{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Frequentist uncertainty vs. Bayesian uncertainty analysis\n", "*Mark Bakker, TU Delft & Raoul Collenteur, Eawag, February, 2025*\n", "\n", "In this notebook, the fit and uncertainty are compared for `pastas` models solved with least squares (frequentist uncertainty) and with MCMC (Bayesian uncertainty). \n", "Besides Pastas the following Python Packages have to be installed to run this notebook:\n", "\n", "- [emcee](https://emcee.readthedocs.io)\n", "- [corner](https://corner.readthedocs.io)\n", "\n", "
\n", "Note:\n", "The EmceeSolver is still an experimental feature and some of the arguments may change in before official release. We welcome testing and feedback on this new feature!\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pastas : 2.0.0\n", "Python : 3.12.12\n", "Numpy : 2.4.4\n", "Pandas : 3.0.1\n", "Scipy : 1.17.1\n", "Matplotlib : 3.10.8\n", "Numba : 0.65.0\n", "\n" ] } ], "source": [ "import corner\n", "import emcee\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "\n", "import pastas as ps\n", "\n", "ps.set_log_level(\"ERROR\")\n", "ps.show_versions()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. A 'regular' Pastas Model\n", "The first step is to create a Pastas Model with a linear `RechargeModel` and a `Gamma` response function to simulate the effect of precipitation and evaporation on the heads. The AR1 noise model is used. We first estimate the model parameters using the standard least-squares approach." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fit report head Fit Statistics\n", "==================================================\n", "nfev 26 EVP 81.25\n", "nobs 351 R2 0.81\n", "noise True RMSE 0.09\n", "tmin 1990-01-02 00:00:00 AICc -1957.18\n", "tmax 2005-10-14 00:00:00 BIC -1934.26\n", "freq D Obj 0.64\n", "freq_obs None ___ \n", "warmup 3650 days 00:00:00 Interp. No\n", "\n", "Parameters (6 optimized)\n", "==================================================\n", " optimal initial vary\n", "rch_A 0.261229 0.198424 True\n", "rch_n 0.886319 1.000000 True\n", "rch_a 116.341591 10.000000 True\n", "rch_f -0.703221 -1.000000 True\n", "constant_d 1.028788 1.338063 True\n", "noise_alpha 53.501179 15.000000 True\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "head = pd.read_csv(\n", " \"data/B32C0639001.csv\", parse_dates=[\"date\"], index_col=\"date\"\n", ").squeeze()\n", "head = head[\"1990\":] # use data from 1990 on for this example\n", "\n", "evap = pd.read_csv(\"data/evap_260.csv\", index_col=0, parse_dates=[0]).squeeze()\n", "rain = pd.read_csv(\"data/rain_260.csv\", index_col=0, parse_dates=[0]).squeeze()\n", "\n", "ml1 = ps.Model(head)\n", "ml1.add_noisemodel(ps.ArNoiseModel())\n", "\n", "rm = ps.RechargeModel(\n", " rain, evap, recharge=ps.rch.Linear(), rfunc=ps.Gamma(), name=\"rch\"\n", ")\n", "ml1.add_stressmodel(rm)\n", "\n", "ml1.solve()\n", "\n", "ax = ml1.plots.results(figsize=(10, 4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The diagnostics show that the noise meets the statistical requirements for uncertainty analysis reasonably well. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ml1.plots.diagnostics();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The estimated least squares parameters and standard errors are stored for later reference" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ls_optls_sig
rch_A0.2612290.021429
rch_n0.8863190.028279
rch_a116.34159116.172891
rch_f-0.7032210.073977
constant_d1.0287880.043803
noise_alpha53.5011798.864145
\n", "
" ], "text/plain": [ " ls_opt ls_sig\n", "rch_A 0.261229 0.021429\n", "rch_n 0.886319 0.028279\n", "rch_a 116.341591 16.172891\n", "rch_f -0.703221 0.073977\n", "constant_d 1.028788 0.043803\n", "noise_alpha 53.501179 8.864145" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ls_params = ml1.parameters[[\"optimal\", \"stderr\"]].copy()\n", "ls_params.rename(columns={\"optimal\": \"ls_opt\", \"stderr\": \"ls_sig\"}, inplace=True)\n", "ls_params" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean prediction interval width: 0.361 m\n", "Prediction interval coverage probability: 0.943\n" ] }, { "data": { "image/png": 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4ZGvgpIMaivIAA2cguIL7CkMYThXuMxx0N8davv6cGZSZGXiM70e0gDMEYx6OGZxCOMvIvoHREcl4gkMuszPgEGLc8pxhx5+dcgBZ0qYef3sE6P5Yp3BP4KCB0YCgjJyxRFAHVHWMB1C1wUBAEIRLZhAwRPkNgiV4HA4ssrSYq8iYwtkDRXrnnXe2leHogDUNaw0cSgQAsRbCQWYgKCc7ifhcZGjhJMtrII6F10CMC5T4uK25MvB6sE3Y8YwG+G4EROW1D9cJ5ySPU3XuYZwCkY7VSD/Dz3XTXW/eO5BFZ0YO9g6MER4z+FwE+hDswbzE5+KcI9k71D3bwMDAwMAg1jAZ81YAMq0wGOSNHlkeOSMUa+Cz4VzCGNHROPE4ajT9iFrBAQF9G04Nsi3IKiPbDOcbBhDOBZkl/JYhqxjDyMXxyEBmEVkgZLJATYXDLztu+A5kjZBt4rpgZDybqx0TjFYZOF6+Z3AqYTCCconrAGo8GATI1LQUOqQkicx1awDfHSmQbQPjAj9gK6CWFHR1pxpw+frzWFEfk+cQ5pQaeHKrC0Vt7EEHHSTGGrJ7CPYga4csJsYUmBctNZ4MQsAagLUEGd6ysjLh1IHqjECgE/AcMqQIbuqcVzBdUK6A0hlkhsGGwfqBeSs72Tog+IaAEjK8YAGpYmOqOj/WQByz2lEE4CBjpFDLj5oburkX6ViN9DP8XjddNwTQ0jH3UeaEfQSlLmA4MeCUY69CBh57Ia4nWq5Gune0pGiigYGBgcF/D8YxbwWArg7BGtDXkaGFA4t67eaisQPIQsAhAkX30ksvtRl6q1evFhmGk08+2TKgoNAuA//LNHi8H8YQfiCuNHToUJFZgvgQzgmZEQh3RQpkPnAsuBZwtJAxZ4BOj1reE0880TLyIAiG7CQDRrOXei7OA58lA/8jy68GE9yA2mM4DPiBkYdMMGobW0rZHvfKL508HoH7Fsve5QgqoV6VgXEALQKms6pA8AhjCHWwnFkD5VmG3/GENoT44aw5SiNQhiGPTYPIAAcMP6CggxkD4TO38iAwHTgzKwP0aaxRWFcwv2VVegRuvO4vxkAkQVME7bCmwpF30p3AmPn111/FmstQ11w1mIs1F6UPCGjpjhFwOxcEPPA6rHVceoPzB6NAFU1sbujmlZ/r5hb0Q2kD7jGCMwim4PMYOGcEADkojSCAV+tVAwMDAwODloahsrcSkJWDYYBMDn5zrWFzApkhUP1Qt/vDDz8IRwK133DYQRuVa11hyMAQhuMLSug777wj6nwBZLFRkwinByJXaGcEoxHGHpxbONcwOCHOg6wy6gahWI5shhfwXogS4Vjg7MotkGCcIuvx888/iww/Ahuy8jUAgw4GL64pVJh1GRpQWmHgghaP84MQEq6NTtjLrU4dta9z584Vn4HrA6p7tBmx9gw4TKjJxThB3S/GBK4XxhcCLbECvgNjDD+4L8iEqyr/MuBswTFBL2uMY1CoUQOvjicY8RgvGE86ijuYEmBw8NjFeMf4R30txAMNIgOccKxLGCeY7wisIPAHhXwA9wNZbziymOe4NxhHLGSmAvMcGXIEDQFQubE2YSxi3qtlLU0FxgNo6aDYo8QFx4g1C2Jo3KINaylq26G7gfUDzBFk9N0cT+hcQLwN9dWgduP8WTQUInhYg3HdsCaik4AKBDkwJ3Dt8DoEj1CKhDHdEvuPOq9wf1EOhHmFfcnPdXMD5h/mPq4ri77JeweLxYEyDyFJw1YxMDAwMIg3GMe8FYGsMNraNGemXDVOYOCA9gkKJzIoENSB4QvRJDnTC+cVr4UxC2EiOKJs9ML5hGgQDFrUEYLK/dFHH4msPABjE44JPgOZCxhayMpAJM4LMK5R8wijWTWuINiELAiOA9cNjrDcCgiAc42sGDKVyKDqagjxGciMgjI/YsQIIQh16623urbVUoFaYTiWcLxAnYQR+emnnxrlXg1QwoB6WlBL0QIL1xxUdjgFXjTiSADBLwhjsVOMce6ULQcgBoVxje4AOCZk29SWd1BmhxgcWBEYT7qsLZgLkyZNEqUgOD84GPhudBQwiBxwKpmFg3uJ+nA460yNxvzG+oAacwQC4VSiWwPoy3IgD0DwEHMd7bkYCPiBiQNGDz4H5TGxBMYD1gKMBQQTcIyod166dKmllYDxhDkARxvHjufgNLsBr8eaivUKGXd8BtdsI8uMWnwwr0C3dwp4QdUdeg/QUsA6iOwyrq3caq4lgGMAwwjzE/MKQU4/180rMIc9DGVWcLxlYJ7jHDGfwfLCHiJn1A0MDAwMDOIBCY2maCoMqGuEGjMMRLXXLWiRiPTLPWsNDAwM2gpQV8tdGloCcLgQFFRrsw0M4h3Y73meIKu/cuVKEdA2e7+BgYGBQax8Sxltt0DVwMDAwCBiwEGGo+xVWx0rIMNtnHKDtgg1eGXyGAYGBgYGzQnjmBsYGBj8x2AcZQODyGEccwMDAwOD5oSpMTcwMDAwMDAwMDAwMDAwaEUYx9zAwMDAwMDAwCM73pSMOWrU0QXCwMDAwMDACcYxjxKG0mZgYGBgYPDf2fPxg/Zu0QCCi1CMNzAwMDAwcIJxzCMEt+zR9TM2MDAwMDAwaH/Bd1ZoX79+fasdk4GBgYFB+4YRf4tCYRh9vLl/bEZGhmgHZGBgYGBgYNA+0NDQQKUVVZSSSFRXU01FRUXicd7vQUtH/3iz/xsYGBgYxArGMY8C3bp1E7/ZOTcwMDAwMDBoP6isqafiihrkzqlLRpIVmGenHbT0goIC8RMJ0KaQP8fAwMDAwECGccyjACLk3bt3FxuyEXMxMDAwMDBoX3jwi7n0yd9rqaGRaMKhPW2ZcTjmupI2ON2JiYmuWXTUqHft2rUZj9zAwMDAoK2iVR3zu+66i95//32aO3cudejQgUaNGkX33HMPbbbZZq7ve+edd+iGG26gJUuW0ODBg8V7DjzwQOt51IHddNNN9Oyzz1JpaSntsssu9NRTT4nXxhKIepvIt4GBgYGBQfvC8g21tLK8Xvz97eIKGjMgy3pu6dKl4vfGjRtFcB42Bxxy2DIodevVq5fj57JTb2BgYGBgEFfib99//z2df/759Msvv9CXX34pNrh9992XKioqHN/z888/03HHHUdnnHEG/fHHH3TYYYeJn3/++cd6zb333kuPPvooPf300/Trr79SZmYm7bfffkK8xcDAwKAtYMWKFfTtt9+K3wYGBi2LmvqQA/3UbyW25yorK62/QWmfP3++cMoBJAN0WL16NU2bNo0WL17cbMdsYGBgYNC2kdAYR32/IK4Cejgc9t122037mmOOOUY47h9//LH12M4770xbb721cMRxOj169KDLL7+crrjiCvH8hg0bBHXspZdeomOPPdbzOMrKyqhjx47ifTk5OTE8QwMDAwNvPP/88zR+/HiRXUMmbsKECSIYaWBg0DK44LXp9PHfa8TfIKZ/dGJf3+/t3bu3sB2Y0m7ms4GBgcF/G2U+fcu4apeGgwXy8vIcXzN16lTae++9bY8hG47HAUSjEZmWX4MLsdNOO1mvMTAwMIhXIEPOTjmA32effbbJnBsYtCBSE0N14pFmL5YvX27ZM2Y+GxgYGBj4Rdw45jA+L7nkElEPPmLECMfXwelWhVPwPx7n5/kxp9eoqK6uFpEM+cfAwMCgNbBgwYKwOlSISv3777/i77q6OvFjYGDQfKhX5uDG6kC9uV9wCYrXfDYwMDAwMIg7xxy15qgTf/PNN1tFhA5Zdf4BDc3AwMCgNQCRStDXZUBkctCgQeJv1LJyPauMmpoaUcpjYGDQdNRDjl3ClGV2BfZYzWcDg3hGSUmJo26CgYFBO3XML7jgAlEzDqEjNzVT7iG+Zk2g7ouB/7m3OP92e42Ka665RtDO+Ac0NAMDA4PWANZA1JRzxwf8fuaZZ8LWRjkLB+FMCFAVFxe3+PEaGPwXHPMNVZGpqScnJwunhuczO+f4/eSTT3raOgYG8YDCwkJTRmVg8F9xzJHdgVM+ceJE+uabb6h///6e7xk5ciR9/fXXtseg6I7HAXwGHHD5NaCmQ52dX6MiLS1NFOLLPwYGBgatBQi9oR0kgpX4rRN+gwgmsuSzZ8+2Ok6gfZOBgUHTUVldbft/Q4RUdpSbwKlB0AztXD///HN64YUXxO+TTjrJ3CKDNgXT5s/A4D/Qxxz09ddff50mTZpE2dnZVg046OToaw6cfPLJ1LNnT0E3By6++GLafffd6YEHHqCxY8cK6vv06dNFRBqACipq1W+//XZBIYOjjp7nUGpHWzUDAwODtgBk1NyyaghsIksOsC6GMZ4MDGKDurqAI94lM4mKKuppytJNNH57Z2FaJyB4BiYLEgbM2jMaEQZtDdBFUEsyDAwM2plj/tRTT4nfe+yxh+3xF198kU499VTx97Jly2yLwahRo4Qzf/3119O1114rnO8PPvjAJhh31VVXiWwSlI1RG7PrrrvS5MmTKT09vcXOzcDAoHmxaVOg5jMjI+M/dalBbYeRJBv369evF7+RnTMwMGg6mMleWx/4o6Qysow5g9ksMsw8NWhrwJhNSUlp7cMwMGj3aFXH3I9Q0XfffRf22FFHHSV+nICs+a233ip+DAwM2icWLVokfrt1cWiP4HVTZ9ybTJyBQYzmWbAH+Z79s2jinDKr7jxJaqPmB7ryEjNPDdoaTDDJwKBlYHgpBgYGbd5RBYV71apV7Z7KzecKIGuue97AwKDpaAjOpZ45ycS+eGlV5Fnz8vJybYtWA4N4hzx22/veamAQLzCOuYGBQZuD7IDCQYUAGuo423tbF9mgh+KzDsY5NzCIHZUdGfJO6YEOCeujpLPrHB5dYM3AIF4dc8PyMDBoGRjH3MDAoM1BrtuUDYb27pQiawGRzGnTpllimSqMAWVgEIu51mgZSbkdYuuYYx7PmTMnJp9lYNBcQFmom1aCgYFB7GEccwODNo7FixfTunXr6L+EhQsXWn8vX778P+OYo93SfvvtJ9qn4ff7778f9pp58+YZI8rAoImoD64loLHnBR3zaAXgnGDowQbxCLA55s6da2NomfILA4OWgXHMDQzaONCBwCl7+l+AbDC0R4EaUNbRDm3BggWiXSQb8/h9yy23aO99ZWVlKxypgUH7AauxJyclUG6Qym4c8/820Pruv8BIwp6K85SFC3HuBgYGzQ/jmBsYGLSrIEV7y1wUFhaKtpE//vhjWIYN/8uMAYbJbhgYNA3VdQHHPB2OeTBjHo34G7C0tIaemlZMxZvsTt3KlSvNbWpDmD9/vsgkt3fo+pVjrzEMDwOD5odxzA0MDNoNUAfXnujs3Ksd6NOnT5jBhP979+4d9r7/WmmDgUEsAeZNVV0gCJaWnGhR2T+Zv1G0TIsU13y5Rrz3nh/XeSq2GxjEK/4LbAEDg9aGccwNDAzaHDIzM6M2HkANl2vU4xkrVqyw/u7WrRvddNNNlnOO3/gfj/vtn2xgYBACSkQ2bNigLQWpDlLZ05ITKKkm0McceOPv8Nd7oaw64OTPLqr2vY4ZGLTGfvPtt99qWViA6SRgYND8MI65gYFBu6Da+XVIQQ1vKzXYHTt2tP1/+OGH0+effy5E4PAb/zthyZIlLXCEBgZtFygR0TkhYN0wlX3Kd1/T9ZddYD33ZhSOuVvpjXF22h7aEyuL8fzzz1Pfvn1pzJgxNHToUK2wqMmYGxg0P4xjbmDQhvFfbWHiZhh5idTILWDa4nkiQ77DDjs4ZsplmJpAA4Po5h075k888hDVlNhrwSf+sZKemlZCDTFw0Iyz07ZLjFoTYHug7j0WmfLx48d7CouasWpg0PwwjrmBQRvGokWLrL/NphlAcXGxL8e8LTitTc2mgR1gYGAQWQCsvqHBorLX11RSY00lFU9+LPB/1UZ6flYdfTK/nO6bEqoZn76ykh77pZiqg7XpMpIT/1vZ17YOiGf+888/tsC3LCwaL3vtmjVrYqKWjo4ffoRFIVaI62LGrIFB88E45gYGbRCgYoOGKeO/oBbLcDMMYFDo6kZZbIkd89mzZ1N7d8xLS0tjdiwGBu0VqqNVVRtyUhLqA47PpvlTxe+k9CzruR+XbqLlG2rpnX820M3frqXP/91I780O1aMzMlNCppYqHtfetCAgnAfnrS3vR+yQy/dm/fr1cdWWE/scO+VNdZQHDx7sW1iUtRkMDAyaB8YxNzBog0Am1GyOznBqIbZ06dI2VdPpZgCCZjht2rT/dA97A4PmcMwra0JrxA3X/E84KQ2Vemfk3I8K6eWZoQAYHHUV3G4NWFBsz3Bi/sKRjRd6dFMBcU2+pm01s8pOqrxXpKenW3/Hg0aJHChYu3ZtVNcazj3e16tXL5owYQIlJSVZ53/JJZeI4D/Gp7rXxENgwsCgvSK5tQ/AwMAgcjjRsWHcZWRktPtL2lYNvkjhZABBmAc1gLj/rM7uJgRnYGDgfz2prA04ZGlJCXTEEYfTLruMEsG+W+Z5X8W/Vm2i2WuraFhByJHrlA6HJzCX5xVX09AuaWHvW7VqFQ0cOLDN36bU1FTrbzjnKSkp1FYdc6dyp1jQx2OJoqIiSk5Opvz8/IjGPFhjBQUF4ueMM84Q4m8Y5wgUPfzww+L82dbA63mvOfvss6ktAQEWsMfy8vLalMaMwX8TJmNuYNAG4bS5yNRlGEWgE8abEdFUcJTfDTBS4hk4frAevO6NfJ7IVvww9Td64bu5dOvd93sK9QDGCDFoC0bzv//+2yrrFDuNqgPGjnliY72YVyy42DUzlPl2woYaoqu+WEPLSkPnUyfR11eW6YNtyMK2NzHPeKnFjhS87sqsNHktxr1q7eCwurZHeq15zMtlX6Cu44edcgDnyefKew1qzdsSUIuPwFd7s4UM2ieMY25g0AbhFMmX68SQPcdmHQvV1ngCovxeVEK3dmoyWksADvcFlE+/NHRkyPfbbz+6+bOF9P6KDpQ39jJPoR7VqDIwiEegxAQOqZdooxMWLlwoxKua4tyo68n7kz4Wv8vXrxPzjltHXTqqs+/PnrWsyPpbLisvLHN2oBCgaOuQ1xtoerQVwGljSjifg8xYUtfR1qZzq455pOs8l07IeyWo7KCv876YlJVPOTsfRYkdcqzX4DlZdLYtwZR9GbQFGMfcwKANwskxdaIN/tcixTojRfeYzpltCcD48VsfjtcwbT1jyEjxWMbAHXwL9RjH3CCewQ5GtNoPWAvh3OMnUrBTgowaY9asWfTok0+Lvxtqq2yMlIyaUF2vF5asCdRaA/XS2lNc2XY0LqKBvN7A0W0rwLHiBw63LlOurqNqIAl7bEsGelXHPNLvZhtCLj3AfOjTp481LwqOvIlydz+FOh8UCgTjuU6dOlFbAp9PWwoUxRoYr//l829LMI65gUEbg5sBKi+8srGJrNJ/CaoRhf91YnnRGPNNxfPPP09DhgwRNX0jR44U/7tBzmDISExOsYyOC264m2aUZWqd8LYkdmfw34OT4xMposmas3OTlhaq+Z4+fTql9hwm/k7t3MfGSFm3yn8gb8r6HJq6PJCVlDuolWxypxy3hTaO7fH45Sy5LKzmdD5wdGT6OJhpLclOU1lhLLrnFzpWAICyDdSR4/NTuw4Qj3UYsL31nXgOr2lLAV+/DLr2CoxhUPlbKxFhEBn+26PVwKANws0A5cwRDATZ6czKCrX4acvwawzAYJINDlBlddmbDh06UEtixYoVNH78eFt9OIR08LjTucoZDBmPPvsK7XrT+3T2E5/QpKph9OS0Epq5OrxG1TjmBvEMuda1tZw6eT727NmTOo0+UctIwVxc/dJFVLnkD1r9xjVUMft711rzO74vEu3R5BZpFbWNVKXpdd7W67Kd1mi5/3dbgLpeyrXWapZabcvZlu4dn5eOrg8h0c8//9z2+hdeeEE8xiKjbWlf+a875tz2z2jOtA38t0ergUE7AzbZJUuWhFHX/4sLMjIaMB5gLDkZ/C2dMUdQRT0WFr9ygpzBkDFhcUdaXpVKny4JGUhzi8LPp731STZoX5AduZZ2zNVsPVhGmG8yUHfLWUL8XHveKbTunZuoetnfVPbT69brDuqvF4Z78+8NtKTUnpVc70Jnb0sOjx/HfPHixdQW4KQ3wLXYOC9kHeUSJLfxin2nOe9lU9lRXnX06jzYdrvtbY+1JaFCPq+cnFCtfGsHA1sSbA/+F+3AtohWdcx/+OEHOvjgg6lHjx5iwHzwwQeurz/11FPF69Sf4cOHW6+5+eabw54fOnRoC5yNgUF8QCdK0142H8uYqG+kbxdvpHUutFAYRqDwQ5neKdPe0hmOwYMHhznYMPwHDRrk+j7OYHRJDR3vhurwe1pZF36eMCLbEu3Q4L+FpjrmsciG8feyE7ZHv0zxe4vsKvrll19E2Yk6F5FB/OStl+jhA7rRS+N60jm79KLd+oa3qnzjb3tWFShxcczbUtZVBZg/U6ZMaZMiWzwO0XpMBui/CPI+++yzQggQY4EFAdkRlvdcjKF169aJfWfOnDkteg5uWjIo5ZLZC/I448fVfWJ4QajEo0zZb9qSTaErl8E9w72VS/7aI3DOzOzAPTe2QPyjVR1zLAZbbbUVPfHEE75e/8gjj4iIJf9gUqEv4VFHHWV7HRx1+XXYKAwM2gvkeki/wKbclg0+Bm8q/zezlB74qZie/32962vZUHFzzFtyo+rVqxdNmDBBOOPsVNxzzz3a3vPqcSFbUZfofu/LqvQGf1syogz+u4gmCyc75tHOZcwPOFlqtnTHwd0FtV2uOQa4fRp+D8pPo86ZgfaMF+yUT0cOt2flZCQleDvm8SzUievrtJZAKwN9sI888kjhuL744ou+BS7jyXnR4Y8//rAEOAEWBES/b7x33rxQg3solrfWObspxUOrRGYvyGwx7IM6AcWSTfWOLI+2tKfwuiCfHx9/PM+3WADjWl7XDIMu/tGqzX4POOAA8eMXHTt2FD8MZNixYZ522mlhPYxVGo6BQXtBtHQkCMPl5uZSWwZvpu/PCQi5/bh0E109muiftVVEjUQjuqZrjZSlS5c6fiZeJyvTNjeQcdl1113p559/FnWrWKvQ0xxBRi+41aa6KT7D8OJggIFBPEF2prGfq3TTSN6vqwP2+155vagJ1oSnsiftExmpiXTqNrn07qxwoUkgL52oqNLdMY9XKjucOhj4CISoLESddsaDDz4o/sbrEYyUWQfxBi8nUyfAyYKAreWE64JYfsYO9gLYyPL54DFVuwYihas2hoL565Wgb1ukssvJCT/lCO0BakImXtcXg3ZSY44I7d577y2itDKwwIAeP2DAADrhhBPEouoGRNGQUZR/DAziFe09wusGbKKqITR7bRX974s19L8v19CmmtAmy7RULzRnnTnWEhadkw0ArE+ccfNr6DQ0QjTKPSNYLGU4ZHj1fTcwiAdEI1KpOubRQp6fKJUBUpIC5XB+gmYyuqXpM5eZFFi7n52+3tGhi0fDGdcVDEdcIx3zSqedwXATuIwXeF1znQAnCwKqbdNaCirl3q+TCYq9+lpVoG9OURX935+ltsfUjDno+m0FvC7gnPm8eb9ta+KEkUINVOrGjUF8oc065sgwffbZZ3TmmWfaHt9pp53opZdeosmTJ9NTTz0loryjR4927d931113Wdl4/Dj1AzYwiGcqoRcibacSj0BdJ2iSMq76IlQj9vWvMyPOYDRnoANBQTjmcIxnz55tOcg6B0IVgFNfU1PfCFKAK1Zt0Dv3MIpNwNEgHiGPc5SeNQVwkiJxztX6djZiMdfkjDk75lhb/NCzT+pfRRVzfgh7fFNFSIjxqFtfEnXKKuIxg6cek0qZ1mlnRCJw2VrA2o+st1ebM1WAU24b5gW/AeJYwG3syIwp7ENyMEKlN1/5+Rr6cmGFr6BvW0BpaWlYID49PcSua49A4AFOuOqYt0aLWIP/iGP+8ssvU6dOneiwww6zPQ5qPGrOt9xyS2HAf/rpp2JSvv32246fdc0114g6DP4xvf4M4hVNyQi19awpnMsLLriAEjs6G0O3PfSUJczjF06ZakTSY7WJcVQ+2s8rq66nCokN4IRaSqL5y/TOjRdzyMCgNdBUjQf5/QiCRUuxlZ3tWskxh2ELpwZriir+pQMev+iME2jdR/eHPTf/p0+svzuOOk7UKf/99982Zz8eM+aqw6c6m9DOeOihhxydczzer18/ijfAIXerLZfRedv9aIvrP6RbnnjF1jbMTxKppeAnyIx7oWa7/QSD1ki09ram8K0LQsjJuvYoiIbuPBC2091bVTPDIL7QJh1zTCJkzk466STP2lA470OGDHGN1kJMC3Vt8o+BQTwirM6tsdFVmVxFPBp9fsF0yfwDL3Z8TWqXfpYwj9/MuZOzDLYNvjPaTVumfPJ3cNbC7TNh9LIjv7aijl6YsZ6Of2cFnfL+Sus1PbKd5UEu+6GGCpuYeTQwaCtQ51K0GWc49PxZcsacy2d04l/qGmN7XWMDrX3vNvH45jm1dET3Utrwsz1BgNeh3E529pGNjreslnpNdXT2MWPGWGr1l112WVh2Od56SUc6Tu6dso5Kq4neXdM5Ig0jjKvmCIqnpKRoHS6nvUWmc7vZAU7vX11RFzP2XmsCzqoaWGqPjjkHTnRzdeXKlW3aFmzviK+V0ie+//574Wj7ERNBdAwtk7p3794ix2Zg0JxQN8Infi2hU99fSb8u90eXa0uCLSqYLpmS18vxNcl5PW3CPH6zDG4bsxfN0c+94k2SH5OpdaraPlR9ERSor2+g8ZNW0vuzwzUvJhzak67fMYXWvH41Fb54EW385xvb82PHHa3N6LVHA8SgfUGeN8jsua1ZuvEMo7Op+LekxnLM0TEB9oaT+JebSFjlv7/S0nsOoqO7r6cDhnelxMQEKp78mPV8Wu8RNocJ7V4nTpxIP/74Y1w5Peo9cOrwwWr1EORlJ52zy/GWYXVTMHeD2jbMD2CDxvp+ZmYGWvr5zZr7bUsYjEmFYa2SMXf7rniCbo1QW6S1hfOIFKrNoSLegn+xRHUbP7dWdczhNM+cOVP8ADBG8TdTLkExP/nkk7Wib6glHzFiRNhzV1xxhXDcQeOA6vG4ceNEluq4445rgTMyMGheqBS0z/8N0LJe/MMfNYmFyNoiQJdE5gWZKCdkDNzBJszjBzAy3TbmaA042SBgQ5Z/6zQvsJnIjxcWbyA3Efadh/Sga848murXLaHiTwIKyBbSsrQZvXgy9g0MdIaznMnB+IVT7BRQ0o3nSIxs3edW1oY+s0tmkjBwdTXUujXGTSSM65Q3/f2l9Vx6ny3DjufKK68U2fNnnnmG4gVqAEKtSdYxEuWWcvEYFGzpksVYt6lyup5OmVD59W517/XBjgQqiirqwp5ryfr5WEIVfGvrZX46/Fcd86qqKsF01CU/2gpa1TGfPn06bbPNNuIHAP0Jf994442WEIxaF4l6oPfee88xW446VDjhm222GR199NGUn59Pv/zyC3Xp0qUFzsjAoHnhtOn6jeJjQ4o3AykSIPOyeU9nheTE9CxKzuzkKMyzqryWzpi4gj6cW+a4McPYkJ3xaCmY8obI983LyZfbun0yY4n2NQcMzrJdD2SkYMzLSO06QJvRc3Ja8LgRhzOINWbNmiV6PcNY8mvEc3ZWfr1TTaRuPYxE2V2n27BBagvVLStZGLgICkIk1kv8y0skjOfr4MygUdygX88xd6GnEa+6EOo64oeJFW+OQFtmj7kBjBEE8HGPwPaSSzT8QM2Yn7ZNJ0pODDyuCsC1hUCvn3N3YoC0B8fcSXW+PbIE5PNqy/O7VfuY77HHHq6TBurqKqCa7rbBv/nmmzE7PgODeIPTfImEXgd1dhivTJ1uaxjRPZvml5ZRQeJGWtsQboTf//xbtNfwHtr3vvpnKa2pqKcJ09fTIUNzbGrO0KNgKjn6vOKHe75GA9lo4U0ikrqu8iq9Ey/3agdg9O+777704mNfUubmu4nHuhxyFa2tLAvL6MnfjyABWEpoKwmGETY0ZAbb6rgwiN/1ijOqOpabuqYhOIXXyYEiCGhhzVI1ZTBuo8Xrvy6jaycuovN2zKMDh2Rbj1cGWxJ2Sk+00a8R6N92221FsIsz4DrA+R41apTj6/D/1v3SaMGsMho5Zj/64td3tA4OHkNgA1n41oQumIh1BMcXSdAynhzzpgqyYcxGSs2PNZXfyRbAdQbTBPcHazrm3vDhw31/boOSFU9PTqQumcm0qryO1lTUUUFWcrtzzEFtb2/JO56bTskAKLZ37dqV2isa2sDYbFc15gYG/yVggQENDpkn2VjdWB2deAeYKKD6tNWIYj0b+1MnU+Wi363HG2oDhl91SsjIVpGUqDeOVCqbHEGPlmEgv48d4kjUUKsceOzIXqiAsX/hdplUvXKO9VjBMbdTdXqe42YF2jwMN/S15SgzxoWBQWsD80Ut29Flj3VZHy/NCMa1E/8Wv5+cZm8jyXTd5OBawQ4VxLZUerYTvF6X1yEgApnbo5/IoN9///1aCjwy9a0NJ+FcXjMjoQH7VUBvTmAv9WodOmVphfjRsSiAwvLIM6zNIbY1b1216Njh1R6tKRnzlKQE6poZcManraikFRtq4875cTuOtswQbAr8JBRwbRDchG3ZXtAYvN/RliDGA4xjbmAQ50BduC4z9K5GFCwSxFMGww8skaTgPtsI4/3jB6zn60oCok8Lip3PKzMl0bH9i7qBq3Xh0R6vlxHh1Bt5o0N7NHYYdJm66w6216x+EdQgYMhso3gTYzJo/9A5J7p5oqvH9WtowTFXnfpIwI5JsIW5NU8gAhcr5GcEjOblG2qF846ach0FPh4yWk4OJQK7WMsgbCZjfWU9TZxdJs4tHinDXoEEKPLf/eM68VMedHp/W2l/T0ll5E52rM/99+XldPnk1TR+UqGvNoJ+8NfqKlqvBCEggNgt2AVk4pwyOuejQlpZuCpu7ieOYfbs2Y5Bb7+OeXtz4HWq/Spgc/BaGy9BllgBiYe2ek+NY25gEOdw2vyWrLcbPnUOoi2Rfm68AFkN2RjnDUQ+y4bKMiqb/iFVzJ1CG/8I9Aj+YYlzqUtmamjJe3jqurBsjm4hx2PRZDucNjqZAurWG3ljdWSOOTC4l52Ot0kSsgJkh8XJMW+rm5lB/MPvmqMT5kpPt5dweFFT58yZI+YtdGfUTK06xrlvuZwxh4K6PE9Q6gLNmlhgUF6Akg/n9b4pRXTeR4W0236HhCmZ8xrCDIJ4mptgXqEESGX5nPTeCnp+xno696NwhzEejt+rVEceC0XBmurcIMOBEUmL0ubKmE9dWuYawJVZAX4CVd8u2kjXfrWGLvh4VZhjru4UBx99otirENzHXGX2FeZdS99jt04nkQT02lqiIhaQr1l7aZ/WKI2/WAsuOgGBL7AOYtUf3jjmBgZxDp0RefJ7K2h6oT2Kf8uXKyI2rOIZqAOUmQK8waJ3O7D7bqOFg7v+6wlU8tG9dP64QH11dX0jLQy2O5KxrLSGlpaGHv97jX0jhgHv5Dio7VWaqpqL57x6I5cGszW798ugm/cscKWyM/Iz7AZkRa39GOSsn0ydlWmP7VUUxqD1odOH8WvI60pvcnJCOhG6eYY1A8an6uir/1dIASyuIOGMOQMOOjRuYgF5nn6/ZBMt21BLPyytCKPA85qHelCsCy1dfuSVXVbXxdUKC4nXauv/OMjKeY03OcBdFsweq3XXi0sip8nG+tzf/sudjh/pOs4dXlSAyr5VR/temZiVL/Yq6EEg6IX5BNE5jNOWdsz5+5xEzvw65u1N/NTPfZBf0xS9jnhCYys55kCslOCNY25gEOdQa4WmLKvQUun+KGqwZVxhFDm1PomnDAYAo1PeWPm4ZOOCnUe2b4YP29yWYTrhiENstXcqzvt4FU1dHjI0+3VK8R0196pJjOTawlCoqW+gOYuWu/ZGXlfBjnkmbdM9lC3sHKTB6gChHjmhrjoXsmPk5Ji3l8h5PKC1skjxAJ1BrOsxPm1pKU1d7q3YzoJjMeliUVZGo/tmhDlgsjOp1piLx6IUgvSjdfH+7LKw9ZqvIR9DS8/NiOs0lWG+oaohzICNJsjZkpAdcw40qHXX01ZG3iYslvduZak9YFIYRZC9eFOd6FKi6h7oOhekltmD/kk5XcRclLuI8N4SbeYZNkA07dfktVX33dW1dXT1F6vphd/ds5kt5cTF09yV19P2yBiob+H1MtoOPmGfE5NPMWizgOqrzlgyiB+o1LuP5ob3wGbcete9YoPDZvW/L9bQ+R8XulLc44XODqodFMK9eoHPWltFk4OR/cSEhLAM0yFDA8JvUJD1gu6yxLKfqZMTgcj0hR8X0gOLCiglp4tjb2S+b6ASwpC/enRnOneHPOqZ41479txhPemYEYFMotrexum45A3MOOaxA9oVIYuEoBPonk5ZnfYInWHYoUOHsMfOf3c+3fF9Ea2t8J6zOsO92kEk0S1riMx3llTWslgqCwrVmIc75lCFV5XhY4XSqgZ6/S875Z7noldP4ngxNGuVRRU6HqqGBuZDa0IXJAMF/5ovV9Pb/2ygeukS/zJ3hThuFhxlVFTXaXVB3BDLvVbN4J/1xSZ67733/b+/sZEum7yazvmwkFYHnfOcdL1jPjAvNawzQHJOF9tehWvK11XVHIjEBogma6vaCCp+WbyeZq2tpvfnlLkGSNtqT3YnYL+R4ZWkaS9olO4xMthgQjb3usktOmO1NxjH/D8ODGLURbSHjA7q3Vp7028JzC8ONzYbg/1wkzp2ExlXCNjMLqqmFWV1wuh1QlNEkmIBUDN19EzdeMSme/UXoWyLrtS6V9BpXVHmHS1evSHcCY8lVdRpTiHrhvsCHHnxzY49j3kfZb9gdN9MGruZs+I8oyAzmbbrEXCAijXMCj5HnWo8YKjssYHamg7ZJV3wqb1CZwypga9ayQvy45irhvtX89fTkW8up28W6bNdTmMZwkjy9CyVMuYcEGOfVM2SZ2ZmUnPhrX82aK8hO+atVb/rF9h3ZDz11SythoZbgKq51x/dNfxx6SZR2vTKzFKqk57/8Y854rin/jJN/N8/N7C/rK8mOvPcC6xzWldRRz8v2+R6f2J5XiuWhzLVQEJSMt35+PO+AwWYawja4nbBadXhxXE96eEDulHvjoFuBP2SQhnn5I4Ftr0qVuMyms9x2sf4uZpNobWh3KEevynf3xbw/O/r6YR3V9BapdQkUrG4tojS0tJmLwHiEkGTMW9lIArz7bffit/tJXPe1oGaaTeaHCKisRJniCXgcLrRXeXHV2oczlUvX0LVK2aLv1O79KWcgl60aH3ICICirFPWXBXviQW4ftrLEMEmilY8cjsemRqnQl1cdY55z5xk7XX6eV64EFENJdMbH39jM2acDMZoNi2sDbqsipxJ3HrrbcIEnxh8x8Kld/yrPoOu6KQ2H+8sirYO2Qn/L7IQ3PosM6pqQ9elOtg/PBLc+tUKMU8e/LnYJtrldt3Rdg0BSdlEZyVqHPPfa6psGXO5zAOIVfbl9GHetHjWo+A1o6XHUaSOinoPFtbnazU0MDe0meuqKsEyiVWtpg56gc/Q34VrQoHs5E7dxHG/FwwopCfUUX1FwIZI7z3COqfzPlpJd/5QRF8vcg84xIouPHfe/PAHU9K1ook6yCUGFl1fsRHQu3xQfoit9+DRW9GevQLRql32Odi2V8lQ50tzQ5cx5/mC3/X1of2sKFge5oRYMubiCVDTh0jgI9/86xi8aS9dWho18xvn3BJU/VgFdkzGPAo8//zz1LdvXxozZoz4jf/bA9py3z8nwwl/Y0JiwV60aJGg7cdbVBROOTL9fiLqD/0c7kjXrP6XaooCDm3XsRfT5T/W0JWf2wMUhQ4Z5OagZeKaw/D1KpHQ9cxm+pV8j1gVXaVm6TYSpnnD2GAjEb/v/E1//s/9scGWyXFySjE3IjHIsSZst912WrV1iNMxYAw59TxmumI0ZUuoF0TgAixftC+Swca933ZuBtFBDiT9Fx1zp3Ekz/sqSXTt0V/8BQmdxu2E6SWux8BGN4s8ycJknDE/+b2V9MGccktkEWuMus7EInCF9eCW0w6kjf984/o6HD/WHta4aOm5Gem56oIjThoaOt0O/r6WFrlLSw7d4yn/ltgyw5SQSI1BU7mmqopq1weCvAVH3kQJKWninFikHVlzN2Dsx2It6NWrT/g5FPS3qOVekDUVuOzL49aJkqo9hnQOvL/O2fluig5DNLaZPCcgGIvky7x58yx7Si5NALPBDX4DG/EOp+v4yx+zwuwR+Tri+jVnUKy5sHjxYleNACTloi2xiKiVb4zWZ+OYR5EFGz9+vC0KfPbZZ7eLzHl7iRbKxgQWGmyGstMbb0YyjyU/GXO19/aGn98Uv+uKA455Hek3zCWlLeeYs8HlVU/rZPTJ9WpspOmCRqqwGZDfIYk6JCcIGjiccwjXqC3DbN9VVxOmhu4EteVSJGuE/PlySazspKtoaMIiDSVdUNqBlUq9vdfmYRzz2EOO1v9XGAl+xpGcMdfpIejgtE5+tiDcMJONNXUNsVHZKxtEAEvu4Yzj0VET/To/OuDz5G4MdUEnzw0wKll9vqWD5xE75sFb3iUztA8lpIWo/3Jdsm4fbu6sHZw22ARuFPyv1oXKhRKSUigpuzMlBLPAyUmJVDn3R+v51O5DbGPETzlGLHQmOheEunQw8va/MCy464QyidJdWF4rxuSatd5lgLyncBs5HVpaRExdDzghwONL1j1Y66PNHcYIWl+1l33wz0UhYcCkrDxHewdzHbZbW/RlKioqrPvuFNRrifsJHwrM3aZ+l3HMIwScPPWiMyW3rSMSIZN4BFOoZGOCgw1qFj2eEInibkFWyOBZ9X9XUOmPr4q/a9a6i6agHU9LCZ40VXVX3dhxD3XXRpdJxrXsEcyaT5pTRse8vZze/DvcoUbf88AbEsMyOU7wO250a4T8+TJl0KkHLcD2BkTuooETrd/rPFo6W/VfgNyKB1Tq9g7MVzfGDLNf5Bpzv4hk/Zb3AtXJlJm7yJgvKLavO6s21mnF6uSMIIv+8P6Tm5vrejx4L+4/n0P5jI+pdv0qqpj3k/g/QUMploMLLS1QhXsYicgZO7jds0OlP3l7nq7V0FDPBesO7x3NxWpzKt1aW+wcdE0r6Efp/bcTf/8x43fao2ciNQbp0an5vcQ5yQHwKUsrRC3vM7+VhAXSgViI7apidJGiTKKyLy3eJLKoP/081Xrs6KB4qIrOwTZ/IuDtundFdnxNud9O6wGCWPhcuYxvydoy1/GM9/D9acsBVHluLVkRcswTUjv4snfihVW6ePFiUdriBvVY3cpVm/u8YKtijWmqwr9xzCPE4MGDw6Lo2JAHDRpEbQ0qZQVZ5XiZkNGA74suIi4vVPHWFoKP28kxl+9Jx7SQY95QFaJ21xW7O5XLHDLmWKDjLVCBRU0+Z9xPPkbQ6Rh1DnGMXkGHlNXbP5oXrmJfvexP8Ts5Oz8sk+MEv0wL3Rohf75sdyMrp1LNGUy1jTaJ1Cmosvv4r3bKKGfd/NQAG0QPJyEYrzUWz6OtVFsW4fNyINlBCutz7WP/kZ2rEd1CLc+8oO4Lqvjbrd/ZM4ajemc40nKx3w8cOJD69etHXbp0seZ9jx49XI8Bjj4UrnlsNFRtpMIJZ1HJR/cJpxyHtEHK2vO1jDVV0m85DkpsRDnOAQfSq+9+5Pkezk6mSgIghx10oFZDQ13noS/C46a57BBdRh603qeee8HxPXkHXkKZQ3cNHFdDPX388ce0a9fAPTrmzIto3Lhxttff/eM6Ov2DlWLfuXxyeBuz9PRQ68toUefQicDvdSuvkbQdKJkoNYMSEgP7xfqvJ9C+3fR7QIeURMoMxlzmLHMO1rTEOMW5gp7s5ATxWJId8/cnf2uVl93y1hR64Kd1jmrlbbm0Uy77y+kczqLwsnfiYe9pbGwUmXAvv4Sf83O/Ys2WZZaBenxNFYEzjnmE6NWrF02YMMHKzuL3M888Ix5va9A5sPEojuYXPBnkRYWp2jB0GaCaxFMAgo/bT4S2Y3poyjZsWGO9/8ZrrqQuwWi2DktLa9pMCQOi2erY5I1eFnzrLNElZfTt5E3PP/ngvax+rGomp6mblbpGqJ8vZzu+XVxBJ723gn5aFk5v5JfpKPt+rmF5SZErldLJecK1jqf50V7aHDJ0WVg5a4jsOtYrr0xBSwJrBJggftcKL8McxjSMJDVhXuoQpHJyrlIitGDk42qUmm7LquyMi0fmOwpZwbni+1hQUCCcdDjxXlRsjAmsA1gPbN0YbryBcoN9pEuUa4B9gecjgmZ8DzBWmiurp5bjdD7sOnqzaks6f9IyrQCpOM6GRnpkaiBosqaijk7eupP4uyElXauhAchdVGz3ppnWH3X8cllB1pb7Or4nqUMoe9xYWy2OMz854Lh+uayeDn5tmWsLvGZxzKVrdcuYEK0dmWwn3PrtWrrwk0KR6S6rtr8OlPzMYbuLvxvq6xyzqQhirF+xSPx93hXXa2uVo7Ep5PsdiZ4LvsepJloIPKJcRJpOKEsA8Phvtb3F/vt7YWXcOqfRQl6HvioMrWHJOZ0pMSnZ096JN7ZAlQuLT1Xlx/7pxIrA+hnLlqXwJWCrqg5/U0tyjGMeBRBxQ9sWqLLjN/5vL2jLNFaeDHK0SpfxwILrp45GNoiaE14RP7sQWuD3CVt2pM8nf2bLRLg5pKBlOvX7dVLIjasenMGFj6mSY4dki4yWDv06uSuod89KppMP3ccyuiZ9MtlRYVZGJAs61oQff/qZrnzkVXrvI/vn62yOp6aFCyFx2WOkizyMJSHwcse5WlEmbE5wjNwU+eNNh6EtwsmpcxPXQUmUbBRHOi+bi+qMzBTGDQQ0/cCPYY11WM2Qw6HzgjwfZMc+U+pLrgMcaXlcy4kyeWnsmpVMbxzVS3yen7mH17gFW2TwfoT1QO3GAMFGnWOuspp4n8BYaS5BI7Ucp8PA7cXvpeWNdM2X+lKlH5aE1sflG2qpa7Ae+ZtFFY4lO+o6z2gpZgCXFUB9XcXZO4SXJTTWbBL2xY79A0yraBALRtI7v4WCAWiNmZMWGPtrHWq/0Z992spKWry+VvwuUuZZl3HXWn8nJqdqs6kcxKjjhEB2Z0dtlkj7kcvrHITb/KwzftZGrDFyxjy5Y1fxO6VzX+sxdb4x4o1JGE1QuKy6nv5cXWXTTHjjg0897Z142P8bpfuLdU4N3CHworbbveOOO2j06NFa0V22dfETKzYEH5MayGiqPW0c8yiBrNgee+zRJjPlDJ3RAVpGW1yQ5s6da01QTBJZeCtaIS98ZizqwbzAk9gpKCJP8n9LAlHc9OTEMDXvfsEeqyqyUgJG6O8LnalnzeWYx4oWLaKSDY2WMX3iVh0pSdcvDT0la53v7aEDkuixg7pTRmoiZbEhnxVuZKHN2Kfzy6lKstixmEcSRf9mVRK9XdiJHv4Lxy1FdTXXGpkVptTB0EHElzdHh9PUQhaWqt9YTA21get/+Xv/UOGqEK3S6zziLWLe1oDr60SxFPfGp+ETiYEEJwcGrZOzEwv4XSd8Cb9VVYXRSH/6c75nPbNsVMlzSaZP6wCHym7c2Z/n7Ps5O+RRdrBkKJrMx5AhQyx6uwp8P3+mun47Oebq3iAHnpuLbqsrx2Hg+HiN4nuF37MXhNoDHjgky6aH8n8z9cEo+fjla91SgWK5rEDF8AJNZruxQWQbR/Tv7ovJhNdE2q7SDz6cW64XZXPoUz1Dygp//88y+r0wMJ54D0xMCZ3r2QfuqM2mchCjrizAckjOKXCtVW7KPYxVggjHZnPMs/NFnTVE0Lwc87ZIZZ8zZ45gvfK11+kArKoPiRs6IR7ZAmsk7SKwybDmIDjJLF/Z9gHcRH15fGGvbApjlIPv6p7bYo456AF+fwziC3BCZSq31+DRUdzjHepmxw5htBOEJzeyWzLdrjkg0xS9jHNWV5+2MjwzNiA3lDHff1CWcOhGpS6lorm/iceuvOcpR+pZc91z3edy+7NI+53K6qpQHdcB53fCYfs7fsbj546lTz/8QPxdEKTC64yZa79cQ09OK6HnpttLOyIJWn0xt9i6Z2dMXEn3T1kn/nfSu/p4frmV7UbEt2R9wJiNxDeQhaXEd5UHjmFRTQ6NO/da6/57iZPE48bcVoBNWrfeRhOwcmM1qFB7+LYm/AQUEPRUM+YvvfORYzsfndEuG91QVJ8019n+wLpjEwF1UBSX6fHROOYon8rLCxn+6n13WvfygqVIOnX6lhYvVctxVPAahd/XXXcdHXTyeTS5KET57pmdIvpgMz6ZXx5xZ47mBsbeAzNqaLsLH9c+36djeKB734MOE9nG5MQEyk3xdrBBVAJ7QCdK5hdwHGTDH+9VhyVYHsyM04GDPsC04tB5bdE1vNzmpCMOcg1iWI55xy6utcqRBBWjGdN+r6FKFEzJ60kJUiDi61//0jpvyMi2NeCaY+8p3lhNl366it76JzxJAfq+F+JhD2l0aecqHx+Xhqi2D79WFzjihBt0LZrCOnJaH1tMlb1Tp05CcdTPz38FoOu0hcmLgakzFJ0GT1vLmOsmMBu+boEip8UHTsvs2bMdVcZBaYbBHCvjgT/HyUjRbXAwDFQMyg855iP7ZNATe6bSW3dcSFUrAueS2mOoYwQRAQi1VidayC3YdPRvzBlEdiO9fnJLmxTN+asRUx3kKGpB0JhZUxF+rtxiDAJy5dX1UV0X+QjRXua7JRXCGHRS1J21coM4trT+21GHgTtYHnmJZo3JzAy1IHLLADXUhAI4iTldrXNX54WaAYuHjbmtApu9Vy9YvyrX0fQEbm6nxmt+RaJRUFVlD1Akd+pqzdEf5xbSizPWh/XG5rGJPa1OiXI9Oz389fKeYC8L0r9ODvpFWyuYkpJCPXv2DHscc9Ppe90y5jLwfr+tG5uCU089lSZPnizo9mFIDaw/uFcffvghdTv5IdvTa9eX2ZxBNYjitW/AEY11kke97hPe/YLmlDTS2vRQT/BztgjMt/Hb54o9drse9qz5dn0CdfNAWZ19bpb9/rH2e8/7eBWtkJxz7CGR2FhwHLCmyMkCdVT2yE62Wp/pUL5JojMnhxzzzsn2AOyhQ7O1Y17WRmgoX2dlzN1qldWsN5wh2a6S14nmDAR/L5VYADk7HBboTx/EsvWVnsHAtgRc05d/WU4LSmroy4Whc+8WtHdmrq6ih6eui1lAuKVQHDwmdV1g30bHfnEKHGVne7MG/MBpf2hqKYBvxxz11N988434wUINwZOrrrqKJk6cKH7wd9euXfWLeDsFHLi21GLMr7HU1lgPuk3OTz2w02ago7bITjNqVCD6MGvWrJhsKLLiru4e8flVSv24j98yZCCoC6843oZGWrViuXhvddAxT+u5uS/qGahBcJyjpdypTqN6Thz9jzQAVBR0oEG/09HY5YjpyufOCXt+w6/vWd+La8D0P6/esx/MKY9qwdX1ji/ZVG/VjqsoKqukhoQkKjjyJvGTlNFRPL5mTfgaI1Nl5XIaVViKM+ay06PefzlLzwYK1oB40x1oC/A7plEL7oeuiXUmUjT3fXML2oBaCJqhTNl2w4qVdkZNcseAkY/33zO9lt6bXSbqY2XwHIRBplNUVjOU8vvcqOyMtBg45gCSFCqlndlCTXHMEWCQ53BzBdKxDzLdXkVqj81c35tVUyzaPB63RWANA1Y4iMbxeFWDULFuKyjbBJhXk0oC9cYMlP1s3zWJPj6xLx0yNJD9v3a3LnTn3l3pmUN60Hk75tHeA0Pt8Qbl27PN1UtmOH73M9PDO2NEGvzk9QIO7m797HsstwhdWabfy8oq9HTdIYn2vcVJp4E1FMAWePD268Xf3QYOc61VVuvMYVfIYxVOOmcudWuWF6vL7zo3u8ge/Msctgfl7XWW9X9Kfh9qaGh0TFq0NeC6VGr2lst3CZXsfSU57G6fEykwpmNVn97oYAurQUkeU1pRTYfAEewb9KpvLrAPgd/RlGX4dsx333136+eVV16hBx98kO666y465JBDxA/+vv/+++nFF1+M+CAMWgYyrdhrM2+ujBkW66b2uVahWwjUTUAHONh+FwQYgThuNZIYC0Vz+Th1FFc+ninLQtnPTpI6OwOG0Nnb59KoPhm0bfdQW56a1f+Kvquor0rJ7e5KPcN3cWAm2gVWvX5q8CJah39VMBvAvVRVyBHTuuIVtOKp02ndp4+EvY6jqCxOhJ6zbli4fJW1YTd10yksr6N5iqHAWFuTQgWHXRP2eI/u3bSG0vDhw6lv376CzYRzz8nJsQlLYT2unDclZIB06h4WQRYsg9tup4wt9hECSJytRJYmGqfwv45ISkLgxPoBDBEYEX4NpeZwzOVsplMwEt8rxJaCGh9+jqNWmU/Jud3Fbznz8c9au2Ejf7YuCas68jKcxN9kcH15LNR1kayQszMZGRmObJf8oGP+28pKemqac8ZK3XOayzG3Wrpp7mNKvru2zh6bBTKSJ2zViYZ1CTiwi9frx43fFmlw1Jpil8iO4g/zVlNSpp3dmZiSFha0TEtOpC27pVPPnBQ6cEi2jal2xS6dqUtmEo3qnkgn9VpP7z9xu+N3L1OCRZj7EDmLBPK+yUGcgzfLtrUIhWK+rIvCSE4Lr5evWbWANu9vv49j+uvHpqwkv3mfQEBjQ403C8ILzCxyYz02NxLTMkQGXRe0bkslXXKCJ0NpV4HkzB8/fG57bJOU6NEhmnUFY9ppXONaNtVenjNnjquGCmyfkx75mPa77T36bLKzqG9zBg8AXqdgR2HdcQvIxkz8berUqbT99gGVThl4DHRIv/jhhx/o4IMPFr0/sQF+8EGg9tMJ3333nXid+qNGuZ544gnRXxSLyU477RTRMUWDtpJhliM3MqXIKbocy+iXvLmiZjuWxqPT4uknAABaNTI8WEz4XHULEkTxcNyqsxILIRd5oQFlTYY8oeukVGuSg8F48NAcEeUHHZMjiAkNtcI5B4654FpH6hnGMVgATa3PV6E7p2iA/rBqJlo2GMKyxWVrrfMWr+093BZF5SwDAh5uxwSWEGeS/c4Hp00NwYUnJAX2B/fvRm8e1YsSqJE21CZSh0E7hr2nq0ZICueBtY+NfjjlMnUW54djvuKoPWjT3B8tp0eOIP+zpopunlJOnfY+h/L3v5B6nPWMdewwUJpL4bs9I1Jj0g+1msVtvJyS5ux1bVNC9zEHfM+T4CmnU+DckrM7U1JaB7rhxpus1/y9ppre+lufJVm3KXz9TU9xdqblPYFLSvYZmOnYkjIWcwDBsxEjRtCwYcNEEA3/6wTH8jLkmuyNjpR8dRw0l2PO91wuIWKk5oeCe+n9t7U91zGhkrp3DwRYZFHSxSW1rt/jJVoIAxd7CQfJI4E8t+BMTt+kV1V36+2sAqVQL47rRdfu1ZuO2WNr6tmju8isP3FQd7GmPzY2dA10ugF+wddHnlOst5KWHHgOgQNg3aZ6OvLN5fTHKsUBSgqvl+/bs6vYC+7Zt6tgiUD0sFt2imfrR8yP5MTA3PV7XvKYxXoGO8NrDHsFxSK1I9DJxQkpBf21tGfYhgiKxltLWbfrgd91lXa2QUNtFd1z6422x9Z4JCSiFeBzWo9wLeV6bvgYuLZOe2aj5v563XMwqL5b0UBzN6ZRRape50MHrD2x9ElkdhZ8BASgImGhRuWYY/A+++yzYY8/99xzES1suDFbbbWVcKQjAZwoOEj8A1o946233qLLLrtMGKAzZswQnw8D1UuMxy/QZgu0frndVrwbsGwEYHGBwe2nFQUmC66z36xOpIhlv3QnI9BPnQyCOnDssXGoDmSsjFQ3qIuBSudDVp83BfmVDRv9aRtw9nTPLYLzsvtwLf0TYJE7DnREu1CpC60aOGlqFkrGgAEDbP/LbYhef/11evyuG6znLhpZYLUmAjiTA/yxyr4J5aTaI+qcSXYqA1BRWa0PFqniPEM6p9HG9UVUU+KcadVdL91jOiGSI444nB48bYz4O7tbPxo3bpz13P++XEMrqlIpe6v9Ap+ZmESZI/ZyFfQxcEekY9uPwWexQDw29eZ0zOW1AHufl9GEvR2KwDd9s4a+XexMSeW3FHTMEN0jgAmvf0A77GUXoPq/P0ttFHWsuwuKq2lTbfhx1NQ1+ro/7PhmVxTSacMC6+5hm2dT6bq1lt5CLDVzZIqlrpuLWpM9+Z9CbT9e1WBurtIF/lywfBiXjwo4tCNG7WVdy65H32p7X02yvY3lwKAo6cL1NWFaFmw/eQW05Fpk2HKRCLLivfI1euyXYlFbroNbb2c/gIOMtqVZaUnUXxJj9ZOh9Dp2m2MeHLustZKTlmS1TAPum7KObvx6jRAcxfv59RIZhLp1LbDU598+pjcdFMy+6yAHksDM6+KzDIwhZ1FBX1fHrG4Me7GP/I77LkGG3d4DM0VAQUbF7O/E77SC/q718i2h6RBLVJTabd/G2uqwfWG1h2PuxCiNFLiPun2OP599AYxvOO41TbA/yyUV+rJq//MNtj+CRZGWMjgdI7NPVR/RL+MnKsf8oYceoscee4y22GILOvPMM8XPlltuKR7Dc35xwAEH0O23324zFv0AjjgmEP/IiwYo9meddRaddtppIkL99NNPC/pYLGrfn3/+eRHtHjNmjPjNYhHxnjGXBwgWGD+BBN74movSHssIZKwMUa77jGRBaCrdSv0uNZOCY0KrExil0//4Uzy2cda3EYmVYI7ss2U/8fePSzfRoa8vo68XhhvLquEf7bj2urexul/IFusyT1wXifVp1E470AP7d6P79utKB4/exrbxyvV0Ks2yc3LoviZldrKO22+gamOVg2MuGblcjoBayopZ3zp+lipAL2cv/GBo38A5Q8OOHRkdPRXoPPZSy0AxNebNDzlI6nS9eR46OcTq+5ujB636vbq1QRWPPPrt5aIt0wM/FQt6udo7WR6H8C/65QbG9bLaTDr/41WuIk7Ylx76OWR8lv8Zomkia+gE+dosWxug0T795GN062kH0ukZv1Pe0u9segsI7rVUAEfO1APP/F3n2I+3KXRbrPN+Wurx/ZT7k7OzWbgpkRrDJMjsjjijd1Dd/N81G8K0LAAYw16aME1Zi9D2VM7Ufb0o9F3ZqUQX9C8mDL3TtgnXbWkqkEFnlFZFPi/l87b1sg8G12WhQs6as1MyY1WVEBxFMJhZD8OkFnAy686p9SjvN+o+y3o2Xs6dlwimlxMORmNT2z8ysx9lCFft2sUWCDvt0L3E32MOP8m1Xt7NZkGgoSXa6kYyVjp3tjNCGuuqxT0cPyKU+FlQGGDuLSmtoY2atmqxOiawTeVEptNxw9aF7bi+CUm7Cuk80PI2UsRKzFt1zC0Wp8+9OSrH/MADD6QFCxaI2nJcdPyAkg6qAp5rbmy99daCKrXPPvvQTz/9ZNugfv/9d9p7771tFwT/g37fFGBgjR8/Xtsjj+vq4hV+NjVdJLu1j8kvYpkh8uOY22hxTbzv6rHDQJEzIss21NGN36ylcz8qpJ9LOtiin5GIlWyu9GR9aGqxI1WSEcs2cRzAwAbcXHPFScF6s85ptHkXTU9aIjpqeKAue21QWA4O+rPTS2h5Vcj5TeyQ45rp0mGTpOQuY/n6SlGzCJy5XYBqhfrw2tULHD8rXakX69gxJKjkB+h5nxmk9/JmNX+Z87hhA8U45i0DNkq9rjf2GScnDHOK3+/XGG4KdMJMbsf/ysxSevo3uwAWwEsQ/ILhBYE599IfDj2vpfUKBlRNbWgdKf3h/6y/C8uqBU2zWlNry2vPT3MLqbQxuJ7W1Yj19Oabbw7rg3veeee5GpXRIisrK8w5RyZSRVJ2F8+1PtL1FJ+DDBHsNjfw/RyUl2pzsjskJ1BNYyKldelLCcn2IGHvrAS6dFRn22Pdg/TojQ0p1JAQrFuXzskpwCpDvieRAsYw7z9qX+dzduxM+++yLf3fUX3piOGRrat+AGe5e9CJXa8R9fM6H12bPJRvqRlzp/ZuwN0/FNGKoCjcCMkOmC71NncD7o/KxrIccwcVeIbfuaO7DuhswGPVbXw+MnUdXfbZKkd7huvg4ZhDf+ejE/rQowd2p+cO60lb9gk4sIWV7uPPaa7gGOBIxpIBGgtk59jHcnrfrUXAvW7Rr7Rh6lvisbcX1NPT73xOF3y8ii78uHlbJMsJLHWf4EQOrwG1wWRgNPaHTAZ99JeSFrFh8B3z11WHde/RJaia1TEHYKDecccdIuqJH/zd3PRHOOPIgL/33nviB9+3xx57CMo6b9Y4cQiuyMD/bg4MBo1XL3YEItx65EVbjxEP0Kkyy2iOc4t1PUdrfZYf9XcnIBLsRvEBlkr0TdRfcvQTcFNYVwEl84tH2qOofmloscgG8RjyMgYZMv0OkMdkyeTHxP/8PZxBjtRhBVRl9gs/WUWT5pZbPY0BiARxbbqqsoy1QxfR31itN1iWrKugNWuDfWCDqy+y05ecbGcNcc0tAEPYL13aKZueH6xfLQ4ah6sLvQ2m5si8GoSD54SfNVEXLMP4Q1ZQrruNNZ1dPTadIep1/L+uCF/r+C1wSlnzwQkyFRjnXF8XmiMNm0pp+SPHib9Lq4nO+GAlXfSJXrwQzsRd00PvRaCTj1+9bpgDzVHOhTkM59wLyTnBNTstixYtde+mESncqMIIACH4Ak0M1vbYsmuayKwODrblPHj81dTjDHsP8CcP7W311JaZQSkJUOlPpOSOIduM9y/cSy8HTrcWRSPMVaYETEf1ttPumwO5wRIFnWPudQ66FqZibwwOUzljvk13ffB50frQWB8gBVkiGatwkuXgSfdgezaZAdYU6EpG/LI10RJsfnENzVTr6oPgbDDvtzgfXIfUpASLAbK6vM7W9cYvYpm8aCps7AplTQDrb9SoUSIYVlscyu5/XD3Uaufq9ZnRQOd3cUtNBjLl8n5SWloateieWqb51c+/N2uyEdcH7ecum7yajntnhc1m1YltN7tjzhcUBsFff/1l+2kubLbZZnT22WfTdtttJwYZ6On4HQl9XgcoysOo5x9dgGHw4MGuPfLiNbvkNRDU3s+66DwMk1gYevKx6Opho0UsM7By5qm5gUiwLhosXydsHirYkIy0FnifgVkiM8UodGhf0xxQewjLgPH3zaKNts3ksV9L6Ph3lwv6K8biHY89F/qstYvFGGUhPmScAT+GrgruZQ4l5F+X60s8UrPzRD9fZJLVsYa5obuHm6r1YxL16iuKy8Pog8cdcajtdUO7ZTvSDN0cc6xTENNUkR+ss+OWcz169moVSnR7hyxGGAlghPoJ8umCpF5rSCygzl2Uh4EhJwcD/KybqvHLcx5D2qnbgpNY0fACu5PRUFVODVWhTP7K8jr6c3UlPfDTOls24+P59kBaQ2WZNa/UPR771KBBg6g54GcPTMrMo8T0LOp90ev02JKQlo6MSPcr+Xt1HTMgyIR7C6fjrEkh45IVycFAAn6r7UXJnUICZ68d2ctRD6NbZpLVGYLhtX/hfUiSwPbQjWccY6SQk6pjh2TZHNvmQid2zDVUdgTlkPRxmq/yvZVrb0MZ89BrBwUDJm4YEBTiA87a3r9+Au6FbAN2CwpCLFpfQ/PWOe/tTp/lRvv1C/U9OucSCvWNLnT9julJlJueJF6jKuer0NnA8ararsoIje6bYbWTrSvVO6o6kUe/STm1Cwf/rUvEwG9U7SiUAsgJ0QWaRKgfqKdw7V0PR9yjPtKx+ItkN0L3xEnwEPB7TlE55liwDzroIEFxQcuebbbZxvbTkthxxx2tiHbnzp3FpqMqduJ/N1GPa665RtRe848uCwmGwIQJE6xNDb+5FhOOwxdffNEslLemwmvhkHs/M3SZWKi4N3URkgX4MDFj1Q4jltmhaGqamtORT07QiCzVBuqF3MRKnPDQASHD6J1Z3jXksdgw+d47UWxRT/rgz8X0xb8hoxp/V9Y20ruzysQYTek22HquoWaTuOfskCBLDD0JrEeRsnbk3u+3fa+PfjdQAmXmBYxibgXldq7AxkrnuZKSG3CcVZvw+C1DGf9Tt+kkIvzYUOEE5eXlCUVnP+NdZ/D3CmYjl5YGjqtz53Cld0a1R4mDQfPUmvthvyBz5We9a27HHMYV9gPOGKmGmY5GrutlzUMN9a79Ork7Fmo9a9dOgeDVxmB9OdbELh3sJs11X62lbxdX0MszQ2tPdqp9ftSWrhbvBZVd7YP7zDPP+C5fiRS4lyr2H2wPLiZl5VF6sGc4WMN+lYqxt/oRP5UZW3iPXGNZpYjosWMui2aqTo4TeucGygZS8gJrn5/9C+eFtR/7RrR7vHptOKMGv3I7WtgipXtw/IBSTcYcjguuu1PPblVQkRMHTM+WAwvc/tMJoLqDOQXV+NO3zaUDBzuLvcnQXftuwYw5KPKXT15Nny3YSD8v20TLgvuL0zno/odatVd2XHcMqqjfk9NKwu6nHMxzCvxZXQMc2vn5XVObqzuCX8g6Cqpjftq2uVY72eqV+o5MOg0QP0kv3AP4B7LSvpuv4OTsy+tVY2Oj7Xz8QmUKpHTpG3HZZyQsWMGyavRvO/kVIY/KMb/kkkvEYvnrr7+KfrrIJr388ssiW/Phhx9SS2LmzJlWaw70WkU2/euvv7aex03B/yNHjnT8DBj2aDck/+gAqjcMKGTqOYPGNPAjjzxSCMJBIC6e4LZYYBBnFfR2ZQLIQACkKU6oPPEQHUNULBZObSwdY7HpRZiBbw7HnA1dXcb86CMOs6mLR4KBealW71Mv4ZZoDHy3a6EzPkBP5UgtNnYVxZV1YkNprA49V1dSKMYoWiIyeAxHmjVnKrsX3vknFMRwMngR0OFg05oibxERNYJ//Jad6KpdO9Pd+3SlQflp9MJhPemSkflijUUWHA56tAYAUxj/XLpObFBun7ChKvSsyZpHBtUgwfhGdgvzYu1GZzaOX9omxhgMWS80xUjEMWJ9dhKe0gGGmRyYdqr3XFBsvz5W5i8p4Nht1yPEODhxq46i5RQ7glAHl7M6jcFc2KEHHSj2ZKyJW/bTB5xkdpBMte6ZmUAvPPuMtZ7KXR3wG3t+c0FXdnL29nl0/37d6MAhgXXskGNOovvvudN6vkKjQq8Tc0VrMTCKdPPX6b5iP3ZzzCuDwZYRXSNnhTD1+YhTz7Wurd/9C8cbaXs0RlhpQvCUNpSu9yWsp8v2coDUL3KDwaL1lc5zSLU5WBBPXS/AUMVaEZo3CbZjO3yY3nYFxgWfg2o8XueXLcDXUA6iyAFtdorv/KGIzvt4Fc1duipiQa3SskDZhBN0SRwRJFemw34HjLXdTwT3ga6ZSVoNB6B/MCAot2H1ewzYm+Nhr8Q9kvcQmdKNNRVBCbmd7NqJd4R9ho5BicAr1pJIk2hs2+sYNM0lKA3UK1MstWBgxGWfON9III9Bdc2MFlE55ujrC/Vz9C3HTYZDeuKJJ9K9994raOF+AUMdjjV+uLYWfyNKypnsk08+2Xr9ww8/TJMmTRIOIuhWCBDgWM4//3zrNWiVhlZuCBTAgDn33HPFAgeV9lgAvYKh+MyZcpUGDqp9PGXO3QwqiPFcNaWGTrnuIVuWwCmSrU7+SJGZmRkmMheLKGNrlxFEsyB7CTRxZlZ3akMG9I2qrQtf+1H5gUW2pLLeMbMVi77MXi1HoPZ79FuhxVJH9UOfVJzrUcceL/6vWv6PoONjjOoo28gW6zJRTvho0kRfr5MpuDASdeeJDD5TsDijkeHSU1lnF+3WL9MyfNHXOC05UQQcAZTZ4Ny8WjjpDP75M34WvxesLBbG6KeffuarDrM5N9FIgOPAmo9r39qZCb+OOWiUp09cSRd/uore+HsDnf7BSqFf0BLrXbRGItoagVaIPZjpd17fx1lXOfsqO9Bo48StwOYU2dcTS106GKTaqVeo5nfLrumiBhR9lhk3fyPV0Qe/Iiszw9qTt3Wos5XjBLLReuaOXaz3ql0d5F7czQHdOgVnaWiXNOoc1IRIzy2gzvmhfrwyJZ+h08RhR083DuT5w4wH3euqFSuXBTI7pCRawV0GAop+HPNvltdT/qCtrOvtR3QWxr1Oi0V2ipygrhUcMG2sD1yfSLNpQCT7i5wx1+1vOsecmQtu7apYb0EWfwOQCb9Xmi8ynGrQncD7K19DOeidkZJIHaX2bDLOffpzm3PsJ9Fxw9drRNkESk900I1PPLZylf2+JeYU2O4nX3OMWSdwxnyJR8ZcZ7PJjmdT9IaaCvUaPzM9sHZj3b1lTFcrKMGBx9suOyfsM1D6owv6wU+DXeMEt2CzrrQr0s5HkaBe+dysLfai5LxezdoCNkkaWrr1ucUccwxA7h0OI5EXd7QnYiE2P5g+fbqN/g6nGn/feOON4n9EfNlJZ6Pn8ssvF9+z++67059//klfffUV7bVXoOUBcMwxx9D9998vPgPq7XD0kd1WBeGihbzQ62jgzSUWEy3cHMBP5wcymN/UDKSn3v7MVyQ72nogAEEVVWQuFlFGvgegLbkpjUPgy6mHd0u3fpODN6AXq60dsKgJkQzNtda1tvBqoSUL/J04bn9LXGypR5Q4Gsds3aY6UXfmhUd/sWeeF6+vDTPc4ZgDW267feD30MGeY9Sv48aBNTegNR1QXmHPSunmvfwcjzNWJNbBrUWN9vVJSUJnw+teYzNEiREL1eE8n3/0PvF3cg5Unhvp4Uce9ZUxV6n7rQUOEGGv8UsHa20DCWMZcxW1i6//FQhKPfd7y6j3RivYifnOewYzXLzuv45yyHGstKQEUXvMwpNzlfldF1yvmSbdMyc5jBotG79/rZHVfQO/5aQMdzxwC6xx0Ayv3aFnh5j1pI8Ubg6eLBi2pqjEszevU9tNnVMkP8aBJN09rpayP7g9Z0s1yadIrcXGbZ4jAopu6CGtgxDle3/2Bq3o7O+Flba2eG4idbqgsWCmrF1r7Vuq/VPIjlyDfb32m03DmHDq/hGN+JsuqyzvJTpbC3sLC7rpthC5JZoqABsJOCDMx6M6WdwGT0VKwQBRFvL333+L//2UVPyzNnAvP5mnp/SrYpPMoliybEVYmZh8P+8Ilqe5ZTL7BQXgFpfWutq2OmaK/PrWUmbHMTiVXyL5om2fO2ob6qAkDdQyo1gcF7P8WkrHqZ5b41HovHue9XTEZZ9+bXqcxzCp408kvdNj7pjDOERkHdhqq61EHRai7FBMjyTKDEV1rhORf1566SXxPH5/99131uuvuuoq4fTiomGyf/vtt7TnnnuGfe4FF1wgsldYuEG332mnnag5DB6u2ZCB/yEWg+9uzQiaU5bSCXf+VisYEF6DF0ZYNKIrcEQRVFFF5n744YcmGf54LwxICHdBiff5GfrF8fFfikX26jHFGYwFmpJVXFdRJ2qsT3nf3gcTBgXmmC6OoNLIALBWnBw2HbOjdOmsMNV3HaKh9Z/6/kpRdwZhGDcg6q7ioZ/XaTeWP1cH5l23zrnWGHUynP0Ge3SBNRU1qwNBtpWlVdrv4HpueQxg7rMfgFIEFl7rmmjfPKf+EFrb3BCNgyAbkDjP2rIiamxsoITkFErM7GgJ4ugg99sFrQs0Zb9Q6/5iBfmexksWXwf53O8Nqlk3B2wCkUED2m3eRqMP4pZ19QJnzJEBhgFdsfQf0fUaPZXlWk5VXRo9sOHHdEhsoPpy9+vHVzpB6qfNmXkVm4KUVjh+EJYEuIVga8HNwesUDEqgD/zV115vPT752x+1r5dVf8Es4XumW7/VkiJVH4DBzgxU1Z8/rCftKLEZ0IIxdKzeZiTXJDNemFFKdzwywbYniRr/b9bSfVPW0eqN3nMc71EDUHgMjjn3lVYp8B1yAwmaRmndjySbhnU1UuFadsz/Lamhd2fp7TG5I4CXhokcmHfqP82lEBC4A2Nlp14dbPfMD1iJPT8/1M0F5aqcOZeDLfaTCYynE044IaIyAblcwsuORdIO+0B3RcQUNcVZI8ZQUl5P2+NuZXu9c1IEew09sN1UvLGGuu1tfhgczQHRPSEohOsXyKBzGz/GyjL3wIQTnN7Da5BqvzSnY94Q/NyenZQg0o77R5SUi6S+XT67Mimp0eKO+cUXX2wNBEQiPvvsM+GkPvroo3TnnaF6qPYI2UiRazZkGjjEYkD9ABWpNWnWbt+tWzDXObRMUBGNYezWbq4pInB8P175MxAZ/3heue38P51fLnoMTg4Ki321KPbBEjZ+sHBjXkRyz2XHWM6OWyqOjaHa8MfHdqfzdsyjkUqLFxgVMM6dMjA6B7SmaJlNDMwJkRrl8gb6V9CZ1uHXFZu00dwNmogjFtTvlwSi1br3qPAbHLTEUAqdA021awN0wvLGVG2Gg6+5fH1xzZhSBVvo3n270eXbptCfL4YMbOCZxx9uVvEhNvzFeVIj1W8MOCTJOQWUmOhsXOqusY4uqwMCpxy0jRVwbWV1V4wxv233WhJyUGJGYSWVOxjNsYCcYdOtN7IjjvUVwVSemxifOoctTCgrOPejCZwyc6m+tkpkQ88ffzo11NdaLQnDewwH/v/ik0m04KHjaP7DJ9LBB+5v7VPHbhHeClGXMYcReOTw8DpbGOY4v5u/CbEtOEvvBK/e2k2F2+fLRnNK95Dw5Zvvf6RdM+Q9SIaaSdONFQTetAJyQcc8Oy2Jumi0ONAL+ugROXSARkQM9wFivIx8TcAkITNPObbQ3+99FmAqecGpfhljV81gglH3xF/Bcd8YGNvRiKhGatMxlR146Y9SRweB7Sp5vunmqdw20IkheMa2uXTrmAIav30e/d8Rveja3ZzFPt32DxZVZSD4j5JEoKNDQIb3GVynSMsE3DLbPLZxTXj9z823n1fu7qdQ/tjL6Map/m1UBAVzKGBf3PjMu3Tq+yvorrd/0L5WDp6oDmZrMct0NhqYSjwOnLDXALsez99rqkXLLx2lP5q1EONZF6jHdYpl0rKsut5iaEKMUMcEveW7Ipu4sBf8nm9A/K3RsR1jtIhq50E9+amnnir+htgastO//fabcLJAJW/PUAeZKhaD/+WJEg3NOVbH6fTdnEGtLpxre3zm4ugEVvzAq91cU6HLlIAeBVES9BhsTvCCDFYAmByRZJl5AQU2aQx5nvSwIUG5OnBIdhgFmvt3O2VgdMyOuuIA1WuZB5U9Usdcph2+P9vZmXtkqp65gKg1kCnR7haWhDYKBCi8IBsSbuDAWvHHAZq3DnXrA+ezvtpemwrDQNceBIADJFN0ITaVuXEF1ZTYKZm15cW+KZRNAZ9nfVmA1pfSsStdcOGFYa87IKgIraNc+l3H4ATGsn0hgAyYupG3Fm3QDbJh9tY//phKsYA22yllEvl+8FiDgClEpLyCL/y+aAxOzpiXry8JZXPLi8McCp7vHZITrX2pvrJctDCT63/lmmZ+r7w2yjh1m1wrYygDgRL5SkEJ3g2xHseRoJdEE+7Qfzvr78SsfO2a4XSPdBRgHXTBcdYfSXcQCYOg5Mlb51KGhiKN/YYdOAB71p797XT3pA7KPZIy0a+89oYvh06lyvL5Yb3irDnjx6WhNaRfnz4Ri9BxwMHv/uKkVq8KIDJ4jZOp37okCM8ZQGYxyIA2ybY9Oojrzj+Rwsk5YcaArAdhez6nc1RlAkBJ2UbH+47gIgJN8tq1WqMkrgb9gL0HOJda4PtWzJom/s7f91xR7vVTTV/tcXAgCBlVHIc8n1SboKWg+04OmgwrcC5769spPJEDBsZjvxbHNGOug5+5XdfQSL+t2KRt4ybjqs9XC4Ym+thDN4uBJJaMj6SknRcwbv2wnv9eVWFpbzgllqJBk0LCiGAhO4Js3bbbbmuLkLZX6AxUFovhqCtuKNfjtNbmjoEPA8wtg8p0rsa6wOI/a6W7IFlTHDawCFD7rxOZ86Pa6bUoMF0Y2BCk4qLW2Yk+HkuoFLRIGAXyklOmdcydjUg44nJ22ImuqjI7YFzstcMw8bdX786IM+bV0kblkt2WHW8ZCbyhSov9X2tCTsbRIzp6OotMwXMDrhvWLRhln779Ch3R3e5IHdNnE53Yaz198t7rolcsDqlIGU+y6qhsGMMx56QGZ+UQHEmosxu/CfU1vgJT0da6yoYxznP0tsPF3+decS3ttfc+YaJBXDOoc8wjrVl2yrBj7VGz3Vgv3bQwdBt/c2czo4E8BnQZQp1h7QQvUSzWdfEzb+VrhWvpxFBSP5M/Ixpjk0XdGupCa9LqN64NC9oVB8ca1m+31p2g43JWncdniMoejn0HhjvmRRX1tkBoukRl9yNC1hxwm9s7dg2ccGpBf+uxlLxeWkElNiB1n+cnqydr+aitf9KSo1t/1A4Zl+/S2aa6n5hhVzdPypBYEUmpvhw6VW/CbazKKuQrKxrDRP8iKRFCJtkvVPVzJ7sEQW01mwj7UR2bXJaRk1xP1Rvc14FoxjcC/f3793ccm7yeQKQQHQRUJGd3jjr5smL1OlelfG6RyqgKXgu0glMBajbHI07c2llJH2O/rjQ8KTVz5p+OdeZW9xWlVMJL1LelwM6iKg4oA+r8OixZF15LH01w1qlExi/u/XGdyHS/4xHk5iw5hFWHS4EIJLGeOaSHTYz11T9L6Z+1/mwZHesZdg3f41mFG+j8iYvo/4JsXeC3lZVhelHRICrrBoMTgh2IVkJkiBf1Cy+8kO6++25qz/BDoYRDzEZNa7VQcBPc4AxqQpDOWrM2UE/xVVGW74kUTcbq+OOPD2MXWBnGKAMYfLzJ0iZi1TA6nMoHU2fH1ABjJ4Q3rEgcczkaWK6jcTtkhQAIGsr1X241TszsANMFG+6kV562yhfcHAXcm0gW5Vf/DI2LXpKQk4psB8e8MZhRkK8LaMEAHGQ5++A0VnF+Xsq5cMrZwIVxtstWgV7BjPsvPJZSSxZRj+7drZZq30//xzZuZMdcdVw5u86KnRwckRFNH/pIAANSNuJ75wcM5arEDJoSbE2H+tCPT+wr2ucw62RpUWnY/ECmwovOLt8PJ8cRn6GKOYFpgh+/ehgAjNd4a+UmzxNW1dbBS3vhkXe+opPfmEdnXXCpr3ZOunkgBAg1jrUuk+72OUxFBA3432L/JUcPs1ZEo1TiURZyotiYqQlSV6Ga7KTZAsMe84zHJwf8+HB1ayMLOqkBWbnPLNdx60TIABZPbE7Afho4cKBowaX2S9+sW4CSn5AcOpfkTl0FY1EdE5ivTvuOl5iYF604Gscc90vn2DXUhsZ+/n6hbjrJnbpRr/Netv5PTOvgy6HDGJY7Nbid3yqN6rQX1D2VzwnjMlJ1doaTCBwCqeqa9n//939hY3PS97+J54qWL/K1PjiNbz4PXUZcDuqqkAN7cM5VjYHEtExKSO0grhV3VeLAAATh1ACB/Hdih+yIlPLhbDkF+uetq7ESG25lK1h3alaFl19dc+tdYdcWVH6dCBwDLI2WLrNSx7xtfLlM3W8/m0TFnzxI6z66n2qKQgGPakoOq1l3CyA6zbmmsgd+Xh64zuho4ibqLDvFAzLrbAyJHtnJVjAWwYo3/95A//siMmawPCfh67Jw85/L9faKqhfVYo452phBER3CbLLht/fee9Nbb73V5INqD+BN0m9tZksCzsDlN9xOaT0Czkht0RLbYuYH0Ti2mKgqu4ARrZHNk1+mLbFiqWyEyfhgdUc68Khw4yZasFI9L9iRBBlkB1SXYebTqqutCdvQmMLOcOo8IGfVX3nllUAks7qCGoPZrDd/16veMnSMBnwGRIZkZwqRxI1SjY2b1ka2ptXKqGDtPKKaUhmdpcQMep5feAn0YKORN9jEytBmuu7jB+zGQUUgyPXQhICRxOMGoits2KiCSjwe5Yg1giMH9gsc1+49E6PqQx8pZEeMAwyot2WVcFlF9K9pU8TvRYX6rIWXFoTsGERSwsMlGLo+925GQbytrbJjjr7cTnCisr47YyUd9OpS+rJ6MKV26Uddxl3naqRizYGh4LR2IgCC18hZJnnMq1lSXSkM7sni4oCw5iWfrQ5TVdcBFOg1wYwNzkM2/kunvGb9DSp6nRTActJs4b0iV3XMXcYHDHE1i1akaKigVlcnjMnXO1adXPw4f3DKVWeoV8fw+5GUmSuO8c4nXqRnflphqzd2cs7lxyIJsnKNeSTrLoP3QNXx2yHDHrBL7hi4xjudeLXt8bGHHuE7aMmdGnBuTgruqv7Mmdu5t5x0WsfksRatCKVT2zSMA/n+4H5effXVYQJ5v9b2Ef+ndR8sHrv11lsd7TG38c3fqcLN8QTUPu48L2VBxb3OuFZcKwg477vvvuIHgQEkZ9QAgbwOJaVnUVqv4aJziBdj4o2/SunuoMAmOmBcOiqUpADk1mtuLdsxzq4+aWzY40kdu4WtvdhPnZioDLcx2BxQHWBZEDClsth1XGz85xuqmP0dJabYKe/zl650FCf0C6e2stHgCqkcFUmPKUsraPmGWpvdD3y0ODC3uLwGY/CFcXYhQCCS49J1gQE7NZp10S+i+uQPPviAHn/8cdp1111tCxWiv5Go2bU14GZGSqFEpikaRdzmRm3/Xa2/rz7pIOvv2UXRtdlpKpoqnCH3YOSMuZuQSM4uJzgavOivjZYtkQg5RGv8yI452rk5tX/468+Ztg0NTrkuu6TbPHnzVaminImZuLDek30hb+zYMHlMy5snFmK5X6hbJj5To8i+Rbc0mwK7inQlc+M2F71a2mDdkqmWJauWU9XyWVRbUkgVc360zhUByAVzA6rkuWPOsBk2WLDlDIoMFpdVI/XjR/Wk2/YqoAtHh28WbscaLeR6yC6ZAQMKGxqD9zWcz3OPPyj+TsrMi6q/b0TjXloT+dqBhYPvU7PtTpkplUbY2mCDFg7nW/+Egga797PXYn4yLzyggDn90uy6MIVhtzpNBMXk4MSkOWX0wZwye0lFba2jor1qgOvuH5z6K94LdHBwm5tuIqKvvvqqNYY3TH2bGmoDzv3fi1dRXaM9gKXTbGHkdwjM6eLKOptx5TQ71PZQRcr62iE5wZE+3xq1omowkc/X9prMgEPZ9dRHhRH60h8hhhLus0r1BeQMnls/YqdspEz/jxRopytjx8E9qOyXd63/k/N6ivk/fNhQ2+uGDN8you9B8Bgidk7BPRWHDvWuE9e1eoq2hIb7uLtlzFWhLN3YlJ+vLV5h3XcnG9OtPMSpo4NXwEF9DzopMCqC1PIFOdvYWAw6ATDeX5CxltHthHsoZ4dDPRkTrwWDy7KYGdhf2F8BFowFuI+3E7DOnJZnF4FNybO3XvMTtGhNdXbGJ198LX7Xla6mgw4ICWi6jYu6Dfa9NC0vRAF3Czhg7LnVYTdF5C1fKk9duL7GYiF+tXCjCMic+1EhvTNDHwSpku4TWJZqkLY0AvV0XQIAtl+6S/Tdqy7eC1GtMjCcuI+5ehOau/dna4J7S0eKlhaAk48RRvi9PxbRMkV9W94cehbk02nBvqR+DK9o4ZYVbwqV/edlm2z9r1ksjA0LHVI699EavOh3e++UdaJly/HvrKCLPvEX/ZQXID/Zf97g5QmsGo7AupIA5ZONWd7Q0MbKDbJjyhupShVd/92L1t9uVCGcD0cNYfjA4Ndl0fHZshEHIYywDbmxkd7+ZwPNWFVl0d2H5KfSSVt1oi276vuvMuToKAITbhu3F81QbQODa1P05jVU+Nw5KIy1XiOOP1jygWi+re41J8c6P5XKvrI8YNyo9j0c9W26R966JlrIrAo5Y66tsysLRNcTU9MFFVGdH17OipsRqULOvsuvw7hSI+1Oe4ob3bI1wPS/UsXwhgiTDGSTS6Q6NM5eOMGpTpMpdbxuPfv7etEnXQ4oqoFy1YBnQ9NNLHTe2k0R1cfLNbQX7pQnPte6nw31VqeD3xevo7rgocriVE6sKrUfNC8HGB46hoxKby0MzknGYZvnONLnN998c2ppqOM8TzJMGYlpGZSQkkYJCYlhnS+c5km0QolNrTEH1GuLe3rM7ltY/6d26RtgReTaHWWnNmBNAS+5J2/dyZed2rNnzzDWhLwu9evXz/d337V3VxqQyxoeDY4BcNkJ0I1NDswAG35+M/BYUhJtscUW2npyOInqucrriW7eeDnEaqnY6dvlCu2A/42OTGOK9xcdMyJ3zJnUpSByxgrOuWLp32EZci4pc8Mu225BKx45ljbOCnQESM7tEZVAcbQlDtGCxyS0lX6aW0gv/N8b4v+GmkrHALs6too/e5Rq1oT2inWV7p0+GLh/8j7k9J5oNDwalUPgPuvc7hJ4ba7eb6jYaHem5dpzYFVwL1AFl3XHCd+E7RVuSYx545YxV22ASBGVdYh+15988on1P0/85557jkaOHNmkA4pnRKug3BLKy04G8sNT19EPSzfR5Z/bJ8R3S0KOZM+cZNomaDz+s6baVz1HNAEHNwMhWloYFqU7f7Bn2BCMAKV69tpw2mVN0ChEHZRu0WXhOJkWrxp0unYnsjPuxzHnxVS+1hAnUrGmONh6RBJRwv1FWyod2NnkOQmnnDdflSq6ccZH1vvu/c55cZXVtpl2puu1imAA+nbLYHEnxozCKnplZqlleKG2+cEDutMxW3QUUc2OEsV9x54daJvu6dooJ85TF+33ugf8HrUG0ro2wYeYRrv11ltT2U+v2z6Dx42cCVDH7+QFG8PmWbRoSrBT3nx1LY8ARNSFOF1DLTVUB443KSsvbH54BSVVR9yN+i6vHbqgnBzocnLw/WQvWhIcBOGsEXDJyHzaplt4wOmPYGDKKavFgaDkjBxfWgRygE92ntV5oN4TiNtEEhhd40M4k7UyRhSk0X6Ds8OMQO4GUpyYa2uX5jXOOYNSEszIW+3SHDKZGUqf8pVBkSBg0vF9RBswXNd7773XRp+HSKla790SwPnL5+HUkz05OxRQlFlhTnsoX9dIWQCVwXGc0YQgoi5jdv5R+1Je0E4++ISztCU96j4cC/TKCThMg/NTfWX4sZ+pY1KeT16sLBmdM5PppK1zXans6udjbF5yw53U9bi7KL3vVmJsjLr4Uev5htoq8dhTTz0l1mn8LdeTgz6OXuLyfffTHk7HFHDLCuekJdEtY7rSrn0zrXI0Fcn5vaj7GU9Sxua7i/8RXErrNtCaZ7oa8dIIxgDez+d+7llnUMWyEMuHxXO9yttwTW685kqqDTqoKXk9fa29qjMXy1ZgbsAeinJCXrvRhvKu6bXUYUjAB2uoDjK4NAko1RaE/kf/+W8JWjtw9+PPhWXadWusH7vdTePADQ3KeoXk21qXfvQycjvaW2b2URTo/y2pEQyzY99ZbnVrcDtObjvJQRfMKbdOB25z3A+iWnHRq/zaa6+lc889VwyKRx55RCwCL774It1xxx3UHoGo0Pfff29NPsj4n/dRYUhoLI4gR7ZY8IQ3WR3yM5Kpf6cU0W8TUfJZPlULY1m20JQac5WyiDOdXVRtZWVlrH3zWmpsbKCU3O505Q23hy26ut7D4ycVWg40BJCOeXu5UIqUHXTZSYgkQ8F1fOLYNEZvVsfcMMfcLYrLmw9+Dx06lAYNGmQzLmSq6CUXXmA9PnVVAz3wwAOOEU21TYmu1yoMFbW3qVqTqpYHpEqhbBznFlLWHIvpFbvoo/BeRryT0cT0dbxfdex1NFqMj6vOCQjYAEkdsq3NOt7Ex7yuk5MSPmdrRUu1jYGxm5KdH2aUeJ2v6lzq1gc+HjAwmGKrc7DBCPFSBYdRAMMkXkqFMC/B1gHFjrH3wCzKk4TgeK2asarSNTPGuO/5d3xpEbAKOjDtj78d57GT4JvbvZWDYxCBc8KXCzfSYa8vpcLgnpMRLFdRjcDqFQGj+d+yRMuJB5PEK9Mki799OLeMJgf70oKmqpvv2ylMBag0A4gdykaVKkp6yimnUGtBdh6cBKsefjrEdNpUoy9T0N33SDPnLFLYQQlwRAKne3rWjoF1fV1N4Hm1VnThqpKYK+RzUEkNHsuQWVQYr6qTKt+fSGntucG90YnKrqPN/p6+DaX32YK6HnuHGJtV6aH98NKLLhCPwZFgJqtcT65SyLH2oqxEXk/wPJgB8vn7OS+n+3rBzqEWVUlpmdb35u9zLqV27kNdDrlSPNb12Dup2ymP0NK6jsK20jFxNkRANz5nRJLt3OXsL4Cp5CeQgmtz02XniL/7b7mTCBy4jUOdM4e1tCV6mvNY4SA3a29kb32A+N1YX+tqL8r2zmuvvUa//PKLoL8DSTkFYZl23T7rZYd5aRy4oSE4dEf3DcxBlJee/oFeWK1mzSJa+96t1v8p6XY2XYc6e4nLhOnrBcMM33HPj+t8HyfPJzxf5lI2g3uB5OD0lRJbrLkdc9SWz5w5Uyz2oNB88cUXgto+depU0de8veH555+nvn372iYfZPzRauoJiVbhBmQqYKi2xISV66zkqLvbAMEE2zbYyuSTGYt9b4p+nRORbS2toed+L9FGw/1cFywMHLlCT0sY5TgneaPdOpidQg9zVZBkj36ZNPnD96lXh8D3d95qj8B3S9fFqTbk60UbhaHywh+lIkvx8sxSuuqL1ZZzHqkQFd+Lai4idxCFSuVer/U1viLeHMnmti5yJoiB92Khfvjhh2nTv4H+nQ1VG4VQC8b3k+98QUuU0gc3A1/+WyUToBZo9caQwagOQdVI2lLKLsIwRX3Q20f3pt36ZtD1u3fxvSFgPeLXyMYVqIncKg3XRK0H09Fojz5iHGUG7ZDnX3/XMmxg6PJ9bM52S7HKmANjOof38uSIOs5ri0GBDfy62+8Ncwi9HGB1fdHVFsr/e4nkqH2InRAvteY4t0emhko8UKLBuHffrjRu8xwr0ISMOa87Vp/5inDHqTTBH11fZt7cfu+DjpkJp/Xabf2VxZ1AAXTaRx6ZWiy0FcCIkR1z1Qh84+FbLF0Q1A5yRksVs3Q6Dhg9MKwYCQ5G9+79Mun8HfPo7n0DlFi+RKkaajYMcJ73rVmO58d5eOOPEEOsoqbeus+4t7priPuFxEIkolRYx5pS1saUTzh9sJ1U9MhOsQV61H1jwYoi7RjGuSDAEqmxC9uDkxPds5yvsRysxTjA3sHq/Chdks9FDexCzwOv8Rq/yASr2UCn4MqS0tD/BV272ubUFsM2s41XrJdu8xjXTC25kjuLRELDdso+I3vOWjAvvz1RzHf4B1tutbX1GjzGwsOfLSh3LFtwa7eqYlPxKtu5l017L8wx9xtI2bJfoEx3dUUDnXHWeMe11M2Za247HzYXt+1yYjuhTES2FzEXeV6q9g6cexwz15pDlFHNtOu+x2u8MBsMDImsrQ+gpKx8373t64OLwpCswB7xd1AEmMGBB2aPVC0MdCtQO5/g3l1+wlhfxylDPk6164Noa7jJmTGM4Nuln62mm79dS9MLq5rXMYfzwT9YrJBh++qrr0Sk5cknnxSLVrwp5TYV2NDGjx8fNvkYSyUHxs04R4YIgz/SfsDRQJ4ssoDC75oBcvSI0EZSv+Jv8fv7eWvFYvTGe5M8v0ttq+AEXLfLJ6+mD+aU02O/FEfdho7FbdhJmDV/kbWA37RHF9prYKbVYosFH67ZrQs9NrY7nbdTnliI9hoa2Gh/WV4paO+oJX/9r+Ai5yAl/vzv6+miT1bZavqgYM/ZIRmRRNLVejPVIeY6v8MOGmvL5DopBiMjDMdTFd1RN1JeiEo+f1z8j5rirG3GUsYW+9Cn1ZvRBR+731d5EZONfd3lmzQn5AwuVfqmq475VpJjPm9dtaWwedXoLrSzRJPzMsxwD8AY2GyzzSwDCk44rgOyAmyMqBuVE7qwZ54RrubrRoE6bgt3Z4PhRbOLFmod9lFb2pVr1Yh6146BQMWXKxLCrnGkjjkwa1aIUqgzVhBEdFNd9yPE5VbS0JKAoSSvB3LngWEF6XTGdrm0dfd0ESiEGj5YPQzM6f7dAtmm4zdLtjQ/wPp54Kd1IjDohlVrQs5aYocc35kJHndu11hmBoGmr1vzdMhMTdAagQN6dw9rsYQ+5V5GHveGVw12GN269yIrfsCQbNq8c5qtpVqqkonG+GtKJjSWUM9Dpl2jNABY3hAS9kTLU/k+O81Rv6Jo1nq2fyDrBpTO+5UiBe8JuJZqP3Ogc0bISUVQSWZ8ACn5vagxOd06N7xu5qpK0e7o7A8LreCPXzz9W4nFWJEZLCowFjBO5cw59toRI0YIZot6f3h9xWvg+MhimyoQZMbIw6ne8PVaXx0OZIBdIrMDVaYgxJfdxq4ucypYbh4BMR3c5iq3IaSMTlawq1NmaF9P6TXC+rtofRkVrg5XvY6UDrztoEA9OKO+vJhWPHwU7dMniU7cqqO4r35t78bydYIGnpCUQil5vRzXUjdnLhaOObR8nI5Z7sDgVDK2b98Uy17EtYFNKI9rGczaql0fOMf0/ttQYmJSWCkbdwJh9qTXms0aB51GnyTaI3Y94R5rHHolMxqCS8Ltl5yhDVqveFxiMmbliWPrmha4Jjv07GAPntTXUalSkiija89AKYjTfFED2iKQodkyDxwSWOuKN9XTqmDQ8dtFG+nxX4vp0/nhSREnRLQDQekZN9fph59vT4CKqW7yMSqDVGSvOormjqBhkrJxJRtZyEQwflu5KYwyzTVBGMCvPXCDoHmnFvSnTvucR69Vbk1f/eMeZfcbiMHA5mv1y4rwSJMf+g9H7OSFSBaywoa7fY8OwghDpJnVpyHS0D831Yo279QrMGmnF1YK2ikittw+qlbZCw4JqrfysasoloSOGDgPCLlwhBo1R3JNrXx/1LIBWTEb2fuZQTp+p5xMrSCSCkEb09DR1KwFL8T1G0uovrJcGHj5+55L+ftfaGt75AT5XrEQHc6LjXi5h/lPwZ7ZLFLl5pj3DNYBco25E/xE9mFs43WchWqKyi7XZ6MXshq400XNOwbtaTmYoP3cYDamOfuZy9eqd49Q6zxW9pUZGKwEjfkzTZmnXnXITs4dmC1OVFuMHTenEErLXloWoHC2BBPJCxj7cs1vB01tLlggOwXHxJSlCoU/MXDth/fOo627B8Y+AoHfLq6gh37Wt71hLC8MGTdJGQFD229mwguqAcIBMy/IHRpUqCq5EOfxCrBwxlFu8QdgBZHbtuocdDlArcuYy455a2bM1QDdNaNDLKEh+fogonyfoxVRZbAh2xgUlwOeuecmy3iG8+lHdFF2UHXXE4EYTI/GYHbp3VnhdkTeXmdZ54Z2Sdd/vdZS4n5H83o3cMtNL1E5HGvnzp1tLUbdAAE4OO1Yx4XGSnAMYz0dMGBA2NzHeQNgI1yh6P7oIDPIwDSU2Ssd05JsdfDY4+WSEVlHhTOnw4YNs30+zpVtBsAvE8GN2TEgqNLOIryAnOnHfWT8u2Q5nXza6drPcaP8AxxfAxMS90tttXjjtf+ji3frRcduEQhk6YImOH8VoutMUUB7I3PEGOowYHvtWuokHMn6M00Fvs9JS8gPBvbrbe3rfJy6IJnM2qpbF7DlIC55wQ13hdklsGdh8+vWGQTYZq+tsmxA+EAnnniiuBYdBu4gHkvpFPien3/+mfY74EA6Y/zZjoyEuuDn1NfVWMxOG2pCtfz4XJzjtTtnChHCsUOyw4InG6a8ToXPnas9/yum1NJVN97m2KpTLavD+Scmhc8Btp9Kgp1DAGh8QXPoyWn++9v7V6+A5/9tQK2QD/DAAw8Ugm9yjUp7AqhBgwcPFjdJNvzUyehEaRk1apR1Y3kgw0nzI64RCXAv5s2bJzYHNZMqU7PhEBeWr7EJD3Edm1Bl3rSBalYtEDSj7K33F48//08V7T3C/bv9QI3qYZNBBFkGro1bxBkOBox7ueWLTSW1U4owwmDkgfbCz6jtXlSjkIGNRI7c79kr4NC7wYluBSYBshdw0BnYwNVxU14BpyNZbDL46tVSNgpZeohUqAGWaKCjMGHhQV/U2nVLKan3CO3G2C1bb1w7OUIcwOieWEYrKCPsGqmlArp6vzeP7k1/r6kSQRYnRCK8IytpRptJYsNebQWFjVMXuKsUQY1Ez/pMUO7x41Yf2lRHAXPKiZHy6GEDaLO+u2iVoFEOwk4kzzWsY07X3m0tANslmswMAEMA18DLgVfnV0sDNXAyKpQgFGN0nwz6ZlGF6CYxfvtcq5VPSAgt0IMbjoscG8N8lA1zGUmp6WHKzX4UhVWKng48ZbGOgsGDYx8zINzAA4VVDkzoWiIyTtiqE/31RagEAffXzbmWnTk1Xuikyi6jS0ayJa6pZsxxnWDYsyZCawZ51LlVkJUs2j/BsflD0iXwm9lRgWDr/75YQ5sXpNH47UP1wOHU09AeWV9bbalnYw5jrfISuOrRI7zdUpgDnJEsAutFmuC2OK/MTqHs2rzIsst+AUcFWT21RaNfqGszghYDBw4UYxnPwSaTPxvzF91K/AIt/WTxU1DFeS7is+Q5gzmM7CjsTtwvHhP8N+6f/Hq51A3HCVvFyXGLZP/tEQzKvzCjlA4f1pG+WbTRUQQ1IaUDNQYDkipkW0gH2A5Yb07cOrCvqOeuOpU4NzWRhPuldpiBw11bNJ3Sew2njjsdQbTTEbTm9avD1lJ8/v9uvJUeevEdqlz6p82ZwzFA36e54Idhx/odgFNbVxl8/W6espFWVKVQ/21Gu5aXqaVqT0wrpq8WVtDxW3akMQVVwgfK3O5QyhiysxDSY+A7xl12D/W+fKL4f9kDR4jXLs7bgeqS0unKXTuLPTHg4CcQNTZQ5b+/UvZW+4WOdVgOdbrpJnps+veUOWx3qlr6l7j2A3t3p4Ga4Amv6bXF+kA1ylzeqN2Kbnv5U+peWxg2flQmEs67VipDBdCZgO0nZMx12ORgEzQpY7777rtbP3vssYcYHDvvvLPtcfy0F4AaBCrIhAkTwiIpcu32vMXh1BU1wsaUlOZoncbfzRuAPFlkRwiDRXbKZcecB3Dl4t9tz5fXuS8A+C443ciKYbN2otWoETadaJ4XnV23GLEh2DUjgX6f/ptwdnfqZQ98qKJXEydOpA0/vxX2WRd/uop+mhqg7WGiv3LxQbRgxk+ux+RWB6UaL3LUjRkWa0sDjmGfxPVhDIBPJOoLHNWm9MrUOXdYiFH/NSBf/1kTpZ7Iflpj4WfGvECpwZcff0Ab//jUVezOKXsFit7I3hmU0oT+ubbvCGYxdIa/34x5Z4cF1ylqXtuQ6Jg1lcFZjeZssQKnQ84A7TUgkPHatU8GbdbXnhmS17WNkrAUw01Ays25g8Cb37KXSD+7qe0sYwHBklHGxqA8fVAP2XDQ2bF2yHR2DgqipzfGfieyrx8nvafvnIC15Nbb77T+Z0V9P4rCuK5eJQoNweParEsgwDVzdZXWwFBVap3EBoHhBen0wmE9ae8BmXR1sM2Sl7GJeaJXKrermevQJdM5Y47PldfT1qSy664B2itu1jmNFDvQApwDvs9e4/+3lZW0oKSGPpxbrp1TvJ4lSNmgRGqwVL/x42etUvcbXXtdXlMXrw8FJbdIXm0pQzeUr/M1hiPRXzh885ywvcGpLCxayC3K1PNWA2s6HQ4Zsv22obreCt4dFSxBlK8zBz5lnRRVM0V+vTxW4GgjsOnXrnALoskBOZQgPOjC9klITafEVH2i6q8V6+nb2YXaLjgAPy73KHdqtSi+KyFBlLfJiUTcfzVgjPfut6M9yDv2lAu1n7msYBQVHHsHnXn/GxZtHGjuklXdOuFmavCa5keZftt+gYDdPytKw6jm8nnBppfHLpxyAOxTDvDljTlDBDhk4LmOu4Vo6Gm9homk1LcrGujHpZusbkqNggsFv7yeqpbMtF6fm0Z0+ra54lq/dP4+tG+Xcnr0hO21Iqmq8CjAInG5CeGisxP+qRPjB5DPHectWL+S/1YdTKaA1XLtbl3oyl27UJfgmibXuEfCAmG03g7UBoBBd/bZZwuxO1WtWW7FUp1tr2/RZSt4ADeHYy5PDgwgOfsmG3468GTmAVy9eEbYa2BQu9WC8ONovYNstu4cVccc2SS1xsSPYaaCDcTli+ZbZQSls36wvSZbMhCZ3YB6Eyg5qpj42dfid2NDnVhYJjzo3mXAKTImR6OtYw2qT8v058QOAYbAzG8C9fyf/7tR239dVkZG5NdvZNsLuO8H7Lp9k8VXkDnG/Z+zIJB1qitbSyXfvWS7T6DpT5Fo7QIu/lasBNUQFUf0WifMoxMmksFjEtkdtUcz7tPUkgy69IY7bYG7a2+8xTott4y5bNyIOqxOodrRWELNRp67Yx5duUtnumDn8HozOWO+rqwy7Pq7ZeQQTfdzv5pLKA+sIW7n19JAPaDckQDR89FdqrTnCad7Zw2dnR0IPI/3LPn9+7DvWbTCHtzg9Sxn1LHWY8mduoapL7tBNbBUsG+wfVAcVByHRFO1XqcY0E56HXI2+JJRnWl035B6sxd0jAEY/5h3yPg5jSuevzqWDs9dBOKxHrixtpobbkESp7KYXfYK1YN7Qb4lMxaG7+tsByQFVY0hsKQ6x5GwlRg6Z57vCdd/A7cfvSOdc/je4u9d9h7reww74aU/1tNRb4XWhD2CQUmG7EDn5YUzCJoKdUz3Vth653ywnC58/1/HoKXsmIPxwXOMEyry53PgxA2yM96UIKbbXJX73rN2jxNQdgPVeR1WV6fQAzNq6c53priOZaf4vbrPsCCuXG4Lx1xnS40bs6Pt/8yCPtq1BY4k8GVRdrOWo/lBUE8xrAxTBq4BAjBuY51LET7+6Q/XFmfy+FGfh7aMjuoN9OjVm5KzQt/f9ZjbKDWvh00EuREBq+D/icGuRNWr5ov/t+kSGuN9e3ani/YbQcP6OZeeYA3BfshjtvLfabT0noPor3tDe6YMXVkyzhWC0zKqqwN+VnpSAo3qkyESSlxuJLf2lbFGab3sBOOYewCG6Jw5c8IicXL0+tGZdWH1LZdccokwEtWJ7GUERQqIysltrOAgMTVHNox6ZupXrxyJTo4B/OGLoT6ZjINPPNvqi6lrqcVK6QxWi5SBTLpcd/z9L7+HDX7d+7w2g8WrAxm8umCbJ0ygh267jmR9F9k5smpOGupp9etX09p3b6VVr1xmPZ/ac3Pxu7EuMIHQPqqhxjmY4uS84j479UDFBE/uOojyx14maruBqpWhe8j1dv1zQyvtuGEhpzLWQmHcjkLFiqWLfTtQuL+gK3OdLK5fY80mq5fmCzPW011Kv3lcnW7ZydpN1E2zIZoN0CnCD4PRzRDnOd1ZQ2WHENHzM9bTu1UjbIG7fQ882Do/UA6djCU1UCD/L2+csbjfsmGcnpxIu/fPDBMPkgW2gKkz/gq7/k7GHDpXoOe7V6/SaHua+kUkIlexAoKhCErIrf8GlUyjcWP3dzxPsBWAj+eVi64FAWpcyOjGOlW9OlSyw/hlgV0oCa/L2e0Um3Gbkt8noowNXutH/A2lRyyqgwAitx9zcsRHFLhT03XwFoALN/agGfLKK6/QmDFjHK83a0ToHHNep/Eba0Fr1pg7iTMBA/NSabPOqU0SyZKDJzf9Uht2vaAf8FPGSOpx1gTxPwSw2Dnm6+J2j1Cmp1ufdfoBMotBZl307xZwnGaVNNDq8lpHBXNZj8UJ2EvlOPecf+ytBPlc4Jh70e+jxZAhQ2z3UMbKikZaUplKBx5xrHYtrJEYZhCGZVYNl7ape4tXmST26VgxQpycO+6MA3w63309hv2TqLS2UvFTcQetDcIxCzlj7rbPyMkhBOHgoLKzrqIvi8QE8flPv4fNlSJNe1sZsbLzdZ+jPoZjWlccCHBt+Ol1OrnDDMoOlj0AKpPVLQCYUx+wP1MKAhoJTuJ3vG9wcFjGQw89RPude5P288s1X939zKetv5+fsZ5kQtb7775Np556KhW9fQOVfPk0vXLVMRHbDUgWqtcM55WaEG7POCntq0mJqmrulBR6DELFelZXAMvL/GmANHmGtuYm1hKAUayr06tXbvIhh40L9Ye+5BLRikpnJGBwxJJuCcfcCXK0dcYzV4Q9v9+gLJsoBwDK67GKknS30x6jvld/jOaAVkstt4mhOz88JkeRPv3qh4h7G+r6Ha9aF3TIq0IbAD6vV1q1dozK1OPGmkqqXDiNalbNp42zAvoJ6cFaa7kVA/d2jDSrrC4EbCwje9v95Acpa8SYwPHWVFHtqnlh4kr89tv3KhDOlO58IgHOXWcgdc5Mpou2TqaGGvv1XbCyOCIHSlzb5KDRxj000wKGAsQvZNHBy0bl0/8d2UuMP3UTffHFF6PufRkN3DJA/Fx+MNIji/3Jqrpy4G7aik1Wza3Txq+7j7JRJTvp0WSoVMAAjTQjmZTRyXNzcutcod6vpvQ0jWfw+bDTA7/v/tuudz1PFncDbv+uiM75sFAongMpSYG5VLNyTth3vb6ykzW+gBm1PQJ1kBKSMjtRl+69fB+/VxutGilgsHmQzg5BOqhj45zhOG2qabCC1c8e2oOePKg7DXCg8uvAY9NrrMvjE7TBB/bvRvkNpXTBBRe4Xu8CmcquOObN1REhGngJ4O0SDOi4dfaAVsr/vlhNc4rCgzO6Eke+XoWrVonOKeg24naPnIKcWPv69++vFdTSO+b6e82GLRzqMycFxFl1eHKauyCiDtdfe41tP3MLhMQKOHe+dsOD80dFYma+di2skQIpcAR5jrE5oI5dL7YHAhBYW2IBp3nTp1OqFcADdMEkGTk7Hh7m0Nu+Jzs/THhNpgQrFTSO+4zMppL3Qt15wMHitm9Acm6PsLVFFrdzcgZRXtpUB50DCmBloUYeJZJyrbw439vvFCVMQMXcKXTHrTe77qtuAey6kkDJVFJ6FqX2GCr+1onf4X/Y5EuWLqP0ISGdGgDn/Ot8PQvk5HMudk12AS//ESqZQ3wBgdf6qgoqn/GxECuO1G5wKjm8ZVQ6nbVdLl24EweZGqkhSKFnOImosnul6j/JCUgVS6X2hzFzzBE5lX/gaJxzzjlhj7cX4MY988wz2giwytJDP065P7SbkeAk9BRrp12uraoqDDl+DIg06HDClh3pht270DY5dket48ijfRnUuoVoUXGVbYNNTM/SDn6nGlanxS27Y6cwRxr3bdzmWWG9hJ1qToCa4PWBUat+Xl25XRxERomDcI0ukMBMBlUssaGqnG664Xraf3CWrW6eDWKnDE+kgLOnKsUyOm1aScsfCtxfRnJO54gcKNErs08/8XdjfZ24xkkUuueyMBSyb1WlRTR58uSwTRTRVjfNhkjr673gZpizcByLv8F5enfWBkfhOuCxX0tsQnhOY1e9j7JTIh9TLOrP1ZZQTkAAqHeHoMEhKTPz9ddF2p06V6ibmVev0LYGMIVwPSxhmeCmMCijyvM8U4L0N1bAR09vRlZqkphL1110Fm346Q1RY1e5KKT9cet3IebJx4v1gcGU4Nz1C7mjxx3fr6Vbvl1rPVYeXLc7piXStlJJDfDN4grRU/zYd5Zb1EMwMWCcRwMvR0nOsqLsArXXfsaVTCFGDb8ML9G5loTX2o6xoZY3ITgsM47um1IkhBuv/DwkrufEakjKCai+J+X1ptdmhu+9MFoZXg6G3IZShS7gwvWYjCcOCtBR1YzTMxLVXcYqn237ZGBfkvezlkos8RqOILgOyTldrDELFs2LM9YH9B8kG251WTUVBbOiOiq7/D1OwH3gPa2pJRtu+8kpW4fKspwCPW4UeHQLYUAhXE2OydlqVrpnOK0H3D1GhVMwsJfUIQZ9vdFSlj/rzz//pDkzQ32zdfMDDMI1a9Z4anjoIH8Wst1gk2Js4NxQMihnwPFYpz3PCL23oSFs/VPZDW7dswb0CwVuup90PyV36u4oJIpA/dtF3ajLoVfbHk9IThX0cx0Sc7pYTFEnTJobYuGu0LSfi9RuUO1+1mDZon93OnTzHNpnUFawJCKBUjvZ/T0+d9Vn4OSsagbKnYVULFbaIcfEMYdIgvwDKXzQf9TH2wsgaIYsnjwo4Ox+vqDcorSycc7ZMz9GghPNEE4p1IW9lFX9gjdhGHZQNlzz9o3UUF1B6799gc7sU2JlAVVgsYca81Ej7DWv6X22cjwnGbrj//rfgDPDyNlxHKV07hs2+EEJ1RkATm1g0jOCDn5DnW3CjR7agx4f251u3DNcdAbBI7AbrrzySuuxaiVwscN26OMYmB4V/3wtFpnKhb/RQf2T6GRp0ymurI8oIorXqhmqbl27iGMa3SUwaRcUV4t7x4EVp5rIaIBNSNdFgSOKxZ+FShmSsvIt58zvQpiVE7g2l11ykbjGBdl6A/3bKb+IzAXugU5ITjU45I3BT7ueSODWy5yNdplZ8tIfAVEUeePBvULdrW4scCDOjxEIcRpkNfC9WFvdjN1I4bdn+/nbZkmBmQTb9UcWQA04cecKGbqN3K29jBfe+KuUXvvTX+/iWJYKOQGG0tKlS0VZCo9fFm7MzszwdZ6o89eBSwywJrxz06l08+bFdM5egRIbv4hEH0I25qG6PnV5pRAJ437lHFDFcalZ8EemFgtHQvb3nAJWfuCls9AjO9zBxpzxut4FkkOkUr9bU+wtUsjaNuw4fPnjLzbGUXGZczZKdczTugdo1vn7X0DfF4evq/KrvewSt3VKp7ovZ8zRGrNvMJijdmv5fkk4Uw4oSI8iidEYOAfM2aaIUUYKZgywQ60iqWOBNWZRc//e7DJ6749C2lgZcsCKKonmVQSu4Z8zZ2jHLuqlvVoWe7XOioVj7uacOOHXFZX06NjutHvqIqpcMNX2XE6e3Y7jIH/P7FC7OK99ZptttnG8NzpGB7ODGGyv4vtgtzzxxBO255nxpCIax1wGfAqw0pyA883e5sDQA40NYeufuveDGetUiqAmInue/SxdfsPt+gQlaq9Lw88bNHguB1WRnFNAFHTMKyVRNyf0aYLdoLP7Za0w6/OgAh88jf5nPa5tm6baqcxeUUVP5YCOipXNQWUHxdTPT3sBOzDyDRn3xjIrIwYMDU5eZD38DiKnjDmoKvJvP3CLkHIGhydI1eIZtPzhY2jj9A9o5yHefTq7KIlJpiV7TQxkkhDUsLWY0+xHPc54Qjh+qoKwTtndyShgQ2PcIYeETbh+uanUSdnkGfgu1MzzvapZbe8XOaeqkxVh2zR3Cq146Cg6f4tEOmeXXnT0iI70zCE9LLodZ5T8AEGZsEx6ZaBG6ORxB4jACT7z5fc/s6Llqjp5Ux013cbNEcVN/3xFS+89RARzoMzLDAK/CyHfj+GbbyY+Uxatk/HGk/c6skPwXZdeeql2cWyODIcbfRYbts5whxE85ftQ+8h7pxTRRZ+uoq8WhZS04ci4UeZ054JjgWMuFKjz8nz30/UDr8wgX4ehfTEPG0XUOzmvR9j8VA2NXr16ic4VfH5OGhtq1BrnePLJIXVWJ4C2iP7Fb/y9wZeqaSTrZ7SQqYQcCIAIGdChQ7o2Oq8aNpjXp21jd0TP29FuLHHrnbuuvsDXcY0oSNNmUd0gK0PL9bjs3MuidDBgDtWICslQHXOdIrcKeS5wSQcyejAoMQ94bMmZ7xXBGnfMEXX8qddbNp7AbpPRnB0RogHOwynBwe2ygNWLAqUOc5eusjGOSlcFejDroPagT+u5ubhe+K2y5sA227O/PgiqtoLyQwlX7R7ZMZcDBqqh64QZf8x0LbGaL53rpvlTRSeW+o0B2w3nvNtuu1FLQV771TkPpOQUiDHbpSCkEP/S7DoqLdNTjidNfF+b8cd5wW51E/fCsWy++eZNFrtzK7vAWqGya2SgM4juNkN47Mqj96SLTz/O9vhahZmIYCAAppG6vjllR1Fm4QRdsF9lW6Z26Wu17RTrpZL1XbBcv85GwwiTg8teLFp1X0mgRs9uBmLO+wzUA1232oMiATLt9ZX6rj6CfRC8dus+vt/1c87YNtfxfkajNeSm2s+oohR69M3PtA68jAYfGXMEjhisU+QHrRoq/uGHH+jggw8WmSEM+A8++MD19ViE99lnH9FzEbTckSNHigsnA32ZuQUR/yCiHi0Qqfr5558djZuBQQVDtJa6/bu1IrJ33Y03U9bwPSixQ452EOl64mHycXutWCm3cxuSRLSkiHBQ41rvv//+orVA5ZI/xGMw0hPSMl3F7Zyy3APy9IvAA0+FD36nGnUduM93x+xMbZsDN9gnfCOteOhIW12UPcI22XaMmHxMoSrZVC8o7Zd+tkqwKdyAe/vDMqVlXQILTtRTzdoA3Wpi1XCr32lTMlBO0BlS1vk+/xxlJATGTlJ254gWQq5h5GzWgT1qKDfFvqkOy6qiGomqJoO/67TTTrOuPRQ14fw1F/XQbYOSe2DakUCNdSHDD1lG4IlfQ3WPV22bJI7XKaDR0vocXg4I17Ujq8Nsmp5nPUMXPPWJ6D3K80rHXkGgAs97aWzwGIOYC87fj2aFXNd/1+fOCsYMt+xCc4CNqE3BjAmUWd2i8zIOHJLt+j/XS9ZusGuJ4BrguR7pIWfnuC06WjTg73/9w7fIHsY3zgEtXh74aV2YYy73VwfO2j6PPjrBuU5VHddwMiG2pJ4Xxsvff/8tfstaKRy4hIMONgbsA97D5fo91izB9+E8QVX99ttvafr06a4ldbLWiZ+gQUsD54r1Tkc1Hl6QJoKde/RKpE/feF48ltpV7txLVF9e7JghV7PPw0aPDbOhkhIaac+CKnrwgO5W9hrBXLmtGIJ88vH5CSCqAWG5nV4kDA/rODt2DSuxQhvWn4OdPy6bHHr87K3Sqeyn12x7TKQZt6ZADu4eMbwjvXmUXQNipzEHiHu+YpXdbkFwVIeGulrh8DnVCsv3ih3ofv0CZWbsnDd1//HaT1QFehlYI587NJy5xxjW284mWlhcY3OIfl4eGse69c3v+svQ2dy79s20BRf2P/YMuvfee63/VTr2vyv0ek/RlN5Fwvr6cK7dAX73tZdt54sAjI6J5Hb/b9ojUOISjcAko7FKbwun5IbWiv332cf23EFpc0UZLa91LHoc6f0EIg08sSAr8OXKJE8HnpfWRDVj3jG0Rx2/VSfxuWDHqQyMuHXM4YhutdVWYZQQN0cejvmnn35Kv//+O+25557Csf/jj4DjyIARAMOFf6ZM0bdb8AIEB9A+5fjjjxeT/733wo0bWeTilxWV9PasDVQzaE/KP+gK2uaKV7SDSM2YorUAKOxeGfVIJ/APS0LZu0gGtSyegdYCa9+6gWpLVohan3PvepYudjG8HbPcDseZ0WtomDOto/44Zcy5LzsUWqNRfJYn/ORPPhLCRUcNz6E79u7qGWFjIxh09ndmlYk2DzKbQgdc07u+tVPZt1r3teX81awNb+GmZsybSo1yy3Dw+fYvCGRsLrz6Jt8LITZMzkZBnAbX/9Cx+9M/j59re93ALoHgjrpJ3H///bbv4mwhSmb4nr777rsUa7hF/uXNa1y3UCY2MSOHGmrD7wNnHOs3baDTjjhAXAPOAOqYNPEkLCUzB2Tq76RF9bZ59eSTT2rXHRjnfjQ2eG31KwInZ3Fnb0ynw865NuZq7pFCPn8I/AAQQAM6BdumyWuHU/a6Q0qibQ9RIZdG1RQttR5/8c3AWrdw1p/i/21TVgrNEG5399VPv1nvS+01gu59bbL13ajPVDMy+P+iT1YJCjtjXbCOk6+/XJst6JwOVHwVHCBnyOs09lb83muvvYSyvwyZaisrp3cPZiH6KIY/HJs99thDZAN1QO9b4Jwd8qz5EI+OOV8vHcMF2eTb9upKu2WsoupgEBc1oFxylJiebVO5lts76rCmJoXyu3S19UCub0wI2z8xt5EQkaH+3xTGjh/HvLZkpe3/5I4F1JCQZMtIXvjJKrrzhyL6YI7dWTn68EPDbKCWDIyqa2+WxHwAZs5fKubBYUccrXXMa9YttT8eZLA5JSzkDD0HXGMtcujlmKt2i4y6xkbRLnFk79Dad9c+oWBCX2VuMyMVNsa934YCrxt+fc9x//CTHWXoHFcc/617daVLRwVspcrUXNF5xBo3imP+VqG+hKCpNeZuwJ4DjQ/G3ft0pQG9u9uCAghs6u69jpnK2KFXBnXLSnYUmPSD8y+53Pb/EUEnu9fmW1uPQVupX07genZOJzrnqP1EGS1EPa/ZrUvU9xPQtcfVgffmEweF1kpmwbqxzljsVWV+dJFKhCtrG+h/u3URXXAGB1upxb1jfsABB9Dtt99O48aN8/V6GHxXXXWVuDmIpN95553i90cffRRmYOLm8Y9OJdQPLrroIpvxePeE18Ne009qaQWgzpRVc9fVBI5DBWecUKeou+GRtPxxm8CsYIuoXySDWlcnXx1UCP5kTQ69+EuhL6NaFnKrDgYb2Ghl3P3jujBnWpfx8qLzzCuqjFrxWb423bNT6JRtcm0q6E5gQTAYFVw24IWZM+01NRumvkMTn3/YctJqNY65nDHHWI4FvRmGgpuh1DW4KGd16+t7IZR7Mm9YX2zdj7pSe4azKjGc6gumC+6//F1O6qotkRHla4NNmI33sSMKqH5TmWUMN9ZWeYoM4Tx5DGKjkOv7Wzpj7kVll9cSuZYVSFRUaVFfzcFVlK1AN6Gipp4+/HstUapdOVrVJ4hUBG7tOrv6ckqPIZ5zW229iM+PlXaHeu/YwKkMerBqpwuvgOHFI/MFBV1HcZVLo1a/GtLEmPTjzMA1DPaK/XLiG0JoiIOFSZlSn9jj7qTO466jvxaupC8XbqTTJq4ULWlkzPw3fE6xjkooY25/frd+GbSVpKS898BMOjfo9Mrg48derc5pBv4/++yzxdyGgw2nzynTNOGQHvTIgd3Fjw5ODsi4zbPppXE9aeyQrDbRUcatxAbjorGihBpqq0XJEZxUoPfFb1B6ny2t1xU61DSCqg6DEgyn+39aZwt+1ZYE9neeY7ieuiAiAo7Yj5C8aOr6UxZkhwH4Tui5qKhZZW8fiERBWufe2sz3c7+HxvewLmniXkdq2Lfk2ssifB33ON16rL5qo5WVrV1nXxuPOWKcOA+34C72eFC0kTnEfYq1yKEacFMhi70C1+/ehU7ftpNgI+49IDAHsyUxwy26pttU0a/drQsNDtLJ/1pTRctKa+iQ15bRlMLQWCn9LlA6i/EKfaJo4ZZd7R/UPkBwAEyEG2+6mTKHjxGCfbbzrbe3I5QTbc2le4KkkAxkmWW46Q3IgTVdkEVuU1hS6a82eufeHSxHtSYpECDcrke6KP08IChujNJNBobvHfv2pH0HZdF1e4bm5Wad0xzLUP3Cz3iX9+axB+xPh6f/YzFvrnjzNzr07Gts+3aVtFA6qbIjeMqPDJI0WdbN/tnq/uSFtqN6ogEmI+qZ1UkFlWBEiaBAfcIJJ9jaJOgAwwo1g/IPEDaZFCVxteYL2FDVIJw7HZWMoy9YQHDsMEJYqduv2JkMGJo6YxNRmvM/LqQPg8qGkVAonOrka9cstP7uOPpEX0Z1SUlJyChuCG93YyE929OZ9nLMd8/doDX2vvjii5i2Y5IjaGwEg8out9bQLc4MdSxWLpkhxhlqbXHNZfVl2THHBohMEDbjWNVEuvU85fZCXr06Zfy1OuSoFq0O1T0CG35+0/p7TUW9L2qSkwP37792PYBYQI2uyvWq/DeufVpGplVD5e6YByP8DQ20cOFCQU/Fpi7XjraESJkMr4yJ/HzYZtOho13wZf58mwOMuf7gd8vpwzUdqceZT9neq+oT2NaXxGTqMGQkJWd2cqSWLlhpXyM77XI8JXYMsCmcoAZv5s2bR3PmhLcfi+W1rAxS2dOloIafFnEwQO7et5uguLqV2zTWbKKKv78Sj6d0HWD1mRafW1sjrkdesM83t86RlfV/rSygF4IOywdz7DTDn5eGB4MhZhdoh0aOWhe37VUgukmAZXTJyM40drNw+jUb7ygZ0c1pBvYyzG1kr2QqLoP7TOPz0A+aj0enTK1rCYXXQRVbzr63VQTGxY1W0DNj8M6iPETF7d8X2fYtNk127h0KqvwUpH4DFbO/p6IP7rLt627XCcfhV93bL0MIY2Tdxw9SxbyfbI8fOCzceTr0rCs9HW12CFS05P33agOYlNGRElLSrBaq4jHJ3txlhL2byoVHjvFc09E/HXXVcNCbS5/FjQV29HD7nrpTrw50+LCO9MD+3a0yhixFUV0GulZcF8yaojXZeR87lzDhe7fddlvH573GiNvYBCUfziZEMOEIv1S5HXU+6DLK3//CsNfOlGwgGZGWp/q1DWRHEVDvsdv4wJhk51zH0sW9Yqyt8BfUvnCnfOoRZDQVBdk6sF9R+qkTm4adgXKZi3bOjyij7AW3NrVue/Mjd9wQ+LuRaG5dAXU56mbruXvf/JqOfHO5EKK11Zhrhs7Lh/ek+/brSoOC54TveuK2q2n9l3bbqF065qC+Irt89NEh+s9OO+0k6hbRhumpp54SrQVGjx4tHHgn3HXXXTZVeTYQwwZ5qj4Cc3mQ6gIsXF9jZRuBD2cWig0Ronhy1uSee+5xPbfiYu8enWpWiHHTN2tt/fJYJIfhJQqkE1s49+CR9hclhs7RSRiMMx4wuHgQwwhlSiGj5zkhCiMbA2pgwlEoLHiLdhncRbu43nfffb5p7W7XBY898MADtnu4fH4guraiuMzG1Jej/yrCDMb6enHcCCDBQX320XAxDFBI/ba7igRuCxdTmSNpSQNaLqNXz4BoGKP0x1etvzfLrhXXGXDLYDgJKarCQ7EAvkuOLsvXWg781ZF0D9wMTe7jHjxeXGvcQ/l8YpnB9QOck9sYgkOEzAqOs5MSQLMcveA5sZCOPIY+nRMIxCVl5lpGpaxPADEmKA5n5QWEjvBc5uajqWDcdTT0wue046C8up4mru5osRCsYx19YkQ1orG+1rr1qDpoJMlsm1i0iJODWLsMC5xzWvfN7DWojfXienCwML3vltRx5yMpITkUxAODS25JtEGqG1y/IVyoB1kDmQmkU5SGGNwFO+ULlpET5DGvm9MMjE23uR3J+ofgupfWSDz1L9fBKwCLcbHTsIDDljvmTDrz/EvCXgMBUTkrtKF8o2Usn6q5Z8WTH6PaosW2fT1WDh3OR6UMs5DgHv0y7XtkTQWVTX3beqz89w/pmDHbW/+PyA44QMvS+9PvhZVhgWEZDZXeY6E1yohYqFHNmuuw105b2P7nucjBqtaCW8IkLyOZ+nYKjWHdOMqWdAZ0cGovB5RMfsy2x8g19CqawhZAAJBp3f9Kte5OtvfkKb+HjbVIWX5+HXNOeEUbDOP7p2Nh7iLVXK8orfLVxQBONu47sDaY1MEe4VTa4FPnMWL4uX7avVmnJB8Mbnc+5CrxG0K0WE82lFdokxgArsHmXUJjzi0g3a4c89dff11EO95++21bnRjo8UcddRRtueWWYjNCPTocWLzOCddcc41Q8uUfNppuu+02m3N6yFHHB/5OsG8qew7IsurWgPdnh4ych194U2yIDz74oC0yc/3117tuFFy3GM3GrVIOj5AiX37rsNWM5olHHGLrO5pWEFgE3YTBECXEBAk45mRdu8OH5dC7x4aM6sSU0ABmY2Du3Lm2z3LsBR383a2gi7Y/uV9au9t1wd9QcEfAR76HP331qfj7k29/tvVddBPKCLtO9dXW9WOq3b4D7RF+vyq1kcIPlX3W2motAwBOCAwhDrjg/sCQZ/TqHnK+APw+rsOftGfqQnrwnEO111lt36ILEN19992C6toc0DnjLJKjC2IkJjtHeFkkEWuI0/F6tYZq6TpzpqziXjJjgsHtWHi+I3CGNRjiXTrc8uy7YWwIiDFBTRd9iXl9GXtSQH+gvDHdUv+WAe0IBnQuyv/4TPzdY1jrUFLd1iPuWy+zZ2LV6gXnivdMfjUQcU/vswV12u0USus+WPx/4nHHiNfIPaA77X4qPf7k09b/KzbUWvR0YPKCgJOGOfjCKwFhLBl4rVz7O3PG9KicG9kgV+e0PPaeeeYZ17nt17BBrTro1V57nJfmQmvDTya6Z17IoZXXXxm33HJr6NoFGRalxesE60DuUw4kNDaE7eux0sLAOFDvL4IDt44poAt2zgsbI3XBAAFw5i79qE/P7vT2Mb2F7bDHsB5W4BjOEMRXr/0qvG87cPkp4yLSnWkO6IJA1+7ehc7aPpc6JNSE2khpgHi3XLcKijfDKyvY3ECAVi7PUoVUnVT9GcOU4IRT2YUOYFSAJYJ95Mgjj3QNtDU1uMSO+TdS1xUn3PHGN2FjLRKnLBLHXKabbymVFfkNPvL36NYasFvHpgXs8OqGRDrwiONc5w/brfnBPagomGWXzVfZh1Cfa0msXr1asPx0e7N6SMlKX3MA68m7773nmDFX4RaQ1qF1Z3WUePPNN+nMM8+kd955h/bee2/X18L4BaXHjf6KxUSnzAxBGmTg4ajDKPphXQf6eWYpjRmQSceM6EidpcXyoM2yRTZIReZW+9H6718Ke5yzJn6NS0wgUO5lZ8pp8mYr9HqOWjrRKg877DDtoGFnkYEek8e/s0L0Nr3q7sepf0OhuC5u5wCqPuqcQq0FAsNeV8Pt5uTrzlU4/VznkZggjH2oR4O+jky53+vtdF3wWQD+1n1/ffk6S7lchpyJ0gFtOOYHI69vPP8UDe5jj1aevUMuDcpPFUa2m7Jpc2ZkUOPDfY2PenMZXTFgDQ3o18e6fse9s0JkY/YZmEkXj+ws6JBM44JTD2YE3w+ePwA2LN11xuci+g+BR0QXsZDhMfUzIPjY3ECgD0GCESNGWI/x/EDLC3Zu9jn0KPp1tX7Dze7YiV76/HNtFB+bJeZEa2TsdIYc1kfcCzmjf8jQHJpRWEWzi6otR/CxCS/S0P69RJcKXBu8h+cs7hPGKztyby9ooNeOCnRJUPFncJzg/g7uk06/rg+I6s1cVSlEZzAfeQx0SAsZ7Lk9+tF5O2fSfQuJNjR2ENl0da3zAoKE8nVHgAH18nDknIxcsK0g4CMLJurWA66p3Li+mKbNX26NYVwfXl+a0uoF16R6zSJqqN4kWld2HHmU9dzuo0eL37JjDkypQf3vJmsuywA1E9ca+g6d9jwjcA7L/hb3mgEKKWP8mWfY7rcO8r3TnSPqzOU5jf0MLSS32GIL2n77UEbUqdxEV0cqG93ITI0fP95xjZGPEd8nOxXxBj/OhGzo/r0mvNsHhmQC2C5lCPQnUGJKYF0vWr2SqH930QXgWakee/KnH4trKO/rsaZAo8Rw0aJFobZaPcK1BNR1v1u3g236DbI4JeBEc17zf5dTffWmsLGw2WYBxklrAmWQhw7NoZmrqoToItpI6ZCanGhrwQRKeLwA5XD44XkJxqlM2x47JJvmrqsWKuw6DC9IF4GGblJbKRVJC1CXG05Tb6yrESKiYBvi3jY10Mat0HQQgpOryKYG7/g5qRnadYfX/1iCl3RMixsVJXXA6/tg64DZqrMFsU4+fftV1O2Mpyklrwcl5/YMOyegQ3KCCEofNSLH1haMbQHZ+Uanh5PeC7EH1LXFa/+ItExz4MCB4hpAf4VLlBFc4P2YdRJw33lve6M2wSpLA1LyelLDBntAGqzAxoTAeVZtQrDGmTEGsB2AvdZP0KXNZczfeOMN0UoJv8eOHev5elDdUeMZrWCWLBjCDldOapKoI3dTnWQkddBHvSPNmqCdDIILMiXTKQqHGnPbMQRnhhOtEpukHwMFRvARwbqhNbXpvoRUMCFwzFzTOE1S/ZXx5LMvhtUay3R23WCWE7l8K9T+5H6utxvd1I2CUhdsYcTCOwyvXstMQ4Mas+qUA2nJicJgQh0gb8jNUR/mtpGBls7CKxCovPS+54VT/eZ7H4jz4x7rXy4MRJDnBB04AM66bv540XpffvllLWtB/ozmVDLn4JzuWvP3XrlrKAhTXu8c2HjwwF6OdX3QCtDVwLYEdBswHFUO+LFzCgP43v26iQAko9eQgMOmC2IVrlpl9fEGuM2SDnIWVqbi/bR8E73+3iTbGPjy62+s5ytqiXYfub3VG3SuNObc+pnLa4da0oT/YUi60fTguON5uQ5PXY8wH3hOnHjcUbYxfPrpp0fc6sUx6p5AVLViVthzvBd1UET7uHWUDtCPwJzEuSSkBox9tMZcOWE8VS0PlOnc8+M6WxmBG/vIDxuL+5LznIZDjt9+9h8/cx/6Mm5rjHyM22yzTZgSfFvDLn1DdNO3/rGXI1SuDQg0puQH9r28/c63nhvYJ3C9P5o0kQonnCWCPZULfqWpU6eG7eux3ntgNPvRSXETa+ulBKwRZNKhqnCediy0ZKs0LzA7KS2oG6EiNTFBZC/hwKKVFNtz8aiRoGq1wI64fvcCOlraR3S15OhfrgPWmTtuvZlWPnNm2HONdbW2uY29C2ukriuDn2vlRoXvmuU8Xs/f0a59wGVc8rHBlvXDgo2cyh54XY+cFMdklxtwzVDCp7s+bK+BqSZem9/Ldk6ob7/nxyKLKcaUdVnNXQ0IYxzfvleBTaWdEU1XJSfw+SDogD2H/T81CcfXWe4IlK6kwE857zLxXO8OoSB1Spd+ljDjxrJQtx434LMnTpzo67Wt6pjDaYZKNStVox4cf7NAFijmEMVigDqJ/1Hri0w2LjJ+2AADrrjiCvr+++9FT1NkdqD4DsPzuOOOa/LxMl05VaIqypCNWBnp/e3RvmiyJqz8C1o+HF2mievA/XTFsSZ50yqRLXJTb5TBkc9Za6t81auzYbtMoqTq0HvolmHXA0rP/h1zZ7qk1/V2o5u6UVDqygKOeVIH+wJTLNFFdagPnsv+g/SiNC0Fr4xtvtR/PCmnM6UPHkmvVm5ji3gyZAVNRY/E13XG+DnnnHPCHD6OcrYEuMZap9DKx40IPwcsdMJ46IAAdW1mOsSb8eRFfVSDNZmpCTaH2im48tGX39vmI5x0zFmn9YENClkc86uFFfR65daUtf0463Offe4F6/n+wbYqw4PqvU5COwzWqpCDmU4tYuQ9xAkQkHNajyZK5Uv11ZW2MYzuFDonw8/aKYPXterF4QKRLO8QyXibu7pMGC54T/ZW+wXen5hMdesLqVpx/qH87VYj78Q60nUY0bUo83Pcfl6DjLzbGqMeIyvBxytksUgdumWlWCV1Morev51qggZ1ardA3X721vtbz8OG5+tRu34VLX/sBFo78Q5t0KU51rBIW62pUDPmTtCNBTcHrDXQJXgu/bcNsF4QJCmf/oH1PNubcGDRSsqr5WlrAvuH3zZVfsD7TV2pfUyWfP0sVuGwhAu+G3aNWhbnZwyDxTZs2DBtkJAFzXSA+OX+fUP2T0NdYI9Rjw0dTGLumFvK4PrnI2HlgQWH81ftNXbMkTmW19Lnvp5FP0qdeDgzrrIfflluT8Zt3b0DvXR4Tzp5604RiaRGAnXeIxCIx3T2C641B4vVUjTgs7XZVNC1K23WuYMtY87t8lJTkn0HjnWiptrjp1bE9OnTRdQaP8Bll10m/r7xxhvF/8hSyCrWEyZMEIbW+eefLyIg/HPxxRdbr8EmCyccVCWIwmHx+uWXX5q8EchwcjLRR1aH3DEBCiDOD1mTV199VdRaRTLo+KbjmiALDRaA00TfFMyY794vgx46oJunwxoJnQ91LBi2K8rq6LX3PmxShOsUaWLqnFlenLjPrnqO7OAGzsX+XifVb91m5ubIq89hgUddE+5lQl011VeGO46zFhe63lteFxIjKLBprkyx2yaaXBM6t6SsfOpy2DWOr5X3vWqlTYrXdd5uu+0EVVjn8KkCh83p6HJLHd1mJvciDamOho/ZM7bLtalrx6LnfEs65momi41GABR+p0DV088F2tYkUYMIBkIA8fn3JtvWh06NofEEeiPAfe9l5O55mlUL2yipik+5+2SxxmwfpL5Od2DfyECwVw7wuWUtIhGIU8fqzNWVNoql/Dpd541oswNYx5668aKwx+UArPZ4a8MDEhCDO+N/d9FBBwdowkB6v0Cf3kN315chOLGPnAI2OtFV3RjUqQL7hbwmYF+FnSB3VcAag+Cz7hhZCb4tOOZOWWZZbJaxacEvVL08EFxJ7zVcaF7I2H///em1114LXQ+IVTY2aIMuzbH3IBHQ1O4ibt1mYKdcsUtn7X4D/aHWAGxSXVCK19hSCjiTuZlpdPYJR3rO7eZkjzUFTm0OowH2G57fG355R/xe+/7tVD59kmvCxW8LPxX4TIxNVf9FHWsX7JQnWv9CeRvHd8bOPWxCqbpji0SZ3X+NefA7E2IzRuTXs71WH+z8kJLbQ/yPhCf2rNffesf+XnbMFXbBwZpOHSgDlrWT3NiUCVHYfLrrh3HpR/PlFE3bUmhZdJC6GMExRxAbePvNN8T+HamOQNzWmO+xxx6uAxBiWzK+++47X/XnzYFnp4fqx2UFURkYaBCBU2vN+/fqQa98/rkY6HJ9g1e9nlwPyTRbiDSwQ+6U5WGqKOqX0qpKaNo055pdPMaLEAau1+KRlZoosoEITjz21mTXWj4vgBY/+d+Nwjhfp8k+slE3e/ZsW/3J3MYe9M6CejpTEq7hhQnXiw1sdqzhfHLmFf9v2rQp7Dx118XrOQgNXv/jRlqt2Lw//P4PTbz+dsd7ywEFJ1taV2fTXPXIqOt2ykpv3yeXppQEDGa1Z6cMUHjlbOmAPGeDS72WMFYw/mAsYT7Iixv+x+NO3QdaEnJZhawtoUJVrvbT9rAlodPSkDc+dZyNkjI069D+JIcEawm1ffK9YlpXzaZy2q5PLs1c10gvfz3Ttj6sWbOW0roFAkHPfj2LHj5uO/pBirjLQNugjX9+HvrcoqVUV14s1pgPPhkp5s7K8jr6/d9C2m6QszIxMuRqllyu9ZPPHTRotLXTZYE4wIKe7cgqqAEXlKX8vQaBOrsjiu9BFhdrDt6D6w8GkZOmhZ+1c4v+3Shz+gqqkOi7cq39pSPz6aGp9q4e67+eoG3vkz3yWPr0g9up1+bjxf/7Dc2jk774gjp06kLfvRueSXYyhtngUeevjlYKYM7L89pvAAuZDW7D6QQOdnDpF7IUuO66Y/RSgm9tyEYkAhq6AIYcPJPfV70qwPBI778N9bnkLZvyOq4BSod090wNujSHA4h5h/KZpgRkenWoI6cGiOcNa6DCFbNo6KhRIjAv792txWJCIEJXPsbUX65ATE1LpcHdc4nmFVlU9nh3zOEIs10aS0E63K9LL71UiCeXfv+y+AFwD5HgQimMDk29x+r71dKs/Qdn036DskKU6ZREumVMgRAi7Lf5NvR60N6XEUl7VL9OXkPQ8NINBYy3pl4HoR0zdGe6f0Yt9R2xI40alWrpBDVUhLQpgMmffUonHHGIqDHH/szZfPQ294JubU5ISBDdqfA4GBBerDZ5T9ExtfC8H82XXftm0vP5afTrik00Yfp6K3EoC+2hfDVri73E3w0N9RH7Pl6In5kd55BVt2GEOeHAIVkiUnv97l3ozr0DtIXGlA5UkZpH/yxeFRFdQ87g8KTG4udm7EOdlOutpn3/uWfNLsCbhd+6q217BKikWVuFqHF8Pn/++afre4fmhhYK1KRs0z3wWYvWu2/QOPaxx55GZ559Lr06ZYEQoJNFa3jv0imNc19bGGCY7E5UNreaNt1z+Lt/QXjGGU6sfG9VympIsE5/nrp71lybsNsmuuew7iIDCmRuvpvj66D2LCu3794vU+sA6q4lU2l1mS60McTjraFergIiIm6GsNzaLp7hFeAJU8tOTLCYLb/PWSzGJAKmWI/wd+iNgWvS2FBPfZMDm2OHwfYWi1ZrLzjBNR1pxsJCm3GKXtipFFjbcnY6MtCjmynUDaEa5/ffep3K500V/9/4c1XETB05KCevsSwY4wW8R82uc/nG0KxqW4bu8ccfF2OY28shsAonwauFmpsiN+aL7JRzwJSx18AsmnR8SMMA9eIqFdT63uqN1JgQGs+XHLyjmJc6jQC3GnkdG+bWW291VFlXS6f8GpB+X4fvReCfAwPcy1k+Rj9K8K0NeX12WqtVpWOIi4pMV/FyamyEwJF9Tm+aO0X8xhxGkM2r5Ku5yon8ls/pgDn/4hVHU92GkBI7lt5HD+xOh6bPprEH7G/tocjwyXt3azq0uvVXrcmFmrXMgnDSMoonxxzrVXNdX2hKgaEoj1OIaMlOuW4Oy0HWSJxipzG/14BM17WIyys2NqY4Omh+j8PtdXjuo7lldOmnq+jtWQFnddPGjWF+RLSMFHWdGdEvwPJYV9VI8xcvp4wRe1FiRsewY7zvnrvFMcBmKJDGr1M2X4aOmQpceeWVgmL/wQeh0g4ngPmrY6Qw2CZ1YtPKwPwbMyBUDoHWb3LyKWPortbfHfpvG3ELVC/Ez8xuQ9BoLNiczT36ZwrhLl5wC8vr6OJPV9H/ftLTdZ1uqJxFkGndbpTLtcEWBcB9t94QUc0GjBc/i+oBgwNGY3rfrcQPaM6sKHrVVVeFGcrvvRf6f8a0qbbnNwZ7fn8yv9xyYNGCiR1ZrlO967l3qPuZT1PnQ/8nFIllpCUlWLQYnRPHdU/stMcy+6yrdUstCBrhOx9Nj7z7TZijzU6sumC51dk05ybs1AsV1/S9473r8ZaU1liL1gGDs8QcUI/XqZ5W3txwjaANgWskWmkFxR2x6ap9xlsacqZDNYRlrQB1D2rNll466DZr1cBQ50fnoDjRrMUrbaIp6H5gbaR8vxvqac8hnYWRjHmQ2jUU0EjtHHAW66s2Cqf7uZkVlor46dvmil7Yrx/bn3JSQZvrTuc++AYlJoUcfj5WZOvL//gk+L1JdNeENyMqC5IDm4jIy8aYU/cHp1pzxg9LAtmizj16W5v+V199Reeee6513ZE5h+GAAKgXnQ5j3m2dQqsrxg17dAkz3mWaIITbZAcmVKMZCJYkys5fot5huG73LkLXxW08qwbPMccc4/haNXPo1+GOdB1EqRuuO38fHyPGLtYarDnxDDXAqbtOaqAQYwPnOfnjSZSfGp55a6iusK4lFK29jNSmUs6dEG1mlfdJsFMgVFizLiByd9eoVMqoKaHHb/ufq93Tmi3GdHM6Jy0xTLRRdmyqHZpVx5t+SSx6hrs5527jVPeduM9cwhopzVi3zqHGH8hU7hWjS3CfhMYTAqc6m8cvnd3NMf9jVRU9M309LSipoXnrAj7Cgvnzwkqioh3nankj2p/BxoaN98LKAso/4GLqevRtlKCM5YbaGsuXkfcOP+3E5LX5/vvvtynk496BNaHu8egmIwfTveaDStP3Eq9GsJtbwIHVKzvmsg+SlJ1v7d/yOIxUQ8Z2rBG/w8D3gpifkRTWpy97y318q4XDcJAHpx/UBV8P4a5IggDya7wgC2F0PfYO6nX+y9TznOcpMS0zbCPE79vuud96/frvXrQ93yMn9Fn77X+AMJSOP/54y5F94oknBK07KyhckzFoR6oTrV9CyEpLtNqwwHlTHc3mbEtl20AlwaSuJ9xDnUafSH932oUa0FYhIUDTwbnX1NaHLVhYDGNdZ+MXbsauSs3WAa3SQn3qwxVj3epp1fOCQ3LIIYeIBVPenHB9WrO1kXyNVEMY/+emJwknUxbBU98XD8BcwDxxg3rM3ENXbQtoy7gFKeedOubQoD7daUSwP23e3uPFc6z6Dax98zpqqKmiZZWpVtlNTnrgO6Ese/I2AfG9b4s60MHHnhr4rvpa8T2nnHKKmBNVSwKCoUDXE++jOYv9C3hxzTco7iqFGk47BwNBW0cQ1M+auKQ0wPiZurzScdOHk4VzwHNu4pRYv+SSHB3Axtp3UBY9dXAP2qmXPtPPTnb1kj/C1sy64sA+kNKxK11+xRXi7wRlPiJYwgbpyN4ZvmpH5XN3c+hUo9HvGq2bT25rI57DdZcNJhwbsunxnCnXnRvGpY6JBMcOhnNYrWe3bjS0u15DRNVRcTNSm0vB3Omee3XQse2TDfW06oULaek9B9OmdSs8O3/EugY6FueMe9xdsiOgVi0rbC92YBNGmgVuKTSlbZnbe53GKYKdTsEA2IOYM5Hec12CB0zZy0fl0yMH6scn7llmkLn02odfaG0edEDyU75RVllLf62u0t7jYk3Xn0ZQyxXbO1qbUd138Dlsp68L6q2mdh0QYLTJr2ust9YK2TFnm9APcG9zc3O1WiCq74L9RdUS4H1Fx4rFOMBnRzIWWMhutXDMQ/dCPvf1nz1qraVg5YJ231SF+fiyGtsA1GyZG5C1UF+fd8DFvtXCAa7b8euYczY2LTWgQugVBPD6XwdMVPRyB1ITQpM4JdjuQ94IsVEmZgQWuYaqjVRXstL2/LFbhBbABCgdSsDrLrroIrGY1QdbkwFyn12ZxsmGoLpI6zZDv3WFbtQY8bzkpA3uG3IcIbjD6HvFROp59rPWOdUEM3bygoUFBcfkdM8iUfSMFE11HleW1VKjKC4IGYUYI6jt9FLb1G0efL/c6LwtDfk4VdVRBFheGNeTnjmkR1jmsqm9VZsD6sak3gPVaeKMebLimMsZt2uvu0E8lpMVWBdG9Qn8Tus1nPpeOYkOu/BWSxitrmgx7ZxpdxTlOsp9BmYJ5XtkHn6pDWTZhw8ZJL4H38fjtejDe633vLDCv7gnshZwyHUlQciGQ0CUnXfUM0ciCgcnieH0Pqj/utHp/MxHGIAX7Zxvqf/rAFrvGdvm0pu3nk0vPPes6GvNePbhuwOfU9CH9t//wMD3KlMRDvljY7vTxTvnR5UJc8vYqGPO71z3W27AwL389ttvhWCq2/e3BYA15KQRIVOf5X1laOfw10fatq+5gotOjrlX6VKYgJOg6wfGpx9xp+YM1Ec7J2TBLC6V3C5YMjjMQeQulmJTsQTGo1c3ASdEk+V1c7Sw/4IxE+k9xzmEjaOEBNpzQBZ1y07xZDK9Mnmqo83DPd91gCMO5ta5b/1D1361hr74V1MrrSkzaqwNeMyyba2rs47W5u3XKdyOGTlqF9v/N914g+XLiL7vQfjoKm1DH80cxv3DfWRw/3H1vsLxhrOuqvLze5DciWRs8v46f101zVobLqCal1JHH738uG0thc3QVIV545j7AG4KQ+5jHGlGFcAGGklPW+6v62YcvjBjPR306lJau7HOqnVMT0321TJMNVD8tro4ccvA5lnTGJoY+ftdQNk7HGbbCDHJUoJ9vuvKA8au/DwURzG4gZRO3bUL1R133GFTZ3bK6vIkVRdqnWHhZWTis3CMXmr+skHUu2cPq6VT2DGC6p+ULI6FBa3kBQsbCBxzp3vWnJuwl7HLWglOgEL/28EeumvXBGrqESTB4uiVwXAa16ApxVOvWRno8Q02DAPDDw45BGBUtKYR6AR5zusiy+p8gdgdzhG055ScztqM25BgPR9TqNFCRsaM5M0tkTKse9cfvYulLxF4PPSd+IwLd8q3OYoF+QHhFrkWbdP8QJ05sL6ahBEjax24gdtO6iCLzKgOnRcu2Cnft/HJGSBAprzx/UFtXVPQp1MqjRuWQ716dBffIzM9hvXtJjLkKFVfH+w/ryPH9M9NtbJAsTay5XXar45EJPMJPcphpI0ZM0asrXKdYltyzCGQyUFbp3pvOUAs38fNu4Qb1F4UThXNda109xLrkVcgQK1HZTvhxBNPFPXkbnaPzmBvSTidmxzsTQtG0NC3HPoeF4/UrymtScn3QrSiftGcU3ONz0iDgMDgoGOe2mNzR5vHjUmE1pqwmf4u3GiVeIZBk0WvCyqny7Z1tLYHgn/qfaheERBgljF6j4D4GUP2ZeRAk1xW5QfdHLRAUErFGD48lPiSIVp/egR50ZkJSSMIiXq1L+ufGzgPCM2iJFlFTmaHsLXUD2vHC/E7s+MIl00ORToiNVK6ZibT3xRy7JFBZwPTSYFbza640ZZ+L6yk94M9dMdPWknX7t7FmgxuSuNOG4XfRQ71NBkpCbae6ehzmDfmTDp/bGjjx+/DTjiNfqpB3+8ibYCgd8dUKlnXQCld+lHVsr+03yf30VUBsTs5wimoNz16WG2Soon44z1+ImvdJIOorLqeTtymM932vb4lU3JmHp14+IH0uyX+lmBzzOEo+LlnsQYWYVURU209MyI/gf4p9nZ6vvh8Mr173ct03333CcEWJ7V1jHfA6TvjMdMso1dOitXiz42qFe8OgM5QVTdlBL5ATcPG9OCzr1FmxcqwsRnSTQi9B7S/B362q4N37xjayK4e3YXOnrRSOBXdlSzEgLxU2qt3En25LFj2IV1HeY7kdUulS76vEXyNR38ppsq6BtGNwgtMWY8F/lkT6qfOjAlcQ7c+wzB+QKXXdemQ23/GEgcPzRYqs8eMyBHHmZeRJMYwWsH4GceRjmUvIxtOGJhAuA5+P1u3LujqNpEpHz9+vC1rAcGonXfeuVWVuaMBDHk25mGk6pgeThlzBFZknL9joEwkEjRXxhz3AGNEPh8RuA5mXN1UmLEGIIMGBo1c7oe5hMCfqsTOaG0hUZ5H6tojU9m5LCEtOZGOGtHRcf2INisdz445j3N1XLQGEDiMNOs8oms6vTe7jFI6h3c28JNoUIPF68qrhI8gj2FW7++QnEAjE/+lz5bUUZmmfVxTbEeML77++P6JLz4uSsZkLC1yFoW01ZhHsdQeLu3xu+66qy1bribVUJoXyVjB/OOEm66dp4z8DsmeJWw4HhwDz2kIjvrpduEGkzH3wCZF/VanVhtJxvzfkhrrBvqpQ+ABpzMikSFCewbrtY1Er/0415ZF9qofc1PP9hrcfTX0FmDQjnvb/u+92Vbi9+htR2hZAiN6BCJcaT2GOH9hUPVZxkU75wnRlPHb54YZgXK0M5rIoVdW0foeKVCzqKSGhmiog4zk7DyhaF1WE75gYUPiiazLpEUTvY0EXtcooUbf1ionWck6NjaK84AIIIxjZP10GQxWOY/XOjkdOnfubHPMGW4B4Xh1ALCROI1rnUPVM3i+m5KzteuJ1WlAOl/Q/p47rAftMzCkZpsq8alRgvLaUb3pIU3NnlBdvuwI6//ywoW253mODOzdnfoFo9qyCJsfAyhWY+9/X4ay6lt1CxgN2Pjd2DbIgDqVech91zkwGwscMjSHXjm8J524VScraAxYjrmLNcDXykufQIbXsWPNAUPLi5UkA+uH6iiq7fC49Z1TnSI7f20RTnO2a5adwcOQa5WBA4ZEXh7UnKwfdV/jtceP4BwCMuocxj2HsB+gW6fi4b7r1h05sKLeM6e5FQ/n4gS/zEsZOB8OvEUSDGqu6xBN9p4zrKl5PSkx2IVEdZiRFXfae9TzLq2sC/MN6oJB8EH5qXTZ0WPo/07ekp59+J4w2zqae8CQtVeQOKxeuyjsNctKQjbhWGVdkR1ztNONBt2Ce7ysBYJ9U60rxxoS7bl6MWgQwO4osfmcgPuGdRI2L7TBLrnkkohKllWYjLkHlpfZI3/ZUWTMZVTVNVJpVQNVbyjSGmU7jxxJPSTxE4486iYyMkQqFtYHsjSyUIFT/1cMSt0GiD693Dvcq/5iTlG4UbSirJZCpBOoVAbOsX+vrtStW7iyNrJjwNAd96TTxw0TESgYp3Du+PokJNuPE+rf+w7KFj8640GOqjkZFhzVAi1m1qyQcJu62Hs5xagJ+21lpaiXz+2QJMZIuRLQATrudgol/DbR+n99yTrq06mHtQnI90LNpD399NMRGcWRAtF3rqvVoVtuFv1drkRzJ91NQ065hspKpbHW2GAZwegjDOaCjgUgq3u3Fcj3p1dHf+Im8Wo8uY1pnUHCgo/LN+gzIZwxV+0pUNouHtlZzPFX/iilgzbzdgxkh7XwhQtFv9BPf32XLtzjHe3mtkXXdEsgCWurX8MjFmOPjSQGSnP8bPgYFzhPHeVt8eLFVpsvZG1iqS+RFxTyY2dgdlE1rdpY60ukRzacvZzH5qQMYz2Xr5scMGMgw6LrWY71B7/jdV56AfsafqqqQiwNlcqujmroNSworqHNOkfOQsK1ak4BSyd9Cz+Oua73MQC21gMPPCCMYTUJEK/3Xb5/cvCyrQLrtNzxItI+7/FQAhaNujwUzJEsqqwlevGdj4SmUp8+4cxHrOm6NRLnLdciJ6akBXyD226ngmE706jNult7jpx8Uz+f23NGCyTs2PfAPEuoD9/351ekWS2iz1WYOEhYIb6E0lq3mnw/SJTWn1gr/jNrB/ssKPByUJyBssUNwe5ROtuf1xSUTjFLC8cM5xyJqWiYryZj7gF2KsWFP6xnxPUSasYcWFVeG1aHkNK5L/W+8kMa/3UNrZdUFxEVxut0RmRYtlIC2ijIExyOuRptd3NYowk6MFCPIbcLKN9Y4arw3TcosLB8YyNVFwwT/SkRJZQzrdlb7We/LyWBWma3DRfqrnA4nc4Hxhv3NkdNs8wekD/P63r8b3RnunufrnTI0Oyw6LcMiNahvRxjTVA/AMDigHvEBrsatEHbJUTjmgteIncHDAtkteo2rKXVb1xDRe/eQlcdtw/1zrM7eHx+GFuymJ3K3OBrHc90PBWyU9LbZ8Y83lTZ/UDnmDMl9i+Jti2Dg+JOc/zgzXLonWP70Oi+3hlgeW2sLVpM6795juoqSh1rtOTP3FhZbWu36ASsq0VF+pITJ+jan+iyAawE7gWntmnMJmkKJdQPeJ2aX7g+jMGjO1eMfz8tYJrb+eHadHwPgqo6owdZlgkTJlh7HH7feOONYmytXRtimbVF6NaUHpLx+7kiGHX5qM60W98MOnWbyNtNRiJ8GA10499vtlJXa85wElxq7vPxAy7jkiHbDJkarRK1bjZeAwyR1PqqwH1kOzcSplBzqexHy7RkNt2Nv9TSV5X9tOuT0/3D+Yv9L9jSEEjO6yVaBd89vZY+mFNO1aDGSiUPuvHVVKaVHLjneeYEpz3/tSN708uH97TEmaNFQjOPdfS7RxbeaRzlS8FsFZfv0tmxdOrhhx+Ouhy17VmNLYyyYAYGypg6h8vLsdA5r6AOqsqDaK/FeO+PVTbjBxNVh55SqzEdZAoMBjcidKh7ZCfMTfgAWXM4q251ksODLZEygnRymWJ/x0NPWjT9jz75zLXWRL6ud/8YytqycvHzz79ge331yjn02i3nhp2fChw7JobTxEaEliNwMDrlKH0kGzhqwVBbxEEbmcajorEm5Nj06hlq68Y18lCN1IlHcAa6uYDvRnQPi5QOoOg/OrY7PX5wL3rq5ktp0tN3ivuTSXZHLa3HZuKzkLFwa0fE39earWuaslEPyg85XhuC4lk6xLsBpYOOFrZ1kKKNjHmtxhlVa8ybAj/KygyskWWL/qS+DYWW3sTxJ57sq02J2irNDbqyIxhROsfcbyYeDBi3Mg8/raNURGIErJj3p/i9aG2gzq4mSAl3KrF69dVXhQHjdW2bOxjFTptX3TuOE7RCqLLffffdwlHDY2iVhuxGWwWvQ/J8kNX50UNZRq+OKXTV6C6CWRJvkNd/uR2m3zHENsKVV/5/e+cBJlV1/v93CwsLLLCUBZYuKqIoKgiCREEQUDRiC6goGAUs6F8wJFFjiyYmFqKxRFSMKBYsif6MxmD8Bf3ZpVhAikDovSxL3YXd+T/fM3tmz9y9U3dmbtnv53mWZeree88957z9nVrjtUQLLmUKu2gAhMyiswecP9bOHnZ1FLywr0SL9MHxW50BSNuEQqnl1HgV43Rdi2TTPM00t8/W7VdFmePZI7QDDvtf5YHq3Od2458KFg+uKvT8xFc7w9oEpwNrehHmWXGjCIWNI1x/1OMylVqMpzXiCvuJ6QW3i+TLytC9HilKp3RLuP41OG+F0nkGdWmkjA44PrvUqdqsP1TMY4CwbGuokVWIjRZ2pVsNmWzae7hm5cEG1WEtM198MUz4QQEKnUdneiyaNgre0BX7dsnOD54K+xvoF25ajfXNDUEPCyKUomhhiTguvB7Ncg1l9PYzWsmdg4pU/uItp1Ur8Z+3GlF9o1ad44H99oU0VB9PSwsqDa7Tib16V5/Xv6fL5llT1Tnrgj7wkKVi8sJjrYlUlAwGC/xEC9XcvbFmPg4IBCpVuyhNl3Y1DSO6MJpdu4h4W7zVBow3wmiteTzgiMI81aNae75VHvDj1T3qwcVtdytB6Yorroj6d9za6iUa5lwwrcB6jbCCdcENIXmJgmO29oxHOBc2Wujf1vQeUBGa6rWfh9a1MVKOllYgr7nmavn4wQlScXCv6i+qC+8k06bEjhoRLAGR5/b3kvNeWivLjI4d0VqX2YFrjHQda5cO857BPYc1G3PfLmTbSjRDqvWc/vZCsIVjbkHwM/v27lFrqV2KFZ5HaF48LWDSLUjp6xPPGgLjIK7dr371q7BjnzhxYlojkNKJnhfYn/UeDmWuc7Pg/ffbM6NHP8WjdKDtUCaKpZmyk/6bIJF1E+vC0KFDYxrzkFbldPG3aOcGGTNStJ3VWOoFxTyaUREKuHWtgmKOa4PITrPmTizSdS2S/V6rw+yLFVtqRBlZzw2GF6SPouAh7ucmhbGLNEbyRKfieth9xx1ntlVrjCnnAzt5INJ3WnUOzFHTCGDnqMnK0L1uNy+VvjU3WLMClG1YKs//boo8cno9mdK/Rej4dOqUCR4j+leva/Hs36HP1uI86gRlVR4R5A7bgUGJppibeXtHt8gLhbKD886/QO7+yyvS7rq/hn9n/cY1hB94TK2ejA0bgqHQV/duJY9OulAGNd4kZZtXyMENS2Tvog/DrDbJ3tyxBL1+HRpKj6KggaBzPWuFw6ywwm17dpfU2IA1jxoFoKweyHLdAw7Wq4Xvhb0GCyMqs77++utSW7D5aYXU6jFH9ADydnTxIWweeM4Kxuqj9960/f6srGwZMbI6582uvRY2rEjtIqJ5oFMJ/l6sHD+trBzaVb3Z7HjvERl+XJE6fnORgkBkJd3F7NKB1Uh1fOugcDuoS+Ok0gPcjDWXC+uHFvxX76rpaa4IpM5jDqL1+bZTlsGhLUGDWF7rI1PqNbNGsDTofGLo/78zOjDcfnr8RcwA5oiu6GqmeVjXaqzBeF880SV2vV0jndOhks01DIcLFy60tfxHet7u2mbKYx4vkQrBpTMCKZ3o+wO/zVSHx88tlncu7ygnF8d3n0QDazYMtFYDXaqJZCBI1KAZy5iHc9GpYk6D+xcKSiL5srUp5OUUkPOirQW65kMk3FB/Bns4omITuW/MVmHgT7Pn1IgyshoF9+/fHxZlkFc/9r0xsrv9PZGq9CerEQuGZ6wxVnkH9ZXiAWuwdb7jupprM673EUYtJUT1ZqotoCpobXFIqX1yd3Vx10DFIXW8G9avD7snrKlTev2Bkw1rKFpeUjFPIdWFFuxf14UDovH0+cWqddCFxzYJhbK/sXi3XDJ7rcxY1Uhym4QLdDmNm9cQfuzyjpevDAqihYVNlWB3+amdZeuLU2TLrKlSua8kzGqc7Iakw6tj9fsD2zauk5JPXwk9rtcqeJPnNAyG+7cobKa+z24zRm9ozcdrwkOgDlZUC/3ZNUrbBBfw2267LSUekEgKIzZSa94OnrNuPGoi76wuIFFxoFS2vH6XFOUFw5k+3Rn8DrOHs/m9+vtMxWTRokVqYc8ksRZDraygBZ5m/4qvQoK6eV0gEJlGBVxjO+OM27GO9d2DiuTJc9tK73b5nuszGws7obFzVRcGtAhJNMc8GaJ1lLBL9yjbElS06rfpmnSbEjusESxZ9arXL137rbBBjgoZBolUGQfm8emib3bEKqim51Q8IZgqXHLvDglUVhsgcwtaykknnWRr+bd7PpJgnW7FXK/R8Yaa2nkzMhWBlA70udjVnol3n0fxuGj3kzbwpFuRjWQAtlPMYxUejGbMc1PkEsYPRv1EuxGYJNrGyykiGR/0fev2GjNQFLHGJWIkKLJEyaJ+lNXRZt27rONr+KJCNKpXPRcn9W0uLW1ynyFrpSoqxIwgtXKeUcQ1nggdgHO2m++m0QnztGHDhkrnwP8T3UtTTXCf3Bmm01hlCr1GmqlT3377rVp/tJEk0ehJeszjVMzt8n70BY8lIKAwC1oH6dwThL4+v7DEdvJZFXN9E9gJopJVVSil6saINwQ0USDwxWPtwU2857NX5MCqeepx/pF9gr+7nKx+789uGHWjb1BVjVT3ZdfoPE5UK8X52H1Hqjwgun95vFUtrQsqrkHFrmrF/MCKL6V89ULJywtfkLT+Yvb0Bua5acWktopFMsSqxquVlYo92+VwyeagMaJ8f+hYrWPk9g04GVBboGOEloHAS/nzVnTNAxPtMV9TUu0xX7qtTB7/YkcoyiVVHvNY2KV7lG9arn7ntT06bP17f1N9OXfWGnl9UeS+yNGoEcFSr6awmZeTvGJqCiuxPEx2yiTGCuuz9m7GIwCoc7rzDjV/TRB6Z7eH4PnHHnssrJgaonjMdVLP+XQrQZhX+LtmLn407ArBZTICKdVgrKFUQ+mpTeSRXbpSpokkD9jdQxDgY51vrPawbiKR4mjW62TNOXcrkdYzuzB1q+FFyxLRDDLp7P5gEk3Gt45NsZFjDnKq8sOtUUb4P1JU0RHI2odb12wxmXVxB/nLecUysXehDOxiX9wN0VWpMoxGO+drehXK5P4t5K8XtKsRoWNdV8z9zTqvI0V4FRYWRjVSZwqsI9ePHR16nJ3XMKpOhT0FNUzgIbdGL+Bcoxk7TLzr0skQhyuie4IS6YmKXsDwvO8/FN36ltu4ha1ibW0NUr/tUer3nlJ4x4MT1a41FT5XW+9dPOeoBdhp730r+Uf0lrxWnWXsuHEyt+r17zYfjPpd6K/77PxdUnKgQi1MuphauVGFEucHDwjC100rJs4xFR4QHFsiijAWFXNRxTW4fcok+WvVvomiHbgm7Xq3lHvnbquR4oD3x+wh7kD4nc4HsrblsY41LMAbnpko2Tk5StA371Xr97mpMm4mcEPYZG2wrje6X7huTYY5+ot/hYdDpyLHPB7M+0+3J7ninNPlfXhUi4+Sp599Tho3bKAE2N8uDhr6Zn5TIpf0SM5AZK6rq7OLZeYSiyAVqN24QxBBf9tYn7XzQGEdND8Xr2KMc/r+g3Xy9ZbgGLetym+120PAuHHj5Kc//akygGKthRACg7FWElA4MlOeyUSrDutQUvPYvQrWZd1hBR49eGmSwe5eg/KbbNGrVIJjg/EN3kVdpDEVcoybqE2vbq8YfU3PPtYSHPfy5cttI+as3lEY8/GDNr92bawipcmlA6wXK1eujOu9zRqEr4GoH5VVv5EEyvaFeVv37NkTattpbWWsHYI9iurLoq1lIecgwsmj1TJJZbRStLUcsvngIxrHZSzR9y6MBtb5q1/DNdF1tJwEx4571DR8jbt4hLwxa436f1ZOblwtGPV5Wq9FvAZD/6xyaeKQpWdgsjl9emLBa24XCmrSoLC1qkSenx8ULLE51RBE6zdSP+C+++6V8kuHKmEKghI2NFiNQ383jp6gqQI3bcOj+srj3x6WY045Q64f0V7mzg5aCCEUR7te5xxdIDMX7hJ0qENBCR06qz3mOmoB3hsUfTOF8nvvvdcRYctuIbzoogvl7TfWyM6DIv16nSgXDutQo/9zNM8ihC5T2HJKwYt1X0cS4CO29CkuVhusm8IKEwWCa2lpeESHXxVzqxUf8xFntPNAhWrpuMGm6EtplAr1qcZ6/yHd5vM31queowvW7pKn75uq1odOv/pHSv6e7he7ZRlqaeyU/h0bymdrg7mB2/dX1Eo4wtxIlZCZyPzq27mZfL1lZ6jftcauN65qBdS+fdg6i2OGkozwSbfPa+ux+4Fkr7keW1wPMwUM3ni31P/AWltSUhJSzKHM/fe//1X/t+vlHol4vVRuBnMP46Jzke1arrl9v8SYwaiEwsMmeA5jHCmCIJIxButOrPSGVBGtHoBdmPvlJzSVj1bvk/WlwT00t0mRVOxYE+ZoQ7tOfc7WvHBt6J3cv6X888c9ql92PDi9BsM4q2V80wGjxzyS8u2WiMosFKJu21ZWrVqV0GfsnkOR6GRlQCrmMXqY/+e/wXxnmzpdoQFIJCQJ/YCjKeZQ2OAgXrp2szx8729CiicmtBZEkb9w2+//FPoMCnBBUdWFFMz3g1RZorBAWoV1O47vVCTy7UbVl/yA0QcevVRxjJiEWMw2bNgQ9rm8nCzVlmvx1jJZtq2shmJu9m20CuV9+/YVJ4i0EN7Ur0jeWVYqV1X1jkULNdh2dISS9izaCfHWTcCpIijR2p1EE+CB3YIEAQnWSC97PSAQIee/LijmsPaaHg8UK0QeNYxMN/xjo5SW1QxH1Nb9dF5/s32k9f5DWB3W7NkffW8bLmn1LieDuR4h1+/xL3fKWV2rPbjJfH8in7EzDpmfT0RY1WssyI2RhxDJMxBvJXiSepJVTPTnYFBBJWh475xas5CSEGmPg/Kl73U4GHC/QYnDZ5YuXRpX9JUXO4BYsTo0vLKHIr1Gj18kg6Ue00j3XiRDUTx1j1Kd2hXvvXTpCc3Uz+T3NsmPO8vlnJsfkFFdDoU52mBYsjMuIRJNy4lI7xzetkzWrv5RNld2DO11+A7thDP3v1TPX+t+Gwt9XyLqRhuRokVzuVFGamhzv/UqbiDzNx4MRZXFcw61iV5gjnkUbvugOkzziOZ5NYRWXa1R5/jFQ5eqcNBI6HYZj898zbY1DSYhLMeBnOrvKd+yUm1skVrZpMoCrvMmYgElVOeLX//ORttqspGKf+miaF8ZlR51ZXxrnr+ZT+bUBI+0UKMg2D1ntpbOhdXtbMxJrU/FrtqquXjFU8MgXSTaQ9kk0jFDMc9kBIeTuHHTSQQYvHTrGs2RVeugnVKeCWJVJ9a9mpucerE06RM0TJrVx1esCw+9f2beTpn+dXgYYSx0mGHJjm1yYsE+eeni9jKpb4uMFT+zC2M1/2YiXhNzP7J2w7C257Tez/C0otDN119/rX57tf2Yl0nWQ2beL2bldSeMwLifI8ko2tut5z0UBSjluBfjNQg5XUAqGlhf48n1x/nqPRXGFK/sLbg/tRwRaV3E65Cnoynudq9l+hpEk1siHYuW578pzZerJv+mRnV2O8y0qH+++05YJyZ8ztqdSX8XvNKpviaYd/HWW4ok/5nHZFeE0wtM6d9SRvVoIvcMzkynHSrmUdi4p1pQOa6qJRjQvRbNXGQs/vG0tIDHXNOsQfjlRyihLhCXU2i0KcnKlmZDb5C/fbc9tDnltYgekmcWmUhViCQmGCZ/rDYfyD/RAvw+Sz69GbJjZ/U9sU1Q6FyyrSwkJBzSxd+ieHSc2qjiDacDvYxwJDjMcc9E2nCQB4niFzCGOLV4JVvdUxur/IpX8vtqC+47CEymsG6GO9txfZ/0h41GExSObVUtEBQO+rlq2Wjei5eNvzEkyOwtq5C3l+6Rd5btkb8u2BXxO7H+lBmVOr9b9IP6/dF/PlSC0YfvvR2qhwHSHV5pp5CY55iI4QsFDDWrdgbXZhiZEZJoFQCff/750HtnzJihFIozzzxT+vTpo37jMZ4n7sfcd8x92G2eWNzX2Ad1CoLZBSdeI4IbcuYjgfUVEZex5iyug96PM+kpTgUwrkSTYzCekKejyQyoYu90y7hIYwSjUqQ1v8hwxtRr283WcRbJ8Av+8PvfhTnczBRO87u2bKlu6ZVq4t3PTAOfuY6Y42odY68o5k0b5MgVJxaqQt5W0iHrUjGPA2s7ALsJihssnp6fZujghcc2DSnoY3o2lVtPbyUdqyof1y8KFndR/29/rBT0HCbvbS1QwiSqDB97waSoipBZZCLVHpx4FJMbDA9SJFDEzUrX5nmqQB48cpv2Hg7zmJuh7FacUgQTqWx7cltTMY+uvML44fSilex944b+o+kkWjXoRNJavIIZFaINbiZ921ff1ydUeaydui/bNQlXLHJbtJPsqnaNIK/9cSGhCLnomjctnSA0O/cflgteWSsXvbpO9pdXqs99/NkXYT1NrUJWuiNCcP7W9BHzmiQaIdU8P7jOdGiaq9YcCP527TlvuOEG5RXHz4QJE2z7mk+cOJGe8wwTSVEz+wHHmkPaCJypnN1UdAiJJ4wdBiYvYL3uUERNcP6QCeAY8VrEGeSc2h4zFD1rrYBMyxnRct0jyYEtGxrpB0ZbZNNxZsWsyF5xODzt1YyMNb8rkXDzRMHYxVNs07w+puxqVcyhJ+F+hoHZzw4czyrmH3/8sZx33nnKo4sBeuutt2J+Zu7cuXLyyScrKyi8iqYVX/PEE08oCxwWMuQeIxQvWXDbnGj0nI42QeNRZArzc6RTs3rSKC9bhh/ZWJ44t6089dN2Mvr4ZlLUKFc6VVVc7HrygOqWNUbY+owFu+SNxaWytTJY7a9DfrnMmTNHWdIitUlL9UIej+DXtiD8Gl11Uk3vq12fVIR8H9m8fqgVk+kxj9SyDjg1wRPxnuqq1qBetvu9yskeX7pDed1ApHNEigaKftgZnbyKeR9YU3peH9VBfnNGK5k6oKX8cWjrUC9vJ0MKf/WT6rSioT//tWQb7c3y2hypBBnU6SgtCxfsdci2yZ8/2RT6/5LtZUEBKLtqbTtcbitkZcKgZo1aiuaV0ERSuh4Y1lpGHN1Ybjq1hVJ28Pkff/yxhgCoW1LavWZ9D8kcdml0iCqJpmTbea68pvBF23t1azW3RQBEwnqcGA8z3c/tskKmrxGUu0xHrln/HlJZoYdg/mGu2dXaMSu05xiKubUXtonZRjlbYhsf8F3pbn2YqMHOHCuda26VkWqTKukmfOcxR3Gpnj17KkU6HlCRc8SIETJo0CD55ptv5Oabb5ZrrrlG/vWvf4XeM3v2bJkyZYpSTBcsWKC+H2F4W7duTfj47hzYSt4Z0ynU2iqWpQ4DZFo6I93M04a3kRnnF0vDvGzp1CxPGudVD4Pui7w/t6m8//77qkVNdv3qBeGzVeEhlyd3aqEWBBRDw3V47rnn1G+zpH+qb5x4Jqm1iv3I7sEwJGtuuZ1F+5hWwe9fur1M3l5aKo98vkM9dqMjFouiqaRF66vZosozBUrLgwKwH/HreZlEEvh0kRg3h08mirneNTBCnwsb5KiCcDjnMzo3CqX7JNNDOJ4wRf29uPbRqmv/pFMjOaNz0Hi4OLs68sgUjn75y1/Kv/7zadhrE6feGZazh99zP5wTev2Juask0Ky9agMJAhWHawhZmUrjsBqG4jGGRXpPm8b15Lo+LaSNEaYHw5JdPiCM4XavWd9DMofd/YZxwDyJlF/tRs94oiC0O9J9CGUpWsSA27Aa2qxyBQm/RpAjMy1nmKl98N5jzcdaqA2xdql/OhoJ1GtaZOs4i+Qxx1aL90W7D2J9V6pAgchYmONhykduqbieDPHIcfEUxE4UR2f+2WefLffdd59ccMEFcb3/qaeeUpbghx9+WIVeTZo0SS6++GL505+qK5RPmzZNxo8fL1dddZWyyuAzsJxCYU2UHhHCMqNNFHPDi2TFQl5f4/r2XpX2TYLVu/eUV0ppucgLL7wgklt9HPsC4RuqEfUSVgxN56LjGqQaXM94FsVBXYLhLzf0aR7KwUSvXjsBwuSYltUe82fmVb9/waaDrlQGTQ9ZtHsDx6gq0xuGCrdz3HHHJfwZLy/E8RKrzoKfsOY065SSosY5KZuL8NZhrUJf5ng8g7FC6/p1sI/qyW0aDPuFx/f9beFzsEH740Kh6d9//736jb6lGkQp3fvVIWnQ6QT1OP+oU2sIRk7dF9ZrjpQKq4cnnnoY+hrD8IF91ozC+stf/hJqOfb000/XiAzA4+nTp/uuJZkXsIb56ogGOwUc3kY/GE91/rmdMdwrnnKNNVrBrMLu95otiYA9Ih0ybTyY651dlAruOasXvHur+qGOTo07HmfrOLOyaes29Rsf0w63qVOn2r73gQceUO9J9/0Rb3Fru/nnlvaLiQCDJvbPSFENJtaIgFTgKZPc559/LkOGDAl7Dh4OPA/QcmH+/Plh74FAgcf6PXagnRhaOpg/0YhVDRQhGhCMkrFKQ2nXlRy/WLFVbbBZeZGFvY5RQkcjVbOsLbrlWSxuPLWFPDSsjQw9MrIXGdRQzKsKOFnbyg0+opHrFfNYCsNN/VrIM+cXS4+iBp7YbBM9RlgY/RKiFI1Im40f8+uRw2p6tB8a3kb18L65n/1mDc9BomGGWCuxVkVTzBMRvPu2byi9i2seQ27j5tKox2CVpJRb5cEIHffAq6Sg9/lqzX3hm12Sf+wgycqJvIYP7F5cQ8jSPZedDGXXRmGz1zG8h2YuMgwJdt5U0+uDiDQzCgtF4DT4/+rVq1U1dqQA4Dcem+8hmcNa20LPPzuPj5+ieXDf6z0X9zRysKG4eS0iwG691HPcj3tKsrglkiBaxFDY4+wseemSoHKHzsFZxT2iercRpTXuKhQtFTm4f696jPcPHTrUNkoKEcGZIJ4c80jV170g51rBXolaQvEY2uOpdZEozt/hCYD8P2uhEzyGIo3+gNu3b1cXye49kSoggvvvv18pmvonlpUk1sIAxR2CEW7IZHI/dOX21zc1k3pNWkl2nr2QC8/VqRE8Q+nOdYxnsqGKOpRss2JxPGGsLRvmqqIZZjQAuPi4yMYAJzdibe2GshDrmiMUWIeMemXBSqSgGa6BV86rNkQa53SENbnNEIH16bbTW0mHCEZBrI9WD56J3fpqXk+74nrWeyrWPYZ6FHefWSSjjw+uGWO7VyvyLUdMlqxcmwKe+QXSfPB4KThxuCzJ6qTe17Bb/4h/4/L+XWsIWenYpCNdY61Y43raCU7mNcX4mfM4UiVo63XVUVh2rXjgGR84cKB6Hb/pKXcOU9k2I9rs9kW/rc+Qt3CfaoeJGxS3RPG7AcUv6DU3Wms3Kw21yxypqOsie1d1wc1AVvD9gcqKsDbJZli7NVIr3XM60TnltXoVtSGarJMs3lvB0sCtt96qcij0T6RqicncpMkUqBjYuVrIOvem+yQ7L1z5xhR8Y3QHeXZkO1VMLhLpDOdKNLQl0fzSE9qEW6rO61YQURFwOtTLHGOnK6mnA9PzVpdDuk3McTbnmV9bqcWKIkpEqLR7zbyeuIbWqAu7+R1PF4wxPZvJ7J91kEt6hb83p0F1FM+p9cIr2jYfVt3xIlYLFSdBdAG8gzAm210f7FMQkHRdj3h6yEZaRyEA+k2h8xOR2hPZjbEXFddo4Hwgj/jl/tQGhrqk3HgFOPmQ3hdpDkUaszvOCCr0c1bsDau6bqIKi+Y1kuz8pqEaJmZh0Wh1pNLtEIjH8WX1kpupGF6mIIpjCuecqnbUJp5KxIFwYO3Xh8dQ7CDM4UbAj917ooWPQFBMxDqZiPKVzCaIvBRNh67HyKjijvL+mmpPTJ/2+crz2iDG6KVzA07WmmtXkMXOgHD1yYXyxbr9sr+qD/rAqnx1O5wO9dLHjwUokXwaryxY0Y4TQv+mTZs8d061xVwDsHBDkfSbwGuCPM54c6n0PIDivGHDBtv5Ag9sSUlJqLWWdQ2AcApPgZ7bdlXAce/Zfb8VdMAAcFwgnBA8/OwrMm3hIcmSgFzU90j54pPoIeidm2TJ6tLqdQYtLk2jKI4VglUmC07FY5A0i5FaFbZ49jF8Pp7cdOIsWHswhyCgx6rQT4XPnUCmQlqllq38vJ94mWhrbqQ19biiann546WbpNHe9crhYeolrdt1kA7/75XQ44o922tUb8f7013oLdJ5YU+PJgNYr4uOHnNaPk+FR3zPnj22r6Vrjnpq5vfr108+/PDDsOc++OAD9by26vTq1SvsPRDo8Fi/JxUk4onGwCXqRTUFvn3llZLfMFwpHdDRe8UU9LWwU1ztrg+8UWjfoymoX/NWdVtRiUOHDqlziVWDwItKbKQicHZFa+oCyVTF9jLxFvQzxz9S9IBdFVs7Q1881zQRRfjxc6st2x8v+q/6XVF+UEafPzzmZx87r4O8NqqDXHdKc1Wc8gnju5AHiFonyK8ePHiwzJgxQ9yCqbzrfQu/8WMX7WKdv9hT46mYT5wnklxiCvbwLPt9rfIqOh3FnIMw+NpV+ybuxW68UOwZqZ3gjoenq73C7AACshuHR6Fm12+YkYrr8RLLMG9dV/T97PX0vtwo+l66jA6OrtB79+5Vbc/wo9uh4f8qpKMqxPzKK68Mvf/aa6+VVatWqVY3S5culSeffFJee+01mTx5cug9aJX2zDPPyMyZM2XJkiVy3XXXqbZsqNKeCpJp05BM/vMvBwQn6YY9h6WiavDP7VYgj49oG9V77GYlKZJAgOO0y9NAZeVexQ3klHb50qaqIF6ioayZINm8UreNTzLHWldD2U2DhJfGMVniFebNaxFJ2Tbfo6+j3ffb5ZrbGedgNIpnDNo1qSdndQ2unR9/H1TMA4fLI/bkrhEFUC9bRnQrUMXvdBi7zgvU34HfEydODEUCuAmcAyIVdItKGEjqwr1bVzAjt0xMA5lbhHwSGXMthJGftRu8RSRD5tmdguOaW9VuU3cA0fWvdmwPVmPXXNC7c9Tq7Zkm0ZBtne7qdY95bhTFPF01ZRwNZZ83b57qSW4q1WDs2LHy/PPPqxBZraQDtEp79913lSL+6KOPqgXr2WefVZYnzahRo2Tbtm1y5513qhv+xBNPVP3ArQXhkiVan+poijmK0yVC+yZBgXVD6SHp2jyo2Deqly2dqwrDuYFu3brJsmXL4n5/tBA6O8EcRePuObN11OsK4R3hX04Co4KZPoF7ZMeOYO/1aHhVKIawoM/POqZOj0Wm8Fo7ntqSjJdNtzPS9/kPP/xQY/3EGhJtfiOHGp+L9XfipUNTrJ/7pF5RUOkPVIR3fkgU7E9WxR6b9YoVK1wvUOO6YVxN4cKraxIJGsLg7Kjra5XX11jOQX9S/wBkpmZSr2V1zfgIU/kAACPMSURBVB6dQ/7ZZ5/J75+cKW3G/Tn02tWnxnY8YY+EPJaJQoHRHGtQvq2Rr/o+9rNini4cXbFRyTXaoEE5t/vMwoULo34v+pvjxy1ojzmUGIQ7x0Nxk+DQlJZVSsmBoOCU47IItERD9KPd4IkK/hDwMfHhDXC64BauAxQMLaDHa7zx2gaMsDoYmPAbhi7Vys9yDplqF+UWyziKonltHDPlMbertp5o9BD+bjx9axHJtHPnzpjv0+0l6zUvDnnMwYGVX0t+11MSOjb1fR07qmM0lXOc85FHHilewGpUqAv3cl3zmDN03RvotdLrikxdJ1JrsZ5dWslrmw5JvRYdRFB5PRCUn1auXCl//NNjklNYrYjv+t9nZceQG6JGuECfMGuIZCKdzS4SDPKuXfcpvyjmWVlZofodmcJlqp77SSYsXedCJ/JZFHdDyzCwrjSozOe4TGjChh9Pf8PaFM1I5rucAIuktlqaFSn9hBlWp4sN1WXcVuMgnaRivukCnenoXQtjUTxFrbRiroHHHN89uMlm2f3lm1K+ZVXotcMlwRDDW06LXDPC2sYG5zd9+nTXe8s1XheaSDV+3HPq4vjFk1pDvDcPe3RuKzlSKdn16ktus+ouF/c//Gdpd+PL0mbMg+pxxb4SKf36rZjdoTItA0f6e5Ge19fBD+vSYUMpN6MT0lVIk4p5AsAqlIx3Vt+Yun1N3H+vWfC9a0qCinmMduCOoJWzeDxE0RaSRK+r25UiJ/uqO0kq2+i5Ha2MZap3tdPEs3Y5ZTDD343W1k/TslG4kJDXspNqPfPzSy+W0o9nyu7PXg31kN349Hj5/QmlMqhL5AgYpEtBCZ81a5ZqY7N69WpV2MeruM3gSVKj2KFIorUFIXFfBBa8j9HaMxFvYOewQmpm58JgTZ7xv7gzFAJev133sPdV7C+pUY3dDieiE80+6rGMu6g/hL3RDzJhjmFcwFqqIwR0K9JUQ8U8TqA4JrtgmhtmIl5Gs5+5+p7s6D1t9XdjgbcLLUkHOmxb9/OLdn6pUswRvuP2yW6tKWBX1ToTeUGZxg/W0UTPFW2/6gJuF+zjMRxkZ2VJ+6o0IdAHhSWrWtDA831wxRey7e0/yMYZ1yuB44orxoRVzjUxq7GPGTNGpSl5xVNO/Ie+/+3WYBiy4+0WQpwBslPnzp3rfCSaH4hUFLdjlbNtb26z6oKhB0vD31RxKK5q7E4UPz7qqKOUE850xEWrn4UK9X5IpWleVZxad9mCLohCqtC70oH3r1iGqM3NpTdKKGKJfM9pnRpJQVUPXnUMERTbVq1aqRsEkwa5v7C0ZcrqCosR8qvhIcbNm2yRPSjt8VRhhnCBv+V2z442WMDgAIOFdZHF8fvFq64VNhiE6pLwp6uvut1IlCriMSo6OS9xfPEo50/9tJ3MGNlOJvYulOv7VHeDQAVceL4PLPtUDu/cYFs5V2NXjf366693ZTX2aFjz992+rpLIQL6I1OGEEOK8Yt69VdAZsyVQUK0LZIUb0rp3OzpmNXbIjuny1kYD+yvOzZRd60I7zUNVtcEylWZCxTwDirm2hEI5S8QzjL6HJ7WtnuBVbRCjGgCgpGdauDKFYVjIIoWUxvIsxnONvaIEaeEIExn/1wuaHz3L2vOPjcIP1tFE20/VlRZEbk8fAfEau1o3zpXzjmkiLRuFGxtg/beG5unKufFWY/cS5l5hbWVHvAX2FLQOTKTuCyEk9UQyEJ/QOigDrtodkNvvvDu45uaE70GNGkTew3RUKjpUuYVUdbxyM/XSlEseibojRdeS2gos8KAmWiwNHN0ydrizm4QpHEttQ/5r+x43eRfN/GOnq8enC9zbiHZgbhxxei2q7Qaqq6yb2OX72b3PS9XYzfHSBsO6ZFQjhJBMG4jbNcmV5vk5cqhSpNtpw1V9k8m3TA17Dzox2aU7IiIWTp5jjjkm44piNEO9V2Ty2gCHZybhTpxhgRPKSyIC0MmGx7xx/WxPVNbFtUompDnWBI+nOrPbFHNzbMzF1GkFJtX41ehAvEVt55W1yjp+2+X72b3PS9XYTQ4ePOjLNYkQQtyU9oU1VnvNF246KNO+FXl5Q7Ow96yuKvas9xl8Bg49t9UkQhRw9+7hhev8SnaG9Y663e8oAVIptGDSxltRsWOzPLn2lOaydne5nN7J3tu+b98+8YLFMFbxKFxjTPQlS5aIXxZmc4GOlHdEiFfAvI62djmt3MGyvWvXrlp9B/L7+vfvr8LX4SmPlKpw2WWXqeJvP/zwg3rfkCFDxMs4PXaEEOIXRQ57EYr+WtObTmjTQOau3idvLLYUfatixNEFYWsy0lPc5nwDXnGSpQqkamaqLhQVc5cp5iikUFoaPmHP7RY9NNyNkzZaQbRkveZeEhyxaMEQYYZ3m0q6l86FEDOfLFp/Vadbx2HjRB2K7du31+p7dKX2WGtVnz59lPDl5aKH6OCxZs0ax8eOEEL8QqTcazMK1qRVwxy55bSWckRhXg05kfKi82SyCn7dMnm4hGghKcm0JHJj8QW7fOPaLi5eW5x0BXmN20KRCEmUWBbjw4cPO35R9+/fn5G/o4ulIecv0zloqUSvS1TMCSEktVjrSqHgqOkV14zv3Vx6tG4gDY1OTKRuwjsgTvbu3Zuyi649p1CotRcZoZCotIg85EQVUDdWYbUT4OM9LxS58CNmNIDXjAyExFNLwA2tUzJVPd4vc9gNhYQIIcSP2MnCE3pXtzrr0LSevHhRe+nfsaFv9xiSGFTMHcin0N5kCLEoFgSlHOGQWsGOp1+wFyavtZ9qvMep+7F6NWQ/HsrKypw+BEKSoqioqEYoNNokYt1yQ/ROpo7BretuXT0PQgjxgu6Qk50lz55frNJUpw5oKYX59imcXJvrJswxT1LJrK1HBwUd9KSDUm7XzD4e3FxQDAaInTt3hh4n0lYB54WewiZ+CLVE2OvSpUudPgxCkkYbDiFwHHvsser/bmqVh3X16KOPluXLl6f177ghbJ8QQoh7iaRctymopwo7J/NZ4m/oMY8DKNGpLu4TbcIl0nLHzT0EIazrAkrwsiWyyCQaNeAV9HnFUwiPEDdTWVndb9VtZKJ6qhu7YRBCCHFXNe9koWJeN/Gn9pNiMj05EvGCJ+JddyrSAMWYEo04cLPQX1vQEq6utZogJNMUFxfLxo0beeHjoGvXrrxOhBCSYpCaaddtKR6omNdNqB1EASHmOlQzkyTiLXZ7pW8ooB07dkzYA+7nMFFEOXDBJV7FmnrjVmAM1AawdBSUTCSyyQtF/WIV9iOEEJI4yXRbApQT6yZUzGP0rXPCsxmvEgtBylqIyc89A9GfmBDivGEJBd+80D0Bx4l1AwbMaNXaY1WTt1Na/VSMkhBCiLs6X1Axr5tQMfeohQ2V3BF+6Fcvh/W8IFj71QhBiNdA/Qi3R+sAdLrQdS6OOOKIiPnoyayjbk8jIoQQ4l2omNdNqJi7FDuvuRaEYX3zSjhpbRYkM1oBXi/mZRNCUk3nzp1jeswRJYCUnFatWoWe8/saTAghJDUceeSRCX+GinndxBWK+RNPPKGEIxQ969u3r3z11VcR3ztw4EB1s1p/RowYEXrPuHHjarw+fPhw8RJ2gqKuwF5XQijRWswL1ecJId4AbdSsYG2JFWqICCWsyXpd9krEACGEEOdJprUxnVF1E8cV89mzZ8uUKVPkrrvukgULFkjPnj1l2LBhsnXrVtv3/+1vf5NNmzaFfhYtWqQEq0suuSTsfVDEzfe98sor4iVgTLCGbmsvul9bidktSs2aNatVjg4hhERro6aNt5HA/qINg1DG4SnX4fGEEEJIPESrc+Ln4qLEY4r5tGnTZPz48XLVVVepCuhPPfWUunmfe+65iJV2IRTpnw8++EC936qYQ4Ay31ebXoJOYVVGITyimBF+6goYb1wHeqcIIekglmJeUVERZiyE95zrESGEkET3mkTqo5C6iaOKeXl5ucyfP1+GDBlSfUDZ2erx559/Htd3zJgxQ0aPHl3jJp47d67yOHfr1k2uu+462bFjh3gNu/BthFDWJe8xjC4YQ4b0EEJSgY7CsSrlCFM311x4xhGdZOaVE0IIIclw8ODBhBxSpG7iaEz09u3blTeidevWYc/j8dKlS2N+HrnoCGWHcm4NY7/wwgulS5cusnLlSrntttvk7LPPVsq+nbJbVlamfjSlpaXiVo85IYSQ5GnRooWUlJTUqNeB4m4AewqAZ5wQQghJBcXFxbJu3bq09T0n/sDTycpQyI8//njp06dP2PPwoGvw+gknnKBai8GLPnjw4Brfc//998s999wjbsOvrdAIIcQpYhWSRH/2w4cPZ+x4CCGE+B9EZcHBFquAM51wdRtHQ9nRAgtC0pYtW8Kex+NYxXX27dsnr776qlx99dUx/w761+JvrVixwvb1W2+9VXbv3h36icei5QScrIQQkjrF3C5FBvnjzO8jhBCSahk+Vog65XyS7XSF3F69esmHH34Yeq6yslI97tevX9TPvv766yr8fMyYMTH/zvr161WOeaTwEAhiuhWO2RKHEEKI/xRz9JSF8ddsyUgIIYSkk1iFQ6mYE8ersqNV2jPPPCMzZ86UJUuWqEJt8IajSju48sorlUfbLox95MiRKl/QZO/evTJ16lT54osvZPXq1UrJP//885UghjZsXgNhlYkWjiCEEBK9pyyiqFhUkhBCSKagYk5cn2M+atQo2bZtm9x5552yefNmOfHEE+X9998PFYRbu3ZtDeFp2bJl8sknn8icOXNsvSHfffedUvRR4AfFFoYOHSr33nuvJ1vcmMd84MABR4+FEEIIIYQQkvraUWZ7TlI3yQrEqkJQB0FVdrTKQb65G8LaYbBABXu0SqtLPcwJIYQQQgjxA4cOHVLOxWj06NEjY8dD3KdbOu4xJ7FB9AD6GiInnxBCCCGEEOItUPxNK2d23nQ3OAOJs1Ax9wAoBkGlnBBCCCGEEO9SVFRkq5ijrTMhjhd/I4QQQgghhBC/g9pRUM4JsYOKOSGEEEIIIYRkAISzm7B+FNEwlJ0QQgghhBBCMuQ1R+g6UlXxf/YvJxoq5oQQQgghhBDiktZppG7CUHZCCCGEEEIIIcRBqJgTQgghhBBCCCEOQsWcEEIIIYQQQghxECrmhBBCCCGEEEKIg1AxJ4QQQgghhBBCHISKOSGEEEIIIYQQ4iBsl2ZDIBBQv0tLSzM9HoQQQgghhBBCfILWKbWOGQkq5jbs2bNH/e7QoUM6xoYQQgghhBBCSB3TMZs2bRrx9axALNW9DlJZWSkbN26UgoICycrKcvpwSAqsVDCyrFu3Tpo0acLr6QM4pv6C4+k/OKb+guPpLzie/oNj6m6gbkMpLy4uluzsyJnk9JjbgAvWvn37dI4PcQAo5VTM/QXH1F9wPP0Hx9RfcDz9BcfTf3BM3Us0T7mGxd8IIYQQQgghhBAHoWJOCCGEEEIIIYQ4CBVz4nvq168vd911l/pN/AHH1F9wPP0Hx9RfcDz9BcfTf3BM/QGLvxFCCCGEEEIIIQ5CjzkhhBBCCCGEEOIgVMwJIYQQQgghhBAHoWJOCCGEEEIIIYQ4CBVzQgghhBBCCCHEQaiYE0IIIYQQQgghDkLFnBDiKg4ePOj0IZAUsn79etm0aZP6fyAQ4LX1AYcPHw79n2PqfQ4cOOD0IZA0zlHifdasWaP2UlBRUeH04ZA0QsWceJZDhw7JX//6V/n73/8uS5cudfpwSC2AcI+fG2+8UUaMGCE7d+7k9fTB/JwwYYL07dtXZs6cqZ7Lyspy+rBILSgvL5df//rXcv3118tdd92lFDqOqbfn6HXXXScXXnihXHnllfLFF1/Q0OKDOfrLX/5Srb1TpkyRVatWOX1IpJa8/fbb0qVLF5k0aZJ6nJOTw2vqY6iYE08yffp0ad26tTz33HNy8803K8HitddeU69VVlY6fXgkQSDcl5SUyBtvvCH/+c9/QmNJvMm6devktNNOk0WLFsnrr78ul112Wcj4QrzJW2+9JZ06dZKvvvpK8vPz5cEHH5Tx48er9Zbj6j02b96sjGbfffednHfeeer3tddeq8YVcB/1HlhrocDNmzdP2rdvL7Nnz1Zj+tlnnzl9aKQWYM3FXMW++uabb6rn6DX3L1TMiefCsx555BF54okn5PHHH5f/+7//k3feeUeGDBkiDzzwgBImsrN5W3uRxYsXy+DBg+Xuu++W22+/XW1CxJvMmTNHmjZtqgTC/v37qzmJuUvvqjcpKyuTp59+Wn7+85/L//7v/8qjjz4qr7zyivztb39THjqOq/f49NNP1djBCIoIiI8++kguuOACFQmBtRhzlgYX7/DNN9+oCEJEnWGO/va3v5Uvv/xSVqxYIatXr3b68EgSaOPY7t275ZRTTpGTTjpJrb2IdIHXnPPTn1CDIZ4BixAWpL1798rFF18so0ePVs+fcMIJctxxx6mFatu2bU4fJokTvano3/Xq1VNCxOTJk6WgoEDuv/9+XksPYXrE4bHp2bOn7Nq1S372s5/JWWedJX369FHhlfDUEW+gx/P777+XuXPnKsOZBuOI8aTnxpvCPvZKzM927dqpxzCkTZw4UQYMGKB+AxpcvAOMLMcee6xKSQCQleA1LywslCVLljh9eCQJtHEMctGYMWOU4WzHjh3yl7/8JTTGxH9QMSeuZ+XKlUqYgJDQoEEDufzyy+XOO+8Ms+g3a9ZM9u3bJ0VFRU4fLoljPDFuWujTv6HMHXXUUUopv++++2TGjBnquaeeekp9hrh/PPVYIoQdILoFILoFIZWIboFHbsOGDep5Wvy9MUd79+4tLVq0kMcee0z++c9/ytSpU5WXFWknRx99tBIUtVGUY+o+EO3w8ssvKwFfR5TBkN2mTRsVdabBY9QQ+Prrr+WDDz5Qz3E83T2mP/74o3oMw+dDDz0kxcXFIUM3PK2Qi5BWRLwzRzUwemINxlxF1NKpp56qlHPIRlDUp02bpp4n/oKKOXEtyB9HTuOoUaNUOOysWbPU88ihAlpZB++//74K88FjWhHdP579+vWTl156qUYeI6z7AJtO586dlbCB9xFvjCe8NmDkyJFKKX/11VdVISJ4WuGFQxQEQmgXLlyo3kePnLvHFGuuXk9feOEFpbgh1QT55lDckNN6ww03yJ/+9CelsAOOqXv417/+pYzVMJzcdtttcs455yhhHkDIR/E+pJvoeQt69Oghw4cPlxdffFE95ni6e0xRLFUbQIG5p6JuCx7D4E28M0f1eEIhRyHcBQsWqBxzGEf3798vy5cvV2lEiESrX7++06dAUgwVc+JKkEcDIR554/g/BIVx48apxUsLihAYYFFE7uq3334rP/nJT0KWYg0L2Lh3PBFyB2+4Fgp/+OEHlZIADwCEQ3jgMMbwtHbt2tXpUyBxjOezzz6r5uTZZ5+txhBjqz04AHMYwqJ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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute prediction interval Pastas\n", "pi = ml1.solver.prediction_interval(n=1000)\n", "ax = ml1.plot(figsize=(10, 3))\n", "ax.fill_between(pi.index, pi.iloc[:, 0], pi.iloc[:, 1], color=\"lightgray\")\n", "ax.legend([\"Observations\", \"Simulation\", \"95% Prediction interval\"], ncol=3, loc=2)\n", "pi_pasta = np.mean(pi[0.975] - pi[0.025])\n", "print(f\"Mean prediction interval width: {pi_pasta:.3f} m\")\n", "print(f\"Prediction interval coverage probability: {ps.stats.picp(head, pi): .3f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Use the EmceeSolver\n", "\n", "We will now use MCMC to estimate the model parameters and their uncertainties. The `EmceeSolve` solver wraps the [Emcee](https://lmfit.github.io/lmfit-py/fitting.html#lmfit.minimizer.Minimizer.emcee) package, which implements different versions of MCMC. A good understanding of Emcee helps when using this solver, so it comes recommended to check out their documentation as well.\n", "\n", "We start by making a `pastas` model with a linear recharge model and a Gamma response function. No noise model is added, as this is taken care of in the likelihood function. The model is solved using the regular solve (least squares) to have a good estimate of the starting values of the parameters." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fit report head Fit Statistics\n", "==================================================\n", "nfev 18 EVP 85.03\n", "nobs 351 R2 0.85\n", "noise False RMSE 0.08\n", "tmin 1990-01-02 00:00:00 AICc -1758.77\n", "tmax 2005-10-14 00:00:00 BIC -1739.64\n", "freq D Obj 1.14\n", "freq_obs None ___ \n", "warmup 3650 days 00:00:00 Interp. No\n", "\n", "Parameters (5 optimized)\n", "==================================================\n", " optimal initial vary\n", "rch_A 0.292827 0.198424 True\n", "rch_n 0.783041 1.000000 True\n", "rch_a 264.518237 10.000000 True\n", "rch_f -1.161715 -1.000000 True\n", "constant_d 1.192934 1.338063 True\n" ] } ], "source": [ "ml2 = ps.Model(head)\n", "rm = ps.RechargeModel(\n", " rain, evap, recharge=ps.rch.Linear(), rfunc=ps.Gamma(), name=\"rch\"\n", ")\n", "ml2.add_stressmodel(rm)\n", "ml2.solve()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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initialpminpmaxvarynamediststderroptimal
rch_A0.1984240.0000119.842364Truerchuniform0.0119700.292827
rch_n1.0000000.100005.000000Truerchuniform0.0252150.783041
rch_a10.0000000.0100010000.000000Truerchuniform29.179792264.518237
rch_f-1.000000-2.000000.000000Truerchuniform0.052025-1.161715
constant_d1.338063NaNNaNTrueconstantuniform0.0227171.192934
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" ], "text/plain": [ " initial pmin pmax vary name dist \\\n", "rch_A 0.198424 0.00001 19.842364 True rch uniform \n", "rch_n 1.000000 0.10000 5.000000 True rch uniform \n", "rch_a 10.000000 0.01000 10000.000000 True rch uniform \n", "rch_f -1.000000 -2.00000 0.000000 True rch uniform \n", "constant_d 1.338063 NaN NaN True constant uniform \n", "\n", " stderr optimal \n", "rch_A 0.011970 0.292827 \n", "rch_n 0.025215 0.783041 \n", "rch_a 29.179792 264.518237 \n", "rch_f 0.052025 -1.161715 \n", "constant_d 0.022717 1.192934 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ml2.parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To set up the `EmceeSolve` solver, a number of decisions need to be made:\n", "\n", "- Select the priors of the parameters\n", "- Select a (log) likelihood function\n", "- Select the number of steps and thinning\n", " \n", "### 2a. Priors\n", "\n", "The first step is to select the priors of the parameters. This is done by using the `ml.set_parameter` method and the `dist` argument (from distribution). Any distribution from `scipy.stats` can be chosen [url](https://docs.scipy.org/doc/scipy/tutorial/stats/continuous.html), for example `uniform`, `norm`, or `lognorm`. Here, we select normal distributions for the priors. Currently, `pastas` will use the `initial` value of the parameter for the `loc` argument of the distribution (e.g., the mean of a normal distribution), and the `stderr` as the `scale` argument (e.g., the standard deviation of a normal distribution). Only for the parameters with a `uniform` distribution, the `pmin` and `pmax` values are used to determine a uniform prior. By default, all parameters are assigned a `uniform` prior.\n", "\n", "
\n", "Note:\n", "This means that either the `pmin` and `pmax` should be set for uniform distributions, or the `stderr` for any other distribution. That is why in this example model was first solved using LeastSquares, in order to obtain estimates for the `stderr`. In practice, these could also be set based on expert judgement or information about the parameters.\n", "
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initialpminpmaxvarynamediststderroptimal
rch_A0.2928270.0000119.842364Truerchnorm0.0239400.292827
rch_n0.7830410.100005.000000Truerchnorm0.0504310.783041
rch_a264.5182370.0100010000.000000Truerchnorm58.359585264.518237
rch_f-1.161715-2.000000.000000Truerchnorm0.104050-1.161715
constant_d1.192934NaNNaNTrueconstantnorm0.0454331.192934
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" ], "text/plain": [ " initial pmin pmax vary name dist \\\n", "rch_A 0.292827 0.00001 19.842364 True rch norm \n", "rch_n 0.783041 0.10000 5.000000 True rch norm \n", "rch_a 264.518237 0.01000 10000.000000 True rch norm \n", "rch_f -1.161715 -2.00000 0.000000 True rch norm \n", "constant_d 1.192934 NaN NaN True constant norm \n", "\n", " stderr optimal \n", "rch_A 0.023940 0.292827 \n", "rch_n 0.050431 0.783041 \n", "rch_a 58.359585 264.518237 \n", "rch_f 0.104050 -1.161715 \n", "constant_d 0.045433 1.192934 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Set the initial parameters to optimal values from least squares and a normal distribution\n", "# for a good starting point\n", "for name in ml2.parameters.index:\n", " ml2.set_parameter(name, initial=ml2.parameters.at[name, \"optimal\"])\n", " ml2.set_parameter(name, dist=\"norm\")\n", "\n", "# the column stderr is used (for now) to set the scale of the normal distribution\n", "ml2._parameters[\"stderr\"] = 2 * ml2.parameters[\"stderr\"]\n", "\n", "ml2.parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "### 2b. Create the solver instance\n", "\n", "The next step is to create an instance of the `EmceeSolve` solver class. At this stage all the settings need to be provided on how the Ensemble Sampler is created (https://emcee.readthedocs.io/en/stable/user/sampler/). Important settings are the `nwalkers`, the `moves`, the `objective_function`. More advanced options are to parallelize the MCMC algorithm (`parallel=True`), and to set a backend to store the results. Here's an example:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Choose the objective function\n", "ln_prob = ps.objfunc.GaussianLikelihoodAr1()\n", "\n", "# Create the EmceeSolver with some settings\n", "s = ps.EmceeSolve(\n", " nwalkers=20,\n", " moves=emcee.moves.DEMove(),\n", " objective_function=ln_prob,\n", " progress_bar=True,\n", " parallel=False,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the above code we created an `EmceeSolve` instance with 20 walkers, which take steps according to the `DEMove` move algorithm (see Emcee docs), and a Gaussian likelihood function that assumes AR1 correlated errors. Different objective functions are available, see the Pastas documentation on the different options. \n", "\n", "Depending on the likelihood function, a number of additional parameters need to be inferred. These parameters are not added to the Pastas Model instance, but are available from the solver object. Using the `set_parameter` method of the solver, these parameters can be changed. In this example where we use the `GaussianLikelihoodAr1` function, the $\\sigma^2$ and $\\phi$ are estimated; the unknown standard deviation of the errors and the autoregressive parameter." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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initialpminpmaxvarystderrnamedist
ln_var0.051.000000e-101.00000True0.01lnuniform
ln_phi0.501.000000e-100.99999True0.20lnuniform
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" ], "text/plain": [ " initial pmin pmax vary stderr name dist\n", "ln_var 0.05 1.000000e-10 1.00000 True 0.01 ln uniform\n", "ln_phi 0.50 1.000000e-10 0.99999 True 0.20 ln uniform" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s.parameters" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
initialpminpmaxvarystderrnamedist
ln_var0.00381.000000e-101.00000True0.000475lnuniform
ln_phi0.50001.000000e-100.99999True0.200000lnuniform
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" ], "text/plain": [ " initial pmin pmax vary stderr name dist\n", "ln_var 0.0038 1.000000e-10 1.00000 True 0.000475 ln uniform\n", "ln_phi 0.5000 1.000000e-10 0.99999 True 0.200000 ln uniform" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sigsq = ml1.noise().std() ** 2\n", "s.set_parameter(\"ln_var\", initial=sigsq, vary=True)\n", "s.parameters.loc[\"ln_var\", \"stderr\"] = stderr = sigsq / 8\n", "s.parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2c. Run the solver and solve the model\n", "\n", "After setting the parameters and creating a EmceeSolve solver instance we are now ready to run the MCMC analysis. We can do this by running `ml.solve`. We can pass the same parameters that we normally provide to this method (e.g., `tmin` or `fit_constant`). Here we use the initial parameters from our least-square solve, and do not fit a noise model, because we take autocorrelated errors into account through the likelihood function. \n", "\n", "All the arguments that are not used by `ml.solve`, for example `steps` and `tune`, are passed on to the `run_mcmc` method from the sampler (see Emcee docs). The most important is the `steps` argument, that determines how many steps each of the walkers takes." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1000/1000 [01:38<00:00, 10.15it/s]\n" ] } ], "source": [ "# Use the solver to run MCMC\n", "ml2.solve(\n", " solver=s,\n", " initial=False,\n", " tmin=\"1990\",\n", " steps=1000,\n", " tune=True,\n", " report=False,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Posterior parameter distributions\n", "\n", "The results from the MCMC analysis are stored in the `sampler` object, accessible through `ml.solver.sampler` variable. The object `ml.solver.sampler.flatchain` contains a Pandas DataFrame with $n$ the parameter samples, where $n$ is calculated as follows:\n", "\n", "$n = \\frac{\\left(\\text{steps}-\\text{burn}\\right)\\cdot\\text{nwalkers}}{\\text{thin}} $\n", "\n", "## Corner.py\n", "Corner is a simple but great python package that makes creating corner graphs easy. A couple of lines of code suffice to create a plot of the parameter distributions and the covariances between the parameters." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Corner plot of the results\n", "fig = plt.figure(figsize=(8, 8))\n", "\n", "labels = list(ml2.parameters.index[ml2.parameters.vary]) + list(\n", " ml2.solver.parameters.index[ml2.solver.parameters.vary]\n", ")\n", "labels = [label.split(\"_\")[1] for label in labels]\n", "\n", "best = list(ml2.parameters[ml2.parameters.vary].optimal) + list(\n", " ml2.solver.parameters[ml2.solver.parameters.vary].optimal\n", ")\n", "\n", "axes = corner.corner(\n", " ml2.solver.sampler.get_chain(flat=True, discard=500),\n", " quantiles=[0.025, 0.5, 0.975],\n", " labelpad=0.1,\n", " show_titles=True,\n", " title_kwargs=dict(fontsize=10),\n", " label_kwargs=dict(fontsize=10),\n", " max_n_ticks=3,\n", " fig=fig,\n", " labels=labels,\n", " truths=best,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. The trace shows when MCMC converges\n", "The walkers take steps in different directions for each step. It is expected that after a number of steps, the direction of the step becomes random, as a sign that an optimum has been found. This can be checked by looking at the autocorrelation, which should be insignificant after a number of steps. Below we just show how to obtain the different chains, the interpretation of which is outside the scope of this notebook." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'step number')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(len(labels), figsize=(10, 7), sharex=True)\n", "\n", "samples = ml2.solver.sampler.get_chain(flat=True)\n", "for i in range(len(labels)):\n", " ax = axes[i]\n", " ax.plot(samples[:, i], \"k\", alpha=0.5)\n", " ax.set_xlim(0, len(samples))\n", " ax.set_ylabel(labels[i])\n", " ax.yaxis.set_label_coords(-0.1, 0.5)\n", "\n", "axes[-1].set_xlabel(\"step number\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "mcn_params = pd.DataFrame(index=ls_params.index, columns=[\"mcn_opt\", \"mcn_sig\"])\n", "params = ml2.solver.sampler.get_chain(\n", " flat=True, discard=500\n", ") # discard first 500 of every chain\n", "for iparam in range(params.shape[1] - 1):\n", " mcn_params.iloc[iparam] = np.median(params[:, iparam]), np.std(params[:, iparam])\n", "mean_time_diff = head.index.to_series().diff().mean().total_seconds() / 86400\n", "\n", "# Translate phi into the value of alpha also used by the noisemodel\n", "mcn_params.loc[\"noise_alpha\", \"mcn_opt\"] = -mean_time_diff / np.log(\n", " np.median(params[:, -1])\n", ")\n", "mcn_params.loc[\"noise_alpha\", \"mcn_sig\"] = -mean_time_diff / np.log(\n", " np.std(params[:, -1])\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ls_optls_sigmcn_optmcn_sig
rch_A0.2612290.0214290.2886130.015743
rch_n0.8863190.0282790.8125150.021883
rch_a116.34159116.172891198.44245325.539189
rch_f-0.7032210.073977-0.9884520.062935
constant_d1.0287880.0438031.1220060.028334
noise_alpha53.5011798.86414540.4430535.282542
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" ], "text/plain": [ " ls_opt ls_sig mcn_opt mcn_sig\n", "rch_A 0.261229 0.021429 0.288613 0.015743\n", "rch_n 0.886319 0.028279 0.812515 0.021883\n", "rch_a 116.341591 16.172891 198.442453 25.539189\n", "rch_f -0.703221 0.073977 -0.988452 0.062935\n", "constant_d 1.028788 0.043803 1.122006 0.028334\n", "noise_alpha 53.501179 8.864145 40.443053 5.282542" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.concat((ls_params, mcn_params), axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Repeat with uniform priors\n", "Set more or less uninformative uniform priors. Now also include $\\sigma^2$. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fit report head Fit Statistics\n", "==================================================\n", "nfev 18 EVP 85.03\n", "nobs 351 R2 0.85\n", "noise False RMSE 0.08\n", "tmin 1990-01-02 00:00:00 AICc -1758.77\n", "tmax 2005-10-14 00:00:00 BIC -1739.64\n", "freq D Obj 1.14\n", "freq_obs None ___ \n", "warmup 3650 days 00:00:00 Interp. No\n", "\n", "Parameters (5 optimized)\n", "==================================================\n", " optimal initial vary\n", "rch_A 0.292827 0.198424 True\n", "rch_n 0.783041 1.000000 True\n", "rch_a 264.518237 10.000000 True\n", "rch_f -1.161715 -1.000000 True\n", "constant_d 1.192934 1.338063 True\n" ] } ], "source": [ "ml3 = ps.Model(head)\n", "rm = ps.RechargeModel(\n", " rain, evap, recharge=ps.rch.Linear(), rfunc=ps.Gamma(), name=\"rch\"\n", ")\n", "ml3.add_stressmodel(rm)\n", "ml3.solve(report=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Uniform prior selected from 0.25 till 4 times the optimal values" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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initialpminpmaxvarynamediststderroptimal
rch_A0.2928270.0732071.171307Truerchuniform0.0119700.292827
rch_n0.7830410.1957603.132165Truerchuniform0.0252150.783041
rch_a264.51823766.1295591058.072947Truerchuniform29.179792264.518237
rch_f-1.161715-4.646860-0.290429Truerchuniform0.052025-1.161715
constant_d1.1929340.2982334.771735Trueconstantuniform0.0227171.192934
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" ], "text/plain": [ " initial pmin pmax vary name dist \\\n", "rch_A 0.292827 0.073207 1.171307 True rch uniform \n", "rch_n 0.783041 0.195760 3.132165 True rch uniform \n", "rch_a 264.518237 66.129559 1058.072947 True rch uniform \n", "rch_f -1.161715 -4.646860 -0.290429 True rch uniform \n", "constant_d 1.192934 0.298233 4.771735 True constant uniform \n", "\n", " stderr optimal \n", "rch_A 0.011970 0.292827 \n", "rch_n 0.025215 0.783041 \n", "rch_a 29.179792 264.518237 \n", "rch_f 0.052025 -1.161715 \n", "constant_d 0.022717 1.192934 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Set the initial parameters to a normal distribution and set initial value to the optimal from least squares for good starting point\n", "\n", "for name in ml3.parameters.index:\n", " if ml3.parameters.loc[name, \"optimal\"] > 0:\n", " ml3.set_parameter(\n", " name,\n", " initial=ml3.parameters.loc[name, \"optimal\"],\n", " dist=\"uniform\",\n", " pmin=0.25 * ml3.parameters.loc[name, \"optimal\"],\n", " pmax=4 * ml3.parameters.loc[name, \"optimal\"],\n", " )\n", " else:\n", " ml3.set_parameter(\n", " name,\n", " dist=\"uniform\",\n", " initial=ml3.parameters.loc[name, \"optimal\"],\n", " pmin=4 * ml3.parameters.loc[name, \"optimal\"],\n", " pmax=0.25 * ml3.parameters.loc[name, \"optimal\"],\n", " )\n", "\n", "ml3.parameters" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1000/1000 [01:39<00:00, 10.01it/s]\n" ] } ], "source": [ "# Choose the objective function\n", "ln_prob = ps.objfunc.GaussianLikelihoodAr1()\n", "\n", "# Create the EmceeSolver with some settings\n", "s = ps.EmceeSolve(\n", " nwalkers=20,\n", " moves=emcee.moves.DEMove(),\n", " objective_function=ln_prob,\n", " progress_bar=True,\n", " parallel=False,\n", ")\n", "\n", "s.parameters.loc[\"ln_var\", \"initial\"] = 0.05**2\n", "s.parameters.loc[\"ln_var\", \"pmin\"] = 0.05**2 / 4\n", "s.parameters.loc[\"ln_var\", \"pmax\"] = 4 * 0.05**2\n", "\n", "# Use the solver to run MCMC\n", "ml3.solve(\n", " solver=s,\n", " initial=False,\n", " tmin=\"1990\",\n", " steps=1000,\n", " tune=True,\n", " report=False,\n", ")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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initialpminpmaxvarystderrnamedistoptimal
ln_var0.00256.250000e-040.01000True0.01lnuniform0.003609
ln_phi0.50001.000000e-100.99999True0.20lnuniform0.715231
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" ], "text/plain": [ " initial pmin pmax vary stderr name dist optimal\n", "ln_var 0.0025 6.250000e-04 0.01000 True 0.01 ln uniform 0.003609\n", "ln_phi 0.5000 1.000000e-10 0.99999 True 0.20 ln uniform 0.715231" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s.parameters" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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IIYQQQlSEREkWWbBgQZg4cWLiea73W69Bo9Bmn5ztdpH9+3MhhBBCCCEqg5onCiGEEEIIIfKKRIkQQgghhBAiryh8S1S7y/uyyy6rURRCCCGEEFVGokRUu8v7pEmTNIpCCCGEEKLKSJSIand5//XXXzWKQgghhBCiykiUZJl8NURkv3XrN6zRfaTr8q5GkEIIIYQQoqoo0T2LLL744uH//u//bOF5rvc7derUkA/oS5KP8xZCCCGEELUDiRIhhBBCCCFEXpEoEUIIIYQQQuQViZIsMnPmzNC6dWtbeJ7r/bZtu3fIB7NmzcrLeQshhBBCiNqBEt2zyIIFC8L48eMTz3O933oNGoU2u54Zcs3ChQvzct5CCCGEEKJ2IE+JEEIIIYQQIq9IlNQQ7777bnj77bcX6YAuRE3yxBNPhPXXXz+su+664e67767UOmussUb43//+FzbffPOw66676kIJIYQQImcofCuLfPvtt4nnO+64Y7mu5+rjIbLFvffea49dunQp9/68efPCWWedFV588cWw1FJLha222ioceOCBYdlll814nddeey00bdpUF0sIIYQQOUWekiwS7Wz+yiuvhEmTJtmCtyRV00EhssVbb70VNt5447DKKquYsNh7773Ds88+W+l1hBBCCCFyjURJDUEIzJZbbmmLBEnt45ZbbrFwp8aNG4eWLVuasZ+O+fPnhz59+oQ111zTmk2uvfba4bLLLrMiAcC26tSps8hy6qmnZnxMP/zwg4kNh+fff/99xuuwv1122SVss802YdiwYRnvVwghhBCiuih8qwbAUM01hIjVbdAo5/uN7r9UGDFihIVA3X777SZIbrjhhrDXXnuFzz77LKywwgpJv9OvX79w2223hcGDB5unYuLEieGYY46xEKpu3bqFCRMmmHBxPvzww7DHHnuEQw45xF7PmTMnbLvttvb8t99+s0f2Cwiihg0bVvu88O4hUn788cew++67h0033dRyTIQQQgghahqJkmrwzTffhF9++SXxesqUKfb46quvhsUXXzzkCvb1999/h1lz5oX2/caEXMN5v/zyy/Ycw5z8mVx5h+iNguGMECRpG+P8pJNOChdffHGN7fO6664LJ5xwgokKQJw8+eST4Z577gm9evVK+h1yNdq3bx/22WefhGdk+PDhCQ/L8ssvX279q666yrwpeC6A86J4QrqckpVXXrmcZ4TnLmQyWcc9KCuttFJo166dFWqQKBFCCCFELlD4VjUEyYYbbmiJwr507ty5pJLaOU/Ol/OOjgPjwvjkCrwPCLM333wzXH311eHSSy8Nzz33XMr1+/bta/kU6ZZUx4/HgjwhPAlO3bp17fXrr7+ecp+tWrUKY8eODZMnT7bX7733nnkmyOlIto+hQ4eGY4891kKqMgVxgYcFoTFjxozw9NNPmwcnk3UQtdOnT7d1eP+FF14wj44QQgghRC6Qp6SK4CH5559/zHjECHdy6SXIN5wnSfxRbxGvESm8l6txYDb/oosusueUub355ptNABD+lAw8KR07dky7TTwKyeC8CLNaccUVy73P608//TTl9vCg/PXXX2GDDTYI9erVs21cccUV4Ygjjlhk3UcffTT88ccfi3hCKqJ+/fqhf//+Vs6XJpbnnHNOoqoWOU54WlKt89VXX1kVLuDY8ASRWyKEEEIIkQskSqoJgoRkdpg1a1Y4+OCD7fmoUaNyllvi+11Yt34I254YcgnCgzwKP+8LLrgg5Jp4iBHhRz///HPK9Zs1a2ZLLhk5cqQlj99///3mgUAgnHnmmSZ+jj766HLrDhw40DwoqYRROrGy//772xLHQ79SrbPWWmuZ90YIIYQQIh8ofCuLMMP81FNP2RJNWs7Vfp8dk/t8kuj+WZh9d48JOQm+1GQ4V4MGDcq9JuTJjyPb4Vt4wvB0/PTTT+Xe53Xz5s1T7rNnz57mLTnssMMsgfzII48M3bt3D1deeWW59aZOnRqef/75cPzxx4dcN0/8+uuvzYOy0UYb2TES0iWEEEIIkQvkKRFZhVAgzzOJwnsPP/xwuYTufIW6VSd8i4Rz8mYIDzvggAPsPQQQr0877bSU2yPUj9yTKIibuHgaNGiQeZ48Ib4yVLd5Ih6Yyy+/POy0005W4atRo/xVcxNCCCFEaSFRIrLKaquttkieyf/93/+Fgw46KLRt2zatUCHBOhdUN3wLo56Qq6233toSxynNi1fBq3EBeS2PPPKIiRXYb7/9LIcEEUb41jvvvGNVvEhmdxAoiBK2Te5HZYk2RgRvjNipU6cK1yEEDo8TgsTHSAghhBAiV0iUZFDqt9QS2KsL4xQfq0yFSjFw6KGH2vFfeOGFYdq0aZZE/swzz5RLfudcv/zyy8TrAQMGWPPEU045xfJd8MR07drVtuEQtsW9FxUqlaE6zRNp6EjYGuKJ1x06dAi9e/eu0nEIIYQQQlQWiZIUpX4Jt0k3q4+RLbIrVCi1e+KJlUvUHzduXNLqVTUNoVrpwrXokxLtlbLEEkuYR8UbHiZjzz33THR4Twbih/CrOHg6UoWbZQrbpdcMCfGEjyEWqb6VqoKZEEIIIUQ2kSjJoNRvuvCjUulJkguhkqvwrWIlWkErGdVpnojHhHA0wu+A5onsT6JECCGEELmgpEWJz0pHO7DTkRwwztZZZx17ziOx+L/++mu575McvPTSS1v/CYhWK+K9XFXg8v1yPvNm/ZPY/5yGubm82Trv6HmIyhNtjEgSO40RCRnLZB2eE1b2+++/2/OXXnrJwsuEEEIIIXJBnYUlbAF+9913iZlhUTh8++23YdVVV833YRQlo0ePDj169Eg0RvRwOG+emG4dBAqv+ZNAKBmJ+EIIIYQQuaCkRQlGGYm/xPvT26KmwHuA+MHYXnLJJWtsP8VwHOmOgVtx+vTpFmIUL58rhBBCCCFqLyUdvoXhm8sZeYzwfIqSQjqOVMdA6JAQQgghhCgtNB0thBBCCCGEyCsl7SnJZfhW9DFfFMJxpDuGZOFbubpGIjMUYieEEEKIks4poRHdxx9/HFq3bm0GajZQonvhJ7rrGhUmKkYghBBCiJLzlLz//vuhTZs24YgjjghbbrlllUXJ7NmzbXFcj2Uz8ZuGgOyjUaNGYYMNNrD36HvCQl8TFqiJWf9Zc+aFTtePtefDu7cJjXNUEjjbSfDR6+vP810koLaOeTaukRBCCCFEdalfDB3W99tvv3DssceGfv36JV0HcZGJkX/llVeGSy65pEYTv9dcc01rtkjnd99msm3XhChpOGdeqN94scQ+i9VAjo6NPy+E5PzaPOaVRaF0QgghhMgmBW9BTZw4May//vomSObOnRv69u0bPvjgg7DCCiuEVq1ahc6dO5uBlIkwOe+888JZZ521yKxvNkGMsIj8wv2AdwrwTuXaiC71/QshhBBC1CpR8t577yXCrGjoVq9evbDWWmuFH3/8MfTq1StMmTIlXHDBBRkZXYRUsYjaDwZ506ZN7fmMGTPC4osvrv0LIYQQQhQoBS9Ktt9++/DUU0+FG2+8MdSvXz/ce++9YZVVVgm//PJLuOeee8KQIUNCu3btLNekUMl0ljpZzYFk3810PSGEEEIIIYqBgu9TQigUZWFHjBhhXg4ECSy33HKhffv2lr8xderUfB+mEEIIIYQQojaIEiosPffcc2H48OHhs88+s/e22mqrcMIJJ4Q33ngjvP766+HNN98sl1ROvknDhg1DoYBIonQxj0IIIYQQQogiCt+i7C85I5tvvnmYMGFCWG+99UxwEK510kknmbfkzDPPtOpZxx13XNhiiy3CnXfeGb7++uuw2WabhULgo48+CuPGjQsrrriiva5qwjv5EH///bflQcRzIdgHPVvWXnvtsNFGG2XluEXNCGzn3XffDU2aNDHv3uqrr67hFkIIIYQoRE/JTz/9FA477DAr+/v444+HTz/9NOy1116JfBE45ZRTwsCBA8P8+fOt4hahWw899FAYPXp0otFevvniiy8sEZ/zqU4FLgTJvHnz7DHZPngfcYI3xissicIqYx3Ncdpxxx3N47fhhhvaZ0IIIYQQogA9JZMnT7Z8kdNPPz00aNDADPpDDz3UEtkJ10KYkOx+5JFHhn322Sf8/PPPJk4oC5zP8rvxhPN11lnHEs7xYkSPK1liejrwjrinJA77QJgss8wyCeHiDRkrOj5QQnzNQxGGmTNnJl6/8sorViUOMc1n8pYIIYQQQhSgKKED+u+//x5++OGHsNJKKyXe4/nhhx8ebr311vDAAw+YN2XppZcOzZo1C4UI4VTZCKmKdn6Ps/HGG9s+oiFeYlHwWHXo0CHxPB+0adPGxCNeEsK34JNPPim3Tk2FdBXC+QshhBBCFJUoIX+EGfwBAwaEvffeO6y88srWxf20004LZ5xxRrj//vstLh9RUrduQUScmSBwUeACgkaPGJ2E6Wy99db2XlQ8xIUGs+fkHtDAcY011ki7bmWEiwihcePG4cEHH8zrUFx99dWJMC7EB9cLb0kU3uOeybYwKYTzF0IIIYQoGlFCiBEG2ciRI8Pxxx8fXn755TBnzhxLbr/88ssTVbaiicOFQDTvw8UBVbd4jZHpoiTZes7nn39uHqJZs2aZKEm3blUh74RFnebzC/c49wXhWw6vFdIlhBBCCFEAogQPCZW1ttlmGysHTNgWRvkGG2xgn2Ok//XXX5YsXEgky/sgrMo9JdH18Ih4Qno014TQHrbBY6ptVldosB5j6uuL/AoT5ZMIIYQQQuRZlCA+8IxEY9x5j5As3idxPQo5JuSTUCKYju41BQb7EksskXadeIJ4snK9CCuW+HrAObMfFx54QhAvLVq0sOecP3kHnnvAa6qQvffee9afBWGz6667WoUyZtvnzp1rj4zN22+/baWUN9uyzDvj3weECOsRPoRgwjtDsnxlcl9cBP3666/hjz/+KFeOuFAT5xnjpk2b2vMZM2bkJfeGXJJ87b8Qzl8IIYQQouBECaFNffv2DdOmTQvrrrtu2Hfffa2SFoKESlrxZFz6j9x9991h0KBB4dlnn7Xv1BQY7WuttVaNbR9h4J4KD9HCc+J5BslAdPTr189KHiMEgHLJF1xwQdhuu+0sPGz//fe36mSUmf3ggw/CD9No2FjWI+Wdd94NX37+qQkfZuc5x0mTJoX69etb9a5osvzUqVPDjz/+mLL3iXtb6CWz7LLLWp8U9UgRQgghhBDZIidZ43Rnb9WqlYkPPAnM/F988cWhe/fu9jmChDySKHhNDj74YDO6aZRYkyAOKurQThniqoIYwYjnkRlr8kjIkfH8Ah7xivDIQlI/goM+LQgSqo116tQpkQz/wgsvWBI1jSTp0YJXhO3SH8X5bPJn4bfffgtvvfWWiRZEBZXLEEF4SsAFEh4UniM2Uh0/JZv/97//2X4QL0IIIYQQQhSNpwSDGeOaZojDhw+393r37h1uuukma3544oknWmf2hg0b2md4BvAEIEqiDejyKUo8JyMeXlYV3DOCEPOwKkKw8AyR0E84FN6Qd955xyooEbaGIOE5Y0mo1h133GGd7snBIbzrnHPOMcHRaLGm4dUvyvaz/nrrh3ffnmAeIN9ny5YtE+dE80X2hxjBm+KekmQoSV4IIYQQQhS1KMHIJjeEsC2H/I1u3bqZoU3/kauuuir06tUrPPnkk+HUU08NRx99dLj00ksLpvwvXg33LlQXhMRLL71kAoDwNcK0PG8GgeAJ8UsuuWR47LHHwg477GCvESSMJXkKdLYnt6Rr167m5ejRo0fo2LFj6N3nohC++NrW32KLzcNmm25ULnGe54gfmlHiRUEQEcrllcKEEEIIIYTIBzVq9XuyNR4PQrcI44oKEwxrQrPIlSB8CyOd91hyKUgw9qNLHPqIENqEFwcPA+cVXzD4CfEiqZjkfV/I48BTRMgVnxEKRkjaFVdcYYID8UG3erwXCBI62u+xxx7h+eeft88Zh5tvvtnWo18LrxEy2267rYXBIUh4j5LKu7beNXHMjDceErwcPHJ8jPHZZ59tggTw1NCcMh46J4QQQgghRC6pUcvfDXxm5hEk5EFgmAOGPKVw+/TpY8Y1yexAnkRNJp1XFox6DHy8JeSCIE48z4RHJ5rADgiRk08+Odxyyy0mQgYPHhyOOeaYcO2115rgYDt4KRAEeCyOPPJI8xoRRoXHiGpaMGzYsHDWWWdZCBmhbtE+F3ia6OUybtw4C8H6668/U54H3hLG9tVXXzURc8opp1jIHIKIzt8cyyuvvGJVvjIhG7k2QgghhBBC5Kz6FqFKzOTTrZ2StyS5ex4HngESqKnqVIh4bw9EB8KEc8EgR0xEe39ES/3Ciy++aCV0Z86cabkb5H5QvQqogEXeDB6RNm3aWPgUOSbuWYqCiHHY5/jx40P79u3LrYPXhIT2Xr37hM//fe/Ou+4KXY8/NnE8fJdqZnDRRReZ0CEU7LjjjgtPPPGEeakQg999952dS7o+KAgvEvO9Ylo2cm2yDceGGPbnuYACBQ3r17WQOsDTtdRSS+Vs//k+fyGEEEKIgi8JTI+NBx98MBxyyCHmDSAHAjGCR4HZdkKkChWMdKpnUTkMIz/avNDhfe83AnguCN0idI0Ec0K/gDK/J5xwQoV9UZzrrrsuXHnllRY2RkUuSikD+8FzQ2Uu95pceWXf0OG6F+w1ye+//PSjhYkBifCIIHJa8I6ceeaZlrMCm266aWjdurWdE9vhOhHitdlmm4X99ttvkWNCfLE9KoMVakNGzgOPU03z7bffJZ7T4HP+3Nn2nHuBcLt8NUvM1fkLIYQQQhRd80QM3Ndee81m6c8991zzGDCLi/FEadtCxQWHE/UgTJw40cKYEC3RhHHyYhABeIbwlmDwEy510kknmchJ5hVxg58wKoxZutoj5licP//8M9x3332W7E5vkqOOOioMGDDAjq9cPszChVZAYKWVVrJj4XOECqFyhJMhCseMGWOeKkLL1l9/fVs4FwTJX3/9ZftKBsffvHlz8xqVelO+X3/9L5yO64anBPAEqnu7EEIIIUQBihLAc4DXAMN3+vTpZjSnK8mbDzLtUo6w8B4fPCJK/LsuWjDuEQ2w00472Qw2OSokwcd54403wvHHH5/oF8I2mH0nDIjQqocfftgWz1sBPE0IiREjRoRllv0vjKrLMceEgXfeHs444wwb6/PPP988IlQ9o4klggQuvPDCRP6K75PXfIdrFR0LF1JxkSbKYNwaN8z5T0oIIYQQoujJiwVFJSmW2gBhWggSHuN4bgbhUkCvllTQdwQBQe4HBQDcu/LII4/YEgWPBh4SvEt8B28N4uXBUY8m1iFMrH6dhdbThAR3xAz9YTCcEYEkzOOJwXvind05XkQJIWKZCrNChfPxXBfCA3Pt0Sn1/QshhBBCVAZN61YTvCOp+nzgTaALOzk0sP322yddDw8EggFBQlI8lcgwImmUiPfk5ZdfDpMnTw677LKLVfCijLKLBsQQAoXE8xtuuCGETY6w9+vWqWsNKlnv9ttvtyR7Km7xfcLK2B6VvQihw2tCzgrhWOyDfVdkxBKqRPjYJptsEnbeeedQiEQ9Stq/EEIIIUThUhjdCWsxCBP3CnlVpjgIB/qHAM0N8Zo0atTIREzPnj0t3A3RgdeDql1RLwYihpAvmDV7VrntUvqX0DGEzSqrrGIhWd9//729T2Um9gGEf/30008mMihrzCx7KvDecB7kBhGaRlUxUT0YTwSoL998842GVAghhBAlhURJNaFCFcnieC9SgfcB6BGSCkQJ3hKgYhZejsp6BBZPkedB6V8KCwA9UkicR8wgUIAk/RVXXNFyTvCcpPOSEPZFz5SVV17ZxBbnL6oGYXSI1s6dO9s18gXvl4SJEEIIIUoJhW8lgUT0ONEO84QuEQ6FlwDvAvCaMClCqTw/w5PBu3TpYjkd3rgQkuVs0EgS7wV9RMgDocfF0Ucfvch6s2aV94jgsYDFFl88/O4Xtn69cuvRuZ1qXD/88IMdN/ktlPSlYWOLFi0srCuawB5PxEeMeONGjpHv85qkfDwtyXJqKkuqimSFBGIh2sDy088+o+BylbZFdS68JNHt8RqRwnuq3iWEEEKIUkGipBJ4QjiJ5Q899JCFMAE5JbxHzgbrdOrUyQQIIVEY64RhIULomj5t2jQrp5sKEs9JckdAUDoZAXDYYYelPS7Wh8WalPeUcKwvvfSSiYa2bduaN4aFY+/evbuVB54xY4Y1hSQsLG5800iRcyBki74qG2+8sZU1JkEeJkyYYOeLMHFRglH9+eefh3XWWcc8MLUJxoTzjOaq1GvQKLTpM6rK20R4SHwIIYQQotSRKEnB0KFDLRcDY52ZazfyybnAMHdBQhNCwq2OOOKI8Oijj1qzwyOPPNIM2Llz55ooGDVqlIkSPAEkmKcTJXgoSI5nHyS+33bbbRWKEodmfducsbs9P/jgg8NL416wUCu4+OKLrU8MFZlIvCdB/eSTTw5Tp061WXmS62lmiYeHUsAIHTwtiCsECb1kOH6qfLkoIQQMQUKCvMNrjHbGh472NMXkfBBtXqXMCwNEq34VQ4lhxolj5t5wETZn3oJw0Zif8n1oQgghhBBFjURJChAkNA/kEcP+xRdfDNtuu62JDx7JExk/frwloRNixXMgDMp7fVDRCqGCwQ80LGzVqlXKi4GI4fuIGGAGnTCuiiA8DK/FpHf+Szp/4YUXrLs4oVmIBl4//vjj9hklh+kG379/fysv3LRpUztWwsAQHIiQdddd1zwenAtCic/osYLYQHCRD8G6GOee/M577IvvcS4IG7wwiBI+xyvj/VymTJlioW+IJHqwZFuUECbnuTzR0LtswDkj3GDWnHkh/NvzJVf7z4R8718IIYQQojJIlKQAD4l7SsaNG2cC5a233jLPCNCA8NBDDw1fffWVCQ0McHJA6OD+3HPP2fcuvfTShCAhX4QlVf8PvCJ4ZBA5JM7j2SAcLFmTRc97wajHu4HnBdF06RVXhnf+/fzyyy8Pu+/W2kQH+0R00LuEnicIEuezzz6zpHUS9REUHD+ChEfExLLLLhuaNWtmogThw2eIC0QE40O1KBLm8SCwDbwvGO2IDgQJnpJk/VwIDfMeGiTYZxuOn+uWL0p9/0IIIYQQlUGiJAn16tUz74cnmWOQ4wlBfGDgM7vPMnLkSOvRgSDBi8DsOSFOeCV69OhhooGckLvuusu8JFGBEU3qJkyKRPSnn37a1idhfrfddrP9kodC6BNVsxBBhEwRQkUndkRG165drVIX3gn28c7osnKye+61V2ix6somdoAcD47jhBNOsDLB7Msh+R1hg+BCIODxwKCdNGmSVeUiN4RZd/bLsXp1LkLT8Ih8+OGHJj4QIg6ChiVVPxcaPzKWlCouhtAtIYQQQghR4qKEPAzi+AkbwlhnRr4qs+uEYXmORbRqVUWcfvrptsRp2bKlNSzEmEfAkHMwZMgQExKIDgx6QrFSNVeE6dOnW0gY3hUEyd13351oRog35MYbbzTvCZCwfuedd5p3AUEC9C6h50g0ryMdeE5uvvnmMHz4cBM2CCXCe/B4kLtC3slKK61k50B+CMdHSFn79u0tRwQxgdggZAuxQv+UNm3amPjx8yQPhWpkeHF22GGHpMcRFy1CCCGEEKJ0KXhRgiGOYevVoahORRUoksnJpagMV155ZUY5GpWBcCW8FfQBwaOBxwIOOOAAy9nAg5AqBIvQKRLSMf7xFgwcOLBczgmle12QAGFSvEcp33iCO6Fh//ydeQdzKoTh7enWrZt5Pwj3QXTQuDHZuOHVQJzwHcBbgkDcd999F+lrgiBhW+SfEPpF00Y8IslEyD333GMihmvcoUOHkC1IoPf94cGpqEN9tin1/QshhBBCVIaCzoAlNIjSuBirTz31lIUckaxNYvQ111xjYU6V4bzzzrPcEF/Ieagu5FJgdK+33nqJviCU3SW0y/MpkoGwcEGC94HziyfB05iQfiAOggDvA56RPfbYI7HOQQcdZPkre7fbO7Hu3H/DttKBh4PcE6DaF0KKY8JzQ5f40047zbxBeEsYO68w9sQTT1jVrlRwjHh9GBPOj/A28nFefvnlciFegCDhWqRrLFlVor1VqgKeuWindXJicrn/6pLv/QshhBBC1ApPCd3FMWIxcj1BfJtttrFO4uRREOpEkvb++++f0fYwlFmyCaKEMsGIB/p/kFBO/kY68Jwcd9xxZrAjXGjGiOAgLIvnJKOfeOKJFmrVs2dP8wwhyBAKeDTwqhAWdsstt4THHnvMck28Z4bTq9d54f6hg01spIOxIySMEDm6iSM+onBuhIohesaOHRveeeedcOyxx9pnSy+9tJ0/Ce/vvvuuVRxD6OD1IMSO2XqMYkQbRKtxOazrnpJC70kCjD05N0IIIYQQogREiSeCI0jIX6BiFKVsAWP9pJNOsrwHOqVjWLN+qspWNQX7w0jFcEUo0WgQ8HxEQ7ZInI+HQ+EZQTAQ4kU1K75LaBn9QIBEcxLSd911V+spQtiac/3111suyddff53YPmKtzZ5tw4R/13n55Zesu/y1115r1bycZKFkCB8S4OmxQkgc50Livp9jr169LFSLzxBSHDPJ7YMGDTLRMWzYMPMSkaODKAHvDk9JYYhW4/LrxDVD4LjIyTTHJ189SQBBomaHQgghhBAlEr6F4cpCxSdCtvBCRCtWkeiOIY1BjHGea0ECeAIwXDG+idn3kCZESSrweOB1ABLN8YLgfSAEywUJogCjGPFCsnuU++67z/JHOGcS1DGSMZrxsjw86uHEevXq17eKXQgKvB3pIGQL7w7Cj7yReM4K0JuFksAk9HMdnnnmGcsHIawJAcM+6ImSCqqGkcDPI+DhueiiiywUrJDxniS+SJAIIYQQQtRyTwkz6VRzwiAn/IfmfFSEIrmb6lcY/+SXeAgWPTPwmuQLD93imHnulb0Ic4rOrkfp3bu3GfWEXB144IFm3CMcyJ8hhItKXiSH4wkiYZyFsQAqdOHVALwffCeaN0D4lmexkMB+Q/9rbPsIG0r6IlzwyLAQSrXPPvtYVS08LeTuUJYYIUM5YzwEcWiySKgX1blYH8/OiBEjTCByLchvyZQ333zTPEQIHZLlhRBCCCFE6VIwogTje88997S8BAxVkqQRHFSDwmNAeBDhSHgIyN/gM7wklKKlA3k+8NAtb0Z4yCGHmDGPUU/TQSpcxUUXYU94OBANiBfWRaQQ9kQlLzwunlBN/gjCDBASZ5xxhj1nXYQIYi0VCBnCvLp3725ihiWZMKA0MCFeJM7jtWjbtm148MEHrZEjz+PgkUKMUKoYYUP/Fs7FPUde5cmfp+pBgoAh+b0mGicKIYQQQojioiBECQY3HhFyCzB4CR8iiZswJ4xvjGUMbJLaESk8JzeB75GbUVOJxyStk7dCaBNhVnEwulnIdcFjQBgTFbQohUtSOsIEoeV4d3fyP0gSJy8EQULoFh3cKfkL3ombbSFMyAPBU0TCOPkleDQoJ4zIIWSK0Krtt98+NGi8WBg8+b/jIw/ktttuM+8GnhX6ppDjwSMVr8gJQQDhMcFbwXjTRZ4+JuyPsDK8I8mECcnqfJeSzYyB59PwnBwgvDJ4fuhlAohJzykhhItcmZ122smKGdQECD/vm8LzXFPq+xdCCCGEKDpRQuUnQrIwhDGeMZwJbyJnAQOfEriID0KXCDeiAzkeEoQC/S+yjeeukNSNJ4RHjglj2+E1YoSu5lSswgAnl2T33Xe3ksV4TPDs4PVBTIF3UccrQVgVogejHFFCIjjrEWrl5XHZDuFcjAHVoBgjXmPYs7Avh1CuufP/y7lZfLHFzCtDfgreGKC0L13a2R4igu9zTrxG+HFMXANEC/sj54Ok9vi4AMICUcK6eEWmTZtm44Eo4bsIKTwpDj1cvvvuO9svgob1op6VbIOYY+zzRanvXwghhBCi6EQJuRiEQCE2yFfw93iOV+DWW2+1MCPCoQjrYskFdElHkPCI8c4xYVgjPnhNYjvH5GKFkClyXk499VQz2BEACI4XXnjBxNaLL76YECVXXHFFwhuCcAAECYnsNB6Eu+66K3EsfJ9QrEwTrd9+553wy08/mteJ4yPvJd6XBdGCKKCLO0ICzwgeKgoI8MiCOMQTE8fL+nKNEB94qxBNhGtxjOzTK28lg/UQYpQTZnzdoyKEEEIIIUqPgojrQGQQEkQJXMKgaLLXunVrM97JoyDUKV3+RE2BoYzBziMGNkY3BjSPvKafSNR74p4PcjLoM4Kh/sEHH1hXdsSMl7zlfMmhgebNm1uIGN3cCaEidCpquFOxikT4Bx54wMKxkoEHBE9Hz0jZ4Csuv9zEHN3eySdxQYKIYJs0SuQc8FZQCYtwM17jgWJdxBaeEULMkuG9WMgpIUyNMWF2nvFA6PiYOYQS+eIg+Ng/j0IIIYQQonTJu6cEw5eZdTqgYxgjSDCMqT7l3cYJFcpG9/XqgIEdn/nHi4DhT34GooqGiISikfuBkU6iOGFceE06duxo4VhfffWVCS/C0DD4OW+WOCTN4xmhQlWqcaMc75gxYyzci/Atqm+VFdwNocUaa4SmTRqFpZZaykQdIoKKYNEQLAoE4JnhvBB9CApEFWIQYYF36scff0xZRpiwNZLlqdiFR4vvkztCiBYJ7AgxxBe9ZihMgHiJhmtFPVHZhrA7976Q95Iq4b6mqO7+493jK9sfJd/nL4QQQgiRE1FC5SgWEprjDfnIBckUjHm+T/I3M/qESDF77lWnKLmLh4F+JfkA4y5VJSmMvhtuuMG8GJTcJVmfxHKOl8XDshAqJBsjtGiCyDp0SSdZnaR2migSIoX3gk71hFLhzUjVjR1hgVcp2uMD4bbbHnsFl27X9e8fZs/8e5Hveg8SxhwxAS1btjRPDVBsAJGAyAEvNxwHDw/rci4XXHCBiQ7vlwIuSBgHHhEkXFu25+KO8aupsC3GyPvGRIVYrqjq/hEf3GdUP4vCewiVTIVJvs9fCCGEEKLGRQkVsqjURCgO4UCZNi7EEMZAinY45z0Mdt4nWTwKOSZ4IkjYpQRtPkCQIIx4jIsSvAo0E0RQYXDjzdlqq63MS0LStxvon3/+uZ0zHdEZN8QI28RjQllcKmrhtWBG26tYYbhTBjlZdSo6ryNIvLkklbeuvvrqcO+gQaFNn30Tnozevf4L53Lw1gCeEbwgVAzjGMhnQRRRfpntengZIgLPVbIqTiTd33333ZYbgteHXiWAqPHO7eStcH4Y2+SscE6EeUWrdyFwvBdLqYPoYFyiYpDXiBTeU/NGIYQQQtRGqiRKbr/9divNe+SRR2b8HYzPvn37WpUmjFfyJyhFi6GLQRwVKkAYEAYvZWsppesGb66JV4lK5jnxylwIEUK5EBgILAx+IGcEEYLnhIpcCC0WvCEICocEd8QNY4GhngzGwj0kCA88NFWBSluAQEA8keeCl8YFJp4NoEwxx+QNK6OQ8I8o4zrh5eLaIqrwvFDulyR+FmC77AsQb4gS7glm8ylywP6T7aMUQXhIfAghhBCilKhSojsz525sZgKeAdZHfOBVeP31160vBzkTgBHus/EORj1GNzkL+ZxFR3ggOlyAePlbKmt5kjufE4aEoY0oIY8DPOSMUCgPm6IPCAY6FbnIG/HeJODrUGmLsUqG55/gfaiqICGkimpcHAeCgDAxckuiPUkYf/fScMypoN8IEHLGdrmWXG9ECv1RyDuhIADgPUGY8AgIL4QajzVVGlgIIYQQQtRSUUJCOlWdMoGwrCFDhlgXdhKnCQ8imZ1QIfIpqFIFnj9BpSpm7jFSt9xyy4QBWyhwXIgHjO9o5S2HXBjW4ZHzhe22286S37t27WpiAy8JxjmVqxAuiDTPC6HvByFOeJXwFsWhGhjgZSBsqipwLIBHB/DixPu9IMIIE3Mh5OWMo+AVOfvss+05+TTkzGy++eaWX4KXCOGFJ8SbQSLa8KB4OWHEJgn/VBVTIrYQQgghROlSpfAtjGZmwUmUprISM/tR3JgFZuPJDcG74GAMd+vWzQxXksSvuuoqK3v75JNPWo8PQoLIvSikTtQIEO+9geBI1YeDnBIWyvQS5gacK0Y7QuKVV14xEYJBzrniccFjhFDzHBXyQ7yQAAnweFQQaIzl/vvvbw0byc+goADNDhdftnlYYqW1Q736/12HJZqvGf4OZd6d+mFeaBTmLOKRadasmT3i4aCcMV6sKMccc4wdM+fBMeK18hAscoEQlFxXmliSU4KwoMoY4VmErCGyyFtJFXrH+iyExFFBjMpkQgghhBCi9KiSKCEJmhlxIJE5SjTpHS8JrzGoSfYmrIdZdBcmVG/ivccffzycddZZlmPCexjmhSZIEBIeYhTvwRHFK5HR+BDjn/OlYzrGPVACF2Me7wPlfKlYhQGPV4XO9Zz/ZpttZjk7iD6S0Fkw7PGeUNqXkCj6t2DwX33jbWHHM+4M259cvhDAtidcG/zK1KuzMBy6zuzQpO58yw9xUULyOeWC3333XTs/RITjQpPQLcKvOG66u1PkAK699lo7PkQKwjIa+sV1R2jgIcKjRHngdBASx/1BKFm24L7zyl6ZFmLIJqW+fyGEEEKIGhclyUJ5kuHGEMY2ng88AFTRwoDFcCUxvE+fPqFFixaWwE3yuxu9hYQ3BMR4TtelnPWokESehFcLO/DAA+283WNCl/RHH33UvBz0NSG3Bo/JZZddZnk3iAT3tpCnwXo0N8Rop5wwAoBjufDCC82DMeWXv0PdiIckGfMX1gln9OgV/vz+i3LvM/5sC1HioikO4pFjPPnkk02I0JsFLxD7Bx7xlEShHDCwHudUUb4In3vPkmyBBwbvT74o9f0LIYQQQlSGnLgjMDjxDAwbNszCtDDcXbAwI08ImFd7ygez5sxLuyyxdLPQbPkVwxZbbxuWWGqZlOt99+NP4Zff/wxPPv1s+GHaz2HpZZcPP/78S6hTr0HYZdfdw1k9zgnHnXiSNTm89fY77TuHdz46rLbGWuGvGf+E196cEGbPW5BYVlx51dD97J7hwVGPhPqNmoRvvvshvP3uB2Hu/IVhpVVWC5dcdkW4+LIrMjrHOnXr2359WXzJpcOW27QMcxcEe/1/v/5ebt+z5/63tG6zR9h2+x3CglA3PDL6iXBu7wvCwjr1bDw+/2pKGPXo6PDtD9PCb39Ot3NavvnKtv1NNtsiNGyyeKjXsHH47IuvwthxL9ljfNzq1m8Ytmm5fWi37/41fq2FEEIIIUThUWdhDjurEaZFfgRhWuQeIEZIgh88eLCFKFFiNpeQS0GlrN16jwz1G6vjdb6ZN+uf8ELfjlbBzBtP+jWKvpcL3n77bfNWkfND+GEqEFXt+42x54+du1do3LB+3o4lF+TregghhBCidpPTxA0qR5FfQT+Oc889114//PDDluCea0EiajfktBBWxsJz7V8IIYQQonDJ/rRuBTDTS9lfytKSc0BHeBKu88nw7m2qNOsbdzK99vrrlrBOrgbhat9/91146KFRYeKkieGqK69MrHd0ly6hX79+9vyIww+3KlvnnHtuOPzww5M2Oex17rmhUePGYdjQYWHJpZYMMyNG9s9/LwwPfJK8p0mUt+7qEdZqvlRo27atleB97NFHrTTx4k2bhmfHjLG+JFEaRhoZkg808O67zbv18SefhA8/+CD0POccy3/54fvvQ+vWu4a2bfcK//fLL2H+vHmhXv36Yfl/r+mIkSNNFDRp3NgqkFU0C9+8b8gKXBvPk8nEGUj+TryLei73n23yvX8hhBBCiIIWJYAAKKTQD0JuqhJ2EzX2CK358btvwm677GSeoBWWXSZ88/WXYcpXn4fjuhwVrrmqrzWIpKrYmaefGho3qGchMC+OfS7Mnzs3HNR+v9Co/qKOq5HDh4X5c2eHdu33C8s1K2vKOK/ef9WU6tfL8FgXzAtvT3jTlr6X/VdMoNupPcNqq6y0yPqNGtRLVBN7cvSjdgxt99w9DB92n71fd+H8MPbZZ8LMmTPDlK++CEss3tiqbZE0T/8SqoqxbLrRBlZl7Jd588JHH7xnYUipmFMDoU+ZgCDhWOMeFZLF8y2YhRBCCCFKgcKpu1vk0CGdRoGU92VBcMCAAQOsOSHd6eGggw5KlN7FQ0K39/XWW896n8The4gdoFwufUKoqOSz+giCTGfBr776mqRCkOaF6UBk0HWeCll+3PSXwYDHaPccg4ceesiqgdFDhQaR3nMEzxjV1ahalsz7wHaoWsZjPsKsgLFk30OHDrXx9oXjXX311fNyTEIIIYQQpUR+pqZrIYiKyZMnh5VXXtnyZpo3b259RDDOMfwJ66JvxFFHHZX4Dh3PYY899ki6TZopnnbaaeHmm29ONFOMs3iz5mH70261ClapWDBvbjjztK5h5l9/lXu/TZs2FfawoFSzr0sjR4oT0KeGHiXHH3+8hYPNmDHDhBgChcaaiJW11lqr3NiQN4T4wNiPekt+/vlnC+Oj9LD3eMkXeEvynUiejriow4sj0SSEEEKI2oBESTVgdp3eJXgRMLQpa0z3et6jKSSJ/Ndff70ZkzRFpPqYeyvwcHi/F3I8UkG1MjwU999/v3lL2DZGPPvGiP/7t2nhlRu7hgaLLWkd3WmaCB3XD+Gl8ePCk08+Ef7+49cw68//s2Ok8hnhVXRgb9gwtZBxCL2CPffc08o3Uylt++23t6aZnOtVV11lnyOY8KrsvPPOJmCiYOiT30BYG94ejH+ES5xk74ky8cHYdO7ceZHxkjdHCCGEELUBiZJqgEAgxIpHDESSxREodLt3A5s8CxooUta1U6dO4amnnrIu6LwmDAtDHw8EYVzJPAWrrbaaLWzDYR+IGvaLdwKxMmXKFOuNMm5O2TpN684O+++2Xdhhs3VNQNARHi8O26JDux8/oVZ4ZOI0atTIRMcHH3xg3hQaYBIuxnZoDNm1a9dwzTXXhF133TXstddeJkQQK2wTwRRvmIi35I033jCB5UKOc/AxY2EsxaLgDUF8xBPxESm8J2+JEEIIIYodiZJq4F3e3QCPixTClci/uO222yzUiXyLY445xnIXxo0bZ99BkFTU8TwZCIWmTZvagtjAuKfp4bhHp9jn9wwcGE447hjz3uyyyy7lvluvXlkSe0U5HHhnYOutty7Xyf6II44wjwfd5nmOwMIwjp5//Jy22WYbC1+Lf8Y4uYBDYGULxodcFn+ea7K9f8a3MuIj3+cvhBBCCFEZJEqqQdSgTiZSCOEiVAoRcPnll4ezzjorPPjgg5Zrssoqq9g65KFMnDjRDP9sQjjVtB++CyeddFKi3C/7pS8M+S1RcRKH9SgDzLoQ9dI4V199tYVrIUjwmFx44YXm+WE83BiO4x6RKHh4vv32W/PgNGvWLGQLjoNt54tS378QQgghRGWQKKlBkeIQYoMIIWl94MCB4ZVXXrHEbt6jslWHDh0s32TFFVfM2rHQ14SEdIQQifaIn3feeSfxOf1hyHOJgpcD7wc9VEhep3zxKaecYsImDh6go48+2kQJ++EcXeRUxvODICEsjMdsihIhhBBCCFE8FJ0oIQ+hEMNRqFJFZalNNtnE8kgwzNdff30ztKlIhSggWZz8iwsuuMDWJWEdIYI3hZLBQ4YMKVe1KlqhiqR4vk9jxkwYfv/9odc5PSz3YMSIEYn3yftABPEY9ZR8/vnnJj7IP/FwqxtuuMGqbaWC8wNKIZOMjbDi+Q477GDnGQUPknuRWL7++msTIkCODZ4SIYQQQghRmhRNnxIqN/3xxx8mSAqxQzWhTHgXyLXwvAryMMijoPoUCeJ4EzDeX3311XD22Wfb9xAkVOTis+OOO87yPPgeC4LmscceC7vvvns499xzTbjQ/4QmjPEFMRP1hOyyS2sTSpdddplVuzrxxBPNQ0OSO3kgrE+YFQuiB6GCIEH0UIIYEbTFFluYcPGFcY8u9FcBxAUlgvH6kLCP9yS+bjTfhEpco0aNst4uQMUuEuCzKTbxviCsWHiea0p9/0IIIYQQtU6U0OsD4woDm+TxqgqT2bNnWzJ1dMkWGPA0ESRxnWpW8RAmDEO8Ir/99psJi8MOOyz06dPHvAQcB8KEXA7yN6h69d5775ln5IwzzrDPKd/LOGDAkzAfxT0tJxx/fOK9w4843PZJiBaC4aKLLko0P4xC3gG9RqZNmxY23XRTE1ck5RO6VREILEQM1+K5554z8cP5JOvaTlgb48Ij58F6CLGa8pBQyYxcHZZ89D8p9f0LIYQQQtS68C2McIxnupnfdNNNZqhjEGNsZWI8O1deeWW45JJLauQYaYCYrAmi9zLB64EgoXwvzRUxzDHi8YD07ds3IUwIfyL0CaFBuV7eI0kesYKQwcuCp4PEcsQDCe3du3e3bTdarGliv2OeeSbcveH6NlapwKtDNTC+6w0OPSk+Ewj5wjMCCB6qfO29997lBBlekS+//DKss846ia71HqLGd5IJpZqGhPx4ed1iRQ0VhRBCCFEbKApRsvHGG1s/DPI1yFtgZr5Xr15WDrcynHfeeZb47SAEajqXwcOWPJQLjwKCAwiJImwKYx3BwfFg0OMpgQMOOMBEGN3h4ZlnnrHE8/vuuy9cfPHFFtrlIVvkftx59z3hwmemJfaN+EklSkaOHBl69OhhoV+ElxFOVRlBQjgdjR0JWUNk4MFBKMZBkDAGCCDOC88KuSicc2UEZTYFCWIwXg4ZD06y4y/WhoqUghZCCCGEKBYKXpTgDSF0idArPB2E/Tz99NMmSMaPH29N+zCuM4GGgCw1DQYveRqAyIiGc5FbQuI7YgihssYaa5hYwetAOBchVySKIz4Iq6JKV/T477777rD22mtbyV4XJHhM+vfvH0LdBiFERAnJ9HgyaNDoIIjwvFCaGOjwjsipTDd1rgXeGrw9GL90rueacC700iDEjoXz41gRJpwzgoC8FXJJCHfjvHMNHhKuD71iECdRI7+YmhBW1FBRokQIIYQQxUTBixJm0zfbbDMzmkmoJq8EkXLdddfZLP2ZZ56Zt6pcyfbnSd0cGyBG3EBEYN17772WcI4ooQqXV6Q6//zzw0MPPWS5JHRRJ9xr6aWXToRHReF7VM+iKSPJ8YRMIRRmzf2vIzoeiV9+nmaCgB4oiIJbb73VxIsfG6FjhLPhyYl3U08m3hh3zu/UU0+1MDJCywg9ox8L++O4ESIYxRw3j4TdIZ74nCaPiCLGgepb+RAlDoIED1ExU9mGikIIIYQQhUrBJbrHE9gxbjFiCW0iaRcwtPEoMDP/1ltvmVeikMoEIzK823o84f3111+3mXoSyjHq/XOOH+8IhjvnitAgJIpKVnE4X0K5yE/BW5Es6b/ldtvZI2WG6T3SsmVLEyAIEp4jKhB4FYVQcazkmlAtjCpg9Ddhm4Se3X777ZZH06lTJ/M0ILDIieHakEvCI9eMxH48J5wPyfsIrnzkkgghhBBCiMKkoDwlhDDdeeedZtwiOM4555xE6BFGOjP19NIgL4N8CTwLgwYNMgOZWf9UHcpzDV4djt9BVGHcs1BFbMKECRaiFc/hoGoV4Wh4HAjFQTiQ9E5olHd8HzNmTDjhhBMS4WGEsCEIyD+JskOrVuHJ0Y+GwYMH2wIICkLgyF+pSIwgBmmiSOf2eElZvCiEb3H83333neWX8B5eEs4Rrwyf8T2Om2R8vD58RthWrsh3jkip718IIYQQouhECYb4brvtZgntGLlvvPGGeRK8mzgehYMOOsiSvkePHm3la1kQLczUF4ogIWGcY6eBImV6gTAmPBs8co7kgyQ7XsKJ6CdC3gXnSWI++RfkbJDUPnz4cAvZAj5HBDBuJLMjcpZY+r+O6Ed07hx+++Xn8PLLL1vYW8eOHUPPnj3tO7zmfcoXUxUrDvtn3PHmACFC5LewTw/h4jnCiNA0kuWBz3iN1wexgjgBhAkihT4mjA/73mmnnRK9WmoC7he8M/mi1PcvhBBCCFF0ogRjnQRdemowO0+4D0IjOkPftWvXRMUnjHcvB0x+RSGBIKHJI48uSjhujHTOh8c43u0caEhICBSeoNNPP908R+SZEPrkULGLPBtEAF3X6W+C4Lj9roGJdQgdI3HeQUjgobnjjjusgSLlhqFVq1Y21gg+DFm2d8UVV5inhDwQkuipWMasO8nxNGREKLF/PDaEYnFOFCAg9Iykfk8ax8PDeb3wwgt2jREiCBLC03isSVEihBBCCCGKh4IQJVRlYrYdLwHQhJCZeBLCyUkg9OeWW26x0CPPn8hHOdlMIF+DvBEeHYx0PBLMXJPczfniNVh11VWto7qXDUbMIBbwqiC6EDFPPPGE5WEQzoVIwFOCNwlxwDYoDXzyySebYOhwaCf8FbbPBlT8atLItv3oo4+GAQMGmChxGFPEAeKHBVFD8j0hdC6OCPPC60HzRa7J5MmTrbSvly1GbPEajxWJ45607/k9VA4j5wWRhdeLPjOIIPrO8EiyO14b9ku4W1UaYopFUe8SIYQQQhQbBSFKMGS9TCtVqBAflKllJp2qUiRaeyfzQkpoTwZeDBYg94XKU5tvvrmFTzl4CRBh5IwQKkWuB4Y54gXDH+FCojjeCIQDHgnCtMg3wVOEp4LeLXiMEAPkmTz88MPm0dj4+JttH2OefTbccevNNmYeXkXeByV6GzdubInmeKeonEXiOvtDkCA+rr/+egvt4tgRH3wPcUhHevJe8GTxOSWHESJ0g6f3CNfRPT7k1RDKRVgZ4gUhxnO8YQggHweEF8IkmoOTDdgueUiAxwZPTi7Jx/5T9S5h39wzqtQlhBBCiEKlIEQJRjmz8nfddZcZ6i+++GIYMWKEhRTB/vvvHw4//HBL6qZreLGAUY8BTwUtvB0OAgQvB4ILMUb4FQLDPQWERBHqhOeEbZA3g1DxJHGMT8KhPJGZppIIk2k//hg2/ncfhGTNm10W/obXie8zdogbQrMI78JbQUUtBBMhVnhMEFA0YmR9DFyEh+eFUO0LUYSowWvDa7xZCBzvl4HHB2HCd8lfwTtEVTGex2Ec3FOSbfA0cb/481yTj/1He5cginbccUd7n+e8J1EihBBCiEKlIEQJoT3khpBcjZGKkR7NoeBzjOhoI8FiABHhnpIoeAVYEB+EN9ERPT7bzfswffp0e88Fym+//WbbdSMfo9/7g3z7/Y+J7SxcsMC8F3SEx+PyxRdfWOK5NzZk/wgIyvqOGzfO1iWUDMGB9wSRhHDCc8JMO14O926wHQxdygFzbi6Q3FPiZY45pmRiJD4OIvu9S9xjJYQQQghRDBSEKAEEBwuzyoQLMeOLtwCoPIUoWWWVVUIxgdHOkgpCr7yrOOFXiAM6vuO9oFoV1a3wgiBI6M3CmBDehZjxXBRyS4AE8zh0a48KIrw2hx56qH0f4cN3CMvCc4IQwRuFIPQeIow3wiQ67nHvRlx4VKYzvBCiDMQ5ky/kyuGFxFvs4E3l7wReymuvvTblkMXX4+8Gf0u8OSpV+ggFFUIIIUKpixIEByFK0XK4XkXLQZiQN0JjP/45I0aoFkV4ETkNhU6mOS/xpG48EORm4BnBS4FYIMeDvAwMfe+ETsUt8gMo10uiPO+zPu9/PfXbxPYWW3zxhKgDDB4WxjDqZUEEIUgoVYyAef/998NVV11lVboIqyPkizAvjpdzi3o3CO0iF4Wkea4Vx8NnVc37KfR8ISGqy7333muPXbp0WeQzwif5exeHaniUGK+I+Hr8LSWnjL8fTGAwwUFILH9ThBBCiEIjZyWsMF6POuooawZItSiS1+0A6tZNlKfF8MVDQOI1CdkkeZNPQZ5JPASqtrH99tvbuXOeeDIQCpw/HesJlyI8irEjrI3XjBWleDFCCP+iAlaUvfbcywQCoVUYJYgcDCLPcwA+w0ih6hkGCyFZiBIMGMoQ46lh/6yHEIr3vcBzQ4d41klV7rgQQMCR18MSr0wlRCHDxAS/PS+aUJn1mPxxzyX5a/zNUIU7IYQQJS1KMLCZbUd80NGckrmUsu3evXvinycVopgpxxtACMJ1111nVYsoZeshTrWNKVOmmIeER5LNb775ZguxICeAcWJGk/K/hEohWvBmkLxMJSsaKfLI+xQJ8JwPZ/ac2dZJHaOEsA7CvwDR4fAeYWMY7Z4nQpNExBF5KDxSZQtRwvXxZHaH68LMLuuQd0I+CuLTu80XCowZVcNYqEzFmKjbefHAbD8NROmDw98ISlzHoVQ2BRrcI8jvgr8fUdyLF19OPfXUtPsnhJH7ht8j9zkTAIj8yq6TDo4DryS/+2HDhiXe79Gjh1UjrIhU6xHCxW8ZLyZV73TfCyGEKNnwLWbm8Hwwy48hDb1797YE7Iceeshm6WkQSPgRPP744wmvQapcidoCuRnJSuKSKH7MMcek/B4iAm+Gd1wHxuz8Cy4Ib/z7Gq8G/UEwwEmQx+tCXHnr1q3L7Z99kVOCoMBwQTyedtppNutKHxHyS+LVvgAhxbETIubHjiBhRpZ9+/XLJ5wTYuvuu+9OVC4Db+5Y0+Q7v4b9I/IZg2KGex3DmnLSXpEvDvcuYYeEI/I3Z/DgwaF9+/Z271M+G+jT415ZoBw3OV/kYKSCCnMIfiYHEDmEPuKVIFwx03UQ9Ah3oFAF0KQU8DLyt48qduRukdNFHgiiht8f/YJYCO1KBTl3qdYjtBKvJ2GejB3lyoshDFYIIUTpUeMWPzOA9LogXyIa69ytWzczGh944AEzJnr16mUhXRjERx99dLj00ksttKs25xlUpiQuIoDwKIwvFmZAeXTwNvXs0SMc3H+svf57xgwL7cIw5bsYLISF7bvvvonvYPhQuYsZZsRIFAwijEEeN9hgAzPko9ci2qHeRYmXAE5XcasmwXMU9eYgRpi9RpCQd5NLoj1b8oHvn5A1PETZhkkGQuG47xDEN954o4Vc1gSEJFUUvoQnJZ5fgffkjTfeSIiS+H3J3x2OOV2Z8X79+tnvc9CgQYn3vBBEpusgOnwCIVVOiReTII+rXbt2dt3wMPP3kcaohEkyeYAX6MILLyz3Xc6xovUQIgg7PLPeR0kIIYQoGVHiydEYhMwc8k+W0rMuTJj55D28IzT+o1oU7yFKCrVje7bAoCN8CqOoorK4GPrk1VCVjFlvZoCZecXYcqGAcViv3n/J8/QZoYIPBgrjjxeDWWRv6IihziwxoU3MHjOjTnd2Qkeo0sW2WTzkhRAwL/fLgiBCUPHox4B3JF8eEgQJ4WQcZxSFatVMl3dCnhC9GMEYvwceeKAZ3sl+t3379rUlHdyf2fJecT9joHO/IpiSgfeCZq383Uk38TF69GgTYHhTyMdCPNB3J1rFKpN10sFx8vvjbyLjSVEPwjkRLh6ShZjBsxMXJMA6ydbDO8L9z3b5TRMGRz6fEEIIUXKixP/ZM/OH5+Pqq6+2GVXyEBAshDf06dPHyttS2pZZ/EsuuSSUAggSjBEeK8qZYfbfmxXySGw94i6dR2LpZZYJv/48zcJCKDBA80PgGmCgIEyi5Yo9lM5FCLOv5557rjWuBI7VGyMiSpgJjs8Y5xPGCEGCoRkdz1yFahUqqbq88x5Cpapjw33BbDzcc889di8iLCiYEIf+QxjZ6eCeri54/RAhCHev2oc4TwZ5KXgbk1XBikK/IDwuiBfCTgkBw8uL94PJk0zXSQfiAVHnggoxQ25JRVAUIxrCGYfwTX7TnuB++umnL1IQQwghhCgUcpKwgTdg5MiRFoJBEihJ7p6fQHUtwodKrUwlY+KekorwscJQiTcoTEXLli3Day+PN09I1MvhDR2jORZA3g9GC4+EebEuM6s+25vpfvMNggTPEIbpwQcfbO+NGjXKQgVzSSHtn+vNDLyDGEGkVKfLOx5NQozYhnesx1uVTJRwP7HUNAh1jHRENyIbQYDnIpkwGThwoP09qkgMcW4Ievf08LvBE0HTURccmazjJBNBVM8j7yMdyb6XTJBE18Obmk60CCGEEIVEzrLISQIlpIIQB5I5mTlFjGAEU60pk7yK2gIzqYStkauRSWWxeINCjEGqaDF+iI5kHHbooaHLkUckwr/cy5GqoeN5551nxQe4RjRoxHNF+eHozHqhC5IozDg/9dRTieelvH8mBLJ97fDa3XXXXWbUY5QjRgiJSkauwrfwTKyzzjr2nDwafmd4Zum5E/cgPP/881Z5riLI8YiLGn6zCM3KrJOOdE0OyelCAOJNIUQTD2aya/nEE0+Es88+264FHs7jjz8+7ftCCCFEoZHT0lYko1IdhjAH/kFSWYt/tCS4R5O2azsYYCSJU+HKk5BJRvekd88xQUx41StECc0K+Q5hKlTVQZikEiVRMvFyEPbC8uuvv1pYDqWB85WwXpWkdvUfyQ1ePYrysm3atLHnhAimI1fhW3EwxKkGF4eEdHKfyGGrCKpqMYEQBdFOyGll1klHuiaHeD4uv/xyq3LH2JNXFgchw99UcsiWWmop+5tCOBjPk71fal5pIYQQxUHO6+0SWkNiKP9g6V7OLGOp1c5v3ry5CYxoTkay8sCIEi+xi0D46KOPLAwHIUfMPPHh0STd+HN/7cnpkKx5GttzMPQrU9aX7cUFVU1XTFNSe/5ADHtCNV4JrgWV89JR3fAt7vkvvvgi8RrvAWFJbNO9K3j6CMfiNX9X7r///jBu3LgwZsyYRYQKooSwqmTlxukVRC4KPX6AXkpUpsPTg7CihC8lzFmcTNZJR6omh/zeCW9FkECqMWR/FKXwCl6MA55ORFGy9zt16pTRcQkhhBC5JC9NQLzBWamCVwiREZ31TFYeOF5ilxARvCzMdmaSCFsVyD/B61CZhpWp+q3UFEpqzx9eXQtRwIw+eRyE/UX732QbmhAS/ukw+w8ICy+xSwgoBR0IDcUrQGgjgiQeqkjYFkKKkKhU95Y3GgV+Z4gURA/FOphIoMfIEUccUal1MgnhojQxVQqvueYam6jBA8XkAx5mmjNSypdE+jiUXHfhATxnfQRNsveFEEKIQqT2diYsYJL188CYx5vB+/5ZPJeEZFqWmvREkCCNJweRURP9VmoiqV3kHmbnoxMLyTxw2QLBU9H2SVzPhD333DPttijCwRKFqoDR/j7JqGgdKmURZhUHzwWha8maHLI+fUUQgHgtCalEACXLCRNCCCGKHYmSPICBkSxfIx6ulS8vjjdpzBQEVU17SDDMmDUG5Y9kh0zGsdRLKmeLTKtgRZsc4tlgEsLFPqXV2U5clCBqoh4QnlN5K9X7QgghRCFS0qLEZ0z/+uuvvO07CmVjiZ8n/CTdMaXylMyaMy/Mm1XWPJDvz2m46OUll4UkXDq8J/MyePw/+8hkXJKdR1U9Ob6/6Db9ebzrNqWlCX9LdYzRbuqsU1MVsFKNea72n4p0+2fcGL9475JksB69Xzzvy7dbk56RUiNVk0M8gYSlUemMvwm837Vr10W+j9CgBDGig/Wefvpp6//E82TvCyGEEIVISYsSEmKhNpYjXjF9BdaCvy4YUf48GYSXJeuJkavKTpUZ81ztPxXV2T/j7P1OUl0jUT3SNTkkeZ7S3LxP6Fk0RMybJ5Kw379/f8u7IZH/nHPOSVTYSvW+EEIIUWjUWVjCU578oyZJlBnKmszTYKba8y7ymeBfCMeR7hi4FTF2MaI9oTpX1yiT48s1hXgsJIlzHaLXSAghhBCiupS0pwSjKpf9UQql6lghHEeqY4jPvuf6GhXSGBXisXB9CuVYhBBCCFF70FSnEEIIIYQQIq+UtKckl+Fb0cd8UQjHke4YCiV8K9Xx5ZpCPBYSsXmez2sk0pPsdySEEEIUOiWdU0Lp29qY5F7skEPhIVu6RoWJrlFxXSMhhBCi0ClpTwkzu1AIicTZKk/b6fqx9nx49zahcZKSwJmW8KWHxddff23dqTfYYAPr9M5C6VKaPDr0VBk7dmxo2LChlTRmfcrHVqXPiidT+3UBf06CNdfotddes4pQlKrdYYcdEmVqOTauIx2xWY/+Dl7G1jt1s1T12Koz5rWJdNeomH5Htfm6JbtGQgghRKFTe/4TVwE3xgspkbg6NJwzL9RvvJg953yqI0rofRBttMb2kq2H4UOIiDdcpIlidUN4ot+PXyMEkneP92vmj2uttdYi/Uyix8/nqc63Jse8NpLuGhUDpXDdFEonhBCimKh9/4lFxnz88cfhiy++COuss07YeOONqzxyuejoHt9XKoMLD8+XX34Z1l57bWs+JwobRDJeLsALVxOGdC72UZuPTwghhMgFyoIsYRAkGEM8RqGLNIKF0KxiA0HCOb399tsmUIrxHEoJrlXTpk1tccO8GPdRm49PCCGEyAXylNRiKqphgIfEPSW+Lkb866+/nsgbqSj/YsqUKRa6Rado8jX4HrO9Ufr16xcmTZoUWrVqFbp165Z4v169elU6L46RhWNbYYUVyn2GhwRhArNnz07kkTiDBw8Or776alhmmWVCixYtwhZbbBG22267Kh+LEEIIIYSoPhIlJYwLjqjwwNhHWJA8XpEgeemll8Jjjz1muSQIm6WXXtq+Fxcl48aNM9FDknpUlFQVjhHBwWNclEQFSPw1+0eUIEAmT55s+TAfffSRiRIhhBBCCJE/FL5VIjz33HPh6quvDs8++2xS495BiKy00kph++23r1CUvPfee6F+/frmKcFDwXMEDduLhn+1bt3akonxlGQDjqtRo0ZJjw/PCGJp4MCB4fvvvy8nShAg9G6YP39+aNmyZWjWrJnl0vAdPiNsTQghhBBC5B55SkqEd955xxrfkWux55572nsY9R4G5fA805K5m222mXkdNt1003JJ5YR0IXbeeOMNe73ffvuFnj17Zu1ckoVtOYgQygLPmzfPzrVNmzaJzzyZH4G01FJLWcL8+uuvHz777LOUnhdRu3j33XetnPSceQvyfShCCCGEiCBRUoshaZZwKrwX5E4gTDbffPNy64wePdq8BHvssUfo3LnzIh2gERjvv/++9SBhG1Gjfeeddw477bTTIvt1sfPHH3+EBg0aWI4HpXzhpptusjAqvCbdu3fP+jmzb8KxXnzxReudctdddyVCtNxTc/vtt1sPlnXXXTcMGDDA8mHwlmSzf4koHCgh7ey44472WK9Bo9Cmz6g8HpUQQgghokiU1GIQJHgMeMQ7whJNfkc4TJgwwXJAMN5PPfXU0LZtWxMLbsBj0E2bNs08IvQGGTFiRHjyySctDIr1t9xyy0X2694WSpt6eV5PJH/qqafMY4NgOeCAAxI9R/BaVJSYHyW6LonrH374oXlCMDp5dHE1atQoOw7WQaQQavbpp59aA0Zmzd966y0LL0Ns3XjjjeHll182oXXGGWeoNGst4ddff008f+WVV8xT8v5Hn4ThU/J6WEIIIYSIIFFSi/GE9WgH9okTJ1qpXMKtqD61zTbbhJEjR5qB7kY8uChBMPz+++/mKSE0CuMeMUPXaMKeECV4Uz744ANbB08M+ySfY5VVVgn77rtvuWPaddddzYvBI4IEccBjRX1O8PKkaoyIIOF4OAZECce5YMECO04Eyg8//GA5Mg7HyHcowfrII49Ygj7ngSBBMPGIKBE1D2K1Q4cOiec1gQtUQvm22moru08tfGvKT6FUxkAIIYQodIpGlGD4kqyNgYGh7HkRIjWIkaggAQTJjBkz7HHrrbcOXbt2Db1797bPMNZmzZoVnnnmGTPqGetoY0S8EzvssIOJFGabp0+fbtcFUfHTTz/Z+ggRPkdsIEww/vHGYAy2b9/e9uX7I4TKPSUVQbWsVKJkk002sf0QhsVMOCBIqK71v//9z47Z76HmzZvbcfz222/hvvvus7Ct/v37h06dOpmHxD0lyUBsuciLj6uoGtxzDz74YI0OH0URgEIP7K8Ux0AIIYQodIpClDADzsw6OQAYmxjAhx12WLj00kutUlSmkMzM4jC7XmrgIXFPCdCvo127dhZWhSABwrLiuSUOnx166KGWxE5omIsKwrEwrgjbIhzMPSVU+8L78Oabb5oYyKQTfPS6+PP11lsv5TkhOlgQJJwDie4ks/NdjiG+PwTX6quvbu8hSDBa8SBdfPHFaT0k0XA4iZLC4JtvvjFhGQVPmV/fTMBL2LB+3Sp9VwghhBAlIkqY1Wc2//DDD7ckafIbMCKOOOIIyw+4+eabLWchE6688spwySWXhFJg2LBh4Y3XXrFwJhLSXTzgHWGJct1115lhR37FWmutZWO82267mXBBhGy00UaJdWmsSFUrvBAIPLwdeE2osOUgTFxsEB7mnpJMSeY5IcneGzXSF8W3P2jQIDtX8kYIOcMTwv4RJBwf+QRR4YMgYzu8RxgX/VVIvOd7DiFqCGFCvxi7dOFwIr+ChHs03gUdUcx1Ticull2WUtFl4Vv8RubPnZ3xd4UQQghRgn1K6H2BcekhOBiPJGNjHDO73aNHD+s7kQnnnXeezdr7Eq3KU+wQWhVN/p406W0zoPFoYMhjiD/99NP2GOWhhx4Kd955ZzjzzDPDIYccYiVyx48fb2Lwq6++svV92+R1DBkyxN5DuOCxYj16kiAKfIlCTglCMO4lgeh3ot/lusSvEZ/xHAM0et3oSYIwYqFKGCKDe4Skdjw3VN6KgheF4x06dGgYM2aMbcu9KX6efE4eCuE+xx9/vIXW8D4Gq3uCfN3KJOeLReEe9WvP88qAkOZ+4FpOmjTJFp7zHmF4iGcW7ltAGPs+Vltt1cR28LBFvxv3vBTyGAghhBC1hYL3lCA4MH5Jqnbmzp1r4Txjx4612XE8IBdccEGF2yJMx+PLaxvM7n72+VeY7/Z625bbhjdfe8XGB88CM/94NxAoUc8BooXQKwQeogRDHYOecWeM11xzzcS6XAPCvcgZ8XCqqVOnJjwp0ZyLeFf3VES/4xB6xZLMgxLPQWGWG/GEQYdXA68N58sjY+KliB1EC6Fq3EOEluFlo0IYHh0HDwkiB8GF+GKMCHGLGoyVOUdRs+At8SpwhF9xXShvnSl4zBo3LPg/hUIIIUStpuD/E2P8nXXWWeH66683w4OZd3pfYFSSxIz34/HHHw+nnHKKGczxmfpSAcP8738wmpva60M7dgxHdz488fnee++dCH2KQv8OjG4eqQCEd4EwLl7zHcrn4mFBnOBFAR5JKidvhIIDLlyiOReVESX+nYqSkNmP78s9FMcdd5wtcRBeyULGEFDcPwgstoUQIxSQSmTA+SLSdt99dzsHRBdj4ceJIOM+q8w5itxB2BViNOrtoOiC9ycRQgghRGFScKLkxx9/tNlwjD8MQ0pkHnTQQWY4E07DLD6GMIalz4ySP4BBW6qCBMgFKfOULEqyXAwHIeLlSAFBQkgUvUgQOmyXkBY8B4gUcjuiBmA0Ib4qORfR72QahpeNkED6ktDVHcFBbsL5558fvvjiCwvlIueG+w4x7MLDG1F6g0XllRQu3JfRnBCFRAkhhBCFT0HllJATQD+JI4880io8EUbzwAMPmKF4zjnnmBFJmBbvAd4SDGcMzFwZtIUKJW6/+/67xGsaAToIEmaLeawIvE8IQ8QGsfZ4EzDM3UOBAU8+D49xMNS5FnEPAqFh5K089thjJm7iYVB8JxtGPqKVMCseERFUauMRUUaOgefTYLByv7jhyj3EMbI+54Ug4Z6LHifn5MfII3knlBR+++2yfAUhhBBCCFELRAkGIUKEUBrChTD6iPW+6KKLLGdk0003DZdffrmF5CBa+IwcAjqR33DDDZYvURuJJlSnWwhZQXg4EydOSowr71MqNxq6FTXao9ALhEpnrEtxAXIy8JDwiCcKYcN3ePTE3J9//jntbDTH5s0WydNgXcryJjuP6oCIYtv+6GFhhJlRLIFHIF+lZcuWJkwQIXxGh3rEBkUUqCTG+caFUnSbhHnxOHnyf7lOUbJ9bkIIIYQQtZmCCd/CQMZwJlSLkCHAI9KrVy/rOO65Jddee204+uijw/PPP2+hNHRpJnm51CFX4v0PPwnhX43RYo0WiXElxI0Ef0K3EAgkdtPFnFA4BAXNBz2si3EmPwfPQNTjQQUjDHG8VXzXBU4mvTtIRMZDgpghRyOaPJ9NEKmEnvHIsbM/jgmvB4IEb8itt95qSfDkhVBAgWPheZcuXWx9zo0xI8ckHg7ItigXjJBhPOkIv/a6G4Twzc81cj5CCCGEEKVCwYgSQrEwbn3mntl9jMerrrrKng8YMCDsscceFl5EHgBLqYCRzIJhjSHNLH681wjjsfmWW4dHr33eXm+04Yb2HUAwYETzmhK5eAgQgJ5YjteDECoXFog9n9lHjBBW52FyVK7C64HhTznmivJIvLwun9PoEmEDCE/2gUCiAhaiKu61SQV9T/C6MA54zjgvEpsRqyeffHJiO57/4U0Thw8fbsKEfCQEGf1uKAOL1wQPESIDECn0aSHHhPHGK8d4I3QoKUzOE+ucdtppoW79hiE892za42UM2BbimZBE8R+EyhFy58+LdR+1+fiEEEKIkgrf2myzzcxoJVwLECTefZ38CAxMwrhKEYzuOXPmWM8FPA6PPvqo5UekCsGClVdZJSHy8G7wyGt6eCAQMI4Zb3qBIE6iHg+HxoP33HOPhdNhiJMgziOiBI9EJjkhGOPsGxHgVdMoYoDIQZCwPx4hU1GCkU8YmAscBAn3ivetiIrbKOQrMY4cR7RfC93myUO5/fbbTYBxfmzrww8/tGNFvPg4c654UPCoZJpA7WPAoygP9x5FFVgqqr5WyPuozccnhBBC1GpPSTSvwHtS3HHHHRbTT07D/fffb7P7GJgYw8zMM0tdiiDIMIopiUzCNmICcYAQiJbT/TaSyM7M/sJ5c2x2H88Ij4wjYVeU8yWkC8MbccK2Mb4x9PEk0OGcMCs33PEKUDoXrwELs7m77rqr7de9C6nAO4AxjicE7wzHTPgT3/U8DjwlkGmJXbblnhLAg4RHh8pgJK8jAKLbeuKJJ+y8yEvCm8J3vaniww8/bJ+TtI5Hh2aSVCBDrHFsCDoWhArgUSHkC9FcUXK+V+ziPNm2wgyFEEIIIQpIlDDT3b17dzOGMXKZpSbBndwDvCKnn366GcEIEw9nIPfBjXDeK5Xyv5wns/MsCIh111030UCQ8XCPCUSrazVdfPHQsP4SZjy7ke7hR4gRRAhGMgY6HctfeOEF817EwavAuhjriAAEEQLoxBNPXCRsy43waGNBBAQLYsrDyDh2KnwhDPbff38TXXEhkQ4aHUbD19gW4oj7KZoL4yFoeJjoPYJ3h/LHnMOIESPsOEnip/dN7969rWACOSeIJoQK58uxcr8hUlZccUXbj4eFwaw581Iep3ufEIDkqKiMsBBCCCFEgYgSBAlej6OOOsoMy0mTJoVjjjnGDFdmujFSPdma/BEMQ0J/CG2gVwmz/aUMs/TxXiMYzRjkZcnnZSFNjid8UxjgxRdfNEGDuGHdSy65xMSIl1NGgGDwE+bkC6WGDzvsMBMQhDkhHKmSxj7jIiLePNFzYTDivQs7jxwPAghjnRApzocSxPHGjpnCMZHAj3AjpIvtsjgk8o8fP96274n+QK6Ii14+o4gC54w3hfuUbu7k6iDC9tprr8T5cn4uouo1aJSySz1wvxJaVlExgFKFMeG6RSceinEftfn4hBBCiFyQUwsfAxcPCV6R6667zt4jVIuZ7EGDBpkowdCjJGvr1q2tBDDf8S7jCBdR3ivhhjKG/xJLLZMQJf/MnBnm1auTKN+LsU5uBHkieEvwfhBSBNtuu23o3LmzeaeaNWtWbogx7vv16xcOOOAAM6wx6lmfba633nrl1o0nvSNIMMh5RHjwvntRWBBIfi4unqqCnwvhgB6WhieESlmtWrUyUYUAYQzwPJEo78dHWJaHD8LBBx9sx8J3uPcQzXiUCA/jfYxHF1sIqTXWXneR43FxhiDhulSlqWQpUdXrXmj7qM3HJ4QQQtQqUUKSM2E03kEcIxLDjtl/DEDwng70HcEYjq4nFjV8MXQx+C3p/Zdfyn3+3MvjzbuEYUxiNiFEzMRiXOMFAD6PdmmPXis8I3fffbdVrQJyK6huRe4JooTQO7wU7D/qFYkKJX8v7kXxilgcN8cEVU3yRdQSXkUSO4IJYUJIGvsmvI1+K4Sx4SEaPXq0iQXGY/LkyeHSSy81D0kUQroQNZSn5hwJccObRPjX7rvvbsUCEDiIn+dfGIevptz34yLERViphBwKIYQQQlSWnFr6xORTgnWnnXay1x42RB8JFx0Ybjz3xGJ/T5QHgxfj2g1fjOD58/7Lb8DYJ2Ed8UHSOmFw5513niXLIwwReoiUaG4GHpTbbrvNvAXkXdADBkHC+PM9rh25JIgTwp48T8MFiXtFHMQI3i33FkSP14/RQ1cQKJnmlES/z/7YB8eEV4TzRJQgQjhujpOFUsZ45whjI68F4QGILhfEUSi4cP3119vzMWPGWENGRBWi5vHHHzdRRhjY7NlzFvmul1V270+qCmlCCCGEEKKMnCdokKgNGMXkMACeEZ8tB0r/Yjh269bNDNliFyXV6eZNuBT5HMzOIwwwdNkeRjcGPYIDI5z3f/tzeuJ79HZhrDGGCbPC80QTSi+jC+RPYDDTpHLIkCEWohSFXB4EA8IFg9+9EIgZtoOhjtD84IMPbKHCFfsh1IscjCgeuhUl7j2paAzj4+jfx8OCsMX7wb3CObdv397Ohx4krPfYY49ZZS7uK8YO4YXYQJDcddddFlYY56STTrKxv/POO83j0rFjR/OOcBwIMsTQ37PmJBpW/v3PP6FxwyUXOUbCyPC2MIbkUwkhhBBCiPLkLWscbwjGnQsO95RceOGFlkuCQVmbk9pJpI42DkxVvYp1yJnwZpI8kiyOgY2BTMgSj3gIooY9ZX/xdJCUzvtUlHrvvffMKCevBBAjo0aNslAtQCQiZNgWIsgbGiI82Aa5GITaIUzI8aHqFcfH/jluHin7Sx5GXJQko7q5Fv59wszwCHE8NFPkPbxxLOTIkCvz+uuv2/nRB+eEE04wrxDiiT4sNOZEgDC+cS677DIbJ8LDuFZ77rlnIjeHc914o03C2IllHir2u+zSSy5yjAgSvEiMv0SJEEIIIcSi5DVRw2e+ER8Y2sT2Ux6YGXeaKdZmMOYx+L0SFCRrYIghTJ8QxADiBEPYS/8iFBBvffv2NcN76H33Jb5HSdt7773XxIOvS7I3noFoaJwLEkCEnHHGGVYBjfXxBlACl1Am4Hhp3khSOceAoY2nBo8KoXh4ZBBLCINMYB+cKyIm2swwU/g+YVLeK4XjcCHAe2yTcDQEiZ8r+2KMGRtEAuCli3uJHLwv5NEAYoZrcNxxx5noYzvffvtfGeZk4opjJKcFIVfb72khhBBCiKqSV1eEe0eYwSaEhipIhAQRplTbQWyMGzfOZtzxmlgo0N9/J3qQeJK4N+zjNUY2YsBL52Lw4jlBKMC7774XwsYb2/MPP/gw/DPjTxN4lMSlUzkz/iR3e9UzPAMkurN/BCJGeteuXa0UM+FPbBvPChCyRU4JOSSsxzHttttu9j7lfTG86S8DXmY3Ezhf9sNjvPJXFLwwnLv3COE1hj6v8cpQISvahJEcFcKmECcICMaZ0LJOnTqZCEZc4MEAwtIohZyKc845x8aJssL77LOPCZr111/fxnTd9dYN4aeysLnFU4Sg7bjjjrYUexhiTf0N4F7y58W6j9p8fEIIIUQuKIj4KIzKPn36WGJ2bS37Gw3NYmYejwUGP0Yz3hIPleK1J0UjSgjPwnh2IxzjlqaS/fv3N/GGd4IKWFbq94vPwwplmiQ8/sTjYYnFGpvBT3jS7bffbtslRwSjeo899kgcG54TPCqPPvqolWbG2GZhuxjhdD1HQEU9OLzGMMcrQqhXJiFYiCcXXXh+gOf+Xjo4f8SrCzUPW0OUcJwsMGzYMLuPPOkdzxJhXOyb48TLwzgw/lQRwwuFWPP8pmRwTUhup58O4W6UtEao4DmZ+l1ZWeV0RMWkn7coA2HMvVTs+6jNxyeEEEKUjCghkXr69Om1to8DM+TR0Cz3DmAIY5Aww886GNguPoDXzM6TRI4AoHQv72F0M9OPF4RGf4xfly5dwgfvvx/atC/b54+EWM2dbYnyDjkmd9xxh+WIYKw7JIqT68By9tlnW5UqxAnfjX4fbwT7I6wLUcS2yAFaeeWVTVRxThj8nANGP0Y4nhQHw9zDz/BkcM4Y6W6oR8PK4jAmfNc9JYiTaINEwNvDmHAczzzzjHlsCFljGTt2bPjiiy9sH1QUo5EkkMROpTEKL8RBtERB2DF2dH0nzPC5554LrXbcJYTld7fPCWH7+utvTfiQeM/xRUP0vv/++0UaX6a6X4QQQgghSomCECVQWwVJsqRu9w4gAqIz5xjcbnT7a/I2mKnHkGf2H2Oc8CTEgvcdofEhRnejxcpyK2DwkCHh7QlvWtgRxvDxxx8fevbsWS6HJBkY0wiOc8891x4x7ulqjpeAal0YzBj/nAtGOvkseBFIkCesi9K8eAYQOg899JAZ9ogmPC6IlGj4WWVgLKJNDvEeMbtMqBneI4dqWyS+A8fIMeFNWmuttRLChk72QG7Ivvvum3a/eGQYQzxCXDvGhDFCjJGH8v6HH4c2fcpEyaB77w1Nm5R5v+hUzzF7eWIgGR8hx/n78USvtxBCCCFEqVIwoqS2Ey2JG/UOpMMrXyFMSCDHoCfxGmOWjvfkYDDrjyDB60JY1qB/K/7uv99+oePBB1b5eDG88ZiwON5XBmGCcU7IGE0KMe6vuOIK8+ZQpQqDG08JYgjwXiBKvGFiNiC8DK8Hj1FR4uD9YLwZK0K3OC48J3hIEHZ4p6666qq0+2D7CD5yUxhr8m0oBIA3iY7vVO66975hifXPPOOMMH/ubMtZISyMa0c+T48ePczLhVcGjyDjgTDx8LNSBuHo9wRitiYmJ3Kxj9p8fEIIIUQuUFZlgYKXAc8GBvV+++1nIsEbFuJ5ID8CQxdRAGeddVbYp127nB0fCbkHHnhgQjzRt4RQs8GDB5sHgcR3wsXwnHC8GFsUMahKla1k4CHBc8JjFLwkCBCEBM/p9o6ngtA5xBJljYEeOF61Kxl0cqcKGdsBRBb9c/C6kP+ECOSR8sAOooz32RfCB28J+SoISMLr6HlCaBfjgSChQEB0PLzRYjR3pxRgLFiKfR+1+fiEEEKImkaiJMdgcGIY07jPq2Ylg5AhjFSMXp/xx0uC4bvppptaJSkS3il3i1hhFj8OoUo333yzFRLACKeBIAZ7MpjBJySKXJVMmz268czxEd6Eke3hTsC+ECucK53UyfXwcsZVhXA1jHvG4ZRTTlnES0L4FkKIc2B88Uog4BB2iBPC5gDPTSoQChQCIJcHTwbHTtgVifN4T6655hoTJ6xz+WWXJb6HCPJxJKQNbxIeG0LYEJmE3SEu2TfhbSwcD00tad5Ikn68JLQQQgghRCmg8K0c44nuhELFE5+jydYY2y+88IKFbWGIk4dCCBEhU4Qg8RnleQGPBQY3s/nOLbfcEq7vf419F/gOOSAIGPplICIQIBjgLNFZWjwIhBdhQHN8Rx11lD0noT2KJ6ZTThfPCc0LMcppSggk5HOOeB0QVAiWqGcj2kASEAEVdXTHk0A4W7LQJ8LK8M5wfhj69CThmCkJjFdl9OjRtg2qlhFahQBwPPGfY6JzO8dMpbILLrjAxomxJxeF/TKOHOvLL78cXnvjrdCmz6723TXWWDNs33Jr84zsvffeloODSEIQsQ28JvRNIR+I5o1UXyNP6KmnnrKxoVwzoV8K38kv0eIOwIQAv0MhhBBC1BwSJTnGE90Jw8LQj5YLZvHO7RjRzKxT4WngwIHWpJAZf3JRvKyw9xw59dRTF9kPxjT5DRjuBx98sBnZeGjwVBDSxBKH/XEszOzj4WABSgJjiMdFic/oe68U9+ZgbCN0MMoRERwDSflxww5Bwja8OlUmHgLv3xKvvMX+EECICz5jfxj6jBXHx3sk7afzkuBVIVcEDw/VxM4880wTNhdffLEJDT7bfffdTfggKqx08ocfh9///f4ff/xuTStZyCNBgNEBntwTclO++eYbu1YdOnQwIcexMSash5cFscRxqldFchi/qHiOi4fqwtjzG+BaRfHCEhImQgghRM0hUZJjMEQxSKMhUhjjHvbDjDxGLfkXGMl4Hxz3akTBK4BXBWPts39FihtYh3XsYLP03gDRYduEQGHgI3IQGxjxhIQhStgnlaIw8keMGGHrkvDOthyqeDHDDwgByu7iDeD7bIfv0s+DBTDuMey8nwjrIWD4rntKvD9LOuIVyhzvMM/26OyOqOMRbwjHFfXExMfDoaIWgoQxJdyK0DnCtlyYIUz4DI8M4Vss+x2wIPQYVSaqhtIj5eXx5pUin8T7vRBiRxECjF2uH6FdbIux55wZOzwqjJtILUi4d+L3CIIhLlCrCqKDezQufLhuvCdRIoQQQtQcEiV5AI8FAoTcB6o0IUQw4hECGNaEdxGKhTggnIeqTYRbYZhh5OL1wDhD2Jx44omWi3DXXXeFN96aGNr0GWX7eJFu8T9PW2TfhGUx4x+FfUaNPEQCORsumFzARCGUidwRjH9KBnMe5513nhlvGP94J9xLAnh/qESFUPDt+n58HfccVQSGPeFrhI/RGJGx4bwIF2PMEBaILAQK4ol94/U56KCDrMcIx07YVLyLu3uerr32WhNMwLYRVBwj4Vzp2GrLrUKrltuYlwRvE54ZhA7J8hjUCBM6ynPtaVZJbhAliwnl8yIGeGAQiWqyWB7uK+75oUOHJoRtTYRWsS2JDyGEECL3SJTkAfIWMJgxQPFyeC4Ihj3ihNwShAAQ7nPkkUfac0KK2rZtazP1GOb9+vWzZGvP7ajXsHFiH4s1aRJ+zcKxkrwOUSMZT46XCmb/JGyTw0JYFIY/BiTHhIhywYFIiXpKon1bKguijUaICA7EBsKB3BfGjDAyxgZRwrHhKeE9QrkQFeSXkJfDmJIT4seHkPEiADSJdCh3zPc4N4SDwzVKF2ZFzgqNJtk+OTl33323eUPoBE/jxUsvvdTeo78LnhzGF4EFnBMhXhQoqO0whlQj8+cVwf1DmFtN7iPXFPrxCSGEELlAoiQHxKtZIS4QJhhXhBK5h4BysQgVZvuZNceApipTNNcCI5scBwxaT85mZp28kb333T/c8GaZ1+P3P/4wsRCHsKI4GMZx3AD3cDG8Gng5yG3BOwOEMuGh4HgxpjwHBSMbb4B7W4BZbox7D7/BI+NNBX180lX9Qoh5p3NycjDiET7sw9/nPcbQx5RxoxgAHig3/hEwhFMh/hAcTz/9tHmjPK8FrxXniYhB2LC4wQh4aAjtQtDQ/PLADh25AvYZnqGG9euUOxcqdjFeeLsQmE8++aQdMzk/HCsLhQXwluBJ4prifeL+IH8lfj2iJBuvYusGzz3gZZqLeR+1+fiEEEKIXCBRkgcwcuOhQ0DYCF4G+mEAYUYeRgQYzscee6yF/AB9SnjNI8b07HlU70rfBwRRQAgY4oIkbLwzmXhK6PEBNElEMCEMSNDG+MeIJ6Rs2223tVAlDO94uJd3secxeiwsCBSWTEF8uDCKiz0WB8Oe48fwxwtCDxFK9DL2JJaT+4HHB++FlwpOF7rDmOHh8DwfSgV/+vmXYaPjBqQ9Xq4RoWF0oCc/gf1ihOIxIZyMUC88PxQfOOSQQ2x84/1XwIshRBtxCiGEEELUBopOlPjscLHNCGcC4UiEZGGUMmt+/PHHJ7whQF8OBAkJ0aeffrqFFFU0DmwT7wtGOB4CBIl3ZscwTtfVnLwHQp3wgnj4Fsn3QHNEQskwtgmdwgPBe1TpYuaXc4iGQSUDQYLnx4VJVYka69HtuNjhfHlE4JGDQGI5lczo80JlM0QJogoQLam47777TJDg2aDkL/1Xfvzhh+Ay6OweZ4cN1l07UWmMR7wejN9FF11k+yCEjevGvi+77DK7xlT5wgOD14YF7xOhXlw3tsP4IrY4R+9jIlEihBBCiNpEtUQJM9HkDRDqEoVO2NmGZGzCcjDKmPEuVKozm41xjHDAkCV5nbAiB1HBgleChOlkxnO07wZG8Ccfvm/5FNH3ge/iOSDEyo3jOOSAnHvuufac2Xvvfo53BWFDXgmig5AsKodtvPHGFr7kQoRHzh8jnJwZwqUQBXgkMLLpGYLAQfSwLwuF+rdDfGWJGutRUcL+KUvMI+OGIKFiFl4cRAXnTnga3/VQN0RcKhAKHLf3QyFZ/ukxzyU+n/DWW+GNV18u9x3G54wzzrD8FiqZUcGMa4KAI9fk8ssvt4T4Rx55JAwaNCiMHTvWKomxjBo1ysQgHhVESbo8HM7DPVHFlCSPIHXvFn9PqiNO87mP2nx8QgghRMGKEkJiMCCpsoSBFvde+Ex8tiCBuU+fPmb8Elvfu3dvq/jklZwqI2yilaY8QTybVDSbjeHuVami1ZyoKjRgQFkY0ODBg83Ij0Jndjj00EMXESR/zJofXntpYhg8ZGhYqW03e++liR+F+fMWhCbLtwgNwryw6Xpr2JghFvASEGaFl4T8CDweGMlR6EaOoUvCNlW1omKHalSEIHG8GMwY+ggPrjt5JuRCcI6MA/eKl+DFg+LhW3hh8AIRsoRHATHmoiR6XTK5RsmMdQw9wq0QAOTDcI8S4uaVuXjOvcQxE97lhmC6Xim77rprIlH+lQnvhs23aRXa7H9YGPtvBdnjzugVfp72o3lTvv1qcvjh68+snwz5Iwivnj17mneFR8oCIy4Zf17jLaFIAMeHtwSRggDi+BGr3C+IKh6T3VcIEvbBYzGJEq4L18mfF+s+avPxCSGEEAUrSpj5xfBhVpdHD/M5++yzrZxqNiGEhRlpythiUGOk0eOBUqvE6lemfCe5GuRp1CRRA5lj9dlr79zuHcl59HXJFfEcCWbwzzrrLDNkMUJJYsfDgGcCmF0nNMr54tufwuM/LBPq1GuWECSw7QmR67Bgfljh26ct4ZsEbQfBQUgRRu+DDz5oBjcgFGj4B+Q8eCI8Ri8MHz7cBARCAsFy/vnn2zVCQOA1w6ODcOLakIvCvUG+SbR7PV4HSgqT7M/3yLPxykPRvJNMx5wl3vuFXA3EBsfkHpyoUY8oREBgEHqPEL7nx+EhXVHoVj/sodFh2ip7hWd/Lu+xm7LkNiEsGcJS64Ww9M4LwoF/vhpefWGM9TvBI4IIoyABorpdu3bhpptuMk8SQo9O74hEBB3rsDC+VAnjPuK+YKwJk0NEAV4gF6/JcnaEEEIIIWq1KMFYIgbeu0+zUNoWo79bt27hnXfeydoBDhkyxGb4vYkdMEOPuMDIozoVxnUmYNRh8DsYw9k24qIz7t73glAcN8i9IzmeBYx/BMdpp51mBj8GJ9WiUs3W77bbbuaVwHPEDD85Ds++9m7Y9sSy8rwpqVsvLKjbKNQLM+17hFJhcFMFCu8TogFhgWHMmCL4MPARQHhR4mDUM8Pfvn17C8HCmL7xxhvtOhF+wvFj7HM+nvCO58KFGGNEGFM8zM+9IhjXhLBV5xqxH0QHYWd4RqJeKcr5AvcNx4lHiJ4xmXSVJ3xt9AtvhLr104cQLqxTN8ycW7Y+YXiME4Kd60xDSfJaqKDGb4Xx4x7p0qWL5ZgwlngdER381qgSRlI91wVxR0UvPD2MrYsSJgeKyUNSbMS7x2e7P4oQQghR6lRJlGDY+swy/5yZucXAxfgjTyGb+Ow8EA6EgUeSN6FbeGYw9k866aQK+0YAYUTJunnPmjMvNJxTPu+iqmDM//rHX2H+vHmh6ZLLhJmzZoblm69s+4Df/pwepv3fr+HzyZ+H+vXrhSFDh4fvf/wprLXu+mH9DTcO777/YVh3g42sfCxiYfpff5kxP3PWLDvP2XMXhD+m/x1uuOGGMGnixLBE88wM0QV16tny5/R/ws+//h4WhLrh519+C+ttuLEZXG9NfNsqSSFYfpj2c2i+8qrhksuuCLPmzl/EmIeGTRYPD4x8KOzdrl346ssvQ/8bbgrdugVrCPj1V1+HZZdvHr79YVqZCGnSJLz+1sQw5euvwxprrhl2aNXKthFP0vcxQpC4KKnMNYp6SurWbxjWWme9xD582x9/8kn4Zuo3ocUaLUKz5VYI9Ro0Cs+/MC4c3aWLPf9+2s/h3Q8+ChtusEGInHqCBo0WC6u3yGzMP/5scthxiw3CLrvtHho0Xiy89eab4fY77w7vf/hJOOecnmHJpZYKe++zX9h19z2tCti9gwaFQYPvC232bBv22rOsR8kSSzULw0c+ZF6Vvn37hknvvGfbWnm1FmG1NdZKnFeuyPX+8g1/3xDRVE2Lwnv8biRMhBBCiOxQZ2EVgphp8oYgIJTl8MMPt/4PhBvRi4F8g2S9MKoKXhFm8emBQSgToTieS0J51muuucZm56sym84sPDPku/UeGeo3VnJpvpk365/wQt+OllcR9ZToGhXHNYq+lyl4pryIAuF2qYpD4FXE88bfl8o2T0y2D8RV+35j7L3Hzt0rNG6Yen6GYh6U6nYQI4iUqhxLpsdXHapzPYQQQoh8UaX2wQgQnzVHGBDzjlB56qmnbEa3OtCvIdpIjHAWjBFi7PEcIEi8TC55GPTZ8DK1QgiRbfCGID58oau8EEIIIQogfGuvvcpCS4AEYrwY5EggEKrTP4SE4F122cVi7725IBWbevToYU37qDw1cuRIi6cHQrGYVaxuieDh3dtkbUYRx9M777wbPpv8WVh/vfXDFltsHk497TSrVkWuBBWf6EOx+mqrh8ZNGofnnn02rLb66uG9d9+zUC9yNc7o1s3OkUTwN95807b55BNPhJEPPsgOwqqrrWYijdnVv0OT8EGdDSo+sPdGhvD3L6Hldtst8tH1118fZv7zTxg8ZEhYrMli4ZBDOtj7P/z4Y2gQyZ2IhsfNnTfXmjbSp6P9AQeEfdq1C506dbLPbr/jjvDN1Klh3rz54dTTTg1rtGixyD6nTJ1qeRSMRYt/Y/OZ4W3et3rX6O9//kkUGqCKFTkb3EvtI/kr//fLLyZwvZIWeRoLFywIz4wZY8eN2K3foIFVRIt2u8cDePRRR4UlVlorbHv8NRUey0f3XxymffmBPW/cpElYe621wkorrxwWzJ8fJk6cFP7668/QsFEju7/Jx+EYyCvB8zhixMhyHd35Xc2bPy+ss/Y69r3nnn8+bNeyZXj9jTcsx4jcku23287OjVl9q9S13HKJ72YLrtGKKa5RVeDYvBxuTfUeysU+avPxCSGEEEXVPNGFQlWhKSBlacmbOOGEE8p9RrI1uSWIFao00aAPIUKyfaru15WB0I104RuVAQHx1RefhTkz/7bHTTfeIIx/4fkw5d/O6KQpfPX5Z7Y4bVrvHJo0qh8Wzq8XDjvk4HDdNf2slO6w+wZbUvODDz5k1bEAQ5UE6LIeJmSG/JfnkZYF80NYMC/US7I+xzp/7pzQpGH9sFyzpWw98ob++v1X69ieTJQ8Mmpk+G7q19bfY4v/bRI23XjDsGDeHBMEG62/bqhfZ6GVB6aZYDJ+/vH7MH/OLHtcf52ybvFz0lyDTK9R44ZLhmWXLhMvE954razs8IQ3w6EdDkqsM+PP30OdBfPscbNNNgodDz7QepZceP551o3+0Yf3tJK9F13QOzzwwAMJ0XvLTTeE+XNnh7XX/K+KWDr++vN3Wx9D8++/Zof33307fPTBexaGuOXmm1pJbUoGX37JRZYnRfJ/q+22tVLAox8dFfZt95/4LzNW64Wdd9w+PPbYY+GV8S+G1jvtED77+MPwz/S/7HHXnXcM0//4LYT5c+1xtZWbR76bHdJdo6pAbgaiKpOQqWzvo1Ao9OMTQgghSqajO2V/KRHLjDGlU2lgR0M5Stgy44ux1qFDBwubwGNCPDdeGYxFjMhCSzZFSOA9orIVIguBAfSlQHjxmopPlAIm7pvzjhr+eJ9Yh5l+tvXss8/aZ3hH8BZVx0CLwxh780u8UpR39jSjeNNFh3PzY8ZbgucMsei9Sfy9dOSihC1livE2MYbcJ4wbx4aIdW8C5XgRxIgrKl0xY43ofeWVVyxXiQpnlJ5GbPE5kLifKdynCDs8iXgZyBngvPHkuDeQY6MPDcdLE0lECWLomGOOMQEar8CGKEE0efI1Y06BAaAil/e8oOJZMTbiQ5DwW+f4o3AuXDMhhBBC1D7yLkowqDDICEWiTCqQQE9oD0YcBgqvL774YjO8mNHGKCaUx7t0FxrkwLCQhE+jQgxTQnIwNum3gohKNnuNwUrVLUQInhDKHQMGLOLFQzyi0BixzsIFVoI2JQvmhTBv5qJvL1hgBrE3BmSsPV+I46SamoPHgcpqdHMnj4iwJz6n6R/nhiABjjuTRF3K10b7ltQECDjOi3uMIgx4fwjnwrD3+4ZSu4wt14lzQKQxBpTp7dq1q92bCCyEBQITwTLh9ZfDTi2PDHXqpQ4bxGs095+/QsP6dW1MKElMPgIln7mvEYAIUDwkCFAEE9edced+f/TRR+05fWWioptQM2BmnVBGQGRRKpptcF5cl2Qd7osFBCOChPC5aP6GyvAKIYQQtZcqJbpnEww2+nTgBaCLuBtgI0aMsJlqZu5pxoeB71B+mBCYQhQkUZiVpxcGRjxenYcffthm3pOBYUpPC2bBWfeuu+6y14DBnKqZX6MwN2wVPgzrzJgYZr01NPH+2jPeDuGd4WXLpCEhzJ6xyHfxEDBrj4FMM0SaKCI+8FphfOPNIZTO+40wa4+hTtlgjonGfhjyhNBxrbxTfXWrB2UTjHLuMTw5CFmuSVwccf4IJJoa0jeG3BFyf/gOYYOXXXaZeY9oGrrHHnuEWX/+X3j5hhPD67edEd666z8vF8//eW1g2HfV6eHLkRfbeu6FAsQewhMQqoA43Xfffe05gptrTP8SBDjPaZqIQHfIHeF8MNoZdwQOXh4MecQVgh0QinhMXCwWKpwH58QS94wgSKIJ5lX1iKbbRyFQ6McnhBBC1GpPCbPWGH5AMjEGMQ0RST5GnCA8AIOYpn406mMGmxnhYkgGxRhkdp1zwzAmdwDjduDAgRYOFDUWmT0nuRojE6P43HPPNaN13LhxZkgz801JVMLcDjrooHJ5HtEqZfTZaLNtWUjPnddfEe4bPGiR9TwvBOOY3hjQs2dPEyHeWR1hRAgdYXOEmDl4s7g+XAM8EKzPjD3J6uQUYVBV5trE162J6+rd3vfZZx9b4nBPcY50nncxzHVASCISOM/x48ebR4lrxDjh8eIRTx39XJzp074O7/3xfejbu3to2uC/EDhP0Gd8ECZ8j5KtnC+V69Zee227T7i+eGi49+lJggDk2DgGCiUwznwX4xVByT2EN8VzqrzYhI8l4hax4g0sa3qsqwJiD0Hrz4t1H7X5+IQQQoha6ymh0znN/+im7WCYkU+C18QNRP8HzWwzhlq0K3ehgzHITPerr75qj4cccoi9T46D55gAs+IYlhjCGKacP6WV6epNDgrVuBBwgGFKo8o4s2fPTnoM0WaHcTC+ERUYumwTo4jx5X2MWXJ4MIgRQH369AnDhg0zw5xjI6yGY2bG3nvGrLTSSuXCvYoFhAIeBh4x3vFO4TkhlA0x4rkzCDeEM2NKJ3rGgRCrGyMlsJdccinLIyKBHe+FXxuuH+/jeYJ4lTqEIl4nxhORxzjjiUL44BHEm8Vx+e/FwxwRJhy358fwPp45RDAeHq5ptPmoEEIIIUShknNPCX1ICAMivIS8hLPOOisRhkV4BonPbrD5I4Y8Bm9FHdsLAUK0CDcj9AQjFwMUo5fF4XwIAyI0jZl66Nixo+U64CWJrhuHnAiqWsXHNBmeeE6uAuONd4QFAeRhROSpIIwAIxhPCAnWGORLLLGEXR9P1Pb4fg/RojcNhjYhUczeFzqMBwvjT/4FZXgJVyP3gtfcY5wTY4VH65ZbbjGBwX1HgYU77rjDRBwNQ5PRcruW4ZknHw9PPPGElavm/kXEIEyjMMZxECGEcSF0EOcIcbxiXBMvltCvXz8T83izBg8ebP15jjrqKLtv8CZyXTyHhPPivqBgBB4i7i+ulRcXIGxNCCGEEKJQyKmVj/F35ZVX2kwzCcSEqlx99dXlSn9GYdbYO8WTU1IM3YkRJIgKjFw8PsxUYwwyEw4YvZw/xqL39SA0jZA1utfzXYxLKisRPkXoDvH0VJAi7wMDNI6HusVhpvz8888Pzz33nBmw5BuQn4AgwWBmu17ZC28I5YZJXH/kkUfMW4JxTKgWYXYcE7kWHvPOtdxkk00sKdurSBU6CBI8F4gExtkrcyGwMNL5HJFGRS7uNTxIjBseEkQJIAxIhk/GAe0PsMcxY8aYKMDL4XiyO+PpnsA4JNSTz4Nnhd8J9wTfYf9AWB0iB1HEdeKacB5cL+4BvGv8lrjOeGoQJXgbvWoYgoT7kUchhBBCiJL1lDDjTI4IM8VURsJDQhgQYHjx2r0jGPKEzhDqxay9lzwtJDDMvVGfJ3djVFJOFq8CBiBG4SmnnGLhO8zME5rDbPeFF15o61MGFnFGfgciDGOS3Bo3aD0MKB1lPUsWhWR5QDxQtYmcEIxtPCAYrO4h6datm4UnUeGMkDGuEwnWCBPOg/W5DggSDwfifP3ciwWMeIQHZZndU+KV0nifcDZEC6FoiK0hQ4aYwc96J598sj1HpCBa8GDE8zI22HAD2zaih/AvhAL7xGtCmFuy3I4oiD/yjfA8sX3KAjP2NFTkuhG+hejF08g9w0IYGb8drifHxX75DmILsYs3DvGZqzLMQgghhBAFL0qI1T/66KMThiwhJRjteAx47NWrlwkWZopZh5AUDORC60PiYJRHS68ipJjZPuKII0xU4JWgohOChJl4xAiz3IT3+PmfffbZ1gSSz4DzpcoTQoOFUK14x/pkpXQpbTtn/sJww5uzyxm5hF+RMM12GWOOiUaMgwYNstcYvAgi9u+J7wgRDGlyYTDSMXIJW0JQEcYFO+64o51zoSRMpyJ6fFwblmShZn5P8sh54aVClJDUTsd7xg+PHeKOsUYo4/GaNbcs3we4d7meiBJEDuV+o94SPDNxuHfiICgQ7eT3cAxcb7woXLdRo0YlckoQiYScUTqa9RAsN910kx0jYYOITcQVYZIUSuD3x/nhQfOKT0IIIYQQhUDOkzTc+EN4YBRjfFHliFAVQmMImWHWnkpHxNkXqiDxc4n25aBULmE75CRwbuedd55VVMIDRGjNcccdZ4IEkUFYGiKM/A6esz5CgO9T+QqPBGIGrwuz3WyH91PBeA4fPjzxmll5ZtqZ4ccAJT+CPJZddtnFQucQUySzI0QwdD2hGw8JOQuMPbPvzMaTv+B5Pxw7vUpqGwiRaE4GHi+uK/ej54RgxCMYgWtH5aw4eKXatGlj15P8kHTFBtLB/snlQRRShQ2RBIgktsn15HO8PPS24X6hrDafIX6o6Ob7JqQLLxDHgzeMRzw+hSIaEVYsNSVwc7GP2nx8QgghRC7IW+a4lwP2Rn0Y1MzWkzNBbgXhTZmELhWKIcvsOaE05F3QkZ3wGzwgGLYY9Ri2hGdRCpYZcJKYAeGAiCHXAIHjhmTUOGE2HQ9HqlwGvoOou3/YsMR7VIXCYCVnBCOZz0mWZkyZPaeaFuFd7777rnmvgGPCg8IMP53FEUXMsmPAsh5hP3hNvARtbYaCAlxHwPPlwgSvBFXS8IQgHCjFHIfxg0mTJoVrr73WxrCy4Jnx/CGqbHENuXaEZ+Gx8gIJDkIRDwk5Wtw7CA/EPnlIeFn4PdG3BJGTqjBCPnAPI0tNNXrMxT5q8/EJIYQQuSCv5awwnljcY0ISOMYeoSbxJnfFYMRyLlRNwuijzwSQt0EIllfMwtOAWHAwXN3wJe/AxUi0XwEeFGbFyXWI49WdEB91ItXJGjVsaMnrVG5iTJmFxWDF44JIotITnh0EId4ZZvjxTiGyGHtECWVoCUkinAsRSdlm8mMI3apNIPoYo2jjOnJOEAWEexHGhpcJbxfXiLwbPE5co+efey7xHUQA2yJZHqHHup999pn1PPGmhpXBSz0TioWx6iIJ8eo5SQ7hdW3btrVwPXJLgHWoHoZXDIOXEELuFwSwqm8JIYQQopDIe41dL5uKMUUfDpZCTGqvCAx5kpHxRrRr1y5RJQmxBSQn4yUhlIZwLPBeEoBQwfAnGZ0xwfDEEKWyFd91T0oyQYIIYmbdqzTBWWefbd4QQGxQ7YtwLa9ghheEY6OpIwYt63iZYGDf9Fa59dZbTYhw7J4o7t3bawvR3CCECeeGECOXg9LAiDDC4xhfOtyTJ0L/mNdeey0c3aVLYjtX9+tnQobSwVw3ChYgBhlXPFUIhMo0x/NO7lwfQBQCYWN4bBAa7AsBhKfRQ+y8jDNeFfJIEEfkqeDpIgyMe43XQgghhBCh1Du6xyFeHw9JoYYGJTMmeQ8PCbPheEgIxSLMCYjvJ3SHWH4MesA7gVAg1AsRQcgNxjDGJN4K965EoXws2yVHgG7vGJuIFrwmJDa7ICFcbM+27cLEe8v2P/XfpHvCsZjld1iXfVJcgHAyPCHMrCM4mIn3XjDRimI88jn75TvM4GO4F1MzyygTJkwwTwjCg/yZaCUxFyhU3CKRHfBCcc5ca8rycr1HjhxpwmPTzbYIB/cfa+utudZa4YvPPjEBgneDXA/KA+OxYH1yPQjBokEm3i/wwgFRfNwRjICXjfuDsDHgXqBKF+KInjIsDkKX60R4F/lE5MRwPIgRvDV46vitFcq143jxyvl5IaKKcR+1+fiEEEKIkhElXgq1GJM8MVAJ7yFJn0eMembIMTzj5+O5HCQr0xOEmXMg3Ce+Lp4MStAiPNIluLM/epHQIK93n4tCWKOsV8ZOO+0c7ht8j3X4dgGFMc6MOont5Kdg/JDIjvGNkYpBjiHsFaiS4d6SisrbFjIIErwXPCJKONdoaeN4qWPK/CJU6BlDHg7GPd4rrueJJ5+aWI9r9djDD1mPEcLk6PNCUQHC5qiYhVAgaR0PBuV68Xywn3hTUK435X8998P7miBqEbrkKnH9kjVhdBCdJMOT44RgRZQQHllo4O3zpPuqFgUohH3U5uMTQgghSkaUQDEKEqAXBRW1ECSAAZos+TkahoPBieFLqJfPjuL58E7bJL6Tv+AhUoSzeflk8kD4HtvAO0OIGKE4hGa9NfHt0KZPmSgZNKhMkLAfjFNKxtJrxMEQp7AACdRugMdLHCfDy+oWM3hI3FMSJ+ohcghzQ5AwNjTBJFwKrx4C87U3J4R1jyorpVy/Xn3LDSJP57777jMBgTghr4cwsMsuu8zEK9ePMsNAaBUhXng9qMSG2OC6u3FKuJ0LS+41cn8QGoSJ4VnDSxIXNS702R+J7hi8CGGECjlM7ANviUoCCyGEEKJQKBhRUkxgNLq3gFwSci7I2UBMMEvO7Lv3knDISaBvBOAlIXeEXAUP96IiFxBeg0FJuA4z4XSyjyf9R6s5kZ9CHxI6ey+xdLPE+xiqiBaMUmbnAc+I54ZwfDTVI4wo2gCy2BoiVgWuD0tl8LFBQJBLwvXCG/bN1KmhLKjqP7h+5ONQzYz8DgQK14gwLsTI448/bgIRccJ1RriwRCHMi1A9BE5UsNOHhLAwRBXhWffcc49Vq/MGiVG4zxBEeErYP8fFtggXwgsjUSKEEEKIQkGipAogSMgxIGmdfBCS0AmhYmacWWjCocgDoVu7g2FI+BQldTEiSRZn9p3Zb8K4yNXgkRwUwncwfjF6U1UhY9aefBEXM8yg33zbHaHvi7/ba7wqJK8jSBBAzPZTMpbkaELOyE9gZh7vTTR3hIUQLtZDvBRzmFY28bFh3AEPFTkmA265LeV3EAH0gWGcESJXXHGFhXTRr8aFKuKCxHU8beSh0B+GcC2eJ/Me4t0hT4Vrz/3GPUUoGX1m6EESB88MwoeKYQgTwvwQO9GmjkIIIYQQ+UaiJAkVVUjyvAoECYYjr5kRp6oRXhMMTWbJMR7xhjz99NOWZwJ4S6jwhBgBHhEnvl8M1C+//NK+h2cjWU8J1qcKFMnTwHM8KqFugxBefNHeu+XWW61ELYYxncDpVQGEHH377bdmXGP8EooVN35ddBVzMntNhQpGK6DhsYiKEkTG/H8bvHuVM0CgktNBLgjChHA/T1qn10kUtoE45ZqRo4IHhPwTrof37SHkC4FBjgjChP44XH/uN645gjbqMSMUELH78MMP2zrco6L68DuPwt+DQm72KoQQQhQyeS8JXGx4LwvKxca9CBj75Bwwm83sdO/eve19DEZCZgiZIjk6nbGMUKBaVrQCz/jx462DOLPi5BrQ9wJBgoHMDDjVleKNJq/r3z/hoUGQeKlb7/SNl4dzSAbnRViXvCTpoVrZ7pHKZlEQFnhE8HzQF4biAlx/qm0R2sV141qQI8T1wDtFIjyesb333tvCsvCeEfpFvhChVohPLyHt1wlPCNcfDxzV3EjKR3hEQZjSL4e+M9yHPMcTJqoG4oOcq86dO9tEhC/87iliIIQQQojKI09JJXNIeMSAxINA1awoGPnkCRx11FHhvPPOsx4iGCmICsB7kiwpOQ7hW+SWOPTEINyGZGU6dWOsAvkJ3hk+GYQYeaiQJ7Fj9JIoTchPKmpDMnuu6Hpi13D7+2XPH3/i8dCgbgi33XZbePnllxPr4Jl4/fXXLdmdMDq8Xz179kx8jqDkvnDB26xZMxOvrVu3tjLClCFGvBACRj4LQjOaE4PYYBt4bsgtQty4Z8zBuzJ06NBECB9C6YwzzgiFgPdXKZZ94A3BS4Kwd3iNSOG9qnhLcjEGQgghRCEjUZIB0XAmDEdCbKLdv4HXJKYzy03YjYfwkLNBHP+TTz5pYTSEa3ln7jiEbZHITJgPPUkoGYuxQu8WDFkED4KF3AZyE6gC5WFfGK/3DL4vhDUPtPeotHTbLQMWSdRGMPGI8VTspX0LgbZt9wq3v/+sPT/2mGPC/LmzE94JQraokoaHC48HQoVCCAgL8nq43lOnTjWvmucFnXvuuZaThIgAvCqEaCFsCRHE+OU9PFlUZaNXCvu68847E4ImWb8beO+99xIeEkSnl3/OZ2ED9l3TjThrYh8Ij2yFauViDIQQQohCR6IkA+K9OaJeEzwhhMSwUNmKxHL6iwDhOsyA4zWhtwVGKDPlhHpQVYnqSHhEmAWnbC+5Bl4Klkpe3rsgCgKFGW+8MuyfviMYvBi59Ro0Cm36lImSm24akDA2o54ewk4whD1RX6Iku/kpCFO8V1TG4lohVilsQKloBAGz6QgP+p1wLbhvCPvDw4Eo4X5wQRLdBx4urjN9ZRA3JMZzf0TvEXJMCPsiZCwOYtY9I2wL0erln2t7tTUhhBBCFD4SJRkYmswqR413f06vCgxNYvhJUGcWmw7aDuIDrwqz2SS7n3322eYxoVcEC9uhczjlhL1BIiV8yUVBnLA9xAzhWt99952FXNGzgmRpchYQImwfyEHZfa+9w+xESFBZx3DECKFDbnhyLnhfoon6IjuMH/9S2GqL/yW6tQOVz7jOhNLh7SAnBE8GeUZce0K0KFywyy67JL7n1zQK26EfDbkoeMbwnHFd2Sb3Hl4zck6SfRcBSmI8++aa09CRvjiIZDx56Qo76P4QQgghRC6QKKkGhM0gELzXiBtxzJBjZCJCHCoikRvCrDjlXEk2ZrabPAHYeeedbRYcAUNYDaFeiJFo2BYlaOOQW0AFJxKcl2++crjmlRnlPkd8eOiWiynljNQMW265RWjUcNGfFB4zxCv5HITukeBOmWA8Hiw0OSQnhGuPt4NwPwRtKkHA+1TvwrOCEEkH4hVBxH3E/UpjT47B74toGCKihfX4PJ4vVVPgKaIRJPc3oYuMQ7yqVTb2QVglMDkQLSJRCBT68QkhhBC5QKKkGiAWXJCQuIxByew3+SCpoGs7TfSYuX722Wct34BqW4gKZrExUDBKo0LHLlT9+hbDjrhhZhvDlPwQZsgJxyKMbIWVVgkhfFruey5E1HMkfyAc8aA999xzJgTwkpAPQuNLiiG8+OKLJkRdpOBJwYNBbglhYPTBqQoUNGjbtq1V/KI6V/fu3S0ZHngP2I+DIEGk8JgrUcK9Sz4U8BtwCG3LVvI3XkcvNuHhkYVEoR+fEEIIkQuKTpR4qEmuw0o8fwRjiVAqDDdEAsfBMdE5m9cV9ThxyB1AfLA4eEYQGSQkY5BtttlmZsQyK85zDEVmUZlpJ38FgYMHJB0SI7knmsPjohDvA2FWc+bMMc8JnhA8J/QhwVPA/cD1J6+I9bjHbr311nDHHXeELl26WB5KZRoeEtrHvYX4YNtU8yKfiTwito9HwnupuLeEho0k3acqxFAT/Prrr4nnr7zySsJLoJ4fQgghRGlRNKKEuHhi7knOjZbLzRUYeZ9//rlVN+I54oPu7TQ5ZHab7u3MfiMc6FdAMjEGZyYwO0q5WELBOE/2ccwxx5gRyTYIZ/HzZ9sYbJMnTzZhgkGJAYuHhUdRWNXaXJRwX7j3AeGBZ42eNKzHvYRxTmU2wngQH3hQWIcwL+4Nml5SWhhvB+IhHdyfbAfvC/cMHdy5N7hnuF/IJ5k+fbrln/A+3hI8cIgR8lbyVfwAsaake1Fo8HslFJe/00wOEAIZh1xAipy0adPGwnQdCpIg/il4wu8Wr6gQQogibp7IDDLVgghzoswqngJmnCsLBiCdraNLMjAS4ws5AcTcUykLwUE4DAKB8Bpi9ckPef755y0unvcI4yJHhH9Gybbns+gcE2FYhHTxnH9ghPt4nxA8MYgQKjJ5YjqfcQwkvWPEYXQywxwNxWG9ZEsxkMk1KkR8jKPNJ6Nj79ee3CCqqxFexTVlXUQlopdCCDNmzLAEeIQu2+CewINx3XXXWR7JDTfcYIICIym+0AmeMChKESNaCSnk/uB+5R4mYZ77h/uTbeI5YV3uI0IEJQqqBxMIFMDwRc0UiwMKSLDEYRKMUtyUaed3S+hl1LvnUNluyJAhSbdNCXDCcSVIhBCiyEUJhpobZy4GMNiIu6/sP3x6RGCo+UL4U0V4J3QEA6VWMRARR8xaY9gBieYcW7t27SypmNdALxHyBpJBwvv5559vs8Njx441UUFIDzNu/CNkv3ToBoxIOnpHGxpiPPKaxzXXXNMS5ddo0SLUBrgulblGhUay6+W9YTBcMFYRJYTk0eSQe4l7Gs8Gs6mEXHG/UewA4YK3hMIIjIU3RyTPhCpaHr7Hd0888cREHxp63CBgCNNCNCNgES3cs3hs+D3hkfFHwhK9ZLSo3V3eEcbcK3hkEcvx/DXxH/z95reMsEfQ44EkFzAOv1/+NwkhhKjFogQjDkOK2Hp6PTATjLGGQUbMPR6KTKFfCEadLwiDivBO6ITWYAhGQ7IQDnhtMD4JxSGJmJAbwm0wIPHmIKhodochCnhb6LJOnki/fv3M4OSfHrPf9C7BMKT0L0ZOMRrk2cD7dmR6jYoBv48o40shBK4tlbM8VAphgNgltIr7zMM+EJ0YjuSVkMeE9w3jh/uekBLEB0KE+5Mu7ayLp45QQjwfFGNgfe4zqnt5fx3uQ3qqcH9iOIvsdHn3ct8s9BPibwThnYXkPaEEOV4BwpLwkiFe8w19mrjnEdFM6qSazImD5xohyL3MxA73fby/UybrpIICFQgSh+dsL1P4PVKJkd8eIZhCCCGKOKeEsBYHow5D6/TTT7dwJowy/pGRZM4sMKFS6SBMJtpDoiIw3Agdw0PCrGd8FhmDg9luwm0wConlp8QvIgpxcv3111vIDO+xID7YnkOYDYYpuSPkyXCubNOXbFUfKjYwxj0Ju7bgZZkRnISBYHjRgwahgSGGyOAe4HM8X/6dKHha2AbeOLZBjggelxEjRiQMY+LdMcBo4EllNzxxGGPkirigRpQgmLm/CeFClHB/Y6hhWPOaEMJkVFRYoaowBjVJLjxA8S7vUe9J/FgY5+i6ufRQ0Z8G8YsgLQS4fwmRuv322+13wQQNHkT+nka9jXG49/kbSp8fSikjuPGsR3Ou0q3Db4BiE9FqdOwbEEXxJqZVgeINCBnEH81yEUSUjBdCCFGEooR/3HfeeafNWDGbzD8S/llQUhdDDuOfKkM14VXgnzf/rAiNwahzw8GrK/H6qaeesllREoYRSLzHP1N6TxCWg3FIGBf9IhAkzJwhWs455xzLj4nCd1kwPrPxD1EUDggMZmnxarAARhLi04UAcA+lgnue2W0EBAIdgw2vCl46ktQRHYgQktbPPPPMhHDBK8fvCIHs9zA5KdzXCHn2zzZ5RGDzmEqURPuaVAW8BNzfDscEJPbXVD6LC8J8eU+i58trRArvuSjJ5fHhccOjBvwt4l7xa5AvyJVicobiHoA4IbfqnnvuCb169Ur5PTzN/N2n75Pjgj7TdTx0zfNJGJ8o/M+JekZ47kImE9zLgggkvBdPmUSJEEIUqSjBCzJq1Khw8MEHm0HGrC+zu8ysEhdNrD0zvNkUJd4rAEOPClvMrjGrjfGAUec5JvxTZ9/MgtH87YgjjjCjg/wS99rg/WDWD1FDqA3eEmZQPdY/GW6kKOm4dhH35CFA8JQgJBAs3MOprjlCF0MNEMF45hDCCHOMt3hfEdbBECMvByHP9rlnSdLlvuaeJrcAbwn3JvcywojX6cK5qjOjjyBh23Fhk82eJIVG3HuSbwh95e8QEz140lL9DSJnjyUd3CvVPTfuTe5VQmujvxO8CoQ6pmP06NH2t5XwWPq8IACYCIo2FM1knXQgQMjrQozwW2IioU+fPhl9l7/h/C8hfBKxT7J8x44dM/quEEKUIgUlSpjVJR+DGVwMNWaWmOW96KKL7J8WYU4jR460BE0gFAsjrqZKBGP4IYL4R37XXXdZPwmOw+Py+QxBArxmls3/yfOa2VASjJkdI26bGTLc9+RJpBNRnJMESe0HgcqSCeQrISIw2DB0KOmL0MDIj5fw5d7DACLUkbwcT2znfcJWvMoWce4sDt6RVB4Spzr3Jb8HBAm5FlHhU4o9SeJd63M1BhjWGMn8nSIsNd1kUEUGdGX65qS7J/Da8XcyCq+ZCEoH+VK33XabhX717t3bRFa3bt3My0y/p0zXSQe/lf79+1v4F787PNz83Qf+R7mnBRFFfymECFUQyX3kHChcApwjQij6exNCCFGgooRZN2KcianH8EGIMMuFoX/kkUfa7BQhURhNuPcRIhheJPDWpDscYwERwYzem2++ucjnVGRhFsxxMcKMNJ/xD4o4f0LBmKFkdpylWMrzisKA2WQ3BPGQIIYx8JPlSHH/YXwi7vfdd9+E0IiKl1T3X7LGj9kGQeL5LXg98YICHtGayC3JxT4yJVWeCWKThGjCQfN5fA4TPz75UxUIuyJ0qiJhVp3cMUQC97Z7dPBQ49Xg/4MLjkzWSRa2FWX//fe3JU60ahnl4JOBUBFCCFFEogSDn3K9zMwRVgCEtVD6dMCAARYCRagWRj3ChH/ozPgiTAhpqYkZRmZz33jjDcv/oNcDx4DRAB6+hfDgeKgC5vHQGIR8BhiMGCEYd/HwGiEqA+EnhGN5g0z62sQFCaGEhHkxQ4t4wcuYbjY808aPNQkzyBji/rxY91GdPBNyf5i4oI8F4tO72icjVx6V6oZvUYQknaEP5EKB93mKwuuK7l3yNOJ/VxG8CM/KrFOTzRO//vrrcOyxx9r5cJ78T5EXXAghCliU4Ernj7YnIBKmQtw7JYDxmFAWmHAnasTff//95tZnhs0bCtYE/PMg9IVHyg9HY5Cj4Vv84+Qflf+j4XgwOIhdzldnbFH7QPgiSPDWMfMbjcF3MHYRz/yW9txzT7sPK/v78Hs7G/duPKk9HrJUqsTzTKJ5OjvuuGPa7yar3FUTVDd8qzKeNoos0KvpgAMOsNcY/7w+7bTT0n6PqlqI8HgIMMn7lVknHd48EcGI99F7SXkIV7R5IuLDiwg4CDMKnTCxRdGUylR/FEKIUiPvosQ7UxPm5E3jEBu8xz9ewrbwjFAdBVHiuR7ZDH/CCIs2viKUAjc/PUjwziCC+Afr5Sl59Od8zowhj8QfJ/tnrFAtUV0wZghB4t6iUWYy48YT1fl9+H3oPUmir110xMutcp9G722fIIgSf52KUkxqryrR/DJKyKbylHjlLvqe1HROTnXDtyoDRj+hVIhtEsspy0tuhnufgYkhKhkiVpzu3btbyC8eHQQUZXzxtLu3PdN1Mm2eCN48sVOnTos0T8RTEoVqi3jzESSQq/EUQohipX4+xQjubF/4p4TrmyaJJCJiILEOLn5Cu0gy5488/yCybeQzm+uhBA6eERYMOg9niXfoZiE0QMmLIhcQwsiSCu7DeKJ6PBwr+jpa5S3bISVKaq8aJE+nuhaV6XtSTFDAhPuRkESqHTIGNHiMJr9zP5GXF7/fESp4DS+99FLztCNoqIJYmXVqqnki/VDIK6T0O9/p0KGDJdsLIYQoIFGC+5xmgjSBI+YXyNcgMZKZLf7JErfrlazwYjD7W1OxuOlmblOFs3iHbpXuFYVM/P6Nvs7FPRxNahe56XtSEfSwYSkkCNVKF6518cUX2xKHQg4s6Ui3DgKI30AcvCHVrS7GdvFqkRDPhFbbtm1NJO2xxx7V2q4QQtRWci5KSGCnwhaddkkUx3XvouDkk082A4nZ4KlTp4aDDjrIYn8pr0gfkHyJEpa4d0a9REQxEA8njN7P7u1T4m3x9z2J5utEqwGK9EQraCWjOs0T8argufTwPErcsz+JEiGEKABRggFEKBblFZkxYmaM2SS6smMo4SGh4hYlc0kep9oQXpK//vrLPCvZThz3+Hi2XxHJQsYo3UmIWfT7XhIYoeNiJ1c5JbPmzAvzZpXF8HNMcxrmPWWoUvg4RvMWKnON8kGhjXmmOR9+Tya7h1Ntj/uayYL4+/482pXdk4sxkNNdu2gnc9ariepYyfZRSNetOmNAbhE5KPGQrsrcC6JmmifyP46y3EzA8V1yFLt27arhFkKIFOT0PzEJ5FQvoXIJccQY7Ycddph95sKEdY466ihL5iVZlkRZGg5G43qzBQ3ooFhjsdOxYvpqngUN14V/4v4c0jWbLBSKecyzcY2YCY7jZbQzIRvN+Kqyj0K6btkcg+g1ElWjOs0TiQggwZ7/ZQhEKuJVFGomhBClTJ2FOZ5Oi4eLjBgxwiqZUAce7whCBe8JCYY1LRb4J8N+8MbUpDeD2U+MapowVqdZWG04jnTHwK2IIYVhhjjN5TXK5PhyTSEeCxMFXIdsXKNCOr/adDzJfkdCCCFEoZPzmAUXJIQo8A8Tjwn/REl6x6AhAfPaa6+1MBH6kxDSVVPGKPtnVitXYFgUgrFTCMeR6hjiM7u5vkaFNEaFeCxcn/ixVPcaFdL51ZbjkYdECCFEsZG3QGoqayFGmGUlhAvhceSRR4bRo0db6ccJEyYoAVcIIYQQQogSIK9Zue4BQZzgMaGhFTG6b7/9tuWR1DS5DN+KPuaLQjiOdMdQKOFbqY4v1xTisfz555/2PFvhW9HHfFNbjqcQfkei8tdICCFKnZznlCSDUC4S3WlqhSj53//+l5P9fvfdd0WRQF1qEEPv4UC6RoWJrlHho2tUXNdICCFKnYKpGUundjwkuRIkwKwh5COxNaoFqTDGQv5MdXpGUOa00/Vj7fnw7m1C4yRlTpNp0ExnTqvz3cok9vp1yfc1ytaYO+n0f0X3QGVL/dYUubhGFMNINhbVGYP4d7luh9/wQkbXrdgoxt9RTf7uiuUaCSFEqVMQf8nJLzn22GNzHlbg+8tHYmvUSPJ9V/f8G86ZF+o3XiyxzZoWJVOmTDEjh3+ua665ZpWPO93x5PMaZWvMna+//joxXvTiiRI9t0yM6lTk6jdUk9co1TaqK0qi92vzlVfN+LoVK8X0O6rJ310ho1A6IYT4j4IJZtUf59yAYfbyyy/bY1WgOeTHH39sj4RWzZw50ww9UTGMU3XGK37totei1GAMKIrx7LPPZnz+1R1/kRkIQLxdLLmIDs7V/nJ9XkIIUWoUjCgRuaGqhhmdiTGA6dQ9e/ZsMwSJhaabtPJyMoNxqs54+bV7//337Vp8+umniWtRajAWP/30kz2mOn/u2Y8++sgeszH+IjMIvWvatKktPK9p/pk5Myf7y/V5CSFEqVGcPu8CIdNQqExn1aobnhL9fvy1483YeIxWP0sGvWLwhiA++CeMAcy6jRo1Cssvv7wt2QzbKjSi45KNUDW+6wYxxR08dDHdfuPfdzHJtQC/Fuk8jdW5T7PtwczWDDNjQVy+n3+yfSBWXLStsMIKdt382pGT4EyZOjX837Qf7D6vzfezEEIIUchIlOSYV155xWa6Sejfcccdc737coZZRSBIZs2aZY/rrbdewjsSNwJLzcNUE4brq6++mrgvdthhh6TrkIfCwnXwa4GxXcxw3u+9916lfw8+FungPmWcKrpfv//++zB/Ttl9LlEihBBC5AeJkmoybNiw8Nprr4VWrVqFI444osL1MTyZ4eXRjbCJEyeGTz75JGy44YZh6623Nq8EccuPPvqolUjOZNvM5H855Zvqnk7C4MWQmzRpkokojhNDuRTFSDIPU3U499xzw5tvvhnWXnvtsNNOO4Wll1467LzzznY/0LeARxcl999/fxgzZkxYa621wtFHH50wwt1LlW0vht93VLyi8lVN4Pt4/PHHrdoeQm/dddct93uIEv9t8Ht7/fXX7Tu8XmWVVWxc4r/D6H1c0X3LNtxTIoQQQoj8oJySaoIhREM5HjOBGWGqxURLH2N0zZgxw/IEgBj4adOmhRdffDHjbWMwz5o5M6kRiHGWaQy0h7z88ssv4YsvvrAYfB6j28NQfO6556qcLF+MYPgiIqo7k06i+m+//RYmTJhgY02OzjfffJMIp+MRox0wvrkXEKbVSc7O9B5gv/PmzUvsvybwfYwfP95yQrjP4r+HKP7b4NHHhN8E44igwbsB/Eb++OMPe+Q8ybfhdTzfhP0zpn9HxgJPCYKkIs+LKAz4vfCbcBC0Qgghih+JkmrCzOxSSy1lj5nAbPApp5xSblaYWWCSJzfaaKNy62611VYZbxtjtnGTJimNQGaSzzzzzDBixIi022FWmTj95ZZbLmy33Xa2fx6j28MQxOBTFaPKw3XGmGZcGev111/fvBJc63333dceXTxsv/32Fp61+eabV8tDk6nYwENSv379avXKqQjfx5Zbbmljsffeey/ye4jivw0efUwYOwQigtm9G/xG8DrxyHnynLwdxvjBBx8MZ5xxht37ycZiVkTciMIXJNwL0ftlj913z+sxCSGEqEUd3fMFYVQYOMy8VqV2f7YTiH29yobR4LHAqFq++crhjAc+tfcePWdPq93PdsaNGxduvPFG2x6hQP3798/4HKPH42WAyTNp3Lix5ZlkOrucSahRsutR3WtUHRYsWLDIe3XrltfxJEy37zem3JgngzA4Zu+ff/55u84rrrhiOOuss2w8Ma5ZvFlguuseTbjPdOyT3U9VDf2q7jVKdo/jufCCCunOKdPfljdf/OCDD8KXX35p3hM/74MOOsjGerkVVgrdHijzvvTcsWlYe43VzQuW7eIV+Sh1nu/fEeOPkAS8XNkUuYT8IdwHDRkahk9Z2t47qPlP4aQTj0v8zri+wMTK6quvXpDnlc+/a0IIUagopyRHVMaYxICqTEw/4SfMvvMYh3+cGHwrr7yyGX9Rr0em8D1CbTDymLlfZpllbKa6IjAQ+M6mm26a0frFDqVJp/85K2H8Rw1vxmHy5Mnh999/N+N7t912Cz/88INdN94jP4LXFRnn0YT7TEVJZe+nXMDxcF8Rvvbjjz+aZ4Nzz0YIlZ8vgoQ8Hcafztnsg9BE9tt48f86ae+4ww5Vbr6X78IVhQgV5Tp06JB4XhNssP76IUz5yZ632qGV7QfPWPQacA8Q9pctYZKL8xJCiFJGoiRHVNaY5J8pRhUJ0YQrMMNOHDWhPOuss44JEE/y5dE9JSGUeUqibLLJJonHVJWd0kHcP7P8DRo0sNepQonIM3nnnXfseFq0aGF5A3wHg7zYRAkJ5hw3442A4PzpyM54b7zxxkm/gwCpX6eswZobRFwXZlXJEaLEMiF6fH///fe3UBQ+Z7wIaSLXBB555JEwd+7csMUWW4Q99tijRhLuCwFvvgnRUKzKwm+DGXS/79gOj4wzfUoOP/xwE9JvvfWWXcfmzZuHb7+pOEcnkzLQyQpX+G+BY+Ia7rXXXqGUwItKyFyuWHeddcJXX31lf6ccfnudO3e297IlSnJ9XkIIUWpIlOSITIzJqBDhEeOWf7aIEgQJxg+PGHDuGfHSqCxlvRcWFSUIkagYqUxlIodQCAQGhleqWXcECeEIGN+EJzVr1szex1NSbFB5jDA1xhtRgiDhepD0n0qUMCNPaVkP68ADMmfOHDOMMZIbNmxo4+K5QxhLUYFKRSkMdbxSzMQynnFRkkkpXOD6vvHGG3Y9CHfxnIxCAvHA+XLe0XOi4APjzngzdlQew7hPBcY/vw2/7/A4YYxeeeWV4eKLL7b8laefftquC54TvIahHgL7z2qXgcZD4p6SZMfEfVRqoiQf8FvKZqiWEEKI3CNRkgUymVHNxJh0IRIVJuSAADP2GGoYtnggMPjbtm0bnnjiCauGhfdk5dVaJDVOMdAQFS5AmFnGYMV74eEI6UJRMKgRInw/XRgQhiOGNEY3s4okMRdrRSMMefeUANf1qaeeMm8Gs+6U8Y1DCd8t/reJXRuuHWOw0kormYhEHGB8k5NC5S28Vh6f7jlBGOmMO4Yw45jOEK9IXPI+gpakbo7FRYmXzm3ZsqUZ+7kmeq6pfhMcL/cn48l4DxgwIOyzzz7hqquuSioIER2IAM6RMSff4+CDD7bfJOWXuYbck3vuuaety/VrutQyIYx/u9oTCVyvZGFbfkwVXUMhhBBClCFRkgUwsohVT9V8DcMQY//WW2+1sB0EArO1iIVoDwbCSnjtIVvR2e3dd9/dlltuucWEAeE+wAww4UE0oGuzZ1tMqcR3iJ1nppZQoM8//zz8+uuv1h+C73C8gwYNCi+99JJVJuK42TefDRw40GZ3u3fvbrPLmXpUmNWPz+ynA+MxmndRSDUXOH+MWIdrQYlmklKj4WjRY2ZMCQ9CbLgQRPRxjszeY1RTAQoPzN13320iBWOZilKICLwCCM1dd901LLvssuaVwbBFJEZj2PEIsD2uF2OHcEXkRI19rhdClSppLmzZx2OPPWbHyT151FFH5Twp20pXz5plJX0ZR7/XHcTYkCFD7D7Fy0RIFh5BxDf36mmnnRbOP/98E+fAuDB+m222WaJQQJcuXRKV4bgO7IffwA033GDvcT0mf/l1Yp9cQ7+O0euJGGeJFzdIRXT8uHei9w9wrfxer8kKZ/mmJhPdk+7vn39Ck0ZLJd2fl5J2qpP8nuvzEkKIUkMlgbMAhiAztKli4pn5xdi85557LM6Z2HYMyHgPBgwghAeP8dlljDgeMVD5x8hsfL9+/cwQYzaZRxKGoyBCWK699lprKHfcccdZQ0aMUrbBvm+++eaw7bbbhnPOOce2ibELGIAYrggbjFm8KwgijiNT+B6hOPFeEbnujZEtSJZGEKSqlkO4FsYyRjfXBO8Iye1cJ0rVDh482D4DBAgCBu8UVb4QHxjhXpoWQcL2MNI97wJjmtcY6BwHC2OH8PD8DC92gCjBu8B193AxrgPihZLPVcktygZWurpxY7sH3SvokGPTq1evMGrUKBuLAw44wLyDY8eONc8D4VB9+/a138DDDz+cqI7GuPAb4t4eOnRouO++++x99wQRshX1sLDfaP7Bp599ZmNDHsidd96Zcc8h4HvsO909Xoz3erGD+OBvIn9v8Xr6ggDmPhNCCFF4yFOSBZiZJoQKowgD/9BDDy33ObPiGEHkZCAEKM/7wgsvmHHmnhJg5s1nUpPNLvPIDD3G6jHHHGOPbJOcB/pd1G/YOATSSjDEZswIF154YRg9erTNEgOiqWPHjqFTp062T2btMZgxnK+77jozqAm5QsjgtSH8h5lqDCmMYff4ZJq07o0YeaRqVzKi58z2CxXvHULYE6U8k9HvqqvC/LmzF5k999l3xMHll19uQoTxRkBssMEGNhOP0c1YcY0QFxhV3mgR0eFeDUQj14n7iOvAd/A2ECLmSfOOdz/nnuT7CBU8NyeffLJ9jmCsTF5RNvCQLTxBHqZIYj9CnXNA/EK3bt3CFVdcYWNDxThCFrlfL7jgAvsevzEEFmWVt9lmG/s+oVrPPPOMjTfG6B133GH3MOOIUOEe4zdh99ti/MbKxAG/QQoU8H08L4SOEfKVScUyftfebDTVPe6k+n2L7IM3hOta08nvQgghsodESZbwpGJmWeOixMM/qAI0fPhwm+FmHQwpwraShXhg4LhR5LHtzNBjrOHdAJJ6SYqmUtSrr74aDjioQwjrlFXaIpb9h2+n2nO8ND169LA8iGh4Cv+gESiE9BDaglHG8xNPPNFEDp4ZtsPx8Ej5Vk/o9TwaFgQW5TgxeJmddzB2Pechk3K1zIQXKowBhgzniyHNrPqzzz4bXn3jrbDkXufaOk04l0ZL2Xm4R4TxxsDluh122GFm9CIiCavD0MYLgFGNd4xwroceesi8KBQHYEzxBjDu7Jd1H3jgAfOmISw8H8ND4BA2jKXnEXFd8Dhwb7go8WuBIHHBmEtR4iDQOH6OGw8i58C4ueHO7yMaNsVzPB/0GaHPzk033RQ+/PDDcOyxx9r1IPzQBQ3hb4g+BCEhikceeaSJs2uuucYECuv/9uf0ELY90dbvdnq3sM1Wm9u4cr3ov8OYIw7dI8UsezxhnXuA7XHtCMusiNoetlUT4NWIC4tMUfK7EEIUFxIlWYLZXIQJs9JxmPUGDEQMHxKmMajiYIwRagLRRncYb3hEMPoRDoCRS44ChvHZZ59ts8cInjZ9yhLXf5o2zYwvDDg6hTsYulEwkg855BDbNtvB2LvrrrvMKHSB4UYrBgEGmlf/YuGc2TdeDsQR5+/r53oWvibwZHKuBYY0AoJzRbghKhfWqRfa/GurfvD++2GVlVa053inuJZcc7xOGMgebsT44R048MADTZhwHTFq8V5xPckXQmySn8PYYnBTSYqwJsBrhXeL602pYe4lRCzrcZw+e8/2EI/J7slMBGNN4+FMeDwIZeM48cQh7KNFBuIhdFTU4v7nXmVhjDwMjPwoQrw85wpBj5i77bbbLBeF+5WlXoNGoc2/ouSPP343DwsLnjCOg3sbYc7YMpZ4rOKihOuAkOJ3kYkoEVXr3u5eSod7fNll+Zta1qdECCFE7UCiJEtg1LMkSxZ2UUJYFOsgShADGP8IB4wyT9LF6HIwGon/J37+3HPPtdd8zveoLgQIB4QOM8NX978+8d0L+vQJPbqfYd+Pdib3Gfwo7j255JJLLCyImeuRI0eaFwfDESMaI5H9Y+yR7+AhNRjdHDvnzbnk29DNNh6C5uIQDwfeJcYA9t63XXCZt+RSSyVC5cCvpb8XDU/j+iMq2BbjSJgd22R8uR4IGYxiqndhgHvOApWeCP/Co8X14T7AQ4fXDK+B328IEzwLqa5FvgRj9F7kvsLTgHjDqCdhnVwmRAliwIVFMsh/Qpyccsop5jkkz4ZxwvvHeMfFd9euXc1DxZgT/rbkMsuG5/9N7bh38ODw0Ijh4cknnzTRz8LvhpwWPIMIQK5HHEQT4XQUEkgXoiiqBvcwgoQ8oWgxBO7vFawn00caWiGEqEVIlFSRaCWdimLPXZTwT3a//fYzg5TvUjELEYAXhPwCKgj5P1+MHIwjBAgVsTBo+RyjijCfKBhQJKof3PGw0H3kZHuv+5ndQ6NGZc0Ok4HRFu9KjLAgKR4jnHwEko6pEkbYGDPYnr9AeAshK+yXYyJpmhCx2iZI4h4FjN0TTjjBxANjgrG0w86tQ6ebXqrUNhFyGMbcO1GPiXvBeB/xyMw+id4uiKjehijBI3XqqadaCBZV1RAn0UpPGHJsl5lmvC14eKKNOKPrZXoPZ0plKkwRkkYIFGPBvYQo8WIRiOBMQJyQJ8JSEfxufL1Zc+eH5weUFW1ArLTbaw/zTuGNIgcMjyClm/G6kKuTrCwwY05YY2287wsJ7llCE6OU9WQSQghRm5AoqSLRSjoVGXSE+QBJtxizxLwT/46RibHpzeMwbijjykw5ZXlJQmcWHMhHIHGX2eVUrLIySc5loiQZxMnjAaHcKiIDg8uTnqOx+4TEcAz0iaB6E8dHYjLhQSeddFLCQGNmGOONY67szDtVjjDCETQk7Rcqfl4UFWjXrp2JBEQkuR277LKLGbfJIPyHhotcc2baEQ+MP4+EAhEGhteMMDm8JIhNxCd5IHgOMIgdBAgJ3m7kE0ZECBIlm/GYkC9BlTSEDLkjeOQw6jkGn/X3SldRUVKZezhTotusSJQQWsY9RNU4vIUIc4QeeEnfbMHYMP4sjNW0n38JYenW9hnX4OI+55vAQIgjPL3QAyTrSePUhhDFbMNkB78Vf17j+6ubm/3l+ryEEKLUqLOwkJpD5BjiwamkhOGfqsxrZT0lycK3mN3GiMQ7wUwsxg/hWBijHhrkWGjJkksmkjsxjpgxJ4eBbTNrS3iLNzokxIX9U8mr8WJNw28bHGbf2/D3F0OTRg3MIMUbQ8hYPEmU7WFcJ+s4jfghHAiPSRQMcsqrUkEMDxDGHvtgNj468+5j5OMTHxcMQYzmpZde2krl+vXgdfR6VOcaVRf/aWDIEl6EoOB87r333oRxgihxT8nKUx8Lkz/5yIxZcj0yARGI0UteDwINcYogQZwgUimOwP2TLOyOa06FKsLuohDKRRUuKnvhhYl6SsCbcnqieaprlIxk1yP6nnsBU3lKomFV5HkgzjkuxgAx4CGKjHE0F8rHKnptEF+MNR4hhA2eLMLDEEU8Wj+SyZOtcADnHN235ZT0KcvRGXvZwWGD9daxPjQ0ViRXhLwSH1/ud65B9LyS/dnMRZ+XTKjoGuX6d1RVKJNNgQFCJpN5Str3G2PPHzt3r9C4Yf1qbS/XFOP1EEKImkaekipSmZAXDEr6gvAPiPh3kpmZGafUK8m1/JPEEGJhHQQJYgThgjBg1pseIwgRZpdTUWZolYkS9hMvT4ugYHafEDIMX2al2S7H470sHMQOYoGYfao3MRvPgrGNtwAhQ8gYhrQnJMf7MKSbhcdTkAvjoKoN6/ByEF6Hp+H222+3a0U1H8rSegWyOPcNGVJuzDE68C7haSLkDSHAI+/jFaHSFtdh3LhxtgBjReUtxpQxino2khnBeFDIK+E+IhSKnAzCkFgw8LlfvGoaCd/kXjAehKBxzbPlIXEqM85cf46Te557keMlHJAxZtwIT6MqHOIDAcvviEeOH09KPAG6IhAcCDUE27IrNA/ePnGJJZc04cJ+8QT6tSBEkX1xnEwW8DtBPMbvWa9Ehwcx3jyV+yjVZ0IIIYT4D4mSDEk2M5osJj/ZesyyY4TSy4TZWMK5MGz4HgalJ61jdBEOxcwvBinGDkYQxlB0tpiZZQxX73GBt8VCdGbOTqR+Hn7EEWHOzDKRAMwQ+mwvYCDjaWFhNp6EY899iZbnxXBlYRYb7wnHRHlhjFtmkfHikAtASEw0rMENRp8FjI8LYWO56NmQaYiSjxOPGPjXX3+9iTB/n5lzvEbx/gb1ItFbhPH0PLu7rcN5ce7R2XPCkxCeXF/GtGfPngmBgiGMeGDcPNkaSN5u3769icO4GCI3BbgfCPFiIcwMEYlYwbODiOS8qW7l6+JdSGYg52L2P+rtQIwgRPDkcf8g3hBWeEoQCJyPV6NLBWGFFAMgDAzhwPHyW2A/CGvOEyGI54T8Ez+fuQtCGPhx2TaOOPyIcMuAG8Kll15qxQG8khe/QY4LLyf3uYcdknfFsSJu8DZxXfkN8uhlmh0ECUKKx/hnhehlEUIIIfKFREkNGrwuWmjw1qZNGytXyqwr5V0ffPDBpIYJhgvigPK8hFZhTGFgEYaDuEHMMLscB8/K7HkLwnmjy7oVn3nmmaHuwkXzHZi5JVcEA5g8FYwuhAZVoAjxwpuSCo4PI4/jopoRRjqGHOdOLwgECbPaGN4kLDPL76KDfRB6xvuco/cnib6P0ZhtkjWsQxx600rvE8O1Qmgx7tHx5XPOjfHB2I3Ctbn6mqtDaLCNvb62f/+w7VZb2PNoh2/EJjlCCFLCjACBh9hAPCD4WAgvQpRyjag+hWcMbwF5QCwIIxK16Q6fCsaU5HY8LfT0wAPgIX7kJCEAMOLzkQfBvYYXkPub/ZNHQngVIoBQKe5LBAki7fjjjzfRxf3OOLnQYD3Gju9zzyer0JUsHAZvI8UEEBjcf/sfyERAQ/vsgAMPCKMefMAEHGLUBbbnt/i9jwjhXsW7SB4UC9vifQQJj9zP/pzPvMdQskT52or3WQLGssYnHv75Jyy7zEo1vr9cn5cQQpQaEiXVoKIOzS5aMHhJavfZ6qjnIxmUAMZAA6paYShHK24lEyWZgEHM7LwbXcTtX3TRRRaGhQFMeA/7qwiECxWKMCAJbWIbbNu7nWNcY7yxEOrF++Q5MGPMe9EZY2bzmTFHJEXLIWeLaHNGB0GCcc6jixKESu/evRNji6hDtKUKnyLng6ToDz/+NJGbQOhRMhgjF6EIN8KIMM4Rd61bt7bO7P4ZHiw8IhjieC4QsYTRIRjxsOGlIqeoIjDayVliOwgcQpHwoGDIE4qGaInev4wRAshzT+LhfNkAoYbQ4Nw5PkQdognIUUKkAF3vWY+y0+SdIEQgWV5NvPRvMhAbePXIKQDGsdnyK4awYlkuVaOGjcwTheC77LLLyjU0RQiR/8RvhPuW8UdgUjYb4UF+mHepB8aY+9y9JtHPajLcsNCobGhdsewv1+clhBClxH+xFKJCgwqjLToDjiGHcZUqLAijgplcZn4xQDE2MPaGDBmSdl9eYYt8DQzaeAngTHpAJDt+vBsIEvdIYKwxA7z33nvbazcQMwFjzcvQsg1m95mNxgBj+xhrCBIEB6FIeEI4Ly/56rAuIocwHQ8tq2kQGuT4RAUH/Sbce8A50NAwmSAhTIfQM8aMnBPyEdJBGBzVzoD8IAxa8n0QI4AQTAXjioE8YMAAE6pQUThTFMSPnxMeLrbFPcl7eLSY1XdPH8YWAoj3PXwp27BfPB54SihZzBgDgoCqYY4LY+6duHeqMiDqKCxBLx8ECfeZCxxEaBS8S9zPjIcLaaqb8ZtAgBAqyXe5Fg5eFyrkeSd5QKjgKUSE4nmrLPG8LCGEEKJUkCipZBO9qCiJg2HH5/6IiEGMEO6BYCAkBUOWPJF0uCFJfkCmsH08Fs6Vfa804wrDjO2QwEsYCeEHJA/7bDCCgSZ9gLeiMnAugCjDiGKbbAsjEIMeww7DmopaQE4LBj/jgqHuIVSEI+EtyNXMsIdk4T3gWMhjwEOCAcyxYqy7kIiCNwjjFSOV80KcvD1pUtp9YXwzw4+wpDgAY4WgQ3ACuSTpxKTjQtLzSDKBa+JeFcLsCEGjihv5RYgy7lNEs3tMCDHCW+NVurIFQtgFL9ebnB2OBS9Hly5dwjXXXFNufUQK48T9QchVVeC6EhJ33nnnmZBj/Pv3729lsAHvURSuZ58+fUyYcL3w4OEpi08IRMefY2RdRIjD/Y0XDqJlnaPHhQeLx3QTGcXsJRFCCCGqgsK3qtBEz8GQY7YUY5+QG4x/DBRmgjFmCIkiJATji67rhM1g+BCWwkJibrJkV5J3gf35zG4UjOk4p59+enhu7IuhzTYn2OtHHnk4PDRyuDU/xMghuZrtIpAwEjFAmS3GKPaSshiBntidLFY/nozrjf0YE5KCyQ+47777LAyHZG8S+AkXiodtMROPQex9M9zjlKlHqLq4CCCMiDKyGMzkIRBihjjhOmHAIkD8nAn5oVs4n2Mwkh+EuJlgM+5l1/HPP/4MDeuXrY9higFLLgiQ3+Fd4MEbBnKNKTZA4QKHPiZx/F5hm35MyUKXovcLIWYIaYQW73MPMNbM5jP+hBi5MMSDR+lbrpGL6urmnXB/MW4cA6FtHDciDQ8E50HHdLxG8TwmhDP5GrfccouFCTJ2fBcvTpzomHLciBgEpfc54T5GJPP7ZFwR6YzH9L9nJr63/ArLh0b1y+Zn6BKP+MTrh4jmOvP78DGPhpAxyYC4wYvCeHkYnN0XEybYY/w3w/F69TPGO06xh20JIYQQVUWiJEOiTdIwQFgwODDEMYbIF8HQwnDCcMEoxZjB6CVUh9CYqOcD4wVDnn4XGDdsC4OJykgeWsK2knVej0OlImafKQnsbLPttuHdSRMsLAnI9SBcxpsxYoRiIOIVQDgA58IxZFoJyD0lzC5jyDEjzf4QJJ434EnAbBeRRvgWM/HRvhn5gnAyrgneHR5pFEliNTkNiE0WKouR30MVLK4lx494uvrqq+3727XaMdTZ4dSk2ydsD4GDkU0fDhdxbiyzHYxahGFUlCTDw5i4fpleI89dQmjSZNFDxlwcck9Gc2u4J6MeweqKEn4TCGB+FxjiCHbyoxCphGiRK5NM/AKePRLzOUaEhh97MrjnEH/cX973h+0ypvy+uL9d0DBuXO+Jb/93LaJwTRFKiBMKE1BpC4FCUQfGJ+opIQeKfBNERLTgBSW3WZJBo1EECY9CCCGEKNLwLZ/hzne/RzfcMK4oN8osNjPReB+Y9WVGFgGAOME4wUjH6MUYJBeBWH+f1aUXCTPGVNfyuH9mkt2AqihcB6PWPR17RZLUmdWnFwpGIAYgse/RCkAcJwtjycJz8h+YXc8Ezt17pnCMVHRiDDDqvXs4n3POhCrxHCMPwxFBxLgwQ08oFN4bHnMNBqTnNnBcnmviCfcY9Ri8eKEQJBwzM+ecB0YoIizVeHFd7rrrLnvesWPHpMa356ywn4ruaY7LOe200zJK8PbEbu5PwoU8nyNdbo3nfWSjOhceBAQZ+UX8dhEa3Bu77rqrhTWmyxfBa+VeO8+nicN9hyBnPMjN4TfJPc5viYR1cnhccEfhN5sOvGZ4ygj9YuzGjBmTqMQVFYMIcTyA/D1gIiFdaKeDd4TiA8m8JEIIIUQpUzSeEmZzmcHE2Khq6ViMlmgHde/FUZ1QLgwuvBAkepOTQYgMBjnGLO8zw8pMO8ntiBQS18kpYD2MHprd0SPEwVAj/MlzEDzpPRnMclMlCoOZakoInsfLGsEbfJcQJJZkCcB8D6ONHAMSjUnCJtcCI5DwsnS4xwUjDdGFIPEEZRJ8PQQFoxTjn3Fnv/EO9lQrYls8dujQYZHrUtVrFIXZdmbt2TeGLKE8nB/H5d4C9+IgUvDycI/hOWHGHOOY9QlNQ0B4J+ZUIMDI72F8yZfx7u9xPHSNMsCE+1DyNxUcD8KSCmHcT4gS7qV0XjTuIYxlvushgVEQwNFKU3GPYDoyuUbcVywkgmOII2TxeNA0MllYYhTWAc4PgR2H8eLa4FkE7n+uF14QxjMdmVR5475GTCI6uO7kmADjyHUiLI3zon8J63A+9LVBCHJdWbgPmHwg3NJLyZYC/H2jSas/r/H91anc/vhfEgWhHu8/VAjnJYQQpUZRiBLCJ5hdJTacilEuSioTagT0B3GvQmWg4g7igRAcZmXdcGP/hKAQfpUsWZlGbBjnhDdxzBw7BiWGP0YLYUIYVl5aFC8D70dzTeJGfBS+iwGGl4JtZjoWGE6MKf9Yvf8GJVMJ30IgMdOMUejJ2MnwZF48LPxTdy8M4gwxRO4FBq+HtGA0sp94RSv2gSCJ7ivbPR0QJByHJ/WzPyDfhmvKtcWTgecKkcI5cf4IFGbiMYzpJ8L4st5uu+1mn1G+95xe54eHp/23L8KE8KYwPoToIAxSNc5jPLinqdTE/tKJEiBJHQ8C9xvHxT1HiFOqECjCA/GW8TkeEa6NlzSNNvx08KZ4aFFFJYEzvUZ4lfAwcR8jWjmedEIbOE5K8AI9fqLjgncKz5Z7T8gPYTy4jpne//FcLkRno/rl33P4bQKTCA5V7BAlCHvGlWuM0EWccW4YvRi5TFywbRdJpZIvwhgQkpi7/TXOaH/8neKej4tcL6pQkTDJ9XkJIUSpUfCiBCOPGVAWehkABg5eB2asKwOeCYwcByMimXEVFxgYIIRfYbQSyuMwo47xxPqEZBF+xfaYGcWww+BnZh4Bg0ChMRvHQK4B4oiYd0+EBuL+CfkhUZcQExJtSfKNz4aTm4BRRsgKwoLO1xjBf874J4Q6ZUYUsfxvTyjrCh6F7u1epYs8CUQWAgU4JsLJmIVmvxjL3kMjPi4+O44BT/iZN8UD9ywwDm6E8Y+f1zwi5jDyWDDwCbOJbhMj3hvgpbpG0XAnhIQnbDMzH4f3ESYY6YwTRjrGOTPcjB15AeQODBo0yNbnPsOQRDQCxQoQM4wp50CvCmZMEV3k8Tw8ray3ye+//xZ6nHWmhfUwLpwfRj7ClfMh8R8BGQVjmnFm1p2Ee4zsZPe1CynGmHsOrwnfY6wRJp4sjnfG8b4pnAv3IGGFiCPPf4gbyNECBC5K4mFl/jqTa4QXg7Hl97rvvvua15B9Iizou8J7/trh2DAauU6IdBLeycsBwqi4NogW4N6kwhvGYrTSFeIzTnRmOx4SiejpedaZJibjv32Ep4+hJ7nj+eI6cM/jHeWeJjSN4+A+I2wNgc8EBOfGceJJ4TzYBteY8Y2KQnV0r3kQHf/P3n1AWVaUawOuCUwgZ1AJkgQVBa4IqBhRMaCYMYcLggqiiIqgGP8rKoqAYOIKCIoKomBGBRVEMFwREyaCCREQkTAME5h/PdV8PTWbfU6f7ulwurvetfacnhN2qLD3+36p3Cf0W8D/jTfv9eItqaioqKiYxqKEGEDSEEQhKx4gQqM8TJBZRA/Z7AUs0yNZ94AVH2kM131AsrOHGcIaFvZO5V2FeSBGQtBY5pFxQss+WG6RPaJEuVAQdmNDbFwjMYGoIWVCiOI4hA/S3SxxGkCmECRtJGwF8UJIETElbUsgTs6HMCHEhFOx4JfCpOkpcU0S3oUp2S/S3ra+B0KsylQQO/8XztPmRUB221bl7oRyMcRSlCDYzkn/ILjagrCIBRKFa+k/CdhyHIDo9P0IuTLGtH2znaJNFi1Z3t/vPeqoTFKde4QKah99hbgTPUiuMLsQHuFNER6kXC3R3BQlxj2rfIgmOUfELWHCY2P/cnKaISXyFpyrdibEtAEibP6EuCjDioZTgGCoPiKOguzxksnJMPeEvWlbwoEgDENDQC4HgcEDQSiGF4hYEa5GkBAyxq62U0ShDfpdm8ZCoQHGg+Yil4vuvDOXTCY0mqF24SmJal7gOowLc8WYE/rIUOBe5V5hPBNgMcYJFeOSp1S7Byl2vAhvrBgfEB5VfFRUVFT0J/o+MBaBRJQ88FnvPeitY8DCLw9ASNZw19cYLoTNIOellwQQRbDuSLOsaROIjHAr4sV1ICeImkRpf/NShCAR5kK0ICtIlVWtkbGvf/3rucoWEoroIVL21Q2IGbKKGGm7WC+CKGnLR3CeyK5wOYSquYZE09psHwjmUIu+8RrwNPFOuJZYTHE0QrXaEraFzghTM36MD54Gx3ZNiGAQU9Z3/ep9uTeS7sO6v8ceewyGEfWCn/z4x1lgEooRdsd7RnREW/MeNC35yDvyzWNljDRXLnf+IUhACBRPlDwlxyNm27wDxqSwwCDVkcTuWp1PMzE7ChB0C93qdUVr41z1MiCYiCNeI6Q9zlXJ3xCIAXlNIFeqXGgT6TeGXZO5P1T1KvkcTUEC7iM8WbNaQt4++tGP3uO9ECV+R1SUIVzmFaFLgMRCoSGSeEt4O4UI8qgxCBCJ5g1R6HvjuWDoeMI1RYjreFzf7QsWjMvxxvu6KioqKqYb+l6UiKGXXCqWFyFBZJBGITUII0vlcFYiHw6QIGEmXtsglh0sRhiVjoYCT4KcDUBUhJ/IV+BBAVZ5IocXBfmCWAk9hA+vh/VOeqnggxATMUgSy6xQK3A8YUhNAgyIa4iFTseI9xExhJe3JMJs2haTZB3Wl8g6os5ayXrM6t0r0e0EYkRRAK+xaCUij3gTrhKVkWRkPJKOHZfHiRhEOLUpq72x5VyJlmOOOWbIcsxNIPTaOPIWEGDENapl6cdm7oj/C8Fixffd448/foXP9Z0wpoAE7BCvsa9OHgMiKzwQEbrmHEZaYavXviKGQlQIM7RApXBEc4mAjHblDSkR3sjm4oKRGG8uGD9DgbeirfKWNiY0SgG76mqrDVaoa8K58jCBawgYRzwlwFggRM/4inw3Y1tRAhuvWngQvZqTxIn5P1VzTMyhMkyqFzBcuI/G1kxIH+3jjQTjdZyKioqK6Yi+FyUsogiOlZ+FUJXx4E9/+tMzwSQcxgKs2khYVPhpQhgNYofsWc+C10LYUzcQCLGqNA+MvxFSEAbCOh8IoYPUxGrjMBwSjwTxAPituHUkkAhCCs8555xMwpvWap6bKHVbnk8JAgPx812E27kGEQ9hwFod3hPETg4NsYVkQ9O7MlJxUu7HsWOMOB99J3SKxwgZ1B7O20rnb3rTm7KoQpaRSsUCiBnWbfkaIwmriWRax9Dersn5EAMqUDlGtHEJxyQSQb9IEA+wyAvhU9XMpnBCIIRFJ6LkmJFLI4QwRKLfjaQiVK9tYrwKMQMePedBtOoT4WEhrIRklR4bq7AH0S/X9QmBoy97WdUe2Zd8rq1sRIeNEcA5lIJlwe23Z/HaqYoYwRtetRK8OcQeKBDh/lRWOdPO2p2HLsa46zAXifqpKkhGAoIkcsJi40E03soy1hUVFRUVUxd9nVOCwEceBou+ECoPf4QvyBFi1ZbDsDJAJoXLSEhHIhClIJGxcGK48ZF7HgykGJGyIfIspFERqLS2S2xnAWTxFa7DWu87BInE3/LaWffB+6yqkSSN3PUSPsDj0gQRgiixAAsfkYsiPl71rQj1Ya1HpBBLK9FHWzdJG+JAeBA1ztF5uVZeLWJA/oTqUn6P+NtKOE4kqGvL4YiSMjEYuYsqX8K0CA45LjwWzkHfKbPsfeFRvDo27xN8iLG24nFjSbeKOOIaK5LrM6JTaFMzbGjp0hXFhd87F8fxW6FWiLBz8X/5RM6RJ0qIXik+wHeFNwlL5BEg/sDxmyAGgwQLVfJ/hFcOEY+iUCnnLB8LsY4KX0SBAhJNT0lbsnVTPHUTJbHmTUAbGreRyO5v4xoBNT+EdwnlE57oesGcEZooHEpYmgRy0A68Je4Dxknk3bRVNWsL7SqrZ+W2WzYz/aj4vzlBMMpVER5a5ueYz85PX7kW5xFzgQdLu/PaCqfzmfuV35vjRK++MdYJcwTbvCmFtPGr3RS4kE9DRHZafLGXPprodZxGAqJavwppLe/nvZbrraioqKiY/OhrT0kQAwm1SIEkVIsBItCf/OQns6UbUSjJ/GgBgQUkJMp7RjhSrHgNCASC5DtIJFIuXAWRIVbkgASQl6johKBEOAhB0iy/y2LPUszCHqFSEQJUVisaDpAV8ez2HSuDI46OI6+CFR4i5h9h70ZCo8AAyzURgCATMgigNkJ8w3PQhqhS5RVGmvCL1EXCMA8N4ubV/4UDyfGItSUkhiO8rl1FNDkMIUicKxERORUEkxAuwsv7PGOxin0bZsycuYJnyTFVXHv+85+fyark78h/EvJGJJR5CkC4IWVIsnFeLpIoJ0h56lidPDwsJel2rs6BKBEKKFRJEr+8BiRY3kS3MtPdYMx3CmVs89Yg2MY5oSTUieAgTIwVApsnA4jCyP/Qd/I1QNhdXL/3w2I+GuEzv/zVL1vfJ5DMhbKNCFrtLDwrqqA1wzj1s3N0X4rcM+NPvxO3wuuMyVKImNult0R7EfZlJbHpBmPfmImtCpKKioqK6YO+FiUlWHeRZg98oRbi/xFEAkC1pNEG4kRsCDlCYpHHSHQs4/FZcyVws3ojoV7LCl9lhSteHqQOSUPkEWNCpm09kCh7isTwVghBiX3FSteB25fMTLel+en2tHz9B3//8/ZlebvlzuVenhAAxJPjE36s+8ifMDLv8ZIAQtXN6sqiDbwtEQ6EaLke+0RAeZuQ4jaipU+Rsqj2NBpViHga9JtX+xMqxgOE3CC+LNzeRx4Rd14QZNG5O88ILQOWa20t5It44xFCWuHmO5ama/+zOP30dwOr2sNjnvKcNG+9TdP1ty9Lty2esYKYsG9W4CDUCKzxFOI3oF8if4RQinEA8qh4YHgPol+iZK1iEOC69DEPny2qfrl2lnvJ5v4ur7NXhCDvhKZY4N0xNxF2AtD6Itpb4rtz4Q3QL8h+mWQutMu4JNzKhRAj5Io3spcQrjYsXLZK+s/SuemCHy8XJWtsvEVa415b5W319e6VPX3mdEBfRcicc2+D6wtvj3kUIZE8O7w8DAnGZQiRENKlKCHy3Rt6rSZYUVFRUVExlTDh4VtIkrAHJINVt6xwFYsjRhgXePCzJnq4+2ys4rIRQxtrOa+CYyLPCG0z7IV1jzWeWEJAheiA8wsSCwQUCGlCsBB1pJPoCYIfYOFHHokYhJMoQlhZvAmmUpCc+7e10l0zBvJNAr+asV361W8HytXOmpHSyx80M5+349oXERKhIDwl2leYmvfE3vMoEIEqC7WtqA1REpZVP0LatI/wGedMlLASs4oj/k2yxSMx1CJ9o5GUGhb28ErIqYkyv0F6hbU1w370Ce8KghkkWG4HQXLsRf9KA9WAl4+/mTvtk864YkAszJqxenrMmn9NXznzszlMKSz+2kQ7aBeCoRl+xJvCcwAEcSR1G3/6BOT7EExIvQpPIGfGPInjOAYRayNSyvAlOUYRLhdW+14EYeRPdUIz9p8H0AaO5ZqNd/1gfDumgg3GHbIvB4Wg1yeuxd9R/SpyyAhgc1KlOiWrhytIfpYekJbNnJl22W95VbldXrk82f6uJYvSD4874B75NvK/zAV5IzyczdLB7lU+Cw+j3xt7BJc+JwKNL23YaU0S/dkWtsX7RaAJ+eslyb8mYldUVFRUTEZMqKeEJVh8NeKHuCEoCLeQLBbqpiDxgAfWRDkR45EoimixcCIVQdwikTtCuLwiT0iSMsGsyQhUrGIdiORx3hQWZGV3w7rdDAtybZL7EVFWdiTagokWV4zcD1i4dEa6K3VfyVrawx1LBkSS80Rkw2rLkutYEuCdMwgXY5UHIrFTyFJUA0M4xdEjT8DTEjkrRJS/28RHWZ1rtCD0jIj0ipwRE14dJ66DFyUQYUNtybSIM0IZFcoIT4R+waK77hYknbF02Yx07AmfyOE+hILxI6/DPrQbQYJ0Cw0qgdjKxzHGoyABWMHdecT/Ja0TCEgqLw5xod2dLxh7CLz3yxXUeVZ4fmCoMs5NINTdPCxtbajtCWt9HF6WELDEPNESpa9jlfbwUhg7pdfRecdCm+bScMPQlqTZadkQt7yZs+ekVVZd8x5rtfg/YQLmRvPY5r2+c75C8IgI52j8mW9C7vSNkDzjiserV9hXrOnTCyZalLhf6ztbc+2cMTnejJU/HqFbVv5q5iBNxHVVVFRUTDdMmKfEQx2xYqFGylmIWexZIFUhUqrV33Hzl0uCVHt/tMXIwkVL0pxFy0OiypClNdZaJ29X/O536aKLL01bbLnF4IJri5Zen1Zfc+309+uuT7ffdnt67cGvTdffeFN6wPYPTh/56MfT7XcMWNcX3LEgE+XLfvnrvAL4Dv+1cyZlezxhz/S6178+ffMb30gnnXxqWppmpp0Kj4nT2Okhy70LXzhrYF2Ub3zzm4PnkBavktI/7lnWt4nzv/f9NGfxLenkT5+efnTxj9LhRxye7koL0yabb5ETu++3zTYrfP9Zz90nffUb30qX/fznabdHPDI977nPTW878sgViOfMVebm60kzZ6brbvhXuvovf0sb33uTtP5G90oLFy9ND9lkk3TfuwmwNr3jzuWrjcO/br4lLV2yJH8XGdQPvfZRGxxjx4c8NAuBre63XfrPrbenP115ZVpzjTWyAPP/uauunrbe9v7p9oUDffPPG2/K17DuBhulxcvTNzLus9l90z4vfHE65eST05Oe/OS0/6sPTNded336wf/9NqVZQ3t47lh450D78GRceXV6/BOfnP/+9RW/z+9vv8NO6ZGPftzg94nx3/7uD2n23PnpmGOPz5/HdZ32mdfn3xj/nzr55PSXP/85HfWBD6a3HHZY2vp+2+Vclcsu/1Wav/qa+Xt3Ll6ax9Oa66yXxeH6G66S59eTnvK0tHjpsnTXoiVp1px5aeHi29Ncr4sGjABDwX67fdb8/G//+GcepwsX/zNt/+Cd0px5q6Ztt90uH8+cuvqqq9OuD3tE9i5+7JP/m567zwvSD374o3wN2z5g+/SHK5eHr+3ysEekh+yyW/r6t76d/vbXv+Z9n/mFM9Odiwbyl9wX1lxjzSz6m1Diefbi2SktT8fpiPU33CitsfZAaV/42WUDYvYxezwhz8E///Xv6aRPnZpe//rX5fe165HveFc+53mrrZGu/ecN6be//2O65bY78rw4+VOfyqR3s803T5tusmlacOfi9MMfXXqP+VDiR5dckhcb5S0Thkdwbniv+7T+ptlvq6+1TppIEMHjmRczf/68ER8vct6a3mDv5T4rkuzH+7oqKioqphtmLJvAUi1yJeQfIFostogjiyrvAisw67AyriAuXZI4q+tI1ldoA2s1j8HjjjgzzZ5XV1WeaCxZuCBd8N7nZQEXoWG1j/oLtY8mdx+V7/UTeCd4zVUcjHVhuoGo3fv9AyWazz1szzRvzsjta7wipXeJGCFSej2XkaDf+6OioqJiIjBhPmhhWbZYIIsgEerAQqVMbrY+Hnnk4PdVPpKnMFqCpKKioqKigjekrPg12iXmKyoqKip6Q0/mJWEEYt9HK442qj4RHRI7eUGIDrHxYqe5yZU+VWVIWIqYbCEKsXjgaONzh+yxgrWqdB4tuOOO5cnARWw+3HDjjTlsRAWus848c7Dcq+pBxx53XJqzypzB8C0J/TxDdy1dmr7whTPTQ3dZMen706d+Or3rXe/M+RwHHnhg+s8tt6T3v+/96eably8gF3jjm96Uttpyy/TZz56RHv6Ep6f/WzJQgakblvz8c+kHX//i4O8j0RvWWH31e3x/4d0x87fdemt685sPSxddNJC8/5bDD8+LxsE+z3tejv9/+t57p89+5jPpkksvTZdddllasnhxesjOO6fd764qdvIpp+Qk59123XVw8cBO1sONB9aVHLKP2qDfbl+wIHvbxPP/6pe/TLvutlvut+c897n5vL73ve+nbbdbXq2NdfYf116bzjrrizlUpsTfr73nKunO/9alc1ZIju6En5z0xnTrdcvDj6z2rRDC6muskZ75zGem1VdbfTCv6J3vfEfOUzr44IPTfncvIHjTv25Kr/jvV6Srr7oqbX7f++bCA7FuyY033Jj+e9//Tpdeckn+//xVV805Ge9/3/ty9aitt94m7bvfvjl/5WfWvthll3x81b4kvj/9aU9LD3/EI3JYkPCgzTfbrKfwLX200Ur2UTmvWKhZi6Mql3C+xzzmMfkaVlt99by6fSycWCa9s2T/4rLLckJ55AXNmz8/LbzjjrTjTjulXR46sNJ9Gb7178Wz0/f+tXxxw074yafenM745HGDuTeRKxU49sMfzuPLopByrg477C3pk5/8RFp77XXSLy7/Rc6Zuebqa/J5HfTag9Kyu+7K/Sw8TwiXleONNW3uHuKaZ82enTZo5OQMtSbJaaedni659JJc9e+/767YNlQfjQfMv8ghi9LcY3q8O+5I293vQWN+vPG+roqKiorphp5EicRqRAYBkCgrrrZcuXi4iIethEEElwBBng466KDBpFzlaG2SpHshSysDrv/S/V8++OfNWSOtu9ZA8nATt/3n3+nOBbeli75/Qdpog/XS7bdunEne5z57evrH3/+aS7GqdnXXkllp+/tvm17ywudn4vWed709r19SirzLL/tZWrr4znTfzTZJs2emtN7aa6ZXH7Df4LomJfZ8/ONym7zz7W9N1922NP3fZUPnlPz8pz/J+1e69BUvXTF+eu4qyxd3HGyDpTPz2gr77rtvruwkgVfuj1XrQaWxC7777dxvT33SE/O+11p91bTxButlr9dW990stynBduLxx+YH+I3//Ed64uMfN0j2PNh5vyQRe9gv6hKC0eyjNiCPQbJ/88tfpKuvvDL95ZqrcuUq/aSIwsN3e+gKid1rrjY//W3xnemO229Jc1dZUXTPUbasgV13/q903sWXpV6wdMni3C6BG/75jyxu997rKfm4KS1N0fQ+890N1183zZ09MxPL/fd7RfrT76/IY+hr5345bb7JwJoksMm9N0pfOOMzufABQm/xvo3WXzd97/zvZA/k7JnL0o8u+kFeC2XZsoF1PyT6/+v669JjH7V7TpA3rje9986D5KqXebayfRRzK+bVpvfeOJ/vRz9yXLrXhusPLNz5l2vStttslcfH2996eDZeGCPaJXCfjTdM/7f4zrT4zjsG2/j2u1/NtZlpaQ4B1d6uS3vMntFbpOrSRXem00751ODca44Dx7OZN673qP95d7rgu+dlo8QLnvecbG1XcU54zjZb3jd7g7/77YH1isw98+Snl/4o/eGK3+T1T1jqnWez7WLdE/k21niRaF/em3544feyR/kHF3w3veaAASE7VB+NB5xjVLUbj+jg8TreeF9XRUVFxXRDT08vHgqlPIkSxA+JWFnIIVGNRtld3hFVaZRetSCiz1jgCRTCZKzBshlVi7p9p1zJPZIkWXp5kXgIlGFVWYfFmqVXhS2WdV4gf7/nPe9JZ511ViaHyovuvffeg/uP1du1MaIR7a4QgNwaQPZf97rX5TUd9AHL3bz1N0vpfgNVs7ph6V13ZQu0il5hWQ7YbxOxuKB+R7AQ3912223wM/0V1mvrUTgX31O2NNrH91yX71hlnCgQvx2ihPeIQIh1TsqFAoe8npbvllWKkG4J7/rmvPMGYs+Vx22u8RKWfecRla0CLPg8Yeecc07ua5WntEGvosSijLPu+Ff2cBD1SKrFGMsywM5XO8WCiFG2Wfsis/5vrZdosxI+szK6DZSfNi4IeW1uPNp3XBcvDaHpWh2jXMhvNBArupdzpVlat4n4rvmhDfyN3L/jHe/IBRiMFyWDnSPjCK+APojSuMSyLaphOaY5wvtq8UVJ7+YdI8DtadWUVrlnhbA2EHPmC+9SLFBZXme51o/71Kc//elcdYtYN58sUqr95ceZQyqnKQns//52vtre93jrOo1x5cLBq/+Xhgzix33SnDOny3lXUVFRUVExJUWJtRmQbaST9Y6Ho0ngAsqZDgUPVw9uAkeCIxLBA6Mal4c7ooigWCRtZTwyvYKwiEXoOqG5knuQLoQCWUUwXA/yiWCxcLKqWTHcptzusccemw477LBc6vVDH/pQLhFLdLHkR4gIgtFcKwPhEPqhHC2ShGQj8rD+fbZIO239lDRjZueuXLp4UbrvfTbKlt9eBKXzedGLXpTJlHZB6MrQGaVPkS/n/oY3vCHHYHsv1lsRphaItUmUS9ZO5fUhaYSJhRYR5Cj5PFJElaII93ENSJvqU8buM57xjHv8hlAAnok2EI9EQYl5a22Q23TW3eF5bVi2dEn6y5W/T5f/5Id5rAhNtHggoaPNXDPrP5JNRKg+B8Y7UWWhRbCGTxR76DZ+ieJY2C8WLIx2COgf49SxEOnmiuKjhXKuDCVKnLvvWpxQuWRCQniTxVEJeCJOyJl2M+ZsEILemCmJumu2joj9gDArxg5iYPaqc9KMZXelZTM6h6HOmrEsbbrx+um3/7gyz1VGgVhrpSmISzFPMBFSvDqEuLmt5Lkx7n33gLe85S25vd0/zePwEnaD8tXKW5dlrAM8J1GeNu5HFRUVFRUVU1qURNgOAinmneVyKM9CJ0SVLSQc2ZLbwKIsj0KcvVAFJO3BD37wCuUYxxJt6yuU8MBnZQZkkiU3RFksGIhs/OpXv8okV6gFcvm5z30uVwsjKiz25nre+9735hWfEU8J/cRKVH5BLpDjJlFE2HgjtLmF50KQwI1/vzr98XNHple99pC8NsYP/j1ATK7+ytHpur8PrMz+sJ13TB9+37szEe1lTQpk0DUSIoRhKUhASBbsscceaa+99sp/GxsstJE7E+2GdCFUbYQpFk+MRfxGGqONwF9yySWZoAk3K4GggvEU66qUiEURO615wZLdxML/3JAuPv6AtPb6G6f3vv/o9PnfLhnMIRGyBYsX3JK/B8a7BTO9EqSxLgtvGrIa4BlzjsYN4cDybiG+TuD1IOR9P8BooP15d3y+a5HHQzBqZ+OQ52UowTBS6OuhSLLQRp4suRXEtlArfUC48oIQxO41roPQMI+0F9Kv/WIFe2LFnCNOjB9eCG0C9ivUlDhw35HrtcOSy/N6JcolX7HKA/P3Hjr3mixG4L732Tjd8PxnpaP/emWel+59BHU5NmPuN9cNEUJnbsifkodHOBHJ+pRRx1hijHC/cc8rF0rstJCl3BmbdZyITu1jXIDvEaBVkFRUVFRUTAX0HHwciwCyAvJsjESUlIJE6AELZKxezYIvTOL5z39+Gm90EyUe+AgBsiDkxWuUcixJF4KAYCGCSBSPj+8hysgLkkKEEQbIEXKCSBMlvBFCm1iE/U77lgveQbS3RGfEBEkLgrTVJhumdVZZnJYsWx77ftXll6Y1V181HX300SssttgLgmwhs23CMKrT8ArxorhuG1FWJouHFdyrdmsjXSUZa4ZW9QrtSMyxoocosT/kUDsSe7xL3/jGN1ZYiZvQvOiii/LfSlO3gehCkHmF9KfQOtdDcOz/ulenDVdb3ubbbrp+uv2Wm7PQuXPOqmnRqvfKx+Yt4v1Dll2vcW4+aS/zKbxXkrHBOIAyvK+ENpUArm9DZBpzrPJIKgGGzAtrIvKNQdfqd8ae/hvrPK2hQJDwyGkD4z3CuBR6sLAggi98TQgVYUy8GovCsVwPYW5c8xBFOBpvVFTzI+R5BokX45jI9plrn5sWZVESmL/0tpwfok1WX2VZWn2LLbKA4/3z/eZcdA48l/J5nGfMTXMxvsszZ74bgzxtPMjuM65PX/B++K57iLHqnihUTRvwvjYXG5VfQ7hprwgTi/kWIqWioqKiomIyY9gZkSycI0FTkCDjPAYRAtGvK+QiCUGog0AgQDwATcu+XIGI/ScykJEIbQLWUlCJhyghduLahdsI+UB4zzjjjEyS/S30xCtLMKs3wiJPwrFYXoVDBRFilU1zBuLfhYd88uMfHZG3iTcmiFUbnCcgReeff34WMXIgmsQ+cm68lquHl+1Wvl+u3j0cL0lYzYXaBIRtyQsgAIRIaWvVkp785IEFDIFV27ERu04hUghfSfpc7wc/+MG8X9e7uIiGe+jOD80J1lAKLF4PIsFY0l8EReSyaGsEnYeJYBAa9JOf/GRwDJXgiTKmhBVFmCQhI9zJ+ROJxLL2Rap5CfzfORM+xglPwliXPO0lfEvbue4YM2WuFtFBcPCc6lvCkJeEl5L44mHQnsY2su5YRGl4oHg2tBGRQKQxfvAyENC8MARmmXchvGrGsqV5//qVlzNWlRdS1hRwPKEqAsqTIkyE44E2li8GPCFWnycwo68izC4WdyReIxzU2Pc9feeaeb981xgQ9kVwCb9zfu6h5p5rDpFSUVFRUVEx2TEuZVrKHJIQJJJY2xKsJwJIRyfLcRClkjT1EmaElBARyDDShJgjg8gQIubaiQiWdwKDFf6EE07IRIZFNyy+JXxffoRQumbpVVZWcfi7v+mz+f+nnHpquv/9tu54PSWCzDVFCQJdhjyFRZ9nhyhDnhAtRBHBzKVlN998hUTnIMAsu7xFrPjlOZQelG6ekkiijgpbzs2xeAK0nU3bBdlkjdaurPEHHHBAPjZSh9wSKUC0APLLCt1EW7y/ogWALArLGxAlAyto+//WW26eP4vxZOyz2GsPQlHRgjLRHREuRQKii2wKYSQsjBP7+OpXv5qFbAgWn0f4nGMh27Zo+/322y9fE+GKuAof0yZjFbJVzqNu4VvRLvrK1ikxm0eQaDTWtQmvkXBHbagPiBKeL5X7lOWNMayM+KGHHrrCfPZ/njJeTOOA4Dn7nK+kLV64vGywsRdtFyCOjJW2NlM0wXkwJvDuEjraW98REDw1xnzktvCoyA8yt3hPXEcUUHA/NC/cL/SXcUf4Ei3G6+GHH57nIUHiPddgvhjbDBQlzI/wok4UtH14esbDIzdexxvv66qoqKiYbhgXVcBiKelb6AJrNutip0T5fgNCYuulog1CgFQgC4gz8omsA2tmPMgQCh4PIRxIdZBUDzyr27N8s9ayBLPI+hxZQsAQM7+T5IpcIWNnn312tqDPWmW5p2GjEZJP1xnVuZq5JCWQLtWeCC6EiifHNYcoCUt5EFNtwyPktbTsEngh8jolm5dwDB4BIszvmhb3klAKq/E9RF7FJknPQp7kzOin6JsoczwU7Avh049xDXltmnkDVcnOPvuLg+Vp9RkB7lwdH6k89dRTVxAkbYhqS8gwQaKSm+paQsjCom6/yCiCSyjyfpRhcNHmZZK0nKTxyj2IObMyiLwquVjEF5HOk6SSmb7VnwQ/gs9LRxyoLCdUq0kYtRnhwuNAnNjMlYH6XcTp2bkctL6Sf8I7SWAo8NEJxoyxZBwRHvLsou+Icx4TJc4JSnlzQtJUs+OpM44+//nP5zBMRgaeRnPIPcFmjhCYPCeRU8TjIz+KQHN99qkdmmFeUYFuImFeasdxO978+eNyvPG+roqKiorphnHzlAidEQohh2SyCJImgvghH9buQCRKgo0we2iJNycqkApWTfAeEk9MuH6x8ggjEcIqHCFRXuNvKBeMFPYhVAQxQYgQGCQ58gpe9OIXpwEfx8iAzCBPvB/OsVPol2uPKkgInPNy7fIjkC0EynslAeYNiJj+APKFRPF6DEXWAwgfgk44KY0sqVtZaSiFI7KKxLGOI8hxLoQJ0ahf4vus6/ql9HC0QaU4IBacgzLJP/7p/6U9jjw7v7/nk56U/nrNVTnfwbWVi+6x1iOR3cBaz3oOxhWSLMnZ/EGsCQv7QYKNAaI0KppFGJx2QehtLPA2IEh4ZfoR+knbEluS0yGuQd8REdpD7hBhp7+IDKKEx9V9hVhp5n6UEKJHEBDvxOpeT39GGijCnNKmm22a10DRjt2EeHkfsJ8ogvDlL385ixLhVqCdhWCaG8bT29/+9vzKw6iamPAy+7ARjHKByrliLqkc5/r1Obif+D4PKTFqPLQJzBgLFRUVFRUVkw3jksiB4ApHUMmmX0K2RoIgfsgHC6ewmABCHlV3iAwljVk7WVQJC7H9EnqRdaQeiWHttR/WXeVih1qng1VUSEvkRTimc5L7odzwaw86qPV3jhHrYZRwLci1EBFkjxfL/qO/muWYEV7VwxAl1y70hMeEd4SnwnW5Tp8515I0EVAIdrkmQ7muSK8gXiSJs2S7nrIPSojlR8Tt33U2w1z0AyEi1Aa5FUokDEcuQSevGAHEcyVHRKhcTkgvRMxbj3hrzl3gzbLejvMkRITuaCM5VNpYGxCj+qVZfpjIRGol7CO+xoTfGi/C0AgVc0gojzAflnRtgsDG3IocnRLx+ViUAF5ZECS8ZCH6muBhfc1rXpP/Vq1M/wjnMp9A/oVwSUJASGGn/hNyxQsZY304sE/GCNXTjPU4Nu8fDw2EAYKQ4ukyP2K9H+OQ1yfKCxOTxJbrcS3lXCG8CSwCiRBhJJBzRLyYm4Rbc34FjIVmLlJFRUVFRcVkwLgphH610g4Hkf/AQo2Al5WmeAEQich1kONAjCAWyL2qWgh0lK5FboQR8SAJZ2NBRY6FosTaGW1gISVi5Buw+tsXkeBcFi255xokjusYQaDkIthigbdmHgci5VzKKmjImHwX+RBROhcp4qGQtB9g6RYSFR4BSchBpsrSv1GBS1uFp2Q4QMYIhKg+FGuk6JdIIkbMHEs7qX5VhrSI/ydGjjrqqGxxd22Iqn0QKrwL+qGZeK/dJFDz0BCEROdLXv7faaBcwXLodxZwx/E9+24uWEmg8Io4PpGpHaISHeKsmIKqU4Dg2qKdwgPDU9cMgytzdEqUYXL9BuMmPCWdQOQJ0TKmzBNjnkAmNoW38UrGCuzGh/a3P+M71gEifIS7ycN5wPbL264bCFBiQoGPMnTHHDdHiKHwrkSSO1HBMKE/iUkeUfMkvHP+9lncE80L4zP6zKtzdz8hSFyD76ocJ8leuJ52aIZu9QtcT6xPpNjCWI+7BXfckR6y025jfrzxvq6KioqK6YYZy6bx8r9ISpT3bSaO9wJNh0yxbiMkvA4s12LJIUI0xJCzcPKeCOUgTKIal/ATFnchKYgJsiM8B+ElfITpyFsgIIRFIVvIaPOB6HuLli5L/3PBwHoqb33cumn1+QMhP7EWRxsQH5WbbNqA9wYJiqpfrityL8D3hMsIP0OUy/PgmYgqa4ihkJogyIigzxE7BJy3gAV8qP7o1EflsCUufC55mFeiBI8K0eJ6WMrBOTXDtFwrMSZvh3eCNdzf9tnscxsSzCq95K4Z6eDPXzHY5j+44Lv5ePo4FkQEIsjY4D0hOITJRdUwAkq7yT0xJnhaEE8eMDq8gO4AAQAASURBVOMH6Xbt+rJct6Qt1KxtOo9mUu5w+mhl0LwO7SB5X3ig0CZCL64t1hMRIqndtV03EOdHHPmO9JNZA167//eUe6c5swecxrHgpAIUEtPNT94pIDJ5Pnk79FNZMVARgahW59yIe6LBOSs7HWPBGGSQINbNe7lGKqj5bunp8jePi7Eac8hGIMX/y3VOSuiP8M6OZR91gvMj4GP+9eKdcx91TyDiu4nTwMJFS9Le7z8v/33Gax+Z1l9nrWEdbyTnMpLr6oTx7I+KioqKyYLJG0vVJ4icDgKCdVQOA5KErLOGIvRiyRF54Ta8IkKthJwIFWLdZzWXoyGxlkWXJbVbKBfCgtATKEhPW5UoHo3XvuZVWZCwsBI6woWQLQ9UAkjOCOKjRK1zFaveVvKZoPJwRnSIEse2NYVR00rvvISGIWwsu0g8QeLaEPKmKBkpgkC0rccSVZlCWCGWbSSdUPjABz4wuLK476vKhWASiCX8Ptp8yd0VyeBx+u3uRPcQItofkdF+vDpILcs6bwzLP69IrEtCIBob9q98rXPXP64LeRXy05aP0zy/8tpLQjsZUJLw+L+/hcWFl06Ym3bk9SD0bcaUeSSszZhTQCKqVBGW+tfcNOeMvaPe+97BXKASBIH5oB9i7JjXjAZC/GJNo2YJ8wjd0reMELECvd/y1hn/EvYJKn/rc+fpGlwjQ0Ncs7FnH8QKy3zZd1H1bqiV4CsqKioqKiYbqihZScRChsgD8o0gIjYIDaKMOCIRPAtEgJAgoUGSXYUKIR9izlnJWXq9F6uQI6S8I/IYWGElUAsFYbnlwbAhzUKAeCJmFtW3lBFFlJAogiPCtso4dIRI7oKEbZAAzFLsGhwD0SNklKIVKuY6kS2W6LZ49maIkKR21450eWUNJiBGm1RJgkbc24g3wopARviUa0JuO62JIiwMcX3GM56RiT/Rxzrdtm/te9xHTkyzH3Vw/v/sVVZJj3vMo7JHQ8hceKiIQCTZJmRPWJZxoxoUcs1y7j3hR/pIvgLLPwjX0W48aGXblvk4nURJuQbMZBIlZU5M/G0ulQuXtlXGUvzB3OLJKKuxsUpbuNKaNjEu/3rtPUtCEC3CrYTmgNAwng0itdsaOsLDYhV5c5zwZZgwt/WR3wo/IzaNQ+PP/YE3yNgkXsv5xJsYVfwiXChgLAwVttUs8V1RUVFRUTEZUEXJSoIF3IY4lWQAgUROeVBYallGkZywWhML8TvEGRliHZe3gQzzSogjb1pkERnllYkYib2EDNHAenzw6y3iNkBYfnHZZZng8siw1jZhPyp5ESQ8L0KEWHSJIMTKuhhInpA063kQE4gWS3BZQauZJ9JEWHZ5i3olVSMlssIuEDnHjHOUz8M7RLgQBQSV16jy1Abn5zsIoXM/8sgjM6lEFFVGQl4RV22vtOwed4uSiy68MN1v6y0zaY48Hsn9xJ92YgH3W54wxJmQcp68AD73akxEArw2k7dDKDbbtpd8nE75Jf2M5jnH39qMCOexMKYRfW3Gi2f8ejXXrB1iDskTMg4UnzC3ykpoxvRXvv7N9MGLB4TP977//bR00cKco0JAEuc8WPJFCImhBIk1YBzHWNPfQrX0nTlMzPOAMVjwwnnPb4TsRWU9OViuJfrY8c37kYb1VFFSUVFRUTEZUUXJKCHERhkLLxFWyBLLO28Hq2mUvkWOkRiklAeEJVgOA1LVyfINSBKSahNeJG+DlRbZRZ4jJGXNNddKX//qOStUuyohp0Eomf2pBMWzAvI+WHijbC4IM0GO5TMg7J1WZLfFWhhh+XV9o72COGuz40Rid+TlCNFBBp0v67Zr18Y2oW7EnGpHFt3rJkrAvoTx2I+1QmxNII57P+MZKZZd3GzzzQdJpXY1FpR3jvLKvDDILjGhelcgBF0s3McrIryLNyUSnpswjrqNk9JzNZkWemvOoxhrRFyENEZCu1BDxQ6Id+0kF0ceiER4IlQbWsPH73gjkH/CpplTZEX3hbcPCEF5UjyLncphdxMkjAPGun70fyF3MVbNfeGK9kvcm1vC+YwzXlDnFOJFmJexev7552dBxJPahH3mNXLuXsOk9LTUksAVFRUVFZMRVZSsBNrIHmu9pHMihIcEOWHlZT1HOIJM+xtJlaOBlAjrURZYWEpJ4tuOUSZQW1AOMeLVOO6Ejw6+/+3vfDs9+IH3FAPIkWRwVnlwDuLZI2Ff6AkLM89LkEAeAkS7bZ2N0rLNGt1cNBG8TzQRUiXZGw5ZjgRzsH9tYJ9EiKpZBIJkdgSVhVm5Vd4M7S90zvlIDCZKlNrVXkMd3/cRYF4k1nheIudvIwgsYLfp5lukZ3/o/Pz9+fPmp3lzBtbgYQXnodG2+lO7I7EIJxFKyGnfyEmy2b/jaWfWfNdinLi2XhcjnEwCZLgg7mKcEmxK6SLkxpf5pWwwQ4CQKyFQEZZo3AmX1CeEAiPBJT9SbGKget7iRYtyG6usRqwD8cKzSRQ0K9SFUUGIXwgSZYF5xITsEe5R7Y0QEY6pAp1zCi+GzwkPY0FIGs+cJH3X4hzs3/7kpZSiJOYAYUOUGB/2yQsTmOjFEysqKioqKkaCKkpGGQQJgulVomqQdSFUSGnkm0RYU5QMRrRYfeWUsPQPZ4FJxxBL/7wXvCgd8dWBNT+223bbe3zPGiTyT5B3QNR4W4gioUiIHYIk7EvuSpkzI4mYFdm1CGFC9FjryzwSxL9t1XDfJ1a89mKBHgr2j5Q5B2KBVZwAERLjHJ2v82Sl9j1kNKqMEV08QZKNe0m0f/3rX58JJ1GmT5BFbcEzowLXRve6T0prPXoF0uj4yC9oa6LE8VVs0sfGgTZ23sL4nAuLOa9MhC05N2WmtZtrWNkV0qcKQsR55R0x3oRtRdK7/uExNH4RfSGUPE/Gif4nPoiSiy66MM14xIAoefFLXpJeuM9z8/gxJ/W38Eii0HomRGkZAmn+mjtEhO/IC9KPzoWBIMa/70UVLgLC+DdXiGZhYs7R+fLwyHsJ8FzKNzJuy8VZS9iva7a/ZrWxSMafKBDG2jz+nirHG+/rqqioqJhumDSiBOGQfB1rgQjHGC4QvKjgAyURGC3wkCCeSGSE3SD2rJcqAyFHiESENSHPrKWstCy8iIqSsuWq7kSKECXlesW5N8vUxrXII0lpgJAgbQ964P3zwxN5ec973pNj5gGZF7IivMW5IE8IELLunIWSEU8IXMTTswgDYsVzwpIfXpJyVfa2BHgeAwtODrWieXktbX8HHKMkXkowO3fnRuDxYLCoI5b+H6TNGBIyQ8AceOCBWaR1WxMmoG20By8LT0aIOsg5JUcOiJInP+XJ6fe//XU+TlsojbYWNuY9fULoGC/GgetpEh39El6BfsNQfTRWCJEcbWIsGHv62CsBp92MAeFU/iZOtW2E+4Fcjz0ecWD+20KhVnTnHTz00EMH+8y4FcrFs2ZNGeKCd8Mc5EmxLwta8oJ4H2F1/DgHAjzGqX2aN+5hEcLJy6OcdXhP3BuMR+PHHOT5se822C/hyvvSXANqokWJdi5zeNpgvmqnAAE+4uPNnz/k8cbruioqKioqprgoQfIlkAp3YZ2WRPzGN75x2PtBAFghxxLK6sa6Iqyu8hqQj0hk9TAWzoFECeXxeZAUll1Vl+SJECWEDKuv3AaQwIs0CUdCjCwUKLxD3Dwhs3TZjMGcEgJm/XXXztWbJE5LogdhHvbHalwiFhsERAeZR46QLwIwVtQmaAgSwohlOKzTrNWRD9BMyuYZ4I3hibEWiHNmAe7Uh8NdTBEIEu3lFTlkRY92d57CXJwzq7Z+Qfr8bd0YIWAIZFtRARZt56sfeDTA9/Wb67rl9uWhMj++9NJcEth+opCBtpC7Y9z6v/AibYsoC0HjMUGQtbnPlYx1bog3Ae28hlp3YyIwkj7qFcQiEazQQHMtDm2knxVi4N2z8GSZH8QYoP9DfGh/80tfEsbmpfyin/38F4O/MSePft978xoooM3NM2JbWCXBwcvFY0LAINPEkOIHPJ4h7B3bGCEunCMBEgusGpeId+SW+a55yThA+JhThK/5ZH/mqfloPZPw6AnrMjbMHceGyVgaWHsT4s2EfNc90YKqoqKiomLi0PeiBNmV9yCuWvlaxMGDXOI1cjccSOZWcaq08I42uWKhRyKFbxENXpETZAWBiM/igYwAhXdBWd8QJa7PFhZEogGxRlaRWFsT22y3vKrVKnPmZIs+UgWEBRGEJCHpyDbxhLgjekhCVJdCkFiiWQVZmHkHWJ4BwUP4IkwLkUDeeFgi4b0pSuxbPzqWOH/tjuh3EiX2Vy761ksfEUuqWyHyxEeQHufkPJ2364mF6ogAnhRtDjxC8kTsh3giGmxlfL79WqtCiI5964Pr//XvFH6TZz3r2WmTe2+UQ330uTb2HTkvrkeb8U4hXn7vmNqSSPKZsCJkVB/7rbGiXWPF8H7CSPqoV/AWIuw8Wm0LBCLmyDryj+TrTwsUSh6Xw1MuMKmdiQr9SOgQgkL81lhruXfB/1XfEp4X3khtbsy457zkJS/JvxVSBULtlHB2bARbXxvbUWqah8VcNQ6cq1A+5+D/EVJontk/44B5SQSZf85XmW8i3jWWnhIizHw0d4gSnle/8VrC+OlnhCdJieYyf868GI3wzoqKioqKyYm+FiWsm6yISIaF7UCYE9LiIY8MECaxkvJQQBi6lfdcmYXegogjRciuWHZWcA9gJXURuFgpXDIsgoxMhNXVQ9pvnZ8EbiJEiI/PeHeQVeE+iIn9iWf3PdfOiiv064EP3jG98CMX5fMQcvL987+TK02xviI39u+YQeBZ72M/yJjP7Y+YUXaVMHEdvC2ElHPxPgKoTw4++OBs8UXmy7ZohiGxeMd6Cwiga/DaCdqqUzlU5N3mnCNfg9eCdVzVJeOCACQIfRbeG+embZEebYkc+r8xpn0QSmSujdD5vYIC8kuIq/Ao6ceyMhbhtuODH5g9V9oAYUWc9SNSzMOin7Wj8432Yrk3DrS3a/NKjBov+knp4KEqbY03uvXRykJ7mOPC/cqxFEneRKP5oy+DtAuBjPVMtF/kOnlP2xKn4d0zt9ZYe930s+U7HhScIRR4wfQRsWX+CfdzTF4LOUWRmyS0L46lL/WbV/OIeCFOjC2CR98bk0QLwWkMO5bxq8AFUWouM8JAEHbjR4lj+3Jexpl2ca42491aOtqCQDOvJxLGuntGeH/bqsfF9fWyevvQx1uYHvmIxw55vPG6roqKioqKKShKPHhZTL2yHCP5xInKSrFyOrIrBGc0Hm7DRVkON0QJS7gtyLO1RBAX5+9ckRO/QaiQlbCaI9PIh7VCEDJ/C0sRYkQQaAPVgPxW1SEJ8X6HTLHS8nqIiU9pwNLII/KAbbfJBIfwQISRFvsHVlteJ21I3CF6wkJiDRHnG+3rOAi4/xMkLONeiZJAr6uGC4GxjRTaVLsJxRF/jwRG2WMk2XVoO1Zmn7teAoSYEHuPaMoDEPajne0rxIsQLQJFHz3pSU8aDGmT06O9jEUkFSFBSLXL4uULuqcbb7wh9yuBxzuive0/QniISvsLD1M5Zoi/spyyazLWXY9rLasrTXUY37ZuMN/NnSDu2liYp/6JYhLuE8S5/zNeEHf6HbnUbz+7cmBfxvHjH/eYLDr0kfbnKYm5QAgIH/W5ilvEkX4Nceo8wtup/4U8Eh3mHe+NfTm28eP/5rLjOPcoYKAAha0TeEeMX/NdeeQSxrrr9eqcY02giYL5Fzlo/h7z4y0bn+ON93VVVFRUTDf0tSgBJJJnIAgw4i23QsgDUsmKqXrNRIiSbovTBXl2/oiEsCHW+y9/+cuZLAu7YBWNilWs9vJRhGVYy0JVLKRYgrscBRZgD0LWOWQXyYpwEfvQRrfeMrDWQiR/zltrgGAJMyEokCdE2N/IC7FkHwSRkC3WX5bXqArmOAh2XI/f85CEp2QiEO2F5IWnJBBjQGgWURULOwo1ggjFClGoD2zInOuUq8PiHt4n/YRYCrUhVhyTcOOR0Vb64/nPfm46+ocDK5Vcfvkv8zFZv0P8EU32zzqu7zotbFeu7RJwPILEa8Vy6CthkuWc1y+26HPjnMdSvxEVRIC/jQHjOIc8XTkwX9Zca608jvSZfor+CBD9BIW5bC4SuD43TmIBxLIfw4LOyxVC1PznQQvRzJtjG0rIRwEHHhqGgeaaJGCelqFe/VgYoaKioqKiYtKKEtZIFkULA3qIC2UhQlRaUo4TWLOFd7FkR7z3eKK0dncizyyrZfKmkA7EwtolwlQAMUE+EBaiQKKvvBIhGwgNcoxoCAUiIoRfIc9i7nkyECqEpEzeXXDHHWnenDUGz1OIB2+KYyJ1yJv2Y7mNhOuA3BfHca4RmhZEiDgsPSTjDecRC80hoVEkALQzjwKLtrA1YWLCrniLytXPEU/7ievUvsimXAIlYBHXWPNE2JS+8X19YD/6lSWcaNx0E/scyPvZ+aEDK3OH9wyMWwImSrgij5F8PRR4yoZa5HE6oq1dylLVUbZViCCvnj7U9zwIMReN7ZQGRMmmm2ySX80pfU2clMSfAcB+9bmxQYgQi5LtzSd5ScZEzBWCnidXqCaB71j2y5sjt8uYcD69eBZdUxTF4MlzT1QoI0SZdmBgCK9ORUVFRUXFZEXfihIPXw9voTQexvDKV75yMLkdwUMkWSKRjfhuv6C0fJervLOYIi3eKysEIR68HgiHNUcQKgTGNarI5BrD24HQCkvx+/ACIFLbbHv/9IPTBlZhR4pvvfmmTGoQeOKD90BYEY+NY1oXw8ZTEoQuch6e8pSn5P1YVRqRJn46rZkw3nDN2iuShZvQTkiituPp2G+//Qa/5/0ooYrIidPXNlHGV99oY+0prE1bEMEIIO+KkDcihqWd2Fl9zbUHRclzn/OcdNeSRbkNo2+F58TG24XUOv9eRElF7wjyHtXXgLfRBpGbQrwYz6utsdzD8Yjdd8/9I0SKQC9DAst9S1iPhTAZDdyDfJcosV9CVohl5HoQJcab7xBHxInqayrlyR+JHIUyH6spVMzJmJsBgsT+vFbRWlFRUVExVdC3ogSaIgMZPPHEE3MMPms0jwJyLpxoIgRJ2wJapQBp+15JPBCZsOAjw0KJVAgDVZsQGF4VoRtIE7Icv0V+YtXp2O/CxQMrsMf/f/ebqzKZshFDsaBj87yDRAESVVr6hUL5G3FvC9lyvc0FFcd6YTHtpd0crzyWMeBc5JYQYq67GV8fIXdEmXPnQfI9Ys31IXsR/iLsB5BRIYLIZQiSKDtblhF2LtG/cV5lgnqcd1mpqtcxVNF9wTpjoW1MNNvZd4iJBXcsD6PbfLPN0rw5s3O/n3baaVnU6leCPeB3vJGEqf7lkbOApmR8/ydg/YaHpBScPou8Ma/GXswpOTDGXFtuWiCqUZlf+Vw33zyH8xG4EdbXvN66sN/ooLl2SieveEVFRUXFNBAlzVCut73tbZkcs2IjCMgiq2OZV9DviAR4FnhEJyznyEmzrKrFDkuCUz4Ufb8UCciPhfwG/1+EkXgNclMSlkjEFyMvnAxYi1XhEsYEBBHLsvd6WSNkPDwAjtGpGpXrdc5heS4tzNGGZdUcoVyu2W+E5fh+hPgIvSF4eUn87bv6ypotkaC8cNGSYZ139ZCMDYyHGBPdRF0Iww3vpczyipXWEH5ClGiRN1SKEuPDuAmjgLBAW8D8iLlWwvdjnREwLhkSyjnVzE2Te3L66adnkSPBXpEFwjkqjBEj06nwwXgjcu+0fYlabauioqJiiosSD2fWSUmcHuhlBZoQIwGkkcXaGgFIIYIxEBvenyg9IaUnQh6D1zbLuSRpIkFyeqe1HyKZt22hwhKEiE08uzAm7RuhLcAizOLqfOTrxL5ZCGO/betENIHIs/rG9QVhn4j2ViwAXKdQnHLF9jIJOhL+JfhHmJ0ckeb+Yn0RoTjGnn7pdI1//stf0rZbT2zlo4rexMuAmPzdCn1NgIaQjwIPUIp74yfC88q516vg9LvmnGrmphFE7gHA6CL8UIil3KS4dzST3fsN470I4mgezz3TPbC54jyR4hkkt6+ioqKiYvQxoXdXYQyIoHKoEUJjHQw5FbwAscZDhMj4jgezxesmA0pPSBCWSICPnJMmkZG4b9Vzi6l18rBAp3CPNiBUzuNjH/vYoFfmVa96VX6Qi51HgCLpHvH24EXSerXq+x6iFoRprERJKfLaPCWukwhh0SwrjgUiTIZIA56PKKcsh8fClSomESBKLgvNUQLUqxK1iKrjd2pznqIqSiYn9J17i2R0cyNWaY+iBG3hjbZyLjfnMZHj3tat1G8bjDO/ZaiJUETeFjlhUW2vnxGLq47b8VZdddSPFwadJuTYTUSlx4qKiorpgAkTJQisylrChJBBVm0kUYK1lb6V+vV3CBIkndfE+71UrekHhCdEeNBJJ52UxYBkfaRCLgPvRSx4ViZwC6Wy2rFkWBWhfF56WPw+Kkh1wu0LFqTfXPnHTLiVM0XOeaXsH+FBvPz+da973Qq/43kaSShWKbbGCqXIK0UJcRtVrWIF9Bgj5Vjxt0R1wkMIDSGmAhkLKAFDtPHO+Zwoaa6XYf/6y4rbkoyVDX7lAa9e4Ry1bSfR1Ml7VoLnptvnFaMjYk8+5ZSU0sBK6D+65JI0Z9aMXOLXd3kPY3X4SJQXUsWbKFSUaDCfmnOytKqfeeaZ+Z4mR8mijMO5Z1lIEeSYReEF45PQ7ndB0gZGgKbXoaKioqKioonlWbrjDBY/lr9YjZ3gYGG3MJ0HuAURxfGXIUKnnHJKx3Ue+gWuIzZESHUd1+G8kZqwriLS3iuvkRBghUVsESptYaVmfyMjYSX1kJe0Hgv42Z/9lrH0/u9zXhDt7HfEjtK/PAGdzhkJcpwyF6M8Rqfr1XeRkD9WQBgJA6+uNbZoX5trQ+bL5OGA3yJE2oOoECqHZGobosY1Ez2uA4lSkYuII4xt2o73DmFlxVaMAKEtEaKpPD+b8+B1+dKXvjQoPIYSXmW/VPSOaLOyLZv9ccH5FyzvswUL8nuMBsL+hCLqe6/2Y/6dddZZ+dUcVhXPfDCeYk76Xuxb/xpXPiN8m/PGd2NOeS37OTYeTLlzrPL2H+O07bv9DPcg5+56YmME0HbjHeJVUVFRUdHfmDBPibCsKKmZT2T27Ez0PKyEEHmQKQXMsg2HHHJIesUrXnGPxcomAxDlCAuKdSx4JCTVWisjEEJAmU9rkLC0ssRqAxXHwqMizM1nytkiPJ/+9KfzugmPfuzjrdWevxNJ3rwkwlIQeaTrwAMP7CnmvilwguBPpJeqU9y+NiRMyrYsk4dPPvnkwfZn5dZ2wgbD6sxrhbgqe7zvvvvm/UTp4DJELmL/LbJofwQ10RLQ3tf/4++tuUCxiCNCGyvDt6Etz6hiZOjWlve5z70HM0rmzZ+/wneEXPGWRFlgxoLI9TKGYtFSY6vpgZEfZyV548QaRardtc2ZoeaU/U5WTxkh+OQnP3mwWId7Hs9vWZCEIGkLjxrZ8RamJz1xr/y3aoxjmZDOg8o4MdbHqaioqJiOmLFsAuqPRgK7xe0kfb7nPe/JoiMeaG721gEQYiSGV9jCWFgEhVbIQbBoodjtsUKT4LclykKztK7/EyS+h6REgmz5PZ6Jl770pXm/62+4cbphm+fm75zz5ifmMqe9YKiytGVi/ViKkrb+iPci9Kwtfn8oEBr2aT8f+chH7lEkgDcq+sQidaVlu1sxAcnHV/35r+n9F97S2uZlu4X4ISSN5yCc/W7pHk4fjfU8Whk0b3O/+NVv0lvO/XP++9zD9hzst7bbYXNeNudD5JfYjjjiiPxKuJiXCGwZAhjotjZJp3PudbxMdB+5rliMVeiq9Y2IvNHMxVCoYO/3n5f/PuO1j0zrrzNQ0IIXdCzuUTyr5do1K3ucyTBnKioqKqaFpyQerBKIX//612eiqLyv1drD+sS6b/Nwm2zErRu6kZBmaV0bD0nTC9D0GLDe8qzsuNNO6Tu3dT++ECLeKVZL7d8LwkMwkf0QpYpHkrdSeqra1oSQJxJt3KyE1A1CfTZSWvbCb7d+Xh7LOffa3hVjj+223Zas7Om7zflmfJRzOPpZDojQPwRWwryQP2OrDcMR+OWc5c2rqKioqKiYipiwnBIPcauxC8mSTKrilnAtFiTWZEneBAphMh3A+hqCrMznELLFeo/UdsqnOeCAA9Jxxx2X23IoRE7FZEs2JUaEPvUqSMqYfYnGn/rUpwYTjoUKloRQG/NCRXhc+duVQduxKiYnuo2J6GeLaj7rWc9KH/rQh3IZX6GCoxGCNVnnbEXFWEEkhcqJwir/93//d1jf+eAHP5iNB4qdCCusqKiY5p6SpUuX5oe4sAhWRRWgrLytGpf8CO5siabWI1lvvfXSVIVwnrDQI9tIjTjrMlk8kqRL637TYxFW13Ihv05JsKytjuu1m+ej37xTQifKReja0CkPRpuVbR3io9P1DieHpvxds83HOtytonf0uup5p/ebY6Ica+FdI1rK+byyeVhxLuWcraiYTlDpEF7+8pcPvmdeveENb8jh30LgPBsYNkuu0Ok7vJkWDBZOaA4r/rLXXntNylzVioqpiHEXJW4WIUhYMF74whfmsrcSsN00VJwSsiVUZ7QSIfsBbQseIjDe8xoVo9oITHPF55WB8I/JGAJSxnP3gmablW1NlHRbgHI027tiamCoMWE8ITqKd0C3+Txd5uxUhmIjPNujmbA/XCi4oULbsccem6YTfvKTn2QDlUqRoKiC4jgveMELhvzOrFmzciGLiMBQiOJb3/pWev7znz9BV1NRUTFh4VulIJH0KBE03Koe5jwFbg4sF1NJkEBbiVoWVaQlchl4SNpIjM9YXnvNdai4Z5uVbd2pPwK+16kvKqYnhhoTxpF7ljySmM/GXx1DUwPER1ltS/I+QwnvVSzGOhVx4oknZoGNxCtvjex3g8qC8kTl22kvVQ7lOzYjJYRqK97iO+aLYje91tyJ9XsC/rZwbi/fEbL1/e9/P1e+tNaXv5u/raiomAaekqYgkcD9iU98Ir8HsUjidLK0sti3hRJVjD6abV29IRWjCePJ+OLRqMaDAaPAVDoewSnUeKeddsr//+53v5ufZbHw6lQzosEXvvCFHAL18Y9/PAsSHpk999wzL8jbaT0quVS//vWv0+mnn56NjHI2Hv/4x+fwwxAJ73//+/NCtUK1eTMUcpAPKczq4IMPzksD7LLLLvm78kshvEFDiaKhYI46xuMe97h8PHlfvCcVFRX9gZnjnUMSgoSHJATJdMBIvB2x0KJ2c1P3d8XoINq2zVNSfuf666/v+p2K6Ysy+b2X8TRdUJZJHo+1PFZbddUVSiyPFbbbbrtcHdGmkt945vi4tigxbX0kxRTGGsccc0x65StfmQUDMk+ceH5Z96kN2uXss89OH/jAB/KiwSrPvfOd78yvREjgRz/6US6T/dSnPjV7YZ7znOekJz7xiYOCQ0ET4XG2d7/73XmL//uM2Cm9G/72Xolu31EYhsCUb6LqpzDyioqKaSRKWCKs6cAqYkExlZCmkyBpQ9vKzG2rgPMwWQDOugdIT6dE3PhN+f9u34uVp+XweJ0KGM5q19oy2hSa7dEsMNBs34rpDWOrHB/N8dQNbfOvOfcn61gTyoTwxVYrho0O3vSmN+WKlOeee27OjRB2pH27wcKVREy3rVPoGW+FHClejoBoBv+/5JJLWn9jLjBANitmEqZKugeEdFl/7A9/+EP+/+WXX54/jwU3hwIvCm8MoaEqnYUseXB6/Q5DE/D4EELN31ZUVEwcxkUZuFGxdkhEY22p7tLhWRytNs0aO9z1OYYCscO65bW5MvVUh7ZsrnlStgcLXg3xquiG5vgY7ho6zfE22YHg8h40yyazrsvJqBgZkGqGPKFQysOD0KeydHwbLD78vOc9r+t3mh6GgJA0z+2NNtpohff9/3e/+13rb5T4l0QuP8Q48N3Pfe5zWcSU6/W85S1vyaX/eZ5wAcexJMCLXvSi1AsYNHmKVM6Si/rmN795sPKWxH8elW7f4aWxaKV5e8opp0x7A2lFxbQTJW48aoOL4ZzquSOjieYibaMNYgch8jrd0LYyfLM9hrOQYsX0Q1ny2etwjQZTbf4hsgSJ8B4kGo4++uicSzCWORcLF96Znv3MvfPfwofGam2rhQsXpmc/+9mDxxkvqBjIcyGvI7DuuuvmNTi6wXds4wm5JNaD0uee+8K1GSN5XQJnnnlm+uxnP5tL84qeICIkxxNIL3vZy1bYX1kKuIQQcFsT9jXUdzp5eioqKiYe4xZDtc4664zXoaYl5Jz87g9XkoA9/yZWqu63NUnGGp3WLGmu3F1RMZZoG2/G5p/+9KdsWR5qXZ5+8IwQIoEI1brf/e6XLr744vy30u5jXYFs6V1L0ze+8Y2Bv5cuHbvjLG0/TjNEbSLLBDfDt2zdYLy1natrICr++c9/rvC+/2+88cYd9+eeKsyMB5E3RP7LPvvsk9chK0PReEuiDO+DHvSgHN591FFH3UOUdIKFEQ899NDsBTnssMNygn0TlhgQ5sa79MUvfjG/xwjwkpe8JIdw8aaoAmZJgoqKiv7A9E7smCBIXA8L6WiFTeV1OBZIsl1zVPY3ldtdLLF46lizpKJiZSEvJOb0yghbgoS3wWs/i5JuoVpTecHbJnF3vSpwlfAeoTJawgTRl5D94x//eHCfytnKyXj0ox89JuFbEsqVPJb7IQ8UCAD/P+igg3r2IjrP8847Lye/B4yZZsQEARRr/AyFXhZPBIsy89oIdQsQIip5CfO67rrr8m+f8pSn1NLdFRV9gipKxgFNT0SnXI42j0Vbwmvb91hWf//Hqwb/f9xxx6W3vPmNPf12MqKtXYQIXnTRRemRj3xkeuMb33iP641298BFHDzsp0p7VEwshpOf1Ry7H/7wh/MCbuLfxbuHp6TfvSLIpTyHsgoVoj5dRAmBoB2a7UKkuA8122WkIoUBZd99980eBm2rHO9b3/rWIUOhVzZ8C/Hnudh5551z4jgyzwOiGlfghBNOSF/+8pezWAECxPgWWmYcO2e5I+Vvnva0p+UcEu1BeF922WW50hcBMVqLJ8bikjwlJXhubMDjo1+UHa7rCVVU9AeqKJkAjEUsuQfgFlttkz7+y2/n/1/8ox+l6QZEQMiA1xAlbe2uXOV0S+yv6N85bbxKvGX5PeKII/rOQ9LNK8IA0CTb06kssmsvr3+svCdycyS8I/QSyoUuGTNjCWFXije8/e1vz14F3gXiuUx+J8h4nAPO6fDDD09/+9vfsiCSg0OA8PQEPvKRj+Swqde85jU5jIq3RplexxmtxRN7gTwXYXhTJaeromIqoIqSCQBCPNak+BEPf3iabkCQwlMyUe1eMT2xMmPLeA1PST8nsLd5Rfohd2KyeE9WZpFF3hJJ5LYAL8RYQ6hWt3At65DYAsLFhgoZI6p4XWJBxDYQQMK0muARGQ3wjlj35aSTThqV/VVUVIwOqiiZohBPO93AO9LmIamo6Gcccsgh2fI9HlCdCMEdDiKRmyBRTalieN6TZjsCr0dF93HaCW0LI8YK8L3AekLyZCTbWzOloqKifzCtRUnEdgv56VeU8ecWy5LcqLqNBL3m9xYuWpKWLFwweE2L5y53mU8GRD+0LQJZ9hG3e7TDUCRprHNGmm2+aM7UnlK99lG/YyL7TUKvBeP++Mc/5tWkd9hhh1Etld6tj7olRneDBfDmzp3bUx+X4Vu+PxYVscr+u7U4p7E63spcl3bTfs2QLpisi2ROJMqFESW6WxhROFgv0N7KDD/ucY/LVbgqKir6CzOWTeO7orjXGk/afxCbHwuD1T7qT9Q+6n/UPppcfVTRO77yla9kr3gsjLj//vuvsHgiWH2e+Ccm5becddZZWUjKKVSqOiAkTlniioqKice0FiVuaJLmxLiOpUWdVS0SYddcc+JK9vbDeXQ7B0Px1ltvze75sByPVx/1cn7jjX48F0nP+mE0+qifrm8qnU8/zKN+bdt+OY+2PqqoqKiY7pjasSZDwMNgPK1UHoL9QHb64Tw6nQN3/ET2UT+1UT+ei/5pnsvK9lE/Xd9UOZ9+mUf92rb9cB7NPqqoqKiY7qgmmoqKioqKioqKioqKCcW09pSMZ/hW+TpR6Ifz6HYO/RB20g9t1M/nYh0Cf49W+Fb5OtGYKufTD/OoX9u2X86jH/uoYug+qqioGFtM65ySmkTdn6gJuv2P2kf9j9pH/Y/aR/2PWoygomL8MK09JSxSMNZJj03d9+c//zmXM7QS7eabbz74fpt1rNeSwFEm8wUfPj///blD9kjzJll52khCjX7p1EdKAiunqh122mmnnttPu7NEsnzd9773HZVznuxtPlZ91O8Y7X675pprBsdWL3O6nMvKWo+mZbxbH331q18dXFy0032oDf1muZ/s826qzKOp3FdtfVRRUTG2mBx3hzFCPGjHOumxKUqUH2wrQTgUqfawUtJQBaS21Z/nLFqSZs9bNf/teibLzb9bO7T1kevXDtqjXHdhqPaLdh9NgjVV2ny0+6jfMdr9psTocOZ0zGWvj3nMY8aE9Lf1ERESfdTpPjTUvvoBU2XeTfZ5NB36qt/GfkXFVEYNlJxA/Pa3v8311r32AisqW435AQ94QJrOcP3aQXv0Cqspf+1rX1thVeWKitGEecwT0ct8jrk8nDE8GuCZGck96je/+c2YnVPF6IPwtT6HbSIjtPN5LFgwba63oqJi5TC5TBaTGAsWLMg3zNVWWy2tuuqA1ehPf/pTft9rL0Jj5513ztt0t9w89KEPze0wHFx55ZW5/b1q63iA6Q9bRcXKwFgSkiVZOcZYL3N5vCFUrFe4NwmVdE3uUQ984APH9NwqRg/6juiF2267bcLucc5jow03THscefa0uN6KioqVQ/WUjDJYaWK7+uqr04UXXpjjzZGWJUuW5FcgLLbeeussULx2Ehreb27djlv+fyqjrV2Qp+YWn2255ZZp/vz5+TWsatEfZZ+VWxu6fe+aP/+5628rJg7d+q2cq16H89uAcRTrgGy11VZpMs+j2FyTmHp/b7PNNq3tULZbHfcVFRUVFSuD6ikZQ4gXv+OOO3Ict4TssMwHWB6r9XF8ULY18qQfmv0xGtXctt16y1HbX8X4z1WvW2yxxbB/bxwZX7vsssugJ3Syo5drKttttIpHVFRUVFRMT1RPyRiClZF1XnUbD/UNNtig48MdQb7++usHPSkVY4tu/SEU4IYbbhh2X/TDitkVKzdXvbYhxoTXTgS+2/yejHBNG264Yf6707UP1W4VFRUVFRW9ooqSMQTLofKbF1xwQdp3333TySef3PG7zfCulcVxxx2XphuOOeaY9MxnPjO/rgyG6otTTjkl7bfffvm1xOabbbZSx60YP5x22umtc7WTl2S052eJD33oQ+kJT3hCeu9735vGC0cffXTaa6+9ejpm27W7l730pS9N3/nOd3K7VS9JRS/4xS9+kXOvYlNJsaKioiJQRck44OKLL04333xzfu1mlbzzzjsHE7ChW5z7UPhhl2NNVVx00UW5trzXTtC23Sze0RezZ8/uGNqlH61sft5556VLLr10VM69YnxxyaWX9PxdOWGXXXZZDsPsJdxvKK9KE8ar8fS9730vjRd+8IMf5LnSyzFjPoDrUsHuS1/6Um6PbnOtoqKJ3XffPa+xFZvqc1WYVFRUBKoouftBO1SC88qEXD3iEY9Ia6+9dn4NNBNGhX14+EvOtqiZfXro//73v08f//jH0+mnnz6sZNLddt01TSV0SkYvt9122y3NmTMnv4pzv/HGG+/RN2H11cbIVZCsspRrGdpV7l9f+47KSj6z4NwdBfEsk4RXJnG+19+OpO1cg/KuXkcbY32MXtqpnJPd2m/XXdrnR9s+zMOZM2dmo0GEZzWP6/sxnqIS16c//en005/+9B7HaCaU77rrrmmdddZJj3vc40atzzshjuleNG/evHscs+y75nm4LuP/c5/7XFpvvfXSrFmzcq5cKb566YuRzoWxHLsV44P//dSnckU322c+85k8dtynKyoqKqAmuqeUb4qqMg0XZVhD04Lqpvu73/0ubbfddum///u/8wZIi+Otv/76mfg29+ehL47b33JRfvjDH6aFCxemq666KodI9Bomceihh06pEa7NJJJrs2a7Bd7ylrfkLdq5rW8iwd3DEKmy32a54E6wAvd1112XSxK/4Q1vyBb0K68RfnDbqF5rOXZYE0cT2gW59hr5AqONsT5Gt/Yp52S3/I6Xv/xl6ZwPfPse520DIiH2YR7Gyued4HfGhjG0/fbb5/m6ePHiPJ+Nl2444ogj0uGHH57GE45pawqEsu9inkWb/utf/0o//vGPs9dEAvzBBx+cV7A3D6A5N+N3PIv//Oc/s1V8ZcZzeW5rrr3uiPczHeDe9pznPGfw74k8j2c845np1rv/v9222w6rLPVku96KioqVQxUlKWWBMBJ0quCE8P7kJz/JD2TkiVUxSI0HNIvqve51r7wqe/kgtxbAtddemx+8iI33n/a0p6VLLrkkzZ07d1onUhMPq6yyygpkaSR9U64TE+JQf+kTBKu5ngzCpc8WLVqUvTCsywECceN7b5KO/uGK5LZEub9uoT9BiH2f10Z/w2iLEm3Xaxv26zHMKWsReG22j+MSBMryhreRWLBZdV3+gzb+1823DP5mwR13pFv/szB7zxAaK6079+ivpjGgbc0h33dc/+elU7HKmCKcJhPa+i7mEihfLtzGvci9KqDd4nfah6fI3OEhFvrGOyNcTFL8TTfdlH8/3Cpn4zF2pwrcp84666y+OI/PfOb0tPf7z5sW11tRUbFyqKJkJUVJG9H0AOd5QVKQEsQoSgN7kPN8sKgiOqy+iBJ4eLNcIsdBdljup/sK7tFH2g0hQXaUIFXxp+k5an7WaV2XplVXm7MANy3t+gxZRVT1KWvvcEhRN29amxWYZX2jjTbKluWxILRx3WO5AOdYH0O7hKekCdZ8BAXxBfPu0ksvTeuuu2765S9/meeavli6ZMngb/x/9oyBEMry/ANEqd8SNcKe2rwxvi8Mq/SCEkyTbaHTNk+ka4zr9GoO8BpqW9u2226bE5jNT+0uf87nFrO79dZbs0DUX+aP+57+GUnp5XJcLVy0vP8qKioqKqYGqigZZRAZl19+eVprrbXygmP//ve/Bz/jKXn4wx+eCQ5LoQd4PKCDGPOWqGjDouiB70HeTZRE3DYScMNNN6eUBla17QVyVILAj2RthvEEorfmmmvmvxGcTmsjeA856rZuAgs2coQsIVjEAstuxP8Lt4kQA30md4SnxHu+3ytYjBFifaqNiY1ObR1WYH3t/I0P5+VcXftYhVpNdoSHKQir9i1DrcxH1nqhVEQFaNeb/hMBJQP/X7poYR4vSDdhyDvJK6A/zFfk2itR0vTClZ6T4QjWcv7FWHXsGJvjsYaR4xmfsZBrJ7EPcb2ulfgi1oW5uWb3K/jVr36Vf0+0aRf7dQ9z3/N7OXIMByEoo7BHeJ1+9rOf5TFvnk3EivcVFRUVFROHKkqK5M/AyiSZnn322VkgIJJPfvKTc8gCgSKEy4MXqYmEdw91eRIRlkXMKOXL0qi6zRvf+Mac2OlhXZKEZvIpwoSoz5g9Z1CURLL1WC4YN1FoEs/mZ0GsoK0N/vjHP+Z284p06hfVjxAt3/c3kuU72gdBsj992txf+f/rb7ghbXrvjQf/7/fhZUFoH/3oR2dPGZFT4pvf/GYWRUSPMRNjETkjhpxXG9lts8K3XW8/Wet7mVtf+cpXsuWdp+EpT3nK4PuKQBAZb3/729PDHvawLN6EZek/16iNmqFW5hcxqz9V/mla/mH+vHlp3poD8yZWKee18qrvd9hhhzwPiQQGAN6Y8K5GYrtwu6HyWJpt0Db/CAT78ToeosRxiAevBAYjio0ILj17kbgeYoNXUTsTez6LOamtzB/hqZtttlnej3aM8e0611hjjRx+F4UliMZoO/cxf3utomTk0IY8VaCtR3OR2OGex1rrrJf2OPLsaXG9FRUVK4cqSoZAGQ4UCehlLHkTRIgHtYe3hy8i5W8x18QKgimsi0XQTRTpQlLPPPPMnJzut+ABf+KJJ+Z1N1jwO1n9nYvjsDxmT8lA1EpPaBL4yQJtgRgKq/GqL1iXw6s0VDEA1tuwDgeQKCE+8kai6EFUhiEqVIpxDNb2F73oRYP9Lx8h4FxKUaJvhLaIwXdOfg/IXxl6hLAZN16JkgDiG+FAw81RafMkjJe3pZdjltcB5bySTE1wECClKPnYxz42OEeUyt5///2zR4HHUR8RfPrUcWN/BD/xSZQ4ZvRbp7ZTWepb3/pW9lq+7GUvy+/xZppjXvWxvtIv5k3k/pQlpHv1drTNv7axOZYoj6dtCBIevU75WN7XvqqRucaNNx4Y7z/60Y9yvxnv7mvueYSlv4Wlan/j2/wM4UNw6zeIMW6eEPAxh5uesDbcvmBBmjdnwItaUVFRUTF5UUXJECjDgTyUERIPyQj1aGKPPfbIIkII0IMe9KC8HoD/s7gK5/IgRqg8eD24PbR9ppINsvXsZz87ve51r0tPfOITM1kIkRLJ2AiY/cRDO7woLJDirE8fRkJhWJX7yZI+FIKkKCSAGLGo8kSFtXeo/BueLGsrCCcpCSNi+MIXvjD3D+L5jW98I/+tv5GhSK7Wl4Sidke2Lv3p/wnyyvvgDSvhO7xiO+64YyZzRFRY4EtRwoIcluQSxghi5/fG1XByVMaz2tZIjtlckK/M0ZCbEZ4S/WozB1U88z0ingfq+OOPz33//Oc/PwsPc4VnxD5if8a3dor/83T47qw5ywsW/P4Pf0jX/vXPeQ6pdhf9Hn3EmKDvvvjFL6anP/3peTw4H0TbuTiH8l4g9Mt5OFY3UdJWTc/3x8NDEmjmrJWGlyZKD9Ovf/3rbFwBQpogIQoJlcc//vHZeyt00Thwj9OXxncOlVu6NN/LCBrGAP8PsUPUEHPluig8L+57nYxBfrve2lWUVFRUVEx21HVKhgCyykLqNRY4jFCNEkglkoS0sqoGUUFmhZh8/vOfzyuNI1Ms8Twn4W5GmKL2vn0gZUFwERQCJ2r0S4COHJTpiCC8yJP2QxyRGG1dWpdjAbtmPyFPwuNYdkv4fRAhXirtjXQJ/RFeolIaD4e+CEFiJW75P4EN1l8/H+/rX/96OvbYYzPBDfINSK9jI63WsIhFw5C6t771rSt4SQAxR4699rqwYxOInvE6nhWLejlmeR3Na0L8jzzyyOwl0Y+8leeee25uRxZ1IuH1r399/u573vOe9O1vfzuT1ig929xf+X9iAcn9/ve/v4L483tiUfiRceU1cL/73S/94x//yCJYv5vbkd8U69mUcO3md3hRJhNcSzN0qw3uaYSZ9gb3LO2jrcD1G7vmEhHo/ml8+1toqs98vwzB5BkTukfwxPG1L9HCIHD++ecPlh8uUUN1KioqKqYGqqdkCISlNQiu/3swEhcQxOsLX/hCtgwCq6D8EBAK4UGLSHkQCw15//vfn1796ldncmTxMQ/uAAIMvguxPoDY80Az3Oqkk07K3peHP/LR0uUHQxpuWbQwn3cOK+qQvDrZEAnhj3rUo1Ygvc0E9DL+XWgcwsprgWzqA/1CeIQlfzAca8GCHMaFMPkOQSqURw7DPvvsMxjic8ghh2SiNHvu/PSwHV+e3993333TLjv/16DY8Ll+Y1EXRuTYiBdRGdZfx2NBZq1maXYsvwkrtHOMUsVhqe4lb6Fsr/FOku+l+lbzOtquSYiUtkJkQ7TrE33zgQ98IO//wx/+cO4L3hI5DBdccEGeh+af/rc+0Ate8ILB/etbydZ5zm02UE748l/8Iq21xmp53sr7edaznrXC+fBUWQMBKdaPxoR52ia6PvWpT+UcIQJZvzrvXkPtJgP+93//N3sajVHXxBsM2p/3MUIUiRYeXSLc99wD3YOEthGWvkeQGNf6irHAfPEd99bwBkconvtr5OI0899WG8Z8qKioqKjoX1RR0gOQTFVlEElhVcgQyyvSFHHWLKmZpM6enS3qyI8HspAP1lXWPu8hokK1lCa10B8ixTIIPCzW4vBd4Q+ATHugI0yskMgrQsDzwmLrfV6aWBsl3fcZK5Q5JaCQqK997Ws5vMX6J094whPSZEU3wit/B773ve9lTwiCw9quDfWd16OOOiq3s5h2QjGIZSTyan+ECHFCfptAehFdIT4wa8nAMYH4+dxnT8/9T2w+9alPzcTY+fi+fRJULOj+RliRMx4VK2vrW9fgfePE+bBAxxiLCke9wHhwvcYuMdRMGh6LkL1uBSNiwcoyBCdyLxD4EJW+FwsY8mpoN/0VQo8oiX7Wl0CYmA9t0PYWCZQcr18QXu1I6IUpYI0110zrrrNW9ro5/6aA8J7wOR5O48Z1CduKkMooAey8zEX7N3+938tCjsMtCsA7555ijJnLK9OXvf42zoUnWBvoI23iXhWFGLSJ8+LZE0rpPqVveTa1FeGhTfShfiVGrMljbpprjhHi+4QTTshz17zwnntdrPxtfsxcZbkX6pvf/FbadpuBct3DzbmqqKioqOgfVFHSAzwkhSkgrEhUuR5BWORZ0pF+D2EPa/HShx122GB4j3yFj3zkIzms5//9v/+XrY1IMWHCclt6SUKQgAe58CQPe68e9M4FKYgwLkIDGdp1t4elL123YplTVkUkwoNcSAWBw4o52Upuun5W7F6A7AjJQUgRRR6S8JToS+0goT0QZUmBqPQd/RtVlrSzMDzi7oADDsiEau+9905vetOb0k0335JO+PkASSY2P3PaqblviBdiQ7gXr5cxglgRKqzLe+21VyZv+k2/OxawxCOK+plg1Y/E7HBJresxrpA05H+i+9p5NAm6ueT/vEIhSnyPuA8SrK+M+0iIRmgD2onXEaEVSqd/CHd5CV71/Uc/+tHcf6985SszaUbitas2TXevn6j973//7QaNDG1t7X1zyNgy34wvwpeQQZ5D3DonXkueFaLKOa2sh7JZJtdcMKa8jpeBwbGMJ+NTOxDuxqz7XVkdjsggSKIQgHbTf+ecc04OmXOPDFHZDQSgEFaixL61Oeg342jJ4oHxAAvuWJDHkvYZbs5VRUVFRUX/oIqSHoDEKCeKzHvAEhOxmBr420PaKs4s3AjDe9/73pwsDay0BArCcvjhh2dR84pXvCKLC6EngahkEzkIgFAhtsgPS6+8krCUIr8qQb32ta9NBx54YE50/9IHBlYXX3X+/DR3zdUHq9qI/xbm5XcRCjPRRHU40Oa9ihKeAW1PYCBCH/zgB3N7B/RTWdUKESYShYgQAwQHAaO/EWZWeiFBYuGRHWE5J598ciavCxctTSf8fCA/4e1vf0d6x5Fvzcn0H//4x7NVmRgqESF+ciFYupE6xJvHC/ESaoWERWx+GepkXPk9SzyRhITFwptNlJW/+mHxTecfnpKAuYRM8ihqL2JNqFTkWsV8iER1kBhdwpx63/vel9785jdncUGghIABc0Mul0p2vCTCjwgFYXcPP/T0/B2CZrP73GswzI03VHhl8/zNRddgLPKMEqf64aUvfeng94R4mesqhfFS6iNGiJUBQUKoeTVnjZvwlIwXCBJj33h1vYQHAWLOuA+FqDSvwvMh78a9S44VgVYiwt8ID+OfCLURLUSYeccT5rqVRo9yzuEJmVN4Sladv2raaquBinnNNWSmK7RpVK7z90SexxP33DMtnSbXW1FRMQ1FiYfXWFeMOuWUUzKhRJSQFCQx1hdBOGIxNQ9eD2IE1MOQdT7CDJAfMeaqNZVg/Yv1FsSfsygSOEqcIjrIj5h5yb7EhIc/C+UZZ5yRPR3eC0iYft7znte6qF9ULkKoJGqffvpAaBFyNpxFAPsBJUkfCq4VMZIA3bTkgr/1Hyu6vkDukC7tzorrdxHi5fW0007LHisgjLR5J8+F0CxesZe85CV5TBAy8heQWCJH3ohjI3KOE7BP3pMnPelJ2Urs/G3EKAv/0UcfnYsgIPA+R5pZ7UOUlGErIWJKK3ovpVVHG6eeeuqgh+rlL3/5YNJ6nENUfiJItIkQSXkG2isqbhEuvuuzEJRNILDCJFWu8/0SLOtEgYp2yC0Sbb+zli4PjbruH/9If//LQAI1Dxrh77zkLZX3GaIFufYd9wWChIGhbE8CiQgyXx3HPaLZN8OFuUqQ8HrqQ+053iGYBK454pWRxkaYEx9lIQbzjbBwT2OA4R10LwNe4Ve96lXZGFB6KgPhHSO8GWt4EQkTgpKHUn8YB8LBdnnYwL0Y9NX9th5oG3PdvNLuu+22W76nTkd49hCD/XAeXzr77LT3MKpCTubrraiomCaixEMG8Xj3u989YkHiYWYLRDJ5G5ApJJVV1AMYOQzyQUA4Hw9eQqEZz454IIus4Szg5TEDyBfBEkBakTNWeh4U5FQ5YQ9n1ZriwQ7i4Z/73OcOhihZTyEn4W62YpgIEhHJ04i3RFSeAA93Ftd+jb8u+yX+Hq5V+BnPeEa2rpYekchr0NasatrmXe96Vyb5e+65Z+5nnwsR4jkRgoV4gtA95Paggw5qzTVpAyuxLRDjVtiL/B/ki9iJJF/jyOZ8jDekyv95e3xeknB5SHJbAmXYShvxLcv0joYoaeujJiKXB0k0RvUFcm3MEo7hwUHwEXnn5roe85jH5DEfQpQ1PRbaKz1DBKQ5I2fEdesf/fma17xmsJJawBwwV4VPEkC33XFnesu5A8UqzjzzrPT1r56TvvzlL2chygvg/Agg/e37PKHON0oBC8nifXPOkVfiPJ/2tKflDWHXv1EOuuybch2TXrxY5qrNsYaTo9JLH/UK86+cgzxw2lT/usYwfghPJFzcG/2fAcd4N6dUmOulIplxLzSOAcY9lBAhym3Ip33M+fgn004HnpS///dr/55FifFljAufA793XEJpPMssV1RUVFRMYVHCIixnwzoFK+MxYXVDWnqBByPy5+GKvHrQIhMIXazKLkQrBAkCjMggTQhEWAKj+pIKQnJKXANCEyFUPCbECW9IGbalQpQSpcKQkCVJ1MgbrwjrLBe1hz3LPc+HmPmvf3O5NUr1LcTBQ5p1XVupDuV7Ab8Lktr0nEzk2iW9LObYlgRcvoegsGpre38Tl/5GOoW8ReUtpEo/I08+J9xY+CPHhADhTeG1Qr6aoQFlO9217K50110D/28TohFLb2wYLzbjA+n97ne/m0UQa5/zsUX4HyBVxo5xxBp/1llnZUt0IMJWtIFrM56EwRDQBEFULYsiASu78nsvfUT8Eg0EhrEqTMqrdkbaXbcxLQeLhxDZdN3mFoGob8ylKN+rDVynNjN2CQbiEQgC+xbGZU7yKpVENEK6eDZtC3NOwoAoecTuj0h7PPZROT/FuQq/076EoznjOqy9YX+8FfblGvSnseXcm964/fbbL29tC0Wa166Nh4EXzPtDjefYjzmt7XsRlqO5KGpTiDsPhhP3PNfgWgg39yZ96nq1E48zEND+7xqgrCYY12a8n3feeVnkGRPuVQSsctD2YzwThdnTtWC5tzjC/GKxUfdgBhv/57UxVmLNmRraMz4wPiJiYFFRDKQN+ruEfjP/Kyoqph9mTwZBgqSwfjZjs4NE9SpOkLhS2LAednpwIxQIarm6cliawQM0BI6EZx4cKOPZA/JMiBzigPeFyHDOrIDIcACB5AFBlsWl83QgxAgmAhaIBRURMSuNC+XgVXmdtRs22St/xtvi4S2ECJFFsligo6xtEAPEChF0jkJOEIyJhjaKdSC69VG3ByJrqfaWn8C6SliyXCP+3keceN5Y1Ak+oW1EJ48T6HNhWMrJsgiPJrS58yNAeEk8lI0boke4l/8Tql5Z64W9EDDGuO8h4rwQxJVXIidCtvwGOZd3hBgi/pKujanRLA3cSx8Je5TrBM7HOJXfI4QwQtcUA0AieQ14pRB/IT88U4gkS/cnP/nJFbwk+s06JbxH+lYoG8+YUEhVm4T9GOvmkBXgexVbjukcbe4VfquPjAnWeqF8SDjSRJQgy/oCgeJpC8I9VKgWT5icEPOtmWfTNpaJ6/iu8RzHGet51A1hrDE3CH1kP7yS7tlEl7HHI2R8ljldJdzjeIHNyzIs1e+U3nbfI6qFwLr/ajeGnIsuvmTwu1m8L31CPjbjShhYzAXhglOhFPpwYQzGfI+y1OMhQMAzUlntGKezVpmb9jjy7Pz3eusNeK1Bf5kjL37xi1fYX9zHhiNMxvN6Kyoqxg4zlnWqO9kH8FD1gEEMJWmzSCI1SLSbkDh1ZB+JGQk8qP3WAzQe3tDWJGVMvleVljxIWQa9hiWxTZQgLwhkgEeEtfttb3tb/j/SyCoY1bfi2hEvhMQxPXhjTYAQJQHCBDErb/4XfeCF6Y7bblnBmiisxD61H2LkoSDxF0G270jwnihPSVt/xHuERNlHTSAf2ig8IL7PWorkSkxngeV9IjIRfUKkHDcehEQLkkyM2kqSFGDNZ+kWXuI3a6y1Tjr+ZwMerlP23yXNW2VW7l+CLyzDzs1vHFvbI1bl2jRg/ESlMOPJGNQOzlFflOE3LPjCZMC1RPI8IOTIICHr+pFn1n59W2KknpJufdScRzwW5m4J52MRPWNRG4anBLE1p1nczYOoZGds8nA6X/vzXSTTd3lPjedyAT7kyL0i4stdN6HP4xKVzbTzb674fXr7t+4uVXfJx9IbD3ldbstmeJF2JE7MR9dIsOgrbey9qK7lvHhRhDjpf2I3vBkRdlW+F9fKeFASaeCpIdrsTwib40Zlsba8oGa/DaePVgbaESEloI1rbaMNjU+eSfPNWOfdDWEZMD+0ifEe5Z71D3HH48IzElUJiUX5VkSmNogCE8879nv58/P/33PSYW98QxYuUbHOuinOQdEL4ibQL56Sse4j4ysKRhDvY0XS9V2UYi6hjxhYnMOjH7vH4HPp3MP2TPPmzO4oaIgRIoXwdN+eyOsdizlTUVExiT0lLG6RqOzmJdnRjUIFniDtKsEQCGNtGQkigBTwKrDEIo8euh7I5WriTVih2gOTh4R3hOX1He94R/6MMAlrcjycwxJJMLCSIy+szsLFEKwmcXITR+KOOHJgn7DozjuzZddDGfmTZB0hErHehYeJc0eyWKkJFR4DD3ZeguYiZRMN5F6/NxeC1CfEhPESa2Ugsb6DCCJKSJ3vAILTFLJ+g+Ta2kBQEJdIqj4PlEJws003TUsX3zNsqw2Ob0w4nodv5ProKzkvxngpUgOsxSFmnTMvWAnEjqeEEJFDQRhJ3G6KkvEAgolEIodg3CErxjPPXVm1imeizJtq81yaA8RmhNbpj9h3gNA2hlXd+uxnP5u/Y4ukd2Nam91+x52D/Xb+d7+bLvnhhXl+higPEE+uQ/gWryMvTROMJTxZwoS8Nqs/RWhdrMESgkL+DJJMQPF0EmiOz3vmWEKXHJdBQ7/Geij9AvcrYt/9jEgzNuVqEYnOP0IYO3lf3YvsQ78Yq/omBBbPl8/1IYKqb7ST8DziJKUinGzZsnxv9GxgTBDmZa4jqbGIbcXYwLPZc4VhrBTWEYIVc7UTomhCRUVFBfSWsTtBQB5VqGJFZT3zwPJwQgw8uMU0f+ITnxjMzxgPIBVIiFAr+Rz+FhLWzeGEiDlnD26ighUPWeQhEZbWCcJcWBt5Y7QBbwiijXB58JbHFObws5/+bPD/v7j88kxOxePzKIF4eeeCABMggAQhwAgygUK8sLDHGijgwaKNh3rAjDWck3OPc/Mw1B+IjbayEWyEGIKvzXgOkBn9FWVFhZ30CgJEGylYIETP/41DBFK/bLNN96pgSGdY0nnDWP15aYSKSe42xoXACF9yDH3KUt4J73znO/M5ECy+W+ZNRLW1WEFeqJHwJ/ttItqu11CgkYAoRlolOBuHPCQIekleHJ+ICEEiJNE5axPiUyI4qzlLe3gogMiMvC39LA/Ia1km2D6Ja6WWiVPGBAQXeZ1XLES5y6675v0KOTFemkBueWnMP33o1Ry0b+DNZEnlJTG/CIcogRzhniAEzPyKHCeGhBBZUX0MjCu/NZZ5UhDtfiJucT8g1PUxj0eU9XXthBQPmT4KT0cbImeKUcWcLT0++trcEPZn7ETekRBe8/EXly+v+HXoG9+YX4XumVNRNU+fCwHkcSGES4u88yfWx/PZMZVhTjOuxNZP47WiomLyoO88Jch66WJHFDy8iRJxyUJzhA14aHkAKevKUhdJpaOBtjCWEAAeuh7GyBWLHaLvwYlwIb5R5hQRCmt8kCVkiOXV/+UPEFzlQoklgQm4VkQWUVVNBiFHwGweuAgnQmvb9L4DQgPWXGON/Fub6kQskSE6JJ16aHCVux6iyjmzXiNuLJux4jiixNoYSawTFaurT5DU8JTECuwIEQJIZCHq2jAWukRi/A6Jj8X0gCciCFOgGRIXZBPxJGIQHKLG75CZyDHYeZfdBr9/7le+kubOnpm/a5wax2WCcJn8rp2bhI1FHmkmWpROLeEaEW3eMzC+eIDKctNBbkE/yUeyue5mWGEsWqiPCaxOcfdNsd1NfMdaEwHXbyzxDkIkHhMTMceMaZ7OENaS4cEc0bfIO8u789T2UYUsQjV4G7QJkc7bINQqcifkT0UOlXYxbwlY17rZFlulN3/56vzZMR/6UDroNa/KbY8I84ZFqCToQyJP5a7yPf3pu/pSexIYZQ5DWXULIY58EIKUF8QYQbbBmNKn2s89j0FB8YNmWeK2e1NZzQs5HOuI3Lgu9zfCSc6HtgX3GhXneLXMD9DfTWEiJIZXEMyrSEhvu7YYG/pEqBijiVCxxx5xZv5sv333SxtvsF7ue+PAfZbHhij3G/eEKE4QeQdhXCo9V/1ajbCioqJiuqCvRAmSrEKVByzrINKF7CMWHrZRQSXi75Eq78X74wEPMCE38TBjufYgRohsAQ9iD9CIqXe+auYLHeGZcJ1t5TERavvxUPQ9YoHlmDVRGAeLn7Cxr33taznkKkrWNkOJykpeCJWHunwcHhsPb+QsQrmcm+Pw4shViFAT+yBIkC/njeBOJIR3REiZcw5rNIEVq7AjqUSB/iFEEJ2ITY644OZCbm1AYhQwIEiQTOQZkRQ+EuIC0ZXzsMejX5f/71g7PXj7rtbhbiBKCFBewLLAgpwRFnrjHfQRcdusYGTMBBEcilTFCuVA6I1HMrD5EsnQ+kfbESRIJOs30RWQl2CcRnhaiOLIrQlRYpwiouC7QY6bMNd4lcKzdGdREWj+qqtmj6uQN+NdqJukeRX3usE+3Z+ISHNS3pZcoWjLGJ9eoyy1Vzkvxi8xY4zqi8iVCOjvXtfYcL/UDrGq+VgjwtHcM5xzeCB5j0JseC9ystrmghwrY8B9koFmKBBjQmajGERZaZCgI+J52RinCFnjxL4JE9AP0QdQVqML1NXgKyoqKiYWfRO+hVwj+4ieh4uYYAvQ8YYAL0S54BZhIuwDIhRpLOEBxmoXDzIPZA85FkEeHNZNIQhhpWWFC6s2IDssn4iMxfialZBYN3l8iAefq8rFkyLEy8OYuBEKI0REmIL9KbeKuIm/ZhFErgKnfvrTK+zf94Q3EX5EHKsvch0hDSy+ri8ezAiwZFuEAgGcSC9JJwTZCzIX1+L8kVhi1qJ5xC0rdqxdgTh1A28Si3msCq+9eZrsS5sRRrxkLMRbb73N4O+aybzDBfEZiwMKDSRqkVdV3vSHsYM4y8XgMWiuvaBvEX3tMNQ6Fj6PhQbNt7EAsWCOhmiI0tMhTuQL8Agg8/4O8koQIuVERgh3f4tbJw7B/CHKEPwSwqzMveHC2NZ/SK9zapYf75YvFsIxhJKKaPoiBIl9x7W7bnMMyVZNzPsx50YaSqcfHSP6MxLExwqOpf2bY8z18Y4RWK4zvIQ8k01EXpb7etNr2Q28oQw6J5xw4uB7z3nOs3O/EaTuiYwP5rCxR+gy4PC8NRdQNX7cU93n4t5nvvfbfa6ioqJiuqBvPCUIAUt8CA2WfETQKsxc+wPJjQOIMp3WOhBvPNolW9vQafE5VjmkCqFC7iLxD7Epq4eEVdqDm7DweQBhlvgufwQQasmfsQo4kiUsBDlFfjyUhU4QIyUWLlqS9j91INbad/bf9xWD50qQsOiKh/fwPu644/L5IlVIduRqCHvgSWCN9B7x5b24htEsK7syEDbHKyLkhYeCdwGB9f8gd5EwTvAiPuHJIiQJE6t7I5L6z3V5tU85ODxWSBfvEsHGkg7GqFwmhEv7/fqK5QSwWWnKOLVSu2PF+go241n/EiGOaTOGeUB43hQ3IDp5ERB64ofYMA6C5BIk+ss8cR0sxa6TWEGwYnFM/ex9RNF4jJBCxN/5+15zocFOMPZZuDvB2C+r1CDmzser45T74VGIqmFyTvRTQF9qf/ty/a5broewHfPNZ7xYvIeuLcQaMW/sCulUBGO4cDziiHGBUUTytL+1NcNH2yrkPFbmlrEWIYDmDREZ4YT6jodSWJP3tXvkEEVJYNeBOPOO8fx9+MMfzoSZQSLWoykrAJbzsFm9q1sfjSXcJ1wjYaL94hzd0xVnCC8eRF5YCKlO0Ka8UBLnhSqGEBf29uUzfpP/njtvXh4XESbImCW8kldZO2ov49/92xyLdjTOzGPnEvfJqVI+2HUxbMTfE3keu+/+yGlzvRUVFVNAlPASIN3lQ9+DWTgAwkGQeMBFrXsPPOEd1ggoY7/HEm3ufvCwQ0hY/BBOQilySMoVt8M636z6JNTB9SH8HuZCtJ797GcP5tUgPI6L4No3oiKRFPEqiV4z3vzWW27JIoaVPxCLihEsFoojjCQRs0BrRwKFtdD56xOEyQ0eyXI+zqNfRAnxwKvmFQnXvog2EonkITNIJiJEkCA1LNhAdAhVi4X32oDkaTuWV7k2wHMVpJsHQ57PLy77RdpjYGmYXJ4ahI4gtCy0naC/I2cnQEAQIESQMqbIKKKNxBIdzkVfEa+EWOkRcI7yMYisWCVcX7pmfeiVhwy5j3wAITbGc6+W4RDm3URJ6bXUhgRJM6TI95BwgpvIUvihRFTLkjcQ7U1IhlfCdSOeDBPuGbyLhLz98E4a377fXC2ddZ73SxutvyERtEN+/9Zbbk1z111rMNSRh404MUcC4QFAciMkCJy/8eR94+V//ud/BgtJ6Cd9ps2NTf0a6zcg1+5t+kgfRKgTsebe5x5nTDO6lKIkDCPd5uFEVc0L75XrCmGpfVyHcRxVBstiE2U55xKuUwgdz1cYcNy7CNhyZXnQVpf97Cf5u/L7iCBjxRzXH9rLORCqxIw25U1iSHJ8feWc+6my2cpCWG4sOjrR5/Gtb30z7f3+86bF9VZUVEwBUYJMS+hkjS5JDLLkgc8aLEwDSUEaxN2Lx2ZtHi+0LT7nvFk7hWyFYEFCEFaED1FCAGPNCUCy/N9DmwU1QrxYy1l7EYoy4T0qdcU6B7E2gIeu0C7WSTdkxHXR0hUTXIkYMdalcLMv3hLtyhviOwg74mTjTZAj45oQemLL35EL0JZES1Ai18i/MIqxEC5lErX2cSxkxViJcr8IB++R8xFfT7QYIz4nXrQdyzPyTpAgTJEIa1/RR9qVUJTkLmwIqdfeiKkQQ+dhH/pw9tz5K7Ttj3/2f1mQ2KfxIVcC6dF3+h4Rsj8eBMdDvnjKHMd5mwMEiWMT5YQKwssKTITyHIToJSy0N3KPZOlXHscQq64PgTantAXPgv1qM8eVhF4SsaESpH23W7Ui46MUxs6jKZxdNxEfa0dYw8J5Rg6Uc4gQLf1Z5s0Qeb6njQgMbUkIEmg2v0UyEXsEWLtpd21LMJT5JmX+1WMf99j07Gc8PYt2BgHE132G9T3WliEetKOxQQAyDATkfjgWQmxeEcbayRiKkEJz1N+EFKJsvpehQs6blydIunFDSLqPmJf617ziUdIPZV81k9/HM8cuvA6Elr4yBtw3IufL2Df3TjzxxNwn4ZWL8ueuKQSZ78XioLwjUbRB2xGSjsPQQpQ+aEde6IHQvsghcS/UrjzsxpBxQAgK4dI37gnGvHmgDZ0r72bb2iUjXcenoqKiomKSixJAXjxMVJVCxpCC8BRwuYuvZ3mL98dTkPQqWFjyJF0CgVGi6SnxgI1QNYKM5bftoecBXFrEWfS0FcIiHEtYCCGDCG2y2X1TWncgGf0Rj9g9Xfj98zMx4mVp7tuDnlfGhmwhs85HMjeRwisl8Rqh9/AOwnn88cdn0oDACS+KRQuRTQ96pGqsvSnajpjQDizO2o+HIYgECznRiiSxyDr3CI2TvByhWMQDkRL9gqiHJ8D+kFnEl8W1THr2e6WptYfE9yjE/NETP5rOPuvzg+NTwnRpCS49EkJ7jOUIaXHuxg8SRWQQt8K77IPn4Mgjj8yhZIiX/hYm43MCByHTj7xuSDEijXghYEJ5VJWK9RqEeiHVTUHSrOLU9DKA73cr9dmLpdk1IuZxPqU3EcwfIoAHRL825xAPoXNEbnlIhN4gtcahc2NF1x72EYnzQv1Afwnvs+9bFyxfGHPZXXfleVTec8rwL4TbvUdeln2Z2+ZIjHMhV+YKL6Z7mHl5zjnn5M/0EcHi3AgZ544gG3tle5XrNSDsxBYB5D0eAILMtQphOuSQQ/L3XHOs9j5R3pHw3riHuNYwFPAIEYJEhvYmGrWJa+rmKTH+I8xSP/BOMe6A97UBD9arXvPalNYfqFxmvugP7eY+ZM6Y78a9+5j+MB+ERRLE+sN+iSR9G3OQYcP4LMuHV1RUVFSMH/om+NJDgNUKaUKQo9IQIKAezt1CR/oByFaULG1aKyPPIZJDY3Ex4oAgaavE5fMQJCEq/J8YQMiQABZJRIfXgzUy8PJXvDzv04Ncm3YDazuy55xUPXMNQmAIkKb4I0iQvgh9QorioY4cjVcIRLmOShucN7KK2LByI0sEFu8U8BiEIAloL94MokM8ur4hTkpBwtothAoIPt67wDnnfDm/8tbwUHUKTWmD/iUshepIskbkEGHnzZsAyJjPzRNEmCARZsR7g8SqBGXMEDDImP8TN+UCcsYh0tgmOowjn3vthKES6LsBSURMvTqOOdJcrNI4BqK3GVam7+LcjP/IL2Bht5l/+jrKKRMQNu2EaCKhSD0jB6EZeNCDH5zJszEfoWPNvmGBN7+cE0LdXEuGlwqIhxAkBBcvh/Egn0dfAANLM+/DPc9Y82pOGbss/WD8xXgvK/zxThIDiPREwXw3b4ypWB8HFIrQVsR33EMUiojFLuN+2GyHKIpgXvHYGiM8GTbzlZjmLfvYxz46+JtD3/CGLAaJCvOWl8TY56UhVPxtLvJsGjfGg/OQ78Xw4HcEnnZ0b5vI9hwtRFhgFFKYyPPotHjmVLzeioqKKSBKYv0IFkChECxbiBWLooeWUBlW0vGosrUyQNjC2omUlqEnsTq3UB1QzUpIgu9EuEoTHvYhRuI1kviQNqIBUeJZQrYeUoTKWEiRZRAkBQvT8uBG+ng2PIiba1cgAIhdlCJFqDy8y6pAjuu8WBpZScNKizgjEuMlSqLKWSc4D+cl7AXh4PFA9LQ7dCodi/AE4ZTE3DyONuHVYL31eYxdsCCfBftY1NuSonsB8oVExYKX+l21La8RKhNgmWfRZylWpc4cCc+D+GqfOz+ksCThQfaJAwLLK/CQRLJ225o5IxElZdU6BNo5GnshDEsPnnM1RqFZxAFi/mujCPF0vkHYCbIg7cIew9tCcNtfJ+/q8/fZJ499gp+gESrXnBtAtCM89hvFHwL+r1hFQP8RGERxwBzh0QJzVl5cVCfj+dQ2Xs0pAjpELe+P3yqGEMm84DvaYjjVq0YbUYmQ19K9oUwU939iznvudQS9+6J+ZogBoWwhVCAqsMWClyXc+/SntpDcHpg1e3Ymvo5nvprD7nMquDkv4Y68J0L+IszOvsxlizFqc0KQcGWU8Kr6ofHpdbJCe5cLRk4UyqIu0+F6KyoqJokoaXvQl+uOAOsYazAirMqRhwmRgrh7wPUTmqsCI1jInwew9z1wA1EjP8ieHJAI8RJqEIvpNREP5mifZvyz/fIysQKr3BT45EmfzNZZD1j7RoI8pJElhA2JCtHS7AthQrwnbvBiuCO220Pc8Vh0XafPEQ7HH8+qNWGd7SSACD9km8hluXaeUd0J8daGCGG5xkuAB4iHAoFtW6ciVvyOXImTP/Wpwc8kwjct/70g1qwoEdY+Yta1hrUxCBwhEQQPUSM0hG+ZJzw4xBersDLUSLs8LHDt0Z9ldSxALo2ZyJEaDZSL1BESCLi57Xpi0cTSE+JchdIRuL7HcxHzi3Awt9xHou983/9565B27XH00Ufnz4SpaYuhBCwxydMReSJEDEIaBoQQPxEOZt42rb/mPkOKtlRuG/ltw7vf/e58DQQOQ0G0vxwS1+0ViRPuVJI581seToRugTnKQ9ZM/O4XEMwEvr40rvQRb4U8OvciIoKQ5KFqit5O5ZHdnxQiOLZoX54nxxIyxhtj7DMceI7oU0LOfHLPMj/MF3MDzI8oGew+5v5o3gtjJRK7FcOoqKioqJikOSXIlHhhD/uy/Gf5sIlkbqRX7DEvSZReFao0XmgmObKWSbz0cEPuA8guwuXBy1rNKsqa+5rXvCZbzJGbCMUJAu03sUaBhyAiiaB4bUuuZDGMmv5BRFhkI9cEWZoxb810+6K70qzZq6RdXvnB/L3VN9w8veqNb09veMOh6Qff/Va6/abr8ne1MY+BMAdhSpHcW4K1kgXXw933ECleGV4HJNADHFkmeEp0Klk6GtBmYVW372jPss14nXgKhKvxkiBCyJ0+CVGnLQldllSkNSyhsXK0nKYo/dsWdhCFCXbcdff0ha9dkL7+/R+nXbYZ8EJ8/PQvpk+efmZuv83utUFKdw6E8gUitKWEsRPrVAh/IS7kq4SXzZhiCReuxeND7BKGLP+Im3A7nkQhRfJb9JEwLyRbOW3nYguCi/QRBtoEyXfdEWqofcsqc205Tt2SfZsruvs7ij8Qgch4hJLJN3Au+iW8M8JpwHhEwIWm8Wi5J+hLxNx4VZVJGBeyGyKR0AqxBVGJiUePEIvKfbcvmZnuvGtmyjUh7jaq3nD7XWnmjJnpYU/YO81fe4P0rXO/mAWSCl4IMLGpSp37keuRCB9hmiVcn36KRS9df9PaTyAhy/ahn4nYSA6Xl0Lcu277F5KmkEazjZtzrZn4PlqCcij0mvit7c0l/c0AozwwowjxSFQRBvblPhmhoO5R/t+0fC+bs3p6+UFvXuFe99rD3pmetOcT898zl96ZvZjaz1whJB3DGCdkeVmIIOKOsct927gJ4RtzkdAztsyvocb8SNuloqKiomICPCWIhYevMCIPhDYXa/MBjpwh5LGi+URCuAmraRnPHZZsVlr5L6xqyDoyyCod62WEdTVIdEkYPLyi3KdE29IyGxBOUNZdF0fu4eqYQg7+s/Cu9MCXvj897NXHDT6kwd8Pesn/pO/csF66a6cXpf939HE5nARhZ30WEgSIa5t73UM8clSQStfFgkgIIfwIdLlCMhAAEkm9jieQTyKQpTTyZxBIYRnIDxEc+QfEZYSnaYdIuAXtTxxCMzwHeDOIsvnrbJguuGXT9Lv5O63Q5ts8+4i01bPfljZ7+mFp6Y4vThf++LL8/TbiwkKMjBk3UXmKEIm/g/TGgnxBdJF7Fl/jSH8gdkQH0qfsapBvYotw4fWBIF0IOusvgWNuCRUr80sIPm01UlFpzEc1JjBGCAhtxyJNhPDUIeAlxPIzWgDDhTnnvmGOaBPXzUMRZT+jWlkbkFK/M66JoKjuRJB845/r5zlxwY3LF4z86aIt0o/vHNgWPegFaZ+X7pcJsb7TRxC5JowS5VosIwEPEVGonXj0tI15Yz5rN/c7fdqW9xMoywM30W8hLISWsUpEEmXGPAFtnHkuuIeGII3xXgrMUpAs2eEFrfe6mzZ7Yt5u3Pwp6a5VVssilqcdrIcTlQEdi9GIIAxPNiEf917PHc8hHhf3ZEYOc6fmKQxAjk5UarSFl7WioqJiUogSN3MkXUlV1lEkHYFsPjjDuoRkxSJY/QIeDZ6BMp7bdXlPDon3hV6oiBTXwroKvBGxiB8giUIYAixyHp7IGrLYFCb2VeYtlHkqxMra62+cZq3SPX9hyV0p3XbniqFzxBBxwVKIIEZSbQkVa4RGOI5XhAFZQh4jYbwESyjSuzLJ0CMB74fzl0MBkTvg2oT8SSCPSk7aV58Jk0F2w/MBvAbe01dt+UuxMvXseWukZUNMHX2yyqpr5od2m+hDuKMsaglEExmOMRLXEjkUrOgIOa8LgV8mgwvzEiMfq5zzckWORlQfC9LlGGEVHk3C1bZPHjXCzHvErPDAJlyTsU0M8G5EwjNxHyWt7TfGv3YlwtpgDEaVu6icBTwkd6XuVuxlM2amdTa812ABA21IIEZCdlTRWxkgyBFqKYcr1pzRp9oIWZevFPeT4YYwNo0F/QD5MeZdJJrzEBqrEcJqTDC2RO6dAgX3KGwye15KM4dw7s+cle6aNVA0xBxnqIh+5PUQNgban8dUyWzHieIE7l3l2j1jMUcmK9yv3Id472LzjNBm/TjmKioqJh/GXJR4ALl5Id4sVMIqPIDahAmLoVh5JWw75ViMBayE3m17xb6vTJ854/PplQe8evC9WXPmpSXLZqSZ1jt4wp7pLUe8Lb/G51vdb7u040MemgXBh48/Ia217vrpufu8MM2cPSe95rWvSzfedHO6c/FdeXvb29+VtnvAg9LipcvSD374o/TPG25Ky2bMzluauUra7RGPzOsqzJm/Wn6NbcasVe6xNkkn/PLXv0l3Lhk4nm3WKvPSRz768bTxvTdJv/vDn9LjnrBn+tVvrkgLFy29exu4juc9/4VpnfU2zMc7+dOnp4sv/Um+9t/+7g8rtNFN/7k1v3+vTTZLG99n0yHbtNM2kj7a/sE75ut46tOfkc/zP7fenl8f+ejHpcfv+eS01TbbpTPP/nJ+78l7PT2ttubaad/9X5X//9nPnZn+dfMtuR0322Kr/N4NN92c/vXvW9KSu2assOnTxz/xSTl0pBf4nv394cqrM5m6a8aswW2rbbZN295/+xX6U/vNW3WN9MbDDk+3LViYP9f3zu1JT3naCt/VF2uvu35atOSuFbY7Fy9ND9h+h8HvPXz3R6e//O3adOrpn83/10YP3vG/0ob3us/gGPY6Wn3Utk9j623veFc+/uK7Ul7bZYV9Ll6atr7fdrl9ly6bkf7nfR8YHPPGmc3fq66xVnraM56V9n7Wc/L/f/p/l63Yfndvf7zy6nTr7XcM/maje2+S52GPUyUtTTPTdTf8K/9+8y23zuf7kpf/d/7/CR/7RLrwhz/K53yPrcf2u23Bnel/T/503p+xuOl9t0yPeuweeQz32idrrLVO2nLr++XX5merr7n2iObRWG1xb1h3g43SBhvfO71iv/3ztX/wmGPTH6+6Js9J976TTj41z8E111kvXX/jTenTnzkjz5VlM2ffvd1zPZFOwnLZjFlp6bKZ6QEPWj4X5q++Ztr/1Qfmv80p98MDXnNQ/v/lv/5tHk9/vfa6Fc59pHNkZeZRv8LzmsiP4hixMRB0KxVeUVFR0StmLBtqxbRRACtTadEVYqOsqSpFkq3ljHCrc9nzCrBcteWdjDaEjLCoPu6IM9PseeNr3a+4J5YsXJAueO/zsjU6QmRqH/UXah/1P2ofTe4+Kt8bKXgUwzvMq81DubIQrsXASIgIj+v5PB67R1r3qW/N/z/3sD3TvDmzR/UYY3W9o9kfFRUVfZToHoKE8IjqKbRQlARVOUXYlhhxnpR+WhixoqKioqJiMgEpV0ClH87jogsvTHu//7xpcb0VFRWTaEV3sd7ESCS7EiTq1SvTKBlWMmvbIoJjjc8dsseILCGu481vPiz947p/5Oo9YqQ333y5G/v2BQtyouyLXvjCtMqcOdkKtMl97pPe9/73p/e/731p9TXWyLHMm9/t+o72+Z21Na6+Jv3t739L11x9dc6X+JkF526/Pa211trpMY99zOBv7pi5erpqjRUr9LThii+8O137h8vTxve6V64wVXqiCMVbb7klPW+ffdLf/vrX9MhHPion9s6cOSPd9O9/py3vXi1aBbXZq6yS470tMLbaqqumXXbdNecAEJ7+D03n25//8pfBlafjvNuq1LBMbfTe3vqoPMYXzjwzhxXMmzs3e+Dy9f7udzlRVWWqpUuWpDcfdliuhJbb+e4wkAV3LEg77rBDLlCgT/bYY4902c9/nhPhtfOBBx2YVmmEas2dNzfdctfc9NOFQy8I9pOT3phuvW4gF2HX3XZLh77h0Ht8x/7SsmXpAx84Ol188Q9zeVrnfdR7j8r/nzlrVq6m1UwMz79trIWiYlXkKpx44kfTM5/1zPSud74rfeITH08bbrRRFv8PfMAD0r3vc5/sndxwBGvKDKePmnjXu9+djv7AB9KLX/KSdPxxxw++X+ZMXfuPa3Py8+233ZYTkd0nApdd9ot77POPf/pjLlu9sMi10nebbrpJ2vy+901P22uvPM/ygo0zV0t/mr9jT/2WFvwr57aJoTdveXevuvKq9NznPTeddeZZ6ZZb/pOeutde6fTTTk8xjM2jf998czr9tNPSbg97WHrozjuvME5//4c/5DHm2nbf/ZHpqKPem9Zdd700f9WBqmurNqy75W8l7Ovfv/397/matIt55d4gX6OcV/po4xH20VigvI44Z4YnRFIff+6MM9KMmTPTCR85IZ3+mdPTpZdcksernI+TPvnJ/Nlzn/OctP59759+P3fFin9t+L9T3pJu/tsfV3hviy23zMnrEu6f/KQn5UIO7qlRPOSpT3lKnnsqDRqP8krkEjkXffmKl7/8HverTvc1eP0hh6T/3HxzWmvttXP54uHc6yoqKiqmK8Z98cQo7epBxWOixKcKMh78E1Vvnzt5pNvDd3tous/GG6Zn7r1X2mar+67w2dJFC9MjH75beshOO6SFt9+avnbul/P7bzv8sLTTDg9K/7npxvTcZz0j/e63v05zV5mVN5/v+KAHpmc8/anpoFcfkN759relkz7xsXTO2Wel7e63dbrpxn+mr3z57HT9ddcmabu2XrDrQ3dOq82fm/7+l2vSK1764nT9P/6e5s6eObitv+7a6YTjPpxmz0zp+xd8J33pi1/I5zJn1oy0dPGdeXv5S1+cLvvZT9Kfr/pTWnXuKmmLzTdND37g/dPsGcvytXZqo4sv/H769je/ni783vlDtudI+mjrLTZPM5ctTVtvubz9XZPjLrrj9rTxhuunN73h9Wme9s1tPLCtu9Ya6b9f/tJ8bR/9yHFp2ZJFaef/2jGtsdr83M4fO+H49Nc/X5VmzbhrcHOts1NvEY9LlywebLubbvhnWmVWusemfa+56k/pwu+fn2YsW5qOPOItaZWZKf/f7xYvXJAOff3BKS1dvEJ/5e3uMWP7zGmnpiPfenj+zWFvOjS9YJ/n5D457dRP5ff2fPzjchs85UlPzONrs/vca8RjfqTzaLtttsrn8qWzvpD++PvfDvZDuW25+abpjYe8buB7XzxzhWtsa7+H7bJzOv7DH0oP2/WhacP11x1o6xv/mS6/7P/yPLn4oh/k9pyV7spbL9ht14em0075VNph+wfk/vnGV89N//eTS9O//3V9+sEF300HH/TqNGvGsrz/n1x68QrX+O53HJmOeMub0+Me/cj0qN0fnj57+qfzOZmvz37G09Mt//5XWnP1VdPzn/fsdMftt6Yb/nltuuLXv0xfOOMz6etfPTd999vfSldf+cd7tJ0x8uDtH5Ce+fS98jz03g3XXZv+df116SeXXJxu/c+/B79715JFI+6jsdp+86vL0xfP/Hz64Q++l8el+9CtN9+UHv/YR+c5t+TOO9Jhb3pD+sRHT0jbbrNV+sff/pJ+/tMfp/ttvWX+7JwvfTH9+1+9VRXb7D73Hpx3sf3p91fkueu+5f8333RjPr77wWMftXu+R9x+y83ps6edmu+N66+zVnr1/vulT5/yqfzadk3bbr1l2uMxj8qv1137t/TTH1+SX322+8N2TeustUZ+He48qqioqJiu6FmUsDL3ug2FqCjluxapskWFnckGFkuLpZUW3UBUOoqF9qIKkPeU2VXyU/IgcRaraneCkq/q6j/mMY/J1WB4WNrKZnYCDxRru/2w7gmdU1a4hPNhTQTrKMgFUlWFt0HFINXBXCfLIktneEhcT5kzVEISpEpSKlexDo4FVNSy72blMuVxnTfLLC9BW/qU61WhS3UlJZBdi1BC161vVLLS1lFWdqTgZbLuRBv0R7l4oWpVFnkM8AR08iC6JhXtwkOidLNyq6AEL2uvtR/axud4QxU0c8G4Va44rruJqJwVlZiGghLAqiyVpcN5LVRbUl1puHj5y1+xwrH32muvwVXTVcRyvPDIWe8mEGsWhddTVTj9oSSueat6kb7gUWVdN4+MK2NPPylXrcAHr3ET8uxUJCsrUtmH/1vLpiwN3GnhwYlELNRpnvKQqG7nOaDNVMniuRW7b74J4eXN4Tn3an7KGYiyzEPhT3e3X1lKHbQ1T4lxaH/uu+4Nvue4+oxxzH1aXoKFFKOS3VBQzc4+vYKqVNap8joRMAaMO9tEjgfHvn+X0tZT7XorKirGSZR4wJabErHK3Vo3wGYNDO8pvdgrlL70EGguwjcZoe69MruxTgYg6sIEYs2HsqKYh7DfWNgLSSMSPIS7ATG1UrTQG4IBWV604JZsYe+Ku5bmRcWU9FUiFuFVLjcERgkPYmsJWL+DGIl1FfSr0BMPdtVXLExmH/KAXJ9rtdaAkpvK1gYR0R4+c85lSeXRhOMgZc4pIPwCgbTKNtKhfKw1WeQ1lUDoLAwJwtqEpSGzyh5HSVaxyspZx/orq8xQn6m71X3p4kVprVXn5P51DCIcGW0jnLFWSoTUKYtrPlmNWls2Vz4PIHSKRcR6MlYvV347QkWE+4D9WAiwCWNoPNdgsOL6cccdl9dcIUgsUBkr1JcIsYxg9ALXycBhjBKVxqnjeK8Uy7OXLUkzlg3db3fetqK4RYr1B+NDhNE985nPzK/mYISfCdU0xwkaYUkWgNX3yLbrNf/ML0Il+tt8Ms58Zh0NxJgAssZOud6Pvjamrd/iPqt8tfZxPgh+WRp4vEty9wJhcK5RMrIS6/5vLSQChUiINUU8U4z/GNMMGhZx9f0ld9ya+6cr7lqSnvHUPXPIo3slYRBilahzL9CPjCpC4swNaxMpAf3e9753cDwRJfpNP5Sw4Ko557WEe6Zr8doPYKwwfmzjUMum63n8taX0+VS93oqKipVDzz5k3ozAMcccky1+SKiHLojLZ5kWjtULPHwtTDWZV78tLXEeYrH4HgtcCYQcEJa4Xg9Km7U1xE4TdkQCwo/IBmK16wDCgmCzwCGUp3z8+PTQ3X+dHrjjzukB2z84nfePgRWRn7dtSl/9yoBlccaShen2xbcPLqonTE5/OR8rHHuvPCavggev0s0W6hOzjvR84xvfyGSPJV7fewAbF85bxRQEgpXKIpMvetGL8toTCJJrcL5ICKHD42KcEAmjAYTFg4jIjQcSi6VF0Vi1LdqJpCCWrhnxCcs3PPWpT82riLNy8zhoXxZaVnBE19oKHnbIIKLpu5ssXZwWLlUqOKWvXDOQ23Hll9+Xrr9uYC2TxQtuSQv/c0P6W6FBtI22Q0KDLL/jHe/IfRGkXXsRKQhriCX/D+9BgMUZuTVuzCVE62Uve9mgR4UFOBb75PFRZht5jfVOYt2QWIOhE5EdzflJvBpH3/72t7NIslYLTwYLeHgTIdYE0QblyultiwlaZyas2XJRCBLrXZQLnULclza6669p0TIrus9Il9y+SX7vj1/8n7T+euumq6+6Kt12843pZR/5ULrXvZZ7btsKb+gP90AeQGJkl112GSSqrk17uh9an4nl3zUxBiDYYI0gAtWr6zI3okohQw3CbFFQ65WYW75DoLLiW/dG2+hLHr3mQpedvJYTBZ5H/cEoUXoOnKd7kXYw31yT9oy5ShDwKBNi7pO8Qh87+fT0ze9+Py29a2DRRHjFQ1ZPrz5g/8F5d+ctA2Fe5i24B2g3a8K4J5gjxgwRbwwSJLyN8hvdx80V854Hx5zxvCMYebv0i/uZPidG9an5rB9tFRUVFRXjnFOCWLLIhiABf7MEh3W9F0xmQdIE6zoLqdcmSlESJNPD9lWvelU68MADc7shU0grMh+rincCkYCwCp9i+b/0B99JnzruqPTmAwdW84YNVp2RZt3xr7zNvFuQBBByD2IWYKTU+jFCRwI+Q/CEI0j8LPvLitYstMgiQYJYIIHRBsgaSyiwiCNbrskrECQItdfRwCmnnJLJIKIRnhjtyCqK7POgEB3WxWGBlUSOKDa9A8Yzwoy0II4EDtGFFBKbrLnamufHwpjLFt6SNpi/LK0/f7lV7ppf/zTd+o8r02rLbs+CpAkkFqFBOsswnFhcsW0hvDYQoyz1BIn2d04ESQlEGGkKMeN6Wde1R1z7UKF3YwXjB9FE+AgmJB5hDIQ3qZe1DwgaY9hYIxbLe1Ib5s9cktaatSitOWu5xf0vV/w8/fGyi9Ndt/4z91ubN6sJ4y0WWGRZN1diAT6eLYYJoZI8GUi58UWEx2+IDGMrhFYs2udVWNY3v/nNTI5Z+vUZUqyvzF39P5kIMEFizjeFYtkOwhaRfmDwMFa1m3lofhAY7nvve9fb0ukfOyY9/fGPGNzHKSccnefdbdddNShIShBvDEg8u6XgdQ92TF4oXjVeVfcJQoMHKxa9de5EivHFaESQmL/C8ZxnRUVFRcUEihI36TKGOeC94eQ5TCUgIbwITS9JGZbDyoawIysesqy8HnIIJks3qzFyg2Aild3yGOTgyDFRuUxeBIGiilOvsDK74/HWIMoe0KX4YMEHIWZlyBOrPCEVYVMIbQgO4kPYxUtf+tJBwkEAlBZuFmtW0V49akOBgCNChKGFtd//EQrEznhEeLQp0oiks8ASJ03hKESLECEeSi+YMA59RwgK0SDCusW3N70agah6pF8jvwgpjxC6MieiG/SVcyAqrdTeDM3iiRA+BPpY/oN+ChEaZIo4CSIM3hO2Nh5Ei3UfmUe2nYewphBL4R0RStcNvh8he8bgyhg5CM8Iw2ou6toJIZp4EAkZY8284tkA/zdmGGqMR/O+6ZEyVt03yzh4os21mGt+p898LsSJkHOPiTk3GcBYYOx3C990be4rQvr0A4+kPuHFNXYvvfTS7NXlAeW52m/f/QZ/e/7dXotOYTt+HyKOtzOgLxiEeFLjswhD9pl54N7oXuD+EOPR/HUf91mb926qwH2CASU29/uKioqKvhMlSLTQBOEtYqVtQl/23XffnHBasSKERrHWEXNCnOJBKb7awxopQTQIEw87ZIvlTkiLuGjEpBsx0hd+u2WRHN0LiA2EG5rEFiECD+P4OyCkCxAEIUdIWEmuvIZVvgnXRej0UhChF4R3pvRQIRS8JMgL8h7kG/EJwii8qQnx5Syi8mRYo7V7WG+RJWJLW4PQtE7gbWlDHFPIDaEaSerIK1EZ5waIKMJdlssNEEhAOPLglL/xXniCnLtQNBZeZJYFnrWd8GXpbfYPYu13vXgKRgPCXpSXRhi1NwIKQgeByCe6OyHmUAgDuW4jhXmIBCOgT3nKU4b8vnYKYUv06T99iqi6Fzo3wtNYYOmXJ0OUNL1SZQhdCSGd22+/fe5LfWZM87Q4phAo41pIIQE1XjlBIwXSr+hCkP82mJ8MLbwj7mnml/nK88VbpN3k3PE06etlRQU8JYOj1HwnYcL7SejxCJeeaP3tXiRUFRiKCOYIZ9X2xJAwM944olNfEyPyACPvbCoKEs8s96TYjDvj0P1rrEEAlYLI+VRUVEx9jEiUsNQ++clPzjdlD1qbvz1EPEAqVgRCIgHcg047efDycgjfklzNgo3EC43yUJQwj+wL92K58yDmDYnKLm1AhjpVM+qEqP6j/8K7EYgE5OyBacC5IcMIQCQll+QK2W2SXg8VZAApQCoi5GtlQSSIDw+xgKQ5FhLBq4FIIIbEki3CpsqiA21AYFhGhUj5O6pbiU8HxL0pGFivI1SvDR7oPAPODbkhUliAhZUJHUGAQJ/IFyH+hIqVcMzwDpSChIASBkPk6Be/FdomzEibuG7X729tbyw1w8WErSB/ZeWvsQLhJ4TLebt2QAyJ5AMOOCDnm8Fb3vKWrpXpXDPxrl14HXmJhpvoSswbu8A40Dbmm3Cu5hvPGrKtD81n+MhHPpL7WgEPfW1+Ry5JILxShEVbCB0Dj3uBfeqn8nN9KORIGGiboJlsiLbQntpM/oh5ZJwjwoi/fvXKiyak9F13z0eI3DT93qnvCY0oOc9z1fRCuy8TGtry5JNPHkxYd39DwvWv8WXuCKtzD9T+EQ421WCMuV+4ZvMvNmKhl7DKkUJbmzv6vRREBFIVJhUVUx8jKpbupkF8INdhVQ1CU3FPaCMPsf322y/f1D1sEWa5HOAmz+IryVJSpTAiZNSD2t/e91D2UBDWxerdBIvzoiJPwaKHbeVQo6IRMqQSF7AU8pqwoJfnHETbA7kJApTFniUe8WfR9RCL2HiCpCS9Hij2z+rlHFhCRzv0gXhwXIQNgREuoq15TeS/+CxC0YiS0gPE24LYstgjkf4Oiz3vH4stIs+aK64fqXG9G98HeRkIvSEI7rXRBllsHHHEEbmv7YcAkQgtyT3aEqGJ/ldYQIgZ2CeCFKKNNxJBC1GkHXlWiA0Cx74lRAtPc30qHOkL3kz78rm+VEEsrLohfsr+8V3/1zfjMY8RUONBiB1BzYvjPTH9Ep0Re30k5I5Id/5tlbp4FJTs9TsiDKHV1kRqOW7LSlagflqaveWgF8z6GOYkT1Mzsd2YKKFvItxRuGIQWEJK2BxvqPEmRNG5E2DGhNe4doLX+DOOyiT/XsY44uY6EWJjQD5aP2OosDrJ5sRA3BPcc9wH3ZfcYxh0eFrcBz1ziBL5KXs8aqAqHWOONUf0hfmm3XkHzYfy2LzB2owQluOjLDWEt9hYIpD0LWEcfWVe2MwRY9L8KEsAN/N7QhgR3Qw/7hmjFa7aK1x33F9XJqyRGIh700jPYzihhp6F7ptlCKX/Eyne6ySIRut6KyoqJvHiiW7OLFu2Kkg6g2BD1iWPI7fITyQ3g5u+yjpupjwj4tARR8SSV4E13Xf8RtK295polvbtBg9Nx/EAZ8F1Xp1CkNT1b0OEuCDJBBHyICzLqwe4B0RJeqNkpuvQFoTMaAPpQ8BDEBmTHqqR56SNYv2J0lOCFCOjSCxyjBATbNYVsY+o4gOIZJw7YoMQBZAcAsN1Ioq8T4Shqj6sfUGSCSOWdt4LQsHn4P88JEgv0RHWdcIvLLKx1ol+ITgk+RsTrlkIkrHDm4NIxzUiTkGkYiw2279TGNFYQTvHPEAKIwEcGeVRE1ajSprvufbIcWqDPkH+5QeYN8J8iJSyclc3fPGsgTAs822oYgP6zrl4RXzLUC85QbEeDKG0//7751Auwss16Dv5TFECmriNfDNAvBkjvJZj2m9C0IBzFAqq/6NvJzOMRddQjklGD8I+csDkmBifPGcEWRmqes3V12TPYHjXCBbFBnhQzfkQCeZf5PwprND0PKu2ZbwZN+EBLnMkyznSSwlgx9ZPw7k3jxbMcQYZ20SWiHZsRUeGA8LDcyK2qBg4Ga63oqJikq3oPh3hpoqkeGW9ZzlrejFY6VhsAcEqrcJiyxEboSq8ABY2bK63EYnTvQCBZalF/HhvmrBvHg3oZOVijSawEHpkDOHyMO+0QCALPGIuhELuxlgkiLJqInrIQpBLRN81ECNIR7yP+EZYEAtsJIYD6zwPFWifZgx1nDvxcOWf/rTCZ6yjcgyINSJBX/NelEAwI2mUBySS6onPeIA73ziuaxAyArEOkDEBp59++iDpIoJYE4lbJDgs/owGkve9xlhstv94V+IyHuRPyXsxjhB8xJJQjlLI2i/WjhDuOBTE/vOWuAbX3+tiezff/O8c3iMkdSjI8TJ3tKe/m+Atc02s6PrG2HIdyK2x6Vr1p+8QNEhX5GEh3wRauV4RD4t9NXOg9KX9ToU1nlTYck8wN0MU6w+eEu2pP4kIohN4h77+tYH5AHvv/fR8vzL+JakT6QSIalsMJQwwcnGMocgnMc6EZjbFrTEE8T3em7jXlnPE+OX96FYFzdyPe0BFRUVFxdCoomScgRiLE4+yuSD8RsgKi7lQDkSflbCEByGSg+Cyvgl5KFHuD5Bs+/TqwR4J9qV7GxkWqtSEB7wQB8S4zYsSD/CI0bYPJNm5xQJvYdkVgsb6K2F5rK3xYX33GkAonIskZqJIWyDmzoFng0WUUCT0SittkH8EpwnhVWL+eUne8Y7lse2fPu207Ilg/SdskMymeAQ5PJF7Ui42qq2FKbCAE5khRHg+wsIbRMo4ArlGrhkcE/FF6JC8EDW+ywMTv2kD62IsgjleIAr1jSIFBAFrOIQnAcJi3Sux413ioQDtX4Yklij7Zc7cubnyk3bvBiInqjdJyheS2YQ2j7wj7Ukcsd4S8XKAkFjjKzyJ2j3mBXLOM+C7pcdSlbJm8QTzXfhfc95PVnS6N5hnESrHcxber9VWXz5OhWfKKxHqKLRVjg8PIuFHnJhLwrIYEcqKbm1eMUIj5h9BQdgwGPF4lWWbex3b+nKq9FFFRUXFWKOKkj4AEUBoeGDyhhALCJCwqBKsdBHfW5JZIGZ2KwSEheB4DjxUWVklLAoRE8MeJBYJaC7OCMrMRjhLLMbXhrDW844g1NZkYPH1MI6ke7kAruNtb3tbtlSOhTUeAXB9xAACEHkzjsPy7H3hTM5J6IeQKYTSufJKOad3vetd2Qvl3BFbbYNUtok2xJF4kGuy627LE5ivufrqHPrF6h/nhcw0y2Q7nn4G512GlzgfoUfEEHHF6yIXBRnSlzwsRGVUnRImJn/BGg6uT2iRsK0Iu3ONsfltMxRoosA7gGwTrSG+YhHAyOHQLnKooK3Udicg9/qNR8Ix9GsJVvKvFF4UIXedwhQDKntFQr58gwjTakI7Mx6AcCRzucy1Qpz99j3vec/gb8ICbzzJl+DJCvC48cq0JfkSSEop8wRMdnTz1BGrwqQYFqJtSzzzmc8a9LDJOdHe5qg5wnBgLhGCPFPmk9LlxE54pksQ9eF9ikISvJdy+nqF4/N2mYcTVUbXOZgHtrLc9EScx3Bypib79VZUVExAonvF8NCWeFdWiSE0CBNkjGBgyWddReSR6PL3CLOQEAImchHAb3hF3vu9gdXBj3rf+9K9N9ogW/14SZQMFh4kJAIJC4QHIUC0ILnhEYikaGjG6IdFWB6JsKFYwR0JR6gRNDHzrguxch5IVFgaXSMLJgKpDbpVTWpW1inbxH6cm9fyARhx6sipTdu6NrHkzp03iPjjdQqrN+uo9gX7aiY9N6v2LFrinAYeggTBGqvNz14X4Xm8XYSEYwofUdUngKzyNiEt2q8sLaqNXB9B5dxsCksQrhG+4nwjQdc1GieS3Qkh5+EaozKevvB9/YN0tSXnRhs3MdpJo3EMFvEo4epvxwlRYtxEKGDk1yCQxBQR4z3kUrhXW2lnMenakFeMCCPWCAlt4Zjakuch/Gk8l/NWGSh60Eb+iUU5CgS8IgLmUltbWRCUxd4YYbFnJXd+PIo8NkKC5Du4XuGY3udZc15N8Daa48ascy7naMD+tJPjSgZvtvFkgrka94Xy/HlB9DcRr9+IfqLurruWf+eYDx+T/mvHB+X7pXw77eE7xkczTLEtH69ZyIOBxTzS3wwvxqE8H/lqUZkuDC/EUrP/9K/CCu63kSs13tCGsd7QRI4Hx9Z/95km11tRUbFyqJ6SCQLS4SHr1YPrsMMOyyEqckk8TBEx5Li5TkOEdnhoNm++c4uH6yPvjtcXskOIsDgjfQhpGRrWDG8Ru43oIHZtq9OXiAe+c0G4ETpkVygObwWh4gEvTtvDPNYzCXjIxxoOvYZ0IQNIR1mK03kIHWvLUxEmxWKqjUPw+a4wjViDhJgr25J3ByI8rRsWLV7RCk/kCR+RbyCZHWlxzkh0ee3EQVjnrWAdIUWs394nHI0N52JjqY+KaKUlPUDYEViOYz9CXRBfJIyoQe6Il27JuW0L+Y02oiwx8GoJd9L3rjVEiTbk3Yg8EoLSONKHrOGs1qprEWGdxg0RIwdBDgeCKIRQW/Aq8NzNbKy90wnajRBxzoSzEt7lwprGDbHNq8hrpZ8IcCIhFihloSdUbMoNE77mQ6wJ0xa6RJAQofbFexKetRLmdngEAsZauQ7HZEWUjNaeQqmUU9duxjIBXoKg5RHhhdKujCKS3FXbEqLpnjYcRIEJ8854YVhhwDAOGBmM4ageR/Ty9JUeEQKLGBX+2qz6VlFRUVHRGVWUTBCCdJQxzix2LOYSx6OSTITvBGEhSljYWb15ShBPD8yhrEMEhoe50IRYqwPK0BZkNuK3WRpL8tWGOCcPadeCDCBKET6FcCIRvA1IIiJeJvD7PxLMQtprSFdZijOgzRDUTguZaWNhVHIukAXhVcK1ouynEB8J7eGJiPAmye62biQ91gyBAw541WAFIWQTgSUGCQb9RTTEvli/Y20MxIYQlCMgD4hniSgkapy3TTUw5+kaympgJbSnYxovgCyz9uoXfUG0EWPRP02MRwUu1x/X7Vx4FJBNfURAxDgIwR4gCpA884HXwhzQLkKqOo19c4U4Q2gdU/giQYvEvvruNUWGglA6fckaLmm6HKfOz76JK5Z052T8S7Z3bQRIeKa8Ak8KUcUwYN6y7vLaNEOXmonsQdLL0Dv3CCK2LFYR82OyIq6TICUieSncD7W/OQ6MLG2Ll4Yo1BdEojYVeuV3qrr1akHnVTRn3Q+FYAmxBMKD98M5uqfxbvOAGlf2H+LH/cz91njtxbBRUVFRUTGAKkomCG3Vczx4ERXWWfHlLMMRK+3hhtSyJqtIxJMiFERSL/Iln+Mtbzm86zHFtJclbJuhC4hAVBaKNTS6kctDDjkk/83jwPoeoVNBLJBbAoi48QD3WloOWe1ZJRGAXss49lKKswkExvnG2hCxBggBgTwiLwinhHckRtgPQik8yt+s9GLQeVT0gXwe1vxmAvYnPvHxwQIE4tGVLyUutCtipV/93m8RLgINQUYqeceEeelXQojYIT7Ew9v0L8tvnG8n2F/0HUESBQnCC9EN41GBSz/H+esTooRgMg+Mj6iC5pXI5DVSVYkAMa4sKKgUM+u0/XiN9XbagBgSoLG4JhAR/9USDtUEAiq/ynmFuATklmBUTMC41mfEiHYXWmeMI7baXK6P8crabqxEqA+PnfnI0+H7zQTqMpHddRsvvINt4Wpt82OyIjwQrjPy3Yx5G4+RsUygvqBDTo/xbx4roy2vw7wFosF8bCs80QTjBI8IuA9E4QWeL4LePsJbYq6Y8z4jiAKEkPyWEFIVFRUVFUOj5pRMEJCNZlUWD0AEJEI9ECJWP6EgQqMk+/qNZGgeEgTNg5ClVRjUD394UdrjsQP5IvIaDnrNqzKxK/MCmvHTQWAQZVb6sEQi0d0gNIYFWXiUcC2EK6o7eVg7f6/K8RIBLMrNEsOxYF5ZLWsoIAW24eQ6yB8hTIiLsLgjmbxEwnqEjwmfQw6F2mg7FnWeCWFY3m+GjCCqKjY9/4XL83oAIeKp0B5xjkLaVAPSToSJ/SK2SDVBIvSNNwOJ5SEQnoWQES1+O1RVqCaispdjCO3pdeE2pHisa/zHMfSDsejcCPAALwhCSAzy+vAERLha2Q5+ZwwimkQKUdOpQpd+ICDML/1K4A0FYtp+QeWyKDCh//RZrCXCc4PwOobyzsaZORX5PIDARrJ7iZgbQy0uZ44wYCDLRE43mBvNPKjJhLgnMMi4J5VtQ8CpVMgIcsXvl3tKci7XqvOyODS3eXmJPPOJIGV8MKd5NHhe3E/bFoQNRFlz9w37iVww++dx81vChGDmmeKBNDZLr8h4zKWKioqKqYYqSiYIbaSa1Y1lnbfEQ09SrwcqAoTostzyQLCcq/6ENCEpYq7Fyf/o0p+kWCWEF+WC7347W26FKQlZQqTbREksuodwseCy0EeITQkeFHAOwmIA0SOKhB+FKEEsPKy9xvokbdeLcJcJ192Ehs9GknQdFcvKVYmFY/CCIHkInGtW9lP4BUKEyIjLF8omYRqRJRBYRAkxfxOPkm63f/COls3L++VtWXP1VVsT4lnZCRv5NSyvvAPCTSJcjmAiSHhhhOX5rvNDxJBoYkkFIYKD98w58OrYnBexat/6SB8bSzxVbUnU3dp4rBEhgXF+bV4ZBFI/6Cdj14akEiIxBuHQQw/NY9H8IKT9DhGUM2S/2iqKMfBomCtR4nrR0mUpXX378rC12QPnFStGC9tiCCDOVcricZI7xTCg77Xxcccdlz2V2s0+kFb96rOyLZ1LeZ3xGc9iL5WJzCMCkxek27oYzf1PNjjv5j2hCX3Ko/j4Jz5p8L1Pn3pqWrp4eUgqTyOjQ7StstnuQ+ayohLErk24IITnNBCLHRpv5qrjOTf7c18jPvyfWCZ8YtHWciHMioqKiorho4qSPgJCFVZtCe6sqwinBEvWOqRZGAsPCsLG4g4RkjBrlblpjyMHkl6fvvfe6Ztf+0omuSy94Q1ohv6w8OUSqXcn1CN33cKDnBNLI5KEzCNgBAyy4DPkzIO6U95CCd8NYjrW62PEucUq7+LDJcWqroNQIPVCbrQlscEiy7sjDEQ+jE07KUkqoZZninfjoNe+Nj32iIGE7HlDhM1oE8JFvxGYX/jCFwZLngpXId4coyTwxJPwL5v/O18kKPJfAkSM/Arii6U4xoRQP9Z84WTNxeImEmWfN2P99ZXzZiknOPSHzbgU7qekqzGIGCKgLNvaJHKESmgLvx0OzBUVtsB5EO3f/e538zzkXWONF5bDCyWsSgiaMcXjg/RGKdluY3A4430ooj7d4F7zzW99K738EwNrL+2w445p2ZJFeRyZR4SE+cpoIwTOOGF0EOrHOEPIyznhOWnzPIUoYWSRMA8EjM291/jQ3zyf9s2A4biMQ2OxKOxI4LzCIDGRItWxN71b6E+H662oqFg5VFHSp+AhIUgicRqhRYpYeuUWECnl6ukI6xprrjn4f94WggR5Y+kX30z0qOPOois8hdWZhwNpFXbi/aFKWIZlnuXY74U3CKdAqBHDWNdEsjarIutuL4nVYy1KymM516gE5v8s0Twm2tf1IJwIB0s5AoxoajukV2JrgBfjtgUrekSGAmuq5GaiRPIzTwnBUa5Jo4+RbwRHH+pn+QTaMwojIOjClVj2ebgQMd/hEbAFeBwQadcwWRBjAWkkShBBY9j4UhTA5nqJMAJBn/BsROUwG8Ho+yzmRGes9dIL7Nf8UDkLmQXGAO1oHAgxYzyQy6JvCEXelMh9CMT6MI4bq5WP13if6lh7rbUG/xZ2et3f/5rnB3FAfMvJUgXP/OEF5hGWfM6gYE673xEoUeEt4PexUCVDRYhT9wcGAqGFjC6xqCe45yHCce8rxedEhXA5bj+sR+Q8rvjtb9Pe718x/HUkaK75wisZns1+ud6KioppIEqEqvAMIIksYNznva7wXCLWqwg0rc0ThdJjEA8xhLTN6sZax0IrV0RCKAKKdHnvSU99WnrRCQMVi4SaeBAjTkJM5KAISyJKhDEoNyxBHlkjIBBkD29EuxvEURNALPFEiYexsKJoT+3rOoREIMu2TiuFdwrhKftltPqo7VgR990kq6ygSrDyZMh9kLeA8LOIEgNEVqxtstqaaw/+Lns5GqVmhXGxvMr9ISiIOhV9EBj7F5al/cv1EwgU5Ei/Og+kV18KydPfxgBC5X1WfJ85P33nOCeeeGImVpLnkeALLrggW++JoVhrwThYGYxFHzVB+MoFMdeNYV45CfC8evJJhDfyZLBolwsIRogY74YKVUq7+r3cA+GM3SAcjAhybPsOqyuRymquj4XTMRa4JxEqDABtIEjMhxAm3ULWxgLj0Uf9AEIhwiUJScKQmOWRJGyRWX8zkMhRMX6EOiKx5hGPSuS1CevSx/qbd0oopXukOWtMuP8JDyzDQR3Pd2MfpfjsJErGssLdVAPxoR2FLN9D8FxxxaAwqaiomPyYsazPVxpCpJCOSJRGuhAqDwvkejiQiIqYN8EChtxNFJBSDzGEt5s1NyxwQaa1BYsxUiQZe+781dPFywaqeZ3/nmenL33xzNx2utjDWcx9/N7DW8iP4yLZ1sooK4G1hXBFWVOeGnHWiK4wCA9k+/DAD2HlgY+Ei8kX3tJL9afIoWjDSPtopMM7SpIK3wo4t1hvxPvIyPEnfiwdds6AhW6rf347PfuZT8+CgJAmYlhqo4pQgIjgubKGgvZxjqz/QsaE6CHREcaFkCNQRIx2jLVWCFKCCSkuqy3xxPhuLOzmgR4J4kh8kGJeoZFgPPoIiSeyeCFci3FHAPKKEAPm8Mc+9rEseCFWQg9SWJayth9khjD0vnAeRHTxXSl98OIBYnjsPtumubNn5jYXSserRMzoI3C9zpFHUD8RJT4jMJEiXq0yWb+TpyQw1uElY9FH/QR9sXDRkvSMDwyssn7U0zdL//jbXwY9FUQ78aBYgnFCUGgPOUDhCSZk5AcxLggH05/uhcQrqNxFwJq7+tdYFOrF+MPTIkdMeKE52fQEuz94bjmunLu2whyMA8Zy2R/Rb/3QR4wfvMmMW6UAGwn0VXhKzj1szzRvzvBtoQySsb4RmHfm9WicXyf0U39UVEwX9LWnxAPBgwVRYAl1Y48FrTxEWMesxtwrVK2SM1HedIZTWnasUFpQuxGWiEUPEoeUIaW8Hn4/f7U1Utp2ubBAxFj8ABkjJpRGtX6F+GqQrMk6iPCVCMJXIh76Ub4WMfZwJoj8LdzBg4MgQcJYueO6hrNauDCM8kE9Gn1UEsQ2geThRkwgMzxxigkQbtoBmfcba0sgttahCPKz1ZZbKoKc/3/KqaekMz7z6cGV1gPaiKiOzf6jLWOdGF4rG+EopI440Vf6ENkmgFjdvRIaiI9XYWDIDxHCc+IVmSBEtDvvQrQ9EiTsBJFa2dXbx6KPAs5bX7ku1+G8jU/XSyy7PiF2vBrIk5AcnkALTgrZKUUaoWx+yKsSyiUHxXg95tiPpHTxQPgjMjorzcwWdIKEB1A4VlxfFH1gUUdKrTMiV4VYLC3hzfYzZnoNGVsZtIm6se6jiUSz6MUD7n//tMm9NrqHACRmiW/GF4YbRiz9xiNM7Avz4uUlOIybEBeMBYR/eNU/9KEPZSHKe+mZ4z7BE8xjYh43RYnxG2vF6IO2fKCxDuty/FhU0/ifqDLR+Tweu0da96lvXan98IZ084j0y/VWVFRM4XVKEJDIU4iHkLAlC5CxWiqJ21zxvBvsx0O63PoBHmKdQpy6AVljCeYtQTrWbFhHy8Xn4vtCeZTBRVCEwihVi3izDPNAWZxvKIizF8rAG0A4Io4II4T1PhZFjPUXWA71ldehMBZ9VIbStAHRIKAinjwW+dNGcgiUBkb6WdPDixHVewKLFy3KggSBRmyQH4SHEBA+gjQTJSFIOsHvWfOJICAAEWXnrvwsAh5ty4MQ4pTlVr92Gk+IVniBhjNv2jCW8yhyn1wXbxNPonPXJxHahhwKbXMdRApSQjQQXPqqJOr2R3hbW8RYJTIf/vCBKlwB+/M7UBCiTbgSjQS5fdtfv5Z8DYtyP97rxgpt85uHw7iRf6d8t3sWYWq8MG7pY95JAkXhCoYJ3yFQSshFidAhuU3GJbHPYCDXKAw8w1lPaaxD+NyjojpfWTxjvOHYlxU5blP9eisqKqaoKAlSIaTIg6a03LNm85Bwu7OSlt+fTlBthFU94pmfdvd6DgGx8UIUVIUphR5rvLAF4o5lXZ6OcCSEnPWXNbkbkOEo/+uBLBTBq5h7RM05IY4ESKxg7nhRTawJYgDxHMs4a+ccFanajmNMERCuQ1s4VySHNVS4Bjc+y6o2DSuonJBjjz1ucB8fPvbYLCAIaSJEkQH5GyMN10G6gzAj38LJzAPkKYB0CdmSf+S1W5Um84joFPrgPPsVzlMbE7wEmuv1njHlff2nPCvLqesVekjwIZmEmRwg+SMl9IGFQ4ka9xRemIBxIW+AuDePiE/GDzkpTRD0IL/HQpg8tm3fCxhH4aWLbazHehgIphq63SfMb2I/vCTaWbgVEWlu85AQ9NqG94KnzTPDM4RhJkKAiA/CtokoLxxGF/sx1owZlvkmjEuW+8lSNU14VBTJsDWTyisqKiqmtSgJF72QIJZNFXZK4cG6hfTJleAtmE5lAD00JLB79bBkBUVObyse1ggYq58StEgYq32Q6YAHtzAlD2kPYjkirEwIHmtx21olgbAS26cHGPLF+uh9lWoc2/6DQPDS+CyqiZWIxNAQMGMBZIWI491oIzWx8BlLOuIaa334nfAMiyKq6CN8S1sTcsTCu971zsF9yDfRH659OEC+hWsRORYLZLGXyB2Vn5yzfvE9m/NCIiLHiPDxnaEWoUSohJKZKwg80djJczSeIOJ49bw6HyFpYv6NSf2BVDr3WB3dNRAoUbjCGLTmC4HAwxQVmdpKAbtvyAt5WZGPJqxHiI9j2YdVwOUCvfCFL8yhXiUiNA8BJuL9v1zJuwlzw/Hszxh3fZEEPVaYyqKkU9uZp4R5KUqMDeOEkYTwFI7Ju87ryDjC+GBeMTh4vvCimHdNyEtxTwRjz770vzlHoISIYSBz34xS35MF7iXuaVGV0EacuV9P1bFUUVHRn+irnBLkWKwuAoIkigdn4RLnjWS7ScovifAXC6MhLNMN2siD2SvixJqMIN+2YHllMWFHezz20Vm4IXi8IsJXLDjnPeSWJV4Ilna1GKIYbOTMb4U8IIm8H22hH0EM7JuV0TnoL0SZFZpQZMmOMIW2amJIflSxIhjGOhxmqOpHwj3k2xh7PEpRUCDOCyEWiuVzIVDa8ZvnfWfw9wjJDts/ILct8uRVmxrDnR7u2kofCgtpA6ERC/YREvqCZ0o/KTLgOEHIhoJziEppyFhZGWoiwVtHWHglaPWPcURg2NwPnHuUAGWh9h3tG/cCbeP+IQxRHxEKxrz3tV8JgvOYDx2TnnfsgLfo17/6VRZqBAnSKpQHeKX0DU9ILDpKMIHzMO4dx/glPIimpmVc/zpP87MsZFFLAg8fvVYvI7aF8RhLvF5ywPSb0EkClDjheTR/lZL2Hg8xw0MJ88PntpiL+o/H1HjhTbPPSJ537yBShRw2x1w/w/wy31STixDPZsndioqKimklSlRqkoit4gmLu6olBIfYbbHiHuovfelLM9mVdOgzXhKWqnKV5+kAbePB69XDERlCyLbbfIuULh9YnZhFnxdEGJGqY0JgCAjx0hI3hfogVB6yxAQvlAcq6zzi6zfyTySKqnYkab30RoUo0Q8sa4ccckh+uCHJSCORgZCXQoPVGfH0cPc5cu1hKAmVh2EsypZ2W1m7+T2eDlsn8IB4aCPCURoYIbmxw8rSpaVVWFgzIRZ5VrWJxV2YmP3Hyt3IgL5Bsv2t/7SdPkNytXVbgYRuYYylFbl8b6K9jMaD8es1+qdMWI7XOM8oyUyI6Q+CDflHEsNTh1Bpo/322y+3Z6zk3oaNNt44vf2th+fxz2NFfLJ6GwuqMAnZCmIaosSYNydsvDz60j1MYYmynxlOYr2eyFOJPir7amX6oPnbie7PsUI5f1V06gR9YY66BxK7RKVXwlFuCQOXe5FnifVKhLPyrDEeuH/5vXuT+RZ9xBvJy+b7PCtCYt0r3XtjfBp/xofco8kIc2msKllVVFRUTBpR4gbvgYCAIcBIrbUWlPlELNScF9LCIkmk+NtD3u/E2U83F7OHn6254vPAg3pAlARY/+QPEG9i76294IFMoBAfHt4euNoSMQbx1kJZhDLwZvBO+b9QOvkVxGGEWumTWMEaIfQ+cseaGGWcwTElaIeAJEocN9bN6FcgvEEqVb4iDuK6xIxbp+T8u6POHrrLLumG667NREZbCu+QDIvk+C3rbISJCb1Daoxv+2alR5K0szZCsn2GJOtDYSP2y3pv30j2cFcGD0FiLLD8r+xaJaOF5orlyHs3ceW849x9D+HUDsZyrDHDc8cLqP15lOSAdPKq/u6KK9IVv/lVHt/wtre9bTCXyH3IAno+I9BDlDhfY4MAIaYIEvMJkS1FSV2Nffzh+cFbYX6aU8aT+4x+4gVzvyFW5Ye57zEKMIiUa90EzBPhrzbGG2OCR8Q4E7ZVlk53n7RNVVFYUVFRMS1ECfKAULBgIWUsT9zfQog8XCwwR3yw8iNykgsRK8SEpapiaEjmFAYnxAiZYrnXfsguUhwhMj6T/ClsBbmSu+IhLO6YuLEJhxA6BgSJPhLqEKug+z8vSWmRJ0h4wOw7yF8zpGssc0p6BbEgJhxJMe4iNI4wQWTkG0QVKOLrkbvvns7/9vX5typu3faff2fPBlIrJATpkX+C+BCE+gFY3rU50ip0i/VV24mB56FCtoNIsfQKY3IuCHesB9MNndbIIHYQ6JEsPjqe6HT+nUAMAA8iL4Z+QkCNSXkdwhCFL7bh8st/mZ65917ZA6UPCUj9ZQzrO/2hsIY+cRxEFCENAWIzVsILyIjCw8JiHsUKmuiHVb+nKm699dbsCeaBjXw7uWw8y7Hqt+cGoRHrhfiu8eY55J6o7803Y8/3eCg9m/S1exZvmnGgD+Pe6btyU3jOVOya6BCufjHWuedPp+utqKiY5KIEoWUBJjY8TOI9fyPHH/3oR3MYknAKDxZbRW/woPXQlIPAooxsI7jc9G7iqtl4MBMXEaOPGHuoamdlaVkLiQoPXAJFGARY+wEJ1HcEB6KOZFkQEBkviS9vgWN7QPGStKEfRAmxFaWOEUvkliBx3lHm2DoVKi+5zu13EK41kHPjeq//x99ze8UY9R1eDSS3XNAO8bUPRMdGkNg3soPYsvDqI8KHZddnxE4UBOhFlLTljOgr19K2Dk0/odP5l0AIbdpDm/FiIIpRbY4XL0ICjedO4AH5979uzGJPoQFtbiwbp34nZMcYCJKpP6J6mVAxJDXECTCm2Ifx00mU9LLqd8XIYB4yjAidA6GhxpH/KzjAyODVuJEED8YPT5pS8+6B+i6KHPBuxiKn7nP+5n0xx1Xsi/4zTo3B8NRMpCiJtX4mGs5DO8biiVP9eisqKqaAKIncCNVyWDaRCQ/zgw46KL3uda/L1npW/m7x/hXtIEiQO5ZdDwfiw8OVABRehOh6GKs8c/rpp2fvSYTGIc5hBfSwRvgkjgphkkNin0Ig4uHN2ui7PCGIW5k06buIfllus2kt7gdyhpgaj8gsS3eQzaia5JyRVEKCJX4b1cSuGvCUEBTaSZtG+FGs7g7GdcBYFsvuM14TpJcIF2rkFbGKNUeiDyI8rpd2QpDaCP1kCJnrdv5txD7ag8U7xJ38HBZrApu1nCejE2655T95DgjTMifs09glLIwHCykKLVUcQB8riIDM8oZpy2aRAeMGqWVhJ/rbwux6TdquGD7cfwh6be8+RyQQJMYBL0gU9/CZUEkCw5xzbzP3iZYIJ/QdJdLdN90by/FoXsacDCu90M7wlFRUVFRUTDJRgrwhcaoZCY8RyiI0S7hElGf0gEDaKoYPD0vkToUZBEjYFpGnTT2oEW4hXbFoolwTFn39gHx7CBMdHrSECtIdFZyi8pbiBMifz1W2UZ61Cb9BhFmWg1g3rcUTKUrC4o6cSnp1zcZc5A0EiXSOLK9ECaKS82m+PVCBa7ddd03z5gxMKQSWR8XiasRaiBLJt9EvQoWEivFC+cxvCD/nEGuqNMOXeiWxfmNhOBZ/+UfyhJr5GP2M8roVtGB5JgbkMwWiT3g0/K1NXRsSCrEYIs8g63eZp1IusLbhRhulww8/PPeN7wgVlYtCGBIlNiFgxoWQPO8L7XFMY9oYMf6j+haDig0pbvOG1NCt0UczjyOEoP5glAlLuleC0xalzBWrICb8LbTRfYzBgffE/BEOZjwQLT5333PvNFd9R9gxMWz/xK+8ktEsZFBRUVExXTDhosTNGkFAnJAoDxAPcUQAPNRZrSMPoWLl4vLlTCC8woM8jJEsXiiEzMNUzgMLsT5g7fVA9pD2O/2kLzyQhf94wCPT4q8tpohMh+WwGS/PGul95DBIWj9Zi2MF9wiNIshco5A3ogTBVGZUAr+/tR0BVlYBuuHGG9N6a685eM3i0BGXWNvC2HYM7yEsxBtR4ljah9BheXe8slrTSBF5LwRliJLJCILEdQgbLEVJjKFAjCdtp62F1oAiGk2c+ulTmTvy36959avz73hBAMFESh2X18M4cH+yXhJPbqyhFHBexgkRWybsx/lAEOI2MV4xNoj2j3mnaAcQlOZvFLFgFAujCE+Z/nS/dM8jQmIhT/MoYIzwhPGWgPEZf5u/0a9loYzxXEjRORurwOgRY3u8kc/jqU9Pcx/7+mlxvRUVFZNIlCC1yFi5uJz3wkLZJGFc5/JJxPEed9zylbMrRh6XzyIo5Eq4goRcggSEDUkGFpbCUuwhjoSJp7YPQgRR4yUgQjzs7YNoAVZHuQpIvYc5CyKCLefEMVWQIkjCagkT7R0p0QyN4tFxjV5BEjNyIRZdzgjCyrNXYundRBMR4Wkh5vwd491K4+973/tym2qXyH1AeIg7oSOssMQJUd7WNn4X4VedPB6RR8Syi5iXldomI4TCqEIWYXSdQrrCOk50CzGMxT8PPvjg9IY3vCGLE20r4f1d7/mftMeRZ+fP11xrrTRnziq5T/W34xnryCrxTpQI6THeiRFeRd81rnlheEjCU9I8H31YLpjYb2J8KiPuL9He+s+8IDzAfNav5rbx4r7IYGB+CvVyHwuvWwljQH8aIwwxikfwLiPGpdEljtEmWMcanqsqzsXfJQiqEFAwlqu3O/YPf3hR2mOMRUm3662oqJg8GDdRgkypPhSu77322iuvo0GQIBHNVbCRAQuZqfQkDCaSFitWLi5f4QAPUAQc2ZKEzaIuzEjyrgcsCG9gCfRdf0ftfqEyvCKx5ogHNw9X5I/4nv70GcHjOJI/xd0HmfbALi2IzfU7JgIe0lE9CYlhaTM2w+LmfWNXqBpPiTaVg3D/7R88uI9Zs2fn37peIYjaktCQGKsdEGskJ5KkERhtTDwQhcgMAhMLCLZBG/qe106iJPKIlEQ94IADJn3oiDKswgQRyF4Xe/R9YkQZbHk92kFuiDZT9GHWKgOLLoL2/9mPL8lhdhYR5T2UM0VoILAs6wRkkEoeRP3IyxWLaTbX8SkRpNi587QBoTjRi1ZOB7jPRGU2c8s8jhwg955YH4cBhhEMhGQKU43wO3PXPswpYEBzX7RelnHmPsqTX3qIA3EMr/20enuzqEhdvb2iomLaiBKkgPWRe9XDmHtVKIxSp+K+CZJYOyHAa8IKKbekX27okw2dyqlKNkemkDGrGqvPr9wyEs1CaEV3pVCjzCVceOGFgyExRAlxYkPAWSARRt+3bw9t4gPpjpWU7ZuHJUSPh3yU2iVKiFZx2/2wqrjrap5vJLwbk0CQCGUbOOeBSlsbrL/+YE6JMS/xmhdEW8ox8DeLLOKL7CJHpbcFUXAOEqg7eZB6SVSPhQOnUonMyI3qlcgjhsccc0wWNB//+MfzGjH61uZ+84Gjj07n3b1W58N22y1tvMF6OaFZ4rMxTqy3rWatOhtvC2us8SFsR5geUTKUxd6YiAX5JFz3gxif6oh5LUSSYcvfMbdiTusPXi5z2dwn5o2317zmNXkDc5dQ5VUgUFXWYrBw74u52Ob5jWP0i2Fgqq3eHl4e/VoxuSBS49BDD833UnmtzciDbt/p5bcVkxNjLkrc8E877bRsVVLWF5SZPf7443OJ2f333z+T4hAkyAMSS5TU1WVXDm0PQv3hYeThG5b5l7zkJXltB+ELL37xi1sfogg0skZ0lPHxrIq8JfrKbzzc7NtnjhNJn+EZYZWM8yCMvKfqFzLIazBRQEqcS4TgeA3PSYloFxZ3AkN7nD+QujCYa+DahGMhv0RMEBWhISyqbqS8SNq09BD6O3KszJkQdPrEucX5RJnZSKQtLbQ2c2dl81EmGs3x53raBEmzDQIxPmOhUQKY14RFnId28y22Suf9bMngsfSF8C5j0WrxBId2hyhOAMitcW2fvmPsC7Ur50Sn69B3rPHeq4aWsYd21ubmTpQn1+5KNssP0YfuT/rNPU++Uty3oCxg4HPjhtfMs8qrUFYVCjuVqi7HQ3Mx0G6Lg44HJvvq7VGNMOZoCf0dOakVEwuLXYNCOyV4IIXUihrgdcQ/RAuUa9p0+o6/h/ptxeTF7PF4MHgQC30JIKBCKzzUlaIVZy/eXmWoAw88MCflWs29JAMVo4MQB6x8HrZB5PwtxKWTJZr10AO4GR/PQhxW4uZnJcp1HIAYcqxYTNBYKFeAH280zy/+r70QGOSm/PyJT3xi3v567XXppF//fIV98ZAQLAhQW1toS1uTwEQCdIS88cR49eAlSITMsebyOJZrvZSJ09MlT6EZ/hdtIJSGF6rZ7saX8f2sZz0rJzL/O+cKrL7CPvUJw4nvRrsHQvQQm+5nrOOEjITpctwL+ekUlhiru080IZ1OiDYPaHvzmYdLhUEV8PSb/hTGyiNibBHBUSgB9KXqb9GnQjK7rZ/TvA/2W7jqZAevDi9J5MZ4nkQxHLk+Ff0NIbDl4teeacL0y2UfOn3Hs2+o31ZMXowp64+HL4uMPAPhC6UwUftfPDbrpfAtlijv2aogGRtE4qWwJJb7sK7H3wiWUCo5PQhWaX2G8ruIt3KtH/vYx/JaGxZWjM/AvuSb6N9YSRns3wNfGARPAxIoVwPJ7wc4P+fstQzrakObCHDDJOB4PprtV0L7Sph2nFjPAmFm0deOwuXkpEiu19a+Z940z6Xsk+mCMoE4BIP2QhRjpW2kxfgTqiJcFLQRgbnO2mu37ld7R7uDHJCjjjoqhwsgmh6IFluMvARjnFiManTlebVBBagYWxUTA+SVhdUcNd+EU/KISFonNswv4ye8jfrWfS42YsazzPhqm9/Ggd8YF7Gg31DjomJkwgS3iLL0FffEiSeemEWwZyxRjeiPxu9Gut8Aw05ZGCSKhfTynV5+WzF5MaaiJEIX1G53E0dcYwVdgoVF88gjj8wWKkoX3vWud62wwF7F6IKljpcE6ULgIg46/o6KXR6eYe0LEBbCVcIC6KGsPz2k3SgiiTesg/ZlP8RH+TAWHiOZGzEQp22NCLkt/YIymVxbOf9OJSZX7fA+oiw3pNsq9dqHZdZibkgzYSKkDXlBrF/96lfnkrQ+d/NHkjwImiFlZf9Nt3Ec3ij5S8hg5FFpQ+NYvkcIFIh1ZuT5tEF7R7tHLhXvFPHYJvzc15BPIt++y/Nqg7EfY6tiYsDoJYRLP8d8M07MK30XxS54WIwTXhUiklfXvUDfmbdtRhuIecgoEaJkqHExFuiX6obzx+kc3CMnIxhkxwIKcQhzesc73pGf20KthdEbtyvzu6E+dz1Eou3tb3973uL/Y3WtFVMH4xIfxTVucURWJmFaXK4hWCSNyiWo8YDjA6SWhbBTCAFCR0BI6EWgShKGOMcWccmIt/0hbBJJy1KT9uUhzPpYPoyFNxElvGRifxVB6KckS+M1FsZDJBQEGG7de9eOKHcK8WAxV/AhRJ4HKgstq59iA0ix96JUsHZm4Y0iA9Md5TgOTxFxICeNABFzrv2NsVgwj6gmoEuvXROx7o7Xsh+N316E31Dzy9iPsVUx8TDfGEeME31mjsU6I9Hf7lGqrZl3RImcEiFCjATl/ZF3mYg1vprzf6hxMdqIcNCJDunM3vchSPBoHYfXC8ZyjRL5r7HQbYm99947i12Qm2kcyTvCa1QaLY0QKrsddNBB6fWvf32+TyH0YwGFPhj7XvGKV2TProIfxjNBvjK/G+pz84N33yYM3xb/j9xhbVh6N/wd99xAp+/08tuKyYtxKwlsoTmWpuc+97m59Kaym8SIhF4KuyZ+TmzyO4i1ZhW29oiHp5wGN5v43P89lJFmkGBmAxZBhFBMvhuyUCwPZDH3zeN2WlV8IkP2mudHIAjZ4bXz/6hk1Wy/8v+fPOmktNODt8/X31b5rMwlQGB4UTzc3FARIxZa1lmWp6ieZR/6YjInpY7l2NV+SIhNNT/3EuNUPoi2Qx6N5widiYpvG997kxX6JfqmmVskpNR9yv2p7fhCfgjsZl8LG2N9Zx0sSUensV8xPmj2oftT3KM6zVX3OOOIAYGll5EAuTJHoyohzwkDm75FkhgP+qHk83iuSTIdgL+89rWvzUnWFr8FXlJCxPpeQAjyJLhviCTgKZCIjZTHM06ILk9dCKk2WELB1g08eG0GPeNUyK8ohIBjy/8UmdIJQ/1upPttgtFNCLe54tnHQCdqppfv+Huo31ZMXozr4omqBgmDMGGVcWPd5OKW4N4MSakYf4QgCetaM4zOzc8NqK2vPIA9/OQOeXgj5s0KNJMJbrzOX3hHVBAbCrfeXSI4Ei67Qdsi0Ma/m2+ZjKsdhYxESNB0yhVZGXhAieVnoQzoDyLFytwERtuaETfceGNab+01W8cpgdJt0buy0llJZAkSfWgcjZUltGLsUFa0My7c88KLHB4vxJTYFU/PExdlopuLaE6UAGEoUthhuq1J0hReo1nuWMi5xOozzjhjUJSoIuoYDK8QZeMDPAjGDgHB6w6iCoSzd4PlEBhvu6GThyCexaIUSvi/KIhOGOp3I91vE7jfhz70odxm5s2b3/zmwWgZhhwCrtt3Or1fMfkxrqIEWHxZ1BEuBFid96l8g5xMUDYTiRNOhVgLt7Meh9CGWLnaTbnTDV7fEiRulKzWblTI92QUJayjboyuvVfMuTvMJ1aG71ZxB4mxtVnfzQfzg4BXUtHN16KXTaJUsRw8rkiiNpV42RzTyIA+ICC04YJiXYOlHSrGlf033NW4jZvwlFRMPjQraMVCtNavidAoxJLHk3ckFla1+dy9k+XY962VM1GLIjIied6WQmk81yThmXzWc/dJaZf9x/w4b3zjG/P1NssER/7jaF2z/hS+9NGPfjSH6Olr5cTDC6JsOO+Iwi9IfIR66aMQJRFh0A08sLbJjGYp4BIKhtia8Nwd6jud3q+Y/Bh3UQLCfyIEqKJ/QIiUVn4PVeSYJRC585Bm2bfGhodAEL1mKIS4fRZroV6xPsBkA+v2cKuBWVBt9oxlg0SmrLgT7dRc+6ANEctOkER5YKIkiFIzJ6LTIplTHTxNEeZmrAqjQRKjLZBIFjSerngv2nDh4uUJyj//+WVpu/ttdY82LPtvuKIk5kK/LJpXMTyE8AgvZTnHogQ04ekeIQTHvY5l13z1+Ze//OVsUTYufSesyPJTxmKuNhdFjBK5CLFk/YnytmqDb593XtpjjEWJ4zBKRBhy5JUQI0SK9hktUSLig1dUhIe1bjzvLAJdfi7/6KSTThrMP/GsLJO8e+mPlQnfck/0rDYuS/i/hVs7YajfjXS/baiLJ1a0oS4EUtERrHwsNVGJyM2VRVC+BULYqUwuyzKPipja6WTRb5bmbau4Q5AgDEOVMLQPHhKkOtZvif0jHwi4QgReo8LPdIPr9qBHOIxV4VteA97XPmVIS1v55Hnz5raubTARFZMq+gPdKto1x5DQrsgJ831zW94J8mY8Gn9Im22s52osijidPXSuPUoFl6vWjxaE6AmL4yGRQymvLHL+3EdU5Hvb296Ww7scn4FuJBC+FQninbZO4Vtynnhjzj///MH3PL/9v7xHDvd3I91vE7Ew4gUXXJA9ykcfffQ97sGdvtPLbysmLybEU1LRX+hkzWVhClc4EeKBGnX8eUo8hNt+20wW7gTWpjIkqd8WlWu7tuZqzeU5r7bqqmne2gMeQO+3tUPUVI9wirZrjuMKEyhDP2JNGdAX4toBeZqOFvkIqWG9EybQDBXwfnzeLJO6cNHAau4wd968wUT2sj+i/7oVhygxGt8r50PNJRo/lPO6U7tHv5Xf0W+s4mVFPHNb3sH++++fPWzunRGDPx09mlMR7suqaqmiWIaLMcYxJKnSJTRdyJaKoyPByoZvIe4WolYCnWFRKLYxrmpW4IQTTshevVJkDPW7XvY7FOriiRWdUEVJRU8Qix8P1Fg4ThiR6jMjiblvi90Wn9vvaFutuVf0ErrVC8rk6umModqhmYRe5oiU1bd2f8Qj0rw5s/tufFVRMjnbvbmKfNw7jT9hXI4xHLLZTGBvQ62qNb7J70Li9CGviNDagLySz3/+8+nggw/OIVu8KMcff3wuAzzeEE7MKCO/JXKeVAkrk9SNq+aaSUP9rpf9juXiiarc1cUTpy7640lcMSmxMjH3bbHbSMFkizUfDsrQrfFar6CifbyWomSqjK+K/m73cvz1Kko6JbC3YapX1RoJtId2aUt+/9KXvrSC52o4QoX4QJrboDyuXI9OHtNYZHg8YD0UWye8853vzNtwfzfU54RK2/PcItl1TZGKbqiipGLEYHFuK7EakHCoFKvcEguHlTj33HNzuVSJgtzgoHRrv2NlVklmVZK0HjkizaS/n/70p7k9JEpWjP94jX4QWiAsIcZlN3Qb45N5Fe7phrawra9+9as9z0nJzjEOHvWoR414/IFcAYulhoW/TGDvhvGsqjVZoD20YVup5Cc96UldhYo1RipGhrKCVhvaFkCM3NWhvtPLbysmL6a1KCkXBZwKECe/ZOGCwWtaNMohKc34eNa+qA9etmF8T0lEZZ+9WhCwhLAvlkkVU4SDeSCEZaU8Tr/1UbMNOrV5+T2kwiYxfY011sgrjzevB7m1roXXRz/60alfEefdz33UBudYxmg717Z+Qy7932uQy245IN3GePm9chy0rT3Ta+7JVO6jfrvXNedk2R+5rPTdfWkrx0Fbknnb+Iv3y+9Ac/4rtmCfvRRciP06v/I91akmAs7DdY1lX8VxOl2vdYvKtYvk4jE8lMnRRAtvSlOoQL/lOk4F1MUTKzpi2TTGX//6V3ebuvVZG+iX2kcT3w+1jya+nWsfTXw71j6a+Hbqlz6qGD2ce+65y7bZZptlW2211bJPfOITg+/vsMMOQ36n0/sVkx8z/JOmKZSyExfKej2W1YtYbsJ1P5Hrs/TDeXQ7B0ORtZF7NhaiGq8+6uX8xhv9eC5i3PXDaPRRP13fVDqffphH/dq2/XIe/dZH/dIu/XS+bX1UUVExtpjW4VtuNMraTrdFI/vhPDqdg3r/E9lH/dRG/Xgu+qd5LivbR/10fVPlfPplHvVr2/bDefRjH/VDu/TT+Tb7qKKiYmxR5X9FRUVFRUVFRUVFxYRiWntKxjN8q3ydKPTDeXQ7h34IaeiHNurnc5H46+/RCt8qXycaU+V8+mEe9Wvb9st59Fsf9Uu79NP59lsfVfTWRxWTG9M6p8TK5L1UNKkYX4gTjjCG2kf9idpH/Y/aR/2P2kf9j9pHk6uPKiY3prWnhLUD+iW5r6kPrZKqdOHOO++cnvrUp/ZUJvMFHz4///25Q/bom1Wqh5u8GP3Sj33UT21uvBgjP//5z9N//dd/5XKWY229G4s+inHvWqxd85CHPCQ9+clPTmOJyT5Xpto8Gu3++/rXv57XSoh5EegX6/ZU6qO4D8Xcbd6HJutcmyx9NFnbd6z6qGJyY/qM3hbEjbNfkvuaouR5z3te2meffXr+/ZxFS9LseQMLr7meyXpzKh9o/dZH/dTmxosxYhtv0jWafRTjvryWsb6OqTJXpso8Gu3+e8ELXpCe//zn3+N3/SJKplIfDXUfmuxzrd/7aLK372ig3+Z1xcgx/UZvRUVFRUVFRcU4CjeLbYLFNseKRN++YEFaunjWmB6jn663YuqhZgZNI1j19vrrr19h9duK/kLto9p+FaMzBoIUVYwftPkNN9xQnzEt7bL66qvnbSzH5UYbbjjmx+in662Yeqiekj7CylgTWCbK8K/m/+NhvWTJkvzKejEax63o3B9NtLVztz5abbXVujZvr/3W67lM1nHfyxgf6ncV44te238kY7zXMVAx+v021P2r+Vzq5Z7Y6XsVFRVTD9VTMg2sVmGp8JCYPXv2kGS3YuIwVn3UHAtTBXWMTz2s7Fit97mJw1Btv+COO8b9nCoqKiYPqqdkCqNpMYyton+hf8ZCNE5V63Ed41MPw/EWtqHe5yYO0fadPBv6dN21aqWkioqKdlRRMkVxw403pnmrzOpotfrhD3+YfvWrX6UHPehB6ZGPfOSEnONUBiuvB7CypH/6058mvJ2NgZGSvH7GUNd18cUXp1/+8pdp++23z+VK47szZ88Z93OtGN+x+p3vfCdddtllaaeddkpPeMITavOPIkbatlPt/tOv8NyZP3/+4P/XX3/9tNlmm03oOVVU9IIqSqYAfvOb36Qrr7wybbL5FoPvLV2yJKVVZqUNNtig9TcEiRrfXqsoGTtrrwe3GOlO7fzb3/42991WW22VHvCAB6SxwlS1Hne7riuuuCKdccYZ+eG8dOnStN122w1a4NdYq4qSiUS3cT9aY9Xcc4/zWkXJ6EKb/uc//xl2265aEOXhjpMHPvCBIzjTqY2//OUv6drrrr/H+7vvvvsK/zef3A+rMKnod9Sckj5CJAE2t6uvvjpdeOGF+bXtc5Z4ROvqq64e3Nesuz0k3OjlFmA5VhnDq32UVZ86nUfbNpUx3Ottfu/f//53uv/9758XduIp6dR3t912W36NPhrJGOi2NcdAvyWN9nqtw4U2JcqN6R122GGFePeyDWL/nebAaF7bVJ8zvaJt3Pc6TtuKerSBFX/u3Llpiy226Jqf0jbeKrqPXfe1mTNn5tcS11xzTbroootyW44UZf+X46TinoJE+zcFCJxzzjl5MUvbZz7zmTz+b7zxxtqEFX2P6imZBLB67MKFC/Prfe9733t8vvXWWy/3lPz6L/m9DdZfP82fu0rHfbLal5b7XnMOPHSch1VU285lqmFlrnedddZJu+22W3ra057W8Tv6zgPXazc4hzvuuKPjGJhKGK1rZV2N17CyRviIVZDHK+9mus2ZXtDruB9pe//9739P22yzTdpxxx2H7NOh7q8V94T72oYbbphFvPaOdivnLjHYz+NkPDFr1qz0nOc8Z/DvkYqQUljwfBAbp5z2mfS5awbee8xjHpPmrjIr7bnnnmnevHlpMl9vxfREFSWTAMhMkJo2eCCwCM+a4yb0l8EqJ7f+59+ZhJVxvJ0IUq9x3NPtAT5cghy5JNBLFS1kuQxLYGFs65+hxkC3c2mOgX6Ha/zDH/6Qw65cQy8CobzW+L6wIJsxzxJuv92I0ljl3UwnQdkrmuN+NEGQaO+//e1vadttt02//vWv8z2Lt7Kt/5tza7LOm9GGefPHP/4xrbvuuoMekbJdCBIox/VI7lMTNU7GEwTCWWedtdJekabHz73uEQ9/RPrc/2fvPqAkq6q2AV+YGaIkRQmKAURABRURRcyY/VU+c/5MiKiICTPmD7NizjmiYkQUAwYEERAUEyiSJSM5DQP9r+f0vD1n7tyqrs49Q+21amq66tYN5+yz97vjOe1v5e+DDz54XuzoPtXnHdKNl+aee4e0HHUZDd77gZl4eP/17xOX+2zhaqMpKbVi7WVUtPO4e+V8T7fSme800efNXDBI6noe43nkkUeWdBIRql7z2QvAjscDXXwz1S5Gc0Xu3/0OGrXw7Gp2eG633HLLseN9Dpiec845zQYbbNDTe/uPE09s7rbDnWes7ubGtmZmg04/44zl/n/heeeUdUO2AUQM2lve8pblezx03XXXFV7omv/22lpZ1810k/Fi0P33v/8tY8vAy7iQbYw8x9zqVrdaYSx7pd4d+fvfNyf+7S/NDjvs0Jl2NKRuEiFhkEjFqlPmFLDfYtPNVZYOh25IqwQNjZIZomOOOaYAUYD+Hve4x8C/m2gkAvDiVebNuuSSi8c+p0yvX3zNCkp1UIDEIKF8vNdGyXjgeFWjiTyvouqtt7pdKahuj7txpMAp637nNC9HH310c8kllyyXFjEedRkzK3PHrfrejz322L5ryTMjnltAKWS8RZ6MI0B1hzvcofNaarEYJTNFN7Y1M1Gqo4ODpvyY29CvDvtVc/qpJxf+v/e9710+e/CDH1zeATmgWX1XDZ770cq8bqaTjNevf/3rYqife+65zY477rjcuEyGrxk5V11+WemIN4hRQo/+5je/adZff/1SUD8dKWErMzFIzENNXamoQxrSykpDo2SaKcWAJ554YlGIhx12WPHUtiMObU/SoYceWgT2Zptt1tzmNrcpXr4UKaNf/OIXzXHHHVc+pwgoDMdJVZCzee211zZbybs99sSxcO8tN71FUSh1gaLf8ihTLv1SY+TwAguUQH4/3wqkZ3Jn9fHO98tf/rJ0nrnTDncd+07K3Omnn14iIe3CUEWhgJH5qw1Cx8SjnxaOvLo8++Y2Sn+8e3ZOxY1nn312AWdyile29JNE584777xilKkHAC5POumkYqj7vm2UGAMdZawBY//JT36yNG946EMfWtbIn//858LjF1100djL35tsvgygbrnVljO2w/Rwx+puCt/jcYC3VySLoclLzCPMO08OKt7dZDNRkJuWYy6/4vLCH8YaH6SWiOw1/5oc7LbbbmPXHa/j3UztFTQXNKhc6+JTsudxj3vcWE1Hr3H58Y9/XHQTsPyIRzyi7z1wGiRSkvm1UaZoDPloThIJoMN+8pOfFDnrGJ3UXvWqVzUrI9G3GssghfszxV+ucf11187oNebT8w5p1aOhUTJDRLAqRAMQuyIObaJoGRaIscFIAa7i+SP0CWWeIx5fRZzPfvazC/ACaIHdTQvQGjVKDv7Rwc2G66/bPPnJT16hLfAgBb28/V5D6iaKEpg694JfNs16ow0DbrLuuit0o/ne975XIh+AtpQu1PYumj98AqRtvvnmzaJFow0Kkn4yCDnn4sWLi/GDlxglKxslOqd7D0NDr31GCT5k5It2tOn3v/99MeatFc/NMDnllFOKUWJMHvWoRxXQxNNqHhh+GhDcZION5uQZh7Ri7Qeq061qYpCQi97JsbT5Pff8C5tmoweWY+50xzs2662zVknd03Er8u6nP/1pAbZkJ95Sm0Ce9ooCD2lFSl1WPzK+2gN733DDDUuLenJQ9N4Yr7v+hmPH7nKvezXrr7t2Wc9JsyO3RE5yfGQo/thkk03KfCdaM6QhDWnVpqFRMkNkozav2is33vHAFa+e98svv7y8xyjhhSL0RTluuOGGIqhjwHi1w7gXXXRhc9klFxWQ1jZKxktPSKFnnWMPDETZ7LTTTs3KSEArQxHIHS+lrqtwuibg52c/+1lz2622av66tE38U57ylBWKDAFhCpu3EegSAWhTDMso40TLJlrf4J6kOuGllZGsEWtFpCmRknotdXlz67UC4DD86nGLYWL8Y/Tzpte8L33rrtvfaUr8MBkyV/jRvE8kxXNVIevhV7/6VZFl5qkrNUeEJJGS8Lh1vGitZbJus803b+5/311XiPyGH3hqvcgv8jR85r2eV3RjK3AftKi/33HRTd6NsfXIyBC9La3qz5BqN6qjvnnggc1/zjitzCfDhPNAFETkJJGSUIxULdU5bFZWuTakIQ1pcBoaJfPA04R4trMJFWUa72+Ix9iLQpbOMl4UQyrXTdZesxNAtQt624ArkZQoeaBAbrG0IgqEd3NlbG8KAAInXWlAbcoYOLbreSlRnr7F1480Pzh/1EDsMuh23nnnYpjc//73H9sXZqZqDvAPJb+qr5WajGfWCmPZ2hBF7Cqc33TTTYux04643G7L8fPUww9JOcITeGAqOe7hR+83RqPEvKyxxhpF3gGoXc4ODpXaqRI5ePwJf22O+uFosTuAW4PlpKZqW8tz7xpe6eJU8xl5lqgxEmVLbdKqVL/Qq+ui5xaBsC7oFE6vLupX/E+24V/yTrpcO1Jy581u2Rxy+OVj50Fkoeu157dO9xIt9dpll11KBHhIQxrSqk9Do2SWaCKeVkLYKwS0xLMXr/F49LSnPa0Uuuv49PnPf76krBDsftsGru10LvcoLYYSS3Ewxa9eQRrMfG8JLPWN8dZ+Vp2vRHzuec97lmft5yFMNEmuMy+g+prHP/7xY+fz/NIO1l53vaZplhklbYPuf/7nf8rL314T9cB6jqQu3RiB63jUXis86V0RFeMuFSTdub7xre8wz8t3V181mkLUiximgJYIFgAtqmWO6xqINj+Nx191imc75W8i/D2TaXqDPMNU7y2peRNNFd3O8UuNkrPOPKs5/NeHlXPw1kv7s15FSR70oAcVgySGaFsOt6PGop9kreYhK2v9wkS6+nluBonoIQOtl1FCH/zhD38ospNRWPOFz40XXfHABz6wrMdsAstxU9KKD/9FOc/ll13WPPzhD5/2qMdU18RkeH1IQxrS9NPQ/TDN1GtX4hr4D7LTc3Zgdbzizrwcxyj48pe/XNJbtAgEmOTNn3jSSWO/l0sNPL3uda9rPvCBDzQf+tCHiocXwJL+xUPLI+idcq7TXrw71j0A5MLnwNfznve8opAoGh63XruPzwb128EcKDFu3mty3yIX6bGvzsO731x//fXLvRgwxp8XUa9+Y2Dsco2khtStSX2esfR9fU/+5hFsG6TjjR8jCpDw3o8ACveX51mZdhDvt5M3HvRs3nvtVm+egHvvvXjS+DOsMy+n/PvfY9d4/OMf1+y9994lEmhttF/Z6VsaHs8t3mfgeK93g8/67vq7az5EBhi6UvUiF8ajNn/PxPx2PdOg1L63Xq8QEPn0pz+9vHeNvesrWN9rr72KwZD7qdfdyf8e7bwFGOODn//852N1WgwS884h4+W31n2Kp63HrEuvFMxriLCyraNe68MLr+L9dtdFz8yYE1FqRyxqMrYMF/Nq7IyhsTRHojBSr7TlNuaux5nz2Mc+thTIP2hpkwG0/gYblN+ap9wjHfONb3yjvNf3XL9qfdX1nCI0ZATDZDJjNRleH9KQhjT9NIyUzBL1q+PoquHwmdzcGCaIZ57wZojwDBGmit29eIdOO9W2rqOA7pijj25e95p9i3JAzvOJT3yi5OvzFlPUDA3X4R1r35f0BsoH+ALIRWlyzHxPa+Atd+/ea0ouOZLLfrOb3WysCwz6zne+U1KtGC52o6VsPbPxAlLMQ7y6wKkxPOlfzrds59zMoWMZhshxg9YhmCdgKWkNrkPRp26oF/mN1BORMcaq+ZuJPTdmm0pO+qmnFkAiRYuXt+3t9uyMR3Mr7Saf93v+DTbcsGkuGv2/33/sYx8rGyz+3//9X5kD/CP9R50QAqIYEQxE98Ir3G/z0UHbyk5mT4xe/D3dNJnWuFO9t0QUM3/7779/8653vasYC1/5yldK4w4doVZbMNoMAm19+9s3p51yclkrwCl5xakCaKPwSCIjjEsGSornQ44BojWaMNf+ns4aorkkMjtyu21gGYN2hMS8e/7Ir8yr/6fTHX2EdE5jUJA7Mfr+3//7f2XNoD8ee2yz29KmXH5jfr/0pS+VyLvGHq4vAk8mW8fusx099JtEoPN3PTe5PzWZk6FhG+ghDWl+0NAomSWqhXxbybVTfghXXieCmpCVtkPQMxA++9nPlvoOiiXpH4wUIOke97r3WCrRN77xzWKQ8DKJqrz2ta8tihrwAqoVfErpimfLdV2fRyz7Ouy+++5jGwHOZ8WcAnbjweOqtiL1OTUll1xUyTMx+mpQwiBRdOudUQJ0GgspCZQwYOQ6MTK8A8rfOfv85YwKL13SHGteFFoHGNUGR/s3KepVkO16UbZe4wFD51M4jXiJJ1MoPx+p3jla8WxACd6NIe/ZS5efddctUS2gE7jB4zzDdaG0/zvuve99b7Pdcz9cPnve85/fHPj1r5Y1x7uLR8zrUUcdVSKDDJEU3TJKUwdS10C0jaBeRlHS8axBvDoZMNSLv6ebJrOZ5FTujdzDw9Yd+WNO3/e+95V1pwbBuH/hC18ooPieu+yK68vvyMidd9qx1BMxYMlNL2CZoe4ZrHXGinVhTdY8EfKZtcYYRSKPwPpE0+tWBcKTxgwZPy2Vvcgl8oWM4nShP0SVjZFoCf0h8uU7BsfHP/7x5sBvHxT7vzn4Rz9q9tn7xcUgodM4e6RzmV//t36dJ2NuvXO04AUGo7mJgVJ3j0yt0WTb1s90G2g8+8hHPnLs/zNFD33Yw5rVblgyo9eYT887pFWPhkbJLBEwSpAHlNYUYAL8ALNAC6UKIFOkBDGh6XP5v5Q0bxLwrHbkRz/6UfPRj360+f7DHjFmlADSxx37h3KOF77whWPRFtcm/HMPFI/ziAbwLNqoKqBOysTKsIlYXTDczlXuMgQ8qzFU+IwOOuigYqx5bgpWpAQBRl4BwsCxc9QGZE0n/fOfzRc+++lyPfMUIPXEJz6xLw8AQzyI3oEqSth1AW/Hp1C7Hznf/e53v6LU/W6+z9mgZIwZCICQMTce0us8b57R/62RpHkdfPDBZRwAXEZGjO+0H/3MZz7TnP2f/zSBmh94//ubt7/lTc1rXvOa5otf/GJJh7S3EK+8rl2cAQAUvnEe67DeiLFXETFyT+ZVTj7+lCIGcDkHXg3wHwRM1XnvK5PBOV493e9+97ticDICrUFjaO0At9YPWfbd7363ecc73tG8//3vL06F3R/3hKb5z2gHruc+97nNfe59rzI/SQuyfjhlYkwyTsg9fGL8s/7qKHXd6QuolpqUtX9jI3NF9yBjwxixFsyPuSE/M5ci0NYamWfNMDg0m5BGxzB50IMf2jzhA4eVY+mX7bbZuhgiWjb7Pm2/7UlC/jEmreG0v3du56STst9M5mVliWZJHca3M03fPeigFTpArsrPO6RVj+aee28kRAl2GSSIQAVssp+CPGiClmKtvXn+n52MeSF4ID796U+XnXF5kl70ohc1Gz7ideX7Y/94bEnVko8dQCC8LjXB3wARJc2z5byEvHcdU3zvPsbzlGbjq64OKrNJ/QqG3R8gWo+94zyvyBFwqFDTszBI/vd//7cUc2ajPSleXW1GKUgA5rhS6zEKfE4/bdSL6NyUtvnx7jipJb14AABmiAC1gJS5igHjngY1DPt18VqZCznNQ1pbG48ufouRYh6l5jAe/M66Si2Jd6Doc5/73ArXMM+ikI95zGOaPffcs4y/dEfrS/H0ox/96DGPcHtH5V5FxCiRryOOOGKMHwA7x0+0yH2Q/YXmGxl/ESgRhzQZaBODJAY5ucMQ2WOPPYohqGPWt771rTK36uNESqyXf518Mo4vv//3Kac0l158UfOsZz2rjC35aR094AEPKHNm3p3Tuq33wRC1ikPG+kTZpBGJvJgnx3nXunu+p672csj0KmCvDer62dpAXy2JsWWs4XGGOoOCsSB1i8wzT+SiaFQMji6SKmkO3/zmN491I/R718/6IA/Nl+hZ6rIY9Lk3/BK+8ruVZT0MaUhD6k9Do6SDprKDc9dv4y2lHCi9rqJ2ihlwErlQ/JpuNPWxvqNEkC5QAAoBLdeaB6nO3RUF+MdfTyj1JoT6K17xiuJtpIR1pCHMgTaKlqIBBihmO/L+4Ac/KOBO1y4KnnLhvfIZhRQvcQBXu2vLZHdRn2wxaa+OZJ7bdeNZr+fCM7se755uMY71/DyrjBQ7tlOCjnFuoITCBC7V82hDy9u320MfPna9DTbcoABWiplxBwiJPvHSGuc2mHZNERreeTzgXqTquUcpKcY6hsRUCm1TyAnkUfjuzWdtsDLINSZyH72OzRzUALAfAe9ADPCUVLZ4SHnkeNgBR+cS5cLf5osBbtytJaAFyFSfYB3dfefRFB2UomrE+GCUAk4//OEPyzzz2HoBUaKHopMM/AAhgM694R/PnCYTrh3vO8eBiKbvAWbPwfMcgDzImumV6jVd66jXdSdzzoBda4Fn3TOTMSJY5EltvKkDsq6sJ+uAc8acO+6b3/xmAaeem1H30pe+tHnLW97SfPjDH262ftYHyu+vvuqq5tZ32b7IM2uUHE2E0/qzns2j/0dO+M7n1iiD1zU4KfAMz30cCOQb8Euedhmdg47VZNOKetEg16gjs72MEnxKLohGSI8yF12ODXKRARJZlOgjOUmGWR/kpQ51DJLUwFlXdTvf/9t//+a1+76y6CKvdOtyXbLPOTiR0ipazR/+wTfWpWubL1GYnLdus57vs/561eJN93wMaUhDmh4aGiWzQJSZNCqeQIqRsq2FZQApL570ggAZv0stCUPg29/+dlHOwuq77iqnuhkTykDUHnvuNfYZJbRohx3KdwQ+oCS68uIXv3gMCLoORUzRuD9RE0TBAHvSmgAn3kbeY4Ab2IhRAtzWqWCTofbmZVMhQIYBwPOZaIjxrsFvUqUAJES5mg9jTPEClmkioGjWuXQ9A150/6l3FaZ8//zXvzfbv+Dj5e/LLr20jBEQAAAzAJ0DmJJahXgVU1PAO+9vgM0YAFSUdA0gBvEAmpMo4V6REudhkLgXY+SZ+4GVXjTVdBa/B2LMg7QPAHA8MpcAEfCfuqxEDPCp+pBDDjmkGCTmkIGedK4YgsDZ17/+9TIfSCrQB4+6pvN6xuStb31reRkrqSTWAu+t+i08JT0lc5MIVYCiuTCX1g5Qhf8YSvgB6LKm/bbeKG6QORw0TQV/zTSZx9T6GK/2fZFdaR0O8AOQUkwBUMDVHOU5RXQZC9aXYzhoANHvf//7ZTxqev7zn18iWGecfnqT3Wh2usc9SpSEkQFYA7R4htwy7+bN9Rkc6oXcu/Emv9yf+bQ2UncSB1IME7/JXkWrSnQ+ZHyNhfWEL8nDzEstm82xeTM+/qarPvnJT5bIYwx6Mo4eCl9zALzxjW9sXvP6NzbNWqNOgBfttVfzkAc9oDQwsKYUt3uZL3WP5s48unZqg7IHirTKkPtQe0K/1c1h3K91V9fWTWazyOkm14ystW5m6to3t7nyddfO6DXm0/MOadWjlcYoideaYpmvXg5CM/uJ1JvA8fhYpNmFnYFAmAOjvD+84hQhQcsgoMyLUbFoUQH9PP2Ui6JPBMgR3jXJvz7iqKObM5f+ffpppzV3vuPyvf95m1J0FkGeFqmMIkCLxzKFw7yLlBVALmrCEKoBE7CVuozJpg/UKSlAxGRIQar7ZWABGoAkJcfI4uUEVIxxnTeerluACCUIvHheAImipvDMYdqIpjMMcg2A9d3vfndzznnnjd2H9IVz/nNmSXXw+xDPruJfyhVgTBcv48noAdIzTgyVXuOI0k2NJzhgI+1PzW+UbRskUsbuPx2GkgbVNY5t/m2fZyokHQNIdP3k+7frfto1CAArYzHHpP4KSDQvInsI7wL/2UTSc6hX8LkoBR5PNOR+971v88Gjfj7u/ZqfffbZp9QtMOSs4bSTTeQi94W3fMdY9QzmF2+7Lp4D+Byr8YF7qClz6H2q+/9wfswkeTYecoa3MRYFavNbokfWAdltDswVo/slL3nJclGHRFUYI2njzWhMN6eajDnw+qpXv3bsM84WcwM041/rlwzwtzEV5XXP1i2jEnGsOI6DIqDa9ZB57NWUYlC5NhvU7x6Re+u6v3p9pV7NuNM7tRHYbpNrHI2XuaeLIguMv3qser8g8pRBgt733vc2u+130Nh3nGS6SJLN73znO0vXQw4lqbOcOuRk2nsnwiWqkhqXNFLgeGhvBGn9pS0w3WTO46BKCutEUmKnk2ajPknU8Prrrh3oWDjEONeE95PKOFW6sdZjDelGYJQQWIQgAUVxEIIKWCdKBKVXKEbCeDSod4WHxrEUYw3q0j6WQZAi2qSb8AgCLQAhjyLPUPYoAcb8hoeV18m9A6MAcRc55ukf/V35P6F/97vdpQDngD9eZeeLIIpSo4gYOaIFPE+EP+VAKUhhQdImjBclPygNkj5Qp6RQgO15GWSOjHcUZ1r4BuwwKsyL3PQUp1PAeEoKjYiF52cMAjEAHe8azyleMxaUtbETqfI9w+CVr3xl85GPfKQ55rg/Ndkx4cADDxxTCOYSWNMpzXNJi+Opz2ZxSL0Pw4mBStl/8IMfLMel0L4eR98DbowoY5p9T5D7B2bdYw0iamBvzhmXSYvI7tZd49jm35oCPic6R1lD5sR9M7STdtFuAFCDIfNUd1bL8daN9ze96U3lM7yqG5Z5ZBR4tQkP2sjy7W9/ezMRYrQzTPC+65I97t+zpOsXKi2iTzqpjHMIH2TjUZ5k99CuSWE44RMGqfmfKqU2YKJzNCiZFzKMw8S8WkdtUJw24wwRzw4cGntGo+flJOAAqGtynMNx1le/Hbw17vjJz0Y340PmxDU8N+Ccei4GEe8/+Yt3gDDGijlJhy/XJX/9nTbG2Z8pDpwuo2Q8uSYdKnzbtVN9aCpz1K95ykRqk/y2q2NaarRcI5uPknlqr7KTuz2wkn6Hd9/2trcVowLw58iSZvec57+g+fGoL2U58jvpeYwTRqjIiXH3Mjeu57rZ/8RaM97+z4FWP7NopjWUnenjfImDKs+MzP+N3XNvLcRYqwk/4NvpMkyGNKRVzigB4gk/Co1SJ6CE7wm0gM9BiVemF6Cfjr0ECMF4mmtKwXg89IBtgBlwCJxSxgiQpewBGcpVmJsn3/X1ftffXQSli9ZYtHz0hDGz7777FiXi/IQ9oe3/wJv7ofyBAwDRPQEIyNga5yc96UljhcbpHuQzgN3fAH6vXXQHSR+oi+mjlCeaJpH9RwCduog1bXXxD0XkeSkpkQlRFcBVJyZKzHgDMbzZ3gF3YwXsx6h5+ctfXlK5dADy3BQwo+TZn/pDuc7WW9+h2f5O2xbQylPPw+cc5pTxwUPMGwyUUtjSUyhTlGMZ3LzolK8UF7/NOOY5jRcwYG2YO0ChvX9HG3h4PsYpgBEjtdc4tvm3PV+TmaPcj/sEHF0jXs42n9SGKh5T3Gze8L9ndRwAYvyMq7lyHONMtIhB/rWvfa08CwOT7PDiyQ3QvGbxKEAZhFxfW21rRSc1z86wZATmXnPvwJQUMbyclEj3Zd13taFFeCJrOmOCf80v4xDIQ+RGry5fNaUebabSjTyzdeK+gZcuj2jm25gzpFOLZh4ZEamNy316LqDWM1tvZBfjo4uMlYjHMz52RPnb3N733vdqnvnMZ47tWSNyQh6YI2lhkS1kGX4xF/agAW4ZtK5JFljn7tN6VKtkvXi+2rAYRK7VHQH7GSVTmaNB7qOLwrNkmKgHRwWZRY537XhvPHWPI7Mcjzhl6FNrAo/bO4bcJHPpGb+VUudlrf34fcuMyDbR5Rw6dLt9gkROGPdehx9+eJEVrmNe3BsHjWPdd9Id6TN85juOJPqLYRSMkGcmewbtdjeX1I5iZM+X6SLnNtfWUXSmazzjGc8Ya8wypCHNBc1ro4SXyy7iirWTukQRSl8iUCdqlOjeouA7RFF1KYXJFpgCEAEEUgLcI5DEWCHwA0ikMHg2is9xPPSEqd8T0IjQFbImbCl3xe+MhF7kmCXXXz/29+c+//nmRXvuUTx2wC0QQdgkhaUmOfmAAgAHBFPolDdAQbG6N55Rv6cIgC7ANh5+AAoIb9N4Xbna45y/AZTUfAwyR4CEVz0fIk8AKFDiXn3nGXhU3XeiFZSmDksUK+HsRdEzGI2ZvGlREy+FuIqcnRdPMmx836w26mH99W9+3ay1aBT0UojOQUHyADKoAR858bo/+UwLTPSCF7ygef3rX1/2RjFfPpfWJ/3AvOCfRC4oYN5LEQJzAcS5Tq5Zp9HUPGse6voN49FuZZtx7EcTmaOuNcQbXd+jezCO5ii84nvAEXlu8+ZZjY37Tre4jN+rXvWqwrPWEgDDeHzZy142ZgS4Z3xgnDJWixcvWyvZ7RsllSeE10UJkX1PGBdAcWp0GPjWb4AOg9P9ZvNM48Kw9dsugwQ5J1lRF+yaV2sPH8coSZ1GO8VrKutoMuRZ8abuVu6na41nvqWwWUcAj7khL5JmF881YBmDMvMjDcecdIFH4DPHoeuXLCmOBrqCXOVJB46BWLLNd13EsOdMIY/TcdB9MmY8X+pQyIq2UZJn7tUAAN8O0l1tkDnqdY22fB20GYG15WXtMThiWODd2plhzTgOP4tkeB7HiuiqMbRW6BO6KemqZNx73vOeomtD1163bK4WX3dds3qzbI1xFoWMFZBMFqbmhBHrhdT6iZ64LuPf2staMD/SQo27+4mMIcutoblOtZuuKEYvGTJZ6uomOKQhzSXNa6OEMgBWnvrUp5a/CSMKHFiOR7/d3aMfAW2TqVvol7bV3rivJko2KSi+ixKJotJBhMDnlaBQ6w0WCSZGCCXOQ2wTqolsQsTbfoetflGALiDOyGjnjWY/EtcFgAAhApzH0u8QoCRtzj24V4DCMxtHBpTjuzpfIc89Xo1CF6XAcSqU4mhg1X2Yv0996lPN9773vbENIT0D44/3HXiKV9N4ADaUAF5jGOK78ACADFyLYFHQu7ziy33vhVEhdcsYevcKSSUSQQG+eAjNm3sSCQD6zLm5i0KN91KKFyDBeKkBtDlMykhXUXSdh96vle10zFE7haXrfrJDOoDkudoA1ziLHgEcdc46HgSIyIfa0RAynlNtUw0kkj2At/vgxQ1olJZE9hg/zoXsMI04SwAp0UTGBj50r5mz7KOR++MI8KrJerG26nXj2lKfeO8BsvHW1HSso17kXoxxusr1i4Ca+4D6rCuGHAD6hje8YWzHcIYAmYTwTbuepBfdaostmtNPOblELtVvkVeiSs7NiWUNMbaNGU+5+SL3gFyGLScFOaduyJiKXjJk0iVsopsn4gXy1e/Ga0wwk3PUi0QlyC7pgu6TPEu3sgBh95RICj2U9WnOkmKIjzlnzBVjQWc64y9lWOTEOSdDqTkhp0RKzI/5MK+MTvdkvSRSgsjNdp3WoKl28426ohjTXe8xpCHNV5rXRgklRdAE9MZrBqgTTmhQg2Q2N+4TdibEYwABpV1ESaYAk9AERgEgilGbXwpcBEJaQe1RGpQoemBOxIUidh/yrnkuu4qgdb4RNdDJiPckXcEIdUpbugMPJOAATDKkpE70UrxAlfxwv5+IUTIVCugW9QEyCHjGlHQeNSEh3lHeVqlzlBzwYQd7FIPXXHg+c5B0hrQIBoBsFHb5gMCJgXHAAQc0e++9d/mbQpUOwVAJmSNGk70yjB1AJTrDCwkoxXOJX6RO+Lsee0YwMIb/KLAuQ6NW0kmbmak0n0FSWFybAZ5IHiAqcgJsRAHzdiPHpUgeaEHmYabywxke6eSjuDo1EOkMlE4/DNZ6HhJxY3yaT/MKDDNWeHYZj9reKnhvGyMh45UIScjaJSNcV4oMmisPcNeeOJwsDFHroytyGiI/8CgAy0FgfXouPMtwI+t8TtYMAsK+8fWvN4999KOKE0uUDM9lN3IGCXDHe44SnUFSkhgu0rSki/HOK57mHIhxlGLtidB830+GQZLnEy0yzpxHwH+aYUjTpYPIFMSI1FAiDUIQXqYrUBxP5Br97NhXv/rVU7pPvM248aL7RT/pKDqJPrIOs29XL6fKZFPc5gMNoxhDujHSvDNKABOgQ9pLdtRGwGCMkoDDEG81r49UnLneuE9hOKUGbPFiA79ScHr9ltIFqigGYMy5hK15vBlcWiy2O21NhOLBCtVpD6GkCBlH48oIUqDII0ZRIXPCU01pU+JpXdwrN5fC8BvP0K9D13QTBUThGkv54ulmxcCQlsFTzdgDoJD7B4Qo3QDngHVeePOR9KJ6jwOGHuW43oajtUCDkJQHhgTvrJQgKT3tEL0x3W+//YqHnqfSvTBwHZfifAACMU78n8eX4nYscOdZekU/aiXtNdVOT5Pd1DKU7j9Jtcr8GPM2IE2rXTwpekRGMAwHJb+xNuXPb3jT8UGKdDdzLipj7qxDBgaPLf5htAC/1rx1yjhIHjgZxeBNLRMQ5fmsNffhmRmdjJLxdjzvqvtB2RR0vniAgV3zljqqrmeR3ipyBFwC7sZXSqSUH46mgFxGnPVbNybpRbfbcstSN2JeGa75PdlL9nnvIvKMQ4KxJ1pnzTCWgGt8Zn3W1J4nXny8wLNfG5e90n2ng0TK8I1r1kbyoPyD6CXnSXtkDhCRvaQcm8e6hoFBJ32afKmNOn8z2jRY4SzwQnhdfU8X0S8MndSJDEoMTUXxSFoeZwA9mUhJW4612xnPNXlWtY35/0zRfe5z36a54bo5d9bO1vMOadWjeWWUULYEGuOCEEwLQFSDX17VCF/5p8C0FJu5oPbGfTyFvHMUnCgPIyAF1+nOAzhSKnUuJ6DCY5g8X0TRpQB+NsgY88ALlbtPxYy89p6FUuCJFC3xqqlut+hYQijpJZRPrw2sZorkoxt3IJJCAlDUdPgbQKEUPQtwxLgCNClYf6sRAY6ATfNg7oBkvMhzDaiI/iTqwjN71ATuTdtLr36U1qQAT3ZGds3UUDFsfKc2BRhDAJK1oGalX/RjvDqf6aQ6bacXuW8GeGqp8B1jNmA9HdOy3smI7DWiLmFQgx2AZ7jxiJMt3z7oe+P+BqARodKZyHgDWtZIvPAhc6QuiKHp3s2X+7a+XRf4BSCtfxEz4C8Rlol41rMvCJ5FvTzASQGdbUrXIyA/8qCrjTNwaW0xOhkh5DnDRBpeImAihOo5BjFKkLGkA7Tl5nwAvAcpZnZMOgqaA0YNBwQDp73hajYNzDzhQ/MMjHN+ZD+k8CvgH1kfA2KqxCCRVujaOWcX/yRinHTP2mBRY2jsyUXP6zi/p3ts5BqSwsvoqGud2uR7jU80JcDn5CW51Cuy//SnPa352U8PKTJOmleA63gkhcwceAZjTu65BkeFaHabjAUeSzeuuTZMRLil5M40/fSnP2nWWmPuYd1sPe+QVj2ae+6tCFAE6IWNeaoIIsxNcSQy4v+Esr+F2xkkhH8/wTmTe5B0KUcAHnhNn30eU8AFIAJSPCPg7tmAXQCMkuD1cW6eKiSXvkuxCq130XLFn9df35x99gWlaxAQsMceexRQJnLSjwh9aUWUhYgIz7x7cz6KMJGrAEbKzjulBtQDz/4PnGUfk+lIYTDfdXSs107KPmcQAY7uI4WBDCkRBIoK/xgHQCLHU842luTp7SK/Y8zU9SDAC2V81NLuW2uusWaz5hqjdT91W9hQl8eoC1QDdfjCM+BthobPpAxRwtaFfTdqAox49PEdryFPZynCX7qpWZtnZ6P7TNc18JF5spYAC8YdoxDhf5EE6yPd6hxv3dTtvBkySJFyV+enrsikSIfzIGP48Ec8ornny0YB2LWLFzerjVzfOR/4R2SLAZRUFsATaAWGGArSGHnc8bwce55c60KnLkYIh0M6dPkcKIwRljU0SCONtIbOhn69iq3bew/MFpFXdcqZqJf7zZozProHSu2xFoBXPG2O8QBATEaJZmnkEF7p4quat/w/bYTjMHG9rrXlfmpy/tSuME44ZPCP1C7HiqKK9Pm/41wLT/gdo1ManWegrxK1yj2LOrgP7+00vUGL0tuEb8hhhleoi3+Spmlc6Ky2wYJ8RwcxFM3Nhz70ofK5CDndGp1a32u7EQTidGJc1nNSR1SWLFmml9K9y5hYv9aRNL7acdXWF+5dx0NkbWX/mdTERP6R4WSIZ5LG6vk5cuZTNHEuqY5+TXc3ryENaZU0SoA8eda8zzxlhBzFBaTwXicNiAdNLjmPMYDSq9B6OgmI6tqDpB065zXyqsk9SvdoK8SQ8HmeC1hOnmxdbzBR+t3hv2s+8qEPlBSTdCjiqVSsOx4gZYgABV7ysW2MRbkm7z/dj4CGgEIeqdSqUFyUzEx55PttXubeEiWgwOpuJYC95+DxDqhzHkYwfsou41KnGAVeAId5MSdSHHgTvTtWjcg6a09/zjhwBXQwSAB3QAmwk5ZW7xMjrULdjDXjOyAjkQV8ymsJUPDcz1ZNzyDE+FO7BFQYb4ag9EFgApDgwbXe09jB/z0Hz6goWCKJZEQMQIY8gyxdu2qSasfQTn2KQt/j//yXge+X3AGmgGYeeEZeDc4AMJESwMzYM+hrL3sip9n5PI0lUIr7BzHcB82Pn+4OPYOSZwi4dJ/mEQ9695zqaOKJV6PTVU8jMus1GXItkQlGXxcfdBF+y1xa63jLb/ET8MuQJZM5pYx7NmJEIgMaZDBM2/Pib+fjWKgNiKmS6EgiJF2bJ0YfhZ/I5Pa+HDm25lEGt/Hz7BxZcRQMSv10yve/Jyq5yVhTgnfv/44SgeTgYaBy2HEaqEHpWgcalEQ2c7SQAWS55yIryWMGiUwD68ozJFLjOeZqPcwX8vzGVbvfme7mNaQhrVJGCWBCOPJ+COPzNFo4FAcDRFFedoIGFAizmY6QjLeHQ0LnFFPXbtpJW2CQuFdgzP89U7yeIimMFuArBgnvnJzqfh1oHOvcflcKus+7oGk2fED57olPfELZyI+3kLcWuOUJSxvb8ZQ2I4Y3XkoEgc9TTDlLO+H59Tlvos8UtVISlAKqO/LUu4SP1252UOrXUYWQbQtaSozXFl8l9cU8MTBSeGz8REx4xYGRXtTeI+aaqrXscccf19xjx7v23EcGiWao1wFUeJZ5PrsUOg8toySti0OO5U1WoJvxFBlJd5wAEuMdXrKuxtv9ebaIUWgNoHQVA+iNh3VkDvAoXmK0pD01/jWHaULg2RmfzqWDGTDpM4CqLsYVvQN4kHcyRVrly1/16iYz95EPf6R51Sv26Qus8ETd5rR2MEg9AloZqQwgDROkfCVikUhA5sY8mVcvRk5747p2q+bQoHM3U0BjIrULvicbvCL/AH3zL5pSj+V45LfSYsmypEgtWGOtse/fuf/+zaE/+fHYWmGUcKb0Su3zDNa5iABQm8J6skodEQOfnLBerEN/e3adB12DY4DhSSb22jndb61t6Ysz5RDo2jwx+ii7tWfO2r9LXVKcM1J1k7I1UYMkco3Bz1ATrUpEnr546T77NPd/7Wg9iPWxycY3LQapNG2thjldyER8wgnZpmzgq9DdGs+5E4FkVMoeMN9wgbVKfiR1OKmEc7lhoutnLUdWzwR53huWLF7uGvSeyMhM7t4+V887pFWP5o1RQrDwKHqlLS1hRcjxkoo2pJsVocfbOpu1CoR3CgMJ9XpzKSF8ufDZT6JW2L53rwA84GKxtgsoFet6fs+taJnC6LVxGHIPlIj86ZoWLFqz2W2/UaMEoLvvrrsUTzoDRwqXyIfUCJ4lv+0Hvs1Dvvd73mHg3rNKb5DbTInItfe8DKjsgVLvo5BdwrMB4VQoRkT67A8KroFZ98A7Z1xEUABT5wrAAGJEGnzWb1z60UMf8pDmXjvvVDyAXaDN+Ilu8J66F1Er6QUiHaJieD3A2PwCB4xx9xNlC6S3BTzFYmzSUSfdx2oewluT2f15uon3mBHLyMAjonBAajZKZCDy7mY/HCkedTtrABIvikYC9OlChawvNUOiItJCyA2FzvgSQGRoozg49vnmKIh9+9vf1pz0j78Wo2IyNVwMH/yDrAPAGwAw3p4jtRYhvOFvxqt10TZKrCvpJ7z+DNeuZgQpeGaA9ergNd3Url3oZTyhOGgcK7UpO4JHngzaTRDf4mNjUdM6623Q3Gffr5X/K5rngElarKiWlCDF812kAx6HCx0jnYyHXrqSWiMyQCRVtNj8WVucMowia5C8E0H1e/J+0K5PU3EK9PptV+SsncpVz5n5Io89DzmYqD9ji94xfpPpmMUAoJM55hh7NigWxeSZZ2QsqdKNN9xgg7H/u7budHTRi170ovJ/Bn67tS/+kkqM3+lZchD/JGKPB607/48sSQOZQTc+ng2ajbRKstJaaJPxmO12wnOVRjqklZvmTVuE1FhIxQoI4dlP+gygkZQHubyzXTwdqoUcopyBHvdIOEbwxXhBcs89F5D09Kc/fczb235+NShAGu9vrw2NGBQEPkHuN0AtMOsaz3v+88eOO+Evfymeq3Q+ojR4kbOzuxQASlh6Qq8aley6bKzTxYriAsJ4f3m0GVM8mRSEewH40hEF8VYZk15tkSdCMSK8GDhdecLGnTAUaeONtet3cvzzfdq8uk8gwyubXvrNRPK9/3jcH5f7m4IHEinQmlyDF5JBYm4BUUa2+bRPCvCNN1JEDWhIceEdZLQC4hRvl2INKGH04EuRsxRF18e43nxojYn3nvOc5xRj0PNkl3pAW3EkAGg97bPPPkUWMM6k1Gnr7Bn9Dagmn1/qnRx13m0GgXE2j2SGlCqGgZz0OoK1+mrLRN9qq69e+MW8Oc9ECO9nF2RglWcdmLULPCCV8W634bYeGKC91oXndJ5Eu3oVPLf5bCbJXNWpQPU+NyEdkQBb71lvUp7Ii+wzMwhYcbx6QUYmg8TYpl4AXXvNNWPHPnb33Uv0VxQjdVRSfsxBm/BD6rEAaPMu0qZuiyz77Gc/W4xmkUjryP2TDSJsQDSHkjkHjHvVnyHzXtf91FGNiVKv3+Ya5sN3Sd2s0wHrOYuDKJ+TzWQdnYOsycjBQclYiHiQN+Qs/jd3UvWs2V/84hfNwj6RY2uAfBMtRfvuu+9yKaoodUp43RwnfRbRO/iDcRm53jZE2ulrQxrSkOYvzUmkhPCgGHhYKB0gLV40gEOYXy1E8ukBE6AMqADgZqNIt025ZldRITBOuBPylGaKJyMYCU6C3yZ5hDcvr9SzursY6lJYtUfReDgHMMK40L0k9TS8gxddclkzakY0zRe/8IXmcbsvn5stlUDEhPeYgnrzm99cPqfACH750RRMdmyOUeL5GECMkxiM5lDRO6ArjYEiys7M9T0nwoSyv4JUm/rz0HjGgHMDad67jvUZ77rcaIadyIG0AqlxeCwtc3mX3YdniMJP3i3eky7AiEvkoaY6bQdIfs3r39jc99XLit8BYCBN5AOvMhYpUkCZ8era2semQYA0OIo7YIm33xwxQGrqirxkDGrg04smu/tzr2v2+m688+IjY8B7jseMV1IirQ1Gr3HBo5wQ5INxcZzUjxSOOw/Qo/4s6Upqg7Qn5Z1lcIcYd+loNnYf1S7TjJd9X/GykjrKMJFSAqRmzXdtWpr5YPzgGcAbz5BTwBND33ww5jUmUIgL0Hou9+73ol6pMUnBe70zvOePgY+P8ZE1Z62m4DkbmE5mk9LMWZt6yde6Cxqq97nJbxiU7tu7e3HP5pqcSO2G+etqUBDnCE++TmaMOmRMed/Dv2Vvk/MvbD541Khh4ruRJYsLmDU2ZKToiciYSIbfI+s5kQDjyOuuYx0jGd945wgjG9QdacLAcCYnHU/+4VHvntEzGfuklPUbv6nsl9H123re+kUD6jnDH55Nqq1xAuzxL96kt6yTWr51Oavamw/TaxxbdBkjEi8wGshcjjP3vdcLX9iMVk02zelnnNGssWDZ+MTI5JARKaFzRLjMadsosT6NAT7yihHGuPQ7+zlpOoHynfPn+cdrlDKkIQ1pJTNKCCl52fZRINgmQzzGlARPt/PJJZUjL2wLyFECABzAAqjF029vAgJproVJvbt7hFwNsJPKRXEFWBL+UgWAF2kBQIu0Koqv3ZEJ0JUKQsgT8M4BUBHyvH9I/j2DJJECAtpYHXHU0c0DXndg+ewfJb96xYJR53RdCsD9AMWUtfH1AgR4GAFoxg+i2AFD3lu/Z1SYH4KfgQV08HDlcykn7ZQURGlSWI5vNwyY7IZtbQIanN+1zE/dUpTRlZ3bAVcGALDLI0oZOzeQIb0DQOm1v4zzaoXJKytlribncU4ACbAFeClTQAwvf/zjHx9Tkt5FSLx424Ep4yMnPh7bQSigPJEQ185eGGmh2VUH0K4RmAq4nQi1d19O69i0ZZZKIn2JMSwVjjMCyMRjjF/eXADIey0PHEc28ciLsjgvQ1xqSD9i2ONvAIszxHU4Q8xdv/ogoIv8QgyZ1BhYj4CS6wN6DCT3CWxnzyA8h0+lFiJGDccMcJW2yGRG+B24B4TNEZBGhgZsM6JdazJraipzTge09QBPOZDqc2OAr6xJc5lId69IiSiZyAUjPXxpLqQ81vPsnKPG2qhnvE06DVpHZKJuaHiHo0Sk2Li7F+mTgLB7xR+uS/9IpRTttE7xIX4gL0RTOMwYh36v9sQ6I1/wjvVGtvu8i6ZSy1X/lh4gh+OMEtkjV5K21KYc794ik+ldxqS5F2FAZN5E01Y5Aegkc8OoS4MR48OQY/BZx1vcdstmj8+PplmeduqpzRGH/2YsnY+epDOMrbn2sl4Y+NH99B/HgNQ6xq51xGiHGZDvyIXsYUSfMSI9s3XD+TTTMm1IQxrSHBglFLSwPMU/GSLEeWYAMKCCMBEx8H/pFQA6T2hSVuqC1enq8z7TxODILujAEQVMGQM5FFza9npuwlLIO8RjlVB6L+IJEuquwRLl4tw1QP7xwQc3b3htd34whWAOvAAo0QeRFnOg6J5gJ9ARTxOFS8EDTPLupRjx0NpkkVLh+a+jDpRgl1HiuhQW4yXe8TovfbJ7skTxAqCUkXMqNgZM4mXLXgMAvO+Bi2wMGcqY8rgBelF6IUrPcwI3Kci8S+WBf8Yzn9n88HsHld8bN/yeDcUoWLVFlLXPgFOAKcTQZCjyEFO85lkdUp0K14ti2EoRCjCxtjyv+wBczCF+rBVzu0Yg6R2TAbeToQBi855oI6MYKGcQkjWeCVAJ+FcrYi+dfo0aHKOphPHE48ZivAiOexBdY2ioRwA08bxzIQa69DJ8HT7JTvMcBwwSRhJwZo0wGICtRGxcH9hltEpxxA/4E7k/MsMYeH7Pbj5qA9y5EykZrwnHRHK5p3vOrTvRJoaFZ2X4WpeAYpqSMDzxXbuuhNxPZzX1QuZ8Mmk3QDJPO2PIWmp3HTJvxldUhBFhzIF8dVwcCe6fQcjBJFXWPTF0NFgxRmSm34UHRWbJdTKol1HSr/5mIuQaxpIBhycZWQwrRm1XbVGOr2WytDOyzPrwe9E8EccuohekspFPuqIZF8/NoUNWIbKsSz9bJ/TbNVVU8gV77tksuXb59CzEKDFnzqN+1BylYx4eoI/MJeM/UU9zhRiXungZV8cwrsgQY+1cidANjZIhDWkVrCmhdOTpT4Z4kAlEHpKkRBD6hJHIAGVOwCsArg2SlYUAX4DdM1IEnodCpIzlJPO++V7BmTz4Op+cAif8EeXht9IPeO8oQ+Q3xqbtvQVm2p+Ntx9JDWgBJF76bOpHGbhH3wHWADxvIQWVmgdpUCIFwC6vKE+ed0ZKDBrktyI/3gEBilMkLAqCoqYgu+psaqJU+32X/HqgTYQBiDB+vKwBauaEZ9rYJB8cn6UAMOkKQFTaOgMsjAceYEpOJC8GCWV4+62WzSEDiGfcccaN8paiA6ACYMbYGPpOoXUiXyEGE88lQMaQBcYHSbPi0UUBHa4LaAY0MTrTzrqmdr516n/aHeZq/m53A5tKYWMAsUgSgIS3gQkAi0FifSg6jkFibDkwBmn36hnMf9qIDwpmGY5pNZznwevAEkdJ7TTAt4hBgretbxE04wSUA3vpaoREhNMRCs/hKbLB8+LbdE3LeyipWwyTeh+QkLUk8pQ1NZF5GG/Ou9bxeOT6jEnPD8S6Z2DdWvNs+L+rFiZzJYVUqt5E6wY5C8gXDT1SVybFD+Al48gCsi0d+MyB9cao5IUnfxlGWXO88QzTGswnYs2hYdycF2+Yw1rutamr/mYy5BquJUru/t03g5qR0O/4+t7oE2uOYwwx8tVmtQkfc4DhPdF18o5so9P8H/+b19SDdJFz1KlYIzfcUMaf89HYpVaRUU6/Re4yMuraEimQ1kh4J1H88I11xBghuxn1jsUDxonBOB5/D2lIQ1pJa0oIcMKD1493qe3JivekTbwVvOgER90qk3FCSAFgilcpFkIyG+GtDJTuKAA6xUWgpuiuLTiBHikC7Z2KpRhQFIAp4JW2jPEmJi2oiyh66XB/+duyDZG2XhqBMcZC6H5vTLMhmXMBfXX6GPAtdYsXTojcXAOJgGHuVzGkPH/H2nOAMcIbRrkATYyo2iBizADY3rv2k6nz0vsRY6LX7r8ULsME6JEHLjVO7jjFB4y7R0BWTQ6jyn2kXkY3srTOpHxFOYAMfwMoUhRqouA9p/HmXdz/Xe9Z4XufU+LS4yhRnmFkzI0PwMawEWGyLlwnvM64NP+eFWhQh5D9WLJZmOeLMnfubLYZL20iUoCKsQX83YdrUOgM/6Qz1CldxiEb/HVRImG9yLrOrvNdxIspagNsMtbIEKAPbySC6PeiFOQEBwgjzpiIyg26+/NUSSQDGTPpY3YajwECxJJVxi+OlaT8mPfsp8IANl4McOuDt71uX46/8Ky1CbQnPaer1oonnNcfEAO6prMlcNf1uqi9jpP6l3qYes8gPAXkWksMA/ONN8ka9y9qzNhvN/OwjvGHtVrX8YioSWcEWGNQ1GTMRT3iLOA0k55Fbkkhss5C7SJq0UMRMOuczHC/jEVyGrlfRduiWuQd+Si6IJLpvNKZPVs7QlK3ofUaVM6NRwwkL2uYs4EjyLpLZ0P6RwqwWjbyO8eHzBMZIIJnLBjU5El7XRtTBjWdhj/IRGPq/GliQKcZ867aO/zKePP9tddd3+y23+ieWx/5yEebHe48mpaFElFm6JDJIhvpeCb9jyGPslElmcAwJDf87XM6Cm/RcdaSc7hX56ETpOzOdYOP8H7+P1N0N2vq+utm9Brz6XmHtOrRhI0SQia5tW2vGdDTyyhJcad6A0qeB41HGyjzHaHHk8wT6fvZFCLtAt3xij9jhPBQUbDxflO0MUYAUM8EGFNiwDLvKUEqIkHgBxBSVmpEktsLACWNocsrHJBbE+VSGyXujaCn0Lt2F0fAAiGfFJUoaelFirSlaBH4FBYFJKQe5auFJs+1z7KHCcAPWNTeaQCeVxFQo3Tq3uUpWk/ov/Z+tYmCreegnqMoXnMgzcC7+3JtSsmxNdD2fNJH3CfFldoTCt79AZ68rSnql9/ME+0egK3ldy5elpqw+WabN4uWYinKlPcvqUg8uIwMHuCaeACBFzUQOS/gYg3giexnURPQ4WV+ACbkORg7+JJCx1uMXGDLeAAJGktQFM7dla7TTudC9bNak714aRAwzCgBwgHM7K4eAtilh5ABrsnwVcjtPoA/xlnXtbuiAl0Fup4JfwHQ1tRa62oyseYYL6b4lrEXo8TcJKLGIPJ7hgRA57s4DBi7jCZjh1cYKQCxdDD8Z17wJ9BO1uE3z2Us/Mb8dhnsSTuxtlzbe833vVKC+s1DioRDgwIGa4ksSR1PeMX4WFvmITV/ns1awu8Mk8gFY8uDTWYypNOiOeQYoL/ugMZAVfjsPOQnsC0FePGSZc8g3e673x6tpWMsGivrwLnwP/lE39BYfTkeAAEAAElEQVRbXRF4nzuvNeJadJB7qY0mRrT7pd+8M1alLVlTaRhSE+caHmfgcLa1628m63Cr2wMD2zUf4EMGhjmRYk0W+ruOZOB/aU+JcONbDoE2H0hjlMKKx8l6Rg+dxdHBWBA99LffJnqOjKGxYRhmHd5my2XRZDLXXIYci8yL56AnRSTJMAaieYs+dY+agJATnAC+E9V0b/SdNYAP8Y8xwp/0b567dsBMpMHDdBCZo35zpunw3/62WWuNud/pYbaed0irHk2YeynSQQnoJMTi4SMEeaAwKw8i4RbBitL3vavbzVwScMHwkIYDNMVjLHTOI0N4B1ADoBSB5/QZhRTjLcV6POGEMWUGxPDmEZqUIKNtMtRWtl/64hfH+pUT6ApnCd28ADzeNhEaACP1E1IcgHapGvLjecXMlXSyWnExrMyv3wMZhL85BsT9DSilywtQzNCq9y/x//Zn/agLtHWlMcUoNJ7SfpKiQCEBvpQ3zyiSJlUrIspc1ML9I0aIqF2dMhOPeWj11bsVmfEGBihXhheA3YsAGECRsRDCZ3jB+OAZhi1lTinzVivOVf8T3mJcekbH81wCS4ALRQ80pBUow0DqWNcmZV2d5WoCqgPYu6gXGJbmZ8zNCQPVcxh3QF/kyCuADagA4MkNUScGzKA7YuM9xmi6CUkJBUxctz1vo3v6jHp8RThetOceY97mdBjCD+7T95wF7l2E0NqQahajxBpAnsP9+twzA07egeh2t6l0vEtaVj9itEt1aY9vnRI0lTqFQci91usgvIK3PVv73tJpzvM5BnjFm6mJMUdxSIVSK8CTn5oTaX34RbQMyCWPzM9LXvqysd/9YGk6MSM94wB04yURVmDdWklntV7pf9YrpxHjRwoZOdCucyNLRWV8bt5lDbhXhfA1AcZk7ERbTE9mw0Tzb70kbQ3fW/P0LEPSuuUA5BDBx/SS9Sbi0FWzxiGWGhNyJuvCWrAWu9aj9UXecpIYjzi9XHebO965+dkyu6WT3Ad5y5ESWUmeu9c6tcy68Ryp+cEP9Kq5yBpzf4wm/ID6bW48pCENaX7RjMXVCAUglcdGXq/QO4GIAKJESgAywInSIoQoqdkO942Xgw1cBGzXez5QTIRoDBL55J6bguIRYnwENAL7itEDPIFM4+HZCXKClYdust6adk3Juje5SQHylCtQJDVB2kneKZ3k2wJSCcEDBlJoCHjeJMqdtzHpQjU5L68woQ8cxbBp504zUACBWgH6f3tPk6mS6A5K/rBC8UQZKCKpH+43QKFOBQH0fWeO3ZdnkyLQlcNf01p96hvMKeVvbqRzdVE6NjFS2zsvmweGMIPDPIqmpLhTVI6XMxtoZuPHbCgWbzXAm/Nm006GCaOlTe09DiZLABMwlBbFDBL8xTseLykAAxR5ptqDDGQkP140YlCDBAGfaSyQ6JBxaRskbfr3yScvVycXICrCwXPrHtOEw70aX06Kepx0TBO9MtfWcDbu4y3HR+RFe35548lGcoEhxiPdRebUPLaBv3Xl2TzrRPe/YJiKDvS65nhkbNM5jMEUgJx9goB3RieZaF05nkyIZ9y81Jtiosg+z5NmIfG2coykG5Nz+H1o9QULikOnNszIK5Fc3nxgl4ySlornepHri4KRSZwJiUJ2HcehFPlhrhk9fhOybkW20iFtuqhrvyF84F7T2AKoZzQjPCeSZF7oWrpKZMg49Eolcy7jaw5TZzgeSZmStmyczQNjho7hCBpUp2U8yWKRX7xN97aJkcIR6Nx4hZFCHnr+6GjOAzqXjovzwL3Rt2STOhdyVXOXIQ1pSPOHJoX+gR9FnYQ+kF2/EAAifYHCJfx45KUIUb7SYIA1IE34m+CivAik5OymnmK+GCWiOe4pCiabVlF8dbtR7Y7rPu6MDmF/ZBwIe55uBLyIRAQ0U7hTKcbjdVxU1Zx88AMfKEJXUSOPEuOIAQWMprg4QMac8EojCgTAQu63H0AF1BhXiIHp2MxdrfAAOaAhe3Mgisv4GTNKaDKUDSrziocuBd0MrPr+HU9xpmg++cpAM/40Njy5wIuISa8anprqtr0XXtgbGEpJ6CJgBlkv43UaksoSJZodyj2TMTefQAdeNq68zd4p78xFALsIEaN5IsXLk/HmZl3xUOMvhlXqDhjGXQARz8ZQZbj02tiz11z0Kzau6XGPG22A0JXOoUkCx4LISNYCSoQRGVPrmyxwPGBUR5E4ZJLWw3hsb+QX8O6FB4BA8nEiZA2JLmcfi/rcg4BIAHWi1wwBf9ZJGzSSLdaN/P6an60540QW+Z4x1N53gz5BUvfwLlma+RSRjpwANusIBr5KM5CazBfgKhKdzSsjj3tRWrGjXu2gPRu5n31UXB+J0ppPc8HIJN/bHfymSu1NGcMHeC1NBETqY2waJ45B35F3ZDaDL+nBXUQfkA+e0zoYpNkGHZlovfRi63aiDrY4LMx96q96NQZwDCcmg1NUSKoyXoRNvJJ2CXtwTpkXxom1QTbhfzjF+2yQ66al/SDrc7K03R3vOOPXmE/PO6RVjyacvsVDKKeTFxegJjx4Hwiu5OBa7ISj6Agw4gXkAXw8Zz7n4eWVIigJMQKQJ3em0xAmkwsvrK+gsYukXwHvPK1eCiIZHmkfSelTosB36kZ8xwATyRBNQRPdSbdNgPh11cZXCxYuLEJefUTbI1kTgMoTXJN5AKSADgK/vcljCPDN7tsJvVNmlHp7t/WueoW6HWm8oBOhnNNzAh3GkwJK6od0GkBeugXe423l+cargA9eY6SkkF/+N2Df3n27H5UUgX+OGkEH//jHzR7PXdbmtyYglQHQRQBONv3qIvcrahBeAdR4QxmiDC8pg4AeZez+Rb7MuZxsits6Y8BQ8I7n2VVI7rt+TQgmSwHJWVdSGL0QucHYEA2xpvBQbTjyLkvZEZUA+oAtXt9BAA7jTAQghox38+rlOb0zhMz5d797ULPbnZYBxhqAum/pc23i7fdc7sW8c6SINoTwnbkynvhNtA1vel4A1VrkkPF7/Gld4UPnwsv+3yb8nDQi90+OMPLwbD3WNUgdBASk9ar1PxlyL/U+QCm8dp+uz8jKuwiW9E9RWdeV0tZuiGBtAJU8/cYq881INZ6pW1DTxnj50wl/9fTls//ZfffmU59YVszeJsZXUgYHkbORl20ZFh5gXLlXc2nOON9EX/Ebo4t893n2B5oNinzR5ZHcRq4t9UpWgjVmDeJB0TuGSlJb2+S5RcfVa9Bpzt3LqRJyfvLJeTk/ZEMYFzJ1UKI/kDWV9dgv7ZWusZ4ZgH7L+PSif2Kk0i3mAcZI4bX1gg8ZyrO11YC1Yo3k/zWJsNWO0ck66dCZZ5xR0rYnuznubDzvkIY0rUYJRQvgpI2vdAtCTIvAtNL0OQFNOCmcRoATY4axAiSJtABjSSmZS2pvylgvongzARVCngHGC5N0JMKYYZJCdyBLSo6uTlJ/AF8eV15VaQeMMPmvhC4lHQEExGQR19RV3NsFINth6OOPO6752le+XBQsoMejShhTqjxlPGYUGGDYNsp4oUQ31A/xtAP3qJ2LDfQiit78AiAUgnFqC6KuegXAhHexX8emfpRzmgNgzXt2a2cQ4kOAzr24N570tCL17JQoJZZ9Bxgv5iVj3pXi1I6eLF4yspzBvtcLnl+M8Hb7XWSurQuKGzBGjHRrp6Z0okI5PhE2nnvXyTP4PUAEiHjVNV9SXxzPMLNOGc8ASlo418XL01HomXol8sCrzQP4j+GQfYoYSXL82/n4gBTjyvNZR0A4INhVONm1t01XhCuGJsMUUHrz296x3Pe88tZEV3exGOUpzreWPGcb/ONHspFhZENM984RARRzQsR7W5O5s3bICnyrfi0peq4BOHF0APzGy30yJmqjpA2ex4tuerlPr3aTj1y3TfUxnhvP4PN4tAErvGcduiepXeYraa94GrAl94H5utgeXyRK4rmsaXwZrz25Q76lFS15+u73vr/Zfs9PlGMAzq62tPG8J60KiO0yStqpbwGIgG14iaONccm4cn94goODTCEjRWAAZMa+Z6tbbU+UuuakTV1zxIDT8phMoIMYRp63No60PbYGOMu8eu2rIitAjQqngPUpm0EqZboW1pSW6ohhJEUY70tntO6e/NRnNIf+cnRMP/GJjzfNDaMRbZRmB9adNYJErY0hR4yMCg7N1LXUxJFJtzF66SiODg4Mv0Pu1bxYO1mzkU1d55sLwpsccl01ZxPpojekId1ojRLAKmCU4AXGKVUFf4SJlCwLilBTMEhop+CMQiUQASSKdbydlueSgCJGBgAHYERxeSfkKGTK3fcMKwYXo8LzAqSEvTHRrUVah8gDD3XAUYRQjJJaWQKiAAyhygMElDAm5GbX6SS1hxYYqOkzn/1sc9Xll5aUMN2L4kkFkJy/nV5RE+HtmXk0edNjlNTEc0nxIOdxfxRhr65peKINlgZtR9qL6nMCCsAOhYP38Jx7AUATidEJS7qZuWN4BAgBO4B/ezM3xKjjLfSdXGbzB5DgeUDrqmt55Uf3U7hmaX6ztsldxLBIz373SoHWnc/aZI4AVKAOr+Gx1D64Bk+9QnzANmmA7s1z8YCLSAK1PI/AIN4EFilC485zOEiL2cmSlCUeZakd7hfYE1ED3AA+aS9AHrBat8tFHBzGhxPE3HTx4GRJVGqzW27RfHNZCcBANRlZY+17DUmD8zzIuiEDzJd1JBoJ2MbgTKvuRI3K5qcLFhTDhOPC+mKE4GHOD46CRKe7Nsmraaa989YakJd6paTAuGfrQy0Ao4KxIJLaNkjaZI45Dcgq+qFNdctdRg7nAXnTJrLUGsPvKZpHMdTbu893USKvKMZegH7qWKx9BkiiAMaCc0V0j3x17cjBusvgINefKjHqeP8TtXIf1rt6LuPLyPO9lEHPRJ/0ckbgWZE6ERVrdZBUJ04dRjldzyjhgCud7tZd1tCmixj8dCIjg0wi7/C51FoyTuSlTo2uibHJMCEfrUEyE68xojjJpjMKPN1EJnpuxlydLcAgqY29IQ3pxkITNkooPGAJARcAX7wO8TARHjwgFAlPqPzW1EsAkbwuBFa7Td98IgYJEEHREY48NykE9vzZGI+S9TlgyCNNEPoeoOAxoiCTx9yVFpScWQoLYKY8AJuMcU3GjKHHc6Qzk2tTuLxfQNUaay8DI9cuLe7lgXWv7j/FqcACUJ5dp7uIlw2YarduDQEGzoEfKBFzXrf7HXT34ux3MBUg5beUvueiFI0zIJT9UzyLSFR21wZ4eTeR+WEstvcvQM4BEHdt9NbVxQkxArqMEs9ZbyImYkFZ9tuPB6BL4Wb28AmZy+yHk4JjgIRBkn1iGEi8pzzW+BNYAhzxgt/N9A7HDBJryLsxoWjxqbnCkwEdxljKVpukUDF8AQ1RxkGLhq0d5zV+AH69SWkIGPvmF5ZtyInPOVt4hnvVEqQVdy9eBV6NLRmA/61l/KXLYD3WaeSBL4F1Xn7prDFUNGzwrAAyGZsN5eYL1VFPRlI2CuU0SYTQ3HI+jWeQZJNDpCaxyzGArBOGgNQuRsP6G63YeIOnnTFkbcRbXhuc1rF7whO91hyjJ2sSv/Lg66ToM0aKeg18WfNIP+cK4yCNPyZqlNSycSJ6MtdkRLkvfJjNU80TJ4zPrA96LtkMbcKnZCOjBF8yZMgQz0IWpdkLB4N3fxt/hrVzh0S2Nnpkb6OE44fTDjHssj7UnVnH5kzWhWwDBkdXOrHrayjB6LKWGUOyADj0yNl+zp/5QAyS9r49QxrSjZEmbJTwzhIUFhFgrLuJjlMAULpnUMy8iUAT5e9vUZHkTKdNZC8FNB/Is9QbfFGoBHutgDwXsAcUEtSAXja0irExXtE+AM27Rhki45goBk8JgwawFzkx7gwXnkVpHow7Cp3iFI15whOf2MR/eEsdZE79d/EcAuCiI+2i4eT9UrrtVq/x6PIKdnmM4xEW4neP2j9S/u673qU9RkkvBZv9I7Lvy2TI+RhGAb0UKP7zDECP8XTuGGCuaY6MZ7sjUk3GFpChyEWB0loX0PaOf9dcZ9n47HzPezbPfubTe96j7mqpK1K462X+RXUoe2mAteHqmawZXnSgjjGVPPB2ZyBpLeaz3uvFGBh/PMqYxk8MScABX7ZrEaabREgYJEnRdK1cTwSQVxzYEFWQO97utAWciNgxShi6/YwSoNFzcQxkf4zMIUMNQKmB6HHHLTNIQmpx3A/jtQsgGH/gCUgSBW2PXVJuRDSsT/dOhpgbqT6Rd9Yh4CSKIsc/9wrUAU9AvO/NWy/A2F5T0xEdqZ0J/QB0HaGsNwXEa+7DOhE1BoytSQCxV5v3tPD2+9pTTKbFiULmWQOplSBvnveCFzajW4YuI958xkK9bwYSZcuz0UP0ErDd5ZBJF0Lrwz17mRNzBQxbp66R8a73DelaS/RcIiUTpa46vEGofU2ynXNNLZq1hG/IHLwJyPfjMUYgMrdkkfliRHelIrbJ2HEG6eD1wx6BSHqCI8AcM27qSBkdLG1Pm2+ptFJtzZt1ygBuk0h21hhZJzJubhgm0npnI1K1KlC7pmUYtRnSbNKErQKh2eTcEyYUgLxPaRm+S+95gFAKCS8J74bIic8INwqGB3iQ7kZzRRScF1BLOQIOXUqH0kwqFkEIFMbrDggTlOkK1UU8oRR4oheEPmHOW5o0oxCvt0iJUDXgnbQESgVoXm+DjZrDlnY/3euFL2wWrDZSUrdSq+K8FLFrukdpI0ARDyTjUmQrwC3Fnu1WwOZQSppnoux5szy/a1AsruE3fl934Gor2ICEnB8gm0yXDgqKccEzy4spfdA9UmLuh1GFJ3kJYyAaY1EgBpuxBPDTmrcWzM6NRKaiBLtqSt72i1GNK80gm/B1kTaVDElefyA8O8hbC1685SJQKT52LfcgjYkXHtimtCl5gEI6BY8nANcLsNfefWkcvL3GxBqdaaNEdAQgwi+6/TCmw1/WhvWCdxkuDAHFtW0KsAKyusjcmj/jA3yE8BVlCphoiSpa5BqMPmtozxe9pNn1VaONB77+jW80xx3zh+JdZ9iYazKLMVODfV5cwE40jJHY3jQvxwKt5BwDSREu4AfIMXR4m811DZytR6kyxsvasA4AcEaJcesVKanX1HQYJfW+J4MCuHTYCQU8Zy+gumi5ixJZSSSdl9066mrOAXBa4zzfqy1Y1PyhtYdsrzoB4ytKyQlgThjB1g8Zy3CsKUZ97RwAjNVxuVcOmXo+0mmO/PMSnRChzZjEUEs9X1fx/HgRKa9+hk99jOtbW1k32SwU33pndHGAxSAzJu2arhBeJausWcY4eYRPGSQMCA5H8su1zZd3z+5a1rb0PuufjPzh0pqSthFvTXJQ0JOyKuo9STwPg15tmTUEX9C3Ij3uu97jDFn/nApkm2iYtUG3iZROJlJ1YyPy0vo1vjX5LG2ahzSkeWeUSMXKTuH+T2kSDgAqbzkCCoFT7xQIzxQPDSEHqPK+TLXb1ExS7VGlGCgSAq2t+Ak9XjuCW/QEmAGykoqS8ehKDUoI2nhQkIR7NrRLZ6T6uBBgTZECWwRtNpyUItIsWNRs/Oj9ynHf/s53mrUWLSj3x7gpXv011yyCm0EAzPkcOAJcGSXmBDDyeZSzZ0+Bu98zQgAHygNwowQoKUAfmPY87tFYAZLGksLyG+MRReI79+FzOc4EYr/2r+3izxTK+j1lyNDl0azbDnt2gMj1k2KCGHM8hRQspSi3mnGStsi8d4xo80sQ43GgF9X7I5T7Wn1h09x1tOOWOVvQjN5XWiXXVLdPNdYMefdhTihP16GEjbGObeFDkSxjBzxIZ3I8Y1OUyr26VnamryNb8TYj4CBeRHNU78Bdj3Hb8zuV4nf3JdUFbycnn9czXZDcs/swLiKEog/ZXC/zW2+22b4Xc68mI8a5uZbn73zmvAa2DBcGnLUjegLUhg76zkHNaiNLiifYHDgOCOMdB4IZkyF/SyMRCcEjdSQ08gGfUeQiROZDpE7qpVfIWnIczzuj13pjNJKXzsPwsTZ9VvN9WzZNl0HSjnpMhESOjJn1z3GCz4BGhI+7NtxMQ4F0XCJfjT3+zrwZI+OXWi5jQx4Bp6stWKO59VPeWY77wAc+2Lx8nxW7pXV1TBSFoofwOOOek6BOi4wMMq/5v2syQM03fiPnU4tljSRtmQxM6m4NgOsNDwcxStIwIhEwzqP27+tGAXjAvYqI0wMMcFEGvIrfGSlkBkOCsWIdcsIw0GQ5kMPtOXfO7CsmLZT84aQTOTaf6tNSsxIHo5d7JEvxbqLti9Zcu7nVk0ZbFD9/jz2aRUs3IqA3zbd1K/UuzhgGeTYsZuSYM0aG482B7xm7nDJ1dC1pgJ4t52Ig4SfPPZnmAdNFzp0Mi5m8Drk6cv3E2zEj8pjx0e4EBu/5bCJGyWw975BWPZqwUULoEHSEIAABhCuGk0PKA6mrDoOEcCakCALM7FW3z1xZKKkKvRYWxcdA6KJBWsumdSHwkYjGeB4dQlxqTrvglvBNv47TTzu9WbRg1PsBuAKGgHkdjUj9BQFOkfDcE/yiDRFM6QBCCVJO2awvrZzVA1BseRagU14vj1Z2bPdc+AXoiCeVkmCoUnDAq9SdOvVoUKJ8GQO8pO6ZUHYN/ydQKU3gz/M7Bk9S8IADBcdgBox4Z5OqgIeNhXtjRM2UULVOGJVeDDOK2DpyLzyyxjZpLxQzYAAoAONSvYAr4xjjt1eUxP2LCkldSQQhdSeD7Bg9WWJkJMLofMCkZ+RhZawA3u6H4QEY4Z1Ep0Lx+Nb7FfD0SoPLvivml2wBlKzFrg3XgDkGWgyDBz3o/mPfHX74b5stb3vrci1F8HgKUHXP0kVEKxmGxhHgSWHzpz71qZKSF4pxgJ/xJB40N9lVXn2XtS2VxBgD3ZwOzt9uzZyxryOV2QMjBqPnmc4i6kQ9JsrvHALuxTO6DwZmOhYC/f0o0S2REroiDRtEqRjsU2mP2kWANEMJsHUt76KmaVldp2/VxAFD9kmrE/HjRGCIkX3kMOOSfMXvbYDf1bZ5ItTr99YPOWsM8Wtqy5DnolOMK371PIxF5xC9S4tcz8A4aTedEV205jh21Ppw3mRzYwXldaot/k6UqIs2vNnNm3byGkMmjVKssRgRnsHf2TvJ35wxjFy1k2RjWonTMwwTTjy8k7VN/otEwyZ0onsjI+Ziu4GQe8qmsDNJ9Mdaa0w+LT5YbWV53iGtejThzRN5DyloqQiAjfQfCpbQI7TSmjFpLrw3XZ1SVhXqauPb3hivF4kwMAYQoWscCc9exee96PqF6zTNTW7RXHrdMmF0/VobNleutm5z7hU3NGddcGkRzu30KIYCw4GSESlBhDklk7SxABSRsRgkwALwDxTGIMnzeI4UnsdDykB1ndqrRUEA4s5LoTIExhuverdwvCayROH6LVDabqFIcfLWEZBAAy9nGgg4j/tLbQzQ7vkot+wnQmm32yAjY3PCSac2VzRrNzesvUw5X7XaOs2VS19LFvTe6b2LXEeaE2PDmAMK7QJ7YJnR6HnwXVpo9qKABEDCvHIijNdmsmvH6MmSOgoEBMZrZuwoToCKEcpQzbU8c5vSlhngSxqk4/Aeg42DRBqO+cd38Za2iceU0bL2Rrdodn/GC5qn7fHSse+uXn3d5q+nnddcs3D95qrrFxTjNTt24wdRqbRCNZbaE6P2+CfSBswBr9acOhTjwFgCxMhLxrBUMAYJQJuW2vX6IEc1Q6ibJgD6MRjbRdTTRWQEeV3XWiU1qFd6pYifsc9eRTEsrPmuBgYhazNtnpNiw+DkLDEmXcbRtc0azRob3bJZtNGyTRD9/+LrFpWX+etHxtAcioqlAQJjOV79RLXbNTD+jtPCPMbAFYHDj9YkHmO0tg3EtKCdSOrWIL/nDOS8YEDUBol1nqg4pwq+J9vSvYqhzBkFzKO6KD3pamQlYhCQTZGJ5Hp7A0pj2mWQrLXBzZv1NtuqadapDOurV2suuHq15tAjji/fI/Lf2OJ388IggR84LkSl8AN5Ib3Svbg3wBm/xBCxFhIxxYscE+4Lf1mH4cmuzXeHm/sNaUgrsVFCUfAGWfi8McCRMDGvDMVLeER4E9gECyFSh5tXFkrhbHrmd1G/VId+xY0pAHZuQtc4UnzST9J9ZFCD5OItH91s/OCXNDvvMdpdCvn/Lnt9qNnxue9p7rPPp5t1NlrmGa8bDLRrJFIsmOJHRhNgRikm15QhQgH4u95Bm7JSOI/qVC1jBAwDmBnL5DoDIXgDyBxEOcSTL1oA4PLGOHcbcPMAUnaOY4gAxkmP4w2PR9o9ple+Qkrzkg216jB2Tcf//eTmdk94c7P6jk9vrt3mMWOf/2PRnZu/LdqhvP6z2W7NGeddXIwItRKUOl5itKkN6Tq3tcWLmfnv2n2a4WeczNF4kUfAznEAV4wC17VOezkKunaMnixJS0I80eY9GwYCFCIAeA0oT7FznSYVgMgBgqTahG8zLkAlD3aMASR9qIt4VZ//4pc3D3jF55qr7vCY5ltVcNNaueeeBzRXb/PY5qcX3KIAWyCTXGu38EYMCmQN1K2EGSDmDk+SjwwuYC3pq4icJBcBds+eBheMq9ookUcvPbZ+HvxdG4zpYjbRdKt+VNep9PusJruW6zTonWGChzkErE+fibx2/dZ6MB6ONaaJfImadtUbMkhOWHTXZrNHvqLZ7GGjqUXI/w/77y3K69ALN+lrmERGpOUyIrNihGSdAOptnZU5xH+pC+pXLzjTlLbkZF9di2F9k2vqzzwXh8TLX/7y4kjEU+Rw9pRBSUUj59V1kIOI7hbpcg5OK/LJfEnXq1OSjWk7ssTg2PWlnyo6qNZLPzh1UXPQvxc1Wzx63+a+L/t0cRLADBwLnDDWuIiiKCueYJRbCygOItdKy+ekZHHkhWc4m8yjtcdApF+tG7K3jryNx9dDGtKQ5rlREgFAuBGGhBrhDQASViInQCplAwjyclDsXhMB2vOF6h3H+6UuEKBqDhSmZvdYApz3pl1bYAylqAAhviNARSwAKwqgK0pirCnQelO9sfMtWLNpVu/vHVx94aLmLne/ZwEx7iuKlAKIII+CjiHFu+Y7gJGS8zvPSKllDwrKSIG1Ann37rnam3ElYsKQqMcyxZEUjOsw0AbpMBNPPh6klHsVt/KMOY7CS/96Y8xrzRNY86O0AMcYFwAqz+DZuzbTWzyyoFmwaJwmDastaP5y4snlOQFQSjzvwEzXJmTIOjLPQHvbM+q3KUoF4MfbAAwwjvElMiW6BPgxSIxP2yM+3aQ2JoYswC3KyttpjM0FQ0MaFieHjlV14bh1InJkDoDAODpQ0hZ9Z0xrahe/hhgwVy9pmutH+qcm3dCs1lx7wzLeiCFUt+gGAOW6I0ZviHGQwmlA0P+zD0Faa5MJSbsiP31nLkSN8EQvwxxfiEKkLXnmVIOH6SzgxTPtjf+6PqvJ/Zhf7wwKhqL6A3NKbpAV1ncd+SPzAGDkeDKC5x/12lB3yWoLm5HVVp/Q/LUp8s9asLbpLOs/JAqcdM/au44fExlLSh3jmvxj8M4FkbkcKEA7mcWhlVpNDkPPxfhgZKSuRG0XI0QjgkQWcv/WYuSL9zgVkLXKuQDg0xWcLcbHPOINxihjwsv5t95u+3FlpLqub3/v4LE9zjT0IK+lRNZtvJPWW6cyplFEHBLuK/LQOPi9Z4ZH3Dv+auvy8fh6Osm6dn9eMxmZMfYzfY359LxDWvVoQsmHCafzHjJGAB4CXH0BQ0SuOGXLS55dVuu9GaZKAEhX0eSUz7t4SbPG4hU9Xre6ze2KIPfumDadf8FFzUX/vbj53+c8b0xg8q2tv+FNmzvvcNfiHT7sN4c391/aGenqa65p3rTfm5rvfe+7BbQuXHNRc931N5TNpe6w3Z2axz/pKStcAxjjTb1KQetNblKEsHQDSpLHa9GGmzXfX9Z0qCc989nPaTZf/wXN57/wheakE09qzj3v3Oaud7lrUco3u8WmzdnnXlD23Nj2TtuXv6+46trmPvd7QOme9qpXv655//vf19xqiy2aZz9vj+awX/+2GGPP/N/nNuutv17ZE2Wr29++ud3t79D8458nl7kniHi67rnzzs0tNt28WXf9DZvj/vjH5robmuakk08p43X+hRc393/gg5sNN9qwufcuu/StKckc6TDmdenlVzXnXfjfUvC6eMmKUbi77LhT88lPfLI57vjjyqaGW91h22JUbXGrWzWLr1+x4PEjH/tEc/5FFzfHHH10c+xxf2q2u9MOzT//eVKzcM21m4c+4hFjx33us59tFizs3U2opquuvqZZsMZazc033risHW2agZ3TTj21ueSyK5sL/3tJs2it5Q2xM88+t8zDHe98l2a1hcuU+gY33bj5v1e/ujn3/AubLW67ZfO6N+zXXHblig0U2sb/LrvetzzPr35zeHPbrbYukZabX3l1UcRbXH1tc8111zerL73OILUEXesgdPW11zWLymaSodWaT33mc81LX/aKApYuvuSSkmbiHm56802aw484qvnDsceV5/3QRz5WQIpzoFftu2/z1a9/s4z/W972jjI3m2w2ajDfYrNbNpvd6tbN+Wo3fv7L5tatmpoDv/PdYoT++OCDm8c89rHFq3rKaWc2l5T0xvEjQIvWXKtZY83RMdHyecGiy8p8XXr5MgNux512bv596unNkX84prn3fUfrJtZac6R58Utf1vzsF4c1Pzrkp8197v/AZudddm3O/s9/mi1vv03z57/+vVl94ZrNBhtt3Ky11prNmmut1Vx6yaXNLbe4bZlLRvRFl1w2Nh81nXzq6YWPr11yVrPp5v3by2YMB5F17eJf115/wzWXm2vzc5P1FzVXXX11c9Elo3Vhb3nzW5rj/3R8c4+ddipgMhQeesjDH1nG7o+cVkcf3Zx8ymnN/R64WzFM77Prrs37Pvih5pTTzmg2vsWmze6Pe0IZr/9eclmRhRttfIvm1NNHnSS/O3JZ49/VbnLzZtFOOzTj0Tnnnd9cOnJV8+nPjjanqJ/10ssuK4axa910403KMSf+czRSFyIDT/jzn5vf/f4PzTbbjRrAx/7x2HIcOWb+TvjbP5pd73O/Zq21125ufbutmosvu2Ks6cBaHZv8tddlvzlqryP3beyzr9c6a69dxhkf2K9l+7vuWK77/e99rzny978vheV0z+ve+KaSLrjPK17VPG+PPZsvf+UrzSc/8YnmggsvbN77/g+a7GaH7e9SznPARz7WvO0d+5e5fsUrX9ns/vgnNhdcNNqqOrTDXXdsfvzTnxUj8j9nndX89Ge/aNZa+4giu6Wt3WuXXcae/T+XLm4+fdTyv++iZzzzWc3l544aRwcf8tPmTW95W+mGVxNZ775udvNNmiVLnQpXXrO4fLbuehs011436qzb4W53b07469+bbx/0vea3vzuy2WDDDZtnPfOZZf3T4aeecmp5/++llxdD+U/HH9/c9773a571rGd2yrV+czRRSsvy/H+miKF4/XXXzug15tPzDmnVo9VGJsgxipmFRRkkIiQEFK9KwuJSFqQxEPz9+p9PZrFpw6nYmjdmOggIBvIf9PpvNQtb4HBIs09LrrmqOWz/J5Vi06QjDOdoftFwjuY/Dedo/tNwjlbuOao/G4QYrOmMmE2HE2mFpThRJrt5IoPqse8e7db5y7c/vhgl9TWmQpO9v17PO9002fkY0vylCbdpUFQnXCztRnTE/6Uj6N2uq4w8fn9PZ56zGgZhaikrYbzsuttvR+w2CdfX6TiT6fY0pJmnel6GczQ/aThH85+GczT/aThHQxrSkIY0BaMknWeSiypHXctAeaDyMxXFKeSczA62XSQqIxqjOFktQCxvudoTbV+pnWBXOtk3Xr7bhK3sK+2mfMUVzdrrrNN84uOfaH5/1O+bXe61S/OQhzy4hC3/+a9/Ne9/3/tKzrG0ITmzCmA/eMABJZdcGtAaa67Z7HT3nZqFC0drQuzI3iapEWovllx3XTle2pNuU787/PDmu9/7XvPARz+pOffm9xn3fo/70uubd7/xlc2hh452+wpdceUVJf9YCtb/PvvZpQMK2v7O248d88fj/ljC4KJhx//pT2XMjz3mmFKEK6XsC5//wtjGYI94xMPL2NSpBi/dZ5+Sfrbe+us3H1g6h0lpkJaQtAfPuOn+3c0Dvv6yB5U5OuLII0sayzrrrtvscq97le+OP/5PzUn/PKnZ5g7bNDe92U1LetAlF1/SPPs5z26uvuqqZoe73KWkYyxYuLCkM0gzlFcuf5n3J3vqIFG+v/7lL80XvvjF5hUvf3lJtzIHt12at2/eLriqaW7xkNEC7H509Gde1Vx78dmjex4sXtzcZL31SrrOZZddWv6/493u1uy5tBVp6POf+1zpz/+0pz99uZxuBd9Sy/Z/5ztLjjTq2iW7nSaiO83LX/aykmaifSbeW3+99Zq7LfV6pXVrUswGAVGb9JmjhYsWjc2nua9J2khp0Xna6WW83/mud5YUCmlM3zrwwLH2sU9+ylOaQ3/609Km9IV77TX2+wVLa6fOOPOMInvwC2fI7bbccrnrtHeGRxddeFFJ3/r1xeOnb932smOar3zyg81iDozVVmue+IQnNC9+8UuaRYuWictTTj21eeYzntHcefvtSyt0JHWFfCy7ty9a1Gx5uy2bHXe8W/PUpz2tpLm6L6mTF1/835LueJsptt7c60UvKvNhnO2rgqyP/150TaOPXdcc1bLutNNPH2spXN9LFx/URd9H/eEPJZVWsbe6uJ3vsXPzwAc9cGzDUud3X+TBLTe/ZbPBhhsUb+t5557bvOlNb272etFeRc6Ye/LTju9+9/rXva6c35ymbujnP/9FK33raeOOy3bX/bVZZ+Sq5nZVC1gFzhqukAHWhDTOkDWQdFg1faL96p7ItjNOP6O58qorm1svHUtZAZddfnmpg3vaU5/WbHzzjVfgc2OlbfDRxxzT7HyPexS9016Xnvd2PdbR5/bcZbmW3e5NDYc0OOmwG2988+ayyy9r1l1n3eaRj1yWWhoiUz2DNXLG6ac39773rs03D/zmWH3Uuq3avS9/+SvN3nu/pNls882LozHHXVFt8BnafGkL+4zbBz/wgeabBx7YjLSaAqy36e2WK3DvJyOTvhWSvqWG67OfsTHu4eWzx+6+exlTqczkH156yEMfWmT5a6u23Dvf855Fx3uGpHvrMqaWZKMNN2q22XabUu+VfauiQ7rob3//W3OP0RLKIQ1pSLNEU64+B+q0/QVstX/UvajuyDRVAmIIF4YPIKObi1oFxZCUV4r1BiFCTZgvrxR36+s90df1i69pFq7eNDdcd21z1JGHN1dedkl5/+2vD2v+eMwfmr+d8KcSRt3k5jdrliy+pvnbX/5c/r73Pe/RvPqVL2/WWLh6c/UVlzX//teJTXPDkvJauNrI6OZ7119X/u+1+sj1zcYbbdBstMF6zU03WK98Z/OpB97/vs1rXvWK5g9Hju6cPB69ZK8XNpveYuOySVxezQ3XNcccdWRz1eWXNttts3Xz/x7xsHJurzUXrT72uvtddyi7w593zn+as888vWzKuOaiBeV53N/1113TrLFwtbIvyuWXXtyc9Pe/Nn/64zHN6aecXMbqPrvcs9lgvXXLs3/6kx9vnvj4/2le+fJ9mlNO/md5pi0237S8p7+6eek1R1vd9tbN+jdZp7ndrW819tku99ypefYzn17eLzj37DI3t9h4o+bDH3x/Gdfjjz262WvPPZpTT/5nc79ddyn3/4H3vrt51MMf2uz9ohc2ay5cvXzmdavNNinPdd7ZZzU3LFlc/u/ZMy7Od/Objb//DLp+yXVljs8564zmwvPPbU7797+aiy86v5zz5jfdsJwr583LPPjePbuvvB662wPL54f9/NCxex3kdfAPvld+t9oNS5rt77ht89QnPaF51CMeVsbc95ve/Gajx06A9/vNUVkXq42U9/o35vpH3/9u4YmbrLNms+ktbtZ87ctfbB72kN0K/z3hcbs3R/7ut+XY3R/9qHLPv/jZT5cbg/Djhz7wvubaq65o7n2vnZvbb3nbsmbqV3tMvRauPtIsGFDafedbB5Z5c+53vPXNzatf9Ypm3bXXKGs2r4vOP3d0fW9807Gx/vtfT2i++fWvls8fcN9dmzttd4eyHjZYyq/G5He//VXz68N+0Rz9+yM6xxbPHf6bXzVf+8qXmr+e8KflvjvgA+8ra+cjH/pg+fu+975Xs+F66zb3v++uy62P9dZdZ9x15HX+Of8p9+R9IvO/5W22aNZfd+3Cz1dcenFz7NG/L+Nx7n/OLGvM2C1aKhsvOO/s5gn/89giN259q83LJofW+mc++fHmnve4e/n9y/Z+cbPjXbYv82nsvvOtbzZnnXFaWXdk1LLXYJ2uVl/KB+RzXtvfabuythZffWXzqY9/dLm5dJ0PffD9zQue/9zm0J/8uMha93HZxRc1qzfXj8qUpXJghzvfsbnZhus3O9/9bs3WW922PMu5Z5/VHHv0UeU9Y3T0UUcWneC9U39cd23POXL99vHWBjni/Q63v12Zd/L254f+pKyttm7aaP2bNF/6/Gebtddc1Bz+m8Oa/d/+1mVyoXXuZz79KUWmnnX6qc3vfvOrsfW2RsfL70eWLC7zd//73Lv56pe/2Cy59urmAfe7T3PQtw8sz+v1pS9+YWAZaSzqF/lhjn7zq1+UjQCf87/PbN6y3xvKnL7u1a8qvHSrzTcta/NNb3hd+Q3esm7c/+1vd5vm4gvPL3x42y1u2Vx43jnNfy84r/nz8ceWObUWsyb78fkF5462Ix/SkIY0ezT5XXYq4hmbqXw+nmrGiM4u9nDggdfClafKOyNFYXV75/MuUkiaXu0TpXbpDU9w2qry6okYyaHkjealcd+It9CO7Z5BF6G0TtR5RptFnbp0DvFc2jby4LgW76XiYK1sdbap293WbUL1ge/eOm/F7j3nn/LXUpAY4uHV0lREQ0F9NnJE7b7uuquI9Oj77n4yjrxNniutU0UgeOmQDjc8bzqCaPmIzJex4U3XPanuIBUPbT9+Eh0z9rx0xt+4GF/RKa0xsyu18dOZSJcWO7fzxrpvHtD0vEc28NJFJ11nsnFU9sfIM2V3Z5us6bP/3QGaC3juX/3o3yWigX/NvUiX/+MLz1vvJo3SqYRnl7cwubj69+tSo/GA8TNnXeVg9bgBOhoSINesIyvZMTpRjYlumNc1R/3Oaa55i/GGxhjIHGbjukMOOaREEzk3dELzmTHgGc3mkNaYTnAisc6t5Wn206mpa28Ma3LxGhs2zS13G/fZzDXHh25LxqyrfXI+44X1XOaC0wPpOGYzOJEEHbh0BLPO1OD5HSdL3c0r3nVr5cADDyw8Yr1Zg2nXqlsSD7/1Zhxcjydc3Z41kLHWiStNN7rmyO/CN/UO7uPNf/29+fDicfaM7tWca2vuXLz8PNS6bZFn6aolwus8PpPqqzU2eaRpijUqkqFTlE5lNqbUwctYko/ov9cuaH4yKlr6kl3Nr73orBU655lXc0XuuW9tY42F6ybaRTaQG0kN5hRLpzzPhS/UNNb8LTIr955zDg+bb8XVdIF312yPbzoNds2RqBf+cR8Ze3xm7Xgnx7xcL3I0z5JzWyee3zqy8aG9duhI3bfabYyNrw6ZMhFEZMho1F5b+FbrZy2u08pahzU5/fj3Qx/60Nixp114VbP1E/cbd67e9KY3NeuOXFk6y5Hf7kU0F79bszZbNQ70i2wJvOI5bNCpWx9eItvoUvsKITxtfqwV7+mI6Xei0ByaHKftOoe2PK314ZCGNKTZoXnfp5fQI4yzl4RQOOMEsFF8JVKStK7ZJIKfUAPO3RsFpE0osJnPo8jS374uFCMU04qRMs8mThGM0iooSoKeYvGqNyoMXXfVZc311y0PcNq02sj1zYIbFq+QPqATDmIMjSeAYzwEYATgul/tF2MQ+NwzU2AMIcCYIqEoAGqgiRJzvrrt40TIWAF1AANikDA+gCRjD5RF4QAIj3zkI8v/tZgF0oE7yjxgQDczPexR0in6bUi31oKRUS9uH1pt5IZmx+23LTuwU5j67UtPYsAan14gEF8x8hixdQtVIMQcGVe8IKVRpFDrZsAO/3WBM0CMQk8rTGMH7APHxij8Ol3U65zm2nNJZwQiGCTm0LwxDLU09Wz2kvF9AIZnCAFZ2dSNkTbRHZpXv/7aprlhxbbaNVlLm228YTFiu9LjQmn1nRbedvi2+SdnCQNXuh0DgxEM1HKcGHdr3PhYL3WrTGNhHdrE03gAhNkoFOGFrFFyhMECyPldvVfKRMj4mY/JthSWXud+yTGGkftyTvdJZrs/LcQBVrwq1Sbk/oFf3djIA88JZGpLK7XLbxiFPssGtWsuGGlWb0bGnb/T/nVi0QuAaF7AK8BrDxUE7GYX8JrHOCMYEXGySB+OLJB+l5bMdftyDhDyGogmo83305/+9CJT4vxoU781Z03Ua9/5GHHSlqz7ek05T1uOujeOCyl0jJuke3I8kT+cOG0in4wP+a61fZs8C2eB9FcGifk2/1JbOVvwIflLvnqdc8Yp4+olc7nm6jcUXem+sl9XurmRmwwSz0LOMcKsL52z8I178huOjHpHejI8+/dYG+aLvmWU+HzQVuhxhkwHkfcx5ifqAJoIbXHrW8/4NebT8w5p1aNpiZRMJwFR8Ywhwo8HkueMgOH1QQAMxQGQ1V7tmSLXjoDLPgG1Vzj90SklAlCnMES58qSh9oZgACuhC/w4B9DFe+jVJiCOB1gf/ZquufSC5ogP79ncZKObl/1Kdnz2O8dydW91y82anXe+ZzFIFt2w/H4OrmGsgV3RmH4EYMSwAjTqAk0KJVEcSoKXE/gEMilXv+XtBQz8RsMCqXgMh3oTx4lQQG08wryEiZRkc8XMFd6gmF2fsvWsAXeOF/0BDnkntbAOwHPvmS8KsAZu663RNE++/eLmmutXa3Qj/uFpo8ed8NX9misvv6x4Uu92522aNUYWN2ss7UAyEZJ/734p93SwI9h53dUniUC1CfjJpo+h7NTMk921K/hkd5ieDKVnfYxuPMOQAh45HniYGeFacGduRASywRsyV8AfAlImSguvv7rZ5KxDmxsWrFn2u7hw8weWz3e5yX+anx3y4+avf/tbAUnf+doXltuQsU3GLkZsIms8t4gx1QYz7hkvMWQCbLfaaqsiOwJuRVHikXccuWEdMSbxN1CKeN7JvURanLeOos4WudfUo1hnxsS9RTZK43VMPNT1PjNI3n/tCLAG/cZ5GHXkOoOG7PQ3kC9K8ZhbXtLs/54PNFdcdfVYzQJZJw0oThoysU3GmqwKGCUvyINEKtWSkYnu19gD2gwSTpUYRZnrNplv/Ev2k8/GxbMzLDhEJmo8G6/MN2IUuR+Auj4Xvshmj23CI4xk98JoJNsYve6L3hHxrkkExjMwiI1JNidExsN8pe7OuWw4WcvvbBTa1kuL1lm/tFDPXN1/owvGHDrW2roLlwesdp7H2+Zf9AaJIIpg0ZEMEzKRYzJyoL3ejFHGCT+RefYsSeRsuh0xg5B13mtvqumkf/z972MptnNJs/W8Q1r1aF5FSoSchWgJcoIvQoTg4YWjILKBVfYrISiTEjWT/bBrsBuK14znRbiZQnrta19bwCEPJOIt5WFCjArgJcI9u9d6NiCMIonHGygiOGtDJjtJt4kCuPC0vzcXn/nPsc+uvOCMZoctN2vWWnLZCgYJJZOoC69kP08GsESJAUfATxoFUHiobvvMIAEihMi9i2bxdNpEE1H4vJDZmXeyBCRQ+AGogCAFZtyzuWLAEcBrntyD+eHlc2/ug2IGhgAraQ2MDx5yJG0kG+F94xvfKJ5unkC/pTQZJjdfe6TZeO1lPLf4v2c3W2y0ZrPo2ouLQTJZSgRNmkS9OSDPoYYSeEzEUEpGqKv9doqFjTvCe4xlqSvTsWP7ZOcO+DTu5s+aNw9JFTEvxpgHHoV3EKMmDTSMgbHAc/Xu0oMYJmssvqRZtPjSsc+O+dUhze9/8cPmyvNObQ5499uLwdCLyACRUWNqzSYVTWdA925spcDU5J6BPsCXocERwNgCsBj7lDfZFSDIiPfciZqROWQEb3DStcgFxqYUz4kYl/Vmj1MhQNm4m0O8BBzXPBWZhgDCNr/Vbd3J70SlEmEWCdMwwJhwnpD7xdFz7eXNNRed2Sy5bNmmtJefd1pz9QWnN9dedGZz7WUXFnnmZT68OLnoi8hpn4kexCgiP7LBnvn1bJGJ5oVcQJwZol3mw7wdcMABxWuPp80x+eLdiwOGcREZNRHSLCGpW23P/3gk0sHBkhRZOoaxL6IXA4xjqUtXBuhLj4yO8s5RIK0uOjdpufVmvs7fNo7ppcvP+XdzxfmjRh3acNF1zUZLX+ssWD5qaaxE0PACvZE5yGaa+M16QIwiRC734+ls7Om3eAuv+bufUcKZ85WvfGXa1sqqQPjeeOQlC2JIQ5oJmnuTeikByUA3bw1vIoWhdkJonbBPdy+g2IKgrAAaABjIQTMRJqTIYojUYLctTKOgedMYFoArIQ58qDUBXoBCObny6JPOUKeIUB4UCQAj/zpKlRHhNW5koXr+COAuomREAoCeOvTPQ0v4UMLmgxc7UR4AA4gKKIy3Pt26eKM8u3Nnt+v2WAFQxmSQndvb5PwBQO4RUKFc8QHwApziG3no9XUpIB484J5yA+wpPilUcqvxmy5XvG1SO5yXEYz3jD2jzPEiFDUBWsDj/R6gRmcU/N9j53uUgvKpEkACABl7hmwUMKUvyhRKag++ePKTn7zCebIzPQBtrDyL53PemYySZM2kdqYmc2guvEufszYY4DG+8a01bj0ZX8/GYHGc7xiPQBfPqXnxAqKAYvM7mVbkOn0hazIdwLoIkJNaYk1zIPDqJgUQsHVv6n4YD9lVuu25DX31q18tc4GXfWd9iyaI7DFKpYNJd2RYAmJSDAFhHuSXvOQlk46OWNu9nBsTiRYb50RKEBBHDnMMWDvuL7tud6XKAMBkIWIIxPiu+YX8UmtCB/DgW+PqJ6zbddZZFoG82U1v2qy79oq1gs5rXN1HIrvGki4hh6Qi0Rmip9a6+TK3rhHQ7vsYJXW9HAeF48iyyLvogKSM1uMzFerin67IPXL/1gsnEl5mpBhH95bomrEmE+sd0iN3HEvW+p055hyQHs1QMgeMEw4hn+NV6YnI+q2j+MYsequ9QWwvossR+UsHhswLXel7upNDhqOP4xJOkNLGGUBGJHNB5Nj6MQZkvnlI1HW8KLE1aQwz7zdmso7xOCddTT4zTr2ih0Ma0kptlACyilb33HPPErJHhBLQlX1IpERJ3eK9JiSBEZ4oHvt45KaLai9SIiSEVFuI1wWj8YjJ1wUeCGPAknJQxCuHGUDm7fO8AAjBrs5BagKAAuREEFDy+X+b5GIDmKkTMFZC83864a/NhUuPOfSnhzb7v2PF9sdATdLDeDMJZ4CcFw3grVt/ImNvXoCiurCT0eJv3l8KXX0HsMN7S1lRejzAUaaUVgoy63qUXuPeJoqSx9N8GEcCkUfbtfGACIg5YpS0z0khSQWilNUkAJ8MMPerAB/YBSSBHorNnFBIol0iXRShe2cMe1Hwno+X7pe/+k2z234HlWvt9cIXNlvccrOeNSnSj9pkbNtpi56NEjYnQLD7ixezpnjkGYYBPzUABJwBJs+CB6Wx4TkRR1GYRPDquZ4KpYi6jiq2lb81wUgCDv3f/QGIKU73O95nZD7xOi+scZL3zvDEc6mJApQYXICSF0DI0GynObajFyOtmiDnlibKQMLLag0YnvjX+nC/IlMMIPwrelY3aUj0hjEB0DGQHINXRIJEBoCo2kAn37xb4+SHqF7S0oAscwlIMXgAMmOL5/DnZMl4jzfP9Tp0j+RMDCx8ai26b4DEerC2OGLIDsYi4x6AT7MMUbF2g5HU4qAYpMbb7+pCbM/uxXDYd999y/Xc/24PfXgTTv/kJz/VXHHZ8ruHm0NOK/OeNWHjXQYffks6GX6xlr3SLIVsrSly1rzjOWPAqUGe4GXfkxXha/cn3XOytTqJ9HTNR6idpprf4UnrgIxmODE08LQ5IpvpMGPjXmtjJs9OJpA7nE7GKq2mvTM4rdODDjqo8DrQT4Z2OUTwMX3mPE9+6jOa7y5tUPDPk04q3dFCiUYzGjPunESegU6j9//nf/6nyD9rgGzwOTnNcUf2k29kAj1qHqxZ57L2ck6GinE0h/WYIXqKvGaspY0wms691txLsies7almC/Si+7rG9ddN2zWscfrImg/5m5ESR+RcPu+QVj2aF0YJwQKsUjohwF3kgHKnpIAzgo5iIXwQoTzTzJ58aQCprQRCFqYXwU+opcc8Lw2FxZPPuwP08HIS8MAxYcgQyF4Rzk8gDtL1Q91BvGSUI8/QGWed3ey235PK9y/Ze7T1ZgRsSMg94DjAjZLSBQWoYOABfhS5MDbwx6BSTGiOKKp4NQFh3kZjQ+ExcniIgRHHEPQxSnhWXG+y3c+Mj3PG+56uRIjilZYBYNQEDHkOv6WY/W2szAVeS4EkT9tnP/vZ8huewKQIIEr8DW94w9jfjB8vY8hL98tf/3bsO8DpDrffskQoKOt+hdIhXlyd2IBZIAaPA2EALEBoDtyvZ6y9rviQwZTUoV7kPihthjKvs2cGgFO4OpNrpiuqmOLH+m/8khQsCg8f4puAWt7p97znPQUIJ03NGmOoeHZzIfIgksdb7yXCYF4HcVhsvfUdijcVubZUHoq0JsA5Hdg4ThKFqklUBwgGotQrAEpenhGAYxQGIOHfmofbnnByD6DCC8bG2jE2k41y1HJjIkR+WUPksbUdWRUCbq1Lz0iOkB3WmeePbPY3XuVM8BwB3M4FDDOYjVm/lEI1FiLNCuHJ0x/+4AfNbjss74BA7pVM4mCIg4WxJx2IoS/1hNwlqxFnWJoWRO4C9AHpHCzm3dw6t7/JEkYMOQQckz3+do+z5TnutcbIQC+NFjgfOMnMgzViHTEGzZNn7NrPR0SfUcL4YDDUHcwY6uSQMSMDrQOyS3qvtRnCt+qAEmX/7e+OHHPc9CI84FocTfQIPqU/vFLgHuPFWtfsA8+5Ph2K3xis5lfE0u89e/jdWKUGtD1mSUX023R3tCn0dG7cixdT49d2/E0nHX/ccaVF8nReI/hmPj7vkFY9mhc1JcADUJyOJ3J1ebCBDqF2SoUhktz4pDW1AfdMUPKlCd1e6VuIECe0eUV5CglRgo7SIsAJSkTZEaIWbAqTGWVpSen79kZbXURJArHGBKCValVHcmwWSFmmNTEvEeUrHz5haSABEfIEMCDnN47hEXY8AEGoAIhAgblKpIVSBt4oPwA6oV4eJnNTe5ratR5dVHcj6poHXkDX9Kw8symkY6imhWh9Lt8D/bxrFC0lZcx4cChN4wzASCPxjCJOdYegLjIe+JRy5m39WWszSsAR7/LSjkcMRPxt/pDn8hxSIoC4tG82N8l/ByykN+Edn1Oi/VKOAvbToACP4M32PBivQbvSDLpm+qVImA9GnLQQ/0/r4gCZgKGAEc/BM9o1H/i2zMXPflY8qtaGCAM+Bk676NIKcLzlrW8Zuw6DLQYJcET2lHbCixeXNcRgSXTLmuAxxD+MEddkLIlGWffm17msBWAcCOdgMcbGOx332iT6I+LAAJG6xxjljWY4pwvhbBGQyLiW1mNtA5yMdOsGMeAZvGSFdWWNAsA83YyYRP+sUUZYXQcl9S0tgpHxSKvZLgIWpcdxHNh8NPS5z39uzGBksFjn1jPDTi0KQ7xe13V3KXLZ2rI+4g2uO24lddfzM77IOPIT0I8TxLOnsH22qKuOpybPznhi1DJC8BznkWgUqj3fNRkn88L4YkjXRkk6LyK1nyKSeFwdnjG3PkRgyVvr2FqwxlcbR59ZN4lkcsaQ4wwMBhRnAR6sW2i7RoiTD3bIvJGbIpQ+50zzbm4Y1+41jrh63aVmhwGDx/rVlA1pSEO6EURKUDZcBKIJRCBdsSPinQemFNcFEKDZbDXXzt1tE/BDKAPoPDgEuL8pB2BJChDwFK82EJT85Hi3eIsoQYWTwKbfU7aUNoWY1AYCmoAl+KM8AdjXvmG/5n1HjIJKu1yffNI/yn2IYjhvDBSCl5GXiID7Q5QBAAK4U2YUDSWciIN7Bv4Ie0TppM2xa7g3x3blQI83fuMZJV2erToS06vbDqUK4CEGCuPSWIhIGANpcp7Ts+E7Ebm6yHI8WmfpRnVRls9/7rPLvNZFoL2IcefaQKvURPPDsAV2pUiEeKl4khks0uiioClRqYy9jFjgIGmAiUJKXeP1bqeWGK8A5tnoTIMvgTlGQA1M1QiZL3OBF/OseI0B14+Ad6BVPr80SWPLwWHc2mSn602Wduiu07AAIQYFAGdsjbFxsdYAOfcX3hBla0dU8Bwg7vfmlScXgKuNvXhsM97tGiv3TY6QKeZ9Mp7K6aIA36xtEQb35p28cF8MCbKKQwagJbP8xpp6y1veUgxOhoDxYyQAijXxyJMfDAMGt7XQL8ooWrbV1ts0By7NkPzpT37S/OOvJ5TogJQlxJMeR1CbOI04c/CgZ5GKWrdbN7+eV0QgXl5RFJEFDoRE+vAG+cJgSRTC3JGrk03dGoSSbpQ9j/BTm4fINq+kfnF2kX3h1173h3/p2Pe+971j3R6NTT6vx0gE17qlP2L8xVEkxVAEBdi//KrlG63URK+Zb+ucEWtO8L21I6OAYU4eM3xdAwao2yIzjq15ZB6SMm08MiZkjPNl35L2uuvSV0Ma0pBuREaJ/HzCBfBgeAC2SXnihaaY6ihIcpp7tT+cbaqLDJPKQKASpukqQ3ESsBQuJUWgyoVlmPAY+psSplh4xnm1KA2AVNSB15zCGw/cAqSAEsF+1NHa9o7WNBDodu+mLBMZcSzvlhfghYCneJPTwx8gED0xL/EUei7gjjKLt5YX1zEiLvH+TqaIPTTob+tN33pRgLVz8uACUeniYs68GIIiGp4/0TepAmg8ANxF5jJgqm5r3UUiZUkhEbXJvQHUvH287byFxl00AbhLhMpnFL4OTb2MJwAhm/lJ20qXqGy81jVeM2GQ9Cp6tz6ykSDeT6cbESBpToz41GWJSpmrXqlHPPP282EkpC2tZzdGxhDf1il5gNrpZ5zRjEqc5QmQ5i1mYCqwdk1z2jYMjC+A53jPwtsrcmXNeom6eQbnqgFSTb3GOw4BMmU+UHjDM+BT4wLkWjvS4/Bj6mZElgB+85D16f+ArQiLaAJ5lOJw5FzqD4yjdWGvmhe84AV972mjjW7aNEuNknVvcpNiaDs/frL2+qWpeR68AmSLbHIAeBayUFQMaOXkYdTvt9/oBoAMEfONJ8kJushxeNpzA7WcCklbnUmjJE4ZepS+7DJsa5Kmad44ZdI1qZ8uFZ2wZuggxgVjjAxty1s6mvFvneEJBgl5pA4sTQxQMfJ7XIvThI4ij5Py47xkYFIVnZNxxElQ70mGz9L4g07DUwyQul04ncQYMV6cFjMl5yZCdWoj/hvSkIY0h0YJ5Z0wP4+a2gqASXg/nZzaXaYILgKr3m9hJqkL6HUVv/P8xfvvGQL8kDQPgIoAAmZEgniApWBQCCm09NxRFNKjAH4RkzpqQKgDvARZuld5B+YAVkpffu8Xv/K15t6vHPWMA7XAttA6JW9sgdO2V52Xi+HDIKqBAiPRvfJSSYmhnFzXM5gL16aIY5QR8rWgj5Eizar2Qqbd6VSMkl5FpPUc1UAwc+HeFUumHgAPmheRKV777H/CMAFSpAu1AXw7ZXA1G5Xku7XXHivSlTLRLnZPmhVvLqMcUegUak0KPY03vgByzDHDHAAWKeEpzI7TbTI30lH8xrwyirOTdj9qz990Fei2C3LzvTnxopSBmWy2Bzh4fh5saRjmI6mQAIu1A/DnPFKdAEcODsA4/Iqk0Yk0mHPe+aRuGNfLq/QtKS1rLRo1Jnls8QejhBEIXHXtWcKQROaOwSh1xP17Vs8AGLlv81HPEw+04l+Ay5r0/HisbpErn93L77L3DwOlLpSfSWrzSu2JF+k1Xta353Xvum15hcgF820NJc3IOAC3jE8eeFGNmoB+dXEaDpD3jFNOj640SMdea92dMNpc5Gtf/WrzypfvM+Z84fgBoOt22qGkCIdcB79ZX+p/RMTIU0aS6EA8/+bVuPhM1DF7qzg2Y+PYRDq9RCp6ybR+TT3SMKJNiVinWB2fRVca72zoWxNet46MTZoLWD/msL5GHZki0+kKPG4NSOPK90mTq4nxpgGADoUcbPi6blbgvmKUrL/BBs2CpYXujIo0uDCnMUg4xDgi6pStLtkkGsbQMgcwhbnhWKvrvYwZhwQdHKfIoHJupjIx6nbPGZ+52GtoSENqbuw1JYAFD6Y8bJ5G3kDCjIBVyBoBFUELRAIFwAWBV3dsmUtKfcR4goRBAlx5bgoPEfCEfeoBaoBOCDJWRDkoN+CFEce7KAWCscKrJyVFagHl6x4oF99dXRkywAxQCvS6D6H2rvFTQ1J3QamJcgGIeKMyJ/HuM2JcPwWXFIoIT3LlXRPQl4NuDKQ9pIXzbJBwP+WWTR/xkvtIKhfifWd8SQ9k+LlvwNU4uVdAS73DRPa/iSLt1b4ZkOPRpbQB0zY4CzEejScgCjABQWqPGBtdypKnGFiifKVoeVbPItVuLnfU7VdLhFfwLw955oXh5tkZ0jy8wCCQKnKF5wFczgnyA+H7bJ4KsDHaPDticEqdQtZTCld71ZmERDeMmXXXtTGrNezF6LAGHEeW+T+gZM5So+IZGVZxMlhv7s/9p/VoP2+pe00q13yhXjuJ11Qbo3hSBCU1Uuo+utaU+c3O3CIlDLhB1t6mm21WIsX4RZRkIhtrWoeMWpEVBon7pIfS6jkbJ3KCMHKsKWsxQLI2OshzqWxkALk3HfVZNSXlz1piTNU1JUmvQyJ0nF3eRQ7SjStpur2iJPhQIwHHMtSkQzFmzNd4RFZy5sSxWFOXYUY3OZ6xqoaDnE6EJGnb/UjNI4cEY4kB5bcMlLbRiU/J4rmMjLSJs8/z5jVsrTukIc2RUUJRpwAunhdgXboWJQBApYWf0DGho7ZE2LzeYXauabwiw5B75mUF+LVQBM54z9PyNC1ta6JUeVKkRVHmFLs0MIIMgBWG5zWlvBk3PEMEeXbCDp17zjljxc29iJLNZo1dRkkIMGBMUDgJl/PsMrYAZ15BgC+F0kCY+QWmpOIkNc3zD9JZbDoogC8dnABU95HapTpyw5NmbBkmFDjFLI0KuOB59x0wiXfH6ySS+TQn9Q7H5l2BLk8w4AJYM0561YMYb15HQAM/4IHamx5yTwAIQMx4z+7FvMzmC98BbPNtrXgugA/fWOsxGBINtQ54qzktRCIA1kTyPKPaH3yZ4tsALREXBkNI5JEXVmqNubT20lSiF/GoJqrS3vkaT8WQBGDrduDZN6b9nGQa2eZe06KVQSrKgOe60ulC1rrj50sqV8aaAdAvBahtjALwZL15TbvX2pse4jzhSEFqBeiGLu98l24hE/HLIKAWWd8MEilB/m9OGLlJJUaZW1FVRpXvAHWRNK/2rtVS7zwruTfdQLgXwM7nAf+6z5Ex3kVTdAWTIpeUIXxaG8LZb0Qki0ziJPBcqf3h7DBOIt6T2aC4bsByxdK9a+gda5XeT8tlDqAYrv2Ig06UFalrolOsWRGS9loyJnOxg3sXZd8wupB+z2s668WM9WxFXcbbUDFp0kMa0rxM3wLmkmudzh+8JcArQQ488DJSKgQ6oMhbxgsykxu9zSQRkl4BssAuD1R2rwY8CU1KFCgzFt5FjhgUvPWAfpsooKS/UTAMBd79Cy5a1qv/Lne963JtGrsIOHM9QhHgkwIGJFMUlJh3yk1aRVKw3KOUGIoK6E53Fse20wdStyGtDQBtbyaWdISuQs2pUvYyyRiYBwad8aRw8ZRr8mp7icQBWTzSCmS9GJUiePKlvRCPHI8oQCqffuttALNlG31R3hR79qIRCWMYZeMuHnjzLT2rq521+dBNJjuaMywA2i4D2LMAejE+gQ/GZVp5ijYAW7zys921aTxK4wT3xzg3F/gBH+JBvD26Sd46BagaU7+h+IAnxoLIUfaSiUGAv4BLhoDUUJEX7wAWw1BEA+2667IUCgboa/d95XIe9tRc1UYoQMYgsS4ZftayMcdPZFoXSHf/5sdzqn2xbup8+7otcBeFP+cr9VrDdWML40YW4HsRLwYlAIp/OVvq35l7csj6wrMivtJ8RE260ujaNEgbbmR9WOP4gfFENovqtFO+sgGk+Qai87yJiJIjdZG0blNeM0G9apPan5O5DBLvZLsxt26sCWPJCWAuRCBFvkXeE2UBnB1jDYm0kCUi9mpMvMg88pwO6Odgsm7MLcfC817wwib5W+Tabg+8/5jjgMOAbhFp6YqytAk/SIsz/tb2c5/73MJ77qWfcT/X5B7pexG5mdzGgJ5da42Fc76houdNPeqQhjQRWm1kMq6PKZCWkEC0nHogIIWDCPglQBXwzYYhAgBSdDz6Cdf3ovGGibCUwsSbnZQsixJYqb0XBDWv1ESGneCmDIBknhVAhgDInhvpLnSzm2/a3H3v0f02drjyiGafl4ymQtRUGzm89ryWPMiAU3uDuZoIGSkMlFk875QJoEUZjAeuusLvUroATKALgDEflGI9HxOZI/fC6wbkdgFE85E9CZyP99yx7p9yBnIp6EQ4PC8F7DmzeWLbu7tg0ZpjPfgvO/TdzRMft3s5nzlO6keMEYYRRQocM7rdI1Cb9CrjwTOcOZK/DziZ6/bGnYxF60d9irlhcOE990vpOV7ahefCM22jpN+u6/2oaz56zVE/Hg+4k+ZnnBSqd20umbEDYqXZIREnBbZ4jnccyDXvnsV4AYkiRQFaDGyODuNoLv3ugosuadZ4wD7l+1++/fHNogWrFYdI+BhPAqwiK1G+DFfF0YAvIynF8wwpHvQuniPfREg8G0cCL3RXOt14dWz9jpvKHA1KveYSD1kTHCW9Isft30pP5WxiGABpQDzDwPx4d5/WiQi5KCA+AXRENKxJxqyakjccPBrF+L//d6vmovOX7s5XUVd6maiAdW+dSZ1xPWteVMZ3nA7kIYMTBUDSWVKDrDVrj9GEr0ReB+3clK5ZomuMnF6yTqE5ee/l2Kl0hmqPPYeXtcAwqcm9iEiScZwgKfon692rrAXGSZxQ+JAhwcg2FjVxPol2JYq59k3Wb+776q+PrTX7aCBz6T5ch+5MK966liQkKk9GSM/kzOSM0dmOAZVNYhldXRuVTjZ9dbrXkWgCfsd36Vo5HXTN4iXNY999aPn/D17zsBk3ShA+6dpQcbqfbTyaqlwb0vyjGeVewokyxjiUPSHE00hwSMfgfa43vKNECOBe+fhzSeOBBgKYsiIYGSUWJ88Izy3FFYWtJoBSVaycgnGAhuD3fwLW/1OzAbRnI69QevkbJylc8ot53i+55OLlDI5EZGqKcUSIMEicg9cr6SHmJbn07tP9uAcLPn3epQxRzhSce6cwJrJLNAL4nI+Hu2tH4MlQNnrz3iu1hCcU+PF8rs/YSCtnqQMMQN48gIjCBIQYg2qhKOEUZCf68Ze/LUuDOOboo5ujjji8gE+gFQDWslKKHSAgNaTdppRBkJQySj/rAOiu10btsfeM7oVBYvwdD4Dz7tcKwVpLqlGKzmOI9NoRejqp3/lSWC/q4D48j1SMNFKQ5gMocV5QgAw0RhbDhFHCWMjmXIxpoEnReXaBNx4isACoa4gKOqcxVTMwstqCZrelRsm9771rc/hvDiu/M0fAUbrepSsbOQZII6lLaQNr/TBOzHnXTujOxWBMd7V6DmpjcLIGyExQP2Oyfi7PXHczcr/+346ctI0ycg2A0dgjefVtYqyrCeNRJ5/wAP4AkhnjC65fvqnFzbfdtkQ78Asw7xgyy32m5bSaCnPvnSFlvYhmWpNkWZ7FWpeaBQCHSmvbyy8vBqkUQ0YSwz/PPdFW5m0nQ014WKSDLKJDp9LJq31v+E6kznNzBtAtgLKxpbfUYHk+33HOMM4YK+aKHlc0Tz5KvzKWnHHWJkOKbrFGnd9YGRsOmuP/vKzRiU5pl118bVkzaRrC0E/U1LqqIwnmRaMODVuiz8g490BPGUd603NJseV0svZroyT8jM84nlyLTK5bgQ9pYjSXbcqHtGrTjKF/gMzCx7g8BIAXkCDvXVoJ4UxxiI6k3SBQFhCwshHQySBJ3n9ydikVBgaPNQOFwCRA5ZZTPMAwRUiBOk6ude1xBLwoZ4qM8O7qXGUcXftZzxkt6kUMifve+17FY5/8+Jp4nvNbCphCAHB52ikZoN29UVAUD+MkrTaBculilAeB3681by9iBFESifpMBwEgAUy9SJgfkGS05Fjv0oV43fCe5+EBBDoBXt58xiTDDyAFipNqcM3i65snf2i06PpV++7bfOKjHy4ATOqhcTe+gHb2HQFqrAuRCkrVe4wR3zEipG/1CvGbJ92lAD0KXKQMr5mbdJ3plVLTNkR67bo+mwSYkw/4IWmBgAMwYx6AJCDSWvHcimMVokv1BFZ4uY0tPgdc5ZoDUww1AAWAMRcAFNCSAvkH7ras7uCrX/tq87jHPrrwo2sAvrXhj8gpBq17skbNG4OWlxgPtXPWYyA7pjaQ6zloR6hqwD9f2p/3M/xjlLS77rX3gbAegFTrwBgypjmfeNOtAevOeJAlQDTw63OyVBSMYcKJgy+sDylF+715dG8K9JlPf7r53Gc+NZZqReamoQb9wwgCovM9whdSfxggPifXdJoSQeFI4DSJIemeEq3OPkfAcq95nEorc0QXkItkQJ3uOl0kysDwt07IDUaPOUy6rbHinDIPDD1GCf0lyp+ueeZQRImxL/JFTuLbbCBJH3Ic0BMPfPCytMgPvP/9zfe/+50yjtYZo4hREX5PBBlvkb8i6jFGHGs+rX1jZD5qGWaeyb4ufYc4ksgIcta6nE2jBN5Jm+uurnDTRQ9/+COa5obrisN3JtPEBnne6Mi5vpchrVw0I+lbwKzwu1QfAo1QIaB4NwjAtEOVUuJzHqvs1C2FpV2MPF9Df11ewVC6agBXhJAXzxCwE682oQxs1eHqGAGiERRy3a1KqoHzdilB9//ZL3yp+eEFt1wuTE4AUyJ+QyE6rzSCFGhKfxGuByR4MYFDwtNcpAuVl/sGBike9+9eKIlBvXiDsNlU07fGu0YN1r3X4Jxn0HUoX951YID30Fww4Bh9Setyj3KlRahqo+Tre9+3ufqKy0oNgzTFuq2zsQKsgOd4mAhuxoU5NS+AgKhMBDjgkDa7MdQBYrne+A3wlnbCq1ynePRKqam99F3GyFykBolI4X/PjP940AF+fAs8Obc6NMYIgGIc/QY/WytpBMCjC+QyphmegG74wffWkXohRomI2J13uFvzxA8eNjZvl/73wmLUtdNayCq8zzhynyI15jedw5CxzgaCGdteBka/SIlrhT9dZy7STuq0vi4eaUdKBpGJ1hTDxLwAhcC8efSMjrP2fJZ9eBgJfpO6A/Mlcsj4BISNd52qGlln7TBqnY8h6xy1bLWmRcOk9jEMrBt8IvUHcCKTXZO8Y+wyPBA56L7rCH6veZyOOcJL9RxNd8Ss7NOztMYvuolxjZ85nNyDZ/I3HaVOzjjSZRwo2RU+ReciTdm00hiJlPgs4/Xv085o9vnmaMORf335Fc2L9tyjzKM1JEpuXruaHoQYhOaDDPQbPNNVZzVejSI5a41xQJEtnKGzJevcV+rUOEfqKPh0pm9lLcBcs1nc305Nq593Ju9lmL616tGMRErSBldrUgvYC2jg2SCsfA7UEXg88xQDoccztTLtrNpvV2YLNIvUgqWEGWkEuiJoz8kr63OLV7oIxUgp+F28QwS731BMPL9ArRB5O5pEsEsv2e2N3yl/b7Lpps3mm9y8RFrkwncRA4SyR7ySois8XLxYKRAHFs0fxUyRR7hMdAOq+eAFrgtCGWV4DrBwP7xy0go9V1LoHAukGSdeOErI2PMGilgZq9tuefumuf0TyjnN8z132rEoXAYN7zqgRfHyyrY9pMbWuevOSu4JoOKt5YXEF+YaH3jF0OFJBfLcX3tn+14bhPUCmnNJxsT6T9Es3mcAeucRD88YI/yPn6VpAUfGyDhT8mlt7fkYeMh8UVqpI6rHmjFZkyih1C2OAOfGF2QTr7FmBxlzaXmMygDFACHv5ilAFU918Xk/EDtIpG+mqSutr6Zez9WvGJuxCfiaO555a8t8k52pnzKGjANzx9hRzGztAMQiJNaaFCGGKePz36cuq9e6xSabNPu//a3FqI9cJAvNO6cPg0iU3ivF8iIi+A7gNd+eFVB3b4xY98YQZuSKzgDw9RrLWprLdttTIc+NZ+kiRj8DhBwxfvR3npXTynhoBsHJRpYZlzhO6DRyKvvpxLFCVqk5MMZb3n4bcYpy/Bmnn14MRwQPkKecL/QPoG7OyC1zJlolcsKAEF02P+31wYkpAseR6Zh+UXcyxff4Oy27hzSkId0IjBJAmzeCp4pCQoC31BfGCmMEGCbwEiJfmYinlmeIEiUM+4FzglyEhBCMhxzg560ilLOPAi86oQkYp8hQZAIAoEh5juUBA0k891Ksam/V6N/LDJXzzj23OfvM04s30LUpHUDASx4u4JfCdgrcnHSlzcVAYTBR3sA5D+dEU64GqfeYTWqnL0k35KEFMvBkiph5fShIitBYMi50cko60O//cEyz236jRskjHv7wZpOb36wAKqlIAFV2hB6PtBmVpsdYrwsIEaXNWPEyRwCCtDB/A7htY6dXl575SCJtgEt4S4qi4uZ4O9NRx1wpdGUo8FoDrgCSmh/rwmfGIiA3zQak3KXd8HhkHKWEMQQZrdZEDBLnkeoT71/XWE81HW48wD8bNFNpfeQl2c8oYUj6v7kSjeAEICPJU3MlXZK8ExUENMlIBo20RrrFxpK73u8Bzajp2RSQfMdtVtxY11xZJ+SsNcW4YRylTiGgWkoxAxiYBtTdGxknTYi88hs8GqBOBnNMkAfjedvnQi9lB/bxiEHieaU1MUwYGl7+1jzFeTyjyLCOaAxykV26xr4/iYSQmXSEuSO/GHyiTXEGbLn1Ns3tnzm6E/td73a35o9HH1WOdww9mIyK1MNlfxfXcU5zgFes6XaHLXJYdNN6xSvjET2IF4atameGkrZuDQ1p5aWDDz64OIFgD82n4NOJHEe+Sve0vmUg0N2DOnBmxCihpAlFHhRKITmeUn54Unj1CfZslLUyUJ0apMCZ4AQk++3vgQhfC5XC7TcpAJVoAkDMiJAaROhTqIj3inee0FfcrjAYiOJNUtTOCNx5l2UhYYL+V7/8eVGext0L6G6nOMkZlkbXvre6sBrgk9bg9+6tvWv3IATUy+NN4WkXTdXrOGgHo66oAR4N0OBRRYxqLwaKV1KiFFXjYUD6pJOX7Q+zwQYbjrUv9bIGKFZzIXWkvccJpa2AlIKv98OgMAFuL/NP4VLK5sH48wx6ARIM/cmMy3wiQApvecf/MfLb0TXz5XmBUGOn6NbLumCkpG2zNWfssnePtdMeg/rPpz31qaX7FvCVyC5+N/fAMQHrfNmgrssJMdUo1HyZI3JoKp0Pez2H+QGaGRVAobEyjgxAoD/1abzhDG/pdtZS6vE4ArR+Npciv2utu15zv9eM8v5WW261QnMU56QwpdoxcrrI2nK/0jXJaGliIiXkeowX6z7d8kJxYHifCaMkKZsTJevFfXvPruH96jM5BKwvqVvGT/SE7pbixBggYxiLZA+5qPaQPhetkvnA4cghZq10bTKKGKGnn3Zakz5ofv/A+92nOBPMtxRUvCFDgM5D7gGPmB+On141Ijm/Z/SesZtJ/h7SxNoEI+tnvO0JhjQ39MUvfrG8105uek63QWubLuQs52RtN+fodRycozEFZ651SUbCqQlQzIlRAgADuiwkbft4WRJyxbjqTQAxCn5l8ejWREhSSDy745Gw9CDtctV9MDJ4vwljue9yi6UziMYwhEw6BuDJlMKgnoDn2Di6F57hbyzdy+uFL9yr2XD9mxTPlnOklSMCbKVjmRvAlkfYNVIojZwz8wMciPJQHP02cUsqS3u/EkTxzGW3k0H2RMnO3JSwFEN/A7/mgVCNd43CNK+e5yYbbNTs8fnjyucU/Mv3eUlR6upPgDAvBIQZY7+zuBk0Sc9CwK/z8dYydLOA3a/PeWntHeBv82Uu5sOGYNNBAE8MwvGia0ANAWgOgSHjCySFRJEYLs6Vrk6AmnVVp2x8/evfkLRV/g8Ap01pTUnX44Gt+WdQklrCw2/duu/6HKvK3A1KQDLDA58nEpMxyLsIMfnCKDBO/sYXfifCCwibe4a8CGXo1re5dWnqIR1Wap+uWVIns0+CeRc1SROV7C0iQoxHGBi1LGeYMEiSape6uTg4evHrXJNnoCcG0Uu9InN4lJEiWlLXdlpDnpde11wDmAmgic4XxeCAcX0OBnNI71925dXNqIRsmve8+91ja43u8QJc2tFhZN0xWsxFO30uJGpGF/czXIY08wQfMOwzjyIlMYxTmzXfiD6lb9UrTeWYVY2OPvrogjmSUq1hgZRytXiDHAdHMljS0IHDfCKOgBkxSlhKBBPPihQkf4uKZKddAo/neD62/h2ELDaviXiz6h71XcKVV5fHzvc8tsaGArfIGRTx4hpXedJAbbo2ybfW0ezcCy5qmtNGO8zsuOPdmk1uftOSCoMYOvECpxUjAnDjFWsbJQCz93gJeaT7FbanxqaXN3m+1v8gIMMcAB7SPAhZCwkw8vz+BlKMvXQB4yAH+qJLlqUGrbnmGqWeRLoJ3nAezR2ALADJgvWqCQiT7sUIcjyDyCI2frlf163v2Ty410GaDPCailDFIzkfyTgCgoyPNIfoVWNRb05nbPCtOjXgUrqJ9cEgxOdAFF4nHEUTdQkyjsLKe+/z8rH9ZV7wgj2brbe6bYlESSkBkow5L1DuZTIpce6NZ9+9MUpqHpxv62OmyTOTYQz8RJTaY2qusvmnaBiDzpziCb9hWJC71uX2d9mxGd0HvGmuvuqqsQ1OU0eEGP/0jsgnB4C1zcCJ/LWu6aR2NJXzgdNmPPk/36huPT2VebIeOQ6TypfCdrzL+CB/jCd5Yr0xHnhIa71iziIn/3nyqc1xo3Xwza222KI5/ZRReZRuWXRe2prjB+uQl5UOJDsBXNGy9pinWQswtDLVot4Y2gQnBW9lJw6QROFmijTFkVmhrvUud7lLSSft5/zF6/UeaCGyzrk4ZLyyPqxTqa+DbE6K6hpP5P+p0xzkOHKD8wIvWMPSYCdSJzklq4CxQaDXu+hmM0SAFlhOO0c36TMDytvPw3ljKjZjkABH7aLkEOACAPPUE9ImWDidoDfJPOe89UAmQ4XAd7xjtasl0O/Nu374KOhdsHBhsfC7wI9aEhEU5+QNS8vmkHNRAim65y1ISB1o7mX1psA6QEOKk9oVfCBtby6pV/G3iJ2xAER4CD27cTdXgEl7d2Z8y6g2F5R33WEL+a2XMeWBlbbHm2ed8PYBqniAQjYmQJHF6zwxHPFHr/tFXbnVvahuTTtfjZLcpzHwnmcbr8bC2AAqBDAjjWHpWc2b+ZQiyrtj52oRD/xsrYgyrrZgmaJZe+21Cqgybyla74r2JdLBsJQSBOziE2sFGGRc1mRNJVKS+70xGiTIM5sXyqmfcRdjxDqQTkVHMCSAXOsiG5mue5NlY/jLww5r3v+edxWjnkFCXqpPYMRYfwC2uWNwmjNOHn9T2kmPpcwV1uMbSnQ6uyPNJqmx4MFMi+3xSHpUoj7WUptHjaWIn7WUzXvT/UoqnvGlg6y/pDBGJmYd2uiy+fMoiNJIorn+uuJ4IXfdp/qd2mFETiKfkY2ADj6QNks/mkOyM93DekVR5hvFQTKTtPY66zQ3XLcMj63qzzvTVHeamwmSksr5paMmnHTAAQcUpwxZ1QtnSfVOhgUSHeUYgDMQh786S90p4Q4NYUSQYQ8YQNZAjJ50FE0kiOyYKnGuS50lX8luxhDcNGiq66SNEuBYWhbrzsMTUjwoMUgYKt4pZBGTbFxEgBmwG1uO4Xg96o1TmCaAhicvXnK7TSs+xKwmlwcqHWvMAWZ61rOX7VNy84037rmzK2XAg+udVS6aVZPzUjKUt3dGySB9+dueTwaJ63ifa6Okl6c7Y0Hp8aAjnjpegDqPPCQtgfcu6XC9ABYADFw5N5JSwtCUMgc48RhT2oxLL+sJALeAeQbHSzUbpMVvXcvTtbv1fKJenae6nlG0Cjj1TDxLgAtDhqEHoBDKDGh8StDjX04RhkQ2k7zVFsvm9pprRkEq6pdalUhHWs0CSH5njn3WNkooirr4Njw4X+pHZpMGjTRZM9aH+SXrgGAeQPIRH1grOqUt+O8lTbNUL99jp51KSpG5l/YKjEstonCtb/MCtAJIojV0UZwyIfOHZ6xLBtDKapTQA/jR+yBGCYMk480o6ZonY4X3gR9pUow9aa2MBbLdOMIAWaeONZZ0Bt10+zssc6Csu866zR1uf7ui/zU8sBZqY58OpNPoQes4u757lw3g2aw7+sT3We/zkdq7ntMvai5mcs+OC84/f1Z2dB+PyFBy2roNOA0xVGdj40VyP6mMHFMiHlLcpb1HBnOia2FtbmAADglNF2YrfQsu4CgTyUef/OQnSzqyurnXvva1nb9p63p4mt7kfEGM/Jo4AjjurBvrynOmzq6rpgTuqSMj/t8Vuel1nCgq3RyDjl3g2jNqlFAWPIMAlBx5YXPKxM0oCmWQJIebpZaw3iBCcr7SVICE3xKq/dJtTBzvEauWgDa2eupHQRD+hL5FRIhLUzDxQBIAPVqgeRLbftyUMZ4miiYF3V0CxbkBa55E80mQROnU6Q79xkUtDWU/SE3NXM2bRcRbCPxQiEkf6pUGwftjrL0bh3UqYVsXqBo/Brq/Kc2MP6Fg7AlLStt5rCfzKgLjOECBAWPskxKR80pBIuyBJiBiPENxrmt5BiHP1o6KZDzMDUMQuKEgFDybJ0CKx8izJV0wUSqUegK8D4wKw0tltCasHbnsobvffccCbsgw95DIRpviRbZuAFuyz7ndI+PnxmhsTGcDCuuFM4YCy+84AOrxJ0PL2rnksubwpbVcf/rTn5s/HnNUWQM6diHAljFujUhRFYGxDl2XTASsveMxx3EQMIqtbb/tur/5Pr/Gjxwjc70PsgmxCEnqI3s9Hz7H497TlKJ23JBjxs1aiAONcWiNaRDxn7OXAZeHPeyhy4Fm65yM85JV4ZzWoi58ocgFstqzeXevZOV8jZAYH3qkHUk3PjeWzl+9it99Rs/OhmECT0mnZqST7/Zgc12GQL4XqYCv0lmObh2kkxvimPfqRxyOXc8KI9MjujqGVl999ZJG714GIefQtdMzdK1fgQFZAvTWoIXm1hcHBCNDxBq+7+oi2us4uNE6JQ8YgmRBNg6dEaOEsNaSVohJ5xtkh2tdToRXXdxmfEnNogwMxrDjxfiEQQlkY8ySrduw8SzpcELJ8hJhBMqU54pAF436u3Z86+46bsoYz2Hbq9sWGsJ9NZm/iXYXSgep+UzZodiYW9xS4gjMXsDUuCQ9guD401/+JptyheP8ngejrpFAIopStgAs8y0qkhx4AMGcEiRpcNAmBgnATQDgBTne823vkekiHlIGsbVAnqihYpSIjqQlt5zVRDbqQvJEVoyXMeapk6dOdlESl1x+ZTPasLQpKV7fPvAbZe6BVHMHhKWANrns8SIzbnh5Q/hnSFMj85Q0IvnVUj8ZJ4Bwe27NweoLl6X+nnTSiUWZk3VJH+LQIRcdq14rnb2sF3zD2HHupDdKFdO2MjQDewrPCk1U5g5SHxkZiaRxJUop3VUkgCxMC1ggJQ08GCslqrWIY2X8ttzmTQSm172sDPokZFw8D51Sy//ZihLMx+J35G9Gis9mYxzS5h1PcfLhXX/HKCFv1IEi0T5dozQ+GdQoEVkhX/pRV8YFMgbWiTVS0yabbFL00CDEASC6W0c6kOfM/lAcMNI6B203T6fqjgenJJJUd94SOaKTex3npeEM/EIuy8QZpEvo2PWbCZLJ5c3guQzJLdXHnxJQ2AuMCT0JQwERBJqQ2SCemxsLEVjAkfw7i4HRAAwR6rzfQl11GJ0n1iSnYJRwqwvTAeWLL728aZYMnjI2lc0NV8VOQpRHbUT4f8Ykn2nF7JWoxRWXj25y2UXZQLOmutg58yNKFqPRPABP+TseSUofEODFYZCk28x8j4JMlTy79WGd5Fm1Dk370PGaGaT4jpecYUIhlo0OF63ZPP2joxsu1nOftNK67Wu7wHZlaB6wshDDnAI2prxtDBM8Xjc0GK9Rxa1vc5vmrNNPHZNbMR6Td005cyDw3DM88UK8t/VcDmlwI6YtG/N3gJ5xBUZ8Z8fxphndv6Ktb4w7sEjOcUCYm14gbmXUR55f1Ao4DD8zuOumANNJj3v845vVblgyo9cYhGbreccjUe3ayCULAOnIhnYHPTIie10NQiKEM1130o+kNMqqaa8Za4rhIN1RsAAGF4lsY7u2MRNiRPQyJOoW672OkzJW6scmQRMySniPTLBFJkQj7SSFggwTG8v5TEtU4SRgy2cGZGiQLE8EqKiI8FsK9eQCtvMB25s+MUgANSCNQA94BVKPP+GvTTNat1RoIuHtiW5uuCp2EmobEfWYALTmiSERD4+UhxIpmUAtX11Iyqvbnh9jH2Bsvh0r5YiH1/V5eKRB3lg2ADMWqR0Z73m7CsnbawB4wbdLrlt+R3cphl7GWpQk0aeuVqMrS/OAlYEYJMZSmJ8O6dVmt1+TAEbrg+6/opGKGP1SMUWXAWeysy6+td6GczhxajfbsDbTXQ0AZVj2a02cNZRmA+aF0818jbf318qoj4DgQw45ZOz/M0U/O/TQ0nJ5Jq8xn553qtTurAXftvcTm6n0LWuGIZ5NRkPnnXde3+5/Ic5LUUmpyW2SWRBHSzblFglWl7xKbZ6YkwrNiHzY7djFhIdc3M68csrkdStak6pid9chrUgEJ68Q42K8Qr3kpWLsujsJD3AAF+/VTjvfq/nxe5ZvOduLkeRXAmHmqF+hcS+6MXQSqsfEmItWGPMImNK97O73aH743p+Pe652atGgKS3x8AJr4RPCzGtVN/TrIlfGSS3UuvadiYe8i79DvvfbNRat2XnNdPShFHo1Z1hZmgesDGReGSacMb1SJscrlO8ngzTq4C00p0A0w2eQwmg8RJFL8Wrz0KpEnlOU3Vppp+xOhKIP6P40RRH1L8CrY61FttbtmaWBiUIP0up8vumjdlF7djYfUje1x2em0trUitQkJZQTo+4YOxWaSvoWw4HMky6W7Isbbrih/C3DaDz6whe+UNLqOf/HI+et96rrRyvl5okEip3FhY14kHUriBfTTQBQ7QeYKgWYAybp5JDIzcpIhGfypUNZKO1QdLy73hmAUlJSe8KrWxdSD0KALo+Wd7nUruX3tcdwvELP+RYmb9/zRMP5XXxUewPTNICAqY2BXoZBu7VsO/3E+Rg45rKthHNOqS3OQcnXqXo3BjIG/VoCp0OcULtoRs3/QBb+TgF6bbiEH0ZTSlYka8k8ew9PhK/CU+21MqRl1B6rXusvY5sIVf3bruNqah9XN5toG6uaGjBKvJu3LsDbdd10sdIOVwQgnaBWBarHNLqAEZ80DLIpXa0GfeYYjcZfpETkg4FSmrJsuGLqTnttT6ZovUsfmXsyoV7zM40RhkXt87f43dwAzhonaNOv26j0remiqaZvuTeZRGQgo/yAAw4oPJxuXAjAVxPCWAkB/owSv23v96dwHjY3llKQbQGh2Dz72q2ymycqblHVrzeyAmzWImNEISmhMEgdw6DE46KIBoMRdELDiusnKmxYirW1mALj+UbtUHTbCxQBDnQN0qe9XS8CqGX/kPkY9q7nZbJzNN3PlTEflOdqQzIKUi6mWixzoF2pyAsA3EvxE1Ipqp9vNB1zNBUypimKbfM/Y5+XmwGv/kZB7qCb3fXrkjcf18p8naO5Gqu28W+t0RkTvYesPeuXJ3C87okr6zqiA0RLUOrpEhXuJ5t6kXEHUoDPuXBcjbdJ7kzQsKh9/ha/a0iCl61nTt999tlnQp2gZpo0btC4xuaGsMFd73rXsl9SXfxuXFKvFZK2BQ8rj2gT/O254fJsIswgGbR4f6XePFHIXesv1p58suxCrsB9unqHmwz9lzGtXZEJSmljvMiKfHixBiW97FeGdLK2EdIl3DEyg8RrvDSSemM6SrouTqo9i/OFpsOgnetwfryGtYdeqp78WvMg3zqRkjZlbw7hzol0rZhNmk6nw2TIeKadKaWTdtUotVkK/Bh/dVOOqV5zvq2V+TpHMzlW5vqsc84b6LqD7o/SJilbXnSMdTpo6sPKto6SsmUNZePSqez/kfEHhjIHXVHJQfZYms9rlIOJ06NORUpR+5AG3/l9plO6ZO6IPtino02iB13drMY7ZrpJqla/dK23vOUty+2dgmDhXh0CyazxiPHDeG+TSMdKu3liyCLU9pfyFyqS/z6dBbgGCZDWJlIOnoGUtyYyo62tonqpHoOkcglrMaBqz9RcK4UuGkSRptBZAXRXlOT7P/hBc8xRRxZga/woHKlHFEE7D7+XAO/K258NYnhKt5jKHE3HRnVTeX6/4fFIREonkuRRWyO+V9jZNfbmKPuPzNd2v9MxR1MlXlxz1Guswvfx0ugCo6UpY2b3x4/ufouuuvrqZq011hv3epMFuDfGOZrKWKUdcHbubpO5XtzDSOi67nipZP3WuSL5idTarYzriFNLKmSeUarFIFGOfnVd48ndyDh6TFegfvM9EZqtNZqN6urr3hgaj8x2Spci7n46UDe9IU2c6g5abVopN09sE6EawTrd5EFZXtn3hAEiFYMlxlrUjYhlOAj4BOC9QrE050sa10Ryqj2HBWncKRR1B+uuv2Gz5JrR2psjfndEc+nFFxVL3zhll2tjyXisBWivazieEZjjZzo3N/OgGDX8NJE5mu4NzyjOPH9tCNZCkhcwY+4eFy/dGMy98A74zLvQqaiIVz0PXQJXTra55W3Mc8+X2qmpztF0U9dYhfC87423NQL8CG0b93vtet+xeRNJWbjayIQ2+psv8zHf5mgqY5Xfmif1HN7JrjaZU5sndq27LjL/Uv2c0x4l7TVXr/M2sMyazXVWxXXEEEpUxLVrud8eq9yjY+z1Yt1JNWmPWz3nXTKyXrfm2eeZ76msrelcq5mH+pz5vwY/vM0hNbSyNnrNHeOtPu90dqSqx7fmobnsejWR5zVuUiVhmBD+YqQ8/OEPH+h6K+u+QvORdp7jzRNN5rymI488cmSjjTYa+eY3vzn22Q033FDev/Wtb41sscUWI7/+9a8nde4zzzwTJw9f82wMzMtwjuZ+HoZzNPfjPJyjuR/H4RzN/TgN52jux2FlwQxDmjr94Ac/GNl6661Httpqq5FPfepTy313l7vcZdzjXv/6149su+22I3e84x1H9t577zHMPgit5p9mHpFK/bp3tPC2tCueZcUzCuzr74R81YrUOywPSjoYKNbhrZpJz2fC8nWofi5oPtxHv3vAirxzdYer2ZqjQe5vtmk+3oviOvMwHXM0n55vVbqf+bCO5uvYzpf7mG9zNF/GZT7d73hz5Lv5MGbzZe7m4j665mhIKzdNS/rWdJGNF+0CKXRHKMstxuTPe97zSlhIyFQeakJ6vpNXPpHNbmrCxNNVkD/XaW4r2330ugdhwLmco/k0RvPxXsxP+16mOkfz6flWlfuZL+tovo7tfLiP+ThH82Fc5tP99pujGI7zZcxurPfRnqMhrdw0b0xLXXQUFergZfdmHlkF7Uh05A1veEMprNMK+B3veEcpgH/5y19eOja0i86GNKQhDWlIQxrSkIY0pCGtPDQvIiWKUHXdsMHN/vvvXz7Tocj+Gumqpa2YgkObyNgAx/faD9tQZrL942czfat+nyuaD/fR7x7mQ0rDfBij+XwvioX9f7rSt+r3uaZV5X7mwzqar2M7X+5jvs3RfBmX+XS/g6RvzfQ9rExzNxf3Md/W0ZCmIcVuZB7QZz7zmZHdd9995L///e/YZ/vss08pnrnXve41cve7333k0EMPHfvuiiuuGLn44otHLr300ildd1joPv+L1oZzNPfzMZyjuR/v4RzN/XgO52jux2s4R3M/HvPxNcQMzUo1R/1oXkRKnv/85zd3v/vdm4022qj8bbMb0ZB3vetdzdZbb9184xvfKHuS/PnPfy7W1nRtjMSSRnNdIDYd7fekti1YtGbzvE/9vnz29Zc9qFmrapOZNo96SKvd2WmnncY2zurXBtWxp556aolGafOmjSNPSFprbrrppqUd5HgthidSKJd5WRnmSDvGp37wl+X/33j5bmNjfvzxx5fWePhXHZSo37bbbltSE83Vt771rWbx4sVlcyE7nk60rWXamEp37OqP/4Mf/KA59thjyzzvvvvu0/a8szVH7TEwZl6HHXZYc8IJJ5Rd28O/4e2MRRf/feYznym8a8Mz43H2eRc0b/nxmeW71z5o42bnnUY3PWv/Vnpo+N/8heazB25lXEcT5Q3r7mkHHFb+fvMjb9WcfebpA81RWp2TZdrK66Xvd6L04bFsfNqWl3O1jqbS5pacSCtzWQba+Lq25603+nMMXtfeU6tb40iv+I22n/a7st4mw/e9ZOR8p7lcR/Wc13xZ78GCh//2t781d9juTs2Hjhzdr+PDz7xLc6vNNllODxxzzDFlru2VVVNqcWWnnH766c1tbnOb5o1vfGMzFzRZHl8VZd01K+l6mcgc9aN587Q2kkO6bJ1zzjlFGaTTlt2Z9QG3USJhOl003wrVJkv6QQO3S0ZWaxauNSq0PE/NzAAbJfO///u/Kxh1/YwS4M8rCg7QdTyBBnRjNtevx2+qgK3+/XyfozUWL+kcc8rdGEbJ25DMXjtSDs2VHd0JTe/t57KXRnu34/aYOk+/jR2f+cxnllfXb6eDZnqO2kqKYWfcACNOjJrC2152ojZmxrvdU13d2vbbb1/OtcaiRWPzdtZ//tM8+EEPWOG5kI0vuzaOms9Gycq4jibKG/W6u8dOOzVr3fteKxzXS65Zk/iEgarbow6OxiQ8Zm3ZewMQjLy0Hq3XLt6a6Tmq10K9E/og9+GeyR0yGi8zMKQ++/wBDxjl+awhoKGWJ8ZDXecTn/jEnnJoKjJyZaG5WEf1nNd8WV/TbuecgiOrL2wWrnVG+czf66+/3gp6oGveYpSY82LoX3NNeU0nf8/W/jKrkqxbYyVfL71o0Pmck6c9+eSTi4HB+GB4sOIpASRa8ta3vrVsrhSyo64dIu3QPKQViVAByNZcY9mYTXWnW16z7GS83Xbblc94FNX1+Jyg3HLLLcsmjvN11/G5pG222aZ4WL3zUvJWMbh5ICmTBz3oQT13Ph5kR/fJ7DK/KvB4V5Q0vF2PW1ux2nDVC5Xjlpw/9l0ta4a08pJoZGRWP11hPYr00jUcLokY1DyGn2peE0noxVuzSf14vIvIj8gRYwLcGqfI9H76wd92fra5qN+2fzOkuZV9mdv1NrRz9qhRss7aa0/4/P/v//2/cm5dxeaKvwddu3NNjCfOCtRLf69K1x6Zg2vOulHCU2O7+Tvd6U7FS/XhD3+4edzjHlesecXs5aYWLn9bX/nKV4pVLxVmSCtSlKiw33QRAYEZvUcZUeaU833ve9+xlKGVwWM8V5G/RP9C+JohLlVxUCAxpMGN6kHHzffrbSBV9PTy95prrDkc5lWAyCrgzXs/YGP+6ZyJ8Bh5Nx/W5ERlQx1tRWTPePKn1iuXXHJJ2Y1bM5qhUTI31IsvM7dT1fv0lIyHpPnN57U71wQTibAi6cDTVUowX6991Rxcc1aNkquvvrpshPiMZzyj+eAHP1jCkT/96U/L/9/znveU0KFwcYwSefnqST796U+XreqFJlcVGiRc+aUvfamMgbD7k5/85LHPJ7JJ0B//+McS9aBQeimj9r3wWkhvQNJdeim42QzPzjQNen/t4wbde1SUSW2Cufj5z39eUkae8pSndB5bj7P5O/HEE0vERV77ePdn7to1EPNpnKdCxpo8OOqoo8r4PfWpT13u2bQRV3NCfjzsYQ8bWLnd9na3Xe4aQ5rfa9Ca+MvfTxRXX+5zXlZReO/t89WR37rupNc1+q3J+ry9ZMTXvva1kvOvzb16yKmswfq3vNi9PNmD8u4gci0kGm7cyJWf/OQnpbbE89Tj2bXO6vO1/y9qHJ2U1OAhTY6+/vWvN0f8/uim2eShnd8bZwaleWwblTUfhL+7eEPK9ngYYqpUr93cw3zHDENaBfYpkdsqn1eqFoME2QhRupbcOcbHH/7wh/I5YPWd73yn1Jb89re/LXn5Nzb63e9+V1qwZkwmQhdceGGxcgkTHgjvgxJlowCU92ToHZscGXuep4Q+ASGRQMDZnALWgxCDhIcCKBiErBvz7X1VJOPWa/yMlYJNShgPt8lc8DJnTkLbtUDqkOY3mef2HCLg+DGPecwYSK7nO57Y2VoXDBJ86n1lJvJfeo91JWqS51FgLerrfaJEF5FpE9FJQ+qm3//+981ll13ac3jIwvD/ZGk25kvmjHpB7+PJ6yGt2jRrRon0K7mwiuyANSQsjHg9X/WqVxXA9v3vf798psvWC17wghJJ2WGHHZobI8mBt1upSAmlQAB5H4SuX7KkKGFKRcgtxoVFDuB67yJeSN/LI+ZdcQ7Hep8K3ZgEDE8gT6koV/28+FvDBpEuPB/qNyeMGeFTQGu8uUMiJOZ7snv3zHcybtaEd+N5xBFHNKeddloZZ84O8gXfxltek+OAKO81XXX11QPx5nHHHVc8k96HNLPEOytt11rqWhOi7m1qrw8ySwctjSM23HDD4gibjnUxiCwTIcGn3qeDPIvnmIwcng7ZK0JiDPM86rD++9//9q3Hynr56U8PXe5zuohMGzq8pk7mZf31l+1ofmVrjqPD8Q7dPhkemOh8uQ795x0Nore6KOt3qthjSCsXzVr6FiAmL/KRj3xk84pXvKJ4jR/60IcWY8V36hRe8pKXNK95zWvKTu1C1FrU3ZhJ55d0UGKQSG+zKdAginXBwoUFnAq3EiZpGzxeETVviBCpdrUUv7Q5c8Hrd9555xVAMJkQbi1g5nOBdp3u1k6XQgCtzjWiSLe97bK0n5oIYPVSjt11113LZ8YeIHbO3XbbbTmwYi6Md9ec1DngzjteAbz5Se3PXOYITzeltelDHvKQkraFeG3xqOgrXudl03I5Y2PM68Jlf3OEtBWzYxauNjLGm+05Bq4ShTGe/j9TaQxDWt47i+fbKT7G/rIrr25+/tvlN2lry7YUCPMSX3TRRculNHIYpBFF3Rq3i2/q8wdYKZLv1XgBSXHymi6q5We/vO66O1fWAcM9z2r9dBGel7Kr2Jm8bz9/+3kY/77v193IOnGeE//176ZZsGy9kIFdsnVI/alrbp/2tKc1j3vCk5rd3/Oz8vfRRx/dXHzh+YXP8TU9xngU1SInNVmZqP5tY4jxfh9Zqf00J5zfjKe3Jtrc5MZOf/rTn0rTihC9ZG5XBZpRo4SQA8T0KSaEKIUXv/jFxftlB3c5qgFtSIctIKBd6L6qUjpOMDYsWoKEAk57U4sR41ngDALkWLUmPOf98nG/+c1vNiNLFhcAjFmj0OpCyS4hR/gQXv4m4DA7L4sXoE3gOB+Bg3TfAgz7gfSVScDUoeouxQmsmgPvvZ7X3GiXTLl//vOfL7myigmB5qQdmVefGX9KAx94Z3xKVST4/a3bWa4zaJEr8I5fpD6aH8ppkNztmu9map7GuwZ5YbzSbS/5zDyyvHXAJJmBBwEoMsYYORcjRfSEYYKPAS3PD5AZSzxsbNog9C/2Pbn73cbux9zi6cyxNEpKnQOFo6RdkzCk6SfzF+dAF9WREp74O9z+diusD/yQqBbdo/sd/iDfdH/EZ1KKOcHwB4cEAGZdth0ogBXZJ9riNzF6elEvw2ayNKj89PzG7Ve/+lXpbGkN0R9+2y/Krl226LgxEoX0/+xHlWtbO6PpQpeVtWdN9qvz9L36udUXrdk0t757Z41CP7lUy4I6refGQF26uTa68/eyph2jdNaZZzbNDUsKr5JzP/7xj5tf/vKXRY+TXfiefIxTBZ/SE/SV+lG83yWba6OYHO3nmCMf4QORa8f5u0tvffvb3y78JNrzpCc9acodQ29MdJ+lnSRDxsmaWhUMkxlD/4Qcr4xBohgwO2FnU8TPfe5zRamIlHziE58o3bgw+KGHHlqiJhMp5J5vlN7f6GMf+1jxUgG30tO68j2NAyON4CVIHGvhE/wWskVvYQNkhDyg5Tc5NoIFkC7Cfymd/Z//NEsWX1OOi5eDoAHS1IsggoPQt0GW73jSCKvnPOc5RUj5jciM+QCw3ZNjKKcIRtclfIDD8YyStqBrF7LNZZg2BXQEaDY67Cq0w6fGjVFh3FdfuMbYd78/6qjmtlvccsyDyHjB+xSJ9SBKSHAw7pyD8cFIef/731/qpoyx8QUezBEwbfzVXe21117L3WfGvvb6p2Wf+47iAKDwzaBGSRuMTXdhYdc1Pv7xj48VBQOPxkeXPkqMR8jfeM844l9j57e+Nx/hf2Pl2f3Gsxtzz+876aA+k9YFgNZza94e+fBlhaLOGaWL0n3E3PBMTqUxQi/QOizgXJ5qbzpw2i6qXnztYiM+ylNXjQJua5ZnFllnUoHNvzQqBgdZB5hZhyK/ALi1cfjhh5e58DdHWeY9ho/5Ycw4l4imc6TYvNf8Tmdk2DVqgNavoN2aSLMHz2u88K0NR71nvxXyi26OTPb3okWLyjv5Tm+JhkRXeBb1OHGekE33v//9yxi5n9qLbqxcm2FT9oJZphIL+a3fZVPK0Ic+9KEyF5wODMW6A+R8N0qmu0GGOcCjxjoywtwm+u2dXFRvel3Jgh/FTHe+8/bNGaf9u+ifbBB6+eWXl/mjn0WKjTs9D6vAKPQ/He5vc55NfWMQZW6R85K/tdOmTc5tHSby1qtBTl0faC+cNg1lYm/67Gc/O9bdk6zTPApPDI2SHoTRpB1Js3jLW95SQMEXvvCF4r23ESJr/cADDyxAnfAhuAh5Qo9nRe7qqkAEOzAlBarLKKFkCVzGGgAbD2w26wLAAtQJArU1DAyGBmHgmHixCJtrr1sGUG97u9s11151RTlnrdBSx4MIDoJLASMFQtCYO/cDMJdd4hcsKF531wKOMT3mp8ARBU5wEmIxVCbraZ8P9Sb1ZpFdisa4e7YAjrPOOWXsO89/3tlnlbEMGLI5YpQAZeJvcwnY7L333qW5Q+YkESmK2RowZ+aP4gGk8JO0EUTIZ9dp8+f4jJ9jXCfnHLQL1WxEs7qugQcpTu+8u4x0fzPa8Rv+w/fGj6IrG4UuHX+gMkYJJfbFL36xjFOIQY1HgRpzYKx5f8/gUcw9tUBjFC2li3jyyKeuOpW2gTHo2K0s6YzzgbrahZaOaSeMev7XXWfdFcAR5w0vvrVo80td2xi1DBxr6VGPelThI8eReci7tvP0kN+SfcC839lYkLzM+h+PZjMyXPMfuUB+c6wwxBEZwunFUBFpJH/ws/WU++M9F3H0me+943+GCvI3hwF5YkzINuvS2gpoxc9kHaOI7jJ+ahquvva65rSqa637ocPaEUdyzxz85je/Kbgg+rHXuluVyXhLOSTXIyN8lnRcc2Oe8PfGm2xmH/Py+d3udtfmHne/a8lygCnMAWODPE0tb516ymnmGPOaLRfo8zrqmLRX6wAxNBieMd67yDrp56RE+DSdFGuq02fnW22ksZLlk//P9rV32223EvkiB9sR/1XleWckUkKwALhCcoSX18te9rLiqXnjG99YPv/Wt77VvO997yv94nk4Wec8peMx8spEPD6JlHQRoJX0BNYu7xJFieGMQ63UAKnag0hgBNQQNhbyZrdaFrrb4/nPb9ZZa5kXv4soWWMOfAN1iPASzk2UizKj4CgnoJFSp3AYSAQkIOjafkdQUYQTVcZRqisL1YDj+JIeMqooFi5Y2Fxx5eXlczytQYFxNE8AgfHJjrmiI9/97nfL73S3ee1rXzu2qejPfvazYmh4+a022cA4Q0cEi5KJkjJ2UVTxuLs3/BMAN6jHaTbC5V3XcJ/WSby6DN6koD34wQ9e7njPix/Jlwhl31PggE5tkCBjxYvudcghhxQjBeC5z/0eOHbMNtuMphfUqTZ1ChfwBBx0pZX6HSDme97GXnzfjoysLOmMs0VAUTtdJRRwyovrmGKsb7PN2D4zD3/4w5o1Fi6LrltnjuPlN+7Wl5ffkVuRXdYU/sBn1ilgns1gk68dIEa+AXP95ovcBPI4dGQBzNRaatc8tQ1cz8aLypBCNa+RPxxl0hEZIeHFetyBXevPWDD6rUe6wHl5tDkOyCpkThIh8e7e6HLzJR1Ia+4tb3+H5rdLax767ZWirjSREkQezOc9KyZK5FadmtqPzFfSurt4LnqEsbDOOt3fizbTQdaWOTWP0n7wDbyBxyNDjT1ZS+bhG3MZfjC34Qefc6hNR70vXuqKkNSyd74ZJdaDtLO5uvZ73vOesnbMxar6vDNilGBqoUUglpcRiYZo14jZGCNSNl70ohdNW3eS+UDJWY9HQ/2M1yDpaG1vYA3e2ukkbUUDFAFkP/3ZL5rmZrv1LBJ2TxS1ZgK87wTWu9/97gIEo8wpVnNFYVNEXpSEPGweFOcyt3/+858LaBZVyF4mhBzgNlGgFaW6slA9NxuI6o1u6dLstNPdmysuu6TkcxsHSoBXyTgZe4YKZSFF5Ac/+EH5jQ5D8UQQNvajMRa8IUKyeIp3E6iKgUEgUTiJKDJYKRApKoxG/DPfC0nrnOkHPOABxVuWTj4MW8oWv2en9hxrffgO+MHLWWuOxc/ZDyYk3cpY8MgZR0Ydg3BktQVNs/79yjGXXnZpAZ2oveasLR0AjSnjsE3WFQ+SOeYV7kVt4DjMl16RH3oVwwacxhEjLasUTy8c5fHjj/9Tc/qpJ5d1YL2lbotzjJ7hdGHsSxuOcZLomnWKZ0RGwn/S/qRT+p3UYudN3VIvee+eGSQAv3XIKJkpatc8jWfg1rzGICOHRFMZ8uRQZAY577zkFuBsTZBXIpf2EjM/PieXeGzrlK1ECTkgjZU1an1ar4ySkLna5Z7dsmmfffYpr1C97udil/FByRiac7owcrqfjldTg3qlNRlT8h2Zj8wdvULvMp7Jfvqaw+RO29+l+dRflhl9yFyZA/KO4UimmncRFOuCoW+ezaWGOnFs0f11DQtDyt/egxke//jHNzNJXXhnSDcempHiDYuIMAdwCfgQMAWAUQI8IqsapYtSwqTjHctbkZQnQoJQpxgpT8aCVDYCiuLhyaijSMkx9Z5walKq0NFVK02CjEDxjvyfcGzvf8IAoZwoa95DYXhALuCQEqOoRFiAQn9TWBQGYJYc7IkaJY4HDuZjGgs+/ehHP9qTX6WGhChhACY1I7rMGVNeWJ1rDjrooAJ27L9DYVgLMUj8pl4nUkyAZ/TVr361KBKgAcBm/BHazmcOw28T3dNkLgnf4y287tnwfdJNjFnN7wGseByYShjZ88Zji3cUpFPWjOz81rxxDEjfcfx+++03lr8esn7iEU/r1Kw5fG6tpI6lJt8BotaxNRG+B/IC9to8PoyMdBNZFk+seWy3ba7H0BrCO6GT/nnS2ByRWUCfuiLtaBkJGXNOMGvGd1JqEwmW6ih1xbpKtNKciq4BkklrMZ8MkZqH8U3WH6+znPuZ7sxGHjMWyNtEjqILEHnMyOoC8vha58t0YTIW5Dg+5njyPNYi+Z+6Rt+ZD+NBhxxwwAHNhz/84bIe64J/x/qte2OkO97fR/7+92PXP+Qnhyw3t/3aFbcLu+crkcFkWFf76pqi48mofs9Ffotk4TWyCTk2eIojy9jKsjCHp59xRuc8wwPhCRESn3EYOxf9Y27cR+qAGPOZG/PBIeO5rCvrBT8wllybXK3n0T1ZX3TVVNtSR/bOtyjJkFbiSAnlooZCOPAd73hHs//++4/lhVoACuT0sR6kvdxcF6sjef881wwtbYtD7bSY5GHyOowXHaHIotD8Lqlc0k8oQuCS1yKdmMZbxMLkz9tjz2b724+C3D8cdVRzu1vfqigaL/cKlFFAFJZ8/V4hZGlCBBShQHnxfPkdhUuo8gJGQDlGfRDFBQxSSIN2nAEkPvnJTxYvE295vWv9dFHqQsbzunXVj/jMmDE0vRPsxnG5HO6OlrsMBsWD8b7zUHlRKiFj+d73vrcIfEBZl5TXv/715f+pMVGXBSApVpQDbz0xTDQiSOtmiideLuNPoZnXmjcHLcqe7sLCXNcc42v3/sIXvrB8Zh7wJQPDGgCUelEKPBHDxXPyAJpP17DWKErgABhC5I0xNxe8g7yLiFzyu8987gtj57/J0nQ7IE90F+D1e3xurgEBv6eks+MwcOzc+MAzuI88bwp0gdiuLk0zNc6h+Q7iusiaNFYMEvOQxhm1N96L4SB15JLLrmyyZZxUrmOPPqoALvUOoinmJsa5VGEFvdL33vzmNxegx3ucvGxyjCy2vmNISlcl9xgkeAtP4K3i+d9yy1IbWct7ZH16DTJH/Qqja17qIuOjlgBoZYQhcoAX+7nPfe7YWCUluG4QkLEEjEW+OVLoGsaZ/5Pz/m9MYqSYB7KMXo9eA0hFJOu6EGuUzjImxs584H3tm0Px2HO4WWvWMk99V23VoN0G55qMOxkznjFaR/zq56rrPBHdSj9wwNSOGbxo3GNw0NN472vf/Jb+cuW4M844s9l6q9GOgdYCPt9jjz1KOp/z0TccZwxb18FLDAp85PwiYI5JqqtjZUKYJ/KPAY83fMc5ACc4hv53T+S8lPx2jd2qUkPn/tP4xLqZaSfTmWee1Vx+6X/L/81Vum517dO0KjzvjBklQD3m5S3E5P5mRctFRQAexbCytP610Cgki7A2SroU6yBh5tRPEPphMMqWgIkipBwIgjBB3UeeUAJUeWYSMnaPtRfvc5//fHOX7e9UlCsBJ99dDQNPl3vUzalr4ytKw3kBJx5HApMgpajS6z6GlNoggJ330TP5nnHRJXi69vegIAFJzO7+Z8Io6fK6TSQVQIE0oFJ3f6kF7H/OPXW5Tfj22vOlY94i4EW0wxwANcae8OaVEgl7+9vfXgqzYwT7GzFOkDkApowRXmHUABLPfvazC5gCEhiyUW6iKL26bNUpfLOt5LN+vNdGCdkAONXAplbYpZHAWWctVwMVmWEMyRHP63jnznPxslGMDBAePg02YpQY03e9613NZVdc1SSeyajWEphB/ZnPfKYYPP6v/i0kdYKH2Byp/0F4OR2c6jFNDQTgV2/+Ncg+E9NBg0Rq5yulzbN3RoU14/9p2GHeje9NN96k+f5ScXfNtdc2D3rQg8r6Nm+8u0AvYI8PpBBLW2LYA2p4kaIFvhKhNFfWhjVrPYqA+h2HidQlcjme3oAz99S1ltqyeqrUPh/eYggDh3gQMHR/gCijpJ0ulE3scq/4MC3mOag4BAJwUzvF4DDW/u/cUn6BT7KeMZGNKK0LjhPH0e8+I5vIKzITEL7golFHAdp8s82LjrHOgGJg/nnPe14ZW+u51g+90pvmG9mJXGq6eRJBGK89/njPhQfpjKQvOS/jkoPQ70SpUiuCf/9x0r+aZttRo+Tsc84uRknmyHpIlybvjFkGh7nJJqR0jHP5nGwMMVIZ32kV7BUjloxhqJJ91pH70aCA46lrT51hDd3kaMe779hccemyDJhQugyuijQlq4DwJvjrqvxshgjMhlGf//znF4DgM4uVIAPwCcKVgSy0REqmgyxWwp/ytLABs1jAQCZPeJsoJQImHkSGQ0LGjBLewJpOPeWU4mmXuuJ8BJrceAo1+41IESKUak9kWsoJ6wNcQDPlIedfSFnOMMHmPqIMKRmfA8Up9m0X9nbt7+FzPEJp1vvVzARN1OsGEFEGlCsF7jlD7htYYkj++S88q6NtMynXg3/wvcL/xv1Nb3rTmHFGYQdQWzOMSnuYtElUcd999x3resOAojQYgIl6MYyllE2k+0Y7MjcXDR/ac9xV8FqnxDDM8QwjgaGOHxmIr3vd64osIT+Mo3MwvCnIpM99+ctfHjNoAJ+azM/73v/+5tmfGk1f/PEhhzRb3HKzYoQn3RRodU5zlWJopB4uRgkAVqcYxLsdj2i9BtBsFbavzBtmkg3ZvI9sM/bmkZwkb3zOYNh2u22b5vzRWIm53v3RjyqOEwBbu8wU8ur+iIy7dC7RL55688zoAJ7oL4YOmQiA4TWy1bXJAXyGH0WjGTXkIedCvcN5Pdf4leFDttbgtHbMpNVuL6qP9fxpfJEucHhYN0ROCjI0hf1a7HsG+sRxSW+MQybRJ+/kOHkNZOJd45UUYvKNXI5B7XpSTY2RSBXgDNTSKSJJQC2nCdkFvMY5IvL7txP/2az74NHuk0f+/sjmhiXXlrG3RwWdQR45b/2MK6M3vV3r0yZGI73KQcJxknnGj3SoufZ7/Gssk2nCODQfnCv4GsFQZKq52OI2t2sWLvXrkI9//fPxhWccSz798Ic/LMYFecpYN8a+N38i9L3SffGWecn+PRyQ9I/14fe+IyPVmMjoeMpTnlJ+15Z7qI6a9IoCDrIx8Y2Nrr7qquLkhAvrSMmqXG8zaaMEIwNQBBsmBYx5omKQEPTeMXMKwYQIDSZrfKIbkGHkOu0hxs9s0Ate8IJmzz33nLbzxWsAyFv4lJuxAiYYP9J6FNXyxlE0lEXydAkZi57QT6QEAUGnnLYst/R2W27ZnHzSP5r/+7//K9fiseI5M28ptnNOxob7qHOSCcG0wzTugBhvEAVOsfE+EkiAM2VHCfFEpuAR1d3BfN5VvOZzdRchyn6m22UOSoQ7IMR4FgIHQgAeYyZSwWOIFixas9ltv9H//+SQQwqPUgKJCnaRY9SZvOENbyh786Rjj/GxNmKQhCgU6Y6UEhAunZCBIxXFM9We1F55uHiLQeq4ROFmo3jUvXm5V6BxkI3CKG58ZV0ASGmkQKmLXrSbImSDvC5yvtr7F6qjtFcsrZNKgby1km5nY8dccUX5HFh1vYDnftQuZp8toLUyGyUonlbrjkzA07y45JL1DGxvtbXmHKNGSRof8FZbH4lwkX3JyUeAnyYTDBNGpv+HOF84ZESQn/WsZ40BQfIPGODAsQ5F9ziArKGkvCDyEL+KPJDZniGGR/ibgYCfrfPxjJIa4OIbRhRDwHkBlHbalPGShuO+eMnz3Gm3mvWVFDi/4WRKPRRwCXT6W0SQrqgJAGb8eEbANKDac5CJ9Ls1KyNCvVZq7eiQqxcvaQJPge33vmv/0gGPTAj4pBdikKysKT7jFWjHoMVXxs+c0C+IgSaq67npZnwuswEGgLNS+J5mMpxkeI4BTO/vdr+Xlu9fts8+zfXXjdbHIQaPucOXsII1Zb7cI55i2Do3XsY7NSVVklxkRMJ6UvJc0/HBY+GnyMPxmnh0bQw5iFF3Y6XtttuuOCBXpg6ls26UADc8REAaRifcLSQCR6gboCXgKHVCPV2currXDEIWASAWD8+rX/3qSRkkhGYKWqcCgtv1CYk0AJjxKvCq9aJEDwhuQiIbWfF+8EYZOx4NylG+bbx5FEJa7jICCSwKgkKmNA8+5Kdj1yA0XvfqVxUwm4LpNkkT4knkuXFPwCBl7Rp+5z4QZUGQAgOEIS+yNC0eMvMLrLlH49ArXFt7QFPsVnciqqmel6kaKoPmsrYjO+aFYqYAfOd5eerxsBB9ipavuOqa5c7DU2juM3ZtAmp5ds2tSIrx94zukcBnkHR1IhMp0T6RwcqY0VXIGvA5pSGVi0DvZZSkLiN7oQATUzFKBpkjyg9QpPR4qRlr2Q27VkacFhQ2w1ZU1XqIwotnCOAyXsZGmp/zqosyR17WAeM66WmAFl41zhRyWl53ER52XyKh6l/Mc/LiQ3je+c0fUEruTTbdcLxd7aeLpnMdzRZxmnAIWH8UcVrzpi4LSML3z3rW/za3fso7y3df/9rXmgO//tViWOAF8ylNkPPA2tViW3oX4E1mAmlkIgBOt+Cd1MjZO8j60JUICEvXraQJmjfykewjJ6RlMgDSgY2MBCLqjQkT/WOQeJ4atPaaoxrgWtecFoyvNr94PuvaMRxTxo/DgQHkntxvohE1Od4zpIU4WUCu0O2ITFeLILrJIZXd1cmo3XfffUzO+NtvPJ/reQaR3Le97W1lDN3LX/5+4th1T1jabIUMtIYDPmv94BnNGcDOIcEYSovauejCNeg6Gm9vDvItkRKU6BaelUKarlwhujibtRoTPM2YyxjQyRp4fPPbo04xtNnmmzfb3eH2JT2L3DOGcAVelmYXmWpOyTNzZx7wCH5gqDBWzTX5hl/JvOx3xVnjOPI1WIGu8zleGqSetFenvWHXrSFNyigh8AkUwMuCCLiV56irkKgCAyJeRkAkm49NhiwSCoXnmSUvhE+5JDe9HUHpR+985zubt771rZO6j/oaWVQWOi+GZ5cqRXH4jkEheiDXEtiiSAnx7CsRr3Z6fVMqGTupJwQbQ+NLX/pS8dbzzhEeBI1jCQyfU66UJq9LSQ+qPOwbbrBBAViaCpgPysP1nNu7tprAoPCw8RX9iBeGcCSECB4GoHxiALD0nN9yywLwPCfQ4FzulWDN7q2EFkWfzbjMEc9jCn8juNuGTMZ4OkOTtXGU8yd8XIeL6w0RCVXPRsET1hQH5WgsPYPvKWv523fY7k7N6354xpgnXx2P83QVolECQLc1wSuWYnj3xRgB4r26aq0oaXMlOuZerAtpXSKG5g0YEonoVyBrLvBB0u/aSt5v216sXmtrkDlioMXD53rC/MAgcBnecA3pVfjLs1OW1hZFl+ehWK13n/k+kaJ217JQ7XhAnqftxLh2dBvkQsCetYvwN6DKuRBvc8bU3xQ0YAG0tcd60B3duwzlfr8dbzOx9m9nYh1N987WvY5LtMo4kyMp7CXfgFPeY+vg1NPPbLIr05o20Lx8dF6QtSlKQoYB1pwI1odOb4wSzp3UbyFzgf8Y+lIl6AgATgom+cTAIAutaZFt+ge/xMkVYJVIRMBZO3WUTsixAbddc+T3dWqg5zBedTQ7c5xNC8kP42OcfGZNkbmMApG9pEACxOncRR5lDYkueTbPyThhUOBxa865ndM9GD9rJHL9U5/6VJkzv+OcpCuAYOdzPY6Uh1x+ZfPlf409XBk/upxu4UxzTOSN5wOKzZ95Y8hFtnlxDtGH2e28XSM3E7uAd81RuxnBINelp+NkQe476dN0rnPAUsbG3BkH+oHRIFMjBcdpZMEgkB73in1f0zz3M6Odv+gHa8G6gQ98z5Fl/qXakZ30lKgfXkiKLB5Iyj2cIXXM+vMb5BjrwP3GESlVtk7dzwaNMAFjHfZxjWwLUT936hvr8Wunw67KZH7btX/G49ZL0+dvzDRhowTzABWATQjQeelLX1oEiBQT6RLyruUr8prw9vOcTDS6YdIIR+BPYTBBZJf4GvC5n0FTueSit9OFJqO4o2Q+8pGPFKGMGGpCsBYzj4h7tygtVAIHCPMZQZraEIvXZ4yDeIEJIPUCvH686JSwBc6LS+kae+et92KwuY2xX3L9ioreeHmFMk7AHS+76BYhBSCZJ/mslApibLkfXmrg0kt0J0IRQPc7z5Q6EsQgMUfes8hS1O+3dSeYLk8xAEZxTWWOQv280XWdi+hWHdmhHBnWwClQRNmaM4AmkSxj9+SnPr1pth3Npd122+3GVU4MEiTNZFCSPsf4TQSFQZIuKOaLMQtgZL+ZXtEffAtMmTcKqKvov99+EROZI0YUoyl8ZP3iWTznHijH1Lc4j/sDfpyXcDb2eMc4aaeMn6TdWBfjNchwXmvROFkX2cA1aYoxQEIiI9YpIJdNqfzfGqnJGjZ29UaNk6mFmmjR52Q3E5vOdTRbBPAyEERK6ra/eBtPcN6UKMCiZZuHnXXmWc0Zp/27zAkgJ9qMl/BYWnlzmvD8ktmAba0vzANDn1GCN6x1QJ6+SIMLwDldwRyvFgNv4YnxCpfTWWyyc9Tv/O4lmyQm6sywojeAVmCTjEhXPnqGDKcz3bvjpKICmhwxIuQ1MDLmIj90Dv2ThgOcKtZ3akNFQh0nimi9Wv/GzFgeedTRzer3GW0Q87GPfqy58PxzitHC0Wa90TGRN+SSe8y8kc/WXLqicWoYdw47Rs9s1MhN5zrqSifmPEScfkk97ErV8VtyjU5i4KaeqTYMjj3mmOb97313mR9ksz3jycCWMmxdSZtjrJh/c550Xk5U1/B81gf+kd5lTeEd9+y4PL9xYQTRF/Qn5535dO/4BVZxbueJDooeWhkaGMykQWKttNsjp2PeLTYdbY1/Y6UJGSWJSmBklne6MSGCkfHgM14m4F+Nic+A3cmkW5k8ABDoQkCFkCQQDej7O2ksgxgmFsx07ISZQrwYJFJ6eL2NCSOKAQFYMU4sTgAyhcbumVC1gAkBnpFspCdaIR8X6OLho6DlOANztRGCnIOgEUKlAHjTakU9HhkHigTwIugYIjFGkKI1YXrEOKLoGZmUxAc+8IEC4lzbIqKUPE8EDWGXjcTMISXH6wLEA/gUfZ3e0CYKIEpgJqkOF3elkXlGQpzSAEbwunnNruHWA4Nwt/1GjZKaABi/o/TNueflWTJWeBqvGnfj6f/m0/lrBYMIdgY9SotG4Mu4mh8RL2mD+KR9/10eeWOelMMuxTBoQ4Dx5ihF/MCeBgCI48L9uH/rgbfNWFKuFFf2ijB2ns/xaqwQDzB+7WqOAXjx0gIyZEOKQXuRyOCHP/aJ5T5L7n2IIm5TInzWGr5g9MQoGS+aUdNEN06cbFrDbK2j6SSgF18wPGIEWDvkPNmYWodXv+Y1zWhPqVFQVupMlrad5wChM1IzQk7y+Poto9j8SOtjnLhedALdxiMNgPnePFsn1isnmzmTopUUXZ578xIar65rJubIPYUv47m3pvyfzjCGiVZ69/wMNrImaxFZozzqXfrRs9JjZJkXis5FIlfWHOeVsbZO6X0OGLKr1N0tNUqKU/HKy0rWAv1gnukG68i9+F02v+TI4OTzuZfzmkMyk2zlvIu3PWnBM5ES2TVH5Ndk9taiF80LHhE1Ia8YWCjZHzWZR1gHviDr6w6b6Y71qMfQ06NZEnSCmhK8TIY7nlGi1sdnr3zlKwv/mhtYxf2ThxykDB2yX3MiGQLm0ud+h6c4l6wx68YYwy/4Hx+ZB7+PwQX7cFz7PR2WWtiVsVaoJrJGdC//nwzhnauqAnZk/ZiPC9Xm9DBKpuPaE6W5uCamnzCdfPLJIxtvvPHIc5/73JHLL7+8fHbDDTeU9zPOOGNktdVWG/nRj340MlU68cQTR25961uPvOUtbxm57rrrRt72treNLFy4cOQ1r3nNyMte9rKRbbbZZuQ+97nPpM9/6aWXkuLlvabrr79+hVcXPepRjyq/X3fddcv7TW9605HTTjutjEX98vvDDz985JOf/GR5lmOPPXbk29/+9simm25afrf66quPvPa1rx0566yzRs4555zlXn/5y19GHv3oR48sWLBg5Ja3vOXIQx7ykPLsf/vb30auvvrq8rryyitHjjjiiJE3vvmtIw9928HlddkVV5W5ab8cW7/OPvvscu173OMe5Tm8v/71rx85//zzx4654oorRvbbb79yn+7XfR922GEjv/vd78pz/Pa3v13heX3385//fOSggw4q/3/jG9848rznPW9kr732Kn87pj1Ol1xyyQrz0WuOpkK5R3O1ZMmSkfPOO2/kr3/9a3mv7wcPP/jBDy7XX3/99cv8fOxjHyt/57XLfe43NuYXX3pFGa/Pf/7zZa7q4wZ5+c2+++47csIJJ4xcdtllY683v/nNI4sWLVru2H322afcj/9bbxdccMEKY2rePJP39lj3Gpfxjuuaj67P8IS16vPHP/7xI2uuuWb5v+fAY9aD189+9rPCD3jTvV500UWFH9daa61yvN/tvffe5dxt3vX65z//ObLLLrusMJbbbrvtyDOe8YyRpz/96SOPecxjRh7wgAeM7LjjjmPn3eoO247N28a32LSM/T3vec+Rxz3ucWVsTzrppMIbXmSPl7WYtf6IRzyi3H/G+Yc//OHI97///ZHf/OY3nWPai8emOh9dNOgczQT147l6DGrZuv/++5fxfMpTnjJyr3vdq/BzrzVys5vdbOQd73hHWWuZv0svH5V15McBBxwwst56643xGllpLo8++ujCD/kuL/yAH/fcc8+Rz3zmM2UdOde///3vkV133bUcc4tb3KLMr3v9xCc+MfKe97ynvJv/Qw89tPC6V/7fRe35n4is68U7p5xySuE37/+/vfsAk6wo9wZesOSck0QFAZUMEkRQDJgI5oyIgFlA/a7hXsMVRRSvItcABkQRUFQkioqIoGBAwIuSJIPkILCEZVN/z+/MvrM1Z0/39Mx0mtnzf57e2enpPqdOVb051Nx5PC3G6FmPOuqoxve///3hZ33ta19byNP8+fF0n6+irdj3N998c0ETL37xixsbbLDB8HfXXHPNxuabbz4sF4JPnnvuuY0ZM2YUtOe9LbbaZnitzj73V8X71pC8jHUy3uARrvGd73yn8eSTTw6/Zs6c2Xj2s59d/H2JJZZoXHDBBQvsrTvuuKP42Sm0oiO6ibU+44wzirVpF6eeemrjuOOOa5x44omFfFl66aWL69n75L1revbDDjuskPvrrrvuiPVaaaWVGnvuuefw3HlNW3zJ4fmdtsRSxTr/5je/aWy33XbF3/fZZ58R62qOPvjBD45Yy/xlHdZZZ53GpZdeWuwnnyeDPvShDzWOPPLI4ncv8h29edFpynLHvjz55JMbn//85xtnn312QVdlGYX/u+Yvf/nLjq9Rt3ndeHHZZZcV4/Oz6r0nnpw1fz0XX3LE59q93iBhrOsxrkJ31rIwrUL3aLsYHgteGFZyJ/oo80by2OtpzlLnyVcQJqIAwr4KwVj28v07Cd4LXUx4idyvygPDk8OTG6FWvzfLCZR65rO8FzwXuskAz7fULyH1aDuagyUdkSKtfT1zOY+e10oh5hZbbZNe8+Whw7SETW++8frCK6MGxPequvLw4vN0eTXLy+cp4SkUyuVB5K0y70LDPD/lnFERAF5rHs/Im400IT/zAuKq9oHdhpCztAIhbh467aqtWx4hMGe8/XHgIY+f/cirpDZCyoPnPvorX0mfOPeu4XaXn/j4R4e7QXlOdRXA2xVeQR7C6FTG2+jFA8vDy1vpxRulTsm9eLesrxQue1IBL89mHAAnNQNt+OxEPPKdhPxpEVJ5/NGpzB5EI1I+pA/wPuITceaKNKpDDjlkONIhd1yKSHQ44iHNYZ6l5PDEuRZewfvIy1fmPxFF5fE1rltuvjkN+dXT0MnTS8xv19wMvOparqIBXnjRzCh+tq95BptFM3zOGqPLdg8XnYxo1VgiTw3MeRFeYe15cMMTHF0HozhcPr31xQOLU8Nnzq8J8p0Tv398kdonwgb2gNoQe8d4pF3iu2oVeJ29pIehRfzAS+Tb+kpBFqUWgUTjImJSuXh78QU8i1fYuPw/ao/wdOtrD5Xbx7ebFhlzmHvmm323Wbci8iJkBt5iXvAHzyQ9yzyL8EpRVNcho6FMWzk8nxRS8DnfMVfkVcgsNExOuLbMAXNIhprv1dZYK73qS0N8VGR+zsyh6DBaxxNlVsTZTnQKKXZlOjJ+4y1OiL/kkoL3fe973xtOoRQBytOBu91MQpRENFW6GXmYn2PVDPaTKBC5aE7xd+vnmWVTeOaqJifG7zOiIvaVaLHPmQcRwF/88tfDn5Xu+vSnbVT8tBb2aMggn8WPjdn75k3NB++836VN0hfsNTwVL0Uzoi/2l0wQzxnnBeGxUsLC21/mAcYt24BOSLb5nnUkC+0XUbDIqDDWVs2BaoyOcobAZK1RGXdLYOkUGJu8UcSJKTBGKNiERCfylzFmOZbCmhiv++TM3t8Jq8ip7RQwTAYEJYJSSpkKIZsr0YjR2LRQFPbPD66C+KyxU8ziJNs4dRoRSkeT+oHRhPIVkDaAwUfXDD8xCsy+3FISMznzbOkKQ509pBbkrQEpg9KuqgifEcHww7RcH7OsammLIZkXBiBFjsDxOcwsByFuDiNPOfKwvUewC+kSKBQBRhnG5u8Uh4mAACYMMX7pOJSYckqfMVFWIueWUHM4IaaPSVsbxGzeETmGqkbKnDAsMWd7XGoRxWROY9GU5hkle++1VzHnceo9Rq+gttxqMRealB1zyNCkrMehmMbnhVkzShiE1o7yFmvvOxR3RonxmHfrbl9SygKYvr1IGIVxWG473G6h9lhOoo5zECguDAF7jFHAIAwaAHshRxju0a0v6tfy1C1OESmiBKj9xJALBmxe8po3MG8Rgqb0fPrwzw3/7ZOf+lQ69P3vLZ4/in9z5HuI4SflQr2CpgVon7IntRFNUFrLZ1MQvPYZxwNBTjBTQqoERrkOaLKhVWOJPDUw32vmRWpKOHco1OEkqUonouDMyBoVPPNZz0wzn3hsRBqxdFPOMzUoaINxaz9ZCzRCUcMvyJQ4c0EarL9LJ+T8Qt+Ub44INQ0UczzC+pJ1FC/KZRhY9qf7S5PC16L9bvnZRwN+gydyTETKi/kqO5XiDBOwJ2OfSoXkqMPXpWlJobTn8EWfsfe8Au5RNc9l51ecORb1geSBcUrvMA8MFrwqHCTmXLrW5ZfPrw1KjcbwgbQ6dZI3nC3oR/oKZ5d1KefbS/cCDpnoiKbDJD7ipzWPQnD7CN3FM3XL4eU5GFX2WRVfLL9nX6B/inrwQEav70ctib/bX97DV8hLvNw+Iguscw7d4t5x0LvSZ387JGNWnHdeE1kff8eDrUPUM1aBPFALRD9hfOBrjChNDyKtjtwPvc5ejLbSuoDZ73FIYxgtDC7Xxf89kz3MEYAXk3GMEjVckQ45nsYh7TbWmCy45ppr0szZQ2mR7cJamHP0U1WjMtkMkwkd9MFyZ61TuhCZ3+WcYjB5f/iJAJNHmBgRJpNbg2oxMKLc894pMH4oyQiRVwSjiwP18lOaMVCfqWLq4THAuLx4CDAigomXNfJJMQxCOG8jy4DB8MMgIQQJFN/ByCLS4v6UWcLi8MOHag8C7oNR8Cq5XnG4X1ZgjaDl6TIsCWFKt7UzHh7JqsiNOaFEYjbqhyjC5UP8CLzw9EX3DgpbHPYIlDTCzXOU62UmAoLXfSIvuQx7NOZO9IOX0BqZZ4YbZZhBUxScrbFGscfMRc4grQNFqmjfO2ekZ4txbi6tt7kNgwTj8LKX48ReglfEwPUZdtZb3nwIf+DZivoGChIF3H5kRFkfeb+EULR8pBSXPSbuI5qJOaHTQJxA7Gc3wOD2vBQNe4YCpZU1GtDlRcElRhrd+Sh19ijhLTopZzwMLAamaB0ByKj03AwSSo2I1lgYL09lKDkg2sWIjFqhdpRGY9LgwXxyONjX1poimMNziKxQwAh9e8x68Mgz1Bg3zSINkxFRs1SlCOJHIntlxfzQQw8t9q1npvTbF62A77zrnfPz7+fMnl0oiBQ7ipfoGeMTb2SQgFaqZaBjsoNypCGLOgXKE2XLPsULRcc4XwA9o0X72vPlNQX4DTryXdcwDvWCESVs9uxVoLgx0qKzVjjAyt91n+jmRAGk6DMM8Hr7kDPCng5Dm/LHMTFWkEuiGngOnk2eqPERdWEkhKzHh/Cvoq5hzpzCYceZ8pKXvmT4Wl886qiCP6Ihc0eecShwzqCP4LOuzeFCQY4zPPBMSnLsr5DR5aiUfUQe4w/dMkiss/XksIzGLc2cfcETyEUOMLyA45axyHjD5wDPF4HFG/BrfEPEOQxb+5kjWH2I6FdEVRZbbGSuv7+Rt/aLtUJT9qO5xW/pGuQOHkoPwYsZoL5n35NTnD7WBNQKMeLzaJrPoA3PwelKpkatYOzH6DCHtzKMgBFCN4hDc/3Nffy03xnuZYN0kJBH3zrJo3PDYtesQ9vSyywzom6q6t5kH5mPvuMl8hjtwgfxebt2ojtQSG14AjoKg8d6eFerk+Fz4wRR8TxTKhgjQvC8JLHhO4k8BA4YPiaH2SL2YHYW3bhj8fOWqrGQCJ6i5fsEICUKs/a3IhVhxozCmKN4YfwgpYjXznNiHtJ3MGjeJ8odBk6JJaAjZWGZ5ed7eX97wQVp2aWGPMuUQCF31+Px53EnMHj+QhEj4PyNkkoAYDKUZ8yras0p81F4Zxzh4TUWDJGgQijW1bOXD3vEKAlsnpdo7VgVuh4rGBQRKSnDngojyZzGy3sYo7HbT8DosE68js1gPt93yGFp9b0/Wfz+4f/3/9IO225dCBdGAqWFUorJYDjRQhs8t/sxLKwrBYbA8R1zRwHX7YYhKwrH++gz0XmOR8teYFgxIin9/ma/RDg91oSRFsovD5jrmO+8+1g7h1XZ160MSDSQp53YY/ZAjIcBbl7QL2PPTwg6z2leRC4OPcRXKIP2JiMtwCtLqI+nicZQB6+hSOIyyy5bjJNxaE1Hc3JQeETkGCbGxTDHn8w92jBP0U0sDuCLLoGei0C25vY7+sv5TLPOXPZBzGXQ0GRDsygQBTRailPiqqJ4QNjqvsRYKIqn9xgyNH7605+lNVdf8DDCvAi92blBOdA6mmL0ShVi5OBzFG/rhidSxjmIyB7KPj7hWTis0BT64CTyu32JhzC4KNjtHgjn+cmFiMyPplibNzKBYRatZO1v98dnGRL2n3H43Fja89u7DLZIr+LAYqBEVKIM96X0oiFzSSHPG7CI/gDll1JujhlhjI3ouEVekQ086gxBcxHf9awRZSYDc9oJ5GdldcsoaaXjWHv7Gf+2huQfQ9a+CgOF/MeTQ06ZVwZCq3WINDywH81xHCybIxo84ENhjJPl1iXOSIm/A6eR6ypkZ1hYX1EScoJTkzzDf8gaBgrDij5kv4mQcMDZU7JKyBO6j/c52iKLIjIv0IFXPobQl6wpXo+XDvLhid0wmsKwuP/++4tIyad+NeQQvvyyy0c43JrdO84C7AZ6bSR25Eh0iohNhEDGapAgYB4BirIOQgROMbB5J8MHQdr00maENVngGDeBXm7v2S0gGsoIT3XeL57Q4gHxExAYAchY4DmjKPLKYrCUGMYHI4oChIGH94GnIIgVkUdEg8cklBDpXeo4MA3zQzElhBCxdIVTTj55eLxLZZEb3iQCwjy7J4YjlcH88cKE0CEohNLDIxfejDIozwwSYOzkHl6ERdEmnAn5OLDM/HiWmCfPj+l5ZukUnUpVYdhRvBl/hF20LQZzxisEDJGYewJCWpF5MA6GCuOkmUGCSD03L1YcBgbLL7dcweAp3oQQg866Vj2bdSAopJdYH3MWnaaAEmHfSNXyDDxyrhf1VFJMjNecx/eE6hmW9mhE9XiKCe9YU+MJzynDiMBvN9UyctuboeyVsX94fjBL47HW6BYtRPpcjty4oJyCKKS9Jh0hb9HLGGG4xXcm4sUhkBkT1pVy1A7wu0i5MP8ENKMLDVkTc8EYjO6EkWaAFuydWIdyS+FomVneM+iKUmkeJyuaRYHimfCkKvlBwbP20qjIB7Txwhe9aPjvm20+/3TzHPZd7JmqzkZVoGyLdkJ+fhJvtrVDp65F0WSMRvoUb7nvejY83/qRX97Dz3MDaTRBbw/hY9E2top/oG38n6FGNnJ8iDjit/ga5Z1HnazI999Y+SxeSjZwvIlwoI9mBkkATYouiZoY1xe++MXKz+FTcbBvns6JLsgzvA/vinpRdEqujBZNbBWt6xRa6Tn2axjf5spa0VMYJGS1iDej1hhDHtEtmrWTt3bm0/PnKablwxYD+FKcgcbxw+FGzuQGSQ7XRFsMbuDUiwg/J2kYkvY+I5FxQj9hpEt55JQkw6MukryK/9vn9LUYj3nJoyF5vdTCDvxq2223HaHTrrdeZzKOJhMmHCmZCMZyMjwvIy8h5YQiLfrQzKPWDeS9tXPrnvDwAgYChkTRo6ggTqH08KLxlEeaFwXNs1BkCE7KeuTMMyAwIoZa2WPgM6Hc81pg+oSYiMVQLuKCrUzBXFFQKdxR5G0MhEKuaPIUezaKcu7R8BneQ4wxzp/g3Yl2r9HK1RrFWSzCu5HaFS0bI980ziJgPHQjd55SiBl65ZGtSMmwTp49lFB/t+e8F4pulXfVM1CeeEOH5uDV6eF5f5N2MmfWzGLepDAQnAxAc9AsbcM8MzR4VKX2UCYi8sdoYYgTzASFfSUqKbQOrs+jaD6N3+eAoiTKwGNqD7qeXGVpDvYOL30cYjkWj5TvtDoZvUpQ20vGbnwMNRFAxhYPHu9ZVR2RcUf+s71KmOIPDC4vaxjKFjBaPC/Baj0j3aFdrLzSSsWY8CHzyTMegrgV0BMexoCiNHAaWMtoIxvrjz9QSBguUjP831pUeXkD0lrilHs0jq7yqNNkAToRLbKG5bOAYn/4e+z3MtCpmoWIPErNKlKGNtgoHfKj+SeFN1O2KFoiatEuuB3gX5DTrH1qLa2bMVlz6Xf4ZSjU6JzSiebsQbyfDKOwlQ3/VkaJ/P1yC1oKvkgCR4i9j8YZRcaK70bKh3RJymDwdLwhj4x4jnYj0nh9RMqlWEl91Qa21bxRmD2zubdOXup/fv2NSyq/E4p4tBeO9zh34jRz80fxZYQZD+UNbZCPHDHAWIm6U7LQfiundfUK9hpjkZyR3h4RX2tk3+QtoxnADBTPxslUVQPJEckYMC+iKaIQ+KioBsfH0suOrKnl/MQ/RDT8n2FUlYpdBidcnH9VnMH1+tcX78d3PQ9Hn/1jz9PVzDdntMi3993THkAH9ho9IN/LkZIYNbp5rVVEtsZiTEbmQ42pg74ZJWM9GV6+fH4y/GgHqE10bK0Q1n354CaCwrgQHUPEC7PEaAgVzxIFuFFsmHvweFQwdsYG8DITOBQcqU/uy8vM8yHMyTCTKkXJZCDMnD1/3DNnzkrLLbNgnQuB6p4YPmZBqcL0AwRvMEtKpjVA+JSLXJBirJit+gfKNCZGCMgPp3yYH9EGDNfvjE+ewyhCxKwwtLweZSxpOLkQC+SeJmPPU0Xi856Z19N82WsUeQKsimmXOzgZMyMKM3ZNCvC/7rxn2ChxWrG/U7Z5O0T+MHh7l9fSni4/I4VMiDyUTvPHQAnBZb/bOwQWQ5JiwNPGuKXomF/wf1E4HizKBKFBOLiOvUJASPNyf89qH0gdGC3HPZ9TY4lUirEYJeaKMeNevHjo2561L9TwMDRyepbbb2+jDzQTNTKEsXQZL4gDOh0OB/YbQc1AKCuhuSJWnOFwi5THIeNv2+22S2990xsKxcf+J/DjUDioMppjPymadz1joID5P7qNzkz2G3rmcMHr0Jv14D3PDYyyl1TqhznwPGgHnXhFA4lma9RvlMdmHvFF+zGPvMbn8FA8DESV8v3FcSGi5DP2sXVl2OKht9wmQjG0dzlLnrrBgtG+iGK4ZhRnh8c2R7lRB2MC3Cs3cM0zGuPFt3+lTFI0jQ3vw28YxpQ5KZf4BbrjuCmvUStHjM/mnzdXaJ8CinY4mDgaIl0zeFekp4pu4AfuXZxfNS8tGi/03Xb2C2PGPnZNhrZosnWqShGhUPOac7DhSz4TRdrokAGZ0lItT0LP36tSSvFa9xGtYaS6Dz4c37PW5ptSjE8x2Bhw+T26DfRuvq0t2qaoR9cy4+dgMf/5s+IJFHhryKiKyAm68TkOqKgrJbNDXkrdsqfNye57vHD4eg8/8siwwwyviE6QVUZ51TyTXWQWOZJnf4C9jRZFURjIUetorjUdwbfJstATyAN8jP6Ch8fBm5F+51r4IacV3QDdjJaaWl5LtF9jaqEj6VvjQauT4TFDFnl4GOJkeEpkKAP9FMSRylVWwqLgz98xhBCElJy8eCmAgTLE8pOLETaFnkIWyheFxvu8uBQvAtG8YQ4YECVVGLXdThQRAi7PISEXNRUYoDmnJBN0GA0lnVdEJEBUQBQiajIofb4rzUhqltQwzI0BQnhjygR6HPblZ+4ZxbTCIOoErAEvEUaYKz88fvYTBcmYKcTBRCnqlGbCJIr0ApRqc0IQUnLMjfqGb31r6ABNUHxrbqw9AR2HlsWBk3KKKRZlUMgZLOYFs+b9yw/JkhrCUKEgMQL9ncKKkcd6gegDIyU8t+5FqaVEoSWKDKPXnoloX1mgdrqYLYotORT839xR0qUVUCQ8NwMuapvswah/iVS1VmCsW1u8Az3iKRRCjg6C3u8MP4YahY7Chr8wEgOPTp9e0BCFwDUIyjhleTRYa0auvGv0Z++7t/3tWubVfFN80bHnpwyYk1ZFnQxlz9SsiBbQlfuWi+UHAVG0SmnGZxh49lc57UY9SRgPueJEQRMBtrYMCcodIyHqow459NDhz6JX0YmJ1KTZK0E7QaNVtRcUbutIeYrujJxPDACKYhgb+KT9UJXzD2NNLWL0RIdCc2IuRfPiQGH8kwzA38wdD710XUZ/dGyKGq7RQP6I7nGAUa5FJ1rJW/MV0VvfJZ/wcjSkQDpSfKsQ163qUJiDYc7hY40psfZTLlPJXvwRn0E3Ioy9RtREeKFz9EkhZ3hwJFYdPmfM0RGz3B3LHIZBIioXRhZEKha+VuWgGy84ZuK60X0tZJFnwo/wPHLd7/Yb+SVaTXezN/NW9PYlw8SziRD7O74YztZIQSRXx5OamneZrDE10BejJJRnVj/FihIQiJaOLG4EaePGyfBe4ylqnQgIVsSSK3DRSQXhxTkF0rXUWgCiwyiMnac0wtBlKNqnxDO2fFZqjWI2oPQGw87zbaUF8VpRNM2L62OCBEfkuI8G8+3zhHDeUYMw8yyYJ6anmDcgZYABJbLAm4LB+GluzANvfnh5eIGlQhHgYQwwoigOPssjGmlelFEvgqZTCnG5q1SEjCmomB8BaAxylo0/FHvKDkFCYaVM8MhJVWMM2o+8gTxdBLb3KZrLZe2o1157reH/R80NpTE8Tvm9ysDgI5JCCFAwclCChP4Zwxg5Q9d6RaoJ44MhxXCUiuReBIz1DUWF4KZAUJ4IhTxK0smuTznNVHUdksZEUBmn/WA/2lvA0LNnGFDleosq5Kk/DD88BS1JkxINs1aMOF52ShIPIAV0sSz1c5NNnl4IYPuQ4QiKQuOMmnYNE4oD3uZ+1p2i5lkYu+7Jo4g27C2Kdqv5poTid1Iq0EY0s8hhvHhDeEYHBejOPhclpjiiI/yEsmq8uUIe3alCuQ7gg4wV+0BKZSjUDAJRgyczvnXG6acX0V/34Y0eSzc/64XWKFTuyWERhmIzwwGNoW8OCPTFqWSd8IhQxniVKaJ+dgIcDhwToi54QCjd9p5UJvwYXwgnX6SLcYww2oCTDM2NpsSK/uGT1oRsahUdDW81fsKpggbNpZRkY/TdO+c556oQkSjfV6vQCmQK3oU/knvRoTDvREYu4t/4e1ludxv2C/0ljiiIiBvZ2cqoizTp3OuPT4sKAR4WxkIg2u9ybOad5c4848zCwcIY9X65E+NowD/JRffHL+McLZBCZm3jBHqpkbIBolse2sGL8HZpfuF0wY/RfUS2g4YYluQCQ9tea+WAaYaQrTWmDvpilASBEiIUEjmTkatOSBBAlGaMNpQzykJVznG3EYeeGWdenIXhURQoFt6Pg7h8jmASzmSceI9REspjDs9IYFD0pSkgesBMcmGWe0gwIy/565g+RRYz5q24+OKRPcyrgMFINcE0GB2YDM8uxhGtlxmKGA5PZYDRobAYo8L0vMyLsYiAUBQwSMBkfJbXigJWnJkyZ86IjlgYNmPF8/tJ0I6nMFEKICHkZyDvKgXWI9KDeD/Doxb1DOHByj21EfmRj259XIuCZH4oL5RJzxYF2WWEEKF0Rd6r+a06/yX2PUXH+hhXWQgBJd38exaeJ3QTZ+MwAAl1Sog1pfQyOn3HNSkukXpBMPh/bihEi9NOFIdWFS/m7R693Mt8RDcxypY5jeioVLMqz2IZEZlinDDMGObWLFKjCD5rhlbMvbREBsePTplvcD/44JCXllCkADD8GSnGEDQ5Gowh5tf+MsfoSyTAteydUFji3J5W881AZtzYa/YyQR9tZwPWtqolar8Rigfl0TrgZeYneCV6lPqBbqNGgYMmV9zCAxoHHwbwyXIdlPQ7Sqq9JEJACawy4sqwH0V6ORjCOcOIFMUC+6kZIkUn+EbZEIpoejstgNuFvWLN7Ysw2DlY8G73iogTcKBEJF8kEt/DY8gcaTJVEdt4/qBBPLyd1v4hF/EctGZsojSU1dHaOzMeok25aFikYjb7bEQVyoaVMZDJvO4RBTYv3TJKzFPZ6IksAC+8JFIFzUGrKF7s1Vy/ESXBN7xXpXgzOq2je954ww3D74vc+y45QK7mNRfog1EfPLcKeK51BwYs/SscRvQEfFb0kxMmGkIE3YbTi6yJow/sBfqJKBe+GJ0N7U3riXf5O14wGboK4mMaL3j12kG+aB/u3Y979rXQvVcnw48GjKVcWBhAWBg/wRjFWaF0YfLGR3HhBaUACan7DKbEKysSgnlRcCgoecpXRBbiVGrEzitYVlwxJoQrDK8Tis5DwQjME6OFp/CzR3xh+Dt/ufQvaY/d5xszAUwbE+TB4p3gwSUMXDfaIGOivOs+S9FibFCKRGRCKSIgKRK8VRQ5QtCm5S2WEkUJs6bmCfNhvORdJXgWMS+MjOFmD7SbXpCDokaxMf88PGouMGxGRHgLI5zMUyslyLPbW7xJEHssUi2MCQOm4FhDER5zFYoHBYBHjrEybQlexAVTcCjZGHqkJYhuSRuqOs8GGEA8ZeaQMDAm82Mf5fUW9hePIcOD4io9gvJEwSdQ8qYF0ZeeR50XyzoTGp4lj77FHHWyW435z2uVIhITSqkxE0RoyB6ixBif/Wi/m6924B5ojEEnLUxaHi+tl7lAk+ah3LRg5hzR2qG5skbGRCiaf4YfuhL5pLTyPks/HC1lNBQA+z32lDEwRBSoUsTRj58RYWxWXxA55Zw1FHG0yEljnaMOTapY+QydQUAoHnk6E5pipDBY8DjGeqSH2AdeeSobQwZPtjboL2gTjZMTXz92fsqaqPKG6z2liEihHXTOsUPBzaMvOShu+Bd6QF/oDL3hRaEc+r0VwmHGMM6Ll8uNUTqFPC0maqwomAwq6b7hrLDXRVKj5tH8mG9yC5+UgSAdiuwtn0QuomgO8Gp0heeJXnJ+NHMKzj8vY0F1olW3PrB30RbepfOjcVPm8fEqRP1Meb6jqxPnV0Roqw6rtAfj/bG0Ri6DzAmdoWqd8RG82bNJMeUwahYJQtsQ9SLkbERpzUMz+qYniAZ//4cnz+NkKe28yy5pjVWH5ChnYW5Yq/3kqMJPyPdmIL/xJw4RdEnvMGcck4xC/DF/ZhE6YGCgT3yLvsRolz5tH0balleeZk4Wo+1eNi2aCOg0VZ0jB/Xe10zwlPd+PG9fjZJenQw/GhBMznDLxb2UNQVjCBwTD4YXEQHESyhQUiPCwcDw3Ujr8F0KImZDYedxkPLFC4Gpu7/oBGabE214DM0DxZ3AFZUhkHJIO8rTh3if/ueLR46ITsRhiaBexVg9l01H8cI0vRfFpMYe3al4pihUBLW/iaIYk+eJtCbfd49IjyKk/KQs2Nz5vBI8FM8wHniXynUc7YBhZz4YNIwnTDzvKpUfFsYQYvz5LAUovKN+t8Yx1zyOxuSZjVtutUgXQeMzlBACyRrOaXimodOR7dvFpw09ozkiyM23OSUIKARliBa6ThSsU4LRgD3DIGJwRn1EgEJh31AgCBfj8j0oG/G8/qJ29g3h4XkYRlUnl1fVJI1X4S3TbZy/EfuAYm1Ozac0F3uE0AQGV1UufpWHj2OD8EdL9pLrVOUml42wuYLEKw61GgV7kQCN2pboqIc3UV5d11yH8CzPH34QLToZCtYhzt/gZaJ4GCvat+/UBhHI9qk9UMUXjYWn0XqjUQaK54h1iqhTN89jGA/KXd0YHxRl0e5cwIlWWmu8xJzkhqM9Yk0ozug7V1KtAfo48775dG2PAyPU/iY70ATDPacJjgbrEilvBLQxoK/w8IZRJT0THYfymRsElHWKKWUaL0WrDC4eYbDe0S2NoRzdoYLXjfckajSMZ0eaDY84o5f8IUPRAv4V9XlkFT7EyKAcM8Iol/Yl3sJZQZnE46QWioBD1KLY+67n/6IsOg82M0qqiujL6YnmcMnF5ntc49wOY/BcDHtykkc/airj2hB8sNyFLgqmRbnwDrI3jI58rvMo7kSMEvTvuXPlvHwOj9QmayRTgiFOPpTnz9jCKPF3tCI9yrXoEPZNOAKj8UYO+3fjpz0tXTXv9x223z6ttcZqxTOSKcGXZFZEzQpjmvOxKo0vUvVEG82p9UF79pNaPbRkjWM98CQ0Fc9vj9nv9BNzYU28R6/xfJTi3OOOdoMuzIVnzemkjEFzwAwqVpvEp7z3rdC91yfDt8JoZ6tgMpg2BRczj3aqcj6jBiTP3c2BOVAgGTA2A8MFM4gDozA2SqvrlL0/OSgzcbgSZSW8jDlyYm/MnVsIqPxkc8VrlHIMhaJDoPIOM6wozUBZ8jcgoKLIzbUpVZgqZotpYDoK4cF7PDwEGOEeqSnmC7OqyvOOrjWtnns0UE4ISwpOLsTAfe2pUN48u+exln4PJTeUFmsUIXeRIYXR0UCAMepZPX+zqFoZ8ugp2rxLzZip/eEz9paULVEwylucU6M2RnSnrJB7LwxG3y/aEVec1myscVaDVDMhfesvwtCNE3TjWnHIaNX5G9aLIDbvaIggNH4KoXG1U+Befkb7ABj2rXLmq+gG7H+Kqrx93kGRsDD2/GRcRje8ZsqifcK5wNDihGDsYv74S3SACqFPwTCWZmk0FMnwUAPDhrKVp3Lm7TUHGZ6RwswgMZf2OF5kzlp5gmPfUlDLa0rJCtxy883F3IsAi6pQ0s0v5UaqE74E6F9qknV2T8aQdD9rFHUAcXhbGCau1yoqRj5RunwuDrbLz5UJT6Wx2Dvl80rGCoo75w354dqeicMhUrfiOYIu0DpZitYYLpRpfIb8ys/lsRfj3CO0gC+Tv3FdxkAcoNiMpqq83a1aiINnYfDgtbrX4eHmCf2RHWWEPLKGnHThyCBfgi+3MjY6lVZHHlO+R6vLkwUhnRTI70hxDlDCyShzh77JAw7G2OPjVcI9Y6Qh4vlSVuPcHGCIW3+OIU7FoJEA+S1yTTbbYyLZcYB1jiiIN+f+hr5DB6B7cMShf1kA7uWeec2nfYinhQHSKTpZ2LF+F095XyiMkvxkeIKLhU/xjmKubqOdAx8p5JTsqDvAeMpMmsDI80zj4CDetlDePR+Ck2qCmCkbBOVonk6KdLTOxOjz7kxVIIR4HjFEQonni0caMP78fhgiDx/GgnHxWlKsjD88Z1XAzKIPPsMrDlAiIHj/KaDmy8+JGB6jAdNDaGVvuDniFdX9hcfV/JlH70cRomcPrzeBEnUMPO8IGZMVbRDSnohnrRkor5GDT0ky/9FNKfYlhl4WZsBzFX36CbLwuOWgrIWx6u9+DyWik8XtAdeijMchozl47EQeQqEzdp8jrKKoUxSqnVqSHNY+OthFW+0qmENFvJRcLbNziNxIHUEr9rR5MiZpk6K2IjwEcLPi90j1Qc8iLgxSigvvoN9937zwDHqP0osvNCsitm8piX6CiAmlwJiihXrUSg1SlKQKaI8XngJPSWHgtZM/HvRGIY72o3Ew7bm/+MXw526+5ZaChoLvRscuPNB9GarSl3is8SbzJb2L8RspR6GshRIdRbcU/jLweUoeMIaNkxGU8weefNcMjz4njj0w0cg/OUn5jjbi9pNnjRbUccYRcHZ5Dvsd3YnsMADQV2QGcAaaU88Ukb5IM4quXXFNSmbZyEB3EXXKDaJA2Zgkg9CYNDvpYaLCojFS7axRnCJuDeOMlByhPBsvOo/IW8z3aMXS0Xhjorw8PNE57CsyCP/Ia03wFRF98yyil0duIsrA6cWQ4Jz0Xes5UYdsKPpSg6OLV6TFkn90LEa5e2pQUF6raJ/vuaxz1WGN0WGSQSIaZz+aYzKZrKUck694oOvbo60Mj1Z00q0OkWOBe0dqZq/H8dgY7x2HMcZrPGdc9eN5+56+VSaCdr3QvQZGljM8hMrbIAxKyaP48TBhPBiqv1OCER9lPSIWCDQ8GKFsjKaEUYQYFYgceLzya1QBk9vimZsXynV4kzAOylJVRxgKEoL3Gd/l4SFwQ6mvqoUILyKl3ablDcWQo/CfoYMQvIIRq4cg7Ch74UGaKMwtJojJ8ugErIO/MQwxYUKQ8kA5ZVABj2Ao7RRWKRuUx/AmMODyFLhOw57CzEVmrLH5YcAyVGMMxhj1R2XE2Q/oxr4oQwQiDt5Su2Hf+GwcVpUfZseg5p1kSI6nEwqUr5mD5watRMcdkUVKihQH3nNKCa/zWGCviWy4NgXTM1bVoYVCFs957/0Ppm3fN7+/PzCceSetBVpABxQdc0/Au0ez06xF6qwdxwrjD41FX38vAsKcuG6cdkzw5t3vckib8Dk/41BMBdkUdLSlRi1qDHpdcNkO8lSWqL1giOR1RqN9n1EWPJLR7bnxHDx22uJLphd8Yv5J0+VzhhjblF17Izp8gfVV71VWSoM/xVzG/i3XRBgDDz2egt44EiionDgRXQm6zM9lGetBpc0gypE3wXAPSmzUazGW1NzgyUAGoQs0xyOP73qPsQai4ngiuWBO7E/71zqZd8pszC06yPe/lB7zaw97tvyw3YD7/euue1K4AM4+66x0xmk/HfEZMhH/RqPGqWbBvURqjCdfK2mNjJo4DySi+ubfq5/pPWGkkOf2vP2Ph+DvUrKMj1FOnscaRpqdaEGkTAMlfqJ0TW5wDjLopVOZXxEpYPgxVMORh66Mq1xjxMgI2qgy5OgIno2xLy3Qc3O02F/kKB4XnTbxeXNUrvnM0YpOcidaPx0x/Yw03N+He/f6noMnzQYU5dbAiIvirsCWkOJxQNDhudF5BwOwoBTg8FTEye3hnW+WvgGEr7oBHmUGCUHBSFDs7HvCpM26emBohHKkwhBePCKUv3JuqmtF96rIx5VyRIE1/lyo54giulA0zAlBRilsFuWiGEbIvlNgNJhP9y6vkzURfQivE8HJ0xoHpkkTiHGZLyDUIxVjvMp5YLT2myI1CjwxbuvAkyZthXctlGzz3+yU8ojWMQjLnjveL7nMYH/aC56X8RypVPETGCQYflXaRLsoXzOHZyRM7A3rRcGLqBCvqH3JA1oV8Wk2t56LsUDgRWF6WTEhlHmLgXCmWIWBD8d/73vDB7OhtVAG8tSiUMxyT3SOOASN4hepd5REigDBH/37Pb/9qG7L+sY5OmVEdzg/c37gmRl2rof++iUg7ZNWXkt/C0dHRCXHco4IYxqd4iUUGGl19os5MM/bZecTnDAv3YVREIqTcVECo0sVpwrakh5sf1LM8/GUi7XjZ54S6TOik/gXA5ZTxf6gRLlPKFPdSItshejkZn/hhXiCPW7foXVph8ZG9hi/vRr8N9rIUyT9DUTHKaI+H84vcyZaHJBayLhjkKBnKadVkRJjyr+37DyjJmouOEzIOMCT42wXa2efh5IeiBx5zi+pjfnhw4PgSWeg2mucK1KUGB2elTEc6decF2AvcxoCBwZHlGcwn52opWUUcNLZG/iQ+s5wtNn/9of70AlA9kZE7QOMjahbqzqAkdHCEEEP6FQkxp4QDY77Rfe8OLMEjeYpW+2ikx0iawwuBipS0i9UnaBbRl4gF2kpGDmDxEs6ACInsDBFTAmTJVgjXQazIQQQbaTmBMGXUwUIchGOUBB5XzASTIZiknv2CCDCp7HIYikyQ1daaeWiWC3u6/nyNn4BijBjhXJDUeKt99P9KbCiB0LqGEi5K1gYJbxsMX+U/txjxtsVxW+UPB4whlszz38zNDsJGKRleEndweQxY3/nnaasM5p4bqyd1BeKY3RSw5AZdwSneeXBYihEao1nyXOlI71K2N1aPm+PF6WLzh9SDD/4oQ+lJx59pNgnVcpi5HiHUWrtwtgQxbF/KNCUAfMuzSlONK8qTPf5OPeEguBaMVbpEJH+wFvJgLbnIioXbTPzLkGEjnnyczwexzIdlcFTbh9QXjwnY90YrQHjUXE545hShWasAWM+cuDLESs5z9H5xXpSUBgN+blA0k0oPqF0RgtanvaAddxmy6HuRaIS7kuxYMTZI8YSKWFowzOWeYTP804T7NbL343JuhH06JwCEMYEZc86h/Hm8wynKGL2DMYiQkCZ4RE2P56XU6KKHwXGW0TdCuVr5l7LZqeTozNzKb1I6kduBFTtk6jXochFXn3UhaFFBqX5tIcXmTayfoFRal9FswxpPq7DWxxpVFHjw8DhNLJX0L19GcYH+kGXQSfWPp7d93i6XUf6EyPIPvY+3kzREh2umpvy846Fvkb7bDQ6yD3axhXnZ9k75s8eZriTCz6rhoMy7BmNU9RfMwepiNJypCIyUPA7e9D8iwRyjIVRYy9q7GC+8kYFuYHy5Iz57z82L/3LujpLCL/Bm8y5NYsUW/zMnkHjeEPQNF7AULUn0FGc7eH5rAu6Ku/JXkRP4h5RYG897MXcAcjoI4PNnQhGHLZorjjB8DrXIcvjvBzrSPHH262NfWVtODM8szma05jvW15xxZWG61x9Fk8zHvKcLsJ4xmPQWhzwas7RCF7JGaD2MJ4n0rPoELljLG9Kw+gQvcIvGTHWiHOHjGdgkqv4nu/YI/bRaIaFyE05at/pDpE1BhN1pKQNEPyYYCia4QHLPWLh2aQo8GzzliJoDJ+wwszl3kbXg1aREoyW4AiDBIMgNOMU7xA+3kfwcT5KM2BMVYwZQxQqp5RTtijCeQtNXikGB2YlhStPZXDPyAkl8OMQyTKi40sID55Kylf0pu8kMF7KoXGFJxzzphRhxpR4z5JHSaJDhc/z9jAuI9UOQwyvOSbuIDHCkQAxF+Zr5qz5Avfmm24qFNBm3mtzZh8RNFG3EMDwo5Uy5UEKV7PaiAADy/pj/nnhr/mNblyEdBTv58prnL9DsMd+JvxFacoh/E6DES/CGDVIUeskHRLQD4+n09cZZho2RD1VgAAPj6O9bT2igxLDwFyjFQZOudaoDIe7SZMyl1EzYr+EYpPXb7VqW025AvtDHQXPvD3GGCeo8QGpDrHuZWU+ipj9DDB+0Y+fUiU8s+hZN87B6KTXkiKEv5i7iAa1EylBG6KEcQ10R7GjgFlb3mdOjfzAyDXWXHO40DYUJ44f62+OGeWR0sdIishvtEO3ThHJbhYp8Rxh5FMSI/Ia43KtWLdB8OhG7Yn9So7geQwq9SLmgIHsnKMc5ogTB8gFwFcowxRJ1xARoVSba5/Fs1qlH7tXnHMBiy+xRCEnIx2Yka3RSjjpotMUJw2jCSi44QCzF2KM0nCts8g4GvHdiPb2KloVRdvlRi4aojAu8FK8Dn8x9ui+ZU4jhZjSHd0X8Z3QEcy3/Z+fueN7+KXrRB1dGfhLNEAwB3SNSOeT4uya1hNdhm5A9pF15jQOgc5TtPN2/lVADxExoU+Q7wxW8ofRzxhzr0hjHQ2M1YlG7WtMTtRGSRtA2DwJ4Y0J5Tv3iIlAUBh4dBEUBQdBEqCURB6p3DCIgsGqPu6UKowjPN9lL6X3cq84EDizZld3FmoGQpQCjWlRsMt1Kq4fBzcRCrmyFOksERrGdMuGkXkh1CgG0RmLAKEAVLVtHc9p7TkoC5R6XkyML84IwTCtnTFg8DF2Qo9XCaM2RmlbPhcCBkPmsaMcMzIJ43wtKCr5wVWBqjQGMDYeXYiOYDmMIQ4NtOci5agK5kB6FuTpESANKcYpVcM6Rg55pLeFwhXn7/QanjEib5HnzAAmyIzLs0XkMDcWAlEnZb08K/qMejTrRsjHuSDtIIy0yPHOo335/LRq/OA7lCs0xXgVoUEboYzzjhL67sUIzulAZMv+oojEeQXAy40+/XTdPDpCmSkbJZ43ime7iao0vVwR9L69lbenHc1jjedJ6bEODOkwBtFNK8PSdd3TPoi59v+qTmmcIxG5FglAqxwJ0ZrWuM1xpBCGp5txzGDktOGgwTvsVy+pKsYY6+Ya9oxrtLv/Og1GMMWQ3MFzGBwiO9ENDE+rqt+M9KiIQOZgqDAyrCtHAefCaGtK8b49U6qXW3bZQvnFn9Gs/9vXsSZ5+hB+LDpKVuJxISujxorTj0wyhmhzjr9zCODpvehM16xomyKOH+BhxhL7KRwX+BkeHvLJ9/HE/MDicgqweciN8Uh9LcM8hbMzZKAoRmQnqIWyh3NjMj+8OAx0iO5r7aRaMThE7jnUGFdoR2TENUTs8HQGWjs0wWHVLGWsxtRGbZS0gfBK8i7lHrCyR4xgFK6MM0R4RvOc8ADvTnjroq99DgYOZo3ZUdDKjB8D97cIl/ssgbj4YmM7gCgI3rirugBRJnRJAWkQeccc3yWMMX7etzzFJeC6hCImFecMTLRuIU5rz08vzpkiIYbpYojlgmd/JySNmbdNSDqeTwpC5PHKVSZQKCyegZLHKCMw8i5i1vbp8/JmczQ7CMp48jGVmwcQPubcmlMYok1zGRi8OSV8KAaRExwQZYv1JKQZhlH3E2k/IJWKktUvj254tfMCfYa9eSfMoz7AuuWnGts/YTjGXKNROczhlbdelJ48gtQK7kmRZRRYl9woQc+UZZD3HTUSZRhLeHcpSGoO0DmDMKJAvJvRrtbeCjqwx6yDcVjTgH0pncLPyFdvFR0JJakfKHdzsxbmNKJcrTpu4R/mmPJm7yvqj7WjjLWKUN1z993FPi+3xq1qSsDojT1CARa5ovDyBDMsRLakENo/5jlq8vA/fJhSbj8wCK1XnAMigpDz8kFpbSqKLc/fnsIDgv9UtQ+H6HJWdVBi7uhoVguVAy2hlaUzwzV8Oq6FD+F56CFkUb530ZMUL2svGhU1f/aRz/use4jIcaiRR7H+9kMvolWtukUxtuwZTjDOB6/oPEhpj4h6OAOtSS4T8D17OK7t/9EmG38JnlRGnjKWp3nbw2BMjLnYAz6Dn5pHc8YRF4jUqTDaRwPHYET883Q+csaYOYzCQdYKIkx0honWdA4C7EXzHa/ygYY1xmmUYAphsft/q9dUQ3gleQty72DZW0gYI3SCD+Hz2Dj3owyebAo8As47qQQYM0K0GIQ5dy2MBpP2wrj87oVRIfZmp+22Ag+NF4Wg7JVHSIQAhiVULM0hP7EXk+PJAt5fUZKyAhgtS3Nvarm18liBQVO483aJ0YNbEZ05pzjyTlH0eJOk01BseAEJCIKasJMLTjHhQcwPZ+Ol1b+fMhipB7xyjAS56DxJOo0IpU9bdL63KQR+s7QreyMEkWcon4DMe4ZhWWPFn3k3n4B14qWk/BFQCk7L12FsUerAs8e+ZZCYFx5Pc9aqKL0XCK9fCNowUEQY7C+ecgqQNJM8rTDqQhgt5a5JlFHr5337wZqPVjS65FJLFYW1odAwSHKFFv1ROilDDAn/bwY0I6oWh0FKQzEetGI9edvtH2NnoMjFFikSCaGMRzehKjSLjlQpSf1A2UljnAz3yD+v6s4EeJx6BsY2ulBPIgJhn/Lmiirx9lOuvUTYQsGCNddaq1h/9BWKHd5aBXPMiWLPU46katp/6orQDLqKyI5WwtHYAA2FsSi66hlF4/DpaGyQo1MtgCeKnMaNJ/ZXHBJaRqTZls98glCYm531kwPt2vPSd/NmH9MfnV78TgF2Hdc0h7Fe5W506CTSzMgg40aPEXFA4/hunD3l//gnI7MXvC3O2ahqec+JwPFjD/g7owS9gxTMiGL4XNBsnvprr7p+zovUzanpkbrLCKsCWghHZm6gBL+VVWFvmzvGCF4VYzHX9JdAnIuENkdLv7SmOuZ55nhOtEoOS9GzHoyNdjvwBXrdOKIV4gBlr3a6o9Gj4gDVeJFJUc/TzXt3Av24Z9uF7oiclwiT8P9ysWf8HvUPUwF5i9SqPPt4fgSDmWAsPE1xsJIiNB5tXobw6PpOdBQRTvV/18d4ckU9UgsUnvEoUfgxJARd5X2TJtZYZL6CvMQSi1eGXCntOUKhFVYVCbDxeDgIFEwAU+I5pByUe9Tz9lAOMDuKldSjKK6D/KTp/ITj3AAYaxE15h6n3kfbUd4HAo6SYc55Zin43mO8MKp4RCmz5hRDtl6MF8BIo+4iB8+756e4CEu7j9S6EZ2vpi2eVn7ZkOFyzP/+b7r4ot8V149oh2v4v31hfEEbvGCU1FASFDZG2o3UCtEPc8n7S4jwMPlpLIQ6ocywKhsk0XWM8qYpgrVTX8KYsncYV/Zp1fkLvQAPNEGIIUe+cpzPEmCoR64/BVFNgOhPeNhCcbIPzAmYh2CaDHR7wFz5v+up6YoOWGXhhgaXXmKxQjGO8eS8Lcap2Nf+InCtVX6QIfiOcTCk4vcQ5FGoKq2Lt1RqjbViJDM0Gchx//x6EKccuwZ6MndhmJQbFqD5SBHsNMonVgfcn4JDoRQpzo0mexX/wt8Yy6HQRnqJZ1SrgS/hMQw+37dH8Ez8T/MNHnE8EV2Ys9lzU/rpvIDVpz/1qXT1P64sFAB0Rllzv6gdqzrngoHJYYSGRDoYQ+Y40vMY/pGHnxcqi7QymkQKot2z/Zin3eR8ql+IU+vJarVIUSSMFrTiliqYKxkRPQ3aIr/KEfowStBqOfUnhwgGg9wa+9yTmaExR+viObMKujDn5lnkKejYHit3h7QO+C9FXCTSuplvXQvJ51g7hlCc2RLtmPM9282oiX0evM262x/2sUwB6W7+xnFH+Y/uU8GHfJ4swN/IXvTLSCZvrVE4p6L2Lgf5O5dveR7JP/jgA4URxFHpfuQPOcRYi4glo4MsRkdhBFkna2b+wukD5tb4pU/ip5ECVm68wvmFf8U9yBoOmjh+wHXpB8Eb0L09aN3Lh8IOaitgsLfG0rbe/FpnukJ+TggePtZT1Zce472boRypaTWWTt1zLGjb9EFssaH8H8P3M17xe5UgmKxoN9Uocr0xY55BTEGxpsVm2FBSy95wjJwA5Q3EmHlPy+1jpWTFwYoUIwV/hDIvfX6Y3uNzpqXZS65cvAL+P2epVYrX3MWbE3L0Dhdmp1gAoRseKMpSs0JGQivaOYqQ8f7Ija9C+YTjTiCYFYZHCcEI7UEeTMo3phypTpRyMD7GnzQhyhRiLHckKyNaZYpwuR/l684HphdzPG2F+S1i739ikfTMHZ+fDv3Pz6VlVl6z8BCbR8aMtY4TdRm4ORNQa6CmBxgS1piRSKDwNEn9oSxRhO0RSobPlw2SMhiWFEECxX40Hh5ogqadw+u6gWgxKa2JguoZI92xPOfOQABKq3kIYzx4jHUMYybfowwRwtxzc6RgrPLQCWe0sPzaT0tb7pLVjKSl0yVXXp/ScmuktTbcpDLlEowzlE9G0lha3IZyxVj03CJweEAoZ61y3yMViJKJ7u2XMFYUl5rT/LC2bqHZYZvuLcpEKSynVTK2gWFZldaIl+E3eIk5Kc99pCdSYvCi177lgHTcST9Ptz4w37D898zF0szFV0xrPW2LtP1znt/0LJmqQnBGimij57KmfqfIM47QIDr1uzSuaN9KcRQtwfOtZVVUod/gCBOx9QxkiBoRciScIPhS+RRvzxOZDjyjZURKaKtIiXXCmyjYa22wSTr6OyenLXeefy7WqhtsnpZcdb20+kbPTB/79BHDaWBx7aoaS2CAWAuGp0gXvoG3WTd0EcYvWg8l3r4UjcQDelE3F7xNdJ6hK9ou6guMwdg/0pvCwRcdGCMSrIU75V2nPfLUdUQvQjfAB9ynMFiWXjE9MW35NGPa/P1e/H/Z1dMKaz8t7bDr84frhhiI5gE4qdCSPSxdER9lkFSlC+e1f1UHxxoXuuGIYZBw+rlOpBRbL3MfsiqPeDBI7MEwSJthEBpHTBQMkvwgw7EaJJ1AHPgpUpNHbowtb6bQb7QdKck9yVVe5akIxBqRktEWG2NEcARUKLk8C7zelNlozxsHiZnDMAKAB07efDkFigKrQAwDITAQOAPFi7Ccs9gy6Zf3rZHmbjQ/Dx0e3jBjMHNnp+X/eXpadNZjlUyHokqIUeSlh/CkAYOpKoUoB88Jz4tIDcPGM+e94wM2fkRKOoU4qI/Cg9gIqNwojkK7UB4phaImlDlMGRT8UZby/NcyRITMCwNTmgDF9hlv/fwCbUnPvGWeh2+xZ6XnfODY9MevvSc9+sBQjnak2DH0yh7IMEg9RxRxEk4hSNXJ8P7yKBHE7eRzA6VXfrBIkLVlGIlS9bO1Iq8goRrpArxymKTIgefLQRhL5+IhFGmjvPKah5c973hjXaKuiSISQpwglrNt/t+4/8HpppV3TYtMG8n2zrp1qZSW3jbt/O5tU2POrDR9ZkorN+GM5tNeJ0jRdaxXgOHHK8boKyt2DKhIU8EvPDc+QEi18gLGYWOFUTV37nCKCwPAHre20W2umznYQW8Q3fZCwRCRNK48rRK9RPpqVcoGBTYcNgzocsvxABo1Ryeeenp6yt4fS9MWXyJdmumu59+/SkrLD7mKF2nMSU+f/ue0RKNauc35HoeM9RK5oqxzHqANSnWcH4RmvCJaFsBD8DJ0WVWc3E8YG5lkT3ge64ImKMZRO8NLrtMgBToiJvZT8EGGb9nYCgWXHMJHyxENCqYXz+pSK66etn7Hl9NZty+SVn/hUCdA2Hq/zw7//0+zGmmtWdPTMtPmDDd8aFY4797q/9AbB5OoI+Xdc0UbbXyR0i7FKwrmPQ/nRC8KpoO3RWdFugP6FiUJvhTyJIwv9CxSS+6LHATfiuJ9a8eYCccNuqP4PzxjbtrghR9IN5dk0C0rPjulbeat29zZKV32g5SefHS4uUuk8UUdat5UowrmLxpOVBkPIseijYBmOJLwIN/zzJGdgI9bG88UvM4zi9iX+X4ZcUhsjYmBIUQHy1ME/U4OxQG/g4BxJ4nZTBiaE2R5LvLXVAHiaqfYSgQJ86A4RG0DhNcwzyvmAcFwEGuuXLpPM8aJ2fHcSZGKU9AROqHw5NxF09w0Sh/2RRdLjWkLnsgeilKMl4AlpKP48GUve1nr685TLKKbBgOGAl3VIStyKfNTjieKVjUR9iYBmR++FQqhZwsPezvnpVgvBgNQwlZZc50FDJIFvjNt8bT5lkMeEfNqD1EUqoRueB4JiPh75PWaT95OChIh3K5BAlIeor0qoS6UHt6SvBan3cMKOwGCyR7j6WRw2z/2NSWe1y43NMyFqBBDBMK7qEkB4caQjtQRiiOexNghED0jQZgbwcuttNoCBknVul1yaXWrTZDKEPnsFKNydFPuNAcEJZew5YHkQSTYKa9hDIsIeKk5oSi2MhIjb10hNeUkGgMwABhc1pQnsdvtM4PegKGfK7EUXjwsP0CQshjKlDUuG/7WNxRdjpH4nugKw0+kk0Lpc3jL9BmzCoOkFaSwzlmkNW2ifel8+BPlLD8wM06hzvk3ujE+/INTwTxYY2vWSSdLp0Ahx68oiF72Rxxm65k5RxhlUjtF6SNN0PthZPPQxxlIAYaI9TIvcdhu7ljxHelfxXlMy6wwqlya01gkPT5zbhGpIoMotZH6WIVwhlKq7Qn80LpR+hlg9gjFnzIsqhxnQuGZnXbCSK8qHyrsPiJ7oqGcIGhW1M77jJBoq8vhRC6IpBg/B4U9L12VkS7VmJOSc5BDCfAN17CWaGS1tdcbVQYNyf2hCBS6tC6+K+rOyB4t0ote8a/oTinjoAyOF+PGf8gxzyaiYq3wJnvF3NuT5DHjE492bzSlWD9k62SA+YtT53td4/J4B+5t3+URm9H4Vz+ed1yHJyoAtpkQSBwmFvD/UCImC2bMnJ2WmDm75eFjVcrkvfPOLyGonrrxpuniP/0lPfLww+mILxxVKC73P/hwcUjbdjvslGbMHFKCn7nF1umgd70nffc730l33XNfOuSwD6X1N9igYJ6zG4vg1C1Gumh68OHpxTU33nTz4tCkOa0PDJ//TItMKw5XVAOR48EHH0ozZ89N626wUXrGs7ZMN99yS3H9VVdfIz05a+TFZ8xasFbo1n9cnW6/46601LLLp8M/d2R6ylPWGT5w6cZbbktrrTPfczranFqHiawRRrfmOuumaVdfmx6a/lj62H99Mn316KOHD8q7/sabi+t4jFVXHzoP5J77HkgrrbJ6elKSeglPZs9rvl3H55ZaZvT0EFhiqWXSU9bP6noWXZDcZs5ppMWWWLq49uy5ixS/u+8BBx6cTjz5R+nSy65Iv/v9xZWMe+4ic9Ljjz2WLvjd7woBzAOq5eaqq642lLZ22KFp9pxGWmLpZdO0xZdK1/zzhrTpPCXR3P/9qmvSo489Vvx85hbzD8BshbGsURWuuvaf6fHHHk9/uvSyYk7tOyDIzv3Veemvl78onXzKKcNKKiy+1DLF/Nh/9urTN3tG+vRnPlsoBo898WRaedU10iOPPJyWWHLJwmhgyJmLReYpRVZ2Tlq0eLWD40/4Qdpt+2cV1wNrkuNlr9gn/eS009O1/7whnXnOuekl8xSpx594Ip36s58XY11MG+abbkmHf+7zxWt5qUKPPJJWWHnVgmf66VV4Aed5Ls3fY48/nv54ySXptttvT1ttuVXadtshZRLQUtCTz8bvy66wUrr5ppuLufT+RNeoCjm9TVtiqTRj1mNp9bXWKQTV8iutssA9TzzpR8Warrb6ammNtdZJ9z3wQPrpaaenV81L6wja2uwZz0r33v9g+sfV16addt45ffu7J6TTTx86syGgexOFZ+lVm/OSHHLsi1dWYxe4697703m//nXhcbavGIq7P/+F6ZZbh/je9MdnFHxv+mMzhnnt2w44MN1y8y3poYf+nZaad54QJ9Rtt946NBelZ+8FHbVao9XWXLuIWvu5wfrrp+fu/vzh69506+0F3U1/7InCS/qNY7+VllxmucI4gaO+fHTx/D//+WnpsA//RxGlD96z0qqrp4Pf/d4i9fWSP/0lbfbMLdJOO+5YzGnse3TBwXDVzUOpQqPhhB/8MP3jz38s5vHt73jH0B6ukDOLLtpI/7rrnuIea669bvGZVVZbI73oJS9LvznvvPSzn5+Z7r7vgYK2ll5uhfTUTTYo+N7Gm66flhUtGsd8tvoO+WIOXr7XPgvQx1v227945ftguRVWTh847EPpyqsOTH/6y1/Tz888Ox36of+Xdnnu7ukdBxxQ7Mdjvv7N9MxnPCNtu912hUGzxuqrpxe/5GXpoj9cUhgRnp/huP7yK6Zpyy/YzrkK99z/YFprucUKA+Zlr9i7OIPkF7/8dfFabvnl0w7bb5+es+uu6aUveUmaxrCYO98gsfZkw3IrrpxO+N4Jaevtdhhem3x/4sVveuuQ8+hXv/xlOvlHp6abb/tXEf3cdbd109LLLF0YkvYknjdzdqPQdZbMaKeKZtrRw8azrhNB3k2wG4fUDtq9+3HPRRrjuBMrmAemGwfg9RI8tjwae3z81LTYUnV4sN+YPePx9NsjXlek54QHtV6jwUK9RoOPeo0GH/UaDT7qNZrca5S/1ylIPYuaNZH70SJwosWyQ2QjjJYqlxta+3xhqAPgGR/ZMy21xGLjunc7GG18nbjnWNdjXOlbQqVxqmqNGjVq1KhRo0aNGjVq9Dx9i0GiYLuqoHky4pTDXjDCgsuDR9dce22a+eSTRSrH5pttlu6b1wZS6prwahlyWuXiHnPMMUVq11Zbb51+c96CXSvuvufuooWeVI23vPWtRS761VddnS6+5OIiPW7/t70tPe95z09LLjk/h1qqzZvf9Kbi/4d98INptVVXTdPnLpkunTl668mdl/1XWmHazCLlIHDhRRelv195Zdpr772L2qBLLr646HTk+V6x117pS0d9acQ1llt+ftqSXPojPndEOvbYoSK3837zm6Km5rK//rVInXEmwR13DPXs9AzSHuT8SifI51bayUZP3aiY2+LE5CPGvkaX/PGPRXhb4arw9Dlnn52WWXbZom5hg/U3KMZz3HHHFp+Vd2/shx52WPG5dxx4YProRz6Sbq84jJF1H6eJ69oVp7e/68OfTNcvPT+9qBnWuPuitMSsoaJsuOnGBTvTHXroIelDH/5wuuXmm9OBBx2UXvHyl6f1sjn63Gc/l0477WfFHpGvG5Dr++V5vysQfvO8omm1Rk/OeDLNmj0rrb3W2kVraGH5otbiySeH12TDjTYsPj/c4nVennYZ5UDqTTffnJ41jjWK9VZbIVVJbmtecB/jcADoC1/0wnT5ZZeldZ7ylPSPv/8jffZzny2eVS3F0V/96gI1KnvNKzSW/qOF7M9PG5n+Ay996UvSvY830qnXjh4Yfuii76TLLjw37bLLc9LHPv6x9NSNFjwDaKmllkzPeOYzi3anB7zjHem//vM/C1qXovXVY44p6itWX221dPoZZ6S/Xnpp2n6HHdK+++yT/vinP6WL/3BxmjlrZlp/vfXS0zbeOG204YZFjn9+sObZ55yT/vD7P6Qdd9oxvSY7HNMcyvHWVpQHS9citQ45Xann+m2ba9QuRguo33rbbUX7Zte2r3beaafi/d9ecEHBD6V/PPzwQ+k//+u/0oc/9KH05Lz6EmmGeJoUVrT6+99flHbcaafhZiF5V7WHZi+efv/Q/G53zbDj0renFaY9OTyf8vHxWekqah7RGv7cDL/73YUFX1NQveFGGxX1XehHnRC+v+nTdX4aqg+oQjvpW3jdmh1eo9HWzTooYJfeqTYI30WH6tWkua644krplluy5hEPPVS0wT7/N78peKvzWKKG6rSf/3yY/wAeo4ZKShiaWH7tp6ZnH3jUqON71txr0jvf/OoRczZ7zoIpOWp9jvriF4tubVKj/+fLX07LLD2U3XD5FZenF847A+eFL3pR2nmnndN2221byJyll1o6/fFPf0wrLL982m333YfpZKJrdPKhewyvkbTN6669Lv37oX8P14WS5WiULP3+D75f1IPgI0ce+fmCJ9CdpCRKu8UPpeHmQP8n/fCHRRvkoWe8Iu354hcXaV6vfvVr0mbb75r+9PjoZ+D85dsfTsst+mRlPUjsje9+57vp+uv/WfBPcu5Z844/+MIXv1jUwFYdrJyfzxXIW0y/7/3vSyefdFJRs4D3oUU6gboSPBuvl4oWuhVZoP5EnVysEbkuFRzf32VeV77yurVaoxpT3CjJmbhOKpRXnZYwonKrxzi9eLJAeCxCZGVGvu7aaw6fA+Az662zVvFqxthuuemGdPx3vpXuvfvOYp6++bVj0lJLTCuKK3WvUPSMeJdafFp69b57pz9ceEH6v8v/mpZcbNE0e+YT6fhvH5emP/RQOvYbX0sbP3XDEYXNKy2/bHrm5psW3U9+/7vfFoXBi47OWwtMW6SRFlukUWRbB+647ZY0Z9aTaY/dn1tcL06IxVg/dOgH0pKLjwykGXMokJhqHBomjW/7bbZKuz1n5/TmN7yuEOCY8WPTHxo68HFaSnvs/uIi/3z6w/8ePufgX7fenGbOeKz4uc2Wz0ozszUYyxrdefutaYlpiyTDNd8n7bxj0ZLSOB568L504QW/KZ5Toea666xVdCLZd6+XpzN//rN08onfT4e87z3F98tYtDEnfeyjHxk+WJISSEFZa43V0vUju2lWwve9hjF3wVaa55x1Rrrxn0Onj+++6y5p8WmLFHshsP66axdjnzNzxvD8w0EH7J8u/O1visLS3/z6l+nhfz9QtP5cZsnF0+PTH0533H57+uuf/1gUGypCfspaaxTNFW745zVF3cW0ReYWc77KissPX7MdoyT//FjWSIHjVVf+rRBwCtw946MP/7t4JrTl+e6+4/aiW9Olfxo6r+X973lXuvJvl6UvH/WFgn5ete/eC6zT9bfeXMwPvPTFLyz+rnqkDPP6f1f8teiyNRpe++pXpkvPPyP9/sLfpje+/jVp86cv2Dnqx6ecVMyzWrDXv+ZVacnFp6VX7bNXoQAb7xtf95piLi6/9M9p+sMPpz9f8of0guftlq684rKCH9x7931pi2dslv59/73pqRusl26/9bZ0wfnnFdeWk7/8MkulnXfcPi27zFIj5hTNmrsH77snPe+5z6lsnrDjDtu1vUbtorwPFEyHEqEIctONn5qWXOylw4eRxj1etueL0ve+86304P33FErcW974+uJvumTBL885q1i/5+z07OIe/u8Z8argW4HFUnuZxos0ZhffD/Z13913Ftd98xvekV659yuKc2b8bi8yoHRLipPEnSNzykk/SCed+P3CINr/rW8u+B2eP3fWk8V5Ng/cd/eIOczPs9LQoh2Fdyy8biLI1+1lL3lx8cK38eLzfvmL4n37r+Axs2aMuO+Kyy1TrJ2ukMVBpG96Q1EkzVnz2lftW6xTtLz1/cv+8qfh786Z1bybYY5vH3dsuvCsHxWNXKIL07RFFkzgwCeevf22xX0uvOD8ggbQEeyy4w7pc4f/d+HY+9Uvzk6PPfJQ2mWnHdLTNly/KCJHS48/+ki6/567iu/Zr51co6WWWL6g1Rz2i32zykrLp623eGZBL8Z09pmnp79d9tf0hte+uuAdGnToVjb9ofkH7mqp++HDDhnu+FYYwyuvmB568P7i+ddec7VUIa6q0Zhb8MSgpxF/So1ijDff+M/ius/c7Olp9VVWSjvvuEPRCewzn/pEMZeK7ctn0VQdE5AbJc/YdJPimps8baO05wv3KGTurTfdUKwx3YBuFAf6xhlLeEgOeolXjvK6tVqjGpMTbadvKW6Ll85GlCgKhO5G+d+0wJ1KaOcU5RyIT1tahV0OFJKnxzvg1GDMhech77YEmA9Pii5Lus2Az2iJmnc8QJAOjwKMLG/tNlYo1IyzDXTQ0BYTdA4xjqqDF0GxGiFFsBUK2etfP9xmNmCu4hRTBoh78cDoMMKzEW1FJ3q6e8C9XCcYHa8Qxc575tU8eT8/L4ai7nvyJKMjUg7fY1wzSBhWeruLmOiu0qmTTSlC0cVGq9mqQ++aeah5xwkOhwyiRfuBJ0oUk3eJomTfRWtMz+/65lpDgLGeqhsYb2tGSpsOLRRB8+7ZY23AXtRxKVpn+6lP/9vf/vbCIEE3uk/l8Bxx2rNoUbMuLuaQx/GEE77f1lgZcnH6uDbEZejyJSIDOuhENyzduETl0L/OWuhEHq39Y/7xBvMumsUw02jB562XwwMpUOjLWvqevZmvE7phUFpH14hDHHsNCpZ7a52LHwVd4RnRgitvYAAAd/1JREFUSSxo3B51bhCQFTlfwRfibzopRScYRkL5DI2x4Ic/PGlE57+4Vhz4Fidh46f4XhxKquORMcTzcGJYR9+z7/G7Kn7V7nlW/QYaE8kQdfA89hcajHa83i/D84oYMT7tewXxZBOlVCdIrertyfJ3omtUO5DPruGA/dQqIuegQHIVTyu3aNbeWNcqtFYo1J/5TGEEk93G4/94ju/aG2gt7/Q3XjQ7bTxO7OZU5MDVYQwP00KXs0w0E+8na43J3McJ37JQPB85o+BddEinQfSC7sdyJMNKK67Y1ADT3U7bf3uAPAkHqIg8nkZW43P0A3Q6lvLjKI62N6JDphbAaE/HwdCp/EQ75W6dNRZetG1mNiPg2KjteB4mCt5vRBxtTruFdjtB5Ce6e1G44vBAh78RZoiT5yPOz6DMU/wxHp1ChHiltBAMEaoNYFYUZqk6MSbhdsxXGB7zfetB70mL3t5Ic3XuagJnL5x12k/S3CceHjZqokMWxoDJxfgotZSeqvQBDJURYrwYKOGMUSqW0nu9PC8EvJe2s+ZHLRJlLFJ2/N+r1bzn12zGFOMQoByUCQxcG2IQReDtwWi9HxEe80FgOOwpCroIGGcjiEJEO1JM08thkSvPTOkPjzSKlpZNMXdOemL6g+nJWY9XRhA9i2tFq0jzHsZOrpBFP3t/o5xTnAhwe43iavxaNxMk9oV9RCGgVGsD6qwBn7Vm5t+eo7xThttBeU3GQuf5Z+0V+8dz2wv2T/ykrBO6PJ0MDXtMaiMhjuaNFc2X9ySvrb/HCc6MGiD0Aq4nyiu1yNkJPLit2sqKJN503VWFIJbuwkBwYGGc2RDGqn2vfak9FOtGWfv6179e7DlRKbRP6KJhn7f3RNoIaG1Mdbih6KIf8Dt+QOEzL1rTUuKtXSj6Uh602WXExOGcZWOsG7w4p73gFdYNzeBF0V6UohPREq3MpWFJ+bGWnBdhrDBGtQm2h+1Jxhej1fO5vr3KaRNRymJ+F10yLbLi6kUnwWawvnfeemP66lf/VBixWtwGPUU7VfezBv6PD+LHeCCnSRibaMo+pMjikQxIfDznV/netg/97IUcHAvy8aA3+xd/x68pjAyy8IL7PV/n4NOeSwvl3XffvTAgOB4ZmK5tf5o/irOoieg9A+GSy/6e/nblnJbNJK3VrMcfGf6dg4Wjk7Je9sSjLfuDkk522hflc1TsMWtrz5GNHFN4u3Xz7NbQvhThs67Sje3RTh0oWnbYuMdweuy8v+kqSEeIU9OtBWWdrDH3+AFehn/HGrl+RKSkJNu3sxqz0iJpbpL70BRz56Tddnl2WmzOE8Pt8MFedb3QAfBPfMx9Y1zOHjHHHNB0Px3n8ESOZzoIPrXA7bL26GGUuLbPipDkp7nnCEPRXkR34bgYNFqKMcUREb0e3yJ9uHc/7jluly9iZ01TeLz8v9lp3p2AlCVnSmCGmMt4gCET5PlrPMDwEK2fgOFRKHjYeDgovTy9mB+PPCFLoXLmAsZKAaN0QTBWXtYq6P/OK5kD4wde0ofuvj3tu94jabXbz0ur/Gt+X3n/f+h3x6a7f3l0uv5Hn0yP/3vo8KRAePUIHMwEo4JmHnSKFSFPQcKUKBgEOQaTt2+tAsOEQuBzGM5o3vaJrFF4rjByHio/KfEOTixD9IpAEJ2KE999n0FJSFA2CTkKVG4oLLvY3LRdujotde3pRc5uwP8v/faH0v5bL5VWvMFhlc37eqsLoIzy7DGARou+YAgOD+NRDsMygOlHP3l7w5qI6thTBDUh7V4RlchrF8aLsa4RZY5Q43GNkH0wO9EOXleeWxEPfER7ScqH+WFwhZc7QIjxrALjoHyKtzmg+ItkMEjM7wFvfm26+Jh3pj9+85D0us0WGbFu6GTd+/+QdlnyxrT0orOLOQrapCyFIDXPrmvOjbO8biJp9o6zLfAbNWbohoC312Lvo4c4fI4CjleIpDrrgTISJ1PnSk9+sjGPI54SXv9OrFG7YEjEgXT4CEcRDzpFxLMYr7QUz+LwSjQfEa0AB4y1AaelxzzGuUE8s+UzYB7/973p/7734WL9ynS3w2I3FO9f88OPpT2fN3RqORpwBknQbhi17hXGRShm6EPqlntSjPBdjgqfowiiqyqDBLyPlzT7eyt0a42qgOYYIOGRZ8xK2Q2FtRzxyEGpxCMZC37m9W32sfW3162pPb7CkoukZ0+7tnKtvOeFFnfbcZsR6d+cAJwqzU6Nj1PH4xDiMhhOnAmeiTKNX9qXxmQd0S0ehL7y88MmskZxcGkZ7isyFQo6/kx3ifN67DfRVE4P/IWcUhMplc37sR72JIcYRDRxqUVmpR0WuSZtPP3S9NTp88+Z8v817vxt8Vrrjl8XBkkAj8HLPv7xjxf73rxzhnFwlJ161tl4rDVdho7HqUSHaWefxjN7Vk6LVl2brAcaxcONMWR4ODAGCfZRHF7d6wMdl+nDvftxz3El5FEY9LDG8HmkgaLNQyL03ukDFG1q96FcOVCIlT+W8HCAUofgJwoWPcJkKGHskRsZhxAK+1NqKIURYdJCmecGA+N1IpTNE2YgehLe0ip4XgIywLvjWhg4hUvqz+IzHxrRl9/vcx6+K912440FQ7h35szhEzsx/DhdlmLBuInTVqvStjAMnmqeeoyUt8Sz8zQxRo2lFaoiGa3QrrCoQihxjCzpBsCAqrLyIwVBfQyD0vxQWOw38DtFXmidksXYjAOlKJ7FNeadgQLT7765yDNea7lFWxokPEPC5oDJN0uVg/BcEaK88ODQriqGbS1POumkQogwwqQJUPTtEcam+9gzkEe2xoPxrFGeQxzwuxQa9MRLznvu/3EwGcW26oBL37EWBGvZ22lvSruKtBQCVVTKM/veTTfdmK697A8pLfuc4XW7+8kH01JbPz0tveiQwUZJCA8yYUwRN+eiUcAgaRZtCs8yYW9/WQfKRpwFARRDLwYOesz3QBxWBQR07m0NwcBj7NUtOhoNxmdOREaAp5yRSGlEbxwxeDUjylxFdDLmFg+hbFFEGM4B+9b30C4lLge6vPuW6yvp7mtf+FRRu/OWd7+7oGfXIafwqECMQdTK2CEMdeMx1xwtnAQcQZRFey/nvZ1GN9eoDAq5V+6pRm8i2RCHYZZPag9Y23AgkKWMUY4F+53BTWHODxr+y+/PT9PvunGBtYoaMLCHGXMRTY/mB/hrFY9i7IOITbOxup6IskibaB6Zj2fHaeL27lgiJKOtUVXaG9hPZGakdtEbyP84GV3UNJyTonJ4XZWc4gCIueGoCDBMlp77aHEmT8DvM2c+tMA4RDzMq7V3D8YbHYrTrRXwG4cjxqGQ6Fo0q1X6LzoNvhARFUYKBwZHjXVjIMaBnuQsR0DUqJUdMTUWLowrUiJKoEMUxiRVwsv/bfw8b78ToOgzSCha8leLQsRTTilyr8eKj33sY4UwilcusMYCXqPcSxle3zgBHfFTNHhpKFpAYFNSojhcWgEGEx5eeezNUOXlj5x3Smark1l5jCjaFCiGB6WMt4Si5BlEL3RfAeOlRJTBK+15jJXhSZkiHCjUoxkk44F1abVGkRsdjNr/RXJCsHkGKVEhwKTb8JpWgTDgLTKHlBFKShhv0WXNT8yVgCHgCEzC0CF9EbUqr0sz2LdohaDAmIXFm4Ghet55542oJQowkpqB0LC+QBBTxoyfMKCgm69ur1EVjKFcn+X/kW5F4FE2vMd7DoyLKoMdTRBg9iVDgSFjbk888cRC+WeQWCOCn8IZCg6PNjDeAsZESAfsBbRqHoE3mdeSoUGo40cEdCtYM4I8lAxKUDnvnGNAbjvDCm3lgp5R5jlEWCInuwx73XOKXnZqjdqB3HO0YLz2cICRgb+ovwpPOt5SdkiYE+ki1ofRjAbyHPTgd5wxuQJNiWmmDHlGymjQE4WUU4iyDPhU8Db0x9h3r+DZ4b2WGoe2zLtrMky6iW6tUbtQS4PH2V8cOWilFfAhMgDwEfuUoaJLFwcdGR2wtqCLXitIYSob+CE3y4goj33BuKyCfaibpJ+uzUFIIRZ9C2W5U2uURy/LIEco/SFP7HcOojCMyFuRYYiakWZGTxhREdlrB3gj3snwJP/MmWg12uQkHc0gAWPlDAvHAZ6rtqcZ6BhqAfEHnyMj0aL5x//sN/tCpEsUJpyj5sP+8bPVnNaY+hiXUWKz29xlED6tFOSxQpSBUsEgIUhC6UOYwVzKIf5WoKBRxPPXeBBhb8SWF7kRxtJMeMKF/xEwA4XgRtw//vGPi/EiVvnwhHMIyhCeZTB8GGJlUKTcC4GXi/5yUHisF4FDgZE3TXljqFCovRfh1RA2ZUS0B3MPz303MdoaRW50eDkxPHNOqRUep8RRxKUYYoo+S1mh4FdFSxjTvKFFm+MjjiiUIsq7ucVkrQ2l0TzwwotaOK1WqsLrXz/fyxtRshwEAQOBd8w+5p0qTltebbVCMSt3rgugo0jpc01CO08hkxZTBffjMABGmbHbfzzPFG+CKFIAJoJO0BFYq8MPP3zYaGCsi7aKbKB1yqJ0g1AaA56DAUKxtOYcJdbRXojUAwoSR0Su4DBKzP2998xPZ3SicRhKFA+0KTqCRhhHjAPzyjMc12gHxmRskd4ahoX0EpFm3vhwGEgZzNMgCW9j8bMZgg7COO/WGuWQ769Gx37iVKGMhsKFvigk0ULUPPGyVgG9eX48kkHCMSBqFPsdjaHnqF8BNG1dq8AgEX3MFRm8laPBvcIjzQjEh8EahOc5omLGgGdbE/y1KkrXSXRjjcYC/NGzxvzgf4zxVkXN//Vf/1U4w9CfGhw0G8ZiRGIh5OKr5zkYmsG90HyAEt/MSZd3gapS4vEJspkijrfiE/iIiAl+rvkMmTeW1KBWa4Smy04DjhUOMvyHs8yeA/I+ord4v2cxh+Sq52cQNjvFPORK1J60AplFpovOcuqSJeSAzAz0gOYCroWWy3pURIXRDqNTtIZhhMbyVFoymE5hT5hn60Y/w2NFLP0u+iiaZo7st/wwviojMeZ0EI0SezpqYctOpql478f7cM9xpW9R8AhcTD0HpQCD6hQQIwG43377Db9HSUDslEI52OVWdd1CVVg1DzPG75QLREyxYUwQerwgQrOUGvPjb7HAkTtLqDNyeDYIZIyFcoXpYxy5sRcGjHoVzBejK6636GJp8Xn6179uv70IWVMaQoHFpHkMGXrC5oietwaE5PP2wzmTCoGBefJ2u1cw4ZxBRsE/hlJVCDfR+Y81iDSgaIdK6YzIgfelo4kQGaMUQ0yXYaAAWZStKprBI2/M9jXFi6JMGeWF9j0KlOemBBM03mcwLrbk0unYK4dSuTaYl9LCcMH8CYX4bMCa8viK3vAKVQlHxj3aomDz9DFOQmELuGbVnqRMU/Iwfsq8vcErReFFL17N0EwgdhuURx5EjC8UVIo7Tzll3jxI6QmPe6QgAO8nfiT07z2pQxThVh1qeAk/9/kvDP9OUGofy/OLNu0hyoeoL8MO3aBL+wi/aXZwbJ5KQohHG3XrLXKHjuxZBqp1p0BRtClhjAuvSNMyJgpIWSnO1yNPhyvTYbsNI9pd3/gchT1S2TwLhZbigf48lyJotVwiDOgsOgZZV55Rc4dezRUapQBzjvCYUtSkgUkT4pFHi97Hq/JxUvrO/91F6TfzSAff+vKXvljso1xwRqtR0Q8QTZPSFXsgeJ/5yM9i4MChpHs+nnGR4lYplpMF1ixSYkLhsx5eHC6iXPiM+ZcNwMAkr/Jak0iBw0/CiLZvGXo+jw7DERZrsWQ2t86Pmv7QUPqW68axAtbGGlsLTr9yfUsuj+wdtOOV7wuGB4++tD/GPn4umo8/4IuiBcZPEUZj5TUdaxOPZp/nJKRwk0OMIoYaJ677e07pYFLRzRsFn0wSsdOoA4/A58wJvoH/0QfoFepp8X3zGnva3p81N6Wr5omHyy67PP3x4ouG9Qq8JdKvyuN1P5EuvJfR4zNo0bjNWdTKMDjRpr+FE9VP0WTzW3ZEWzt6Gtq3H0JXwMvQo3GYE7KJLtOpbpa9gP0ZhuVYupFN1ns3+nDPCRe6Y0ReiIiH1gZDBPEaLzAhTCM3SGJSbHie8cjNHEu0pJPIw4xhoDBEMGWGCOEJmAoFS5TBHOWdRYLIhTspVBA983kFg/lUgVESzKXMGBzoZO4IG4yRoaRYTujWfTCOaEdIsaC8YxSUi/Lmi0gJRUmEppnFPJrntlMgbCiwYfj4PyWCMLP/3N8cRnE9Zuv/GLV0rahXyIFR8hISBBRKc+V75sKcmQNhdEYGBs0LpF3t7Kwgc8d5hdE+S5jr+EWIYMrWijdJChCDo5WSQ1GLlDreLfctGyXNIiXRpYXgo8yL3rkno3OQUG6laY4IXetEETW/BHbMg8iJudRcwtx6JmD0e2ZRPu9JTRytZSYazVPIrLF0HfcypugYh46tNwVZ4WkU1bfj0ZauaR+5j65i9iEvrchNHOApBYxygq7wkMh5Bx5KToVIY2tFB+V25RNpFT4aRHmtCwcKZYXxG5FctSMURc4LSpbnMbeMc4qWyCLjLCJ5gDdRhinClBhebuupTg7fpNTE3jdnFCbpfh/76EeHr+GwytHWJOpY0A2eyukQiM5owY8ZU/YQgyS6NE0FlJ1oOURvRXJ5tM17RHbxEWsR6aCj1V3kEY+g7S9lTVzyQwLRBy87PgkRNW7lOMmN/+hMCPaI7zFI7M+Qd1HHxSjwHORXsxqQTsE90AV5ZCwaZlDsou2++szcgYH+OZ7oBSKD6IXxTE67Ft6UR+04bDgGOEnI/p/+5KfD17r44j8Uco4+Zl7xRLRVZUChLQZJOHdib4jmM0jQd0SNGXt5arfP0e98h+MMzdgvnhOPto84MOwr+yDPbADO0W6lf9eY3BhXpER4Ls7YiC5OUbiZ5zxOxMtaZT3H9Xi4CBWeNMZRvyztvPAUhDt5Wyk1vOUUQd6R8KpUFcxFKJQRI4UFE0LYhHXe2rQKPPU+R9BiHJs/a8u0WlaPMGvG44XySwmIcHikAPEGmj+gLFPIIp+YkuPaGFucMQIUdlEE95IKROEdrZC5lxDNwKSNOxowmE8GC8WJoojBE1Q8Q+V9g+nKn6V4Yea+x5OD+VMAKZQUzCigJxzer83vNm8vfn9ixoyiViFSGHjlzJF7RTvi0eDajB4KmH0e3tzojhZg2BBmeY69lEHRSiDAxtoNqHwIXDcQ96AYuE/eSpPiTyAz4HheCTlRKjTOoyr6ZL9TehkNYcR7Lw7+bAfW4sCDDkp/yQ6GveKvQ78xAly/ivYo1uFpbwWCOmrr0EykR0ZxPj5AUbB+cX/RLMqLZ6yCzxD21nW0luiRd98KDG1Km+uJqLWLcEKJHlCgODfQGl5ibdGOZycf7Fk8kHICFDUeZGvFO0/5jfetu6gu7ytehF6tPd7Fk8yZ4PmDDlZadT6PcVp3XjxdZZBIO0GvFD/8zDhEmdX4GV8o0NbA81kv68Qg6WUxejcRzrOqtBjGPdnNG27/4uMidZT9qNmyRs2AlvFTETFRKKl7Vc7Cd7/7PWmLZ25WzH05nTZSNBkX1oxzJz/13E8R06hVyaNbjBBrxcHGuRHNCchjPBWfxNMYCubAvsJT7NdOHzFA0fbKnx9NREv2aFOfg8EkbZhDhjOTDCHLGMXmEw2oP0GzopB5rZNGAi/YYuiaz3nOruk97zqoZVe+QDTmCYggGSfapi+gF7RZdVAiOScy5Xlkc5Cd9B7rRvfB412DvuG56SN4QidSh2tMbYxLm+fxa+dlU3caIgqUCsKbkIpoRL/g/ggU88PUEWG06+TVCy9QM1DACEJMn2eU95SX0QGAzbqgBDBqhdeMgCKPNGMyc+fMKbxDBEo5P5fHwvz5js9QnKRNxDUJJIJaKgZhHucMCOlimgR4tEPOEQX/nU7daheYrPETTrliJocWY6VQEmSYZLODzhg0UgOBMkw5EjpXOMlgEe2SdmLeXfOceY0L4Kwzzxw2SAhlAtS8lVMMm9VdEegMH3uIYOb1D0M8vEyUZl5cn42Tlot7n3VWoUy5NgVBCg2D0hrm7TNbFUf34hC4uIeIXFUxI2M3BJcOOtZTap1n9h3fZ8Sgj4k4PSi5gSvndVuzVmguPPnSjBgPojCiV4yKdg4u81nrRaCr52EcGrdUCnvB7/m5Aby75gQv8WxR5J63AkdvvKNxFstEjRLKjevh0+MFWuIlpSBFNBIPlB7KmMbX8BFzaj9HtAnKDTX8HkXnwa9Eb80ZPiVll0FCMTU3aKtKNqBPvNhn0QhPLR4WLb8Z8+bS2qJrdBNpmcbNS8wojfQeqWNTIXUL0Bre3KwoWxSQ7DL//i+KgRbQGU86Z1QzMAbwSPSqToJ8watExt6cKeEcDfYK3moPxl4NBxFZhF9Tjhnt5t9Pe8nfgjdbu7w2IqI/aNX1A1FgHcZs1CtEzVbUe3Qb0YbdPDeT6z6jfTinFOefMTNE7H/RYXI4ns2amDvyKorl4d3veXelQcJYEIF0/dCdOEF9H0RyrXXUg+C55TbrOaKhASOW447xyGjFu+K8IfsoOqBxvvpZo0ZXIiXdAIJDOLlV7r2yNzv+zsMhL59AH0u72U6DJ4knhjKKmCm8GDFiFN6UdoJphFe0SrDzgkjjoJTwdPNc5q3/WsG9MBvel/sfnN8KcL311y88grnwxzh8VkoKJu4e0oMICnONufDwYEbGxVMlbC9iwHjC4AkGhkmz07P7CUzWfqhqJUlBJwx4zDBec11uLmAOpLPZV5R93jzGmtA65Z6QsMaURd/FdN/z/qETyAOUVl66PO0wjAGKlMiZPcNwIHB5qv0fwxaFIShjTcOTDHE2j/VxfQaW9eDR50kT5WKQyDGmtFE+eJ19j8Eb/f3zFLuy8RjnTpRPrO4k8nsYA+XAmoQhYl+aF+kjlCLGFQFHGVffYU+it7FERymroonSFaSMmPOll52f7mNNX7rniwpjLc6nseYRpWrWjKAZwqOMVhg/9koYj2rLpA9RlKI2y36lvEdXm1CYKPuRvoXeIlLSCZjjiJSMBeYIHRgf/hEn0NtLIlfWxjgp+8CTytCU6hsNOcxn1ZxGV7iobRNpxHvCIGHIUc68Zs4e6YUXjUIDrborMWTRgj2VH1wn6m6MaMULz2vncFEKrftS6Fp1JBpkcE5EdJvC7BUHe+KZ5tzz2b94TnSPLMPn8S0RTpEwUTTyx5xvt8NO6dgrF/wOXsnRFe2ho7GEvYXfAueev6Fh8otRL/pWjozGfvI8efQVn7EnyTP7nYLvuewxz9mrdQs5XBV1ALKBwUX2R80aeUVWmyM0JbrJoGAwRuo4GlFT8r2R2b0jgN/TQ8izSLGTuu275AlDh8OF/oVncWTmBl8Z5g3Nuz8nmmfiQDKv5CenC15gjhlPZK3v5DWrNWoMtFFC0AnZUxwICbUUvGpxinUVIVNiKNSjtWDtNnhCw8NJeeLti/SliKKoPZCelec9594q/yfEPTOFnzcPc+fFyLuZBDB/ApFwdU3KAUX1oUceTZG1+VspE3Pne+R5RHmyoj4E88HwKEPG6ToEAgHFoKJwY+jxLBQlz4jZUJ6bnWrfjSJ3MC+5AKkquqJ4G3OkEsTnMErKE4OFssEoofRal4DwMgFKKZXOZm4oSRQpKViErjlikEQbVMJj5pxGOnNeCc0rX/mq9N53H1x8llDGpHn3CRxCJQ/nU8y9KFyEM4OCd921fb7s7Y6iQ8YLJZ7w4lHznejSRYkmUIJe0JLnzNO4rI/vMHjipPAQ4NFlo5sQSYvUsPBSUxrivTi8MoqczZ/9TUhaGykO1lHKgOe1ZuUccUY15RR/4Dm3/vlhbBSbfV/1mpQ2HzI6Lvjd79J73nnQcKtnnt68lqNqr9lfIqEUCcKWUmt/Gkt06eKMoOSGksSw53WXHiEFJc7K8EyeI0BRwC/i8EaGLMUinANllCNG7USQKHZRZxTPZ1yRrhTRgUi3CyXV3sEbzKe5Mpfo3bNQbvAkBjUlBU/ybLHHvC9i0ayrThgt9nfUC8g7F62UEoIfuieZ8CRNLA21hT/8s59NZ50+FFVyH8aG8UUxNIVUZBMNhUFCsRMdweuMnQHvc3iHNWunXSqDxDqisfzMmEE8iTpHuSlC2UmB90QjEXKDdx3PFHH1e/l8HPPKY45+zKmIo//jqZTht+y3f0obD7VOt3ZzFp1/f840+04khgFPfvLSR4tnsgmtVc1p/hxhlKA1ezTkVuwHuoXrMK7wW0Z++cDiPH01UpHGM6eBfMzxdz/LNT0MZTV03vfT/mfEx3OhG05LMlgap2hEOHHQJFr43rVDBv02W2+TlllqvsHvufGNyCLgsOKYcQ3zlGezMH444aQ4+8nwo2uUxyuKA/SViGrif4w+NBpnt8UcyMao6tZao8ZAGiWUB6F9Ao0wRhDRKYMHhYJVPiQpDBVKWb+B2OLUSwSaC1y5rZR+TFdYWci6GYQ3GSKYOwHMMJMnqw1fmSFTsCkxEQ6NcxyK3NJPvK74/9M33TSts+bqxffNHyUHMAsCmjCIg6WAFxoj9Nly5xMCynMRwM3qReJU+yoPfCdAuQyjxN6gEMRZJBgrpkuhpYgTLHlNRLRmjvarEGl/GDMjKw4QAwYy4UjBpwQSutZYRCvC3QGK15nHDrVt/fnPT0s/PfWUps8gWkZgE/IEDONDXnWc0UBY8mZVpd/k545YN+vq3iFcXJOCJXUozmeheEWXtZi3yO3l/YzCxl6fTIseRC0iJzyPzBgrhdA6WnPKbbSdtS/xB4YAT6r1oCgxPkJZZ/jhHwSq+wR49SjbfjKCzPMLPjFklOz23Oem+++9uzDUGJ3mcjTwNjJcQrBHDYl1iTOAREQ8m79TXO0dkZJQgBg14T3MU4QoIF4BxhnFxc8qo2QssP7SlKqQF3bHeCLdLiKLaNx+8SwUI4a769lrfkeD/u+z1is8074fBePN9ltEOWJOol2pefI3Riw+WRg5y3HwzEvzO+ecgkdyMjBWq/gPR08YJHin38ORgmbwBnOMb7ST/gZoyLq2k78/qKiqA8wPWYxnI48Y2+YXHwmnD0WULInmJhRe6XL+HvV4RcfDTwwZJbPnzE5LLj4yfQn/tWc4yvBatX8gMtNuRDSMEk6MWD9j4sDwNymxjC+OQ3yn6hyU2OuKv+3XTtYShUOq7GBFT+bPfY0LreDr+Fqkitrv5hC/wQPUKHLccMI1O88FODQZOeaBs4QxEbyNQYYvcRLQDaRKmiP7P5qouKdoV552ydiPltpxdhaaJ9u80DjZbO3bSXWdbMBn4rmqDGVyIS/o78SZYO3euxvoxz37apRgeggFQ0IAwAPMG0BpYOFLZwqDRPGxosp+FVK34/3NQYBSQjFZxE9otkp7IsTjuaWrYBQUSAqWMDqjQGqIEDrmRQESPmWkFOkpd92T4jSHxty5BYFENxSMGROh0EVxPaMOI2JMUewYJRFqNefhQYv5bhUF6XaROwWP8k6ZNTeYO0OEAu4nhcKzYODl9CNCivfJHJljniepMdLreOiinbBUFsIDMxcFkT7Ea24/SpEKz3UzrL3OOunJxx8thIsXA4LXntJGkMQJtvE8Urzc2/MQNtanXP/jmXi0I8JFSbAXrBPl1zi9J+phfggIv8fBj9E2ORRS8+QnR0C/Tsy1hpRVRgAlO2d20a6Uk4JR4nwiez2eRd41pTLOnohIFmWfwCTMw1hnjHIMYKpRV4TnmLvjT/hBejDz9KIJUc12DBKgeJljyjkvYaTlxTqZX+tNUUf7njeMTzTEG28v2pPlgxgZUzzNxis1NVIm8/0zXpjTZkZJVWE3WjLH4ZlFb8YUB5biERSQaA/L4LCu1sn4PScnEuM7isnxKxEQTpc8TSpXhvB6dNisk9+QA2aoi95222+fvvrlLxVOiipQvnT+AntF+lfwqqjHi/SSsRTicpKUowaTDTEHzRQO8spLxEuKD2cKWtOVSTSToWd9ySIGiz1ORomsMEisyXIrzo9kfvbww9MRn/3MiPtxFHBIWpNQjn2v6tDgMuwptRBRM5Q7WdAnmWnPk88iL3iyNXb/covkSC1lKHi/k2dyxZjQUrSYxq8YDRFhwuvIGrSlPpBDJowtTg5yC783t2jHi7x4/gtelNLTh5wYvn/XHbcV6xDOSs/LeZWfYu+6+I4X5xTdJNJOzREaZmCKUuK1jBiGjVTv6CgZNWB+t2bGGJ1D8fipaJR47tzZlYOuFY6Z8nfadXSM997dQj/u2VejBGMIhTogz1FOP6UOo1EozpNCQSRQCDMK9KD2trYhg9FZUMoo726kk/DCtLI4MSdCWfhUpAhjoRBTJHg0ovMIBRlTiroIjGTGrDnpgG8PpXv95dJL03VX/2P4QEEMhFclDBJKQhze5voRLqYAxunvrhlCq5XggvhMt0BI8UoaF6UOQw8lxE+GCeFZ5UkORR2TxNAjuhLebXPOMI62pJRaDIZByTubn/7dCgT2UotPa1rMbi0Y2e5NsRMVo2jyROXeqACPP2Hhe9aJccIot55SkqxlnJwrEkS5plASxgRrGCaBOAfHz3LnuF6CgUBotcpblkLHQKckV7UWt585NBj8cUhZAO1ZS6kKQR/hoYx0gmdttU3a/7ihDjbW4V0HHzhCIc3PQqlCHOonosExgL4pMdKACGh7LIpbKa65URGRBvCzXEjtmc2PMYsaMZTaNZZGQ6sW48ZRHgtlDl3bz5THoHHKW4wRr85pPxR9io1njVPrKS0MAvzN2tqzopLSRsw1hxTvuMhFAA+yXmjcmphbytIjjw4pP/CD7/8gbbDe/MYBATSA3iPSxuiXIiQ1yHqhcfLHOD13rFeNBcERIq2KI8Uet0Zh/NtT+IqIFtmHJswnQx1f/sFJp6QfzuudQfFdY7VVFjiolxJNvnPS2POyCqroD09zH+mwoiDuG7wW78OzfSbqtTiZpMTaR145P8xbJOMZ6N+Los8wmEikhBEgisQ5YT7IpeC/9rsoOacgw8O4NFhgFKlvYpD4HPkexnTutEQ/dAF0Zb5ELiJD4rjjjh3RiY5zhx7RzEAgRxmZ1iUcl1Li6SkcLJ7Bs7gXpx2HKJqXUuvz5tl8k0PoG0+n70QN5CDWnnYLse9kXeSyxJ5Tq1WjPSzS6PUJMCWhT6lAVJhQ5OoDBQvR8izIY+W554lhlLQKWY4FvMYUO0JqPKfpVk0db09ZgHsGgpVXkXFhkzK+vAhCnZooT+XcTYqPKAmFJmBzS7kqe5jLRsnxB+2QZj6xYD96Cj3DRqiVBUy54wkxNgoSZoPZUyow1DwCNFpeb6TlYEy5V2Yi6xHvUUTsibh+FZE3G19eVIxh8OwQljx/jBXeIF40gohRIgeZQouxMgIi37yqa5A5f9u89C1zXjZKCEUCnNJMSJf3TJzpYD09qzU3jwp77RvM3nhEBSh09pT9EykGBB0vo2eK4mPKOi+zvUb4j/WAvPGuUTt01Cr3Ovdc2s8EMoFIafTMFEjRIfvAvBKO6kooQAS1tWRcMvDydqFVaRPWLYySb799m7TkvHWzHlIWGEJ4Es9k1ZgZGqJtlAm1I3EQmpe1QGfGk3ewsb8iZ93zlPlEs0hJbihMdI3Q0Vh5XThaAtaHEkkxsk4K9cvGTJ6f77PmxP3xFPPL6RJREIoTrzvao4wxMkU28Sj0V17LqCl5/ylDh3r97xufkVZecbmCXjgu8Ev0zSCJWqI4qBFfo2zhTz5jL4mSuI/3oklGuzQz3gNHJ0pHE0G7Yy5/zr6UwsVwJEPIZEon77n1sk/Mqe+hVQ4dPGrtp6yXtnjnUPv58w9/daE0owvPiLbJQWviuRkC+GRZflhL9SkcaeVxkQccA/g4Q1T6EEena+CdeZ1Is/3sVb6u9WAItLNG5e+SH/a370fRvr3JWcKY8z5apNiL1pOzHE3GS9/BV6yJiGGc2xItkwP2sij7+RdcmO7bZKg4frV/npo2WG+oBo+e5LquU3WWESNTxMt9jUMhPQMKb/J3vNa8K66PKK9rkZXm0vfNoznB/xg+5lEUmfPAuo6lVft40E86KgPvwq9DLo8XM2bOTvt8Yej8mDM+smdaaonFBn7MrTDW9ehbpCSYIIVMBIFXgKDCrBC4UKHQsI0uJUNOa9Q/DAqqGHlVL/jIx0bgVS09pVRRpISupYLEdXlWed8pxbz1jAf5p1VChYC47Iqh1qbgPhusu07B5DEHSiqvB48HhQcTMcdCwpTYyFknlNW0YFIUZEwtlKlgcs3mIM9JH49R0gruk3ty8zkoR6cCFFrPxCCMMy0YXp4LoxfFch2CgGebokuYUYJ4pKQPULwo9uZftKIsGOYuMmf4/8svt3xaaolphdKE2HnBeKDiXBOgNPNE8fRZC4xfiphXFSi2vJPW0PNF33h0E+0hPT8l2JybB8oyoWDsEWUon0HSr2LcVspP7rm0jiIPhKt9qkkDpShqrKwJw4yRScBTAswNBZOxScmhOKEpr7LBv1hj/jisfzB+6yZSS5nFb5oZJQQ5WBf0JNJIkKPfeA60kBslDE1/sx/wtdizcZJ1IPZ5N9ao1UnUgRhLTleRnhnrY2/Zw5TSqpa5aMzz41/ml1DiSLAveXeljeArFDWeVUYBIxCPizMmYrzlsXFMXFF0Mxtqtf3yV7w83XBdde42IYiPSuPjgfdMkTImXYsCzJCnIPoZ9yuved7II1fwBr2ovV1UNSwpK7L4Ot5ByWZEojtGPNnBGLG+eJM59zmdAa3lbf8aakgAn/zkp9JnPv2JgjYj6h/ApynheYqw/YH28wNvySHpghwD+Gl0eQpQfrzwD0p2OSXP/sVvyWW8WKSg6rT78awtmiA/7Xc8hJwJOsIrtJXHz+03DgkGOp6B3+EJeAi5pOYJDclicI6K7+fGFAeVfY0/7bXvq9Kbv/aH+QeJLju/a2MgnoU8NAaO4GgmYaxSYs0neRQ1RV7mzjpyiqHTSOfL9RwGS9Rd+p3RYg78LNNRWVbnv/cjlXiswNOitpX8zjtkTsV7P9GHe/a90J2SROmmYHlgCnqEWCnGlLLJFFaPtBgMLw5SJJgZJZiStCt/J5x5kwgAxoKwqBdmaw4onRi09B1MwzxRzjD9cmoQjz5v1elnnj2cZ/22/fZreaAYBkCxozS5Z7S2BF4vDDFqM6LXe7mAvIx+HTZWVmbB/PMC+R1hhVFifJR2SqS1iYJrwsRPChZF2E8eQR44BgpFUkqRfdpMWP3t//6WjvvG1wplOT8BmZDm9eXJI0yAEUqhJjh5zihqwZTtE2uN+YfnlsJUNvSaHXboO56RsKs6g6RbByNOFGWDnsKAEWKKxk2IMgBAdMhz8JwSinmaQw7CNrrWlD3uZVCApH+Ed12KD89w+SBF40C7eQ0Fo99+ivFX1evk7ZAngxAu01X+XJwZaIehGMX7Vc9qLtGOVCnrGYepUUjl0zNYpOeiAzyPAiaFJdJzOQE4WDimKL6UHQpdXlNy87xUOnwyorQUV8pqGOr4XDxDIKKOwbNaOVLyLlWDVtPYSbR6zuDvHDj4WZz9YX45YkRGRM4iI8A64bvfOG7o3B847LBD07vfeWBxfYaDPcRxwxlk7fBYDjayH12TgRDefvyXfHJPSjyll5zNjSjXlBqIR5BbsebSYX3WOpMPriErIIySPJVrvLA/7XH72rPEnLq2sYTxzUgWNfFZ/MmcMhji+5xnZIL5JtvLYBhKA+PQXXaFkY1pcpBDeJN7mMvocAfmKww8tGPe8/Q2444UYA4aaZBkqXVj4IdhIcIZz+4Z0V2zWqsyT+nUvPcK0Ugl/j9V7n1NqSA/Us768bx9N0pA+gPGxOpHiLwbjBEefGH/yXiirkUmeP3EwBkeQayeibClAPkbo0zep0gK40CXDZ4hzDI8Sjyz/lZ16J2Iks8T1IGNN94kPf7ow4XyRGBQcgmMYDzmmGfKvFMghIubFe6HgjFa2hxm3+kISTuoUgJ5zD0zBp8XvlM8KUoIjfKPGWOqhBulNc+BtTZxToK5tz8pyKJ6UROQHwgl73/WjKEiN14wudbSshgg1tvcREqDv0dBHONBHjEPP0XY2AmK8EqEkVRGlaGB0TOkyujFGSQTRbnORY65VxhgFGA/peHw4lE6zCcjkNFhb3uf8ReHEFJm1aaZJ/yk+nTik9MJxw+d8AxRX2CdrDk6lTpq/8tnRysYtPtRtikg8tApEO5D2FfV6wRdTRbvepmu8vWJAtxmB8GFcmOPi0ZQUClFjGtr5O/2ONqTvqKuB690YChatLby7kUbo3VyAO1skPEZdSLPfc7OhSFuXPY4+oyW3pw2riVNNm/1HGvdjGflLZK73cijl6hq/Rxo9pz5d2K+on04+WRt0QwDFF+1pvhWkaa1/MiUDREWL2siijnaoXruab/g59GIxO/o1d/QNJ5Jqcfb8Qjjd92cDkMmi6IykPMzrVqddj8W0Fso53lHtrh2zKmsD3tW+hOjwbyKPOr2aG+T2WgE3zFmNMaxFbVdjHNyDD9jsH/3hKEWvYB2yDY6hTrcMBzLkPZK/ruv+bJ20uc5A6w1XYSuYa1dE99i7Flfz5bLyagR9LnRDPfyPHdq3muMD+gIjcjAyeE9e68fAYGBMEqAR4XAl26ilgRxFidmn3NOy4LYQUW0y/RTmLU43PD++wtix1QpnAg4WukxSoRyhUgxUx4QHpW8Naic2rJC4xoEAOypk8a890/50Slpi2dsVtQyENa+57O8Txg5BRqDwRAwpVZ9xKMAcFBRVbTNAJRWQFmMnFygrIiKeJ9CRIjZXxiqNYnaE4wZUxbZ4sXiKWIw8Ny7nrQEn7n8b1cOe2znzplTeO/MlWtZ82gagLgZ3PYzwerv9gVDkRKFqUdLZoKAYAdj9Lcqo2QshkazDnGTBcZuXtGJnGsKkZQtcyUdglAjjCkZoovWWBqEWgKpGowXvIWHES38+8Ghc1/gve99TxFVxHPQhbo13nxrQfgzahg4BHGcgG49GSmuZZ8RwlWdV5qlFk4GtGqGwIim0JQPhfW8eAyewljjUbXPOWUoVtaD0oUHUSTRB6MhuqPhj3Lbc1BG0S0HAu+y1x1335uOvHDIWNlgww0LZQotAZoOJYmC5JoUO1G2slHSCnk6KmfSVDBImrV+Hq1hSavUXHtEI4KIVHGuMDrM/9BBoPMP9QWKuCh9dMyyvsbh867FkPF9ijk6w1NF0uytSOM1Fp5cf7PGjA1rHi1MvZcbBr5rL9qb6JS8yyN85SjaeBHpTe3Qkefj1MDb7FHPLUOBcYCvc5IxYILG0AB+xInLMOFQ9H26024fGepe6rM3XT/yAFE0hjaiEyfZgwbNqflCkzFHxmAe6SCR0hb7IaI4fqo/CL4W6aZ56l8zlOcifp8sjpqphvXXX7/QU8ttjENfXaiNErDReVwIqWhV24lWav2A4qE4aT7CXp4Fo8G4KagReYiTdAHz4AHBdDDmcg1DGTzBvJCUWMz27/Pef/q8rkPug9ljHrz8hLMuGnE/hslYvOetvGyDBHNvPggrQjBOhMbQzYN50QULc7YujI88rIwxU6IIDvPlOvJwMXLXivaJeXTqTW9+c9r52dsXRE0wUsasj31tHRmFBDpPHeWXMHGfvHg/N6AIkVZdqia7oTFWmHtGIZhj6xVpUAS2tI48ugQ8ouZVpINnktAVOTzx5B+lnT845GFcZtll05tev3+RbiEiZo8zakTEKAtq3axDGCSMVGl49grjxV6LlqZlgVyVWliG/TAZaCpHufYj4DnNQ7RcRVvS36wBOiTk0FM4ABjdUccVNR0UL/Poe5RH0Uaf8Vmfs87rrr9hSheeV9xz+iPTCzqNQs3w4Fs7fJGxiWYjPbVd9CsdtdsYz3NVfSeUVvuaE8iLY9GaRXc2PDbnkRf9/vfpHfvvVyi9DEnpWF7WyrXwXDKKJz/2DHr0f2sfCrTukXg4w5bBaM8xVBikeDyeEClT4Y3n9GE89cu4zNOhjIF850Qxf3E2mN8ZT+QGI93zRIv5kL1RAyJiyyFz6WXzG+Hcesstw+uBfpxnwjnAycmpCZGCBeSQuYlGBfgj3kmncE80E/OVR4Gkx1kzcxqp0blBO5mdMQsb1s/0z0HAQBklgCn1smPCRJAXcakHEQGhoJRz0PP2xQSvz2BCFMo8nYSXAzOyQXjlpaREeLnZ9UI55hVWoHvQ8UO9yR948MG03jprFcwm+q4TzBhKKD6EuNdYOs0QNK2894MA6SJC+Yw+Sj7DC4PF0M29ucC0RZAIAMo/QZYXHmPMvFZxoBXPQXgPRLMIRXO73gYbpVP/NXTf4kTiPV9UKMwYv88T0op65RBHa2LpRe6j8xyFVPpWbozEekThIy8zgUbxHQ0UbhEBXmGGloLJcsewQUM7nX/8Lrc6ThK3p6XF2YcMecYB+gvjgGODAkxIqjehCCgajYPZckXJ+QCvfdXQmQiUIBFLTgH3sHa8legRXxIhsHf8LRwm4WWtUnby9IRmRdRjaRDhu/ZetBgud+EbK0YrRA20ew+ecSklHB1S38L7bJzmFC2FQwafM4cULAqkujuGIbqM2jvzHkXoUlj9NOZ83E/b+GnFeqBZCqp51F6YYozejUPq1lj4leftVzpqtzGe56r6Thjced0GfinygQ6jFuITn/hkumTed4pOj48/WqyFFueiAhRf9UTSqTiJyCTXQ9uMoIjSR9th9BfRZhE5a05Z1oGP8yhOhhfp5ggKx0WZDjuJdq5Zrtexl43Z/laDg7cEzKnobnQi9MwMPDyN7hB7Wc3bkV/8UhrqQ5fSEfN4metH1B9v5FiBOPMIbTBAZKW4BznjGYzN9zgOyvxMBCgiJFLNPAv5VTa2WjljGDNkE7rUpKBGjTIG87CPSQgKEe9DFOICYsU08wPAKJo8F973KkMqSHSHkerDa9gMGLDPAIaWp45EOI4ywKuLMfg8hUGRahysNFYQ/ITBIKfUYbqeX00AxhkedAIulMc4K4In1U/v87aGcA0BzJgwf6JX4LoMC0oP73seqdjj+c8vfrq2Oh8CFKQzYP6RakWgxPh4/6UX5W2fc0QedNVeaQZ70F7I9+JkhzNlGOwMEj+tIQMiiknRHi+qn+YWHfnpRYBSbglBgletzzvf+a7haz9w/wNFnYrPMmYoz6CInkJkf9gD6h54KRkn4VkKpawM7wXd5/uqCvZl7M92YK94zmZ7ZiLIlYn8WSh45Q5mzfYrxdSetUa+Y5yaOoT31SvO0YGo6ZJaw/tKIYougBwpaE/dkO/FvJ89j++BPSGCJpJJyeNRDrpxPUY/mqs9tp2FPc3hke9tc8x7TqFGS/jjgQfNV7Znz5pV8FZOGM4WPEptiVoi6yslU3QT7BH8MfadqIj/++keaBn/RmfkoGv5G8M4HAUU+jBGoqtXu3u500APcfYX2JPGgi4YZBBpWebCPBm36G3MK4Mkl7144G67zW9osvtuuxVplZq8mAe0K+KLFkSJyH5OzeiCF8ZNRGpywynnY8Hjgj/gixx6jAt07Dt0C3ROrsXeyGmOzoEXWyOfqVGjCrVR0iHwDFFY8lO/g8DzfD1AlM0UTUqr8DeiJ6h58L/whS8Md7jIwWPKw+o7FK1Hp08f/lswg8h1dx3pcBQq9w4Gb4xjYdCYWLM2oIMC3iBMHROOFoVStsqePs+hj3qzA554XHmCCNcoguYNIljMr7mrMhr9LYRMgLARsQnvup8YOgFBmaY0V8Ha8Wi1StOyjygBsZ/CyzzaCfSTCRER5F20j+MQQK2aKaDWhPeUR9Hc2ucx12pNrKEiaMqP9V5vvfmCfdbsWcVa+nz04w9QABgjgG78HU1FJKEseFsp982Alqr2Z6v9jdd04oT3dhTNsTxLeWyug4ZEuBhSjA1Gfd7pRxRDVyIOG8oSQwIYaXgg3md9rCO+hZYUwAesC+PFGBky5jPohoETJyrXRknn9wpFP59XxrX1iDRL/G3rLG1OZIR8Q7M+G+fdUJAjPRKsl6ivvRQKMdp2Tz/tI5FSfJF8dS3OPn+PGoyJ7uVOw1zFYaQBshvvCnkadZ7kCj5n/GGI57IXPZhDBv9jj89/liWWXLKYS3pHtKKPmtMwzKNOIB8Hw6jKcCrPV8ypyI7uedYhZGLU9hiX+wSfDKBdn7Wekdo+GeEZ+lVWsFof7t3rew52XsckghQPr6pOJuUFxVQJ3ipFU746Tx+GKw2Hl0Q+KOVLkW94kSBOPhYNIYCXm1ccDWUBTOgLkzNkCHXCGnNotx2fSBCmQtgPAkOR849x82KXjQp5sjxxrZ6rnZxX12bQ8GaFoIu82Wjz+BReq7uGWsia16dttEFhzPDOUpwIVgaSsLdUIN+Nc1947imjDJL84NCq2qRW6QF5Fy7XkbI11SB/Gs1QcNGNeaXYihB6btGwONSLIpt3fzInPHPmURSyKK5+eHpK8zpmW5MttnhW8ZMyzSPpXuhZyhBjgWIgDx7thtcPPRD+cfBonmo5WleZieRco3evbqCqKHcsHXKqxmZtpEiaO3tfWqT0rVgjNQXohcccf+L9FmVEcwx2dOV7lCxKqvXV0enubMwMcNExfM16a0xQF8/2Bnn7e3SCNqXMfetb3yroKE+VVOD+lz8NrS0nAWdeRI2l7wGHju+FYhwpzoxUr+gMRCEPR6C0MPRv7UM+VRVRD1q3J6lmeUGxObDPOV04ROxnxkx+8Kp59p0wJKo6CuKTjDRymx5RHBlw+umFziCdCw8MYyUiJVFPxzkQRlKrDnyQp24Za+yDKgTvlL7cTiryIMI85JkvU/3ey/bhnrVR0kWEAkuBIWwRZdRxNFPsMdVQUKX9MEb07ceQ1KpoEygc67rC30CxLQ5fKjwq1xbvlZluGCDAU0VRjsOL2mHQvPA+i+kMglHCIKGE+FkV6Ritq0c7BcgU1KhBqLo+RWuosHrIKHl4XsoQTxXjkrfe2jOSMGE/y0YE43OiHu/J0O53IuAhFxF0UjClhqFAqFJ6KLwQ3lQ/8wOerJN5l3fOmxcC84GHHklnzztwbK9XvCItu/SQ4kS4SstzT3TCIKUoMHIjOoYGpIrwAvuJXu3D3CjpxP4bFEykM5HnY0RGgTJFkjJKaQolJdaNwkk5iy5c5jwKqHVqUuxu7Xlpb7/z7vTPeVlze++1V1p5xeWLVB8vRowoaRnuEfxu0Od8MsF8SyNinKMvThlOMIYnOtpq2+3Tb+Y58ymkB+y/3/B3o45BR7UwUuPwU8Ypb7woZ5yA7qc1ZNj6KbLGKAm5OhoG7XwgcjzvcBT7NiJJIWtzmWGOzZU5F3VccZXV0gnXDaVj33LzUFOAiOj6PJ1BFFkND4PEvGoohH/FfcwJeeaaIpN4XsxVq8YAkbrlZ97cpwpjrWGtsXCiNkq6XKALBGzkN5c7cgUwBAKX8I7c8vAAakerc5DUBMKZgaN4N9J18kPyAsuUTt4MjwdmRnCLmgTTaYdJUCzcr3x6bq+QF7fy5pg/zJBXOzCWcZU9QFUHA8X9CF1zZo0IQ8qng6uiL3uAkZSesnYhjKUiMBLMF69TPm/+Lt0kWsqOF3kLxoi6TRWGnz+HfYd+osUoGuBhzHOr89PGywqnPc/7mNd5aCkboAQTzPaAtSLI5Uu7F4+u7znBmqJkvzFyeCEJb95BeyA6PrX7bOXC2yq+UbWWvVjfdvlaFdBmdIwzl/Gc3kMfvOiUItFB9R/WBi3xDPu/iBPFKM4BirH4e6Tn4Y9Pe+rT0vlDWV7F/l9qicWKM0nsEz+rlJ88MlwbJeND1T6wHuY0avbMPf4mYsYI+ddd96TfnDnUjtaa5Ovi/3F6eMDaWEMv15UpEM06RJ8ZIvYXuuOcGK0NLbrN92QzdJq22qXpcqSDnuDZRIzwGOMmS0JmQKRGmZ9pS8w/FHaDDTdId/3rtoJvmSfR3c9+9rPF7yIlWqI7rDRS6NwHveFnceYLZxo5Z27L6XkgqmVtyJxov9wsvWeqyKMavUNtlPQAodC3qgvANOOkaMwBI5FrK69U2z957dJ/FJIxXoRkgTKEQbn+tf+8EYurvH54bjG4yBsdC3j6ByXkaq4oKaI9zU6ObYX8JPQqYaa4XXqYCJSakyi2JCSiXoQi5bsPPcIFeN+IrmjGpqWl9B5KVNl7ZM1CiW1X2VuYT5nO6UdNCY9fGa3SMswNT15eXD0ra7X93ve9L22w7jpFd644k0eEkqESneaiG5c11dlHjVauSI11LZt5bPO9ORZDZ7zI79eJ9tLmSlQruvMF30GrjBLvoVlnyZhLf2PY8RCjFd15pJxIzeNtD+ReWGNed92npPSPSOBa8GyoKgxa6s5UgUi1aG/Mq30be8lazcwcN+1AlFkDC/RE3vHai7CJSEpTVp8UBwCTkVE0XbV/3V9nzIhGDHItZMBzkDkMseA/HGHlfR20NWNmnE6WhtMhAzrbqeXiYGGQ+Bv5phCeg0XaG5ogR/BWDhd0KfIrnYvDsyxb8ppYOkHwwYnIsskCvC3mVxfOPCo/Fe/9RB/uWRe6dxG8hlKsMFAHsoVSLyUEYYeC5CfmgzFEmgNmG4TPa0twYyI//elPC0ZCyAPliOfYybi/OHd+8WczlAvZJhuiH735Gu/5AXkovAoMEgpUdM9iZBC4BIMc5kjTMYfbbjs/9ernp51WCD+eJ8JCSsJEU92ig5s9M9XWsl2gG/QTB3xWdbWLwspmHnA0qIOT1EetNRfPTiLnTZRm5+9otlxUy5CP8w3Qm2u5d9WaTBSj7c1Bu1/wuJi3vDtfvk7mkVKFPrwnDSdOqY6mBcDgR3vlRhEOgX3HO95R/PSdfP0C9gdnQbODYMfT2KNGNfK1LXcuzGGtFF+XEespBbMMEbFcwVVrRLGWKUAW+jsvfvA96YD5yeX52LxvP+LJzTpGxh4WURkUfifCxDgLOY8egsZa4eabbh7WKegYIhnmMndwhHxjzDGAGHu5HMHfzDdZR7cIugug5armK1V8earB3lOX41WVXTHV7j23D/esIyVdhNxaynP5/AFEy9sTLUt1KpFWEDUfFCteQoYJD1T5RHXhbN5aXkVCWEtZjOfmm25KizfR0zEgTCq6n0w2mCceI/nF0e1jvF6v0WoweP60neU5krJFIY1cX3Pou1WRr4cefrhQuni5Is82GH0e8i5HnFp5q/NoSNkz3+z05amOfE68ms1dPq/oR357tAM94MCDHTVWfG6F5ZdPq6y0QnG+giikfWUd46ccbS2eA1HgXl6TPJ1uvOvS6/qgsdyv6vnKp4PHK+Y/5im6DsV7cTI7OsYj0ZnrSCPhjCmfz0Qpoyj5KRVlSPlaMCpsjSNaUqazhSWy2AuYQ5FDbWCtWxVfA/O8/IorpzQvfau8nmTfwQcfvMB34vRySrW9Kf1SYxB1Rhw9EelXU8bwiNqy8jp7XwTbNRhN9kZ+nsZYzwnqZSTSs3uZKw4yRpPzyKTF5dd96sbzjfqNnjo0/ogMMyA0xxF5zOUbw6TcvAWiSYjPuJ8zv8ylOh+6Q5yzVqVD1PRVoxOojZI+nJwb6SSIX6GsMC2FFcErUCPU4/yFqs4a0fpQhxPGTXSeWWmV1eaVuS8I96GQKXSbrEYJjxhMNDow2knoOj3Ji450uvy009yzXL7GRhsOCYSIluR5tubftaxTWXi3umZ0+qqVqOo5kZbQbO7KxaEMCEZt2bjjBZwza2it7a3odMNLyUjx/yie5r2MSEl5TTohlEfbm53GWO5X9XytTgev2rvxHsXGPKrViTRHCqFIFJ5mrnOjnpFCOfOzWNeiDeqCh+zG+SR+lumspqXOIeYyvOKRytMuFGiLTlQ1JCCnpL+KikQKn70R7WdDdjbbv/k65/V2UUOR76vxnnDfLlrx9nZBJ5CCJnIhjY1R4npqpPzMjZLN5zWPiHkKIyuXReSbV17vkTscfDYaTHiP4SgyxXALp00Vavqq0QnURkmHkRN6s5Nz88I+f1f8KZeTl493AgPIO9OUT0z1dwVvmCxDJk4b//wXjkrXDjWCGvFdChXGJhLjfhFyn0zFnp49iv7KSmVVkW0YElHnMZrXt/w580pQSafLDUPrwGuVn8AecPYFpZdXT6jTmGM/mG+eKykreWqCv0cRo5/lwsDYK+VTrOO7CyNyz17V3MU8ec8BiAxxxsb+++8/HOHK1zsKpa2R6KSfvsOApDyJcvHq+snrWPYsgr3EEAX7b6JrYy+HotTNU8XL46QQVkV7fC5XOpoV5+eIa+T3yPczoFdz6yeDxFry6qJ1xkp4sSmvUr7wR/xyldXXHDG2uAfj0xpX1ZWUC6prjB0xzzGXFOOqqHG5mD3w+BNPpKWXXKFQrNXsUdg55PI9g+eKnKklUayNjjVG0DHK/th336ETy5uNr7zOsdfwY3vKNfMo53hOuG8HVbzdWKoijs1ahPscQ8RY0Qk6yK+bR4jAye3bbLVFEYWscprQBdCWSFQ5e6PKoSJt1gs/YpCQi82wsNEX3pQfnEsfm0q45pprCt6bP2+ul3YLtVHSZ+RFz7weFGAMQKcMBZ889v6uHWIoPQE1JnnB+lZbb50uvHSkVYLJEPiRg+t6k7EDjbFT6FvBc0ZhIAVSdMLz6tRUxmhe7WaCyhpoPlBeC9hiyy0Lwo11FDEJJi06xVCqYtr5HmiGiZxrMRUR88Fr12zuKEo8jCIe9sPHP/7xYW9uXhx6n3MCVlph2Fh3XV5JNANSKCkGeetm52D8+c9/Lmq91HgxVuVZo8dOCOZuppS0Qiu6qFI6yulb5oUHnDGnFeloe1XkKeY2vN6htIWhx9DnhDHfcRr8fvsfkL79j18NdEOOhQFjnW+0hdbCwPW79QwDPFL9pClZb0qQVGXF2YwXBhBemnvr1VlGpzyfDT5ZrnGJezZLh+0Gqnh7FY01axGOr8T5LQw5KWz5dYvDRTNe9sj06QWvY5SUZUboAhxmfuZ8xTji4FjfizGceuqphR5ibvG5GvNBt8iVdoiDWiczVpt30CxHd/l5GfV55kg3UBslAwRtenW88FMuZ3TN0AGDcOYpxKijhV+5e9Qez39+OubSX4+4pr/z3Ea7TYx4qnag8ZwRKXHCufkT1agySsYTaiYUpZYQKFVnizxv993TLTfdUNQmEBb5tQnR8gm3Y8FkOteiF8jno9WchkFRThO5OvNqzZl3nVgvP/0eipK1Kx8IiA7tLz8J62YpXeNFN1NKWmGsdFEeJ36FP1Fk9tprr1H3atVhi7kHWeQKTeN9DECRkmgXXGPyIWg1DNyIzAFezZgFewLNBo1TiOLQv3LBuj3HaReyshVfGIQUo6oxNOsMh6/oVsdIa8eIIpt233WXSpkRukBkHOSIa5dljDVhpJjb2igZCQaJ7nB5VNZ6dVtp7zaMX5SEQewZ4xw4//debZQsRJC+4AUUnoiU5D3JGS2Yilc7Oaq+Wxb6U1WpRSxBMOpsIlJShfEUI0e43PxJ42k2Boyp7KmbaISjbmc6vvkIpbecpqQPf/hkpi02lLoVghv8bNVIgYIckZL4fCc9r+7dywhJwDOMhS7ywnbgUY1IyUQdH64r3USURATKQaNgLcttUGtMDixb4oHBh0WXRZYZHlU0Lr05Dp8tw56LSMlofKEqpbDXqJI95ZPSW322FXZ9zq5FlATKc1GlC+SomjtpyhEpqTF/rUSb6GAMknYO7ewUlumR7ha6VBio8by9QB0pGVDIm/UK5hlMKw6mmqqnd3cKPEtezWpKxgMGCU9tHGBVhVinTt43v26NkfMxXuWiWMN/DHUEWn211YqakrGA17D2HHZ3XqyvSBcDshXN1Zj8qOoC1y7Pc4aXV34w6cKKDTfacNwyo8px5iwYr4UdapziCAdOF5GEcnpTt7HsPKOxH/fUMn+ixxu0i9oo6ROqikTbUWRbdcspFxdO5ULo8c4fjHdeqvKD82u5f6sxTGQ9pvJadnoO2vncM4Tcm5wyPd6TmSeCQVrficxzuweotXuPXncjq9FbxD5op66uHfSCVieCbo9ls003reVMFwwSEZG8qH2q1I+MFeVi/m6kq00ao0TuaXTiqFGjRo0aNWrUqFGjmxAhYZBMxfqRiRa/e4+h0sl5mBRGiZNcnclxyCGHFD/HW6SmCMwroOVnPyBHUxcDG7xXIbHJhHxdmq2RDiNxSFo9h4O5RlMF+YF8k+mMn36vUauDDGssfHQ0WffeZFojJ7A/6xmb1fTWBdhLoraRnqrTYC8xY8aMEffWibCX99QwxhlQgUhh63Tx+8AbJc580DbSw++3335F280cCnDaTdv5/Oc/n/77v/879RvaGrK8LWqtUC+IdjoO5Yek1XPYe/S6K1Q/ke+1yWSU9HuNYt7GerDewoR+r9FURatDNKfyGj362GM1vXWwfqScsuSMpF/84hfD/+8l5vTh3vk9tYfuRb3WwBslxx13XNFN4uijjy7yRXkCtNPTIvKtb31rYZC0a5h87GMfSx/84AdHeD36wXBY2xEpqbEgtBiNM0marZG5C09YjcFco6mCybrX+r1Gk3XeFqY1mqro5N6bTGu03LLLpmc8o/sH3E1V1PUj/cfAGyUO9NGnO9rTLb744unOO+8sfv/6179e9NFmkDBYRisi01YyP2ywVygX3/G2Vnlv8s/lBx8tbN1ECIDRDko0h+14res57d8aTUbYL+VDx9o9IG7QimzbWaNOjzn/brcOMrQ2Dzz0yJiL6wcRU5WOxrKWnZRzsf/Gs/fK+yh+n0xr5MDSpZdcvCPrEZ24BqlRQL/rR3rd/WphLH4feKPEYT561R977LEFYzj55JOL97XFffvb3160zT3zzDOnHOG0ezhcjXpOa3SP9uo2zIMH6+LAyxqTH7WcGywsbLyvWapWr88fmYxYrUvF7wNrlERKlrMmTjzxxOJU35133rk4YAn8/NSnPpU+85nPFGdH9OOgsW6iPiyvntMaNe3VqOaNM2b1Np+7RndQy7nBwsK0HnWqVudOfi8XvzvLJSJNeXH8pDZKokbkec97Xjr++OPTRRddlNZaa60Rn1l77bWLQpxOH1Q3FQ6Hq1HPaY2J0V6NwURxOOliS/R7GDU6gIUxPXmQsTDxvrrVb+dOfh8tejIljJLI6fTA3/rWt4pcyXPOOafooKVgXWvf888/v4iYjDffM3JGu93mr5yrqk7mjjvuSE95ylPShhtu2LH87hkzZ6fZMx4ffqaZYzylut+IdcjnYaJrlF/LvKtHWmeddUbM+0Qw2ed8ENaoH2i2buOlwVtuuWWYpjfYYIMxfbdfazRIYx4LPEt5/WZNII++H5gqdDSVeGSZ9q+66qqBXyM0fPNt/+oYLQxaXdxE6Ojiiy9uafBed911xU+NCzbeeOPK65aR15T4TDe6YDWjl17cu4yx3lMDqr/85S/pgQceGH5P+YXjPNqu/WsMAObMmdOYPXv2Au/lP6+77rrGa17zmsZ6663XWHvttRu77bZbY5VVVmlcccUV477v7bffbpbq14DNgXWp16j/61CvUf/nuV6j/s9jvUb9n6d6jfo/D4P8qnWGNKnWqBUW8U/qI/SwP+KII9Ldd9+dNtlkk/SKV7wivfzlLy/+xiqbNm3acH0J60ttybnnnltEUHbccccJnfDuujznyy+/fFe9AdFGMG8t2A8MwjhajcFWnD59ehHJiJS8Xq1RO+PrNQZxLPJwrUMn1miQnm8qjWcQ6GhQ53ZQxjFoazQo8zJI4x1tjfxtEOZsUNauH+MYKx0NylwN6ni6MaaqNWqFvsZRhc+0+X3pS19atO9jbDiJ9Te/+U36yle+UhgkM2fOTEssMZQ/LFXLa6utturI/U3Quuuum3qFQWktOAjjaDaGFVdcsa9rNEhzNIhjsT7lsUx0jQbp+abKeAaFjgZ1bgdhHIO4RoMwL4M03lZrFArvoMzZwjqO8dDRoMzVoI6n02Mqr1Er9K1CnPX0gx/8IO25557plFNOKWpFVOxr8fu73/0uHXzwwcXnwiDR9tehiTVq1KhRo0aNGjVq1Jha6JtRwssgxCZtKyDc9oEPfKCo3L/iiivSkUceWbyvwP29731v+upXv1qE5mrUqFGjRo0aNWrUqDF10BejJMpYHE6jbiS6IIRhcsABB6RtttkmnXXWWUX6lhoT73lNxva/TpF3pko/TpMftHEMwhgmy/im+lgG6fmgHs/Un9tBGcegYbLNyyCMdxDGUI9jcs7VoI5nEMbU10L3G2+8Me20005p7733LqIgyy23XGGwiKIostGmUtqW4vcaNWrUqFGjRo0aNWpMTfS10F3nrFNPPbUodF966aXTpz/96eLwFVh88cXTlltuOXyCe40aNWrUqFGjRo0aNaYm+n6K0fOf//z0k5/8JL32ta9Nd911V3rd615XGCOK4O+9996iNVmNGjVq1KhRo0aNGjWmLvp+Tkng8ssvTx/84AeLE0oXW2yxoh3wj370o6K2pEaNGjVq1KhRo0aNGlMXA2OUxKEtDz74YHHQytprrz2cylWjRo0aNWrUqFGjRo2pi4EySmrUqFGjRo0aNWrUqLHwYfL1151iqM9dmTxzUdvvNWrUqFGjRo0a3UFtlPQJt956a7rjjjsm5bkrC9tcPPDAA+mhhx4qWlXXhsnIlt7OEpJu2SmY30Ga40EbT43uO0Xq9Z7cGMT1e/zxx4vXE0880fdxzpgxI/Ubs2bNKs6g69ccaKJEfg0KbrjhhvSlL30pDRLKa9Mrp/FgaoFTHH/729/Sdtttl37/+9/3lQi+8pWvpP/4j/9I5557brrnnnsW2rlohZtuuintsMMO6fDDD0/33XdfXw2Tf/7zn+mTn/xk2n///YvudH//+99Tv3DllVcWZwydf/75RS3YRPHkk08WP2fPnl3Mcb8xaOPRAOTb3/52+u53v5t+/etfp6kCBv8//vGPQkGgpPQL11xzTXr/+99f1DQOwnr3G4PEa9rlR8YLg7Z+9vdrXvOa9OxnP7v4ecQRR/RtnNdee20h8y+99NLUT1p717velZ773OcWP88444ye7xX3/tWvflXI9H7DeHbcccf0ta99reA/g4Drr7++2Cfvec970he/+MXivV45jWujpMf4v//7v7TLLrsUzP4Nb3jDiL/1StnFJDHI0047LV100UXpla98ZTrssMMK42Rhm4vRYH4ohFdddVU65phj0v33318Ik16nml199dUF4yJMGJAYxqGHHppOOOGE1Gvcdtttaa+99koHHHBAOvroo9NTnvKUBT4zlvUzt2984xvTi170ouK65ryfCuqgjYdCuP3226fjjz8+ff7zn0+vfvWr00EHHVS0UJ/M8Fx77LFHQftbbLFFQV/9Ggcl5dFHH0133333wPGgXmOQeE27coSDpMyTB2H9GNu777572mSTTdKBBx6YNttss0LJQ8Oi773e5+aJcrnCCiuMmKNezRXeitaMYbfddiuyJL75zW8Wzr9eKdt4jrPx9ttvv7T66quP+Huv5XrsXXLm4YcfTieffHLqN+wTepm1ue6664ouuMcee+zw37u+VxS61+gNrr322saSSy7Z+PSnP138Pnv27MYf/vCHxmmnnda48sori9+7jccff7zxile8ovH+979/+H7nnntu48UvfnHjec97XjGWhWUu2sFf/vKXxh577NH40Ic+1Nhqq60a//mf/9mYPn16T8cwc+bMxlvf+tbGgQce2Jg7d+7wuPz+jGc8o/HNb36zp+P52c9+1njRi140PDZr+OpXv7rx7ne/u3HiiScOfy7G2gr//Oc/GyussELj4IMPbvy///f/Gq95zWsaiyyySONTn/pU49Zbb+3qc0yG8dhrO++8c0GvcNdddxX0usoqqzRe8pKXNG644YbGZIR5XmONNYo5xgvsoWWWWaZx//3393Qc7rfFFls0PvCBDwy/N2PGjMZDDz3UWBgxaLxmNPztb39rLLvssgV/boZ2+FC38I1vfKOx6667Np588sni91mzZjV+//vfN9Zee+3Gy172ssacOXN6MsYHHnig8exnP7vxwQ9+cARvufnmmxu9wt13393YcccdR6zV//3f/zVWX331Qqb0Au79xje+cXjOTznllMYxxxzT+MEPfjD8mViTbuOKK65oLL300o2PfvSjxe/vec97GrvsskvjjjvuaPQL9913X2PLLbds/Md//EfxOz740pe+tPHlL395xOe6OUe1UdIjEHRvetObCmXi0ksvLd7ba6+9Gs985jMbq622WmPatGmFgL7pppu6Og7K/jbbbNP47Gc/O+L9P/7xj4299967UHT+9Kc/LRRzMRoQHqH3nOc8pxDW//Vf/9XYbrvtGp///OeLeTrqqKN6Mg7M87nPfW7jve9974j3KXMYmTGdccYZjV7hk5/8ZOOFL3xh8X+G7Ate8ILGQQcd1Nh3330bT3nKUxqHH35429cypwziHITEqquu2vjIRz5SCLJeYtDG88QTTzS23Xbbxo9+9KMR71933XUFrZjzQTHgx7KfKUcM2fw5Cb/LLrus8fe//71x55139mQs119/faE0PvLII8U8vuENb2jstttuhaJkvSnkCxMGjde0wm233VYYJAwmoPh/7nOfa7zjHe8o1vGXv/xl341LTixyrazM2ed4ygEHHNAzJwBl81//+lexzynm1pJx9NrXvrYnsvZ3v/td41WvelXjr3/964i5oHccffTRI97rFjiZvvrVrxb/32mnnYq9/rSnPa14MZh6ZSSa7xVXXHHYIAGG2QorrND47W9/21PjKId9udlmm41wdr397W8v1o3OxvEY6Nb46vStHmHJJZdMBx98cHrBC16QPvzhDxfhXKHC733ve0X+rp9yxk888cSIYHV8DO6nyM0ZMNKQYM6cOcVPIUTjkppz+umnd20MMRfST/o5F+1AiHmrrbZKyyyzTLr99tuLupJ99tknffnLX04XXnhhkXLS7fHFtbfccssi//Xf//738N823XTTIid31VVXLVLxuj2WwM4771ykHnz1q18tDjr9/ve/n771rW8Va/aBD3ygCPc6DLUd5IWf6jdAbv/nPve5Isf25z//eU/D6oM2HvQphUYYPS8SffrTn17U85x33nlFStdkgvRHzRH8lDIFUlrkeL/97W9Pe+65Z3r3u9/d9h6aCMytFBt09apXvarI6ZZH/b73vS/94Q9/KOY2n/upjEHkNaOlvmy88caFLCO38OZzzjmn4E3SgaScfeMb30iPPfZY38b48pe/PN15553pxz/+8bBMMW/bbrttkbaEfsmSbsNa4iXSlaRLShUie/G0v/71r+lNb3pTRxuWVGGttdYq0pTUkOY1NVJjo6a123ULeLo6VulIUtjw8z//+c/ppJNOKmoj99133xFj6xZcX7pqzrvxn9133z19+tOfLmoa+9H4Z9llly0aMvzwhz8s5orOQw+jo62xxhrpt7/9bZF+B10bX1dMnRpNceGFFxZedq8bb7xxxN+OPPLIxkorrVSEWruJr33ta40lllii8atf/WoBi1e4efnll2/ce++9jV54Tvo9FznK3hHREXPDg/LjH/+4eO9tb3tbY7nllmtsvvnmjc985jONe+65pydjE2YW6v3Wt761wDh/8pOfNBZbbLGeRZZ4unjvpRW9/OUvX8CjKi2n3TRAXiv7LULWkeYA//3f/13MNY9oryAqMkjjgf/5n/9prLvuuo2zzjprxN4EEU/7E530M01lrDDulVdeufDCeeFH9vGDDz5YpKfxYopI9iJS8qxnPavx/e9/v4jc+D0gIsBr2KvUkkHBIPGa0WBtdt9992L/iLTl/PjQQw9tbLDBBj0da9BlAK9485vfXKRqhQc8/9s666xT7L1epOWIzEgDFS2QNhVAc2uuuWaRotqN+4pClpHvK174PGIgVajTcxI6juuK8ks/FvHPIRotRbHb+6UqwhDz8b3vfa+I2kQGSa+jJQ8//HCRuiXjwRyh9Zz/2cNrrbVWobt1C7VR0kVI9aDA/frXvx5Rh2DDUTDkl+YbT76uEGuZsU0E8uBPPvnkxte//vURqQhC3JQvdRw5jFWOdaeNgWbj6OVcjBbe/vCHP1yEJ7/whS+M+Jt895///OeNd77znYUQUfOCoW200UZFukCn02cIK+tgvq655prh9zFudTg//OEPixS4gBQzKQLdYKb5WBgcAeuj1kIKXp7uR4kXEj/77LPbur7PS5ehhEY9gVSeqJ9Yb731ulrnRAnN96OaKylp/RqPtKU///nPRepJ7Ct531IszGs4EgLHHntsYSA/9thjjcmAXBlh1FOEOCXyXHfYZ599GnvuuWdPxqSGwl6WTnHVVVeN+Ju9iVdOVQwSr2kHVbyWMimF6+KLLy5+z1NwGCvf/va3ezI2/NFeYhwxQoJvUOSkANvTDO4c3qeIdhpVcvNLX/pSY5NNNimcfbfcckvxXoxROpc6uk5CCtBSSy1VXLfKMAmgL7wAPvaxjxXfkcLZDdBDGLHo3VqVHcabbrrp8Nz0AzNmzGg89alP7VlaXxWsFfo2Hxw2DMsAfXbjjTcu0ry6hdoo6RIorpQFxdEIAJPKvRNVFrBiS14DilEnvJ7GQIl6/vOfXwhcPy+//PLibzaaHEHFpbwHFB8MPwq6//3vf0/4/u2Mo5mg6fRcjDY++fkUP0Xtam7ygk61I9ZQ/m14MEDtRKeFsz3Ca0Uho/BTjkVncu/foosuWtybMs2zof6GsMmZRy/GwsBcfPHFCyH805/+tIh2ycPn1b/99tsXuJ46CF6Y/fffv8ghZgjC+eefXxRhqk3JjWEePJ7qPELQ6UJDObw8wjkYVKJAvR6P+ebZffrTn17QCQHJa03BsO80qNhhhx2K98D75pOQbSX0Bw1leqdQMu5zvviWt7ylcdhhh3W1XibuhYbQPhpn5OUGHq8yZW4qYpB4TTu4+uqrC6eRmi+Ool/84hcjniWPalpbDgeOLYXl3QYZYg5F/Rh0lDnGdsBYeZ7JFvPJuWB+fafTMiQ3jkSyw6g0xte//vXFPo8GM4HXve51w8XNnZK3+KiaH1G3/fbbr6CruLaf8X+0JwqNBzBIouak04j7kUPWwdwfccQRxXvmiKNRoTk+3w8Erzv22GMLGdCteRiLUanu6KKLLhp+7xOf+ERj66237mptZW2UdAGULQqsolkMB5OgqGFCzbxVPksR+cc//tGRMbinMJtCO4q9eyDCUGiCSBkh3l9//fUb22+/fRHizQ2Gbo2jXLjbzbmYaLcJCh9BE96BboVUETpDlreIwimFjieZEMnTpL74xS8WYWbzyIA0v51cs9HGYn4CupZQEggTgljouWosPNDWlKCWJuP/DMDoekLRZ5iIPhHYvIv2gWfrRtcrHl8GedlDH8JBmoq0qF6Nx/wyeD7+8Y8Xxp30MQoE4URgE5rG/K53vasIqVt3SqQUKMbVZAYeJALJO+pZKEz4ECW0lwIYjVGirMFxxx1XRE6NI48QThUMEq9pB6I4eAZjlVdfCo61kdrYDJRMvL3b3YzQKzo1l3laqsh6ruAznOxt6a3mUgpsp2l3NOPI2kkns8688dJVNTXoxj73bIwdTXSsHYM3FG9R5wDnqOY2aC93+o0X5HPZmREyO34yTDgcOEvpaiKi5q0bvLTVeKpw9dVXFxG+KMjvBtoZk1RIOiFj2jraL72QN7VR0mFQvDEjIUmem9z6FfamXOSMiqIhXYTy06nF5pHgfRQ2lRYV90OEvBGUnNwokMJFCTvppJM62iJwtHEI2ebjoPR3ei4m2m1Cx5lAtyM2PBK8EHnnIQwK48QMcmMAU73gggsKhVlHlV6OBfPOxyKaQGlgRFbVIqEDyoQOXQFeTEo3zz8FMK5P4dD5iJBHL90IE3MaSE1hKAOl7MwzzywiJlKzIpXQ8/RiPGG0bbjhhgt4x0Se3Je33v579NFHCyHP24qn5DUQkw1BT6KyBB/FRHSIItUvQ4siR0GhiBsT/jwVMUi8ph2Imr3yla8c/p1jQM0R5Vr9YdlD7/MU4V7sI+lhuuDlHvZDDjmkcNBwHPA252mXaNieF3nqh3HEIOAMYhiJDIiU5VkcnYKUdREJRqFIEaNDpItyS65GBEf0TQ1DJ1K28FFGlyg3B06eRhy6WCjf0nPRt31E9+lGe/V2xlOFI488smtO2XbGFPsFT/AZhq191AtHUW2UdIEQKbXlPNHTTz+9sMh53cvKLYItF3pPBPJEKVm5QGUAYOAUbYxI3QjG2U20O47cWy2XvpNzMRp4h0SJeLAoo8bHE00ZFNmSqiCXvxc477zzivSdXDElVEUQpDsROHK/B2UsEXVrJ3JEwYuc5dj/FAupXPKq81QMBg5B1o0UEWssNZBnkCEOUit5VBkF0lUYpDyOvRhPAI2IpkaonHMjYLzWohuKQ7fAWBLqR0e8sTnyFI4chKM0odyL2otxlPcvhREfpzxOVQwSrxkN1olBwomRw/qIaEshPf7440cYlnhKTsPdRh49+spXvlLwEVEmtYi8zNKDux2xGc044vXOjSP73ivnNZ1CXNc97TXg0BEBsF55HaL3O1HHQZYzRLWDtgcYXe6fZ6jkKX7dxnjGM7vL7d3HMqbgi7E/elXfWxslXUDufYpNhgh5AHNB3E2rM9/slBmpKtFf3mYjpG3GbnePanccvT7/YZC6TQQo6RRjYW4RJAoqBhIefQqD+eoFOjUW+x8zY6iLkEWkMBgeA1T9BsHdq4iUSAkDiaDmGWaUMDwwX0qavZAXQfaqq5WokXqrQF5gjEYIkskAHj61Ojyw6l3sG2uMlsoNLfJi236PoxvK2aBikHhNO6Doi2iXZSYFnEJlXfM6tl52bSyPhzzJO23hgeZWZHMQjaNu8jfe9ciGUFfi/nQA/LeThxB7BmmXuRzhANblT0Qwj9IDHaSbHUYHbTzjGRNHeq4f9koO1kZJF5ELvEsuuaTwyIf3zeaQi9+rw53CUIoxSVWRotDrw6UGZRyD1G0C8tOTee114OA5zxUDnkIRpm6jE2Mpe3wYddJz8jzZ+Iy/EZ7drCEqj0eonuEhf76cSy26J5onbaVbwAfsuzyFg0Ih3zxOHIZQnkUTHTA66GBI6TIUAo5BSrBJYZFDr3Yo54ueS01Jp6MSgzKOQcQg8Zp2oVid0U7hLzfR4InXSbJXhcGibyI00o5EeMsOtbKRjY+UC4anknHUaj7sKal0jBPOPUaltcRf1bJ0UtEVdZd6mQOPlfrKqRMtxkVk7XcGeDdb7g7aeAZ1TGXURkmPQPGSqxtdHnjkO1HU1S7KxK9fOYu5W17KQR/HIHWbCATxU54U/OctOimn8ryjS9Egj4UQxuTKp3J7j/FRbtHJ4FN028l6pnbGw1usRWeEpWNv6iTGK9vJDnTlnF4OCfnWCry1XQU0ICWON1FUKc7JATU5IiV5bdagQq5ynAEQRpX6MmmQnjm6rgFlRo1SN7yEgzKOQcQg8Zp2YY2knOHJeYov3qzuKloCdxPqHsjxXXfdtWiEoTaNEyFPP429FtAgw37rZFrioBhHzeYjOhQal8gIwzeP4hhDvucmguCH0jOl7ZWdTAw0zgnp4pG5gS90K0180MYzqGNqhtoo6VFXBcWpPD06uiDcTnl1xtrZgVAWpVG820nP9KCMYzJ0m2g1liqFU7idx4KymitSgzgWgpJyxxOm4DKPOllzTRb8jaAmpKRZyG0VjeqGQthqPM2eEY1K+el0IWoYJOpZeA8VV/LQy7EOgW2ORGp4qRhGcsTtRUWi3erd30nYO1LQtPkMhJCjJEkZKtcGdMP4G5Rx9BuDxGvGi5xPM5Q0QxDFcb6KCDelHL10WukvQ3qfttwcaTGnnBocDBq0lM8vQtPG1o2C+0Ewjkabj3POOWdYzveiHo5T0b4ltyM1LPY4w5sM6FY798kwnkEdUxm1UdKjrgq8OHHYXKdSgcY6BnmLcojl0XeyreOgjGMydJsY61wRupi6JgmdnqtOj0XqC2YnROwME/udUM6NDQqGc3GE8tVuULxFC7qRHtdsPLlhkitmjGMKmTqEbhTJMsAIbIXrOQhwgr0cUpd+oXvd+973vgUO9RtExFxKGWFE5W21o16DwLPuPHXdivgMyjj6jUHiNe2gVZFvbpiccMIJhbEu6qpRiuhJL8ZrfJR6Ofhlh+Pee+9dyIwo4I659PlOK+SDYhy1mg+pppx7vWzrHTTPQJMalvN5hpiibmn0C/N4BnVMOWqjpEddFaSmiJR0SrkYzxh0uCCgO9n6blDGMRm6TYxnrijWFHZejEEfi3mj/Edh449//ONKwyToQQ0PYdqtNqOtxlOOmBgPpUKaQbfaiEqvUEAc6ROx3zQBoDxC3gQg0Ouc3omCQcW409r7f//3fxfI/9cNqBetZQdlHP3AIPGaiaRY5sg9/8YqWkCe9iq1ltdfU4yYw9yIQtNqI801SNMm57rRSGYQjKOxzkcvDX+RZkq3Lop4P8PIOBjbVYf6LmzjGdQxBWqjpAddFSJcmnfT6dcYOqngDMo4JkO3ifHMVbc6o3VzLOVCYQyPISAlKgwBykU3DiAc63j0qQ9hymhimHR7XHlKTBi90irybl+Qp45NJk9+KI4cDlLTRMQ8n+cRKfJ/zSRi7qf6OPqBQeI1nUixHCQa+NrXvla0tY3Wurkc+8Y3vlEU3HdzLgfJOGp3PvpRp8W41nFPFI3zQYvrfkT/BnU8gzomqI2SHnQwICAwjn52mjAGDKPTzH1QxjEZuk0sTGPJ97vi7YhQyFlXT8FDw2Do1T4YbTzSQXrZbCGfS3OrhiVwxBFHFCdVl3PCBx2hHDHuTj311MLAo7Tw2EvVVIzMOOh2J7tBGUc/MUi8ZqIpljm0t3WWVC/AY+zcLHtIxCEg9Ziy7dDhHGpcpJP1oh1xP4yjQZ6PKnBA4AFScbt5xtRkHc+gjqk2SiZZB4NBGMMgjWMyjG9hHUueiiRCoaBbkarOc/04sbvVePrhIYq1oBDGCdo6C1HMJttJ4mFAEXDm05kEAYYfQ1AdR7cjUYMyjn5hkHhNp1MsKbeaEyjs7raiS0lbc801i5RrrcwZcmq7wugVhdJVSn2cveY9LaWlyXW6YcIgGAODNB81pjZqo2SSdjAYhDEM0jgmw/gWxrG4Zlx3jz32KNI0ennS8iCPJwykT33qU8VhYkcddVSR5zvZPPi5IaAjkD0VqWm99L4PyjgGAYPEazqVYkm5pWi3qjvpBJyZRZmWHuX/6o4OP/zwIsKmwDxA6cY/nD9GSddVr9POjUEwBgZpPmpMfdRGySTuYDAIYxikcUyG8S2MYyEopUhRNHrRGnKyjUeuv7FIL+rl2UXdMAR4b/uRdjYo4xgkDBKvmWiKJYVYimWn6jJbQRRNfn0+Pww7kQrv522mddX8yU9+UrT37vQ5S4NiDAzKfNRYOFAbJZO8g8EgjGGQxjEZxrewjYWy8Z3vfKcvKVuTYTwMEQrYZGj726x2o5+GwKCMYxAxSLxmsqRYSnHTsU39TQ4GkYiE1CgpZ93GoBgDgzIfNRYO1EbJFOhgMAhjGKRxTIbxLWxjGZTuOYM6nnIKy2SBzj7SR7Q1bnXOxMIyjkHEIPGayZBiSdlm2GqtW76vzlfa7mq13G0MijEwKPNRY+HAIv5JNSaERx55JD344INp+vTpae21106rrbbaQjmGQRrHZBhfPZYakxlz5sxJBx98cFpkkUXSsccemxZbbLGFehyDjEHiNe2u6f/7f/8vHX300elvf/tb2nLLLXt6/3/84x/phS98Ydp9993TEUcckZ72tKcN/+3LX/5yOumkk9Lvf//7tMwyy3RtDE8++WR65zvfme655570xS9+MW2xxRbDf3v88cfTG9/4xuL+p5xySloY5qPGwoHaKKlRo0aNGuPCv//977TiiiumRRddtK8zOCjjqNE5o+SEE05I2223Xdp66617Oq1z584t9tGf//zn9IIXvCC99KUvTe95z3vS85///OLvDGCGwk9+8pO0xBJLTHljYJDmo8bUR22U1KhRo0aNGjUGCpI4RL+6qWy7x7Rp0xZQwBlF3r/sssvSgQceOPzehhtumC644IJ00UUXpa222qprY+uHMTDo81Fj4UBtlNSoUaNGjUkBSpOUlp/+9KdFdOSKK67ouSe9Rvt43vOeV6yPNKxBwtVXX11EHu6+++60ySabpFe84hXp5S9/efG3UMDj52233VYo47/97W/Teuutl/bee++02WabdWwsg2AMDNJ81EjF+h566KHFqwq33HJL2mijjaYk/6uNkkmOP/7xj2nXXXdNL3nJS9I555zT7+HUqFGjRtdw7rnnpn322Sf97ne/S0996lOL2oi6hmRwMYhGyXXXXZd23HHHIvJA+bOnFl988UKOfuUrXyk+M3PmzCL60O1ozSAYA4M0HzXaM0rsifvuu29K8r86AXeS47vf/W56//vfX3hM7rzzzn4Pp0aNGjW6hhtvvLEo1N5ll13SWmutNeUEco3uglL9gx/8IO25555FgfjnP//5oiZj3333LQxdKVEQ6VBnnnlmuvfee7syFsaAfUzB3GGHHQoH46c//el02GGHFX9niDAG/DTu9ddfP73yla9M//u//5v+4z/+oyMGSTvzEQZJt+ejRvuwJ6Yq/6uNkkmMRx99NP34xz9O7373uwvvisLAGoPnKfzABz5QCJFVVlmlYCQET43Bwi9/+cvCM7jSSiulVVddtfBYUoBrDA7233//wgHDY8xby5tYY3Dw2GOPpf322y8tt9xyheH4P//zP2nQYN9w3olMBJZffvmCR7/lLW8p0mGOPPLI4n2ZB+973/vSMcccU6RTTQbj6Fvf+lZaZ511Fhiv6OIBBxxQ8DT/X3PNNYt1evazn53++te/jpgPXb6eeOKJQvHl9Nx55527Ph8Lo15gLr006BDx+MQnPlHsi7zDmjWzPxmk1jZP37KXdaabaqiNkkmMU089tfCWbLrppgVDPf7440ds6hqDge9///tp2WWXLQoWtXb8zGc+k84777x+D6tGSaH64Ac/WAjo888/v8jd5pWshe/g4Ktf/WpBO+uuu26666670qWXXtrvIdXIoIXvhRdemM4444z061//ulCuL7/88oGZo5CN2267bRGdEKkIUPwogNtss00666yziugAR5/3vDrd1a1bxtFrX/va9MADDxT1JgGtoDld3vzmNxeOzJe97GUFj7M20r59lgKcz4doDOPF9aDb87Gw6gUiHX/5y18K3qab2ne+853hvzPqt99++2IvaHDA+Zyv0ZRFvw9KqTF+7LLLLo2jjz66+L8TjFdbbbXGBRdcUE/pAMGhZbvuuuuI93bYYYfGRz7ykb6NqcbouO+++2gwjb///e/1dA0QvvKVrxSHANYYLDhpfIkllihOGw888MADjaWXXrpxyCGHNAYJN9xwQyErDzjggGLcEIc13nbbbY1FFlmkcdZZZ3Xt/nGvY445pvGc5zynce211y5waOJBBx1UyPcnn3yyeO+Tn/xk48Ybb2zr+vvss0/xbIHjjjuusc466zTmzJlT+flNNtmkseyyyw7PB/rad999ezYfC6tesPnmm484xJdOsPnmmxf/twZvectbhv/mc2ussUbjm9/8ZvH7zTffXMinK664ojHVUJu7kxQsZha2A5SAxf3617++CLfWGCyUD/6S2lDn5Q4Wrr/++oKWFE+vsMIKw6lBUoVq1KjRGtKCeNMVTAekq4riDxqc9SHLwBkfH/3oR9P9998/XLytwBu/lsLZLcS9RCzIcdFzEYyI5qy88spFKo8aExEn+O///u+CN7UDEZGf/exnxeGL4Dnf8IY3FNEN9/nwhz+cNt988yJVVQqXtZOuGvMhGsND36v5WFix0047jWgaIE3u+uuvL6J4Zb3B56R+Lwx6w9SrkllIwPiYPXt2kT8awNCWXHLJ9LWvfa3IU6wxGMDYc2AwdVrQYGGvvfZKG2ywQfr2t789nJP9rGc9q1C0atSoMbXgrA/ne0hPkgr4ute9rlAC1XlQ/HS36pVxpOvV0ksvXdQaqi2YqDGAl9EFpH0poFerEl20GCRSh7/0pS+ljTfeuLjva17zmkLhjflQS/LPf/4zXXPNNT2djxojsbDqDbVRMgnBGMEs5By++MUvHvE3hXIK5971rnf1bXw1akwmyMHmsWSQPPe5zy3e+8Mf/tDvYdWoMWlAwaZEqZtTlAvOkaHcOo18EEF5v+SSS4paso985CNFtgGFnDKvbmmyGkdLLbVUetWrXlVEPm644YYiWqWOBi6++OKiYYR6ORA5UTSdz4eOYOpqfLbX87EwAa3k+NOf/lS0hc7Pq1kYURslkxBnn312wfDf8Y53LBARefWrX11EUWqjpEaN9iBdgkdSdxOpdVK2pDHUqFGjPUgDIo8Uu6OlNdZYI/3nf/7nwBdEU9Z1tlIMPn369IL+I1oxmY0jKVxSsq666qqicD5A6T3ttNOKe/K8SxPLve/mQ2eut73tbYWh1I/5WFhAzlhzh8FqOqC5wP8MYMe6XqM2SiYhGB0vfOELK1O0GCVyVK+88soFahlq1KixIChOP/rRj4rON1K2eBZ1utG2sUaNGu3hqKOOKjzvFF6dpD70oQ+lhx9+eOCnTw2Z11QyjvbYY4+ipkcE+E1vetPw+zo86Z4lGuL6jKBHHnlkxHcZK76rNXCN7kH7bK2XtWVmhB5yyCHDraAXZtQnuteoUaNGjRo1atSo0QNweG299dbp6KOPrue7hMGOrdaoUaNGjRo1atSoUWPKozZKatSoUaNGjRo1atSo0VfU6Vs1atSoUaNGjRo1atToK+pISY0aNWrUqFGjRo0aNfqK2iipUaNGjRo1atSoUaNGX1EbJTVq1KhRo0aNGjVq1OgraqOkRo0aNWrUqFGjRo0afUVtlNSoUaNGjRo1atSoUaOvqI2SGjVq1KhRo0aNGjVq9BW1UVKjRo0aNWrUqFGjRo2+ojZKatSoUaNGjRo1atSokfqJ/w9jpUMYfJmecAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Corner plot of the results\n", "fig = plt.figure(figsize=(8, 8))\n", "\n", "labels = list(ml3.parameters.index[ml3.parameters.vary]) + list(\n", " ml3.solver.parameters.index[ml3.solver.parameters.vary]\n", ")\n", "labels = [label.split(\"_\")[1] for label in labels]\n", "\n", "best = list(ml3.parameters[ml3.parameters.vary].optimal) + list(\n", " ml3.solver.parameters[ml3.solver.parameters.vary].optimal\n", ")\n", "\n", "axes = corner.corner(\n", " ml3.solver.sampler.get_chain(flat=True, discard=500),\n", " quantiles=[0.025, 0.5, 0.975],\n", " labelpad=0.1,\n", " show_titles=True,\n", " title_kwargs=dict(fontsize=10),\n", " label_kwargs=dict(fontsize=10),\n", " max_n_ticks=3,\n", " fig=fig,\n", " labels=labels,\n", " truths=best,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'step number')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(len(labels), figsize=(10, 7), sharex=True)\n", "\n", "samples = ml3.solver.sampler.get_chain(flat=True)\n", "for i in range(len(labels)):\n", " ax = axes[i]\n", " ax.plot(samples[:, i], \"k\", alpha=0.5)\n", " ax.set_xlim(0, len(samples))\n", " ax.set_ylabel(labels[i])\n", " ax.yaxis.set_label_coords(-0.1, 0.5)\n", "\n", "axes[-1].set_xlabel(\"step number\")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "mcu_params = pd.DataFrame(index=ls_params.index, columns=[\"mcu_opt\", \"mcu_sig\"])\n", "params = ml3.solver.sampler.get_chain(\n", " flat=True, discard=500\n", ") # discard first 500 of every chain\n", "for iparam in range(params.shape[1] - 1):\n", " mcu_params.iloc[iparam] = np.median(params[:, iparam]), np.std(params[:, iparam])\n", "mean_time_diff = head.index.to_series().diff().mean().total_seconds() / 86400\n", "mcu_params.loc[\"noise_alpha\", \"mcu_opt\"] = -mean_time_diff / np.log(\n", " np.median(params[:, -1])\n", ")\n", "mcu_params.loc[\"noise_alpha\", \"mcu_sig\"] = -mean_time_diff / np.log(\n", " np.std(params[:, -1])\n", ")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ls_optls_sigmcn_optmcn_sigmcu_optmcu_sig
rch_A0.2612290.0214290.2886130.0157430.2878150.023126
rch_n0.8863190.0282790.8125150.0218830.8730750.027257
rch_a116.34159116.172891198.44245325.539189137.65832221.63212
rch_f-0.7032210.073977-0.9884520.062935-0.6609830.081434
constant_d1.0287880.0438031.1220060.0283340.9781040.050219
noise_alpha53.5011798.86414540.4430535.28254252.6260955.182964
\n", "
" ], "text/plain": [ " ls_opt ls_sig mcn_opt mcn_sig mcu_opt \\\n", "rch_A 0.261229 0.021429 0.288613 0.015743 0.287815 \n", "rch_n 0.886319 0.028279 0.812515 0.021883 0.873075 \n", "rch_a 116.341591 16.172891 198.442453 25.539189 137.658322 \n", "rch_f -0.703221 0.073977 -0.988452 0.062935 -0.660983 \n", "constant_d 1.028788 0.043803 1.122006 0.028334 0.978104 \n", "noise_alpha 53.501179 8.864145 40.443053 5.282542 52.626095 \n", "\n", " mcu_sig \n", "rch_A 0.023126 \n", "rch_n 0.027257 \n", "rch_a 21.63212 \n", "rch_f 0.081434 \n", "constant_d 0.050219 \n", "noise_alpha 5.182964 " ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.concat((ls_params, mcn_params, mcu_params), axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Compute prediction interval" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "prediction interval emcee with uniform priors: 0.370 m\n", "PICP: 0.949\n" ] } ], "source": [ "nobs = len(head)\n", "params = ml3.solver.sampler.get_chain(flat=True, discard=500)\n", "sim = {}\n", "# compute for 1000 random samples of chain\n", "np.random.seed(1)\n", "for i in np.random.choice(np.arange(10000), size=1000, replace=False):\n", " h = ml3.simulate(p=params[i, :-2])\n", " res = ml3.residuals(p=params[i, :-2])\n", " h += np.random.normal(loc=0, scale=np.std(res), size=len(h))\n", " sim[i] = h\n", "simdf = pd.DataFrame.from_dict(sim, orient=\"columns\", dtype=float)\n", "alpha = 0.05\n", "q = [alpha / 2, 1 - alpha / 2]\n", "pi = simdf.quantile(q, axis=1).transpose()\n", "pimean = np.mean(pi[0.975] - pi[0.025])\n", "print(f\"prediction interval emcee with uniform priors: {pimean:.3f} m\")\n", "print(f\"PICP: {ps.stats.picp(head, pi):.3f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this example, the prediction interval is dominated by the residuals not by the uncertainty of the parameters. In the code cell below, the parameter uncertainty is not included: the coverage only changes slightly and is mostly affected by the difference in randomly drawing residuals." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "prediction interval emcee with uniform priors: 0.351 m\n", "PICP: 0.934\n" ] } ], "source": [ "logprob = ml3.solver.sampler.compute_log_prob(\n", " ml3.solver.sampler.get_chain(flat=True, discard=500)\n", ")[0]\n", "imax = np.argmax(logprob) # parameter set with larges likelihood\n", "#\n", "nobs = len(head)\n", "params = ml3.solver.sampler.get_chain(flat=True, discard=500)\n", "sim = {}\n", "# compute for 1000 random samples of residuals, but one parameter set\n", "h = ml3.simulate(p=params[imax, :-2])\n", "res = ml3.residuals(p=params[imax, :-2])\n", "np.random.seed(1)\n", "for i in range(1000):\n", " sim[i] = h + np.random.normal(loc=0, scale=np.std(res), size=len(h))\n", "simdf = pd.DataFrame.from_dict(sim, orient=\"columns\", dtype=float)\n", "alpha = 0.05\n", "q = [alpha / 2, 1 - alpha / 2]\n", "pi = simdf.quantile(q, axis=1).transpose()\n", "pimean = np.mean(pi[0.975] - pi[0.025])\n", "print(f\"prediction interval emcee with uniform priors: {pimean:.3f} m\")\n", "print(f\"PICP: {ps.stats.picp(head, pi):.3f}\")" ] } ], "metadata": { "kernelspec": { "display_name": "pastas", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.12" }, "mystnb": { "execution_mode": "off" } }, "nbformat": 4, "nbformat_minor": 4 }