diff --git a/paper/01_distance_example_figure2.ipynb b/paper/01_distance_example_figure2.ipynb index e681bf2..a721f43 100644 --- a/paper/01_distance_example_figure2.ipynb +++ b/paper/01_distance_example_figure2.ipynb @@ -2,18 +2,10 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 9, "id": "0a0a475b", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO: Using numpy backend\n" - ] - } - ], + "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", @@ -35,12 +27,12 @@ "from geomstats.geometry.discrete_curves import DiscreteCurves\n", "import geomstats.backend as gs\n", "\n", - "from head.distances import AmplitudePhaseDistance" + "from apdist import AmplitudePhaseDistance \n" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 10, "id": "ea1d0ee8", "metadata": {}, "outputs": [], @@ -61,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 11, "id": "603d3623", "metadata": {}, "outputs": [ @@ -71,20 +63,18 @@ "text": [ "Euclidean/MSE distance : [3.34, 3.34, 3.01]\n", "SRSF distance : [1.78, 1.78, 1.61]\n", - "Amplitude-Phase distance : [0.55, 0.62, 0.57]\n", + "Amplitude-Phase distance : [0.21, 0.38, 0.32]\n", "L2 distance : [0.34, 0.34, 0.30]\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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ncXvSZkZwtw+2GN0QERETJU9kSvnpp5+42wsXLnTpGOzU3eDgIH788Ue3xDWeo0ePYnh4GACcHilj8afuqGWB/BkMBhgMBrujTgCwZcsWbrqOxSZS/Glr4jh+Z3FnVtqxgv19EK+29ns62trj8CpfIk2UPJEp5eDBg9zt+fPnu3SM9PR0+Pv745xzzkF/f7+7QhsTv5u5qwmfVOqeiHtUVlYCsK3BY7GJlb1RKbVaTcmzi/byRp7OdGHaDgBmTw8BAHQPmnDCy1eeejtKnsiU4o7kaf369TAajdi1a5fD/ZYmwx3J08gVd0TeJqp3GktkZCTa29sFi8tbDZksONBsnWpLjg5GeKBzU+esOaeSJwA4eqLHLbERcVDyRKacoKAgKJVKnHHGGS49Pzg4GH5+nltm7I7kae7cuQgODgZAI0/egF2s4OxqUcA6MkWcc6S1G0Mma1NcV4rFWbN5yVN1a/ek4yLioeSJTCmvvvoquru7UV9fj4AA55Yai4W/0m727NkuHUOlUuHss88GANTW1qKjg7aIkDOtVjtmsTi/SHwk+r27hj9l50q9E4ufPB09SSNPckbJE5lylEol4uPj3XY8s1m4jT6Hh4dx5MgRANbRI2dX2vHxp3h++OGHScdGxMHWNI016hQZGck9zt5zx0uuiH37GnjF4onuGXmiaTt5o+SJEBfs3bsX1157LRISEvDPf/5TsPO4Y6Udi4rGvQNbLJ6dnW33frVaDbVaPeYoE20e7Dx25EmlVGBBrOvJkzrID9Eh1kaqlDzJGyVPhLiAYRi8++67aGpqErRZpjvqnViUPMmTXq9HSkoKioqKAADl5eVQq9Xj1jutXbsWNTU1o44DuFYnNZX1DZlw5FR90twZoQj0U03qeLOnW2sP23qGYOgTvk8cEQYlT2TKeOSRR7BmzRrk5eVNesXRwoULuZopuSRP8+bNQ2Cgtc8MrbiTj+LiYpsVdFqtFhs2bBj3Ofn5+SgrKxt1nOLiYkFi9GYHmo2wnGrJNJkpO9ac6aHcbRp9ki9KnsiUsW3bNnz00Ud4/PHHJ71aztfXF2eeeSYAa9dyofo9uTN58vHxweLFiwFYpwO7uromeAaRgpSUFOTk5CAvLw86nQ4Gg2HCLVY0Gg1KS0u5JKqoqAhRUVG0t50LqltPJzgL4iafPNmsuKPkSbZobzsyJTAMw3UXT0xMRGho6ATPmNgZZ5zBjTrp9fpJJzf2uGOlHV9aWhp27doFwDr6dPHFF0/6mERYOTk5yM3NRW5uLjo6OlBeXu7Q81JTU8fsQE4cV9fey93WRAdP+nhUNO4dKHkiU0Jrayu3+sjV5pgj8ZOZ6upqtydPI1fa+fhM/nId2SyTkid5oOk28dS2nU6eZkYFTfp41CjTO9C0HZkS3NFZfCR2g2DAOg3mbtXV1TCZrLu4uysxY6caAXCJGSFkbMdOjTz5+SgRFx446eNNC/VHaID1gxAlT/JFyROZEoROnqqrq91yTD531jux+KNlQiR8hHgTi4XBsfY+AMDMyCAolYpJH1OhUHBTd02GfvQOmiZ9TOJ5lDyRKYGtdwIm3y+JNXLazt2ESJ4iIiK4Joojl7ITQmy1GAcweGpblplRk693YvGn7vQne8d5JJEqSp7IlCDEyFNkZCSXiAgxiiNE8gRYV28BQH19PQYHaWd3QsZyjFfvlBw9+Xonlu2KO9rjTo6oYJxMCWzyFB0djejoaLcd929/+xsCAwNtpvDchU2e/Pz8uITHHWbPno2KigowDIPa2lrMmzfPbccmxJvU8lbazXLDSjsWrbiTP0qeiNczGAxoaWkB4L4pO9bdd9/t1uOxhoaGuKlAd620Y42se6LkiRD76ngjT7PcOm13ulUK9XqSJ0qeiNdTqVTYtGkTDh48iOTkZLHDcYgQK+1YVDROiGPqThWLA+4deYpXByLAV4mBYQtqKHmSJUqeiNcLDQ3FHXfcIXYYThGq3gmwTZ6oaJyQsbEjT34+SsSGBbjtuEqlAproEPzUYsSxjj4Mmszw95ncnnnEs6hgnJBJsFgs0Ov12Lp1K7766iu3HVfI5IlfP0UjT4TYZ7EwONbh3jYFfHNmWOuezBYGdW19EzyaSA2NPBEyCUajkUtGVqxYgRUrVrjluEImT9OnT0dISAh6enooeSJkDC3GAQydalPgzik71uxptkXjc2Mmv2UU8RwaeSJe75tvvkFDQwMYhnH7sdVqNbd6z529nvgr7TQajduOC5xq0ndq6q6uro6rrSKEnFZn06ZAgOSJVtzJGiVPxKv19fVhxYoVSEpKctuo0EhsItLU1IS+vskPv/NX2s2bN8+tK+1YbMwmkwn19fVuPz4hcufuPe1GYqftAOr1JEeUPBGvdvjwYW7ESaiVdvweT+4owK6vr4fZbAZgbVMgBKp7ImR8NiNPbmxTwJoZFQyfU3VUNPIkP5Q8Ea8mRGfxkdy9x11tbS13W6iEj9oVeBeDwYDs7Gzk5uaiqKgIZWVlYocke0K1KWD5qpTciJa+rRdmi/vLCohwKHkiXk2IPe1GcnciQskTcdbKlSuRmZmJ4uJibN68GdnZ2WKHJHt1p7qL+/soEePGNgV8bLPMIZMFDR204k5OKHkiXo2fGAg1BSb3kSfq9SRvRUVF0Ol0WLt2LfR6PXQ6HTIyMsQOS9bMFgb1p0aeZka5v00BSzPt9IhWXTttECwn1KqAeLW6ujoA1hVmM2fOFOQc/ERELslTXFwc/P39MTg4SCNPMldcXAyNRgO1Wg21Wo2amhq3r9Ccalq6+jFkPtWmQIB6J1Zi5OlC9MbOfsHOQ9yPRp6IV2MTETZZEAK/XYG7p+2ESviUSiVXNF5TUwOLxSLIeYiwDAYD9Hq9zUgTJU6Tx29aKUS9EyshIpC73dBJ03ZyQskT8Vp9fX04ceIEAGDWrFmCnmvOnDkICAhAZGQkhoeHJ3UsTyR8wOkRs8HBQTQ1NQl2HiIcrVYLAEhLSxM5Eu9S2y7MhsAjJUbQyJNc0bQd8VrslB0gfPL0ySefICwsDErl5D6P9Pb24uTJkwCEm7JjjSwaT0xMFPR8xP0qKioAAEuXLhU5Eu9yrI2fPLm/xxMrVh0AhQJgGEqe5IaSJ+K1jh8/DpVKBbPZLHjypFar3XIcfsLnyeSppqYGF198saDnI+6h1+u51XQ6nQ4AsH79egBAZGQkysvLRYvNW/CLt4WctvP3UWFGaACOGwfQRNN2skLJE/Fal1xyCQYGBtDU1CTo9Jc7eaJYnOXpRplLly7F8ePHBT+PmGJiYlBZWSnoOTQaDaqqqgAAERERNl8T92C7iwvZpoCVGBmI48YBtPUMoW/IhCA/eluWA/otEa/m4+MjWNG1EDyZPHm619Px48eptsqN9Ho9DAYDTdm5mdnCoKHDOoUmZJsCVkJEECrqOgEATZ39mDODNgiWA0qeCHEDs9mM/Px8VFdXIzIyEi+//LJLx/Fk8pSUlAQfHx+YTCaPJE8xMTGCn0Nsnvx/ZKfsqFjcvZoNnmlTwOKvuGuk5Ek2KHkixA1UKhX+97//4eTJk4iLi3P5OJ5Mnnx8fJCcnIzq6mrU1NSAYRgoFMJ9yhZ6OmuqcbRYvKSkBDU1NSgsLPREWLLHr3dKFrDeicVfcUftCuSDWhUQr7V+/Xps2LABb775pkfOx06DNTc3o7fXtW7BbPLk4+OD+Ph4t8U2Frbuqaenh2vrQOSBHXlKTU0ddZ9er0dubi5yc3ORn5/v6dBkjb+n3UwRRp6IPNDIE/FKPT09ePHFFwEAF1xwAW644QbBzzlnzhzs3LkTgHX12llnneX0MdjVdomJifDxEf7yHFn3NGPGDMHPSdyjsrJyzIaYGo0GxcXF3OOI4+r4bQqihWtTwEqw6fVEI09yQSNPxCt5sscTa7J73HV2dqKrqwuA8FN2LNogWJ4MBgMMBoPdUScyOfzkyRPTdrHqALA16TTyJB+UPBGv5Ml+SazJ7nHnyXonFm0QLE/saFJ6errIkXgftubJ30eJGaHCtikAAF+VErHh1qm7hg4aeZILSp6IVxJj5Ik/hXLs2DGnny9G8uTpXk/EPcardyKuYxgGTQbr6E9ipPBtCljxp+qeOvuG0TNo8sg5yeRQ8kS8khjJE7+fVH19vdPPFyN5Sk5O5lbYUfIkH+xKO/6GwGTyOnqHMDBsbVMQrw6c4NHuwy8ab6KpO1mg5Il4JTESkWnTpnGdzOUy8uTv74+kpCQAlDzJiVarHbNYnLiOHXUCgDgPJk827Qpo6k4WKHkiXokdeVKpVEhISPDIOZVKJZeIHDt2DAzDOPV8MZIn4PTUXWdnJzo7Oz12XuIatlicRp3cr5mXPPFHg4Rm266Akic5oFYFxCuxyVNCQoJHlvyzbr75ZnR1dSEpKQkWiwUqlcrh57LJU0BAgEdbBvCnNRsaGhAREeGxcxPnscXi7ObAxH34q93i1MIXi7Ns2xXQtJ0cUPJEvI7RaERHRwcAz47gAMAjjzzi0vMYhuESvlmzZgna6XskdrQMsI6YudKfighHr9cjMzMTubm5yMvLQ3l5OdRqNY08CaDZMMDdjlcL3+OJRY0y5YeSJ+J1hoeH8etf/xq1tbWyWY3U2tqKgQHrH25PJ3z85MmVQncirOLiYuj1eu5rrVaLDRs2OPx8dpqPTKzJcHrKzJMjT7HhAVApFdZNiWnaThYoeSJeJyoqCs8++6zYYThFrHongJInqUtJSUFOTg7y8vKg0+lgMBiQl5c37nMMBgMKCgpgMBig1+uxZcsW7lgTPXcqY0eelAogJsxzyZOPSonY8AA0dvbTyJNMUPJEiJtZLBa0trbCZDIhMTHRoedQ8kTGkpOTw+1T19HRgfLy8gmfo1aruY2A2W1ayMTY1XYxYQHwUXl2PVVCRCAaO/vR1T8M48AwwgJ8PXp+4hxKnghxo/r6esyZMwdDQ0PIzs7mPvFPRMzkib8akZInaaIESHj9Q2Z09A4BON200pMSI4KwC9ZazcaOfiyIo+RJyqhVAfE6fX19TrcJcJcZM2ZgeHgYgHOJiJjJU2BgIKZPnw6AkicydYnV44lFGwTLCyVPxOucd955UKvVWLp0qceTKH9/f8TExABwrlGmmMkTcLo7enNzM5f8ETKV8Hs8ebK7OItW3MmLLKft2GJIwFocXFNTg8zMTGRlZU362CUlJSgtLYVarQZg3a+MrR0g8lBXVwej0YjOzk6PLvlnzZw5Ey0tLTh+/DgGBwe5ruPjYdsUhIWFca89T0pKSkJFRQUsFguampo8tqUNIVIh9shTYiT1epIT2SVPBoMBaWlpKC0ttVmGnpubi4qKCpcTHYPBgJUrVyIjI8OmIFOv1yM/P58SKJkwGAzo6uoC4Lk97UZKSkrCrl27AFibTs6ePXvcx5vNZm66jL/XnCeNLBqn5IlMNTYjTyLUPPFHnqhdgfTJbtouOzsbWVlZo/r3FBcXo6SkBFqt1qXjsonTyCQpNzcXJSUlLsdLPIs//SVWAuDsBsGNjY0wmaw7qYsxZQfQijtC+BvyijFtNyMsAD5K6wcnGnmSPlklT3q9HlqtFrm5uXbvX7t2rUsjREVFRdDr9Xafy9bOEHlgp78AcUeeWI7UPYld7wRQ8kSI2NN2KqWCOy8VjEufrJIndrnuWLuJp6SkQKvVOt1Nt6CgADk5OXbvKy0tdaivCpEGfvIkViLi7MgTJU+EiI9NnsIDfRHiL05FS2KkNXnqHjChq48WbkiZrJInnU43bjEtm1SxG2c6oqysDAaDAevWrZtseEQCaOTJNZQ8kanMbGFwvMvaXVyMKTtWAm8/Pap7kjZZJU96vR6RkZFj3s8mVvx9oCayefNmAOBqqHQ6HUpKSqDT6VwPlIhGjjVP/ARLrJinTZuGgICAUfEQMhWc6B6AyWJtayLGlB2L2hXIh6ySp46OjnFHntjEyplpO36SVFRUhI6ODm4KLzMz06EC9MHBQRiNRpt/RBzsyJOvry9iY2NFiSE8PBzbtm3D0aNH8cknn0z4eH6CxR8B8iSFQsGdu76+XrQmo4SIgb/SLkGElXYs23YFNPIkZbJKnhxNitrb2x0+JpuQlZSUIC8vDxkZGQCsI1GlpaXIzs6eMIEqKChAeHg498/R/cyIezEMwyVPM2fOhEqlEiUOhUKBiy++GCkpKfDz85vw8Q0NDQCsPZ7CwsKEDm9MbPLU09PjdN0gIXLGH+WJU3tuQ+CRaORJPmTX58nd2DcJe9OBarUaGRkZyM3NRU1NzZjH2LBhA+69917ua6PRSAmUSHbu3Ina2lpu6b/UMQyDxsZGABD9NTOy7ikiIkLEaAjxnGbDAHc7nld35Gm0RYt8yCp5UqvVDn0ijoqKcvqY7IjTSJmZmSgrK4NOpxvVW4rl7+/vUBdpIiyFQoGFCxdi4cKFYofisJMnT2JwcBCA9JKnxYsXixgNcYbBYMD69esRGRmJlJQUaDQat+y4MFU0GU4nKmKOPE0P9YefSokhs4VGniROVsnTeMXigHUKDoBT21tERkbCYDCM+Rz2nJWVlWMmT4SMpNfrsW3bNhw7dgxr1qzBsmXL7D6OnbIDpJc8EflYuXIlcnNzkZOTg7S0NOh0Oqpbc4LNyJOINU9KpQIzwv3R0NGPlq6BiZ9ARCOr5Emj0YzbhoAdlRqrD5Q9qampDq3OoxoQ4oxdu3Zh/fr1AKzJvCPJk1jF4vbOTyvu5KOoqAg6nQ5r166FXq+HTqcbcySd2Md2F/dTKREdLO4sQmx4IBo6+tHVP4y+IROC/GT1Nj1lyKpgPDU1ddwkhk2CnPnDkZ6eDmDs5IgdzaJRJ+n7+uuv8cYbb+Dbb79FX5+49QL8dgXjJSI08kQmq7i4GBqNBmq1GhqNBjU1NdTY10nsars4dQCUSs/vLckXF3562pA/IkakRVbJE9vIcqweTBUVFU5/4mLrAsZaUccWitMWLdJXUlKCX/ziF7jwwgttkhIxOJqI8O8TO3nin5+SJ3kwGAzQ6/U2f/ecGXknQFf/MLoHrQtMxOzxxIrlxdDSRXVPUiWr5Ck1NRUZGRlcY8uRysrKkJ+fP+r7BoMB+fn5dhMktrCyoKBgzGPm5eU5VUdFxCGlUZy4uDiuVYJcRp4CAgIwY8YMAJQ8yQX7Ny0tLU3kSOSL3+NJzO7iLP7IUwuNPEmWrJInwLrXHLv6jS83N9emTxNfSUkJioqKkJ2dbfeYmzZtgsFgQElJic33s7OzodFoXNpsmHgem4hERkYiKEi85cYAoFKpkJCQAGD8RISfPLGPFxM7Ytbc3IzhYdpbS+oqKioA0Mj4ZDR1irsh8Eix4adjaKaRJ8mSXSWaWq1GVVUV8vPzoVarERUVhZqaGmRmZo65NDcjIwNqtRpr164d95gFBQVcgmUwGJCdnT3mhsFEWiwWC5qamgCIP4LDmjlzJo4dO4aOjg709PQgJCRk1GPY5Ck6OhqBgeL/4U5KSkJFRQUYhkFTU5No28WQsen1eu7vFPshkl2cEBkZSfVOTuInKGKutGPF0MiTLMgueQKsyU5xcbHDj09NTUVnZ+eEx6QRJvlqbW3lRkqkMIIDjK57WrBggc39ZrMZzc3NAKST8I2MmZIn6dFoNKiqqgIARERE2HxNnMcfeZLEtJ2aRp7kQJbJEyEjSal2iDVyxd3I5KmlpQVmsxmAdGIWul3BU089haeeemrCx6WmpuKDDz6w+d5VV13l0Ibd9957r03H/+7ubsyfP9+h+N5//32b+qGPPvoId95554TPCwkJwaFDhxw6h7vo9XoYDAaaspukJonVPEUE+cLfR4lBk4V6PUkYJU/EK0g9ebJX9ySlHk8sodsVGI1Gbnp1PPZ+hydPnnTouSM35manIB0xNDRk83V/f79Dzw0NDXXo+O7EJpJULD45/OSJP2UmFoVCgTh1IGrbetFi6AfDMFAoxG2fQEaj5Il4BSkmTykpKZg7dy5mzpyJ6dOnj7pfijELnTyFhYUhPj5+wsdNmzbN7vccee7IzZUVCoVDzwMwaiPnwMBAh55rr55NaBMVi2u1WpSXl3PtDKiG0z52td20UH8E+IqzmfhIseEBqG3rRe+QGd2DJoQF+IodEhmBkifiFaSYiFxyySXjTuVIMeaJRssma+SUmjNGTuM5KjQ0lNt82VlXXnmly88VGjvyZK+Br1arhU6n4+o4DQYD0tLSUFVV5VS9qLcbMllwotu6t6QUVtqx+CvuWgwDCIuh5ElqZNeqgBB7goKCkJiYCJVKJZlEZCJSapDJio6ORkCAdeqCej1JW2Vl5ZgNMYuLi5GXl8d9rVarkZ+fj5KSEoe2o5oqjncNgN0CMEFCyRN/c2IqGpcmSp6IV/jb3/6G+vp6DAwMIDk5WexwHCLFkSeFQsFN3dXX19PmshJlMBhgMBjG3DbKXsNgdnpvrN0UpqJGw+ltnKTQpoA1cuSJSA8lT8Sr+Pj4QKmUx8uaTZ4UCgXi4uJEjuY0Nnnq6emZsMUHEQe7QTq7N+dIWVlZSElJ8WRIssTfOy5OAsXirFjeyBNt0SJN8niXIUSmCgoKkJqaimnTpo2qnWGTp9jYWPj6SqemgTYIlr7x6p0A604MI4vD2YTL2f0/vRl/axYp1TzF8buM08iTJFHyRIiAmpub8cMPP6Ctrc1mmm5wcBCtra0ApDNlx6LkSfrYlXbOJEKFhYUoLCykjYN5+H2UpJQ80ciT9FHyRGSvqqoKF1xwAW688UaXV2QJhZ8Y8Uee+L2DKHkiztJqtU4lQdnZ2cjIyLApIie2iYkUejyxwgJ8EeJvXQxPjTKliVoVENmrrq7G9u3bAQBLliwRORpb/K1i+CNPUmyQyRrZGZ1IC1ssPtZenSOVlJQgMjKSWhTYcfxUYuKnUiIyyG+CR3tWbHgAqk/0oJkaZUoSjTwR2eOP6EhlXzvWWCNPUlxpx+LHw4+TSANbu8RuDjyesrIyGAwGm8TJYDAIFZrssDVPMeEBUCqllZzEnppGHDRZ0Nk3LHI0ZCRKnojsSTkRGWvkSYo9nlj8mKXaIHIq0ev1SElJQVFREQCgvLwcarV6wnonnU6Hjo4Om6k6g8FArQpO6R00wThgAiCtKTsWf/Ufv7CdSANN2xHZk3LyxG9BIJeRp8DAQERFRaG9vZ2SJwkoLi62aWyp1WqxYcOGcZ+j1+tRUFCAdevWoaysjPt+eXk5cnNzBYtVTo4bpdmmgMVP6Fq6BrAoPlzEaMhIlDwR2ZNqvyQA8Pf3x4wZM9Da2jpmzZPUkifAOvrU3t6OpqYmmM1mqFTS2PNrKkpJSUFOTg7y8vKg0+lgMBgmLPxOS0uDwWCwSZxYVPtkxW8+GRMunZV2LH67guO04k5yaNqOyJ5U+yWx2GmwlpYWmEzWaQI2Zl9fX8yYMUO02MbCJnQmkwknTpwQOZqpje3XlJubi4KCApSXl0/4nM7OTjAMY/cfseKvtONvhyIVsTZbtNCKO6mhkScia1Lul8RKTExEVVUVLBYLWlpakJiYyCVP8fHxkuyIPrJWKzY2VsRoCI0WuR+/BUBMmASTJ5stWmjkSWooeSKyJuV+Saxbb70Vl1xyCRISEhAREYHe3l5u2xOpxjxyleCyZctEjIYQ95Nqg0xWHI08SRolT0TWpF47BABXX321zdeHDh3ibks15rFWCRLiLaTaIJMV5OeD8EBfdPUPU5dxCaLkichaUlISHnvsMTQ0NOCiiy4SOxyHSLlBJmus/lSEeAt+g8yoYGk1yGTFhgegq38Yx7sGYLEwkutFNZVR8kRkLTk5ecJl21Ij5R5PLOr1RLwdv0GmVLt3x6kDceh4N4bNDNp6BzE9VHojZFMVJU+ECIxhGLS0tKChoQEMw8hiqjE+Pp67TdN2xNvwG2TGSnDKjsWPrcUwQMmThFDyRIjAhoeHuWTknHPOwcKFC7n7pJo8BQUFUaNM4rX4xeJSTp74hewtXf1YnKgWLxhiQ3prpAlxwtGjR9HV1SV2GOPy8/Pjejk1NjbKYuQJOD11xzbKJMRbHOcnTxJcaceKtdmihVbcSQklT0TWfvazn0GtVmPRokVihzIufqNMtuYpMDAQkZGRYoY1LmqUSbxVM2/1mpRHnmx6PdGKO0mh5InIVl9fH9rb2wEAarVa3GAmwCYiFouFS54SExMlW6gKUNE48V42I08S3JqFRb2epIuSJyJb/Dd0KU9/AbaJSH+/9ROk1GPmx0dF48SbtMhk5Mlmc2DqMi4plDwR2ZJL7RBgPz6px0wjT8RbyaVg3N9HhegQaw+q4zTyJCmUPBHZklPyxE9EWHKKmUaeiDfhGmT6KBEp0QaZLHb0qbV7EGYLbewsFZQ8EdmS07SdHEeeqMs48VZsg8xYCTfIZLE1WWYLgxPdNPokFdTniciW3Eee7H3PWd3d3aiurkZ1dTWOHDmCo0ePIj4+Hr/73e+49giuokaZ8mEwGLB+/XpERkYiJSUFGo0GWVlZYoclSfwGmTFh0p2yY8WNaFcg5QL3qYSSJyJbckqe+IkIazIxDw4O4te//jX+85//gGFGD+X/+9//xp/+9Cfcc8898PNzbVqCGmXKx8qVK5Gbm4ucnBykpaVBp9PZfV0Q+dQ7sWLVI9sVRIgXDOHQtB2RLTZ58vPzw7Rp00SOZnx+fn6ora3FxRdfzH3P1ZGnjo4OZGZm4qWXXhrzDdJoNOL+++/HWWedhc8++8yl8/BjbGpqgsVicfk4RDhFRUXQ6XRYu3Yt9Ho9dDodMjIyxA5LsuTSIJPFT/CoaFw6KHkissWOhiQkJEi+bgEAZs2ahaamJgBASEgIwsPDXTrOn//8Z3z77bcArKNDt956KwoKClBWVobdu3dj/fr13M/j8OHDWL16Ne666y6XRiL4jTJbW1tdipcIq7i4GBqNBmq1GhqNBjU1NSgvLxc7LMmSS4NMFn+LFuoyLh00bUdkS6/Xo7GxEb29vWKH4hCGYdyS8BUUFGDHjh1oamrCRx99hKVLl9rcn56ejtzcXPz2t7/Fjh07AAAvvPACFi5ciN/85jdOnWtku4LY2FiXYibCMBgM0Ov1yMnJ4b6n0WhEjEj65NIgk8WvyzpupF5PUkEjT0S2IiIicOaZZ+JnP/uZ2KE4pLOzE319fQAmVyweEhKCjz76CDt37hyVOLHS0tKwfft2PP/889z37r33XuzcudOpc1G7AmnTarUArL9v4hi5NMhkzQgLAPs5i0aepIOSJ0I85IsvvuBu+/g4Pug7PDw8asotNjYWycnJ4z5PoVDgzjvvxH333ccdJzs726l96qhdgbRVVFQAwJhJNBlNbgXjfj5KRIf4A6D97aSEkidCPIR9owOsNUSO+utf/4qMjAwcPXrUpfMWFBTgggsuAGCd5tm/f7/Dz6WRJ+nR6/VIS0tDWloaioqKAADr169HWloaMjMzRY5O+loM8mmQyWLbFZzoHsSwmRZuSAHVPBFZ+vTTT7F3714kJiZi1apViI6OFjukCfFXqzlavL1v3z4UFhbCZDJh6dKlOHbsmNOF5r6+vti8eTN+8Ytf4Nlnn8WCBQscfi6NPEmPRqNBVVUVAOvUNf9rMjF29EYODTJZMeEB2NvYBYaxJlDxMlgl6O0oeSKy9M477+DFF18EAFRVVckieRocHORuDww4VrtgNBoRHx+PY8eO4Xe/+53LK/RiY2Oxbds2p5/H70/ljuTpqaeewlNPPTXp47z22mtYsWIF9/VXX32Fm266CYC1tuvee+/l7uvu7sb8+fMnfc6LLroIr7/+us33LrnkEhw5cgQhISE4dOjQpM/hDL1eD4PBQFN2TpBbg0wWv7D9eFc/JU8SQMkTkSU5bc3CMhgM3O3u7m6HnnP++efjxx9/xD//+U/cf//9AkU2Nn6jTHdM2xmNRq5dw2TwE1H2a/a4RqPR5j6GYdxyzra2tlHfa21tRVNTE0JDQyd9fGfpdDoAVCzuDH69U5yMEpDYEV3G02aKGAwBQMkTkSn2jdzf318Wo04A0NLSwt0+efKkw88LCQnBQw895NZYenp68M9//hNnnnkmrrrqqnEfm5CQgPb2dq5RplLpeqlkWFiY3W7rzvL39x/1NXvcsLAwm/sUCoVbzmnvdTZjxgx0dXUhJCRk0sd31kTF4lqtlkuwampqkJKSgry8PI/FJ0X8gusYGRSLs/jNPKlRpjRQ8kRkSW4NMgHbguvjx49jeHgYvr6+osSRmpqKtrY2zJ8/H1dccQVUKtWYj09ISMDevXu5RpmT6fU0ckrNXVasWDHmtGJoaKhg9VquTIW6C5sYpaam2r3PYDDYJEspKSmoqalBcXGxx2KUGpuRJzklT/yRJ1pxJwm02o7ITnd3N7q6ugC4Z3NdT+A3yGS/Pn78uN3Hfvfdd1i/fj0OHz4sSCwJCQmYO3cuAGsH8l27do37eCoal6bKysoxG2IWFxcjPz/f5nsZGRkoKSnxRGiS1cLrkxQjgwaZLNqiRXooeSKyI8d6J36DTNZYNUQbN27Eiy++iPnz5wsysqFQKPDoo4/i+uuvx08//YTly5eP+/iRXcaJ+AwGAwwGg91RJwDIzMyk/e3s4HfolkOPJ5ZNo0xKniSBpu2I7PCTDrkkT/aSDnvfO3DgAD766CMA1qSF7c/kbhdddBEuuugihx7L/xlTrydpqKysBGDdiseerKwsZGVl2Xxvy5YtKCwsFDw2KZNbg0yWr0qJaSH+ONE9iOM0bScJlDwR2eG/gctl2o6fKGk0Glx88cV2E78nnniCu/2HP/xBlJqokWjkSXrGq3fiKysrQ0VFBXQ6HUpLS6f8aJQcG2SyYsMDcKJ7kGuU6auiiSMx0U+fyI4cp+34Cd+DDz6IF198Eeeee67NYxobG7k+QhEREVi/fr3H4hscHMS+ffvs3kddxqWHXWk3UTKUlZWFwsJC5ObmIj8/H3q93hPhSZYcG2Sy2F5PbKNMIi5KnojsxMbGYvny5Zg5cyaSkpLEDsch/IRvrNGyp59+GsPDwwCAu+++22PL3//73/9i7ty5yMzMtNu8k0aepEer1Y5ZLG5PVlYWMjIykJaWZtNvbCqRa4NMFr+1QouBpu7ERskTkZ2cnBxs374ddXV1WLx4sdjhOGSiOi2DwcAtIff398c999zjsdg+/vhjHDt2DCdOnMA777wz6v6goCBERkYCoJEnKWCLxZ2dgsvMzITBYJiyK+74PZ7k1CCTFafmJU9UNC46Sp4I8QB7I0/8UZ4XXngBPT09AIBf/epXmDFjhsdi+81vfsPdHqsHEJvwsY0yiXjYYvHs7OwxHxMREcFtGsxiE+CamhrhgpOwZoM8i8VZ/NYKLVQ0LjrBkqe6ujrs2bMHe/bsGbVdAiFTDTtiExISgt/+9reIjo5GUFAQhoaGMDAwgKeffhqAtY3Afffd59HYLrzwQsybNw8A8M033+DgwYOjHsMmfCaTCSdOnPBofFOdXq9HSkoKlwyVl5dDrVaPOfLETsuNnNZj652m6nYu/IQjVo4jT+E08iQlbkme9uzZgyeeeAKrVq1CVFQUVCoVNBoNUlNTkZqaCrVaDZVKhaioKMyZMwd33XWX3ekBQrwRv0FmQkIC+vr60N7ezu259tprr6G1tRUAcN1112H27NkejU+hUCAnJ4f72t60Dn+qsb6+3iNxEavi4mKbQm+tVosNGzaM+Xi1Wo2cnJxRK/GKi4uRmppq87ueSpoM8uwuzuInfPxmn0Qck0qeNm3ahNmzZyM7OxtHjx5FVlYWtFotOjo60NnZCYvFwv3r6OhAZWUlNm7cCI1GgxdeeAFRUVG46667UFdX56b/HeLtDh06hFmzZuH888/Hc889J3Y4DjEYDFyDzMTExFF9k/jJygMPPODx+ADglltu4faLe+WVV9DfbzstQL2exJOSkoKcnBzk5eXZ3XbFnsLCQmi1Wm6VXXZ2NlJTU1FVVeWhqKWHX2QdK6Pu4qzpof5co0yathOfS32e3n77bRQUFCAzMxPl5eVITk6e8Dnh4eEIDw/nHsu+Sbz99tvIyclBSkoKCgsLR23qSQjfsWPHuH+ONnkU28i+VPxEZNeuXdyy8yVLlmDZsmUejw+w1sNkZ2fjtddeQ2dnJ8rKynDzzTdz91PyJJ6cnBzk5uYiNzcXHR0dKC8vd/h55DSbfe3U8ht58lUpMT3UH63GQZq2kwCnk6c777wTERERXNHiZF133XW47rrroNVqkZ2djcLCQpx99tluOTbxPo4s+ZeakX2p+InIxx9/zN2+5ZZbPBrXSLm5uXjttdcAWKd4KHmSjqm8ma+7sBvqBvqqEB4ofvNZV8SEB6LVOIiTPYMYMlng50NrvsTi1E/+zjvvRG5uLgoKCtweSEZGBj7//HO89dZb2LNnj9uPT7yDHLdmGW/kif0Q4uPjgxtvvNHjsfEtX74cCxYsAGDdnPjAgQPcfZQ8ETljGIarE4pVy69BJout1bI2yqTRJzE5nDz98MMPKCwsxJIlS4SMBxs3bpyyS2nJxLxt5Imthbriiiswbdo0j8fGp1AokJuby33Nr8WiLuNEzrr6h9E/bAYAxMmw3okVQyvuJMPh5GnJkiUIDw8XMhbOdddd55HzEPmR4752I2OOiYmBj4/tjPmtt97q4ajsu/nmmxEQYP0D/b///Y8rHPf39+d6T9FqOyI3cu/xxIqz6fVEyZOYaMKUyAo7ihMQEICoqCiRo3HMyNEylUqF2NhY7nvR0dG4/PLLxQhtlIiICKxbtw6AdZXgli1buPvYEbOWlhZuGxlC5EDuPZ5YtEWLdIiSPBmNxnH7lBAyFnYUJyEhQTZ1C/wGmezoLX9Pvueeew5+ftLZ4Z2/SuvVV1/lbrPJE8MwaG5u5r7PMIzngiOikPvvuLlL3j2eWLRFi3R4NHl65513sGrVKrtbBxAyEaPRiO7ubgDyKRYf2SCTTfgeeeQRvPfee6isrMQ111wjZoijnHvuuVx36i+//JJr4DmyaFyptP75oO1avB/7O2Z/53Jj0+NJ1iNPtEWLVAh+JWzbtg3r1q2DSqVCdnY2ysvLER4ebjMdQIgj5FjvNLJBJmvVqlW4+uqrkZaWNqr+SWwKhQLXX389AOubZllZGQDb0bKGhgb4+vpCpVKht7dXlDiJ5wwMDECpVEruteqoFi8ZeZoe6g/lqQH34zTyJCpBkqc9e/Zgw4YNiIqKQmZmJkpLS8EwDK677jqUl5ejo6ODisKJ02JjY/Haa6+hoKAAWVlZYofjEHsJX3Nzs+SnQdi6JwDYvHkzgNEjTwqFAqGhoTAajZL//yGT09PTg6CgINmOPDV7yciTr0qJaaHWnQCaKXkSlds+RtTV1aGsrMxmHyaGYZCRkYHc3FxKlsikRUZG4he/+IXYYThlZJsCs9mMc845ByEhIbjjjjs8vgmwo84880zMnz8fw8PDWLFiBRiGsbu/XXh4OAwGA5qbmxEXFyebOjTiuM7OTvT19SEuLk7sUFzGjjyFBvggxF+eo2es2FONMtuoUaaoJvUqMhqN2LJlC4qLi6HT6bhPn6mpqTAYDCgrKxOkW7jBYOAadUZFRaGmpgaZmZluH41g94UauTs5IY4aOfK0fft2LqF65513kJSUBLVajczMTLFCtEuhUOCrr77CtGnTuITIXqPMoKAgJCQkoLGxEf39/QgLC0NQUBBUKhUlUjLGMAxMJhO6urrQ3d2NiIgIj7WqcTeLheGmuOTc44kVGx6APQ3WRpmtxgEkRgaJHdKU5FLytGfPHuTn50Or1QKwXmgajQa5ubnIyspCcnIyDAYDMjIy8NJLL2Hx4sVuC9hgMCAtLQ2lpaU2u4bn5uaioqIChYWFbjmPTqdDSUmJTdNAQpw1cuSJYRgsX74cO3bs4P5ddtllkkueAGD69Ok2X8fGxkKlUsFsNtskhaGhoZg5cya6urpgMBjQ3t7u6VCJQNj+XhEREWKH4rL23iEMma0F77Ey3NNuJP6mxscpeRKN08nTF198wf2hV6vVyMnJwbp160Z1Hler1dBqtVi6dCkef/xxt60oys7ORlZWlk3iBFj3foqIiEBmZiYyMjImfZ78/PxJH4O4V0VFBQIDA5GQkIDw8HBZjGyMHHlatGgRtm/fjubmZiQnJ2NoaEg2HbtVKhXi4+NRX18/KuagoCAEBQUhJiYGw8PDtALPC6hUKvj4+MjiOhuPTY8nLxl5YjVTryfROJ085efnIyMjA/n5+Vi5cuW4j1Wr1di6dSuWLl2KiooKPPbYYy4HCgB6vR5arXbMTTLXrl2LwsLCSSdPJSUlyM7O5kbWiDTccsstOHjwIAICArgVbFI31nYycXFxSExMRE1NjSySJ71ejxMnTiAxMRH19fVoa2tDf38/AgNt34wUCoWkelYRwu8uLueVdiz+6BmtuBOP05VmGo0GW7dunTBx4j++srISL7zwArf82VVs0jRWDVJKSgq0Wi0MBoPL52CL3anOSXrYRCQxMVE2n4bZwuqwsDCo1Wqb+9gaIqPRCKPR6OnQHNLX14dly5YhJSUFd999N20QTGTHW7qLs2JpfztJcDp5cqU/E5tAbd26FcuWLXP5jUKn0416Axp5HuD0TvWuKC4utumwTKSBLVwF5NUgk02eEhMTUVlZabOkXw6JSFBQEBfzDz/8gJCQEO4+qcZMCJ+39Hhi8aceadpOPB5b48gmUNXV1Vi6dCmOHTvm9DH0ej0iIyPHvJ9NrNjRI2eVlZVRgbhEjTX9JWUnTpzA4OAgAOtrMz09HUlJSdwIqhySJwBcTePGjRuRnJzMfV/KMRPC8pYeTyybRplGGnkSi0cbRGg0GlRVVeHkyZOjCr4d0dHRMe7IE5tYuTJtZzAYoNfrXZquGxwc5KZepDwFI2f8N2q5jDyxo04AuBqtxsZGbiRHLsnTvffeC51Oh/z8fCxcuJD7vpRjJoTFH3mK9YKRJx+VEtNDrf8fNPIkHo9319JoNNDpdNi4caPTz3U0KXJlqXRBQQHy8vKcfh773PDwcO6fXN7c5YSfiPC3CZEyfsxsoqFQKLiVp3JJnvhdpeUSMyEsdl+7yGA/BPiqRI7GPdgNgtt6hjAwbBY5mqlJlNakycnJWL9+vRintkur1U6qz86GDRvQ1dXF/aM3FffjT/POnDlTxEgcx0+e2traAAAXXHABZsyYAUCeiYi9LuOESJXZwqC12zp17g2jTqz4iNO9nahoXByy6uuuVqsdGn2Kiopy6rjl5eWTam/g7++PsLAwm3/EveQ+8sTib1PErhqMiYlBcHCwJ0NzCcMwaGpq4jaHlUvCR6auE90DMFus0+Te0OOJFaemXk9ic7jPU11dHWbNmiVgKBOfa7xiccBaEwVg3LqokYqKirBhwwZnwiMi8Jbk6dprr+Vuq9VqDAwMyKYv0urVq/H5559zX1PyRKTOpseTF3QXZ8XzCt+bKHkShcMjTxEREbjrrruEjAUAsG3btjGbU2o0Gi5BsocdlXK06Fuv10OtVjuVbBFxsL/3qKgoWYzSAKOTp3POOcdmpaDcGkqOXOTR3d2Nrq4ukaIhZGLe1l2cZZM8dVLyJAaHR57Cw8ORl5eHtWvX4o9//KMgG/4++OCDiI6Oxv3332/3/tTU1HG7frMtChydgtPpdCgtLUVpaemYx1q/fj034lVeXu7QcYn77d+/H11dXThx4oTYoThsZPLEn7KTo6uvvprbkJvV0NAg2w1jifdr8dKRpzg19XoSm1PbsyQnJ2PLli1Yu3YtFAoFNmzYMOkkymg0ori4GFu2bEFhYSEuueSSMR+7bt06FBUVQafT2W11UFFR4VTtUlZWFrKysuzeV1ZWhuzsbGzatMmltgrE/djVjHLQ398/KtGTe/KUnp6OmJgYHD9+nPtefX09Fi1aJGJUhIyt2UtHnuJo2k50LhWMb9myBQ8++CDy8vIwZ84cbNiwAdu2bXO4v1FdXR1efPFFXHrppUhLS4NCoUBFRcW4iRNgHXnKyMjA5s2b7d5fVlZmd0Nfg8GA/Px82quOeMzIeqAzzzzT7nTytm3bcMstt+CSSy7BV1995aHoXKNUKrFmzRqb71HdE5Ey/siTN622Cw/0Rai/deyDRp7E4fJquyVLlmDr1q3YunUrGIZBXl4e1Go1oqKikJ6ejvT0dKxatQrr1q3DqlWrkJ6ejjlz5kClUiEtLQ3l5eXIz89HdXX1mNN09pSWlqKsrAw6nc7m+7m5ucjLy7M78lRSUoKioiJkZ2c7fB522s7VbuVkahs5ZXfllVfafVxtbS3+97//4csvv8TBgwc9EdqkXH311TZfU/JEpIyteVIogBgvSp6A06NPzV0DsFiYCR5N3M2paTt7kpOTbRpe/vDDD+jo6IBer4fBYEB7ezuioqKgVquh0Wig0WhstnhwllqtRlVVFfLz87lkraamBpmZmWNOwWVkZECtVmPt2rUTHj83Nxd6vZ7bH2/9+vUoLi5GamoqCgsLXY6buK6srAzbtm1DUlISbrzxRlmsthuZPI0csWHJrW/SypUrERgYiP5+65uSK9ssEeIpzad6IE0L8YevSladeSYUHxGIw63dGDJZ0NY7yHUdJ54x6eRppCVLlgCw/pEVilqt5vYHc0Rqaio6OzsdeqwzxyWesW3bNjz//PMAgEsuuUQWyRN/xDIsLAzLli2z+zi5NcoMCAjAypUr8dFHHwEAfvrpJ5EjIsS+IZMFbT2nGmR6wZ52I9n2ehqg5MnDvCsVJ15Jjj2eKioquNsrVqyASmV/Wwi5JU8AbEZ4aVqbSFWrcQCntpFEnJdN2QEjisapXYHHUfJEJI+dGvLz88P06dNFjsYx/BEZfmPMkUJCQrg+Y3JJnq644grudldXF7fRMSFSwi+k9qaVdqx4alcgKqeTp7fffhsqlQqXXXaZEPEQMgo78pSUlGSzSa1UMQxjs5z/5z//+biPZ0efGhsbYbFYhAzNLaKjoxEREQHA+v+6a9cukSMiZDT+nm/e1OOJRV3GxeX0O5Fer8fZZ5+NrVu3oq6uToCQCDmtq6uLa4Ehlym7kydPwmQyAQCCg4Mn7E3FJk/Dw8OyaQI6d+5c7vZbb70lYiSE2OetPZ5Y1OtJXC4lT1VVVaipqRm1/9yqVavcFRchAGxXc82cOVPESFyzePHiCR/DTwrlsOIOAH72s59xt6l/GpEi/lSWN448zQgLgEqpAEDTdmJwOnlqb2/HSy+9hKioKLv3EeJOciwW5yd8Z5555oSP538IkcvSf/7OAocOHeL2lSREKhp5RdQJEUEiRiIMlVKBmDBrUkgjT57ndKuCTZs2YeXKlcjJyYFGo0FGRgaWLl3KdQonxJ34yYRckid+wufIaNk555yD22+/HbNmzcKCBQuEDM1t+KsELRYLysvLnWpCS4jQ2BVo/j5KRIfIZwNuZ8RHBKLJ0A9D3zB6B00I9nd79yEyBqd/0uHh4aisrERRURFKSkpQXFyM4uJiLnFKT0/nkqmlS5cKsoEwmTqcTUTEZjKZnB4tW7FiBVasWCFgVO7HT54A4JNPPqHkiUgGwzDcyFN8RKDXfrDnF423dPVj9vRQEaOZWlxOU/Py8pCXl4euri5otVrs3r0bjz/+OGpqalBVVQUA3AtWo9EgNTUV6enpSE1NnXAPO0JYS5YswY033oj6+nq7e8NJzU033YQvv/yS+1ouo2XO4idPfn5+iI+PFzEaQmx19A6hf9gMwDun7Fj8Wq7GTkqePEnBuLFJS3p6OioqKlBbWwudToeKigrodDpUVlZyNRH8hCozMxPZ2dm4+OKL3RWCJBiNRoSHh6OrqwthYWFih0M8ZHh4GNHR0TYbZNfV1clixMwVcXFxaGlpQUxMDFpaWsQOhxDO3gYDrv73dwCAG89JwmPXTFx7KEdvfF+PP767HwDw2DVn4sZzvPPDmhS5tWkOm4clJyfjuuuuw8aNG7F161Z0dHSgs7MT5eXl2LhxI6699lq0t7fjhRdewMqVKxEVFYUnn3zSnaEQ4nGNjY02xd9KpRJxcXEOP7+vrw8HDx6UTdNJ9v/1+PHj3F53hEgBv4A6IcL72hSw+CNPTYY+ESOZetyaPJWWlo55X3h4OFauXIkHHngApaWlNgnVHXfcgTfffBNz5syh3lFEtpKTk7F3715uJWpcXBx8fX0deu7atWsRHByMBQsWoKOjQ8gw3YafKMqlxQKZGho7TycS8V64rx3Ltsv4wDiPJO7m1tL85ORkpx7PJlTsJsI6nQ75+fnYvHmzO8MiMsU2mvTxkc8Kkv7+fq5lhzP1TmzHbsA61WevFYjU8JOnuro6REZGIjAwECEhIeIFRQi8v00BixplikcSe1088cQTePLJJ5GammrzJkKmtu3bt8Pf3x9JSUl45plnxA7HIY2NjdxtZ5KnkYmIHPBjvvPOOzFjxgy8++674gVEyCn85CnRi6ftgv19oA6yjm7T5sCeJYmP9C+88AJqa2tx9OhRsUMhEnLs2DFYLBY0NDRIfs+3/v5+BAYGutyXSu7JExvzp59+iptvvlmcgAg5hU0k/FRKRIf4ixyNsOLCA2HoG8Zx4wDMFobrOk6EJYnkqby8HMXFxUhJScH69evFDodIhJx6PN144404cOCATcLkTPLE//+TS/LEn6b39fXFvHnzHOqoToiQrD2erDVP8RGBUHp5MhEfEYifWowwWxi0GgdspvKIcCSRPCUnJ2Pjxo1ih0EkRi5bswwNDUGr1aKnpwdNTU3c910deZLLFi38/7/FixejoqJCxGgIsTL0DaN3iO3x5P2JhG3ReD8lTx4iiZonQuyRy6bA3333HXp6egAAsbGx3PediTkmJgZ+ftYtJOQy8uTv78+1YmhoaBA5GkKspkqbAlY8FY2LgpInIlnsyFNQUBAiIyNFjmZsn3zyCXc7IOB03xVnRp6USiWXbNXV1cmu11Nrayv1eiKSMFXaFLBoxZ04KHkiksQwDJc8zZw5U9J7U3366acArN3z2QQiNDQU4eHhTh2HTUS6u7vR2dnp1hiFYm+6saamhttRgBBPmyptClj8RpnNlDx5DCVPRJLa2tq4RETK9U4NDQ04cOAAAGDZsmVczVNSUpLTCR9/mk8udU/85KmsrAxz587F7Nmz8c4774gXFJnSbJMn7x95iuf9P1K7As+h5IlIklxW2rGjTgBw4YUXYnBwEIBrCd/999+PqqoqtLe34+yzz3ZXiILiJ09GoxFHjhwBYPtzIcSTptrIU3SwP/xU1rdy6jLuOZJYbUfISK72S/I0fpKwcOFC7rYrMc+dO9ctMXnSyF0FIiMj0dHRgfLycphMJll1hyfega158lUpMD3Uu3s8AYBSqUCsOgDH2vto2s6DaOSJSNLKlSvx7bff4vXXX8fVV18tdjh2sS0KAGDatGkIDDw9fC7lhM+dRtY8XXrppQCArq4u7Nq1S6SoyFTFMAw3dRWn9v4eTyy2ML570ISu/mGRo5kaKHkikhQeHo7zzz8fN954IxYtWiR2OHbxWxSsWrXKpsVASkqKSFF5VmJiIlfbVVdXh8suu4y7j6buiKcZ+03oHrTuiTkV6p1YcSN6PRHhUfJEiIv4LQpWr14NvV7Pfa3RaFw65vvvv48nn3wSBQUFk47PE/i9nurq6rBq1Sruvs8++0yssMgU1Wg43aYgQe399U4sm15PVDTuEZQ8EeIifouCSy+9FDU1Ndx9riZP9913H+6//34UFha6JUZPYKfuTpw4gbCwMCxZsgQAoNPpcPz4cREjI1MNv1g8fgqNPFGjTM+j5IlI0gsvvICPP/7YJiGRkpEtCqKjo7mRp7CwMJeberIrC7u6umTTK2lk3dPq1au5r7du3SpCRGSqmmptClj8/9eGjr5xHknchZInIjkGgwF33XUXrrzyStxxxx1ih2MXf0pq9erVMJlM3ApBjUbjclNPOe5xx4+Z6p6ImPjdxadCmwJWUtTp/9djlDx5BCVPRHL4tUNSLbzmJwWrV69GQ0MDzGbrZqSuTtkBoxMRORgZ87nnnst1V9+6dSv3cyFEaE1TdOQpNjwQvirrBzYaefIMSp6I5LijdkhIw8PDXIuCqKgopKWluaVYHJBn8sTv9VRbWwsfHx9kZmYCADo6OlBRUSFWaGSKYaftfJQKzAgLmODR3kOlVHAjbfUdfbLZG1POKHkikiP1kaedO3eiu7sbgLVFgUqlmtLJk72YaeqOiIGdtotVB0A1RXo8sZIirclT35AZbT1DIkfj/Sh5IpIj9ZGn5cuX4/vvv8df/vIX/PKXvwQAtyVPctzfbmSvJ8A2eaKWBcQTjAPDMA6c6vE0hdoUsNjkCQDqO3pFjGRqoL0TiORIfeRJpVJh2bJlWLZsGfc9dyVPcXFx8PHxgclkks3Ik5+fH+Lj49HY2MjFHB8fjzPPPBP79+9HRUUFTp48iWnTpokbKPFqTVO0TQFrZhQ/eepD2kzXVvwSx9DIE5EcduRJrVa7vOTf09jkSaFQTGojYx8fHyQmJgKQz7QdcHrq7uTJk+jttX7qZVsWMAxDLQuI4KZqmwJWIm/k6Vg7FY0LjZInIilDQ0Oor68HIM0pu7GwyVNiYiL8/Pwmday0tDQsW7YMmZmZGB6Wxz5V9losUN0T8aSp2qaAZTPyRMmT4GjajkhKfX09LBYLAGlO2T366KPw9/fH6tWrsWDBAigUChgMBnR0dABwT8JXWlo66WN4Gj95qq2txYIFC7B8+XKEhISgp6cHOp0ODMO43P+KkIlM+ZGnCNtpOyIsGnkiktLT04PFixcjJCREciNPJpMJTzzxBB544AGcf/75XP+i2tpa7jFSi9lT+O0K2OlGPz8/lJSUYNeuXdi/fz8lTkRQNjVP6qmXPAX7+yA6xB8ANcr0BBp5IpJy9tlnY8+ePWAYRnJTVlVVVdyWKZdeeil8fKyXj7uKxeVsrBYLN9xwg+eDIVMSuymwSqlAbPjU6fHENzMqCG09gzjZPYj+ITMC/VRih+S1KHkikqRQKCZdO+Ruy5Ytw6FDh/Dpp59i4cKF3PcpeZJnfyriXdhpu5iwAPiopuakSlJkEKqOdQKwTt3NjQkVOSLvRckTIQ5SKBSYO3cu5s6da/N9dydPHR0dyM7ORl1dHdLT0/HWW29N+phCS0hIgFKphMVioeSJeFzPoAmGPutI9VSsd2LZ9nqi5ElIUzM9J8SN3J08hYWF4ZtvvoFer8fBgwcnfTxPYHs9AaNHnpqamvDkk08iIyMDW7ZsESE64u3q2k43heQv2Z9qkmzaFVCjTCFR8kQkg2EYpKWl4YorrsCjjz4qdjgOY5OnkJAQREdHT/p4Pj4+XAH20aNHZbNPFTt119bWhp6eHu771dXVuP/++/HFF1/ggw8+ECk64s3qeIlCcnSwiJGIa2SjTCIcmrYjknHy5EnodDoA4FayScXDDz8MALj88svxs5/9DEql9XOH2WzmRlo0Go3bVpTNmTMH1dXV6OvrQ3NzMzeqI2WzZs3Ct99+C8A6+rRo0SIA1u1sQkND0d3djSNHjogZIvFS/JGnWVFTN3kaOW1HhEMjT0QypFp4bTKZ8O9//xuPPvoorrjiCq4PFQA0NjbCZLLup+XOmOfMmcPdrq6udttxhcRvV8D/Xfr6+uK1117DoUOH8P3334sRGvFytW2nE4VZ0VN32m5aqD8Cfa0r7KhRprAoeSKSwd8QWEoNMnfu3Mm1KFi1ahXXogAQbh8+OSZP48V81VVXYe7cudTriQiCP203lUeeFAoFN/rU2NkPs0UeU/5yRMkTkQx+8iSlkadPPvmEu33FFVfY3CfUaJkck6czzjiDu03Tc8ST2Gm76aH+CPaf2tUobMH8kNmC48YBkaPxXpQ8EckQahRnsj7++GMA1k91q1atsrmPkqfT+DFT8kQ8xTgwjPbeIQDArClcLM6iPe48g5InIhlSHHlqaGjA/v37AQDp6emYPn26zf1CJU9JSUlck1C5JE8RERHcakN7MdfW1uKRRx7B0qVL8frrr3s6POKl+MXiyVN4yo5lWzRO7QqEQskTkQw2EZk+fTpCQkJEjsbq008/5W5ffvnlo+5nY1YoFJg5c6bbzqtSqbhkrKamxqZIXcrYqbumpiabdgWANRH9+9//jqqqKm40j5DJquWvtKORJyRF8Xs90ciTUKb25DCRjP7+fjQ3NwOQ5pQdMLreCTidPCUkJMDf39+t537ooYdgNpsxe/Zs2fR6OuOMM7Bjxw4A1h5VZ599Nnffueeei7CwMBiNRnz++ecwm81QqWjvLTI5dbyVdslTeKUdaya1K/AIGnkiklBbW8vdlkryNDg4CK1WC8A6Gpaammpzv9FoRFtbGwBhphlvuukm3HLLLVi+fLlskozx6p58fX2RmZkJwLoFze7duz0aG/FONivtaOQJ8RGBYBe1UvIkHEqeiCRMnz4dxcXFyMvLw5o1a8QOBwDwzTffoK/P+sdn9erVXGNMllT7UomJv+LOXt0Tf+qTpu6IO9RSg0wb/j4qxIVb9/ej5Ek4NG1HJCE6Oho5OTlih2HD0Sk7gJIn1kTtCvjJ04cffoi///3vHomLeC925CkuPAABvvIYoRVaYmQgmgz9MPQNo6t/GOGBvmKH5HVo5ImQMbD9nVQqFTfdxCd08sQwDGpqavDZZ5/hww8/dPvxhTB79mzutr3kKSYmBunp6QCAffv2ob6+3mOxEe9j6BuCoW8YAE3Z8c2MPP2zaKDRJ0FQ8kSIHdXV1dy00/Lly6FWq0c9xhPJ06JFi7B69Wrk5eW5/fhCCAoKQkJCAoCxWyzwp2Vp6o5MBq20s49W3AmPkiciCbt27cKxY8cksyHweF3FWUInT0qlkhvJ0ev1kvnZTISdumtvb0d7e/uo+6+88krutlxG1Ig08YvFqcfTafxeT8eo15MgKHkiorNYLLjoooswa9YsLF26VOxwANgmT/b6OwHWpfgAEBwcjGnTpgkSB7t6bWhoSDZTXBMVjZ999tmIj48HAGzbtg29vfTHnbjGdkNgSp5Y/C7jNG0nDEqeiOiampowNGTdXiEpKUnkaIDu7m589dVXAIDExEQsXLhw1GMGBga49grz5s0TbMNbOW7TMlHRuEKh4Eaf+O0gCHGWTXdx6vHEsRl5omk7QVDyREQntVVrW7du5ZK5NWvW2E2Mjhw5wnX9njdvnmCxyHG/OEcSPv7U3UcffSR4TMQ7sdN2SsXpDXEJoA7yQ1iAdTE9tSsQBiVPRHTs9BcgjeRpwYIFeOCBB3DGGWfgqquusvuYgwcPcrfnz58vWCzeOPIEACtXrkRgoLUXzccffyyb7WeIdDAMwxWMx6kD4e9DbQr42KLxZkM/Bk3yqJeUE0qeiOh++ukn7raQoziOmj9/PoqKinD48GFceumldh9z6NAhm8cLRY7JU3JyMtcRfazkKTAwECtXrgQAtLS0QKfTeSw+4h06eofQPWACACRTvdMoKdOs+4NaGNtVicQ9KHkiouOP4ixYsEDESEYbq5bJUyNPsbGxCA62vjHIJXny9fXlRhCrq6vH3JeP37KApu6Is6iz+PjmTD+9ufrREz3jPJK4gpInIjp25CksLAxxcXEiR+MYNnny8fGxaQzpbgqFgjt+bW0thoeHBTuXO7EjZr29vWhpabH7GH4LCGpZQJxFPZ7GN3t6KHe7upWSJ3ej5ImIqqenB8eOHQNgHXUSatWaIxiGwX/+8x8unrGYzWYcPnwYgLWjtq+vsFsfzJkzB0FBQVi4cKHdvklS5EjdU3x8PLfZsk6nQ1NTk0diI97BpscTrbQbZc4MGnkSkiz3tjMYDCgoKAAAREVFoaamBpmZmcjKynL5mDqdDsXFxejo6IBOp4NarUZubq7k9lvzNvzaIbGn7A4dOoTbb78dAHDHHXdg06ZNdh9XV1eHwcFBAMJO2bFefvllBAcHi5pYOmtk8rRixQq7j7v99ttx4YUXYs2aNZg+fbqHoiPeoI7f44mm7UaZGRkEX5UCw2YG1Se6xQ7H68gueTIYDEhLS0NpaSn3qRUAcnNzUVFRgcLCQqePWVJSAgAoLi7mvqfVapGdnY3CwkJUVVXZ3Z6DTF5LSwsCAwPR39/vkURkPB988AF3e7xEzlP1TqyQkJCJHyQxEzXKZN19992eCId4IXbaTqVUUJsCO3xUSiRHB+NIaw9q23phMlvgo6LJJneRXfKUnZ2NrKwsm8QJsCY+ERERyMzMREZGhsPH0+v1MBgMo/YOy8jIwBdffIG0tDRkZ2ejvLzcLfETW2vWrOGm7tjCaLH8/Oc/x/DwMD744IMxWxQAtsmTFFYHSpEc+1MR+WAYhpu2S4gIhC8lBXbNmR6KI609GDYzONbRx63AI5Mnq1ecXq+HVqtFbm6u3fvXrl3r9MhTcXHxmFNzqampyMjIgFartWnkSNxLqVQiOTlZ9GmbuXPn4uGHH8bu3buRkpIy5uM8PfIkRwkJCQgICABAyRNxv5Pdg+gbsvYuoim7sc3mrbijonH3klXyxE6rjdVIMSUlBVqtFgaDweFjarVaJCcnj/kcfkErIYBtnZanRp7+/Oc/46qrrhqz75TUKJVKbvSppqZmwk2NW1pa8Pzzz6OoqMgT4RGZq7XZloWSp7HMtmlXQHVP7iSr5Ikt5B4Lm1RVVlY6fMzIyEgYDAYaWSIOYRiGG3lKTEz0WD3Sxx9/jA8//BBffPEFt3WM1LF1T8PDw+OuYDSbzVi4cCHuvvtuPPbYY7L5/yPisV1pR8nTWPgr7qppxZ1bySp50uv1iIyMHPN+NrFyJhEqLy9HTU3NqBoq/jkBjHk/cd2hQ4dw1VVX4cEHH8T27dtFi6O/vx+PPfYY9u/fP2ZDR1Zrays3SunJKTt2FMdiscgm0Xe07kmlUnE9n7q6uvDtt98KHhuRt1r+SjtKnsaUHB0M5alFutSuwL1klTx1dHSMO/LEJlbOTNsB4++nVlZWhtTU1HEfMzg4CKPRaPOPTGzPnj348MMPUVhYKOobplarxUMPPYSzzjpr1MKBkcSqd+InIvxpQylzpNcT61e/+hUeeeQR/PDDD7jkkkuEDo3InP7k6UQgmWqexuTvo+Jqwo6e6IHZMv6HQ+I4WSVPjiZF7mokyNZfjNXvh1VQUIDw8HDuX2JiolvO7+2ksi3LO++8w92+8MILx32sWMnTokWLuNv79+/32Hknw9F2BQBwySWX4P/+7/9w9tlny6qfFRHHoePW+p0gPxUSIgJFjkba2LqnQZMFTZ39IkfjPWSVPHmSTqdDfn7+qH5S9mzYsAFdXV3cv4aGBg9FKW/8DYHFWrU2NDSE9957D4C1n1JmZua4jxcreTrrrLO423JMnmjFHXGX3kET6jus03ZnzAiFUknJ9nhsVtxR0bjbyCp5UqvVDo0+RUVFTfpc2dnZKC4udqhrub+/P8LCwmz+kYmxyZOfn9+406JC2rZtG/eaWrNmDbe8fixi9XiaPXs2F9u+ffs8dt7JiI6ORkREBADbRJmQyTjcejoBmB8bOs4jCUDbtAhFVsnTeMXigLUmCsCku4FnZ2fT1iwCGx4e5kYj5s6dCx8fcfq1lpWVcbezs7MnfDybPEVGRmLatGmCxTWSj48PN7VZXV2Nvr6+CZ4hPoVCgTPPPBMA0NjYyF2f4zly5Ag2btyIn//85xMW75Op6VDL6eRp7gxKniYyh79BMCVPbiOr5Emj0Yz7B5gdQZjMKEZ+fj7S09MnLBwmk3P06FGYTCYA4tU7DQ8P49133wUABAcH47LLLhv38UajEc3NzQCsU3aers1hp+4sFotsRnIWL17M3d67d++Ej7/nnnuwYcMGvP/++9izZ4+AkRG5OnT89IKcebE0yj+RlGkhYP9UUfLkPrJKnlJTU8edtmOXcDuzPQtfSUkJUlJS7CZOzq7gI+OTQrH4V199xSXjV155JQIDxy885a9yE6NGS451T84mT9deey13m1/ITwiLLRYHgHkxNPI0kUA/FeLV1r9tNSd6aETXTWSVPK1btw7A2N2+KyoqXE6c2Okbe1N17LYwxH2kUCxeWlrK3Xaktk3sbVkuvPBC/O53v8OLL76Iiy++2OPnd4WzydPVV1/NjehR8kRGYhgGh1qsI0+x4QFQB/mJHJE8zDlVNN4zaMJx44DI0XgHWSVP7F5zmzdvtnt/WVkZ8vPzR33fYDAgPz9/zARIp9Oho6NjzBonrVZLTTLdjJ88iTHyZDKZuCm7oKAgXH755RM+R+zkKS0tDU8//TRuv/12zJo1y+Pnd8XChQuhVFr/zDiSPMXExOC8884DYH2NyKWnFfGMlq4BGAes0/1zadTJYXN4tWG0x517iFOlOwmlpaVIS0vDunXrbBKa3Nxc5OXl2R15KikpQVFREUpKStDZ2Wlzn16vR3Z2NjIyMuxuONzR0QGtVjvqeWRysrOzMWPGDBw8eNCmAaSnfP3112hrawMAXH755QgKCprwOWInT3IUGBiIM844A4cOHcKBAwcwPDwMX1/fcZ9zzTXX4LvvvgMAvP3223jooYc8ESqRAZt6pxiqd3KUbbuCHlx4hucWu3gr2SVParUaVVVVyM/Ph1qtRlRUFGpqapCZmTnm1EtGRgbUajXWrl076r7MzEzo9XqUlJSMeU6xltF7s2uuuQbXXHONaOd3dpUdcDp5CgoKQlJSkiBxeaPFixfj0KFDGBoawuHDh20aftpz3XXX4f777wcAvPnmm5Q8EQ6/3onaFDiONgh2P9klT4A1gSouLnb48ampqWOOHNXU1LgrLCITZrOZq6cJCAhwaMpucHCQe63MnTuXm4ryNIZh0NLSgn379uGMM86QRWK/ePFibqp93759EyZPs2bNwnnnnYcdO3bgwIED2L9/P9fygExtNm0KaNrOYTYjTzRt5xayqnkixB2+/fZbnDhxAoB1yi4kJGSCZ1h7K1ksFgCebY450htvvIH4+HisXr1aNgXVzhaNA8ANN9zA3X7jjTfcHhORJ3bazlelgCZ64uuWWIUF+CImzNpkt5pW3LkFJU/E4+rr69Hc3CzaBezsKjtAOvVO/OJ6b21XAFinUlUqFQDr1B39sSeDJjNqTvYCsPYu8vOhty9nsJ3Gu/qH0dYzJHI08kevPuJxf/rTnxAfH4+IiAiP73nGn7Lz9/fHlVde6dDzfvjhB+72RNNOQpo/fz6XVMhlm5a4uDhuyyRHk6cZM2Zg5cqVAIBjx45h586dgsVH5KHmRC/MFmsSPZ+aYzotZRrtcedOlDwRj2PbFBiNRiQmJnr03Nu2bcPx48cBAJdddhlCQx2rm6isrORup6enCxKbIwICArgNd3/66ScMDw+LFoujFAoFN/p0/Phxbsp0IjfeeCN3+8033xQkNiIf/JV2VO/kPNrjzr0oeSIeZTKZcODAAQBAcnLyhF293S05ORm///3vMX36dNx8880OPYdhGFRVVQGwjojEx8cLGeKE2E7jQ0NDHh+5cxW/O7qjo0/XXHMN/P39AQBbtmzhtvMhUxN1Fp8c/h53/J8lcQ0lT8SjDh48yG1qK0bj0dmzZ+Mf//gHGhsbcfXVVzv0nLq6Om4bl6VLl3p8T7uRpsI2LQAQFhbGTaueOHEC27ZtEyQ2Ig8HW06PPNG0nfMWxIVxe9ztazSIGos3oOSJeFRFRQV3e9myZaLF4evrCx8fxzp18Kfsli5dKlRIDuMnT3Kpe3IleQJsp+5o1d3UdvjUaElEkC+mh/qLHI38hPj7YPapuqdDLd0YGDaLHJG8UfJEPGr37t3cbTFrh5zBT57S0tJEjMSK3/NILsnTggULuGTVmeTp8ssvR1iYdZThnXfeQX9/vyDxEWlr7xnEie5BANZ6J7FHf+XqrAQ1AMBkYfATbySPOI+SJ+JR7MiTQqHwaCLS1NSEf/zjH1yxuDOkljwlJSVxCYVckid/f3+uP9bBgwcxODjo0PMCAgJw7bXXAgC6u7vx2WefCRYjka7DNvVONGXnqsWJ4dztfQ0G8QLxApQ8EY8ZGBjg3uznz5/v8Eo3d3j99ddx7733IiEhAa+++qrDz7NYLFyxeFxcHOLi4oQK0WEKhQJnnXUW/Pz8EB0djYEBeeySzk7dmUwmpzb8veWWW3DbbbehvLwcV111lVDhEQk7SNuyuMXiUyNPALCvsUu8QLyALLdnIfK0Z88ebsWUp6fs2ITJbDbjvPPOc/h5NTU16Oqy/pGRQr0T6+2330ZkZKTDdVtSsHjxYrz++usArFN3/Dqo8axYsQIrVqwQMDIidYdt2hTQyJOr5sWGwlelwLCZwR4qGp8U+fzlJbLX2NiI4OBg9Pb2ejx5Ki0txauvvoqamhqkpKQ4/DypFYuzpk+fLnYITnO1aJwQdmm9QgGcMYO2ZXGVv48K82PDsK+xC/qTvTAODCMswFfssGSJkifiMVlZWbjmmmtw6NAhTJs2zaPnnjdvHh599FGnnyfV5EmOXOn1RIjZwnA1T7OighHkR29bk7E4Qc1N2f3Y2IXzZkeLHJE8Uc0T8SiVSoWFCxfKZuSErXcCpFEsbo9c9n2LiYnhfu979+51Ou6+vj688soruOCCC2xaXhDvVtfei0HTqU25qTnmpJ2VcLponKbuXEfJEyFj4BeLJyUlSS7he+WVV3DNNdcgKSlJdkXjbW1taGlpceq5b775Jm699VZs374dL774ohDhEQnSHevkbi+Mo3qnyVqcqOZu72ugonFXUfJEvNo999yDv/71r2hubnb6uUeOHEFPj3UPKClO2X311Vd477330NjYaDO9KGWTqXtat24dQkKs9S779u2TzYgbmZzKutPJ09JZkSJG4h1SpoUg2O/U5uI08uQySp6IRzz//PO4/PLL8ec//xkNDQ0eOWdzczOef/55/OUvf8E555wDi8Xi1POlXu90/vnnc7e3b98uYiSOW7JkCXd7165dTj03JCQEzz77LL777jvs2LGDGiVOEZXHrFsj+aoUNkvtiWtUSgUWxVun7pq7BnCiWx6j1lJDyRPxCK1Wi08//RT/93//B6PRM51tN23aBLPZugXBrbfeCqXSuZc7JU/ux4/522+/dfr5t9xyC8477zxKnKaI9p5B1JzsBQAsjAtH4KkREzI5NHU3eZQ8EY9gC3yDg4O5TtNCGh4eRklJCQBAqVQiJyfH6WPwkycxNjGeyBlnnIHoaOtKmR07djg9siaGpKQkzJw5EwCwc+dODA0NiRwRkbIqXr1T+qwIESPxLvyicZq6cw0lT0Rwx48f56bqli5dCpVK+E+PH374IVfntGbNGiQmJjr1fJPJhB9++AEAkJycjKioKLfHOFkKhQLLly8HAHR2duLgwYMiR+SYCy64AIC14zx/NaMrWltb3RESkSh+8kT1Tu7Dn/7cS53GXULJExEcf1m5p5pjPvfcc9ztu+++2+nnHzp0CH19fQCkOWXHkuPU3YUXXsjd/uabb1w6xiuvvIJly5ZhwYIFDu+TR+Snoq6Du710Jo08uUtCRCAig/0AAHsbDbT4wgWUPBHBeTp5Onz4ML744gsAwOzZs5GRkeH0MaRe78RiR54A4LvvvhMxEsexI0+Aa3VPALB161ZUVFSgo6MD7777rrtCIxIyMGzG/ibrqIgmOhhRIf4iR+Q9FAoFN3Vn6BtGQ0e/yBHJDyVPRHD85GnZsmWCn++FF17gbt91111OF4oDts0xpZw8paamIiAgAIB8Rp7mzp3LdZjfvn07V9TvjPXr13O3n3nmGbfFRqRjX2MXhs3WEZGlVO/kdrZTdwbR4pArSp6IoBiGwe7duwEA0dHRXLGwUHp7e/Hyyy8DAAICAnDrrbe6dBypF4uz/P39uYS0trbWpX5WnqZQKLjRp66uLvz4449OH+Oiiy7CokWLAFiL5Z1te0Ckz2bKjuqd3G5x4umi8b0NBvECkSlKnoigamtr0dFh/SOYnp4u+BLzt956C11d1qH+66+/HpGRzv/R7evrg06nAwDMmTMHarXanSG63W9+8xs8//zz2LdvH2JiYsQOxyGTnbpTKBS49957ua+ffPJJt8RFpKOS6p0EdRZv5GkfFY07jZInIihPTtkxDDPpQnHAWsTMLqG/+OKL3RKbkLKzs3HnnXfizDPPdGmKUgzuKBq/8cYbuWTxnXfegV6vd0tsRHwWC8OttIsK9kNydLDIEXmf6BB/xKsDAQD7m7pgMku/1YmUyOMvLZGtSy+9FG+88QZuueUWrFixQtBzbd++nRsxWrp0qcvF6eXl5dztzMxMt8RGbC1evBihodZNXr/99luXVvv4+/vjnnvuAWDdh/Dpp592Z4hERNUnemAcMAGw1jtRU1RhnH2qWWb/sBk/NnumebG3oOSJCCoiIgI33HAD/vvf/wqePD366KPc7d/+9rcuH2fr1q0ArM01L7nkkknHRUZTqVQ477zzAFj7gB09etSl49x5550ICgoCAPznP/9BZ2fnBM8gcmDbooDqnYSyfHY0d/ubIydFjER+KHkiXqGqqgqff/45AGDWrFm4/vrrXTpOS0sLV8C8dOlSl2qmxNDT0wOtVou//OUv3Oib1PGn7lxtWRAZGYlf/epXAKyLBYqLi90SGxGXTb0TrbQTzIVnnE6evqbkySmUPBGvUFBQwN3Oz8+Hr6+vS8fhT9ldeumlk47LU9577z1kZmbir3/9Kz788EOxw3EIv2jc1bonAPj973/PTes888wztOWLF6g8Ve8U4KvEwrjwCR5NXJUQEYSUadZ6sh/qO9HVNyxyRPJByRMRzLPPPot3332XW/0mlIMHD+Kdd94BAMTExLjcngCQb72THDuNp6enw9/f2vjQ1ZEnwNoI9ec//zkAoLm5GW+99ZY7wiMiaenqR2OntWnj2Ylq+PnQ25SQLjpjOgDAwgDf1bSJHI180KuSCGJwcBD5+fm49tprsWjRIkHb/xsMBixcuBAAcN9993FNI53FMAyXPIWEhOBnP/uZ22IU2syZMxEfHw/AuuGuyWQSOaKJBQQEcCsw9Xo9mpqaXD7Wfffdx91+8sknabsJGaus4+1nR/VOgrto7jTu9teHaerOUZQ8EUFs376d2xtu5cqVgq6WOffcc7F371588MEHyM3Ndfk4+/fv5zaaXbFiBfz8/NwVouAUCgU3+tTb24t9+/aJHJFj3FH3BADnnXcezjnnHADAvn378MEHH0w6NiIO282Aqd5JaOckR8L/1OjeN9Un6YOHgyh5IoL47LPPuNuXXXaZ4OdTKpVYs2YNt/zdFewqO0Be9U4s/tQdf/pRytyxzx1gTR7/+Mc/cl8/9NBDLm37QsT3bbV19EOhAFKpOabgAnxVOEcTBQBo6RpA9YkekSOSB0qeiCDY5EmhUMimdkiu9U6s1atXc7flslnuueeeyzX2/Prrryd1rDVr1nBTrQcOHMAbb7wx6fiIZx090Y2ak70AgPSZkQgLcG3hB3HORWfQ1J2zKHkibtfU1MQt909PT0dUVJQg53nllVdsOphPxsDAALfiKzExEXPnznXLcT0pJSUFixcvBgB8//33aGxsFDmiiYWFhSEtLQ2ANeGZTJdwhUKBxx57jPv68ccfpykImfn8QCt3e9UieWw15A34ydM31ZQ8OYKSJ+J2bL8lQLgpu9raWuTk5GDZsmW46qqrJv0muX37dgwMDACwjjrJtaPxNddcw91+7733xAvECddeey13u7S0dFLHuvjii7FmzRr8/ve/h1arle3vcar67Mfj3O1VC2eIGMnUkjItmNuq5Xt9B/qGpL/gRGyUPBG380S903PPPcf181mwYMGk3yT59U5ynLJj8RMRtn2D1GVnZ3O3y8rKJn28999/H//4xz8wffr0SR+LeE5jZx/2N1nbmiyKD0NCRJDIEU0dCoUCF54afRoyW/C9vmOCZxBKnohbmUwmrnYoIiLC5f3lJrJx40aUlJTgzDPPtCkUdhUbs0KhQEZGxqSPJ5ZFixbhwgsvxN13342HH35Y7HAckpKSgiVLlgAAKisrUVtbO6nj0WiTPPGn7C5bSFN2nmZT90TdxidEyRNxq927d8NgMAAAMjIy4OPjI8h5VCoV1q9fj7179yIsLGxSx2ptbcWePXsAAEuWLEF0dPT4T5AwhUKBr7/+Gv/+979ltS+fu0ef+Do7O2E00qanUvc5b8ruMqp38rjzZkfBR2n94EH73E2MkifiVrGxsXjooYewdOlSm9VfQnHHKINWq+Vuy7FFgTfIysribrsreert7UVBQQE0Go3NptFEek52D6LimHWqKGVaMGZPd73lCHFNWIAv1xpC39aLho4+kSOSNkqeiFslJyfj73//OyoqKia1TYo9/f39qKqqcusxAeDNN9/kbq9atcrtxycTmzNnDrdScPfu3Th27Nikj9nW1oa//OUvMBgMeOqpp7gVoER6yn9qBbvmg0adxENTd46j5IkIxt21J0899RSWLl2KX/7yl2hubnbLMZubm/Hpp58CsLYo4DdtlLsTJ07gxRdfnHT/JE9x99TdzJkzkZ+fDwC44447kJCQMOljEmF8foA3ZbcwVsRIpjZ+8sRf+UhGo+SJyEJjYyMKCgoAAG+88QZXVzVZ//vf/2CxWAAAt956K1QqlVuOK7aqqirExsZi/fr1eO6558QOxyH85GmyLQtYf/zjH7Fr1y48//zzUKvVbjkmca+u/mHsOLUhbbw6EIviJ1fDSFy3IDYMM6Osqxy3H21DfTtN3Y2FkifiFmazGX/6059w8OBBtx+bYRjcfvvt6O21dh7Ozc3FggUL3HLcl19+mfva3dOMYlq8eDEiIqz1Cx9//DHXw0rKzjjjDJx55pkArE0+6+vrJ33MgIAAbs87Ik1fHjqBYbN1zu7ShTNotaSIlEoF1qUncl9vrpz8NeitKHkibvH555/jb3/7GxYsWIAHH3zQrccuKSnh+jDFxcXh73//u1uOu2PHDhw5cgSAdSNgjUbjluNKgY+PD6666ioA1sJpuex1xx99evvttwU5R0cH9bCREv70ELUoEF9WWgK36m5LZSOGzRaRI5ImSp6IW5SUlHC3ly9f7rbj6vV63HfffdzXL730EjeiMln/+c9/uNu33XabW44pJXJvmOmuqTuW2WzGs88+i1mzZuGjjz5y67GJa/qHzPjqyAkAQFSwH5bOihQ5IjI9NAAZ863d3U92D2LboRMiRyRNlDyRSWtububejOLi4tzWosBiseBXv/oVN123fv16t3Us7+npwebNmwEAoaGhuO6669xyXCnJyMhASEgIAOtGwd3d3SJHNLF58+Zh0aJFAICdO3eioaHBbcf+5JNPcM8996C7uxt333039X6SgM8OtGBg2DqycenCGVApacpOCq5fdnrq7q3dNHVnDyVPZNJefvllmM1mAMDtt9/utsaY//rXv7jNemfNmoUnn3zSLccFrKu52KTshhtuQFCQ920FERAQgLVr1wIAurq68OKLL4ockWP4o0+vv/6624575ZVXct3jGxoacPvtt9PGwSJiGAbFX5/eCPrnZ8eLGA3hu2DONG6vu6+OnESToV/kiKSHkicyKRaLhXtTVigUuP32291y3EOHDmHDhg3c1y+//DJCQ93XOI8/ZferX/3KbceVGv6U51NPPYXh4WERo3HMDTfcwBUNP/300+jvd88fboVCgZKSEoSHhwOwJtD//Oc/3XJs4rxvqttw6Lh1NPTsRDWWJdOUnVSoeIXjDANsqXDfCLC3oOSJTIpWq0VdXR0Aa3fumTNnTvqYPT09uP7667kVYr/73e+wYsWKSR+XdeTIEXz77bcAgPnz53v1aqwFCxZgzZo1AKztHvgNQaVqzpw53DRqa2urzYrIyUpOTsb//vc/7usHHngAO3bscNvxieOKv67hbt95kYZW2UlM9tIEsLOoWyobYLbQKC0fJU9kUjZt2sTdzsnJmfTxLBYLbr75ZuzduxeAdfn6Y489Nunj8v33v//lbt92221e/0c7Ly+Pu/3SSy+JGInj+Js9FxUVuXXE7KqrruJ+JiaTCWvXrsXJk9RN2ZP2NRqwo6YdAJAcHYzMBbTKTmpiwwNxybzpAICWrgF8fYQKx/koeSIua21txXvvvQcAmDFjBjfCMRkPP/wwd8ywsDC89957bq1HGhgYwCuvvALAurnwzTff7LZjS9Xy5cuxbt06/POf/8Qnn3widjgOWbJkCS6//HIAwLFjx9xa+wQAjz76KC688EIAQFNTE37xi19wdXtEeMXfnK51Wn+BhgrFJer69CTu9hvf09QdHyVPxGVarRYmkwmAtcGkr6/vpI732muvcV3ElUoltmzZgvnz5086Tr5//etf3NYua9aswYwZM9x6fClSKBR466238Nvf/hbBwcFih+Mw/uhTQUGBW5MbHx8fvPXWW9zvv7y8HA8//LDbjk/Gdqy9F5/ubwEARIf449pUKhSXqhVzp2FGmD8A4MvDJ2izYB5KnojLfvGLX+CTTz7B/Pnzcccdd0zqWDt37rQpNv/HP/7h9k16T5w4gUcffRSANaH4y1/+4tbjE/davnw5LrroIgDWOjV3N82MjY3FW2+9BaXS+mdw48aNKCoqcus5yGgvflsLtnzmV8tnIcDXO7ZE8kY+KiU3+mS2MHj0Y/fvICFXlDyRSVm9ejV+/PFHzJ492+VjmEwm3HjjjRgaGgJg3X7lnnvucVeInD//+c9cb5/bb78dixcvdvs55EIuPY4eeugh7vZjjz3m9tYCK1aswL/+9S/u6/z8fNnsBShH7T2D2FJpnf4J9lPhpnMmv8CECOuOC5IRHWIdffrswHFsr24TOSJpoOSJTBr7yd1VPj4+eOGFF+Dn54dLLrkEzzzzjNuLuA8cOMB1QQ8JCcHf/vY3tx5fLo4cOYKcnBzExMSgurpa7HAmlJGRgfT0dADA3r17BanZ+vWvf22zKOHXv/41VxdH3OuVHXUYNFmbYt6wLAnhQZOb6ifCCw3wxYOr53Ff/+XDA7RlCyh5Ik4ym8345JNP3D4CsGrVKnz00UcoLS2ddO2UPffddx8sFusFv2HDBsTETM3VPe+++y42bdqE/v5+3HXXXdzPRKoUCoXN6NPf/vY3QWLesGGDTY3Vbbfd5vbtYaa6mpM9KPnWWijuo1TgtvOTRY6IOOraJfFYkqQGABw90YNXdtSJGo8UUPJEnLJp0yZcccUVWLlyJQ4edH3++9ixY6O+l5mZichI9zfK++yzz/D5558DAJKSkvCHP/zB7eeQi7vuugvx8dYC3S+++ALPPPOMyBFNbM2aNdyWLd9//z0ef/xxQc7z97//Hb/97W8BWFtm3HjjjbLpyi51w2YL/rB5D7cVy00/m4m4Ux2sifQplQr8Zc1CsBMC/9RW42T3oLhBiYySJ+Kw9vZ2bhTgyy+/RHt7u0vH2bp1KxYsWOD2/k32mEwmmy7bGzduRGDg1P2jHRYWZjMllZ+fjwMHDogY0cSUSiX+9a9/cVO5Dz/8ML7//nu3n0ehUOAf//gHt3DBZDKhsbHR7eeZip75ohr7GrsAAJppwci/bN4EzyBSszhRjbVp1q7j3YMmFH12SOSIxEXJE3HYI488go6ODgDWlXbnn3++08doaWnBVVddhb6+Pjz00ENuX0E10pNPPomffvoJAHDOOefg+uuvF/R8crBy5Ur8/ve/BwAMDg7ipptu4or1periiy/mtusxmUy44YYb0NXV5fbzKJVKFBcX43e/+x2ysrLwpz/9ye3nmGqqjnXi2S+PArBO1z297mwE+tEKOzl64LK5CA2w7l1aWtWIH+o7RY5IPAqGdsZ0O6PRiPDwcHR1dSEsLEzscNzirbfewo033giGYRAcHIzDhw9z0z/OeuKJJ/DAAw/g6quvxubNm+Hv7+/maK3efvttZGdnc/VZO3bswLnnnivIueRmYGAAaWlpXGKZn5+PjRs3ihzV+IaHh3HRRRdh586dAIDrr78eb7zxhmAd4k0m06hNrnt6ehASEiLI+bxR76AJl//rWxxrt/YHui/zDNyzco7IUZHJePm7Wvz1Q+vfjaTIIJTddS6mhwaIHJXn0cgTmdDWrVvxy1/+kktC/u///s/lxAkA7r33Xrzxxht45513BEucduzYgZtuuomL+ZFHHqHEiScgIACvv/46V5xfVFTE7fcnVb6+vnjjjTe4jX3feustt+57N9LIxOmbb75BfHw8CgsLZbHBshT8/eOfuMRpSZIad61IETkiMlk3/WwmFsZZBwXqO/pwy38qYByYetcDJU9kXLt378a1117LvVnccccdDhdct7a24o477hjVFkCpVOKGG26YdIuDsVRXV+Oqq67iNha++eab8de//lWQc8nZ2Wefzf1uGIbB9ddfz3Vfl6pZs2bZ7Kd4zz33YN++fYKft66uDtdddx2MRiMefPBBvP/++4KfU+5e2l6LN3dbezoF+anw9Lqz4aOitxy581Up8dIt6Yg/VfB/sMWIO16pxMDw1NreiF7JZEyHDh3C5Zdfjt7eXgDANddcg+eff37CaZLBwUE8/vjjmDNnDl566SX8+c9/xrZt2zwRMk6ePInLL7+cK2a/5JJL8OKLL3r95r+uuv/++7k93i6++GJZtHDIzs7G+vXrAQB9fX248MILodVqBT3ntGnTcPPNN0OpVGLlypW47rrrBD2fnDEMg4JPD+JvH/3Efe9PVy7AzCj5bA1ExhcTHoD/3b4MkcF+AIDdtR24580fYJpC/Z9kWfNkMBi4PdCioqJQU1ODzMxMZGVlSeKY3lLzdPfdd+P5558HYO3E/OmnnyIgYOy5bZPJhLfffhsPP/wwjh49yn0/LCwMTz31lM32K0I4duwYsrKyUFlZCQBYtGgRtm/fzk3zEPtOnjyJjRs3oqCgAH5+fmKH45C+vj6sWLECFRUVAKxTbMXFxbjtttsEPe/u3bsRHR0NjUbDfY9hGDz99NO46aabMG3aNEHPL3XDZgvy396Hd3RN3Pd+u3IO/pAxhz7AeKF9jQbcULILvUPWUafstAQUXHvm1BhhZGSms7OT0Wg0TFVVlc33c3JymLy8PEkcs6uriwHAdHV1uRSPVAwPDzO33XYbs2TJknH/X9rb25mNGzcyiYmJDADun0KhYNavX8+0trYKHutrr73GhIWFceeOjY1l6uvrBT+vNzt58qTYIYyrp6eHWbNmjc1rbsOGDYzZbPZoHO+//z4DgAkKCmLuu+8+pqGhwaPnl4rewWHmlv98z8zM/4iZmf8RM+vBj5hXd9aJHRYR2Pbqk8ycP37C/d7XPPMtc/i4UeywBCe75CkjI2PMhEatVjPl5eWiH1OuyVN7e/uo71ksFsZgMIz6vslkYr766ismJyeHCQwMtHkDA8BceOGFjE6nEzzmjo4O5oYbbrA598yZM5m9e/cKfm5v9tNPPzFRUVHM2rVrmaNHj4odzphMJhPzu9/9zub3v2bNGubw4cMei2H58uWjPjSsXLmS+e9//8sYjd7/JmKxWJhP97cwFz/+JfcGOuehT5hP9zeLHRrxkI/2NjOaDR+f/v3/8RPm2W3VzLDJsx9kPElWyVNNTQ0DgKmpqbF7f05ODpORkSH6MeWWPPX09DD//ve/mbCwMOb9998f83EDAwPMp59+yqxfv56ZNm3aqIQJAHPllVcy5eXljMViETTm3t5e5sUXXxw12nXTTTfZTfaI4wwGA5OUlMT9TH19fZl77rmHOXHihNihjelf//oXo1QquZhVKhVz2223MbW1tYKfu6GhgbnnnnuYgICAUddDUFAQc8MNNzD/+9//mKamJsFj8bSK2nbm2ue+4940Z+Z/xCz602fMzpo2sUMjHvZDfSdzyRNf2rwWrnrmW2Z3bbvg7wdikFXylJeXx4w301hYWMgAYDo7O0U9phySJ4vFwlRWVjK5ublMaGgo98c+JiZm1AjUq6++ylxwwQWMv7+/3YQpJCSEueeee5gjR44IHvfhw4eZP/zhD4xarbaJQa1WM2+++abg558qXnzxxVEJcmhoKJOXl8d8//33Hp8ac8SHH37IREdH28Ts6+vL3HXXXR6JuaWlhfnLX/7CpKSk2L1OADALFixgfve73zFbtmxhjh49Kss3lZ6BYeaTfc3M7f/dbfNGOTP/Iybr+e+mxJQNsa9/yMQ89slPTPKDtq+LlU9+xWz6poZp6x4QO0S3kVXBeGZmJiorK9HZab+raVlZGbKzs1FeXo6MjAzRjinVgvHW1lbs2rULO3fuxOeff449e/aMeszChQvx8ccfY+bMmdz3ioqKkJ+fb/O4oKAgrF69Gtdddx2uuOIKwf4/Ozs7sWPHDmzfvh3ffPMNduzYMeoxK1euxMsvv4zExERBYpiqjEYjnnjiCTz55JPo6+uzuS8+Ph5XX301HnjgAcyaNUucAO3o7u7Gv/71LzzxxBMwGAw2902fPh2XX345rrzySqxYsQJRUVGCxMAwDHbt2oVXX30Vb7311ph/WwDrYoqzzz4b69atw9133y1IPJNltjBo6OjD97Xt2HqgFd8ebcOQyXZV1ezpIci/bB4y5k+nwnACXX0n7i/dC/3JXpvv+6oUWDF3OpbNikTqTDUWxoUjwFee3eZllTylpFgbrNXU1Ni9X6vVIjMzE8XFxcjJyRHtmJ5OnhiGQW9vL1pbW9Ha2oqWlhb4+PggPDwcRqMRXV1d+PHHH1FUVGT3+cHBwUhOTsaPP/4IANi+fTuWL1/O3b9jxw4sX74cKSkpuOCCC3DVVVdh1apVCAoKmlTcZrMZBoMBnZ2d6OzsREtLC2pra1FXV4e6ujocPnx4zM2H/f39ccMNN+Duu+9Genr6pOIg42tpacFf//pXvPjiizCbbXu51NXV2STaX331Ffbv34+YmBjMmDEDM2bMwPTp0xEaGjqq6aSQDAYDnnzySTz99NPo6emx+5jp06dj/vz5WLBgAebNm4fY2FhMnz4d06ZNw/Tp0xEREQGVanJ/2IeGhrBz505otVqUl5ejoqICFsvo5dw5OTkoLi7mvmYYBnPmzEF4eDjOOeccPPfcczaP/+abb2AymRAWFobg4GCbf/7+/g4nMAzDYNBkgXFgGG3dQzjZM4i27kGc6B7E0RM9ONLajeoT3dyGviPNCPPHHzLOQFZawtRYYUUcNmgy4+N9LXirogG7azvsPsZXpcCC2DBopoUgXh2IOHUg4tQBmBEWgLBAX4QF+CDYzwdKpfQSclklTxEREdBoNKiqqrJ7v06nQ1paGgoLC5GXlyfaMYVInvoGBnHmRVeg8cfdGOrvAdzwa/MPDkPotDiERM1A98lmtNdXAwCiZ85F2PR4MLCeg7FYYDYNw8fP/9TkA2O9zzrtyz0GYMBYGDCMBRaLGYzZDMZihsVihnl4GObhQZiHh2AaHoJpcADDA71jRDY2dexMzF/xc8y7cA0CQtWT/hkQx/V1deDYD9+gtvIrNB7YjYi4ZGQ/+rrNY7YV/xWHv/3Q7vNVvv7w9Q+Ab0AQ5l5wJdKvy7W5/8ONvwbDMFAqlVAolQAUp/5r3bQXCgUUUCDt57djWvJ87nnt9dWofHcT7DGbhtHbeRJ9hnb0G9tPvU6doFBAqVRB5eePYHU0lD6+UKp8oPLxRU/7cZhNplM7zbPxWZ/DFxIVg+AIawsDs3kYfV3t6Go+BovZBIvJBIaxwDcwGH4Bpz+MWBgL+g3WXmUBoRGIm5cKBkC/sQPGE03oN3aAMZvGD12pgkKphEKhBBQKWMxmgLH+/zMAFAollEFhAO9PiWWoH2AYKHz94RczG0pf6w4Agy3VYIb6YRkegEIBKBUKqJQKKEf+v4aE2LS7MJvNo/YgDAkJsdlZwGQyoaurCxEREYiLi0NycjIAoLGxEQ0NDejo6MB4b1PsB0U+o9Fo0wV+rMf4+PggKCgI55xzDpRKJcxmM3bv3o2+vj709/ePeU4ACA8Pt/lAMDQ0hO7ubpvHhIWFcV382cf09PQgMjISSUlJ3E4Ner0eLS0t445SAoCfnx9CQ0NtvmcwGGw+1Iz1mMDAQISEhGDp0qUAgP7+fuzZswc9PT0YHBwc97wRERE2TY0HBga4/n8stVpt82FjYGAAAwMDUKvViE9KRp8yCI2GfvS21sPc1wXLoO1o9kgKH18ofa2tcayXvwKmPiPYV1x4/GwsX7UGHxaLs62U5z4KusHIYfixsA0SPXXMwcFBmxef0Wh0+PyOMpnN0O/+wq3HHOw1YrDXiLY6292x244dRtuxw249l0uUKvhN18A/YQH8ExYgIH4BVCERaAbQXDcA4LjYEU49UT8DVv0McSv6YO5uxyf7bX8HLdVj77RuTZ4HMdDThcP1x3FyxHMbD1Rwb+7j6U2+CIE9EdzX/XU1OFHhWBPWadf9CQPH9mLoRC1M7Q0w906wsSnDWJOcfhMM/c4n+wDQZ2ib8DHD/b0YHuP4A92d0Fc4f+0zFuuHlzHvhxnmbvt/15jhfgzoK8d4HmA+9W9UrKe6+o9nrMe0tLSgpaVlzA+y4xlrdNGRx3R2duKdd95x+pyT+X9tampCU1OT3fsmOt5E7y9jPaa3txdtbW2oq6tz+rwtLS0TPub4cft/j3t7e136f2XMQzAPjr4m2DS689hPOLQvwenjuouskiepKigooO0/JqLyhcLHD0ofP8DHDwqVL5QBwVAGhEDpHwJlQAhUQWHwCY+BT/h0+ITPgCo0CgqlPOfDvZ3SPwhK/9HTthGX3A5TVyvMvQaYezth6TXA3G8EMzQAy3A/91+Fn50pXwcSp8kK1KQhaPYy7uv28hfQo/to4ieqfKBQ+QEWMxiLCRgnKSGEeIaYs3mySp7UarVDI0XOFIK645gbNmzAvffey31tNBrdXrwcEhiAygNH3HpMe0bWStirnVAoFLb/lEooFAoolUooFdbbPr6+UKlU8PHxEWwPOyJFl7j8zP7ft8NiNsNsNsPCWGCxWMAwDBj2v6embsLC1Tad7gcGzkPnn9eNeVz+lE9sXLzNa7rrrlT09k48auHv74+o6NPdwxmGQXNTEwYGBsBYrNPUFsYCs9nCm862/jc4OATBISFcHCaTCW0nT4w6hwIKm+MDQGRkFHx502AD/X3oNnaxT4ACitOzhKemDZUKBXyUSsTGxkBxanrNR6mAwWCYcLRkaGgIPj4+CA0NRUhICHfttrS0cNMw7O+C/3PlfjdhYQgICOC+HhoaGjUVxT6GNTw8jI6ODkybNg3BwcFQq9UArMX/PT09aG1tHTdmHx+fUX+fOzo6Rk3bjXxMZ2cn9/8aE2P9WVksFrS2tqKnp2fUtNRIarXaZvpxYGBg1BRlRESEzTQm+5gZM2YgJCSEm14zGAzo6elBW9v4o5T+/v7cz4d18uRJmzo6e49pa2tDUFAQgoODuS2YhoeH0dbWhq6urglfF1FRUTZTlL29vaNG8kY+pq+vD319fYiOjkZ4eDhXI9vR0YGenh50dNivg2IFBgaOKnvhvxZmzpyFaTNmjHsMIckqeYqMjBz3fvaXMfKFI/Qx/f39bS4iISiVSqQtmCPoOQgRVXigy89LnhEx8ePsiHX1nADi1JO5HudO4rmumcwHuoQE8aZHPC0pKcnj5xTr58vWl3mSt7yWZDUkoNFoxs1W2REk/r5TYhyTEEIIId5LVslTamrquFNser0eABzuxyTUMQkhhBDivWSVPK1bZ61r0Ol0du+vqKhwOskR4piEEEII8V6ySp5SU1ORkZGBzZs3272/rKxsVCdswDr1lp+fD61W67ZjEkIIIWRqklWTTMCaCKWlpaG0tBSpqanc93Nzc6FWq1FYWDjqOez2Imq12m4TMleOOR6pbs9CCCGEkMmT1Wo7wLrqraqqikuGoqKiUFNTg8zMTGRlZdl9TkZGBtRqNdauXeu2YxJCCCFkapLdyJMc0MgTIYQQ4r1kVfNECCGEECI2Sp4IIYQQQpxAyRMhhBBCiBMoeSKEEEIIcQIlT4QQQgghTqDkiRBCCCHECbLr8yQHbPcHo9EociSEEEIIcVZoaCgUCsWY91PyJIDu7m4AQGJiosiREEIIIcRZE/VppCaZArBYLGhubp4wc3WW0WhEYmIiGhoaqPmmTNHvUP7odyh/9DuUN0/8/mjkSQRKpRIJCQmCHT8sLIwueJmj36H80e9Q/uh3KG9i/v6oYJwQQgghxAmUPBFCCCGEOIGSJxnx9/fHn//8Z/j7+4sdCnER/Q7lj36H8ke/Q3mTwu+PCsYJIYQQQpxAI0+EEEIIIU6g5IkQQgghxAmUPBFCCCGEOIGSJ0IIIYQQJ1CTTAkrKSlBaWkpcnNzkZGRAbVaDb1eD51Oh82bN2PDhg1ITU116pgGgwEFBQUAgKioKNTU1CAzMxNZWVlC/C8QADqdDsXFxejo6IBOp4NarUZubi5ycnKcPpYQr4mpSohrga4vz3LntQXQ9eVpQv28PXIdMkSyCgsLGQCj/qnVaqa8vNzp43V2djIajYapqqqy+X5OTg6Tl5fnrrAJT3FxMVNcXGzzvfLyckatVjMajYbp7Ox06njufk1MVUJcC3R9eZa7ry2GoevL04T4eXvqOqRWBRJWVFQEtVqNmpoa6PV6REZGIi0tzeVPVZmZmUhNTUVhYeGo+yIiIlBaWoqMjIzJhk1O0ev1KCsrQ15e3qj7dDod0tLSkJGRgfLycoeP6e7XxFQlxLVA15fnCHFtAXR9eZoQP2+PXYduS8OI2xUWFrr06cmempoaBgBTU1Nj9/6cnBwmIyPDLeciVnl5eeP+/jIyMsb9ndjjztfEVCXEtUDXl2cJcW0xDF1fnubun7cnr0MqGJ8iiouLAQAajcbu/SkpKdBqtTAYDB6MyrtptVokJyeP+TNl5/J1Op0HoyJCXAt0fXkWXVvEHk9eh5Q8TRFsMeVY2BdbZWWlhyLyfpGRkTAYDNDr9WKHQniEuBbo+vIsuraIPZ68Dmm1nUzodDpUVlZi6dKlLq0+YOeTx8K+4OiPkfuUl5dDr9eP+SmI/Vm7unpnsq+JqUqIa4GuL88S+toC6PryNHf8vD15HdLIk8RptVoUFRUBAFdEl5mZCa1W69RxOjo6xs3I2RccTSu411h/3AGgrKwMqamp4z7GHne9JqYqIa4Fur48T4hrC6Dry9Pc+fP25HVII08Sxl74/BUlqampKC0tRUREBKqqqhzO0B19sbS3tzsdJ3Ee+8di06ZNTj3Pna+JqUqIa4GuL+lw9doC6PryNHf/vD15HVLyJGFjNfRSq9XIyspCdnY2ampqPBwVmSydTof8/HyUlpY6/YeYXhOEjG0y1xZA15enyfnnTcmTm0xmGHC8YcaxpKeno6ysbNx5/5HncCTGqKgop2PxFp76HWZnZ6O4uNjtXaedfU1MVUJcC3R9SYNQ1xZA15enufLz9uR1SMmTG+Tn53NDxa5inOxVyr5Z63Q6h15Y4xXRAda5Yv5xpxpP/Q6zs7MntX3EeJx9TUxVQlwLdH2JT8hrC6Dry9Nc+Xl78jqkgnE3KCwsBMMwk/o3Um5uLlJSUtwWo0aj4V449rDZ+lT9oyDE73Ck/Px8pKen2+2K7Ah3vyamKiGuBbq+xDXZawug68vThPh5e/I6pORJoiorKx16ETg6r5+amjrucCa7dJO2jxBGSUkJUlJS7P5xd3S60N2vialKiGuBri/xuOPaAuj68jQhft6evA4peZKojIwMdHZ2jnl/RUUF1Gq1wxn0unXrAIzdcbeiooL+sAukrKwMAOxOJ+j1eoeX5Lr7NTFVCXEt0PUlDnddWwBdX54mxM/bo9ehWzZ5IW5XVVU1asdwFrt/T2lp6aj7Ojs7mby8PLs7UmdkZIy5qzQA2jVcAOP9HhnGujP8yH2YxvoduvqaIKO5ci2Md225ekziOndeWxMdj64v9xPiPY5hPHcdKk4dkEgQW8DMH47W6/XcrtP2do0uKipCfn4+1Gr1qKzeYDAgLS1t1DLe3NxcqNVqu8cjrtPr9cjMzBzzk05HRwe0Wu2o39N4v0NXXhNkNFeuhfF+L64ek7hGiGuLvR+g68tT3P0eB3juOqTkSeK0Wi1KS0vR0dEBg8EAtVqNDRs2jDkPrNPpsHLlSqxdu5bbJJHPYDBwL7yoqCjU1NQgMzNTkKW9U11KSsqE2wBoNJpRfUwm+h06+5og9jl7LUz0e3HlmMQ1Ql1bAF1fnubu9zjAM9chJU+EEEIIIU6ggnFCCCGEECdQ8kQIIYQQ4gRKngghhBBCnEDJEyGEEEKIEyh5IoQQQghxAiVPhBBCCCFOoOSJEEIIIcQJlDwRQgghhDiBkidCCCGEECdQ8kQIIRPIzs5GWloatFqt2KEQQiSAkidCCJlAaWkpIiMjkZmZCZ1OJ3Y4hBCRUfJECCEOyM/Pt/kvIWTqoo2BCSHEQRERETAYDOjs7IRarRY7HEKISGjkiRBCHJSTkwMA2LJli8iREELERMkTIYQ4aN26dQCA4uJikSMhhIiJpu0IIcQJKSkp0Ov1qKmpgUajETscQogIaOSJEEKckJubCwAoKysTORJCiFho5IkQQpyg1+uRkpICjUaDmpoascMhhIiARp4IIcQJGo0Gqamp0Ov11POJkCmKkidCCHGCwWCAwWAAAGzevFncYAghoqBpO0IIcZDBYMDKlSuxadMmpKWlQa1Wo7OzU+ywCCEeRiNPhBDiAL1ej7S0NGzatAmpqanIyMiAwWCg/e4ImYIoeSKEkAmwiVNhYSFSU1MBnF51Rz2fCJl6aNqOEELGwSZOOTk5KCwstLlPoVAAAOjPKCFTC408EULIGNjEKSMjY1TiBABZWVkAqOcTIVMNJU+EEGIHmzhpNBqUlpbafQxN3REyNdG0HSGEjMAmTpGRkaiqqoJarR7zsRERETAYDOjs7Bz3cYQQ70EjT4QQMgK7gq68vHzChGjTpk0AgIKCAqHDIoRIBI08EUIIIYQ4gUaeCCGEEEKcQMkTIYQQQogTKHkihBBCCHECJU+EEEIIIU6g5IkQQgghxAmUPBFCCCGEOIGSJ0IIIYQQJ1DyRAghhBDiBEqeCCGEEEKcQMkTIYQQQogTKHkihBBCCHECJU+EEEIIIU6g5IkQQgghxAmUPBFCCCGEOIGSJ0IIIYQQJ/w/JUp7X5QhECMAAAAASUVORK5CYII=", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -109,9 +99,9 @@ " srvf.metric.dist(y0, y3)\n", "))\n", "print('Amplitude-Phase distance : [%.2f, %.2f, %.2f]'%(\n", - " sum(AmplitudePhaseDistance(y0, y1, lambda_)), \n", - " sum(AmplitudePhaseDistance(y0, y2, lambda_)),\n", - " sum(AmplitudePhaseDistance(y0, y3, lambda_)),\n", + " sum(AmplitudePhaseDistance(lambda_, y0, y1)), \n", + " sum(AmplitudePhaseDistance(lambda_, y0, y2)),\n", + " sum(AmplitudePhaseDistance(lambda_, y0, y3)),\n", "))\n", "print('L2 distance : [%.2f, %.2f, %.2f]'%(\n", " L2.metric.dist(y0, y1), \n", @@ -127,92 +117,84 @@ }, { "cell_type": "code", - "execution_count": 4, - "id": "5d8e21e2", + "execution_count": 16, + "id": "17abcfb5", "metadata": {}, "outputs": [ { "data": { + "image/png": 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", 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", 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", 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", "text/plain": [ - "11.764705882352951" + "
" ] }, - "execution_count": 7, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "100*((0.34-0.30)/(0.34))" + "fig, ax = plt.subplots()\n", + "ax.plot(lambda_, y0, lw=2.0, color=\"k\")\n", + "ax.set_ylim([0,1])\n", + "plt.tight_layout()\n", + "plt.savefig(\"../figures/f0.png\")\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(lambda_, y1, color='tab:blue', lw=2.0)\n", + "ax.axis(\"off\")\n", + "ax.set_ylim([0,1])\n", + "plt.tight_layout()\n", + "plt.savefig(\"../figures/f1.png\")\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(lambda_, y2, color='tab:red', lw=2.0,)\n", + "ax.axis(\"off\")\n", + "ax.set_ylim([0,1])\n", + "plt.tight_layout()\n", + "plt.savefig(\"../figures/f2.png\")\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(lambda_, y3, color='tab:green', lw=2.0,)\n", + "ax.axis(\"off\")\n", + "ax.set_ylim([0,1])\n", + "plt.tight_layout()\n", + "plt.savefig(\"../figures/f3.png\")" ] }, { "cell_type": "code", "execution_count": null, - "id": "f323bfff", + "id": "0cbdde0f", "metadata": {}, "outputs": [], "source": [] @@ -220,9 +202,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:srsf] *", + "display_name": "head-jupyter", "language": "python", - "name": "conda-env-srsf-py" + "name": "head" }, "language_info": { "codemirror_mode": { @@ -234,7 +216,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.11.5" } }, "nbformat": 4, diff --git a/paper/03-plot_phase_diagram.ipynb b/paper/03-plot_phase_diagram.ipynb index 6b801d3..e16b7b5 100644 --- a/paper/03-plot_phase_diagram.ipynb +++ b/paper/03-plot_phase_diagram.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 37, + "execution_count": 1, "id": "b05291ef", "metadata": {}, "outputs": [], @@ -25,17 +25,17 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 2, "id": "40336b53", "metadata": {}, "outputs": [], "source": [ - "from head import AmplitudePhaseDistance" + "from apdist import AmplitudePhaseDistance " ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 3, "id": "5f8b7b88", "metadata": {}, "outputs": [ @@ -45,7 +45,7 @@ "((101,), (101, 49))" ] }, - "execution_count": 39, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 4, "id": "1d6a97de", "metadata": {}, "outputs": [], @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 5, "id": "3ef521c2", "metadata": {}, "outputs": [], @@ -92,20 +92,18 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 6, "id": "65a11233", "metadata": {}, "outputs": [ { "data": { - "image/png": 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x6fx73Qk9ZbQoUvNT+fPGP5OSl8IPp35g0Z5FektyOJvObuL1fa9zOvs0j/3yGPFZ8XpLchj5Jfk8uuVRTmWe4uMjH7Pi5Aq9JTmc9w+/zw+nfuDwpcM8suURymxlektyKGsS1vDe4fc4lnaMP2/8MxmFGXpLcjS/Bx4DegPLFYvSzVEV22uAdGueZReWEH0mHYCtcZcoKXO5RUubxP+O/I/CskI+nvkxUf2iWH5yOXEZcXrLcijvHn6XML8wVly7AneTOx9ZP9JbksP44dQPpBem8+60d+nXrh//O/I/l+oFFZQW8GXsl8wMm8mzY54lLiOOzec26y3LoXx89GN6+vdkyewlZBdn8+mxT/WW5DC0pdIfB/YDQ1CXEv+Xo+pvNclID5zNxCbhtlHdyC8u42iy4YYrLC3k+5PfM6P7DLr6deXOAXfiZfZiSazrLDN/PP04x9KOcUvELYT4hHBNz2v4+fTPZBe7xuf/Y/yP9Answ6D2g7gt8jYSshPYn7pfb1kOY8u5LeSW5HJTn5uY3n06IT4hfHviW71lOYz4zHiOpR1jbp+59Answ6TQSXwX9x0lthK9pTUKxaJcqViUVYpF+VGxKD1rKTII6Ae8b42yJgDvALc7qhdkrwHSbYnXw4mZAPxhbBgA+8+4XDfXbsp/3Nf3vh6AAK8AZobNZFX8KgpLC3VW5xh+TvgZszBzZY8rAbi257UU24pdYizoQt4FDl88zKywWQghmNZtGl5mL1afXq23NIex8cxGgryCGNZhGG4mN2aHz2Zn8k4yCzP1luYQNiaqeZhnhM0A4Pre15NemM7O5J16ymoUikWZA6wC+gLjgc9rKXY9YAPKWw3/QbUb9zhCg10GSEqpW9Pl0LkswoN96RXSlpC2nliTjGjw9WfWE+QVxIgOIyq2zek5h/zSfLYmbdVRmePYnLiZ4R2GE+ilDj8OCB5AZ9/ObDzb+hOwl39Gk7pOAsDH3YdxXcax6ewml3DDldpK2Z68nfFdxmM2mQGY2X0mpbKUTYmbdFbnGLae20pkUCQhPiEAjO08Fn9Pf1bGr9RZWf0oFsUN1ZhYgf7AU8AVikUZUK3oLGC3Ncp6CcAaZT0D/Az8QavjsrA3Cm6wEGKKEOIGIcTgyz15Y5FScjAxg8FdAwBQuvhzNPm3bYBKbCVsS9rG5K6TK37cACM6jCDIK4g1CWt0VOcYzuee52TmScaHjq/YJoRgYteJ7Dq/i4LSAh3VXT7bk7bTwacDvQJ6VWybEDqB1IJUjmcc11GZYzhy6QjZxdmMCx1Xsa1fu3509O3I5sTNuulyFDnFORy6eIhxXX69PnezO1O7TWVz4uaW7oWYiprl5l/WKGsh8LW2/ZryAopFaYea/ab6w+R9oDNw1eWKaOxyDEOEEGuBvwM3ATOAvwsh1jRHaHb8pTwu5RYzPCwIgP6d/TiZmktBsWtF09jDwdSD5JbkVnk4A5hNZiZ3nczWc1spKivSSZ1j2J68HaDKDxzUHkNhWSG7z+/WQ5ZDKLWVsvv8bsZ0HoMQv3q2yz/PLYlb9JLmMHYm70QgGN1pdMU2IQQTQyey8/zOVvH9lFLyw6kfePyXxzl66WiVfXtT9lImyxjdeXSV7TPDZpJfms/2pO3NKdVe5gHZwI8A1ihrCnAI1TCVMw112GVttWNXAudRU7VdFo3tAfWQUs6QUt4kpbxPe90kpZxJM4wLbYxJBWB872AA+nX2xyb5Tc8H2pq0FTeTG1d0uqLGvindppBfmt+qH9Cg9hA6+nYk3D+8yvbhHYbj7ebNtqRtOim7fI5cOkJOSQ5jOo+psj3YO5gB7QbwS9IvOilzHDvP76R/u/74e/pX2T6p6yQKSgvYc36PTsoaRkrJ18e/5oYfbuDJbU+y+vRq/rTxT1V6NTuTd+Lt5s2g9oOqHDuy40gCPQNbrBdCc51dC6y0RlkrtwI2AWMUi+Kpvb8SyACqfFDWKGsJ8AFwpWJRqv447aSxBiiznn0OdVaHLVzZO2zhygpdUpj4OjoRpYs/XYN8ABjQRU3OfeQ3PA609dxWhoUMw9fdt8a+UZ1G4e3mzdZzrXccqMRWwq7zuxjbeWyVHgKAh9mDUZ1GsfXc1lY7VrI9eTsmYarRegbVDWe9aCW9MF0HZfZRXFbMV7Ff8UXMF5TaSiu2Zxdnc/ji4Vqvb2THkfi4+bTocaB/7/83z+16Di+zFy+Oe5EPZnzAxYKLFUZFSsm2pG2M7DgSD7NHlWPdTG5M7z6dTYmbyCvJ00N+BYpFmV1LdNssIJhf3W7lbAa8gFGKRTGjuth+tkZZa3M1vQeUAX++HH2NNUCBQoh3hRCPCSEWaK/HhBDvAAGXI6AyYQtXtgF2A0fCFq58OmzhyttyBswlLjWXP0769R52CfAmuI0HBxN/mwYoOTe5xthIZTzNnozsOJKNiRurPBRaE+Uuxurut3ImhE4gOS+Z01mnm1mZfRy5dIRPj37KxfyLVbb/cu4XlGClRu8AYGLXiUhki25A7E3ZyzuH3uGWlbfwwu4XWLRnEW8ffLti/9ZzWymTZUwInVDjWA+zB2O7jGVT4qYWOSk1Pisey1ELN/a+kSWzl3B1z6sZ1XEUXdt25cf4HwE4kXGCc7nnmNh1Yq11zOk5h8KyQtafWd+c0qugWBQP1LDpo4pF+UAzRr2BZ4FkVFdaZbagGpWZwGSgPbC8trqtUdZk4EvgbsWitG+qxkYZIC367QnU5bgDtVcWsFBK+V1TT14LhcCftLqfBj4vDu7DYzP6MGtAx4pCQggGhQZwIPG3GYpd3nIsj56qjet6XUdqfmqLdnPUx+bEzbib3GttQQMVrquWFu0npWR53HKe3vE0f9rwJ25ZeQuvRL/C71f/vqI1nJSbxLG0Y0zuOrnWOsqjqlpqpN9H1o+4c82dvH3wbcpsZfxn8n+4OvxqLEctXCq4BMC6M+sI9g5mYPuBtdYxrds0LhVc4uDFg82ovCrJucnEpsfW2P7h4Q/xMHnwpyF/quh9CyG4qsdV7E3Zy4W8C/wU/xNuwo2p3abWOB5gcPvBhPmF8V2cIx+P9mGNshYDYwALcBvwE3ACGAzcr7nSKpfPRO0F3QI8jOp++7GeU7wIeKNmSWgSjY6Ck1JmSSk/kFK+or0+cHRm7IRFs0sTFs3+ImHR7NGoPavIdlsW8+CU3jXcMEO7BxJ/MY+03JY/kOlo1p1ZR0//nnT3615nmfGh4/Fx82Htmerjhy0fKSXrz6xndOfRtboYAbq06cKAdgP4/tT3zaxOxSZrz8Tx7uF3eWrHU2xO3MyprFMsUBbw1tS3OJd7jg+t6jJaP5z6AYBZPWbVWkf5nKBtSdt0c+GU2cpYd2YdxWXFVbYfTz/Ofw/8l5lhM9lz2x5WXLeCKd2mcN+g+yixlbAkZgkX8y+y5dwWrupxFSZR+yNmYteJeLt56xqu/JH1I+b9OI/bVt3G+4ffZ0fyDpbHLeen+J+4OeJm2nm3q1L+2p7XYpM2/nvgv3wb9y2Tu00myCuo1rqFEFzf+3r2p+7neLp+EY3WKOs5a5T1XiAImALcBQy0Rll/qOOQt4AewGzgFS1Crq66Y4ElwJ8VixLaFH2XHccthJgipXR4Uy1h0exsIHv48Kdr3X9FuPrl2BmfxpyBnR19+hZLUm4S+y7s44HBD9RbztPsycTQiWw8u5Enr3gSd5N7Mym8fPZd2EdyXjIPDnmw3nLX9LqGF3e/yMmMk/QK7FVvWUdz28rbCPYJZlzncQxsP5Duft3Zm7KXdw+9y5zwObw47sUqjaYre1zJFzFfMLvHbL6K/YqxXcbSpU2XOuuf1WMWS2KXsOHsBq7peU2d5ZzF7vO7eWTzI7R1b8vITiMZEDyAYO9gPrR+iL+nP/8Y9Q+83bwrynfz68a07tP4IuYLjqUfQ0rJ/L7z66zf192XKd2m8HPCzzw+4nG83Lya47Kq8NCwhwhtG8rq06v574H/Vmwf0G4A9w+6v0b5rn5duTr8ar4/9T3uJvday1Tmxt438u6hd/n46McsGq9vjkbNkGzSXvWxAjW6zR94vRFV/wOYC7wM3GqvLtGYQVwhxIK6dgFztWg4pzB8+HAZHV1zDbzSMhtDn1vHjP4deXXeoFqObH1IKckoysDPww83U+1tgxd3v8jXx7/m5xt/pqNvx1rLlLMlcQsPbnyQ/0z+D1O66ZrIHFCv76f4n7iQf4E54XMq9OeX5HOp4BKhbUMxCRN/2vgn9l3Yx4Z5G6o85KpzqeASU5dN5a4Bd/HnoZc1FmoXJbYSXo9+nfVn15OSl1JlX+/A3nx25Wc1em5JuUlc//31FJYWYhImPrvyM5T2Sp3nkFIye/lsOvp25H8z/+eU66gPm7SxM3kna8+sZc/5PZzLPQdAkFcQ/zf5/xgSMqTGMedyznHLylvILMrk/kH388fBf6z3HHtT9nLnmjv515h/VWTz0IvMwkziMuMwCRMD2w+ss8FWnv6qf3B/BgRXn7NZk1f3vspnMZ+x/NrlNaI5m4FmyVyjWJTnUA3RtfX0rGqlsQbor9q/mbXsni6lvMmek9pDXQYI4C9LD7Ih5gJ7/zENTzdzrWVaGhmFGXx85GNmhM2gX7t+FS6K8qzI25K20dajLdf1uo65vefi7ebNsfRj5Jfkk1mUyavRr3Jj7xt5avRTDZ6r1FbK9G+m069dP96a+pazL62CT49+yt6UvYzpMoaBwQPpHdgbszCzaM8ivjr+FQDebt78YcAfyC7K5psT31BYVkgP/x4M6zCMb058w0NDH2KBUle751f+uP6PxKTHsPbGtbibm7eXJ6UkKTcJ6yUrSblJBHkFcWWPK+s0mvsu7GPp8aXMCpvVqAbBB4c/4I0Db7Ds6mVEBEU4Wr5dZBdnk1GYQSffTjWiviqTVpDGxYKL9A3sW8NtXh0pJTf8cAMAX8/5utk/v+YgvTCdK7+9kv7B/flwxod1uiSdRHMZIB/gF6AnoFijrOcae2xjDZA/MLy2RemEEFOduVhdfQZoW9wlbv9oNy/PHchNw7s6S4JD2Zy4mb9s+gulspS2Hm0ZFjKM8IBwdiTv4ETGCe5W7uZs9lnWnVlHqawZwTY0ZChvT3u7zrGR6rx54E3eP/w+P17/Y71jRo7k82Of8+mxTzmfdx4AszDjYfagoLSAqH5R3BxxMy/teYlfzv2CWZi5qsdVDA4ZzLITy4hNj+WqHlfxwrgX6uwFVuaXc7/wwIYHeGHcC7q4qpxJVlEWVy+/mvCAcD6e+XGDD/TWyMazG3lo00M8PPRh7lLu0luOU1get5yndjzFo8Me5Y4BdzTnqZvtC6NYlF7AQWAXMMMaZW3UcgWNMkCOQggxFzX9A0A8kCmlrDdOsT4DJKXkmje3czGniDUPT8Dfp3W0oDILM9mWvI095/dwIPUA53LO0cG3A0+MeILJ3dTIqAt5F9ievJ1SWykRQRH4eahzn7r7dbfrQXSp4BIzv5nJVeFX8dzY55xyPbUhpeR83nmsl6ycyDhBXkkeozqOYlLXSRX6LxVcwtPsSVuPthXHldhK7Bqvskkb836cR0FpASuuXVFv67w18vXxr3lu13M8M/oZbuxzo95ynMJDGx9iW9I2lsxeQt+gvnrLcThSSh7Z/AibEzfz0cyPGNphaHOdullbLIpFWYA6QfVJa5T1xcYc02wGSAjxOKrBeV97PxdYLKWsLQV4BfUZIICDiZnMe3cHg7sG8NZtQwlp2/yDmS2dV/e+yqfHPuWrOV/Rr10/veU4nO1J27lv/X3cNeAuHh72sN5yHIpN2rhn3T0cuHCA/079b43MCa5AWkEaN/14E0IIPpzxIWH+YXpLcjjZxdncuvJWMgozeHfau/WO/zmQ5jZAAjUqbj4wzxplbTB5tV0GSAgxWEp5sKFttRwXDrwnpZxeaVsAqluvyT2gclYePs9fvj6Ih9nENYM7M6F3MJGd/Gjj6UZ+cRmZ+SWYTQIPNxPeHmY8zCYKiss4k55HTmEp57MKyS0spcxm45EZrtcCyyrK4toV19LGow1L5yxttPuuNfHMjmf4Lu47nh79tMv1FDIKM7hr7V3EZ8bz+/6/564Bd9U6gbU1E5sey73r7qWorIhHhj3CDb1vaJQLtjWRlJvEXWvuIr0wnefGPsfMMKfFbpXT7D5bxaJ4AxuBocB0a5S13pxS9hqgGwFZPvm0+vt6jlsHLCvv/dhDYwwQQPzFXP678SRrjqaQ38Qkpd7uZmKeq31uRmtnb8pe7l57NxNCJ/DGlDf0luNwCksLeXjTw2xP3s5zY5/jul7X6S3JoeQW57J472JWnFyBh8mDNXPXEOwdrLcsh5Kcm8yT254k+kI0IzqO0CX6z9lcKrjEQxsf4vClwzwx4glu73e7M0+ny6ChYlGCgW1AN2CoNl+oVux2wQkhpqJOVALIaMwaQUKIDGCqlHK/EGIaEC+ljG/M+RprgMopKlVXSz15IZeCkjK83E0E+nhgk5KiUhuFJWUUldrwcjfTLcgHf293Ovh50dbLDXdzq1kgtkmsjF9Jt7bdmqv73+yUlJXwvyP/49bIW6uMK7kSJzJOsDN5J1H9o/SW4hSklPxy7hdKZWmdWQZaO8VlxXwR8wVzwufQ3qfJWWwag25RK4pFCQHuBBZbo6x1GpkmjQEJId5F7fnUPxOLCldbBjAMNQBhvfb3XuAJKWVmfcfba4AMDAwMDAAdDVBjsbvJL4R4DFgGvK/93xDlUW/hUspvpJSZUsr9wDrUiInaznGPECJaCBF98eLF2ooYGBgYGLRy7F0R9a/ABinlBinlAWBDI40Q1JzEuh6Yq/WQqiClfF9KOVxKObx9e6d2UQ0MDAwMdMLeMJP3KycglVIeEEI0NJaTqf2tUk5KmanNBxmOaowMDAwMDH5D2NUDqi37dUMZsSsFGwTUUaRRwQgGBgYGBq5Fc4V9fYPa06lACDEUdWKqYYAMDAwMfoM06IITQthQo9gqNml/pfa/lFK2q3FgVZ5ADTqoPA/ob9p2AwMDA4PfII0ZA3oFmApEo04mtTvxqJQyXggxXQixGEgD2gFLpZTf2FuXgYGBgYFr0KABklI+ASCEGALM1+YArUc1Ro1eiE5ztRk9HgMDAwMDwL4luQ9IKRdKKXujutJmCCH22hGGbWBgYGBgUEFTgxDCUZPNCWpfpM7AwMDAwKBeGj0PSEs8Oh/V8CwD7pVSnnaWMAMDAwMD16YxUXBL+TWH24sNLb1gYGBgYGDQGBrTAxqOGnI9DzV1TuV95WHYvZ2gzcDAwMDAhWlMFFy9K5YaGBgYGBg0hVa1AM7X0YkoT69hx8lLektpMVwquMRNP97EsM+G8fmxz/WW4zSklLyw6wUGWgby1y1/pczWtEUHWyrfxX3H0M+Gctuq28gpztFbjlN4Lfo1Bn06iFf2vqK3FIdTUlbCfevvY9hnw/gurt71OVstikV5RLEoJYpF+VGxKB6OqLNBA2RPmLUzQ7KllLy16SQ5RaW8vfmUs07T6nh+1/OczjrNkJAhLN67mL0pe/WW5BTWnlnLV8e/YkjIEH5O+JllJ5bpLclhpOSl8MKuFwj3D+fIpSO8sd/1Vqw9mHqQT45+QiffTnx67FN2nd+ltySHsiR2CduTttOpTSde2PUCKXkpektyKIpF6Qm8DMQAc4CHHFFvY3pAB4QQa4UQC4QQftV3CiH8hBB3CyH2AvsdIao2zqbncyYtH293M3tOp1PQxGW3XYnY9Fg2nN3AAmUBb059k06+nfjP/v/QlEUGWzJSSj60fkhP/578b+b/GBoylE+OfuIyvaAlMUsok2W8MeUNru91Pd/FfUdGYUbDB7Yivoz9krYebVk6ZynB3sF8cewLvSU5DCklX8Z+yYiOI3h/+vvYpM0VvRF3a39noaZVe8QRvaAGDZC29s8MIBDYKIRIE0LECSFOCiHSgA2APzDNnswI9rL/rPqD/NPUXhSX2TiQ6Fo/0Kbw7Ylv8TR7cnPEzXi5eXFH/zs4dPEQRy4d0VuaQ4lNjyU2PZabI27GbDJza+StJOUmsfv8br2lXTaltlK+P/U9k7pOonObztwaeSvFtmJWnV6ltzSHUVBawKbETcwKm4W/pz9X97yabUnbXMbIHks7RlJuEtf0vIbObTozudtkvj/1PSW2Er2lOQTFogjgZmCNNcqaDPwb6Ahcfbl125MJ4RVtkbh2UsreUspe2v8jpJSvNrQsw+VyKDELb3czN4/oBsCBs5nOPF2Lp8xWxtoza5kYOhF/T38Arul5DV5mL5afXK6zOsfyc8LPuAk3ruxxJQCTuk6ijXsbfk74WWdll8++C/tIL0xnTvgcAPoE9qFPYB/WJqzVWZnj2JW8i4LSAqZ1nwbArLBZlMpSNidu1lWXo9h8bjMmYWJi6ERA/R1mFmWyM3mnzsocRl+gO/CD9n4tcB74/eVW3GqCEA4mZqJ08SfI14Pw9r6/eQN0IPUA6YXpTO8+vWJbG482TO0+lTUJaygpc43WF8CmxE0M7zi8wtB6mj2ZEDqBzYmbW70bblPiJjzNnozpPKZi29RuUzmQeoBLBa4RbLM9eTvebt6M6DACgMigSDr4dGDLuS06K3MMO5J3MCB4AIFegQCM6TwGX3dfNpy1O29zS6X8IbMWwBplLQO+Aq5ULErg5VTcKgxQYUkZR5OzGNItAIBBoQFYkzJ11aQ3vyT9gpvJjXFdxlXZPrP7TLKLs9md0vrdUwBJuUmczjrNhNAJVbZPCJ1ARlEGMekxOim7fKSUbDq7idGdRuPj7lOxfUq3KUgkW89t1VGd49h9fjfDOwzH3ewOgBCCCaET2Jm8s9U3lHKLczl66SijOo6q2OZh9mBCF9doIGlMBU5bo6yVM998CbgD119Oxa3CAO07k0FJmWREWBAAA7r4cyG7iNScQp2V6ce2pG0MDRlKG482VbaP6TKGNu5tXMaFU/4Qrm5oR3YcCcD2pO3NrslRnMw8SXJeMhO7TqyyvW9gX0K8Q9ia1PoNUEpeCgnZCYzqNKrK9rGdx5Jfms/Biwf1EeYg9qfup0yWcUWnK6psn9p9KumF6exPdVpclsNQLEqAYlEWay+PavtMwARgU7XDolFXs55/OeduFQbo5yMpeLqZGNNLXfdO6aK6YqznnDrs1GK5kHeBuIy4Gg9lUN1T40PHszlxM6W20uYX52B2JO+gS5suhPmFVdne3qc9Q0OGsvr0an2EOYByF1T13p0QgvGh49mRvKPV9xD2pOwBqGGARnUahZtwa/VGdtf5XXiaPRkUMqjK9vFdxuNp9mT9mfU6KWsYxaL4KBblWSAOeFx7PVy9GGoAWhV/qTXKKlHdcNMUi9KxqRpanAEKW7jyubCFK2eELVwpAMq8Avh2/zmuHNARHw81ccOALn6YBBz6jRqg7clqq39sl7G17p/abSoZRRkcSD3QnLIcTqmtlOiUaK7odAXVUkABML37dE5lneJczjkd1F0+G89upH+7/oT4hNTYNz50PHklea3+M9x9fjcBngH0CexTZXsbjzYM6TCkVfRgj6Ud47mdz9Uadbnn/B4Gtx+Mp9mzynYfdx9Gdx7NxsSNLXJahGJRzMBPwFPATtSUa5uAe7Sot3LKu+e1Ddh9jmpDbm6qjsZMRD1ZOey6Whh2ujb/xyGELVwZANwBrAGSwxau3Jw56j7MJsGjM/pWlPPxcKNPh7YcSsx01KlbFduSthHiE0LvgNpT8I3vMh4PkwebEqv3mlsXx9KOkVOSU8O9UU75wP2O5B3NKcshnM89j/WStSIyrDqjO43G3eTeqgfqpZTsSt7FqE6jMImaj5pxXcZxIuNEi5y0KaUkOiWaf+/7N79f/Xu+PvE1D254sIrWtII0jmccr9G7K2dG9xmk5KVw6OKh5pJtDzcDk4G7rVHWa6xR1n3AUqAnEFmp3BTU8Z8z1SuwRlljgH3AXdWMVqNpzDygXuVh16iroLar9D5cE+AQEhbNzgR6Ab9DnV9k9rgYy7f3j6FrkE+VskO6BXDgbAZltpbXunAmxWXFbE/azoTQCbX2CkBtfY3oNIK1CWtb9VyEHck7EAhGdhpZ6/4e/j3o5NuJbUnbmlnZ5fNT/E8AzAybWet+H3cfRnYayS/nfmlOWQ7lRMYJUgtSGdu59p76pNBJAGxJbFlGVkrJszuf5Q9r/sAnRz9hQugElly1hBJbCV8f/7qiXHnDp3IEY2WmdJuCl9mr4rPWA8WieNayTQB/BY4B/6u0q9yfPUsr545qgNbVc4r3gAFA7TehAex1wQ2r/EZKmVl92+WSsGh2UcKi2Z8nLJp9e8Ki2ePbHltBnw5ta5Qb2SOI7MJSYs5nO/L0LZ5d53eRX5rP5K6T6y03r/c8LuRfaNVzEbYnbad/u/4EeQXVur88mmrX+V0UlRU1s7rasUkb35z4hlf2vsLK+JXsOb+HJTFLWBKzpKL1XFJWwtcnvmZkx5F0bdu1zrrGdR5HQnYC8ZnxzSW/SVzIu8Cu87tqNHbKe+DjQ8fXelwP/x6EtgnVrZdXWFpYa5TaxsSNfBv3LXf0v4PtN2/n9Umvo7RXGN15ND/G/4hN2gD1+oK9g4lsF1mjDgBfd1+mdJvCqtOrKCxt/oApzdD8rFiUZYpFmaJYlPLk09cDg4DXrFFWW3l5a5T1LKpRukrbNBFoy6+GqTaWoC5K2qTUPPYaoP1CiDVaWp4FQoi1OLAHZA9jegYDsP03lpj0h1M/4O/pz+hOo+stNyF0AgGeAfx46sdmUuZYMgozOHzpcJ3jXOVM6jqJgtKCZs+KcOjiIXKLc2tsfzX6VZ7d+Sxfxn7Jwq0LuWvtXby05yVe2vMSc5bP4eMjH/PGgTdIyUvhzgF31nuOWT1m4WHyYEnsEmddRpM4cukIC7cu5Jkdz/DCrhe46ruruHvt3Ty44cEqD/S1Z9YyuP1ggr2Da61HCMH07tPZkbyD5Nzk5pJfwecxnzPru1n8Z/9/2HN+D/kl+VzMv8iiPYvoFdCLh4Y+VCXKdE74HFLyUohOiSarKIstiVuY0X1Gre7Fcm7ofQM5xTmsO1NfJ8JpuAHbUOfxbAAyFIuyA3Xs5jDwWS3H/AhMVCxKEHA7kIs2/6c2rFHWPNRe0I2KRYloisBGI6W8VwgxDSh3XC+WUuoy26qDnxcRHduyITaVeye2nhUjSspKOJp2lEHtB1VxoUkp+fTYp/x46kfCA8K5qc9NDOswrEqZpNwkNpzZwM0RN1fMqagLd7M7s8JmsfzkcjILMwnwCnDWJTmFTYmbsEkbU7pNqbfcqI6jaOvelrUJa2tEkzmLkrISHtzwIPkl+QwOGczA9gPpFdCLU5mn+OzYZ9wScQtPjHiCExknyCrOoodfD4rKinhl7yu8vu91AK7vdX2drptygr2DmdZ9GqtPr+avI/5aY6DbmeQU5/Ba9GtM6TalSrj/0UtHuXPNnXiaPZFI8krymBk2k3D/cP574L8sO7GMmyNu5silI8RlxPHkqCfrPc/NETfzydFPWH5yOQ8MfqA5Lq2CyKBIevr35OMjH/Oh9UMABAIPswf/nvRv3ExVH49Tuk2hrUdblsQuoW9QX4ptxdzQ+4Z6zzGi4wh6+vfk7YNvMytsVoO/W0dijbKWAP9ULMoiVLfaVCAC+AL4p7a/OkuBJ4CXUMeJPrZGWfMbONW/gXuAdxWLMlmLkGsUoiVGaFRm+PDhMjo6utZ9/1kfx/9tOMEvf51cY4yopbLp7Cb+vOnPhPiEcEWnKxgSMoTuft35+fTPfH3iawa1H0RCdgJZRVmEtgkl2DsYTzdPRnYcydZzW4lNj+XH63+ko2/DkY8nMk5w4w838pdhf2mwtd3SWLB2AUk5Say6YVWdY13lPLntSTad3cSm+Zua5SEtpeTwpcOsSVhDdEo0cRlxlEo15P3KHlfywrgXcDfVfNBIKTmadpSC0gKGdxje4HWB6nK9e+3dPD/2ea7tda3Dr6Uu9l3YxwMbHiCvJA+A0DahhPiEcCztGEFeQXx21We0926PRGISJqSULFi7gOMZx1lx7Qr+sf0fHE49zNq5a2vMVavOfevvIy49jp9v/LlZH9Dl5BTncCD1ADFpMdiwcWXYlYT5h9Va9p2D7/D2obcBdfzu1YmvNlj/tqRt3L/+fhaOXMhtkbc5UnpDNCkwQLEoq4ArgSxgoOaaa+iYe4F3gd9Zo6yNzsTaoAESQsSVr3gqhIhGXR21YjfqiqgjGntCe6nPACVnFjDh5U3cOqob/7p2gLMkOJS8kjw2nN3A5sTNFXnAyonqF8Wjwx+lsKyQ1adXsyVxC3kleWQXZxOTHoOn2ZMXxr1Q58B1bSxYs4D4rHhW37i62VrQiTmJuAk3OrXpVGV7an4qz+96npziHBYoC+p0ryXmJDL7u9ncN+g+/jj4jw2eb2fyTu5Zdw+Lxy/mqvCrGizvaIrLijmbfZY2Hm0a1TCwByklN/54I2W2Mr675jvMJrND66+P4rJi9qfu5/DFw5zIOEF6YTphfmHcO/BeOvh2qFH+VOYp5v80Hw+zBznFOY1+4G5P2s596+/jn1f8k5v63uSMS3EYJbYS3j30LgWlBTww+AF83X0bPEZKyT3r7uHopaP8cP0PdboknUBTDZAfcAuwxRpljW3kMWZgO2oU3QBrlPVCowQ2wgD1kFKe1v73r62MMxOR1meAAP654ghL9pzly7uvYGSP2gerWypSShJzEknOS6aLbxe6+tU9IJ1RmIGH2aNRX/jK7E3Zy51r7uThoQ9zl3LX5UpuFM/seIZv476lu193BgYPJLJdJD5uPnxg/YD0wnSCvYNJzEnkxt43ogQrnMw8SYhPCHP7zKWtR1ue2fEM35/6np9v+LnWB111bNLG1cuvJtArkM+vcrk0+KxNWMujWx7lyVFPcnNEk6dcNAu7z+/ms2OfMaLjCH7f7/eN6uVJKYn6OYoz2WdYce2KipxqrsTprNPM/WEuIzuN5K2pb9U7buRAmmSAmopiUfqjZkjYDMyuHOBQF3a54LQF596XUmZr73sA90gp/9YkxY2gIQOUXVjCdW9uJzWniBeuH8DVAztjMjXrfW/x/Hnjn9mRvIOlc5bSM8D542Wns07zy7lfiL4QjfWilbTCNAA6+3bm9Umv0yuwF2/sf4MlsUsotZXi7eZNQWkBnXw7Mb37dD499im/6/c7Hh/xeKPP+dmxz3h578u8PfXtOqOuWivlLehDFw/xyaxP6Neun96SHM7x9OPcsvIWhnYYyttT38bD7JAFN1sUXx//mud2PcctEbfwt5F/a5Rxvkya/UGoWJT7gbeBV6xR1gZ/wPYaoL3V3W21bXMkDRkggJSsQu79fB+HEjMJDfRmWmQH+nX2o31bT4pLbaRmF2I2mTAJ8HQ34W42kV1QysnUXDILiknKKCCvuJT84jI2PDKxOb4YzcrF/Ivc+MONeLt5Y7nS4nA3UUOkF6aTV5JHZ9/OVVxI2cXZZBVl0aVNF6yXrDyz4xlOZp5kUugkXpn4Cl5uXo0+R3FZMdd9fx1ebl4snb1Ul7EEZ3Kp4BK3rryV3OJcFk9Y7HJGFuD7k9/zj+3/YEjIEBaNX0TnNp31luRQpJS8Gv0qnx77lGt6XsNTo59ytltcDwMkUA3QfcBfrFHW/6uvvL0GKFpKObyhbY6kMQYIoMwmWWU9zzf7zrH7dBqFJQ32/vB2NxPo406nAG/8vNzoFODN01f3w9Ot+fzszcXRS0dZsHYBg9oP4t3p7+otp1aklBSUFlTJDG0P5QEerWEsoSmcyznHAxse4Gz2WX6+sXHuydbGqvhVPLPzGfoE9nFJd6qUkncPvcvbh95ujuAgXVrS2njQ16jzjfprGRNqxV4DdA/q0qxLtU3zgfeklB82XW79NNYAGRgYGBhUocW7cuydB/S+lvutPAX3PVLK1p0t0cDAwMBAF+wyQACawakwOkKIwVLKg44UZWBgYGDg+jQpFlAIMVgI8ZIQIh1Y5mBNBgYGBga/ARrdAxJCDEZNzXAPEACcAqYaLjgDAwMDg6bQmPWAXhJCxPFrT2eqlNIEHDCMj4GBgYFBU2lMD2ge6trf70opv6u0vWUnkTMwMDAwaNE0aICklL20jAf3CiEWoxojXXKLGxgYGBi4Do0KQpBSnpZSLtSSkt4HBAPDhBB7hRALnKrQwMDAwMAlsTsKrpIx6oU6H6iX42UZGBgYGLg6ds8DqoyUMh5Y6CAtBgYGBga/IZolJ7iBgYGBgUF1DANkYGBgYKALdhkgIcRjQgi/Su97CCFecrwsAwMDAwNXx94e0PzyxehADUgApjlWkoGBgYHBbwF7DVBt6b1bfMpvAwMDA4OWh70G6H1t7s9j2msv0Gyrmz3/0zHCFq7k811nmuuUrYITGScY8+UYFIvCXzb9BZtseDG+1sqpzFOM/XIsikXh6R1P6y3HoXx9/GsUi8LYL8eSmJOotxyH8+S2J1EsCjf8cAP5Jfl6y3EKB1MPMuyzYQy0DGTT2U16y3E4ikV5SLEoUrEoWYpFUS63PrsMkJTyfeBe1ImowajrATltMbrKlJTZWLpX/VFadiQ0xylbBVJKnt3xLB4mD/7Q/w+sP7uelfEr9ZblFKSUPLvzWczCzI29b+S7uO/Yc36P3rIcQk5xDq/vex0lWKHUVsp/9/9Xb0kO5fDFw/xw6gfGdhlLXEYcS2KX6C3JKbyy9xUCvALo4d+Dl/a8RImtRG9JDkOxKH7Ac8A2oBB453LrbMpE1P3aRNSFzZmM9PC5THKKShnePZC41FySMgua69QtmugL0Ry+dJg/Dv4jDw97mMigSN4//D72rHTbWjiQeoADqQf44+A/8rdRfyPEJ4Q3D76ptyyHsPr0avJK8vj7qL8zt89c1p1ZR1pBmt6yHMa3cd/i4+bD6xNfZ0znMXwZ+yVltjK9ZTmUExknOHzpMHcOuJOHhj7E+bzz/HLuF71lOZJ5QFvgMVRDNFaxKKMup8LGZMOOq/R/tOaCK39Fa244uxBCBAgh3rPnmANnMwF4ZHofALbHXbL3tC7JD6d+oI17G67ueTUmYeK2yNtIyE7gQKrrJSr/Nu5b2ri34Zqe1+Bp9uSO/ndwIPUAJzNO6i3tslmTsIYe/j3o364/1/S8hlJZyoazG/SW5RBKbCWsP7Oeyd0m4+Puw/W9ryc1P5XoC9F6S3Mo68+sRyCYGTaTCaETaOfVztW8EXNRc4HuASxAPnDX5VTYmB7QjEr/T0WNeit/lb+3lw+AIHsOOJCYSZcAb0b3bEegjzt7EtKbcFrXosRWwoazG5jSbQrebt4ATO8+HW83b36M/1FndY6loLSA9WfWMzNsJj7uPgBc2eNKBII1Z9borO7yyCnOYd+FfUzpOgUhBH0C+9ClTReXaT0fTD1IdnE2U7tNBWBi6ES8zF6sP7NeZ2WOZXvSdpT2CsHewbiZ3JjabSrbkrZRVFakt7TLRrEo3sBk4EdrlFVao6w5wHJgrmJRPJpab4MGSAu1Lv8/CxgG3K29emjbGo0QYhqqFbWLA2cyGNwtACEEw8OC2Hcmw94qXI7olGhyinMqftgAPu4+TAydyMazG13KxbE9aTv5pfnM6jGrYluwdzDDOgxr9Q+yvSl7KZNljO0yFgAhBJO6TmLX+V0UlhbqrO7y2Zm8E7MwM7rTaAC83bwZ3Xk0m89tdhlXcU5xDkfTjnJFpysqtk3pNoWC0gJ2n9+tozKHMQbwBNZW2vYlEAhMb2ql9k5EfQc191uW9vpQCPGiHccHaP+esue8ien5JGcVMqJ7IADDugdy+lIe6XnF9lTjcmxN2oqHyYPRnUdX2T61+1TSC9M5ePGgPsKcwIazG/D39Gd4h+FVtk/tNpWTmSdJzG69UWO7z+/Gy+zFoPaDKraN6TyGorIi9qfu11GZY9iTsof+wf1p49GmYtvE0Imk5KVwMrP1u08B9l/YT5ksY1THX4dERnQcgbebt6v0ZCcBZagBCOWsA7KBG5paqb1BCCOklDOklB9or+FUddE1xE1SSrubq5uPpwIwrncwAEO6BgBw4Oxvuxe0I2kHwzoMq3C/lTO281jchBtbz23VSZljKbWVsjVpKxO6TMDNVDV/7sSuEwHYfG6zDsocw56UPQwJGYKH+VdPxvAOw3E3ubMreZeOyi6fvJI8jlw6wsiOI6tsH9N5DADbkrbVdlirI/pCNO4mdwaF/NqI8DB7MKrTKLYlbXOFnt544KA1ylqRiMAaZS0GfgKuUyyKe1MqtdcA1RZw0KggBM319nVD5cIWruwRtnBlxeRWCXyz7xy9QtrQs73aghoYGoC7WbA34bdrgFLyUjiVdarih1yZth5tGdh+IL8k/eIKX3wOXTxEVlFWhbGpTNe2Xenp35MtiVt0UHb5ZBRmcDLzJCM6jqiy3cfdh0HtB7HrfOs2QPsu7FN7Bp2qBkt1atOJPoF92JrkGo2kfRf2oQQreJo9q2wf32U8SblJnM4+XceRLR9tjGckVXs/5XyDOp5f88fZCBoTBVce+RYNzBdCpAkh4rRXOjC8EXUEAAFSysz6yoUtXBkA7C7NTTvlP+qGBO+wITGXuozj0LksFozrgRCqXfL2MNO/sz/7zvx2AxF2Ju8EqOF+K+eqHlcRlxHHiYwTzSnLKWxJ3IKbyY2xncfWun9C1wnsu7CPnOKcZlZ2+ey7sA+ghgEq3xabHkt2cXaNfa2FPef34G5yZ3D7wTX2je8yngMXDrTq6wPIL8knJi2GISFDauwr/32W/15bKUMAb2o3QGuAPNQIObtpTA+oPNJtKtADCEc1OsO1942JgrtJSvlNI8plA393a9OuLHDyXd073Px8hIicztxhodw0vGuVgiPCAjl0LovCEtcZaLeHnck7CfYOpk9gn1r3T+0+FYFg49mNzazM8Ww5t4XhHYZXGUOozKTQSZTKUrYnbW9mZZfPnpQ9eLt5079d/xr7xnYZi0S26s9w1/ldDAkZgpebV419k7q23s+tMocuHqJUljK8Y822eGibUML9w/n59M86KGscikUxKRZluGJR/OsoMl77W+ODskZZ84GVwA2KRTHbe+7GRMFllb+A9yu/r7S9ToQQQ4FGjfskLJptS1g0+0OgDxAJXBW44w1enTcIk6lqyrlRPdpRXGqrmB/0W6LMVsbO8zsZ03lMRa+wOsHewQxsP7BVj40AJOYkEp8Vz/gu4+ssM6j9IIK8glrlg3rX+V0MDRmKu7mmC31g8EA6+XZqtVF+F/MvcjzjeJ29dCVYIdAzkC3nWqf7tJw9KXtwE2619oCEEFzd82oOXjxISl6KDurqRrEonRSLshA4iDqUcrAOIzQBiLNGWc/XUdXXQHvgSns12DsGFC2EeNTOY8KBe4UQi8tfqOl8hmrva3TdEhbNlgmLZscmLJq92pxf+2zwkeFBmE2CbScv2imn9WO9ZCWzKLPehzKoLcxjacdIzk1uJmWOp9yoTO46uc4yZpOZiaET2Za0rVWlPknOTeZ01ulax/FAfXhN7jqZXed3UVDasjJ/2KSNMlsZMWkx3LvuXub9OI+jl45WKVNuWOr6nppNZiaETmBz4mZyi3OdLdlp7D6/mwHBA/B19611//TuapRyS2pIKBalG6rheQkoBZ4FwlCfzZXLmVEN0OZ6qvsBSAT+Yq8Oew3QdOCVSuNADWZCkFJ+I6V8ovILWArs1943xjVXAz8vd4Z2C2BT7G/PAG1O3IxZmBnTpfYHVzkzu88EYG3C2nrLtWTWnVlH38C+dPXrWm+5ad2nkVOSw7qEdc2k7PIpf0CPCx1XZ5kp3aZQVFbUoiIal8YuZfSS0Qz+bDA3/XQTsemxpBek85fNf6liKNefWU9om9A63cQA8/rOI68kj1WnVzWH9CZRWFrIL+d+ITU/tca+zMJMjlw6UmcvD6C7X3f6BPZh9enVzpRZK/W4xV4FfIGB1ijrUGuU9RlgJ3BbtXLDAH+gTveCNcpagpqUeopiUSLs0WevAZqHOvGofByoqZkQ2jXhmBpMi+zAsfPZnEnLc0R1rQIpJWvPrGVkx5H4efjVW7arX1f6t+vfon/c9ZGSl8Khi4eYEdZwpP/4LuPp4NOhRVxrUVkRpbbSivd19co2nNlAmF8Y4f7hddY1vMNwgr2D+Sn+J4frrI+UvBRu+OEG3jn4DnvO76nooayMX8nzu59nUPtB3D/ofhaOXMgP1/3A4gmLOZ93ni9jvwTgQt4Fdp7fyawes+p0E4PqZuwV0Ivv4r5rlutqLGsT1vKPbf/gpd0vce2Ka3lgwwPc8MMNJOUmVSm35dwWJJIJoRPqre+antdw+NJhTmXaNQXSEaxWLMpXikWZqWUzQLEok1Gf5a9Zo6zWSmW/BQYqFiWs0rYrUYORG8oL9SFQhJ29IHuzYWdpYqaiGSN7MiEIIcI1F9xcYJrmghtqj4bKXDO4M2aTYMnus02totmRUlJcVvsE2mNpx/j4yMf15jY7dPEQiTmJXNmjce7Wq3teTUx6DMfTjzdJr558f/J7gEZdqxCCq3pcxbakbVzIu+BsaWxP2l7jYQRgOWph9JLRjP9qPH/d8lduW3UbQz8bStTqKNILf43aTMlLYU/KniqZHWrDbDIzu8dstp7b2izXVU5mUSZt3NvwzqF3uGvtXYz+cjQTvprAwq0LGRoylP9O/S9/HPxHbou8TZ0g3HE4YzqP4ZMjn5BdnM3HRz8G4MbeN9Z7HiEEN/W9iaNpRysiAp1NXp7aYN2cuJlX9r7Cvgv7qqTL+fjQxzy65VF+OfcL35/6nhCfEF4Y9wLFZcX8e9+/q9S1OmE1nXw71RpEUpk54XNwM7nx9fEGZ6I4DK33cxiYBfwMZCsW5QiwCjgBLK52SHn+rqsrbbsW2G2NstbrarJGWVOBT4A7NPdeoxD2zBMRQkxFFb0OdSG6acALUsrlja7EToYPHy6jo+tOWvjgkv1sik1l02OTCPGrGWnT0rBetHLvunuZ2HUiwzoMY2D7gYS2CWXtmbU8u+NZSmUpAsENvW/gT0P+RDvvqp3Fx7Y8xvak7WyYt6EiJ1p9ZBZmMnXZVK7pdQ1Pj26e9XOsF61kFGUwOGRwlV5aUm4S7x56Fyklv+v3O/oG9a2zjhJbCVd+eyU9/HvwwYwPGnXexJxErll+Df8a+y+u7nl1wwc0kVJbKROWTiCnOIcQnxD6BPahW9tupOSlsDFxI5O6TiLAM4Dd53fj7+nPqI6j+Or4VwwOGcz709/HJEy8vu91LEctrLphFV3adGnwuuYsn0NU/ygeGfaI066rNrKKsjh88TAx6TGk5KXQw78Hc/vMrTH5GSAmLYZbVt5Cz4CexGXEMbfPXJ4a/VSD5ygoLWDWt7PoHdCbD2Z8UG+P6XJ55plnWLZsGZs2bWL5+eW8e/hdSm2luJvc6RnQE3fpjjXDSqe8Tqy6b1WVic9v7H+DD60fsvza5fQM6Mn53PPM+m4Wdw24iz8P/XOD535y25OsO7OONTeuIdAr0GnXWAkBFXncpgDjUIO7EoGXrFHWGoPDmoHKsEZZxysWZQBgBf5ijbL+X0Mn0wxPHPCFNcp6Z6ME2mmA1kgpZ1bbtldKWXMSg4NoyACdvpTHrP/7hWHdA/nfHSPwcrc7ErBZOZV5iv8d+R/bkrZVaRGDOu/jmdHP8NXxr/gy5kvcze6M7zKe6d2nM637NA6mHuQPa/7AAmUBDw19qNHnfHbns3x/8nvW3LiG9j7tHX1JNfj71r9XJEPt7NuZ8IBw2ri3YWvSVmzShlmYyS/NZ16feczrM49eAb0wm6p+bktjl/L87ud5a+pbDbo3KpNWkFbDaDuD01mn2Z60naNpR4nLiCM5NxlPN0/m9pnLfQPvq3E935z4hmd3PsufhvyJSV0ncevKW5nWfRqLxi9q1Pke3/I4m89t5ofrfqCjb0dnXJJDWHFyBW8dfIvB7Qfz7JhnG9VIAlgSs4SX9rzE4vGLuSr8Kqdoy8vLY+TIkRw7dox+/fqxadMmvAO82XN+D4cuHeJIyhH2HNrDxb0XCT4VzJ6de/D1/TWwIKMwg5nfzmR8l/G8Nuk1ntr+FD/G/8iq61fRqU2nBs8fnxnP9T9cz/y+8/n7qL875RqrYbclVyzK34AXgQHA34HrgW7WKGujlh9QLMorwKPARGuUtcGBS3sN0Fop5Yxq26K1lDxOoSEDBPDtvnM8uuwQ/Tv78eTsSEaHt7OrFWWzSYpKbWTkF9M5oGbLzhlIKTmTfYYjaUe4kHeB0LahTOk2BXeTGo4bnxXPZ8c+45fEX0gtSKWzb2cyijJo792er6/+us6Im9pIzE5kzoo5XNnjykY/8C6H/JJ8Dl86zJFLRziRfoLT2afJLc5FCVZ4aNhDtHFvw5sH3uSbE99QKktp696WeX3ncd+g+/B28yYxJ5H5P84nol0EH834yKkt4uZCSskTW59g9enVmISJdl7tWDpnaaMbBEm5SVz//fUMDRnKW1PfqmHgWjultlLu+PkO4jLi+HjWx/Rr188p50lNTWXy5MlVjFBISEid26vz7qF3eevgW4ztPJbtydv5w4A/2NUrfX7X83xz4hs+nvVxrWHbDqYpBigYOIk6nhMCPG+Nsv7TjuPboLr9bMBwa5Q1s16Bdhqgu1Hdbku1TfcC66WUrzS6EjtpjAECWHs0hX9+f4QL2UV08vdiWPdAQgN9EALSc4sxmQSebiY83U24m0yk5xcTdyGHtNxizmUWUFxqw8vdRMy/6h80bW5s0sams5tYcWoF/h7+PDjkwSa1gN/Y/wYfWD/gnWnvMK5L3VFXzUlqfiq7zu9i27ltrE5YTbe23ZjafSo/nfqJorIivprzFV3b1h/91poosZWw7PgyLhZcZH7f+XZ/jl/FfsULu1/glohbWDhyISZh93qSLZoLeRe4ZeUtFJYWsnjCYsaH1j/NoKlUNzZLly5l/vz5DRofUA3li7tfZMPZDUzrNo2FoxZWNBobQ0ZhBreuvJUyWcbnV31OiE/t53EQTXqQKRZlOvA8alTcX7UoN3uOHwdsQV2u4SZrlNVWp0B7c4UJIYbwa6z4MimlU1fNaqwBAigsKeOnw+fZEHMBa1IWF7ILsUlo5+uBTUJRaRlFJTZKbDb8vNzpHdKGED9PQgN9CPBxJ7iNJzcODcVsajkGyFEUlhZy66pb6eHXg9cmvaa3nBrsPr+bV6Nf5UTGCQYED+Dp0U/XG777W+WVva/ww6kfWHb1shbtimsq53PP88DGB+jg04F3pl32is91UtkIldOQ8XEUx9KO8Yef/8Cjwx/lpr43OfNUuj3IFIvyCPA0MNIaZa0zAsreHtBjqNkQsrX3PYB7pJR/u0y9dWKPATIwMDBoLEeOHEFRlIr3VquVAQMG6KjI4bT4lrS9ffj55cYHKhara8o8IAMDAwPdSE1NZf78+VW2zZ8/n9TUmpNNDZyHvQaoNova4q2sgYGBQTnVx4CsViv9+vXj2LFjTJ482TBCzYi9Buh9bWmGx4QQf9XS8LznDGEGBgYGjqa2aLcBAwawadMmwwjpgL2ZEN4H7gGCURchelRK2bhZggYGBgY6kpeXV2eodUhISA0jVJ4xwcB52GWAhBBrgFOovZ57gSeFEM4LVTEwMDBwEL6+vsybN6/OaLfKRmjevHlVJqEaOAd7o+D2SilHCCFeApBS/q22yamOxIiCMzAwcCR5eXn1GpeG9rciWvz4vFvDRaoghBA3oCYiNaLfDAwMWh0NGRcXMT6tgqYsxzASuFdKmaDNA1rmeFkGBgYGBq6OXT0gbd7PwsrvG1qQzsDAwMDAoDaalExKCDFYCPGSECIdowdkYGBgYNAEGt0DEkIMBm5GDcMOQI2GmyqlPOAUZQYGBgYGLk2DPSCtpxPHrz2dqVJKE3DAMD4GBgYGBk2lMT2geUA88K6UsvLC7fal0TYwMDAwMKhEgwZIStlLi3a7VwixGNUYrXO6MgMDAwMDl6ZRQQhSytNSyoVSyt7AfaipeIZpeeEWOFVhJbIKSvhs1xmyCuxaH8nlOZt9li9iviA5t8YS7y6DlJKNZzfy46kfKbWV6i3HaZSUlfDtiW9ZHrecEpvrf8/zS/JZGb+SLYlbsHdtstZEQWkB38V9x4qTK8grcd0UP4pFGaZYlIcVixLWmPJ2L0hX5WAhwlHXA1rYYOEmUjkTwl+XHWLZvnPMHtiJt24d6qxTtirO5Zzjpp9uIqc4Bz8PP5bMXkJ3v+56y3I47x16jzcPvgnA9O7TeW3iay1q5VpHIKXkkc2PsP7segBGdRzFe9Pfc7nlt8s5n3ueu9fdzZnsMwD8rt/veHzE4zqrcjwlZSX8Yc0fOHTxEAB9AvvwyaxPaOvR1tmnbtYfiGJR5gJfa+fNAsZYo6zH6jvmstb0lVLGO9P4VKa41MYq63kA1hxJITO/uDlO2+JZtGcRNmnj3WnvIpEs3rNYb0kOJzE7kXcOvcOVPa7kgcEPsO7MOjYlbtJblsNZeXol68+u56GhD/HkqCfZnbKbD60f6i3LKZTYSnh488OkF6Tz5pQ3md93Pp8d+4yfT/+stzSH80XMFxy6eIgXx73IqxNfJS4jjkV7Fukty6EoFiUY+BDYBQwFioHPFYtS73rlrWZR+YOJmeQVl/HA5J6U2iSbjhvp0g9dPMSWc1u4W7mbsV3GcueAO9matJWjaUf1luZQvj7xNQLBY8MfY4GygG5tu/HRkY/0luVQymxlvHvoXSKDIvlD/z8wv+98pnefzkdHPuJs9lm95TmcZceXcSztGE+PeZqJXSfyxMgnGBg8kOd3P09mYabe8hxGbnEu7x5+l3FdxnF1z6uZGTaTOwbcwQ+nfiAmLUZveY7kfsAfWGCNsh5AHaoJBLrVd1CrMUD7zmQAcOfYHgS38WDL8Ys6K9KfJTFLaOvellsibgFgft/5eLt581XsVzorcxw2aWNl/ErGh44nxCcEN5Mbt0TcwuGLh13qB7zz/E7OZJ/hzgF3YjaZEULw8NCH8TB78Pgvj7vU+EhRWRHvHX6PkR1HMqO7msfY3eTOU6OfIqsoi89jPtdZoeP4Lu478kryeHDwgxXbFigL6OzbmdNZp3VU5jgUi+KJujrC+nKXmzXK+h0QaY2ynqrv2FZjgPafzSCsnQ/t2ngypmcw20+ludSP0l7SC9NZe2Yt1/S6Bh93HwDaerTlyh5XsiZhDYWlhTordAz7L+znYsFFZoXNqth2dc+rcTe582P8jzoqcyxrEtbQ1r0tU7pNqdjWza8bjw1/jKNpR9mevF1HdY5lTcIa0gvTWaAsqDKO1zeoL9O7T+fzmM9dYqDeJm18GfslQ0OG0j+4f8V2Pw8/Vt6wkqvCr9JRnUO5AegCvFp5ozXK2uBDqDETUddU+n9wE8RdNlJK9p/JYGi3QABG92zHxZwiTl1s/V/SprIyfiWltlJu7H1jle2zwmZRUFrA1qStOilzLOvPrsfT7MmkrpMqtvl7+jOp6yRWxq+kzFamnzgHUWYrY0viFsaHjsfD7FFl3+weswnyCmLZcdfJeLU0dilhfmFc0emKGvvuHHAneSV5fHPiGx2UOZZd53dxLvcc8/vOr7HPzWTvQgQtmhuBFJowPacxPSAhhCgPq9JlhPv4hRzS8oq5IrwdAGN6qn+3n7ykhxzdkVKy4uQK+rfrT+/A3lX2jeg4gnZe7VxiMFdKyebEzVzR6YqKXl45M8Nmkl6Yzv7U/fqIcyBH046SUZTBhNAJNfa5m925vtf1bDm3haTcJB3UOZbj6cc5fOkwN/W9qdYoxgHBAxjRcQQ7z+/UQZ1jWRG3An9Pf6Z2n6q3FKehWJQAYA7wtTXKarP3+MYYoCeAD4QQJ4HpQog4IcTJyn/tPam9rLamIARM6tsegO7tfOkW5MPWuN/mONCx9GOcyDjB9b2ur7HPzeTG1G5T2Zq0lYLSAh3UOY6TmSdJyk1iYteJNfaN7zIebzdvlsct10GZY9matBWTMDG289ha998ccTMCwRcxXzSzMsfzU/xPuAk35oTPqbPMaxNf452prXuh5ayiLDac3cBVPa7C0+yptxxncj3gCTTpy9mgAZJSHpBSzpBS9gKekFL2llL2qvy3KSeui7CFK18JW7hydtjClSYAm5sXS/acZVyvYEL8vCrKTegTzI5TaRSVtn4XjL2siFuBp9mTK8OvrHX/tO7TKCgtYHtS6x43+OXcL4BqbKrj4+7DNT2vYU3CGrKLs5tbmkPZkriFgcEDCfAKqHV/R9+OTOs+jRVxK8gqympecQ6k1FbKT/E/Ma7LOAK9AussF+gV2OrneK2MX0mxrbjWRqKLcTtqYuomLctjVxCClPIVIYSfEOIGIcSCSq45hxC2cGUAqj/xJyAxbOHKlZlX3E9mfjGPzehbpeykPiHkF5ex93SGIyW0eIrKilh5eiVTuk3Bz8Ov1jIjOo6grUdbNidublZtjmZz4mYigyLp6Nux1v3X9bqOYlsx68+sb15hDiQlL4WY9Bgmd5tcb7kFygJySnL4Nu7bZlLmeHYk7+BSwSWu632d3lKcSrmLPDIoksh2kXrLcRqKRekMTAaWWKOsTYoIs8sACSGmAhuBEUAv4FshhMNMfMKi2ZlABHAbsA3oZM65wOd3jWJQ14AqZcf0aoeHm4mNsb+t+UBrEtaQU5zDDb1vqLOMm8mNiaET2Xh2I/kl+c2oznFczL/IoYuH6n0w92/Xn25tu7EqflUzKnMs5b28iaE13YyV6RvUlyEhQ1gSs6TVulZXxq/Ez8OPCV1qjnW5ErHpscSkx3B9b5fv/dyGmvWgyXHz9oZhPy6lHC6l/JuWG2448Pemnrw2EhbNLk5YNHtJwqLZ8xMWzR7qf2gJo7Tgg8r4eLgxtmc71h5L+c2EY0sp+TLmS8L8whjVcVS9Zef1mUdOSQ6rT69uJnWOZf3Z9UhkxTyR2hBCcFX4VexJ2UNqfutsiGxK3ESXNl0I9w9vsOx9A+/jQv4F1p1pfbmA80vy2ZS4iRlhM3A31zs5vtWz9PhSvMxeXNXDZcKsa6BYFAEsALZbo6wnmlqPvQaoNsesbs7aWQM6ci6jgKPJrWsMoK5kmqW2UjIK63YpRl+I5kjaEX7X73cN+siHhAyhd2Bvvj7x9WVp1YufT/9MT/+e9AzoWW+52T1mI5H8FP9TMylzHOmF6exM3snMsJmNGvO4ovMV9A7szXuH3mt1iUo3J26moLSA2T1m6y3FqaQXprMyfiWzw2fj7+mvtxxnMg3oA7x3OZXYa4CWCSGWamNAN2hzhHSbdj+9X0fcTIIfD7WeLNAnMk4wZ/kcNp3dVKXnVlBawG2rbmPi0ol8GftljeOklLyx/w2CvYO5puc1DZ5HCMENvW7gWJoaMdeaSMpNYn/qfmaHN/ywCvMPY0jIEJbHLW91PeE1CWsok2WNuk4AkzDx0JCH6ObXjeyi1tXo+uHUD3Tw6cDQDq6dRPizY59RVFbE7/v/Xm8pzuYxIJVfFyptEvYGIXwALAJmaK+XpZSv1n+U8wjy9WBS3xC+3Z9EcandIei6IKXEx92HP2/6M79b/TvWJqwlszCTZ3c+S0xaDN39urN4z2IOph6sctz3p77n4MWDPDj4QbzcvGqvvBqzw2fjZnLju7jvGi7cglgetxyBqDdUtzJz+8wlITuBncnNN3fkcifASin5Lu47+gb2pU9gn0YfN7HrRN6Z9g7tvGu6pVsqp7NOsz15Ozf2uRGTaDXJV+wmqyiLL2O/ZEbYjEa5VFsrikUZj/r8f7Ux2Q7qw+5vgxaWfZ/22nA5J3cEt43qxqXcIn5oJb2gvkF9WTp7Kf8Y9Q8u5F/g0S2PMn7peFbGr+SBwQ+wZPYSOvh04G9b/0Z6YToARy4d4cXdLzKswzC7BjYDvQKZFTaL7+K+a9bw3UsFl+qcNJmYk1hvssmC0gKWnVjGhNAJdGrTqVHnmxU2ixDvED6wftAUuXZjkzbuXnc3r0e/TmJOYpV9iTmJfBn7JfGZ8fXWsSdlD7HpsdwccbMzpTaZvJI8ntnxDEcuHanRs8wpzuFSQeMngX967FM8TB7M6zPP0TIvi+Ppx1mbsJaSspruzJKyEmzSvkbth9YPyS/J596B9zpK4mWjWJS+ikVpXIu1cfW5A/8FEoG3Lre+Vp8PYmKf9gzo4se/151gZv8OtPVq+QOc7mZ35kfM58Y+NxJ9IZqYtBj6tevHqE5qYMHLE19mwZoF3PLTLUzsOpEVJ1cQ5BXEyxNetrsFeUf/O/gp/ie+jP2S+wbd54zLqcFr0a+x4ewGru91PTf2uZHeAb0RQvDp0U95JfoVfNx8eGvqWwzvOLzGsV/EfEF6YTp3Driz0efzMHvwu36/47V9r7E3ZS8jOo5w5OXUoKisiNA2oXx89GM+PvoxozqOYljHYdikjY+PfExRWRHebt783+T/Y0znMTWOl1Ly1sG3aO/dnqt7Xu1UrU0lJi2G1adX823ct3Ty7cS4LuPoGdCTcznn+DbuW3U8J3w2fx/19zqnA5TXszxuOXP7zCXYO7gZr6Bhlp1YxtLjS2nj3gYlWGFA8ABC24ay+/xu1p1Zh6+7L1H9o7gt8ja83bzrrSs+M54vYr7gmp7X1MhOohdaoMCPQFfFouwDDgKxQB5wNTAGOAx8AKywRlkbM7D4T2AQcL01ynrZIbaXtSBdc1B5Qbq62HcmnZve28WYnu14+7ahrcIINcShi4d4ZsczJGQnML7LeJ4a/VSTf8B/2fQXtiVt48frf6xzTo0jSc5N5s0Db7I6YTWltlJC24Ti5+nHsbRjTAydyNmcs6QVpPH5VZ/Tw79HxXHncs5xww83cEWnK3hjyht2nbOwtJDZ382mS9sufDLrk2Zx9ZzLOcdP8T+x6vQqErISkEjGdRnHvQPv5bldz5GYk8hbU9+qYRCXnVjGv3b+i6dGP9XiegWVySnO4eeEn/nl3C9Ep0STW5JbkWmjk28nPj/2OR19O7JowiIGtR9U4/js4myiVkeRWZTJimtXtLhB+TJbGduTt7MpcRPWi1ZOZp6kTJbh6+7L7B6zSc5LZlvSNjr4dODJUU/WOSUgqyiLO36+g0sFl1h+7fIWY2gVi2ICZgHTgVGAApSvgncJWAlMAboCp4E/W6OsdUbzKBblRtQxn8+sUdYoR2h0CQMEsCw6kYXfWQlp68mC8eFMj+xA1yDveqOLpJRczC0i5nwO5zMLyMgv4f5J9UddNTdSysueFZ6cm8yc5XOYEDqBf0/6d7PNMr9UcImNZzeyLWkbmUWZTO46md/3+z3Jucncvvp2PMwevDf9PcL9w0nJS+HutXeTVpDGN9d8Q+c2ne0+33dx3/H0jqd5evTTzO0z1wlXVDfZxdkUlxVXPHwu5l9kwdoFJOUm8cK4F5gZNhOAjWc38tiWxxjRcQRvT3271ax2apM2LhVcws/Dr2IM8mDqQZ745QlS81N5aOhD3BZ5W0WIdUJWAo9ueZT4rHjenvo2ozuP1lN+oygoLSC9MJ323u0rksLuu7CPF3a/QFxGHPP6zOPPQ/5ckbFCSsn+1P08veNpknOTeWvqWy3tOqv80LUeUUegDZBgjbKWKBbFDMwGXgT6Ax8B/7BGWVMqHecHPAQ8A+wGpjmi9wMuZIBA7Qk9vzKGA2czAfByN+HpZqaguIy2Xm74e7sT6OuBj4eZ9Lxi4i7kUlz2q5/X3SyIfe5KzKbWnQakNj458gmv7XuNJ0Y8we39btdbDrHpsdy77l7ySvIYGjKUA6kHEELwzrR3GNZhWJPqlFLybdy3zAmf0+hADWeSUZjBH9f/kSNpR+gb2BeTMBGTHkNEUAQfzviwxfUImkJWURb/3P5PNiVuItAzkMh2kWQUZhCbHouvuy+vTXyNMV1quiFbEyVlJbxx4A0+PfYpJkwMChmEj5sPZ3POcib7DO292/PKxFea/L11Io1+kGlr+jwHPAJI4ABwAWgHDAM8UJfbvssaZc11mEB7DJAQYhFwD5BWvgmQjs4HVxl7DFA5J1Nz2RWfRsKlPIrLbHh7mMkpLCWroISMvGLyNYMU2cmPzv5e9O7Qlm5BPnTy98LN7JpROlJKHt70MOEB4Tw09CG95QBwPvc8bx58k5OZJ+kb2Fdd7dSv3gUUWx0lthKWxCxh49mNmISJqd2mMr/vfJeajCmlZEfyDn6K/4n4rHj8PfwZEjKEeX3ntRh3lCOIy4jjx1M/si91HyVlJbT3ac/E0Ilc3fPqBseIdMLulrRiUXoDdwIjgQAgF7XX8401yrrHoeqw3wBFa9kPmo2mGCADAwMDA/2SBDQWe5v7e4UQbRsuZmBgYGBgUD/2hmGPADKFEPFAJr+64Jwb92pgYGBg4HLYa4Bcd2k/AwMDA4Nmxd5UPFmoERJTgXlAoLbNwMDAwMDALi53PaBvGrsekBBirhDiHiHEYiHEOiFE807UMDAwMDBoUdjrgnu8ehScEGIvsLy+gzRjs19KGa+9DwD2CSHCpZQv26nBwMDAwMAFaK71gILKjQ+AlDITeAJYbOf5DQwMDAxcBKevBySECAfeE0JUXwhkv7bftRcIMTAwMDCoFbtccFLKD4QQ+1CzIYC6HlC9SzJIKeOFEC8D1fPTB2h/689bb2BgYGDgkti9HIOUcj9gV15/KeUTtWyejzoulGmvBgMDAwOD1k+DBkgIEVee600IEY0ahl2xmyZMRNWCEO5BTXJX2/57tP106+ZaucEMDAwMDFQazAUnhOghpTyt/V9r+l575wIJIdYBi6WU6xsqa+SCMzAwMGgSrT8XXLnx0bhbSplV+QUssueEQojFNNL4GBgYGBi4LvZGwU2v/EbrETXa/aa51tYZxsfAwMDAoFEGSAjRQxv/mSaE2Ku9ooH12qsxdUwDoisbHyFEuBamDUBMRKRPTETkpzERkbfadxmthwKrlbML7qYkNVVvKU4j46ulJP/9Sb1lOA1ZUkLyP/5Bxtdf6y3FaRQeP0HiffdTFH+64cKtlMwVK0h65BG9ZTiNmIhIERMR+WZMROTDemupi0YZICnlaS0DwitSyhHaa7j2d2FDx2vGJwA1k3Z4JcNzb+UJqkABMAE1z5xLItzcyNu2jbztO/SW4jRKL14ka/lyStPT9ZbiFIS7O4VHjpK14nu9pTgNk5cnuZs3k797l95SnEZZRibZq1ZTkpystxSnEBkbIwEFdYG5Fom9yUgbNDbV0SLe1gHLgFPVXlXywWk3bCMwPiYissUPoDUFz759MQcGkr93r95SnIbvuLEgJfn79uktxWm0GT+egsOHsRUW6i3FKbh364Zbhw7k73XdACDf0VcAkL9vv85KnMoaQImJiAzUW0ht2JuM1E8I8a6WDaH89U59x0gpM6WUoo5Xz1oO2Yu6DrlLxl8LkwnvQYMoOHhQbylOw6tfP3Bzo9B6RG8pTsN70EAoLaUwJkZvKU5BCIH3kCEUHDqktxSn4dmrF8LTk8KjR/WW4kzKW7otMuOMvUEIG4B9qOF972vvgxysqfyp1c/B9bYYvAYqFJ8+TVlurt5SnILJ0xPP8HCKjh/XW4rT8Oqnfj0Ljx3TWYnz8OrXj5KkJMqys/WW4hSEmxueEX1d+jMEylsQA3VVUQf2GqB0KeUHqC61NCnl+/yaUsdRlDcpIx1cb4vBe8AAkNKlv/iefftS6MIGyK1TJ8z+/hTFuu41ekX0BXDthkRkJIUxMTQ0H7K1EhkbkwpcRB0LanE0NRv2euBDIcRjQG1utCYTGRtzCUgF+juy3paEV6RqW13ZAHn17UNpSgqlGRl6S3EKQgjVyJ5w3YezZ98IAApd2cj27YstJ4dSFw1E0LDiCgZISjlD+3sauBvIoo50OpfJEVroDXMEbu3b4965MwUHXdi/rhnZothYnZU4D6/+/SmKiUWWlOgtxSm4hbTH3K6dSzeUPCM0I+vCvTwgGhgUExHpo7eQ6tgbhLC0/H8p5QEp5QdOWpL7MGrkht3JUlsL3kOHkr8v2mW7/uVjJAVHXDsQQRYXU+iiRlYIgdeA/hRYD+stxWl4RUSA2UzBYde9RuAXwB07kgY0F/a64KKFEI86RUlVDgBeQN9mOJcu+IwaSdnFSxSfOqW3FKfgFhiIR/fuFBw4qLcUp+E9ZAgA+dGuG27uPWgQxafiKctyRjtTf0ze3nj16+fS4eb8Ggk3SlcVtdCUVDyvCCHShBBxQohobUluR1Ne50gn1N0iaDN+PAhB1sqVektxGt7Dh5G/bx+yrExvKU7BvUMH3Lt3I2/XTr2lOA3fK64AKcnb6brX6DNiBIWHD2MrKNBbilPQAhGswGy9tVTHXgM0DwgEwoHhwFRgmqNFAceBNGCSE+puEbh37EibKVPI+Oxzis+d01uOU2gzbhy2rCyXnnTbduo08rbvoPTiRb2lOAXvQYMwt2tH9uqf9ZbiNNqMG4ssKSF3yy96S3Em3wPjYiIiO+otpDL2GqDLzobdGCJjY2yoM3hnm110jASgw98WIsvKSHvvfb2lOIU2kyZhDggg7YMPXXasK/CmeVBWxsW339ZbilMQZjP+c+aQs2EDBVar3nKcgs/IkbiHhnLxzf9iKy7WW46z+Bw1ivnllpRlplmzYdvJl0C7KSWlTqpefzxCQ2k7dSrZq1e7ZAva5O1N8P33kbd9O+mfWPSW4xQ8wsII/N3tZH75FZkrVugtxym0u/ce3ENCOPenP7vk91S4udHxn/+g+OQpzi9c6JKNpcjYmOOonYXfAQ85+3xaItQG53I2WzbsJrAKWHV7cTHZq1c76RT6E/zAH5FFRVxY/LLeUpxC4O2303b6dFJffdVlW9AdHn8cn+HDufDiSy75gHYLCiL0zf9SlpFByr/+pbccp9Bm4kTaP/II2atWk/3TT3rLcRb/BFYCL8VERIY3VLipxEREDgd+Ag7ERETWG0jWLNmwm4LmhrvppMnE+Sf/QfGZM844je549uhBu7vvJvunn8g/cEBvOQ5HmM10euF53IKCuPDCiy7ZuhRubnT817+QBQVcePkVveU4Ba9+/Qi+/z5y1q1vloAEPQJX2i24C6/+/Ul9/d+U5eY59VxlOTlOrb82ImNjyoB7gVLgLWe44rRezw7gKuB5IK6+8k7Phn05RMbG5L3p5QkmExdecvhQU4uh3V13Ym4fzIXnX0DabE47j7TZdPnim/38CP7znyg4eJCcdeua/fzNgWd4D4LuuIPsn36i8PgJp55LrxyCQXfcgXuXLqS+9rpTGhK2oiLSP/2Us3feScq/nnN4/Q0hTCY6PPkkpSkppL33nlPOUXrxImkffsipWVfq4rKNjI1JAv4BzKLaagSXQ0xEpHdMROQTqHOO8oFekbExz2sdiTqxdyLqS0KIdC0EO04IcVIIUa+Fu1wyTCba3XMPuZs3k7drtzNPhdRpANLk60uHxx6j8OhRMpZ86fD6i06e5PxTT3Nq+gwuLF7s8PobQ8D11+PRqycXFi1yihEsTUsj64cfSP7HP3RbRK3dXXdi9vMj5dlnkaWOHbuUNhtZ339P0iOPEj/nakovXXJo/Y3B5OVF8IMPUnjkCJlLlzZ8QCORZWVkr17N2Tv+wIUXX6LgyFHcQ7s4rH578Bk6BL85c0j/5BOK4hz3aLMVF5OzYQMJN99C6quvYfL1xWfwYIfVbydvoc61/G9MRKRdqw7ERESaYyIir4+JiLwzJiLypkrZFR5FHWNKBcZFxsY0aoKjsKclI4SI1lxxzcbw4cPlnm3biL9qNghB55cX49auHW6dOmHy9Gzw+Jz160l+8h+4h7Sn64cf4t6hQ5X9UkoyPv2U7FWrkSUldPvUgrlNG2ddTp1Im41zf3yA3K1bCb7/frz69cPk7YVbSAjuHTti8vWt81hbfj4lSUmY/PxxC26HMJuRUpKzdh0ZX35JfnQ0CIHP8GEE3norftOn11mXMyk4eJCEW2+jzaRJdH7pRcz+/o0+VtpslKak4BYcjPDwANQWc9qHH1KWlkb2qtWUZWZi8vGh04sv4jdrprMuo16yfvyR5L8+Ttvp0wmYPx+PsDCESWD296/3MyynLDcPc5tfy5WkppL24YfkrF9PafJ5AAJvvYWQhQsxafehOZFSknjXAvL37SP4/vsIuPFG3Nq3b9SxxQkJFfPe3IKC8OrfH1t+Aef+9CdsOTmY/f0J+dtC/GfPRri7O/My6qU0LY34OVcjvL1o/6c/02bc2EZfY9HJk+Tt3IXJ1xf3zp3xHjyI4tOnOffgnyhJSsKtUye6vPYa3oMHIUz2xoDZTZ0utpiIyIGorrIi4GPU9Gc7tWCFOomJiHwOtQdVTi6wGXU6zm5gsrauW+ME2mmA3gEel1I2mx9n+PDhMjo6mgLrERLvvpuyzExVi4cHbsHB4OaGV2Qkbu2CKD6biMnXF7/ZVyFLSig8doyML5bg3qEDJSkp+I4fR+h//oMtN5eLb71F3vYdlF26VDHL2//aa+n4r2cbZdicQVluLkkP/4W8bduqbDe1aYP/NVfj0SOcgJvmVegry80lc+lS0r/4ouLhhBB49OiBLCqiJCkJ927daDt1quo+6RDS3JdUg/TPv+DCiy+CyYRneDieEX3x6huBZ5/eePburRoYt18zMJVevEjGV0vJ+Pxz9XNyc8O9Qwc8evSgMCaGsrQ0cHPD94orCLrjDnyGDsHko2/Kq7SPPiL19X9DpXEMk68v7R99BN+RI3Hv2rXiM5SlpeSsXUvO+g3kbNiALCoCkwmP8B54dAkld8sWMJnwHjiQwN/djt+VVzbHg6teStPTOf/kP8jdtAkAc3AwPkOH4tmrJ559+uLZt4/aaPL2VsunpZG9Zg0XX3sdW17tYysd//UsATfeiDCbm+066qPg0CHOP/1MRS5Dk78/PsOH49UvEu9Bg/Hs3Qu3oKAKQ1mWlUXm8uWkvvwK1OJGN/n60umFF2gzZXJzNhzqHeOJiYicCLxM1Qn/6cAJ1BUPDgCxQJlW11XAK8B3wGPacXcCfVDnbt4ZGRtzwS6B9vaAUBc2OgVkaqKklNJpOYbKDRBAWWYmeTt3YissIm/HDigrQ5YUkx+9D1tBAR5du1KSkoKtkovHs3cvur7/PtmrVpP6yiuYfH0rfgTew4fhFhiI96BBBP7+97q0KKsjpaT0wgVKkpNVI3LhAhlffknhoV9zVZnbtQPAlp2NLCnBPTSUgHnzMHl5UnrxIkVxJ5FlZfiOGUPQ727XtTVZG4XHj5P9008UHDlC0fETlFVeuttsVntGQv3tlF9jm4kT8R0zmpLUVErOJlKcdA6Ttw9Bt99G25kzdX8oV6c0PZ1Cq5XSS5eQZWWkf2KhOP7X1efN/v7g5oYtNxdZVITJzw+/mTMxBwUhS0ooio2l+Nw5PLp3p/2DD+A9aJCOV1M7hTEx5G7eTGFMLPnR0VU/RyEwB6qLcJZv94yMJPQ//4c5MJCyjAzydu9GFhfj1a8fPlpao5aEtNnI37WLwmPHKDx2jPy90VWiHIWnJybNW1KWnQ0lJfiOGUPHp/6JraiI4oQzFBw8iMnbC7+rr8azR4/mvoRGBRnEREQGA71Rp9n0BsYBYXUUXw3cHBkb45BFouw1QLX6TJyUkBSoaoDqojxiRpjNlKalUXj0KMLDA/cuXfDo2rVcIzlr16lpU6TEb8YMfMeMcZZshyKlpDQlhYIjRyg4cBBbvmpATV7e+M2+Cm+l9SYOl1JSevEixfGnKYyNofTixSqtZJOXNwHz5uLZ06GrfjQ7srSUwtjjFB49SmlqKqVp6hiOcPfAe/CgFtGzuVxshYUUHD5McXw8JUnJlOWozyhzYCBtJ03CS1Fa/TWWpqVRYLVScvYsxWcTkaVqJnSTpxdtpkzBZ+QIhGgx8zybLETLmDAC8AG6o7rq4oA1WjSdQ7DXAPmhdtmGSilHCiF6ADdKKV91lKDqNMYAGRgYGBjUoMVYwrqwtzmyDFgMJEDFukD6jGgbGBgYGLRq7DVA7TSjU7nb1OKtrIGBgYFBy8NeA7RUCLEWCBdC3KD9v8wJugwMDAwMXBy7VhyVUr4ihFgPzEcNwXtCSul6+WMMDAwMDJyOvZkQHgNOSSkXaml5MoUQLzlHmoGBgYGBK2OvC26+lLIi/lsbD3LGgnQGBgYGBi6OvQaotoADIwjBwMDAwMBu7BoDAt4XQuwFyjMRzgfedawkAwMDA4PfAvYGIbyvpeO5Sdt0jxGEYGBgYGDQFOztASGl3A/sd4IWAwMDA4PfEHYZICHEIuAeIK18E2oy0t6OFmZgYGBg4NrY2wOaJqUMcooSAwMDA4PfFPZGwe0VQrR1ihIDAwMDg98U9vaARqBOPo2nmdYDMjAwMDBwTeztAU0FgoDhqBNQp+LAiagxEZG+MRGRMTERkY87qs6WRu727Zy4YjRFp0/rLcVppL72GvHX36C3DKchS0qIv/4GUv/9f3pLcRr5+w9wYsxYCo4c1VuK07j07rucnDkTe5akaU3ERESKmIjIbTERkf/VW0td2GWAtIXnJKrhmQcEOnIxusjYmDygEJjjqDpbGh7dwyjLzCR38xa9pTgNt/btKYqJoTgxUW8pTkG4u2Nu25bcjRv1luI0PHqEUZaVRc66dXpLcRpuHTpScuYshUeP6S3FKUTGxkjUgLGr9dZSF/bmgpsKbER1xfUCvhFCXO9gTeuBUTERkZ4OrrdF4BHaBfdu3SjYv09vKU6jfKXZ/L2uu5Cg75jRFMXFUZbltMWAdcUtMBCvAf3J3+fanyFAwQGXnsq4AegeExEZqreQ2rDXBfe4lHK4lPJvWkLS4cDfHaxpF+ABDHRwvS0G70GDKDhs1VuG0/AID8fUpg0F1sN6S3Ea3gPVr2fhUdd1UXkrAyk8FoO02fSW4hTcO3TArX17Co8c0VuKM9mj/W2R4/QtMRdceXNkiIPrbTF4RUZSeuECpRkZektxCsJkwisykqJjMXpLcRqekZEAFMa48DX27o3Mz6ckOVlvKU7DMzLCpT9D4DBgo4U+T+1eklsIsVRbjO4GIcQafs0L5yhOA9nAIAfX22LwiowAoCg2VmclzsMzMoLCEydctvXsFhiIW4cOFB4/rrcUp+HZW51fXhQXp7MS5+HVN4Ki+HhkcbHeUpxCZGxMPnCcFvo8tTcI4QNgETBDe70spXzFkYK0gbNDtFCL7Qg8+/YFoDDGdQ2QV98IZEEBxQln9JbiNDwj+lLkwp+hZ+9eABSdcF0D5Nm3L5SWUnTqlN5SnMlBWujztEEDJIR4TAgRVv5eSnlASnmflPI+IF1bpM7R7AMGx0REujuhbt1xCwrCrXMnCo+47jiQlzIAgILDh3RW4jy8BygUnTqFLS9PbylOwdy2Le6hoRQec80oMQDvAf0BKHDtcaB9QNeYiMgQvYVUpzE9oOlSyoTadmiZsOc7VJHKbsAbUJxQd4vAe+AgCg667sPZs2dPTL6+FBxy3Wv0HqiAzUaBCwcieA0YQKHVdRtK7t27Y/b3p+DgQb2lOJPyQIRRuqqohcYYID1yv+3Q/o7X4dzNgs+QwZQkJ1OSkqK3FKcgzGa8hwwhf+9evaU4DS8tEq5gn+uG1HsPGqR+Ty+k6i3FKQgh8B46lIJo1/0MgWighBb4PG2MAcoQQnSvbYcQwg9weChXZGzMWSAemO7oulsKPqPUxkje9u06K3EevmPGUHzyFMXnkvSW4hTcAgPxjIwkd+s2vaU4DZ8RavRu/q6dOitxHj4jRlB85gwlSa75PY2MjSlAbdTP0ltLdRpjgBYC64UQkytv1Cal7gOclTZnOTAjwEWjqDz79sW9Sxeyvv9BbylOo+10NUtT5jfLdFbiPPxmTKfgwAGKExL0luIUvPpF4taxI1k//Ki3FKfRdtpUADKXr9BXiHP5DlBiIiKH6y2kMg0aIG0BuvnAK0KINCFEnBAiHTUa7iYp5UEnaXsbkHcWFSPLypx0Cv0QQhD4u9vJ37OHzBUr9JbjFDy6dsXvqitJ++h/5O3apbccpxAwdy7C25vzTz2NLCnRW47DESYTQbffRt727eRs2KC3HKfg0a0bbaZNJe2jjyg8cUJvOc7iU+AiYImJiPTTW0w5wt5EfEKIHlJKuzNpCiGGoiYxjQcCgEwp5fr6jomJiPwj8FbwH++n/Z//bO8pWzyypISzC+6m4MABwpZ+hZc2udGVKMvK4sztv6M0NZXwlT/hFhystySHk/X99yQ/sZCgu+6kw1//qrcch2MrLubMzbdQfOYMYUu/wrNXL70lOZySCxdImHcTuJnp8e23uAUG6i3JEVRJEhATETkV+BlYC8zRprzoir0TUWmi8QkH/ialfF9KuV5K+Q1wr2aU6iQyNubtrW5uXHrvfZdsmQh3d7r8+3XM/v4k//1Jl+zpmf396fKf/8OWn8/F//xHbzlOwf/aawmYP5/0/31MgQtGjJk8PAh9+y2ElxdJj/0VWVqqtySH496hA6Fvv03pxUukvuzQqY0thsjYmA3AX4CrgFt0lgM0wQA1kSeA96ptewlY3NCBSzw9MLVp47JfCregIDr8/W8UxcSQ5aKuOM/wcAJuuZnMb7+jKN41l6EI+etjmNu148LixS6Z3t+9Y0c6PvUURbGxZHz9td5ynIL3gP60uyOKrOXLXTm0/m3UsfuXYyIivfUW01wG6CZU11tl4mnEWkK5QhB8z93kbdtGrotGjLWdNQuvQQO5+J83sOXn6y3HKQTfey8mLy8uLHrJJR/Q5jZtCP7j/RRE73PZZRrazpiO99ChpH3wIbaiIr3lOIV299yDyc+PS2++pbcUpxAZG2MDHgG6ALqPazjdAGnutwApZRUDJKXM1PbX64YDCPzd73Dv1o0L/3qOspwc5wjVESEEHZ5YSGlqKhdecs0HtFu7drR/+CHyftlK+kcfueQ1Bs6bh2fv3qQ89zylaWl6y3E4Qgja//lPlJ4/77IPaHPbtrRbsIDcTZvIXrVKbzlOITI25hfUsaAnYiIie+ipxe4gBLtPoBqYfVLKGlmzhRASNdNCncEIw4cPl9HR0eTt2cPZO+/CI6w7QbfdhvewYXj26oUwOc6G2goLMXl5Oaw+e0l9/d+kvf8+3kOH0nbKZLwGKHgPGojJ2zE9ZWmzYcvPx9ymjUPqa8r5k/7yCDlr1uAZEYHP0KH4jBiOl6LgEeq45UqklAjh6CTtjaPAeoQzt9+OOSCAdnfdic+oUXh07+6Q75UsLqYsN5fSlBS8+vVzgNqmcf6f/yRz2Te0vXIWvleMxisyAs8+fRz629HzM5TFxZyJuoMCq5WA66/Dd9x4vJUBuHXqpJumJlKn2JiIyN78miHhe9R8cZsiY2OaNXVJizRAQoh7gHu0twOAIwDT2rTxe7x9SNdQDw8vgNyysjJrYWFObFFh/qmi4sKU0pLiPJvNlm2zlUkJfmaTuZuHh2cPDw9PEwgJstAmbcXSJv3NZrdwD0+vALPZrZu7u3dbs9lNAMPjThzQq21uAu4Oahdyvb9/+27aNZZJyZHCwpwdeXlZccVFhcklJcW5NluZTUKQm9nNR5hMoR7uHu3NbhV580q1/kWIm5t7e7ObRzs3N/fu7u5e3iaT+Ze8vIyHk5MS6pAQDFxy5jWagTuDgtpPadM2sI+np6+3SW1BJBYXF27Mzc3YU5Cfk1lWVpZvs5UV2aR0E4iObu7u4Z4eXu3d3NzLJDKtrLQkr8xmcxdC9PL09A52M7sHm93cg93cPILMZvfnUy8k/JidnenM66iPod7ePv/s0KFbX08vX4ACm812oKAg+1hhYd6F0tKSo4WFnjm2sjRPIURbs9kc4ubm3tPD0yvcw8Mrq6ysrARpAyiWUrohRJiHh1d7NzePbu7u3p4mkwAYeuL4/kKdupHuIJ4I6dD5aj+/9m3NZjNAqZTyRFFRXkxhYX5SSUlRlq2sNM9ms8UWFhVIJD09Pb26uLt7BJnNbgU2aSuQNltGaVlpvrTZgs1ubt09PLzamkzmHh4e3j4mk+lUcXFBPd9Te2jSd9rfZDL/s0PH0Mlt2gSVf0fji4oK9hUUZMcVFRVk2srKMkrLSpNLS4rdEcLPbDJ39/Dw9BImk1kgTEAZyJSS0hKzQPT28PTq4u7uGe7p4e0pTCY/k8ntnbS0pK+zMtMdcI11cUlKWefk05iIyAjgGWAK0B51teufgV+AGNRhkkLADfAB3IEI1GjmEG1fEXAGOAn0APqiPrMDUdOpDYyMjanz/rdIA1StTLS28B2grnOOuhrrGGACMBb1optCEnAB9eZd0N6/Ghkbo3s4WkxEZDtgNDAOuAZoSox2GXAO9dqOA+morZzvaytc/V47m5iISA/UL+sEYDbqUu/2NjFLgVTgPHBW+//DyNgY3ZfyjImI7AmMBCahXlvPBg45h5r6yk177476UDiJ+iM/CiRor9WRsTG6riEQExFpAsKAwajXOUX7vylJhG1AFnACNbvK+sjYmNcuV+PlfqdjIiK9UHNSTgBuAIYBTV2tOQOIBTK11/uRsTGbm6rNUWjP1E7A/ajRcQ19T3OAZNT74INqjMpJAayoRj8PeDQyNia7roqawwCFA6eAwPJxn0r7JDBMm+xa1/ENfoFiIiLbot60EMAPKPcx5aE+lGKBYtQGeLklz42MjWk16ynHRES2B3oDnfn1+rKBfNQH1xnUhxWoK8oKIMeeh1RzG6DqxEREdgD6oc4TK/+cJL82EhJRP8MQoC2q8TmjrXnS4tG+p50Xnk9euahT5+dQW485qEbzZGRsTEa18iZAtoT5Go1Fe5i1R/0dBqN+Z0E1mmdQH1y+qK3jEO1vFnBCGyB3KI7+TmuNpi6oDYVOqNdYCuSiPufyUZ81AF6o1yhRP99WkVAvJiIyELWn0xXVyJQABagN2pNU+6xiIiJ9UTsFZyJjYzLtOZfTDRCAECID1dDEV9oWAGTU1jOqdqyuD8XfEsa9bh6M+9x8GPe6ZdNcYdjrgerRbsO17Q3xvuPlGNSBca+bB+M+Nx/GvW7BNFcPKBxYJqUcVmnbMuCl+txvBgYGBgauS7MYIAAhxDTUXlA8EA7sbygXnIGBgYGB69JsBsjAwMDAwKAybg0XaX6akjnboGkIIeaiRvT0RO2hvqclizVwIloQzmIp5b16a3FFtO91uPY2HuMZ0iJpcQaoUubseZW2LRNCpBvjRY5F+5HuL49O1B6K+4QQ4VLKl3UV5/p8oLcAV0UI8TiqwXlZez8XNRlyQ/NbDJqZ5oqCs4cmZ842sJugyqHx2jytJzDutVPRxkOrJ+c1cABaA3a6lLJy9Nt6wOhptkBaogFqcuZsg8aj/VDfqyUZ7H5tf4NJYg3sR+tlgjpp0cDxvAdUWQNeSmm431ooLcoAOSJztkHj0O7xy9Q09gHaX6OF7hxuMh6GTmU4EA1qT1N7phi0UFqUAeLXh19dBDWHiN8KUsonqqdHAuajjgtV325wmWiuN9dcza0FoPUuA7T/56IaogAhxHuVep4GLYiWZoAMdET7kd4DzGugqIGdlD8cDcPuVMp7O+FSym8019t+YB1G0EeLxDBABpVZBsyr7gI1cAg3GeHtzUZmtffrgblGL6jl0dIMUCZUGaitjjPXzvhNI4RYjDovxRifcDDa2KVxX51Ppva31jFk1PEhgxZEi5oHJKWMF0Jkoo71ZJZvLzdIxjwg56AtALjOMD5OIxwYUW01zWmo4xOLgb1G7+jy0Z4fUPdYstGzb2G0KAOkUZ45u/KXpbGZsw3sRBsYj65s3MsjhwxXnGPQjEsVA6NNlhwhpXxCH1Uuyzeoz4vK3+ehqBNTje9zC6OlueBAnQj5t2rb7tW2GzgQzfgEAJlCiPDyF3Cv8WN1Ou30FuCiPEHNZ8Xfatlm0AJokclIjczZzqd8QcA6dsdLKY20JU6g3MAD5Tn43geWGu5lx1HpHqehGnrDxdlCaZEGyMDAwMDA9WmJLjgDAwMDg98AhgEyMDAwMNAFwwAZGBgYGOiCYYAMDAwMDHTBMEAGBgYGBrpgGCADAwMDA10wDJCBgUGrQpswvU9bZsFY76cVYxigVoIQYqgQYp32w1unpXJplWgPEKevCFrpnq2rY/9cIcQp7Z7uK1/wsLI+IUSAEGKfg3VlVK9T0xHQXPemHm3TKn+3NF3Laim3WAih5yTCqVLKe7X8bwG1aTRo+bTEXHAG1dAejMtQ17qP17bp0vITQoQ3JU1P5eO0v82RaWExdaQV0u7fYmCYlDJTywwR1Jz6hBBDq2dAqH5uR9xvO3lCSjm92rbavmvTqLnsQUOaAlDXm8qUUr5faftcra4A1CwcjckKMVyrL15KuV8IsVQIsdjIrde6MHpArYMPqPYg1TFXW1Nbmnq0UOt7CJeneMoENWV/M9/T2nIe1kaz3W+t51Pbces1I1Febijastd2UmM5BM2ITJdSrtfS5SxuqBIpZXyl8vdq275BNYoGrQjDALUOwuvKhSeEuKfczaTl0KtwG2k+8n1ayv/K5ctdTo9r2x6v5NoLqOt47W+5W+txrVz5/8u0MuVa9pUvo1HHcfuaeg2NvAePA+HatqG1HBYNTNP0hFerr1a3mxBiWeW6Krnpart/Ve5LdbTPc2h953bU/a5NYx23cj61Lxm+VNtXuVyV69K0PV5t29zK90u75sxqdd8EVHY5ZopfXaFzq73KP9t7KpWvfP+iy8sYtBKklMarBb9Qf2Cn6tg3FFhW6f0+VDdGACBRl4AGyKhUfl+l8gHatnWVzvVeXceXn6Pa8RJ4vBZt9wDv1XPcvqZcQ2PvgfZ/rfet2r1dpp1nXaXjKuur/P9c1EX7Ks7bwP2rcV+qfR4V9wj1IRxQ+XwOvN81NNanq9q2U9XvZaVtGdXKDi3XhtobmVuHznsqvX+82vv3gGkNfG4B2rnuAYZWq7vWe268WubLGANq4Uh1kDWojt33orZOy1mP+sNfj+obz9S2l68kO79yeamOfcwHgiq11MtblLUdXxuZUsqXy99oLfppQPVxhLqw9xoae3yD2Y+l6nKbp+l+D23MqJ7y32i9iyf49V7Wdf+q3Jc66ntfaMEHDWmtRFPud10aq1Pf5/yN5oaLp461uaQ6FhOk3ct9stI4j50E1LdT+07sp9KaPxrpNM/YooGDMAxQ6yBeCDFNNm5JinJjlWlH/S/JSunqtQdiY4+veGhprpMPgLtRH1R1PswboCnXUNvx9rCYxo2bxGsP/blSyieEECOo/f41dvn4b1Bb7o2lqfe7isYm8J722k/996mx111OJlUNThDGyqW/GYwxoNbB3cB7lVvK4tfIuMoPnfKeQ11U8eVrD9KlleuoPiZRG9Va7JmV/h/Or2vb1Kinjpa+vdfgkOOFGm5cebzg3kae9z3UHlB567uu+5fZiLoAXqIBQ+2A+93Yz7hOw631FoNQ3WN1jUcO1fbfC6SLSoEL9fA1VXstAbLpayOFo64BZNBKMAxQK0D7Qc4DlpUHEPDrg2BdpW0vyXoiubR63qtU/l5t2zLx63yZhh4a64ENmpulOl8D92r1TKdqa7jW4+y9hlquqanHxwPzNBfYKdQHX2NCeNej9liWaue39/5V15+p1VmXUbjs+22HxvgG3IHvUdXdWYF23LRy92B5b6ta0Ea5q3BeufHXrn9dpQZBg1Fw9dCTmm45gxaMsSCdgYEBUBE5mHkZYze6IoTYJ6UcprcOg8Zj9IAMDAzKeZ+mj9vpitZ7ssd1a9ACMAyQgYEBUOEOe6L6fJ6Wjub+m9dIF6pBC8JwwRkYGBgY6ILRAzIwMDAw0AXDABkYGBgY6IJhgAwMDAwMdMEwQAYGBgYGumAYIAMDAwMDXTAMkIGBgYGBLvw/c5cZfVzcrcAAAAAASUVORK5CYII=\n", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -148,8 +146,8 @@ "\n", "ax.set_xlabel(r'Concentration of Silver Nitrate (M$\\times 10^{-5}$)', fontsize = 12)\n", "ax.set_ylabel(r'Concentration of Ascorbic Acid (M$\\times 10^{-4}$)', fontsize = 12)\n", - "ax.scatter(target[0], target[1], marker='x', \n", - " color='k', lw=2.0, s=100)\n", + "# ax.scatter(target[0], target[1], marker='x', \n", + "# color='k', lw=2.0, s=100)\n", "plt.savefig('../figures/grid.pdf')\n", "plt.show()" ] @@ -176,7 +174,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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7FpVUjMfy0iCmaZzp6EOT0YStqXFznpQCgEEhwyN5qbA4XTjV3oseswV7s5Kg/Pk/zPmzCNxemMfHQVNAdHgYMSkFyDFvit8SYtwUn1c2optQ+QYAo1YbPm7sIMaWHenxgb2JICAV0XgoJwU0TSFaJcd/l1ejJDocaxPmZuHtRFsPOkYn5tGBxJaOMfOtHd5QwBVb5iIpBYBUnRpamQRXz1xFsiEMj60sQP+YGUdrmjFqseHJNUsQtv8Xc/IsArMjpBmaQa/DprLVX7yYiEYsx2qaN0kcpSLeuN0Mkg3cfVTZMRHIjpn/UkyKorAkMZrVT+kPo1Ybdi7JDNqzNF+txbPF2ayAYVDIMGKzo/5iJbJWFAbt9fiQS8Qoy0zyq3c2XKXAltxUMAxzq4ctmKjlUtxdlImS1Fgos/MQpp4oEbIcfQ2KzV8K+usJLA4MWjWKs1KgkHmWq5J2DqK1aogJk7o4wk6CRi6FmrCIFuNVLkZRFJZEhWNlmBa75qHs/PLYKJS0CBHKiVLQpTEGLI3xjN9P71qGTw5Von583KPvM5TIaBrFGg2K/UhGpxMrlUHsx4JhIKikYqxPCv1uij/o5VJsSWH3zHf8+cNI+Pnb8/BEArcD4XodNpWtQe3JA8TjDMNw7pYCQDzHbikAaOQyqGRk/Qg3wyBOrYSYpomxZT4YszswZnfiJ889iPJTlzFmc4RkTkLC4XYja9qc19/Y8tzSbIzZHdDJQ9dWwRVb5optqXFoGzXjb156F//2zL0sXRdgoqxX9dy/zsPTCfjLnKrypsdH+9U3ajSZUZrjWxAIAAxqBQzque0xmEvcbgatAyNQyYIXTMq7BzhXsb5SmIGqfuOtev2Fxqr0BPxw/8mQvobN4cJbb33gMWY5+lpIX1Pg9kWi0hArHwrT2YstaVF6ooBXYQJ7YhGhVrKSUAAsMSQAENEU0udJuKbabMZdW3yLyd29tQCnjMMefWILjWaLBSt9lPoKCNypRBrCEcmh0eF0uVCSxV0qSopxUyRHhEGnIPc4i2gK2TybD/PBpzc78Pie9QCA5euWoXfciiGCHkAo0MtlMxIScroZvFXTHIInWlgkaVV4qjADl89cxaBpfL4fR2AGzGlievhSlV/n1bd1o71v0K9zjyzyL9qFpg4YgthQP2ga9xlA1yZE4Z2alqC9ZjChKAqFCdFEwatgkWQIQ4pBF7L7CywuXC4XLtY0ssY/P3+dNVbZ0Ysu4xj73Cr29QOmcVzrZQuGHGvpJj7H2ZERfx43qBwbHsLf37fGr90CmqLwzw+U4eDQEGxu9xw8XeAcGx5G/trglfHebnT8+cPz/QgCCxiKonDgAjuuAYDZasPpilrOaw8QYtwUR6qb4eSICT0jJlT1Dwf2oCHkSEs3HshOhmaauND2LSvxx+q5mYue7eib0XV6uRRJXuq9i5UErQrxGhX+6dWPUU34HTa/+Pfz8FQC/jKnienuNSV+nRcXoceybP+atHcXzatgQ8iJ02n8spPxl57KBjxTxF8WLBXR+KuV+XjxnUNwLcAJ5L0lOTjb2I5QCnfZnE4MjngmEMKuqQAJiViCgrRE1vj2FUtYY0sSohGtZdum3JXP/o5HaVUoIAiebUyOIT7HKu3c7ipUm02wcMSHjxvbca6T3R8LAEs1Gnw0QD42nzAMg7vCwyEPka3B7YKQnArwQbKJAQCpWIz1xXmc120jxLgp1mUlcWp/GNRKLIma+35sEqM2By73DCKxxPN9hqsUeDQvFS0hXDCfYm/WzJVlxTQNh2vhzelCgVYmwffLitBrtsJN6K0VktOFy5wmpjc7e1iTfRIHyysQpvKvPPdCU8dsH2vB4nC58Lsz1/wSSPKXVysbIfVTurs4Ohy/3nc4aK8dTMLVCuy/Vh+y+2dGG/DJB5+xxu+k5JSiqBKKop6lKGorRVEPTppqh+y62xWapnD+RgNrvKa1kzU2aLKgb4wtAFfbPcAasztdaCZMdOqH2OJJANAyh+JCNrcbYorGc7vYitUMw0BC04hRydE2yn6vyzdk4/7IKBwY9K8qZq5otFhQbxFKv4A7JzkVYlzgVDW1EceNpnF0DXDvbNZ0cy9GVXX2cc5zekdMMFrnpkzWFzeHR/H/nt5LPJZckotXK7h3hYPBlZ7BWZUM0xSF6zy2PYsNiYiGxeHEu5+Q27/ulOT0dotzcypPS9M0eoZGYAjjF6Po7B+G1A/lXJPFCgvBE3CxMGiy4N6lOUG7n9PlxpoAlOOywrVI1Krwhw+O4cl7NwXtOYLBhuwU1HYPwOFyQeJH33KgZMUYWJYeU9wJYkgURaUB+B7DMA9NG3uHoqghhmE4DWVnet3tDEVR6CSUmpHaEcZsNlid7JjVPsQuw3UzDHpMFtZ419g4UQCs1z53k7c3e3uwPdzAegaT3YEXr9bjr1fmw+5y459PX8M/lRWzFsNS16RB9MkwqkwmFKjZO8jzQZPFgkfvIu8GCSw+hBg3M0ixDgDGxi0YM7Pj1RQdHAtqvo61VrIX/eaDjxvboZVKieJ1ACARifCVJRkw251QSUMztW4cHsOGWYiorU2IgsnuCOITLXxWxUeiqt84348xb9yOcW5Od0y3ryhCvB9enE/v2ujX/RiGwVNlxbN7qAXM4RtNKEoil+3NhN9/cBSr4rmN5UkoxCL0j1tRfupy0J4jWLgZBq+eIfe7BIO3L97A2Dj3D+0i53kAL3qN/TuAF0J03W3NV3ezF26e3rmRNbZiy0YsIYiAPLNuKWvMoFJiJ8EOYbqp+XTuiQjsuz1TRp1ObAs3YMVG9qLZha4BPLVkokdTKqLxd6uXoHaQ3Pv6zK5lUItEaBhfGLuU0VIpNARhqjuVO2DXVIhxM+AZjvlZYpQB23jU/Ekxzp9j+ZH6eS/lHbHZkR+hx96dZbznLV27FD+5UMXZLztbSmMMiJ6Fj7tcLMLLId7VXWhQFIVO0zhOHr1IPH4H7JrednFuThPTBkpPFATx5hU/PUxPfnYYNxdpWYLV4UQbYRdlNtQOjkA2g93FrxSmw2R34toZbh+y+SAvLhLFiTEh6zXdW5KNrivkhaE7oKT3YQBNXmNNAHyVcsz0utua337M9u975dPjrLHq5g5i+wHJx3Tc7sC7da2s8X21rbAS+oTmom/T7nbjt11dWLGBLcP/elUTCiP1MCi+EAVRScUwWu2cYmplm3Lx+eAg7PPcy95htaLdNnel0PONm2Fw+MgNn+ct8uRUiHEz4JVPjxN/c6uaO3D+BnfSQ4pxU/B5nJ7t7EOzHy1goeR/ymuQsYy7f3Y6j+Slom2E3cIQDEi/B4GSpFWFVJ9jIbIlOZa3hHmRJ6e3XZyb08Q0OjICOo1vVbBCgpAICaVMglQ/dmBvR4zjVnz7rlVBu1/TpRv4k5KZlQVTFIW8CB1eqWgkNpHPJxnR4fjPA+dCcu/smAhc4VBABRZvcjpZwqFjGMYjKDEMY5w8TlQxm+l1i4GsRHZlQ1oce2dUr1UjjGCLkEKwgJGJRYghrI4nh6kAwsQiViZjjQWbQYcDD0VHgfYq4R2zOyCiKUSp2O9tfVI01iZE3TKFnw5NUfjRQ+twaWx0XpNTuYjGk3cVz9vrzyXNZ5vwD++ehpNx49cfX4LLR0xfjMmpEONmTkFaIqyEctBwjQo6Hus+vrlaGs+xMJkUuiDa5QWKxeHEnsxEaBX+xdfVG0pxqWcQIzZ70J9lRdzsfaq3pMSicXh+E/25RiKiURobgS6e970Yk9PbNc7NaWKqVqk46/OnGBo18Zo0T8fmcCHcj7IGl9uNS81dft1zoXCitiWoO6Zv3GjCbPyfpSIa3y8rwjufnFxQSr06pRzRWhWcIVKau9k/DAvPD8wiTU51Po5z1VXN9LrbnlgDO2ZlJMTAavf87OjUKuiU7OSNNGmTikWI07AnekkEVV8AiA9xYtowPo4KkwlrNuZ6jA9ZbDjS0o1H87iV1GPUCvz6Wj1xskZRFNIUCrze2xP0Z/aXj/oHEDaPk9+54NrJejz/zknUjpvxjfgE5KnUyFEp8b8fk0vcprMIk1Odj+NCjOMgKzEWo4Re0vjIcF6f+mQeL1K+YzqZBNp5+m4OWmz49fUGbNqyMqDr7tu+Bh81tAf1WdpGzUFpNVBLxPi8iS3Mt9iJUSnw4gdH5/sx5hqdj+MLMs7NaWIKAOeq+BvZGzt7MURQrSRxsdm/L1fH0Cg+qahHG0ev00JkeVo8HM7gJVu5hrBZT7xoikJqmBr/+QZbrXY++dKaIrx3pSYk9/7zrSswVu2f/+58syosjMlRqfz6h6KoKoqiLk3759n5fv7bmRPXaljlUdXNHRjw8iwdGBlFZUcv6/pjHH7Mp9rY517tHYTJwRZQujTKLSASDOrHx/HMzmWs8X21rdiSEusxxjCMhy0BTVH41or8Cel+wm7vig05+HJMLM6OGIP+3L4wu1yIki7epNRsd+Jf3z8LBsBX4+KQr/piYSNZrsB9kVH41/fPwnybCAn6G+eEGBcaugaG0dTFjktiEY1D5RXEa1wuN07Wc5ehHq9t4Tx2uWcQFoJg3FxwuWcQ33rkLs7jXBVkUVoVNiTFBNU+5lrvEJR+iIL6QiERY3saW7tgsaOTS/FAdjJshN/OKRbSrumdHOfmVJUXAB7ezF+emhYXRSyLI/H4Ku5G++nIpWI8urIAPz14Di88tI1TbXUhkRqhw6cVDSgIQEWXizPHy4kldjMhM1yLlDA13v34JB7YvT4o9wwGZqsdNV39yI0LrgCMSirFf35+Av+ylLtyYaGo9BqdTryc618fzNrLl6wMw7C9PgRmxAMbV7CUcjeV5EGj9KzoiIvQQ5oc6305dhH8mCmKwrbUONb42oQoqAkTlDKdbgZP7h/7B/qxPdwAEe1ZdvF+XSu+VpzpUdo7anPg5YoGGK12PL+6EIrJeKuXS9ExasbL1xvwtWL2+01dk4bDH19C+egolmu1IXsv3rRaLfjG7sX3VXAzDD4+VAknw2B7uAEGCfduy25DBN4+dB1f2VnCKtOeouPPH0bCz98O1eP6jb9xTohxoSFj7V2QdbEXgiViMXau5hYx2lPE7kufgs+PfmVc5LxUM3ze1Im8CB2x9WKKb7/5Of79wa1QEnYys5cX4Hu//QDfLwuO0vfKuAhE8DxLIJxq70WCRhmURPd2ws0w+L93DuHbj9/NeY75xb+H6rl/ncOnInMnx7k53zH97Pw13uNvHj4DGc8P6HTeu+zfLll5Uxd0Sjm+f88GNPQuLO88LiiKwpVW7v7GQDjY1IV0ffAmehIRjY6xcRw9ciFo95wtX15bBFcIGvppmkKxH8rIi6yk1wgAFEXpOI5zqQjM9Lrbnvq2bnQNGj3GhsfMuNHMLue61MJuKyjnqP642sv+I2symmC0sXu8qs2hEdwYdjhgdbuRsTbdY/xa7xAYgJXInOnow188tA3PLc1GnVeVSmGUHiUxBlidLuJrfX13KRLlMjRZ5k4N+6TRyJmM3a40nrmJf3v/HGQ0jVKt1ueOsF4iwWa9Ht/ddwqXT9RxnreISnqNgBDjZoLb7cbJa9XEY2eryN7iYxYLqru4xdku8JSWXu4ZnFUb0kxwuRk0DI2iaE0x5zkDpnE8sCwPPzt4Hg4XO57JJWI8tzQLg7PwHZ3O7ytvshYGZ0pBpI5TLX0xkxymRoTSd8vLQto5nSVG4PaLc3OemNp5ttEBwOF0QeHH6pjFZofaz1W0qs4+hKsU0KsUaB8axb5L5KC60AiGFY7bzeD+nORbuxbB4ksFadBKJbhyemEo9YpoGq0DRhytJpdEzobSlDicP3DE53mLJTmdbHg3wquPYCpIcXlYzfS6xYBIRGPA6FlKq5BJWZ5/aoUcTX1sH8A+gjAQAAyMs5ViTXYH0Qt1yBF8fzoXw6DeMo6/3utZ6dI1Ng4JTeP+7GSP8T9U3cSquAgY1ErkrVoCmYjG216KvCUxBvz8Ug26CR6tAFC6PhsfDfRjbI7K97boF09bYNWpBnznnZOoNpvx5dhY5Kp8iw1OQVEUvh4Xj06bDRWnyAkGsDiSUyHGzRytRo02jgV+79aFKcatdoxZuRO0fp72rW7TRKyZSw42d+H7T93Debx/zIyPrtZhfXYy7ivJwblGttI6AGSvKMT/lFf7FBjzhySt/99lX6yMiwz6nPB2YVVcJN775JTP8xZDcnq7xrk5T0wf2bIaLh6hmt1rSuD2Q1zHYrPj/mW5Ps8DgC+vKYJksil/R2EGlibFoDeItf+BMGgaR+uA0a9z3ymvxvgszZA/P3QOjTzm1TOFoigkaVX47fV6WBaIYfPOJZkIVyuCrhwcE6bG51X+eX8tluQUwGEA3vXLpZPjobjutmb53Q8gKdpTMTEjPgbrij2VsMUiEb68hl3axeXj93g+27N0c3IsYgjql6HwMf2gvx8RXhUsbobBr67WIV2v8RgfttggpmmkLS+4NbZm43KIKIrl6/dny3LQMmIi9pvSFIV/u78MrVZryJV6DwwOQiu+/cvZxuwO/Mt7Z2B1u/H1uHgUazS+LyIgo2ksUavxRk+vX3YytzlCjJsBMqkUj21dQzxG8nMGgHCtCvfyuALw+Zg+lpc2pxUNh5u7IBfzT40/ud6AB0on5p+5cZFwuFwYIghCURSFR/NSZ71rOmKzY0lUcB0o9nMk04udCKUcZwg6D4uY2y7OzXlierC8En1G7kTp8OUqDI76ThrPHz7ut5jRy167eskGHV749AzMIZDz9sX+a/Wo7R7w69yixGh0zDKptLtcWJfItq0IBhIRjX9YW4STxy+FTBU3ECiKgoim8NbF4IoViUU0nlpbzLugsgh5HsD3vMaemxwHMLF6RlHUZYqiHgzkusVId28vUfjj5Y+Ps8ZeIVQZ/O7MNaLa9Rs3vG3EgHOdfWgm7EwE28e03WrFZr0emzbne4xf7hnE369dAvm0Fff+cSvOdfbjTx5mC4V87cGt+H3lTRitX8RbhUSMrHAt/rucXL0iF4tgkEjwSndo1dQHHHYsJ3iy3i643Axe/+wKzp6sw56ISERJpZDNcneJpih8Iz4eShGNQ0fIsXQx7JpCiHEz5pVPTxDHX/6E7ecMAM1d/TjGI3DE53FKioGhYthiQ7peg/t3cetnHKhsxN6l2R69p0VJMXjp+GXi+Ws2LsdHDW0wzWIBv7Jv2CN+BoONSaHzgF/ofGt5HqrPX/d53mLYNcVtGOfmPDEtzWbvAExndX6mX/eJ1CiR7ucKUlaMweP/xSIaz+9ciy7j2Jx/MVMjdbjgp5pwWWYSa6chEOxOF4Ysdkh8WPTMBrlYhHCFFD/8/f6QvUYgFCZEz+rPjIvqrn6cPeDfQtFi2DWdLOV4nqKo71AU9SBFUd8B8CKhhCMN08o9ArhuUREVEYEovaflgUhEIzeZLV6UE8v2osuNjSTuHnrvSgJArJosWpEs922d5S8mlxP7+vpQuM4zHn/a2IFhqx0yL1uIt6qbsXfHWs77PXPvJhzysuwyKGQojjZw+v2t3JiDL8XEosoUmuoWi8uFdbrb1we7+nQD/mf/RURLZchVqXjFjQKFpijES2W4MjaGjw6SlVZv9+RUiHEzpygjmTien5JAHFfKpbyWMNmEmDhFRvjcCaH94kotUpdyV+KZbXacu9kBvZdNYYRaia9tKOHcSHhi13ocbZ25HVaiVoXCIO+YRiplONsZ3MXM2wW5WIRXKvyrgrvdk9PbMc7NeWIqTS9C75CR87haIUdnv+++2qb+YVZwIOF0uRFD8P2LDlOjb9SM186Sf3RDwZjVht4RM8oykvw6XyIS+S3wRGL/52cQpwneZJWLDL0WXy/OWjBiSI+uLMDbF4NbhrYpJwX9Y+N+n79IktPDDMP8iGGYfZP/Pux13MgwjJ5hmJcCuW4xotWoiTL0aoJnqV7J/k5Ga1XEPiQDwdQ9TCYh9lzpglSSyjAM+u0OfH/vao8SuvZRM4qjw3GXl1Lwh/Vt+NNlOVDLv+j5N9vsHn8eepUCuzMT8XqV5+7HpuQYHGzqQgPHhC6nLAMdNhvOjwRfqOP86AgsbrII00Km/kwj/ubtk6gxj+OBqChkKdll3cGAoig8Fh2DdIUCr35KnossguRUiHEzQMqh5hoboSd6nKoUckh5PE4NPHM5vXxuFHmHrXZ8qSCdd15Z0d6Lf7yHvJuqlcvwv0fInsBxeg3SdGp0BjCHmM6h5i6og+BhOp0EjQoXeQSpFjNimsbm5FgMVXL30k9nESSnt1Wcm/PElGEYVN7kNx6uafG9o1jX45+6bpdxDC0cPZ1rM5OQGK4lltCFgiPVzciKMWB43OJX6StNU9iax7/DzEdGuBbLeVYig4lSIsaFzn6cPV4+J6/Hh0QkQmPfEEaDpIYHADKJGBIRHdAO+2JITgX851LtTdbY+RvsVdlzhPh3pbWb2E9+sYtd9t8xNo4OgljIdRNZeCRQ3u3vh8Xt8pgQjjucePFqHct2aur5wgs97R5eP1eJV894lkrFFedAKqLR5iX0dF92Esp52hue3V2KVIUC7Va2ENRsiJZKsdWrTHkh4mYYXD5Rhzc/v4q/23cKRqcT30yInzNLHY1YDBfD4JNDlXPyegILH1KsA4C23gF0D7LF3VwuN843cfc0nm3knhOWE2JgsBm22PCrK7UoXsvd6/rR1TqMWe0QcZTKS8UiPLlmCewciuPL1i7Fq5X+7dJ5Y/YhGjoTJCIaD+WkBP2+twvLYyPw62sN8/0YAgTmPDGNi47G1uXc/qPJMRHYUurbn/SZMu4AMh2tQoZtBAGRKTblpuL/fXQSRoL6ZbApTorB0s0b4HIzuOnHrjAAv/tRvRm3O/BebeucigY8uzQLNEXNyZ+lL57fuRatXvYds8XhcuPykeNBvafA4uHxbexS1ke3rGaNPbic7U22ozADKsKK+K4MdmlcriEM6Tp2ie+mIKjLml0uFKnV2LH1ixjMMAx6TBZ8a3kexNMmZR2jZujkUjx1/xaPe7xxvhJPryvGV9YW4YMrtR7Hnn1oG9pGTOg2fbFzIKZpPJaXil9eqeVc+ClZl4V3+/tgdAZHaM3udqPGPO7hO7uQMNkdeO3TK7h4ohbff/cM2mxWrNaG4RvxCYiRyiCm5vane2t4OJLlcvzog3Osv6PbfddUIHCe2FZGHN9QnIfocHbJbkSYBptyUjnvdx+PkCUpBgabjrFxfO+JnZzHjeNW5MdH4q6CdM5zAKAgPgr//OFx4maHUirBny7LCXjX1O5yhyyB/HiyNeNORERTcDMM50KCN7f7runtxJwnphKJmLNBHphQrXzxQ9+7xd6CRlwcrm7yKdX9l9tW4mpbcDxDuXC4XHjt7HVQFIXd9+9ClMY/6W+zzY5BU+DlH/XlVXMS0KdDUxSilHL806v7572pXkTTOFnXipt9wbNb2lGYgThCQsCHsGt65/DeCXYZ1/4z7BLIk3WtrN3R1oER3Oxn7zScamerB3abLGgcZu+Olo/OTiht2OHAK91d2LLFcxfxrZoW9JotiJhWluxyTyjzFq/2VBiu6xmAw+WCRCSCTCJG5/AoGr28WLduWYlXKz13XCiKQmlsBMq7yZUwIprCv9y7Bv12BxxBqHC5YTYjXRH6NodAMNkd+OmHF/Dap1fwydEbiJJKESWR4tn4eCzTaOc9idaKxchVqXDkaDWrH1pITu8sDl2qhNHErtoYHjPhTAW7PFIkonGAQ9ne6XLjRF0L52udJMTAYHKgqRNmh5O3hPfHn52BgaCETuKRFQWo4dhQSFqah5eu1hH1BLhoGBrFNYKfdTDYkhILI4+Nz2LnGyXZOHGMXH5NQkhO54Y5T0wBQKfi/oJTFIUoPX+Jkt3h5G2kn07H0CiifPg/6VUKZEdH4JfHQleGOmiy4J7iCfVHqViMl06QFdy8+fLaIs7SET7KuweQOYeiAVPoFTI8vSQDtRfmv+zrq+tL4Aiikq5cIsYvj5YHnHQLyemdAU3YxXIz7M+fQiKB0exZVSCTiIhefiY7u4TLzTAYJ5R2mQkm7/7iYhj02O34/l7PHV6z3Yn8CB1WJ0R5jF/vG8Lfry2CbFqvWc+ICcNmq4cdzjc3L8egedxjcU0hleD5VQU40OTZsrE8NgJqqRiXOZJTtVQCpUiE33R3zXrhK0wsxj13LZnVPWaLy82g8lQDXvy4HH+37xSaL7RgnU6HDXo9VoeFIVelmtOKF38oUmsQLhHje/tOsWKrkJzeOUSEaWAk7PyFqVUY4nBV4LK+szqcvK1NZkIMDCbDVjvu3k62vwEmnu+B0jzoCHoBJJYkRqOuewAjFnblGE1TeCw/LaDSXJoClnoJeAaLzHAtbvhpX7hYOdTcBUcAv51Cchp65iUx3bCUXco2nRW5GbzHh8fMWJ9FVoXzZu/SbEj9MBKO02sQrlSEzELmaE0zlm7ZCGBCOMDfnbdxuwNvXgjM/sQ4bkWvef7KaZPD1Dje1oNPPz8zb88ATCSSNzr7cLHJPxVkf1iVnoD+a/7t1k9HSE4XP/eULWONPbJ5Nexek5CdRZlQyT3LdpelxCE3lu1D+kheCmssK1yLpdHsst3dETPvJ3+jtwdasdhDYMNotePHF6pQEKnzOPfD+jYMW+2I8/Jo/dnB8yhMiPLY2aMoCtkxEfjxZ2c9zg0vzIKIoljJaa4hDEdbuzmrXFZvzMEDkVHosM18ld/FMDg8FJodCF9MleieO16Lf3rvDLpsNuwIN+Ab8QkIE4sRJZ0boZfZECGR4p6ISJw+UQOLVxmckJzeGWwozoWKIMwWa9Bh7ZIswhXAYyvJLVpSsQgPLefu9X4oN2VGz+gPv6toxDce2sZ5fNA0jv/8/CxKkmMDum9ZZhJeO0MW1ly9oRS/uVYPi5/JaePwGGLVoavuuNFvDNm9bwe+XJiB7ut18/0YAtOYl8T0/ZP8O5Mfn+VXI758/BT6CLsLJF4/7//O3SMrC/D+5Vr0+uGjGggMw6DeS6wpLdI/6e9orRoRmsBUF7sq6vG1Yv9sd0LFI7kpkEvEnKukc8V9Jbmc4lczYUdhBq62hrbsW+D25I+Hz7J28o5eucFSIa+jlbjc7PkZGrXY8P4VtgL3H280s8baRs0409nHGt8/Qx9Tu9uNdIUCqzd+kWi6GQatIyb85fI8j0SzY9SM5bEReHC3pzLl8doW/PD+zVDJ2ImVTinHP9+7EedveoqfPLRnA5ZE6dE4/EUJMkVR+NtVBfi8qZMzOS3dkI0KkwkXZqjUa3G7sCV8bm1inG43Th2rxhsHryNGJkWcdKJEN1elmvcS3ZmQKJcjTCzGd989hVHb/MZ4gbmnzh2Gc1Vk4ZjXD5IXpH9/luwbOTA2js8quEVo3qpmx8BgcK13CPEaJe/370prN765eXnA944OU+OB0ly0DZJj1IM5Kbjop35ILcc9gsXXirPwcWM73q9rhdXPfsvFRLxGif+9VBNQFY6waxpa5iUxXV+Uw3t8a2kB7/HUSB3Lm5SL0hS2jyAf95bksAQ7Zotx3Ipvb1/lMXbuZoffu7M6hX8lJFO8WtHI8hmcayiKQl5EGP721+8FVCYRbGiawrqsJByYoRqeNxRF4XR924yuFXZNFzdrC7Pg9PqsF2emQOT1XUyOjUS41wp4uEqBRIJoSG4Ee0wnlyKO0O+UrgjcNqTHZsOHA/14dIenmNwrFY1QScUeyrxmuxMvXq1HjtfOx2cVDRgyWyDm8UuWScRo7h/GUa9JZvaKQrxacZNVmpyh1+C1KrLyJwD8yZ7liJXJ0GcPvMLl4OAQNm7ir9oJJg1nbuL5fafgcDPYYTAgW3l7JqPeREik+FpcPMpP12NwmgK6sGu6+EmIjUFcBHlxZ3kuWSBoaVIMcVwipnl9THMjdAE/ny+MVjscbjce3rOB85xPrtcjyRDG23v61oUq1HBYruiUcrx4/BLx2JI1xRDTNHpMbGud6TAMgycLZu7M4A8GhQy7MxKRG6GD0WrHf5ytxJkO9sLnYmZtQjRunA/MOlJITkPHvCSmg6Mm2Hh20pq7+1kTvOmcv9kBjYxdRuKN0+UO2ApGLZfia+tL8FaA5bN8vHTiMqSZnqpzDyzL9bsB/tzNdr9Xc1xuN1bGz41FjC9kIhG+WpSJqgC/8MEmVqfB6Ya2oAkyfXV9Ce/nkw8hOV28yCQSDHpVW2iVCgyMeAoVhWtUGPKakIhFNLGfUE5oQ5DSNEhpjWwGvegVZhP+bLfnjoDT7UaCRomMab3+DMOg12zB97+0y6PnvW1wBPnxUbjfS1Xz04oGNPR6Vok8tqoQqZE6dE0TbhLRNP79q3vRZBzz+H5mG8LwcG4KzvMYwK/akI3Xe3ow4vS/X4thGAw6HXOSGF4+UYfvvHMSXTYb/jIxCRkh8hudT8LEYsTLZPh/H51H5akvdr2E5HRxE6bVoKOP3Atuc5DndiKaJs7HnC43UZF8CinPgtdM+dXVOpSuKeY87nYzqOsZRHYM91zqQGUjdEo5Xjl9jbj4rpBK8NX1JZwbEOs3lOIPN7gX3wCgx2zBkZa5qdDKMYQhRq3A86sLkGsIwyeNHfiPs5UYtthgm8fNhblgfVI0Kgnig74QktPQMC+J6ajZgr5h7vKEcasN/UZuTz6rw4lBs2+l2i7jGAZ9rEiR6Bs1YziIlie5sZGsfgxldi4O8OwITOdLa4p8KgtP8fqHx7E6Psr3iXNEqk6D9lEzXv+AW4l5LvjnezfhaltPUO6lkknwi5f+MKNrT1fU4sYffhKU5xBYWBhN4+j0soFyuFyoafEsYZVKxLjQzPb0u9TSxRq70sPuhRx3ulA3xFbgrTYH1oLwek83Nun0HtUVvWYLXr7eiO1p8R7nvnGjGQMWm4eQnNXhxM8OnkdMmNrj3DMNbRgyWXC4ugmXmj3fU6xOgx9/fga2aTukGrkMVqcLr1U1eZyrlIhxuqMXXRz2CmKaxj/fuwYDDjucBJEpEoNOBx6PJu/cBAuLw4kff3AeFAV8LS4OqQtM/TfYKEUi/HlCArpsNpw6Vn1rXEhOFy80TaOyiew9WtFIrihqGTAS52MjFhvqe8lJLgBcD7Iibd3gCP58WS7CeXZC379Sg7/azrb6mmLQNI6USB3uvn83/nTzcoxxWK6kRujwgw+Ow02Yv2kVMny9OAvNRu643We2opigJxBKKIpCuEKGXRkJ+M7qAohFNP73Ui0+rG9D19g4nEFQRV+IDIxbcekUfxshCSE5DT7zkpjeu74U4Vpu8Z8HN62EVskdNB5ZUQAlzwrbFAa1AruLyY34vni6rHhG13nT3D+MBII6brRey7JR4GJk3IqjNf71WbSPmgOSIp8L1iVGww0Gwxw9KXMBTVOTBtmzl0Y3qJXEXjp/yE6Kwydnrwo7p4uQpXfdg6xET5GM5OgIbCrxbE0Qi0R4YhVbEfaJVWxxkPuz2SJvBoUM6xOjWeN3hfuv3NhqtSJVoUD6Ws+yu3Od/azSMYvThbyIMGy/y3Oi1j40gu/tLvMQl+saHkOkRoUvf+VhfPPrT0IhFXv4GsslYjy/swydXguP27atxpaUWHSMemoH/EVpHgYsNs7eJ61MAhlF47dd/in1fjwwgOSVKT7PmwkMw+Dk0WrsO1SBDTodIiRSyOn5bamYKyQ0jSylEgcGh1BzOjhtEwILm6/u3kQcf3rXRuL4fSU50BIEk1IidFibkcT5OvcRYuBMMVrteKe2BQkl3L6ph280QeFjfvnTA+cRu3Si/SF19Sr86tglDJvZSTdFUXh8VSE6jWQrr8SlufhdRQNn7DIoZFCKxcRjcwFNUdBIJfjrlfnYm5WEvnErfnqxGp1j4zjf2b/g5pqz4cGcFMhCsDsvEDjz8rdQaVXi+NVqzuP1bd04XcHd51nd1Y8LN30rrX5wpRYjM9j5fPH4ZQ8bhNnwyfUGJJey1TppmsZjK/l7aadIi9Kjbci/BvgnCtKwEGPF7oxE/PTijZCpHvvDNzcvhzlIQh2r0xPQPWgM+LpInRa715QE5RkEFhZ9A4P45KynYrNELMJv9h9lnfsGQZTt3cts8aPPbrJ3Vi1OF44Tdv9PGY1w+fHlb7FY0G+3s/pKf32tHtvT4qGcFvuGLTb854UqbN7q2SP/5oUqtA2OIHKaH7PT5cZPPj+L5BUTpcEURSF5+XL8cP9JjxK+mDA1GnoG8Xb5DY975q9aglcqGjEwLWZLRTQiFDL8rJz792LNplxsCzfA6EdJb4FK7fH+gkXr2Sb8w7unMeh0YINejxg/Wk0WGyKKwrPx8agdN+P9gxNCN8Ku6eKFy4/+95+dhJuwq9bQN4TyZva8TSYW4c2L3K1TnxJi4Ewx2uz4uyd2ch4fNlsQr9dg5xJu8cjeERO+sakUOvUXse/Zpx7BNY6KrKXJsTh0o4k49xHRNL5cmMG58BalUvD22s81xdHh+NtVBYhWyWFxOrG/oR3HWntwtWdw3r3rZ4tcLMIH9W0YMPmuxvRG2DUNLvOSmMZGR4GvxSc+MhwSHouXlGUlkEp8r0RbHU7E+/BE9YZhmIAFk/jYU5yFSB35GbhU6rzRyGVYm5Ho3wsmx+PjRnKJzXzzRH46Pjl4bt5eP0qrwh/PV3r0uM0UrUKGD977eEbXHrhYgY7+IWHXdJFh0OtZP840TSOMUDKmkrFX5CWEHlGJiGb194hpCg7CxI+m4FdienR4GHu3ee7Yto2aEatWQDEt7roZBs0jJnz/y7s9zh02W1CYEIUteZ47q3U9A/jHe9ZDMa2aQKtS4NkNyzDgVY67vTAD2dEGjE4TzaEoCv/y1D3oH7d6lIvFaZT4enGWh3qvNxs35+HsyAgujnIv4LVarRAHubd01ObAP757GtdNJjwXn4Blmrn3jl5oLNNo0W61oeHMxIRaSE4XJxFh5M96YpQBY4QNgeiCAowTFoYpiuL062UYBnSQvrJHW7pROzgCA0E4boqfHjyPaK/WhOkMmsbxv0cuImnlCo/xKL0WoMBZBXdXfjrev0zebCldV4KfllcT+zilIhrfXJaD/iC2lgUDMU1jU3Is9mYlYXV8JHrHrWgfG8fPyqtDriIcSh7JS0XlBf+dPKYjJKfBY14S06gIAyLCuEt5Yw06yHlKKWIMOr9WZ5anxvvlYTqdozXNWJPpZxLog95REz6+Xs95fE1GIux+ynPvu8S9YzCdpPAwSBZoOUKUSo7i6HD88u2D8/YMX9tQgsqO3lnfJ16vxebc1Blde0/Zslsm5EJyunjQhWmRn8aOHSTf5m35bOXKuwmr9HsyEln95UqxGJsIvnobdXrOCR4wMck7MDiIHzywFqJps73WEROahsew22vx69fX6hGukCFsmir4qMWGH+4/yfJc/fBqLZr6h2Eo9tyFBYCcdWtxqqENh7yEPpYkRuOfPzzukZyq5VJIRDR+ecXTV86gkOFwczev596f7FkOjUgMM4dQxxmjEevW8yvC+4vLzeDnH11EzbmbeCgqCsUa/3yp7xTujYzElbEx/PrjCVVSITldfKzKJ/vNb1qWTyzxTIuLQnoUuV9yVxF5h9LNMNiZnjDzh5xkIsGl8Ng9GznP6Rs14+sbSnh7T7uNJvzNN79CPFa2fSurCmSKhHAtlqfFoZNjce2xvFTUDpATugiFDL+4XLtgezvlYhF2pMUjSavC14uy4HIz+KC+7bZMUCOVctQPjcLqp8esN0JyGhzmJYOhKAoHLnIrtdI0jSOXyV9wYKL84URdq8/X+eha4Ka5p+rboFcGZs/CRevACPbsvZvzeEqEDnU9/nlZrfezz4KmKcTwBNb5JlIpn/BIvOxfoh1sNHIZlDKJ33/ufByubkI/R+8IH3ERelQ0fvH5FZLTxcNHp9n2ACTf5ncJC037r9XB4qVWfrV3EC0jnuIYbmbih9+bE0YjxnnUE48ZhxEtZfdGv1vbijUJnoJpNpcLSVo1lq79ItFkGAZtQyP47q4y0NMS294RE/LjorD3ob2cr/3wY/eDpiiPkl6KovDdXWVoGTB6LDQuX7cMq+IjWeVtzy7NAk1RvL6Z27bk46XOTowSyno36PUe9jcz5dSxGnx4qAK5KhViZTLoxL71Du5EVoeFQS8R4/rJicVZITldXOw/c4W4QVDf1oVqgrgbTdF45xJ5XvfWRfK42ebAgSa2KFyg/NfFauzavobz+LDZgv85dIFo2TXFpxUNGDCNQz+tfWE6MqkEf7F1JSrayQvf8TotXjx+mXispKwEnWPjHrZLU1AUhcfz04jHFhoqqRj5kTrsyUjEpe6B29IXdUmUHm98dGK+H+OOZt621nasKuI9fk8Zuy9zCoqiWPYEJALd0XK4XHh2w7KgWQn0j5mR4rWzMJ2wvAKcafCv7FYuEeNmn39iSWc7F7YH1eP5aTjR1jOjWv5gsDw1Hvt4etb8ZXtBBq4cPzWja4dGTejjKU0UuD3ZSNgdJfk2ryGU5pdlJbFWxbPDw1g9kWKaQgHB2y9LqeQsVa01m7FErcY9d3mW8H5Y34a/WpnvYcnQbbLgjzea8fjejR7n/ubkFThdbo++0nG7Ay98egapqzxL205crcalWk+V3a333I2/23fEQ5E3UqMCTVF46YTnhO2ubavx62v1aJ2WlNMUhRi1Av918Qan6AZNUfjBvavRY/dU6u2x23jLfP2h9WwTfvTBOTSOj6NUq0XWIrR/CTYrtGG4abHgX98/e9v3oAl4ctfyQqJtWk5y/ERpqxciEY1VHLufK71UwKegKQpLosh+qf7SY7KgMErPWz3XaRxjec17M2qxYfOeHbznaAoK8drZ60RbHLVcim9uXo7+MTPhSmDntlV4p6aFeCwrXIuPGzt4F+UWEiKawpMF6TjV3ovfXucWd1qI5BjCkGMIm/EzC7ums2feElMuSfEpzvlQcD3mQ6XW6XKjdcAY0DMdq2lB80DgXkYkxqw2VHMYL08Rpddij5+qwWqZ1G+7k3sykxa8WtrG5Bi89N6ReXltuUSMb2wqDfjz4U1apH7G6rzP7d3q8aMu7JouDloJO/EkkSyzzYFxr91RqUiEfq9ezIQlWaz+IoqiYOco63ISvvdmlwufDw1i6TrPWHOwuQtawuf3dHsvnntwq8eY280gXq9FcZKn1UrPiAl/e/caSKYpR3YNDCMx2oCmLs+dA4qi8KdbVqDSy7y9ICEKCXotazL33Sd3oWXE5DFB0MuleCI/DUM8uwdhMinUIhFe6f7C/2/E6cSjW9hKyP5gd7nx7++fwwmjEY9Gx2BL+NzaN9zulGq12KwPx6EjN9D2Zw/N9+MIBAmr3YEeQmxTyWVo6CDPVbx7zafgsluxBuBRTGLU5sDF7gE8smcD5zmfVzaib8TM23v688MX8NgTD/h8PYqi8O27VnsokU8nSqPCjz49Q0x69CoFHsxJRhOHBsaejEQcbZ0bT9NgsS01DusSo1HVb7ytdk/7xi344NPTM75eSE5nx7wlpl0+EkBfJZKjPmw/ukfGYA/QFNhks3Ou6AUKwwBfXe9bffXlU1d9ngMAObERKMvkllSfjtnhRHn37EtVQ4lGKsE3lmbjlXlKTtUyKX5zMnDPKm/ONbZjZAY7vzKpBL/64JDH2GyTU6lKhqTVqX79IxAamrrY1QoNHT2sicigeRyDXp+bcbuDvVhCAdWEBRRSr2WnzcYq5XUzDJotFvz7A2UelSB1gyPIj9BhU7Jnovnb6w24NyvJw46rf8yMH39+hqVU+fq5CrQPjSB++fJbY3aHEz96/SPERejx0KZV+JdX3oXL9UXCmbJqJWQSEd664KnCuasoC/996AJ6p+2QSsUiLIsx4IXznudmhmtxrLUHZzu4K0NWbczBam0YxiYnts0WK6IDbHFgGAavfnoFZ0/UYotej4362e3c3MnEy2SQ0jT+/t3Tsy7p9TfOCYQWh8uFTsI8TimXouImeeOhrofsV1rfMwgHYb42bLagewZe9FO8Wd2MXdv4d0KHzBZszuP+vFR29CI1Qu93JV3CiuX4n0MXiNZ0ND1hHzPMkbimLMvD7zlUeKNUcmSFa1mtHQudrHAtDAoZfnjmOhyuhdkn6836xOhZt33MNjm9k+PcvCWmz3B4Xfl7/MnV/KvfOqUc9/F4VXnjcrshE4sgIihjzoT/OnAOhqJin+d5m9NzIaJp/PoEuT/Bm8IVBWgcmr3ybKihKAoMAxw6NPdKvTKJGI+sLCCW3ATC46sK4WgMvJcZAFbkZbASFmHn9PaG5O33tT2bWX/P9xRns1bolybHsnYkI9RK7CCUuT1KmEitDQuDXuLZ7/h2Xy+kNA2Z6IsyNovThddvNLF60RuHRxGnViKqKNtj/PzNDvzJpuUeY06XG/F6LTbt9ixt6x4cxt88vgdyqRQUReHBTStxtspTAK5o0wbYnC44vSYpz21chjNeiuKJJXlYnxiNHq/J6YM5yXAzDEsYajo7txXizMgIDg8NwegMrATu9LEaHD56A1qRCGkKxR1p/xJs0hQKfDU2Dn/47AoavnH/fD+OwCwp2LwHOclsBwOJWIwv71hPvOar69jiaADw9LpiUGAnfvF6LTYmsT2b/aG8ewBP5Kchgmcn9BdHLvLa9g2bLRgyW3DPQ/cE9Np/8syjnAq9S5Nj8fsz11l6AgAgEYnwtaJMzpLdNJ0Gf1hA9jH+EqdR4p/XLcW5zn5U9gWnKjGUUBSFLpMFZ4+zNSMEQs+8JaZvHj4LM0851usHT8Nq5/a8fP1cJXGFbYr91+oD6mEsb+7iVbQMlPQo/1bYtuSl+f2cXIp23kRqVCwxk4XKfdlJUEslqDh7bc5fOzc2Av/y4eya3GN1Gr8XDLxZW5iNgzwiYAK3Hy9/coyVhB4qn7AHmk69WIVzXkmY2WZnqTqKaBqvV3n2agLAO7UtrLGrpjH02L+Iqa1WK7aHG7B1S/6tMYZhUDs4gu+tWeKhzNtsNKHfbGX1lf7iyEWsz06GVvFFYmYct+KfPzzO6rd69/gFVDV1ICHyiziVl5KAiDANPr/gaY311FOP4LenrmDE8sXOgUomxfaCdPz3wfMe5+7asRZXewc9JjQURWFNQhT+5fQ13lX4Z3eXQimi8Re7V3CeMx2GYfDSx5dweWwUGQollmkF+5dgIqVp5KlU+PH+C/P9KAKzZGR0FO+duEg8xuVx+luOCrGzDe2oJbRB2J0uvEcQevPFmN2Bz252IoFnc6Kqsw+J4WG887SfH7mIovVlAb9+XIQezQNGtHEo0+5dmo0j1eR2tMI1xfivizeIcU0uFuEvSvPQPkruU13IiGgKZYlRuNg9AMsMVW/nks0pMbOuPBRKemfGvCWmxZkpGLdxJ6alOWmw8DR6r0pP4JV01silvCtl3qRE6GZs/+HN9bYebC8gS6l7M2gax6Vm/1TnsqINRJNmEu/Wtfh13kIgVafGr67WsXZQQo2IprEkMZpYchMIGrnMo1zRX3RqJc5UsndbhV3T25fMhBjYHJ5xKzU2Cjav1fGYcB3rWr1SQazYIJUUqb0EkQBAPu3afrsdnw4OoGi9Z1/pa1VNcLndHn6lwESiu82r5K1v1IworcrDLoZhGFxv78FffeNLHudabHYkRhmwaw17RyQ3JR41LR1wePWLPfTwXnzoZQujkkmRHKFD+5DnhO7RPRtx1WsHgqYoPLUkE/VD/G0fj+5YCrkP2zCGYfC/H13E/+4vx/bwcNwXGQVRkD1PBSaIkEjxVGwczpYu932ywILFEK6HSk6uJIiLIJe9x4Spif2VieFhHqJoU4QpZIR9VN/0mi34f09x73Iax60YGBvHPUuzOc+paO/F3+xYg3Atd1Xb2co6HLtCVhTeee9O7OdwhkiN1CNSq/RoXZjO4/lp6OTYsNBIxfjNtfoFryNCgqYofLUoExX9w/jVlboF/R5kIhFWxkWgZ5al00JyGjjs2Q0HFEU9CGDKUb0JgJFhmMN81/QNDOKDzw5iTWkJoiIjPI6lx0fDNG5FpI7bpNk4ZuaU5o7UKDFoskDDERjz4iIxZrGhtnsA19p6YHM6kWzQYV1WEvReJWwMw+CXR8vxz/exy/BmwofX6vAP3/qax5jT5cLZynrcaG6H0+VGZmIs1i3JQcG6MjRfJK86etM3Zga6gNJUdvmMN8tiIjiPWZwuXOjsR+PwKGiKQla4FiviIj2UOeeKUZsD57v6kaBW4vuvfIg9G0uxMi3Bw44ilDxQmod9l6rxYGke+sfMOFXfho6hUahkEpRMllb62vl+uqwYN06dxpKN5PIlLiiKwjfu3Qab3QGZl29vw5s/w0VXJHp6evDXf/3XAb8vgZkxkzjXPzCITw8fw5rlyyYW3Kx2yKfZsuQkx7GqQ+IjwzHmNeERi2gsT2F/t1fFs5W91yV+Ud7mdLtR3jWA+vFx1I+PI11hRbhYgu/vXe1xTcuICdvT4li9lp80duBvV+ZDMq3ct2NoFJdbu/DQ8nyPc188fhm7ijJhmOZDbbbY8P3fvo2f/OmTsNjsOF1Ri7q2LtAUjdyUeKwtzMa3H9mF1w+exgMbV9z6s4kI0+Ch5Xl47ex1fGnNFyrt95bk4PPKRtidrltVIjRN4S8f24EXXvsEXyvOvFXdkqpT42rPID5p7MCuDE99gKnY0mI0QSqikR+pw7IYA6sy5qODFaApoESrQYIsOFZh3gw7HLhqGkOv3Q4FLUKOUolspTJoCvCB0Gu349rYGIacDqhFIhSq1EhRzI/F2FsFhbD8zV/jqaeempfXv1OZaZw7fPIMVpeWQKVUQCaVIjmG7DpQkEbWw1iXlQSzzQG112JbTmwEekfZCQBFUVgdP1H95e+85URbD8bsDizn6RH8+eEL+JPN3Asjw2YL3rpYhX//7p8Sj4+YxvHTtz9Fz6ARHX2DkEnEWJWfCXra4qBSLsPDK/Jxra2H1aIx9Z5/dvA8/smrSgUAVq5fhv976wB0Mil0Xu+DoiYUb012J7QyCQYtNpzr7EPn2DhUEjGWRIWjMFI3L7Gla2wcF7r60TduRZhMimUxBmSGs+f4K+MioZZI0Dg8hkSNEgrCQutsaTaOobx7EMNWGyIUcqyIi0CilpxPcBGplOOl94/i+zyLHL5gGAbn//FrqExaia9//eszvs+dhF+ZCEVR3wEQzjDMjxiG+dHk8Iu+rjPodUiKj8fbH32K/kHP1e5ueTQqmrhLNEbHLahu6eQ8bomKQz1HIz0A9I6a8fr5CtR2D+DuJRl4cvUS6FVyvHa2grVDNjxuxcqgiR4xeHL1EoinTfIYhsG7xy+gd2gE965fgce2rQUF4LUDpyCViHCmwb9SldXpCYjT+WfkrpKI0U1YcXO5Gbxb2wK72437spOxJzMRIzYHPqhvm3NJb4vThbdrmqEUi/BofhqGrTbU9w7ik4p63xcHEbPNjrON7Xj9XCXi9Rp8eW0RtuSl4UprN075UUYkl4jxDocPmy+6B4fx2flrHmMdfYN459h5pJmahEA2h8w0zun1OujCtPjj+x+hqqmdJYBkHDPj/A1PlXERTRN9lvdfZ3/2P7vJjoOfNE74BDIMg/0NHegbtyJGKkWOUoljw8M4NzIC8bRJ0qDFhlcrGhHl5dH8SWMHwmQShBd67qy+XX6DVfUxbncgXKVA8sqVt8YYhkFDRzf+9vE9cLsZvH7wNGwOJx7atAp3rVgC45gZbx05B4ZhsL4oB6986lk6r8ovhMvNoMVL4GlLXirevVTDet9rEiJxwkudfGmMAWN2h8fq+/TY8lBuCranxaF1xISD06pTyk/U4fSxGgw4HChUqUOWlI46nfh0cBBREil2GyKwQqtF7fg4rprmXgeg127H4aEhpCoUuCciEkvUGlwcHUX9+NxbdzVbLDgzYoTkxz+Z89e+k5lxnNOFgaKAtz7YD8fk7ubhS5XEcw94le5PUdnRx6qGACbUdw/eIPdOfnqzw+95i9XpQqRSji/du5nzfVR19OGvtq/mragbHrfib7/5FeIxi82OVz87jkidBv/23KP4v7/5Ko5cvoGPz7LLlCOLl+L1cxVwE3rhwxRy/PnWlejgqPh4aGcZPrvJ9oMFJgTgXq5oQOfYON6paUGsSolH81KxPikGFX1DON/J7wgRCrrGxvFRQzsyw7V4PD8Ny2MjcLK9lyjUBwD5kTqEyST44dkKjPhZCegv9UOjONTcjeLocDyen4a8iDB80tjhYT/mD+EKGe7JTIR9ForCF5o6cbaxHat6/RM6FfAjMaUoKg3ANoZhXpo2fBjAc76uFYlEKFmSjxVLi1B+1TNQpSYnoTgjmfPa7KQ4FGdyH89PTSSuQk2RGK6FyebAwyvykRgeBr1KgXVZyciKMeCKl+T25ZYu3F3oX+mtL660dqPaKyh0DQxjwDiGBzauQKxBh4gwDbavLIJOrcSN5g6/SwV0Sjn2XfLPf1MiookBoXF4FBKaxraUWBgUMkQq5diZHg+L04l2Din3UFHVP4x4jQplkwpozy3NxnKaws2+YQyZZ67EFyhPrFqCmq5+LE2Owcq0BOiUcqRE6PDwinyUN3cSS4ym46+vLomSrFTWgsDpijpsKslHcWYKJJc+nNF9BQJjNnFOLBJhzfJlyEhNgVWXgFiDzuN4XEQ4CtI8fUtFIprYOrApJ4U1tpqwY7oqPhJuhkGP2Yohqw17MhORr1IjWirDw1HRWFqYiLrJCaDLzaB/3Iq/WpnvsYpeMzCCZTEG7Lnbs4fqjfOV+PZdqyCftordO2rCO+U38KiXZcKrn50EMFGaXNfeBalEjK3LCnCmsh7/9/5B7Fm7DOM2G1p7BpAYHYFndm7Ex2c91bCfefpRtAwYPeKgRCTCd3auxevnKjy+H+s2rUC6XovTXib2j+al4uXrDTDbJ76r3rElVq3E3swktBhNGLLY8Nbn13BwaBDRUim2hoeHdHehymxCjkqJArUaGrEYcTIZtoWH44bZzGn7EyqujY1h+aQHq0okQrJcjk16Pa6Ojc35wuSVsTGs1+mROk+7tXcis4pzYjG2rFsLrVaD2saJJHLnarKY0faVZJ/60pQ4VsUaAIQrFShKJM/nVsdH+j1v+e/yamSX5hPvAwAjFiveOF/Ja/N2oLIRVR19nCW81xpacLaqAU/v3IhwrRpJ0RGwOxy40dyGIa9dX5qm8d1dZZxzPK1chv8+dJ743YvUqLA6IQrNRvK1j+Sm4O2aFiyJ0mNZrAFhMimStCrcm5WEK71DsAXoSjFbLnT1oywxCgWRemikEqTrNdiZnoBznX2csSVapcD3y4rQNmLGVZ6NpkA529GHHenxyArXQiOVIHdSgX4mCbubYfDivkO+TyTgdLlxrrEdDy3PR1qkoOruL/7smL4I4J3pAwzD+Cz7mE5KYjz6Bjw/dAq5DB+f4bbrkEslePc4t0CCSEThTS/LgemMWmwYGBv3mFwBQGqkDr1ejeMnaluDNjGp7xnElt3bPcZ6h0eQHBvpUeYBAGlxUegdGsE9xdl+9Y5SFMXbVzudsg2lKCB8EfrHrUgOU3u8X4qikKRVo99MljAPFf1mK1LCviitSA5T4736NmjkUvTNYXO/WETjcksXBr2UPzVyGcKUck5p9+mIaBqfvfdxwK9NURTkMinGp+3i9w6NIC1uZkqEAjMmCHEuAQNDw7je2OoxrpRLUV7D3g1o6GX/ELcSxDJ6CIs0TjeDYasd/eNWJGpVoCkKYQUx+HVXJ+7aWoDkMPUt/9O3aprhZhhovMrF/1jdhOwVhR5jF5o6IBOLWPFw/7V6PPTIvR5jbrcbGqUcxZkpAKY+t1H45QeHUJqThuf2bsXB8gqkxkahd8gIYMIm6UpdMwZHPHcLV27dhJ8fZsd7g1qJg14qlEVrinGwuYulyLs3KwkHmid2l71jCzCxWBcul+LvPjiDVVotvhQTC1mQVNj5GHQ4EO+l6qsSiaAWiTDqmlsRkCEn+1kipVLYGTfsc5iYuhgGI04nYqWzs2QQCJigxLm+gQlRmEu1bGE2AGjvHYDRxP4NF6dloKabnRzQNMWqmpii12zxa95idbqwOj6KdyfU6nDir3es5jwOTCj23/vwXs7jNzt7sbkkH8ppbWTfengnrDYn+obZ8TtyaQn+9wi5XUssorGnOBs3OBKmvBWFeLuGLJIUq1Zi1GaHQeH5fVZLJdDKJDByeMOGir7Jv6PpxKoVsLncsPJocMhEIhRE6nC1d4jl2T0TXG4GRqsdiRrPz8H038RASNVpoPb67fSXEYsVMokY4QFald3p+POrXArgEgBQFLV1csUtIPoGBqHVeJag0jSN0XHuXTGxSAQ7j7myVCzmVdENVynQbRxj2YH0jpihU3iWbP3J5lJOQ+RAeXRlAY5+csBjTKdWomfQyFo16hkagU6thIim8fE1/8pXv7K2CP1jvpM2qViElysaWK+plUnRR3iv/eNWaGUz+/LNFK1Mgl6vZPjLBWk4faUWOmVoyuq42JafDqvD4fFna3M4MTJuhcYPP6v8+EjUzFDBLS0uCm8eOXvr/8PUSvRMTuQF5oygxDm9TovWXs/PAUVRLFVeAETFxuZ+tpR++9g4S6FxxGbHoMUGrUyCPrMFDMMgxxCGXz28ceJZxq3QTk76U3UapOvZLQDfLMlh9XLnxEZgSx77rRfER0HtFTdHzBbo1F8kf2GTce7hzauhW1KGuBVbcKW+Gb1DIwibNlnMTopl7SyoFDIP79QpihKj0Wlkl7xGKuVwecW2SKUcCZOaBKTYwjAMBqw2LNVo5rT/Si0SY9BLEMvudsPkckFF84syBf9ZRBjwepZRpxM0APEc/pnQAJQiGsM8v/ECISGo8zlSIgYAJosVY4QFNYZhOEtXSbEPmFAM92feYnW6YPHxefrj+SpIfQih1RHUgaejVSkwZvF8lnCtGlcbWhCmJvcwRmtVGOVwoShIiMIJDrFKmUSMLxemcz6LVETjupconM3lwqjNwVqIDDVhMin6vGKu0WoHTU2ocfNBURSeKcrEha7+WZf10hSglIgx4PXnPfFZmdlCWJJWNaPNErVMCovd4bdoqcAEvJ8WiqJ0AHST//0gJgKajqKoFyePka55lqKoSxRFXRocGkZbZxdOXSjHsiK2V9SXtq/jfbj7N3BL/NM0jW0F3DE1JkyNHUsy8GlFA8btjgmbhO4BXGntRklKrMe5sWEa/NvHp4JSykRRFCo6etFv/CL4psZGgQFw7MoN2OwOuFxuXKlvRlNXLwrTk7Bk03rk+2nvQlEU/niee6d4OmUJ0Rj0+nJmG7ToMVlwpWcQTrcbDpcb5zr7YbY7kOZn/2qwKIzSo3ZwBDUDI3AzDCxOFy52D2JFbAT+860Ds/YYDYSVaQnoHTHj7989ih7jGMasNuy/Xo/smAjesp8pKIrCQ8vz0HzuvM9zvclOisP6otxbn79V+Rk4dLECnYRkRiD4BCPO1d9sxrWqaqxbtQL3rmOLapD8TZ8hePqRxh7PS4V3zrAhKQbxaiWStSowAE539MHFMFCIxajoG0aL0YS8iLBb55NWz9+4wd7taOgZwnlCX9ORava5ErEIFTe/2B3OT0lA18AwfvT6RzCZzHA4nIjShcFksSAz4YuYW5yZggiC6N22fPYETCOXYQXBx7UsMZqomjtV4kuKLUdbe2CQyxAlmdtdugKVCtfHTOiwWcEwDMwuF04ajUiRy6EQzW1iWqhS48LICPonrdhGnU6cNBqRp1LPqQoxRVEoUKlxymgM2GNWYGbMNs4NDA3j+o0atLS1Iz97oif9mV1kwch7ykqJ3/H4yHBOxwJS7AMmFGr9mbeEySSo4uhnnGJZSqzP1ilfCciawiwcu3wDVU3tcLvdsNjs+PzCdZTmpLHaOKbYsSQDDMjzS71SToxxU/zxRjPn3PTh3FR0mSxoGTGBYRiY7A4caOpChl4DZQgEhfhYFmPA8bYedE9Wng1b7fi8qRPF0QYPazI+1sZHEX+XAoGiKCyLMeBgUxeGJue/fWYrjrR0ozTWMKN7Smgah4/5J1I6HZlEjMKEaOy/Vu9hjSbAj68d06nML41hmH2TJR9XABwC8GvSBQzDvMQwTCnDMKVOlwsHj5/C5rI1SE5gf/F+9xm/h+Qbh87wHt9Xzt1vSVEUekdMoCkKvzhyET/5/CzONLThvpIcVqkHTU/0CPpTsukPf7F1JcZqvng2iqLw2NY1GB4z42fvfIafvPkxbjR14LGta2+Vg1xq7kLnML/tAQBEaVVYmc4dxKazd2cZLnnV7ctEIjyYk4wm4xj+70odfnm1Dr1mCx7ISfE7eAQLhViMXRnxuNY7iF9crsVvrtXD7nJhb3YSHspJwYlj5XPW9xSn12B3cRYKEiLxkwPn8Ktjl6CVy7AjgN7jMIUcfzg3M1/S+vZunLpeCwDISY5HWVEO3j95ET/54/4Z3U8gIGYd585fvoo927cgIlyP3358lHU+ydfvZYKn38unrrI+88fbetA+6tn/fXN4FBe7+yf6m7OSYbTa8eLVevziSi1qB0fwQE7yLaXDEZudWMJkULIVzeP1GmIp3M4lmawxlVyGR7asufX/MqkEj99VBrlMiv99+TX85Je/Rn1HNx7fVgbRNOXMzv4hmAjVMrWEigOr04kWwmSzaXiMtWMKANsmFcvDZFLszUpkxZY9mYm4NseiQ5FSKcp0OlwYGcVrPT14r78PKpEIq8N0c/ocAJCiUKBYo8HR4WG81tON/QP9iJfJUKzmtsQIFfkqFVIVcnwyELzeMgFeZhXnXC4Xauob8eCenVBOVk9w+ZWeq6pHdQt7gcvhdHH+RnJ5nL5xowlSmvY5b6EoCo/n81v+LU+Nh5nHhhAAnttYyrL3mk5EmBb/9MyDKK+5iZ/88WP8fN/nsDkciNJzex5L0zJxtbWHeIyiKFR29BGPAUBSmAomjhauGJUCJrsDx1t78IvLtXi18iY0UjG2eG2+zAWZ4VqsiovEJ43t+MXlWrxZ3YTkMDVWxXE7RHijV8jwVGEGLnTNTrypJCYcWQYt3q5pwS8u1+KD+jYUR4cjL0I3o/vlRoShODrc94kEtuSlIkqjwm9OcLcuCnji75KK0ev/DwN4h6IoHcMw3sduwTAMvvr4w5xlU4XpZEnxKZZl81eZrPKhpFuQEI1dRVnYXpABh8sFuUTM+Syr0hPwiyMX8Y1NpUQvwUBQyaR45dQ17AaQtnrCG1CtkOOBjSthdzjBMAzLHmT3vTtx9LNDeHg5d+P+FHanC5dburCMYC3hTWXfMDYnx3pIqocrZHgwJwU2lwsUqHmxiakeMOKfTl7D/+1Yhcfy02B1uiCiKEgmnyUzXItmowk/feMz/NUTO+fkmTKjDciICsfx2haMWmy4q4C7hIaEWi7FQ8vz4XK5PSbi/rB9RRGOXP5iJ7woIxlL0pNgEUpA5hKj1//7FeciDeH40kP33YotWYnsSUE6oWc4hfAjmRltgNXhhGJafIjXqFjJqkEpx+jk5EklFWNPZiLsLjcYMJB57cKtTYgiegEui2GvHmsVMqLR/dW2HhR7fa4pisJvPz6Gf3zq/ltjEWEaPLNrI1wJebBabag5fcijjBcABkbGkBDFfm2SWqfT5SbaSHSbxok7ENf6hlAYNdFbH6tWEmPLZv3MJhizIUkuR6JMBjvDQERRc1o2602WUolMhQJ2hoGYoubNr5WiKCxRa1Cgmvuk+A7H6PX/fse5R+/b4zGWnUieg8RHhns4E0whl0oQE0b++04k2IoAQLxGCYeb8Wve8vqNJvzrKrLwEgDIxCJ8fL2eVzjzSms3DINGrLxrC+c5n52/hu8//QCsdjtENA2JWIx//f37cLpcxPet16jwaWcfNhLE7QCgi9CuMMX6xBiMO5zE0lyVVIxknRpP5qfB6nJDQlMeauxzTX6kDnkRYbC63JDS9Iw2OxQSMY60dCM7PIxlleMvFEVheWwElsUYYHO6IBOLeFv/fCGmaZ+fLS5ENI3NeanYkMMt5irgia9PsHHy3x5769OCVynvzWmat5dHJuGvgXf4kGge4ajZnyJssilcLKKhkEp89hWtSk/AUY5G80B5Zv1SDBBUbqUSMSspBYAovRYJeq1fO4TLU+Nx2g8bEwD4WnEWxjlW22Qi0ZwnpUarHb+4XItolQKFUXpETvaSysWiWxPHKVJ1asRqlGi74p8ScTCgKAobc1I4im58o5CK8ZtX/hjwdVMT/vZp/YkURXkILAiEDOPkv4MS56L1YaxzSIlYKkGcrCAhCnYvNcVlq5awvqdRSjmilJ6CClIRzUpKAaBj1IxTXiq2AHCwqYs1JhWLcIFgT2OxO4iaACQf6va+QXT39CEuOgq71rDL87aWFiIpmv3nQSrlM6gVuGdpNmv84dxUSAgTMJKAm3dsuTBK7osLNRRFQUbT85qUej/LfCWl05nNhFEgIIyT/55xnPMmLkIPO2F+EaUPg4TQy0lRFHFBDpjobydRFB3u0dbDN2/JNeh4BSIpisIuQvWHx+sl+hYenFDidUIulUIintjf+cqO9cSkFJhITO8r4Vbuf6ZsKefcz5kQjXIe/YolkXpQFAWFWDSvSekUU88ymwq8vyzNI/YUBwpNUVBI+PVo/CVGpZhVe9lsN7zuJHj/pBiGmQpgOo5TeIvBwzT8K6GXasm+VVN4q1t6U+Nju/8chwcUF8tS4qBVyPxWvuVDKZWge2QMFcdO+n1N74iJZWVDQi4RY1tBul/eSqnL8vDLK7V+P0OoYBgGjcOjONfZj288sAU0gK8W8f9AAMCOtHicbOvFpwfO+jw3WFAUhWRDmM/PF4nE8DBIZtg3tiIvHW8dPTejawVmzmzjnDenKtjftxPX2Isrp+pbWd/h2u4BljhI35gZlV7CIAyAIy3sxJKEXi4jLsqVESZgEpEIj65k6wE8tqoQCoI42qp8dqn7kvRk5MnGUXl0P2pb2c945FIVWgm7sqTS5iGzBR8Q4te+2hbYCEqPj+f71nKxzLFFi4DAQiDYcQ4AKm62YoywYDU8ZkLlTfLi+TGOxf9DHL2FzcYxNHFYpnhTEhOOqvP87TQXmtgLb9OJ1WnQ78M6b/vKIg/hJ7fbjd9ylDUDE3OKl09z+1h+eK0WgxwWeamReiRzWNcAwOEW33PG2w2VVIzWERMO+Pi7mkvuTk9AxTmyP69AcPEnhd8Hr5U0iqJKABinBToiwyP8PZOPbV3Le/ypu9fzHudqlp/ioeV5vMdJhKsU+N3pawFfR+LuwkycbvBvZxMAdt+/229ZaZPVjs8rG32eR1EUCqP0LGuFuYRhGLxwvgr94zY8vncjxDSN31U2Il7DLes+nZ3p8eg2jWOo0j/l4mCQExvht2esNzuXZOL8gSMBX6dTq/A3j+3BL98/SJTaFwgpM45z3ty3ni3adk8ZezNid1EWa6w0JQ6RGk9lx8TwMGR6lbkpxCKsIvibkohUypGsZatF9pgtsBB6qd6+eIM1dq6xHTWERHg/wfLL7nCgvOYm5FIp4iLYu8JRei2UBEEx0k6KVCRCHEGULV6jJJYn+yOccbdhZgIYAgKLgKDFOQDYsbKYWNWTGGVASRa533MXIe4BwA4OUaQtm5b77Rggomic7mBXh0zH5XZj2IdP+iUfi352h8Oj9WbEbMGGYv75ZjahdWKKkuRYmDnsXZRSCao5rHQAYFMyd1ny7cy21DgkaVWw+LEBMxdIaBqfE6qJBIKPP4np85P/TOd7hDEWSh/G2R+cLOc9/roP8SPSCvt0DlTy78iSyIw2YHtBOsZ5mt/9RSyicd+yHFw46F+SIpNK8Hb5Db92QpenxiGBoyfDm0d2b8BhP3dXgonD5cavr9XjbGc//uNr92Hn9gmhlJMnLuEJggInFxRF4f7sZPz8ci26eXoxgolCKsHXNyzDmJW/XJxEhFqJD6/OfJf60a1r8dHpy3NueH+HM+M4583xK+zE7mxlPdxeO3UdQ6Osz7PZZke9l7+pRESjss/IumfN4IhfnxEn48aBZvb3f8RmJ7ZDyAgleMkROoi72Itsm0vYPfFymRSd/YOQSSVEQZAYgw4KwmSWVNosFYsQT7hHklZFLEMl2eJ48/HAzGydBAQWAUGLcwBQ29aFjj62eJXL7ca5Gw3Ea7iSvgqOhDJKo8LJNv5kc4pIpQyr4/kdDp4qK4bbR9x8am0x7/HEKAPyUr/QOLnW0ILlOfxzmgi1kjNeZ0YbMMSTLLfzWAQOWWzo9ZFo364kaFX4rwvs39P5QCuTYK2f7hkCs8NnYjq5iraNoqgXKIr6DkVRLwB4i2GYl3xd6z0RCxTSqvp0DDxGygBgm6FHmkIqwf8d5U+a/SVKo8LbF2/4nWRsyU1DpY8VP2BKya3Xb0/Tyz1zq3x4qXsATcYxbE6Oxe4da2+VEnYOj8LlZhClCtyn9OvFWTh+cu4SNofLhdfOBq6yS9MU/nzrSoxUzqzsQ69R4cs71uOHr76PFoIZuUDwmU2c88ZoZpeB2ewOmLySQBfDsMq3xCIaXcOeyapcIkbLCHtBRiYSodUPb7VxuxN7MhJZ47szEm/14U9nxxL2zkW0VgXS1665m60madCqcU9ZKY5cqiT2XFU0tmHAyK6mIZX4mW0OXCSUc53v6oeT8PsS4Yf/cZbSv0oNAYHFRjDjHDAxDyH1nsskEnQNkO3OuOxYuoxjxN92iqLQTYipXM9z1Edp65jVjvcu1/Ce80lFPctreTo0TeNawxetZiev10DpQ6intmeAs1xXKhLheG0L57V8C/kSEY22GXhs3g5opBJsTonFWBA2ioJBefeAsGEwB/jVjcswTBPDMM8zDPOjyX/v8+c6q41/t+ne9Wy/v+nctWIJ7/G1mezJ1nQe8kPhlkRMmBp5cf6VyfmCoij8wz3r0VHuX6K74q7NMPmpxLo5NxXHalr8Ove5pdlz8uW2uVy41D2AZqMJK9cvQ+m6Eo/jL31wbMZeUgqxCFtTYvHtX+2DwxX68o7E8DDkBiB1Ph2VTIKfHw7c92o6zz9xDxo6Fl//yEJlpnHOm6/cvYE19uT2Mkglnknaxp3bkB7luUuYGqFnKTeKaBqP5bF7J+/PToLMD/Gyd+taiTuJFX1DuE4QRXqHYMNld7qIOx3N3f2sH2qKovDyJ8exa00JMTFdmpWC+Ei2Mi6pxE8jl2JdFlu9fWNSDFHo40Kn74WchSA+JCAwXwQrzgHA2sIspMeze9XlUgke31ZGvObpsmLi+NfXl3DuZD7hR+/4FKQFq+lEa1WcysBTFMRHoe3SZd5zpifeT+/c6FNc857ibMjFZCMMtVyKnTyaG3+80cT5Z7MqPhLpc+xBP5esjo/E2zUtGPQhdjoX6ORSNHnpPQgEn5DKRBn0Ot7jfzzsw6f0+AXe4x9dreM9PlNPSWCi3+EXR2aXWEwRppDj54cvwulnMnW1tQcDJt8rhInhYayJLRcxhVn47XVyaU2wONjchZ9erMaWLavw7EPbWIH62pmr+EpBOtQEVWJ/EdM0vrIkA6ePX5qTlasEvRaHbgReEq6Ry5DvZw8gF1KJGNuW8y/OCCw83jh4muWDd/JaDRq9KiGau/pYq+ROtxu/P8veaX+d0Dspoii8VsXfFuZwuTl7dGJUCow3swXiVhNsuCI1KpRlshPEr+3ZTPweFqQm4EwlOT6fvF4DOSEGkBJfi8OJGwQRssp+I5yE192VwW8hBgDV5sW5uyAgMNdcNctwroo9r5hYnCKLAXG1YL13pQZGDiXWt2taYCeInXnjcjPYmspvo0dRlE+V1tXpiT5VZb95312w2u0YGjX5bEsDAFtcEo7Vcrs+fF7BrRlSEKXn3Vj4gx+99bczD+Wk4EQb2Qd2LtmbmQRzo/+6MQIzI6SJ6eCwkfd4qY+a/NX55Cb5KdZl8fsClSTP3GSYpilIRCK/EkR/eKqsGP3X+HtinS4X3v7je1idkQCXH0EYmFDxrPZDPVYtlyKLxwB6NrSNmvFmdTOWx0bgha/fD5ojoL9aeXNWSekUKWFq6ORS/Mdrn8z6Xr7IiAonlhL6w9a8NOx78/0gP9HCh6KoEoqinqUoaitFUQ9SFLXVz+senLzuBYqiDlEU9WConzUUlGSnsnb00xNiWMlYlD4MOq/SU7lEjCQD224mhbDCT1EUlvow/W4fNeMbBLsVYMLnUyFhr+CT+k4lIhoHqtgTp0/PXUUPwX9UrZRjkFB+DABdA8O3LBam0zvCLp1zud0YJMTgIYuNmBCf5jGqn2KHIH4kMEvu9Bg3RXRkBNEyCgDyU8iLRFkcIkCZUQbOXcEVcZEY9aOS7HRHLwb8sBm50trNu7Atoim878PNoKKxDVfqmtHU1Yc1heQYO51Ygx5tg9xWVQ6end78CB2GOcSRZCIREjVscbvFhFYmwYakmHlX6aUp4I/VwbGUvB2YaZzzuoeOoqgXA7kmpImpyIdths3BX1rqS5nUlxCOiKLg9DPBI/HsxmUzsgwhkRMbgTfPV8FCCK7DY2b87ndvofL4KaQYdFiZloBoH6UmU+xdmgOpn/YkxdHhuNgVPOEPh8uNzrFxnGnvxdP3bUZaKXfpdM/1Wjyen8ryKp0pKWFqZBu0aL0cWo9TiqLw3KZStBMm375QyaS40sL/A7jYoCgqDcD3GIZ5iWGYw5NlYs9NKj/yXfcggCuT1z0P4CEAL1AU9Z05eOygYtBqYLJYvcbUsHnZUOk1KqK3WRRhkhGjJgvJhctl6OKxNni7pgVijoUih9uN84TS19ruAZZfG0VRGCNMjFJjI4mVIOdvNOLpnRuJr8s1TlJZ1ysVRP+/+7OTiZ6t/kxejw0LpVgCM0eIcV+gUio5K8HUHP3eERxq/IkGLad7wIq1xejwYeECAGEyKXZt53d7ACZiDd/PMkVR2JxLVhWeojA9CW6GgdvtRmmO71JjlUKGu3k8VB9Ylgs3x/uXpSXgCo9OSKRy8fudGxQyVPUb51Wll6IoLJ9hK9rtxkzjHIFfA+BfQfcipImpWsUvMsHlczVFTSv/6khDH7m5forGvqEZqapOp21wxC9vUX+4Z2k2Dn30+a3/rzt9BhcOHsH+9z7BlrxUFCXFoNRHGYo3arkUH16t9cv4N3flEr+9D30xbLXjX05fh9Xpwjcf2Q45YedlCoZh8O9nK5ER5B3bTcmxON3eiw8+PRXU+3qjlEpmbCH0vd1laL8YHCGt24TnAXivjv07gBd8XBc+3a5g0vT9eT+uW3B0Dw6jwys2WWx2VrwTi2icrGN7NZMspqoHjBgi7GTq5VKc4dkl3JIay9n7FCaTYDnB1P6rHDZcT6wuZI1lJcURy+Ie3bIaL39ynHgfznFCid+IxYp3CYtP79e3wkIQt3s0j38yCYT4R0/gTuCOj3FTOF0uXK0n7yBdqCaXpp5paCeOW+xOlDeT53xqmRSnCP3w0xmx2XGj38hZsTWd1sERnKhr4T2nsXeId1E5Sq+FyWLDZxeu+Xy9Kd44X8l57GhNM3oIVSMAkGzQYQlP29aFIG44cGFdALYtf7UiD+Vd8ytAJKLooFVSLnBmGuduMbnDGnCdeUh/o0dG+Xc0nyKIhEznmV2beI9zTaCmuH9ZLlQ+lH198ejKAiiDUH4KTNghGNQK7N/3EepOn8Gp+jbkx0fhyTVLiJYI/lKaGodKP0rYaJrC00syYXHMTK0YAEZtDvz4fBXMdgd+/s2HWOJGJCrPXSeqggaDnRkJMNmdGAyhx6lSKsE9xdkzCoYKiQS/OnYpBE+1YHkY7EDUBICzBGRyZe5Fwkrclcnjga7QzSv5m3ayBEHiI8OxttCzNYGmady/jL0beF9JDmtsb2YSsecpVafGGg4J+08aO5DAU+Ilpmlc7WWvwh+paSaWnP3+DLv3tWfQiArCAuPHZ68gP5VcypeXEk8cJ5X4SUQipBK8UFPC1ES7mD/e8F1mtV7nX1++gAAHd3yMmyJMo8bO1eR52MObVxPHSTEPmKgq4xKdlEvE2OND7PJUey9nLPQmO8bAqQ48hdXhRN8wWz18OherG3HPWrZHNRcrUsmxDwBWpidwljJLxSKc4LHM8fVnM1MGLTb8z6UavFndjFcruXtg5wqKokBRwP5GtjbCXKGRSXDk2B2x2RBwnJsORVG6yf8MWKQltDumPmT5f/85/04XV/P8FL/14WNa3tyFBsLEKxBENI2m/mEcDVJdeVaMAXKJGOmR4Xhm3dKgJL0bslP8tsYxO5z4kGPFkg+GYXC4uQvdpnF86+G7ULim2KcKHTCh5nm+sx/LQlj+sCsjAT+/VIOqczOzZ/GHWJ0Gvz5xJeDraJrCXQXps7ZOuh2YnHzpvI3aJ3cGOCdfk+f/COwgqJv8922l7DAwOIzTFZ79SWIRjY9Os1UeScJaJNuArBUFeI3gy0xRFFEYCQDqBkcQy1ECDEx8p3vN7H6sWJ0aNsLqeFEi28g9PT4a2UnsKg+H04UwjooZnZqcLEcSkmixiIaeYC0VrpAR409uBLs/15tDQ/yVNgICXAgxzhORSIR9x8gilZ+du0YcP9vYDgtByEcuEeMTHoHG/T7mLYkaFUrK+DcrpjColcghVItM5/FVhZC088/7ijNTMOqnlQ0A3gq+2DA1bvZzxya+NoXGodGgWMYwDINxhxNvVjfjP85VQkLTeGZJBrRSCR4PQBk5lKxLjMbS6HC/eolDQWGkDksIntuLiZnGOS8eZhjm8ExeP6SJqcNHsqT14WUZEca/ixjvQyI7TCmDPQjlB3cXZsA6Q09UbwxqJbbkpflVbhIIx2tbMOqHnHbpuhLoffhteeNwufFeXRtkYhFWbShFlNb/RvtXPziKIh8CLcHgGyXZqBkwcvZozJYorWrGFjVrMxPxy9+8HuQnWpDofBzn/CBM2hYYvYYfwURPlvf4gkatUsLs9V2UiMUYJ0wszDb2BI0kPkRRFGd/dn6EDiavid6ozYHHfEwk+sdtRGGkgvgoaAgxQkx4fRFN43Ide069fWURqprIE8mzVeTqBlIJs9XhxGWCL+HVniGiWAiXHcN08lSLWyhEIKTofBy/I2LcFBM7WOS5jJ1jzuR2MxjnUJjlGgcmRH64qpZuDo+hhkdYiMRH1/hdHaxOJ1734ezQ2tOPjAT2gh0Jl8uNmm7uklu1TIoLN7nb1x7m6XkNV/BrDfDBMAxqB0fQOmLCC+eqUD1gxMO5Kfju6kJoZRKM2hyIUMqhCVLlYDAIl8vwi8u181LSK6ZpvFYVuFPDbYbOx3HeSf1kCe/bM31x37/is8Bm5xei2LysgPf46gLuRnEAKExg+2dNpygxBtZZlK1OQVEUliRE44MrtbiXUGa3EPjymiK/E6dwhQxto2Yk+ZFg/q6iEWKawp8/uiPgZxq12FAUFY7M8NCoAU9HJhJhY3IMvvWrd/Djr98PGU/P60x5cs0SXGntDljtWUTTGLc5YKmugiKP/zM/G8QKGfQ+vjPTiKAoanqN8UszNVkPBZNlIM8CWDbPjxIw0ZERWJmXwRp/cONK1tjjq9h9m19ZW0S87460eIzZHawJwsakGNQPjWDptFLYTxrbsSqev6zt91WN+P6X97DGe0fNaOgZxH3LPL+3l1u6sNPrXKVcipud7BKzI5eqsHkZWQztoU3sPweAXOKnlkmxjZBgb0mJhZwgfnS1ZxCbkvknik6GgcPthoQgPCWw8AkgzgkxLoiMWyzE8b3ryKWsD21aRRy/b1kOZ6XYoysL4HYzxIX7vVmJMNocxIV1mgKevIe/NcybrQRv6OlEqJWI9DFH+vMH/Z8X2RwOPLeR+69aJhET+/ineKe2BX9akkNcoFwWY0BfADuIDMOgemAEDrcbVf3D0Egl2JOZiO+uYb/+H6ub8dxSfoeMuUYlFePx/DSYHM55SZhzI8LQWF6FlJI84oJtMLhd49xkXNPNZrFtXn1M3zvB7xO6/wy/wfGBqkbeFZPO4VGcbQy8bJVEQrgW1V1sM/mFQqxOg5dO8P95TVG6pthnWczV3iGcbOvFroyEGSWlAPA/bx+c06Ahpml8vTgL505eDsnOqVYuw7uXZqYC/FfbV+N4bQuuHzsR5KeaMQMMw5RO+2fBTNgmeQfAQ96lJLcDFEXh9UOnWeN/OMgee43kWXqukljqNmSxEVV0lRIRDnntKqbpNUjV8St7l8ZEEBdwEvRaZEazS+9JSbRYJMKXd6xnjasUMmLCarbYcKqCvFNxrIZdNmdxOIi7COXdA7ARFuLuy2Z7rXrTYbPCegeU1gsIMS6YWDjKULn86P9wkNyqdbKuFS0DRs5jbRwK+OMxkSgn7Di63Aw+vdkJjTwwZVqTzY5OHz2kET4EPAPhtT/s81nB9wqPyOLKuEiMc+xC0xSFtwnx05vqASN+eaUWzUYTGodHkanX4smCdOzNSiKK2PWPW/GVwtl5z4eKzHAtfnOtHj0m8oJJKNmdkQizw4lv/WofKs9em/PX92KhxbmHJxV8Z8y8+piu9eH9tHFpHu/xHYUZnPLiABATpkZqhI73HoHwvV1lOBOkRDcUJBt0GDb7/pKGqxTYnZFATLLH7A50jo2jbnAEe3asRdYK7hU8PqwOJ3akxXPaXISKBK0KOrkU/+/3+4N+b4qi8OyGZSzbD3+v3ZafjhO1rXDUhdbiZrZQFJVGUdTlAP6ZUmkzTl6v47i1X819k/d7Yab9CfMNTdNYTvBoXpbNLsUi9W1uy0/DIOHHdt2m5YhQsCdfFEXh/mkJWZ/Zin4fq+cXuwaQyLEboJCIUdvDngB+WtHAKlEGgFc+Pc4aS4qOQEy4jjVuNJkhl5AnOaQSZrebwYiF/V5MdgdchPh1oMm36vhd4QYoQrTKLXB7IMS4wNFwlMCTYh0ALM0kl55mRhs4d0xXZyRwOgxkxxgQSbCguTFg9OnnTCJMIUeVD9HIM41tQduMkInFPkUuSVZhU8SpFegaI8/vRDSFJVHkP4NukwX/XV6NC139GLU58OWCDKTpNdiblQSVlL+y7JWKRij8aI+YL55bmo0mH7aRoSJJq8IP1hVDIRHj33//cVDaBoPNXMe5yd7TWce0kH7ixD4+0AM+PlBtPoSLekZMSAy3cPY8KqQSTvntmUBRFA5V3URxYgzUAfZpzgWPryrE2cZ2rPFDAbd+aBS9ZitWxH0hAFDRN4z9De343hN3409Wk8sJ/eUHv/sIf8ahvhdqksPUKI0xoPnSDaTyeKvOhEitCj/5/Cz+fg97l8gXNE3hz7auwHuXa6C60YS7798d1GcLFpMr+AGXlzEM00RRlBET/QfGqfGp4MYwjE/1KIqingVw6HaasJEW4CyENgbShIuktFucFIMPr9YhwasEXiISoXrAs2R3ikvdg9BKpYhSyXG4pQsbk/jLWU+09eBfnt5LPCYVi1BL2JnQqxQwWaxQeSXHmYQeq7tXFRPvrVEqsGsNW6DE6XLh6TL2NRq5DA+Ushco78lMgoqw20tKVr25MDqCIrUGcbLF7/0nQEaIcYEzMkaer5FiHQAwYMAwDKsHNaKwEAOVZNuUlAgdPq9sRDohyVLJpGgaHmMloU63G7t2+PYu9WZZSiz6ffRlPrF6CVxuN8R+esXzkeLHJsmajEQ4XC5ICK9nyE3DucMXOAXe7JMVJAzDwOZy483qZhitdjxdlIGvFWX5TEJJbE6OmdF1c4VSIkaMSoF3a1vxQE7ynL++iKZgUMiwPS0OBw6dQ0qYGoVriuf8ObiYhziXBmC513d+KwDdZNJb7s9uakiXjZUKfnGjunb+1e2mLn7fKrPNASPPzoBUJMJ1H95XgfLn21bC7IeJ+3zxeSV/efMU9+0sw/jkzl/n2Dj+42wlcgxh+MlzD8Cgnl35St/1OiyJ0gcU0F6tbERlX/CM79ckROFcZz/e3h/c0lmlVIL0qPBZraLevywXdpcLI5WhUxGeRw4D8FZsK4Ufq2iTDfOXpk/YJlf8FoYcIAcOB7vstvImu7LieiPbs/RKazfrs0RRFK619RBfa9RuZwkdAUBxdDiqJ8vjVsRFII7DxB4A7C43nshP4+yNoSgKzxDULbfkpUJO2OmIJuyMcnGlvhnVLWyp/4GRMXxSwVbkNNnsxPL5/Y3tMNnZlQu7M8gWNdMJE4s5bRkEBPzgjotxADiV5blEzupau2AhzJWUMilO1bNjITCx+HaVI/YBQPOIZ3I8YrPz+jjzIaJp/NpH+9OoxYaj+w/M6P7T6R0awY0u3895ra0HHUPk8uI4nQYbkrh1Va71DqFmwIgXzlWhcXgUTxak4Vsr8hAmk84oufxZeTWWElo6Fhppeg3MDue8xvRUnQZlidE42d6Ln7/5+bw9R5AJOM4xDLNvUuTt1j8A3sKEwNvz/pb4hjQxHR3j36305VPq6/hdBemI13Mr84pFNKeQyEyJUCvxyulr6B+bvTR3KPjK2iI4XL77pyQiEUbtDpxo60HHmBk/eGoPoov4S6v95a2aZtyd7nuCOJ1krRpSEY1mY/B2uO9On/AM6+foaZsp9y/L5ZW194c9xdk4Ut2Ml195M0hPtWB4HsD3vMaemxwHMLHqNlk28uC0sa2YUIIzTk3UJidrzy30HixSL/3Tuzayxki9mF9aUwTS7+mzG5YRd1ifWpJJNDrPMYQhSiVH59i4z4naybYedPjYKXjlNNuK60ZHP240syeh3tY4fOg1KiRHk20aCgkehFKxiOhvmq7TQEpIrN+tJU94p5OpUEKzgMvTBBY8d1yMAwAdh0vCUzs3Escf2boGUkJVQ7hWjV1F3GI6fP70T+SneyzkudwMHs5N4TzfF74sY9Ii9WgZNM74/lOI2ppwX4nvCrK1mYlQcJQ5i2gab1W3cF779JJM5Ebo8N01hSiI1EM8C3E3s92JGJWCWNGzEPlyYTrermmZdw2Yx/PT8FheGn759kEcPHRuXp8lCMwozhEIeHUjpImphsOvborffuzDp9TH8WpKjkst/LuuL/vwOp0JX99QgobehemFlxqhx48/I4sReLMsxoAYlQI77lrDGQwD5czxcmhlgZU5/+pKHcoSo5Cm0+Dl6w1EUZOZsi01Dr+4XIurZ4L3OZCKRTh3s33WAkv3luRgRVo8Ko+fnPeAGiwmJ1jPUxT1HYqiHqQo6jsAXiSUfqRhUnJ8sjzkECbEQG56/cMX8BYEpFLeVz9j79S/cYj9vTxV30psN6js6MWFJrboT0RBJv5QRZ7DftLYgXGHE7t8LAqJaBrbtpIVM6dIDGeXi6VH6aE3ssWX7lu/gvde0zGOmRFG+F0w3rgBA0FoxOlyQ0WIJ3IxubTOH2uqZqsFLda5F8wQWBzciTEOAIaNZFEiUqwDgFPXatA1QK6CevNCFefrvHzqKufv4fHWbnRN679/tbIROSuXcN7LFxFqJWdPKwBoFTKsy/ItqOaL185c5+0fnf565c3cljEaGfc8LZh6Hue7+vFoHrc9zUIkXa/BwWbfGgOhRkRTeCQ3BYMWGy6evLygKyz5mEmcm87kwtsLmIhvWymKesFP/9PQJqY2H38hUT4awRMi+ScZMeE6KDiENKaI4ClpmykGtRJDJgtaOZTl5hOaphCpUfmV6BSsLsKqDWSp95nAMAxsThf2+FFON8WozQG1VAwxTUMiovFP64pwsWvAr11ff/lmSQ5ajKYZ+5CS+Nu712LANDPfsOnkxUVieNyKH//vK0F4qoUBwzCHGYb50WRZx4+8e6kYhjEyDKOfUo+b/H+K4x+yssYCQiZlJ056QvIVplLA6fUZDFcpMEpQu1ydkUhMWKViEWeP0abkGJzp6EMEQSBkCovThVGbnddHual/GOuz2f06CqkEfQQT92NXuCeZ3lysuQmphJ1U1vcMEn/Ae0dNaCf4E1YPGGEjxAinH2q7K1dnIkKy8DQCBG4f7rQYBwBKBTnx0XEo12pVStg4fElJPslT5E7+JpJYEhUOo3UiTgxabEgJ4/ey98WJulZixcp03r54Y1avAUzEJX+863VKOSp5Kl7W+LAACwbNxjG0E+L8Qmd5bATS9Rp0ztDPNZhQFIUdafHQSCX4u5c/RFO5/7+RC4lA45zXsabJ8t30yXOe96cHHwhxYmon9F5Nh+T1N53izBQ4OOSxASBSp+VUd5tidbpvIaCZsCk3Be9drgnJvWfLl9YsQfk8rBz98aPjsDhdnIbbJK70DOLJgi9+l8U0jQSNEr+8GrzyW4mIRlliFL71q31EG46ZoJXL8D+HLgTlXmWZSfjGxlLs3/cRK3ERWPhICGWh64vZZVs7VhbD4VWGu/P+3cQVe61CBgPHCrhURMNM6K+MUil89tkca+lGShi/jcy7l6oRrmK/Nk1TqOpkT5pMFpvfn9uHN6+CnJDIL0+NQwZhtzNaq8bGnBTW+LbUOKL40Y1+o89ncDEMjM7gxAEBgTsFrsXujSVkgcHluekI15Jjze6iLIwSVLgBYGNOCqd2yOoNy2Ce1MZoGBrFMw9s8fXYnDhdbjxVVuzTh7Isc3Y7pnaHE/f5KQQpomk8tbaY8/iRli5YQqz+SlPUbbdbOkW8RoWXrtYtmAq0GLUC/1RWhDGHE9/99Xvz/Ti3DSH2MdXzfkA+PsufPJ+vbsAIj/2J1e7w6VP60bXg9hdOoZJJ8fjqQtT38CsHzwdyiRj7Q/S+uXC63EjXa7GG0CfGxdWeQQwRdotSdRp8Y2k2TgdRuEpM0/izZbm4ePoqb+mOv9A0hQ05yXAGaWdXLZciK8aAn/3y90G5n8DcYRpnr9B+cKqcFfvO3WhglbZRFIV3ORa4TtW3EXf55SIRLhPiTpJWhWeK+A258yN12LCZu/SWYRjcV5ILLcGWJlypIPZJPb1zo99l7W8eIffdvHu5hrhzUd7cSdw5Pt3ee2uCOh1/+s1sThd6btPyKgGB+cJiJSeL75+8SJzn1bZ2cgojtQwacbWtm3gMmBBxJCGiaZxs74HLzeB4K7dIkj/su1SNcT8WqmUSMdp62Srl/nL12AnUEVTOufjNKe558cbkmKBWk3lzc3gMx9t6OFslFjoKsQh/vbIgqFols4WiKCRpVfiqj99mgS8IaWI6ZDTy7ppuLsnnTVw3FucRVSCnCNeqUOaj/n8TYbU9WISrFCHpYZ0tFEXhK2uLZ90DGQi/eudQQKpoDMNAJZXgXo6/P6mIRpfJEtTkNEatgE4uxQ9e+SgoK2pb89Lw2tngKetmRhvw7btW4Ve/fh2jfvjRCiwMwrTscrLNJfmsXcTizGQoCSbwW3LJq9NPrl5CXPjYunUVcgzkcl4+xuwOfNjQzlvRcL29l7grCkwsxvzmJHvSdORyFTr6/Vug4/IwtTtdUBH6p0YtNmgISbKbAUiZ7Lt1vsWPksPUKNXyt5EICAh4Eq7TEcc3Ls0jLvamxkYixkC+pnjDOk71/wi1EitS4zmfY1d6IuxuN54omJ2QscPlQl5cpM/zFBIxrp70T7eDhEwsxko/xSAZhkE2jxJubF4GGjhUe4NBn9mCRzh+j24XtDIJPr7ZgY4FVo7M12Ij4ElIE1OpRMIpMQ4Anf3DsBNWvacYHB1DN0fzPDBRQsclOz5FK6E/KVhIRCJ8c/NyjBF2/eabMKUMvzxWPmevp5NLA5osH23tQdfYOGieSfLDuSlI1WmCGoiTtCqsT4pG86XZ941QFIXuEROsPJ/hmdzz/tJc7Hv7wwVTjiLAj8nM3jG12h0Y8vphFNE0+obZ8YgB0EDwbI5QK/G7M9dY41KxCK8QrFV8MTBuxW4fE6Sarn5sy+ee8JHKi3OS44i+eyS2cwiV7CrKJCbMS5NjkUyIK5uSY6AiLFr6YwY/YrPj6PDCFK8TEFioDBuNxHGzxQaThb2bqtOo0MRhkaLXqHCdxxbmWjv3sdMdvfjfSzUonIXXesfQKIp9eD1PUZAQxZso+6Kyo5fYGkGisW8IK9K4X0ujkKKKZ048GxqGRmF1uW7b3dLpPFuchTG7Q7AFu00JaWIqk8l4V+c7B4Z4BWlsdif6jfxJyYCPRufm/tB8iadIDNfihx8tPFXVSI0KckIPVij4xVsHsC01LqBrpCKa15NrihiVAn+ouolha/BK70pjI1DeM4g/fMCv+uwP391ZFvRy7gi1Ek+VFeOHP/012i5cDOq9BYKP2+2G3askzGgax4CX557d4URzN3uilra8FCcIO31quRRWQi8pAKSEqQP+0b3UPYhl67hF8dxuBnF6DVEFdwpSv1W4Rg0TR7+YN/uOk/uy3+IQGHnjfCVx/GBzF8YIZXibU3xPNpUSMVR+JtICAgIT0Bz2I33DoxghCAGqFXKU19zkvF8Tz9ysyzjGeUxC05CJRQFpWXjzTvkNxOr8E06SiER4yYffKRcMw+BmAHPQg1U3eeNvlEaF7bNIkvk40tIdUCvWQkYuFsHhZvBmdfN8P4rADAhpYjo+Pk7cTZjisa1reUt1V+VnIi+Vf4X/GR7PK3+Oz5apHa6+BehreldBesh7YE1WO4atdqKnIBf7aluQrtP49cMioil8d3UhWkdMQbWRuSs1DmqpGD3X/fdgJEHTFK639+CDK7O7D4m/3rGGs6xSYOEQrteBgWeSuGVZAZJjPD3yshJjsbaQ7RWcEBmO7QVkYc4dhRnEMrlNybFoHOaevHkzbLVjgLCrMZ2LzZ0w2/h7rj4kiJKZrTbUtHJbHExnTQHZv3BVGjnOl6bEQUSYEGcbwiAjxJyP6vk1BwBAJREjRR48awUBgTsBjZosZLRrzVJE6dlVDRRF4Znd3F70fHOzb25ezlmJ9JXCdPxFqX9iQiQYhsG9JTmI4CglJpESoZvRa1lsdnxz83K/z99RmIEoLbetDEVReP1G8C1vm41juC87CbJFtGC3JEqPSKF89rYkpImpWqXilBgHgPdPlrPK3abT3jeAw+XkFfMpfuujx/P3Z68HTaCGRNvgCC63dCOaQ31uPolQK/FO+exLVvk4d+oyvlnCnmxzwTAMBsZtiAvAxkchESNCIcN/XQjue9mQFIMXr9aj/NTMVkOn+NKaImzLT8P7QVZplkvE2FHIr1wtMP+YTGZ0dnuWnl0bl+OU16KHVCLG/71/kHgPLu+++t5Bon1AQnE2Pif4nHJhdbrw14/dzXtOnE7D2e86BUkhNzU2EqvyfQs7MAyDYY4FPK52CAuHRsGozQ4loSKkNDaCcLYnFIBTxtBW0ggILDaMo+TqtYs1N1HJIXL0Mo8X/fuXazHEoaVQ2d7L6VEfXpgFfcHMhWTO3exATQBiRACQHRPB6xDBxUfvfUy02OLinfJqn+ckhMAC8Y0bzdAT9A9ud7alxuH/Lgd/00AgtITWx9Rux5iJWx0rPlLP6+0UrtUgzMeqVq6PiUhGVHhQewC9OX+zA18N8a7sTFFIJXhsVWFQVGhJXD51BVX9xoBKao639eC5peRdEz4StCr86bJcXOsNbm/Yn5bkoNdshW2WnxGVTAqtQhaSnVOBhY1MJoXES9QnwqCHxKtXh6IoJEWR49X6rGSMEcrV12UlQ0LYGVTJpNjB04vkze8qGiDjKe13utz4/dnrvOd0DY8RLR4oisL7J3yXnJutNk51y+qufuI4l6dfVb+R2J8+avdd8k9RFJYL4kcCAgGhUpI3GVTpSyDimMelx0dzepmuSIvHkImcmObF+xYlmildxjHePnoSrYNGNHYELsQopmnkxPheLAOAQdM4kvzQ6Uj1swTZXywOJ75UmB5Q1ZsvPj9cGVL14ECgKG6rI4GFSUgTU5fbxSkxDgAZ8TGQ8ohV6DVKaDiC4a1zfBzPj4/yy3Q9UFxuN37wwXE8WJrHO5mbb/pGzThQxd3nMVsey/dfwW3IYsP13uEZ94ZoZRK0jpgC2inyhYimsDIuAt9+6V2YZtnHuiUvDbuLsvDTA+fmVBFZYH4Ri0SweJXJRkdGIJpQ3rYqP5PYN79q22ZcJHyuw1UKTk/i4609fpW3u9wMVvpQn2zoHcT6rGTec/Zfr8OyjetY43KpxK+FHalYjCe3s68HuMv6ni4rJo5z+ezVD/onlNa+AAXrBAQWMm43A6uN/b1JSoiDgaBMDkwo9vYSBN8AoGjjOgxytHpFa9UwB1FXYgqzzQ6dQu63WNsUG7JTEDbAbW/DhUoq4d18mc6AaRz3leT4PO9q7yBGfbRcBMJ/XryBWD/Fmfzh88OVqBsfxz++N3Ml42DySG4qBvzUQBBYGIQ0MdWqNYiJ4p4Q3WhuR9cA9w6YiKZx5HIV72ucb+rgPV7T1Y+O4eDLa19o6sQjK/L9Djrzxcq0eJ8CUTPh8KHzqOgfDqgnwexw4uvFge+WTmdvVhKKosLRGMS/UzFN49vL83Dl7LVZl32LRTTuKkjH0ZpmYZXuDsHldqP+pqfIAsMw+PwC20rI6XLhxFV2uZZSLsWZxjbi/duHRogLHdkGrV+K1Z81dWDnXat5z+kfG8f6bP7EdEtuGmIJ9g8UReGesmU+n6OmtRPnqthqwja7A6+drSBe87vT14jj79S2EMcf93MnpMcuTFQEBALB4XAQNUMGBoc5RY4cTheOE+IdMLGgdYinX/Jic/AWoKf46GodYnSBt10Z1Aq8fyWwVh2zxYbKADQi3imvhtQPRdy7UuMRrGmnxenCyrhIYlXOTFHQItwTEYk1YWGoPBW4enywsTpdOBDEzQyB0BPSxNRkNqO5jVuMojQnHYYw7rIEmqaxew23iiQAPOCjCX5ZShyiNNzN5DPh92euIyZMjVw/PLDmG4qikBsXwdnLMVP6LVbck5no9/lTO50q6ex3l6NVcrxe1YQejjKgmRChlEMvl+LvX/5g1gllfnwUyrKS8L19R/wy8Ba4vZFJpSgtLvQYk8tkWF/EXv3OT01Afir7e0NRFJ5Zt5T42fuLbSsxStjhu3fnOogo3yG8sm8YCh6RObvThRN1Lbz3aO4fxkkea643j5z1+RxOlwtxEXrWuMliRUqkjniNnmMlX8VRpfKGn8Ig90Qs/NgtILCQ0IVpoSUIIMVERXKKVCZFG1CYRvYqpygK9y/jnr89uZpsLTUbVqYnoCA+cOVZEU3DOM4vHucN01SPLwXwHrbmpRGF3rzRZCbhcpBELT+oaw3YUYGPTw9VotlqgYiiUKzR4KRxGKePBVd7I1DiNEqkB7n8WSC0hDQxlUjEUMi5VbF6lLFo5vC5muJsVT3v8QOV/GWqY1YbbvYFry/RZLVDLKKRFsmeYC1UItRKvBdEYZ59H59EriGM14PUm4FxG57kUB4NFJqi8J3VhRiy2mAJYv9wglaFu9Pi0VDOv0vvD3KJGN+6axVudPYtSJ9bgeDBMAw+PcwW+ahtY5fg0jSNT8+RBduO1jQTfZetdifevED+TH7UQN5lnWLU5sA3lvKLkzlcLjxdxt8nP2a1474HdnMeX5HrW6RLp1YhM4Fs57ImnZ2su9xuotgSAKxPJFtNhSv8E/D4aIDc0yogIEDGZB7HzVb24pRGrcKlWvI8jKZpXKhu5LznYZ6FpM+rGjHiQ0k8ENoGR3Doxszbmh5fWej7pGm8dPwy1HJu65fpjNsdvPY504lQK1EfBG/3usERiP1IhAOhy27DBt0Xc+O7DQZcN/mvHh8qWgMQoBKYf0KamIpFYkgl3Cv1YBh0DfJ/GQd4/KwAwOpw+tzh6h7hFmAKhLqeAXxa2YDHVwUWoOab1Eg91mWRVy1nwrXeISSH+V8OU9E3jBGbHYogGjcrxCIYFDL86HxVUE2Ui6LDcbCpC1dOX5n1vWLC1MiNjcT33z+G3tHgfAYFFh40TWOcMIHiMpdXK+UYJVQwbLhrE1oGjKzx6DA14jhWfDcm8/t2vlndDFV2Cu85/3XgHOL1/CvKl1q6eKtbxv1YfDl25QbMhPNqW7vQ0MfeARget3Lu5H7cSG7hWBHnn9BIjHTxKVAKCIQSMcfvN0VRaO3hVrnt4+gxBSY0HriqirKjI9DuZ8+4P9zsG8KDpXkzvv6tizdg9UNcbQqpWMTrSTqdq63diOaxiZmOXqXA7gx+G0V/cLoZPJDD374RCJ8drkSOUgXRtA0LMUXjbkME/vPD80F7nZlgdbrQZw7eIodAaAlpYmq321k2CtPJSEtB2RL+Zu+v8vhgARPlHnziRpnRhqAlZcdrW3B/ycz9s+YDu9OF/z54nndlMhAOHDyHb68ILLhf7OrHhiTfxveBEq1S4Lml2Wg2BjfpuzcrCXVBWJEEALVcih/evxn9Y+NoI+yGCdz+UBSFXVvZceqb991FVKT8yt3rMTDC/nylxUVDzNPrQ1qAk4tEqOzjXtxL0al5razcbgbRWjWvIFl9zyAUPgTeqpp9+4cWZSYjgpDcRpuGkB3NTijFNI21GeTYvZIjAf38pn+9RImL0BpBQCCUyGQyhGnIi1N8fqXP7d0KO0dl0xOrl3AmpmVZSX71XPoDwzAYHrfCEIB3qTfb8tMw7Kdeh9vtxpoM/1udUiP0nNUh3lgdTrxV0+L3vUlc6x1C3dBIQFVvvjg+PIwEGTuuiikK4WIJTh3zbYUTKh7JTYF4gevBCHxBSBNTuVyOlCTuL6d5fBxvHznHe4+XP+H2wQKAzyobeMV9xu0OvDVL/0u704WfHjiH5zaW8k4cFwpuN4Om/mF8b99hXGvrwV9sW4k/3bJi1vc12+w40tIVUDC72DWAB3JSOOXkZ0uMWoHG4VG8X8df0hgIKqkYUpoOWgmuSiZFVrQBvzxW7ne5jsDtxTv7P2WN1bV14UxlHWtcIhLjDwdOE+9zpJq8gGSxO1BL8N4rXl2EMxyWKs1GEyJ8lLZea+/BE6v5K0AkIhqPPv4A7zlf4lDbnU5daxekhAS3sXcIEjE7rnYbx4jJuMlqh8VJViNek+C7f8zicOLS6PyXlwkI3E44HA5UVJPt0F4/eJpzN/F8dQNuNJMrHIyRsTjI4Rogpumg+bCfbWyHfJbuCXU9g0TxNxINHT3EeM3Fb05d8au/FACaLldj4ywX+mUiOiCNEF+cO16LZ2LjOOeGW8LDMeBwoDfIWif+IhHReKWCu6RcYGER0izL4XSghUf8SK1UITqc37cpP4W/ZKEwIZr3C62RSxEdNjvxo88qG3AfT5P+QuLt8hv4wYfHEa/T4N8e2IIVafEztmfxpvN6HZ710a82HZebwac3O6CT8ZRzB4HtafFYFmtAWxD7CNL0Grz8Pv+iSCBIxSL88P7NcLnduMRh/yFw+1KypIA1lrNxJ9FGRSSisXEpuerg4eX5RAXeXUVZiCKUeumUcuzhmGB8drMDJauLeJ/7wyu1UPIIIzEMg1dOX4OIZ0FueMyMd475LtVq7ib3ddZ09RMnjW2DI0QvvAHT+P9n77zD2zqv+/+52IsguPeeEiVRe0u2vLe87ThxhuPEcZK2adIkbdOMtknTtEmaX5u0mXam95Bt2dp778Uh7r0HQBDEBu7vD1IUgQuQIEVq2Pw8j5+EFxfAJQWc+573nPP9Yg5jJdEWQUWj4VgD98ZH1vI7yyyzDKNSKsnLDt36uaqkgP4w999FBdmIhB63yUpKCNvCKpMJrJvAwipSMmKjuaNk6hoXXVYbPYORry+Ubc1smJMd8fmLJpFonu/uZ14YsbhIONPZR4PFNq3zpW92d6Oe4PXm6vT8bMvJaXvPyaCQySiMnfWuvlGYUQNO25Cd85VVLJxXgjLEwkOlUpIYwutvLFET+Cvp1UqGXG4gdHAz2510DNjYcr6G7HgTRcnxk7J4+c2+Uzy+vIRobXgRp0jpsAxS3taDz+8nPymW3ISYaUkaB50u/t+OY8xPT2TjwiIeX1Yy7vmiKNLUN0BVRy8ymcCclATSJ/jS9gwO8Zfyer6yLPI23q4hB19dXjLu7+gXReotgzQNDKGUyZgbH028bvJ/64woHf9+5AKfmJdHRoSzGsF4/X5q+q20DtrRKxUsTIzB7xenzRJILpORnxjLT7cdIc6gJWccAS2310dZWzedAzYei/QNNBpkBRP7oM0yvVgHB2loasHv9yMbc3PWajR4w/iM9g/a6LfaiA1qszUUFfPWngOSWSiDRsVP3jnMdzfeLHmtVyoaeHJODjVmK35RJMcURZZRx7356WFVbWE4Djy1av64388hl4d7SwvCPg5wsamNB9YuHX3Nps5eLjYPd1bMzU4jPTEOCD+W8fjyEgwhZrGW5aaFbCFONOq5I4SSpMPro3PMjny42PJaVzfPpE6fEmUkeEWRRoeDTrcbrVxGgVaHcRwP75nE4/dT63DQ5/EQpZBToNWhm6Sv43Th9PuosTtYPZknzca5a8Lg0BDHTp0hPydLEjNyV99Ox5n9IVW3M5PiuVDXAiGc4uRyGQPjeEyOtfqbyroFhju9/nzkPP9438RdHeHw+vw899mPjf7s9/upae2kvr0blULB/LxMEmMuX8v2sjo+f/PEFlowvAGXMUGBZiznus3cmZt2+dqC1i1z402YxhFdqjEP8sgE1mCTof5wHXfFxSEThHFji1Yu57nUNN7cdo5H7hx/w3Q6cHi8lPdaMDvdxGvVGFQKOmx2Uq6gnXuqWF0eynstka/l4CMd52a0YqrTalAq5Lz01jshjZkB9p0dv+88lO/dWAZiE2nss4R8rKK9hz8fPk9ZSxfxUTqO1bfx6vEyfOPMpI6lpX+AaJ1mWpLSY/WtvH6iArVSTrROw86Ket4/V3NF1iSnmzr41pu7GHJ5+MrtK9m4qBh1BO0qO8rr2XKhBqNWjValZNPpixwYxwoC4OThc3xq/sTKm5dwen28eL4W4zjVUr8osrm2laNtPcRoVMhlAm9cbKJsCu2ugiDwtRXzsLk9DE7BosXt84+8t4V4nQa3z8/b1U188RevRvx5ifg671qN2+fj3TPSNk8YblX83YHT1PeYIxZEmOXaIZcr2HfkGG9u3oovKBEtb2jF4ZJW91LjY0MqjmcmxdMSZhY5K0wbWZJOw6uVDagVcoxqJfuaO3nxfC2nJ7AUePV4+YRt+W+crGDlHbeOe86g3UlhRgoA24+fZ8vRM0Trteg0Kt7ef4ID54bb/8KNZfzuwJmQyfHLRy+EVN3esfMYNSF8jOWCwJNzc4DwseVcVx9R0yjCFgkev58tfb1UO+zEKhV4/SLv9fbQ6rz6Yhx2n49NvT20uVzEKZUMen1s6umh1xO5qMt0YfZ4eLunB7N31lLrRkAuk7Pn0FG27tkvWbdoNRq2Hw/tRQxwsiq8Gm5Fe3iF7A7L4EjhYWrrFoCWfuuEtoLjIYoiv9xzEo1qONnz+/28te84B85dJM5oQC6X8ZftBzhb0zj6nMmIHR6obgq5MRfuWj4xxqs51Lrl5Yr6sLobZ7v6WZEaP22jVaIo8kJ7B4U6XUSxRSYItLqcbNl5YVrePxx9Dhd/LKuj1+EiUaeh3ebgYu8Af7pQz4DLfVU95lutQ/ylvG5aHSQ+7Mzolq1cJicuZrgqeOLMedatXCY5Z+PITns4nrh1fGP4BXlZuHzS9i2Pz8e2C7U8tXI+PTY789ISWZKVysvHLnChtZuFE7ROnGvupN/umLD6GAlWh4tDNS08u34xxpGZryXZKfxu/xkaey3jVs6C8ftFXj52AafHy32lhfzrQ7dMqqLXZrZS09XHs+sXjyaxizKT+c2+08xNTQgpDnDm0Blsbg8xEUqfA/TanTw9f/zWmep+Kza3h4/NzR0NlHPionm5ooH8GCOaSS4gVXIZSXot/3m0jO+sLZ1Uq8rZrn50SgX356ePLpJzY6J4rbKB/XuOs3r90oiS/kgpSo7nVGMHXQM2koIUjg9UN1GQGMdtY25As1y/6HVa/u1bX+fQsVOUV9WwYO7lXc7P3rch5E1wSWEOHf0WyXFBELgrzAbQ+qIs2sxW0sbszFsdLpymKPLUSlalDXtzlibG8i8Hz3HXzePHVovdSUFSXNjHRVGksdcybkW1x2KlsrGNO5YvoLWnn5rWDj53/62oR9qDFxXk8Ot3dzI3O42spNDeoRlhqh4GjQpTiE1BQYD4EMfrzFYaLDbuyU8PG1v+5d0jfC41TfLcmaTCPoRWJufWmMsdMhkaDfstZh5XJ02rAMlEnBkcJFOtYUX05QpNtd3O0QEr913l9ubjVisLDAZK9JErvM9y7Ygy6Pne17/C9r0HaGptIzvj8piVSqXk4ZvC61h8+u6bwj722XWLwnYmPbNu2MZqKuuWS5xv6eLx5VNfx9lcbu4cE5Mrm9qx2h185p6bR0cc5uVm8PsP9lKclYrfL/KFDePH3rHcVJQ9oSr6JRp7LRxo6eKJkQ24cOuWbfVtfLa0QBJb3qtp4Vtrps8f9vi+KuYZhjfPI40tD8Yn0OB0YnV5xi1cXAn7mjtZnhLPouTh+1tpUiyHW7sZcLnps7v46bFyvrC4mBTD+B2ZV4ooiuxs7OCOnDTyIvw3nmWm7WIUchLj4ygtmUN9U2hxmku76eHYeeLCuBLdfQOD7KpokBxvMw8Sa9CSFG1gf9XwrppMJlCamUxN1/iVBFEUeflY2ZSMmEPR0GMmNyFmNCkFUMrlzE9PpDZCj9UOyyA/3XaEi529LM1J5bPrF5MUbZh0m2ltdz9z0xICkiy9WkVhchx1YdQ9P6htZW0Y38BQWF0edjS0kzlBta/BYmNeQgxymcBftpzB7HQTq1WTrNfSOol5jrHEatU8u7Bw0tLgDZZBFiQGtlZnGvXEadQICHz9N2+FnP27Ep5aOZ+OARu/3nsq4Hhdt5lFE9iAzHJ9UVZZhVaroa4xMM75s0r5+ZvbJOfL5TJ++97ukK+1r6qJrhAWVzJBYEeQunZDj5mCpLgAFWmlXDbctjSOTZbV4WJ57vgJWs+gnedvGX+BJYrwxG3Dm4d1rZ2U5GSMJqUAeq2awoxUalo6yUkNnZiGS47DjV3EaFSkRkkXFCLDZuoQGFsuEatV0+F203eVq4OtThfFel1AbElVq5ELAmbv1d1Fb3E5KdYHxuU8rZY+jwfXNHaGTIRfFGlzuSjSXf22ulmmhiAIvPTWO5QUF1DfKF3PvX84tD8zwKu7joRV5j1a1xq2atozaOe9s9VTWrcAtJsH6bVFpqQbjtdPVLDmzttGf65t62RhQXbA3H18dBSp8bE0dfay871t1HZFtq7z+0V+s+9UxCNdFacqAiyxwq1bFIJArz2wS7HD5uAry+dO60ZYrcPB6mgTEHlsEQSBWKWCH747MxYyflGkeWCIeUEFnwWJMdRbbOTGRPEPqxcgAK9fobrxRAy4PLh8PnJNs5tvk2FGE1OX201Bbg5utwdFiHmaQZttwjbJIacL9TheqBePHqc0U5o0KWQyXB4fgw4X3jECGm6vD+UE8zSCIPD8hqW8drycEw1t/Hb/aX689TA2p3tKfpRyuQx3CBVJt9cXVuVXFEV8fj//b/tRfrHrOF6/n6dXL2BuagJFyVPf2VbIZLg90mtxebwow1zLrdkpk6pe9tqdZEbgc6qQCbhHWh//0tlBdf9wC6Pb57uiwfxMo56XQ2xWjH8tMtxBQit+UcTt95Np1PNPa0p5f9uhaW8BWZiZTFZcdIBkvlwuhPy8zHL9olGr0ahVKIPinOj3kxnCCgVgYUHoOZ8VuWkh/e9Sog2sLQi0T5HLZbg8Xj4eVF13+/zUloVXIdSrlWwrq6VqHP9BrUrBj7ccpv5I+AWE1+fjh3/aRLfZikIuDyn25PZ4eGPvUYx6aRLy6ktvYrFLN5GO17dxuqlDcrzsyDneq2lBFRQfBt0eas2DLEyKBQJjy1iKdboAn72rgVwQ8ARtavlFEa8oorgG1+IOuuf6RBEQkV/FSxEAuYDk7zLL9YsoiuRkZuByu1GE6B4a795oGBnrCkdKmIW7z++nMDluSusWgASjjnsXFPCnw+emfO9enpPGptffYah8uP1UIZOHTLJdbg/Ouhq0KgUrcif2GfX7Rc40d/BYhNXcnTuOopTLyBnjaT3eukUZtKl3vL2HTtv0quJW2S8XECYTW0wK5YwJ0AkMF6E8Qdfi9vlHLWM0CjnJBi1ymUCdeeYU2hUyAZ9fZDbMTY6ZVeX1eOno6ubIqTPMLZS2p/WcPciXH7kz7PNbu/v4+B1rx91NMmhUIRO1tJgovH4/Oyrq+avbhltM7G4Px+pbI6qEZsWb+NKty1mWk8az6xfzxVuW4fb5eOtUJe+eqeL9c9X855ZDdFuHQlY3xlKQGEub2RrgY2kecnCupYuS1MvXIooizX0DHKxp5nub9lLfY+bZmxbzpVuXkxEbTULUlc8bzk1NoKK9J0Bhrt08SEOvhaKU0IHi/TBm9uFI1GuYEzfxMP+cuGjOdPVjc3v428xM5ifEUGceZNDtJeMKf9dc0+TaJubER3OivRfXmMXsuW4zUSolMVo1SrkMhUzG/722/YquKxR3zs/n5aMXRpOEeWmJHKhuntbZ1llmFqVSSWtHJ3OLAuNc8/HdPLheWnXsHRgM6ekJcLa5E0OItvnf7j9NalA7UEFiLEdOV7Kt/rJ/p8XpJkGnYVFyHP/w27fxhEjQ5DIZ/3DvOqK1Gn6552TIRVuURs2/P3YbArD5zfdCXmtqfAw/+PyT9FsH8YsiFQ2t9FguV2/bevrZc7qCb35iIwvyApPqM7v2smFODvcsCBRXauq1EGfQ8nxQO5zV4cLidPO1FfMk94S/lNWzdoxVzNjYcok68yBuv58y2/Spd0dCnlbLeZstYNF20T6EXiYn+ioLIOVrdZyxDY4sGIfvOWdsg2RoNCiEq2eFJggCuVotpwdDWwLNcv3h9XrJzcqgrLKaOQWBcW7gwiGevmt9yOc5XG5Wzy8Mu44z6TVhW3Gb+wZYnJUypXULDHemZcWbyE+M5WRjO+Yp2JXMS0/koSVz+M2+07z05zeYn5fBico6Bu2XX6u6pYPqC+W8caKCW+fmTtjJ5veLw+4JMcaI1qOd5y5yoqOXpcmB3SUTrVvGUhwXPW4SPxXui7v8t59sbNlvmRnrPEEQKIo1cri1ezS2+EWRw23dzAnSaXi4KIvOIQdW18zMuRtUShJ0Gk529s7GuUkwo3dFURTZtmcfRQX5lJYEDp/7fD5e332U0vzw6mB/2nZg3MT1xI7dYdvVBEHgoUXFfPbFdxlyuTGoVTT0WliclUJeYuQznZfQqZToVEqe33B5TvaWOTkIgsAfD53DL4osz01jR3kdGxcVk2jUE6PTIAgCaqWCBxcX8+bJClJMUSjkMpp6LWyYk0OcQcuhmmYy46L5/cGzLMtJ4675+ZLKyHQRo9dyW0kufzx0jsy4aPx+kTbLIPeVFoa1jVgexsw+HD12J2e6+nl4AuW3dKOe0sRY/nChjlcaGtioH/4ibyzMuOLh/CT95ASr5sRF02lz8OK5WjKNegZcw16JDxVe/ndYmZZAUVw0B/ecYO0G6bz0lfCpNQt582QFRcnxrMrL4J0zF/nf3SfIijPxsYmfPss1xDJg5f/95kX+5nOfISfIt3nzodMsK5bOCu8+VUZJjtTmZcBmD1lBhOEOi+DvqFqpID8mio4hB29VNaGQyWixDrE2PZGiuGgeV8g5tv80c5fPIzaEQm9ytIEFGUlcaO2mOCVeYmgvl8nIijdxrL6N83v2M//mdZIFpkGroTAjhfcPnyE3LYk/bNlHVlICPr+fwxeqiTdFkWAKnCNtOHKUt09f5LsbA2fPrI5hhfF/f+y2gPfx+f3804vv8JVlc1EFLa5eq2zkuUWBC9+xsSUrWo/D46PP4eKv717KS7vCi7TMBPlaLT0eN693d5OqVjPo8+Ly+7kjNvx870wx32Bgn9nM691dpKjU9Hk8KASB22Njr/q1LDdGs7O/nzd7elhz1d99lslitgzwwstv8PmnnyQhLvDz8srOQzx7/y0hn7ft+DnSEkJ/vmpbOwM27Mfi8ng52djOnfPzp7RuGcuq/Aw8Ph8/eO8Aawsyp6Tf8Ne3r6DLauPI3oPkZmTyq3d2kpuahN3pouZ8ORuKs7llzsSv6/P7qes288TyEpIj6CzbseMIPXYXX1gsteqLZN1yiVitmlbrENkRvGekbOnv4zMpwwrn11NsWZ+ZzLvVzfzhQh1Jei1tg0PEadWjOgxjmRMXzS/PVPGNlVLLt+ngztw03qpqoqbfyt/PyDt8+BBmMovPTE8Vv/t3X+H+O6QBS2g4Q1tPP0WZoWX7RVGkvKGVebnhTYBrDx8hPcYoWUxdYsjlpqnXglIhx+nxkhkXPS0Ku+Ph8nhxeX1sK6ulsqOXZ9Yu4k9HzrGhOIfC5Dg6LYN4fH7azFb6h5ykxxpxebzcXJw9reI6E+Fwe6jrMSMTBPISYsZ979+/tYuNIQJdOMwOF62DduZHuAFgc3t45pU9PH/TfNZlJE2Lv9ZPj5Xz1RWTFzwwO920D9rRKRVkResl8xiiKPJvhy/wTGk+c1dOr+S5KIr8YPMB/vHedchkAl0DNrqsQ6z6/m8jytIXF+WIh/7vXyJ6L92tnzwlimLkCg2zhKUoP1f80be/yeplUnuAlqM7mBvCi7mlq5f0xDhJktdx8iTROo3E13PI5aZzwEZeovQmv3nrIZalxNM4MDwakRVtQDfm+UNuL/95rIyn5+WxdN3ikL9D/5CD77+7n7+/d21Iv1QY9g/92bajfOerz44qVAbTY7Hyhy37uHN5KR39FjIT4ijKSg34PS22IZpOnKQ4JT5grMLr81PW1i2Zxwc4uOcEqQatpAqwu7EDhUzG+qBxjppDdRSsycPm9tBsHUIll5EdbUAhk3F830W8fpF0zczeC4Kxer10ut3oZDJS1eqrKnoUTJ/HQ5/Hg1EuJ0mlmjav68kiiiLdHg8PnT8X8QVEGudmY9z0UpCbLf7hf35Cfo50w/ni3s0sKw4tdlje0Mrc7NB+6h0nT6JVKSXfdxhWp7e7PQHxaDLrlnBYHS5eOVbGEyumZgM46HTxm32n+cSq+XSbEmk8fYZj9W3884MbJqyU+vx+/vmdfXxydSn5SRMnbH0XqnmtspEn5mSP+x2daN0Cw0q179W08OkFkbsrTMR/bDrCk0mBehiRxBan34fV62PpTdJke7oQRZEOmwOz002cVk3yOEJHTq+P6n4rC6ZQtIr0WpqtQ6z54wezcS4CZtguRotWIw04AL94a3vYpBTglZ2HUY0TdMyDQ2w6fTFsUgrwi10nmJuWSEFSHPPTk2Y8KYXhCoZRq+axZSV854GbSI818rU7V5OTYOJccydvnKokRq9Fr1Hx5Ip53FyczZ3z869qUgqgVSmZl5bI3NSECd97sj34IjAQwiIjHAaVkvvi45kbb5o20+e78yae8QhFjEZFSYKJHJMhZHAXBIGvrijB7HSHnKe7EgRB4P7SQo43DLdlJo1Us2a5vtFqNNTUN0qO1x3YQmsIcTNRFPnd+3tD3rB/ufckqhAz8PuqmkKKeDjcHk529KKSDxuIz4k3BSSlAHqVgm+vKUWrkPPW+wdC/g6xei3/8tAGem12ytu6Q54Tb9Dx/C1LqThwmK7+0FWOBJORDYtLGHK62Hr0LHnpSQG/p9fn419+9jvSY4ySWf8fvn8AvVq6SP3Fq9swO12SpPRgSxclCSZJUnpgTwWvdHXy401HOX2whrnxJvJjjKOxZf7qfLb2jy+ANxMYFQoKdTrSNZprmpQCxCmVFOp0JKvV1ywpheGYlxRmk2OW6wuFQkFtQ6PkeNuxnfRaQq8RHC43O09cCPsZ+9W+UyGTUoAfbz1MfFCL72TWLeEwatU8vHQO756pYsAxecumKI2ar965itpuM79/eRNzUhMiTkrrus08vXpBREnp9h1HeKm8nifn5kz4HZ1o3XLpnFD+z1fCSmO0pEU1ktjS4HBSY78yUaqJEASB1CgdJQmmcZNSGJ453VLXStcUWr0jvZasaaxUf9iZ0cRUpVRSkJstOW4dtJEwwQygZcg+6o0XipO79/HIkvDeVINOF/FR14fin0ohJ8loYMOcHL7zwE1kxkVzU1F2WOGj642nJtn24vL5aRqY3BzXix3t9IRpYZwKR8IsrqcDrUKOUaXkO79/d9pfuzQzmSiNiq0XwgvXzHL90d0rTXTOVDeybI60itBttrJibuhd66XZqSEXOAlROpZkSRcV/eW1PD4ne8Lrk8uGb9L9DhcfbDsc8hyDRkVxcjxbL9RytC70XHlajJGi5Dh++qs/cX7v/pDnLCnKZUFeJt975rEAMShRFLmw9wD/eN86YoLaistau3n+lmUShd6j+05yW3aqRBXc7HBxoqOXpKDXcfv89Ho8fDw5hYcTE2lwOjm1rypg8aRVKrgrLg7v7MzPLLNEjghDdunCfe+ZSlbNKwjxBDhd1cDqBYUhH+u32pgTZj5UFEXyEmMm7ToQKfEGHU+vLmXvxUb+/f2DU5r/W52fwfc23kxO/MTX6fP7+d6mvfj8/nEtui7RfqaSAadbImp3JcgEgdcvNk7b6wEctQ5gC6FhMBEamYyb1s5ctXQqfHnJHAZcntlZ0OuAGc2MRFFky869kuNNR3fyzL0bwj6vpqWD+1YtGvd1fX6RrHhT2HPOt3SNemDNcmW8FGRRMRHxWjV35U3OK/BjScmkjuNFNlkszpm1hEg36vlESS4XDp+d9tcuSUukpqsvpGjNLNcnTz/2kOTY4qIcYkKIeFU2tXHncqmXXEN7d9iZozNNnSE3sn53roZEXeRebI8UZ7EoKZZ/+O3bOENU/GUyga/dtZr56Yn8354TIW/SWpWSf3vkVhIMOt55/Z2Q76PTqDEGJY2/eeFlrE6XZNZ1R3kdZ5s7JdWRo/tOsqWujcSgefF+h4uyXgtfWTY34LjL5+Prb+xnvt6AQhBQCAIbYmJodjn57luHOLWviu+8eZD/fe8EjQ4n2/quftX0eqfabqdiaPLK87N8+FEqFaxfJfUqXbugCJMhdPu/SqUI2+J74cAhHl06N+Rjp5s6uLc0dELr9HgxDzmmJYHYuKiY529Zyt6LjZxt7pz08w0aVURJ6fmWLr54yzLmhLHMGsu27Uf4w4U6bstJnfZuBv00d+YtiopiKv8KTU6nJK5fa/QqBYMuD6/OsIXMLBMzo4mpTCZjbrF0J23rsXPjPu+lnYdIiAltug6w7/3t+McJSh6fj+1ldZFf6CzjEq+bXACxuj28V9MyqeecHLROqv13Ij42jTuN4Ug36tnZ2MHOHdPvx/VXt63gtePlDDpdE588yzXnT6+/HfCzy+0O6+u353Q5shAt61vf305qiE6S1n5r2O4KrUI+aaEwjULOx0ty2bP7OFZH6M+XXq1iWXYaey82hvTvFQSBpGgDPr/Irve2TPie5/fu54GFRawrDJxPq+8xU5gUxydWBybql9Q3/2qptCvmV2eqWJQUG7BoE0WRI/uqeCopWWIlsyTKyLOpaSSoVDybmsa9cXGU6PUsN4a/x3xUydFo+NzFi/R5ZkalcpYbF6/Xx/a9gaMATa1tnKgMvdZyuNxsPx5eaGxneX3YxOu9s9WYwoxe/c+r26g7XcnPXt7KP/1uE+VHzvGdFzbxwdZD9J6vjvC3uUy0VsNNRdmcbGyna8AWYC84Hfzru/vRqpSkROAUUHH0HCq5jOcWhU7Kr5T1mdPrj64UZPRMwRe61mGftrGt6WRJShwFMUY80/wZmGVyzOgnQxAEzBbpLNKTt60O+xyP18sn71wfVlwDICPWyO3jJB4uj49nbwot8jHL5FkUwTzEWJQyGUb1xEp5Y/nr2xaRPI0V08lWeafKp+bnoVPKpyRDPxG3l+Txp8NXV0F0lqmRmxUoDiaKIneFEMcSRZFP3LE25GvcPb8g5OLF5/fzqTXS1+q12bkjd3KdCZdIi9KxJDmOb//+XQ7sOR7ynKU5qawtzOTrr22nI8wM2YOLi1mTn8m3/+P/GAqT5J7fu5/3z1VLRJW6rUP8cs9J0mMDE0Snx8t3/7iZ9Ch9QNItiiIf1Lby96vmYwhS4vzxO8fwiSIp6tDzamMRBIEYpZKE2dlGCUqZjF8WFVNrt/OHjvZR64dZZpHJZWRnBGo36LRa1i4I3ZLpdHv4+O2hY50oijy1an7Ix3x+P59euzBsJXJRUhx5MVF8ekE+X1tRQmqUjr9eOpe5CSbeqmriv1/ZOulqqkwm8Oz6xbi8Pr75+g5awszQTwaf38+2C7V84541FI9jaXOJrdsP8+bFJhYGbbpNJ5snWTCYiKQFaTRPYfN8Y/zEleNrxeLkWL5/6BzeWbu+a8aMb1lU1zVIju0+VRb2/D9s2T9uNbSrf4B3z1QhH2e35T+3HCIjdmIfzVkiY0dD+6TO1yrklIzTZh2KeQkxaMcRsposkfiohmJvUycf1LZyoqM3ovMFQSA72sC3fv8ubu/0tt4mGvV88ZbptaWZZWZISghceNiG7CEFgnafKqffKm2VdHu8/Olw6E6SFw+eDRnv3tpy6Ip295VyGd9ZW0qMRs27Ww6GOUfO9x++hc4B26jPbjAqhZwv3rKMk7v30nc2sErc1T+AXBD4+l2BhiBOj5du6xDfeeCmgN9NFEXOHTnH3yydi14V2Hb2amUjKQatZNFWc6iObI2GAt31oSlwozPfYGDI7yNLo6XJ6cTmm16Rt1luTASQJItOl4uOPkvI81/YvIfslNAJyH//8o9hxxZ2lNeH3Qhr7hugO8Scq1wmEK1W8dicbNamJ7FtxxEqjo7fmReKzLho/v2x21DK5bx44MwVtQv/1/ajZCeYIrKzObjnBCkGHV9aUjzl94uEFSHsUq6EvJgoFhomL+qzqbdnWq9jOhEEgY/Py5u06Ocs08eMJ6ahZq8GxxG50aiU5KWFVyKtOHyEJ8fxG7I6XMxLn9iweJbICRYemQiP38/upo4ZuprI0E5ylsLh9dFqHWLI4+We/HT2NnXSao1MwEmrVPCFRUVUHr8wlUud5UPAkZOnA3622YZCJqC1bZ0sKsyRHG85cYJb54buAlmdH9oyqyDWSI7pypT+ZIJAWpQOq8vDXzbtCXmOVqVkYWYy28vqwopyJUUbWJ2fwU+3HeHotl3AcCvfD/7nRTLjogMWtKIo8q/v7iNGr8GgCaxa/sefP2DI45XMH+1p6mRjQQaLggzmt+0s44O+XlZEz25ETifrTSZ6PG5KV+fz67Z2Ol2zIwUfdURRpOxiYKusy+Wis98iOdfn8yMfR9xRLpOFdUnoHLCxIje0qv67O46yJHn86mOOycCChBheqWig8VT5pJNLpVxOcrSBeemJ7L3YOOlxGq/Pz58On+Nrd66iaIJrBdi54yh7mzvJiNLNuEL2oNuDYxo30OWCwNs9k08y45WT66i72hTGGmkdtHO+23ytL+UjyYwnpn987S3JsafvXBfy3LM1jawrDb9j5PP56bM5SDKGX4wdqW3hsWWT96+cJTzNIRbY46GSy1gWQevKTHKmM3Jhk/ZBOz88fB65TMa9+cM3xL9ZNhfLiFl1JGQY9bRYh/j16zumdL2z3Njce3ugV3NSYjx3r1woOW9pcW5IG6za7n5WhrA4Ot/SJWl1BfD7Rc509k3bQube/HTuzkvjX37/Lna3dL5QEAT+6rYV3FyczQsHzoScO5XLZPzLQxvIiDXywVubqTt6jH+4by16dWDyWd9j5rmbl5IWpCNw/vBZ7sxNlYwO1JqtVPUNSDabGg/X0+tx8+B13BZ2o6IQZDySkMgrO87x48fW4QeOWa+8vXGWGxe5XM5dt9wUcCwjLZVbl0gLBdUtHTy38baQr9Pa08+9C0Kr+Lq9PgqSYsO28S5NiYtINEerVPC3y0vosTv56q/epH8KozbLctK4uTib/9l5nPfOVkX8vL8cPc+K3PSIYvO27UdIi9LxxcVFM56UiqJIp82BZRp1K+QygdhJJplDPh+Lo67/+f4NWckRd87NMr3MeGIaHys1rP39ln0hz31r3wlS48Mb3G575wOJcuNYnB4vx0Y8IGe5clweL/Unymi1Ts5vSkCgJcJq40zxYGHmhOf4/CK/PVuNTBD43rqFpIzxulLJZcRp1fzseHnE77kmPZFkg5ae85HfxGa58RFFkUPHTwYcq21o4mDQ56Cjz8LxitAVx0NhZn+2l9eRGWIs4diBUxN6s00WQRB4fE4272w9ROe5iyHP0SgVLMtJ5a3TlSErEYIgkGKKQiGT4fX5JZuIb5ysoKytm8ygVvvdu46xpa5N4vXWPmjH6fVJxECG3F5+3trK2mjTNfXh/DAjEwRE4ODei6y8uZhet4cq+7WN67NcO/yiyPY9geJHXT29vH9EKvL28s7DaMK0sL7+2rvowmhQ7KmUjn5dorlvgKPtk6vO5ccY+eulc2g8U8nbYTycx0MQBP7xvnWsKcjkz4fPj5vgen1+frL1MJ9cXUph8sSWMEf3neRUZy9Jes2MxjC/KPLL01X8+mw1jxVnk6yf3vtG0SRHKBocDtpc02cNOFPIBIFnFuTzakX4z+QsM8OMJ6bLFklFOxbkZUmO2Z0untt4a4DvXTCFyXGsGyfhcLg9szN504AoirzzwUG+/eI7+IGvLA8t6R4OmQANlmtrObB9grnY7iEnZ7v6WZOeRLJBG9KUOsWg49mFhdRPYtZgXUYSPz1eQdckq8yz3LiIoojdEbhgUatUJAcllH6/n43rpPHJPyL2EYrHl5VI2l0B1HIZd01R+Gg8kvRa7sxJ5b+OV7BrZ2i16fnpSTyyZA7f3bSX5r7QVbTbSnJZEDQC0NpvZWFGMhsXBXbFVB+/gE4h53MLA6soXr+f/ztdRX6MUaLAu2tvBZ9ITp5NSmeYe+PisPt8WF0enr9/GakqNf/X1oprVhjkI4cA+PyBHURajYb4aKlg2wNrl4T9bt5WkktCCBstgILkOFblhR5d6K6o494QXSUTYdKoyDFFMeTx8u6WgyG7PSYiVq/l3tICXj9RzlAY94Dt5XU8sCiyyuf7Ww+hksv5QoTnTxav3095j4UfHDpPRa+FZ0oLeG5REXqVYtrf7/CAZVLnxyiV3LpeqrY+U/zu/ZNTnhUWBAGVXD7b0nuVmfHEdMuuvZJjyhAiN3/Yun/cD09TZw/by+rG/VL9ZOuRcSuqs0zMf/z5fX78lw9Ym5HIP6xeQJx2YpXLYARB4KmrYNcyHuMpqu1oaOelinpKk2KYEz/+bFqCTsPe5k7OdPVH/N5fWlzMsUNnZ42aPyIIgsDHHnog4JhOqyU1IbAldf/ZSgwh5qpefyW0p6jF7uStU5Uh3/O1ysYrWmA4PF7Keyxhq57fXDkPg0rJjh1HQj5fEAS+dd86GnrNtPZbJ3y/5r4BfrX3JHmJgR0xg04XPztRQbbJEPD7+Pwih1t7+M7aUjRB94t/ffswaWr1pFvIZpk8giCQrlHzw/eGNylK1hXwUEIC9Q4H5llLmY8UgiBwx02BY1g6rZaMxMDqYFVzOxZb6Mp6Q3s35W2hq55ur4/XjpeHbeM90NI1aeu6sdybn87a9ES+/ps3p2TxFqPX8tzNSzlY3cy/vLtv1Gfc6/Pznbf3cMucHAqSJq6UVh27wPluMzlBMe9KEUURh9fHr85U8Zuz1RTHRfOtNQuYlxCDapx53ytlhXFy8/1nBwcxqWdeEb3T5uCF908Rp1TyytazU36dBwsz8InitNoZzjI+M56YhjJkPl3dgD8ocUiLjyVpHCXd1jNneWJ5+NnRAYdz3GrqLOHps9n57ovvsGPHEZ6cm8OzCwtDVhAnw9WyawmFKIo8EOKzYHa4ePFcDWszkvjKsrkR+2h9ZkE+WoUcizOywKRXKZgXb+K7L74zqev+sCAIwmJBED4vCMJtgiA8KghC6GGj8V/DJAjCr2bi+qYbr8/H5u27Ao61ntpHa3fgnHN7rzmkH2n/kIOiEK1fbWZrSFssURRZHaHAmyiKdNjslPWYOdLWw4+PlVHZO8AbVU102Oyc6uxjyC1NigVBoDDWiNnp5uevbAv52mqlgpuKsnn/fDWvnQjf8j7odDHgcPJP968PSj79VBwv46vLS1DLA5PP35ytJkmvQRn097pwoIY5ev2s1ctVxKRQ8qnkFHbvGv43Xn5TMTfdPIe/dHVSbZ/cmMeHhY9ajLvEG5sDPYsdTieHLgQKIomiiGUwdGJ6eNc+NszJDvnYxY5ebi4O/VjXgO2K1yQwsqG2egFGtZLX3ts3JSX9O+fn86VblnGmqZMjtS2cbe7kk6tL0UQguLh56yFarEN8YXFoi53JYnV5ONzaTUWvhR8dLaPObOXzCwt5fnHxpP2tp0qjc3JtuR1ulySuTzdNh+v5/Y6zrDVFszjKSLZWy85dkY9ljUUQBLKNen5xKvR4y4eZqca5kfO/MfLfjwRB+Pxk3nfGE9P2zm7cQWIan7hjLcEb9clxJobCDGW7PV7qe8zEjNMbv6O8njvn51/x9X6UOH/4LN95YRM95bV8al4eS1PiiYpA2jwSUqZ5/m0yePwim6qbA45ZnG52NnbwUFHWpG1phBHl0p8cK8cXYRtQjFbNoqQ4ak+Et0b6MCIIQi7wD6Io/loUxZ2iKL4BPCcIwmSNhX8DTM5A9xohIFCYF5hAFmWmkpsa2Mr6sdvXoA3aKRZFkYWZoVtSm/oGKEmTJqBbth0mO4TVgiiKlPdYqOob4O2qZn58rIzOIQe7GjuQCQIrU+P5uxXzmBMfzdPz8rgtJ5WsaAP/eaws7Of69pxUnpybw89e3hJWnfK5m5dy57w83jhZgS9ow9Hr8/PP7+wjxRSFOmjh9s+/fxdA0pVxsKWLz5TmUxQ0h7pp+znODg5Oeod+litHJ5ezz2Lm+L7hxZlGIedHj64jXqlkn/mj1eb2UYxxMHwfLC0JbME06HWsmR84/52dksCGxaGLCPlJsWHbeAcczpACcAAt56t5et70dGEJgkBBrJH8GCP/+ZcP6AtKrCMhzqBjWU4qdd1mMuOiyY/A673j7EWq+wZYkjJxVTUcoihSZx7kv09WUtU3wKbqZvRKBXPjTfz9qvnMS4i56uMNfR7PpFr7Z9rD9OUtZ9jS38dTycloZMNrvRSVig/6enFP0V4tRqvmr5bOoTqC7qAPC1ONc5eSV1EU/2Pkv28C9YIgfCPS957xxLTfYmFwKHD37PCFajqCJMYb2rvoNof+R9/81mbmpIb/MA86XdR0Ra7C+lFn986jvPTOHtoG7XxuYSFJei0xU2jZHY/iSfqYTjcLEoZbBkVR5GcnKjjS1s1jc7IxhZjXi4QolZLPLMinZxyro2BuzkrmSFs3+3cfn9J73qB8EwiuAvwQ+FGkLzAS2K5dyX3SiEQZAhdbta2d2ILmTl94f49k0VDZ1EZTr3ROUxRFjteHFnI73NYTcuOn2+6kss9CtFrFQ0WZ/N2KeaQYdHxiXh5z40OLBCXoNHx3bSn7mjs5GUaBUC4TuD8/g7+8u4/e86EXcdFaDfPSEvnd/kAhlDazlS/dskwyYlF7ooy7ctMpDFIcPt7eS9PAkKSC2nS4nh63h/UmU8j3n2Xm+URyCkM+3+gmhiAILFxfiFwQJj1ndoPzEYxxw3i8gd0VPp+f8obWgGMdvRa2HpN6iDa0d3OhtTvk67q9PvZebAz7vq9f4ehCKHJMBr64pJgtdW389C8fTHr2VBAEPrF6AYnG0In2WN7bcpB9zZ18pjS0GnE4RFGkpt+K2eHiR0cu8HJFA1EqJc+WFlAUF80n5+dRGkFSPJNsTIhnMv8y78yQh6koipzcV4VSJnBPXKArhEwQ+HJ6Blt2lU15xCpKpeSd6mY6bZNXeL5BmWqce04UxZ1jD4z8HLEA0Iwnpg/feycGfeCiJEqvxR60+75+4VySYkLvhM9JjWdxVkrY97A53fz1bSvCPu73i3xvpFX1o4rP7+fld/dy6sBpWgbt3J6Tysq0BAzTVCENZk/jtfMx9fn9yASB8h4L+5q7+GxpAXdPQTQhmNyYKE539k0orDSWe/LSP2qD848jXXDVA5G2gJhG/m/dNF7TjOL1+mhsCVycdfUPSBY6xZmpkufqOttCtut6/X4+f9OSkO/3xJzskG3o+5u7eKQoa9JqvYIgsCErmZp+a8i2XoBYrZon5ubwm7PVfLDtcMhzilPi+fzNS/jZ9qPUdvXz+4Nnqes2k5MQOFf67paDbK9vk8x315sHSdJr+HhQZcTsdPOHzg7ujIubFTu6hqhHPnM/ffdYwPGn7l7ESmM0/9fWyqA39OfnQ8ZHLsZdovyidGOqvTfw/hall86dAgjNDTy4OLQdoMfnCysA5/P7uTkrefIXGyH35qezJiOJ/XuOc+Hw2Wl//Z7zVXQNObkzQrE6h8fLpupmNte2sLOxg/PdZpRyGd9cNZ+nSnJJ1GvQTdKnfSYpsw1R54g8WcvUTH1OOByiKPLdtw7R6nKyPExHjUIQkAnwi/dOTPl9vrSkmAGX+6OiHzLVOJc7ldGGscx4Ynrs9DmqagN/t1UlBcQF2Qi09fRzvi6w/RKgYv9BjtWFt4ARRZFf7Doh8cobyx827eb5xcUoZTLe+eAgf3h7N94plvRvNOxuD2+/f4DNWw8To1GRYzLwQEFGxPOVU2UmbyQT4fD6ON3Vx4mOXtZnJk1bezLAPfnp6JWKccWVxiITBD4+L5cf/OG9D/1nbqT1wySKYsAXXhRFy8jjkbS6PR6823a9o1QqWLVkUcCx25cvIDMpcNc2LoR65abTF0OOKLxw4AyhcrCmXgt7mztDXke9ZXDKiZsgCHysJJeyXjM/O14RtrX3uUWFqOUyjuw7GfJxgC/duozKjh4WZ6Vwy9ycgMcaTpYTrVbxsaBk3Ory8IcLtaRFScXrNu8u49HEyGZqZ5lZ8rQ6inQ66g8H3tOzV+fyjftWUGkfwvohTk4/qjHuEsEib1qNmo/dvibgmFIul7TtA7x+opzYMONYP9t+lPQgX+NLvPDWLkqDRNOmm8JYI0Vx0bxR1UTl0fPTlni8u+Ugb1xs4pFiqRNFMA6Pl385eI4hj5fiuGjuzUvn9pxUHinOmrECwnSwZHluxBVTq9dLtmZ6x7xsbg9vbj/H44lJE/qjlhqiWGsycXBPaFHBidApFdg9Xl7+kFvIXGGc+yGwY+xc6Ugb7w8jff8ZT0xTkxIlQ+sXXDpOXAy8sWnVqpBKbna3h0eWhpeWHnC4uHtB+NlSv1+ksteCSi6jNCmW9ZlJZBj1XDh6jh//5QMGHNe/n9JU6LLauHD4LP/18lYyjXrWZyaxIjXhqlUcrmUvvlGt5LHibD69IH9KggkT3ZRWpyXwg0PnsYdQUg3HHbmpvP3B5H3UbjBMEzw+bs/RyC7ba9N2NVcJl9tNdX1jwLE39x7DHCQAcuiC1N82lBovDC/uUkzSRLb+XBUbQnSP2D1ePrewUHJ8sqxITWBjYQYX+wawuqSqq4IgsDg5jq4hBz/4w3thr/3+hUUSu5hem52fHi9nXoIp4Ljb56fObOXvV80P2DATRZFvv3mQldHRGOTXT4Xgo87CqCh+2daKI+izG6NR8cgdpbzR3c0xa2gboQ8Bpgke/1DGuEu89s7mgJ9FUeT3H+wNOOZwuzkXVGToNlslnsZjXyPWoA27Nmmw2NBehQqhRiHnK8vmIiLyt798g54wAk6R0ny6AlGEJ4M250Lh9Pqo6rfy3KJC4nUaiuOib5jukFCbieFocjqnVc276XA9P3j3KIU6HcZxrCbHYlIoeKunO+T9LRIWJceRYdR/2KumpgkeDxvnLs2iAr8SBOHUSFL6a1EUT0f65jP+bU9PTWHAGpikpKckM2QNbH0rSE/GFDSH5PZ4OdnQPm4b76bTF8O2gABcPH6BrywL9OFcNNKTf1duGrt2H8fjFymOi6Z0dfjXuVE4d/gsgy4P+1s6eXJODl9cErp1ZqZpH7x2ao0KmWxSwXIs5QdqeKunm0KdnifuWhjyHEEQeH5xMZW9AyxOjo3oBpIfY8SgVPKnTbt5+sFbpnRtE+FXahlMjtgfLF4QhLFlr1+LovjrGbisiBhpbzNd2pG7kRD9IoogQa3U+Bj0QXPbD98kVSgPpTTu9vooSQs9U99hc7AwxEzR+7WtLEmOI3YaZsVzTFGYHS7+4+gFvrlqfsiOg5syk1mZlsALb+7iobtWjytMB+DyeLl4opyvr5wn2Sz6r+PlfKwkV7L4PLCnkuVG42gL6SzTiyiKU178PpGYxI49FTxwx4KA44Ig8L1H1nBmfzX7LWbWRYeebb4SJhHnZmPcNKPTBd5XZTIZ2cmBsSrGoOfO5YGfC61aGVZxt6K9h6dWzg/5WP+Qg2cnOZd5paQYdHx1RQnNZ6s4YB3i4XvXTfykIN754CB1ZmtEM6UOj5cfHD7P15aXTLvWx9VAJgicHLRSrJ941jZFrSJ3+cSJeiRs21lGu8vF82mTG9OSCQLPpKRy9lAN6zbMmVJ8WpeRxA8Oneebq+bNWPfhjRrnRtgJ/AfDbb8/AixAxNc043f8wUEbJ89eCDim1WjotQwGHLO7XLy1TyoSYw2jBAnDPn/9Q+P3tr9wrkbig3eJtCgdG7JSWJ2WwO7GDk4fPDMlf6trjSiKNJws5/+9vJXDrd3MjY/m+cXF1zTIXWsf08kiiiLfffMgZ22DfCollTS1mnP7w6v1Jeo1mDQq/jIJW5xkg5b2QQdNpyqm45KvlF5RFJeO+e9aB7LHR3babjjUahUlRYELkNgoA5qghG73KalC85+PnJccO1bfyqBDak3k9fkp7w09r6xTKsgxha5ITIUYrZp/XreIevMgh8MIlqjlcjZkJfOrt3bRP46ypSiK/NOL72DSqCRJ7pnOPr64pJjMIAGRv2w5jc3no9QgrRrPcuV4RT9/7Oyg3RX+/joeCSoVWrmMl7acCfn4ovWFxCiUvNcbWlDrKjEb46aZDWtWBvwsCALpQfOkTreHnScDY11X/wAHa6SjWgCvn6jAEGYU68VNe3BdgxGYKJWS3Jgo3D4fL72zd1LVsbOHzpCgU0eclDYO2PirpXNuyKQUhu89kSql7zGbp2U+tuZQHbUOO7fETK3F26hQYPP5+O/3pi5M+cTc7OtFP+S6inMjXSGPiqL4TVEUl3C5ehqxNdaMJ6YJ8XEsKAms2snlcs7VNgUci9JqyU8PnEtUKRV8bMW8sK/dO2jnb24PL3rk8/tZn5k04Y6IQaXk0wvyyTDq6Bpy8P7WQ2zfceS6nwn0+HxcPHaer/7qTerMg3xyfh5Pzs25LlpArqWP6WTZsauMt7ef54mkJNaZhgNdikrFCx3tOMbxOcuLiUKvVE5Kgvzziwo51No94YbKtUQQhNyRFoxI/7uk0mYZeb4pzEv3h3m/xQzvsN2QDNkdNDQHdoDsPVshqQxah6RjAwszpbPYaTFG1hRkSI53na/iMwukix2/KKKUy6b9ey+XCZQmxdI0YKPPETqBMWlUPLeoiFcrG9kUplW99kQZGwsyJV0M2+rbaLIOSZLVhsP19Hu8zDNMX6I9y2XsPh//3dLKk0nJ1Dqm3tlSpNPT6nKGXbTfe/t8HkhI4M+dHfS4ry9z+tkYNzXe2bpDcmzf2cCNVplMwB3UrhlrNIT0agZ4bNlc5GGqTgWxxkmLuU0nd+amcXdeGt954R22hBF9G8s7HxxkZ2MHcyJwJbhUKY3TakiaoOPkeuesbXDikxiOPaor8DAVRZEfbzrKSauV++OvbDRtnsFAsU5P9aHaKT0/P8aIy+fnXFfIr/x1wdWOcyM8J4rif1z6YSRRzgMej9RSa9KfkMmaQmvUKk6dC9w902k1PHHrqoBjcrlM4oEH8OLBsyFf1+8X+cOhs2EDGsD/vrad1SF8AMOhkMm4Jz+d1emJKASBH/5pMxVHz2ENsyi7VoiiyMvv7uVbv9uETqngO2tLr8gbaybIjJ64reNa4/OLnNtfTbltiMVRUQFzbEqZjE8mp3DmQPW4u6UPFWXySkXDpGxkVqcn8N+vbb+ia59JRFGsF0VxyST+++al5zEc0AJ6TS8Ft3FmDHIZ9sf60aX/GN5lWzzy86Mz9buGYzJxTqlUkhAX2F77wJolyIJi0yfvkraEhbqxvnWqEm2I9tkXztWgDnFTL++xzOgm2sdKcumxO/nPo2V4wrzPk3NzEBC4cPhswPflpXf2cry9l5KgudLqfiulibE8WJgZcPzUvire7e1hY8LMet19VPGKIk1OJ59JSUEtk7E4KorXu7um/HpPJiXzv5tPhI2Rmaty+Nv7llM2NMSQL/wm39VmNsYNM9n13IolCyXHHli7NOBnnVrNvasD15+iKGIJoeexs7weRxgl8DazNWKRwZnmb5fPHbYL+eAgrjC6ALt3HqUw1shnI6iU2j1e6i02vrJsLon66VepvdoMRCh4dlvs1NepHp+fXbsrWGo0smaabMPm6PX8pq0di3NqG2crUuPZ3zL1+DnTXO04N1Itlcgej7zeDxmOgxMyla2LSZlCy+Vy2joCVSQFQeDFoIF5gDPVjZJj89NDJ5aDLhePLQtt4gzD1dLOIQdy2dR2VBYlx/HlpXMAgR+/vIWj+07SNWCb0mtNF16fn++8sIlfv7GT27NT+YfVC6ZVcXY6yYjA2+tacmpfFV97fT92v5+HE6UCXTDcrtbj8fB/m8MrkAI8UpTFrknY40SrVfz10jn88e3dk77uG4CdQPCu2FLGqRaIovjGSNvH6H/Aq8DpkZ+vRftbxHFOFP0olYHfw4PnL0rO+/2WfZJjZ5oCPzeDThfRYVq64nWakOqMKQYtG2ZYBbs4LppHi7OoNQ9iDrNRtz4ziTabnX/83SZEUaT97EViNCruyQ+cAeq0OXilooGkEAuyo9YB7o67vjbZPiyIosjv2tuIVSqJGfm8GuQKdDL5Fdm85Gi0/DFMSy+AVqngU/csZltfH9v7PxR+4x+WGAeTXM+ZLVJRq2BRN5/fzys7A6uLLo+X+hBtj1WdvSwKE7te23KIOXGmSC9tRhEEgZIEEzkmA//8h/ckowsfbDvMma7+iKq7Hp+ffzt8nkS9hnjdjZ+UAmyMj2wjcUvf1Fr7fX6Rb755AJ1cRq52eqvLn0pJ4cjBqimJGckEgb9aOod3a1qm9ZquEyYd5xi2kwl3A7cQoXfzpBLTqZpCf/LxhyXHgu1iAD5193rJMa0ydOL1p0PnJaqPYzl96IxE9GgqpBi0/O3yEgpijfxl835+8eo2Wk9PTWp6soiiSO2JMt754CDf/M1blB87z3OLinh8TvaUE+6rxaGW0HNp1xpRFPnN5pP4gS+np5OmHn+uY1FUFGlqNfWHw1vO6VUKHi3O4oVzNRFfhyAIyAWBd7ccjPg5NwjfBP4h6NhzI8eB0V36UxNUCa5ZdjLZOOd0uXAHtSr2WaWbWPPzMiXHPr4qUCREFOGeEO26Aw4nc+JCz/H87lzNVVGtzDFFkRal479OVIQVN1uRmsAXFxfx1vsH+H/HK1gZJOJk93jpd7r4+sp5AdVivyjyL28d4r64eDSy0JoAs1wZFq+XNdEmklSB83z3xsdzzGrFPsWK5jyDgUKdjv27x5+d/8rGFZQaojg2MIDvxla0vOFjHExtPVcTpD4O0DcQ2MapkMsksS7BFMUDi4oCjnl8PlbnZ4Tters5K/matvGGIsOo5+sr57GvuYv//PP7+Px+3t1ykKJYI89EWCk92dHLP65eQMKHJCkFeKe3J6Lz5kYgkBTMkb0XeWP7Ob6cnk66evr/ZkaFAoNczs/enfq8qV8UOdYe2d/gBmLScW6kMpob3LI7UmnNi1SZN+LE9EpMof/42luSY2sXSNViX9pxSHLseIPUw9Q85EAuHz8xe7WicVrVsmSCwGdKC3iqJJdz3f387S/foOb4BTzT3J4kiiK7dx3j4rHz/P1v3+Z0Zx/rMhL5+1XzyTTqrytj5fG4Izf1Wl+CBJfPx6bt54lXKklSqVBF+PlYFBXFb9ra6R+npVshk5EapaOyN3KbhHvy08k06jm2/1TEz7neGQlM3xQE4RuCIDw6IhX+qxABKZcQO/UjMxE/Ah4Fbhtpc4toLmE6mEqcMxqiiI8N/FWeuXeD5Dx1iE2210+UB/zc3DfAiYZ2yXnvbz8asu3X5xfJjr56s5hGtZLvrl2Iy+dnT1PoLgGDSsnq9ES+tiKwo8UvivzH0TLitRq0QYJ07+w4z5oZUHCdZZid/f1U2ofCzu0uioqKeHEZiiSVijd7uidsvVx2UxFJKhV/7oy8w+R640aPcSPXYBr5v5Nazz392EOSY8GxTiaTjmVZhxy8fiJw46Kx10JVZ+gKepvZyt6m0H7N1wM3ZyWzPjOZPbuOU9tvjUgNXRRFfnKsnIJY4w2zjouUPO3ELgj9Hg96+eQ2HesP17Ozv4+lUVEohJmTxMnSaIlRKsYtQIzHxoIMjCrllFuCr0emGudEUXyMy3HtGyPPe/xSm3AkTObb8bgoir8WxpimRkpettRc+J2DJyW7alqVVJktlPhRc98Az29YFvb9es9Xc09e2mQvM2JWpyeyKi2BAZeH7/9hM9kmAzEaFe2Ddh67Zy0xOi2KSQx4+/x+tu04Sq/diU6pwO3zMycumr9fFVpC/UbgVGcf8xJm1hR7Mry97RzHrFa+kJY2JW/TT6aksP/ARTbeviDs4vmu3DROdPRS02+lIHZ8o+dLpEfp+d6BsyxYuSDkXOGNyIh5/HhtbRYg5IfjUjBkzK7cVWbScc5iteJyu1CN+fd74f09/NOnAjtFTlTWcdeK0tGffT4/mqAFSqxeG1IkpDgumqwQc9sX+wa4I3fmYl0o5DKBHJOB05191Jqt5JmiJN+JUEroNf1WvrSkWFIp+M3mk5RGGUhW3ZiqlNc7Hr+fKLmcFdHhlTPjlEoeTkjklNXKEmNksWssCkHgS+np7N1TyW23hh+xAVh/y1zWiSK/2HyCUkMUWZobr3J0g8c4mOJ67k+vv83XvxT4lFCx7mxNI/eNmTNVKRWYgr73iUY9S7JDWwE2nqvi7nHWcK9UNABwf34Gdq+XeK36qm9qFY7c4yPR9xhye9nV1MG31iyY0vrjeidOqcDm847rN93sdOKZRKfEC++fQieX8amUq1PkuCUmlle7unjWmUGMJrRKdDgEQSDZoOPnpyr5pzWlEz/hBmGqcW6s+NFUiCh7Eq7QFDopIV5ybH2p1J/nzhULJMfeOSM1pX/vXHhrAoDfnqtmQWLEYxNTQhAETBoVX1k+lwcLM1mfkcS6jCRsVY386M/v8+9/2syRfSf5n1e2cu7wWfx+6Rdy186j/P1v3qLy2AWcXh935qZxa3YKd+elhbW4uZ4RRZEL3WZOdfSRFcZM+2rj8Pr43fsnydRo+GJ6+pRvCnq5nEyNhh+8fWTc8xYlxfLmxaaI5xXkMoF/WruA/XtPhvyMzHL1mGqcEwBV0KZaSbbUW+2p29cE/OwX/dxbWhhwzOp04Qv6HIiiyDvVzSE/u1vr24hSXZvd90eKs4hSKfn3IxdwTdA58sbFRloH7ZKktOJgDU6/fzYpnSEaHA5e7uoaNym9hFom49TgIP2eqRnPa2Ry6hx2Nm0/N+G5giDwhXuXUmaz4biORJE+ClzJei4+Vpprz8mSJpBP3xko9KZVqySjVw63l5owiqZlPZawSrW/OlPFY8XZrE1PxCv6eb+2lXdrWtjX3MmPj5VRZx5kW30b5T2WKc0NzgR/LKtldVrChzIpBeh2e+hxjx83crVa7tow/qYVDN/vTu+vwiCXszradEXXZff5+HFzE64IRbTujY/jjZ1SC7dIiBlRqG+1Dk3p+bNcZsLEVJikKbQgCJ8XBOGkIAgn+/qHh90Pn5C2KraH8ON7Y++xSN6CDWGMmmG4+iiKXPUZTEEQSDfqMWlUfHFJMc8tKqIo1sit2SnIBYHfvrmTf/zt25QfOcc3f/0Wf3x7NykGHV9bUTLip5p8RTLa1xK/KNLvcPG7czV0DTlYkhLHzTMsxhIJ9Yfr+cXmE8w3GEgIUY2fLPFKFTlaLRUHw8+SKmQyvrlqHh/UtUV8U1TL5RhUCn705/ev+BpnmRpXEue8Ph/qoM+XIcT80Kb9gWJ11iEHWy8EStV3DAxK1Cu7rUNkh/Eo3ViYMWMG35GQpNfy9Lw8avsH6Q2jTF1vHmRNeiK3BlVHDu+t5IR1cFaBd4bw+P30ejx8PDnyWPyplBR6PR78U1zQ3xUbR6xCyeAEi1QYjpXP37+Mo9bIxx9muTKudD23dKG0eGAySDs5XtkVuIHr9fkksc7n99MdYhHfYRlkKMznRxRF3D4/ctnweitareLTC/LZWJjJTZnJ/N2KeeTFRJFriqLb7qTeYuPHx8rY19zJuzUt/OpMFWanm3rzYFiF8enE5vbwwrkanl9c/KEROgrFkqgo4sPowVzi7Z5ulBOscT0+P3//xgF63R5WRrCZNh6nB63UOux8Iik5Yrsqg1zBepOJn09x3jRBp+GVygY6bNevHeCNQCQrmkmZQoui+OtLRq9xI7tr991xq+S82jbp/MCqkkLJsQcXF0sqSZ0DNhxhAte+PSf43ELp61wLBEEgxaAjLUrHY3Oy+frKeaRG6fjmqnncX5BBikF7TReVV4rX76fD5uAHh87TNmjn2YWF3JZz7WdL/SNeV3vNZh5PSprWasw6k4n9FguH9oQXwBIEgVSDltcvNoU9J5i58SaeKsnlwJ6pD+DPckVMOc6FevxYxcTeaCqlgsVZgcna4qwUFmYEJhLVpyt4IISvaat1iLPXgYdaulFPjsnAz09dpLrfGvBYg8XGG1VNJIeofhywWFhnurLFxyyhsft8/HdrC4ujopBPokqjlsnwiyKbeqY2byoIArFKJf/6zpGIN+Y+dc+SKb3XLFPiitZzW3dLlcWPlEs72DRBSYpSrmBNfmAMSzTquTeEYJD5Yj0fn5cX8nqarEM8E0IcLpiCWCMbspLJi4ni71bM46bMZB4oyODJuTlo5DLOdffzdnUzpzv7+Mmxcs519bOlro3DrcNz0tNVaf2gro2NhVLRuw8bUfNTODU4vpepXq4Yt/hidrjYsbucp5KSKZ6CSNJYbD4vLU4XCwxRJKvVdLjd7DZHdq/UyuUgDDs3TIUvLS6m3+Ga8ubeLBMkptNlCn3ouNRu45l7N0i+/IMOB54g2frNZ6uxuQJ3O/qHHGG9Rd+vbbnuFWs/DAIfOxva+dGRMqJUCr69tpT5idfHPOnxfRfZsrOM1aZoboudmXbuO2JjOT1BEF6UHMcdOamcDiPuEAqjWsnOhg5OHPjwiCHdCFxpnNPrpEnX47eskhx7cH3gXLzD5ZGIxey92EhDUDfJ9vp2QkWMCz0WlqdeH9XGS37KRpWS7SPiTRanG6fXx98umxsQ8zw+Pz955ygfS0qeUUGLjypeUaTZ6eSZlNRJJaWXKNbrWREdjXmKLb1GhYLbY2OpOjQ1IZFZZobpWM+tXSHdh3v05hWSY3etDJyzk8kEGnstAccsdidvnZJu8P7hfF3YBOb1ysYr6iyLVqvQKhU8VJTF43OyWZwcx9dWlFCaFMvi5OH1Qr/DzY+PlbOlrnXK72Nze/jRkQs8VpxFXATCSDc6MRoVVt/4llMLwgivAdQequMH7x0jR6sdtbKaCn5R5A8dHTQ7nQGdOMuMRpSCEPGGwwPxCdQ6HPSNI3gZDq1SgYjIS+WTNjCZZYSJvuHTYgpttQ7iD1qAvbTjIM6gqmd7jxnrUGAJfFlOKiKBH6aHl8whOkRbRM/5Kp6YkxPJJc0yBXx+kRfO1fBKRQPrMpP41poFIX0VrwWiKFJ2oIYPevso1OmmLCt+bGCA49YBjgyEby9TCDIeiI/n398evyoQrVayrb4tbItjKL68tBiPTwy78TLLjHBFcc4XoiXsgyNSX8eXdwaqjpsHbbRbAjc4tEolBnVgW/C6zKSQm1npUToyryO/YJkgkGzQ4vL6ONTazU+OlZMapZW0b/1x62lWGmcrpTOBKIq80N6OSaG4ogVeskrFix0dEc9mBVOk0/N2Tw9H90r9fGe5Zlzxeq61Xdrptv24dCbv9T1HA34WBIH6nsANN41SQZopUGjL6/OzIk2qSXKJW7JSJmwHnSpJei2r0xNJ1Gv4+sp53J2Xzs+OV0y6K8XnFznR0cuzCws/FEWISIjRqllkiBr3nP0W6fgewKbt5zhvs/FX6emTVu0di8vvp9npZE10NHP10iR4nSmG37S3RxzTFhgM/OyDExOfGIJ5CTEk6DTXzYzzjca43/DpMoV++vGHJYu3vNQkHEGV0MdvXYVBG5hQqJUKySL9REM7Za1Sn8z/d6KSXNP4X45ZJo/Z6eb/Tl+kxmzl7rx0npybg/oKAsh0Y3G6+eYbBxjwenkmNRX1FNqjvaJImc3GoM/HcmM09Q4HXjF8ABMEgRKDnvd2XBj3nK+uKKF10I47wnkWhUxGkl7Dt3//7qwY0lXiSuOc0yXdRHB7pLvHS4sD29Myk+K5bW5uwLHchBgSogKTzQaL1BPV5xfZWi+10rpaDLo9WF2hK2r3F2SwJDmOLy4pIjooyf7f906wJtpExg2oxHojYPF6WWOKJnkCf+aJkAsCTyUn0TfFqinAY4mJ1DtmZ62uF6ZjPdfYIq0i2l3S+b0Vc/Mlx55ZtyjgZ5VcToIx0Gakf8iBVhFazO1oW8+MJaXh+Otlc/D6/Rxr74loJnXQ7eG7B86wJj3pI1EpHcv2/vG7w5aFUPu+eLCWVpeLJVFSZffJMOj18vPWFvRyOfm68NY1GxMSOGsbv9vtEnq5nGdTUnllq3STORLuzE3jv45XXJVZ5g8bU/mWT9oUevveA3T39gYcKy3IkuwmHL5QTWVT4GLLPOSgNWhuKdUUJWnX9fn9JOk1130b741E15CD35ytZsDl5pGibIrjokm5zgyv395+jgtH6vhkcsqUF7vVdjs/b22hWK8bbf/9eHIyO/r7x91dKzVEEaWQ8/44yalaLidGo+LnJ8PPpAYTq1XzTGkBlcempg43y7QQcZyLizFJjgW38nq8XknXyIX6Fo4HJZf7q5sYdAYmuqFU/pxeX8i505mgxTrEW9vOsXd3Bd9+8yCbtp/j7Z0X+Onm4zQdDt2upFHISTEELhAO76lELoDuOtrU+jCxs7+fiqEhSkJUC6ZCskpNrcPOsSmKE6lkMhYYDPx409GJT57lWjGp9VwoH9NgtXEAW4guoRcOBC7wvX4/h2taAo65vF4aB6QbcQAnOnqZE3d1Oy1kgsDSlHjitRp+crx83ArYkNtLnXmQry4vuWGFLK+E8eJOj9uNc8z9zy+K/ODtw9Q47DwQn3BFSWm9w0G728WX0tMnFLlMUqlIV2vY2R9ZFVwQBPo8nnHXeOOxsTCTo+1T94f+qBLxt+dKTKGLC/KQBy1Gqpo7aOgI/AdLjo2WDAyvuG0DJWmJAcfSY43og3bih1welqaEbwGZJXKarUMcae3mVEcfjxZnkx1tIFF/fVU4RFHkjW1n6fN4yFSrMYbZZR0Pnyiyx9yPTi7jr9MzJPNuS6KMvBe0oRJMrkbLkYGBcY3ls6INfHpBPjVBGyzjkWnUc6y9hzc374/4ObNcOVOJc31mi+TYn7cfCPjZ6fZQ3dIRcEwuE4gO2lVfmJksGVN4qiSwqgrwZlXTtHeHeHx+tu0s493t53l921m+/eZBDu2pZOv+SowKBblaLZ9LTWNxlJGbY2J4JjWV/RYLf/gg2G9byu5d5fR5PdwdNxujZwK330+0QsEak2laX3e9KQb7Fdi5GBUK9HL5uErms1x9prqe+9Prb0uO/XGr9B5V3iitrKbFBFbMNEoFdwSJHCUZDdweQkDR5xe5Oy/tqldML5EXE8Xfr5rP/pYu/nihTrJOHXR7+Lcj58kxGYj9iFVKL+EYZw3U6nKhGFFKcHh97N9TyZpoE6UTtP9OhMXrYb/FTL5Wh0YW2YZnmlqN2evBHWFL731x8UTJ5ZMaybpEXkwUJrWKM9eBSOGNRMTfclEU60faPfJEUYwZ+f8Tr0iAWFM0jiALhNyVt5ASZwo4VpCRQlyQ/2VHn5ltZYEKlzanm6NBg+kur5ejbbM7E1dCVd8ATQM2dja0syAxlnvy0ydtNHw12L2rnG++cYBlUUbuiI2b0m7bJeXJTI2GdLUmpL9YokrFxvh49ppDz0bA8I7a59PS+MvWM+Mmp7FaNTsa2qnsjbz68FBR1nW3IfBhZypxThGiArioIHDWXatWSaqoKYP9FCQHFiwaey2Sz2IoEYUeu/OKFmkDLjevbD3Dzl3l/OK94/zTGwcpO1RLn8dDmlrNCmM0n0tNI0Oj4c64OArDtEfdFBODTibjxL6qsCqEflFkr8XM/Gmq5M0SSKPDwctdnSFb5aaDm00x/K49cvurYO6Nj+eQZYAh9/jiKLNcPaa6nktJSpQcK83Pkhx75t4NkmMlaVKhtkNBFVOz3cHm2hbJecfbe2ix2ie6vBnnpsxkFiXFUtVnpX1w+HoG3R5arEP83fISyejCR4l6R/h/nxythrtvnceQ28vfv3mAKLmcXO2Vdd+919tDt9vDp6cg8vZYYhK7zWac/ok33QRBIEGl4vvvHZN4jEfCvAQTOxraZ+dNJ8FV2X4yD1ipa2oOOOb2eKhpDRyk77faOHQhUHo82iBdECVE6VgS5Iln0mlYFqZi6vX7OdrWM/vBCEP3kJMdDe2c6uwj2aDlmdIC9KrJVyBnGr8o8ta2c3hFkefT0qeUkIqiyLa+Pjb39vJIYiJ52vDzCABKmYwej5sm5/i7ZXlaHT+bwPvquUVFCAJhZ/NCMS/h+lA7niU8+hBJW7BgW1f/ANuOnQs4dqapg6Ygpcqarj7JOEJalPT1n5wbmcibKIo0Ddj41eYTHN97ke+9eYj/3HSUi0fqMcoVZKjV3B+fwOfT0ohTKllrMk3a83dFdDQDXi/feP2AZJba4fXx2/dP8Wxq2ofWXP5a4vL76fd6+ERyysQnTxFBEFgSZaTmCuZFlxqN/N8HUnX+WW4s5hRKZ0flITQdXnh/j+TY9rJAlWaZINAzGDimoJLLMYQQ7VIr5KxNlybF14L5iTFkmwy8UtHA2a5+/v3IBVIMOmI+opXSSzwQH14h/u2eHg7uu8i+fZV8OT3jinzlfaJIh8tFokoVdsM0EpZERU3YEXcJvVzOZ1JSOLJv8mJugiDwjZXz2NXYMfHJswBXKTEtzM1mwZyigGNyuZymzsAKZ2KMkbnZaYHHTEZJK69GqZDMZinlcs50hR6+dnh9WN0etje0c7KjF4d36q1JHxZEUcTl8/EfR8s41dnL7TmpPFWSe12JGo2l+UgDP9x0BKNCQbFePyUbBKvXy4UhG/k6LQ8kSIOoI0zL2qMJiQz5vHSGELm5RKZGw8aEBN7adi7sOXKZQJJOw0+Pl896XH2IGAhhHXS2pjHgZ1EUiQkSNcpNjCE9qL3tk6tLJd7GeTHSdqdXKxpCXsvmHef5j01HOLmvim+/eZA/bjlD06lm5usNJKpUPJOayhNJSaSo1cwzGIY926aBQp2Oz6SksH13GSfG+L/97/snWBI1K0g3E9h9Pn7e2sICw+S8SsPFufEeXxgVhdXrpWWCDbpwxCmVPJAQP258nOX6Z/eBw5Jjp6ulsSi48w3g9pLAtl1BECSCSAaNitKkwM1Yn1/kQo/5mrXxhkKrkPPVFSXMiY/m6yvmXZedZVebbf19YSuQRrmCwwMW5uj1UxKnvITd5+N/WlvwIbJiAmX3ieKcQS7ngfgEDlosEb13jFLJBZuNt6cYw2bzjsi5Kt90h9PF7oNHAo6lJCZw14qFAcd0ajWVjYEJpyAIvB3kdSUIgsRmAYYrf6H4fycquD07hTtz0zCqVfzfqYt0DTnomULP+I2OKIpU9Fr410PnaRoY4hsjsujXMy+8f4od/X08nZwy5R0yl9/Pnzs7ydZoQ1ZJf9fexrMXK0N69wmCQLRcwacrK/htW3hvM7VMRvmQjcN7wwsdxWjVfGJe7pT8sWa5PjHopZ+np+9cF/BzlE7L0jmBC7OugSFJa9ALB85IOgH2N3dJXn9ugkly7PjeiygFGffExZOoUvG51DQ2xMSQrdWSrgndrj6dRCkUFOn0vNPTQ82hOn65+QSPJCRe0e74LKHxiiKtLhfPpKSimMS/63hxDsDs8fDsxUp+1y5VfC41GNg6gfLmeGhkck4NWqc0qzXL9cEt61ZLjn389rWSY2sXFEuOVXZIR62CBZFcHh87GwIrS+02+3W7Ya6WyzHNJqXA8OzmYJjk65HExCm13I6lx+2mzeXik8kpE9oBRhrn/tzZQaPTQcc4RYex3BMXR4xSyUAIJeqJuP8qiRV+GJjRxNTlcmEbGkKv02GzB/afC4LA7zYHtnvI5TLq2rsk560tzJS8dvBOG4QWCbG7PeREG2iw2HB4fRTGGvnqihJUcjlvXGzkVEcfHbarM7vgF0VarEM0WGwR24dMJ69UNPBfxysoio3mH1fPRyWX0TRgm1Lf/HTi9PposAzSNmgPaLcecLnZvaucBJWS22MnLQYNDCekL7S30+R08sX09JAiSQ6fj91mM41OJ1+qruKCzUaP2z16LWaPh2/U1TLo87Glv3/cnbiPJ6cw5PNhc4dv182PMbK/uYsDLdKEYyxWl4c6c2TS5rNcO+wOJ44xlSRRFHl1V+BGXENHN6erAisLTX0WPEGfpWCBEIBbs6VtmsqgXWe/KPJKVxc6mQztFexIXylqmYxnUlM5NGDB6w9uaL76uPx+WpxOOt2uaz7K4fD5aHY6A2LLVLjkVWqQyyflVTo2zn2xuorzNlvAws3s8fDl6ioanU52m82SOKeUyXg2JTXiCkMoPpOSyunDtQEdI/2zm3Q3BC6Xm7KKKsnxN/Yekxx756C0bTvYXQGgOGj8Sq2Uszho7j5Jrx0VRPL6/TQO2K7rdcu1wO7xUm8epNPmuCbX4hdF9HI5SpmAzeelyekMmxROhR63m1e6usjUaIidIOYFxLmqi5y32bB6L8+3B8e5B+MT6PN4JqywwnA+kqJS8d1NRyb1+RNFka6hWeusSJnRQUK7w8mLL7/BgrnF3LI2UPhDLpeTnSJtpww1NN81ILVL+N2BM/zT/esDjr1UXs9XV5SM/mx2uPjhkQuUJJg409XPlvo2VqUlsDg5jhiNiucXD+/qvXGxkV67i4/Py8WgVMyIKXKHzc7m2lZ0CgVKuYyt9U5uyUqhaIblzy1ONy+cq2FRchwbCzLQKhXUmQfZ0dCOSaNCFEWsbg/35KWTYdRP/ILTzPluMwdbukjUa3B4fXh9fu4vyKDjVAt/7Ojgkykp5E9BcReGbWAUgsA98XEkq8LPf2jlcv6noJDPVV2kyenk2/V1PJSQQIxCyeKoKL5ZV0uj00m2RsMTiUmcHBxkXRj1S4UgkKhU8b1NR/jPx9aF/Sw9UpzFkbYe3D6/RFreL4rsauyg1mwlWa/lpin99rNcLYbsdn7zp1dYvXwJS0vn4/F4JX7M8SYj2iBhjLvm5xMddF4ogZALPWZKk2IDjp3r6h9NWC/FFpkAZUNDHBywsCradMXiElOhyenkoMVCtEIBArzW3cXNphhSrtBXcypcHBri5KCVOKUSp9+PVxS5LSZ2UsncdCCKImdsg5QPDZGoVGH1eVELMm6NjZ2SobzF62WtKZrUSf5NtXI5/11QyLMXL9LsdPKd+joeiI8nTa2h1GDga7U1o3Hu54VFIdu8BUHA7PVQPmSbki2NamTT5L/fPc4X71vGlrpWOoccLJj0K81ytRmy29m8Yzcrli6kOP9y94ciRIvt+tI5kmOhigkxusAYJSBIFvD9Dhc7G9tZlZZ43a9b4nVXV6xQFEWOtvVwuqufFIOWAacbtULO/QUZRKlmPs61Woc4cKgaEVAKAucHbbS4nMQrVZi9HmIUSm6Oibmi9t1DFgvpGjVfSk+PqOtHK5fzX/kFfL7qIs0uF9+pr+PeuHgKdTpK9Hr+pqY6IM4ZFAqS1Sp+39nB82kTdw9q5XIeSUzg3MFqFq8vmvB8u8fLuzUtDHm8LInoN55lRrfWY0zRPPuJJ2hqbeN/X/yz5PHMJGkVLLiKClAdYna0MMRzc8fMYomiyHu1rYjAJ+fl8UhxFk/Py+N0Zx8tQb6AjxZn84XFRTQN2Pj+ofM0DkxvRdPj8/NOdQu3ZKXw8Xm5PD4nm0eKstnd1IF5hnaLy3rM/Nvh83j9fj63qJANWclolQoG3R621bexsTCDJ+fm8LGSXO7KTWNzbQvOq9wD32FzcKStm4+V5PJocTZPz8tjUXIcz7+xjwGPhy+npw8vcKfAedsg52yDZGs04yallxjw+XgwPoEsjYYej4ft/f3IBYEvjeysXQpiDyQkUKDTjtv6EaNU8umUFPbtGd+7dEVqPP968ByuoJ260519mJ1uPltayENFUsXDWa4v0lOS+fSTj3Lq3AWa29oBuHvlwoBzBmx2vEEx5bXj5diCWoKCBUIg9IjCw8XDn4tLsWVeQgwro6O5Nz6eu+LiOTJgYcB7dVVQh3w+DljM3B4by33x8TwQn8B6Uwy7zeP7Ac8EPW43Z2yDPBCfwN1x8TyUkMhCQxQ7+vuv+nx3o9NJg8PJowmJ3BkXx6MJiWRoNOOqfYdjV38/ZUM25k5R4bjd7eZjSUlkj8S5XWYzVq+X56suBsS58ZL3++Li0chkDE3RRqZYr2dVdDR/2HJquApbWjil15nl6hIbY+K7f/fX7Nx3iP4xVfP710iX2+290s92cNsuwJG6QAVemSBIuoR0SgUJOs11vW5ZkZbAOzUtVz221JgHqeq38pkF+TxclMWnF+STY4piS520FX+6cHp9/O79kxzeU8mbe8uYbzCw1mRCJ5cz6PPxeGISd8bF8XhiEjq5fMo+yKIo0ul2MejzkaXRTmoUpdbp4LOpqaNxbq/FTLPTyXNh4ly8UsUnk1OosUfWPZml0XJu0MabEcybbqtvJ9Wg45kFUuGwWUIz4z1fWo2G1csWo9VIk4M9pyskx0Ilq58NsdOWFC3dJUsYs1vVNeTE5/fz1WVzR6tWRrWSJclxlPVYQl7rvIQYvr22lFSDjp+dqOCtqiY805CgNgzYSNBpAkRMEvUa5sSZqOyb2pc2FH5RZFt9G69XNqJXKvnGynnE6zQBO2dVfQMUxBpJGaN2nBVtIC1KT605cp/N6aCy18LCpNhR4YD9uyvoK+tgvsGAQiabUuW6w+Xi560tzNUbeCwxKeJgVuOws9oUzS8Ki8jWaGh0Ovm3pkZ6PR4y1cFBTMlLXZ3jtn4YFQrKhmy8u/182HNkgsBziwol/qblvRbWpid+JE26b0T6zBaMUQaWLlxAWWUVVpuNbccD/907+sxYhwJvejF6LVpl4MZLsK8fSEcUnF4fOxqGE+BLsUUlk3GpsyhOqSRfq6N2HPn+maDe4SBboyVxzExpmlpNkko9oar1dFPjsDNHpw9o3S/Q6VDJZHS6Jz8fdKXXsjDqstCUIAiUGgwMeL0BLWYT4fT7iFEqWGeaulJ3jd3OTTEx/HxMnPtZawvdHk9ESeml649VKPlDx9RVJhOUSt7s7mFFarxEhXqW65ctu/dRUlRARdVlC79XdkkFkWrbOiXHckIozD+ydG7AzzKZIFEcV8qGq6jX67oFYG68CbVcRuvg1Y255T0WVqQmoBu5jwiCwIrUePodLizO6Y1z23aW8evNJ9m6u2zYZk+j4aGExNEYW2O3s9RoHB0zkQkCy41GGhxOvOLk1tFeUeQ37e14/SJ3xU1ujEsURWrtDm6JiQ2Ic79sb6PT7Q4b5/RyOSesVuoivG/eGhuL0+8ft3Xa7vHSbrOzKi1hRjoxP6xclZWvXqfDGaLC9MBa6U5bcabUXPl3IXbaDlQ3S46N9TF1+XzolApeClKv1CkVuEcSiiG3F4vTzdmufl4ur6dryMFPjpXzxsVGbs9OodY8yKnOqYs9jF6L1zcaOMaiVylwTWNl1uryIAgCzdYhznX3c7Sth58cK6eqb4Bfn6nm12eq6bG7qOoboMFiw+J0Y/cML4z0SsVVn3t1+Xzox/xd6hwOOt0uLB4vb3Z3MeD1YvFObk6h0+1mhTGaF9rbqbbbOTs4GNFMl9svopUNz2z9a25gcvD1rMzRINbjdvOXzi5WRUczXpz5oK8Xh89PchjhF78oYnN72Frfxs6GjoB5BZfXH/LzMhFuQUW7Miui/2aZPpQj/1Z6nRaX24NKqWRxYXbAOUuLc1mQF/h3L06JRxvUblUewos52MfU7fOjVQwnOZdii67OzHzD5SqaVi7Dc5VnsNx+P9oQmyk6uSxiM/PpuxYRXYhWVK1MhmeSi6TpuBZtkPm7TBBQy2R4JlFh2dzbN+Uq5ei1iH60MlnIOPft7JyI25zVMhlrTdFXNM9WqNNN6Z4TaZybZfrJzkhHr9PhHrO5s6xYupkWaiQrK8TY0o5yaYdIcLxz+fxU9VkD1gqXuB7WLYHXcnWrty6fT2LtJxMENAr5tP5dRFGk3uHA7vNxZnCQWIWSF9rb2dbXx9nBQV7saKfT7aLCZuOk1UrviMXepSvzTTJMDHq9rI6O5oO+Po5PsuLqZzix1YSJc/+amxcyzpUP2bD6vBjkka29au12Tg9a2btHWmC7hGtkVEuAkP684/FRjnNXxayy7GI19hBKfEfKaiTmzDtOXmBFSUHAsZRoadvSg4ulqm/35l/uD082aOlzuHB4vZzr6udASxf3F2TwX8crSDJomRNvYldjO2vSk4hWK1mf0x4M3gABAABJREFUmUy8VsPXxsyoLkqemuBOMBlGPQdbu3B4vKMVEp9f5GLfAGvSps+by6RRcUdOKnfkXE7u12YkAVAYa8Tu8dE2OMTJjh7sHi/ddgenO/u4PTuVF8/XsDgpjiiVkvdqWliaEo9P9GNxerg1O4W2wSESdJppnaHINBoo77VQEm9CEAQ+c+8SrC4PlrI6npiTTf+ZVt7r7UMpyMjXajk1aGVDTCwxCgVRYVp8F41YU1wym6+yD3HUOsDiKCMf9PUyT28gXqnEIJeTrFKN7mKlqlXU2O1oZTK+XR94s/xxUxP3xyfgEv1sjE/g0cREyWyYKIrUORxs7+/njthYFkdFsfwm6We0ccCG0+tjU3UzGwsy+WxpgWQnLd2o49XKBsxON0+V5HJ9aybPolVrEEWR8os15GRmYB4YQBY0U7P50GnWzC8iR3v5+/7B+RoWZwUKG7WG2P3PDbKLkQsCt2UPf8cvxZYu6xDJKhVz9QZ8I5/FJVFSIaWZJFWt5uCAhVKDAYUw/Pu7/H6anE7umqJ42ZVcS43dToFWO/r9svm8dHvc3KQyXeVrGY4tY2dCe9xu3KIf0yRGFR5NTKTB4aByaIhinW5KO/CpajU1Dju5Gq0kzv1rY0NEFVOX388v29p4JjVlyl7Sf+zsJEapoM/pIiWET+8s1yepSYlU1tSydsXS0WOOEB0IL7y/h3/61MMBx/ZebGRNQaCQpT2ESGCCPnCNoVMquL8gg8peC8tS4kdtY5xeH7VmK49c5XGX4HULDBcF2m0O7spNm+DZ00uWUU95j4XMMXO2HTYHLp+PuGn0VRUEgefvXxZwbAmX5yvv8fvZWt+G0+tD3mzFJ0LFkI0au4x6h53yIRuLJ3E/ilEqiVEqmavX0+12c8pq5eSglXvi4olSyDEpwscouSCQpFJR53CQoFRK4ty36+tG45woihwftOL2+0lSqflcatqEysH7LWZq7Q6eSk7ix4+tHzcGahXDAqNvVTeTH8L2bZbQzGhi6nA62bx9N509PXzluWckj/dYpIuwYAsZgEVZUlXKA9VNzAtK6g61dlM8siunlstZm5HEwZYuuuwO1qQncaqzj5uzknmkKAulXEZh7NVZuJk0KhYkxvJKRQMLk+Pw+0U217agUyp4u7qJjYWZNFpsqBVylqbEY3G6idWqplUiXRAE9CoFBbFGlqbEc6arj9LEWFanJXKwtZvPlg7PoQKjAlJWl4ceuxO5INBgsVFvsZFh1LOzoZ31mUnUmQdpHbTzVEkur1U2MDfeREGskV67k/wYI2q5DI1CHvaLWxwXTUWvhTcuNlGSYMLh8XG6q49VaQnE6zTEr8nna1zuy9/g9dF4tIGDFgstLif3xcezpa+PZVFGcrVatCHaf4t0eop0w0H7c6nDN40mp4OTg1ZWGKPZ1NNDslpFqd7AEcsAP21uotfrJUmpZFGUkYMDFppcLt7t7eF/i4oDFm2iKOIRRV7u6kItE9gYn8APH10ruYYOmx2Hx8ee5k5iNSoeLMzk71fNDzjH6fXh9fv5+amLpBq0aJLiWZ8UizJE+9Ms1xcer5c3N2/B5fYwf04RJ8+dRxHUtqtSKjAF+ZjeHkJFPHhswe8XSQraDGocsNFsHeJuQ9pobDnt89PTNoBCkHHRPkSUXEHGVRYcSlapSFCq2Nzbxxy9Dr8IFUND5Gi0V11wKE+rpdZhZ0t/HwVaHS6/n7IhG4sMUWhkV9d6okRv4P3eXnb195Oj1WL1eqkYGmJVdPSk7RNytFpOD1p5qauLjycnT/paFhmieL27i+83NNLtcZOsUnGTKYZDAxYanU6+XF01bnLqFf20uVw8nZw87uJwPLo9Hm6OiaF4eQ6bqpvpc7j4+JReaZaricPh5Jd/fIlH7ruL3KzLCWZZfQsPrgtMWlLipPet+0LMEn9sReB90O8XWZgYKPQ26PbQbLWRbNDyamUDpYmx+EWRM139FMZGX3XBofHWLcGjGTPNouQ4Xq1s4L2aFgpijaMdgLdkp1zVFnmFTMa6jCReq2wkqyAeo1HPXLuJ8h4L31lTSNmJBhocDrb193GzKYZ8nXZ083I8ZIJAslpNslrNEqMRvyjyZk83AEujjPgRydVoJWuu5UYjm3p62NLfR5fbTZJKxS0xMRyyDAy7L1Rd5KnkZOYbDIgirI02jZtgevx+tvf3E6dUUqjV8Ym7F4973XaPF5vby8sV9WzISqamfxDX7AZcxMzot8jlcpOUEMdtN63hF7/7I1/74ucCHv/sfdJ2j3O1TSwtDlywbQlRWei3SaWXB10eRFEc/YAtSIwhQaemrMdC6+AQ+TFG5sRFz4hRs18U6bE70SjknOroo2HAxj15abxUPpywqeQyGgZsKOQyjrT28EhRFg/fu270ubF9FnoG7dj7Lexu7CDFoMUvipzrNvPYnGzeqW5GJZdxW3YqOxraWZGWgEYuw+XzUxQ33FIVSfunIAjclZtGjXmQ2n4rgiCwPiOJHJO0Km1UKzGqhxcf94ypRi9IHL7pLB0j9f784mLsHi8Orw+b28ug28PW1m7aB+18rCSXl8rrKY6LRq9UcLqzj4eKsqjstWDSKNErFXxQ14paLqc0MZYEnYb2QTsphsCAo1XImbM2n7F6f6U+H5WH6rgwZOPcoI2NCQm839vLHL2exVFRqARBEnCyNFqyNMNqgJ9PSxuZSbCzzdxPn9eLXiZjnsHAc2lpfDk9fVRa/NKizQ90uV3ss1i4Jy6Obz20SjLLanV52NPUQXFcNIdau3mgIIPPlgZ2AvhFkWbrEI0WGyc7e/nU/Hz+/dmHEASBIZebM82dVLb3EHjLn+V6QxRFCnJzmFtYgFKpYIVJRB4XKHRQkJ6CyRB4Y6rq6GNFbmA9PFhtfNDl4kKPhVXplzfhotTKgE21NemJpEXp+G3TGdpcTkr0enJC3KxnGkEQuMlkotHppNHpRMZw58LVTpBheNf8jtg46h0OWlxOlIKMm2NiIhJCm27UMhn3xcdTbbfT4HCglcu4My6OuCkm64ujjCwwGNjS18tNppiQLcvh8IoiO81muj1uEpRKnk9LY7kxmqeTkyVxLjg59Ysiv2prY2N8wpS9aTf19JCkUvHEXQuB4fnp8939U3qtWa4uLrebxx64h/tuvyUgtnzmnpsl5y4skFYxj9W3UZoZuJnyp8Pn+NaYeOf1+9nb3Mn8xJiAY36RiNctM41cJvBQUSYX+waotwyiksu5Jy+dtGuQeGgUcp6cm0N5j4Wa/uF254eLskjUX91kHSBareLjJbmc7zZT3W/FqFbyxNwcYjQqcm4f1t1eL4pUH6rjg94+Ot1unkhKwuHzkRzhPUImCDyWONwFOOj1ctQ6gF+EU4NWCnS60S4hhSCw22Kmyz0c5/4mPZ1lxmieSEziC1UXaXK5eLGjg98WzyErOrx6vcPn4/2+PlZFR1Ok03HLrSVhz4Xh8cCWwSHeq2nhE/Ny+ZtlwzPUC5NcnO+evNjdR5UZTUxN0UaWLSoFwGCQihWFavfo6JP+4906V1pZeGbdooAkFOBjJTn4RZCPWY+lGHQBA/NTxe7x0jRgw6hWcb67n8reAT5WkstfyuvIjjaQYdRT1WdlQ1YypcvmcYtBi0mn4fsrS0df49GR//3roNeWIZCXGEteYizkpfPlZfNGH3ts5H9LVy8EhhfBRctK8PlFuqw2zp8oJ8uo55XKBnRKBYuT4tje0M66jCQaB2y0WIf4xLxcdjd2kGOKItcUxZDHQ4ZRT0FM1LQtXlVyGSq5ChOQYhj+oo8VMRjbIn1TZhIiIAjDf9e0KB2CIEMURWI0anyiyP7mLpanxrOjoR2ZIPDEnGysbg+ZRn3ANavlchauL2ThmL/VQl8BXUMOLp5oZJ/FzNpoE5VDQxgUcm6JiUGGEJBIOv1+vtfYQF8YAZCfFxaNqlZ+oqKcL6Sm8aUHlnNX0N/A7fOzr7mTaLWKxgEbi5NjyY8xSiyBqvoGiFar+MOFWtZmJPHQvet4KOi19GoVa4Panma5PjFFGyktubxd8sGRMyyfm48h7fLiYPPh0ywKmjtt6ZfOzuQFVchVcvmoh98l+h2uAKE3gOxoA4kqNUU6/aRtRKYTQRDI0WrJuQZWNcEoBIFCnY5C3bXfqVaNbHbNm/jUiFAIMlYao9nc28vjSUkRPcfh8/Hl6iqawqjv/rywKCA5/W3xnFHBpkszZo8nJk05KW12OlkaFcXqDZe/K0a1cnTcZJbrG1O0kb5+s2RM4fdb9vGtTwbewbYcPcuSosB1W8+g1PavNCMwUZUJAmvTAzvhotUqNmQlIwgChbHGq9LpNqwB4UUpE+iwOeh1uCiKM7K7sZPUKC0rUhOYlxDDvDHx+q2qJixONytSE9ha38aa9ES67U76HS4eKMjgeEcvyXotmUY9Ay43iTotSrkMpUy6eT4Z1PJh79dg/9drgU6pYGUIy7NLCIJA0dr80SbgAZeb3287Q6pKjd0/rMkR6ZhClEIx6m+frdFQ47BTY7ezra+PvRYzHWOEjrRyGUM+Px/09fGPWdn8tKU5ZJy7hNXr5YLNhkImsNJoZNXN0rGssYiiyCsVDXTbnfzV0jl8fWVgpI/Tqkc7EmeZmKvWd3Dz6pWSY3OypP34oYbma7v6WZGbFvBh/cvRC3z51uVoxlQJN9e28khRFibN5G6cTq8Pt8/Pue5+otUqWq1DVPYN8NRIpS9Oq2ZdRhINFhvr1y/m3oVFPKlWI5MJ/GDlZQe24ERlJhAEgagRhWOTTkPR/cMul/84JpldH/Qcv1/EUJCN2+fDUtXIma5+5vtFDrd102t38VRJLi+X11MQayRaraKsx8x9BRm0WIcwKBXMiTfhE8VRwZXp+B0EhhfTl1gVFMwuPVYQa8TnFzE7XRxt66F10E6nzUHTgI3PLMjH7HSTbTIEJJpKuYx0o570W0u4beTYbX6RhoFBzOc7eKe3hyKdDpFhi4v1phhuNpnYa7EELNYcPh/nbDaiFQrujI1jt8PKxoJMvrQicNfsTGcfB1q7uT8/A5NGxdLkOJanBhqHd9ocXOgxo5bL6bE7+dj96/n3MZ8dAJfHy4DDRULU1ObHZrk+UMjlkurorUukO63Bvn6iKJIRtInR3D9A04AtoDJQa7aGjHGfvnMRtcfq+U17G6kqNblaLf0eD/MNhgB12lk+HMQolTyelMSrXV0sjoqiYIIEXCsf3pjbbTaHrIjGKJWjyektMTEBi7WXujopNUSRP8Wk9IDFjNXrk8ypzXJj0dsvLRyY9NLP3W1L50uOhfIxDW439fh8tAzaJfoefyqrY3VaIoWxxglbd0VRxOXz02t3olUq6LE7abUOsSQlnndrmtEpFBTGGtnZ2MFNIyNJbSMjSS+V15Nh1JNjMnC6s59bspPpsDkQRVDKZCxIjEGvVPBuTQvdQw4+MS+PEx29KASBxclxo+uWkgQTMCxOZHN70asUpEfpkAkCAy4PZ7v6mRtv4ly3mRbr0Oh755gMpOi1HG7r4e68NI619dDvdPP0vDw217YwJy6aGK2aHruTeQkxWJxudEo5CToNAtxw64ZotYq/eWAFMFxtfHPneWIUCt7t7WV1dDTzDJFVxJUy2aiFVr5Wi1Im8H5vL6uM0Zi9Xl7r7mNjQgKfShnuvAwX53o9bryiyK7+fj5z+yKSDeNvsNrcHv73dBXzE2J4Ym7OpCxtZgnPVVutvLttJ1/P/3zAMVOYKuq3PvlQwBes02rD5fUFJKEL0pMknlHFcaGVUgdcbmSCwK7GDqJUSuSCwKnOPh4qzGRrfRtKuYyHCjNRyWUUL53L+qjLVbnvj0kelkpfelrw+0UqOnooSIzFJ4roptkYWSYTSL+0y5gQw6Xu+OVjzvnXMb/nbS43cpkMf3sPDWW19NqdvFXVRHFcNF5RpLzHwpNzc3i9spEotZLbslM429XPgsQYNAoFKrmMGI1q2r6kcplAvE7DE2MqsF6/H4/Pz5mufs5295Ok13K0rYeHi7IQBMiI0gfc9OQygfwYI9xkHB3a94siTQNDOMo6kAsyNsYn0O52sddipkRv4JxtkEWGKG65tYQ7ga97vKPt0t1DTl6tbGBZSjxqhZwvLCpCJZcFJBCDbg9b6tpYlhLHvuYunrp3HUlBQl5+v8jhuhaUchnlbT14fX7uLS3gxYNnmZ+eyOr8DK6+ffgsV0JRViqxxsB/5/r2blbPDzTjfuHAmYA2tiGXh5MN7QGV8n6bQ/I92pCVEtI83ahWsnh9EYtHPt8Oj5d9+ypx+v180NWJ0+/n9tg4jo+IgaWr1ZOecZzl+uOxxEQODQyQpFJNuAHx2dQ0nkpKllQILhGjVEoqCBdsNu6PT5jy5ka13U6xTs+SmyY2o5/l+ubpx4J7e+DmxdJNt+qWDlYGiVgGxzuA000d3L3g8nlun4/OoDEtjULO360Y3nh/p7qZWvMgDxdl8VZVE4uSYnH5/FT2WvhYSQ6vVjRiVCvZkJXMsfZeSkfmVeN1GjSK4ZbbKJUSjUJOadLwY2NHkr46ZtP50vH8mMsV2kuWfw8UZNBhs9Nrd2L3eLkjJzVkUqiWy1Frh79LY6url9YJY7upxnaVXRrdmBtvAobFMh8qzERkONkdcLnxiyIX+ywMur2sTEvgjcpGFiTGSNZoBpWCW7NTOdU5/PdQjqjEpkXpkIcYdbpW6FUKPnnP8Op0iV/k/MEadvX3U+Ow88RI+24kWgWCIPBcWjqfTE4ZjWPPpQWOzATHuX6PZ1hkadDK83cvZblm/AppTb+V1y828pkF+Xx5SfGUXBRmCc9V+2uuWLJQcuxIeTW3LCkJ+GLMyUrD6/OhHHMTfHr1AhRB7SMmnQaXxxuQxEWplNg9XgZdwzYcC5NiqeqzYvN4eKokl9WrS0mPMaJXq0ZbJ5esuzzEHBhGZx6/X6Sxz8Lx+jZkMoHkaAN/OnSOpGgDmXHR7LvYyAOLijhU00Kfzc6zNy1my/la5qUlkhxtwOX1kh5jRDWOwNBU0KuHd8UXZaWMCk+VrCqVnDdvVSmiKOLweFH3WvA1tdM4YKOqb4C789L4c1k9SXoN8xJi2N3YwYasZOotNgbdHh4oyGBXYwfpUTqS9FoaB2zMiTfRYh1iyONlSXIcpzp7iddqyIo2oFcqAhJNhUyGQibjkeLLsyyr0hLw+kV2NLSzta6N23JSeLuqmVuyUkiN0hGvVQfMF8sEYfgGsbaA743864uiyMIhJ4k6DbcF7eZqFXJer2ykccDGswsL+eT8PKLVgRUEvyiyu7GDziEHJQkxLEqKZfHaxQSPyle297CtrI67F+Qz5HRzy9ycgHnDf7o/uO49y43CuwdPsiAvsA27sVNqAxPs66eQy7hnQWAUSrJYyUoJrB78uayOL4ZQJQ9Gq1Rw123DlYtLm2qiKJI95KTxZBMHLBZqHHY2xifwfl8vc3V6SqMMKAXZbMJ6AyETBNaZTGzp68Unwn3x8eOeHy4pDfX4tr4+dHIZ8xVTm+WrGLJxanCQbz20ekrPn+X64k+vv83XvxRYYHh7/3FKcgIX/s1dvZLnFqVIP5dPrQysrOpVKh4qCj/CsrHw8mNjE7m784a7776y/LIvao5JqoI6XV1fwOiIWLpx5reO5TKBmDEqu5fe++68y3/3sUn1JXXgryyfO1pBXpoSj0Yup8Nmp9Y8yM1ZyfzxQt3oGm1XYwc3ZyZTY7bSYbPz9Lw8DrZ2j46qubw+4nWaq+KvLpcJLFpfyKUau93j5X/eP0GcUkmKSo1RISdTrRlfETeCOOfx+3m3txcR+NsHlnPHBPe9kx29XOg2c3tOKn+3Yt6s1/wMcdUS075+i2Qm9PFbVkmOZSbH4/YEJqYfnKvhjnl5pI3ZuWroMROr1xKjv1xqV8pkbKtv54GCDD7z4AbiDTpun+HfKxhRFOkZtCOTCehUSrRKheTL4/eL2N0e/m3zATYuLuLJFZfbcP/2zlWj//9S5WR++vBukdfn59aRqqHV6eJccyfKAjlvnarE5/fz4OJiXj5WxrLsVJxeLxc7evnUmoUcq28lJTqKuakJODweYvVa5LLp+UIJwvDvOSc1AVITmAfcM/LY91dcrsJeatBe7fEy6HQRrdVwe3YaSrkcpVyGv3+A+DgTPqsNh9tLXGoCGbHRxOi01JyvZm9zJw8XZbK5tpVMo547ctNQyoSADQuZIKCSCwG2QX+3ogSn18fprn5erWjgibnZ/LmsngWJMSxPiUenUgSoHwuCMDojC8O7k+2DDl6pqOfmrBTuzkvDEKJaVd1v5Z3qZh4tzsakUfHIveuRBSW2/UMOXj56gQUZSfj8Ip9dv4gojZqi5PEXkrPcWNy8aK7kWPCIgiiKZI/shl+itd9Kc98AhWPa2PY2dVCaGBtgGROtVk1ZcfHS5zvl5mJWjTm+wFdA95CDqhONHLBYWB0dTdnQEH5R5P74eFyif8oqrLNcHe6Oix+1VlgUFXXFHSsnrVbWmkwSa6xIqXc4MCmU/OODqyY+eZYbgoLcbMmxtQukm2ShRrLigtoiRVHkrVOVfO2uy5sWZruD92tb+fSC/OCnzzJFhBFf00ttxskG7Wir9NjkfuFIBXlJShw+v4hfFJmfEINfFOlzuDjV0cuSlHgOtXTRP2Jl91J5PXPiotGNiFpuLMxkZ2M7bp+fjYWZvFHZOCpkdaHbzKNzsnmjspEck4GNhZkRxyidUsE3R+JIv8PFa7vOoxRkbO3rY0W0kRL95DbOBrxe/tTZwTKjkb/duGLcc0VRZF9zF9FqJXaPj0/Oz5/U/dfh9WFxulHLZbPWfxFy1RLTlrZ2XG43mjHCHEfKqkkwGYkZY6Nwoa6Z1LgY9GN2h7LiTAxPJV7mpuJs9OrAhdLqm5cy0/uyTo+Xuu5+VAo5LX1Wjta38qk1pbx48CzxBh1rCjI4XNvCTUXZVLT3UNnew2fWLuKFg2fIioumICmOd89U8YUNS/m3R2+d1Hsr5DIyYi+3fsxNHZ7L/Modl+d3x1ba7lngQ0AgLyEWh8dDz+AQ28rqmJeeSFu/ldru/tFrSzNFsTAzmdNNHdxUlI3T60WjUJCTYEI2je0eGqVitCV7bMXoUotr4pjdx2U5w7t++bevHJ0VXbRmER0WG53ltbxT3czKtASaBmz4RZEHCzORyQRJoqlVKliTnsiakfaYv1tRgs3jpXlgiJ2N7dyTl86OhnZMI1YuflHE7fOzubYVs9PFl5YU8w+rA+dBYbg6+n+nq4hSKbkzN5Xvfup+1CFaOt46VUlZWzdfuHkpjyydS3IIX95ZPjw0d/VJjgULvTlcbo7WtbI6P2P0WF+QxQxAkl5LbJAf3RNzsrnYNzDa5jUdqMbMZV+KSncAZqeblhON7OjvJ1mlQgRq7HY2JiTgFyFxijOHs8wMiSoVVq+XP3Z28OmU1ImfEIazg4O0uVwsNU5NaKbL7WZLXy8/fHTdddMqOMuVE2OKlhzrNktF3EIJWx6uaWFD8eVxHL8oogza9JDLZBPO9c0y88hlAnKE0dZlYFR0aqz41NjE9uYRcZ+8mMst+2OruJdE/L66ogSzw8XZrn52NLRzf0EGOqWCrCBhy3DEatV84b7hWfWFXh9H91dx0mrl1KCVB+ITiFUqUYcpvJTZbOw2m3k6OZkfPrJu3ATT5xfZ0dg+mtAvTIod9/rcPj9vVTURrVailss509XPI8VZ7GhoJ16r4abMWZG3SLlqiemTD92PIigICYKA3ekKSEw3LCohOkg4JCs+WvIBqursxaBWsSR76jffYJweL35R5ERDG0q5HKfby6HaZh5fXsKW87V4fD6eWjmfqs4+FqQnsSw3lZuKs5DLZAEJ4aUKZ3FKPCwZViAc+/jKvKuzb3Ip6M8bo3L3hQ3SSdlL1+b1+UkxRaFWyKnq7KOst5sojYrfHThDflIsiVF6DtY089DiYvZebMQvijy1cj6nmzrIT4wlPkqHWqFANY3tMsEIgkBqTBSpaxexeO1wo4coirSarTjrWvhD2bBKskmtotk6xD15aRjVqoCWC0EQiFIpKUkwjYoUFMQa6Xe4MDvdbKpu5pasZD45P0/y/k6vj7Nd/ext6uSJudl85Yk7MQQJ0fj8flr7rbxw4Ay3zM1hTUEGDy+ZI3mtIZebPZWN9A3ZeWBhEQ29FlKiDSRHG2YXczcwdW1dkmOZSYFVcZlM4O75gVWBwqQ4yXfH7fOPWjZdQqOQ8251y7QmpuGI0aiIWVfI2G2ZS7vp337rEF9Mn90Dvt7I1+nI02p5r7eHNdEmYidpS3PONkiaWs3CqKkZwne53Qx4vXz/4bWzYiAfMo6fPsdNqwIrTNUtHZLzspKkyqzB90ABgXuDLNSUchlZV6E1dpZrS4xWTYxWPaok/H5tK1vr2tiQlUzXkJOVaQkRtclqFHJuvmW4Q+khUaThSD0vd3WhlclZGW1EJchIUCrZZ7HQ7/GwISaG/3xs/M0yt89P44CN8939ZEcbKI6LpjhOuiFzCbvHy2uVjdyclUxpYiyrbx5eYz8y8viiNVLRr1nG56olptv27OfWdatJTb68a3D3yoXogqwNGjq6cbo9zMm+rNjb0GMhSqsKEI5RKxTY3Z6I39/r89M5YMOk07C1rBZRFMmKM7G9vI675+dztrkTs93JM+sWISCQFRdNqimKW0ZaZ8e2Wz68ZObkys82d6JSyNl6oRYBuH9hEW+eqmBtQSY6lZIht4dFmck4PV5idFpJu+iVoJDLRqt5K/PSRxPof7xv3eg5NxdnA8PV2iGXB0EAo1bNkMtDq7mTI7WtPL68hNeOl6NWyLlrQT6vn6hgdV4GFoeT2q5+PrWmlLdOV5IYpWdxVgonGttZkJ7EgMNJt3WIdYVZ7K9qwqTTkBFr5HxrF/PSEmkzD6JTKVmUlRzQiiwIwnAlOTaafx6jTtxhGcRd18IL52qG57AykjjS1s2GrBQyjDrJ3PKlytSXlgS2Jtk9Xnwj1dGMKB1feOwO7g76u4uiiM3l5tXj5XQO2Pj6Xav57sabJf8+nQM2AP539wnWF2Zx58a76TYPoI2OovP97bT2W8mKi+a9c9XcMicHk04z62N6gxHKn7kwI9CHuaPXQqvZOtwCP8KOinoWpCcNb2iNcLqzb3Qn+hKCIPBAYQbXiku76cunWE2bZeYRBIFbY2LZ2tfHgwkJESeInS4XpwcHWZA8ta4Ol9/PXzo7+fdH1s6IX/gs15YH7rxNcixU225+urQ6tLuyISDeubxe3jlTxVfHjC853F5ermjgn9ctnN2c/QhxafzK4/PT63BxsW+Akx29xGjUPFiYEdFnQRAEclfn8S2GCwrdQ07+svMcpQYDySrVqLBSOOweL06vj1+eqeLhoiweHVnrhsPsdLO/uZPUKB0bspJZOJuAThtXLTFNTkzA7w9U0T1cVk12cgKl+ZcFbHx+PwNBLW3z1q6CxrqAYyVpCTjc3pDv5fb6qO3uRyWX8+cj51lfmEW/3YHN6ebBxcWUpCaQHmskSqNm+ciQ+NjK6/oiqTn0TFPe1o3PL1LR3sOTTz3MvJsuJ4NfW7Ecj9dHj8WK5eRJ3F4fr50oRy7IWJWfzjtnqripKIvWfit1PWY+u24Rm85cpDApjrmpCfTZHGTFR6NXqaYtkRUEYbRSOFa0Z13h8N/uG/esGT12qSIriiJevx+5IOOxZSX4/SJalYLSjCRidFpUCjlapRKVQk5OggmtUkmUVk1eQixGrRpBEKhs76HbOsRv959mTmoCOfEmPD4/CzOTA1SbAVJMUbBkLv+w5PLMX751iN6KOjZVN9NgsfHxklw217ayMi2BeSNtyzBcFarut2JxuTna1s3H5ubyw2elioRNvRa8fj9/PHSO+xcW8dl1iyRBdNDporlvgMqOXroGbHz200/w/aWXK9cZI9W0+x65f/TYoltvjvwfY5brit9t3sO3P325jc3l9rDvbGWASmXPwKAkHiZG6UkIMml/KEwsUspkbKlrGxX9uBaYvZFvDM5y9dHJ5TycmMgb3d3kaDWj5vPhaHA4cPr9fDo5ZUpJgc3npdw2xE8eWz/lGehZrm/2HDpKUX6gP2mott1dp8pYNa8w4JjV6Qr4WSYI/5+99w6s6rrytp+r23XV21XvvXchJED03pu7HcdOzyQzmTdlauZ9p3/TMjOZmSQTJ+4FG9sYML0J0SWQQEK9966r29v5/pAQEhJIgJDB1vMPaJ99yj333H322mut3yI9ZOKCnY+Lir//+haKzhRztKGdZxPCJ9Uuf9Iw2+y0aHR06wwMGM3kB6mpGxzGQyHDR6XEbhdwlM6ugOWTilTsMJZyleTtRsOgloZBLR9UNrIkSE28t9skwcm74aNSTJs/CiMVHi609XCurYevp0TxJ1OkbY2nS2dAa7ZyprmTZzYsnk/NegTMmWEaFxWJQjHROxrhr0Z1R1tuYjQ2m31Cm0anp7Ozb8ID0DYwzI22bramx9IzrKelf4jPr9eyIzOekzcbCPVyY21SFH+5ecmkH7zbNHWw5hKt0cwHl8tRyaTsfmYbqVPExsukEmRSCSqlN6Eb1wLw3dTbqzMpS5dM6C8IArujYzGazFjqa6nt7kcqceB8bSutAxpeHs0rjfH1xNtZRVFNMzuzEqjr7kcpk7IgIhCNwYSn0+yJJMGIMXsrvNhrXLh2jO/IM+AzrjBK0rgV11t9vZ1VhI/mpf75ppHP3KvVU9LYQb/WwBvnSlHJpWxMjaF1QENKkHqs5ustfFxU+CxIZrw8jV9yNPUlNznb0s3F9h52xIbwaXULOf5erFuTNybmdIueYR39OgNnq5txEIl4IS+Fv9o6cdXYYrNxoqKBGD8v3rt4g60Zsex6ehvzfPkJ8plc6Hx97sTV1CjLMHHRE9UnBQRclRPHps/rWvlOxmRxkUh3Z040TQ6hm0uajMZJ4nXzPDwDFgtmQaDXYr5vUY+p2OHjQ/Gwhk6zCV+ZfMo+ZrudQ319fCMg4IG/zzc7O/nxhpx5o/RLjF4/RR68h9uktnW5k71Hz9+h7G8TBCw226R+KrmMVStzWWEX6Cqr4p8ulhPkomJ3XOisjDWCIGCw2rDY7ZisI0ZjqJsTxZ199BtMLA5Sc7Culc3RwXg/xFxREAQ0Zgu/uHyTZxLCyFiYQs+wHk9PN4qPX2DIaMZks3OisYMMP08aB7W0aHQ8PVpXPsDZkUh3F860dLIsxI/y3kF0FivbY0Ioau0m2EWFj0rBkMlC0Gg63JfJwBWJRGOifz/NTcIuCHxe18aNngFeSo6kbVhPqtrjodIF/qekCqnYgZeTI8kPuncOaNuwHr3FyrHGdr69fQWZi+7tgZ3nwZkzw7SmvgEnlSNeHrcFb4TAeIztlRP6Vbd00N47wIaFE7/07mHdhL/dVQo8nZT83YGz5IQHkBcVTGboSC2peP/J+Q2zjd0u0Nw/RF13P6nBvhy6Xku4tztRvp7oTRbULqophXBuMWw08TefFbIiPpxXXn56Vq9NJBLh5TqaH+TjSeioNlLcbScsf5F9O0C0wG7HLghIOnrovH6dIYORT0uqCPJwQWCk1tjzucm8f6kcpUzC2qQoCqubyAoPGCvXE+ThgsTBYc4HRS8nR1YljoRu/HR9PgAag4n67gHquwcobemisW+QbxVkUt7eTWqQ7wQlZwAPlRKPRelkAptH29LzJz5/erOFQ9drSQ5Uc6C0mh1Z8Xx98cQ+giBQ3NhB97AOi82Gp5MjoTnZ/EnuAub56hAfOtGL2TUwRFtPP4nht8Nvj1c0EOPrSULA7fzvczUtFMSETth3ok/1NiKRiKUhfujH1dada7Z6+2AHHl1G+VeHXouZq8PDhCiUlAxreH5FKqWny2kzmVjlMXmh437JcHahcHCQUwMDPKWeGBreazFTrtXx7QfMF7bY7ZwYGOBvt+d/aSbF80zNrs0bJrVlxoRPaiuuaiA9OmxC2+tF1ybUMTWYLdR09bMyYbKWA4zk4fulxvK3qbGYLFYOHb1AYUsXL6dEIWLkuZOJHajoHSTU1Ynqfg0Ng1q2RAfzTnk9gS4qQl2dKGzpYlWYP1e7+unVG3kmIZxPqpuJ8XTFz0mJxmzGNTaMzBB/lFIpvq5OeMVHUFlcwbGGduK83MYUa2fKzd4h3quo55tpMfzrt3aMtatH61tvW3/7PuRMURluQl350X8X2e1oTWYUEgmZAWqkYgeGqpuoHdCgkko429JFp87A7rgw3q1oIN7LDZnYgdKufrbFhlDY0oW7QkZegA8tw3oCnR1xlkmRODw+tUzvhYNopOLC+shAjFYbpd0DnG7uZNBoQSWTsDTYd0bpAz16I78vq2VJsC9fS4mcIJY5FQaLlc9qW9FbrHx/92qyF2fM1kea5y7M2YwmOiIM4Y5Z1tDwMEPt3RPySX3cXbHe4TEN91fjcUe8t9rFCbWL0wSVt9nCbLWhN1toHxymrKWLgthQXiu8iqtSzpLYUD4pqaQgNhSH0VIpTvGJ5KkDsFhtDDQ3cL62lfQQPy7Ut9I5pB3zUEb7euLt7Mjh63V8b3k2f//T7+AwjUeyo2+Qc9erWJwaR9/QMG7OKnynWKF8GBwcHHAAIgN9iQwcmbR8K+N2qOmtV9FPRw0si9WKY0wsUrGYlpISKjt6UcnD+M3pEnxdncgI8eNAWQ0r4sOp6eqjuW+Ilxel8VrhVUI83Yj29aSoppmViRHUdvUzbDSxPiWa4xX1+Lk54+aooKK9hwXhgdxo60ZrNLM8Poyj5fUEe7qikEqo7uxjSUwIzgr5JPEhF6V8LDc4JXjk85gsVsQiB4obOxAQuFDXyrO5yTT3DRHv7z1BDfgWNrudM1VNiEQiOoe0xPt7E+Hjzg9WTTQ0G3oG+Likkm0ZcbQNali7ZR2KKdRK95y4QGNnDxvz0tlz8iILE6PR6PT0DA2zoyCH6pYOArzcCfD2mPa5mOfxxGKxcqKknOz428JGPYMabPaJY5qnkxJv54nP3M6shEkThFVh/nf1SpqsNk40dbAh8ovJN706PEyEUkmYcl5F80Hos1g4MdBPipMzdQY9G5YkEODsODYRfWV9JvXn6vm4p5uNXt5IHnLyuMjNjWGrlaLBQbJcXJCNjjEHenvZrX5wxchPenvId3V7Iia38zwc7368b1Id0wPnS0iLDp3Q1tU/OOFvQRAmREHByHt6e+ZkUcCpkEslbF6Xz0a7QGdpJXurmvF3diTW05WAuHCCvN0JdXBALhHjKJNOMOxWj/473v6LWzA5XHP8eKx2dUK9LJuFNhsfHSiksm+Iit5B1kcG3tOQaRjU8lltCy8mRfBv39o5qxogYgeHsYiaMeeL2nOsRvX4T/TX47zTt8ziUJ2BIYMJJ4WMrpOXAWjX6qnoGRzz0noo5WT7e3Goro28IB+0Zit6i5XFwWrKugdwlknxdlRQNzBMpLszXXojwyYLab4elHT24a6Q4yqX0jCoJcbTldoBDYNGM/mBPhxpaCfA2RGFRMy1rn6Wh/pxqqmTYYuVnbGhNA1pyfTznKT9MRUKiZhVoyq/dkHgWlc/vQYTr5fVku3vxaIg9SQjtapviI+rm/lGajTfSY9FJbu3+aO3WPnni+UsCPDmmzvnuvDkVxuRcKe1OIukJsYLRz54A4CGphZ6+vrJTr/9g9Hp9Dg0X8dnXH3SQa2O6uaOSRO7D/fs45sFkxVl7xe7XaBLo8VosTJsNHO6qpHl8eEcr6hHZ7LwdE4i718qJy8qCLWLEw6h4YT4ek2oq/qwzCT8ra2nn+PFN0iJDMFBJCLE15tTVysY1hvIjovg/RPnyYmPZFhvpKKxlZfXL+W3+08S6uvNkrQ4qprbiQ8NRCGT4qiQo5xhXP5cYLPZMZotSMQOaPQGDCYzPu4uNHX2olIqUMik9Gu0+Hq40a/RYrFaCVJ70tYzgEopRyIWMzisw3ugi7fOl2G22FiZGMHh67WsSYok1MsN5RS1RqfiXG0LTb2DJAWq+bjkJsviwpCIHThV2ciurAQa+wZZHB0yKaTZYLbw1vkyPFRKwr3dCc/JnqAuDSPfc01rJ28eOsOmRZn4uruO5ZPewmqz0Ts0jKvKkbNlldjsAmp3V/afK2FlVhJOSgVZr/zJjN5u8Umpwjt7j87oc6dF+xQLgvDwP6h5JoxzZrOF1kvHJ+TND2n1iMUOOI0L0z21/zC5kYETyiX84siFSYsev9t7nBgPF+KmUOAVBIEbPYNjdeLmmsPHbiACYlXzKpr3w57uLmyCQIGbO8GZIdOWxyg8eZNKnY5VHvcuVzBTOk0mPu/vY5ePmiP9fWz19pl+pykQBIGPenrY7u1NyMLJXrP7IfA/PpjxB5vpODc/xs0uqYnxwg+/+TLr7tA/uH70ExYmxUxoa+8dwN/r9rhks9k5/tkhViTcfk66hrTsL62eFHn0uFJ48hIApV0DLA/1m/C77R8V7DHb7KxdlTtJ7+JJRBAEBvQjgpRBHi6UtnThrJDh5eRIY+8gYd7u9Azr0BrNJAWqudHWjatSjotSTku/hggfdwZ0Rmx2O2He7nQNaXFSyFBIJVhsdpzkMgQEJA4OmK02Dh45j8RBRIfWgFIqZnVYwAMJqOktVs62dlPS2cdLSZGU9w6it1gJdXUi2tNlWg9paVc/n1Q380pqNHE5SbOazqb65t/Mj3MzYM5+PRarlfauiWUUBjUaSq5c55mVeeP62SipbpxgmDopFQS43Z8CpCAIdGt0HC2vJ8rXg5vtvbQOaPj6ojQOlNWQHKgmakE2L2Zn4qpynCA29NNHHHp5r8lFa08/g8M6Lt+sY9uS7Amlczbl3w4hGC82sG1J9mjbVnRGExarDWdHJWaLlbK6ZsobWnh6RR6vHThFiK8X0UF+HLtynXW5aVQ2tWO329mUn0ltWycBXh74uLs80tVvsdhhrE6t9zgDMib4tgDVrVBkl3FhtxEB6onbA335btLthY6QrEx0Nys4UFZDRXsPL+en8e7F6+RHBZMR6j9lGZuFkUFjtSQTA30QBIHKjl6+vyIHR5l0Qq1VgJOVDZyoaOC7y7NZu3H1pDIggiBgslj4zb4TGExmvr9jDX/19Z139YBKxOIxD/jKrNtrnneuQM/zZNDT10dn3+AEw/RkSTkRAWqSIm7nlBZWN7HojhxTyx1eVYAd6/K5eq50ynOJRCKKO/sId3OedvX3UbBoSSyXCqvn/LxPIq1GI/t6e1nh4cGrazImlQC6F4uWxrEI+JMPC9nu7YP3Q9aO9ZXL+ZqfP/t6eyhwe/BFjbNDgySqVA9tlM7z5CCbovRQXVv3JMP0TkEkq83GtZbOCYYpgOtjpPcxHYuWjsyz4rV6Pj18jmAXJyx2O1EeLrx5vY4/2LUSzztKHT7JiESikTSn0TnY+Jrbfm4j87Pxui/jyyAGjDqbxnuhQ+5R3kwulbB1/cgcXBAECk9enuABXRjog2KGZQgdpRJWhfmzKswfs82Oo1RCQbDvtLnvn9e10qzR8XR8OP/6rR0zmgMLwkjptOa+IdoHh4n18+LDKxWoXZxwksu4UN/K7uwEDpTWYLPb+YtvzugjfOWZs9lMSFAAnh4TX4IKhQLrHcnvbk6OrM6eGGahkElRKe79Im8b0HCutoWc8EDeOl+Gq1LOtow48lcuIczPh9xxD9k3sh6/AhytPf0YjCYOnL/Ky+uXTshHmykikWjMK3NLATTM34e1C1IBJiiF3toeE+RPz6AGkWhklXNYZ6CisZWi61XsKMjh8MUyDGYzT69YyFtHzpKbEIWHixPDeiOpUSFYrDbcnBwfi9BTZ0clzhkZ7Mq4bcB/PyWFzqtXuVjfyqnKRp7KSeTQ9Vqi1Z4sjw9HfEd+hUgkmiBpbxvN6/jXwxdICPBmRXw4yzasmTRodfQN0juo4YMT59mxdAHf3bbqsbgn88wtfQODmCwT1cLdnFV4u09cWNueGT/pGdo+Ra1bZ4Wc4s4+Er2nDpXM8vPiUkcvS+8oKTNXnBsaJHw+lPeuFA0OclOv42m1L3+9PW9GYWp34y+2LOTA8RtIHUS4Se6vNulUbPJ6cC2GPd1drPf0IjY/cvrO83xpuHq9nBWL8ya0NXb2TOp3Z3ksiVg8aXxTuzoR5uXG/913mpfyUgm+R63IxwlPJ0de3r4Cq83ORwcLsdrt/NXLm6ffcZ4ZIRKJWLxsZBHgHxYkY7JY+eRQEVc7+3gxKZIevfGu78M7kYkdyA24+zhnttn5pLqZUFcnojxceGbz5NJH47HZ7fzmdAmOMimRag9O3mxgc1osbQMaZBIxKrmMrelxY8KhtxZifrjq4XUCvkrMmWE6rNWx79BRXn5m11ibm4szeXestIkdHNh3tpgf7Fo71iYSiSiqaRnLJ+0c0nKloZ2MUD9+c6aEBH9votSeJObmEBTsz58tmF4i+nHBYrWy9/QluvqH+NaWlfxw150asI8WlVKOSjnywx0vOLU0PQGA2JDb+b8/fXYzJouFvqFhhrR6LFYbH5y4gNVmZVlGIh+dukR+cgy9g8NUtbTz8vqlvHbgJD7urmTFRnDgfAnL0hOob++muauPlzcUsOfEBYJ9vYgK9KW4soHs+AhqW7voHdKwfmE6+4tKCPB2x9vNhavVjSxKiaWsrplBrY6NeRnsO1tMmJ83oX7eyKRSArzcJwxYjgo54bkLCAeWrB9pC83Opvb8Bep6+nn/UjlLYkLoGtIhFTuwNjkKuUTMgN7I2epmSpo6+P6KbP7yj76B+I6wkt6hYfRGE5+cuYyzo5KvrS+Y4BWDkZXi+vZugtWeyKXSr0QelkgkSgcygXrADRgUBOHYDPfdAdxaVq+/n30fB5LkekTp8RPaZBIxHs4T1VWPltdNqFcK8PaF62OllcbjoZRT3a8hZoqJW4K3G0LPwCxc+f3jKJWQ5uz8hZz7ccZot/F5Xx/+MjkRSiVPr52d+nYKiZjtq1P4673niHZ0ZIHrFzORrzPoCZDLv9JG6Vd1jNu5cfL8ZKq6zWr3ic+mwWzmSHndpHSsjFB/EgJ8MJgt/O3+QiJ9PNiVnTC7F/2IkIgd2L1xyfQd53ko5FIJuzcuYTcjWiElBwqpHxwejToRkRfog+w+Q34NFit7KptYFORDorcbeQX3dlYN6Ay8XlTK6sQI1qdEEeQx8nyPj7a7xZchjPtORCLRHuDvBEEomWH/HYAHEAGkA78SBOHDmZ5vzu6go1KJu5vbpPb3jp/jT1+4XR/SwcEBs3VyfdJoX0/+6tNTLI8PR2c04+/ujG96Bj9/hN5Pi9VKR98gbk4qThTfoL13gNU5KbxztIisuAgsViutPf3sKMihoqEVX083wvx8cHAQIZkmjt1itfLXr39MfGgAu5cvnPZazBYrvz1wEi8XZ1RKOcVVDTy/ehEfnDiPTCphc34mhWWVZMSE4ziaTxro44FEPHvy4WKxA45iOY4K+Viu5Le23C64Hf/SZFXH8eE8t8JTFybFYLPZEYng+TWLEISRBQmVQo67sxOuTo5YLFZcHJWsyExELpMil0rxcnPB3UmFs6MSq82Gq8qRtQtSx3JSD124xtL0BD48dREnhZydy3IxmEwEq70m3AO5TErCaOj2zxeNKPlarFZuNrUzPNTDP568Qm5EIFt2bWbLHZ/HYDJz6moFQT6eHLlUxu7lufzBzrUT+giCQEl1A40dPTgpFfRrtLiolPz+4GlUCjnLM28b8T2DGroHhnh6RR7lDa0E+ngQrPZC/AUoHM8GIpEoHPiZIAg7x7XtEYlE/dMNaiKR6MeMTNL+cfTvHcCvgKllGx9DTl2tIFjtSWpU6FjbyasV5MRHTeinN0+uAZpxR02/W7ywZSklZ6/e9ZzHGzsIdXXCaYZ51bNJncEwKyVNvgz0mM0c6OtlracXWS4uLCyYmbDL/fJn2xZScqaKi0ND5MyxcXq4r48YR0eeWjN7xeQfpc7Fo+CrPMZ9duQ433/lxQltU9UxLSyrZEna7QU6m81+17IeCqkEhVTCn2xYRLdGR2F1EycrG3l1cfpYyOiXFb3ZQp9Wj4dKiaPsq7Fw/TDIpRKe3TKyEGK12Tl67AL9BhO/v15LqtqD1WH+97yHQyYzFT2DDBjNLApSk55/73Gsc0jL3uKbrEqIYHd2wpf+eRzP6Dj3E2CQEXHoX81wvx1AiSAI9aN/uwHFIpEo/Na4Nx1zaJgqCPSfGG4mFovJjps8Hu9cOjnH86lnts/6NQ1p9dS0duLr4cqZ0kpqWzv5+oalvHbgFHEh/ni7udDY2cOq7BRSIkNYmZWMSikfC4m12ewMaHU4KxU4ODjQ0t0HwN7Tl8hLiqG9d4Datk6+tq6A1w6cItDbg6y4CD44cYFnVi7kZ89vnlK9dTw6g4nXPz/NquxkVmcn451eAMCtjNhvp414WMxmCxnqKGRSKf03L3GzsY2VWcn85rPjYx7L/edKWJ6RQF1bN+19A7y8voDzN2oI8/MmxHfEa+rsqJiTwfGW99HN6XYOwq180vF5pYHjakLear+VnwqMCSx4uDiNKQr/5NlN2Gx2eoY0nCypIDJQTV1bFy3dfXx322r6hoYJ9/eZEGorlUhIjggGgvl5+kQ5cJvNTmFZJY5yGWV1zWTEhJMQFjgp3Lqps4cPT15k25Jsmjp7Wbz1aRTy29f63fjcsf//cMGIypsgCAxphrEr5NDQSlNnL0NaAwfOl7AqKxmFXEbOspne1ceCnzB5APs74B+Au0rbjQ6CKwVBGN/nGPBEZWW4qpT43OEt2Lo4a5K3/emcpEn72uxTT9BFIhHv32zgp7lJU/42t8WEYLDavhDDtNtsnvNzPm7U6PU0Gg2oZTK+vy4Ld8WjF5pLXxxD3eFr7O/tZYOX1/Q7zAI6mw0BWLwsftq+M8Vis3OxvYenZu2Ic8JXeoy7k6nqNm9ZNNFhoJTLWJM0vYfdx0WFj4uKrLAAzFYbf/nxSVKCfdk2RZrDk4zNbuf9S+VkhflzrraFWD8vWvo1VHX0jlUwuHUfDpRWsywujPqeARp7B3llcTr7S6sJ83InwsedtsFhotQe2OwCjjIpzgrZV8LAlYgdWLt6xKnz9zlJ9OkMFBWWcLa1m91xoYgdHAgerbbQrTNiFwTeu9nAt7Yum9bAbOgZoG1wmG6NjqdzEieVGPwqMGpYfhPGjM2Z4nHLKB09zqBIJPoJsAd4vAxTgJNnz5OVOjF/VGcwTer35uHCCfmQD4ogCDR0dGO3C1yprKemtZOX1982EnMSIunqHyLQx4NN+RmoFHJEItGEc98rUEMsdhgT6VmUEjvW/rPnt0zq++cvbUMQBPRGM3/ywswM0n1nrxAT4s/aBal4pd87ZEQmkxIcMCIe5OuznujR7j+Iv23k/3DxiGcvCTCZzYgQ4SW4Yempo7Gzh5PF5SxOjeNyZR3dA0NjBnV8aAD+Xu40dPSwND2BwWEdrk6OE1T3HjfEYgd8Pdx4ad3IjchPjsVqs2E0W7hYUcu1mkZcVI5cKK/hpXVLsFhthPp6TzAgrtc1c+zKddYuSMVqs5EeEzZBlAtGPNmvHzqDQiolPSaMHV97FQ83N1ZO833dQiQS4eY6kn+Ytub2c/eDxWvvtsvjzi5GJmjjqed2Oba78StGBq4xBEEYZGTi9sSgkEnxdJnoQTxRfIP40InRBG+cK50Utnu5oY0NqdFTHndNRCAGq23KmqVBLip+dbWKb6bFTLHno2XzQ+QpPskIgsBFjQY/uYx6g4EX1qZNq/Y42+xcnUrTuXre6+pki7c3CodHd/7LGg1mu51vbJhd8cdfXKlgxx2l4J4AvrJj3IaVk1dJY8eJFgLY7XYKS29OWLgd1Oo5WFYz48oKt7yof7V1KYN6I4ev13KxoY3vLMvCaxqBIaPFisVmQ2+y0DqgIdzbnaKaFvRmC1lh/rx78QaZof7oTGa8XVTkRQbNmSEnjArlXG5sH0tBi1KPGPY543Shxtd7TR0teZcbGTQmtrM+JRqb3Y4IESarFYPZSllLFw29A+zIjOe1wpHyhF7OjpyraWFbRhwnbjYgETuwIzOe0uYuwn3ccVcpkInFM65iMNvY7QIWm22kQoPBNFZeZ0BnxNNJic0u4DYDgSyRSISXkyMb1+azkZH7/JsPj3GisYNYT1dKOvv47s6V/NUUZYLGc6OtG5VMyqEbtbywMAXVY1TN4klgdPHtVyKR6Mod0SMlo9vTZxIOPKeG6aqCRZParte3sGXxxNW1Owszz5T23gEUMilvHS7EZLGyeVEmF8trWZIWx+7luWODz3jD884J46NEJBJN8PZNxbDeQFtPP2fLqliZlYRH6hTVl2cB+ahhnBQXA3EjE9qwvJGKX5HjTvnDpBGhA53egKqnF7uHO00n9tNTqSE/OYa3jpwlIyYMm91OaW0TL6xZzDtHi3CUy1iVncyHpy6SmxDNoFbHzaa2sbxTL1cX8pKiOXSxlCWpcfQODdPa08/WxVnsPX0JtbsrkYG+nC2rIi8pmrq2Ljr6B9m+JIePTl0gwNuTAG93LpbXsjQ9gWs1jfRrtOxYuoBTV8vJiY8i1G/ipFkiFuOkFPPsqvyxtuUZidgFO5+cucLnF65SkJbAnpMXWJWVjM1u5xubVqBSyifk2gqCwPkb1Xx+4Rrf2LSc3LVbCAkM4KvO6KDkNn61DMZWzKYblDIZ8UQgEolWAPV3HudJ4ERJORmxE5UnNTrjpH5pwZPFir5ZkInZaptSPbpgaTa//OAwzyVOHfEnCGC02masXDhbfNrbw9f97h0+9WXCZLdTPKzB0UGMgwjyC+JY9AV+9pCF4byo8+OzU+WscPe4a7jkw2AXBHotZr65YfbSZoxWGwfrWvmj7IRHcs2Piq/6GPfh/s8n1TE9euU6OQm3UxVsdjsa/cQxTyGTkhjwYGWJ3BwVrE6KpCA2FIPFyp99dILkYDU+zirO1jSzNT2WU5WNaIwmXliYwrsXb5Ae7IeHk5JujY5QLzcifNxxVsjxc3Pip+vycXAQYbPbOXS9lrruAc7WNLMrOwHHR2ig2e0CP//0FEtiQtiR+WBRByKRCLFINEEN1999xDkyXjxqvGF7S5sl2teTQb0RuUSCQiZBazTT0j/Epfo2tmfG88GlchRSCWuSItlzuZwFEYFoDKaRCgejXlxPJ0fyo4L59Goli2NCaB8Ypra7f2y7n5szqcG+HCyrYWVCONWdk+vYR/i4c+JmA+uSoyhp6qBfZ+CFvBQ+vFxBpI8HPi4qKtp7yI8K5lRVI90aHU/lJDJkMJHg7z2jd41IJOIb42qPTrfM3zmk5XJDG/06A0/nJPHtpY+fQOqTgCAI9SKR6B8ZWagbj9vovzMa7+asjinAGx/s5YVdEz2hmutFBHh7TGj7rKiYjXkTwynvpG9oGKlEwq/3HUPt7kaIrxeVze1szMvA28152hzPxw2NzoBGb+C3+0/w8roC3FImG/HjEQSBwyfPkJIQx/HCcwT6+ZKcEMvA4BC+3t6oVI+/bLndbsditSJChN5gwGyx4O7qyqBGg0QsRqGQo9MbcFQqsVgsI3mlzk5otFqkEgkSiQSj0YSjoxKz2YzNZsdJ5Uh9UwtCSwW9Q8NcqqjlhTWLuVhRQ3JECHGhD2ZA2u0jtVf/4e19RASoR0KVwtMmDZIt7R3sP3KcretWc7LoPKFBgcRHR2EwGvHycEfyAPVwfeIzn4g6pqOCIMWCIEy6XpFIJDASxjbJOzCagzAAZDAiCnJs9N9vAj8Z9So8towf5xqLDk8SwGrt7psQkg5w4KPPWJs8Me+0urOPi/WtPL8whan46W/28uMFiVO+mK12O3UDw1MKJD1K3jhYQq6rK/IvuQL1oNWC1mrj7NAg2S6uFMxiOOts8acfFrLKw5OwWVRJrtXruaod5kebZ7eE2m9La1gXEYDfqPfrSalj+lUd42BknPvx9745SZW36tQBMsctxtntdroGNPh5uo216Y0m/v1Xb/FsbtJYKZHHicqOXro1Ojo1WnLCAu5Z2uR+6dJo+eXxy2xOiyE9xO8rs4g3m2gMJg7dqCXQ3YWqjl5Cvd1YEh065mF9EARBwGS18fcHzpIV5s/6lKmjlWaTJ7WOqUgkqgO++aAibSKR6B+AFYIg3NuwG2VOPaZdPb2T2n538NSkxPlrNU0TDFODycyQTs8Hx88TFxpAv0ZL94CGF9Ys5ltbVo6VSFmc+uTlIQiCwIHzVympauDVP/hD/uhneffsb7fbuXbjJsM6LU4qFb4+3izLz0WnN2AwGLl6o4LI0BBq6htpaG7h+Z1beXPPxwT4+RITGc6ZcxdZvWwJA4NDiEQiMlIS0er0eLi5znl5EwcHhzHPrWzcSqW35+2FCqVCces/Y20e40S0bm2XjwuNjo4Ig4gwYoC8zSP3OM4jjLbr5zFbrXxSeJmVmUnojCa83VxIjgi+62fvGdRwtbqRs2WVfGvLSv7wp3+K+I5FD6PJxPuf7MdJpSIqPJTdWzbg7urKwqwM9AYDA4NDnLlwiYTYaGrqGmhp7+C5HVt4c8/HhAQGEBMZTlVtPXnZmZgtZpwcHfH28rzvF5jZKqFx0GP6jiN4iUSiK+P+/rUgCL++rxPOHrdmNeHjlNtKRCLRUeA3wM6pd3v8KCytnGSY/v7z0xPGOEEQKGnqmGSYRvt6UtzYftdjfzcjlh69CR/V5NAmsUjE3qomfrbw3qFKs02YUsGwzYrc4csV8iQIAh1mMz0WM24SKacHBvjmmnQWPsZ1F//vtnw+P36ddpMJf/m9I3NmglUQaDOZ+MNNs6dyr7dYeeN6Hd9Kf/Cw8/sY5+bHuFnGPEVOeWlt0wTD1GCy8O7RIv7oqfVjbY4KOa+8tIuqcxc4X9eKSiZlVWIE4sdkQSvWz4tYPy+GDEb2XrlJTkQgXRotBTGhD2xIDhmM/OZ0Cc/nJvPjtXk4zUHu+ZcVF6WcXVkjas2Zof6cr2uhqW+Q14tKWZMUSWaoP5L7UOa90drNW+fLeCk/lZ9vKZiVa7TbBfr1BhxlUq42ddCr1ZMa5Mtb58vICPXHYrPdVy79EzrOTWJ0Ue4bjCzKzYg5NUyf37l1Utud+VgAK7OS+J9PjpGXFM2pqxXY7QIvbyjgudWL8Jii/8MgCAIWq4369i6qWzpZkBDFr/cdI0TtTUSAD8eLy9mYl87Filq6BzRjOapJ4UEEqT1p6xkgNzEKncGEm7PjBDGf6c77iz2f46iQ89Sr32XJNIOf3W5HM6zl9Q8+Iis1mSW5tycL/r7qsf/v2DAStJCaeHtF/8ffu62tkJoQh81up62jk/bObvQGA59+fhRPDzc83d05f6WETWtWcKroInq9nme2b+Z44TkSY6PxdHfHZrfhr1YjfYIksUUiEWEhQYSFjOS8/FH+GgBa2zupKjqCj7sr//vZCRLDgwjx9cJkthAV5Me/7/mc7PhICrY/R+6mycc9f6WEY2eKeOXZ3SxZmENo0MSw8PHhvaHBI9sykhPH2m59LwajETcXFxwdFdTcaKCptY01y5bwxgd7SU2M57n4R7IY1vuoV9kegME7/j4G7BGJRG5PgkcBoE+jndR2p6EqCMJdvaJh3u70afVTFmr3TIzif986yA+zJ3vrRCIRq8LmPpx8wGKlx2zBS/pkTLqMdhsdJjNOYjH1BgO1BgOrPDz4pLeHALmcALmcKxoNi93c6bGYkYkcyF0Sw6LHZAJ9L8QOIjasTObf913CSSxmhceMF6km0W0281F3N3+3896RO/eDIAgcaWhnR2zIrB1zGubHuFmmvKqGdSsmlofp6JtYrsrBQTRlZJKXqzNea1ciCAKFnx+lpV/D3uKb7M5OeGy8qK5KBV9blIbdLtDar+FKYzut/RpWJkTM2LA0W22cr2vBarPzXG4yatd51fLZRCYRsyQmFIC/3LwEncnCnsvlVHX28b0V2WiNZkLv4vH+6EoFN9q6+ZMNi/j7ndOlhI+MWb1aPQazFavdzuX6NlKCfTlT1UT3sI6X89N47exV4vy8cHdUUtnZy8bUaKRiMQm5OYQEqPmzBTmP2kv+OI5z49kD7LyftIU5DeX9p//6DX/8nVcn9Gk6d2SSumlNSwdOjsoJoSAPg9FsprKpnZLqBtbkpPLagZN4ujiRlxzLp4VXWJWVhIPYAbNPJLGREUilkmkfJJvNxtDwMG0dXcQ4DHH62k16BjWsykoey7u02kbyLr+2bgnvHT9HoLcnS9LieefIWQrS41GnLcbV5d7qYHa7nZb2Dn779gfs3rKBhJioe/afbaxW65ine3BIw43KahYtyOKDfQeRy6SsXJLP3gOHyUpNRqvTU1lbN+aldXdzJTcznYPHTrIwK4OO7m4amm57cdXeXiTHx3Ky6AJL8xbQ2NJKZ1cP2zas4aP9n+PvqybI358LxSUsWbiAGzer6O0fYOfGtXyw7yBhwYF4erhz+WoZq5cu5kLxVQaHNOzavJ73P91PTEQ4fuqRvJa4qMgJXtm70d3bR23RURKXbcDljtqTdrsdvcHAv//v60RHhLFiUR6uLs6PPDRnpqG8kXGZwj+9cXFGx9yaLblr+MdoHtWeqbbdhWOCIPxkdL86wP3OSdZomFvGVPlX4/aLuHPwuld43OPC+HFuqtSEQxdLWZNz2xBt6+nn+MFjPDeFd7O2q5+i2mZezEud8lz7Pj/LoiD1lNv6DCZ+fbWKdF9PApwdkTg4EOnujOQRGlVDJjM1FxrwmUbM7YuixWhELBJxsK8XD4mUDBdnavQG4lUqwrJCUEklX4ia8aPm5tlaLmqGWOrmft/jk8lup0KnY/WyhFnLWR4ymfmPKzf504XJU17P/YTyznScmx/jZpfUxHjhd7/4RwL8JubHD984N0EIUW80UVLdQH5y7J2HmETf0DAtxSVca+7Ey9mRNYmRDxWe+Sio7ernZGUDOeGBqORSInymXvARBAGdycK/H7vIlvRY4v2/msJwXyTDRhMfXq7A21mFg4MIb2dHEgJ8eOtcGUEeLmSFB0wrniUIAh9eqaC8rYdvFmSw71oVMb4jHnWdOoBAH0+UDyiKpFz2/BMxzk1xnAcK5R0N4T163/vNpWH60f5DbN+wZkKfX/zD30wK5X0YBEHgbFkVl2/WsWNpDr87eIq8pBiiAn0xqKPx9fGeFIo5F5jNFjRaLQ4OIqxWGz5ekyXW7+RE4TlOnbvIT//g2zgqpw8hG9ZqcVQqv5DP96AIgoDFYkUkEmG2WLDbbTgqlRiMRhwcxEjEYiwWCzKZDIvViiAIKOQyTGYLYrEDDiIHrDYrUokEq80GgEwqxWK14iByYGBwkJLr5aQkxPHOR5/i7OzE6qWL6e7tIyEmekb3dWBwiEtXS7lSep1vPP807q4uD5Qr+qDMtWH6MIhEogFGJmf149rcgIGp8rLG9ZlyUjfaPmky9zgxfpz7t7//mwniaoIg8Nevfzyhrbqlg+pLV1iXPPUiU0PPAGHeUytenz5xCRGQ5HNvRewWjY5rXf1k+Xnxdnk9nko5eYE+tA3rSVF7zFpJE6PVxq8OXmGr94MJmzwqhq1Wmk1Gbur0fGd95pyLQj0OHDl2gyq9ns3eM58ga21W/qetjX/asfi+i9bfDaPVRnFnHwlebrjd5bmba8P0YfgqjnEwMs6tLljEj8Y5FwRB4N//8W8nzOF6h4bZc+I83966asbHFgSBc4eO4e2s4tOrlTydkzQm6vO4MGw08f6lcvKjgukYHGZJzO0cx7YBDf925ALPL0wh+S4Lh/PMLTqTmRM3G8gI8cdgsdx1QeEWZquNfzl8nlAvN3Y/vW1SibfZYK4N09niQQxTkUj0DUYE3u57wW1O4zF9fSa/IBenPHheqN1up+h6NR19A4T5+/D5+WtsyEvH3VnFM9/4LipHJX80jYjQXCGTSfHymL68it1u5+ODRzCZzWxYuYxlixZOu8+Nm1V0dPdgNpuprKnj2dH8xSB/P8JDgjl17gJrli2htqEJgFUF+TQ2t+Kr9sHT3e0LTcYXiURjnszx4cFOqtsh0VNtd1Tenmjeah9vLN7KOfXx9mLNspHSLbdeqEOaYWrqG6ltaKSsopLW9g5eee4pahsaSYyNxkmlor2zC5lMxn//7i1yMlJZvXQxq5dOVEg2mkxcuXYdJ5Ujh0+eYfniPKpq62nv7OKFXds4fPIMMRHhhAUHYjSb8fX2npHX9gnnGJDORPW1TKYvifDhaL+xSduo0Mjg4z5hG0/SHdEfAM+NU4EGiA7yw1B799C1z65V82xu0pThvNn5afz92wenNUyDXFQEjdZw+1HOSG6Ozmxl0GSm32DiQG0LHVoDP8yKR/oQL2CFRMyAxfrA+z8KPu3pQWuz8tMtuaz9CguNrFqRSOz5Bt7o6GCTtxduknuPPUa7jXaTmb/avHDWjNI+g4l/uVTOX+anztoxHwO+smOc0x2pSoIgEBU40YPqrFSwLjftvo4rEonIWzuiovr15GR6ykr575OXCfZwZV1y1GMhGOSskPPK4vSR/PPBYd46X0ZykJoPL1fwozW5/MPOlbPm7f2kpJJrzZ18Y0kGr529SqC7CwkB3hy+UcfqxAhqu/rRGE3syIznfG0rwZ6uqF1VGM1WfF2dkD9BqVaPCpVcxsbU6XPZW/qH+N3Zazy7IInvvPL0jNPx5rk7o6rjE0rGjHpvmclYN6dP77nLxeRlT8x/vTM/4W5YrFau1TZhs9npGdRQUt3A1zcsw2yxsmDddtzdXIkt2PAoLntOsFqtfHzwCAmx0cREhJEYN/0PqrT8Js5OKsqraliw5RtIpVLSADvw7A9vL6A8lzOSICkNGWCgv492iZrmtksMDGmw2+1cLLnG1nWrOXbmLEaTmW3rV/PhvoNkp6fi5uqCVqcjOS4WrV6PXCbD2UmFIAiIxeLH4oVxv7i6OI8pCybHj4QbGU0mjEYTF0uuYbcLNLa08tSWDfz5j74/YV+73c6F4qu4Ojtz9tIVstNS8Elby/NpI7m9/qO33WK3k7wiAKvFzNBwA1dKy8hMSebUuQsMaYZ5Ztsm3vrwExJjo1E5OtLS3sGqJfl09fbh4eaKv6/6iby3jJRD2MPIJOwW3xxtB8a8C8eBvxsnBPIT4CgwPmn/Z+P3exJwVEwUnekaGKKwrJIw/4kexY+u3CTe33tK8Y+NqdHc7OglPyp40jalTMrW6GAEQbjv50Mlk5Dl5wVAxKg34q0bdXctQTNT1s0g+uNRY7bb2dvTjVom4zsbshA/ZuGAXxTBuWH8wBzIR8fKyHd1Q3aXsG6L3c5/t7bxJxtzZs2b3mcw0aHV87PcpC+TUQpf4TFuycKJQliCIBB0h+L4gFbH2bIqQnwfLJTVw8UJj/w8ovMWUnL8FOVtPRy6UcuzC5Lwc/vivagikYilcSMlWNoGNPzZpsUoZsEQvBVCOmQw8VJeKtt2bwHgL7Jvly7JWbUcgBSzGY3OiLNKQZDKA3F7MwM6I5cb2sgJD+T4zXr6tAZezk/jd2evkhjog6NMypXGdp7OSeJGazcyiZjUYF8u1bcR6uWG1W6ntV/Dwqggzte2IJdIiPf35kpjO5FqD3QmMx2DWhZFB3OmugkXhZwIHw9KmjqI8/eiT2ugW6NjSUwIJysbcVMq8Hd35kJdK1lh/lR29NLar2F3TiK/OztSOibE05VTlY1sSInmYn0b3cM6vj5aWibGzwtPlZJztSN1WI9XNKA1mXk2N4nfnrnKmqRIssMCHngx4EZbN8fL69mWGcf/+c5L05ZynGcyU41zo0apG1B/yxgd5ZtThQlPxZwapuunKM5c09o5qc1qs1HZ1I5KIedY8Q3ae/v5xqYVdPUPEbd4DQlenhSM9s1Omr3r0+n0tHZ04qf2wVGpmJNwTavVyufHTxMWHEh0RBjx0ZHT7tPW0UltQxPdvX3kbH6VRZEz8wq7urnj6jbiaUld+9JYe9SSXQBsjlky1rbrezmYTUYGBvqxDF3AbLFw5FQhUomEjJQkPjtynIyURAYGh6ipbxzLG/XycCczNZlDJ06zaEEWza3tNLW2jW3391UTExnOicJzrFicT3lVNR1d3by4ezvvfvwZIYEB+Kt9OHelhFUFiyguvU5v/wDPbt/M2x9+QlR4GK6uzlwuKWXTmpUcLzyH3mBg16b1vPvxPhLjYpCIxVy7UcHOjevYd/gYDg4OrF+xlMOnCinIyyEyNGTSd6uQyynIu3tJhJs1tZy7VEJ2egoGo5HA7E1sTFp51/4ODg74qG+tJAezZPTerh93j5/7w2wALGYzLv29DLu40l35KTX1jSTHx7D3wGGy01LY9WjEjx4Jo3WsfiISiX7MiEchHPjVFHlX4YDHHfutHM1J6AM8gffHTeqeCC5X1rEq+3buqN5owkU1uXzHruwE9GYLzorJL8Mwb3dqu/vveo6bfUP0G0yk+T68Qdg9RY3V+2V/by+v+H8xdXytgp39vX2kOztT4OZOdsH0eW1fNZxlUl5al8HPPyoiw8WZFKeJk3ubINBuNvG0Wo33LKkOd2oN/GfxTf5kYTKOXzLvzVd5jPvs8HFiI28vZJktFs7dqGZh0u2FdA9nJwaGtVQ0tqI3msmICXugRVaRSETGqNBSYEY62psV/POhc8T7e7MwKoiGnkG8nBxp6R+ivmeAlQkRvFZ4FV9XJxICvDlyo45ViRF0DGopiA3F5REYHrMl2lRY3YRMIibOz5vkOyKzpkIhk6EYjQpLiw6F6FAA4kd3jV10u7rDn48zbJePpjtZArowWaw4+noT7OKJh6szdkHAQaNFEehLiLMnErEDTl7uhHuq8XRzwdliQakzoAxQE+nsiVwmxdXNhWgffzzdXVEaTbgZjDgGqIlz9cbZUYGbk4pVsXG4OzsRYrcjEoFKIeenaeljobKL1o1cW9ry25/vz7PGXfPovwlLbs9z/yo7m4GyUvZcLudmRy/fW5GNyWKd0fdxqb4Nk9WK0WLlO68+i/zLH8X2QIwanT9jxMgMB/5BJBIdY3LO6Ng4N7rP3Wrc1DPDRbg5zTH9zVvv8epzEwWTNdeLMJjMeLk588u9R/BwcWJhYjQ1LR2kr9o8oXTIw2AymzEYjJSW38TLw53q+kZq6hvGDCZfH2+y01O4WV1HYmw0V0rLaGnrGNseHhKEn1pN0aUrbFqzgobmVmRSCQuzMujrH8TL0x3FfUj0WyxWWts7KLpcTEpCHEkz8JBaLFZ++bs3CQ0KIHvTq9P2f1K49QxaLRYQiXBwcMButyMWi7Hb7QAT/n/rJTf+ZTeTF9/Q4AAummpKysqpqK7h+Z1b+fjgEbLTU0hPSpiUm9vT189H+w+Rk55Cb/8AoQs2o3Kae4W91CjvJybH9KvIrXFOEAS6i08ROS60rV+jRRAEPF0nGgOCIPAf//Mm31uRPeUx/+PYRZ7KScTbeXJYkdFi5cTxi+QGPnxeZ4fWgJ/Tw9W9fPvzEha5TZ+mMNt0m810mk04iSWPZV3Rxw1BEDh5ogI7EO3oONb2q/Y21nh4sniW7mH7sB6N2UKIqxPKGeb2Pkk5pl9VUhPjhT/7o++xeMHtMctqtdJx5STxoYGT+pstVvafKyHUz5u61i5W56RMuUh3PwiCQMWZszjKpFxv7SYhwBtxWCSCIBA4mkMovWPRue7ceQ6W1bA0LgyJgwPRs7CgN1tUdY4IS1a09bBt95YnNUrqC0drMPLmWx+idnHCWSHDy8mR5KDbUWeCIHCqshF/d2eut3azfdeWR5JDOh1Pao7pXDOnS5kDg0OT2sobWukeGGLJlqf43h+nj9WTDJ/Uc+bYbDZqG5o4efY8Kwvy+ezICZxUjmxctRy5XIbax5v4mNt5C+PLqdxaDYwKDx1rG799YVY6drsdR6WSnr5+DEYjZy5cQu3tiSDA1evlY546sVjMmmWLOXTiDDkZqSgVCkwmMyFBAfzyt2+wc/M6ntuxZdrP097Zxf+8/g4bVy9n13d/Pm3/3p4ujh/eT2ZOHkcOfkr2wpFlNINeT3pmDoMD/bh7eqFU3ludbK649T1Ixyl73jISx9cXfVhRJ1c3d3DLISM4Z6yg0spn4xC1lXD5Whmnii6wac1Kii5dQW8wsHPjOnI3vYy3j5o75Qwa62ux2+0EBYcikUrnXyjz0DcwyLkb1RMM05LqBpyUikmGqUgkQmc23zUk99ncZO72RCmkElqG9eQIAg4P+dy9U14/loP6oIgQPVBo8cOyp7uLv9me/0hVh79MiEQili1P4PWDxVTqdWz09KLZZGSjlze5s+Rp7tYZ+dXVKv4kLxn5EyTCN8/M6B8YnPC30WSiuLJhSsNUJpWwbcmIEevm5MiHpy6Mlc7KjAl/YC/qLc9Z2Az3iViYy/cX5qIzmHjv3b2YrTZ6tXoWR4d8YQrAVpudg2U1dAwN88rXniJuDsUUv4w4KRV8+9XnABjS6jny2SHcHBW8ca6UFfHhdAxpcZLLiM3PI24O3lN2ux29yUx9ezduTo7UtHRyvb6Zny17/pGf+8vAnP4aXti1bdIEJnfT7oc+bkV1LReulLB66WLe3PMxMZERZKcl89TWjbi5uvDDb3xtrK/a2+uhziUSiRCLxQQH+BMc4A/AM9tuF7m8lbv4B6++BIys1Ly0eztWm42evj7aOjoJCQrgL/74D6Y9V3HZDfYdOsoff+dVXv3ZP09rmHV3ddLV2UZLUwNrNmzD1c2db/1BDFarlYG+Xjo727DZ7Vy6cBaJREJYeBRnTh5h4eJl1NdW09neyvanXuTIwU+IjI4jJCyCvp5ugkLCGNaMLCqo/QLQDmtQOjoilcpwcHB4oo0yJydniFmCCnhhwRYAVkUtGjOSx2fJaLXDvPvGbwgNjyI0LIK6mircPDz44K3XcHP3JC0jmxNHD5K9cDEdbS0MazSs27Sd2ppK/PwC8PH1f2LzcueZHq1Oh+MdMvJqd9e71l7+7rJsmvqGpqy55qFS8vNPTt21+LerXMrVzn4y/B5u9T/Kw+WhjcpWkxGtzQnnOZxc2QWBPFe3eaP0AXhxXQa1RXX8b0c7Wc4ubFo1uWzRg9AwqEVnsfCneSlftpzSeUapqW+c8LfVakOj00+7X7i/mnB/NWaLlQPnSnBSKLh0s5Yti7JwnaZ8x2yhUsr5+stPIwgCpw8c4bWzV8mLDMLPzRm3WQphnwn/eewSUonDmCE1z+zi6uTIzqdHVKL/NDuL1u5+8vwevnSPxToi8nezqZ2+oWGiAn15//h5EsKDMFksXK9r5qV1Bfz+4Ck8XZxYk5NKfXsXqZGhJIYHkR3/cFoOXyXmNJT3P3/7Bi8/s2tGJTruxs2aWqrrGoiNjGDvgcPk52Ti5uqCj5fnQxudjwvnr5TQ2NJKXnYmDsE5E7yGU9Hd2YHVauHI55+yffcLOLu4PvC5BUFAO6zBZDJiMhqpr60mKjaemsoKBgb6yC9YweH9nxAQFIxMJuda8UVWr99K4amjmM0m1m3czr697xGbkIyDgwMV16+xcetuDu3/GKlMyuKlqzm0fy/JaZno9Tpqq26ybfcL7H3/DVzdPMjMWTjm7e3p7qSpoW5su5ePmvjEVM6cOMyC/AKaG+tpb20e2+4fGExwaDgXzp5i0dJV3Cwvpbe7a2x7SFgE3j6+XLlYxPLVG9BohggKDhuXCzoZi8VC4ckj3Ci7ynMvfwu5TDGjcF673c7Q4ABKR0dKSy4jEolQOjpy9tQxlixfw42yEvp6utm++wX2fvAmCUlpBASFMDTYT2RMPBKJBIVCiUgkmg/lfcy5Nc4NaYZRdtyc4B09f6OaILUXgd6TUxIsVit/+4vf8ueblkzaBvDexRtsTY+dUmHRarNz82IZgS4PpyB4o2eAACdH3B8i/6rkTBXOYgnyOTQS3+7s4KdbcucXeR4TtGYL/3a5gp8sSHoglef5UN7Hn5SEOOHNX/7LhOoKFosVa20xPg+Qa1nf3sWVynrU7q4oFXKyYh/Mi/owtHb38ea7H7M7OxGD2ULcI6o9arPbeffCDUK8XEkKVOORkvpIzjPP/WGxWhnWG9GbzNyobyEmyI+TV8tp6xng5fUFvHbgFAlhgTg7KiiuamD3slxq2zpxdVKREhGM1Wa/L9Gk+VDemTGnhunJs+fJTktBpZp+hUwQBBqaW+jrH8BoMlN06Qrb1q+hqbWN6IgwQgK/GLGNR4UgCBRdKsbdzZW2jk7ilz8zrUFqNpsoOnOC5sY6dj378mMTmvukUH79GjVVFWRk57Jv7/ukpmfj5e2DQumIs4sLb/72v0hMTmfJ8jWPVAjLZrNhMhrQaIZorK8hPDKWU8cOotEM8cq3/3DeMH3MuTXOXT6wB7lUSl7y7Xzxtp5+9p29cteafucOHWNBxOQwOBgxPotqm1kSEzrl9p/8Zi8/XpD4UOG8xxs78FDKSVM/eC7/gaPXMdvtZLjMjhDIdOhsNg739fHDzTnTd57nkVPZN0Sv3kheoM8DGxbzhunjT0pCnLB22RL+6NuvjLV19/Zx7KN3+ObmFQ98XLPFysHzV0kMD+Lk1Qp2LV0wZ17U8dfw7jsfIZdKyAz1J8TTdUrF9PtFEASOVzQQ4O6M0WIdE3Oa54uls38Qu13gfz87QXpMGIlhQXQPaogO8sVRLkf2iATb5g3TmTGnobxuri6YLGZUTBx0BEGgo6sbs8XCldLr1NY38sKubVy+WkZWWjLhIcEsWjCi0hUdMdPMgqkxGI1YLFYaW1qpqKph+eI8zl8pITjAn/CQYMwWC+6uLg+dzzhTBEHgSul1ZFIpwzodYXnbcE+897MrCAK//s9/wsfXn607n532HGaziaqbN1Cr/XH39EIikcx7GoCEpFQSklIB+O4PfwpAfW01pSWXWLZqPT/4P38xJ9chFotxVDnhqHLC129kwWXXsy/PybnnmT283Vxwv0OsKMDbg7UL7l7Tz1EmpbC6iUXRIZO2ScQOnKhouKthuirMn0GjGY+H8HamqT2wP+TiZGJ2GGeKqh/qGPdDjV4/b5Q+Jljtdo40tPPd9Nj5d8pXAK87xCilEgnh/j40dfY8cHkYmVTClsUj8zuxgwOFZZU4iER4uTqTFRcxJ8+VTCrhxRdH0souHTnB7wqv8v0VOYgdRFPWk54J3RodJU0dAMQvzp+Vz6HRGfjdgVPsXLaANw6dITUqFB93F5q7eslNiKZ3aBhXlZIAb4/H+vdos9kxWSxIJWKG9UZMFivuzo609QzgqJBjs9vp6h8kMsCXm01tWG02YoL9uVhRS7DaC6PJTE1rJyuzkvmsqBiZREJBWhzDBiNxIQF3/ewDwzrKG1q4WF7L1zcu5S++tn1sW+gshPvOMzvMqWHa2NKGk0qFIIwMQB/sO4DeYGTjqmUUXSpm8YJstq9fM/ZQ7d7y4HVJTWYz5ZU1BPr78taHn+CoUFCQv4DDJ8+wJDcHlaMj4Qs2oPcMwC1agdjYQldPL2fOXyI9OYHyqho6urrHVHnDQoII8FVTUVXLiiV59PUPolDIiYkIQxCE+/aoCYLAwNAQnx0+jq+PN4krn8N7moGkp7uLD95+jYLla3j5Wz9EKp2mYLrRwL6P3mXhomX09fZgtVhoaqyj+NK5sfBbi9nMmg1b2bf3PZJSM3F2caGnu5PM7Dyqbt5A6ehIaFgk7W0tePuMqJxZLBY8PL0xmYzIZDJksi9P/afwyGjCI6MntPV0d1F18wZyuZzy61dZtmo9/b09KJWORMaMKFnO1ULGPI8vg1o9AVOE7B66WMqGhWkE+kzOB01YnMc//fL3UxqmAC/lp2Kz26dcvV++YgG/+fAoO2JDH/iaRcCJpk52xT34MYJdVIQo5iZHa8hq5Zp2mE3Td53nEVPa1U+TRscfZMZ90ZcyzxyRmToxH9ndzZW01VvZ+/tf46pSkh0XSaCPxyRl3JkS5u9DmL8PFquVA+evUt/ezbEr19m9PBc3p4dLW5gp2auWkb1qGYNaHb/+3fukBKlJCfLF5z7SJv7p0Dn83Zx57vmds3JNFquVG/WtNHX2sHPZAvy93PnjpzdgtljRm8xIxWJkUgkt3X2UarTkJkTx9tGzZMSEY7XZKK1t4sU1i3n7aBEqhZyVWUl8eOoiCxOjGRjWcbOpjZfXL+W1AyfxcnVhYVI0+85eoSAtnpauPurau8a2B3h5kBgRxOGLpazKTqGioZXWnr6x7WF+PoT6enPyajkbFqZz6WYd3QNDY9tjgvxRe7hy+WYdG/MzuHyzDpPFwsa8DC5V1BIRoEYhl9HZN0Sw2gurzYZELEYmkeDv5Y6nixMODg54uTnjolKwfmEacqkUB5GIouvVDGn13GxqI8JfzeLUOEQiETabnV/s+RxnlZJXNy4jP3m+rNjjzJyG8nb19FJafpPGllY2rFyGl4cHslmoIWS1Wqmqa8DHy5PX3vmA6IhwfLw8GdZqCc/bOiJwMwvYbDaGhgZQyBUMVJyks6uH7PQU3trzMbFREcjlckrKboyo8h45hkQsYfOalVy6WkpibDTOTiocHBxQyOX803/9hvUrlxI8KrhzL1qbG9n/yQfseu5lFHIFjqp75zgaDHquXChCoVTi4+uP4DYzL7/NZmN4sJfB/i7UAeE01Zbh66QhIDCEG6XFBAaHMjQ4QHNTAwUr1nDgkz2onJxJSEzh5LHPycpdREdbC63NjWzb/QIfvfc6ar8AomLiKDp9nLwly6mpukl3Z/tY3mdgcCh+AUFcOneGZSvXUXr1Mv19vWPbwyNjcHF141rxRVat28K5whPo9To2bt3Npx++Q0xcIhKpjPKyEtZv2cmxQ5+NqE+uWs/BTz8kMSUDs8lIdWU5W3Y+y6cfvYuTkzML8gs4evBT0jIXMDjQj12wU7BsNXKFEgcHB3RaLSePHSQ5LZOzp44Rk/s8nj4BGPRaHBzENNffQKKrIiE5nY/3vEVUdBxSqYzrZcVs3LqbIwc+xdnFhaUr11NXc5OwiGicnV1QKB2nDdG+k/lQ3sebW+Pc7//zX3lhzeJJYWgdfYPUtXXe9WVYdbaIMC93JFPk5rUPDHOgrJpXl2RMsSf85Nd7+XHug4fz2uwC/11Syfce0rj4i4/Ozkkt036LhZDsUNwVsuk7z/PIsAsC71c08FT8g9WovJP5UN7Hn6S4WGH7htV852t3VxatK/ycj89c5pubV2C2WGfFC9XY0UNDRzd9Q8MEq73mzIs6nr3vf0JpSyd/tDoXhVSCdIqFaK3RzH+fvExGiD/LNq6+7/f8VAiCgNFs4W/f+JjdyxeSGB700Mf8KmC2WLlQXkOgjwe//ewk63LTWJgU/YV7kedDeWfGnBqms4EgCLR3dmEym9mz7yB52Zl0dHUjk0lJXvUcMpn8C3/4bmG32zGbTbS3thAi7aezu4eKqhrWLluCxS992utsbqqnrqYKZxdXEhJTUDree8XOoNcxrNFw8LMPWb56AzaXqSez80zEZrPR3lRFcrict1//FQGBIYSEReDs7ILYe+EDHVMQBIwGHXa7DVNHEa7u7rS3NFNx4xpbdz7H3g/exMPTi6TUTE4d+5z8ghWYjEbsdjvJaZkYDQZc3dznxY+eAMbEj64X4e/pNuWE5JPCy2xZlDXF3nB83+cggqWxU6cp/PZMCV9fnD7ltuaSCiw2+0OF8zZrdAQ/pIjSR4dLyXrEOaYGm423ujr5f9vzH+l55rk3l9p7qeof4vnE2VOZnDdMH3+S42OFf/yLn5GePH15Kb3ByKdv/i++Hm5EBqqJCvR9YC/qLSxWKwcvXCMxLIh3jhaRFBGEUibj0s06nl6xEJPFSkLY1Pn6s0X9+Qv8rvAqG1Kjiff3RiWXYbHZeL1opCyJIioGf6/Zqelc397Ff+09ytc3LCUu9MulqfJVZd4wnRmPNJT3YY1eQRDQ6fXUN7Vw9FQhm9eu5PPjpwn09yNt7Qs884OFiMXiGdU8/SLq7Dk4OKBQKMdCQwNCwD9TwAL3vJamxnrEDg6cLzzJpu1PTytqZDQa6Opo57OP32f7Uy9QsPMvsc3g+m59P4+DIf9FXotYLCYoPJ4BYN2L/zgrz8qICu+IZ1sVtQ6AIK9cgtJ2owfWvPD3Y33XvLAEm82KvqsVsa4ck9HIwc8+wtnZhZVr54MWH3duPbtvfH6GP3lhy5R9uvqHaO7qJVg9WTl8yfpVXDp68q7Hz40MokujRT1F2Rnf5Bj+6vV9/HFO4gP/hvbcbHzoWqZDo1L6t3gUv+c6g4G1nvdfHudxG+ceh+uAB7sWrdmCzmLhuYSHqTQ+z5OIIAh0dncD048VjkoFT3/jewBUnz7A37zxCd/cvAKjyUyYv88DnV8qkbA5PxNBEPizF7eOPburc1Kw2my8f/w8JVUNLE6NJcDbA8kjSK8Jz13A/8tdAMB//M8bWGx20oJ9yY0IJHy0/WFp7OjhtQOn+OOnN/CP35leBPMWT/rY8qj4oq9FEAS6BzS09vSRv+wLu4wnikdqmHb19PLWh5+Qn5NJaND0K1k2m42SshsUXS5h58a1vLnnY5IT4sjNSGPHt/8CqUzG9uipSytMhdVq5crFs1RWXMdkNOIfGMyCvAK8fdQP87EeCJPJyIWi09RW3cRmtxESGkFufgEurm5jffp6u2lurKemqoJN259m93Nfn/a4h/Z/TF1NJd/47o/Y8PI/YZqmf+mlY1wuPEBQWDxnj7yHi7s3oVHJiCVSFhRsobGmDIvFRMbCtVRcO4uPXwhypYqh/i6CwuIZ6OtELJHi5ROIbngQhaMTEqkMkcjhgfIsB/u7Kb10jM7WOiRSGWHRKSRlLkMqnftQvZ7OZkovHaevqwW5UkVkfCbxqYtmJSTnXohEIiQSKeqAMCCMASA4eTM3ik/zi//4LQt+/VeP9PzzPBxdPb188OkBEI1ESUz1vDy3ahE649S/TolYTHlbN5mh/lOG8zorZHxSUsk3CyYvisokYuI8XTna0E5l3xA2QSDczZnFQWrcZhjumuzz8Cv8jUYDMKKYe0kzRJPRiAgIUyrJcnZB+ZCTRIvdTpfZzLqVSTPep1dvpLCli6YhHVKxA/FebuQF+nwhNTbbhvUUtnTRodWjlEhIUXuQ4+/1UIrKD0rtgIbzbT306Iy4KmSk+3qS6uM+7eTtTHMXtQMaXk6JmrVrud49wJWOXv581o44z6Oiu7ePwyfPsDArAzfXmUdHRC9Zz4+WrEen03P07deI8Ffj5uxIckTwfXlRNToDx69cp6qlA5FIRFxIAMszElEp5UjEYp5dNRJJca2mkf/97ATf2bYaidgBb7fZj+ToHtDgHRlJXVsXxVoLyWo3YizWh1Jz7ddoOVtWhY+7Cz97fjNK+czG75auXk6UlNPa049KIScjJpy8pOhHPm+Ziqrmds6UVtLVP4i7k4rshEgyY+a+DBDA1epGLpRX06fR4u3mQn5y7Kx51E1mC1abnYqmVpwUCnoGNZwvr+GZFQt58/BZnB0VLM9M5KNTl8hPjuFGfQvlDS3kf/svZ+X8X3YeqWGq9vYiOy2FA0dPsnXdKvx9JxqE56+UUFVbT152JnsPHCI/J4sAXzUbX/4xIqUjL/xoRHnRADxIJurJYwfp7+1FLleQkZ3HyaMHOPDpHv7Pn/41p08cIT4xGV+/QDSaQcIjYxA7OKBQOs76j0gQBD7/bC/uHp48/cIrSKRSysuusm/ve+x85iUkEinvvP5rVContu1+nrTMe6+8WSwW3n3jN3h6eROb93Vi8yW03aPGtSAIXDrzGQb9MPGp+agDwvAPjuTPf3EAu93GjeJTtDVV4+EdgFzhiMmoRyqT4+ntj1zhiGC3Y9ANY7GYaW+uwWIyIpMpuHzmMwJCYzAZ9dRVlrB0/QucPvgWMoUj6QvXUHT0A2JTFqLTDNLSUMGqra9y5OPf4OrhQ2xyLmeP7kGnHcTNwwebzUbeip28+6ufc+HEx6zY8nVKij4nfeEamuvK6e1qGdtfHRCOOiCMskvHyV6yierrFxns7xrbHhgWh4urJxXXzrJw+Q5KLx1Dr9OwfOPXOPbpbwmNSkEql1Nz4xJL1j7LhZMfo9cNY7Oa0WmHWLhiJ22Nlex7+1/p6Wyhq7UOH/8wfAPCKL9ayIKlW9EM9CBTKAmLTkWw25HOogBUR0stxUUHyV68CXXAvGficUft7UVsVAS9Nde5WFFLbmL0pD4qpZx/ePtT/u8ru6Y8RoSPB+dqW1gcM1kEKcjD9a5hvoIgUD+oRSZ24OXkKCRiEaVdA+ypbOT5xAgUkukNwodV5QXY7OWNxW7jYF8v4UolT6t9sQsCpVoth/r72Ozl/XBlbQYGCFcqZ9xfa7bwYWUTOQHebIgMwmC1UdjSxcG6VrZEBz/wdTwIPXoj+2qaKQj2Y2dsKEMmMyeaOjjdbGVpiN+cXkvDoJbjjR2sCgsgxFVFt87I0cZ27HaBDL+7e6MbBrV4OypYHDx7i7pl3QOUdPaxOnw+TPFJwMfLizXLlvDeJ/t56antKOT3985TqRzHvKhVpw7w/72zn+dX52Ox2Qj3v/dzZbFaeetwIQlhgfxw11psNoGi61W8c6yIr68vmGCEpUaFkhoVyrDewK8/PU5MiD858ZGzZqAO6w28c/QseckxbC/IRm80c6L4Bp8UXmbXstz7Pp7JbGFIZ+DNQ2d4Ye3i+7rOrv4h9py8yKrsZJ5btYgBrY7DF0vRG02szkm572t5GOraujh0oZQNeemE+XnT2T/EgfNXsdvs5CTM3mLWTCipbuBiRS0b8zII8PagqbOX/eeKcRCJ7hoWrR9dOK5p7aS5q5ec+CheO3CSyAA1Hi5OFF2vZufSHA5fLMMu2Hl21SJ6B4dRpKcSkeBG/LINyGUyvp+yaOyYP1ywkjMXLiE1SPnx0y/OyWf/MjAnOaZXrpVRePEyyfGxyGVyzl68zNZ1q9FotbjELMbZxXVWztfe1kJpySUyshby9u9/RUtLI3/0k58jEonwDwxGJBJxoegUgiCQmpGD2WRCpx2mvq6G6NgETh07yLBGM6ZSm5Cchs1mo7K8jC07n+XS+UJ81L4kJKUxMNCPj4962rxPgPbWZgpPHWXXsy9PMHo/2fM2ly8WsXHrbnIWLp7WIB4e1rD3/TdYsmwN/bZAPLz979nfbrdz6fQ+/IOj0Az1kpC2mMaaUprrK1iy5pmxfoIgcPTT35KQtpiAkMmT6kfFjeJTGA06MvPXj7XZbDb2v/fvLFn7LG4eDxby8yBcPPUpLu5exCYvxGwyjBroBva//+9s2P195IqRcGqLxYxgt9PeXE1vVwuR8Vkc+/S3+AdHo3BUUXX9AotXP8Ol05/iIJawePXT1FUWExQWj5OrBzK5clpv8In9rxMZl0lwxEjI1JYs8XyO6WPMrXHu5NnzfPje27zxZ9+dst+nZ6+wMjMJR8XkCZ0gCFQXnSNKPbVx8JvTxaxPjsbffaKQW1PvIPtLq2lvaOOPFySOte+vbSHAWTWj+qT/drmC76bHIn0IT+I/fnKeWEcVXWYzq8eF2wqCwGe9vaQ6OxP8gMq9dkGgxWRk0dL4Ge9zvrUbvdXG8tDbhp/NLvDb0hq2xQTj5Tg3KsIAh+rb8FTKyfK7HcZtsNp4rbSGl5MjUT6imnlT8cHNRlJ83InxvP3O7TOY2HOzkW+kRU+5eHC0oZ0OrYEXkmYvp1QQRr6L9ZFB+Dkp53NMnwBSEuKE9SuX0dHVxbrly1icm/XQi/jDWi0H3n2dpPAgLFYbOfGRU3odS2ubuNnYxlMrbms+CILA7w6eYlFyLFFB917g2X+uhIvlNfz42U0oZNKHync9c+0mOqOJtQtSx9psNju/3HuYp1bk4eM+M8NSEARqWzt57cApvrl5xQMJRe07W4y3m/OExVCDycwv9x7mO1tXTfmueVS8eaiQjNgw4kNveyV7BjW8feQsf7BjzZx5cK1WG//x0edsL1iASiFHACxWG/sKr9A1MERUoC+1bV28vL6A3x08RZCPJzHB/pwtq2R9bjoanR6LbxTx0VEIgvBQAq1ms4X/ef1tvvb0DpydnPCJz5wf52bAI30jDgwO8be/+C82rVpOR1c3K576Hp5ePoTnj9QOelit3I72VsQOYt5/+zUSU9LxUfsRHZeIp7cPO555kWvFlwgMDp2wj9o3gMqKMpRKR5RKR1zd3PEPHFlBH1878ts/+MnY/5euWIsgCCzIW4JOq8VoMHCjtJjg0HBaW5poqq8dU6H1UfsRm5BM+fWr5OQuBqC1pREfX/+xQbyq4joHP/uIrNxFrFiziQV59w5P7u/r4dihz8jIySNx8dfBI4B7TTetVgulF4/i5OKBk6v7mIEDMDzYh5fPxHAGkUiElzqQ4aFeYO4M0+GhfvyCIie0icViPLz9GR7snVPDdHioj/DYNEQi0ZgRKlcoUTm5oRseHGu7ZVSGRiUTGjUinb/jaz8bO0567hoAtr7wf7CYTVitFlzcvTGbjdRWXKb6+kWWbniRY5/+FmdXT+LTFnGlcD/peWuRSGXI5EqGBnrwUs+r7z1pBPr7kRgWxMmSctKjwyap825cmM6/ffA5+ckxZMdPfO5FIhFHbtRR0d7DptSYSRO+DSnRFDd2YLHZCPFyG2vv1xkI9XJjvZuKt2/Usy4yEHeFDH8nRwYM0wX2j/BUXBhHGtpp0ejYFReKSCS6b9XbGEcVrUYjlXo9PjIZac7OY5/LRyabkIMqCAJ6ux2N1YqHVEq5TosAqKUyzmuGiHF0pMNkpsVkZLOXN3u6u1ns5jb1ie/CgNFMmNvEnFyxgwi1SkG/0Tynhumg0UyS98RwaaVEjItcypDJMqeG6YDRhL/zxOfSUynHJgiYrLaxaxEEgU+qmxkwmtkSHfxQ4lpTYbMLtGh0WGw2/qekir+e1aPP8ygQiUT88Btf40rpdS4WX6Pw4iW+9tQOzl0uITMlibCQ+39nOTs58dSrIwt5VacO8F8fH2FFZhKFZZWsyU4h1M8bkUhEv0ZLoM/EWY9IJCLQ25M+jZbp/HEbFqazYWE6rT39/PN7B1iekUhX/yBiBwfWLEhFInaYsbHar9ESETDRwysWO+Dn6U7f0PA9DVOtwcigVs/Z0kpu1Lfwpy9u5e++9fSMznu3a0mJCMJgMvP+8fO09fbz4tolnLtejaeLMwHeHly6WctTyxfyWVExNrud7UtyJpWSeWHNYt45WoSjXMbqnBT2nLxAbkI0Qzo9FY2tU5aSWZIaT2v37VIyH5w4z7DegN5o5vML11iVlURlcztHLpWxMS+Dd48VEerrTbi/DydKylmfm87lysmlZLzdXThbVsnWxdmcKilnUKfnxbVL+P3BUySGB+Eol3O5so6nli/k08Ir2AU725Zk887RopHPZLVx7Eo5O5fm8uGpizgpFazITCJm4VKaT59l3bMvjxnJP0jKG7uXCctnX89Dq9ehVCpwdrp3JY15JvJI34gqd29e+uN/4EZpCQkL1+Hp9XCGht1up/z6Vex2Ow11NVgsZrbseJbv/+hPJ/V1c/Ogr7cbi9mMVHZ7ktXZ0Yq7x/0LaIhEItS+tz2U6zeP1KdKSrmtfHvLmLXZbKh9/ZBKZdRU36Sy4jqCXeBmeRlh4ZGkpGXx/R/9GSeOHCAg8O5hZc1N9fT39dLR1kLMwhcRu3tzrys36LUM9ndRUvQ5scm5RMRNVuV1cfemsaZsQpsgCPR2tpCYUTCDOzF7uLh50dPZNGbgwci96+9pIzlrbrPEXdy96elowtv39vdhMurRaQdROT9YDp5UJkcqkxOdkA1AUFgcKdkrAHjqG7dzDQLD4rBazLQ3VVF3swSpVM4b//lTohMXkL9yFzA39dvmeTjaOjqJzy3AJySIX7335phSZGSgLzAihvYHO9dwqaKWwtJKOvoG2Lo4a2xC9P1vvYCh4gZ7rlRQ09nHH63ORTm6Wuvn5syGVGc+Kank/UvlvLokHSeFDC9nRy7Wt7GuIIOFBjOX2ntwkcv4XWkN6yMDOd/aTYir0yRjZDy+TkrWRwYyZDIjc3DgnYoGJA4iUnw8ON3cybqIQDyVctwVsrt6SDavSuZm7yCunf24dBs4NzRIhU7HGg9PPu3pIUghx0Ui4Vh/H4kqJwSgz2JhkZsbAhCfEUqQi4o4mx1nmQTJuNX1DGLu+7vwUMppHdYTN86It9kFOnUG8oMevcbArUgko9WGSiqhblCDxEGESiph2GxlwGCkT2+iQ2fAYLWhlIhpG9YT7KqidVjPsMlCqtqDS+09eCrlKKUSqvs1ZPh6UtrVz7DZwrJQPw7UthLm5oTEwYHSrn7WRQZyqK4NmyCwPjKQjyqbSPFxxyoIVPQM4iyX8A/nbxDiquKVlChEIhG9eiM2u52GIS19BhPnWrvZFRdGqtqTUFfVrKW2CILAZ7Wt9OiNZPh60G80QZAfP8tLm5XjzzM3tHV0sjArnbSkBARBID05gZaODnoHBjh2uoj1K5diNJoIDw3Gy2Pm786YgvXEFIxETymj0pF2VPLm4UIaOrrJT4plz8mLhKi9CBoVkBMEgZbuPpakzrzUVaC3Bz9/eQcARrOZmpZO9EYTv/r0OKF+3gR4uXO+vIZdyxYgCCP95Xd4zLzcnGnu6iMp4vZcwWaz0947QEH65KiO41duUFLdwLYl2Xx85hLrctPYvTx3gvf3fhAEgas1jdS1djGo1fHXb3zCH+5ex+rdz+OkUqE3GMnIrWH9s0+hVCjIHbW3XslcOnaMH6TfdoYUjP773XEhqD/IXj72/5W32hJvX+8P8lYDkDruurZsHyAxLoaY6Mix79G7r58ukRNeaYv5wbj5ZdLKLQBELr69//jjZ6wd+feF3JW3t48zIm99plfHHfMH6QVj96fGKEHrHckz37yt4O7W2ESAr3pOc2+dHFUYjSY0w1pcnOeN05nyaFV57QI1VRUUXz7H2o07Hvg4Z08fp7yshHWbd9Db082ChYtJSZu69MItnF1cCQmN4OihfSzIL8DJyZnqm+VUV5azbdfd63DNBmKxGC/vkclPZvZCMrJy+ezj93F2diEzJw+JVMq14ov0dHdSsGLNpP3Ly67i7OrKhbOnSF72beLC722YDA30YDLoOLbvNVZsepn1u793175BYfHcKD5N6aVjRCcuQLDbqbhWCIBv4OyFas2E8Nh0jnz8ayrLzhMek4bRoOP65RN4+gTi6v7w9c/uh+jEHE7ufx2lypnAsHi0Q/2UnD9EeHQqcsXMc9seBKlUhlQqIyIug4i4DDrb6rFazUQnZuPwCJQF55ld7HY7JWXlXL9ZxQu7tuHq4sy3f/QTdHoDh99+ja7+IZxVSpLCg5CIxSxMGjG0SqobaOnuY39RCU+vzMPbzQVlfCJPxSeiNRjpKyvjv0+eYWdWAqnBI8btlvSRWqg1XX3865EL7M5KQOLgwP7SahalxxErEXOloZ0CiYSnF6dzobCEc23dZPh68VFVI5m+XrgqZDhJJYS7OSN2uG10uI6KbXx9nLhNrKcrFrudU02dVPUP8Ux8OO9WNLAwwJtYT1ec5dIxIzLKw4ULbT1IorzYqPZkPQKX2ntZ5y3n6YQwHEQibk99bpM47v+OD1/WGoAkb3feKq/jSnsvzRodid5u/GdxJb5OSm70DFDc0ceW6GCONLRjtdvZFB3MR5WNJHm7YwdudA+wMy6Uj6ubkYsdWB7qx77qFjL8PBk2W6ju0/BMQjjvlNfjoZST7e/Fobo2cgN96NDqaRzU8mxiOB9VNuEkk1DS2ceF1h7WRgRSNzDM+bZuFgWp6dTqsdrteDsqGDZbsNoFHACFRIzEQYS3owI3hQxHqYQ4T1dc5FJS1R4Io9/XxqggFGIxYgcR6WoPZGLxhJDc8WrLa8IDaBrS8nldG0tDfPmosokbvYO4K2R06QzY7AKLgtQsmiXDXW+x0jqsp0tnGDV2Q0nwciMjfyQyxSMqlKLaFtwcFcw8SHueLwq73U7RpWI6u3tYs2zEsBGJRESEhhAROpIbn5U6ssh89Xo5nx0+xtL8XN77+DMWZKQRGRaKl6f7jHJTfby9wDufrckjhoXZbOZobTf7iooJ8PLgcmU9kYFqLpTXkBAaQESA+r4XUBQy2ZhxOV5NPTcxGpvdzrEr1/msqJhN+Rm8dfgsOfGReLo6IxaLqWpqx8vViZSoEHQGE6euVhDg7Y7YwYEL5TU4ODhw8PxVNuVn4O/lzqKUWGRSCX/89Mb7ukYYya/tGtBQ0dDKuRvVvLR2Ce29A2St3UqG3Y7hk/0MuQajlsro7unl+NlzJMXFoHzA1IkHJTs9hYPHTiKVSAgNCqS7t5cjpwrJTk+dU2NQJBKxICONg8dPsXrpYvx8fGhpb+foqbMsX5w3/QFmEZlMSnpyIp8eOsrKJfn4zA90M+KR5pj6qP2E7/7hz8hakI9/wMzDPAb6++jt6eLwgU9YtHQl7h6eBAaF3vfDbbPZKLl8npvlZZhMRgKDQsjOXfTQntsHwWw2cen8WWqrK7BZbYSER5CzcAnOziNhH4Ig0N7aTPn1a9jsNqIXvIR4mtASs8nIpTP76GpvYONTP0Amn34gOn9iL+UlZwgKT+Ds0fdQB0SQkJZHWu7aOQ2dvYVmsJeyyyfoaKlFKpMTGpVMYkYBEskszVDvg96uVq5fOUlnax1SmZyY5FwS0hZ/Iep27c01lJecYaCvg3f+5y/nc0wfY3x9vIVNa1YQHOBPb/8AP/7uN5Dc8du9tH8PV2saeHbVIlxVygm5Px19g1yraUQQBIJ8PCesxNvtdnpLr/Hh5QocZVKeX5g8YQJmtwv8f58X0T2sw9fFCUQQpfZkaVworsqpx4P6ngFOnSkmN8CHN2/UEeSiItPPE63ZSqyn67SCSTa7gMZsoaZfw9mWLnbFhfL+zUbC3ZxYGeZPYUs3dQMaRCIR0R4u5AepUc5AhGm2aRnS8atrVZhtdsJcnQh3dyYv0AdHqQQRc1s+pkOrp6i1m7ZhPY5SCSk+HmT6eX4hqrwNg8NcaOuhW2/EVS4jw9eTRG+3WbkfN3uHONnUwaaoIPZWN7M4SM3S5Tl37X+jtZtztS384buH5nOvHnP81D7C3/zsj1mcm33f3h+r1crV6+WcvVTMrk3reOvDT0hPTiQvOxOlYma157U6HWfOX6KmoRERImIiw4kKD8VQew0XlZIPT16kIC2e5q5edEYTT6/Iw2i2zDjncyY0dfZwtaaRyEBffv7bPXi6OqNSyBkY1vEnL2zh8MVS8pJiSYsOfajzXK1u5GRJOTuX5vDG4UIKUuNJXLFpyrlIe2cXZy9eobWjE0elkrTEeLLSkr+QeUt9UzPnLpfQ3duHq7MzWWnJJMVNTk2ZC8qrarhUco2BwSG8PD3IzUwnKjx0zq9DEASKy25QUnaDP/u7f54f52bAIzVM45NShXf2Hp22n91u5+aNUpxdXTlx5AAuru5s2THz+k1PMhaLBZPJyP/+17+QX7ASr+gNM9jHzLv/8xdExGaQt3LnjPrve/tf8FQHkbdiJy09IxNWu92OUT+E0l5H2eUT5C7bRtHRDxBLpGQt2sCZw+8Sl7wQs9nEYH8XuUu30Vx3A3cvP7z9QsbKnHxZ0Gs1nPr8LZKzllFy7hDRiTl0tNTS2VbHqi2vcuST36D2DyMqPou+7lbCYzNwdHJ55PdgpuJHQZGZwh/+8+UZHfNHWxy+dIPZF4Wf2kc4/P7r+Pp4Y7PZaGhu4c09H7Nt/RpSEiaGmfVfO8Prn59h59IFuLuo8PVwG9tmMlvYc/ICOfGRVDa3s25BGuJxgkQN5y8wZDBx+EYtL+SlTKhrKggCpyobOVPdxIt5qRy5UUdKsJrssIAZTQp6hnWcOHWFcDcnTjZ1ojNbeSYhnLoBDfHebmPe1LshCAKDJgtFrV34qpRkjhP6mU2MVhtikYjWYR16iw0flYILbT0EOjvSazBR1j3AMwnhvF5WS6yX65wr8Frtdqx2AbFIhNZsQSp2wGSzM2y24KtS0jA4jMTBAU+lnIZBLX5OSgZNZnr1JlLVHlxs78FJJsVXpaSsu58Ebzeah3R0642sDPPns5oW1Colvk5KLrR1UxDsy5XOPrp1Rp5JCOfd8noi3J3xVMq51N7L+shAClu60Jqt7IoL5aOqJr6dHjMhVPpBEQSBusFhVFIpb1yvJVXtQaS7C9GZCbjcZ06q6pt/M+MJ20zHufkxbnZJSYgT3vzlv2CxWjl6qpBFC7KJCA1+oHma3W6nb2CQlrYOjp4uZNOaFRRdKiY8OIil+bkPZcgIgkB3bx/eQ028c/QsLipHgnw8OXW1gl3LFqDRGwlWe04Yex/0PO29AyhkUtycVBPG6vvBaDZTWtOEl5sLbx4uJD85Bj9Pd9yTcu8rN9FkNuMgckA6hznrs4ndbgfAbLFgs9mRSaUM67TIpFJsNjtanQ4vTw86OrtBBJ7ubjS3deDp7obRaKJvcJDYiHDKblYSERqCj9f9p+zNFEEQGBgaoq9/ED+1N0WXilE5OiKTSjlz4RLrVizl7MXLDGmGeXb7Zt7+6FMSYqJ46Q/+z/w4NwMeqWEaGh4l/OMvfkNEVOykGpeCIHD6xGE629tISE6lp6uT3PyCGanc3g9NjfUcO/QZK1Zv4MTRA8jlClav30JtdSVhEdG4e3gilc69cWWz2bh+7QqnTxzhqee/jkGROO0+9VVXOf3526zZ/i18/MOmrRva3d7IsX2vsXTDi/Ro3XFyebDJosVsRD/ch6OTB6beIuw2Kx7eAVw49TGJ6Uvoam+kq62elVte4cgnv8HHL5SQiETqq6+RlLkUo16LRCLFP3hEWGk6T/BcYzToaGuqorWxEpeApbh63r18gSAIGLQDOBhu4O0bTMm5Q/T3trNy8ysc/fR/CY1KwdXdG81ALwnpI0rLKueH80bMG6aPN7dUeccjCAIms5lfv/Euri7OvLh7+4Ttdrudt/7731HIZewoyMFFpRx7RgRB4Nz1aoYNRsQOIrLjIicIKfVrtOgrb/Lm+VKWxYWRFTb5ee0Z1tHUO4RMIuaTq5WsiA+ndUCDq0LOsvgwpDMIEdeZzJw8eRm52IEOrYHKviGeT4zgRs8Aid7u+DpNDnEXBIEPK5vYEh08SeXXLgjoLFYkIhGdOgM9ehMxni6caOzATSFHLnbgfFsPGyIDOdvazbDJwq64UN6taCDeyw2Z2IGbvYNsiQ6mrHsAJ9lIWGuHVo+PSolKKkHqIJrwW7Pa7Vzr6udMcxcrwvwp7e6nW2fk2dEw3HB3Z7wdFVxs62FdZCBFrd1oTGaeih8x8mI9XVFKJVztnBj6uzEqiI8qm0j2cccmCJT3DLIrLpRPa1pQSSUsCfblVFMHyT4emGw22rV6lof6c761Gxe5lAh3F6r6hkbyQ0MCGDaaSApUU9PVh5NChqeTIz3DOnycVZisNqw2Oz4uKoYMRuQSCXKJGJsgIJeIESHCwWFm40txYQkGq404L9cH8tYOGs2cbOrAz8mRhsFhZGIxL21dNmX93fth3jB9/PH3VQt/+sPvsn7lMmpNbngZmzh3uZjahiae37mVMxcusSA97YFEkACMJhM19Y0o5HI+2v85C7MzsFqsuLg4k5oQNykK5UGw2+2UH99HdUsni1Njx0J0pRIxdkEgLykGhUz6SD18VpuNhvZu9p65zMqsJK5U1hPu70P2+p0PdN7yymqcnZ14d+8+slKTMVksXK+o5Oltm9iz7yCOSiXL8nP59NBRstNTGBzSUF3XwPM7t/Lmno/xdHcjJz2Vg8dPkZ+TSVtHJw3NrWPb/dQ+xEdHcbywiKX5uVTV1tPe2TW2PSQwgJDAAM5cuMSaZUsoLr1Od28fL+zaxpt7PiYyLBRPDzcuFl9j4+rlnD53Ea1Wx1NbN/LO3n0kxEQhl8u4dr2C7RvWcvTMWUQiEauXLubQidMkxEQhCNDQ3MKqgkWcuXAJR6WS1IQ4SsrKiQwPwWg00ds/QHZaCldvlDM8rMPdzZWO7m7WLV+K412ih6xWKyKRiPqmFsxmM64uLhRdukJ0RBh1jU00NLfy3I4tvLnnY/x91cRFR3Ki8BzLF+XR3tmFxWplxeKF1DU2o/b2wtPdHalUctfv8X5Ueb/K49wjNUyjYxOEV779h6SmZ7PnvdcJCg4lICiEc2dOsGnbU+h0WmLiEqc1sO4Ho9GA3Wbjd7/+D/wCgli4aCkD9lCUqhGVSLPJiNVixtBRiLOzC+1tLVSWl7Ft1/N89P4beHh6kZqeTfHl82TnLkIsliCXy1H7BTz0dQqCgNls4qP338RkNPDSq9+naWj6VZ3CI+/T3dHIup3fRaGcXoyituIK5VcLyV22jT6DD3LF3IvnWC0mtEM9yBQqJMYKertaSExfwuGPf41/cDSubl5UXDtL3oqdXL1wBJNBR8H65zm+73eExaQhFouprbhCwfrnKTq2BweRAzkFWzhz6B2iErMxm4w01ZSxYvPXOf7Z73B0ciUlaznnjn9IfNoihgZ6aGusHKtt6uahJioxm8tnPiM5ezldbQ10tdWzauurHNzzS1ZufgWdaHZybA26Ifq66klLCqLo6AcYjSMlcQqPvEdcSh4mowGjQUtW/gZ02kE8vPzvaazPG6aPN1MZpuPRDGuprKnjxNlzfO3pnai9Jy4QlR75mAPnrvKDXWvxcHaaUC6huauXD06cZ0fBAqw225iQEoxMcIqPn0JrNNMzrGdLeiyye4TM6kxmbrR1E+rpxq9OFxPv742nSkm/zsDy+HBcldOH1Nnsdk6fvMyAwYSzXMqpphFxJB+VAu9xSrcfVzVTPzg8ZgAGODsS6e7Clc5elob40aM3YhcEMn096dQZcFfIcZFLZzW0dX9tC1V9Gv7fy5u/kFCyx5Wyc9d4u7yenyxInPa+aEfzXt+/2YDFZmdHbCiiEH9ifD1nVRTJ6Vt/Oz9he8y5VwScIAi0tjQi6alAq9Vx/koJOzeto7m1nYSYqJGc0Qegt3+AkrIbpCTE8bt39xAZHkpKfBw2u42IkJBZ8w4ODmlouXSCmGB/frn3CP5e7iRHhnDuehUb8zJwdXLE08XpgZ55rcHI+RvVxIcG8tv9J/Hzcmf7kmwsQUl3NZimw2A00tjSys3qOuyCnc2rVz6xntJHSXlVDe6uLuz57CASsYQ1yxaz98BhMpIT0ekN1NQ38NyOLZy9VIy/rw+xkREMajR4e3riqFTM+ntj3jCdGXMaymu327HZbLPuoezp7qKttQnN0CCVFdfZ8fSLDAgRD2xICoKAVjOASCTC3n+ZhroaFi5axofv/p6AoBACg0K5eO40S1euo6W5EZlMRs7CxWiHNXh4eo+FtgiCQHNjPbXVN/ELCOLEkQOsXLsJB88cpLJ7hzoZDTpOfPZ7giMT8fELxccvZNprvnbhCHKFIxaLCUe/ZYjF8wPV44jFZGCwt4XkeDVFx/YAEByZSHHRQTIWrqW5rhy73Ub+yt3odUO8siF03jB9jLmbxxQm5jHqDUbMZjP/+dobFCxcQH7OxNsv1JXwT+/uJyM2jA256RNCw3QGE+8eKyI5IhiJRExaVOiEYxcfO4mbo4K3zpeRHuLHougQlDLJtJ5Ri81GVWcffq5O/O+ZElQyGQVxoZQ0dlAQG0qQh8u0L2dBEPjz1z5laYgv6b6PLnxqppR29VM/qGVJsJqIrOkjUR4W22gImsFsxWS14qyQ06XRIpdIEBDoGdYT5OFCQ88gRouVWD8vrjZ1oHZ1wm4XaOgdYEFEIGermxGJRGSG+nOsop44fy+0RjOVHb3syIznnQvXcVbKyY0I5OOSShZFB9M1pKOmq4+XF6XxWuFV1K5OZIT4cbCshmVxYdR1D9DUN8j3V+RMCK89e3JknKgZ0BDj4YpdEBgymUnx8aCsu592rYFgVxUX23rYEh1MYm7KrE3S9GYLTb2DdA5pOV3VxHO5yaT8xX/PT9gec2aamjWezuKD1Dc1ERcdNSKGlJeLl6c7fmr1Axtlre2dXCktIzUxns8OHwdg46rllFwvJysteVaVV4c0w6i6qjhZUk55QyvPr15Ez5CGzJjwu/4ehrR6bHY7//3JUWKC/FB7uCESQWzBeuSy+yvDNZ6bNbWcPneJDSuX8e7H+9i4ejmxkXMrWDnPwzFvmM6MGRmmIpFoB+ABRADpwK8EQfhwuv0eZCCbKXW1VZw+fpg167dw+sQRwjN2og4IeyTnuhcDvZ30dbeSGefGkc8/xcvLB5lcQdm1y2zYsovy69fwilw1oQzJvRjs6+L4/t+zePXT2GxWfAPC79nfarVw/vhHhEan0NfVgnPQ6nnvwBOO3WZDM9BBbLgTXe31/OGzGfOG6RzwoOPcnYbp9ZtVHD55hrSkeM5dLuHbLz03oWyCIAg0tbZxs6aO7p5edm1eP0FBURAEDrz1W242tfNnL26dVHD+6OUyyhta2bF0AR7OqglCSna7nT6Nlo6r19hfWs36lCjOVDUhk4h5LjcZm13AaZoapYIg0NQ3hINIxOmqRhp7B3l5URqfXq0iPyqYxACfSaGjgiBw/XwpfYaRXMkvgl69kWGzhWtd/by0dTkODiK6NTr+9ch5ViVG0Dusp7rzthHn46IiKyyAA6XVLI0Lo6FnYOyzvlZ4lSAPV2L8PDlaXs/apEhKW7roGBwe2x7p44G/uzNFNS1sTI2mpKmDYaOZnVnxHCyrIdzbHVelgvqeEcOzqrMXQYDUYF8q2nvwdR0p8zKoNxLu7U7H0Ej+qdrViX6tAWelDBEibHY7zgo5ZpsNiYMDUrHDfY/xRTXNNPUN8cyCpLE2nclM28AwLko5w0YTnUNaQrQ6Srv6Wbo0e9rn5H640dbNkRt17MiM572LN1gWF0Zm2O3ya/OhvHPHFzmfs9vttF7ax4Xia+zcuJY393zMgow00pMTcVI5PrBBabFYaWhuQSx2oLS8kpr6kVDVd/buIyUhjuy0FKRS6QMbw7cwmy0UfvIuHi5ODOn05CXFIJWIOXW1AleVIy3dfXQPDPHqpuWYAhKRyR7MCWOxWKmsrcPJ0ZH3PtlPbmYanh7u+Puq8XR3e6jPMM8Xx7xhOjOmNUxHB7ESQRDqR/92A4oZGcz+8V77zqZhajIZ0em0vPvG/xKfkExgcChmVRIqJ9dZOf4XTXtzDS0NN5HLFYTFpE1bLsWg19LSUEFXaz3+wVGIXO9dPmeeJ5c/2jyzWei8YfrgPMw4N94wralvpG9ggMDsEQVFi9mMy1Al//6/v6cgbwFLcicqlNY1NiGXyXn/k8/YtWUDQf5+Y9usVisDZWf59afH2b40h6zYiavjDe3dvHm4kKdXLESlVODvdfeagT2DGiy11bxz4ToJ/t7ozBaa+4Z4IS8Fm92Ot/P04f7dGh39OgNtAxrO1bawc7RUTeQ4Q/Rf3j5I1KgS72xiswsMmswjOd5WG41DWuI8XSls6UJjtpAX6MO+6hZ+9PQa3BwVDBmM/PL4ZV5elIank3JGObVfdm4Z4I4POFmeKYIgUNvdj0om49eni8kM9SfK1wNfV6e7KkXPG6Zzw+Myn7uFIAhohzUMVJzkzPlLPLV1I3sPHCY1IY7FudkP7fm0Wq30DwzSNzjIkVOFLM9fyPniq2g0w3z92d00NLcQHR6GSnX3Os93o6W9g5Mfv8/WJdm09w4Qkb/6gfNg7XY7zW3t7D9ygkULsiguvU6Any+rChbNaBGqvqmZwaFhqurqaOvo4oVd2zhReI6QoABCgwLpHxgkKMAfzbAWs8WMv6+a9s4uHJVKpFIpg0NDqL296BsYxGq14u+rpq2jE2cnJxwcHBjSaPDz8aG7tw8BAbW3N+2dXbg6j9Sk1gxrCfDzpb2zEwcHB7w9PWhp78TT3Q2DwTgmTHS9sgq5TIa/r5qKqhpCgwLpGxyku6eXhVkZnDp3AVdnZ4IC/Lh8rYy0pATqm1ro7Opmw6rl7N1/CD9fHwL8fCm8cJmVi/O4Unodo9HEq88/NatpgY+CecN0ZszEMP2GIAi/vqNtB7BHEIR73uTI6Djh9+8fwMnJ+YEurq+3G83QENdLi+lob+WFl79Nu97vsRPPeRhqKi7j5OxO6cVjFKx/HoXy3hPEwf5u7HYbhz76H5ZteBG9KHKOrvSrg07Th91uQzaamyuVKb9Qheh5w/TR8zDj3C3D9H9ef4eQoABSVr8wZT/H3uscPX2Wvv4BXn5m14TVdM2wlqbWNsorqwkNDiQnPXWCGJKkqZTf7DuBXCblW1tWTDiu1WbjV58cw1mlHFvBD/KZPgdQozMgaqjh9aJSFFIJ8f7enKpsZHtmHC4KOT4u985nt9sF/nr/GTamRJMWctugbi6poLC5i3WRgWPXLwDdOiNWux2xg4jKviHC3Jwp7xmkcUjL9pgQ3imvJ8zNCV+VkvNtPayNCOBCWw8DRjPPJobzeV0bsZ6ueCrlWPy8SQjwwWC2oJLLxsJU7XaBo+V1eDk7EuThio/LyG/YZLEidnB4aJGe8Z/dLgjoR5V3DRYrepMFb2dHGvsGkYnFqOQymvoGCfJwpX1wmH6tgcwwfwqrm/BQKfFQKSlr6SIzzJ8bbd30DuvZmBrDnsvlhHm746yQcaGulY2pMRwrr2fYZOL53BReL7pGUqAauUTMlcZ2nspJ5NOrVQBsTovhvYs3yAz1R2M0Ee7tTkbobc/kR1cqkIrFbEqLmZX7cItBvZHD12vxd3emrnsAmUTMrqyEGd/vecN0bniYce6WYarTarlRVoKTswtNDbU0NtSyffcLfPjeGwSHhBGflIrdZiM8MuaBDAWz2YSl4QIGo5EDR0+ysiCfto5O/Hx8yExNmpV3sd1uR28wUHSpGKVSgU5v4HpFJc9u38yZC5eIj44iOT72kUWfGU0mSspuEBEawuvvf4SPlycbVi1HLpPOWInXYrFy9HQhMZHhnLtcQu7mV3BUOWGz2RAEga6ONuyCHV9bBzduVhEfHUVdUzODGg3L8nM5cfY8/mofXJ2dqaytJzs9hfLKavQGIwV5OZwqukiQvy9yuZzahiYWZqVTXHodu10gJz2FosslhAUHYrePRAAtWpDFucvFyKRSUhLiuHLt/2fvPQPjuK7z7982lEVZ9N57JToI9l7EIpKiKKpLlqxiO3Zix7ETp7z5x0kcJ04cd0mWZHWJvYhi7w0g0QECRO+9LrbXmfcDSJCQiMIqMubzReLduTN3BrtnznPPOc+pJCYqHIvFSv/g0JgwkUkVTXBIGG2tzQQGhWA2mzDq9YRFRtPd2YGTszNu7iq0I2pUHl5YrRYEwY67yhOj0YBCoUAuVyAKAjK5fJQ4q4dxHqzmw+27WDJvNrkZaXdELOtWIIoiRpMZq9WKTq+nua2DhNhojp0+x3d/8s8P7dw0MCkxlUgkUUAjkCWKYslU419GVEy8uG7jk6xYvYEdWz4kOTWdmbPm4eSsnPAH31B3mfyzJ1mwZAVnTx4ldubT006DfVAgiiIt9eXoNMOoh/qYvXjjlGRbpxmmqaaEhsvFxM96HWdXj0mPvyq9/efQcudOQavuw26zUHzyQyISZiORSGmtKyAldx2XCvdit1rImP8URcffJyQ6C1EU6GwqJW/5K3Q1l+PpH4FfcMIdf+YPiendxe3auZTEePHb33iWNcsWM+QaN+X1+np78DQ08cmOvTy5fs04FUu73c6xM+eJCA2htLKK9auWj6tLUo9o6C45zcGCMl5es4hg3/Fps42dvZwqq2ZhRhJbjxfg4uTI44vyGNbqiAsNRD6Fo2i2WLHa7ezfvZ+6nkGeyUvlw/wKFiZEEOfvjaeL07jooyiKdKt1NPYPMS/uWh38R7tP4OXsSJfWQOuIjmdSojja3E2ouwsxnm4YAnyI8vVEIpHgrJDjNImS4XRhtFh571wZuZHBZEUEIYoiu0pq0JrMhHt7cKGpg41ZSewrr8MuCDyWlcgnBZVkRQRhtdupaO/l+TlpfFJQidJBwbLkaHYUVTMrOpRhg5HL3QO8fF0a8OyYUI5VNzM7JpQBnYFejY41aXEcu9yMr5uSSB9P6noGSQj0YcQnAKPZQmpUGA2dPahclLgpnRjW6vHzVGEwmxFF8PVwQ2sw4aiQo5DLEEWQy6S3ZFNEUeTDD7bxzKzUcc/2ZE0LGeEBE0YvpwOdyYJNEHj/bBlWQeDpmamMGE0kBPrc0t/xITG9+7hdO+cfECQ++dzLrHr0cdrbWohPTBnrw349+vt6KSnMJyEplWOHv0Aul7Fu49OYzWb8/ANucOapoR4eoqf0EPExUXywdRfpqUm4u7piNpuZmZmOUul8R0ikKIq0d3XT29ePo6Mjnx8+xiOLFxIRFoyXh8ctn1dvMGK1Wnn3021EhoXi4+WJIAjkZqaNK+OYDjq6eujo7qajq5uIsFACs1Y/LN+6DlarlTPbf097Zzff++YLyBXyW67tNVssDA4No3R2prmtnc7uXvKyM/h0516CAvzx9/XhfGExa5Yv4eyFQjRaHU8/9ig79h0kPSUJH29PhtUjeKcuxWQ0smxOykM7Nw1MJ2L6c+BnoiiqrxvLZDT9w/P68S/j+gaxoiiiHRlCOlLKqROHWblmA4X5Z4mOjScwKIS9uz5j9txF2AUBp4A5uLh53P7dXYEoithsVhSKO1czc7Ow22w01hTj5uHD+aPbiE3KYUbukmnN2/n+z/H0DSIq++VpXevE7l8gk8oJjc2hpuQA6XOfxGzUEhyZjsLxqy0e/txht1lpvnyWlpp85q7+C5yU02/ILYoioiDQ0ViMUa/G3SuI8vPbiE1dzHB/GwM9Dcxe+S0aq07hH5KIX3A8UpniphzNh8T07uN27FxwgL/42RfncHOfuKygqrKMpJTxAjImkxGH3gq+OHqc6Ihwls6fM35ObT0Wi4WahkaWzJ09TtnSYDShaK/k19sPsiA9kUWZyTe8riiKDIxoOVlSTYifF/UdPTR19fEXG1fQ1NVHSmTIuBrVG0EQBLQGE+Wnz3K6tpXHshIRRJGkoGvlBr87dpFZMaFkXhc5vVcwW238+74z5EWH8MiMWGC0ptFksSGRQM6yxfd8TfcTfvm791ieEk3idX+vN08WEevnzeKk6ekyCILIxeZOmvuHifT15Gx9G0/kJBPi6T7tVjWT4SExvTe4HTt3q6m8drud4aEBjh/+gsjoOLq7OlAPD7Jx8wtIpZJbbhGo1YygqTlFdGQ473y8FU8PFTMz0zmdf5FlC+bi7eWJp8r9jmwUf7R9N+oRDU899iiuLsopiY7BaKKgqARnZyfaO7vp6u3j5ac3IZfLb5qIwqgNPnmugMiwUI6eOcfcDa+i8pi4dOMhRiHpKOSTHXvISktFo9NR29A01ubGy8ODvKzRNjlzcrPo7O6lua19rM1NUIA/qYnxlFddZk5uFnqDkUGHYCKjYrELdpycbt6XTo/1fWjnpoFbUuW9YtyWiqKYNdlx1xPTG8Fk1GPryyc6Np5OQwBy+Z2rfbFaLbQ1XsJut3Hx1F7mLd9MVekZ1EO9rNjwKod3/5Hw6FS8fIMYHuwhOWMeNpsVdw+fO7IOu82GINjZv+13ODoqiUrMRD3YS0rmApSuUxOf7vYGDu54g7nLNyNV5U65IzYy1MX5A38gKWcNAWEpX2kR01h1mq7mMmJSFlFXcZTUvMfw8ptc6ffPAWf3/w6r2cCiDX9z164h2O30ddZgtRgBqC7cR3Luo7TU5qMb6WP2itepKT1ISFQmnr7hKBydkSuukYWHxPTrwXTt3FQO2+H9e9DrdSSlpHFw307Wb3qW8IhromaiKNJfdhCA0soqNj26CleXa7/fgaFhjpw6Q2JsDBKJhLTkxHFz+4pP0tDZS3vfIM8un4uz49TiRiaLlRMlVdjsAi5OjpytrOHppXMYGNESHxaEl/vE6WSCIPD//uctnpyZQnzANbLcq9FxuraVTTk3Jsl3Gla7nbdPl7AwPoJQLxWuTg4M640M6Y0cv9zMy994ErlMRkffIC09/cSGBGK8Uqca4ueF0WxF6eQwZRT5KkRRxGK1YbXbcZDLGdLqcFQosNntDGv1BPt40djViyAIhPp5c6mpnSAfT3RGM219A8xPS+RgQRlKZ0dSIkM5UVJFemwEPUNqmjp7eWLJLD44cBpfD3dmxIRxoKCMpdmp1LV309Y7wEurF/HuFycI9/clJsSfY8WXWDUrg+LaZnqH1GOfx4YEsHnJ7LF12+0C+3ftY1ly9Lh2QuVtPfRrDVxo6mBTTjIHKuqx2O1syknm4/wKMsIDEUWRktZunp+dRm3PILNiQnCbYiPjZlDV2cehS438487jDx22rwl3ys7dDLSakdGex599QFBwKG7uKvp6u1m09BFUHp63FQHUajX4mpq5UFLOpcu1PLNxHR9u20VCbDRpSYmIokhYSNAtpRm3tHWwZc8+1q5YitLJiYiw0XKFEY0Wu2Bn29796PUGntywlrbOLjJSk285Wme327lUU8ewegSD0YibqytRczdO+GysFguDg/2oVB63TPYf4u7iITGdHm6amF4plm9mNO2j6Qafvwq8CuAbEJb11t6vHHLXoFEPUnxuPzFJ2Vw8vZeE1FkkZ86fdI5eN0JfVws+/qEUnf0CjbqfnHlrOXXwY+JSZmIxGWlvrmb5+ldorCnGNyCcoPA4pFLZuJ04u91OS305es0wFouJ+upCVjz2Go6OzjcV/b1wcg+1lfk8+eo/0z4wdXpKe0MxlQU7WfDoD5A7OE2rZ6lOM4DVbORy0T40w93MXvkt6iuOERqbg09g7P/59F+r2Uj+4bfwD0kkMmkuDo43L3xwJyHY7agH2hEEG7qRfhoqT5A+9wnKz20jMDyVt/917UNieo9xM3YuMCgka//Jr2bAGY0Gtn/6Pk+/8OqYE2S1WjEZDXzywR+JiU1gyYo14+ZYGs8BsO/IcdauWEJ4SPC1zyxW9h05TlJ8DE2t7SxfMHdcHU1v0QlUrkp+v+swwT5e5CRG09k/RF5y7KRE8ypEUeRsRS1NXb3kJEaz7UQBC9OTcHdR4uvhRrCv17i616b8AtqHNMyPv7bBta2witQQfxICb61v4ZdhFwRMVhtmm532wRECPFyp7uqnY0hDRlggcpl07FpHq5o419DG33znRVydndAZTXx46Axr52TR2NFDVJAfde09dA8Os2JmGp8eOUeQjyd+nipOl19m3dxszlbUMKjRjZG85IgQXJVOXKhu4InFszhWNFpjtX5+Dl/kl5IcEYJcJqWlp59FmSkU1zbh5KAgJSqUmtYuQv28EUURjcFIXGggHX2DODs6XFH1NOKmdBrNuhDBxckRuyDccuru9fjpezv53uMrUbles21///Pf8835mYT7eNzWuW8VE4kiBWVkEvDoaw8dtq8Bd8LO3QmIokhXRxtu7iq2fPwuSqULeXMW0NbSREZ2Hh6et6/0bbPZ6O5qp/XiAXLSZ/D54WNIJBIeXbmUS5dryZyRQoCf77RIsSiKbP/8AGqNhvSUJC4Ul7HukWW31arGarWh1es4df4itQ2NvLB5I6WVVUTkPTrp/ZcWFXD6xGGefO6bnD9zAk8vb5RKF0oK81m6ci0X88+g1WpYt/Epdm39iPjEFJyVSmqqK1n+yDpOHT8EEgnzFy7jyMG9JCanYbGYaairYc26Tez/fDtKF1dyZs7l+JH9pGVko1YP0drcxKOPPcnenZ/h6eVNcmo6Z08eJWvmbLo722lrbWbDpmfZueUD/AODiYlL4NypY8xZsIT62sv09XTx2Obn2bnlA0LCIggMDqUw/wyLlj5CWclFhocGxz6PionHXeVBWfEFlq1ax7lTxwCRZ158/b4XPLoeD4np9HArxPQI8HNRFI9OdWxUfLr43x8W3bX8d1EUsdtt7Pvs1yhd3IlLmYlMriAk4s4WrdtsVgCaakowGfWovPzIP7aDGTmL6elspqejgeUbXqW+6iLJmfNx97g5p8xiNnFk99t4+QaRkrWQfv3k80VRpLb0EFaLEU+/CALDU2+rZ6lgtzPY04jNakY92EFrXQE5i16g9MynePpFkJyzFkGwo3R9sFNHbFYzF4++S3zGCgC8AyZvxXO/4GHE9N7jZuzcjSIJVquVo4c+Jzt3Dr5+N1ao7epsp6OthZrqSjY88ey4ei29Tkfbxb3IZXLkcjmzczLH2bSi8krqm5pJjo8jNCgQT4+vphEbTSZa8o/i5+HOgQtlDKi1fGP1QvIr68hLjiHUf2o7JYoiVc0dXLzcQFZ8FAq5jKSIkLHPf/PGB6xJixtHdpr7hzlQ2cC3F+dgttrQmS3IZVLqegbxdlXSrdZS1zPIqrRY3jldir+7C5nhgXxRUc+S63pvvjQvg/fPlRMf4E1CoA8NfUNkhgdisFhxkMkI81YhkUjIb2jnfEM7f7ksD4eEJERRpLm7j4vVjcxNSyDE9/ad2gcNQxod+ZfqeSQvbcxRtlhtFB07SWKQz23Vl94M1AYThy81EuTpRkPvEA5yGZuf2oDiS5oKzoufe+iwfQ24XTt3PURRRDOiprenizMnjrBo2SpkMhnBoeG3JERjtVioq61GqXShtKiA7u5Onnr+m7Q0NhCfmILLNEWCpoLZbKK5sZ5gyQBVtfVU19Xz+gvPIJfJ8FBNv6znVlBUXklxeSXLF8xjxxcHWb5wHqqkxSgUk2ftmc0mtn78J3z8/MnKmY2vn/9N+bxWiwW7YEehcMBqtQCM/b9MOkr0BFEYG5NIJMhkcux2G1Kp7MpmmoBcrsBmsyJBglQmQ7DbkcpGP5dIJEilN9/aarqwWMy0NDVw4PMdLF2xlsjoWJQud+Y7cbfwkJhODzdFTK+kfByZjhEDCAqLFecu38zy9d/kzKHPSMleSExi9m19UW02K/09bXS11nK5/BwrN76Oo5MLbqoHz/lQD/ZydO+7zF/xFKIoopdM3izZbrNSdm4rYTE5DPW1EJe+7K4WvQuCgF7Tj9ViorJgJ8GRGagH2hnsaSRvxasUHHoL36A4QmKyGOiqJzg6E0QRhaMSZxeP+6Yg326z0lR9BlEUUHkF4x+aOPWk+wgPiem9xc3auS87bEUXzlFafIFXvv2DaV2vv68XiQS2fPwnVq5eT3RswthngiBQfewToiPCKCytYP2q5Tg5Xkul7O7tY8ueL9i4ZiUGg5H4mKn6HttoaGnFsbeBpq5eKhraeGn1Qo4WXSIrPpLU6ImF5ux2gX95bwevr19GoLfH2HjVqTNUdfXzeHbS2NiZulbCvT3YUVSNv8qVBfHhXOroIz7QZ7QPJxL83F2QSSW3bCe61VpqewZxlMuYvXIpEokEu13g79/6jPXzc8hLjkUURQ5frMDV2QmLzUbv0AgrZqZxsboBb5UbkYG+9A6PEOA1aq+kEgluSqcxMicIAlabHalUgtFsxWi24OnmQtfAMAq5DIVcTtfAECF+3rT3DqLRG0iPjeD8pTp8PdxxUMipbu5gdmoc+Zfq0BpMrJqVwfYTBcSHBSGRSCiqaeLJpbPYeeoiUomUdfOy+fToOXISojFaLFxqaufFVQv54MBp3F2cWJyVws5TF5mTGs+AWkttexcvrV7ER4fO8MOn1oyt3Wqz8XdvfMZPX3liLL3barPxo5/9jh89Mgd/1Z134m4kiqTxCyQxPHjSv/NDYnrvcTt2zmjQYzQaqCgrpqqyjMeffJ4dWz4gKSUd75iVODg6I1c40Fb6Ga3NDSxc8ggH9+1k3qLlRETGoHSZXPF7IphMRkqLCgCwWW1UVhSz7rGnKC7MJyo6juQZGXfE79BqNRz44H9IiIkiOSGOkMCA2z6vyWymua0dvcHIkZNnWb1sERarFfeEBdPuXFFTXcmhL3ax+dmXkcnkE256/rlBFEW2ffoeWo2Gx554Ficnp/synfkhMZ0epk1Mr6R0NE3XiMH4GlO9boTB3g5GhvuoKDzO/BVP0dXeQERMKv7BkwswaEeGKMk/SOKM2Rzb9x4ZeStImDFrusu479Dd3kBVyWmiEjLQCWG4qibvWWo26miqOo1M4YDS1YuQ6Mx7tNLJIYoiNosJq8XIQE8jKq8gOptKGehuIG3uE+QfehO/4ATcPPxprDpF2uxN1FccA1Ekc+GztNVdwDcoDhc3byQSKY7OblitJgDkCkcsJj1yuQOCKGC3mnFUumPUq5EgwcHJBaNejYOTC3arBavFiKvKD81wNzK5AkdnN/Qj/TgpVRQcfouEzEcIjkqf1n3pRvqRyRToNP24qvyQyuTIZApkcsXXQrYfEtN7h1uxc1cdNlEUqSgrwtlZSWx80sS1QFYr+/duZ+mKteN2/a/u3Le1NOHo5MS8hcvGpYWNVB+jpb0TR4WCpPhYAvyu2Q2zxcL2zw/g4e6GVCajo6ubjWtW4qhwmLJHnyiKdHT3MFJ9EZlMxsGCMlbPzqC5qw9/Lw/mpMaNrUMURcrqW9EajMxPv7bB89knO1iUEDGtfqi3C7PVhsZk5k9nyvjOK0/jpnRmSKPjNzsOsnZOFhmxEUgkEurbu7ELAq09A2Su3IDeYBztx+fvR1VtPa7DrQR4qiisaSI+LIiW7n4aO3vYtHgWb39+nBBfL1KiQzlRXMXSnFSau/oYGNGyceFMDhaUEeLnTaC3B7Vt3WTGRdDZP8SwWzDpyYnUNTXj5emB0tkZrU6Hv68ver0eiVSKp8odo8mEg4MDsisRhTsRWWg+dwiN3sDcGdc2NroGhukcGCItOhwHxWjUymAyU59fQJCHG96ut1fGIAgihS2dNPerCfdWcba+jc25KYTl5txUSuNDYnpvcSt2LiAwWNz87EssXPIIJ48dYM78Jdhc03B2cZvWd9dus2E0aOmv/YLqqgo2bn6Og/t2kjNzLkmp6bf8/RdFkZ7uTnq7O3FxdePowc/JnT2fzvZWLBYzj6zZiNVqueV04MYz2zl5voBvvfgsdrsdf9/pZcSJokhVTR2HT53l8bWPsPOLQ8zMTCN81oabur7dbmfHZ+8jk8mZv3gFXt4+D1T66r1GV2c7n+/awtwFSxEFgYTkGXeldczVHrxWqwWLxUJTQy1RMfEUXThHd1cH6x57ih1bPiA2IQknJyWXyot54zf/9dDOTQPTIqYSiWQpMHQDiXFuVJdwFVOJH7U3X6at4RJh0cmcPvQpablL8PQJwsc/BLvNxtG97+IbGI6LqwoPL39CoyZ29u5n2O12OltqKDi5i7yFG2iqLcU/YeOU9aBadR9Ws4Gyc1tJm/34A5N6OhlEUcRs1CKVyelpvTRKMA0jtNVdIHXmBqoK9yKVyknIXMmlC7sJjsrEZjXR11lL+tzNVOTvwMnZnYiEWdSVHyUkOgujbpjh/lZSZq6nqvBzXNy88Q9JpKU2n7DY3GlHSEVR5MSu/8JV5UtMyiKaL58lICyFwd4m+jpqyFnyIvmH3sTDO4TAiBnUFB8gIesRulsrUQ+0M2vFa+QfepOg8BkERaZh1I/gF5IwrbrfyfCQmN4b3Kqdu0pM33/7t6SmZZOZkzfhNQx6HdVVFTg7OeMXEMQn77/FitXrSUhKHTtGFEWKC/PxDwjk3KnjrNnwxLgddfXwEKd3vMnKRfMZUo+QOeOrYkP9g0MonZx4b8sOnBwdyU5P5XT+RVYtXYi/r884caWJMDispun8EVydnXBTOpMYETy2vt/vPMyzK+aNq2G8ePg4hS2dfGtRzpTnvlVUtPfycX4Ff7U8j+CcHOx2gQ8OnmZJdgouTo54q9yw2wVOl1+murmDJ1/5zrh+sf/XYaq5wNufH+dvn1039q7sV2v4r08+599e3TyWQqs1GPnXX73DxqwkKjt66VJreWleBu+cKSXGz4sIHw+KW7pYlhxNTfcAJpuN5cnRXGzqJNjTjW61jnMNbXxjbgaXu/qZu3IJbspbV3x/SEzvHW7VzkUnZIr//eH03i/ThUGnQWmpoae7k+LCfNas28SlihLiEpKJjU+a+gSTQBRF+vt6cXZ25vNdW3BXeeDnH0jhhXOsWrsRvU5LUEgoXt6TBwauQqsZ4cTW35MQE4Wvjzfx0ZHjCI9Or+diSTmJcTG899kOkuJjyM1Iw+iTcksKri1NDXy+awtrN2zGWanEPyDohsddJeaN9bVcKi/mkUcf5/jhfSgUDix75FFKiy4QE5eAs7MSq9VKUMhoezIHhzsnYnanMZoqLGK327HZrDg4OI5t4N0MCgvOcrmqgnkLl3Hoi12kZeag02ppqLvMxidfYOeWD/Dw9CYjeyYnjuwnO28u/b3d9PZ0sXbDZnZs+RAfX39i4xOv1cfWVNPb08XjT73I4f27iY6NJzg0nMGBfqKiR9vFOStdbpiO/TBiOj1Mp13MUsAD+HLV+2uiKP54srlTEdMvQxRFairOc6n4FCs3vo7dbsPDy2/a8+8XmE1GaivOExqVzP5tvyMgJJrsuavpGVGhcJi6tkc90IFBO8jlkgPMXPZNXN3vjJDIQ9wYBt0wp/f+kqjk+Uidby/VXBRF7DYTRv0gcrGRwPBUqi7swWTUkL3oBS4ee5fQ6GzcvQKxmA2ERGehUDghnWQH9CExvfu4HTsXl5AsPvX8K6zb+NSkL87a6kr27trChtd+Nab8bbfZUFqqKTh3CkdHR1as3jBuN7yzvZW+3m46O9qYkZFNWPi1zSmr1UrZwffxULmjdHIiPSUZhWLinWG93oDFauX42Xwamlt4btMGPt25l7kzc0hOiMVFeeP+0na7nd/+4j/4webV41rLnCmvoW94hI0LZ46Nndx3iFh/LwJUrrf9OzLb7PRr9Tg7KOgY0rC7pIa/XT0XZVIKAO29A5Q3thHm78OMKynIO05eoLatm+/+6O+A0TrbyupaBoaHuXS5lqcfW8fWPfvwULmzeO5sThdcJD0lCZvNjnpkhNzMNOoaW/BQueHv44PeYMDV1RWD0YjeYMDf14fmtnYcHRxwVSppae8kLCSIzp5ehobV5GakcSr/Al4eHniq3CmprGJWdgalldX0DQzy+NpH+GjbLmKiIvBwd+diaTnrVi7j+JnzGEwmNj26is92fU5yQhxymYyyS9U88ehq9h46ilQqZdXShezYd5DMGcmYTGYqL9fyjac2jYviXDq6Bz9PFdHB19L8mrp6sVhtxIYEIpNN7tyJoojVZsdgNuPkoGBgRIfBZCbYx4uqlg7clU5EB/t/pU70dv7WyiXPP3TY7gHupT93q+jvacPafxFfvwAOH9hL3pwFKBQK/AOCJiRnNwNRFBEEgdLiC7S1NJE9cza7tn7M4uWrSJmROS271XlxLyfOFfD0Y+v4dNdecjPT0On0+Hh5EZi9+rYidHt3foZ6eIjV6x7H3d0DxQSqvlqtBrvNxgfv/J7cWXMJSH5s3OdWixlBEBjobcPB0Rk3oZmWpgZyZ89j97ZPcHJ2JjdvLkcPfk5W7mwGBvpobWoYExzy8fMnKSWd08cPkTd3IW0tTXR1tI19HhgcSkRUDPlnTjBv0XJqqiro7+vhsc3Ps+Oz9wmPjMbPP5CiC+dYvHw1xRfzGVEPjc2PjkvExcWF8pJCVq55jDMnj2CxmFm1diN7d35GUmo6UqmMhrpqVqzewJ7tn+Dp5c26x5/G0dHprgWp7HY7FosZBwdHBEGYst73ZvCQmE4PkxLTK4ptwxN83CSK4qRFkTGJWeIvPrh466u7A7DbbNRUnMfByRnBbkcilRIZl45UIkV2h16sVosZo0HHoZ1vEhKZiIOjEwqFI05+85HfRO9Us0lP8ckPQRSZtfL1KX94oijSWluAf0gizq4et3kXf37QqvvIP/QGM5d9k65OOw5Od1fo4CpEQUCv7cFZ0UVQZBoFh97EwdGF2BlLKD+/jZjUxdhtFgTBTkzqIn68yfkhMb2LuF07FxgcIu46eH7SXfH8sycIj4zB5Jw6IXm19JxBoXDg9IlDrH3sSby8rutbqtdx5ODnJKemMzjQT+6seePsQ2/Jfk6cK2Dt8iWUXapmVnYmwYFTC2JYLFbUGg31TS2cu1jEU489ypbd+4iLjuTRFUvHHXth31acHBTjUkV3nbrIkuxU3F2u3XvhkeMcqGzghytn0zmswUEuQ2eyUNszSF50CHtKazBb7TwyI4atF6vIjQpGZ7JQ1dXPS3MzePdsKT6uShYnRlLQ2EF2ZBCCKBI/exaOV6KfP/94L7EhATy2IBeAkrpmWrr7mZMajzIpb7QljtnM/7zxDs9t2kBY8DWHdrTty6ig3dCwGidHRzQ6Hf2DQyTERJFfVIqDQkFIUABnCgrJSE1mYGiI/oEhli+ax9kLRfh6exEcGEBTSxtx0ZEMj2gwmy0kxEbT1tmJu6srLkoleoMBTw8VNpsNqUSK8xXRoTupfF5UXklPbz9rll/r19p87hCnSqv57uMrx8YaOnp4b/8p/uWbm7525XW1Ts/hixUE+XhS197Nd/773YcO213G7ftzt05MrwpI3morPnv/eUqKCpi3cBk7PvuAuMQUYmITEEWR0PDI2yYPoihiMhrYu/MztFoNL732l9P6jRgNeuRyxYTkcSpYrVa6OttRDw9y9uRRlqxYg4enFwGBwRPO6enupKO9ldKiAnJWfu+BDN7cKgRBwNB+nGOHv+DRx57ExdUNP/+Ar3tZ08ZDYjo93FIf0+kiIDhKnL/yKZZveJXainziZ8zCxz9k6ol3AAUndtPeVMXspZvo6WzEJXARw/1tKCz1xCbncnDHG/j4hxIYGkP5xaPMXLCOxsslSKRS5ix5nL7u0RYyN2r1YrVaqL90AUcnJU21ZQwPdrP2qb+ipUd202mboiii1w5yfPvPSMxeTeyMqZvBG3VqTu75b8Lj8/Dyi+By8X7S5jxByamPSc5ZS2BE6pTn+HOGQTdMbdlhvHzD0Rn9cXK5/4SzDNo+NIMt5M6fy4+fUD4kpvcxplKrPLBvJ87OSiKynp7W+YYHevCUtnHu9DGyZ84hPjFl7DNBEEZbAnh60dXVwbyFS8cRYkEQaG9rIcDWRVF5JU2tbTy3aQOHT54hJyONpLiYKcmqIAj0Dw5xoaSMhJho4qJHNQBEUWTbO3/guRXzxuoVAY4VXaKuo5tvrV82NlZ9+iyeSidO1LSQEOiDZ2ISOqOJ6GB/7MJo79SbJUdmi5U39xwlITyYZTmpSCQS+tUadAYT5yprWfPsy8hkMjq7e/jDex/zzOPrSIyNualrPKjY/vl+1ixfMk4Yq/jADlKjQvFWXUsDr2/vBiAm5PbFXG4GOqMJm93O+/tPY7HZeHrZHEb0hjFRpIepvPc/pktMdZphGmuKCQiOpuDkLixmEwseeYYT+94nNiUXg04DQM68NTg4Tt0S70YQBIGBnjYGm46Slp7Ngc93onBQsGDJI9RUVZCWmYN/QNAtndtiMdPe1sK+XVtYsnwNiSlpd6ymUxRFGutrOHPyCCtWrWffnm3MSM9m5uz5k67VaDRgMhrZ9ul7RMXEETPzhTuyngcZoihSdPCXCHY7c+YvwV3lgbvK4+te1qR4SEynh7tKTK8+WEEQ6Gm7hKusG7lcQfnFY8xf8RQ2m5WQiAQUdyDXXT3Ux2BvO/kndjJz4XrcVT7oiLopw2SzWtAMd6N09UTdegilqzuCYKemIp8FK5/h4qk9CKLArEWP0dPZiLPffBydb13ZsK78KDXFB1jy+E9QunlNudau5nKKT33MwvV/TWenHYXDeBJsNevw9THT0VRCV3MZc1b9BVaz4f9EbeqdgMmoxaAZ5NLFPXgGPYLS/cFQtPvdDz0eEtP7GBMR0xH1MNs+fY+XX/8rWke8J5zf19XCqQMfs3Tdy3j6XNv9tVrM9F7ei6ubG8ODA8xfvGKcg9TUUEfRxXOkZeTg4ek1aQ3SQH8f8r5KhobVnC8sZsOqFeQXlRAVHsbcmTdOX7fb7bz76Ta++czmcZ8f3/4hgl1gw5VoJUBhTSN+Hu6E+fvcccIjiiL788uICfFHIZcRFeQ/qlbc0smu04W8+K3v4qFyR6PV8fbHW3hh80bcXV1RKOS0dnTywZadvPLck3ywdSehwYHERIRz8vwFli2YS0V1Db39Azy3aQNb9uwjLjqK4AB/6hqbyMvKpL2rC1EUSUtOorm1DTc3V0RRpLO7l4TYaC7V1GK12piRlMCZgkIiwkKwWCzU1DfyyJKF7Dl4BLlMzry8HPYcPEJuRhpqjYa6xmae27SBD7ftwsvDg7ysdPYfO8mc3Cy6enppbusY+zzAz5fk+DiOnTnHwjl51DU209rRyQ+/9cq4+tm9h47i7urKwjnXapwLPt9CR98Q31i9cGystK6FfedL+IcXNtw1cioIAoWXG2nq6iMi0Jcz5TU8uXQ2Ib5eN9yQeEhM73/ciJh2tdVTX11IatZCDu54g4CQaCLj0tHr1EQnZOGs/Kp/ZLfb6WiuxtMnkH2f/ZqAkBhCIhMw6jXEpeTdcM50YbVa6GqrI8LLSFVlKS3NDWzc/Dx7dnxKyowMUtOycHB0xNFxeu2SbDYbn37wRywWC8+/9C3kipsTQDSZjFSWFRMeGcPWj98lLiGZ5NR0VJ5e01Li7enuZHhokFPHDrLu8acxK2dMeGxr4yXsNitBYXGYjHpc3DxQ3ETG3oOM/p42Kk+9y+Jlq2hrbSJvzoL7sob2ITGdHu4JMb0RRFFkpO0Ana11pOcu5ezRreTOW0tgaCxK16lTKu12O7WV+Xj5BnHm4Kf4BkUQOuPZ+14cSRRFzu3/HTK5gqyFz+HgOLViZm3pIYb724hLX8bQsDvSafYstdvMDHd8jlQmR+UdgtmoJS592W2L8TxosFpMjAx2Unj8TwTFP4Or6vbrVO4lHjRiKpFIMoFsoInReib1dNQfr9Q/XZWc9gYaRVF8626s8U7iRsRUr9Nx4fwp/BPX3jDr4irKCg4TFBaHk9IVwW5n//bfkzlrBQkzZo8dI4oi6sYDeHh6U3jhLI+s3Tiu56lmRD2qQrhwGS1N9SQmzcAvIHDKdWu1GvR1Z3F3c2HHvoPkZWeg0ejISE0mJOgaQf5o+25iIsPJy8oYGyv4fAtZ8VF4uV9zIguq6jlaVMnfP3/nCE/XwDCtPf1oDSaW5446Zecqatl9ppB/e/VJzKGpCIJAUVklJouZhJho/Hy8MRhNHD55mtjICJxj504pPiKKIlarBbvNhs1mY2hoEC9vHzrbW3EYqiMlIY7zhcWEBAWidHaiakhGbHwS3V0dSKVSwsIj6e3pxt3DA7lMjtVqwV3lidViRq5QoFA43PF3U+Hnb5OSEEd0RPjY2P6jJ1g6f+44wnrp6B7iQgPHRU47+gZp7RlgWKdn3owEKpvaULkoCfHzpl+twc/z2vfLXTka1Zps/aIoMqzVU1zbxLnKOl5avZDqlk7mpMZNSxTpQSOmf242DiA4PE5c98wPSMqYx+lDn5KcMQ9nF3dcXFUEhMTcVlTRaNDReLkIv6BIzh7eAsDC1c+hHuwhLDrlllOAr8Jms6JRD+Bqa+DMiSPMW7SMgnOnmJGeRXrWzCnnC4JAQ91l9u/dzso1jxEeGY2z81d9N4vFzNDgAHt3fkZaRg7DQ4N4eHqSlTtn2unGFosZzYiag/t24a7yYMbib094rNlk4OyRrUTFZ9DT2YSbuye+AeGU5B8kPDqFwb5OOlprWLHhVQ7tegtP70Bik7IpPLOP9LxlDPZ2YtBrmLX4MZpqSvDyC8bLJwijQYuLmwcmox67zYq7py+a4X4UDk7I5HKMei1uKi/0uhEEux2Vpy8jw304OCqRSqUYDVrcPXxRD/YgCHY8vAPo7WzC1d0Tu83GyHAfIRGJtDRUIJVKCQiOprG2BP+gSIwGLQO9HczIXoSDo/NNBa5EUUTXdpTG+lrCwqOQSCAtM/drKV2wWq1oNWqclS7UVlfirHRh86OLHig7dxUSiWQb8LPrBdOmMedx4GpUrIlp2kj4GonplyHY7ZhNOjTtR2iuK2P5hlc4f2wHM3IWExE76pAIgkDBiV1oRwYJi05Gr1XjFrwUheOtqwHebehG+lEPtKPXDtJUdYqcxS+icHBG5T1xDQFc6Vl6dguBETMw6oYRHdJuy7ERBDuOkgZUPiEUHHoLNw9/Mhc+i0LhhOw2jf79jMqC3bTWFbBi8/9HW5tlWnMsJi39nRW4qgJxcHLHajGgdPO70lDaCck9NnIPEjG9ou74c1EUN103NqVRu+Kwcb3huurEiaL4n3d6nXcSXyamJ47sp72tmfkb/3HSeTUV+XS3N7Bo9XNjY3a7nbbGSoYHexgZ6mfusifGvZj7ulsZaTmBu8qDgMBgwiOjx82tqapgcLAflYcnZ08dY+GSlWhGhvEPCCYyOnZKG2IyGTn84S95/cVnxsZEUeTQidPMnZk9Ts331M6P6ewf4rV112pRe4dGaOzsITcpBvktOKqiKKI3mREEkR0nL2A0W/jWhtF+zW29AxwvrmJZTipuKbORSCTYbDZ+884HLJg1k8wZyaMEaWSEbXv3s2rpImTheQiCANzZus77ATabjYMf/IJXn3tq3PhbH35KRmoyOenXoiv7P34HmVTK44uuRVO7BobpHRohNjSAopomFDIZIX5eXKhuIDE8mNbeAZq7+ti0OI939p0gyNuT5KhQDl8sZ8XMNC41ttM5MMRLqxfx1t5jzEmNY2FG0i2JIj1IxPTP0cYBhEQmiv/x9hlc3T3vyfX0WjUVRSdQefjQ09lMb1cTa5/8Swx6Db4BYbe90WOzWdE0H0HhoKCitIjV6zZNq6WMKIp89Kc3kEgkrNv4FOWlRQQFh3L21GjLsCee/gYSqfSmlXh7ujsxm818vvMz1qx/ArxyJzy2vfkyZQWHScsd7d8cGnVrCsZGgw69dhg3lTcN1UXIFQ44ODpTX11IUvpc2puq0WqGmLlgHRdO7cEvIAxXdy+a68pJzVlEQ3URJoOO7HlrKDqzj4CQKBQOTrQ3VZOet5zaygIkEglJ6XO5XHGegOBRnjI00EV8Sh4t9eUoHJwIDI2lu70eb79g7DYbBr0Gv8Bw9nzySwKCo8meuwpX9xtnW0wEm81KV+UOIqNjOfTFbhwcHKdU583KncX5M8fJypmNTqdheGiQOfOXUFFWjJe3Dz4+flyuriA8IprLVeW0NjeOiT2FhkcSEBRCUcFZFi9fTXlpIaIgsHLNY1RfKkN0n8G3Hot/0OzcjwE18CqwadrEUiL5EaNE9K0r/36cUZs5aR372Pz7hZjeCDrNAB6Kbvp726gpP8+ydS+j16kRXO5ME+W7AUEQaL58lvryo8xc9k0q8ncQl7aMwPCUqScz2rO0In8HQRFpCIIdi3h3aqTsNgvuLn1U5u8kPnMlHY3F6Eb6mLf6ewz1teAXHH9fE/7JIAgCRSfeR7DbyF70PK0tpmnNG+q5TE3RJ6TN/w7qvnocnFVIkDDQVUlQ9Fzaao5gNqqJy9zE5cJP8A2egUQioa+9jIScp6kv3Y5U5kBE0krqS7cTEJGL1axDM9hCQs4zjAw24+4ZdtMpxA8YMX0T2PYl5yuTUaO0bJJ526539KYav59wlZgKgkD+2ZNEx8Zjcp64zttsMrDl7Z+y+Zv/iKPTxBkTzXVluLh6cPbIVhaveQEP72vfG5NRT9WpP5KdN5eujlby5iyc0Ca2NDVQU11JWmYOO7d+RHJq+mgvPKmMuITkGwp3HP34l6SnJDEj6ZrQ0cc79uDh7sbqZdfq4HuLTqA3mZkRfc1RrGvv5pMj53j10SU0dPQQHexPUW0THb2DbFiQyzv7TpAcGYK7izMFVfU8sXgW+/NLsdrsbFqUx67TF8lJjGZ2ymj/VKPZQvfgMKdKL7Pq6W+gdHZCq9Pxqz++x7y8HBbMGo14aLQ6fv7bN9iwagVB2WuA0cj1H379c7JyZyOXK6iqKGH1+k0cPfg5EomExctXs3/PdlLSsrCYTdTVVLHhiWfZvf0T3NzcmTV3EefPHCctIweT2YR6eJCZs+ZTdOEczkoXgkJCKSu+SGLyDDraW+nubGfF6vXs3v4pvn7+hEdGj6pWLlxGTXUlfb3dY45QWETUmGrlomWrKCksGK9aGZuAq5sb5SWFrFi9gTMnj2C1WHj5W3817m/1+Ts/Y82yxQQHjka5RVHk3MViZiQl4O52LaLdXnAEpaMjEYHTa49xL/GAEdM/OxsH906VdyLYbTYsFhNnDn2Ks9INd08fqkrPsGDl04wM9+MfFIm33+Qb/hNhsK+TEPdhdm//hLSMbPLmLJzWvMb6GjQjapJnZNxS6qjdbmdwoJ+zp45is1rIWvn9CSPPVquFCyd34+0XjF6rJiVrIU7Ofx7ZbzUV+RSe+ZxHHv8WJqOekIiEqSfdAux2OxazEalUhlGvQa8bwcc/hJb6CkI9jfj4+FHRZMQ/OAoHR6ebrpFenyN7YOzc9ZBIJI2MKndPJyskCnjzelt4RXgt+76ImHoHRImZ859mzqrvMDLYQVBE2v+56JxRp6a55hwBYSlcOPJHIhLmEBSZhqvKD9k0U25hVCFWPdBOV0s5MSkLUWsnrkm7W7DbrQg2MxbtBeSKUSPbWltA7pJv0FKbj19wPCHRWff1pkDZ2S1XSLUSnXHqdEYAdX8DXU3nCYqajZtXODLZnf2OWs06pDIFnQ1nsFqNuHuG0Vy1n9C4RagHGtGru0ie/RIDnZV4+Ebj6hEy7hk/YMR0GMi6vh/eVTVIURQnvA+JRFIM/PjLhutBcNqu72M6a+4iHALmTXiseqiPno4G/IIi8fKZ5vdzqI+OlsuoB3sJDI0hOiFz7DNBEOip2onZZMLTy5vouMRxab4Tob+vl6rKUlJmZLD1kz/h4+vPE09/Y9x5S/e/x7KFc8cJ6tQ0NCKVSMcEkQAqj+zmXGUdf/P02rExm91OS3c/nf1DJEWGYLHaUDo54uF645Y0N4IoivQOj/CrrQd4ff1SvNLnY7Xa+GDrTpYumIOnSoW7myvqEQ1vfvAJT25YiyQ0F7lcTldnO5+8/xZPPvsyIWER07reja5vt9sx6HXIZHL0eh0j6iFCwiJobW7EWemCl7cPI8NDeHh5I9jtiKKIq5s7NpsVuVxxx0RTrsfu7Z+wYvX6sVRCs9lE8f732Lh65bhn+/PfvMGa5UtIjo8dG/v0rd8S5u/Dyplpd3xdtwK90YzVbiPw0dcfGIftz9HGwe0T01HlWz3NdWVUlZxm0ernqS49Q8KMWfgFRdzWeWsqztPb2Uxscg6nDn5CUvpc7DYrSCSkZC7EYZrtRQRBQBy6wPDQIOUlhWx44plx6uh3AlarlctV5fj5B7Llo3dZvmodzsELJzy+r6uFc0e3kbdoA3qtmpik/1PlhDcFq9XCmUOfIpXKCIlIwNsvZJwuw/2OPxNieoTRjbtbLlG4JxFTm9VCTckBzCYdKq8gGi+dInvxCzi7eKB0vTdpIXcKNquZ4f42Sk59THzGCoZ6m/EOjCYsNveWCNtAdwNSqZzSs5/hH7UJZ9f7s2fpyGALKlc1Sjdvys9tJSZ1MeqBNixmA5kLnsFmMeGq+np24kVR5HLxfjx9wjCbdNhl00tr0Qy1YTVr6e+sJCZtPXLF9AQR7jTsdiuiYKevvZirP8fOhtNEz3gUi1nHzt+ueCCI6ZWdssYbOWcSiURk1Jm7YarblVSPbYwav6vpHz8Cjt5MXcPXgZi4RHHzsy+R88gPJj2uuuwsJecP8NSr/2/SVlVDA90c3vkWi9e+iF/gtfpBq9VC/rEdRCdm0tZYRe78R8efZ+gip08cYvmq9ezY8iGxcYkkp6bj4OiEr9/UUfqtH79L7qz5RERdy9I48N5/ER0RNk5QZ9/h44xotTyzcd3YmKyljKNFl1g9K2PKPpnTQX17N2/tPcYPn1qLMmn02iUVVQiigLurK3HRkdjtdvYdOU5CTDRW/1S8vHwwGvTs2vYxyx5Zh7tKhaOjE4MDfTg4OjE8NICjoxNe3r7YbFYcHZ0eyPTe/r5eThz5gieeeWnc+Lv/+Te8/sIz+HiNvlMFQaC6th5vL08C/a+1lBipPMfgiJa0mHDuNQRBoKimiaauPsIDfMZEkeKf+v4D4bD9udo4uDliajToQBQpOLmbgd525i7fzMn9H5KWswSTLBoXN29kCkf6OmtwlXQikysov3iUOUs3YTRoCYlIvO2UYb1WTXvzZYLC4ti/9bf4+IcSHpuKi6sHQWGxU87XaYYJcRvkoz+9QWp6FgsWr7ilddhsNoYG+vli7zZSZmTS19uNm7uKoNSNE9bO2u12Ss7vRyZXIEFCXMrMCbUK7HY73e31nPjiA7LmrKKno5HermZWbHiVw7v+SEhkIuHRKXS21hGTlI3ZZEAuV+BzJR36QbSBMBrlPn9sOznz11JbWcDMBevu+wjynwkxHQaWiKJYcqVUoen6TbxpXe/rSOW126wIdhtFJz/EqB8mKWctDRXHScxahZd/5B2LyFnMBox6Nef2/46IhNnYLCa6WiuYtfxV6sqP4u0fRXBUBna7FWcXjxte12TU0lx9Fr+QBEpOfYyzqyc5i15ArnC8reivTjNA06VTaNW9+EY+jkx+/ymITQVRFDFoeohNDKToxAc4u6jw8AmjofI4abM30dVSjkQqIylnDQNd9ai8Q1C6ed1UJHmq62uGu6kvP4qHTygSp8ypJzHaisVsHKGt5ghJeS98Rd34fsODEjG9ks5WPInTtmwywyaRSF4F3mS0+fsW4C1RFNV3co13A8Gh4eKvt9ZNSDZFUeTska2k5S7FTTWx+rbNZmXrO//KwkeeZdgcgLusneqys4REJJCUca1vqSiK1FbmY7Na0I4MkZq96IZOnN1uRzZSzMWCM+TNWcDh/XtwcnJm1aMb0Wq1hIZFjHNKbDYbRw7sYenKR8cJdfSXHUTl7kZE6LVWX1qdjvyiUpYtmDu2rq6LxzhYUM5fPvHIzT/EKxjRGfjk6DnWzslCmTAThUKO3W7n4x178PHy5JEloynLGq2OL44eJykuFt/0laM9nZsbqaupGmsVIYoiFWVFFBac5bEnnqW4sACL2URG1kwOH9hDTFzSWPru+k3PsGfHp7i6upE3ZwFHDuwlIzuP4aFBWprqx9JrvX39SMvIobDgLFm5s+np7qSro+0r6bvnTx9n/qLl1FRXjjWdH0vfDQiiqOAsi5atorToAurhwUnTdy0WM+s2Po2Pr9+4786f3vo1z774+lgqtl6no6t4P7OyM8fEj+x2Oz/9n9/wwhMbiQwPHZv7x//9BXNS45iZPLWDfjsQRRG1zkBxbRNnymt4ec0iqpo7SFu6FjfXa2nGfknZD4TD9udq4+DGxFQURfq6WnBx8+DA9j/g7ReCX1A4dZUXmLvsCXpG3HBxvzmlbsvAWZrrypmRs2SUzOYuISAkGpWX/22rzBp0Gs4e3UpyxnwaLxczc+G6Scsprt6jq7WGupoqKkoL2fzcy5NGUU0mI5fKS/D1D+TUsYMIgp3Hn3qR9hEvnF0mV+IdHujh1MGPyVu0gcHejnF2/8uw2+0c3fMOg/2dbH75H2nt++qzEQQBm9WEzWpG3d9GSoIfbY2XGOjrICNvBYd3vUVQWBwqT1+qy84ye8njlF04gtGgZfGaFzjxxQfEJeciVzjQ2nCJ3AWPUpp/CCQS0mcu4+LpvUTEzsBmMdPRWsvsJY9TcHwnTkpX4lPzuHhqL3EpM1EP9dHeVMXyDa9weNcfUXn5jX0+I2cxvV0tdHc0sGbz91A4ON60MnNrQyU9HU1IpFIUCgdm5CyZdPP368L/dWJ6Xa/kLEaFj45e+e9rjGaLqKd1vfulxlQz3IPNaqah8gSDPY3MfuRbtNVdJCJhNm4e028grB7owGLW03jpFHpNPwvW/TUyucM4B0wURYb6WjDpR3B0dqWq8HNCorMY6m1msLeJWctfJf/Qm3gHROMXkoDdZiUsdvTHeasQRZHBniaUbl4c2/7vRCXNx8lz/pTzBLuNslO/ISAil6CoObd8/a8DJv0QRv0gSjc/BGMpSjdvLGY9rTX5ZC18jvLz25BIpKTmbaD41EdExM/CYtLT3VpJ3vJXKDjyNkpXT2JSF1NxfjvRKQvQDPfQ31lL3opXObXnf0jMWoXUOWta6xEFgYaKXWiH20mb921k8gdDSn26xNQvNEPc9JcnpnXO3/+NZyswcN3QW7erDnkHnLarBuyqcuVrt7ume4GpIglnDn2Gt18wSRkTp/iODPejHuzBwdEZoyxubFyw29F1HsHDO4Cm2lLmLtuMw3WtDgZ628k/sYv03KVIpNIpa28EQUAz3E97xU6CQsJorLvMvEXLCQy6Rjrff/u3pGXmkp55TXzj9NbfolAo2Lhm5dhYQXEpDc2tPPv4+rEx1+5q3thzlBdWzkfpNP3NNkEQaO7u50J1AzMf2YCfjzc2m40/vPcxgQF+PL7mkbHj/v1XvyczNZn0R14cG/v1L37K/EUryMwZja6eP3OcwoJzfO+H/zBpq55bgd1mw2TUIZMrsFktiKKI0lWF3WZFdpfSd0eaD1F8MZ+XXvve2Fhneyu1ly+xePnqsTGrxcIf/vWv+Pvvf2eM+FmtNppa23BRKsfUlkVRhKZS3tl3HJtd4PGFM/n4yFky4yKxCwLlDa08v3I+nxw5h9LRgeW5M9h+8gKzkuNQ6/RUt3Ty8ppFfHLkLIHenuQmRpNfVU9WfBQ6g5GGzl7mpyXwzhcnmZMaR9bKjSgUEzuKN0NMp2vnHtq4O4uo+Azxu//0No5OLpzc/yHJmfMZGerHYjERnLwZqVR2V3QpbFYLlsFzVJWcZsnaFzm8+23iU/OITcpB4eB0y+1lWuoraG+qRuXpi6vKi6j4jCnnmIx6gl36ePfNX5GalsXi5asxGvQAfPTem3h6eZOUko5mRI1n9IopSS+M/hYri06g16pxcfMgLDoFD68b+7yCIDA80M3nn/2KjLzluAQuQXoX7M1V2O02bFYziCI2qxlHZzcsJh0ADk6uWEw6ZApHEEXsNguOSnfMBg0SiRQHJxdsNgtyuQMSiRSJVDrlBoW/2xBfbP0tYVEpRMTNwNc/7KYIpt1up6rkFAEh0Rz//D3yFm0YE0+9H3AzxPTrtHNfxk0Q00ygmFGhpO3XjT8ObJ5uycJ9Q0y/DLvdRmdTKWajFpvVTEvNeXKXvoTZqMU/NGlc1K29oZimqlMkZq+mvvwYKXnrUXl9/S1BzCY95ee2onBU4ujkilbdi5vfUhydVVPOHe6r4/LFj0ia+TxKN38M2l70mh7a604Ql/kEUqkMlU/0fVvveT9BEOyUnfw1zm5+JGQ//cA9s7tETO+raMKX1Smviyy8JYria3dynXcaExHTgd4ODu96i6df/5dJ53e21nJox5vkrfspTs4T76jLDOXAaErwzIXrx9Womk0GTh/8lJikbCqLTqBwcGTxmhcQBGFSx81qMVNz7l1WPfr4GKESRZHykosEBYeNazvj1F9OZXUtC2Zfa68giiLvfLKVbzx5bX5v/wDnv9hBXGggzV19LMlO5d0vThDo7UF8WBBHCitZNSud0roWeobUvLR6Ee/sO8GqWenELViNKIrsO3yc8NBgAnx98PP1wWKx8t6W7WSnzcArdQkODo5oNSN8+Kc/MHfBUlLTRmvfW5sbqaosJSt3NkanlLHnK5XJaaguIio+HbPJgNlkICo+g4HedpQuKlzcPBAEOw6OzvdtaptMU4zVYiUq5trGhcVi5o+/+x9e/96Pxp6/engIa+tFYiIjcLnSqsVisfLPv/gVf/nKi/j73plyEVEUMZnN2O12pFIZA0NDuLooGRnRIogCUeHTV069S8T0oY27g/ANCBO//ZM3cAtZPi2Scbcg2O0Y9MO4yzoozT9E1pxVlBYcwmoxs2z9N+npaCQ0MmlabQcBLGYTF07uJiYpm/KLx5i3fPOkLb6uwlfeRuGFszTW1/LYE8/Sbw0dt2k4FbQjQ5w88BHZc1bR3dFA+szlE9oeQRA4e3gLrY2VPPHyP9Ax6PLA+TE3C+vgeQrP7OORx7+FerCHqITMm7pns8lIT2cjfV3NNF4uYdHq5zlz+DPkCgdy5q3hzKHPiE/Nw2jQ0dZ4ieUbXuHM4c/w8A4gPjWP+ksXiYhLw2oxYdRriU7MorezCRc3D9xU3ljMJpxd3LDbbGhHBnFTeVF36QIKB0fkcgfKC4+ROWsFl8vOoVEPsHzDK7y0KvSBsHNfxi0Q03F28LpIqud0oqZ3Xfwod/GLzFn1HQRRwNX99l6Ioihy6cJutMM9hMbmUlmwk+TcR7FZzQRHZUzq1N0LDPe3YbUYaau7QH9XHfPW/hV1Ve24e08/Pbmt9hj9HWUk530DB6eJe5Y2lO9Gp+4kOGYeQz2XCUtYirPLvRdMup9hNeuoKniPkNgFuHqE4KScXs3KUG8NI/1N+IamY9IPggie/nEYdQM4OLkjd1CO7gDeoxfDvSamV3b1t01/hRwVRfHHV+uvuIHxmUb91VcEQK6cr5gr9Qo3sZ57ihsR0+GBHprry0jOWIDjJG0Dzh7ZSlLGPIZMgdMmRDrNACOth/H2D8HBwemGYhgjw/3Y7TZOfvEh4bGpmPQ6+rpbWLb+m9jtNlSe4+vBj336T8xbtIy4hOSxsS0fvYNfQBCLll5Lza0+9gmDQ8NsXr9mbKy2oYmahkbWrRwvSNrU2oYECSFBo+R2sojZ9ecSRIGBwWHm5eUAcOJsPkEB/shkUpRxC7Db7ezZ/gl5cxeiVLrg4emFXqdjZGR4VEF38bdRODgiiiJ7P/lffPxDyZy1gsH+TlzdPBkZ7mN4oJvY5FxKzh/E2cUNb79gygqOkJK9kJa6Cgb7Oli+4RUO7XqLwJAYfAPCqCw6wcyF67hcfh7NcP9YWlpoZBIu7h7UlJ9nzrInKDl/EIvJwIJVz3Ls8z8RFZ+JVCql8XIxC1c/x7kjW5HK5OTOf5Qzhz4lNiUXi9lEa30Fy9Z/k6N73kHp5kF8ykyGB3uZueDRsefTVbmd9tZmNj/78thYY30NRoOB5BnX1OrVw0N8+L//yD/98Hs4O406y0aTiaaWNnx9vPHzub/eFfeamD60cTeP2+2yMBnsNitadS8q7+Bbfq+KoojJoMHUdwalq4qhvi5aGip4ZNO3kcsdcPeY+jvf09lER/Nl7DYbru6ek6bS3uoa6y5doLu9Ab+gCPwCw/HxD53wWL1Wzc73f05cSh4+MesmjY7WlR/FbrMSHp+Hur8Nd+9gHJ1cv5Ix+KDBZjXTX78HucIBhYMDIeEJtyWWNRFGvz+6MeG6oYEuXFw90KgHUA/1Ep2YRfmFozgpXfD2C6Gi8DhJaXPoaqvHZNQza/FjtNSX4+0XgpdvECD5yrv/LkVM77idu8F5pktMr9rH6C/XlU4no2Ts2LtJTP1CM8THvnOQ8EgXLhz+I04uHnj5hdPXWUtq3gZcVX4P9K6PIAhUFuykr/0y6fOepKHyOM6ec3DzvLGhmQh2u5WGsp24qoJwVHriHZh8U8qVw311SKVy2uuOYTaMkLbgO0gk0q9NzOfrhs1qpLZ4C8HR85DJHab99+huLqC7pYCk3OepKSnCycUflacBo36IoMhZNF36HBf3QGQKJ7qazhOTtoG2mqPYLAbiszePtpAJmoFEKqWvvZT47KdoKN+JVConMnk1jZV7CAgfjTYZNN2EJSzDbBzBRRU4qRLwgxIxhVtTrJysl98VcZCm69NC7jd8mZie3P8RJqOelRsnDoKM1okWoB0ZwDt63YTHmYxaLh55h8ikeShdPfEOiBr7zG6z0lOznaj4dFobLjFzwbpJ054MOg1SmYxje/+Eg6MzS9e9NGZnBEFgsG4fMXGJeHpdc+D6+3rpaGsmI/ua+JG/qYmPd+zhuU0bxs3/2a//wPdfexml883bHVEUOXDsJH0Dgzz7+Hrkcjl6vYEzFwqRSCSkLHsWiURCR1sLLc2N+Pr6EZ+UiiiKdLS3sHPLh8zb8GO8fAKxWi18seU3+AdHkbdw/QP9jjm690/MX/HUuEiMSqintaVxXKp1X08327e8z7e+9+Ox+5V0FKLWaIgKD8Pxah2qwchP//vX/ONff28smno/4EGJmMKfp42DO0dMdZoBuprLCIpI4+wXv8HDN4yg8Bl0NpcSFjuTxksnsVpNzFn1HexWCy7ut7eJYjEbuHzmN/gFRhA/Iw8v3+ApiZrdZqO04BDBEQlcPLWX+Sueui31V6Ney5nDn5GcOZ+O5hqy5q6aUPhIEASKz31BdelZNjz/N/TpfCZcr26kn8IT7xObuhjBbsPByQUXd19aas7h4ROGZqiLjqaS0dKow3/Exd2HqMS5VBbsImbGYtT9bQz1tZC3/FXqyg7j6ReBb1Ases0AHj6hV7RUHO4bG6rTDNB1aSvps5ZTcfEYs5c8fs/66t4J3Gtieqdwk+JHN9yguzL+FcJ6w3PcbWJ6owerVXcQE+/PxaPvAiIzZj1Of2ctEQmzcXb1uGvruV1ohrrpaa/G0dmV6sLPSZ21kYFBB1xVt7bLZzXrqCn6lLD4JZhNGvxC0m97jXa7FZNugOqLH+IfloUoCrh6BOPln3jfGJe7BbvNwnBfLcO9tfiFZqLyiZp6EtDXUYbFOIJM4YRRH4BEcud3F0VRRLBbABG7zYjFNExCVhYNFXsQbBb8wrJovvQFoXELGRlsxWY1EJu+EYtJwwf/lvogEdNtwJYv1RcsZbTw/YY9/q7WXU2wU/cqUHQ/RxOuElOr1cLFk3tIz1s2aSqYdmSILW//lOe+8290Dk2cZmuzWig/t5X4jBXIHZwoPvEhsWlL0A73EJU8f9zv2TZcQG9HE0pXd7SaYXLmrsZJ6TZpveOWt3/KvOVPjlOoPLnt/5GYnMbM2dfq348c2IsgCKxYvX5srK/0AB1dPaxZfq2naU9fP7WNTczKuia+Mx1s2b2P4RENr7/w9NjYmx98goNCwYrnfzg29v7bvyUgMGRsHbXVleze8Sl/8f2f0G8LQxRFLp7+nMCQaJycXfALisBms6Ie7KXozD6Gh3pY8dhrnDrwMWFRSXj6BNLZWkdS+lz6uluQSCRExqXT39OGu4cPjk5KRFH82tN7zx/bgZvKi9TsRWNj9QXvY7NZeWTNY2Njl8pL8PTyJijkWgqt0HqBNz/4hH/66++NRazNFgslFZdIiotF5f71ZBmJoohOr+fcxWJKK6v55ZvvPDAO25+jjYNbI6Y9bVX0dlwmODKDohPvE5EwG6lMgUwmJzw+b6wt3Zdhs1ow6ocpPf0pfiEJGPVqdCN95Cx+EbnCccJ5U8EycJbCM/tYs/l72O3WCaOV12N4oIfermZ6u5pRuriTOfuRKevIrRYzgmBn35bf4KbyJiouHaWrakI1YFEUsVktbHn7XwiJSCQ49elJRSIbL52iqfoM2YteQK5wwM3j5nqjX4+rbXWG+1oQBDsyuQMdDUUEhKfSVndhTHel4PAf8QmKReUVTOOlk6TOeoymqtPoNQPkrXiVgkNvERCegpOzO80158ic/zTVhfuwWU1kzn+GwuPvERydiQQJHY3FZC9+gaLj7+MTFEvWgmduet0D3Q24Sjvp627FydmVnHlr7kvBo+vxZ0JMtwFHrq9zvZLie0wUxWntInwtxPTLsNvMOEgaUTg409lcxmBPA/PW/hWaoS4CQpPvanH3ZLBZzbQ3FlNTfIDcpS9RW3IQhVsmXv6319zXoO1joLMCu92Cd2Ay7l53T7bfoOuns/4UAREzqb7wPkFRcwmOnjthivCDCMFuw2rRU3L8f4jPehKvgMRpzRvsqUYmc6SntRCF00yk0vvjmYiigNk4iFzhgqevhS3/M+9BIqZRjPawyrpubBvws6uO15XowrErY9tvdMx1x/3djZy5+wlXiemej39J3sL1+AdHTnhsd0cjes0wZnncpJtwNaWH6GouZ/FjPxo3LggCNSUH0GsGCI3Jxts/apzgiGC3M9DTQGqCL19s/S1KVxVJ6XOpu3SRzFkr8AkIGyNZNpuVysLjxKXm4eJ6re5doS1FPTxE8oxrYiBWi4VD+3ezZv0TY2N+xkb+5413+P5rL48jPf/fz3/Jj777Gl4eE98fQGFpOTq9gfiYKIIC/BFFkd0HjuDqoiR67mM4OTljtVjY8vG7hIRFsGDxCiQSCcNDg5w4sp+8uQsxOqUgk8no6WxCr1WjVQ+QnrccGO3/uuO9/2DlxtcwK0ZtgiiKWMwGRMGOYLehVffi7hlIf3c9ns7DRMZlUH7hCN5+wQiCnfrqImYtfoxzR7chQcKsxY9x6sDHxKbkYjWbaakvZ+m6lzj2+XsoXVWk5Szh/LHtJKXPRTMySEfz5bGUXw8vf2JTcik8/TkzcpfQ09FEX1fz2Oc+/qGERCZy6sDHbHr578fVEJ859Bmzl24a5xD7KdooLb7InPnXNgcuV1Vw4fwpXnzlu2Njko5ChtQjJMREXatDHdHw3394m9dfeJpPdu4lOT4WR0cHyi9d5rE1KzlTUIijgwMLZs+koLiUmIhwZHIZw+oRUhLiaOvsxsXZGX8/H7Q6PW6uLijkcmQy2YQboH39A5y+UMjMzHQ+2rabuTOzycmYgZOj44MWMf2zs3EwOTG1WS00VZ/GYtLj7OJBfcUx0uY8gXqgHS//SPxDbs9nAtCqe5ErnDj7xW9QeYfgHRBFy+VzpM15ApncAXevwGkr/puNOpqK3sU3MBz/4EiCwuKmVPwVRZHq0jP4+Idy+tCnLFj59FhKqdVqoab8HFaredQuNFSwcuPrODg4TarEKwgC1aWnKT53gEc2fZsRW+iE92DUj1B04n0Cw2fg5KIiKHzG1+Yb30kYtEP0tFVRXbSPvOWv4OkXcVOdG0RRxD5cgId3AEd2v83sJRuJjEu/ewu+DfxfI6YT2LkoRolp9HXHfYWsTnq9+4GY3ghWiwHT8BkkEgkOTq50NBaTu/QlHBxdcHaZWjxo/LlM6Eb6cfcKRCqd+MWp0wzQeOkk4XF55B96g+DIDGJnLKGzU0Rymzvmw311tNUcJSp1LQ1lO0nIffae14SKoojZqKan9SK9rYUk5b3IQEcFXoFJqLwj7ula7hT62kupL9vBjLmvTTtl12LS0t2cj17TjaNyHtJJ0mjvB+x/98GJmMK1tDWgiVGp8JIbFMI3MxphuH5X7UeANzB4ZUj9IChWhkQmiqs2fZtVm7496XFlBYdprCkhbcmPJ3QoRFGkpTYfJ2d3AsNTJj1fb0cNJac+ZvYj3wJRROUdPOE5NUNdhPkLHN3zDksefQkf/2sqvJ++9c9kzlpJfOq1dN2yo79FpfJg0bJVY2NFF8+j1YyMqzm1NJ2jrbOLOTlZY6RHq9PR3NZB2aVqnJ2ciI4I59iZcyyaO4vahia6enp59vH1nLtYxGOrVyKVSqmqqRsjPuGzNgBw+sRhgkPDUSgUhIVHYbPZ6O3u5EL+GeLynhtL4Tq5/yP0WjUrH/8WMpmMvu5W9m/9LY8+8wOGzUEPXKaI3WZFoitF5eWHb0DY2Pi+Lb8ZUyO9ivJjvyMoOJScvLnXxkoLCQ2LwMv7Wh2xvvYUn+3+nH/4/l9M+jxsNhsSiYQRrRar1YariwvtXV24u7piNJno6uljRlIC5wqLkUokJMbFcOJsPklxsfT2D1DT0Mhzmzbw4bZd+Hh5kp0+g4PHTzEvL4cRjZbIsFBioyK+soYHiZjCn5+Ng1Fi+pf/WYBBP0xt6SFUXkGMDHXR31nLnFXfoa+zlsDw1Hvam350k0mgtvQQfZ01ZM5/hgtH3yYubRnRKQumdQ5BfZELp/awcuPrV3qoTk2i9Vo1Q/1d1FYW0NPZxOon/oL2piriZ8yalhKvIAhse+dfcfPwYcWGV2/Y6uUq2huKqLq4l1krX0ew2/D0DZvw2AcZo1llNo7t+BlKVy+yFz2Pg5PrTWWr2G1WPB27qSg8zmBfB+uf/WsUDvdPK8YHiZhe3TQDPIBXGW1xdZRRgnn0umNuZOeuqo8PMmrvCm+mVOGuElN37wgxa8lfE5u2AblCeVvkzmY1ERWjIv/gG0ikUiIS5tDRWExi1qobFsxr1b1UF31BbOpiik5+QGzaUqxmI03Vp8mc/zSXLuxBFAXSZm8aTTFJnAOiiKuHPyZrxG2tVRQEBnuqcXbx5lL+O/gGp+PhF4Oziw/OrndGEfFOQBQE+rsqMOmHcHRW0Xr5EOGJKxjquYzC0YWIpFEH9H6sVW29fJie1kJylv34pqK/Rcd+gYtbAE6u03tp3Q940IjpnxsCQ2PE3++omdDhFwSBI7vfZuGq5+gcmrxn7tFt/0Zs2lLC42ZOetz1MBt1FBz5I75Bcai8gnFV+eLudWNCZrWY0LQfZkbO4jEHShRFOlpqEAQ74dHXyLC/YwdnTx5l2SPXxHesVisfvP07Xnz1u2NE1FNby7/84tf8/fe/g6vL6P1ZLFbUGg3ubq44OU7sGBhNJi7V1HG5roGFm7+LXC6nt6eLgb5ehoYGmbdwKQA6nZbf/+9/sHHzc8h8ZyOKIif3f4TFbGT5hleQSCRjysSpOYsYsQSjcHRGM9xDV3MZJoOG3vZq8laMtgJzVfkRkTCbqgt7iJ2xBK26B626l/S5m6mvOIbKKxhPvwiG+1vxDYodbZkAuHsFYbOaUTjc3fRem9XM6e0/4oXv/seYYyWKIqUFh0jOmD/O+VUJ9VRVljF3wZKxsfNnjtPR3soTT39jbEw5UElNQyMzM9PvO7L+oBHTP0d4+ISI89b+JTmLX8SgHcQnIOa+jdiZjTrKzm5heKCNZZv+YVo9580mPZ2Vn+LjH4LCwYnoxCycnO9cj3NBEGiuLeXMkS0sWv08FoekCSODVrOR4lMf4eYRgKdv2GgnignuwWI2MNBVT8mZT0mduZ6etirUA+3kLX+F/MNv4RMQg09gDB1NJSRkrEAz1I1EJiMkKhODbgilqxcKh/vLxxNFkc7mMsrPbSVn8YtIpXJ8AqOnnngdTAYNfm5qDu18k7iU0Xr8G6nznj70KYlpc7DbrPR1tzJ7yeNUFp3ATeVFWFQKXW11+AdHASI2mxVvvxDMRj2OTsopSa8gCBh0I8gVDvR0NPJXT2c8tHPTwN2NmIZkiCuefx8HJzcqzvwBd68IPP3jMBtHCIyYicLx1vpPwZUaFXUH4ZEqLhftY2SoizmPfJuikx/gH5KEwlGJVu+Jh+/kX2ZRFEG8vYioKIoYtX00Vu7BKyAZzWAzCkcXolLWPpAps3abGfVAI0pXP6ouvIenbyxyhTO97SUk5jyD2aBG5RN5W3+/W4EoirTXncBmNeITlDLtFGiTfoiKs28QErsQkyEIifT+fJlOhIfE9P7GZH1MRVHk3NFthEQkILikT3iOod4WGi6dJHvR85MSnvaGYi4cfZslG3+CzWrCN2h8zVJXSwUtNedJyl5DweG38AmMJTw+Dxd3n7FIhiiKnN/9d8xf+fQ4Ivr5p78iJCKBjFkrxsbaSj8DYP6i5WNjDXWXGR4aJHvmnDGCMzw0iK2tkPCQYDxU02vTsGv/YRqaW3j6L/917Dx7d36GTqvhyee+iVQqpbeni0/ef4tNT72I1W1Udba+uhCb1YKruxehkYmjfan7uygtGCXcOjESm9WCyaih4NBbzF39FzgpJ16TKIpYLUYsJj1OSncGe5uRSqQoHJX0dlzGNzCWvq5aRgY7ScpeQ9GJ91F5BaPyDqah8gSpeRtounwW/Uj/tVqrsGSclCpaas6TPu9JLhd9MWmtVdmZz5DJHVi4/q/HrUvd8gXRidnj+hp+8sY/MW/5k4RGJY2N5e/9T2bPW0R45LX3Xe3lS6g8PAkIvBZJ7y87yOn8i3z3my9M6290r/CQmN7/uJuqvDDqxAt2Gw2Vx+lsLiNj3lMUn/iA+MyVBEXMuKW6UqvFhGaoi/xDb5KYvZrIhDnTItNyYyUXT+9lzrIn0GuGiU7MuuXNHEEQ2PfZr7FZLax75geTRkd72qspPf0ps1a8htVswDc47obHXbVZF468g9ViICzltUnXZ7dbMRvVKBTOjAw2o3LXExqdTUX+dtw9g5ApHGipOU/m/KepKvwcu9VCxrwnKTrxAaEx2UjlCob7WkmZuZ6etksoXb3wDY7DYtLj6OSKINix2604OrthNmpHxTflDhj1ahycXbGaDVhMejx8Qqe1SfDl51d04gNsFiPRKQtxdvXE3fPWhai+DFEUr3sH6HB28WSwpxERERc3byS6CnwCwlAP9tDb1ULm7JWcPvgJLm6ehEUlUXT2C9LzltPRUsNAT9tYaYZ/cBQBIVE0VBeROfsRRoZ6+cmrCx/auWngnqfyWi0G+jvKcPMMob5sJwAJWU9hMqrx9I29LYJot1mwWY3T6hN6O7iqhOvg5EZdyVYQRRJnPo9gt+LifvM/mMGeaupKtpGc9yIGTS++oRmTqrR+XRAEO6Io0F57FL2ml4CIXBrLdxMcPQ9BsCNXOOIXln1X1t7VdB4nF280Qy2EJyyf1kvCqB+kKv9PJOY+S2fjIArHqR1mURQY6i7ExSOS4d4yXD0ikUjk2Kw6XD2isZiGkCmUKBzckSC5JyT3ITG9vzERMe1oqeH4vveZ+9jPJ51vs5q5eOxP5C75xqTOV/n57UQlzae3zwG7zcRg2248vEPwC0nEOyDqhr8JURRRD7RzcvcvWPvif42dXxAEZIYynJxdCQyNGTter1Vzufwc2XNXj40FKbvZ8tG7PPuN18euYdDr+P2vfs53//rvcbyiGKvX6XjnP3/E919/edJemReKy2hua2ft8iWMeIwSywOf78BkMrFh0zOj0U+ziT07PmXewmWMSEbFjNRDfRj1Gi6Xn2PhqueQSqXYbFY++M3fkrdwPU7+o1kQPe3VFBx6iwXrfvDApb2d2/97Zi77JvIr9W5mo47SI//BU6/9v7Fnb7fbaawpxi8wYhxhtfaeZWRETXbu7LGxQ1/sxmazsnrdtS4l3vp6TpzNZ8Wi+fdN5PQhMb3/cSeJqdmoA4mEklMfIZHK8A9JpLb0EOlzN9PZYcLVIxi5whm7zUxAgEBb/UXa6wvJW/4qlfk7iEiYTXB05k3VItrtNi4c/iNadS9LHv8JMrliyu//1VYlnt7+aNSDJGfOx03lNeW1BEGgu72BI3veJm/hBmSeMydcq91mpezcViQSKYHhqfgERI/TDbgeFrMB7XAP5w/+gdS8x7DLkm543J2GzWrEbFDjqPSgv7OCgAAFXn6RVBftIygyHZNezUBPIxnznqT0zGe4uHkTEpNN46WThMXNRDfSh3a4h7j0ZZzZ92vCYnJImbn+piPumqFuSs9+RlLWajqaSkjKWYuj052Lat9t/GDd9A3un7Oduy9qTE36Idpqj+KiCkY71Ipe003qnFcQRfGuk8zpYDT33UpN4cdIpFI8fGPRDrcTnrh82r0xb4S2mqMM99cTk7aBnjYjEokUmbQW3UgXXgGJDHZVEjVjHUpX36lP9jVDP9LNYM9lfIJSuHT+bdy9o3DzDGGop5qI5FUoFEoclZ437QhphlrRDrVhMgwRlbJ2WhsXZuMIXU3ncHByRzfijoPT1FeuRBAAAI1wSURBVH8jURSxmtV0Nx/C1TMGlXcSRl0ncoUrNqseo64bT780ettOIJXKcfdOpKflCJ5+6ZhNg+hHWgiNf5z22u04Ovui8kmmr/0EPkFz0GtaMeo6CI3fRHvdTlzcw3H1iEIzWIOnfyYW4wCCYEPlk4zZ0IeTSwAy+bXUmofE9P7GjYhpR0sN2pFB5F6zJnRIRFEk/+AbKN28SZ/7xA2PuYrKgt0oHJ1RuOZ95TO7oYiGyuMsXP9DpFLZDaODgiBQV3YYn8DYsZQoURQpOfRvJKXPJTnzmgrvmUOf4abyGhMRAtC2HsFisZCZnTf2G+7t6WJwoJ+IyGiULqPZE0ajAUtzPi5KJWHBQePW0N3bh1qjobmtg7QVzyORSLhcVYHNZsVB4TDW/qW7q4PykoukpmVhc88EoOzCEWorC3j06e/jrHRFr1Xz+ae/Im/RBmzOM5BKpQz2NJF/6E1WPPnPyB2ckEgkNF8+h7OrJ+Vnt462SkieT2X+TmJSF6EeaKe/u55ZK16j4NBbqLyDCYpMp7poH4mZjzDY24xBN0T63M3UlR3B0zcMlXcII4Md+AbFYTbpkEikqLyD71h671BvC03Vp8le9Py48aaid5i1+LExkSq73c77v/ob1jz5vTEBFlEUObX9X9j01Ddwcb2WzdLV2Y5epyU2/poT23xuJ+2dXaQmxqPTG0hJjKetsxM3F1c8PVSYzGZcXZTIZbIpFUhvFzq9nqicBQ8dtvsct0JMRzfGOpBIJBSd+ICQ6EyMhhGG+1rIW/YK9bW9uLgH3pRfYNQP4uWhw2oxcrl4Pym562ipOU9AWDLRKQunPJcgCAx2N3Dh6DukzFxPUGQaDo5T14UO9bXSV7eX5Mz5jAz3k5K1cNzv3WoxYzTouHByN/09rTzxzX+ktXfiViuDvc0Un/yQ7IXPYzKMEBSZNuG1rWYjpWc/Y7i/jaWP/4SWZsOU672fYbdZMI+co7WugAWP/gAHRyWOzjeXgdfVUkFXczkePiHYbBZiZyy5qY2KrwMPien0cF8Q0y/DatEj2G1UX3gfV49gHJzcMWj7iExejaOz6q7v8oqiiGawGZNhGL2mh/6OUlJmfxPBbr3pHqVfhs1qorFiDyqfKCRSGXqNz4T3Y9T1EJ4QSl3JVkTBTlLeN5BIJPcFWZ8ujLoBpDIFzVX70ak7icvcRE3hxwSE5+Ls6ovFrMMvJA2rxYBM7ohc4YTFpEXh6ELlubdxUQUQl7Fp6gsx2n7HYtJSW/wZzu4LcFJOj9BbzRrqy/5AYMRyPP0zpp5wGxAFO4JgRRTtWEzDKBzcMel7sJhHcPeKp6/jNHK5EplCyXBvMYGRj3B657qHxPQ+xpeJ6eFdf8TJ2ZWQGRNL4FstJrpbKnB0dsM/dGIVad1IP6f2/g+rnv13mho0k67Dx0tH8amPCYvNQT3Qjma4hzmPfHvshW+3WTm+4z9Y8vhPxu1Uezn10N5UNa4didlk4MQXH47rxeota+GdP/yS73z/JygUo1kRmhE1v/vlz/j2X/0tKg/PK/dm4U+/+DHPP/EY+4+eRBAE1i5fwp5DR1nz4g9RurgyPDSIVjtC8cV8Hn3sSWQyGYIg8Kv/+hfmzF+CX+Job9eKi8eoqcxn00t/j0QiQRAETh34mMT0OfSOuOPm4YfZpKe+4hhuHv4ERaShcHBCq+5DO9xNT1sV7oGrbvqdMdq+wYjNYsDByQ3NUCtSqQKpTI6zQzd+wQn0tFaiUfeQlL2aohMf4OUXgbOrJ83VZ0mb+wS1pYewGHVkL36Bi0ffJSgyHZlcQXt9IVkLn6P8/DYkEglZC54dJ1wlCALHtv87Szb+3djfyaAdoq38Y1Y98Z2x46xWC12ttbipvK80dB9Fe9lWfHz9SEyeMTa2c+tHePv4smDxinHXaayvgZ5LpKckcSr/Ai5KZ0ICAzl7oYjs9FRq6htp6+waEzQKCw4iIjSE0wUXWbFoPiUVl+gfHBr7PCYyAm8vDy4Ul7Fm+WJO519Ep9PzzOPr2XPwCIlxMbgqXWhqbWVmVgaf7txLaHAgf/n3//LQYbvPMRUxNRt1aNW96Eb6uFy8/8qGzmGUbt64B6wE7p5ehSDYkdou4axUUVt+hOyFz02rhYooipw78HtM+hHmrvkuDg7KKaN4gt2OpuMQKg9fGmtKsFktJGct4MLJ3eQt3IDZIXFCgiQIAlUX96Ab6ScqeT4q72CcnG+s2muzmjHq1Zzc/d/EpS9DpsyZWMfAbqOudDsKB2d8glJRDzTiHZiMKNiRyRxwdvW9bQHPu4XgECln9v4vvsHxhMXNROUdfFMEU7Dbaaw6hZdfBCWnPyEpew3BUel3b8G3gYfEdHq4q8RU5RMtLnz8lwRG5CGTTy7FPRlGiWILjkpPKs++iaPSg5DYhehHuvEPy8LB6fZ6sV3tMdlac5T+jlKSZr5AR8NpQmIX4OYRMvUJJoHdZsZus3D54ofYrEZirvSm1I3cXKRVFEX8QuTUl2zDPzwH3Ugn7l4R+Idm3bcGZzIIdhu6kS60Q634BM+gvnQ7cgclAeE5tNcdxzckg4DwnKlPxGj9xMhAI3Ul20iZ9RL9XcK05mmGaums30Nkygs4Kv3um7S2L+NhxPT+xlViajToOH9sO/OWP0nH4MQ78ILdzt4//YAF636Ip+/EG12a4R66WysRZImT2jhBsCO9QUq5xaTBSdGOl18EKq9rxKX0zGd4B0QTFnvt99Vw8S2CQmNIyVo4NlZx8RgOTs4kzLiWGiodKcKg1xMZHTuWwqvVaujubMfTywdfv1Fn8Op75Ua/qXOnj1NRWsiLr/wFzkoXdDotH7/3JrPnLcI1bCkSiYS+rhbam6vx9gshPCYViUSCerCXy+Xn8A0IQ+qRiyiKmAwazh/8A5nznxl7lqVntzDY3UBY6mvIZArMxhFM+iGcXLyQyhRIpXKksqnT+O4V7IZCeturmbfme2NjPe3VaIa6iEtbOu7Y0iM/Y83m7+HoNJrqZzGbeO/XP+KJl/4eD+9rz/78nv/g6RdeHXePQ0MDtDU3kp41fWGtOwFBEBBFEYN+NH3TZrWiGVETFBI2tsGRHuv70GG7z3GVmIqiyFBfC4girbUF9HXWkLf8VUpOf0xE/Gxs0niksokjhXcbBm0fwcEKSs9+RmBYCkk5a6Y1r7ejhsLj75E+dzMe3iG4qqbe2NZrBlE4Ok8ZcR0Z6qLoxAekzFyP2aglNCZ7wudjNY9GgjubS1m04Ud0dk7so6v7G6kr2UJ81pMIgg1nVz9E0c7IQBMuqkCGe2vRDLYQmbKaqvw/ofKJwtUjhM6G00SlrqW7+TxG/RDJM1+grnQbvsFpOLv5YtD04RuShtWsReHgipPL1OnLdwIKsZaqwr3MWvE6WnUPIdE3V9trNRvpbq3EaBihq7mM3CUv4eJ+b7tfTIaHxHR6uKvE1Nk1WMxa/B0iUlZTc/EjVN6RBESMvhRVPjeuiZourBYDfe2lOLl40t2Uj0Hby4x538ao68PDN3bs3NrhNvo7K7Fbjbh7R+ATNAOZ3AHtcDt97SV4+idQX7qNsIRlePrF4ejscVvrEgWB7pYCdCOduHmE0NlwlrisJ+jrsGHUd6IdrgdBQKkKx90z7pZrFG1WPQqHVrwDkq70J51DQHjOtASJrqoGq/vrAQleAQl4+sV/LS8SwW6jv6sCzWAzUpkDPkGpN9W6prFiL30dJeSu+HvaanumNWdk8DKDXRcIiV2HwlGFRDJK7O02M5rBaoz6bmRyZ1TeSTi53Hrj6tuBzapnZKAKs6GfslN/+5CY3scICI4Sv//TD6m7dIGwtGdw8/Cb8Nim6rNYzHri0yevk644v4Ph/lZCkl6e8BhRENAMtVJ5/o/4h2ZhtehQOLrh4RuDd2AyUqkMm9VI7YVfsOrZfx+rWxRFkcLj75G18LlxO9MB7mounNrDotXPjY1pR4bYt+XXbP7mP42lrbkLdbz1m1/wvR/+w7gU3l/910/5xivfZWRkmJamBiQSCVGx8URFx42m8l04R3lpES++8hdjEdL9e7eTnplLvyUIT58AzCYDBp2G04c+YeXGb40RsC1v/5Tg8HiCkp8cXZe6j2Pb/43sRS8QEj2a7nu5aD9DfS3MWvEazU06bBYTxcf/e7Q2fbCF4Nj5IIoM99aQkP00VRfex8XNH9/QDFqqDxIat4iR/kY0Q60k571IVcF7uHuFo/KNpr3uBBFJKxnqqcFq1hCTvpGO+pO4eYbh7OqLQdONp188ZpMGqVSGi3sgdpsJmcL5yt/BRH9HGTp1B3IHJb4h6biqrm0WeLgPYTHpx7UIMurUnPr8l6x48p/HviseDp3UlJ9n9pKNY8eZTQa62xvw8g3C3eNabW/JoV+RkZ1HZPQ1gayP33uT6NgEZDIZA/29uLl7kJyajqfX1+O8jaiHqaos5dsvbX7osN3nULp5i1kLn2XW8ldpq7+A3CUTd8+we7IxbrdbGe6tw24zoR1uYzp+iyiKuDp1YjbpqCs7Qu7Sl8Zt0E2G8wffwGo2kLngWZxdVF+p/bfbbXQ2lTLY04hM7kBwZDreAVFfOU9t6WF62i6RnLsOZxePCUmS3W7DajZwZOtPCY/LQ+mzZNL7qi/bjkk/RGTKahQOLgz31k5oW6aD0QwRw1hPeO1QKx6+sXQ2nsFsHCEkdiF1xVvwDU1HtNvp76ogMfdZags/ReHkSmjcYtrrjuMTlEpfeynq/nqCYxagH+kkJHYhvsEzpl7E9c/DZsE4dBIkEpxdPPEJiMbLP+KmztHfVU9nSzllpz7FwzeUlLwNNFQeJy5tGQPdDQz1NTNrxWsUHnsPn8AY/EIS6GgsITJxDtrhHqxWExHxs+jrrMXF3QdnFw+sFiNKV08kEilSmXzaPrNmuIeOhiLe/te1D+3cNHBXiambZ4wYl/ldjLouQuIeQ65QYtT3IJU04HfFGZArnEnIfhqJRHLbKr1Ws5bmqgM4OLkhCHY6G07j7OoLooBEKkMikdLdcoHc5X/HyGAzvsEz8PCNmfrkk8But2LU9TPQWU5vWzFJeS8y3FuL2RSCXHFtF22gMx+9phUP3xlIpXJGBquRShUERj0yRoxuax02M3J5PT2tRSTP+gYDnRUER8/FwWl8vZkoijRV7sVsHMEvNANRFOltLcTVM4SIxBUTnP3uQLDbqC3ZglQqxzd4BlarkZ6Wi/iFpBMY+dVaurF5gp26km2ASPSMdXQ0DE547PXQqhuxGIcQBRtegTlIpdeccrvNREfdLhyVPrh6RGM1jzDcV45v8GzcvG6sjHe3YDVr6KjfhYsqEqVbKKd3PvqQmN7H8AsMF1OzF+EVOoucxS+OEcAvw6gfofzcVmYu++aELzS73UZF/g7i05fT3T2xXbCYtFw8/DPS53+H4b461P0NGHT92Mx6HJWeOLl6k5z7AhKpdLR/sfoM3oHRBIReqzO8cPRd3D0CSMy+1qu0v343nj4BxCXnjo211FcgiiJhUcnI5KO/GfVQH87mGgICg8dSeC1mM5999A4mk5EFi1cgiiIVZUU4OjrhHxCEm5s7SamjrUr6enuora7Ew8sLt/BlADTXlXPqwEc8+swP8PIJxGq1cGjnm4RFJqEMXIxUJsOgHeL05//L7JXfwkXli0wmp7+rHr1mYPT5XRED0Q53UHLil7iogohKXjVt2zIVrBYDNqsRB0dXNEOtyOSOgISRgUa8/BPo7yzDqB8iPH4ptSVbUPmM1vNWF/yJsITlaIfbsFoMSGUKvAMSSc57cezc+oFjmAwacpdcG2urL8TByQX/kMSx70y4n4WP//APPP2tnyK/onBp1Gv54Ld/x/Pf/Q+clVdTt21Un/kja9Y/MTZXM6Lmoz+9gYuLK/MXr2Cgv5fqS2UsW/koQSH3Viiqr6ebA/t2kJA0g9de2PjQYbvP4RWQIKYv+C4yuQOxaRvvGiE16PoZGWjCSelJfel2gqLmYNQN0NtejKsqmOG+Wtw8Q7EYNbh5R5A6e+LNu6swG0cIi1Bybv/vCAhLJm3249NaS39nHUUnPyRz/tPI5Ap8AmOw220Un/wQmUxBcFQGFrOBlprzhMZkE5k4B71mkKIT7xOVPB9RFAmJzpqw9txqNtJYfZrGSyeZt+Yv6et3mvDdoFN3UlP4CRFJK5E7OOPhG4PNauTyxQ9RugXg6R+P2TBMT2shYfGL8Q5MntY93gmIgoBmuIP60q24eYXj4h6AaLfS1ZyPb3AaDs7u9HeUkZDzDM4uN7cJZtQPouk+RHzGCurKj5I2Z9OUvXJHBjspOf0JwVGZqLyDGe5robvtEjmLXhgXCRdFEbvNgt1uQxQF9JoBlC6ejAx3YdAOERieSmPVKZSuXjg4udBWd4GY1EU0VBxHq+4lb/krFBz+I4HhqTg4udBaWzDajrJwL4LNSvrczZza+0ssJj0+gbHs/+gnD+3cNHCXU3mTxTmPfkZ/xxmQSPENnvOVY+w2E/6hTtSVbiMgLAetugOJREr0jHXI5I63HMWz28yUHP9fEme+gMU4jKd/AlaLgZbqA6i8I/APu/W/Y39nBR31J4lJ20BN4SeExi3CoPefkGBazCN01O0gPPHpMVGbUXXbHXgFZuOqirzltdwIomDHxX0Ag7YPqUzBYNclEnKfxVnpjVbdTuvlQyTnvTTWysZus1B57o/EZW5C6TZxtOdOo7+zgsHuauKzNo/9nS0mLZfOv03q3FdROIxXWxMFgcbKPXj6xSGKAlq1x7Suo9e0AzDYVUBI7HqkN1ANHuy+iM2ixz/8Wp2dydBPV+MXRCY/d09bzPS0HkPhqMI7YPQ7+jCV9/5GcES8+IP/vUzZ2S14+Ud+pQepzWrh8Jb/R8rM9ePSZ2+Es/t/R+yMJeiMgRMeMzLQhNViwMU9AIlUxuULH5A691XkitHootmg5sD7zzJn7b/jGzK6Uy0Idjouv8uCR38wzklqqDyJf2jiuHosb+deju39Exue/5ux3+VQfxe7P/wFz/3Fz8Z6t+m1ava880O+9b0f4+nlTWd7K6eOH6K3t5sXv/kXKF1cGB4c5N/++W/423/6GcEho+2d3n/7t/j4+pO8YLR+ta2xiuNfvM8z3/pXFFdIfWn+IXwCwpBKpZgViQh2O1WFn+PpG4aHbxiu7j6YjTr02kEqC3YSGPsMMrkjoihy8dC/4+CswtnFh/iszehGOulrG3VqG8p3EZG8Er/QTAyaXhSOrjgqPUEU71p6b2fDGSwmLZEp1zYA9JoeTu34a5Y+/RYOjtfsXGCAnZ72aqKS5o6N9XbUcOnCbpZs/NuxMaXYwPBAN/Gps8b+niajnpb6csKiUlC6XtuQPPTh3/HoxqcIDArh+OEvcFN5UFpUwKq1GwkJi6CpoY6Sonw2bn7+nmbN7NnxKQlJqcQnpjxM5X0A4BeaIT7+3WOjGVrRc/H0i5160iQQ7DaG+2qxmvVYLQa6ms4Rl7mJnpaLePhGExBxTWhNM9T6Fb/FpB/m1K6/Jm3u66gHGome8ehXfIYbwcdbz0BXPfUVx5i18vVpRVEFQaD45IdYLUbcvYPRDnWTt/yVsfWZjFo+f+9HuLr7krf8FaQy2YTnFQQBu9XM0e3/hndADF6h6yf93bVUH2Cgq4rE3GeRK5zHaYxcb1tEUUQikaDX9FBXso20+d++YYnH3UJT5T4clZ4ER1/z84d6a+luOk9S3ouYDENIJFLKTv0W78AkYtIeu2l7MzLQhLurGq26F5ncgeSctTdsP3Px2J8IicocJyjVUpPP8EAbGXM33/pN3iQEQeDsvl+TkrcBL7/wh6m808Q9kbBy84qnt+3GD1gmd2KgG7wCNmGxgINzGHpNKxazlspj/42nXywqn6ibJpK6kW5cPUNwVQWAarSFi4OjCz5BKQx2Xbrp8w331VFbvIWQ2AU4OXviolrCQDf4hDyN0QCTfd2M2k6U7uHjlFYlEilunrEYtR13nJhKpDIMOn+Q+CMI4OoVjFzuROHR/0Qz2ExizrPj+qvK5A54+sWiGWy5p8RUM9SKd2DSOOPk4OSGq2cI2uEOvPzjx8a1w+10Np5F5R2JZnh6fRIBeltPYNB1EBb/BGEJE4soGbSdeAeOJw1OSl9kcifMpqFpCyndCRi1nXgHTK++9iG+fkjlbkgkEgIjZtDVXD6OmFrMBvo6a8lb/ipefhP33R3qa6Xi/HZCk7+JzjjxtfraS2m5fIisJX+NTKagv6MclU/0GCkFcFR6kLPiJ7TXH8fZzQdXVRBSqYyw5FcoPfMpPgHRhMePRg1jUhdScuoTRESyFoyKNQ0a/UnKmEdH8+WxXplevkE8+sz36WqrIyg8HoXCARc3Dx577Vf09RRhs9no7GgjNj6Jp55/herKMg5+sYvnX/4OTzz9EgP9fZSXFOLi6sa8x/4B6ZVIbtHZfXj7hfDst/8NuVyBIAhUl57GarVgcbhmG84feoOIhNmERI2KkzVeOsXl4v1EZXyHkMSXAKi+8D4qnxhyl/8dTVVf4OYRQuGRnzNj7uvotW6YTSLObn4M9zXgHZhKT+tFpDIHvAOTab60j4DwXAzaXob7G0ie+cK1VN+QdFouHyI0bhHq/ga0Q23XUn29I4iesQ6Fw8Q1ZpqhVoJj5o0bc3EPICx+EQ1lO/AOTBp7H3X3yBjubcKkV4/VxvmHJKAbmY1W3Tu2gWCQxBAU5saHv/07nv3OvyOTyXBydiEoLJ7P3vpnvvH9/x57dos3/zMN1Xvw8fGjs6ONdTPnkJ07m/6+Xt749X8SFRNPZVkxPV2drF63iTMnj2CxmFm1diN7dnxKYkraqILypXLWbtjMwX27cHRyYsGSFZw9eYyk1DQEu53+vl7y5iygqrIUNzcVIWER9PZ04esfAKKI3S7g6eWNzWZFJpPT093JmvWTq1E/xP0FiVSKV2ASmqGWWyKmVouBxvLdaIZaSM77BsN99fiFZuDuFU5o3EIAPP2+mqGkGWrFyz9xnN/i5OJJQtZoar9faCatl4/g4OROYETupNl3A4Mu4JhOZHoCjk7O7P/o74lImE1S9uoJ50ilUnIWj/b+PXfgD3S3VjLY04jKK5ja8iM4Obvh4RVMysx1k+oGNNec51LBbmateI3YnB9OSsyq8v+Ep388Kp8YwhNX3vDYq7alrfYYnY1nSM57ibrSrQx0lNPdnElnw2kCI/MwG9X0tZeQvvB7d63Lg2aolYTouePGPP3iaL60D7vNNBYpzXvkHzEbR+ioP0VH/QlSZr+Mm+f0sjVUPqPp0m7+Igpq0Qz3UHD4LRZv/NuxtjGC3Y56oJ3sheOVzYMi02i8dPI27/LmYNKrEREnffc/xFdxT4ipzaJHJpueGptEIsVVFUlvmwnf0GfpanwTn+CJZbQnglzuiNWsG9tFugqLSYtMceMeUZPBwycGu82CTu2G1eLBzfR6lsodsVv1Xxm3WXVIp/lcbgdyhSsSqQyZ3AF3rwgsZu1XjrGYtbi4TxyluSvrkjtivdFaTNpxjjb/f3vnHR5HcTbw317Tneqp9y7ZkmzJvTfADWNjmiGEEkIIkEJ6AuRLIZCQhDTSSEKvCSSmdzfce7eK1Xuvd9Lp+t1+f0g++ax2kk6ybPb3PPeAZ2dmZ1e778478xbANzAKp8OK02EjNiWIunK9R+fQRuTQ3niUzvZCgiMGf47kchV2m3sIdtHpwGE3IZePPLH3WJDJVT0+xB7kXZWYPFiMnShV7s/t8V2vkTp9xbAfptqy40Sl3zbsORRKNfNWP+SSaXKlD1aLoV89h9VIWEw2Z/b+i8UbHnOVB0Wvp63hY5diCjB7xW20NpTR2d5AYEiPDFCFLcHWdZxdH7/GFdfcAUBYZDwOu503X/w1X7zvFwCoNX6Ymcvz//wea9ZfT6dehyAITMuZxbScHiXy+JEDhIWFExwSSvT0Pt/InR+9QkzCFFKm9kXC/s+/fs7cdT8lLLpH0bPbLOx8+3es/sLPXHU6WmrQhieQufj/+q7XbiUgONG1Wq9Q+NBcc4K0nOtoqOwiILhnEt1SaycsNpOGyi5Ump66+jYIib4FqxUUPkmExy2guc5OeFyPot7dBeFxt2M2gtovBrUfPcfj7wBnLk3Vx4hL60u3cyFypQ9Ws7ucczod2KxGMudvojzvAyLi+4J8BMddR0wMFJ7cQsasHveK1GnLKcvfw6l9/2PZhm8BPQsIV67/Eg01JcQkTEEmkxGoDeWub/+OI7vfZ+bC1fiofVGqfIibcTNP/u4bhIVH0N1tIDBIS0RkFF/79oOYTEZqqiq4694HUCgUbj6pX//OQ67/PxfR956vfxe73Y4oiqy79kYUSiVmk5FAbTBKlQqNrx8iIhaLmbqaKhQKBS3NjdRUV7JyzXree+t1AoO0tLW28NSTv2HFyrXMTO/bTZaY3NgG+D57yqldf2POyh+4FMy0Gdd71E6u8MHc3d9l59y8JSRyKiGRUzHo6zmz72nmrPzBsH0qlGrq6kSmLniQ4MAOjIaOYU1EAULCE4lKmIZK7c/Od3+PNiyB6fM30lxXhM8gEXahJwCSUqUha8lP0BuG3sxwOuwEhCQSk7J48Er0yJb68gPEpi3Dbk+nrVEgJHIT+lYj3Z1awmK/SER8MMe2/4HY1MVofMfPl1yh7JnPqX21rjK7rWeVVSZz39X00QQRP+UK4tKW09FSPOJzCYKAnQzadTDvqi+jb6slIrZnI0OQyZDLlVgt3W6p08wDfJ/HG7nSB7vNgsNuG3BnV2Jgxt1r3W4z0t54lMDQwVMiDERgcCcyWSGL1z/mtnPmKb6BUcjkSpqqjroiRJqNOpqqjhIemz3i/gSZjPlrHyYwxEho1MjMn/0CE7GaO+jSlbnKzMZmujqKCQwZ+bV5iig6CYmw0VD+LLrmEuZc9X1mrniAjuZiujpqXPV0LWUYdHUER06sL2VYbA5N1ScwGVp7xyvSXHuqRyhfEA1ZLleSteAuYtOWUXjsdbraP/boHD6aUDIXPEhgyFRKTz1De9OJAesFhmbR0Xgce+8Cgig6aW88ho8mdMIVxMDQTFrrD+GwWyb0vBKjx2jooLLoILEpfUqWKIokpM93fTAHw2TQ4aMJGHLXDaCl9jSt9bluC23asDTM3a20NxW6yrr1DbQ15BMRP4dF1/yCqsJtrmOCIBAUs54tbzyK0+FwlYdGpfDZ209gNHT0nTBgDtBjjnSOyNhk5i+7FpOxTxlWa/z49g9/ioBARVkxDfW1rmNVleXUVlewfeuHbkppY105MxeuISNnkatM197MtFnL3CJclpz5jNkr+tLuOJ1Odr37e1rb+iYY5u52Tu95yrXjAj1WI22NBTTXW4Gev4W+taA3cqX3FuCcomNIpRQgPHYGDRUHXMqp6HRSX74fjX8Eal8tWfPvJO/As7TW5bra1NdDe1MFVUWHXGWp05aTkD6PLl2zq8yu6fmW/edfP3d95+QKBenT5/P+v5901RMEgeu++keCQ8PYveNTLBYz0JMP9dC+XaROyUCh8HydWqFQoFQq0QaH4O8fQFh4JKlpU9FofJk5ez7ZM+YQGRXDVWvWk5qewcIlV3DzF79MSGg4d9/3bW76wpdYcdVaMrKymZY9vim6JLzHOdkSGj19+MoDEB43A7OxfcTtQqOyPJq3+AfFMG3h3XS2V4+o/+YWJTve/I1HdWNTZlFdcgSZTE50YjZzVtxBTelxHHYb2vDBd/4ObnmaToNnimHugedImHrVsPXCY2dQdOx1LEYd5Wd+jVJZQWv9IVRqLWpNA03VL+FwWFm84TGSstaNa6CqsNgZ1Jbsxm7rkS1Op4Oa4p2ERLnvdJ+PIJNRdXYrxs6mUZ9XbwijLG+3WyT42JRZFJ74FIfDDvS40xSf2kZsb6C8icJH7UdIRBIlZ3a4fUclhmZcfUx9A2LF+Kk3ow2bTkj0fI/tyePTw8g/9BI5S+4f04tkNuooPf02TocNpY8/JkMLsWnLiYwf/cMpiiK5+59F4x+GQuW5uaXZ2ExjxVaE3nQFNksnEfEr8Nf2j+TmDZz2EzTX9ESrvTBVj761nPK8j/DRBOJ0OnDYzKRkXzvmHK2jobUul+riHWj8wnp3LAXSZt44rIO802Gnumg7upYy/IPX9gYhGRpRdKJvzcdm7UTtG0lAsHvgq/bG43Q0n8JHE4bN2olC6U908hoUyuH9VryJKDpprdtPZ3sJat8wTu/5ieRjOokJiUwSF1/9NdKyr3LzIS088Sk+mgCSM/v71p/Pnvf/TGD06mFTUzXXnCQ0elq/97lb30DpmfeQy5XI5EosJh2JmWtdC3plZ95DodSQmLnG1cZXVUN3Zwtp2X0+1UZDB/rWWiITprn5oebvfpJVG7+Cxq9vN+Ctl37LwitvJDaxb1JYfOBFDIZODF2d+PsH4nA6sJjNBGmDiZ1+nSvXpt1u44Unf8BXvvdHV/Ce9tYGzhzZQcLMPvOrsrzd+AWGEZXQF8SjvbkKpUpNc0ufpUnZmfeITVvhtlJ/bMcfUCizeydpwTjtZhAEopPXolKPLFXXYNjMB0nIWON23sGoLz9AY+VhfAMisZj1qHwCSM25zpUGSHQ6qSj4hMSMVW6yLCzEQENVLhmzr3aV5R/5gC5dIwvX3OsqkxtPo9b4ExGT5PrOiqLItnef48r1X3L5BZuMBv75i5vJyMomPjGZjvZWwiOjWblmPSrVxFqG2Gw2dm3/hPq6ap584lHJ92qSExCSIGYv/qqbbBkpZmMHxs5GQqJGtlEBns9bnA47+z/4CUuv++2IfBhl9jzi0+b2i8A7EHXlpyg6tQW/wHBslh5frplLv4B/YNiA9c3GTiymLlrbhw/wadDXU124jawFdw1bt6ujhta6XMrOvEtMylKsVgP15fuJS1tB9pJ7J9RnXHQ6qS7eQVtDPr4BUZgMLfgHRZOSfe2Q8zNTdxsWow5teOqoz20zHEKpVJM6fQXQk7M77/C7tDdXEqCNpLOjgYi4TLLmrB82T623sVqMnN6/GWNXG++98ANJznnAOEflTRcXbXjNLTrtUIhOBx3NbxOdtICYlKEnc54iiiLGribsNjP+QdEeKTCeYLN2U3r6XVTqRQMG0xl4LE7M3c2Ioh21X5RbVFhv4LCb6Wr7mICQBBIz1w65A+N0OjDo6hAEAf+g2IuaC9Vht2LQ1yNXqPALjB6RMO1sr0J0OqgvP4DKd4lH99TptFFb/C5hsYsQBAUa/6jzxmLGbGxBofTFR3Nx81/Zbd1YTO3sfvMaSTGdxEQnZovf++PRfhOafR8/xZJ13xjyeXY47OhaqtF1Df2sdXc2Ul20g8x5tw94XHQ6MXTWIzod+AfF9luhPreDEBjSt6Lv51OLvq2OqbP6FNba8pNUFOx1y6nZpWtGV72VFVf3mRrb7TYKTu5l+pwr3JRYmf4YPj4aHHYbgkxGcWE+CYkpCKF9frctjdXIFUpCwvp2Lj/6799JmXdPn5+Q08mW1x/h6tsec92/+orTlObtIjbjy652JafeIjZlKb6BfcGbSk+/Q9qMG6goqMHpsGE2NiGTKb2aq1h0Omitf4P5ax4evnIvdpuJbn0jSh8/fAMi6OqowUcT5BY5/ciW35A28wZCIjNcZXWFL5G98EY337XmuiIEBMJj+xYGnLojHN//Mbd89Weu62xuqOLU4W2suf6rrnqm7i4sTQdQqZTExCagDZ6YHIWD0anXsXxuujRhm+SERk8Tb/nu7kF3vzzBZjGQe+A5Zl/53VG193TeomspReMf7hYoyBPKTvyFK294EKVqeBcru82Kvq0WhdKHwJCYIWXLljceJS7zyx4tYjVWHiEqaf6w9QDe+ttqEjPWMPOKB9xky8XEau7CZGjFRxPkcf7TU7v/TvaSe0c9Pz+XGuj8RUzoWWw1drX3pnsZ2bPgbQz6Fn7+pQhJznnAuGojMrnKY6XUZukkMMRA8rT1XlNKoWdbX+Xjj69/mNeUUgClyo/Y1KWYDX0mBMOPRYbGPwrfgDivKqVh0SItNa8RGe/D1Dm3kjbjhmHNAmUyOYEhCQQEx19UpRR6gi8FhSbhH9Qn3AuOvNqbr2xoAkMSCQpL6UkM7duAWlM37N9DJlOSkHEzKnUIDRWf0NZwBKfT1jsWNX6B8RddKQVQKP3wC5z4XWyJkaFQ+vRTSlvqS8icvW5YRSjv8LsYOluGPUd10Q6Ssq4e9LggkxGgjSMwJHHAiaNfYBSndv3VZWYF0G2Jo6b0qMvcCSAuZRYRcZluZr4B2gjmLd3Azo9edZUpFEpSM+fwn3/1+X4CWDTZvPj0XwiPiCIiMprSorNuSmnhmYOcOrTNTSndv20za268z6WUAhQc+5B1t//Sdf/stp6Q/tFT+nKs2m0mDLo6N6W0rnQvgiCjoqDH5E8mV+IbEIfaL9KruwcavwbmrX5o+IrnoVBqCApLdk0c8w48x6GPH8Pc3WfaOHf1g1iMHZiNfSbVsRlfxqBvojS3b5ISETuVuopTHNvZ9zeRaeezbO0Xqa0sdMnAiOhEVl93D2+++Bvsdlvv2ANQRizk4/fformpgddfeY5//uUJmpsa+edfnmDHlg85dng//3nlWeprq9n26Qfs2PIhuo52Duz9jMryUupqqigqyMVk7Kahvpa21mZsNhsmk3HEJmuBQdoR1Ze4OMgVqjEppQBKn56cl6PF03mLNjyN03v+4fZuecKcK+70OECOQqkiNCqFoNDYYWVLfNpcj5TSjuZiWutzh60HPZknMubdzpxVP+wnWy4mKnUAQWHJHiulAHFpK6gvPzDqcwqCQHn+HlobSt3Kff2DCYtOvehKKeCWpkZiaC6uRtJLdKIfTVWv4K+NHbWJyGB0ddRw8ONH0bWUkXfgOY+VSE8IDElk2qK70be8i8a3wWv9eop/UAeGjk+x2yzMXPEAAcEJbpO04Witz3Pza7rYdHc2cmTLb2isOkpSxhqaa0/TWHnEo49LWGw2MSmLcTpsdLV9SFza8EJRofQlJftuQqPnU5H3KtVFb3rjMtwQRScOuwmzsRm7zUiXroyOplPYLJ00VX1GR/NpOppOUZn/GsauWspzX6TszHMYu2opOfkPmmt2e31MEt7F4bBh7Gp3ky3Hdr5CYPDwvow+an/sQsaQdew2MyGRGcOat5+LXD0QcoWK+Wv/r99iT/LMBzi97384epUWgKkzV7Nt86/cfBkbO7WYujvRtfX5Avn5B5Ezb6VbmVLlw133PkBLSxPbP/2AlV/sC7x0TjFadd1XXGWtTTW0NFVTc55pbu6hd1BcYK782du/JTA4ypX+wOl0UFW4nVlX9O3smgytaPzDkCnG14/IYmqjrnz/mBXd2LQVRCTegUFfh9moA3om3lGJCzi+44/oW8tdda1iOvUVp7Fa+gK0zVx6Cxmzr6ay8KCrzKyYSpeulXdf/YOrTBAElqy6mZMHt7jK/PyD2PSNp1BFLWPRxgdZd9cTGH2yWHfXEyTPu4PApNVMX/5VulWZBCWswCdyPvXdEXSKPZNwo7GbutpqTGYTx48c4OC+XTQ21PLGq89x5OBetn3yvkvZ/ddff8cbrz5P0dk8/vmXJzh25AAfvPNf8s+c9Or3WOLSoKHi0PCVvEDOsq/R2pA3oja6zhB8fANpqS/x2jj2ffwUyoBFw1cEZDIFGYNYxVyIXOHDtIVfnlBz3fEiLDbble5rtITEb8RmNQ9fUWLSMyF5TIfEmUtgaCLBkRlez7lUXfQZ2vA0/IKikcuVNFQeRqnyIygs2aN8V54iiiL15QfwDQhH1zq+Ub9EUUSpLEelDsDY1UTC1FX9fM48wW4zUVuyC5U6CJlMQUTCnAnNeQU9E3qHzUTp6Xcx6OrIWXo/coXKLdS7qbuNvP3PMW3hl1Gqhw8Qc4660r1Unt3C3FU/or6i06M25wJ1WYwtRCVfTXtDTzoJjX8MLXX7CY6YgUFXgclQR/zUTdQUbUbjH4tfYBKt9QeIiF+BvrUAi6ml9/ib+AUlo/GPoaujhLCYhRg7axARCY6YSXdnFT7qEORKX0TRiULphyDI+31opDymk5uw6DRx2YZvkbN4Ewe3PE14zBRSp61AGza0z2hN6XFEpwObMPRi3Nmj/yYifhahUVlD91e8C5lcSWTCHBTKgU3Rqs5uxWrpIn1mXyCiQL9mik9tY8k133CVmU1dlOfv6ZdCoaPyI6ZOX4h/YJ+f5t4tb5CQOo3EtL6gcvW5b+LnH0BQ8lpX2Wv/+Ak33Pkj/AK0ANhsVkryj6AKW+oyB9a31WG3WwmN7EuhZbdZKM3d6Ta5yzv4AtFJC1xJ5EVRZP8HPyEi4Q6UqsEjY3qDsGj6meCOhvbGs9RXtqNSB9NY/gIL1v3MZXrocNjQNRfjo9Hir411tTG178IvKJzkjL5oncd2voraN5DpC67rG6NvM7WVhWTN7EvfYDGb+N/zv+S2r/0S+QT7WV2IzWqh+uR/SZuSycF9u/jtYw9LJm6TnJF8X4biyNbfukUWH08aKg4hCDKPTWOhZyey5NiTrL/Ts2BIQ2G1GNn30d9JzL5/2Lq6llJqS/cwfdFXhq17OVJ25n38AqNG9Le6kPqiV5i38suoh4iOfDGR8ph6xkVTTEXRSVi0QFP1MdJn3uj1czfVnKCjqZiMube6lVtMeg5/+itmLPu6KyeSt6gt3UNDxSHCYr/o1X4BnE47OHPRRqRh0NWRMHXVqAV7c81Jqot3MHflDwFoayyg+MRmFq77+bh+LERRpLnmBO1NhYRFT6ei4BPSZlxPUGjysGbWpu42Tu3+OwlTV7klcB6Knp2sJvIOPE9Q2DVuvqRDYdCVo/aLpLuzGqUqAB9NKE6HDblS0y/s+UTgqWLq0UJQL5+8mHPZCbOLRXzaXPF7fzw64nZb//sYSTO+gXwIH3VRFOloLh7WksRq7qKm+DOQZVNf+i+WXPvrQc3uOpqLUfuFuu3AxicoqSw8yJQZK11l3Z1tHP3sJa64vi/1gtHQwZmdf+K2+x91lTkcDra/9zxrb7xv0PF1G/SU5B9h5oLVrrK3Xvoti1fdjEnWk57E6XTy7nPfYcNdT7gi8xoNHRze/jwJ0/oC/bQ3FaLxD3cbf2d7FQqlhqaa8Y1krQ0zU1uyk+wlg1+rp7TW5dLZXoUgn4HN0klIpJPAkESXwuuwWznw0c+ZufybrgAvoijSUvE/Fq5xD2xiNnZSWXTQlV4GoKt2Kw01ZVx9U9+kuKbiLBZTNykZs918gy8mLY3V3HttsscfHk/lnCTjvIu3FFNzdztypY9XNwcGQxRFTux8kjlXfX9E7ZKSfamrOOUWzG40VBUdwiZkeDSvKjvzPomZq0ediudSx+mw09leiTY8bfjKg6ANaKOu/CQ5i28avvJFYCSK6edZzl2UL5PodNBQ9gyCgNeVUpu1mwMf/pzg8PR+Sin0rHQv2fhrZHKlWxoFbxCXtpzZV34Hh+044bHeWZF22E0EBndiMx3EXxtLaFQWiRmrR61Adnc2IopO5lzVN9kMjcpi4bqfU120naLjb3jNvMrpsNOlq6W2ZDeHP/0V+tYyLCYdydPWEx43g/lrHiYkMsMj31+NXyiLrnmEmORFHNv2eyryhk8XI5crCdDGMXflD4hJDqFbvw2rZfj8p/7aFBRKP4JCM/ENiEOu0KD0CbwoSqnE5UmXrpmFq+8dUikFqCvb65GvdfHJzYTHzUQmUzJt0T106WoHrRsUmsLRrb/FZu3LrVxTbaOiYC/6tjpXmV9gKEGhsRi7+kzpff2DufXeRzhx8FNXmVwuZ80N9/Lev/80oOzoaG1k75Y33JTShtoyVl//VZdSCtDV0cBVNz7kli6m6NRWIpI3uf5tt5nIP/gCak3fjq2+rZLik5vHXSkF6Gyv9ChapidoI9KJSuyZ+Cp9AmlrhEMfP+byA5YrVCxe/yhWSxcGXc/fRRAEIlK+wMEtT1Nb1pf6Su0biK6lmvKCPlPugLg1XLXhLo7s+cBVFp+ciTY0iv/862eTJn1BeNTgKTYkLj/amwpprDwyIecSBIHZV3yXyrNbhq98HpUVRs4ceBOz0TNrq4EwdLZSfHq7R3M1fWsFvoGRn1ulFEAmV1Bd9BkGff2o+9B1heKvjZw0sk1idFwUxTQ2NZjMBXcSEOzdD1J3ZyPtjWeZsfwbrjD8AyGXKwkIjsdm6fa6cipX+JCUtZaSE5tJzIgZdT9WcwcRcUra6jejUGrImHcbkQlzxjS25pqT5B98kYj42f2EpSAIJGasJiA4no7m4hEHDThHe1Mhp/f8g66OGo5t/z361nJiU5ex4Oqfog1PI2HqSo+CAAyGIJMxd/WPCInKpLLgU+rL9w/bRunjjzY8lZTsaxEduQSGdOGwS74IEhePw9ueo8YDRcqgqyNhysoh6zidDmJTl9HWeM4c1peOprPUlu4ZsL5MrmDOyh9g0LkHCkue9QD6tjo3P51Zy26l8OQWdK19im5lo4LWxhqKcvt8xQRBID1rHvkn+5/z+IFPWLGuz2/KaOjkk/89RUt3XzCIhqo8Tu3/n5v58+n9m0mbfgVq3z4ltFvfwLzVD7sCnzidDmzmLoIjvG91cyFqTR1qv1CvBdFTKNUUHH7F9W+VWkt06ldpqT3lWjSQK3wICk3h5K6/YOpuc9WNSLmV9uZK7Darq2zhmnsJj0nn7LG+RbvaNl8EQeDgZ2+7ysIi41iy6hYqik+x86NXKSk4SmXJGU4e3IKhs4OSgqNUleVhNnXTVFdBt0GP2dSNxTzywEYSEhcSEpXp1UCUwyHIZLTW5Y5Y4Ume8TVM3bpRn9dhtxIz9Q6P6hYe+w9hMdnDV7zMmTL7ZpqrB8417yl2m4WikyNbiJCYXEy4YiqKTnL3P+sWDt8bNFQcJHf/s4TFzsAv0DOTzbQZ15MwZSUHP/6F20d/rCiUGmZd+R0q8z/B1PXZiHYg41KDkckKMei2o1T5suDqn3jF5Li9qRAfTRDz1jw85ApeTMoS/AKjOLnrL+jbKofsU3Q6aa3Po6ujhsOf/orKgk8RnQ6mzrmVgOB45q/9MXFpy8cl6m9QWDKJmWsxdrXQ0VxCW0P+sG18/cPJmPtFlCo/WmpeIyrRt8dEWkJigpk6a42bwjUQ+tYKwmKmD/v+VJ3dgsngHtnXKU5z7bINhF9gFObuNoqOve4qk8uV+Gsj2b75cbe62Quu5/T+/7mVpc6/D1+/QHTtfQGSsmYtwz8gmNKCY66yPZ++zpJVN6Px7fMb13c0M3fdT1xyyOGwY7MYWba+L5CR1WKkpb7ELV9pddFnNNeecov2eGbvv5Ar1R6n7BoLtaV7iIid6dU+lT7u5owKpR/6Nh8Of/q467uhUKpZtP4xOturMHb13G9BEPALW8nOt5+goaovwEuANpK2pnLaGvsCJ4WmbmTOkmvY/el/XGXJU2YQn5xF5swlhEbE4esfhMYvEEEQ6O7soK25FkNnB/kn91BbcZb8E7v5+H9PoWtv4o1nHuWj//6dypIzvPHMo+Qd38XuT//DG888SntLPa8/8wu2vvMsJQVHeeOZRyk8c5CDO99xC5IlcelhNY9+9/B81L7BWHqDfU0UM1c8gNXcNaI2ar8QCk98Ql35qRGfr7uzjaM7XhxWxgMYO5vIWfY1j+NnXM6ofYNRqDTYbaZR9yHTzCHkvBgFEpceE66Y+ge2e+wj6AmiKFJ0/L8ER2aycN3PhjWNuxBBJmPOVd+ntS6Xbr13I+umZG8gNCaboFADDod1yLqJGTG01Lza42eQsZo5V31/zME1ztFal0vpqXcIDE32yKzERxPEovWPolIHcGTLb7BZeyJBiqKIQV/P6b3/oqHyMAWHX0bfWoZfUAwLrv4pSVlXExo9bURhwseCIAikzbiewNAkmqqPUVe2z6OPZ2BIIovWP4rosNNY/hwav8YJGK2ERA9HdryIf9Dw0bOLjr9BUOjwH1i1bzBmk3ugJUEQ8PFdyonPnkQcZJcrOnkRav9Qt4WzDr2W5dd+l6aas64ypY+G5Ru/x5EdL7r13yUmsvn5x3Gcl1omIXU6B3a8icPhoFPXSltLnZtSevCzt6mvLnYLnf/ZW78lKCzOlfjc6XRScnoHyTO/6apjt5nR+IW6uX6ITifBEenoWofPOThWNL4NzL7yO15fZIufcmW/Mh/fMBavf4yKvI9cZr0KpZqQyKkc3/EHHPa+b0nyzAcwGtoxGXSusqXrH8Bs7KT49HZXWW2bLyqVmsIzfRF8VT5qomJTCAmLJiI6kYycRfgFaJm5cA2zF11NWGQcV224i6nZC5mz5Bpu+NKPCAmL5tb7HmH9Fx4gKT2HW+97hOlzrmDF1bdx632PEBIewxfv+wVrbriX9Kx53HrfI2TkLGJq9kIO7HiTmoqzHN37IQ67tCB4qSGKIiWn3h6+oge01J3ySj+eolCq0beUUV20Y0TtwpJu9iid14XUlh0nMvUWj+qe2f/MoMHqPo/4BUWP6TkTBIHKwgM01RZ6cVQSE8mEKqaiKGI2thOd7FnobE8oO/MegSEJYzIPVakDiZ9yBaVn3qPk1FteGxtAZPxsVD4B1Jf+i/j0/nmMtGEm6kv/RXtDAfPW/JiMebcN0Mvoaa49hUoT2G+n1GG3UnLsT4jmE4RoB1bmNH6hZC28i46mIo7t+AOn9zyFTK4kfeaNRCctYNqiu0nNuW7Co/leiFyuJGvBXcSmLqXw2Ouc2fe0R+18AyNZsvFxwmKm01b/X9Sawf3yvIkoiohOB3ZbN3abEbutG7OxBYfdgslQT3dnDXabkc72YkwGSWm+3DB362nXDb3oZLN2k7XgS24RqgeitT4Xm9U06IJT/NSV1JXtHbR9UuZajmz5NRZTn+91Y5OC3EPvuH3YBUHARxPglppErQnglq/+lMbaMleZTCbjzgd+w7F9H1FeeILr7+jzZRdFEY2vP8HJG1xldpuFmKQZBIX0uT0c2voMweEJbu0Of/orN8sRm9XIsR1/wClmDnpt3sLptFF25r1xMT8sPf3ugOVVRQ2Ex8/k9J6nXGVKlR9LNv6G2pJdLlcLQSZDVOaw/c3HaakrdtWNTZlJY1UeFpPBVRaZsYmImCR2ffya169jOELCornmlm8Sl5SBr18gpWePsf29F2ioKR2+scSkwEcTRNqMGzi2/Q+u9EajJXP+ncNX8jJJ09ah8QvD6fB8UUQmkxMRO5XD21/wuI2xqx2Hw+ZRTlFRFEnKutorgaAaKg665T++VAmNyiI6aeGYYp0ERa+jvuKU9wYlMaFMqGIqkOe1j3uXrpZDnzxGas51XlN0Zyz7GokZqyk6/l+3VemxEhAcz9KNv6Gl9hQ+6p7E707HKZqqXiIgOIHF1/6KsNhsr0fE1bdWUJn/CQHBCW59i6KIaD7JvKu+TOKUhRzZ8QKxsQOf2z8ohoj4Wcxd+UNmrngAX//wSZHEeTBylt7P9EX3UFnwKad2P+XacRgKhVLDnKu+j0yuQi4rIjCkC1F0YjG3YzG2YjXr0LXkYe5uQuPbgMN2nKhEX7p1W7Bbj6L2rael9t/4BbRi1G+npfbfRMQqaKn9N3bLYVSqSlpq/01gSBdd7R/TVv8GkQlqDB3b8PGpwT+wA6ftNJHxPihVdag1TcSmBOMf2E1ErLSSOtmxmLooPLkFi7mbxup8unTN2G1WnOftJJ6jtuwEc68aPnjO2SOvIYr92/frr2QPVmvioMcN+mA0AeE0VB4etE7Osq/RWOUejCQx+34cdqtb3swZizehVGloa6pwlbWZIikpOMqpw32++oIgEBmTRGRcqkvuOJ1OXv7bQ/jHrXHVMxl07P/kH0ybf62rrLmuiJxFN2GyJ7nKLCYdKdM3uMUNqCvdQ+Z8z/y3xkpMUiCzrvzOuPQdm7p00AlYa73I7Ku+T/6hl3A4enLAymRyopMXcnrvP131BEEgY+HD2GxmN1/g5Ru/S3n+HreASDprLIJMRnND1bhcz3AIgsC02cuZmr2QRStvorTgGOVFJy/KWCRGjiAITF/8VerL9o3YNPZ8KvI/GXUci9EiCAK+ARGc2vP3EbVr1wVhs3juX314+/M4hPThKwLHt/+BiLhZIxrPQJw9+m9a6nKpK92DrqX0ks8P3NFcREPFgVG3V6p8CdBGulmSSFw6TJhiKooi2vA0YlLGbsbbpatF31LG3FUPel2ZU6kDiU5eSMHhl736csvkCqKSFtDRVATOXKKTFrBw3c9QKNXjkqKlqeYEdrtpwJ3S/H2PkZS5hNDIZJQ+Gtbe+gi61hoK9j/utnNyqSKTK0jKupqU7A106+spOPLqsKukgkxGZMIcYtOW01xzksh4H2ymI6jU9UQnBRIcLhCbGoGPr5bgyCmofPxJyd5IUtbVRCXOZ/6ah4mIn8W0RXczf83D+AVFM3/Nw6TP2kRs2jLmr3mY0Kgscpbez7zVD+IXGMWsK75FQsYqopMXMW3R3QQEx5M+80bSZtyAb0AEqTkbCYuVAiJMdhwOOa2tAk67jcbqfOorT1NTepRtm39FfeUZ9n74Vz59/RH0bXWc2P1v6uuHf98DQxKHDQ5nMrSSlHU1cvnQeYz1bf5Und2C0zmwoqvxCyUsJpv8g32mujK5gtY2H7b+9zE3ORgZn8nu9/7kNklLmHEnoeGxGDr7VuuT0nOIjkt1/bumooDFKze5pSgpOP4Rc67o2zmxWc3s++jvNDT2WWB0tldTduY9opMXusqqCrcRHDGFlrrhFfexYrd1c3rvP8dtMU6QyTF3D24VUXm2lrj0Kyg+0efjq1IHsuDqn3D26L9d8lomV2Awx7Dr3T/Q3lTpqpsxZx1NNfluf6/4nDvo0rWy6+PXsNmsdOnbsZj7FiAmCj//IJatvZWUqWOfmEtMHGpfLSnZG8g7+DyVBZ+Mqo/Q6Gljir46WvyCogkIThhUFg5G9JQ7ObXvv8PWM3Xrmbn0VnwDh3fVsNtM+AZGDJrWyxNEUaSqcBvJ064hZ+l9pOZch7GrmYMfPXJJK6eJmWvH7NNsMIVxbNcrw1eUmHRMWB5TmXAWmVw5oE/NSCg89gYOm4lpi+72xhCH5PSefxCZMHdMCX8vBmajjtx9TzN39YP9lFJfVQ0a/2C3BPbn6O5so7urlc72BgT15TNZaK3LxWrpQhAEopIWTkhib2/y1A+1Uh7TSYy38vudo6pwG6FRWfhrY4esd3LnX9AErsBHEzpkPeiZwCDmkjztmkGf/7NHXiNtxvVu5sNqeQUhkclo/IJcZQ67jcrCA6ROX+Eqs1lM7HnzQe7+3h9QKNz9/GsqztLcUElw0npXWe6hd0jOXOrma9rWVIHKx4/mlj6rmrNH/82UWZtcljZOh53jO/5IWJx3XR4Gwz+oA41/GP5Bo4+wPhR1ZfsRRQc269C+xEmZcZz47E/MuuI7roms2dhB8YnN5Czty6nqsFsJ9GvGRxNIcHi8q/zQtueISZrhlpexq3YrSekz2LPldXzUvkydvoCDn73NtNnL6WhtpL66mNXXf5Vt7z5HcFg0qRmzObrvQ2YtXEN9dQktDVWsvv6rbH3nWSJikoiOT+P04e3MX7ERq8VEauZclMqhF03Ocf08uZTfb5IzkJzr6qiho7mY+PQrR+R/7XDY0LWUEBqV5e1hesSZfc+QveTeEc0F9A0fExqZTOLUhYPW+ezt3xGWsBG/oOhh+6s8u4WkzLXD1huKvIMvEBqV2c9qUBRFGisP0Vh1jJyl9yNXePYeTiZqS3YTFJY8puwdQf6thEQkueIXXGykPKaeMYE7pg7i0q8YdXuH3ULxif+RMn39hCilADnLvo7N2o2+tWL4ypOEppoTtNXnMm/NQ/2U0rMHfk1gcPSASin05C0Mj5mCvq0WLKcm/Yqb02H3aFUtLDabmJTFOBw2zuz7l1v+RgmJyUZDxSH8hlGERKeTxKyrPVJKodeMzT/cLQrvhWTOv4PyvI/cTOzMjmSOfvYS9RWnXWVyhRKL2cDJ83YQlD4aNtz6LXRt/Xf/jux5n8D4vgmYxdxNY1Wem1JafHoHVYUH3ZTSgsOvkD7zRpdSKooiFQWfTJhSajY209FcNG5KKUBkwhzCoqcPW6/ybC0p2RupKelTDNS+weQsvY8TO/98XnoZFZ3d4ex69/d06foiJi9YdQ8dLVU47DZXWUDcGtpMkUxb/l3S5t+Hw3cG8zc8il/MSuJybmf+hkfR2+OZv+FR0hd+DZl2Pgs2PIYqbClJs+9m3vpfoLPFMX/DoyTNvhuf8GXMveYRnL4zkcnkvP/vP9FQU0pNeYEX75jEZCIgOB6NXxinzvOF9gSZTEHZ6ffGaVTDExqdRX3ZvuErnkdg1DrkSh+3FE0XkpK1zCOl1KCro6OpeNh6g+Fw2Mjd/yzTFt49oCubIAhEJy8iZfp69K1lHqXVm2yEx82k+MTmMfWhb6+j4PhHXhqRxEQxIYqpUlVBYGjKqHeqRFEk/9BLRCcvHDI/qbcRBIH4KVfS1VHNka2/nbDzjhaHw0Z92T5iUpe6l9utBPq3sGzDdwgMGVpoCoLAnCvuIDlzKfn7HsNXWT2eQx4VVnMndsNh7IbDVOU+S3iYyRU5eCji0pYzY9nXaao6xv4PfnpZmC1LXF50ddT0RH8dRlYWnfgfMLKFI5MxmsTMNbQ1Dq4oJGVdTdEJd5O1mClfokvf7GYOmjV3PSmZS938TU3yKZQVnuTIng9cZXu3/pcbv/Qg8t5dPqfTSXn+Hlbd8lNXHbvNio/Gn8Doa1xl3Z2NOOwWt4TzpafeQuPnmSLuKU6nDafDRpeuDJVPNZFxKgwdnyAIBdjMx0nMWDN8J2NAkMnJO+hZYBVdq5qYlMUc/vRXbpGWM+bdTtXZra6FRLnCh6wlP0HXWkNne0+keUEQmLF4Ezvf+T31lWe8fyG9yGQyZHI5ipBFzFrzf+isMRTnH6E4/wiHd7+PyWgYvhOJS4rwuBnMXPEAufuf9XgR/9zc6mIRm7oUuVI9ojmAIAiofHw58Mk/Bjy+5/0/Y7QObeVyDlF0MH3xVzw+94WUnnqbhIzVw34ngsJSCI7MwKCvp65sHw778LmzJws+miCmzL7Zo7ndYIjKHKAnJ3buoXfdcnRLTF4mRDGtK91LcMSUUbVtrDxC7v5nyVl6/5i29MdCXPoKZl/5HcpzP/R6Shlv0VRzgvLcD5h1xbf77ZQW7H8clcqXkMgktzaN1fnkHnpnwP5kcjnX3vV7AKydBwZNOTGRGHR1hGj11Be9RnjMFDLnXsPVtz2GTK6g9PhfwHp6+E7o+XsuvOYRrJYuDn3yGF26iYnGKyExHHkHX0CuGD7gldNhQd828kiODVXdFBx6edDAJT6aILKX3Efxyb6VakEmA1UOH778oJsVhb82kt3v/dEtQFJ4+vXIZDJEUaTs7HGsFhMVDX1mVIe2PkOANtIlo0RR5OPX/g+TNc5VZreZaKvPI3vJva52ne1VRCcvwmLuM08dinORrxWKMuzWI3TrttJS8xrhsXJaal7Dbj2CQlFGR+PbhEVDUIgNQQCVJoi0GTeSMHUVOUvvw0cTNPzJxoBcrvTIH+0ctaXtpOZcT2tDnksm+/qHk5K9kYMf/dwtvUy3JYbtb/7abTJ21U0PY+xqx9Q9MYtyPhp/kud8BUXwQmITp7Dr41cpKzxB4ZmDk94iR8JzBEEga8FdNFYd9jgoUkdLyTiPamgCQxLdgoh5Qpcxisw517hFu4YeeSPI5B7Ji259A6Wn3x1VJF6zsYNDnzzGlNm3EBSa5FEbQRCYMutmYlKWcHzHnyg78/6Iz+spBl0d3foGDn70CIVDWOd4it1moeTk6HdNBUFAE7wCTcgVBIXGYjZ28sm/f8axna9SX3Ga2rITOEYQpVliYhh3xTQotJvZV313VLulne3VWC1dbhOUi4VCqSF+6lUUHvvPpFDSzkd0OmlvPEvajBvcyh12K/6aBq684Uf9lNL8Ix+gUKqRyRQ01ZzFbOr/MZHJ5UQnZRMQHEXt2RdISfNOXtWREuTfilIsQt+wFbVvECs3/djtevwDw9jwpd+SnLmU8hN/xdSxe9g+5XIlAdo45lz1fZx2K3kHnr8sQq1LXNokT7tmWH+g5pqTo97JEwQZkUl3YdDVDqoYyGRyHDYLrfW5rjKFUk3OopvoaO6L5iqXK1h9y8/Rt7r3FZJyLa/87WEQBJJm97ldtDaUkr3wRuJSZ7vKurvamDZ/o5tf6+k9/yAkqi8NjNNh59Tuv9NU03+1XxSdmAwNRCVo0Le8B85cEHNprf03EfEq5AoVsWnLmb74Huav/TH+QTHMX/tj0mfeRPyUK5i76ocEhaWQmLGamJQlKJRqNP5hE5oCKyRi6ojqd+mCUPtqObrtt677LpPJyVn2dZprjrsCvSlVvmSveJSy/N0Y9C299WSkTl/Bjjd/PeF5/qyqLKYu/iZO3xno2pqoLstj27vPo+8YeZ5IicmHXKFi6pxbqSrcSu7+Z4etb+5uw2a5eDvovgERZC/+KgZd3YjateuD2PL6I25lhSc+JXqKZylwOturyFowfGT2C7HbTDTXnGDWFcNb1AyEIAjMX/tjYtOWUXjsdXQt3knVJIoi7U2F1JcfoCz3fRQqXxatf5Qps2+h+MT/OLX7KVdU8ZESHJGONtyzCMdDIVeosDGF5hYfpsz/IcFxG2nX+dPeXElHcxXbN/+a3e8/ibGr3SUrJS4e4x78KDnrChZf+6sRv0iVBZ/icNhIzb52+MoTTGXBJxgNrWTOu+OiB9JpqjlBU9UxtwAY0KOs5u97jGUbvtNPKe3SNZF78G0Wr/s6AGZjJ5/+5+fMvfJLbpPGCzm28xXkChWBUeu8fh0XIjqdxMTC0c9eIiAoktkrPPcra2ssp6mmAB/fQFDN8KiNydBKVeE2wuNmEBSa7GZC6BqTKGKzGLBaulD7hqBrLkGmUKJQamitzyM0ehqtdWcw6OtIm3ED+QdfJDgiHU1ABPXlB0jN2diT3sOkJ3P+HRQceZXQqCwUKg1N1ceZMmsTFfkf43TaSZtxI0XHXicifhYfvXCrFPxoEuOt4Een9/yDaYvuHvDZO58DH/6MqOSvIgijX1dUqSrp0tWSMfeLAx4XRZHm2pMEBMW67eiZOnYToI0kccoCV1nJmc/oaKlm/sovu8q0qjrq2zT4BoQAPSvf77/4A66/5y+uQBTtzVWUnN5OWNImV7uWujNow1PddhO6OqqRyVVU5JcQFqNGdDqoKf6M5OkbaKw8jEKpIX3WTTjs1nHf4RwPjmz5DeHxI0994xfYhto3hIDgeNd3yGLSc2TLr1m84ZeuBQ6ruYvyU09xzR2/7kvf43DQVHuWirP76OpoZOHa+zi05RnCY6cSoI2kPH8POYtuoiT3M0zdOhasuofD258nNmUWGj8tTdX5ZM7dQG3ZcWQyOZlz17tFXPYUfVsdXXW7+NPP7pCCgkxyRiLnujpq6GyrJDJx7qDyzGLSIwiyCXXPuhCn08H+93/Mko2/GdlilPU0MUkz0PgFYTEZ+OztJ5gy/4fDNjN2NlFfcaDfJsJw6FrKyDv4PEs2/GpEQaYGw2G3UnT8deKnrsTXP3xUaRxt1m5sZgNnj75GaMz0QQM5delqsVm6qS/bS+b8O0d8rubaU9jMXcSmLRvxGEeC0+kgIszE6QNvEpsyi9b6Ehx2K/Ou+jIyhdLljjIWpOBHnjGuiml43Exx1RefJiRyZCvCoijSWp9LWIz3c3t6i8aqo6jUgQSFJo1L4nVPsFm7qSvbR2LGmn7muzJ7PnGps1H7uu9y5h/5AN/AUJIzFruVi6KIqVvH8V2vsfjqryG/ILLmOaqKDyOXK9EbQlH7ar1+TQ67hbBQE/s++huzl982pKI8FKIocubgW0QnZuOwWTHaPDMD17dVUnj0NaYvuof8wy/jFxBJePwsKgs+JWHKVXR3NmDubic15zrqyw/gFxSNf1AMRkNLbxh6GzKZ0jVB9sbzK0XlndwEhCSIWQu+RNaCu6gu3E5QaDL+2hiMhla0Yak4nXYUCh8UKr9BnwdRFDm95ylmrnhgyHNZzZ3YrEaaa0e3An0+2jATGv9w1L7BAx63WQwc+vRXLN34GzfT2+ay112LWueoLTtBeMwUfDT+A3VFR0s1crnSzcf90NZnCY7biELZY7ps6m7j5M4/s3jDL1117DYzu9/6PgvX/Yza0j2ExWYTEpk5ab8Lo6G55iTdXWGjausf2E5V4TbmrPyB6550tldjNXcSHDkVubxPjnfUvs+0edei8deO6lxOpxPR6cBut2IxdaHxDULXVovdZkEmV3B0x4tMX3A98WlzB/1+DIY0YZv8jHQBzqCr48y+f7Fo/WMDvq+6llKaqo8zdc4XvDnMEdPeVIRvQOSI5zN1Z19kwZp7sRg7Uao01DcM/wif2fc0U2Z/YUTn0rWUYreZCYnMGFNqmYHQt1WSu+9pZl/5XY9dCgz6eizGDsrOvE/m/Ns9drHraC7GYbegaykjZfoGj69FdDo5uesvzL7qex7V9yYGXR2pU8LZ//FTRCVOZ8biTcM3GgJJznnGuCqmfoFR4l0/OzviSURV4TaUKl+v5DwdT7o6qjm5868s2vDoqPwFxkJTzQlqi3cyZ+UP+h0rOvQEC9fc12+n1GY1c3Lv68xfOXhU45b6EmrLT5A1dwM+6oGvydjVzo63fsOqm39KvZdSkTnsVrpbd9BQlcvqm3+K0mfoXSPP+7VxZMeLhMdMITZlltfGO5FIiunkJiJ+lnjjN7eAIGDQ1fXuZPaYN4VGZdFYeRiDvp4ps24m//DLhEZloVT50lh1lCmzb6Yi/2MQRWaseGDYVfsjW39LcOT1KJRjlzei00Fd6T9YeM0vUKp8B6zjsFtorj1FdNICt/Lasy+wbMN3XLtkoijy3vPf5erbftlvMaw0dxe61hrmXtln6nb0s5eZufQLVFdZXO11LSX4BkRekrueY6HszHvY7cmo1AMvEAyHf1AHat9g/LV9frpdHTWc2fsvFq1/9Lz0Mjpaq95mxcbxm+A5nU72f/wUFlMnKzZ+H4XKszzd0oRt8jMayxBRFKnI+wiNf2i/6LFOh53yvA9GvHs4HpzY+Wcy5t42onzFocFdFJ3aSltjGVMXPDhsfaOhBZvZQFDY0Kmhzqeh4hC1pXuYu/KHXtkpHQhRFDF2NXFm39PMWvEt1H4h/es4nZhNHZSdfgcEGdMW3j3qxcGWujO01J4ifsqV+AfFenRdBn09ougkQBs3qnN6A9F8gujEHPwCRx+AT5JznjGuimlE3Czx5u+O3MQt/9BLZC24y2ur4t0t22ltLCUx+2te6e98HHYrrfVncDpsA4btHg8MujqMhhbCY2f02yntbvuMGYs29cvbVHD0QxwOO9kLr/foHHs//BsqtR8LVg0eOa6p5iyn9v+PpJyvuXY9PMVoaMHRfYLEqYs4tPVpEtIXjNoczFP2vP9nBJmcmKlfGrdzjAeSYjq58XYe06Eoz/0QQe6ZebonhMfKsVm6CY4Y3I+n+ORm1JpgEjJWucp85OV0tteTNbcvN6mhsxVdSzWxKbPcTEYriw6SnLnEVaZvr+fMgbfc3sOi42/gHxQ77uZak5HKgk/QtcoICht9TkcfdTVN1ceZdcW3XWX61nKcTjtBYaluCx7Vec+w6OqvodaMnwlljyl4IUc/e4kZS24hLCp1yJ1aacI2+RmtnBNFkaLj/yV52rp+i041xbuIn3KFl0Y4eiwmPXWle0nJ3jCidj7ycjR+WnSd/ZW5Czm27fdMX/LVQS1ULqS6cDvhcTPR+I/OmmKkmI06ujvr6WytJGnaOgRBwGLSY7V0kbvvGdJm3khE3Eyvna+p5gSlJ99i3pqHUPoEDDnft5q7OL3nH8xb85DXzj9SFGIhBl0z0+aP3r1QknOeMb7Bj0ahVzZUHiY5a51XlFKn04HNcIj49HlcecODtNe8i7/au1tmcoWKiPg5tDUUYDS0jHukwabq4xQcebWfUgrQUPwqiekL+imlNqt5QKXUajFis5gGPM+yDd9i2vyNnDn4tivlwIVExmcy76ovE+DbhEZZNWCdc1hMeoL8Wyk5+kdE8wnk9kIiYqcSFBrLutt/xbT5146rUgqwfON3Wbzu65g79lBb8LwrgqWExKVAyck3SchY6dU+W+ocGDsbKTn19qB1psy6maDwNLeI5BZHCpFxmZTl9QUa8w8MQyZXcHDL066yj179MXGps12yymY101RT4BYoxGG3og1P/1wqpQBx6VeQMWfemPqwmBNImX4t7U19AY2CwlIAOPTxozidDld5eNKNFBz9cEznGw5BEIiMz2TDXU8QnzaH47tfY+e7f8DY1e6WS1Xi8kcQBDLm3kp741kOf/ort0A4DRUHLuLI+vDRBKGNSKeubGT5Pi2OFI+UUofdStrMGzxWSuvK9mM0tHislNptJnxVNXTUvj/qOajaV0toVBZqvxDOHn2NkpNvkrv/WTR+oSze8JhXlVKAyPjZLNn4OBaTjv3v/x+tdbmD1lWpA0idcd1FDTxqcaYSlzbnop3/88SEpIsZCeVn3kczAnOKoajOfZqgkFiCwxMQBIHZK26nsuggsXHevWxBEJi++B7M3e0c+uSxcVF4HA4bpaffwTcgnHmrH+q3U1pf9DIrrvv+gNF3T+59o59SardZ2L35R8hNuchNA+e18w8MY+qstRzb9cqgCmxIRCJR8dMozd2Jw3jUVW426uhu3YGvqobq/Gdpr/0AbVgca279BWnZV5I1bwMxyTPGXRm9ELlcwbT51zJ94Q2EBnfRWvWWK4qlhMRkRRRFWhvyqClp9XrfVmsScvnQkYD9AqM4vuOPOOx9yeU7OkMoPPkpdltftNyYpBz8A8NxOhwY9C1kzL4alU+fmfCud/9AeMyUvh1Vp4MDH/6McC9Pei4l7DZLv9yxo6G9WYFBV+8WETU4YgrZS++jvbHANanT+IcRGHk1H7z0IIe3v0Bl4UG2vPEotWUnOLHndQ588k+6O9s4sed1KgoP0NpQSsmZz+jSNdNYnU9DVd6IJ79L1z/Aldf/kC59M1ve+AWN1fm0Nw+9mClxeRGdvJBpC++mtT4XY1czAOmzxuaz502CI6ZQU7xjXDYXTu76K2q/4ZVMURTJ3f8s4bE5gwamuxCLSU/+vl/hHxRBSGQyank52sD2UY81OnkhWfPvJH3WJuau+uGwwfjGSkBwAks2/prA0CSObf8DTdXHBqyn9PEn/9CL4zqWoZDLlRz4ZGTphSRGx6RSTLs7G5m7+sEx75b6qetoqfgfKzf9mOjE6a5yuVzBglVfoaJgH+Un/uq2iuwNQiKnMn3RV9C1lI44BPlg2CwGWutzKTmxmcDQZAKCE/rdn66mLUybt7Ff2y5dM76BoW7RMgFMBh2Wln3c/Z3fk5Ixm7On9tOQP/DEyEftx1U3PkRt+Qk+evXHWMzd/erI5HKWX/sd0nNWUnT4dzSXv0FosIGQiCQi4zK58vofsvSab6JQ+ky4IjoYoZHJhEWnEZcyG7nzLIItV8qr52UEQdgsCILH0asEQZgtCMJ9giCsEgRhkyAIq4Zv9fmgs62S+Wt+PG79C/IZHNny60ETsCuUamZf9T26Oxv72ggCUxc8RPGpbTgdfbI0Z/FN7HrvjxQc+4j0nKtc5Q2VuSy79ju06/rM+TrbKslaeNeEpmeZbPhogvAN8DyX6VA4HOmkz9pEfXnfTtQ5v6yj237rKhNkMrKW/ISwxJtwyLNInfVtTPYkNMFLCYhYSV2dA6c8HZ3en9paC40NZkTRSWdHI821Z2lvruTDVx6mtuzEiMYXGZfBNXc8TmR8FiWnt7Pv46cuaQVVknEjw18bS0jEFE7u+itWcye6llLam4ou9rCAHnm24OqfUV+2z6v9iqJIYEjCsAGPRFGkueY4IVGZHkcqNnY2oQ3o4OrbfkmANoKUrKVEJ+WQd/hdDM1bvTD6iUEQBFTqAOZc9X1EUaS6cDut9XludQK0cWOKRO8NQqNScE6ydJHjSa+Muk8QhCcEQdgmCIJHK0ljlXOTQ0vo5dSuv6HyGZvfS2ysQG3pceavHNw3MnPOOuav+goK51mMBu/mLAoIjkcbnkrugWfpaC4edT9GQwvd+gZO7vorSp8AMubd1s+UwmG3UnzkD8xaftuAO6V5h98ZMPru0U9/RfKUmah81MhkMq6+6X4WrbyJ09ufQOMcOOl1cuYSVmz8Pu1NFZQXDCy4BUHgmjseZ9Ha+4lKmEZc6ux+ZsWTjdiUmaRkLe3ZdS58ibj4kUW9E0URh92CydCKzWqkW9+AvrUCu81Me+NZOturMejraao+hqm7jcaqoziMx4iJFrHo9qISSvGRl6Nv+Jiw0G70DR/TXvMuIdpO6otexmk6Pk5XPj4IgpAiCMLTgiA8AawChrdz6m0H/FgUxWdEUdwuiuKbwP0jmfRdzuQdfIGqoqZxPUfGvNuHNGXz18bSWp9LeW6fGaggCIREpbDvo7+51V22/lvMXt6X4snY1c7RnS9TV9v3UW+pPU1741lCo0bvW3k5IAjCmAM+iWLffW2oNGAx6Sg63rfYGBaTzYzl36SudO+AC3CCTIZMJkelDsQ3MBK5wofgiHQCQxIJ0MYRk7KEllYNct+5+EesQdcZQsaChwiJSGL/x//gs7efGNHCniAILFh9D0uv+SbOUeY4vFhIMm5sKH38Wbzhl+hay2msOkpX++RZmBAEgaaa43R6cUwlJzeTPuvmIes4HXYOffIoQaEpxKYu9ajf8FAjpSf+Tmh0Gr7+fSbCcrmCFRu/R87iTdQWPA+WU2MZ/oQiyGREJc4jNn0FzbUn0bdWuOVbTc25jsaqo0P0ML5kzLqatgbv5H+d7PQqoSd65dVDwM3AE4IgDBnpyxtybtIopnabiZTsa0cdeUwURapyn6Y0dydzr7xzWIUoKDSWmKQZVJ15loSEoc3YRopCqWHhukfw0WjJP/jiiD7YVnMXVWe3Unj03yh9/Jm/9v8ICk3qV090OsF6mgWr7um3C9lQmUtkfBaL1t7vVm4y6KjPf4O7vvUE/oHuvg4ymYwNX/wO1WX5qO1FA47ZPyicqIRptDaU0FhTcFn5CqXnXMXyjd+lqugQ+ft+SVhoN6XHnqS5/A1UQgmlx55E5sinrfptSo79ibDQbkqO/Yn2mndRyyvR1X9CcKAOmaMIpzmX+HglKlkNwUEGoqNlBGutJCT6Ehfv37NzLFcQEByFX0AogcHRxKbMQu0bRHLmUqbMXE2ANpLZy28ncerCi31rRoQoiuWiKN7fK8hGYk/0EPD0BWW/AZ7w2uAuUZwOO6k5G4e1JGlrOEJN8duj3vlva5QRGJLQEyV4EFKmr8cvKAq7rc+0v9scy4I191JVdMhVpvTRoFD2yFVRFOnubCVtzrfd+mqqPkrytGtGNdbLjcbKw2Nqf3TLfVjNur4CIZvUnOuoyOv7W/poglD4+HF6zz/GdC7XKWQyGhrlRKXfTnT67TTXFvLBSz+ipvTYiJ7BsOg0r4xnopBk3NgRBIGIuJlEJy0gPH7WxR6OGzlLv4bDbvGKBZXFpKezvXpI2W23mWhvOkvmvDsHjIg7EBplFYbOFq798h8GzZ4gCALLN34PQZAh2HIxdbeN6houBnK5kqz5d+IXFE1N8WfUFO/CZjHg4xtM2Zn3L9q4amtt5B1576Kdf4IJEUWx/Nw/RFHU0SPDhpNXY5Zz4xuVdwRR3E7u+qtbRMGRYDV3ohLKCYtOIyg0dsTtq4oO0VCVS1jSzV7Pj1dfvh+5Qk1YbI5bTrkLcTodHNv2BEFhKUydc+uQfTrsVgr2P866Ox7vJ5QKjn2ErrWGxVf3j0B8esfvWH3dPf2U0gspOLWPY3s/ZMmNTwx6P8zGTj5+7f9Ycs0DRMZlDNnfxcLpdKJrrWHfh39l2oLrSJ22/GIPaVR4GsltskXlFQShDLhfFMXtHtTtAOacLwgFQdACHaIoTuqklQHB8WLG3NvIWngXBYdeRhueSkBIIm31ucRPWYlBVwuCQGTCHLr1Daj9QlH6+PdMGDz4057c+ReCIm4Ysq4oihQe/SNRSasxddUSk7p+0LrD0dH0FjOWf3NQeSU6nex97yEWb/ilWzTuosO/Y9HarxEcHu9W/8Tu/+CvjUTu2/e45R98kayFX76s8pGOhY7mEnStI4tsfj7d+krMxh6/vdDo+a5yh+0YKp8At4jKDoeNiryPSM25zuv3XxRFEpPUHPjkH9jtVq68/kceWc1cqtEqPy8yDiY2+vjFprpoBw6bheTpY1s462guITA0aVBZajHpOfzpr5i3+iGPAx1FRtrY/9HfWf2Fn3vsGmU0dLD7vT9xxXU/oK7eO/nVJ5rc/c/gsFtJn3kTSh9/j82dvY2vqsbNRXAkXCpyrnfXs4weeXViuPIL2o5Zzk2KHVN9azn+o8xPlJziT+nxvxGVMH1USilA4tSFhMdMQRvQY47pTWJSlhASlcH+935Ml6623/H2pkL2v/8T2hvPMm/Njz1SSn19all+7Xf7KaWlubtInLKwn1JqMujI3/Nnbrjzh8MqpQBZM5dy+zcep6tmC+3lHwxYR+0byHX3/BmVjy8n974x6fwzzxx8m49eeZiAoAiuvfsPJGcuZcsbj5J35OKttkkMTK+w054vyMC1QsdkN3WTyQMJj7+DljoH4fF3oFQvorsrDIXPXJrrrLQ1WkEUsdvMNFYdobnmJLUluzm69bfoWko5ufMvHP/sT+jbKjmy9bdUnt1Ced5HHNnyG/RtlQgyxbATCbutm5TpXyY4Ygah0QvobB+931Zw5E2UnXl30KBggkzGrCu/g761zK08dfa3MRnasdv6AiQ5HHaCIxLdlNLWulx8fLWX5ORovKgp3onDPvqgebqWXPyCkjDoK3A6+/5ucuVcIhPnUXr6nb4yuRLfgAiKT/y3Jx926R5sFgPNtafQt1ViMekx6OqwWY3YbSYcDpvH8l0QBKqrLMRl3UPCtHtprM7jw5cforbshNtz8XnjUpdxnzcSpq7Ex1c7pnmN2aij9NTbgyqlxs4mujqqmb/2Jx4rpRb9PjqaK1n7xV+MKF6Hr38w627/Jd1dbeTu/jnBgR0et50sZC+5j5ylX6Ol7jT5B1+4aOMoPPHJZe9n2iunfgeUX3BI2/vfC8sB78m5SbFjWl++n5iUJSPuXyEWYuxqJ3POutEMrx+d7Q1s2/wrVt38E1rbxp7A/nzsNjOd7VXYLF1EJsyl7Mx7tNbnMnfVj5DJVR5N0np2Sn/FVTc+TGBItNuxsrzdNNWeHXCntOrky8xbtqGfUnpo57ukZc0hOCwG+SCr2od2vkvK1Jm0mSMHNRmpLjlKU00Bc1bccVF9Sm1WM3s++DMhkclMn7cRpU//aHJtjeU0Vuej8dOSMu3SSE/h6SqbIAifAp4mPVMD58+EnxFF8ZmRjm2Y8Xi0m9ArrI4PtJomCIIIrPZkR+JiMZKd6pHSI5/FYYM+FB59kqlzvo0gkyOKTs4e/h1T5nwbhdJ3yHaDoQ0zU1e2l+mLBvfVb6w8QmdHFVPO858K8m/h+O5/s/bWR3A6HLz/4veZvuwXLhcNU3cbupZSopMWjGpclyslp97CaonBN2B0C7QtdftR+QQTFJZFXdlH+PrHEhw503XcYtxPeGw2odHTXGWiKNLRXIy5u5WwmGzqy/ejVPmjCQinsfIIkQlzaK3Po0tXw5RZN1N8YjPpszYN6FoyHMmpAex+/08ALFn3DZQqjds3byQ7CSOQc5KM8yKh0dPEW38wsnQqlzIWk568A88xZ+UPRtW+s70KhUKNb2D/wGbd+gZO7HyShdc8glLl2VwzJgZyD73N/JV3j2o857DbrJi6dZzY82+i029HrvAZU3+fNzobPyFhygJCI5NH3PZSlXPnjekJYJUoigPmzfGWnLvoimlz7Sk6mgqH3SkciPqil1m6/lteXXm326zoWmtoqStCFTRyZXkoRFHk7JFX8A2MIjJ+zogSJzvsVgL9mlGp/QmJSHQ7VnD0QxKnLsIvMNSt3GTQcWLbb7njG4/3u0fH9n2Ew+EgMiaJbe8+z50P/Bq1ZmAB2dHayFsv/ZYNX/w2RmFwf6Dd7z9JcHgiOYtu9Pi6vEFLfQlHP3uJhWvuQ6X2wz9w6PsqiiJnDr5FdGI2DpuV6KTsCRrp6BiJMJtMfF4mbeOpmHqC02mnpWYPkYl9EXDtNiPd+koCQzNHLR9jU4Jorc8jJmXxoHVKTr5J2syb3M6hDWxHofTBbOzEYbNgsie5jh348OfMWfmDMQf7udywmjux28w01QwcFXk4HHYzVosOjV8UoijSUPEJ0UlrEc6LdhwSYaO1Po/UnP4R3D0dY08gt+PIZHLSZ25CJh95sDiNopKTe19n7pVfIjAkBl//YEnGTXIZB+AfFCOu2PQkSZlrL/ZQJoyi4/8lNWfjiFOmWEx6Co/+mxnLv9HvWGt9HoIgoA1PR67wLL5JY8m/iU7KISXLs8BIntDWWE5DdR4xSTPo0Gu91u/ljtPpQOvfSnjslBG3vVTlHLjMcSu4wEz3gjpekXMX3ZRX5eNP+syR57JSUszMpbd63RxMoVQRFp2KqVuHRlHpVRNVQRDIWnAXSZlrR6yUFux/fECltKEqD11bbT+l1GG3YWk7wA13/qjfPfrsw5fJnnslC1ZsJCk9hy9/9/c01pax59PXB7ze4LAo7vnBk2h8Azjz2e9xDGLit2Lj94iMy6T49HbMxk6Pr2+0lJz5jL0f/hW5QsXqW35GSETisEop9PwdZizeRGhkCpVFBynL242pWz/u45WQGA8ayj8mIuFKtzKF0he7rZu60tGbrteV66k6u2XIoBnpszZxctdfsFkMrjJdZwiHtz1Ha32Jm1LaUnua+Wv/T1JKB8Bs1FFVuG3U7Z1OOw3lnwI98i0m5RoqC/6NvrXAVae9WYnFpBt1EBSVOpCQyAwy591OWGwOXbpaDn/6+IiizwuCgNmRTObi/8NgjuXojhfZ99HfRzUeiYlFrgwmJnkxhcded+XEvdyZOucLlJwaeUC52pJdpM24oV+50dBCed6HhERmeqSUiqJIWIiBqIRpXlVKoSf1yfT5G6kpPUrlae8ERPs8IAgyju165WIP42KwGbh5MKXUm4xsudPLtNbn0lqfhzZ85FH5Tu59nY13/3EcRtXD7BW3YTLoOPLGI6TP+x5q3+F9M8cDh92Cn089V974IEEhMW7H8g6/R1TCtAF9Sve/91O+8r0/olC4+zcU5x/BLyAYH3WfiZ9SqSIpPQd9RzO1FWfRhkYREOQeHU4QBIKCw5mz5Bo6W/YRkzCFDqv7eAAi4zPxCwzjs7efYO0XH0U+whX14XDYbZza91/CY6cilytZcs0Do86NKlcoWbT2PgD2vP9nBJmcZRu+5c3hjhhRFHE6HQgIWK3G3vyO3jUrH45eP4HNI2iyvTdC5WjR9Z5Xe84X4QJGny38MsdhN2HsqhlwgS40eh7GrjrMxhbUvuGj6j884Ut0tVfjo9EOmms0Y84XqS7aQWrOda6ylFnfdhtTZ3sVVUXbCI+bMapxXO74BUXjHxSLfeA1v2FRqvwJCE51K0uadidt9Yew24wuk25NwJW0NxZisxrGtPN1LsXPnJU/wNzdRt6B5xFFJ9MXf9XjxWJBEIjLumfUYxgLkowbHXXlOsJiplN0/A0y5t02fIPLgODwdMrzPiQ1+1qP6ltMejT+4fgFubtbVZ7dgm9AJPPXPOxRP06ng5Ijf8Bn0U2kTl8x4nF7yozFm3A6nRQc+xCToYPgOO8HRbucEASBtOyrhq84CfCWnOs14X3Cg91OXW/9Mcm5i2rKW5b7AUlZVw8ZrXYgoiLtOJ12ArTeSUo+FEZDB+3NlSiUPnSbRxdcabSITid5e3/B8o3f77dT2qVrJu/wuy7F6hxmYycqayFRcan9fEq3vvMsc5ZcQ2jE4NdhNHTyv+d/yeJVNzNl2vwB6zidTt555XdEx6cTlTl4fq7y/L2UF+zliut/6EodMVpMBh0n9vyHtOwrsVlNxKV6P1aEw2Hn7PGPaakrYsGqezhz8C18NAGERadRcPRDps5aS1PtWTpaqli09n4ObXmGkMhkwqLTKD61jax511JTepSujkYWrr2PQ1ueITx2KgHaSMrz95CzeBMlZ3Zg6taxYNU9HN72HNGJ2ajUflQVHWL28ttcochnLLmFMwfeJCZ5Jv/6+apL8ivxeYlYeTFNeY1dtah9I5ENGkHXwdkjv2Pq3O8iV4zMHO0cAVo9tSW7mbnim4PWMXe3U3l2Kxlz+7tkOJ0OOpoK0YanSf5MQ1B25j1kitHLtYbKrUQnrelXXnzi70QnryUgON1VZuneS9rMGxBkCmQeBNfyhG59AxZzJ0XH32DK7JtHlJ/2qR9qJ/U7PhifFxkH/eVca+1/SJ9106g2Fi412psK8fWP8Cidy8ldfyN95o34a/vmWRaTnvK8D8mcd7tH53PYLWiUNfgHhRMcnuBRG2NXOxr/4DG9y1XFh1GpfJEplBhM0cM3+Jxi1e8nLm0uAdqIEbW7FE15BUG4Dyj31NXAG3LOI8W01254Lj2RmLSAzpNBDqWYtjcVYrMYiEwYeZTj/L2PseHLvx/1TtlIcTqd7H7/T0QnTEcZsGhCzumwWxBsecSnz0OtcQ+LnXf4PfyCwknOcPf9Mho62P/OT7jzm7/G1z/Q7VhzQxUVxadZsGJ4/yJRFDGbuvn0rX+x/pYHUPkMnMbAYjbx2YcvEZN186AvaGtDGTaLEUEuJyre84nKOdqbKuloqaJT10jS1MX9UlGMB50djWh8gzAa2lGp/VH7Bl7UFcRLUZjBiCdtm4H/9iZjPle2CnhIFMXV4zjM88cwKjl3sRRTUXRSdOxJMuYNHZzDbGzusbwIHP27Ex4rR3TaCQgefJKUu/8Z0mfd3M+65NTup4ifeuWIFJXPI0e2/Ibw+DtG3b7k5FOkz+q/eCCKTjrbCvHxDUPt2yenVT7VNFQeJGX6BmqKd2I1d5Ex7zbOHn6VsJhs/LQxBIenjzgtg9PpwGYxUHj03wDkLPv6sPLzc6KYXnQZ13tOr8g5p9OOSlWJNjyNgODx/y5fTMzGDk7t/jsL1/1syHo2qxFzd6ubnMzd/yxhMdlEJ3uWk1x0Osnd8whXXP9Dj5VSh8PO/o+fQqH0YcGqe5ArRrbZ49aX3cb+T/5BWvaVGMwxI944+jzgIyujo6WK7IX9zbWH4lKby/XKp/YBUsYgDu5nOmY5N6xm1zuIH4ui+Iwoitt7T3b/WMObl5x8i7CYkQediU9Qkjl3/YQppQAymYwrr/8h6Tkrqcl/Dod9dAEqRkLp8b8QGpXaTym1Wc2YjfoBlVI/Krn967/sp5R++tbTGDrb+ymliUFtdOn776wLgoDG15+lq2/hxIFPB6wD4KPWsOLq22kp/YBwv9YB64RFpxIRn0nh8U+orzjtsa9GdfERWhvKyD/6PrEps5i19AsTopQCBAZHofTREBQai8YvSDJr8TKCIGgFQTguCML5zuUPAT++oOr9veUTMaZRyzmruYOSk09h7m6i5ORT1JV9RFvDUUpO/oPO9mIqC/5Dee5LWM0d1Jd/gr61AGNXHZ3tRdhtRmyWTpxO24jHbLcaiEndMGw9tW8Exq4a6ss/GfE5ztFca+fMvmcxdw9uiZO95D7qyw9gMfX5azsddiIT50pKqQdkLbxrTO3jpwwcq0EQZASGTKUy7xUM+gpXudWSQGj0F9C3+REYuoGw2C/SWi8SHn8HgnwGPupAzuz9F10d1TRUHvZYdstkcnw0QcxY/g2yFnyJ1vpcDnz4c9oa8iddWrHxYjLKuN5xeW0+J5MpsNvTqC8/QN6B570/2EmE2jeYaYvuHtY/O//gC9AbQV0URQz6ekKisjxWSk2GVmxdB7n2y3/wWCktPLmFI9ufZ/m132Hx1V/j1P7/8dnbvxt1ShO5Qsnya79DROxUCvb9CsF6ZlT9XM6Y7EnEp8272MMYV3qVSS2gEwQh5dyPnoW48t464yLnht0xFQThaWDz+StqvULsieG038F2TA26OhQq31H5bdYXvXJR/QDbmiqoLTvOtHkbqao0eb1/h92CoWUHM5fc0i/1St7h9xBFkeyF17uVm7r17Hv7x9z+9V/2M9/t0rdTlHuQuUvXu5Wruk9TmH+GswW5zJg1j7gZg5vkfvrW08hkMtbccO+gdY7v/5ii3EPM3/DYoIsGFnM3n7z2f1x5w4MD5px1Ohw01xfRUleM3WYmZ/Emr/uoXopcSqtsvSYbP6ZHoN0HnAC2A9vOyZDzors9dH5Y815BOJuelfwU4MRERaoci5wbbsdUFJ047GYEmQJTVx0yuRKnw4pBV442PJvm2r3YrQaiklZRV/o+QWHTEZ12OtsLiUu/gbrS95ErfQmLXUxz9U5CIuciinbaG0+QNvO+Qc97IS11+wmLWTRs6pnBsFm7CIsSCI7MGHSxxtzdTt7BF5i76ofYrEaObPkNS6795ajO93njyNbfEhZ726gXwspzXyAh49ZBUwQ5nXa6O6uQy31GlJbG6bQhcBaZXIFMkBMWNwNf/5H5LIuiiNNh5dSep1Ao1GQvvd/NZ/lS2jG9VGVc7/nHRc7FpmipKtxGUtZaj9OfXGqIosi+9x5mybWPDxqNuursVhIz1+B0Ojiy5XFSsjcSETfTo/5T0gLZ8vojXHHDj/ptSAyGvq2O1sYyUqctdyvv0jXR2liGw2YhLfvKQVoPT49y3Uze4fcIiFg5oqCdlzvFR37Putt/NaI2l8pc7pzp7SCHy0VRTD2vntflnCeK6ajthQdTTA9+/AvmrX4YhXJgE9HBCPRrprr4MHOuGL25k7fY8vovSJ1+BYJ6llf7rT37AtkLb+znU2qzmCg+vZ1p890d8E0GHWpnKVFxqfj5u0e73PL2M0THpZIzf6VbeWJQG8/+4098+d4HUKl86DYY+Oj9zUxb/tV+fbjO093Fsf0fMzV7IRHRiYPWKT17DB+1L4qQgU2eLebunmid3TrSsq/A4bBTV34SbWgc+z76G5lz15Oc6d00PZc6l4owu5QZi5ybSFNeh8MKogObpRNBpsBHEzp8o/MoPPpH0md/C7l8dD7ffgGtNNccZ/rirw5aR3Q6qSrcito3BP/gOPyD+gdJk+hP8Yn/gTANpU/g8JUHoLlmNwHB6Wj8B7/fTqeNoqNPkjTtS2j8o0Z8DnN3ExbjYZKnrUPXUkr81JWDBsUadAwOOy11pynPfZ+pc24lKCyFfz0cKcm4CWA85ZzZ2ILZsI9ZV3zbW8OddHQ0F6P08R9QphUcfpn0WTcjk8lpbyxE7RfisYmzn7qOurITI5rbHtr2HD5qf2YtGzjVoiiKnNr/P+JSZqPxD/YoY8FgmLr1nD6wmczZ62hp85OsyICupi3MWHLziO6FNJfzjCGXznu3bbUX2hKfi7Y0GvMPURRJzb5uxEopgNHQzuwVnjmPjzdrbn2EwJBonKbjXjFPctgt1J19kRUbv9dPKc07/B6n9v+vn1Jqt1nZ9+5PiIpN6adQdupaiU/O7KeUqrpP8+6b/+G+b/4AlaonEImfvz+rrr6WkkOvEq6oHnB8Gr8AFqy4jsO738No6BzwmjV+AUyfcwWVJWfQquoGTCvjo/YjNmUmNquJw9uepzR3J/q2Onw0AVxz568lpVRiwhkPOTdeyOUq5AoNar/IESulAAkZt6JvzRv1+bu7wtCGp+N0OgatI8hkGA0tyORKSSkdAbFpy3E4Ru8moo2YOey3SCZTMnXu97BbOzEZGkZ8DrVfJEHhG2lrkqNQ+dJQcZDik5vpbK/yuA+ZXEFkwhwWrX+U4IipnNz9txGPQ2LkjLecU/uGo424gYLDL1NXtm8sXU1agiOmUJn/CQZ9vVu50+nA2NmMXOHDgQ9/jto/1GOlNDnFn8qz+5m17Ise1RdFkZIzn5E1d8OgSin0uGTNWvoFAoKj2PvBXyjN3eVR/wOh8Qti4eqv0tnRQO7unxOfIPmdJk5dSGPV6L+lEoMznE2Xdpjj/UKUCYJwnyAIxwRBONatb8DY1ex2/Oi2JwiLzRnZKAGNopKmmoIRr9Q4HHYaqvKoLTuBsct7EdkFQSAidioqtR81+c96Nha7hbaGfFrqzmA1d7kdMzRvZ/oAjtSd7Q0EBEcx7yp3/yOjoQNz026+8r0/4hegdTu25e1nKMo9SNasZW7liUFtHNy7k/XXbcJk7KaoIJfiwnzMZhMhIWFcv+k29u/ZwY43HhlwgqPyUXPtrd+mpqKAl//6ICajoV8dQRBYc8O9OOw2dr7xXQJklQPei8w561iw+h6mzlxN2vQraKkvprE6H4d95L523kDWfQpd1ccY9C3UlB6nua4Ip2Pwyfd4I4oi+rY6akqPX7QxfI7QDnN8SDlnNjZjtVzcPLgOh5Wu9mL0bWex27oHrecbEItC6UdT1eDR0ofDZkvhyJbH3XxJ3Y5bu4mInYlMrsRu8767w0iwmPS01J6mvfEsDsfFkS3nMBlaaa49RUdzyYCKvcnQgkpVO+r+HXYTbfUHh60nyBTIFRpKTz1Na/1hyk4/R3nuCzjsJo8XWQVBhtWSiNWSCGRRV7qX9qZCik9uxm4zez5oQWDKrMHdSCS8inaY48PKuaFkyznU/ldit5no6qjxuk+xzdpNa11PmsGLJVumzr2V2pLdbrKlofIw0xbdTU3xZyze8EsCtJ6ZytsMhziy4wUWrrm3n+vWYOz94C8oVGoCg/ssHoaat6g1Aay7/ZekZC3j0//8nKbaQs8v9gLi0+Zy3VeepL25ksoz/+z3NzjnV9tcewp9a8VF9SkXRZHO9iqaa0/Rpav1+lgaG2WcPfGxR3WdTict9SVePf/lzJCmvL0raMcHMvEQBEEEVg9lNxwUliJOX3QPASEJpExbj91upvT0Ox6HzD4ff00DYVGpI4o2pm+v59CWZ6go3E9K1jKaa4uYt/LLTJmxyqumCKIocmjrM6RMWzFoiG1dSxnleR8QoI1DJleib6sgNnUpYTHZlB7/C1ff9st+vpl5h9+jS9fULyWMKIrse+tBNt39435KaV1VEaIoEpeU4VauMpzikw/e5p6vf5fCglwO7N1JfEISTqeT+rpqll+1ltS0qQDodR2czT9DeGQU8rCBTXK7u3S0NtfS0drAzAUDu6bYbFa6dK2cPLSVpNl3D3jPy/J2U1V8mLDoNGwWI50dDcxc+gWPHf/HgiiKdFZ/SqA2jOaGKjp1LRTlHSEqJhmbIpr2xnKmL7qB0Ihk2psr0YbGYdA3E+TTSmrGHM6e3odfQDABQSFUFp8hJXM2NeUFdHa0MG/5tezfvpnwqAT8ArQUnj7AvGUbOH10B92dHazc+BW2v/c8iWnZqNQaSvKOsGztFzmy533sNis+aj9OHtpCWtZcNj//uGT+MY6MVc75BsaLCVM3ERiSSWjMwgk3c+rWV9FYtQONfxSCTIGxs5bQ6LlowwdfAKzMf43ErNtG7W9qNXfg699G/BR3/6WWujPUFO0gMDQZUXTS1VFNUtbVhERmDNLT+FFXtp/m6mMEhqVgtxoxdjWRNuOGCY8gKooiVWc/paO5lKCwFCwmHVZzJ1Nm34LGr2/X22YxoG+toEuvHd15nA50rXkERwyeK9bptNNYsQWruQNNQCwWYysgEp2yHnN3A/VlHxKVvBZf/9hRmRT7B3UgOh001xwnKmnBkAEObVYjJSffxOmwsfvtH0gybpzxhpyLn7JpWNlyDh91NVWF21m47udekYmTSbaUnnmf2qIdxGeswmLUUXJyMyFRmSxc9zOUPv4e9REeZqK59qzHPqB2m5Vju15h/lV3u5RYURQpOPohzfVFhEWlYeruwNytZ/YVdwxouuuw26g4ux/o2fFTqkZuuXiO9qZKLGYD3Z0tCOrZOB12Ss+8g8nQRmBIAsbOJkREps6+xeN74i3Oly1+QdF0ddSiUgeSPvNG5IqxpS48H21gO6GRyUPWMRo6OL7rNVQ+vvz371+V5JwHjGtkGR9NEDlL76f4xP9orj2JydA8KqXUz6eWqqIjRMZ5LoCcTien928mOimHK274ET5qP84ceJuqokMEhcQQlTBtxOMYDEEQmL/qHk7tfYPMuetpaHCf7DnsFsrzPiB91ibXSprFpCf/0Ev4aTpYuOa+fkppfcVpYpJmEBKZ5FZuNHTQXv4xX/rWb/sJ+63vPEtQSGS/6Luxvo3sO5bPnfd8Hb2ug0P7d3HjLXegDe5ZIG1taeKDd/5LTEwcGl8/grTBzF2whDdefY4N14fTLqb0G59fgBa/AC3VZfnUVJwlMia5X1oZpVJFSHgMMQnpdNVuRROxHKVPXy7F9qZK6ipOseSab+Kj7gmY0NpQyun9m1l+7Xc9XkEcKXabhebid4hL6gnikpIxG5lcTldnO197+B+cPryNqdkL2fr2s1SceJ2sWx7A2tZIdHAIBrkVk0mGIJMRoA3Dz1+Lf2AwCanTCAwKJTVjNk6nA78ALUtW3YxKpUahVJGaMQeFUkVsUobrXt563yOuMc1ZvA6AG+78IXnHd9HR1sTP/vzhhEaflhgdSlUgiZm3UVvyLhr/aPyCkibs3A6HlcaqHcSkXOPyGbRZu6gpeguNf+yg5r5J0+6gpuhNYtOvQyYbuVmWSh2MNlzL2SOvkTm/xy/KbOygtngnWQvucuX7M3Y2UXj8dQKC4yc0KEpnezWt9blMX/JV13n1reWUnXmPnGVfH7Ff5Fhoq8/D2NVMztL7XZOi5pqTlOd+QNaCu1xyXOnjT0v9GdR+y4fqblAEmZxufcWQimlH00kQZK5FCVEUaWs4TGvdPqKT1zJ17ncBqCp4HadoJzZ1AwqVv8fPiEHfE3xP7b8Cg64UURRpqj5G+syb8NG4u5vUFO/ELzCKhIwJy5QiMQaUqkASMm4eVracw2JOYM5V36emaAeh0dPwCxp9XszJJlsMujrkKg2p2ddSX76fyIQ5qP1CkSs9yxXdUvE/OhsDhjTFvZBjO18mfcYqt3lRfcVpunSNLFv/bVeu+JrSY+QefJuFa+7tN0eUK5SkZV9BW1MF2zc/zpov/HzUqWVCIpMQRZHcg2+DYQftHQoEQUbOkvsQZD2ypa50D1WF20ibMbK0KmPlfNkiCAKi00l53ofUle0jYepVXjvP8V2vsurmnw45T8s7/B5xaXP6ZdKQGJzhZr06cDnHD8SwtrEyuYLo5EXUle9H11I2stH10lCVy+zlt42ojb6tjs72Hj+Ac0pPzuIbiU2Zzfsv/pAuXfNQzUeMXK5gzhV3UFl4gPKTf3MzG9C1lBKgjXMz71CofDG0nUKhVPfzKS04+iFVxYf6KaUAZUefZ86Sdf0ETsGpfSy88oZ+SqnalMvfn/w1V6y8GpXKh7KSItKmZKENDuHA3s946s+/JSAwiPjEZCrKS/vGp1Bwx91fQ6/XsfmpbxBgH9j8Y9maLxASHsMrf3uYqtLcAetkzljCjPmrOL7lcToqP3KVN1TlkpA+3/X3AQiLTkPjp6W9uXLAvsaCxdyN2HmM6tOvEZeUQVJ6DjMXrkEQBKpK88icsQSVyod5yzYQqA3jprsfJjQiDo1fIHOXricyNpnUzDlMn70Cja8/U6bNJzZxCkHB4cSnZOEXoCU0IpbwqAQUCiVBweFo/AJQqnzwUWuQy+UeKZpVpXlMm71cUkonDh2MTc7JFWq04Tl0dUysuY5RX4nGP8otkI1SFUBgaMawYwmJmkt9mWemSAPR2iAgig6X6WZ741lCorPcktD7BkYSFJpCR/PE3pf2xnwi42e7TViDwlJQaYLoah/Yj368aGvMJyppodtKfXjcTGyWbixG98CHYx2byVA35PGujhJCoua6dsoFQSA4cjbdnVU4zzN1Tsz6IsnT7sRq7qD05D8x6MoxG1s8HodcoUZkeo+iKmRg7m7jxM4/01h1FOjZ6WlvOktM6lIpkMrEoYOxyTlPZcs56sp1WK0J5B9+eUi/9OGYbLLF1y+UxRt6oo231ucx/+qfeixbBFsumXPXe6yUmgw6tv73MRauubff7lxDVS7JmUtdSilAXOocrGbDkK5roZHJrLv9l9SWHefDlx/CaBgsAOsw1yII5Cy+iZxFN1J+6kV81V0Isj7ZEp28EF1rGQ67dVT9j4aBZIsgkxGbupT2xgKvnis2eRb6tsHdL8ymLgz6JhLTF3j1vJc74xqVVxCEFuBcVIQwYOBkl59vpPsyMNJ96aNVFMWrL/YgLmckOTfuSPdlYKT70oMk4yYASc6NO9J96Y90T/qQ5JwHeGLKu52+fDTnmNtbPiSiKLqSnQmCcEwUxbkjHuFljnRfBka6LxITjCTnxhHpvgyMdF8kJhhJzo0j0n3pj3RPJEaKJ7aCD9GTTPp87u8tl5CQkLgckOSchITE5Y4k5yQkJCY1w+6YiqJYLgjCQ4IgPEjPKlsK8LQoiifGfXQSEhISE4Ak5yQkJC53JDknISEx2fEoKm9vCPFhTT2G4Zkxtr9cke7LwEj3RWJCkeTcuCLdl4GR7ovEhCLJuXFFui/9ke6JxIgYNviRhISEhISEhISEhISEhMR4IuWjkJCQkJCQkJCQkJCQkLioSIqphISEhISEhISEhISExEXFIx/ToRAEYTY94cbLAS2g6/VhGJd2lwqCIGwCQoBUesKzPy2K4pvDtEkBNgNPA8foCUywmsskOMFYru9yf14kJjeSnBsYSc71R5JzEpcqkpwbGEnO9UeScxLjhiiKo/7R8yBuvqBsMzB7PNpdKj9gE5By3r+1QBnwoAf3pQzoAERg2+VyT8ZyfZf78yL9JvdPknODXp8k57x4fZf78yL9JvdPknODXp8k57x4fZf78yL9xv4bW+OelZJVF5TNBraNR7tL5QfcN0DZJkAcpl3K5fxyjvb6LvfnRfpN7p8k5wa9PknOefH6LvfnRfpN7p8k5wa9PknOefH6LvfnRfqN/TdWH9Nb6NmKP59yYNU4tZv09Jo3PN1rqnA+J3qPX1guMTyX7fMicUkgybkLkOTcuHDZPi8SlwSSnLsASc6NC5ft8yLhHUatmPa+sFpRFN0eMFEUdb3HB3xhR9vuUqH3un5H/xdP2/vfC8v7IQiCVhCE2b336rJjJNd3uT8vEpMbSc4NjCTnhkeScxKXCpKcGxhJzg2PJOckvM1Ydky1wxwP8XK7SwZRFB8696KdxxeAEwOUX8gXOM8pXBCEzYIgaL0+yIvHSK9vqGNwGTwvEpMa7TDHJTnnjiTnepDknMSlhHaY45Kcc0eScz1Ick7C60jpYiaA3hf1PuDmoer1riL9RhTF7aIo6sSeyGbbgGfHf5Tjz+V+fRISn2ckOdfD5X59EhKfZyQ518Plfn0SFw9JMZ0YNgM3X2i+MBADrMBtBzZdLqtsl/v1SUh8jpHkXC+X+/VJSHyOkeRcL5f79UlcHMaimOrAtXo0EO1ebndJIgjCE8ATome5wO4boPjc/bjk/RNGeX263rbaQY5fVs+LxKRDB5KcGw5JzvUhyTmJSxAdSHJuOCQ514ck5yTGC0EUxdE3FoQOYM75K0e9D1yHKIqCt9tdavS+uOUeCrFzOaFSB7ovQLAH/gyTlrFc3+fleZGYnEhybmgkOdeHJOckLlUkOTc0kpzrQ5JzEuPJWE15t9OTf+h85vaWj0e7SwZBEFYBx84XYoIgpAwWuaz3Jb1/APOQW/DMyX5SM8bru+yfF4lJjSTnBkGSc+5Ick7iEkaSc4MgyTl3JDknMZ6MVTF9CPjxBWX395YDrlDSxwVB2DSSdpcyvUJMC+jOCa9eAeZ6kQe5L+3nC7reVaT7gXsnbvTjyrDX93l8XiQmPZKcGwBJzg2KJOckLkUkOTcAkpwbFEnOSYwLYzLlBddLO5uecNEp9KyWnL+qpAUqgIdEUXzG03aXKueZMgxEuSiKqefVG+i+bKLPPj+VHn+GYZ3sLxWGu77P2/MicWkgyTl3JDk3NJKck7gUkeScO5KcGxpJzkmMB2NWTCUkJCQkJCQkJCQkJCQkxoKULkZCQkJCQkJCQkJCQkLioiIpphISEhISEhISEhISEhIXFUkxlZCQkJCQkJCQkJCQkLioSIqphISEhISEhISEhISExEVFUkwlJCQkJCQkJCQkJCQkLiqSYiohISEhISEhISEhISFxUZEUUwkJCQkJCQkJCQkJCYmLiqSYSkhISEhISEhISEhISFxUJMVUQkJCQkJCQkJCQkJC4qIiKaYSEhISEhISEhISEhISF5X/B9u8Zz/XA44cAAAAAElFTkSuQmCC", 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" ] @@ -239,7 +237,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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EtkiShDcoT1Qf9vjQ5FhxrQcOYs+p1gLgzYnKBOjyBrHpsqkI3b7geVU6/Ilb212mEhQ8XVRMYzDI2x8fp0CtZt2dDeNPvIYsKnawqNjB7p4hfn+6g3+/ah4qRb7k7PWGWaNmTbrwQIPTSlKU+JufvoVNp+FL82opXjg1+7Q3s9W32mqVPInE+AMvQXMo1AhEcg79SJKkH11s/I3AlObpVcxYJv2PH76PxZZyNUqShHukX5anZ4ieoqg4G0U5NDggk8fm6PX0DVBeWpz5AgRDYVTdJ3DmlMnqHhyhMse92bP/AEUWI6q0JRdLJHEHwxRbs4ErJ/cck9UsHA5FsGjVmbqPoiRxaEcLxddxjt50EhNF3hwe5na7jTmrb5y6lSeG3Lze3Mk3F9fL/t55rk/iSZGmUS/vt/bwyKxKjBo1C9dcvXqzuVxniu+K3+Aco1H6acOVBaGtO3TwkCRJF/Q5C4KwFDgkSdJ59yoIggRsliRp69Wad7WY0iVvIh7l2L7svUcjIT778LeyMa+//EuZ/NpLv5DJv371TZn829ffkn3gz+z8kBOtXbIxP/9gh0z+2edHUOTMaRkcZddZeamzl061y+RXT3cQT4oZeTAYYY9XHlBzK6NRKHiquBijQsn/emcvb3089e6oq8GCIjv/ce1CbFoN/3tfIz8/fpbTo14+bu/DNcb6z3PtUSsVLCyy8x/WLKDBaePwwCjf//V7nNxzjGj8yqyYseTz+i4bD4AgCLaLnHdd5Phk510VplTpCYJAYWk2/SCZTJyXslBTN0smz6yXu8vm1s+UyfMb5AEpWo2aOdXZgBNJkliak74AsKiyBEVOIINCEFg0JmhlQZFdJtfZzJmwa4DOg53MM94YOXrTiVml4jvlFSwymfib1z7nzY+PjT/pGqNWKjBqVPz5qnl8beFMaqwmig06vNE4vzrZyt/tPUl/IMxrpzvpGFOvNc+15dH6Kp5bMpukJPG9H7/B6X1Xf7GVV3wTIx2I4mHMHtw5ZXaxYJTJzrtaTO3mhiDgKMwqJDGZpLAkRwkmEjiL5MrHZJZX89fptDJZPSZ6csjtlZUf6xkapaJIvg861hPSPeqlqiAbEToaCGHXacbMkU8aiEUp1eZdmxdDIQh8vbQMi1LFbz84wp7tp8efdJ2gUylZVOyg1mbiK/Nn8Ber51Ns1LGk2JEqs9Xex9/tPUm3L8ivT7ZyZNCVD4q5xlRZjPzNbYsQEPh3P3yVPrf/ql4/b/VNmK3A0jHHlqePT8W8K2ZqLT0xjHukPyO7Rvro6zqTkSPhAKcb5Su1Y4flOXiHjslLGR05IS83dqSlQyYfb+0mnhNwIkkShzv7ZWP2t/eizilYfWjPMYIxuavk+JDcwj7qD6DLKX0WSCZ4eXCQd0aGSeYfgEBqoTDTYGCFxcJOj5tDnzUTSLeBudFQCAJ1djPzCm3cVVvGX6yeT6XFyN215UiSROOIh7/fd5ID/SO82dLFto5+4kkxrwynEUEQKDLq+PNV8+g/eYafvLaV+FXOzcwrvnF5HvjLMceeSx8HUhacIAiHBEF44nLmTRVTGshSM2uB9N/+5RMstlTTTr/XRTQSwlmcir6MRSPoo41UVmXdke2tZ6jNKUMWObuTuuqsddjR3SMrS+Y6uoPqkmzJsSG3D4tRhy4dcCKKIj0HDlLhyDZA7Rpj6bUdbEStEDLuTEmS6PWHqMgpS7Z/+2lKtFmrc5fHg12tQq9QIgEtoRCbHQ6Ut2BKw8Vwx+O8NDTIJruDuzbNu9a3M2UEYwlOj3qptBgzXSAsWjWeSIwN1SWYNWrZnnKeqaHF5eNQ/wgPzKyketnVryI0zYEu130gyznSNTOXkkourwMO5waipN2W7cDzuZGf482bKqbU0otGwsSi2XSC3s5m3KNyy+9sS9YNFomE2b9HHoTy/tbtMvntD+W/k5c+2SOTX3znk4zCAzh4uo2mfnlaxK/3yK3LX51sRZdTnaXdE+BA/6j8PkblskmlpFKro1avp06vp1qnozUc5nOP56o0PL0ZsKvV/FF5BXV6PX/x+x28v+XEtb6lKcGoUbGstIAio46/WD2fh2ZVsq6iiDkFVkQJ/ulgEy8ebeH0qJd3znQzHIqMf9E8l029w8KX5tWxp3eI5198naQojj/pMsi7PC+MJElbJUn6gSRJr6b/3TrmvEeSJPvYVIfx5k0VUxy9GUOpzO7B+b2jCDkLmHBQ7oePRiIIY3KokqLcXaEc00dPp5aHyluN8ny8kdOnqXVmg1REUcJm0MnGGNUqWe7WaCR6Xh1O45jXdccTssaxDUYj9QYDVpWKd0dHGI7F8q6uNCpB4LsVFVhVKl589yD7P7tx9vsmi0qhYHaBFbtOw79ZMZdvLa5npt3MTLuFQCzObxvb+MHekwyHImzvHMAduf7LvN0o3FNXzr9dMZfPPj3Av/7+Y0Tx6n4P84rvxmZqm8iabVgd2Ry72QvWoNNnXYZFZTVUNWTdjFqdjk05ZchEUeTR+7LNYwHu3Xi7XF4tL2i9cdl8mVxhtzCzOBvY4g1HeHixPAJ0bbm8G7dFo2ZGTp+9UDzBOqtVNuZMOMQGuzziE2CBycQCk4mTgQC/HRzgm2XlGBSKW7KSSy6CIFCp0+FUq1NW82enmb92Jgb1rVPWTaVQ0OBMfY5qbanPVywpYlCrODXiIRRPcHTQxTPz6hgKRWgosMo8EHkmjk6lZElxarth385DxJMit29cedWufzMntd/sTKml5/OMyKyd/Z+9hdedLeLs69hK65nsqr+3p4uD+3Zn5HAoxHtbtsmu+dq7H8rkVz7dK5Nf/2y/TB7bM+9wZz9dLnm+3futPTL53bM9sr25My4f7RG5S+ph56U7d883mfg3lVX4kwn+saebllDokuNvFfRKJV8oKkKBwH99czd7tp++pS1ijVLByjIn6yqK2JwOmCk16XGFo7zR3MmxQRd/t/ckjcMe+gPhvOv8MllYZGeW3cLJYTevv7djSlyeeW4spnSZrdHoZO5IZ0klRpMtI9sdTizWrGwwGKmpnSG7xti2QssWyS25NfPqZfK6BXIr7vZ6eb++YotJ1i1dFCVuq5RbemsrimSWWeDUIHNyWgolJYn3Rkb4epm8xdGFKNFo+bOKSkKiyM/7+1hiNrPIZB533s1OkUbDn1RUEkwm+fNXdnBfQQGbN80ff+ItgEIQ2FRTmpEXFtmJiSLbOwdoHPbw9Nxaft/Uzu2VJcwttKHPW4OXRKkQ+NK8OgD+9hfvUGsz89XHNo4za+Lkrb4biym19BRKuU4VBAGtLqs84vEYen1WjoTD6HLlSEjWVT0WixMfU4XBG5RbUCMe+T5h/xj5eM+grJnsmaFRNGP2EXv98k7cp4JB7Dn34UskqNLJ9wUvhSAIGJVK/qCkFLUgsM/r5VQwn/QMqb3SP6uoxK5S8w9v72MgEB5/0i2GIAholUruqSvn362aR7nZwHeXNVBtNbK3d4i/23uSPn+IHx5u5mD/yC1tOY/Hv1kxlxWlTn771qfs23Fo/AmXQd7quzGYUksvEpY/2E8d/ZyFKzZl5OamkxSXZJPXe7o6sDsKMvLoyDCBoWwB6lA4TGdPr+yaje09PH5H1lff3C0vaH12TL7d2G4LB/aeoC4naEWUJDq9cqXXFY2gyrH8opLICouFy0UhCMw1mkhKEp+4XZiUKk4GA5RptJiUSrqiERYYTbRHwiQkiflGE03BIIUaDWpBYDQep06vpzcaRSFAhVZHbzSKPR1QExKTlGi0jMbjqAUBi0qFL5HAkLa2k5KEUakkJoooBAF1+j0JXNsu6QpBoEij4W5HAW98epL5JhPL19fnLZhLoFYqcBp03Fldyp3VKavw2fl19PhCHB5wsaWjj4dnVVJqMpxXeOFWp9Skx6kv46Wmdsx7j1G9pAHjVSo8kbf6rn+mNE+vasY86R9fyqYH9Ha2UF6ddUdqQ8dxOotQp1MMXK4RtBodRlNKCYWCAQpCbdjT/fTi8QQen4/CglRgiiRJBBr3UJYTndk34pbJvQcOUGrLuhP7PX6Z3LzvBA69JhO9GUuK+GNxCvTZnLxDnzVTmJMG8fbwMCutFko08moxl0tCkhiIRdEKClSCgDuRoEijZigWJyqKVOl0tIXDWNNKbSgWY5bBwJlQCBGJWXoDxwMBSrVa4pJIXzTKcrOFfT4fakFgjtHIAZ+PWQY93kSC7kiUzQ4HH4yOYlEpmW0w8rnHw1Kzmf5YlL5olIedhbw9MkyhRkO5Rku5TnvF7/Ny6YtGeX14iC+XlLDgtlm3fBDQZJEkiV+caCUuijxaXyUroJ4nxWAwzI+OtPClebWsWL/sql77ChXfDZOnd6Mxpe7NUMAnk/fveFsmb/ngLVmKwu4d2/D5PBm5//CHnGnryMidPT2yrumhcISXtmYDXwB+9v52mfzTnUcuKf/qZKssXeHwwChNIx7ZmLfGtD+q1espVF/5ylAlCFRodRRqNNjVaur0ekxKFXV6PQ1GI0alkgUmE1U6HVU6HcstFqwqFcstFlZarNjVau6w26k3GJhnNLHZUYBdrebeggI2ORyUa7U8WljIPKOJtVYbTxcX41CrebakhIechdQbDHy9rIzFZjP3FTj5Rlk5hRoN3ygr52FnIXONRj5xuRiJxwhPYxfyMq2W71ZUEhcl/vyVHXy27dS0vfbNhCAIfG3hTL61uB5/NM4/HWzijMvH6VFv3gWaptio569vW0S5ycD/74evcnTXkfEnTZB8Xt/1ydQ2kR0TKSUm5ftxoiiiysl1E0URnS673yZKIiZTNsUhmRQpsNsycjwep7xQnjZQZJenFuRadYCsMgtApUVeRDouirJ0haQoUaGV7991RSK3ROUVvVLJsyWlKBH4WX8/JwPTuw9ZqNHwpxWV2FQq/ucbe/JJ3VdAnd3Mv181n5l2My0uH7882cpZt4/RfGcJAPRqFd9bPZ9gPMFv3vyUyFXs4JBXfNcXU6r0TFZ54ed1m5+SyRtzcvIAFi1didWWVWJ11VVUl2cjJO02K3NnZ0uUKZUKVjZkuzAkkyKr5sq7MoztptBQKk81GJuErlEqKDVlg2lGwpHzuiv0x26tB4VdreaPKypoMBp5obeHxmkMwlEKAna1mkcKnby//RQfbT1JdBqtzpsNQRB4eFYlX10wE6NazStNHbR7/Gzr6CdxlcP5bzR0KiVznTbmFdr4x5c/oudw01W7dt7qu36YUqXn98pLd21/71cy+b03X5HJH77zmmz/ZvuuvXj92ejLk03NdHRnc+p6BwY53JLtgxcIR/jsiNwV9uGJszJ5S2OrTN7RNSiTd3UPyeRtO04TSMoLWD8yTo7ezYpSEPhWWTlqQcEOj5vh2PRVETEpVdxpt2NSKvnPr++iZdfZvIvuCik16fnO0tnUWE2YNGpeb+5iX98wLS7f+JNvYqqtJr61uJ6jQy7+/IVXCUav3uc8r/iuPVMavZmbngAwo0G+Ubxg8fIx8jKZ0pszawbWnCjJyvIyLOasZeawWrHNyBajVimVrF8k79d3Vzo/5xz3zJdbgptr5bl299SVy+RqnQ5HTrqCN5lgu8fNk2NaIt0qKASBeoOBCq2WN4eHuaegAJNSiVYxpeunDJU6HX9SUUlnJMIPX9nBk0XFrNkwZ/yJeS6KIAisLHOyssxJMJbgvdYe1AoFe3qHeHBmJRatevyL3ISsqyhiabGDpv0n2dE1wJ9+8R5Zd5bJMl0Rnhqjlqo1teMPvBSHDl6dm7mOmPCTShCEJwRB+F7654l0hexLkpuIDqk9u1yiEXlOVjAoTxXoHxxClxNK3D80JE8abz4o657s9gdw+bKut0gsRsewR3bNEz1yy+7YmJSGA/0jMnmPz5sJ+QcIJJPMMeSbyRqUSp4pKSEpSbzY10t7eHrz66p1Or5bUYlZqeS/vLYrvzd1lTBqVDzVUEOtzcTaiiL29A6xtb2Pnd2Dt2Q1GL1axQy7mXWVxezdcYhtn+y7atfOuzyvDRNSeoIgfA9wpCth/yB9+IXx5gUDHtqaj5BIpHqqtTfLI6PONMtdka0tch9689k2WUWXto4uyPni9Q67iOT0a3P5g/jD2WCHQDiKKyR/GPeNSVYfDsqDI1xjHp7+hHz/KJhMYlOp2O/zstvroSsSuancbJIk0RuNstvrYZ/XO64Ls0ij4bsVlZRrtfxDd9e0lltTpXMRnygqYtuOJt76+Dix5KX3pZKiRNOIl63tfezqGbrpCj1HEkmODIyypb2Pg/0jhK8gIKPGauKeunLurC5FkqDHH+KfDzbR5QuOP3mK8EXj7OkdZkt7HyeH3cTH+XtfLeodFuY5bXR4Avz0tU+uahHrXMU3ODjIli1brtq185zPuHl6giDUAS9IkrQ555gNWD5eK4iK2gbpiT/8SyKhABsf/Coe1yBFpdmyYPrISYpLsu7FocEBiopLMrKi9yAlRTm98kZGcdismYjPeMsB9FoN+rQ1GAhHSCZFrOlAlGgsjrfxBM60LEkSg74gJdasi7Rp73FKTNmI0YFAWCaPzdH7+85OijUa5pqMaAUFZ8IhrCoVd9rsN3w+mSRJ7PZ66Y/FqDfoSUrQHArSYDROqHRaMq0wTwWDrLBYKFBPr1usIxxmq9vFV0pKmbm27ry/Rzwp8npzJwD1BVZ80RinRjzcU1tOnf3GLw3ni8b5fVM7JSY9lWYj/cEwnd4AT8ypkeWdXgneaIw2T4Bef5BQPMnDsyqnrSh2jy/IO2e7me2w4tBrafP4CcYTPDmnZtoLc//8+Fl0KiV/9NTd4w+eIEc6+9nrmMuyZcu48847r/hhsrDIIb3/9LgOuUtS+c+v3JJ5ei8AsoiTdH+kcXsf6XRG7rj3GWyOYk4f381n7/9adv7NV34jk19/+Zcy+devvimTf/X712UPsnd2HWLYk91039d4llMd2UCX9v4htp/uyMiBaIyX98k7sf+2sU0m/2aM/HZOjl5ETKJWCDxSWMgys4X5JhMPOQvxJZJ0RW/8cPrBWIy+WJRHnE4WmswsMZt5yFnIiUAAf2J8i0EpCFTpdNxms7Ld7WYgFiU2jRGBNXo93ywrpy0c5s9f2cGRHS2y8yeG3WiUSp5qqGFJsYM7qkp4eFYVWzr6SF7l9jPXgl09g8x12nhwZiWLih3cW1fOylInO7oGrtprWLUalhQ7Uq9RZMcdifL9PSc4MeQef/IVIEkSWzv6ubu2nI01pSwudvBYfRVOvY5DA6PjX+Aq87WFM1lfWczbH3zOZ9v2jz9hHEKxONua2nla0cedd955Fe4wz8WYiNJbDhyEVKfbtOU3YQRBYObcZfR1nUEzJrDFbJHn1OWWIANwOuQ5eIXOApm702o0YDZkrTKDToPTml2xq5RKKuzZQJikKFFfIn+NsSv8+jF5fHU5tUD7ojG8iQSWnNxClSBQb9DTFbnx95S6o1Fm6PWoc4JSjEolVTodPdGJvz+TUsUXiopISvBCb++0RnlCqrfhdysqUAB/89rnhNIuvjaPn0VFcou83GxAr1IxdBPkALZ5Aiwskn9n5hfa6fQGp2Q/bnaBlVKTgX+3ch42nYY3mjv54eFmwonkVXf5e6NxosmkrGSgIAgsKrLTNmbLYrooNxtYV1FE47CbY7uP0nMFUa8dIx4qHVYcRn1+n2+KuWT0ZtqNaUv//wlgK1AnCMILpFq/eybyIvFYFJVKzby198qOr1or7423ZPlqmbxs0QKZvHCuPEqvtqwIQ06gi9Nqxm7JfikMOi1FOcnnCkE4L1m9cExDWeuYGnyGHAWgEgRCF9hDiImSrDbnjYpSgPgFLJ6YKE0qGb9cq+VPKyvpj0b53eAAXywqnjYXsEpQYFcreLSwiE+2n6JGp0dVrCU65u8nSRKxZMqCv9FRKYTz9jTjoohCIVx5TatLoFYqqLQYqbQYcYWjBGNx/vHYGeYV2phbYMNp0F1xBKhKIZAUJUQp9Tk9RzQpyhZp041CSHVwCMTivPLhLqqtRpx6HavWL0V7Gb0i1UoF0Ql4U/JcOeN9Ws5ZdXXplu4eSZIOA1uAFy80QRCEbwuCcFAQhIM+zzCJRJzGIzupnrWAXVt+Lxu75QN5WbJtH78nkz/c9pl8/Gefy+Sdx5oI51gRJ9u6Gczpldcz7OLsYDY6MxCJcaSzX3aNfb3yEmMHx0RvnsxJxC7TaqnT6+jJ6a0XTCY5HQoyQy/v2H4jMkNv4Gw4hDfnyzcYizEQi1J9GV0lxlKq1bLIZKI9EiE6zQnQBWo184wmfj3Qj+vMMAf6R4jkBCedGPagVSmv2p7XtaShwMbu3qGMVSdJErt7hphTYJ22xYZDr8Vp0PH8mgU8OLOShCTx65Ot9PiC/Ovh0+eV+JsoJo2aQoOOgwPZLhLxpMi+vmHmFFjHmT31mDRqvrZwZiroB/jbX75L455j7N4+sZD/WqcdVyBM65ho8jxXn4kuRTxj5K3AK4Ig2MZae5Ik/Qj4EUBJxQzp3Zf+kdLKWcyYs4ygX36ZpSvWyOTlq2+Tybevlnc63rB2lUxev6gBfU6QyeJZNZkgFoCakkJK/Vl/v82oY/2Y/nr3z6yQyQ/NqpTJm3NcripBICyKfObx4FCr0AgK+mJRlpjMFGlu/Er2VpWKFRYrb48MU6rRkpQkhuMx7rDZrzgPb67RhDse5597uvlaadm0BrmoBIE/Lq9gJBbj3ZYBfhaPU20x4YvFCcYTPFZfdcMHIQGsKS/k3bPd/PTYGcrNRgaDYXQqJY/WV40/eYqod1gyWwbPzKuj3RNgV88Qn3cP8vTcWuw6zXnelYtxT105rzd3csblo0CvpdMbpNZmOs+le61ZWGRnYZGdcCLJnt5hXB/uIpYU2bRxBVb9hRePKqWCx5c38NrBJoosRr713DTf9C3EeErPk/5XFt0hSZIn/ZBYTkoBXhC1RsvGB7+KxeYEIOiXdyx3jcqtqqEBeVugzp5eVi1bnJHPdnSyYsmijHymu5+6siK0mtQDtGNgmKpiJ460i3PI7cUz6qU8va/nj0Q53jPIzOJsebRd6ZXwObZ3DTArZ1/vc4+HZ0qyEaWLTGZus1npjUaJixJrrFZZHt+NTr3BQJVOm2pfhMBGrf2quY/sajV/XF7BUDzGaDxOvcEw/qSrhCAIFGq1zDDoCfT6qa4swaBWUm01obgJFB6kXGSPza5mIBBmNBxlUZGdUpP+ulHoVq2Gxenv3tryQpKSxC9PtJKUJO6oKsEXjbG42CErAJ+LRavmqwtm0OULEoglWFVWiOM6ttD1KiVfmJNaZLd7/Pzrq1vZVFPKSCjKvXevOe/vUumw8iebVpzX/izP1eWSSk+SpLb0H8Z2kSFtFzkOgFZryCg8gO62RuCJjNzRdkY2vqtDfrmxvfN6+uRRaAMuD8kcd5nHH5QVnA5FYwRy8rCSSQnvmIAF35gSQ6ExeU3xMRvyWoUClaCgWnfjuzMvhk6hZIZ+ahSSXqmkUqHjd4MDJCWJBuP0JvrfbrMjSRI/29HICouFqk3zr0ITl+uLEpNelnZzPSIIAipB4OuLUrV0Q/EEe3xBTo962ds7jEmj5umGmvMUgyAIVFtNF7rkdU2tzcxzS2aTEEU6PAE+2bqPxhEPhQYdX3r4jsz7VCuVzC5xjnO1PFfCRPL0XgG2pN2W544tBT6RJOmSfoWZDculv/9ltoKBa7gPR2E2L88QPSXLyxsvT29gaFgmh07tpcBqQpW2tNz+IDqNOpO3FwxHiZ1pyrgUYokk3nCEQnP2QXtq73FKcx4Qvf4Q5ebsA3/v9tOUabOryZ/09fKNMnmpsjyTw59I8N7oCE9PY4DLOcLJJIOxGL5kgr1eH3fa7ZwMBihUa/jivYuveWPdW50+f4hwIsmrpzu4rbKYIoOOKqvxpuoHmBBFmkd9mLVqXj7VzvLSAiwaDTUL61n0n/81n6c3RUzEb/V8+ieXv7zAsXH5+A157MvYvLyx8q9eeeOS8iuf7iGQU4Fl++FG2vqyBaMbO3rY15q1FkcDId45Ks/d+t2YvLyXT7XL5A9H5TlAd49Jq8gzecwqFQtNJhqDQRLS9Aa46JVKavR6FprMfLu8nFkGA/cXOCnSaDjwWTP/+fVdvPzhUX75/mF++t4hQvHELVmG61pRZjYww27m+TULWFdRhDca418OnabHF+Tnx8/Scw2rwlwtVAoF8wptVFmM/MXq+dxZXUqRUce2HYeu9a3d1IwbyJJ2cW4WBOH7wChQALwsSdKrl/tiFru8O0FBYZFMLiwqkcllJfKizpVlpTK5oqggY+UBlBTYMOX4+O0mA6qclAWtWkWt0ya7RoNTHvk1t1B+fvaYfae9Pi9FGs20FVi+2ZlrNBFOJvmH7m6+WlqK8yo0550sWoUis8/4rbQ1n5AkuiIR2va28/uhQYo1Gqp1OrojUb6wcQFOg/am2RO8nlle6mR5acrtd09dOaPhCPubUzEBD82sRK28Ob6P51I/8kwdE4relCSpjUlYdmNpWLROJs9fuFQmz5krz8ubM2uGTJ5RI49CqygsQJXzYbeZjOhyoij1Wg1iTn6QUiFg0skfqjqV/FcwNt9ORDrvfFwS0U5tV6ZbCr1SyZ9UVNAbjeJLJKm7jtI/VIKQuZ9vphWhKEk41Gp6D3XxS5eLQDLJvQUF7PN5WWq2sG7DnLwinEJKTXpKTXrmF9o5NeJhMBjmd6faeaS+6rziEnmuX9LbZMtJxYbYgAlV+krnjDuAGcBSUmUyJ2yETeuTe9/2N2XyZ598KJN3bpcXWt22c7dM3r5bXuF8b2OLrOB0c1efrCxZ36iH9pwuC6FonBM98n55h8eUMDo+ppxS85gCyuusNtRCXuFdbXQKJbU6PXu8Xg75ru9+bgpBoEKro0Ct5qniYr5eVkapRsNtVhtK4FcfHOY/vfo5Bz9r5gdv7uGDrSduqqLk1xNznTYqLEb+dHkDBpWS3zW28fPjZ2/5hrjXO+nKXn8pSdKPJEnamlZaz6UV4aXmPQEcTs97HngS+H66KcKEmNJ+emNZsFxeU25sRZY16+XnN62XW4Z3b1gvP79sAYacIJNls2sxG7NWwoyyIiqCWSVmM+jY1CDvL/XYmBymx+fI8/geKJBHUh3w+VhqNlOqvX5DpW9UFILAsyUlREWR14aGeLyw8IYJJhEEIVOYvEKn4850iNd9BU6GYzHe33qSPV4vG+x2mkNBnGoNT92z6LLfX1KU6A+EiCVFeo92c9QfYL7JyDF/AHcizsPOQt4aGaZOr0ctKNAoBB7bvPCiaQA3CzqVkgqLkS/Nq6M/EKLHH+J3jW08PKuKeWO2LPJcFzzP+Z16/ifwfWDz+cMzONKeRyCTPvc8qfrQP7j4tCzTqvSGB7tlcndXh6z0WEfbWRYtWZGRT7WcYenCeRn5WGMTi+Y1ZOQjZzooL3SgSZf7Od3VR3VJITZTyifeM+zCPTCa6argC0fZ29pDdc6+3kftvfyRPVve7N0z3Xx3efY1PnKN8rXSbMRpnV6f38+bYrQKBXONRvb4vKyxTF81kanAqlJhTbvQF5hSn8MKrZa2cJgDnzXzzugI84xGklKqS8UKi4VPXC4QUvvJOz0eVlgs9ESiDMSiPFJYyF6vj2qdjgqtljVWKw61SpZics4Nm5Qkjgb8HN7ZwjsjI6y32rj7rvnT/0uYZkrTBSq+t3oBvlicnx8/SySR5Lkl9Tf0Z+km4ylSCi6XNuCi4abnOv4IgnAwXRnsHIfT55eOOX5BplXpDXSflcl9PV0yub9XrhT7B+WuyMFheTK7y+dHzIn6C4ajxHLy7GKJhLyenZCqZp7L2Or6yjE1GHUKBZIkZb4sSkGY9lJatyINRiNJSeIferp5trhE1t7pRsegVDI/rQDPBczERJGOdHm7lVYLDpUajULB7HTD4tzWTg86J5bHpRQElplTe1xfLSmlPxbj1x8cpjUc5onCIubeNvOmVgJKhYBdp+FrC2cSiMVpcfl49XQnD82qZEGh7aZ+79czaeVly7XYIFv05GLKKx1U+QPOzw+3pf+9ZN74OaZV6d392Ldk8uNP/8El5a88+dgl5SfvXIMpp6zPHUvmotNkA1caqsuJRrL7Q06Tgc3z5MExD44pO3ZvnTwHb53VhgicixF1xePERDHv3pwGlILAd8rLORsKE5ckWb7kzYYmJ3LUOAW5aBqFgmqdjmqdjuVmCwlJ4j+++jmzDAaeuWfxtPejm25MGjWzC6z8x7ULiIkiLx49Q0IU+faS+pve9XsdYhvnvONiJ9L7eGN5mtQ+n2ciLz6tf+2rnaf36qd78edUWPnsyClaewczclNnL/vbsnl68aTIS/vl/fReP90pk99ollufu7wewmK2QPE8o5Ha6yi68GZHp1Ayz2hku9vNLo/nWt/OTYFBqcSiUvFHFRXcabfz1tYT/OUrOzm8o5nBYPha396UIggCWqWSby+p59tL6mlx+fjvu45zYshNNJkc/wI3ECq9Fvv8WVf0AzjPNRBI/3z7Wr+vXNKdgL5NKqBlQkyrpecokltRJWXyYs9lFfKgktoq+fm66jHny4pQ56xQywodWHMCWQqtFlQ5JYu0KiUNpXLX0NhitUtK5IuMeUYTipw6VT3RKN5EgtXWa1/Z/VZBEASeKSkhmEzy0egodzscedfUVUIpCKyxWlljtRIVRX615RhWlYoZej1L183Cprt53MpjUSkUzHXamOu0IUkSLxxpQRDgy/NmYFAr85+xFCPXeUWWV4Anx7pKL8W0Kr3a+kUyuW5mvUyuqpZHVpaXypPViwvlCstuNqLMcU3oNWpUOXl3eq2G0ZxQ8bS/WHaNxJhQ8ty2MwBxSSQqipmi0jqFgus7oP7mxahUUq3T8ZHLxb0F+co4VxutQsFTxamCEL3RKP/ywUHutDtoCgb54t2LMFxGf7gbDUEQ+M7S2QCcGvHwZksXX5hdTZFBh/06Lmp9LUnvzb1yGVO2pt2TnvT887r0pJlQf6V0wZTvTyS3L5dpdW8e+vx9mbx7xzaZvHeXvH/e5/vkvaj2HJTvbR5ubpfl6bX2DjKSk6cXikRpGtMfb2w/vcacPD6AphF5J4jReBxfjtvjXEWOPNeGOUYj9xYU8OO+6e/IfitRrtXy5ZJSyjQaqnQ6XttynN98cITffXCE+AUaKd9MzHXa+I9rF1LvsPBGSxc/P36WXn+IoWBk/Mm3EJIktUmStOwyfp4/N4+U4pO51dKuSiYSgZl2s265XIUH02zpLVlzj0xev0GejnHHJnln9fs23iGTH9i8USbfu3oxRl12FbZq3ixZJ/WSAht3zJbn3T2zWl715emGGpn8pXlya3OVxSpLUfAlEhzy+3ngJg6quBH4Skkph/w+NApFJiUgz9VHEATqDQbqDQZESeJ4IMDRz8/w1vAwa61W7t+8YPyL3KAIOV0gunxBPj7bzeryIj7rGqBAr+XR+ipUivO9R3kmxFZS1VRy3ZKXbFV3DkEQ7gJkaQtpq5OJuDmn1dLrbm+Syc1N8qCSk8flCn7/kWMyefcBeSHWz4+fJpzTGqi9b5DmrmxPvmg8zgcn5GkSrx48JZNfa5YHsrx6upNYzkr2VDDImZyqLGaVipqLNILMM31oFQrWWm18ODrKp+58/7HpQCEILDabKdZo+HpZKTaVit98cIS/ee1zTu48c1NXnamyGPnDRbNocFp5bkk96yuL6fGH+Pt9jezuGeKjtl4OD4yelwKV56I8T6pxQS7PkVPuUhAEmyAIh9JVWM4du4t0yTJBEOrO/QDPTXRfb1qXyCMD8sjIoUG5q3F0WJ6XN+r2yGS3R+56DEfjJHJcj0qFglCOEtSq1UTH9MdTjwkH14+xEgoNOuJJEU26pqdZpZQFsqgEAVdcnuuX59rxdHExo/E4u72eGz6R/UZCJSio0Omo0OlYabEQE0X+46ufU6fXc4fdRv26mdf6FqcMQRAy/Qr/YnUq2d8diXGof4ShUIRfnWxlToGVJcUOLFr1hDvD30qkc+6eT5cPawPqSNXQHOvarCPtBk27P7dwYSZcH3rcfnpXwnT007Oa9Jki04FwhHA0RqEtW3T2zK7dzCjKuo7PDI4yqzgbBLF/xyFZp/R2T4ASkx59OirUFY7Str+DovRrxEWR3w4O8tVSeceHPNeW5lCQY/5AJhAjz7VBlCQO+n0c8vl5oqiIkqWVsv6UtwqSJNHi8vFp5wD3z6zg1aYO5hbauKumdEJ5gRX/9PsrXr0trS6Vdv7Hr1/RNUzf+R+3ZD+9q8bVztP75NBJeoezrq2uwRF2HJW7UF/aJ3eh/n5/o0x+54y8Csy+vmFc4WhG7g+EOR3K9u5SCQL35yMHrztmG4w8VVzM7wcH8wEu1xCFILDSYuWPKiqwqlS8su0EL757kHe2HOfDrSduGfefIAjMLrDynaWzqbIY+bcr57KoyE7TiJe/23uSo4Mu3jvbw6kRz03tFr4emVb3ZnF5nUyuHJOiUF0nd4nUz5CfnzNTXk1lVmWJrAKL02qhskgeYbWspkwmrxxTcWX5BfL2DDm5fyUmPZXa7B6eIAi8PTKc755+nfJIYSHb3W422O35GqnXGI1CweNFqZ6ZwWSSw34fB3c08+7oCDP1Br5y35JbpgWTQhAoNRkoNRlYkM4NLjHqOTI4ikmj5qVT7awoLaDOZqbIkI8ZmEqmWenJlVhxqVxxOJ3yprI2q7w3ltlkRBRFFOmHmUGrJZlTB1OrVp23hxcbk3cXjMr347xRuVUQSSTxxeKZ3BxJkhiKxWRVWOwqNXmuT7QKBfcUFPDG8BBWlYqN9otWNMozjRiVStbbUg/7b5aW4U4k+GDrSXZ5Pdxld5BEYsOGuTdNM9iJUGLSc58pVYDje6vnI0kSR4fcvH2m+7xKzHmuHtP6CTu+/xOZfHDv5zL50H55/7x9h47K5BNNzURzXFcDox56h7N5jIlkkhOt8mCZ4z2DMrmxVx4s0+bxy3pveSIxXJHsa4gS9MWisjnnigXnuX55rLCIGXo9JwIBxLz76LpCEAQcajULTCa+U17BTIMBbyLB/31nH59ua+Qf395/05dDuxCCILCk2MGf5nR5yXP1mVZLb8XtD8nkOzffL5Pvuld+/pF75Xl8D92zCZUye8uzbrsb01BLRraaDDx82zLZnK+uk1eB+cPblsjkL82tQ8iJzlxR5iTX4eLQa7jDJi9VttPjzhQHznP9Uq3T0xIK8bP+vrw7+jpnpcXKSkuqtJ9RoaT1QAcv+Xy44nGeLSmhclVtJrgsT54rYVotvTMn98vko4fkndD3j7H8Pv18j0w+cOQ4rpyiw739Axw8nU3NUAgCv9sqtxZ/s+eETP7Z50dk8vutPXhyXJwtoz4O9me7qScliXdH5FVdzrVryXP9U28w8IelZXw4OsrQTRjgEk4m6YpECCQT7PS4eWdkmJ5IhBf7emkKBse/wHVIiVZLhVbHY4VFfLW0jFBS5Adv7+WlD4/w2kfHaHX788EfeSbNtFp6Hpfc1eh2jcpkn0eeZBwKy10cCoVC5t7UaDTEcvrlKRQKWQFqANOYHBm7Ud4hocigk0WUWbRqYjnuTo1CgW1MzcH+WJTFmMlzY6AQBO6023l7ZJjHC4tQXsfBE5IkkQT6o1GSkoQIHPH7WWQycTQQwJOI80i6O/oMvR67Ss1gLMYKi4UqnY75ShV2tZpvlJbhTyZ5e2SYgWiMr5aWohaEGy5wRJV2hf5hupGzKx7nk13NDJlMbHe7+drmxZSa8l1P8kyc66qf3mNPfVkmP/nIAzL5jrWr0OUoscryUopDNbIx96+Ruy83zZUHz9w+pizZ/CK7rJdYsVEvy6MRBIGZY1oJ9Uble3x5rn+0CgVPFhXz0egoKkFgk2N6A1wSkoQrHqc/FqVOp2eLy4VSEJhjTHVHX2mx0B2J0h+L8lhhEaeCQSp1Wsq1Ojba7VhUKmYazu+OnotDnQ2wUggCVpWKh52FJCQJdzzOa8NDLDGZmWkw4FCpbshEfodanSk2fn9BAcf3tvJOJIJOoeCZexfne+PlGZfrKk/vjd//Wia/9MY7iDlW18Gjx2ntyAaqeLw+Pt4vL1X2+21yl+jrh+R5e28ePi2TTw656fVny4x5ozEOjClSvccrrwTziLOQPDcm9xQUUKzR0B4OM3qFlXUiYpJwMsmJQIAzoRCH/T5+2tdHbzTKL/v7+e3AAJ2RMD/u6+Wo309/LEpEFFEKAhvsdh50OpltMPLNsnIWmsw84HTyzbJyCtRq7ikoYK7RhFWVstyuxDpVCQKFGg3fKa9gldXK6WCQH/b14orH6YrcuEWU7Wo1DUYj9zgcFGrUHNzRwn95bRe7Pm0af3KeW5ZptfTKa+bI5LqZs2XyzNnyqKXF8+eSTGZTFGqqKtDlFHq2mEzUV8oro6yaK8/1WztT3hn99vpqJEnKrHIbnFZZyxSHTsv8Qpv8mhZ577x8nt6NzXyTie5IhO1uN+tsVt4dGaFAreY2q42oJFKgUtMTTVldC4wm3hgeplyrpVCj5ojfzwa7nUM+PwlJ4gGnk2AyiUOtpkKrZaHJjEoQ+IOcij0XssoMU9AdfaKss9lYZ7MRSibZ5fWkXKlIzNIbKNTceCWzBEFgnjEVUf3F4mJc8Tg/fPcA3ZEITxcXo59Xwgy7+YZz7eaZGqZU6UWjIXyeUSy2lDvCapdbSGaLPCBErzfKZZ2OWDyOOq2UNGo1kRzXolqtlnVOBwiMkUfHhD57QhEi8QT6dFJ7KJ4kkkhSnLPX1+bxM9dpy8jtkbAsTcGp1tAZiZCUJEo1GvTX8AE2FURFkd5oFAWpFjPqm8xl5E8kiIoiq6wWitQavllWjihJjMbjHPMHaDAaiUsiJRotZpWSPygtQSWkfgdL00FMM/RZV+P11lB4NB7HHY9jValwqtUXdWMalEoeSnstRuIxtrs9rLZaOORLKfbrsXuFJEkMxGIEk0kKNZrz7tGgVGJQKqnQ6ZAkiagk8tmeFnYiYFQqaQ+Hua+ggLnrZl6XOYEJUaTTG6Ri/KF5JsmUfqrjsSifvPMzKmpms2zdAzQe2cHCFdn2QMcOH2DNbXdm5BNHD7Lu9uz51o5O6utqMBpSCsnj9TPqdmcqsygUAkfPdHDf6sWZOY0dPTx2x8qM3DzGVdnr8RGKxTNKT1lZwmBLB+dsTIVCoNMrj3rLjfobjMVoDYdQCQJahYJdXg9LzebMSvNG50woxF6flxKNhqQEu7we7rDbqdDe+FUiJEnigN9HSyhEmVZLIJFkj+TlbkcBVpWKQo2GB5zO8S90nZKQRD51uxmNxynWaDkS8GNQKLnL4Ri3Oo1TreGJdPUULNAXjbLT40Gd3v9UXQdWUiCZYIsrlZdrU6nY5/NRrdOx1mq9oBUnCAI6QcndjmzZwPlGI0pB4H+9tQeDUskSk5mheIz775yPRXtti070+UO8faYbh17LHeMPHx+dDsWsOeOPu8WYUqVnMtt58It/xmfv/5q204dZu+kJ2fm7739UJt/30Bfk5zesx2LJRknOnlFLJJZ1FalUKr5yz3rZnK8/cKdcXi8PbHli+VzMOT34FlYWM+zNNp7VKRU8MUce7PJwejWckCS2uVNfunMPx0AywTsjIxSpNTekaygXbyLBfp+Xh5xObOmqMwOxKFtdLp4sKr7hy3p1RCL0RqOy99IUDPKp280jTucNGdiRyxF/AAUCTxYVoxQEJEnic6+XAz4ft9lsE75OhVYHWphjMNAWCTMSi/HG8DDrbbZrWphhp8dDjU7PYpMJQRCIiyIfukZpDoVoMBrHvwCp1mAAX01Hg8ZFkYgocmz3GQ76/LgTcZ4uKsayqIwKs2HaPhMJUeSds93cU1dGrS0fGT6VTPlTTK3WMG/p7XScPXFeRZZdO+Ty9k8+kMlHTjTS05dtPzQ86mLHHnmu3y8/3CmTf/repzL5JzvleXmfnGqn25UNTOka9bKjK5tKIQgCvzkpb8v01sgwkFr9WpSqTPQYgEmposFg5Gz4xq8g0RYOM1NvyCg8gBKNlhKN9oYOeDjH2XCIBUaTTHnPMRiIiiKeROISM28MWsMhllnMmaAXQRBYbjbTGg5NKq9NEARm6A2UaLV8p7ycKp2Od0dGeKG3h4iYnNZcuWAyyWg8zoK0wgNQKxQsMZlpvYLvnlqhYL7JRLVOzxeKivhGaRkS8NZnjbz04VF+9t4h/vdbe2n6/OyUVvbp8gaxaTV5hTcNTIvTXq3RkYjHCAXkUZCRiPzDmhhTJ1OpVCLm5NApVUpUY/bPLEa5263AIl+JFlvkK0CnySALazbpNOe5Nca2QilPB88kJAmNQuBsOMzcHHemRiHgT974ybJxSURzAWtOqxBI3ATJwKm/n/z9CYKA5iZ5f3FJQiPI359aoSApgQRcic0iCAIWlYoHnU6SksRer5cyrVZWk3YqSUoSSkFg7O65RqEgLokXnDMZzr3Ph3MitEfjcZKSxH9+bReVulSw0rw1M66qOzQuimjzFWemhSm39CRJovX0YcoqZ7LpYXlvpwceeVIm33P/IzJ5/px6KsuzUXBWs5kVSxbKxmxcNl8m37ZQ7sNeWSuPnKtwWHDmKDWtSiVbXUmSxAy7fLVVqkkpvTKthoFYjJ4cqycpSbSEwlTmRJXeqFRpdZwNh4jnpImE0hU/ym+C91ep1dEcCsoslMFYjIgoynLcblQqtDpZGyyAllCQcq32qkYuKgWBCp2OnmnMVzUrlagFBd05rylJEs2hoKwLylRQoFZjUan4dnk59xU4ESWJ/+/9A+ze3sTfv7mXs27f+BcZhyqLkV5/CE/k5qsadL0xpUovGgmy46Pf4R7uo37BGra89WPZ+bdf+51MfueNl2XyJzt34/X5M3JbZxfHGrM5OMlkkjd2HJDNeXPnQfk1j7XI5M+aOwjFsvlZ7SNu2tzZ14iJInt6h2VzDvpTH2qdQslyswW1QsFhv4/GYIB3RkYwK5VU6W78QI9ijYYSjZa3R0Y4GQhw1O/n7ZFh5hlNWK5hJF9SkkhIEoOxGEOxGAOxKAd8PoZjMT51u3l1aIjhWIyf9PWy3e1mj9fLj/t66Y5E+M3AAL8a6KcrEmG310NEFHl/dJSmYJD9Pi9bXaOstdqu6yotE2W52UxLKMSnbjeng0F2ejwc9QdYabn6ZfOqdbppXQgJgsA6q5WdHjd7vV6agkE+drkYSbs8p5NKnY5nS0qp0OrY7HBwYn8772w5zn969XN2b2+SFbCfKHq1inUVRbzc1M6enqHxJ+SZNFP6JEsk4lRUz6Z61kIEQcGMOfJi0LPnLpDJ8xbKg07qZ9RiztmgLnDYMZuysihK3LFYnts3Vr5zTo1MXlVXgSUnkMU85GJ2QfahoEBgU4089+/2nILTDUYjW12jxEWJUDLBErOJSq0us5JuCYUwKBScDAZJShJrrVYO+/1U6LRoBAWj8Tj1BgP9sShqQUGpRsNoIo5FqUoFHyChVygRYNrzigRB4Darld5olM5IJF2+y0HxJAJ0EpKEKEkEk0nciQSlGg3HgwGUpBKl93m9zDUa6YpG6ItGM6W1SjRaanQ69vq8rLPaaAmFGI3HebSwkH0+L5VaHYUaNRqFgEahYJ7RiEYhYFWqZLmTa9JpBM+WlACpPaENdgd1ej3t4TADsRh6hYIHnYXXZWj+ZDCrVDxWWMSZUIjheAyLSsVjhYVTllKz1eXi2+XTl69aqtXysLOQlnCIkXicap2OmQZ9Jp3kWmBXq1mW9hLMM5pISCJ//1aqpvBmh+OyOscvLnZQatLTNOIdf3CeSTOl33ajycaMhpSii4SDGE3yfCbFmP2VZFK+p+f1+VHnuJ18Pj/anDJkkWjkvDy9vhF5/c7OUS/rZmXlxt4hFlRk+/b1+INYtRrOqTl/LE6HJyDL0zsZCMi6KtQbjKy6SG7WmVCIhSYTqywWYpKEXqmgVq/HoEztrZwL/fbEEySRMCuVnAgEqNTqCIpJ2sNh7nI4eGdkBKNCyXKLhU/dLhabzLgScTojER5xFvL2yDAOtZoGg5FdXg8r0mWsBmJRHk6fL9FoqdLp2O/zstZqozUcxptIcH9BAds9bsq0WpxqNZ2RCPOMpky9xwajEX8yiVmpJJRMss3tYoHRxG6vl0AyyQa7nQ9HR5hjMCIi0RIK8UCBkw9do+gUClZZrGz3uFliMpNEwptIUKhWo1cosKrUFKUrjhiVClk0YG4S97njuVF5ufssl5tCsd3t5u506P0sg4FZN2mXDK1CMW0Rlsss0x90YVaprtuC7ypBQCUoeSa90HLH47z66Qlm6Q20hcNU6XQ8tHnBJSNCi416Wc5wnqvPtC1xAz43vV0tzFt6e+bYqRNHuWPjPRm5+dQJ7rzrvox8oqmZzXfclpF7+gcoKco++ALB0HlK7mzvgExuG5af7xjxoMxRtiOhCKaciizBeILAmEa07oS8XFXRJSyfDfaUVWjMWV3X5Wz2n3MJ5SrN+wqyuWHnqr+cK7Cbmn/+ajrXqpmTVgwLTeYLnj/n/pll0BMXJdQKBbfb7CgAQQABAb1CgUGpJJhMIpKqE6kUBCwqJTU6PSalkk0OOzqFApWgkF3/XHPQr+Xc84UCHHLvb7q/1j3RyE2XZH+tSUoSw7HYDZ+qM1XY1WoeK0wtsGcZDBwPBNi9/TTvjo6wzmpl88Z5aG+ywhY3AtOm9MxWB8vW3ic79vDjX5TLX/iSTH7m8Ydl1uCqpYvR5HzBHHYbj65fLpszNk/vG2Py9Mbm7a0uK0Sfo/ScBh2ba8tkYx4eU2vzsN/HEvOFV7nueJwTwYBMkV0vqAQF5wLECnIs6HMpCrn7dusuI6/reicminyhqGj8gXkuC6NSSUsolFd6E0CrULAivbf6nbJyopLILz84QnskzNNFxQzH42zaOPeGzxW9EZi2pW9/91k6zh6XHfvwvTdl8ntvvSKTf/v62zL54+07GcrpbdfW2cWOo/LismPz9H46Jk9vbN7eR+19uMLZiLBWt4/9fdlAFkmSeHtEHthy+5imsrkUaTQ3RVDEzcSRgJ/uSL4zxtVmtsGY8TLkmTiCIKBTKLmnoIDvlFegVyroiUb47YdH+cX7h/jV+4ev9S3e1Eyb0ovFImg02X2YZDIps9oAdDq508tiNo05r8WQ4zZTCAqctqx/XxRFyp3yljEVDrn/v6bAJpOdei1GTdbC0atUlJqy+z1JSaJOL9//ORYInPf+zqFRKCjJr3yvK0QJ5uUfzlcdlSDw+nA+0vBK0SmUbLQ7WG+zcYfNTqHmxk+fuZ6ZNvdmcVktKnVWGYhiko2b75eNWXf7Jpm8fvUKmTx7Rh22nPBrm9VCWXlxRk4kRZbOlvfPayiVuyZnFMmtNLtOiyHHradUCDh02fuMJ0UKxjSR9SYu3ZJmv88n27/Kc20Ji8kLJt3nuXKqboKarNcTCkGQFb7Ic/WZtifB6WO7GezNlvfye0fZ/bncFfnx+2/K5Hc/3iaTP/p0B0kxG+HZsW8bnQNZ16M/FGb3iWbZnC2NrTL5k6Z2mbyzZ5Bcb2Sr289wjrvTF4ufV+Zo7B7fWNbfRPthNzrueJzh2JX1zctzcSp0WoJjoq7z5LmemTal5yyuwF6QzX9Tq7XMnbdINmbxslUyec3ypTJ55dJFaHNch3VlRdSUZgMUdBrNeRVZ7pkv76/3wMJZMnlzTZmsLNlcp5Vaa3alZdGoWX2BfnqXojEQnNa6hHkujlIQePAG7pxwvRNIJjkTCo0/ME+eMQiCsFQQhG8LgnCXIAhPCIJw1ySuYRME4YXLmTNtSi8U9KHJcYWEQ/7zxvi8Hpk8NDIqk3v6+mXRnN2Do8RzCgW7/QEG3fLEzhM9gzL5UGe/TB7bJf3YkBt/jmUwEAyfZ+mNV29QhJuigPHNwEuDgxjyrs0pY77RRNlNUKIuz/QiCEId8JeSJP1IkqStkiS9CjwnCMLS8eaO4UXAMe6oHKbtadBx9oTM+nGP9ONOt+mBVBBKe6u8ZFhrR6dMbuvslsndQ6Mkk9mSP55ACP+YprF9HrlyHfDKg1ByIzcBPJGYLPoyFJe7biRJwjRObs19BQX5PaQLcK5CS1QU6QiHGYhG6QiH2eFJ9YB7e2SYV4YG6Y5E+HFfL3u8Xra73fy4r5f+SdZ5rNRp82HgU4hRqeRj1+j4A68ikiSRzHtSbnSeB8ZaaP8T+P5EL5C2DNvGHTiGaQtkWbfpCfTGbBDKbUvKkJCX+3r86T+QyV958jGZ/AdPPS6T71m1CKsxG1lZW1pEZVG27Y8kSXzjdvnCYWze3jPz6mTyxupSHPqsC7XSYoScChcxSeJ0MMRKy4UrskCqBVFvNJpJVL9ctrpceBMJPIl4prpKjU6PWZWq3rLJ7mCvz0tEFLmvwMlW1ygzDQa0goLuaIQ1ViungkHUgoI5BgOt4TAlWg0CAqFkkkqdltF4Aq1CwKJUEZNEtIIClSCcpyCSkkRYTKJEwJ1I4E7EqdHpOeDzYVAqMCtV7Pf5WGWx0BQK4opn77lap8emUnEs4Gej3cEBnw8RiXscBZwJh6jW6Zm1vJqCWIJam4nqRBK9WoVepWRdzj289OER9JPocj0QizI3H7U55UyV+gkmk3RHIhRrNLw1Mky1TodOoaQxGOD+Aifvj45QptVyj6MgnyZ04/EU5yu4NmBCLk5BEGzp/7YCdZcYeh7TpvS2vPljnvrmX2fkg/t34SwsZt6CxQB4PC62ffwuT3/5G5kxv3rlDf7iT759Ufn3n+zhmbtvQ5OOrjxypp14IsmdS+cBEIrEeGnfSf7t3aszc3668wh/9VC2KsxvG9v4d6vmZeTXmzv5yvwZqDSph+zW7adQCQKL08noSkFg4zjKrFSrOa+Ky+XQEQnz376QrUSzjNmZ/59rw3s7KaUuAfMSSQQgLkr4Y3Ecei1mX5CEKFFq0hMe9ZJoGSEiJumPRinWaDge8KMRFMwyGNjt9dBgNDIci9MRCcvKnM0zmjjs97HUbMGfTBAVRSpXViP5gth1Wuw6DRsE0CqV3J3zHnLv+dxSJbcbtHw3N4VBfeGP44lAgDWXWGRcjF0eL7fng4qmnDvtdhKSOKkamDFRRAL2+bxERZEyrZY93lTd1a5IBINSSZ1ez7PFJZmKOufqqn6zrJxgMklzKFVce5PdgSBAjU6fV4LXMWnXpk2SJJmVJkmSR0gtvJdKkjResuJTkiT9SBCEb48z7jymTenpjRaZFaFUqjDnpB8kE0mchcWyOcWF8gCE0mJ5VY0Cqxl9Tk8rg06LJif9QJREZhbJ3b2zSgrk8pg8vlqbCV1OXyu7WiVrOupLJGgMBqm4RFcFk1LFlbTXe2Sc6NBzCIKAQFZZ6CHT4yv3fa0uL4Ry+TVzGzLdxvnkKq0LLb1ya5NOJZIk8Uhh4aRclCstlny1kGngTChEJCky8xL1TAeiUQZiMZxqNe+PjrLIZMKfTNIbjfBIYSHFGg0VWh1GpZJ5xvPrrl4Mo1LJXKMpE+a/2+thrzfleeiORllpschKAua5LrCNc/6Se3Rpt+bvJ/vi06b0Fq/aLJMrq2spLCrJyBqNhob58vX/onnyjglz6+WRl7WlhehyHmpmvQ5LjrszKYpUFcgthCKz/Itk1cofihqlEqUi+4BNSBKWnBVsbIJtQxqDgcyK9HJ5a2RYpnRuZc64/RzzBygpuLxgiYQksdXtktUwzTM1zDeaCCSTuONx1AqB7W4PeoUCs0rJ8UCAzY4CzoRCFGs0lGq1fKus7LxFzLlSeFfKWquNtdbU/nFckhiIRTns96NE4LFJLp5uVES1Hn9Jw/gDL41TEITcfm0/kiTpR1d60cmSdmvaJEnyTPYal+2PmEyIKMDuT16Vyzu2EcmJiuzp6uBsS7akmCRJfPTpDtmcT3bukslbDp6QycfOduLyZQNVRjx+TvXJ0wt2nemSyQfHRG8eGZBvyneEI0RyFJ1FpZpQf7J7HQXjjrkYNpU6n/KQ5vTBjkzNwsuhNxqlwZDfz5sOCjUaTgQCfOJ2IyCwzGxmg93OSouVb5aVU63TcZfDwQKTCeUF9o2nAoUg0GA0MkNv4MmiYjbY7fREo7zQ28NBny/TUSTPuIxIkrQ85+eaKbw0T6UjPSfNZCy9FyfzQnMXy51oDfMXYswJECkoLMJmz1q1kiSxcf1a2Zyx8r2rFsvkJfW1FOaUJSu0WVgzo0I25tGl8jy+h2ZVys/XV8nkpWazrBBzdzTCUCw+bgL6NrebPygtveSYi7HaaiEQT2DOlyPCn0xOqqt5KJlk9SQt7TyXz8OFWff59ehOdKjVONRqnitPPQ8O+Hy8MzLCw04np0MhVlosGK7D+76eSe/NvTLuwCxbJUl6HvCk51/MYnNd4BjpdIatl3mb53FZlt5kQ0QBvB65RdXX04U6pyzZ8NAA8Xg2+CMYDDA4JLfSmlrOyuRjZ+UpDYea20jmWGVdgyN0ubJ5e4mkyM4WuaX3aae8FdHH7X0yebfXK7P0TErVhDpG65UKopPooAzQFYlw1uWb1NybiXhSpCUUnNTcHR73+IPy3LKssFj4dnk5RRoNxRoNTaEgW1yjvD40RETMV5iZCJIktUmStOwyfp4/N4+U4pPt3Z2LyLxEEEsdqVy+75/7AZ4DlqblJy4yT8aELb0rCREF6OmQd0Po6miTuTkG+vvQ5xR2Dgb8uL3yB3/fgDzRvH9U/mDrGXLJAlm8wRCJHMUTiSeIjumVFx6TRJ4Yo6gSkoQ65z7joohmAu6ZTXYHUVGUBcFMlHqDgXDTEJRM3kV6M9Cxt53HCyfXEuhSnTDy5DnHOTfoOQZjMcJJkZ/39zNTb2C5xYxFqUJxC+0FThNbgaXIjajlXMKSS7s1Za5NQRC+B6w4p1AnwuU8kZ+SJGnSpuU9j8kjS8fm5K1YtY7K6myxaLujgPvv2iAbMzZPb2zvvC/etRZDTrHouVKElbXZZqcalZIvrp4vm/OF2dUyeay7c6XFgj5HcfVGo/gnUGuwJxqhKTg5K8WiVHFqkhbOzcRLgwOTys874PNNarGRJ0+xRoNdreY75RVsstvpjkT5cV8fA9EoOzxuQvk6o1eL54G/HHPsufRxIBM/cmgcC+6yLYMJPRmuNEQU4OM35FuBr7/8S/n5D97C78u6ItvOtrD30FHZmF+98oZMHts77yfvfiqzHj9taqd92JORh/1BPjgud5G+3NQhk187LXeZfuwalV1zrtFI1SXSFc5RpdNhu0je2XhoFAq6IpFJzb2ZsKvU6BSXv89yKhikSpcvjZXnyhAEgQUmU8YN6lSr2eP1st/n5Y3hIXz5UoOTJu3ifF4QhO+l625+D3jhAq7NOi6QwiAIQl3avfkEcFfavTmhEmbjPpUvN0Q0nSz4bYDCkmxQiM0hz8HLTVcAsFhsGHNaaqjVahxF2c1xURSprZZbYbMq5NeYUyUPTy+yGHGasy5TlVJB/RiX4fxCm0xeOKb10Ng2H4f8fhqMxnE3661KFQcjfmZPMoJworl6FyKSSJIQRfRpV29uCsbVQJIkEqJEMJ5gNBylxKjnxLCbaDLJLLuFLR19zLJbcEdiHBkc5TtLZuM0XF4LGn8sPukGpXfa7ZNKlM6T52Kca/kzN/2RHIhFkYAX+3pxqtXc4yhAp1Dk3aCXQdpzeCl3pge44D7FOaVJjmU4USZiijx1OWGq6bE/ApjZsDwTEzxr/krZuDlzF8jksopKdDl7elUqF7qcZPRoLMaManlkZWmB/PfhtMl72CkVCkw5eXjxhIhVL7cAxlZuGBvGPDYYJSlJaCegRARBoCMSHnfcxbiSXL0Xj7ZQYTYyw25mW0c/t1cV0+Ly0esP8ey8On7b2EaV1Uilxciu7iHurivj0MAoo6EoX5pXx+8a25jpsODQadjfN8KDsyr5rGuAYDzBk3NqePlUO4uLHZi1anp8IayVapQKgUKtDrtOw/0zKjBr1OhUSups5stWeABvf3JiUlGbo/E4+3zeCVnjefJMlhJN6jnyrbJyEpJEezjMNreLTXYH3kSCuUYj+nw06HXJJZXe1QoRBTiw4x1mzMlanzu3b2HewmwdzN07trFw8fKMfKr5DFXlZZSkrT2vz8+JpmaWLMiWDNtxrInbF2eTL3edaM6UIAM40N7L3LKsxdTt8hKOJZiX3uZLJEVOjni4qzZrIZ4c9nBPXXYfsDUcktXQnG8yYVNNzG15JdbaRCJEL8bTDbUY1SqMGlXGcl2aY+Hmll1blf79zC+0X/D8bZUpC70+p8JL7vkV6ayMXMWmz3Hrvn2miwanfIEzEap0Oiom0aA0nExym9V22fPy5JksKkFglsHArHRFmsZggPdHR1lgMnEiEOAOuw2nOl8Z6HphvKd3HbBiTDLpXYAt7U89MJFEQUmSWLhS3hV9zXp5EMptd8iLXc2tn4XNmn3Qmo1Gblu1XDbm0fXyzupfuEPej+++BbMw5pQpqy8pkO3PCQI8MSaQ5emGGpn80BjFtd3t4vHCIlQTWMS9NTLMN8vKxx94AWp0ekLxxEXrUV6KUyMejBoVK0qvbR85SZK4s3pyuYqfuT2TynM8FgjwQL5/Xp5ryDyjKVNKza5SERclXhkaJJBM8kxxCUqBvPv9GnLJ37wkSa9KkvR87g/wMnA4LU8oMz4aCeEelvexa289I5NbTjfK5BNNzSRyIqX6h4bo7pNfY8dReRrEJ4fkFVreP34GZU4U34H2PvpzWg2NBEJ83jMkm/NqszyQ5Z0xDWNnGQwTbhvkVGsmXVmlLxql2ze5CM7ZBVaMkwyiuZps7xqg1HTp3oMXwhWOTsq1KUkSPdF8AFCe64fCdOm1J4uK+UpJCZ5Egp/393PA5+Oo348rPvnC9Hkmx2SWG5cdIhoJBfB55cnp/b3y3niDA/Kk8L7BQdQ5bkSPz08ykVWCoijiCcg7NvtD8gdedEx0VSSeQJtzzWg8eZ4lZRjjujQr5XIwmZxwBfdlZvOE0hsuxGKzmUjj4PgDL0CRQUfXJBXm1eTQwCjl5osXIb4Yx/e0cm/B5ecohkSRLxWXjD8wT55rgEpQUKzR8M2yclZYLDjVara6XAxEo/yyv5+28ORjAPJMnAkrvSsJETWabay760nZsS988auXlB+9724s5mzkZH1dLauWLs7Ioijy9Qc3yOZ85Z71MvmpFfNk8vKaMipz9qasBi2ry+Tuyzur5Q/N5WPqPl7OB7MvFp10MItaENjvm1xVFqVCoDEnVeNa8XRD7aSi2ba6XEwmBOD90RHi+XqKNz3hcRaS452/XqjQ6XiquJgSrZYvFBWhFgQ+cbl4obfnWt/aTc2ElV665MzzkiTNkCTJnv7/eD2PAOjrPsOJg9tlx8bm6Y2Vf/Hya7L9t90HDnE2p5O62+vjzR0HZXN+/sFnMvnXe47L5LeOnCYUy7oTmvtHaRzJVnURJYl3z8ot0E/d8jJwD19GcEq93kDBJDewTUolvZPsFg7nN8edbjq9AT7vnpylutpqmVRRYqdaTcEk3KJ5bhx+0tfLN0834b6IW9Adj/PN0038pK93mu/syjAqlVTqdGxyOPjWJOMA8kyMKd1NFcUEoiiiVKooKJLn0JVXygNIcquxAMysrZHJBQ47Tkc2wlChUDC3Rv7hWDhDfs0lY4IoGkoLMeakMKj7h6ixZq1JUZIy0YznWGySp0G8ld7ji4oiwWTyknt2ZpWSo37/Rc9fCoUgXFFAxm8bJ1UiNUMgFicUn3zybSCW4I6qy3c1bt92CnESxlpCEtFMMDhAkiQCycSE20TdaCQkCX8iQUK6ud5fOJlkm9tNRyTCH7c0MxqLyc6743G+29JMRyTCNrf7hrH4xpL3VkwtUxrt4POM8M7v/oGK2gZqZmbD1uPxGDV1M2Vji0vlCqywQJ6Er1QoMed0ZYjH49jG9MZTjxNSGYzF0OSM8UXj2HPKlgXjCWJJ+YPCNaYDukGhZItrlP5oDKUgYFAqWGO1ZvJ2clEJCvpjk7fW3hkZZsUkc/UK9JNLeRgMhvmkox9PJIYEFBt1bK4tO6/v4Hicdft4ZEzHiolw0Ofj7oLzCjCMy6lgkIkYh52RMPu8PhKSREKSqNbpWGO1Tjg46XpGkiROBoMcDwRQCinl12A0stRkvin6yKkVCr5aUsI/9vTQFYnwtaZT/JfaOpZZLDKFV6PT8c/1s2+4PLlQMskur4f+aIw7xx+eZ5JM6Tfd5ihh/d1Ps/fT12lp3J85Hg76OHnsiGzsgT07ZfLeQ/Lzh0+cJJHMWh59A0P0Dmddj5IkcfC03Lo50imP9jw+xt3W4Q0QyQmO8UXjDAble3CdOeXAJEkimExiV6l5pqSYZ4qLWWIy84nLhf8iJYmuJFdvlv7yg0DOsb6y+LIttXA8wRvNXSwudvCdpbN5bkk9VRYTr5/uJHkZ5pcoSbRMskvEbTbbpBqKVmh1LDNfuu/ecCzGLo+X2202vlRczNPFxQgC7PR4JnWv1xvNoRBnwyEedDr5YnEJjxYW0heNcjwYGH/yDcBerxeFoODFOXOo0elwJRL8l/Y2dns85yk8+w3m5pYkiS0uV+bZkmfqmPLlraOwjNUbHsPrzqYGaHUGVq+7QzZu490PyOQH794oP3/bGsw5JcEW6EIsn5Pdt5IkiS/fLe/Z9+U1C2XyV9ctlsnrK4qotGStxUKDjrtr5W7YXKU1GI9xOhRkmdmMSlAgCAI1ej0z9AZawvJI0nO8OSbl4XLQKRTEk5NzUbW4vHR4L+9hd3rUS7XVyFynjX29w7x2upOVZU70atVlXSscT/LNRbPGHziGaDLJh6Oj4w+8AK8ODY1bZPpUMMhCk4kSrRZBENAqFKy1WhmIRQkkb/w6io3BIGusVqzpCGSTUsVtVhuNgeAN35Q4Koq0R8Kst9ko1aYU2znF9xetZ29ohQepZ0tCkjLPljxTx7T8dn2eEYLebMCIZ3SQvjEpC0cO7pPJO/cekMkff7oTVY5r8tjZTrqHsg9IbzDMJ4dOyua8vF+e+3deYMuZbgI5gS0tLh8Hx3ROfytHaQWTSeYajee5iuxqFcGc/YOYKLLP62W310P1ZZbDSkgSxwN+RuIx9vi857U6Go82t58XjjRTbTWhn0gGfQ4j4ShtHj/f33OCEpOe+YV2XjvdyZ7eIfoCIYZDE8uBa3F5+dcjzfQHwrzV0jXhfMNALMEqq4Wf9vWx1eUiIiZJTPBhXa3Tsdvr4ZWhQdzx+AX36wLJ5HkPRJWgwKxUEZzk4uJ6IpD2QuRiU6mIiCI3+ruLiCJaQZFZ2NjVav62boZszN/WzbghFR5AIJHArFISk6SrVsg6JmjoU1df0c/NyLRkMHe1nqSsOrs3FYkEiY1pneNxy5WNzy+3LEKRiEzZxOIJWTh8Ipk8b09PNyYHzzRmX8qoVqHJ8furFQKWnAoukiTJogGdag2dkQgJSZStxrrCEYo1Gra4RmkLh/lCURFahYL5JuOEVm1RUWSry4VKELCpVSQliYa1M/k/qvH387zRGAlR4sdHW5hfaGem3cxTc2qwT2BPL5xIsq93mFkOC78+2UqF2UhpbQVfX78k87teI4oEtu6jVK/hvbM9WLVqCvQ6Tg67eWx2NWaNCtOYDu9LSgpYUlKAKEnMLrDS7gkwEAzzWdcA99VV4IvGqLGZKTHqZH/TAr2W++5awL2SxEg4yul9bXzicrPSYqEtHEarULDRbkcpCOelQtyTzutzx+NoFQpeHhpEKyhYZDbRFAyx2mrBqVbRE4nISrwFk0m8ycSES8tdr0iShFOtoiscZlZOoe7eaBS7WjXh3NLrFaNSSVyScMfj2NVq3PE4f93WKhvz122tU2bpiZJEVBRRKwSGY3EUgoBAqoVYlU7HmVAYdyLOaouVD0ZHqdBq0SoUnAwGuNtRwE6Ph6Qkscnh4MPREeYYjIhItIRCPFDg5BO3m/ZwhDkGA/t8Pu696u8gzzmEqXR71NYvkr71F//Isf1buefx53A4U9GU0UiIMsMgZos1M3ZocICi3MTi7v2U5fi2u/v6qSzLRmOGm/Zh0Gkw6VOWVCQWY8Tjp6Iom9TctPNzZpdkIyCb+oZpyInO3L/jELU2E6r06nEoGEFCotiYqiKSFCU+/fQU9Ybs3tq/9HSjQKBIo8GsUhJKJtnu9vCVkhLmmowTaoUTF0U8iQTHAgFawyGeLCrGurCMWptp3LmiJHFy2ENSFGn1+BkJRfnqghloVcoJ5cSNhCK8c6abOQVW+gJhys0G7tm8BoVCICmK/GLXMZwmAytqy0iIIrvPdCMoBJ5cPlemoPyRKN5Tbbzc1E4sKXJndQk7ugfZVF1KtdV0yc4OjcMeTgy7WVNeyO+bOlheWkCF2UiBXovjIspalCTaPH4CJwZ4fXiImXoDGoVAVBRZabFiUCguGKwhSRLD6fD27W43u7weHnI6ccUTONVqWsIhFAg8WljI8UCAuCSy3Gxhh8dDjU5HAomzoTCbHPbMwmSN1cpWl4v5JhPBZJL2cJiHnYW8NTKMVaViicnMZx43S8xmhmNxeqIRHnYW8vbIME61hnqDgd1eD6ssVjojEQZi0cz5Eo2WSp2WAz4f66w2mkJBXPF45nyVTodDpeZowM+ddgeH/D58iQQPOwv53eAAnkSCBoORwXiMRUYTb42MUKXT8YWiogs+bD90jaJTKM57T23hMI+kX9OqUrPIZGKHx81Ss4WhWIy+WJSHnE62uFwUqjXU6fU0BgPMN5oYjcfxJ5MsN5tpDAaxq1XYVWqGYjHKtVr8ySRJSaJcq8UVj2NQKtEoBBKSlPn+KOG8v2dTMMjJYIB6vYH/1dlBVzSKXaXi/6mr4wednXRGo1Rrtfx1TS0GlQqrSklrKEyhRoMrHqcnGmWd1cp7oyMYlUrmGo187vGw3GKhLxqlLyr/O1TrdOzzeVlrtXEmHMKfSHJ/QQG7vV7KtVoK1GqG4jHqdHoC6aIVRRoNsXTz6MtdaOz0uPElkiwxm3nixPErXqXMXbBY+u3rW67oGkvqiw5JkrR8/JE3DlOq9ApLqqRv/Lv/S2/naTY/+k0stpQCamncjz7Wzvo7N2fG/vAff8B3/ux7Gfk3/+9f8Rd/km08+4N/foHvffe5jPzR737G/LpK5lSnoj47B4b57GgTf3Dv7Zkxf/t/fsRfPZSV//s7O2Ty3/78bb65uB5d2kLc3TOEIAisKU8pxnA8wf99dz9fLskqW1GSaAoFOezz40kkWGExs8hkHjdSbCAWZb/XxwqLhfdHR1hrtXH3pnkTiqqTJImP2vtoHPbwxJxqGoc9rKssmlBEZTCWCs3/fVM70aTIl+fVYayvocR6YQUbiSfY29pD88AISoWCuWWFrKorl5VzuxijgRBDJ8/yec8g7Z4Az86rY0tHH6vLCpldYL3oPEmSaBr1sqd3mPvqyvl1Yxsz7WbWVxajUykxay68co8nRVpcPqTTw/x+aBCbSs0Ss4mBaIwFJhOWC1hvvkSCY34/zeEQeoWSOQYDTrWaIo0GXzKJgpRLMJBMZh5coiShUSiQuPDD+HpiKBbjeCCAOxHHqlKxwGii9AqKl18ISZJIktobCYsiEhJKBLzJBCalEn8iSTCZpFyrpTUcxqBUokv3iKzV6+mKRPAmEqywWPjc48GpUWNUKDkZDLDGamO/z4s/keQBp5N3R4bTCxwFp4IBqrQ6ftDVSUgUcahU3GGzsdZmw5dI8M89PbgTqcXMn5RXsNxioSsSoVSrRUGqQ4pToyYpgUYQrru/47lny9lQmO93duSV3hQxpT4dq72I1Xc+yr7P3kajzdZgNJqsFKizVp0kScyob5DNnVsvT2lYMHeOTK4pLcKeU7HFqNcxt6ZCNmZVnVxeO1Pej295qRN1zsO8wmJElfNFUCoUzNIbSEhS5rhCEGQFZS9GQpIYicV4d3SEJWYzCVHikQ3zqLQYWXXJmSkL86zbR0JMJcvfVVPGoiI799SWIQgC1RdRWJD6Xba4fDSNeqm2mvi8e5BH66t4/ssPTOhLrlOr2DCnhg1zas471zwwgkmr4cc7DrOwopjZpU50ahW1ThuCIFBgMlCweiG5f0lHQx3tR5v5tHOAg/0jPDGnhiODo8x12piTVoSCIDDXaWOu0wbA91bPJ5YU6fIFeO10P3dUlbCjewCdSslTc2pAENCrlKiVCuYV2qDQxnxSgTORRJJPt5/Ck0iw1eViNBHnC4VFnA2HmGMwYlGpWG+3sz6nc8Y5chcu9us4hUGSJCRA5HwlXKTRcJfj8lM+LgdBEDIPjty+kud+f6ac0n3zc9KMytLKt1iTXazl5qKeG5u7D/6NnETtxSYT3zzdREgULxi0sspizURx/mKgn/U2G4vN8jxbANUk1YkkSUTTWxsj8dS2gkWloi0cxqFW40sk6I5GWGNNuTh1CgXzjSkLeZnZwmAsJrP6CzUaZuj17PV6WW210hoOMxyLXVYBjDyXz7RsZJitDlQ5lUmUKjWmnKTvRCKBdUw7GN2YztdjLY14IoFSmT0WjcURxwQv+CPyHLnRMekI/YGwzA03GopgybGeNEoFhRoNP+nr5d6CAmKixEy9/qLKoycaQYXAdo+bmCjxVHER/+nRtWiUE7CSwlG2dfSzoMjOto5+ZhdY2VRTmnqoj0NSlDgx7Oajtl6eaqjhjNvHg5tXU2g2snHc2ZcmEInRNuzmzOAooVicp1bM428e2QBAx4iHnS2dKAWBX+85ToHJwGPL5pBMSpTZU3/fUpuZ0g2pheLj6WsWjHg4sv8EkiTx7tkebq8qRpSg2KCj1mZCEAQ0SgUz7RZm2lNpCA1OK+5IDE80xqunO1lYZMcVjhGMx3m0vgqtMqUEdSol992Vygk9F8sbSSTp2tZIaziML5GgORTi0cJCdnu9GJUK6g0G9ni9zDeaMg+mB5xO3hwepkitYVaOO7IjEmEwxx1ZqtVSrtVy0OfjNpuNU0G5O7Jap8euUmXckQd9PgLJJA86nbwzMswMvQFt2oq521HADo8bkVQj3I9GR5ljMJJMuyMfdDr5cPScO9LGNreLeUYj/kSSjkg485o2lZoFJhM70w/bgViM3tyHrVrDTIOePV4vqyxW2iNhhtIP27dHhinTainVaDnk97HeZudk2nJ82FnI+6Mj1Or12FVqmkOpvdIzoRBxSWKVxcoRv58yrRatQmAkFmeWwUBfNIpSECjXahmOx7AoU3uMcUnCqlISFVOLSk36e3Wx75deqWSj3c42t/uCe3dWlYq/mzGTPz97hlUWC/2xGCUaDU2hIAaFEq1CQVM6gvdIwM9ILM5DTidvjQxTp9djVCg5EQyw2VHALo+HuCSx2eHgg9GRTDPojkiYux0FHPH7MSmVzDOaSEoS1cuqUAoC80SRUpOB2mQtepUSlULBpgu8l9xemfddxvcxz5UzLUqv8fAOZs3LNpEVvMcZCmmoqKoBIBGP0dR4jJVrsrUzDx9vZNP6dRn5WGMTd2/Inm/q7KWyOLtKdPuD9OWUFAM41TfMY8uydkdzv7zodbtHXi1lKBRBPUZBbdg4lw2kVnm//OAIxwMBFppM6BUKyrVa9vi89EdjNBgNtIUjPH3XQlbq5VbphYgnRRKSxI+ONOPQp2qALi0poM5mylhAF0OSJE6NeCk26vjxsTPMtJvZXFvG//jGYygUAhMqiJpDUhSJJZL0uv0YtWoGfUHODI6yekYFv95znMeXNfCF5XPPm1fjtFGTts7+6qHbEUWJfq+fD06cZWFFMcd7BvGEInxnw3IiiQROU2pvtNppo/r+1N9y7YZUe6izgy4++/wwerWSX51so6HASoPTik6ppNxsQBCEdCEBDX+6vCHzexgIhlOBPMdOU24yUGE20OMPsbGmFIdOgyAI6FRKHr5bnr4iSRIVwQhapQKDRsXCRDLj5hYQUCsElgrZB9M9F/i95T64Hkr/u/ki5x9L/7sh5/zyCxQeWJfz/7UXeM3cVszrL3A+9zXvGuf8hYIlcs8/POY6kiSxUJyFiIQowep4AqNaRU04SjQpUmLUofQGMGvUiJKEKhCGNg++ZIKkBA61mpZQiHKtlogo0hmJcLvNzhbXKFqFgsUmM9vcLhaazHgTCTpzFLldpWa+yYSAwL+pqGSvzyvbgytKW01H/AH+U00t3mSCjkiYIo0aAZixrAqHTsuMeAKnXstSQUCrTHU6z33P5yoE5/5uV1/g95Tr71t8gfMTWejmuTZM6Z7ezIbl0t//ch+dZ09QNWN+ZgVnTpxGoVBid6SCTuLxOP193VRVZ/PuImd3UpfTKb2ju4eayqy7MtC4hwKLCU06QjMYjhKNx3FYsu6U3gMHKM3ppt7v8cvkpr3HKclpfROKJ9jW2c/a8qKLBlQAeCIxfv3xURabzQSTSTZtnJsJhrkU/YEQPf4Q/micI4Muvjy/DqtWk3nYXopwIsmW9j5UgoBCIZAQRb5w/3oMF9nvks2NxfGFo7y44zBLq0uRJIkjXQP8wdpFvLTvJEatmgcX1bOntYeFlcVolEriySQzihyyCjaTIRSLE40n+O3eE1Q6rCgEgdYhF8+uXYhWpcSsu/jvuW3YzYfb9rOuspjXTndg12l5aFYloiRReJFu7JIk0eENYtGqeaWpg6Qkcf+Mco4PuVlVVij7e1/vnHNjJkSJpCShSz9Ir7e9qFuJc38TbySVV6dSKOjxBSky6ujzhxgIhlldVsh7rT04dFoKjTp2dg2yubaMI4MuhkMRnp1Xx+vNncxyWCgy6Djr9rO6vJBObwAJWFzkYPYLr+f39KaIaVF67738zzzw9HczxwdPvYndUUD9nFQXBI/bxY5PP+bhx7+YGfP6D/+W737jDzLyP7z4M/7Nt/4wI//2hX/iyTtXZ5TcwdNtjHr93LNqEZD6cP7t/32R/5QTuPL/vLNDJv/1T96UdQEH6PIF2dbRz+ryQppHvdxdWybrBH65HBl0sb2znyfn1PBJZz8bq0tlCfEXQ5QkfNE42zr7OePy8Y1FsxgORVhzx/JxH3qSJNEyOEpSlNjb2sOwP8if3bUKtVKJaopWoMFojJf3NzKjyE5DaSEOo/6ir+UJRdColPxo+yEMGjVLq0vZ19bDg4vqKbdbLjovkRRp3n+Cj9v7mF9oo3nUhzca46sLZhIXRWy6Cwf2nNsjFQSBE0Nu2jx+vjx/Bq+e7qDcbKDSYmRn1yB31ZZxbMjFcDDCM/Pq+G1jG3V2M4UGHft6h7l/ZgW7eobwRmJ8aV4dv2tsY06BFb1axZGBUR6tr+Lj9j4SoshDsyp5Le2GTUoSjcMenmqo4bXmTnQqJZtqSnmrpZvlpQX4Y3FaRn2Z13Totawsc/Jhay9rK4oYDkXo8gV5Yk41vznZRolJz1ynjW0dqf3OM24fff5QZn6lxZjZzz33sB0JZd/TDLuZAr2W/X0jmffki8b44txaftfYnrKwVUqODLh4bHYVH7X1oRAE7p9RzodtvcwrtCOQ+q5srC7hQP8IepWKeYU2mka8VFmNJEUJXyzObIeFbl8QvVpFgU6LLxbDkrOnp1enFlWT6cZxIURJQpLAF40RSiSx6zS0uHxYNGqiSZFWj4+VpYV80tFHTBRZX1HMGy1dLC0pIBxP0DTq5Zn039am07CmvIgPWntYXV7IYDBCu8fPs/PreO9sD6UmAw1OKy0uHw0FVsKJJElRpNZmxhuNYVKrMaiV531fJUkikkgiSqmasa5wDKdBS7cviD8WZ7bDyvwX38wrvSliWpTeSz/6r3zx23+TOd5+8DeUlVUwe25q72VkeJCd27fy2JPPZsa8+i//lT/71tcy8j//5JcyJfj7H/8LT21cjdmQWrkfbmknHImxbmHKVZFMivzop7/luQ3Zv9ePth/i2xuWZeR/eulDvjxfnuB6DkmSaBzxALC/b4QZdjO3VxaPq3B6fEGUCoFfnmhlaUkB9Q4LJSY92gnUARwJRdjVM8TCIgevnO5gc20Zd9y5YkKRkwAfnjjLyd4hHlg4i6NdA9w1r45C8/gK9krY39bLe8da+KONK4iWVVFot3D40x3saO7kD9Yu4ue7jrK0upQNc2rQqVQoLpLKMJROYH/7aDP9Hj9fu20xH59s5fbZ1cwqvnhvPX8kyvDJs7zS1EGlxYBKoaDDG+ALs6vRq5QXXbBIkkRMTAUlXCq9Ik9KkcRFEaUgEIglUCkE4qKEPxan0KCjK12tp8io56zbR5FBRyCWYCAYZnlpATu7B9GrVNTZzOzpHWJBoZ0ef4hOb4DHZlfx28Y2Sox65hRY+bRzgDurS2h2yRV5ldVIpcXIru4h7q4r49DAKKOhKM/Mq+M3jW3Mcliw6zQc7B/h4VlVHE4XmdhUU8rhgVGqrCYMKiWBeIJqi5FQIolOqcSouT7zMyv+6fd5pTdFTIvScw334SjMlveyimfQGwzodCmFFY1G8Pu8OAuzeXmx1l3UVGXdmW2dXTJ358CBbdSVFWeCWYbcPgQBCm2pwIdEMsnpz3czNycv71jXAItyKv837zvBbxpbeXBmJbMcF6/bmBQljg66MKhVfNDaw2OzqzM5dZFEkj29wxjVKs66U/Umn2qomZC7U5Ikevwh3mjpYl15EX2BECtXL2R2ScGErLket48Bb4D3jp3h0aVz0KlVzCp2TFhJTpZAJMZPdhym2mljUWUxNatWyYKKchFFkUG3j4GjR3n7aDMPL57N3rYeii0mHlpcn0ryvUh+Xa/bTyAao2VglKPdA3z9tiV81tzBitpy6ksurghdwTDhlg5+fvwsBrWKJcUOjg652FRdSpnZcNWsiquJmP4eRtOVYdQKAUkCleL6C62/1Tm3YEqKqcXAaChKgUFLhyeANxpnQZGdfX3DVFmMGNUqXJEYM2xmPNEYaoWCQoOWeFK8ZG5tXulNHdOyzPn4jRdllt7eXdtpmLco02lhaLCfo4f289BjT2fGvPLO+7I8vdfe/VAuf7afP//iAyjTldROtnWh06gzSi8Si7PlZKtM6b17rEWm9GavWsB/WDKH0/tP8NrpToZDEb62cOZ5e2xKhcCy0tRDtsZmIhiL86MjLUSSSR6tr0KvUrKk2MHKsvFbAQ0EwqgUAr871Y5aoeCLc2v591+6V9by6GJ4QhG2NbWzqLKYl/c3sqCiiAcX1bOidnr6b31+posPj5/lu3et5NlnHqfIfukCz5BqAVVaYKN00waWbNoAwPw7ErR0D9A72MvPdx1lVW05CVFEIQhsmFODXqNGEAQq0guROaVOHl4yG0mSWD2jgh63D3cozEcnW3l48WxcgTA1hbZM6oTDqIclDfzVkmwQ0xxvAO/pdn7b2EZ/IMyz8+p46VS7zD35SH0VW9r7iIsij9RX8WpTBwuK7EjAySE3TzbU8EZLF1qlgk01pbzd0s2yMe7J3zS24dBpWF1eyAetvawpL2QgGKbdE8hYLcVGPfMLbXySdk+edfvoD4T50rxaXjvdSYXFSIXZwM7uQTZWl3J0Ai7XlHsy5ZZLuSdVHB4Y5bEJulz1KhV3VpfwzpnUewrEEpxx+/jS3FrebOmi0KBjcZGD/f0jLCqy44nGcYWj3FZZxOGBUWw6LaVGPT3+IFUWE8F4grgoUmUxMhKKYFCr0KtVxJJJDCoVggDKKcyVCyeSxJJJVIKCvkAIi1aNOxKjPxBiaUkBW9r70taniY/a+lhbUUSnN0CXL8iz6b9judnALLuFz7oG2FhTSuOwh8FgmGfm1fHK6Q7qHRbKzQbOuPysLHMSF0WKZ9dQWlnM3KICTDoNnuYOXOEo5SYDx4dchONJ1lYU8faZLmY7rMRFkZPDHp4e83eoGP8t5pkk02Lp7f7kNdZu+kLmuKf1AyqraylwFgEwOjJEX283CxZlXY8nt/xaFq35yc5dsmjO/e++wsZl2eTusz0DaNWqTERnJBbjyKc7ZLl6u850sW7WxdvdDPuDjDS28rPjZ1hTXsT6yuIrdn2JksS+vhG6fUGqrUaaRrw8++DtFE1kX0+UiCQS/PDTgxSZjTSUOVEqFCysKL6om/BqE47F+X+37KXWaU+5SxcvuewHVTIpMuDyUFpgQ3ERKzQSi3Fs+05qC+3867YDVBVYWVRZgisQZkVd2SUDXpr6hjnSNcC6mZX8YvcxVtSUUVVgxWbQUWa7OdrqTDeSJJEUJRSCQCAaSyXoq5S4AmGMWjWBaAxvOEpdoZ2TPUPoNSqUPQM0j/qos5vp9adqta6vKOLj9j6cBh1OvZb9/SPcVlHM4YFRhkJhvjT3/H3GB2ZWsLN7kEAswVMNNbx0qp0Gpw2dSpHeZ6zmw7YeJAnun1nBa6c7WVLsICaKnBr28MW5tbx9phuHXsua8kIOD4zS4LSRFCVUVaXMryhiwBvArNNgT2+PTNVe92QxPvff85beFDEtSu/Ino9YsiYb9O1t/4jaullY0rl5Q4MDjAwPMnf+osyYYx/9kvs2ZjsxvLdlGw9szmadbXn5Fzx+RzaA+8DpVgosJurKUi5STyDI7o8/5d4F2ST3j0+28vmZLr6zYTkFJj3aSwSoxBJJfv3Wdk6PeviTZQ2olYoJF3AOxRMcGhhlV88Qz86ro90T4J7Nq8+rBXohRgIhBjwBWoddHO0a4I/uXIFWrcSqv7zC1eMhSRKhWBylQkHXqJeRQIjZJQV8dLKVUquJWCLJzpYu/njjCqzz52f2Ti+Hjv5hFAqBF9/+hKc2ruFURw/NXf18/YENfLjvGOsWzKah5uJWaiAc4dC2z6iwW3jnaAvheJyvrlvM2SEXiytLMF0kcAXgdP8In5/p4t75M/nJzsPUOu3cPX8GKqUikzpxLTj3fYumW1oJQCSRwKBRo0jXFM0r6RsDUZTwR6OoFAr0ajWCcPUia/NKb+qYFvdm84m9MqV3pvkUZeVZi8s9OsxAX49M6Z04dVqm9E61nJUpvVMdPTKl1zvsQpuTrBqKxOgbk4d39/wZbJ5XRySe4O8/3E11gY17FsygwGg4z3LSqJR8/QubkCSJtoON/ORYCwsK7cx0WKg0G2UWYCSRZH/fCLMcFn554iyLih08ft9tPJxWcvIMsfM51jXAx42tPL1yPm8dOc29C2byyJI5PLLk0vl+kiQRT4qM+EMM+gLMKHLwyak2dGoVRRYjH5w4y73zZ3K8Z5A+j59vrF/CT3YeYVaRg1KbmUMdfTy4uJ7OUQ8qhQJjwzzWFpfjtFowG3TcN4kvcCQWo2fIxf6mVoKRKF+993b+9lspt/WCGVWZ+7531SIG3V62HznFZ0dP8fTGNTR19DKnujyjCE16HXc8kPrc/Nu1a4CUIoz2buN4zyA9bh+n+0d4bsMyukd9LKgoyixk5pQ6mVOasvr/5pENJEWRzlEvHxw/w/r6ana2dOKLRPnKmkX8YtdR5lcUoVerOdDeyxdXzeftI82IksRjyxr43d4TLKspI55Mcqx7kK+uW8Rv9pzApNVw17w6Xjt4ijUzKnGHwpzuH+Hr65fw051HcJoNrJlRyTtHm7ljTg3do17aht184/al/HrPcSrsFuaWFfJZcwfr66s52TNE56gnM7+20E51gZXtpzt4cFE9+9p6GfYHM+dnlzopMOrZfbabx5c1sK2pHX8kxpfXLOTnu46ysKIYrUrJwY4+vrhqPm8daQbgkSWzeWnfSZbXlJGUJE71DfPMqgW8cbgJs07LbfVVfHKqjSVVpfijUXpdfu5bOJNPTrVjN+qYXeLkZO8Qc0qdBCIx/JEoiypLODM4ikWvxWHU4w5FcJoMxJNJJMBu0BFLJNGolFO+53zuMwbgDkWIJ5LoNCrahz04TQaG/UG6XF5um1XFm4dPY9ZpmVXs4P3jZ9g0t44zg6N0jnoz35eaAht1RXa2NbXzwMJZHOrsZ9Ab4Bu3L+WVA43UFdox6TR83tLFo0vnsP10B75INBXI9bn8s/X0yvm8fbQZKf3Z+u3eEyyvKUOUJM4MjPL0qvl8cqqNbz83zhu8CRAEYSmplMc2wAZ4JEnaOsG5TwDnctzaLmvudFh6vZ3NlOd0WdCGjlPgLEST7jYeDASIxaKZvD2AZOdeWYHp/sEhSouLMrL/5G7KnNlSUi5fAL1Wgz69NxaLJ2jdu1dWcPpCHOro452jLXzj9iV4Q1HmVxRdcvxHH+/h085+/mDBTD5s7aHCYiQhSli1au7ZvGZCbpKRQIhAJMbPPz/K+voqii0mapy2S1ou5/CFo+xv66Xcbubl/Y3ct3AmoVicYCTOHXOq6TLYKbRbcFrNKC9ShHkqON7ahcNs5KfvbeeJO1edVxJuIrT2DtLU2cvM8mJe3raHOxbPxaDV4LSZqS0tuuh7icUTfPTW+wRjcUosJrY3d/DFlfMRBKh12q8719X1wjkXZkIUUSsVBKNxJCS0KhXeUAS9Rk00kSAYjVNiNdE16kWlVGDVa+kc9VJiMeEKhhkOBFlaXcrnLV2YdVpKrCYOdfSxpLqU5oER+jx+Hl/awG/2nqDCbqHMbmb76Q4eXjybPa3djPhDGUXeUFaITa9jT2s3X1g+l62NbQRjMZ5ZvYBf7jrGwspi1MqUIn9m9QLeONSEUqHgwUX1vLT/JCtrywnF4pzsHeLrty3hzSOnKbIYWVVXzrGuQRrKnCRFiWgiwaziAtzBMCadBpNWc00t7ERSJByPo1er6ff6mfOX/3xTW3qCINQB35ck6cmcY68A/1OSpMPjzP0eKSX3o7T8RPpaFw7FHzt/OpTem7/+3zz65T/PHD/wwf/h3gcfx5zudH3y2GECAX+msawoirz6r/+Nf/vtbF7e3//Li/z7P/7/t/ff0XGdaX4u+lTOEYWccwZBgjnnqEQFtkJLnaa7Z8Ye2+NrT3uufc/x8lrHc9o+xz5je2aOeqaTWt1qiZSowJxzAEmQAAkQOecCqgqFymnfPwoskRRBkSLBpHrW4iLq26F2bRS+337f7w0/jr3+25//H/yH770ce/3HQ2eYW5JHQUZK7Bwf/P5jRp1uXphdjFwqIf0ugRfBcJiddc0EQ2GKUywkGzRkmqevjOILhnB4fNMWbr793LWdA+hVCk639SEg8JMVNffsyuodn+CTS9dZVZLDpZ4hqrNSmLt21dceN9NMuDy09Q/TOzJGIBji5RXzY8UCHhZtfUOca2xnVU05v9x1hJKsNOaXFiCTSUm3mKaN/AxHIuz+ZBcdo3Y2VxXy0YVGNlTkk5towqxWzfiaqCAIsZyxcCRCIBxGJZMx4fUhlYjRKuTRqiWP8MEkztPDs+7eFIlE7wLbb7bOpiy/nwuCsO4ux+UB7968j0gkMgJz79XSeyTuzVAwcMvrcCh8i4sjIkRiVh9AOBxGq7l13UWvu1VcEgy3FpLVqVUob4qAFIvFvPV29CHC6nCy/aPPWVKYSduIjdWluRhvq+ghk0jYNi+aqG6ddLPzUjPryvM41tzNS3NKMGluXdNSyqR3FTxBEPj92auMuTysK8/DEwgyOzuVyozkaY+5gc0drQn6vw7VkqBV89KcEn7wzmuYdBpmf+3RM4sgCJxqaCErOYEPD5/ltVULb+lgf6+4vX52HDtHZlICvSPj9IxY+fOt62npHaS6MCfWMqowM5XCzKjF/7//4FUEQaBraJS9566wsrqUT09eRKNU8Ma6JYTCYRKN+mhBZImEF197MfZ+/2HJItw+P2cOHOFcRz8/XDab35y6QnaCkfwp19WmqkIu9wwxPOGKWR6FyQkkGzScau3lxTklnGjpwe728oOls/n1qcuUpyehUcio7Rxg2/xy9tS3EQiHeW1eOX88f4052amIRHB9cIxX5pay92o7EpGIZUXZfHLpOjU5qTi9fpoGrbH3NGtVLCvM5vMrLSwrymLQPkn7qC22PdWoY1ZmMvuutrO2PI+WoXH6bBOx7TkWI7mJJo5e72LLrCIu9wwx5vLwzuJZfFjbSEGyGYtWzZXeYdaU5XKldxhfMMSGygKONHWRYzGikkvpHnMwPy+dpgEriGBWZgrX+kdJn6qranN7KUm10DM2gVwqIc2oY8zlwahWIhJFU30MKgWhcASpRPxI3Jq3E45EcHr9iEQi/MEQwxMuchKNXO4ZJhAKU5GexP5r7RSmRK2++r4RfrC0mt+ersegUrCyJIdP65pZUpjF6KSbtuFxfjjl9kwxaKnJTmVPQxurS3PpGLXH3NN/OHeVvEQThSkJNPSNsDA/gyHHJIFQmHm56bSP2jBrVOhVCnzBECZ1tLekTPKteQjaBvz8trFO7lw972beBbbfPCAIggO4J8GDR2TpjQ52k5SWExuXOutIy8iKRfLZbeOIxWIMxqi7MhQKEeo+e0te3vW2dkoLvwxK6Tq9n6r8m8qUDVm52tnLhvmz7mpttJw6zZn2PsrSEhlyuNhQkX/XgJZOq53mobFowEEwxOaqwjvu7w+G6LDasbm9HGrs5DvzyzGqlbeUPZuOSESgrmeIfrsTvVLB1f4R3lhYSfKcOU/MH8DQuIOG9h5C4QhisYh18yqR3kPC/e1cbO5k99k6/uS51bi8PtLmf1mO1+f3U3/wM4KhMCKRiPNNbXx/0wpsTjelOWko5Xd2/waCIUYdTj47cYGqgmy6hkaxOV386LlVRCIChscYuPK4uWH1hsMRpBIJbp8fsViECBEurw+9RoV90k0wFCLZbKB3ZByNUoFIJMLqcJKTkkjn4CihSJiC9BSudvSSODlOKByh3+ZkXl46Z9v7kIjFVKQncbylm5JUC3a3j5bhMV6dV8bvzjRgUClYmJ/BZ5dbWFGczYB9ko6bhDzNqKMyI5l919pZX57P9SEr/TbnLeubORYjR693xdY3Ryfd/Ojm9U2tijNt0fXNw01duPwB3l5cxad1zVRkJKFTKhiwO1lUkEm30oBKLiM/PRnbpBuTVoNSLovemwf8mxMEAV8gSCgcRhBgbMKJSadlcMyOY9JNGV5OtfZi1qhQyWVc7B5kRXE2x5q7sU56+P6Sagr/3f94Zi29KWutQxCEr3xGkUgkADXTuThFIpEdWCMIQp1IJFoLdAqC0Hlf7/84KrLsf///y4///F/HRO/MySOoNVqq50QDUyYnnRz98O/40++9GTvmv/7dL27J07vdvSkIAueb2gmHI7T1D1OUmcKiiqJpv8CCIFB78Ah6lYJdV1pZmJ9x13SGG/UqU/RafnH8EhsrC8gw6dl7tY115fl8cP4qy4uy73qOmwmFI5xs6+F4cw8/Wj6bK73DrNq8Hr3myakNGQqH2Xe+ntLsdPaeu8xrqxaRfBeX73RMery8t/cEuWlJZCVbSJu3Gtk9ukEFQeDkzg8YHLczrySPz05d5LnFc0g2GUhJME4rvBMuDwICv959jIzEBAxaNe39w7yycgFGrRrFPdQsvVduCEsoHEYmkeLy+hCLRYhFYjx+P3q1KurKlIiRSr5alipOnNtRrX77WRa9OcClu4jeuju5KqfcmHaghmgQy6Gp/38K/GzK4vv6938Uold74gvmL38+Nt53+cNbGsh2treiVKlIS4/2u/N6PYw3HGL+nC+jOU+eu8CyhfNir6/s38myWXeObgwEQxytayQ/PZkdx87zndWLyE2bPkAlGApx5egJQpEIR6938/biqruu/4XCEXrGHXgCQUxqVSyJ+m6EwhEudg+SZTbwi+OXmJuTxopNa9Frpm9VNBMIgoDD5cHrDyARi2nq7ic7xcL17kFa+wb5zprF/Gr3UXJSEslMSkAuk7KwvPAbXeOphmb2n6/nn7+ykYmEvFsCkR7k+gPBIHX7dnKhuYPvbVzOL3cfZUV1GbMLc9CpldPmAo7anagUMv7x8yPIpBJW11Sw80QtS6tKGLVP0No3xA+3rOJXu4+SZDIwrySf3WfrWD2nnM7BUbqHrbHtmUkJlGSlcfDiVTYuqKaxqw+rw8l3Nyxj+5Fz5KQmkmYxUXu9g9VzyjlztZUR+wTvbFzOL3cdpTw3A71GxbnGNl5btZD95+vxBYK8vnYx7+07QXVhDmKRiLrWLt5at5Qdx84jlYh5bvEc/nj4LAvKCvD4/Fzr6uMHm1fy6z3HMOu0rJpTzr7zV1hcUcS400Xf6Dgvr5jP7jOXSTTqKc5K5VJLJ9WFOVgdTsadLlZUl3KusZ0Eg5YUk4HOwVEKM1MZn5jEGwhSnpNBW/8QRq0GjUqBzekiNcGE0+NFiERISTAy7nShViiQSSUEQ2HUSjmCIDwRIh8Kh3F7/chlUqwOJw6Xh7y0JGqb2jFo1UglEupaulgxu5SDF64yPuHinY3L+M3e41TmZ6FRKmjs7OflFfM4c60VhVzGkspirrR1k5OSiEwqZdLjpSAjZeo+yDFMLc9MV6no63gYondj/n0Qts6X9gA3t6f5xY0Akm/KA4jeHOAS8JogCDtuGn8V+M7NQTF3ff9HIXoXTn7BvGVfil7XhfdZtW5z7HXj1SuYzAkx0XNOOBi5coAVi79st/rJ7v28vOXLtIfDH73H4Jid721ageYuHREmPV5sThcHLlzFHwjw51vXTzspQjQk3tdynXePXSRRp+FHy+4/GfsGDo+PL660kG7UMzrpxqhWsv7FTd/ILXgz/kAQp8eLUi6jqasfg1aNfdJNfXsvzy+Zw3v7TqBTK1ldU8Enx2tZUlmM1eGkpXeIHz23ip3Ha8lKsTC7MIee4TEKMlKQSMQo5bKYa+ub4vL6+IedBylIT2ZeaT66isV3vd93IhKJMOly88nufUxMuvjxW9/BFwiQYDJOu/+Ec5Le2iMcrWvie5uW8/sDp6guzGHt3IonYuJ9FAiCEC1oEAgikYgIBMN4/QFMOg0jNgdisRitSsmIfYIEvRan24vT46UgPYXG7n40SgUGrZrOgRHy05PpHx3H4fKwoLyAE1eaSTLp0alVNHb1saCsgMtt3TgmPWxZPJudJy6Ql5aEUi6jrqWLLYvnsO/cFTz+ANtWL+T9A6eoLsgB4HJbF99dv4yPjpxFLpOyedFsPjoSFXKXx0djd3/s4SJBr2VpVQmfnbrI8lmlDI7ZaR8Yjm1PTTBRXZjN3nNXWDe3kpa+IXqGx/jhlpX8avcxclMTKcxI4XxTO+vnV9E1ZMUfDLJ6TgVXO3pJSTBi1Krx+gNYjDpEiJDLpLd8X4KhEF5/EKVcxojNgT8YItGop7lnAItRj8vro2twlGWzSvjidB0yqYSa4lw+OX6BRRWFjDkmaekb5IdbVvHLXUdJNkcfqHadqWNNTfSBqmvIyo+e+/KB6k//6z89KaL3JFl6N0Tvlu03WYCme7H2Hot7c+9vf8af/cufxV4f3Ps5ufmFFEx1Tx8eGqDp2A6+++pLsX1ud29CNI3BMN7J/9yxj2WzSlg/v+quk5vV4WTC5eE3e46zeVE188sK7ipAHp+f+uMn2XWlldcXVJCbaLprK59AKIwnEOTD2muMTXr4ycoaXMkZ5Kd/ffBKJBLhSnsPBo2aAxcaGJ+YjD3Bl+dkoFUrOdfYzutrFnHwwlVUCjlbFs+hvr2b/PTkWPK4Waf9xk+XD8LRukYOXbjKX7y2kWB6OUbD11u/tzNqHcPt8fL+jk95cdM6qspK8Pp8eH0+tn++h6yMdIRIhK7eft54+XlkUik67Z2DiYLBEAPDwwi9jXx64gIbF1bT3DNAgl7HxgWzvtE9uiEqEC1zJ5WICYajwmLUqrE6JlHKZWhVSkLhMAqZ7LH8LuI8/TxBlt60oje1Nrf9Ttum4ZAgCD+7sabHHUTqbmt6Nx2Xf/s63t3E8ivneRSiNzLQRXJ6bmxc4WkgNe3LPK4Jhx2FUhkrQB0I+NE5mm95sh8etZKS9GUdzdsROuo4dPEql1u7+MvvbEGrUt41oCUQDPHevhP0W238mzeeQyaR3HWdJ9x6nf9xMOpiem1eOXqVAqVMSu/4BBe7B8lPNLGrvpVX55VRvOTerBtBENh+9BzjThdzS/IYsNpYU1OBVqV8KiwTrz/A//XBLgrSk9m8aDbigpqvP+g2AoEgYzYbh0+ewevz8aM3tyH5GkvYOelCIpHwmz/uQKtRU15SRF3DNTavWUVKkgWp9M6/d5/fT/fZg6QlmPinXUeoLsxBIZNxsbmDN9Yu4dMTFxAQeHnFfP5w8DQ1xXkEQ2EaOnr43sbl/P7gafRqFWvnVbLrdB0Lygpwerx0D1t5ZcUCPj91EYNGTXleBvvO1bOoopCuISudgyMxyyTdYqY8L5MDtfWsnz+Lxs4+BsZs/HDLKn695xi5qUlkJSdwtK6JF5bWcK6xDavDGTu+NDsdk07DmWutvLJiAceuNBEMhnh11UI+P3WJspx0lAo5XYMjrJhdxqXmLqQSMbOLcqlr7SInxUJEELDancwuyuV6dz9KhZysZAs9w1ZSEoyEQmHcPj/ZKRaGxydQyGUYNCqcHi96tYpwJEIkIqBVKQmGQ0glkkeaE/pNCIcjuH1+VAoZfaPRDgwqhYLmngFyU5MYtU/g9vmZV5pPW98wCQYtRq0Gj9+PSatBLBY9Uo/B0yB6D8JUQErNzeJ1w2K7kwV40z53FMWp8a+I4R3P8ShEb8ev/4ZXf/DXsfEDv//3/OSffZm3t+vTj6iaPTfWRLanq4PBK4d45bkvezv/93d/hcmg59XnN6FRq6f98kUiEYTOOv52+14q87JYXFlEsslw14CWgTE7v9p1lJWzy0hNMJKfnnxX0Wo5dZoPaxt5uaaUhr4RlqxdQXbK9IJ8g3A4wsCYjda+IU5caeZ7m5YTjkQozEh5oieMm4lEIhy73MThi9f485fXIyusQaW8/xJp7V3dKBQK3vvoE7Zu3kBZUcHXH3QXrOM2RCIRuw4cxjpu4zsvPcex0+dYumAuuVmZT839vV8CgSDBUAi5TIbD6UQukxEMhXBMTJCanEzf4CCRiEBGagrtXT0kmI0Eg0FGrOMsMkfL98mlUgoyUrjY3ElBRjKOSTf9Uw9ge85eQa9VUZKVxvEr15lXkk/PiJXe4TG2rVnE7/adJDXBSFFmKgcuNLBhwSyudvQyOGaPCXV+WjIZSQkcu9zEi8vmcuZqK2MTzpi7rywnHaNWw9nGVl5duYADtQ14/AHeXLeE3+49QXVhNhKx+J7XN3+z9zgmrYYVs8vYeaKWZVUljE1MMmC18ca6JRy8cJUUs4GirDSuB9TkZmXimHBiczhYYBQ4UX8dg0aNSafhbGMbSyqLqW1qjz2c/HLXUYqzUkkyGTjV0MzW5fM5VteIw+3he5tW8Js9x6jMz0Ipk3GhuYPX1yxm95nLyGUSnl9Sw6GL1yjPy0AqljBqn2BBeQFt/cNolAqyki3YnS6K3vjLZ130tgMf3rY2t5ZoQMrd8vS2AwdvXleccnseFgTBNN1xt5zjcSSnn9r5n/nuD/409vrQ/i+omjWXpJRoPlZfbxfu9nOsXrb4lvMJgsCVa03sOniEt155EYlEQnbG3TsMXNm/kwO19fzZ1vU43R5Ksu++/+GL1zhzrZUfbF7BhNtLee6D1TsfsU1w8EIDy6tL+fWeY6ysLmN5delTNQlHg0dC/OfffUpuahJvrV+CL6Pyvs/j9njpHxyioamZYCjEq89tQv4NoiiHR63UNVxj3uxZJCaYp73moZFRPF4vTa3tNLW08c62lzlxtpa51ZUU5Obc9T0ikQihUBiJRIzPHyAUCqFWqbBPTCCfKnfn9fkwm4wEAgEkEimqqaLYT9PvNs6jIRQK4fcHkMqkWMdsKJUKvD4fI9YxarRBzje1IRKJKMpM5Whd4zO9pgdfukYFQai5aeyWiixTlt/hqbEdNx138ObqK3cSwru+9+MoQxYeO0t+wZeve3s6SUpOjbk3Jxx2lGON5GZnTnvuSCTCBzu/IBgMsnheDUaDniTL9D3WvD4f+//4HlqVgiSTgdy0pFvKmN2Oy+vj81OXyExKYMzhZF5ZARmJd55gbyYYCjHp8fHuZ4cozUknyajHYtQ/VdbcDbz+ALVN7Ry8cJUfv7AaQ+WSr3U93o4gCNRdbSTZYuHDT7/gpc3ryc/J/kbX88X+w7R1dvH2tpepHxOTp3Ry6vxFBodH+OEbr3H5WhNzqiruKoTdvf0MjY4ik0o5duY861YspaGpmRHrGG+/tpXfbd9JXnYWqcmJnK+rZ/OalVysv8qky80rz21k14HD5Odmo1GraWppY+WShRw9dRavz8fG1Sv46LPdVJWVIAgCV6+38J2XnuPjXftQKuSsXb6UT/ceYF51FU6Xi5b2zth7mo1GFtZUs+fwMZbMr2FwZJTu3n6+++pL/G77TpITLVSVlXD09DlWLl5A3+AQY+M2Xti4jkPHT5GWmkxachJtXT1UlRYzbB3D6/VRXVFKU0s7ZpMBrUaDddxGVnoa43Y7kUiEjLRUhket6LRaZFIpPp8Pg0GPbyqfT61SEQyFkEmliJ9wF+bXEQ6H8fkDsYeT+w2wepQklc19pkUPYpbdHKJJ6XlA3R0CVLqIWn83W3Y30hTGgQTgws0W49e+7+MIZNn33r/jT//FX8Vef/j+L1m36QXMCVEXoc/nZf/v/htzq6vweL3MnVWF5i5V/odHrXy69yDrViyhvrGZDSuXodFMn5A8PGrlwPbfs3nRbE41tPDisrl3zY8btjnYfeYySyqLONfYzkvL52LUftkaqN9qw+XxcuF6J93DVv7la5uQSSWxOqBPAuFwBKfHy4jNQZrFzPmmNtw+P7Pys/nwyFnmFOXi9vq41tUfi3zLSDTzyg//9BtNdON2Bx1dPQxbrYhFYjasWn7PuXk3MzQyynsffcKKxQvISk+DzPl33C8YDDLecBB/wI9z0sXlq4289epLdPf2U1FShMl4//mFTxqCIBAMhhCJRPj8Pnz+AAadLibiMpmM4VErqclJDA6PMOlyU1VWzKX6a5hNRlRKJW1d3VSXl9LY0obL7WHZwnkcPnGarIw0JGIJTa1trFm+hKOnzhIKhVi7Yimf7jlARUkR/mCQq03NvPHyC2z/fA9qpZLVyxbz2b6DzJ89C4fTSWtHV0zIE0xGFsy5SciHR+jq7Y9tT0lKpLy4iMMnT7Nq6SJa2jsZHB6Jbc/OSCcrI42T5y6wcfUKLtVfxTpu451tL/PHT78gOyMds8nI+UtXeGHDWo6ePofb7eb1rc/zh08+p7ykCJlUyuWrjWx7YQu7Dh5BrVKyeuliPt61l+rKMnw+P02t7bz1yov84ZPP0eu0LFs4j10HjrCwZjbWcRvtXd28s+1l3vvoE5ITLcyuLOfY6XMsXzQf67gNu2OC9SuXcb7uCkmWBFKTkxgetZKVkYbfH0AkEpGYYCYYCqGQ31uNz2+D6D0uHktroZGmT1mweHnsdcOVixQWl6FSfVWo7NcOcfJsLSuWLGBoeJTli+ZPG6gA0cotjS1tJFss+Px+Vi5eeNfJduD8IQasduyTLpQKORvmVyG7y/lb+4bwBYKcvtqC0+3llRXzOXzpGlsWzSYjaXpL80G5UeXB6nCiU6voGBhhYMzG4ooiPjh4mtSEaKHpUw3NvLxiPkcuXcPp9vHOxmX8es9xZhflkKDX0j9qY+WcMlrCevRaLRlpqQiC8I3cjLcTDoc5ee4COVkZ7DpwhK2b15OemvL1B96BHbv20trRxV/86B3G1PkoFPe/bigIAr3nPmVgeISCnGz2HTnOupXL0KhVZKamotGopyIyo4EZgWAQuUyGx+slFA6j02gYs0VdUSJE+Px+zCYjfn8AiUSCeqpU2tNs/TxtCIIQy9W8VwGZiWvw+f2IxWImXW5cLjfJSRZaO7qQy2Vo1Gqut7ZTXJBHS3snI9YxNq5ewQc7PycjNZXkRAtnL9axZd1qTtdexDHh5LuvvsT7Oz6ltLAAtUrJ6z/9F3HRmyEeSxPZltO/YsOWl2Kvjx3eR4IlkYqq6ctuRSIRes5+ikatoq7hGtUV5cypKp/2vSORCLWX60lNTmL753tYs2wxsyun318QBJqOfEG6xcQvdx/jxaVzmV2Uc9f9Q+HwXQXydsLhCLZJFxKxmPGJSbqHrcwtyWfHsfPIpRJmFWTzxeloMnTX0K25O1nJFirzsmjo6GFpVQkTbg/+xHyK8vPw+f1oNerH5q7pGxziWnMrUokEhULO0vlz7/taBEFgxDrGP/3+Q5YtmEdqzSa02q8v4XY7Pp8XmUw+rRv2hhBevHKV117YzO+276S4II8Ek4nLVxvZtGYFtZfr8fsDbF6zkv3HTlKQm41UKuV6aztrli3m4PFThMJh1ixdzI5de5ldWU4gEKCxpY03X36BP+78Aq1Ww4rFC/hi/2EW1FQzbnPQ3tUds2ISE8zUzKpk35HjLF84n57+AXr6B2Lb01KSKS7I4+S5C6xZtpjOnl5sdgcvblrPoeOnSE9NIcmSQEdPL7PKShgYHiEYDDKrrJS2rm4SzCYUcjkTzknSkpOwTzgRiSAxIQHHxARqtQqxWEI4HEKljKZYSMSSb2SNx3n4xC29meOJcG/6/T5OHDlAaXkVh/Z/wfrNL8US1e+E3++j99znWMwmDp88w6vPbyItZfpcOH8gQGtHFzaHg8tXm/juqy9hMU+/nhcIBJlsPEvt9XY6B0f5i1c23jUB/k5c7x7gs1MX2bZ6IduPnkcll7FpYTWHLl1jfml+VPg0aVSUFjPpcqHXab9RFOTjwh8IsO/IcSpLizl+5jwvblqH2Wi87/NEIhE+2b2P620d/Os//RNs2sJvtG5YX1eL3W4DoKXpKi+99hY7P3qfWXPmMXvuQpTKR1v55mEgCAKh0JQ70+cl4Peh0xkYHRmKCrtUgnV0hOSUNAYH+lA62plVXsrZi3UkJiSgkMto6ehiwZxZXGq4htfrY+WShew9fCy2rtrY3MqW9avZfeAIiESsX7mUj3fto6aqAq/P97Wuv47unphQJ1kSqK4o48CxkyxfOJ/uvn56BwZj29NTUyjMy+HY6XOsXb6Eq9dbbllLzc3OJC05iVPnL7Jl7SrOXbqCzeHg7de28v6OTykrKsBo0HOtuZUNq5Zz+MRpnC43L2/ZwIef7qKytBiRSERDUzPbXtzCzj0HkMukrF+5jJ17DjB3ViVuj5frbe2x9zQZDSxdMJejp86yYM5sJt0uxm0OVi9dRF3DNRLMJtJSkhm1jpGWkkwoHK0LazLooxVn7uOh936Ii97M8UhEz2YdxJyYFhtX+5tISr6z28thtzFmHaHpWj0+n5etr76FbJpCwxCt3mKYbGPnnv1oNRre2fbytPtCNMdLEAT+7te/oygvh5e3bLx7hRa3G3HPVf7Xx/tYWF7EunmVd8z/Gxyzo5TL+NvteynMSGHl7DKkBTV3XYt8Grne1k5DYzNZGWmolEpmld9/JGowGMI+McG7v/0DC+fOpmjFNmSy+3ev2sat7P3iE5avXk97y3WWrlx3y3nC4TDjY1ZGhwc5cewA6ze9SO3Zk6RlZLF0xVq8HjdSqZRQKITX48FkTmB0ZCg6qZkTmHQ60ep00c8nEqFQRPMnnzbxfBaIuqAjhMMh/D4fSpVqyi3/YBWEYCrAxetFLBHjcbuYdDpJTk2LNrsWjWM06Lna1ExxQR4d3b30Dw7z/PrVvL/jU9JTU8jJzOD42fNsXL2CuoZrWMdtMVEtyM0hwRxdd3x+wxqOnzmPyxVdd9z+xV6qSovRqNV09vayeulirjW3IJfJeeWHfxYXvRnikYjeB7/4j7zxk/8YG//sH/+SuQuWsGT56ukPBgYH+hCLxXz4/i9ZunIdc+YuvOsX3GG3Eem7yM69B3hp03pKC/Pv+iTm9fmovVzPibO1fO87r5BgMt1VpMLhMEd3vE9daxf/attmrnb24QsE8fkDDNkcvPT2j9BqNNMe/7Ticrv5dG80WOFacysbV6+IrWfdDx6vjwPHTtDU2s6/+JPvMWG4f8EMh8OcOXmUSaeD1LQM0jOyY6ku90IwEKCnuwOlUsXxI/spKa8iFAzS39vNqvWbOXXsEDq9gcKiUmrPnqSopByrdYSerna2vLiNj//4WxISkyivnM2JI/tZuGQFvT1dDPb38vJ33uGTD98jNT2TnLwCzp48yrJV62lubMA6OhzbnpWTR1JyKhfPn2b1+i1cqj2Lwz7OK69/j88/+YDC4jJ0OgNtLY0sW7mOaw2XAZi7cAn1dRfIyMxGKpUxPm6luLSCwb4eZHIFKalpjI9bMRhMiMRigsEAer0Rn8+LRCJBLlcQiUSQSqVx4X7MCIJAKBgkHAkTDAaZnHBgMifQ29NFMBDgu69uiIveDDGjomdJzhR+8K/+L4Z623j1h18mpwuCgD7cQtPVeuovX+DN7/0Yg9F813UYr8fNof276Onq4E/+7F8hkyvuKmiJng5++YePCAQC/PDN11Aq7r5/MBjif/3qPRITzKxbsRSz0XjH9Y1wOExdwzUaTh2ma2CExes2sWLh/LtGiz5NeH0+zl+6QltXN30Dg4TDEba9uAWtRv2NUg3cHi8+v5+/++V7LKippmLdd7/RhDs40Mfezz9m43NbGRrsZ868Rd9oDdNht1F34SxDg/0olSrKKqspKat8IkTgxkQoIBAOh/F6PWg0WmzjYwSDASyWJHp7utDp9IRCIUaGBykpq6S+7gKIRBSVlHFw3+e4XS6so8P4vB6+890fceVSLVqdnqrqGo4c3MPsuQsZHR6kt7szJsSWpGRKy2dx8ugBFi5dSU9XB0MDfbHtaRlZZGXncu70cZav3kDj1cuMW0dj27Nz87EkJnOp9gxrNjzHhfOncTrsvLztbT756HcUFJeiUmm4euUim55/heNH9hEMBNn43Fa+2PkhpRWzEASB5sYGXnj5dfZ+8QlKlYqlK9dxeP8uqmbPxe/zcaXuPAajmWv1dZjNFlav38yl2jPULFjC6PAgfT1dvPL6OxzY8xkpqenkF5bQ2txISXklk04nAb+P4rJKBgf60OuNaHU6QsEgKrUGyWOu0RoOh7laf4nW5kb+8//+V3HRmyFmVPRyi6qFP/13f8fpQ9t55fv/DoPpq1VLwuEwqcoBfvXu/yAnr4CVazeh0WjvGtBiG7fyx9/9kuqaBRSVlJOYlHzXL6u//RQffraLjatXoFGrKcjNvuv+Ta3tfLH/EK9vfR7ruI2aqorY/nsOHcXl9rBkfg0KhYKrTc20d/fwzraXUdzFDfs4EAQBl9uNXC6nraMLsUSCVCLhYv1V5s6q5HTtRcZsdt5+bSvvffQJBbnZXKqPumd++OY2hkdHCYXCIIJXtmy85wlBEATGbHYu1l+lsbmVH3/3ddwJFfd9/eFwmAN7P8Pr8TBr9lySklPR6e8/9WB4aACxWMKH7/+Szo4WNj33CuYEC1qdntMnDpOcnMb6LS9it42jUqlRqlSEQyHkCuVTlZs20NfDof1fsGDxCtLSMxkdGeLMyaMsXbGWvIKix31594UgRIVfJBIRDAYQi8VcvnSeq1fqWLlmI+FwiDHrCK3NjTz/8utYLNEOHpFIBIBJ50TMqh0ZHsScYME6MozNNkZF1RzOnDyKwWjEYDRTd+Es8xct4/LFc9jGx2JCnptfhMFo4sql86zb/CJnTx7F43Hz/Nbv8On231NSVolUKuNaQx3Pbd3GqWOHUSiVLFm+mku1Z8gvKEYkFuOw2yirrGagtxu1VoslMRmP24VGq0Mmk8e+Y0cO7MbtdjFv4VI2Lq+Oi94M8Ujcm//1r1+npGoRyze+eUfhu4EgCIy37eb08cO8/vaPCIdCpGXcvT/d6RNHuFR7hre+/xM8HjeZWbl33b9h/3u0dXbz3LrVRITIXa2XcDjMweOnsDkmKMzNRgAuXmngx9994xYr8LN9B8lIS6Wm6v4n9q8jGAwhFovo7uvHHwhiMug5d+kKedmZdPf109rRFQt3vpHAfPD4KVYuWUh7VzcTE5O89uIWzl+6TEZaKumpKXi8XhITzF8J+W5qbefqVBDAjfFIJMKvPtjOptUrvjb9wOZwAPB3v/wdS+bXULL6jW/0mXu6Otj9+Xaee2kbXo+H4tL7v6/BQIDGq1G3YFNjA1Urf0JbYy0isZi84tmMtuwmN7+I/p4u9nzxMX/5s//ImRNHMCVYSEpK4cL5UyxaspKG+ku3WjR5BVgsSVyqPcPajc9Te+7UXS2aY4f3EgqF2bD5RXZ9+hFlldWEw2Famq7ywitvcGDPp6g1WhYtXcmZE0coq6zG7/czOjzIkuVrqLt4Dr3BSFZ2Hj3dHWRkZhMI+PF5vWTl5GEdHUalUqPR6vhsxwfMmjOXgqIyJBIJYrGY/t5uzpw8wra3fviNfhdPCqFQiPd//Q+89OpbGE1fFh+4fPEcDrvtlq4tj4Mb3qhAIIBCqWR0eAi1RovX62Z0ZJji0gounjuFRColL7+IMyePUFRawcjQIJ3tLazd+AL/7f/831ixZiNV1XN5c+vauOjNEI9E9Oxjw5w/9imIRPh9HuYvf55gwE9mXtm0T9HBgJ8rh/8OtVpDZnYuSqWKwuLp93e7XOzfvZPk1HSCwQCpaRkUlZRPu//kpJOLu39DRUkRDU3NzCovparszv35ACZdLv7x/Q/R67T4fH5WLl5AcUE+Xp+P1o5OWjq6mD97FumpKTS1tqHVRPt0tXZ0Mau8lEsN17A7JtiwajkffraLwtwcFAo5dQ2NvPLcRvYcOoYgCDy3bvUtYfAtHV28+fILnDp/kSRLAhUlRVjHbSQnWtCoVQ81euzoqbNo1Opb+hgCHDx+igST6SspIsFgiEsNV3F7PIhFYq41t7L2jb/AYLynEnhAdLIYHRlCq9Xz+9++i8FgZMWajRhN5liFnns9z9BgP+fPnKBy1hxOHT/E3PlL0Gavje1zZNdvKZ+9/Jbi5wAHPv0n5izagCV5+ojhmSIYDBAJhxBLpHhcE8hkCgJ+L27XBJbkTPq7ryORSDGakwlaz5OaloHNNoZ1ZJi5C5Zw8thBdHoDaemZ/M//+//gT/78L6O1a/t72brtbT7+8D3aWpp463s/4cK5U6xYs5Gr9ZewjVljQp6TV4jJnMDli+dYt+kFzp0+jss1yUuvvsnOj96nsLgMhVLFtfpLbHrhVY4e3E0kIrBu0/Ps/nQ75ZWzCYWCNE9FzX6x80PUag2Llq3i4J7PqK6Zj3Nigs72Fl55/Xvs/uwjzAmJVM6q4WLtaapm1eBw2LHZxliybDWXLpzFZE4gJTWd/t5usrLzGBzo4+ihPfzZv/wZg/19qNRq1GoNA/29XL50nm1vfB+pTPbUWOW309bSRHdnO+s2vQBAdWFiXPRmiEciel2tV+jrvM7yjdEn/8kJG5fP7ic9u4im+tNYkjJYuGrrtF9Yp2OcwWufUjlrDp9+/AGVs+awbOW6afefcNipPXuSillz2PHBb1mweDk18xdPu2Y46Zxg4OIe0lNT+Hj3PjatXkFJYf5XUggGhobZd+QErz6/ic6eXiKCwIXLDaiUcmwOJzmZGaxeuohL9VdJSU7CqNdhd0yQmZ6G2+NBIpGQYDISCoeRP4F/oHUNjQwOj/Dc+lsDjH7/8WfMrijF7fGiUiq53tZBR3cPP3zjNa63dZA0a909C92YdQSxRMInH/6OvPwixBIJ49ZR1m16AZVKfddI3Zvp7enkyqVaFixezscfvkdGZg418xYxMGkiMfXO7uvzxz7DYE6ipGpRbCwUCvLFH/4fNrz8U9Ta+2+H9CSxd8c/ULN4E0lpObExh22U43vf54U3//Kxf99uzDUBv5dIJIJYLMHtcqBUavB5XXjcThJTsunvvo5crkSjMzLY28rcsgT6erv4bMcH/MW/+Q9cvnAOS2ISRpOZg3s/Q63RodPpsY4Os3Xb23zy4XvkFRSjNxi5cuk86ze/xOkTh/F6PTz30jY+//gDiqdck53tzWzYspXLF8+hUmuomj2XzrYW0tIzkUplBIMBkpJTCYWCKJSqGcuFHR4a4NihfXznuz9EJBLFRW8GmWHRqxH+3X/9mNOHdrBg5YukpOd9ZZ9IJMJAdzNiiYSju3/HrPlrSE7PIyEp444iJQgCKt81hgb6OH3iCBuf24ogCOQVFE+7v3PCQd3Fc1yrr2PbWz9gaLCfiqo5d7SSBEHA7/dxcdev6eju5YdvvkZXbx81VZVIpRJ+//FnpKcks3h+DTKplJaOTo6cPMs727ZO29vtcXNjncM56QKmrKuxcZITLfQODDLhnKSqrIQjp85ysb6BBXOqkUmlVJQU87f/+GtGx8b5T3/1l3T09JA6e+Mt7qW74Xa5GBsb5dDez5m3aCkt168hRCK88MobiKZSAO6F7s522lqaKC6r4IudHzG7Zj4GgwmnOIeU9Lx7msz9Pi826wDH9v6eWfPXUlA2l5H+Dq7Xn0Yqk1NUsQBTQgrhcBixWIxaa3jq0hM6Wy7T3HCWxWtexWhOYnLCxtmjn5CVV0ZJ1eKvP8ETzsVTu/G4nMxb9hxKtZbx0f67zi1fRyQSwe/zIJMrsI0OEAz60RsT8Q2dIsGSxOTkBD1dHSxduZYvPvkjCoWKmvmLOLx/FzXzFzNmHaGnqyNmMScmpVBSXsXJowdYtGwV3Z3tjI9ZeenVNzh+5ABp6ZmkZWQy0NdLQVEJbrcbkQhS0zLxej3s3/0p6RmZzF2whPnlGXHRmyFmVPTMiWnCys1vs3DVViYnxhCJROQUzkIslmA0J93xGEEQqK89RGPdCda99Cdcu3Sc2QvXY7JMv57Ud/lDujrbWLB4Oc1NV1m2cm2sjufthEIhzp48ysSEHUtiMkOD/axZvwW9wXjH/f1+H52nP0GEiIlJF+M2O3q9lsHhUcQiESajgTXLFt81Of7G5/J4fQQCAZRKBcMjVtRqFV6fj+FRK6WFBVy40gBAcUEex06fo6QwH+u4jestbbw1VXg4wWRk/uxZ7Dl8jGUL59E/OExXbx/vbHuZ323fSWpyEqVFBRw5eYbVyxZzvbWd4VEr77y2lU/3HSQ3K5P01BRaOzqpmVXJ8Mgow6JEysqr6O3uJBQOcan2LP19PRiNJnLzC1m6ch063d2toGAwSEdbM2dPHWXDlq18tuMPpGdms2rdZqRS6R1LzN3pHvX1djFuHSUiCJw7fZx1G5+PBqKYqsnImd79fMvvzOcF4Oiu3+L3e6mat5pLp/cwe+F62q/X0Vh3jJSMAvq7r5OVV8aiNa/R236V3OJq+rquMzbcy5J12zjwyS9IycgnMSWLhotHWLjyJa7Xn8Fpt7J+6485sPMfycwtQ6M30lx/hiXrtlF3Zh8Bn4eVW97m5P4/klcyG4VSzchAF7Pmr6W7rR65QkVOYRXD/R2YEtOQSKSEwyH0RgtCJIJU9s3KawmCQFtjLU1XTkWtKkGgqGIBZbOXPVXiPR3hcJj62oN0tdYjFomRyhVUzVtNdv7DX0t/GAiCQMDvQyqVYRsbRCQSIZZIGe5rZ25ZAp3tLYyPjbJo2Sp2f7odc4KFnq4OrtTVUnv2ZFz0ZogZFb3UzALhzT/9T8xZtIHai61o9InI5Er6r31EcdUiulvrSc8unvaPUhAEBntbcTntjA330d/TzJZt/xyFSoNMdmc32FBfO2k6B+dOHcXhsPO9P/lniMVi5PI7V1Tp6+1Co9Wx/fe/Rmcw8tyLr6FQKqe1Qgb6esiV2/l/f/t78nOyyUhN4dylyzy3fjUnz11gwjnJW6+8yO8//ozSwgJUKkVs3e7Y6XNIpdEKEafOX6AwLxepVMqYzUbK7I309XShUqlJSU2LJUbLZHLEEsl9Vyl5UHw+77TWmCAI1F++QH1dLRu2bOWTj35HWUU1peVV6HR61Jqvt3gFQWCwv5dAIEBrcyMd7c288p13qD17EnPeGtKz7y3aMBjwEwoGOLH/A9RaAxqdgc7my6za8g5SmfyOgVOCIODzuqfSXh685uidiEQiBAO+2DVOOm2YElIY6G4mFAqSnJ5H67XzJKZk4XY56O9qZuHKlzj8xa9RqrRU1KzgzJGPqZizAvvYMAO9LWzY+hP27/wFZksa+SVzuHhqN9UL1zHQ04p1qIf1W3/MwU//iZSMfJLScuhqrady7iqG+9vxuCepWbyJa5eOk5CcjlZvxjrUQ1Z+BfaxISLhEBm5ZYwOdqHVm5HJFfh9HvRGCwG/F7FEikIZrVX6qL+LtxMOhQgEfChVmmdCzG8nGPDz2hL1A3+wzIK5wl/+3xce6Bz/n5fE307RE4lErwJmIJ9oK4h376WVw9fd9IDfQ2DsDJbkTI7ufo/qBevILaqedm0l4PcRCgb4/A//nZSMfHIKq1CpdV8JTLhBMBjAKHTwyYfvUV41B7lcTkpaeqxZ7e1EIhH6ervZt+sTlq1cR293J6UVs8jOuX/XybOCIAhcunCW4cF+CopKOXxgN0tXrEGt1pCSlvG1FuCNcwwPDaBQKNi3ayeTk062vPAqF2vPkFK6+Z5dU5FIhAnbKBdO7SItq5CRgS7GR/vZsu2f4/O6MSemPZOT4P0QiUQIh4JEImE8LicqjQ6X047f58GSnMlgbwtKlRapTM7IYBcZ2SX09zTjdTspqVpCfe0hEpLSkUikdLc1UL1wPVfOHyTo9zFv2XMc3fM78opnIwgCnc11rH7uexzf9wfkCiU1SzZz6sCHlFQtwu1y0tfZGLOI9UYLpdVLOX/sUyrmrmRspJ/hvvbYdnNiGrnF1Vw8tZvZCzfQ393M2HBvbHtSWi4pGXk01B5m3vLnabtWi8M2Etuenl2MwZxE0+WTLFrzCg0XjuCZdLDmhR9y6LNfkl1YhVqjo7eziYUrX6L9+iXkcgVFFQvp775OYkoWUpmCcCiIYcoLNVMPRPfCS/MkcdGbIb5W9KYEr+5GG/apHkeXiArff7nbsfd700PBAGPtn9HZcplNr/4ZPR1XKZ+9AsU0UXw26yCXTu+lYu5KTuz7A6VVi6mav2ba84+PDtDXsJP5i5axc/vvWbx0JdU1C6adKK2jI9RdOEtRSTl7Pt/B6vVbKCopn/En3Rs5Sl6vB6lUits1iWtyMlYaSS5XoNcbaG66Sn5RKT1d7QwPDbB63WY+2/EByalppKVncf7McVat20zD5Qv3nH/02Y4/UFxagVQqo6H+EltffZOB/l6KSsrvOVhldGQYtUbDB+/9IwmWJHLzCuhsbyW3ZhvGhJR7DgYYHezm6qVjlM5awulD25ErVKzc/F38Pg+JKVnfeoGLc38EgwF8HhdKlQbrcC8Bv5eEpAw6rl/EZEnF43bS19nE3GXPcXTXb5ErVMyav5Yzh3dQVr2UCccY/d3X2bD1JxzY+Y8YzckUVsyn9sTnzJq/FutwL47xEVZu/i51Z/aRmJJJUlou1qEe0nNKCPij3hOzJY1QKIh8qqzdnYiL3sxxL6L3k9s70k4J4XZBEO76i3mQmx4OhwiOncbnc+P3ehgb6WPN8z9ApdHd8YsSDoUY6m/H5bRz8dRulqx9DY3WMG0kXzgUQhdupenaFa7V1/Ham99nwmGfNi0iHA7jcbs4cnAPvd2dvPX9n3C1vi6aFCsS0drcyILFyzl17CBer4c165+7JS+rubGBF199k92fbUepVLF0xVr27955Szj3DVEymROomb+Yc6ePM3vuQpwTdhwOO0uWreZqfR1Gk5mU1DTGrKOkTKVoiEQijKYEwuEQsm+4JvRNsNvGCYVCfP7xBxSVVuDzerDbx9n0/CsMeVKQ32OwylBfOy1Xz1FRs5IDO39BRk4p+aVzkEhlJKflPvTPE4lEECIREIkIBf2IxRIikTABvy9qHU3YQCRCpdYyYbei1ugRi6MPO0q19qkLcokz84RDIfw+D3KlCutwLyKRCJlMwUB3M6lZhfR1NWGzDjF3yWaO7PotluRMzImpXLt0nEWrX+bqpWNMToyz/qUf86MtWXHRmyHuKnpTHWo7gJobLdzvNn47D+Om32DSMUpeupjP//DfSc0spGLOcjR6ExrtnSt0CILAmcMfMzzQwbylz9HXdZ3qBWvR6Ix33D8cCtF+/r2pBPccxsesLFmxZtr2Nl6vh47WZsyWRFQqNX6/D5M5gUg4jFQm/0YFlJ90vF4Pw4MDHDm4h8XLVnH54jnEYgkvvfYmPQ7ztBb57Qz0tDLY20JKej4nD35I1dxVSKQy9MZEUjML7skS9Pu8dLfVk5Saw94df09mbhk6Y0IsoOTy2f34vC5WbXmHw5//mtyiaiRSKe1NF1mx+bucO/IJYomU+Ste4OzhjykorSEUDjLQ08rStds4f/wz1Bo9RZULuHbpOLlFs3CMD9Pf3cKyDa+z/5N3MZlTbnnSH+7vZHSwK+Zys6RkkZFTwpVzB6hZupmulivYrIOsf/knnNj3B9Kzi7AkZ9Lb2UTprCVYh3qIRMIUls9nqK8NvTERpUpDMOBHozchEomQSOJ1M78NxC29meNeLL2fA38jCILjprE5RF2cppvHb2e6mx6JRIiEQ3gmx3FNjGJOyaPj6jGkciUavYXOxhNULtyKKXH6aiyKYDPnj33KotUvU3viCyrnriSvePYd941EInS31SMWS2huOIt70s4Lb/4lYol02jSH4MgpjEYzn33yAVqtnpdefQO5QvnYF/HvhCAI+Hxe/D4fGo2WoaH+WODO8GA/2bkFjAwPEg6FyM0vpKuzHZPJjEQqxWG3kZGZw8jwIGKxmOSUVEaGh9AbDAwPDXLh3Ek2bNnKxx/+jpzcfJYsX8OQNwWV+t6CVUYGu3A6xvC6nTTWnWDFprfoab9GZl4Zmbml9/T5ggE/w/0dAJw88Eeq5q/BPjaMWqNDn7kByWNce/kmRCIRgn4PghC1Nl1OK1p9IrbRbrxuB0sWV3Ht0nEM5iTEYjEdzXXMXrSBCye+wO/zsGz96xzd/R75pXMQBGJrayf2f4BMrqRmySZOHvgjpVWL77q2Vjl3FRN2K9bhXlZseotzR3disqSSkVNCx/VL5JfWMGEfxeOaoKx6GR3Nl9AbLeiMFuxjQySl5uBxTRCJhLGkZDHpGJsKMlMQiYSRyWe2jFu09VIQIRJBJBbj87hiATh+rxtjQgqjQ91IZXKUKi2jQ91YkjPxup1EwmFSMgvwup0olJp7fmB7VMRFb+b4RtGbU0K4VhCEmrvtl5CSL9SsfItFG37K2f3vojUkkVuyhMYLn1NcvR6fx4nfO0lR9Tqsg61oDUloDUn4vZMIgkDdid8T8LlZsunPiUTCaA13TkPwuicQua4glcmpPfEFyza8TmJy1rQBMV6PC6/byb6P/1+KKhagN1qwpGRhtty5Wn8wGEDqvMzeXR+zfOV67LZxissqb2mPFAqF8Pm8KBRKbONWQsEgeoORnq4OTOYEXJNOBgf7qZm3iGOH96FUqsgvKuH44f3MmjOP4cF++nq6Yi7OpJQ0iorLOHX8EIuXr6ajrYWRoQFe/s47fPzH35KRlUN6Rja1Z0+wcu0mWpsbcbtcbHxuK6dPHCYjKwej0czQYB9FJeV0dbTh8/monDWHK3W1JKekxcpUzZozj4Yrl0AQqJiqkpGVnYfRaGJClH9PSduCIGAd7iUSCdNcf4bBvjbWv/RjGi4cprhy0b1HYwYDOO1Whvs7uHL+ICs3v83FU7vIyCnBkLUJ8RP40PE0cqMDeTgUIBT0I1dqcE9YEYnFSGVKJh3DaHQWPJPjeN0OkjPL6Gu/SH6WBrXOSG9HI7mFVfR1X2fSMc6cxRs5e+QTLMkZqLUGmuvPMHfZc1w5f/ArASUKpYrWq+dZvvFNzh/7lIgQYcna1zi2+3cUlM0lHA7T1XKZ1c9/n+N73keuVDNn8UZOH/yIklmLcTsd9HY1smHrTziy67cYTNGCA/UXDlNSuQjnxBiO8RHmLn2O+tpDGIwWktPz6OtqIiuvnLHRfmzWQarmrebUgQ8xmJIwWVJouHCE+SteoLnhLBP2Uda/9GMOfBpNS9EZzFy/cvqWtJTVz3+f88c+JbugEqVai806QHHlYqxD3cgVKpLScvG4JlBrDXddv7sTcdGbOe5b9KYCWbqIujY777D9J8BPAEyJWTX/4R+7H/giJx0j1J34A+m51ThtQxgTs8gpWXxHN5ggCETCIbou/YoJu5VlG15nfKSf4qpF00ZjDfV3UHd6L/OWP8/R3e8xZ/FGCsvmTXs9Q33tDDXtZsHi5Xz+yR8pq6xGLJbQ1dHKhi0vcf7MCTQaLVWz59HcdJWs7FwGJo34vC7Ss0uwjw+hVGnR6IxEwmFkcsVj63r+TRAEAZt1ELlCxeEvfk0kHGbe8udprj9D1bzVJKXl3NMfeDgUwudz01h3gvamC6zf+mMOf/EbymcvQ2ZehFR+fxNFnDiPCkEQiETCeN0OxCIxwYAXp30IS0oBQft5ggE/uUWzuHhyNxl5pUxO2Ohuq2f9S9G0Eq3BTGXNSs4e+YSKmhXYrEMM9rbGLPI//uN/ioveDPFNRO8g8HNBEA593b4Pc03vBn6fm85rx0nJruTcgXfJK19BXulSZIo7uyeCfi/u4aOoNXp6O5sQIhHWvvBDJNPUrAz4fYyP9tPf3UzL1XNsfOWnRMLhW0o7fdtwjI8gkyvYu+Mfphbf0xjsbWPBihfRGy3T3subCYfDRCJhzh7+GNvYIDWLN3HmyMfMXboFrygPldb0xApcJBJBECKIRGJCQR8ikRgEgWDQh1yhwed1IkKESmsCQYhbo3EemH/94oP/McRF787cl+hNuTUP3ovgwcyI3u0E/V5a6w/R03qOxRv/jJG+JvLKlk0rgnZrL9kpsP+TdymqWEB6djEJSRnT+vTDoRBHd79HOBwiu6ACl9NO5dxVKJTfvH/ejUoNkXAIRCIm7KNotEacDiuTE+Nk5VXQdOXkVLK1kbZrtRRXLaKt8QLjo/2sef770dyknBIMRgtNV06xeM2r1NcewuN2sub5H3Dos1+SUzgLmUJB27Xa2JpNRIiweM2rHN/zftSVFArR1XqFNS/8gGO7f4dCpWH2og2cOvghpbOWMGG34p50sGrz21MJyl+/9nEjMfvcsU8RIcJgTqTpyilWb/kefVYpRkvmPVm2Ab8Hr8vOYHcDPS1nWbj+J9Qe/hVKlZ6i6nXUn95Obtky3E4ro/3NLNzwE87t/wU6YzJZRQtorP2cwllrsY10Mj7cGdtutGSSklVOc90+Sms2M9hdz8T4QGy7JbUAY2IWbQ2HqVywle7mM3hcNhas/REXj71HUkYpao2J/s46yuY+R3fzaQI+N6Vzn+Pikd+QmlOFWCyhr/0ic1e9w5XTHyGWSKmY9wJ1J/5AdvFCAj43Qz1XWbj+x5w7+E+otSYKKlfTWPsZ+RUr8XsncdqHqJj/Ih2NJ9AaEklIycdh7cWUlEMkHEQQBHTGZEJBPzK5Ki62zxBx0Zs57ln0ptyWnfcqePBoRO9mwuEQ3ddP43JaUSi1jA60ULPiu2j0CdMeIzgvUndmHys2vcX5Y58yZ/GmadefwqEQrY3nMVvSOHngj0hlcuYte46T+/9IceVCvB4XvR3XWL/1x+zf+Qv0Bgvlc5Zz9ugnVNasZNw6yFBvG+u3/phje94nMSWLnMIq2q9forB8HpMT4/i9boorF9HXfR2dIQGd3ozP60JnSEAQBKQy+RMVwScIAi6nnfraQxgTkrEO9TI80MGWbX9BY+s4iWlF9yRwwYCPUNDP9Yu7GR1sYcHaH1F3/PcUzlpLWs4spNNU4HmWiK6xBQGBgM+NzzuJzpjMSP91xGIJaq2Zwe56EtOKsI10YR/rpXzeC1w8+lt0xmQSUvJpvXKQsnnP09d+gUn7cEzIE9OK0JtT6bh2nKpFr9B+7SieSRsL1/+Yswd+QVp2FXKlhp6Wc8xZ/ibXaj8jEg5RvfQ7XDz6HpkFcxGJxAz1XmPO8je5fmk3coWGvPLldFw7Tmp2JeFQAKdjmPzyFfS1X0Cp0mNKyma0vxlTYjY+zwQup5Wswvl0N59BodZjMKUx2NNASmY5E7YB3BNWCqpW03LlAFp9IjpTCv3tl8guXshI/3XczjHK5z3P1XM7MVoyUWoM9DSfpXTuFtrqD+GeHGfB2h9x/uA/kZpThUyuorf1PHOWv8nV858iRMK3fKZIJEx/Zx3z1/yQS8d+h1yhpmTOJq6c+pCc0iV4XXaG+xpZtOGn1J/6CL05jczCeQx0XiYtp4pQ0E8o6Cc5swzXhBWlWo9CpXvglJa46M0c91qRZS1gu0PaAnda17vBN73p4XAIIRJh0jGC22nFklpAW8NhlGoDUrmS9vrDVCx4CY/LRnr+HJSqO6cVOO3DyGRKjn/+39AZU6hcuBW5UoNSfefAjEnHKCqhk0nHGM0NZ9n4yp+iUuue+ur7DxP72DDX60+TU1jF+WOfIggCq5/7Hk1tNpLSS+7J2ggFA4DAhSO/IRwKkl28kOa6fVQtegW9OQ2V5v4bxcaZWW6slYdCAaQyBV6XHUGIIFdqmbQPoVDpCQa8uJ1jJGWUMNB5GYlUhsmSxehAM+akXPw+F163g/TcaoZ7ryFXatEaknCM9WG0ZOL3Ogn6vVhSC7CNdiNXalAotXhctmiAm89FJBxCZ0zB7bQiV2iiVVQiIWTyqAdCLJ6Z7ueCIOBzTxAOB5FIZNitPWgMiThtQ0yM95NXtoyGc5+gUhswJWZz/dKemBfBMd7Pog0//dKLYMmk7eoRqha+TOf1U7gmRlm84U+5dPx9UnOq0OoT+W//uiYuejPEvaQsrAWMwO35eD8VBOFndzs2NbtSePmn/4u0nFk01n6ORCojKb2Eq+d3Uli1Bvto9x3dTq31hyib+xxO+xDhUICCqtXUn69HpbWg1JgRiSSIJVJkQgs9recpqFxF8+XopJmQPH0T2bGhDhrO7qBkziZ6Ws6SWTCPjPw5d9w3EomQnRxg1wd/i0qto2TWYkLBAHklcx5p0MmN34/P6ybg96LW6Bkb6UOh0iCVyvG6nRgTknE57QDojRYmnTYUSjVikZhAwIdaa8DvdSMSi1EqNQQCvpjldKPAcSQSRiQSxz6bSCTCZh2krfEChRXz2bfjH0jNLCS/ZA69wxGSM8vuKVUgHA4R8LlpOLMDldaEWCJlqKueBet/TCQcwpCQ/sRYrXHiPC5uTmMJhQL8b28/eGuhuOjdma9LTjcC9mk2dwqCkH+3kydnlgpbf/w/iUhK8EyOolAZUahnJmDB57GTliahuW4PjrE+Vr70bwmHg2j1ljvu73HZ6W2rxWBO5/LJD6hcuJWUzPJp1wJ9HifOvkOkZRVy8dRuElOymL1oAwM9LRjNybicNqzDfZTPWU7tic9RKjVk5JZw4eQuyqqXMjLYzfBAR6yEkSU5k8y8Mi6f3c+cJZvobmvANjoQi95KySzAkpzB1YtHWbTqZTpbLuPzulk6FTKdlJqNQqmmp6ORyrkraW44S8DvjeVzpWcXgUhEb0cj85e/wMWTuxBLJFTNX8O5ozvJK56N3+emt6MxmsD9xW/QaA2U16zg7OGPKZu9DACN1kBEOxuJ5OuDVQRBYNI+TPPl/SRnlDDY3cCkY5jlz/8rPC47psRnv3TYjag+kUhMOOgHkQiRSIwQCcejUePcM98G9+ZUvvdcoJOoYeW4l+WzKUPshrWSAHTcXjXsrsfPZJeFpMzZwmv/8uiMnX86BEEgNSXMxaO/JTG9mEgkjEZvIbtwwR3db4IgEAr4uHL6I8aG2lmy6c8ZG+4gu3jhHSd7QRBwjPWRmy6hu62ekLwomtDu95CYVsTkxChypQaV2hCtSi998hrGPgxsoz10NZ0kr3w55w/9Eo0ugarFrxL0e0lIudc+d24QBGoP/xqFSkdyRsk9B5h0NZ/GPWGNbU/OLEOlNdF9/TTVS79Dc91eAn4Pc1e9Q+2hX5GWW41EKqOv7QI1K9+m/sx2RCIxlQu3Unf892QVLSAY8DLU3cCCdX/C+UO/RKUxUjRr7X0FzdhHe1iw7k+4eOw9jAmZJGWU0Fp/kMKqNQx0Xv7qZ7Jk0n71KJWLXqaz8QQupzXmDkvJrkCp0tPdfIY5y9+ks+kkiESUzd1Cx7XjJKYVIZUrcTvHSMupYsI2iEyuQmdMxu+dRK7UTJVPEz2z38OvQxAEhEgEAYFgwItUKifg9xAMeNHoLEyM9yORypHKFEyMD2CwZOC0DeLzOEnLnUVPyzk0ugTUWjOuiVEsaYUEfG4kUhkafTR3+GF7f5510ZtaHvu5IAiv3TS2nWghlGmrfE0JHjeL4w0R/Lpa0LH9n0XRu51gwE3Ee5m0nFmc2fv35JQspqh6/bTBEcGAj/arRxGLJbicVgI+N3NXvj2tFfhtYHy4k962WvLKlnF2/7uk5lSRlFaMVKYgIfXeSoeFggG8bgf1pz8iISUfn9eJbbiTRRt+Ske7DaXaHKtvGedWhKlGwAH/JKGgF7lSz6S9F5lcQzjkR6exk547m47G4whChMz8uTRd3EVaziw8bjvDPVeZt+YHnNv/C9S6BPIrVnD17CfkV6zEaRvEOtgaE2K9OZWM/BqaLuyiaPZ6rAMt2Ed7YttNSTkkphVOHzSTXozelHLHoJlzB/6R1OzKW4NmLnxOJBSketnrXDzy22iAiRBhoKOOeau/T92J3yOVKSmdu4UrJ/9ITslifJ4JhnsbY+95+2easA0wNth2y9JJev4c2hoOU1i5Gru1B9eElcpFL9N8aQ96cxpGSyYjfU2k581hYryfYMBLWFzC+FAjSk0COXkmrAMtpOZU0dN6LhZUc+7gP5GaXRkLmqlZ+V0azn4CCFQtepWLx94ju3ABoZCfwa565q/9EZdPfoDWkEhBxSq6W86SllOFEIng802SnlvNv9umedZF712i9ZtvFq85RIVw3V2O236zUH7d+B3P8W0QvdsJ+JyIQ9fpaDzOwvU/YWyondzSJcjkdy6OPD7ShVyh4eSuvyU1u5KcksVo9YnTimAkHCYY9CGVKZi0DwMgk6uwjXahN6cxMT7ApH2Y3LKlNF3YhVpnRmdMof3qEQpnraWvrRanbegukXfH8EyOx7anZlciV2npaT7L7OVv0HjhC8LBALOXv8GFI78hMz/6nR3sukLNqndoOLMDqVxJyewNXD3/KVkF8wj43FgHW5m9/A2unPoItc5McmYZV89+QsmcjQQDXvTmtGiwyj0IXCQSwWHtpfnyPnKKF9F29QihoJ8lm/6c1utDaPTTNwWOE+dZJxT0EQ75EUukuByDyJU6/B47Ou0E2YUL+PdvmZ510bNzW4GTG8tpd2tkIBKJLgE/u90N+syL3o0EYdfEID6PDUNCHgPtx1FpLUTCIYa6zlE4+1U6r32BUm2mZN5b01oQQiQCgSvYRntISMljsKue6qXb0Bmn74Q+2FVP44UvmLf6+zEXWGHVGhrO7CCvfDlu5xh2aw9zV71D44Uv0BtTSM4qZ6S3keSscgI+N6GgbypMexCFSodSrY/WK5QpH3q+1Y2SUwgCiESEQ4FoErVURijgQyyREomECYcCKFS6WJUJtc58z+8xOtBCZ9NJiqs3cO7ALzAn5VA8ewM93ZNo9KnfSrdanDjflL/7N8ZnVvRuNCy4k7iJRCKBuzQyuNHhh2gg5S+mxv4KOHQ3t+gt53jUohcJh/D7JhCLpXgmR3E7h0hMn0XXtd3IFFo0+hR6W4+QXbqesYEG3BNDlC/8Po3nf4sxMR+NLoXh3gvkVTzPxFg7ICK9YBlOWw9qbRJypR6xWIpoyhrxeey4nUO0Xf6Y7JJ1iKVyzElFyBR3Lpjsdg6TV2Dm/KFfIpZIWbDmh4ilsmnTIr6NDPc20t9RR27ZUmoP/ZLs4kUYEzIYtYrRGjPjAnePRB9GopVegPh9ixPjGRe9OcClu4jeursFtEzljL9LNKPgQ+AXd2t88JXjZ1L0DAk5QtGc70RF69xvUGktpOUtZqDjNGl5i2ImflLmHLyuMRQqA3Klfkb/+Ef66hhoP0F+1Ut0XdtFbvlmDJY7d+4WBIEEk5O6E38gv3wFtpEukjPLSMud9dCu8UbRX7FYit/nQiKVIRZLiURCSKTy2FqORCqLVZN/VJNjJBLBOtASDY5QqGip20fFwq24nWO4vYnoE+6txmYkEsY53oVjrIPE9FmMDzUSCvpIzVlAf9sxdOZoz0PbSAuZRavobzsOgkB6wVI6r+3BklZBKOBhfLiJ4jnfofniH5AptGQULKe94TPSchfhdY9hH22jfMH3aDz/W9TaRJKz5tLVtJfMwhVMjHfjtPXEtmuN6ZiTS+htOUx2yTrGh67hmhiKbTck5KI1ZjDQcZK8ii0MdZ3D6x6PbTcnF6NQGRnqPk/BrK30Nh8iFPRSXLON6xf+QGJaFSKxmNH+KxTXvE5H/U5EIjG5Fc/Renk7yVk1hIN+bMPXKZn/Ftdr30eu1JNRuJyO+s9Iy1+Cd3IUu7U9+p7nfoNan0xS5hy6G/eSWbSKifGu6Gda+H1aL32IPiEXY1IBYwNXScmej9s5SNDvJjV3IdaBBlRaCwqlAY/Lit6cjd/rQBAEtIY0fB4bMrkasUSOIESQSpVTkad3//3e8CBEhDAiRAhChEgkiESqJBRwAyCRKgj63UimOpOHQz6UajMe1yhisRSZXI3XNY5CbSIYcBEKeNCZMpkY70IqUyNTaHA7BtEa0/G6rAQDbszJJVgH6pErDUhlKhxj7VjSKrENX8fvnSCjcAXdTfvQm7IQS2RYBxrIKdtAz/UDhII+8qteoPniByRlzIoWSx9ooGTum7Re/gipVEl26XrarnxCSvZ8Aj4ntpFmyha8Q9P591CqzaTlLabz2i7S85finhjEMdYZ2641pJKQVknP9QNkFa/BYW3H5x6nuOZ1elsOoTNlojVm4nL0YUoqJhhwIxKJ0OjTCIcDSGUq/v7fPrh782F42v7+35p6gLGbhn5xP5GSd+IhiF4e8FPgRhTnT+/nmp5K9+bDwue24fPYGem9iH20leoV/xwApfrOHcJ9HgdhzyXScmZRe/hXFFevx+0cY7CngUXrf8LZA79Ao7OQX76chnOfUFCxionxfsaG2mOL+HpzGul5s7l+cTfFszcw0n8dl2OEeWt+wOUTf8BoycSYmEXHteOUzNlIb1ttbPv5g/9EYloRWkMSnY0nmLXkNVrrD+F1O+5chWLFW1w9txNBiFC9ZFu0CkXhPMKhIANdl6NltY6+N20VioXrfkxn4wmQl2GwTJ//eDOCIDA+eI2h7rPklG+m6dxvMaeUkJI9D8+kFYMlH49zCAEBvTkHl6MfhdKASCIl6Hej1iXi904gEktQKA0EA26kMiVMTahSqZKIEEYsksSs+W87giAQCnoQImGA6AOk2oxncoSgfxJTUjHW/ivIVVGBsI+2kphexfjQNXweB9kl6+i4+jl6czYSqYKR3ovkVTxPV+MeIuEAhbNfjQkEwGh/PSVz36Tt8nYkUgU5ZRtpb/iUlKx5BANuHKNtFNe8Tuvl7SjVZpKz59HXepTkrBp87nFcjgHyKp+nq2kvKk0CxsRCRnovkZRZjXtiGJ9nnMyi1Qy0n0CltaDWpWAfacGSXsGkvZ9gwE1K9nys/VdQaS3IVQY8k6MYEnLxusYQhAiGhBzczhHkCi1iiYxIOIhMqSMSDiIWSxFLHl0kayQcIhT0IJEqcTkGEIkliMUSHGMdGC35jA834XGOkF26nuaLf0Bvzmb/737wpIjeE2Xp3R6peZPV9wtBEH56T+//bRa9m4mmHExGn9SM6SjVZqRyNUmZc+64Hhi10PxIJPJv9eQ72nc5OolmzKLt8sdkFCxHoTKi1iej1iU97suLE+ep5GG4N2da9KYsru33cbpDgiD87KYm5F/px3oPa3pfCViZOt8lYM29rOt9fcbxtwSRSIRcqY9ZewHfJIOdp3A7h2g8+2sSM6rJLd8cE0CRSDRlgXw7iIRDjA814vdNgCAw0HGKojmv4fc6SC9YhtaQxoKN//5xX2acOHEeEVORl3ftqTrdcSKRyAGYAceN8anoTe4ieGuBryxSTp3vb4A8vlo57Cs8c6IXTTR3I5bIcdq6Cfhd6EyZDLSfQGfMxOexMdp3mdIFb9Nc+3vkKj2ZRavwusZIyZ6PRBrN3ZMrdeSUbQJg4ab/Hz6PneHuc/S2HKG45jv4PHZMiYVIZArcE0PIlXoCPieeyREsaZUMtJ9CIlOgN+cw0H6CxIxqJsY7cYy2U7bgndi6UkJKKb0tR8gqWYt9uBm3c4jSed+l+dIH6M05aI3pDHfXklWyBmt/PX6vg4Lql+ls+Ax9Qh4KlYHxoWtkFK5ktK+OUNBPVskaepsPY7DkIpbIcI51kp6/jJHeS4jEIpIyaxjuuYAhIYdIJIx7YpCUnIWM9l1CKlNiTCxkfKgRjT4F60A9DmsHFYt+iNPeS3LmHLTGdDIKVwBgSrq35rBx4jwNCJHomqRIJCEU9BIOB5Ar9XgnRxFL5YhEYrwuKxp9Ku6JQYIBD6akIqwD9bESic7xLpIyZjPaX0c4HCI9bwljg1fRmbKQypSEgj60xjTCoQBSufrbmpt6iOh63M21m+dOjU9HJzBdDp/jtnNNyxPn3gyHAvg9dqRyFZP2PtzOEZIyZ9N59QtUGgtylZ6BjlPkVz7PQMcpfB47ZfPfpun8eySkVSCTqRgfbqJg1kuMDVxDKlfj9STj94wiVyUglakRiW7tUhAO+VEo+1CqzQx1n0cskVK+4Pt3dVv2t5/A5RggPX8JQ13nSEgtJxIJ4/c6SMqYzcR4F3KFDrUukYDfFYsqvTmyFL4MBACICGEQIojFMkKhaFqGSCSKulGlSkJBL0IkjGwqp0cskSMWiwn4XShUxmhgQiSESpuEe2IImUIDIhF+jwOtMY1Jez8QDVxwjveg0JgQImG87nHMSUXYRpoRi2VoTRnYR1owWPLuK5/O4xwBkQiZQovXNYZcqSMc9BHwT6IzZeKwdiCRKlCqTThtPdEACq8dv8eOJa2K0b46ZEodKk0CtuHrmFNKmbT34XOPk16wnN6WQ6h1ySjVJqz99aTmLsI6UI/fYyOv6kXaLu/AkJCLTKFjpKeWvMrn6Wk+SNDvvjXARCJhtLeO4rlv3DHAJBT0MT7USNn8t6MBJipDNMCk4XPS8hbjdVljQTNN599DpUskObNm2qAZnTEDU3LxfQTNnMXrtt0UNFOCXKlnuKd2KmjmIKGgL/qZan9PYvqsW4Jm2us/QSyWklu+mda67aTkzCcc8uOwdlA8Zxud175AoTaTnFXDUNc5LGkVBP1u3JMjpOcvo7/tKHKlHkNCLsM9F0hMr8LlGMA9OUJO2Ua6ru1CrUtCa8xgqOscaflLsA014XFZKax+hZZLH6JPyEGttTDYdZbcsk0Mdp7G6xqPPfAlpJQiU2gZ7rlAYfUr9FzfTzjkp3D2azRf/AOJ6VWIRKKp9cM3aLu8A7FETk7ZRtqufExK9jyCfhfjw9ejASTnfotSYyY9fykdV78gPW8J7slhHNaO2H3U6JJJzKim+/p+MotW4bC2M2nv+/L3ZMrElFjIQMdJskvWYxttxu+xUzDrZboa96AzZaHWJWIfbSU5ay4TY52EQ/5ooFB/PbZRAYlUQcBnR63Pwu8dAwEUaguTthZyy0sJBbzYRlrIKlpFW/1OALKKV9N25RNScxbg9zqwjbRw4cD/+cS7Nx+EG65RQRBqbhq7pSLLlOV3eGpsx532uWm/v/66WtCx/WdS9MzJJcL8jf+e9LwltNR9iESqICVrHp2Nu8koWI7T1otzvCuWkqA1pmNJq2S09xLpBcvweewMdg1jSCgj4HMgU+iRyr55H7t7xeexkpZj4vqF90nLW4LGkILenI1Mrpnx934aCIcCWPuvEIkECficUct5/tv0Nh9CrtSRnD2PgY5TWNIqCfgm8TiHyCxew0DHKRQqA4aEXGzD1zEmFeH3Ogh4J/B6knGONyOV61Aozfg8Iyg1KYQCLiKRAGpdJl73EFKpGolURSjoQqYwEg77QBCQKQyEg56pAAUpghBGLJ4qiC16dBGvTyLRMlwhIpEAYomCoH8CAIlUhd9jRarQEQ56CAU9aPRZeFwDSCQKZHI9AZ8dudJEOOxHiARRqBIJ+GzRBy6JgnDIi1SmIRIJgiAglWkIh32IRBJEYgmCICAWTVkyIhHwYC13vi3s+VXlMy16cEsNzU6mXJO3VWgxAl1Ek9F/cdP4XxGtuTk+NeR4YqI3daYCYdbyv0FjyCUS9iOVaRA9haa8Rj9Ob8shiudso6PhC3LKNmBMLHjcl/VIuGH1yJV6BjtP454YpGLxn2AdqMfnSUauvHOka5w4cb453wbRe1zM6JqeWKJAn1ACRHN1nlbczgQSUr/D2BCodMsIBX10XP2C8cFrUddK7e9QqIy3usAmR6MusCkrVq1LuskFtvLLHKubXWBJRbcm5juHY9uNljw0hvQpF9hzDHWdmdYFVlj9cjQfKeSjeM6UWy+9CpFoGhfY5R2kZM0lOJUL92U+komMguV4XaM4xuSo9WtQ62Gkzw+UME3Vtjhx4sR5YpnZ5HRLubDkhT/O2PnjxInzbBOdn25KgJ9q0yQIYcQSOcGAM+pKRUQw4ESuNOH3jBEO+1DrMpm0tyFT6BGJJHgnB9CZi3DaWoiE/RgTqxgbPIdal4EghHHZO0jKXM5I71EQibCkLmSoax+GxApCQTcuezuZRa/Q17oDmcJIQso8hnsOYU6Zi99jxe3sIbP4VfpadqBQJWKwlDHadxxL2mLczm68rsHYdpU2DY0+h7HBMyRlrmRirBG/1xrb3nb5H+KW3gwxo6Kn1mcK1St+js5cjERy544GjxpBiBAKupFIlbgdXUQiIeQqM7bhi2gNuXgm+3E5Oqa+fNunvrzlDPccIjV3I2pdBsHAJJO2VoRICLU+E60xP1ZK6mlHEATczm7cjm4QidCZClDrMu7/PJEwAhFEIgnhqaAcEAiHfEhkGkKBSYRICJnCiN9rRSKNFu8O+B2oNKl4XQMgCCi1qbgnupArE4hEAvg9Y+gTSpkYu4ZYLEWtz2JirAmNPotgYBKfe4SEtAVY+08hk2vR6LOxjdRhsJTjdQ3hdQ2gMeQx1LkHhSoBc+p8nOPXsaQtwmm7js89Ept41PoslJoUbEO1JGevwT5cR8Bvj23XGguQyXXYRy+TmrsRa/8pwiEf6QXP0d/2KXpzKSKxmImxRtILXmCoax8ikYTkrNUMdu7GmFhJOORn0t5KRtHL9LfuRCbXkZC2gOHug5iTa/D7xnFPdMfeU65KwGipZLTvKAlpi/A4+/C6+sksfm1qsk1AQIRtqBZz6gKESICgfyL2fVbrc1Bqkqc+01rsw5e+8pmkci2O0Suk5m7C2n+CcNhPWt4WBto/Q59Qikh0p8+0isHOPRgTqwiHvEza26YE4mNkCgMJqfOjnyllLn7vWPQzTW1XqCwYLBWM9h3DkrYIt7MXr2tg6po+RqVNQ2vMZXzwPMakaqz9p/B7raTmbcY90Y1Gn41CbcFlb8OUPAf3RDfhsJ+ElHk4rPUo1MlIpCoC3jE0xjx87hFEgFqfic89ilShQyySEg77kU+tE4tEEiRS5VS92ke3Jux1DzNpa+XiwX8WF70ZYkZFT2vMFwqr/5SA30FG4Yuxie1BCIf8BP0OpHIt7okeAj4beksZI92HUGpSEYnAYb1KWt4WRnoPIwgCKTnrGOz4AoOlCiESwuPqJy1vM/bRK8iVJnTGguiCvSoBiVSJWHznHnpCJETb5b/HOX6djOKXcTu6iYT9CEIYuSqBtLzNDHcdQKbQY7BUMD5Ui8FSTsBvx+ceITlrFaN9J5ArTWj02TjGrmFIKMXvsRLwO7CkLWJ86DxypRmFOhGXowO9uRive5hQwI0puRqHtQGFMgGpXIvXNYjWmI/XNUQkEkBvLmHS1opcaUIskeP3jqPRZ+FzDyMAal0G3sl+ZEojICIUcKHSpuDzjCESiZEpjAx27iEccqMzFeOd7Cfgs+N2dmNOnoPWVMjYwGkSM5YxaWvB5xm9RSBUmhTGh86TnLUGu7U+OtkWvsxAxxdoDLnIFHqc480kZS7HPnqFSDhIUuZyrP2n0OizEUtkeJx9mFPn4bBeRSyWoE8oY2KsCbUuHUGIRH/fCWW47G2IJQpUunS8k/0o1IlEwkHCIQ9qXSY+9whiiQKZQk/Q70Sm0BEKehnq2I1MZUSlTScc9DJpa8GSsQS9qeipD7QI+CcYaPsMtS4TlS4Nn3sEl6OT9ILnUagSHvflPTCeyX6Guw+gTyhDrjDinuh+qHPL48Y+Wo9jtB5DYgXndn8vLnozxCNxb470HkMsUZCQMpdIJIjPM4JMpsPrHsbrGiQhdR79bZ8hUxjQGvOmJtblTNqa8XlGpp5io0+pal0Gk/Y2LGkL8XlGEYkk6M0lBANOZHJd9OlshggFPfRc/4Cskm2IxXK8rkFkcj1DXXvRJ1ZgtFRE3S2IkUiVBAOTSKQqIpEAkZAfuSoBv2cUsVgWffL02ZApTYQCLsIhL2pdBm5nLxKpCqlMjc89glKbQsA7TjjkRWssYNLWilShQyJR4nUPxazTcMiLwVIeFUWVBZFYindyAIOlHOf4dQQhjMFSgW3kEmptBoIQwTPZR0LqfMaHaqNlv1SJ9DV/RFbpd4iE/EQiQQyWcvrbdpJR9ApyhWHG7u2jwD5yBZ97mJTcDTFh87lHGOzcS275209lkNXNDHUfQKE0Y075co6aGGuMCd/TjCAI9Fz/gMSMpWj0WbHxkd5jSKRKLGkLH+PVPTg3zy0yuS4eyDKDzGggS9DvpO3y35OYuYL2y3+PzzWAOWUezrEmDJZypDI1WmMuEpmGrJLXkEjViEQiTEnRGn/GxIrYuQpn/7PYzze23+x2k0gTZ/KjAOB1DaLSpiKTRzsuaI3RepTGpGr8XitisRSF8st2PHcS4JuvWabQA9wiJnrzl8neN57Obz6nKbn6pnOl37IfQGL6ktjPOmN+dCxjaWwsNWd97Ocb9zctL5qEPzZwloziVzAlffkeABp9Lh5nH/LEp1v03M4eTEnVt1hySk0yUpkav3cMpWb6dlJPAx5nH4npS28Z05mLGe0/eUs3h6eRYMAZXU7QZd4yrk8owdp3Ap5y0bt9bokzc8yo6MkUegpn/znuiR6Ss9eSWbQVAI0h+6s7PyFrfndDLJYRDvm/Mh4O+77MCXuKEUtkhEO+r4yHwz7Ekmfh88mjeX03IQgC4bAf0bPw+cQywmHfLbmskXBgKk/u6XTZ3kAslhGJhBCEMCLRl9NWJORH9Cz87U0zt8R5+Mz4o184HMA2chG9uXim32rGUesyCAUmcTm6YmNBvxPnWCM689NfjktnKmLS3orfOx4b80z243MPoTHcW5eFJxm9uRj7yGXCIS8QFTyHtQGpVIVc8fTnG+rNxYwPno91WxCECOOD59CZi57adcobSGVqlJok7CN13FiSedbnljgzwwy7NyfoaXoftS4bmcLAYMduQkE36QXPI5Yon7o/RJFYQmruBoa69mMfrUMsUeJzD2NJW4hS/fR3FJAp9CSmL6W/7TOU6kQEIUzAZyclZ/0TE337IGgMufg9Vrqb/oBKm0Yw4ARBIDVv01P3XbwTppQaRnoO0930PkpNCj7PKHKliZSbXNpPM9EI0b247B3IlSa87kG0xkL0CaWP+9IemNvnFqh83Jf0zDKjgSwqbapQs+Z/MNp3nOTs1ehMhXhdw0ikCrob30drzEOXUIJMpn2q1lOESBiPaxAhEkSlTZvR4JnHQTgcwDs5gEgkRqVLv2M069NMKOjG6xpCIlWh0qY9E4J3M36fjYDXhlxhRKG2PO7LeagIgoDPPUIo6EKpToqtiz8r3Jhbju/YHA9kmSFmeE3PiD6hJFaVBUCljRYwLqr5CwA8kwOM9B4lMWMpA+2fY7BUkpix9ImeiERiCRp95tfv+JQikchjQTrPIlKZBp3p2S0jp1Cabwl+epYQiUSxOeRZ5FmfW54EZlT07iVaTK1LJ7v0dQAKZv0Ur3sIh7UBa98JknPWEgkH0JkKH0mh6Thx4sSJ82zzRPmtRGIJal0Gal1GLC3BPnKFvtaPScxYykj3IZKyV6M15D3RlmCcOHHiPG783gBdTX2P+zKeOJ4o0bsTpuTqWG6asuwtQkEXA+2f43H2kF32Fj73CHpz8VOfWBwnTpw4cWaeJ170bkYqUyOVqckofBGAcMiH1zWI1z2ECDE+zwhp+VuQyrRxSzBOnDhx4nyFp0r0bkciVZKSszb22uceAUGgre5/odKmYk5dgFgse6YXvuPEiRMnzr3zVIve7dxIe7gRGep1D2PtO4kpeTajfSfQGLJJzlodtwLjxIkT51vKMyV6t6PSpJBV8hoAWmMeHmcfLnsbQ137sWQsQSJRojFkI5VpHvOVxokTJ06cR8EzLXo3IxKJYzU/b5QMc1iv0XP9Q1JzNzDYsZukrBXoTE9/yaY4ceLEiXNnvjWidyeMiRWxTgO5FW8T8DkY7j7ApK2FrNI38LlHMCSUxiND48SJE+cZ4VstejcTLUmlQqVNJTV3A5FwkAnrVQadPSiUZlwTXaTmbUSuMMUtwThx4sR5SomL3jSIJTKSs1fHXmtNBYhFUtrr30Um05KcvZZgwIlalx7rAxgnTpw4cZ5s4qJ3jyjV0Sa1hdV/CoDfM4bb2Y1IJMJhvYbPPURm0Sv0te5ArctCqU3FOX6dpMyVBP0OJFIVWkMuiMRPrEAKgkA45EEsluOe7EUkEseadj5rRacfBCESJhz2IxbLCPjthIMeFOokJu1tSOVaEARcE52YEmcxPnwBBIHEjKVMjDeh1mYgkakRIkEUqkQQieL3Nk6cR0j8r+0bolBbYl3IdabC2PiNDu+CIKA3FSESSwn4bLgcHcgUevpadqAzFSGWKJgYayAt/wWGuw8iV+hJylqFa6ILjT4bmVyPWCK/L4EUBIFQ0I1YLMHnHsHvHUdnKmS07xgyhQmJVIFt+CIpOesYHzxPMDBJRuFW+ts+RmcuQSyW43J0kJq7AY+zFwQBsVjGYMduDJZywiEvk/a2KXH/GJnCSELaAuzDdVNVc0QgRGK99x5141lBiBAJ+wERfu8YEqmKYMAZXZu1lGPtP4lYokCjz2K09ximlBo8zj68rn4yi1+jr2UHSk0qWmMeYwOnScxYjtPWjN8zSmbxq/S17ECtz0alScFhbSApcyUuRzuRcIDEDDOhwCRSmQapXIvWkItUrsOSupBIJIRYIkcq1SAIEXzuYSbt7SRmLGGg/QvEYimJGcsY6tqHKWk2wYATl6N96po+Rq40YUqew/jQecwpcwkH3YRDXkzJNXgm+5ArjMiUJkSInolmv3HizCQz2lrIYCkXlrzwxxk7/7OCIEQIBVwAOMevI1Oa8LoGcI43kVn0Kn2tHyNXmjEmzWK09wgJqQvxTPZHJ+uiV+lr3YFSk4bWmIdj9AqWjKUEvOMIQgRT0ix8njHkCgNSue6hW5mRSJCAz45YLMPrHsYz2Yc5ZS79LR8jV5nRGgvuICCvMdJ9CK2pAJU2Db9nFLU+C6ethaDPTkLaQgY7dqPWZyIWS3FYr5KWt4WR3sMIgkBKznoGO77AYKlAiIRw2prJKNzKQMcXyBVGLOmLsQ1fivZZEyKEgi70CWX43CNI5VrkCiMCUUF/Uq3u2xEiYUJBd+whyu8dR2vMZ3zwLBKpCrnSjHXgFJa0xUzamvF5RmJCrtFno1AnYRu+QEr2WibGryMIEVKy1zAx3oRKmx5t0SNEkMn18cCtJ4A9v6p84C/mw5h/9/666plrLRQXvTiPHEGIEPDZESIhIpEgbmcvenMxQf8EIpEElS6NcMiHRKpELI5bLg+bYGCSUGASmcKIc7wJqUxLJBLAYb1GUuZyhrsP3PZwUUkkEmDS1kJG4csMde1BoU7CnDKXSVsbWmMeIrEEESLkqgREIslT8zDxpPJtEj2RSLQd+BtBEOrucf85wFygEzACDkEQDt3r+8Xdm3EeOSKRGIUqIfZarcsAuGVMLI+L3Uwhk+uQyXUAmFO+nM+MiVUA5FX+MDZWOPvPYz+nZK8BILv0TcIhLyKRBLnSAAh4J/txTXSTnLmS3paPUKgSMVjKGO07hiVtCW5nD17XwJSbeDsqbQYafRZjg2dJzlqN29lLOOQlOWsVDms9Sk0KMoWRUMCFUpOMIIQRSxRIJPKZv0FxZhyRSJQH/AxwAGuBd+/juL8WBOG1m8a2i0Qi272KZlz04sSJc19IpEokUiXwpVCqdRkxAb1ZKA2WcoBYp5To9n8W+9mYNAsEAaUmhVDQhVgiQ6YwgCAQDDiZtLUglsixDV/A7x0nLW8L/W2foDMXIxbLmBi7SnrBiwx3H0KhtpCYvhSfexiVNu2xd1UXBAEhEkIQIvi91ugas9+J1z2E0VLBSO9RxGIpOlMhwz0HMafMx+cZia6n8w+P9dpnGkEQOoGfAohEolfv49Cf8VWB/Bvg58C6ezlBXPTixInz2BCJxCACudKIXGkEvhRSAJ0xH4g2m77BzaKalLkcgJyytwj47QhE8LgGiESCeCcHcE10xNa95SoLpqTZTIxdw5xcg0gsia2HikQiBEEgEvYT9E8glWvxugYJ+BzozcVYB06hUCaAWIJt+CKpOeux9p8iHPKRXvAc/W070ZvLEInFTIw1kl7wAkOde5HI1CRnrcI2fAmduQixSIJUqkIklmJOqUEq0yJT6CkwFcZdwvfGNqICdzOdRK3FeyIuenHixHnqEUtkKNVJwJduWGNiZWz7DesyEg4ik+sQS6KRyi5HJ8nZq+lr2Y5al4XGkIvT1kxC6nyC/onYufUJpcgVRiQyDeak2YjEErTGvK+cHyApcwUA+bN+HBu70Q7tZqQy9cP6+N8KplybxikrMYYgCA6RSIRIJJpzLy7OuOjFiRPnW4NYIkOlTQWia8gJqfOB21yuU6UJNfqs2Jh2Kg0nzmPF+DXbzfdykrjoxYkTJ84ziHO8af/eX1dZHvA0SpFIdPGm178QBOEXD3jOx0pc9OLEiRPnGUQQhI2P+xqeRO5J9B40LyJOnDhx4jxbTK2xbb+PQw4JgvCzB3hLx9T7GgVBcNxhu+1eTvK1ovcw8iLixIkTJ86zxVRASc2jfD+RSOQgunbnuDEuEomMU9vvSY/E97DP3fIi4sSJEydOnEfFIWDObWNzp8bviXsRvW1E3Zo3c195EXHixIkTJ879IBKJjCKR6NJtyes/A/76tl1/OjV+T9zVvfmw8iLixIkTJ06cG0y5JP+aaIxIHvBzkUh0CDh4W7xIHjelIky5OH8mEon+iqjxlQe8ez869HVresav2X7XvIhwyIffO35LTcVngUg4iNvZTSQSQq3LiNUxfFYIBT3RUkgiMRp9NhKp4nFf0kMl4LPjdQ0hkarQ6LOeqa4CgiDgc48Q8NmQKQyotGnPVKUPQYjgcfYRCrpRapKf2bkFKr9u16eaqUCUG9bZT++yj+kO44e4D3fm7Tz0lAWRSPQT4CcAcoWJwY7dqLRpJGevjpYcesrxTA4w3L0fhToZiUTB2MBZTMnVmJNvdzM/nUyMNTI2eA61PhMhEsbaf4rk7FXPRHKuIAhY+0/hcnSg0WcRDExiHThFWt7mZ2LyjISDDHXtJRhwodKm4hi7ilgsJS1vMxKp6nFf3gMT9DsZ6NiFRKpErjBhG774zM4tcWaOhy56U4mLv4Boa4vssjcZ7NjNxFjjLWWBnkYikRDD3QdIyVkf6wwQCnroa/0YlSYNlTblMV/hgxHw2RkfqiWr+LVYsV6fe4SBjt2oylJjRYafVlz2NnzuYbLL3oxV63eONzPcc4is4m1PvUU0PnwBiVRFWv5ziETimMiPDZwlOXv14768B2ak9yiGhLJY8epIJPRMzy1xZoavezxywJchoXfga/MixGIppuQ5TNrb7u/KnkA8k33IleZbvpRSmRqDpfyZ+HyT9nZ05uJbqtMrNcmodem4J7of34U9JCbtbZiSq29pT6MzFyOEgwR895Ti80TjsrdhTpkXs3pEIhEJqXOZdLQjCJHHfHUPRijoxu8dv0XcnvW5Jc7M8LVNZEUikR2ouTmYZUoE7YIg3PXRWCQSWYGe24YtwNg3uto490r8Hs888Xv8aPi23uexeEWVmeFe3Js38iJujuC8p7wIQRASbx8TiUQXn7X2808a8Xs888Tv8aMhfp/jPGzuNTn9gfIi4sSJEydOnCeBr7X0HkZeRJw4ceLEifMkcE/Rmw+aF3EbT3VbiqeE+D2eeeL3+NEQv89xHipfG8gSJ06cOHHiPCs8/RmdceLEiRMnzj0SF704ceLEifOt4ZF0To83oX00TFUjNwP5RNNM3hUEYcfjvapnl6l81Z8LgnDH2oFxvjlT3+W8qZedxOeMOA+JGRe9eBPaR8PUJFF3o4jA1IR8SSQS5QmC8F8e68U9u/zj476AZ5GpSHHHje/t1Hf7XaIPc3HiPBCPwr0Zb0L7aDDfXDXnpirm8fs8A4hEorV8tc9knAdk6iF53VQN3xscYppK/HHi3C+PQvTiTWhnmKmJ4t0pN/LN1E1tfzZaQDwh3FSLtuNxXsczyrvA9psHBEGIuzbjPDRmVPTu1oR2ant8Mn4ITN3f/8JXHy6MU//HLZKHy7b4JDxjzAUuQtSanppD4sR5aMy0pWf8mu13bUIb594RBOFnNx4mbuI7RNf5bh+P8w2Zcmt+9Liv41lkyoI2Tv38KlHxM4pEonfv0uklTpz7Ip6y8IwyNUn8BHjta3aNc4/cmJTjDxEzxg2rLk8QhB1Tbs064CDxoKE4D4m46D27bAdeu921HOeB2BZPAXkkOG57fQh4NW7txXkYzLToOeDBmtDGuX9EItHPieaPxdedHhJT68/x+zmzOKb+v2MMANH1vjhxHogZzdOb6tDgILp257gxfkME43l6Dx+RSPQT4GBc8B46ecA8keiWvslria45/Ry4ELcCH4yp+QKmjwWIey3iPDCPoiLLN25CG+f+mAqyuHjzw8SN6Le4m/PBmBK0W0RtKol6niAI8d6SD48dROeHm7/Dc4gmq8e/w3EemEeVnB5vQjvDTAmeEXCIRKK8G/+An8Ynixkj4XFfwDPIz/jq3PDXdxiLE+cb8UhaC01NyDesvTyiYfRxS+8hMeUutk+zuVMQhHj5pofIjYcJ4Eat018AH8bd9Q+Hm+7vONEHi7jrOM5DI95PL06cOHHifGuIpyzEiRMnTpxvDXHRixMnTpw43xriohcnTpw4cb41xEUvTpw4ceJ8a4iLXpw4ceLE+dYQF704ceLEifOtIS56ceLEiRPnW0Nc9OLEiRMnzreGuOjFiRMnTpxvDXHRixMnTpw43xr+/9iJ6pxm54L1AAAAAElFTkSuQmCC", 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" ] @@ -275,9 +273,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:srsf] *", + "display_name": "head", "language": "python", - "name": "conda-env-srsf-py" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -289,7 +287,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.11.5" } }, "nbformat": 4, diff --git a/paper/04-bo_example_figs.ipynb b/paper/04-bo_example_figs.ipynb new file mode 100644 index 0000000..65a7c93 --- /dev/null +++ b/paper/04-bo_example_figs.ipynb @@ -0,0 +1,366 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "from botorch.models.gp_regression import SingleTaskGP\n", + "from botorch.models.transforms.outcome import Standardize\n", + "\n", + "import torch\n", + "tkwargs = {\n", + " \"dtype\": torch.double,\n", + " \"device\": torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\"),\n", + "}\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import cm\n", + "from matplotlib.colors import Normalize \n", + "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", + "import torch\n", + "from head import InputTransform, Grid \n", + "from apdist import AmplitudePhaseDistance as dist \n", + "\n", + "pyplot_style ={\"text.usetex\": True,\n", + " \"text.latex.preamble\": r\"\\usepackage{amsfonts}\\usepackage[version=4]{mhchem}\",\n", + " \"axes.spines.right\" : False,\n", + " \"axes.spines.top\" : False,\n", + " \"font.size\": 22,\n", + " \"savefig.dpi\": 600,\n", + " \"savefig.bbox\": 'tight'\n", + " } " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "TARGET_SHAPE = 'Easy'\n", + "\n", + "if TARGET_SHAPE=='Easy':\n", + " target = [6.2,3.6]\n", + " target_spectra = np.asarray(pd.read_excel('./exptdata/Target_Easy.xlsx'))\n", + "elif TARGET_SHAPE=='Hard':\n", + " target = [0,0]\n", + " target_spectra = np.asarray(pd.read_excel('./exptdata/Target_Hard.xlsx')) \n", + "AG = [0,7.38] \n", + "AA = [0,7.27]\n", + "bounds = [AG, AA]\n", + "bounds_params = torch.tensor(bounds).T.to(**tkwargs)\n", + "inp = InputTransform(bounds_params)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with plt.style.context(pyplot_style):\n", + " fig, ax = plt.subplots(figsize=(3,3))\n", + " ax.plot(target_spectra[:,0], target_spectra[:,1], lw=2.0, color=\"tab:red\")\n", + " plt.savefig(\"../figures/target.png\")\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with plt.style.context(pyplot_style):\n", + " fig, ax = plt.subplots(figsize=(1,1))\n", + " ax.plot(target_spectra[:,0], target_spectra[:,1], lw=2.0, color=\"tab:red\")\n", + " ax.axis('off')\n", + " plt.savefig(\"../figures/target_tiny.png\")\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "def inset_spectra(loc,data, ax, **kwargs):\n", + " loc_ax = ax.transLimits.transform(loc)\n", + " ins_ax = ax.inset_axes([loc_ax[0]-0.05,loc_ax[1]-0.05,0.2,0.2])\n", + " ins_ax.plot(target_spectra[:,0], data, **kwargs)\n", + " ins_ax.axis('off')\n", + "\n", + " return \n", + "\n", + "class MinMaxScaler:\n", + " def __init__(self, min, max):\n", + " self.min = min \n", + " self.max = max \n", + " self.range = max-min\n", + "\n", + " def transform(self, x):\n", + " return (x-self.min)/self.range\n", + " \n", + " def inverse(self, xt):\n", + " return (self.range*xt)+self.min\n", + "\n", + "def scaled_tickformat(scaler, x, pos):\n", + " return '%.1f'%scaler.inverse(x)\n", + " \n", + "class Visualize:\n", + " def __init__(self, directory):\n", + " self.dir = directory\n", + " self.min_postmean = {}\n", + " \n", + " def get_model(self, iteration):\n", + " idirec = self.dir + '/%d'%iteration \n", + " self.train_x = torch.from_numpy(np.load(idirec+'/train_x.npy')).to(**tkwargs)\n", + " self.train_obj = torch.from_numpy(np.load(idirec+'/train_obj.npy')).to(**tkwargs)\n", + " model = SingleTaskGP(self.train_x, self.train_obj, \n", + " outcome_transform=Standardize(m=self.train_obj.shape[-1]))\n", + " state_dict = torch.load(idirec+'/model.pth')\n", + " model.load_state_dict(state_dict)\n", + " self.model = model\n", + " try:\n", + " self.best_estimate = pd.read_excel(self.dir+'/Best_Estimate_%d.xlsx'%(iteration))\n", + " except:\n", + " self.best_estimate = None\n", + " \n", + " with torch.no_grad():\n", + " self.n_grid = 20\n", + " mu_grid = np.linspace(*bounds[0], num=self.n_grid)\n", + " sig_grid = np.linspace(*bounds[1], num=self.n_grid)\n", + " self.XX, self.YY = np.meshgrid(mu_grid, sig_grid)\n", + " self.test_x = np.vstack([self.XX.ravel(), self.YY.ravel()]).T \n", + " self.test_x_t = inp.transform(torch.tensor(self.test_x).to(**tkwargs))\n", + " posterior = self.model.posterior(self.test_x_t)\n", + " self.posterior_mean = posterior.mean.cpu().numpy()\n", + " lower, upper = posterior.mvn.confidence_region()\n", + " self.confidence = np.abs((lower-upper).numpy())\n", + " \n", + " self.min_postmean[iteration] = self.posterior_mean.min()\n", + " \n", + " return \n", + " \n", + " def add_collected_points(self, ax, **kwargs):\n", + " train_x_unscaled = inp.inverse(self.train_x)\n", + " points = ax.scatter(train_x_unscaled[:,0], train_x_unscaled[:,1], \n", + " marker='o', fc='none', edgecolors=kwargs.get(\"edgecolors\", \"k\"), \n", + " lw=2.0)\n", + " \n", + " return points \n", + " \n", + " def add_gp_mean(self, ax, **kwargs):\n", + " Z = self.posterior_mean.reshape(self.n_grid, self.n_grid)\n", + " mean = ax.contourf(self.XX, self.YY, Z, **kwargs)\n", + "\n", + " return mean\n", + " \n", + " def add_gp_var(self, ax, **kwargs):\n", + " Z = self.confidence.reshape(self.n_grid, self.n_grid)\n", + " var = ax.contourf(self.XX, self.YY, Z, **kwargs)\n", + "\n", + " return var \n", + "\n", + " def add_distance_values(self, ax, **kwargs):\n", + " train_x_unscaled = inp.inverse(self.train_x) \n", + " for i in range(len(train_x_unscaled)):\n", + " annotate_value = \"%.2f\"%np.abs(self.train_obj[i]) \n", + " ax.text(train_x_unscaled[i,0], train_x_unscaled[i,1], annotate_value) \n", + " \n", + " def add_collected_spectra(self, iteration, ax, **kwargs):\n", + " scaler_x = MinMaxScaler(bounds[0][0], bounds[0][1])\n", + " scaler_y = MinMaxScaler(bounds[1][0], bounds[1][1])\n", + " idirec = self.dir + '/%d'%(iteration-1)\n", + " iter_spectra = pd.read_excel(idirec+'.xlsx')\n", + " iter_comps = np.load(self.dir + '/%d'%(iteration-1) +'/new_x.npy')\n", + " AG_x = iter_comps[:,0]*0.00064/350*10**5\n", + " AA_x = iter_comps[:,1]*0.00630/350*10**4\n", + " iter_comps = np.hstack((AG_x.reshape(-1,1)-0.1, AA_x.reshape(-1,1)-0.1))\n", + " for ind,comp in enumerate(iter_comps):\n", + " norm_ci = np.array([scaler_x.transform(comp[0]), scaler_y.transform(comp[1])]) \n", + " inset_spectra(norm_ci, iter_spectra.iloc[:,ind+1], ax, color=kwargs.get(\"color\", \"k\"), lw=2.0)\n", + " \n", + " return ax \n", + " \n", + " def _add_colorbar(self, mappable, fig, ax):\n", + " divider = make_axes_locatable(ax)\n", + " cax = divider.append_axes('right', size='5%', pad=0.1)\n", + " cbar = fig.colorbar(mappable, cax=cax)\n", + "\n", + " return cbar" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz = Visualize('./exptdata/data_AP_%s'%TARGET_SHAPE) \n", + "ITERATION = 1\n", + "viz.get_model(ITERATION)\n", + "\n", + "with plt.style.context(pyplot_style):\n", + " fig, ax = plt.subplots(figsize=(3,3))\n", + " viz.add_collected_points(ax) \n", + " plt.savefig(\"../figures/A%d.png\"%ITERATION)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with plt.style.context(pyplot_style):\n", + " fig, ax = plt.subplots(figsize=(3,3))\n", + " viz.add_collected_spectra(ITERATION, ax)\n", + " viz.add_collected_points(ax)\n", + " plt.savefig(\"../figures/B%d.png\"%ITERATION)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with plt.style.context(pyplot_style):\n", + " fig, ax = plt.subplots(figsize=(3,3))\n", + " viz.add_distance_values(ax)\n", + " viz.add_collected_points(ax)\n", + " plt.savefig(\"../figures/C%d.png\"%ITERATION)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with plt.style.context(pyplot_style):\n", + " fig, axs = plt.subplots(1,2, figsize=(3*2,3))\n", + " fig.subplots_adjust(wspace=0.35)\n", + " im1 = viz.add_gp_mean(axs[0], cmap=\"bwr\")\n", + " im2 = viz.add_gp_var(axs[1], cmap=\"bwr\")\n", + " cbar = fig.colorbar(im1, ax=axs, orientation='horizontal', fraction=.1, ticks=[viz.posterior_mean.min(), viz.posterior_mean.max()])\n", + " cbar.ax.set_xticklabels([\"High\", \"Low\"]) # vertically oriented colorbar\n", + " plt.savefig(\"../figures/D%d.png\"%ITERATION)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "head-jupyter", + "language": "python", + "name": "head" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +}