{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# RhizoScan Pipeline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This pipeline is a step by step pipeline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Common import" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline\n", "from matplotlib import pyplot as plt\n", "from IPython.display import Image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## RhizoScan Import" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from rhizoscan import get_data_path\n", "from rhizoscan.root.pipeline import load_image, detect_petri_plate, compute_graph, compute_tree\n", "from rhizoscan.root.pipeline.arabidopsis import segment_image, detect_leaves\n", "from rhizoscan.root.graph.mtg import tree_to_mtg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## RSA Image" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ND+2I2C50jOg1DuX1K7cV7gXBdW76Hx7gFGPlKm02AN6os5wlkLiT3cHhctze\npw4AmhDaIDcyslaDb9Ni4w5m4YSe0Xegkq7QlLDt5JloicIjZqNt+1Kz0vUXidInjsAcP0Qy1iAU\nzBjVZKryXqvf0WTBYW55Y7xwtmPi67CmqTer3kEkgr1857Zu3hQWXfFvSP6nPeesmCcjViCKU9DS\nJGYV17Yw7tPTCpypc8oXQfOfWaU1T/kvd2tpR9T0eS0QfCpJLk221B7ICdJNHwhgZCryuIev4oRa\nsZBMLSknflyIrBXBWhZGPSah2e9dfWqv+cMTRhtm/P6nj7yBZlRH3Oq5x4IZG1OX/ifmGibyQbG3\nAT3RYdZkKkt/YBpXMVhAosPtG5hHTBfluOMcbfcj27+Q8eOO9HEcgzrizGNEpWs5k1QmdkUaPgM1\nw4mYSIbCiD58Q5qpwR4NG0lk15rIMZ1H+xRkLyojEKHAJVvc58a9ijpYt7MVtpXDb31lfA+//sE5\nOCbGS4r0TSIzMghFO3Qdcx8RLLtggHrWRfgDWl/ZM1eMflILTgvoQCUDBAc4YRdyeT03GD3UOCQg\nctYz5WxRXRag4S2+Kxa8ZoiGw8wbMltBe13aX9hiannuaACrMN/RsP6ZHGc+obQgnGBkBRKeDyOg\nx170ipj0A02H+4kpcgKDtmHnb2H872ySRwPBwG3naHkqzR3H1bn2fz683zwd/on14rlcyiuduQbI\nzajf8+XqwU/p7/AT+ov+T2jcp+OAdoZzWQ+RrtOUYhCYLnsDQb3SDXWQcjLDtHBnhJnIUpSwD3Uj\nwTdTmjyXoP1cpTKehVUPfqvkA8GIjaSzSSJCyQCyN03UibyCTrdAR6Gil0jIIQWm7cbtsCpLcPbE\n8Vx2iM/1eCbbJYqK31b2JmJYnSZJuyGS0xTl32ol0+YdXKJjIiagGFDQM16IrDW5EFsTt6W+6osg\nBZu0qWtQTOCLLqMiZil4l5kODDQyacEoIbt/5H+hZn09lcsZsUGSlxjiAuwajar8X+HH+6vX9rl5\nOpvRhnUXANqDPM6yVqHWkJLZgChk0n9Nyxpp8E64vW8AVYn/CGiMSGR8U/b7E1AcrtYEr/MMy47p\nagndjmGIoDImzACAaXuAROYEUarkV+LZrTqpiZSYB5i87SsHG0/zjwuTf7+4Mq5LjoADIvJLsaai\nAiVkNKN/2XQwhhZYq3Zoh6nWy+68ADay7AWGRpJ4GBsdbOcmvzw7XuZBz8B4An/Qwvrcrw/2QFnN\nONOpG3l2eTn3rBjKEKwxs6L2CqUzbqrj1QxMvMl/OnD41zg9kuiJATep2qfrYHk64tXuDyuZlu8r\njQKTJa6VwT6JG1g13/P5NpjfbxRRkCCCG0yYVkepFnOgiTlbQa7BCpXGH+imP0E5nsmqvtXtRTpA\nBoIyR3Do9w9QteOrlMtjT9ghbLcilLyVdwhHpJJTMxVD6hjNjQqLPcO5eRkL86UYbzm63uD57cQD\nOWSA61Z0qHCWnLwMMZwYUeLJ5lImVxAapAnARa9wib5QBqj0wKEuzyJW9vljGxLP+LMGa9YK7nRv\nxKO9TnEypIzMLEdylG/w4yjUV2UaGlIr48N4JbseeQ2WQGiAjCS8pjkQoYsOGQxW5uwyHG8Iy5XM\n5pOKE6Oww+zo4Y3pOhchYOUo1QVl0GAOQM4It8u9IIcugUBm3Bhn48qa4UFdOAvfzT0z/UujlJf/\nqfvcXEOgpOnWfCI6mfV7qUaGHgBKEj2vroAFsY9H9Az6RF0mkDWKlzxJ4diwXAIDQA6X0xnMRCaz\nMzNJp0hjyImxDka6vu5JBIOyp8ETjhQjPqEZdFhP8lvhww71alMz/25UXqHW74TAi71TURO4aaQf\nC4fnIjhfrey666dihnm5GU+ksRFwTTN8YekhnpU7k2GNBQlCfHZ2osZfr2OIlcoQBwaJyFy5chMx\nI5iZcL7mtO2sDOV7cHWfuhsVyggPZiQbW7kCuXh+x9owkp3ZKD8jzPfh06GF1rE1esy4zb5pizIr\nydSEPuEpTU74oXAN6MleMTFtkdxwRiPhFJEZNCNV6chYjIs2Zae4mqEaxlBgI47qAs9yVchYciJy\nGAfQqtWRI8c4rzx4nT+RL/1UfT2qPesmsS7QGo1+CU0/jKXHHXdu+4VmWHgZPx1sL8yOvoYn8gZ3\nCI6P6joMhOZQw0gnmiJyIUnfyNIXL0cExwuqvvvjC/T6ttO+RHOalOJ2VJozmGurGSfFR5UNzzjk\nU/rJgCL8SO5lhCEhmJEkPVeTR6AHkaoCgxf0FPAM1DOjA4wshf0bLSWlvEyU85cPCvG3DxgGGWBR\nT2gQH9ZQWbMcbuEO+9BB3gLi8N75NTisYMxQgUSFKrwQI7RaGFBKzuq2+ryamyGofBfA5sVCZDKj\ngOyLGXeOSkYBu3KRy5Drx2Af3InoDHM6X1DIQFXtCp853TfYIZMwrxBCIo2mDkNZGYCZGs/AY9KR\ngXRHMxyIp4gCy7wQU71sGQq/09E32qgaxQ0V57k3TzXrFhjgjM+Mb5SjEjl6pr/jBHHIv4X7Qmd6\nPvBwmiNKD1BVOXVeT0xwQo22zjUaC8h0wGywUAvREXeAj+NNVP1EnI4x1tVj7N71ZDx5gr0wFu/9\nd3AGEQNkVgWnwPIyF56DADwRnTODaFSzEJOhpCIZYEhQK3IYmWTi0rdb0bmmti2cgcJeSSxrZnpm\nYma1dm7lOlmn5AQC0e3bvuy4LC2iWS/Yct9rxTNIhqoFcVjQWINdqADEbstyXERu+ss3Rq9hUCHH\n4LvVfdJnU7UqV3HSSgK2Jvvm/bh4tc+EAIUOW2QygjA8wgyZytXI8i2ZU5ylyxYCITXWiefujLnR\n1w1VIDiMA+o+6s2U1+3oW3TGQj6uLY8sBnMj+DuYdGZkUuGxPYDDY7w3BO5g7OWp6gpp9PQ8MPMB\nylNXhaTSXZEQ+tpD1Ea08Op2TIc++V51+B/iH89EMfMra2VHP82vm2q8VvOONQEFZ/EtYGIdcH7n\nJQo5omE12RmMWChd3lTCIp2+DAn8nTJLGRUrJyF0C42Y2GsRJcyH3VbqZ3/ePTt2MhB1kFfJmAnD\n4+nBGgZAYQ8SVHKyBiHa6aBDLmIy4JQzgyvv0b3wBU2placEHnjZFcPla3mUx1B3mPBwyZXj1Hk4\nzwJjZaaNM7SRimfoDGYsyCCA+VXjJHs0QzUiVBrZ7cZVRO4nyThDDVZH/YbF0YcDZqCISZ067UFf\nors8Iw+Wyk3biM7iXoM9SuEwflsFWBVJYqjLkjNkxiBuevRqrhkgvGx63bvvP9XR+mYmghDdwQYt\nYLRzpmKqpMSlBZDgb6w539Zvib+jATXyaF1uZOZ8EC1aXcer4eBpXLAWIUbjlO9mhr+kanpwSTBP\nehJTC9jLkb6hiH4oNKkC98nlFfSjIOS8iGthrnIUYPArWansd5qHpmuVMq2mPpvavdbNO7vpiZqI\ngLYaDiGQlQ8JnnvmrZiKR7EYlcjKiXXXQFNGTF+pwwC/gFjTayRy1vK3TXhGOa7kzqo1QeOKRhrV\nWB1y/cDeWMjk1gD8GKcFqCKWk7fmLEVFGjgfve0bmQRCubRqxR9EBhKt5VnZVz3jq6AhCkUmwbiC\ngBUiQMOyOaZCi8o0OIrjt9/g7GChgX/GX40Vytd5HZd1VXyFY+feyBR3kz1CO5AounACQuYA7WIw\nngkgkJIkiOq6U5wQ2eg+VRHr9qO7fR+D8xt0s8kK5tb+di3AtAOTZ2gq7JxZZoY7++Sn43pR4Hto\nBQuRSeRiBLu5T21S36uiHmJRwqghVWaO523REYWpKx7QN3TZmZ8nfpaPHUZO8QUUVIHxW46IA//t\nfqM754MU43GgBTnpBWRK4epK7TEZJszzG6Kt+bJrZlCeChJhEGjGJ2R8YOOSiIpE16v+DEk9EEdq\nuXJZpYmQNyJcuVhQ2A/877mZsDncfGurE5IzOxiqANOMLuNRDnBgRmQUzAG7BlYJKejhbAMKXDwz\nir45QIW/fL7C+OLPg38gNSH5A/9wReIbvfkz8SLeNbR8Ou81rj0IeufYwj3R2V45KkTtWksiWvBF\nXCTU+TuzGUYoiURw4NvDFp/wt6Nd71sa1hpjpp1j2eX+SyzU6wdMsHGBcazexVB1090yLv2mUF6x\n8nKuxvfkeymQyX9f87Ov+0zP7S/3NjDxs8w1CzeGnbbNI3c4S+GCkzIHt/rul8WYzRd7gPL55jxC\nX3ana6m2SBRm8ZTJCQSSCCss4zPZL0MVDDQEpaNusjeD5At0JSvnYjChW+5MEMlEVEIW07UcqQ6M\nv1Jf6VvxRsgOmmFumvuSoxpr3YYuaHFjP4yKG/s4X1VnRGNfrlH+aVbYmjueEa6ync5I7GBuUOZY\nYrfCppKriFDxBq7HeTO1UJHN/AeD6LzOWVPRgIpcgoLpzDdD7JvjIJio63vAXvkoQkpEZFUuYhWj\nlOR1KjHSHQnM1GrUABl6EmLeQAcMY06rmTvCO8SikojQ1K/OZFujOe+cI4Z4GTM1K4GEr2XzILNi\nLRaafT0Rv7/p0Ix5liMXAhJBIQRTzeugdp7I6DIWZL05rLArWJlQ3g61MpnJItfjLIsRjIXU4G2P\nJs99RpU7yogz+EzA3K3lyDA5hNNFLALBseN2fCLOMxXY5r2Ym+DCV3Xcdxq+sYD1MiZEmESuyK+q\n0syN03mJiylzXSwjIGraxDE/N69Cmw/4XG4A6QQhaY0T3hirOySDzcbuiidmZYcIrXJNDWjEVY8v\nOvgTNf6zb3wzn+vnKhQyDoAoJoI5ZEuiMojYdKVCrTuRw5pwXObNXsXgrER+cX4FY6h07Kt546zN\nbCo4XFQFmvmLgFdbsVRxFwqxBkFloeOenCg+inVqjb53LMS56sbMDIUVKEZM6BXGfuBHXbepV7Am\nKlduKqfRPQM5Z8xtfEFJ2AhE/Ab4c4iR/F5iBHQMAsF/X6UDvy6VcgciIwlItqZfnMF9IlF/3bWn\nsjB8xwexoGFM1IcwxzME4VV4EAXInrZfVWiIk09irV/cVx95wgRCnstB5YPgmzQyhsBFeNdkDDYn\nVhwgXMs8uKPblJngZiTj94xGCUnkQ6+guIE1Ij+XLRS5qpKgrQ5dMAYb/Av7N7VzV5wwR9UoBZoj\nvRu3klGLU0XeBXRkn5CgshL29+UXk0/cyut1+UZeQM1lPHgD7bFnZkkrSl9kBoRFbESyhjGQoGt1\nyM8Lf6bVsy6iS1gOOPGuRLg/g4/jb4UUJJVcYaI14u2cF1yu3cb84Ib1R9TgXncJHNKOBUTiBl9i\njDI3jYjETtZaDzJewdGqEn6STKYz2lUNJLMuYTzwipZzHDe3lquy3uTloV6PTNArrICKQbDx3c7p\nhrVtDNigLVmYpmimo4i75qcSzu8s5iKraCwBk+YoXYEvpJQf6xQmMu5yY0JMXCaY4QYnt/nbyBfq\ngEgKKnZmFQkxxxhfIp3knorxnbcbMUGVvvckOoPIPFmtRGQN8cZMuoxSRqMdhvHhuPqxEvtOCRH+\n1RxQAap/39ZVWSYdzGJ+geBNnuuZIT2MY1k3EDVEc1VmxMwurf5HdacuvzZiR8ufqwnng1l4Y+bj\nemOJHmFkEQMpzeC3owNdgPX/r0qTRWX12qHN1yu0HwhwjzEaQClZUkySPGscHZYEY4WJ1+wKRsxr\nChWeL5rUcfewFe02Wm/eSU5AsHwB7olsnC+eBF1/vZF9e/WAPBWv+83G9wrgK1xznXNjXvlYvM7A\nKgdMeFR9YNCRN9dpx7wo33yuElff/HUrLZCMV0sTQVYK1XZDypkc0M7ybyDkMGgU0otKQI6/vdpU\nCGU/ZBSTovvOuJHG01xtp96K3xxmh05OVJkJAyaCdvy6Bt6eG/bOg123/wyKMYzfuUDWIBhM3tNX\ngCOHa8Bu1zB+lbiKVklZYsNdyNi4nr5jK9qBTBJ+2pgUKUTY23Zk17/ZYonT9lLWWtpJKT/AhXFB\n5m8r2BtY/UoyXiMEAsgWgtoUw8JF947ZqL7lT+kBUykGxtYAv9rUmg6grQsycyoUEROrs5V3/Llt\nyD/M450dJa5xuM+gI+DVldMV7bB/Z8LGNeJs3BIiQtxvGHAWImSMRf/GDeIT63jbU56Cq5oWpgtR\nw3UZAL6ghTACkcGqxErEVM4fuqWwihDiBctZ4YAcGggyw1mhWDNfUNS91ijce3YxcmEHrDywohEw\nixDHc6NT2oM6cYn+k/xOuoKdkCdgDkxI1dryGc0QoqOCWWlAoUnLJuEIr+m8rUNNxu+jwXq19DIO\nsO21WfUgtoXsz9dPXwQyQBpJSGwTBgNBwCAic6em8iP8DJrgim/kl/Iq/nFSWHAGvZeRk/eiUb0i\nsiv7eQ6/+pErMYu9MocMd8JkKcuRN3fnSvP5/dYK98s3YA45o7iq6/S8IVEr4aqMBZvT7mnwLXI/\nGY+7pyUT9WsuZGXFV/vbnsBP6tq4AMqL3teCBYCRSEqU/xQyHdSTjaXDdeP3x3e4+/YVi4r0lNyq\ndzR9F5XYsWs5PQL/HYtxTsZi2PXr8L6j1mvMauGsH0R6smT7DkjsRB6wn+Su/Y9x7rF7RcodnrX8\nfrEN6Wreg3+kz2WwuJTORALGeF2w3ZFQoWmn/AwXAlZ7Qkrm7FJ98SOea583TEuRsMc3GEUh0jsd\nzJ+pTmyqfifudryTPeXALiHnqhqRmEqEdyBYxnLiqnfezKpYU5d4E8necKcIgDFazbC7u/uh/ngW\n99/70VrzpYnDAQ+qk9iZpfhgqRKlFdpAZzvaeO3rme68dzEizlCpVf1EL9R4nUscOe77hRvmcbST\n70yoc99y7OaNGd1slxI7OmhhjUK+bEz5FlCq3X/Fqekj0gwxOJGC3fe3nwuPjiaFHNgCQ070b5IP\ncbC7Uy7HCikP+E9mJlchHatrDa7sCxln7EPZYcc2UsPBBQcFX3AAsAVzEMZEqxD4d5B015+M0pC9\nAo5flqisJWdXol76E/ouPtTTn3iDb+zkSkQEnEOKmhhuRCALxg28Oz8gjnhoLUgadN2v7xyWZhGB\nQGPOgrLjV/aoBcWvPBATeaOOIwb7hHqb5ZUINbLnhRp5A/FFx6JLacCpLBRSol+X1H9Lr2cVYRkW\nEqRD0Ps78EMnJeQoruIM76+QCVCsQOD+etB1Y/6qzCeBiENipQBHGCkF/HomlUYEKhD+dQVwuMSN\npUAP284EnnDwJVvL81XXxUlFBhzyGjJylStv4Lq7lF8209iJTnf33KxThexvvA96cXWkFxVv5xkK\nl3Fo40agsvag5bdjIiM2MsMEpSowsTBM/WqZnZyqRq0T5fAocLWOl+UY/6L6bBBANzCRxAoFz9ja\n2XsPQoExzVDxc+mxIKNpOZaI8HCGZYUPbTp+be+RFYYt8xZdQ2p7sov90GqPBYQyTjRSC8UrqmN+\nyYfMzNxLWR+d6TMTzeywtp0ZYSamA/KB/xm382tVVC6xpNHVtV+kQ2tdhONVTvhZeKImHI4Sg/Hj\n9Js4B+5GdA80UUwSni+1Ug1fNpAhJpM7xN9okFFUhQOlKpadP/MiaG+6gAwy8KtDgsuVUa6NWDKk\ngJLjYDMQGbWl8jWoX8v1BOU92j05YJRXc9razWA5a21XRkmRwYhU4FDvnT7COaudAdSdcsQOrAAD\nTfl1tbQO00gOYCpn+Lnsg1uzqSdJtOofBy7j0lz95LvtuFF3Ml4Wnb4BITBPTCG210MrRuOc0n2w\n09Gck6pK/nszhMIGTRMGNC4poTXqQWdM5jCyUyrMqgl5xPeD29MDV9j0TLxYExgyRJ42j8NawOS/\nTcAWxkDkcKjT8sgP/BVy6kYKcVkuIku6MYMZDjjBKS8f5q+BIH79On49U73+sCZkWUrczV4rQ/Xb\nyfUR1YWWeyjtJKM+qn+mWjEDXBdnA5E5DyeHfF3v0R67I1FPxATHhQmoh1PLf8Hl/WE2LnEyOV9I\ner0Xn3uhNz7i/M7Rj+h1w0jYim5+rg0A5IDisAiGOyglneUU+DqvUaNnXpLqCC2kkYgqR/rk22um\n2VgmIwspZxvAG/wFqBPgYmxqN6jVs2ZY5z5SoQ2kIcJI4wvysh8d+Azih1+zFwvJE243e57o2TdL\nEBrPK/CdIJ41GIzQqZfRQti/dgX9O5JqRYEIKfVLFYUSQLARbMXkV/BWwgs/ku7hfGpyMVcC2HeW\nwDt4eVcgV0VuYytAOUbZEZibvg0OmGZ2yH5LZ/MGOS6HGXdJeAnkax2DQ76KiSwZMwoFUUqO0cna\n3ExKt0e8yoX4ddTAzVSVomRA1d6NS755Zt+YNYIjSOxAlopkBwhTMySnwg97wULLamWjFOGwY34J\nSL+sdiYYv/p8os7/A02yOLHcwYO4iyuDXhijlW0CWpm1sviNSZrCuajxguGcCWTHM5Nk5Npw8U5I\ngQp+YcHV6clByDT2pESmYoVQGGaYMfhNRJwJic4F0n2lRm6oYDvbOAIEIjYzdnb5tyMb6og9+LqX\nfSGbPjxYw+rAExkMpyMbEMLLvX/18ZPPJDsvBEogfkXV9P79LGeb7VAN4pc/dfbFJH/gPd6zyJVr\nzf4VWlCXdgw8JPBtfEUs7hBhCB7OTayKViBAk+FlYtZkmSl62NMakY5q3JCr4ZtgRhSlmJ9lq8q/\nzY0R31zwLtyIRgIMOcRcmVXt8zPdYzAfZiASK/3l+Jq4ocu3PRBCVugXQZBAgQIUI09ebU0FFrqv\nx9mRw0ZmkEZOQiVp3PX9P1xQBfLbzX6DP7kuKSqtGNNBpxJeYgHhc85kxl31RmWsbKfHCTJrR34J\nbJzXqJlxI7T51Cw0b0Mz4YPUyVZOOnJud5CpmuB8eVhQxO+rHsiF6ejUPL9IS2oaFp9hDvj2Ee8f\nzwZQ6SoH1LrN91ZKmY3CZV5RkylqdJWqrEREZE5c+2K8HKi8lH5TQtWchlCXy6zE54kfxO295MZ+\nO1/7Z90DbDCZXDE5eK85Cs3E7qxUkzfjJC/q/2Ex5md6fBgnGIEo1RqQuoXr3wk9V6N+TUxhocdq\nzbT7UxSzGE/s3ay3+YHGg9uKWI7V6nhvKHLSIccdXHj+LZ1cZAZuwXAIaaOtsJ6pm9nbcMdE/C6f\nAkcRIw4dZZCuX+xjvGlk/kO+BCeKX6TsxgUqsIIDXijXXF5NLKXxoA+6LxulLLMahWT88hVYROX5\n5luc4TpAC5bG0mI+/ipuFE39Tf5zlODe2Pod66HteyCEnQ7FuixkxWIIuhg4x+EI5ooNxcGpauC3\nTFkKA0nVOpkxh/ydj5f4iO34ZGoT0ow1uKKF+nc7WgShHFIOiAtghC7fD44q9qrOZ0AlNkk/M8nB\nlibO4YgTtWoFdLs/nsnZS1h59ExPoTh/Zh7daxhRmRWhfIwZDrMj4wij/CqsUEAeIkAPae7SVl8E\nFkGAWrId8ztag80fSnHfsOFH3jcDqZiMT8wtLzgZWRnpTIB1A3Bj5A4rR7Z/e19k/m7s+jb3REUL\nHowtStAQXZ7fFUIFFuGE/du3yaZIWMyBAY+A5P71yZnViIz8Yi657294yKSdVsEr4VC5q4dd6dLy\nDzABbC+PAExK5Ym4TOQEOmTfAjQLNx1yI0bteRs3ovDP7+4yIyXcGBTKFU4lTljUwpXl2YgoxJ4c\nPSoN2iYYJniDXkBZ9TnwzzQP/8wFXweaGST5YLIHDNWjqCIRWGBcDmKiuPnUJcZtDTyYxI1R9s0j\nAF7BSn+VVqXyC5i33+MXza8upVQkRSaQzLXr7pLDH+iOy7GRnBwEgF9wwERDZE8NKwnf/nV7BoVz\n5hM6gUoQ/wbduCg1/V85b/onpSaY+5d9tQWLHezLdLnrd/OOWvffaHoYXo64LUgiUpFT1cwFMAR1\nO4gl1g2rjt6ruyOSNBALa4hg4C59qv9WyP46WmM41sXS5b4dw12op3NgzUkLxSELJwhWyt/jQTcO\nJnqeQe443xaYs6lf9+cXeu1z4rf8BywE1Ctuhg5rXP92KWVk2D7jISMi9bsuAAp2WDGzuVY+Z/nM\nB2cSZS+rmkvJwgT5ndjlL9qunt2XvqruZXUSD76e3L+Kvc/4PRdu28iO+OXlcS99oXA/JrLEf++X\n8i/AaWVMPlHE+lH8rX4CAGyiEkugHk292Z9NDFbz1U4vUpUg/5ZauEUD3b/3qBO6RAaSfgJMuAYL\nBmlBnaNQ5tMshZ15SN/UZXlWCUsf9wWdP2t1Wn3P7UEDwf6C9Hh2LOd/2uAorZW1nVWIClNq6B0W\nuYcbAHCQHxAdYSXbVJqrw+Esg/E5/KC54petfMbPHYzH6FRn286707sX3vBbbiIYTzrzRs7g3sFw\nqpDhA1/bvpW9CibDm3qG36ejdPN3K+P1r4DsF5RgIYMRNDi1foUCyCGGMYwiHyUE/HLrTCA9Vxg4\nMnfk1TrScLSA+F1/xUEBXtELk+wQPP4dCPsUUISAN6zCP42Qd2ivSao8nZG10eVe0Wf6N/NeZxyT\nKYuK4PaIJ0XrIA+DUsR8AujJc1bWV2IyO9aBQxFKBAuOg0vc9J3UVXqyrFgN4OJyTd8QtqB6Zv3x\nCs9wXFiBMGwmAhXYugxeRk9o6syvA2g4jn+z1htZhNYHcfT+6M6NNc84LuMmNvy9I/fmd7GUn+FI\nyakIekmcabBDXsS28ap9enNYrWOPEYrHXAe6bNZsxGp4spdvJSi6V090dvJsjjBT/zIj31/xd0jE\nyWCuX9g2xJJBR2XmQ6RNIRWmixPQr9/KadUgwD3ypX6P7HW4Ih0R5oPCQ9BqXzVKjxXberYE40Jj\nzCy2qmSSTRk3f8e2wFUw7V3kGhv3h337lZLxRCymflvuvyBqr+id92YcjP4heuAILZ8k5nomFHEW\nZnMF4hPdEwYjamUkRpx5ukOeYDIy4uU6JuyIEa1bbcwznR1flbWAWFfVE2qjQeArLPqYtgCJmOfi\nryNx0qrnpodO7N/xGUNKmslExBHUNhwVzq0Y5gpk6ODe3/AzY5srJwNx6bM6U4/kdkeMQ4ykVsrV\nQwMPFJqPMHbdzE/iscqzEq5fjyeNPRFIL/d2iNR6REOX0oHeEIkv5VfVzBm8ODP6VoVzQRIny09S\nC1OqA2fZDuqho2YKQKzOUFg61WZ2b3WexIKI+W1LxkR8DD7XMGXLjoAXtb/Ye35KH/u+EZcZjAgJ\n0wu96zLXDpsIe6whVnqtC37uMRUrMnKdiEYA2uswMG/hMBUKW2O7Chjc19cbTDwYNUoMkBbjRE45\nwpsMGHRV7FqzeYT5zB1i9WavaIJWrAE64g11KYtZJIQTuoC5MoMGKhRgY8Eim8WHKnWN/oX6MIki\nI+FM1fi5eqD6dRSP+e99I8Wn3GxcEV7RAVyXJPWFBjXCUjMMASezcy0gjvgxTD9nvnC3nDQCE57M\nWRXTv+GWTbU9w2tPEV+b+VWrYiEzLVAMtuO2ZyB4CghSpuaXTqdXA41QEOkJXlb60m/wLAh3J/Z8\nSbs3scf8TdAnfmldGE+pQkB213vjhDNmC1a4E5/AGn0f6XgGYS/Ok8AfnvkP/SR6ecLzYl7zghXe\nUCl64mOdkjAYTgIR4V8TZIEJunkVulHOojuCzMQiR9GAjUg4eFGeoJqSpIB8WkN/IhT1rH5CdWGB\nC7kB0YfjavBwBG/42xFz5HuDU5UOOqe/BCJeobuU1Q9nzepZUtwJMJBOTOJv6KypzhgeePISSL2G\nHG/q72791O7kQabbcEbHKGj+2lQWSRlvgJlP1FqZpcZBvqrWb2ZDqpt70Jk3avaKuns0qh/99lId\n/icwGkKkRXRSyUDi4/v5dxzuyrPwu2nREXZMJ8VClpwxrg0u49cK08FM7z0ot7Jnq3P6Au2RTD+u\nHI5GdaaUm+sKVxdu6x3fMT10fM9kTCWUhVw3olc9jFRqCmKmFZgIJXvPxACcWbY7TtYJ37nRv/4B\nBkAGnoUy4GMYtp9Imhc8VjhIIDA3+FMknBMpCnOq3fHVX3lX51Fq3JgTN8O/VCAlAwNOCMFpsOc1\nHIzFtVO7gCWtPvEqK38IhpInCGe9hDLuN70V0ZETBW9M4Ci6KniKbSYX85ckL8hyK3ER+l15LGJ8\nX+vtWSf+5P5aj9ytHK7f/diDKSgpLXW0ezawmcTv6hfdCJO/K8cYkegJeO6jXlI5EWHHkWzjYtvZ\nl+Hez41icMOC4OaBOCdOc1fkE/lv2OejscbH2ScxKWkcXJWBLKw/gxZvbmnHewvNzRnWO5rruTbj\nYSwsXwYnlqIo03c6dNojBeIrqvzIx0sPqYicZCdDGrQ7558vqtZMeI5DWJsoDQtMQtOjsf5/NP3r\nrjTLslyJmbl7RNZc+1B6moYINQkeiroBelz96m5e9ibZpBrQwwjNs7+vMsPdTD9y8Q0KOStrRrib\njSGPD/mF1f6xrx0r93mZ4pywWSnmGbeND4fLuZBtifMGtIEw3RrNob5lpNZyHvBotdAeIBTU8FYE\nw0jqrJhIOHIWUAqzuDcPccPHobv0e22JEpw6pVmvKkOALTIjVxJV88Klf6bR+m+DmUynl7GhSL8w\nCLbBmtkYJJtL3up9xmNpvpoHG9ifZG1c9WgOFE6AaAZVNqzhKJWerROAp20aoCaIyeGadEYy2ujI\nU5ycUZ8zOYL2woplrXOSt4jfum4jZ9JZjB5UPqSVKvSuOfE8kR3vgCQqVoTD6XZS9suOgNInw4Gu\n7vWcsc4GDD6EI1Ym84l3P4hsaypJYuT7mW91mh+uCEwCmYcZwHGfHj97zWWWkLNg7zgVAhplb2XO\nX6IGOzLiRU+AjQwwowPzET3yid8dcM6TxxsMlEhLnoM5xL7AqMRu+3seaUqx+roOqhrNcS5CZMxa\n/QmXSCfuCgaXmJYHxyO2EnDcjtNYBsx3p26F71jVlxR54P7aX8V4L+wUn+ius6LkaN7Ur2CmP2NL\nE+cpe1aeB+d06gYfMWYuei1HuRvLjeCLuo9UKKSDEFlAyjkDNUmtrbi0QI8mNEVKOI0xpqDPVPWF\ndzfyFY6iVKAcp5mt7Fi5GejBiUOgwkFpKcIxI/SJo2C8B8jkn+t9gjW7mYcHmegtL8dRPYrnzIFm\ni59Zx/loRGClInUMPLE7P3yhDOshH1vILVz0xrfco/wV1bkABH6tvuO2GrfrqL2dW1k5ho/3V/DR\nPM258+uQZ9OXsGodatQpyPmglA5SIK4tbt1CI67gJzp1WjHnfQAqI9MLNHGHulyJNBN3FG2LofcL\nqoersHxndieeiH5PoSdkmYJKrrbgatfBszzbTqX0E8t53Wf1faSHy0Ichx7TqCtZtcJiYMoscoId\nhr+Yh/Pyl8gOatIodxlTr7QYI4jJCiUiaoNKdEwkKCd6R0R4AHuIyVo7L8yiZoJ30DvKXu9lHdgk\nSTrLAHioA49NOOMoxzNspv22qY6klUdBKTB+pfMRisARD5bWT+DCc9D35sFgZnkvfXIIgmEBD9YT\n2Maab767vZ+SgXviGRylvANEDnbPNlw5EHlWSJm9w1VGileu5opXWXperK4THVmdS/gL1+wMtUIs\nE7YpFJgZZMwZ42n32UThLSwLEpv7BB2/VgxCiFlQRiiCEYMwjvXUA5rvAiri0nrfTAnwK3pvaLIR\nHiTvjWNE6n3wR9Ed4wynEZNkUFM4ILqAdGQPf00W7pqTwuR1X0YXO+iMk3VHsRM9z3z/KZ+s8foH\n46Nbc75DpY0hFNP0nazXjchU1FOOxA/niq6IE+t5DyadPjDANbHPESaan1pxFQqhgQYZLp/QgU+A\nxtKgzBAz5T2LAcUhqMxkuPOWe6TTyXH0/W6YfRZPvcD1VcLigGsYDAQMMV4EalZI0V+sBwuoOcDd\ne3UucWbGSKHAy2zHg5il+PTeeIuUlCq83r3yDC0sa9waMNQxiucylxcDSBVI1qyrw9mRp+2eIFB+\nchTUdU2VCo4YlCZTU7JPNwbvx/6kN8bvqYoeSmM2qUWCs3EyIL4z0zDqiJWP8unfMU9VvwxwiRPZ\na6nGXFu1Gm/8H5W31rAUeVroDgThiIdR8IjzEDr8aV8eJZUziTJWwQsuJgMPZH1lf2M9jilczEhA\no0dDz55YiOIxTiOP/6BWjkxlqgATDCjRmaoAvcYzVk4bcpLIiFyo7do+wgwUodhPqVNWpoB5gdRB\nbM0KCvFFSi7/yeMIBXiIR5w7o5UUWh3DsK8Sa9tbzWfQSCxWaRXXxLgNEQUq4+9hquN0aaoSxQjg\njVTf2A0iIvlcy8DR0M2ZSLyQXIy/bBedhaoejlj05xq4v+qnEaAim4yKnIIKCGSkfTBYqZ/q4DkT\nk/TqtXQpLk2MGx7MoeYl01FscOis46RUUs2Tzp2Z2438aj2InWOOey0lQWJb5+jmfva6MoNM7hWn\nk1+ALz8EMesdV4zOM4fIzUREB+3ofof+zxBy6qlE5mLwXec4hhlbpZMPQ5Fnecpx4pokOPRT6GjO\nM9BU1rqQS4LgGLPNtuxXVJlGtfpQpapzOeGPlAduzBLhBaQRzwkAUa7VRNPtL5o1n5itiXIR+FUA\nAnfklC8GBbNfwdiGdmOe/B6oCcC2+0lNUmA1gopAwaQbYYaXI5OnjnWmqalU8QzuFyhrJ5gMRkwG\n2I4QStITT3vIHYVRf6GjRNSpFy3qVBWZC7OOstlCl581Q2JqGM8ik8e2dYU3nFaEb3jSqsCQZnBF\n7tRDCR5YsLROJ46JV9YdjsBHsYY1FobQOv6JhPMY8JVT67Huhxjk0vuIBhIMNc9hBzizE3K5jN25\ngAyKgQkJCrwke/ZZHasYKaIXPajncB73AEasiZgrzx/CZPw95jF8FGqWx/FglReeCZ2fCNCenppO\nO1XWcHpLg1DV/GW7lnlBaW4z+7bvLIh7VhB7TcY3sjnLzGSUmeU/yFlFBaRHbjOgy52MSWYFtbaS\nmuTEzCHubRsrvQCAw0hgzzOCVazk9uhE//mripRrXA1YZ77jPplGLCFMjlsaWmEnJqKDUd7WzDya\nv2OG+kVpKUOfyExco14YVMSObPwk1ujc82v4/YyS1R/j0nnwy/W4yofQhZWxUELw6XgmZT7IEj/W\nT84ixvBwAhN9530P/XzwBCJjadGFBwRURgopR4aLK4Ce6G8GI2lyuLXImFpIyu454KlCXdC0Xs/k\nIrI4Vb7W0qrDd95XKhA34nTefGL+flmBz9Ry1SlCEW0+5ohhbyuCzTA9cn/77WLlrsXaWTBu78PV\nyxWS5ZiEC2nnL+CO2dPXMSRcgfyDI8RDd9rjPszZiCWOPY1HxsJKJAizzVfWAjNOfO5IOvMETyif\nk+eZLE/sSXAfxoluKoI5snBH3iz6xEM7ycrNTFEs82rRPR2/uw6DarpxM5zrQiVTKJFIxDN+YrrM\nrcWJkWcBCdeZPGofrUFALHHtrMT0mgPJt+I4gKiuaAygpcHMzPMrz2GLEcoZPEw+CRM1TY8LoJzE\nEPeQRlrNGad5RSUIZbESoYQtCzw0rJRDJnrIYx7CSXvNGQmDZ+WJOQc1jvjDe13hEtYTMSSp6odq\nqpfHPhxYVoa9oHpCLxobzy/O7FxIdmooDvN38gkn7/Hv0XYm9R19JwxUOPPY0mNMIClUIxBWDOhc\n4R2nOY8TXOCiATDYhE/GiQRYdpIqTSEdRnkDc9aIXN3LTeActn0uZW5MWZzMk/l36pdnBBgbpgFM\n8g7+5nqE5cgyCh7iyUlqeUVXGB09czyn1HOuh2wtoDcG1Y7Vly3UHWOfmDvpk59bS0/529ZZeZbz\n43m0T0DbXd5cru2ZeRQCx1neGRns6c5gJMgY/BHe0C/qd/aQTlmQS6z8KDW1EtxAJIZ4kOOdJykg\ngGjTLX0tYba1Eenhjil2RDxRYyBeQgbzM3arR4/73V0v94pnJYJFONQ3iFR9UBcn4+ib+J09djg7\niap29L3ea8Yb2e4oefK4Dg/2JAaOdkprae2otXHmEQU/mmccnT+Knc+y6qQTktEK8CrYtuqOf2YP\nD3OYBDUKKQ+RwXrTDDrAdFzo7F/O2/9wU1Fc0emHGHCvuML5NNoGFSXV/CL4hDr9K+o39w/rknEf\nxzAi12KswWd4Kh8DOKZq8kLFukQ0FJActxdj1xrF09M5zaSxptdpPLri/FwHxAGGLHSKK/LmukG1\nrHSENifW7DaRhme9DNPIBjXkIPrVPBPZGc/iQuxZDyMD2yhHp6mWfaZuY+SHfMhybF5pTMMhrcnM\nUuxQ4gxJ8g7KxxbjJ714EicBLTqEiRxkWZudMZ66aWcj+g3xS+iXM1CcbK1G1OqMB899YpRF7kBU\nJEF15s057vHISfA1zEARQEXSBRl6ka+uUowstIkIZHhdvhZ75OEH+WMsS/AJ9Ej3rVmdnzF1n8Js\nLCOnFxxMiZ7TPoh75sxUMYyNMfhgYRHsiRrjJefXyJhDxGQCx7en5gQcnTUTGhhjW+4TeOKU46PM\nPvyFzFVXxBEekX/+dWU15Hfnk35cc5s9h/BywEGxDtlLTvFEKnO98lRE8KfXjiCfqSMEuxjpFPr4\n6Ngt0uyTz1tTrpPRERg+3M14sid7BhZIIb9Ev8YPsJkoerMq1l2+s4G5jMuE41fYPnm+7mc0wjr9\nuRvl1gjFmZG62jF5khPIbck+Qw0I54qtAMPpJ/u5bpfxLu9bz7jf0RzCeQkAB4GxJpKun4mUFs4Z\nn9UnZCQZSXLBCiNTGZMc0DXpWbgBOz6DmAaG8ZursyemRpcQQo/cwwkgT6zmEnI7Zb0mL7kQG5WA\nxzPT8BrmUcRvfzpqLVd2ciJ0qNtIoYeoRVYhLvKP4GU20LLmFeBxQFRX9hVR6SQY4Qi92E7oovVI\n+FM1gyd5lqPm9YaN/Qzg6dXaCm/3ioNQA/2qvjQiTmXgylnxHM301ni3/tAg1pPVpDT9dj8gaujj\njKkVT/w8vCuG63ZEaHjQsOBmDBx1asX2KlU3AU9mZF/Q5Rr/cU8c/pb/buJ5Kww4igdoDtTs0PAB\no/QJJC1DM8rfIDJL2PAl+EQPtPgEEEHwksMuslgaPI4bnEbJmfZfShms9nat8Z5+2PNOwR/zSM4m\nLFU7D/Co5w0n7SwL0Qr1QMN3ubwzlvUTQ/K2hML+g1mBw27j6Zih6T8214o7COUoWpzO0wD7U2cw\nxxm5icDRnEcn1s+9+Lv7e8rz2VVVKDLOqBs8ZGXFhTXgb/eopRQrmIGJwURMBZOctDhtLmvhC6G0\nt231me5qEa1Aa51OPsZ5LJtaINFnOxbr9jpnBZlXdFLgrLhWXOSiEg+C0UXuXKuXPcgZrifqgJpJ\nIHd20c/xd6aAP8K1clctScQTIeSD6FbCV6s8gJWTKVYxWdAgMms9YddBT8lIPobG1ES0bOWKxZo7\nWutEIM6mOI5OorCTn4MFo07jyy4cKhIIzOrHt9V5JzATnij08l2GuSImMG/valkTRgTAgFPqkBY4\noCoGTsOU8gjDnABCmVEGxt1Px+FREL5OX4+kac1AhyM/VIMZ1xW5b7J9ez36wUnSRLoyd2zozOlC\n/5OJ7u4zCWGBjGhmwkFl0ie7ccrNWP7RLM/0Go2X8aleqQCOVyuv8Tpj9VAP1QDEeEIHw3FNfsiI\nksHnhalO5OPPUcVg8Vt4ArRyBqM4cFOntIIS8LhaGcRiruSEz4Ix8wVso/pP/IjV+Zh4N0so5GIB\nNpXJrLJTCHRHPwv9Waskf3Xm+Y6/WqNa4Cc34N+JJzG+3ktk0E52mTNuByIdGPGaXco8HW2QQCHl\n7ri7VsT6nMqbnu5LTnG8J+tbxQ9/wtk5g0c9aJhwyRVlpnMqB9eNJ23cSRwqwz9Lgzpne4YcvsEl\nYl/cUdGr7YlQMQN0Q8Ksvre/iMP0IM7xVLsQ176MNRPRwDMBN9Kumsl5rcjFCQWnUDUbjx9QG65D\nPpiG5XGPRWe6YAIIOU9Si5Hk7xm06lE1e6wIEw4yZ6qnzuxiJYsT2RPAs3SyF84nOuvzG9TyAG1X\nkRG03jxzzKnpOcTeuvIA6EN2aUIjdSdnL8/Fxm7+wRusr9fvXKh4eJpiVHKXw5YI2rhplbIqsYLL\ntPuO5+SqmAVJDx5676k/EUxMeqv3dLTVwz7K6bICmMHzkKDvhb8vO0K4GkligwuxHRxItCqyqHqm\nMI5i/TiDNTfczFww0DfiN3HSsDP9ZsFBVGFtwOh+hsAKBwqWbDiAdAg8qUP8kVWeugFvZzKqM+az\ns7R5CgoveSMe5s18D8SG5SEGk3Rk0JLdwSSJfvEB49qzPw9X6wx827bRHnWnCkrEFVZlF5TejFg8\nEU3XBV/8Mw9Zs2o8nFnjgmH3aCCDC6FwjMijeJC12rhVDzZZIdfJnC2GN73aC05DtgId2QGCcFJx\nulAsz4JEDYKq0ME+3q76+Yfv1X/Xt+Bf8Ub9MLiElfbqRlu4SosZDTUnZv4sH+PAM8LNVK/r1BAq\nOY8iDnncMX/P/kaX+dOZh/NwMpSwPivMn9H1WzHcGyWs5N+LD0FRnc/0PNNJY9EvMkP6c020EYup\nIMEUYff86nzmzbjL4T2QMTHNRvypVt33FPxhObcdeFydxNN5n5dk0qfv+6v69//Tf8XvuDjXh7gi\nT/CfrFuGtfusOZWhdZ0QH9XhBQS2M3Ipksp+6lYyXBSne9SMxfpj/a74/7l77stPZcT+y+Q6ZgX+\nIeY6OXfcer78ncI+O1G5uMa8zeNfo79H126kf8Nl/MMiuV93SlLMu3OU/ORe/cd8r472Hz0VfLD6\nV+Yz+/P0T/w9/zin8u93nUFtMVKxl+vTXtNSt1Nz0ch192eeQmB+5tlj8dPX/p3+7aesf3bW9d+i\nD56K5jPzFWatWlcmDGejWiu0lxr9a75D/eFVJ+6bv5NesQKl1nMc8qLJd9igzsBc4dLPzB+Kcf0O\nn9SRe7Cjrg1Z813s2pgVpxOxy5G/hzNn80m23T1SJPcf2X/h/57XzF/WPyHmv+nzd9bZ6rgNxVwx\nFVQurXB+O/5b48Rs5B+6Fok4cd/7ewfzfPaJmQGIqufKytxdHN4xv6u7Tz5nx1Qm+RmE0QHvqRR/\nF34V2RUn3sbGlv/ynT0z9K018XPtxdCv8XdUpevTSIR68eHlzcrf/PXEP0WY2sCCSmd0voDXVVfJ\nc54jsCL+Qf5L++m4o5hFx3Pm7zyq/Aevv8yTzzNKVyJwQs9e+X/9x/9HqfiCVTYCL2U6mZEBJxAO\nOK1lC/m9rA1wPB1t5kX8hCrvFyQHhP7ci41HngxvOhcPYoq0UfAKBYdizQEwEzrkUx6aR6OucepP\nl7cZK64HYZ/Qb3gIVpRtAyr5M1nzQV6gJ25lV530N5TZPzOreSnN6ipBjZEfEznGr2Vx3iz+xHrR\nrxfvmBoSZNFBvAPCMWbOHKcydwhoI15GC+FA1MSlyKf/CH8GIYze5j0gtv1EdC2HKJRZGbO2oliN\nFgb+uHdPntdbVMYqtzhvK9aPe46v3PyjJjRHllSaZKzK2DhviPREdWc+QgsrEqD1JIaybIbfL4JH\n9TUmYy18lgJAE8CkZ/+nv/3XvGrt+1m/fyPPbcOdQCLNaizA5SPMKd1rWMNXjUe6gpokGZuwLKsF\neYUN3kVV9q/aTwJ0OZGaHaFayEh0HPdz9a9sICOXUyb1/DlQy6yxmw1GuzBps+v4DVtHZWSlzBN2\nYRjnYUp6dA7DiPUr9gAif4gLriNtIppH+Ti8FYUYuif0sulJVRDOFoYczkvg9Djbo1w9IZ+IKFQ2\nZ3SASYDiqITA65s8RNRUzuN50Gz0EycZ61OxOhupzHS9eodXBjOiBIQmHQEOOXXgJxtsQDiMqa3c\nCQbBggsRKGvDPMSzEGAeNqfbEBe5kAFGGJnMAIM0S0P1yFMTuRYySlJznEBp0kIhlpmjxcBKVlQZ\nI7Uni1kJ16v1ksf98NBtjipa9DDNj9ZOEAHvDp8kYznZK08Gb9VtaFbc5OtyZAzIIv8oRhE2H55I\nrNSS62niJ7anON7oHzNGDnuLG8+Ok4AssTrXndEDHL6m5awaICara2lbfMZkIMmaJWczxL/+p7/V\nXfV9Jr/fmn/5L/81DRCkIgIRzMpScAKTGbPyXDHjc5SPa6+sAtwBO1Zwln4nxlFickhNbmTiIUCi\nsyMYAQQRsBSnYUpz4FPXk2UNbzscHevJTeL9XRfsDraEmCuslqmiNrJqneh49NMFUDiDxyfZ75qQ\nDIZzmeQ8MVbFs1xxMnomhQtaPh6IbTldeK7eUeyLwcFv4mSPx4cpF9npTnAjxhmN/bqjyIKvFVl5\n1DemrRAwkKfAH8TSKs9i5F+SscbBc/ztEBUxu5DGgZrRUYCWu3keLR3gOMmKKyczPKFHP9OrPZU3\n47E1QUSQaPK7IqqCAHVMASycKKBCSSrpZa3uxCH2cM/f/uO/j2/6FGNVDm0OQW0MlvuaWRFP8ssY\nepGMdWKf97YwIBkrlbgHYALYmKXJGSrHSxN4ag4RqdWL96L+zJBH7Argcei7cBvKZ3gQ3pvL2u5A\nBunQNPqpQVQFf8yONEAuZ9zvoMkPg5FlxkF0gyP4ea5grHzM3+BggpNEO5+JKaEOf2jE7JaP2Vkq\ncCnSiPQJPo1uSC/OLPjk6pP8ViZWGosRfEaHp8kSKp6FgVOduCfTGSI1Ed/GOaFYWsmgd3OdfD0W\nDOiEZwFwKsKvIrZTg0iFkXdp8qQOj+gPfIXi9U4xq8AaFeSYSEUq4cuCznfYWuFdebEk9tSNP54O\n3eP4irw/OTafjrA/nLV8CIg7vJzBmKv0h1xf5yugCj4X5uhuYPbeO9N0J84+N875wg/Sm6tWrToR\nB1iRYRRysBmTq1YagS+Wz+KZmVMdV8QuHPAcxq0c51oM8ZmZuJe6JgaKeNJcD/44dREn54mjOKMF\nggXJTB3MM2Jgp7fHszl/eZzCTBFRgboikBgWGYVTjPSyE5Z83kzHanp85j/89T9ELjL+zb/6FwHS\nn+QCz6RvMk3UnyoFvEAp+siyRcZw+a08hYDAVJ+w1JQ2FaImOoCIyp1YntDXcYwYVftt/wg8EbNN\n3C+hpwjy7KCZoR2TrbgxxrGBcynXFWHpgbV+E8rf8O88jo79dYqFi9xz1Z8eLzOYSUWkEcoYrDPs\nexC4aBSm8omBnVgZ+W4TMRnEym0Y6vTheyDt5c45ovS5XGsb9cu86ebBEDLxUGcPrpMFZDl4powr\n8iz84gyZTBSQ7uGxuj1GOt6ZucKmg4RxLJPFYES8tGCO6tY+E6Fxjjk6OSejGAsEaUQMJ97cHoPK\n8cVK7xj7r//h33F1rN9nvrF/IvaOtXh7LCEDQSTXad7tGBp8MpQckhGfzSVVn6aQhbDc0YimmBMw\nUEJNb/ymflUD8ZNkcHqpN7czO9LII/zSPCFl78t1vflhRnBNrAmsaXrAgzyMqdz2O98N8lWKxhyt\nkysCV3ZOqyzizdDky07gxLLpk/6nxUo3PeMI6YMgVJgZhxDKAU+UI7e9fSNal4ZfzqETBjvWV8Xz\nze/Z6FzfYC+wh1TgoQ1vacUJgiYFPpHfWmdV5LV2oGbqS58EmRtRbgAKAIQMgfPOopqv8zC40t4+\nWGfI9LJCsgDPy1rQ8GnfmkqtMs3G7fq7I7Q+g9Qd1R0Ag/tl0ry4EKzk2JRjZi0sBoihIaQiK+az\n/dOKb48aDWS7fGA/p5SvdmKUY1HcnZ9Z09ds1B+5M7ncUIgpYKiWc3g1a6yFJ/kFb9HIWZtr/gGT\nk8drfKkBIh/PPF4TROCA+OzYJMfRjEH0QmM23uAyr46fxiJm+H2n1bikF8WuIgAHHEa4xBR7gnkV\n/3wNh3bb7s6Ba4Mq33TgfEyc//hf/pef2dT/8V/9638jdPucCEam+WoPENCab8zLegzFGiLmWLDx\nEj8TGchpnGSXOh5SyywMYOmVVJhQU2Aw+vBhqBI1ybPxik6DPIwiVsaHces+OI3dL5L3OTt9cTjD\nNwNd/WfBjghjvWfwM2Hpo/YxosTtaUGTjEwsHTfEbVwTa6oY9wyOCOTLGbhkkE2Kbo9bVLgJkCKe\nNoVrr8g88K+eJ1DMHakTz8v/DxMwNs0eSQMrv9Dv7Br+aF1Irz7p33eeOwyvhfyUshjEJS4g0DMD\nNIKD8UFNJVihFcilvvwsfI9SSsb7AqJowdF2V0ce0uBA1N/+P//elPt5XTjSuKZSOoqvwuCyGcqd\n81P3WE2+VKcY5CgVnpytA9wMu+CA3loN4QSNfFSj8hN1m49M5qr6vdicQyFQQUaKT6sloC/rh01a\nzhhmVyGWiGlQM1tRkw2da3o5tSioE3Ni/R7OiSwuRZFhIVctA8ho+Vku1zVFDDll7nFaU2rArEKE\nYceQEzrSaWcc8g4dw6azuvTCKyodZUQ/ff9+vlEr4o+PEhHvnCpjGF6FTBuo4zjjAwvGorNcgUXn\n4iO0333MHPphGiu127fiyzXYiUzL1HkTgEu5zuP0ub6NeE7WEHym+tgjHvH5lv/OT5yroFXaEQhP\nN77UwfdCboRbmCdwyEZMslAZjNTipCy0CFSB2J4lE+a63T1KOHJxF07Ker54zGJuWjcRXMGsE/fv\naCM/rp/zwnBmcg7OEfLw5f93nlNzBM/SpCYqpgIXlrXOQN3zguF0R7ejToqhxUBogAm1oCnc2w4v\nIgKhWfIyHlVNPlHPENPByTuBGPIG2AjbAYMY5LG7lWd2P4kDyQplReHFdXXIPITs6CgT//5vf4u8\n//k//g+ih0wEiIcze9jD80AFMBBKn5QgWUo1I7MYwnd0d3RU8yIfxh1ufjkDVW7mlkVRwx742Bwt\nOhcyTR+dt1uKRSI5NLpL5l5vLgxHuIkT8WwU59O2WCq8bTx/YHdLbr8pr3DVy44mZFczTWkijsy7\nKqtRUV9kdHyk9SeFRBzxYXWED/LkEgJOMh1qvgQLqkY+aEdEZiz86Ufu8ov+Ay4xU3ce6al+cE7r\n0/EXZ/n9twJ62Tk+POBkRhLqLVwRLD8zM+rIDsdwR1WhLrM8289HD30cVITz5SQ+tU6ejobFAabo\n9e/+9ldXq5pFrsRT+uYZPisydDwz+lCBCZuPsw2HY3VyaCGF9eYjv+iHB+VgVPxJpTKSMZEoO4c5\nQry/WSsWKnvnk82jnGcFEJ7BTIlGktz+rm5XTFZkACFWR6BHA9sRrCR7MKfyoKaDT3JWopF34gRj\ngRExjJd69s4zzuSNqcNAtCC6cl7YgxXxgAGMU86xDYcn8BAib7LJQO3YXMPpfFhnLbTCPMO5WSep\nwgWtNkxlJq5Q5sOYTg45wBiMybiF74jxMAI6Gw+A7np6Bk0SVdoU7AO4KztXPGBPDMKRE3IrD7Pl\n8OyaKupcz3OVd80T559C36zED/u6MNu+PO/H+d24xR4HNIm74h6qMzF8z/lL8KDtkVKxZoXy6RgN\n1HvuPM9NTv6gKgPrTcqPUlkY+4FN+DAQ+OajAZ/K2+4Ha6bG1NLeKrO/nAnY3CALzTkP6mglNmkD\nfprPIDpHnphoLK/MqI+CmGl197jpUmc4yNB6A/tGO2CGFg6Hv7i+s8a4jtedHiqAi1wB9ehunNDM\nuebZc39qlIvKUXBK0bosI2/WbDl/lcX//Zr9cf7n//BfvqF//q/+hWyjJqjXfH2CEOOY3Su4oJKq\ns5Ra9DYwPMcKDBh06KE8yKZRZOYDqpt6RtGKDEdZq5UE9zR+9cnuHYwsOK0d+GPHk+9IuTAYxDwW\nqcCULa+Ta5awnlijK9Q8Gf0nS4w/Uh6Jngola8z5RTTt1ZUKO1hI5h+umL7RNwgf8nG6I7mqnNAb\nOUm+oLU6NicYVmA2+aYQU0Rgl5mmSw4vRObqH0hjPHhUv+GpU2mOICI3gdQJ0eBTaeTqLjU38kIp\n52bbTV0RCaYg42ScxZvy489dG5kvq7mjT6qESCMGScbf/vPfTpyJRlSsCmb08nE000ap4/7uL6IX\nFXKdZyN95Vw4C0byybiRbkwP7rsGxEdOKOBBjiOICENmhFFDADRTQXFST00gruDCSKPDnmTuvcmd\nL/bwga5CVa6322uN9djuMJc5s5q696l1wrGMIPLzMXYf4I6SspqVHdmmOxgMVYqCxm6Qxh1p7IxI\nLkCDeQBkxDinl59JTTpg2BNUVsTLFiO4zpUjkDlRkWGFxxBAhhjIWIo6DCkgXhLfcXWGy7d8pklF\nukIXJxxzqHtFydvtnDt1I40nyUKmJQ8VPA7ZruQaV1BwqWUbQs5arChO/SZjf7iKD2MW5tZ0RnKT\nAYieDAaWdakFf4HnaTyBFSy9sOAXWDUnMNknhUge5PA6zHR0DwFerkVlPT/h9AwfhnMyGW3CCulq\nrseNu18ghOJirEpeaFtcaRdUlxe6HuGJRjyEJGAQEHxLAy5nFb1B6sABtXWorMlEC2AsAWPY0Qxk\nbItjo2N98/ME04I1sg4U4crIoBDROKOOmF36KD+MJ7LEEBDu6lny7xXfVZ2ATj2N2zzaFyKG/uu/\n+/f/t//xH2NSK3oS7TFJFB7QU0ufpYrFF95MykYNw+kh7yLtgYsOmwTLtecQJ3LCMZmdRWRqAdGh\nw4npwRll+clBIJORa+6yyOO0Q1T0VKJWGkC/G6k85FqOOKaZKwbZ2SQ5IeikH4a9wyD+bhxglViD\n54muSmY47OdIzS4O2cYafaBMCmQXzI424on9vDo1VpnLBuI1xy2vkT2MrEqmasCjXWBBHVI+gW9B\na66lTaxxZkeY6TwRh7AHo5eoReysvaDGr8xeXBj2BCZdYQmHdUc9KzO9z8keW4+sDjuc/+tf/3Oo\nnGK1oID40kt8GqdCPw40p47X00CcyFbFiZ1aGTFFd/6wr5KyH/r3+EZiET/kIgWeHjwOKhmjGIZ2\nUFF2GVZY0Tal8AHtQZ8xxFqT6w7Rfc3E00cdVckEt+bq8xwdLysH5yxpq/AAjbiU+7a9WD/z49bt\nPmOZTbjntUCM8QQ6YXqITlDmEyVndMgxgZOB5Iq4YkIH0Eoj0XJHKVMkEc1gYBEuz88oFR0fkce0\nqoDIGNpxSHNAixA4JswQN/gjj+dJGi4hA668F+7MEXNmoBMa+6EVp5Zip2+oKQeF04EmImJNfqwu\nCTMBaO9ZYadO8skrsj7eS6vom/dTMcthUeVk7x2J0dE90YyJuBMPPKNLzpl+oQT9WNXRCufWqpcp\n6UQamI4nkrk+V17YM751QB7kgIyKa6voAgv7JCcieAqANroYGXgynEA0m3+u+dzGQco04qAQhh64\ni9wVudSrJWmC2MrsP+pcBJd6VVfIaOgVBmWIPY0BcjOWr8QSMrvTp2KSCISmMJletiIicwHAAUbM\nBgXNoZ8YUKXXBwzV4xhr9e+fh1kUCvNf/8O/XVz/p3/9j/fpgU8Rb9IDa2KfpDgfYz+qG1ZMApGo\naGPoFy+wEFSMmjjoQn1wreSzvmKTW/GHFxO9z2PzQGfZyUfwObGIXNY+cxMtoWdhEo4rT35u+0jV\nYjfqvN7YnuX11uVVMxjXXX3WaBBdNg4Tuxk6mvNUO0/lZmRcTy3hJqby9UhWaBPc79PjI0/JgKOQ\n8FBvw6YHkDl1CK27eQZ0qSwMJ/1sxVI8HV/s+YmzLTYUmB1GLJEuk0cyZ0KoyBdR/eVn59pYEWKI\naNttPWMMvyilJ8UMy2cQjwvZtJo9//mv/6VGBDvBHUtezf2NJeKIK4qfUkn7pu4oEnFePUs8oTHi\nOR/pXsszKWS3dZY7M7ZjO5H7hHRmPVOUPWZNuS8XnXoSknmYAuxxHUVxWOwazqnfjic63EXsAucL\nBZ6PImbidE18TNDNfkoMRGpWR1m1j2oqs8KPcZQvWnkYolY2jt01tR4v+TGGASLwKpmt86oav84x\nIziIOwvUzwKsIz5TCqyjV+C6iMQEn6mvea9EnjAwk2TChZiBO+bhDiQ1EgfZwSTK5LznRhp8ZOLx\nwlPLqnVUsqo6Mtwlj8fh4diYTtUCL6v4HSDwz8SfiV18IjTkYQGRkh0xuX5rs/di8AKWR3AjD+z0\nKmyiMPp5VNHWmACStDR8BwAeeGLoGCLGPEZ5LkxlKOOYgzEA6KKq556jhtEQB9uxMmeps3O6Ojl1\n9ppw2jODJ6TPLUp9XZ3rlRG3PWFGsBNYiEIqqE+/4gVCmJnBM6rgRi0Uz26zcl38pm7nVGEEzTIJ\n6FV9ONRUZQAcwoiFDBNmww5ltH2o6q5fRTg8TFg8OjfUrIQNECYQCzsczfub/Wrji6pU2v/l3/3b\n//H//C+1iNKROZ/gP3jY35scwX1bR0h5SUVTM66cWo4ITDwn73EOV9dUolyhVe7E+YPXXyJd+n7m\nRs+X8FWzwlK7U0iIDunPi2QfAomNuPAlpfo+6x4eMQcV2DuiJONdBkQ36S6c8tA5KpOxUGJNS2No\nUuU/FsAaI2YcATPdYVcOXGsW52DmUbsjkAtZ1tN1cOEirdBKL8V98mHOdliHPZyNCkOBhkZWMXdQ\nGN1PqAPhWmEqzuHzdK+ZbVb2Lh/VN4JRn8j6GZ2Hx7v9Sf4d8wWfrE7k0kLyqT4OIxMFd/zHv/7H\nmEBbkIpLCHH3Wv2D13oa9VaeJvwkh1VrgkkGkON45k9iIN8iSWX28nykxEMftOpE/goysFPH0W2U\nnKM6XSNOKTBBMTrHc9eZ0Mr6Q8zI35HMd2JuRrGC2To9PYN5cNpvUAEUEtjECgAOdd5JlOu9PJhk\nYrWyB5NM0OQLGEpGqVqGhpKc7Wok6+rdR3NpPn0mRNV6fhbqBIYdrdUnNZ1orTM2G5Nz0IftcZys\nTk0cc4aZyTTYLUFRmRkjxjc8wB+ypd/Qg0BRbVlxO82EPzN1WFkTBTJ5F5+HMc7/XuCF/3uV33oG\nsJ12AsmoeESdYT/QON4IoaJFrcEaGbgTHTqBCubOGE7HyWnqvRYHY8VyOqjILANSpip6aL156E1v\neBET6Fmtt2+OS0/e0KwWTZrowMBF/CRY2cWT0pLn7WzN+G4+un4xJ34Pz19i4sb5PRONn0jmqMYB\nwulcWlt6ZCeyWE7xbREFwlinzSlmhlmM2dEUms8xn5goZnbOgwP1j8EhIpjBNEWedzQzzjPLKFPm\n0UCxglhHPj5pfFw76o1mON5t2uaLWUmR4vH78tT/9l/+13/8f/5Lbfc9M97IPRHnGQCFe4JGxtR6\nIksKsXMhr5jG3XGfmmFNYpYPsG9mMzycr4lvJoqgS9PkZEQmHZ4RHiVIFhwee272k/yEC9DNmrnm\ny3g6cxR4gsMsv5Y9zzgxmR4ADmbGqpRIjNKHQTrJlVlC6qZuOzIqmY/jtGtctIvfK+6KFtiTOSa7\noVJ8zDIf0q8EZabnaEVcSbtfXN2o+A1Kdiv6bEUi5ThHxyQYdoSKT3liVtBT4UhzkrkmCRu91CQ6\nfVBjrsUEIyJIUF5prFJ85LTmP/3131Phyfsx3RFOdhIRZlCz+nDyAcelx/wO3wTJXBlM93uDzLmI\nFDtD5kZkRaeheUb9GLjVtxXb/BgTpyN79jmMRz1P+A0WT1iuM3GOBZV31M5yLV+p+mL/jvjSUV5p\nGzPwHex8IW/vKq6w7YxGTClm6ta8orQ4zocfxd8bBzMAFAcb0bllPDWdPWEf2XKAyIIC082Dn+Eg\n8CxkXR8q1Y+aaRQdoVFPx5CaidM9tDO7a570JB1wJ6Yk1yiEOXkyc2HVUI6nGvtkaZ4aIBmZpQii\nI1lXAmOIsUgmVAaNNJLcRWWdyO7siG+Fz9IhA7hOLAKciW7POcEbITOKSXChwjXwsM1OqpD0KrI8\nVGu+hh3squZeyGDbbHGYWNvMhX2ppe/kyvhkROAkvsKM6+inckxIY2U/i4ioNB76bnhiIZYvYWvh\nZDhqeYrdmvvgdEbuuCik29nsCTFAADNDfcODXYiYyhbTUcyKl7HkI7cn7D/mNZq3lbQ5R9pm8mnY\nGbGqOFRLiRtGYAUSjMK843m2Vp8L975ydtnU5LxGaOaZ7YmMysypmIyg0xHN8YVYyw7IGj8hOBZ2\npP76X//z//Bv/mUOSlp8iFrnTYaN0YbQzCOTKiPETDue5u8DDasZImSqmUcvujsGJ/vv9TvC63R4\nGBsX5fEZqO32E+SFyCk86d/AbAKxR4ZT45in/PwlRzvkvGmHDXvc8gAxE8aPA5VMIHrY59BnrT+p\nNkadr/0roqN21U9MxDOvbyuFhh7iG/CqSuQaovnLAQUVQysQZdBndMZaSxl6h+oHmrP8XD1EhFYA\nfGIWRws+eZ3KXM9KQdRaWoUIXmQiiJ3M8OBumccxWDx38s+XDWnhzY42ilp71g7xv/6H//l0yzGq\nGaWFMwNN2XVcXy2NlsNedgmH2TOvvTC2Vp1ovOjtKgASZB10pLgMUp7oARkWLW08ZSvAgvEcpCJg\nEXNJdQ/n4fWQeCLaQGlvYSJ0vXmuMPHEifAGf3ImZ4anlzOUjUEwrRiknRDw8O5k6DP+fFsLk/Sf\nDfAcc3psDMPq1oMUd7zHLSSbFJRPU4lOfCMW14drJ6NHRwYR61VcY6ixg45g5IqESEYqoq0lF0yB\nbaS5mFk5xVhv8KHQW/HzcKv90eQKfiI81X3RGa+l+SBa6UYIFnrQjqrlGFxCjXk8gwiugAMJCuHT\nqTvneBhdlXYhywwgkgozJiwgGJuO1ALoM3FE5404kSdKWG7h/HKPHjjCV+SnCnsfAyQYD0wretAP\n8pnE5CaqeuI58pHjIBoEVjlJMAsOYT+Tdjd60Ef+rSE02776xA5l1iJMjOOl8EQrDpvxBLOwEX6v\nixitcSEe4esUuAd/TAT8OHoy0PJ3cGj7PNPDSrs4tEZpmxOJHeFBNSgeA3AaG7Wwjvc9JUOc4+NZ\n0LXZq2bSp9KxNlRyPDFTSUZGkFBQ4rSsmLBi/qe//bt//Of/l5/wWr+B0IQf6GHYIBR+aGO4VQSf\nIBKCEnTlw3KzHkdH+E/kZiq6QnGMw8cguMvYPhrfUQ9CmJowPsH1J9cyCBxJHWHSnfupetbCxLof\nHh/4kSMnqykjyF1cDHhu3h1H0HDZG4qVwW3XryfQSGlrLtnkW/ZP9eIQfoajuEmXC1n4lD2Dc8Jh\nXIpXbxOBcAQngmKNAGQBpIMUq5CBCIu7eSG/VTejIn9Yuer7yUYksJZYTiMs6xmzJ/DUErJOwgeX\nnWNFDz2oGL3B6Zn/+p/+tnzC0/OAX+93uL88gReH5J4YbyVQq2MNIapzJp5Yq4Ac2NcUp6Z4U9ZJ\nHUEeUwccHuQNIh1X2n+8Vi/BFnWiDe7ZwdAzOMfZqmDsmnrvoG2qAxD4TtQn9p2D4xpshP9kgcTx\nPKbA1AeznVzpBBzhQqH/Mto9t6gdZK0d5GrOb+g71HH0lJUVxY0VIlwWRlbEXBL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2c1gsY9xm6sSjCr3swVeAzM21aLWWtY70VMHOc4jtV5SAzehoZFGxDMmSqcDjxapx39tJ8TAJOT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hhKFpGkp/RLNl2McMUnoQxEoEUM04ykzAhkeMXQmwHktGycyJUDgOlIGk5ea2189/ff6G/R\n58srnBt1RyC5shaONdKP//qTZnGwrFUyaJHjNT4Yv0rW5E1d1ZmxomAzNiKZH6wduQ3K5+6cd93o\nLv0HIhVlV2HFhN6tZswqQfKtlBelDKp913uE0dIiS6hGUirrBZQC8qcH7WXEpmCEiYxBFQpPZJqT\ns2MmZxa46M39lWodTmGJ3OjRhdmRJ3fkjUjrGYZGBMdsCZ7gpAMdYZMy1dwNxMMHYmQZi58Ideb4\nS2v2ANPBjVjCEWl4Y/q4+X/5ul32gkNUw+5MI8oeLDERb+Lm/Cq9UuTM3rE1U3c95inJbsZAYR7m\ngM/9IbvODoSC8moXMRN7u0WiZgT9NWyuwJnBMFxgTa07Zh36EneSRNCxJgunsoQya/U1jmNVMiAY\npI8y0GmvjDdz+1AcAWvfCZGTjxJm3/Hp40IdyhrxvTUD0lU+g0t5ygLus/b59HdVWzkD308y8yQq\nWCZkiETyFxyXGyXYMUUtyO0oHJVplyLv2nf6GEQDd/eWvXAs80UopoNdoSN0HL0nbj6FXmz0rY77\nPsaRtZC1XWPcYRjHRugBUgcJHSj6ZKHTN/cYK1W6iS1/FD5SsGdrevJOtiNQZeTcYDQPM2K8Lqcy\nygivUIu+Swycm0lOzlW18cVdJZUD6M2rsdNzNg97Ku+IuwTI3MpZOcEMHRo5Z9IW6hzkKX6wGDMY\ngNYjcglSaGvD9C+KrdiT7+mEkur0fSAyzz1r7n/74Q+//ftf0+PVfp3pV4h2omjKDBm//sdv//SX\nH8FEMAJM3zED1zPZ6NV0QRzyLn0uC3ztSZLUqmFoJE6WQhN7V8lhFHQkc2oSE5pD4nJzNVKRSANo\n5O2QuOjKYXYnBjVDMng4DqcUPaOcm84EjzG3tQWNjG7o/qfffHPt9+Blm2HavjyBLRIVefzx5x+M\naMCICwnCFpraekLbBw5W7jXv1Gk/uwwqkPHTv//0m9/9PWlPSzaoANyZ/v773/348w/yqI4sU4rd\nR+h8RrxwUgm3o8Z7z/REhCMGodIsyezRw9i7yRta5pqMQcMIlAo3vdTRo3cMrIFs0od8UEgccPS0\nB7SSaa0gYSK1qYaCKjBwjOZz1D0LsSKh5Y09mzV6Ra/nQN4DZ5pPZxAfuyvfOq+u1rY+Kzr9hY7M\nlnS3IR6959O72yXBArqAgZoQo+K1UJq856GOsnPv40Y752yeUnLmdU9M76VcwZ1zp0NeqbNMmePA\nIKd9j4ThWqgVV/miQhtiOXLRwFQwM5izQoRjk5JfQK3q+pAPsur9OrrKcU5G829Td79oAJpngEob\nfWotMMiRQp852wREJbrc4byCyNAUHLWRQFJ2T2ky7rTGYS1N8rNxbS7nK85Vi6dZw+2YFSCBx02Q\nMxh2rYiI8UCKifKq7X1H99JS0Hhiz0pLnd7LkViM5dpmTNUoO0odNIituLt6hJLqAXSO4DRj4y50\nCuVYQ0+Y2cBgWzeHNKnKDmu6I7WqnL5v3UMpavCaPiTmvY+FPDSla3QpDmJl4FgxJUHcjc02Ar14\nxbp8qArYvIc9leqnDzEO4E70L3Sc6T/91//2D3//z8kjX9wAkAfyGLPzf/lPv/3j//vHFXlWvDmc\nXb1fX0fhhnRr1Aq3thzpLyY7op+46Kp9Msnaqr2r+W9/+Pn3v/2HZoArlDFEIg6bai9NhO5vf/PN\nj//+k8jqruxc2p5rkkqJhmNCu3zXLZi3PA/wmz1aIiR6limoERgfxLniQHhr0J2z11znqNbrbzy6\nPIvRwj2aVKRX8yWEhBqkAkXEgah13gnkDUimWxFvnG9hf27sZhDf/dNvgp9rXjFrJaKEu3t8O2+F\n7X/708+m7+hfaK84lZnclYMCMZC7yYMOWOq+dnfPwCo50N4TyOeuOwH+KstM1rAYa0w7ZDCS6cSd\nz7osyRQpstlUW3KtU0u3b3Ivc/faQ9ky7mAXV6QjRaXuAwLcXO9w5zA+Sxldw5iF6JRCz98mZjgc\nnoMMMyuecYWu0PYdni+Il9SaRu44hAo5pqTZSAcRaSwATe3qY02/V195sW4mN+eRUJBwRA9jS8tT\n9VZESL8apT2cieuR1gyxvdvgrvBBLAu4wAQOjKKRmU3MEDfiBb9yHHYxEgpEDCmv6DwEJZMH7NhX\n3l8rS3VkmBDDJHqSN1caofYoJ05zIdKhB3vf+hyYBkYcqPj1S7pshVzDY9L72PLkzRqmFEjZG4E6\nZvVw9g3cqpxaLOeyoB0d5VIA0LH3MfilZYMr71yOqzGXiKllcNmHj6Orhlq3nwUgUmDA8TwzMUkW\nU51uU425GVgcO4Y5NHNysCIivMju1dfCimUFenxlKj8mc7J0ud7+sHj6XVC6tcntgSdBkMEp7EFy\nFU7eU30jp8s3VxeQHSkwi5k2bm3RjPBaIeb0h+4PdU0+XmFszcZ9zzZezIMr9Soo8gp0jqy6enkf\nvDZn+vjCKPQWez+oDQa4QDuWykCDZdWe5Ssq/NynkCuOozqMaeXfBoeRitop68bt3OHbd15RCq/b\nvjEVOVklczdpEkzKg/fGNE9nRfz08//xX373La5Z7gR5rPnwZ+u+FHJskfP9f/nmh59+SiPoY4xQ\n1/Z+r8lykq9eq+kdO9VCbwN4r226gLFGtIuhyoo51yD8vo2Rrza9U9exjeCk90JQIcENuHGERQsa\ny0VkRVVURKhyfOiXg1r0wNdQVs2WtqsiJ1iLC5H3E+QCrQN4cCV//Jefa0HHdIyVwehMJ5JTa/cS\n97DDVmwecCuEvtTiNvYHYm388V9++O13v/slN7zIk0Uux+20HntDd6yoKqjvh7kWOIjys5EqGR4U\nsLyr79Hhfd6OS+ETvwTsmR7S98Kwa98v3cWkX3vH7b8dmtxn3KfKWUpF7PA1Htlgz2EnHY9MOccx\nZkRWRPu4HIcjm8eUeUju3fdAGTsLCyXW/aDhCla0cWO/8VZ0Mm8ZwxNf6vg7LPcFdsvdSsTJQ/q/\nJSD+NXFJbsOEeXM88+opsZN3/aLR2Zo9Kb0yLgaGfv6H9WEXrdQuYzLvxXEmuNoLfPAgiCvzPoo8\nbkQCCES0eUfug8OW22nvTkeAUEAgjdYWcU/N/SzL9T5Udde0u9IPV29IhVMX9S4qjzSOvl9oS89V\nw6N41uWv6QE3FYsHXov0+WD6GA0MhrfirlLeplZ6nen6MhQjEsAoBk/Ep2HSix3PbBQna4G/VA6V\nI96QrYiN4Xpnhr2eAggQ5OF4KRF+XxjhTmMx18eKL+DNuT5Gh3Gu1WUdN90xYRfBjA7aDHIhEwRm\nS70n4j7iziDv9bgyZmLkDd2aLNbKL7WSPoz1QCmj5nbvdzcH48VaKlTpDGtSiknjyyT72Dtz77Du\nnF5kd89WQB8hH8RHINYrMjc0LhIV17//259/+7t/FjmGGMrc4YT0xq//0zc//Pcf51RkL+T28Ync\nkNWn50j1MZFpBNCRXCIdHuUMe8/Nfc1NxStjVSv/+O9/KX793Td/jzyZq1PSHdk1ItseCt999/d/\n/vlniLXNo7hq6Opezgg04bZLvNsY1JMkmoiT4UCHQ8hUHcFRft2zd1SQhwlkEC8DCR5Lr8ObExIH\nMY4wCo+XzLOTzljpoNCNvLXmOgAjpdStmHuN4OUX83fffJ/dsB8Z9PYMbvpOgsG//PQTFaONUW6u\nVmQ/zLUPv4N2PmQoyVOOQiSXRFmO29mzAp1q7DYUemQ8NtERUcKBRvVeuHM1A5iZaCfW01ZQtrOr\n7qyRn3uyvGXaZQWmZGYKhvq8G+LOunMutz750QkQt+cYw6kIx/+oIqdpgFRxtFpBPE8BUu1oRSCX\nx/GVtXFc5gdxurhrC9mgB+kqOINOIXfKzNwrDLSzXX9TRKSRpVr+8lonjxlsY2bm6jYdyQoCwciW\nJQ2dgYoccFaolu+gGYzYh+6QFZFnJK1N+bSPNF+aQ9qkFXjIv6JhlCLnCZzfd1g8XcXVE0OuxFE5\nQYp5T3bbXVYNRttHM8MDKO0aL6ha0ObUNgQBuCNuGGGcd1YsG5/DVmZxFfKjmfanfAtILLvUJLQw\nryyvJDOjkpiYR24TDJhoMzqJ4GN50Ot0fahbuiXXDLYrwIpe4bLHGC3wmHDl1/To4Rwr/ca93Sf0\nmszPZCSfmy4BJljgtTQHgHLGDHzDr3A+XdTTXaN0KcMBADgCPDw1vJmbEY/farMGR88TUFsIgrMI\nciLmTttP71dEBdYUJSDHYdR27Nnt24FiHosrO0WqJPeGgy96wU0rlAEY40vZTqmDdmrbab/Ckbmz\nIFFLzREYj5pc9ZQHQsNMGFWzuXuJXXRMLIaizEjfud6u1seT9rd9QzqGhxts4KYOq25oV88Z1/KS\nS1qYn/79x1//+p9Bd/PZUEUpbM1uzyj+0ze/+cuPfymckQXkhB1Ds9Aey2TZPGgeKWAyu0guKFsd\n6BAPKFbP8bimGSEWow44vjbq6b4ek/nLilH38z2oEYYUBqO4gAkvtNTq0edAG1/oFw3OXr1fkUQ6\nVQlBGHDcw739Bqci/vTDv0AnsCJUA74ZA1YjLsWkh34FqHlSA7chZFGynNbxfAiSvUIT4+woR5A3\ndCu2FLHn1DvWnIiv97Rv7q2O5rJFddo9uX0iQPS5veibIyFAVU0t5ipnOcJjqTty+fjCWWt/FncW\nDNouByfR2aoro206GHnGBEZAKzBRGVWUnJ/DMiAEj4fOqRg4N/hWNAE6vGIflp0NXzEdSuvsLgOs\nFfWrhqiH0BaONF2DReoV7yleDDZJ3kDSMY4N7ySOI8/Ajbrr3DgHG2Q5jqkAorioSiXFGK3QmV4y\nNP0Q3v0cDlFjx0zNRLAj1FEdwWSE/UT4J2MCxq6+MNxKBR1EsLWQefrK2TWRD9XQuPe+XPuxwmoU\nbjNGR/RJgOr0BCeWY0UUU1GDHqrgisHhG1IwksX64HqyxDcZ8kG6GIGAdnivB0QEpZpxqFb35R6K\nOcsGIL/Aw5x2keKSMIO5JtT8ABYiI6SKqCKLE4/N3SAqK7w00RtDv6q+lCLwuTGtT+t9Q15w5LFj\nIRYKKOGYJZ8xu7oR2EmVG55t7QkYr2KSJgZ7YVbCyX72l+VgS/ctdhiBXAHbawvv8M4O4aUoRVwG\np73bHCG1AEyMOEjrEAXaIaFCa8UGZhL3xPK9dlskGVt6a6vB/pd/+cP3//M/GSTGbrBwHMgv2PHb\n7/8ff/75j9LYYhrhZJVItkMBPqNIDNh3WGWvGFLTUGcyFnI30joNhjtryJ/+/OP3v/2n+azcp5kB\nH1UWdN83cSW/dlYfhwJh1APjh6entQ2UM1cp1zS9OXfyhuM+pmdaadvAB3TEBNOxOBVGHZdxUQwG\nYsuOgIOZzpVB8250hBLOEbZmDALJIVrZSGEduxJ+IgILO7//9T9ovkZivAaP7PHOEJDllZ0eAJFz\n5Ni3pEjk2hzQcYAHAA5jmrqHGzoCDzhFZzwCyodmRFc4M1WrlblRvIVHUhEJSsfeCyOP5+g5OF4d\nmTHL98ehFDDHrXw7EysZEYq11yvwsd7r2NfOe7t0FSbXySjPihbFmTJYw9qxjBCgnuNpHfTtgXPu\nBZXxy/WYgDXcHYkjM6HujS4zth92DQEazq2lpudK3WwYZ/NDiGBHRmXZio3aUYBLV3u2gtbKBleA\n2aQJmcS5Q++cqcrjlRWHZ8UccUfdwlaywij58By5kUK5huoTb0zekc6k9x4LxrGDL+7xbsDzPzBH\nrqfvcaeyJmOwd2+2HXjEfshlHIFMgmHSQT3kWm1YxffC31zwiRnFeE05j8kXuTwd29yTumONjjV1\n3qgxxJbaLcxhhFZ0jQ/ppYzE50o4uCdzeCJB3mG7RKswo3HuWfK6ZOE6hkGukHAN9y4ioiehu/bX\n7Ol3X1WbEUwU6nxG7xlSb7UBJhL2ykf+BaNjOuBQMmtVB6d5PzLGxhMlyRdBpViTV69uBpOMJJow\ngBHaK9OvMHe/iUETT8koXkHVoWXuS1/vuB2lIZBZgNHS0IqEw/YTtpmF4PWYY7ITm4q9ypkzh6Uo\nJ5UeJBwAQqtuhe77Y8/ZmQU8a4sWHiWLVApU2Y7hzkPnYXbK//Ttb3/400/7afaubRN3WoksBtNg\np7s8LbcDDFcYlCAilio7UvOR6uAnjpG/zPz3//rDN7/53ZrVR7hkVvJ1IBYUxO++/f6H//qX0Y5z\nIoNBi22wJ9qzBxVp5x4TExgPbummUTMxBMgFfnEsxfjxLOyFy7ypsAM1nXFFvYMDOrOYyqPbjtTB\nrZnYAS8cScbaXNgLU2hrqb/QGZjZZ39lfhqcOfc9mnfpDiJi/flPf2YGgznDG55jWzujMpaTQzPk\nVIt2tjntNDgrIzIZM2T7uZ8yi3lQkdxVe8rVEfczysMBbWAe0GOwGqm/Tbzlhqu85PNJ276mNza0\nAq9Rjsh3BhFFROyd97anU/1YXScOB+O5OJE2S4oQAJvGIBzbu7PniD4CybyJVqe2p3tRX95xVDRj\nyxoj0IU6kWW6PZt7x7yZTq7wTZ7QgWAeG8//PgaUsk0LrSFvpKoIx/aaibhn9dQNLkTmx3H0FCJU\n6BVTh71mqoGHi4GbjxEPI0g0XfmpuZpwvCJFaRuQ1mB5c0PmDshDd7AmeEPWnV7BNHMz7/AcyEAq\nY2cMw2SMx/f0bHCOiJiyaNiVPCqdsjQKzll5rCpiNC0Zm09vC9nOUmKYuXddzY2O7FWRNPqzJ0Yp\nlIGc0r2VbyTBBS+O0wkBeEPi++KErwI/gOhFZYqQnRg3sSPAbn5NN2fxF5PpBmeWxpHwq6Gpz1mT\nESGP6OioiuN1jzifOeO1eJ5Be+d8CW9E00PfGDLSMjmeDc/ysVjFgGEBUb8EwIJWSR/GzkomaAdW\n4Kjc9WKHda9L8cn7pH8Fh2Ji5rQXCSPCKiul6BThyEkOG3SulVJwEgHFBCKEgIxRTKDM2Ecs8iUw\n98ToCF+M+wD9px//8I/ff4949ay2L1r78/j8PPa1ioyvyGbePAJKZ04MX/KZnrQLSrs9A8G4z7xF\n3PRgigoyA6j0yq117wp0un/+4cdvvv2esfeSBghgBeUz4APf//7XP//834QhDmYgh0B0ZVvXxiaS\nz/p5kASyGVhZ53GsiYoMzOIG2+YNquKdee0DYrkBBnl0np/p2chB5ooV5ux2mw0MlRnD8ggUTvso\nKbWVMyd2cu8Y8v9rDPyC2vtv0l9vduhVU+9ZWkNM7j2GmD7TZ94JzONAV6uxGc5CFu0STyK7nWNb\nnWM2ZsxDVaZETdjuFc5anDU8U2WTQeggcoEp7LlvTFqlIQZF5nGgjha0oPV2XMJuBJDv4sQlbmzR\nCo/v4nq+YmJGazpCKD/0R/Imh/H80nWnlWFVIpJ06UHKaJLAwyogRSIQnJXjikRyRu/mvpVv5MC1\n5oo5ZnMigkYIJy09TkrXuGDT76T5mAOQCYHzqLcdzVXxQcvtaaoRcb8WlEEMSghIamnaavSuHewg\nV2sm3rk0ls1hJrSelx38jOPrsbv2Sp/z+sX5PSxMrJkjkBEoc1Jab/JOugxIt3h75DtLQKXZxrh5\n+ehKXqk79g3s/AiuPcpbvHZiMscLsOxQZ9z2KnkZJq7whnljGx01xZXhdqXjKG3PvrmzAiHSqAKT\nm3wfvCn2/GpwKE8tdCZHEY6cJrqHbe+MQjC5lgNXA29vKSG92PZmBF12cG7ObPNduVy/AsmeNTti\npUx6gLsWg5UdjZiOHiJBAwIJplVjPua5SU9u5uTescmyTkfM6w5+xg5rmWlIiz6S98Er0ekRbNJa\nntRT7RAjsg5mjPY8gnQQRSRxOGCBTgU2FWD5lyjlZJ+INDoZZ/wiaORsKDLwHLtwbV50zqxbEu+a\nWfed0a759vv/+x/+8qPKKtpbZ8+IjMd+TCx7GSG2kMJL8Xb0RQ4sTkXr5GQ0sMNXSuAQv4rR+pwY\ngcGczO3Idgxqcc759nff/fjff06vFVnrUvWDYjLFebFeXILvHC4dhZzIqFIFElZ46jI5F9ARW7Hb\naKRXBByuiJOxGI1EDtaYq/Hq2SMHEcEoZE4MeLPEqAZ3YCNmk41Dv/39d7tHOsgDp5JXzGUOun76\n459UH02lO+tmND0HER/ci94R18R8WnuwiA8zkZkVzLGvaDRs7mr7LogRKGnpCjXMcaTqhehlnjkM\nb6PhCT8BxS/NvHClrGnyna/yy2S+PosdPcBmO7smoQVmBzXHknJZHCA5C3F0wLqK9xGebAfatp67\nWBg5CE9gEM5irmXH9j28hjMRN9en19uedGUcS1yC5XmO5IWM/UF/ENs0Y2LMrYAiilmBIcxM42Py\nNIZDzpWDyqNI+K3oXrxfUJrlfCAUVk/6WmwEOwslJmDgDXFVJdEd1YU+FB+MC7EJ3WLHEorqrZkc\nnvEufl2BcqA91wKTh1mLjdhNzEgt0c9wG44uzhLqti/uPGZKNzCpBnFFtJYrfMO31Xi6l7gUS0x1\nqo+nx5NveI2oC/c80tqsqOPZwnvBR6zpWo5jpqIqC33tmb7RGY6o5JS17IVgzab27AFwJM6H0LBD\n41Bm+7jEsat6VZ6MFEbtfMxOHhFbaMW5VxBIG8RNXjGFO53ntTiEe/P/nARZ9u5hFXmQYWgQQQZb\nMOcO99jvmUVmpekQ15jt+2RnqnP3cYkNLigN38AVdbMmaknnrhw82bFBPA7zqWz2ci8b0ZYgHFqL\nhSM7Yo9bQa6BL3W1V1u2qSUtbEpRmSQMO21pP5+tO+nvvv125yBbyvhFPZpYr/uQ6xJnkl1hRAJM\nqen7CJQlbmj7f9jUxkfuqHFOkMVEi1/v7GaoeUMiO+ImDmOn2/Zd5CLScisBIMYYI7/79T+tY/0f\n//vPdcQuqDq0DwzFrCNT/KUVl8H1VKhh9LY25KVYmWEnIjItCTuOiBrYeZFbDX7CGwr7KdxekUon\nURZyFMNduTM4PoQah5LIO/dvv/+1A7GXVD4Sp/M8cP8q+kbkehFRNWDzXMhX4oErxDBCK9mTo4Aj\n4JnxEIrwYCxHN8Nz+LN4Nxh8MbGDtumdtaHKzZU4ibPiptt4ewifxlJWn6vTbsddUYH0rAHjNRVJ\nWUOQIBqeyQcV4XRh1oCdLvqYAWJH7MTEkl4QyDt5F1UbOYpuSAgywAggZoy+kheS9jHIPnyv6SQJ\nMMVEy/e4Qax4vfpX9OEUidcRnJCQN8+iOE/TIDI8yYBjHCaZnsUJF2xkkxss4eBUSOl3yu4XNg8z\nn1FbBZODvrTbn4m9Agd1wGchTpzke3M+k+KiQ/Zn7lkbizvKkcvrmF3zLmvSHU8qwMOx5LFY4BlL\nzJjiXePo3FOTwUl8chO04thYC1zlV+2aXhFI3LR7Esk4kXfkBJ7/E3sGur37Euw4WKrC43vL/IjD\nU7EnBmt4rqqePbvBJoIG54ZuE45UxZXez9T5RSRhPgB7apavM9+PKSauj8Tpwo4BpmIezSdkfjrE\nwhFnTQ572KTc1h6tGealet+pm38H/qp8fO0ruo01AxjJgDHsO/eE6IneMwZOHzEVFBcIysy7yJS4\n0ZUAxR7Mlnu0hXXP0gBUsc9wQL1iR3HJsDtbOZKHCGZlrGTd6evUYM31eLpcsdz7/oQDPLKslGnk\nzmJM9SxKLHkbjvmfv/vtwbUjG6zwRyAcjbyDk0+gW7/5/h9/+Muf8ooHOwA8Y/KxJdljGDx6jrcP\ndp/7Wjk8oXJXt/p2Qr8QfPjcxjfyDz/+9+9+/R11Ig6zrTENy7cRUYEAY/TNf/mHn//tD5ucG3Fp\nheK4yOJeddNhvdwwHn87seWenahVhVUaAPQxEdeTb5rOG7Exjbv7baH7uJ7E6/iojoLEuzF7f9WI\np+XsRqgyKsOR//C7f3xzH2/U34qxfcgI569QHzmfAWOBvNatuB+V+nLSEvtezwduRs3QWTyHvNGN\nzicPyHUkF1vm23EnqjDkpUiQxfvAzWwqclyenAo9dxKQJAglfAScGNArnGzpr9RkD6dwR08hCgVx\n7OSgeK+w+KwbUsHu8mW9PXdomM97X9lx0BHeyGfWmdMO/v+XRnvynlizK/EO2Xler2P28qG19ofv\n063pWwpWeGEreTG3qWPlrNBoCcuD1ti9uA1fb99GjWE8tgW/7cORyCh0kdwn5wxeZYaTWGasCI53\nU1w6tdPujrkCG1EMEkQZi+k4b94ROkc1hnUX7qRCYb/uLGF5QjPaV4UOIslBDDMSOWkWXmAyp7JF\nSsWGXU0wlWDYluBZio/yuRSKUE5KvG4gnemy9qkp83a0IbOmEqkKT4yXx7SY40xEEiW1Z7uL/fxm\nzaWoTjTpIe85jfNlntrRMJZzmX3rzi0EmWyiCwgVO3se/uvoUHhOolZO2NuxJ+izWLmsM+6x1SUd\nIjtMxb3Xds7ytkPzsWeMZ3z4xHEMhV8bNUZEu5rhQQ609UylUgD0iLeio27GAYZGLRmQYpfnWOTK\ne+eYPjQa28XMJKAESLdnpIngSuWS0XFPgqiwcPVKHEdKocvIwJk86G5MhRegnd6L3IyIivzut98v\noWLtWjJz4ouQ9Cf7JhFIGA5PsldsQIZJ2NjyBiTSuZMB3saFJq/I5km8otdc7K43+qBR6aPGuCxJ\nCXT+9F///Ntvf9+HdozIrCx12OawRhHDGOub//Tdjz//m3fNvXzsdcTqic+w4b/DfNFIcVVGPdAh\nDKIvxuUvG4PYXovJ5fdcrR24axSAhB3REaqJsnlsLSIZ+4q55r1H4tJa+aSjFOlAf/vddxdbiqcK\nCpo6PEdnkCr5hx9+7AitK7gp9V15IxdTgz0BK9mj3RpzBzqDRKq5WyzXC2vRd/QcdyDAk4N5s3Ni\nhYFkHHs8/Qnva78XO5Ku0Cq/GJxIex4vIM3aghqWtt5QnpiTyIhFZnFoQhMeeg/QIJdh+Ar+1frs\n1kwxa3Z0pl0HeQZf8DvQmKQ2uSlSnpgpGyuRORcoP+S/0iQx/kAjNtiM5DoQAD8p2/NYmxVmWpQJ\nPkxPrS1bf0sh93KuOeKuge/CA2oCEkCkK81wEYfSXGJsGLiNHTRMMfxlmYUtbmsCVhjRfrYQFLqP\nwRooNWD5MJ080AdmG27nlm45MyIilERk0NoB006aHute1mAN170SZsPlKW2PrI0M1t43eo7hUt7m\nMMySaU4vqZAD3gBzcerAyoCswTTlBZ8Amr5ggZtqbY6so+I4Tvbie9GoENh9tpL+XP31uAGuqf25\n7vdctb1Ywdwb9qycRZcq5pc+AMNxgq+IC9NjgLnAROysKyTeayZS5UyjuscN5o16tpRmRo46Pc/1\nCqwWsd/rVEZV5JnPpGXECwpwYaUPWfAtSCYZ5tOyaplByBn3L0/GqhiXbWuqkWJlgWVkQOmpmQoE\nmxEzvifk4M07OFEVi2EfmwTb0V6hEhXasbf3JgKlDMTvvvtdRpyxUXYR5tPNzUDKaXu8AKjg4/f/\n+Z9//MMPMz3jhKjh0BqPq3YWthXN5fSt4V0ZQTnDKnQzrWRGrZnU9KQDzFbND//2//zun75t2ngt\nrGIn37EuV2ykcHCQmt9/+/t//eG/76ypcxFPafXK6Aj7Nq6OsBdMsyuUsDzEjmCRJ5EZm/4KfVZr\nMSKDX+KRjtAIk0Gl7sUr+c6YDTnJEz6X05E6MP7mt99IuyzDyNBJ8NFyl8Pmtg0B08Y90Y7Yqrz7\nhBJO00hN9DP+nnsDXmct+iHvPz5s5thpF5gZURgpINs9DmpB2p63cE1fvl/0y6I3Bc+K7Yz2GY6F\nbOCGW86N3CNzkjozT6GGyxnad12XP1tur44EGeHQRA+3qdiAi3cmHy5lhl2/tJeUBRJB0JoZiMeK\ns2wIbDAm83OWhDOvNeLfihsBr/JR0Vxv9KjJUqYYsGOQAwd7efHO9CCdEaUFrO4ZcSKTih5tOw/s\ns8zMUUTHsY/2CyWxhRByiAfb10UEV+hpdqi90KFgWNmMafSeADpnyOSZolxDYkEMTkw/m8PMBBfh\nDJEYhuwJbevGmMGo6iPaB2ZZ7bkMAjEJxdzlvz2ABgC8I3cUEW14NI6667wjGoI95AMCG2pSWp4z\njExpzc62x9NhQdFayDoKmUxQTYb4EZTu2v9R92fuV+Tt2V69YybIyspztr2VjxxMcWuZYRyBTUM0\nwg+/GE/BO6bR4QWfYwGCoKmWBw4qvc26Kt6P6rkcQe1s5cCMULCyVq485sQe4zN0BeSik0ZoWjDm\nmd4JkIidQXtxgJguOPQ/3lmmipbyU1DyLJfUO6gzJ1J3ZnMETfDdzDsZPApHeqVeHBnsCgHFJxu+\n597cm1CY6/t/+JZvPwCUeTI/rCjvCgXxzrxznqANXYhwrT5Gie7Q/FK4BUBHQTlSlOI16clBjOuz\npGMvIKWQfxE2SEFl1BiT06+Nmh/+X//rP3zzW7TAsrbxNdZmfIwI23aAlfO7f/ov/+sffpAZg6R0\npqqGo6vdG5SIGW52dfuW7VodpJ9cTwAJKkCk5/QwXzgSY903sY/c+QyV78yo088xjuuFPHdscJew\nhgtWoh8o46AmoEqUcOzw9fOff6aBuYg7A86lAR9dXYYqh2mDrkiuq9d2G6g1uTyTnaeeEhwUvtMc\nxGeoqo4yZ3LH4UNdjQXsfmV/DJvn8Imy7J68hQP6CCzFKKcp0ss8BA3pxYMCbrIh9O6Nt+LNZLn4\nII2sRJPzxKGaGKyNWpOJMjy0QId5GHPASW/EwKiII2mxtRBIMDGNm2A6MXiDG1n9pN8n2KFpH45A\nDumeAEgyozALN9OBVVm0jFburgdzRHmMOTwv3hU0TuzFiXAmwYIS3KHJsWDJ7FDmztXMhNPC3JDs\nNfvcrn7T11a00psMco1jv+l02mWbMUkzFThsDm/g4vj2AkGOsDddPCpCRzgEP6iQidY5OJri+hr1\nZbBTCrdzHiP1YNs0Y6/1UIyFHt//Q06LQZhJhIajgPRyHH5+RCp9ZzdHnIxwuJV3k+ZKn2p0j6UU\n8b7Go6gsFaaQkfGQRu/d1F2+GQdiNVdz/hbzNSqxitiDHQA9eQW4F3dumXQkTE+gj2RFpdL0cFJe\nj/2jqZGP0Gs1n0oqEY/+F4+tHMiuHDDaFYFXsKJvaW+hd8UO8DG3Itg0sNeU92olxut5qNKZkQ/B\nCobCLHf0hV9qV8Z4uFxlhS6nV+pLc27Y2QuWRtzK3SO1j//y/e8+525t2wd3y9O/bAdMjpgtTijp\niBrZA+C773/981/+WLt5TdvtEBLJmzFttF/cp+3grWMmd14dEnBMZTusu2ZHVtnTY7QwWU4w9ee/\n/Pzdr/8x8Hg33hMuOiX0e+aacFEVveK6Ju/2J4SD8xLyja/inVlC7j3nxEkVPNlX7YnKnf5EoINj\nI5YzWyc2+rO1JNAZ3pGb57TKgbV8bMaEgu34bHE6YEdcD+1WCHEa23mtVD0Ko/7zDz8uZTcvJyIZ\nk6eiG8hhXQzSqs3B2kforJ2z55PcCa44vHJyTZzMAD4Vb7VGhwZ/R7/MYAXPY14tlNfHefk4Y0XT\n5jxJu5572kCBdDW18bR9vcLHAV+EA6rZgUnj9rS9VYWsjCioPK5wLOmLFHELXymlXsEFEtjCwFWK\nlBnNJcTognZ6IhDx1joYJ4fRhAZMZgIewWQaa3DAFUb9Qpbbsz7vCIwGtKoYtYCa4TQYwdOisXfp\nynB1ktz2oDjUPVcQueb5U49r96Id2OY8nvgBExrjUpARxYkpO3vs2LNk4h6MHk6yCgh6nK28LGYf\nxdSRikDc4eeWcY++env8wRWDGfQTUGNmnNGnt8yRB9yR5kI1F1V1bNSMKVUhLbbG9GJFJL2sshzu\nGjyXucIjBJ2AKibDzUdGXOmQcLfve4cxR5VQmojrly8ERk18ubMMkN4VUa+1SnPTjX3lM2HpIR2n\nekWHj9t4BzbXG68XY/GZ8kuhOyYJPYjujMpjhd2UWMsHkcO31lbtQVlEqENyH7nXxxg5XWgb0XHc\nYVazdq5rIMxr61BELlaVb/sa6R5iTNJxJI/TEZjkFbHHfNN/a9+SoTUIChpgJsD8QJ0oOsYwhBAz\ngOyJnmtgYgXil8y+MbtbbKXuJX/73TcTJMIB15gSYZqkXOyMS/O3awKqBdITHjkncur463qSVKIR\n/z+a/m7Xsu1I0gPNzH2MueKcLL2RqlWZ/GdmVjfQbylArVKSSfKQzBLQ/UKSyLPXmsPdrS/m0U0g\nEAhsxEasPecY7mbfV0EgdC9/HJ5YzehJ9kE/kPW5B+v2WjMGx09nbpfrcJqAjQPYQf713/76L7/8\nNfZ4PbidnHlqP302FEHTouEWbggezD28jy/nel3eCJgRgW8BnnW8bpCc7Q98DuckMbI57IZxmk1n\nGOQMqmuq1xmNsC6rOc1p3dwmf/PbXy6S523dPROdhiuqwnDzgx/+tz9917mHUGiydY0+gdEQgwIO\nJqfibtbSrdV4TLBt+xPRkcGYwrn7qFHND7JafmNUqD7JfUnf2vFBo/m6t/C6joHP5CEd1nMYQId7\nqjH1kNqjaj39vnQJFTqgS5apFiz5O/JFXB56BpfxjXgJ7+hCexp9xE/rtHssTrpi7jIwUzG3O7pf\nOFE35oDfSwulmXlYRF67LNglyCUfoQMtSSNh8Sx85EF2Bw87MMkeNU4TTzqWGjY8A95kEANUcBnw\n3CeLErlE2sQ40QseqyKOSsFZMaa6L0HJfs7+J8urlPIsPGfKKAbhhDV0iTXxiJS2YjXZU7pvNpXH\nepuxXVFyn57BxAznirUZEVXxmV7hACI1PxkX886pCPeOWToPvUjMCKbIoT7hjx/d5nKvZG/NnK7q\niolkWnGHkIO68357Po3yXLjtMyOpU+9xwFJRwKYBGUvBzb60oCyX7QqBk93IQYI3URf6QjuT1zfg\n23jY91UT7trACgkZ/RrTJoCKPpebVmPNw3V5d/7Y8ABcnrnH58OTxzPhcnQvnZZOysuYO+IuhOBi\n13QwUsuRmW314dgKrXgtJ11kKQa7buJvt/6vWzNc6lUlPFz9x6S7JCkT3TyVPNJAN9hm3fLXeMQV\n0iw5ZlwFy5OYtef1rXqNh2rQc6B7CCiQMwvl3/3b73728/88aQnkFkjb7HD/63/52Z9++N1kxKy9\nFnYYkV9kj0ytdbB7loeuT7gXNTs643g8tTg5g1oGEFQounUjKh1kxx9/9+df/9ef2f/pDOqRy7Q5\npl00Eb/81W/H/Zf//gOZvo3T7rjxrV/J72qPXjMXazAflwGP1JE3bkd3oINuzNvDR2ITa8wB2Hj0\npj1nCqqt65GNNGRn6J/++bc8vU6z+3T3Uzpc5qpMhPWX3//15ZVjCWvxqlVAIlZNfKCZ+5r78bce\nTw9xI6fWfUcfaGalvu2M6L7RP9bhtKMyxhGnNX/r+T+EvXTZXf3GqKmTURGfwhqvNh1F+rKWR1On\nbnkIIsjhlG+Li5MceGa6NCvXjojinBzsDnYNMMwmJkLafCXGfI6Dc6PGcofGrGp4zCqju+GjiQAK\nLMUBA0Av1wt9RaVESQYG7Zm7awTIzFmcJPQNZ2x51k9Py4MqNYHgiIcDDGv2TKbxeHRVXMiNdbP6\nE2dS32yfPCNWu2uIACIsTDK2ep4EnQsWYU7JaX530nXhnZoTCcRV9U03y6c5YHK2YWcJd5yaKcsT\nV/uik6snumtOusdo1huFiazWDSBJUZgQknRn5Y+V3Vv97eqMU9sTzML1McrtmEJ7vVfJc835JlTq\nXdPvGchS7Io4kZkn5p55T1l6diV032MLK8aG+qPODtYVBlVxnd74JD3S8tgC98QBsTnsZwUzoRRm\nxWxOle+OeubDh5TWxZAZuocjTxzIBX7c4PnmWfopFCsfrRvh7FPjG7tvDgQhxeeBozFNT3ajg4sO\nvz3suTxbMNMCXqBKMRF3VOFUGYeBlU3XkUZibHG5ac5jjaeU1irq4E18RGKWbefHYaLjzAwa6U0y\nw3Rh+sO81/Xbf/n5bCLACUTMWV06wxXC6Bz/+x/+m/P9+d65co/Rh2JyAHBWIlYsJE/v0OtbBNSa\nxm2bXtkRPQFCXlnXvkfBj/po6LM8u5u+VlIBRAhUha0COxs9v/+3v2DFL37+S9l2UTWsG5gCTTEW\n8Ztf/+YP//GDMTwwN7GJQTcwAcN9XMOqpAu7zAplbkEodlVXD1c/s0QXfUe+Z9fUclHdHA5xhjNd\nHPFXv/5l53AYw1Bi3H3DFrE5ixPGK24to30fg7mCmxlIzSOPstgRU54WgZYKy7On0X2ME4pJZkTe\n33Wtxhw8D2vucHDOYxevatwnb8ezPjyoOiemz7iiOfDsGp1RO2DwIXQC1CcWvNbiCC7kMbpZ3sjX\ni/T9pF76BijkdHyGXCou+Jt8y0ArhmmPEXrg+bDy9HUPJ7z2XtoItz2EPKG6ptaYQzeNRQVlguMR\nPpsnQRuueULKjgahymr71FNs5gmv/EShvD+92wHcwnl0LgEoc6i3vqn27sozq++GjIbCTGM15wBt\nwyCHdhuVbkzb62SAvPP1dy14vgWwxwswXLKVpAI+mDvnswYib/qsCidbY3wmTfAaJfzWfYLlzeN4\nOwAnv3ZIesFBz87Tu2MHlgglln2JmPnyXTiSIClNNGEzpv2pOT43LUYTh3OMNHqqyiiLhR0DunlD\nnx2vpTRXNQvQNbH89FqnkiOM9ZzzL9uNsoYk56kQvoP57EHr7/gbdWuGN30C+Xg7cxpuUxMwHW6C\ngz4z7Xid1shvxaPi4OxpIejNcUQpmQ4OThtneIZ4Qmu9+lx3l/MtoCvrcOZpLwZDHfpi8lz8clYE\ncT0Ji+1Kclt5MAXkJkNxgj/y2QYjkBqyd4wX337qyhMmCncTQw1os7u1er3e67VRnJIDscYLo3DT\nPVO/+92/zbyxzw9//dP/81f/ryh01fSqyLwKiZ49+uaYUrqZ1RH3sGdl30I7ZGpGYb8ELp10+0z3\nUwjtqNCSchyeJSwioh2SB54fY74CUrz52gfRt/GFvFPtxImL3NiEfvmzf/3jH/4bV9LKOXFOnpvl\nGdTSudS6Onx3t5GQqaDVt/sN2Ll7qzujgEGLx+uNfXReCwGvwjrjuSvyH3/7L4di2xOd1MZq7R/p\nM6O4EX3On//4u3WZ1xRQX+A9GVSP3sq30eWsiAn08XyUDjo8i70fNXTGSfS0Z0nX8uxqTj8vstKD\n17i+a/Pvc+xDQ40dThzfb3748Rz5mtjdUaeqLHavLnAa+ZgaVjYS6zFZkPDSZ9xRiJaZDaAFC8gn\nZhh2ozsRIADTs1gmSgEjzvN6mvAnD2Dy4mvFgj5Cl4hkRidvPqHNju7oFRQjd/YEP8lPtHkbZZ5b\nuS1wGjDwINxD3AdsgwdrkK00p6MctxyeOEvvhz2SoWhlax5ZDBGEPFZPJEy2YauZdxiUegHV63Za\nTU3VPHjWkkVG8cLWYukjDka345a88UTkfAsdcaJUw5o0vFfnynA4/FE1Zg0z0CW/g6LSswhFXhcr\n2TOf8/RTLMzMhzyMhkJMyhPA3PKPIUzPmRmNkkUfFsA9ywMVv7Wo7uCJNQVz6dpb3l2hO1N4yE31\nUb81NaEOVbhhTQVBn9I8nHklFJ0kzTmsOzsJfxa+iOb+NqhGP/Y/Q+enK2y+oCW9hc/MQa0qnHZo\nakwocqWjjtp0gSHIxmlM59TwcWSggSY6R3nbfcf50GvW9YwS5aAn5k6WMRg+o6IhgwJcc05jpACy\neR3Ue+ZMxxohYCZ70WkRclDiCOL7xulmTWIwSClCKRCQhuQDRm+bUXD98ff/ns98EMUafH0epCfm\n6gjEB9H34f/0T7/54c//HkRND274FDDUtHzsfWKjlaW9FrjaifnQd3pFc46WFI/9jmMIXLQAm4fV\nUa2I+dP//rt//dd/VAm9K9ih4zUTOZgJ1Yvsf/75v/z5h/9VOMRn0CrMF+voXJ5IXWujntTFAQC6\nzXvYEymvcO57rviI5xaaABvwonJFrNgNfaB//Jdf3cHA0BiyGd9J3+AXqTln4jP6//zxhxfWRsXy\nhOAHTXPQs36MdVu7ao017IrylnoJr+xLxTntUQRYp270ldiDJisixecOvCNJplTzsXPWVRmWxJAP\nC3xcL0upHInTRnnNXOzj+QAIcD3mkhrp6WXoRLRnODzFcz1AW6q3mdZA5fbpCZ7LlkFOMEavcJIV\nrHiW6l6tNTOzWQF15h05ipdTkSc0eXJ41WwfqYiMZk4czxzV0dwD2Ol7gWxNn0fqvrAS+0dFa8hS\n9wovhZsfa7iWIHpVxKf33B0o5cd7qjReXhELmp/+/etBhWDaPf6UqLWResi8y8a02d4YsyRGr3Du\nUAZ6daHnIxqIg31SkwZCfZtweA9UMzWsUdRyIc6Pob85tvPxltIQB3a3S5Pf4/1ufMBiTbzLfQoa\n7OvpztJ2gVPGj+91bqbQ4zGiW77ZjHM5Q+t+entIctCrHqg+4qq8ULKn1WZyvo2BRmD66dto9IA4\nOsx0RqBVgECkEEEPmsDFvay58747UNeZOXhq4kOMcNSD9r7iulbsmL+dv7VPzB1AOoFVwAjII/Wj\naDvysYF51vwj2FY5DhG6t110zZS7JOziq6fNt/QlHvNu+jZ9JHL1JEV51j3TOQ+gRVYcyIYwbVbn\nAhBzq6CH0LMsq4QOLzTrzDzuy+yM5usIDjqRKyZseN3U/PDDn/S9hsQbqOYcf33BmSnxbgS7y1Vz\nx2RWJhbsxhSnMuYKF/Hu8aHQ2VNtfjru4jrIoQkgiJjGnGomqYm22KTY8g2fRlr/afDd/Ntf//0X\n/+M/A5QkpiklVKPpGPo4uv/5v/zi93/8nXGXBswP8iM2vcuXuC3DP45rECIgMJMrobZ8MJQVK3bq\nnTjXwTr7hbi+gRFv7X/6xT83DmeAnkA5/NE+mpiChPBHf/jjHzt1Ytct/R/PDpLHrnzw+r7hWbi3\nEMWaPClQMWaMBIg2wSfPSHc9BhkS5lYGcxgzOUz0NY3W6rXCsA3P7tlwgG9Eg1gjmR1AYBcyHtsB\nQw7QJ/oRaIfRa0oywhj30R3T4RPKNDnepRyfB4fb2YZXOD0yl7EJCaJstaRc14Hfomd4Q2+KERdJ\nOpArMjUxB35Uj+Xjp/vaUvObR45CrAaslm/AJ/DUUBxWQhgIE9u5Vrf7YEppBSYCjBu4izjmZyTu\nBWZwLXgBh7BuWvTGDO8JDxcdp0/okzhJakXtfZ/Ep/VkjmDi7sHQE01Mhw6vmVE/oSwmzQnzch6s\nA1dWh/UR/k5VvHbn/tGv4bXFK7+0Tlvn9o1J/V83QWxxGenpMz3RigxzOXkHDsz78N2nR4YYEarM\n0VCz85lg7yqO7GwPptYgO06o9Tlu3/RtB0poYiKbS89jeqq6gRM40HB551p7fURUaIjPkyIOzloR\nudlKdXhY9nTxcydbMJasVEpQdr4mzhJWQ8i49sIlZvYch/wgc2KmOlDDBa4SMMVuWKWVycWzsiUL\nFObFgc+TgpiGb/E0+jhuphEXQFPDGDUdPTpU05knVWhi4DnVb+GWk3QwNJRGGm8ZsIdH+vDADChW\n87/+/Bd0n3LfQEorsJpXQXcsjC6UeO7sjvGffveXX/3inynHdYfCH87kmJv815//9vc//IUuo5vR\n65r1IikVUZNhPSKSu/vjxkzAiEIOlGeMmRxFqmJMnyj47OkArSRXNHTf/J///Q///OtfZcY2aUDa\n4Zib867b0/boZ//5t7/7//63WXZz9FQRodMreklm5hyMLw9SZ+00XvBNFKbHA2k5Qhe5euVgnYp9\nt/Trn/32Poc2PPSZFZqML9r1te4fVej+67/90aPLS7zOWXofR3mhwXBQntf998O38hASI9YLL5T8\nuTNLsBTfDWtwU3dIxFtldoeHy4iYjKPTHgEdnOspN7aGc6O6bIsZymZjjEPRQYzg8NnuDbTQDwvr\n+YYGQ/dP1c1tj+c073L03SiciMxl5DyZckBtBl9USkOqZRBEPFIAhrxfI7K9PxEf9N0WcKgptpmM\n1PT0Z0A7iio9BUUhhGsQ7XtO1F2tXrYA0CiyMD0cJEE+fxoLgqE+xH2D9dmBF7/eeZsFeAK4Zk2/\nCtcdPd86fTjVYS8JdFxe4fk0pqyvFWcpkaslD39i09XoEFyjVUbF7Lyd6Im73cSyNc+kVYhLSeC2\nST29P7MjIvhKflplLJbygNMIwBt3fu7sfCYl7AVDCE3zlHFXYEGccCR9ue/69GSk9rfYq9XyhMO+\nppSnw8LSoZ9wRbPlg/vMrZr56BYnJARJPZ9Vz+e+u1sxHBvTMxBjZyjRkV9w1ZmhsNyvNSvoivuN\n+65P3GAl7mEJFBfTmZ0wO6Y4VGR8o4jX965Emz25Ynkt10Q3ghULvRs8rDlcHw6BNRPyIjHBFvJq\nLJv33MAX8u3VO5QVRevyDjBZpNqEUberErfMpLR2qQ/gG/Fhlcry7tnv5oI2DD+99PItTcYtm4yI\naznzHzDhPnXOJIcMBKhy9bwLvbIAEZHA6sniyzBUyvFncCQHV5Rw857+LJd6j7NT3GKvOUQjnv52\nuTzQgSMZu7WO6GnZEzXhgyk3mhoakvAtJuOn26biK/0///c//Ouv/vlb82p7oKHJiv6amYrVGfRI\nXpwjJImA6XF3H5P/9w1+LXv5ySe6hwEkp3QGYKf6BczS2Idz9/nFL/6p6//kSLNUkOGeiYF9qj6+\nnecvf/z9SyPsCxc7oaoJkiwnGcgQ55o36z0zNxG5InW9jqdnvp9z9YfNn+QwZtMdfkc6qYVB3rX8\nXvF5nNKdNTI9nFFtWEacnjzcwhygPOgOhMBQA0PQSE/ieRuHMLS9phJmqNd49RzYjhrMzExZsFaL\nxKA59KDAWTCHPFrVTBd5nt4llHkYR+Jx3O7T9xwRQVPdqsGQ0Z7jARB2dm5Aga+AN7qMc6Os+mJv\nFmSRGjf7NmdCloJIDFCFgTH0+Jw+si6R14kod5uIFf7GgfGuKNutTOlbA22W4P1aeEVUsDZ6QWuM\n7nnbd9SYA6EddxFbVrbpOLrAMD7lmTPqqjCRiVREQsCsefiKke646mJufD+pVrUxpNYErLXUOzut\n77VmSzWeQSyGr0GcM/H32e/Kl+oyyBG1xi6QKTHyJlyrK85Bzyc1F2KGLcKmWz3DPjV5px7BxR5K\n9urKgTpcPl2OM0SBcx5t2E9y15noIbrlulSJLyO689HcO6ezvIe22xw+MRypuD623tYH6EC4l/pl\nxzln2oi1SdWp6o6QI41oV/M2cRy2Y9pwc/STy2okpahe+NLMKu33i+CsEsAT8ZOYHANJdez72cIc\nXvd8CyZ0M76CYC1Nwru9pzwxE4wJ9niim1KssFozG/3LX/3q3tHiRMeqpUP67qy/64d/+ys75REH\nq7GyvS3qpQxHhpcLBWm1EPzE+fiLM2sQB+c2HnAay5TAJe7QkzWlYmdgYplrZApBPLCd5tycoXJI\nJomQs8D7OXcMpwL/y5//9P/+x9+MyYlrFAwpauU71n0YPAPIIWEukHLLXTOfxkkqFxFyCIgVrguf\n0+PGNFVON+5xRQDLxTmNn/32V3e2ZDc5AJMTjv5JJbn4v/3pzxn9/X4t25WWIFuDMPT8wgfXNgT0\nuXpQ6HOZ+6TuHJSnMBobkEREOtn9WA1ESXI2omAFXvaCL5vh1nyG3T0bzlSvwT7d7YpoaWKwm9FB\n2oHDOZo7uxZM0bwa+1g9tZqruOYutgNMIi+uiouxOay6u++YMlyrQ82Cuzp90z2bHc6M1BXjDpxg\nqbo/OJWzVnEVVt9G3Q/nGUhnMLDVgS6h2PoYCu4UqgDTNy14U490ESMW1C0CwDTa7WzmYbh10NaX\n8u0XEWJRLdGTx3l67Fr6+6WUrkp1l8Y2OmiO4IzIoOLQ7Td8jLbE/OZ79yz0My2ZCT892Udi6Wey\nzCcJarJQPccFDQJa0GbuUFqFnWJHtO31UF09M3Plt51nzRj4NBv7W8b1OrO6jKrioBHTE52uVGl7\nQctg99GnUBzAUBa/uX2q+nAbryio06JZE7HEnT5XaCVno1GcJ4ayDle0DDs69AlrP0XPQvVmJGKw\nNI75gqIHRu7aeTs5kItT0mSuYIbSk31bBX1QjaNTmnc4ooGhFGp6Jkb2LN57ZmbOO/wZbOSK4SJM\nfKY5WEOq+wXs5Cf9Dg5XnO5mFoWp8TniQ7vnaKQWneEJtdlCsxRNBUEPp/fgcmNPxaoWTocswUNV\nSNl4MOXqwRkxY13OD1fdR32zzyc/n708GXfsdhKxMVDXf/z5d7/5za+sKfW9OohVtuee+dkvf/nX\n3/+x2cXTk+4WP8CxMJlOBEJcwwmthZdNLSPgwGF0SrsTc25UmTNDOCZ57/pk1yciHSvwuNP+9MPv\nf/2zX8N5CQmnwE2vqMS0XHtNssdoLPRSVKM+kDtC3PSFUpA75wQ+o3lKfrtyDTjvhhKymVaCr+QS\n7vAJkq7pUTOF2It/+PO/5XdBcJwl4g4bTzOAmsnBQRSNPhstR+49jPZX5+ezBqN6Plmi03TrwaTj\nRI+bt2BywsquaZQW1742sIPKeUehSm0MsVYoFPj01PSin/kzT6C250I4/+/l2u0N67L38Dq07V2I\nQkIhB4rczH/At8nrZIJuNA5gVPIsbGBVTrvuu9TzSHWCE5KoYhyj3QK3Vq7I7nU3T4Umhp0xS+Km\nFnYZP/p0+5Sc2ZvneyOq81KXvgiCiR2p3J1j+fEBjMfyBlOByd1kw171fr3f/4NiEhV8e0p3qOPc\nOO4dLTscknIGn2Hdfp1Bm6vxOvSMY8JNngbH+dCBXHRjeBDgDX55ciYE6QHy0+TUs/HTFOszMQoQ\nqjhW8YQrPVuBjAMXm9P6vKvPZ+f6rj34lH2fbMQWZJAIjeqkOyiPcC9UgoiMiampObMOdVqYxUgg\nXH1OVw3EEIOImWQELxFi0uHG3lagqOMcPC1uPioADdR7OnFQmKJzMxA829bt/TaXlbZ0Mt5gtq+m\nSC/K4k1p9j5i5KTc4Dk6Z059lJxFgxkjoyMKqtp4p3h7neKZmhpGxNrSBD8Rc3u5hAH8wcQkS5pJ\nnld1jexwnex7pRT7mAN38oIemrhsutijMfCakAP2mlr2J+JsTbVq4GWwdXchK0yO+Mtf/4Ytjhx0\nUF/BH5cDeuUPf/mrV47PYKyGFiyNV0MdQBzW4IznecIc5xkc9A0WfVBwXWDMPdM3c4Aq38NHVhex\npQVxeBoz0D0+aNEbxDgHIR7xk1M8ur+yrbjWul5C+w5M0H/68+9/+fN/KdRBOQbsLWbm7//0Q54l\nB6MQlbKCRGLknzJ2Zg8PGEYeYowcLwIMMeYeu5HdCYfxm9/+ssO0jFgSZ/qB5mqJ669/+ON3SPo6\nU0d+vx7tZMdUVkeNxceRCN+lqe919bom2fwUB7YV55VcmPZ8mEUHz3L6I3ZHfIXmYeDrQfiEF7cY\n4trjM+jJ4jgmMALQcLs8Bx2qhUK3PMsT1GR+yX1m2A2Iz6aEQJIZ46yOCky4qnNGHmEanj2Kw+4Z\nNTEYqrmO6UbQuGijb0c331CMg0cbQeRVenXL50nhwytHMiofEgM6XX3LbUfouna+OJrZ0rdLh3lP\nJ7iBpBVBf2MPzELZE57kR3iSW4tQxJngxASbNhesPMABbryNesRczgDCQDv8Ed7P9PALn08lTsLp\nYF5gFnc8mlaPZuzpUZyIH3Pk/H6wzdX3zXrPYmfEilacUSUJCfDHn3ZnC/fL/IZUgW4Phj6ar6iP\n8riqo+yDZ4BLGk30AvwjYfQVGLNaRmx1dOFd/ZHhSdFwsXOMe7LEd0YDWdg4wrHTvKCRKmXXnDod\ng8FUzB2aa4Gj9+CDNvEQFww2IykuFudeNTyHHQNmUWbyRFiSxIBmGIf540RMUuvlUMRU9B2e/pA/\nzsgKWqvWJluo1v0JFyIP+THvkHuuD1dLz70uztaEpbIYh/s2GylkBrm61d0b97dLa7M4PaQYkTsi\nB3tqzRwTd4YhLieetkp5mm2Dn72oCc4yTWPGU0ZQATlWsNyfwuCh5EutrXh1tijak7eD89PZDT0L\n+P0P//Ff/uv/w1gYxkHYJZCIg1/+0y/+8MPvm7nar9PZqE+08qzVk8fJdKxQ/oQ/u22IYLZdfdB0\n46peNhlnhZdnPE03qXjELnyfJ77oyD/+9d9+84tf+hEtDmL83//4+2/s7rE/vkoLoSUQTvoKNA5t\nlg+t9lL5iGdi5pE1+nS9MTqzqjIiuVdv3QY1g+VRuQqPv/KPf/5BTVfmJHn7uid9rqp5y73fa79X\nnFypdZ1b91yDF6I//LRr5fACm0u6MoF13+pUXwOMoiF+ezRHOieJSQ6za/ZZWclXFPf0uIsxB+ZA\nDceMnYOAAqlzsYjxjYFwXaNNOFTkgBoLd2JWBBYPcHQundX2yR7ec2bYmIuloSdA5c4Zn1J2xm1q\nestxmVM9c5+tWYF5FvciTX0YZajqO929PQkws4PPuO6U6tg7vCcXXi94uzEMxCsC210Qnspxs6vt\nmWc0ONYovoShl/lyLJIJ6M5vf+/HgCKUNR/EPVHVgMVYkwRnnYnDw6iNFS0fFfp0EIHYs8VAABx7\nGoJDqPDMCLXBLfXFmzkn2UPTMXPZQTjAADs8MRrcR920KALsRlUPhsvJYVSscn59PqV9dlTqoQqj\n5rg72vyomZYwN3hnynuNPLjN7pKNDEQAfmooifyG5/X8U8kOc2sM90mdLKDIPtB9xCp1y0/S0pgZ\nD6g15E/4KqbongPc6OmpNnxL1pZ6ownDQS9wbj3WskOyfNXs5IBlLabjG7NKt4E+zNIOaKLFOa20\noIIsIBwb3DM0AHFFZkyRLKA/7EKiFEZ4FDezp/fgxdwbR/A9UEQkyRmwkQNbEjfnxFBDvQPSdd32\n3Ol7rwwsl+yxryM7wuIETiSB+/S7Bex4EujuP/zbH1Mr4pliqIRxwjJ0k2FP8fjbSIvl8jk5y9cq\nc0D9y2//9Xc//AU9NROl/U7wep/VWGSkkEb46Yvp03CvUHLXXuY9URNshGYJ4aVKROi7GrVoVkzn\nQdqzhrLkH/78B2NQ5ImcvOiYcldFdUAZFAIFty0DVe7qUTtJOOwCbz5aNMTzWV4AGa09+u2v/6UP\nB8NQNKKH7WtmuYfi+/4c+IiWlkIKzdeaj/xxIHZoZS/RcVVsrVzjkGpe4+m8+Q+jNqznx+ljHLb1\nxBmJ7Ws7VxbQ4OMW41h4ZK/DcsOtaVEWmgwINuid8QKgOKZNzgAHHowdOevybb8nDhw64TuQn7WP\n0D0f9HdIeJFYcepBW8w5nZ9ZE6EgZYvTGZifGKaGRves+0MasTjfVgUrOsdB34BD76W21fOQraLY\nES231VYnA7rs9YHpAQxLCO0Li2WX64zm0zpERmwnuQPqblBCfIvcZ87n9PWZ+EJDzalAd9+HM+mB\nOQ1Omfc42zoRNqeYJ8bZwLTumY6BeOSrm3ePWK+wB5/DGq2IcD6H3ol2hF4BveaayGe4ICun1bXu\nwfBd8XHvqO01rZtoKBgY6aH3ynne5e+Baxtx6tVlPEue3ViBReHYVeHmYqEwDkbEnoCbEbzWRftx\nRyC5uBheOeLGZ+cdbbVL9IsQcBrouzjt/CxixwnNbb6RFhcaauiZCLTZipBIW7RI2+jZ8pXD8Q0B\nCvWgcSG+nyD6k59Pn6mDNuMVa6fCbfW4b890L0cSR3FH7CA4GRAilZcA1gBk6JGxZmOr7NGIXoMY\nzk9/Q+FVsQ6D6oy8jfJYpzEzD0kpiRcgucIODjEw0uKkJjS5hAtjd1PSS56cyqHf2NWnaw5JxCkv\nJDQnUXGoRhp0NGaq4aFGFDiI3/3lL7/5l/9MzEzek5jWtEEv7cW9+Jn8Gnn8ffM7SMbfeSYP0Wus\nGXNgo9Plhw3B7BWdF4jp8Um1LCB1zVofuuKW3+m5uMOrzydH2JqFJx3GNw3d0YnRai2McuYlL7gx\n46efpnviTIyXIHfyluo0GB7vQpZCGCDxmBHcMcOK5vqCCp0zrML827//7quvOVq9pLSAFj9cHSeC\nEDoZHMahMM3C9jq1oAKPsjFW554w7/Ld/shDr0FKnfC3Eu55gnkUSK/Tqooc7kF+o8euE6rMjiq1\nW7rn17/4+X/8xx+D4QmPylYiTHl4gDeTwZjD7h4NgKkuICKWngrfORGOyHocefPp5ERFO5sezpM0\nGgyFyNA4PsAwtMPLxc/MSLOgMm/wo+O4Ax8JrIWbpfg4OuciM9aBv4BRK3viY5th2atvuhiZUruq\nZio4VthRgpMSpzFezO9zfx8r3sMPz3F87QqcEGycH31+HBB+cV4efarvHuENV0YDb52Pz1WzJwLu\n5sfTqhydiaN0pPgCPH63OlMb7wrfuFWYOzC6PNcLyWjrbfh4GfM6ladrUoxYd2TtlRY5UdajRBdM\nYb45J2bT6RnkVwGfyntkr6H0qm+seE93G8u9m36MaFIi4AvBTK3wmPcH01mCxLD3aeLWMmrjJKJN\ne0l9ITC76+54p/ANw3FrecV0PGWLRhU+7QbZmUt7lWwuMlmBSrzp+wH19J6tk7cxcZqNxvnglO8+\nxXA4EnM9yprxYE7cd5TW1/pUflbMSwnGdJpbmZ4+dw2tV0esOeR0xCAySKGBcUwErDxKx2wPz4mj\nqDHezZn2qZjzTbhyWrwlBjO+Kdr6sI0IYOWQ0Usn+zNnqtPOJxemX/38l+7TfcptN3CAsNha79BZ\nnbyTjuEuBvyO7ukGK2OWIidU4vF+3uIFdCNl5sw///zn/8sP/zErx+1psjOLqJKtiVmrn3e+/Jnq\nYtoHaNhpEqvbx3hrmLgCarDhu7EQoXRc4/Y5Og+9RG6qRuYkb6EwSura0Ebv6Wt8BEQu0Joj9XiI\ndkRnqMl+6n7hBaE5P8Wtfv3LX5sNFX37Hh8Yq6V7xj1/63MTay2uoAbbJ1QneeeVLdWiMwvGB/tM\n7ttGojXDWmRakfASTH6A2xpENl5hBN4Lt/rTdakRaYTJz/JIxavOy4evGzT9CbyXKgNun4O7sfCr\nf/35f/z5L3PEFvoZCyWcY+N2YLRdWeWeM25SiG9HrPi/4XqKrbUeGHhZHRk5K6k375qCRsL4Nfjp\nbMozqLh27EXEHBRO5yRBfGaempJpM9CEQI7pihFC/SpcX6sdvvQlYgYVmfQrWq0+e0CrWb7uWZJ3\nt0pt1jUjotd1K81OnIieHe/YP37nb/35boDB18zH8Cp9i/huQoc35w5M4K34CB92JTn9MpLLse/w\nCUfDTxdqLygGTXJzdtaKhkxzHO5gQ1m5zeg5MzdRaOZEI45qFNKltcg14FRUft2aGUY/n+hrI/n9\nf9pBGWO8y3c1wt9x5WTclyN+VJ5O9FngPu55rjVJbXrLa51JfZ6puW+go0X5SSGOncC2JJ+rCoi4\ntye1qv3mh+FH8BOj+AkWGgbbPV2YGelMe3o1lucSuSSy2u+ParIZIabWMuOLfp+ZCZfmvg/Hr1Bi\nwPNtt2UfDv1RS7frEx9fsy5EcIz+kCWQN/kO9Jr9TRfkKszHo4yHH1jsepSjRdQd+jESkzxo9qAe\njLhZJ6dX5NK03s0YXfSV3WY1CiOGte5cIs/UOXd/jhvslHOJ1yeqrWLP9MAjcpD3ox+G0HdXeSLm\nGRObKIYcMSGCf/jjX//1H/+RV9O3fUyyOffUTRm7SjtjsciJ9ir2rbJacW8osaFmfg6nLaPCs8rR\nQeIQlTiy0g50eKZVjpE7WY7oRkw/1L9P6lbeXHKj4fpg3ozUvqjoue/+ODO4rok8mJpP6Cv2LVxs\nOwZzJmoI18Jc9vZzweKi3O1q9Mw06fSRP4Xf/e7PTUwehj/ycoY4yhuhXgmuPCvuwMf9cJ80QczE\nXf2p9xle2LqywOlIMybDJ9zscUw/GKaa5Q5xMfdjcGl014VKzLv/9mlqDvrTYWUYnJs9TT/fE9vo\nnnHRLcVzLp5WISgqFGaPzVjkvq16bi/3h0xcLwntM12aAtWl9oqDGWVzw3k/VqG8B5AVGchtrELd\neItnDXDjbp1woiLMtHdIW032veJj4h6MtDZ5p0eDKVW3c0q8se7ePEYo3XsqGL1A8kmz+wTdSOLg\ndJzaMZv+qDvn1NQNNcdwwEsMbXDPItYjsrYNFJLpfE1qFpRLeSFc8Znjdc8aKlhoZSUn0fQYkdaL\nbEQ2yeHl3jM+54g3eUhd6EoCfThIOjX2+czc7W+eUFBJ4CeEX25+v+fEnBpk75viVdyBs+Adn9wm\nBkJcQAydZD6aW/chPte8q+vT3/djMGnnOIEhaoQJZhhyEXg7Z3APi7lTueuFmoPiWLf2QDF7OzGc\nht2TVdnGk/u+VK/U5Dqz+kx9RXERryWulTHhnn075r6uA7aVoJeQiuAOjrphHRo5pfl76j2ZuFZr\nMOPHIDEx9lPCzpn0eHCeabVde5QIXHNnVzUoNL/KDWaP7hNxfIl7hOJMjJcZSSzqjOs+cQbwWEBg\nCwukztot3z7vYc9dpf7Nb/7lE7NzFprN7nDRdQ7O7//0x3WtFYtHvjGcA3AKd6UK8XpqKugF0/My\nimJgSBTr3VO1t0PTadn59NJFbFJjddRkc50noSeB6yeWsbNHNVYgTHc0F7BAJ3GB5xF6NzQCgJ1D\noKi7+Ik8yLQ8ZnXwUGew+qzbcXDwrbHYXx0fS9b/kHZUgSPUYhYSSyPgW/vb/TQmbQ6t+xTf9xqA\n5hMjjLPQr2Bj+SzcIhuBs90XxwOfgzxci3+2qF0AAQAASURBVCvhue2PI/ESPeb7qL9a0d8IIpp5\nni1ZQAWYDcizUBrURJdmlN/EzcGeOjSWe/3qv/xsvg6Wa7d9dHIxF+1Aw+wgFJ6fis1BJPykL0wQ\n4WEbmKh6jMbwIDFEf001zRbOVieAG/Yx70+ObD9DZ4dI+jM+ZnMyKqBoCc0peqDVprr3DTbOQm04\nyH4A5m/kYX2LQfSXrdWvBBL0WfqSTk/en7/XvVcHiRE66sBdfM1s5Th9PyT3MRTZbPsg1Fe0s9E8\nZ33+jlWdnH/Y0lqezLfYMDaV5DBuXIc5YrO4ECMyVzhxy0v+LrzQjeMish+w6jCITHBVx9v8CIG4\nyCLewN/BGrVkpDAvlMnAQK44d50udTjSWwzqYM0oP8y5Z1DyaLb8TYRww1PiA9f5vv2drVhEjOi9\nIlv0zHGhe/tWT1Y61KIdNmcwNoouVpLMPKM5kcVdjh5QjsQ6478XibmMV7c9EUhM3xDzaPdkYRAz\nxhgeE8URP2udhbjm3nTPyx3oFcG8UJndwwsKTOqkbNaoGcVj1kyqNjrBOgvveEQ5w8FuN9ydDyen\nOvExV8f20FPHZy288MI7PreHzOvENLFG01FD5uONVVHHPYYa0bErZxnn8DNwcJb98qBnbNXinfHZ\nXeyYg/Lpc+IwsrTbK+Ml3MJ7ysBWXshwTFos+z7oHk0hRzFkEadbNv/wpz/95p9+zlnLDdzAbXCo\ng/VPv/rNH//yg/HUcJW+oq+ZOeJk1sLTO0TaSkeYzoAanmEOgGIWvxH7Qj2XO+iET7wJd69wXBir\nzFM9c9LYwwTpUEr7PvFpi8PgskJwT79pfaf6B7pLf+v8ICbbY9RL+sb8Rl5jtMDf/OoX/be53Teq\n1UBOCaB9/fDf/5TfI95YX7NZHf5Mdo/ZyZo5/UnCJJhp+eFiRRuc2tM56zA7SHlZGk5H8+H+n6d1\nOO0aBgI5LbTK06saZQQ76RVkiOY6M/LZ1EKKOK8Y2/Kvf/uzv/7ujxpgkiRn6GKMlT2AD+JmnRjn\nJE+IKUWD9TlRBUJjLUzG6CdeIIciLM0KERHmPeZYRCU6q4CpVRUHC0nhRB+AvUA2ugCMpnQ8eBtn\nW8sKzBnm8fZI1cOsfBVuspukMqv1Qd8xJWf17ncyTgtvG3GvKIkaNVxbxBrORN7BDk2x71ceKMA+\ns9wxXYyCOADZKypiJlInTeC4AdKeUQdOzIy7n7C9ekflZW04XbXP8GZPQooj/d1+73nn8JgFj05b\nLRq62q+u3R3h+xpuAIVu4GP2XPtkft03NRejEJZhTb26O+NmHjFiMuaSo4Y3WmOWjQMfquNaS5eC\nZExqdk/jsItn0o4xXX461bDRgU7AjzYX4nhXX0Nrvb+Pex3OFzzDTubKyFcTmlmdAfQ+nyaPx5wr\nuCS12vj8WDVDcl2pcLg9BVuaEWZ21fy9p5MtgCdH9EbGbJ1d7yyghF6pCAiO4cMlnBqUrs60voC7\nBodmqBVERiq9Dg0Me/tk+VOrjpSI0zqPGGsyimuZAD1idXPuBYQznEdulTmeUMu0+piroRsB5bfV\n39iETDqTirw6PcLaiyt7utku9AOWM9QD3Bhg02ETdTim6KGDGrEm1J4DZU/OkKyt+zJ879JlZrFu\nuic03KjFu6BSmTPOw1VItYcz3fhMF2fCIaHcrjJdVj0kVc+SI62JGIa0Enz5HY0uzeYKhMPjrdLo\nsvVBd6Jf0ML6qjkzeb++5br2YXzO8e3p+QidC9mbH9KDJ3LzVGJnDDox5lCI1oRrPWleYyW1pnfY\nYVa76iYkL2pxg2uWR/QsTeIsSxS0m2jc4B0xmQytqMTH6H5P3eG01kg2YKQscGLJqZYJcy9J43XX\nmtqfqeRRNFYPz+nlXkyTYQMcWXniW4xYw/eWUxOZX0mpV8Gfa8baH+bT88pw5r3tLCcB4WzeB9Pl\nme78WBOM5RXzzaUyPrpJaMim1dSHl82BaPdpfHnhxIUHZjn2HTgRwGv6RW6ThVO6Z9eK/gbsM1Xs\nAS1A4gNaniyvMw4RCNyvsYR4jfbAjbmnTikLnapgYW5EU4c8QXKPL3BSaKKR7mB34u+INVwEE7ZR\nsi/lArtP1y0yeqUjYjRN68XLYN9pdCVG3dGQAlh2rszg9V337vncPs2psVv2lfbnOBg6GvsNqnyt\nRmo2R17CCgea0+Uod/UhW9LKVGxe+4YOtk6mR6gZdyVbRsbKiXH7cCqIjK0Vo/FnPDbJ2I4xmMep\nRtYbPTOa3hmM3cfC2aEK6bvpe84X3GZJIFuaO+rAKm4znvFL6R6feeDrmCnfX4CFseVAIXxme3ZU\n8CObs8YNAMqeF/0toajDntmJtT3ow9vonvxw1it1bSBPHFfjEzW4OQivNDgEnyv7tFsHYzQ6VkeP\nj8vxhtT5Danlsz43ps8DfYCKc3GAQ/cyZHQHuoPNP//H73WhiCpGIzRcjdVj8H78Sg4MMNB4kuQP\n//6Hn/3Tz05SSqF9wKnsI0QMyeJVo+ybA+L5MEeLMy5Opy+QMZ3dpi3I8AgAUe23puRpFpbEiw7y\noVW2fTB3Gx3CErW7MD6hckCJPVp/xypmeLKPCKxgQrjxKZ+Bg5EC4kyeCZOhhjrjs/xBTXRIzEWv\n6ZQdcROT5+KpmnevNy67NyaWB1jtl4kn+JryYsVPcmDN+oDQCSBm6U7fkZi9RzEAbZVZ3QWDo8X5\nKXGJpVL26DNz/OBi+bQW7o4cTYRXMFIzgcHKWeFS2/d/+eX/9Lv/9X93IHv2bbcRBAyHT8KdEbyu\n5tVn3OOeQKxMphYI5d/htyp2pOP6og8CwYVBNQ/EQaoiqo1qHveJG4irv6159byO2ziEOmrQDoDD\n1bhk7Dnuo9t5KsOWmNgeFk9ed6quy86v7ZlaPIxegch8maiYGeBEjFowszkjNGamAmf3rNIaWxVU\nBix/pk+32jmVM2j0sYuLw5Di+Q0eoCOK1qxdd8AtjhTGNgf+ETi6dkufz2cwly4yq8dnwBZgZkNd\nYUd5gDP8zHYpD7MXJSse02uzleca91EjM/G2vx2rbLglOwZEqBNGd3TQXTPN9+hDEI6x4EUHkpPd\nObf4YJPZ3PpJFNUhZcvtPqvPJSU5kTd7XOeDw8zIRQQg30LtGCZOS8UrgPAc0uDu+Fb53ZBW0cjQ\nwzGp4wNw4ZvwXffjfPk43u4eL8ngtONmGQQV5v5Q4RuyQ8xQvIZL/VSnPAPpadL2kWuoXlGd94kz\n1juiFr8tXJjxaQG89In5uGUwDlHjPu5Oc/E5faCXCWoWIMToauQ5sUoBYNdR1+7dyo5odw/LlfOm\n2xqvFzpQyZKjSiY62BOrsRuvmUZ8xC8J0KOyme7bgHzaU62oEDE6va0kYzGvMZrdDs3V2GeP1xSi\nC/CI8CaSJ1RkfzKb4k1WTtt8qCcVaGsQ8izWku7Bh67gNNhKJhcZY0sl9gB3Xz4CCT281p5yB2mA\nEyxW9YmZbx2vMxXTL5OqH2HUTMZnuzF+ITNdiY7aLIChxX//33+n1S459mjTSNwT1QyJYnMDBXsm\n6mHJcaBRzJpSnMm+dcSJ3LMuxLWrWG+de776816j/Xwh31ZSKxu7gPOaWfeuCWyPAIFsxoTNZjGa\nKdls+p7TOJhWtR5ygjXBxdfSDh95oCty6aGejOBBw6pJDlVie63MuBzqzImVAoo27xnfcY4Yhdcw\n8ZCfoxx0RuW6N2cXXB6QXNFR/qlsNV7TK7teLvoA4EiMqVA/Us4cXiflbev069TtKGti35lGwJ1k\nTfasITq70k7IZ6pinPSe3NbKupcrxG6p9EG3ygpYXbxnPu4JL8Z6h4RCHqQm27cxmtytfMTnbtqJ\npPAx3+bHMc5WXiu+wVHzqTk6Nx1nshvjNmFb02SxBD25McATh2IQTIJeROs68Z8SS9PpSXtmmoPc\n1HJRtmcs3snP8B58CRP+ZhLRRqNWWyUc48xhD5ASE8KoQBaCsCat75EXLvP7G8F5swc3ZqahPZEY\nnBvncw33lQcaX2GOe5GtKHGgrkieeJGPxWz6njroo9DwUTjAM2OiRxa8VYlzENZ7OPRWQwZ8oHuM\nj7j27GauirynfJPtxXkeMgOF2FZBJwfGdXQ1122Tx3DBSkWSTc5ycNDoe4oezSLXWsLSZ3l8j9VA\nhfJCJANV7Bs1xvXRZSB4ls6vfvarv/8dgKnDOnr3tVUvjxhsnmaRUHckpMVseJTFLEsxyKOZHpwh\nG26r4UTloAJWhCK58et/+dW///sfaPmgoxC0zPlMTHN1ZreWIX4Q9wHvZCPnkO9opFdwt4lpprEU\nmOiJhhu362EC7Oa+6N0Vbm8r4Qm3AZvoLacTT+5TbrThITVZ99JskIN+6Fn3qpqS4bq+9Ntf/vPd\nq2NRmGGdrYKFXpirDUDKJ6J/ryz1uldY5q1hTPjTc26djohZGrEnUfXMneLEJsnJOEEI0AxYM9V9\nHisSBtMjPZKDHrtnBeO1x6zoX/zyt9MRnHj8RYObjezFeSAsaOa81PGbn//r7/76Qwltr8qttWyi\nek3tOOshYP3EeQhMDLIHntEg7wuvqDyfuFvcWtt5Pqqbp0LOiCE/ka3QZBLOfa+kNuA8jV7dQ1hr\n9nCPT/c5RtOSsUusGc4mmqCAd+d78I2OdRz4OP/2IhN7ilWKlDzmqB2FOYTZyZML+QLLGKJEZ/lS\nvpw31yAxU57iLFlTfszpUeJheXVmsQZ9Zu0Phdace/m9iYx0ejTT1WMwNvfybJ7Du0joRYbVY3Wd\ncjcct6IIZAcRA8Fr09e+5nvdMXNs9x3lBVWFN4II5lrM+1pZjPFjX2ch1q09D+u9OV739vvb1NWj\nEqCbMfqEPuu2vuJj1NzOSWwtOjyj2+suxgGboNKho/Z3zm+OedhBpnuoEwsZ3eejY7gRAy0+XlJ2\nQ6Qw8ufw680d0EI24zjPRJVcTksfaisWuPps9FE2QhRdg56Yzt30Ic5hkSUAqtIN1Brr1Ur4Xi7N\n6fg6sRyYkg+MUXpvSthwVqkPbs+EJ5XRvccOBwGKkrL0cOt3REaSIM+b/VnsEPIx28WORnSRwMbx\n5vA6Focf8ZDUuTzTRsM2OORoIofsmT7nu/nKPZNlpgO+lkO4c92pktUOkClsBZwHckDE1a3ugG3E\nUsp95m6HSwY/8FhsZPVP/lJunECTMzKCD0x5mdsG0Uxjj2fO3V34RExQp1ZhT0Tb1bAQ5AoiEuZN\nfc360JmVPDmeim6hDMylYXcux3OQV3RJJfuhCXfCC/bQ5eYUSMfyPPZvTJ+E3eyvqEFPWy7TNRNn\n7Jg1h/01p+DNvvDZ8+wXAlycb45V8le13KvfYHU1mgMi21fV1TU0X3slr1B94vbVKa+s6XO6C0RA\nhA9+AowTeiA1amxihdcCQnwp3wwlr/FVXNX0+ZBfFbe5ul/HOTNZxKiHE5o1bIpCuOLU3KhReXfi\nTL/vse99tL52vvcepe7cRbkNJnF1pzXeLnd+etX40dhY0y2eDafkBagp+CwKE+w8hfEdOmsN2Npf\nQuPr8HMrxxjnKPz4qnlUs127EbYX3AHzHr/VXPaTpJiOntDMi2NxQAgIjVQQMM7xU44lgC4XUQkr\nURsVUYX6YnVURK/0svKD+UynPbdNfEV8bpyigAv3NUXm4QuIzzHuCU+EmRWBHnfPsCorcv8EivUc\n6v/Mr4zv1eIdwP4ijuUP0QhYsqfzvt3fTl7xSquIT05fyIgUcso1J7tXSIvMiU/3p+s0L9SeChlu\nfMpYTI2DnlSeXNiTCWV7jj5YZ9Wtp6bdwTsnGals0od3N+wG0bZr+KZuqrGbWKEN48y5H20xGcrn\n3mKDAJcR5UaXXSB6B1fuzWvCJ3z83RxFMyyu8ZoThwO/B3P7Wyrjyh0ATpS6cUeX+gVz9Hi1ODOT\n6CQVaxwy00wBC0R6FqeSUAT3fOJ9gP2efSMJ7blYgqPkTnyoGnjO5MEroliYj/79v/8BaQdx4Pu+\n76i5zCG7CtEPyg64pE236ow6QvHDX/7jF//085gOcLRG0YM5EAN4sFOhj6Hp1Z0P9sjw3Y3jvAlV\n2k547BLnheBgYQKYATXQAY/7x24T39YVjEESNu/THIvkJtfzv2LO6IzvOcCp1bzIzZXgm6dnHnyB\nop4ajEpqBAFRIepX//prNMJ3NA67RYZSFvmXH/64vufNOfcn/6/Dryx9m2sPhsOZqAzDaaCgpuNZ\noejYg0mADgOWRgZ6yvUJH8gT3Y8cIqr71mT62hYFX+OwISMdFSytWhZKPTNhbHrRYCykuWFgVozC\nFe3f/Jdf/be//Psl/AN73ceszrI1b9LK6W/jFIrZdnRyYpTN0ollCU6+5fs50RfD2AUbu+E3XQIE\nLB1vzs1+B2+0Z7K93AlNzTk9nPhmZLLIk5buvDvNO49BVHAc+CTPuIdg9ub7m/7elVXsYsJTB3Uv\nROI7OdgGwswafQFpeKBotzHCV3k+Zw7mQscSduCIXwPDufwtWSfuk0OMAsB6GCFRTsNRAW4O05Vz\nVh/1lfNivgRdc9im7zouXp+1insCYj1D9RZ1aSL9t9N1F4fMbo0xRCc9hKUMDPWemOrok+3tGC0D\nczVtdI/fxsuxJ+5unx4W1idfJ1G+aw0vYtaAI87oWXcegKXwjjrrVHMjgA4M6KGavDGee011Vl+I\nhcUGu47x0zY2T3fORNRxv7UWeOwadM58ay8Mu3ln93prxXi1AkKENcCPbNOljIgUMP7Y9dCvw0FE\nIQ7G5sbSyrhahz3VUcer3AyulUnMAyY4sjGWmVo71MKHNYCetQfPZIskG+ET8Y5A6h+M4HSqxCip\nCMRkaymwY+K0z6mpt+tLy/LxrL6WMqJHwMWf3MGc3LGXHjGTgRlXxN9z3x+ze/VJ0HM+jk+G09fu\nLSwkd99tyxEiOfr0w4HYmPRhtzPESgLyiGA5QGq31U3jXllgn4y08LAJMSFOAkA3auCZbpQytJu8\n6bF1rJhZLY1O41Z7zeLQc/yA+kGnZrnZLga/MZ/OeQmGgZEJ3B0P2o0apweyA4h3XGmnvpB3CRO5\nFARj6fpekZyy7kHd0uBa810qFL0qdlwDPBqMGD8YGEid0f2QjIxo8WQpGqUHzNqpiTULgLOL67Qa\nAazuwswuP3vjxOxZv/nlf61B6a65fW57IO/qYIsxGS0VaZ/q+fQ68C//8Wf/vz//MdjDzzv6s3Ag\nf7huvpwZ1OYjjl2i+gE4kWPPCc3yV1cdZZ38nOVa/dhcohc7uqdNd6AHR/1Rnxp55JqoiI+YbJcH\nd4pLMxrZLvsTnmA0XkAM2vFZKlXskTijOlltnRz1cGkQ+EQeiopZNhRueMYf6+ZI/Qir4Igu3P05\nrrHY6+oA7mYVOL5ci5gHRtkRWEEIFT4RVctlj7VCJKywnuMxHAA53u0AW+08s3utKyabSDqCp3B6\nJs2kl3rpeBxsr4ehrGkXhcveGi0fYFrj3K8U2Z6e42yg58C3oMG2GDGL0PD6URco+iI7TtU5p5p2\nNe/JCne22t859qw1w8U72jDhyFo8Jrrv6nCbM5sbWHN7elaeb9kXT+o9WIWUh6fDCZ+ek1RA+x65\nWHaxc98bzGpaeIQukaAMOcI7BkSR8IBHuKMURsqO5MRRgIknAVSDKT7LuOl4kK43n6ZPE2Y7apLN\noLwGBXWQ/Km1Ay5TdOmJgs8TO9Uovxw4jrc15gVBGyOfyVNs1dtd05jzTpYi8br0q1//+m9fjtsB\ndVQlz7Xx0mPti1ZMhoS0E7USMemzq6dEhUFjBMs7K9zDPCu9qU/gbGFtneST81X85le/+ctf/uA9\nzqkPXKGjgsqjQqgn4R2NVbPy7utMzI3ICX1uzU38hG8MRwJKuu9TVe++pdbyemQq47p51PSdPmkD\nSGCAMW2ALbC93rjGw/nAH6afFIPGsRWKJsfE6DiG7Zyz7o4JXeFExO///Pu9JsqvMhFzLUp8BS+p\nk/VgpoE0Wo6NDkC0wvPa4H6CxBNoHt/tm5N0UKl1DRdlqbKZbE5jsMZ8MtdagllxTtaApUXpjvvN\nPmB4wD5RX/eq0hqt0VR8aPXEMeU5M2+rIv/P4A3YSWtVrgotzx6HczE5GKexGn5j+lCPYEXG0hHe\nxIkIPkc3jWyib84HMgNhadZpdjPKWdInkelth45iltmjoQtGQ8ze4jcyOu9Kp9burUH1+STee0dk\n+kk1GbGMrXYExAO4qFqBgY4ThUfwPRsPX04bAiyQBXyd/BoWcZFrJo6HjesznToThnEGFZyYnrGw\nYwzcg8j9GgwWlBzjGMNZlzf87eZGuONdGgzjM/K9y3xW6PDSlTEnCHCbkVWs6QJaIJIVqhGYUu7v\nBnfcP2o6tJurCfor8fFzTwO2dIkXK41czAj19Kf/duZvdmlgCB/GIN05TEQ456BPucfqvj6f1X6O\n9HMsHCWkGOCmjq49e9V43DwtCKFarLT8PMRiycoZY0I0U1xiO13hthGzkguRJB0RIc3HuCfTSKGC\nJXgc4xc0kUySxsBOzCtuam1zdzGrpOPsZsxygLbBohoKQ16w29XlB3zrnRN4YoTXm4hZQkbUZJ3s\nD6NmgasjKnMge141r/Zh3wuF6PnGyT7o/RivZq8RBZBha6z565//7QUIWyG+phsKrLEKy7LREhJE\n8xQA9jJe5WqfBUeA9FzmYpIJHAPR7T766vgwjh2sdKmIGYeHHCA8MZlWRmH75nwGU5Fiy5PDy9kH\noyMp2f9/mv5wy6LlOM7EIiKzap++pGy/kOyhRAAXACnZM6/pZWlIAiBAiNLy8hONiNtn78rM8I9z\n5wH6R/c5vXdVZsT3lZ/bz3sqq6+cr1kZ2dD7kWd8jffpcVe4F5O5PyGOM8ZT+0a0L32uGugSTyA+\nHTTRmqEGOOxnTyWNjJmc5Fl98LzTp5cwnJTiJUef9LjcmurGcU+oBHhtK9pwQ0CKX2Ki++fn+6y5\nORMZmRkrXpiYeSBir1TGM3HwOhOfbpYJj+ftoc+bT0ZAR3wctjZBnvrd7/7h3//9j9NLvvDxKerj\nKBTIA7t4Js9oBvh4A0gC0GHcIqfXISCDcx1PqxmWSWZm5ooalM/YmhmpL56VUZsPcBcFZoKIz5OH\naYvdrG+5kpsKAhoC2VqDsY6ECk6OotYJErVw7z7TmFnURECKDZFGcCkyZcXbc/fj0VIsJjTKGczT\nMD4rxNb0bkCJFZA5j4/Z29gwyFIKSyo+sLujjlBr9YmaZSos1Bia4O6JT0t6D6KbWV6q1w/4q+0o\n3/4oVgdzxjgxSlZK/tiOJIm2ZH30a54FysJD93zEpxFM9cwRnox2QslEfew1TVcR79luRfvy+TDk\nFKu4MIsnpBOrwRSTNdsVli0/keMXZwJY48LtJa0tXvxM+fPdUHxHIH4WRpaArhfvdaU4gNxiaZ1Z\nxQwqtBBCCDvCZ+uA7Q+XDewMKZPiETglfE92BUfc5/xVG+Ap3A4w9eXMcU4h+vnA3XrCjDkzz0TM\nEmu7UonMgoln9cQAK1bOozp9h4toFlQb7OTHXxDde0rB0r7d5mwgvDmLBasLPiTjQ9lNeC9edE7N\n91+e759qONpggKMvjvygjs53YgUDpD+Td7fO4RMzAhih0MCNZ7ppZUceQw57bPhgrIQWtRKEW890\n/e0vfvG7P/6XQKUt+QzQSlukhfGgjhCyXJ/q+Sd6NbM6DA39DKczkhE8B/M+WUcu1ZpOx1Y8zBim\n2Ypv5Xe3DwaN1FrQEG9ON6sCbS5rTdCeQWd6gxqPD/xY/Ytf/e3xX5x0cs2lAUcu62Nh8jLCHKul\nW3q75yl7Pi/F9mmfgyMizZ8rAJa3dI13uRGHy0s7z65jhBTxYm8/PWdAKIMEGB1CI8tAf2jrRamE\n2zPPZ4FGMjXrs12syM4ZvqM6nfC2NTm+IPJXf/+Lf/l//z4ffTGpjxp1Lt5c3V8316CvbhwHEpGT\n0xB74nlCMV8rN4Lss/okTLuMNggAmRNRDDyegXNxS1XkDObuqRNthIxAhSuB9XkDV2AauPms8ItD\neuaUa4PirLx7vcUEhYmYkzl7iYIHMaF6tVDXkMpz0Q03MAKlJh72ENHxQgT1TZ8P5A9n4Q10BTqu\n5tJ7pAe7Oj3Om7vXTosz5eHnkN2N6UG2o9Y6kU9H9tr9iRrBCCiV7UaXXFzgmJUY+jNr2ShlPJoz\n7NleMTmskYeiITjjfVfLCbfxF3+8CFZ1WgkDNZ55CrVCynJUs5prhM/Tcy2TPCZcWRVe5lXDvoeb\nH8TKqfABFrW5SNl367v7jspdCWUYITSrkieiCO7mnoiKZQszzRkycveLpe55MLPPymf3M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vMzziG7XSfvGZAK5C7wgsS8SQRQ2zMUAeEpjrY9wiT+pgksEtxUSbwrN5XypgH6Pdx65J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DVxzQF7JNAv2nsieCdKDsfU9USimUaiXfOAf31WLr8ld3tTkVx+sieFe8DfPP+7T4GYyicwAqzq\nt0joNDp8lsfRjkMUfGVGfFoK/ARcUkCn/P2p4d932JjIGT7HufMzM+vb8d3Mrj+18nPNp3112GvX\nSwiyA0yHlG4fBUaXT2nkb6AZhYimAPtkPrO6S5cndnmuQyb4DqCjGiKoRJm504F9tS/EFai9T2Ex\nI6veMb0BZlRkvnOVDE+4obAhO2NHKfKS0g/mhIfAgKaY6apG9bH20+oGs/PmLJzpOsMNGsNwLWAV\nBHYYHo4mdGgoA4W6w4ypmNuMeD9Lg5UsRkRFZFvoyR4k0n/X4K/gwewRTYGsyZi8v/4Ny2miXw5x\n5MSlgMNYEz9kXewVm8ezT5Oo7vtM7JydNxSF7+VDMKIinS+FheN+oRcppIfsQRwiUhFJUEu6jt09\nm1ix6nLnd/sEMUVN8tCOhwXWvubkXo50yOyNbFd0LEZhU5vuiGrl2ZHVh9p0melUfHplCuRjzWMS\nkYx8rU4Oci/OqI3PxJW1jW6lMg7rq8923zOMqXenICwMafsKrRAHh3WKzdIUW7ADuk37olQ+dzWm\n49E6117X5Aa5EkVmh+cCAdRS1PBHHsTMS3kfXJw1R32abXqiiEk5/AizUai7fMVEWo51mC3xWBvw\nJydI90jDgLMQK/pes2JtLfhvw8Z8Ylx6ZgZh2+0e/0Zg8eeKP8il7nArGjS87SXn6dXbFUAmkcn9\nUyYDzs21Ew8ajHtiJZmvbX4MiYPQzIxezxNBxlQqlurOFcg6R/PciuxQYoon7d599tSli/w7iXxe\njddmbmSAwVE2E2HHlo8AKUfn+Fkzd9NZhzGebq6tRaSXivI7b6pYWOs4fMQGSS3oWuCix5Pt0pnz\n9ljCBMQYxh2r0qe8IbWIM+QYB+MEKCqWHIv0BYOBgHCgE4hEBlbPffpwP5gz/yDSXPbbEgOoYdgF\nVY5qGlPCE4PAom76SkgwRi3u3Ndi5IX5k/Lp6xlPKSEdcSZlq87fUKK4s/5N+VL31+1UCwE4bb6t\nfOcZKTMjND2NUBSrnPW4hDKTaXp72m+w+Ex2hdISMRdzmMPYjUVcS1wTJ90AfGiI1RGIggK/g9MA\nzkTPXDV58W1K62ZFXEqxJqMC6fd8A0lP9rDxwu3L8TN1zVrQ4kbOd2m9W4p81T0+0Z1jD8TSqT5J\nmBVOO02SIeRTMZVPxzpkKNYBc5xD2EP7B1xysJnIXFQ0citbtV1P4b1Fu+FEh5IdMujX2swsFQ8i\nypksMY5Kx/K0qnq9s+1OHD7mXMjom5Dxcscqcc/CFyrGCsjaQCOWS53A3zzjWJXJq/dfji+XSO4h\neuhmgrkSy7pABk9Ex91PgOkMssta8BlqVrDIE+l1ycnYQ2eI6+H9cLZ+4zkykrn8X//f/wURAZcd\n74vrqtE9u+p8Fr7JwwmpOtb5SkYuJCKANe7y/uOnGFP+ck6RmaWg6mUAkOM4SNM0R5aGBkD19Gkv\n6BNjni4/uazPNZ/7aJWqkcJ5gM6OS/iJ5upDzNgMVkZlHrBdBydKRLwwuxXxg+7uyG1gcIbHyeBZ\nmEie6FIXHTWd36/glcma5BXhkN4zTXXL7f/8H//17rTSy/oZfQIoPn+im7b4yDEtGOViXB3kmo+9\nCCIYVtE9pro0SGzdOKsPZ2RGwiuwlsBzOJM5EQGvOMmxZTvoBcKqNMHZL9OCU2ObTTQjnGui0ODJ\nUJaAQRoikUCM2W5rLuEnPon77Adn8hpFzbpOLoM+W3tduT64cO4+/wP9FXdIl50KHM7Ai7rLq4i5\njPQMkUxCaBZ+6HvvfzzPRp6VzX9wMQIULIuip8dS1Dvm3bf007P9bbkA8NXA2If8RT2GwFVX5n0d\nrAl5RjPRTqT/7vtIOVHHl1hVlnRyttBD7isYRjsZ2S9w+woC+NVoGhxoDyvvu0UlconLOq91qCmm\nLEXjIGdpZdQ3dVLK0UKUMW1zyrveyBhJuCzaUsCxhsmTa6JcLYL41Lrz2jW8dkloxqlSCn02tV12\nFiqdPGrr8XR4vQ3g1x9rNKJldq+n61Dwyb/jVilBrQtY4fLJk+g8VXOLOSVhVFPQ3zgqXMRVzJxZ\n0xNoeGglI5Tc5kQkm9yq8urmeMYOIvRaUgYzPKpLuVJ/UoFxc1p6gsiIMPLYBKeiE4kvo9YLOon5\nxLrPZ35xiohUbseuZnWQgXvpownH2I7IXD8+ynjMr2d0mK2MiCsj4oYTAsepzHc+JXIF7moCZ9Lz\nWamVIc7myAWlZ8krCHrHnsR7WbiIGoSWglDbmM6/FIzW2p8aXIXgpnkcv8Y211TAYT6aGc/4/R3t\nE9c3a8P3cc3FofPgGrI7ugmlJmYc8F0VidjPbgWdrZjOKXj98fmg8734pWEBTTh7xS9nHSR8Ey0O\nI4lw8DG23Kz6Cs+M6CI+iYyXkEaAahBBEjhH050TSx8q6K/0ZU/++3//7+adxXy4gxMpzPEI+81i\nRpjTOagDF7OK/uAMKPrgnZJzOcMgJoOvElXgnqV9gCEzopTD3Ff1ovsAyM1wMJF5rMdizA9YtufM\njMBYzB+qIs0whEStLCf30Ogr50pG4RAjx577+J7A1AG7ZmIznr4Uq/IlBDOepecS26uYlazCEqIF\njNnBBJm17gwkTL04q1ADMCq1QsW/2fxoJDKu7Cpz1SL5hJE1udLmVga4yREhD2e/MVItTea4cKf2\nxRMa+zpXMlV74jfyiTeBiHGEXBapBubAVC1n5SAn0K4nLqvi1HPwxH4zCUa1Fp1Oov6Ge62I5ZiJ\nmSWuADg9U0V+CQXiYqzQY/x2MIngyHJzI3QnVibWiyoCwDjGsRS44Asc/k1OXVFcPPlW8xxl39pL\ndGM4yIOV9R7UMYMgrsRdtsKTghRTHqEQlMHGhxB8BprYFqmMMUvMKZ8gp8qwk76gjPOSDFQ6GO2q\n/cfnSjjW7Dpfdh2HykFeDMCNUCQ8l2dhgzO8jepUEAEs8bBApCbGh57AAmmkT2i/mrU33tzLcyLf\nnb8np4mbvrcLJ9hB0xUOKVtMRfTBOCMC4kxBN9OTGhAdcFT0xD97suqO5QSsWBFhdMf0KsdCxKKQ\nCnUATiiWc4IRBZnZEbMqlAtMXT09enS1c3HiTFhQaHjgrobmc3z/9ZTr+QRHBRwRHvH8H4NagART\nk93FiaBjb3P8l+b4ye34tuX55+XfCsszp42SJ1uMFEfRjhNw6AVs+QfRkb4uIgkc2EAioggnDtwz\nGPJcobmrIegbz1yzgGTY5cAp0siNq4lgXpQVcXB9R9FgsS5Pacs+WN1sZR9bOFe8zmXOa234t//T\nv2g0jxVf1PbcekrcznHSZGe4IsKF4h5rNFmZlzHgrNHyPitQF+JzpPKs7ltB+OR+cNqRvPu+sIyd\nGAQnQuXRaa1opF2P8pz+EB86BbW3WyozVdRKgOlorVM1fOoom+wKJOR+lLlRhHO+92H4Vi2lkcOy\n+U6BpltAq42pct2shWYAZGGRo+R+OKrAn+459fQ6AmMvymBG3IlCYMKS8NI24Yjzzov0/LPu/w21\nJjG845kGcr/sVDRz8o3j//bTbyQPzookipp7cmWe4LdMVPaV8w+ivNlEz3i38wiOrHhnFZzQRm5F\nCSGo3asVJwcxAc5JOiY4Ekao9AjTr5rl/ju2eSr+ejIS+W7hMiJi6QWyzrEggXThcuWQ+RKjZgNi\nvtUZa/lvrnEGClGozvhypinBYzaTbMJHZNaTrdjHAURoWR2pDLymvVdPwHQmvSqQiVhmRARyBL9h\nfK6FUAwjJ1fiTVqs4Cp0ypivxiB8jZbMhID5sg9HxjqIq/i5QMzX5zjSvMAIGIwhLWWfys/U7WDJ\na/iefDIng23ym3yqzLr8477OwXyH9JW9NCNMQZlEVQxJp8xj9uDekxte9b3on5M/KFi5JpauJB9r\nwx2LiUKvaciWkcfTf8M5tcZlghEih3jAd5PHiRKKTAdlxdFSGYsxzUfY7sNd7uxZ8R/+w384f/1l\nzA73HxYZ/6S+aMZ+2ztY8GIms9TTGboYZqyFCIQl0qrOwHXaGj3lTi+en/Nc4/No8frJkOO3o3NJ\noS+CE3S9p9Mg1okY9mkfz0GuqTLNHN5C7vYcLEkZvhDwGo+sjA4AWjjlpiJmFmXi23ezNlBCVeD9\n4ql9PAhmQoPjcRqJh3goTFT93aqhDmdimppAGEJP95pNzzRpXspQ4lCOyhWx+o7e430C7Xv3srby\n5EJgDUvkCuTYHO1GI46qoURwJZIO7ly9XLlX9Ms2HOb4ndh1ueuB33fLqwE7ebpa0hqvJMPOJ4jB\nj/EZpuXsMdw9kDJGwz05jK7158oADCMjmGj2kbtnmgWtMByj7pCVcVbIyzJOYwPEfOPc7hxOUUgT\ncRN3BhBHlMGgrlLFe1gNttV4Nv/75Ip1STfO0C6rAs7oeItsgno60DnwaSG1Cp+clceZSt+4ipW6\nNAsOoSVZwyNcjEuVXaGVnZ4YNXOwcMgjA32UGii3EIMqpooDScCjsCIYsbA0mGyFT8V8b/2osXvG\nDlWt4YI3T6WwQgoZPeIjHMEHsmJZKScFHfbGfA20zYmMy0UVHs72qcEfqGbsmQm6RrE9J5ixLpoz\n2VNUg5PN5fQsyl4zARVikK7EygA9luOw8L6O8oo49ZYiiUEUecc57EEiEOVyvnL0GGfzMgfC9EX/\nYdy4e+qoVBBIjG+ANUg8yDa0HVroS3nNRSYzcm1W+BvzBM+q4sf4N1KOfuEn0hNzpn/bRlYxKhCc\nyOb1JgVOz5Ei50r+YC2EGiO8Zd1glkkXyKjMe2o5GzgYzZFMB4iN3PH+hOTSrH6MlOixAYGJv+0T\nibX+VnVwqKPBJndmTwtb80suV3ilrqUiGFqa3HO3CTRjAvmHeRvH6k6RjWIoaY9fy26aRWjCTmdG\nRiZXQkpmDRLhvCp3Yo/oQSOLq4IMh+OaivHp3sdzdM0kHLLG6jRjYvY1lbgCFPQme/MFn8GVszDH\n6LftfiJP1EUtU+pErKkaUhVQyL09v/CmQSbSxiqtu7mibWkUp+shdnHFZvVU/i5+ydB8xhX6z//t\nP5kvmRcFFiKMWH0Wf7nOZA75YOVxxIP6ZpmOZ2Y3H+cT2c7Ez58kKiMbFHJ1Gvlc5ZCO6rhgc3bh\nXHGgboQYK0gWK8Z9zrHNuCvvDY+/wrPKgxCk8DTtbvhoRV9x8hKutWLqDJ5hs67FFV38umePT5DJ\nQEt7JNgH0Szule18KVGzcbDgSITPZZXRfbevwxPrmMu8kyfiiToAZ4vzRQt7I+Ak9DdWElrt2FZa\nFxBgMm+5Jfb0E41AMKKaPNv37rtwX56ED3V81I8supjFK+M+QXswk2QxfOzvvuYQ7mCAodWYcS9M\nrcOV6VdUzTG+Lz8jhO8e1yDlij8TrXl33zUZvhOATnJf5aj7dOxtnx3dKyZSSlW0XBIx5WeeLZ3X\n4GXESy5CAHUQmzEZ8zfKOhaMI4rMC3HlMDw7p5citWKwomM1s79zb1RYqQ5NmYlU5vC9PihGS06r\nqbaEVpnEo7SiI2xqADFTCZuehJDlfHfSMmQ6PLUTot4uBosR5CZlu3u+Pb1WVfyBQ8hBNBbskYfg\nH5zlh7rNxTp5P5HcocezwcVYVMY+9HF1/DAunGf6eeut/+haqkk+nKFSE78zXopamWtNVMcax3zE\n6dOesDN4mbd4IUzqBXMiuuQyMdG0aRvd2EBFXIFjewQF2wFl6hKCtSNfLwN4j/NLfLKudNnYzqcH\n++s1ig+cLjBXOuDEE46v10FG1oJC9kTRRBUyGcxFQBLJnAlGeK3j7B1yLfmdpGIQHU/VQZ6e2LSy\nsfDubHXkL1fHcuTw1A1SFtyCZAwKtQIrIsmtbCOoi1gKmhk4Sw4hGyOCDIp+cAaTs2tIeC0iRIjS\neSTPh15tdKrv0/hFqKMGlam8FcP/9q//Kd/F6oUI8gWKGgQzEZQDhpZwE1WenjM+ErFz5rOznleU\nACSxXp5TIuQYUGnmwMd+jKCWJ3ZkXFozcYhspISJbZ44wq5CVGXRWV/nM4wvA3EIh1LFE9lchTvT\nsVSXwC9FZHYQsZwFL/EcYywknApN9Mzo2XyAOvfPxCrlanhnWFIqQg6Oc8nVSutkYAebvCoqgBwA\nFE7zDd2ulTe5rB7MdrpNbEYAP5ECg8aUTkMY0Q6eqF/nOqleQGW6ABckWDTGHqzFPysvh4DH57s2\nWCsitN9yUCCxC2AWM50MXvFgbUVaGYwUYTiMeC2iMwNdEAs/i19jNA0FnQG9bExMzgAfeBljH3u/\np7wIBmxOKtHp1gnOAoEKs4Q1WK2h1w8mIedxsciQ3DPbHyMX941DR4MHPKy5bq9ez8m9yU30UmGX\n3xSDezyIqRJiRtC5JM4cYZJkKN0zhlFiUiJa1fqz8rZ2jNBq5KklY53h/+76MhBoEky8/+KzYS84\nwwcYBipikcRs9sRxoUuS59fV+GFf+PXB0adD/hDFIPPB7fhkfMrmacC1Ap+wYrxGiteMSUPNOXlm\nudH5EAgvTGlhCFoR0kfdaUvLqFg/sT4gEQ+hbHLP+3CwFxjJvmPK/koNemKfsHEZV3gWNZWjdQCu\ns1bcJ+uif6xpnl1YFcS//tf/58fPfMlngSgN3Eoxg0SHn4zpvFgVCRyP51AEL6+YzAad05blHDvI\nFXHZ0d14Tp7BtQmyEJiFvq3QMTwRvd7nK8exyR3h8Aok1xVvTcGw0wp5VTE/Jqhzeyrtil0h3WRF\nju1RbFo4ycmgac1kszKx1EkUmZjhSD6nS/NDlvP8+3//byNar5J5mAdrHI38u/Xrd+bJSphouwne\nt03M5pl1dnaxwj+lap/tTfRaUVW8KM58ztzyWmaqxe7OjfccOxEG+REzgjcmBwaHMe9raKDxOwUk\neV+qa1tCL/iP0zPCrKl02Po7Qcp056W6mrWpszLIdeQeGMkIZkxHi7StLGfmQGfaRx44ErgUpVRX\ndQdGF5V+/bQ16MY2PNBfyN8qfTB6xbcXNfc4mXdyFZC0WBxzxJHjVX1Sbgt96tmcq32jgBu+vlaL\nq3OlVjxJNRe0SkHMzt13zOVwY2O+izvfea+KkfWJixxRbZtZcDGKZTXnjGGWCh3xXjIPpfC23pdA\nFeOHbPuETHkU30i2XhhGYkLFKBg9sXfOSvEsirlUimw3StW5zktfwxpVN6cr9edWQjMp/LhuxLZ+\nHROXA8IcqeaHfVsQgUtv2Uck9JnstClLmtiDv16ftJCAp2w2R6UZy5Fzg9HQznaiLLZ4Gla6ajTj\nCl4OKrPAa+zv+NRT66SHWu/n2CBGI6pyAVfyZ+LpfBRjjbmWVqq8Z7pU7Wwm0sewcMXc6KKG2cWD\naoiz8wxYRoFUeEKKIsMvD+3dX+Al2VVx0cA+jVfZ7ve7OMY5peGIYGple2BflSt59kzb9BMTjD/E\nByLORjpzJHxjKavMOFVrRVEmwvy//bv/8NqoVswCQymGpjL8Y8f0fjFxdS3AMydlVHWV6Q86KnGt\nwWDi7VGVUWx39MZC1SQgh5FgpIM7M/TjHbF/YxpeXgs/zOsb/gZVs/hybosiTIPKkY9CBm9UMucC\nrMjhGoDrTLbPxIM6ztQnDkuzbldYg9Psb8g8FxF16BOfnUd31ap6LsorWP3V+Ov1TDxGJlaCoaCB\nm0SK3MAB2qgZX5leU5wLkRmJNa6AkxbZCuxMJ44qTqoZhayM+AmFiLPHAa1wenoL5pNrjlOH83T6\nvSxVZ8RCLv0Yud85ykpWYgViUfFJ31Ef4joP2wxzMqynZy4koegmryHO4SgKWR1xwu/uNxovMZmd\nXK6au6X5Kjzv4BorkrMmQKA0P9qJ+oV5SIIf+5J43Hsdp6uH2vDJ9JW+OuakM7Vu5WUaUZmkJHNM\nICNyoT4ooEjLArwd3wx9uG4Xe435rCOcgRCBJQvpqCEGyveP7PGSy8EMXKBALXaWXxUan7y+DKA+\n3B+M3UBPDPEqjoHXNRDIv++cVyByepXPB/4VttwedFybCXJJa5zIQDbwAEeFLHLoZ+l8LFYAgAks\nr3IIbljjr04l4/IdjlFPbEAikVTa5WPa3ecIMlB2EBt6hnocwkoSPvb3xbUyDO2EU0lfZ65O2UrM\nnU7VL+JbUfdPKa5nR2CQo8RENSh6l2I5O5ZXoIgABG/z+BJQsPW6EJNtb0w5r85ydeiveBy7lDer\nItcc7LOlXmkgWkXW4roCB/NXe3dKVxkcDuBx5LqjynM0v9YhClMkghlOVHmdMwooFegYaCCgMUgz\nVgUrvw4M6JN41Ht3ClwXbziGR4SGM1FS6BD2LIkcRX0RltBOoXNFaKVuDqB6+WmivjUKoRVDMGNj\ngQIQjYjhmqjD9jBOXsb1dv558g2WXHQeB8z2bMZ0FKsWGapASfkA26G4HRN8wu2jtFfG6OI3gnOP\nfiQ6NFCsiVug18b+309vMUWvEhdf/HUiYg5bR7Hx6UmcSCNOQx2luLygmviL9dWap8o419+dYDLy\nBjk4sPkWcjGFJHK8usAPGYJxo7I4HmLKPf/lX/8X3TciNcGX1BPGpbMwfztwCa3wOtIzgjrGRazr\n5ueG0fyL6ByuLggne3BSayW94pj7fHzWH/QVoDpB5J8TOfhrTUOIZk1SQQeWWQh6Wm2ZBOcO4ELP\nNhvqIYb0wZhEFTMiiEgrRtnxsp0dcoovWmy4MV10xk/VSjKikKw8QfhV6dRcZthiDNa3Y2uvUCSh\nUkPgkX8FdRayWFcwAJCRrTTa2xBXxlqBf9AjUNFRxOgyHHWvtRzY9jPlwbLv2FUbmNbHETFK7Zxd\nOkiftAIxebUNd3lXT+i88wL2xX7VnZyeQ+nFbq6TNVycNfMb+GcGY2XUSi7yJlbJE0jm7VjOAcIO\nU76zlDzrOdC7iXAtJwd03fTFUHM29KS6+s8ylRDrwEJfwEfMp3OUPBHfDpMMclzTTfUBTzP/GVXF\nn4poxzTnKZ2sjMp4m1gZOXmmu2105JR5I4/5T3HPKvOS0B1TP4pP1D+TKly3Ipo+HfZqOgO5TI3j\nMZkrVrXXjsrERVVLZ9IKy6NB79wnUMgBBIrRyDbdPL6OkVEFI59JIK7Q0tG3Z7IVSf8sFDDy7FgZ\nddmYPe/VKmjRpJPk31/uZoQBheNSjNyQqddyz1qLImMLs5d6us5c4tXwh/6Ua3J64Yx9+n5ORpST\nmVniNRzNXzkc5DSDKChkHKSksASdGLvv6XS17u/WoOashaxIkFMjD498aAB/wdSxinahF5C9ptGH\nGC33ciPoWlFkDrPHopDp/BOqON94HF78CQzwG9X5g/jATm228lIsIjPhupp+yx7INytcUNbs8H9X\nfDsSiEXr1QGP1Hqqe83HrKqFzI7eY29jQ8wnEO6rfZQPh/QK39aL8cZkzP/j3/6HW/uxj22YnMiI\nJcMOWuAOzCvh2jvojJ11EACs4baeVCKuYSqjl6DGzBovaQUUQikiDX9TD2WsZQBKnGWVluTmeCr2\nxd9kCHdkzfJc77f6aQu64AoGE5DgiFmRMdE8nYfRzs/gnr/kVtzXyiT59gixp08nRqkDn05PGnbl\nFH35XddALdoK5Uxta2livMKidYhvyvllJq8LBRpXzOpT361eG2uudGnWOWQM7PQwLA81EX3nden2\nOZqO2MmAcHnFuurKAKc5HaMMIK8FrO7cOmbXDS5OgIWw3LBjqiPGhBYd4WNtQ2ajMMHjRPq1rwdW\n+JhwGJdMCeYTnvQUAxFJBJ5i/fecj/XJF1YSAwkm18LiWL3lfQyx8n1Vpj/5SReO1C0rVamCM2SU\nJ0fhnFLn/CW2Y9nZYjgDdJA6+mo/AXOyL+zPlZEk0uM2AGcMo2VZ4eGcfrR/ey3ljVcFZi+Yel5K\n9pgbIb4b9VmRvq8zGT2x4d93C2bl0/E1YEauFQSQy1Wm4Q6fYfSKQXiTGzWNjuTPKkdkLERM46R9\nqwgq3cAhgLFO43nf8+SJ3PxYjPOoj3jOwW6sZwwjDdhuRJLyuHvi765cJJVGCFT21HhInzBrR8wH\ng3mImPgR/rTyPLuTF1hZkZdaPfK2bSIiPrGKzMBx/k4Gz+2/jBxnzv/8H/6tj+KF5Grmwfulk/Qe\n/OL0ZOCzcnHR9/F7MxznHIM9uSFACC9CNuzF5mqFvAY8de46n/Bi2dkPNehCvv2s3IoeIiybHdv1\nZPHDK7Ca0UZPHzZK4euPV+XqqySzm0YQSVzMP+RJRakd3mnGiYkBW+N9dqQiwaqazi/rl5nr/Lg5\nz/QhnqhJXDhxzToCSNxHa86tveJ0qPdRb4dRgTqGHDs7skmR0SCEv9+FVkkGxu0DGbjNKwqX3O3z\nyDEy2ssZlYOilWqfHqdBTKTimjN5JucZf0w2OnXMUhAVuRpxMJ4jC2P+E3TmIplDMEEMhKqWn4nD\nZGIZayT7xUQoR+6ag2fkharciK0AAinEwZXXyg+qTkoGumkhzSjCZuzIoYlzz2Qf46pvfoRlCHSk\nsABnglebMYeExuyMiQgT2G+RPX2YEqaJAwYJOYIXWOCIrUTz3orY58OdkgDZp2TauOC4jOU3dEwT\n/TeqsLAYKeWMvOQ/cyA9nZxicKommRjQko+QjAxeitlcGqYm5ndm1/FDFU6UkEsXBpKaDex7UIwi\nvhoMlsiMU4UEo6O70AGsVMSL6cKj8zs4ZJz8CUVFsi4G2rUHQN/QzbDZKgayQEujfhyB8CUvJJZd\n49gzopdFCBwEErVAr9xawl2OP54rTlKAuI4vDQsdafIir4yp6flr4GGJONDY1kpeSSZ2cUA8TkTy\nI+V0zCjbt3VZZlyLP8iV5LJCX4yXLlnwE3hIB5YE6yz3RQv41e6eI0bBiUJonr1nQ4Mo+Mr2DfNS\nlefMeAD6loNCxre5nciIjynkOZyeSeyPduAYi4FPxDnyPkcmFnAjSndLB5qwPCmXrovp8jfzcXIO\n2QgDsTquJxHOMIVWfiOQ+LNm5X/6f/6r3wtlmRdnWSG/O+Q0NIYHNAQelJKRbW9kGgsncwB0s8Eu\n+mYc5e56mqCivh8e+owxE68MHut6v+XXdhCbgQJnWqcRsXJl5qpd2bt1JPlEjeoi/gfCn953746Z\ngABdqaoY8cyJeJhmOs6qL5fJS16y6Vzv92oC0TM8J70mecqz3PSXcBmnR2/WBOg4//pf/2MS6eIJ\nu3hFsImzLE+zsdlKnYW5wHCGP1X259vHbbQbuz2KCPKABoQ4cXsutIPK8Ue9L+yKZmC0NqyJmJiJ\n9L73Dk4Acg6KdMQTYAwcUuj/j9hUnp3bzerlgZZJ0+AEu+BAPnRzGoBzhH21IW6V5ub7HyGkagux\ni0AsI9lmK7cf21cUy8Nj5MW6nCAdQTDIiKyVUTI0GuUMIIU6OB0vSkHknnntUPWaPcFhKXOMfh7n\n15TuwLywsFP5hBCnEnBlR4Vx5RBDT2Oco/Ac+KDIiMQlZl99rqex1/AaguEkMA5mfKhWfxFk3HEf\n8lcfbJn/dJ1TU/9Etmf5m548sQZwt+M0hg1X4kKEolGacIcTdrAHBjMSlUG4x0Ps0Fln61q+2hlg\nyJfok+7pmE2YuNgrVYusHFjjVqut4gVeATA6tEnkcoXsMC7Xn58LzmXd+NpOLF6pyTbHluI1GOWj\nM0dpvDif8s7p6AnEldea6Dmn8C5kLGqk6rkQkdUqM9nIOYUN25fW9fdLzfZRUK+Tbk7oODQ3EUFk\nYhYVcJPH/mU/USuZiwuc9iHPXB2BNVWIu/xGkAMIWpDWxkVM4pgDBFYqk108YckjE7NiTAC/98UC\nuHf+Cjsd1A/0Q4RSGx3yDVcImlPeEQPULBnFiF51KjZzneQs8pv4hYdHN3P5/ikd9ik+YeHr2MNI\nsBhCzoiGEofxerwrOniOJBGaDOSVy3lpvbU0jWd0pHEvnTXHMU1Go3QqFpV6iao0qiPz8rpigPwi\nzboQNS5Mqoc64EGm6z7+AODS4i/yhDyHjXTwOhVbO/hdhv3jqSDqI372CmEusRz8JOvIf7EtLofT\nQjTYiMMmN+JEZJLpdkRUMssxsGlcQYDHMGdydM9x9E4gA1EZihhCMZW91Ep2VffVYs7g8TwjCY57\nOcsNvrseKK7XoI7pJP6Rdg2z34oNIhhLERKikR/O1ZvmkUDhBYkAg35yvheKcU+SUY4w08iuE3BM\nUCsiwAFfSiiC8cmpdZiQ45zEOw9c7yA2Rhuy4zkAaq6O9VdSrA+jMxAAumbWE5rPzM0JsoVHMYPT\n07tXDerNKWH21P7GjnIqMc5IrjXJVvfOmcKCL2cX5no/zknFIDq7OfV34m5Iu0NjjA3MYAtxca2V\nWXHubAZO3o4fx9d6YsTOjNtXCWPApCMznWsvPqPgWTX3n3Lcr2W4muwgkQFChz49A8iBspOGOp7k\nccvbaFcpggYw4+6tNfygSjydjFihvMgphR3jmdjHp8cgP6BNzwoSTgfEsUdppcg0oUgh7JYfW8nP\ntW6cwrS4MXP1n+i1AXli2i8bRPuaJ3bsXOhkELfxzkFGsTLj8tmTzTDZXbV9IZvZRAQj8/VNeDwK\nmG94H3rEPT5NnQsdLuveMahDA85AopoYzy/5m+vEBWViJ5sRxVzy5YjIdU1eySH3OX2oCZAqN08Q\nta78gSbhYf2TVxgMOcTjOFrhgkICsbNqVawAqdaj+Yg3LwV+0XKstjKkObCY16qKf5T3fZRPRo99\ngE5E5iuzUa2+7v/1//P/yvtPzLc9kUM1voD8+k8yRWKcY+OFgeUafqxkAwLsZSaon+yoCfF6UNuN\n+K3YjLmGpTPXzqhLWRpS2vQDKbmYq1dOTl4dB/dBNkIHIK+Pkz6sTpwMGbP7NLg5p3S9GbMT7yIy\nBXY5rdwLvqxUamgNNRUuZ2GiiLVHv4FElhU4RTTqgEcncbKCsaAaHFO+MpiBE73moL3uWNa55jgB\noPPVSQSummDQIQ2anDsVjCfBwAtD7B5OexB5ZZGYhD5mM1hBEAOo1lnMG1oMgdshLl6M6sszsoA0\nPvYAx7JGVJB0YueIe9HMUnza5bm5s9JXIoMMBpYUnYfLQWMivQq8GhP5dRk5UFqfHYM495w3ZVV8\nipaHG3UyI9KITWbOJ56yjPht9m/Sd0b2rEOf2Ed+SNVHMGoCcNiT9rI880VICb7mZkVNVRTcy1gZ\nEQAnjGdCCg8CaNEdHtJBhmG7B92QHGMKHWxL1lyPf87ckAY7PZQAzdhLuTpPuVMMfPww/Y751lW1\n861JhRaH4GClOWObqkJBXYYZcvIQqUlO5uuOAhguHfQZVWdyIRfl2I7EMAMrySsO2W64oUHWFHYh\nlKUVO5kE03wQ57xvTYGqAAayE/ph/A/pgN2OBzJOPr2cSmCU2kwhy2Qz+lW3wmOEcClvcObN8lUg\nb2XkbICd6+t7e989IeGQTCQ9bnIixQwfH84hfg/PZp2qWR0IuDRjixiZ44WIwD5Jx1V9rZf9LVMM\nxQ2j1XKkyuLALZ7z4m6BTyLk4RSGqXLNRJ2pFyCRbQIIZzSCbFJY5lLaf45vWQeq6T+qBYY8B+3A\nCVSbWjrBymsFuDzQv/xP//I78/WEWcNlYkFrzc/lK+JxIdZKLfEoIpzGdRRjVLgMgO0xcFF/pD8u\nx88EM9vxOAJncZLLylfjeqJ+rxyylq6M9K0kcwLNVwcCOpExlY4rYw3iqQEXUD6rvRKB8ZLjxpCA\nj/b/j6c/WpZkWZLrQFU1c4+scy9k8EN8opBEA8Kn+dIZIbrZ6B6O8I9IoE/tjHAz03mIg5F6Lakt\nlbkz0t1Mda0+HOvsMjgdGALclmwITkX2r3j2VDjQ9FMzFUTkJS2MoYKbBcHhwjN5sDZlGzbFyK1o\noGfe+AIqwZh0r1Nm7YjPWGbnGgaHr9tVlp5OvLFTekiKC1Z84/PEZJWqe9Tl5CiaO5+IO0DV1cN+\nv9grr9/MSnT0AvYCWntImmswx+0OT5qRUeNnTgErIif6UNMrERmc1w99Amdy1fU3OPgkel7UxtIH\nue02KjAA7Fl0WjzLy7oq42jCc21chb9b74EDcv+qCFOcMXqGYHJlKtjwHaUaPa1S9lWjQZC+nCUy\nyPzLPu8b/71hwSFBsWZ15Eqsp+OxlSSumeBYfHq51fNXoWLS68OdWA+6ceS2wQbvrumDDoiznl7H\nmXnhM8YXsNvqo3yoY9i1JsN7TVxAoQf6nozCqEYRyCRb/bP64fwMYumztYzfnrwrhoiZ2We2uOTy\n4zaVkTqL3M0xe4W2Xp+j9Ci01iKsGsjeODknqBM4m7uETlJR7+3aDjTscTiCETYm7I/mVyKD92ja\nMwNDRZcPE7Y9D1WBj/M61+p3aTiTHZeVvWK6T7vtCaRCbX2H0IROV1e56iUjUk4oEEON18xynwbQ\nqQIHfGV7Ezg69CAIBf3ujAWziF5u6rfyTJxWZBeRIW4f3WeImSAzyFREReGZfgKOJnsLC0Rx8UQK\nMcyWe5zIJQVeMjy7LnDVVfqcQAn3PMWxu4eoR8/M8DT7D81uutc96xlwajztOlYrcYV/tdJJpUPf\nqfnW8yVvZgZxjOOUlRP7AWC+iCp6DBp/AbV5AR9yhD8xhhtvdSzdOubj/g09iBX8pfnDG3PR8/QJ\nOIHNHaGj887E9wTbPM7HqD6BxjLiNudmfBdNXsfobtVPghjDPBXGSsc6Iqs9vZSfunh4trWGtu/0\nBECihUFjPG13kN5TrtlCZvyH/+V/neahoEXuGes06Ql2Bf2m2npPDZ4J+8KAOOx6LzN6mdnGEAon\noELXKfYEaucoeDefhxzGTNvAUnH9vkuozZJMTcBU2/fM8+3rlDxLnTh2WIoswGPg0ZKSY40gh0LM\njpX0le30dB+bLGICUeJLLFfxcAq+7At0ytcWI0w0IwC7p0+ARqIdZSxOgkvX3+BwVXTEWZyldbi/\ndfBz5Exfmatw7php7CLNUuCKuMQcEhnc6c4ZxrygdiuW+Gvxj0ATP8HHBkYYm2V5sNCTb3og2ABm\nZs535sO4MuSMySvzCnexj2fcXSW9LEXERD0X6hLNOM+ccnoUM8TA0UcBBXyFAX2DtnKxwQeMYPby\nN+ob5wDjDAYmynp8xrWGrx6pB0UbJmQv1drJ3c/unMpnkZcXK3V69WSHO3rmPHMcvH4tX/O8ef+g\nNkLI1tPTZ04NDcHW+CMG+B03GORN/7eu72kDeTnt9RM4bCBgApJDtXRdcbm7DLz1wNM83L8x4JMR\nvHICni/wJMhgp6unynPeTszyCn0yw/P66gxNtWtsCflmATk5J294VjuUMlOAcI6qeqJrubCrRRiN\nafZAjjIeRCjSwXFlU9wodRVwJ/lhMPIJisxpuVOJT96XHyAYWY7xFDl3Bs08wPOancyaGjKyqCaH\nDzHs4ckk1v5Z8YXVvf7H/+U/HP1QXoklqgkLlNB67v5+qzcATMyJHry3lOmr4IwfRE2H+z2vgH32\nwiLaz3NcJwCFSHDDQcBgpQ4KA4lm4Ggd/ZpkN4mdWplw1h11gOCnqEBNntMqjqVcXMtLKuaxfLCe\nQj2H90NgEHbwSFg5QXdjHvYsQpDS82lcXo+I/Sja9bxA0EoPIIe1zm5MC/GpdXX8+5mfCcNvW5Pr\nbfPZOoBtveQxzH0jEEEnB+ohJyEhHXT6XWnhkMdVnnTF+uLT+RHGcHiWWNPwspa4wuIsVMrIafeZ\nxBnUdHfpNKnmGqSWtSaq/TOeRyEGGBelAJSeWJkxq9VPPAc4ZwZ7jLw/w4y0BDq6YcRnZrP7g/NH\nIpd6ATTvG3frVFQSmBh06w6WeRh8g/dAiNsOfo73/U3euYve74XNrboVS9xj8mX/EYjSKOvX8s24\nK2hhQ9ihcEaF3YZEVc4dz704dTAjHFkiR8tiKLLKXQWerS/bA1RG72gDU+iyYY0TJsHUjZiL8wuc\nv8JffkRoTVywrmLu4kKlu7R77SMmNHIN+RPjBX+G8hrOgayubEfxkHBCwUWw6/YcNANpqqRZASBe\nlAZQSkqZlf7p73O+lwfVXSTzkoU+iCeSSury1q371D1d6hKFADH0VOHbeRSHUM3v76mnlVgXLgDA\nsZAMErM2re7PM/HJk4Pz1UHe2kXfXD+eX3Kk+0JLPDEgPFjtz8zzRq3box4SsTKEKZ0h6PT4Zn3p\nBI2aOURHdxYxBJdNbyN/Ju9DPI/2jU2BKyZVaLjV9BjoKzJzI3v6p37cCF7EMlDxYDHpjO6YeYPa\njh3Rezl52v3F+oEekx2iAqMCkb3mHYY9bgKb+UeHSz/0d9KaTq0VzKiBJlZf9KQhVphv58vhyep/\n+pf/TYFJN+P+a8fXfk2zG0KFvoipZ3cvkLZwIjXafZ4+/439QMsKsAB7AsgI7p1RqIf2oV6mjUbJ\nMDXGCdg6P9vFvExW3T4TYOi+eIIc7IM/UjmIU/XluJDPeKYS8+4BJvfJq+F00/NSms6OHeY1GMdN\nHbTwyOctdXYA9C5q3MYzvBxkrOYHnNIpWFMRwLKGKMKQnLSpI5ypuH0lQ/00nsHMqtiWV85KEmYU\nMStGl6XymjvhNbDt4GSAGgwKG/0H2xrAxQGmwBpnMWcJmbJ0sHpRe38sz2N2czrIGGIchFxlgrk4\nOeqjn7/+TXmuAc+svhE8iqokT6bzbYA050S7SkM2qu7q4+nOmuQBj4eoSwF9i8Ig6FgMASxG3aHf\nUGBFT/okyZQIqVPVICjXnOcBaw1li0ayIgcJDvSQ526i87EOZeeMDK70WtNblDSQEUsZkvgz9aB4\nlh4e+fC+5mdxOrO0ezvUy8wOwBNTo/tsRKaE+Hg0w/AOhRiiZ1a3fJ6ukntkK/uP7XKTZ0x5pTK3\nZzDMVkb0yOCYgMjcsaRgD6ZHoB6qPF18n05kOt+5qVZj3We6n4q5JK80gxy4h+yIiIuxLA83EOk7\n+iYKBJOH/S18IUeCtIlJQYDfe9eM3NRV+jUYqCoe4gfPWefzzPymY+pXT7Ia3SxTM/2Mc5t/FFk+\nwnetWdYFRczJ+H3zv3f8WIRFGdgqRXsMa3n6RJ+FfvMtQXTMnX124UL3wo2Z5ybcmc41/usQW1PU\n5J4J1QAPfUQsLWE71Ds64zsRo2OABzGBtJJaohaemZ5DP+RuL/iyhKszJzd8e45PVbRCK7ZqSRP0\nzJznXaB5U/Mf/uP/dHvGmY+yXgvQNO3mf/6nf67we9yrzKnIpsSJTn8RNT7AdxpqhuFLgtAqNqfP\nw7kvTPIzoUJN1/garOFCKlaPwRpieu4+BqCy6+lwD8Y+WtZWDZ6n3HM5QvjkEPqOn5kIibuMYi33\nRzUfPxfXxqXYtXjT3UNruI0eZ4kh40BfzR0NjeCAXzUxgkCvsu76iztDnuz/yvNnlm1Wt48d08vm\nBrKViQr7Bk/gy1nmZ8hpdAE2ae3m2F0GQ4Sh2SlkvECW2z5PG+c4QpffUsRDozq7m3m45j1ciN0z\nJiPWrGgsgGu0DrP1ckYaGq3p984bEdID/i7OiOXkE2l9UmCbY6pYTRTKecBJKAZj3ZbrzFMjwsNx\n1+MeTse3Y9Kke2h0YBaKrT3Ro8lQa6oOei50xHepH68yIri5Fz1hxPtancb3LXYTgDkvNQboXqf2\nlzV60jP9l9BhXkfmZjNzuDzT/dQURTH/CsFUv7nYl+Nc3wcVfV3P52L2imddzAqzBm5qTky93sqc\nCH/UiG7aiEF8RTd8YkY3A+KVk5cmkhMEDd/bHYoT8lZGRNsq12g64kng4xWxnssy4TVun1ZDHer1\nKBuMaHqICvY++IN8Ir1y2eozVZyGQyA9NT+V4GrCGpoogKNsx7e7PQsOBphY/25yph/VD1FGo0On\ndA0IxpngMevM4XQEd9B8hhdnWK62Z5hHn1SG8lOm3YlewYvr13XNXqFVLl08jGk3j3JE0R+OyQlF\nlNNj8JHSgzzYZNjE0R6szNLnDVxtDh3lJEAdyBENTBW+xgniUn78jhP4xK7KOUIJOlzt7Br2SXUu\n2e27TrGZ1DX4m72dN+KGNS0LhOUiyJQuxvrKh6HhmsY9IXz+0z/8j4UxrDe2didkfBprMCiiQGEc\nNXhQSe/35oM+fI7QjKGV1RGca43Q1d9pt+2F3MngvhEtNmrK/TRqP7MUFiuzFopdGOIJnbBt9UN0\nqzo16ToeKe0kpIj4yGtbX+FBEW9Q7DWoJJeVE4GtCaM2H7ans3kF3IC6eh7W8NkHywqgds8mA2JT\nAwT8q/1Hj4IOl+vr/r841/W2sMyX1TYL//R//JeIXDMYHvNoTnQHKQfwkM7J+V7vU6GOh8QexsxA\nDmY8mfeS68T3IUdCwBEXuRryt+fJt/QOeWEW2/we2lzU/tWI8al60DFnyRJ2AkO6wYaCe6U2cdf0\nF8f47sn4auXw+gHPIaxMX3VEggKX/wr0gTHFstcUK6bok0ISYWXJVLReWI21Mp35uHDOcE7XHCcc\n1+HnwTImeCYQKclTuyrA6il4p18XeAc2zA6fsXtUhwaolkbqxLzsAiTVCCrTwbKLNSy41S8d6gk4\nzd25Ks1kkrQS2oonSG1wBs/gIRDMF6E0JfbbLOJMw+dkW51hQjQQD7PXerIQObHgDBF4Ts+pTCwN\npRIGh3NeKTOGxZEnVBcNhVOjsHfV6mnyBB5wTbGrxgiEMiZXk8l0t4vilW/NuN18ph8NKPVmR9II\ncxhT9pT8aABcw2t0jYYuHZpoNaMw8JOM91IIX0mCSkdU2A9yGJFzpaef8nkxecSyhx54Jb1zNMu9\nF/LfpZ5QXZjOrAYfZ3kya6djJThjP4N1mzZXHIWB5YHLLmhx/0387HMnn2TXma4FxmAJE6SFU+z2\n+2wIv1V4Bo9Q4zOYjBeCYMN9zlvzrWFNDD6FBrf3oviXL3ryJpFH4V8SYacVIW3Yg5meebo7TnxO\n/92s9EjGirOSaLI4jRm6JYVWcDQ9hiOQAeLt5ENirBcsyiucMR2nOUX1Sqz4lVLNfp6sWI277+6f\nEylZHZ4s5bFGQla4MymEDk+lxxFn54ipiTQXEaaI3jhXhna0p6ubXvJHZXGocdRfxN3HU12rGEVy\niTaewbfxWIhF8ciTL+OcwlsAHkaFZ3udBI7dz0HdWvZKrIjllNvjU1H9q9zxc6sZz27ohW/yhjxh\nxoIv1989a/K460ycHH86iV8FDsv6zQd4NmpJMZGdqQ2uu/h83UcSIq3kYrCNicfkBEdBSjXwuWk4\nV8U1Wq8YZUAP4dbgD3vPzGmDz4WOyvFz9sPokeyma2HliMwOGqSOUTikl8TaZf7QI1zSkkYwe7bD\nJLImR2AedxcswJ3V5MJeoytqNR6wUUMMF42rvYAjPoH9CR69hxWzabdg0DKCpXg6doWefLGz65oE\nvq0Z0tDYb9mJUxg6TkQvKqwoqd3qtbSeuG5dESi1K6NTLBd9E6MWZzRll8Fv0Ikj1dCn0dQWjSk8\noi9FHg2UkQGmoPATwz2Un4OqcwPfde7oBPPJU3B07JpMIwSvAFAPugXqkXpb8e6/gNqZTJkMr7F6\nZphrpYAZa+ZZr821QHltpdKR4y7cpiLgGlaDnBV1IpuoHIk7NHqNsUjxIho+751JDAiNmlZ3PCvv\n6xdLT9cMBR9X1RlIm2vHlWqceL7uKdLSUJK1BUoD0c7xhiXd5iGrdx+RjejQazZ1y3h4Le0Lc0/Z\nrOPqhzlgqF8PIJnCpysPakeD7EGPx68GbuYiAQJSwC8b/Jhfs0emJiNyjHvCQkYVvzGVRQ+5fP2i\nxTkGKqMWJ+epvu2nFPEP//C/uqSFHLur0LU9hseo/i//9K8UBSZS7e4z41nDveE/cOeL2nm947CH\nOXfMiWr0QBOKKzOoGUajZ/V4vj+oYihgmmwLM8nKLCxBsl/FbAcY2tLyiE/P6V7uAJ1dEY8ohfxL\n/XRXp2qj5FeLBxb8LaynNLZrPm0Gh271sHrcFmMWHx0R7a2T6cabE8aSY4POPOQ4rav2v0dFPWS/\nTZyWFjXSeObPYUu66rMqhUbcD89AgfQKKtJrgCbK7+AE1kxQPZqz5il0JWVtx54dyNPw3TglnoxI\nvF3qlmdXamRlICdmcvyYFRzB9ouQ0EzLR0ZYuzNbz/AMJ3NyoMZEFYN5DdTlMaEGkBOyMRU+DptS\nOeiIml3vT0CwlnrMrwdGmCw/p36H3XJvOYDRZHSAr0aTpShiHfvBgTo0GcleDRjohNgJN1Vm4yPE\niuAbu0RgpiwCSYhTds/7ARlMwjG0kRw5piTupcDsA3Q9M49757mAaL8lxIqYCDVbpzms2iYjrOkp\nPe+XrJK2a9S9JFkofXNGM9k1gWlN64HUQBe7V8DjZ+rLc/xwY3mtszVA38AdqEa4ws1x/Sl5rQjE\nTA7jnWK2sTC7gd4Y1fR4HuV8pPX04eIg0NIw2LHeQZyeJM+T9yQyA7TRDaN1Hs1fKzUGMjJmeFqG\n0qPBtA7eSMYyGo02EeW8maSdCD3Bwrg8k9o7xMvYoHVO/JzTeRjiHWMDFt6iaQUnHEBOeKYM5avq\n3IHkA93Vc/ixVkIt/ya/xbIRtbaDxjM4DS5s82o0/ER/l62JQQSE6QnOJx06PWgJkhMGdzMGx+FZ\nkbvFZ1CopXF85fsU5gm3Q5RYT2O+k4bA4/XXJ5fYry85JMMHaJvz5DyDIf7tw924DEzwMNqYG741\nOf2pJ88puZz2xSExCw8BIoq44TX+ABQD/csUNny1XnGL4V6MmB0jcG6pzUaTnRqqUtZSrIpTc39d\nPzzybExS1Mfcw3BkdmLOTPFM8htllR+vm2oMWmHIHXmw3sTrsOKtk+fSQrz1004/YUhMA1ASStuV\nM7QtaGUArFvRb6lHjk0Ui1PdM9As+PK6/NdrZiOgxKccv/l0PtN9LMjp76vdOVSvPn9U3clvvhTk\nmR6guoHCGq+FtSjmBEaPe3IoowWET7rBfvQOCQaIQ8kmz2Q9DCszEKrlot2hzqC1JzZjX83VTcDK\n6ennS1i7v+kfyrWu0h5ZrqvG0r3f/4hHV3ubo4uT4bZ/c/7rmTiZ5ia8VMgTEaCMrM6ZIYf0oLtL\nd2kwlX3c3ykg9orLILuiOxOARvFw5EAzpx3T8lnfGiYKpj2qyiNWvgqhOFh1ZWyHf4d+s0qAoe7N\nAXPKI/9sIbDhQG/YyMEah0nHBggeDvkEnuMqhNdoeQsa95nvJP+roGb+UPeknt4/Z6Fzh7aCtfon\n0PBarcXAJruEl3+M+HF/G+PYWX/bo/GMG4MpT8GlVtZFRtueCjkytJmmwnrRoXytVboG8BTPK4qD\nRllhcjakcjRMFndN9BupPEd5OnGGNe4csuCBpzXe0bHlYTfqzNhS5br3ArwK6r/ojURHQ+rQj/ko\nA2udzQb8zJR5I8Zr9dGUOgBX6lzZn0xwV0SlSa9bV7f0gKmbUWTKmYqs8TQ4JRv16zDKFkKTo0YK\nUKA8B5IVE3jGQ4RjM/aigjPimQC53Bxdo8jONRXs0g965giMiknSFInAaFAOppT8h//0P8cuKo9R\neiZPg2y+jeZ//j/+C1cadBMnslOYwqkHU552P54Zj3nglJfkd+PZ4KM6OOP6S9sTrdIGHDHXPsWp\nAaCXBWzpfvap427No5msj2o5YhwxenAKp5r4pr7GL+gPxLK6/aAHQmyGso9r8p4cVex3pJa1EqnA\n7Ob6M0Hc6meb40vcrwBex6qe53XSwO3BTAzmjZLRkmDcp9F+7WfGQw8hKijLl07M5EmdyxykNUpk\nKkKf7vVvHScmxFnT7u47IM/u2UU+Kw6lihwFiOoDTCGJJSjJHYjoQZ06bmAM9IyYi+safyaP/Pxl\ns3JEq8TWehLRsCrSvmxYX+popnE5/wYH+oHNvCLDz9fVM2jzsb+Po+rX7MSqYFEe5TF6GBMBeHxC\nyKQyfmc8qeeZy9auvDCLPTGjPgg6z/xRrz+IEmbKp8HpnnNGNWRn5GKGRVZFtdxaE0B6yx8UNNz8\nc8c3jJhflKDouRr7kclO1UDIX/HHWrz399FPuTIYSefwTebD/fIaR+Nn10MPQ0i/va2JHdur2sd4\n7K5UY7H0cCj6D3bX3BlPGac+P7G/VEz1dPEsQIKiPuOerHsRUeJczqF7FTCOGeXMNj9YBcywe53T\nXT32bCONAmn5cGbxcmYHGP5LMsroGDrIRLsf4An8GqchG+pokcu5OKJCepBP01Mrmj1syO51WmV9\nk4MJTzRQ1OBzTWn+bN/fwUBNmArlhUh3s5sAphkq/0JQF8W3BvhFjPDWyFLUhTcSC0xXqn7Fc7EO\nprAdyo1Mx3PwNFZKyETHR3tv6H7mtGBFA2eK3UKu7Y17/Uk+hjBAD2lP1zFQoYmB1jDkocvqCQzk\ns4cX9koxeXz91Kr5kl/AM1JJnQtBVsfhMrnsa9a/g6l64ucLr1Y+Evc31t3/33/9x//HFSPfRrve\nNVJGxSAqDhNjzMHbgmvwizyjmUdqOdPaOol+fga3JsQVQ95IQsOnwxRksMMwcax63uaU9zAr3fsE\nDwnyVj4rY1UMac1YPlvj10tvKJORdqfPjMZkALswhypi8eQC+uMK2CfqidpwMki33FlYp+tRL96J\ng+iGOW9jJwfq7d51r4pb3W4MXQSQgRWht3YVQEm3VVN4Wthi0HJUg9UWoGUpfGyccXs8bVBO955x\nxyMpbB11r5IOezgGcILnvW25w13GjUkiM5OxnKNjPGiRCwnEcG9xmTUz32HIuhSJAZ6Hg5AotFm9\nOJ834RuF+GHYqKfwc9Tt8AM/RieX5+J35zciZs1ZPBnqFTYCRIz3YKfz6hbrqJ/GgY8nkM0LCs9b\nEI+a/WjMGY6X/Mn4gQ7mZq9ID+ekJ0ziVbMkB2z9Cil4kqfCQyMG6c0lZq10HbXwlijHjef3av+h\ntVeg6Zr2KVe7fLah1vmiHmPBkjFuCouaWcM+nLaSulavfDTlEl5xxzA/1/9dxdY8oQxe6bWPCcQG\nkvL65ES0MB4W4g08iMU46taDRAofIk2Is2d62mH/msOyK0PgbkXHXId95iZmOZavSb6JLVXMzzp3\nYJCf2+kwNVKMoIhIm2vEE+QmHN9cjxXtbYVypAM0SEaqMubYR/3kAxqjLgzeayWO4tcH2iyjZ3AQ\nzV/ulf682hX4YXFh0ZNZcR2wfZXEv+YMHKsZj33YzXnz11K7u5/ian2IE1HYRxQhNALnQlkG1RFS\n7BZufoFiT5gbc7V1vvQbvx4sQvPYvCNe8Xa/sc9g6IjCI06qnHhCM/Q48IiPRmCAoUhwxRlPlA7j\nefqeAWfLCwz7n/+3//3XkqWTugPN6uoGgUdvxDocechisJLuUXd2cxq1OMiPYyfYsxrT5QIqK9Wz\nhCXs4XpheBZh+6FrZMuXcRXRfJxnWHazD5vCXt4DIifM7uzvHNeolS2ND+6KM3x/F389lWc+owhq\nG78ABCdenEqLj+HC6tr3QV+Ia7iYDnbGV6tOt36gk+wYaAb4EEFurTN4X3qLSJrv71zmhM/CGbOY\nzeiyZyhDw/2WGymhkIceWm2No82BALWWs5a8ZjRrvJ9zDm+BfnzmNMuooTArh1LPFj6cy7LpHk0T\namlaEVprrSuM0z/nNFvO3bTrUd90m7xUA3N9AAEAAElEQVT5uuw354/TanO+3j8dHqTx8SxOcNrn\nPbYteV/nwxNGMyvUoSmqbMX4c/x3OMKlvofPAQrbkw1CoZCweE6e4RGYZlc3xqERIUE982dzk4xg\n7jetFHyRRRaVwf23ynzsnjWGR3Bf+YgLoy4NQQyvQtQp3IwSMpkZBdrFsh6ykwpGaBoo4KgCh5NE\noDzPnJ+wAxv4FVgWAi5rnjCOePOk9F8zfnXs12X0N4Xor3lDXoxMITw9T1Wdpkm081YOUL7pSZw0\ntmO9NS6/aQXZK5vBKrFBA4vDqvvPmcPO6m2Uh706/zs4ggCjFkzjXfCsvNBGj+2OORzR16D5PXpK\ne7yVGWnh5alygWumvi8LyfIqY2RyoplDPTY7UpFrwajzA30jDvJMi4609J5VsKbo+2huZqPFSU6g\njLtZXkm8REc1XhaO5cdGO0OaQv15prm3l9LqDoKKWBcswqpeh4uYbAqTPjqHddg8T9avpT+CCXZH\naq/ArenxMTPF7Jkbd1ZftkMn0KLahOMw2tQoJyFrIDzCv7HjsZ9AwxWwIryI16JGvR4qpq1TBdS7\nO23ytgiBSup9R36kY66oxVY+2qWwTsDmOY4jTULyr4X8b4k7nONVs04P/CTKS2BcrHTdPj/O8kal\nd5snNJGMTnKTnrpPt6dPqD5Tq88Bj/8I7ZYL/bA/nhU7NuJv8GdQqgrT3nj96lM2pnm8gEAuZ3Sq\ntCey4/fDR/rZ1b5XORgj1vZHsZDlNcHWWzaZtuW9esEq3PQsgsApHJQ0Edta2hEgyw+ros0Qdgrr\nDFkT0/G0Hzn3BF1saLyKMmIq0p09sGR2LCA3/JEvkp7j9lC8GtmP+p4IxYfxkbhsal7kVnf0kdlU\nTdGGdEVsKdq6a1U+9atPmyFqzzI2Wa3bccYVrtAzaz9hxxvXId9udkyAa1/dax6e75QRO9cFbcKT\n6A3rpeTMio7wTOFptJmTfSsFCh26gVQgkZjkCAijX0mHbm4r+syAh2zr6mNWJU766MxETPHrEZ7J\n37u/ecfuSysrr7JYyLKW8m8Roa7xF/1wzJUYFntewyoZO1akQiiq4empQ4wC9MnHkxPpq8pTOEd6\nfIqtE3SEPeoXQPXA/XImV88elSIWUC0hwxnUoM1EK2vJsYRY6gvf5p/5Vz+MhXAbLatbgFBiMxHK\n9ao2R3lnqLAdmSj7dNvH8fOqCoyBjqMQIjNmadjs2m6zxl/7hwCVw+jJnl9N00/OKC0P30Oo+sPh\nhLzYxl3wqfXOS6GEl4c9T/OOPDOJ/jQB2AdxIlbiYqkaL1NDrD/wNcb83HN1m99aD/T3eGMNUdxB\nYAUh213qeMEZ5poM66+urbNOGEnm8gQfDthrJnLWVM+3PcT2qO/pEWF2U+wlrHlJAiTXtIQXEKD3\n2Ogiz0KjW2aE/Rn/vQESjkeB5XUqC0xUbn8Xe3yezpromfEALR9nvz6ZlFfVcoQ2uB7LZ/wAWMol\nd/PJ+Ak/41/dMT3muzHcYmDVhOuqwx8XAwTAE3FHPgyEV4A9xQNV+IitKdURcm8usgoGVmsMBHOJ\nUYNzrMeQbcHXiyqhO9/Jm7KXmtNk2Y1b8XvFvVQXOE8cz+pvnA5+jKgcCN5TY33px4qZa2YJzmzl\nwSYgdGT75eG/vBzi3clqKEQkIN6KWtkDD/oYHifuxGms1e8JDJ+Yj9iIAwNUICRyGytu8ouBwPNu\nhokJNqMRfeapTtBtdHXXPYd19yTWxnKxwfrshHYfzU/Ed63nj86H+WQWwfIFbcVnaDeBO+IMppnt\n1wL5iq5NTM71eeKMTtcBzhb+Lv/CYusplIHQKmLUwS9VHrBCHYwO3tCLmg/raI3yCDIXCZPo8VOt\ndzc9PS6jKXD3rFPvSfQc1YzVJwtcEQsSYh70n1Ro/sZZ0MyyEVhrCDdHgSZC0o6DaXeLNSu80KRe\nRaYKrulmk3L98pNG0pGT6Djl56lskN7oa3rxNA54SSEuozSQG/y2mmFBGnFEvGefCQsjSKIYBKEm\nn6jTNyM4ZC8xYUON7TeOwy04yrAPuyIL1PS5zUbJXeUp67ylR5lYY4BAPJAJagK1pgY+fudJ00HE\ngj7uK6ITnYD9YrHQ/X4bs0fFCbZxvwgA63qflTCTQbglR45gfEO15RPriZDgmX7QB4Yt1BUluIEz\nMe3NWQErzl9RQ69QRzgElepFbyYnZ9jpyeEfinWF6Nmj/JFsbrRx2zBDCeHRUOdKZep+eLfYGwfK\nRzsY0W+nAqsQUF/t5HyCF/NJTTFmsN3hQ+pgVTHmTHsCAFSh85JrJ9FH8/atkc9hmWLEnpj2hblE\n2TU6zuNQ1yu/EGWxcY8nsaNU36rT1S5zELAmRepzECfgGNSgj3j2F/u/aZ3gfu/Ywl7SpFrGzHyr\nu5ROcnU+HTey2CI1McaX34Mf27Bok9fC38BdqPZPdQUiAxbLHJjhs3Xn5RWZ1C0VHYf/8v/6l//0\nH/6fg1J8rbJYXv/7P/5r1BVuXgegamVj+41VoNY1iP42ujjjLt5Wu5Pv2WMGeN5anLaiscgVSh9q\nJkZ+z3chWfH6StVDYxnZGBzEb6Tpi7FzQgczDqHfb72qU892r2q8wF1UsFfE35eezZ8x5hnPCfVo\ntVUhGWxHY8qFRkOvKD7goSZYwztmNBAipTAxL8MvYJKt5SVTPkLN62VMIqYInH4ZlE/qCQVixVkh\nXXidbVNZnaXrd86J2qwPsMdrapqnAz2KM2O3BxGR/Av8coYm4nK82Ems5Ej+vfbvkZ69q4fFjShH\nMxKB08d4EIduLioYSgrTrJ5xdQ0xVUN06eWUAJasD5U6f7ACmog1rTWdqvc9HMxj25q5aF0BEuRU\n/lgtUrXlTQOuev0ptMCxoYG2mX3kP71/9z72ZoeQr+o+nmcXFpnty7kzz3LouYbTYqetOqfxaPJV\na9XsaWA1NzyBjpU/gTNnzuzl1LtWVSwA41eBRzvGetZyiprspnsa1jTaZjDG7GooYBR0cxHUoR0R\nZMbLAg04wefNHGVoHHFiZp+DKkJuyM4VJIiZm8Ki9VkVuqtd59c4giw9YGP89PM1JnZkDMbFPUt5\nSezo1jOr2zPTQQpBr7cv7d7kFnYuqKefCveOwmIQ6pDp6ZnhicEyj9NznX/8P//pP/4P/8BJJSZi\nWtP1r//lHxXuwO05eN4i6ExWscbHL5uIWuuaUFk+SHXujsH72GI2zfhOnsNuBN/9LSvdbM8zozya\n76nnfAGbJobxlVb7D/iXWOmnkUR/5sgHk+6PJ6p5uLmWdpD3Zwan8GyfSG8zm1N5g4bYYKDDna3r\nLFugMYbUHcBQeDiPvU5cPdIMI5zh2O9qhsPBK71Bb3j/0z/983/4h/8h+/bvb9X+53/5/8DXmO5m\nHftFPIgbg6Igm4dzSCo0jOJpGuZbtojhVJTDsZQcWclYml7GPZ9DQIfVejy5vCPht6u4xsH40jeK\nOkV/SzH5Nzumeyq6q08943OI/u/76wRbW/uT+7OPCPiueg4emndvW8sddXigIfkXRG2KB0FCmhk/\nRjdBhqDphBCaAc7Ec7bKbSGm1yAf1DMnIvMjbA/6nJlmU4SUuRCb9YtnVl3pUs7Dc+Nh35jqGpZi\nUhiiFIbY3QRCRuPQlRVROV/dbm98NtYxh2GIsqKF4+Rko2I/VypW8hEM1+kzcyubtDWM0QcpwPBB\nd/QznMLEQEcd6h1JiFrvmvPfNY1yfM9mBAbqWvPQaucD9pS/mmfLUhW6sjrO7rgmwmjgpE+O6OUm\nHQSwwDLMYZzOp2EW4BimWf18+W8H59fkp4YB4BefmS9vcTaoydYufzEPuqfzePe5iF4Bmi9oOxzr\nmS4qGTmqwjAGdHNXQJ4kkk/o94c0pEk9aRtR1LwMqLgYJJvdK6YRMWsNo9S4CjBHgMKmpz19Wo2L\nvdouFVyuSURAgRRlwjijh8LkenIfs8Y27iSWR3Mmxuw/47kj1h+Xkm7N4zxCXV1q/zRghynUwBCg\nuVgadEVxtA92GOwWAfmKWQaLQxjAEGWiT/onoMKvU9H/73/5z//xf/qfI/7yvP/jP/3L8ibaYlvj\nEQ5uYSg38UXVYz1rgb8WsVblZyZPGRgEKhMIsz1GTTuw6XC4hWjH01EjIti9TqNdAZI2mh42hA8T\nb5ThhbRLwGfK5VdSlxIJrb5oQFXpyDObYWa/w07Ts6fWdLpxyyQ/W2N9zfG8juW5Q8rJAgbPM3hV\ni4phUKkUrWkeumGQK2iA55//9Z8m/iv9J6w/+MvZRzRHXTPpkt9GfnRYcRxfPEcUyEaUAGYAiXdj\nIJgDOaSYmZ7wZBQJV+gR3ZiO1ttYDrddbnaHg/wBvoNoD/v7nLhnnSf50zCbNN+OC5DUykgGx5q9\nem3PJqk19LnPzJ/mgwetT6VK0+zX8ykQMb0wzhwsH/NnNNY1s3uuLm4WVDTtGIS77/LZ4Ed7I87E\nTG6HGu4YrkAnB2kkdFnZie4oXMmtfHNIhqNbZZBcZLA7poMYujlhLRD0W5jGMWvSjTCa/rF4AN+7\nnfbL+rkwdAoLVrg1PAObw0WINj2Cjcabdxbw63DMOeURvZGReRYyzM5ur/x89tM1z+Cp4OOos/CT\nfMrrgI9Yc/LHIccOL0BrWwE9Sk7qSJrtJzwzMx2l7I8jzjnuWq3g9D4HnCu9g8EDPsG77Co1AapL\nOIOyVbOmEO1gK9ARxzojGp6VLdoFG2BYf58eHGRrjfCapT2lPtHQpMSUqUGc6o7syPGKOTTIcR6r\ngJBTiozFC7EPP5wVOsifmR5v9Mbx1D18hEmE8BoFY7LOPoI34gqrwZtzhuUKYWEZqxQVRMcDkSsY\nNKKMDmqRbwijvW/xO4+qrzAaA/SSAt3tU/BGpKNx4LKbd0YEBS0wiC1utHRKONCEWKMakE+Y6Glw\nePSP//mf14WIcCu8e+jOdgwig9vE6fChvsHfIQz+aO6pCxil8KHTXY2vA7rWMNml58kyEbm0r1nl\n/Cb/LXZFQ/OrFEeYCdYyB9MkEAaOb7BOzBMeZM6rTp66rKhkE76UyOteMRIiTKk7yLKrSk+rkkx3\nqmX22CN6EY7HfBK/NjeTFbYYzvWVZhAn2W49Z01ktGCc1XdMs1mRQzwxIBsZxMrqNac9SDqljPIu\nfKYbPUa/ie2wsAy6AQ6QRtpvMfc1djoiFEaN78EZv/NpIh/Rc1ylAfIuN17dkmIcQ85pHV+rFWZ8\nge/UtNNDCwhhrbE5zIpNkGdcHOyufY8q0X/Iv6LhqdH7d/mC5oZNOTMCCikcdbiPFz00crjAigM2\nO/xM1xrapH3g23iAZe1QfKw1oYM+5zSRV+yg3Aut4/WNGn5hnWTE0ueBRiwedcWMu9keLfaF3kMq\ne41cfjRzeY0l+69Q/nSPY4ay+2fmPWVtrxxslT/QBstv0qgrJgO/xDcBBwJltCvUuaj6RfDmt+Mg\nyJScXImQBziUcv7efdAkBbg6qiPwSnfBE2FM5eOkuNCxuj5mBSrd50APIoMOT7m7nD9reftXD94U\nA87CnTwcrMj8QKRg7dwR3WnYJ4x8jFRdMVZA/L5iUNeKnsAj2uvn+qjDT8sWIkfXAZnfod9pSfaA\nKrEHayayZqtS/cd5vjOTdKy/FNzFV/nF6lH3am5EBpGJSUyyph/VAJXoZR9PtQdeQJoAW6p4l73l\nP8q/ZLR858wMu+33XMgRQGgkJmeJjDnocpCa9p/maCP+uIXH/SmvxozPmvOrghlfYJpdhN4+Fo6j\nG11MSY5e6gC7r8ankIlOWlxP2BHo7Kef5oCrufnuCzHEo/nhS8IO+JKUbuKMno4SockP0sJXz8Bf\nurgVq/3YTw7kEaeocU6t2ZuZTJg14o+ur6gz/o19l/KOHCoVyRAQfJFdd02VN4afyhWjmJiuWxPg\nMjY75/EdtcYec7Qm9DqBhyUwKIWkCAb9snv5XrfZoXs5mqsXDOOEDrMfwRs00o3H09OkmzAD/sSp\n6FHkKE2FgE+4nCjp9dDpHXi5px2DNFjuMoRIDDi9ygDOW96pYQN8IriUGs9jPv1O+yl5XezILs2Y\nuie+433V3z6WB242qEHQf8hF3zKCzGvHFa3BDP86BfMwJmS2+HCoTjtudPvU89THZ8k9244T7tUz\npBjvUGYINXXIL6PCEdXt60fXIX6Agt2oM9AwSmgcrYkI1uqhe9JkM0oeJQPJ3qhEUYdAYHfkY9nr\nbvFBj1uALYw4MFA+co7Dq/ODgPqg/9RVfbE7ztMH7YAW4JBzc7c90wdjmkqwkcDnyM/86FRjznbR\nauIJ9CzPntbQNwRIMiNgJfx66IYwJjEL3Q5zM3+v50aySaE9jQN2EDuysH8yZ2xGxowxNnqm3Cua\nI7rnDDyj8rjBijyxoq0b0RUcuPhGxJ4AWBEvAuZX7Mj4HSyfF8nSjBQ+YYaft6Aa7e7VtKNCk4tr\n5eiY7ZDE1aKTy+77nPZpebzV4TcuqfK4JlVXl6nSVq8ZWFYY7obCIGZYg84DOcy46Zmu/rEH6iIH\n2YhpxJwcLMZxvoKfVK84iHMEvxcb/hE7NHU8c1hfgqvPZ7w8njOkfQKHUnPsAYxYr24S1+5PNrvv\nyH8rfwerW2EmkB1MeAfleCZPYdBhmpqYQKW5yUjUhWraima8o9tu2QNXyK9/9cmo63zzjtS+k1MI\nCJ16wD7CYD0ndzHjzn0XeG72NzdifM38njnd7HMKMeRrgevydxrzeELY8hU39bvQreaa9F4dEMlR\nsKF+YbWB1yDp5YL7EBYeJGbVBG/iKa862aIDxkhDIhkikRhpJq5GPnigZ/Fcfn5VvFPCZwCSHGPe\nP19Mz9pIiQ8LNpHcWtG/5pF+33Axhtm4EJc8jufR83Da5kv2DnmOUAtnoam4834GhSQopwTzoAb3\nX1NGOslEJ6qj8evML1DkSTKVCFEHWZiiqyNiLNCMV5BDQ0hD5WZ4/9KViK2uaY8z6UT7dJXt9+Ei\nCm7c1cOuhXajAlj9B7hGx9mBefFoF4Z3nZkSWgQiB6m7A2d6pr/GHXyB8AmEmBe3IxcGfNi/2T+e\nGrAr5MxI8nrOriMf6GFTjKUVzae7nvsZWbGhy+PytMh8DVZS7T6Bq5PkA/xOPeAF8LgbvyO54rIS\nh9cEOh+U8CQ8xG81dDSn+kf3mgdhR7RBlkzRzpoLE0IRFSv/Av9ECbXGc+SITh2ZU8NBKp8zHqds\nTg9hgk22lMS4+5V6Ww9wG2z7Bs6Znu4ZxLSPO3CUpYTeUGXVefVD5ISYzNI9/noCTTiSEz7s5crM\nbo0QL87S+umXtmhNT7vJ4WXiZSPLswCbYVzTgUDEqXy6nldoqWMhACemQY/G7KBXRuR7/KSYi2jc\nrNcm7prq1nSQzmuku9rnvBX+CncQWiD5BGbglVrmMAo5Rs4h0IJ9rhv/vq/l+Lfib3TvGzQxK/KP\n4/6p78kW+5eQHon91kCvOTREB9f7OFhH89OHfm6pAObiTuZoGa91ZcQQwgJUjn6EOUSN+oc49KPq\nPYLi0S6OOsUg0AentC4ldAUFVmO+ZGN14hDd8j3sigOIpai0jDUV/UU7q3/RKwpwnxiEtoYe13zL\n5xRPJ/CHuJo7qlk2p3dPtB+hZTbfrm/O2dkrI4KtqF6zU+aq2Tj5dFY3+qn7qV2xqAqdCbaTQxHa\nGJg/J77enUSW162ZHO/DQyOelwyuASyYnBEREjqmBWA5FrH24RT6xEGBDZW2JwMtz+kHrm3S7PXq\n2WHNwKagsX9XnfG6xCV7T6/yK0EbtMqLNueJaKx8pLqaHBEf+JJBnkfs2XaSPTonAv5EgO4iy3P6\nCEl+SEiowGnOy+Nij3Gmiw8H4ied9HT72+4YpZlHy2TiEnIxZDOw5KVZfagJnN+j8mpkk1u/Ufe6\nOeNmdi4m8/LWLCv2hWTPeIrHLL1n5Xzr1yft8DzjA9RwBpSberV136gvOjKvbah9DgtgEhIGwphP\n+neWXL+nfjhQNQ2fQ9XKXBtv+5vTcUSDJIYFVrTelNcTOoIB2eqXbbpaa/iZ2lPTPlPNzb0XnPZx\n9yp73ClE1sjpZLMm/X9hbawwOK+ejjXw7riGXuqFtiv6STi5kasar1V8OIDdxXPiRGCP8KBQc376\nu9DiEkRlaEeUe/qcEo5zepqwlBkZs+KEO5/pqnrRyAgTB2jz4lpe71EQJJfN0xTRbT9/KbOZtXlw\nnnwSEb5KgyitCfoa/BooKvS0TlPcqUGP2mpO4AmThcHCYgdsYyZaOC3XAHC8fpn248/ggyaq+Rqi\nErFevzVxNa6fuYa0FfidXSqknOFM2uwEo2N5W1i7Q+6Cyhg1xrjHjKgM+MQ0u4HhRDsei6jkLfYg\nlrRtHXRHddQc9wH4g6jRGWtVXo1fYux4EpiBzoBqaxT41dH3OuS0MR1o8wwNhjHjGF+2cip6JKXo\n09kYq61KNcbNxoRGZFoYHMxNOzo4v4RPtFi/p58Tzfeph8DIrjmNHqs7MBkzznZSoc9EzjqtKnT3\nCwdmQQKJuhnP7P1w4TA1H3I98Ncu1wKTQtpoQbuDEZBjvqoIIxhhKVyxAhcnXZYn6cSM9CeX+lcU\nx/ngV6/LRgDCcuWe+UwS+wv6hRdgNfJgPM9Tj/tcyL8t7OiHPooTvwStRzSOLDj/Imo+k8/vJheg\n1L34RUd/lx9RFZj+hie1sJcgfHumzsAQV2lpGn3KeB5xuMJAHfftcphUwmGycRpPL9sfMwvoSTz6\nctauNedjZOYDHIPpRnVQjGhkoU7fbqKXJqHF/rWH1/TmWYZHD3ho8HlJ2KtlTKiyms92rR4cMgw7\nmtTyWh30kmUMK4p83O0mHDYe9oXOB/Fgtn/2Afqu4RNhe8/JoflhZG56SqaqJQEevBENXVxE1HSN\nTDFdUYqOGU2uClnJNlkDn1H0O6S65tDTVntxwtPwBJHZndMZfy5h1+e9czz4S5r1y96IR9nBUp84\ntc5KRjGmIRQTlORmN93MNdoP42leNt73PWdZCZAhfnpmLPNEHRUKVyczRku9+OQzKP1pfvEXLDxe\ngHfsyQ1HORpcnEvnCF2Mrz3Pnd+jR8idyaDez2eaIzybEhcmUfkKsNREv3xjYnVEs8VeOsvy7EYy\n9CJj4MWj+SHyJ/JL7KxfOktG75+OI3B+Mh4y5BAhIhVLC99HNR3wVazbTGDvXn/7yWvQw8KYjmhe\nXIFEHK72rne/OGe5MyZE1HYRNmiumd3dDw7CoQjkNldXPW+ZNKS2phADGpNVcZAXmSAMCL26h7K3\nKif5hLXPKmbjJSbO/z/fRE52AFsMvBjIQLycMLhihRirwWmzI82Ao8BQZ86lOHxDnLX6AR9AXvLL\nUYhrOTQVcB3dinkRkKslfCb2aB9M15/V/ehM5B8du1mRuahseTRA0xYlvruJGj2J/CB0N3SAjsXY\nMQxj/JxByZsIWtnNh8jljsS94rHO0+ijRwp+LuUwH60jcE6GV3oBu1/m7v7V8unvGTYBOZ8ezyjy\nfeYSLXo0DDPcMWAHV4kPOY/O4U1akWCqnfW40ZpbOumPZ7WP4pvpxsJQRTwznLp8ZYk6I3hiVL7Y\nn1UvVmKnkdl7IwDe6MERnJCinYMRPc0bmpyMYS+NAm5WxLPQ1PK1cOk+53zhk29SUzFKa42yKtzE\n4HiGNXIHMxlrwzEtKCNCi45sEGss90DjcLlNmpwIrB7XNGe6Xm7oueQAfr2MyzO33PY8yu8KLOSZ\ndEbYpKfTZ4lONDFvmWUG4xwS2zMNezHIiHhZj3wYxQl8Nx06cBMJrS/ia6gZiAlUTPn1tiEE53Ks\nXEHPeurzXHrdjTkMR40awotwfDtcLRBkwRqrewG5cC8wIrRW5769nmpgLkUGywAttxDRgaM+mMb1\nFwD8czaeKGkG7Skb7OQJkIwbrEhc1vKC4Rx9Crme0TnIOeovMDirzjqhYTQ2ZhK5SnF3BiKn55wH\n9+B5X9MkFS15FA6xQRLIOTaqMOlTnHLng6wOQR8fWbaL3soc5PzMU+FERWNzTyyj+SDgaM2sifbn\nSL3or9JO3Wv9OCXuqGsaJziMHETV7ooz+HIeYgf/GmON1MojuPuq2VEf9N2K72KS25zGGyqDM5XB\nbFeDIlKVfjwJLApSKWMxTQ4xn1+I0z6rDt7SmldK8T7ZZqWuSy8QFwyKSx6irOPVzZxYoJq6pVcM\nM5PdAid4kghfYQNfWqfDXLMYlyJIIxx/oYc7UTqZghzuizL4dXjiXcO37soeegYxE5SvqKXpVAua\nsSds26b64k2dmKWnMG4xPq9QmtNCZsAyjTiz37px8S7EyoNVHeUHUUvB1wWO5dCpPj6PJV3x9gDO\n8er7mmS7nq5W0ZNFWLp0pY3nnj4yRmrNMBuLTK3odI14qydnORKX8YGyc9gtOcjHRvcaEOvrrDP1\nPMEnffZ3786hR8+Zkh2XL9TlJ/p+4Lj2dcmxnrVLp6ujjAE5kNoVLO94Rufm6sGN5dkLKY0GfUzE\n4oe/PhXz/J66ceV8kqE0cXxciBz/d5iDOdy1u9gWCKI1w95iLocMvtQn5AspBrp7JjSCoQCY4T/M\n72CGRpygd+X1lwyaNsYiI0ZxaEsfGzrwzDFGEiv6ecl4pzzPqGdSusJK4QStF5L0q/2wCMwJ+BrA\nD+AFDfwbdXQ+mlWks7uiwXHj8fLNVVwZ6yHTFQ73wr1wj+XBGHhFL2LLg45BlMRVUb1vojBo5CEk\nXjs+v0D1+XH3MjS7ZzemAWFss8ZP+2ljaX1W5PF5cAREgRMgguIvHLiWlCmZNmu6OWt6dcxCkb6J\nh/esDvYFfHILZ8JiQ0ByIGPHBHBQ3Z3FZTHYoRVeOLf8mIzJGR1VaRLDKj/t+kL7rM95x1Lm+/3V\nVBEwtqU/VyAO47mED/eCi9/Geete65vPkTMiZ69JT0f1mBUexWAQTQzLjTy9u+C+wRaGgXrdhW/m\n/gW0jYvRwPChEFSauGuqmROZNRzByQqxkdNdrobSQ4lSB2cLRvxWN0Rf7vX0DTXkkDMMs2Z/+/OJ\nK93G8ZtwNDCpMVVnT/OQ/y2cMzG9JGHoAzYs15oWAoxiHGHy9mo0fS6Odd5OskQN17nc2yNiuM46\n/oXeYivvxGnftU7/cpXOMxewaLin6AbgUXPah6eEFRJyxeKSEHha30IO8KLmOskrZL1YXF6osE/z\n99N6rLTo3GjZGrXdcUK+oJxzfAMyrhN5JFeNTwRkpruIkrNqj9dS82p5wlVy12DaABjBWFZ0uhzc\nIL0uxCVV+I4uTWuS3O1nXNOnW7fWkAd9N7sSfTUSuKfFAo/FTf2dWh112AFdisiKIOiJxseyl6Nl\n2xijYLFTRc8YM90za/ab23xyAAaDvVHNxuKir2vE9Xh973HXmvkYazhf6AYipoUTIqFJnzUdTLx+\nAkdhz5sPpq1GB8/WbJ3DqlhaaxU8rNFgNeAzumHQhxqAYC/g80Sf9QzNSvTi2Pix2uh5iozy5+lk\nka42jGUtc5RASlHwYQ/KnhmqRQTQ0Hh84FLcsSd8qT7uy60BJ542anh7cuWZ+J3ukDp0iOZADTwc\nxDEhk141cUwGczMVepaP3SfdOVjshFfKScUg27QwuxrFzqiZr595TIvpTCvsnJdyAfViAepJIJvq\nERgJ4Jw57umYXt9aV4nnbN9CYxS1lz/JPz7Nxpdw9oLsqzvDHI6XIzCbX0sLl2Y1u14xBibRfjco\n1O6ApuXHfsj0AhTDqEIJWEhHHBV4WOATHK0FqAfksG2iFR4d6/Z9RO/M+eNTv2Jw8ZmYZ9NkPXov\nVujr4SqHfEJ3xsBjxHdkhaW9tA/1ZE/gFqpR4aK57KsO+plgxIriNA/CAZLq85ypNgGVUIHRawkx\nulnVYG/Me9U45RkO7HWIhzVztxcUltWjctFWdwI9ci8j7jWP70sPw6uAPqOhckqemMnHj+c7smel\nudWM53f3MxpmYgJHDdKOU1RRs09/4huxHu4D9QXU1iM0RCX2WnLqyR5/+0l5D42o6I5yz6/RviKu\nwGPP+/xSk2ObpB2vYR5ZJ10bVfZz4rDurLnisya6r2NsSuDbiFE6V+SRq10NjPQAVbPnWvEBbN8a\n1mSZxAyxlj4edD0ucyRRaadn/gIhgq11ZzokBZp+ehrEKEUlu6Me1ae53Z6cie6V4dxjVsdGZHIc\nf7FS08vTkU9Fl6LwGmY5jo4RsEdqiytAdqxOUBU1ekZ9I+oI46nGaznx0eX61VJeIikwxtMtDOyw\norahPnHoFzHaJCZessPAMy5YWY7SixxNCmFHrcClWXHKOJK8OBZnxzhOBPrMM/zKMJY6fHQC9bGy\n9zEhLHJZPeeLugl62UDXuJRSrB5WNTGL3IOcvcWbOMnaYoEmTgwltQYEKt2JW+yWrdQspqB2TEdY\nPqwMz5nqiIwdWNntbgqO6pk+7RcXehWiBuvlR2EYgd0EMUJKnMCfWii09/BNKAD1mEZt3orHDs6V\nGYsR8jHHW85whZ3j5twBRoS5LftSq0+fmWOidt2fVRP9EGeAr1if+eDJSTnOwA4OHP1SZ/L0rtmt\nPrXPg7UjArGbVVUDaOOv8rtNySQkRgixFsEFTUSzj33wcqFamtDNQlOyKLdnHrdmGvJaF5t9jGeC\noF4m87UFxtuPqJo5RTiVq72ecZ9afWIXF2TOBOevr91gK6iMSYB2iyOqJlVEkQ4hOZcc9gx/EKOh\njvUAI6ViFEeEhvxypmeKsLpTlkR7UM22HXgy27OeCnhyvRlz1Ajl1R09u6XWUJSs4EZlGwO0EhHu\n6K5RsyumgWVnmis9u+f48QK1oPaUJ0b5rGnCY9l4iBzMeafvEM61S3hhtWuP3d3zliHCSCvEQs7U\nzFRb1kz2qeowAk/4pU10DbvKRXTXHPgo24ziGgTZUGhFGjyvAYMunKkZcylFVcgzaGC2H/IGhrhy\n7Jkob7gSjZ5qvOPoOmfqi6C1T8Yk4lhP4EGPK4jHmmLOLJ3D2/LETn5+TZx5D8+mu7GKKzX82L9M\nVLWm1+BXdXme56+0yRr6sXtmgLAXGDENY/ZaGdMz0jupWzERjFlxoJnOLs4b3Ey43X56HgNEzFj9\niBRtveWv9AmUPXH+xL60/380/cuyLM2yZA2pqpl75Pr2OYjwInRBoG7UjwjvTF1O3QXehp86e82M\ncDNTGrGqPXuZOcM9zFTHiOSfbTdA5siDRgi6pkN+gicX6DVnQdLV1Jt8m7PuZpVlB5t5YiOAwTJj\nIojiTDb1bPbyXFhYSgcePuPMOkt+gxDxQx7kBhOUow/N9OXz1/NkBcTnkx0vkd98W7okDzHo3ZNe\nnmtmN4CrMkUWeIRDJKg89+eQ3umUMBsF2RNoP+1z048/gVCMa1RWFQhbjl+OkkYPNEb3WTzzmU7J\nmXbEmK7KymUpcTJ6byNjvObhevCOla0AHEDQFWdm1nC1Yo1UGTOFmuq5xwAkz5pmJZ41xd/XtOqv\nmQViMIWZciDyQH1UPY95J1LzqdEZDtrNQciMt74jDPgMRe6LkjwQnUQ7hquyjtrRGSd4wzmRhXDE\njO3K87CtgCF364GdXGI6jNeBFhaYIJBy6gkdDh0zURNxhDLTb+vRHV0q2euxIo1PcadOgIxsLlBn\nX8R6qrImX3AMDup4rumkMxWICGGPSZzXpjwwhlCQlwec05XP20+UKhI96UKXzJenDsPu1iBm8nRg\njo69xwHsIx8V4GRkunS3e/WlicClGV+Z14o5rKZHxuKQZh20jwJXUvOnnnUmijS6ze4Izdq3OT5r\nhtUd/c36To16DV1ciatfNZS/2c9TeGK+epyTTECome6aY0/gUOkJHQWvarVPZl+XsMxdKyIgnuyH\n3a9epw5XTkR5oZDx7DBj7qyv/171ZR/SAGPdsdnw3PKBONkjoSP86lnLPXVyFBY6PJpW40frO3v1\n/JqhL3kJQHy5n6AX2piDEZusK3w1u8ZVvm78dZzLz5pOQYYqBfSLNhRSTrqNR2TS477P4yffH8h4\no0YYRRXtBuEQkzuMKlYNYbJfUAU7csbyrJq3ECjdqf9d+gflWtAc2QDKOtMD20H84ihmlgY14+4h\nVZkt3wh04ETZ01jeQ04/sFdqg3+zejwJaKFkwtMwyZUpqZ6AMxNBH5tCXCQ0DDjchAcaZAnFwnT+\nGegGlKLBPZH2EB3sCT/kkb0H+acRFwbG7Jk+7qYyfv5xrZKG3bMffx5aOFedaAfQrNEkN1oATpaB\nMziwqMxLpsc/wPPkMrUO4XhnibtooTaBBLuX3SeE4lg6e52pOcdqpD3oo25GU4hZ21nyvWqvzqF/\n6pyf6rXiuqjM4zn+jfP3qMPZHKYzgDH64ID4wHki2lXMM3/FAbPMpkdlT/d6EVwZdms60bToazpR\nBQ22aYZTXNK76XKjHffMg35zAXRgwiOCWQV2meN9YTMWMoa85+nbXUw592hX8gm4WvfFDs7EGVZb\nZhgNjt0uuDgIL7/olyWBsSIZ7GjmAIc/UI8hCB1ADWsSJsztFYohkSW8SXLFwUh+r7htokI1Jklk\n1GINoodFYQQoHa5X+h4KBtx4I2U9qztmUjSBHnEab5PSdC/3hlvLkQ9Z1NAvhVZhGtHhXszIBZNV\nWSQ4a2aVeVmXOKGfVrUMTanB1pCSllunI9HLMzMPeMwZT40rvBTRK0zgtCTY3RhRC5E54qzq1Q7x\n/mgip2IoqhWncM/MYDNTb1w524tggO5GNe5xP/Wa43+lo4c/m3E5qmOKXFyKv7Qm12NOVxvuajgu\nXtfLkwWn9DzsiPaWmKs/u6+2F0y8A7evDElBrDd+XccvRSoSkNitc2OWiU6FEmLTaKBXYIvmcziQ\nLYCwxnmIkU0kXvgdK40Zq2fRpN2sQC0MATmMDFVs1MIZ4HCFQEq4eYq4hAgOezQYuqPveBec6VzN\nMI9mXjODHd2CRjRtk1q8qF9nfrq7F2XuHnIm2UwAjX7NLmgBHXlzuYWq0AN3kCtWMtALA/XEtOLJ\nPtDcQeB+oNM9Qlg6KiZgvahoDrvq2+x5511Xer1zgjMel5dzTy78g+f/p/Od6Sf72bOaQlshKlYr\nyYnTcYfX5AbB+lEdIHBnKFbNc+wz+nZu8m84CZ+cQ0QCbOK0XU1P1k0OM7RMOnpc5gzqxhmYJ/pe\n5rKEMFQI2gHIzVN4xN26ZtZhDJ7B9xMdspx5lORjVdOdTvOqtWqtI9f6wB3nIU6M5hDuQjtJoxqN\neIYR/oXBge+WRknG2MMJM2bN7Mf2nHXUhxMTmIsT8SaMIuVVcoXUcXEp4iQmwGH19INoKQbswaB9\nyLMXcqFXdNCRhWhgEEklOqbDKqGPQzVBGzGLj2c181idWpfmpH/UTxqaPESBaF5UTDxHnEd8Zufj\nVa2mQ+gOtwcUQs1B3BMzopU9rAMXSbKDjVF79RKXyx4ghHZXEdh0EvNiHDiT9oYGrPHYnj7PcMgO\nHRaolQzbiQQplaLBNuIwqh3lbcTysEquQHe4MOWBI6nlhUkRFmuKDXyFCeQlJmdaDGoRryrbEoPR\nWKjAgKvNYU/wgUYojGriATzUw/g2T02ASTHWkcaSCBC1YtL99BQbgmb9mh3Qz8wjZ7zOYpGrMvzL\nEuM354dd4ahO9xXY15qJ/n3Yz2InkhpgTZzKu/Xghu/FWjOAiVKslBYIpDMEtO1892A38dzufgTO\nvS8IeQrnoN6r6YTPy4SOk/EqHHDqakXIW5UYO2SRD+NMxJjTEpK6BuhoqzWyr9Kl+MLNIVDtv+o8\nqCbcCx1KGR0I9c6z0r6yMxww23avGBG78UoFFRtBj8PIXCHNPOwmbwxQf7mvxmPfh2XMC6adMSvj\nWcFBal1ZPSOneo0HzXBdjWpOWTCXoDAPq9c9XRFdOdlPPkfCislwEcXufos52dc+uTLQ8dxRfjZn\nf5jfv/CMA4c4PdFnuVMAXMRoHf4DWRZWHq3ZWZoV2hwWfEQCbi7RYoGTCwT68fA4q5EsUFMEiJzx\nuEL2uE9u7KULMvrwIQ9nT2eFe8ozd7BzgAeN5ESON6DJaSk0mQzFoSrcDDYR5jWzpmPOMGflvdAd\n0HVUx8+qSrwgnwbNSVg2BnSnjhaA054QqcIEgWAJ1riG1pyQV2BIchkbEHgUVpIMx4IAv1cl+5lO\ng2j6Jt2qry0GV9oOspNzqTMmcBQHPJgzyfC6vr9YuzmE66nE2R6gbkZB3Vjj1uX4kHn64Nw6Jieh\nmY0Q3tP4kZh5nfm4PnSHVR19mgCw6FY/qDIFIhZWnLvPKXhi7XHQBIssIOjmQGAa5PRC50viEcGB\nGBFMkihpOuHQDPponvTDIiFpN8Sh2z1lnJewIo2qoxszfaYfv4l7aqPZ7Puq+LB5YEcv4WOP+t4H\nbERiJwMqs1lBOFmmhSAjxQ0F/aDLLM3Zy7NCs47jIQuFMQ4wzBDTnD9MMBBjnZpgkcH5aCJUqcrB\nmndHK94cP3WmELTc0erYmJdmP2Qa8qyAlqriaBjc7M+wnF/KfNi/dW5WTv2DezUxsI73YKmdzYCW\n9Lfr9VTjKxxn0UREYd/XsnDpSQ686uG0uwioXxIs8n3p8gf4RDD9O/i0lb5IG8O2T/PY3IAafVDs\nCqtxmSltToVBILymeTfMbAU+nBfVDi5xINQFLpBG22scU6qJ4qDNABfB4Df1I7SKOjbQMUYMlmex\nCilc8eJvBb7lKDptyLm5avqcZ2DZVvYv+X0BfDpRDiTwaUE+V9Ucb2FnQXl64ShbG631HNWTnAho\nGs/r4FKOy0dH+Xvn3//6bZ+YDg//ninRYSrmoG/oxC8u9K/yfDcq2jpJui8c0wMdLexIYXEWEHxX\nwciSPOwDRzMebpNbRz7jmb6nkdwXYhHPSPVRy8BZp0NNAj0z5eF0WFdCV3fW0XyjsXUa/DOI6+4z\nwYHC+F+gW5Pzy50zxWC4IhoLU4InBTE4bI2D1jaj1uqdqfnc/dcTNqBeILCacRDFp//cFOmRqwUE\nQ+nP9MurnQoUWJaKGQXWzMJ8OAFHVMf4CMafeJbjTBB4WGXWTAF363gj4qzmr9+ssWmgguet7AJo\nuIEB/td0uusZdef0gMAOLHNb6gd8OuiX12Hdzhm4hoVYiksnpoG3MJUYJGPcBZtJbpgzXeAJlM7l\niQTCJZTlCamppuAxMEuRDkdVnllML1AFF3SQNz04g+PVykZpek7N3Ipkbs5cMdf2FJ5R3Zgs8NiY\n1mT7F88vHh/1/Dqx6sKQDjEVeGHnlX1UnkJZtJaaGkCAKrJXjUcm3vF3p9RxKmbGfTh3E87L/AjI\najYZOeHBoQ9lalHLE4leLE6hZkaBvA6N22+lPszpqGZQEfiwTSMxYtk9dbeaEVozD0rkNUtA7SNO\nPPPuOwRiqI0JPZmwusrlTa6rpWdwjgdee0L4mH9Na/zzoCGE8oAuVK+H0XRK4c2O6MEMEaBswCmS\nM65+RTzddnsW+5gFdgxIR57gkDMEE0zuX3HNPkceK8zVo54D1dqHLj6D2dL1bpWNEzPq6urn1HM+\nw53IHcO8q+8+YoWDB0lsaFGmZ5ER+SWrPRbf0qNpRIKYVrffcQzZeT1xEU+Q4p1suC/n3zpxSPPm\nkLKW15pdR8O/xpfP1O3pxpVelm60o68lYR+zKLCdWH/POBzjyfwJjjtfJ/CYRU1kpHDJM/4x7vHx\nYX9zfoBuXebFvSIYRT0ozp3d4yiucvg4wriINTtmOZ/C48P28tu+RDZc2RlcZ7fZ5jMkZYBdxoMV\niL9Sf7Grn0MHcD2QNevqVYddEu2MxhwNVvdqz+kZ4TA69L+jk4Lj01SvMIYuaMYhKuBXcYyL+AtN\nz83oAD1ucziIQQBPsEC0PU/rgFi48PZnMOMHfcZTL7NCAF2eZmnPHnH4OkPfU7bgcC+eEc+4xqSo\n0XYmEiudmqPobHC68rEoKpCYGo4UYfiZPlMlwle0g8+SU0qk2m2ikthunTN9MD0q73m5uadyeAHO\nOau/qpovXONIRabo8Gjoium3Ch2r4Mc98FIlKwwfFmBFm2+jt5e1lUcueWiqGM1StrL5JyfwlsEZ\nD2DPxohpvBT5Ez78QhWGQjGKbnnMnqDlV5E7q0nGSrDLx+N1sIQ3hm1F0JkYoOoFMk8GiIzWsmrs\nmXmmp7Vip/r5nGfNaaNBYL2ejAD8BgHfZBGaFONy+Oyny8HMtVvjajb0jkFrZhKRMlOBNc5+iNPj\n8mlTS5j36UPGpmlfsyw+ci8YrRGxkeL14zfG9Oj80HhhsxPrMFBUjZuAd1erhqjJhWTYoYEnzMxk\nrga6UT3Pc75D3vqd63vlyDnnOW+dIVAhDGY8o934S8PEu2ICfNgl8ML6mxZCB37KcXsOewIhmlhu\n2mWY9PjMOBTc4in2afVz2Z/tvn5hxO7ypENcZqZmaUo+OSfE1RrPT/cZYuPAFQ71igqg02ywAdKK\nLnmQyxGiGeXVuWuz0RoHPPZXqCADIvRAg3rynmjHBrD1DX3pj+a6ph1n2IvOWLVo4CqugTDfmsc5\no2LcWkysnPDEkzoSC4maaR8EqJg/o0OHB0/5iXk87okyq6mbzXWgK54dYscrHwnOZQ3QNXoQh8yY\na7ic4txdw1np9GBkbOnXymuhOU8cIvhowR1RkgUyqmG2MBm18QTvx985C3fHaf4zn525O6/Oy8E4\nB0BrTAIeHRvjUQb5oA8OVUzoML7TzQ694gGOyB45YoKIoGi0fGRoMAOjaYc78434YipaUYx2cAIY\n6xATDtAzwKEPwhErM1LCZnvQ/VFvdZgd3fE8kv0re/MlO83Op1bPOKGFSxk921xjBMqRxZhUX535\nKKI7DuPNwYR6T69XEcKlBS3e1jndheUrJZJDiGZ00ipp8vR17Jpn8lGcba0T/YIU9htM6HfAJqLD\nzwyI5KwaywyFwFGc98e+QkpO9qDIaOI7wOm+X4+biiu0M++Ifpr95Bp8quPMmfNQRYak9hy/CoZ4\nV8sF3AfB+cgRBDUtTs4Ocun2Pk3XeOagkuvClYKJIo+O4RHn1TGHVzWLB9sOqryKDs9lk/1Fn7XO\nxp4nn8mG39kE9LrdR4hpdNNDnnF3jyfdIUiaAOck7Zop0MztyDOkni3vzHH6wHZUJe5YRMQ4T18l\ngWNhoRP/vNASGhvYVoYawvSTsXT92ryyjvmHeT3fpud6vI6qszTH45zxq7KeFYdk+Vrzj5ctPm07\nKozzTM2p8GDUWLafOt9++t0pwtVMypHNXeaM20WIE4icPavz15W3wequqWsm9T57qbdHN8YzOE63\nhA5U467T8zTPdiQj2jFe0l653hfVUc/yPfwN/TSjO/3oeP94RRCLkdE+ed9xP1GJFcxlD2/sDsEY\nnMj6SNUmzkR1rjEnc9JOeeCE17ChaZYTEffCvSd2f9DZyF7UnlXtB/fzmbmMEivw9G3HKrNiELM8\nM8Wa8RD801v20aARU1qjhXinLtQhj3iwYEcYEtDOp9VxCd78/uVKCvEpTc+gp0cHguqQfTK+5K0H\nDswneuVoPRPfnsY91EH8FuIFOKzkKnHilcSGoZEacQqqfmsXg3Y9HU1qQzpoCEYMQTGFYETv8cZo\nZZNlzJeumFiOpl7V9Oxhko8OeQcfyE33YMqrYhGD6h6rOk9p+bO5JVgQbtVULSKksUcQB5rjkifr\nvNeD5q/cqSgqmjhpolVgtebgc+YSkYQ6UB9786WJhcMd7aIdMWFFVLJPdNsE9rZ4plpHexxeT/C7\nxzESXCpP2DExvIBGWNm7Mc2aaBhsdxPnImOivZgbKQtDt1IRAeZqIqs5CxNCN++f6e9xNTYXLumi\nuN/d5CFL214Hrj78OWEzZsABw0rY7J6ZHgcfwGg2fxGIhGKmT9NOVWXdix5CC71d6eQ7NA4zK8ll\nUkZamDXdGQc2uIwc71b0aoAU0GQHn2A1qrAbQngRQVqBCRz4nNdsMC0PTr2TmETtZhsld/iOqAid\nter53Nrch2Sf0XhhOFrKSJiqk1WBBNKHtk6wBzJ+hT+msHDJcoynicAYXXmYZ8rTgxEisUBYD3gD\nUc7HDmCbScS21lzXxGIBU+0ZARseNk7WTzzb3EBwCqcU352VCOs6sVoLHWElIrANxzuw2spf+usf\ngzf7p8/fv8V7/ZXUnKY9Hg5Ozd3lMykErenRlN46yX2uXMtpENdwm0k38XX8vXPsbP2R+wHTN86J\ntWNdEZLmZSZ9z+4ysh9UDUqRGQJtS365U908ks0Y7/LK/vvV+wSx0FAbb8+0lnofxkl31iS39IFy\nQlUDniW8dfsTq6MDg0l6gzZbM5KMXJEr5Ul4Tnzl2XNH9vrlmNOFKrxFiO3YHRGwengQh7AzZy7i\nrx6rv8Nv7aohjiCQGOg0Onle1Ig9NAcccoJ81XZMWEPVNrMYX/G70hHahZ4hmRKwvo7BGnIopM4u\njVKEX8Eje/bAIENe5IqcST+1+g4cmU/SWxCj22V6WEZiKJxQiR66232mBheVEUw89Lgc0JY/fL/W\nqdOTjmAgHq97gAZHjHl4jzvbqPBE5YY19OF0K8++rG1Mfemn1/SknI8x7JKd2QoOp6PQD47Ce8y2\n8DCLzMXYMn1cOreyJwK8Vl85QU/EK3JixJXhK7DMASHgHbCBc9acOnqwOzMJwxPBnZmdhgtG+q2y\nDbov8/DdFLTaulMRtWMW0URzrMj+/NUYWxiPClN47CGuQbZDTAiU7XSHyV6NBmZ4mla00qDG0zLJ\nICBmJ7sjv+bX8IwM7fAnc/m95lBVLo84mGGrYz87RtSMBrSFp4+mo7on23S+gKWA9tOMY5z3lW1a\ngkx51CVHyBUemiaHrOCATX5an0N2/P3w5FTYtAkmkj096dpZK6uc/fAxCilouy8VidGKWBF0iMT7\nzbZ5cPXQjbffpLPt8Ng9gEZ6GDnahzEMBcNO/L7Q49vGOEhvA8AZ3Db5chlwrRnF/YtD6rt0AjqV\nx+FYYEZA5Zm72BHzgVavY/N0Tf7mx5Y6BhXuwIPn8Dsj1hb3kiFBqTzJG6dWhWI9uydu4sGY42XD\nEEL+hdmH7yd+D3rwGAMpFOZYU6/cUlFAd8NuqxTvUHvpZpxhngFiyDPqm3n/vTXnWh2zBDoUGwpr\nRFye6GpUK1JYHr/nr9rDCnSgnRHPxXsD1EIfzi2SvMjUC04e3HBHpWaI4BKCssc4zupfUxyGFlII\nVA1OZEc8Kz085zW6W+DFgM1xQ05794xPA7J06CdqN/ZJdFag9cw4eBAFBkgHnqyOVvSFEuBc2M5h\nht8VInPk5PmbOVSbM/QA8CNLWqLx/q8e+px2d7pam7xiInw09R5M9BkVYgIRGZLUOlgYgy+eA5kY\n9TMGvDZLZnefc56aFfm3YLBPPwBATQ4Mokc9Gb2WR376FHBkewSktV7jzHBGgOnq5iBzJo9njCCV\nrpinHY4gJ8rESgU/F1N8+sz3ZhcG3ZyXM5VM9s5n0hNM6ZJE1/JDODvwurJynmxr9snp62lV+PuW\nP9Pxi7Dxz68HtAfNwXrCzbHlYP9qL+hlpjRxz6THXFzbwhRQZY4JWCxShE0bC3+w3ck7MO3PFCC9\nfy7TrWkNZSLS4Nji1x6cnlJTQWcKOfWLY/HG7qZmXtlXTJGO+rC3L8+awil30+529WJ2/AIEHBKY\nqOIzZp+NCgAltALUHi7WpjGDU2pFgQJ+eaRno5iuYR98J/qXuIRoxlj0lIi1vUw0a+pkFYLkXrV4\noH5SDK6X1Z8ZSwdTahhtEWmp2GzOUI7oq4+6BC451plwwQPB0mOy2z3uxeNp9NJ4dHc8nbqkzAuI\nwtvdWfAyskihs0tM7I03L8ukadbd+Pn+8OHw4eZyxm2yl2SpwAd70HrdVdu8Zir5/QUlUGJgLktm\nsXr1oDATqAAlitxlUtjR3DHdPoP46Qztawme87CfRyETtDFn6qnu2RlrnH2I7jdql+27+0xNnjr5\nfAPlofqCFrIx5nk97Y/7FHTXB89CjhprEPUIiMQY7TRWvtC8r+eOKuHT3KDmFJ7Cki4qnUnXdY7Y\nGRrctY45mJmZYTqoIFezn4WCWH/Et/FBBHLlZ4Qp9/ODKaVD4/qOj/1LvWeE0FhNHaNtw3CjzFnm\nJjcTJ11/7tqW0g2yI4i5eNixTkzPc9UdCMYCZTXazyHfJSZpd/ooTrGaB3BAe+21WByWaGneIFQs\nxGiknoBTUPhbZncLQ53x/Y2u5F7pQXTNnJqZ4UyI8JyPyK3xHpEGxFE6hvphNu09XMwKPppB1QRS\nk8kV4dFT0mRIDpaHJsyoJhqbszpjrl1c4AmmDDR6sidfmnDhxDh7dkfeqedOd9KDczCVxGpQj9Mk\n8Tpx2MnnL82jaDjqQX9FidfWGiLQjcbbniSrXlgEGB0sGfI6xgxUf45Lh6Gxj+fALTtjxVKsaPuo\nDWfWJyo6UJpGrfDio+gCTidKtmFK86JB+jzup9iN3yYzfi1l5DRvyvBivFXe+J55fMTaOaJdIecw\nPMdPzU2/aQDnNbmnByDFbp9zn2jpZDoq2Q5r52bSawTr4HHXamjceepTrXVr1ey8Lz5/nzMDCF6c\nTJbQYVMWdXzV5I2v95OUMHEO567N59cKAAdZNngizkkD1hRGaQyncoaIVkwSihhEdvxqXEbCNQMP\n4B7jd7OtmThnTIdfoFsGG+yiI0bbjRMxMdyKZHLkkkuNnELqiB6HRJ7TPz8/eTjhWa+MUTQo02hE\nYQlc/Ik4Wp5fhJm5s3MKT0QurZjEwFie1BzHF5p0os28JUVfm1jbp6buM8/puJhX0OKETrrcCwnL\nPaqJml9RsaejTfd2k0Em1bWqktjw11ZT7aXZ7jDOuosahKw5nN89c470MrC4j8SYiJqsMfbNTYzn\n9nQM/DYXDDxVsigtyxOUEefLaS9pYy0M6FssdhK7LQEOW2KlChlNiz0BE6xIL5jF1R3jGZ0+hdIK\nZMjce8dKo79st8MNluwVbK3OZVW9YNdErIxc+h5MeWTH26LrcY17TmBSuSHm4+hswzWlyTGsVyrt\nP26ky7khrHGUTT1LY3GYa2rsZ9yYtTope3VV14OZpifwCBBgsysesArik75nPFjd1yBiVdCMF9sQ\nzJW9YeohZ2llLNHD+6nnuTsErgaDrTcJlTpBpAWnjQfHPSgHJyTuPbmIr1lPP7iP44q1ZmBivbHN\nkgY6wx42CAI+0/eKlBh6hG86yn48zt7pDFNzKnEWT5Nj8rGC/KhTdmoumsbjnr4T0fjLlONIDyD4\nMpfzxezf/Q69fgCL6+IVJMOmuEj38r3Zo3WSx5iOUYAGxlNnKsEYmaqIlZReTvcSdAe+fOuvLPTN\nA+Xx4g/W8+yvZ+LZeSjKi73nXTn5EU+aYwBvmy8GBs7lgqfgWgCRNrvT7bDe8CPR8rxwKXSOy0/M\n2Q0AnQER15jNG7DmkYaLiv1KxNtgaU3skBeLJr6O30N1bxgcrO+DKVbwN1yj1IKq5j0keaxpyf1x\n7Wyt9mjf9iBXo8EvE6ONu/Jp0ZODmKJs+IyLQuBM+5l+zYeIk0L2ioR/dRfaa36MqBCEcnginH7V\ndSJIuNHvpSPsaBh2gMrQ4r7tnjBqxVwbVNf3i7sxuxPgaMharRz2VM4XEzNrXl5D2YDXAEUXLJ/p\nnz7LR9Fr7BJK2k6tyZzd/DSfB981vuxweQQrGCGeXP+wozeHrYVYAcJ2v4sxFXf7zARUcLthrWfJ\n7wSR2ZrR0f67MzBbIKddgwP/rFt9+qzws5anVz0CH85vYcZLXuLKYj90U5p30aFe4ZuLEyEkgZFP\nEzX2dxEQJWZRD4Yp86NR8k4PuBVLvNkF4lF7IAD25XlbhKd8jjKV6chl7HQOulHj8ZEnB0/xRkQY\nnDWcTCxpzqnvKQScIrymA++rriC4OCdxrLOCvRJUuDPaTx0PR3TWsOm+aBTRnuy+5KXVvA6yRk9z\njAxlnOzyCRuHVe5w7FnJlqW5BsspbOHGm2XNQT4q0FpNYXww1rPxJ9gB94r0VgE1cl32tZ8Pp0ZD\nAjPxjG62A9QK9bB59d6P+ib0xuEPZthpbUdAFlpjeR5g3j4dVk5mgoE3URrEhqug/znacLAa8NBF\nJDanhYJ66Brl8GpqqWPVWs8+XffzVDd+jf866t43Vid7nuOO1bkmFL1OqzrvwQMLXJ7r1dvcM9Rs\nZgi95uziOLvDmnWJUaUeO1rZNPKB5gz78TxNuj77zvVQq/whPzpxTjGca4TZSFzZYejYFfVkF+gm\nSQVTfziqZ9t5YKrhYUBkzh7HceEZTiCpNR487axZ0/YrLMmDpY7A+/iDh/voI0E8F/t1N5CteWrd\nZT91wv3HsBDoIIqAFJRo0oNTdWZeHwvf0xOXJ1u3dvEzYHlaD9nblcU/uWuiiAkMxbaHrhR9rVoe\nlEvn5BmEa+EecM7nD47f72YwFnldnmTfuLujgWALg17ObKhMIC9xRPCJaMno96UZzaEr23FWaBVU\nmhHAJbLWOXnY1Ri9UDzE+208Pc/PcQxSyuBJGLPGa/Vk01F3Vu2yAieLfkP4m6IWMv/x4f8s3pA0\nOVCTXlgryUWLM0J5qzpmQDQoVZLN1Brn9G+e3x1WXMjLCbjDiSfAP+meBzH2zBlkOUYRPbqPRGZz\nSiMCE0+rSgVptUbFN1bk5BTlmmBIqoDz8SJLxGdygw1+5bN8++F5oJtg1+oyghPxexNsGjEdhSBg\nNmcACmG4wLZ8tgu17b+d5Rcn/B2NQmS+wWm3HkjrtGxQE4BowG08yMc52FJSdBbYGLhi5kWwWEX0\nX7PkPYz+/Hw/EHK3EqCr0zVornrHVepRjDjVpyD545gpP5U90gIDE64YxyxKeeXkhSyNo/r8sH4u\nhKOLfNMOgigwN42cSPSgzxmwMZS3haMBsHvtyTPrTt4ftrxu5w2dUvUYXJ0X18AP7wnkQkwvK7TI\nRKhlN6vt6NRxHEYnD5zJjhEqWuxZg92rmI88fmaOUZQ1F5oqRCMm/rxi5OcDb+Sa6Br4MMbA5Crn\nt6If9AEEbKzLcdrP3AwQCvSOmVCzre480daEJlUwLYEZInkGhYHV/rCCz1YbXaWCh0EsD6VBPrlL\n2pprXFhfqfQYZ6ae7nF8oA3xLJeBe+JoYkoHYuIiAfUic+IO9QV83EI9M+fNRGFF77bkFabQXuNo\ne/AQYks/wFFQofEMK/jY0zh3c/dakX3VDfN4wSFzvZ5DNsMe1RG9DSI0wECZkb82Z4Djgt29ztlu\n0aIZsMIrtNOwjqJWPIPnjKdQz0YHxGsxYFWXH/fHYrG7rfEmfqmLc8yeUIeYDnpmRh3JOhGIvR0a\njw3jeI6nMQxHQp5pzCHIil6ndiG4cjkTZaIJl9uTv8xPTvLBqPuw53iZuRlRNQ9O8Gb4ALejoX4r\npBPmIl9AMj/MS//fQat2koXqfAztWEPYaHsieDExEXXkOZxejghxHN2cU66n6RORc80m1wHdJ+Yx\nkXg3nrMGOIMe7o79KB470bABjSDdOEA1JiAGbPRRTyqZDR/2swamK/tZVXuWrzjbDMcM0nPkewru\nfWpV+Ou5w7H7r+uA8uzpQGpf+VFcKmLGg1dMidYL/aIQiA82Os9gnqQR2coWAfOW4d4zJGbTmTBm\n3BxnoXVp7TQ8VX5UjnoH7QmF4oTnNU5xx/6lK0c9xfdxSJobQ7TlYT6REYp8zZWvpPxXhwcHdkzH\nDfNpHKuGOLwcu7VKdNREt1vubQs9sZ9W1UQd5AASMo3gQRywD3hCyMsy9AQC9woHGnBHDGTeiSOy\nlr4azLO89wiYU9/zTksQHVGBimrdy6aGr9n7kBVklhFWRHrlUXG+VilOLsS5pkHfeibxgYi7x1Uy\nRC2BUPdHFVESWVlUSSN0d/bAPjZDjGTsWR8xNsxeeCv0zaw08swxevwM2ejqIbm5lhG+aVNAdKeG\na81Gb9KzzhNF9DpeSktYM1GR0kItDCpYHAXXhHs1xnFZf/VMGd+ABVWD3Z6rtOymDMBcfVk4+/RV\nxbmB+iY7P4lf8sU3R7lcDM7QJ6I5OuPH8X2BQowV4wV1T3m6B46EcZU/pzC0RY+6Nb3w0sVWaBUn\nimHQ6JPdn4monAHgbLQe6zGCXssgpWsrWoA0mmAAOe1+5jhOvCAmRe4E5zU1wTtD8W7FZ1xR7eF3\n6d5GIEXvdey7WX1e1upiBJscQW3WmxhiRsQSwW6WdRZ+Z10D3eKEOydC+SjLxXcWAUwHb6gTGe/o\n0C+kjbsLP10Krebp9UW86J2ZHEhMPRzMuBX5t9///O2/Tf4SQzinx9DhGMNTUDNTsbJbDGQ93Z4A\nQuK70wPdXnXoDhh8tz5yJcCOMW3MJCQk0GJrMlqcnhrnuzAWIL9VlJAcoDqmkmQ7s59fnPDI9QxH\nGh/wARLTiQPORBY+x53spT6bSCI2SQb9P/77P/3rf/OvSzUe9ZX5F7iA6rHK4ot4gusth9KMJ8Kh\nonmYZNLLXhoBOagmsRHEIir9RFd3DvKnkD0ahc80arI7KFwJZG92tOd0PzcsKX+NEnPCs8w4d8zD\nhb0lsUp8khSZjNk+2YBF0EHHbtXgoN3QPaoauzsxDT8H7cLq2QxJBzosp8cHfboYQ0dAGwiDzmmd\nwEFg3hAvR/qNcFuvev23YUxLXpGOdIwOP1NX5yN/1U9U5omRI8vpxmrngAwIyjN0AcXkGxndmrx6\nLkBAc34GnLf9iPrbPALtC8VmVL73noHAxxqwCCTrk60PclLpOzAlFiKNAEb16Mj8cF9RBd89PS+4\nmq6ZxUky8Qe0xcgrKLKe8COC4dqA2j0jIICiINq6Ca+1cnxaB9mVLlKA/dTwwAU4K8L7Y6VOYaDV\nlefvmAgJS2epVXohzUDDGcTBfCXnuibSA+MMOH2FP5oNEPqC30HjwNOFmM0cr3BsUBRcOE2fkN36\nFqsTo8sNPwPXvDxdbPoTlUkVPf3I5gATbtfBmBn8JHvNjR9gWhtc5sKK2P/tP/+n3118S2ihSnsu\nMsTT7pl91jbIKhxgxZ/DwDJOdm0cgScu7VlpOb/zOe3qp6cw87I45n4qDGfHdWIdbXgtINisGg8W\noie7aUvxJQYMMx7FDaeWbPfbSS+ddlHE8qLycFORnMUE/+oS70gam0uMafqAB+Xx1LJWXv8zx/ts\n8XJY6PW8/OPxqgmWe4+XQwyGtGiRHlP2GiTAfNXD7JCRhuSzzgS1+5oOvUP1mI5XHvzH6dXdRTzk\nvsYrndvxmDUhjXgrRhRIY1X8BWrywJ2IFdv1JoYghwusXngyiUEVD0lk4lf8Wg4MBGOtF24GttnH\nc+auZ3rCaRdjXKufuN84L47bSyDWHxhS2ih0a2Lsw9Ka5KwyPK1q+zn5Ga7us2pouKNHvHF18+P5\nmxWPY+DRaeozVrfBQcBJxP+S9ELk8rhHf9JmjTNdKhIe9TfxbLayHalRYA3W42o059s9p+LEzAde\nupQVVpHtv7qK5+9jDwQyPWE3dRbPYBXeWpXD2E08nqPDePTi4wvJFdKCEDjCjImat0Z1wcfnj0+d\ngDC7sZ+wQttLU8twjQXYiiKqZirTV+ihn2P2Sm2lsFDqrmDpGsqwp5YsURkDuY9LfqiboVCGs7vH\nNMq4v4CHVTnQzlUL33kG5SELEEivjmuuyAXZwQk7P+P3du9448cAODdYvBoAVcsvUXoZSicQVT5+\n+kC4sowKvxJsPMYThBxRLwBoGBW+x0l+9AkvdHvsYpWPT6uLxac3vZdjzY2qeo4XgVxOPwnnlKe3\nK5qP1S+Y5U1LkgvE6E2hUhrP1FPjh8TgN/iDDEC2D5rsqzwDuOGDhQ6x0F8Ao5hciL3kFcFi3Q9M\nN2D1B50zak2HRq4ZtC8yieEcnV7WSveSkagAkjsIlwIrMzZ48kP9BYR5mvc32doToXMllpTtaPV7\nkYb6o0eBDpfl3+G2DK12YATb4xyjkpF1ugwnuJ5gc9ChAtvFPfgkWtkp5OxTlwDvHq32fpMCgcF3\n9DOEC+hm2siq/2OAckHjFArTPDPwbDhmzbke7u+vuiwd7ZmGjvrEC+bb4YUyn6ENVQyzx+z1+phE\n7QTy+rKNsoqeFdPEA9toalgTYQUJsNqas+KHLFnj9BkRCP3Lf/N//i//9F8RGqc1C/gAIIpl32PS\n0nnq5d9JGUFMvB/44lrSrBiFR/XTrnl6Zm7xzMqN9KPncS33GuOsFnMbORUcDa2+13wROYHWIQ8J\nEOQk24zjxJCweUrQINpQDZ8mzFdsrdPR7pjiYQHH252rEcAvv+bONstuD1C2xu25qyuZH7ZZD+am\nRlcgJXO8DjNk9iM8c3wdZvIhpuYKfRiO5ZkLt7LuFU1xAlqjOY2sJXd6KD7WGfbNYjVu5WEYxuAd\nLz2puOJ5Vj+Bfu48z0u/5V9ZI3tiOwXO5DSyEFPabQSkjM097fAY9a2658+znjn1D3MwgaCDrMvl\nKh/xk1xRJ9oZZMgZT3i8dOwet6MeOgrThsruOTytGVCTseg8t54xzAgg3ZtG5EM3/PKftoZlx7jH\nIrksDezTqNu+oSEjV4k1k9XhrvQI6HMKTx8l0rU5ucLxqXbXaAg59mFgYsEpNNFZDudMzvFMBY09\nxj3hPtSkGNkbjX5rfPN0/O4cEzjE0TRNSsx3a2RNsOFpX0V1ODCrsBgqtCfi7x1DfX0dfBD2OpiW\nx3VXnWMvUSJBuVSPSlhq2VEQdEXyg2IV2iHbLpwSbQ7n0TTmU/E5Sszhy2aaVrG5AZMcd9E3VWD8\ni3/5f7+4krwm4kSPXKWnl5O6tvQrnQSH3Z+72D3rPR7EftiDgkeelwqMbGqIIbIzb5m47RMrUpcQ\nEORJgLPWcM8k5nhck8D60+vs4SiZpsfVfXTO/jKbFDhko/LWnjrqUhEvAnOm0YrvkOxYxpuOVDGH\n805iUc4KYE+ws04/T1l4W0yqSp/ssqlYzKS1UUY9MbVYWzwZUPgdOwHjtqGwWrwDN/P0fk5Jw+UJ\nfD0A5XU/C9PezY/Jjr5n1o/Xt2N/6+j7nPF9/hbcyf9Veq2w85/+83//1//iX11QuqZr3HJd875u\nkR5qutlHMxo2PMvXbnCO8XgwghgZCwgrLXtKd0yli9lIjvxgiBkrlaMA3KtOdxgsqjUiAwnF0xP/\nXBvIHEY/F4gVtU9NqR/N0FcCmO+oesGIlMOcp6fQGbMWsSVCg/cofaLuBccOaWERXf41SOYhfZ2h\nFeuTeVdXzRAdmQaZDLzyxgP/eNwzPIzzoRM5ozNdDXOwDi7rymhhED1jdwj7imX1HSzZ037sipqo\nwnRMBi9MUoRiugvP6Iehzr0QRG0Mhqeftu2NE1P+XsM9e0/IAXCMyedeALha3jkaPj/Rbww/wljU\nrKvTE0tWDhVsiIjknmDMLTzUk435qrnmwxdGwCJRDEWGAjw11dOYpiEt8Rcz1EfTmOeBz4RbQBhR\n8O0RtTPJsByjLMAMsLcO1hQSZ6FjMLV+d7jGMfuaWFApeuoAXLh2zsXbJ/pBcaZ5YBWoIz7ZRK2E\nwkqDVW6zAzFKIlIpLjVzoONwIfq8xPEIpgQlgmb1aXe4AovetjgkrG2ucG6ydUYuay57GQ/nyI/z\n3/2X/3ZXpgeePxlKHPrEtBziJ6CAY0/0OxaaONNr+rKDBehVTyNH+g6+005HJgniSJ3SMBvXc3jw\ntAoxYtEQogPl1WUgQL5YL1uw17zs8wawzl4neOgoW4wVCkX3MMbETylKQx/0VCcnoh0YuGBq1uLS\nCw2GoUr/+vt5PGJOsHDGnEq+8o0IjNbNxLsNKOKJOTNRWJQ8YFPn1R84pG2zp2wjNKfxdOhYxtMN\nPfgwPoKewaG1+ZqRQp4cDUKk14OFyZjI16+x5gisEmnGPSwUs4VEz5rf5i79I+KXfU7f5xTa591n\ndLGsq2ABMYET8HuEITIjNAroEYfGLEArZfqp4cQ1uvQWoMcnIIHXJ9ZAR5FsoIEkk/AyAzlz3r2N\nNHFhEL4726tlEAEGeYkZoYjj7Pl1KVM3426wMn6nCwf3jQax31XqbMwSahJfFep4JmS+pa4VaWH0\nJGYhR8kNRHE7vaIy2mf8jUPdIWztj5fn6TcDvrBffZbCEbKJM+qRrdlEcuk1q4IATd4UueS9n+kz\nywP6AHL8cudwKgvxABXbtvtung7OWmwvcomBaHxmLChBEpND1noG5xSyiNasph+RmGvmVw/bT+cp\nfzUBLWVMEsF2zfNjaenaXgvx6BfJMyyMymLAa/XKuWYD6wXrYB3zmYc9DEPTZIMCoXHojd3MzOR4\nL1xL70i33cIQz/SMr+JHayUM368Ho7AoeLfaKwLYryOjgjAYyoQVh9kYwbHhX/Li3Jq/99T4Yl2C\nGYU02nBnc7NjerpaM/horsteoKXRn96Cq/0zERmOpKWmke2yaR2plxR6mYYdHjUwu6/wMqc4kaIQ\nT2ZpKbHDw/qZU+Va4gcSo1wTT+vL/GTBnuZLYNkzz8ShJmKRxprMyQvjt6fO9udNX6N3D5o0Yczx\nHJUWtL5EYc6hgZj5dWaaqD1e1NDTQnGHk3OynxiQMdLY3TVPT9IZE0Y48hnSHe01wLhRFiU5ciz3\n3fWNgY0XgXpWvpBKtDQ7jtUtq+Z1hGT940/f7xo9pYiI1UN2IzxqzazHq8PbZ305z27TPEttn+kk\ndaCGtmNN4CQfCk2gpTntqjJwq9cqXbmhOVP9SNbevAR9diPGN2guxDVsFrMTbOUAP02VrjDAiemc\nnuFPvz6UhVm4UpfpPkwmFnrNV+QwMThuj8T5D//xP/6rf/1vWmoGU2sRhBoLbAODlFZghHZ0B5pO\nmtcMbycDi0ve5sCtt2wQVBpskard7TICITWE4zwDA3wjmxznTBLy7okfr9b6FfXhY9VtfYHHlOUv\n+vdRPMxPkWMxMnOCx7I7AqE/eJCb7gF7jDGf6ZF3YzWUnAVkq8ZPeaKNIoRIbuVcmoTyeHxs4yN+\nwDs/j1RFxzhbKrZ4QsKkbQtHR5EAz6MyCC0vTRjLncHyZ2pBGIp+1JZmhLnyDGUkUK/Kq7kG13QC\nAGOC/7znaVy3Ngw/kzwSj86j8ExP2Uee5RyEBXhsNi4nIaeSCoT9x5pS48foQgZDUMwcGIvv+IsT\nGxam20ppEQ0UPfTATFNiAIj8fHKt3ffSo8JAh3qVc4uhYbGK3Z4sZ5ujxnVC2r1w1IeeNmYmwxEi\nVpQgn8AJaE9iUCSjYqqAp/HFWUAS7ngqSh9gzTwz95a1FmPXofzsqGuPUOrC6a5V/QubxBBxtl4k\nmuetY9v8oQ/dgyxcPdeurZjG72HhHS/yTHjeGQSmfJo9DPLawbXn5z/9138H/szMvIhEXXj29K/O\nQXagUmSYiaCVrr/eWyvIyFkcyelwv9nuaNCkQaIKfIZd7xC/MH0YxvakXeNjx3CBKSqyNAdsxxz4\n6wMMvdRJT2BQ7I5T+SBeTEv1OCZ3hR7RYz+TdVLYeCd3PYoXhsKK3Yq7nahgDc7k/SEYtPgSHPiq\njzWO16BSYWgSZwDOkIc7cil/pN9W94qnYCcmHXADLbFW9ghHaI8rzWsErCF/lqt43PKopW8EYi07\nKxoLAekEB4AYgTyIn+EYaK+3+c7rbk2VArn5sd115ltudiGGC0hOePwtC7OyNAWf0P98H294QZGN\n8EDDfMlqAzVXAxMzcrlQaixGeFv7ETxUYdwncNAeSwTNwn7gbnkGWcSjAzQG8qbIHMkwG2gFRsLE\nlL7SI1VQfsKWSRX1XfoWr9YaM1RGaYbO6oA2PqHEmlF0ceoMj3wa52aDuCJjBS54PbYxqb5GqAvv\nrMoPiE01MTNPd4/cDoRE/w25N614nnV+q38P19JKQ8MB4UE95ljHgUaMJBONk1OJ2R5a5uWOaZaK\nq9eqRQQ4PaMy25MIkdHOn8bdbvO74VY+WZ7ZtzYiAmc9jcL3x9MkxcDhHBhJJh5Xf05s5Wyywowj\nY8mKiR69U2YGNcN5vyoyWxsbRAcsGAZkEhzggGVgT16zlonJjWSEwXh6+DgeqBQfITwq3Ig2V+k6\nDZyasJh/ZSyS3YdlHGJKXoyrB9HWjG7SWzuAr3EQV8RVS+c8qH/WfDLCqQYPhzITBmNEq/Y4x4f8\nvgqmDFp9nudgXAByJTkxZF2E6Nmn0cv2/eGP3PR6YrW1vXY1goi3S12D8czM+g6O+8hOS86xYAWU\nM8fnKS/32nSw3DJNs4PkS0l/uV6HcxbeKXtEZTt7pVwbT3vQqZehmn/yM3oroeleekw8EdSoZzAl\nmlqcnI6EVxgHM0M+yQorsKWcXI+zm4+er54THdQHEzgxyLriu3x41nTyfVZBHXoXwBzxrFTGYMbv\nJivpe87JM5/sBWBY4yJhvbp4O+crmfLDaSjOnu6aznb2xLZEjGfJTCld+biNkSi9SrbUD+DF3KnL\nmRPTPBPFT4uksmepqO2IFS3WvBpZYFpqyAEm89Z6gPjf/u3/9v/+p/8UmMcDazF+RRTnq6mqPuIo\nrDV6a/5T3YHZi7HAp9X/7n/8+3/xf/m3QSWnNG08/YpflE03bY2HHIbbd9cbZyleZfaZMH3QmGcF\nJDU8w37yTDQbmPCT0cqKo/hJQnOJK8UEqu7id9weccw2q/zM4Fdf+eRDfaOLz8qaT/SOWFq0Gu7p\nifIeO2Jyk715M+YM2sei4Zlha9HpCYQAdw8mqK3pGj6ANZ7SQNxosoUGienpQgu9qAzyAuR5Zr7y\nCUwQjJxIuDQ9qLMNqo/gdQ1jejy3PJrAEw+inFOqteeaWUdTOn4lyBHZXGoSZvv4RSEohSDENRFr\nx3W5JJOsaauMYSzC/ZQ7FSFJVe6psOh2TIHTTOSakFNaMN33zE0UY5r7BMWEkdPZM3DL5Zni1CpG\nhzraT/2NtfLtk2AK8NyaE3O6pxewiBQGKEy/1dWPz/C84cpXjW33vK+ykc+sI6SOcDuXH3EWkeP4\nPoO7P/Jn0cmu4SgeiAPbD9l2uCU482EDMNrrqXw6nI5fnTyfmrwvuoOAIQ3mx2hMoEtVAoagU0ML\nbypovKr4cvM8FdD2m7apdWbKrWzGjOl+ztD/9b/9h/I9AEmEgobK199bequcLTgfz0RdA5wIc2TM\nyJ6s+bf/4l/FXr3Q0U/7FFEvi8rQGFmYdqW5wPCsDjTPCeREZlJ91nMSUctN+YZBLOkTK09yYhCR\n+YN5wOHnbQ1IZ81tA9TA5foCbcXBx+pcL7giyyLOItV5oEYMEKzNTuT0rhOcVhhsoC3MIdtIa2V4\nzdc8Hasv8MRCltxPVycZ/lSuE9DQxTOcZMhgmbQ8grQdf5mbMOPBtKdnARcY9Nc9DQT1EUZ1q7/v\nPdtIEx2nL8VIoPMT+X+I8LPRHsxHkziP/PCMG8zIa4HZWkEQVpfZzHRApI7H/5///B/+zb/9f2Dr\nXHPc3dTIdslBZ52oWnn0R1W3ZGUe4JRBIXFrnsEo8lqc0ffBPQOfF6/PP7nldNHPoiIWDRzhla8J\nhaFnWDOugzp+/SeOzUiYceKv8r7u3IxUR7wMZmmQrInsyTBpEiEKUdgjs72AWPCHxzNPP0dfBNYs\nlM8Y9J47OgBNkGmhQhRWDokzfDq+D9ddqzuycrvN8TuwMT2S9GIuoYVj3GfGQEYQjXUwht+v4I8b\nnUEvNtnFbt4NVX0SKfkEaxb0kX6E25M5KzABS1truR72rFE3aq6RREQXj+EuPhzBpRykYfajwkJ+\nHA1+abeFZXQ944MYLePzHFh1Raer3P06TR/jmUF3DnPD6qmnUQAeoufLZwRQPQI4Hw47Lq/l8pz3\nU4HYy4rnU8cPnlp1mITGM4v8MAMu3iM0KlhJs46OedRYTKwzKtSh+WdgO5jhZKa5+ugPqWVOVK1W\nlBQzvrun/TnQfFYuZ6Cm29Wjp/dxb5ADhszNTO1gmRGFyMPEzDweNF2xtHFBM3imyzT3kODNLnf9\n+//6T9PNXIlFpoGpk/VklDOk7I4OaLfKLAVSpqbd52c4L8Z20h1Mb8E9T7VLS6Fs51tOn/YNO3lx\nsGfWuMRmIMTx1EgdcsRA4/M+P6K1X4fkmvorh8GeJFdMa86CNLsGTmI/4/shUetqatBciB08l+tM\nft3hs9AXcDg9+TArP6mHPcO7h+0FZqDZ5Z6BgPY+nsPXI9hWTqY7OA/wsA9c8q8chBFvFXJmqpM2\nxCC3SSDavD0oo5HjOQMgI8U1+E7eXgzBUQrrD2Aa/XqBHXF2HsrBBYDTmoeATZ/wTX7f6iwX198m\nfdc9qlB3ooe9QEHuxMmhdf2P//7f/uX/8/8K1ahVii+6OJBDaP4JwNrHMZFGtsnHjVYMVIm709Qk\ntrA4LxzNmi3EeLFFGhpdkZIWjDnn8TzR9aZs2QIGuMHyO50DmeY+GZmfQMVCvhKiCLpZQ9ZIpS4+\ngnHAbnZqUiGu2oRsF8+JRlf7nvUwNB0FPSv7as5zfZEVD7KRo2UzOjU9rCOfmNPnWGV9wDk9tNkr\nJCq6s/JSrDVap1g9U0fscE10b3fjtSEHwqR1I/yKxU33ijsjT28cmtMbN69BXvAHdvMP3qxnUXvA\nAg7H6OHxp5nqWrY40eec08MEdGmRYxzcdzqujaTQQJka8qz+2pgV4GCOUWjpWa5VXMHy3CNYDCn+\n14sR6OO+a1VvTOU5SlIpaMXkOOEA6QZO0sY6yhO6cn7hoLrfwMvCi+QLxCeQ3fF0s4/bJob1zKC1\nmjvl1aPf7X5wHSqNX2AwsJKDmLYhB43GeROHMZ+o7iqPOfg0d++OVTNVB/17T6VVnrOnoPDapZjk\n1hCNdgNyD9R+ajylCOULjWm1JK34ZXT4p/7pP/7Td4CJda7kNYFDqx3zBMcOi38UshMEwUmXQLob\nd8Rqhc2J0wOeSFlTEVUi8TaVuLD2zHG9ENuhQxXqCfWipWn1UOHMtp/qczimHqyJDwY5t+sscTMu\nMaF4Dvt4sXnZWBNSv3GU6mlmLm+0SjjDrmGglYF1WVPxPF1kReDKPEE0OLTKSW8CiHsIA9tnTRWu\njvUNzplV+jxBjbOTPscVejKwJiLyDH/aN2eHU47MP59E/pQ5nT0f8lIAr77MUBc87hP3m60AFWSL\nR5iL2eYBnxUA08/U/+lf/qt/9+//QxPZqwMSzsi1ErNSCDya9uM+F5DkCnvVBNzDU3Q2VfB//X/9\nu3/7v/0LfzTBtZzHDYUUi2AO4R7WUAekJ+1r0EC1b8d49WyciegX4ABwmUl1Rm86xqbXIimIMvfv\n8jkjlyhlcOcax0/wGUbXdmRrqObEVUsWkwXMmWB7BqQSMG2yuo0n/Rrth8j3wmcOq0IPlVVreG2i\nOY1ZwBXYdA+HJBxTYSrFV2HdFToZY2+fHYEQ+7CaYi94eRv7Hp0WGNOIls8jF97dx/wa/I1C83nw\nMG+4d8VYDSSs1nhhC/kNnDM+HTMCJ5zRF1iHx1PLKO+eIA033QCFbKI9tokwYEd7eiAti/agIXcS\nGenWqUBpwkeddLzgVw9+wwOSmhmy05qDvgVuXJyoKboTpvzKXXUunRXzFScMDzHCIGyjH9/0DS7a\nrIL95/G957ITHvghSghjzeS0MU/Mb9QM1eLx5uhTEtbQp/XI5/LAKo7I93c23W44F0KFhWqOsH55\naVbZydFq2uvuGFI9vtE/GkdsxWg/IelWfJeRwGQ0bx7K/sP4Hx6shpR/WjcYA0pt0eX/+B/+i8uL\nAGbNotatOXsUmdrZlldSndPl+ao0qUdDIUEtxV/Np/2v/vX/DfG8ufOgcsXK6cO52U/0FjPIKwm4\nOk6pjErLeWGvQUylG0IjT+m1qAvSE5xEaubx08ZNBimEOwdgPorySCc1mni02DWeOxrJFOJMV1cj\nyL+Gi4Hs7ml+26P+66/ZCUT4RnRjlXZErDhw+XBOusqnMTcETBCT1q+SNpns4Rza0f9/mv5lyZZm\nSc7EVNXMI1buv8B+FY7YBFB1LqhCs4Xvy4sQt0LhNMCmUPgiFHLAOv/OtdzNTDmIjXFOckmuyHA3\nU/2+Fcqhe6YeQuVMBiH9uvqAxk6dCE2+DnKkOvWs+GP6acJ0x1gRZEixFlLIp00BdPLpCQz+Ovh/\nmxn8G4YgdqP8Gt6MZO/5a+cgPkLfXOkbzTls+ClbWPxwGs2pf/z3//iv/qd/i0vI0AczxpoRfaGU\n7nEPNGDbD8VpBSVsjzgpxUjGbOisRN2oAHdmpc8MBhemB3CGwDAL2ej2cBBLkfDKttTLf11MoMYO\nHa4GUIOZpZ6pc8zhkiPpi8ZUD8b5EFBBAoDdOE87SC1hMboCz6BffPG6aCt8jYyFiEF8EJu4EVcf\ntD1mgD9iMtz2DM3Qpc9XmJiWc6Y/5V7F1YY4kqluTmsAmrd9Ab+L2+4ueRaCEZ8rXJEljEBOzgxx\nPvf++WK8Ll+asXqhRE30qBZn4QjoSDDh6lPTCS+AoRUOzgpkzrB7uqGPfWq8nxgKYmZG4vqKBVwd\noHa4Vt+rEgf76M3eIQcjquyZPMyJX1l/5VjTsjqyNM82fRzUL1pgrXdpe5TdMcCpT33mOvkVoXGz\nGB/kppcrjuvTFfgIJ6YTWXxhLva0+8zpip6FK3KNygETPSB8kht3c9a1Ads2Gxy/bOh5Exv6YJ37\nfK55U/vos6Mmckcnh9WZExokTsSkxwCiKwuj214TsiA52RGMoDvQl3BD/+Ef/3JqgnG7jO/x7mdg\nMdNA+2Y5oAwNgcMB+zqISrgxMes6KyrsnHMBCCloUo7kcrZ4MMNiN9oCJ2H4/tQyPuQniEtYxUBE\nqlefPLtfZl4RMYDh0fsRYsCquayrDbvWA5RmFAecCU+zPYCyOXefFz5oVzolrTvWAtmzyTO/SmYX\nz6uv/EzGZjQ6SESkxW1W8+qRK/d4PJ4dSkc0ZrNyDRfW+BoXS33u91adOgNdfKVy8bLuJgf+oJH9\ndXVc4h3Hd537WdfJJZhyocoWHkXYc+Ff0apT9tAdCUWN4T7ujQxcF9J8NyZqsQGOe+oN2mRHdLzI\nfzFvsN+aUjmRnfERADYXwH/6x//6pz/9m2hNC9FHp7uCsGIiB4+rgsiOIi1N0QcmfUExa6CZFzW8\nPsMxIWFRx3Tb7u4zdjPpxATHQrX79KLJ8mpcYcUpfd7RENaJrtmeDQ10O7JARuQKrxDId7ubgXWF\nrhij7WCrjk/4qd3I+NHHQC96JideIWLebOeOCUzCHd0J6boc13TP7EMg8mKicIJvoVbCkfhec9i+\neJF8XkomxqYrDuGwx/2BU5nLV/bLhYPVuRxd2XE/7ncZBDOqXONZD72y1bSXfefgntGHLY1CTVIZ\nI1ZzTnouTYYn9GBObnupzS71h/PRexpVUV7AAMPma1asr44sHJkereJV4RMHLOaM1q9ec3dmx4sR\neQjDmFrziYzPYitcT35dZHTJHi/PDQzjE/zobVdY6htnRVDqdk0csm3W5GYrKeqliuBitglMcTfn\n+AJ5a66e+ATOeOoZMGdY6UTFcQdWzgrBtKdjN1A10S2Or7Eb2VzUWnYcuwtXZ76sqyauwRzWuOIG\nmyPXsinOWrjlNb9a3IHl/m34X//TP+3ZyJIXT3WfBuqCl9HTJ2onnns1odGqmIhmvIP1ENpmusO1\nisK50Onoub2X4opMq0KXV++I7+PuI9SFx53BNeCHkQ1/amI8nXEu7UX81OpYcObh9TnRlWpd6Lg/\nXswwCq7hBINQwE1/PDPeGsZ6tXB1J3BgjK8Y5ky6pJn4pR5PTEk0Jvv9A6fDCEQyv7Zz9FZ+nOcJ\n3jrNgXVBosx585iNySnFNON9Tb0+7sYocV3gbV6OdnZnTAcawFypyFwwLUACP46N6BjpqGq8ALsH\nfUuZ4kzPnGnMdkcCHEqF/+lf/uH/+d/+0xdFe2J2FmajUx3ojqqTX5+4yUuLvkbHcSbfXojz25Vx\nDdi6SazGX/7df1HhT3/8kxaOcFzjSaeCD2NpxElHWlXu021jscNvo80sR19gQmb0JPxqlXgMnx44\nVG5VpYnIDZWb7tVb+ngxrlcg+ME5XWsWP1e9+0TXZeWgRb8WkqCG0S55oMcL9lgJ1aZElSEM0PmL\nE9whxCUfxiGFMnoaIpEFTx7kCNeVKS3KzXV8Oh70rG2TQMbGFTOszzqVIUWMPbCJnp5pyjmr4Zkd\n1uJ9eVw589WRXmr1BzgzMS0mdAmQn8yuroS4ExYRAGO8EL35Bp3zAiPh7plBIRCkxg+p0CDk0Tkg\n6UcG4FJ9Z1+BZV6l7dhUmQdwltVZZXmsRsRF/lg4eGgAyAAeRkU9EBTA40ExgCvVzzYBIDyunpm2\ndUWGdTnstclYe3FWyZxid8m1hKs7fh9fqbWYwQEGXmD0woBxGG27rRY2LcwFQxZnoTy6/Qwzo3oN\nFlMaYM9UuNFdFUMoevmMysnQK+nGrjpdm0aal7V7bcDHOjPH3FrpuGffWQ+Iom30sd37f/3Hf/+j\nL1QRpejnfV2D5sy0jNsQHdl6Si4lbQrAQCc7pl+I282sXG393Z/+VpFsjp3z9FYQyOFVC1d+Uhtz\n2GnDDh2B+XaWOmr79MgAJ+mU1zW6CiH4bt/vTne8um+8PfvjNZXZBGa8/emwtTwq9MQYvsQfCpuf\nAwxpD3uz3x334R2Xhq/aqx7XlRFInhImL8eq4A7QUCE/qU7HNA07ZhgYwmoDfYZzkh+pvtf9WeEk\nFZpgBWHqFN0MS7ywPAKGq7QSuGYXO3PWBmZ5a6Pnaj+j6bDmhOrK9hblTlnp4ZirvQaxPF9nv+pY\n13XJawjPGR3F4Fe/yrF7Iz6U11gfe4+J2QElJMOjHoxZBfy7v/yjX/rbP/1hjOiKB1M6FtDw2ANI\nosL56qPYVMEVnRvXDmZ0Yu7uKTSYigFmYhRJ/BqHAeKYi3pW+Q4DhaNhHLMIK4kJdqT61pY2Wu0b\nYHZzPqwO9YADdBwvl4lNwnh+bQT3NQ27dEqDiIHDneT0g7JVk0ddMU3aTDs2ro4RRdea0bQt+suT\n6BbZiWeTadj16aY7FiTaaXiaAwBOnB8zgSkZmVIe4ZP4WPWB3xMxTGS0xubiYsTRNGoAeFwfoREe\n7p9m2C8iWc2pVEsGPeGj9Lqo0TXwzHsGE6+ZlfNhfVbV1/x25Y/++j6r6xdUHOpQBfcp9nlZi0m9\nwqnzMebJP1ho9rjZrcaAmyRzOuuEN6W2yxiwmuaJ9ebVS+D4XBopXl7s2IyDrkNPyFGNM+CF19/M\nlWanjlYruBgRGZc+eCZR4RquCgT0wuLzppLmScVfOMKTaWiwmxqkKGD5sZvM59SpyYvxlbwySidw\nCFwC87buPWl+Bz4oqS7QjuJLy7w+jI3j+cd/+vfD3afeO1W2Yp51HojrNkcQyysYZCzwFYXEe9GA\nN7E5Uh2rJ6+KFyNA++XqkpXt8GNlKG5VYRzACi4TiJyWTZpyhJjGa/wQ9hwaXZ8VVrhXINN1uxZB\nmARJYjAffKCFuLOJxja6ibOyKDWu9j1x+XZnu1sHs4lGcx7vAGMRF89Fjx8lYmf8+Oc17zvfWij0\n26JsRTCFCSCK1ckY349umBKIcNMHUUBeVtTryL4G9LiPDnnOeMLzBfPjmlac1vy18zQAQE+PfyD2\n4R7QnY2MTAVa2sNQ5IoXcLsKpGEklVr/hz/+m//XP/07a/8IrcyRZiiBXF6BjOZYO9cWgE+aQY01\n4zc2SJl9ViEYaVAdqIx//5f/xr2v9/t//vMfriYbdfpb/S0VFaT4mvHU+NNhcGlQXkOaWOZ19C6X\nTXKVTs9IJUsYBDe4JeWS44kFCHVa3xXr+Mu4p/M0Q6PLVHMG1X1mWzBNtxuD7Jl2NTv+pkH+0uRM\nA2haHgDjw+rx7II7fo0nL6QMVkOjZILe4997FE2bmsqu5Y4chzwxfT0jm7kOFNSdXQs9clFZcRtn\nna1yd3QHE4h2sDs4C2bLb7hhqV/ZQ3zg4RkxQlJQqXZSdVVF+Zx1Dov1xCmvD1ldfVhVqX3nx3d5\nUQhBgRD8oY/hVmheP2bAzUx1IBEXEPTkTPYhpsPHnCczNpebUBs9MA02gicpgAePWQuhlujwW55s\nhvtDw9fwKnTEWWwWLwLgt+JcqmUNLs9iFcfOGI33IySciB33XMOwUNVpXbd0X7PG1T4S1Nv1aUp+\npQPHj6qNnhqzj1QXFM2ZrouTQeDmI5qyedrn0+TnBiMRqQtANnsTCDOIuTpyuBfrLqpd7Fqev/zH\n/8wT29yfI0gzLk/DS/PMipHgBXbEiRghiMfQkqPkCubRHOSmlI14tL6tGP7x3/ztfeM4XOFid3Om\nP977fOpZP5i4jTx0S1RECs8ovCcdMgQ2+WHWU8FuqBwmYS+7c1o4Snt2xxtRIaqXe9Dl0uk8k+Ks\nR1UyDoySBdawBN7mFoZd0Yr3aC9Jx7tYZvK381BPL4Pk29bHSZIxTJprZjGKVHJy5qGmFDgEYvQv\nRjqE8PPC++K5TUlc6cIc5DuSoSYTc9XvnPdh416JJXcnj3LXPrGHK7DA4DLU3ahOaNbFNfMgpBvB\nuRcyv8I6X5f1U6sjMH5q8tf4azSNZ107sbBIX8IJww/L4OrjdmFrENdrRWIxF5St9uO1/c//t7+s\ni0HNwe88P7MVcWlhrm5UDT911TDhr49+fKRr9v/GvYxTKBJXsPWp+azCjVSgUt9z1SZHa3Kh5np/\nsj7N7kzgN++v7eTynd8Z7yHG2o2eh4mCZF12wu7z7tr4gft/kMjzwWl5KDbVj6N3fHBKwGNAGyjE\nOxngkX8udnj1qDgS1yShodzqvTi6wxGe6F77zJmDLOIGfizP8m6giVW+aio/31EuZWGt1V+/dd7R\ns/zOODP+/DzdPV9Z1x2F+NidABaLi0xoSpW9/8XnfB3tuf9/wLc21H/T+Ztzwh9s9vhav9+//awv\nbr9iZxZiaPXPmE/d+c7fcq5X7XG3vyKuuIrx7XrPiZqrCn3OcmUOMnmveUWP+HtrNwJ1DxbX3GsW\n4tP+7qK9hjnydGnHV8ftvbk/mRU34aUP7Oj1QlOfvzL2es0KDV+71/ne7q5XfBbPdh58Rb1e/8zX\nx7jxuf1GB3Hf99xR0T3lLnrPZ+avK/Je/8M1v/mw+Yn8pvon5nuK8nWt15GqdrKeUoPdtNOJPTNv\nx8y1Oq9HMtXGxDfXXhPr+8JcH2R7r/q5WuSqiHPxVO/oLzxKgGhprjSi6sKke9Re3Unhuj6Z3R3T\n0X31iWEIFfmdeHP111qrw2jhRC+SK4qirR08djXW0YXot93PseU5ns1mz7M6j9I8TI8uAYImXWnp\n9MDQRuyWz1nvYqcvVlIUZ4EiMfDp8QzimFPD2WsGg/J6Lzk6pqLfyX3C5CWHCrAXZ6lhlBbyamu3\ncwXInDewJ8Q0fSZwqDl5I5JySMZ4Ei7FBNVereAdg3UuDisq3CJnyUvWonWFZ02Acdb49e7c++g9\nF+MrsojJE+fQ3ijh0YIaU5z29KbrGrjpmoMNM3E9rjCk3rj+t3/+h//8X/5Pgn34i79fL+LVc6w3\nuwVpJ6yeGys9C9MY0wzUBbue6nUyHg3mhmMim696z8zxxQfLIvy6cTgnE/GkBs9TBaL2DQXOt+uv\nfrSB8eLEpQiAbFPj5M6rEgbCIbMh8ku8mw3txGkCiHFOcVoOS3FLFWo+sYfIcaCrgEbngL/HOPs8\n0nOn4JjRfsoPcU0kgUCt6rEnDfQClqbnPuxGxwDTU1NXzU0CKCsYXmyjG02NoGlxR0jgzEwPu1zz\naZe7DRJMksN5ywqtBUj7TL/ZR6YDHzz8/366sNgSK7JAm8c6DEgKkx92wyQmUVccv+62FDOLZqrj\nVwgIauTQSV5oDWeoB7c3X9v397zP/HVqs1WlLvoFxi8BzAjPtl0cU+OYutLNOE8HxJrSYBZ/BneJ\niCVmD1yQfVmEiSnNU/SNUVZy0F+Yu+GOQOMZFcnDNMJyRX2EGIx/kWZ7Vzs+YlFQipSOAB71UT/s\nvOGzJx2Xx2NXg3XFhgOfmztU02rf1i3lehE+J6aIHKVMYzqrNdEG0ReI8ZT2YKJneiZmHMYqXrOA\nxMMpC9rJQ9YsAOMB7RUhsqIaZ09/R9N+beiv6e81a5kn+PtWfyT2n//+b3U7nAtjefQ0ldiCmIiY\nS3tFYo110INjf2O/Y4hYPdMPpIp3d/Qp4EOu2KmSo3eMmJwQmrQXccfgCcuNTUYo6Alhwt/wp2dV\nBwLJWv3O7uvr4gqPNSeNl7ismDW857ptcipf6ml1xftAHjDJ0Hzbu5cnX0LAaB/WliaFyMW+QRNv\nHNp+4sk9eYYWV0xgQvlAIDbnozkqNlBKSJhVIzamuyXgfro4AA/LwUO5Fo8Q7vh8sGFRjGjpTMPf\nbOvwb//V3//Tf/1PB/HpYK+7GTA9o5opledbrDUTfUmL8W0bE6GLN122xzjF1BmcHvag5L590NWF\nQR6w10RaAq0tFQVkonK2MZz9aqRrsz+cd4QUooIMTaL6mbYRkUXY8IE+GzRxK34TTPxzzKeNIQbu\neebNTEgTe/QmKA7zpwbAA6tuSgM+AddxBAf/3TGZxJLWurRUvE8ndnvXthOIg7VH7nTrWERd3fz0\ncfMWXrHBD+fLRbStwALH0bL7aKQkL6sJZgX25DEzbeOBo3Kc/BEYzq8ShQVN8EPtUHCyNCWeAGG9\nO9+NN9tZi1uzDQ9CRPi8pi71yZoO2/4I+1dJHpmcC0awERUqlvjpuOYE335k9jvwWSh5teOMoq2i\natTH13RyMS8tk2VrD8qHrHs6acWoKzaiiWKDJyxUD6dTRcVMcOCYLgEJ30NvbI3tAIPqCxUNt2CI\nkyin929aaV+NMA58CpMIzlJrJZBPxvqkt/QWBI9OzjR90n7Uu5EeyI70JVx2R7+jDoNkBmHP8kTv\nYk9fDch1T39NZ8R+8RP2IZ5tzZAgrubXrB99LQTQmhrYL4FMNLxbPIz8EHWSiPwEx9zlN2fFYM74\nnIh95eRnxaeMrb//0x8zHngqlbgFpbFnTAi+3DjvPBRvvDxfn25P20Sp24iH8tsQK21NVHHvRrNf\n0TkPXyrWiKG34ow0tx2BkzghM8IPo1yQCODQH0KUCuY2D6gQE/bCmD3WTBDXZJ41xTnofNXen6y6\nPhQw9LUIedzdhyeafMzGn5hmp5SYlwqRR6vQuEwEYxFJfhIHxwD9Cjq9eQ7gsbrCpKOj6fGek/BU\nVAaDS1S3ppQbS84LFkiqEdvY9EOgMtFjd109axoWLJOT5Ezr09yts7URo6ad9Ip+AIkV/DQ9mQgo\nhJ7Zx+V+v3ZePVz78LPRsmLwuFaHnHRGv2Zo/7R+UkXdwS+APct92/JMcD15TWkQ1WKPMA8t6mku\nnyj0YGftMCIiNETYLw8Aggu2fSIUa1GJd/gMWLPqBDeBYKyghY7FCHWFNupOCms6HoCoL/ISwATD\nKY7mkCytZlScpqlZ2SN2dpfcZjUBa88AZX4SppctHAsD6lS2IxNLXsuVauAYjzLGMwPOCR/ilDtj\nluJr5WrgBBqyOdIQzxASZFGHPW51aItvTtlqX9AVfADtGESh1Y7JxPVwXMAw2DM9BzrImWHwaHnC\n/ekuIS3l4hI1wi/KvSXLwx4/B6rL8Qy1xDrw+4yzIxxHMcR96qr+KI48cuMU1BbaCMmK7VXy7RNr\n4kIJg+lnBh1A2Byh81WmOq85S5/0912O7Wp+RGNF8UpduWdpOwuRmMyRZ3seTk9a9RyMYF3zWhOF\nPXgI9VQFKiuqSDafvnukryk2fnYfA66IyuCVmPBHx+rIm0yBsr0aOUnfnFC/E5XTnqVQnokpCNAZ\nGx9JyHtSGkc7jVURg7lPX4mLyB2qa4LuFXNqTrPTtwdIYQWC0eLgyBuc5jpDbfFTJiaXGcOB40F/\nCEQ/0AQDaAof83hCFYEEshexnnYU21rkzQlOzy+xCiiHEredljdLOEFHI6aCb0sw1PTnSbUn5pq5\npmJ/1Bk/S20wfS1PuhQA+UVOjD2MmHRzBHw1bzji2/ze8SrcjFfIofSsqkQi05pGY7U5nuI8JZMc\nCTIlVBvHgGnWBVwcJKw0vkSNci7ZT1krGyhYMbmomNWI4qlfIT6++Od/++f/+B/+YkCxM2dTGzU9\nr87LyZCT/CDPsIYYrlZM61HHgWtmzHZWiNfqj/qn4u2va+MkT4gA2PDOVnxQjFxTYUdNVoav6AC7\nohxU3EkFBA+ETjWv+VgknjCr44NFXsqyMHInNcie15p+IZpOtSKw7oPsRteHVynbITn8y4UV9LXA\neHXdqk06Y64eqGNtT55ZZRYTiDUHKoQw4kYcUsQXztVZHR/ekXyNecjxBvc2gHV+jahm7IYwkZgX\njvrUuR6HOLFSyJnVFhrTaq2WNeMZmOTtzGYbvdiQG25O3hO5TW6hkOyv+Xmjk/1QYVscxlGogyao\nzJKe//QRQ8BAf+Sfu3sOVjOglzN6xaTx6ijHpDLW6pQ1+szdE8IvD9AqEoWz5wrNSx2J1/CB5BhZ\n/PFWTn4Cv8dgEQMMWBQw4JlgXNfCzWhoWjO4qm5UsLuPY4MEJxhzibOSxmwbKZ70J2p+pUXFUKTI\nmLmmVuwdh7qoizWu7X4AtkKGlGrMAbGSi+QHn8mdq7Ki3y5kD+VIgSkHB0Lrsb8FiphZyQsieujm\n7VRkc7pMmBvd2surITC/TJ7wEdvhGM4zeouYQKKvg2ycABkswMdroOVgcY4i8Kd/+3dOzYYa2e7e\n27PcSq4wZKCW64tqMonlqZpva2Y9jeI220Xlcsb7duLcH9/5CPamUFfOj0F+WOXJmesxiQ7EoF7o\n4+cWF4So0O3UvmzPauWHtupiCWRlmKQnBjHE4WkPjAmfhfR4YpydEIBaGGtm0fkje2JEs3vO7OFn\nCxNrtyx7wVIAM675Zbsg85aa0+iprj05D+YXCYJHnjjaHmdPyoDaOoWDecn3ZYqFr83X59B9gq0r\nTqAT0DBL3cL2Ac9XpOYa/cP//t/+x//878WjQOOl0l3nb+yIKKouwx8cs2KQphwsTNckIiJPmm9e\nxxEhJZeY8PXQCSse8zKkxgzrTq+vYcR5TN/KWFIMP612cPICrmnNTPPMUjN9WnaHQ50Xp2jewcAp\nncECY6TSV82KOZGNV83MOcWZGfQ73LciAjCGrPb7YU/H4H5LnxvQzhKwnOY1nGJ1n2scY88aRbPd\n7a2QrpWhu+JrqhDiq+tRUPfxKasBZyLWL1/C1DqjOAAI2cUZGGWwsEDc9EWOUAYH2IdRQM+MrXGe\nzgr04iDoJjVxjbpqPHFjbrxj+rFin0isYUxppqO3PMzhujWhN/uzmlDWdMzbOEZs02zNqCnkRJSy\nMhGF564YnDQ8gVnABYj4zAHO0c9OE1NB8VqfzEoQUI5eQiD6aA2EQQCI5Za81a3hBUSgXu6sCcuL\nn2zASY7yDQFICQhwCWJ/qqcEr0EfnBPucBgxybMrPK/AlUrnqXUUxafxGLXsQGilLmGmO6vDBNv0\n90x9+hpP6w21eY0fWPuHqyMcWRmcQWPsBzLGkJA1xFY+VImUhvVxGVYk80rzQvFBjAjjVTN7xpyV\nKX6NX9926+cr5+VHWe4xp4fxLe36t//T38btmmjbQSZGGzWDIEnOhDeNXuprtRZ75Wdf1eV6xseA\niUmfBNv81IC8Ra3SOrc4xkLmID741Ly5e9EhQcm5qi+QrbLIZ1eeuE5HnyMMh6J6EQuLHePHDaFZ\nmsCZ+kzHYIWkNZkP3ZlC9jZnLprZhajINNR4DCFTu1Vl9mVGrAxGbjA/7o+rmbMiI6zby6z3vI9b\no+ihK0zR0BZNrmOWojMk/jLYbzAytkD3YY1ygA8EWZRl6BOaQCfaaqTlHQmvTX3y7/93f/8f/9f/\na18aRr59bS+16N4ctOcjQ09m3jHkaKbdWsjoGW+h+VKTZKTlLk1fHo/2SSFiXU8B3R+E12sYOsMB\nwsIxP2BROXyC6jHezc2Ljuzjc2aoCiYhFuo5AiM/VJJf4y9xLSWnnze4z/R3r4OrVa1R1H0zRJT9\nIJekMj/077d3anXqyLPg8HQONMfOqQBZl0igRy3nteK+4MAs5E75Neyy233NuXs8Oc9WsxrRwRBS\njoDJRwbNbgynYwpNeJInVJGNUVVXwWN7OnA87Y+0lR4E6lotxDg9GpYTY9zQ6oJPOTouJ7A2+Z3V\nq2+ekAerTs6Hc2gqTJR4aF6+CwueGqpDYtyYDDCAaRtxHHLSvKRiMcQMFE730fTNd17tXFWLEJGk\nnJcMne35jKbFzrGcRiIxVnV+cIfnOu2ZyJSCoXGt6mxS16HACuwxnnmA/CCCMes5ePi2MtRi0SIO\n53fKXnKeJ/IYDavqnqdCPBEJAxAmT7m7+3A+4J74mNFT5ihs+LgRDrVtZzGYA12umX2OmxdWAg18\nJu3rC1By612Pi5aIcJgenkdWhSGjlcMz2UZO/wB+bHzM97UCnrAf6lztunz0x7/7Y74sWom6YkOT\nESLUbHaJRIuVP2ZW7FBtxGfiE2t+u9wwym2TOoJXnIbrE4wVy3P1YZN1mersE6b3vX+qXUmFVkwc\n9mY5a8Wz6RNLgLrtn+OQEXylyMUKd9BmtyhyIdHSh2Y1e0kvKbPumWTogSws47G+gavDxPB4tir1\nyH+jHYjMvOTVnjndg55JMCNyIdCwkwD45Ux4AD/7Z3GIXjyTLUCOME04C5PNOOZza4l5Z7NmFcLP\nFt2fR+mz3nKx0shCju4tnTi8/tWf/ud//F//idRLefFLEfSV33C79SDqzJppnXIHADnUGJQ5UdCm\nEQqv8W5VRxyElZOLceVy1rCntkytCvXhbPqfA/7E+WQFa0zMdbUVm9qQiFBm13wKh0o5u1GOJCUR\nPlNUxY9WBCvnO6efarcde+7yc1M0pnKQW2gPsTpyq+7RhUTGUTvaiJa4MZ/AYVpzycD07Pb3cDK/\nIFZ/7PcgNRE1jcljfM/dc+GZdFxnovZQo4UrsAJynGE/eb2iGF6EXUBLKYkc38p2VE30sC0aMaUA\nOWVoPpgRfwNe5mT8RJxEPxL6QhzopB6jLfCJuzDwCX+A276pFS84WkbYfbPz8k1/NQSRMdDhJa7I\nHhfgNrdN1goyBKJrUH4cxF/3vqIbUcXy3j1rLzCDCfXH9Zn6DlRYTSEUZlL2ZZeq+KaaEUIGKRjJ\nnXoXB7giQ8HSfDaLyAClWA6QFd0CGcnIgD2xkR0IDPyusPHWVEwEOTlioG/UhQ2gFL1Yg97ThY6O\ncCg5oZwcWXFpYrNHVlR0t1F+RLkgaHWNYfboY7xb4CvHV9dENsH5Nb0+coXeHedzlj/ruhxXxFwB\n2zUeN+zFpeXpDzY6VUEj/C//zR/xQ7qVCy+RwveJ784ewJjny1hygVSM0Z+qb/ZBImJWSoBnYgaM\n4pqJY86qWwhdmNQ0whAnkOQLL+ICe+ehhl70pV0EvIZ5y0nLmHF1fTB23mfdkREcwfRTw3SbJKjD\nFQnbu4v36ErmVTfEFotazfi0FxhuYVN6m3+N80yUL6WuMG/vxA7nDGvMyiRHcNzE5XO6m5sL3MjG\nhL08OJoiGl3KQhqjeROMvkXqduROjAASG/6gmb2UVg6yj0+7apiT3DJqruGisQIUSU3++V/+/V/+\n8b8sh67feIWGr9558F7XWypOEFRUTHFCiqtzDTP4gasPZpSLwnCim5iyLWHFQPPRDJ8tUQWKUVQe\nzDuQJ3hUDtAL7lZNbsC/EjAjdMdpshdZJ07PopXGbRcw166vmnjp5xffhG2hM4dXQ3PlYGluzj3D\njRZjaR2tooNfxW7y7V1zIA7d7ah+zeTmz2aPx273IDSDz2mhqBi6u8Jv9rzK8219eq4BkTGMa3gP\nCJrZS4qOGh5/I856hRhGRumQMyubC2Mz8lYQCDhGpVUZXnGoglrY2lIv8TIVbOmTmpymVNc64PBn\n9CYrg7rU7dZWTZyIipUKOZGnw9VrOuw0A1zXgK7gKNIrCu4CiNTQ4BHJQLv3x6eD4bXqXp+M8YYn\ntz4xyLkkGVNGUSUwTsThjBB6YmRe7OQvSYRTPUd1hmhd1TltgluM4D304BMQhxijpXVd+bi04sbq\n8Ux/ExAFRIsNXTPx7AIJMkiPeFZ8p6oo4xIvDH1cZ3jXb2suhLkg9eQA10wSYxd6y7axW/AiaHdj\nJjBNLM0Igjndg33yGqwgRn0WG4Gte4PbU9MnJhL34C5B/LC2v+HhEMXa43Fd8O34u7/7+4W105XQ\nc9S/GcQ6xS6ZUGCtYbg7WOE98XGfp3BcmgGqiIMEeI9yujmDCRxR7XgmDyyaDSUzEIzIazbQNGcS\n9ZI1UU6NOYF2lOWnXr2Iy70KMCfAgQqAqV/Rjs7sxZNz9KvIhfRMJeoCBR5M5bHQbrAmuIljs8Kj\nTsT1eGJyyu1zopCKFWx5quOMZlPbuZuxKu5zVUYnGWN9Zm1EKzHMOVfV0goQ6c7xbPWsJV3pyeP8\nZJ0hqQG65wyi4v5+rcc2bJu85qGDu6wZd/7hb//w3/7pL1jhG0aRlWNKYz2i7gwtDXCCfcEM1FdG\nAr+frm54MmOWZ2bAHpmJWazsj84s570ucFGYcCsSSSQVEkmkVtDWOa5+c2qhcp3O7kS7O7E+XtTc\nPJnHq2qr9tqbxigcvlthLnTqORGOoyKRAbh8amYhA0DzOOAXOGOf94yPF6pSFT+EDL3Cjvqe3aen\nuAJS9biudCoP/EYFahkrOtWccXuuwSpdtSKIe0HZn6zmGIUyjI0fUH5NJWsWolJANjddc9j1wii7\ngZ6sDrmBQsRR1JVxnQ+HVjZqHregEww7gLP8+zWHcyVv+vo50YmDMeANaJDuaXRfbVQ+YpB6iHqp\nbvn5fzSqI1jiChc8mgf51kAqUzcjiwLc1NtxwU1QWbjcmK4oCisz2ySSIBhs4gPhffEERvM67Tc9\nM8/D7RU9NsbRAmBO35g1Cyffw43oWJc6A9TiYPpT3hEUokcnNFL4yph4aKs9U9WM/XSxjmkgYHZ3\nmSjlRDjOYKYRIAl6NG2N13tsDVRkxciNd09JlmYYqBQWzmZtn9Wz5hJexCx/3yi4CZzHf0pB/FWr\nnRYH/phTJGa5Pac/nCbzD3/3D5grg9N9dpcERb9SVy198rgfCDxzU62GxzzO4qYmm6ycHagKTnxF\nr1ev2/19rjOoEJFg/mrBPh32if5lAC40hrahn1zMFck4msL0lPu4J8a6qEQ3qrw9sU66p6fHaVJs\naScnHZZOYjRWNfP3a32uaZzlQeTh69tCVw6lKEwtM7QgfTTDs1ihl6g0hiqA1YEY4jPuw1M4fWAG\n2cuNdwBG2sugKSs4WO0bs6Lm+nTAUz7VgC4wsfb1mgTfwy0X6MlOMStyL+ZrVIQFJ2fZ3C032tEj\n/I//8Hd/+V/+S0QHy3djZoaqWeJacd3qYPWgj3wOeNYatt5mWwSCw5zd+5R6bvVaHfcAjQ+yJgOt\nh3DuwPVCLEPN9JqH4gFAc479FpPRiupUjY6nc8jIm7iSWPpwqtrYqotn7D7X63xdnaOqB/9BAmiP\nameBhWI3Ma7qilHSld7meyXP3Py2BosrL02sg2jJx3BRPaix+GxP16nZU8/4mfL1VSsmwBZ3jDXX\nPct17RvnS1V4REyO+mDiJ9ioc1XdSoV28sO5eusbrivdUT+B3/uuVmIWJ6iQELeWm/szGBvlm48M\nq1q7bp772rncvOL85ga7K9NrpcVxnB27PQ4RztoLU1JtTs11AHnUe6QjMRaGLjDOxPvRrhHxohjq\niEefmxvr8MVwxDXW871FYof7YJF89Dd4Gv0TLArB2M0zrZ44NxFGkYjUypD9HlcPP14cZXvU57Kj\nE8OP44M+fD9NDRSnJaHYmGBzDRdA4IzmwHu64K6kcVUFHAnGGQNMKNTgNwAeazxgrzM6arl1ZhAP\nYasQ02AVpy5kDCjw7oous07vj4EOltKKWlGF/uRVt6mGB5TJRlZlRzeLyQaECY9Gq3X8d3/4e/Oa\n1RElVJzmiMlmdEB2UpALPdoGcdrmUbodFXVi8vGh07ihrNXKY31SR0Z8goG8JrXDUTUnbRpbXZ4a\ntlNymnpXQMpBbHS7Hr4gpCAysZYH6F1TJzwjPsH4buqjDNYPYtGNUcxFqEeTv3/9D50f1l91Wgxx\nCbCQz5tPhS93hPrWpqtP8H3fJ/QVs8ILp2eO6LkwE3NuHrzmfXWtkX159qk69dnujohrWZ7gDG1U\nfHb0Vs4YwsHKXldL5QuD5ecg/hBrh5XddLSs1a+xm6JoL1cMPGIDqOa//Nd//G//y38gpjz26T2q\nYOWKiMtKrw/R/B6cwcMStbTEtAZuTruqt+p9r2bIXzkL/tjfw9nLc7kTZ8Ffj13LMUg/nwxMrh9w\nzcPphcyxQAJt7hXzcJ7P6EyeKo5ev5wi5ILjGD/Lu5Vx3wwhABsfD4z1SKOm0WOV3XOCP5UnlT8e\n5naFCRfxBtvsCL+yla7J/DA6uXM2dfZCe+U4ezgXfJnP4b2osqrJPcjxVzlCGxfhnI05A4+rYOBu\n3g+alX5EzVM5Q++qT/U4kAQDnddcUYmT8AdVfVrziSjT3btrpzKTN3Oaa+ry9ljOnOR0L9dVLXsa\nnShg28GQNJgyyLOi2DOjWl/BKzblA51e/dl0KWddWJxsBByy+JGKa71MCAUfVKAufsDZNDgLmSbg\n497mwMfZ81uJJXva3amyRDT6w26xCG7yKJIOlCXgS5bcqGSR9ljF4OprdkyhbzqIY25Uxkh7qUHt\neP748wiYYk7MtMYBknbBzi1OfCLAuqfZQcRkt2CNoryiZzgFEKI5ZqdGSDJqT/W3x2RhAnvMHuwt\nNpwT65DDaRluzcP87CsGqWI36rBX4cKf//wHfV1+igmYnOG3VQHsOaxO+L4M4efg53F0L30ne/la\nzQtKrx7+HJutHAoB6hy4N0+HFQqsiHuW32yW2RZK2Hj4X491tFbZpY7d+Kh2nOROHV9R+Kph5MQ1\nS7v27CrXGq9HYrG3/ImLvhF1rzO/MrvhVk0mXqAnrzZIpfpFN4fp6YlHoMO43+tme5/4HT+b56KW\n4vkh7cQ7zfLaLjhu6wcrPO+On/7R03M+roqFVED1TX3iCfb3u+dIYmaQc+GzMPV0AzUzTkYIxHAa\nN7cTIwq1SGvgsCg5jsYx4rirLP35X/3pf/nP/+jAx3t68qROcLWnymZEXEYknDzLxQNTvl1Z3sQA\nF8E1zjMOVoyFA0yESfaKzzX7ai/KaxX4jTQzUoPAybv46u/Rp3F2LESsXI5p2znUNONM9Cd8QAsc\nrlJQV42L75/+bslXJiKwIg0Ui+5Fwxgf5vTyUG2u8bKBLOPSvPjB7Aa+PaVRUNLc7AuckTvbGe4X\nTob3okW26LupiQ/damPDRC8Op+JYk3nmBqEQ52S/Z4a4weics5zwJSzITGQPJE5gPwbD0V0kLZY0\nd3RGvdmHV2/gY3ZrTQZzdcDYxzAPeXnucJKb/Ob5QNXByl8wiRXmBGcwyLK6brVHI3FBfHIyPVLx\ntWdNk61Ril7zyQah6dckJ6Nm6vL15Lzrg8ZMzRFi1Z3QCKN4pknnLJw16f362bnTs6jQYhn97Rkl\nCDZ35UDlu8HEhHwhPCuB0XEYw0YMYjyP0ytg1ZT6s/iibk5gRrp7mnWehUCTnI0ahKwew5NzYbLF\nM/TGOrhDF8S0o3CdWZaVHxvKIITkXK7AEFl9swG2hQS0h12JGUNple4WDruip5t2okIzkcMcGqz2\nQf/rv/u7ZH1dcYWqMGdqINs+j7L5cJ26P8CNE3Nc6LnYoZGajszFiKoYBdFQHZnT0W+NuQbZE9lz\ns1R+DwolU0RpzkQK12ugQg06auL9cv2IOPfrxOUUnbK4ignDCnPRHbKk4iq6MYWaEoDPOnUdjHIu\n1qvnt+/Oyx1To8Eli+OKNuFzTXvouYPpvGrFip5fXZVNTuXe2YXWHLFCGDZz7BcaLY+8gbfzZF72\ni3MtpVCFkQs6swb8ZJhfdKLlEy4XMZeDLUczuBwx0yJTq6Fhc+/Vwp244DEnIY1XNq4uzfcwxz/+\nzR//vvT9f/mn/7OTq2IR5q7eLTou3FwCj+bD8jSrs91exyMDuhNcq8Nt+ncBF3fCgeSsKsbCBbUx\nDTfcHgwyWdSvKZgK3hve2X19KS+TnoEBdUE+GVzKdqkwTsRlx6k5/U6cv/la+vLD5c5lWLOjO9iM\nQ04tz7WqA/zvkf9orOZ6GAw9U33QIawI0azjN857TTKyl2YFM6IVE51VcaLmEck/Pk03Ak6FZ30G\nYx27L9SVPsR3AyU58WbbMQvMQ5a9ZKSzF+LOOabAQOH1+QSndZUuIzBhoLI+3MfUmhWtWB33k/IQ\ni0ocYNuewmAOpwBMYFmp5Vu2teGPpoFmhqZZIxP2rrVbNcnm1+irtrp3q8Wds1UElrUqdVijb+X3\niYqS9GEsevW8Gunji3OFxGxhVCcxEfNJbsQRdCP+xslmY3Q5lj6u9mkmqTTi0aivgdBUWd2DKcWx\nyhcagyiLG0n4qWTrgi/1XE+dgnUsT9xcMzjoh+GOziAYVGrpSSijcyZFMojO2atxxcvUoUfJFHFN\nrW6yCrw0KWFULvUIxiE8RBPgWnjCM2zP5Jte0VwE7p6Lg+U//fEPv1fnZl6R11pxq/vT0wNzImdC\nnXN8tjGIFbrmZl2Yi5Q1M7ANPqNYmvlUNiUX3aB4BY68uWrWes+yH4vWHu8Dd/i1Ln6FoDjOzmSk\nFrzW5ym/PYUkoRlDDbrM1t0JzkdW1OoBPa+o5SHH6CO3OMPqaF9E1pM0Wyd/maGMQ1m4XJzoHcXF\nHK19+VBM5WtyoQddGKkRM2IRbZBmVgd+5tisj+e0LuYL14oLVJNnXol3erSaN9ei8nGjrNEykK8d\n0WwHLR6W7QAy+UDI+8Q5q+Uf8hflwkafhfPCtvDPwTONZpnDXf/wP/7df/rLf4nwyh5tzP7vCxuu\nmSj2MAKKgas/qOLA5LngaL2Ru42nH3kuU33PJNysFUxb7i3O+koxB8mDN/gJ/J78+BlMmFXhCS4s\n9TVdLXS4wyJNYWbkyXJLrQnEj9b/Bi7M74/S257AuV01OpeQCSyuSzyhiF7jC4yZq3xrJvEe156e\nQjQvUGOUjXnAH8kRN0RccBjb66BnSp/R8I6lhSYsPnD+cRNuPmGZzEzCb+9iZ/fXOXOqwSp0cfqC\n5MXE+rGuD5IVl6s1vT7PiqJA8SRkX9i62EppgSAx6RkRqRDSAGbPLoNWdj5OZrBjeVHqYCiFy+Oe\n8PAhzdVWs7B25SAioESOMZy5PmD79B6Q6OC3uXuSJ/w93THXQpAcvhSvCYdOTD/O6jPYNyxdnatA\n23pKxhcngjuC6fgFfT7sUieL/DYQJKDx4FT0WLOXjbWUQ3Sf54OGIhPIXcN3rShIyTDN2ewSm7KW\nchKDyZ6EIztuPlX9WbCzQGDsbmKYYJa1qUQ8uswHQb3tYsfVGqOURdY8RTUO6R7wLFOCucVOfiUX\nIptdZ3qf8J/+zb8O4WvHOgHRE+V4zDle0blQJkU248T4GqdCEYwrR4MnXGSzPhj1ALfiAh1pQBPG\nBa4L22M4tGO9lbz66qan/bQMtVbk6sCoQ3OFgpn2dNeAUaEIDt0mw14zRsfVfqbepqyS+vqK9VoM\ndG3tRl8048QMfk9n795QMGP9uufrJGY9GvdsremMT6f78qYN3IgvetT7coXQWrGw7CkdBXMm3BGc\n4HaejuF1e+gqY6u7IazQyWtwLYW67vncwApkvryI0JtnwjHwm1UAhpxaPegBwAyL/Vx80J4PdKDm\nRA7u3fHIuNfpm/yHf/0nef2Xf/8XmgJugP1ASWaqZ20upei56oU23KP3mRoDwwxOLOzwZ3mi+WMy\nkTOG34t7fh29hZE8dk6v+sSnEx4qdAs/fPKo1nSukYtt76dUPupap2OyjcOhdDEnXp+87Oh5D+tk\nsc/qt8fEbed47B3MSaIWDx83lZrhB+L5cHPkFoIzMRxqYi70ktW2Vcqep9Apxxq00V4uRjXdWjx6\nnAI0ndHhis4bCo3v9jybcQfGMwcm4UTH0QyrtUL3F/pScU2d+iw21NBYAYNpw9lebrjcKUVIBAbP\nSdxWYrEbn+pCyK806dZ0hrWq7WobCicHbQc4Jj/kBsOKRjTD41O90dhn/VzhQVQwolvvM1WVq1Nz\nzfP8Mh3pFVTfeS4e1qdxyjyYNtX3Xbp6EGkEqCGsM/pJsn11NHJJQTz11TYCUiWmS2qJWevjPKJf\nerm5G+2yPHERSfOYZ3yZq58NDvfHdaZRBvu+vJrdMYyCxKCDFTrnmrZ2zyNUwSfApY6B3gwtJj4X\nPvIM4/0wihsssJ/8t8ZCRMvTGrKjQWPFe9EXM0bT+p7p87d/+oNXOJdBJKCZbM7RB7NreLhu4oct\nVuuDTD7BLIKz5BQ+5X00uiDG6TiJ8PqB+ELtnoNHC5fDRU/Ouk3vYdGKeYRX4BWUmGcGZ1JPcUus\nqMODc+7PhC9JoM2CBZAJg06wlz4Ibq2apCcd+VkhV5y6ahAzX9Sr+mxFjjdajvVEtZ/K6TNRenEl\nO8tpJ2rCu7mfRa0lO6fhrhBJGfTmERi8k1cqygofUptonuAhkPCi1soVUITBOvF5r/PJESNwCwm5\nSDcJkw0dRINiQRVNdOQx80P8TvDGyS4Qn7RnUHGPIuTskQX42fX8y3/9Z7j/7/+P/xCiO8rdrYn0\nwmPqcK1Z8t069tbbaCbFW5PLOx7FGeOlDETBgFPAoPfUnCOQgVwHse1hC5MBvRbWhnfspVGpgUNW\n6rTyAS6rUr7yLMEtebrea5AMcmbcxtNEod0wDj0+p4obeQdecIE46J7WDKFQDhEhIK91rVCirHr2\nMh9qylflF5tg059Aoji1OAKnwyW0fWrGrkGrV527O0T4jdiainPZt4EjbXPLmRHK/PUw1hO9K/QS\nopE7dPBeQoijVSJtGSzxg2BrDV4oarb5/Z7qqRP6WjkO/BxuCKLJHjFy8wlQD9j8agyPD1HBoJMg\nRCDjjHrslud+NIVdhR6/KiNv23tOya/8xNo/pmzleYE3zM3qi/2CrTpTaiiqh/xo1cL0kMikRRVj\nQ++x3B60U8OlYfAkfDtrq4kBc5H475+ei7axqSYwhXNMdoYuk51d3GobScUI9djQtSayKWtSeVG0\nfFa45c77dLiOaLI4WzZJ5HLf3jFnzqhmeJpvDo7zLQ6paT422pUhuBjEMuPQ4aYwFAwc15//9m/x\nQeQaxVZsyPeYpeFrOsync7pEx+pKfOAdKwJpkt2qBa7KZ0jaEPTgTW8EOK0zeizbSBIQynIxYUd0\nL5xBgROieC0I9hSMxHoRMW4cz/asmaxZKKka7oeNkIQuB3t1NFfzAnjNTrd0IhrJT9/Tt0ZZCt66\nnWucs0BDM+5pQoH4amvDEa3wZUZZM2ySQq6D1/SKOaC3eibYtVUTNXKIdam1OFEf+UAyYs4Ywg0/\nCd5YYrB8Vam294dlUy1PvCH389YTqFk6FzfJ0WUsDm/MSo50Wn/FIBt3swp72BcNhC5dL+vMPDUP\ngEIFa7/+9b/8P64vb/W/+0//4XGqLU2gu+Z8mztjxuxOT8gTaaE9TeW8YqSbFazhJofX7XXZnA/O\nOZqhaFc2eC7uZKUbp8aT0kJMzsmN3pcr2S6hJ7ouJ5BAQk2Nj/ydfosvsRZIyFyF2D5nek65TQnL\nHT4IAfScqQM/opKFH1J19CDkXE3FzE2qOvHx8+pcVzayOtqn5crYoW7kOLztd81GWR9Jg9NVLigr\nNOit7dfoxHpSxh/MjnI+Ug8icOg5mmnrA044ciMVl66mehzDiG64UYOGQQ/LU+Kokhunp5ixXqHM\na4UbHh/UxifF9IXP484I5jVOngIOX4PoujQKmpe7ut+sz4JWrEm1kpg24BwCYxWnARWuUqyyDpBg\nqEKVvxr2l3+S77mz5x6ziWiqxVAIWNhiCfoA89RgheHC0UwwlUli5u2c1Nd0+pRrDDh26fGW0JDw\nCKfYYlhhsiYKaE1yEjzD3YrG3Tump5m8vRKwThnQTBRprrxDmjNnXHjypNlGI56T3fp88rsY7+bH\nTDZ7cHqkwYtIkEGFWqoJKAP95z//bYR1hhwiwxKm2TNRFnFFRdgRBCM0F3cLJ2+veyDHxnUw7HOd\nMmNf3oEqEkpZqIUWavN1SAdmzUyxallNf7ygWa/T2fPRKLwY9OVG+DMoTwDup7imHo6ERT6Mg3Os\nY0lzJSKFpbPgnjXlqu4xPctzjWqn3lxPtmfjd9BpXWDOdUkbqpGrSYNrmHgsbtELVR21gWNKyBW8\nXaw+Q5QpM2a6pmSuxJ1e6hAq+sx06XSmHRmS1L/mMzNQHGBTrccKBXOGU41HsUhhPvBZGi2fpENL\ngq8Vk4uemKZdPdPzyLUrHTFBKI2Lk6gRfacj6Z20swOLtdR//w9/HJFr/be//Ier+nRXB/egNS94\nOV+R3ysr5Jhm1r4S0t0bM585v2DBntccTY1cz6O4JV/LwAGPj+ftivEdWqrsT8zAPbNw+FTcEaWy\nnjv3CU067p48bQARyERS1HrZMWN3UXFdwcD43cQ47q2L6OidnHAw2nNweCZ6BPXl/fLOZ0mRGQyr\nxOnh9OpJeBg9HAExNNyYnap7rkCMnocV4y4AOYalSbekiRNr5Bn4AEgQbdQmYvLqiJk9ta31SoeJ\n1oCGnuFd4cw0iW/Tx9cxGtREVGSFvbwYYyqbYavRDHeqi+p5wDrgHRVfROR8BieCXgloGnChyyji\nx5VwsBn9EY/UYSD2w6+fvkYwP+6jOVr0RYTQydMso96CLk3rqswxokck8yniTRIqTqnkjkMWeOiR\nIV4ODdHR4Kyqri1XBJp3cyVB4i14mUnGHPcMF2QJCQcdytBFw572cRxmy4Qv+Bo/u82S9pVCUreE\nxPdo2FY3pk8RlWIopzjvQAHTzObqYGmGBFj0FfMoBrL6+ld//KPQ6VJOs4ihhAgzEI0LPFilcEQl\nGhOaixFjfqY/U2FeXsf3t74qKs1l0NPVx90DPr1VHvSgc5yKxVzMzrPTI2ZRXSnDMYjGF4lHTtIc\nKjovdKHP/JxYWmLjcSCnM2p6eE5wHvC3HZ4shkdTrML38TFuIqrwvs6s2tAUOBX43dqjr5qvbHSs\nHWsj/SBhWeIdKy7FIqzz1K/8a94y6cLg46pGTywQaW5qZygvxxpQU8KJGe2YnZD08qJTB4H2msfx\nadIRjuUsdOBc2AOWECsxrJnv4aIuPaSwcYsnwvaDQ8ip8/g8lNMPVzxIGFNyrzEmMIjQnpheKGGi\nQ510m6L//Mc/6uxP13s4vf7yj/8VJaVv6IqIuOzcp/yxSs/EEeC0uk1HzV2j6ZMhKQc5A7sPsc2y\nWJvfIPC0FbArj23+jPVzhRD4ED9rMBMk9RmWFCmp0TOTMdKx1MMMxK0jErluBdrfXZu+rGi+pFk9\nV0N8e3E6oyMrGp7rvK+frdp28E5cUzpGO6oX55Zb+J77Xcq1V5Y4as55RjERCzIVXaya7rk5L4Ec\n+Aw8CyPST6JqMEZ3dR3m4AosLpDW9HC2d/OjCXZqJjrYa6IRm7GjP9GYEGPNKyo8PDWICUEkJJLJ\nV2oO1cTVvnrjmrm371d0Z/F09sSY9IDeifLq0hRPpiOnTZM+YCMeFAQA5bkhBJp9xghSi+GZ6ipX\n6/TN8RK1fM58BnfxC5Mp+XGdJSdXa+EwPkDFGKaBBoF8OGDwpQ1UBB3ybsx2pDN4LaBDpvqUz5kH\n0AwHlA5JEXHPpjq6TwCpGQnJocn25YZi9PJJfS5pgBXAaKZ3d51f5Foe9Qf86yyNXqPXrDjcjWEt\n1j1//sPf5Vujmis7XncM/HbN3p5jdV9Nj84lX5rgKgRL8uOTa+hARnTHp73LwsmEYgUyEWCONXwd\n+ehNOgPZpvkhPxAmvyCss4fnk72dbYZmrmGysczsAdpqqzC3cZuc9Z5VuG0uT2IPZ7RleMoBrMVK\ndDTUnZ4felOfOOSHYxU8c/gpb9VAiaZ2X4Ncal6fz9+k8HuqQh6AYFY+9RylTM0cuxsewgRK+F7+\nyBeANHfb4UqjlRMX9IN5zZzd79lVM25h0tT0sU+6w3nEB7pjhG10elLBK7Fo1Ak2+BqlnzYrFOn8\nUfma3pQHM9Pd4QogRurc5MG40Y2iJ6ov7HaN1e975vLBNIr04IQ39yOvAhcLqzI7hlt//4c/uA11\neiWvuK9xfv+squ87fPHHZEzuQfdnjOi8DyZ6vzSRYclNjq1zVC1GgX+1K3kxrq1PcWP/pv/vb+uv\nCjW/vvP63ov7XmHFm106mZ02agmXIgMky2DQim6u1leK6Pqu3pqr/TffCPVep3PMKCQBoWOffNvn\n612/faM6v3Hnfd8vH+4NTkTd9JK/g/8fvz6+fuS+7488frs/X9ivBa1Lkcfxva9zpD0/0Lk4azo+\nFfVMA+KfcdXl+2VOnF3277ms6zIzjeVCj9tRE5/syc/KiavDdY+s9RNXga1Q5dV1VWljQzvc1+iG\nFi5gmRpi8E29Cz8+fc+nXuVXLGcUy/ExP8B0XGVhf1YdrTxrLforC3FqtL9X/wx03OkMHHGv7BsA\n8AY+w1h5X0lE9fDMfPw5tM2bJmYXT+nG+i0zV02+h+O+8HndFUJtfuwdbF+AbvqLcU3WGdfPG9/0\n7BWlqI35LOnFC1ibOIsI5PebP8uX/OOZ9F6ByxWxW/O7Z8/W5jN0AJnKURZK/GCl8Vu+454IwrNH\nZ+eu/nTX+Ar8dumO1d/x+etUnPgbXJfXvP0+XWu/ol4KJXTRwFSu79Rxf79LtW8/gJNCTW/2GNod\n1YtFoSMleQxEN2fW95zi3DETi73mJ04XCivsFcM8uQZErCUINjiEqIn8RLXa0XEcGGKFL0EXvCgC\n3TWowvh4Np2xfQF1aaypPIwTNdMxUHsyulPnVq2KPE7Xtd59fU6sna9drKjQiU2c1/BL8wydLsXi\n/X3+xfuff8vfVlHhpvfB6QOamUMezJya3XfXzbmBGR3oSKVizCrLnNZYnJtIYlmvBuB3aU+c4jmw\nST1wneMCYGUZRBWnyUD/suKJMUwPBCNjXpfaN3iTwaMmt+IAc4gZBZEPGqfSz1Eohm520SO2sBsF\nLs3yx2qD/Az2eeioJcFy25Lum2s8PQfdWe2YibNXxzrd99uamdBG2uvl/z9Nf5QlubLrWqIASJM8\ncu9br/+9fKPOXRkuM5KoD63ThBghl8xIYM6LRIg6E2WihkUHSl9wMmJJViW3eUu3LoyiLvTag5Hc\nqxiVUExobktURqpkuNIVjWmwjLRUNOdt08akA/Opuo9ac9ZxcIDTMc6grvs00OV++33Ya7ZnEsgL\nGg1D2YwDPjOsc09+kIGa6Sm1sicEiDTJQRasiph7lB05CKq39x5g6MyiGzEAwj2RjmREaiUduZt8\njs+J6XvNEBsqJnCSc3FlXIVET3c2PAJJIwZZjRp4FWMn9fP6GxwnlkVgSm3px/aqWX5EDAim0jju\nNq1unGEFuCTG9W4qMkdR/K1+qq/WtXJ9IsldPD2nDTEpdAAL0wgHHqmtNsl9AcEE78ANsvbf56DF\nMC+yV5xSN8VAPGT/r1t3fIujeWZ8qO7Vk7vcw/dm8DrpVP8iK8jheN6ZqYHxXNMjVoS9ZF+Ugw2M\nZ8/8dSjuBINv9WoHjOZ2zpQoJrtbvRNxKaD0DGyqJlw53Qdd1X2YnGQuc7qmn46y24dRUAKBb7DG\nNdtPEyfolBpppyG46OIWvCSvVCjMqNJUGSdRi6mhh3RshDuBQTTZKxwhBZ3ttdfF64QqatMmUVIj\nrq14WgNMN3saKvLMuo4UB7R7jirWCDBhomlfmGXwNJsMl6J477hGP9Olfa7V2fSQcS2HXnPHOv70\nkxjnnayIKnCPZz/TTYAUn/E5mv0TcwlZPDXanYFedXSoTimZNZpOd3eHN33amLpsTJ/yw2vrz1zZ\n1xDQMU8edaWH1cAbnxtM+ejcnLWCjgsksik7oj0zFUCw+s2tI0ResmqqUDU14z9kpD3V3E4TDQzl\ny+AJj81n8nzJhVgZIU+axGLCV/c8plVOI8dXc5nSnJlB9fxlM79MS1e2mDpQVenUtFsGj9HiGhF6\nyK0mm2wmAEWLzUOVyMsK5m1EDWb9iXWlf+NMdda4eQqcSXohADbEIElP2ukBeoAhTriR9JVzSxa+\n5pwkXcHGzPQiwqn+MJQ/WOM6rAbcw+HqD2fZz8Q3srEwV5OM6vE+QFmXdfd1kCfNLKGqZv5CD5nh\n26M0OIEe5VgdTMXtz0J8Pf/Au8MPNVphXnBenttzA4gsxJk5Ez2mGA3hrTAd+tv9W6h21MHs046z\n6AiJ9CXF4sg4RK9BV1oR0cxhobeK2JiXlj8CwxG09aiKj+dx32UyoxJRYL+plAk6XqrD2P3mgGkZ\nmJHsi8gIKwxjaGtEak0kMdGbaGYuzqJVmSu5hujp6i5s8y9oh5U16Biu57Lzl6zl+dnu5g6OW8+x\n9UQzGVjMAC/qaxmlFF4a7elpFJaxcBCX5kfFYz9ztFtTc1libozV1oDXkj60dbjK2YaJzsfxwDLS\nMVwhxon+yniZ4YDeLD1yIE2tsxfPulPX1bNq+/ShHnDUP6rrzhwAWI0gPWxME8yBTmBMJUljZg3C\nAQs7uWNutye8Yq+6MGxy3Kh9svqaR/FbrWaQ+gNJIjhDmiUZeXA85+5rYY05YgeHUfsbu7hQP/nP\ndT/i+IqV+XXseBkEo2GcIG/4ivqmHgX75+c3O2y16CCHGgYRdjbbuYssX25qrHPaTy3D9/RVzbOW\nrlIMQVWMw2zqzJB5Jy9MDA7uX3xmxBkZ6jPbI3Huyn+hG44wu+0auZdf8LqOklctH+4eJ65gEG84\nZkowGONr2sShjvpxEWcWxcF140omgg5Bo3dkt7HKqxRKgm335czAuGAgZan6VR/yUgbSUETPeg2M\n0LPlgZYyl0ce5KGtiwrZ7JNFI8hJVqicR5elFBA9fA2af1o5sZ54c3mf23nVwcxMptuYjhQvIByj\nYHqEM2v2Gxr9VY/ByvRKRjCwsqMBJQQYBCJbQGWcjzOeuxWFM7V5uDrZ1zguREYFzQjEQHhjASYb\n7Sb9ZmhnjIk4K76XZxyHYRhmRJh601svYf9M2iG+cja23FEnpoWM0MRVr6Ddx7X7fNF11czQAtwY\nTCNOrsrp3fbkmfyfHayQVG3yfDTZAULoPKZUK7xaaGoBasyc0nPtXhXQwoI90YM5o69e33nMHtW+\n+9V+zPKsZa6xOoezsw96Bi+m/bZVzJfbaNAPtLGky5eVxKrp+W44HHA20QEodGnSs42n1RV+Kp42\nB0uWp3iO+0zIEXMVVsVAbzx4jY75HLR9r8mUpSE5WIZqVb6ShtNKhcUF35rrOozfU7Ud/faVt3vQ\n4lCZYioFI9ozGFC8JDjKt2egoS7XZVqw2oIUeYPrFRMDeme0V09m2LexANX5nvpqdS4hQErvW1Ki\nJrPGp7dhdRIBRHgxRlPlmFlmA23g32vPagTaaDKkkafxYrR63DTTK9at+8qUanuX59TUat1NF7YY\n4kfKuqboc6a6V1o/3H/8y9yzhMjlvIGTUeYaBIzTGLDCg7kOkhN/niw92con2ev4ilxEzPskLdiB\nkzMg2hWGyV7RameL75JVmlCV2KCmYit9CQjtyans0vzFk4FUcobuym1V8pJjKL+t1pnck3UUAlnC\nIagxK4WYMWybdogMCwFcI1kR+L+X3Nf+VtWQuOELQyGWghxzoElHxE1priE6SjbPm7avZntpllCK\nL1lKxJ1iuKLX3RlQr3HgKEz9RBJBzIrD8TqxRN7zTJ34txYxDa9kXtelTtRErfJ/Oiat1R3HbCD8\nyi1a1kjXbZXHGXE1loaCiYjGmvY6Pvx94inN1defnZr1MiKLe65uUdAdhdEza1vcgefGJf9sa3ed\nrnJiIifCvGfsPjyD5svMoA9dYisCiDNxJukOVs5OPcsBJT7YTYdUuqe7/A2UOvrMnMqF1kLTw3u8\n6gSnL/3e2YveEHp6t3875sr4wSIwczBF07jGOdBo+XN0v8dg3nfiAjXYNbxa7EMf7FKGblTOm9rV\nvLiCQC7G9crFc2BrF9iVaEj3pCtwnd/rBDEwnKJkdHuiG91jU6BMyeH3spKjQMzmM6vxJxHJksrk\nuA72rB3Rc0ReCCnCyPJX+EKeFc6l2qy+HK55G666/1BZrS/HcfIaOUgn7eajbGVM5KvBuMW+fWBt\nr15vD/QDOrzWxGprH5+neQCKXOvr3ue0XokWoeEYdkHdylhXLNye7vPGr6aiS4xDDVYmtKh7erlK\nrzETQwWoQuz55JHRY8/bg1Ic2WFC0SH34k7XuMrAcDsjAmsQ0IM46Ws6Aacrdzv6WuYPzoJL8YR6\nRvZIfl0ggR8oGUB6FmuiZ/lp7+p5SYcX0+jVfcki9kJNezPOnfWBCRau48RcnogBKGKSpat6Ze/g\nE3YzEJE5azJ+RxwR5rLvwf1SazA1JKlbKHdrmnKvAIX8RC6NqlgOJ4BGY7bqDUqlEokTcAz1vQ3w\nh8ohTdP7qn05j+8nc4TTmsvHPOe4TnAk0PCguvh2gd19akYDkHMFxJdWAKU6guXVsaqA05deVPW4\nc5gd6NtOhCL5cjoL843THhzYQzM6Z5jaWiVNp8xpm2wuDBLMq/2eGKGJAC7AloMVQKCHA8qRI7I7\nQDGUcnjoonaG/+BOJuHfeXFJoD37TAy9VlweiG6t4TWNidmsWPuA7dwMJCbKgyy6iJmJqfBQgrtx\nbH98Bdbh2ZjqmadNnpZhh4JMdHAcmMT2VGmDzg7GMP7vRkxmLq2r8+/JZ1TZ1o457OK7LF+apXH0\nbp2dHGUcaIbyTM2BvsEMXMtoaZQHqyfYk9g02T0triuvyGRWewoI4hrdbyB1w0vKG9bLIewz9gjD\n9riJKo+rPdvPMcOYqSPrliqEOxJSksHpngNvG+NVCa/xIZ6Cj7VoZvBmL5RRm/o2+5tCkFL2Ui1X\nzqTJdgsTQJgyguO1j6vPqamamCBBUEM1+7jHOIPjJhzXWrF6urU9cydWIOL8EdXt0WMMUkOojG/Y\nHyQ712POnCt5Xbme1b9Ga0Erfgx0NIwxTveYs73Oea1oQX46Pf1rHK72ek7RR7t92CCTvCJy4a+x\ni/jt7KrpwRxAFzLEu+NqIFj0OT1FrLWaiYmGxk1NSPaaqbIHHjDGPBuqwzM2KRkcuGWuTmBa344d\nFZ9GAPe4z9R1sAJv2Qdwt7tFINIKMyEhqFxso56a85reX9TdQlx9XUOwNvt3Tg+rV+zYc8AiNVxf\nXjvYTHn5zOzRVHZnnLjOrJoiZ8VMVNJk807+vfvTyA4zNtDa2dYQlHItXPnc77IieYyq2Z68duS5\nz8GzMBcWdQFSH3ZdONkmBpYWkqLDs9pEQ2SIFx12H8VcFWzPTKN29jcRoTR4OuqJHOQy88SpcpeC\nxA3ecEx7oybK0/Hlq0GgwR4KJNuoDjkcRezsitIkdTk0qAL6/X+jRDQG8nB/wleQRtUMJ7SVqKMe\nXu04GqromdeW/aLxJJzjhk1eCFt0xihneA68nT5EI5ojmaJFBGTKrOrjGioUPapxHeR5Au7rGi9P\nnmmWbfab/OXoIL/JNd0xfTNuLM7UKXITjFhdP8As94WdGoefYEcG7sbrR2rlqCBHUlyWuswRL0+E\n61rfuDc77etItaYWKiwW3NGMac+3ukavGVuWMdsD+4JvIpbzMoyZVF/8FfMrFuetsVyClt/lkgVh\nbs3HwW9UoxsgQhPE0ksEVlsJx4xiEF2e0fAc/zPTH494Sjn50YBqJCtsuF9VgEYFGzDMNf7Qh95u\nYy6SobnkSR+2vVBXIBAcYqYFg73VZIyNl67yFS9yFhpV9TYV9n+SeYcV497jQ4ZYMz2H2cjOk5/2\niTaYoMbu08kO+p5yh0+MJg5YsAQPxi1bFSoIYV0HOoxYvFYBlmLa7Wb3rXV7re6cklVx1VDGAPIp\nn4M07zfNGgLDUCVxmZBmtRmP2HOA/lziTd6TazA3mFPuMVIZiLU6EH3SPY4AlUcgRxq3uctzRgeq\nbnHydQvS7hoeTo/r9OCcbKUQg3G/MmF3+GtWHzRjNK+KKllvth2YtL37KRoQRmwoGMRq30VMu44e\nPxGbIbBORvisBSwTxZY7zRrMFGZksxlPJLt5HEIDjzoBlvLwD/oIe23k0/s8v5ed1/InOHk9azWt\n25zBg35w6OYir85XL9ZyXpE3welhO0BFbKPNi/d1sfP7jf2gU1rv8hZEhCKjR1PD3l67g99134q7\nRJemVaSEZA/bruHkClKYL8eYVYgneuJIKEg/KmpLGPHg2sGYSj9rztLM5HwbpZUQWNYbrLtKwmSM\nuuzy+jRYGOH9eBN8dZgDjGKGZxfIWCsTDvec6tNTmBSu6RDYwUHEyT50lzlceq1Krc54f6vsl65r\njZkY5TPeHqEvltknhLgCMs7BdMQgPbzAHEVdzCEZs4gAXe0x5E6YL9nV+Ro2pBIO/y35lVdb1xTn\nuTGXdRwH4zHgiZEexxn+VMvImIlOzwWInBF3VGmPz9ncW4AhAFfM3We7egzwjvWDleSjHtmcRtX0\nPpdx6dIVCt5n8JxNvNzxfQUjygAIBoKVAyJ4pmdw8u14IuhMhMan7llviPqbKAY8mqo6jTxYCbwI\na8w4gORgKrsvUbkKq0FMhDOWTJznBi6nOBIlgms6PKSpo9loo9zkpCv2IZq5GAjM0uS6p/4byIu/\n8LcAEYwRiFnLWrP8za815mWTeIJWO7/OEeY+8Peqionis4GGGj1h4o1gqZ5qPOUJSO73bjlE6wBD\nsifmbVSSE2aY9oa2ImhMuwdrMiXEaAGYevrIqI4hfcO8ytwVgX3JaGPTFU3VJDxpsCMmxSS8eCLi\nMHL6vx5kZAdnznP+tTy0oicDsxrcpmw8j5rBOrlLU17zGGxNJR1Ee+85BrupNjyniC1AA+5FqNE7\n2pzEyr54gq+7dhq2ubGeVP/pHITzX0NpQTsRM6sQPWSnGsyxd/E7Ybh/3cAwLJnQGDPnaqXvcJuP\n42s8o/NwgPwIVxqxaI1BseGRdl7OPjnx7tb8EyfGFDrzAAXVDln/G9WR1qW7WL+NPbSgxIuyADPH\n8c+pjc7wuj0fTEz7rZWOR+0ADJ/BVLqIkMZ0zZZJ/MdN2z2wvC/Hj14VofecrzjJdIc20YhwEAc8\n6edFBjVbVpoZPoHSuPzMsIPbwEQ6Y4ZWKEPs6FK5m49QbyvF0Bc4XdGv29T2Oyd40+Z8JTEwuy44\nDvNNJsMMBEC/opwB+O/LLyZ1luwWETlanF+fh8C6gcTu5bkVM6yniVKXi3iI8kXE2hLt7n3m2BKp\nN7yEt530heEWxlfh/bQBUIltFGq6rjNr1HkflZAhkyWDw6iz+vFGP2xg32qKxuT4Qt8uxGzNxKT8\nZ3yPL2JLbbbdNo6FO3ClOBmPelCfOKvOnDFXB3yaZq7O7Izm5GzDoTD5UNN5TSzw8r87jEsdVVmc\nk+g1g93TmP7bnK7VFVpHfyoUOMuKCdC6rQ9e3AmnovZE5MV+/eZwoONFpbmJksJ0T/fQETMGW+ye\nvmYBF/nzEf/P7P/uanELkhDKWdFjnAVqeJX59ZlhjgkK47Su4TpCcwIbfGJkExOt6MXxu/3TTKJ6\nPOVgK9YguvMqRLPEEDXsQXPGE5JDBe8aVKXeaIHR3R4c6zDQZlVOxTyOzsx13VDUG9iFeQpAqapL\n1Q4ufpzpVMU8cILEv5mF6D8wR1NrzqCHn55AYSImE7qmdfwID3tSKwOKoVodKnOOOOvOuAB7ulyC\nozQGe5KtOJHGmq61jQcFjEYAgMBYp6j2QmXhatprcxl7BvHVz7RVDHH9dMyJyvY9AtNXmUU+8a0Y\nWi8d3IlGTezmF/mzpht0FjUxZ3bbqAIORT79LrDtkgvqWFCxv+v5Xkrox7i+QBh9CmeZPMmJmAsD\nfIBpzGtDI7qj5zpzoeqavbJWdmETW7r/e+kCm9Moz9CvxAc+VXAEUpKJHqPrgIC0o7wg2YzGn+Ef\n3l74jTrxjz3ESiHCgGqymEgms3+zd9AjsaUjAI7X3VTunro1y62rWmncO5YQCy0OAl2r57JxcKJP\n9CQQEqUBOsac8KADFUMF0nDE98IpC0PsDjNXBGLMAtnj4VJT7HTI5OCRxpjTeSbPKBCgd/MAtZA4\nq45fSecw2bxbn5CMqjn74Dk2QNFAJ/gzucDft1tdqp2AfSGukbDefL8xYnxWZMZveOwUQg0ODLBd\n7i+/B3cvZMCFlpoz0YyJynuHO3Yxvo/wlWJpYdAoRih5Lj912t5Qq5uzMLcHp/sve96fIxnAO/5m\nZ9TLjyIZHPU02ueQTIX0iaBG8IzmrMu5iIf4LeOM6ht/ju/16fw/1oR75Yg18bLwL3PcxbMbZ9a/\nQLkvWIoVxRFGhsaGSd5DO4Zp0UBS7NQG1sFVvMQP4OOn0Tfzx68b0E10E41AT6RChvqZOK0GzMAs\nTgIWOo7KsvvmRBK4bMf7wcUUXWnLVMGuw8O8TqRzcsaXjW0VO+R4HbldRhPlDj+3+MC2u9tsTxOI\nbjx5vpxIrRtJZFcsFOyranGOYNAdq/mJcOSv/GsbE3q04CpvaCeZDcsO58JnqQlHGWdMkvGilmbs\nibdEhpyWX5n6DN/XSIttsCzQiCEyKIzR5uOrD2fPdDmBYEc8JtjK6by2CFAx19snkiAQQQXUQ3py\ndQp7xu8tKKiVVzE3cpsOXEvSNSbO+Otz6lEmGRTEvq+j6j0+0JA6DBu7XYdozsVzR9FgrfrezZzr\nrCixHdPdjel78hrAL0RArMPfYa9h9HX1hpsacQtsB6DrvhF5SmCChGbCCJB+xRFw4ykY8aGuaUYP\nodP5yEKTs6jltnoU4BtTWrOkq4n2ex0YqEunJnIgmpJSVERI7qlfu1VLfYmsygZ+uFfs3RBuvmXu\nejOCadyqK6V8A3mDMdi4oFiKmDfXNMA0D2d6AqE/9yjKPDOB54e4fWXzQVSEqay4TurG/mSvenJs\nnypPC6ejBai/0zUei1+adplU6IZpv0yjEMQ5xhvbTk6ePBX1Yy5pUa1uDyYH2dNTXkJe9jJAIqTE\nR+FsqsNiXH4fREzbzWzGxCx5GTy6lDmayadiKiKc1xh9jHqiD+Qa7wPWdV2Zyes097YfJkvX+I90\nYXVPtXsw4Uis9zfBKHC5obeMhpA84ZKn6QrcK6/XWJc16d5XNj5LuUjy9FE0aJVUWWIP+5AMW+xe\ndbLZ6H/CBc201h6WgcQKJOmAA3DbM0e45krGqyS3/YNg3y/z62j+CbBynvGvwvIV4/S2a7p8gCMy\nc10/Cy0sTtj0DFs6AG0NMavIDgY/+TD6WDMR4wCRGEYzTAIAmgN4bEY4MtB3FY4L6HxF7bBcV74j\nwKt+26oIRPYsPxk+Kwqc4zkRvs1riPRgmjhprCHIWjkR6U52oosDGB52B2YtV3EeRlffGhHGqjvr\nZhS0wYE9E8VM4eaIYyk4sM05gRisft0FteFz8Yy5V2BhUXq/JCg/3UW73TiVgevKJZANd8JCpZst\n9QrHObAmPl7vkddJyPBAX87SEQaOAUs0TuZfpjm3+lIkYmxj24O35MGvLzIWRxF5MV9J3op6G6i1\neMSSNL7QGljpuCh57e72LyZ88FZmBommvu8FRGX9U3h0PkQus0dzpJofOqYWtdZwke13dzlVk+Mb\nQ4/ZLU1Htx1epaw0hhy+B4CJDnTi8Jy2/GV7EBPTSF43x27Ne8XOPonawD7qhmNlcuW8UvRp+Hfp\nrOWlpMN9HZmcaSm41gwmqvOJxo3nwhEJhIhAmK5rGpYiYyXtCU7AGkaDp8/y79VaU2idicpAU3S3\nMKFJNdZWMqZXzYdl9vO+c73GhLMKJdhLyeSkptW1GCuvL7UHfKRIhJJnLviELAwbGmZiAqDE9wyU\nF3n1meOp7nBRTuteYMZkHLvvqkEMNAwOcWZkC5HMNYm6nmaRNIhNqya/zFyCy4NWFj6ohW7UE4ZP\nnry9Ylg0eSKnrzm5ROVosGqAylEMzHWkhSNvgA4cXkxmPIgBEdVutEdx9O4CjAk5p15uQ+hNJZZ1\n+qlT+L8fvVQpmdYcN/qJvQJrXfcVGBy1i7L9Yd1hpAxxpl+P+Ima684lkaFVjv2yXaelLX4b6FjP\nvXZG/m+UjKweHKd1QkNOyUPwWoohaw622wfx66kpkvcnQ4GMGm+qwWswh0cStIa3wbTCAxbyd8fR\nWsYPft8zSbNMo813hMoAlazEwPFRMjQTHlymhBexmGGuTm54uqqrecxmDnjVdU9yPKdxCtOefEIT\nRZgWZIw9cfpCBcYTO2bHXqEU1FwzVd+OLCyML/mjCHZdKquM3dFOqRkng1dHWaHseFUlMs0YvDFt\nXV5rDnRWOkM+GHSsytlZY17QZzrnKai4Tqhid/YlJVQH5ZKt5WVEB7umqzmz5pLvcXTAAjCgV1z3\nuiPR/zOi+IezSCxYA57mZ/rDDpWFRhoyMWH0WfH80YARVo3PdGTpGlKa0LR1xg1rECj2dzY9qHE7\nNAyfxQKAYb0To5GyoCYPNaVP68dr5JYIRVsOJObmQaCDWBl+nxA1UHLF/GL68JqOZFx5BwbBGoMT\na5jMM+ntaTatqHPX/nQk9FnZ8dmDR2hVGrkjJv/DDAa0/jr+QQ3qv3FyHbXRM6gKTCYEzJaLDvZa\nEZi7WRWNiODPlGr/Xq4IVy53ZiH2qFEFuz2eyTk55OF8ubeLPeCrGokccMpEKoILDD+cirKRYjii\nHCU7B7E0l76pU/QZzsSduKI4XxOAGZmRsYTlaO9zanaXRxdFRJcajFX4KQj9xbcmeRRnYdnr0Rqh\nhUpYEa0qnDN5cOW5soUIoQTTdQEJQRlu7yFqCUurPoBb7gfeR30qWwES0mF3Vw9+zEteaFmshR2J\nLKYXkWMUu2e6Vb84wrOu9Pwkgt9SH1zQR0sceaLclY8v3hejojuO+pn+9rMLd/wI8cEZv7EKR9bS\nRKDEMwgDnp7qISFaLK/3x+GpOZ7ytN/+orn2yloB6IvWcf+aG7cv5Mxsz1RtSB9iEUfpgGe70YdT\n6ojsyFLUuE/5FEn742N6qATSF3ENeKL01P3/nvsX92fVuWbRRTY29wbc2iERydCsNZGu6wIStTEt\nqeFIS4m8Wa23WOziTDZQ6sO5wrHMddi/1e7zoYMgye71WJOtd1KezewgUUazvQhinHrtUtXPNIOE\nQ1gqTE14z9rzsZaotXgnP1r3MM/YPhtj2lQAmbUSZLbDyGAOk1DMdzzbedqNpke4xLVmbBdocqA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C59oRcANLJSdQ+zo2bxWvY9ZOrIpz20FiLfc0CYUI42OXjH6VvzyEdBr+yk1wkPcYGgCz09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\nRGWUcRNJRM/TB8ZCpvGAj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"text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image_filename = get_data_path('pipeline/arabido.png')\n", "Image(image_filename)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Image" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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eWfwSlBBW9Ylf5z3EentiV7fjXpEOpyvRYghFhkqlQXaJRDXFoTYa14KwJjuY\ncnydwOgFT2qPqKaSGEtXrBRregg7HRjvwEKQ2Dl34ywKtivW0WTTyUoWHNYlvC4pJtGy29hef+x9\nOYDyyOWYPAb8c2JByUuU9wcRqFbMZkzAemLxSZHvYbDbx+ye8/cRMcR54zpCCEQK0XkdWTWDSuVA\npkTOVIkhCfKGNFblphRYJeYzIj7xkr93S1DmNYdX2JmTh/IyEUc9IxJHL4k6YTIeFZeCIKNcEspJ\n1PsmXNhkkCovZeTfE/SqfS2PQfvvlLv1xgTnKwAvaFDXkbd4gckG9VGKcRl22Yqe/Pz2gikQ8aIF\n44ilIRf8jDv1q+7Ug2p6Ic3kLLm9Wuja10gC7lWsVIHcUlmaotjNCG1dEW6slMoxsfFEBVS/m9hy\nD4urKN/iDcIKUvBWcIlqG4lpoxiIsGQF/e4ROSsKFm4RAbVzosxDM2lNMSNRkpt0ZOVs6BBKwQga\nEu4rz0UCU1n6EKXVlUgpASLLWspUykzwhHJdxDqS4pEFKnacKgmLItsxAkY7w7LEYElZkT2oH0Kt\nAL/WqocdwmdEaZk+kWwpBSFoTAl3glgUG3vJXksZ8tivKcx932CuWeWyeeCfl/WuQC4Esyg17qX9\n2MP2zQ4GbfwzwpN7jRBsWr8hwaiaQC3oTfXMdgjl2SOeySIYTHtWFvBZYx5EVRY99hXMAFKViLbP\n5QOicoK8KcUQxESr7HfuQavlyYcTQiDrjDcZWqouIIhMRsouQabQ+dTeFSohqE2xCK2JvBfFDHTG\ntBclqHXmpcilJA4IQ1PekfIsFMNVoqjOgZSeDGHNk8bbjLF6QUTafi/FkLRXNK8DX4en/jl5v352\n+wUskhsTzT3zydsLpkDEFNAEadEkOGpsc5bYYXiFwBTHmOBoCu0JwaySxb2AuRb5Hnfr7AhWkEV+\nRljrCkYpkFgRz+AQtKWA28vEgRGdVxRjaf9EBCbfwqz4OXcprxAwhXB7d63TkWPwNSYoBBu9hG2q\na6JejyxLWSXN4LJohXK9BR8I8qAxjjmBYysIrACkICYpMcVpxBySQpXC1GEXTCiBBcEUE4VU1rdc\neQV5Vcq9BXkfJqJOnhHl3hUPEZa+QShJKU0ljjUzirXuXZ/TA39dB1isMB9z1jzJclaQ8glMRdpo\nGijN4LE8zxGhHCVI5Smr/4IhpdybSYlbkDqQ7/v1rjFP4NLXSPtPc6xYkqAOeXwS3hJQEpBiCCn4\ne4Upii5BXRgLAAAgAElEQVTmEQpWERsIIhlSVrkC9YLSKqjvG3S9Oj+CaESaaI5RMTXRWLeIB8MJ\n72/musiTu/GxHRHEAhUu1flQno1oyLWt34psoCb5cOxjk5AWa0/Kyz3bouNwr/ZsU54IgpfR2PQS\ntfbyFj3+tqL/C6qUl6h45pavxxZB5KlhppwrKeTntxdMgQgPb2ZkCm+WNhYj5hITzLJoBdlowzYD\nkMpHqIFzrAZOQfDnVfumWVdGOR7auDrMcimHWEzjirvWyQBTMGKiCL7S5tdCNzF/xSqUAyHKqSyn\nl4kDs2HxkX4XpkpsEmNNCVRuea5wfilL1Y6Cu96JIEMFd7UW2pCCOfS6cFqxn/S/KIYumFMBuY8d\ntGY+iBSoLNFJYy0lbBU0Fy17m8gob1IVlRynIO8AezCZ+iroUbGCe4SnIfhMkJsw8AeE4pZyU8Kf\nDAVZsMrk1/xKeIhc0aSfa9yKyU0JHL6Z3yDBp3sqx+SagCSVPCcY9crez0ocVIb+G/59naVrAjcX\nxXmOseaSxx8h6nwpHlRh+12QiXIrVK1WuSRLArYVaUWGj8YntpMXTOQWahky8gLgbmKwlKwUrujB\nIguISCAB3Yy1QNBnHxBP+tOPUAtVQZByFmNL+65p1Co22udueROIPZWMqdhKMOkTz3OZEonHotc3\nGZ+CNxXwrxqfFwqg+RQRQjEQZeCLcJOJM6LqCTpfz28vmAKBoL0WhEXcISZQlMclho/qwChLWgFJ\nCQPRUl8lkpImhMDIRMKOYJLmJh0QWK5bDQMMEplvN+4li+kl4imIsvB0bYiAovIbZKkcEIJJlq3n\nqqQCywavsHpAGaaCIJr0x2HjGsJ4M5HMJTqo4kkQkNqp9b8/hPnEWEYryE4YbNO6uyYeWXpJkBE8\nuN3OUIrOOiNwawgjQYSIAVFiXNRRHSJBS02ru01YsppH7Yn72OFZYAJPcScI0oIS7BRcFsceAjJS\n8Fd7QQZEJg62WHVHRBxHyZ3NsjHN2kWi+5aEF6N715iQkeWtYO1T7payEdXzkrssHsEmmiNdH4IG\nrf8lyHt27YRDHHis6Ng/J6ZU0zpWTTZ5s2CIgOjqc2yPKzakfSMWmYL9MpAUZNaZVJxKeV0iFshz\nU7xBKINQAF1Php2S/CRE5fnKOMiN+8vw1Fm+IKpPiPovaFFxWEFhggL1f8fo9CoH1wUmtz4nE+4+\nS6Ymzo/2qoT7MeHVqoKBDGV9Tp4yBAljm4DHRCgSKUk5N2KpvXN7wRTIy5gAUJ7FAbZZZUVuQ7sD\n+SH2jIAn/rqgoIpYWMEIXYIyVxDCXDBYRdQPEvNKlp4sqCNsAY+BU5jeJzaa3HxpfxduacdYZRxz\n1wW+8PHJK1IikixqYeg18BoM275/Nxy7nAEfJgSXcHodqBZRdkGCRZZHszChoAlhwE5LzDVkWcqq\nFiwFpbiMtpXKq6je1yjuUQoHnhE4sJSz4jDyBoaOgU+J+I4EvGJegs5EFIBg5on2KcWgg9nMvZB1\nqKCuhI3m5xnBXCmg04VSdNWrxncmmCBoZuFLwRbQGvneFCtNhzsTAlf1urpEXsQB4RFIEJ0RSY+y\ngoVdT1hRslcWryA+eSuPCC9LcS5ZyqJ+upDOpzBVUUIx9wRhKjYjOFm1w7Z8jGIzQsTI3CNaeV/7\nhKJtE8pA15SykKCXAhWtXoaSKj2IJivyxetE0PmY2He6puBIBaBViFHCVvELfUd7VUw6eZe6juJG\nGvcOd2IfywObo3nb8xifEMQCQVOaV8mjXewxAGLJqZJ0RcBU8gwTtPaMMFKL4quY0bmviSBRGvMo\nBfjPZRBdQVhRGkW3a7OqFVO1YdCB2QOoFeA+IyASsYa62KNFZc3dEFxsxUCkKARxbPv9lRMhK1gW\nkw61qJuyHuQxXfrv95kFspDgE8ylYPAutjleIlxVCSMVgPTFluE778JCuKk2lBK3mq/LWlaAVoJ9\nSEAhSnhyps6qns4M5qcEtnxAlLDY8M8LshElVIF/4d5Ni0rWoyxReYd9nwOVVclQjTGBJz6+rC3R\np+VhaD1VB0gejASR4lJiSOn7EohN8gBEPkXTei+gyp7PIGEiJXKNHc7DxvVFtW1DFh4uYfmUKFMi\nhptgWM/mX/VNlrRyikRnF6lDe/hVn6enxIOwJDyV/6Q5UHBcMJYEsyCsZrY4hBCCgFu3iJiHmGYT\n7DG/OpsSqsPG/aS0FfeT8SZGVlPZSUAqhjQj4m773GVeaa8rHlT5XAwxj3WfVUkgNn1tbggo7ePE\n/lFsoRmbaxEweMsg46z4xXljzmXoKL4iRSDDaQdKeQqi7Io6rbELJnW6cpaQrxr3EXw88XE6VF4J\nthNVV3u6JJ6VJIUlqF8ki2ZM55O3F0yBSIhU3H3wkBZ0DPkRTJQ4t4VZwKdY0Og9RHLOFtRNi6yp\nPBTzEEQlrZwx60oUSfGzVcdIwaxb4vkacjeFkbqLvsjEIRakAbaYB/5z6P0SX13sI1GYuzDNcJlJ\npUop3McqfMrq0HWlOCFwe2H2wthFbez5GF/3/8VCk5BWWQWxVvC5e0RYzPLYBCk0vScxVQQPScEq\nJiD4Q+9LgB/7/QSvyLKVElDegGA5lZdpsnfkEQhGnBPPU4fgwIsppcC7DBZXRrViOlK4TQ9OsKqu\nKWu78O+pppvmpySUgGJSXm3gjtEiaPGRj+V9RNXcM+5akDIM5EVKqMqLE0Gki62zchkUGzgiLGDF\nG+eEgJJ3oTVrMpBUW0lzpjFWb3tvSdRmUp6UriNFg7+/IDEmr8oQychpJhwqXiG0Qef3McF0NBQi\nMyRov5tENYTer/N9lapZcpeE43sra389JTyfC8IIgii9P/JrqZqABLXiRIKtZUwojpO4myzaVLqS\nFyeEsShGpWIgvca9OgTFXekGqnen2KhiJO/cXjAFIqGjgm0KHItlIarrIwIDlkspASoBIcXzGPgl\nv/7L/lvxiS62CWRdySpTkpoUQtMlViaoEpJUnEzQQIt4NoUOtg6Y8NcC24CXRFau3P4WB+mcz0+/\nwLR+HcY9/gA/zB/f+Zss5vAr00jrur9jcc9FbeGGlDystoCnc+uxjmEf24JvD/8plNnzWd7vw5M5\nfDQHpUEi5j7xhBD5XeLAbBfQ60KnBa0CZgs4nUc61EYbdjZgPoePz6JylNTzEXBQwBu1XfcQ+Jyh\nOQJjN47f9NVUREwRK/lzygaSWnrFV+PX/LNSI0fOE3i8DKqCQIVb4GGyMlcXNRy0YLMDlzMvJdgx\nxu5tGWpNIKvC0xqX+qFUM1EpRJaVabMieCYYFtDtwsUMPpIj5ew1v5aAvQGhBoWE7wPv24GyhNsJ\nXNZ27ft96HXgcgKdZPvkemniSMRwpaoe9WA0hLMbeFqGehdYKzWn6FUb2C0MaV2W8JE6drWyhkQC\n14lWqqN8oy5w2IONDXh2CSc+74PC+tlvwUYPbmb23hA47MO5r8nLA2i34HJs8erbDP92/mE63NKm\nJNHnx/nCRu8lXGUwKHap104IgZwJw0jMOsVMBkTBx0eEMpVQV50u5TaJBKT3FL/Q6/J4S4IV2IVW\nx+JTkweQR0SCtUhCSqjsEjCm5E2LeMaP2HCCMp/fXjAFAjZxzfoyF9gk3yfcMQihrclXHEQ4uIKF\nc8IKEs4sS0ZYarMm0g7hst/6tRVD+Q3+3acEpa7pOYgiqqChrAy9BqGYJO4ia/rr+J/4/PRPeX/v\n43zB8mdX9TJ3E9xM4XZpV1XI/+k1jLqwMYKh77c8h9Yt7FdGq2+X5sQoXCoARYokE9GTJTBemPO0\nA9xLJsAlQETk1A/EcTivYTCzfV4VMKmjnnEbuKqhu/B0xxa0qphFRQZyDsHaxtInxmWE28U9EdIs\nP6hpR4vYKOUne/ywBe3Ka/M6wqOjJ9tZ1ZV22saQvsYU86SOXdhahq0vsEecIYEYewm2BqbIT8qo\nGKXKTrJ/FaFLwEHblOzVHD4xjd0rwG0BbBXwoG8K4GoOF+5wStQlYDKD69KUHD7+ixnsJ9jbgckY\nzmZh63aBvRaMOvb6VQmdhQnkeRk1GSRCrwkxKr/5srZ9s5Mi0qVCH+KJif4g0vkj4sk2A2C8hPm1\nXasLdAsYV37/DHUOwu0COF9G2P1qAWUNNxlG2eb3+/nqIEb34K/VX8NsmfkQ38BH+ELusqo8jyQl\nhy1FbNDOUK7SFuFN63yLtquERDClIq9WJW3kjXUb1+wSSZOK9SkGq/+Xdqi7A5gnKJUNf0F4i6Ie\n7xAKoknN12rIEJfqfn57wRTIFZbRrcCuxAsEY0KBbuHwYj0tsAlVPoXcRTG0hPUKDnt7kEx4qo6M\n7ql76Ue4tXBEwUIQNqL6LmugmXMgKEOJQzU/V3whV3WLexxzkKeUc3jqB2YDWGZ4NL8LHgDMapjP\n4GQOxYUJl7KE6QL6bdgeQncK54uIjoinkZMluivKI7W7qO2er23CYADXF1AkWFZwXgWopBD7vWT9\nUxRnXpuykACUpXldw9K1zijBRoJeDrJuG+h3YLiIY/RoHuFVZTCohrEKiWg1UjJBc6dewQb0EryU\nYdiD8cQ8CYGO4klln5N9955Ol9b/VVpjjshKj+D2KKpVFDZv4v20M2xnqOvwOEQwbgMHCTbbcLMM\n4vdmF2ZLu5dQapk38gK1g9otU9QCYwVczoE3Z5FGJq7XDFu/0cgMisUsMpr6wOEGdA+AZ/DkGm7H\nQdzVHKvebYV5du9JsNW26x7XXo0sR+Rg0hivxOolEalSRTjt5dsakntMOwVsDuBmAs9q21PzaSjt\nOXBTRQGRt6owkLZ8Hyhr5wY46MA3LX6IE+B38pNcMOQf86V8Nz/AHYq3QjarGNAx4WfKO4GAvhSv\nkfoWeqKYki4oyFHwtJSX8rLcIyiwv+uE5XU5nFdfwmWXeBJly1de8bWEEWcG2M4tiEcW632xs0RZ\n/tTaC6ZAREsUG0SuViIeRq+A3TE2ES9hE/0EAzmGmJg54y417zWClqn6VaK0yeOQR6CjoiKGCkAJ\nMNACKfdAbK19QpnIElDgVrazMXPez0f4Rv4KX86PsFNb6G/Ug+XSrP4HBbSyeQ/KZNnErNRZZQV0\ntWXrDFUF43HwqQZLi0uXVZA/FQ4W0quwYqvxXgb22tBtwWxilp6cctlG50RVMq2QyNGrfhLgoiIE\nSvHrZR+vz4o8lc4inoyuxzEpW0P50vcJBSYQcuxzAKEUjlqw+Yp5OtWJK8+WW9PZrvuM4HEdAoOe\nWd0SuspqEEIta1ncvZcxmOVZHVWYMl5AfWaw3v0EkxymRy8ZHNNxL2eUrF8Th2dq4KU+bPXh+Bpu\n6thN3ZYpyvEULpahpFVdSSDskojSHbRM2D5bwNYY+gPYG5uXIn7S6S082IXdQ6hm8NFFQFR7yRRx\n7dt6iD/AuWPEuRozZN7y+yr6tOlj7QBFjpx/mW/63bT3lT7azjCbQ6rstXste+28jhPb5Ir1Me9n\nI0G7do/VlfoYuJiENHnAMzaB+3yIr+BD/El+hCe8j8e8SgSd5XNJOWiWdUKaVRdUmkbEBcHuAh+b\nsLlOnTwa+XAX9t1a2IJiT4eYuh47o/MWk3Ei8Gz5tRUcF+tTjEEI9S2quuB6vf7O7QVTIIonaKHk\nDEtQKxtX2ZTKRBb8JDqkGClPuGv/KZFNnGjxoeV9yK4UX1oisYuJLgXZIey3DcIvkMcyIMAUiWsx\nSOZ8Ez/An0vfxXmO+psfbMNozxJyNyZm1c5mUC7C+rwELsuwDMU8HwHt5HfPoSaXZaT2qTfaQmP/\n3Ka/JiR4ACxKeHwZSKsgCFnkCs/2MeEoFSmba4DlT1268JPdJr8MAidXmL9NCGvh7VtEnQFh6eJC\nabbBlM41QY7dxKzjVjO9A4ejiNxs+bBdLC9zPLf5O2zDfjaPS1k1LyXY6xpcMs2NNMg6zA5xyibA\n3JVGr2PQ2aTyeSjg0cxDt4XlgubaPA/t6GoGn1PAdg86M5vjMhmzeDAwZTlfhg+rE3NFkLrx+Trc\ngEEFx2N4emGe2G1tYka26HUN3adw7wBSy2sEJDjsmrK7nQWpdNfX52QRmVo6PQrzH2JzNdyCegG3\nt1DUAdY2a1WLPiFvrp1sfhdzm68P9KHbMQg315FeqdTiHQye7PdgWsHZ0sazU0dE8qz2p4f4RqyS\n5UtezuEv1F/JhH3+DP89/4h/nYhX6A6KYwosbdKbZdppZM0SPMIL2tyVU2J0KmmxJFZjCK0h1IfO\nxhJwKxpzarwmlqTgsD4RA1YtP5lfKir7xO/VhNTfub1gCkQDVSkKZYOL6y/Ht0nDlIKRS6jwnRBm\n/S2arJzm9LYfARsCFWR/ymUUolr7PWU9qEzHPSIsqkSnTIQ6h/wufpSv5a/xr/DTXOVQNzNg6QBv\n5YbMfA6LpQVwywxnZbDvJTheAjZaBv3MZnYnEWUPgIEHFMV70f3E29oiMg86wP02bPXgemqHUMVG\nNgoTlFd+//vASx3rXwUM2hZX2CSeiN1ywbpPcIWUoqdQobgkEgr9Ag7rgDpqn9UxQWyVUFDmRSLg\ntyvimPdrqE8MfpsvIZWG0wuMUEBdXlRVwXFl13oZGLh2mvsuuteHbtuw+p1sFu9uG6YeE2nCTlLW\nkwrmlQXkxYG6rmx3PwQ6HYMfRfq85/NVYmuw5RyO28oUUm9qiq7TMms7ZYN7tgeQZ2Z8qICJ5m82\nM2NkmGx8b06CjCuRMwGO51AcW1zlEoOCNgd2r4vbCMeqHOUFwdfrE0+bkWnX63lge259F5ibMa+m\n2zYPZrowhaYUwpkbNnst6LWgqi34f1l5FkwHOgX2BIA6MsQuZ0bAOOdu+pzifu02bLrTULi4KJ7B\nZALbnPF9fAu/zAf4Rv46QVXXaRNA1qTYakYUe2iyHkVjVnRq10/Ate+4Vwgv4pyAzRdQd6Hdg+q+\nu30i/AgSl++l0v1NunOPeF6LlJwwgj5RDkqRv+e3F0uBtBOUYlQpmK3S11uYaJIjLPBBoWAav5Xv\nIJE3IOwcaXCVUdYEN7VyhYkseTxiYm1gHHy1mmBcPSG8DQhaaQHc8D5+mb/IN6zghSZGPMIE0esn\nsQ0kcPay4fKJUIl6ykKRYHNoQmW5hE4VEZ2jtgmoNA0hoZxwOdCCkFSoJdVm3fbb7o0svC5AbX3d\n9Zl50IFucjCw70KmNKHWygbhTAibS7w2zYxYYFKvihylOg7+AhO8exvQ8uDuNhFhup9gZ2gB4mUV\nY5SF26nh7CTsPZI//wk7YgIcVsewitJ/uYaiZXM/qk1AD3uGyRe1jWeezVNrxqVU90DROsF+dQ5B\np5oGBXbN3QynC1vTZuZKL8F0dtfbmdRwfuXcII83DNpmoW8tYVGFMpNX8Poi5lRA8BWRxaIQ6xR4\ntgyjYVnD7Y0pgm4LNt0gECFAcQ4VQhcGIKAl38DwJp7UcjSE3sIModsMD7oWI7qpI5NGZGewC46r\nMMkmuFHkHJp2GbzLZW0Ql7xocY1GLTh0Q2fQCzAqO5VtUYYY3eQJX8gTnvB+HvIPyOhZOgKKLzDZ\nI86dSt6I/iyEI/v3jolntYjks2GzPti1wzsWICw2VwfyOfb8H4HLorFLHcq/3PDrNwtKSkpsEo/v\nbSbMikykaNLz24ulQPrAdAiViJmKPwzMt2YfskpJqxzAOYE+g03sKZH9WhDlRmQZKCtT9f6FB8r1\nfANTCMr81Waa26lPGK7QLiBvQSl0vySAlwq5wF/EP+EH+Tp6hVlVz5ZBKJRwvVcYliwgrZ3gKsN5\nGVGcQ8JW6QDHGYqZCaFB34Qt2JTVY7i9gv1N82amDoUpu0FbS1kiHQzL/7jjxXseqO3W4ePdb9m+\nH/ZMuE2A5AyYU2Az24wqEiT7aw7sOv11Vka8RIHxDQyz7nft+pdzs0oXGa6mJmi2iWIYWwmGHe9L\nYcK044LoXgGH25ZDenFlEOBow+CpZekpk8kYO9fYttodwNMxdDMcJthq2etbAxvn7dIU1U2ObJob\nTLgrwCy/VjQMwXKquSoy+r6TF8As63kVsRVBemBxsKscJoxMkXkd5NAhUC1sTheEzat0V+Vfi+cj\noqeyT9q+SwVx1kQW1BC4qqA7sXk+9ECZ4lWbxIMIqpaNQ+PU2j4kooXFJAjtFXA6McUkkoFo0Lfe\n37Mce/0Qi+W0C/eO8906Dht9i7N0Z1G7YoHBtCOPe03m1sdWy+Ir8wxPnJWnouqajx/mj/PH+EGO\nV4CdfEtx0ZYEkRxWMdBehvkNVkpFUTGVmhG6cuUURvnPMjWaJVcU/xCc9oh44qBMhGa8Y7txPRWp\nVBSvRdSOk3kq8Pb57cVSILdexqC7b0yEUnzqtvmduQtZeRtgtpTocJlIMnuGTeBDIvR7TIAfyuXQ\nsRoT2lm8lx7BkmiUuJ5mYGHUumUFSVaBbDBxdbagC/9q+bf5c/UfNZ5+D7a2jDGVF9Z72Q+DwnDw\nnI33vtOFq5mxsZT6ozQwCdJT4CNLGC3hA92wztLIhtDtQn8TBpvQvoT9Eh6U8Lh+G5+sZ1DBG8vg\ndRxV5mvtucBrJxj2DQ5JWB5EiVmQiiotiVQ+qd4BJoA2ejBfWBB4I9tMdTEPpu3nsO+KaZmDiXXj\nVugFUWrvvS2bp5uJxRgOh9C5MQu9m4yJ1uuaQrpdmMCoqnjihyzeBab8bmfmnVz6fNyU5lHdK80r\nejPfDfpm7/vQGWhPCB5M075TSFXk8Idtjw0tPLpXRklFCPhpjhMoiAImShEUw2wDOBxYrOJsYr75\nwnerUtogInSDZAJVHkYzJjZr/IjVpXTQYQe298zLHF3CcBJ54x3/XKeOB+E287IVF1PO0KHvp8sM\nr2cYlBEhkAJtYQbCTY5KYt0WbG3YGl4ug5zRw+DVfgcupwF9KuJ5XVshZGEO2rNaI3nkogPvYF7v\n5+af58/wzXwbf4FLjojnmCipNBPmn0Bat2BWETHtgroxoxv+2+vOrd5XlQhB9onwXBRn0eqL+dVU\n9UoqVL9EEHLFBtw12wTePr+9WAqEY6xa7gMPSYj13fdsfh011dERoHGLLb/q0QjhlV3YJyZUfJpm\nsbZmwGoAfA7htQg/dI2fayI4fuPBrkNs4VSAzXJEPm/5k/yR/EcZc23boDRmE7VZokWOXt6Wtq1O\ngW4FG2VsH7FlFHYbED6YoJiE4cJ5CcUCHp2bsOrOzeraGEBvCR2/vzDyEhOShcNUSpXs+z3K7A6w\nM2P6PafMcjfmcUFUXZHfKK/hJsP52CzqDrDXgWEFO1vQ2YTxBTy9Nagh5eDdJeBgAJMFPHaY6hJ4\nowyW/EMMxmNsXku3srjA7bX1d4pZ6MMW9NyCLnIIyKtsnomKpFTZFPszLPjcTTYPDwt4dQ+mEzif\nWOeORnA9tiCtAAwBl4oHvEyDOZQthiLqsJIoxc9p5iTL3hQMJsXVAh72TOl3tiF1YPqWJW7eEOlq\nyt+Wh7HId+sQiHRwv20KV6lzymzYBjYT7A29LNjMAuL3u7a/nvnn2gXsj6AzNmW/W5gXeF5GzEpj\nO/H5FcnjMMG9tuXW9Ak6937fPNvLilVLXei1oRhHyu4M2KrhzRt4KwdhVR5g5XO7iRlXz5YRvVSR\nkBv/nIDxjQT9DF/ET/O3+b38bn6JqF/2FsHd2yL4gG601qLKDrH01QKLVHYx9tQZobbF1hQkJX9R\n8mOBybkHBNdQPpny45SkWPrsKuivE6jyLzJTc6N/8nXfuf1/rkBSSt8OfPvbXv5wzvk3Nj7zncC/\nh8m4/wP4Yznnjzz/6jUwMbNuNcnK1BRMNCHCeRBVUVUCQCi4vBORCpXDK9LqA0IRSBGJbqvgmCrY\nzrAFOsGJhf65C++DRIEQ4or38M/4gfylK6v2oGVQyOkyku9UJEJ8/0wwiciwneBhwxofYNna1w5j\nHGDWfZlha9s8jzwxWKNyuGg2heEQLm/gycK2vOCH0kfwdBlcMxV+0Ixrm7VbxgBrV3BvCPe2LWfg\nWY7KSEqwU67JTsf07U1lkEQLo7bu7MJsbIK7mEC7Y8yY02x9eOizP+i4jZYjPnCBFeYQWXtrDjtT\n8yQyFg+os3k749qO+xwrcjNoGXVWcRll6UMkEhY+doU5x670hhmWM4s13RvYfVptE6CHtWWotzMc\nu+LvJluDvbYJ+8spnFVR/Ui0DDVZxhKiXe/PnDCJFLPZGrld6o709WLF4VmRCwSkXhOpbIq3iUE3\nBnIZkTvBqdr9gxac38L1VfjpI+DhBlQTU/YPdq0w9LPKHytWwL0NKG4sk39MJEKq0IeU1P0ubHo5\nhNvagJ8MDKfm8WgfTiu73rAXp1jzssRZaphR1sE83CIZJDnFPJR9JyVdLWydRAxpZnQ0qwj0gJd4\nwk/wW/nq9LOc50PsxEnVHBIl858RtfM0Qhm5u0TpoF8j/CoBifLZVQBxThRDVZRpiI1E7FD5+yoC\n26SmSGnI1xQtWbtbM6daEO/cPlseyC8CX0ZEYlYh/ZTSnwL+I+DrsWDCfwH8WErpN+ScF7xje5kI\njC8IxZAJQS8HVrQ2iIxvuXSbBONAQS/Vo5LHccj/M8NhQST5NRldsgsVSj4kym4LiZVd0+Jf4+/x\n3XyjZTX7J4qWBWrBhMttA9+Wl6EQ/57TEltdeHhjnP3sr+9sQ7qBamnutlz9ydjiIMWWCbX3tCz5\nqq7g7BYeL6I2q7ZRzd20R1XLUT+WGEyz0bFAfq7ssD4ZR/KhbJ4uJqQfElnrJ0u7zwIvedKCnZF5\nYtczw9hHY/OOtt2QU+nG3ZanXk2jEHlJKFJ5OK0EJxNHFrHkvGVpbB6ZHjUWYBZbvkj2vX4yr+C0\ntjm8hyeiEdXPxtkfxZThY7fuv5ZmhSeMIbXA5qdbQN9jVtnXZVoaAeAaU34Vdz01hTiFw4s8Csby\n6vRMyF/P472LKzgtLdDewuxieS1HhUE+02XESprlJVfJj8SpUk6LTtoIE+zTCj5eurdAIPJFNqpz\nrlHJ2+sAACAASURBVA1pXlSBqo9LqK5t3k58DuXHixO5mwwSHXRN0U/qAIdahBeu+hA3wMUcynlk\ncYmCXAMPW3BUW6kcCkO+l6Wx70qsHMpOCftbsD03r1HQXfJ+icyxl8zw6S5tn+ykj/P99R/mP+Mv\n89Yq6iPTSuxN1cQS81IAseRT8hnuYGpSZHUBo2KZJuLZOZIMoi7IKxGrU96JTt8O4f/KNFSpJ1XM\naGGFJBWZfH77bCmQMuf87JO89y3An805/z2AlNLXY7PyVcAPvfNlFeJT8cNTAuNTgFuOsWylNnZU\nroBfwZB7gTO3hJDfIxhTPUIBSPGUxJPuVBpZonZOlEHR1i29r7I0hsAOX5D+Dt+c/8SKbCz/5XgR\niGSZowyi6KSKvPQxCzolEx6jhUEMCyxnoDs1uOsGK9ugQ3DrJ7UzsO+lZAfgdgkfKW3bSshsEltQ\nwN5+43UJqhEWhO8ODMIYzc051Iwo20U1tSR4lQ46JorQVFi8JI8NV+8WsJXNmzqZOCWisM9cY5TU\nugo0eYt4SvUDotTmVYazBat6Uh1MmYhZdq9juQHyJQcYPbW7YRb0dGKJZi3v70WOeIES9Zqcvk2/\n/rIKq7yFeQGkUMAyXZTBLeaceIXizAiu2wJe7lni5onHlco27G7C/BbquUNMbWMPZUyQi92lvCD1\nLRGMqKaigoCV+ngMobbrTit45HO3kYMQkAkg9xI49kB2CaRr2N6A11rmiUyWpryVHHjPx3vuY+4D\nT7J7IaXFmwSwvI+75V26xElTUxRTwM3IFeaz2hJRB56rc1tFOPmJ9zMVZiAUrry2Z+aFyEdYWcO1\neUDbW3aOvuLqpzmsvpYv52/RzOcKyr6iUqnRS3knnbe9pvoBF0TkSQB1G9vdh4SseUakNWgVharI\nwIW7hVUV41U0SKbChl9bqQfPb58tBfKBlNIjbNT/CPjTOec3U0rvxeTFj+uDOefrlNLPAr+D5yoQ\naVcFsXcJkSSGv6paikdyhKWGPSbQzEw8/3qT8Db2CLtZdpvK8A2IMgSqN7P06y0a12jmv2pBFYVI\nHOSPU3DOY8LdfuI9+SBxmBQmU6h+072JGywBbzGF7drwdrnjTzKcTFk9eWTuM9QtLLO5KuH41ITC\nsAcX07DsSsw7OCCs9y6Rcy+y4isFvFmbnfJeLAif2wZZkE3Q7HZNqbValpzHInLumxW+VPxaszXL\n1sdeAds75gVUJ6Gw6jrovcqj3cUIBoO+JdV16rCkxbUb+/8byTKkrzzJ7d7Q80QanlCRYNuZOcuF\n9V9jn2OKdjNHRK0ZujwAXtk0xXY1MUZdr3J0OpsyUwbBjluy1SKO9gEGjWm9ADpLz/EA7u3BwEuw\njbHgfv00Hv11r2twTFXBqwOzsqtFPKwWTLBvYXGEPIu42cR38n5jZ1fAsGtxpvnS4KpzX7/9OUyS\n/S+wZIyNr+Oe4i1QLOHzSrtOqu06yqDqAa8NYG8E6ZmLsGT7eJ6hM4087gdYEcthx9ak3zMv7hPT\nKBFziEFku1swmcLu3LyOi6kVnkwL2F3EeEXtXmBezqyOp5I87MKeswxf3rb5O7kx5Vtje7vdMQPj\nSQXv5xdp8ZRqFQ9pnvtbH7GAMLFGslPuaoMFOm2YyuBUXluNlS1RpbSH/n4TpofwesTZE/gGEaSH\nAJJ1KvZ85VX8VYxVAXbv3D4bCuRngG/EzP0HwHcAP5VS+k1Euvbx275zTGS4vEM7xkSXsizBJlZh\nMWl4eR0iuIoNoSKMcsrbrOziYddA65stbMJfI+wk5ZyI0T7yWJeoex3CGRdmqYJmCpwv+Dr+Bn+a\nPwGEzaAQm5LdZFEpSAwGaW0MTGCc1y5MK3gyceZRjodUahsoN3WnbULldm7WVI3XyGqwUoSSOtPc\nqqMmUzKjhbGg7g9gcxNygpsT2/ujwrKiZ0uDzFKy4OikdHuqYwlhidiOYmLd8wU/J/L7RZOcZmgt\nLK5SJEvaUyEZeRuyrPe75jFcjyN4r0iTLOuHvmqLbMpj1PIyFnObx5qAUGYZzrzSxDhHoLpDZFnr\np1lnYKNllna3D+fnUBWWnFbUhqn32iaMpo6r99oWexoOoD+B7crmeYmt00ZtVnBRGuNqDrzxJESL\n7EY9TeZ+YVbxsrIYSJHg2Sx8bMFDA1eiRdtyH4p5KOSaRsa378WTGbRnMUf3G3v2Sbb91yc8GcGI\nClinbJV7k8eGpciUTpcqq70lLlG7DS+XIXor91b6hSVOzheWgDmewf7A6MNFbZDvNUa5Xjh01u0Z\nxDktI713GysDVCeLOYkeg6/pthtjx5Pw/qYL2DqCzaV5o22sDxcnURDpVWB28G/w25/9VX6B39PY\nfRqpGJ2uwSr5T4/t//o9ULew56OLSC8fVbENpWWecDcjTCRjRavkM+GrIT9YdQMXBJoiSm9JFF4c\n8q4pkJzzjzX+/cWU0s9hUv9rsEfl/b9oY6K4uAiQ4qaolMk1YflrW8seF9q7g7EfJpj9fwXzDxgW\nIzZ66mEPiTkhAufnrHgstYJYUkIXRHRAqLwyUg1t/u8638piaXj4djYLqpfs/2dVUDSP2hYTSRlu\nFhZXmM/slkcY/pwr+PDSbAdh5N/Ft7GkQ02PioJMYlBd06lrZrWVZGlxS02fihG1b+YlA2p69ChJ\nFNR06OZrNqpnlGRKtujXFcXsllxuMM4bZCb0WFBcDZmXWyT3e6aMmDEkkRgta1rLJUtKL/i3JHFL\nm5oOFUWascxDSoZkJ8FmStJySOuqoMOMkg5LllS0qRxX7rCkpEWLKdvlDa3Jgmm5SUWHipKCGV0S\nJS1qEm0WLNmipEeLklG+omTIstqixYQ5Sx/1gpoa6j4lbSoqusxY0iGT6DOjJjFj6BDP3GY6ZVq0\n6SymsKi4LYfUDGjP22QWFJzRS7eUtLjgPi0GbNbX9GanAFSMqEhUFCw4pKZPp5zQrsbM8ogpfQpm\ntFjSZk6btLIT5/SZ0WezrmnNWlS5YlifWoyl3vLM+jktWrRTJmER9eVim4oeMxa0mFM7aNajTYua\nFp+gZkzJDhVHFFR0uCSTqBnQouaSIbds0qVmgysK5iwYUDJgQZcWNTtOasn1kjYlBR0qWiQmZAq6\nyw5pUTClpKZNf1lQkCnSDDjjlg1u2GE3Txktp5RVnyl7VHXNaHZNKy2oUs047zPr9hmNM22Wvv9r\nMiWZJWO6lAz4cn6Cf7f/P9MbwKYHzTMWy0sezzufm1jPfpo3S8xJaJsCLgpTPiJZCAz/+AV8PT/M\nL/C1BANKsLtipV6WZCbl8AzYMArbsm9udy3wGIL0XhEAs+ouKEOrJrACz4dbRawE18uoFYwlEF10\nYwG8it0o0vbO7bNO4805X6WUfhXjvv4k1rsj7nohR8DPP/9qf5XI5tQE/B7gD/j7IyLdSBMvdv5T\nbMHEjhgSgMoYqh5MP9jsOJGMo4c+KYdaymEX82RuMFtEodUMqxC51cn5O8UfolMALS8d0YanU7Ny\n29VdZ7MqrShit+tJatlw6Ox3Ptgwy2z7Aj6RX+Xf4odoMecR9wk2hdvh+cQCC6vQ6CVRD+zUX38I\nq+Ld2kDXsPwEpjC3rVT0XNyuHRtvfQ31ts/Dqc/nfSKjQgFDgVaXBJHh0vv1MvEkkQWm0LsEkl34\na6u0NOKpEXOor6C+9Hu+hB3IW+JpjCqGovKLJ2Z+ckgjpYyI9kwIrlObqHcmPpw8TBkjI8g9o4lV\nS5+HhG33bd8Xb8LyzF9/ycZRPYXqoz7vh435eq/f4wzyU+KxvrIUZRQNGr+9emvGPrdQjr+esHEG\nHEHes/fzNfEs+ceETzEnHk38D4CPAp8P/Dafw9e9D0eEj6G6tqoCMQQ+QJBgFQ0TI1EMxVvrdxY7\n8gmRb7VrfHM+zKr8RgaWk8Z8zLBHHONrs21c3lXtKQlQcQDNF/0pvpLvnX4zxfyGD298tREzlubl\nVRkuFgFvqdR/ASyurAox/jnRdRqnhbMSdvgpvoT/hX/IH/IxihaBz8cxIdhviboPJ1D3sIfcibyj\nZwbpfMhIlk8p4FCgoKAngdgV8YRUsUqlGCrCM/rfgL/vcyTlccmn0j7rCiSlNMJO09/IOb+eUnqK\nMbT+qb+/BXwR8Beff7X/CnvmxhvYZhUlV8TETYKG1iOKJgqAGPvn94jJPiAeECW0P/nfFVFV8wzb\njEMCGlP9fm0Eg6qCEWGg1AGn7NWPuZ47GllZzsUZUbRP6Yi3PrLuDF6ahXMq22AJnM8GPE4P+ar8\nd3mLlwiGWMbDqwTKrG9rjsTngXgag2/ANIQs/s028HmEj6NIgMZfNF5vJiBt+OdUmlo0AVGZzzBF\nrGCfDoPIyDIAdjFhKsEGIegmRPrdBsFXaxbSUL67qI7Z/xdxGiKmpkMuxsqEsBwviYf7KGPjwOfw\nuDG2HlHuRladcqtl+W0SgFrGBINWXh6zmkAngZtvLy4jv1NW7KtEouyM4CBJsWtOXLkXHaO7rTx6\ncahE7+wT2SIa36H3RUFi5SUoUCwjQRb0Y6Iybasx/zKFlBEDkcCrte/5mKrG+1KaEu8QimLiBo4q\neclIau7FTW454DbvQ1XRu/4w38L38lX8fT6X1w0WzZEejP8e9g26elR5hkcdeU7bviI5WYyrZMp7\n+TV+htr9bikzfMwHjfWUrJliZ6KFicr7hFIeYnB6h6ADKyB/TiQGKmqqsynl+YSIF/eIh0ypT13g\nq4E/TACeQyzu8sU8r3028kD+a+B/xWCrl4D/HDtVf8s/8t8C35ZS+gimCf4sFrH+u8+/ekGwr0pi\nYyvNSKWSE7F5pI0PiGQZUX11SHXQVRhRcRCFks+IKrsPiHLvenSSWF9LgjNS+/Wu+Y+L/5Lf3H7E\nvLYMZh1TIZliN0n1KaKzA7wywB7tng0HbrfhW+f/KR8q/wNiI6kKlQ6KlMbY/98iWB9NYSmB17Ee\n5YpgX8hzkPWO90qUZ/VQTVaTIgQ6+MogEcdJkOK+z+URgYB3Gp+VwmoTmR+3jXs00f197palljJS\nno9eU4Dymogk3BBK5bAxH3oqnYS78oYEFUiwKvdbWQz7RBmIsX/mZeKZ51tElk5zD4uCqTwBZTkI\nqhVHqUOwe5Q0dmL37Yyg3HToVaydTULIvsUqjlcXBBtnRpwDKeP3YyH9NpEWmP0zp0QlM4WvNZ9n\nxDmAsJpF5HU8aCU4Vd1KRpy4Z1LaIjUrt0HjWmUg+esai0jniiTKKNC+VPRoAzjg+/gmvo9/n+/m\nz/OV/I82823Pkym9l3PoFEZkWea74egu9iCvnIxavAX8Kb6Ln+QP8iYfJBRn9rW47/9/goikLYiH\nIGwbdp0lEcAMlSa1V3tvTgBtTUNFNOGO/14Sqbw1URtCbK0NwpiSX/Xu0XhfBn4Qm41nwD8Evjjn\nfAaQc/6elNIQ+CvYKf1p4Pc+PwcEIsPzAQGPiNSnA67Xl/6dZ/4dpU69hR24DkHkU4qUXGsRTnWY\n5JnsYxtAgNNb2MQ3ISDlVyv+0WWWN1ZPTFMZCdnLU6Jgn9IgR9iR7GFc+t2Blasua/ia8i/zE/Xv\nx4R60/KXdX5B1PB64uN/hag8pMOrakzytoSr7lsEtp5jVpE2lKxfxX48hCxa+UKcFkF5ssjvE261\nSLZi6+9bYkott1pWtgwEhdxHhK+m9RWjRWOQoFEes8bV89+CXCSc5CnKUr70sS0b1xPCrUEq2xeC\n3Kxn09D4zJIQmkJs71lgq84E70wxOI1LsIaUqfhQEsrKtpBXp+8M7P+qJMp8i5qgKlYqRJIa81kS\nJXrkPWpXQij9CUHtbI5x6uOXN3KPgAp1FpeYnbjAzhiEsJcSgfDAhBhI6Kom9Ix4csyh/zQLrAh6\n7HOXDttj9cwMCiKO+UpjnuZ8B9/BDX3+Hf46dW0w88pez07ZvTY6dicZW2xc+8zUMYojjOXYrkXi\ncRriKh1AGVLqr86jPKwz00arR7BVwEf87weN+ZD3IiRAtAcVm2kWVawIApGgbBlUemCV9oIAvCY5\n+pO3z0YQ/d/8FD7zHRg769NsYo7vEtiuDrUEhoTpvPFa7bKzIGANaeJ+4zuyhGU96ZCOMUHY8XvK\nC9H99gkhooUDmPBF/Chfmj/Ex5dBc1TuqFSNtrGiCe8FXt2Fm7EVedvb4v/m7s2jbU3r+s7Pu4ez\n95nHO9WtKgqkqGjjgDEqKkpEBYzpUArttGLSKnaiEk1sEVuNA5p2iERtTcc4JXEIIQJq2gEnolES\njSNoEKWKourWHc8987Dnt/94ns/7e04BVerSlXXda91Vt+7ZZ+93eJ7f8B1+Lwv9igcH/4I3zz6M\nCG52F7asOkaEppx8ZCXveWsi0nWgvikPsphZ7SsdFHaQ44FGqHDiQ2Z3iNGA4/z9WSHSnoOpio8t\nIkjvwUzFhwnQAJsrq3aVf9egq2uiQ6hFhD3cCA4Ud3MtEhzYGjFEsxnKkY/bwoJ8LhYFcjLlxrOb\nlbgkH8fj+S63iMJllq7PzGQzIapxrZFCpTfz5zniwg5knnAz23WU8OQYZhY8iwQcpKBDaaemMvmJ\nu9P5t6s8QncIEwXQFg3tfN+E86yYj4iq9ogEtWwSCQnCsOvAwGG+h7387zcInspAt0AojtQier0N\nuCacx4lHny0QzwzaJhUGl/OxL3IWAurkQmkFuMaAQ76Jf8zTeIjnz36Vaha1frcLrbxEZyS+xN7G\nVe2KH5GSy9sWPp6lkxuERs21J0y7THSjrhe5BxODz9fU02GBpOh7heBU/KwRoe9U12nit4MVptTq\nAJHsTMamxCd//aVzIH+xr2NC9T4lNr5KcCVtJTyVzTYzsXoDm5v4EjHhyQrIxDBHajV3Cbza6ljX\nuTDC40QaEJao6TJoEPghMYjevmmetDQG0DzD4651mHWzNh04Olrg6+uv4JdrMcms5FB4265hWmLS\nVhomN/sb4bbd/P+rhK5cluUKMVD9Qj4/B6Ub7HqkqvIgX7/14pqYxPr5s7swneV7dDO/9xLhgX43\nIUjwHvXyZ1yB6WViYqhVkQlH85MwidCWUJywi1W6QzY1o07z9bmHSJLOP4PwOgtZkd8j7g9nq2h5\nN71AwlByA5DutvCbdsb1fLxW3Yo/HKe5Srg5upydqbtRfE+WEtUrhBlN/4GyTQPRJQICOU3g/4Fw\ni0nsHCGYNgg7W3ipOBbX3OOkIL2Vf9ckL1dl4H8akfysxB0YojPaJFgmjLIDupq/72r+2Rb5uZH5\nGK7F/WnPEgY1yAPqW/3UVszk0uw8T/kCvoN/zT/hRfxnWvmbHj2FS3kZTcle8Tq85fbDF0mdy7FN\nRyNgt8CAs0a/cwTJbSQwYTq373o+Nk3Ju8XnmGhcr+4TH44gDKjbRdhZqK9NDEySYRUDKY/5fb/u\nsARi5VMGq7Jz8IaVM16sjuwq7iXaYRf3gFCjWCXOE0nFrsVnhPgyeRkMV4inRtwLbPIS/m3T45jO\nrOUrorawdhwBV/aTOe5wkr71q2ffzc/wKQTHMSR8J/1kOmggIojOS5GBlYjH7thpK2gxd9v+fYJ0\nVzCq6UgcXNXNLQKuywqapsOwYrLqOiYMl+pXIKoqsV0Zom2i+pXw9RkuFaFfL1Ur3ofzSZVTKzAw\nYOkXd4zDJYJfKf3YHvM8aU34fSNC2WeA91pr/bR6bpMCmRCDXd4eMfHpPqLT8Jq7fi2WfDnJSl5C\nSOoSzcOEWuT1UI5sXCdKGJOXfNB1YqacAWWXFOTX8t+FPCHEA3IfzhmQa5oVf+/m93g+8kelk0Xz\n2jnigWyqgby3Hrv4vv6qPYJjKgn/NpGkqmRWquwX5JtOiIkSzrJOMqsv4Hv5Z3wDn8mPsk8ix4en\n6QqreSoNmPY0C+1kJdsdws0JfDbfwY/yjfn6y1Nez/eugIF5BoEimLBN9ivEOKWS0zHAW1hUNCKZ\nqpew7+aZ7c48HhH7R37NJG0MsWD6n8eB/CW+DCa2WgYdb44XWre57avswxGceaLgUv7jszokqvy5\niWlEWvxKQ6cZgVjISpYZgfWXGPkRf4tf5Fw3mfIutRNVcPMkhvA5CN4lMCaZzXww0QnwM3wOEYBt\nU8tBEsIl9jYGq818LDtEJyGW7jQrjZgOAJGhqYnpQyblJcLVeiFf91uENNCuB+L5CC7iknc5Ip5I\nYZBQeODT2xx+oo5doYLJBZrn87X60G/DyRZBNC5mLFkJqRCB39HN10WjpyIDq2+vj9JiIcAVaM3n\njlZyUxz5hKjuB8RTXU5IAW0rX+/d/JkXoXoWdCoYC5hYTiiRFfIT7PQ8esSTPFyXdeJBmvc+vbh/\n5WjvcRScTYCGkHIs5s9scZb/Oo7fT5a8fC5D4snxStjruA+c5mulP91nZXSL47ND8qVSTR7Kzsxh\nMB3Oksp2olLbikF20vdOlmimSsyEfUzsdrfKgCt+gY/jZfxos0Ltv0fEg7ZMIqvAuQqWFpIJVdDx\nk/iPOYGU1l6D+dV8HvcTa9GJF8YflXBLRNfVh/ZWWn/1EYG2kJV13k7vnYW06/kWkTSNH8rEs7S6\nga2f+nWHJZANaF/MevsRMRvfltdNvE0oiJQUWtmoYIEkXW1lffyt4nccsOgSsdV2wc4lu+sZy7+q\nrw1iDMEO5zrQm0tu1nYnxbmNLixN0kd0qjReQifDOml0RLsDO6fwksnbiE7BCsVNp3/YRKqiRS6h\nk89pn0ikDi8R+jCQW9lsEQt4Jx+RctGrhE7MucC23z7E5hEiAe0SePc5gswtA4LJz3tjV3muOCZx\nYcnsFvEUyjol8aEVr96ObUKyPCMe/SmkZ5K9nr/nHuKZCM72bZG8EI8Tg14Wc76U0FUBaEL32O2I\nhYo8L4UBWcFXj0hP2XRygUqpTZjvZNNBLno6VYIqa/0WS/l4r+S/Z1Msq6TAc7E4NmGNPNF1LDZ+\nk1BDNUAMkciVPCtrH+efPZMoOBbzvTDZya+YADQAy6voexkSXJCV8jHxaFZHbliNq7gU7nQ9Twn+\nyqQK0euXcUK5sue9TBDqqufgzTzIv+K/88l8XwM3G9K3Wok+OZwGWLm2CHMLMDkOFiL1bHayJmoL\n27JoHRL+pQuEUEL0RNg4d7+tVoYrpjQiodZSmo+zY4KfJ/ZyOWN7n5ghKHSqVHyJVHRcI7jOJ3/d\nWQmk20nnfNKBk7tgpsZ9h1AnaMU/JlrcKSEHlYTMN642iGnoMaOrZLiPdGHFc130Vkaatew8bAdT\n9bszSV3HAdAZwX0dWF+C+VkaoT6to2LZIBkMl9aS4urXTj6a/cbwZ5DPpGezuSRIc9CuBlkCKJ55\nM//dmmmbMEdK8AptWBEqz1RSKuZupXpEClp6b6QPj0kB2cEoKmpszz0mcdrF4vuUwcpbnCeIwF2i\nA5AvsYvKgXi6mFr36nzuClVAtfN7HyMqXT+nR1o/EHJWf9dEpcHPitmx2go45glBxmn+HTef3YGb\n+iYhyLgr/30HasliYYpcSdcz0kPThPumUF8lbXDJYq+dQdUiR9jOfWACsch6V37PowSSbzUvX+Te\nEGryiSYrUOWJY/VlIjHagQmDdjhrgjNgLxfHYYDfyX+/mY9BpaUBVsWhfI8quEv5+6+SjIfPyH8M\nbXILcqIWIv5dHsGuxU54hd/gxbyA/8hqrsbtC11ZED1TOxf5vS7MDf12vUdKaJeJ7lR+yj/GHQsY\n/e128NmA2urkelj1WZ3u1awL+0KhFmp2WFX6zCpDnbVdst3hMVEA6ErXCfPkrzsrgch1rVZwXAI/\nQ4JcsmIVb5ccdrM71lhpooSrGn0VPBuki2wQ7hP6cltoqwp5D4hkssK/4DMa54JMgyF4NE5zl3yt\nk54lvpFVlfUYfrn+BPZpkaqMSX5Xl7Mua/mJrLiprxMVnfCCyUPuQ0XLjfzZO4TCx9HTqqrlTaz+\n5DZ8/zliMPiUs2ZFOZADUsJR9QQhb5QrMHB3ODvbRyOWmLmJPCefSqjqFOpemgszK2EZCVi9PUp8\nlwjj3R4xZcCKVjxdL5C/K3woYalz2FBioBgRBjG7VRew11JjpdfBQL2U/m1QzmTuwETs34pRGFHo\nUk7CBxcZ7oSeTFLCGO4HR22c5s8XuLFLWyQ8MpnTqm8SXaIjQA+Lz5sjSFyvtZMITokEqPHP/eVQ\ne/e3iVly3YSd701rLhcMJk1hMosjr6FTAiwWLWIM3qYHU8OIX+Nvs88mW+w1zNAWyabhS43mzcMs\ns5mDy+OELrwfj/NSvp8f56WEHF7uQeZkDlrLeaKDQn7lvbN8LW/QKA1beZ3NNDY/g6armlqolElx\nGn+vLaiEkiH2fAntJ9f+n+Z1ZyWQaZ3meuxCuqg3CHxWdVRFTNQtsXcXU55lBfnvmqSUxz5M+oI1\nom1cIy0dq5Q9gliF8F2oyEr0+Ifwq83/PR3YWs7vWoPFk2R/GE9SK7wNjFvQ6UN9AkfHFYPZAiGL\nPOGsGEDy303tYhPrdCMaCPcIpZIGwIdIydFK24R0i2hzrd4kHQ12zyASmVO8rPas5M7l7xH/PSLG\np+jpMTHsEQSfSrhW/gzhO7sFTXfrpJEzu6QKdBMmlwlVlpyWJku9LheK83JD7xaf62wAlXgSi6qy\ndPz2CAjzuDh3j9fxN3Z75ZC6m/l7VYvJ+9zM3yFcB6EqUjrrGjdptPL5O5tNyBOiwoTgCHSTL5IC\nxSUCL7+RP2c+//8OYYY7IDwMZbciXAfRbYmxq2I0wVrQqaoqu167A7t8ORkhRxECRTSd7KuZEaqm\nYfF9cg2+Z4dIbkukdSBX5bWzy9oG5uhQNXiGTGG7Sl8r3rEHHEyh3kvw82onPZZ4kVOexh8TMJ7n\nC/As4N40fXO+hn0lNfKWpYJOV31Fmt6rE9+CS25MSFU+SNGG3b6Zr5CSNzJ5yBKe4rOf+nVnJZCG\n3FEHYVVhJyK5LhGufHKT2NyqlTaI9tmqsqyGNRlmdVK3kxWctqWlMkWIS6wyMZTWgG0SiV61HU+L\nIQAAIABJREFUYTZN00frGSwu5dC5m55XcDSE9tXkbP3F6fP4d3wWUQHm+VHsEc8AkCy1atZ5rTfD\natcAK5xzD9FlqJ9XcWaF6sYVypBkEwa6RCQWFT99YlTJXURCX87/3SHIQ/maafFHcrs0R0EY/dww\nQibKPveIgCRMV/ofrPgMrCZiuxOr37Iidq6YxjNhQ4ObI1NKn4JV+43i3/SwSDAr2B7m89XfYdVp\n8FvNP5dAfZxIvnY8Xos90sb331Si2QlZhBgYZNDloQzWagG9P5oz20TxIPzxtHy+1/JnrxNdjF1P\nngPWJNwlYmjfLlFtqyazYILoPhaIvbVNwCv6FlR2ecwmWWE5E4Lc5ywdfydfk4nrxgJQVVmaM/wy\n3swfc0/Ti/aB/VnMV1juwN2d9FjloxncOo2rWLkGqstQDWGmwfZ86pR9OtmRBeKIILHl8eSvNojk\naJza4KwmzLVW59+1YPTf9VIdkPbUOkwVIKmMOyA9GdHPfPLXHZZAvNASyRBQi08yOCUtgBViPEUp\nWZM8VIG1RbrYj5IUEcriVP9YyRosDJbq9jUjtgm1TwqOUuwrwGCUuo0OcHqU4KuLi7C4CReHcP4o\na1XGNu2S41a/qkhUoRnkIYL+LeIpZDpXla6qypJYa5N9swRE4Hlv5Ws2ISp3A58e+YqAOzaJYeeK\nDUzsqtQmBNzjedl1LBFqk1DCBORCcc1nnMVoDWxLhHJIsrJHBM+5/B17pCr/YWI4uQlkkQY+ajpQ\n5bYGeitIE5AvMWc7X3H+Rc52w+V66hBjdayi7ya8NMN8vUspp8nDilZYzWO1w1HCK9znfbRiXcjn\nX5K7dq3lQE4DcZ+4f8J0doytxInUXUKgLkRscnF+WKmgktcTVm4RclyDp7Jm8f58LBWpVeeU95wk\na6C0097O/81BslqCC1U6hJ3cOnBACAgsphIXuFTBZp3OonwezQyoKuj3kuTeh53NSKsuGYRb0FmA\n3hIcyefMAooak7FsDXx2iYo/3kVKinZ6NwihgKNLfIKQRdwpUWB6vxS8KGi4RhSM7hXhxku85xM3\n3vvrDksgBrnSl6DPwABrZaT+XWmnDmFhlhJKUdEjNmol6oUewrhUd0j2GkSFEzyWCXA3V0m1/gjo\n1unPtIZhnZHGDPMPBwFEBGo7B5yD9iJMldoq1bVqOyFaUxeMt/SIWO4ua53RdnJWdbdJi2wjfWej\nojrI122PwEoNyEckE2CWbc7NwUjcH0J6ukFMRNUFrZ/FQmCTkBTL80DwDpdIye56/neLBaHKhfye\n0pKpOmqX6A4gAquE8hNH4VgBWpFPoLUGVRemSll1TMtvLBMwgf4MiVqVSvIBwg92WhLvKp/uyT9T\nyWTAXcw/czYXxbWeER2A5+nnu2btzFXVKQR5N2nPXCqujwEZgoeyi7RQ2s2ffW/699ruvvxOVT7u\nF4lsyfEF0t4rx8Z4fSC4E5VEFU1yrYWZlFzLi7hGLYDsvE5Jyfl8MlmNSA8Rqb03NWeLQ8HnJXot\nuHcug5KnZ5+5M57AzSN4eJpWkGydwO6IKYxnMHF3Z4hvvBlK2Vp5r+cg1+q1F8qzw98lDZV94trq\nEIW1Xb1rswPVNH+XtgOLAD0pdreXCdPtk7/usASyQ3puX6nsKS36beJBURLDBsBSnimsY5Uu2GTQ\nECqBCCqHhFxSQtEg6VBC2+5UOVqH75MAnY152B3AabaRjAawc5yeK21NqlWqaxtb26pfJdRmwjAS\n+RukjSxc4cKzbReDt8pwU00IqATgHKz2Ekx3bIWoGUz3bEWoPLKnouolN3w1B7UczDrhtt7L19vr\nJqE7T4yH0Zz2ODEheZ5Q39gx+v3bhLhAl7RmsP38ngMC9zbBKDtVKScsZYfk5+vgBWZyMjoBrNpN\njPcVx+odnyPIcu+XnIldpVW1Fb93H8IPoGJnO1+/HAwWq8wN7+Wfle+3k5QYVdggv6NMVq4ry4ZZ\nIyXFm/maOerCbrBUceVHI3QvQq+dgnFzzkLKfp8FiXzMjIAM7RokcI/jutPPnhuD74DYi+4Y5emn\nhL/E7k/IV1ApCygGVXoiVDP3yaRsDFCFmNLBrEoTeafT9LjeW2Rso53+bW8aV7q0kSbzQO466wkx\nPigXnnWXlLS2SVBfFkvMt2DUh6md+X3EI7fJ/92H9t1p702cfmAHLPQOMS9sISd544VSc4UFrhny\ntX2iifW9v+6wBGJ7bDsvNHMvUdUskpKIi04stkdIA21pc+XSnqSbOSuVShvEcLgeMWZcT4Ebz58/\nTNp8dkfbXM5HuZ2PenJ89skTR6M0EkF7ng15CpND4CGY2QzL2cjvKIG1YtJNK9RmUOqSqnfJzxLf\nLkm9o3zJ6oKYVn4o3GJHUKqhOlAfw+kK9LsweBpJTmkFrX5FMltOBKJ7sp32u3y/86CuEuNbVMrd\nJpzi86SgZ7B1RIgJaj9/lh2n3qAysLh5ymrZoqAigq3jYXzPISlw3SIUPZeL+yBhbWVpktIjoQoL\ngscx8ZySOgT5HBPZDEZV5kRNpPIEi8T8pWNCKaaP2q7NyQMmLJOmxzYr8oaqO99reGzB+BSmnVQ8\n0Io808Cr+qKsroXt9GaVYo128Sd3jrXcZY+YvmBSLDuxUiig0tAddYHg/I5Is94OSGvKjkvYyr0m\nrLjCYxOYHCZzr6tuAWi3kx+kPYmJEvYBi1UyC4/oQHs+a1RMbE6+ENVoxMDpPE5dd8ukRyrcRcC5\n99DI+qc3iYRqMfR4vvb35898nFToWIRlz1annbwCdEjJxILIRGRcePLXHZZAVFNpsOmSNkhJiCsz\n3SR8IPcSun7NXm6C69mYuEaY6ig+K0sFOxtp0zYeApHQEmKYJwJht6GJFRHaA2m1mmVc9UIF8/Pp\nYTb7E7hnEa5N6vx8gympCtkkkpiVqJCCny68t1j83apEdY/dmq9xPu/HYbYAh/cSQUjIRnhHw6aL\nTDw+dxlDsXn9FG4p6zLNacKIKo2s/HzfkHiUp4H4lIAJ94hOYjl/hrO+dPPKaYzzNbM4sNrODuWm\n8oTwqFiRlUMeS0Wa13CLtPYGpImpPeB+6M4luGu2XZyDSb9ffKYqIDkcr5fQXl28d0pwTofZub5A\n80S7JjmuEsY0OTs7HZPWISloLJDgq13Cp6M0u5dknzWE+98OVxloD7iaO4Q8oqZ2bwixer6adO/J\nx/AoMQZmJR+HHaYc2ThDLnYnksJ6jwyq/qychya0Y/c1l8/BAkO5s92MAoFxXgse9zLbwMokPR56\nYZY+xVTabsFqK/37XAt2Z5nFqGW9MnZ9qQW3FuHI3X+b2CczohCy6DKhXyA6XiE/16XeKyeCrxAd\nsN2a5gGLj4zezCAKzR5Us1QInhmh8tSvOyyBqNIxGIoJG4TUeEtsiytDKG86pISi4sXKWALPYAxN\ndT+rc/LYIEYemxaEYwxmC6RnKaw107NUWS9VcO8KHJ/CeBT6mVkN5waw0YP1Diyfg97pDG5kHqQJ\nEKak7JNoA9Spj24WndJZSXZhJHka1VoOpnQRG9jdOBLKQ+L5JyrWhGMMQnk+Ui0pJwdxdz6uHcJn\no09XnNpADZGQrPOEJTwOiV2IJyOK+8u/WO2bWEuCUC7HxGWneV/+zA7xdJZDGqlo0zX103k2Y1Yc\nP7FP6j6zgmihl55DPHNSrUSwSQGC+H46Z0l3B11qEr2XqCx1zVMcz0XOdolCbYpM/bcSpijPz++x\nKPO/jj7ReOnMLPJxep32iU5ORY88jInG7rdHmlQAETQN3F4b12bJt1wrrjsEMaxYZMJ7ut9vERML\n7OwU484Ib4vFg2vzOrHX5oFd3g84P58mStzeT7+1QaL8NldhuQ17B+mJhPablpTrHMFgAK0F6FVw\n1CbEHBasW6REcYFItiZ1/UEjYk/btVgIrhBJxk5Xld8KIcEuoLmZnVyOCbX30WTtOn3y1x2WQG6S\n4AFHIlg1qUKYI90UF4VYt8GnxJdnxKyiIfHkLmEGeY0jwuAFIbd0U0r+Kns7j+T1KrDWgl4Nh3W2\n1Q2TM32R2KY7JBnvM07hXB8GRzAeKeVUvufgNyG8Vj6dQT5nXypX+qQ2eZqP6RINxFJ1oVbzrSzT\nCqhUTdm13ZU/5535WO7L1/8gf6aSWzf2fQSEZjLQUunGtLI2aLiZPF6nBuhAt7MzaBp8lCAqLpBI\n1DfyOPEIAKvSHLjbdeI3ahOMCWdCJDBJ3wXi2ROn+fsk0wec4WH2s7KlWs4QjM59j0tjYZfY/FbT\nyqc14hmsJVCVoG/ka+SGL7so/UAHRGB/YkKVy/B3hW4hdQdjYoilUm1h4XIg5DBf4wEBpZZKqMPi\n/00O3XwPHRfjn23CEGwBqJveIOr4Qjk+iOdsQMx+siOTkzkhJSG7u4v5vw5A9Z5XxXVNNoGlFgzH\nib+sgAd60OvA9jEMMwz9yCSO/CJpCs1aBxbGNUxn6RKNISDnC/m4lKdbUAnTuzb8t2v5jwXEmCgs\ntSk8RjMpwJl0VUUyfSqgaOXr5Zoyxu0S0gAVoE/9usMSiFI/HbdZEtfAFtmR2TizSzWDAU6su3R7\nil87S8lKYEgKwhL1LmBhonNE9QQRhFMw6ABzXVjsQOcETmu4OYgUYDrzyJY6cDyG29twqxlM6JiR\nVn73DqlK0smrnt4RDHUKjFOx7+sEcXbMWQeq5kFhJ4ODRisB7VHxdxOBhHGXeFCQSdYgvkP4KPQH\niO3v59+1ihyR8P4BzRMU5zpZ2eVi7pMKCDmUGwSclifwNtXmmLRr/X9RatVkVfDZA/0EN0nBw6rZ\n7gtiQKfXTgjkPFFxW3fmQN2aL5L8VQKaEVZVzabH5IAYs6+cWKnsZVKgkJQWplRirfDDqv8I+ON8\nrsp1FYyUPFGfmG9movSe+29Cxaog5aluEUn8lLQmNgiTrdCJ3hr9UuXoDhO2JlOTpkWiCVaIWZjO\nrujx/N2bpH2rgc4Ow7UJURiVMvGyCDwl3f/V/BmHQE1dJ879Sp2vYjuJDucHMBgmb7MRSCahmuQ5\n2LPcJQwsOCEmC2/l83ICQGkqNbgfEB22Mnp9NJpal4rPNm7kwqJWtaUCzg7URGYMEE0pzdJP/brD\nEsgWgX86W0f8U7PQAdFBiGeXOOAhKfAcE1I9iXEXq92JPg83mI7cHcIncJl4wNU+UWUeNbe0Nwf9\nIZwUaiu3zwox3m82DZX2SSM1PSbGzpsMHyZttkuER8TZU1WqeJogtURUHrnCrOUVesSwRaEA3yeG\nLUQohCBJ6UgKIawZ8aS7G0SLvkNU3EpIdbWXZPoWKSAon76Yyrx2F06fRiQcyVaVVn0C8rAztDvQ\nOOmgQivw/fRvp11YKAltIS4x8ybDEBtMFZ8cgGZSk4tk5h5MhfQsYByqt0rIoYXDukTBI18gv+Ss\nq/LaWczooj8kTKGlUU8J7B7hI7FWPkfMmqoJ972wSWlG1btRkaDjdZJHoU2C4TYJLlKviWvMytYi\nx/+/SkzVrov/6gwXTtXCt07wYBY9CmlGRGfm2lgmlGRdEiHtxArvRTlTyiRu8TkEbrJ1AXb3YXCa\nvfmnsDRKdM+AlEavE6WNrAQT2Gv8GkJ7c8U79KrdJKYUrxEeKe/NUvEZ5Rwv16WQu2vZxGjS2sg/\nVz4voqJsuXT8nxJc0lO/7rAEAul2qahSmWGCUJ2VvQGtDulxqW5ug7LyT9tsF5oKjHnSDRbr10cg\nVq9OXV7ABWxlkRLZahsW5qHqwNo5WB7A6QB6vSThbXdhfgEGJ/DYIVyrA6ke6FhtbqQVprOG5DCs\n5hYIbf/jNDLM9l05fguduLjsluw2usT49jlC/nxf/rdtwpcAqdqTX5ojAt4eKWn0CH7IayMbpLhh\nlaiceqTqz+q6SgarTkWQy3pHJvn4hGfsFk0QVsRTGtVJA584iWCW4KXjNsHrUFwj1ViHhNTWkS1W\nshYgSlEzjFR1oZ4jQUG62JV36+Q3AEAQuWXlqaz4PAGbUVxnlVl20RPieSkKCO4n8VDCmap2Sjnn\nIUG4rxLPDlGELql6mu+rAXyetAbkG9c56+ewv75GmNU8Bwuaq6QkNCQgS3/PhLJPzPbKopcGpl4k\nke92ca5NK3X9PJoMN/MxmLjkU3NB0XQjxovMb9XB6HWqRJDvTgJ3MCXqvNB2ul5BhUKEPaLb2iPm\n0cl5lZBVCZubTOwYLFI3SbHvccK/Bk0XOlcl78msR6jgnNBQSqeNiRqMHWXjvnzy1x2YQHRNO5XT\nZGLWFBwaJ3a66R6Ucxrw1wjnxWL+jLKt0xuyS0wK3SAkoCag0jciDp8CwAjYGUBvCP0+tFqwsADt\nBei61vvQHsUUJinbSQO7qBaD4HLuJUjzK0Q3ojpDPf0ydPNCGFcwvUAku9tE5yH0JMSlX8PkUkIb\nu/k7hO90nG/k35Xwvk3AFgv583ukYHVK2vglKe41VDQwgfEYJl3Cq+FIEjszpaDnied5HBLJdZeQ\ncW4Rs5IUDEi8b5O6ugFBzGuqcvOZ2JSAlx4XJc2k8223YGKiUAJr4vJOqwSU5D4kIIzS17JJCizZ\n0Np0vuX4mlL6CwGNLEB7PZXKs1VihPkmUdXra8lBqZUdc7VqpjWYW0pS3akJ4jbxXHL5kAOolmB+\nFU4cuVETXagFmMleh70d5Tqh9hKGMTka6Ow8raoXiOKxTyjrDIpCUxA82TwBUwmhuv6dGmznswCs\nsrOdQskisNKH4TQ9G132SBShLClqoNOC5anX64nkt2urLFBUYd3Ix6/CU/7K+6XCajFfB/dU5glb\ni+n0bnv95FHsXDUYy725vitiLdu1PPnrDksgVlbi7170UoVh+yxBJT5c6qC9MXYny+miz8rvkvhz\nc9qKQ+DBku/izCVxOcc7ptCbptC+MEj+paUOLE2Tfnw0grkpTCex+JaJKUZBuPahqqEWYzfgWN1b\nxdiSqoE/gsFKbmtqonV2THRNENYnRDDsk4KtKqudfN6NeJGzSi7vjeqqecLcJm5vpe5Lclw1kBV/\n6SIHalVZqQP6pVd9MczVsDyBYc0bfuUT+J5feCnxNBUZJuEsg4jBy1rR7tGuxo25R8gfPf/ymCWr\nXUMjIojn7nMyRwS6c0RVaddl0HNshZ2aPoQeAZUq7y2hGZOugX9MwJyZr2h3YNrKyKTXXoAFokO0\n+szQSE2W4iqvXSWxyH04XiGpqDx28ff9dN2q87DWy4iK0m/hVM/BffluAjLzfatEF7ZCwLd2WspQ\n10hrVum3SIRKw27x54iAuc6RgCanCNfF57eJ7r4L8xVMLsH4hHqWmuFDYDyAzXnYmCZDsKDbE3Vk\nY9KjbbvVMdTuhRnhy7HTkZu6QHTW8riuK2FUlWQWy5uc3W95jdXZw9NqwUzo+12kfWQitbjWp2Ws\ns4j7K8mBKDlVoqjUVOmiaorL+f37BEXtxSmn2RRY8szqSjJQchECe3WO07n8u7Z7pYROojB0LEsd\nmE1gWqeZWNUMFhdg/xiqk2T81tWQvahFA5mDUi3H4XiOo/wbFwnqzkqmJGtr0rOfbxCL0krbGUVW\nYmLunfhdrhGN+Uk+I41NNWerQxPEMvB05toTUoIS1usAm4ym7yIRvG5iST/VIwbpFPzb1W3a7esM\nf+KFZ4ezXoeP/zu/xzuvnuNNf/jh+ft1I1tFCQEIn9jqXydc7Pfke6ixTIhNH4FVmsdqp9sq/r2U\nk64RfNy9+R6J/wsV2AlDJI9rxPMzNFcKqXmNStWdGL4KG7vgXlpskMZoNJX8HME5mKgM1jmZ1HZI\n2cjX6aXTO56QoJ+r+Rw05p0ncSAnCS7ZN4QaWgf5uLYIkYNwyklxDHJojt6YI7xeKtTskJ2rZcFj\nYtLHs8J7ijbsDVxz8lIWC3Zimf85BQP31iZcP4Cbo9SJXOjAxSU4PYV2BXsDuD2KXt2gOgTG9RMN\nlAoB9IN4zHB2CoB816NExw9RqFzP33CJ6OoyzFufwM35VKViBy9iYhG1TMRMi8ZlYsbWu/jTvO6w\nBGK7rFO0ny7STExQOaZTKitSUDDwT4mx7CaSY5L87VECUnDEh7NinMMzi+9tCFr5BEl2DU55gHeV\nFp3o9ww4msLoJHu967AsqqJPuqMZQaCKW64QQ/HKwYTOrvGT5onxI6ekquYaQfMJm3QICbKwhlyC\nwQoC014lnmmuYuNummeBq+Ydw0ve/7/xxr/3svDwOUllCi957bfwk7/7LELB5edNODumJiX3L/rE\n1/GdX/DqdAhSUoXk/7mXr9Cvl/nJ//FsItAoET6leWpbU7kvkjZyJx1/Fxg/QMzb6hOiBX0SBwR2\nrTzZil+svex+PSc5Cb0pneLnBkgnznq9x8X7TaoWKnJBdozCaIopTL4SwkJnVq661fPx9vvJCDg6\nJQUvg3V2yE8q2NW3IC+T77cwTKeX8HYmyX7NddJ6vEx0yCYUk8kFYsHY5ZfJXq+VAbhV/F0J+jUC\nVj4l6n+hSa/DKiHAUQQiN+L1MpCqbANjxYyEBC+SZPmzGdQLML+Y8u3cFKajs159l+qUhXwdTGRy\nhBYedqcWJaXHpRz9skLwUX2iU3YzlN6VG6RH91qOOrJF9GKXmDM2IB55LbRrZ/LUrzssgYixX6Bp\nGhvYSRxVckpVieY3sVGVK7aTGwTBuEwijW2lXVDqpPfz+59JOKZFQSG8E2KKyU82nEZvsgvcqmFt\nEv2EOovSpdA74ya2upUcVkEiL+GCk4TrFj8Tf7cKsvp1FAsEDOU4lNPiWq8S3JEwlSTbGmXHxbSG\nacUr/sZ38V0v/ZJATSwY86144xd+Ba2X/zzRuZQeFPHyFEzPLx3zvz3rp9PtUYnovsnTyr/24/8f\n6jG0vubziWBq8FdFJBFvd2HVv5ugnkbGLXdhIeExaRgUI+4QD99aIBRpChxWiY5EKLJUyMiz2ZmI\ned8gqkvvqyo4A63B1YBezmSzC1RybWeq0lBMPMtWhxdIY0gMJhCduMY9k5sqIbnHc+mmzGZEsmoT\nmLw9tXJv1W3CTKX8GQKatouTB9Gp75BHVWY3ec815H0tiWC7SBO60mzJamFOOxaNtX3gLt69lw7j\nHPlx0y2YHEFnCWYDOBykq3yb1MuuUT5vsA/VAulhTpo9S16zRajOPEZhcFWGTtetiAnb8hXCqk4I\naJMSq2qzHpG85XiEUL0neVpC1cmEv53RU7/usAQiuSbWXxU/c7M7nkCSsUdMbzWpvIuYYGnFVSoT\nVogN6L87W0gp5wLxPAMVNN7U5K41Odi3SI/dzt/wtG4CLK7kwlgB5fIcPDTynJTT6qR3QJ0B3Xa4\nTahqjLZW96qs9JRYmZsk7EjsdOQEdPKKiXcIPkRCj4i1NXzuh/wA3/KCr4hLtUI6STjzvKNH/9/P\nhqrieV/zI7z71kcRie0GQcAusjo35KM3fyeMxWVuVzCXc/ujr3oG//TnX8G/+Z2/SRDSlwjz6bXi\nWnrOjyT9NDMS3KRvQMmynInBp3Sni0tbvfqZe6RgvkG4qHX5K7PNkF+/De12rtzXiQRaQohKznWG\nb+bvPkdg4CryTEZjYgyN5LFD9qxUh8knUJfjWVR8lTDibULaq9RTyKkLM79HWFiFl+d6T/4sBR5W\n236+Adt9pLBDaAki2ZwnjIAjQg2oYkkRhffG6RAWASYJj9ldKiKxS3R+CSZ/2yRW0kUSDD08hoVT\nGE/Sw6QgRLOlxXVM/tjmevpfA7lrS3uC0m8NoavEY6i9dsLXC0TM0fhY5WvvJlF6bfEsFKpoo0sj\nw64tVP/0rzssgRwSz3de5aws7iZnL6LV2pSAe0oi3dZfHNUx5otpqM1IlYwl7xIxCkFsV5zSQXsS\ndcvQehrvmKVbeQ9wsZW6kXaVNTI19OeSpHd/D45naYzJ+koyIXXGFdRjAit2UUnMrhMGNE1IbRIc\n907SBngG6QiUoOq0XeCsbkQ1maTiBvG42xZhcLOKMqi2ElmbObn7Z3/CD3zS50deU6av3iAXtNUB\n3LNyCzah0xKm8DsMJsmL88ff8JFRnCn2ciCxHP0GVLfhHq5w/+U/Yu6tH8poskgQ5xCuGwsERZjv\nTd5sNS1eb1dix2lwmpDUW9cILumk+DynCZRrUrK2my7MaD7HgSqRn83PrGl1ThvAvQdPnACQg03V\nzgHLn6+TumqTklvewOI5CY1UxPgP8oV+PF94k4zJ/gpJTXfM2S5DyEYfSjcQqIbUlr+xWJC72OKs\nQs3OTZjHY/V4NKJ6vHY/PaIjMeGp+tLgajc9Kn6myMDE0m5kDH3g5nHs9K3jSPMXSalMV0a/ylGj\n9tpscXZ8UI9IUnp2NvO1e3f+hruhvZRNwXYqHpdGYoiCQaz4HmJGmwWjMcT9rpxbRaoQoh33X0kS\n3c2iG9zW8zbhVnWlagTz4ulvUF3i5nEeksqqNoz9bAjJnXr3c/k7FjmrInF+UZbXLba4fZiWwwLQ\n6cDl+SThnY3g5BD2B9AZw/IsiT5mU7i1B8MZDJtgYYuu2cmbbWAU660J74Zzp8rRGGLzQhzKlIU/\nhGb0KBgMxI3lRgZEIl7L7scWaeZ1cYkcGabM3sPXO2gum3ZJG8aOZz1/z166nueJwlKP6ALhHRQi\nzl7K/+tTf4gf/I1P5KGbKnasdlXelNdO6agztBoBZnHv7TBrArd3dIbQnlDhTRpZeasHsyyDbcDL\nYwK7noeqFY0uEJWkSdXZzCYKCNk0hIM7f0A1zPhKi3T/fZ+FhsnIqt8KtJQte/89sJr3lH8KKVkp\nKADoExle1VQelzJTZFHCVpPiOxaJWU9OVrBCPyRQghkpwI1JAdeuybWsSfgCYRz2+im4NYjbIU2A\nu0jPJn8ilDRofPyj/M1X8jfcTzwKawFYbcOtaRZEz0G3A73TMcyEnFVOam60sFgkxs7bmWThiWII\nFvO33iLwDGFXCXnXKYR83s0iiS7/o+pLXmyPSKiP8lf0gVJzxOiIq9CYxtZIDaYKngN23B7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RLKhfwlC8SGs+JdJBULYtcWHsJMGrus1MyGXhs3bIeQ1Hp/NqC7nvOZhO0s/1xjqLi3AVFSaRta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vWJZdc1JuwOejqk0JNU5xvkLNrzJFXOGJmNwelDzpGbadIrQZa4PtWWlQKxFqw1iSqEhWXWAc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\nIFRzZNy0WdYop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ur2Jcjd6E71I6Kq04LDLa63rTBKvEU8nU/yVwWOhsNr2IJTOLuM/GZj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\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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image = load_image(image_filename)\n", "imshow(image)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Detect features (Petri plate)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CpG9FuRQoMrMmoaOQktS6KvQBWuba5eq1bhNMWwDHHOyl3BdnXEbPvz7gpZaI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\nREQkkv8PO1kJMzDyMK0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pmask, px_scale, hull = detect_petri_plate(image,border_width=25, plate_size=120, fg_smooth=1)\n", "imshow(pmask)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Image Segmentation" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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5HMGpa0k0Wl5A9ppGkjjBMN7gIZuiUtFIk3SUyKWMR3jNUtv9jGctS7tsU0ca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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rmask, bbox = segment_image(image,pmask,root_max_radius=5)\n", "imshow(rmask)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Detect leaves and seed" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JrqQjTUoi3H8+qCDqVcxYB/XSIdPLDas6aXDnOfDh4sBW/A61xZvNYgHxceaG\nqT/aN4Ihp8O0NbaE5lVCnJnNec8AqGGh7OgR5Rq+XgEvTDfTq0XMkivpSJKaCP0s9hXvyoXlv1X9\n3quz4Zc9oYsrXJZuMUPPAqmqVjfdlDsNp5REs5Duk4P8S9BFpTB9LfztS0nQQpJ0RGlQ04xhtnIV\n/eNv8FKQ1dES4qBrM/OvW6zYZkad+DuOukMj+L8L7ImpOvVrwDO/N1f/VhUUm9Kj934ChTYtJCsi\niot++4RXyQnQzOKCpIcKzCrdwUpPNsWLrKyxF07rs82Cq/7MTMwvhu0H7IupsuQE/8ebF5SY0Rt3\nfWRPTCIiSZKOFO0amrKcVkxZDf+e4r1NboH5s9qKOmnuq9m8dR9cP8bMULTSZ75sK9w/3v64jmiT\nCf8bbr19cSnM/wVGfmhfTCIiSZKONuXaPHy5b7z1Jai+GGkmuLjNvjw49zkzPdpboi7X/pdADZY/\nXRzlGmZtgD/JFbQ4kSTpaDNufmzV8C0th/NHQbaXWXjT1oT3KrpXK3jTj6vor36CP0+0Lx4R0SRJ\nR5viMuvdGP+cDF+usNb2f9ebm29ulFdkuj5+zjn+9XcXwMAX4O9fQ2FJ+OKJj4e0JGttP1kCz34b\n3vhERJFx0pGgazN4wsKySu8ugI8WWd/vvjyT4KxoWAv+9TszLGypCxcWzT4ED0w4vp7JrlyzUGs4\n9WkDjwy03j63EPZH6TC7c06GBy4wNVhEwCRJR4KaKWbxVV+yD5rE5I8PFpn9X9LZd9vWDaBmqn/7\nD6dfXDAjr3YqtKxvre2ny+CzAGeERoI66XDZqea/JVEHTJK0253e3N4Vl3/dbWp8iOCdeZKZ/m3F\nhKXm/kG0L3BQrwacGkE1vl1I+qTdrkkds0ipnb7/2fqU6d+fDp2b2BtPpGpVH7o2t9b2p23wawTO\n+gRTJfH+860Py2xaB/7Yz96Yopgk6WgxY52ZZRiIFdus9zP3b2et6yXW9GgJfV1Q3jUc0pNhaA/r\nwwwzax7r9hB+kyQdLaavM1dngVqfbSZTiMD0aGnWmrTi+w2xV9EuIxWu6Op0FBHJ7yStlOqnlPpC\nKbVdKVWulBpU6f2xntcrPr6p1CZZKfWKUmqPUipXKTVBKZUZ7MmIICzeDF/85HQUsWHCsuC+UCNR\n/Rpwz3lORxGRArmSTgd+BO4AqpvmNRnIAhp6HsMqvT8KuAQYApwFNAY+DSCW6NaollkDL1x25Vor\nXNQmExoCrstoAAAafklEQVRH0KIBwh0S46F3a/9mYwr/k7TWeorW+jGt9SSgujsHRVrr3VrrXZ7H\n0elgSqkM4GbgXq31bK31cuAmoI9SykVV5l3gvPZmCShftu4LTUnLhZusVc678Uy4oGPwxxORJyUx\n8AuHjBR47TrrE30EYF+fdH+lVI5Sap1SarRSqmL5tm6YoX/Tj7ygtV4PbAV62xRPdPv3FJi9weko\nYletVOuVAnfnmmp3kap1fXjlmuD20aiWXE37wY7/U5OB4cC5wIPA2cA3Sh0tgtwQKNZaV66lmeN5\nT4jIcuc5cH0va23vHx+5N2jjVPAr1MfHwWe3mxFCbqus6FIhT9Ja60+01l9prVdrrb8ALgV6Av1D\nfSwhRBj1bAVjbgjNvj6+1SxrJnyyfcah1nqTUmoP0AaYCWQDSUqpjEpX01me97yYAlT+s7ITYGFK\nc6S5pQ/88Szf7e78AH4I4ZXZgl/h9vfgVR+1q28/29wI+t+c0B072t0w1oxJj1RKQUJ8aPaVGB/c\nOp0RZSWwqtJrhZa3tj1JK6WaAvWAI8MGlgKlwABgoqdNO6A5MN/73gYCMfLtm5YMNZJ9tztYACVl\noTtuSRkcKPDdLj1ZbgD5a3++Ka0qYkxnTryQ3Am8YWnrQMZJpyulTlNKdfG81NrzvJnnvWeUUmco\npVoopQYAnwMbgKkAnqvnt4DnlVL9lVLdgDHAPK21HyXcotjw3jAoAmZoXXqqvXVFIsGIs+G8U3y3\nu+tD2BHG5bsiweOXSokBCwK5ku6O6bbQnsdzntffwYydPhVz47A2sAOTnB/TWle8pX0vUAZMAJIx\n/Rh3BhBLdGpRFxrVdjoK3xrVcueKLeHUuj5kZvhut2Kb1IyurH0jMzJGeOV3ktZaz8b7FbjPYrpa\n6yLgLs9DBOrF6WaMtJO6t4Ch3eHjJc7GISLTdb3gUGFk99XbTAYrus0lna2Xdvx2jSncH2rZB2HM\nPGttW9WHXq1DH0O0KCqBUd9BXrHTkbhT3zZwaz+zsIWokiRpNxnY0cwwdHpo0u7DMH6p9fYt6sFF\nneyLJ5IVl8HYH2Knq2PuRvMFP2YezPnZ2jb920GHxvbGFcEkSbvJ77tBO4vzeb5aYZZeskteEXz5\nk/dVuI84OQuu6m5fLMJ5TetA35N8t5u2Bp6fZh7fWqxRDnBaU+cvTlxKkrRb9GgJddKst//XFNhr\nQ1fHEfvy4MmvTAnUYgsL29ZOg54t7YtHOKtzE7jBz5E8Ow5Y72u+uDOca2GUTAySJO0WDw20dhVd\nWgZLt5h/7VZQAvd8DIctLFbbNhP+NkiGVIljFm6SyU4hIEk60uQVm5lrVhJnqGzea+1qulldeOFq\n++OJJHHKDNOLj+DZdRkpkGVhmGFV8oph+35rbeukmbrT4jiSpN2gdpq1qmBl5faM5vBl+BjYZnEi\nRpyCuun2xhNJ0pNh4h3mM45EqYnmfsMDF/hum1toRrNUtGgTPDzR2rGu7gG3WSiFEGMkSbvB+Nus\n1ejdth8ue9n+eKpSXm7tJmL9GvDdvZAqU8ajwo1nWltRpawc/vI5fLXyxPe0Nu+LgEiSFtZc8yas\n3O50FMKtRn5YfU3zFdvg2jfDG08UkSQdKdbuhFvece74+cXWr4YS4+Hz280q0bEurwguedEUV4pm\nBV5+Psq19ck8l50KD/uctBxTJEk7KTEext1s7WZJcRlkV14nIcwe+wKWbPbdTiloUsd3P3uXZvDR\nreYx5oboLF1Zrk1/frmFrqJotv0A/HGc73Y1UuCy0+AvF9sfU4SwvVSp8CJOmQH8iT5q9K7cBv+a\nHJ6YvNm0B3L9GFXyzyugyMuokNpp0NEz06y0DF679sQ278wPbb1sYd3Q7iZhhkJxKazPsda2Vuqx\nGax//yY0x49gkqSdUisV/noJJFkoor4v3z39wW//YOpc92jpu213C22OSIiHPm1OfL1mCgzuArPW\nw+TKhdOFrVo1gOZ1fbezQ+00M8GlrNxM3Iph0t3hlJREGNgp8hbkXLoFXp9tVnAJh1ObmqJTN54Z\nmfVBkhNMH2s0L5DwvznWqjHmFcE/J1uvY1IrFa7oaob/RdrvSQjF7pk7qV66Kexvxfps+LqKYU1O\nWrAJ3poXvkQNplvkjFbhO16oJCXAsJ5mvHEkOa89nGpx9ujXK2FXru92RaXw4SJzf8Wq9GQzTjuG\nF62VJO2EejXgBqtJOge+cVmSBrPidTiTNMBJmdCvbXiPGavOa2+9ZK4/tIYJS+wtDhZlJEmHW730\n6Ek0G3ebm5rh0rUZDDk9fMcLhZIy8yXr7QZqJPturX8JVwPPfwcTl8MBi8MS4+NMV1dybN5CkyQd\nbidlwr0WZnCBqSK2weIdcSfMWg+fLg/vMeumQ6cIqj1cWAKPTAxvrZVwevpryAlgaOgzU83sxP0W\nyhwkJ8A/roCM2FxqS5J0OGWkQEs/1gT8bq0ZTeFm+/PCu4TX6c3hfgt1JMJl2/7qS8YWl8K6bGvT\n6WPRvyab/myrV9QxKjb/fnBKr9bw2KXW2h4sMA+3m77OTEIZNdRa+0MFZk27yuKUWdg20ia0vDgD\nSsth0GlmaOKRQkrFpWY69E1vOxqe6/1rCtRKMzMNfWmUYS4KSmOrDogk6XBJiDPD7qx6Zz688b19\n8YRSabmZFmylqNK4BfDa7BNfr5EM395jxkVHWqIePcs8ruoG93mu8tfsgJsdnMYfjT74I1wxGn7e\n5XQkYSVJOlwu7wJ/tXgVHWlmr4e7PoQ3bwh8H4eL4KxnYcb9kVvqdPwy+MzTRy9dHCJEJEmHS1yc\n9QH5z08z40kjhQbKQpCUSsvNviKV1lAaySfg8cwQWcrKReTGYbhMWQXPWJzeerjILF0VSVZuhz99\nFPx+bhgDv4XxRqQ4UUaq7665gmIY8lpoqvv9d5pZ9FhUSZJ0uBwqtFbF7pWZMHOd/fGEWmGJteR6\nRVe4tmf172/ea8YWC2c8fqm1dSrLNfyyOzTF/HflRsZNcodIkg6n5b/BSzOqf//lmfDpMth9OHwx\nhVuT2mYtROFO7RuZmhnCNSRJh9PuXPhsmblarmz0LPh0qbUaCJGuV+vImzkYC+45z3yJ+rI/30xi\nCeWSWN+sMsM5fbnzHP/mGkQBuXEYbrsPw0eLobDSNOFJPzqzyKwT2mSaMqafLnM6ElHRhR2hjoWR\nNfnF8OWK0B57xTaz+tAAHzcsz2sP7y803WIxQpK0E/bnw9h5TkcRevvyzaiUYV76nEVk23MYPlns\nbAwXdTJ/cW6JjUQt3R0idPYehjfmWGvbvA70OcneeETo5RwyZWqddFV3aJvpbAxhJElahFZRCcxY\n53vq7mnN4LpegR2jTlpk1pYW3m3aY2qdWHFqE2hsof88CkiSFqF1qBDuH29qV9ilTSY8fJF9+49F\nXZr5LgV6sMD0G9tl6mqYsNRa25v7wrAe0DDDvnhcQpK0ELEuPg5evRYya3pvt3oHPPGlvbEcLIDs\ng9ba3tTHrHBUL0LLCFgkSVrYY+/h0A7Rqiw+znR7iOgyeRX8Z5r19sN7w4197IvHBSRJi9ArKYOL\nXgysGLxVrerBJ7fZt39xvHJt75duRVr7V440TkX1GoiSpEVk+nUPDH7F6Shix3dr4N5PwnSstXDv\nx9bbD+sBf77YvngcJklaRKZybSZViPAoLTf1WcKhzM9jJSVE9fqHkqSF+9z3ifehWGt2wAPjwxeP\nCL8V2+HhT52OwhWi9+tHRK6Nu+FvX5pVWqpyqMBUYBPRK68IZq6HRz6Df/7O6WgcJUlauNPK7U5H\nIJyWVwxLtvhuN3sDfLLE/ngcIt0dQgj3OlgAz06F0mpqjM9cB/+bE9Vf6nIlLUQsS02EW/qam29u\nlF9sqt4lJ5g405OPvTdzPYz5AX78zbn4wsCln4wQIizSkmDE2U5H4V1puSnclZQANSrcp5iyKuoT\nNPiZpJVSjwBXAKcABcAPwENa6w2V2j0J/AGoDcwDbtdab6zwfjLwPDAUSAamAndorWNrrXYhhHUv\nV7FYRgzwt0+6H/AScAZwHpAIfKuUOrrejlLqIWAkcCvQE8gDpiqlkirsZxRwCTAEOAtoDMh4GyHC\nKTUReko1Qbfz60paa33ctB6l1I3ALqAbMNfz8t3AU1rrrzxthgM5wOXAJ0qpDOBm4Gqt9WxPm5uA\ntUqpnlrrRYGfjhDCska14dnfOx2F8CHY0R21AQ3sA1BKtQIaAtOPNNBaHwIWAr09L3XHfDlUbLMe\n2FqhjRDCbqVlsOOA73aHC2FvjCzt5kIBJ2mllMJ0W8zVWq/xvNwQk7RzKjXP8bwHkAUUe5J3dW2E\nEHbbug+G/c93uy9WwL+n2B+PqFIwoztGAx2A6K4TKIQQDgooSSulXgYuBvpprSsu1ZANKMzVcsWr\n6SxgeYU2SUqpjEpX01me97yYAlSeKtwJ6OznGQghRLisBFZVeq3Q8tZ+J2lPgh4MnK213lrxPa31\nJqVUNjAAWOFpn4EZDXKkruRSoNTTZqKnTTugOTDf+9EHAo38DVkIIRzUmRMvJHcCb1ja2t9x0qOB\nYcAgIE8pleV566DW+shXwyjgUaXURmAz8BSwDZgE5kaiUuot4Hml1H4gF3gRmCcjO4QQ4nj+XkmP\nwNwYnFXp9ZuAcQBa62eUUmnA65jRH3OAi7TWFYv/3guUARMwk1mmAHf6G7wQIghZGfDEZb7bndUW\ntveGd3z8oSts4e84aUujQbTWTwBPeHm/CLjL8xBCOCE9Gfq19d2uaR3o2Nj+eESVpAqeCL14BXed\nCxnV1IM+olV9uKZneGISgVu+Fb5e6XQUMUuStAi9uDi4vtfxxXCq0rQOXHZaeGISgVubbWo2C0dI\nFTwRWimJMPg0iJfvfyFCQZK0CK2aKfDXS6213XMYFm2yNx4hIpxc7ojQSU2E05pab792J/z3O/vi\nEdWrkQyd5GZgJJAkLUKnaR0YNdRa20OF1or7CHucnAX/uMLpKIQFkqRFaCTGQ5006+1nb4CnvrYv\nHlG9pHiobfGzyisyVfCEY6RPWoRGl2Yw5kZrbcvKzUM4o29bePFqa23fmQ+jZ9kajvBOkrQIv/FL\n4ZmpTkchRESQJC2C17cNPH25tbbvzIc3vofiUntjElW7sCP8+WLf7cBcQb+7wNZwhG/SJy2Cl5II\n9WtYa5tbCAcL7I1HVC8tCeqlW2t7sMB8XsJRkqRFcPq1hRFnW2v7wUL4aoW98YjqXdABbrC4Qt2b\nc2H6OnvjEZZIkhbBycqAUyyuevbrHti23954RPWa1IE2mdba/pwD2QftjUdYIklahMfE5bB0i9NR\nCCs+XASrdjgdhfCQJC3CY94v8PMup6OIXb1bw5mtrbWdtQG27LU3HmGZJGkhYkGv1tD7JKejEAGQ\nJC2EOGbOz7A71+koRAWSpIWIdm0yTV0VK16eCRty7I1H+EWStAhcgxrQpLbTUQhfru9lJrH4sj4b\nCop9txNhJTMOReAGd4E/9vPdblcu5BfZH48Izt0fyxBJF5IkLez3l4kw/1eno4hNqYmmQqGIWJKk\nhYhm/7gCzmvvdBQiCJKkRWBuPxtu6uN0FMIXpczDm9JyuOwlWYTBpeTGoQhMWrIp1iOiw/58KNdO\nRyGqIElaCCFcTJK08N+1PWHAKdbaPjMF1mXbG48I3KFCuOcjKChxOhJRDemTFv47pRE0r2ut7eIt\n5k9p4U7FpaZWh3AtuZIWIloN7Q5tLZYmFa4lSVr45/z2cHKW01EIKy7qDC3qOR2FCJIkaeGfQV2g\nY2Nrbb9ZCQekq0OIYEiSFtZ1b2HqdVj13+9gp6zu4YjeraFOmtNRiBCQG4fCmk5N4C8XQ1sLXR3l\nGpZvlRXBnXRJZ8is6XQUIgTkSlpY848rrCXo0jJYuxNuexf25tkfl6jao5NgvZQcjQZyJS18q5cO\nCRa/z/flw9A37I1HhEZpGew97HQUwgdJ0sK3iXdA3XSnoxChtmUfDHnN6SiED9LdIYQQLiZJWlSv\nRjJMuRtqpVprv2kPDJOuDiFCSZK0qF6cgsa1Id7Cj8nqHXD3R5Aji5gKEUqSpEXVGtSEUUPBRyni\no/KL4dc9toYkQqxRLfjPlU5HIXyQG4eiaimJ0LOVtbYrtsGrs+2NR4ReWpKZoCRcTa6kRfByDsGi\nTU5HIURUkiQtRKzalwdj5jkdhfBBkrQQsWp/Poyb73QUwge/krRS6hGl1CKl1CGlVI5SaqJS6uRK\nbcYqpcorPb6p1CZZKfWKUmqPUipXKTVBKSWFb90kvwimrAbtY927LXthyZbwxCT888Mv1Re42psH\ns9aHNx4REH9vHPYDXgKWeLb9J/CtUqq91rqgQrvJwI0cGxtQVGk/o4CLgCHAIeAV4FPP/oUb7M2D\nxyZBWiL0PgkS409s89s++GARvL8w/PEJ39743vwGdmkGLetDszqQfRB+3gUbd5kqhcL1/ErSWuuL\nKz5XSt0I7AK6AXMrvFWktd5d1T6UUhnAzcDVWuvZntduAtYqpXpqrRf5E5OwUX4x3PEBvHadGQWQ\nknjsvZ0H4O358PFi5+ITvr3+vfl3WA+47DRz9fzGHGdjEn4JdghebUAD+yq93l8plQPsB2YAj2qt\nj7Tp5jnu9CONtdbrlVJbgd6AJGm3GfEevH4dNKuwruGbc+Cz5c7FJPzz4WLzEBEn4CStlFKYbou5\nWus1Fd6ajOm62ASchOkS+UYp1VtrrYGGQLHW+lClXeZ43hNudNt7TkcgREwK5kp6NNAB6FPxRa31\nJxWerlZKrQR+AfoDM4M4nhBCxJyAkrRS6mXgYqCf1nqnt7Za601KqT1AG0ySzgaSlFIZla6mszzv\neTEFSKn0Wiegs1/xCyFE+KwEVlV6rdDy1n4naU+CHgycrbXeaqF9U6AecCSZLwVKgQHARE+bdkBz\nwMegzYFAI39DFkIIB3XmxAvJnYC1ipF+JWml1GhgGDAIyFNKHVlP6aDWulAplQ48jumTzsZcPf8b\n2ABMBdBaH1JKvQU8r5TaD+QCLwLzZGSHEEIcz98r6RGY0RyzKr1+EzAOKANOBYZjRn7swCTnx7TW\nJRXa3+tpOwFIxvRj3OlnLEIIEfX8HSftdYai1roQ0yfhaz9FwF2ehxBCiGpI7Q4hhHAxSdJCCOFi\nkqSFEMLFJEkLIYSLSZIWQggXkyQthBAuJklaCCFcTJK0EEK4mCRpIYRwMUnSQgjhYpKkhRDCxSRJ\nCyGEi0mSFkIIF5MkLYQQLiZJWgghXEyStBBCuJgkaSGEcDFJ0kII4WKSpIUQwsUkSQshhItJkhZC\nCBeTJC2EEC4mSVoIIVxMkrQQQriYJGkhhHAxSdJCCOFikqSFEMLFJEkLIYSLSZIWQggXi7AkvdHp\nAGyy0ukAbBCN5wRyXpEm8s9LkrQrrHI6ABtE4zmBnFekifzzirAkLYQQsUWStBBCuJgkaSGEcLEE\npwOwKMX8UwzsdDQQexQSfecVjecEcl6Rxq3ntefIf6T4aqm01vbGEgJKqWuA952OQwghQuxarfUH\n3hpESpKuB1wIbMZ8NQohRCRLAVoCU7XWe701jIgkLYQQsUpuHAohhItJkhZCCBeTJC2EEC4mSVoI\nIVwsIpK0UupOpdQmpVSBUmqBUqqH0zH5Qyn1uFKqvNJjTaU2Tyqldiil8pVS05RSbZyKtzpKqX5K\nqS+UUts95zCoijZez0MplayUekUptUcplauUmqCUygzfWZwQr9dzUkqNreKz+6ZSG1edkyemR5RS\ni5RSh5RSOUqpiUqpk6toF2mfl8/zitTPrDquT9JKqaHAc8DjQFfgJ2CqUqq+o4H5bxWQBTT0PPoe\neUMp9RAwErgV6AnkYc4xyYE4vUkHfgTuAE4YFmTxPEYBlwBDgLOAxsCn9obtlddz8pjM8Z/dsErv\nu+2cAPoBLwFnAOcBicC3SqnUIw0i9PPyeV4ekfiZVU1r7eoHsAB4ocJzBWwDHnQ6Nj/O4XFgmZf3\ndwD3VnieARQAVzkdu5eYy4FB/pyH53kRcEWFNu08++rp0nMaC3zmZRtXn1OFmOp7YuobLZ+Xl/OK\nis/syMPVV9JKqUSgGzD9yGva/B/9DujtVFwBauv5k/oXpdR7SqlmAEqpVphv+orneAhYSASdo8Xz\n6I4pRVCxzXpgK+4+1/6eP63XKaVGK6XqVnivG5FxTrUxfynsg6j6vI47rwqi4TMD3N/dUR+IB3Iq\nvZ6D+QGLFAuAGzGzJkcArYDvlVLpmPPQRP45WjmPLKDYkwyqa+M2k4HhwLnAg8DZwDdKKeV5vyEu\nPydPrKOAuVrrI/dCIv7zqua8IAo+s4oipcBSRNNaT63wdJVSahGwBbgKWOdMVMIKrfUnFZ6uVkqt\nBH4B+gMzHQnKf6OBDkAfpwMJsSrPK0o+s6PcfiW9ByjDfKNXlAVkhz+c0NBaHwQ2AG0w56GI/HO0\nch7ZQJJSKsNLG1fTWm/C/FweGQXh6nNSSr0MXAz011pXLAcX0Z+Xl/M6QaR9ZpW5OklrrUuApcCA\nI695/mQZAPzgVFzBUkrVwPzA7PD8AGVz/DlmYO5eR8w5WjyPpUBppTbtgObA/LAFGwSlVFOgHsfq\nX7r2nDyJbDBwjtZ6a8X3Ivnz8nZe1bSPmM+sSk7fubRw9/YqIB/Tx3QK8DqwF2jgdGx+nMOzmGE+\nLYAzgWmY/q96nvcf9JzTZUBn4HPgZyDJ6dgrnUc6cBrQBXMn/B7P82ZWzwPzJ+omzJ+e3YB5wBw3\nnpPnvWcwiasF5pd6CbAWSHTrOVWIaT9myFpWhUdKhTaR+Hl5Pa9I/syqPWenA7D4wdyBKVNagPmm\n6+50TH7G/yFm2GAB5g7yB0CrSm2ewAyJygemAm2cjruK8zjbk8jKKj3GWD0PIBkzznUPkAuMBzLd\neE6YcpJTMFechcCvwKtUukBw2zl5YqrqnMqA4f783Lnt3HydVyR/ZtU9pFSpEEK4mKv7pIUQItZJ\nkhZCCBeTJC2EEC4mSVoIIVxMkrQQQriYJGkhhHAxSdJCCOFikqSFEMLFJEkLIYSLSZIWQggXkyQt\nhBAuJklaCCFc7P8BAgXvFc199MIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seed_map = detect_leaves(rmask, image, bbox, plant_number=2, leaf_bbox=[0,0,1,.4])\n", "#imshow(seed_map)\n", "imshow(seed_map+rmask)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute the graph corresponding to the RSA" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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U1QDTZkRH8k0T2PzI++97nippeoYOQHQ0vPkmvPKK5/ENghBorrjC0wu226F+1iwYPdrz\n2JEacORTc2+5Ub+rSOhyYV2UBjViyjXA1FP2e+nCxLffekazN2ywP+aRRzy/GHa1PEHwB8OGwdy5\nUK+euX36dBg71vyoERtKcjI4/MkrxrZw7i2LKdcAXy6xrjN793oGUT7+2P6YoUM9Bt6xo/0xguAr\nrrkGZs+GuDhz+wcfwC23QFGR16c+Mu9fFGWdtOQbnTOUhC4XeH2+UEBMuQb4YjMin5Kd7Vnh95e/\n2B/TtatnB/HBgwOnS3Af11/vKUvExprb33sPfv1rKK5dJ6YkJ4MjLustiylXQ8MoRT3DA1Md6ymX\noTU88wzcfLNxWhHgmbC/YAH85jeB1Sa4gxtv9JQlYmLM7f/+N9xxh2ewug7Y95aHEd85aPcwqzVi\nytXg2HS4mjJtGvTvDwcOmNujomDyZHj1Vc//C4IvGD3ac+9F2+xe+PrrcPfddTZkgOLs0xz5ZLyx\nLRz3WxZTrga7hSOH/LhwxGu++84zAPjdd/bH/Pa3nrmjjeUJ2kIdufVWT53Y7o/85Mlw//2eT3M+\n4si8CRRlnbLkG507nPhO5/nsdYIBMeVqsOspHwyWnnIZBw54eszTptkfM2SIp87cpUvgdAnhxbhx\nnjqx3bTLCRM8HQAfGjKU9pbnuqO3LKZcDacKNV8dzeeHjAJWJ+Uz9apsxvzuBPsaej+S7Hdycz01\n5j/9yf6YTp08MzOuuipwuoTw4M474e237TfCeuklz5RMP3Fk7gSKs09b8o3Ou5r4Tuf67XUDjtY6\n6APoh2dJd+CjE5p30KSjy/9Tox3SU9O44QZNVpb9RS0q0jz0kPM6JUIj7r236l/SF14IiI7mtzyn\nz5mnLdHhmXnOX6OaRb/q/E56ytWhgduA1pXSg5wQ4wUff+yZz7x3r7k9MtLzUfP11+0HawQB4IEH\nYOpU+/a//tWzFUAAOPLJeGNvOfG8a4jveE5ANPgbMeXq2AGYfG2IIRdsbNjgGQBcVcWOqPfcw4V/\n+AP169cPnC4hdHj4YZg0yb79ueeqLpf5mOLsUxyeN8GS18XFJHS7OGA6/IrTpYmgL1+A5m208V9r\nxz8K1SxiYzXvvWe8uIO/+ELn5OTo5cuX6wYNGjivVSJ44vHHq/7F/OMfHdEVWb+x7vPRaX3uvGJ9\n9YLt+rapj+gnnmuqX38dHRUVBNet6qi2fOG44YaEKf8asymPc/wN9i6eeEJTXHzmwg784QednZ2t\ny1ixYoUYs4Qnfv/7qn8pn3zSUX2PvTZCZ+fFWJR17RoE167qEFP2SbTEbMrvOv4Gex8jRmgyM/WA\ngwcrGHIZK1eu1A0bNnRep4RjEfGrX1X9C/nYY45rvPZas7qRI52/ftWEmLLPYgtWU97r+Btcq4g8\n+2y9dfduiyGX8e233+pGjRo5rlMi8DFmzBi9eu1a3WrVKvMvY5DM2OnUyWwXTz3lvLZqQkzZZzEZ\nqylrPFPmnNZWq5u6k963b5+tMa9evVqM2WXRu3fvM5+eDh85ovtv3FjxF/GBBxzXWBaRkei8PKtd\n/Oc/zmurJsSUfRajMJvy/Y6/ybWOjh076r1799oa85o1a3RiYqLjOiX8H40bN9Y7d+6s8P4XFhbq\nB3ft8vwS3nOP4xorx6ZNVrtYt855XdWEmLLPIgmzKU93/E2uU3To0EGnp6fbGvPatWvFmMM8IiIi\n9BdffGF7D/R3aJZFdfHRR1a7yM5GK+W8tipCTNmn8T1WUz6KJrhvgmqjffv2es+ePba/lN99951u\n3Lix4zol/BN///vfbd/7iRMnOq7PLp57zmwZZ53lvLYqQkzZp/ES5t7y2UGgrY7Rrl07/fPPP9v+\ncq5fv143adLEcZ0Svo1Ro0bZvudff/21jo6OdlyjXYwebbaMYcOc11ZFiCn7NK7GbMqPBoE2H0Tb\ntm317ipmZXz//fe6adOmjuuU8E306NFDZ2ZmGt/rffv26ZSUFMc1VhW9epkt47HHnNdWRYgp+zQa\noCnEasrzgkCbj+Kss86q0pg3bNggxhwGkZiYqLdv3258j/Py8vQFF1zguMbqIjYWXVRktYw33nBe\nWxUhpuzzWInVlDPQBP/yzhpHmzZt9K5du2yNeePGjTopKclxnRK1i4iICP3ZZ5/Zvr933XWX4xpr\nGtu3Wy1jxQrndVURYso+j79iNWWN5sIg0ObDaN26tWWKVHk2bdqkmzVr5rhOCe/j+eeft31fp0yZ\n4rg+b+KTT6yWceKE87qqCDFln8cgzKYc/CuJvI5WrVrpHTt22P4C//DDD2LMIRbXX3+97fu5YsUK\nHRMT47hGb+KFF8y2kZLivDabEFP2ecShycVqyouCQJsfolWrVra1R621/vHHH3VycrLjOiWqj65d\nu+qMjAzj+3jgwAHdvHlzxzV6G7fdZraNQYOc12YTssm9z8kDVhryFwNxAdYSAPbt28fAgQPZvn27\nsb1Hjx4sWbKElJSUACsTvKFhw4bMmTOHBg0aWNoKCgoYNWoUBw8edEBZ3UhLM+e7dQusDp/idC84\n5HrK4ClVmP4F71/nOkeLFi301q1bbXvMaWlpOjU11XGdEtZQSulPPvnE9r277777HNdY22jQwGwb\nEyc6r80mpHzhl7gQsyn/NQi0+TGaN2+ut2zZYvvLvWXLlpD8CBzu8cwzz9i+Z2+88Ybj+uoae/da\nbeOrr5zXZRNiyn6JKDzT4Cr/WxkE2vwcqampevPmzba/5Fu3btUtWrRwXKeEJ0aMGGH7Xn377bc6\nNjbWcY11jQULrLZx4IDzumxCTNlvMQ+rKRfiWWDitDY/R0pKik5LS7P9Zd+2bZtu2bKl4zrdHp07\nd9anTp0yvkeHDh0Km/do/HizdTRq5Lw2Q8hAn99YbMhFAf0DLSTwHD58mIEDB/LTTz8Z2zt16sTS\npUtp2bJlgJUJZTRo0IA5c+bQqFEjS1thYSE33XQT+/fvd0CZ79m82ZwP1cE+MeXaYjJlgMEBVeEY\nR44cYfDgwbbG3LFjR5YuXUqrVq0CrExQSvHuu+/SzcaVHn30Ub755psAq/IfdqbcvXtgdfgMp0sT\nIVu+UHi27az87/sg0BbAaNasmf7hhx9sSxk7duzQrVu3dlynm+Kpp56yfT/efvttx/X5OpKSKlpG\nbi56w3qlbxsblAthpKbs15iO1ZQ1ng3xndYWwEhKStIbN260NYKdO3fqNm3aOK7TDTFs2DBdXFxs\nfB/Wrl2r4+LiHNfoj9jaapHel7BVH448oDPJ1Bqt3+Edx3UZQkzZr3E/ZlMeFQTaAhxJSUl6w4YN\ntsa8a9cufdZZZzmuM5yjQ4cO+uTJk8brf+TIkbD+xLKHPRbnmMUsx3UZQgb6/Mpi6JbWjW5pv9Tu\nooqg3znRDopyhmPHjjFkyBA2bNhgbG/Xrh1Lly6lbdu2gRXmEhISEpgzZw6JiYmWtqKiIkaPHs3e\nvXsdUBYYssiy5BpgXb0YEjjdCw7lnnI88fqnTj/prPgsPe6dcbr7jii99u4knXltqm5bL9JxfU5E\nkyZN9Pr16217zD///LNu166d4zrDLaZPn257zR9++GHH9fk7vuVbi3OsYpXjugwh5Qt/xtu87VGo\nCrXu8KouGt5a6xEttB7RQi+5qKlWQaDRiWjcuLFet26drUns2bNHt2/f3nGd4RJPPPGE7bV+//33\nHdcXiPiSLy3O8SM/Oq7LEGLK/orbuM2jLiJX60uuOWPG5ePBdgmO63QqGjdurNeuXWtrFunp6WLM\nPogrr7zSdmBv/fr1ul69eo5rDER8zMcW59jDHsd1GUJqyv6gO92ZzGTPFyVxkGmeD/pCtwZ0SogM\noLLg4eTJk1xxxRWsXbvW2N66dWuWLVtGhw4dAqwsfGjXrh0ffvghERHWX+Pjx48zcuRIcnNzHVAW\neDLJtORCtaYspuwl8cQznenEE/9L8qdnIMe6SCI+MoJ3+jR27UU+deoUV1xxBWvWrDG2t2rVimXL\nltGxY8cAKwt94uPjmT17Nk2aNLG0FRcXM2bMGPbs2eOAMmcQU3YxE5lID3pUTBbXhw0vG4+/uEkM\nj3VICICy4OT06dNceeWVrF692tjesmVLli1bRufOnQOsLLR58803Ofvss41tTz75JIsWLQqwImcx\nmXIUUcSF4CbnYspeMI5x3MmdxraJx9czcbd1Wg7AX7o0pFv9KH9KC2rKjPnbb781trdo0YIlS5bQ\npUuXACsLTR577DFuvvlmY9u0adN46aWXAqzIeUymDCHaW3Z6EC9UBvq60U1nkWVU+B3f6RhidHyk\n0tsHJxsH/VZfmqQjleODDI5GgwYN9IoVK2wH/w4cOKC7du3quM5gjnO7dNRFRUXG67dx40YdHx/v\nuEYn4kEeNP5utiPopl/KQJ8vqEc9pjOdBKxliNOcZjSjKaCAnGLN7RtOUeL5Q1KB8xvH8GTH+oGQ\nG7RkZmYydOhQVqxYYWxv3rw5S5Yssd1Ix+2kxEYwr00mX429hLysjAptJ06cYOTIkeTk5DikzlnC\nqacsplwDJjKRnvQ0tt3N3exi15mvV5wo4JVd2cZjn+3cgN4N3VvGgF+Mefny5cb21NRUlixZQveQ\n3eLLP0QA/+nbmNS4SK7K38vOUb05sM7zsMiSkhJuvvlmdu3aVfVJwhgxZRfxK37FXdxlbJvEJGYy\n05J/eksGmzMLLfmYCMW7fRoTrXwuM6TIyspi2LBhfP3118b2lJQUlixZQo8ePYztbuT3nepzebPY\nM1/3iCmk/p9G8dPUF3jqqadYuHChg+qcR0zZJXShC1OYYmxbz3oe53FjW14J3L7hFMWGMkafRtE8\n3Tn0bhRfk5WVxfDhw1m2bJmxPTk5mcWLF9Ozp/kTipu4tEkMz3ex3jMNoxQ7//2//POf/3RAVXAh\npuwC6lGPGcygPtY6cAYZjGY0+eTbfv+aU4X8c4d5NsZTHetzTiP3bVpUmezsbIYPH87SpUuN7WXG\n3KtXr8AKCyKaxkTwYb/GRCrrx6v03CJu//6kA6qCDzFlFzCBCfTCbAb3cA872VntOf68LZMfMqxl\njKgIxbt9E4mRq09OTg5XX301S5YsMbY3a9aMxYsX07t37wArCw7e6ZNIq3rWVaFFJZqx605ystD6\nacyNiCmHObdwC/dwj7FtClOYzvQanaegBG7bcIrCEusvTo8G0fxZyhjAL8Zst+AhKSmJxYsX2y6W\nCFcebZ/ANSnmxQ9Pb81k1UnrH3y3Ytq6E8SUw4LOdGYqU41tG9jAozzq1fm+P13I37abb5jfdazP\nBYlSxgDIzc1lxIgRfPXVV8b2pk2bsnjxYvr27RtgZc5wXmI0/+zW0Ni24EgeL9qUxtyK9JTDlDji\nmM50Yx05k0xu4qYq68h2/G17JutPF1jykUrxbt/G1It0+XSMUsqM2W4mQZMmTfjqq6/C3pgbRSk+\nOqcx0RHW++JgXjG//v4UUrSoSEHpv8qIKYc44xnP2Zg/It/LvexgR63OW6Thtu9PUWAoY3SpH8Xf\nuobejeMv8vLyuO6661iwYIGxvUmTJixcuJBGjRoFWFngeOPsRNrFW+ezl2jNretPcrSgxAFVwU+4\nbEokplzKWMZyH/cZ217jNaYxrU7n/zGziGe3mj9iPdwugcuaxNTp/OFEmTF//vnnlraSkhIee+wx\nTp8+7YAy/3P/WfHc1KKese0v27JYctzaGxQ8iCmHEZ3oxOu8bmzbyEav68h2/O/OLFaftP5SRSjF\ni93N9UO3kp+fz8iRI5k/f/6ZXElJCXfccQfvv/++g8r8x9kNo3ilh/kTwNJj+Ty/zfxHXfAgphwm\nxBLLdKYb37xMMhnNaPLI88lrFWvPopK84opljCklWQwZdgxu8cnLhA1lxvzZZ59RUlLCXXfdxXvv\nvee0LL+QEKn46JwmxBnGF47mF3Pr9yeRokXVhIspu3sjBuAszqIpTY1t93Ef29jm09fbklXEH7dk\n8M9eDfmwby5PXprBwUElnj+PG4EPfPpyIU9BQQE33HADgwYNsq0zhwNTejeii832rrdtOMWBPLHk\n6ggXU3Z3Tzk6mm2fvULXx9/ktS5LK4xov87rfMiHfnnZ8buy6f0/Rxn37CkODin55V04GzjfLy8Z\n0hQUFIQq4yU2AAAgAElEQVS1Id/Wqh6/bhVvbHtxRxafH/F+xo8bEVMOBy69FIYPJ+f//sxvtgyk\nyfZjPPRKCXM7b+VhHvbby5YAm98vMjeaxxqFMKVb/Sgm9TLXkVedKOCPWzKMbYIVkymbprcGO+42\n5WuuqfDlqY5JTHwkgv9J+YvP6si2TAdM2xaMBWTMzzW80yeRhCjrr+HJghJuXn+SIpmQXGPElMOB\nq6+25k6eZO/Kuk1/qxF5gGkSQTzwK/+/vBAEjIUbup1gY651Rs5dG0+xJ7fYAVGhi8mUI4ms+JDj\nEMC9ptypE5ieCffFF1AcoF8G82puKWG4gUjgBdj/egl93z3GjZef4ER9z2DexN1ZzD7k509qYUi4\nLLV2rymbeskAn34aOA1pgOkBHL2BCwInQ3CAG4CzPP+rW8DHD+WR/OYhHhl4it+lSR25NogphzqV\n6smAp4f8xReB1WFesyK95XDH8HyE4niYsDiHfJn9VivElEOZBg2gf39rfuVKOHEisFpmYB7wGwOE\n7/YO7uYizJ+EtgLzDXmhRoTL9p3uNOUrr4Row5aZn30WeC15gGmRmgz4hS+P2eRfAdn+rfZITzmU\nMZUuILD15PLIgJ97aAeMNOSPY/7jLNQYV5qyUuoPSqk1SqkMpdRhpdRspVRnw3HPK6UOKKVylFJf\nKqU6VmqPVUpNUkodU0plKqVmKqWS6/rD1PCHgOHDrfmff4affgqIBAubgW8M+V7AhQHWIviXh/DM\nvKjMa0BugLWEGa40ZeAyYCKeitjlQDSwUCl1Zq9BpdSTwP8A9+JZNJwNLFBKld+bcjxwNXAj0B9o\nAcyq5c/gHeedB8kG/3eql1yGDPiFP42Auwz5AmBSgLWEIeFiymitax1AEp5Vw5eWyx0AHi33dUM8\nfYDR5b7OB0aWO6ZL6XnOt3mdfniqbXWP5583/zBDh/rm/LWNODTH0ZZ/OWgSHdQl4bt43PD+ajTv\nBIG2MIhEEo1O9SzPOq6tXPSrzlfrWlNOLH2hEwBKqXZAKnDmCZha6wxgNZ4xZ4Bz8exOV/6YrUB6\nuWP8h6menJ0NNk9TDhh2A371kAG/cCAKT+nCxCuBFBK+hEtPudamrJRSeMoQy7XWaaXpVDwmfbjS\n4YdL2wBSgIJSs7Y7xj+0bAmm57t99RXkB8FOXDLgF77cCLQx5Bfh2bJVqDPFFJNrKMy7xpSByUB3\nPFvohAamAT5wvp5cxhbga0O+J4H4DCH4E8NiEQBeDqiKsCcctu+slSkrpV4FhgMDtdYHyzUdAhSe\n3nB5Ukrbyo6JUUpV3gut/DH+wW4q3PwgmrFfacAvek8Lmr/5LC3P+aczeoS6cwlwniG/BbA+hlCo\nA+GwU5zXplxqyNcBg7TW6eXbtNa78RjrkHLHN8QzW2NlaWodUFTpmC54Ptyt8lZPjYmLg8svt+bX\nr4cDB/z2sl4zEzgKDT4fTPtXZ9Jrwx5apD5H8qCHiGzQxGl1Qm2QxSIBw3U9ZaXUZOBWPE+Ty1ZK\npZRGXLnDxgNPK6VGKKV64Rm+2gd8AmcG/t4CXlZKDVRKnQP8G1ihtV5T9x/JhoEDId6whV+wlC7K\nyIfU//c0nYsX0bjtjahIzyOCImLiSLr8DofFCV7THrjekD+GeetWoU64zpSB+/FMaVuKZ+pbWYwu\nO0Br/SKeucxT8cy6qAcM01qX3zT2UeBTPP3CsnPdWJsfoMYE2yq+Kji5aLoxnzT0fs/iFyFkiKIZ\n6sVo6/4mU5DFIn4gHEzZqwenaq1rZOJa6+eA56pozwceLA2/ExkZyb8uu4x3s7NZk5DwS8Phw/Dd\nd4GQ4BX5+7eRseErGvapWG6Ja9GRhn2uIOP7hQ4pE7yl7bj3aNjtcvJn7CQ3Io287pvJaf0dpybP\ndlpaWGIx5VZ7adI2zbxFbpDiir0vbrjhBh7o3ZvVCQms+OknRn32GZE7d3oG+HRwFvWOzp9szDcb\n/psAKxHqQlzrbqjIKOJadKFx6kian3iK5DkP+XtI27VUGNRrfAIWXEXTL8dyww3OafIWV5jyo48+\neub/L+7RgxlXX82OyEjOeuEFB1VVzanVcyk4vt+Sb3TeCKKbtXZAkeAtEXEJxCafZcnnbk4zHC34\ngm50A+BIvZ85Pu9i6L4ZFZfPjBnwmxDpz4S9KV9wwQVcdJF1km9BQQHp27c7oKiGlBRz7Avrhhgq\nMpJmV97jgCDBW+JadTXm8/ZuDrASd3A+59Oe9hBZRPKHD9P0kq1n2iIiYPJk+MtfHBRYQ8LelMv3\nksszYcKEsn01gpZjC99EFxdZ8klX3YOKMuwHLQQVca27G/Niyv7hAR7w/M/t78B1c43HPP00vPEG\nRJp26gsSwtqUW7duzY03Wid1nDx5knfffdcBRd5ReOIAp1Z/YslHN04l8ULTPCshmIhr3c2Yz9sr\n5Qtf05SmjGGM54t/3wnjH7Y99u67YfZsqFfP9hBHCWtTfvDBB4mKsk4wef3118nOznZAkfcc/cxm\nwG9YiBTIXEw9gykXZ5+m8MRBw9FCXbiDO4ijdLmEjoBHX4En7ceMRozwbHnTJAjXY4WtKdevX597\n7rHWXgsLC5k4caIDimpH5qbF5O3bask36D3IticmBAem8kWulC58TgQR/IbKnRQFLz7Jk7elUGSt\nAAJw8cWwfDm0DrJx87A15TvuuIPExERLfsaMGezfb53VEMwc/XyKMd9s2P0BViLUFBUVQ2xqB0te\nShe+5yqu8gzwVeJLvuTF9w4zYoRnd14T3brBqlXQs6efRXpBWJpyREQEDz9srim98krobV57fNG7\nlOTnWPJNB99GRFyC4TsEp4lt2RllGE2SQT7fc2aArxKTSh/n8sUXMGgQHD1q/v6WLeGbb+Cyy/yl\n0DvC0pRHjBhBhw7WXsry5cv5LghX8FVHcfYpTiz70JKPTGhEk/43O6BIqA5TPRkgV3rKPqUtbRmO\ndUvevezlU37ZQmHtWrjkEti923yexERYuBBGmh5qG2DC0pTtpsGFYi+5DNsSxnBzL0FwlrhWdjMv\npKfsS+7jPiIMNjaVqRRTXCG3fbunjrxhg/lccXEwcybc73BVMOxMuW/fvgwYMMCS3717N3PmzHFA\nkW/I2bGO7G3WTfTiO/Qlocv5DigSqiKujXWQryQ/l4KjexxQE57EEsvd3G3JF1DAm7xp/J5Dh2DA\nAFi0yNhMRARMmQLPP+9Lpd4RdqZs10v+17/+RUlJSYDV+Jaj8yv2lhUljGvzHDPf3i+bxwUZpp5y\n3r4tEOL3YDBxEzeRRJIlP4tZHLY8ke4XMjI8DyH66CP7cz/1lPnJcYEgrEy5efPmjB1rfTpVRkYG\nb731lgOKfMuJ5R9RlOXZAzL+8CL+t0UbHur9Z4ZetJ/H7R43JASeiEjiWna2pPP2SenCl9gN8E3G\nPLe/PAUFcPPNMGGCuf13tycx6vu/cSEX1kVi7ajucdfBEEA/avD47r/+9a/axMsvv+z0Y8V9Fo0H\n3Kyvu7urPny44mUqKECfd57z+iTQ0U2a617v7NfnzNMVInXM045rC5foS1+jW2xik9fneuKJcifY\n10KvvOBlnU221mj9GZ/5Wnu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "graph = compute_graph(rmask,seed_map,bbox)\n", "graph.plot(linewidth=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Extract a tree from the graph" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/artzet_s/PycharmProjects/Rhizo/rhizoscan/src/rhizoscan/root/graph/nsa.py:307: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " elif ids=='auto': self.setdefault('id',_np.arange(self.number()))\n", "/home/artzet_s/PycharmProjects/Rhizo/rhizoscan/src/rhizoscan/root/graph/__init__.py:196: RuntimeWarning: divide by zero encountered in divide\n", " shifty = _np.arange(len(axe_node))/ms % (2*ms+1) - ms\n" ] }, { "data": { "image/png": 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JTzk8Djp3LjzwgKvleI15pOy9iPNexRGWnm7NI+fk2Ptq5pEjdgBwJdZDJabX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\nJJSFECKOSCgLIUQckVAWQog48v8xBQzpC0xwdwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tree = compute_tree(graph, px_scale=px_scale)\n", "tree.plot(linewidth=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save the RSA into an MTG" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MTG : nb_vertices=54, nb_scales=4\n", "/P\t\t\t(id=1)\t\t\t\t\t\t\t\t\t\t\t\n", "^/A\t\t\t(id=3)\t\t\t\t\t\t\t\t\t\t\t\n", "^/S\t\t\t(id=4)\t\t\t\t\t\t\t\t\t\t\t\n", "^