本文更新地址:http://blog.csdn.net/tanzuozhev/article/details/51107583

本文在 http://www.cookbook-r.com/Graphs/Axes_(ggplot2)/ 的基础上增加了自己的理解

基本箱线图

library(ggplot2)

bp <- ggplot(PlantGrowth, aes(x=group, y=weight)) +

    geom_boxplot()

bp

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/+a/rxj3+cVqxYsU6t/vIv/zKdd955abvttltnvRcECBAg0HMBQ4B6bmdPAgQIEMhB4Ctf+Ur6P//n/2xw8h9F33fffelDH/pQmjVrVg5HUgQBAgQIhIAA4M/vg9WrV6dXX301zZgxIz3zzDNpyZIlvX6HLF26NCsryoxL2vEtl0SAAAEC7wj89re/TVdcccU7K9pZeuONN9I3vvGNdrZYRYAAAQI9Eaj8EKA4Kf/1r3+d/v3f/z2tWrWqbjho0KB02GGHpalTp6bBgwfX1ze6EONYb7311rRs2bL6LsOGDcvKmzx5cn2dBQIECFRZ4KKLLmqo+fF5GoHAmDFjGsovEwECBAh0LFDpKwDLly9PP/zhD9Ptt9+efTu/6667Zifoe+21VxYMxB+cK6+8smO9DrbccMMN6Ve/+lV28h9lTZkyJe2xxx4pjnfddddl2zrY1WoCBAhUSuDRRx9tuL3dydtwoTISIECgggKVvgLw+9//Pj399NNp4MCB6fOf/3waP358/S1wzz33pEsvvTTde++96b3vfW/aeeed69s6W4hhRLfcckuW5WMf+1i2by1/DAWKb7vi6sB+++2XJkyYUNvkNwECBCopEF+MNJrWv0G40f3kI0CAAIF1BSp7BSCG+8TY00jHHXfcOif/se7AAw9MW265ZSym7nzrFFcTIu2www7rnPzHugMOOCA78Y/lu+++O35JBAgQqLTATjvt1HD7d9xxx4bzykiAAAECHQtUNgD4wx/+kBYsWJC23XbbdOihh24gtNFGG6VPfepT6YwzzkgHH3zwBtvbW7F27dr0xBNPZJviqkF7KYKASH/84x9T3CQsESBAoMoC06ZNa6j5u+22W4ofiQABAgR6L1DZAOC5557L9Pbcc88OFWPe6fiDs9VWW3WYp+2GuEGtdlLf0R+q2vq4AvHaa6+13d0yAQIEKidw8sknp84+hwMkhmmec845lbPRYAIECDRLoLL3AMS3/5HiCkB8c//AAw9k9wO8+OKLadNNN00TJ07MrgwMHz68Yfs5c+bU82688cb15bYLQ4cOTTHDUAQAETA0em9B2zIsEyBAoFUE4jPxF7/4Rfrbv/3b9NBDD23QrPgsjQeBxQPBJAIECBDIR6CyAcD8+fMzwfjjc8EFF2QBQI309ddfT08++WT2AJpPfvKTDd+sW5vyM4YPdRY4xLZFixbVrxbUjtve75ii9K677mpv0wbrtt9++3TmmWdusN6KcgkMGTKkXuHRo0dvcH9KfaMFAi0iEBMwxLDMmHUtZkp76aWXUrz3DzrooCww2HrrrVukpZpBoHGBthOTNL6XnEUSWLx4cZGqs05dKh8AXHvttdk38THOP8bnjxgxIr3wwgvZswHmzZuXfvazn6Wvf/3rKQKFrlJt+E+UMWDAgA6zxzdaEQA0MqNFXClodJaMKC+CD6ncAm3fO9Gf+rTc/an2jQnE+/wjH/lI9tPYHnIRaG0Bn/3l79+2f8+L1ppKBgDx8K/at/UxDCceM/+BD3yg3jfbbLNNNvb/X/7lX1JcKfjNb36TzRRUz9DBQqMPDIshR5Ea+c8dVwtiSFIjadSoUes8zKyRfeQpnkDt/RE1i/dqBIESgaoIxOdi7bPRe78qva6d7Ql4/7enUq51bf+eF63mlQwA4o9LfAu/ZMmS7Abf97///Rv0yxZbbJFi/R133JGeeuqphgKATTbZJCvn7bff3qC8titq2+PJwF2leBJx/DSaXvyvexikcgu0vTK0cOHCFM+WkAhURSCG+9SGUMZwzNWrV1el6dpJYB0Bn/3rcJTyxciRIwtb78qOF6l9qx4P46p927R+L8WY+kizZ8/Ovoldf/v6r2sBQNsrDOvnidcReESq/ZHLXviHAAECBAgQIECAQB8IVD4A6OzyTO0b+o4ChPX7pxYAxPqObvyI+wQiQIg0ZsyY7Ld/CBAgQIAAAQIECPSVQGUDgNqsEp0NmXnzzTezfoin+jYSBMSwohiHHylmEWov1R4UFlOBxnMGJAIECBAgQIAAAQJ9KVDZACDG98dJ/dy5c9MzzzyzgXlcGbjvvvuy9d15/PykSZOyfWbMmLFBmbGitn6PPfbIngfQbiYrCRAgQIAAAQIECDRJoLIBQNzk+573vCdjjak+Z82aVSeOITq/+tWv0iuvvJKN03/3u99d3xYL8RCxq666KvtZ/wpCBBYxG9Dzzz+fbr755nX2i/n8H3vssWzdlClT1tnmBQECBAgQIECAAIG+EKjkLEA12GOPPTbNnDkzO9H/1re+lT39N6YAjZP3CAjiRP6zn/3sBmP14ybe2sO5xo0bl+1XKzOGAR1zzDHZw2xuuumm9PDDD2cPEou7+V9++eUs25FHHpliWJFEgAABAgQIECBAoK8FKh0AxE27//AP/5CdrN9///3ZA8DiIWAxPn+33XZLkydPTjvttFO3+yT222qrrdLll1+eXnvttewnCong4KijjkqHHHJIt8u0AwECBAgQIECAAIE8BCodAARgfMt/wgknpA9/+MNpzpw5KeZdj6lBO3uoV3zrP3369E7999133xQ/MVwo5rKOYGPLLbfstNxOC7SRAAECBAgQIECAQA4ClQ8AaobxuOaYljPvqTnjxL/t9KC14/lNgAABAgQIECBAoD8EKnsTcH9gOyYBAgQIECBAgACB/hYQAPR3Dzg+AQIECBAgQIAAgT4UEAD0IbZDESBAgAABAgQIEOhvAQFAf/eA4xMgQIAAAQIECBDoQwEBQB9iOxQBAgQIECBAgACB/hYQAPR3Dzg+AQIECBAgQIAAgT4UEAD0IbZDESBAgAABAgQIEOhvAQFAf/eA4xMgQIAAAQIECBDoQwEBQB9iOxQBAgQIECBAgACB/hYQAPR3Dzg+AQIECBAgQIAAgT4UGNSHx3IoAgQIECDQrsDatWvTbbfdlu6+++706quvptGjR6d99tknnXDCCWnTTTdtdx8rCRAgQKBnAgKAnrnZiwABAgRyEpg7d276u7/7u3T//fevU+Kvf/3rNH369PT9738/HXbYYets84IAAQIEei5gCFDP7exJgAABAr0UWLlyZfrkJz+5wcl/rdhFixal0047LT3wwAO1VX4TIECAQC8FBAC9BLQ7AQIECPRc4LLLLkuPPPJIpwVEkHD22Wd3msdGAgQIEGhcQADQuJWcBAgQIJCzwLXXXttQiU888UR65plnGsorEwECBAh0LiAA6NzHVgIECBBoosBzzz3XcOnPPvtsw3llJECAAIGOBQQAHdvYQoAAAQJNFhg8eHDDR+hO3oYLlZEAAQIVFBAAVLDTNZkAAQJFEdh7770brkp38jZcqIwECBCooIAAoIKdrskECBAoisApp5zSUFUmT56cxo4d21BemQgQIECgcwEBQOc+thIgQIBAEwWmTJmSjj/++E6PsMUWW6Rzzjmn0zw2EiBAgEDjAgKAxq3kJECAAIEmCJx33nnps5/9bBo0aMNnU/7FX/xFuvrqq9O2227bhCMrkgABAtUU2PDTtpoOWk2AAAEC/SQwcODA9OUvfzmdeuqpacaMGWnmzJlp9OjRadddd03vfve7+6lWDkuAAIHWFRAAtG7fahkBAgRKJbDNNtukT3/602n48OFZvV955ZW0evXqUrVBZQkQIFAGAUOAytBL6kiAAAECBAgQIEAgJwEBQE6QiiFAgAABAgQIECBQBgEBQBl6SR0JECBAgAABAgQI5CQgAMgJUjEECBAgQIAAAQIEyiAgAChDL6kjAQIECBAgQIAAgZwEBAA5QSqGAAECBAgQIECAQBkEBABl6CV1JECAAAECBAgQIJCTgAAgJ0jFECBAgAABAgQIECiDgACgDL2kjgQIECBAgAABAgRyEhAA5ASpGAIECBAgQIAAAQJlEBAAlKGX1JEAAQIECBAgQIBATgICgJwgFUOAAAECBAgQIECgDAICgDL0kjoSIECAAAECBAgQyElAAJATpGIIECBAgAABAgQIlEFAAFCGXlJHAgQIECBAgAABAjkJCAByglQMAQIECBAgQIAAgTIICADK0EvqSIAAAQIECBAgQCAngUE5laOYAgisXbs2DRs2rAA1UYXeCAwYMKC++6BBg/RpXcNCFQQ22uid76WGDh2a1qxZU4VmayOBDQT8Pd+AxIocBQQAOWIWoaghQ4YUoRrq0AuBtidAAwcOTPq0F5h2LZ1A2wB48ODBKb7YkAhUUcBnf/l7vcifXwKA8r+/6i2IP5wLFy6sv7ZQToHVq1fXK758+XJ9WtewUAWB4cOH15u5ePHi1Pb/Q32DhVILrFixIq1atarUbWhW5WsnjPF71qxZzTpMqcuNK+NlCY5GjhxZWGsBQGG7RsUIECBAgEBrCVx55ZXp/PPPd2Wni26NL/M++MEPdpGrmpvjy85TTz01feQjH6kmQE6tfmewZU4FKoYAAQIECBAg0J7A7bff7uS/PRjrGhaIqyPxPpJ6J+AKQO/87E2AAAECBAg0KNB2SNd+++3X4F6yEfiTwMMPP5wtmByg9+8IAUDvDZVAgAABAgQIdFPgiiuu6OYeslddYO+9904rV66sOkMu7TcEKBdGhRAgQIAAAQIECBAoh4AAoBz9pJYECBAgQIAAAQIEchEQAOTCqBACBAgQIECAAAEC5RAQAJSjn9SSAAECBAgQIECAQC4CAoBcGBVCgAABAgQIECBAoBwCAoBy9JNaEiBAgAABAgQIEMhFQACQC6NCCBAgQIAAAQIECJRDQABQjn5SSwIECBAgQIAAAQK5CAgAcmFUCAECBAgQIECAAIFyCAgAytFPakmAAAECBAgQIEAgFwEBQC6MCiFAgAABAgQIECBQDgEBQDn6SS0JECBAgAABAgQI5CIgAMiFUSEECBAgQIAAAQIEyiEgAChHP6klAQIECBAgQIAAgVwEBAC5MCqEAAECBAgQIECAQDkEBADl6Ce1JECAAAECBAgQIJCLgAAgF0aFECBAgAABAgQIECiHgACgHP2klgQIECBAgAABAgRyERAA5MKoEAIECBAgQIAAAQLlEBAAlKOf1JIAAQIECBAgQIBALgICgFwYFUKAAAECBAgQIECgHAICgHL0k1oSIECAAAECBAgQyEVAAJALo0IIECBAgAABAgQIlENAAFCOflJLAgQIECBAgAABArkICAByYVQIAQIECBAgQIAAgXIICADK0U9qSYAAAQIECBAgQCAXAQFALowKIUCAAAECBAgQIFAOAQFAOfpJLQkQIECAAAECBAjkIiAAyIVRIQQIECBAgAABAgTKISAAKEc/qSUBAgQIECBAgACBXAQEALkwKoQAAQIECBAgQIBAOQQEAOXoJ7UkQIAAAQIECBAgkIuAACAXRoUQIECAAAECBAgQKIeAAKAc/aSWBAgQIECAAAECBHIREADkwqgQAgQIECBAgAABAuUQEACUo5/UkgABAgQIECBAgEAuAgKAXBgVQoAAAQIECBAgQKAcAgKAcvSTWhIgQIAAAQIECBDIRWBQLqWUuJClS5emNWvWdNqCoUOHpkGDGqdavXp1WrZsWadlDhgwII0YMaLTPDYSIECAAAECBAgQyFug8bPavI9ckPK+/e1vp3nz5nVam1NPPTUdcMABneZpu3HGjBnpl7/8ZdtVGyxvtdVW6eyzz95gvRUECBAgQIAAAQIEmilQ6SFAb7/9dpcn/z3Bf/XVV3uym30IECBAgAABAgQINF2g0lcAXnvttQx42LBh6Rvf+EaKYTntpRgC1J1UCwCOOeaYNGnSpHZ37ehY7Wa2kgABAgQIECBAgEBOAgKA/4Lcbrvt0siRI3MiTakWWOy0005p4403zq1cBREgQIAAAQIECBDorUClhwC98sormd/222/fW8f6/nPnzk1xY3GkCCwkAgQIECBAgAABAkUSqHQAUPumfvz48VmfxGxA8+fP73JWoM46sDb8J27yHT58eJY17jWoBQWd7WsbAQIECBAgQIAAgWYLVHYI0KpVq9Lrr7+e+cbyD37wg/Tcc8+lWB4yZEiKqwLHHXdc2mGHHbrVB7WgYsyYMemWW25Jv/vd79KCBQuyMrbYYou0//77p6OPPjoNHjy4oXKfeuqp9OKLLzaUd5NNNkm77757Q3llKq7AwIED65WL+0+iXyUCVRFoO+XyqFGj0tq1a6vS9Eq0s+3nWyUarJFNEdhoo438beylbGUDgFmzZtW/6b/44oszxvjGPv74xBz+EQx873vfS9OmTUuHH354w8y1KwCPP/54ip9Im266aRYExPCg22+/PT366KPpjDPOyNZ3VfCTTz6Z7rzzzq6yZdvjSsZf/dVfNZRXpuIKtD0BivfkZpttVtzKqhmBJgrEZ6fUWgJx4iYR6K1AvI/K8Ldx0aJFvW1q0/avbABQO1EP2fjWPE70t9122xRvqpkzZ6ZLL700++b9V7/6Vdp5553TxIkTG+qEWrlxEnfCCSek/fbbL7sReMWKFdnVgBtuuCHNnj07XXbZZem0005rqEyZCBAgQIAAAQIECOQlUNkAIG7QPfbYY9PKlSvTkUceuc6TfseNG5fOPPPM9M1vfjO99dZb6eqrr05f+MIXGjI/4ogjUnzTv+eee6Zddtmlvk8MK5o8eXI29OfKK6/Mrg7Et/t77LFHPU97C+95z3tS7R6F9ra3XRczDs2ZM6ftKsslFIj3ZC0tWbJEn9Yw/K6EQAx5i8/LSPFZ2tWT2iuB0kKNXL16dQu1RlP6SyDeR2U43ynykLdKBwCdzdJTO2G/6qqrUnyrH2+2Rjry4IMP7vT/Q2y/+eab0+LFi7MrDF0FAFHHzuq5/sFebPB+gfX387o4Am1PeCIYiCBAIlAVgbZTMscECk4YW6vn236+tVbLtKYvBeLeoDL8bWz7edaXPo0cy2C8TpTiSkCkuDH4zTff7CRn45tiiNHYsWOzHeI+BIkAAQIECBAgQIBAXwoIADrRbjv7RDwtOK9UKzfPMvOqm3IIECBAgAABAgRaW6CyQ4B+/OMfZ0NwYoz9hz70oXZ7ufYNfZyoNzIVY0zZeckll2SXpc4555wOny4cNwFH2nrrrds9rpUECBAgQIAAAQIEmiVQ2SsAMX1UjB97+OGHsxuB1weOcad33313tnrfffddf3O7r2PIUNw0HDP+PPTQQ+3muf/++7Px/zEUaO+99243j5UECBAgQIAAAQIEmiVQ2QDgwAMPzKb8jBP2yy+/fJ0gIE7g49kA8U19TOd5zDHHrOMfD/aKm4Pjp+1Nt6NHj0777LNPlvf6669PL7/88jr7Pf300+maa67J1h100EEpHhYmESBAgAABAgQIEOhLgcoOAZowYUL2pN9rr7023XfffenZZ5/Npu2MWVdiOU7yY+jPxz/+8bT55puv0ydx5eCuu+7K1sW3/m2fEXDKKaekc889N82bNy+dd9552TSfsX8MJ4qHi8X4//jmP547IBEgQIAAAQIECBDoa4HKBgABfdhhh6Vtttkmm+c/vu2POacjxXSfO+64Yzr55JO7PU4/5uI/66yz0k033ZQ9+OuJJ57Iyox/4gpBTAM6derUNGDAgPp6CwQIECBAgAABAgT6SqDSAUAgxzz8X//611M8rjmCgJj/P77Vj6E/HaXYPn369I42pxEjRqQPf/jD6fjjj88eVLFw4cJs6s9GbiTusFAbCBAgQIBACwm0/YKshZqlKU0UqM2i2MRDVKbojs9yK0Pwp4aOGjUqxU+eKYKIuMIQPxIBAgQIECDwjsAHP/jBd15YIkCgTwUqexNwnyo7GAECBAgQIECAAIGCCAgACtIRqkGAAAECBAgQIECgLwQEAH2h7BgECBAgQIAAAQIECiIgAChIR6gGAQIECBAgQIAAgb4QcBNwXyg7BgECBAgQILCOwOc///l1XntBoCuB73//+2nNmjVdZbO9AQEBQANIshAgQIAAAQL5Cnz2s5/Nt0CltbxATMEuAMinmw0BysdRKQQIECBAgAABAgRKISAAKEU3qSQBAgQIECBAgACBfAQEAPk4KoUAAQIECBAgQIBAKQQEAKXoJpUkQIAAAQIECBAgkI+AACAfR6UQIECAAAECBAgQKIWAAKAU3aSSBAgQIECAAAECBPIREADk46gUAgQIECBAgAABAqUQEACUoptUkgABAgQIECBAgEA+AgKAfByVQoAAAQIECBAgQKAUAgKAUnSTShIgQIAAAQIECBDIR0AAkI+jUggQIECAAAECBAiUQkAAUIpuUkkCBAgQIECAAAEC+QgIAPJxVAoBAgQIECBAgACBUggIAErRTSpJgAABAgQIECBAIB8BAUA+jkohQIAAAQIECBAgUAoBAUApukklCRAgQIAAAQIECOQjIADIx1EpBAgQIECAAAECBEohIAAoRTepJAECBAgQIECAAIF8BAQA+TgqhQABAgQIECBAgEApBAQApegmlSRAgAABAgQIECCQj4AAIB9HpRAgQIAAAQIECBAohYAAoBTdpJIECBAgQIAAAQIE8hEQAOTjqBQCBAgQIECAAAECpRAQAJSim1SSAAECBAgQIECAQD4Cg/IpRikEGhdYunRp+ulPf5pmzZrV+E4Vyjlz5sx6a88///w0evTo+msLfxIYMGBA2meffdJJJ52EhAABAgQIEOimgACgm2Cy917g9ttvTzfeeGPvC6pACc8880wFWtmzJs6YMSMdeOCBaeLEiT0rwF4ECBAgQKCiAoYAVbTj+7PZb7/9dn8e3rFbSGDJkiUt1BpNIUCAAAECfSPgCkDfODtKBwJf+cpX0tSpUzvYajWBDQXOPfdcV5A2ZLGGAAECBAg0LCAAaJhKxmYIbLrppmns2LHNKFqZLSowYsSIFm2ZZhEgQIAAgb4READ0jbOjECBAgAABAm0E/u3f/q3NK4sEuhZYvXp115nkaEhAANAQk0wECBAgQIBAngLf+c538ixOWQQIdEPATcDdwJKVAAECBAgQ6LnAhAkTer6zPQn8WWD77bdn0UsBVwB6CWh3AgQIECBAoDGBf/zHf0wHHXRQWrFiRWM7VCzXT37ykxSzmw0fPjyddtppFWt9Y80dMmRINgV0Y7nl6khAANCRjPUECBAgQIBArgJxYnvYYYflWmYrFXbhhRdmAUCc5Johr5V6tnhtEQAUr096XKO1a9emmFWn6Cn+AEgE8hAYNWpUKd7zebS1KmUMGvTOn6V4CnZ8rkkEqihQhr/nVeyX7rS5yDctv/NJ250WyVtYgTI8GMml38K+fUpXsaVLl2bflpWu4ircocCwYcPS4MGDs+3x0MA1a9Z0mNcGAq0sUIa/563sn0fbhg4dmkcxTSlDANAU1v4pdMCAAWnlypX9c/BuHLXIEXE3miFrAQRWrVpVivd8AahKU4W23/hH//q8KE3XqWjOAmX4e55zk1uuuCIHAGYBarm3mwYRIECAAAECBAgQ6FhAANCxjS0ECBAgQIAAAQIEWk5AANByXapBBAgQIECAAAECBDoWEAB0bGMLAQIECBAgQIAAgZYTEAC0XJdqEAECBAgQIECAAIGOBQQAHdvYQoAAAQIECBAgQKDlBAQALdelGkSAAAECBAgQIECgYwEBQMc2thAgQIAAAQIECBBoOQEBQMt1qQYRIECAAAECBAgQ6FhAANCxjS0ECBAgQIAAAQIEWk5AANByXapBBAgQIECAAAECBDoWEAB0bGMLAQIECBAgQIAAgZYTEAC0XJdqEAECBAgQIECAAIGOBQQAHdvYQoAAAQIECBAgQKDlBAa1XIs0qFQCc+fOTS+//HKp6qyy/SuwePHi/q2AoxMgQIAAgZILFCYAWLlyZfqP//iPjPN973tfGjJkSMO0V155ZXriiSfSfvvtl44//viG95Ox/wXOPffcFD8SAQIECBAgQIBA3wgUJgCYN29eOvTQQ7NWv/7662ns2LENC3zqU59KixYtSp/5zGcEAA2ryUiAAAECBAgQIFBFgdLfA7B06dIUP5FiOIlEgAABAgQIECBAgEDHAv1yBeCaa65JM2fOXKdW8Q1+Lf385z9Po0aNqr3s8Pfy5cvTzTffnFatWpXl2WuvvTrMawMBAgQIECBAgAABAin1SwCwevXqdOaZZ3bo/9WvfrXDbZ1t+Mu//MvONttGgAABAgQIECBAoPIC/RIAnHDCCWnKlCnptttuy60DvvzlL6djjjkmt/IU1DcChxxySNp111375mCO0hICd999d/rP//zPlmiLRhAgQIAAgf4Q6JcAIBr6s5/9LN155531Ni9cuDD9/d//ffb6+9//ftpkk03q29pbGDBgQBo2bFgaOXJkiqE/EydObC+bdQUXOProo924XfA+Klr15s+fLwAoWqeoDwECBAiUSqDfAoDx48enT3ziE3Ws2bNn1wOAE088sVuzANULsUCAAAECBAgQIECAQKcC/RYArF+ruOk3vvmPNHr06PU3e02AAAECBAgQIECAQA4ChQkARowYUb8CkEO7FEGAAAECBAgQIECAQDsCpX8OQDttsooAAQIECBAgQIAAgQ4ECnMFoG394hkBt9xyS3rmmWfSW2+9VX/QV9s87S0ff/zxbihtD8Y6AgQIECBAgAABAn8WKFwAcN1116W4CXjFihXd7qSYCSiCAIkAAQIECBAgQIAAgfYFCjUE6IorrkjxjICenPy33zxrCRAgQIAAAQIECBBoK1CoKwBf+tKX0qpVq7L6/dVf/VX6zGc+k3bccccunwlQa9DYsWNri34TIECAAAECBAgQINCOQGECgBj3/9JLL2VVjCFAl112WTvVtYoAAQIECBAgQIAAgd4IFGYI0D333FNvxznnnFNftkCAAAECBAgQIECAQH4ChQkAFi5cmLVqo402SjvttFN+LVQSAQIECBAgQIAAAQJ1gcIEAO95z3uySq1ZsyY9+eST9QpaIECAAAECBAgQIEAgP4HCBAB77rlnGjlyZNayW2+9Nb8WKokAAQIECBAgQIAAgbpAYQKAgQMHpu9+97tZxc4999w0Y8aMeiUtECBAgAABAgQIECCQj0BhAoBozt/+7d+mj3/84+mNN95IH/jAB9LPfvazNGvWrHxaqhQCBAgQIECAAAECBFKfTwN6wQUXpC984Qsd0teeA7BkyZLsOQCRcdCgQWn06NFpwIABHe4XG+I5AvEjESBAgAABAgQIECDQvkCfBwDLli1Lc+fObb82HayNoGDevHkdbH1n9dKlS995YYkAAQIECBAgQIAAgQ0E+jwA2HjjjdN22223QUXyWBFXCSQCBAgQIECAAAECBDoW6PMA4KMf/WiKH4kAAQIECBAgQIAAgb4X6PMAoO+b2PkRY9hQPHugszR06NDsPoTO8rS3Lcp+9dVX04IFC9K4cePS2LFjUzzoTCJAgAABAgQIECDQXwKVDwC+/e1vd3l/wamnnpoOOOCAbvXRbbfdluJ5BnHPQy0NGzYsTZ06NU2ePLm2ym8CBAgQIECAAAECfSpQ6QDg7bff7vLkvye9ccMNN6Rbbrkl23WvvfbKvv2PKwFPPfVUuu6661LMcDRt2rSeFG0fAgQIECBAgAABAr0SKEwAEMNkPvvZz/aoMYMHD06bbLJJ9rPlllumSZMmpXe9611dDrd57bXXsuPFN/Pf+MY3OpxmNIYANZriRL928v+xj30svfe9763vGg83u+iii1JcHdhvv/3ShAkT6tssECBAgAABAgQIEOgLgcIEADFU5vLLL8+tzVtvvXWaPn16OuGEEzossxYAxKxEI0eO7DBfdzbcfvvtWfYddthhnZP/WBnDiB555JH04IMPprvvvjtFgCARIECAAAECBAgQ6EuBwtyRGg/52nTTTbMHfrUHENu7ehBY2/1mz56d/tt/+2/pe9/7XtvV6yy/8sor2evtt99+nfU9fbF27dr0xBNPZLu3/ea/bXm1ewn++Mc/Js8taCtjmQABAgQIECBAoC8EChMAjBkzJr311lvpU5/6VL3dhx56aLr++uvTk08+mY2bjzH7Tz/9dDbE5kMf+lA9IIgba++5557029/+Nl188cXpoIMOqpdx1llnZd+411e0WahdARg/fny2NmYDmj9/fpezArUpYp3FN954o35Sv9tuu62zrfaitj4eblY7fm2b3wQIECBAgAABAgSaLVCYIUDR0J///OfZN/YxVeZll13W7vCdXXbZJcXPEUcckf7jP/4jHX744ek3v/lN+vjHP54+8pGPZF4nnXRS+sEPfpC+9KUvpeXLl2fL559//jqWcQL++uuvZ+tiOfI/99xzKZaHDBmS4qrAcccdl2IoT6Npzpw59azxwLP2Um1K0ThOBAw777xze9nq6yIoWb16df11ZwumGO1MxzYCBAgQIECAAIEQKEwAECe5f//3f5/1ytlnn93uyf/6XRbf9McQn//xP/5H+sxnPpP+5m/+JsUJdpwIf+5zn0vPPPNMdmJ/5ZVXpp/+9Kfr3BQ8a9as+jf9cdUg0vDhw7P5/uN+hAgGouyYrSeCjEZSbcrPOH6U1VGKbYsWLapfLegoX6yPKyB33nlnZ1nq2+JKxhe/+MX666IubLbZZkWtmnqVTGCbbbZJEydOLFmtVbdRgbyGZzZ6PPkIFEnAZ1uReqNndYlzvaKmwgwBeuyxx7KT4oDqzmxAp5xySnZiH1Nrxs21bVMME4oUHRDftrdNMVtPLe2+++7Z1YJ4JsD//t//O33lK1/JTipiTP+vfvWr9OKLL9aydvq7NqZ/xIgR9eFJ7e1QuzqwYsWK9jZbR4AAAQIECBAgQKBpAoW5AnD//fdnjdxqq62yJ+Y22uJRo0almMXn5ZdfTn/4wx/SgQceWN+17bdHM2fOXKfc2OfYY49NK1euTEceeeQ6T/qNp/aeeeaZ6Zvf/GZ2X8LVV1+dvvCFL9TL7WghpiNtJEVgEamRITsxvWnUtZEUMx/FkKeip0aHNBW9HerX/wLx/7cM7/n+lypPDeJztPbZqG/L029qmr+A93/+pn1dYgzjLmoqTAAQ4+4jvfnmm9lJd6PDROKb/9rNtJtvvvk6zi+88EL9de1b99qKOKnu7MQ66hNP7L3qqqtSXC2Ik9aBAwfWdm/3d5ysR4qblTtLte3x/IGu0mGHHZbip9HU6NWKRstrRr6FCxc2o1hlVlAgPi9q9/JUsPkt2eT4IqM2hDKu3PrCoCW7WaMaEPDZ1gBSwbPkNcV8M5pZmCFAO+20U9a++Hb80ksvbbit8e187Q9EbYrN2s633nprthjTh/bkoVtxJSBS3LAbJxpdpVoAEBFf7X6A9vaJoCVS7Y9ce3msI0CAAAECBAgQINAMgcIEADF0p3aS/vnPfz79/ve/77K9Dz30UDr99NOzfPEMgV133bW+T5xk33jjjdnrmMmnkW/b6zv/eaE2VCdeNrJ/LQCI/IsXL45fG6S4T6B2SSimPpUIECBAgAABAgQI9KVAYQKAQYMGpa997WtZ22Pc2/vf//5sWs8IBGLGnjgZjxPnGMsf03+eeuqp2ZN1ayfa/+///b/6jbe/+MUv0o477lh/KFeM518//fjHP05f/vKXU1xB6CjFcSPFyX/bk/uO8scwo7gnIVI8u6C9VHtQWLS3syFI7e1rHQECBAgQIECAAIHeChQmAIiGxFSetalA44Q/ngUwadKkFFP9xcw6cSK+7bbbpoMPPjhdeOGF9aE/ETjEU39r6Tvf+U591p+YRivKXT/FPQZxleDhhx/ObgRef3sMK7r77ruz1fvuu+/6mzt8HfWNNGPGjHbz1Nbvscce69x43G5mKwkQIECAAAECBAjkLFCoACDaFnPvx0O71h8eE2PqY8aPtim+5b/gggvSP//zP9dXx4n7888/n70+5JBDUswutP4NwLExhhzFTBPx9OHLL798nbJjes54NsDs2bOzk/RjjjmmXn4sLFiwILs5OG4QXv+m27hyEbNYRB1uvvnmdfa76667Ukx3GmnKlCnrbPOCAAECBAgQIECAQF8IFGYWoFpj44bdT37yk9mDwGIMf8zD//jjj2fDgGJbPDk3xvrHQ8Di6b/rT70ZJ+8xrGefffap31NQK7vt77jfIJ70e+2116b77rsvPfvss9kThiPIiOU4yY8rDnGM9WcXiisHcTIfKW4UjqsMtRTBRgQM1113XbrpppuyKwxxrJhJKKYqjRTTjnbnCcO1sv0mQIAAAQIECBAg0FuBwgUAtQbFWPqTTjop+6mta+R3zKzz13/9141kzabXjOFFETDEt/1z587N9ovpPuPqwsknn5xiSrruppg+NJ5nEFcWYorS2jSlERwcddRRKa5MSAQIECBAgAABAgT6Q6CwAUBfYcRY/K9//evZ04IjCIj5/+Nb/bhJt6MU26dPn97R5mx93DcQP3ElIebyjZuIt9xyyw2uWHRaiI0ECBAgQIAAAQIEchbo+Cw35wMVvbi44lCbwSfPusaJfyMzCOV5TGURIECAAAECBAgQ6Eigz28C/vnPf55izv74ed/73levVzzxsba+p7+//e1v18uzQIAAAQIECBAgQIDAhgJ9fgUgbtKNYTGRFi5cWK9RTPtZW19f2c2FeH6ARIAAAQIECBAgQIBAxwJ9HgDEMJvarDkxp38txY23tfW1dd39HVcOJAIECBAgQIAAAQIEOhbo8wAgZtaJn/VT3CD7wgsvrL/aawIECBAgQIAAAQIEchTo83sAcqy7oggQIECAAAECBAgQ6KZAn18B6Gb9ZCdAgAABAgQIVELg+9//flq1alXaaCPfz1aiw/uxkYUPAObMmZOeeeaZ7GfRokXpjDPOyLiee+65FPcQxNN6JQIECBAgQIBA2QXe/e53p7gncvXq1emVV14pe3PUv8AChQ0xL7vssuym4DFjxqSDDjoofeITn0j/9E//VKc877zz0vjx47N1K1eurK+3QIAAAQIECBAgQIBAxwKFCwDiRuBJkyalj3zkI+mll17qsOYvvvhiiqsD55xzTvrgBz+Yli5d2mFeGwgQIECAAAECBAgQ+JNAoQKAGPd24oknpt///vdZ7WLK0KlTp6bDDz98g/7afvvt6+tuvPHG9Hd/93f11xYIECBAgAABAgQIEGhfoFABQHyb/4c//CGr6Sc/+ckU3/LffPPN6aSTTtqg9j/5yU/Sfffdl7bZZpts20UXXZTdJ7BBRisIECBAgAABAgQIEKgLFCYAiG//Y1x/pCOPPDL99Kc/TZtvvnm9ou0tvPe970233357/YaZn/3sZ+1ls44AAQIESiJw9913p0svvTT7MbSzJJ2mmgQIlE6gMLMAPfXUU2nZsmUZ4He/+92Gp8Dac88903HHHZeuueaa9PTTT5euA1SYAAECBN4RiJP/e++9N1sRy119EfTOnpYIECBAoFGBwlwBeOihh7I6x7j/PfbYo9H6Z/n23Xff7Pfzzz/frf1kJkCAAAECBAgQIFA1gcJcAVi+fHlmP2TIkIa//a91VjwfINLGG29cW+U3AQIECimwcOHCdMUVV6Ta51YhK9mPlYpnvNRS3Os1dOjQ2ku//ywQD4k65JBD0l/8xV8wIUCAQI8EChMA7LffflkD5s6dmz38ou0sP1217IEHHsiy7L333l1ltZ0AAQL9KvDLX/4yXX/99f1ah7Ic/Le//W1Zqtrn9Qybq6++OrsHrs8P7oAECJReoDBDgOLkPZ5+FylmA2o0/eY3v0n//u//nmUXADSqJh8BAv0lMH/+/P46tOO2kEDcIO0hmC3UoZpCoI8FCnMFYNiwYelv/uZv0pVXXpnOP//8tNtuu6UvfOELnQ4Him9A/vt//+8Z2YgRI9Jf//Vf9zGfwxEgQKDnAt/5znfShAkTel6APSsn8NWvfjW5361y3a7BBHIXKEwAEC370Y9+lD0E7PXXX09f+tKXsmAgZviZNWtW1vC1a9emuFn4wQcfzJ4PEMFCLX3rW99KO+64Y+2l3wQIECi8wO67757iRyLQqIB73RqVko8Agc4EChUAbLHFFumCCy7IrgQsXrw4eyhY7cFg0Yh58+al/ffff4P2HH300elzn/vcBuutIECAAAECBAgQIEBgXYHC3ANQq9aUKVPSf/7nf6aPfexjacCAAbXV7f4eO3ZsFjDccMMNXeZttwArCRAgQIAAAQIECFRMoFBXAGr248aNSxdeeGH6/Oc/n+655570zDPPZD9z5sxJO+ywQ9p1112zn2nTpqXRo0fXdvObAAECBAgQIECAAIEuBAoZANTqHHMcm+e4puE3AQIECBAgQIAAgd4LFGYI0Jtvvpk+/OEPp5gj+6233up9y5RAgAABAgQIECBAgMAGAoUJAFavXp091CTG/o8ZMyYdfvjh6Qc/+EH2ULANam0FAQIECBAgQIAAAQI9EihMABCPNh806E8jklatWpXuuOOOdOaZZ6bx48enAw44IH3zm99Mjz32WI8aaScCBAgQIECAAAECBP4kUJgAYKuttkpvvPFGuvTSS9Mpp5ySNt9883ofPfDAA+l//s//mfbZZ5+08847p3/8x3/MnhewZs2aeh4LBAgQIECAAAECBAh0LVCYACCqutlmm6WTTjopuw8ggoHf/e536ayzzkp77bVXvSXPPfdc+u53v5smTZqUttlmm/TpT386xTSgy5Ytq+exQIAAAQIECBAgQIBA+wKFCgDaVnHgwIHp4IMPTt/+9rezoT8vvPBCmj59epo6dWoaOnRoljWChPPPPz8de+yxKa4g/OIXv2hbhGUCBAgQIECAAAECBNYTKGwAsF4908SJE9MZZ5yRbr755jR37tx08cUXp5122qmeLZ4c/OKLL9ZfWyBAgAABAgQIECBAYEOBQj8HoG11V65cme6///7s5uA777wz3XvvvWnFihVts1gmQIAAAQIECBAgQKALgcIGAHGD74MPPpjiZD9+4n6AJUuWbNCcGCoUswTFtKFx/4BEgAABAgQIECBAgEDHAoUKAB5//PH6Cf9dd93V4QPBdtttt+yEP076Dz300LTJJpt03EJbCBAgQIAAAQIECBCoCxQmAJg9e3bae++96xVruxCz/Rx22GH1k/7tttuu7WbLBAgQIECAAAECBAg0KFCYAGD9+sZDwT760Y+mL37xi2nPPfdcf7PXBAgQIECAAAECBAj0QKAwswC1fRJwtCOeBhzTer7rXe9KkydPTt/61rfSfffdl1avXt2DZtqFAAECBAgQIECAAIEQKEwAEPP4z5s3L11//fXp9NNPT7vuumvWQ8uXL8/uC/ja176WDjzwwLTFFluk448/Pv3gBz9ITz75pF4kQIAAAQIECBAgQKAbAoUaAjRq1Kg0bdq07Cfa8NJLL6Xbbrst3Xrrrdn0nxEgLFiwIAsSIlCING7cuOwKQVwlOOqoo9KYMWOy9f4hQIAAAQIECBAgQGBDgcJcAdiwailNmDAhffrTn05XXHFFmjNnTvYcgH/5l3/JTviHDx+e7TJz5sx00UUXpU984hPp//7f/9teMdYRIECAAAECBAgQIPBngUIHAG17Ke4ReM973pO++tWvZlcF7rjjjuwb/7Z5LBMgQIAAAQIECBAg0LlAoYYAdVbVWbNmZUOBbrnlliwAiCsC66cYQlTltHbt2lS7MlJkh8GDBxe5eupWIoGhQ4eW4j3fljQeXigRyENg2LBhpXv/59HuKpQxYMAAfVuFju7HNhY2AIibf+PpvzH+P076H3nkkQ2YYqrQgw8+OB133HHZfQM77rjjBnmqtiJMip7iao5EIA+BOJkuw3u+bVu9/9tqWO6NQLz3y/b+7017q7BvnPjXkr6tSfjdDIFCnS3GrD5xsh8n/fEk4LfffnuDNse3/FOnTs1O+o8++ui02WabbZCnqivig2PRokWFb34EdxKBPATiM6IM7/m2bV25cmXbl5YJ9Fhg8eLF2ZTZPS7AjoUT2HTTTbM6xRX9sn22FQ6zABUaOXJkAWrRfhUKEwDEk4A7euDX9ttvn4499tjspP8DH/hAGjJkSPutsZYAAQIECBAgQIAAgU4FChMArF/L/fffPxvWE8N7YlkiQIAAAQIECBAgQKD3AoUJAGJc7BFHHFF/DkB86y8RIECAAAECBAgQIJCvQGECgHgScIz/lwgQIECAAAECBAgQaJ6A6ViaZ6tkAgQIECBAgAABAoUTEAAUrktUiAABAgQIECBAgEDzBAQAzbNVMgECBAgQIECAAIHCCQgACtclKkSAAAECBAgQIECgeQICgObZKpkAAQIECBAgQIBA4QQEAIXrEhUiQIAAAQIECBAg0DwBAUDzbJVMgAABAgQIECBAoHACAoDCdYkKESBAgAABAgQIstJhNwAAOp9JREFUEGiegACgebZKJkCAAAECBAgQIFA4AQFA4bpEhQgQIECAAAECBAg0T0AA0DxbJRMgQIAAAQIECBAonIAAoHBdokIECBAgQIAAAQIEmicgAGierZIJECBAgAABAgQIFE5AAFC4LlEhAgQIECBAgAABAs0TEAA0z1bJBAgQIECAAAECBAonIAAoXJeoEAECBAgQIECAAIHmCQgAmmerZAIECBAgQIAAAQKFExAAFK5LVIgAAQIECBAgQIBA8wQEAM2zVTIBAgQIECBAgACBwgkIAArXJSpEgAABAgQIECBAoHkCAoDm2SqZAAECBAgQIECAQOEEBACF6xIVIkCAAAECBAgQINA8AQFA82yVTIAAAQIECBAgQKBwAgKAwnWJChEgQIAAAQIECBBonoAAoHm2SiZAgAABAgQIECBQOAEBQOG6RIUIECBAgAABAgQINE9AANA8WyUTIECAAAECBAgQKJyAAKBwXaJCBAgQIECAAAECBJonIABonq2SCRAgQIAAAQIECBROQABQuC5RIQIECBAgQIAAAQLNExAANM9WyQQIECBAgAABAgQKJyAAKFyXqBABAgQIECBAgACB5gkIAJpnq2QCBAgQIECAAAEChRMYVLgaqRABAgQqInDhhRemLbbYoiKt1cw8BGbNmpVHMcogQKDiAgKAir8B+rv58+fPT6+//np/V8PxSyTw9ttvl6i2nVf16quv7jyDrQQIECBAoAkCAoAmoCqycYH/9b/+V4ofiQABAgQIECBAoG8E3APQN86O0kZgxIgRbV5ZJNBzgY033rjnO9uTAAECBAhUVMAVgIp2fH82+/DDD08vvPBCMpa1/V6YOXNmfVjULrvskkaPHt1+xgqvHTBgQNpnn33SxIkTK6yg6QQIECBAoGcCAoB23ObMmZNee+21tPXWW6dtttmmnRydr1q9enVatmxZp5niBKaq34QPHz48fe5zn+vUp8obf/nLX6aLLrooI/jUpz6V9t9//ypzaDsBAgQIECCQs4AAYD3Q5cuXpx/96EcpgoApU6akadOmrZej65czZsxIcRLXWdpqq63S2Wef3VkW2wgQaHGBH//4x2mnnXZq8VZqXp4Cp59+enr66afzLFJZBAhUUEAAsF6nX3PNNdnJ/3qru/Xy1Vdf7VZ+mQkQqKZAXGEcP358NRuv1T0SGDp0aI/2sxMBAgTaCggA2mg8+uij6Z577mmzpmeLtQDgmGOOSZMmTWq3kBgCJBEgQIAAAQIECBDoawEBwJ/FFy5cmC655JI0aNCgtOmmm6Y333yzx30R9w9Eikv7ZinpMaMdCRAgQIAAAQIEmiBgGtA/o1588cVp8eLF6bjjjktbbrllj6nnzp2bli5dmu2/3Xbb9bgcOxIgQIAAAQIECBBohoAA4L9U77777vTEE0+k3XbbLR1yyCG9cq4N/4mbfGO2m0jx5NJaUNCrwu1MgAABAgQIECBAoJcClR8CFHPRX3fdddnJ+imnnJJ6Oza/NvxnzJgx6ZZbbkm/+93v0oIFC7Ju2mKLLbIpHY8++ug0ePDghrrukUceaXjGh8033zwdcMABDZUrU3EFYhhaLUUQGf0qtY6Amzhbpy/7uyWbbbZZ/Yum/q6L4+cjUDsH2WijjXz250Par6WsWbOmX4/f2cHfOdPoLFeLbov5+i+44IK0cuXKdPLJJ6f4MO1tql0BePzxx1P8RIp7CiIIiOFBt99+e4qbjc8444xsfVfHe+6559Jdd93VVbZse8wmcthhhzWUV6biCgwcOLBeuThZ9CCwOkdLLLQN8FqiQRrRbwKjRo2q7PNk+g29jw4cgYDP/j7CbuJhFi1a1MTSe1d0pQOAG2+8McUJ+7ve9a7cvjmvBQDxR/6EE05I++23X3Yj8IoVK7KrATfccEOaPXt2uuyyy9Jpp53Wu96zNwECBAgQIECAAIFuClQ2AHj22Wezb+M32WSTdOKJJ3aTrePsRxxxRPZN/5577pl22WWXesYhQ4akyZMnZ0N/rrzyyuzqwJNPPpn22GOPep72Fg466KAu89T2i+EiMaRJKrdABIu1FDem69OaRmv87uop4a3RSq3oC4H4Mql2r1lfHM8xmi8Q9w/GVeAYOvLGG280/4CO0FSBRod7N7USHRReyQAgbsi98MIL09q1a9NHP/rRXC+hHnzwwR1Q/2l1bL/55puzGYdefPHFLk/u416C+Gk0RZlSuQXifVlLq1atSk4Yaxqt8TuGHkoE8hCIJ9fXxoznUZ4yiiMQfwd89henP3pakyIP+axkABBDf956660UkXbctFu7cbfWwTFWP9JLL72U7rjjjmw5vr3PI8WNPWPHjk1xBcI3u3mIKoMAAQIECBAgQKA7ApUMAObPn58ZzZkzJ5sBqCOwp59+uj4DT14BQByr9g3vsGHDOjq09QQIECBAgAABAgSaIlDJACDm+x8xYkSHoPFMgJi1Z9ttt00xs06j6amnnsqeJrxkyZJ0zjnnpJEjR7a7a4zbjLT11lu3u91KAgQIECBAgAABAs0SqGQAMGnSpE49f/jDH2YBQNzIO23atE7ztt04bty4bGhRrHvooYdSe/cD3H///dn4/xgKtPfee7fd3TIBAgQIECBAgACBpgt4EnAPiOPqwFVXXZX9tL3pNubs3WeffbISr7/++vTyyy+vU3oMKbrmmmuydTG7T3du7l2nIC8IECBAgAABAgQI9FCgklcAemhV3y2G+NQezhXf+k+cOLG+LZ4mfO6556Z58+al8847L5vlJ57kGjf8xkO9Yvx/fPPfnSsL9cItECBAgAABAgQIEOilgACgl4Dr777xxhuns846K910003Zg7/ifoJaiisEMSxo6tSppm6rofhNgAABAgQIECDQpwICgHa4Tz/99HbWvrMqvvWfPn36OyvWW4objD/84Q+n448/PsVMQwsXLsym/oyHjkkECBAgQIAAAQIE+lNAANBE/XgAxDbbbJP9NPEwiiZAgAABAgQIECDQsICbgBumkpEAAQIECBAgQIBA+QUEAOXvQy0gQIAAAQIECBAg0LCAAKBhKhkJECBAgAABAgQIlF9AAFD+PtQCAgQIECBAgAABAg0LCAAappKRAAECBAgQIECAQPkFBADl70MtIECAAAECBAgQINCwgACgYSoZCRAgQIAAAQIECJRfQABQ/j7UAgIECBAgQIAAAQINCwgAGqaSkQABAgQIECBAgED5BQQA5e9DLSBAgAABAgQIECDQsIAAoGEqGQkQIECAAAECBAiUX0AAUP4+1AICBAgQIECAAAECDQsIABqmkpEAAQIECBAgQIBA+QUEAOXvQy0gQIAAAQIECBAg0LCAAKBhKhkJECBAgAABAgQIlF9AAFD+PtQCAgQIECBAgAABAg0LCAAappKRAAECBAgQIECAQPkFBADl70MtIECAAAECBAgQINCwgACgYSoZCRAgQIAAAQIECJRfQABQ/j7UAgIECBAgQIAAAQINCwgAGqaSkQABAgQIECBAgED5BQQA5e9DLSBAgAABAgQIECDQsIAAoGEqGQkQIECAAAECBAiUX0AAUP4+1AICBAgQIECAAAECDQsIABqmkpEAAQIECBAgQIBA+QUEAOXvQy0gQIAAAQIECBAg0LCAAKBhKhkJECBAgAABAgQIlF9AAFD+PtQCAgQIECBAgAABAg0LCAAappKRAAECBAgQIECAQPkFBADl70MtIECAAAECBAgQINCwgACgYSoZCRAgQIAAAQIECJRfQABQ/j7UAgIECBAgQIAAAQINCwgAGqaSkQABAgQIECBAgED5BQQA5e9DLSBAgAABAgQIECDQsIAAoGEqGQkQIECAAAECBAiUX0AAUP4+1AICBAgQIECAAAECDQsIABqmkpEAAQIECBAgQIBA+QUEAOXvQy0gQIAAAQIECBAg0LCAAKBhKhkJECBAgAABAgQIlF9gUPmboAU1gbVr16aNNhLT1Txa5bc+bZWe/FM7BgwY0FoN0pp+E4j3ks+HfuNv+oH1bdOJK30AAUCLdf/o0aNbrEXVa87AgQPrjR46dGjSp3WOllgYPHhwS7RDI/pfID4bhg8f3v8VUYPcBGpfEMRvn/25sfZbQatXr+63Y3d1YAFAV0Il27548eKS1Vh11xdYs2ZNfdXKlSuTPq1ztMTCqlWrWqIdGtH/AvHZUOQTjP4XKl8NRo0aVa+0z/46RWkXhg0bVti6CwAK2zXdr1h8Y+DkovtuRdsjhnLVUgQD+rSm0Rq/2wZ4rdEiregvgTj59/nQX/rNPW78HdC3zTWueukGjFf9HaD9BAgQIECAAAEClRIQAFSquzWWAAECBAgQIECg6gICgKq/A7SfAAECBAgQIECgUgICgEp1t8YSIECAAAECBAhUXUAAUPV3gPYTIECAAAECBAhUSsAsQJXqbo0lQKBIAp/5zGeS5wIUqUeKX5c33nij+JVUQwIECi8gACh8F6kgAQKtJND2hN/JXCv1bN+3xZNi+97cEQm0ioAAoFV6UjsIECiFwJFHHpkefPBBD3jroLfi4Xe1ZyUMGTIk1Z6M2kH2Sq6OE/8jjjgihY9EgACBnggIAHqiZh8CBAj0UGDfffdNl1xySQ/3bv3d/umf/inde++9WUMvuOCCtPnmm7d+o7WQAAECfSzgJuA+Bnc4AgQIECBAgAABAv0pIADoT33HJkCAAAECBAgQINDHAgKAPgZ3OAIECBAgQIAAAQL9KSAA6E99xyZAgAABAgQIECDQxwICgD4GdzgCBAgQIECAAAEC/SlgFqD+1HdsAu0IHHzwwWncuHHZlokTJ7aTwyoCBAgQIECAQM8FBAA9t7MngaYI7L///ukDH/hAVvbs2bPT0qVLm3IchRIgQIAAAQLVFDAEqJr9rtUECBAgQIAAAQIVFRAAVLTjNZsAAQIECBAgQKCaAgKAava7VhMgQIAAAQIECFRUQABQ0Y7XbAIECBAgQIAAgWoKCACq2e9aTYAAAQIECBAgUFEBAUBFO16zCRAgQIAAAQIEqikgAKhmv2s1AQIECBAgQIBARQUEABXteM0mQIAAAQIECBCopoAAoJr9rtUECBAgQIAAAQIVFRAAVLTjNZsAAQIECBAgQKCaAgKAava7VhMgQIAAAQIECFRUQABQ0Y7XbAIECBAgQIAAgWoKCACq2e9aTYAAAQIECBAgUFEBAUBFO16zCRAgQIAAAQIEqikgAKhmv2s1AQIECBAgQIBARQUEABXteM0mQIAAAQIECBCopoAAoJr9rtUECBAgQIAAAQIVFRAAVLTjNZsAAQIECBAgQKCaAgKAava7VhMgQIAAAQIECFRUQABQ0Y7XbAIECBAgQIAAgWoKCACq2e9aTYAAAQIECBAgUFEBAUBFO16zCRAgQIAAAQIEqikgAKhmv2s1AQIECBAgQIBARQUEABXteM0mQIAAAQIECBCopoAAoJr9rtUECBAgQIAAAQIVFRhU0XZ32uw5c+ak1157LW299dZpm2226TRvZxuXLl2aXn311bRgwYI0bty4NHbs2LTRRmKuzsxsI0CAAAECBAgQaK6AAGA93+XLl6cf/ehHKYKAKVOmpGnTpq2Xo7GXt912W7r11lvTsmXL6jsMGzYsTZ06NU2ePLm+zgIBAgQIECBAgACBvhQQAKynfc0112Qn/+ut7tbLG264Id1yyy3ZPnvttVf27X9cCXjqqafSddddl5YsWdLjwKJbFZGZAAECBAgQIECAwHoCAoA2II8++mi655572qzp/mKc6NdO/j/2sY+l9773vfVCZsyYkS666KIUVwf222+/NGHChPo2CwQIECBAgAABAgT6QsCA9D8rL1y4MF1yySVp0KBBacstt+yx/e23357tu8MOO6xz8h8rDzjggOzEP5bvvvvu+CURIECAAAECBAgQ6FMBAcCfuS+++OK0ePHidNxxx/U4AFi7dm164oknshLbfvPftkcjCIj0xz/+McVNwhIBAgQIECBAgACBvhQQAPyXdnwbHyfuu+22WzrkkEN67P/GG2/UT+qjrPZSbf2qVauymYbay2MdAQIECBAgQIAAgWYJVP4egFmzZmU35g4fPjydcsopacCAAT22jpmDamnjjTeuLa7ze+jQodkwowgAImDYeeed19m+/ou4ShAzEzWSBg4cmOJHKrdA2/dgTBurT8vdn2rfcwGfaT23s2f5BXz2l78Pi9yCSgcAq1evThdccEFauXJlOvnkk9Nmm23Wq76qTfkZJ20RUHSUYtuiRYvqVws6yhfrf/Ob36Q777yzsyz1bePHj09f/OIX668tlF9gq622Kn8jtIBANwTanvTEs1ji+SkSgaoJxP+D7bffvmrNbrn2xrleUVOlhwDdeOON2YO63vWud2U36Pa2k2pj+keMGNHplYTa1YEVK1b09pD2J0CAAAECBAgQINAtgcpeAXj22WdTzNizySabpBNPPLFbaB1lHjx4cEeb1lkfNwtHauSpwGPGjEm77777Ovt39CLy1oKQjvJYX3yBmImq9l6K4V9r1qwpfqXVkEBOArXPxygurqr6TMsJVjGlEIgHhsYw0Ph/UBtVUIqKq2S7AkX++13JACD+oFx44YXZf7CPfvSjKb6xzyNFMBHp7bff7rS42vb4j95VOuigg1L8NJpefPHFRrPKV1CBGIpWey/Nnz/fCVBB+0m1miPQ9g/mvHnzmnMQpRIoqEAM+4nhP/H/YPbs2QWtpWo1KjBy5MhGs/Z5vkoGADH056233koxvvq1117bYDaeuXPnZh3x0ksvpTvuuCNbnjx5cpedUztpi/+4Ebl3dIIfTwKO1Nl9Al0eTAYCBAgQIECAAAECPRCoZAAQ36pGill7rrvuug7Znn766RQ/kboTAET+eKZAewFAXH2ofcMVQ3YkAgQIECBAgAABAn0pUMkAIObi72zYTzwTYMGCBWnbbbdNMbNOoylu7h01alQ2w8+TTz6ZJk2atMGutQeFxTjv7bbbboPtVhAgQIAAAQIECBBopkAlA4D2TszbIv/whz/MAoA999wzTZs2re2mLpej7JtuuinNmDGj3QAg1kfaY489sucBdFmgDAQIECBAgAABAgRyFKj0NKA9dYyrA1dddVX2s/5Nt+9///uzGVyef/75dPPNN69ziLvuuis99thj2bopU6ass80LAgQIECBAgAABAn0hUMkrAL2FjZt442Q+0rhx49LEiROz5fgnhgEdc8wx2b0FcSXg4YcfThMmTMieN/Dyyy9n+Y488si0ww471PexQIAAAQIECBAgQKCvBAQATZCOG4ZjhqHLL798nVmGIjg46qij0iGHHNKEoyqSAAECBAgQIECAQNcCAoB2jE4//fR21r6zKr71nz59+jsr2lnad999U/zEcKHXX389m9d9yy23rD/gqZ1drCJAgAABAgQIECDQdAEBQJOJ49kAtecDNPlQiidAgAABAgQIECDQpYCbgLskkoEAAQIECBAgQIBA6wgIAFqnL7WEAAECBAgQIECAQJcCAoAuiWQgQIAAAQIECBAg0DoCAoDW6UstIUCAAAECBAgQINClgACgSyIZCBAgQIAAAQIECLSOgACgdfpSSwgQIECAAAECBAh0KSAA6JJIBgIECBAgQIAAAQKtIyAAaJ2+1BICBAgQIECAAAECXQoIALokkoEAAQIECBAgQIBA6wgIAFqnL7WEAAECBAgQIECAQJcCAoAuiWQgQIAAAQIECBAg0DoCAoDW6UstIUCAAAECBAgQINClgACgSyIZCBAgQIAAAQIECLSOgACgdfpSSwgQIECAAAECBAh0KSAA6JJIBgIECBAgQIAAAQKtIyAAaJ2+1BICBAgQIECAAAECXQoIALokkoEAAQIECBAgQIBA6wgIAFqnL7WEAAECBAgQIECAQJcCAoAuiWQgQIAAAQIECBAg0DoCAoDW6UstIUCAAAECBAgQINClgACgSyIZCBAgQIAAAQIECLSOgACgdfpSSwgQIECAAAECBAh0KSAA6JJIBgIECBAgQIAAAQKtIyAAaJ2+1BICBAgQIECAAAECXQoIALokkoEAAQIECBAgQIBA6wgIAFqnL7WEAAECBAgQIECAQJcCAoAuiWQgQIAAAQIECBAg0DoCAoDW6UstIUCAAAECBAgQINClgACgSyIZCBAgQIAAAQIECLSOgACgdfpSSwgQIECAAAECBAh0KSAA6JJIBgIECBAgQIAAAQKtIyAAaJ2+1BICBAgQIECAAAECXQoIALokkoEAAQIECBAgQIBA6wgIAFqnL7WEAAECBAgQIECAQJcCAoAuiWQgQIAAAQIECBAg0DoCAoDW6UstIUCAAAECBAgQINClgACgSyIZCBAgQIAAAQIECLSOgACgdfpSSwgQIECAAAECBAh0KSAA6JJIBgIECBAgQIAAAQKtIyAAaJ2+1BICBAgQIECAAAECXQoM6jKHDKURWLt2bRoxYkRp6qui7QsMGvTOf8uhQ4emAQMGtJ/RWgItKND2/T5s2DCfaS3Yx5rUsUDt/R+//T3v2MmW3gu8c6bR+7KUUACB2odHAaqiCj0UaNuHsdz2dQ+LtBuBUgp4/5ey21Q6JwGf/TlB9mMxRe5DAUA/vjHyPnS80ZYsWZJ3scrrY4EhQ4bUj7hs2bK0dOnS+msLBFpdIK5k1lK8932m1TT8roLA5ptvnjUz/h9475e/x0eOHFnYRrgHoLBdo2IECBAgQIAAAQIE8hcQAORvqkQCBAgQIECAAAEChRUQABS2a1SMAAECBAgQIECAQP4CAoD8TZVIgAABAgQIECBAoLACAoDCdo2KESBAgAABAgQIEMhfQACQv6kSCRAgQIAAAQIECBRWQABQ2K5RMQIECBAgQIAAAQL5CwgA8jdVIgECBAgQIECAAIHCCggACts1KkaAAAECBAgQIEAgfwEBQP6mSiRAgAABAgQIECBQWAEBQGG7RsUIECBAgAABAgQI5C8gAMjfVIkECBAgQIAAAQIECisgAChs16gYAQIECBAgQIAAgfwFBAD5myqRAAECBAgQIECAQGEFBACF7RoVI0CAAAECBAgQIJC/gAAgf1MlEiBAgAABAgQIECisgACgsF2jYgQIECBAgAABAgTyFxAA5G+qRAIECBAgQIAAAQKFFRAAFLZrVIwAAQIECBAgQIBA/gICgPxNlUiAAAECBAgQIECgsAICgMJ2jYoRIECAAAECBAgQyF9AAJC/qRIJECBAgAABAgQIFFZAAFDYrlExAgQIECBAgAABAvkLCADyN1UiAQIECBAgQIAAgcIKCAAK2zUqRoAAAQIECBAgQCB/AQFA/qZKJECAAAECBAgQIFBYAQFAYbtGxQgQIECAAAECBAjkLyAAyN9UiQQIECBAgAABAgQKKyAAKGzXqBgBAgQIECBAgACB/AUEAPmbKpEAAQIECBAgQIBAYQUEAIXtGhUjQIAAAQIECBAgkL/AoPyLVCIBAgQIEOiZwMSJE9PixYuznQcN8ieqZ4r2IkCAQOcCPl0797GVAAECBPpQ4KyzzkrDhw/PjvjKK6+k1atX9+HRHYoAAQLVEDAEqBr9rJUECBAgQIAAAQIEMgEBgDcCAQIECBAgQIAAgQoJCAAq1NmaSoAAAQIECBAgQEAA4D1AgAABAgQIECBAoEICAoAKdbamEiBAgAABAgQIEBAAeA8QIECAAAECBAgQqJCAAKBCna2pBAgQIECAAAECBAQA3gMECBAgQIAAAQIEKiTgQWD/1dmrVq1Kr7/+enrjjTfSJptskiZMmJAGDx7c47dBPLhm2bJlne4/YMCANGLEiE7z2EiAAAECBAgQIEAgb4HKBwAPPvhguvbaa9Nbb71Vtx04cGDabbfd0sc//vG08cYb19c3ujBjxoz0y1/+stPsW221VTr77LM7zWMjAQIECBAgQIAAgbwFKj0EKE7U/+3f/i07+Z84cWI68sgj06GHHppGjx6dnnjiifS9731vncCgUfxXX3210azyESBAgAABAgQIEOhTgcpeAVi0aFG65JJLMuzDDjssHX/88SmG5UQ65phj0r/+67+mV155JV1//fXpE5/4RLa+0X9qAUCUM2nSpHZ3qx2r3Y1WEiBAgAABAgQIEGiSQGWvAMTQn5UrV2bf9k+bNq1+8h/OQ4cOTUcffXRG/tRTT6U1a9Z0i/+1117L8u+0007ZEKIYRrT+j/H/3SKVmQABAgQIECBAICeByl4BGDNmTDrkkEOym35jzP/6KW4GjrRkyZK0ePHiLFBYP097r+fOnZuWLl2abdpuu+3ay2IdAQIECBAgQIAAgX4TqGwAsPvuu6f46Sg9//zz2aatt9664ZP/2KE2/Cdu8h0+fHhWxttvv51dYai9zlb6hwABAgQIECBAgEA/CFQ2AOjIevny5emxxx7Lxv5Hnve9730dZW13fW34T1xhuOWWW9Lvfve7tGDBgizvFltskfbff/9seFFvphlt98BWEiBAgAABAgQIEGhAYMDa/0oN5Gv5LDNnzkxXX311eu6551LM4z9o0KB04oknpgMPPLBbbf/JT36SHn300XX22XTTTbMgoEYdVxXOOOOMFOu7SjFTUQQkjaS46hDDmqRyCwwZMiTFT6QYThbvR4lAVQSGDRuWff5Ge2MIZu1zsyrt185qC8T9gRtttFH2vo/3v1RugXjOVCPnev3RSlcA/qz+0ksvpaeffrreB/Ef8OWXX0577LFHdp9AfUMXC7UhQBFAnHDCCWm//fbLbgBesWJFdjXghhtuSLNnz06XXXZZOu2007ooLWUzET3wwANd5osM48ePz2YwaiizTKUQMGysFN2kkk0S6MlzWJpUFcUS6FOBmClw5MiRfXpMB8tfIGacLGoSAPy5Z3bZZZf01a9+NcUNwTH+/9e//nV2wh7fvv/DP/xD2myzzRrqwyOOOCLFjcB77rlnijJrKb7RnTx5cvaE4SuvvDI9/vjj6cknn8wCjFoevwkQIECAAAECBAg0W8AQoA6E48nA3/rWt9KyZcuyYUCnnHJKBzm7tzqmFP3a176WzSwUU40eddRRnRYQ9w80GkFGkBFTm0rlFogH0Y0aNSprRAST8R6UCFRFIO6VimFAkV5//fVuT8NcFSftbE2BsWPHZl9ExrlCvP+lcgvEZ1l8phUxuQLQQa/EN/7xEK/bbrstPfLIIymvACCGFsV/8GeffTbNmjWrg6O/szqmI61NSfrO2o6XXnzxxY432lIKgbbPnYjxg4K6UnSbSuYk0HbMf7z/3QOTE6xiSiUQ/w989peqy9qtbDxXqqipsg8Ciw6J/1wxNr+jFCfqkWIazzz/I9b+wNW+5ero+NYTIECAAAECBAgQyFugslcApk+fnt30O2XKlBRPAm4vzZ8/P1sdQzIambYznhp8ySWXZDNXnHPOOR3ewBM3AUeK2YAkAgQIECBAgAABAn0pUNkrAOPGjcuc//jHP7b77X5cdo5tkSZMmJD97uqfKDPuHYirCg/9//buBPim+v/j+NtWdlHiS0pUojK2zJBpoSxFskRahRmVSiPFVCNtNDJDIjWRygyStEmjVJZCpZLKmrKOndJGyvd3X5///5y59+ve67vc9Xuen5kv557lcz7ncc79fj+f89lWrYq6+5dffuna/6sp0IUXXhh1H1YigAACCCCAAAIIIJAsgcAWAFq1auXGmlYnyzlz5kS0M1UGfubMmaZJvTScZ+fOnSP81TFXx+gnvM29agouuugit+8777zjhhENP1DDjM6dO9etuuSSS0yThREQQAABBBBAAAEEEEilQGCbAOltfc+ePd14/MuWLXPNgTRspzL/mgxMzX80Dq/28WoLvBujyTkWL17sPmpb3bp1vU2us/CYMWPswIEDNnbsWDfMZ7Vq1VyHX8Wr9v968x+r2ZEfEQsIIIAAAggggAACCCRBILAFAFl6b+Fnz57tMuj79u3zidXsRzMB16lTx1+XnwVNXDNs2DCbP3++m0dgzZo1/mGqIWjTpo117NjRFS78DSwggAACCCCAAAIIIJAiAeYB+H/oQ4cOuTF3NZa+Rv9JxAysGsJu7969prgVZ0GG80zR/ec0GSigQqOGiVVo2bKle3YyMJkkCYGkCKxYscL27Nnj4tYgDYn4XZyUhBIpAkkQWLBggR05csQNPHKieYKScHqiDJBAoGsAwu+z3s7rJ5FB/QdycnLcTyLjJa7iLbBx40ZbuHChu8h69epRACjet5uryyPw9ddfm0ZUU9BcLBQA8gDxsVgLqHmxJv8sX778CScKLdYQXFzSBQLbCTjpspwAAQQQQAABBBBAAIEMFKAAkIE3hSQhgAACCCCAAAIIIJAsAQoAyZIlXgQQQAABBBBAAAEEMlCAAkAG3hSShAACCCCAAAIIIIBAsgQoACRLlngRQAABBBBAAAEEEMhAAQoAGXhTSBICCCCAAAIIIIAAAskSoACQLFniRQABBBBAAAEEEEAgAwUoAGTgTSFJCCCAAAIIIIAAAggkS4ACQLJkiRcBBBBAAAEEEEAAgQwUYCbgDLwpJCnYAlWqVLHatWs7hLJlywYbg6sPnED16tXdTKi6cM2mTkAgSAI5OTlWuXJlZsAO0k1P07WWyA2FNJ2b0yKAAAIIIIAAAggggECKBWgClGJwTocAAggggAACCCCAQDoFKACkU59zI4AAAggggAACCCCQYgEKACkG53QIIIAAAggggAACCKRTgAJAOvU5NwIIIIAAAggggAACKRagAJBicE6HAAIIIIAAAggggEA6BSgApFOfcyOAAAIIIIAAAgggkGIBBllOMTinQyBZAgcOHLCtW7damTJl7IILLkjWaYgXgYwT2Lx5s+3YscNatWplJUvyXivjbhAJSrjAH3/8Ybt377b9+/e7eQNq1KhhVatWTfh5iLD4ClAAKL73livLUoG9e/fa0qVLrXv37gW6gp9++smmT59up5xyij3xxBMFOpadEUikwLFjx2zZsmV22mmn2fnnn1/gqAvyHTh06JC98MIL9ueff9rFF19sJ510UoHPxwEIJFIgmc+/nvd58+bZihUrLO80Tuedd55df/31VrNmzUReDnEVUwFelRTTG8tlZafAunXrbNSoUbZmzZrsvABSjUBIYNKkSfb666/bX3/9VWCPgnwHFP/zzz/vMv8FPhEHIJAkgWQ9/4cPH7Zx48bZ8uXLrVSpUta8eXPr2LGjq/kqX768bdiwwcaMGWM7d+5M0pURbXESoAagON1NriXrBVSd+++//2b9dXABwRbYtWtXoQHy+x3YuHGjzZgxw/bt21foc3EgAskQSNbzP3fuXPe8V65c2QYPHmynn366n/wuXbq4wvD27dvt1VdfteHDh/vbWEAgmgA1ANFUWIcAAgggkJECegs6a9YsmzBhgssMVahQISPTSaIQSKSAmhV9++23LsquXbtGZP61slKlSta7d2+3Xf1hKBg7Cv6JI0ANQBwcNiGQKAF1Uvz5559N7Tf19qZ27drWoEEDP3r9cl+/fr1fdfvPP//Y2rVr3fZzzjnHdezV8UeOHLGzzz7b/vvvP1u1apUdPXrULrroIjv11FP9uFhAIF0Ce/bscZ0SvVosZUTKlSvn+qXk5OS451/rlFk544wzTP1W9Ca/bt26Vr9+fdu0aVPc74CuS/1cVq9e7S6xdevW1qJFC1cYSNc1c14EPIFkPv/qF6O/Cwr6mxAtnHnmmVaiRAnXN0DNgNQHh4BALAEKALFkWI9AAgT0S1vVsVu2bDkutrPOOstuu+02q169usvIqy2zFw4ePOiqc/X5ySeftCpVqrjmDhr14a677rKZM2ea9lF488037YEHHnDL/INAOgU+//xz++STT/wkfPjhh6YfZdT79OnjMvzTpk2zxo0bu0z/u+++6++rzsJq/++FaN8BbVPhQgWGq6++2ho2bGgqXBMQyASBZD7/tWrVsvHjx5tG/1EBOlr49ddf/Y7BGgyCgEA8AQoA8XTYhkARBJSBGTt2rOsIqWYKl156qRudQW89VZWrQsHkyZNt6NChbuQSteHUOr3drFixol1xxRXu7GXLlo1IxVtvveUy/yoUqOZAo57UqVPHitLuNOIEfECgkAKNGjUyPevK9Ku2Sp0UlXHR2/7woGf1hx9+cG8rNXyhCrZNmza1c88994TfgZ49e7pCc3h8LCOQCQLJfv71dj9W5l/XrwKIgoaC1veOgEA8AQoA8XTYhkARBJRR1yglap5z3333uWYQiq5Zs2auMDB69GhTDYFGdGjXrp21b9/e/QJXAUCZKH2OFlS1e91111nbtm3dZjUr0h8GAgLpFlCzNv0sXrzYFQD0pl/Pe96gphL6XgwZMsQ1idMQnirIKuOiTEy874BqzAgIZKJAKp7/WNe9bds2v/atQ4cObpSgWPuyHgEJ0AmY5wCBJAhofGavDb+aKuStjtU4zW3atHE1AgUdKlFtqZX5V6ZfP6oJICCQbQIqxKo/jIIKvMr8ExAIikAin3+9SFITUjWPU23wlVdeGRRGrrMIAtQAFAGPQxGIJaARGDRaiYKaNkQLmrClMEHNKXjjXxg5jskkgbzNgjIpbaQFgWQLJOr5V6d6NSVV3wDNBNy/f3/e/if75hWT+CkAFJMbyWVkloB+KSuoLX+i32zSBCKz7jWpKbhAyZIlrVq1agU/kCMQKAYCiXr+1Wl+6tSp7mWTRvwZNGgQI8IVg+cjVZdAASBV0pwnUALeGMxq2pDooEIFAYFsFtCspcoEERAIokAinv8vvvjCjQyngSA0otzAgQPjdhAOojPXHF+AAkB8H7YiUCgBVcUq/Pbbb4U6noMQQAABBBCIJvDBBx/Y/Pnz3SbNA9O3b1/XiT7avqxDIJYABYBYMqxHoAgCXjMd9QPQCCfRagI0sZdGCtJ07jfffDPt+ovgzaEIIIBAEASU8VcBQOHyyy+3bt26UZsWhBufhGukDjYJqESJgMY2VzWvwmeffRYVRDP5ahKj8GE8vWYR3kyqUQ9kJQIZLlCU57gox2Y4C8kLiEBRnuF4x/74449+5r9Tp07Wo0cPMv8BeaaScZkUAJKhSpyBFzj55JPdTKWC+Pjjj239+vURJvqssdIVWrVq5W/TcQpqOuTN9OtvZAGBLBHwnmNNbKchcQsSvGP5DhREjX0zScB7hhP5/B89etTmzJnjLrNevXpudDlNqBfrp6DDS2eSH2lJjQBNgFLjzFkCKKBx/jWh0YYNG2zSpEmmX9oa/18dhL0CQevWrSMmStIY/wqqARgxYoQbQUiTJSVqyLgA3gYuOQ0CmoVUs/suWbLETXSnGVIHDBiQr5TwHcgXEztlsEAynn/NIO8NLqHmo6NGjYor0KdPH9PfFwICsQSoAYglw3oEiihQqlQpNyybJnwpV66cbdq0yc1yqsy/mgdpHoDevXtHnEWZH1Xres2H9NZHGSkCAtkk0LNnT6tbt67r16JnWLNX5zfwHcivFPtlqkAynn/VJhAQSKRAiVD1bMHqZxN5duJCIEACatKjGRs1K7DGbPbaesYi0P6lS5dmaLdYQKzPeIF//vnH9XHRbNWFmQ+D70DG32ISGEeA5z8ODpvSLkABIO23gAQggAACCCCAAAIIIJA6AZoApc6aMyGAAAIIIIAAAgggkHYBCgBpvwUkAAEEEEAAAQQQQACB1AlQAEidNWdCAAEEEEAAAQQQQCDtAhQA0n4LSAACCCCAAAIIIIAAAqkToACQOmvOhAACCCCAAAIIIIBA2gUoAKT9FpAABBBAAAEEEEAAAQRSJ0ABIHXWnAkBBBBAAAEEEEAAgbQLUABI+y0gAQgggAACCCCAAAIIpE6AAkDqrDkTAggggAACCCCAAAJpF6AAkPZbQAIQQAABBBBAAAEEEEidAAWA1FlzJgQQQAABBBBAAAEE0i5AASDtt4AEIIAAAggggAACCCCQOgEKAKmz5kwIIIAAAggggAACCKRdgAJA2m8BCUAAAQQQQAABBBBAIHUCpVN3Ks6EAAIIIJCJAmvWrLHx48fbypUrbevWrXb22Wdbq1atrHv37nb55ZfbJ598YrNnz3ZJf+yxx6xGjRr+ZSxatMhmzZrlPj/99NP222+/mf5///33rUKFCta+fXu7//777cwzz/SP0cKKFSvstddeM5173bp1VqVKFWvcuLH76d+/v9WqVSti//AP9913nx0+fNhOP/10e/zxx8M3RSx/9913NnnyZLeuc+fOph8vfP755zZ9+nT3ccSIEVazZk175ZVXbPHixbZs2TL766+/rH79+nbttdfawIEDrVKlSt6h/I8AAghkv0AuAQEEEEAgsAIPPfRQbokSJXJDf82O+ylZsmRuKDOfO27cOH9bKLMeYTVx4kR/WyjDnXvWWWf5n704p06d6h+za9eu3FtuuSXmOXVM1apVc0OZc/+YvAsVK1Z05zjnnHPybor4/Pbbb/tpGTlyZMS2KVOm+Nu++eab3N69e/ufvXR7/1evXj33iy++iDieDwgggEA2C1ADEPoNT0AAAQSCKDBs2DAbM2aMu/RQZt+6du1qrVu3dm/X9SZ84cKFNnz4cMvJyckXz9ChQ23Lli1u31KlStl///1n5cuXt+uvv96t02e9Uf/yyy/dZ7311+fmzZu7mgO9eV+wYIEdPHjQQoUE0xv8Z555Jl/nLspOOtePP/7oaiH0tv+SSy6x7du32xtvvGGq4di7d6+1a9fOli5dak2aNCnKqTgWAQQQyAgBCgAZcRtIBAIIIJBagVWrVtnYsWPdSU855RSbMWOGderUyU/EI4884prE3HnnnbZz505/feiNl7+cd+Gjjz5yzWaeffZZu/LKK10GfvPmzX7zGTUN8jL/LVq0cM2K1NwoPLz55pvWr18/O3TokIVqHqxPnz7WrFmz8F0SvqzMv9KhZksNGzb047/jjjtMhSQ5/fHHHzZo0CBT0yECAgggkO0CdALO9jtI+hFAAIFCCKgt/7Fjx9yRo0aNisj8e9H17dvXHnzwQe/jCf9XLcKrr75q11xzjZ188snWsmVL69Wrlztu7dq1pnMqqG/AvHnzXKbbrQj7p0ePHi7jr1WqMVABJF6hI+zQIi2q/X945l+R6XpUQ6K+CQqqoVCtCAEBBBDIdgEKANl+B0k/AgggUECBv//+2zW10WHqnDtgwICYMagDb7Vq1WJuD9+gpjxqPhMtKON89OhRt2nw4MERHYnz7n/bbbf5mXHVGGzcuDHvLgn93LZtW7v00kujxhnqH2EPP/ywv+3dd9/1l1lAAAEEslWAAkC23jnSjQACCBRSYPny5aZCgIJG+ylTpkzMmCpXrmwXX3xxzO3hG0KdcsM/RixrpB8vqIYgXlD/gfDmSOHHxjuusNvUDyFeaNOmjb9ZfSMICCCAQLYLUADI9jtI+hFAAIECCuzYscM/om7duv5yrIX87KNjzz333FhRmJoAeSE/8YX3DVi/fr13aFL+D41cFDdedYI+6aST3D7h/SHiHsRGBBBAIIMFKABk8M0haQgggEAyBPbv3+9HGxri0l+OtZDfUYDOOOOMWFHYhg0b3LbSpUvna1Sh8Li8kYViRl7EDXnnKMgbnZoBac4BhXC7vPvxGQEEEMgWAQoA2XKnSCcCCCCQIIHwSbby80Z79+7d+TqzOs3GCl4/gn///deNqBNrP299eEZbw4VGCyfqHKxz5Sdo0q8ThX379rldNGISAQEEEMh2gdi/rbP9ykg/AggggEBUgfCmOtu2bYu6T/hKzQ5c1BB+Tg0NeqIQvk+sWgqvU3GsuDQrcX7Cia5P8wBo5mEFzRhMQAABBLJdgAJAtt9B0o8AAggUUECZce9tvUbZifem/MiRIxaaKbeAZzh+9/ACwPfff3/8DnnWrF692l+Tt3Ox12nZ68js75hn4ZdffvHXxKst8Jon+TvnWfjhhx/8NfntEO0fwAICCCCQgQIUADLwppAkBBBAIJkCFStWtBtuuMGdQm/ap0+fHvN0L774YsREYDF3PMEGjTbkBU0I5s1B4K0L/18FhPfee8+tqlSpkptULHy7RiZSULOc8KZC4fuoUKO5BvITdI3xChPhsxF369YtP1GyDwIIIJDRAhQAMvr2kDgEEEAgOQIjR440dchVGD58uC1ZsuS4Ey1YsMAeffTR49YXZkXXrl39sfaVwfdmIc4b1++//2733nuvP/mXCiply5aN2K1Jkybus97qa56CaEFzG2i24/yEXbt22VNPPRV113feecc++OADt001ER07doy6HysRQACBbBKgAJBNd4u0IoAAAgkSUJMcL/O8Z88ea9eund1000323HPP2fjx490MvhqL/9dff/ULCjq1RsQpbFDcGuNfYdiwYXbjjTeamiCpmZHe5OuNfYsWLWzRokVuHw0XGv723a0M/TNw4EBv0c08rNmCVVhRk59p06ZZly5d3Prwzs7+ATEWVAC49dZbTU2PNAPxTz/9ZCokde/e3T/i+eefdzMc+ytYQAABBLJVIPQGhYAAAgggEFCBCRMm5IZqAnJDf8OO+wll1nNDGfDc0Ftvf1uo03CE1MSJE/1tU6ZMidgW7cOcOXNyTzvtNP8YnTfa+S+44ILc0ARg0aLIDTUfyg1l8iPiyJv+8847L3fTpk3+PqHMfERcSqt3TIcOHXLLlSvnf86bnlCfg9yXX3454ng+IIAAAtksQA1A6C8AAQEEEAiqwD333GOa3XbIkCGuiY6G3Axlvq1fv3726aef2tChQy18tJ1YQ3Lm169Hjx6mTrW9evUy9UVQCO+EXKdOHXvsscdczUCDBg2iRqtaCDXNUe1AqDARsY/6B6i50WeffWYnmuDLO1A1BkuXLrXGjRu7Go7w9IQKB6551O233+7tzv8IIIBA1guUUOkl66+CC0AAAQQQSJqARr5ZuXKla76jwkBRmgGFJ1J/ftRsR30C1B9BGfZGjRr5IxSF7xtvWROFqb2/jlcm3hvhKN4xU6dONfUTUAjVYtigQYPcspoiLV++3DX1adiwoYVPSOZ24B8EEECgGAj8Xw+wYnAhXAICCCCAQP4FNBKP3pZfeOGFfufcaEcfOnTINm7c6DaFmtUkLPOvCFWQqFevnvuJdu78rlPGP79v+08U56mnnmqdO3c+0W5sRwABBLJagAJAVt8+Eo8AAggUTkBNXubPn+8O/uqrr1zn22gxqQmQN6HWVVddFW0X1iGAAAIIZJkAfQCy7IaRXAQQQCARAs2bN/ej0WhAeSfnUvMczQ/w0ksvuf00+Vbfvn39Y1hAAAEEEMheAWoAsvfekXIEEECg0AIahvPtt992GX/NAaC28zk5Oa450OHDh936n3/+2Y9/9OjR1rRpU/8zCwgggAAC2StAASB77x0pRwABBAotUKFCBTfb7t133+3PmLtz5057/fXXI+KsUaOGTZo0yTR6DwEBBBBAoHgIMApQ8biPXAUCCCBQaAFNfqXZbjWaTmicf6tUqZLVrl3bLrvsMjfzrUboKW4hNEeArVixwl2WRjlSB2cCAgggEBQBCgBBudNcJwIIIIAAAggggAACIQE6AfMYIIAAAggggAACCCAQIAEKAAG62VwqAggggAACCCCAAAIUAHgGEEAAAQQQQAABBBAIkAAFgADdbC4VAQQQQAABBBBAAAEKADwDCCCAAAIIIIAAAggESIACQIBuNpeKAAIIIIAAAggggAAFAJ4BBBBAAAEEEEAAAQQCJEABIEA3m0tFAAEEEEAAAQQQQIACAM8AAggggAACCCCAAAIBEqAAEKCbzaUigAACCCCAAAIIIEABgGcAAQQQQAABBBBAAIEACVAACNDN5lIRQAABBBBAAAEEEKAAwDOAAAIIIIAAAggggECABCgABOhmc6kIIIAAAggggAACCFAA4BlAAAEEEEAAAQQQQCBAAhQAAnSzuVQEEEAAAQQQQAABBCgA8AwggAACCCCAAAIIIBAgAQoAAbrZXCoCCCCAAAIIIIAAAhQAeAYQQAABBBBAAAEEEAiQAAWAAN1sLhUBBBBAAAEEEEAAgf8BGTJ66Ghcvy4AAAAASUVORK5CYII=" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

反转 x轴 与 y轴

bp + coord_flip()

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

离散型数据的坐标轴

改变坐标轴中各项目的顺序 > 特别注意, 离散数据的坐标轴中数据做为 factor 变量处理,他的位置取决于 level的顺序

# 手动设置x轴的位置

bp + scale_x_discrete(limits=c("trt1","trt2","ctrl"))

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" 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# 逆转顺序

# 得到 factor 变量的 level

flevels <- levels(PlantGrowth$group)

flevels
## [1] "ctrl" "trt1" "trt2"
# 逆转了 level 的顺序

flevels <- rev(flevels)

flevels
## [1] "trt2" "trt1" "ctrl"
bp + scale_x_discrete(limits=flevels)

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 或者写到一行里面

bp + scale_x_discrete(limits = rev(levels(PlantGrowth$group)))

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

scale_x_discrete 能够设置离散型(discrete)数据, 中间的 x 表示处理x轴,假设是 fill 则能够改动填充颜色, color 改动边框颜色, shape 改动形状……

设置坐标轴的标签

# 将原有的 "ctrl", "trt1", "trt2" 改动为 "Control", "Treat 1", "Treat 2"

bp + scale_x_discrete(breaks=c("ctrl", "trt1", "trt2"),

                      labels=c("Control", "Treat 1", "Treat 2"))

aaarticlea/png;base64,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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 隐藏

bp + scale_x_discrete(breaks=NULL)

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3cuPH9jZYIECBAIP3whz/c7Jf/9kj+1//6X/6GtodjPQECBLop0PRDgOKk/D/+4z/Sf/7nf6b169eX+fr375+OPfbYNGXKlDRgwIDy+q4u3H///em+++5Lq1evLu8yePDgrLzJkyeX11kgQIBAMwvEmP+upHnz5qXf/va37gfoCpY8BAgQ6ESgqQOANWvWpB/84Adp9uzZqW/fvmmvvfZKEyZMSG+88UZ69tlnsxP4ZcuWpXPPPbcTxs03x7jV0j9q++23X9pxxx2zqwsvvPBCuuOOO7KrC1OnTt18J58IECDQhAJvvfVWl1sdNwe7IbjLXDISIECgXYGmDgB++ctfZif//fr1S1/60pfS+PHjy1AzZ85MP/nJT9KvfvWrbCaKPfbYo7yto4X4B6p08v/Rj34027eUP4YCXXvttSmuDhx00EFpl112KW3yToAAgaYUiNl+li9f3qW2Dx8+vEv5ZCJAgACBjgWa9h6AGO7zi1/8ItM5/fTTNzv5j5VHHHFE2n777bPtTz/9dPbelf888MADWbbddttts5P/WHnooYdmJ/6x/PDDD8ebRIAAgaYWOOyww7rU/hiWefDBB3cpr0wECBAg0LFA0wYAv/71r9OSJUvSTjvtlI455pgtlGJIUMw/fckll6Sjjjpqi+1trdi0aVN67rnnsk0xf3VbKYKASL/5zW9S3CQsESBAoJkFPvnJT3ap+WeffXYaMWJEl/LKRIAAAQIdCzRtAPDyyy9nMvvuu2+7QuPGjUsTJ05Mo0aNajdPyw3vvPNO+aQ+9msrldbHFYjujH1tqyzrCBAgUO8CBx54YLr00ks7bEbcS/W1r32twzw2EiBAgEDXBZr2HoD49T9SXAGIX+4ff/zx7H6AOXPmpK233jrtuuuu2ZWBIUOGdFlzwYIF5bxbbbVVebnlwqBBg1Jcyo4AIAKGzu4tWLRoUYp5sruSouyBAwd2Jas8BRaIe1JKKWag0qclDe+NKvD5z38++5v7t3/7t9mUyaV2xt/KmIThm9/8Zmrvb2opr3cCjSDQp0+fcjP87S9T1O1Cy/4sWiOaNgBYvHhx1hdx0nzNNddkAUCpc+bOnZviyZSPPvpo+sQnPtHlm3VLU37G8KGOAofYFrMLdWUI0EMPPZQefPDBUtU6fI+bmL/yla90mMfG4gvETZGltO2222azSJU+eyfQqAIXX3xx+vSnP50Nj4wfYmK4zx/8wR+kkSNHNmqTtYvAFgJx/hAp3mMGQam+BeJcr6ip6QOA22+/PfslPsb5x/j8oUOHpldffTV7NkD8+n711Vdnvz5FoNBZKp3QRxkdRX3xS1Z8KdauXdtZkbYTIECgaQTipCf+DpfulWqahmsoAQIEqizQlAFAPPyr9Gt9DMP5yEc+kj784Q+X6XfYYYds7P/f//3fp7hS8POf/zzFTEGdpa4+MCyGHEUqRfodlRtThcavYF1J2223XRZYdCWvPMUVaBkYRlBZ5F8QiquoZgQIEKg/gdL5Qbz7219//de6xhs2bGi9qjCfmzIAiBPv+BV+xYoV2Q2+H/rQh7bokDiZjvUzZsxI8QCvrgQApUvVK1eu3KK8litK2+PJwJ2lQw45JMWrqykunUv1LVC6khStiPs/Fi5cWN8NUnsCBAgQ6JJA/EAZKQIAf/u7RFboTC2H9Batok07C1Dc6BspfmFv75f4nXfeOcszf/78VPqfMlvRzn9KAUDLKwxtZY3AI1JH9wm0tZ91BAgQIECAAAECBHor0PQBQOlyW1uQpV/o2wsQWu9TCgBifXtPtoxfd0vBxOjRo1sX4TMBAgQIECBAgACBigo0bQAwZsyYDLajITPvvvtuliee6tuVICCGFZUeVR+zCLWVSg8Ki+nt4jkDEgECBAgQIECAAIFqCjRtABDj++OkPsbYvfjii1uYx5WBmAY00oQJE7bY3t6KSZMmZZtmzZrVZpbS+n322Sd7HkCbmawkQIAAAQIECBAgUCGBpg0A4ibfww47LGONqT7nzZtXJo4hOnfddVd64403snH6/+N//I/ytliIh4jdcsst2av1FYQILGI2oFdeeSXde++9m+0Xc/o/88wz2brjjz9+s20+ECBAgAABAgQIEKiGQFPOAlSCPe2007KnTsaJ/uWXX549iTKmAI2T9wgI4kT+oosuSq3H6sdNvHEyHyke1LHr754aXEoxDOiUU05Jd9xxR7rnnnvSU089ld1o/Oabb6bXX389y3biiSemGFYkESBAgAABAgQIEKi2QFMHAHHT7he/+MXsZP2xxx7LHgAWDwGL8fkTJ05MkydPTrvvvnu3+yT2GzVqVLrpppvSW2+9lb2ikAgOTjrppHT00Ud3u0w7ECBAgAABAgQIEMhDoKkDgACMX/nPOuusdOaZZ6YFCxZk867H1KAdPdQrfvWfNm1ah/4HHnhgilcMF5o7d272OPvtt9++w3I7LNBGAgQIECBAgAABAjkINH0AUDLs06dPNtSn9XCf0vaevsdVhpbTg/a0HPsRIECAAAECBAgQyEOgaW8CzgNPGQQIECBAgAABAgTqTUAAUG89pr4ECBAgQIAAAQIEeiEgAOgFnl0JECBAgAABAgQI1JuAAKDeekx9CRAgQIAAAQIECPRCQADQCzy7EiBAgAABAgQIEKg3AQFAvfWY+hIgQIAAAQIECBDohYAAoBd4diVAgAABAgQIECBQbwICgHrrMfUlQIAAAQIECBAg0AsBAUAv8OxKgAABAgQIECBAoN4EBAD11mPqS4AAAQIECBAgQKAXAv17sa9dCRAgQIBArgLvvPNOevPNN9OwYcPS7rvvnvr165dr+QojQIAAgZQEAL4FBAgQIFBzgUcffTRdccUV6cknnyzXZZtttkkXXnhhuuiii1L//v65KsNYIECAQC8FDAHqJaDdCRAgQKB3Arfeems699xzNzv5jxLfe++99O1vfzt94hOfSOvWrevdQexNgAABAmUBAUCZwgIBAgQIVFvg5ZdfTl/72tfSxo0b2z30I488kr773e+2u90GAgQIEOiegACge15yEyBAgECOAv/6r//apV/3f/SjH6WVK1fmeGRFESBAoHkFBADN2/daToAAgZoLzJw5s0t1WL16dXriiSe6lFcmAgQIEOhYQADQsY+tBAgQIFBBgcWLF3e59LgnQCJAgACB3gsIAHpvqAQCBAgQ6KHAmDFjurxnd/J2uVAZCRAg0IQCAoAm7HRNJkCAQFEEjj322C5VJaYE/cAHPtClvDIRIECAQMcCAoCOfWwlQIAAgQoKfPrTn04jRozo9Ah/8Rd/kQYMGNBpPhkIECBAoHMBAUDnRnIQIECAQIUERo0alWImoOHDh7d7hAsuuCDFSyJAgACBfAQEAPk4KoUAAQIEeihwxBFHpHvuuSedddZZ5asBffv2TYceemgWHFx22WU9LNluBAgQINCWgGert6ViHQECBAhUVWDcuHHpyiuvzF7Lli1LQ4cOTf369atqHRyMAAECzSIgAGiWntZOAgQI1IlAR8OB6qQJqkmAAIFCCxgCVOjuUTkCBAgQIECAAAEC+QoIAPL1VBoBAgQIECBAgACBQgsIAArdPSpHgAABAgQIECBAIF8BAUC+nkojQIAAAQIECBAgUGgBAUChu0flCBAgQIAAAQIECOQrIADI11NpBAgQIECAAAECBAotIAAodPeoHAECBAgQIECAAIF8BQQA+XoqjQABAgQIECBAgEChBQQAhe4elSNAgAABAgQIECCQr4AAIF9PpREgQIAAAQIECBAotIAAoNDdo3IECBAgQIAAAQIE8hUQAOTrqTQCBAgQIECAAAEChRYQABS6e1SOAAECBAgQIECAQL4CAoB8PZVGgAABAgQIECBAoNACAoBCd4/KESBAgAABAgQIEMhXQACQr6fSCBAgQIAAAQIECBRaQABQ6O5ROQIECBAgQIAAAQL5CvTPtzil1VJg06ZNqV+/frWsgmPnINC37/txeSzr0xxQFUGAAIE6E/C3v846rM6qKwCosw7rrLrDhw/vLIvtBRcYOHBguYZDhw5N+rTMYYEAAQINLVD6AahPnz7+9jdAT2/YsKGwrRAAFLZrelaxpUuX9mxHexVGYM2aNeW6rFy5MunTMocFAgQINLTAxo0bs/bFFX1/++u/q+NHvKImAUBRe6YH9YpfDEp/PHqwu10KIhB/+Esp+lOfljS8EyBQ7wKzZ89OP/3pT9PatWvrvSkVqf/y5cuzcuPHn29+85sVOUa9FxpXyT/ykY+kffbZp96bUtP6CwBqyu/gBAgQIECgeQS+973vpRdeeKF5GtzDlsbQkUcffbSHezf+bvPmzUtXXXVV4ze0gi18/27DCh5E0QQIECBAgACBFStWQCDQawHfo14TJlcAem+oBAIECBAgQKCbAg888EA395C92QWmTJmS1q9f3+wMubRfAJALo0IIECBAgACB7gjsvPPO3ckuL4EU9zpK+QgYApSPo1IIECBAgAABAgQI1IWAAKAuukklCRAgQIAAAQIECOQjIADIx1EpBAgQIECAAAECBOpCQABQF92kkgQIECBAgAABAgTyERAA5OOoFAIECBAgQIAAAQJ1ISAAqItuUkkCBAgQIECAAAEC+QgIAPJxVAoBAgQIECBAgACBuhAQANRFN6kkAQIECBAgQIAAgXwEBAD5OCqFAAECBAgQIECAQF0ICADqoptUkgABAgQIECBAgEA+AgKAfByVQoAAAQIECBAgQKAuBAQAddFNKkmAAAECBAgQIEAgHwEBQD6OSiFAgAABAgQIECBQFwICgLroJpUkQIAAAQIECBAgkI+AACAfR6UQIECAAAECBAgQqAsBAUBddJNKEiBAgAABAgQIEMhHQACQj6NSCBAgQIAAAQIECNSFgACgLrpJJQkQIECAAAECBAjkIyAAyMdRKQQIECBAgAABAgTqQkAAUBfdpJIECBAgQIAAAQIE8hEQAOTjqBQCBAgQIECAAAECdSEgAKiLblJJAgQIECBAgAABAvkICADycVQKAQIECBAgQIAAgboQEADURTepJAECBAgQIECAAIF8BAQA+TgqhQABAgQIECBAgEBdCAgA6qKbVJIAAQIECBAgQIBAPgICgHwclUKAAAECBAgQIECgLgQEAHXRTSpJgAABAgQIECBAIB8BAUA+jkohQIAAAQIECBAgUBcCAoC66CaVJECAAAECBAgQIJCPgAAgH0elECBAgAABAgQIEKgLAQFAXXSTShIgQIAAAQIECBDIR0AAkI+jUggQIECAAAECBAjUhYAAoC66SSUJECBAgAABAgQI5CMgAMjHUSkECBAgQIAAAQIE6kJAAFAX3aSSBAgQIECAAAECBPIREADk46gUAgQIECBAgAABAnUhIACoi25SSQIECBAgQIAAAQL5CPTPp5j6LWXVqlVp48aNHTZg0KBBqX//rlNt2LAhrV69usMy+/Tpk4YOHdphHhsJECBAgAABAgQI5C3Q9bPavI9ckPKuuOKKtGjRog5r87GPfSwdeuihHeZpuXHWrFnpuuuua7lqi+VRo0alb33rW1ust4IAAQIECBAgQIBAJQWaegjQypUrOz357wn+m2++2ZPd7EOAAAECBAgQIECg4gJNfQXgrbfeyoAHDx6c/uZv/ibFsJy2UgwB6k4qBQCnnHJKmjRpUpu7tnesNjNbSYAAAQIECBAgQCAnAQHA7yDHjRuXhg0blhNpSqXAYvfdd09bbbVVbuUqiAABAgQIECBAgEBvBZp6CNAbb7yR+e288869dSzvv3DhwhQ3FkeKwEIiQIAAAQIECBAgUCSBpg4ASr/Ujx8/PuuTmA1o8eLFnc4K1FEHlob/xE2+Q4YMybLGvQaloKCjfW0jQIAAAQIECBAgUGmBph0CtH79+jR37tzMN5avuuqq9PLLL6dYHjhwYIqrAqeffnrabbfdutUHpaBi9OjRafr06emRRx5JS5YsycrYbrvt0sEHH5xOPvnkNGDAgG6VKzMBAgQIECBAgACBPASaNgCYN29e+Zf+66+/PrOMX+xjvv+Ywz+Cge9+97tp6tSp6bjjjuuydekKwLPPPpviFWnrrbfOgoAYHvTAAw+kp59+Ol1yySXZ+s4K/u///u/01FNPdZYt2x5Bx4knntilvDIVV6Dl8yHiuxP9KhEgQKARBLrzTJ1GaK82VEagX79+dfFv49q1aysDkEOpTRsAlE7Uw3DvvffOTvR32mmn1Ldv3/T222+nn/zkJ2nOnDnprrvuSnvssUfaddddu8RdKjf+yJ111lnpoIMOym4Eji9BXA24++670/z589ONN96YLr744k7LjKsUzzzzTKf5IkMMZfqjP/qjLuWVqbgCLa8OxQxULQOC4tZazQgQINC5gBnwOjeSo3OBenmYajwYtqipae8BiBt0TzvttDRlypR00UUXZUN+4uQ/0o477pg+97nPpW222SZt2rQp3XrrrV3uvxNOOCG7YvCZz3wmHXnkkeVZgGJY0eTJk8sn6HF14Pnnn+9yuTISIECAAAECBAgQyEOgaa8ARADQ0Sw9pRP2W265JcWv+hHFxSWnztJRRx3VYZbYfu+996bly5dnVxj22WefDvNHQNFZmaUC4qpD6QpEaZ33+hNYtmxZudLvvvuuPi1rWCBAoN4F4j47iUBvBeJ7VA/nO/GcqeHDh/e2uRXZv2kDgK5oxpWASPFFixOxMWPGdGW3DvPEVYaxY8eml156KcV9CJ2leI5Ad54lULrhuLNybS+uQMxGVUoRePoHs6ThnQCBeheIq+oSgTwE/NvYO8WmHQLUFbaWf6giissrlcrNs8y86qYcAgQIECBAgACBxhZo2isA//Iv/5INwTnssMPSRz7ykTZ7ufQLfZyojxw5ss08LVe+8MIL6YYbbkgrVqxIl112WbtPF46bgCPlcUWh5fEtEyBAgAABAgQIEOhMoGmvAMQNvnGiHlNsrlu3bgunGHrx8MMPZ+sPPPDALba3tSKGDL333nspZvx58skn28qSHnvssWz8fwwF2n///dvMYyUBAgQIECBAgACBSgk0bQBwxBFHZFN+xgn7TTfdtFkQECfw8WyA+KU+bqw95ZRTNvOPcfZxc3C85vxuqtBSGjFiRDrggAOyj3feeWd6/fXXS5uy99mzZ6fbbrstW/7gBz9YF3PYbtYAHwgQIECAAAECBOpeoGmHAO2yyy7Zk35vv/329Oijj2Y35e65555ZIBA36MZJfgz9ueCCC9K22267WUfHlYOHHnooWxe/+rd8RsB5552XrrzyyrRo0aL07W9/O8UsP7F/DCeKh4vF+P/45T8eMCYRIECAAAECBAgQqLZA0wYAAX3sscemHXbYIZvnP37tjyf1RorpPidMmJDOPffcbo/Tjxl7Lr300nTPPfdkD/567rnnsjLjP3GFIKb0jGcPeBhKmcUCAQIECBAgQIBAFQWaOgAI5/iF/pvf/GaKudcjCIj5/+NX/Y4eVx7bp02b1m43xZNbzzzzzHTGGWekBQsWpKVLl2ZTf3blRuJ2C7WBAAECBAgQIECAQA4CTR8AlAzjQQ15P6whgoi4whAviQABAgQIECBAgEARBAQARegFdSBAgAABAk0mMHHixCZrseYSKI5A084CVJwuUBMCBAgQIECAAAEC1RMQAFTP2pEIECBAgAABAgQI1FxAAFDzLlABAgQIECBAgAABAtUTEABUz9qRCBAgQIAAAQIECNRcwE3ANe8CFSBAgAABAs0nEM/EkQh0R2D69OnZA1W7s4+8bQsIANp2sZYAAQIECBCooMA///M/V7B0RTeiwP7775/WrVvXiE2repsMAao6uQMSIECAAAECBAgQqJ2AAKB29o5MgAABAgQIECBAoOoCAoCqkzsgAQIECBAgQIAAgdoJCABqZ+/IBAgQIECAAAECBKouIACoOrkDEiBAgAABAgQIEKidgACgdvaOTIAAAQIECBAgQKDqAgKAqpM7IAECBAgQIECAAIHaCQgAamfvyAQIECBAgAABAgSqLiAAqDq5AxIgQIAAAQIECBConYAAoHb2jkyAAAECBAgQIECg6gICgKqTOyABAgQIECBAgACB2gkIAGpn78gECBAgQIAAAQIEqi4gAKg6uQMSIECAAAECBAgQqJ2AAKB29o5MgAABAgQIECBAoOoCAoCqkzsgAQIECBAgQIAAgdoJCABqZ+/IBAgQIECAAAECBKouIACoOrkDEiBAgAABAgQIEKidgACgdvaOTIAAAQIECBAgQKDqAgKAqpM7IAECBAgQIECAAIHaCQgAamfvyAQIECBAgAABAgSqLiAAqDq5AxIgQIAAAQIECBConYAAoHb2jkyAAAECBAgQIECg6gICgKqTOyABAgQIECBAgACB2gkIAGpn78gECBAgQIAAAQIEqi4gAKg6uQMSIECAAAECBAgQqJ1A/9od2pGbVWDt2rXpuuuuS/PmzWtWgg7b/corr5S333zzzenBBx8sf7bwvsCBBx6YTj311PdXWCJAgAABAgS6JCAA6BKTTHkKPPDAA+mmm27Ks8iGLeuZZ55p2Lb1tmEPPfRQiiBg/PjxvS3K/gQIECBAoKkEDAFqqu4uRmOXLVtWjIqoRd0L+C7VfRdqAAECBAjUQMAVgBqgO+T7Al/84hfTMccc8/4KSwQ6EZg2bVq6//77O8llMwECBAgQINCegACgPRnrqyIwduzYNHHixKocy0EaQ2DrrbdujIZoBQECBAgQqJGAAKBG8A5LgAABAgSaWeDxxx9v5uZrew8ENm7c2IO97NKWgACgLRXrCBAgQIAAgYoKnHvuuRUtX+EECLQv4Cbg9m1sIUCAAAECBHIUGDlyZI6lKapZBXyPet/zrgD03lAJBAgQIECAQBcEYuKHu+66K8XzYKQtBWbMmJHZDBgwIB133HFbZrAmDRw40DNgcvgeCAByQFQEAQIECBAg0LnAuHHj0mc+85nOMzZpjl/96ldZADB48OD0F3/xF02qoNnVEBAAVEO5SsfYtGlT2mqrrap0tJ4fJqJ3iUAeAkOGDKmL73webVUGAQKNL9CnT59yI+vh3/NyZS20KdCyP9vMUMOV7gGoIb5DEyBAgAABAgQINKZA/DBb1OQKQFF7pgf1ikhzxYoVPdizursY+1ld70Y+2qpVq+riO9/IfaBtBAjkJ9DyhLEe/j3Pr+WNWdKwYcMK2zBXAArbNSpGgAABAgQIECBAIH8BAUD+pkokQIAAAQIECBAgUFgBAUBhu0bFCBAgQIAAAQIECOQvIADI31SJBAgQIECAAAECBAorIAAobNeoGAECBAgQIECAAIH8BQQA+ZsqkQABAgQIECBAgEBhBQQAhe0aFSNAgAABAgQIECCQv4AAIH9TJRIgQIAAAQIECBAorIAAoLBdo2IECBAgQIAAAQIE8hcQAORvqkQCBAgQIECAAAEChRUQABS2a1SMAAECBAgQIECAQP4CAoD8TZVIgAABAgQIECBAoLACAoDCdo2KESBAgAABAgQIEMhfQACQv6kSCRAgQIAAAQIECBRWQABQ2K5RMQIECBAgQIAAAQL5C/TPv0glEui6wJw5c9Ljjz/e9R3kbHqBd999t+kNABAgQIAAgd4ICAB6o2ffXgt8//vfT/GSCBAgQIAAAQIEqiNQmABg3bp16b/+67+yVh955JFp4MCBXRa4+eab03PPPZcOOuigdMYZZ3R5PxkJECBAgAABAgQINJtAYQKARYsWpWOOOSbznzt3bho7dmyX++LCCy9My5YtS5/61KcEAF1Wk5EAAQIECBAgQKAZBer+JuBVq1aleEVauHBhM/ahNhMgQIAAAQIECBDoskBNrgDcdttt6e23396skvELfin96Ec/SsOHDy99bPd9zZo16d57703r16/P8uy3337t5rWBAAECBAgQIECAAIGUahIAbNiwIX3uc59r1//rX/96u9s62vAHf/AHHW22rYACp556ajrggAMKWDNVKqrAPffck5566qmiVk+9CBAgQIBA4QVqEgCcddZZ6fjjj0/3339/bkB/9Vd/lU455ZTcylNQdQQmTZrkvo3qUDfMUV566SUBQMP0poYQIECAQC0EahIAREOvvvrq9OCDD5bbvHTp0vSFL3wh+/xP//RPaeTIkeVtbS306dMnDR48OA0bNizF0J9dd921rWzWESBAgAABAgQIECDQQqBmAcD48ePTxz/+8XJV5s+fXw4Azj777G7NAlQuxAIBAgQIECBAgAABAh0K1CwAaF2ruOk3fvmPNGLEiNabfSZAgAABAgQIECBAIAeBwgQAQ4cOLV8ByKFdiiBAgAABAgQIECBAoA2Bun8OQBttsooAAQIECBAgQIAAgXYECnMFoGX94hkB06dPTy+++GJ67733yg/6apmnreUzzjjDjDJtwVhHgAABAgQIECBA4PcChQsA7rjjjhQ3Aa9du7bbnRQzAUUQIBEgQIAAAQIECBAg0LZAoYYA/fSnP03xjICenPy33TxrCRAgQIAAAQIECBBoKVCoKwBf/epX0/r167P6/eEf/mH61Kc+lSZMmNDpMwFKDRo7dmxp0TsBAgQIECBAgAABAm0IFCYAiHH/r732WlbFGAJ04403tlFdqwgQIECAAAECBAgQ6I1AYYYAzZw5s9yOyy67rLxsgQABAgQIECBAgACB/AQKEwAsXbo0a1Xfvn3T7rvvnl8LlUSAAAECBAgQIECAQFmgMAHAYYcdllVq48aN6fnnny9X0AIBAgQIECBAgAABAvkJFCYA2HfffdOwYcOylt133335tVBJBAgQIECAAAECBAiUBQoTAPTr1y995zvfySp25ZVXplmzZpUraYEAAQIECBAgQIAAgXwEChMARHM+/elPpwsuuCC988476cMf/nC6+uqr07x58/JpqVIIECBAgAABAgQIEEhVnwb0mmuuSV/+8pfbpS89B2DFihXZcwAiY//+/dOIESNSnz592t0vNsRzBOIlESBAgAABAgQIECDQtkDVA4DVq1enhQsXtl2bdtZGULBo0aJ2tr6/etWqVe9/sESAAAECBAgQIECAwBYCVQ8AttpqqzRu3LgtKpLHirhKIBEgQIAAAQIECBAg0L5A1QOA888/P8VLIkCAAAECBAgQIECg+gJVDwCq38SOjxjDhuLZAx2lQYMGZfchdJSnrW1R9ptvvpmWLFmSdtxxxzR27NgUDzqTCBAgQIAAAQIECNRKoOkDgCuuuKLT+ws+9rGPpUMPPbRbfXT//feneJ5B3PNQSoMHD05TpkxJkydPLq3yToAAAQIECBAgQKCqAk0dAKxcubLTk/+e9Mbdd9+dpk+fnu263377Zb/+x5WAF154Id1xxx0pZjiaOnVqT4q2DwECBAgQIECAAIFeCRQmAIhhMhdddFGPGjNgwIA0cuTI7LX99tunSZMmpUMOOaTT4TZvvfVWdrz4Zf5v/uZv2p1mNIYAdTXFiX7p5P+jH/1oOvzww8u7xsPNrr322hRXBw466KC0yy67lLdZIECAAAECBAgQIFANgcIEADFU5qabbsqtzWPGjEnTpk1LZ511VrtllgKAmJVo2LBh7ebrzoYHHnggy77bbrttdvIfK2MY0W9/+9v0xBNPpIcffjhFgCARIECAAAECBAgQqKZAYe5IjYd8bb311tkDv9oCiO2dPQis5X7z589Pf/Inf5K++93vtly92fIbb7yRfd555503W9/TD5s2bUrPPfdctnvLX/5blle6l+A3v/lN8tyCljKWCRAgQIAAAQIEqiFQmABg9OjR6b333ksXXnhhud3HHHNMuvPOO9Pzzz+fjZuPMfuzZ8/Ohth85CMfKQcEcWPtzJkz0y9+8Yt0/fXXpw9+8IPlMi699NLsF/fyihYLpSsA48ePz9bGbECLFy/udFagFkVstvjOO++UT+onTpy42bbSh9L6eLhZ6filbd4JECBAgAABAgQIVFqgMEOAoqE/+tGPsl/sY6rMG2+8sc3hO3vuuWeK1wknnJD+67/+Kx133HHp5z//ebrgggvSn/7pn2Ze55xzTrrqqqvSV7/61bRmzZps+Yc//OFmlnECPnfu3GxdLEf+l19+OcXywIEDU1wVOP3001MM5elqWrBgQTlrPPCsrVSaUjSOEwHDHnvs0Va28rqlS5dmwU95RQcLcS9EvIqe+vXrV/Qqql+dCPTv378uvvN1wqmaBAjUWKDlSId6+Pe8xlyFP3zL/ixaZQsTAGzYsCF94QtfyHy+9a1vtXny3xovfumPIT5//ud/nj71qU+lP/7jP05xgh0BxOc///n04osvZif2N998c/q3f/u3zW4KnjdvXvmX/rhqEGnIkCHZfP9xP0IEA1F2zNYTQUZXUmnKzzh+lNVeim3Lli0rXy1oL1+snzFjRnrwwQc7ylLeFlcyvvKVr5Q/F3XBE5uL2jP1V69Ro0alnXbaqf4qrsYECBBoQ6D0rKB497etDaA6WxXnekVNhRkC9Mwzz2QnxQHVndmAzjvvvOzEPqbWjJtrW6YYJhQpOiB+bW+ZYraeUtp7772zqwXxTIB//Md/TF/72tfSrrvummJM/1133ZXmzJlTytrhe2lM/9ChQ8vDk9raoXR1YO3atW1tto4AAQIECBAgQIBAxQQKcwXgscceyxoZv+jFE3O7moYPH55iFp/XX389/frXv05HHHFEedeWN/e+/fbbm5Ub+5x22mlp3bp16cQTT9zsSb/x1N7Pfe5z6e/+7u+y+xJuvfXW9OUvf7lcbnsLXb1cF4FFpFKk3155sT5+ATj44IM7ylLeFnYRCBU9CXyK3kP1U7+46lYP3/n6EVVTAgRqKVA6P4h3f9tq2RP5HDtGtxQ1FSYAiHH3kd59993spHubbbbpkln8D1K6mXbbbbfdbJ9XX321/Ln0q3tpRQQA8WovRX3iib233HJLiqsF0YmdjV2PZxFEipuVO0ql7fH8gc5SzCbU3oxCbe3b1asVbe1brXX+qFVLuvGPExMHtLz3pvFbrIUECDSyQExGEikCAH/b6r+n85pivhIShRkCtPvuu2ftiy/9T37yky63NX6dL0VYpSk2Szvfd9992WLchNGTh27FlYBIccNuBCadpVIAEP8Dl+4HaGuf0glwR/cJtLWfdQQIECBAgAABAgR6K1CYACCG7pRO0r/0pS+lX/7yl5227cknn0yf/exns3zxDIG99tqrvE+cZP/sZz/LPsdMPl35tb288+8XSpfi4mNX9i8FAJF/+fLl8bZFivsEShF+TH0qESBAgAABAgQIEKimQGECgJjO7xvf+EbW9pi680Mf+lA2rWcEAjFjT5yMx4lzjOWP6T8/9rGPZU/WLZ1o/+u//mv5xtt///d/TxMmTCg/lCvG87dO//Iv/5L+6q/+KsUVhPZSHDdSnPy3PLlvL38MM4p7EiLFswvaSqUHhUV7OxqC1Na+1hEgQIAAAQIECBDorUBhAoBoSEzlWZoKNE7441kAkyZNSjvssEOKmXXiRDxuij3qqKPSj3/84/LQnwgc4qm/pfQP//AP5Vl/YjafKLd1insM4irBU089ld0I3Hp7DCt6+OGHs9UHHnhg683tfo76Rpo1a1abeUrr99lnn81uPG4zs5UECBAgQIAAAQIEchYoVAAQbYu59+OhXa2Hx8SY+pixp2WKX/mvueaa9Ld/+7fl1XHi/sorr2Sfjz766BSzC7W+ATg2xpCjmIUnbiK86aabNis7ZqmJZwPMnz8/O0k/5ZRTyuXHwpIlS7Kbg+MG4dY33caVi5gNKOpw7733brbfQw89lGK600jHH3/8Ztt8IECAAAECBAgQIFANgcLMAlRqbNyw+4lPfCJ7EFiM4Y95+J999tlsGFBsiyfnxlj/eAhYPP239dSbcfIew3oOOOCA8j0FpbJbvsf9BvGk39tvvz09+uij6aWXXsqeMBxBRizHSX5ccYhjtJ5dKK4cxMl8pLhROK4ylFIEGxEw3HHHHemee+7JrjDEsWImoZiqNFJMO9qdJwyXyvZOgAABAgQIECBAoLcChQsASg2KsfTnnHNO9iqt68p7zKxz6qmndiVrOvbYY7PhRREwxK/9CxcuzPaL6T7j6sK5556bxowZ06WyWmaK6UNjTv64shBTlJamKY3g4KSTTkpxZUIiQIAAAQIECBAgUAuBwgYA1cKIsfjf/OY3s6cFRxAQ8//Hr/pxk257KbZPmzatvc3Z+rhvIF5xJWHu3LnZTcTbb7/9FlcsOizERgIECBAgQIAAAQI5C7R/lpvzgYpeXFxxKM3gk2ddY/agrswglOcxlUWAAAECBAgQIECgPYGq3wT8ox/9KMWc/fE68sgjy/V65513yutL27v7fsUVV5TLs0CAAAECBAgQIECAwJYCVb8CEDfpxrCYSEuXLi3XKKb9LK0vr+zmQjw/QCJAgAABAgQIECBAoH2BqgcAMcymNGtOzOlfSnHjbWl9aV133+OKgUSAAAECBAgQIECAQPsCVQ8AYmadeLVOcYPsq6++2nq1zwQIECBAgAABAgQI5ChQ9XsAcqy7oggQIECAAAECBAgQ6KZA1a8AdLN+shMgQIAAAQIEmkIgnk+0cuXK7EGkTdFgjayZQOEDgAULFqQXX3wxey1btixdcsklGdbLL7+c4h6CeFqvRIAAAQIECBCod4GLLrqo3pug/nUiUNghQDfeeGN2U/Do0aPTBz/4wfTxj388/c//+T/LrN/+9rfT+PHjs3Xr1q0rr7dAgAABAgQIECBAgED7AoULAOJG4EmTJqU//dM/Ta+99lq7NZ8zZ06KqwOXXXZZ+qM/+qO0atWqdvPaQIAAAQIECBAgQIDA/xcoVACwfv36dPbZZ6df/vKXWe1iytApU6ak4447bov+2nnnncvrfvazn6XPfOYz5c8WCBAgQIAAAQIECBBoW6BQAUD8mv/rX/86q+knPvGJFL/y33vvvemcc87ZovY/+MEP0qOPPpp22GGHbNu1116b3SewRUYrCBAgQIAAAQIECBAoCxQmAIhf/2Ncf6QTTzwx/du//VvadtttyxVta+Hwww9PDzzwQIqHiG3YsCFdffXVbWWzjgABAgQIECBAgACB3wsUJgB44YUX0urVq7Nqfec730l9+3atavvuu286/fTTs/1mz56tYwkQIECgjgWuvPLKdP7552evRYsW1XFLVJ0AAQLFFejaWXYV6v/kk09mR4lx//vss0+3jnjggQdm+V955ZVu7SczAQIECBRLYPHixdkEDzHJQ1zZlQgQIEAgf4HCBABr1qzJWjdw4MAu//pf4ojnA0TaaqutSqu8EyBAgAABAgQIECDQhkBhHgR20EEHZdVbuHBheuONN1LLWX7aqPdmqx5//PHs8/7777/Zeh8IECBQNIGnn346/cM//ENaunRp0apWiPq0fK7LhRdeWIg6Fa0Scd9b3Ct38cUXF61q6kOAQJ0IFCYAiJP30s28MRtQV2/o/fnPf57+8z//M+MWANTJt041CTSxQPzNiuEtUucCpSvDnedsvhy33357itny4qq5RIAAge4KFCYAGDx4cPrjP/7jdPPNN6cf/vCHaeLEienLX/5yh8OBfvGLX6Q/+7M/y9o8dOjQdOqpp3a3/fITIECgqgItf+EeNWpU6t+/MH+Gq+rgYD0TePfdd1PpO7Rx48aeFWIvAgSaXqBQ//J8//vfzx4CNnfu3PTVr341CwZihp958+ZlHbVp06YUNws/8cQT2fMBIlgopcsvvzxNmDCh9NE7AQIECi8QVzr33nvvwtdTBYsjcOaZZ6YYRiYRIECgNwKFCgC22267dM0112RXApYvX549FKz0YLBoZEwJd/DBB2/R3pNPPjl9/vOf32K9FQQIECBAgAABAgQIbC5QmFmAStU6/vjj0//9v/83ffSjH019+vQprW7zfezYsVnAcPfdd3eat80CrCRAgAABAgQIECDQZAKFugJQst9xxx3Tj3/84/SlL30pzZw5M7344ovZK26c22233dJee+2VvaZOnZpGjBhR2s07AQIECBAgQIAAAQKdCBQyACjV+QMf+ECKl0SAAAECBAgQIECAQD4ChRkCFDMbxM1N1113XXrvvffyaZ1SCBAgQIAAAQIECBDYTKAwAUA88v3WW2/Nxv6PHj06HXfccemqq67KHgq2WY19IECAAAECBAgQIECgxwKFCQD69u1bng97/fr1acaMGelzn/tcGj9+fDr00EPT3/3d36Vnnnmmxw21IwECBAgQIECAAAECKRUmAIgH4rzzzjvpJz/5STrvvPPStttuW+6fxx9/PP31X/91OuCAA9Iee+yR/vIv/zJ7XoCHoJSJLBAgQIAAAQIECBDokkBhAoCo7TbbbJPOOeec7D6ACAYeeeSRdOmll6b99tuv3JiXX345fec730mTJk1KO+ywQ/rkJz+ZYhrQ1atXl/NYIECAAAECBAgQIECgbYFCBQAtq9ivX7901FFHpSuuuCIb+vPqq6+madOmpSlTpqRBgwZlWSNI+OEPf5hOO+20FFcQ/v3f/71lEZYJECBAgAABAgQIEGglUNgAoFU906677pouueSSdO+996aFCxem66+/Pu2+++7lbPHk4Dlz5pQ/WyBAgAABAgQIECBAYEuBQj8HoGV1161blx577LHs5uAHH3ww/epXv0pr165tmcUyAQIECBAgQIAAAQKdCBQ2AIgbfJ944okUJ/vxivsBVqxYsUVzYqhQzBIU04bG/QMSAQIECBAgQIAAAQLtCxQqAHj22WfLJ/wPPfRQuw8EmzhxYnbCHyf9xxxzTBo5cmT7LbSFAAECBAgQIECAAIGyQGECgPnz56f999+/XLGWCzHbz7HHHls+6R83blzLzZYJECBAgAABAgQIEOiiQGECgNb17d+/fzr//PPTV77ylbTvvvu23uwzAQIECBAgQIAAAQI9ECjMLEAtnwQc7YinAce0noccckiaPHlyuvzyy9Ojjz6aNmzY0INm2oUAAQIECBAgQIAAgRAoTAAQ8/gvWrQo3Xnnnemzn/1s2muvvbIeWrNmTXZfwDe+8Y10xBFHpO222y6dccYZ6aqrrkrPP/+8XiRAgAABAgQIECBAoBsChRoCNHz48DR16tTsFW147bXX0v3335/uu+++bPrPCBCWLFmSBQkRKETacccdsysEcZXgpJNOSqNHj87W+w8BAgQIECBAgAABAlsKFOYKwJZVS2mXXXZJn/zkJ9NPf/rTtGDBguw5AH//93+fnfAPGTIk2+Xtt99O1157bfr4xz+e/vf//t9tFWMdAQIECBAgQIAAAQK/Fyh0ANCyl+IegcMOOyx9/etfz64KzJgxI/vFv2UeywQIECBAgAABAgQIdCxQqCFAHVV13rx52VCg6dOnZwFAXBFonWIIkUSAAAECBAgQIECAQPsChQ0A4ubfePpvjP+Pk/7f/va3W7Qipgo96qij0umnn57dNzBhwoQt8jTTik2bNqV4MnLRU1zNkQjkIRDf93r4zrdsa58+fVp+tEygxwLxt7Tevv89bqwdCRDIVaBQAUDM6hMn+3HSH08CXrly5RaNjV/5p0yZkp30n3zyyWmbbbbZIk8zr6iHqyCDBg1q5i7S9hwFhg4dmurhO9+yyQMGDGj50TKBHgvEd790P1yPC7EjAQIVEyjy1PWFCQDiScDtPfBr5513Tqeddlp20v/hD384DRw4sGKdVe8FL1u2rPBNiKs7EoE8BOJHgnr4zrds67p161p+tEygxwLx3Y9n5kgECBRToMgBemECgNZdd/DBB2fDemJ4TyxLnQvE0IIiR5ulFmzcuLG06J1ArwTi+14P3/mWjYyhehKBPATib2m9ff/zaLcyCBDovUBhAoAYy3jCCSeUnwMQv/pLBAgQIECAAAECBAjkK1CYACCeBBzj/yUCBAgQIECAAAECBConYDqWytkqmQABAgQIECBAgEDhBAQAhesSFSJAgAABAgQIECBQOQEBQOVslUyAAAECBAgQIECgcAICgMJ1iQoRIECAAAECBAgQqJyAAKBytkomQIAAAQIECBAgUDgBAUDhukSFCBAgQIAAAQIECFROQABQOVslEyBAgAABAgQIECicgACgcF2iQgQIECBAgAABAgQqJyAAqJytkgkQIECAAAECBAgUTkAAULguUSECBAgQIECAAAEClRMQAFTOVskECBAgQIAAAQIECicgAChcl6gQAQIECBAgQIAAgcoJCAAqZ6tkAgQIECBAgAABAoUTEAAUrktUiAABAgQIECBAgEDlBAQAlbNVMgECBAgQIECAAIHCCQgA0+jryQAAMOdJREFUCtclKkSAAAECBAgQIECgcgICgMrZKpkAAQIECBAgQIBA4QQEAIXrEhUiQIAAAQIECBAgUDkBAUDlbJVMgAABAgQIECBAoHACAoDCdYkKESBAgAABAgQIEKicgACgcrZKJkCAAAECBAgQIFA4AQFA4bpEhQgQIECAAAECBAhUTkAAUDlbJRMgQIAAAQIECBAonIAAoHBdokIECBAgQIAAAQIEKicgAKicrZIJECBAgAABAgQIFE5AAFC4LlEhAgQIECBAgAABApUTEABUzlbJBAgQIECAAAECBAonIAAoXJeoEAECBAgQIECAAIHKCQgAKmerZAIECBAgQIAAAQKFExAAFK5LVIgAAQIECBAgQIBA5QQEAJWzVTIBAgQIECBAgACBwgkIAArXJSpEgAABAgQIECBAoHICAoDK2SqZAAECBAgQIECAQOEEBACF6xIVIkCAAAECBAgQIFA5AQFA5WyVTIAAAQIECBAgQKBwAgKAwnWJChEgQIAAAQIECBConED/yhWtZAIECBDoSOD8889P/fv7M9yRkW2bCyxdunTzFT4RIECgBwL+5ekBml3yE7j//vvTG2+8kV+BSmp4gWeffbZh2rhs2bKGaYuGECBAgED9CAgA6qevGrKmDzzwQIqXRIAAAQIECBAgUB0B9wBUx9lRWghMmDChxSeLBHomMGjQoLTTTjv1bGd7ESBAgACBJhZwBaCNzl+wYEF666230pgxY9IOO+zQRo6OV23YsCGtXr26w0x9+vRJQ4cO7TBPo2487LDD0rRp09K8efMatYm9ateMGTPSf//3f2dl/Mmf/Enac889e1VeI+4c//+Ey9Zbb92IzdMmAgQIECBQUQEBQCveNWvWpO9///spgoDjjz8+TZ06tVWOzj/OmjUrXXfddR1mHDVqVPrWt77VYZ5G3rjXXnuleElbCsyePbscAOy3337piCOO2DKTNQ0hEP3brD8ENEQH1qARzz33XFqxYkUNjuyQBAg0koAAoFVv3nbbbdnJf6vV3fr45ptvdiu/zAQINKfA5Zdfnvbee+/mbLxW90jgzDPPTE8//XSP9rUTAQIESgICgJLE797jj+rMmTNbrOnZYikAOOWUU9KkSZPaLCSGMEgECBAgQIAAAQIEqi0gAPi9eMytfMMNN2Rzcse44nfffbfHfRH3D0Tafffd01ZbbdXjcuxIgAABAgQIECBAIG8BswD9XvT6669Py5cvT6effnrafvvte+y8cOHCtGrVqmz/cePG9bgcOxIgQIAAAQIECBCohIAA4HeqDz/8cIobqyZOnJiOPvroXjmXhv/ETb5DhgzJylq5cmU5KOhV4XYmQIAAAQIECBAg0EuBph8CFFNR3nHHHdnJ+nnnnZd6Oza/NPxn9OjRafr06emRRx5JS5Ysybppu+22SwcffHA6+eST04ABA3rZdXYnQIAAAQIECBAg0H2Bpg4AYr7+a665Jq1bty6de+65aZtttum+YKs9SlcAnn322RSvSHFPQQQBMTwonnobNxtfcsklXZrD/Ne//nW5nFaH2uJjDF368Ic/vMV6K+pLoHTlKGo9YsSIXg1Jq6+WN0dt4wFmEoE8BOJHpZZ/L/IoUxkECOQnsH79+vwKy7mkpg4Afvazn6U4YT/kkEPSoYcemgttKQDo379/Ouuss9JBBx2U3Qi8du3a7GrA3XffnebPn59uvPHGdPHFF3d6zCjv8ccf7zRfZBg/fnw69dRTu5RXpuIKDBw4sFy5+Md92LBh5c8W6l8g/jZIBPIQiEkmPEciD0llEKiMwLJlyypTcA6lNu2/RC+99FL2a/zIkSPT2WefnQPl/y/ihBNOyH7p33fffTd7gmuc1E2ePDkb+nPzzTdnv+o///zzaZ999snt2AoiQIAAAQIECBAg0JlAUwYAMUvPj3/847Rp06Z0/vnn5/oLylFHHdWheWy/9957sxmH5syZ02kAcOyxx6bDDjuswzJLGyPIKN2DUFrnvf4EWv5iEMPG9Gn99WFHNS7NEtZRHtsIdEXg7bffNgSoK1DyEKiRwODBg2t05M4P25QBQAz9ee+991LM1BMnV61PsOKkK9Jrr72WZsyYkS3Hr/d5pL59+6axY8emuAIRNyB3luIKRby6miKokOpbYOPGjeUGxPjBuEdFahyBlv3bOK3SkloI+PtQC3XHJNB1gSLf89WUAcDixYuz3luwYEE2A1B7XTl79uwUr0h5BQBRVlx5iFTkyDCroP8QIECAAAECBAg0nEBTBgAx339HN07FMwFi1p6ddtopu7G2q73+wgsvZE8TXrFiRbrsssvavXkzbgKONGbMmK4WLR8BAgQIECBAgACBXASaMgCYNGlSh3jf+973sgAgbuSdOnVqh3lbbtxxxx2zoUWx7sknn0xt3Q/w2GOPZeP/YyjQ/vvv33J3ywQIECBAgAABAgQqLuBJwD0gjqsDt9xyS/ZqOeY+5mw/4IADshLvvPPO9Prrr29Wegwnuu2227J1H/zgB1M8LEwiQIAAAQIECBAgUE2BprwC0FvgGOLz0EMPZcXEr/677rpruch4mvCVV16ZFi1alL797W9ns/xsu+222Q2/L7/8cjb+P375786VhXLhFggQIECAAAECBAj0UkAA0EvA1rvHg1kuvfTSdM8992QP/or7CUoprhDEsKApU6akPn36lFZ7J0CAAAECBAgQIFA1AQFAG9Sf/exn21j7/qr41X/atGnvr2i1FDcYn3nmmemMM85IMdPQ0qVLs6k/uzOdZ6sifSRAgAABAgQIECCQi4AAIBfGtgvp379/2mGHHbJX2zmsJUCAAAECBAgQIFBdATcBV9fb0QgQIECAAAECBAjUVEAAUFN+BydAgAABAgQIECBQXQEBQHW9HY0AAQIECBAgQIBATQUEADXld3ACBAgQIECAAAEC1RUQAFTX29EIECBAgAABAgQI1FRAAFBTfgcnQIAAAQIECBAgUF0BAUB1vR2NAAECBAgQIECAQE0FBAA15XdwAgQIECBAgAABAtUVEABU19vRCBAgQIAAAQIECNRUQABQU34HJ0CAAAECBAgQIFBdAQFAdb0djQABAgQIECBAgEBNBQQANeV3cAIECBAgQIAAAQLVFRAAVNfb0QgQIECAAAECBAjUVEAAUFN+BydAgAABAgQIECBQXQEBQHW9HY0AAQIECBAgQIBATQUEADXld3ACBAgQIECAAAEC1RUQAFTX29EIECBAgAABAgQI1FRAAFBTfgcnQIAAAQIECBAgUF0BAUB1vR2NAAECBAgQIECAQE0FBAA15XdwAgQIECBAgAABAtUVEABU19vRCBAgQIAAAQIECNRUQABQU34HJ0CAAAECBAgQIFBdAQFAdb0djQABAgQIECBAgEBNBQQANeV3cAIECBAgQIAAAQLVFRAAVNfb0QgQIECAAAECBAjUVEAAUFN+BydAgAABAgQIECBQXQEBQHW9HY0AAQIECBAgQIBATQUEADXld3ACBAgQIECAAAEC1RUQAFTX29EIECBAgAABAgQI1FRAAFBTfgcnQIAAAQIECBAgUF0BAUB1vR2NAAECBAgQIECAQE0FBAA15XdwAgQIECBAgAABAtUVEABU19vRCBAgQIAAAQIECNRUQABQU34HJ0CAAAECBAgQIFBdAQFAdb0djQABAgQIECBAgEBNBQQANeV3cAIECBAgQIAAAQLVFRAAVNfb0QgQIECAAAECBAjUVEAAUFN+BydAgAABAgQIECBQXQEBQHW9HY0AAQIECBAgQIBATQUEADXld3ACBAgQIECAAAEC1RUQAFTX29EIECBAgAABAgQI1FRAAFBTfgcnQIAAAQIECBAgUF2B/tU9nKNVUmDTpk1p6NChlTyEsqsgMGDAgPJRBg0apE/LGo2x0L+/P7uN0ZO1b8WQIUNSvCQCBAh0V8C/RN0VK3j+Pn36FLyGqtcdgehPfdodMXkJNI+Avw/N09daWp8CRf73WwBQn9+pNmsdX7QVK1a0uc3K+hFYt25dubKrV6/Wp2WNxlhYv359YzREK2ousHLlyrRx48aa10MFCBBoW2DYsGFtbyjAWvcAFKATVIEAAQIECBAgQIBAtQQEANWSdhwCBAgQIECAAAECBRAQABSgE1SBAAECBAgQIECAQLUEBADVknYcAgQIECBAgAABAgUQEAAUoBNUgQABAgQIECBAgEC1BMwCVC1pxyFAgEArgTfeeCN5LkArFB87FIiZwSQCBAj0VkAA0FtB+xMgQKCHApdcckkP97QbAQIECBDouYAhQD23sycBAgS6LTB8+PBu72MHAq0FBg4cmFo+Nbz1dp8JECDQkYArAB3p2EaAAIGcBc4999zs4U1Lly7NueTGKO6ZZ55Jixcvzhpz+OGHpzjRlTYX6NevXzrmmGNSvEsECBDoiYAAoCdq9iFAgEAPBbbbbrv0hS98oYd7N/5uX//619Pjjz+eNfTzn/98GjVqVOM3WgsJECBQZQFDgKoM7nAECBAgQIAAAQIEaikgAKilvmMTIECAAAECBAgQqLKAAKDK4A5HgAABAgQIECBAoJYCAoBa6js2AQIECBAgQIAAgSoLCACqDO5wBAgQIECAAAECBGopYBagWuo7NoE2BCZNmpR22mmnbMuECRPayGEVAQIECBAgQKDnAgKAntvZk0BFBCZOnJjiJREgQIAAAQIEKiFgCFAlVJVJgAABAgQIECBAoKACAoCCdoxqESBAgAABAgQIEKiEgACgEqrKJECAAAECBAgQIFBQAQFAQTtGtQgQIECAAAECBAhUQkAAUAlVZRIgQIAAAQIECBAoqIAAoKAdo1oECBAgQIAAAQIEKiEgAKiEqjIJECBAgAABAgQIFFRAAFDQjlEtAgQIECBAgAABApUQEABUQlWZBAgQIECAAAECBAoqIAAoaMeoFgECBAgQIECAAIFKCAgAKqGqTAIECBAgQIAAAQIFFRAAFLRjVIsAAQIECBAgQIBAJQQEAJVQVSYBAgQIECBAgACBggoIAAraMapFgAABAgQIECBAoBICAoBKqCqTAAECBAgQIECAQEEFBAAF7RjVIkCAAAECBAgQIFAJAQFAJVSVSYAAAQIECBAgQKCgAgKAgnaMahEgQIAAAQIECBCohIAAoBKqyiRAgAABAgQIECBQUAEBQEE7RrUIECBAgAABAgQIVEJAAFAJVWUSIECAAAECBAgQKKiAAKCgHaNaBAgQIECAAAECBCohIACohKoyCRAgQIAAAQIECBRUQABQ0I5RLQIECBAgQIAAAQKVEBAAVEJVmQQIECBAgAABAgQKKiAAKGjHqBYBAgQIECBAgACBSgj0r0Sh9V7mggUL0ltvvZXGjBmTdthhhx43Z9WqVenNN99MS5YsSTvuuGMaO3Zs6ttXzNVjUDsSIECAAAECBAj0WkAA0IpwzZo16fvf/36KIOD4449PU6dObZWjax/vv//+dN9996XVq1eXdxg8eHCaMmVKmjx5cnmdBQIECBAgQIAAAQLVFBAAtNK+7bbbspP/Vqu79fHuu+9O06dPz/bZb7/9sl//40rACy+8kO644460YsWKHgcW3aqIzAQIECBAgAABAgRaCQgAWoA8/fTTaebMmS3WdH8xTvRLJ/8f/ehH0+GHH14uZNasWenaa69NcXXgoIMOSrvsskt5mwUCBAgQIECAAAEC1RAwIP33ykuXLk033HBD6t+/f9p+++17bP/AAw9k++62226bnfzHykMPPTQ78Y/lhx9+ON4kAgQIECBAgAABAlUVEAD8nvv6669Py5cvT6effnqPA4BNmzal5557Liux5S//LXs0goBIv/nNb1LcJCwRIECAAAECBAgQqKaAAOB32vFrfJy4T5w4MR199NE99n/nnXfKJ/VRVluptH79+vXZTENt5bGOAAECBAgQIECAQKUEmv4egHnz5mU35g4ZMiSdd955qU+fPj22jpmDSmmrrbYqLW72PmjQoGyYUQQAETDssccem21v/WHlypXloKL1ttafY/hSvCQCBAjUq0DLv8H+ptVrL6o3AQJFF2jqs8UNGzaka665Jq1bty6de+65aZtttulVf5Wm/Iy5/iOgaC/FtmXLlnXpxD5uKH7wwQfbK2qz9ePHj09f+cpXNlvnAwECBOpJIKZLLqV4Dks8P0UiQIBAPQrEuV5RU1MPAfrZz36WPajrkEMOyW7Q7W0nlcb0Dx06tMMrCaWrA2vXru3tIe1PgAABAgQIECBAoFsCTXsF4KWXXkoxY8/IkSPT2Wef3S209jIPGDCgvU2brY+bhSN15anA8TTifffdd7P92/swevToFEOGJAIECNSrQFyZLaX4UcXftJKGdwIE6k1g48aNha1yUwYA8Y/Kj3/84xQn4ueff36KX+zzSBFMROrsH6zS9paXuts7/pFHHpni1dU0Z86crmaVjwABAoUTaHll9N133+3wamrhKq9CBAgQaCEwbNiwFp+KtdiUAUAM/XnvvffSqFGjspl43nrrrc16ZeHChdnn1157Lc2YMSNbnjx58mZ52vpQCgAi4ov7Ado7wY8nAUfq6D6Btsq3jgABAgQIECBAgEBvBZoyAFi8eHHmFrP23HHHHe0azp49O8UrUncCgMgfzxRoKwCIqw+lS0IxZEciQIAAAQIECBAgUE2BpgwAYi7+job9xDMBlixZknbaaacUM+t0NcXNvcOHD89m+Hn++efTpEmTtti19KCwmN5u3LhxW2y3ggABAgQIECBAgEAlBZoyAGjrxLwl8ve+970sAIibb6dOndpyU6fLUfY999yTZs2a1WYAEOsj7bPPPubs71RTBgIECBAgQIAAgbwFmnoa0J5ixtWBW265JXu1vun2Qx/6UIrZgF555ZV07733bnaIhx56KD3zzDPZuuOPP36zbT4QIECAAAECBAgQqIZAU14B6C1s3MQbJ/ORdtxxx7Trrrtmy/GfGAZ0yimnZPcWxJWAp556Ku2yyy7Z8wZef/31LN+JJ56Ydtttt/I+FggQIECAAAECBAhUS0AAUAHpuGE4Zhi66aabNptlKIKDk046KR199NEVOKoiCRAgQIAAAQIECHQuIABow+izn/1sG2vfXxW/+k+bNu39FW0sHXjggSleMVxo7ty52QPHtt9++2x4UBvZrSJAgAABAgQIECBQFQEBQIWZ49kApecDVPhQiidAgAABAgQIECDQqYCbgDslkoEAAQIECBAgQIBA4wgIABqnL7WEAAECBAgQIECAQKcCAoBOiWQgQIAAAQIECBAg0DgCAoDG6UstIUCAAAECBAgQINCpgACgUyIZCBAgQIAAAQIECDSOgACgcfpSSwgQIECAAAECBAh0KiAA6JRIBgIECBAgQIAAAQKNIyAAaJy+1BICBAgQIECAAAECnQoIADolkoEAAQIECBAgQIBA4wgIABqnL7WEAAECBAgQIECAQKcCAoBOiWQgQIAAAQIECBAg0DgCAoDG6UstIUCAAAECBAgQINCpgACgUyIZCBAgQIAAAQIECDSOgACgcfpSSwgQIECAAAECBAh0KiAA6JRIBgIECBAgQIAAAQKNIyAAaJy+1BICBAgQIECAAAECnQoIADolkoEAAQIECBAgQIBA4wgIABqnL7WEAAECBAgQIECAQKcCAoBOiWQgQIAAAQIECBAg0DgCAoDG6UstIUCAAAECBAgQINCpgACgUyIZCBAgQIAAAQIECDSOgACgcfpSSwgQIECAAAECBAh0KiAA6JRIBgIECBAgQIAAAQKNIyAAaJy+1BICBAgQIECAAAECnQoIADolkoEAAQIECBAgQIBA4wgIABqnL7WEAAECBAgQIECAQKcCAoBOiWQgQIAAAQIECBAg0DgCAoDG6UstIUCAAAECBAgQINCpgACgUyIZCBAgQIAAAQIECDSOgACgcfpSSwgQIECAAAECBAh0KiAA6JRIBgIECBAgQIAAAQKNIyAAaJy+1BICBAgQIECAAAECnQoIADolkoEAAQIECBAgQIBA4wgIABqnL7WEAAECBAgQIECAQKcCAoBOiWQgQIAAAQIECBAg0DgCAoDG6UstIUCAAAECBAgQINCpgACgUyIZCBAgQIAAAQIECDSOgACgcfpSSwgQIECAAAECBAh0KiAA6JRIBgIECBAgQIAAAQKNIyAAaJy+1BICBAgQIECAAAECnQoIADolkoEAAQIECBAgQIBA4wj0b5ymaMmmTZtS375iOt8EAgTqV6BPnz7lysffM3/TyhwWCBAgkJuAACA3ymIUNGLEiGJURC0IECDQA4F+/fqV9xo2bFjyN63MYYEAgToT2LBhQ2FrLAAobNf0rGLLly/v2Y72IkCAQAEEWv6DuXLlyuRvWgE6RRUIEOiRwODBg3u0XzV2EgBUQ7lKx4hL5+vXr6/S0RyGAAEC+QvEUMZSir9n/qaVNLwTIEAgPwEDxvOzVBIBAgQIECBAgACBwgsIAArfRSpIgAABAgQIECBAID8BAUB+lkoiQIAAAQIECBAgUHgBAUDhu0gFCRAgQIAAAQIECOQnIADIz1JJBAgQIECAAAECBAovIAAofBepIAECBAgQIECAAIH8BAQA+VkqiQABAgQIECBAgEDhBQQAhe8iFSRAgAABAgQIECCQn4AAID9LJREgQIAAAQIECBAovIAAoPBdpIIECBAgQIAAAQIE8hMQAORnqSQCBAgQIECAAAEChRcQABS+i1SQAAECBAgQIECAQH4CAoD8LJVEgAABAgQIECBAoPACAoDCd5EKEiBAgAABAgQIEMhPQACQn6WSCBAgQIAAAQIECBReQABQ+C5SQQIECBAgQIAAAQL5CQgA8rNUEgECBAgQIECAAIHCCwgACt9FKkiAAAECBAgQIEAgPwEBQH6WSiJAgAABAgQIECBQeAEBQOG7SAUJECBAgAABAgQI5CcgAMjPUkkECBAgQIAAAQIECi8gACh8F6kgAQIECBAgQIAAgfwEBAD5WSqJAAECBAgQIECAQOEFBACF7yIVJECAAAECBAgQIJCfgAAgP0slESBAgAABAgQIECi8gACg8F2kggQIECBAgAABAgTyExAA5GepJAIECBAgQIAAAQKFFxAAFL6LVJAAAQIECBAgQIBAfgICgPwslUSAAAECBAgQIECg8AICgMJ3kQoSIECAAAECBAgQyE9AAJCfpZIIECBAgAABAgQIFF5AAFD4LlJBAgQIECBAgAABAvkJ9Nn0u5RfcUqqtcCcOXNqXQXHJ0CAQI8FXnzxxbRkyZJs/wMPPDANHDiwx2XZkQABArUUGDZsWNp+++1rWYV2j92/3S02ECBAgACBKgvsueeeVT6iwxEgQKD5BAwBar4+12ICBAgQIECAAIEmFhAANHHnazoBAgQIECBAgEDzCQgAmq/PtZgAAQIECBAgQKCJBQQATdz5mk6AAAECBAgQINB8AgKA5utzLSZAgAABAgQIEGhiAQFAE3e+phMgQIAAAQIECDSfgACg+fpciwkQIECAAAECBJpYQADQxJ2v6QQIECBAgAABAs0n4EFgv+vz9evXp7lz56Z33nknjRw5Mu2yyy5pwIABPf42bNiwIa1evbrD/fv06ZOGDh3aYR4bCRAgQIAAAQIECOQt0PQBwBNPPJFuv/329N5775Vt+/XrlyZOnJguuOCCtNVWW5XXd3Vh1qxZ6brrrusw+6hRo9K3vvWtDvPYSIAAAQIECBAgQCBvgaYeAhQn6v/n//yf7OR/1113TSeeeGI65phj0ogRI9Jzzz2Xvvvd724WGHQV/8033+xqVvkIECBAgAABAgQIVFWgaa8ALFu2LN1www0Z9rHHHpvOOOOMFMNyIp1yyinpn//5n9Mbb7yR7rzzzvTxj388W9/V/5QCgChn0qRJbe5WOlabG60kQIAAAQIECBAgUCGBpr0CEEN/1q1bl/3aP3Xq1PLJfzgPGjQonXzyyRn5Cy+8kDZu3Ngt/rfeeivLv/vuu2dDiGIYUeuX8f/dIpWZAAECBAgQIEAgJ4GmvQIwevTodPTRR2c3/caY/9YpbgaOtGLFirR8+fIsUGidp63PCxcuTKtWrco2jRs3rq0s1hEgQIAAAQIECBComUDTBgB77713ild76ZVXXsk2jRkzpssn/7FDafhP3OQ7ZMiQrIyVK1dmVxhKn7OV/kOAAAECBAgQIECgBgJNGwC0Z71mzZr0zDPPZGP/I8+RRx7ZXtY215eG/8QVhunTp6dHHnkkLVmyJMu73XbbpYMPPjgbXtSbaUbbPLCVBAgQIECAAAECBLog0GfT71IX8jV8lrfffjvdeuut6eWXX04xj3///v3T2WefnY444ohutf0HP/hBevrppzfbZ+utt86CgBJ1XFW45JJLUqzvLMW9CnEfQldSBBh/+Id/2JWs8hAgQIAAAQIECFRQIM4nu3KuV8EqtFu0KwC/p3nttdfS7Nmzy1B9+/ZNr7/+etpnn32y+wTKGzpZKA0BigDirLPOSgcddFB2A/DatWuzqwF33313mj9/frrxxhvTxRdf3ElpKc2ZMyfNnDmz03yRYfz48emEE07oUl6ZCBAgQIAAAQIEKicQM04WNQkAft8ze+65Z/r617+e4obgGP//H//xH9kJewwH+uIXv5i22WabLvVhnIDHjcD77rtvijJLaeDAgWny5MnZE4Zvvvnm9Oyzz6bnn38+CzBKebwTIECAAAECBAgQqLSAIUDtCMeTgS+//PK0evXqbBjQeeed107O7q2OKUW/8Y1vZDMLxVSjJ510UocFLFq0KC1evLjDPKWNgwcP3mw609J67wQIECBAgAABAtUViB9/Y3h2EZMrAO30SvziHw/xuv/++9Nvf/vblFcAEEOLxo4dm1566aU0b968do7+/uptt902xaurKYYMSQQIECBAgAABArUVKPKEL037ILD4SsSDwGJsfnspTtQjxTSekTevVLoZOH6xlwgQIECAAAECBAhUU6BprwBMmzYtu+n3+OOPT/Ek4LZSaejNiBEjsrH7beVpuS5m67nhhhuyh4dddtll6f+1dz+wXs1/HMffl/ype6+KSJHk7yItio0aJpR109RErD9ii5U/o7kNo2xksQnFTOVPG0msf7LGiKSktfzLn/zLn90owy1k4vs7r89v57Pz/fb93vPt1s095zw/2+2e7/mcf5/H57vueZ/z+VNVVRXN9svqBKyk0YBICCCAAAIIIIAAAgjsTYHMvgHo2LGjc167dm3Rp/saukl5Sp07d3a/4/7RMdV3QG8V1q1bV3Tz1atXu/b/agrUrVu3otuwEgEEEEAAAQQQQACBphLIbACg8fI1VKdG7Jk3b54b+z9E1g38c889Z5rUS9vU1NSEWe63JvbSPvqJtrnXm4JTTjnFbbNgwQI3jGh0Rw0z+tJLL7lVvXv3Nk0WRkIAAQQQQAABBBBAYG8KZHoUoBUrVrjx+AXerl07N2ynbv41GZia/1RUVLjJwHSzHk2aNGzy5Mlu1bBhw/JmC/79999typQpptF7tL/mEVAnXnX41XHV/l9P/keOHGlN0QcgGpBEr5llBBBAAAEEEEAAgb0noKbgur9sjimzfQBUGeFT+Llz57ob9C1btvg6UrMfzQTcqVMnv66chcrKSqutrbUlS5a4eQTWr1/vd9Mbgj59+lj//v0ZrtOrsIAAAggggAACCCCwNwUy/QYgCl1fX291dXWmMVs1+k/Lli2j2Y1a3rFjh23evNl0bB2zdevWjTrOruyktxMkBBBAAAEEEEAAgf9WoFWrVtamTZv/9iJKnJ0AoAQMqxFAAAEEEEAAAQQQSKNAZjsBp7EyKRMCCCCAAAIIIIAAAnECBABxQuQjgAACCCCAAAIIIJAiAQKAFFUmRUEAAQQQQAABBBBAIE6AACBOiHwEEEAAAQQQQAABBFIkQACQosqkKAgggAACCCCAAAIIxAkQAMQJkY8AAggggAACCCCAQIoECABSVJkUBQEEEEAAAQQQQACBOAECgDgh8hFAAAEEEEAAAQQQSJEAAUCKKpOiIIAAAggggAACCCAQJ0AAECdEPgIIIIAAAggggAACKRIgAEhRZVIUBBBAAAEEEEAAAQTiBAgA4oTIRwABBBBAAAEEEEAgRQIEACmqTIqCAAIIIIAAAggggECcAAFAnBD5CCCAAAIIIIAAAgikSIAAIEWVSVEQQAABBBBAAAEEEIgTIACIEyIfAQQQQAABBBBAAIEUCRAApKgyKQoCCCCAAAIIIIAAAnECBABxQuQjgAACCCCAAAIIIJAiAQKAFFUmRUEAAQQQQAABBBBAIE6AACBOiHwEEEAAAQQQQAABBFIkQACQosqkKAgggAACCCCAAAIIxAkQAMQJkY8AAggggAACCCCAQIoECABSVJkUBQEEEEAAAQQQQACBOAECgDgh8hFAAAEEEEAAAQQQSJEAAUCKKpOiIIAAAggggAACCCAQJ0AAECdEPgIIIIAAAggggAACKRIgAEhRZVIUBBBAAAEEEEAAAQTiBAgA4oTIRwABBBBAAAEEEEAgRQIEACmqTIqCAAIIIIAAAggggECcAAFAnBD5CCCAAAIIIIAAAgikSIAAIEWVSVEQQAABBBBAAAEEEIgTIACIEyIfAQQQQAABBBBAAIEUCRAApKgyKQoCCCCAAAIIIIAAAnECBABxQuQjgAACCCCAAAIIIJAigRYpKgtFQQABBBBohMD69ett6tSptmbNGvv222+tS5cuduaZZ9rgwYPt3HPPtddff93mzp3rjjxp0iRr3769P8uyZctszpw57vN9991nv/32m+n3yy+/bJWVlXbhhRfaLbfcYkcddZTfRwurVq2yZ555xnTuTz/91Fq3bm3du3d3P1dffbV17Ngxb/voh5tuusm2b99uhx12mN19993RrLzl999/3x577DG3rqamxvQTphUrVtjs2bPdxzvvvNMOP/xwe+qpp+zNN9+0d955x/744w879thj7eKLL7YxY8ZYdXV1uCu/EUAAgeQL5EgIIIAAApkVuO2223IVFRW54K/ZTj/77LNPLriZzz344IM+L7hZz7OaNm2azwtuuHOdO3f2n8Njzpw50++zadOm3PDhw0ueU/u0bds2F9yc+30KF6qqqtw5jjvuuMKsvM/z58/31zJx4sS8vBkzZvi8tWvX5i677DL/Obzu8Pehhx6ae/fdd/P25wMCCCCQZAHeAAT/w5MQQACBLArU1tbalClTXNGDm30bNGiQnXXWWe7pup6Ev/baazZhwgTr0KFDWTzjx4+3jRs3um333Xdf++eff6xVq1Z26aWXunX6rCfqq1evdp/11F+fe/bs6d4c6Mn70qVL7ZdffrEgSDA9wb///vvLOvfubKRzffzxx+4thJ729+7d277//nt74YUXTG84Nm/ebH379rXly5dbjx49dudU7IsAAgg0CwECgGZRDVwEAgggsHcF1q1bZw888IA7aZs2bezZZ5+1iy66yF/EHXfc4ZrEXHfddVZXV+fXB0+8/HLhwquvvuqazTz00EN2/vnnuxv4b775xjefUdOg8Oa/V69erlmRmhtF04svvmijR4+2+vp6C9482LBhw+y0006LbrLHl3Xzr+tQs6WuXbv641977bWmIElO27Zts7Fjx5qaDpEQQACBpAvQCTjpNcj1I4AAAo0QUFv+f//91+1577335t38h4cbNWqU3XrrreHH2N96i/D000/bgAED7IADDrAzzjjDhg4d6vb75JNPTOdUUt+AxYsXu5tutyLyz5AhQ9yNv1bpjYECkIaCjsiuu7Wo9v/Rm38dTOXRGxL1TVDSGwq9FSEhgAACSRcgAEh6DXL9CCCAwC4K/Pnnn66pjXZT59xrrrmm5BHUgffggw8umR/NUFMeNZ8plnTj/Pfff7usG2+8Ma8jceH2I0eO9DfjemOwYcOGwk326OfzzjvPzj777KLHDPpH2O233+7zFi5c6JdZQAABBJIqQACQ1JrjuhFAAIFGCqxcudIUBChptJ/99tuv5JEOOuggO/3000vmRzOCTrnRj3nLGuknTHpD0FBS/4Foc6Tovg3t19g89UNoKPXp08dnq28ECQEEEEi6AAFA0muQ60cAAQR2UeCHH37wexx99NF+udRCOdto3+OPP77UIUxNgMJUzvGifQM+++yzcNcm+R2MXNTgcdUJev/993fbRPtDNLgTmQgggEAzFiAAaMaVw6UhgAACTSHw888/+8MGQ1z65VIL5Y4CdOSRR5Y6hH3++ecur0WLFmWNKhQ9VjiyUMmD72ZG4RwFhYdTMyDNOaAUtSvcjs8IIIBAUgQIAJJSU1wnAgggsIcEopNslfNE+8cffyzrzOo0WyqF/Qh27NjhRtQptV24PnqjreFCi6W4zsE6VzlJk37FpS1btrhNNGISCQEEEEi6QOn/rZNeMq4fAQQQQKCoQLSpznfffVd0m+hKzQ68uyl6Tg0NGpei25R6SxF2Ki51LM1KXE6KK5/mAdDMw0qaMZiEAAIIJF2AACDpNcj1I4AAArsooJvx8Gm9Rtlp6En5X3/9ZcFMubt4hp03jwYAH3744c4bFKz54IMP/JrCzsVhp+WwI7PfsGDh66+/9msaelsQNk/yGxcsfPTRR35NuR2i/Q4sIIAAAs1QgACgGVYKl4QAAgg0pUBVVZVdfvnl7hR60j579uySp3v88cfzJgIruWFMhkYbCpMmBAvnIAjXRX8rQFi0aJFbVV1d7SYVi+ZrZCIlNcuJNhWKbqOgRnMNlJNUxoaCiehsxJdcckk5h2QbBBBAoFkLEAA06+rh4hBAAIGmEZg4caKpQ67ShAkT7K233trpREuXLrW77rprp/WNWTFo0CA/1r5u8MNZiAuPtXXrVrvhhhv85F8KVA488MC8zXr06OE+66m+5ikoljS3gWY7Lidt2rTJ7rnnnqKbLliwwF555RWXpzcR/fv3L7odKxFAAIEkCRAAJKm2uFYEEEBgDwmoSU548/zTTz9Z37597corr7RHHnnEpk6d6mbw1Vj8v/76qw8UdGqNiNPYpGNrjH+l2tpau+KKK0xNkNTMSE/y9cS+V69etmzZMreNhguNPn13K4N/xowZEy66mYc1W7CCFTX5efLJJ23gwIFufbSzs9+hxIICgBEjRpiaHmkG4i+++MIUJA0ePNjv8eijj7oZjv0KFhBAAIGkCgRPUEgIIIAAAhkVePjhh3PBm4Bc8Ddsp5/gZj0X3IDngqfePi/oNJwnNW3aNJ83Y8aMvLxiH+bNm5dr166d30fnLXb+k08+ORdMAFbsELmg+VAuuMnPO0bh9Z9wwgm5L7/80m8T3MznHUvXGu7Tr1+/XMuWLf3nwusJ+hzkZs2albc/HxBAAIEkC/AGIPgLQEIAAQSyKnD99debZre9+eabXRMdDbkZ3Hzb6NGj7Y033rDx48dbdLSdUkNylus3ZMgQU6faoUOHmvoiKEU7IXfq1MkmTZrk3gyceOKJRQ+rtxBqmqO3A0EwkbeN+geoudHbb79tcRN8hTvqjcHy5cute/fu7g1H9HqC4MA1j7rqqqvCzfmNAAIIJF6gQtFL4ktBARBAAAEEmkxAI9+sWbPGNd9RMLA7zYCiF6k/P2q2oz4B6o+gG/aTTjrJj1AU3bahZU0Upvb+2l838eEIRw3tM3PmTFM/AaXgLYaNHTvWLasp0sqVK11Tn65du1p0QjK3Af8ggAACKRD4fw+wFBSEIiCAAAIIlC+gkXj0tLxbt26+c26xvevr623Dhg0uK2hWs8du/nVABRLHHHOM+yl27nLX6ca/3Kf9ccc85JBDrKamJm4z8hFAAIFECxAAJLr6uHgEEECgcQJq8rJkyRK383vvvec63xY7kpoAhRNqXXDBBcU2YR0CCCCAQMIE6AOQsArjchFAAIE9IdCzZ09/GI0GVDg5l5rnaH6AJ554wm2nybdGjRrl92EBAQQQQCC5ArwBSG7dceUIIIBAowU0DOf8+fPdjb/mAFDb+Q4dOrjmQNu3b3frv/rqK3/8yZMn26mnnuo/s4AAAgggkFwBAoDk1h1XjgACCDRaoLKy0s22O27cOD9jbl1dnT3//PN5x2zfvr1Nnz7dNHoPCQEEEEAgHQKMApSOeqQUCCCAQKMFNPmVZrvVaDrBOP9WXV1tRxxxhJ1zzjlu5luN0JO2FMwRYKtWrXLF0ihH6uBMQgABBLIiQACQlZqmnAgggAACCCCAAAIIBAJ0AuZrgAACCCCAAAIIIIBAhgQIADJU2RQVAQQQQAABBBBAAAECAL4DCCCAAAIIIIAAAghkSIAAIEOVTVERQAABBBBAAAEEECAA4DuAAAIIIIAAAggggECGBAgAMlTZFBUBBBBAAAEEEEAAAQIAvgMIIIAAAggggAACCGRIgAAgQ5VNURFAAAEEEEAAAQQQIADgO4AAAggggAACCCCAQIYECAAyVNkUFQEEEEAAAQQQQAABAgC+AwgggAACCCCAAAIIZEiAACBDlU1REUAAAQQQQAABBBAgAOA7gAACCCCAAAIIIIBAhgQIADJU2RQVAQQQQAABBBBAAAECAL4DCCCAAAIIIIAAAghkSIAAIEOVTVERQAABBBBAAAEEECAA4DuAAAIIIIAAAggggECGBAgAMlTZFBUBBBBAAAEEEEAAAQIAvgMIIIAAAggggAACCGRIgAAgQ5VNURFAAAEEEEAAAQQQ+B87pte6L8fhIQAAAABJRU5ErkJggg==" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 也能够这样通过设置 theme 实现

bp + theme(axis.ticks = element_blank(), axis.text.x = element_blank())

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

连续型数据的坐标轴

设置坐标轴的范围和颠倒

# Make sure to include 0 in the y axis

bp + expand_limits(y=0) # y轴从0開始

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" 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# 设置y轴的范围

bp + expand_limits(y=c(0,8))

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

我们能够通过expand_limits设置坐标轴的范围, 可是假设 scale_y_continuous 被使用, 那么就会覆盖ylim的设置.

# 设置y轴的范围

bp + ylim(0, 8)

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 相同能够这样

bp + scale_y_continuous(limits=c(0, 8))

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 假设同一时候设置 scale_y_continuous 和 ylim那么ylim会被覆盖,首先运行scale_y_continuous

bp + scale_y_continuous(limits=c(0, 8))+

  ylim(0,10)
## Scale for 'y' is already present. Adding another scale for 'y', which will replace the existing scale.

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

假设 y 的范围使用上面的方法被截取, 那么这个范围以外的数据会被忽略,原始数据中的数据相同会被忽略,比方设置了ylim(5,8),那么小于5和大于8的原始数据相同会被忽略,当然散点图没有问题,可是箱线图会出错.

为了避免这个问题能够使用coord_cartesian来设置范围.

能够看以下的样例, 第一个出错了, 第二个使用了coord_cartesian得到了正确的画图.

# These two do the same thing; all data points outside the graphing range are

# dropped, resulting in a misleading box plot

bp + ylim(5, 7.5)
## Warning: Removed 13 rows containing non-finite values (stat_boxplot).

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# bp + scale_y_continuous(limits=c(5, 7.5))

# Using coord_cartesian "zooms" into the area

bp + coord_cartesian(ylim=c(5, 7.5))

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AgQIAAAQGA7wABAgQIECBAgACBHAkIAHI02LpKgAABAgQIECBAQADgO0CAAAECBAgQIEAgRwICgBwNtq4SIECAAAECBAgQEAD4DhAgQIAAAQIECBDIkYAAIEeDrasECBAgQIAAAQIEBAC+AwQIECBAgAABAgRyJCAAyNFg6yoBAgQIECBAgAABAYDvAAECBAgQIECAAIEcCQgAcjTYukqAAAECBAgQIEBAAOA7QIAAAQIECBAgQCBHAgKAHA22rhIgQIAAAQIECBAQAPgOECBAgAABAgQIEMiRgAAgR4OtqwQIECBAgAABAgQEAL4DBAgQIECAAAECBHIk0DVHfc18Vzdu3Bi6dOmS+X5mvYOdOnUqdrFz587GtKhhIW8Cfp/lbcT1t1TA979Uw3K1BQQA1Rbt4Pr69evXwS3w8Vsr0L1792IVvXr1Ct26dSu+t0Ag6wJdu779Z6lPnz4hHtiQCORFoHAAKP7097zxR72pqaluO/H2b9q6baKGtUVg2bJlbSmubB0KxKP+PXv2TFq2atWqsHr16jpspSYRaB+BHj16FIPeFStWhHr+A9o+AmrNs0Bhpz8Gvv6eN/43IR7Eq9ckAKjXkdmCdsUjBv5YbgFcnW1SesRzw4YNxrTOxkdzaicQf5/5nVY7b59UXwK++/U1HllrjYuAszai+kOAAAECBAgQIEAgRUAAkIIjiwABAgQIECBAgEDWBAQAWRtR/SFAgAABAgQIECCQIiAASMGRRYAAAQIECBAgQCBrAgKArI2o/hAgQIAAAQIECBBIERAApODIIkCAAAECBAgQIJA1AQFA1kZUfwgQIECAAAECBAikCAgAUnBkESBAgAABAgQIEMiagAAgayOqPwQIECBAgAABAgRSBAQAKTiyCBAgQIAAAQIECGRNQACQtRHVHwIECBAgQIAAAQIpAgKAFBxZBAgQIECAAAECBLImIADI2ojqDwECBAgQIECAAIEUAQFACo4sAgQIECBAgAABAlkTEABkbUT1hwABAgQIECBAgECKgAAgBUcWAQIECBAgQIAAgawJCACyNqL6Q4AAAQIECBAgQCBFQACQgiOLAAECBAgQIECAQNYEBABZG1H9IUCAAAECBAgQIJAiIABIwZFFgAABAgQIECBAIGsCAoCsjaj+ECBAgAABAgQIEEgREACk4MgiQIAAAQIECBAgkDUBAUDWRlR/CBAgQIAAAQIECKQICABScGQRIECAAAECBAgQyJqAACBrI6o/BAgQIECAAAECBFIEBAApOLIIECBAgAABAgQIZE1AAJC1EdUfAgQIECBAgAABAikCAoAUHFkECBAgQIAAAQIEsiYgAMjaiOoPAQIECBAgQIAAgRQBAUAKjiwCBAgQIECAAAECWRMQAGRtRPWHAAECBAgQIECAQIqAACAFRxYBAgQIECBAgACBrAkIALI2ovpDgAABAgQIECBAIEVAAJCCI4sAAQIECBAgQIBA1gQEAFkbUf0hQIAAAQIECBAgkCIgAEjBkUWAAAECBAgQIEAgawICgKyNqP4QIECAAAECBAgQSBEQAKTgyCJAgAABAgQIECCQNQEBQNZGVH8IECBAgAABAgQIpAgIAFJwZBEgQIAAAQIECBDImoAAIGsjqj8ECBAgQIAAAQIEUgQEACk4sggQIECAAAECBAhkTUAAkLUR1R8CBAgQIECAAAECKQICgBQcWQQIECBAgAABAgSyJiAAyNqI6g8BAgQIECBAgACBFAEBQAqOLAIECBAgQIAAAQJZExAAZG1E9YcAAQIECBAgQIBAioAAIAVHFgECBAgQIECAAIGsCQgAsjai+kOAAAECBAgQIEAgRUAAkIIjiwABAgQIECBAgEDWBAQAWRtR/SFAgAABAgQIECCQItA1JS/TWStXrgxNTU0V97Fv376hU6dOFZePBVetWhVeeeWVsHTp0jB06NAwZMiQ0LmzmKtNiAoTIECAAAECBAhUVSC3AcCPfvSj8NJLL1WMedFFF4U+ffpUXP6uu+4Kd955Z1i9enVxm549e4YJEyaEo446qrjOAgECBAgQIECAAIFaCuQ2AGgLcpcuXUJ8VZpuueWWcMcddyTF99prr+TofzwTMHPmzHDjjTeGFStWhIkTJ1ZanXIECBAgQIAAAQIEqiaQ2wDg7LPPDhs2bCgLOW/evDBp0qSkzCmnnBLi0ftKUtzRL+z8n3HGGeGAAw4objZt2rRw5ZVXhnh2YNy4cWGXXXYp5lkgQIAAAQIECBAgUAuB3E5I79WrVzKlJ07r2fwVj/Zfc801yc7/e9/73nDwwQdXPBZTpkxJyo4cOXKTnf+4cr/99kt2/OPy/fffH39IBAgQIECAAAECBGoqkNsAIE158uTJYdGiRWHgwIHh5JNPTiu6Sd7GjRvD9OnTk3WlR/5LC8UgIKY//elPyUXCpXmWCRAgQIAAAQIECLS3gABgM+EXXnghPPLII8naD33oQ6F79+6blSj/duHChcWd+j322KPFgoX169evD3Pnzm2xjJUECBAgQIAAAQIE2ktAAFAiG68JuO6665I1e++9dxg7dmxJbuuL8axBIZW7Y1CPHj1C167/d+lFDBgkAgQIECBAgAABArUUyO1FwC0hx+k7haPyW3KrzsItP+O9/uM1BuVSzFu2bFnxbEG5cnH9vffeGx599NG0IsW8HXfcMZx66qnF9xYaU6D0jlPbbrtt6sXqjdlDrSZQXqBbt27FzMGDBxeXLRDIg0DhWUHxZ/ybLjW2QGG/sB57IQAoGZWHHnooebfTTjuF0aNHl+RUthgf/BVT7969Ux8aFs8OxABg7dq1rVb8xhtvJA8Ta7XgWwXiL4x4hkHKjkDpzlB2eqUnBCoT8PusMielsicQHzzq+9/441rJfl5H9dIUoL/Kx6f1Pvvss8m78ePHb9F4VLqzFi8WjqkQ6W/Rh9mIAAECBAgQIECAwBYIOAPwV7Q//vGPyVSLOD2ncKeetnoOGDAg2WTlypWpmxbyK3m2QHxg2Pvf//7U+gqZ8YhBW55uXNjOz/oS2GabbULhu1R6YXl9tVJrCLSPQJz2U5hCGZ+r0tTU1D4fpFYCdSgwbNiw5MGj8Xsfv/9SYwvEGR/9+vWry04IAN4alnhE/uGHH04G6MADD9zi026FnbZ4MXGc91VuBz8+CTimwh+55E2Zf9r6FOLC2YUy1VndYAJxPI1pgw2a5lZNwPe/apQqakABv/sbcNAaqMmmAL01WM8991xYvHhxMmxbOv0nblwIAOLy8uXL449mKV4nUHgCsQvcmvFYQYAAAQIECBAg0M4CAoC3gGfOnJkwDxo0KGzNTnnpqZ4ZM2a0OHSFB4XFW4HGU30SAQIECBAgQIAAgVoKCADe0p49e3ZiPnTo0K22L5xBmDZtWot1FdbvueeexecBtFjQSgIECBAgQIAAAQLtIJD7ACDOsXv55ZcT2krvuRvvGDR58uTkVQgeCmNz6KGHhng3oPhE4dtuu62wOvk5derU8MwzzyTLxxxzzCZ53hAgQIAAAQIECBCohUDuLwKOF+QW7tNaaQAQt4k78zHFswYjRoxIluM/cRrQCSecEG688cZw6623hqeeeirssssuydX8hUDjuOOOCyNHjixuY4EAAQIECBAgQIBArQRyHwC8+eabRetKA4DiBmUW4lOEt99++/DrX/86ebJw4enCMTh43/veFw477LAyW1pNgAABAgQIECBAoH0FOr01Beb/nkrVvp+T29rjdKFXX301uUNQvMi40oeFbSnY5lOStrQe23WcwMCBA4t3lFqwYEEoPGG641rkkwnUTmCHHXYo3iJ5zpw5ngNQO3qfVAcCw4cPLz4HIH7/pcYW6Nu3b4j7fvWYcn8GoL0HJd4atPT2oO39eeonQIAAAQIECBAgkCaQ+4uA03DkESBAgAABAgQIEMiagAAgayOqPwQIECBAgAABAgRSBAQAKTiyCBAgQIAAAQIECGRNQACQtRHVHwIECBAgQIAAAQIpAgKAFBxZBAgQIECAAAECBLImIADI2ojqDwECBAgQIECAAIEUAQFACo4sAgQIECBAgAABAlkTEABkbUT1hwABAgQIECBAgECKgAAgBUcWAQIECBAgQIAAgawJCACyNqL6Q4AAAQIECBAgQCBFQACQgiOLAAECBAgQIECAQNYEBABZG1H9IUCAAAECBAgQIJAiIABIwZFFgAABAgQIECBAIGsCAoCsjaj+ECBAgAABAgQIEEgREACk4MgiQIAAAQIECBAgkDUBAUDWRlR/CBAgQIAAAQIECKQICABScGQRIECAAAECBAgQyJqAACBrI6o/BAgQIECAAAECBFIEBAApOLIIECBAgAABAgQIZE1AAJC1EdUfAgQIECBAgAABAikCAoAUHFkECBAgQIAAAQIEsiYgAMjaiOoPAQIECBAgQIAAgRQBAUAKjiwCBAgQIECAAAECWRMQAGRtRPWHAAECBAgQIECAQIqAACAFRxYBAgQIECBAgACBrAkIALI2ovpDgAABAgQIECBAIEVAAJCCI4sAAQIECBAgQIBA1gQEAFkbUf0hQIAAAQIECBAgkCIgAEjBkUWAAAECBAgQIEAgawICgKyNqP4QIECAAAECBAgQSBEQAKTgyCJAgAABAgQIECCQNQEBQNZGVH8IECBAgAABAgQIpAgIAFJwZBEgQIAAAQIECBDImoAAIGsjqj8ECBAgQIAAAQIEUgQEACk4sggQIECAAAECBAhkTUAAkLUR1R8CBAgQIECAAAECKQICgBQcWQQIECBAgAABAgSyJiAAyNqI6g8BAgQIECBAgACBFAEBQAqOLAIECBAgQIAAAQJZExAAZG1E9YcAAQIECBAgQIBAioAAIAVHFgECBAgQIECAAIGsCQgAsjai+kOAAAECBAgQIEAgRUAAkIIjiwABAgQIECBAgEDWBAQAWRtR/SFAgAABAgQIECCQIiAASMGRRYAAAQIECBAgQCBrAgKArI2o/hAgQIAAAQIECBBIERAApODIIkCAAAECBAgQIJA1AQFA1kZUfwgQIECAAAECBAikCAgAUnBkESBAgAABAgQIEMiagAAgayOqPwQIECBAgAABAgRSBAQAKTiyCBAgQIAAAQIECGRNoGvWOpTn/mzcuDEMGDAgzwSZ6HuPHj2K/ejTp0/o3r178b0FAlkX6Nr17T9L/fr1C/H3mkQgLwKdOnVKuhp/+nve+KO+YcOGuu3E279p67aJGtYWgVWrVrWluLJ1KBB3gHr27Jm0bM2aNSG+JAJ5EejVq1fo1q1b0t3Vq1eHev4Dmpcx0c/aCfTv37/4Yf6eFykadqGeD+AJABr2a9W84fGIwdq1a5tnWNNQAqU7POvXrzemDTV6Gru1AqVH/NetWxeampq2tkrbE2g4gfj/wN/zhhu2Zg2u5wDANQDNhssKAgQIECBAgAABAtkVEABkd2z1jAABAgQIECBAgEAzAQFAMxIrCBAgQIAAAQIECGRXQACQ3bHVMwIECBAgQIAAAQLNBAQAzUisIECAAAECBAgQIJBdAQFAdsdWzwgQIECAAAECBAg0ExAANCOxggABAgQIECBAgEB2BQQA2R1bPSNAgAABAgQIECDQTEAA0IzECgIECBAgQIAAAQLZFRAAZHds9YwAAQIECBAgQIBAMwEBQDMSKwgQIECAAAECBAhkV0AAkN2x1TMCBAgQIECAAAECzQQEAM1IrCBAgAABAgQIECCQXQEBQHbHVs8IECBAgAABAgQINBMQADQjsYIAAQIECBAgQIBAdgUEANkdWz0jQIAAAQIECBAg0ExAANCMxAoCBAgQIECAAAEC2RUQAGR3bPWMAAECBAgQIECAQDMBAUAzEisIECBAgAABAgQIZFdAAJDdsdUzAgQIECBAgAABAs0EBADNSKwgQIAAAQIECBAgkF0BAUB2x1bPCBAgQIAAAQIECDQTEAA0I7GCAAECBAgQIECAQHYFBADZHVs9I0CAAAECBAgQINBMQADQjMQKAgQIECBAgAABAtkVEABkd2z1jAABAgQIECBAgEAzAQFAMxIrCBAgQIAAAQIECGRXQACQ3bHVMwIECBAgQIAAAQLNBAQAzUisIECAAAECBAgQIJBdAQFAdsdWzwgQIECAAAECBAg0ExAANCOxggABAgQIECBAgEB2BQQA2R1bPSNAgAABAgQIECDQTEAA0IzECgIECBAgQIAAAQLZFRAAZHds9YwAAQIECBAgQIBAMwEBQDMSKwgQIECAAAECBAhkV0AAkN2x1TMCBAgQIECAAAECzQQEAM1IrCBAgAABAgQIECCQXQEBQHbHVs8IECBAgAABAgQINBMQADQjsYIAAQIECBAgQIBAdgUEANkdWz0jQIAAAQIECBAg0ExAANCMxAoCBAgQIECAAAEC2RUQAGR3bPWMAAECBAgQIECAQDMBAUAzEisIECBAgAABAgQIZFdAAJDdsdUzAgQIECBAgAABAs0EBADNSKwgQIAAAQIECBAgkF0BAUB2x1bPCBAgQIAAAQIECDQTEAA0I7GCAAECBAgQIECAQHYFBADZHVs9I0CAAAECBAgQINBMQADQjMQKAgQIECBAgAABAtkVEABkd2z1jAABAgQIECBAgEAzAQFAMxIrCBAgQIAAAQIECGRXoGt2u9a2njU1NYVXX301zJ8/PwwYMCAMHTo09OnTp22V/LV0rGv16tWp23bq1Cn07t07tYxMAgQIECBAgAABAtUWyH0AsGHDhvC73/0u3HfffWH9+vVF365du4YjjzwyTJgwIXTr1q24vpKFadOmhauuuiq16Pbbbx8uuOCC1DIyCRAgQIAAAQIECFRbINcBwJo1a8LPfvaz8Nxzz4XOnTuH3XffPYwaNSrMmTMnPPvss+HOO+8My5YtC6eddlqb3F955ZU2lVeYAAECBAgQIECAQK0Ech0APPjgg8nOf5cuXcJ5550Xdt5556L7Qw89FK655prw8MMPhwMOOCDsuuuuxbzWFgoBwAknnBDGjx/fYvE4BUgiQIAAAQIECBAgUGuB3F4EHKf73HvvvYn3SSedtMnOf1x50EEHhUGDBiX5Tz/9dPKz0n/mzp2bFB09enRyHUG8lmDzl/n/lWoqR4AAAQIECBAgUE2B3J4BeOyxx8LSpUvDTjvtFI444ohmpnFK0JlnnhlWrFgRtt1222b55VYsXrw4rFq1KskeNmxYuWLWEyBAgAABAgQIEOgQgdwGALNmzUrAx4wZUxZ+S3bgC9N/4kW+vXr1SupeuXJliFN+Cu/LfqAMAgQIECBAgAABAu0skNsAIB79jymeAdi4cWN4/PHHk+sBZs+eHbbZZpswYsSI5MxAW3faC9N/Bg8eHO64447wwAMPJGca4mdtt912Yd999w3HH398m+8sFLeXCBAgQIAAAQIECGytQG4DgDfeeCOx69GjR7jiiiuSAKCAGZ8HMGPGjPDII4+ET37yk2GXXXYpZLX6s3AGIN5FKL5iigFFDDji9KApU6aEeE3BOeeck6xvrcInn3wy/PnPf26tWJIfpyodeOCBFZVVqH4F4neykPr16+fMUQHDz1wIlN52Of7ujAdoJAJ5ESjcICROQ27L9OO8+DRaP+Ot5us15T4A+O1vfxsWLlwYDjnkkLDffvslD+d68cUXk2cDLFmyJFx++eXhG9/4RijdKUsbzEIAEJ8jcMopp4Rx48YlFwCvXbs2ORtwyy23hAULFoRrr702fPazn02rKsmLbYl3K6okxbsYHXPMMZUUVaZBBFws3iADpZntIhADYIlAHgViINC/f/88dj1TfY63kq/XlMsAIEZkhSf1xp3/k08+ORx++OHFMdpxxx3DHnvsEb7zne+EeKbg9ttvD/FOQZWkY489NjnSH68t2G233YqbdO/ePRx11FHJ1J/rr78+OTsQzzLsueeexTIWCBAgQIAAAQIECLS3QC4DgHhqLd6WM97hJ16se+ihhzZzjvP14/q77747zJw5s+IAIJ5JSEsx/7bbbgvLly8P8XqD1gKA+ByBvffeO63KYl48SxGnL0mNLRCPevbt2zfpRDwLFR9YJxHIi0Cc9lA44xrPltbzKfS8jIl+1k4gXj8Yn00Uv/fx+y81tkA8+FuvKZcBQByMOLc0BgBxfn8MCFpKw4cPT1YX/giVK9fStuXWxTqGDBkS/vKXv4T58+eXK1ZcH59FUHgeQXFlykIMKqTGFiid9rNu3ToBQGMPp9a3UaB0hz9OnWxqampjDYoTaHyBeO2Lgz+NP46l1zTVW29a3vOtt1a2Q3tiABBT2gVmPXv2TMpUY8c/qeiv/xQ+s1B/aZ5lAgQIECBAgAABAu0pkNsAYIcddkhc046Yv/baa0mZkSNHlj1LUDo4carQBRdcEL74xS8mU3xK80qXC6f1Cm0ozbNMgAABAgQIECBAoD0FchsAxPn98ch+vDXn888/38w4HqWPtwGNadSoUc3yW1oxdOjQ8Prrr4d42jrevrOl9OijjybBQfzssWPHtlTEOgIECBAgQIAAAQLtJpDbACBe5Lv//vsnsPFWn6Xz8eMc1JtvvjnMmTMnuQf7u9/97k0GIN7Tf/Lkycmr9AxCvGVX4YLdm266Kbz88subbPfcc8+F3/zmN8m6gw8+OMSLfSQCBAgQIECAAAECtRTI7UXAEfnEE08M8+bNS3b0v/vd7yZP/423AH3hhReSgCBevPGZz3ym2Y56vHh46tSpyTjFo/7xqcGFdPrpp4eLL744xLu3XHLJJcldfuJdLWKAMWvWrOSag3jkf+LEiYVN/CRAgAABAgQIECBQM4FcBwADBgwIX/jCF8KNN94Y4tSc+NCt+IoP8YrPAYj37R89enSbBiPeXvT8888Pt956a/Lgr+nTpxe3j2cI4m1AJ0yYEApP+ytmWiBAgAABAgQIECBQA4FOb81195z1t6Ajw6JFi8Kbb76Z3Bq0GrduWr9+fbHOeOvPGHC0dyqdktTen6X+9hEYOHBg8bsSLxhftWpV+3yQWgnUoUC8OUKvXr2SlsVpmG4DWoeDpEntJhBvPx6fAxC/9/H7LzW2QHymT1tu5V7L3ub6DEApdDwiH+fkV3NefjyTEKcUxZdEgAABAgQIECBAoB4EcnsRcD3gawMBAgQIECBAgACBWgsIAGot7vMIECBAgAABAgQIdKCAAKAD8X00AQIECBAgQIAAgVoLCABqLe7zCBAgQIAAAQIECHSggACgA/F9NAECBAgQIECAAIFaCwgAai3u8wgQIECAAAECBAh0oEDd3AZ03bp14Q9/+ENC8d73vjd07969Ypbrr78+xAdujRs3LnzgAx+oeDsFCRAgQIAAAQIECORNoG4CgCVLloQjjjgi8X/11VdDfHBWpenMM88My5YtC5/+9KcFAJWiKUeAAAECBAgQIJBLgYafAhSfklp4UurixYtzOYg6TYAAAQIECBAgQKBSgQ45A/Cb3/wmzJs3b5M2xiP4hfSLX/wi9OvXr/C27M81a9aE2267Laxfvz4ps9dee5UtK4MAAQIECBAgQIAAgRA6JABoamoK5557bln/r33ta2Xz0jIOPPDAtGx5BAgQIECAAAECBHIv0CFTgE455ZRwzDHHVBX/q1/9ajjhhBOqWqfKCBAgQIAAAQIECGRNoEPOAETEyy+/PNxzzz1FzzfffDN8/vOfT97/+7//exgwYEAxr6WFTp06hZ49e4a+ffuGOPVnxIgRLRWzjgABAgQIECBAgACBEoFOG99KJe87bHHBggXFO/+09S5AHdboOvzg2bNn12GrNKktAgMHDiwGwPH/ReEi97bUoSyBRhXYYYcdQq9evZLmz5kzJ8QpoxKBvAgMHz48dOnSJfnex++/1NgC8SD1oEGD6rITHXYGYHONeNFvPPIfU//+/TfP9p4AAQIECBAgQIAAgSoI1E0A0Lt37+IUoCr0SxUECBAgQIAAAQIECLQg0CEXAbfQDqsIECBAgAABAgQIEKiBQN2cASjta3xGwB133BGef/758Prrr1c8B/oDH/iAJwGXQlomQIAAAQIECBAgsJlA3QUAN954Yzj11FPD2rVrN2tq62/jnYBiECARIECAAAECBAgQINCyQF1NAbruuutCfEbAluz8t9w9awkQIECAAAECBAgQKBWoqzMAX/nKV8L69euT9r3nPe8Jn/70p8OoUaOKt0QsbXhLy0OGDGlptXUECBAgQIAAAQIECPxVoG4CgDjv/6WXXkqaFacAXXvttQaJAAECBAgQIECAAIEqC9TNFKCHHnqo2LULL7ywuGyBAAECBAgQIECAAIHqCdRNAPDmm28mvercuXMYPXp09XqoJgIECBAgQIAAAQIEigJ1EwDsv//+SaM2bNgQZsyYUWygBQIECBAgQIAAAQIEqidQNwHAmDFjQt++fZOe3XnnndXroZoIECBAgAABAgQIECgK1E0A0KVLl3DppZcmDbv44ovDtGnTio20QIAAAQIECBAgQIBAdQTqJgCI3TnrrLPCxz72sbBw4cJw+OGHh8svvzzMnz+/Oj1VCwECBAgQIECAAAECoea3Ab3iiivCF7/4xbL0hecArFixInkOQCzYtWvX0L9//9CpU6ey28WM+ByB+JIIECBAgAABAgQIEGhZoOYBwOrVq8PixYtbbk2ZtTEoWLJkSZnct1evWrXq7TeWCBAgQIAAAQIECBBoJlDzAKBPnz5h2LBhzRpSjRXxLIFEgAABAgQIECBAgEB5gZoHAB/96EdDfEkECBAgQIAAAQIECNReoK4uAq59930iAQIECBAgQIAAgXwJCADyNd56S4AAAQIECBAgkHMBAUDOvwC6T4AAAQIECBAgkC+Bml8DUI536dKl4TOf+Uy57NT13bp1CwMGDEhegwYNCuPHjw/vete7QufO4ptUOJkECBAgQIAAAQK5E6ibACDeHvTXv/511QZghx12CJdddlk45ZRTqlaniggQIECAAAEC7SUwY8aMsGHDhuS5R/369Wuvj1EvgVA3h8jjQ7622Wab5IFfLY1LzG/tQWCl2y1YsCB86EMfCj/4wQ9KV1smQIAAAQIECNSlwFlnnZUcuDzzzDPrsn0alR2BugkABg8eHF5//fVQ+qU/4ogjwk033RRiRByfDLxy5crw3HPPhTvuuCOcfPLJxYBgwoQJ4aGHHgr33ntvuPrqq8PBBx9cHKHzzz8/PPHEE8X3FggQIECAAAECBAjkWaBuAoA4CL/4xS+SI/Zx7v51110X7rnnnjBx4sTwjne8I/Tq1Sv07Nkz7LbbbuHYY48NkydPDg888ECy7vbbbw+zZ88Ohx9+eDjttNPC/fffH/7jP/4j9OjRI6xbty5MmjQpz2Os7wQIECBAgAABAgSKAnUTADQ1NYXPf/7zScMuuOCCiubuxyP9hSk+n/70p8OaNWuS7WMA8bnPfS7EdTFdf/31yZy65I1/CBAgQIAAAQIECORYoG4CgGeeeSYsW7YsGYq23A3o9NNPT+72E6cIbT7VJ04TiinWu3DhwmTZPwQIECBAgAABAgTyLFA3AcCjjz6ajMP2228fhgwZUvGYxKvkhw0blpR/7LHHNtlu+PDhxffz5s0rLlsgQIAAAQIECBAgkFeBugkAunfvnozBa6+9llwMXOmAxCP/c+fOTYpvu+22m2z24osvFt/36dOnuGyBAAECBAgQIECAQF4F6iYAGD16dDIGGzduDNdcc03F43HDDTeEeP1ATPvtt98m2915553J+3j70F122WWTPG8IECBAgAABAgQI5FGgbgKAgw46qLiTft5554UHH3yw1fF48sknw9lnn52Ui88Q2H333YvbxDMDv//975P3I0eOTO4WVMy0QIAAAQIECBAgQCCnAnUTAHTt2jV8/etfT4Yh3s3n0EMPDR/5yEeSQGD+/PkhnhmIT8eLc/n/8Ic/hI9//OPJEf/ly5cn2/z0pz8tPhfgl7/8ZRg1alSYPn16knfuuefmdHh1mwABAgQIECBAgMCmAl03fdux7+JtO5999tnkHv5xh//aa69NXrFV8RkAcapPvK//5ikGDvGpv4X0ve99r3jXnxEjRhRvB1rI95MAAQIECBAgQIBAXgXq5gxAYQDiff1//vOfh/hk4NK0evXqZjv/8Sj/FVdcEb71rW8Vi8Yg4YUXXkjeH3bYYSHeXcgFwEUeCwQIECBAgAABAjkXqKszAHEs4gW7n/zkJ5MHgcU5/DfffHNyViBOA4p5u+66azLXPz4E7GMf+1jo1q3bJkO4du3aEC8M3nvvvYvXFGxSwBsCBAgQIECAAAECORaouwCgMBbx/v4f/vCHk1dhXSU/e/XqFd7//vdXUlQZAgQIECBAgAABArkTqNsAIHcjUYUOx+sm+vbtW4WaVNGRAqVnteK1L126dOnI5vhsAjUVKP2+x+mb8eYPEoE8Cvh73vijHmeu1GsSANTryGxhu/yx3EK4OtosBnKFVLj7VeG9nwSyLlD6/Y+/z/xOy/qI6185Ad/9cjKNs75z57q71LaIV/MA4Be/+EX4whe+kDRgzJgx4aGHHkqWFy5cuMl9/IstbMPCV7/61RBfeU0x0ly5cmVeu5+Zfvfo0aPYl3hL3FWrVhXfWyCQdYE4/bOQ4ne/8KDHwjo/CeRFwN/zxh/pej6LU/MAIF6ku3Tp0mRU33zzzeLoxqM+hfXFlW1ciDtLEgECBAgQIECAAAEC5QVqHgDEozsj3ro3f0w77bRT8jP+E+d9FtYXV7ZxIT4NWCJAgAABAgQIECBAoLxAzQOA0047LcTX5mnQoEHhxRdf3Hy19wQIECBAgAABAgQIVFGgfq9OqGInVUWAAAECBAgQIECAwP8JCAB8EwgQIECAAAECBAjkSKDmU4Daarto0aLw/PPPJ69ly5aFc845J6li1qxZyTUE8T7pEgECBAgQIECAAAEClQnU7RmAa6+9NrkoePDgweHggw8On/jEJ8I///M/F3t1ySWXhJ133jlZt27duuJ6CwQIECBAgAABAgQIlBeouwAgXgg8fvz48JGPfCS89NJLZVs+e/bsEM8OXHjhheFv/uZv3Cu9rJQMAgQIECBAgAABAm8L1FUAsH79+nDqqaeGBx98MGlhvGXohAkTwtFHH/12i/+6NHz48OK63//+9+Ef/uEfiu8tECBAgAABAgQIECDQskBdBQDxaP5jjz2WtPSTn/xkiEf5b7vttvDhD3+4Wet/9rOfhUceeSTsuOOOSd6VV16ZXCfQrKAVBAgQIECAAAECBAgUBeomAIhH/+O8/piOO+648F//9V9h2223LTa0pYUDDjggTJkyJXmIWHxc/OWXX95SMesIECBAgAABAgQIEPirQN0EADNnzgyrV69OmnXppZeGzp0ra9qYMWPCSSedlGz33HPPGVgCBAgQIECAAAECBFIEKtvLTqmgWllPPvlkUlWc97/nnnu2qdp99tknKf/CCy+0aTuFCRAgQIAAAQIECORNoG4CgDVr1iT23bt3r/jof2Gw4vMBYurTp09hlZ8ECBAgQIAAAQIECLQgUDcBwLhx45LmLV68OMyZM6eFppZf9fjjjyeZY8eOLV9IDgECBAgQIECAAAECoW4CgLjz3qVLl2RI4t2AKk233357uO+++5LiAoBK1ZQjQIAAAQIECBDIq0DdBAA9e/YMf/u3f5uMw89//vPw/e9/P2zYsCF1XO69997wd3/3d0mZ3r17h/e///2p5WUSIECAAAECBAgQyLtA13oC+PGPf5w8BOzVV18NX/nKV8L111+f3OFn/vz5STM3btwY4sXCTzzxRPJ8gJhfSN/97nfDqFGjCm/9JECAAAECBAgQIECgBYG6CgC22267cMUVVyRnApYvX548FKzwYLDY9iVLloR99923WTeOP/748LnPfa7ZeisIECBAgAABAgQIENhUoG6mABWadcwxx4Q///nP4YwzzgidOnUqrG7x55AhQ5KA4ZZbbmm1bIsVWEmAAAECBAgQIEAgZwJ1dQagYD906NDwP//zP+G8884LDz30UHj++eeT16JFi8LIkSPD7rvvnrwmTpwY+vfvX9jMTwIECBAgQIAAAQIEWhGoywCg0OZ3vvOdIb4kAgQIECBAgAABAgSqI1A3U4Bee+218MEPfjBcddVV4fXXX69O79RCgAABAgQIECBAgMAmAnUTADQ1NYUbbrghmfs/ePDgcPTRR4dJkya1+aFgm/TOGwIECBAgQIAAAQIENhGomwCgc+fOoWvX/5uRtH79+nD33XeHc889N+y8885hv/32C9/+9rfDM888s0njvSFAgAABAgQIECBAoG0CdRMAbL/99mHhwoXhmmuuCaeffnrYdtttiz15/PHHw//7f/8v7L333mHXXXcNX/rSl5LnBbT2oLBiBRYIECBAgAABAgQIEEgE6iYAiK0ZOHBg+PCHP5xcBxCDgQceeCCcf/75Ya+99ioO16xZs8Kll14axo8fH3bcccfwqU99KsTbgK5evbpYxgIBAgQIECBAgAABAi0L1FUAUNrELl26hEMOOSRcdNFFydSfF198MVx22WVhwoQJoUePHknRGCT8/Oc/DyeeeGKIZxB++ctfllZhmQABAgQIECBAgACBzQTqNgDYrJ1hxIgR4Zxzzgm33XZbWLx4cbj66qvD6NGji8Xik4Nnz55dfG+BAAECBAgQIECAAIHmAnX9HIDS5q5bty48+uijycXB99xzT3j44YfD2rVrS4tYJkCAAAECBAgQIECgFYG6DQDiBb5PPPFEiDv78RWvB1ixYkWz7sSpQvEuQfG2ofH6AYkAAQIECBAgQIAAgfICdRUAPPvss8Ud/qlTp5Z9INgee+yR7PDHnf4jjjgiDBgwoHwP5RAgQIAAAQIECBAgUBSomwBgwYIFYezYscWGlS7Eu/0ceeSRxZ3+YcOGlWZbJkCAAAECBAgQIECgQoG6CQA2b298KNhHP/rR8OUvfzmMGTNm82zvCWRW4Kabbgr33Xdf0r8zzjgjjBw5MrN91TECBAgQIECg9gJ1cxeg0icBR4b4NOB4W893vetd4aijjgrf/e53wyOPPBKamppqr+QTCdRQ4OWXXw5/+MMfktcbb7xRw0/2UQQIECBAgEAeBOomAIj38V+yZEmIRz/PPvvssPvuuyf+a9asSa4L+PrXvx4OOuigsN1224UPfOADYdKkSWHGjBl5GCN9JECAAAECBAgQIFA1gbqaAtSvX78wceLE5BV7+NJLL4W77ror3HnnncntP2OAsHTp0iRIiIFCTEOHDk3OEMSzBO973/vC4MGDk/X+IUCAAAECBAgQIECguUDdnAFo3rQQdtlll/CpT30qXHfddWHRokXJcwC+853vJDv8vXr1SjaZN29euPLKK8MnPvGJ8KMf/ailaqwjQIAAAQIECBAgQOCvAnUdAJSOUrxGYP/99w9f+9rXkrMCd999d3LEv7SMZQIECBAgQIAAAQIE0gXqagpQWlPnz5+fTAW64447kgAgnhHYPMUpRBIBAgQIECBAgAABAuUF6jYAiBf/xqf/xvn/caf/f//3f5v1It4q9JBDDgknnXRSct3AqFGjmpWxggABAgQIECBAgACBtwXqKgCId/WJO/txpz8+CXjlypVvt/SvS/Eo/4QJE5Kd/uOPPz4MHDiwWRkrCBAgQIAAAQIECBBoWaBuAoD4JOByD/waPnx4OPHEE5Od/sMPPzx079695d5YS4AAAQIECBAgQIBAqkDdBACbt3LfffdNpvXE6T1xWSJAgAABAgQIECBAYOsF6iYAiHf5OfbYY4vPAYhH/SUCBAgQIECAAAECBKorUDcBQHwScJz/LxEgQIAAAQIECBAg0H4CDfMcgPYjUDMBAgQIECBAgACB/AjUzRmA/JDrKQECBAiUE1i6dGl44YUXQv/+/csVsZ4AAQIEtlLAGYCtBLQ5AQIECGy9QHzWyxlnnBF22mmnMHbs2LDzzjuH97znPeGXv/xl2LBhw9Z/gBoIECBAoCggAChSWCBAgACBjhC49dZbwwc/+MHw4IMPbrKzP3fu3HDhhReGv//7vw9NTU0d0TSfSYAAgUwKCAAyOaw6RYAAgcYQeOmll8J5550X1q1bV7bB8eGQkyZNKpsvgwABAgTaJiAAaJuX0gQIECBQRYGf/exnYc2aNa3WGMutXr261XIKECBAgEDrAgKAvxrF08uvvPJKmDZtWnj++efDihUrWtdrpcSqVauSumKd8+bN2+TUdiubyiZAgEAuBB544IGK+rly5crwxBNPVFRWIQIECBBIF8j9XYDixWW/+93vwn333RfWr19f1OratWs48sgjw4QJE0K3bt2K6ytduOuuu0I8bV16xKpnz55JfUcddVSl1ShHgACBTAssWbKk4v4tXry44rIKEiBAgEB5gVwHAPG0czyt/Nxzz4X4JOLdd989jBo1KsyZMyc8++yzyQ78smXLwmmnnVZesIWcW265pfhQs7322isMHTo0Obswc+bMcOONNyZnFyZOnNjCllYRIEAgXwLxIZCVnnGNZSUCBAgQ2HqBXAcA8Y4Tcee/S5cuyUVo8bZzhfTQQw+Fa665Jjz88MPhgAMOCLvuumshK/VnnEZUeKJxvKVd3LaQ4lSgK6+8MsSzA+PGjQu77LJLIctPAgQI5FLgsMMOC7Nnz2617/369Qv77rtvq+UUIECAAIHWBXJ7DUCc7nPvvfcmQieddFJyz+lSroMOOigMGjQoWfX000+XZqUuT5kyJckfOXLkJjv/ceV+++2X7PjH5fvvvz/+kAgQIJBrgbPOOiv06dOnVYNzzjkndO/evdVyChAgQIBA6wK5DQAee+yxEJ84GR86c8QRRzSTilOCzjzzzBD/6BxyyCHN8ltasXHjxjB9+vQkq/TIf2nZGATE9Kc//SnEi4QlAgQI5FkgTpH84Q9/GOI1UuXSySefHD796U+Xy7aeAAECBNookNsAYNasWQnVmDFjypINGzYs7LHHHqHSeacLFy4s7tTH7VpKhfXxDER8yI1EgACBvAvEaUDx2qn3ve99mwQC73jHO8Kll14aLrnkktCpU6e8M+k/AQIEqiaQ22sA4tH/mOIZgHjk/vHHH0+uB4hzUbfZZpswYsSI5MxAr169KsZetGhRsWy5U9o9evQI8Q5DMQCIAUNr1xa8/PLL4dVXXy3Wm7YQP3OHHXZIKyKvAQTi2adCinegKvddKpTxk0AWBPbZZ59wxRVXhN69e4fXX3899O/fP3k4WLxTm0QgjwJ+9zf+qJf+Pa+33uQ2AHjjjTeSsYg75PGPTgwACinucM+YMSM88sgj4ZOf/GTFF+sWbvkZBzwtcIh58e5ClUwBiu265557Ck1L/RkvYv7yl7+cWkZm/QuU3nY2/gGo9AxU/fdMCwlUJmDHpzInpbIt4Hd/449v3Ner15T7AOC3v/1tciQ+zvOP8/Pj0acXX3wxeTZAvD/15ZdfHr7xjW+EGCi0lgo79LGOtNPV8Y9b/FKsXbu2tSrlEyBAgAABAgQIEKiqQC4DgHhKuXC0Pk7DiReYHX744UXYHXfcMZn7/53vfCfEMwW33357iHcKai2VHrlNKxunHMVUyamhsWPHhnj7u0pSPGXelofqVFKnMrUXKH0gXQwqjWntx8AndpxA3759i3f7iVOBCr8vO65FPplAxwj43d8x7tX81LSDwdX8nC2pK5cBQNzxjkfh48Nn4im2Qw89tJnddtttl6y/++67Q3yAVyUBwIABA5J64iPr01IhP+2uF4Xtd9tttxBflaZ4DYPU2AJNTU3FDsSH1b355pvF9xYIZF2gdPrk8uXLQ+n/h6z3Xf8IlAr43V+q0ZjL8YBGvaa3rzas1xa2U7vihb4xxYdxlTsSP3z48KTMggULQiUXohUCgNIzDEkFm/1TeOpl6R+6zYp4S4AAAQIECBAgQKBdBHIfAKSdXi4coS8XIGw+IoUAIK6PR65aSnFKRyGYGDx4cEtFrCNAgAABAgQIECDQbgK5DQAKt8tMmzLz2muvJfDxqb6VBAFxWlFhvn68i1BLqfCgsHgr0PicAYkAAQIECBAgQIBALQVyGwDEef9xp37x4sXh+eefb2YezwzE24DGNGrUqGb55VaMHz8+yZo2bVqLRQrr99xzz+R5AC0WspIAAQIECBAgQIBAOwnkNgCIF/nuv//+CWu81ef8+fOLxHGKzs033xzmzJmT3M//3e9+dzEvLsSHiE2ePDl5bX4GIQYW8W5AL7zwQrjttts22W7q1KnhmWeeSdYdc8wxm+R5Q4AAAQIECBAgQKAWArm8C1AB9sQTdYF65QAAOBtJREFUTwzz5s1LdvS/+93vJk//jbcAjTvvMSCIO/Kf+cxnwuZz9eNFvHFnPqahQ4cm2xXqjNOATjjhhHDjjTeGW2+9NTz11FPJhcavvPJKiE/1jem4444LcVqRRIAAAQIECBAgQKDWArkOAOJFu1/4wheSnfVHH300eQBYfAhYnJ+/xx57hKOOOiqMHj26zWMSt4u3F/31r38d5s6dm7xiJTE4eN/73hcOO+ywNtdpAwIECBAgQIAAAQLVEMh1ABAB41H+U045JXzwgx8MixYtSu65Hm8NmvZQr3jU/7LLLkv132effUJ8xelCr776aojBxqBBg1LrTa1QJgECBAgQIECAAIEqCOQ+ACgYxqe1xak+m0/3KeRv6c+44196e9Atrcd2BAgQIECAAAECBKohkNuLgKuBpw4CBAgQIECAAAECjSYgAGi0EdNeAgQIECBAgAABAlshIADYCjybEiBAgAABAgQIEGg0AQFAo42Y9hIgQIAAAQIECBDYCgEBwFbg2ZQAAQIECBAgQIBAowkIABptxLSXAAECBAgQIECAwFYICAC2As+mBAgQIECAAAECBBpNQADQaCOmvQQIECBAgAABAgS2QkAAsBV4NiVAgAABAgQIECDQaAICgEYbMe0lQIAAAQIECBAgsBUCAoCtwLMpAQIECBAgQIAAgUYTEAA02ohpLwECBAgQIECAAIGtEBAAbAWeTQkQIECAAAECBAg0moAAoNFGTHsJECBAgAABAgQIbIWAAGAr8GxKgAABAgQIECBAoNEEujZag7WXAAECBLInsGHDhvD73/8+TJ06Nbzyyiuhf//+YZ999gmnnnpq2H777bPXYT0iQIBABwoIADoQ30cTIECAQAiLFi0KZ511VnjyySc34bjrrrvCT37yk3DppZeG4447bpM8bwgQIEBgywVMAdpyO1sSIECAwFYKrFmzJnziE59otvNfqHbFihXh7LPPDo888khhlZ8ECBAgsJUCAoCtBLQ5AQIECGy5wK9+9aswffr01AqamprCN7/5zdQyMgkQIECgcgEBQOVWShIgQIBAlQVuvvnmimr885//HOJLIkCAAIGtFxAAbL2hGggQIEBgCwVmzZpV8ZYvvPBCxWUVJECAAIHyAgKA8jZyCBAgQKCdBXr06FHxJ3Tv3r3isgoSIECAQHkBAUB5GzkECBAg0M4Ce++9d8Wf0JayFVeqIAECBHIoIADI4aDrMgECBOpF4IwzzqioKccee2wYPHhwRWUVIkCAAIF0AQFAuo9cAgQIEGhHgSOOOCJ86EMfSv2EuON/4YUXppaRSYAAAQKVCwgAKrdSkgABAgTaQeBf//Vfw+c+97nQ0hz/Aw44INxwww1hyJAh7fDJqiRAgEA+BTwJOJ/jrtcECBCoG4HOnTuHL3zhCyFOB3riiSfCvHnzQv/+/cNuu+0Wxo4dWzft1BACBAhkRUAAkJWR1A8CBAg0uMCgQYPCRz/60dCrV6+kJ3PmzAnxIWASAQIECFRXwBSg6nqqjQABAgQIECBAgEBdCwgA6np4NI4AAQIECBAgQIBAdQUEANX1VBsBAgQIECBAgACBuhYQANT18GgcAQIECBAgQIAAgeoKCACq66k2AgQIECBAgAABAnUtIACo6+HROAIECBAgQIAAAQLVFRAAVNdTbQQIECBAgAABAgTqWkAAUNfDo3EECBAgQIAAAQIEqisgAKiup9oIECBAgAABAgQI1LWAAKCuh0fjCBAgQIAAAQIECFRXQABQXU+1ESBAgAABAgQIEKhrAQFAXQ+PxhEgQIAAAQIECBCoroAAoLqeaiNAgAABAgQIECBQ1wICgLoeHo0jQIAAAQIECBAgUF0BAUB1PdVGgAABAgQIECBAoK4FBAB1PTwaR4AAAQIECBAgQKC6AgKA6nqqjQABAgQIECBAgEBdCwgA6np4NI4AAQIECBAgQIBAdQUEANX1VBsBAgQIECBAgACBuhYQANT18GgcAQIECBAgQIAAgeoKCACq66k2AgQIECBAgAABAnUtIACo6+HROAIECBAgQIAAAQLVFeha3erU1pECGzduDD179uzIJvjsKgh06tSpWEvXrl2NaVHDQh4EOnd++7hUjx49woYNG/LQbX0k0EzA3/NmJFZUUUAAUEXMeqiqW7du9dAMbdgKgdIdoLhsTLcC06YNJ1AaAMfvvgCg4YZQg6sk4Hd/lSBV06KAAKBFlsZcGf9wLlu2rDEbr9VFgaampuLy2rVrjWlRw0IeBHr37l3s5vLly0Pp/4dihgUCORDw97zxB7lv37512wkBQN0OjYYRIECAAIFsCbzxxhvh7rvvDmvWrMlWx6rUm5UrVyY1rV69OvzqV7+qUq3ZqqZ79+7hyCOPDNtuu222Olbj3ggAagzu4wgQIECAQF4Fvv/974dp06bltfsV9zsGSFdccUXF5fNW8LHHHgvf+9738tbtqvb37autqlqtyggQIECAAAECmwosWLBg0xXeEdgCgYULF27BVjYpFXAGoFTDMgECBAgQIFATgUsuuaQmn+NDsiPwla98xY0BqjScAoAqQaqGAAECBAgQqFzgxBNPrLywkgTeEvinf/onAUCVvgmmAFUJUjUECBAgQIAAAQIEGkFAANAIo6SNBAgQIECAAAECBKokIACoEqRqCBAgQIAAAQIECDSCgACgEUZJGwkQIECAAAECBAhUSUAAUCVI1RAgQIAAAQIECBBoBAEBQCOMkjYSIECAAAECBAgQqJKAAKBKkKohQIAAAQIECBAg0AgCAoBGGCVtJECAAAECBAgQIFAlAQFAlSBVQ4AAAQIECBAgQKARBAQAjTBK2kiAAAECBAgQIECgSgICgCpBqoYAAQIECBAgQIBAIwgIABphlLSRAAECBAgQIECAQJUEBABVglQNAQIECBAgQIAAgUYQEAA0wihpIwECBAgQIECAAIEqCQgAqgSpGgIECBAgQIAAAQKNICAAaIRR0kYCBAgQIECAAAECVRIQAFQJUjUECBAgQIAAAQIEGkFAANAIo6SNBAgQIECAAAECBKokIACoEqRqCBAgQIAAAQIECDSCgACgEUZJGwkQIECAAAECBAhUSUAAUCVI1RAgQIAAAQIECBBoBAEBQCOMkjYSIECAAAECBAgQqJKAAKBKkKohQIAAAQIECBAg0AgCAoBGGCVtJECAAAECBAgQIFAlAQFAlSBVQ4AAAQIECBAgQKARBAQAjTBK2kiAAAECBAgQIECgSgICgCpBqoYAAQIECBAgQIBAIwgIABphlLSRAAECBAgQIECAQJUEBABVglQNAQIECBAgQIAAgUYQEAA0wihpIwECBAgQIECAAIEqCQgAqgSpGgIECBAgQIAAAQKNICAAaIRR0kYCBAgQIECAAAECVRIQAFQJUjUECBAgQIAAAQIEGkFAANAIo6SNBAgQIECAAAECBKokIACoEqRqCBAgQIAAAQIECDSCgACgEUZJGwkQIECAAAECBAhUSUAAUCVI1RAgQIAAAQIECBBoBAEBQCOMkjYSIECAAAECBAgQqJKAAKBKkKohQIAAAQIECBAg0AgCAoBGGCVtJECAAAECBAgQIFAlAQFAlSBVQ4AAAQIECBAgQKARBAQAjTBK2kiAAAECBAgQIECgSgICgCpBqoYAAQIECBAgQIBAIwgIABphlLSRAAECBAgQIECAQJUEBABVglQNAQIECBAgQIAAgUYQEAA0wihpIwECBAgQIECAAIEqCQgAqgSpGgIECBAgQIAAAQKNINC1ERrZnm1ctWpV2LBhQ+pH9OjRI3TtWjlVU1NTWL16dWqdnTp1Cr17904tI5MAAQIECBAgQIBAtQUq36ut9ifXSX0XXXRRWLJkSWprPv7xj4f99tsvtUxp5rRp08JVV11VuqrZ8vbbbx8uuOCCZuutIECAAAECBAgQINCeArmeArRy5cpWd/63BP+VV17Zks1sQ4AAAQIECBAgQKDdBXJ9BmDu3LkJcM+ePcM3v/nNEKfltJTiFKC2pEIAcMIJJ4Tx48e3uGm5z2qxsJUECBAgQIAAAQIEqiQgAHgLctiwYaFv375VIg2hEFiMHj069OnTp2r1qogAAQIECBAgQIDA1grkegrQnDlzEr/hw4dvrWNx+8WLF4d4YXFMMbCQCBAgQIAAAQIECNSTQK4DgMKR+p133jkZk3g3oDfeeKPVuwKlDWBh+k+8yLdXr15J0XitQSEoSNtWHgECBAgQIECAAIH2FsjtFKD169eHV199NfGNy5MmTQqzZs0Kcbl79+4hnhU46aSTwsiRI9s0BoWgYvDgweGOO+4IDzzwQFi6dGlSx3bbbRf23XffcPzxx4du3bpVVO+yZcvCihUrKiob66y03ooqVKhDBEqvD+ncubMx7ZBR8KEdJVD6/Y+3X47/B6TsCJSOb3Z6pScdIdAI+zv1/H3PbQAwf/784pH+q6++OvnuxiP28Q9OvId/DAZ+8IMfhIkTJ4ajjz664u924QzAs88+G+Irpm222SYJAuL0oClTpoSnn346nHPOOcn61iqO5e+5557WiiX58UzGl7/85YrKKlS/AjEALaT+/fuHnXbaqfDWTwK5Ethxxx1z1d88dLYtz9TJg4c+bplA/B41wt/GeBC3XlNuA4DCjnocmHe84x3Jjn78MsWjTfPmzQvXXHNNmD17drj55pvDrrvuGkaMGFHRGBbqjV/OU045JYwbNy65EHjt2rXJ2YBbbrklLFiwIFx77bXhs5/9bEV1KkSAAAECBAgQIECgWgK5DQDiBbonnnhiWLduXTjuuOM2edLv0KFDw7nnnhu+/e1vh9dffz3ccMMN4Ytf/GJF5scee2yIR/rHjBkTdtttt+I28ajuUUcdlUznuP7665OzAzNmzAh77rlnsUxLC7EtMYioJMXrDiqdLlRJfcp0jEB8knQhxcDRmBY0/MyDQOmT1+P1Uxs3bsxDt3PTR+OZm6Fu147G71Ej/G0s/XveriBbUHmuA4C0u/QUdtgnT54c4lH9OIhdunRplfiQQw5JLRPzb7vttrB8+fLkDENrAcCBBx4Y4qvSFM9aSI0tEK9DKaS4A7Ro0aLCWz8JZF5ghx12KB6QiQdT6vkPaOYHox06WPr7rR2qV2VOBOLvhUb421jNW8xXe2hdXZUiGo++xxR/Yb322mspJSvPilOMhgwZkmwQr0OQCBAgQIAAAQIECNRSQACQol16qjI+LbhaqVBvNeusVtvUQ4AAAQIECBAgkG2B3E4B+slPfpJMwdl///3DySef3OIoF47Qxx31AQMGtFimdOXMmTPDr371q2Re2oUXXlj26cLxIuCY4qluiQABAgQIECBAgEAtBXJ7BmDgwIHJjvpTTz2VXAi8OXqcX3b//fcnq/fZZ5/Ns1t8H6cMxYuG44WbTz75ZItlHn300WT+f5wKNHbs2BbLWEmAAAECBAgQIECgvQRyGwAcdNBByS0/4w77r3/9602CgLgDH58NEI/Ux9t5nnDCCZv4xwd7xYuD46v0ott4z/a99947KXvTTTeFl19+eZPtnnvuufCb3/wmWXfwwQeH+LAwiQABAgQIECBAgEAtBXI7BWiXXXZJnvT729/+NjzyyCPhL3/5S3Lbznhb0Lgcd/Lj1J+PfexjYdttt91kTOKtp6ZOnZqsi0f9S58RcPrpp4eLL744LFmyJFxyySXJbT7j9nE6UXy4WJz/H4/8xweMSQQIECBAgAABAgRqLZDbACBCH3nkkSE+aTLe5z8e7Y+3nIsp3u5z1KhR4bTTTmvzPP0+ffqE888/P9x6663Jg7+mT5+e1Bn/iWcI4m1AJ0yYEOr58dDFBlsgQIAAAQIECBDInECuA4A4mvE+/N/4xjdCfFxzDALi/f/jUf20x5XH/Msuu6zsl6F3797hgx/8YPjABz6Q3Kf2zTffTG79WcmFxGUrlUGAAAECBAgQIECgCgK5DwAKhv369QvxVc0Ug4h4hiG+JAIECBAgQIAAAQL1IJDbi4DrAV8bCBAgQIAAAQIECNRawBmAWov7PAIECBAgQCA8//zzFAi0SaDwINU2baRwiwICgBZZrCRAgAABAgTaU+D9739/e1avbgIEUgRMAUrBkUWAAAECBAgQIEAgawICgKyNqP4QIECAAAECBAgQSBEQAKTgyCJAgAABAgQIECCQNQEBQNZGVH8IECBAgAABAgQIpAi4CDgFRxYBAgQIECDQPgLnnHNO+1Ss1swK/OhHPwobNmzIbP9q2TEBQC21fRYBAgQIECCQCJx77rkkCLRJ4Kc//akAoE1i5QubAlTeRg4BAgQIECBAgACBzAkIADI3pDpEgAABAgQIECBAoLyAAKC8jRwCBAgQIECAAAECmRMQAGRuSHWIAAECBAgQIECAQHkBAUB5GzkECBAgQIAAAQIEMicgAMjckOoQAQIECBAgQIAAgfICAoDyNnIIECBAgAABAgQIZE5AAJC5IdUhAgQIECBAgAABAuUFBADlbeQQIECAAAECBAgQyJyAACBzQ6pDBAgQIECAAAECBMoLCADK28ghQIAAAQIECBAgkDkBAUDmhlSHCBAgQIAAAQIECJQXEACUt5FDgAABAgQIECBAIHMCAoDMDakOESBAgAABAgQIECgvIAAobyOHAAECBAgQIECAQOYEBACZG1IdIkCAAAECBAgQIFBeQABQ3kYOAQIECBAgQIAAgcwJCAAyN6Q6RIAAAQIECBAgQKC8gACgvI0cAgQIECBAgAABApkTEABkbkh1iAABAgQIECBAgEB5AQFAeRs5BAgQIECAAAECBDInIADI3JDqEAECBAgQIECAAIHyAgKA8jZyCBAgQIAAAQIECGROQACQuSHVIQIECBAgQIAAAQLlBQQA5W3kECBAgAABAgQIEMicgAAgc0OqQwQIECBAgAABAgTKCwgAytvIIUCAAAECBAgQIJA5AQFA5oZUhwgQIECAAAECBAiUFxAAlLeRQ4AAAQIECBAgQCBzAgKAzA2pDhEgQIAAAQIECBAoL9C1fJYcAu0jsHz58vCf//mfYf78+e3zAQ1e6+LFi4s9+OEPfxh69+5dfG/h/wQ6deoU9tlnn3DmmWciIUCAAAECBNooIABoI5jiWy9w9913h6lTp259RTmoYc6cOTno5ZZ1cebMmeHwww8Po0eP3rIKbEWAAAECBHIqYApQTge+I7u9evXqjvx4n50hAd+lDA2mrhAgQIBAzQScAagZtQ9qSeBf/uVfwgknnNBSlnUEWhT41re+FW688cYW86wkQIAAAQIEWhcQALRupEQ7CvTo0SP07du3HT9B1VkT6NatW9a6pD8ECBAgQKCmAqYA1ZTbhxEgQIAAAQIECBDoWAFnADrW36cTIECAAIFcCvz0pz/NZb91essFmpqatnxjW24iIADYhMMbAgQIECBAoBYC//Zv/1aLj/EZBAi0IGAKUAsoVhEgQIAAAQLVFxgxYkT1K1Vj7gR8j7Z+yJ0B2HpDNRAgQIAAAQIVCHzpS18Khx12WFizZk0FpfNX5Mc//nGID8vs1atXOOecc/IHUEGPu3fvHg444IAKSiqSJiAASNORR4AAAQIECFRNoGfPnmH8+PFVqy9rFf33f/93EgDEndyjjz46a93TnzoSEADU0WBsbVM2btwYGuEWiV26dNnartqeQCLQtWvXhvjOG67KBTp16lQsHMe3c2czVYsgFnIl0Ah/z3M1IBnrrAAgYwPap0+fuu9RPLIhEaiGQDxN3gjf+Wr0NS91lB4g6N27d4gHNiQCeRTwu63xR72e71okAGj871exB/HI2dKlS4vv63Vh9erV9do07WowgThXthG+8w3G2qHNjQ8HLBz5XLZsWajnP6AdCuXDMy/gd1vjD3E9B3ECgMb/fm3Sg0Y4WtYIbdwE1Zu6FYjfJd+nuh2erW6Y8d1qQhU0sIDfbQ08eA3QdJMrG2CQNJEAAQIECBAgQIBAtQQEANWSVA8BAgQIECBAgACBBhAQADTAIGkiAQIECBAgQIAAgWoJCACqJakeAgQIECBAgAABAg0gIABogEHSRAIECBAgQIAAAQLVEhAAVEtSPQQIECBAgAABAgQaQEAA0ACDpIkECBAgQIAAAQIEqiUgAKiWpHoIECBAgAABAgQINICAAKABBkkTCRAgQIAAAQIECFRLQABQLUn1ECBAgAABAgQIEGgAAQFAAwySJhIgQIAAAQIECBColoAAoFqS6iFAgAABAgQIECDQAAICgAYYJE0kQIAAAQIECBAgUC0BAUC1JNVDgAABAgQIECBAoAEEBAANMEiaSIAAAQIECBAgQKBaAgKAakmqhwABAgQIECBAgEADCAgAGmCQNJEAAQIECBAgQIBAtQQEANWSVA8BAgQIECBAgACBBhDo2gBt1MQMC0yZMiXMnTs3wz3UtWoLTJ8+vdpVqo8AAQIECORKQACQq+Guv87eddddIb4kAgQIECBAgACB2giYAlQbZ59CgAABAgQIECBAoC4EBAB1MQwaQYAAAQIECBAgQKA2AgKA2jj7FAIECBAgQIAAAQJ1ISAAqIth0AgCBAgQIECAAAECtRFwEXBtnH1KGYF//Md/DEceeWSZXKsJNBeYNGlSuPPOO5tnWEOAAAECBAhUJCAAqIhJofYS2HHHHcMee+zRXtWrN4MCAwYMyGCvdIkAAQIECNROwBSg2ln7JAIECBAgQIAAAQIdLiAA6PAh0AACBAgQIECAAAECtRMQANTO2icRIECAAAECBAgQ6HABAUCHD4EGECBAgAABAgQIEKidgACgdtY+iQABAgQIECBAgECHCwgAOnwINIAAAQIECBAgQIBA7QQEALWz9kkECBAgQIAAAQIEOlxAANDhQ6ABBAgQIECAAAECBGonIAConbVPIkCAAAECBAgQINDhAgKADh8CDSBAgAABAgQIECBQOwEBQO2sfRIBAgQIECBAgACBDhcQAHT4EGgAAQIECBAgQIAAgdoJCABqZ+2TCBAgQIAAAQIECHS4gACgw4dAAwgQIECAAAECBAjUTkAAUDtrn0SAAAECBAgQIECgwwUEAB0+BBpAgAABAgQIECBAoHYCAoDaWfskAgQIECBAgAABAh0uIADo8CHQAAIECBAgQIAAAQK1ExAA1M7aJxEgQIAAAQIECBDocAEBQIcPgQYQIECAAAECBAgQqJ2AAKB21j6JAAECBAgQIECAQIcLCAA6fAg0gAABAgQIECBAgEDtBAQAtbP2SQQIECBAgAABAgQ6XEAA0OFDoAEECBAgQIAAAQIEaicgAKidtU8iQIAAAQIECBAg0OECXTu8BR3cgFWrVoUNGzaktqJHjx6ha9e2U8W6X3nllbB06dIwdOjQMGTIkNC5s5grFVsmAQIECBAgQIBAuwq0fa+2XZtT+8ovuuiisGTJktQP/vjHPx7222+/1DKbZ951113hzjvvDKtXry5m9ezZM0yYMCEcddRRxXUWCBAgQIAAAQIECNRSINcBwMqVK1vd+d+SwbjlllvCHXfckWy61157JUf/45mAmTNnhhtvvDGsWLEiTJw4cUuqtg0BAgQIECBAgACBrRLIdQAwd+7cBC8emf/mN78ZOnXq1CJmnAJUaYo7+oWd/zPOOCMccMABxU2nTZsWrrzyyhDPDowbNy7ssssuxTwLBAgQIECAAAECBGohkOsJ6YUAYNiwYaFv376hT58+Lb7aMv9/ypQpybiNHDlyk53/uDJOI4o7/jHdf//9yU//ECBAgAABAgQIEKilQK4DgDlz5iTWw4cPr4r5xo0bw/Tp05O6So/8l1ZeuJbgT3/6U4gXCUsECBAgQIAAAQIEaimQ6wCgcAZg5513Tszj3YDeeOONVu8KVG6AFi5cWNyp32OPPVosVli/fv36UPj8FgtaSYAAAQIECBAgQKAdBHJ7DUDcAX/11VcT0rg8adKkMGvWrBCXu3fvHuJZgZNOOinEqTyVpkWLFhWLxulELaXCLUXj58SAYdddd22pmHUECBAgQIAAAQIE2kUgtwHA/Pnzi0f6r7766gS3V69eyf3+4607YzDwgx/8ILlbz9FHH10RfuGWn/Fe/7GucinmLVu2rHi2oFy5uP53v/tdmDp1alqRYl4MWs4999zi+3pd2Gabbeq1adrVYALx2RqFM3gN1nTNLSNQejOGnXbaqUwpqwlkX8DvtsYf4+XLl9dtJ3IbAMS79RTSO97xjmRHP/6xiTvv8+bNC9dcc02YPXt2uPnmm5Oj9CNGjCgUL/uzMKe/d+/eZe8oFDeOZwdiALB27dqydRUy4pmCNWvWFN6m/oz1NcKDxg488MBw3nnnJX0ZM2ZMap/ymBmvI/nLX/6SdD1eSxJ3cqW3BY499tjkDF1cEy/gb4Tv/Nutt9SawB//+Mfk7Ggsd8wxx6QeTGmtLvkEGk0gzjyIBxPjTAS/2xpt9Jq3t3///s1X1sma3AYAccfhxBNPDOvWrQvHHXfcJk/6jU/tjUfSv/3tb4fXX3893HDDDeGLX/xiq0PWrVu3VsvEAvFi4Zgq+c8dzxZUesS8X79+Sb31/s873/nOEF9SywLPP/98KNxNatSoUQKAzZgOPfTQEF9SNgUef/zx5JkpsXfjx48XAGRzmPWqjMDSpUuTA4TxQKJEoD0Fch0AxCCgXIrRd3xi7+TJk0M8W9DU1BS6dOlSrniyfsCAAcnP+ICxtFTIj88faC3FJwfHl0SAAAECBAgQIECgGgK5vgtQa4DxTEBMcRrOa6+91lrxUAgA4t2ECtcDtLRRfBJwTGnXCbS0nXUECBAgQIAAAQIEtlZAAJAiWJiqE4tUcrS+EADE8uUu/IjXCcQAIabBgwcnP/1DgAABAgQIECBAoFYCuQ0AfvKTn4SvfvWryfz+ctjxTkExxZ3/0p37cuXjxb2FefgzZsxosVjhQWHx6cJpU5Ba3NhKAgQIECBAgAABAlspkNsAYODAgSFOxXnqqaeSC4E3d4xz/u+///5k9T777LN5dtn38aK1mKZNm9ZimcL6Pff8/+3dCbDN9f/H8bctZN9dS7YQysjSRIZ+VBISimiTzKhUTCmmjGihkZkkVBNJZooi2hgtKksoUyqVPeugkrWS7f7P6/Of73fOuc45zr33nHvPuef5mbn3fs/3+/18v5/v4/u9934+38/WJKTjcdidWYkAAggggAACCCCAQJwF0rYAcOWVV7pReDTKz7x580IKARpOU3MDHDhwwGXSu3XrFsKuXvrqHKwvDRUaHDQ6iUYD2r59uy1ZsiR4kxvPf8OGDW6dhrcjIIAAAggggAACCCCQ1wJpOwpQnTp13Ey/CxcutLVr17px1xs2bOgKAhqDXZl8Nf258847rWLFiiH3RTUH3uRc6igcPEeAmgGpwLBo0SJbvHixq2HQuTSS0K5du9xxNOxodmYYDjk5HxBAAAEEEEAAAQQQyIVA2hYAZNapUyfLyMhw/QD0tv/gwYOOUsN9avz1AQMGWLVq1bLNq+FDq1Sp4moW9u7da/pSUOGga9eu1rFjx2wfkwgIIIAAAggggAACCMRDIK0LAAJUW/zRo0e7iTdUCND4/3qrr066kYK2v/TSS5E2u/XqN6Av1STs27fPdSKuXLmyax4UNSIbEUAAAQQQQAABBBBIoEDkXG4CT5qMh9boPd4IPvFMn0YPimUEoXiek2OltoCel5o1a7qLiGX42dS+WlKPQKiAak+PHTvmVkZ7ERMai08IFAwBtUooW7Ys8wQVjNuZ1FdRKDDWfWZSp5DEIYAAAggggAACCCCAQNwE0nYUoLgJciAEEEAAAQQQQAABBFJIgAJACt0skooAAggggAACCCCAQG4FKADkVpD4CCCAAAIIIIAAAgikkAAFgBS6WSQVAQQQQAABBBBAAIHcClAAyK0g8RFAAAEEEEAAAQQQSCEBCgApdLNIKgIIIIAAAggggAACuRVgHoDcChIfgSQR+Ouvv2zXrl1usrlmzZolSapIBgKJF9ixY4ebcb1t27ZWuDDvtRIvzhnyW+D48eOmyUsPHjzo5g2oVq2aVahQIb+TxflTSIACQArdLJKaHgJ//PGHrVixwnr37p2tC966davNmTPHypcvb08//XS24rIzAvEUOHv2rH399dem2c8vueSSbB86O78DR48etVdeecX+/vtva9OmjZvNPdsnJAICcRRI5POv5/2jjz6yNWvWWNZpnBo1amS33HKLVa9ePY5Xw6EKqgCvSgrqneW6UlJg48aNNn78ePvll19SMv0kGgEJTJs2zebNm2f//PNPtkGy8zug40+fPt1l/rN9IiIgkCCBRD3/J06csBdeeMFWr15tRYoUsVatWtn1119vqvm68MILbfPmzTZx4kTbt29fgq6MwxYkAWoACtLd5FpSXkDVuadPn0756+AC0ltg//79OQaI9Xdgy5Yt9tZbb9mff/6Z43MREYFECCTq+X/vvffc8162bFkbNmyYVa1a1U9+jx49XGF4z549Nnv2bBs1apS/jQUEwglQAxBOhXUIIIAAAkkpoLegc+fOtSlTprjMUKlSpZIynSQKgXgKqFnR999/7w7Zs2fPkMy/VpYpU8b69evntu/du5eCsZPgWzQBagCi6bANgTgJqJPi9u3bTe039famZs2a1rhxY//o+uO+adMmv+r25MmT9uuvv7rtF198sevYq/j//fef1atXz86cOWPr16+3U6dO2WWXXWaVKlXyj8UCAvkl8Pvvv7tOiV4tljIiJUuWdP1SMjIy3POvdcqs1KpVy9RvRW/y69ataw0aNLBt27ZF/R3Qdamfy48//ugusV27dta6dWtXGMiva+a8CHgCiXz+1S9G/xcU9D8hXLjooousUKFCrm+AmgGpDw4BgUgCFAAiybAegTgI6I+2qmN37tx5ztHq1Kljd911l1WpUsVl5NWW2QuHDh1y1bn6/Mwzz1i5cuVccweN+nD//ffb22+/bdpHYcGCBfboo4+6Zb4hkJ8Cq1atsmXLlvlJ+OSTT0xfyqj379/fZfhnzZplzZs3d5n+Dz74wN9XnYXV/t8L4X4HtE2FCxUYbrjhBmvSpImpcE1AIBkEEvn816hRwyZPnmwa/UcF6HDh8OHDfsdgDQZBQCCaAAWAaDpsQyAXAsrATJo0yXWEVDOFDh06uNEZ9NZTVbkqFLz88ss2YsQIN3KJ2nBqnd5uli5d2v73v/+5s5coUSIkFQsXLnSZfxUKVHNwwQUXWO3atS037U5DTsAHBHIo0LRpU9Ozrky/aqvUSVEZF73tDw56Vjds2ODeVmr4QhVsL7/8cmvYsOF5fwduvvlmV2gOPh7LCCSDQKKff73dj5T51/WrAKJQrFgx93vnPvANgQgCFAAiwLAagdwKKKOuUUrUPGf48OGuGYSO2bJlS1cYmDBhgqmGQCM6dO7c2a677jr3B1wFAGWi9DlcUNXuTTfdZJ06dXKb1axI/xgICOS3gJq16eurr75yBQC96dfznjWoqYR+Lx5++GHXJE5DeKogq4yLMjHRfgdUY0ZAIBkF8uL5j3Tdu3fv9mvfunTp4kYJirQv6xGQAJ2AeQ4QSICAxmf22vCrqULW6liN09y+fXtXI5DdoRLVllqZf2X69aWaAAICqSagQqz6wyiowKvMPwGBdBGI5/OvF0lqQqrmcaoNvuaaa9KFkevMhQA1ALnAIyoCkQQ0NKFGK1FQ04ZwQRO25CSoOQVv/HMiR5xkEsjaLCiZ0kZaEEi0QLyef3WqV1NS9Q3QTMD33HMPb/8TffMKyPEpABSQG8llJJeA/igrqC1/vN9s0gQiue41qcm+QOHCha1ixYrZj0gMBAqAQLyef3WanzlzpnvZpBF/hg4dyohwBeD5yKtLoACQV9KcJ60EvMmJ1LQh3kGFCgICqSygWUuVCSIgkI4C8Xj+165d60aG00AQGlFuyJAhUTsIp6Mz1xxdgAJAdB+2IpAjAVXFKhw5ciRH8YmEAAIIIIBAOIElS5bY4sWL3SbNAzNw4EDXiT7cvqxDIJIABYBIMqxHIBcCXjMd9QPQCCfhagI0sZdGCtJ07rfffjvt+nPhTVQEEEAgHQSU8VcBQOHqq6+2Xr16UZuWDjc+AddIHWwCUDkkAhrbXNW8CitXrgwLopl8NYlR8DCeXrMIbybVsBFZiUCSC+TmOc5N3CRnIXlpIpCbZzha3J9//tnP/Hft2tX69OlD5j9NnqlEXCYFgESocsy0FyhevLibqVQQn3/+uW3atCnERJ81VrpC27Zt/W2Kp6CmQ95Mv/5GFhBIEQHvOdbEdhoSNzvBi8vvQHbU2DeZBLxnOJ7P/6lTp2z+/PnuMuvXr+9Gl9OEepG+sju8dDL5kZa8EaAJUN44c5Y0FNA4/5rQaPPmzTZt2jTTH22N/68Owl6BoF27diETJWmMfwXVAIwZM8aNIKTJkuI1ZFwa3gYuOR8ENPuvZvddvny5m+hOM6QOHjw4ppTwOxATEzslsUAinn/NIO8NLqHmo+PHj48q0L9/f9P/FwICkQSoAYgkw3oEcilQpEgRNyybJnwpWbKkbdu2zc1yqsy/mgdpHoB+/fqFnEWZH1Xres2H9NZHGSkCAqkkcPPNN1vdunVdvxY9w5q9OtbA70CsUuyXrAKJeP5Vm0BAIJ4ChQLVs9mrn43n2TkWAmkkoCY9mrFRswJrzGavrWckAu1ftGhRhnaLBMT6pBc4efKk6+Oi2apzMh8GvwNJf4tJYBQBnv8oOGzKdwEKAPl+C0gAAggggAACCCCAAAJ5J0AToLyz5kwIIIAAAggggAACCOS7AAWAfL8FJAABBBBAAAEEEEAAgbwToACQd9acCQEEEEAAAQQQQACBfBegAJDvt4AEIIAAAggggAACCCCQdwIUAPLOmjMhgAACCCCAAAIIIJDvAhQA8v0WkAAEEEAAAQQQQAABBPJOgAJA3llzJgQQQAABBBBAAAEE8l2AAkC+3wISgAACCCCAAAIIIIBA3glQAMg7a86EAAIIIIAAAggggEC+C1AAyPdbQAIQQAABBBBAAAEEEMg7AQoAeWfNmRBAAAEEEEAAAQQQyHcBCgD5fgtIAAIIIIAAAggggAACeSdAASDvrDkTAggggAACCCCAAAL5LkABIN9vAQlAAAEEEEAAAQQQQCDvBIrm3ak4EwIIIIBAMgr88ssvNnnyZFu3bp3t2rXL6tWrZ23btrXevXvb1VdfbcuWLbN33nnHJX3cuHFWrVo1/zK+/PJLmzt3rvv83HPP2ZEjR0w/P/74YytVqpRdd9119sgjj9hFF13kx9HCmjVr7M033zSde+PGjVauXDlr3ry5+7rnnnusRo0aIfsHfxg+fLidOHHCqlatak899VTwppDlH374wV5++WW3rnv37qYvL6xatcrmzJnjPo4ZM8aqV69ub7zxhn311Vf29ddf2z///GMNGjSwG2+80YYMGWJlypTxovITAQQQSH2BTAICCCCAQNoKPP7445mFChXKDPw3O+ercOHCmYHMfOYLL7zgbwtk1kOspk6d6m8LZLgz69Sp43/2jjlz5kw/zv79+zPvuOOOiOdUnAoVKmQGMud+nKwLpUuXdue4+OKLs24K+bxo0SI/LWPHjg3ZNmPGDH/bd999l9mvXz//s5du72eVKlUy165dGxKfDwgggEAqC1ADEPgLT0AAAQTSUWDkyJE2ceJEd+mBzL717NnT2rVr596u6034Z599ZqNGjbKMjIyYeEaMGGE7d+50+xYpUsTOnDljF154od1yyy1unT7rjfo333zjPuutvz63atXK1RzozfvSpUvt0KFDFigkmN7gP//88zGdOzc76Vw///yzq4XQ2/6rrrrK9uzZY++++66phuOPP/6wzp0724oVK6xFixa5ORVxEUAAgaQQoACQFLeBRCCAAAJ5K7B+/XqbNGmSO2n58uXtrbfesq5du/qJGD16tGsSc99999m+ffv89YE3Xv5y1oVPP/3UNZt58cUX7ZprrnEZ+B07dvjNZ9Q0yMv8t27d2jUrUnOj4LBgwQIbNGiQHT161AI1D9a/f39r2bJl8C5xX1bmX+lQs6UmTZr4x7/33ntNhSQ5HT9+3IYOHWpqOkRAAAEEUl2ATsCpfgdJPwIIIJADAbXlP3v2rIs5fvz4kMy/d7iBAwfaY4895n0870/VIsyePdu6detmxYsXtyuuuML69u3r4v3666+mcyqob8BHH33kMt1uRdC3Pn36uIy/VqnGQAWQaIWOoKi5WlT7/+DMvw6m61ENifomKKiGQrUiBAQQQCDVBSgApPodJP0IIIBANgX+/fdf19RG0dQ5d/DgwRGPoA68FStWjLg9eIOa8qj5TLigjPOpU6fcpmHDhoV0JM66/1133eVnxlVjsGXLlqy7xPVzp06drEOHDmGPGegfYU888YS/7YMPPvCXWUAAAQRSVYACQKreOdKNAAII5FBg9erVpkKAgkb7KVasWMQjlS1b1tq0aRNxe/CGQKfc4I8hyxrpxwuqIYgW1H8guDlScNxo8XK6Tf0QooX27dv7m9U3goAAAgikugAFgFS/g6QfAQQQyKbA3r17/Rh169b1lyMtxLKP4jZs2DDSIUxNgLwQy/GC+wZs2rTJi5qQn4GRi6IeV52gL7jgArdPcH+IqJHYiAACCCSxAAWAJL45JA0BBBBIhMDBgwf9wwaGuPSXIy3EOgpQrVq1Ih3CNm/e7LYVLVo0plGFgo/ljSwU8eC53JB1joKsh1MzIM05oBBsl3U/PiOAAAKpIkABIFXuFOlEAAEE4iQQPMlWLG+0Dxw4ENOZ1Wk2UvD6EZw+fdqNqBNpP299cEZbw4WGC+frHKxzxRI06df5wp9//ul20YhJBAQQQCDVBSL/tU71KyP9CCCAAAJhBYKb6uzevTvsPsErNTtwbkPwOTU06PlC8D6Raim8TsWRjqVZiWMJ57s+zQOgmYcVNGMwAQEEEEh1AQoAqX4HST8CCCCQTQFlxr239RplJ9qb8v/++88CM+Vm8wzn7h5cAPjpp5/O3SHLmh9//NFfk7Vzsddp2evI7O+YZeG3337z10SrLfCaJ/k7Z1nYsGGDvybWDtF+BBYQQACBJBSgAJCEN4UkIYAAAokUKF26tN16663uFHrTPmfOnIine/XVV0MmAou443k2aLQhL2hCMG8OAm9d8E8VED788EO3qkyZMm5SseDtGplIQc1ygpsKBe+jQo3mGogl6BqjFSaCZyPu1atXLIdkHwQQQCCpBSgAJPXtIXEIIIBAYgTGjh1r6pCrMGrUKFu+fPk5J1q6dKk9+eST56zPyYqePXv6Y+0rg+/NQpz1WMeOHbOHHnrIn/xLBZUSJUqE7NaiRQv3WW/1NU9BuKC5DTTbcSxh//799uyzz4bd9f3337clS5a4baqJuP7668Pux0oEEEAglQQoAKTS3SKtCCCAQJwE1CTHyzz//vvv1rlzZ7vtttvspZdessmTJ7sZfDUW/+HDh/2Cgk6tEXFyGnRsjfGvMHLkSBswYICpCZKaGelNvt7Yt27d2r788ku3j4YLDX777lYGvg0ZMsRbdDMPa7ZgFVbU5GfWrFnWo0cPtz64s7MfIcKCCgB33nmnqemRZiDeunWrqZDUu3dvP8b06dPdDMf+ChYQQACBVBUIvEEhIIAAAgikqcCUKVMyAzUBmYH/Yed8BTLrmYEMeGbgrbe/LdBpOERq6tSp/rYZM2aEbAv3Yf78+ZmVK1f24+i84c7frFmzzMAEYOEOkRloPpQZyOSHHCNr+hs1apS5bds2f59AZj7kWEqrF6dLly6ZJUuW9D9nTU+gz0Hm66+/HhKfDwgggEAqC1ADEPgPQEAAAQTSVeDBBx80zW778MMPuyY6GnIzkPm2QYMG2RdffGEjRoyw4NF2Ig3JGatfnz59TJ1q+/bta+qLoBDcCbl27do2btw4VzPQuHHjsIdVLYSa5qh2IFCYCNlH/QPU3GjlypV2vgm+vIiqMVixYoU1b97c1XAEpydQOHDNo+6++25vd34igAACKS9QSKWXlL8KLgABBBBAIGECGvlm3bp1rvmOCgO5aQYUnEj9+1GzHfUJUH8EZdibNm3qj1AUvG+0ZU0Upvb+iq9MvDfCUbQ4M2fONPUTUAjUYtjQoUPdspoirV692jX1adKkiQVPSOZ24BsCCCBQAAT+vwdYAbgQLgEBBBBAIHYBjcSjt+WXXnqp3zk3XOyjR4/ali1b3KZAs5q4Zf51QBUk6tev777CnTvWdcr4x/q2/3zHrFSpknXv3v18u7EdAQQQSGkBCgApfftIPAIIIJAzATV5Wbx4sYv87bffus634Y6kJkDehFrXXnttuF1YhwACCCCQYgL0AUixG0ZyEUAAgXgItGrVyj+MRgPKOjmXmudofoDXXnvN7afJtwYOHOjHYQEBBBBAIHUFqAFI3XtHyhFAAIEcC2gYzkWLFrmMv+YAUNv5jIwM1xzoxIkTbv327dv940+YMMEuv/xy/zMLCCCAAAKpK0ABIHXvHSlHAAEEcixQqlQpN9vuAw884M+Yu2/fPps3b17IMatVq2bTpk0zjd5DQAABBBAoGAKMAlQw7iNXgQACCORYQJNfabZbjaYTGOffypQpYzVr1rSOHTu6mW81Qk9BC4E5AmzNmjXusjTKkTo4ExBAAIF0EaAAkC53mutEAAEEEEAAAQQQQCAgQCdgHgMEEEAAAQQQQAABBNJIgAJAGt1sLhUBBBBAAAEEEEAAAQoAPAMIIIAAAggggAACCKSRAAWANLrZXCoCCCCAAAIIIIAAAhQAeAYQQAABBBBAAAEEEEgjAQoAaXSzuVQEEEAAAQQQQAABBCgA8AwggAACCCCAAAIIIJBGAhQA0uhmc6kIIIAAAggggAACCFAA4BlAAAEEEEAAAQQQQCCNBCgApNHN5lIRQAABBBBAAAEEEKAAwDOAAAIIIIAAAggggEAaCVAASKObzaUigAACCCCAAAIIIEABgGcAAQQQQAABBBBAAIE0EqAAkEY3m0tFAAEEEEAAAQQQQIACAM8AAggggAACCCCAAAJpJEABII1uNpeKAAIIIIAAAggggAAFAJ4BBBBAAAEEEEAAAQTSSIACQBrdbC4VAQQQQAABBBBAAAEKADwDCCCAAAIIIIAAAgikkQAFgDS62VwqAggggAACCCCAAAL/Bzwiq/s04/G0AAAAAElFTkSuQmCC" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# Specify tick marks directly

bp + coord_cartesian(ylim=c(5, 7.5)) +

    scale_y_continuous(breaks=seq(0, 10, 0.25))  # Ticks from 0-10, every .25

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" /> ### 点到坐标轴的方向

# Reverse order of a continuous-valued axis

bp + scale_y_reverse()

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

设置和隐藏坐标轴的刻度

# Setting the tick marks on an axis

# 显示刻度从1到10,间隔为0.25

# The scale will show only the ones that are within range (3.50-6.25 in this case)

bp + scale_y_continuous(breaks=seq(1,10,1/4))

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 未设置刻度的地方会出现空白

bp + scale_y_continuous(breaks=c(4, 4.25, 4.5, 5, 6,8))

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 隐藏刻度

bp + scale_y_continuous(breaks=NULL)

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TRR9tdSiXLtnujFiRAgACBDgsIAB2msyIBAgTSFWjPp/9NOpUs27SO3wQIECDQeQICQOfZ2jIBAgTqVmD06NHtrq2SZdu9UQsSIECAQIcFBIAO01mRAAEC6QocfPDB7Sp+wIABYZ999mnXshYiQIAAga4REAC6xtmzECBAoK4EPvCBD4TDDjuszZriWYDWWWedNpezAAECBAh0nYAA0HXWnokAAQJ1JXD22WeHQw45pGxNPXv2DCeddFKYNGlS2cfNJECAAIHuE3Al4O6z98wECBAotEC/fv3CeeedFyZMmBCuv/768Pzzz4c+ffqErbbaKhx++OFh8803L3R9Bk+AAIF6FRAA6rWz6iJAgEAXCeyyyy5h/PjxYfDgwdkzzp07NyxevLiLnt3TECBAgEClAg4BqlTM8gQIECBAgAABAgQKLCAAFLh5hk6AAAECBAgQIECgUgEBoFIxyxMgQIAAAQIECBAosIAAUODmGToBAgQIECBAgACBSgUEgErFLE+AAAECBAgQIECgwAICQIGbZ+gECBAgQIAAAQIEKhUQACoVszwBAgQIECBAgACBAgsIAAVunqETIECAAAECBAgQqFRAAKhUzPIECBAgQIAAAQIECiwgABS4eYZOgAABAgQIECBAoFIBAaBSMcsTIECAAAECBAgQKLCAAFDg5hk6AQIECBAgQIAAgUoFBIBKxSxPgAABAgQIECBAoMACAkCBm2foBAgQIECAAAECBCoVEAAqFbM8AQIECBAgQIAAgQILCAAFbp6hEyBAgAABAgQIEKhUQACoVMzyBAgQIECAAAECBAosIAAUuHmGToAAAQIECBAgQKBSAQGgUjHLEyBAgAABAgQIECiwgABQ4OYZOgECBAgQIECAAIFKBQSASsUsT4AAAQIECBAgQKDAAr0LPHZDJ0CAAIEcCDz00EPhj3/8Y5g1a1bo3bt32GqrrcKhhx4aRo0alYPRGQIBAgQIrCwgAKws4j4BAgQItEtg6dKl4Vvf+laYOnVqi+WnTZsWfvKTn4SvfvWr4XOf+1yLx9whQIAAge4XcAhQ9/fACAgQIFBIgW9/+9urvPlvKmT58uXhu9/9brj00kubZvlNgAABAjkREABy0gjDIECAQJEEHn744XDllVe2OeTvfe97YcGCBW0uZwECBAgQ6DoBAaDrrD0TAQIE6kbgmmuuaVctixYtCjfffHO7lrUQAQIECHSNgADQNc6ehQABAnUl8Nxzz7W7npkzZ7Z7WQsSIECAQOcLCACdb+wZCBAgUHcCffr0aXdNlSzb7o1akAABAgQ6LCAAdJjOigQIEEhXYLvttmt38dtuu227l7UgAQIECHS+gADQ+caegQABAnUncOSRR4b2fLK/wQYbhD333LPu6lcQAQIEiiwgABS5e8ZOgACBbhLYcMMNw2mnnbbaZ48XBfv+978f+vXrt9rlPEiAAAECXSsgAHStt2cjQIBA3QhMmjQpnHPOOWHgwIGr1BQ/+b/44ovDrrvuuspjZhAgQIBA9wq4EnD3+nt2AgQIFFrg6KOPDvvvv3/485//HF566aXssKDRo0eHnXfeOfTt27fQtRk8AQIE6lVAAKjXzqqLAAECXSQwaNCgcNRRR4XBgwdnzzh37tywePHiLnp2T0OAAAEClQo4BKhSMcsTIECAAAECBAgQKLCAAFDg5hk6AQIECBAgQIAAgUoFBIBKxSxPgAABAgQIECBAoMACAkCBm2foBAgQIECAAAECBCoVEAAqFbM8AQIECBAgQIAAgQILCAAFbp6hEyBAgAABAgQIEKhUQACoVMzyBAgQIECAAAECBAosIAAUuHmGToAAAQIECBAgQKBSAQGgUjHLEyBAgAABAgQIECiwgABQ4OYZOgECBAgQIECAAIFKBQSASsUsT4AAAQIECBAgQKDAAgJAgZtn6AQIECBAgAABAgQqFRAAKhWzPAECBAgQIECAAIECCwgABW6eoRMgQIAAAQIECBCoVEAAqFTM8gQIECBAgAABAgQKLCAAFLh5hk6AAAECBAgQIECgUgEBoFIxyxMgQIAAAQIECBAosIAAUODmGToBAgQIECBAgACBSgUEgErFLE+AAAECBAgQIECgwAK9Czx2QydAgAABAgRyILB8+fKwdOnSHIwk/0NYtmxZaZBLliwJixcvLt13o3WBNdZYI/To0aP1BTxSkYAAUBGXhQkQIECAAIHmAnfeeWc455xzQvM3ts0fd7t1ga9//eutP+iRFgLDhg0L5513XhgyZEiL+e50TMAhQB1zsxYBAgQIECDQKHDbbbd58++V0OkCc+bMCY888kinP08qT2APQCqdVicBAgQIEOgEgRUrVpS2uuWWW4b+/fuX7rtBoFqB+MZ/9uzZ2Waav9aq3W7q6wsAqb8C1E+AAAECBGokEA/RGD16dI22ZjMEQvif//mf8KMf/QhFjQUcAlRjUJsjQIAAAQIECBAgkGcBASDP3TE2AgQIECBAgAABAjUWEABqDGpzBAgQIECAAAECBPIsIADkuTvGRoAAAQIECBAgQKDGAgJAjUFtjgABAgQIECBAgECeBQSAPHfH2AgQIECAAAECBAjUWEAAqDGozREgQIAAAQIECBDIs4AAkOfuGBsBAgQIECBAgACBGgsIADUGtTkCBAgQIECAAAECeRYQAPLcHWMjQIAAAQIECBAgUGMBAaDGoDZHgAABAgQIECBAIM8CAkCeu2NsBAgQIECAAAECBGosIADUGNTmCBAgQIAAAQIECORZQADIc3eMjQABAgQIECBAgECNBQSAGoPaHAECBAgQIECAAIE8CwgAee6OsREgQIAAAQIECBCosYAAUGNQmyNAgAABAgQIECCQZwEBIM/dMTYCBAgQIECAAAECNRYQAGoManMECBAgQIAAAQIE8iwgAOS5O8ZGgAABAgQIECBAoMYCAkCNQW2OAAECBAgQIECAQJ4FBIA8d8fYCBAgQIAAAQIECNRYQACoMajNESBAgAABAgQIEMizgACQ5+4YGwECBAgQIECAAIEaCwgANQa1OQIECBAgQIAAAQJ5FhAA8twdYyNAgAABAgQIECBQYwEBoMagNkeAAAECBAgQIEAgzwICQJ67Y2wECBAgQIAAAQIEaiwgANQY1OYIECBAgAABAgQI5FlAAMhzd4yNAAECBAgQIECAQI0FBIAag9ocAQIECBAgQIAAgTwLCAB57o6xESBAgAABAgQIEKixgABQY1CbI0CAAAECBAgQIJBnAQEgz90xNgIECBAgQIAAAQI1FhAAagxqcwQIECBAgAABAgTyLCAA5Lk7xkaAAAECBAgQIECgxgICQI1BbY4AAQIECBAgQIBAngUEgDx3x9gIECBAgAABAgQI1FhAAKgxqM0RIECAAAECBAgQyLOAAJDn7hgbAQIECBAgQIAAgRoLCAA1BrU5AgQIECBAgAABAnkWEADy3B1jI0CAAAECBAgQIFBjAQGgxqA2R4AAAQIECBAgQCDPAgJAnrtjbAQIECBAgAABAgRqLCAA1BjU5ggQIECAAAECBAjkWUAAyHN3jI0AAQIECBAgQIBAjQUEgBqD2hwBAgQIECBAgACBPAsIAHnujrERIECAAAECBAgQqLGAAFBjUJsjQIAAAQIECBAgkGcBASDP3TE2AgQIECBAgAABAjUWEABqDGpzBAgQIECAAAECBPIsIADkuTvGRoAAAQIECBAgQKDGAgJAjUFtjgABAgQIECBAgECeBQSAPHfH2AgQIECAAAECBAjUWEAAqDGozREgQIAAAQIECBDIs4AAkOfuGBsBAgQIECBAgACBGgsIADUGtTkCBAgQIECAAAECeRbonefBGRsBAgQIECBQHIHnnnsuLFmypDgDNtLcC8ydOzf3YyziAAWAInbNmAkQIECAQA4FTjjhhByOypAIEFhZwCFAK4u4T4AAAQIECBAgQKCOBQSAOm6u0ggQIECAAAECBAisLCAArCziPgECBAgQIECAAIE6FhAA6ri5SiNAgAABAgQIECCwsoAvAa8s4j4BAgQIECDQIYGJEyeGIUOGdGhdKxEoJ3DvvfeGu+66q9xD5lUhIABUgWdVAgQIECBA4F8CRx99dBg9evS/ZrhFoEqBhoYGAaBKw3KrOwSonIp5BAgQIECAAAECBOpUQACo08YqiwABAgQIECBAgEA5AQGgnIp5BAgQIECAAAECBOpUQACo08YqiwABAgQIECBAgEA5AQGgnIp5BAgQIECAAAECBOpUQACo08YqiwABAgQIECBAgEA5AQGgnIp5BAgQIECAAAECBOpUQACo08YqiwABAgQIECBAgEA5AQGgnIp5BAgQIECAAAECBOpUQACo08YqiwABAgQIECBAgEA5AQGgnIp5BAgQIECAAAECBOpUQACo08YqiwABAgQIECBAgEA5AQGgnIp5BAgQIECAAAECBOpUQACo08YqiwABAgQIECBAgEA5AQGgnIp5BAgQIECAAAECBOpUQACo08YqiwABAgQIECBAgEA5AQGgnIp5BAgQIECAAAECBOpUQACo08YqiwABAgQIECBAgEA5AQGgnIp5BAgQIECAAAECBOpUQACo08YqiwABAgQIECBAgEA5AQGgnIp5BAgQIECAAAECBOpUQACo08YqiwABAgQIECBAgEA5AQGgnIp5BAgQIECAAAECBOpUQACo08YqiwABAgQIECBAgEA5gd7lZppXvwILFiwIv/jFL8Lrr79ev0XWsLJ58+aVtnbFFVeEm266qXTfjdYFhg0bFo477rgwYMCA1hfyCAECBAgQINAtAgJAt7B335Nee+214eabb+6+ART4mWfNmhXij6l9AhtvvHE49NBD27ewpQgQIECAAIEuE3AIUJdR5+OJFi9enI+BGEXdC3it1X2LFUiAAAECBRWwB6CgjavFsM8999yw884712JTtkEgE7jlllvCWWedRYMAAQIECBDIsYAAkOPmdPbQ1llnnTB8+PDOfhrbT0hg8ODBCVWrVAIECBAgUEwBAaCYfTNqAgQIECCQO4Hf/e53YciQIbkblwEVV+DBBx8s7uBzPHIBIMfNMTQCBAgQIFAkgXiWORMBAvkX8CXg/PfICAkQIECAQG4F4hm/TAS6QmDkyJFd8TRJPIc9AEm0WZEECBAgQKBzBD71qU+FzTbbLCxatKhznqDOtjpjxozwwAMPZFVNmDAhjBgxos4q7JxyRo0aFTbffPPO2XiCWxUAEmy6kgkQIECAQK0EevXqFXbbbbdaba7ut/O3v/2tFADimfjGjBlT9zUrMH8CDgHKX0+MiAABAgQIECBAgECnCQgAnUZrwwQIECBAgAABAgTyJyAA5K8nRkSAAAECBAgQIECg0wQEgE6jtWECBAgQIECAAAEC+RMQAPLXEyMiQIAAAQIECBAg0GkCAkCn0dowAQIECBAgQIAAgfwJCAD564kRESBAgAABAgQIEOg0AQGg02htmAABAgQIECBAgED+BASA/PXEiAgQIECAAAECBAh0moAA0Gm0NkyAAAECBAgQIEAgfwICQP56YkQECBAgQIAAAQIEOk1AAOg0WhsmQIAAAQIECBAgkD8BASB/PTEiAgQIECBAgAABAp0mIAB0Gq0NEyBAgAABAgQIEMifgACQv54YEQECBAgQIECAAIFOExAAOo3WhgkQIECAAAECBAjkT0AAyF9PjIgAAQIECBAgQIBApwn07rQt23DuBebOnRteeuml3I/TAIsj8NprrxVnsEZKgAABAgQSFchNAFi2bFm46667sjaMHTs29O3bt90t+c1vfhOeeOKJ8N73vjcceuih7V4v9QW/+c1vpk6gfgIECBAgQIBAcgK5CQCvv/562GuvvbIGvPrqq2H48OHtbsZnP/vZ8Oabb4bjjjtOAGi3mgUJECBAgAABAgRSFCj8dwDefvvtEH/iNH/+/BR7qGYCBAgQIECAAAEC7Rbolj0Av/vd78Irr7zSYpDxE/ymacqUKWHgwIFNd1v9/c4774QbbrghLF++PFtmm222aXVZDxAgQIAAAQIECBAgEEK3BIAVK1aEE044oVX/b3zjG60+troHdt5559U97DECBAgQIECAAAECyQt0SwA48sgjw7777htuvvnmmjXgtNNOCx/96Edrtr0UNjR+/Piw0UYbpVCqGrtI4Lnnngu33nprFz2bpyFAgAABAgQ6ItAtASAO9IILLgjTp08vjXnhwoXhS1/6Unb/vPPOC2uvvXbpsXI3evToEfr37x/WWmutEA/9GTVqVLnFzFuNwOGHHx722GOP1SzhIQKVCVx33XUCQGVkliZAgAABAl0u0G0BYOTIkWHixImlgufMmVMKAEcffXRFZwEqbcQNAgQIECBAgAABAgRWK9BtAWDlUcUv/cZP/uM0aNCglR92nwABAgQIECBAgACBGgjkJgAMGDCgtAegBnXZBAECBAgQIECAAAECZQQKfx2AMjWZRYAAAQIECBAgQIBAKwK52QPQfHzxGgHTpk0Lzz77bHjjjTdKF/pqvky524ceeqgrAZeDMY8AAQIECBAgQIDAPwVyFwCuvvrqEL8EvHTp0oqbFM8EFEOAiQABAgQIECBAgACB8gK5OgRo6tSpIV4joCNv/suXZy4BAgQIECBAgAABAs0FcrUH4Gtf+1pYvnx5Nr5dd901HHfccWH06NFtXhOgqaDhw4c33fSbAAECBAgQIECAAIEyArkJAPG4/xdffDEbYjwE6IorrigzXLMIECBAgAABAgQIEKhGIDeHAN19992lOs4444zSbTcIECBAgAABAgQIEKidQG4CwMKFC7OqevbsGTbddNPaVWhLBAgQIECAAAECBAiUBHITAHbaaadsUO+++2548sknSwN0gwABAgQIECBAgACB2gnkJgCMGTMmrLXWWlllN910U+0qtCUCBAgQIECAAAECBEoCuQkAvXr1Cj/84Q+zgZ177rnhgQceKA3SDQIECBAgQIAAAQIEaiOQmwAQy/nc5z4XPv3pT4e5c+eGcePGhQsuuCDMnj27NpXaCgECBAgQIECAAAECoctPA3rRRReFk08+uVX6pusAvPXWW9l1AOKCvXv3DoMGDQo9evRodb34QLyOQPwxESBAgAABAgQIECBQXqDLA8CSJUvC/Pnzy4+mlbkxFLz++uutPPqv2W+//fa/7rhFgAABAgQIECBAgMAqAl0eANZcc82w4YYbrjKQWsyIewlMBAgQIECAAAECBAi0LtDlAeCTn/xkiD8mAgQIECBAgAABAgS6XiBXXwLu+vI9IwECBAgQIECAAIG0BASAtPqtWgIECBAgQIAAgcQFBIDEXwDKJ0CAAAECBAgQSEugy78D0BrvggULwuc///nWHl7t/D59+oS11147+1l33XXD7rvvHnbYYYfQs6d8s1o4DxIgQIAAAQIECCQnkJsAEE8PeuWVV9asAcOGDQvnn39+OPLII2u2TRsiQIAAAQIECBAgUHSB3HxEHi/yNXjw4OyCX+VQ4+NtXQis+Xpz5swJRx11VPjRj37UfLbbBAgQIECAAAECBJIWyE0AGDp0aHjjjTfCZz/72VJD9tprr3DNNdeEJ598MsQrAy9evDg888wzYdq0aeHwww8vBYLx48eHu+++O9x6663hsssuCx/60IdK2zj11FPDQw89VLrvBgECBAgQIECAAIGUBXITAGITpkyZkn1iH4/dnzp1apg+fXo4+OCDw1ZbbRXWWGON0L9//7D55puH/fbbL1x11VVhxowZ2bwbb7wxvPDCC2HcuHHhE5/4RLjjjjvCf//3f4d+/fqFZcuWhcmTJ6fcY7UTIECAAAECBAgQKAnkJgCsWLEifOlLX8oG9u1vf7tdx+7HT/qbDvE57rjjwjvvvJOtHwPEiSeeGOK8OP3mN78J7777bnbbfwgQIECAAAECBAikLJCbAPDYY4+FN998M+tFJWcDOuaYY7Kz/cRDhFY+1CceJhSnuN25c+dmt/2HAAECBAgQIECAQMoCuQkA9913X9aH9dZbLwwfPrzdPRk4cGDYcMMNs+Xvv//+FutttNFGpfuvvPJK6bYbBAgQIECAAAECBFIVyE0A6Nu3b9aD1157LfsycHsbEj/5//vf/54tPmTIkBarzZo1q3R/zTXXLN12gwABAgQIECBAgECqArkJAJtuumnWg4aGhnD55Ze3ux+//e1vQ/z+QJx23HHHFuvddNNN2f14+tCNN964xWPuECBAgAABAgQIEEhRIDcBYJdddim9ST/ppJPCnXfe2WY/Hn744XD88cdny8VrCGyxxRaldeKegeuvvz67v8kmm2RnCyo96AYBAgQIECBAgACBRAVyEwB69+4dvvnNb2ZtiGfz2WOPPcLHP/7xLAjMnj07xD0D8Uw+8Vj+u+66K3zmM5/JPvFftGhRts7Pf/7z0nUBfvWrX4XRo0eHJ554InvshBNOSLS9yiZAgAABAgQIECDQUqB3y7vdey+etvPxxx/PzuEf3/BfccUV2U8cVbwGQDzUJ57Xf+UpBod41d+m6Xvf+17prD+jRo0qnQ606XG/CRAgQIAAAQIECKQqkJs9AE0NiOf1v/DCC0O8MnDzacmSJau8+Y+f8l900UXhrLPOKi0aQ8Lzzz+f3d9zzz1DPLuQLwCXeNwgQIAAAQIECBBIXCBXewBiL+IXdidNmpRdCCwew3/ttddmewXiYUDxsc022yw71j9eBOzTn/506NOnT4sWLl26NMQvBm+33Xal7xS0WMAdAgQIECBAgAABAgkL5C4ANPUint9/woQJ2U/TvPb8XmONNcKBBx7YnkUtQ4AAAQIECBAgQCA5gdwdApRcBxRMgAABAgQIECBAoAsFBIAuxPZUBAgQIECAAAECBLpboMsDwJQpU0I8Z3/8GTt2bKn+uXPnluY3PV7p73POOae0PTcIECBAgAABAgQIEFhVoMu/AxC/pLtgwYJsJAsXLiyNKJ72s2l+aWaFN+L1A0wECBAgQIAAAQIECLQu0OUBIH65N56bP04bbLBB9jv+p1evXqX5pZkV3oh7DEwECBAgQIAAAQIECLQu0OUB4BOf+ESIPytP6667bpg1a9bKs90nQIAAAQIECBAgQKCGAl3+HYAajt2mCBAgQIAAAQIECBCoUKDL9wBUOD6LEyBAgAABAgTqRuDoo48OBxxwQFbPeuutVzd1KaRYArkPAPPmzQvPPvts9vPmm2+GL37xi5nwzJkzs+8Q9O/fv1jiRkuAAAECBAgkK7DxxhuHQYMGZfXPnj07LFmyJFkLhXefQG4PAbriiiuyLwUPHTo0fOhDHwoTJ04Mp59+eknqBz/4QRg5cmQ2b9myZaX5bhAgQIAAAQIECBAg0LpA7gJA/CLw7rvvHj7+8Y+HF198sdWRv/DCCyHuHTjjjDPCxz72sfD222+3uqwHCBAgQIAAAQIECBD4f4FcBYDly5eHeGzcnXfemY0unjJ0/PjxYZ999lmlXxtttFFp3vXXXx++8IUvlO67QYAAAQIECBAgQIBAeYFcBYD4af7999+fjXTSpEkhfsp/ww03hAkTJqwy+v/93/8N9957bxgxYkT22CWXXJJ9T2CVBc0gQIAAAQIECBAgQKAkkJsAED/9j8f1x+kjH/lI+MUvfhGGDBlSGmi5Gx/84AfDLbfckl1EbMWKFeGCCy4ot5h5BAgQINDJAk888US4/PLLs59XXnmlk5/N5gkQIECgGoHcBICnnnqq9E34H/7wh6Fnz/YNbcyYMeGQQw7JDJ555plqLKxLgAABAh0UuOOOO7KTMsSTNTz33HMd3IrVCBAgQKArBNr3LrsLRvLwww9nzxKP+996660resbtt98+W/7555+vaD0LEyBAgAABAgQIEEhNoHdeCn7nnXeyofTt27fdn/43jT1eHyBOa665ZtMsvwkQIFCVwKJFi8LUqVPDggULqtpOKis3/wDm97//fZgxY0YqpVdV5wYbbBAOP/zw7FDWqjZkZQIECFQgkJsA8N73vjcb9vz588PLL78cmp/lp616HnzwwWyRbbfdtq1FPU6AAIF2CcRrkfzmN79p17IWainwwAMPtJzh3moFhg0bFvbcc8/VLuNBAgQI1FIgN4cAxTfvvXr1ymqLZwNq73TjjTeG2267LVtcAGivmuUIEGhLYOHChW0t4nECNRGwl6kmjDZCgEAFArnZA9C/f/9w2GGHZZ+4XXjhhWHLLbcMJ5988moPB7r11lvDv/3bv2XlDhgwIBx44IEVlG5RAgQItE/grLPOCptvvnn7FrYUgXYITJs2LUyZMqUdS1qEAAECtRfITQCIpf3sZz/LLgL26quvhq997WtZGIhn+Jk9e3ZWeUNDQ4hfFn7ooYey6wM03z1/9tlnh9GjR9deyBYJEEheIH4g0XSYYvIYAGoiEE+baiJAgEB3CeQqALznPe8JF110UbYnIH4BL14UrOnCYBHo9ddfD+9///tXsTrggAPCiSeeuMp8MwgQIECAAAECBAgQaCmQm+8ANA1r3333DU8//XT41Kc+FXr06NE0u+zv4cOHZ4Hhuuuua3PZshswkwABAgQIECBAgEBiArnaA9Bkv/7664eLL744nHTSSeHuu+8Ozz77bPYzb968sMkmm4Qtttgi+zn44IPDoEGDmlbzmwABAgQIECBAgACBNgRyGQCaxvy+970vxB8TAQIECBAgQIAAAQK1EcjNIUCvvfZaOOKII8Kll14a3njjjdpUZysECBAgQIAAAQIECLQQyE0AWLFiRfjtb3+bHfs/dOjQsM8++4TJkydnFwVrMWJ3CBAgQIAAAQIECBDosEBuAkDPnj1D797/f0TS8uXLw5/+9KdwwgknhJEjR4Ydd9wxfOc73wmPPfZYhwu1IgECBAgQIECAAAECIeQmAKy33nph7ty54fLLLw/HHHNMGDJkSKk/Dz74YPjWt74Vtttuu7DZZpuFU045JbtewLvvvltaxg0CBAgQIECAAAECBNoWyE0AiENdZ511woQJE7LvAcQwMGPGjHDqqaeGbbbZplTJzJkzww9/+MOw++67hxEjRoRjjz02xNOALlmypLSMGwQIECBAgAABAgQIlBfIVQBoPsRevXqF3XbbLZxzzjnZoT+zZs0K559/fhg/fnzo169ftmgMCRdeeGE46KCDQtyD8Ktf/ar5JtwmQIAAAQIECBAgQGAlgdwGgJXGGUaNGhW++MUvhhtuuCHMnz8/XHbZZWHTTTctLRavHPzCCy+U7rtBgAABAgQIECBAgMCqArm+DkDz4S5btizcd9992ZeDp0+fHu65556wdOnS5ou4TYAAAQIECBAgQIBAGwK5DQDxC74PPfRQiG/240/8PsBbb721SjnxUKF4lqB42tD4/QETAQIECBAgQIAAAQKtC+QqADz++OOlN/y33357qxcE23LLLbM3/PFN/1577RXWXnvt1iv0CAECBAgQIECAAAECJYHcBIA5c+aEbbfdtjSw5jfi2X4+/OEPl970b7jhhs0fdpsAAQIECBAgQIAAgXYK5CYArDzeeFGwT37yk+GrX/1qGDNmzMoPu0+AAAECBAgQIECAQAcEcnMWoOZXAo51xKsBx9N67rDDDmHvvfcOZ599drj33nvDihUrOlCmVQgQIECAAAECBAgQiAK5CQDxPP6vv/56uOaaa8Lxxx8ftthii6xD77zzTva9gG9+85thl112Ce95z3vCoYceGiZPnhyefPJJXSRAgAABAgQIECBAoAKBXB0CNHDgwHDwwQdnP7GGF198Mdx8883hpptuyk7/GQPCggULspAQg0Kc1l9//WwPQdxLsP/++4ehQ4dm8/2HAAECBAgQIECAAIFVBXKzB2DVoYWw8cYbh2OPPTZMnTo1zJs3L7sOwH/9139lb/jXWGONbJVXXnklXHLJJWHixInhpz/9abnNmEeAAAECBAgQIECAwD8Fch0Amncpfkdgp512Ct/4xjeyvQJ/+tOfsk/8my/jNgECBAgQIECAAAECqxfI1SFAqxvq7Nmzs0OBpk2blgWAuEdg5SkeQmQiQIAAAQIECBAgQKB1gdwGgPjl33j133j8f3zT/8gjj6xSRTxV6G677RYOOeSQ7HsDo0ePXmUZMwgQIECAAAECBAgQ+JdArgJAPKtPfLMf3/THKwEvXrz4XyP95634Kf/48eOzN/0HHHBAWGeddVZZxgwCBAgQIECAAAECBMoL5CYAxCsBt3bBr4022igcdNBB2Zv+cePGhb59+5avxlwCBAgQIECAAAECBFYrkJsAsPIo3//+92eH9cTDe+JtEwECBAgQIECAAAEC1QvkJgDEs/zst99+pesAxE/9TQQIECBAgAABAgQI1FYgNwEgXgk4Hv9vIkCAAAECBAgQIECg8wQKcx2AziOwZQIECBAgQIAAAQLpCAgA6fRapQQIECBAgAABAgSCAOBFQIAAAQIECBAgQCAhAQEgoWYrlQABAgQIECBAgIAA4DVAgAABAgQIECBAICEBASChZiuVAAECBAgQIECAgADgNUCAAAECBAgQIEAgIQEBIKFmK5UAAQIECBAgQICAAOA1QIAAAQIECBAgQCAhAQEgoWYrlQABAgQIECBAgIAA4DVAgAABAgQIECBAICEBASChZiuVAAECBAgQIECAgADgNUCAAAECBAgQIEAgIQEBIKFmK5UAAQIECBAgQICAAOA1QIAAAQIECBAgQCAhAQEgoWYrlQABAgQIECBAgIAA4DVAgAABAgQIECBAICEBASChZiuVAAECBAgQIECAgADgNUCAAAECBAgQIEAgIQEBIKFmK5UAAQIECBAgQICAAOA1QIAAAQIECBAgQCAhAQEgoWYrlQABAgQIECBAgIAA4DVAgAABAgQIECBAICEBASChZiuVAAECBAgQIECAgADgNUCAAAECBAgQIEAgIQEBIKFmK5UAAQIECBAgQICAAOA1QIAAAQIECBAgQCAhAQEgoWYrlQABAgQIECBAgIAA4DVAgAABAgQIECBAICEBASChZiuVAAECBAgQIECAgADgNUCAAAECBAgQIEAgIQEBIKFmK5UAAQIECBAgQICAAOA1QIAAAQIECBAgQCAhgd4J1apUAgQIdEjg17/+dbjllls6tK6VCJQTePzxx8vNNo8AAQJdIiAAdAlzPp/k9ddfD6+++mo+B2dUhRT4xz/+UchxtzXoq6++uq1FPE6AAAECBAojIAAUplW1H+ipp55a+43aIgECBAgQIECAQK4FfAcg1+2p/eAGDBhQ+43aIoEyAl5rZVDMIkCAAAECORCwByAHTejKIRx88MFhzpw5IR7+Y2pbYN68eeGll17KFtxkk03CkCFD2l7JEmHYsGFhv/32I0GAAAECBAjkUEAAyGFTOnNIa6+9djjllFM68ynqatvXXXddOP/887OaJkyYEMaNG1dX9SmGAAECBAgQSE9AAEiv5yomQKBCgR//+Mdh6623rnAtixNoXeCaa64JkydPbn0BjxAgQKATBQSATsS1aQIE6kNg+PDhYeTIkfVRjCpyIeBwwly0wSAIJCvgS8DJtl7hBAgQIECAAAECKQoIACl2Xc0ECBAgQIAAAQLJCggAybZe4QQIECBAgAABAikKCAApdl3NBAgQIECAAAECyQoIAMm2XuEECBAgQIAAAQIpCggAKXZdzQQIECBAgAABAskKCADJtl7hBAgQIECAAAECKQoIACl2Xc0ECBAgQIAAAQLJCggAybZe4QQIECBAgAABAikKCAApdl3NBAgQIECAAAECyQoIAMm2XuEECBAgQIAAAQIpCggAKXZdzQQIECBAgAABAskKCADJtl7hBAgQIECAAAECKQoIACl2Xc0ECBAgQIAAAQLJCggAybZe4QQIECBAgAABAikKCAApdl3NBAgQIECAAAECyQoIAMm2XuEECBAgQIAAAQIpCggAKXZdzQQIECBAgAABAskKCADJtl7hBAgQIECAAAECKQoIACl2Xc0ECBAgQIAAAQLJCggAybZe4QQIECBAgAABAikKCAApdl3NBAgQIECAAAECyQoIAMm2XuEECBAgQIAAAQIpCggAKXZdzQQIECBAgAABAskKCADJtl7hBAgQIECAAAECKQoIACl2Xc0ECBAgQIAAAQLJCggAybZe4QQIECBAgAABAikKCAApdl3NBAgQIECAAAECyQoIAMm2XuEECBAgQIAAAQIpCggAKXZdzQQIECBAgAABAskKCADJtl7hBAgQIECAAAECKQoIACl2Xc0ECBAgQIAAAQLJCggAybZe4QQIECBAgAABAikKCAApdl3NBAgQIECAAAECyQoIAMm2XuEECBAgQIAAAQIpCggAKXZdzQQIECBAgAABAskKCADJtl7hBAgQIECAAAECKQoIACl2Xc0ECBAgQIAAAQLJCggAybZe4QQIECBAgAABAikKCAApdl3NBAgQIECAAAECyQoIAMm2XuEECBAgQIAAAQIpCggAKXZdzQQIECBAgAABAskKCADJtl7hBAgQIECAAAECKQoIACl2Xc0ECBAgQIAAAQLJCggAybZe4QQIECBAgAABAikKCAApdl3NBAgQIECAAAECyQoIAMm2XuEECBAgQIAAAQIpCggAKXZdzQQIECBAgAABAskKCADJtl7hBAgQIECAAAECKQoIACl2Xc0ECBAgQIAAAQLJCggAybZe4QQIECBAgAABAikKCAApdl3NBAgQIECAAAECyQoIAMm2XuEECBAgQIAAAQIpCggAKXZdzQQIECBAgAABAskKCADJtl7hBAgQIECAAAECKQoIACl2Xc0ECBAgQIAAAQLJCggAybZe4QQIECBAgAABAikKCAApdl3NBAgQIECAAAECyQoIAMm2XuEECBAgQIAAAQIpCggAKXZdzQQIECBAgAABAskKCADJtl7hBAgQIECAAAECKQoIACl2Xc0ECBAgQIAAAQLJCggAybZe4QQIECBAgAABAikKCAApdl3NBAgQIECAAAECyQoIAMm2XuEECBAgQIAAAQIpCggAKXZdzQQIECBAgAABAskK9E62coUTIECgnQLHH3986Nu3bzuXthiBtgUWLVrU9kKWIECAQCcJCACdBGuzBAgUW6BXr16lAubNm1e67QaBWgv07u1Pca1NbY8AgdUL+L/O6n08SoBAogL77bdfuP/++8PChQsTFais7OXLl4cVK1ZkK/Xp0yf07OkI0/YIbrDBBmHnnXduz6KWIUCAQM0EBICaUdoQAQL1JLD11luHSy+9tJ5K6tRarrjiijBlypTsOU4//fSw4447durz2TgBAgQIdFzARzQdt7MmAQIECBAgQIAAgcIJCACFa5kBEyBAgAABAgQIEOi4gADQcTtrEiBAgAABAgQIECicgABQuJYZMAECBAgQIECAAIGOCwgAHbezJgECBAgQIECAAIHCCTgLUOFaZsBdKbDDDjuEU089NXvKMWPGdOVTey4CBAgQIECAQKcICACdwmqj9SKw1VZbhbFjx2blvPbaa8HVO+uls+ogQIAAAQLpCjgEKN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXQEBIN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXQEBIN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXQEBIN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXQEBIN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXQEBIN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXQEBIN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXQEBIN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXQEBIN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXQEBIN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXQEBIN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXQEBIN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXQEBIN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXQEBIN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXQEBIN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXQEBIN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXQEBIN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXQEBIN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXQEBIN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXQEBIN3eq5wAAQIECBAgQCBBAQEgwaYrmQABAgQIECBAIF0BASDd3qucAAECBAgQIEAgQQEBIMGmK5kAAQIECBAgQCBdAQEg3d6rnAABAgQIECBAIEEBASDBpiuZAAECBAgQIEAgXYHe6ZaucgIECBColcDQoUPDdtttl21u4MCBtdqs7RAgac3XFgAAGmlJREFUQIBAJwgIAJ2AapMECBBITeCwww4LkyZNysqeO3duWLx4cWoE6iVAgEBhBBwCVJhWGSgBAgQIECBAgACB6gUEgOoNbYEAAQIECBAgQIBAYQQEgMK0ykAJECBAgAABAgQIVC8gAFRvaAsECBAgQIAAAQIECiMgABSmVQZKgAABAgQIECBAoHoBAaB6Q1sgQIAAAQIECBAgUBgBAaAwrTJQAgQIECBAgAABAtULCADVG9oCAQIECBAgQIAAgcIICACFaZWBEiBAgAABAgQIEKheQACo3tAWCBAgQIAAAQIECBRGQAAoTKsMlAABAgQIECBAgED1AgJA9Ya2QIAAAQIECBAgQKAwAgJAYVploAQIECBAgAABAgSqFxAAqje0BQIECBAgQIAAAQKFERAACtMqAyVAgAABAgQIECBQvYAAUL2hLRAgQIAAAQIECBAojIAAUJhWGSgBAgQIECBAgACB6gUEgOoNbYEAAQIECBAgQIBAYQQEgMK0ykAJECBAgAABAgQIVC8gAFRvaAsECBAgQIAAAQIECiMgABSmVQZKgAABAgQIECBAoHoBAaB6Q1sgQIAAAQIECBAgUBgBAaAwrTJQAgQIECBAgAABAtULCADVG9oCAQIECBAgQIAAgcIICACFaZWBEiBAgAABAgQIEKheQACo3tAWCBAgQIAAAQIECBRGQAAoTKsMlAABAgQIECBAgED1Aj0aGqfqN2MLBOpTYObMmeHxxx/Pinvf+94XRo4cWZ+FqopAlQJPPfVUeOaZZ7Kt7LTTTmHEiBFVbtHqBOpT4NFHHw2zZs3Kihs7dmxYd91167NQVeVaoHeuR2dwBLpZ4IUXXgg333xzNor11ltPAOjmfnj6/Ao899xzpX8rG2+8sQCQ31YZWTcLPPnkk2HGjBnZKLbaaisBoJv7kerTOwQo1c6rmwABAgQIECBAIEkBASDJtiuaAAECBAgQIEAgVQEBINXOq5sAAQIECBAgQCBJAQEgybYrmgABAgQIECBAIFUBASDVzqubAAECBAgQIEAgSQEBIMm2K5oAAQIECBAgQCBVAQEg1c6rmwABAgQIECBAIEkBASDJtiuaAAECBAgQIEAgVQEBINXOq5sAAQIECBAgQCBJAVcCTrLtim6vwMCBA8MGG2yQLb7mmmu2dzXLEUhOYNCgQaV/K2ussUZy9SuYQHsFBg8eXPq30r9///auZjkCNRXo0dA41XSLNkaAAAECBAgQIECAQG4FHAKU29YYGAECBAgQIECAAIHaCwgAtTe1RQIECBAgQIAAAQK5FRAActsaAyNAgAABAgQIECBQewEBoPamtkiAAAECBAgQIEAgtwICQG5bY2AECBAgQIAAAQIEai8gANTe1BYJECBAgAABAgQI5FbAdQBy2xoDK7LA66+/Hl566aXQp0+fsM022xS5FGMn0GkCy5cvD/fdd19Yf/31w6hRozrteWyYQBEFVqxYEebNm5f9LF26NAwbNiwMHTo09O3bt4jlGHPOBASAnDXEcPIlEP/nO2PGjHDYYYdVNLDnnnsuXHLJJSFe8OWss86qaF0LE+gugXfffTfcfffdYd111w1bbbVVxcOodP1p06aFG2+8Meyzzz4CQMXaVuhOgUpf6yuPta2/LQ899FC45pprwvz581usGi8c9tGPfjTsscceoWdPB3G0wHGnIgGvnoq4LJySwFNPPRXOPvvs8MQTT6RUtloTFvjJT34SrrzyyrB48eIOKVSy/j333JO9+e/QE1mJQDcLVPJaX3mobf1tiR86/fKXv8ze/Mcr0Y8bNy7su+++YbPNNgtLliwJv/3tb8Nll1228mbdJ1CRgD0AFXFZOCWB+MlLPETBRCAVgdmzZ1dVanvWf+edd8If/vCHcPvtt1f1XFYm0J0C7Xmttza+1f1tiXsGfve732Wrxj1jBx10UItP+uMeussvvzw7dG777bcP733ve1t7GvMJrFbAHoDV8niQAAECBGol0PTJZ3zz36NHj7DGGmvUatO2Q6AuBB555JHsg6f11lsvHHjggS3e/McCx44dG8aMGZPVGpc1EeiogD0AHZWzXmEFXnjhhfD888+HhQsXhkGDBoW4i3XLLbcs1ROP7Xz66afDq6++ms2LX7568skns9txF2z8Ym9cP36Suckmm4T4Ra2HH344LFu2LGy33XbhPe95T2lbbhAogsDcuXOzww2a9nj9/e9/z96cx++wjBgxIithda/5+G+g+aea5db/29/+FuJhE3GK2/30pz8dbrnlFofYZSL+UxSBtv6txL8r8fU/cODAsOGGG4b4fbBnn302+47LpptuGmbOnLnavy0vv/xyRjF69OjQq1evsiwbb7xx9u/mlVdeKfu4mQTaIyAAtEfJMnUhEHetXnTRReHFF19cpZ74P9TPfOYzIX7qEt/I//SnPy0t88Ybb5Tuf+c73wlrr712+PWvfx3mzJkTvvCFL2S7Y+MycYrHZn71q18tresGgSII3HXXXWH69Omlod50000h/sRPGz/+8Y9n81f3mt9xxx3DAw88sNr1Y7iIZy+JX16MxzMPGDAgCwClldwgUACBtv6txDf8U6ZMCfHwnFGNZ7a69tprS1XFL9bHvWBNU7m/LRMnTgzHHHPMag8/jWeZi1MM0iYCHRUQADoqZ71CCcT/0f7gBz/Ivty45pprZm9Chg8fnn06E8+2EEPBz372s3DKKadkb1LicZdxXtzFutZaa4W99torqzeegaH59Pvf/z7EbcdQEPccxDc4G220Uajm+NDm23ebQFcIxEMK4r+L+KY/7tn6wAc+kJ2aM36CufJU7jW/yy67ZHsKVrd+PH3hmWeemT3Pytt0n0BRBNr7byX+DXjssceyQ93i6TvjB0bvf//7w+abb97m35a4lzn+lJvefPPN8Ne//jV7KAYME4GOCggAHZWzXqEE4puWeGaTeHjOl7/85dInJzvssEMWBr773e9m51qOZybZe++9w3777RfiJz0xAMQ3RvF+uSkeJnTooYeGD3/4w9nDcfdvPLbZRKBIAvEQuPgTj82PASB+ehn/bZSbyr3mYwBua/34ib+JQNEF2vtvJR4qFP/enHTSSdmhpm+99Vb2AVF8Y9+evy3lnBoaGsJVV12VnQkoHmK02267lVvMPALtEvAl4HYxWajIAvF/mk3H8B9wwAGlN/9NNcU9AfF/pPF3pac/jMdHxzf/8U1//IlvhEwE6lnAa76eu6u2WgrED4fi98ziFD9Iau1T/fY+Z/wg6y9/+Uu2+IQJE+xNay+c5coK2ANQlsXMehJ47bXXsk9MYk1xF2y56cgjjyw3u8158RAJn/i3yWSBOhLwmq+jZiqlUwXKHULXkSeMh5fGN/+33XZbtvr48eOzvXQd2ZZ1CDQJCABNEn7XrUA8I0Oc4rH81X4CszJS/NKwiUBKAl7zKXVbrR0ViFfpHTJkSEdXL60XT0oRT17RdNx/3Iu9//77lx53g0BHBQSAjspZrzACcQ9AnOIu2FpPMVSYCKQk4DWfUrfV2lGB+J2XGAKqmRYtWhR+/vOfh3jq6rito48+OjszVzXbtC6BJgEBoEnC77oVWGeddbLaFixYULc1KowAAQIE6kcgfnAVr5sRf/fr1y9MmjSpdAGw+qlSJd0pIAB0p77n7hKBpkMWlixZEuKZGMrtCYgXOYrHWMZTFX7yk590XH+XdMaTECBAgMDKAvE8/z/+8Y+zU0zHc/3/+7//e3bBypWXc59ANQLV7Z+q5pmtS6CLBOI5mJtOQXjnnXeWfdZ4Jd+4m7X5aTybdt82XR217IpmEqgjgWpf89WuX0eUSqlzgWpe66tbN561Ll5ILF5fJu69/spXvuLNf52/lrqrPAGgu+Q9b5cJxN2n8YtTcfrTn/4Unn766RbPHe/H85/Haddddy09FteLUzx0KP7P2ESg3gWaXvPxInjxjUilU7XrV/p8lifQXQLVvNab1i33tyVei+aFxg+j4hQvSLl06dLswpLxwmIr/8Sr25sIdFTAIUAdlbNeoQTief7jRb2eeeaZ7LjK0aNHZ+f9j8dXNgWCsWPHtrj4UTzfeZziHoBvf/vb2RmE4kVdanVqt0IBGmwSAuuvv352xdI77rgjxDci8aqnxx57bLtrr3b9dj+RBQl0s0A1r/XW/rbEbV577bWlyi6++OLS7XI34uFBZ511VrmHzCPQpoA9AG0SWaAeBHr16hWOP/747Kq9a6yxRpg5c2Z2Ncb45j8eHhSvAxDPsNB8iv+TPvzww0uHD8XTscXLuZsI1KvAEUccEUaNGpV9Bya+3uNVfyuZql2/kueyLIHuFKjmtd7a35b58+dn31Przro8dzoCPRp381a+nzcdH5XWqUA8pCfuPo2foKy77rptnq4tLt+7d+8QL79uIlDvAvGwg/h9mHhl645cO6Pa9evdV331I1Dta93flvp5LRStEgGgaB0zXgIECBAgQIAAAQJVCDgEqAo8qxIgQIAAAQIECBAomoAAULSOGS8BAgQIECBAgACBKgQEgCrwrEqAAAECBAgQIECgaAICQNE6ZrwECBAgQIAAAQIEqhAQAKrAsyoBAgQIECBAgACBogkIAEXrmPESIECAAAECBAgQqEJAAKgCz6oECBAgQIAAAQIEiiYgABStY8ZLgAABAgQIECBAoAoBAaAKPKsSIECAAAECBAgQKJqAAFC0jhkvAQIECBAgQIAAgSoEBIAq8KxKgAABAgQIECBAoGgCAkDROma8BAgQIECAAAECBKoQEACqwLMqAQIECBAgQIAAgaIJCABF65jxEiBAgAABAgQIEKhCoHcV61qVAAECBLpR4IknngjnnXdeeOCBB8JLL70UNtlkk7DrrruGww47LIwbNy5Mnz49TJ06NRvhGWecEYYNG1Ya7W233RauuOKK7P4555wTFixYEOLv66+/Pqy55pphv/32CyeffHIYOXJkaZ14489//nO4+OKLQ3zup556Kqy99tph++23z34++9nPhvXXX7/F8s3vfPnLXw5LliwJQ4cODWeeeWbzh1rc/utf/xp+9rOfZfMOPPDAEH+aT1//+tfDG2+8EXbYYYfwuc99LhvL5ZdfHu66667wyCOPhOHDh2fjOfHEE8Muu+zSfFW3CRAgQCAKNJgIECBAoHAC3/jGNxp69OjREP83vvJPz549GxrfzDf86Ec/Kj3W+Ga9RY2TJ08uPdb4hrth4403Lt1v2t6FF15YWmf27NkNn/rUp1p9zrjOOuus03DJJZeU1ln5xlprrZU9x2abbbbyQy3uX3311aWxnH766S0ei3c23HDD7PEjjjii4Y477mhoDCGl5ZvG3vR70qRJDcuXL19lG2YQIEAgZQF7ABr/SpgIECBQJIFTTz01nHvuudmQG9/sh0MOOSSMHTs2+3T99ttvD7fccks47bTTwogRI9pV1imnnBJefPHFbNlevXqFFStWhAEDBoQjjzwymxfvH3zwweG+++7L7sdP/eP9D3zgA9meg7vvvjtMmzYt+1S+MSSE+An+97///XY9dzUL/eUvfwkf+chHwttvvx323nvvcPjhh2d7IOJ44h6EN998M/zyl78M77zzTrj00kureSrrEiBAoL4EUk4/aidAgEDRBB566KGG+Al/41+ihsGDBzf88Y9/XKWEKVOmNPTv37/Fp+JPPvlki+Wa7wGI29p0000brrvuuobGQ3Qa7r333oYrr7yytPx3vvOd0rZ23HHHhueff770WNONq666qmHQoEHZco0houHBBx9seqj0u9Z7AOK440/jIUEN7777bul54o1HH320ofHwpdK4GwNKi8fdIUCAQMoCvgTc+NfDRIAAgaIIxGP5G9/sZsM9++yzw/7777/K0CdOnBi+9rWvrTK/tRlxL8JFF10UPvrRj4Z+/fqFD37wg+Goo47KFm8MDiE+Z5zidwMaQ0L2XYNsRrP/xE/fGw85yubEPQb/8R//EQ8xbbZE59zca6+9QnRoPByqxRNsu+22pfHEB1b3nYMWK7pDgACBBAQEgASarEQCBOpDIB7qEg+1iVP8cu6xxx7bamHxC7xDhgxp9fHmD8RDeT70oQ81n1W6HQ8nWrZsWXb/S1/6UosvEpcW+ueNz3zmM2HrrbfO7sXDhZ599tmVF6n5/aZwUm7DH/vYx8I222yTPXTPPfeE1157rdxi5hEgQCA5AQEguZYrmACBogrEN7ExBMQpnu2nT58+rZbSeDhO2GmnnVp9vPkDjV/KbX63xe14pp+mKe4hWN0Uvz/QfI9E83VXt15HH2s8BCrsvvvura4e9wrE70bEKe41mTFjRqvLeoAAAQIpCQgAKXVbrQQIFFrg73//e2n8o0aNKt1u7UZ7lonrbr755q1tIsRDgJqm9mwvnoq0aXr66aebbnbK78YzF7W53ebLvPrqq20ubwECBAikICAApNBlNRIgUBcC8+fPL9Wx3nrrlW63dqO9ZwFqPK1ma5sIzzzzTPZY796923VWoebbajqzUKsbr/KBla9RUG5z8ZoATVNzv6Z5fhMgQCBFAQEgxa6rmQCBQgo0v8hWez7NnjNnTrvqjF8Cbm1q+h5B47n0w6JFi1pbrDS/+ZvseLrQclNbXw6Oz9WeafHixW0u1vy4/3jIkIkAAQIEQmj9//p0CBAgQCBXAs0P1Xn55ZfbHFu8OnC1U/PnfOGFF9rcXPNlWttL0fSl4tY2Fq9K3J6pPfU1X6b53oD2bN8yBAgQqFcBAaBeO6suAgTqTiC+GW/6tD6eZWd1n5THi1/FC2VVOzUPAI3n1m9zc4888khpmZW/XNz0peWmLzKXFlzpxqxZs0pzVre3IIagtrb12GOPlbbVeA2D0m03CBAgkLKAAJBy99VOgEChBBovpBUmTJiQjTl+0n7JJZe0Ov6f//znoT2HCbW6gX8+EM821DSdc845pWsQNM1r/jsGhD/84Q/ZrIEDB4Z99tmn+cMhnpkoTvGwnOaHCjVfKIaaeK2B9kyNFy0Lsc7WphiS7rjjjuzh973vfWWvX9DauuYTIECgngUEgHrurtoIEKg7gdNPPz3EL+TG6bTTTiu9wW1eaLxWwH/+5382n9Xh24ccckjYY489svXjG/wf/OAHZbf15ptvhhNPPLF08a8YVBqvRtxi2fgmPE7xU/14nYJyU7y2wcMPP1zuobLzvve974Vyh0PF7yuccsoppXW++MUvlm67QYAAgdQFBIDUXwHqJ0CgUALxkJymN89z584Ne++9dzjmmGPC+eefH84777zsCr7xXPz/+Mc/SkEhFrjylXIrKTpuO57jP06nnnpq+MQnPhHip+vxMKP4SX78xD4eXnPbbbdly8TThX7/+9/Pbjf/z+c///nS3Xjl4Xi14BhW4iE/U6ZMCQcddFB2ReLmX3YurdDKjdmzZ4d4IbOpU6dmY3nrrbdCvHhZ3HPRdN7/3XbbLUyaNKmVLZhNgACBBAUaP4kxESBAgEDBBH784x83NO4JaGj8s7XKT+Ob9YbGN+AN48ePLz3W+Cl5iwonT55ceuyCCy5o8Vi5O1dddVXDuuuuW1onPm+552+88m5D4wXAym2iofFiXA2Nb/JbbGPl8W+xxRYNM2fOLC3TuMdjlW01nmo0e7zxMKOGxgBUWrYx5DTE2ptvszEINDQGpVW2YQYBAgRSFrAHoPEvhYkAAQJFEzjhhBPC7bffHk466aTsEJ14ys3GN9/ZJ9233nprdvhL87PttHZKzvbWffjhh4f4hdqjjjoqxO8ixKn5l5A32mijcMYZZ2R7Brbccsuym417Ia655pps70BjmGixTPx+QDzc6M477wzNL97VYqGV7vTr1y/ceOONmUFcv/GPeVixYkW21NChQ8OZZ54Zpk+fHlo7G9FKm3OXAAECyQj0iOknmWoVSoAAgYQEdtppp/DAAw9kh+/EMFDNYUDN2eKfjXjYTvxOQPw+QnzDPmbMmNIZipovu7rb8UJh8Xj/uP7222/f7vVj2Pjb3/4WYoiYN29e9hSNexdCPANR496D7Mu+MQzFgGAiQIAAgVUFBIBVTcwhQIBAbgXimXjip93bbrtt6cu55Qa7cOHCEK+UG8+pv/XWW4cnnnii3GKFnFcuABSyEIMmQIBANwn8/6kkuunJPS0BAgQIVCYQv9j6xz/+MVvp/vvvz758W24L8Qw4TRfU2nfffcstYh4BAgQIJCrgOwCJNl7ZBAgUUyCe8aZpimcDWvniXPHwnHh9gF/84hfZYvHiWxMnTmxaxW8CBAgQIBAcAuRFQIAAgQIJxNNcxlNcNn/jP2LEiOxwoHhhrDj/+eefL1UUz9vfdNrQ0syC33AIUMEbaPgECHS7gADQ7S0wAAIECFQmEL88Gy9stbor5g4bNiz85Cc/CfHsPfU2CQD11lH1ECDQ1QICQFeLez4CBAjUSCCe9eaGG24IMRDEq+E2nhc/bLDBBmHPPfcMjdcAaHEhsBo9ZS428/vf/z4sXrw4O8vPEUcckYsxGQQBAgSKJCAAFKlbxkqAAAECBAgQIECgSgFfAq4S0OoECBAgQIAAAQIEiiQgABSpW8ZKgAABAgQIECBAoEoBAaBKQKsTIECAAAECBAgQKJKAAFCkbhkrAQIECBAgQIAAgSoFBIAqAa1OgAABAgQIECBAoEgCAkCRumWsBAgQIECAAAECBKoUEACqBLQ6AQIECBAgQIAAgSIJCABF6paxEiBAgAABAgQIEKhSQACoEtDqBAgQIECAAAECBIokIAAUqVvGSoAAAQIECBAgQKBKAQGgSkCrEyBAgAABAgQIECiSgABQpG4ZKwECBAgQIECAAIEqBQSAKgGtToAAAQIECBAgQKBIAgJAkbplrAQIECBAgAABAgSqFBAAqgS0OgECBAgQIECAAIEiCQgAReqWsRIgQIAAAQIECBCoUkAAqBLQ6gQIECBAgAABAgSKJCAAFKlbxkqAAAECBAgQIECgSgEBoEpAqxMgQIAAAQIECBAokoAAUKRuGSsBAgQIECBAgACBKgX+DzfJOXZ0DObjAAAAAElFTkSuQmCC" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 隐藏刻度可是显示标签

bp + theme(axis.ticks = element_blank())

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

坐标轴的数据转换(log, sqrt, etc.)

坐标轴能够进行线性变换,比方 log, power, roots 等等

这里有两种方式对数据进行转换, 一种是比例转换, 还有一种是坐标转换. 对于比例变换, 在坐标轴刻度和范围被决定之前发生变换, 也就是先绘制图形,在标明刻度; 对于坐标变换, 在坐标轴刻度和范围被决定之后发生变换.也就是先标明刻度再绘制图形.

详细的理解能够看以下的样例.

# 指数分布的数据

set.seed(201)

n <- 100

dat <- data.frame(

    xval = (1:n+rnorm(n,sd=5))/20,

    yval = 2*2^((1:n+rnorm(n,sd=5))/20)

)

# 散点图

sp <- ggplot(dat, aes(xval, yval)) + geom_point()

sp

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" 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# log2 scaling of the y axis (with visually-equal spacing)

library(scales)     # Need the scales package
##

## Attaching package: 'scales'
## The following objects are masked from 'package:readr':

##

##     col_factor, col_numeric
# 比例变换 scale transformation

sp + scale_y_continuous(trans=log2_trans())

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 坐标变换

sp + coord_trans(y="log2")

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 设置刻度和标签

sp + scale_y_continuous(trans = log2_trans(),

                        breaks = trans_breaks("log2", function(x) 2^x), # 这里非常有意思,能够着重看一下帮助文档

                        labels = trans_format("log2", math_format(2^.x)))

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

这里还有非常多其它的变换, 能够 ?

trans_new 查看帮助

set.seed(205)

n <- 100

dat10 <- data.frame(

    xval = (1:n+rnorm(n,sd=5))/20,

    yval = 10*10^((1:n+rnorm(n,sd=5))/20)

)

sp10 <- ggplot(dat10, aes(xval, yval)) + geom_point()

# log10

sp10 + scale_y_log10()

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 依据 log10 设置 刻度

sp10 + scale_y_log10(breaks = trans_breaks("log10", function(x) 10^x),

                     labels = trans_format("log10", math_format(10^.x)))

aaarticlea/png;base64,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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

Fixed ratio between x and y axes ### 改动 x 和 y 的比例

# Data where x ranges from 0-10, y ranges from 0-30

set.seed(202)

dat <- data.frame(

    xval = runif(40,0,10),

    yval = runif(40,0,30)

)

sp <- ggplot(dat, aes(xval, yval)) + geom_point()

# 设置为x:y = 1:1

sp + coord_fixed()

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# x:y = 1:3

sp + coord_fixed(ratio=1/3)

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4L/t3T/5/cUCdHgMUQFPy7Z++0LIZquP4jC/K7p0mWW0vs3dNurXmC66UXo7Vr1876lO+//z7waXYCoD9W0fbs2Rl1tOsEAivlBQIIIIAAAi4TaNOmjaMa6cb/6aef7iiWIAQQcIeA0QmA7h2Ido5+7dq1rV7Svfn2nk47AdAZwfcHCO5O3eNg70V2wyHR4LrxGgEEEEAAAScCd955p5Mw6devX+DUQEcLEIQAAsUuYGwCMHLkSBk8eLB89NFHETthz5491jw9794+j0sv7rWvAl+5cmXYZVesWGFN18Nr8ZzaE3ZlTEQAAQQQQKAYBM4991x56KGHon7yeeedJ3qdHAUBBLwlYGwCoOPpa9G79dp794O7Ti9u1Hla6tevHzwrcGqQjt8frtjTmzdvbp1XHi6GaQgggAACCLhdQO/4+9prr0m9evVCqqqn/egRgvHjx4teeEtBAAFvCRh7EfAFF1wgixcvtkadmDx5svTu3dsaAUi7T08Lev/99627+Ope/G7duoX0avv27eWTTz4RHS1ozpw50qVLl8D8BQsWWCMH6QQd3YeCAAIIIICAlwW6d+9u/Q7q0W29u70eFdd70nCNm5d7lbqbLmBsAqBHAK699lp59913ZcmSJdY9AHQoUN3415uB6ek/OpqAxthHC+wvi54G1LVrV9ExknWEoOXLl1tHCfRuvvawaZ07d5aGDRvai/CMAAIIIICAZwX097Bly5bWw7ONoOIIIBAQMDYBUIELL7zQGrdY9/Zv3bpVdFxzu+hpP9ddd52cdNJJ9qSQ544dO0qNGjXkvffes/aI6F4RLZoc6BGB9PT0kHjeIIAAAggggAACCCDgBgGjEwDtAN3r//jjj8u+fftky5YtouMs6+g/Tg5tnnHGGaIPHSdZl9URgvR+AvYFw27oYOqAAAIIIIAAAggggECwgPEJgI2h5zTqIz9FN/yDhwfNzzpYBgEEEEAAAQQQQACBohAwdhSgosDlMxBAAAEEEEAAAQQQcJsACYDbeoT6IIAAAggggAACCCCQQAESgATismoEEEAAAQQQQAABBNwmQALgth6hPggggAACCCCAAAIIJFCABCCBuKwaAQQQQAABBBBAAAG3CTAKkNt6hPoggAACCRbQGx5+8MEHMnfuXOs+JqmpqdKmTRu56aabpF69egn+dFaPAAIIIFDcAiQAxd0DfD4CCCBQhAIbNmyQ2267TX777beQT122bJm89dZb8uKLL0qPHj1C5vEGAQQQQMBfApwC5K/+pDUIIIBARIHMzEzp169fno1/ewE9MjB48GBZsmSJPYlnBBBAAAEfCpAA+LBTaRICCCAQTuDtt9+WNWvWhJsVmHb8+HF55plnAu95gQACCCDgPwESAP/1KS1CAAEEwgrMnDkz7PTcE1etWiX6oCCAAAII+FOABMCf/UqrEEAAgTwCsfb+By+wdu3a4Le8RgABBBDwkQAJgI86k6YggAAC0QTKlCkTbXbIvHhiQxbkDQIIIICA6wVIAFzfRVQQAQQQKByBs88+29GKSpQoIWeccYajWIIQQAABBLwnQALgvT6jxggggEC+BHQEICdFhwGtXLmyk1BiEEAAAQQ8KEAC4MFOo8oIIIBAfgTS09PlxhtvjLpo/fr15Yknnogaw0wEEEAAAW8LkAB4u/+oPQIIIBCXwLPPPiuPPPKIlCtXLs9yl156qUyePFmqVKmSZx4TEEAAAQT8I8CdgP3Tl7QEAQQQiCmQlJQkd911l/Tp08e64demTZskNTVVzjvvPGnYsGHM5QlAAAEEEPC+AAmA9/uQFiCAAAJxC1SsWFEuv/zyuJdjAQQQQAAB7wtwCpD3+5AWIIAAAggggAACCCDgWIAEwDEVgQgggAACCCCAAAIIeF+ABMD7fUgLEEAAAQQQQAABBBBwLEAC4JiKQAQQQAABBBBAAAEEvC9AAuD9PqQFCCCAAAIIIIAAAgg4FiABcExFIAIIIIAAAggggAAC3hcgAfB+H9ICBBBAAAEEEEAAAQQcC5AAOKYiEAEEEEAAAQQQQAAB7wuQAHi/D2kBAggggAACCCCAAAKOBUgAHFMRiAACCCCAAAIIIICA9wVIALzfh7QAAQQQQAABBBBAAAHHAiQAjqkIRAABBBBAAAEEEEDA+wIkAN7vQ1qAAAIIIIAAAggggIBjARIAx1QEIoAAAggggAACCCDgfQESAO/3IS1AAAEEEEAAAQQQQMCxAAmAYyoCEUAAAQQQQAABBBDwvgAJgPf7kBYggAACCCCAAAIIIOBYgATAMRWBCCCAAAIIIIAAAgh4X4AEwPt9SAsQQAABBBBAAAEEEHAsQALgmIpABBBAAAEEEEAAAQS8L0AC4P0+pAUIIIAAAggggAACCDgWIAFwTEUgAggggAACCCCAAALeFyAB8H4f0gIEEEAAAQQQQAABBBwLkAA4piIQAQQQQAABBBBAAAHvC5AAeL8PaQECCCCAAAIIIIAAAo4Fkh1HEogAAp4T+Omnn+SNN96QL7/8Uvbt2yd169aVTp06yR133CHVq1f3XHuoMAIIIIAAAggUXIAjAAU3ZA0IuFLg7bfflu7du8v06dNl27ZtcvjwYVm9erWVEFx22WXy3XffubLeVAoBBBBAAAEEEitAApBYX9aOQLEIzJ8/X5555hnJyckJ+/m7d++W/v37W4lB2AAmIoAAAggggIBvBUgAfNu1NMxkgeHDh8dsviYBo0ePjhlHAAIImCGgRwnHjRsn/fr1k86dO8t1110nr776quzcudMMAFqJgEECXANgUGfTVDMEfv/9d+tUHyetnTt3rjz11FNOQolBAAEfC/z666/WUcENGzaEtPLrr7+WN998U0aOHCnp6ekh83iDAALeFeAIgHf7jpojEFZg48aNYaeHm7h582Y5fvx4uFlMQwABQwT0aODNN98suTf+7ebv379f7rzzTtFBBSgIIOAPARIAf/QjrUAgIFCxYsXA61gvypcvLyVK8N9ALCfmI+BngVGjRsnWrVujNvHo0aMydOjQqDHMRAAB7wjwy++dvqKmCDgSaNGihZQrV85RbOvWrR3FEYQAAv4VmDFjhqPG6XDC27dvdxRLEAIIuFuABMDd/UPtEIhboHTp0tZFfE4W1MP6FAQQMEtAT/vTUwX1eqE9e/ZIRkaGY4B169Y5jiUQAQTcK8BFwO7tG2qGQL4F7r//fvnmm29EL+CLVO699145//zzI81mOgII+ExAR/nRkb8mTpwYGNknJSUlrlaWKVMmrniCEUDAnQIkAO7sF2qFQIEE9CjAO++8Iy+//LL1fOTIkcD6atWqJQ8//LD07NkzMI0XCCDgb4EDBw5I37595fvvvw9pqJ7b77ToqYWnnHKK03DiEEDAxQIkAC7uHKqGQEEENAl47LHH5IEHHpBly5bJvn37pE6dOnL66adz4W9BYFkWAQ8KDBkyJM/Gf7zN0PsC6P8rFAQQ8L4ACYD3+5AWIBBVQPfatW3bNmoMM70joOdvr1y50jpvu0qVKnLaaadJqVKlvNMAalrkAmvXrpUPP/ywQJ976qmnyoMPPligdbAwAgi4R4AEwD19QU0QQACBqAIffPCBdVpX8EWbqampctddd8mAAQOkZMmSUZdnppkCn3/+ueOGJyUlSU5OTkh8t27dZNiwYaLDBlMQQMAfAiQA/uhHWoEAAj4XGD58uPzjH//I00q9SdNLL70ky5cvty7w5L4OeYiMn7Bjxw7HBrqnX5NJvS+AHmHSgQJOPvlkx8sTiAAC3hAgAfBGP1FLBBAwWGD+/PlhN/6DSebOnStvvfWW9O/fP3gyrxGQGjVqOFbQ64R69OjhOJ5ABBDwpgD3AfBmv1FrBBAwSGDMmDGOWqtxuU/fcLQgQb4WaN++veipPU5Kenq6kzBiEEDA4wIkAB7vQKqPAAL+FsjOzrbu6eCklXqX1tWrVzsJJcYggbS0NOnVq1fMFterV0969+4dM44ABBDwvgAJgPf7kBYggICPBQ4ePCg68o/TosO9UhDILfD0009LmzZtck8OvK9WrZq88cYbwo2+AiS8QMDXAiQAvu5eGocAAl4XqFixYlyjr+heXAoCuQXKli0r48ePl0cffVT0iIBdKlSoIDq+/6xZs6RFixb2ZJ4RQMDnAlwE7PMOpnkIIOBtAT13u1OnTo7GcT/jjDOkZs2a3m4wtU+YgN4vQkf40ceuXbtE7wKsFwgzfGzCyFkxAq4V4AiAa7uGiiGAAAL/E7jvvvtE9+BGK5ooPPLII9FCmIdAQKBq1apSu3ZtNv4DIrxAwCwBEgCz+pvWIoCABwUaNWoko0aNEr2rc7iie3CHDh3KHZ/D4TANAQQQQCCPAAlAHhImIIAAAu4T6NChg3z88cdyww03WHtudY+/7sXVu7ROnz5d+vTp475KUyMEEEAAAVcKcA2AK7uFSiGAAAJ5BfTiTb0jMAUBBBBAAIGCCHAEoCB6LIsAAggggAACCCCAgMcESAA81mFUFwEEEEAAAQQQQACBggiQABREj2URQAABBBBAAAEEEPCYAAmAxzqM6iKAAAIIIIAAAgggUBABEoCC6LEsAggggAACCCCAAAIeE2AUII91GNVFAAEEEMgrkJOTI59//rl88cUXsmfPHqlTp4507NhRmjdvnjeYKQgggIDhAiQAhn8BaD4CCCDgdYH169fLvffeK99//31IU15++WXp3r27/PnPf5by5cuHzOMNAgggYLIACYDJvU/bEUAAAY8LZGRkSK9evWTbtm1hWzJjxgxr3oQJEyQ5mZ+8sEhMRAAB4wS4BsC4LqfBCCCAgH8Ehg0bFnHj327lV199JZMmTbLf8owAAggYL0ACYPxXAAAEEEDAmwL79u2TOXPmOKo8CYAjJoIQQMAQARIAQzqaZiKAAAJ+E1i1apVkZ2c7atYvv/wix48fdxRLEAIIIOB3ARIAv/cw7UMAAQR8KhDPBr2OEhRPvE/JaBYCCCBgCZAA8EVAAAEEEPCkQOPGjSUpKclR3Rs1asRFwI6kCEIAARMESABM6GXaiAACCPhQoFq1anLxxRc7alnPnj0dxRGEAAIImCBAAmBCL9NGBBBAwKcCQ4YMkdTU1Kit05uB3XrrrVFjmIkAAgiYJEACYFJv01YEEEDAZwINGzaUiRMnSr169cK2rE2bNvLOO+9ImTJlws5nIgIIIGCiAHdFMbHXaTMCCCDgI4HTTz9d5s+fL3rTry+//FL27t0rtWvXlk6dOkl6erqPWkpTEEicwO7du6VEiRJSqVKlxH0Ia3aNAAmAa7qCiiCAAAII5FegdOnScu2111qP/K6D5RAwTUDvpfHCCy/I5MmTZfv27Vbz69atK71795Y777xTypYtaxqJMe1N+u/QaDnGtNYHDdVh7Hbu3OmoJSkpKYFM/uDBg5KZmeloORODdCSR5ORkycrKMrH5jttcsWJF0Q0tLbt27ZJjx445Xta0wJIlS1pNxih6z9eoUcMK0PH8dQ8kJbKA/h+lvwEMZxrZSP9/0v+ntPC7F9lJ52zdulWuueYa+e2338IGnnbaaVZiULVq1bDzTZlYkN89PaKigxW4sXANgBt7hTohgAACCCCAAAIJEtB9v7fddlvEjX/92B9//FHuvvvuBNXAjNW6eR87pwB57Duo2aTu1XBSgr94umfb6XJO1u23GN2zVqFCBTl06BB716J0brly5QJHANSKIyaRsdQqnr/XyGvy9xz7CIDu1eb/qOh9redmHz16VI4cORI90OC5+rtnHwFQK75T4b8M//73v2Xp0qXhZwZN1bhFixbJOeecEzTVrJcF+d3T7Qq3Fo4AuLVnqBcCCCCAAAIIIJAAgc8++8zxWj/99FPHsQR6R4AEwDt9RU0RQAABBBBAAIECC2zbts3xOuKJdbxSAotdgFOAir0LqAACCHhZQIednDRpknW+rF7w26RJE7n66qsZjcbLnUrdEfC5QDwX9sYT63M2XzWPBMBX3UljEECgqAT0nPWnnnpKJkyYEPKR69ats8aknzJlirz55psh83iDAAIIuEHgoosusnZcOKlLu3btnIQR4zEBTgHyWIdRXQQQcIfAiBEj8mz8B9dMz5tlBI1gEV4jgIBbBDp37izNmjWLWR29+Ldt27Yx4wjwngAJgPf6jBojgEA+BPQ+GDrqxeLFi2Xjxo35WMOJRXT87NGjR5+YEOHVnDlz5Isvvogwl8kIIIBA8QjofUrGjBkjtWrViliBtLQ0GTlyZMT5zPC2AAmAt/uP2iOAQAyB/fv3y5AhQ+Tss8+WXr16yU033SR6SFvP0//2229jLB1+9rx58xwPgTpr1qzwK2EqAgggUIwCjRs3Fh0NSO+gbd/gUaujw1727dtXpk+fLnpXYIo/BbgGwJ/9SqsQQOC/Anv37rV+3MLd6XLZsmVy3XXXyd/+9jfRw+HxFD3P32lZv36901DiEEAAgSIVqF27tvzlL3+R5557TvT/Kr13yUknnRSSEBRphfiwIhPgCECRUfNBCCBQ1AKPP/541DtdZmdny6BBgyQjIyOuqukeMqelTJkyTkOJQwABBIpFQP+fatq0qTWKWfDRgGKpDB9aJAIkAEXCzIcggEBRC2zYsEGcnH6jdzQeN25cXNWL566Y5557blzrJhgBBBBAAIFEC5AAJFqY9SOAQLEI6Pj8Tks8sbpOHUJPz5+NVfQ28Hp+LQUBBBBAAAE3CZAAuKk3qAsCCBSawL59+xyvK55YXamOoKHDgJYvXz7iZ+i5tBpTrVq1iDHMQAABBBBAoDgESACKQ53PRACBhAvoxW1OS506dZyGBuJatmwperOvs846KzDNfnHyySdbN9m58sor7Uk8I4AAAggg4BoBRgFyTVdQEQQQKEwBPU1HL2Y7cuRIzNV26tQpZky4AL2RztSpU2XFihXy008/iV5U3KRJE9Hz/vX0HwoCCCCAAAJuFCABcGOvUCcEECiwQKVKlWTgwIHy6quvRl1XgwYN5Prrr48aE2tmixYtRB8UBBBAAAEEvCDAKUBe6CXqiAAC+RK49957pWfPnhGXrVevnowdO5YxryMKMQMBBBBAwI8CJAB+7FXahAACloBeiKs3uRk1apS0adNGUlJSJCkpSfQc/bvvvltmz57taDQfOBFAAAEEEPCTAKcA+ak3aQsCCIQV6NKli+hDy7Fjx6xRfMIGMhEBBBBAAAEDBDgCYEAn00QEEDghoEN4UhBAAAEEEDBZgATA5N6n7QgggAACCCCAAALGCZAAGNflNBgBBBBAAAEEEEDAZAESAJN7n7YjgAACCCCAAAIIGCdAAmBcl9NgBBBAAAEEEEAAAZMFSABM7n3ajgACCCCAAAIIIGCcAAmAcV1OgxFAAAEEEEAAAQRMFiABMLn3aTsCCCCAAAIIIICAcQIkAMZ1OQ1GAAEEEEAAAQQQMFmABMDk3qftCCCAAAIIIIAAAsYJkAAY1+U02KsCOTk5MmPGDLn++uulRYsW0rRpU+nSpYv8/e9/l8OHD3u1WdQbAQQQQAABBIpYILmIP4+PQwCBfAhkZWXJfffdJx999FHI0j///LPoY9q0aTJu3DipVatWyHzeIIAAAggggAACuQU4ApBbhPcIuFDgz3/+c56N/+Bq/vLLL3LXXXfJ8ePHgyfzGgEEEEAAAQQQyCNAApCHhAkIuEtg06ZN8s4778Ss1LJly2TOnDkx4whAAAEEEEAAAbMFSADM7n9a7wGBTz/9VI4dO+aopp988omjOIIQQAABBBBAwFwBEgBz+56We0Rg8+bNjmu6ZcsWx7EEIoAAAggggICZAiQAZvY7rfaQQMWKFR3XNp5YxyslEAEEEEAAAQR8JUAC4KvupDF+FGjTpo3jZsUT63ilBCKAAAIIIICArwRIAHzVnTTGjwJnn322tG7dOmbTKleuLL17944ZRwACCCCAAAIImC1AAmB2/9N6jwj89a9/ldq1a0esbUpKirz22mvCKUARiZiBAAIIIIAAAv8vQALAVwEBDwjUq1dPpk+fLt26dZMSJUL/bM8991yZPHmytGvXzgMtoYoIIIAAAgggUNwC3Am4uHuAz0fAoUCNGjVk5MiR8uyzz8rKlStF7w7cuHFjSUtLc7gGwhBAAAEEEEAAARESAL4FCHhMoEqVKtK2bVuP1ZrqIoAAAggggIBbBELPJXBLragHAggggAACCCCAAAIIJESABCAhrKwUAQQQQAABBBBAAAF3CpAAuLNfqBUCCCCAAAIIIIAAAgkRIAFICCsrRQABBBBAAAEEEEDAnQIkAO7sF2qFAAIIIIAAAggggEBCBEgAEsLKShFAAAEEEEAAAQQQcKcACYA7+4VaIYAAAggggAACCCCQEAESgISwslIEEEAAAQQQQAABBNwpQALgzn6hVggggAACCCCAAAIIJESABCAhrKwUAQQQQAABBBBAAAF3CpAAuLNfqBUCCCCAAAIIIIAAAgkRIAFICCsrRQABBBBAAAEEEEDAnQIkAO7sF2qFAAIIIIAAAggggEBCBEgAEsLKShFAAAEEEEAAAQQQcKcACYA7+4VaIYAAAggggAACCCCQEAESgISwslIEEEAAAQQQQAABBNwpQALgzn6hVggggAACCCCAAAIIJESABCAhrKwUAQQQQAABBBBAAAF3CpAAuLNfqBUCCCCAAAIIIIAAAgkRIAFICCsrRcA9Ajk5OZKRkSEbNmyQrKws91SMmiCAAAIIIIBAsQgkF8un8qEIIJBwgSNHjsiYMWNk4sSJsm3bNuvzypUrJ126dJEHH3xQ6tSpk/A68AEIIIAAAggg4D4BjgC4r0+oEQIFFjhw4IBcf/318sorrwQ2/nWlmZmZMmXKFOnWrZusWLGiwJ/DChBAAAEEEEDAewIkAN7rM2qMQEyBIUOGyLJlyyLG7dq1S+688045fPhwxBhmIIAAAggggIA/BUgA/NmvtMpggTVr1siHH34YU2DTpk0yefLkmHEEIIAAAggggIC/BEgA/NWftAYBWbRokWOFhQsXOo4lEAEEEEAAAQT8IUAC4I9+pBUIBAR27NgReB3rxfbt22OFMB8BBBBAAAEEfCZAAuCzDqU5CFSvXt0xQo0aNRzHEogAAggggAAC/hAgAfBHP9IKBAIC7dq1C7yO9aJ9+/axQpiPAAIIIIAAAj4TIAHwWYfSHAQaNmwoPXr0iAlRr149ufbaa2PGEYAAAggggAAC/hIgAfBXf9IaBCyBoUOHyllnnRVRo2rVqvLGG29ImTJlIsYwAwEEEEAAAQT8KUAC4M9+pVWGC1SoUEHeffddGTRokNSsWTOgUbZsWenZs6fMnDlTWrRoEZjOCwQQQAABBBAwRyDZnKbSUgTMEihdurTcd999cu+990pGRoZkZWVJrVq1JCUlxSwIWosAAggggAACIQIkACEcvEHAfwJJSUlSu3Zt/zWMFiGAAAIIIIBAvgRIAPLFxkIIIFAYAjk5OdbpSP/617/k119/lZIlS0rLli3lhhtukHhGMyqMurAOBBBAAAEETBEgATClp2knAi4TOHjwoNx9992S+27E69evlzlz5kivXr3kz3/+s5UUuKzqVAcBBBBAAAFPC3ARsKe7j8oj4F2BwYMH59n4D27NBx98IC+99FLwJF4jgAACCCCAQCEIcASgEBBZBQIIxCfw5Zdfyty5c2MuNHbsWLnxxhslLS0tZqzXA44cOSLqsmbNGtELuM8880xGavJ6p1J/BBBAwKUCJAAu7RiqhYCfBfQUHyfl2LFj8sknn8itt97qJNyzMdOnT5fnnntOduzYEdKGVq1ayYsvvih6czcKAggggAAChSXAKUCFJcl6EEDAsYCe5++0bNiwwWmoJ+PGjRsn999/f56Nf23M0qVL5eqrr5bVq1d7sm1UGgEEEEDAnQIkAO7sF2qFgK8FypUr57h9evMyv5a1a9eK3rU5Wtm7d688+OCD0UKYhwACCCCAQFwCJABxcRGMAAKFIXDuuec6Xk08sY5X6pLAiRMnSnZ2dszaLFu2TJYvXx4zjgAEEEAAAQScCJAAOFEiBgEEClWgZ8+eUrFixZjrbNSokaSnp8eM82rAd99957jq8cQ6XimBCCCAAAJGCpAAGNntNBqB4hWoVKmSvPzyy1HH+C9fvry89tprUWOKtxUF//RDhw45Xsnhw4cdxxKIAAIIIIBANAESgGg6zEMAgYQJdOrUSSZMmCC6lz93Ofvss0XvDqx3BfZzadCggePmxRPreKUEIoAAAggYKcAwoEZ2O41GwB0C559/vsybN886v/23336z9vbrRn/Tpk3dUcEE16Jbt24ye/bsmJ+SmpoqF110Ucw4AhBAAAEEEHAiQALgRIkYBBBImEBSUpKcddZZ1iNhH+LSFV9++eWiSZDeACxaeeSRR6RChQrRQpiHAAIIIICAYwFOAXJMRSACCCBQuAKa/IwePVratGkTdsU6f9CgQdK3b9+w85mIAAIIIIBAfgQ4AvBfNb3b6Pbt263H0aNHpVatWlKzZk1JSUmJaaoX8W3cuFF0rO66detK7dq1pUQJ8qqYcAQggIAlULlyZfnnP/8ps2bNEr0j8Jo1a6R06dLWERHd8G/RogVSCCCAAAIIFKqA8QmADq334Ycfys6dO0Ngy5QpI127dpX27dtH3KD/5JNPZO7cuRI8Oocup4f1O3bsGLI+3iCAAAKRBHSnQffu3a1HpBimI4AAAgggUFgCRicAixYtkvfff9+yrFevnpxyyilSqlQpaw+cXpA4ZcoU2bBhg9x00015vGfOnCkff/yxNV0vWtS9/3ok4Oeff5Zp06bJwYMH5corr8yzHBMQQAABBBBAAAEEEChOAWMTAD3lR4cZ1KLDEeret+BTd5YsWSKTJk2Sr7/+Ws444ww588wzA/2kG/r2xr8mB61btw7MW7p0qYwfP1706IAuU79+/cA8XiCAAAIIIIAAAgggUNwCxp6s/v3330t2drbUqFFDdCi+4I1/7ZS2bdsGzr3V2OCiwxZqadiwYcjGv05r1apVIFlYuHChTqIggAACCCCAAAIIIOAaAWMTAD21R4vehKhkyZJhO8Tee7958+bA/JycHFmxYoX1PnjPfyDgvy80CdDy7bffSjx3+rQW4h8EEEAAAQQQQAABBBIoYOwpQLfccos1tJ4eBYhUdu3aZc3SUTrssm3btsBGfbNmzezJIc/2dF33pk2bpEmTJiHz3f5Gk5w5c+ZY1zLotRDJycly2mmnSZ8+fQLJjdvbQP0QQAABBBBAAAEEwgsYmwAoh17wq49wZf/+/dbdSXVegwYNAiF67YBdypcvb78MedYh/HSjWRMATRhiJQBr166VPXv2hKwj0htNRsqVKxdpdsh0rYddtJ1Oljtw4IDcfvvt8umnn9qLWs+//vqrTJ061Zo3dOhQ0fHJ/VT0KJAalS1bVjQBooQXCD5apiNeRfr7Cb+0WVP170//Tpz83ZklE761ehomVuFt7Kn231vw36E9j+f/CeTnd89Uu+DfPVMNnLQ7+O8t3t+93KeXO/m8oooxOgGIhKwbgJMnT7aG90xNTZWLLrooEGoP+amdqhuLkYrO0yTCySlAurGtpws5KXphsW6gx1s0WYmUsASv684778yz8R88f+zYsXLSSSfJk08+GTzZN6+dGPmmsQVsSLVq1Qq4BjMWr1ixohkNLWArdaeJ3n+FgkBhCejds7mDdmxNfvdiG9kR8f7u6XagW4ux1wBE6xDd021vkF9//fUhG872Br3uqYq2F9z+g9Ibi3ml/Pvf/7buiRCrvsOHD5etW7fGCmM+AggggAACCCCAgAsFOAIQ1CnHjx+3TnP57LPPrKl6Qy8dAjS42Idgg6eFe22fRuLk8I/u1dfRiJyUOnXqOD5dSOtqJyJ65MI+ehHpc3T4UiflyJEj8u6774peR+GXov2kd37Wttl955e2FWY7NPG175C9b98+0b8ZSngB/fvTnQRe2gkQviWJnWpfY6V3ZHfz3rLEKjhbu57eoqeWqhUlvEDw757usNP/0ynhBezfvVjbBuGXNmdqQX733Lw9QQLw/9/hrKwsGTduXOC8/yuuuEK6dOmS5xteqVIla1pmZmaeecET7Pl6vliscs4554g+nBa9ZsBJ0S9tcAIQ6zoDPc/fadEbnsVan9N1uSFOTz/QQ8Vs1EbvDf1xtRMA3VjTvxtKeAH9+9MfWL2uhhJZIDgB8NP/KZFbnP85+vujG2ts1EY2zP27t3fv3sjBhs+xf/fUyM0bqsXdTQX53XPzKWgkAP/9ZukP9JgxY0Q3rPUH+7rrrrPuAxDuS2cnALrnU/8jjrSBr3cC1hLtOoFw6y/OafHUNVK7i7P+fDYCCCCAAAIIIIBAbAHjrwHYsWOHvPzyy9bGvx5eHTBgQMSNf+W0EwB9HWnPnh52tE+N8NJFbfEchYgnVq0oCCCAAAIIIIAAAu4QMDoB0HH+X3vtNdEkQA9DDxo0KHD330jdo6fU6MhAWlauXBk2zL5RmB5eS0tLCxvjxonXXnuto2H4dFjTCy+80I1NoE4IIIAAAggggAACMQSMTQD0fLe33npLdu/eLVWqVLE2/uvVqxeD63+z27VrZ71YunRp2Hh7evPmza37AYQNcuFEvRD5+eefjzm60YgRIyLePdmFzaJKCCCAAAIIIIAAAkECxiYAX3zxhXXaj1p0797dGqlDh7YM9wi++ZfGt2/f3roB0urVq6075uo0uyxYsEB+/PFH6+2ll15qT/bMs1q8+eabYY9c6GhFU6ZMiXmUxDONpaIIIIAAAggggICBAkZeBKzn50+fPj3Q3e+8807gdbgXenrQc889F5ilpwF17dpVpk2bJrNnz7ZGDqpfv75s3LhR1q9fb8V17txZGjZsGFjGSy86dOggOhSqHsn47bffrKMYp59+Ohv+XupE6ooAAggggAACCEQQMDIB2Llzp9ij9ERwiTm5Y8eO1tj97733nmzatMl66EKaHOjwoenp6THX4eYAvfV1mzZtrIeb60ndEEAg8QI//PCDfP/999awr40bN7b+X7CHg038p/MJJgvoabq6w06/gzrssF6D1q1bN8/uYDO5L2m7uwSMTAD0XPeRI0cWuCf0JmH60DF0t2zZYo0QVL16dev0oAKvnBUggAACCRDQo3t6t3M9uqfjW5922mnSp0+fsEf4fvnlF/njH/9obfwHV6VWrVry9NNPi94skYJAogQ+/PBDGTJkSJ4R91599VVrxL6HHnrIGro7UZ/PehHws4CRCUBhd6gODRo8PGhhr5/1IYAAAgUV0OGJH3jgAZk7d27IqpYvXy4TJ06Ue+65R3SDyi46ylmvXr3CHi3NyMiQgQMHygsvvCC9e/e2F+EZgUIT0NNr9fsaruhpvKNHj7aOCDz++OPhQpiGAAIxBIy9CDiGC7MRQAABXwk8/PDDeTb+gxv4+uuvyz/+8Q9rkm5gDR48OOzGf/AyTzzxhGzevDl4Eq8RKLBAZmamPPnkkzHXM3bsWLGH3Y4ZTAACCIQIkACEcPAGAQQQ8J/Al19+KbNmzYrZsL/+9a+i90f56quv5Oeff44Zf/ToUdHroCgIFKbAp59+KnqtnpOiI9NREEAgfgFOAYrfjCV8KrB//3756KOPZMOGDdbF3Oedd57oBY8UBLwuMGPGDEdNOHz4sMyfP9+6OaKjBf4b9N133zkNJQ4BRwJ67YnTEk+s03USh4AJAiQAJvQybYwpoIeSde+nJgHBRUdz0vOc9aJHCgJeFVizZo3jquv9TfTiYKdFkwYKAoUpkJSU5Hh18cQ6XimBCBggwClABnQyTYwuMHz4cHnmmWfybPzrUnpjt2uuuUZy3wwu+hqZi4C7BMqUKeO4Qhqr9zVxWuKJdbpO4swWOPXUUx0DxBPreKUEImCAAAmAAZ1MEyML6LnO9oWPkaL0IkcnF6RFWp7pCBS3gN7F22k566yz5JJLLpGyZcs6WkTHZKcgUJgCF198sXWfnVjr1L3/1157baww5iOAQBgBEoAwKEwyR2DcuHGOGqvXBujQhxQEvCigQ3WWLl06ZtUbNWokF154oVSpUkUGDRoUM14TBa/f9DBmIwkocgE9CjVs2LCYn6tD0TZr1ixmHAEIIJBXgAQgrwlTDBJYtmyZ49bqeOkUBLwoUKdOHXn22WejVl03uvQ6mOTk/10adscdd1hj/UdaqH379jJixIhIs5mOQIEELr30Uhk1alTYe+zoNSp6j4Dg+1YU6MNYGAEDBbgI2MBOp8knBOK5gDGe2BOfwCsE3CGgRwEqVKhg3cE39zUtuhf1pZdektNPPz2ksnoXYL3b7z//+U/rbsBZWVnWyFhXXXUVdwEOkeJNIgS6dOliHZHSm4L98MMPkp2dbX3/rrjiCklLS0vER7JOBIwRIAEwpqtpaDgBvYBx9+7d4WblmdagQYM805iAgJcEdMOpY8eOsmTJEvntt9+svf260X/OOedIiRLhDwifccYZog8KAsUhULFiRbn++uutR3F8Pp+JgF8FSAD82rO0y5FA9+7dxclpQCeffHKevaOOPoAgBFwmoNcC6EWW+qAggAACCJgpEH6Xj5kWtNpAgb59+0rTpk1jtvzpp58WxpuOyUQAAggggAACCHhAgATAA51EFRMnoHtD33rrLWnRokXYD9GLzV588UX2lobVYSICCCCAAAIIeFGAU4C82GvUuVAF6tatK7NmzZIZM2bI1KlTZcOGDdbFkq1atZKbb75ZTjrppEL9PFaGAAIIIIAAAggUpwAJQHHq89muEdChD2+66Sbp0aOHHD9+3DX1oiIIIIAAAggggEBhC3AKUGGLsj4EEEAAAQQQQAABBFwsQALg4s6haggggAACCCCAAAIIFLYACUBhi7I+BBBAAAEEEEAAAQRcLEAC4OLOoWoIIIAAAggggAACCBS2AAlAYYuyPgQQQAABBBBAAAEEXCxAAuDizqFqCCCAAAIIIIAAAggUtgAJQGGLsj4EEEAAAQQQQAABBFwswH0AXNw5plXtyJEjMn36dFm8eLHs3r1batasKR06dJAuXbpIyZIlTeOgvQgggAACCCCAQEIESAASwspK4xVYsWKF3HXXXdZdeIOXnTJlijRv3lzGjBnDHXmDYXiNAAIIIIAAAgjkU4BTgPIJx2KFJ7Bp0ya58cYb82z825+wcuVK6du3r+zdu9eexDMCCCCAAAIIIIBAPgVIAPIJx2KFJ/D8889bp/xEW+OGDRvk9ddfjxbCPAQQQAABBBBAAAEHAiQADpAISZxAZmamzJ0719EHTJ061VEcQQgggAACCCCAAAKRBUgAItswpwgE1q1bJ0ePHnX0STt27JA9e/Y4iiUIAQQQQAABBBBAILwACUB4F6YWkUBycnzXoTMaUBF1DB+DAAIIIIAAAr4VIAHwbdd6o2H169eX8uXLO6rsySefLKmpqY5iCUIAAQQQQAABBBAIL0ACEN6FqUUkkJKSItdee62jT7vhhhscxRGEAAIIIIAAAgggEFkgvvMvIq+HOQjkW2Dw4MGycOFCWbNmTcR1nH322XLrrbdGnM8MBBBAAAEE3CSwfft2GTdunHz++efW9Wu1atWybm6pw15XqFDBTVWlLgYKcATAwE53W5MrVqwo7733nlx44YVhq9a1a1frP9HSpUuHne+FicePH5fs7GwvVJU6IoAAAggUUOCzzz6TSy65xBq+etmyZbJ27Vr56quv5IUXXpBOnTrJTz/9VMBPYHEECibAEYCC+bF0IQnUqFFDJkyYIN999521t2TXrl1Ss2ZNa2/JqaeeWkifUrSrOXbsmJXYTJo0SfRmZpoENGzYUK655hq57bbbpGzZskVbIT4NAQQQQCDhAnpn+wEDBkQc4S4jI0P69esns2fPtn7nEl4hPgCBMAIkAGFQmFR8Anqqjz68Xg4fPix33HGHLF68OKQpq1evlr/85S8yY8YMeeedd/jPP0SHNwgggID3BYYPHx5x499u3c6dO+W1116ToUOH2pN4RqBIBTgFqEi5+TBTBIYMGZJn4z+47b/88osMHDhQcnJygifzGgEEEEDAwwK7d++WJUuWOGrBrFmzHMURhEAiBEgAEqHKOo0W+P3332XKlCkxDb799luZN29ezDgCEEAAAQS8IbB+/XrHO3b0xpb79u3zRsOope8ESAB816U0qLgF5s+f77gK8cQ6XimBCCCAAALFIhDvtV1eHtyiWID50EITIAEoNEpWhMD/BLZu3eqYYsuWLY5jCUQAAQQQcLdAo0aNREe2c1JatGghJABOpIhJhAAJQCJUWafRAk7/81ekSpUqGW1F4xFAAAE/CSQnJ4uO8++kcG8bJ0rEJEqABCBRsqzXWIELLrjAcdvjiXW8UgIRQAABBIpN4L777pOzzjor6ud36dJFevbsGTWGmQgkUoAEIJG6rNtIgTZt2sg555wTs+21a9eWq666KmYcAQgggAAC3hHQ03omTpwovXv3lqSkpJCKp6SkyN133y0jR47MMy8kkDcIJFiA+wAkGJjVmykwYsQI6dWrl0S6HkBvAz9q1ChuBmbm14NWI4CAzwXKlStn3fV38ODB8sUXX4gOD1qrVi1p27atVK5c2eetp3leECAB8EIvUUfPCaSlpcn06dNl2LBhomM9Z2dnB9rQvn17efLJJ6Vx48aBabxAAAEEEPCfgG70c6TXf/3qhxaRAPihF2mDKwVq1Kghr776qjz77LOyatUqOXbsmLXRX716dVfWl0ohgAACCCCAgBkCJABm9DOtLEYBHRWoVatWxVgDPhoBBBBAAAEEEDghwEXAJyx4hQACCCCAAAIIIICA7wVIAHzfxTQQAQQQQAABBBBAAIETAiQAJyx4hQACCCCAAAIIIICA7wVIAHzfxTQQAQQQQAABBBBAAIETAiQAJyx4hQACCCCAAAIIIICA7wVIAHzfxTQQAQQQQAABBBBAAIETAkU+DOikSZPkiSeeOFGDQnx13333iT4oCCCAAAIIIIAAAgggEF6gyBOAffv2ye+//x6+NgWcqrfapiCAAAIIIIAAAggggEBkgSJPAJKTk6VChQqRa1SAOSkpKQVYmkURQAABBBBAAAEEEPC/QJEnAP379xd9UBBAAAEEEEAAAQQQQKDoBbgIuOjN+UQEEEAAAQQQQAABBIpNgASg2Oj5YAQQQAABBBBAAAEEil7ANwnA1q1b5ccffyx6QT4RAQQQQAABBBBAAAEPCRT5NQBObDZt2iRTpkyRbdu2ydGjR+X48eMhix07dkz0kZ2dLXv27JGNGzfKkiVLZMiQIXLaaaeFxPIGAQQQQAABBBBAAAEETgi4LgH4wx/+IG+88YZkZWWdqCWvEEAAAQQQQAABBBBAoFAEXJUAjBs3Tl5//fW4G1ayZElp3bq1nH/++XEvywIIIIAAAggggAACCJgk4JoEQE/zGTx4cMC+d+/ecvnll0utWrWkV69ekpmZKc8884ycfvrpsmvXLvn6669l/PjxcujQIbn44ovlk08+CSzLCwQQQAABBBBAAAEEEAgv4JoEYMOGDdaGvVbzrrvuktGjRwdqfNFFF8ncuXPl4MGDcvXVV1vT9V4Cffr0kW7dusm8efNk0qRJcsMNNwSW4QUCCCCAAAIIIIAAAgjkFXDNKECrVq0K1O7RRx8NvNYXF154ofV+/vz5IdPT09OtPf9JSUkyaNAg64LgkADeIIAAAggggAACCCCAQIiAaxKA3377zapYuXLlpH79+iGVbN68ufX+p59+skb/CZ6p5/3raUEZGRny3nvvBc/iNQIIIIAAAggggAACCOQScE0CoBv+WqpUqZKriiJNmza1ph0+fFiCjxTYgXokQMsPP/xgT+IZAQQQQAABBBBAAAEEwgi4JgE49dRTrerp2P85OTkhVT3llFNET/PRsnz58pB5+kaPAGghAbAY+AcBBBBAAAEEEEAAgYgCrksAdPz/hQsXhlRYjw7UrVvXmrZ06dKQefpm8eLF1jQdHYiCAAIIIIAAAggggAACkQVckwBUqlRJGjRoYNX0gQcekC1btoTU+uyzz7be63n+u3fvDszT4UNnz55tvW/UqFFgOi8QQAABBBBAAAEEEEAgr4BrEgCt2ogRI6waLlu2TPTC33vuuSdQ41tuucV6vXHjRmvoz2nTpslnn30mPXv2lB07dljz7FOBAgvxAgEEEEAAAQQQQAABBEIEXJUAXHnllXLzzTdbFdy7d698+OGHgcrq+P96LYCWJUuWWPcD0BuAaSKgpWLFinLfffdZr/kHAQQQQAABBBBAAAEEwgu4KgHQKuoNwPRIbqD+nwAAQABJREFUQJMmTST4lJ4SJUrIxx9/HBgRKLg5ZcuWlTFjxkjNmjWDJ/MaAQQQQAABBBBAAAEEcgm45k7Adr30gl/dk3/vvffKr7/+ak+2nhs2bGjt/R8/frx1+o+e+qPXBgwcOFBatGgREssbBBBAAAEEEEAAAQQQyCvgugTArqIO+2mP/29P0+dq1aqJXiSsDwoCCCCAAAIIIIAAAgjEJ+CaU4D27dsnb7zxhui5/xQEEEAAAQQQQAABBBBIjIBrEoBDhw7JgAEDpE6dOnLjjTfK/Pnz89wQLDEErBUBBBBAAAEEEEAAAXMEXJMA2OSaCEycOFE6deokes7/U089JatXr7Zn84wAAggggAACCCCAAAIFEHBNAlClShUZOnSoNGvWLNCcdevWybPPPmuNCNShQwcZN26cHDx4MDCfFwgggAACCCCAAAIIIBCfgGsSgJSUFHn88cfl559/lq+//toaBah69epWa3JycmTBggWiNwOrXbu29O/fXxYvXhxfS4lGAAEEEEAAAQQQQAABcU0CENwX5513nrz22muyefNmmT59uvTq1UvKlCljhRw4cEDefPNNadeunTVK0PDhw0XvDkxBAAEEEEAAAQQQQACB2AKuTADsapcqVUq6d+8u77//vmzdutUaJUg3/HWIUC16nwA9alC/fn25/PLL5csvv7QX5RkBBBBAAAEEEEAAAQTCCLg6AQiub6VKleSOO+6QhQsXil4b8Morr0jbtm2tZOD48ePWXYI/+uij4EV4jQACCCCAAAIIIIAAArkEPJMABNf78OHDcvToUdENfwoCCCCAAAIIIIAAAgg4F3DtnYBzN2HTpk0yadIkmTBhgixfvjxkdunSpaVHjx5y1VVXhUznDQIIIIAAAggggAACCIQKuDoB0LsDT5kyxdro/+yzz/Ls8T/nnHPk1ltvlT59+kjVqlVDW8Y7BBBAAAEEEEAAAQQQyCPgugQgKytL5syZY90MTEcA0tN9gosODdq3b19rw//MM88MnmXEax0S1R4RKVaD9SJquyQnJztezl7GpOcSJf53NpweTVJjSniBkiVLBmbo0L3B7wMzeGEJqI0OWOD079V0NqycfQP0/3J7IAxnS5gVpf8v2YXfPVsi/HPw7174CKaqQPDvnJ9+91yTAOgdgB988EFrxJ+dO3eGfOsUX0f50b39OipQ8B94SKABb3Tj1Gn79T8/u6ih0+XsZUx8Dk6aTGx/rDbbPxgap1bB/zHGWta0+fZGGn93znpevbCKbaV/c/zdRXbidy+yTaQ5/N1Fkvnf9IL87rl5h+KJLcTo7U/4XD3dZ/To0SGfo3cF1o3+m2++WerUqRMyz9Q3+kVUKyelXLlykpqaaoUeOXLE8XJO1u23GP3RqFChguh9Jri4PHLv6hES+8dC78qtR+wo4QX070//XvU7RYksYJ++qX93Tv9vi7w2f8/R0fD0/3J9UMIL6N+d/l+uhd+98Eb2VPt3b//+/Rz5tlHCPBfkd8/+LoZZbbFPck0CYEvoBut1110nt912m1xwwQX2ZJ4RQAABBBBAAAEEEECgEARckwBo1j5u3Di59tprRV9TEEAAAQQQQAABBBBAoPAFXHMfgGPHjsmaNWtk27Zthd9K1ogAAggggAACCCCAAAKWgGsSAD1X7+mnn5ZGjRrJxRdfbB0N0HOMKQgggAACCCCAAAIIIFB4Aq5JAOwm6RXTOub/LbfcIrVq1bKe9b2br6S2684zAggggAACCCCAAAJuF3BNAlCjRg2ZNm2aXHPNNSGjjOh1AXpEQI8M6BGC1atXu92U+iGAAAIIIIAAAggg4FoB1yQAOlxejx49rDv/btmyRUaNGiXnn39+AG7t2rXyzDPPSJMmTSQ9PV3eeusthtcL6PACAQQQQAABBBBAAAFnAq5JAIKrq+NCDxw4UL744gtZtWqVDBkyRBo0aGCF6KlACxcutIYJrV27tnWPgH//+9+cIhQMyGsEEEAAAQQQQAABBCIIuDIBCK7rKaecIs8995x16s+CBQvk9ttvl5o1a1ohepHw+PHjpWPHjtKwYUN58sknrZGEgpfnNQIIIIAAAggggAACCJwQcH0CYFdVbxPfvn17+cc//iF6itDnn38uDz30UOCeAevWrbMShcaNG0unTp2s6wm4cNjW4xkBBBBAAAEEEEAAgf8JeCYBsDvs0KFDMnPmTBk7dqy8/fbbkpmZac+ynnWjf/78+XL11VdLq1atZP369SHzeYMAAggggAACCCCAgMkCrrkTcLRO0JuE6Ub9hAkTZOrUqXku/tVrBvr06SPdunWTefPmWXFbt26Vb7/9Vlq3bi0zZsyQ8847L9pHMA8BBBBAAAEEEEAAASMEXH0EQDfgBw8eLGlpadK5c2frfP8DBw5YHVOyZEnp0qWLvP/++7J582YZOXKkFfPSSy9Ze/0fe+wxKy4jI8M6VciI3qSRCCCAAAIIIIAAAgjEEHDdEQA9l3/ixInWXvyVK1fmqX7Tpk3l1ltvlZtuuknq1auXZ75OKFWqlAwbNsy6odiSJUtEH/v27ZOKFSuGjWciAggggAACCCCAAAKmCLgmAdi/f7907dpVFi9enGdIz9TUVLnuuuusDf+2bds67hs9/Uc3/rOzs2XDhg3SsmVLx8sSiAACCCCAAAIIIICAHwVckwDoxbyLFi0KGOuoPx06dLA2+nv27BkY7ScQ4ODFnj17rKjSpUtLs2bNHCxBCAIIIIAAAggggAAC/hZwTQJgM+sNv/r162c9dGz/gpR77rlHBg0aJPXr15fkZNc1tSBNY1kEEEAAAQQQQAABBPIl4Jqt4goVKlgj/Vx88cWie/8Lo+gwoBQEEEAAAQQQQAABBBA4IeCaBKB8+fJyySWXnKgZrxBAAAEEEEAAAQQQQKDQBVw9DGiht5YVIoAAAggggAACCCBguAAJgOFfAJqPAAIIIIAAAgggYJYACYBZ/U1rEUAAAQQQQAABBAwXIAEw/AtA8xFAAAEEEEAAAQTMEiABMKu/aS0CCCCAAAIIIICA4QIkAIZ/AWg+AggggAACCCCAgFkCJABm9TetRQABBBBAAAEEEDBcgATA8C8AzUcAAQQQQAABBBAwS4AEwKz+prUIIIAAAggggAAChguQABj+BaD5CCCAAAIIIIAAAmYJkACY1d+0FgEEEEAAAQQQQMBwARIAw78ANB8BBBBAAAEEEEDALAESALP6m9YigAACCCCAAAIIGC5AAmD4F4DmI4AAAggggAACCJglQAJgVn/TWgQQQAABBBBAAAHDBUgADP8C0HwEEEAAAQQQQAABswRIAMzqb1qLAAIIIIAAAgggYLgACYDhXwCajwACCCCAAAIIIGCWAAmAWf1NaxFAAAEEEEAAAQQMFyABMPwLQPMRQAABBBBAAAEEzBIgATCrv2ktAggggAACCCCAgOECJACGfwFoPgIIIIAAAggggIBZAiQAZvU3rUUAAQQQQAABBBAwXIAEwPAvAM1HAAEEEEAAAQQQMEuABMCs/qa1CCCAAAIIIIAAAoYLkAAY/gWg+QgggAACCCCAAAJmCZAAmNXftBYBBBBAAAEEEEDAcAESAMO/ADQfAQQQQAABBBBAwCwBEgCz+pvWIoAAAggggAACCBguQAJg+BeA5iOAAAIIIIAAAgiYJUACYFZ/01oEEEAAAQQQQAABwwVIAAz/AtB8BBBAAAEEEEAAAbMESADM6m9aiwACCCCAAAIIIGC4AAmA4V8Amo8AAggggAACCCBglgAJgFn9TWsRQAABBBBAAAEEDBcgATD8C0DzEUAAAQQQQAABBMwSIAEwq79pLQIIIIAAAggggIDhAiQAhn8BaD4CCCCAAAIIIICAWQIkAGb1N61FAAEEEEAAAQQQMFyABMDwLwDNRwABBBBAAAEEEDBLgATArP6mtQgggAACCCCAAAKGC5AAGP4FoPkIIIAAAggggAACZgmQAJjV37QWAQQQQAABBBBAwHABEgDDvwA0HwEEEEAAAQQQQMAsARIAs/qb1iKAAAIIIIAAAggYLkACYPgXgOYjgAACCCCAAAIImCVAAmBWf9NaBBBAAAEEEEAAAcMFSAAM/wLQfAQQQAABBBBAAAGzBEgAzOpvWosAAggggAACCCBguAAJgOFfAJqPAAIIIIAAAgggYJYACYBZ/U1rEUAAAQQQQAABBAwXIAEw/AtA8xFAAAEEEEAAAQTMEiABMKu/aS0CCCCAAAIIIICA4QIkAIZ/AWg+AggggAACCCCAgFkCJABm9TetRQABBBBAAAEEEDBcgATA8C8AzUcAAQQQQAABBBAwS4AEwKz+prUIIIAAAggggIBnBbKzs2Xnzp2iz5T8C5AA5N+OJRFAAAEEEEAAAQSKQOCbb76Rfv36SfPmzaVVq1bWs77X6ZT4BUgA4jdjCQQQQAABBBBAAIEiEhg/frz06tVLFi5cGNjzr0cA9L1Of+edd4qoJv75GBIA//QlLUEAAQQQQAABBHwl8OWXX8pTTz0lOTk5Ydul059++mnROIpzARIA51ZEIoAAAggggAACCBShwKuvvhpx49+uhiYBr7zyiv2WZwcCJAAOkAhBAAEEEEAAAQQQKFqBAwcOyNdff+3oQ//zn//I/v37HcUSJEICwLcAAQQQQAABBBBAwHUCO3bsiLn33660HgXQeIozARIAZ05EIYAAAggggAACCBShQNWqVeP6tHjj41q5z4JJAHzWoTQHAQQQQAABBBDwg0DFihXltNNOc9SUli1bSqVKlRzFEsQpQHwHEEAAAQQQQAABBFwqcO+99zqqmdM4RyszIIgjAAZ0Mk1EAAEEEEAAAQS8KHDZZZfJwIEDo1b9rrvuks6dO0eNYWaoAAlAqAfvEEAAAQQQQAABBFwk8Mc//lH+9re/SePGjUNqpe9HjhwpjzzySMh03sQWSI4dQgQCCCCAAAIIIIAAAsUn0LVrV9HH5s2bZefOnVKtWjWpW7du8VXI459MApCrA/XW0jrmrH6pGjRokGtu3reHDh2SjRs3yt69e61lateuLSVKcGAlrxRTEEAAAQQQQACBggno9hkb/gUz1KVJAHIZfvzxx/LRRx9Jp06dYiYAn3zyicydO1cOHz4cWEuZMmXk8ssvl44dOwam8QIBBBBAAAEEEEAAAbcIkAAE9cQXX3xhbfwHTYr4cubMmaLJghYdekqzUT0S8PPPP8u0adPk4MGDcuWVV0ZcnhkIIIAAAggggAACCBSHAAnAf9WPHDkiM2bMkAULFjjqA93Qtzf+b7rpJmndunVguaVLl8r48eNFjw6ceeaZUr9+/cA8XiCAAAIIIIAAAgggUNwCxp+srnvshw8fbm38JyUlSdmyZWP2ybx586yYhg0bhmz868RWrVpZG/76euHChfpEQQABBBBAAAEEEEDANQJGJwC6J//111+XXbt2SeXKlUVvIqEb9dFKTk6OrFixwgoJ3vMfvIwmAVq+/fZb0YuEKQgggAACCCCAAAIIuEXA6ARAR/xJSUmxLvj905/+JKecckrMftm2bVtgo75Zs2Zh4+3puv5NmzaFjWEiAggggAACCCCAAALFIWD0NQA1a9aUZ599VsqXL+/Yfvv27YHYSMuVLl1akpOTRRMATRiaNGkSWCbci8zMTMnKygo3K8+0UqVKScmSJfNMDzcheDhSPb3J6XLh1uX3aWplG+kzJbxAsI2a8Z0K76RT1QejyD6559h/f7mn8/6EgBrxnTrhEe6V+tgFK1si/LP62H93enYDJbyAX3/3jE4AypUrF763o0y1h/zUP5xo1wvovP379weOFkRZpbz33nvW6ULRYux5emHx7bffbr91/FypUiXRByW6AEbRfYLn1qlTJ/gtryMIVK1aNcIcJgcL6M6Nk046KXgSrxEokAC/e874+N1z5qRR8f7u6XagW8uJVNmtNXRZvexz+jV5CM4Kc1fTPjpw9OjR3LN4jwACCCCAAAIIIIBAsQkYfQQgP+q6l8pJsQ+nBR+OjLSc3kNA7xvgpNSrV8/RUQVdl362no6kRU8x0lOSKOEF7MOgx44dE7vvwkeaPVWvmbFP+9GjYVhF/j7YTvqdokQWsI+kHj9+3BqSOXIkc/TUUnXSByW8gP7d6f9TWvjdC29kT7V/99g2sEXCPxfkd8/Nf6skAOH7O+JU+1CZnrcfrdjz9c7AsUrnzp1FH07L2rVrHYXqUQq9zkGLJhh79uxxtJyJQfrDWqFCBdm3bx8/rlG+ADVq1AhcM7Nz507H165EWaVvZ+nfnybhBw4c8G0bC6NhDRo0sFajGyEZGRmFsUrfrkN/fzTx1nvXUMILBP/u6d/e3r17wwcy1bpWUX/31IidOZG/EAX53VNftxZOAYqzZ+wEQLM6+3qAcKuw9+jbe7fCxTANAQQQQAABBBBAAIGiFiABiFPcTgB0sUh79vQ6Afuwj70HPs6PIRwBBBBAAAEEEEAAgYQIkADEyaoX96amplpLrVy5MuzS9o3C9LSStLS0sDFMRAABBBBAAAEEEECgOARIAPKh3q5dO2uppUuXhl3ant68eXPrHLuwQUxEAAEEEEAAAQQQQKAYBEgA8oHevn170dGAVq9eLXPmzAlZw4IFC+THH3+0pl166aUh83iDAAIIIIAAAggggEBxCzAKUD56QE8D6tq1q0ybNk1mz54ty5cvl/r168vGjRtl/fr11hp1VJ+GDRvmY+0sggACCCCAAAIIIIBA4gRIAPJp27FjR9GhofQuvps2bbIeuipNDrp06SLp6en5XDOLIYAAAggggAACCCCQOAESgFy2AwcOzDUl8tszzjhD9KFj6G7ZskV0hKDq1atbpwdFXoo5CCCAAAIIIOAFAb03jA7rzW+7F3qLOsYjQAIQj1aEWN3wDx4eNEIYkxFAAAEEEEDAAwKTJ0+WsWPHyi+//GLVtnTp0tKpUycZNGiQNG7c2AMtoIoIRBfgIuDoPsxFAAEEEEAAAUME9B4+DzzwgDz88MOBjX9tut59edasWdK9e3dZuHChIRo0088CJAB+7l3ahgACCCCAAAKOBcaMGSMffvhhxHi90ec999wjGRkZEWOYgYAXBEgAvNBL1BEBBBBAAAEEEiqge/lHjRoV8zMOHDggb7zxRsw4AhBwswAJgJt7h7ohgAACCCCAQJEIfPPNN6Ib906K3vOHgoCXBUgAvNx71B0BBBBAAAEECkVg+/btjtcTT6zjlRKIQBEKkAAUITYfhQACCCCAAALuFKhatarjilWrVs1xLIEIuFGABMCNvUKdEEAAAQQQQKBIBc4991wpU6aMo89s166doziCEHCrAAmAW3uGeiGAAAIIIBCnwNGjR2X16tXy+++/W0NXxrm40eHlypWTO++8M6aBJgl33HFHzDgCEHCzADcCc3PvUDcEEEAAAQQcCOzZs0f++te/ytSpUwMXsuoG7ZVXXikPPvigdSdbB6sxPuTee++VFStWyLx588JapKSkyIgRIyQtLS3sfCYi4BUBjgB4paeoJwIIIIAAAmEENm/ebG3ojx8/PrDxr2GZmZny7rvvWvPWrVsXZkkm5RZITk4WvRfAE088IXXr1g3MLlGihLRv317+9a9/yWWXXRaYzgsEvCrAEQCv9hz1RgABBBBA4L8Cf/jDH2TDhg0RLbZs2SIDBw6UmTNnim7IUqILqNFtt91mPTS50qFB69SpI6mpqdEXZC4CHhLgfwIPdRZVRQABBBBAIFhg8eLF8t133wVPCvt65cqVEU9rCbsAEy0BPQrQtGlTNv75PvhOgATAd11KgxBAAAEETBFYtGiR46ZqskBBAAEEVIAEgO8BAggggAACHhXYuXOn45rHE+t4pQQigIAnBUgAPNltVBoBBBBAAAGRGjVqOGaoWbOm41gCEUDA3wIkAP7uX1qHAAIIIOBjgQ4dOjhuXXp6uuNYAhFAwN8CJAD+7l9ahwACCCDgY4E2bdpI27ZtY7bw7LPPFhKAmEwEIGCMAAmAMV1NQxFAAAEE/CigN6bSkWoilYYNG8qoUaMkKSkpUgjTEUDAMAESAMM6nOYigAACCPhLoHr16tYNqu65556QawJ0+oABA2TatGlSu3ZtfzWa1iCAQIEEuBFYgfhYGAEEEEAAgeIXKF++vDz00EPy4IMPyq5duyQnJ0eqVavGXv/i7xpqgIArBUgAXNktVAoBBBBAAIH4BfQ0H93wpyCAAALRBDgFKJoO8xBAAAEEEEAAAQQQ8JkARwB81qE0xyyBffv2yffffy+ZmZlSv359adasmVkAtBYBBBBAAAEE4hYgAYibjAUQKH4B3fAfNmyYdeFfdnZ2oEKNGjWSJ598kuH+AiK8QAABBBBAAIHcApwClFuE9wi4XGDv3r1yzTXXyPvvvy/BG/9a7dWrV8utt94qH3zwgctbQfUQQAABBBBAoLgESACKS57PRSCfAk888YT8/vvvEZfW0T8ef/xxWbt2bcQYZiCAAAIIIICAuQIkAOb2PS33oMCWLVtkxowZMWuelZUlb7/9dsw4AhBAAAEEEEDAPAESAPP6nBZ7WOA///mP49p//fXXjmMJRAABBBBAAAFzBEgAzOlrWuoDgf379ztuhV4oTEEAAQQQQAABBHILMApQbhHeI+BigXr16jmuXTyxjldKIAIIFKnA0aNHZfny5bJz505p0KCBtGjRokg/nw9DAAF/CpAA+LNfaZVPBdq0aSOpqani5EjAZZdd5lMFmoWA/wWOHz8uY8aMkdGjR4f8vVeuXFn+8Ic/yG233SZ6118KAgggkB8BTgHKjxrLIFBMAmXLlpVBgwbF/HS9KVjfvn1jxhGAAALuE9CRvO6//3558cUXQzb+taZ79uyRoUOHysMPP+y+ilMjBBDwjAAJgGe6iooi8D8BHee/f//+ETnS0tLkzTfflDJlykSMYQYCCLhXYNKkSTJz5syoFZwyZYrog4IAAgjkR4AEID9qLINAMQsMGTJEJkyYIB07dpQqVapI6dKlpWnTpvLAAw/I7NmzRe8ITEEAAW8KvPHGG44q7jTO0coIQgABowS4BsCo7qaxfhK48MILRR8UBBDwj8C2bdtk3bp1jhq0atUq0TuDV6pUyVE8QQgggIAtwBEAW4JnBBBAAAEEilnAyQX+wVWMNz54WV4jgIC5AiQA5vY9LUcAAQQQcJlArVq1pEQJZz/NpUqVkho1arisBVQHAQS8IODsfxkvtIQ6IoAAAggg4HGBChUqOD61Lz093br+x+NNpvoIIFAMAiQAxYDORyKAAAIIIBBJQIf41L370UpKSoo8+OCD0UKYhwACCEQUIAGISMMMBBBAAAEEil7g9NNPl1deeUV0Iz9c0SF+R44cKaeeemq42UxDAAEEYgowClBMIgIQQAABBBAoWoGuXbtKy5Yt5e9//7ssWrRIduzYITVr1pQOHTrInXfeKSeddFLRVohPQwABXwmQAPiqO2kMAggggIBfBBo0aCDPP/98oDk63Ofhw4flyJEjgWm8QAABBPIjwClA+VFjGQQQQAABBBBAAAEEPCpAAuDRjqPaCCCAAAIIIIAAAgjkR4BTgPKjxjIIIIAAAggggAACjgWOHTsms2fPlvnz58vWrVutO1hfcMEF0qtXLylfvrzj9RBYOAIkAIXjyFoQQAABBBBAAAEEwghs2rRJBgwYID/99FPI3Llz58rrr78uo0aNkvPOOy9kHm8SK8ApQIn1Ze0IIIAAAggggICxAgcOHJCbb745z8a/DaIjXN1yyy3y66+/2pN4LgIBEoAiQOYjEEAAAQQQQAABEwXGjh0rq1evjtr0zMxMGTp0aNQYZhauAAlA4XqyNgQQQAABBBBAAIH/F5g6daoji4ULF1r3u3AUTFCBBUgACkzIChBAAAEEEEAAAQRyC2RlZcn69etzT474PtaRgogLMiNuARKAuMlYAAEEEEAAAQQQQCCWQMmSJaVECeebmqVKlYq1SuYXkoDzXimkD2Q1CCCAAAIIIIAAAv4X0I3/Fi1aOGpoSkqKNG3a1FEsQQUXYBjQghuyBgRcK3D8+HFZtGiRfPPNN3Lw4EE5+eSTpVOnTlKvXj3X1pmKIYAAAgj4R6Bv377ypz/9KWaDevTowf0AYioVXgAJQOFZsiYEXCXw888/y/333y+rVq0KqZeOtNC/f395+OGHRQ/PUhBAAAEEEEiUgN7o66OPPpIFCxZE/Ii0tDR59NFHI85nRuELcApQ4ZuyRgSKXeD333+X3r1759n414plZ2fLmDFj+M+22HuJCiCAAAL+F9AdTfqb06dPH0lKSsrT4LZt28rkyZOlatWqeeYxIXECHAFInC1rRqDYBB577DHZv39/1M/X/3C7desm6enpUeOYiQACCCCAQEEESpcuLcOGDbPuBvzpp5/K1q1bpVKlSnLBBRfImWeeWZBVs2w+BUgA8gnHYgi4VUD3/n/99deOqjdp0iQSAEdSBCGAAAIIFFRAr0Pr169fQVfD8oUgwClAhYDIKhBwk8BPP/3kuDo//vij41gCEUAAAQQQQMAfAiQA/uhHWoFAQEDP8Xdajh075jSUOAQQQAABBBDwiQAJgE86kmYgYAuccsop9suYz/HExlwZAQgggAACCCDgCQESAE90E5VEwLnAaaedJk2aNHG0wNVXX+0ojiAEEEAAgcITOHTokIwePVo6d+5s3fxKb5Z1/fXXy4wZMyQnJ6fwPog1IRBBgIuAI8AwGQGvCugwazrWv958JdopPjr6gt54hYIAAgggUHQCW7ZssS6E/fXXXwMfmpWVJV999ZX10DHzR4wYIcnJbKIFgHhR6AIcASh0UlaIQPELtGnTRv7+979Lampq2Mpccskl1rjMept2CgIIIIBA0Qjo3dkHDBggwRv/uT959uzZ8sILL+SezHsEClWA9LJQOVkZAu4R6NSpkyxcuFCmTJkiS5culczMTNG7LV5xxRVy4YUXuqei1AQBBBAwRGDWrFnyww8/xGzt22+/bd2xvXbt2jFjCUAgPwIkAPlRYxkEPCJQuXJl60ekf//+Hqkx1UQAAQT8KzB37lxHjdPR3PSGWTfccIOjeIKiC+h1FWvXrpU9e/ZInTp1hMRKhAQg+neGuQgggAACCCCAQKEIbN682fF64ol1vFLDAnXDf9y4cdYpsRkZGYHWt2zZUv6vvTuBkqK4Hzj+Q2CXG+UWUDnE5VAQBQRUkCgIiOARUTEQfZ5o8FaIJBJ9agQRiRpvvDjkkEOCEhT1gQGVIAgSDrkEuQTCfbPA31/9U/Nmdntmenamd3t6vvXeMjPd1dVVn2pmqrqrqx999FFp165daFmmvWEAcKbVOOVFAAEEEEAAgSIRqFChguv9JhLXdaIZFFEb//fee6888cQTEt74VwJ9YKY+kVg7B5ka6ABkas1TbgQQQAABBBAoVAGdoMFtSCSu2zQzKd6IESNk2rRpMYusnYNFixbFjBPUlXQAglqzlAsBBBBAAAEEfCWgY/rdnNnXaZqbNm3qq7ynU2Z0Cmx9zkK8oFcJXnnllXjRArmeDkAgq5VCIYAAAggggIDfBCpWrCgvvviiZGVlRc1azZo1ZdiwYVHXsyK+wIoVK2THjh3xI/4aY+7cua7iBS0SHYCg1SjlQQABBBBAAAHfCrRv314mTJgg5513XkQeixcvLt27d5ePPvqIWWoiZBL/4Lbxrynv27dP9EFsmRaYBSjTapzyIoAAAggggECRCujwHn1Gy4YNG2T16tXmikCjRo1Ep24mJC9QvXp114lUqlRJSpYs6Tp+UCLSAQhKTVIOBBBAAAEEEEgrAX04o/4RUivQoEED46odrHihQ4cO8aIEcj1DgAJZrRQKAQQQQAABBBDIXIGHH344buFLlSol99xzT9x4QYxAByCItUqZEEAg0AKHDh0KdPkoHAIIIJCsQI8ePWI27rOzs80N2XXr1k12V2m5PR2AtKw2Mo0AApkmoJey+/fvb24c1LHCOTk50qdPH5kzZ06mUTiWV2/kW7x4sfnT9wQEEEBArwK8++67os9UOOmk/2/yli5dWrp162aeEdCxY8eMReIegIytegqOAALpIqCN/LvuusvMVmHzfOTIEfnqq6/MX79+/eTBBx+0qzLqdcuWLfLXv/5Vpk+fHprJQ2/o69q1qwwYMCCQs6msW7dO1q5dK3oGs3HjxqJTSxIQQMBZQGdd0r/c3FzZv3+/eQ5DsWLFnCNn0FI6ABlU2RQVAQTST2Djxo35Gv95S/HSSy9JvXr15Kqrrsq7KtCf16xZI9dff71s3749opw6pZ9Opagdp3HjxhmbiAhp+mHevHnmKlD4k0t16kgd6jBw4EDR2UwICCDgLFCiRAk6y2E0DAEKw+AtAggg4DcBfZqlmyEtzz33nOhTLTMlHD9+XO6+++58jf/w8mvHQG/w07jpHmbOnClXXnmlhDf+tUz6xNNJkyaZzt+2bdvSvZjkHwEECkmADkAhQbMbBBBAoCACn3/+uavNNm3aJMuWLXMVNwiRtEGsT/uMF5YvXy5uDeOlVVTrtSPzwAMPhIY4OeXj559/lkceecRpFcsQQACBfAJ0APKRsAABBBDwh4Ce0f/ll19cZyaRuK4T9WnEuXPnus5ZInFdJ1qIEUePHu3qKtCsWbNcdYoKMevsCgEEfCpAB8CnFUO2EEAAAb1RLZEbPDPpKaI7d+50fYAkEtd1ooUY8dtvv3W9t0Tiuk6UiAggEDgBOgCBq1IKhAACQRJo06aNq+KUL19emjRp4ipuECLVqFHDdTESies60UKMuGfPHtd7SySu60SJiAACgROgAxC4KqVACCAQJAGd/tPNlHW33nqrZGVlBanoMcvSoUOHmOvDVyYSN3w7v7yvWbOm66wkEtd1okREAIHACdABCFyVUiAEEAiSQNOmTeXPf/5zzCJdcsklMZ94GXPjNF3ZunVrufjii+Pmvl27duYhQHEj+jhCp06dXOVOO4BaXgICCCAQT4AOQDwh1iOAAAJFLHDLLbfI22+/LWeddVZETnTMv8788tZbb4nOcZ1pYfjw4TGHPemQKI2T7kGf79CwYcO4xbj99tulSpUqceMRAQEEEMi8X4w0r3OdFcTtD70+IMYGfQS22+3sNpn0aq301T4uPJPK77as4UNR1CqT5p13a2TjqZX+per/nT6yXv/0KbA65afeHJyTkyP22LX7TdfXglhVq1ZNJk+eLCNGjDAP/Prpp59M8evUqWMeEKbDokqXLp2uJKF86zH0zjvvSO/evWXVqlWh5eFvrrnmGtMZDMrxEF62RN6Hl5/fvdhy1kqPL77Lo1sF9Xev2K+VnjlPjolev2mzRh9o4/Ymr5IlS0rZsmVN2Q4dOiT6R0AgGYEyZcqExpnrcRiEBywl48G2yQvYmYv0gVZ79+5NKsGDBw+aTlepUqWSSsevG+/fv1/0wXATJ06U1atXS3Z2tjRv3lz0zL8+JIwgEv67p8fD4cOHYUEgKYFkfvf0e61y5cpJ7d+rjekAeCXrUbraX9MHvrgJeuaratWqJuru3btF/wjOAnoGRP+TawOEPrGzkS7V4QXqpEHPQufm5pr3/JNfQBuheoZNG22ZEL744guZMGGC6IO3NDRq1Eh69uwpen9CrHD66aeb1UeOHJEtW7bEiprx63SmJ23QqhXBWUC/n+wwqF27drk+YeacWrCX8rvnrn6T+d0LPx7d7a3wYjEEqPCsU7InvRTl9qxreENW37vdLiUZTbNErA1OsSuOYyq2T961mXA8aWP0oYcekmnTpkUUf82aNfLxxx9L9+7dZejQoebMbEQEhw/2/6HDKhb9TyATjqlkKjv8GMIqtqS10tfw7/bYW2Xe2nCbIB1T3ASceccyJUYAAQRSJjBo0KB8jf/wxKdOnSpPPvlk+CLeI4AAAggUsQAdgCKuAHaPAAIIpKuADvcZO3Zs3OyPGjVKVq5cGTceERBAAAEECkeADkDhOLMXBBBAIHACn3zyiesyTZ8+3XVcIiKAAAIIeCtAB8BbX1JHAAEEAiugU5K6DevXr3cblXgIIIAAAh4L0AHwGJjkEUAAgaAK2Bmh3JQvqFNzuik7cRBAAAG/CdAB8FuNkB8EEEAgTQTOO+881zlNJK7rRImIAAIIIFAgAToABWJjIwQQQACBK664IjTneiyN6tWrS9euXWNFYR0CCCCAQCEK0AEoRGx2hQACCARJQIcADR8+POYc/1lZWSYOQ4CCVPOUBQEE0l2ADkC61yD5RwABBIpQ4MILL5QPPvhAGjRokC8XOTk5ZprQ1q1b51vHAgQQQACBohPgScBFZ8+eETAC+/fvl0WLFsnevXulZs2acvbZZ4s+8ZmAQLoInH/++TJjxgz5/vvvZcWKFSbbDRs2lGbNmnEsp0slkk8EEMgoAToAGVXdFNZPAocPH5YhQ4aIPiTpyJEjoaxpJ6B///7SvXv30DLeIOB3Ae20Nm/e3Pz5Pa/kDwEEEMh0AToAmX4EUP4iEdDGf69evWTBggX59r9p0ya57777ROdN/8Mf/pBvPQsQQAABBBBAAIFkBLgHIBk9tkWggAJDhw51bPyHJ/f888/Ld999F76I9wgggAACCCCAQNICdACSJiQBBBITOHjwoIwcOdLVRm+++aareERCAAEEEEAAAQTcCtABcCtFPARSJKA3/OoQIDdh3rx5bqIRBwEEEEAAAQQQcC1AB8A1FRERSI3Avn37XCekMwMREEAAAQQQQACBVArQAUilJmkh4EJAZ/lxG2rVquU2KvEQQAABBBBAAAFXAnQAXDERCYHUCTRq1EhOO+00Vwl26tTJVTwiIYAAAggggAACbgXoALiVIh4CKRLQ+dL/+Mc/xk2tcuXKcuedd8aNRwQEEEAAAQQQQCARAToAiWgRF4EUCXTp0sV0AqI98Vcb/yNGjBB9JSCAAAIIIIAAAqkUoAOQSk3SQiABgTvuuEMmT54s3bp1kypVqkh2drbUq1fPnPWfMWOGNGvWLIHUiIoAAggggAACCLgT4EnA7pyIhYAnAtrIf+mllzxJm0QRQAABBBBAAAEnAa4AOKmwDAEEEEAAAQQQQACBgArQAQhoxVIsBBBAAAEEEEAAAQScBOgAOKmwDAEEEEAAAQQQQACBgArQAQhoxVIsBBBAAAEEEEAAAQScBOgAOKmwDAEEEEAAAQQQQACBgArQAQhoxVIsBBBAAAEEEEAAAQScBOgAOKmwDAEEEEAAAQQQQACBgArQAQhoxVIsBBBAAAEEEEAAAQScBOgAOKmwDAEEEEAAAQQQQACBgArQAQhoxVIsBBBAAAEEEEAAAQScBOgAOKmwDAEEEEAAAQQQQACBgArQAQhoxVIsBBBAAAEEEEAAAQScBOgAOKmwDAEEEEAAAQQQQACBgArQAQhoxVIsBBBAAAEEEEAAAQScBOgAOKmwDAEEEEAAAQQQQACBgArQAQhoxVIsBBBAAAEEEEAAAQScBOgAOKmwDAEEEEAAAQQQQACBgArQAQhoxVIsBBBAAAEEEEAAAQScBOgAOKmwDAEEEEAAAQQQQACBgArQAQhoxVIsBBBAAAEEEEAAAQScBOgAOKmwDAEEEEAAAQQQQACBgAqUCGi5KBYCCCCAQBICJ06ckK1bt0pubq5Ur15dSpTg5yIJTjZFAAEEfCXAN7qvqoPMIIAAAkUrcODAAXn11Vdl7Nixsn37dpOZ8uXLy5VXXikPPPCAVKlSpWgzyN4RQAABBJIWoAOQNCEJIIAAAsEQ2LVrl/Tq1UuWLVsWUaC9e/fKmDFj5IsvvpDRo0dLvXr1ItbzAQEEEEAgvQS4ByC96ovcIoAAAp4JPPzww/ka/+E727Jli9x5551mWFD4ct4jgAACCKSXAB2A9KovcosAAgh4IrBkyRL5/PPP46a9atUq+fjjj+PGIwICCCCAgH8F6AD4t27IGQIIIFBoArNmzXK9r9mzZ7uOS0QEEEAAAf8J0AHwX52QIwQQQKDQBewNv252nEhcN+kRBwEEEECgcAXoABSuN3tDAAEEfCmQyOw+lStX9mUZyBQCCCCAgDsBOgDunIiFAAIIBFqgXbt2rsuXSFzXiRIRAQQQQKDQBOgAFBo1O0IAAQT8K3DOOedIhw4d4mawfv360q1bt7jxiIAAAggg4F8BOgD+rRtyhgACCBSqwPPPPy85OTlR91mtWjV5/fXXeSpwVCFWIIAAAukhQAcgPeqJXCKAAAKeC5xyyikyceJE6du3r1SqVCm0v7Jly8oNN9wg06ZNE70CQEAAAQQQSG8BngSc3vVH7hFAAIGUCmhj/9FHHxV9KNjmzZvl+PHjUqNGDSlZsmRK90NiCCCAAAJFJ0AHoOjs2TMCCCDgW4GTTjpJatWq5dv8kTEEEEAAgYILMASo4HZsiQACCCCAAAIIIIBA2gnQAUi7KiPDCCCAAAIIIIAAAggUXIAOQMHt2BIBBBBAAAEEEEAAgbQToAOQdlVGhhFAAAEEEEAAAQQQKLgAHYCC27ElAggggAACCCCAAAJpJ0AHIO2qjAwjgAACCCCAAAIIIFBwAToABbdjSwQQQAABBBBAAAEE0k6ADkDaVRkZRgABBBBAAAEEEECg4AJ0AApux5YIIIAAAggggAACCKSdAB2AtKsyMowAAggggAACCCCAQMEFShR8U7ZEAIGiEtiwYYPMmDFD1q5dK6VKlZJzzz1XOnbsKNnZ2UWVJfaLAAIIIJCEwJdffimjRo2SxYsXy5EjR6R+/frSo0cPufHGGyUrKyuJlNkUgfwCdADym7AEAd8KHD9+XIYNGyavv/665ObmRuTz1FNPNetat24dsZwPCCCAAAL+FdDv9QEDBsiECRMiMrlw4ULRvw8//FDefvttqVq1asR6PiCQjABDgJLRY1sEClngiSeekL///e/5Gv+ajc2bN0ufPn3ku+++K+RcsTsEEEAAgYIKvPDCC/ka/+FpLVmyRO666y45ceJE+GLeI5CUAB2ApPjYGIHCE1iwYIG8//77MXd49OhR6d+/v+gZpWhBf0QWLVoko0ePlvfee0/mzJkjuh0BAQQQQKBwBbZt2yZvvPFG3J3q9//06dPjxiMCAm4FGALkVop4CBSxwNixY13lYPXq1TJ//nxp1apVvvhLly41HQQ9oxQedPiQXl3Q+wgICCCAAAKFI6Dj/nW8v5vwz3/+U7p27eomKnEQiCvAFYC4RERAwB8C2nh3G5ziaqP/uuuuk7yNf01Thw/dcccdMmnSJLe7IB4CCCCAQJICGzdudJ1CInFdJ0rEjBWgA5CxVU/B000g1rCevGXJG/fYsWNy//33y4EDB/JGjfg8cOBA2bp1a8QyPiCAAAIIeCNQrlw51wknEtd1okTMWAE6ABlb9RQ83QRycnJcZ/mss86KiKvj/HVoULxw6NAhGT9+fLxorEcAAQQQSIFAixYtXKfSsmVL13GJiEA8AToA8YRYj4BPBK699lpXOalVq5ZccMEFEXF1Kjm3IZG4btMkHgIIIIBAfoHmzZuLm05A2bJl5YYbbsifAEsQKKAAHYACwrEZAoUtcNFFF0n37t1j7rZYsWLy9NNPS8mSJSPi6Zl9t+HgwYNuoxIPAQQQQCBJAZ0GtEqVKlFTKV68uHnGS6w4UTdmBQJRBOgARIFhMQJ+FBgyZIj07NnTMWvly5c3zwho3759vvV16tTJtyzagkTiRkuD5QgggAAC7gRq164tU6dOlcsuuyzfBjr0U6ds7tSpU751LEAgGQGmAU1Gj20RKGSB7OxsGTx4sPTu3VumTZsma9eulVKlSsm5554rV199tZx88smOObr00ktFtz18+LDj+vCF3bp1C//IewQQQAABjwV0KuY333xTtmzZIj/88IN5Nku9evWkYcOGHu+Z5DNVgA5AptY85U5rgbPPPlv0z23QS8f33nuvPPfcczE30bNMbdu2jRmHlQgggAAC3gjUqFFD9I+AgNcCDAHyWpj0EfCJQN++feX222+PmpsOHTqYcaZRI7ACAQQQQAABBAIhwBWAQFQjhUAgvoDeIPzYY4+ZJ0mOGTPGPBAsNzdX6tevb4YPMcY0viExEEAAAQQQCIIAHYAg1CJlQCABAb1fQP8ICCCAAAIIIJCZAgwBysx6p9QIIIAAAggggAACGSpAByBDK55iI4AAAggggAACCGSmAB2AzKx3So0AAggggAACCCCQoQJ0ADK04ik2AggggAACCCCAQGYKcBNwkvV+8OBB2bBhg+zevVtq1qxp5u896ST6VUmysjkCCCCAAAIIIICARwJ0AJKA/eyzz+TTTz+VQ4cOhVLRp7J27txZ9MmrBAQQQAABBBBAAAEE/CZAB6CANTJt2jSZMWOG2bpJkybm7L9eCVi+fLlMmTJF9u/fL927dy9g6myGAAIIIIAAAggggIA3AnQACuCqDX3b+O/du7e0atUqlMr8+fNl5MiRolcHmjVrJmeccUZoHW8QQAABBBBAAAEEEChqAQarF6AGZs6cabaqW7duRONfF7Zo0cI0/PX97Nmz9YWAAAIIIIAAAggggIBvBOgAJFgVJ06ckKVLl5qtws/8hyejnQANCxYsEL1JmIAAAggggAACCCCAgF8E6AAkWBNbt24NNepzcnIct7bLc3NzZePGjY5xWIgAAggggAACCCCAQFEI0AFIUH3btm2hLcqWLRt6H/4mOztbSpT4/9srtMNAQAABBBBAAAEEEEDALwLcBJxgTdgpP3Wu/9KlS0fdWtft3bs3dLUgasRfV4wfP15++OGHWFFC6xo3bizXXXdd6HOsN8WKFQutrlChgpQrVy70mTf5BbROMcrvEr4k/BkX1atXD1/F+zwC9v/fySefnGcNH50ESpYsKbVr13ZaxbL/Cej/P/0u16GoBGcB+/9O16pV+fLlnSOy1Ajwuxf/QEjmd+/AgQPxd1BEMegAJAhvx/SXKVNGwr9o8iajVwe0A3DkyJG8q/J91ilDd+3alW+50wKNa68uOK2PtkwP4PCDOFq8TF+OkfsjoCDHofvUiZlpAvp9yjGVabXubXmLFy/u7Q4Ckjq/e+4rMtHvqFjtRPd79SYmHYAEXfUslZtgz9C4+Y+lB1RWVpabZEX3f/z4cVdxNZLdv+bH5sn1xhkWUf+jYhS70tXIfqElchzGTjW4azmm4tct31HxjWwMjicrEfvVHlN8R8V20rUcU+6MCvq75+c2BR2A+HUfEaNixYrmc7zLOna9Phk4XtBnCeif2/DTTz+5iqpXKapVq2bi7t692/VVBleJByySdsJ0+M+ePXsS6mAFjCFucapWrSr23pfNmzfL0aNH426TqRH0/582RPbt25epBK7KXadOHRNPj6VNmza52iZTI+nvjw5DPXz4cKYSxC133t89/e0jOAvY3z018nND1Tn3hbc0md89Pw8r5ibgBI8h2wHQMwv2fgCnJHSojoZY9wk4bccyBBBAAAEEEEAAAQS8FKADkKCu7QDoZtHO7Ol9AvbSoz0Dn+BuiI4AAggggAACCCCAgCcCdAASZNXhD3ZWgWXLljlubR8UppfXmNXCkYiFCCCAAAIIIIAAAkUkQAegAPAXX3yx2Wr+/PmOW9vljRo1YlYLRyEWIoAAAggggAACCBSVAB2AAsi3a9fOzMazZs0amT59ekQKs2bNkiVLlphlHTt2jFjHBwQQQAABBBBAAAEEilqg2K93fvNEkQLUwueffy5TpkwxW9aqVUvOOOMM2bBhg6xfv94su/zyy6Vbt24FSDn+Jhs3bowf6dcYWrV2lhYdjmSnRnO1cYZFUhudYpXZNWJX/LFjx0T/NHBMxbZSH506zv4fjB07c9faZ6Xo/0E1I0QX0KfM5+bmhv4PRo+ZuWv43XNf9/zuubPS/3P2vk5tJ9gpQd1srcPG/fowSDoAbmowSpzFixfLuHHjzNSRNopWdpcuXaR9+/Z2UZG9Lly4UN5++22zf81T165diywv7DgYAno86XGl4bHHHpNTTz01GAWjFEUm0K9fP7PvGjVqyMCBA4ssH+w4GAILFiyQd955xxSG371g1GlRl+Ktt96SRYsWmWzod5R+VwUhcLoliVps2rSp6J/OoatzousMQVWqVDFnkpNIlk0RQAABBBBAAAEEEPBMgA5ACmi14R8+PWgKkiQJBBBAAAEEEEAAAQQ8EeAmYE9YSRQBBBBAAAEEEEAAAX8K0AHwZ72QKwQQQAABBBBAAAEEPBGgA+AJK4kigAACCCCAAAIIIOBPAToA/qwXcoUAAggggAACCCCAgCcCdAA8YSVRBBBAAAEEEEAAAQT8KUAHwJ/1Qq4QQAABBBBAAAEEEPBEgA6AJ6wkigACCCCAAAIIIICAPwXoAPizXsgVAggggAACCCCAAAKeCBQ78WvwJGUSLXKBgwcPyq5du0w+ypUrJ+XLly/yPJGB9BbYuXOnHDp0yBSCp16nd136Jff6FHUNJUqUkKpVq/olW+QjTQX43UvTivNxtsN/9/Q7Sr+rghDoAAShFikDAggggAACCCCAAAIuBRgC5BKKaAgggAACCCCAAAIIBEGADkAQapEyIIAAAggggAACCCDgUoAOgEsooiGAAAIIIIAAAgggEAQBOgBBqEXKgAACCCCAAAIIIICASwE6AC6hiIYAAggggAACCCCAQBAE6AAEoRYpAwIIIIAAAggggAACLgWCMZmpy8IGIZrOmf3LL7+YeWjr1asnZcqUSbpYOm/yhg0bZPfu3VKzZk2pUaOGnHQSfcOkYdMggX379pnj6b///a9UqFBBqlevLqecckqBc67H0vHjx2Nun52dHZh5lGMWNMNWHjt2LPSMiGhFL1asWIG+s/iOiiYazOUHDhwQPZ7cBn3OjR5bboKXx6mb/ROn8AV++ukn2bhxo7Rp08ZV28aLdpYXaSYrSQcgWcFC2n7Lli0ybtw4WbVqVcQezzjjDLn11lsL3Gj77LPP5NNPP4344S5VqpR07txZLr300oh98SE4Anv27JFp06bJN998I3mfBXjWWWfJddddZzqCiZb42WeflR07dsTc7Pe//720aNEiZhxWpp/A/PnzZdSoUTEzrg/Refzxx2PGybuS76i8IsH//Morr8i6detcF1S/d8qWLesqvlfHqaudE6nQBfS37rXXXpP9+/dLy5YtJSsrK2oevGhneZFm1AIkuILTvAmCFUV0bVC99NJLpvGvZ2cvvvhiueiii+Tkk082X5IvvPCCbN26NeGsaQNw6tSppvHfpEkT6dixozRq1EgOHz4sU6ZMMesSTpQNfC+gT/LVY+brr7+W4sWLy/nnn286fHp2RK8o/fjjjzJkyBCxT2h1WyA9axev8e82LeKln4BeRUx14Dsq1aLBS0+/w/TPbfDiOHW7b+IVroD+JmlnUhv/8YIX7Swv0oxXjkTWcwUgEa0iijtx4kTRXuzpp58u99xzT+gS+pVXXml6tmvXrhWN07dvX9c51C/BGTNmmPi9e/eWVq1ahbbVMyQjR44UPfPWrFkz0asMhOAITJo0SbZv326G/Nx3331SrVq1UOH0mNIvTD0+3nvvPRkwYEBoXbw3eolVg15BGjRoUNRL8joEiBA8AduwuuKKK8xJCqcSuh2modvyHeUkmBnL9Hcu1lDCTZs2ycsvv2zi6NVK/c5xG1J9nLrdL/EKV2DlypUyZswY81vnZs9etLO8SNNNWdzG4QqAW6kiiqeXjxYvXmz2ro2z8DH/+r5Xr15m3bJly1wf6LrBzJkzzXZ169aNaPzrQh2eoQ1/DbNnzzav/BMMAf1RXbhwoSlMjx49Ihr/urB8+fJy/fXXm/XaoNeOgttgOwC1a9cWHZOrl+Sd/kqU4LyDW9N0imfrv379+o71rsdC+PdXvLLxHRVPKLjrS5cuHfUY0rP9H3zwgWn8t43xRHEAABTtSURBVG3bVi688MKEIFJ9nCa0cyJ7LqBXuMeOHSsvvvii+f1yMzTMi3aWF2mmGo8OQKpFU5ze8uXLTYp6g6aOzc4b9IbdWrVqmXHcc+fOzbva8bOO+V66dKlZF37mPzyyHaO9YMEC0RvwCMEQ0C+lI0eOmMKceeaZjoXSK032TG0iw4B+/vlnk95pp53mmC4LgyugN5Hb7wntACYb+I5KVjC423/44Yeybds2c9/btddem1BBU32cJrRzIheKgI5emDNnjtmXdhD1Hsl4wYt2lhdpxitHous5FZeoWCHH1+E9GrTxH21mnpycHHOHu97p7ibo/QL2x1q3dQp2eW5urkk7WmPRaVuW+VdAZ3kaPny46Ow/erbfKezatSt0Y7DeZ+I22DNr2oHQoFcbdOiadl6jHbtu0yaevwXssAq9yVfP3mrQ8bfakbSfEykB31GJaGVO3DVr1si3335rCtyzZ8+YN3Q6qaT6OHXaB8uKVkDbLHXq1JGuXbuaexrdtIu8aGd5kWaqZekApFo0xenpmQ4NsS5j2XVubwS2acZK107VqP+ZNF06AKYaAvGPNsqiNf61gPbsScmSJc20sG4KrceJvVqg73V87urVq0Xf66wLelVAhxzpkDNC8ARs50/vJ9F7i7766iszrbCWtHLlytK8eXPzg6zHlJvAd5QbpcyKoycUxo8fbwp9zjnnyNlnn50wQKqP04QzwAaeC/z2t78VPRGRSLDfN7Yt5bStXZdoO8tul4o0ndJIZhlDgJLRK4RtdTybBh1THS3YcbX2rH60eHa5TVPPysY6O2fXuU3Xps9r+groMJ4vvvjCFODyyy93PbuGDi2yN+2NHj1aVqxYIdrY05vzdMiRdgZ05iE7rjt9hci5k4A9s/qf//zHTC+rzxTRq0fa2dRhF1rvgwcPFr265CbwHeVGKbPi6LBV24Av6BTVqT5OM6sG0qO0iTb+tVT2+8aLdlYq00x1DXAFINWiKU7PNr7d9CKPHj3qau82Te042LHeThvqPvfu3RsaM+4Uh2XBEdCzIDoDkJ611zP2l112mevC2R9W3aBhw4bSvXt3c2+KdjJ1xg69aU8vxeq0s3o1SS/REoIjYOtfb/DWWVl0EgH9/tDOn14N0Ok89QGGenPeXXfdFbfgfEfFJcq4CPYeN73nTW80L0hI9XFakDywjf8E7PeNF+2sVKaZajk6AKkWTXF6bi6Z2wc5xWrMh2fLTZoa36bL+O1wvWC+1zNrr776qrk3QJ81oTdOJTK3tt74qbNUaSdUrxyEz/Sj9x3069dPnnrqKdm5c6eZsvahhx4KJmSGlqpTp07mTH/jxo2lQYMGIQUd/qVna/U7Z8KECaJXCHTGMn3eSKzAd1Qsncxbp1eU9NjRoM/BKWhI9XFa0Hywnb8E3Hzf2PZQKttZiaaZajU6AKkWTXF6FStWNI0mvaEuWrDr3M6FrGlqsNulKt1o6bDc3wI6W8GIESPMZdAqVaqYZ03ouO1EgnYAYs3+YhuCOoOHnoU7duxYQh2MRPJC3MIX0AcTxgq6fvr06aaDqVeC4nUA+I6KpZl56/SJ5TrEUIel2hnqCqKQ6uO0IHlgG/8JeNXO0hNesdpZdp3btluq5bgHINWiKU7P/hDGepKdXWfH7MfLgk1Tv1Dt2DenbRJN1ykNlvlbQGfU0DP/ehzoA98efPBB0U6AF0GvBGjQIUaJPF/Ai7yQZuEK6FVEnbJYg94vEi/wHRVPKHPW61lSfWq5hgsuuEC8fJBgosdp5tRCsEtqv29sm8eptHZdou0su10q0nRKI5llXAFIRq8QtrUHpk7bGC3YddWrV48WJWK5TVMX6rZOvU8dE2dv6gx/UmxEQnxIawE9I/vJJ5+YMuisGjfffHPC0+olAmAvd+o2TsdcImkRN/0EbP27qXu+o9Kvfr3K8Y8//miGl2n6yQz/cZu/RI5Tt2kSz98C9vvGtqWccmvXJdrOstulIk2nNJJZxhWAZPQKYVt71kxnVbEN8ry71TG1GtzeWKk3pdhpIO22edO0DwrTsdyxhnbk3Y7P6SGgDX/b+L/kkkvktttuS6rx/9prr8mAAQPM+P5oAvbMrzYA7RdutLgsTx8BHUL2+OOPi97XEevHTm8C1uDmB5TvqPSpf69zah+opFcmkzkZ5cVx6nXZSb9wBLxoZ3mRZqo16ACkWjTF6bVs2dKcLdUHKumZkLxBp220P6yJzItsz6TMnz8/b5Lms12uY3XDb+h0jMzCtBLQm+n07L+GLl26iD5NM9kbvfXGYb3UuWjRInMjcF4QHfM/e/Zss7hp06Z5V/M5jQV0aJeOddUZf77//nvHksybN890DvQ4c/s9xXeUI2XGLdR7RjTYIYTmQwH+8eo4LUBW2MRnAl60s7xIM9VsdABSLZri9PRsqb1xSafQ0zm1bdBOgT72WoNOvahTN4YHnTlBb7rUP/slate3a9fOzMyhT1a0jUG7btasWbJkyRLzsWPHjnYxrwEQ0Fl69HjQUK9ePfOAJj0zH+3P3qRki6434+n29uqBXd66dWvTidCG4Lhx4yI6Adow1GcDaEdVO5NXXHGF3YzXAAjok551CJmGjz76SNavXx9RKj1xMWnSJLPswgsvjDiLy3dUBBUf8gjocBx7PJ166ql51jp/jHZMJXOcOu+JpUERSKadFe03MZk0C8uVewAKSzqJ/XTo0MGcWdV52p999lnJyckxM6joJU1toOkX24033phvD3pGVhvzGvTsR/gQIb3Erg2xKVOmmMacnrnVm0B1hhb7havTOfLk1nysab1An/Jrb8DVzt8zzzwTszx6XLVt2zYURzuGeqzoQ570Ues26LGjT/qdPHmy6I3Fq1atMtNBaodD3+uPsn4h9unTRypVqmQ34zUgAjfddJMMGTJEduzYIUOHDjWz/Gg9a8dSHwKnDTk986/PhwgPfEeFa/A+r4AeH3oCQYPbDkCsY6qgx2nefPE5eAIFbWdF+01UoYKmWVi6dAAKSzqJ/WgD/5FHHpExY8bI4sWLTQPMJtekSRO55pprCtSo0vm59al5esZW54G3T1nUzoEODWnfvr3dDa8BEVi3bp1nJfnNb35jfqQnTpxozvbbq1X6PAG92tCrVy9X4789yyAJeyag3xn9+/c3JxP0wV/2HiLdoX5/6VXMzp07x3zwoFPm+I5yUsmcZXqV2wa3HQAb3+nVq+PUaV8sSy8BL9pZXqSZStViv56ZOZHKBEnLWwGdQlGfrKpnRfSGKD3AUhH0DO3mzZvNzZl6s5WbB2OkYr+kEUwBfYK0DvnR+f/16hP3kQSznp1Kpd9RerVSG296I1yqbvjmO8pJm2UFFfDqOC1oftjOPwJetLO8SDNZMToAyQqyPQIIIIAAAggggAACaSTATcBpVFlkFQEEEEAAAQQQQACBZAXoACQryPYIIIAAAggggAACCKSRAB2ANKossooAAggggAACCCCAQLICdACSFWR7BBBAAAEEEEAAAQTSSIAOQBpVFllFAAEEEEAAAQQQQCBZAToAyQqyPQIIIIAAAggggAACaSRAByCNKousIoAAAggggAACCCCQrAAdgGQF2R4BBBBAwNcC9evXNw8la9Omja/zSeYQQACBwhIoUVg7Yj8IIIAAAggUhcDWrVtl3759Ur58+aLYPftEAAEEfCfAFQDfVQkZQgABBBBAAAEEEEDAOwE6AN7ZkjICCCCAAAIIIIAAAr4ToAPguyohQwgggAACCCCAAAIIeCdAB8A7W1JGAAEEEEAAAQQQQMB3AtwE7LsqIUMIIIBA0QuMHj1avvrqK5ORSpUqydNPPy3FihVzzNjw4cNl+fLlZt1FF10kvXr1kvvvv1+OHDkiWVlZoutPOin2+aY//elPsn37dilRooS88MILUrJkyYh9LV26VCZPnmz2o/tas2aNVKtWTRo0aGD+brjhBmnZsmXENnxAAAEEEHAWKHbi1+C8iqUIIIAAApkqsGHDBmnatKns3LnTELz88styzz335OOYMmWKXH311WZ5lSpVZNGiRVKzZk259tprZdKkSWb5Z599Jpdddlm+be0Cbdw3adLEfOzatat8/PHHdpUcO3ZMhg4dKoMGDZLDhw+Hlud9U7x4cbnvvvtk8ODBphMRvl5n/9FZgM4880xZuXJl+CreI4AAAhkpEPuUTEaSUGgEEEAAgdq1a8trr70WghgwYICsW7cu9FnfbNq0SW677TazTK8OvPvuu6bxrwtuueUWs1z/GTVqVOi905uRI0eGFodvpwuvv/560X1r41+vRPTr10/+9re/yeuvvy6PPfaYNGvWzGyrHYVhw4bJuHHjQmnxBgEEEEDAWYArAM4uLEUAAQQQ+FWgT58+YhvonTp1khkzZhgXvXisn2fOnGk+P/DAA6YBbtG0QX7aaafJ5s2bzfz7v/zyi5QuXdquDr0eP35c6tSpIz///LNp4Gt8HTakYcWKFdKoUSPRfTVs2FDmzp0rp5xySmhbfaPrHn/8cXnqqafM8vPPP1/mz58fEYcrABEcfEAAAQSEKwAcBAgggAACUQV06I820DV8+umn8t5775n3Ok7fNv610f3ss8+a5fYfHZLTu3dv83Hv3r0ydepUuyriddasWabxrwv13gHb+NfPL774omng63u9jyBv41+X65UHHR5Urlw5/WiGIDGy1VDwDwIIIBBVgA5AVBpWIIAAAghUqFBB3n///dBNvA8//LBoo12H32jQs+tjx46NaLhbtfDhPNGGAdmrC7pNeHz9rPccfPjhh/L8889Lx44ddZFj0BuH69WrZ9bl5uaam48dI7IQAQQQQMAIMASIAwEBBBBAIK7AwIED5ZlnnjHxtMGtDW0N2rC/6aabzHunf9q2bStff/21mdVH7xnQG4VtOHjwoFSvXl30CoHecKw3ECcadMjQl19+KY888oi5J0G31xt+y5YtG0qKIUAhCt4ggAACRqAEDggggAACCMQT+Mtf/mLG/3/33Xehxv/NN98cs/GvaepZfe0AHD16VMaPHy933313aFc6g5A2/m280AqHN//9739lzpw5smzZMjOTz48//mjuEdi6dWu+2AwBykfCAgQQQCBCgCFAERx8QAABBBBwEtB5+fv27Ruxqlu3bhGfnT7oLD5lypQxq/IOA7LDfzTtaFcR1q9fL3feeaforEQ9evQwMwKNGDHCPKPANv5PP/10qVixotPuWYYAAggg4CDAECAHFBYhgAACCEQKbNu2Tc455xzR2Xxs0OE7P/zwg1StWtUucnwNn0lo1apVUr9+fZNOrVq1zDz/+hwB+8yA8AR0yJAOIQqfflRvBNZ86PSfOmyoVatW5rVFixaiVyc0MAQoXJH3CCCAQH4BrgDkN2EJAggggEAegVtvvTXU+D/vvPPMWu0M2OcA5Ike8TH85t4PPvjArNNXnSpUQ/h6s+B//+jVA9v415mGtIG/Y8cOcxOyzhCk+9ZOgIY9e/b8bysRnVqUgAACCCAQXYAOQHQb1iCAAAII/CrwxhtvyD/+8Q9joWfcdT5+2wnQ6T11faxwySWXSN26dU0Ue6Zf7wfQoFcRunTpYt6H/6MNfR3zr0FnIpo9e3Zon+Hx9L3ekKw3A9tgb1C2n3lFAAEEEIgUoAMQ6cEnBBBAAIEwgZUrV8qDDz5olmRnZ8s777wj9lXH7mvQ9RovWtC5+vWGYQ0LFy6Uf/3rX/LNN9+Yz7/73e9EZxXKG/7973+HngHQpk2b0H0EeePpZ+2E6LAfG+yVBfuZVwQQQACBSAE6AJEefEIAAQQQ+J+AnknXBvr+/fvNEp0JqHHjxua9Dr3RqUE16HqNF+vMu3YAtCOgQYfu2Jl6og3/0fsDbFi+fHnUuf31KoF94JiNf+jQIfuWVwQQQAABBwE6AA4oLEIAAQQQEHnyySdl3rx5hqJly5Zmrv1wF30YmB2Dr/E0frSgM/VceumlZvWKFSvMq6bZpEkTx00aNWokNWrUMOv0PoCePXuaaUgPHz5sxvgvWLBAhg0bJl27dpUDBw5EpLF9+/aIz3xAAAEEEIgUoAMQ6cEnBBBAAIFfBXTufvvgLx3y8+6770rx4sUjbHQIkA4JskN4NL5uFy3kPduf93P4drovfQKxvWrw0UcfSefOnc2DxCpVqiR6U/BDDz1kGv+PPvqoDB06NLS57bSEFvAGAQQQQCBCgA5ABAcfEEAAAQR0PL0O6bFj6QcNGhQa+pNXR28G7t+/v1ms8XU4Tvh4/PD411xzTWi+/lKlSsmNN94Yvjrf+44dO5qn/NobjjWCpr17927JysqSDh06iF4JGDx4sFx11VWh7fM+byC0gjcIIIAAAkaA5wBwICCAAAII+FpA7xfQB4KtXr1adu7cKQ0bNpScnJzQlQdfZ57MIYAAAj4UoAPgw0ohSwgggAACCCCAAAIIeCXAECCvZEkXAQQQQAABBBBAAAEfCtAB8GGlkCUEEEAAAQQQQAABBLwSoAPglSzpIoAAAggggAACCCDgQwE6AD6sFLKEAAIIIIAAAggggIBXAnQAvJIlXQQQQAABBBBAAAEEfChAB8CHlUKWEEAAAQQQQAABBBDwSoAOgFeypIsAAggggAACCCCAgA8F6AD4sFLIEgIIIIAAAggggAACXgnQAfBKlnQRQAABBBBAAAEEEPChAB0AH1YKWUIAAQQQQAABBBBAwCsBOgBeyZIuAggggAACCCCAAAI+FKAD4MNKIUsIIIAAAggggAACCHglQAfAK1nSRQABBBBAAAEEEEDAhwJ0AHxYKWQJAQQQQAABBBBAAAGvBOgAeCVLuggggAACCCCAAAII+FCADoAPK4UsIYAAAggggAACCCDglQAdAK9kSRcBBBBAAAEEEEAAAR8K0AHwYaWQJQQQQAABBBBAAAEEvBKgA+CVLOkigAACCCCAAAIIIOBDAToAPqwUsoQAAggggAACCCCAgFcCdAC8kiVdBBBAAAEEEEAAAQR8KEAHwIeVQpYQQAABBBBAAAEEEPBKgA6AV7KkiwACCCCAAAIIIICADwXoAPiwUsgSAggggAACCCCAAAJeCdAB8EqWdBFAAAEEEEAAAQQQ8KEAHQAfVgpZQgABBBBAAAEEEEDAKwE6AF7Jki4CCCCAAAIIIIAAAj4U+D8uA65eBaUB3AAAAABJRU5ErkJggg==" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

坐标轴标签的格式

设置和隐藏坐标标题

bp + theme(axis.title.x = element_blank()) +   # Remove x-axis label

     ylab("Weight (Kg)")                       # Set y-axis label

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 还有一种方法

bp + scale_x_discrete(name="") +

     scale_y_continuous(name="Weight (Kg)")

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

改变字体和旋转 刻度标签

element_text 能够设置文本的格式

# Change font options:

# X-axis label: bold, red, and 20 points

# X-axis tick marks: rotate 90 degrees CCW, move to the left a bit (using vjust,

#   since the labels are rotated), and 16 points

bp + theme(axis.title.x = element_text(face="bold", colour="#990000", size=20),

           axis.text.x  = element_text(angle=90,# 设置旋转的角度

                                       vjust=0.5,# 设置纵向廉价距离 hjust为横向偏移距离

                                       size=16) # 字体的大小

           )

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

刻度标签的格式化

# Label formatters

library(scales)   # Need the scales package

bp + scale_y_continuous(labels=percent) + # 显示百分比

     scale_x_discrete(labels=abbreviate)  #没有效果

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

对于连续型数据的格式化包含 comma, percent, dollar 和科学计数法 对于离散型数据的格式化, abbreviate(缩略词) 将会去除元音和空格,对于日期能够使用 date_format

当然也能够创作自己的格式, 比方 HH:MM:SS 时间格式

# Self-defined formatting function for times.

timeHMS_formatter <- function(x) {

    h <- floor(x/60)

    m <- floor(x %% 60)

    s <- round(60*(x %% 1))                   # Round to nearest second

    lab <- sprintf('%02d:%02d:%02d', h, m, s) # Format the strings as HH:MM:SS

    lab <- gsub('^00:', '', lab)              # Remove leading 00: if present

    lab <- gsub('^0', '', lab)                # Remove leading 0 if present

    # 返回 lab

}

bp + scale_y_continuous(label=timeHMS_formatter)

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title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" /> 隐藏參考线

# 隐藏全部參考线(minor, major)

bp + theme(panel.grid.minor=element_blank(),

           panel.grid.major=element_blank())

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 隐藏 minor

bp + theme(panel.grid.minor=element_blank())

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" /> 依据坐标轴的方向隐藏

# 隐藏 纵向

bp + theme(panel.grid.minor.x=element_blank(),

           panel.grid.major.x=element_blank())

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 隐藏 横向

bp + theme(panel.grid.minor.y=element_blank(),

           panel.grid.major.y=element_blank())

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" 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