{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# All distances within a selection\n", "\n", "Here we calculate the distance of every atom to every other atom in a selection, and show how we can extend this to residues.\n", "\n", "**Last executed:** Feb 06, 2020 with MDAnalysis 1.0.0\n", "\n", "**Last updated:** January 2020\n", "\n", "**Minimum version of MDAnalysis:** 0.19.0\n", "\n", "**Packages required:**\n", " \n", "* MDAnalysis (Michaud-Agrawal *et al.*, 2011, Gowers *et al.*, 2016)\n", "* MDAnalysisTests\n", " \n", "**Optional packages for visualisation:**\n", "\n", "* [matplotlib](https://matplotlib.org)\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import MDAnalysis as mda\n", "from MDAnalysis.tests.datafiles import PDB_small\n", "from MDAnalysis.analysis import distances\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The test files we will be working with here feature adenylate kinase (AdK), a phosophotransferase enzyme. (Beckstein *et al.*, 2009)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [], "source": [ "u = mda.Universe(PDB_small)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating atom-wise distances" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We begin by selecting the alpha-carbons of the protein." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "214" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ca = u.select_atoms('name CA')\n", "n_ca = len(ca)\n", "n_ca" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When given an array with $n$ positions, `distances.self_distance_array` ([API docs](https://docs.mdanalysis.org/stable/documentation_pages/analysis/distances.html#MDAnalysis.analysis.distances.self_distance_array)) returns the distances in a flat vector with length $\\frac{n(n-1)}{2}$. These correspond to the flattened upper triangular values of a square distance matrix." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(22791,)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "self_distances = distances.self_distance_array(ca.positions)\n", "self_distances.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can convert this into a more easily interpreted square distance array. First we create an all-zero square array and get the indices of the upper and lower triangular matrices." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "sq_dist_arr = np.zeros((n_ca, n_ca))\n", "triu = np.triu_indices_from(sq_dist_arr, k=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we simply assign the calculated distances to the upper and lower triangular positions." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "sq_dist_arr[triu] = self_distances\n", "sq_dist_arr.T[triu] = self_distances" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Distance (Angstrom)')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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KYxFQoTaKdhWCUgYzZ8qyUlshjGa95bU/+Jhyn6w4jVBbMeNKAnHYm6FxV8lLoUazUGoCTW6ITZZmhNrYGGqy16WzsS4tsyUjFUIWxnUkjA1cmPUTxkoY7T6kTaWmQG2E2gAipJ0dp/TmLcRB7DhjYKqkWqsgIqhbiMGtTjBrUdyk0gKaA2WM0AfCGKihUnIwxVoiu9IwlDhblPWOpKWqQiWQayRrINfAWCNmlMlswZYcKENERKlZYAx2HhqQIoRx7wFJtucvjHJgkdt4gr0OGeKwv28hQ+nca6lKHNXHDGqyBQ5s4QubgSSC1IomIa8iNSlxp9RWiAOE7Apzm01hDoVwtoVxhJRmhZle/jI7qaf4gEWB+mA5+i+aPNJK0yxLm3jjKiBVyQuhNmKW0Moe0tLZd8sCSiswqFmZnZgro3tFAaYLa2MPeY0HltbKXue1UpZ7hakCrDOxNaXZdJkbq908mW8utixSw7IxyyWgvGx1Qa6BIMpLlpe8cnXKImU2ueHJ5Sk3my1tyBw1A6UGLpsWsIobTZcRuwxqH2BdqKMpAk2mwFXMr85rn2xZkMycDFi6/fWCLUDj2q65tD5mk2Jc2I/yulL6gAYhr5TaKYQA1axDm8TBLCcRzAdtSF0kL4Mp5rW70ksb/9LaQlQbqKMpitr6OWXQqEijs6seghp8ESptKLQxk9yvT7FS6uT3sl/UJqSkmuteVcjFlGBFCD4oVX2bBqoGKoFAJUglSSXFyiKZy7psRraLzEiibTOjKF2XGaPSDxERkLZQFbJG6tIWupwjkoV8ZF6JuPKf7kVtTMHmhQ8fgZDNGpcMKpG8sudbg99DcTggCKmLlC4Q+0ptgy1wYso2jKYw465eVZgXOxgGCBEuN3uFeXToTn1goiijPr97/ijII600pSqxV+Kg1KRIUXO/RW2FH3xlHyHt1FyTbKtuc5aRMUIU2md6pLq1otDc6imr5A+lzFgbOD6VzFqT4pZJUHJK5FyRLAwlcBYmqwdKDfQ50pfEZteiKtxqByrCZd8ioixS5na/YJcbnklHVA2cjUvOho7dmBhHB/qKUHNAVZA+ELJQ+0AYAnF3YLVthLh1fMstmubCxgIxF3DGtoDYqy8SMluXBewJUUHDZOnccRMO3kvdW/nTMa/cLz+WFNeAdxA3Jit1+l0YQUchj4I4pjukxBgjIVS3FhPPbgyH2Ww6yhBgm+wZGINZa0Mg9AbQlj6yiy2lBNpkBxJRmlC4HDqKCttsNSsWcSSg7ErDs7sVQZTLvmXIkVqF3Ed0DOQcqTlQklm2km3xoQhk2TskOmGrXMExJwx+el0jaONfT7attIak5IUpzLywZ3uyNktnpnhoA7UNhFH3GLTfZxmVuC2kbTGrdHSFuesh3qEw1ytz1R+gXFuaD4mYEixQlTCaUtQoSA2MgxAKdKeV2CvtWaa0wdyTiwG0oSwiUiuSDXPSINRFRJswuz3BgxppJ7ObO01i8N80gZp9u9jklmiKc5cSw2hDPfQNqnDWL6gqbLYtVYUuZs76Bbsh0YRiymC34nJoubhYUIdo7u9FoizNVU/bYBNUIAxC7JkDASGbWzcruSl4pPuJGUfMXQZiX0nJrLQ4CnlpbmXsIbt7KRqIW6G5AEQoxVxqFXOpRX2RGkzhxcFcybjNhBxI5wOxb6AqsU/EProLa5BH4zWf1C2nuIVQBD0olF4x6/NSlGFMDIvIZmumad4kZAyETYAAoRdKhbgNpA3ULGgTKUFRhYu2pVZTNk0qbHtTlqrC7bigjfZ+OzacbhaoCrtNi+bA2CTqWUsYhCEHZBR2fYIhkM6CW8yBdBFIW8hDRMVwZ1sYzIJsTx0qcm/GMGFlrKZ42wu9ck/TzrwkDXZ/7d6Z9Riy0pwPpBiIFz2x7wznLIm4q2gQV5iVMGTCuVuYEq4qzOUScoam4UGJopQPEXrjI600axJ2j0VqEyitgdylk3lb9XuuwbC6sojkhbkued0wnjSGhbpi6W8me9gbIS8C/U0LAJXOMLq8MvdpPHKX9QDrK0cZaSqKELvM0XpHDEqUys3llr4k1s3Ae4NSVXjy6Iys5p6fdDueXJ/RpcxF0/Hy1QU3mi1BlEUaGXNkbExpDhXS0mZLqS1kgXWhDIGBSG0VXVQ0RYMtjt2CrgZFxN6tlyDurtlFpI3hu6Luni/cZfZgkEYoSzULW/fu+egRjHLkbIAUQBy/K2HPZgjGUihdtACU2kIUsiJq0IFkrlhHoUCZI73MBDkJFgFvUqGNhZTs2DlVwxknD73addt1Gtwg1XBRLUIu0TFSJXpEXP1/EJ3d9kkmzFSDReGJ6gpe3QdWCDoF5K+wOFRAkyk8iuPDYvC5jZv9Ly3ExrHlhGPue4szDOaST3iyimHucQjoqMSdP89qwR0whZkuRjQFZKxmYZ5t9y75dnvVwiwFuo56suRBSr1roahHTx5ppYlMCm4KRDgWpB7ddWwsd5AUSp4ms84uSxwqcZftgSo6r9q1EcKo5p5P0Fhw4L1VA+7nzxVJ6vQWnNKiPskghUrVwiJmupQpNbBI2SzMZJ+t08BQE1WFVepZp56jpiWIct4NbKUheCBjsRipVdh2CU1CbItZYE1AG4WmojGYqz1ReRzXmyY0uqf6wBQksu+Wbh/0qski2xoVPcqUEIFAWVfoKsUta1bZAlWKuagFSg9jNavfrPaG0gqxF0oXLFK/8mh9Y5avyv48ZGSmJc12vVOKSgmUGsjFAjsAVDHs1mk9EyVrDrhkx3ZHWwzHbIG+EJQxY252FbbSsG0aRonEUBlrpNZACIbbiigxVkrSGXNVqt2HALUzS1OXxVg8auOlUcljtKDiUZ0tTg173HiCfvJ677KHAsMJsxeTV/aXks2B4GNslLrWWAxJ0GiLVumCKdM7Lcw7FeZyaQpz0VGPFtTuwakHBcq10nzxxZSekraVUITmsiIl7DGxLMSd0p0p6dKwHE1ibuLZDskrNAXS7S3aNbSN8fzCUIhDIPWKupVirpBFHxG3YielmYSRZBOomrt26u57jJVcjW+5GVtuXayoVeYg0bMXK7ajmRtn/YLL3tz1s27Jb2zXDDlx+2JJHiISlXzZsHVLiYtEqG6N7SLxMkBVahHSZSDu7NykmCJJW3Oba8NsfcXB6UvuBobiikWh5MkCEmMNpEjcGXaqrVA1EHbBlcEUKTZrNox71oJkiMUWI6lC2hRbtIqQu0hqLOiTtjaetTEFkTaTEecLlwJqwa5ShMs+0i8S45n5tvEyEnohbTBlMgBViDu/9oxzbwN1FIboqypmOergkfE28owKKVbEYYDdRWcnsIuQhX6IxPNE2AmlCqEItQoMgeY82GJTnRa2A8TGKW3siKUVez63zlJw6lcYbPGo2Y1rD97JtAjAzJ3ViX/pn88czKyEoaINyK4CzVULcxzvrjC17hVmG2d+8oOSa0vzIRANkDsxaorf3zg4rpnM+kg7V5i7QhgruUloCGibKIvkAPrK6EsnCRWIY2RcB4Yj26m5RW55TeT2KTgMRgOKChE0VaSppKYgGFa2bEa3LkfaJpNLoIvZIreyJ2ofSlWhuLKtE36q++CJBHMTFUGSQlI7j6TQVoMpVCgLIzCLQs4ByaaUqG7ZTZN1xINeurdM68GC4RjmROOyAfBzmCZxVHMrG2aXsjRCijqT3eNOiZcZGSupCc5eMMZDe1b3wbdicIsGITV7K0uTGDZWLKii9YC9f2hVquGxiCnM6HSmMIKMgkTDOKV4kEvVFiIM05wi7CJKzgEdTEOFPiBVqGKYaeyBYItF1mgLxNZIBVJNYabLyVU3JSnVPCSpdl4a9x5A7JkhFGn3gbUyMlvPIUOte1RgxquLEvtK6AvxfOvjUQl9Z8pSxBTmnUGf5RKqu+QHCrMsIg9KFBivMc0XXzQYvmiruD2IpRHiqOTlnqQt1Vwmw9SCufVtYLiRPGiklIVRbqQCYtHJsnAlmSB0diyNMJy4cprOo1Vk7WR2YLkaOFnuCKK0MfOy5SVZAyfNluRR39ce36Kq0V1udDteubrNM80Rt7sFr17f5mazZRFHdqUxelGJNKFw2iw5Xhmn8zbmqi7WA0PXUKSBRSF2hSxG1Oc4oxVqEXBLsDZqllHeY2oTJcu2w3i8517mdUUbRY5GcpfM/TzOhLZQUoMGpTvpARjahlESNblyiQDBIY6ERmgnKkww93xcW+DHaFB23yyIJZRuwpQ9YNIq2iramDuc2kxpbXLXzoJVdTClKwek8SviRPn9AsSMRzJhnKEiAjFUSqrkxrSUds4RXRRbRAiUpRpssypQhDxGw4BX1RboAOORnTeYNzMeuzvuQa+8ctpT61zb1R6zlOLPuZ97XhrtTcM+ICTVFp6QE3EISF0RxmqLQQgEERjzvRVm21KPF9TGFeYykVcPUmnqtXv+fCIir8YK/r4cezy/TVW/yQuc/m2sQOs7gT+iqre86vo3se+i93pV/bnnP9A+GjwB73VKNYOD9DHdY5jbjGRblVHMbY9C7D0CX8y1DwOQQNUtrhHLPCx24MldqgJagqXQKYxNZJtMG40xcpFGKkIbMmNx6lE213CskU1u2JaGoUb6nLjMLcswMtRErpZaOS3S4gGKUY12hJhlZMc2s0OrWVAGJDntJQvB2QSG6zJThOD9cU/1cSXYAqFtJTYVHe29pEpIlRLNtU2pUGogxGoLjQcypGEOyJWF80AHy8QC8xSqY3PVo8KHaaKHNCTJEHuhFvMsitiiwaXd7LgJpK2Ym1+NII4Tyg2GEGLn5zYKGu13mhSiEAYLotTSsBUPOMVqBPldRKMSBlN6NQlhokf5M3aFRhQnK9zYHOpJATMfs62zotOkM6aJetBxbZ5DGD2DaG3fl+rbVoWJ8V/6QB58QR8tKBSGxi1Pe7brqiOcl/enFR0EfWob0RTIq0RZBErzAN1zNRjpQ0E+mJZmBt6oqj/nLRN+VkR+DKsG/o9U9c3eAO0rsIrin4NVwf5tWMXzv8ZzVz43cXdFirniIWMu4GCTtT1XmvNMc5FdqQbS6Q5EiMu0x23c9dEglDBFmLlKo+knN/3qw5QVSpy0NAxhT9UYm0IT91HIs35BPyaeTkZ0v71ZsmsTbSjc7pecba2V+Ca3vG9zRKmB08slpQRSUxg2DedYBLg6H3EISu0TMgg1Biogg7uMZa9A51x1mIO9cy76CDH4GBZxWhVYJDxQi1CCwjYQ+kDpoinn3oJP45jsnJx+M2W6TMeQYvcFoLkoxLS36qWaNdbdrm4FBuKotOfGt50i4GD70QbGGihFqJ3RegDSpbm/zaUdM/ZKHoXmUunOKnkhM2xTOqiOYRPMUgyDn1NVakjUoJZGPgTihdGY4tbGsgxCujT8NGTD0bNzNNtTe0byEEmbCRowK7o5x6GMOKe21mYPL6WtYbC1MSgkuFseRr+HUyOXA8hm5mJ6tlEcIPaFMFTiRY+mQNj0d1eYTbO3MFMgLyNlEa6wTx6EHECvj7x80JSmqv461pwJVT0XkbdjjdFeh3VOBPjfgP8bU5qvA77Tu/u9VURuisiTvp+7HyOaGwk214zT5+54mmhH6u5GpEahLALoEoLQP95QE6TdVQxTKgxHUJbM1kPo9/nmea1XsKS6qBY9FivEsVgNHC0GgijLZuCJhaH/N9otVYU+J161PiWrpeWtm4GXLc9JwQIPL11ecqPdMtRIdmJ8rYG2yVwAJ6sdRc0NFIH1esc2tYy0pNVI0xR2CnkMNCc9tQS0CiMWfNGugkRzxT0Wohhmq8lc6sk9lOpsgbYSumIYq0DoCk2XGVQIqbJa9sZjTA1DCZQYzE1N+8mcl2bpzml/VQmDEjrzAlJfKY0Y93bAWQ4ypxYeEsBtAVS00X0GUQ+hYVb44konuQchreyJ95P1Wg1rlKh7a9EtRGDKRr0qYX8O0+CZMtt/+UrQZhrgCQdXQHR+Rq/g404tUoeFqtOkNNkzV0cxqlNTnWPqNK7ezqF66qtGQYq552EzwNn5VYVZ1VzyOyzMvJxSW52J8sBEKPfVu/Dhl98STFNEPgz4nVhPlZcfKMKn2Le4fSVXW4b+qn92T6UJexdzmiCiHk0fhXE1kayrgeJilmRtI7DWRBkAACAASURBVPtMCruRUwBjcl2nPOvpYZepY40vmXI4aebrtIknwhzgSaGSQqFqoHiAoWJ/uUZKtao5uUaG6T1CXxJDiYw1MoxpTvEb+8SuSRasyHYCY46mGItF1dUtBFGcdwgSlZIMs7tblSZhb4kGddeWSakEahVKUmTnlmYbGRUYzArdDXbQMkYYLZ8/jPtocBgtsDMVighj9UndzpopbQqyiOQBwqBzUOpQAc35750pTGmL5XsDdbAxDj2O9XnuuhdmsdTNfbGRslTPC7eFQRynLqtKXOY5v70qhg+LzoGzOcvGla89Z/Z8xAHUA2FT5F6DGXZG2GdO020upiDQPiDXXNh+JE+WLE4fckZBNcpUGE3hxp0fZ2MsiPa8GEPk1sZwzMMo+cmxueqbHlRnC1NynSslSVGCgrQPTslZIOhaad6XiMgR8P3Al6rq2WHHU1VVkTvCxs+/vz+FNa4n3XjMd+T0mdEmQbosIDZxm8tCOh3Q5OllOTgOanhgjUArM5F7WtknjuKVNDR3OaMXlJiCQRrEMnaiorUy5shmaOYc6YvRKDFVhYuhI5fA2bBgVxKXvaVVtqFwa7vifNfRxcxFarm1XTHmyG5j3LuclLpL7JrGcMw+QlDGMVJGc4trDpRsClSqzGFZcY6hTpZUUnQ4BOEm7M9el5YZ+gCj+NQUPfPIUjeru66SlDwYVDAFnOYo+2SpZyWUKe95JGxHZNMjuyUhL1ARmttb4qKBalV64lC9pJzheqV1t1W8hoAESjKLGSyabRV8XIn1OrvpUxR6gnLm++k5+RNcMfFabUHy6+gDYWdR/okGVUZztZtL2+dE5wJoT035hGKudnuhhlMOnspa9kGc5vIAP8af4+0eozeL2xXntIA4aX9Og52M5CkpIFdLVS3lqsJ87AZ11ZJPOsKysepTRw3FEz4sGBrmsSgPWGleW5r3Id54/vuB71LVqSPheye3W0SeBN7nn7+Hq32WX8Vd+kSr6rcB3wawevmrtT2FxW1zv7pbmVCUdDGayyGJMFTCtjcME4CVZaQAKi2So1GUAqDB8MrJavXgj2C0kcldnarSzGmWo5CzAfoaA0MJ5EUkxMpuSGy7xgJBsfDM+doUCxYRvzhf0C/MkjzbLBh2iWfDikWTudh0lBzRS/O5clTiJtCrKeF0Zql5YxXCzrC9nC0nOl6YMsm47xqUeBaJvZAHoblw/M95g+2pjUGzmdawYCTzAyteQyDtDKpQidQhkDYGgWRx83YMMzexPbPfdbfN+u+eHYm7THzmYl+7MTkBuw3EZWtBi3ZK/RFPUbUo85RcMAWoYL+gTa/tvpo1WlpjBKCQduZV5M4WxNK5tTqR+xuFunf7w1QPNRj2qcm3R/Gk/P2icJgjLvnwYbXFQophs3EwqMAKZUzWtc5ZaGB0o/ZSwQvJmGW5v+7kbjgiM4ezPYf2TP0vk84HK/N2R5Rcm2gWZVGjIl32pC4BDWmTCcM+IWIKhj5IqdeW5nOLR8P/OvB2Vf3LB5t+EGsh+mb//wMHn/8ZEfkeLAB0+lx45nycAztVo6AKtY2WMrmOXjJtZdHOrIwnjZF/s5JXgbyS2RWtrVXdCSOGW3nkvLrLPrnrtXMXcUqBa62WprZe5LbLdIuRJhW6lDnqeooGmlC4aDpqEtbtQCqJbdey7EbWbc9QTK2fLHd0MVuRj6GxoEvxYrchIGGazEamlwnbS64EkluS1RQAogYnNF66bOKZil0b7CPXpXWLa+IOXklJ9DGfuIItsxtJsf1ewQtnt9XccikVGYuRGHOG5QJNgdJYab+8TtQos7UTFkZHGo73XsFwYtkz5aRAW2nWI2NrN2KQZC5rMCtsqlBlkIwwrg0DH07UcOh1po42GNIVT8FUuuXIcmEPhaqwaVtGOg8Uxn3NVJ3Sc0G39l8qXmDEno8pDXJiE9QIscqVzMvZwseUbOyV6AtF2plBUNq9e45zVicalkEASrOtpPOReLq9Wt5tvYIYqasWjcFTWYvRoTwTbkq5DEWREcJQqVNw8wHItaV5f/LvYz2sf15E3uaffSWmLL9XRP4k1lf5j/i2f4DRjd6BUY7+xPMdQIpZMYvbVrWlOR9BDQsrndNJohXTsIrs2es5GhXDrCR7MKV4ymQRq5rUA/gDHzyvfXJXxCfIXI3H/KtaTGmVCj2Qm8gQE0UDY47EWLm8NCvxdloyjJFhYxO+CYXNriUPkc3QkqMpzHFI0FthDjBaTSGhQUkXHrWViIxCc24R81IgXk6ZKHG2zNK5FY8og5AuzMqcSN/dWUWjVzsSUOe+AqYc8lWMzrCvffaNBoMKQm9ua9qaBxB78wDiLtM8fWkY2zha1HbdkY8aX7zCbPWNK5kTCvJS5tx3DYZD1lahtSSCGCvZ65ZqVAssT3SmavcJsSCRpR9OCrPQrkbyaKmUqS2UbN5B12ZW7WgczWrUrtwnqEIdLEHAiPyCTJarQxrhcHFNtj4cVjGa8sLFFWfsnZ9pNNc5GUODRdfb80rw6l0qVp0qFFvxvEYy3Wmlu1VozgbSMxdXgz5Ha+rNtZWbOzIa0jQnQgAZjY8qQyaOhdRFpCpxOyJ5ypj6wEURyodId50PZvT8H8M9l5bPuMv3FfiSF3ocqUYAC9mrfY+6d+V8tY7LiDYWWR/XwS0Ps26Go0BtLFNlKrs14Z3FH/6Z13dwzy1CuX8N7jYetmYIavnKuGviwRrEKEOlTpUcjK9ZnRpk2UAeNHKeZcjmB8Yey09Ojs9lnOLjHMxs+OPstlZmy3LOZII9vjmd+xyZNrJ/yGrWo90cprJxcTQXfrLm5sLBHnmPvVlNactcti/2hbgZTWH2Ayw6SJHaJXcHxcZ6GeaCIbWBkJzcvti7v2VZ0a7SrkdirJysdpz5Je2KBaWyW3E1BupC/X6bwszHFTka6VYjJ6sduzFRamDVDgwl0sbCUddzs9uRpLIriRgqQ46UHBizIIMnSDR47dUpYGaeyZV8f/bWZHB3Pe2U0hremrbuLnv+fOqV9vZAKA1pEWjOM6EvQEeNQnNZiGO0KkneraO5qKTLkXh7e1Vh3jyh3FiSj1vLeDuO8/i2rXhygdUvCN7iJa+toErow4NPo7x2z198kQLtRSVt8hxpndyP8SgyroQaZaarWIBHfPJ7TUzVGXuyP7M0pVoKYOx9UhT3VCN7wtkhluZKSosgYhQfrUImMmYL1khQNAcL3vgkpJoLOGeYeeRd5v/7qjlzmuDE2XO3rvaOw3ppuJosghy3kBqvwh7tWtIG6uiR1kudrZXJwgTm9hig88QJZZ9SGXslueKe0gJLY3BG3Flwo72otGdWHTzd2iC9W5jLhfECFw39S1qGI1u4xrUFcKSaC15bszTLwrJnNHm04ygTm8p61dOEwo3FluInPo7GHS3uZk9FMzRG6mAV7uVoZHnUc2O144nlJZvczLSvXU60sXDS9Lyku6ALmW1pWcRMLpGhRE5VKL2xL0oWaifUzgr+alQLLFW7H+qkfUsTtXGNg3gRDXHIRxBfOOweT1xVvP5lRsZC3DYkVdL5gNQWlWTJGUFobw2kZy/h1umVKHl+bE0+bub04PHI5kKNGIbcRcvF9wU1jNXSMIdKvOxtbjwgUYRBH5y7/2LKo6001esIjkaXMDfcqrrU1lzv0sK4NkUp2TCm0li6nZV983qU2b5TG5sMcXT6xWGgwcnYE8XpCsY3imGauBLMgTJZnQrjLtlk2EZIytAlm3x9JDeVXWzMBVShHxM5VEoJ1NECOhYZFqJjWrXxQhT93kpMO6jO1ZtzmLeYC5n2Sm9mGwwWyZ2uQVTntFOLPBuWZtikUmMgju4yeupes1EvbLwvz9dslO62uYuhz8imh2GERYcuGvJxR1lEhmNb2IpX2a8e2S5OCQqN48XLirbmRrbrkRQLJ4udld1rrW0IwLYzVsGuCiEqJSrNciSnhrILsCwsj3oeW2952eqCl3YXXJaWoSSOmh2b3LGIIydpx0vaC7owsikdKRQucst2bNgNCfekKZ6jrZ2X1w3T515p6SAzamqUpiKo7BfqqeJWcjc9bQthKCRnmcTbGyiVVgRyJVxsoR55UY5i1v6tS7h9NitMffwm5eaS4fGOcRnobxj0kZ2CZxX5hZrSXLoPbYm7yriOxDYQ+m5uLPggxJyea/f8RRepEPoyK8yyTJZTfmwPynDMXMlcnQKSF16xxy2sGkEieyChmiKZq/RkUyRzumY64HQeLJwafV+TFWr6e7Yg9aDYhgozp5NgkdoUK6PXheyaTHI8reRAbbz4ou6tlytE6YnaM7mBrnzi6FiZ2HWJcwmDY7Rpd9WSmCwgxAt3ZMsNV4EYpyr2+4jzROoOY/VIq+HDaeeFh3ejlyHbW5j5uGO42TCuhP6GcWnzCvKRWt+cYq0zaqvIKMbFPB5p2oKIcnO9pYmFly8vSKHwRHs59/bpS5q5lU0q7JqG49WOy1QZUqJd5FlhvnxxxqsXtzgvC/qaOIo9Z3nBMo7cSBtems5ZhYFNbTmOO4Zq6a0V4axZEES5XcybaBeZsU+mqIfIGNK8wGoIc7+lyWUPxRfnQZAanf403QtTZDUFQq6ERWvdPFMgDGatSynEnVjVdbiiMHnsBvklK/K6oT8J1gzw2AMxC0s9V7GFNI97pVgbmXFzqnUQlfHBWZpwHQh6aMToQnYzamv5srkTT5M7CNgI5H7qE2QR31A8Ahxs275ZmBXMPcQAZ5dVmTl/M7fOSdyhk5mfWPpgBQpUrCna1p7WuLWAUW4bC/DsDE7oQ5qrs++GRHT+ZR3M0ow7y4VPW6hecWkiNE9R8KnTpCazquPOi+QC0ril6ZivudsHlJvp+qYFxnmvpVg72LirNGJdDdOmEgYDe9tzc8ERs+CbC6so1dzaIrsRcoGuRbtEWbfko8Rw5JN57ZlHC+/O6BitNamzvkeSlHY5smhHVIXjbkcbCzfaLQG1uqPJbL9FGgmijDWwbKyx3c3FliZUzmPHuht4YnnJS7sLXtGd8mRzmxuxZVM7VqFnEUZWYeA4bk1pSs8mdASUp5sjkhTOmsVs2camogpNU5jqbNYiaOvFkBVrw9J4YMthosr+2ZnuXTyoATC1HJGxIrWibYKiyHbYP/fb0d4f0opunpAfXzPcbBmPzHAoCxiOmYOX1Yn/tWXGpS3DKdC0tmiGHGZL+EGJqlDuWj3l0ZNHWmlqFMbjZi67NZxEaoLhxOklR15tfOp7A3PVnCm9L69xbp278kdOJ4oeFIr2+eSOT65WWbJvTCbG+audZx4VgbYSu+JUIchR9+XNnAakQSEpEqvxAr1ARNtYz+1ShTFWs2CTzhkgwD6VcAryuMslHhzQZnLB/Hpam7DZ21KMwYsDx/01SDUoYwp+6cDcbRKvaTlFsUPR2bUPQ7V2ChKIY/VAXECPOqgdddmYB/BYy7gO9DfEsUrIS2/QdpwpU2GR45FuMTKOkZgqjx9tOGpNMb5qfZtGKq9dPkOQykvTOYuJVQ4EqazSyFHTczYseHJ1xq1hxe12wc1ux2tWz/LK7havbZ/mNelZzuqCjXYchy3PlCNOwpaVDLwsbjgOcF7hmXjGqJHTYr2I2ljmdFiAo65n6xlRF6L0olTviV4cZ0dAR1+spwr1xeCiaSEGd+2TRbAJQu0atI1GCcqWKy5FkcvdFYWpT9ykHC8ZHmvpb0TGI3F6lmPCwRaj4iXuSmcW8AQ91WAKcyrrh0YOhvWByJ3dPh9VebSVZoDxKM6R7HG5J0DX1hVZo85BNMpQbR0nGwScxxexQMbc4qHZW6kzvcitzCnVcjyuc0ZQ7QJ1UQnHwxwAWhwNrJc9pQZiqJw3C4vsppawyBwd7dj1DWOfOLmxYdWOnKUFMVSePD4joJyPHc8IXFahpGSpfF7ZKC91X0ZszZxzHMq+B/l07tamQ69UNTdeoMytY21ALcVwCibFwRaOkG1y5YW54JITotCfCGkhaOoYjgPjUqipsYkYgGqFI6rzMKde6hMH9ArrAOeSRgixWvX7VGlToYuZRczWGiTt6ELmiXROlMrL0ymDX8RpuySKMtTEMo7kGmmDdatModKGTBcyqzCwDj2rMFIQolaOg3Fp16HnZuh5PAorSTSSKfQ8ni6IUnk6HdG3iaqBW92SqsLaO4aKKEWt0dqkH0ob0GJQTJ2KV2PjUzr3Usq+RF/oxPLx1Uj1oY1Q1QJEKcIwIGf1/VtU2O1019rfOkQAe+U4vZiyhyYPY9/87QD7foBigaBHWt3M8khfRQ0Y8dmDNRPZ+goVKHirBseVSmeWTfYmaGVVvSCst/1dequIxlxGddrLhBNO1uVULAKgVkW9VBpALYEmFRbe2kJESbGQibM1GYLOLt2UWXoYrMxq7RxKCTOeyZSNdIilHmCt2tiYzG0+PKCSV+pEeDXXC+Z2uZPHNKUVTkyB+fM6Ren3tCOpnpZYZXbnrX3GvgBIXtpJlkUATxnMi6mvuu//4BgTFmnjYMWZJ/aAiJK8UHMTKl3ILMJIoLKQkXUwK3QVBppQWMcFyziwjQ1dyLQhs0oj6zRwHHcchy3HsuNYCtWLCqxlpAbhOAzcDMqRdHTSUFRZyEgrhcb/oij5oDiHVeYPc+FidRaFVq9A5NH0w+wqcHzZx7bZTla7sTjSdmqzawkB96y4frRG1wu35q19b42mhKe0YKsMrxawCsbesOpIUxBoDx0YdczOWeXBWYbXgaCHRWaqhE36MGJBoZ1ZYLG1aImR2C2aPFFopqreMnqdyRGktYdl6uI4V8YGpjqT4pkmdnzXcsGspDBXxqne9CujwVpbDF0kl0IZIylVq+bu1YfaWFikkU1qiEFpg7l/MRh5e84VT+oVaEBby+6p3VTmzNsXezGLmV7l1jZtRYcwW3kTr3CWAybARNqflCHgXErxTCQPpi3EaDbFaEN5bd8LRYm991xSkGysgrS1gNEEG6iXY8tFyCHNTIUSzLrWKoxNsR4+NZKkcuT9k26kYxopLMLIbXebz7KV4HtmWNOGjmf7FblGnu2XbEZrI9KGPCs+gNt1xaZ2XMYLNtpxqVt2uqWwo6Fno8pTZclT4w1Oy4rfGI65NazINXDRd5QqDGmqIWB9hvKusUrvQOjDXE5uqiYfd1igsHi2VG/KErhDYaopzPOd8Vvb5v1TI9cLq2g0ZGJR2iSIJoMEmNqECATjr06ZW+nCEhOm+gpTYRDjjhoXd7J+H5QUfXBK+MWUR1pphgKLZ6vRg6rOlaYtgj2B72LtBhI05x5d7rwNLa4kB982WkQxbezhlmIFbafUyklhagTROOdIy2iZIv0UyQZOS6AfE6qQYmWzbdEaKOeWFvksRkOqfeJ2UHZj4nLTIaK8N1q9u8u+Zbtp4TIRe+vd3Vw6+bsE0iVzz5mahOYUW0hE5j7neWU4YW3M3W5Owdrbet3JyZUrZj3mTmb2QBx05hOmTaVGI5+3F9WtGZnT92wxEpqtlXtrTzNhsJqOkk0jh6GldGHGiWvrmF+w1+LWa45KJUEWchPYBKUUa2zWpcwiLokoKRQ2teWp/gYA79pYAZent2tab4mca+Bst2AzmNIMokS/SUWF87pkU1vO64LzsuQ4brkRN9yuF6xl4KwueCrf4F39SzjLS359e8KtfomqcLHpqFUY20zv7X/LEGET57ztuJ0yszC4YutVkOKUBKAzSwO4ojBDn/cWZgx3rbgulztkdNO1aSAcoUFoGqPQTbQn9WDPlNKZtvbsTB5F2tj9lmwMiOayksKDtDSvM4IeCpnqBtbJvZi5cMxYzlxO7MBVOYyqTxhl7JkLOczgeGNuLMH35wR3vGfLFLWfm621YZ4cxVMoVSEHJe8aKELYWpm1ITTUXUL6wJAaK/K7aSAoZ22HqjAMiXLZkDbWzGzqNxN7S90+fPBru89fnvqfT4R0KXDQOnyfzRSwiu8AQSDr7KbH0SweqRYxb84yUiOI0JwOTJhCGJTmMntbhjCnpIbBmqfVLiKNlR4rizBzZ0srswtp4XlnQWS1QY6eyhRAvF2viJLE3PQ0RU7ukBQqTbDWvm0srNLI6O0wVs0wW6pHccdJ3FExt7qTkSGkGe9cyMhCMjsp5pqHQvBjqwqjt/8FhxamBIUJStGrXgvs8cuQ7RmyjKm9dQnMXQXmrpG7/v0tzPXKHoC2teBQ26LLFg2BfNwyriPj2lpO59kTservYZB9I7eDwJ6oJUnkhbNHPghE9HodPX/xRYMFI+JgrSqMLqFzJHjmMHpQZE6tdMWJY5ySJzwT6rKSxcnAazVlmCA2U5Td9mX1GD3n2YsdsyqzT98sR9arfsblLoJaGl5tkbbSrUZ6gRoi3dIKBxfPGlp244yRlaaiTbCOk94zx1IC9+MwHrvycT0zHts1a/J+MkeWeiiDgZgaHVeTgwmd99H2ONGUSphJ8ZrEizoLcZXAU1JlCdoIw3FkOBLyUh37NewTTLHGvnpZN1e2nn01jWfonWZT3DLOhuWK+Lh57v7cjM5XtkYKnUct2lDm8QZTZkONjCVS1DFH/w9maY4aGTVRCUQqkUpDoZkJt/h3A1UD2SucWAsSU5alKGU0mo56ymsY3CX3Nh0znnnQAdQCLlO5PLuGKwpzzNan91BhLjrjvXbW04cQDHuMguTqdLL94nelgMo8D/yFXA3KTUwL0cnIeLCY5oOyNEXkncA5Vm8qq+on3KuNzgM54B3ySCtN8Shwc2npX3HwyOMQCKPlmAdPGSytu6MFwsKyZxQgGKexuZj0XXCMydzc2HsgZLenhUzKd4pkTBhg6S2VDqCMgX5I3gPdeHuqU4qd5ZXbpBIrFBF0Dh6MOVqRiNGqGzG1rGD/4M/tK3Q/FqGYoTMB+zJhs9koQBN2Wx3/ndr4gmNtHuyZqqZbZ8+963iYi1xbU6LRe8OXuf6oECcq0qigkDaZuMmEPEXRmrlOZm28fBt7JZNLmAN1mgJjEYq3MAZYJDvpgNKXxPt6gzN+7fIEEeXZixVNKmy2HZuhYdc35CGyWyWGkhhqoq+JW+2aW3nNpjQ8lo7Y1JYbactj6ZLH4wWtFG6XFe8db/BLmyc4GxY8dXnM5bYzBXzR2ELWROPh4nDQRZiDPZM3MGGaaWMZUzXhz2Yh7qzgDGAKc3bJ491bVEypqG2CIJZ1tbXMq1bV+5V3hDEwDsEXRFsErayhlQVszz1qH7yMX7ZCIrG3NjGlfYA8TWyBeoDyaar69MH7r+DubXQeuHxo2MvXci3X8lCLqlnrz/f3AcjrsPY5+P8/8AGf9D3kkbY0qRaUiNtC2mTKIhHGaq5kq1ZhPZoFpo7T1VH2fWsqlH5PA4m7fdBnBus3hsHHHXPe9mTpBe+hErLhQNQ4L0NlCGxzBBQJVnFdKsSziLaBPgthG4k7KzBRuohc2O04F4sC110iXkTaMwtWxR7aUzvnqTBG3Hldx2CWw0SFs77hk2smlIVZEM2FXWMc9uA/2P+0Nasx9ZXQV+KuoE1Axkrc7Il77bM7yjKBtlYRZ1QgEcbg0eBKc2lBICsUUghba/A15fNXMVxtdg8PqC+T9UxltrInS92scLgYjdvUxhW3B7sRF31LDGo8SaD6b+bHZW4tEtwtj4w1MNTEprZsS7OnFVFZhJHzuuCidOxKwyY3DGOywiDFmsqBeSfi9KIwyJXq8GHYW/OSvV+Rl2FKOxtjw4Ddej7f3bs3uefv1+MF2kTzkoaCDNnqrMaANpHaRa+jIFcw/an60vSZevrw3Ku+HLjpD1wzyP2S258QkX9+8P7bvPD4oSjwo9714Vt9+73a6DxweaSVpkbY3QxGsG4CpbV0w7zYE6mtD5AB4lIt17ms9lSL8Zi5zUFZWvZEGUzBlMW+yk+NXoVnasblBHo4eAgTRsFRIFqmj0w0pDhxlg4CVYfej8o+Y8jbVEytGCZMbHKVpxJy037mJlwHxHxJ1g60LC0rqiyNcyrF6UKunMo4BbPE286C+Io/9VaKfSFc9sSF9ZNB1Xv86Kz47CLxmqPe53wZDQNdJ1IXyevkWUdWIXxqKTJfRzQO91Q93Sq3G882pooEnMplAZ6qwjKOHDUWAVs2mRQLY440qVBrYNHY9yQoq8XAUdtz0ux4LG14LF3O1s2NtKWRwmPNJTfiluOwZRFGigYu4oJFHGljQ3SObfESf4fk8ana1fzekwLmPkJZvTizkkbDMmWshImHCTAMxsW80y2vunfLu8TUmzy0gbKyxIe4bRlOGseYgxVDWRzwdY/U0lQ7q9UwlYmb7l9ZWCadKfl9fdMHIQr3a0k+raqf8Dzf+b2q+h75/9h711Dr0i2/6zeey5xzrbUvb1W9VefS58S+mI6agA2RfAlKG9QPsVEjorZiIkq3ASVC4q1VSEjMB9H2AoFIS0I6QrqjhnREgqIgtB8M2k0EL0kwF4ndnj51ed9377XXWvPyPM/ww3ieudauqlNVp8+uPlVSD1S9e6+9LnPNy5hjjP9//P8ibwH/nYj85Uef9auw0fl21uc7aDo70OYfc1bsbgpFbqmeMZORvlcksykUtYsVztQMr9W8q3IclwaK2HNbJmQIsG2Ha+h8VyCqvd+Q6TYmZCsCcyjkZLaz2hXCNpHAxHs3GRfz+llhSJTcnmuq46vMWAWt0tZ+L1Fs9LMeyRLrjSCDD7BcqQFWm0L2Dlk8pTeaS1rs5tCWZKlKR7ZDZBeQpOTs4WZguY6WvVR7iuk1k7Z3yYYMll1TSJIVlCteQAu+2uW6ueAnh0cpNfPMdTa7zWc3oQuphHmsrYt4Zewi2sExGcWnGdCB2foWFdO+LMI8BfYMLHOgZAOQ7tyGwSeu4xYnynvLjv1imepUghHoa6Y5aeQub7lLG+7ngcPSrf1RzSYMLQ38Gaum6XLBxSyWafpqLW09eJvdF60sgyWb8MbYVIjDB6d9siHk7w+YaeOQwSGLBh0cRgAAIABJREFU3ag9ueqgKmF09QYoZ15us02ubBE31/4852ujabC2keGnXE8FBKnqL9d/3xaRPwv8Fr61jc6Tr8910DRSrtLtC91dMtLu3UzZBPJgqd+yGJfQT/avZJM3c5We0wjr4VgDo7oziFK5kO3vDThpr1lHzbQBQ95QdIGShUllzTbL4o1yNDo0mYe4jEZ8zt5TevsbKibmAbijx43G87t0PGxE/dYyaH7s4WTXV+gqeDU1BNRoTm40Dmou1a/mYNJyYNqa4WhTQ/HB6EIGUJRV6NmCnuLmQo7VJqHuD7hAiBezaAijBeBwNHM7H5wJTehQp01MhNhfGKa5GbuK9VxKSnHG5xQYBSYf17J7SoH7yYLe3f0WcYV06IyydAqMG4fO5kd+yjZh1VxB7/oNr6YNxxS5Xwbm4nkZJ17EHbswESXzatnyznTFrzxcc5g6xocejnYs471bj71vbZ4mwFwN6uJRiQ9lPV/jQ8If0tr2MNCnouTwOGBuNjzyJu8eB8wSqvBKMXV3NyVC1Ye1yS1val7Fnmdq+1QBmLMpXI6m4u8WpTh7bqiB/qmWIk8iQiwiO8BVW/Ad8A8Af5BvbaPz5OvT9Aj648CPAG+r6m+qj/1p4DfUpzwDXqnqD1WL378E/JX6t7+gqr/74z+klXKy6gJqNNfJ4qX2a6r6dxN9DVUwt05kmHScBZlGuVCb/Fu5jNR57aYr2byy22RQC2jqOaPcxZkpY5WVk2pZER6qzqcG/NHsJ8ChsxDu7U68+GCo88GCdtxXft9s1gYumR1tPFhwKqH6x5wM/WyGaK4aw2moEmvrWN850D2Sq6tCzm4xJXz/MCFLNjWdXOgdIGKBL/fn4+Cles3YvrO+nf3JOLHObmS9x0fHch1QJ8xXbh3lzFVtSoVVYGQVdvZq+7rWwKaIr5RiFKLH5x3gFRcKpSv4rpgAfRB8l4kxs4lW0u/8TIreTO8qNWLwC32dGoqSCS4TpOBdq/Zqu6Wcg3o7F9vjbX+23maT2vOLIksNoEvBP4xWjouDk5Xn7yev0/fngBkeB8zSCTIpGp21n3Jn46vuXJ6XcFaTSlvbprRp1i6sFDbLgsUEbGof/CnBbgWWp5k9/xLwZ6urbQD+lKr+NyLyv/DhNjpPvj7NTPNPAH8E+JPtAVX9J9rPIvKTwN3F8/+aqv7Qt/MB6mF61hreoV6AYtYW7qydiVTFIrFStikbiVoPk0qSz4OSborZSyymyK3e+IKrsO8sVZ2m8iFhHbdMV9W/RjFe5C4Rol2MKQY0OVI15SrbpgXmyNsCwXqpYK8lyzoa2eyFvbOSetmev4/L9p002A2i9KZ83jiBy3Utz3eZMjrUe/KgNfNw5NpKM4UbX3muAclK7Bz+mPDOQc7kIVB6jxsCuXcmllJ7ksvWmdhHm+5J4LJxZ3N1WixBCEdh2brzDH0NjEKlS9UgdNn3bRoCLRiG2Ob6hevOuLAAx64jhkxOjhAzc3I4X9Bic8+hS/QxsQkL20pyP+VI5wLbMBOK5yaMPItHBrcQJbOoZ+8HupCIIZj6vldIZxDLNrhVKvary6wqUNYDVqMVifEp3Zwsew9hNUEDzgEzpRX0+VYB0wRShDS0gB5IvUOKWbe0QYJV6apXu4ltbIen2XqepdM6NVavjZoEPG15Lk+ip6mqfx34Oz/k8ff4EBudT2N9mh5BP18zyA+s6lT5jwO/7Tv+nAaotH7RmGFsjwWk+Gpf0UzSWiZor/VTJVsv1BleWTMyKqey6Weuc9mNONyGUtoF3niTlwCBgIhd7CqKBm9gUXOMrMIdq4BFuXjPi/duvadVK7QDXSBXpSYEXKgjltFk5IrHlJh8Qynq+zk1sOnymBSqoEflV9Ys3YNdtLFjuTEZPhfEpk6uZJ3KWnbn7VCp+7NuQ0PMbcqoak9mxSW/EuBRv/I+fS8rkguGSKdk+y2pMHeFFxdA2nG25vL40DGHQnmITD7gTp559shsGzUlxzIFluQpKryIO15OGw5zx103UBAelp5n3YbeJxzKy3nLO6cd79xfMZ0iuo/4k3Few8P5GPnTedqnCTyb0Ekh7jNuyXYjO824u+P55Lh0jQQLmAC7DeXq3MNM20AeTC829+fqqYSmwG8v84uurAW3WF/bVXdMOHtH+fHCw73IykNuil6SLAF+qqV8MRH0na6/G/imqv5fF499n4j8ReAe+LdV9X/8sBeKyI8DPw4Qb14jTNRZWaNuhP1siHeB6GQVkCjRmw9OzUYb0tl0Jn0NtCXaBeYSUMUL3GJUHT9Zj0rU0HjXxujWQFGVz6uoRZodc2/ddUkOMsS9laQ5Cf7oiAcTeSidEu/t5J7FnAibqELc1+9eoDsUEOu7dnutBmK2HfF0Lgdd9dtR7yxrLTbCGQ4V3U61r1Wv33hQur0SxkL3ysYk3ZTMDhYoV4OhvapQME+cC1O15tutYoMDrZXR/LmbCrjksiotSdG1dAWQmpG52uZwFZRQB64DFhtVLUmYzeOWO2CZ6ml8CJSguJO3fyc7/lJpS2VyFOcZQ2TfDRQVDnPHcbSgm3IFkoqnc5ngCq+mgftpYDpF8ikQTg5/tP0b6wirusZsqKORk65qRfGQ8VOGorhpsR5mSo8yzKZWZBth45HlaqBEXysgby2OUBXfewM+izfx4lbpNOrWOoQgZ3CnofjWr5fzjT9Bs6y/tHCxY/WR1/C3vb5Qbv/O1o8CP3Px+zeAX6eq74nIbwZ+TkR+o6rev/+FlZP1UwDD93xdlx2A4LKvEzAGCrg5W3nSW1mwbKrI8FbWEUQpZy3KEu3iT1e155RaH9Ab167JeV1M0ayq59SEsP0ANgKoFUlv0z9F1hNRkpynchZ7jh9tm/wqknFWnGnGcK7Rnlop6M6fufZk/TlhLV1tGQyZohYY8tbKf1dH/6jbaD1Jhx/Pp4ULbh3Pa/avWi9YdfZv6s86mSXa+LiN8dkss03/2Nx66czDSUrltqqugFXpKtDma+nLJZpeN+iSSaLGxVzHJsEoSrWU1yDgsQzfK9qZfJ/3hSEudD4TnVGIHIp3anPrNWC2sn8FMNbjWI9Dwq4grVlmsxNJ9rsfzaQMraORDxPk8kFK0dUOreAfm458NVAGTwmOPDjS4MiDVPpc26f1ZjU1mheoq9n6rKSNrOV1HqxlY+r4QroqFfmvGevW2lB5gfm27kt57L76nS5V+SLT/NUuEQnAPwr85vaYqk6YVTiq+osi8teAHwR+4UPfpL3OmdI6Cm5xuEXxs6tAhoFDq3CHh+xktYdtxy8PzenQeppsLKqVLEgspAJuNvJyiRhCVGXV5uvze0upfLhtqT1ShV0iDqm+n9n3LnR2YQ/FSvVgQayhxFIqn64q/jTaSOOVpqEqcvfWO1RXRYcxoMj8dspKh0k3Gekz/W5mDpHsInK1oNmRcjjXYGL/K1Fwi2U4fvYV0FDSLjBf+zWgLRsDo9ZAuWHlXYbYjkkVQCngN5UONrb+sJ6l0cZCHJxpdSRqD7ACEeWCteA492Nq28J5RZsQqTeJvpUDW4Aka/a06lwCuTjm6jCZsltn04FVy9NeY1m6XoBoKyeTun3aMkxWV1N/ymfielMrStka05cZ5m5rGxar/ui2Q2NVgqoBs/W0cy8rrzJ3UPpaJVXkPndyvsHIOQO93G7LjBWhCXbrmi2boE3tyTc9hSdaBgQ9vQjId2N9NzLNvw/4y6r6S+0BEXkTeKGqWUS+H/j1wF//uDdq+oRhtBI9nJTuPuHGjD/OuF2HlA5UkWxfVUr1i65IrVb7VFetCFLdJQKVMFz7VyfWqRwwEnZTFWpKPS5BSbKeeBShZLcS3FdiO9bOUq/nssqf55HXPqcXExYORq6nBueWTSrnsmwlUdeM1oJPNcvy1ssrszeVm9nDbFJzrtEDT3XK6GiKO7kCCqJQKiMhD0Zst+98Vn1vqknvB0XW7LweIzcr3X22bGhqfbdivt7OBhPCqdrhOldtNapivNg+0JqtphCgwOwi1HLfHa3vGR7c2nJpknONyJ97ZVLhXczA7njqSGMwO2UgZ8ep7wjVtGc/9hyOPXq0Hmk42ty2m3lkTHcp8RaOmXAyutZjeTf/OGA2wCcEmyNv5/VS0N6vtiLmsHrer7TY04JhzWzDaMcrHgppFpqzX+6l9vRrPz+blUV3V1tKs8knGjhn1Uc4nlsuT7O+8Aj62CUiPwP8MDYW9UvA71fVPwb8kzwuzQH+HuAPisiC5Qe/W1VffOyHtL5MacBCtUQtxURZ1SYf1Ls66mcnltZpIfQsCecSq4fLJSDja2DxY+1pPlwAKjWNbRYGrmpwtmwsJ6EMjWRsnxcOdlLmbCZr8cGy5NLZGKTxR43YHe+plrnNsoOzmlPtqRkqavvBylxTKWoqRmVylAJFPHLyuMmI6Y0h0AK/m40qFE6FcMyrO6I/LuRNqApE+kg5vqk+Sc2CXT4TpdvxWYGsGlgbBatUhoM6C872/Vo2p2t21EREcvPWicbEKdEQ+ExYXRTjXsid3eBW0emLfS+L4ByU0ZN6c67Ms0dnTwJQ4UQFRpypJZ3GjjwG48vWgNn0Vru9Vmk1OUu8NQGOpZzFNz5syudqZ6V6jJSbDXlXTyKtFKKdt4GN2v5o5XbxrBbHq7FfbcfkTippXtbzxeVqTV0BuUugcW0v1cGOlangbSjhqSeCnoKn+VlYnyZ6/qPf4vF/9kMe+zPAn/m2P8NbaWplmyMNikqHHwNdsCs7XUdyFOYbswFoLogtS5pvrO9nFCMlXyejlRRBQmF2ET9a/8eCo6xzxVUofLWIKL31j2wEkNpLvJi4zXKmJPnaZ6sBtjVEW9b4CKFfyyrOque+AQKsWYj66ge0KTZj7yBfJSQWut3C7JQcPe5qoWTHohGt5fnKd3UONFYLEPBzZ7213q29s6ZH2uaZ09a+u01FWWYE4IZ6cXvbb61lonIhj7aYQVvxtfxcbHtK1XxcR0tr+/WRVUYlbDdlqVZetn0kFxk5YpQbDYrGgo8Z7wrJWa0tTk0wOpSq3fnB8209LkpVBLJtsXaQleRuOs+Su/1oJfn7LSp22xowA+Wqp2w6G8bAyuIchbQ1H/lcVfLTYOdsK8tzp2i0m9066VNv5Lk7exG5xGoYmKv/03JTKtruSFutli8GDqZndnKX4I118YTrCxHiz8KqgckAH9Y7rBfsjh0cZMVd0FNa5nFGGtVI1TWIiW8XEbhYyH2hqCP3shLi7Y0MRIJKxC52UaadcS7VgRsS/XZZgYqiwsSAFnBDJnXBmvedQiyoePwkLDeljjQKeWGVXms6mPONXUDNQG65rbzOyZr8usmmnSngt4nQZa42Ew8KM9ANiZQcy+AfzZ7n6oXtN5UFoOCWUAnSwnxVAYcanBvFqIEJxQOxkNS8vHWS1diu9WRRrdYkFizbtBCAy4FwzKDQdfad/aQraNTaF6VVApU+de55nI+NS6xTX83aQ0XQAhocaa6iFrNHmqSfWHleqq/T2s+sLpltYOBSM8AI7PY93GRjjDLnsx6mkw8Kb7x/ysedS+ES5ULfUlYe7CpHuLaVaksnyup1v6Ll1u1Yb7qSL2bMBVwSZAUUZdUwXWfnqw7CU/I0n2oi6LOwPt9BswILfrSeWTya9ULcL/hXRpVxpx7tPNAZyJGckXq7iwupXtB5sZ5m6ynm6PAHb+OHB7tgw4kVaGjZaq4lj6hlaqUzs7QintnpargGwFINrYKVUS4BHoo780NbuXl5cYo++vUsLJupwh4VjU9mveEmuzuU2bNk4QGYjx2cvHEZkzcK0rEGzeO5pxmPli02VZwmxGwTT6yZ7yNuatvGfLatsJ7mWaHJT1rH83RFlt2U8Q+jOW0WiPeT9S2DEL3gJlN8V3cGxfJkx82Sc39RnlugiXtolg65O+NCbm49TkeSjhwK7liVpuok15yE1PuaeQpl9PiDJxzsHIhH61/62cZNW4+3jZy6uc6St0mfD7GooOsoNxvTvRQbKmhZfOtDtv1tj1383Foerv7cKpILUZcwKTpftDe8VFHo9exBcrV4KYC6VRGrdM4qgfGs4fpU6wtjtc/IKtH6XDkaly93gmwD/tQh4wxeyFVtp2WLjZoDVE5la4LXaY9qzSteV5Xrhpi2fp1LZqELrAhlI8+vJ6d6G6W8IJfL5CwjVkPl/cl6i7lTmwU/sWZO8R5cqSLKvX3HR9vQRjfTmZd5llOjUn2oqknUC64hz2fUtO2HlWlw+W/Lct7HRFgvYtduPhfvUxHaJnqSl0qTccKyOFxScucMBFo8CCw3XQ1o0XqcnQEZ1ieu+66cv3sTh24iLWAEc6n96Yv4cLYLbttYGnWoHtemJqWgybLOdoOS0frAFvRNfCMejM8a72c0WJBZA2abJa+jkR9QKmoBczAh5tI5lp0nbc4BxYYFrCxXsWoib6BJvOWNKfGrA5nFDPqCkGrgbC6SUiyZaKOUjbieNueR2jw0xkftEQ9WKSXxa9vjKZaqCar8/2F9voNmUNJNpvFMtIpTdEGQMuCnSNp40tYz3RjXLQ2sclmIjRmWrlj21xXc1bJmhj4UJt+RugB409isd3iXZB2jXP2GQrWWqH1LNkb1Eaert8xYzMpBukwJnpS99eG8vSdSx9yKjUSWmsmlwS4e45ZW1N1V6a/rvGab+SYhXSHNDvHKcDMRQ+ZmM/IybJimyLObI0vy7N2GpTKb1flKxRKKd6SN1HLPG391a9+TYjeptDW6im1vgY1xb1zMZGfvWTpnF7d4u1HMlilKEsJkjpVBdJWbK8FRem86ns6yI9cQ3NZOaTe9UPG6C8fE5szpkvU+XTm/ptF0EFZnz0ecz8ZmiMblbFYWuHOvua12oynRYcrp2VDyfc0wP0wLs6j1MKtSUQln0nruHG2UvzQQsav98fpd08Z6mOqVMhSky/hYzLbXGWtDijvzd+XMebVjxPoZeVtq0HSkXaHs8rmquEqIVxtpjRcV0ne4rDz/Imh+91crVfTsvW2k6rPeox8zRtmoaGIDIurFZyhzBUOyBTSt+ouueam0j6sZ1hmUscdzp1VYApsb72vQ7TNDvxB8wdf0c1k8JTnikEihmPxbUAt0Wi+mrT3XZb8GqQb6uGwkZUQRdSu3VBeHzg7pCqFPJI2IK3Qx2ec7E51oRO51vT8YVKpTsYGbdVwv93ajaf3BXEEVAO0U3yfEgQ+ZebbUU5dzhgjnMrIJHodTIT4kwqsT/hjwU4c/LLjDRC9YAK3eOQ0gMaCqov5tgqW9fzI2jp+spxePim9ofYBUM3NU0OBBFH9ooimytgDaZKdkMeuUlmnOVAsQhUrHkhYwv5VFxWYDWs7Sbl0wbu7grQKqOqxrT9PXWO5Y+5ntOKk7H7czjU3P/YdKP/KL/e5na4nY+8rKdS2dVTv+xErt8qN9UJorALTIChI+1fpiIuizsmqD/hJpboCDGxecCOodYXRVJs1KE1wt74KcQQV1FO/RzkqfJQtMzugmEyutxxBTOItLyJq0qPMmEgykJBykxwcLWs6pUVwWx4KVgm42oEELyGJcRRpHsQEZC4g3EHYNFJzBiZIcMjvrZyZHFm++216YlsBS/WdOYyQvnnGJzMmjya39QF+nnlylzkiW9exoF/aq/F1pKevFWi/cS7MxVcsqW8/Pdo7ts3aDMRDJ4/toPU0ByRkpxW56RQl3I+ocoff4up9NL8CtvNR2D+jvLDh2D9Z6CCetbQGQ2tMrvgV+K//9iZWjiFgJ2cAxkx60Xma3N7pZ/8o4mG7K+PsTMte+5keJBw89+XqDdjYckDaetPMrQNamfC5XHs435cZK0JrZS1fwXUX4FYq7EIPOF8fJnffNKooMZvrGud3RvKYa17f1jlddgCdYyheUo8/EEqdwlUglWGnSLlQcLkfUW69nvgnmlLiVlaLTkO/lSil9neKJit8uhC6vJfVYY2qefSUC18++QBc1YDLptcRbeZ7Cipx/QEhaoQmCCGpCtotlA2URhBqga5nVyvRWpp5tCyri79U+MmZcLGgpiC8M3YJ3yk0/siQDgW42I3PyvMqOuVJ80iKmmlRL6Dbd01Dr1cUTaxOUqOtNQ7pC6IxW0MdktCGxi1liIauVglrdDXNvbo25s5E/tK/yZkIXHKGPzLfd+nzJZ0/7Ei4mvS4CJpyz/9TLWhHkphIVz8fLsueG4sv7qgddQbq1mqwA/Rqgi92QZc5o8Mhp+qBr5KV48NWAdjVI9tYuytWYzspwWQWt2/G1NpIFydKZKpYEBad0m2WtYE5TZFRBe0cqgZzOfFe32PdHjJrXgvDyrE69RWetoOtEnhwUwd8s+JhZuoALTxc0+aI8/2ws5wpxuxjimWSd7XbJ5MeglZhy7mdWhSCzsjBOI4Mp7/iYGbYzXTSf6+ALd6KMTu39swVk4xlawIXaI6rZpd4kfJ/QIsQ+8druRPDZVHNE+RVRpiUwdAvTEpikt+AaCsnbiVw2pWbMBpLk2Ury0teT+DqhQAoetpnuajYKTXJsryeGbuE4mkzaW1cPdC7zrD8ZWXvp+PJuzzFFsjrucpuEsYxcil1kacdKsSq1NM8b+54aFLYZ8VYX99uF3WbCi672EgCji8SYGbMz2TsVfJPhvMiEpIBMBRd8vSGYqK4pujvcYl7gpXOrHmruLPvOw7nH6Kom6qoN0AC6qpt6ZgNcnETl/NjafqlZ9Bo4LwAxrb1IlzrUexukmOYPpxU10KcGzLUkD03S7Sz7t1qnVICtRGt7aO3BSiy4aILWIWSGmOhCwksx36M5kLvzjaVVXhrOWbTxWyvQ2dgfXcGFXG/KQuySWSV3QrhkfTzB+oQeQZ/59bkOmqp1TDG591FwWPULfaqUC1+FibXNMVcOnLeJGbxVUpPryCWxeE/w2RSIFveYx1a5co+ynIvzQeQiCxMlSCG4QhAjTuci9CGZL3ewLDf2iXkxBR/tzCIjbyxjUxG7gPpi2UCXTSMyOMQXgs9kZ9xC7woOA52aunlSx5wDS6lGYtkzpmCqPo3edNHmaN9Ha1+tyc1pVaXXoEiogEkRnCt0Plc/chO6KLVML0UMza+jna3n5qs6VRjVUOfFFJT80ZSVJBXyNhLuJ+Qw0mOlvJsDbudXZsClFnI4WdDp9lpL67JyIEMvpL7O489gX8TUq5pEWqkk/Lz49TxpFrzxoMRDIe6TTSzlYsH9MH0ww2xKRdcDpTN9gdJfBMx4vnkXz2psRt2sdfjB8ain2Qj3IqzA4vk6sJKo0diaUWA4sVr4urn1q+37hZOQxJuLwGTn2twHXCikKaD6dDJHhp5/MXv+XV8iIK7QfH0u6US5FzMLq0IGDUFdY107GdexMl17cW01cjOl+ZWf+6a+noAA2rXnGLcziXXwS3I8hJ45epbiiS4zLYF5tt2esqfMdiLNRWCqnEE8OMWfLKtzCTRZ8AHDFUp2UF0ac3EGYNWfl+IpxVwul+qfM7rMnAK5OJK6Ry6NH75zzyWrBU9rAWjBxIC9rjeH4AvRZ4qaD4+ImkqQN0UhfKEEXY9LC8xLqvzBHJGsKxji5oG8bd7orVms+NFSyAZG2c3Prceyvy/kKMRDWYVG2jgh2By3cRdrG6KWsGFUkLNP0SpwkYyX2T1US5X7RHg1Iikh42IE3Y+iFfXBSuDBSnITlLaKp41FrpNdF8EfoAyGkoNVId1mwfuCiLLrZ677keAKB9eZnmgPU+/XVlILuM2dYJ3Mai0kgZJqeycqijWrfSyEkFEV/BNmml+Q2z8jK2chHbpH5OMwVhHYkxKqlmGJFkAR92j6wgAdIQ2+0lCgzI5p8MzeMsBGbo739pq4t5MwnM5ZGeLOABRm6kWdPDlIz9QFxpiJITOeOvLo0eJMSelUx+fUGvR+kjXDM75hRT2nSqlSm2LR5PCj6UPOPlJONoN9ih2TL6RjZAmFF97oM4e54+6wIWeHd4VxjpyOHbq3FCc8OPxcdUPn88XsZuO/Spbad3VoUfLgEBG0OMZQePCFXITJB05Vn3I5RXJwcAp1COE8iOCSfc7a6q3eNE1KzUYRM3Iw0U5JBZkWKDUYRpOqi8MZhOteZUonxH075oW0s4kbo9/Uw1WqCAisIht+tiAT6vjoOi45t201qwpJCTlUeP4yYD67oex65LQgKVvA7P3KMW12LAauXIzLts8q520zyTsMpKvk85zsRggwhcypGssd545pCuQ62eQmAy3dAq4KpaDWcl2pUuEsaEIRkvO4bPtxCZEUDazMF2j9U6wvyvPPyNKG3iIrQdsyBvs9977OTbNOXeTuoofkDACyTNXI7c4XA1fWD7FSTrL1xxppuJ0DjQrUyNZaicIaIHulJE+KmTkU0jEgJ09KRvtoAh5lMSuIuK/ghBPifQ2eM7gNGPSMCSonsUzUG+LvTgaElUppYjZi0bTYIfa+GAk6WzZq34tHLYZVJam1OGo2t2p+itFvSg+anFFzipA7zxQCOTvoIC+uWhbXfXShTq+1J1mCvdbAGHcmyJdACSZYIUnp8zU4WG57/Ghz8Djr2/lsRnDnutV6wmlnxzqpNxuO4aI3SaUf7ey7G1Js8muND6uBtQJxix3fNDjc5NE+WtB8Xw+z7HrUOVzKhpIH4y5JKiB2DFZ5u7qvKaxX4Cqs3wC+i/aP1vl4AOdM99PJ+cBZxVW1DIJaZVWvg1QV8Jfrc48370rdDmd98k0xBkcWXJcJfWYhnGlNT7C+QM8/Iyv4Qn87MfuOxQXUG0m4BKkqLVb2jc/somjam6U/a2GWwZBJ9SbaEDaJYVhWabCD71kE0FAzS6kTL5XsTfOTtoww7dSAnCTgFb9J+FjoumRe3Nnu4C4WC2CzVPk1Jakz4ZBofS5fkX5X9SrTVT3Zrw2hVgd6nYibhRQiqjBcTThXGENH7BPPrw8UFa4604ArRfjS1Z45e174Lfet7ymYBUeTAAAgAElEQVRQzDkNNzQRDitv005Jtxm6Qpk89Jnu2mgEWoRnV0duhpGleDZhQQSiyxz6jqFL7MPA7Dty7ynR4asqU9PLRJ0JNldF/Rhk9boJu4hbSuVQCpILZPBTIZxyVTS349CoZgbcnAnplxNMTUat9W/NclfXTM8tdVprsbcJxyqXd8zE/Yw7zh8syUXQ6O0GdtVThshyFSwbBTM529jPbTqn9KwmcnlzFr9eR1SvEy7YORj6zO32ZPvVZ55vDtzEESfKq37D2+GKKQXu/IY8e1IIpuhUGRFwHoiwoGlIfPIe7Qv99bTeUK+uR3b9zLGPF2ZyT7O+QM8/A0uxnh7N7+byGLfko9Relpq82Co5VntIbV6cCnJkh6kBecvU8uKRxa1jdqKYYMT7bpqX9BQugCBgBWiiy/iQyc7b1JEXclQTxu2L9SE7U0LSqKQqGafJAphWapTvshlkRgOCfCikmm276rMOtSertc+ZPUvyRinMnjkHm0Zq7plZWIV7a5bSJm9Kh6GsnYFYLhT6mOy9syP4wuCt39i5vHq9t89vZeUjknvNtKQdK8Wk56ogRvO6cZPNdIej4O8nJGfIip8GZE5WatZ93d3N+CmYxXDfhJQdog2Vt88wcM3VikHp70zj04A+VzUK7GTq7s2yons5m/XHy7sPTProrqN0nrTxRqZ3stpTNHHgNmG1jkUOZ7CtNJAP1r61+GITP8X6xF0NoK1f3PtErj1kuMjitO3Lsx6BKJRJ1nZA6TzaKW62amHpTCaPYrxe55QledL7zvHvZKl+0Dn087o+10HTSWG3ndhnU/1uHLVmnTovQjydgaBcbWGpgJGpjldUuD+PAcaYGLoKOgBjEXJuu8rVaRlZS/x0XdYSO+8yYZdWgvvV9ci2W7juR67ibDSmkNn1MwXhFVCy0A2JpQ8sLprNRldYJNjFtDh0yIQrU0x67frIuEQOoWe3m2xE0hVKcTy/PuBQXrgtQ0x8eWdZ5TYsK3r51ubAsfbEllSBqOzQRUhLsIz5qqBDITlPvkr0VzN9lxhjIcbEG7sDAFMOfHm350vDPafcsfGzZczYjaL3iZwdh2zAlLUQLGBp82Vq5l9qfWWj+5zLe8kZfzSPHY4nCAG5sORod4kmoCu54E9qfdJkrAnzCNdVkq4EqfqXhf7lsto+x07WUUzJNWDeLYRXx8cB87VbyrZDpgUNZkls4skWHNMg53bQUM3w6nfLG6OQtZZB3hRkUyefivGb+srFzNnRxcSz/kRwRi96ozvwZrdnUU/vEnP27H3PvHgmIC2WNWrTH7hQ5mr0KdMeMPqReF0z/S6Y0ydYtfCU67NSnovIW8BvBb4KnID/HfgFVf1EyNfnOmhGV3hje6AU4eQ7ZoXSORBfRVdN5Xu+sucvV+dsJ2917WGyyfjedARjzFwNM9toQU3E/LXnZKMsSWWVP2tjhGxNzqyMHukKXT3ZVYUhJnbdxLNu5LY7MWdPLo5dLZdPQyRlz6afEVGm2g/0XSZtHNJn6Auhz1ztRrxT3to9cDdbb+CN3YHbflwzyi9tzCIxqeO6m3izf+CUI7swrYHyrX7PvbfXnxZ77C4ZAp9aQLtO+CGTg9Jdzbx+fWTXTey7gSEufP3qFQVhzJGvbV7yPf0r9nlg6yeSehxK5zODN/l2EeXgIPvAIjWzpZWstRwu1UOoa3xbBd/jR7MU9iL4JUEuuAoQhU2k9I3caOOzKha4jNfpVtRaJqCUqrLkCFPBjwV/mHEnZ9SgzuFnWYGf7m7GvzrCq/tHATPfbliuO9xs9hTzTWDZuXViar45E9bbMEXr2+atUja5Bk1r4VzfmCpXu4k9vz6wi/N6w/ve3QucmEzh14cXfCnesajnRbKT+27Z4FDuu4F7UVKI5M4hxeb+87as019tdr14438Om9pqUeFmM/KsPzHmQOefkHLEdz9oisjfC/wbwOvAXwTeBgbgHwF+QET+S+AnP8yb7HJ9roOmiDL4RB8SS/AslTpRZuMf5vlMuWg0lZVr2WZ24Vze1z9lrWZdKvgqUIs3YrF2NltemsI7Vi4DZLWfN/1ivjPFsY0zN93Ea92RZ/HIqY+MOfCsH3EY2XzOnpt+5BgyL5LDh8KmX9irWAAujj4mXt8ecaI8Hw4EV8jF8dpw4ll3ZMyBVBy33Ymswi72bMPCTbTgEhtX1BWCM/J+5/N6YfhgdJbUFUPy+0w/zEzAbjvxxubATWc0l8EnnvcWnPdp4I144HnYs3UTUTLvRQsAh9zROTs+Q0yMMVsv1ldAq86F5wFrFVfQhVKDlrZszUQ8aC6LWmBMcGUOeZfjfjLXMjZn1AuuKG6p7p5jIRwS/pisBTCaNYp7daAJatj2BNySzTblYfxAwEzPtsyvdaStJ4wmzjxfO5adrKh7szQWbUHzPKtfhoJsU9U2gH6zcLux42S0MOG2G7npRsYcGfzCs3jES2Epnlt/5Jk/Mqsnq+MmjCT1bOLCmKK1a9yFilUlrq8z+rn2Car0UymutnV0DWyh8n2fcn23gybw24EfU9W/+f4/VO+yHwH+fj5GEP3TtLv443Uj3lbV31Qf+wPAjwHv1Kf9m6r65+vffgL457Fi4veo6n/7cZ/Ru8TfcvWC4Ap33cDboqTkmb0yx2DaltFOYCmw3GZTEipCuUlVwQa67cLV1jK/zmfe2Bx41p9IxTPmgHeFV6IEXzjGjq5LnKRf0cWrKwsSp9Cx3cy8uXtgSkYmf3Nz4I3+ga/2dzyPezPtQnkWTwSXmYvnYel4Phx5qAE0usxVP1GKcD1MLNmz6ya+trsjuMz3bd7jvbijc5mvbl7xVrfHi7IUz/dt3iWrw4t9xvcPb3MXN0TJZITeJX5geJt9GXgvXl8cLyVlx0ss47i9PnE7nLjvB7682/P9V+/xLB75ZrhhFyb+ts03yDge8sD39W/z68IL7svAIJZZeilc+ZHeLfQucRVnos/su54HP5hyvLPTr3SOPF2Qsjvwi/Xj0uAqEd7UgHqMfuQOE2XbQS2LAXTwuKVQgsOlwnIVEDUgxtgRDkmhIu4gqUHWAvMEwXzYXSr4owmHPAqYz25Ir++YbyPzrTdn042nBOqYLmsJvFyxTnCVXlfwBcAPid12MvEUsRHXr1+9AmDMkaSO7929x204ccwdV37iNwzfAGBWzw90b/Nlf2JUx6vQEyXzbrymc4mrMBN85i5sOI2RhR5ZrGcus+0nuVroNgs5OUIovHF9WEvxdr4WdYQnLM8/CzxNVf1XP+JvCfi5T/I+n2am+SeAPwL8yfc9/h+q6r9/+YCI/B2Yd9BvxPoM/72I/KB+zEiCQ9n6hW2YScUxdInkCzl5sgo5Yxy3WppoV+ezV4J2m2ix5rrqudHeubSStZ2YOpCvoEsMmemC+Nv8ZFrm2gjeReURN81TGNxS37MQ5WwXG5z1ktpkTeeN1zmEhegy27BwHUeiZK79yLF0bMPMlZ/o3ULnEkEyWzczaiBIJkjG87hN40WJkvEovdjrAHqf8M4uIhFl21mGrCq83h95s9tzG44s6rn2I2+GexYNeApv+AeeVYe2QRLXfiRKYu839G7hWTwxlcBDZ/XqtBjwMNeRzRzMy8ktgjT2wGRUq6bKnzsoweOWDj8m6yU6h6SMVIENrWW62V2YRqXZccjK1Uwbh5/cqq+ZtwEpW5wqpIyMyTLQu8NjlLyW5PNtZNl55p0zubxKX1uuzipQAKlKDlJk7Ue3zHK7mXhtc1r1CJ4PR74y3AHwkHtS8Xylu+PWH9n7gWs38uVgf5/V82V/4rmLTGQ8I2+EBwrCPg7rjT5X9fn9bPQnF43wrwohZvqYSK6CeGFh8ImCMPiFmzBScIQnNj7/rPA0ReQZ8DuB7+UiBqrq7/kkr/80PYJ+XkS+9xM+/R8GfrZa+f4NEfmrwG8B/qePepGIsnEzg19IwdOHRHCOMWZKFkrvkKUKMChIKJD9GhzXmeL1/c6IL1jwC2Kod6wN8hwdu35mXsL6um03E6SQsmPXzdzEicEnjj5zE0+8EQ+8Hh5qoPE89AOvhQNbN/OQewa/8KVhz5QDxxQJUng+PFgp3h+YS2AbJr7c3RNd4qvxJQBJPW919zzzR+7ilkWtdNuq52XYce1Hrv3IqBFPoXeJXhaiZPuvenyDUVkimb4zytB1N/GsO9VteOB53POGf2BRz9bNvOn3LHicFJ65E8+9I8qIA575A56yluuDW9h4uzBn7wneblBLbXmUvu53qNY/8kjyrTjrd+Zko6XqAm7pWa47RM0EDCAPjoAFTVf1TddzpZyZFG4uSLJeJrvOOJUAJeMerGp4P3E9Xw3Mtx3zjWfZmZZqGoygn7tGCdN1lr1sMgzFyPixsN3MNtNdq4c3Nkf7SBVe6448j9buiJJZ1PN6eODWH/G5cO1GnjnbrlEDWxGu3IDXicUtbGVi63q2fmLjZwafKoOhnuONltv2Z20dtVHbXNzqcFkQCg7HJ8JEPvFShfTZESH+88BfAP43+Pa/6Hejp/kvicjvxDzNf5+qvgS+B/sSbf1SfewDS0R+HPhxgJuvbHm1bHlYBh5Sx5QCRY2GpKVNU9T/ipgU22LCGzZ2CJqE5JUxhpX03YVEcIVjiqTieDVuOI4dS/DMc0BEmaew0nX2XY8IHI49S/J0PrEUb+NtGD8tY/+9Pd/wjfGGY4zchJF3xmvulx4nylw8r8YNvvYe93NPV0v4pI6XcUuUzDtu5N3livfmLRs3s6jnnfmKpJ7bcMNUIt+cbjjljt4tvD3fmFjIeMMuzGz9zD4PHFLPq9nc4R5m42CNc8S7wmHpeAg9Yw6ccmQqkYP0POSBoo5XxYL0Xd7yym+4Lnte5MF6mukKL8pdtu19yAOnbL3crI5SZL2gxStkE/8lGTUIb/xQSXaha4ScTKqyeDG/r6qZ6ua8OtqKRhMErpYNZvNQe4tVMs0Ef/0qDbfsAn4pyLTF7Y9259w/fIC4Xga/+pHD+UZrghqNjaGVwlZ/rjQwEV2zysvx1aJCKo6CrJ7gi3qW2qscS2QskV4WZjyLOkaNLIxMunDUxL7AUXuOpWMqkakEkrrzAEPd2lVtq14bqvXzs43VzsVT1IC9KQecPG3QbN/3M7IGVf29v9oX/1oHzT8K/CHsnPtDwE8C/9y38waq+lPATwE8/9uf67vzjlfzwClFTpMhwWn2JhJR5dZ0dvhRrEyZTJasRA9tjFLhIH2le8CrSu2YUyCrcJoiaTKRg7w4lmD8Rq0n5pI8sc7rluIe+TuXmrkm9WvwLCr4etldZrNFxTI+Z6hz7xNdfXx9P84BeC6BqYT1YplL4Jh7TqXjmCxg36Ut96kGunlDKp63/TX3aWDMkbvJUPTD1OGckuaABptTH1Ngzp6pBI7FAvBYlSWOpSfj2OcN+7LhWI7clwEvhbtsAM27y5UF0XnL/bLhfhqYUmCeTCBZ5zpy2o5Vs52odh2umn8h50wRaqCKbuVFymJ/MP968x4C8JON1thYoQlu+FlXYWNRxQ3eaEINZLoMmFc7ytWGvKuOnF2VyauiG+sE2vqvmjd9RalFdOUSW1an5CKk7C1YqjAXz5TDul9PuWMqgX0ZyDju8paM41XesOA5lJ5n7oRn4lUR3stb3knXvJOueW++4r3pilfTwMPYM83BGB1ZyM7jjyb/VopwUgvgIsoLUTb9gqowVWpdeOKg+dQ9TRHxWOL1y6r6IyLyfcDPAm8Avwj8M6o6f4uX/2ci8mPAfw1M6zZ+Ettwfo2Dpqp+s/0sIv8pttEAvwx8/eKpX6uPffT7IaR60qXsSZWuoYuDya++3uqqQMMi6+SOS9ULGrtIW9YIrMj3uq3v+0Eaol4z++CLqaMHU0rfBJNHUxWu4sx1HLnxJ679iX0e2IWZXZjYupnOJbZB2Hk7dhYwE4Nf6HwmuIwrRuHxouR64nnO6KaTgq8Ak5dCL8uKkEfJ9C5ZY78qEEV3viBanylXi0ctkLMzNaR2QefIMXds3cxUa95RK89TPbN65prv5fXG4JhKYBHPMfU8LFYJnKZInj3g4eghOPNgn22MtKlVhWr01q7d7qF68xwzfi4rmJMHj6uTN6swx2wZaPHVnC073ALdvSHn4d19PYEUSTtD2ffj49HI6yuaWIibq2na4vHT2ZqkCKsFimkauBrsbUKoCMhiGgPjFPG+kJLj4JT7aJn9Ujyv3IZX0W407Wb27nLNbThylzZGLQpXZBzH0vHKbxjkgVel56gd+7xZb473S8/D1DNOkWUMuFM1nnNqQVMx8r0PdZ8p8xzWDFhEuZ/7TwU9/1iRmG9v/cvAXwJu6u//LoaX/KyI/CcYqPxHv8VrZ+DfA/4tLooG4Ps/yQf/mgZNEfmKqn6j/vo7MFIpwH8F/CkR+Q8wIOjXA//zx72fAnPxLFXqLCcj9TJVM6yTCUQ0EKD9ZyW7kaltwy620bHO9qromhGU5MyLZfFMUySPYd3d4xyZl8BSCdf300CuEmwPseMubGoPMfHOfM17kykgdy7x7rRbuZJjDrw8bQmukNTx7tH+NuVgWWedutm6mXfma15MW3qfKDju5g1z8dwlyyYfFrsoj6XjlLvK8bPMZikW1OYSVhWknJ3Z1y4eknKaIns3cFoCL+KW63BNxvFi3tG7xDsVeX+Rdtz6K27ciVd5h5PCXbIAcMrdyhCYUrApk+TRZhtcFevdIlYBLOc592Zk1vzFw9HcH7u7GRkTrsrFWaCqpa8X3HEx2bYl44dgnuCpaavWBrYIZdsjs6k7uzHB/f59akUFUsLdFTj42vAGN0f87EEs8/ST1paPnUhNn0CdW51FSxSWEFmcQhFOwEu/xYllnk6Ud6OdE8fUWZtm2VBUuE8Di3pe1YxzKpF92bCTmUPpuS+beowjY4512subClY5T8Ct9KM2plm3RcTm2ZtlsZfHc+1PuZ4KCBKRrwH/IPCHgd8rIgL8NuCfqk/5aeAP8K2D5u8D/lZVffdX8/mfJuXoZ4AfBp6LyC8Bvx/4YRH5IezU/b+BfwFAVf8PEfnPgf8T00D/Fz8OOQcrIV7vD4w54EQ59ZGcHMvk0cWvY4BqVjs2iugt4yx9sT4alZO4Weq4o3K7PfHGcCTVbEtE2YOpFElkGBZOWdZge701zqWIcjVMvLV9IBXHmANf3d7zpf6et7p7vhTuKOpY1PFGPNC7xL4fOIaON/oHDqnnrh/ofeImThxixy7OeFe4ijO3lf/4WjyQcZxy5PV44K3unmOOzCXwle6OjDCVwC5MfK17wbUfcWKE/M4lvj684MpPvExbxmSnwFyD5zIHqOXarpsoKgw+sQsT137kEHp6n3jmj+txeD088Lo/2o2BzIt4zoqiZA6pt6mV2JOyY4lq44Lt4lTOo5Vw1katf3bJxiqrnwbae1R7E2Np5XVdNpEj+Dol5GYjs6s3xXdRmxQSVeQ0fVBA+Oaacj1Yz3Rfv+PxBF1n2WbWxxqXddvdpSe61u9SLgzZKvjYfm/ao+LFBgEqIJfqv71LbP28Am+DW3AUOklsZeLazet73PojY4jch4Eh9HS+jutWfYKzWEoVNe6KgaIqSCjEqsDlRNl1Ezex0e/Sx12Cn3i1HuonWM9F5Bcufv+p2pK7XP8R8K8BjTP3BvCq0obgIzCRuv4qcPyIv3/k+jTR8x/9kIf/2Ec8/w9jd45vaxV1pDpbnZNbZ8XdbKW5m1lVa5rUVpPfAtbAp2rUI+fKeqdtGZ+vjfxGJWqvc1W5vN2dY8h04UwjcqLswsSVn9YTv/EWt37G1XK5c4neJU7S4dD1tefvWPuitZ/QhA8a0gmsPdL2c3B5pRf1bqn0prQi5+39Lz9Hm55oMYBgyoEpeY4psk+DbWOJZIRD6fEUpgpWjMVAHsRK9oyrfVwDF8ZsmeaymH+RJMGd6rbPVo67KhXX/NctGKnZ5j4kk2abMjoEyiaaTuXuHDQlK1I8bjFwyY8JNyXjgfbG3ZQ5gVh/W2J4lGHq82eUXc9y25tYSO8tUN4ZV0dKWYOw2TVXsY8Mzdyvqd2rP59cGiB5T+mNUJ6AQ+gIFU0HVkBuLlY1vaiZ5yH3TC7wIl0RJTFq5NpdsXMTo8baT+55yD0Py8BhMX3NNHu0tajGZhkt5maZBbIBoUi1AFarsJZKWXr6Je8Dp77leldV/65v+S4ijfv9iyLyw7/KjTkA/6uI/A887ml+dylHvxZL0JVikePMfRiMpxy9jePV/lKxasomMorN5K7IrVrG6JyZnwGP+JkDiSEunEJkiAu5UkbaSQZwO5wsUPqB227kzWG/gj9f7u75aveSN8OeN71xG4s6vhTvcBQehoFJI9/TveRFGJmL5zpMPIt2I7yNJ/ap5zpMfG14SUH4SnzJ1k1MJfBWtAz22NmF8zxYv+4ubNj6mWfeJkkcypU3CtDOTTy4gW2lAQHrvPFDnW666mduO5tSeb0/8bx74EvRpsuiZN4Me6JYEH4jPPCWP3LQgEd5PRxY1POus0Sgc4nBp7Xvm6psXPPVbgZjkutwllatzap9qk7wk0OCyd/loc7L3waW7VlPs/mYa1T8VBHyyUjs4k3JX+YES8Ld58egz26LdmEt9XN0eO/IQ8C7Cvi91pM2jumZZ7ppjp1u9SBarqAZ9qWNSbBBHbzZ5qq4b8r7u2Gm85mlNJpanQgqAYdaHzzUaS5XuPYnu9kVZesmdnWIIItj6yZ6Z+2bWAVT2nz5eq00+wuxvr4mqSFdKpvBdnwT1njqfiY8WU/ztwL/kIj8dmwE8gb4j4FnIhJqtvlxmMjP8QmJ7B+2PtdBEyr67Ew5PIaMiLJEI62XYpMmpdeqUWmBFpGLDBMLpBectVz7mK2f2e6QIhYog88fkM36sD7QUs70EbAMsJHNrdQysCYXR5TE4JaapWa2fmYbJnbBboQbP3PtRzLCjR+ZNFrG6qb6PolYwmoVfLlmtcM8VbPwWcMjhL8tX28cIkrnE9uwkNRxG0+8HoxrOtbA2LiYo4vsZGbrFEoVepC0Evlt25eVuJ9iYo7ZZNT6Km/XKYizikAtMxO1HieY/qZkX03YLBi6ZGOCrvl819VGKtVLLd37mo0CI2gISDrBOD0qyVkSMiZkXojBUTr/iMdp3kCOVPU5m1ukFFZl9FQ9o9wi5F2xKaAiqFPidiFGO9ZDt9iN1mcboe2mdSz1kHqCyzaaGvf4OgTxun+oYF/hmTty6xJOFY+ydXZu7PzMNizryGqJDo1KaSPE1fwPKtLfLoPa13Q1aVjtWZ50IuhpKEeq+hPATwDUTPNfUdV/WkT+C+AfwxD03wX8uY94j58WkQ74wfrQX1HV5ZNuw+c6aC7q+eZ4w7unHXPyHE+d0YYmU7GWWqKLyjpdIqmCQ95RFsEVKMFxwsptrdy1y1LiMHWMYzT7iCXYRNByBoIe5p4UHNMS2EvPfhlwohxTx30a2IeBIS8MMrMvA/s8cOt7FskcK8Vk1MiixscsKsZnrD83xPpYOsYSeRW2vMqGlr7rrnGivFx23KdhBWjema9rUJ15kXYUFX5lvKVzZvD27nzFIXW8c7Iy8P404FxhGiPilIfJemOHpWOfel6kHb1beLnY89+JNzgK76YbBrdw7cZKkxG+udwyauSXp2cUFb5xumE/99yfekNqjwGKgT/NXqIpjcP5d0Oq5SyM3O4H7kz9ydGyUqj9xXRWfVepquxjQbIS7ifccXocMK+vKNcDkkzoQ5aEipB7Dzc9aRtWvYLUu9U+o1lHwAXl6KJ/uc52V3+kkh3ZK3nxTKLMlbM6LtF0MRcrzxvT4L1ox+xlMq7ra+GZnWt5wNcb9F4HDqXnl+bX+X+nW96Zrnj3tOP+ODAfOzgYzai5moZTBUUXR6o9efXKnIUlZsQr02z2zs3C5MmWrmSET2v968DPisi/g4lxfMtWYA22P43hKgJ8XUR+l6r+/Cf5oM910EzF8c5px6vjhmXxpIeIFMHvDT0PJ+juq7L6UtHVZD0zDUJuGpKdUqIn+1qGOeXgKzG9CNMYyadAWRxl9txlRx7PJlEvnfUzxyly7NJqLjblYH1HddzFLfs48DenN/jGeMupdATJ/I3Dc0OXS2CfBv6fh2fs4sw+Dfzywy3vxh2Hpfv/2Hv3mNvW/a7r83suY8zL+6619t7nHOhpK7a2lGijGGrQ0KBiasAEtJAiFQnUCynRGGti2gqxpioRb1QLVFFLW5EWaqUQg7FI2lA0RIEKao2YnhLpJT3n7HV533kZYzyXn3/8nmfMufbeZ+21T9fhrKN9kpX1vvOdlzHnHOP3/C7fC2PIK3C5qvB22vM3j29w3Iwcxg1/8/QGhzSsGe/Pnh+skKX7Zqr9yWm33vZ02XFIA0/OdrEejwbQr/cRdfDUqWE0F5vsV3UWlCcL0qOz9/n2csPUWg731V7nb8wfJlXHz54f2uue9xymkfNxpM5mHyIV4qEFzXIxAetDoOFgliXqrJQfn2b8XPCn1DC2Zv+RN26Ve3NZGZ4l3JxxT4+43diGRxvjlB/n56fkG/u7Oy2tZ3ldznY/IWMPuckcS+vZ4bIztXdvx5m3XdHIzic/N6xpvsB9sg7MQ0WSeQZ90u5NKY7zEtfv7Zwj5xZI74cNd2lj+pltsztmQ0UUldbPHPip6Q0+Md/w8dMNz04b5lOEo8dNbu0Vq2+W0N1KZbFj1WitiKogTkkCJ2/nkfevFqv5qmmUqvojwI+0nz+GsQhfZv0HwD+qqv8XgIj8UuB7gV/xMg/+nA6apTrupo357iwOd/JIFcLRMsvuJOiSlSY1XAYNq5UsjSURnFmbCua7E8IqC1eTQxZjmUhyNpVsUnFgJ75BNvqAt1ECG3ayNGBv0rBmk4a3vGSWNtDya4bbeetZ3Rp8D20KfRe3HPPIKUcOeWTrF045WlaYNgRXOOXIUj3HPHIuFvjm5kh5iiN3yym85mYAACAASURBVMgpDUw9KM7mOiezQwTSGDiLkhfPXbSJPsDjeYsT5efiA4IrPFl21k5wC3MbEr297Fhq4Mm0pSJ2IU8Degy42REPBoWJd6xBM7ThD9jv413BT9WUkIB4v5h1hGorlQN5Y8pCnS4ZJrM3kaVAqcizA5RKmLN9Mdc9zAe3BjvKGR2C/Wttm+XNsQVjT/VCOFe8k/VYulizU/MOsuHPRQquByek0UFptiTZKp2ahVmsz6rZUbLj7WAZ/JwCKXl+TpSpBA7LuA4Lg1QOeaQ0BtF92TDXwM9Nt3zyvOfJccv5MKKHSDg4s0+5gzDbue/nPqBi9bcyvyxrP6iDXIVTEcTpKzdWe8lB0N+KFXvABFDVvy4i8UUPuF6f+0Hzbks9REhCvDfwbji28m6xC9FOGOubSTXjNRBKKwdtCOFWG9U6O1JyLcsRZLYTsDQLgUKwnbqt1LQLazJ83NO4JbpCqn7NOpcajEY5G75ycAUnlafzpoHgrSw7p7hywpdGCz0tkeCbm2UJ7MIthzTwbNqa86QKnzzvOc4D0dvk/u3TfmUbHZNdzW/f7xFR+9zOG+YlsBzsb3Jvsmjh0EQuQmBRQZNwCgNPg2WkT6ctqsIuJIKrPJ4MF+pFOZVIVeGnjo9IxfPx+xtUhfP9aE6b9x4/C+FgGWU8t36lNljRfEEmSFbcXFDp9EVnAdN7qwo2naFz6X32fonUCt5BLbDbmu3E0/t3maDlB2ProYrZIRcT4+1K62X0qxFfbFmt1AZfCpfA0z19ujp8t9NAm7eSGsxNHLhZmrGbQzPIYrTS42jfQ17MJO3eV3J1nKahWSRbpnlKQ8PbBo55YKmBnz084O60YToOcAiEgyPeC+EEw8E+V/W0zB0ku8u5Hw1VsgbNJGuvuYRXW09/hsvzD7L+koj858Afbb//Voxd9FLrczpoqmImYslcEqUptq9ufK0vZo6CumYFriguC6UrRDRcnXTgb+thdfre8y969WPfOEVXO2EfjBIZfMU7ZRcSuzCvcB+HBbKxqQuZglJdaWte6hr4rvnKfUiVizeeMKaEXqpbhRC0Da/CFQoAeBdcqkOYdNVUtEwJp2vvULJQkyCLI8/BJPF8YVrMi+huGdmEzJQjhzwY97+GlaG15GCe8VXQxZtL4mSUxu7FPdzbhqZim9twV+ziFYj3CX9KICO1gpuzcckHT9l50o0zabY9awZogPKAlIFQ1IDptcLd8bkeZnm0I+8i6dbjlpa5jpcsaH5oQbMboYUAUh1ltArm2tpESidNKHnp2FAjOtV4oYKGwUpqt4Amo/Gqb5YTRZhDVywWmDyTt+DYCRPPhi1eKqdlWJEdXRvhOA8sU4Czx59tgzevdsyr/WQsJr+Yi2cZ2sndlp8xS5UALojBFgRqfdWiHa8N9/x3Af8C0CFGPwr8oZd98Od00HRO2ewXpirUWSlzWIVspZXKZTDAcxmFtJfmfSMst2Yeps3aNO+UOlYzTYsVv8v4UK2BvziyM+sJ9Q62xXyF2k487BIhlFWB/dH2vAauD22OfHg4cONn3gwHDqP1Bd4czPDswXCDE4OYLDXwLNrUeuPTykOPwcSCt9EA+A/ixOAid+PCzTDz5ngymIgoH9keGVxmygb4/7zdHecSceialf6i3YHoC4d55K5tAjk3W9lsvS5T97bBWIhGD92ExDL4lR66a3TRR4MpOSU1cuehtQ6mHKhVuE+eKp6yWJAuI3ZRXhmiuWQ9RUVwSa2HCHS/czktsI1Iqdf6uS0TtLvWaDYTfuPxJ2/Z5uH4XIZJNVsH9Zbx+dkM7gz2ZBlkjXaekC89Vim62v3WKpfNpd1uIsfSKJZqkJ4G0BcumedqNwHrIAbRFfNbcWhQvDf9Vm0QsDHkdTCziws3YWZwhayO42akFMeUPXWxDNyNND1SC/5lNO+pPArLrb1PaNCozeVzLLtqQtuCWcC8otXbVp/t1Tjr36mqvxX4Dz+d5/jcDpqiDDGzRLs4a9tBNRr6pVvqXl9UKiDRNBD1yieoDgrRBg8yVOJo5VARAwOrYzUsW1WTel+oZXwlO3KwTCs1vN8UI+dizJhJTVhjKnFt6E/FSvCd36zl+TPZUNW8ygdfSNm457nJedWGpet4UrhklR0w36FYDm2A+YKXihfY+MQ2JFLxa98qBzV/s55pO+PXq1PEGbc+uMZxb+rtobUR9mGxQUWrv7rFxTba/9MmslShjAoVSvN29y0zk2w+OqIeFfBV0cFEV1xW08ycl/Z/s8/IsVEE3WqCFo9GtYyHjL8/Px8wb/amzn464+8DiFUn4d7qVLeMZo/RvIKMxmnDoOFQCfeJOnhcrrgSULHmYGj30YbPdFfkif6/cslOTX2p/d7UkHRQfGOniTMHgDhkdsPCJNE2ynFiaHoCb45nPjQeVpGWp8OGVB05O1K2AadUacdgfdoytn5qNOuNDpfKG1OVN4dVRfcFaYHax//veQSpahGRXyIiwwsEPV643jdoisjfAfyUqs5tVP93A9+jqk8/nRf8hfUL6xfW/z/Xa9TT/BjwP4rIn8bYQQCo6ktlni+Taf4A8BUi8iWYJNufAv4Y5rfxWV2lOg6HDfV+QBYh3pu0WDi1yflZGe4LZbQmf/WWHVhvUxoMiWbkJWtZVsfKXI1YrNkhkyMcvJluTULJgpvcymjJOpKDQhKOc1in6WAT60MaVu74T58e8njarVS1n703kZaleA7zyLP7LcsmcEoDd4ct3leWOXAO5g9TisO7yikNvH1vgh5TDjw+7ZgWy0qCVD5xuFkZTucc8VL5uTvDcKZqr3WaBpZ766W5e3P9ivcNhuUMYuUWIbvIvTe2yHEaEExz1EvluIyrNWuXFfvp40NS8Tw5mHDHchzg5AlHZ9Cikw1L/KyrmEq38DWBDuutuHMyVk9j5HA8IWXED+Zxr9FK6j5AGu4L4ZgIj4/P21Tc7KFUSMlKdmnl+OAoe+OUqxOzv/DNsbKVFd0ordtguKXiz5UwNF/2Y0ZvQrPrVVwxW+AazbJDGhu6tJzGpeZlvwg0KbxalTS0S9E8pFli5Z4NKXmcU54NW9NxLb4Bz29Zmmj1k/OOw3kknyNy9rjJsMh+NqRIp3y6pLjcJub1ihjgGvbUCdlZGxgVUwt7RUubF9Frsn6i/XNc+OsvHdJfJmhWVc0i8tXAt6vqt4vIj33w4/wMLDFsmYYKxdkUXC5WvVKswZ+3FiDr0Ep2D7U5A/Y+03MEmbXv1C8cuQyHVsoeFzRzkRWOpF7J2WA7tQqnGIn+AhuZSmDOdrI7UVMXqsIUo/Uci2PJflX5dg0isgoyvUPM1jV1mno9DMI1v2wbDJXqqGIthH7/59Tr+1sRNdhNL9VCheqQaD7nY8jM3jyTtsFsO5YS2PjM1qWLbJ1UnNeVobXEQB2FujF4S5mtBKVab80lcGMLgEujWEZHiK4N54Sge+OAp4S7O2NdhY2hJc5WRoZDerc3+aMHlNstkpoqe6nIacbvhgaaN9fJUBOyZPwm4kq0jVaBooSp4I8LdRPX4N4/szJYD7FsnLUYWq8z7YQ8WrxXb7a9XTymjNYzRoBgdhjjztoOefFU79hsFzZDZnJGpni4MbGWpXjeHE98aDhwLMYeejZsjJAxenKxAacrbmVMmcMn+Nm+n9J910tnM+kFrB+tl41iNONXuF6fRJMfV9Xvv75BRL7mZR/8MkEzicjXYtSkX99ue2lM02dyaYUyB2R2uMWtDflVBi71zOXKtGvR9T7SA6a3iadlIBikZG7SWtkk5sIZahLCZH20cL46EGfGXW4WyiIkvWQpd9mxpMBhHLkfRx6fdqvCu3OVw90G7VPwJVDvBubRkzeBfIiUocLsqEE5YEEx+MpxGliOA/dNXON4GKnZ8bRZSZwPIz5W3vaVeQk4p8zHAXHKXbstzcE0LQF/bnCtxhqpg6DOBB/K7JlHw61OU8Q55W40qNRpuUCk+kZw14SNpznifDW5ucUZ7KZcsrdVfacPIYaW/WDZvxu86WL2jHBOxpE+T7gY8Md27Mdm5vbs9Dx4/Y2H5Df3pJuAnwrBi03YVVkemvUugD8VpCpelTrYc4raxtoZY+pNhFpUDWS/+AYp0gvqAi4DIr0oH1Ww+7Zz0CBul55jLUJOTYwlWy+3VLdK6YEFS1UhVc9SA+dicnCHNHJOkZS9CXHUCxe/s5RqbK/Zhlq0QK5duKYnCT0RUHvw++uMfYD1mgyC2vpm4Ptf4rb3XC8TNL8O+Hrg31bVn2wKyf/lBzrEz9ASMcvcvDFB2LLx63ZWI+3KNAB0mMyVUr2VJnnLCikqo8nGoaYCo1Eh2lRV1LVpa8tQu9ycu8CR+jT3OUmzauWXNp3KUi8ma9oCXexn95UFAUpThe/v0rzZO9hYVWwg46oNaILBm8RZZhB8oTZTLbniknfIkfPNIM5Xaiyk2B0hG1B/tFKtjoqOleoEv8lsNwu7IZEaxe7BOK3c/NthXmXrukGcd5VlDPY6xZFEKRqogyDVrcyUa1hOGQzlYHRIWubpKVHwWwe6M4/yXCxwBmcZ5LPWlnqHEVr60J50G1keeMLkDfkA+NnsfXtJKlGMajkXnHcWqKOjjuZuuS4nlGgkgBIFxJ5juXGkGyHtwLfpe7qx88pPFwtfMHRC2VV0X9BqQdPtE/u9DaSm2SBdD3cTQ8icwsBuWPjI9khuil4f3TzjreHAoWwYXOaU4yosPTuluGAU0tQGQu16qDNIMtRI3qupHrk2MQ9qgXybGfbpMxPkPsuppoj8Oqyt+Pki8h9f/ekBJkn5Uut9g6aq/riI/JtXv/8kppL82V/CGmhWHcP+cwcZtyyg+ot0l3ou4hDuMkWnqv0czfBLmgJSf+41W3Xgz6w7up/sfuFkF4EOrk1+TRJsYVixlsfTSDkFpiIsQdFjRJKwqAXZcO+owVGTI5xM0swXy3rmJhZ78APTeaBOgSWY62WZPVQxHGUV0xN1ypJM1V61iZgUVjkyVVkD/4pV7TCZ5gzpklAXo1OqCssSqNE46bl4phSadJyB8wdfGnfZcKTeX56/r/U76FNkLt/J6tMdWraZrYVQo6NGjxuCfQEF5DAhwcPZAvY126c83JL3kXRjRmhlELRZBvvFMz/0a7YbpQXPqqTbPpVX8tatF4gLDqr5EkmpxKNfkQY+Kbl9337uOFfzKusURpdkPYfqaKQBaW4BNVtWCZh4MIbpzMXsQFbExFVPMFVzXO36BN2HSFxjGnlzXq3Rzvs6WuvFBchbpWwqKs66eptiba7sCIO1YnJxrzxovgaZ5s9gIPbfgFli9HUPfMPLPsmnDJpNDflbgH8R+2hFRDLW1/zWT+eIX/XyUtnvZ05OKYMntwBnWYIFsryxXd9PkG+gnqD7UndV67xX6zFlgaD4bSYMhZw81XtK83yhZSZltF25B5yybVlEo9LVQS1TQtBgGLwQCpuYyaOjLB4/FEKopsQjDomlKfO4FSNXiqDbQqkmFjvuTXj24c4kwyaF3W5miNlU61V4sJ1Yiicnz7hJ3GxmGw75SkoGMepe6mdfOaSuzYmVdtVaDeWmILtMzY7xwcyHHhwYfcY5ZRsTn7+/YyqBuzjyBftnfHg8sA/L2rcdmkTZtlkQH+PAFAZq9uZ3HpQ6GCaxLJb9+1FWKAzVNroyGgTIFUVqMHzlssXdnbmmRgKrEVp5uCPfRJbb5hy5l9a6seHN2h6gB/AO8Ld2jpsLLlVUzKhNo7N/Tlo1oywPfKMgmud5x/127OnykMbxtv5hvi1rn11vCn6XrKJQYXcz89aNZcuH2aBoH725Y/CFQxp4NEz8kt3bq3DLF28/wSN/4lhHPh5skHjIJg59P44c48jsI1ocSUPzVFLc4Ox49hX2pYHcYdin1Ypjt114c3d6D3O2n99SLpv1Z2up6l8F/qqI/LGuaiQibwBf2AweX2q9KNP8Bky77u9r2SUi8sXAd4jIN6jq73/RE4vIdwJdMPTL223/HtYXXbDp1dep6tNm9ft/Ap0P+hdV9evf7+CjL7y1P+J95TxHZrWLz5wHzEQNWtM7QNo3YLODfFvX7EdvCm7M1OLwsXJzc2YbDSA+L4Ezo3mqCKhz1NgsDtrjy7Y2i1krvdgUNNlF5jaZuMnsNgv7Yaa0bK2rZc8hUovgWtP9nYpt4tQOs4GdYyjs4sIyGk99Py5s48LURB8ebc/GVa9uVZG/a2reJvlW+Oj+jqV67pZxxc6dnVKLI/erflOIm0xePJshcTuYLfFcAvu48MZwbHYWlQ+PBz4S71bf9ePG+PDBVW7CbNPeBt5OKZAaE6tWLHiqs96eauNnt7bJAC7b5lcRqxYcz03T1+wSTLFov6HsI3nrDdDdTNDUG4C/97vLAD5dJuOdHlnbVJxUmwByRrOHajjW2vqgLjc2k5P1PFqzdusKrT9rsKm8KbkrBGOOVTHh692wsI82Xq8qBKk8Gs6MzSvqzXjiI8Pd6lj50fiER+7EpJFBMlM13K9Did7Ep+9oXk9dM2EolGA6s3KbGHaJvATEVR7dnAi+shTPo82ZX7y7Z2l6B69sKZed6rO//qyI/AYs/v1l4OMi8j+p6ktlmy8Kmr8N+KprHw1V/ZiI/NPADwEvDJrAdwF/APie64MFvrlN438f1nz9xva3n1DVX/4yB91XVWHK8TLUmBxkwZ8c4SzEw8X4yixcLzS4zh1XAc1C9UYg1gq5eFKbXtcriS/EMkgnF4odXE3Xr5keAuKtz+g7KLxNroHVk+W5srV5uqjRrHEVNFlAwak1+6swj6aCXrL5EAVvt1eEVHzTALW+6bWHOxhMq2KlXqqe3MrBmj2aBb+08nDxJKfUxQQ+nsQdm5A4zCOlOp4Me5Zqqu5P05ZREsc8Ur1wygNZHYfGk75fRnNHnAYzVTuacko4Wlbrm6GaS1cCK2rVwXCoK0h8fJqJT2fck8PzAXNv0CZyQUpZB0MIuOyMvaUGQfOLEqZKGbxRa2cIx4KfLLukKiU6ZPCGJKjgpmRKSLngzhtw4PIGv20A98kj1ZG3Vp73718DbQPoiHY7rEJguTpnnl2d03OzHxmDCTdPJbA0j6iOTti5hclHZo18It/yeNlzn0c+Oe04zCP35w3zOaLJRGzs+5XVvrqMl+8W5ziNA97VZj9deDqb39SrXq8RTvOhqt6JyD+HYc6/RUT+2ss++EVBM76X8ZCqfuJlFEFU9c+3DPL6th+6+vUvYqKhn/bqtqC1B58ekHpfUy7T9M5L71zhnCyDEUBnR21q4hVPyh7vqvV16lVgkz4MMlGHFa4TrZlaq6CD4oaC+ooWxzBalnk7Trw5ntep6HYwmuScAiUom+1CLo4pOyQocZNIDPiNlch+qOw2Vp7fDvP6PGPI7OPCYRipVRhDxldHbAOiwRdCuXau7NjSd/SsOjSx3+QUFxQtNjgaQmYbE1OOzVrYGEFVxRw1m5/N2G7vr9dFnGvbkFjbGvKc/YjLVsq65rcj2dg2Ltnz+KXZVxzn5wPmzf75M+L+hM9mrAYbJFnvURTioeKnSjhlJMcLk+huwZ0TcpoZaf3NVPFecFNTVzqcTEoO0CG0TNatGWc/N3qvHNe43O207Awgut5Bk7zr51UXtXZO1zJ2ZXtdZXy5CVtX3EVztbmyFnUrlleT4T3dgg0l1a1iIeo9RQ0ihzdERIe4nRaDyJV6wRq/svX6BM0gIp8H/GbMkfKDPfgFf3sRxejToh+9Y/0zwB+/+v2LGv7zDvg9qvqj7/UgEfmdwO8EiB82dZf5OMDk8QfznokHy1iGexMskOJW/+ymk7GWbNqGANAGA7GSfGjK72KZ0ezNN92ZzWypl4wCsJ4cgiQgmJScdd/tObrfzilHjsuw4jCLinm5FLtPXoJhPamr11F1HpJJyZ2iAdEHXzjOA/MUOTTh5PMcqcXxbDA1ommJ1Op4GjdMOZKciW0sojwdNpzSYEIPp7b/ncwfOxylDcg8uRqIfxLlbb/nPETuzxtiMDWlqsKpaXhWFaOLusLHz8anf3zeEV3l6XHLfIroMZrO6Z1hIMPRgomfOtjdgOEuGZ87nivh2IRNlmqg9WsM5n5HfbRvdT7W5yzA/RGXRoIDKYM5UqpBi1wqRqdsQsY9cNZNQEQo20AZGj5UIESHP2fcebJM8/6ELgNh9PjF4c8Fl2LbkAWfOo7TGYg9dy0EWREXOXlyvgTCpTget4CSk7eKQ5QxFObs2Ub7DHqCUBCexR1zDTxNO3769JC7ecOT49ZkEk8BdzJN2XhngbJsZIXkGewKZDHKcfaR4hStwqFhfnNxOPcqo5y8DoOgvr4V+O+Bv6Cq/0trO/7fL/vgFwXNv0dE7t7jdsG8OT7tJSK/Gxvx/1ftpp8F/jZVfVtEfgXwgyLyd6nqu16/OdP9YYDdl36edol+++MFG+euRRaStqGPXOHRrjKAVk7Rpo6mWGTOlFqFEqpZHjhTidHY/m+CHToaULk4B7tC3OZVoOBmN/NgnLgdZh4ME6dsIPYHG3OwPI7WV9xvFk4YbMrHQhgLSzJguQISKsEXVIUhZEoV5miQnk1IjDGSxLMJJupxipEYCjfRstONz9wPliltfKZUx+zDCmC2loC5FXb86jXgr5f/18uJtR6cKFEq2RWClFWspC/LMsUm3slaG11DU8WwoX5R/GIsIT9X/Fxxc8GfMlIK7pyeC5j6ppmgLW+Oay8xDgFZsnmYLwvuWfMEArRBidxsxmrSoER+KsiUzeFyYwEz76w0dUUpNVjZHtqlkhLsmhhrBVkK/ixEh033m+JRGS11X4eFc4NXFXDewPw9MtfFXeE0bcOdl4iItYomwTCwqAl05JGdT6RqzqZLMRvrXLxpv87NWLCpSl0YV+17y6CL4BehiFrGL+YZpEXWNpC+6nr6Nck0G7D9+69+/xjwm1728Z8yaKrqq29qACLyO7AB0T+i7VtR1ZnmCtdc5n4C8+94ocZdrY7zcYRjwJ1N3NYtEO9NvGE4KMNdxjV7WvXOLA2qNhpdEy5o0JsazXCqAks1IVbtJ+Ekq/o1GJB+7U8uFlBdsd5RaT7bIphFRnP4G0q0rC/bSa56cQLMDc+ppWkbVjEPd2dllqowB4MTHcaRaTGf9ZOYt8+0RBMMHk3pe1rsdZ4NGxMQ8Z7zbLChZ3Gz0ihrkx5zZ8vGw9kurhpMe9SdHVkCZ7GSLZ0Diwt8whtNc0mXUyg3xtHj046KcH/cIE5Ns7PpPPYKQDKMTWKp9xrdXAlTsen1nJFzMovdqu/CYOa3dpRNYHkQcKWjFyIuOmTJZtV7nhDv8adkItPtSym7SNn6VShYpWF8RVaIUu+D+52jRmEEc7g8TAZ0FzFa5Xlehz59iOTPtQ2YXOulgzbihKuGlbTMs2WBiyP3jle2vuOkZqdcksM1UZXeMppz4JBH09vMkU8cbpjmyHI/Ike/fs6+OReYe6asqIEOgXILLWC268O6JUwNYM+rVG5X69m/DusdGM2+ngF/SVU/pbdQXy+CHL35ogeq6uP3P7x3PeevxfyK/0FVPV3d/mHgcVMg+WLgSzFS/fs8n+JjIYVgns5eGjjK/l6DwVbA/q+he9I0CbDhwkSxnys6KBIVPxSDYYhh5WoTJS5VKNsKYkEXoO4M51aK4Ld5BSo7V3lzd+LROHHTTNK6ZNubG4N1nBpf/OF2MoHg7Bg3iSHa5Np5pSi4WBgGyxC3MeGlklJYJ9u5OGaJ3Iwz0Zlhl3eVhw2EvgmZUxooKjwcpjVgr+D26BFvG4c469PWNsjCXVkYN6B91wxVFaIrbHwii8dJx/kZZ3qlarastfebL4wtk2eLx4JbzMvHnZJRHrus1DsD5pt7lkcDeeOY3nBr0FQXcckCmj8uprpUCnJOsBuoo9FiymiAefXN+iQ6ytZuyzthuWkqTI2947LHL/EiUrwz+2Cpih8t2PnZjt9aAWrYzRZzes+2y7G5zopaWURt0Aig1kqoneDQyA6l2IZUq7tS+39+qKgNp9xZSf11/MKq9KWt/9pZS2vxUDFgKTzXa3216/UImlil/Mu4ZJu/CfhJrLr+h1X1X37Rg19Unv9lnp8JXy8FvvhFTywi3wv8Q5j5+09hmM9vBkZs5A8XaNGvBr5VRBL29X39ywRlVbHe32ImXW5pVhZTkwk7V+Mle0HHBhORq7fTSvQLgL2dTe0P2spK83sBESt3UGdmXu2iqNG1E1GoXjlPdoY6rxyD1URL8ZzKwONpx3G2aJuK53gam62G43QaKcfYgO8RPUSyV9zZnBvPxaidj93Osr5TbParynka1kxz8IXzHPGucjeOa0ac2/BoKoFUbOClbXruivW4XPOKr8Eoj+FkrKjsIlM1EQdxZhEcvGmIgnnEVxXDFs42lEpLMLO6JPhk2blbuAhEN3HoeCz4cwFV8/c5NAymc88PfbZb6jYarbIP4txlUKJOjQveXCiDyEW4eBOoowHU094zP3It6xLCqZL2pl2Q9mI6q2IBMzghLxA2Hj8VqBV3zsRiknXu6XEN7n2I5E4Jdzsg2c4D0+505NkCYhmsb2ystbZht0xYOpazScRJuZxTS7B+58GPRGetmrmEtcqQ7iff2h+d9qnuwmIzKcQrREnLPPtVoc7aU9qD6qtcr0l5jim1/SpVI4qKyHdgQsRfCfxv7/fgF5XnX/TzOSpV/dr3uPk9HeJU9QcwNaUP9hpF0GeR+MyvJmrhDOOzynCXCadMeHrGLRvC4BGNq5sg1VEHo7iV0TKsGoWyMV3OMqgFrMmUjYY7K+PCyfyF3HztM+RtGlqFUgOpil1HXnkKzNlz8IUxZp4cdixzMP3N4iinCE45A2XyFiDFo1WRRcA118bazH+zMIUBLQ65D+RszftyDjA77gR8qKSjPe/HxUDFQ8zc321NVLkaVjQfB9ydnQLxmV1swzPLsABKMgVwMDuIKsWxIwAAIABJREFUqgE/W8a9+IHkKpodz3KbjrcJ/N3d1toLx0B24O898SCtbWKK7S6Z9iWquMWgPq73I3MGcXC8fxesSP2la9QZOT3TNJ0BcHNpVNaKjkNTtKoXIPsVJKgMttl1fx97YozIEGzGVMYW6PD4JtpRo8MvtiHqbrSyfxOQUs1uoy2XFJLiNg7vLsdYBjGefTUBpjC0rLGxiTpMSrKAV7KP5DZ9r23AqCos2TPfj3D2hHtn/dX7NlQ7K+Ozphol7sqWo2XSc4d3yTooTRoMh1xkVfF6Zev1CZpvADdc0F574M1W6c7v9+DPaRFitGWBq4o2dqJVu3o1OHAOSdVQHsnYEX4xZZcsshpNdUpld+mrAF3koH/Z7nKhqXApzwc17q4aX9uNVq47X9mOCzfjsvqInzYDIsrtZrZ+Z8vGdtuZk0BSIewSIRbmig2YxJtK/MaytmHMFnBHZ62EWKhZGkjeeOWp+Vo70QvQur3PWh01u4tgAzwHzH6O5hiMwom391iLtrKu0fVqa5O4+i4IU4cXuSaRtmaYk+IXg/6oYG6PS7bpd0rg/fMZ5oNbUEVjoOwCeR/Mf3xsfO+GuU07c6asTehDiiLF+qR2TAN19K10VUq4tG70HTTbGq8GJ6OQt84YNGUAwSiWW8/obeIuuZIeXGydyzaQ9h7fRGPKKKYqv9jn2SmjHc2xfnTCKmQsTSEeFZMo9ArZqqsUGx43O7RhMG340wLmSYkn25j8XJASVsX6zrv3s5KqvW/XqLrVGxffFZ7fSH6+6/UCt/+7wP8qIj+CJdm/Gvi9IrIH/of3e/DndtB0St0VSrIa2xnahrJx+KSoeNzNSA1C3gWWW0fe2IWcboS8uZLsapzcOqgFqLEgwRR66mBXknpjFOWtNdbLpsFV9mXdlf02s9kteGf4xrd2Rx4MZk2w8YlTjgRXeWN7Yime4zwQfOVmXIxrPDrGMRFDYYnNKXKwKbqLhSqOGAshFE6jx4+Fm+3MUZTklP1uZhszT7Cz4Y29tY5Hny0zSYE3bk4cwsjJ2aAKDOoiRdYSun8uNV8ucAkVGpHKx4qPhSIwDIbhXG1oN5FSHEu2tkVdrCdcmgVD2ZiQhJENbOjj7s6wLDalfkdJTim2CW4jdfSkrSNtradctpd+nSvSWD8GB3KptmmcUjeevA9m+7s1YZAaQZtDYxlYZdvyrg1LMlb+L2YA56QN6bwdu/1sWq3+lPDbYEGnNCpmNsolxQZdPQj1Db5nfs+VwcJVRqjQHTCdtsGMQ5yxw7pyf44VjWYMaKU+1EHsuDfGlCiDWyXimnW9ncs7KDvQ1r8tO5OJ02x89Ve5Xhdwu6r+FyLyZ7hY/v5rqvoz7ed/9f0e/7kdNBWbbM+mYuRnM+iKx0q8y7hUcecFGUJTrAHXRSH00r4EVpB19xayybVAF65o0nF+ArRj3lrAcd5OcJovFlZd+liec6UcfOHxadfEL6zPeT6MuGBsn+k4oKfAWYXJKXpv0SCcXOPTO0iOU2cTHQI5Oe5EyVNAF88xVJYYWM42YDo0QHaJjjkFcvKcU2TJnrIYMgAsw7Ys0KBANYBGw1Iaq8UoltJIAdlBicYiqkV40rJaEWU6Dfb5nb2xZ+ZmH7EYDtPPbVqe6vMB0/l3M31KAQnUmy11DMZFjy2QtwAjXfRDMKGP0SiXchtbPzE25SHjsXeuuOF07di6T07eWeBUbwgL76wVUwYb8CAgRQlVCceCm5JN0o8zMRj7KDw5rlhI1PyOXB7xiw2PbGpuRm1SGpLjCqviEq1HbggGo2J6q5wqVAKnNmSrxcHkLcucLz3jVW0La0mUsekiNFppH8Z1aT7tff22ui7DK12vyfS8LQd8AouBXyIiX6Kqf/5lHvhSQVNEvhL4UlX9I23SfdP56J/VVYR4562XeYLxmTIcKsPTRLibjAJ3MAUcyXukjqTFo84GE3lj2UltJVlZWk/T03ZutQt+McC8ugskp/eAgFby9BPQ27nhK1rh6AcqgkMZQuE8D5TkmYJBgjQ7ihp1T6szQeM23AEsmBcbQiGmSVmalqOfjbGUQ4TZ4c+e7AfKUNBjQIG7YJDaUxiYDyO6OO5VKJNHDoFwbxEn3tnFNtxrKyEtkwtnVk1GF4xhIgoaDIrjskGjzteCxodoik1Ho+IMz+zzG+6U4a4y3BXrNz8+WkOvB8zrKXkPmMNAvd1QN20ANLrWf74qc7tEX2fcQMvYTPDDN81L9Krt4C7ICfPQ6d+lBUwNgDPPerdtyutOSIu5nhpFUnF5MEX/wa8KSW4ejHWz8a2/evls3KINnuZgsd5ujeab1L9vP0N3SXW5ff7erfJtpchlMl8Ef+9Xj/PYrgNjPlXiMRujyQl5lNbTvVhZuyxr2wRn/c0aegvr1Qa5Vz5Y+jRXo3D/k8D/weWMUeDVBE0R+RbgK4AvA/4IJkD8RzExj8/uclA2aidcBb+1Sa9fArBBgxBGj6RCbiIOae9WMYi8lbU/qaE3/K0HWKOim0oV1zyuZZWRKxusgd/K87JV09904DbZ3CmbuMajzZnbYV4B5lWFOQfe2h2ZS+DjwBAzt5uZJ37LFAdubiaCrzwVWlA0SJWESl088cYIWUnFVNVvZ9JgdMzhZmEYMueWje53MyLGIirFkb1n3CxMOlCKrApOZTHZOFeFspgKVDeiyzt7z2VXTfChQN1WGCt1cchQGLcJ5xRVOCWHZkdt/bgarbwtg1jZGNswThVSfnfA3G5tGNQD5mjqRnnj195gHq0UzTs121lahpUhba13GBoTyC21sb5sXayXWZk/l03PMuwa2lAJ1iD9nGZB64HiLlli2frmRmmK8unG4zbm2Z53nuXG4aPhhPPGgpKfLdstrcUgDTZUGySus4jWQN6z3U5KaOfu9WbQW4euqLUKpoSfgrG8GjZ0tRWh6ZdeQ6D6JvQqY2bbtF6T9U8AX9bw4R94vUym+dXA3wv8FQBV/RkRuX3xQ/4WLTHb3TJ6czTsPbMo+GAlWtkEZAykh5HlxrHcWJ+tbLoT3+WiKftqfRxRGCpuKNQQ0CSmoC1YEGgDIm3SWgzVmETe8J1DMIznNib2zerWiXmbx87qcYVU/EUH8UrMQ5vghrZ/xh2+nODQUC7OjtW7SvGVGqyPOsZMGi0b3Q0J7yr7uDBnz+QjNxsLuueGPwXIs1/tj3tG1rOjtVR7rxO/uVY6p6snkYvVVImCHV8ZPK4jFaINVfziqfsRl/K7e5i1ZZgPttTBPEzqYO2JMnTR6KvA0sVImt1EXjpF0rVJucm4LbcGK8rbSy9UrlSP1NtGWLfF2F7JmSZlK2mdWvYqagGnfxcuKf6UDcA+OutnLuZNZS2dbBuxD42xppTGhpICgk2r6R/vFdayq6pbcNdLsG7YV3EW4K1lIW1zYs0maxD86JkfRYNTjUK6BZcFPzdJu23DqwbbLO09XSQPX82S12kQ9DEs+fuMBc1FVVVavdgmTK/HqkI4uOegLOOzyvg0EZ5N1DEi2SAgfuNNbNZL0zxsJ2m42p3F6jsVYwaVIrizR5IQj3Z/f7pMzaXpDeZisJDqIVfh2Cad82DQovtmZeul8om7G8NYVse0RM73I0tTLTofRpg8p3ZB6DFAsfdYg5VnbhYyI+oUf2cZ6AkTtXUnb0yS5Cln488/bsHsNAwcjhvKHHgGLGfDgfpDK88P1g+LB+sL26DG8K5lauyRaqWpaBPB3ThcNhzksTqkBU09mLCyP1nQstIc4kEZ7yrhVAj3iykHvShgjsHaAIMj7b0puw+W2a24Q6fIdRbZFfbFMrkSBR8Nq2hBu22Yu6bQr86C5tYyuDrYhileDTEgjpqsJ9ixla55w0vRRr+VVTJOUrV/SyacC5Ir4ckJSdYmcYv9nTrgpz6whGtWTphh6dYg2staoU72umU0aFvPQsPR4c/2OfuzXQdSrUT3qVp7oD339eZn5ILWy042/PGNIO0WXn2Qe30yzRM2Pf9zXAVOVf2XXubBLxM0/4SI/KfAIxH55zGhjf/s0znSV72kcuHXLhewtPVwml2BE9zBhkLeNR/tlZHRBjyWxLXyxvBxGpSi8hxXeuWptyxsbd679nOs0DLOEAtDzERfGFtZHpyV7K7qxRN8GBiGzH5cTGsSGDc2fT+0MrfkVs56tQFLaEwbr2vGsbJnOrSjC4Y08HrK3mBGWciLDY1kMagKNDhQz26ulvbysz2lOEw1oE0OehaqFbSlRdIgML59tv7cCAcntYDZDdCuHSP3O6NLjuNaktdoQPWytYCZt2JZ4qYNa65aKGDBxOiwtCzLNkXSO8rw3tP0INEGM93ug6Z96YeClmajkgW3+HWiLg1BgLi11WDtA2nfh+DnyPIwGgZVoewDy20gnAreNSO2sWE1VdeAYu0ExQ/Ypt3OPTey9jitXL8EtO7wGU4mUGPUYSUckl0LuTIEa9yb95MjzEo4NTX3ZBClzpgDu5Zy+rQvzfder2CwJCIbrPc4YvHrv27Sbl8EfB/wFkbM+W0v8DX/0+3f9XrpkP4ydhf/voh8FaY+9GXAv66qf/ZlX+AzuaRCODSu+VkZ7grxkAl3szE3Bm8c5rsTQaxMgU3rAwl+dqaA1E/YbBekqPWxSmMZSTG+dPVcKcVwYQQVsYu4mVuVCjU7E/UtnmXwVIToKudpoFbhEEaW5CmLZxFl8tU469ld2VPYoMd1nU21169N89LNjTkyedzs8CdHdsHUiY4eV4TkB3DK4it6H/GzBWF38oSjDWjAMkGpMNxXGwQFK+1cUlxs/c5ymc6W0QKqb3JjeWgA/2JGdH4SwqE95wGGow2A4t3y7oD5xkPqbjDZNxEb+kS34m1r6NUBa/9NKqZolJvEHFwCTIIVHdGWyxdaZB/kXf9d2majGciO2qXb+qXUJ9E9VnVYkFj2mreywtmsbxvIGyGoUEdP3vkWYC0rNUaTgLZ+a2+FlAbWV1nl8sw+uFU6zY7XN7V70RYsT7YpDYdKPGRDJRxnmBbwjrgJIMMqmuxnZbjPSDXMazjVdUiE2N/7hvpK1qvDac7Ar1HVQ5Oo/Asi8t8B/wrw+1X1+0TkPwH+WeA73vNQVL/7+ncR+ULgt7zsAbzU9LwFydciUF6vHszGu0o8VeJdIhwTcl7QVtoVH5HziEbfSnXrC7lksBefLtlSjbL2j1zbZf3UMtrZKqg+Zex2rGC/qxNqU4zRxdgXJSvJeWYXyMWRfCXPRoWbh0BKHk0mgLxmgtWGP1V6Cdi8s9vPfmqloFPzJgI0eCTZpBtxFDV3SZcghYYvDQ43OcJJyNqmrU1CD1pJXpp4RlKDOHlTH7LPWprQg30WZg9rEKwaZPWbkQLxXqxMPAAVNk8q8T4zPJ3xj4+rRcVqsftgQ74dcDubPs9vDqs/UN5aH7o7Ki63bQB0Y31k9oXuypAXb8GwW2Q5GxiVwbKptDfLk3SjZvmwK5TZEAuMhnaQqIRNYhjsSXLxLC6Saw/OFyFrc3a0DbMGWaXg/GJCHWUUXLb2QtdAkNqGM0khQ2jiHjX0oKjEuwwEXHaEc21kArdaHLvlom4v2lofx8rmcSHeN9/3lFdmle5G1Lv1NdbjSNXaA7MSTtV6/W1iHk7VesKvcL2K6XkT+WlbPbH9U+DXAP9Uu/27gX+DTxE0ga538TXA1wIfBf7kyx7Dy0zP77nst0M7yKOqPnjZF/lMLSmweVoZn1j/KDw5IVOCaYbx5rn7uiUjx4kYvWUxWfGzB+JlmlgcbudWLJ1bDLOImoK4Yf6UVKRd1PbcdbYLtSaDdJRkU+kaHcvgyYNpZoo3IzUqTN6MrNzJmB2LqOHtZkcaAi5U43kvJvPVrVd7kAIhNBNGowkabMjei6ncuAXArcLJ8d6siF2yx8aj9SwBNk9K07jMrVdnlNOedauzzMPwsLr2+Dqmc91wcuutTTDc1XZRZ8J9wj85PR8w33hIfuPi5xPODpcsUJZR8JNJ8BnNlUsLpV/7XZanZWHX9rm9/K6DoZpWE732zwZYJrChfRrdDeeqqUp1wRHnq2WenpWC2I+jBtbJd4n2HZWhKScNFuTKxpG3sjJyipMWUNvb8JeyWGZde5Cu6NrzNOENg4OV4aqd0ja6eFJTn58S5GLMqnGEWo2vf2XT4RdtVYP1l1VMNEVKJY5u5eN3rdFXtl7u6T4kItfqZn+4yUGuS0Q8VoJ/CfAHMeucp6rat8ufAj7/nU/cBti/EQuuvxT4b4AvUtUv+CBv42XK83VS3szW/nHg7/8gL/KZWqJ2woRzwR9mZM4WMENAR1OiqUGQuqMOjhAc+SY2/Fxd+1Ads6be1I/IDciMPP9Fq15Ku+vbO4UTLpPP0vQ2q5hGYlOtkQ5Zyc68wJsUWM3OLv5eJjYK4rXyPFh/sPfkuvOhDSesD8WpZYG9x7u0vh5y0RptCuk90wYMc1gUqvWEw7lcYDqq+LmXbRBPxkzJWyGc1bIoadlXvmqX3FvQDPeJ8OT4vCf57Y05Rt5E8s6gYHUQ3KIst41yuLGpdbrpU3JItzbA0ZsCXonbROqZZqvhtfnQ+9EGPn60/mrZQLqt1H0h3izstosp52djWeXsCaGwHRM344yXylIC93Hkrlh/OSu4qfVQ2wS+bDBmUbua8taCubYWR8/wLgpPBvB3WU3g2Lv1PIvHjL+bbRI/OOLdYqB2MQSFWxQp5kffv8/xWSEcMvHxddJgcC2NnuXRSNk40t7hFiXvxF5/ia236pqOqa690u4C+llYn1TVr3jRHZrQxi8XkUdYhvjLXvK5Pw78z8DvwQSIVUS++oMe4AdiBLXU+AcbdvObPuiLveolWRmeLITHRwuYKdnJcrMlPRpJNz1o2gXnzxfahVsKOCFMZlkQDqUNU+wE6sEqnG3yGk91NfZyRcy8rfXEXDVhhz6ZdMmA4ZqvYBapPbYbhRWjEj7HSrqGkng1yE6iydld7nfh2HNRDsrGtgEb3PjJyvV10hwsswzHNiU/GdA8nO1NDHetH9FVNywuWmkZDaqj0uA2Rdcy2C/gnJIXe19+sc8qHivDMxtEhE/eP59hPrilvLFjeTSyPPCknbA8sP6oX5TlQWOvNOHejhkFTJbPgxsz4iDGTOmOmrEJ+Q5tMo6zqbgDxFxEuzbAMGR2g+FpczF7kCUFYiiMIbMNqXn02G447SIleXK5cNRdapjfjVLHBgrvs9g1KxZKdI06ClKshbDcCmEGt0Q02pQfwGWPbGODK12dG2olvZ8rLjn8IqZyn5V4l/DHBTkvRhQYB4iBsosNI2rtgerbR3Gl0+AWE9v2c8GfEnE0B4N4vzyHbX0V65W7Z5gp4w8D/wA2qA4t2/wC4Kff4yHfjPUu/xDwvSLyx9/jPu+7XqY8/41XvzoM6D59Oi/2qpfBLZLtrvMC2w06BsqDkbT3pJ1rAwvfepUjedtLJSvL0870GCXZ9LBEQO2E7GXRNUdYwewM9Aoz2QJsqZfNWTIGhakt2MwOEQjnBpmZ3SqyUAfDS5pQrGEza3bGBe++Rm0gFaZ2LTV2Us8OerbcDeTCZNneWt5WVt8daODvKw8eGvZwLeNSgQQQ8HKx9whnZXhmaa9fHMOdbT4qfh0gDM8K8ZAIT04WfN/Rw8xv7EkPIvMbnmXvLAO8oTlEmuVyV5/SAPlWqbHtfDcZccq22RnfbC5Qu1PDZRYJMFSbiO8zeXHUwaNjxd8mdruZt/ZH3tqemHJgKoGNzxzTwBgyN3HhQTyz9YlzidzFLal5vB8qlOafXuYGAdpooyTahtMHUwDuSkXJZcs8pWNgr8jYvRT2s8GUfIMu+fszdTsSg8NPGUnVGEjJRJv91NpSvcrabqi3G8ousrwxUKIwP3JrzzW37N1vBFOk6X3MSPSGoQUM+1xfYZRTXgmNsvUiUwuYW+CrgN8H/DDmOfZ9wG8H3iUmrKrfBnxb0+z9LcAPAh8VkW8E/qSq/vWXOYaXyTR//dXPGfgbWIn+WV9Sqk0IU7qcLPuB5VFkfuRZbjqTw3qRfnZNqMGA7w4DKEuzKHCpEmZPOFdT33YeP7eLVdqkujFSyoZ1ANEVYUwFntVnWoOuvTQRu6hsgGSZUAXkKvupTUHeb7LJuzmliPG9VZryTBOP6OISBj9hlfxacX0dh9cN5JoHj58sU4zHuvYvwe5fo6Nsg5WTrTuRbgzuI1VtsxFwizfdysbuWUHYtPK/qKkMnd+Bw7y9Ib+xJ99G0m1oZAMrc9NNE8tNVoLX0WT5alTKTUaifZbD3oRBHmwnvKurADNA2trpnFRM3MR7hl0iuWCf7VAYNws3m5nbYeat4cjZR5Ya2PjE4AuDK+zCzFvDiRs/MdXI6DKH7cAcA6rCyRuYPxWDdbE1+2e8Wv+6WQx3KFKZrL1gPcyOtWzBqim6X7eB/Nam7T4pft6YaPLocNmtNh02nKyG+zwvljQM0ZKG/UAZPXnjVqgWNPRHK7ZWHc1yYQdJulQe/pRxS+aVrlcTgz8P+O7W13TAn1DV/1ZEfhz4PhH5t4Af41PIUALd3uL3YspGX44Ng/4M1iN93/UyPc2ve5kn+qysqnCeDAx9M5IfjKTbwPTIMz80TF8denkrSLnsuFLb0GEE7xq1r5UwPchKUSQrDB2r2NXfpZWr7Tg6D12w/ia0s9K4wmSsd+kaZEis58m102Vb6qzcdaI2DAoVDVZXacMHrkGq9U87xMYVm8j6QdoFV4knw/tVL4bNmyrM4M/VbCB8u8CDSemZBJpbe51528q6LFdDkEZPLB0grYRzB8kXwjHj7p93jdQ3H1EebVneHFluHfOtY3kA6baBzW8Lpbkn5gcVNsWyw6AMDxZCsE3ljb1pCXxkd7DgGU2ZHgxwD3BurKiu6HQcBk5xIMbCh26PvLU58Ys2d3zh5glTjcw1MLrM22HP6DI7t/CheOChN2/xh2HLXANTm/h4b75IT7P1IsdtMmV1p8w+Wqbbzo2sBjWqQ7OcaGWxVUB2HtRgnyWAT9YOyRuBU6VsA3nT8JVn+440CNQmeHJOVuJsRuqDLflmsAxzEKY3DHWwPLTXrAOr0ImhQ+x7rv7KeqO1CfxNvMyoX9F6RdPzv4YxFN95+8e4qBa99+uLSLfYuXrc/445Uv7uT3Wfd64X2V18Oy/YG14WPf8ZXU7shAmKTBm5sTJ7HXi0fuBz6i3awMyBVlIJJSpldA1DZyWMS+65prj1gaxW94s0vyF7Tj/39JLVxArMX1oKaOjwIMMu1sF6py4JbgbUU5IjNNGGRQYkqFmwnjzxzh7nkokx9GnrcG96iXm2YxkfW2YgNeCS+SOJBlJ1rTy0QFpDzz4VaT07DQ6WQojOhkSndruzzNNlpSxiOMBni2WkXhifzFAuhmzhPhGent7lGmlapG7FNtKn2L1vp1yNvS+3SYVanFkiVyG1ADmV5m0kyrkppC/J450p/+gVvMY1mqeIvsvKGKDiSOrJ1ROlkNSv/+Yamatlo1OJzCUwL8EUhhZrSeRcTdxZzFOKZEIlUpujQLLzwS/Y990OrSMRUFk3qXDuk3PbkKRcBjJS1URLok3ey+hxZyAG6s1oKlDbYMypsWGHu1K7XGij6kGbyZuGq2qsWGZqk/xIjK8WcvQaMIJ+WER+APhTqvr/9BtFZMBU2387VuZ/14ue5EWZZh/7/yrg7+Rit/s1wI+/zBGKyHdiJmofV9Uvb7e92Z7rb8dK/d+sqk/aZP4/Av4xjOb0O1T1r7zo+dUL+sYtdWsN7+VhJG8cy42J05bNZcLZRV27/Jd6gw2lHQgm9KFiDXpTZPftcX6V0vKLrji22ibY0KbW1+/7aigkDRJjIOV2X2GVYnOpZXEZK8O9ZaeWUcpzXu0+9deyMt8tauVUy4At66uUTQPs1zZtHe01bRjQYC9NPLc3++vgcbmS9t4yyWwX7IovLNqYVxWXKlKz4V0PEzIlBmxDck+PcDg+7xp5O1IHz/xGJN145geyYibzXqlR4aYYTMsDexM9ScEytv1+YjeY++KHdkeqCh/ZHKgIt+GSaZbqiL5wjAO3w8xcAr94f88pR56FLZuQ+PybZ3xoOPCFm8d8YXzMpJGnZUeUws4t3PqJKJk3w5G3/D13dctt2XEoG+7ShqV4SjUzvHkTcU7ZbefV9uNcTTdAxAaBdWn6m8GCaB0vpbH6ixhIlxnsQP6+sXVlJ2iBb7Dvx8b4WM98E8m3I2UbWlvKkbewPLDXWB7YfWus1OjWstwCpV0ffsSwnLGf1+6Vqxy9BkHz12KMxu9tDKKnmF+QB34I+DZV/bH3e5IX2V18N4CI/C7gKzsGqqHtf/QlD/K7gD8AfM/Vbd8E/DlV/XdE5Jva798I/DrMUO1LgV+JAVN/5YueXJ1Qt5GyjdbQ7io6HXguva/EittDOq7Q+mfqrTe5+ra08sU3xos2ZohNqhXvTAMxbC7wjHi0TBR3USjvmMX+czjac8Sj9Qb78Kj/vbsDmjmcX0/scLxgKsOkDPdlFWIIp0J8MuOnYPCUZxMyJ2Bvw6DDgsu6iuWClfBVGvby/2XvTWNt69a8rt8zmjnnWmvvc87bXC6XS0lZJoAmRlJiYhM/GOCDMaExsQQJiJSWiRAtu4AVBZQvJWJDMGgKlEhJ0CJKLJSYlESKGBVpFRVJIVJYRd26976n2c1aa845xnj88Dxjrn3e7p573w3ve5GRnOx91l7NXGvN+Yyn+TfxkkloFB/82JJqAbizcgAfPlSoitAI54rcnUAC4bwgx9dLct56Sn1rTzlYVroeTDy4b2Z10k31PuRKI0Ay3n6MjeJKPiEoKdZNMLmpUDRQWuQkA4uX5cXNx+w8VXI04WeAU8rkWBlCIYfGJCaikqlEGm4mQnCaUFWhElg1UX13bJiNcVWxwFkFggmtdO93+sf1wLVMg75GhtnOTblkgr08bxmK993j3DfyjrH0pOCJkM7W5zQgfvUjAAAgAElEQVRWkHrCYKIk68F67HXn5/1k9F6ymmFbVmhQSrywuxyhsbWz9AKVeox14dB/ektVz9jk/Hc4m+hd4KSqL7+e53mTQdBbwBOgG51d+W1vcpB/VES+9X03/yLMcA0Muf9HsKD5i4Df4/2E/1lEnonIF1T1Jz7y+aOwPBvNp1pgfma74/LE1IvqqNR92yhoXa12vVbvM5nSUbeDkAbrE598q6vJELaMMk2WncbVYDGXC8HK33XvGaGL2tbp0h6IM+DT0806uLmARAdvqwfzQTfVblkt862L9b/qEIiLldh1F2k7k02rU0SuRxJWttWpDyOEMlmPTCNE1xOtowPXPfCXnV2k89Pg2af5fa9Xrr3oaU2dLECFxe3MhgHmGbk7vy7vdnWgPNuzXmeHfsHyJLDurI9ZrpRybawcCY2rqzOlhk0a79n+xJ17wn/h+oZnw4lzzXx+uqFo5AvjK+aWuIrm8gnm575PC3fryNvjPaVFvnX/Hqc2cJWuOaSZn7F7j8+lW75t+DJfjLecNfJe2pOpvJ3ueBaORGk8CyfeDiuv4itumoltPs8H83WXxtIiqia592Q6m/WEBl6Ics4NEaUs5mRqTo9KEZvYdSB7WD17HC8BZXVVeVOTtz6GAeFtk26D+HemW5ujZINtlckz+IOd1+u1yRXKk5UQzRZliZmQrJ2wqg0XW3bUhMpmb7JpLTzm+gyJEKvqCnxkbPm49SZB83uBP+14KMH8NH7TN/Jivj7/IBB+Cfi8//5F4P99cL+O6n/tjYnIdwHfBTAc3rLp7hQ2BWxje/h9O8PDv6t+smpUp7w5ntLVgzrmjnZhaxRX9enDF2kdL3fhQ8fFzbJcMCKeL+V7V9Hu8CBj4NgAIZ69jefMlTi7GK6ErUeY71wl6Fbt300hnopJ3qmSXp03T++wVGSthLVZJplk69/2XpVBTkwirKs0AReGk79Hafpg0IMhC47NYC9VX/f0+RAB4fbMpuTLk7hNb2sfRPRKIPZmZv9u/ft5kJZ1hfvmtrVFI2uLzC1xqgNBlMW/iKVGhhA3a9u+Ao0UKkGU6K/Xf1Ys2CHQPEpUtR5nY+WsibNmVo0c68ipDhxLtmNYMgwwV5uqrzVuYHkRaKspZAGmIbB4kIKNqtuRDh3zu0HcvN9b3aLCNj+xoLrDzPtGCMV6zuvBZfOmLp2nJl3oA8WUzdivlkDK1ai8S6A5hdSESYI9LkAp4dGD5qedaT7WepPp+e92QnwvlX+dqn7pMV78oeTc1/GY7wO+D2D/uW9RszaAwOsmadtgoV+InULncB+trv49OffXp4Z1MqxjnZxe58HTFIBkO5nLxAOJOHvt9YoNAmQ9O90sVU3yy0qeDrPpWWg5XEq2OrpMWR+CuBWCXTzWY5QxUg7uu301UsfI8jQRz5E0ROa3s2lWni14zs+sZDMpsbC1J7qGI7g4R7XXkWoZaHRIVlitd5qOBWOl1I82QdvtjOss8lpJ+nCwswUJ1wpVrNxtjibont6mM2qlbwqVpIFdWElSeZpOZP9Z/Iu/HwauPeu8igsnyWSpNBGbiseVMaxchzPX4cw+KLTCvaxMobDGe57FEwOVfag8DZHVdWp7v3MXF6boONXYiI50WFugPgz2/f3p5TTcBEUeoB765pxO/nPW7TzO9xZJzfnS/m8tIRvIGW62uUSftQNKZ49tGS5b1iBy0T0tzaozjbq5BGxDuu36+VpX49e5/noPmiLys1X1/xKRb/ebehb400Tkp32tIc3HrJ/sZbeIfAGjNoEh+L/lwf0+CtW/rdBgfFnRJMhqKZuJtNqFb6rkNqXWYNxsTdZISiejJNIsyxhu+u4eXHSCjUWDOOPmqBfRigf9vw4jukzOoQsWw6XpXzOEBF3woyWfZobL72A9MPvlEqTtBBeI1mtrEaLLivVJcVxdCgk2QRIDWz+8ONX7ucJwq9vxanLRBo2EalP5dCxGAljVPb+VsNaP9vRxPUy5OxNPiw+HIJ2C97QixTnrYRVWNaaMBjiG0QSXz5Gjmh3wsqStX1ha2CBF3VBsaYlZM1+ZTWfgy6cr7tLI7TKytLhN2O/LwMtlx1VaqCoch4Egjdt2y70OvFeumMLK83LFTbpjkMp1OHEbTrxsB96rV/zY8jbvrQd+8vyE5+e9tRJOA2uJlBooNdBaYDlmdLFSVxYhnsJmjRJmE0jpVUQ8d4KBODXVVKbEQfr5tjqONhGKGsNKQWog3xtFNb9aiKcA6vxyDdvAUJpBtooKJSeWMdNOiTVntAjxJnkfU0n3gXR/EewYXn1wwPmJ1megp/lwicjPwCx8/jsHySdVvX2Tx35cpvkvYGXwv/0hf1NMVeQbWT+Ijfa/l9eR+z8I/FoR+c+wrPbVx/Uz+7LptEFp0tmCSToLXXGnTwgRV6fujXfnZjd3I+xBpRY2LrloP/lMKCH77h7PDUibu+BwZz3SHiTjfJl4d8O2dLRAO9yazFcv2Y2RY1PVdMJLfquLevAebkwwJN83huezv0YingrpxT1Sd4Qlk25nULOwbUkMmI99Hh2EHhcXI8HVdpyJokXI90YltQt0IRxXg3U58DnMq/mSf5ynzzjCsqDTaOK83jIRV5MK1YVviyEIegVQF1MODnOgxcgcB78N7pL1FNdiQbM2K9XPNfEi73l+NhvS9+4PTLlwXhNri6w1bv3Hm3ninBIpVEqLTFI4p8yxjXy1XDOGla+u17zySfp1PPE0HnlernhV9/zl89u8WPZ86f6aF3d7sw65y9Qhmo1uM70AjmmzxAiLCaR0Smo6XhTSTezEFaXig4DiFsk1O3vICRV1EGRN5sR5EDRGUEWKnYR1DNvA075QR3GsYloKwW2A147J7NbXXWfhwTE8GJ4+6vqMBE3XBf4u4G3gb8EStP8Q+Hlv8viPm55/l//8Bz7Bwf0+bOjzroj8GPAbsWD5AyLyncCPAt/hd/9DGNzoL2CQo3/iaz1/i3B+O4II6dS2KWOZHkzIM4hnelLtZzlcBFfXK8uyekNteWrZV1e/MUsCw9ipXLQ3TajBhyjeC+xKPL0v1ZkewbFxfTrdq7hNlYfLpH2THPPHxaWr25gwSTiv1r/NwdEB5oDYhkC5GhCFsjeAet0Fn6iarUGXGKtuFaEhXmiUAhqSlfWzEvdpk9GLiwfMj+phdpvdnGnXE2DMrPWQmN9Km8TccrBBQ5l670038V9JVhPqKkiyoUV3BU3R+OAiyi6tNBWusvkuXaWZMtj3floHDsNMkJEn45lzSTwZzpQWCaLs08pbw5F3hjveTTf8lHTDTduxamRyLcDPpVuyVCZZeBaPNA1UAtfpzKlmxliIbp/blZJEDNKjvd3xsMQFuknaa/qd9TIx76y07bxO2PnYIUfZNrLm7J6WhVrdTnp/cdhEfAA6GKyu7K0voLtKGCp5KiySyVOhubg1AFNzqnCg7v0gW9jM5h5rPbq75Te+fg0GhP9jAKr6IyLyU970wW/CPf9HgP9WVW9F5F8Fvh34zW+CZ1LVX/YRf/pARPep+a/5Ws/5ocfoGZOpWqsJtIbLFLA330OB6ti2Hpjsxe223lfcFIvC5TZtbHRC8WBUpv74B/jP4BPxnU3p7WKRTQ2nRWMqXby13U7W7RvaYHqP0hzbWfDpfwBNyGraiOuTRJgbgwjLWwPrLpCdlbM8sWl1WB+one/sfdXZaZhbj/fyGXQxXKOCimcyaoK2t+ePDpjv8/Tpoh6hupqPQFzaNowyAV77LKTZC5apc96FugbqavqiqFCqlcDVB1fBQepDqOziwjm61XGsJA9ifZq9VOOWn0ti8CyzaqARLpAiXk+pIo0slUwlS7nAkd4HjLePSNBmAxWtYassqLJVFH1z3CBmqxMNzs165cXk8wDynUdPgfH57JvjYJjco/dS12BtliTku+oqU/ZFahBkYmvntATtHGgKq2BOAIu5oIbFQPhNgruussHo0vn1QP7X2ZpVdRHpvV55H5H149ebTM//NVX9/W7j+/OBfwtLZT8WQ/nXYhnusRFWJd8VLwEVqckgNK4sE6oF0Hx/GYCExctoh910ZXZc/DcdLZCloz0+nZR8594ri6ISjQqJlVk2Ae9KRjiYuE+hLv3O7eLpF5L3nyo+KFCIzgzqvdM4d7Fk2xxq9s1hbkgx3GT0vmNLhiSI1dsP2QJRdM3PeGZr8HcPcnstU75vYyAeK/nlifDqSLjaGfbzw0ryHjDH0QOmaZXGY0FoxFMhjnY8qTOMom0AXZLP0AJioipAOprgRW0gi6EMlio8L4aLrJ1nXiNzTbwcJ25m272e3+15lSrnOXM/DSxrYimJpUbOS+LVsDOg+2q0yHfzU27rxHvrgX1cuVknvjpcM4WVfVi4imdelANfXa/4i3fv8mLe8dXbA6e70YLOTXIkRoNqxx2PF5vjODs+19tD+d7QE2qxys7dpRGmsLVS4t1MjiYLJ2sllkbY+2Wq6vYYjs7wSqgzvbrFRyi+GalXLmqYzrYE4jnQJpMkzDfW/6+Tkh0PvLWYjpdM+NHWZ6Q8B35YRL4H2LkrxT8D/ME3ffCbBM3+0f1DmCDof+Ok+E99acA0At2Cok6mWNSybApFD71hOuh9s06olxK+uhp3L0k6o8+TmA0bF6r1NNNwAYebJJuD671fil76QlItWIXV+p+liMOJdLNwjdn6na2L4no/dbhRpheNeHIrj/fuCIcRWQdTeJpX0i5Tve8oLkj8mp2rv39rO1wyzTjJZRAU2F7b3jBYelI/2mb3tQwzbnhRgDZG2hCYn8aN/rceDErVKX7moGivtfkv9dIWDwhVaI3NmbP3Nc8lcy6JGBqn1b6ksloZ3pqDz+HBFJ4tA+2QpIqwamRpiYgyt8TcLpdEkMZtnbgvo2Wra2ZdE22JyGrZWRuxloIru3eZPgDpfuL9+dbeZ/fss+q2uTZvMbRdZj0kt0oeaTkwv+WqSrvo4HW50CFTQiqse0M/rAfLLosTCMDbIGNDx0ZTYGq0KpTZKrI6WdNVRSgHD+pNXjv2T7w+W4OgX4/ZYfxZ4J/GWoO/600f/CZB88fdWO0XAP+miIzwvnrmU1oajC1hw4y4iauWyU5E8za3L8tsTXF9RhtGtGwUM02GnWwRypPqwSV4oLGhhTElAnFR8mB9wvXKe5oefJYnlyFTG8yagWCwo5YscC5FNiydVIMTbWX9IhuTo2emNYuDnK3/GPYDbUyUQ0JzIMyJ9UmiTIGwtwHQ/DRsQbLsrW+7Xl8ynrJn21Tsub0F4EpOptg+kaLdJssKpw9xjfQeZsvWV65Tok4BzdaHq6Ns7CdRA26L9u/HPqMWQULvK3u2ntVskYOX8LkxjGZOd9jNBJS3dkdOa+at6cToEKDWhMO4cJ8GDuPCXBJPpxOlBYZY2eeFd6cj74x3fHF8wbN4ZPIa9DqeOaSZz+cbxrAyycohzFamS+W2jJQWOC2ZugZaiLQx0AbTPlDPADWJ4TB9+NOHPr3lo17NSG2mkO+yfmHud7hk/lIa5OC6BwrqgHYfqFUX2uiQNPUqpCXvGQ+95WMGdHFXaCHaz9V63kQ1cZQmVHW9Uowg0d4kOnxdF+wjP983vnbAf6yqvxPoSvA7bJbyNdebfCzfgXE2f6tr2H0B+Je/wYN93KW9NIF0bogG+9mMQ7vuLh7lslqfpg6QsmwCunE03neYQRJUzxrCIrSsr/WkenndxWX7dNEa95estfcm26iGg2vWa1I/ljay9UPjfOlv9kFVnSwmRYG6QpnFS/2EtIlyZbJq6STEZB46dRB/fxaULUt7cEzRbXn7rKJPV705b/02yzLiuZmf0mK4zIdc8tcyzOuJNmYLklOk7ILrcbYNcdAVyvNde61N0bJs79fKyOCvDa0E1pAI3htskpidrngMjRCU+2FlKYlzXZkdWrSsJqRxnjOqwuz/LzVYqT71Bi78RHrGnDLPy4GvLlfMKXFfRiKNfVzYh4WzZl6VPS/XPTfLxP0yMi+WaeKKTGhAi14cOGfPKJ0ZFk8dMWDCz3Fu7jjZSLcL4miHeGNATbmfGRsQhXBzJhwu0xgpjnyowQkIXfBDEQ3eI7XNP7iTZcfm1iK0IsgSzO9oCeRbk95rxWyi45lt2Jnvefwg99kJmn8YazV2Hacdxj3/e9/kwW8Cbj+KyJcxFZAfwTQ1f+QbOtTHXj0ANBtYREwjEswT2iwarC8Wpi7SK1tJGN0krEUvaR0/uME16sURMLqobzr5iV+h0zLFYSImAuIZXPVGvIsa99Ks9y27JUWHGbVkQX1To2n2t3RvUKdQIczNFOebZZ0GfbLn60HPhlW8pqu5TenL+yaYeulbdVVwaabiHk4fwiW/OtiHNE60K7fZTULZW4bZPLtMD6intmn1bJZNs7T6ZN4ucM/kg73fuloQFe/9lhIoLUMTTl6/1xqoNXBaE+fFyvP5ZmQZEvWcWMeEroFX1QY1dQ2sa2Qt1gsN0nieDrxadzyfd+zTyrkmbsvIFFfGUNjFla/OVzyf9/z47VPujyPLzUC8S4QFhldOkIgdzuW9QD/ueFaGO9clUOsZx3NBYzBL6VsLlHq9M5IAQAyGxR0jPJk2Smx3IFgPgXVvPZdN5s0rGamXtlQ/b/tmrtGse4MrdIn7nXfq5CU5kL8qdbTwmZqeT6q6Cd+5s+X+TR/8JtPz34iptf8s4Hdjxmr/KaZ+9Kmu7hKZj0q+L8a6uVuQ0qyUHgL6QGU7ndSmgi6sEGdFMSplH/wYON6HKNH9pM8XGbZ8X13p58FHZ1BL29UdhtQzUnF7i953DSuo/+w0xbhcggrNT3b6fbrUneMpXaWoC4hotIwtFiXNSh0NLN2hRHEU9GxlYzx7YPZNI80XY7XNL3tppPfuTAX8PF/Uit59hk4DclwgR8rVYKSCqmbXMF1sIAwrJH7sZmHxMMNChOBtAcOPXpw189E3lXTJ2MDcLqUK1Y14zu6jVNdgmR8QbhItR+IcaKMFhtVZR7IK6xK4K5Z1Ahzywv06cHseGVNlLtHU22NhiJUpFl6cd9wuI7e3O+opEe8S6dY203TvG95w2ZTSzDZci4tVQH0gE4oNx+reTOs0BTtXc6Bmw1vGZpa+dZesZ+7tkjLJBl3bTOY6+qFTfesD0sXJPM03u2lAanDcsX2W6dj7+7J5p9tzm2Tho8bOz1ZP815Evr0TdETk7wROb/rgNynPfwkm+vmnAFT1r7ir26e+zI2yEo/VzKgmezstx80wquzkMpQRLhf0A6k1wYNJYAOsd5va4VY3Clu+rWZHsFRkvGAcu5hCKD6lVqXIxTOd4OV/s6FRl//amDpe+qt48houGWd1/xipalS8tfnUXIingrS2qdHkuxVqtiyja4BqIO5k8ywfbl0YWU2bc7i1VDOem/nFgw2A7o6U9967ANc7BOk0wyzEKVlv7lygjYib+LRo8Jk+xZeWCIsFi366qfCa5iMI5cB2YZW99aKDZ0Blr9SdQZjaroIKaaxWVg7VAiPQsiviN0WHBiEQRuNZqwSz5x0q47ByyAtP8kzy9GeMhSAju7QyhMqUCldp3gZJpykzYyyz0qJ/xs7rHy+tDjN0M2k/8yiPjtAwOmQeLKB3lf0wF9brbALSQDjHTWhYZoVOCiim1K4hEMaL1Uo+WvVTs+FpNV50YPtwrTmcTR0vuolf94z0wb8Ovo/bhvWI67MTNL8b+P0i8lewy/+nAv/omz74TYLm8pAjLiKHb+gw/8b6G+tvrP9/r89I0FTVPy4iPxurngH+vKsevdF6k6D5Az49f+b0o1/N1zGe/6u5BIzet1ZksazLXPuqc8wbcbzQKPN9dcCvZV75vtFioK5CPqpnmgbDMChQtwhW8k0h3S6E02yl7QNVa6kGqUnDRZyjl07N2Ugb+6P1LFC2YUwobP5C3eWRD4HbapLNL6ZnGhqNGRSK9XXtOZx33tzLfVFCNkpfmr3v6e2J6J4w6d4pkq3Z4Oe990jvvGM2Ck/31MOApkBymMz6ZETU9EXL3uh9oXZV/OBtg36Q/t5dODe4XbC9b29ndLHlBSRfsh6DhQkx4hRAe74SEjRhcb46QDwGNJtiVW0RaULNTs88B3RVFrEh0fNYWcbIUhN388ApZk5zZm2BHBpDKhxz5nYZOS4D59NAmyNyDsSznVNh5rVhVu8tS8GFMh5gHdOlTG7RWT0bPCvQyURhGW2oNllrKczNiRTWi6xZLrC4Trgo3lrqDB+3WdkEQlY2vEv0iqpD2nom2vHCLbt7ywO9gsdan6HyHODvwoTQE/DtIoKq/p43eeCbDIJ+qwNAb7DI/BtU9Yc+wcE+6tIevAI2uCiFpEo4j2gKhJq3izbdOZdaBlBIp0pLmTJZearRbGT7JJvQyy4X5HWmiw7JLxJ74j4A6ULHLbvRWrxMr5sLdfRBU9falCKb82IfJnT8YheIrX7BWIllcmvWQ7O+4vw02vELmxSbBgugZSfboMkwqrKJ3rYHF7I0tc/m5v41q12C0HYD65V5ZOtGN01m9TrFzfMn+HS3n1bpbK2F3qONc7VNbWmIZsIatgtTHV863Ok2+U3nh9N9+3spTpXtikiDEN2HPN+Z1qQpzPtm2ZLL9XkpXYRljjxvwv04GNtojkhU6hyZx0yMjZQqN3liXhLLkmi3GZlt4px8spzvL6iHvtKJja1joP7mAznZhm19KGNvXOlQJcA2HOm9RrtPdxmw3y/fpVSDu3WdBDDZQsMm20TdWkjm+Bl92Njvn+/YsLxxZivzTVCFrWXwaOszEjRF5Psxzvmf4YJDV14XS//I9UZILA+SP+QvGETkl6vq7/36D/dxl1Ql3RXzfO6+5/sdbTdSrge6b7cxZhxGUyvxlAjFIB8qQlyC+Z4HgEzLQlgMNzi+NP3K/NV7A3mXAtk6FGHx6XUwcHKncRaEkEG76pFTMzdQvQeCTftTLEi2dBmC1MGzGDHgcjr3SbT7/awWrC9Bj83kLC6QTw2qkqaL3/pwa26DKtFFOSrDK4to8b271612rw4GKZoy89sD68Gm46HELRijENduoQFURzL0/tzSiPEyxEKdMx/E8ad20W+kAnHetMvutQ5PcjVxbZcs6fXzwH+xGdNFfk4e/NPL7dLB8hv+Cjq9RqtQNSJBUa2o9zT74KVvQAYKt4cVB5Fv8Cmx4aINw5zBtDffdcRk+9a9ZZv5aASADROpyUkbvWpxncyRTRi7U243jVe1z7afC90YcCMq+PsP1aoLo126DqwH7ODMs3QyvGZc9DUlr0+89HLefwbWzwX+tq9loPZR6+Ok4Z5gXPAvYgpEP+T//5eA/xX4TATN/PxoFqbn2UrJw0h5OrA8Sc7zFg8kcXtMOUTiWQhzl5LzTMtLZ9SCjk3jV8JcoFSzSZ1GE8gYTY8QsMGJZwebEIPDfUK14Bkc7tOzrl6Oon7XflH2TMIHDJsFRxd92HQYPatolt2lUyPdLxCg7CLpdrWg7rCesjOP8nRfXCBCGV/MFizhA97kuOd1G8J2gVp264H5bFjBfOcjXYnE2QLm+GK1i/K4EtaMFPMV0hg2ptB6MGbLemXveb32LDsI6xPHqjoba3nilr6LUHfN8KYHE/SQ3KxUB8N6RkNK1L3drz0paHUXxwB6XYhj5erqxNPdmdoCpzUjotyfRoZcCEHZ5ZWrYeZUMvOaeAHUNVJycjA/gGsOHDqywQLWQ2X+TmesU0cKBMpoWFrzuQ+byLC9B/vdJt+6tXJsEGTnWXFh4zh3aqYrtLsQt31uVtK3ZI4CW6B1UkcXOLbqgC3AhmqMqh5gH3V9RjJN4H/Hhj+Prtz+/cAL4H8C/knge7BT5Rer6p/5Rl7ssZdUtYC5eDDLibrPF6D1lr1duHmmOu686HvPsoZIfnGyfp7768RTAYH04mgB8zzDaJTBbhW87ZxVDWA+ukugM5G6GEZzu9YOTelMHTsgnxZfqWdy9nv1ING6uIVTQ7tdRnAqZlgt67Pp/UDZmU95ygHWtuH20tlUkuKxoDkQT5Vwd4ZbC5oPvcnrs70p6Fx1IzTLMk21yYLjci2ICtISdRLLnKLz6KdofVURy+63st36eZuxWM/cvIXxfjD+Zhk86AVeE630JBg1MsRGc/3RTcpsy7D08qPjD9Uq4tYuAiAPdbDttktKlKRRYyNERbVRfUKvUSnek6xj7/8YflRUNhRGWO3p6t4DaXWblZ0dqAlWXyqGsAbP5PG+sLj3VSde6Osaqx7wLOu8TNU3bG7H7Ba7AqKjODQ80B7wSijfN0Jxe5Nj20SQH2t9hnqa7wL/p4j8L8Dcb1TVX/gmD/64oPltqvq3A4jI78Ki8t/k5kSfjaVqwWw30a5G6mFgeZaZn5rjYe//hAJxJ6hk4qpbaQRY5hOFeM7IUuziDhBW679xPEGIrwflIVDGizd4cPOxh9mgqJWToUF7IFrcfWH6cOq15YGhW0FosjhuJmiX+7wmO6bqrpYNWRsJkGKiGfH2zLDBT4R0OxNeHZF1b4Oz5y8pP2ka0FvAfOeK5emwcfnXgwkFty3IyVYW4v1eU6c3nGg8u2CxGg1QghgOcTT/7+VppGYxX/p9p54q9aqZWMgglGvnSXtG154WJDbaGgmTZY7D3j7QFBvHDjnCj3EV2FsmOj6ZqSVQ0gCijE9mpmHlrd2Jz+3uAbMDbj4cyrESUJ6OZ54NJ5Zm3HRVYamRu9RYYkaiUnrr5dqOJSSlRBMD1qReklr/uewNi2rDG9tIrYVgjqh9xdk2yeqMMYNmPag2RLY2gH2xdgzNiRQd04kajTc0Md9zX9I/o2hZcMpsVNdydoLCIIQpkP76zTR/0yd58McFza2joapVRH7sMxUwAarthLobKNcj5TozP4nGC7++ZC1x7uWSBboyie3KjQ3jWKdEEPPVkabggx9CRK93tP1g4glvD5RdYLk2HjrYib5cWcnVT6uwrNIAACAASURBVO7iToC6shlnab7wgXsPDyzTrDu1PliDeqjIWK2/Nj9U3rC/9x7oWoTk3GMIxDnRldzbEIkh2MQaEBcdZlkJr+5fF98A9N1ntKuJ+a2R5Wl0X23j2Bc/Vntfnvm6QG63mu2rDw+k9cy+2cY0Wlm67u2i7Jz4ctXQQZGrlZojmiL6ZCUOjRIUCTBdz+RUmdfE1W6m1MD1NJvjZKh81VOYYx4QUeoaGXYrqsLbV0fmkrgVyyjfvjpyNcy8O93zxd0re1y1PsCUCoNPpt4d7nlnuDMvIHVf9Rp5nve8TDtSrNzKDgSuruyySLFxGyfWnJFk5+aqfp7tDMQu6tTFUb1evgRIgOJXmGkTuAhMD5jBNmL7fNkYU5t+axRqtp6wqGkYVL3oLwCU5fJd1skCZ6ca92pmW+0Ro9zDjf5TXqr6w5/k8R8XNP8OEbnx3wWTUbrx31VVn3ySF36UFYT2zlPKs4n5rUzZB+ansglUWG/wYrgWCrRFNlWj0v3BfUARVislLXsqyFIhBnRIlCsr+5cnkXVnrn9p7hNP8wSy5r9lin04AA6Y7wONfsLudcvc6r6hh0rzHlg8rIzTSm2BMkSqdCVle8/gGWuQTYikLrIJO2gURBNhHbf3Fc6rKRal9FrA1Lef2TE+3bM8zeab/ST4BWuZYFfL2Y59skBqF6yJ4Ja9l97hQuWLu+StiGAGeAMsTyzIr+55rlcVGSq7w8w5DLSojFcLQ6rcNwip8WR/Nj/zOPBkPDPXxNVgwPQUGveDYXCKD11CUKZhRQSejGdO0fqSQZR9XrjKC4e08CSeiNLYhUxT4T6Nm4XvIc08jSfWEKmceTnsNrsNgCGWzev87f0REWVKhSiNmzgxZgu+Nz5wytNKGROLZEgKu8oSEy0H69NumaOX53t3A/D2TXcrlWpCw5seAjaJt761Kxzt7b6bWM3eyBA9MHYzv26/0lsf1VskpnnKprz0GEv47JTnIvJ3A78d+FuBAQOI3b9pTPvIoKmq8aP+9kmWiPws4D9/cNO3Ab8BeAb8U8BX/PbvUdU/9HHPpTHSdpmyj6ao48ouXRXcpLO6fqFQVgihl0Zy2fmkBz/ZrG/RA/FcCOdCy5GWLidQqEposjEm4nLxU4kz9Clwt9joDpV16CwR3CmyY+ECJar1CNUYTYvBTE2GbAmvaWz2YVB0yl63sYhzs6k/BqcK9wtR1YQ3zn6A75N30+EiO6ZJNiO30EvwB9dNx5UCG75UKgSMuplmFx12eqdRBR/4nY+XyXjZK21fibtCGgpXkx3fLAO7cWWXV9YSCaFxPZ6Zoim3H/JCDI2rbPcPmL85QE6VEKyveDUuiCjvTveca2atJhv37nRkn2beHe54N98ySOG+jawauasjOTTWFriOZ57GI6tGVo1cJ1OAP9fMndMsc6rE0NjllSSNIVaGZP/GVGgIIRmNMqVGK42WFIaGxGZ92+T/unNqhBa8x7v6+ewuni1jojIDW+88Lu6TPkAZ/bN1+km5tuFmO1Ro3lbxy1ojpmLVqx4uQ6syYdTeR/a7+KwETeDfB34p8PuxSfqvBH7mmz74scWfvuZS1T8P/BygSzL9OPAHMHuLf1dVf+sbP5lY7zGd6iZu2/xEeChz1oHS6d5waqUanm64M1hGG2Szk9AkGw2NBnJaSA6c12DTnDoFgqtng8N7sEyqi8xqCBv+TeoFH9eDage9d1UciFvTvrREXQKdM51vgxm9iXGzjTffVXOsd5bOjXxrqkSikF6dkZsjTMNHBkxKIdyaGlbKEVmTa3kaJKmMznPvajnq3HCHAhm32sDyIbFN80NRmrLJl4UV7485dMpB7UUiJSl1ibwClpMZf92Kcs6Z890AAl8OypALx/PAacosa+J+MU/0GBrP76wpuJwyIappRdawle9ri7w6Wg0cQ+OQR0ozq98slbtqQfMnTk8ZQrWss44c68CsmarCXz6+zbkkXs47XtzvSLFxdzsZvrMFYmjk0Hhxv2M5Zc5DpjWh3WZQ4VwCnCPxNtBGQYdAvDOlKtzSGS7gcw1y8bEafI71wB6jn//2ffmEvWKq8C6CXM9uGTzETbwlun9WB7SH9QJ16xC3117jMddnJ2iiqn9BRKKqVuB3i8ifBv6VN3nsX/Og+b7184D/W1V/tEvPfz1Lg7C8PbEeImUfKKPtsmVnu6dNaS+iFi1bj9EyvQtEqE+lbYrY/YOCBcoUEVU0mVZlHW1K3uXggG1I0qXPeikVKmacNXQ8B5s8XBcG3njBUR2wLNtx96FPn6T33L+rJOFTWhs8BSBtohhhyYgcTGJsWT9os7sbIe+3DaJeZcoubhhCqWaTsfrn2XUhe4lYJ98ANDzQbgyUnXofzgQ7WjKP9Trac1gZ75nm2AhjJaTGNKy0Glir+XIPubAkOz1zqkS5WM02FVaffNdqxmaA2TIrqAsNR79/t6foty/VhjtzS8ZuciHipUZKCxQNpFA5pmETJS4PPOJFrAUgUYmxZ5iFHCr3aaDmwDSu1CYcxwQCw35lAeoaNs+e2rLBsA4XdPxaExqUerAeqEYTBm6D0lW1lqddpd0hVn4+atfSdKJE2zV0FdMmVaDIBbWQvfftff+tOsJ7rMJmEPdo6xGCpoh8CwZC/7w/4/ep6m8TkbexCvZbgb8EfIeqvviIpzmKyAD8GRH5LdiQ+43T6k87aP5S4Pc9+P+vFZFfCfwJ4F/8sDctIt+FOckx7p7ZRe5yWdUv8j5gACA32HB6F68eK0mClS8DNvEMxnqxuUCCMBH2PgR4ZmfUemVQpuIiGIAFjixeQummlt5N1qRa+WwsETaIhzxogPRAqNEhIAE/84OrL/kdAxuH4QIo3w4DWZSwtu2+cvpgwATQXaYNaetbLU+zm7AF1j2b8HKdMF3QwEVWr0OGHlRw/X0+FNutwYc+vomZ/xG0pLSriuwKV9dncqp87nDHi1S5iRPvXN+zz8sWJL9wdcOUCu/lPdfDzO0ycsgLDQuCHaR+ypnkpmdvHY7kUPnW6+eUFsmhUlvgi1ev2MWVzw83fHF8wSQrt23i2AaSVLI05pZ4e7jnpw/POfsQKKKsGtinlRzqpSUQKp8/3DLFwhALqsJNmrgaZ+tJF0MAXO1m7gSWJsSxksfCXAJNgN0lxWtuctbV1WtxUHxul0HN0NDFJvRdfrB/vi2z9UjbdYUipKfz5mO04t/f0CBa26nu/Jzr5bnjOh8ynT7x0kfLXgsWG/6UCwf9SRH5IeBXAX9YVb9XRH49ps7+6z7iOX4FdiX9WuCfx6zD/+E3PYBPLWh6pP+FXFLi/wD4zdju8Zsx6+Bf/f7Hqer3Ad8HcP3Wt2ioVgamGcMq9pLGd0nVsGVH8iDAbNYKnu11PrA5WZrUWamRXG3q3EHd6WiTd9R80AFTChLb8fN9zwLs9dPRRJHT0TBwXegXTCg5lAeYPd/Yq3vkAMgipJMw2KDX3t9qlLe4qBluzUo8VkIxvc1wPyPn1foQ77fZbQrTQJsyNH0w5Xa1nEFIyRTw22r9TfEMJaxmKYyyaYEOt4ZG0ATjTXP6Y2OtYYNPhWpCzxp6K8KCgdbAUiK1CffDYJleMbB5DI1SI60J96ttWHNN5Grl9tLilv31AVBtVpKrB9KqwcpwLhYXffXss7nlRdNA00AIhSAWeM14zXaruSVONXMsmeM6EGvjNGdqCuazniKpZG7midNsgXYtkeWYkaDcAct9hqO1BeYS4N7sfluIdPJ5PNp0vYZAPJlkW8umCRqc4luX4PJ/bq/h9iYEts0NrCcuzR4LGMspANGy5A0vGzvO1R+XzBX0kVuaj5Jpuq33T/jvtyLy5zACzi/CnG8B/hPgj/DRQfMXq+pvA87Avw4gIv8c8Nve5Bg+zUzzHwT+lKr+JED/CSAivxP4r7/mM6j7ca/BuLZVNt3KntFtQ8kOBo6Xfxsfu/sEjXKh9WVBpoCs5nGjWQy/ATZdd/HW7bk9U6xZDL8pHoyHB8DlxQzQqnuQh4UHTBuv9oNhM6VYEN0uDL+vBUsX21iMFhnP9eJLfjcb3RM+MCXXXSYcF3Swqe1mseBrM3tzVftQlTpecJlhNV8jUdsU8n0zaubZsu/peTEx6LkiJft79z5zR9gUy6KlmudPexDw3k9qC26NK6Kk0BhjYe8Wvk+GmcWHO+eS/XQQhlyoLTCllRQau7jSEPbJEHSHuHBIM2+ne96JBuyvGphk5e1hYh8WVo08TUc+l265rROVwJNsWKAh2vDn4kh5aRksahtAU+uprsXEQlSFskR0DcQ10IK1EtLZHAJwUWAwpXdx99F0FOIJ56qLGQMmGyKG2frD6diHiZdzsLmx32v4IVEbkiULmD3AGong9WrFzvHH72u+IY3yXRH5Ew/+/32eKH3w+US+FZOt/GPA5z2gAnwJK98/av3jfDBA/qoPue1D16cZNH8ZD0pzEfnCgzf9SzCq08evBvlm3TI7oxcaUyWsndN8CVDDLZstbpxNT9LENcREho9tu8jz0YJSvi/Iav2leFyR4qNGTRu4Pd+t5k0hht2U4jYZcilhexkV18vJKGo9z+pWr8GrNBm8n6RdSMEGSUbvVC/3G+nYiOfi789tdovBpN5vUaFTsqB/XtAxmy7ncbEIDe5BA9SBcoikYzUKpRi4vQe8rkReJmcZ3fd63O2NmxLOKzG5+ImkTc0orNbSsN5ZoBRhqQJBea8J65zQ+8TLEjhOA+d7E1b5SYWbceJ4HridRpY1cVwHSg2k2Hh5by2H+ZQ5pWxK7T4IAutHvnc8EEQpGrjKC6VFjs0y2BflQFXhS+cnHNLC2iJP0p65ZW7rRNHI/3P/DseSee944OX9DhE1pfiUKTUQg/Vcb2926BJZcjXHylcmX9XGSDwG8p0pVWlS8q2Ji6w1bK2e4dYCYynmDplOlx58Olk/uA2yuQmksw/g3B3A/nnVouaYWhggWGaZbiIt26aeboO7lLrql7+2NHvtfP/1X9Qft94wCH9VVX/u13wukSvgvwC+W1VvHs5EHkpZvu8xvwz4x4C/WUR+8MGfngDP3+jo+JSCpmty/gLMCa6v3yIiPwe7dP/S+/72oUuTsDyzaXYvjzsmc6OW6SVwbSZer6kPORTGvYHqaMOVpQrpHAhLckql0GXnpCg5yZappZcnD1yJdLcitQGTTeVnGwSlY6UOgXSsXgZlNFivM5RAcGHgbdDi2Mg4WzaR702NIiym5J6OzXywm1rAfHU0wZKUPujpk+IGLVLdU56Zz1DKwewzgLpPyGpcdRUgXDJk9Wl/rLxOfYziQs/OJDkFdGcn7+rc/+WJ9XsRNkhY772pl4m4IIaI2kegJuLbBXOrUx5rs+xtKZHjkllLJAZlPrsA8pzQZiIbpQZCUEoLW2neVCgtsNTI3BJHn3wca6a0yN3qeE/HY+7iwk2xoHm3DtyvA+c1UVzHgMUcL0uJNA+aWs1qmGg/xW1PUN3OR+QiprFJCPahog9y6uitG+xc6KLVLRu+VQa5DBxXH7RF7236ELQNasiH3JBoItYtB6OlRqWu1mqqe+ufhrXjPA3p8KjrEcHtIpKxgPl7VfW/9Jt/side7mP25Q956P+IlfbvYu2/vm6B/+1NX/9TCZqqeg+8877bfsXX/TzBgNNlZ1f3erChQzlcWBZ2AngvTTxAXrH5o1jj3IPBEFiufVLMRY4r7iwot2yq2/FcWQ+R6EOUsEy0IVCngLREvC/eCnCJtqKE2UroeCy0XSJ2haQHVERRU6AR2Kxe8TLJDMm6v7kFTKlmfhZuzxYwQ/ygp09t6JSpOyvJ4xApu8i6D6gkxC1xy96y5NVN2qSJZ8eOKnjQF+740rg0Ew7Z+r2VlsOmsNMpeR3JUHYeAAYDXLd9Je3Mq+FqNzOnxFGFab/wdH/mJVBr4On+zPV4ZoiVwzBzWgcOw+xeP0oI9lme8sA4FGozJlCSxk8/vKKpMCWrYX/q7oZdXPm23Vf4XLqlauCr5ZqKMIbCk3Ri1sxVPPOF/JLn9cDaElWFu3UyLrq3Eo4lkMbCfreQQ6UhJiMXAnGoFEk2xImmJK+LuF0vaPAhDjY8DOsFp9kHf73nuCE1ensp0PVC7DFuubG5UE7+mlcVLUK+WoipIcBZIOSKBKXqYIPAQ0FX25B0MLZSechCe6z1ONNzAf4j4M+p6r/z4E8/iJXd3+s//6sPvLzqjwI/KiI/HzipahORnwn8bMzO943Wpz09/0SrCwts/ubBvuiWLj3MkCyD63YPHZDdKWh9SthViB4Ojfrv0H9X8MEQYv1LsGBbh+DCsSaVtl5F1r2Yt7g43lEBEco+sh66cZgNUtrgfcxkzAx9+M34cYViosFmrqbIWl8PmO8f+tQGOZny0xQNfuTZcRcu6bRHXcT0Rd0lMt+3TddxG2qdlPGV8fM1CflmJd7NhGUEEfLzI5ojMq/AgbKLaEjUpbOErAwsezbdyBrsszzmgVoDukTWHDmtiVICrVpmuPrgp0/KU2jU1sixMvgk+xwsgDaNlm0SWJoNec4lkUKzLPJDNM8iSgqVHCpBlTGsZKlMUmgSNvhSQzbBD9R6smuJtGAZcVsDukaKCroEA4kHsUzuZI6PJvFmJXDfvDs5YrgxqmNYTO+y345Y+dwl4uLZHjvcXDZdTaZcaDYcPsRrUMZES5Zt6hJcjkSR2Xqp7RyRVUxztFlWnO5NtPqxlvBoPdK/D5t+/1kR6cJB34MFyx8Qke8EfhRz0f2o9UeBv19E3sJcKP84Znfxy9/kAL6pgyZc+oKyNoZgJwzh0iPqTXKpBm6PLpgRVit7+yDGQObq+pCXoYhUZ9oUJd/MpCiE4wLNfXOA/OJE3A9WPpdGWJpLqgW3UfXAJHaCx6UR1ugSa808q+VybC0KzXufBsJv5LuKNLWSHO9h3pxM4en9AdOB6wwD7WqkDZE29IGOKSdp9zRfvcUApNvFIFjZAqImgWg4S1NgsoxZc6Cm6BuTC3LkQPDXSnBhUDm8KjR12JSAc6XRQHUc5FlAixBvE2sVbkugHjNShBuF85xZ5sRpypQH5XmKjePJyux6zCxDRh3cDmxB9uY0IaKsNRpcSYUX+cCqkeerUWi+cr7iST7TEHZx5dWw5+W641QHfuz+KbfzxM1x4nw72iZ2k2hD5H4Nrr8pcJM9aJlh3nDjJIss5Ds754ojCfI9m1naxi6bXd3J0QpdQX1jcHrg0WjtaI0Phom+dyK9lDffqjUlarZWSDh5+0CUcLaSnGAkiq7k3gWOHxVyBBtS45MsVf0f+Ojewc9700Nxl93vBH6Hqv6WBwH4a65v6qDZEpzfNtB5XI2q17LxwquJ2my9nn4CtMXKcymXv5e9ncRxlguH3ANrKMFl15Sw2MXZA8027m2NcFyIowfCO1Obkpq28jvduSrPiyNtzAZjqmpanToSl7jxxjWErTWQT2oDFw+WNOurhpvTh2eY3Zc8Z9qTnWExU/cjB0iOazV9yTR6tpwDLVmro7N/WhTW3QXMb8pHkbqLrsgeKTKyXNtp1M6RckimJv8sUweYn9pkPVTZKJR1hPVKaZNRKVHIk4HbWxFkqOSpmFDwGjcztKZCTsbYCeEytd56/kFNwk2UIVVCaFwNM0F062teDzP7tPIknblKZ9aWONWBijCEyhgLVcUxm5XgrKIUmk3NQx8rd0Fge82QmqEBolomNzTDRm4Act3U5C8KRlZVlP1lc1+dVNClA6XA8tQrp2AtjvXanqvbQUsRqt+/f8YaXTlqFbgqpNwIsbEyEMaCBKhq0C+uCiyBhUgb1bCiMW5KYI+yHrGn+QhLROTvwTLL7/Tb3pg2/k0dNIGLs6NaBtXSA+ktvKcpeIkriPOewyqUcukBSbXdvRx8QFGMGhidiROKILV/XNM26Hi45rcHQlVyDqzXieU6bILB0jxLS4F2GKhjJJ4rbUwWhAbb6c2hUTbNxE6pI1hpvcGKPirD1GYZ5pMdbcpmlbC3VoEGyBIu+oyDX4ngZXmg7P3/p0aXHQtVXZOzuSOiZTDpdkVaIw+mptTdLKU6ldL7oQTbX7q+acugGXRsSG6gwjAYVGheImkqHKbFsJZJ2U0Lb+1OpNi4HmbOJfN0OnG/DuRQuRksCt2lxmFaKDVsIho/dXcLsIl7fH664SotfOv0Vd6Jdywa2Uc77n1ceSff0jQwhpXPpVuepmvmZlTKKRaCGG2ylsBahDBVht264UqXsdkAKDXUBX81WY+xy7qpvK9U1Uum2dtC3R1yIw3g7aVsg5/oELTgFUnts5sOI8oKQzMkyFjI2bjytQSGsbjDZrTsfqjWWx0COth3ojE8btDk0crzx1jfjeHD/4Cq/h8i8m3Af/+mD/7mDppqfTaNBn8xxR3o9MLXuuVYeS7Npu7S7UoDZnlx9r7nCvo+vKcJZKiLYyjxXKhjgPGhmoVsfU7ZmflZmQQZsYAcEnHtQxfL9mx63qi5l78PIErh8vpxMauOsNQLrCilDzJ9WrWAeT3RhuSKRNHL636cvTTu79cHZcWM56TZdH54uSC1Ecq46Tim+5X00loRmiLx1cmopjFYqV+aBcxTIR1tYpHGB6VmteMoq/U3S4m02cgHR8w7Qm4TaxFeqVDnhK7CnUyoCuclW8ByONFcEkOsm495WRInUUqJ3DgzaEqFpsLNPG34ylOduYpnmgrHNvLl9QmBxst1R+/4jSGTpfJiPXBXR14ue17NEzenieWY0RoIx4hWYa5i5XkNyF00MH8MxJNrBrhXfb5xiJB7io+v1L+Hhz1NI0HU0YgD3T4DuZy/cHmO3mJ6aKsSZidqqLVC1jBQcmPJjXpMzN3C9y4RjDBnhnHHQFPMGvne4EiPfb1+FpZLw/3wg///ReCffdPHf3MHzQBlb0FxmzbjO7D3JOvMhbPt4sAbyLZTu/pUsoODPRvq5mNx6Y+zbDHcz2QR6s4+vnS/Iu6A2aINVEJVVJJnqQ4tWtW9yrEgdDT1eA1CnQ2O1FLYSuNQlXzXGF6tpPeOSGuWYX5YwHyQYWqOEIQ6JYMDDTbFlspm1FZHGzhIu2wq5i2DaXD6YE3cYdJU6SM6ZsphoI6BQXegML8z2kW9i6xXiXiKZjcyCOvBLvjoyj0PWSa9F0cVWjGBkrAKEoK5SM6BMAdqUk5BKXPkqFDWaODxNRJTYz27UtMx04oxYO68fH+ZdwRRjksmBuV52HFOiUOaObfM3BJfnq8JKM/nPfOYaAhDKJzawFfmK45l4Ev319ydR+7vR/Q+I6uQ7gK12vBEo0IR4jH4xmybsjF67PyKzt6RzIaQ6FPx3rPsCvktu2maWjXUP7deuof84JxuXvK3iyKSTdnNpK7jmVTZJuLGDlIUMdiXqy21pOjYLCl4ZNjRp51pisi/p6rfLSJ/kA8J4Y+h3P6ZXxpgfuIZ3mA9s01/0Htwpqvp/S8fhixPrdzUKNSdUielpUBcYH3SnNMbvCTHrXOtPA+eLdYpbjJyogPxVKhDMJWk+VLadsveOJvFRrifbXJ6FNKrM9Rq02eFeKrovoOU1QdWiikXKcwfAis67C9DH+9h4ra6ZW9T/Q77sYN1LvgmQOsXhrAJlwR/z1Q1B8rQwemKHDLlKjqPP6DRnt+A+WaYphJZD0ZFXa+8XzxeLEDqCPXQTIjXxZaH6wVVWGVAhsb++sw8Z+qcGA4LT/cn7vPAYVw4r5mraeZ+HsipcnLI0Vlg2i3UFnjrcEJE+WlXNyRp3IwjAeXt8cghzXzb7is8i0fOLTN6Q3EXVz433FIJRBrv5juSVE41s7RI9Ne5LTYlr821KsdqthslWo8QL5El2Gc8XGBazXuYZlfc7S64eEepfWbdHwqxv2+C1QeHazlNOLiOatfQrDsrzVtSuKqUYp/tNK4MuXCbJ/a7hSDKS0CbMB0WliVRwkDYFfJQWQTa6ZHVIT/9TPP7/eebK6l9yPqmDpp9l37t/w++mE0AwyFnDxVeemBooxrYd1GqyAb81QwtGBe7W8aUnfc5PSD1/h8ihCkyv5U2iE4dhPmZ/T3OSh7Een8NliedYmgsmvmtvJXN5WDK831wlWZB50DbZcLpDOf5g1zycbSAOSbr8Y7RNEaHLpgh2/DBhGg7OB2knwEeMLv/ugrEqmhxiNUsDC8XwmweQzTIL8/Uw0A6BuLaCHMlLmGjYraH0K2eVfbvq/mXpY4J1ctxiJj/T4yNFm0AM6RK1cJuWIlBeTadiE6t7JAjgKtpobTAYeh9SgsQS4sMofIsn3iSTnwu3fIsHrmpE0cXH440fspgutuRxueS9UNvw8TLYU9pgXlNHIeBiiEEJNmARToRoFMS9eLXQ59ud5qqM3eiV0EtsZXCnf8vLl9orSe8FWX3DTFsEoPRld6DA903XG3govLuClHRqZQdU4pgE3XPyvH7qbJlp4+2HlZ4n9JS1T/pP39YRD7nv3/l4x/1wfXNHTQdRxmq9TTNMlUdmI0HUNm45vEEHaTehYENGtNM5LeBrP7TNSODYzhNCMRELdKxIJo2gYMN4L12MzDZgkOLQBZkBxAIc0KzWAboQHlRaH6xGUOoX1wGSYp3q8GcHgbM98OKsmUFbbAMuOt19gmtRtisMh7AVzalJue16wLp1AyDOVdithK9DZFwtuOIU3b5PH+T0cQtTEk+XID71fUAqveP/aUMFyvU1ab6UqAwWqC+jQbjcZyjzIFTCXylBcoSOU3W11xq5DRnxqEwLw5bujcf81oCpRqms4t4nNaBFCvHknkynAmiPE1H7urEXzk/I4XKq3XHsQ0WXGjctokvzU+5KRM/dv+UF6c9N3cT9WaAxTzQ6xpogykZySrkG+vREly/9chmzzu+su+0eDUxvWzO6rn48aSj+qZ78U+PTg4Q1wQwg7YHcCO9wJMIoIurI2E9y0VGyhqZx2L9WLDP5miydeeg1FMinKJN/6t9MWZYrQAAIABJREFU7h1w/xjrEXGan2iJyG/C1I2sUy9SgN+uqv/Gmz7HN3XQ1GjlN43NWEqqbP47Ui9MiYc69HV3USeou0br/69C21ckNaokaFwocwqre32nMW70N+gUQwucliUosULYWyDvgTCsJtumwRTr8u16ydyA/OJM3Wc0DMiqhKoMz88GL7q5vQTMyWvt3US7mgyHmYMNffbRHStlU0vvMJ++yh7qoJZN9B5jc4yreC+zZUq5nB5ttKAYdwPndwfbHHKg7CLzM3efXAxiFFfzFqoZlmd2sUSXmUMN2VAn04jUpLZRjQ1B7bPIjZBskENVCEoMjRoufPLmAXEtcYMTdY9ykZ49map7Cg1VEyweYiVJYworESW8r2aMogbFIbK2xKpxEyyu3Su9Z03KJRKEPr4GnLLbSTV9CGfaqWYVEoNVLmUUyoFNc7VmYbl22JAjQ7oxWl1MWq/bV3SxbbzvaYpZVlm13GBfaSWQdv8fe28TK8uWpQd9a+29IyIzzzn3vqruqu7GNpYlM0ICJMPETBiAGDBhaAkzQKKZMOBngjwB4SlgMbJoBEJIwAg8QQhhMUFMEAYhgWRG4AGW21Xv1bvnJzMjYv8sBt/aEXnue9X1qt7pfnVLb0vnnnsy8+TJjIxYe/18PwXTYcU0ZLwAeDgwPf1ZDoAY7k4zrnHAqsBwXJFSxRnU/nzT9avZjL/ZEpF/AwTH/+Nm9v/6bX8OwF8XkX/dzP7aN3meTzpoAtgwhRvV7+aE7ortGAEU7sTSOF2E9gxSvH/H6XUrhPcwi92zTi0uyeZuiwHA5tezNALDFaRRzpwid6m5sLqABxVyEeYKq67QdF4QVcnWeZ6pf9l57qvb7N4GzPcPaMcBes3sIR4iLCrg/ueb0Zk5xOV28FJvdvuPkojt2N3qc0bZFI3ySQFEtKuwV5oEkIjahz2+OZQjYAszpe7fbm0HXZNPzq8uuCxFiCcUB1ub+8ovyuwHwBIS2hJxLQoripoD6hywBttk1XD2yXATvICHMWlFDA1LiQS3t4CXOGDUgkNYca0D/t71ASqGx2XCWjkIAjhE+sn1HpeS8PnLHS6XEeUcEV8CdBEXtFDI6MF/lQ2RIRGbjJ85Q21rUfh5279auMnCvX3SN5heLVgwBGU7qR08aApQMnvvFCkGoU392mgUk26FYP81R5QcsA6Bp1jjiUB2E161tsT1AN5y/Rpkmn8ZwD9tZp/3G8zs/xGRfwFkBv3mB01T7rzdN6cD0k29rP5IoJdUlT5ddIXxwSj4CpApcagIQ0V1+a5SxX3TgZx5EuoaaQfR/YRGgdiAcgxY72hDq9mcCy+o3rQPKwODeIBDA7OCMTKYBqV1QaEdb3iZgQ9Pe8B8uEe9P6DeJciJDKT1PS2FpZGOud7p1sMtRw5f2gDkB4o3tEE47Bo6ncQDv6vj9NZAf28hG5V1Ysd1BpSJgzFAPWjCsx0fYgwd7+riEoUDjk4ysB5Agb3/mZXg9MKMsWRS/CQDoh5Es8BEgayoYsASYKlt/bdQgVo9UDgjaCkRDXWzv8g1QGGbIvtzGfGSB6gYlhqddilUb5eGcx5wyQOWHFGXAJkDwszgGK5eKvtArYurdBX1OLsTql9l3WNcfYN+ZV9x087Ze+9wXjlxnlWANjbIUIEogBpqSbBqVC5S4XcD0CXgiv9N5+h3pXkRQGODquHgxIEyVExjxpQKcg4o4Q2j3EdB+Tta6TZg9mVmP3URkG+0PumgiWAo981xkLIHTaelhcTJYz0yE0Bz2M1dhaSGEgJwrEinjJICrCoOdwsOY9640GuV7SrnSU5IUFgYFAFeNGENjrcEADKIAOxKQT2riF0GjhNxUyUGcynAdQZCQHhZIOf59ZT8/QPa3YT82UiPopWZ7PIQvLdFe9zNQ9s3lDpy8NUOle2HQWB3hXYL5hMDwDM8uJmXbEZuDJosIctIrdDlPUvv3ntbH/bgt977pPxE/Gx7l2FFYUk3LrQpyJgJBlFDiQE4Ff7fy049sG1RTWBjQxwr8YShsWUYG5WF1LZrkYOtBkQCugXAaVxxTCsWJyac0oooDe/TZdPEfIqcktWmOEbKxnFwVOj94xqaUKOCelSIi2QQ4kP7ZbG9HdIiIBnMBt3oTF3MOd/xPnMkQ37AFlA0O+JjapDVtQgeCnnjWRFOGYfjiloVITRclD1IHSraGqCJKk8aDGkoyGPE8bjgs9MFYyh4jAf8+PTsLQsgqOF3757wNI74Ip7w26cXPAwLgjI7f8v1XQ+CAKy/4n2v1icdNEUZDCSToUFsIUvSAOxq1s7CYOnCHRpqfJD6lDZRcSaGhjEWTr/XRHZEJDuipT3jEgeiAz1z3aelt3jRV1xhL9fjzCSzjsFpkX42TSMwf03A/Owd6sOE/G7E8j6iTMKhTQTWe5+CugJ8PWIb+NRxV7zB0GCF8jg6VMSxYl3rrnCvgE6ytTl6Ntgy33c+cRNiv/ImC0qk9dGbSOhjvgjqiUEmHApaUTSLG5bRFJDUyAdQguOlB8DbNlpvtVQKXlgWTswWiv3qrBwW+cPDIiijEwhygKphrQEpBFcmElwlQWH4kI9QabiUEY8rg+Y1JxzSgdJxnnV+mA+Uo1sSbAnQRVl2L3vbpkEAz/C2ElT51Rz3S+IDNsiVOCSuHHclLoCbV1eAEre0iKeMmCpKDjgeVnx2umxmbmaUpkupYo2R57IJVIzU00bq6S0VdAgVgxYM7qZ5jOTiz0PCw7DgIV3xMg64hm+cfH2j9WsQNG9tyW+XAJi+5vavXZ920BQjDS8YQc0CSlsF9iZbEpRTg915M8944cVjQUgVqwnilHGcVswasUrElDLuhmWzTFhi8kyCuph1BOqye0gD4HAjYCt1++S7K6DH2VAbNsV1zVRc16VunuSbWhHwFRxm7cOeLtUGvp0a5LXq9k3J24OeeLW2cfeUyWVQHjdLe0bcVeY7g8cEEA+OddrLyK6H2Tyrt8i+ovmI1ILAYoNEQ0oVLTZ640RSDDUY0khKYgwNlzTg7jQjqOGD/437+yvmNWFRIAwVd3dXXIYRooacImKqyBj6IQcA1KAIxwxR4P6OUnI/Pj3jYZgx14TimaSK4c8cfoYgbdPUbCZ4yiN+5/CEuSbMNeH9cNmM2FQNz2KoQ0Qxl9lbgfU9cb2Ymg/LnL89NLQQKDJ8zxK5M3vyO/YkTR0nfNe2zbVlVgJhrGghQEPD8bAihIZFDKdxxbthxtoCojS8DCOyl9hBG6ZUtgzyNCx4jhWfHS740fRCeJZW/N70iDEUzDVBxfCj8RmnwMD5w+GMHwxnrC3iaf3GceQXL47s3+75fpWX8Ea25J900DQTWFaI97EE4BQYtg1wpHiG4l5BulI5u1UBrgGlAefYUFb2rJ69VDsvA7URr5E4xCutB8LMwBcvbfNiAeDeQEzRtBiGx+wK7gHx2lAO+vWK64urFZUChK8C1+00caIsAkt7UAOwwas6VKmOVEcKmecoXQlly777sKcOAYsBtgSExQH6t9J5/tXPjk0ot5ecAJWbbiNWH8R5C0QqhYRrVcqNNWf9mMCMZAJz4V4YhxFmDndRQy4BJQdYFjQVDjHWABFDW9hKEQdfb0r4WVBThATDdXD/njSSEVTofb469eY+3lHJvQU85RGlKR7nA6I0zDViqXG7rTahH9AamNm6Aj3ZU/6Z3ByOLaO6mahb555Lr3r23iX0Jpg4OF5DQ/PWiQjRAx05oGIUIXHvo9oorlybbqLL1QyxRsw5YkkUXJ5rwuMy4fN4wimueFoJqXhIB1zKiOd1xBSYgb9k9nrfcv0aDILeZH3aQbMKwhPtFOJFtgmlBQ8kF/aZuhI31dUFWSMsGsJZ0bJgUQCLAqtiFkNrgjxHtDUgvARqC15oRTC8GMbHinBtGyMIANLjykZ8ZD9TctvEg4mjc9GLqwfMajdc8q8JmNMI1Ao5z4i5MkuxI6QNqIMgPdPrvSeQ5MVTAb6LP1ggvIeDHNkwk1kjWlaEl4D04pmr2x10/v1m1tVcRTzv1htUh+L0uJvEAY5UMAdetwAosJrbjVwDA4fHkXVViAJrbMAccO4X1AvL+FkMbYnQbkQWGCwlGCQrDA3a+6O9H9gHSgXIS0QtDJrFCEqvpsjO7HkuFBReW8A1JzQw8Mw1IjeW88XU7YLdJrhSQk1X4izDDMREE7yKAF2pQdm8jdDPG6IYBPGlBw72xdMzq5b1JgEKs6DUhOIYVQjwZMIe7hqwrm417IOul+cJrQTMqaLlgGuq2zG+jAPWOVIIpUYEbXi80BJgjAU/fbnjcRPDJQ/48nwguqAM+Px8wmV926D5azAIepP1XbpR/h1QZr4CKGb2F35J72J/Ig8OvX/ZWD723b6cDHVq3vdzXu+xQrykb4eKOBZUPxRxoiJMdXC0RQ5ceoO/jII4qCuRe7BY6QFTR6q340pPoS6pRpMyEKg+1z1gvsw0QRP9KjWy1q3HCSRIqQiXjDpFSAbipaAeAiXlmjtmGjZh4+ZwITSwdyvMdqx5tqO29XsBbILDt1YhfU7UoUhhJZCfCAKfDKf+N/lzHbFnml1HVPn3LN5MdgdiMUNsyADGKUPEcMkBog2H04o1NWRJiJOX53FECA15jIhDwRIH9kF9el6mAL3LEC/vk1b86PSCu7RuWdNdWhG14s+ffoIkFXNLGJRycx+GA358eGaWaYrfGs44xoy5RPw03OExTlhTQm5ERMQkyPcNNhgwVrTI7Lgltj1qcQzlyPcfE7Pv7kLah4NQbKwzntO2fTOHaZln69Yzy6oQAVECtv+eBj6RBsM0siy4nxa8n64YlEOiz/z/TyOrqgeXz7vmhClmHGPGECtyeztBTcH3meZbrX/qIwjAv4Vv7l3s/TW/um0PAC3tjon12NxXGmhFIatAxwoNhroqJLHvZk3QGk+2FCtyDGhFGWjcgqD7t5RJEFQ3RkwL2DCNnWuu14I4Bc8oCt0fu1rR0i0qCrGeXxcwU0I7jcBpRD3SCK3cJawPYfs79aCkdmYGtK74bo29sy4C0R/fFZQg5l5JtqsfAajZcZm3F7QH0+q88TA4n9wHGb3fac6g6lqkbSL/WSemvU0C+8/g5HuYClKsmFLGOQ34wd3FvX2YCb4/XvESBpwNOEwZ7w4zzAQxNJzBgV1OrycLFg3RrRwOKWOKGT8YL7hPMwadUExxHxeoNNyFGZNkHDXiKU1YWsRcE07OZ9QWMIaCKWRCj9KKZaAi/HIIaKoootyAh4bhkJFTRKkAvMeZhbTWemL/ePWJZLmvvqkorSUe6t6XHhTtvkKngpYiIIbpznuaS8TxsOIHx8vmwJkLW03jWFCqYhryhk+9Gxecw4gfHs74wXhB1IrSFO+HCw4h4ymP9IgfLhi0YCkR78cZPxzOmB3X+mbLdrvoT31910Hz4/XLeBcDTRBfGBnCgs3igpYALHWgFFag1YJAZ0FRoAZDeApog2Imeho6K1aj3WqbIzAr4lPA8MxSLD1TFHh8qlDXlQQYJNPProAIwjUhXDL0wxlihnJKiOe8YTFfDX0+LskPBwbMGCnvNvrHI4JuH9wdKzUzew6j0jfoWpEGBr0422a7YbGX0PuQCgiolfJf8bIfzvjij7IbfKF3INoNbzqsLA+0AublfHf83DNQgUSgJr4HXdR7szz2iwlyZJm5rhHPcYSZYL0khNTwHEdc5wHlmnAFoDrhch2gwZCvESWS+gdgs7+VVbEKnRcfteGaEoZQcakDntYRuQa8eFZFcHtGsYCfLPdYW8QXV+K1LiVtpfnn8wmlqfuZD8hzhFwD2xiLoCUq2GeNdJ8sbk2sxI2GVWADlZDEBWDoB8Vsk+r5smWLsgqwKFoIwMqDn9eIFivKEjEHwzmNWGugwMkcaebWFM3xqR2Ynhuppp17r2L4/HLC2gKOMeMn5zvUtuNZf/pyh6VGzFPETy93eJm/L8+/bn2XQdMA/A9utfkfubfxL/QuFpHfB/D7ABDff4boNqNhZtZDZaHuGc4TVPM+BNLMgQGKe04LUFeFLvSSbquiaQBmypKFBdCFwSBdO/e8OuOn9/IKZC6woyu7lwakSLZOUPLCu2vk87wLCH+cYTbb9TDHuGWnuhSEZ2pXSh4YGH92ho0J0qbtMRBBWGmQRnFmMne67xDACzUmAGDAvA2a6cLjh8b32mXygmt9xjOQLrSLbQkYHm0LyGK0b5DqFjzm6AIhL1sXEgloR2toEmCJm1RdFesQSVGsgiYsP1vVrSQlRZL9NwmGkCqphwLqeYKDQYlM2YLuQ5Nmsim8R22I0jBqwaQZuTUMSmrlJSVMIW+/c584dV9bwHkdEUNFDQHV2xyvGDMdvN0EAjfKK+wv6yKAi3JIBdpFNy1Mwth0k+jj50HJuXDlbVUTSmCwXoviy0bevpnAnmgJUiceqzyq0yv5/ssScElpGybNa8IlDsg14DIPRA2kCUuJmGcGWDPB42XaJPfean1fnn/79U+a2d8VkR8B+Jsi8n/f3vnzvIs9uP4BAIx/5k9b1xrstrymLA1NDXUVwjlGpmdt4eTT3rFkLIiwsUFPGTVElrPHgjQVZBBjV306T31NcoW761kvz5O7UtaJ5ZgUgwaqDVHJyMvy24D5sQlaM2BM5JK7WlE9REArzHnw5vzysDQgBNTTQDZQMSrAT/RsV1dn6t5DG53xZgreRttkzIB9oNJFICx2OwcfJA0OfK+9RwcX7fBSveNWncnS3Kq3TsTEdkUpKDGj6ZAxDAWHMWNeE3777gUNgp8AGIeM3zqd8TROeB4mPBxn/PB4xpfDEVPMnPLGgqdE358uQpzHiNNphojhR3cvmELBnz39DIew4kM+Ipvih8MFUSr+oekPcdIFq4XN9uI+PeB3hqfND/3H6Ql3YUE2KiR9no54Gie6ZK6KMkTIXcYwFYypYC0BixEHrKmihkTbiIlA/tzch/yO5bkUJWXy1LZsGaaoxwabGlpzIZBDYf+yCcJYMI0Zi0bAgGUIZAdNbEHFqSBE4jHfHWdcxoQf3b3g/TBvxnG/NV0whYwGQa4Bv3N6xqUkNBM8TDPeDRRofpYbwYJvuww8x38D1ncWNM3s7/r3n4jI3wDwT+CbeRe/fh7vzVkU18F0sQKHgZi78JGyuENA+MsgvrDtpas12TIclH3i/BqoLpvpGgA6VDZwuJMF4bJCzjOSOtvmyxdA9ed7+lRXXHc8piko7+YCwrS7oIZnPlBFSNpEzcyDKzYtlUEsAlj2QVhXwNEVm/LTxoG2/T3xfe1ftXucOybT4YywINQrdUokQFB9pwX2SXv3xUGk1F4Ddv/t2JBSxZAqDonDilNasbaAFOkuOYSKoIYQyMiJQshNgwt11OACGopSeJxbkc1srYt4ANiYP83IMAICsgWsFtCgaKZYWsTaIi5twLmMqBDchxlLi2imGx9dHcEuwdCCIQRDDOzNihjWRG+KOFashZ5HmCo0NtSV5xMODc2AUnjO4lT5uL6OFXGqKH6OjgdiWhcD0lRwNy0EsTfBOiTABHEsMJPN1kLVMIaCEhRTKBhCeSVOorKLlagYorTttugsqBjeGI3+mxEzv5ugKSInAGpmz/7/fwbAv4tv4F386nkqMDzyQuaFyqAhOdDwytkubSWPWVeWPNnfdnrkTl+qIM4UBs4toU4BelHEKy0K0gv7d+Njg2YOdjhc4VkQn1fo8wKdIqfYXzwCrUEOAyN3M8qk/0KLikBhZFdc777Y6uIeEgRRQQWka0GqBlhEeinQ84oxUJotvRSXvEubjihR7UCXg5NCOEzXcbTA0rBjB+PsEmWl86uxcat79hov2NlDzUtL8QCtHfzvRm1FCP4OnKJfq2AdI3IJyCUgacNaAy6XEdkFJZ6vI5Y5beK/T9eJosMLMZirS8KVxTP/VbGEhFUNX8YjLrFg8mHOz5YjiukGCj/oinsXo/zJeo+lRXyxkO94LuSiH0PGh3zkZH2ZcF5HnJcBdWHmLwtdOVf111EDmqtiZQC2EgfbhMciLErWVDBqa8zcEEukRQYAhIuiSkRpAj1z6LdG9mlxiVia4ktgszfGS4RUQV5Z8l/HgNnpqbkELH5sHocJCsNPX+4wl4QxFPzk+Q6lhE1q7+npgMs44LwOeLwcsF7emBH0fdD8VuvHAP4Gfd8RAfyXZvbfi8j/im/uXQwAm1DHK4qW9om3K1hHqqBbV9EemHmyjOzZkPulBy8hOx5evUQVcLAihhhk8zwHAMm8iOpdApoh1QqEgPzZAZobQgiQl+sfHTBHqhXViRkm9TYFccZGpAgLPd7jpSC8zGinEVGB8HR1D6GRrYFrgZ3Sxn+vsqMLutLT9tWz514d9om7owBaFIiyrxvmPZhqBgYHVxKbCoxPVCDRQqB97yNv1iH9olFAlPJtQRuaCoZIs6+Q6Dx5GpbN5/w0rng/Xt3zJyPpiNOw4imyPL8OvLiXJeF05C7w2eGCKRT89vS8KbM3CH40PiNJxT84fo57nVGhUGlYWkKSht8enqmpiYbfHT7gLsyYG3GcUygIemSgKQGlCeJUMY4sz3MxrImvRWODRfdPUqIVNtFsFyjeBDuqbOW5ZmbMsjLAwgCsJAKERdBUkQcSMeBUUm5c/gEm2cDyKnTKjIFizSqGMRWMoWyZZHM6pjZCmHo2b032k+KN1vfT82+x3MjoH/ma27/AN/cuptL5HbMeLa7RmIjDRDK0LJATKZOtKNoS0WaF3GVYE9QqsGSQU0aTCEhAO1aKH1RmSZp3vKN0xSORTXwCYODpOE3NhjgNG2UOzSBr+XpY0TjuQ58hbAGzub1GOXTrXAEsucWEZ2wKlFPadBilGtZ3ia/VDMUdKLcM3Hu+CBwKtYED+a7A0y0Z6gDvS7KnWQ/Y9Eh7H7Mcga7WAzgvPQNaKEAhjY+pE1DuG1okc6lNjfjMVHF3N+M4ZLybrlhrwJ86PWJtESqGu2HB7xye8XnMeBwm/Pj4gt8enzFFZo0f4gHHSNpgM0HwyB8DoUoKw+8dn3AIGX/u8FNMkrfe5I/TE5IU/On0Bd7rFRWCJAVzS1ChWvtzPUCl4ffSl0hSUcFJ+iFkDIGKSbkFnMOI05EYyN5e6G2B47DiOU2Y1bY+44JpOydhQMZAVtRDRnMblRwC7I6QoxoSkQwPK0QMRQeEQ8Hd3RXXNKBVocBJE+BIwZPhQIxlCA0/PJ5xyQP+1N0j7tJMcWUxvB+umEImmL8k/M7pGXONqE1wHDLeT1cAwLO+YZD7qBX0Ka9fN8jRL7U2MDeArn/J/qXAmtvyVkUT40m5KnRV7tJGgQcrghoiJ+VXIXe4sZSKF1InI88hSnuBAUpt/zlcGzSTRhkuBfoyw6JCWiNF8vnl6z193DUSImiDbn48XUOxRcCE/dM66GZRDCh0jQTdJw6cgvuiE5huCGvbvNSZMeqNfw3Q1p02uR1PV6nvgXRXZvIS3YVuO2a1TD4N9gFcGL2nWjrMCZwme/9UXEeTknuK7LS/amTfzDViLQFrCJhrwqUkLDliLhHnMOJpHbGGgMd1wlwjnpcJ1QQXh8aUEnxKbPgwHLDGiC/zCaMWfJFPWFtEAHt392HGHPh7Py0PuLQBf7i8Q24RT/WAKBUBDT8rZM18yEc8rge85AFLiTc2vgG5hQ2iZMYpPoBXOEcVo3BKoXMlAFZBAioYuTeFRQWCIURuNlYFITQqQAWDaEMMDTFUFAQG3f5nHARP8WYG9rUGzDVCZdxcOQHgGCOuecA1RzylEbkFLCuz5DEU5BJQ89t5BBHc/psRNT/poGniNMHoF6876vXyugvedrXtTb2iz4O2L3slCiuR8l8cZhBzJ/ASyMATtWG3ihAAZtCFNrtoBjkvkOv6FbUiGyLk6QI0qicBzj8fFNIUYSuLwyvFH/MMsbqoRlip0J6PAmkRSYVZahJITbBIceDOTS+TbMypOmFTt7fe00xAa/sgqMV9CNQGn7Y3luFl2qfpUpntd4HjciCOsxy9PTJR0EIaqAQUOESJoUFhr4Y0zYSDHu89rpWUwUtJGMKISyZU5nkecQ0Jl3ngUMihMVYVV+Hw6HGcGCTKwcWGEy5lpNwbDD+N95hbQpCGz/M9XuqIz9c7ZAt4zhNUDAENX2T2OX+63OFpHXFeR8xLgpmg5YCcA+YSkbSimKJUBprq7+fjEpcsK3Lua+RQKaaK5kOXnBUhVfrATwqrgmnMSJEEjGlkJjiEirUysLUiSE4iGAeSBgAgSLsZ9jQ0770oOPgJ2hDUMIQKFcOQCsbI4dxxyBsq4c3Wd69y9Cbrkw6alCPDjXmXUHNRlbjIIhR3MCHuMnPYY4EnTzx3ZR4qccczCPloEWEWxBfyq5NjQeOVwVgzhzPhypNTF/cLn2+okR8zfe7vUN4fARWEWmHTgPyOPcg2KPJ9RD7qlumVw+7dzkxTNlomVLbgac4r7/a7vQGqbhnMY2RIyiy2eqluugPVAbZXNfN7915Cn7CL2726BB77vd7bNGzQpE1cuGeVRXbPpUahDoDQme5hPsRK0HkecM4DwdgwPOmIl2XAdRlw9iDwsgwIarjOA2XflgirQiICOGxaMUBCw2OakGvAXVoxhYzP59MGq2kQqDQ8xBlJKv5wfcC5jPjJlXa9XZRYpeEpH6AwfDkfcMkDZhcOAQDLJEKsQ8QSSFFsVZzZpKSsuj2xOX60IzSkC/w6BnVbni32pMwa0QLROC0vVTeZu9oU1rhZlJ4VClAbBVCCNJyXAY8DM/PSFB8uB2I0hwVP1wnLGjdtzct1QC7OzZ9HrG+O0/w+0/zOV58MmwDqpZ9mv6g7OLgaA8KqmxCFrjeSagJsznueefZg1DGK0D2TkmJk4MwN0YMmhzAeMOcFX8clbw8HtMnbApuEnEFzRbgWYjqFJT/flyCse5kbZ6c83igLibODNnyqa33WiWZodWCA1CQnRESaAAAgAElEQVT0h/ce5pZpApu4Bw+oZ8/ZBzceSM1dKrdS++ZYbfx1sU1zVNwvvvPdt6y/AnBbi7IGWBO8hAFrppjENSfMF5qj5RZwvowoc8IHAEsJeHk5AGKol8RqYg5AxabUpIVICEsNL3HCmiPGUHBIGV9ej5hL3DJAheFDXJG04u+7pcUXlxMuw4pr3qfGTwuzzg+XA21u1wB75v1hJgvnxQRr8Z7kywAYcDZBXQL0HFANtOG4UNSjDaRh6uwaButeBktRWDUPiDzIrXVwPrZhTXBtzK7O7g4psCYs25tgKRHrGvGyjKiJwTbngDUGpErkQq0u9Pxx8O6f8Vut73uavx6r9zSlw1y24YxsmZR1XrgPcj7+4HZpLtkvcjVY99fxCksANw8jI6jzyAHHZz5dmWF+jbwbmkGWjPCi0LVAvniEHA9IrdFlMhckEYQ5QjLFPhio+kgbSC8VmgPqxPcwfln4ki0iLA3ppTh+VBFm6jPSOuLmfZpPy/02ab7ZgI8Lqx8GF+eQCjQvwaXS4iG9eO8zC9Izn6NFAOYqPm1nZxFvSsUPyfRisuq4zcwLew4JJQdch0QedVFUBWpySI0LEFM6DjRMU4OEhhbUrWo9g4UQCaHYbWn7uSK0rg3SkNRwjCsOnmYPgYIdQ6g4pnXrRR5jdrqivJJm25g/BRRV9kzPmlCZCECNAbjSGgPCAVG8cCLeIkHr4czJehni9pmEszLIygBcA1Cp6VpKQL4mtKp4TIcNqlXnCKyKCtn6xb1nmmNAq3TmrEFfYVebyXYpdBEQq7JlsKWyNfB26+245yLynwL45wD8xMz+Yb/tlxf7+RWX/uKHfL++X9+v79cbLE7J/uivb7b+MwD/7Ee3dbGfPw/gf/Sf/1jWp51pVmB48vK87nQ/wIdDLkJMIQmWu+HKHiBALjVLS92A24C4cDD1OIdnYHyi9NrwyN5luO4CwgBcRLh+tY95OBCcmCLN0swINVKFnSa0MUGqwU4j8vuRPcJqKAfFeh+2FkJYbcPhURzDtml9DIJ4rYiPBGrrGpCeMqQ1ABMsuZ5l0U1qTBpVx8PsfVrwOMTZj2FynnQDigmCl+Dqv9P56fG6Z/MAe7/d45wDMx7PjgDo9hgWBDUabABKDLAqqJ4RoSqsNWY+N7297TP3wZ0EV+03bBmRbKyvfg3KppPZYUK8DZslBICNBRO0bQK/QchJn2JhlhhoSlaDoQbztoRsPG8R3vZK5q0nar3Ha3vWDj9nUT079fepi6sfBQrISBGUIaJlA84BZRQ8hwm1KFpWyFOEZlKEAcCSoXn/dAHQloh5SN4HBdbrro60nAdYVjwrNWTbOWEuRI+slwE4v930fDsGb/FUZv+TiPzZj27+5cR+vsX6pIMmwA+CpTMQvEdp3oPUBS511gOni1L4lDxe9om5rgwCrfdIFyAurtJ+bdBiiK6FKcXFNx5d7aL80ZqYnR6ZHwaEa0Jy4Hs5BCQP4OXk0/K5UWzD22oMSOxT5pP6+xNoidCloRwVlgSaR8KWDoFDqkuBRUKSQh8I5V5KY7Pq3SBH1YdHAhQX4DDvn24DJ+eT98l65/3TYhYb/GhznIT/Lf98AEC919ESy7+qAKrgGhvqGoALe4AzADsTClY04VwU7ZwI07kEYj+7y+fFhVNWoKxuXiYDSjJ84fCcy3VELYo1BxeNUtwnQgc+LAesJeDxcqBif45QbVhrxNmFeJ9fpk25PZxZXscLJ/1VA0qHGTlVsgW+vt4/r8HdBZyNtWmL3qI5+tpnRPvNPSiDrQYNtA6xYDDX7RQDrAjEvK2hAK6KNSSUxH46zhFro/MkrgG6KnJkA1pmBtYcImylYtObrm+WSf6WiPytm5//wPUmftH6hWI/b7U+6aDZ6Xwbu6IPMlbA3PO8+g6veedH76Kt2DCHMMdGjnu2yp6poCyKeCUMKa6FAfO87J4+H9MjuwDHNKLecwDUxuBUOnHoEvGT4crGYzxEmICUyELspjQOhUJmH9U0ekB1URAXHm5BdlWjQSBHCoUU19ssDcgnga6MYPmETfeyB01ppMXT14gQoeDHtg+C+iCt0ypfHccbTOd2TIGd7+7Hs2dhml1CLRiQGRgtK+IsaI2BM8wKvSqKRlf9oaNluNL6QxcGi04FDQs2a482BKA2zGNCiAFlCbCmWEOECHBd09bje55H9gh9WlyLQkTxEjm9h4EydEtAWGRTu49nuDpRoLCLAemJWgCluTf6Cxz2paTjLnD2GVXeTaje3gMiM3f6wEuVjVSBKF8JrpsRXYfKdSus6h5WlXKIVsko2qF3+wVk3dDOVfAtkk9v/vWm65s93edm9he+1Z/5OWI/b7U+6aApbbdfCItLmQUBJi8nnbq3Q5Kw+8l00QrsQfe2hOoBlt9Znoel3nj6VEYZ4OeW5O1uQptc6agYwtIQXjJkLtDDAGkFcllhU2TJXQzonujWsaDm5ffKRr9fcOOXC/SaIeUAmCF9eUVYBsAGhLVB14Y29KuJivNdeKTDjEiL9INphnRp2wYTFkNYPQj7hasrMH1oyJ5BDS+2aUKaAulM7/V0sdeIBB8ybcrwPtFviQFTu1/5zWcCwFWT+uDHKbHJOBQaG0w98/ZsnWIi3Ehs5GQ5Jjou1hhgVpES6YN344K7RDOxUgNqpODF6bBsqujvpytiaByklEDf8RZQ3RlgU466nQz086ufO8UDoQipqCvQFt4WLz5TuqHkpueelYdNSg4a0BblprEqVgGscdIen9Vl98QzfduCogXSM1sVIMir12hVgK6wXxVWBCH7xrvqJo34lostoz+29UuL/fyq69MOmpX9RoAXOSE3AGSHvmw2De7pkq629TSHZ0OdmQls/T0T1KUbqAHTlw3jY0G4FsQvL5C1vpJ3A/D1qusPB1csImMHBvqVHyOgwPqQthO5ThHL+witBs0R670Ss1kZlCjxJihHBpguGyel7SWPT+LDGKBrQ3iZkRRATdvEPKzNAfm88NPZMDx53WzktENko4O2ROhAt1zoF+PtBqPZdn55d990LU7+jvdii/dLXdjYnB5qEXs21U3yOmW1UwQdSqM3WM9eu9qtclXf/LxCgDFrNKVmJ0xQYoOZYC4J0aEDHbvZjCpJpSpSJFj9FQxng1ndbNA3gd2AnREl2I3TgB2a5a/Tff42Vf3bY7tVRX48a/egX/i+20D9TS2CMPPcba4p0PJuogdRioJEBkWA0/nm9OF4JnY5I0KbID1Tp7OU5Gy4NyzPb6qMP6b1S4n9fJv1SQdNKFBGP8HifjGzvBTEmd/rwBOOcKGGOvBCCosHybxnnlpdJL3DjSI2zxw2w+qrchzAnmGW8jpgugBHPQS0QE8hEyCdlb3IIKRDBmYKVEHvqQr2YYqQb94dLQk7igykd7T25e8Ils8Sy/lBUe4T1nulJ/pRACGcJR8YrLSA2SjIQoIKaZfVtoyWMCwXOnHQfRnJMYcQbN/LfdOd5lmcclmHmyCLGzzt6t8DM+ASaEUSLwyYpdH0jaV3QMs0KmuJgaJL0EE43ANYddTJj0Wj0lWWkVjGS4A0YC0Eln/RBC8DwarXmVCeeonIY4Q1hWjDfEzIS+RA6jlBMlsE6Zl/Ip2BugIwRR2Z4cWzn49G3n9ceD51CFwPiF4AbBtaD66b33zgOd1ZWi1RBMWiwdzipSmdVb9StvdqafXsNhHrCQPiVVCExZCuu3PoluU32UHobxgzBfZm4HYR+a/Aoc9vicj/B+DfBoPlLyX286uuTztoAtsH290epRl3UqXzI7d4OkR22mPHYPbMtA4AjFTDMrGv2ft0mgXhxOGKLgnyMr/WwwQYMAHgMKGdRrQpoblgcDnqzt7pF4YKe5aVU3ATZnZhaTRfG9jgDzMDWHqpCDMR49KA7FjMcC3MBsf+xLxwaxLoGFCTM4dG9jSb9yzrAWj+3rpaE+2HAckNwa00AOzqOaYQM6SXBqkM+HE2ZvDe2tXSB0JuLezDCW17gOPx935p5ccjBTBlcA9XeBDx4d0ChHF/nLhiU2+39JK/P29HHIiBk2nH5m5lf0+b/bXUrp/qgYcYR9f97L/SvLdYdkM5BiB/rcEDj+3q9fA2yPDEloUUYHghSQEQhMT7AKCpvEIgVCcHhJXvmT12IjzaDRZUKmmtHcGgeT8WYoBtGSs3Cts/Sv8P9uy5J/A3TKU3X28UNM3sL/2cu76x2M+3WZ900JQGjI8MPPHCC71FQYHumU8viYSBgReybb0mTTc9vAwUZxSFhSdcuhjCtSFcnfHzseI6sAtwnEa0IfogQjcl9X4hq2eS28VdPYsbe+9QUQ9APlEWjhxz6i4GMBvUhUruYa4ILzPEDHWKiM8LJBP2ZEEQzgVSDJDoQZoXbFho09GCYHhuGJ44CQprQ/wws+8kAuQKyQ3tEDeVJEK8KjN5C25H3ABE1JFleUuC4amhzL3MJjspzp69dm67byTbxapwszdsAsYtifu0uwK8USmpZaGiVRE0dwsFeCyrVx716FFyoijwJjQ9VoTUcHdYcBxWlBo2ktUcDOOYKeYbK07jinMitfBq/FtFAsT2zIxGe16W2y7CbJ4l9my9kyT6sNKUm400Sq32CJ3OLjQje1upU3fjxZEKEvzYsgfaoWIddge9OaalZ5A8vkDvmTLg7t5OLPNNBdX4t0Lvd7/V+p5G+d0vaUCcG3Rp7McZrXQBQkp4sXYtQpbmca4wYZ9v+FBQlgAtDAAMaAF1FISV/cThqWJ4XBG/vAAfnl4PfPoaR5bkY+Qw4hBQTgF1YDlZRk7C28BGV1iB5WHDj6AcBMuDoEyCuAjWe0GdqMKkxS0rBuX9MyXfuud6V3gHJoRrRpkCEAS6MK3mhWre//JsdlUEEEoVXR0pXDL07IZvh4me6gON5+qor4VCAtsi5sr0LWHTzzQP2gA8e3aUwML00EIXDmH21gOnrr5BLL1E5XRZimeajqUFdMuopBLCFG56fh1G1YdELbrx3pU/V0SU1PAcJjJqmmBd6U9U54jZMZ8lufNkpn86FuXQqnvCCzYYlzSQItq7JL3U3VJV/3YLe/RKpwfFzUp560fux+YWqSAVm7neponqcDstgOpNO8n249n9sNIz/28RSE/eLjEG0D6EkkLNBV1/mavxF6w//p7mn9j6tINmMQK5C4HeplQu3zCNtts0AO4M6Bc0S+OKcBXEIEhnlsAWPHh5EB1/tiB8+Chgvn9Au5sgi9elZqjHhDoGaGn+Ojq0CK/KUmpidh45e4T5wCBJ8Lcgn1hCV1cSAqh4Xv13WhK0gs2DaDselUHRgiBcMoIQq8khEI+Vrg3w30mPK+IXxJrKmoFlBUZmzCbsl+VT2PqYvfQHPDi6atSG+awAHCXA4RqzVmlsnZh0dSXxbJJYTwhQD8bHFrgWJ0t8NHrXt+QOm6Nz3CdO+hGwOSpKc1/76JmpADhQjKJ1SqDreaZUcBgy6aNKI7XZBCHRayclZpohNNSqeMl00yzCVG4D7kcg3xkQusmcbtC1flxMgHLqgZH94DoBaLJ5xfeSuesFUEd1P3cAsAfcv9veH+0aBT1QWr+qPfBuQirg/Vo4X1PPMvtm05+n45bT5W0zwz/m6fmf2PoTD5oi8qcB/Ocg+NRA8Op/KCL/DoB/GcBP/aF/xcz+uz/yuaz3zzpMp1/MN7u079Rh8SzrUpCCICwN8cMVYYjQdaAO5pmAv3CgeZmuFeHx+jpgfvYO5Qcn1ENAcAtZU2D5LHGwUzj5Xu+doeEXjDRhdhaYPa4P2CawbQDWd55VLUC+A+rRNvdMysKJ+67z8eUgsBBdsEN8WKPIp+Dl3AhpRvEOHy5pMdDkzaDFNUCzAzWXFZhGIAbUY0KLivwQkU+K9U42ILtUTvXLia9FTFGODPSmHCyUWbd+cIdOwQza4LhGc/ygB5Wv8S7qQHAeRP7exwML3md7BmM3UDHPrNrqHkpzzyAVzajy3h0r18Kssq5UDeLJBcyFohatvVYy3ybjPXPUfhuDuxRvC3mroYuq1MlxrsNexgM7OQDYJfta8vfjojEW9xbAloX2oCi3x42BVYs5LhibvbU09kybY23jee+xAkA6N35mYJbf2WJvs+z78vxbrALg3zSz/11E7gH8byLyN/2+v2Zm/943fibnq3Lowl7i+o7la77rfS6eSC0ouhd4Pfj0/NhR7J59rhl6LQiCPYh++fgqwyyfHbE+JNSDIvas1bB5+sRr26wzOph7Oy17z86zgRZ4kbTRvdpdXq0eDPXQHMTeO/XYLIo7cLy4eEeXh+tQKg5K6Cuki6sxmSH+jBp3SRWaKxXli0emiS2GekzcAFSQ7xT5JPt03KmUWolIEN3Fklu46dPeXNBAp2byh/WO3/OJ2pv5nlCxdqqwSI+kfN9gyQAh2qA+VA9IxGdKUTqM+vi51l2VaJPSO1DOTu4yRY87xepYEFLDNGU8HGba2uaEaoJngBa2AA6uW5ldjb0ZA+caE2qIsNT4gYmhPRTQgbKhxEQVo6lHX28XnRrqQuhYnfrrE8TETbX33jvZoB6wYY3rdFN1NGxsMdU9kzR/72zlcMMq/hzlhD3D7J9X10v14V1X1tourd4meKvl5+RvwvoTD5pOdfp7/v9nEfnbAP6BX+W5pDboJcOm6CeZ20Ek2Xdv6bs7y+I60U4iCGCREUxqgy4ZyBk6r5BaSZH8SEC4vjtgfT9gfWBgTqMHzQIs75RmYyOHOOsD0Jv++cTXUA/7jp/v4KwLDi/Kfbd1FdS7Cj0UmPOLIYGUxpsgxGmybBPrXLFNtRl4I8TK1mOUQuUmKXVzy0RtoIAmgDjQBvjgpm4eELvgcLe82OidCiBgy/CBj/psDaRlrnQK7QB4HrD9Ym8RDJCJAtJ1AGxsBLF3Cb9DgaqhaUAYaV0yHDJ9hsRw9U2lRo8eVWAHvq9hLASmD41wr6lspff78YqoDXPMrroum5LR++mKH4zXTZG9NkqondWwKEHzHR2Wjhmqhhgrro3cdoxM/epKIeg2ESUR3P+9DY3BtfTPk09m3uvdlrc9rAPlCzcuMccSr6yixLhx9iy4fwZ287ns1w3zhO5R32Y42sS2zzasQHp543L6N6M6/257mk66/8cA/C8A/iKAf1VE/kUAfwvMRr8i7SQivw/g9wFgGt6hvBvRxoD1IaJFYL0jbGjvIWFjVnR3SghlyuoYEJbqU2YBNEAuC0WMbwKm/eA96nsGzOWziPWeu/itdNv6gE2GroxAvvcTtwDlzrjzH30i3IB834Dok+yxQR7oW9SyIt2tOB5WrDmiVkUOA71jgqEOCihQnWMtjvmrg+xq7/6y2iAoE7np8VJhh4SmI6AcjNhp2tTj2xix/HBEOSiWd+5BdGBw57E0z3RZ8pUjOJE1BtJ8wg19kuZqprTbsOAK88bnBJg9kctusKkijIXTcFNgqhD1zDIZhrFCxJBNEIeK6gEqhgZVw5IYIFsVMmVEIZGDpxAIZi+B/Vd1QzeAWWXUhgkFpekmEQcAURuGUBCNr2lyq2FzSbVpyHh2oeHjgXJyx4GT99kYnEUNSyWYPJwy2yctcZM4FhQFTJX9XH9NUoOr4TfowpZEHdmugWM/20gERgfw97ZFL+m7eHVLPK1v+50b1bjPIRsHnv1cJjRPXvdS32h9L0L8LZeI3AH4rwH8a2b2JCJ/HcBfBT/avwrg3wfwL338e07e/wMAeHf4XQuumh4msknC4tlb9o3NJ7MdT6huJq1Lg1RufboWyGXhgETkK54+hBKRO76VNi7mCwBoHgQcCN9GbHQ+qfy/FqCNHTcK4FgBNVCMqCFNhco1YhiGguNAH+1lTchue7tBVwIItQkC9Yulde8e77WVSaBZ3eZCfVo97e958OxV9sDfgdZ9ALHBpAoY0MW2jWDrN/af+3TX/ELM2HCnVJXnDtZ9jzq/P4yCKlT1EVfXL1lpi1GYXbfKWrHDhlRpl5FiRdKGiwfNNStxnF230cvqWqgWBMErho+KvQqSQRvEtTOPMWPwWnltEUHa7v3z6oTcB1GlVi/jqa+poVG9vtAaw4psIhgt872Gle+xD/T6uWqBk/p49czQdstlcxhbeuFj07kHPn5m5eA6A11jM2JzOIizP3YlVGl4bsx+g2D8kGkV3RKkGIYv33J8ju/L82+zRCSBAfO/MLP/BgDM7O/f3P8fA/hvf9HzWFCs70fADGX8yMr0ZlftdDQttn3Fa6XieueS50wB4ZfzK4uKdj+hHiOqM3JoO+GA434O+FR4a+ZPYE+rK52fGBB1Kmghcmp6KNDQkAHoUHGcVopGhIDTuOJ+nCEyIqgh50DhETVUi3TQzJSwY5/Ktin5ZjsBXgj07BGE0QDETR6uZ9vbakA+7OZtfVhRB6COzDLb0CCFCvPlaI4DdFWhe/Nsl0ExOpMnJoU0ArzD6i2Cxsm4Zv6+VKGqTqY9hmQFCsipBkiBhMCyICsFe2el3FkJ9cZ+QiFZKXjsoPZFByoTXTggyymhFkrFhRs5uGaCp+uE2igDp2IoTbfvT8uEIIZ5jS5jR0k765J2AKXnfOJvTXo7088Tt/HtGZ5vhFvbI/Jk6tjUjhaoY4d07SV2b5eUzjDyZKEFKlr1874Hyi7118H2IfOzCqshPmfoEEjxXSp0rqguHgN9tT18u2Xm6jmf/voupucC4D8B8LfN7D+4uf13b6Sd/nkA/9cvei5Tcezj7oLIOzxL8sxSm0+Ou4JPboQcfRwwb3uYdyegNUiuCJdCkPUhoA62+VF3sYsWOpYQmxydBd3YKEUjM0IN0IW31ymgqgIzp7OXwS1Z57hZp845USxiDfS+jl463fQzb8U0tAKelHGTcGaOFgL3OxzJ3FOoC4kAnh1WAzI2dR0AN5hB21MswT7J7YOIrjEZvac6dCiNbIMjBmpQ7bwPo8WPl8nWvxO/v1uXlOysrlnRwNe3VkVJFaJAe2baGmbdNFTbyPdVBwbS/pm1MWxanU9hQgxe2jfF5TJyei7MHtcpQoTqQC/XEQJgXSJa5mfW5gipgjxQOWnVxgDuPuVNlJlmczsJD6ivpL/dfwmx9zT7kMZImR0dnjU1cuGFECxTI5KhK0+5tqfF3fa5JSDYzbDopifecbVtIGutHBSaE+QQsbzvfa03rtG/zzR/5fUXAfxlAP+niPwffttfAfCXROQfBS/FvwPgX/lFTyTNkB4zL/g1elkZOVWWGybOyrIknSvimaZnuhTos4O5v04L04xDoqczwnWFnjkBkZogRjFYwjX6tHhn8BRnXOxaiYS91CYIFwa7VTntj2dFGxWrGJAVWBWzCUphsLSqkOeIcOXFEM8sbcOC3W4ikcGRXmxj2gxPzbn3SoB5Np+iA+XAXi6uxgEYQDYRTp59JtRRkFdBWRmk+nBteHLQszEjGh47DZXg8zD7Y4pRvLl1hSj2OQGSDqjAxMdLUwAsE4lb3O1KpAnqHABhuS5ZOegJhobAXqCXvOKP7zbDPEcYqDpecgOJu9jwZlBm2OFGvvrEvNpuXNbWAMzM/PVK4QzaMBvmNqBeEsIl0KIjGOILN8mCCK0UxWiJP4eLy8VlV3yCg8+LnzMusl0nQEwRrjz2HWIWry5Cc8Hm9aSVgjSdgaUriQ233k4t3Yp6cIDUKci9e6EFkPzGmeH3QfNXW2b2P+Pr28x/JCbz563uAhmiQkpDnGmF2+130QjSjZdGb5/MkaI+XalWJPpVaqQrFdkdS/82MmDWKbjXOANVuRHpLdOeJdQDy9e+ytHB3SNBia0C7diHF2zs61jhrTGEkRaui6uMW3BlpmAgTdLLK+dvd1GMsMgGAdIjs518JL+cWWeCFv6ulkicpvUBhL/ehp073vuV3Ycp7H1OeTVMwHYc+iCqY2jDQpJAi/w/LHAaHISamtGHQ6aIFwdbD8yawrzDZyA+BEly02KgGG8vbeGSerAd01lXZpnaAeBFgCibd44IpeZu5RdFaVwGeMu3j6ABfKy6JAU0izNFE0CyOEaUhARdZRu0sOfOY2dRNgYUxLN77BNxC/wswuyPF1fKX0G75USefshAmA1xYVlOtS8hU66oa6h6RlqB9Fy3wJmeK9LTAs0DWlQMP7vuttLVEF/yr3JJfv0y7L3mT3x90owgi4LlhyPC3FAniliUSR03KJtLpfSJITzIXjNN0D4OmIfDR9Ju0ctNBcycHUNh387oAXwQM+7lJrGXxgtMOR02E/Y0TYAi0NEnxFWAoWEYC7IaKiLiUDANBa0pqvc0G8CpK/jcsjIbZcnJrIJDAGyQk5YE+a63KTgY6lxuHouAMDODilPE+i5umNN8FALYB07K22hk2TjjJT94uW48FvmBwOjmMKyQhRCbrAgze6LpTGHkONtWKm4EhLoPmDpXuhu99dJ6c+c0AAiwkcFPZz5ZmGUjCLTCxzHbcntmYdukFor8XsEAuUGmrtF/x3A2wTIUCIDWhCLEasDCninCrsLeM92tsujPp8ay2IcxpqwEWvDzw6fhdXQGExg8zZWjOjGjJaIY2sAgut57H1sFpQCAoM58PdEHhiF79u1tqrCaV1tMScuB7DVZMuQQgaiUkFNnPg3YlPvfZn1NKv+Jrk86aEJuemNmG11PC8tDFBdFqL2P6e6PxamEH4sHW9sD5uTleDHoSqpmG4KXP+RfdzHfOuzTz00gwViSE8fo/aMqUHckLCFRyegloCXFrIBlgV4DlkYdyDInZn4v3frVPEAQjtKVv19NVvUmKymGmvfshvxvp0J6CqWeYepaERZChOLgG08ivEYrqAbeRU7qnhlJBdDV88tNKQy+95qYtZqXgT0b7a+zT+m/ThGpA707LlFXILjfUG0MfBYN6ckD9bV/9tz7IKACets3TS2ArQx6NZOPbn1o6MFXwDjY6p5V4uoZ2EKsZW2CeHaoj8PA2uz3r2AW7i0LNG8deO/Zxpue9HLwqloAAB8ySURBVA3rqX/vx4XH0ANuNHqod5iWS8UFOMxrwCZraMIsvg78zJpDxQAgjoGiNqdOwT1ifZ9cLhGwpJjfB0gzxPSGQdPw/SDo12I1F504Z7IrXlZ65USF+pRXK6BLQ3rKCI9XyPnyVXuKHjCHAe1+QhtpK2FB2ftrgKwFYS6QGhBH3UR3AaBjFzfqZt0v0v4zZddko0ZK9ozTLRvqQqVsXQQ1BRSFW7gC4cILsa0MlITQAOECH1pg6yeSmulIgXxzUfowoL9mEyC4ahIAhDN3AF0rxEaW71VREyBwrOAkFHko+4Wdzh7kdB9KRA9ew5nRM10axVXOBdGxsUBynjUVqaRgo+51ZagwA5L2Enaz2riBN/XA0teWiXqW1jPYVwMY8VK92/zeqMybgHCnaFsWao3DHBhbBV2JPSz+uj241ErNz/gC9wGiKAY3BWaCvQcs1amK3pLoGXp69l6uv4f04pWB89QpVkL2VxfKTmd437oD3Q3xXFGOinhpJHEYNhcCJNlaJ9Rt6PCwiqKyCayEjt5/q/V9T/O7XxYE+aSQRoiErlQZ6vYUFsWVjip0yeRZa/h6P59heKVUVKdAybZJAUuIh4T1He9bH2RrngMsr/LdfvGWAyecADOEduIARoaGEiIvqHdeJiHCxoZwn1GHgBoD5C4jTQWrJKAJaqUnTnNqYT22DaoDuD6mY0SLg8x7DzA/7EEbcEHiA5iFDeFVwKmHiLBUlENAPhHj2SJQ0z4N1wNg6w6xksqysRwdnbDIjovt/bwgUPhgrbIHHS+B2dAoKB600tk4SHMRjzgb3TDdA0gKoL0t0q8/uQmafvumfu5wm26o16KjHPzcqW421gciUskIagJ0D3FO9f2zths+fP+T7WZT7NmsM3iqD6FvRZh7vxfAq/7vpnUZAGQ+X8/Ipb/Pj+7rCvgtEN0kBproVZbhWgLiS4bYgO5gmn52RT0OaIMifZgha2FZLkA8Z1Zv7kH1Vu6R2/o+aH73ywKwusQaYTY0P9OVwwd1QzJdKgc/tX1l6GPjAKTAE2kKqAOn2WVStCR8nsLSv93gGgk4vr1y/aLpSUsfjvR/BLsR1qs3AaDSx8WqS8EVRc0BlhVohOx0CNCWSXacvBLTxwksNo54S7yvjvvFXLot7xFbdtxfkOZIG4XKnthmTSHYL864H4M6GaBALY4lnBrxkdGzsYJtGGOqLhLNlofN4owWfkZBeQzjlRlOcp76+NgQJgFcgq5PgnvWWQdCzjYl9Q72vhL/yGDFzWN8aq5wTzsTbjphy0hNe0brG0VWOl5626G3APowph6YFfYWDT9zt025YGtTdF3WujIwbqrt/fOUvQQHeNzFNygeX2xEik6qKCdjHzuycpECDpaucKqmQdddAasLTFP0gL/XRp7zMkXku+i6rlS1Wu91r5TebNn3QfPXYhmzkS7jFp9X6P/f3tnG2raddf33jDHmXGvtl3PupS21VlJBmig1ptYGSESNmtaCCdXEF0xEfCGNpo2aNMYXEoXE+BKiBgJiCjTFisIHNdRIECQQv1RapO1tCwFqxUitLdKel733WmvOMcbjh+cZc65z7z29d9+7PXufy/wnK3vvtfdea8w153zG8/r/7yNSKlKsqCFjJQz5mQazyVMcr6mbzoxDVbQLB8QXflPvKt390SrQRRHtHiC2ji532uZ+qUw3d+2E7GNpdR9I9yNhgNE/+u6uhfq5QtwH0oWQa7LC1oWN1HVnnpvq7aYMY7Dw9y5TRbg789YTtRvLVBDtZmwkGskrsdVZvtNOJ/qv7ixbG8vdHXVjAm0hB88bt3ymqysWJn2cdG7ep1Voxddr791dWDN7HIyFPu7sTgxjNUmNYJXwkM2bNWNiHk4jAXmwMi+eK+SBOfepjcjqVLZZdILEmUFozNaXWtZMj2kAIfv/ZW/OT67EmNSYmLylrHFChgK6bwbRDLnCRLNmIn+Nyd2OpwnUdWeKrGXKiXfnyljni6k7f/DzSFv7vjorkmSoE3+oTDykYTAvMzjrVxteaHyoFhnZ+RxvJRvHVdv4x5NGaqyUteVCGfRqDacCCzXczYFVCK0SGIeMbAfkeI12ERkL4Wz7TIOZItqtyLfXVh0H8lFk3AT3qqy1CKCmSCgdZRWQ7FotB6zwTSZjktA4auGreQTG/WhV8joEq6iu7IatvVe/e0WLTol+uiahKlMoBkxeayukTMQXPTY6ejDNE4p7LOr5zNYIvbLrtxzIXTStII2NxMRzoqqkHd4Uz0Qa0dQl56r3wS5ymE9EJ+34dDba+bh7gYxH3t6yNoq5EujvGyNT6W0jiYO6dLB5uKJmhNvxaoS8cd5NbELGKvG+1oG5Ml/nFMZkGIOtj2AFpYmYpLNzJqkaaQrzsR7SsrVrb8phixNoDPYh1CKkvbPleytPd16N1zUE4qj0Z02m5TBFoZbrTT4i2ZjzvchpG6FMk26mKqp0Z0q3rcSLQjof0BSJ97bA0ZSKkTLnMNNFpnYutTKqCe+N0da80+kYrwyLp3n90Ai7J43mLW0D6JFV/bCbXYaM3Lt4psGMwQs+HfkomXcZscmIteUrS++tRL01CEt1Rve9TpRsc6j6IElCaRVOD53pq4WUXaGuAhLEWHCqeQIa1W5Qn9RplGeAtSwFgeQGEDcUTkCiyXtCvTqaT/w9XZJhPHFJ2ziHqvnYjy1Z6AwgOtOrqQjjSTSt9OxiauvWT2lGwlia7FHWRkAyafNo8DBU/DwFupWgsiLtCl02+V3ZFyNMqU0zfJyKejUK/d3BbnbpfLLIpmCqj4zarLUVXsC9tKL09y08j3sl+NRMd159CiZMqYPmGbfwNkybjlCypwWKCbn1d+24u3Mz5qU3uZC0swSjVMjF2PH7s2obaW0FmiZ1fHDxinnr05ik8xiI+ljqpqVYbHPOJ0zFnPHEqOVktI0PfHLIN7Yu+PmsajIpQ7UJtYNUhE3TBfLaSKbtmjfVgLwWYs8s2Hc1d+tSPb8JUJn5HI0CLRj5xnawSZ+UHjSYJ8fU20fUPlHXkbyODLeNw1EFawR30TFNszcTeiGUMHmW7WJqRqx2swFpnmJtnuK6Il21CZRUqVFtw239gcI8ojilSJvRa2qB/nRpudSnfRDh4P09n9mqzG2cUJMiOTpDUZsBZyLCzRsrmpXOJ3fcOMa9EncetnZzZTdkJkKUKUxuOPCE7Xvr67G2oQpjMT7P7Z5O1VQ7j3vi2Z5wb0uXAmUVLbUCpH2aekunkcBpZns2OMWFx1o/59TdgEcOK3F2fD9PnVqDevPW8etpZdRteGeWjZzOHuvc+2hecNqZdxiK5RO7e5m4C8RNoL+fidsC9NQk9HezT/RYT2h3UQljmDaYOHhedyXWFTFgaYapCf6gi8DF61oxyzYVjHRave1O1aSeg42UVi+eohD2JsuS10IS0GpRU3vtOu+jLx4KuvRpXj9aoSNvzACkI7Nq4XhNONMHyTc2G+qJNazXVZyT367hY2JozUtkYsueJAsOpl8mZUv37iyUnI1EGLx/L7mQmJjXqSowWrGnDAHJwem/AiXY7HS6EDSY/Gw6twJQ2s4h4WQ4ndm8zYBPVV158POZfo42r1yTh6IrK+I0+dvSJm+iQNGJi7S95qERrF6MmlIDzoVJqzd0fqP7lFQryEi1ELELJkgXLzrqukOGYqmGzs6fDJngGyC7SuojbLxHNopvSGEqqLTq+uqeukRytZacfaX01nPYDH0zdqW1DbnipfRMs/ylihEd+7lM2+ZhWkEpenP+6vOZuC82s+0pjbStdPf25GPbSdPZCEWRrES18Jh+vu1qFNeSaidNpgmzVsyrqRXvmKKHlo81b9nVLFVmhv+NFfX6LlD7YNSJvukNJ2FK7eS1dYNkJ/6wxvnGpvSibs9nYpkIun4IeHuLkrZKGEzWNuzHBw3mybFxR3bRph2OTPQMmEYiRecLtB4aDJ0NVagmCxyyMfe0RKMGmbw8DTjBsSAdEIVajGFHYyCdO00ZIF5YsXHPQHcuxAu7mTV5v18x6dca8SKQHblU6O+7B8Lcs1cT1CyWhwwYW3gAFZuBniRds0yEJmBf09aKNfE800cTb+vOC+I6uSHPBrwZzDYfjms+aFCrHquPQU5qn61oMqcS6ipZTq0qZW3nRvYb6qZnuNWRehuNzSeJ4cTefzi1ueuWKmjePtjmadGAdT7EQRhOxHok85zrzUcw3LI8ct0L0efqTd5Y500ggO6FNobYBMoOe1/LKvqIpOdP3bsLWZGmYFqh2yTrjby/I4wrNPSeN1bfTHwya2c7T+lk6gU2pc/5mrS0kIXbYS/TdTGRtGjzjk3kr6xNsqR21oM5HrdzLl74mT/DJquhV8wKZy++GM3rh4cvaWeqlOk8E+9vH5SoODnGZ82QsaBHdsgh60QjZ4l8nXov20RK5WkenODeqeUC83r2NFuOsK5a6NfCPEV7a/KW4AY62PMi3jazUupaLY+G93gG8/wku1eE7/ytOd0N1zSyd2Dk28+HlWVgymlJmb2uqbcw22dg/JhW3WZfbSMaKt1WPO9nN2XxHs6QQXfMUrXIAXcj1Az9mdLfL3Tnhe7OfhakA8Kqg1oJJZnBCTj5sFA0Qh8YN/NnPZ6aYRxu2fnIx0rdtW4HbB/ztqFJ0teZykvvPbQbqGtFV5ZbtbSKcZvWlZqURlQ/T9Gr+MGJScz4WFqiQ4qSN07N1jTkS29r6AJx3SMXg4XIIsaadT6QVlZwixfZWrF8Iwl7/+wlUVZm5ErnTEkHwxPFCbXD0JrbrUUrDEp3VmicqHFXEDUZ5vFoPu+hWGsWQEoyT5D1dv7S9oo9TdWlen4TIAXWd5TV5/Iss3toMJ+8TV11Jk2rSrjYE1fRJn28ImzaOjprTKtMO3rprI0njEp3Vl1iwGQLaj97aVPOK1hRIcSDsDQLBKHNoZvOi1nklpNqo6CTIYxq9F29j8nF2QA2gwez0SvOlZi29rdNt7rNnzdm93TuHouad9Lfh/6+3Tiru6bGme4PhO2euI5IF6dqq/W9OpHz6MWw3unxKnM4X71f0o1ljbC+U+jvjMR7e8Ldc9vENmt00xt3YwoMp8knUNYMT3SMx2EiMN7fDpa3VDd4yTxCFSjrOXcS1nMPZ+sxLRuoo3n/Uy5zZQaTVaEGy6lqN2sPSVdJvXEDlKgUUfLYEZI42Yh//sVC47zxKaHkOUGfaDKy4DVpkxhPOzt/eW0b7iZ6O1v2sNvOQxzbRmU9pGlXCb0Z4KkRnznXbTLTRtjR3yk22bPNiJrBD0Ox1EZW4mhFzbR1o3nux4y1h8VB0WCFtnburhSLp3n9CMXySv2dgfTrZ3Dv/ixR8fInKKcbm3LZdBbugo/tBVNj9BEya6Exr6M03Z+iyEroLlqTvMkEx8F2y0wgHMgBT8ZWD4si5pFotZBcA6QLryh3Rvxg45fyALs2xSZoHvAKfXSxu9Cpwt6dtwZFu2n7+xVqIGcfz3NdoNpB6M0jSedMHnp/T1ndM1ezuze69vketjuSCOq5N2sNSmgIVrjYVzQmM8QXSlpbCAx27Ku7Onk82gn9nZH0+Qsr0OU8ibjl057x1EZWd08E4ghdb0ZyPBLi3tIawy0v9lTvDoiQj/1DPipM0fIYZzKiZB56bvpMgxnMfKLUo0I4GVmtR3KO5CGSukIZImlVSKmw6jN9LOzGxC517ItQ95aTSH7XBJebyGsmrabkoXMbyQzZ0g7jxgpsbeKsDU40dqmmGBovsgviJfP4LgqyiVSfI29ppJCdoGOv9PcqcbQpIOsjdgLjtenWj6dpkmFOYd5Iq3OfTu1Txav86nr1V9pypGi58o75a8FjbTSl6LMaTBNBOyIfp6n/UEo1b3OwNpewK4Qh03fesnQ+EteW0Gm0ZmUl9PeKjaXdG6eLK3QuC+sEGG0Cp2Yh+khd7axjRYpQ1C5yjTrxHk6jdV79tBdm6smsEcTJLqacq7epTMZZmYx+q+LWZDnD7qL1B859jd19a2YPxXKeq7uF7q4lr9KvX9iY6TBAZ+GidtG0z0+Mud5argTxfBl4WqMVeooZ6rirprN+bg3z8XxA9nn2MFeJfNwxniSG02isSSdC3VvudTiRKVdpvZi2fqPB806DNjd4UOyaq/X2f6oWdjfPrHUqaLDQO7l+kHYQUzVZjXYqxOjhUqykVBg6RbE+21LtHOQNZsiP7Ty0DobWS2rrMt6A8chCbVGrog8nQtcHNKzJx3OOXWrnEsnRRx+dGSkJsXixzTfNacMfLZ/fPLnq12dNdtxNRlg81xqH9r/qaapovbQXdeoySLs6EVRfCZSlEHQTIEWJd7YPGsxbpyaz+2RPXhuNW1qHaUqidoHxNJLOA3FnjNU2UhjmcbYMsahrusytQVLVaeLmGxPmqitAkxo4NIqN5OGQ2KPlK5v3IAWaUBkwzUNP5BNeaEj7uZASd9aUrMG8mHRevCXGPMK4rROvaC4mQdGd2/xl3JvUQSPqkDHDbg/rFbpKkCuyy0gfrfKLpSXS1pqitbMbub+TiSv7DKVYiLf6/EjYF+KdLbpOhDPzXlmvqCcrysmK8XbH/na0AkVvdGdhsH7D8dSrxyv7rIZbNiQgWagnPlV0bJtYt8rsxSoZ2T+z2geT5iiCnhTqKNRtpHYVTjKro5Hbx1ue2GwZS+Ri7Oli4XzVs06ZFAun/Z6TNHCRO87Hns+okHNkEIwAAxA3svlYp6krDQeKkGrpmeqqnnFvAnPN07TJIwvn2/XTaPEsqrHwvXYdcWeN61QlbQR1FcruvE4bXxirC/VFagoMt2ydTSm1dnNvaChMVIF5haVs9uIphUareMVGbmk5un5Irsjn7jxoMF92wnC7Z387etuGTOFMWsepdWYSABssnIlnI+LhTBjMMJRNors3+M7t/IVHiXwUrNfNoS4f0Lyh2vo1/cZpBZx24VqOURHnZJz4FAUjJd4U6CslRTQZO7i1lDBLR2CEGLr3kTsRtAsPFIQmr0Ltpk4Xle7MmZouihE2bL1MOgxm1E7XlGN7g9pFxlvJbvTQvD/7DMcjkwuOu2DjehFC41nz1hoZxtl7XfXoKlFOVkYIchQYN0L26al8DDEBwbgkrb/UpTOOKtq70Nra0wnrTBBl1eeJVT2vLCyuiuUscyCsMjVEahbolNhXuq7Qp8JRGsmhmEcZKlWFLhZWMXOSBk66HSkUUqicr3v2OVFLoAgQlOwjRuW4+BSSMQq14lLb+fJo6QXbOMNBS5H1Teb1nEeXalX24SS4NMuBl+8z/S0HbnlNH+3169Po+KyFoxWmipOcqC9pkklRCIMSoxMiDxUurCUubcuVkhAroFdkhEXkLcB3YPHG96nqP7qSF36eeKyNJqU8VGZ394RMPZcm6gVNEbFVYrtgbTWiUNfxYBpHCGNFQzFvK3TWFxiFugp2sbtcKtiuPV3I8EDDcctJSvZIMgORicxiguiBl2Lho3bV5qEPxuim5HzzSKecp/cCFushjDsbW2wciTVau1S6PxB2kbAdkc/dm99/vUI3PfnWmnySkLGiXWA4CXMTf7IeybYRGYcp4GGehXiFuB2N6Hk/QAxwtKEer8jHnUUAG8thDqeWoyxrJZ9Uyj4QV8J4q6CrSu1Mtlhuj5ZzHCOb4z21Bm4d7QiirNNIcY/vvIpVyVMkrTJahZOTHcOY2IWekCqnp1turXe8YnPOK9f3qCpsS0+Qyjpm+lBIofDy/pwnugu2teeidOQa2JVECMp5XLk8r71fdzygNZhQXupM/M37VtFoOdW1Tv27tslC6zbIqznCCKNVyvOR58CdccqGOJyXtJuNnlXJxebLV629KHgBzf5+uO2XTNvnW9eFBtJ+FsQLY5zC8zBGC/mvCs+mJ/ICICIR+G7gTcCvAh8Ukfep6s+/6Bd/nnisjabmTPpN5mGWJ48sR3YrMhzPHswkAAbkVWPdgUlDSGeDI6JEDz/j3S1yvEJKQWNvF2Qf2N+ykH84nfv1GrN23sxNwfnIjJ/1wikxNB0YM4D5pLrqoFCOLWwszmrUnQ70fbZwsO8YxYz2PALnN1mw5L5V8pvOi/UrahBC7ozaTmYPUKNYS9G5q8IdmxB5Xffk2yvGW5ZnlGpV1P0tmebXra3KFDnzxvNq/tkOp8EULxvZbR9tnHU32rjqSU9ZWYHnUNGzrJ0Rfl095RVgM899a1fp1xYy56DGaK/Ccb83zfKYOR/MMx5W0XKUCqkr1BJYpYyqMMRKiJUuFLpQSFJZeRtCECWiXMSVeZZS2cSBo7ink0KSwkk3sE6ZfUn2+rEaE5XC0Wag1MCqy5yJMgAEu56yM1fVdaUONshgo6fNM2SSMwbLDYfcugRsEi2vPKR2Uu3W8lQ7NRXJIXrPaPCNzYuNkTlV0PpIAcpscIMXoGzSyCOvatFWvLhCuQu4qkLQVwKfUNVPAojIDwFvBR6Z0RR9jNsAROTXgP953eu4Arwc+L/XvYgrwnIsNxMv5lheo6qveDFvLiI/5mt4LqyB3cHP71LVdx28zp8A3qKq3+w/fyPwVar6jhezvsvg8fY0X+SJvCkQkZ9V1Tde9zquAsux3Exc97Go6luu672vGuG5/2TBggULbgw+BXzJwc+/xZ97ZFiM5oIFCx4nfBB4rYh8qYj0wDcA73uUC3isw/OXEN713H/y2GA5lpuJl8SxqGoWkXcA/wlrOXq3qn78Ua7hsS4ELViwYMGjxhKeL1iwYMElsBjNBQsWLLgEFqN5DRCRXxGRj4rIh0XkZ/25LxKRnxCRX/avT173Op8NIvJuEfmsiHzs4LlnXbsYvlNEPiEiT4nIG65v5c/EQ47lW0XkU35uPiwiX3fwu7/tx/KLIvJHrmfVzw4R+RIR+SkR+XkR+biI/DV//rE8NzcZi9G8PvxBVX39Qe/c3wJ+UlVfC/yk/3wT8R7g6T13D1v71wKv9cfbgO95RGt8vngPzzwWgH/m5+b1qvqjACLyFVil9nX+P//cR/puCjLwTlX9CuCrgbf7mh/Xc3NjsRjNm4O3Aj/g3/8A8MeucS0Phar+F+BzT3v6YWt/K/Av1fBfgSdE5FWPZqXPjYccy8PwVuCHVHWvqv8D+AQ20ncjoKqfVtWf8+/vA78AvJrH9NzcZCxG83qgwI+LyH8Tkbf5c69U1U/79/8HeOX1LO0F4WFrfzXwvw7+7lf9uZuOd3jI+u6DNMljcywi8luB3w38DC+9c3PtWIzm9eBrVPUNWIj0dhH5/Ye/VOsDeyx7wR7ntTu+B/htwOuBTwP/5HqXczmIyAnwb4G/rqr3Dn/3Ejg3NwKL0bwGqOqn/OtngX+PhXmfaeGRf/3s9a3w0njY2q995O2yUNXPqGpRE+n+XuYQ/MYfi4h0mMH8QVX9d/70S+bc3BQsRvMRQ0SOReS0fQ+8GfgYNgr2Tf5n3wT8yPWs8AXhYWt/H/DnvFL71cDdg1DxRuJpeb0/jp0bsGP5BhFZiciXYgWUDzzq9T0MIiLA9wO/oKr/9OBXL5lzc2OgqsvjET6ALwM+4o+PA9/iz78Mq27+MvCfgS+67rU+ZP3/BgtbRywP9pcetnaMvvG7gf8OfBR443Wv/3kcy3t9rU9hhuVVB3//LX4svwh87XWv/2nH8jVY6P0U8GF/fN3jem5u8mMZo1ywYMGCS2AJzxcsWLDgEliM5oIFCxZcAovRXLBgwYJLYDGaCxYsWHAJLEZzwYIFCy6BxWj+BoeIFGfz+ZiI/AcReeIFvs73OUHE05//8yLyXS9+pRM71Mv9+7buj4vIR0TknSKyXM8L/r9jucgWbNXYfH4nRl7x9hfyIqr6zar6yLSnmdf9OuBN2Ejq33uE77/gNygWo7ngEO/ngLRBRP6GiHzQySu+zZ87FpH/6N7dx0TkT/vzPy0ib/Tv/4KI/JKIfAD4vQev9x4x3er289kXeq/nC7Vx1LdhRBsiIq8TkQ+4J/qUiLz2hX0cCxY8E4uw2gIAnBvyD2OjeIjIm7FRwa/Epkfe58QirwD+t6r+Uf+72097nVcB3wb8HuAu8FPAh57jvZ/1vdSo254XVPWTfgxfDPxl4DtU9QfFFAtvEu/lgscci6e5YCMiH2amDfsJf/7N/vgQ8HPAb8cM20eBN4nIPxaR36eqd5/2el8F/LSq/pqqDsAPP481POy9XijeD/wdEfmbwGtUdfsiXmvBggewGM0FW1V9PfAazMtrOU0B/qHODOZfrqrfr6q/BLwBM55/X0T+7iXeK+PXnBdt+i/0Xpc5CBH5MqAAn1XVfw18PbAFflRE/tBlXmvBgi+ExWguAEBVL4C/CrxTRBKmK/0XnZ8REXm1iHyxiPxm4EJV/xXw7ZgBPcTPAH9ARF7mVGV/8uB3v4KF7WBGrfPvn/W9nu/aReQVwL8AvktV1Q3oJ1X1OzFWn9/1fF9rwYLnwpLTXDBBVT8kIk8Bf0ZV3ysivwN4v7GOcQb8WeDLgW8XkYqxA/2Vp73Gp0XkW7EQ+Q7GttPwvcCPiMhHgB8Dzv1/fvwh7/WFOEVbWqHDPNj3Ao0S7U8B3ygiI5Z2+Acv4ONYsOBZsbAcLViwYMElsITnCxYsWHAJLEZzwYIFCy6BxWguWLBgwSWwGM0FCxYsuAQWo7lgwYIFl8BiNBcsWLDgEliM5oIFCxZcAv8PjKwH6rMuiyUAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "im = ax.pcolor(ca.resids, ca.resids, sq_dist_arr)\n", "\n", "# plt.pcolor gives a rectangular grid by default\n", "# so we need to make our heatmap square\n", "ax.set_aspect('equal')\n", "\n", "# add figure labels and titles\n", "plt.ylabel('Residue IDs')\n", "plt.xlabel('Residue IDs')\n", "plt.title('Distance between alpha-carbons in AdK')\n", "\n", "# colorbar\n", "cbar = fig.colorbar(im)\n", "cbar.ax.set_ylabel('Distance (Angstrom)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating distances for each residue" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of calculating the distance between the alpha-carbon of each residue, we could look at the distances between the centers-of-mass instead. The process is very similar to the atom-wise distances above, but we have to pass `distances.self_distance_array` an array of residue center-of-mass coordinates instead." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "214" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res_com = u.atoms.center_of_mass(compound='residues')\n", "n_res = len(res_com)\n", "n_res" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As the number of residues remains the same, the resulting distances array has the same length." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(22791,)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res_dist = distances.self_distance_array(res_com)\n", "res_dist.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This means we don't need to re-define `triu`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "sq_dist_res = np.zeros((n_res, n_res))\n", "sq_dist_res[triu] = res_dist\n", "sq_dist_res.T[triu] = res_dist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The resulting plot looks pretty similar." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Distance (Angstrom)')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig2, ax2 = plt.subplots()\n", "im2 = ax2.pcolor(u.residues.resids, u.residues.resids, sq_dist_res)\n", "\n", "# plt.pcolor gives a rectangular grid by default\n", "# so we need to make our heatmap square\n", "ax2.set_aspect('equal')\n", "\n", "# add figure labels and titles\n", "plt.ylabel('Residue IDs')\n", "plt.xlabel('Residue IDs')\n", "plt.title('Distance between centers-of-mass of AdK residues')\n", "\n", "# colorbar\n", "cbar2 = fig2.colorbar(im2)\n", "cbar2.ax.set_ylabel('Distance (Angstrom)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "[1] Oliver Beckstein, Elizabeth J. Denning, Juan R. Perilla, and Thomas B. Woolf.\n", "Zipping and Unzipping of Adenylate Kinase: Atomistic Insights into the Ensemble of OpenClosed Transitions.\n", "Journal of Molecular Biology, 394(1):160–176, November 2009.\n", "00107.\n", "URL: https://linkinghub.elsevier.com/retrieve/pii/S0022283609011164, doi:10.1016/j.jmb.2009.09.009.\n", "\n", "[2] Richard J. Gowers, Max Linke, Jonathan Barnoud, Tyler J. E. Reddy, Manuel N. Melo, Sean L. Seyler, Jan Domański, David L. Dotson, Sébastien Buchoux, Ian M. Kenney, and Oliver Beckstein.\n", "MDAnalysis: A Python Package for the Rapid Analysis of Molecular Dynamics Simulations.\n", "Proceedings of the 15th Python in Science Conference, pages 98–105, 2016.\n", "00152.\n", "URL: https://conference.scipy.org/proceedings/scipy2016/oliver_beckstein.html, doi:10.25080/Majora-629e541a-00e.\n", "\n", "[3] Naveen Michaud-Agrawal, Elizabeth J. Denning, Thomas B. Woolf, and Oliver Beckstein.\n", "MDAnalysis: A toolkit for the analysis of molecular dynamics simulations.\n", "Journal of Computational Chemistry, 32(10):2319–2327, July 2011.\n", "00778.\n", "URL: http://doi.wiley.com/10.1002/jcc.21787, doi:10.1002/jcc.21787." ] } ], "metadata": { "kernelspec": { "display_name": "Python (mda-user-guide)", "language": "python", "name": "mda-user-guide" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.3" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }