二、数据探索分析

对原始数据中的网页类型、点击次数和网页排名等各个维度进行分布分析,获得其内在的规律,并通过验证数据,解释其出现结果的可能原因。
[br] [b](一)网页类型分析[/b][br][br] 首先,针对原始数据中用户点击的网页类型进行统计。网页类型是指“网址类型”中的前 3 位数字(它本身有 6/7 位数字)。此处处理的要义在于“分块进行”,必要时可以使用多线程甚至分布式计算。所以,代码清单 2 所给出的例子,已经展示了处理大数据的要义所在。后面的各项统计均按照类似的方法进行,不再赘述。
代码清单 2:Python 访问数据库并进行分块统计。[br][br] counts = [ i [ * fullURLId* ] . value_counts () for i in sql] #逐块统计[br][br] counts = pd.concat(counts).groupby(level=0).sum() #合并统计结果,把相同的统计项[br]合并(即按 index 分组并求和)[br][br] counts = counts. reset_index () #重新设置 index,将原来的 index 作为 counts 的一列[br][br] counts . columns = [ * index',* num* ] #重新设置列名,主要是第二列,默认为 0 [br][br] counts [ * type * ] = counts [' index * ]. str. Extract [(\d{ 3})]# 提取前三个数字作为类别id [br][br] counts_ — counts [ 1 type ' ,' num * ] . groupby (1 type *). sum () #按类别合并[br][br] count s_. sort ('num',ascending = False) #降序排列
结果见表 4-2-1,从中发现点击与咨询相关(网页类型为 101,http://www. * * * * .com/ask/)的记录占了 49.16%,其次是其他的类型(网页类型为 199)占比 24%左右,然后是知识相关(网页类型为 107,http://www. * * * * .com/info/)占比 22%左右。[br][br] 表 4-2-1 网页类型统计[br][img]data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAxEAAAD1CAYAAAAvWnhvAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAEnQAABJ0Ad5mH3gAAF6gSURBVHhe7d0HWBTX1wbwFxCQpoAKiA1QFCugaDTYCxhjiZq/LRqNvWtiiZqYxKiJJpoYWzSaL3asJMSGvYAdFTsCCiJSBYw0YRnm210GRVjYXWOU8v6eZyJzZ7bkgXPmnpk7d3Sys7NFFEJHR0f6iYiIiIiIKIeu9C8REREREZFGWEQQEREREZFWWEQQEREREZFWWEQQEREREZFWWEQQEREREZFWXpqdSVeXNQUREREREb0gigUnc1VZRAQFBSn/5RSvRGVXvXr1lP/evXtX+S8RlR2MfyJSyM0FqooIlZcezMzMpJ+IqCy7f/++9BMRlSUxMTHST0RUVhkYGEg/qcbxS0RUKFVnHoiIiIhYRBARERER0XP6+vrST4VjEUFERERERM9pcl80iwgiIiIiItIKiwgqXFoKUmXSz2oJSE1Nk36WyB4i4NI9pEurREREVDrIwv1xNDBRWntdUnH78nUkSWtUvLGIKIGExDDcj8mU1gqXnqZF913IRHL8I9y/fRVnj+3H7s1r8d34rug2/wSeSLsULQNX187CigvJEJ4k4YmgaEvGuR8+xdqr6r8rEWkrDVG3gxCVIa1qKOHEYszdHAqNzw/kI7u3Ez+uPot4ZYwT0X9GFo6AgAeFxGomnsY+wN3rATjxfzMw7KsDiNQ2JtMT8PDOJZz4ewtWfzcNwwZPx5YbydJG9fSNH2Bj/2/hq3xJKi7s3IXrWuYjBdmTJ/LeQi5dJHpPwvRdcdI6FWcqnxPx6NEjJCcn8zkRxZXwCEeWLoB3lgcmTuqNhmYypCY8RrxiiY3Go4cPcP/uBfhsf4aRB//AEIcibo4R4nFh8yrsDhJRycYGVpUro3IV+VK5ErJPL4dPnR/wYw9LaWcVZA9x/kwS6rWvj4R1s7Gr4XxMSvoOc5+OwpK+T7Fq8EpYL1+F/jZ60guopFDMDX3v3j1kZWVJLfRmCUiLj0RE5CNERccop9yMiUtESvozpKX8g8fR0UiUGcOxx2f44mMXVJBepZIQhdPHHqKxxzuwkOePfasOoPKwUWhZ5IvkZHfx97Z7aNivG2obSW1pRzDDdTns/vbGhHrqb7zLlRHwGxZcb4Evh7vAMCMa184GItbYCa3esUfBScVTEXwmEDou7nA0kZrojapYsSJs5McEPifiLRIisXnWN4io5YqKYjayBQFCtnwRsiFfRTmTirAwN4dZij/2PvkIq2a9g5fD5Smu7VyNnZdikZypC2NTM5iYGsMg6jg2RDpjVCd7WFpWQaVKljCXv0+lKlawqWoDS6PCj9dPArywPdIFgz+oD9PU/fh0VChGbZyCerE7MGHYBby/5Uf0KOR4L8Rcw4nzQXgk76dExypy2ROE3ngAw2r10W7YBzA4dx9NRv0PFbzmYKvzAnzxjqH0Snobcqd3tbe3V/6r8XMiqJjTq4Yun85E56id+PtOujwynyLo+G78dfwqHiQbwLZJJwwa1wX13dqhdS01B3m9Knhn2Df4cdE8zBo/EJ7NaqL803BEPDOHvmCN+o3UPDNE3xY1Ejdj4o8XoVPeGpUrZeH6Qwt0alcNerIYJNZqA/cqLCCINJIegr/nj8SgYWMxZeY3+GnzAVwIeYxnD/di3kFD9JryJb6atwCLlq7A+m274b1rExarKyDkhPhz2DFnDfZFCMr84fm+Oc7uCZR31dXQt8Izvx+xNTDPVc1ylrByb4bGNTQvIBRXTS5tW4oQkxowTLuOPyZ9hh2x+ni8+zOM//Vqge/x9MI6rDr1DBXKSw1EZZGeBSpXtIPbJxMwcdIkTJ46FZ9+Ng3TZ8zAjM9nYHJfdzTv1Bfd3exQy7YqCoZLBTh3HYCPhn+Gb39cikULv8Hc2dPQz8kA5s69MGriWAwb1Bc9PDugzTuuaOBQrcgCQsHcrTuahS3AJ4tPI1Hep9SpVAVWurE4sTMYHVYtLLSAUNCzqAQzIwvUayjDrcSWmP3VR2hY2xNzVy7C8FZOMHhwAfcFXRjoG8kX6UVUrLGIKKn07dF30QqMamAkj8xKaPa/SZg69mN82K09WjRyQJWMVJg41oO1Jv134RFOrJyDad+swI5TQfinfA3UNJfhUUp51LRSF8l6qPbex+htVw56unrQTT+HO3CAfkgQHoffR/kmrVGVNQSRZowc0XPuemzbsAa//DAfX342DkP7vQ8X/UzUfrcFqudeDdCKDPcPHkLK0MnoXTMnGPVr94Snri92XVc35NEAFSs3Q716eT9YB7qmZjAtJ63K31+mbmxUxlX4HGyMnp0q4cnpbfg90gW9endG7x5NEbXRC6fyDoBOOoN1W5+h96j2muUvolJLB+UNDeX/laSdxv/9dub5/QLJF9dh1v9dhGLAsI5OId25CnZoUL8GzP45jzPXFPH+D26ktseP09+FmZCCmKC/8N2MNbik2bhlOTM0HzsL3cyeKIdZlStvCL0HIdB/71P0tEpAcKAfTl6OVD0Ey7A63vH0QDMLeX/ByAg6uuWgL//2OSOg9GBgYQGzop9tRsUMi4gSS0BSpgEqm+b8HHM3CNF5xkMK/zxF+apV5QGqAb1q6DDxOyz9bi4+GzsU//NoBrtyd3EtLA63d67B0nmfYtjHM7HtZr7zhcm38OfP3+CbJfsRdut3jP52N07sC0e5igKepf6DEHlWMquVgAtH/8LmVQvw2YRv4B3yqiOxicqWjMADOHhXES/PcC3CDqM+agxDWbI81k/gp4EemOIdVshY6ZcJ0Uew9WYLzBjtCmW6UDJEw76dkLJjI66kSE2F0NGTH/BfOrCLyJYf8HP790LMHixadhZFvU3G1b9xsEFveFSWIfbBA8QrihB5z0hP3mkwT3qAB1HSfVPCY5z+bQfEfqPQnlcwiRR1hDyA7uLkySAkR9/F5aB4/BMUiJtPUnA1MA2dujnLS/0iigiJnlEU9kwfgcmfzsHum6HwWTALn89ZgNXb9+Gvk4+Q9fykQCHSg7Bv5SIs+OZLzJ63FaFR57Fg4nIcveWPLQcu4/LeFfh57TbsO30DwUGheFhocsrAk9jHSIy+ih2/e8Pf9/8wc8AHGLP6GtKl0TKCYqwWlQgsIkqUFEQEnsahPzdj9bcj4NHmS+x9nLMl/cxWrNm1F3u2/h9W/bQQ85bvw8XgIEQVFsiZYTi8Yi5mzPgcX877DouX/IRlvyzHss/7ouPY33D46jO4DeoLt4au6NhvBn5a8z0GNco3ONmsIXp/Ki8i5gxG3SwjtO/vAXvLJ4h6YoYGrW0RHpWMcpHhSLjrC59YN0z+fg76OPIaJZEmylUIx8YxYzBr1lxsD47EycXTMG3OQvy65yLuhIuoUdda/UkCWQQObAxEk/Efo1H+4cWmzTGocwLW/HwccUXckCkK+cbBytdFHamIEKJxYtUG+IY9wKMiOg2BPvvh+EEXVJYfcipaWqJ8+jNlh0FMT0e6rhkqVlS8m4C4U79ht8FAjGxdKeelRCSv+euhSfnzWLsmGHXkx1k7e30Eb/sBf2Z1Rf8mxspddHTV3MOqVwmV2/fHdz+vwR+LR6HfiK+xePEifDvNA43q2cPhxRkG1Ywc0cKzKz4YMgGfz/sKQxqWQ6UuvdGuQUu42xvDuFZbfDRpJj6bPB6jP2qP/LdiCvHnsW7WREyZ/i1Wbj6F9Ko1UcP5Xbi9PxJLt/+FtSPK497NVCiyTXb+nEPFFouIEsUQ5TJTkGneAF2G9cL7/3sfHSor2vVgYvgM8f8YwtrRDZ37jsKs1YdwZGkPFHpLhIE9PIZPw5yvpmLMmOn4fPpnmDplMsb1aQ6Lys74cEAf9PBsgzqJf+P/TifDzLiws4IpuL7t/xDSZgre1c+AU58J+MDiGvxOHkAguqB3/z5obmGAKvUbokYFXqck0pSedVVYOnbAzEU/YeO2jfhl6VIs/XER5s0Zgw7OjnCQH7iLloSAbTuR1Hk8+tSWYk+WgpjQazh71AfbfpmEyYfs0ObJEsz4LQAJhRQSQlYkLmz4AXOnTcTYGetw4akgLyJ0oCtE4eiSeThQaz58VgxEofdYZ1zH3/sd8IGHlXxFD1XadEd32VUEhDzG7QuXkfFed7Spqgch5hjW+phi8MhWMM95JRFJLJu1RcWo6/gnLQWCoROalg9DuLk9lPW3nK7aiXD05R0+eezKf9JDAL4f9ytuKy8AygPfwAjqsoniVVaOLmhU2xChu37B3wb9MdVNhsgUfdR9/2N0r3oNP37UA6NW+iFBekVeelVaYtSilfhlyRfoWNMZveR9mM4taqGisSEMFT1Rwzro0NMVZjrZkMkyld+Tij8WESWKPmxbdEOPDs3gaCmP+/KmOWcD5YyNLFCzSRu0btEE9WpZwcygsE5/HibmsJBnjlCvL/DNtqt4LM8luhbmML34F3ZeS0XKzR346S9dtGhqXsgfyhNc270eZ6yGYHKbaDwyfhfOFXVQ/f0xaJJmCHvhOI5GyvcJrYgunWo8/65EpAEdc1iaZUnjhfPKhEyvvIqbKPNKwpVdO3Cv4VB4CAewdP53WPTFULz/ySLsOh2EBF0b1DUvj2otu6D/pJGo4f8T5nwlL1aO3MFT6R1yiTqVULf9/zD1+5VY8+MovFNBhJgVjRPLf0eY+9f4cWRzVC4iuDNu/o39NXvD0zpnXc/mPcxeMRRGxzfjjPlo/LbgA9RANA6vPYBKHw9HCzMBCYHeWLnoO/ywei9uajxWm6gUknrTsvunkdCqH1KX/4yjsddxLLEF2gSvwpZbORlCUUOoO8YKspwzBUKGAPPGDWCnPLegC1Mzkxf3XRRBFn0O21dsRWjdEZjWtyFMyjVCr1515T0TQ1RvOx4r/5iPDhnheFjENK/Cg7/wZ0o79KmjD6SGIjQyESGXwpAOczg1bwDzjGw8e/YK88TSW8EioqTKlCHrpZTxinW7XlV0GDMENucO4IY8cDN1DFC923sw8/0WP5+vjgnL52NIc2sVySkT4Wf9kNBgGMZ52gP3r+Jssgkqx5/Ez19vQZa80zFiuDNi/twEf5kr3Dk6gUg7eqYwjj+N9YqZ0z6bjPGjhuB/g2Zh550UZOqZwKSw7C1EI2DfCfzjPBj93arA5p1BmDb3cwxwNEWD/p9i0vD+6NHRFYapFVC/iQUM7PpgwdZtWLvwMwztUj/fTE+K+x8MUdnOHpWeX0gUkZWYjuoDPseo1lXVdFwycefv/ajWuytspBYFU8fOGDr5U0wc0hG1jQVEHliDwzbDMKyZKWQPvDHvs30w+99U9NLfhSnzffCoiOFWRKWXPP6yFfcHpODyyWS49BuCMcPdkH7qHEzeH4NxQ+2wb+XfiJeXAOruiVBQTA+rkBkVA7O69eSRLSc/7pczNVPbGUy8dQx7A3Tw7shJGNDCSh73Ah77bcS+SKMXr7VwwaDxnjB5EIl8j57NIQvGjpVX0WJcb9gqEoeZKzzfr4krX0/GH2ECKlXXxZUlEzFn0z3oGLB7WhLwt1RSKYsIhVTcPn4CobJMZDxTUUhkhiAoWM3D3owbos8n8g7/gZMITpUnGljj/RE9UCkyCFGFzgFpgBq1rfDo7x8xd/4ifLXID/qWYdj/f1sQZOcOZ5sK0K/miVZpp5D+TgfOskKkLV0jGFWyQ6veozBn8XKsXrcZu7YtQr86GUjXNYFpYdlbrxKaePRBh7p5BjnLQnH0elV0a5dbzf+DkLhyqFW1sDFILyi6MC+fpcyGjlVd1LfNNzzxaTwe55/sKfM2fPZZ4YP3FEOZVJM92Is1J2pixMcuMJZnnxj/Qzhm2gSNqxvDztUZRkcO4QyfbEdlVFaWADHuNG5beqCTlQFqNTJCon4H9K5vANPm/TDKo7pyKJLa53rJEvD4Sba8LMlE5NUnsGpqqzwBkHbzFh6ZVCz6ZEB6AlINq8Gxmg4enDuEvXu2YcO6X/HrgbtIuLwVy35aih8WfYdv536OqdO/wS+/eeH4/Xw3Scke4Og6H4gDvsAgxVUIBb1a6Pk/T9jWcYS9lfwbVGiCgV/MxujBPeBWU31uorePRUQJJQgyCOIz3N6+GmcMGqG2XipS0lQUEbL7CLj6SDHqUaXU8NP4Y9FC7Ih0wPvyYG5SUQfZgrw8qdwaIwdWwJ9fL8PJQu6Y1LN+B0NmLcT8cS6o0nQUvh7bFvqZTTDqI/mBX7FD2h1cji0H4WE41E0kSUQF6ehXgI2DLSrkPZ5mPcE/YgVULDR7G0B6RpBEQPxJbzxoPhCtcy8zpN7E7Qx7OOWrA1RRZJWcDoaA2CuHcPRuKpQnR/NJv38Jl/JNyZJ5dy/2Ve6NboWdRZCFwWetPxxHDoa8byQn4Ok/T5FV3gCG8j6RjqEhDDOS8OQfztZCZVE20p+lIzHcBC261ZMfX0Nx8oopPLrXz7mKoF8XPXq3gkm2YrIDNd05HVPY2JhAJ+0K9gTbw7PCDVyLyYSh47vo5Vot5/0KlYxQ/yPwux6OJ1lGsKnbAp3aWcOwxUKs6VMZpq5DMG3WHHw1fzGWrVqNlUtmoHu+O6uFf4C6A2fgo2bmSHscgeDrF3DiwG5s+nUdDl30w9avp+PTyRMwctxiBNbzfJGrqFhjEVFCCUlPELJ3GbZn98TQ1lUULfLCQkURIS80Hj6IQv5rEZkRZ7F5/jAMmusP637TMalnA+UwBsV5iiwh54BtUO9/+Kz3P1jcfyi+XueNo2cCcCsi/4hpeT8gWQ8Vss9j0bgJ2C2rDQuZomRIwdWte2Ew5Bd0S9oDn3CeSSTSlpiWjvTc/rPsCSKun8PlsHBEZZijkoYn6oTIw9gQUBfDutsgUwrD9KvnkOTQtMh7GXJlKw4TTy5j1+qVOJLSAG3rGkJQzO+e7+ghPrmP+zF5i4hMhPz9Nyp+0A2qnz8lw709a3ChwSgMbJDbhTFANYfaqCLPb0/k3zUrIQEJlWqhhjXPSlIZJItF/FN92L7TDsrJEQ3qoEvftqguhUNKcoryBKEgLzQy1N3VYNYB06e548aa7Sj3v6Fwc6iMuJ1f4cs95dGijXTDUmGM7NBh2CSMH9YfPTzaonmD8ri2OxgN+rVDbY8BaHz3D+wJKvpUoV7lWqhpofhJQGrYeRw/F4Ikvapo0qkP2jdqhj7zluDn5auwfsNafNnDXrPp6emtYxFRIqXgis9fuNdyNKb1r6ecI9qwdk0k7N2C0/cTcwoGWRqSYu7jypEzOHLzPv5RtOVhYFMHzT0mY9maOejmYAwkXsX+vwMQn5wKmWJeeOVeerDqMB0/ze6IqvqZSEuXQdQr+CejX7MJmtgao1bfpfiu82N4rdqNc4f+wPFKH2GYmw1ae1TA3h93KYdKEZGGZHGIOvMnfv58OmbOnI5pny/A6t3HcGTDNlwysFDGvTqyqNP4Y/c/6DSuL2rrRODEunXYdzsSpw9Foo67ndoDtRB/AQHn9uG3Xy7Dtvd4DG5bAwb61rBKDkRA1MsnBtKiAnE+NEHZqVHKDMXfeyug93s5wybyy7y7A2uuumKMlMNymXf4GOPr38TujTuwfudNNB4/GO04XROVRZnhCH+kB32VRbiA9Lv7sGLVn7gZGSc/xqvpzgkxuPh/S3HCYSImtZYHlKEdukz+CkOtfTCo2QeYfyCswMlGlWRROLn2D0S2GYWeyodXWqL1kC5IWP0Vtt5MztmnSHqo0rwfxo4ZjD6e7nCpWwmGBf7/ZEiOCcW9aI5hKO50srOzn5++1tXN+SN89OgRkpOT1Y+xo7dHSENapjGMnz9IVoaYq4dx5NxdPEpKQ3Y5Y5iZW8CychVUtWuE5s3sYCbtqZqA+LMrMGPmr3ja3xvbJzXUoJMi4PHNIzh0IR5VWveGRz3FGOx0hJ/YgcMp7+CjHvWhfLKELASbp03FzkRHtGr3Pj4c1AV18z1ygoqfevXq4d69e8jKyrn7ht6wjOtYMX436q/4Fp3zzr8ou49L1wzR1K2ays55jkxEXTiIY2EV4d6rPRykPCE8Po1Fw0fBy3IW/lr3CXKHJhcmM+wQ/jhhgB5DO+TcCCl5GrgVP/7mj6dGJvJCJBuZaU8RF3INqZ4rsXPGOznDGYUIXDj9BLXbNlFxxUNAUkggHpm5oJGqyxRCEu4HBuMfy7poZG/Bs5JvQcWKFWFjY4O7d+9KLfTmPcW5Padg2aMH6hVyQE68sAITPt6BeusO45u2qidqfXLbF38euQfTtgPwP9f8s5wIiDmxCCN3O2DbqoH5JlZ42ZM7B7HncCSqdh2EbvVePojLQrdhTP+1MBgwCh+0aQon+xqoam32fJiUEH8Z+w9ex+OMZ0hNSZH3MZ/i6dMUZGRnI1oe62at3GCtkw0xKxPPMjKVfZgKti0xcEwvOKn+36L/mIE0Ltbe3l75rygWHO3CIoLyEPDw0Ar4Go3EqLbqnjwjl34fV4MMUM8158aunKazOJ9WF20bVS6ig0MlAYuIt094+gRpFczVnAAoKD08ANcyaqNlPeX4gZek3j6A4+nvokcznt6nwrGIKCkERJ8/h4TGrXOGPL1EQOyNkwhMsce7rRyKzCPpaekwenFW8iWK6WX3+MmPBZWboWtXVScFFAREndmNg8HPYGhYHoZmdnin6zt4cX/0U9w88CcuJ5vDpqotqtpYo2q1qqhiwlMExRWLCCJ6ZSwiiMouFhH0nCBA0JOeUk9lhiZFhJpBdERERERUZrGAoEKwiCAiIiIiIq2wiCAiIiIiIq2wiCAiIiIiIq2wiCAiIiIioudksrwPD1WNRQQRERERET2najam/FRO8UpERERERKSg8XMi5G3Kf/mcCKKySxH/mpyJIKLSiTmAiHJrAT4ngoiIiIiI/jUWEUREREREpBUWEUREREREpBUWEUREREREpBUWEUREREREpBUWEUREREREpBUWEUREREREpBU+J4KIVOIc8SVMWhCO+j6GY4/WqKUvteVKi8Cl0xcRlmEF13Zt4WgutauVhKAzYTBt2RTV9aSml8jwJPoRkp5Jfyc65VDBugYqGeWsZiRFIfpJBvL/FekYmqOarQXyf00qXpgDSrMiYluIxY3jZxAkqwX3Ts1gayi1F6AuP1BpwOdElDaKzoK3Px7IpPUCFIF9BZGCtFqAuu1FSUFk4An8/edBXIlV9QZFbVd0OMIRFhaWs4Q/REK6tImI/oU0BKyciP4zd+JWhtQkkd3fjRnDF+BkSkWYpx7HrL4fY11girS1MEm4vW8ZxnduBrdR2xCU7z1zCQ+2YXxzRzg4OCgXp+5LcTE3poUIeI1vhtrSthdLHbhM2oPoV8o/RPTvqIntBD/8MPRTeEWZwDLtEL4Y/h1OxOUPVs3yA5V+LCJKnMI7C+oD+98EvoBY/18xadBErAnURf32ndHUOu+pB3Xb1XQ4iOiVZVzfiM1H4pGW/0SR7D62fPED0gYuwowPu8Bj0Fws+yQbP85Yg6tFxr8eKrcYgsHuVhAKPREtz0V/BqPF7yfg5+enXE7tngMPy5ytsuB98MNo/L73GE5L2/38DmB+16po27EdqvLMJdFbUFRsJ+Hwwqk41uxLzBvqiU4fzsAc9wv4fOFhJEh75NAkP1BZwCKihCm0s6CkLrBfNfAzELpzKj6YehEt5q7GgmHt4GiRdyCCuu0KRXc4iOgVZdzGpm3J8OjrBAOpKZcsfB92HKwMp0YVpRY91HivB1re2Iwd54qq4CvAysoc1WysCh1yJEQfwGFZZwz3bI3WrXOWlk5W8k/IkZzmjIlr52FY945oI21vXScJIaHN0NXTjkOZiN6KwmNbiPTBuo1m6OzhKG3Th8N7Hqi0dT18IgRlSw71+YHKBhYRJUkRnYUc6gL71QI/5eIvGDPRH+7fLcWQ+sZS6wvqtiuo63AQ0auQIXjbBkR3GIbm5aWmPGQPHyIyIx3P0nLuc1Myrgn7Gvdw41Y08nYLVNGR7pMrKAM3tqzBL0vGwrPXaMzbeEb+OdImiWUzd7hWkFaUBMQcP4SzDbvCo8BNG0T0JqmK7dQLp3EcDqidJz71rOvAsaI/zgSkSS0vFJ4fqKzgX0CJUXRnIS91ga1V4MuCsXnhIlx1H48JnVRcNlC3XUl9h4OItCe7vwPrQ1thZGcrqJoGQ69SZVTOuoGrgfEvCgYxGclPBaSnpyFPaaGlNOg1HoqFMwfAVeciVo30QMeBy3A2UdqsihCPY75n0cjTo+CN30T0lskQ9SAcibY2sMp7dk/PHJbmjxHxMEa+B9HLWESUEOo6C/+VjFve8NqXjsa2cVg9dgA8XJ3g7Dkea87ndErUbc/xCh0OIiqaEIE/116D88iesC3kkp5hg/fR1xPY89MC7AlOkQdsLC57e+N4sD6qWP2boQgWaNx1CMZMm4fVf/nh1NYRsDz5JaYsOYVkaY/8hPhjOHSuETw9OJSJqPjJRmpaGmBsBKP8PUOdbKSn8QZGKohFREmgQWfhvyEg/tIFXEITNPPoi7nrtuOw325MruyLcf2mY3tEpprtuWWE9h0OIiqKgKi9q+FfZwT62ReRFPQbYfw6byxxj8SKoR/gwymrceZ2BMIMWqBFUwtpp3/LDPX7LcKK6W64d9AXV1T2NQTEHfXFuUae8LDjIEai4kcXpsbG8lAVkCW1KGU/g6K2MDE1ZYeRCuDfRLGnYWfhP5GF+MePkV2/HXp6OEE5vNm0ET6ePR4do3djz5EoxBS5PTbP1YhcmnQ4iKhIwkP4bNgA7yUfoLGTE5zkS+u5vngasRXj3Bqj/6pbz4ce6FVti0kr/4bfuaPYvWo4zEIDYNhjAHrXf53XA4zRpNt7cM1IRWrBoJd/3zgcO3Qejbt6oBZrCKJiSB+29g6wjovH47wxnJWAhLhqsLfjPYxUEIuI4k6LzsLrpwsTExOUMzGFcZ6/FP3azeHmlI0nSU9gXOT2xELGXKvpcBBR0fSs0fsHX+zd7gUvr5zl98ltYFK1B+Zu2ox5vWupHDKUeHI1Vvm5YuasQXB43T0CWRYMmzZFI+lBc3kJcUfhe74JunrUYkeEqJgybtkeHTLvICjPQ6hk4cEIKd8RHVqYSi1EL7CIKO5esbPweuijhosrHMPvIvgfqUnJAIZGVqhd2w72RW6vXvh3K6LDQUTqGMGmrgtcXV2fL/WqmEBPvwJsG7jAybbgAV8WtgtzZvvh3ZW/Yoqb6lnU8svOzs5ZpPVcQkIA/tp5GhG5fY20EPzlFYaOk/qiZoEqQTGU6RAuOHdFl4IbiegtUBXbelV7YvSwVBzaf1c6OZmBOwePQxw5Fj2slQ0vKSw/UNnBIqLY076zoC6wtQl8o1aDMeqdi9i+47Y8neSQhV9CYPnBGNzJXO12Be06HET0+ghIjgnCqW2LMH3xJTT9+U/83NchX3GfBK9+Oqg7+8zzGFZ0HsL892D7iVtIjbyAfV6+uB7/4rJhdswF/DHlPbRuPwiTPpuMcZ/9hscfzMen75hJe+QhxOLooYtw7tqF8U701hUV2xXQYeZP6Hp9AWav9sLmn2dg0YP+WDH9Xbx82qHo/EBlh468M/n8sWO60tSfig6mgo7Om5wHiDQVv6E/6sy3hte15ej2Ug2hCGwf7Fg+G7P322DS8rkY2bMLmlTJPXKr266a7P6fmD3uVzztMgSdqkTD78hDuE77DiNcczoMarffWoUPO8/EVYde6PVOZWSlGaLRoM8wtm1VDm0oxhTxL4p8HGmJJjzE5VPh0KnphPp1qqCwC39PQwIQZuIMZ1vNr2umRFxBQFAiytnUg0uTGih0sIO8iLh26i7KObujYSVGfEnCHFBGCUkIuRiIaCNHuLlUz1dAUFmTWwuoygUsIkgzGbG4efE6YnRs0bh5Q1gbSu251GzXuMNBxQY7EERlG3MAEbGIICKtsQNBVLYxBxBRUUUE74kgIiIiIiKtsIggIiIiIiKtsIggIiIiIiKtsIggIiIiIiKtsIggIiIiIiKtsIggIiIiIiKtqJzilYiIiIiISIHPiSAijXGOeKKyjTmAiPicCCIiIiIiem1YRBARERERkVZYRBARERERkVZYRBARERERkVZYRBARERERkVZYRBARERERkVZYRBARERGVKUkIOnMFkYK0mldaBC757sZOn9MIeSK15afJPlTqsYgoMWSIv30CPjt3Y/+Zeyg0ZoVY3DjijV0HLiMqQ2oroIjkoU5aEI56++OBTFp/TsPvp5SCyMAT+PvPg7gS+ypfgqis0SK+Co3RQqjNGTI8iQ5HWFhYzhL+EAnp0iYlbWL/ZUJiEE757JR/9nmEJ0uNRPQfSsLtfcswvnMzuI3ahqB8MS+7vxszhi/AyZSKME89jll9P8a6wBRpaw5N9qEyQvGwudxFvqpcctepuEgQ/X7sKToYlxeNjXVFXd0KYqOP1oiXn0qbcz0+LS7+aKA4e4OveHTXQnHYoIXi8dgsaaNConhr78/iuE72okn9aeKRVKlZY6nipcWdRMvak8T9yVKTkobfT8wSY/xWixMHDhW/+OOkGJyYKbVTcaTIBVQcaBpfCoXFaCHU5gx51IZvEAdWK/f8+GDQcIp4IEHaqNV3e1narQ3iGI+OYrf33EXHirpilbZzxaNx0kYqFpgDSqN/xNjYx+KZr94Ryzvl6wdk3hP/b0BzcfxfuQGeJUZs/kh07PyjeOWZ1KTJPlSq5OZ+VXglogTIuLoB6+90wvqb8XgaE4IDC9ojdddszPn9Jl6cbEzC4YVTcazZl5g31BOdPpyBOe4X8PnCw0iQ9gD0ULnFEAx2t4Kg+JPQUsb1jdh8JB5p+V6r2ffLQOjOqfhg6kW0mLsaC4a1g6OFvrSNiAqjWXzlKCxGVdMkZ6Qh4M9gtPj9BPz8/JTLqd1z4GGZs1Wb7/YSWSj2+mZiuNcx7D9wCv7en6N2wEqs2RsJXpsk+i9VgJWVOarZWCH/EVgWvg87DlaGU6OKUosearzXAy1vbMaOczmXHzXZh8oOFhHFnoCEODsMXjQZHexNoWfmAM/pizGlQxbOXwpE7ggAIdIH6zaaobOHo5QY9OHwngcqbV0Pn4jcw3LhyUOtjNvYtC0ZHn2dYCA15dDs+6Vc/AVjJvrD/bulGFLfWGoloqJpFl9KhcaoaprkDCH6AA7LOmO4Z2u0bp2ztHSykncblFs1/2756ddArwmj0EJZjOjBqpUn2tc1gbGRgfTeRPRf0tEt2P2TPXyIyIx0PEvLllrkjGvCvsY93LgVrSzwNdmHyg4WEcWeHmw9+6BzFWlVQb867OwsUNnC/HlnIfXCaRyHA2rXelEe6FnXgWNFf5wJSJNacqhKHkWTIXjbBkR3GIbm5aWm5zT4frJgbF64CFfdx2NCJ+kUJhFpQLP4LzpGVVOfMzJwY8sa/LJkLDx7jca8jWfknYec/XJo+t1UMYShofSjnJAQgQSHyRjX3UpqIaI3Ta9SZVTOuoGrgfEvigExGclPBaSnp0FRNmiyD5UdLCJKItlD3H9gjm7d3oVpTgOiHoQj0dYGVnlP4+mZw9L8MSIexhQ9tEAN2f0dWB/aCiM7W0FHaitSvu+XccsbXvvS0dg2DqvHDoCHqxOcPcdjzfk8SYiINFMg/l8hRjXKGWnQazwUC2cOgKvORawa6YGOA5fhbKK0ryoqvps6sphz+O3LXTDo/wGamEmNRPTGGTZ4H309gT0/LcCe4BT5wTsWl729cTxYH1WsckYwaLIPlR0sIkqg5As7cNRiMiZ2yT2rn43UtDTA2AhG+X+jOtlIT/sX4xSFCPy59hqcR/aErYbjDF7+fgLiL13AJTRBM4++mLtuOw777cbkyr4Y1286tj8fakVEmigQ/68Qo5rlDAs07joEY6bNw+q//HBq6whYnvwSU5acKnSoUsHcVBQBsQHbsXj2TCzetRerhnTHuC2h/+qEBxH9C/qNMH6dN5a4R2LF0A/w4ZTVOHM7AmEGLdCiqYXm+1CZwSKipEm+hN9+f4yPvv0YdZ+X/LowNTaWH5MFZEktStnPoOgnmJiavuIvWkDU3tXwrzMC/ew1rSDyf78sxD9+jOz67dDTwwkVFE2mjfDx7PHoGL0be47E8moEkaYKxNcrxKiStjnDDPX7LcKK6W64d9AXV1Sdl1CZm4qiB2u3AfjyDz9cPvkL+tiEYufq7QgsdGpqIvqv6VVti0kr/4bfuaPYvWo4zEIDYNhjAHrXfxHUmuxDZQOLiJJEeIj9SzcBI+ZhUJ28waoPW3sHWMfF43HeHnlWAhLiqsHeLvdGSC3JP89nwwZ4L/kAjZ2c4CRfWs/1xdOIrRjn1hj9V916+ayhyu+nCxMTE5QzMYVxnr82/drN4eaUjSdJiRxDSaQJVfGlbYw+9yo5wxhNur0H14xUpOav/AvNTZqp1HwMZo9pBd2YGMTyUgRRsZB4cjVW+bli5qxBcCikE6HJPlR6sYgoKYRYnPz5R1xym4GprStJjclITMw5JWjcsj06ZN5BUJ4nTMnCgxFSviM6tNB0dHI+etbo/YMv9m73gpdXzvL75DYwqdoDczdtxrzetV6Mfyz0+2WhhosrHMPvIvgfqVnJAIZGVqhduzrHUBKpU1h8/VNR8xjN55VyhiwLhk2bopGRtK6gJjdpxhC1qlWDSR0H2Oe54ZqI/hvZ2dk5i7SenyxsF+bM9sO7K3/FFDfVMypqsg+VbiwiSgIhBicWj8PisHpomBkAH29veO/aglVzPsf6wJzBCHpVe2L0sFQc2n9XOvOYgTsHj0McORY9rJUNz6lLHi8YwaauC1xdXZ8v9aqYQE+/AmwbuMDJVupoqPl+Rq0GY9Q7F7F9x235t8ohC7+EwPKDMbiTudRCRCoVGV/lNItRFdTlDCEhAH/tPI2I3BojLQR/eYWh46S+qJl7xlGD3FQYQchzOUMWigNHH6HniL5wKqzqIaLXIANh/nuw/cQtpEZewD4vX1yPz41FAckxQTi1bRGmL76Epj//iZ/7OuQ7EaHJPlRmKJ5MnbvIV5VL7joVB4niyW87ijblcn43eRcD51niibxPm0zwF5cO6S9OW7VN3PTTJHHg+PXi1ZeeWvtMvO+3Q/z+fw4ijN8VJ60/KF6Le/nptOrE/dFPrOCQ92m4mn2/zHve4jSPLuKoHzeJ2zcsFid8NFFcf0WDx9rSW6P4HdLbpkX8SwrGqEKiuO1/EB1n+cuzQB5F5IzMmyvFnjbGYo13B4oTP50kjh0zXVx5Kkp8kTG0/265Mm/8LHpWsRYbdx0qTp7+mThm4EBx8vpL8nek4kTxu6QyJCtCDDh2WrwcEiemSU0FaLIPlSq5eV0VHal4UNKVnh8gb1P+q6Oj2WSBVIwISQi5GIhoI0e4uVRHsbrAmBGLmxevI0bHFo2bN4Q1hy0Ua4r4l+cIaY1KuqchAQgzcYazbb5zhkXkjJSIKwgISkQ5m3pwaVJD42lb1ctA7J0A3IhIhV6F6nByboCqHA1R7DAHEFFuLaAqF7CIICKV2IEgKtuYA4ioqCKC90QQEREREZFWWEQQEREREZFWWEQQEREREZFWWEQQEREREZFWWEQQEREREZFWWEQQEREREZFWVE7xSkREREREpKD1cyIU+KwIorKJc8QTlW3MAUTE50QQEREREdFrwyKCiIiIiIi0wiKCiIiIiIi0wiKCiIiIiIi0wiKCiIiIiIi0wiKCiIiIiIi0wiKCiIiIiIi0wudElDhJCDoTBtOWTVFdT2rKK+UBLvldwv1UU9Ru0RZuNY2lDQoyxN/2x9mbCShXzRXu7rVhLm1RKy0Cl05fRFiGFVzbtYWjqhcKsbhx/AyCZLXg3qkZbA2l9lzqtlOxwjniixNNY1dNflClyJyRR1oQjvo+hmOP1qilL7Xl+lex/Qrfmd4I5oDSrIi4UxPPGUlRiH6Sgfx/GTqG5qhma4H86YFKNj4nolRIwu19yzC+czO4jdqGoAypOQ9Z2G5M6TESmyKNUaX8ffw2pBtm+ERAUG5NhP+SD9GyeTcM+qQ/erZtijaD1+JKsnJjkWT3d2PG8AU4mVIR5qnHMavvx1gXmCJtlST44Yehn8IrygSWaYfwxfDvcCIu55OV1G0nokJoErvq84MqReeMvNIQsHIi+s/ciVv53/uVY/vVvjMR/Rtq4k5dPAsR8BrfDLUdHODw0lIHLpP2IJqH9bJFcSUid5GvKpe8bVRc/CPGxj4Wz3z1jljeaZp4JFVqfi5VPDq9oVh9+E4xUbmeJYb/2kus2Pxr8WyaKD67slQcOvwX8fj9ZDHr6T3R97ueor2Bhej58w0xU7l/ITLvif83oLk4/q8EqSFLjNj8kejY+UfxyjOpSf6Jhz5tKnr8dEt6r0wxeFVPsfnkA+Jj5bq67VQcKXIBvX2axa66/KBK0Tkjr2fXVouTOzcRyztMEvcnS41K/ya2X+U705vEHFAaFRV36uM58/YqcfiAr8Q/9h4TT/v5iX7K5YA4v2s1scfK4Dw5iUqL3NpAFV6JKDEqwMrKHNVsrAq5VJiCiIhwJCc9wVPpTIB+OV2IaWlIFwUkxNlh8KLJ6GBvCj0zB3hOX4wpHbJw/lIgiroYIQvfhx0HK8OpUUWpRQ813uuBljc2Y8e5dGWLEOmDdRvN0NnDUfpu+nB4zwOVtq6HT4SgdjsRFUbT2FWXH1QpKmfkrCtl3Mambcnw6OsEA6kp17+L7Vf5zkT07xQed5rEc3KaMyaunYdh3TuiTevWaK1Y6iQhJLQZunraMZbLGBYRJYyOdN9KQRXh0rQ5svYvw4JdociQ3cNe32C0Gz0IrYz1YOvZB52rSLsq6FeHnZ0FKluYF+gY5CV7+BCRGel4lvbiPhkY14R9jXu4cStaOewh9cJpHIcDaucZKK1nXQeOFf1xJiBN7XYiKox2sVt4flClqJwh7QIZgrdtQHSHYWheXmrK43XEtnbfmYheB1Vxp0k8WzZzh2sF5Y8SATHHD+Fsw67wKHCzFJV2zN6lhiFcR8/HnLaPsX5Mf3wycTGud/gN6ye4wEja4yWyh7j/wBzdur0LU6lJFb1KlVE56wauBsa/GCctJiP5qYD09DRkyzsZUQ/CkWhrA6u8N2fpmcPS/DEi5EVIRJHbY+TvQEQa0zB21VOfM2T3d2B9aCuM7GyFglNsqIt9xjZRyfGK8SzE45jvWTTy9Cg44QKVeiwiShOL1pj6/WfoahYKr03+iJfluXqQT/KFHThqMRkTu1hKLaoZNngffT2BPT8twJ7gFCAjFpe9vXE8WB9VrBSXQ7ORmpYGGBvBKP9fk0420uXbit6eMySKiDSjaexqpKicIUTgz7XX4DyyJ2zzz96ipC72GdtEJcerxbMQfwyHzjWCpweHMpVFLCJKkYygzZjyzSOMPH4ca/vowOfT/hi+/BLyzaMk74Vcwm+/P8ZH336MuuqiXr8Rxq/zxhL3SKwY+gE+nLIaZ25HIMygBVo0tZDvoAtTY2N5JhGQlfOKHNnPoMhHJqZmMCtyuyn/CIk0pU3saqDwnCEgau9q+NcZgX72KisIOXWxz9gmKjleJZ4FxB31xblGnvCwKyxPUGnGHF9aCGHY8vUXCGk9HN3rNsPoNdvwQw/g4PdLsCvvDY7CQ+xfugkYMQ+D6mjWC9Gr2haTVv4Nv3NHsXvVcJiFBsCwxwD0rq94vT5s7R1gHRePx3nvo8xKQEJcNdjbVUONIrdbgamHSAOvELtFKipnhIXDZ8MGeC/5AI2dnOAkX1rP9cXTiK0Y59YY/Vfdgkxt7DO2iUqOV4hnIQ7HDp1H464eqMVgL5NYRJQW6ddx6exT1KjpAOVzYcyaYvTMT+CSGozQiEzlLooHyJz8+UdccpuBqa0r5bQhGYmJmg87SDy5Gqv8XDFz1iA4SEnDuGV7dMi8g6AHL0ZMysKDEVK+Izq0MFW7nYjUeA2xW0BROeORJXr/4Iu9273g5ZWz/D65DUyq9sDcTZsxr3ct5dAFxjZR6aFtPAtxR+F7vgm6etTiCYMyikVECZOdnZ2zSOvPGdZDIxdDhATfRm63QtfAAIY2LmhSx0Ae7TE4sXgcFofVQ8PMAPh4e8N71xasmvM51ge+dPGyULKwXZgz2w/vrvwVU9yeT98Cvao9MXpYKg7tvyvdeJWBOwePQxw5Fj2s1W8noiJoEbuF5gdViswZFWBT1wWurq7Pl3pVTKCnXwG2DVzgZJvToXgdsa3Vdyai10JV3GkXz4qhTIdwwbkrutRkCVFmyf+I+LC5EuGZeN9vh/j9/xxEGL8rTlp/ULwWlyVty5F8bb04onU7cfjiTeKOLcvESb16idN3h4qZYqJ48tuOok25nN9v3sXAeZZ4osiHPGWJT6PviCe3fi9OHjNDXOsfI29RIcFfXDqkvzht1TZx00+TxIHj14tX8z6USt12KnYUfx/0tmkau+ryQ6K47X8QHWf5y/d8ofCcUVDcH/3ECgUeNif3yrGtPqfR28UcUBqpiTtN4znrkbjpI0ex77ow1X0CKjVyjzmq6EjFg5KuNG+wvE35r4KOTsGJ/agYS4/B7Su3EJlpBgdnV9Sx/Jdjp4WHuHwqHDo1nVC/ThXV08XmEpIQcjEQ0UaOcHOpjhfXKiTqtlOxooh9eY6Q1qikexoSgDATZzjb5ssJryNnMLZLJeaAMkqTeBZice3UXZRzdkfDSrwSUZrl1gGqcgGLCCJSiR0IorKNOYCIiioieE8EERERERFphUUEERERERFphUUEERERERFphUUEERERERFphUUEERERERFphUUEERERERFpReUUr0RERERERAp8TgQRaYxzxBOVbcwBRMTnRBARERER0WvDIoKIiIiIiLTCIoKIiIiIiLTCIoKIiIiIiLTCIoKIiIiIiLTCIoKIiIiIiLTCIoKIiIiIiLTCIoKIiIiojBASg3DKZyd2HTiP8GSpMS8hFjeOeMu3X0ZUhtSmUhKCzlxBpCCtUpnDIqLEUxPEKQ9w6eBu7Njti4CINKlRQ2lBOOrtjwcyaT0PtUlIQeNERETakSH+9gn47NyN/Wfu4YnUWjQNX6NJ3GoZ2xlJUQgPC0NYviU8Kkn+rYjoTUm/vRETBk7AD2uX44tB7mjR/Ssci5c2KiT44Yehn8IrygSWaYfwxfDvcCIufwcjCbf3LcP4zs3gNmobgnh8L7NYRJRY6oNYFrYbU3qMxKZIY1Qpfx+/DemGGT4R0OykQRoCVk5E/5k7cSvfe6tNQgoaJSIi0l4i/Jd8iJbNu2HQJ/3Rs21TtBm8FlcKK+aVNHyNJnGrbWwLEfAa3wy1HRzg8NJSBy6T9iCaaYHozZCFYq9vJoZ7HcP+A6fg7/05agesxJq9kVK/IAmHF07FsWZfYt5QT3T6cAbmuF/A5wsPI0G5PZceKrcYgsHuVhD4QPMyjUVEiaUuiNNwevU38HYYjW9HdUPH7mPwxUBzrFv4f7iYLu1ShIzrG7H5SDzS8r+32iSkoGkiIiJtZVzdgPV3OmH9zXg8jQnBgQXtkbprNub8frPQs/qavUaTuNU+tmXB++CH0fh97zGc9vODn3I5gPldq6Jtx3aoqiftSET/Lf0a6DVhFFpYKlb0YNXKE+3rmsDYyEC+Jq/3I32wbqMZOns4Ql+xi/y/Du95oNLW9fCJyFvtV4CVlTmq2VhJ+1FZxSKixFIXxCmIiAhHctITPJViX7+cLsS0NKSrO3OQcRubtiXDo68TDKSm59QkIQXNExERaUdAQpwdBi+ajA72ptAzc4Dn9MWY0iEL5y8FQvXFCM1eo0ncvkpsJ6c5Y+LaeRjWvSPatG6N1oqlThJCQpuhq6ed9D5E9N8zhKGh9KOckBCBBIfJGNfdSrmeeuE0jsMBtWu9iEo96zpwrOiPMwEFh0Pr6LILWdbxL6CEKzyIK8KlaXNk7V+GBbtCkSG7h72+wWg3ehBaGUu7qCRD8LYNiO4wDM3LS00vKToJKWibiIhIU3qw9eyDzlWkVQX96rCzs0BlC/OCRb+SZq/RJG5fJbYtm7nDtYK0oiQg5vghnG3YFR553oeI3hxZzDn89uUuGPT/AE3MlC2IehCORFsbWOW9OqhnDkvzx4h4GMP7l6gAFhGlliFcR8/HnLaPsX5Mf3wycTGud/gN6ye4wEjaQxXZ/R1YH9oKIztbQUdqK0zBJKTARET0Rske4v4Dc3Tr9i5MpSa1CrxGk7h9TbEtxOOY71k08vQAawiiN01AbMB2LJ49E4t37cWqId0xbkuoPHazkZqWBhgbwSh/z1AnG+lpGoyDpjKHRURpZtEaU7//DF3NQuG1yR/xsmxpQyGECPy59hqcR/aEbd5OQgGFJSEFJiKiNyn5wg4ctZiMiV2UYww1UvA1msTt64ltIf4YDp1rBE8PDmUievP0YO02AF/+4YfLJ39BH5tQ7Fy9HYEZujA1NpYHqIAsaU+l7GdQhL2JqSk7jFQA/yZKsYygzZjyzSOMPH4ca/vowOfT/hi+/BJSpO0vExC1dzX864xAP/siKwi5wpKQYhsTEdEbk3wJv/3+GB99+zHqatojV/kaTeL2dcS2gLijvjjXyBMeduryDBH9lyo1H4PZY1pBNyYGsTJ92No7wDouHo/z3t6UlYCEuGqwt7N6ft8jUS7250orIQxbvv4CIa2Ho3vdZhi9Zht+6AEc/H4Jdqm6AVJ4CJ8NG+C95AM0dnKCk3xpPdcXTyO2YpxbY/RfdUvlUIWXk5CihYmI6I2Qx+z+pZuAEfMwqI6GFUShr9Ekbl9DbAtxOHboPBp39UAtJgKit8wQtapVg0kdB9gbAsYt26ND5h0E5Xk4lCw8GCHlO6JDC40HS1IZwiKitEq/jktnn6JGTQd5mpAza4rRMz+BS2owQiMylbu8RM8avX/wxd7tXvDyyll+n9wGJlV7YO6mzZjXu1YhQw9eTkIKTERE/zEhFid//hGX3GZgautKUmMyEhOLGFKk5jWaxO2/jW0h7ih8zzdBV49aPJlA9BYIQp4zALJQHDj6CD1H9IWT/ACvV7UnRg9LxaH9d6WThhm4c/A4xJFj0cNa2fCS7OzsnEVap7KHRUQJV2gQG9ZDIxdDhATfRm63QtfAAIY2LmhSR9UcLkawqesCV1fX50u9KibQ068A2wYucLJ90UEoKgkpaJuIiEgLQgxOLB6HxWH10DAzAD7e3vDetQWr5nyO9YEvDTR6QYPXaBK3/y62FUOZDuGCc1d0qckSguhNk91chverVkOT94ZhyoxpGDv0K1xpvww/9s8t6iugw8yf0PX6Asxe7YXNP8/Aogf9sWL6u3h5UscMhPnvwfYTt5AaeQH7vHxxPT7v5UkqK3TkHdDnTw3QlaYLVXRKc+noqJujh94ORRD7YMfy2Zi93waTls/FyJ5d0KTKi4NzyvXfMXXCZog9RsCzWiL8d52A4ZCl+K5vbY1uaIzf0B915lvD69pydJNqCEUS6tFxEaKadUWHRpWQ8Sgahp0+wzcj3GCRs0uOxDP4aeoKRLXsBeeMczgY6oyZi0fAhRciSgxF7IsiH0davCTh1PwPMeDb44jJVy8YOM/CobPfo71xErz6WeLr2v648b07DDV6jdSgSdy+amwLUdg8tD182h/GjpF2vBJRAjAHlDYZiL0TgBsRqdCrUB1Ozg1Q9eXqIIeQhJCLgYg2coSbS/V8BQSVNbl1gKpcwCKitEuPwe0rtxCZaQYHZ1fUsdSkfCiKhklIgYmoRGMHouR6GhKAMBNnONu+QrxrErevEttCLK6duotyzu5oWIklREnAHEBELCKISGvsQBCVbcwBRFRUEcF7IoiIiIiISCssIoiIiIiISCssIoiIiIiISCssIoiIiIiISCssIoiIiIiISCssIoiIiIiISCsqp3glIiIiIiJS4HMiiEhjnCOeqGxjDiAiPieCiIiIiIheGxYRRERERESkFRYRRERERESkFRYRRERERESkFRYRRERERESkFRYRRERERESkFRYRRERERGVKEoLOXEGkIK3mJcTixhFv7DpwGVEZUttLZIi/fQI+O3dj/5l7eCK1UtnD50SUeIpEEAbTlk1RXU9qkmQkRSH6SQbyz+yrY2iOarYW0JfW8xMSg+Dvdx1x+jXRvE1L2JlJG14iw5PoR0h6Jr27TjlUsK6BSkY5q6/62VR8cI744kxxEPfH2ZsJKFfNFe7utWEubSmSonNw/AyCZLXg3qkZbA2ldolmcfuKn/1cCiIDL+FK2DNUf9cDTa3zJS4qNpgDSqMk3N63ESuXLcemqD74K2AJOhtLmxQS/PDDlF/xpMtQdDK5jC1/Ah///Dk6WOXGaSL8l3yCoV8fRgwy8eyZKRoM/AEbfx2Dpir7ClTSFfWcCEXBIOYu8lXlkreNiqtE8dben8VxnexFk/rTxCOpUnOurAfiHwNsRHlZ+Pz3mrPoihX7rBMfZEn75ZN2a4M4xqOj2O09d9Gxoq5Ype1c8WictDGPrPAN4sBq5Z6/r0HDKeKBhNyNr/bZVLwofmdUHCWIfj/2FB2My4vGxrqirm4FsdFHa8TLT6XNhXl8Wlz80UBx9gZf8eiuheKwQQvF47F5glGjuH3Fz1bKEmP8VosTBw4Vv/jjpBicmCm1U3HFHFAa/SPGxj4Wz3z1jljeKX/fIVE89GlT0eOnW2JOdGaKwat6is0nHxAfK9dF8dmVpeLQ4b+Ix+8ni1lP74m+3/UU7Q0sRM+fb0ivodIm91igCoczlVh6qNxiCAa7W0FQ/HrzkQXvgx9G4/e9x3Dazw9+yuUA5netirYd26GqqpN/slDs9c3EcK9j2H/gFPy9P0ftgJVYszcSL1/xTEPAn8Fo8fsJ6X39cGr3HHhY5mx9pc8mIo1kXN2A9Xc6Yf3NeDyNCcGBBe2Rums25vx+EzJpn4KScHjhVBxr9iXmDfVEpw9nYI77BXy+8DASpD00idtX+2yFDITunIoPpl5Ei7mrsWBYOzha8Hok0ZtXAVZW5qhmY1VgRIAQ6YN1G83Q2cNR2qYPh/c8UGnrevhEKHoBAhLi7DB40WR0sDeFnpkDPKcvxpQOWTh/KRDJytdQmZL3qoN8VbnkbaPiLEsMX91DNCtwNkEUEwL8xSv/SCu5oreKH9fpKa4KKex8wTPx2TPpR4W0k+Isl+rix9tipYYcWVG7xG9/OC7mf/tcr/bZVNwocgEVN1niI9894pG8Vwcz74jLPM3EioM2i7kXA/PLeviH+KFlO/GHmy/iL+v+SrFrpT7i79KlQfVx+2qfrZB8YbHYsYqLOO1QUXtRccMcUFpliQ/W9CrQd/hn9yeipeUn4p5kqUEh1Vec5GAlDt9T2OXGZPGvMTXF2hP2yn+i0ii3NlBF7ZUI+T7ST1Qc6Uj3seRn2cwdrhWkFSUBMccP4WzDrvCoVdgZQEMY5hkjLSREIMFhMsZ1t5JaFDJwY8sa/LJkLDx7jca8jWcQme/Gq1f7bCJSTw+2nn3QuYq0qqBfHXZ2FqhsYQ4DqSm/1AuncRwOqJ0n/vSs68Cxoj/OBKQp19XH7at9NmTB2LxwEa66j8eETtLlSiIqZmSIehCORFsbPL/9QUHPHJbmjxHxMEb11UbZQ9x/YI5u3d6FqdREZQeHM5UVQjyO+Z5FI08PaNKPl8Wcw29f7oJB/w/Q5KWbpdKg13goFs4cAFedi1g10gMdBy7D2URpsypafjYRaUHtQfwVOweaxK0GHYiMW97w2peOxrZxWD12ADxcneDsOR5rzsfnGyZJRG9PNlLT0gBjIxjl7xnqZCM9LV1aeVnyhR04ajEZE7vwBEFZxCKijBDij+HQuUbw9LBTMzOSgNiA7Vg8eyYW79qLVUO6Y9yW0DydDAs07joEY6bNw+q//HBq6whYnvwSU5acKnQ8pOafTUTaUn8Qf7XOgSZxq/6zBcRfuoBLaIJmHn0xd912HPbbjcmVfTGu33RsV46zJqK3TxemxsbykBWQJbUoZT+DIn2YmJoW7DAmX8Jvvz/GR99+jLo8uJdJLCLKBAFxR31xrpEnPOzU3dWsB2u3AfjyDz9cPvkL+tiEYufq7QhUOVe0Ger3W4QV091w76Avrqjsi2jz2USkFY0O4q/QOdAkbjX67CzEP36M7Prt0NPDCcrRUqaN8PHs8egYvRt7jsTKP4mI3j592No7wDouHo/zBmVWAhLiqsHezkreO8hDeIj9SzcBI+ZhUB1WEGUVi4iyQIjDsUPn0birB2pp0Y+v1HwMZo9pBd2YGMQWOvWKMZp0ew+uGalIVdUbeMXPJiI1ND6Ia9k5UFAXtxp/ti5MTExQzsQUxnmONvq1m8PNKRtPkhLx4qlERPQ2Gbdsjw6ZdxD04MUBXxYejJDyHdGhRZ4Bi0IsTv78Iy65zcDU1pWkxmQkJqq+qkmlF4uIMkCIOwrf803Q1aNWwc5CkQxRq1o1mNRxgH2+h1K9RJYFw6ZN0Uh60Fxer/7ZRFQoLQ/iGncOJEXGrVafrY8aLq5wDL+L4H+kJiUDGBpZoXbt6hziSPQWZGdn5yzSuoJe1Z4YPSwVh/bflYYwZ+DOweMQR45FD2tlgzz+Y3Bi8TgsDquHhpkB8PH2hveuLVg153OsD3zpWieVASwiSjhVieBlimEJh3DBuSu61FTfjReEPKcqZaE4cPQReo7oCyfpSC8kBOCvnacRkdsXSQvBX15h6DipLwq+vXafTUQaeIWDuEadg+eKiNtX+GyjVoMx6p2L2L7jtvxTc8jCLyGw/GAM7qTds66J6N/KQJj/Hmw/cQupkRewz8sX1+Nzj/sV0GHmT+h6fQFmr/bC5p9nYNGD/lgx/V3kPNQ6Cae++wiDvv4Tvqsnol/fvuirWPoNwWcHKqJFSz6yuqzRUTwLQvoZutJ0oYpOaV65j7ym4kSRCHywY/lszN5vg0nL52Jkzy5oUiX/QT8Km4e2h0/7w9gx0q7IqwGym8vQo+MiRDXrig6NKiHjUTQMO32Gb0a4wSJ3n1ur8GHnmbjq0Au93qmMrDRDNBr0Gca2rarijKXmn03FjyLuOcVzcSM/iM//EAO+PY6YfH12A+dZOHT2e7Q3ToJXP0t8XdsfN753x/OLiIln8NPUFYhq2QvOGedwMNQZMxePgEv+CxGFxq0mny015CO7/ydmj/sVT7sMQacq0fA78hCu077DCFd2Oooz5oAySkhCyMVARBs5ws2lulRAUFmVWwOoygUsIko7IRbXTt1FOWd3NKykrhufgdg7AbgRkQq9CtXh5NwAVVVkj5SIKwgISkQ5m3pwaVKj8LmhtfpsKm7YgSi5noYEIMzEGc62+QYLadI5+K/iNiMWNy9eR4yOLRo3bwjrooZIUrHAHEBELCKISGvsQBCVbcwBRFRUEcF7IoiIiIiISCssIoiIiIiISCssIoiIiIiISCssIoiIiIiISCssIoiIiIiISCssIoiIiIiISCsqp3glIiIiIiJS4HMiiEhjnCOeqGxjDiAiPieCiIiIiIheGxYRRERERESkFRYRRERERESkFRYRRERERESkFRYRRERERESkFRYRRERERESkFRYRRERERESkFT4nopQREoPg73cdcfo10bxNS9iZSRuKkhaBS6cvIizDCq7t2sLRXGp/iQxPoh8h6Zn056JTDhWsa6CSUc5qRlIUop9kIP8swjqG5qhmawF9aZ1KDs4RX8wJsbhx/AyCZLXg3qkZbA2ldk2kBeGo72M49miNWnmCU7M4liH+tj/O3kxAuWqucHevDZUpo4CicwgVP8wBpVkSgs6EwbRlU1TXk5pyaZVbUhAZeAlXwp6h+rseaGqd/82opONzIsqI9NsbMWHgBPywdjm+GOSOFt2/wrF4aWMhZPd3Y8bwBTiZUhHmqccxq+/HWBeYIm19QXiwDeObO8LBwUG5OHVfiovpuRsj4DW+GWpL214sdeAyaQ+iBWk/Ino9Evzww9BP4RVlAsu0Q/hi+Hc4EadpoKUhYOVE9J+5E7cypCYFjeI4Ef5LPkTL5t0w6JP+6Nm2KdoMXosrycp3KFKROYSI3pAk3N63DOM7N4PbqG0IypsDFDTOLQJi/X/FpEETsSZQF/Xbd2YBUQbxSkRpIQvFzhUnYDdsFFpYCog7Phe9eqxB9RXXsX14dagMbdl9/PHxAAQM8MWqXpbyBgEPtwxFp40u2LFvOlyfn31Iw4VlC3Gu/ntwM8lpKVe5Lpo7WSnfV3ZnNcZ+G4s2H7VDbXMD5Py1JOPkwlG42P0E9kxw5JWIEohnIYurJBz+rDOW1tiMfZ82kMeWDCGrP8RHd8fi4C/voZK0V2Eyrv+KmdPW4Lf77bDn2nJ0M81p1ySOs6/+hDEry2Hol8PRtnIcjq78FOO+8UPdxaexd2qjIuK86BxCxRNzQGn0FHFxMoSueh+ddrbG3stL0NlY2qRxbslA6M7pGPJDCsZvXoUh9Z+/AZVCvBJRFujXQK8JigJCsaIHq1aeaF/XBMZGBoUepGXh+7DjYGU4Naooteihxns90PLGZuw49+IUoRB9AIdlnTHcszVat85ZWuY5+CenOWPi2nkY1r0j2kjbW9dJQkhoM3T1tGMBQfQaCZE+WLfRDJ09cotzfTi854FKW9fDJ0LN1YiM29i0LRkefZ1gIDXlUh/HAhLi7DB40WR0sDeFnpkDPKcvxpQOWTh/KVBebhROXQ4hojelAqyszFHNxqrAsVnT3JJy8ReMmegP9++WsoAo41hElBqGMMwzblFIiECCw2SM624ltRQke/gQkRnpeJaW58qTcU3Y17iHG7ei5V0GhQzc2LIGvywZC89eozFv4xn5a5QbnrNs5g7XCtKKkoCY44dwtmFXeOQdcE1E/1rqhdM4DgfUzhNbetZ14FjRH2cC0qQWVWQI3rYB0R2GoXl5qSkP9XGsB1vPPuhcJWerkn512NlZoLKFeYGi5AX1OYSI3iwdaeRJXhrlFlkwNi9chKvu4zGhk/KsJZVhLCJKIVnMOfz25S4Y9P8ATYq4sVqvUmVUzrqBq4HxUsEgJyYj+amA9PQ05JQWadBrPBQLZw6Aq85FrBrpgY4Dl+FsonKjakI8jvmeRSNPj5du2iSif0uGqAfhSLS1gVXe0/h65rA0f4yIhzHyPVST3d+B9aGtMLKzlTRUSQ1N4lj2EPcfmKNbt3chjYpS4RVyCBG9YZrlloxb3vDal47GtnFYPXYAPFyd4Ow5HmvO5+lHUJnBIqJUERAbsB2LZ8/E4l17sWpId4zbElpop8Kwwfvo6wns+WkB9gSnyLNDLC57e+N4sD6qWOVe6rRA465DMGbaPKz+yw+nto6A5ckvMWXJqUKHLwjxx3DoXCN4enAoE9HrlY3UtDTA2AhG+bO3TjbS0wq5U1mIwJ9rr8F5ZE/YajiGSJM4Tr6wA0ctJmNil6LOSGqfQ4joTdMktwiIv3QBl9AEzTz6Yu667TjstxuTK/tiXL/p2K5uOCWVOiwiShU9WLsNwJd/+OHyyV/QxyYUO1dvR2BhQwf0G2H8Om8scY/EiqEf4MMpq3HmdgTCDFqgRVMLaae8zFC/3yKsmO6Gewd9cUVlf0VA3FFfnGvkCQ87jngmer10YWpsLA8zAVlSi1L2MyiO/yampiqSuoCovavhX2cE+tlrGpMaxHHyJfz2+2N89O3HqKvx2QJNcggRvXma5JYsxD9+jOz67dDTwwnK0Y+mjfDx7PHoGL0be47EyjMHlSUsIkqpSs3HYPaYVtCNiUFsYZci5PSqtsWklX/D79xR7F41HGahATDsMQC96xfWKzBGk27vwTUjFamqsoUQh2OHzqNxVw/UYg1B9Jrpw9beAdZx8XicN/6yEpAQVw32dipuVhYewmfDBngv+QCNnZzgJF9az/XF04itGOfWGP1X3Sp4tVJdHMvfc//STcCIeRhUR9vrjWpyCBG9BZrkFl2YmJignIkpjPP0HvVrN4ebUzaeJCVKw6CprGARUWoZola1ajCp4wB7DR9ClXhyNVb5uWLmrEFwKKoAkGXBsGlTNFLxkCgh7ih8zzdBV49anHmF6D9g3LI9OmTeQdCDF11/WXgwQsp3RIcWKu5M0LNG7x98sXe7F7y8cpbfJ7eBSdUemLtpM+b1rlVguFKRcSzE4uTPP+KS2wxMbZ076WMyEhO1uKxQRA4hordDfW7RRw0XVziG30XwPznbcxjA0MgKtWtXL3ToI5VOLCJKEUHIc/pAFooDRx+h54i+cNIgqmVhuzBnth/eXfkrpri9mLJNSAjAXztPIyI3p6SF4C+vMHSc1Bc1C/YuEHf0EC44d0WXghuJ6DXQq9oTo4el4tD+u9IVhAzcOXgc4six6GGtbMjHCDZ1XeDq6vp8qVfFBHr6FWDbwAVOtvkLjyLiWIjBicXjsDisHhpmBsDH2xveu7Zg1ZzPsT7wpUEQz2mXQ4joTVA8D0y5SOsKmuQWo1aDMeqdi9i+47Z8aw5Z+CUElh+MwZ00e3Y9lR582FwpIbu5DD06LkJUs67o0KgSMh5Fw7DTZ/hmhBtU3d2QQ0ByTAiuHP8L3qcT0XDINIxwt37pzKPs1ip82Hkmrjr0Qq93KiMrzRCNBn2GsW2rqjhDGYXNQ9vDp/1h7BhpxysRJRwfNFWMJZ7BT1NXIKplLzhnnMPBUGfMXDwCLsp6IAle/SzxdW1/3PjeHaouRMZv6I86863hledhc88VGsdJODX/Qwz49jhi8tULBs6zcOjs92ivYsp4rXIIFSvMAaVRBsL8fbBj+WzM3m+DScvnYmTPLmhSRYrGInNLDtn9PzF73K942mUIOlWJht+Rh3Cd9h1GuBYxHSSVWEU9bI5FRKmRgdg7AbgRkQq9CtXh5NwAVdU9A0Z4iMunwqFT0wn161RBYSMLUiKuICAoEeVs6sGlSY3Cp3IUYnHt1F2Uc3ZHw0rsHpR07EAUc0ISQi4GItrIEW4u1ZE33J+GBCDMxBnOtq8wuOA/iGONcwgVK8wBZVQRueW5jFjcvHgdMTq2aNy8Iaw1HDZNJQ+LCCLSGjsQRGUbcwARFVVE8J4IIiIiIiLSCosIIiIiIiLSCosIIiIiIiLSCosIIiIiIiLSCosIIiIiIiLSCosIIiIiIiLSisopXomIiIiIiBT4nAgi0hjniCcq25gDiIjPiSAiIiIioteGRQQREREREWmFRQQREREREWmFRQQREREREWmFRQQREREREWmFRQQREREREWmFRQQREREREWlFoyKC80QTERERlRZJCDpzBZGCtJqXEIsbR7yx68BlRGVIbfkIiUE45bNTvs95hCdLjVTm8EpEqVREcsgnIykK4WFhCMu3hEclQSbt84K695XhSXT4i/cJf4iEdGkTEb1eGhzoXyZD/O0T8Nm5G/vP3MMTqbUAbd43LQhHvf3xoGCyKCjlAS4d3I0du30REJEmNRLRm5WE2/uWYXznZnAbtQ1B+WM8wQ8/DP0UXlEmsEw7hC+Gf4cTcS8f9NNvb8SEgRPww9rl+GKQO1p0/wrH4qWNVKawiChV1CSH/IQIeI1vhtoODnB4aakDl0l7EP08b2j2vsKDbRjf3PH5+zh1X4qLLCKIXj8NDvQvS4T/kg/Rsnk3DPqkP3q2bYo2g9fiSv4ziFq9bxoCVk5E/5k7cUtNrpGF7caUHiOxKdIYVcrfx29DumGGTwSK+sZE9F/QQ+UWQzDY3QpCgUEmSTi8cCqONfsS84Z6otOHMzDH/QI+X3gYCdIekIVir28mhnsdw/4Dp+Dv/TlqB6zEmr2RjOcyiEVEqVJUcihIFrwPfhiN3/cew2k/P/gplwOY37Uq2nZsh6p60o4ava+8Q/FnMFr8fkJ6Hz+c2j0HHpbSZiJ6TTQ40OeTcXUD1t/phPU34/E0JgQHFrRH6q7ZmPP7zTxXHLV734zrG7H5SDzS1OaaNJxe/Q28HUbj21Hd0LH7GHwx0BzrFv4fTzIQvXEVYGVljmo2VtCXWnIJkT5Yt9EMnT0cpW36cHjPA5W2rodPhFQi6NdArwmj0EJ5bNeDVStPtK9rAmMjA/kalTUsIkqVwpODKslpzpi4dh6Gde+INq1bo7ViqZOEkNBm6Oppl+c91L+vEH0Ah2WdMdxTeh/50tLJikmF6DXT6ED/EgEJcXYYvGgyOtibQs/MAZ7TF2NKhyycvxSI3IsRWr1vxm1s2pYMj75OMJCaCpeCiIhwJCc9wdPcfkg5XYhpaUjn7XZEb4WObsHuX+qF0zgOB9Su9eJIr2ddB44V/XEmIHcIoiEMDaUf5YSECCQ4TMa47lZSC5UlLCJKIVXJQRXLZu5wrSCtKAmIOX4IZxt2hUeeJJKr8PfNwI0ta/DLkrHw7DUa8zaeQaS6oVRE9Eo0O9DnpQdbzz7oXEVaVdCvDjs7C1S2MH9eBGj+vjIEb9uA6A7D0Ly81FSkinBp2hxZ+5dhwa5QZMjuYa9vMNqNHoRWxtIuRPSWyRD1IByJtjawynv2T88cluaPEfEwJs9VyxyymHP47ctdMOj/AZqYSY1UprCIoBeEeBzzPYtGnh5QUUMUIQ16jYdi4cwBcNW5iFUjPdBx4DKcTZQ2E9Frov2BXiXZQ9x/YI5u3d6FaU6Dxu8ru78D60NbYWRnK+hIbUUzhOvo+ZjT9jHWj+mPTyYuxvUOv2H9BBcYSXsQ0duWjdS0NMDYCEb5e4Y62UhPyzv2UEBswHYsnj0Ti3ftxaoh3TFuS6hmuYdKFRYR9JwQfwyHzjWCp0feoUyasEDjrkMwZto8rP7LD6e2joDlyS8xZcmp50MliOh10OZAX7jkCztw1GIyJnbJvWlJw/cVIvDn2mtwHtkTttqMVbRojanff4auZqHw2uSPeFm2tIGIigddmBoby2NcQJbUopT9DIrUYGJqmqfDqAdrtwH48g8/XD75C/rYhGLn6u0I5AiEModFBEkExB31xblGnvCw+zd3Mpihfr9FWDHdDfcO+uIKb5wkeo20OdAXIvkSfvv9MT769mPUfX62QJP3FRC1dzX864xAP3vtckRG0GZM+eYRRh4/jrV9dODzaX8MX34JKdJ2Inrb9GFr7wDruHg8znsLVFYCEuKqwd5O9T2OlZqPwewxraAbE4NYXoooc1hEUA4hDscOnUfjrh6o9W9qCCVjNOn2HlwzUpGq6j5PInpFr3agf054iP1LNwEj5mFQnbzXGzV4X/lrfTZsgPeSD9DYyQlO8qX1XF88jdiKcW6N0X/VLdXDGYQwbPn6C4S0Ho7udZth9Jpt+KEHcPD7Jdil8kZwInobjFu2R4fMOwjK8+AXWXgwQsp3RIcWOQMfCzJErWrVYFLHAfZ5brimsoFFBCkJcUfhe74JunrUej0zKsmyYNi0KRpx0DPRa/VqB3o5IRYnf/4Rl9xmYGrrSlJjMhITcy4Xqn1fPWv0/sEXe7d7wcsrZ/l9chuYVO2BuZs2Y17vWqqHQaZfx6WzT1GjpoO8uyFn1hSjZ34Cl9RghEZkKnchojcrOzs7Z5HWFfSq9sToYak4tP+udEIgA3cOHoc4cix6WCsblAQhT/EvC8WBo4/Qc0RfOGk3DppKARYRpZCq5FA0xVCmQ7jg3BVdahZeQhT2vkJCAP7aeRoRuX2PtBD85RWGjpP6ooi3I6JXoOmB/iVCDE4sHofFYfXQMDMAPt7e8N61BavmfI71gTkDmNS/rxFs6rrA1dX1+VKvign09CvAtoELnGwLKWAM66GRiyFCgm8jd3SjroEBDG1c0KSO+gliieh1ykCY/x5sP3ELqZEXsM/LF9fjc4uCCugw8yd0vb4As1d7YfPPM7DoQX+smP4ucidSk91chverVkOT94ZhyoxpGDv0K1xpvww/9n9NJyCpRNGRdwqfz9StK03hqego5qejo9k8HPQ2KZKDD3Ysn43Z+20waflcjOzZBU2qqAltIQqbh7aHT/vD2DHSTkUiKPp9ZbdW4cPOM3HVoRd6vVMZWWmGaDToM4xtW5VJpQRTxLwociL/YinxDH6augJRLXvBOeMcDoY6Y+biEXBR9uOT4NXPEl/X9seN791hKF8/Nf9DDPj2OGJeuuEBMHCehUNnv0f73B5Cke9bUPyG/qgz3xpe15ajWxEXQVKu/46pEzZD7DECntUS4b/rBAyHLMV3fWtrOYkDvUnMAWWUkISQi4GINnKEm0v15wVEjgzE3gnAjYhU6FWoDifnBqj68g5UyuT2/1XlAhYRJE8Ysbh26i7KObujYaVX6/anRFxBQFAiytnUg0uTGtK0kVSSsQNRzBVxoH8aEoAwE2c4275CF73IDsS/kB6D21duITLTDA7OrqhjyfKhuGMOICIWEUSkNXYgiMo25gAiKqqI4D0RRERERESkFRYRRERERESkFRYRRERERESkFRYRRERERESkFRYRRERERESkFRYRRERERESkFZVTvBIRERERESlwilciIiIiIvrXXroSURQ+bI6IiIiIiADg/wF2KJ5ruKqUrQAAAABJRU5ErkJggg==[/img][br]
因此,可以得到用户点击的页面类型的排行榜为咨询相关、知识相关、其他方面的网页、法规(类型为 301)、律师相关(类型为 102)。可以初步得出相对于长篇的知识,用户更加偏向于查看咨询或者进行咨询。进一步对咨询类别内部进行统计分析,其结果见表 4-2-2。其中,浏览咨询内容页(101003)记录最多,其次是咨询列表页(101002)和咨询首页(101001)。结合上述初步结论,可以得出用户都喜欢通过浏览问题的方式找到自己需要的信息,而不是以提问的方式或者查看长篇知识的方式得到所需信息。[br][br] 表 4-2-2 咨询类别内部统计[br][img]data:image/png;base64,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[/img][br][br] 统计分析知识类型内部的点击情况,因知识类型中只有一种类型(107001),所以利用网址对其进行分类,获得知识内容页(http://www.****.com/info/*/数字.html,其中数字部分可能带有下划线 _ )、知识首页( http://www.****.com/infb/*/ )和知识列表页(http://www.****.com/info/*.html,是除了知识内容页外的 html 页面)的分布情况,其结果[br]见表 4-2-3。[br][br] 表 4-2-3 知识类型内部统计[br][img]data:image/png;base64,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[/img][br][br]
分析其他(199)页面的情况,其中网址中带有“?”的占了 32%左右,其他咨询相关与法规专题占比达到 43%,地区和律师占比 26%左右。在网页的分类中,有律师、地区、咨询相关的网页分类,为何这些还会存在其他类别中?进行数据查看后,发现大部分是以下面网址的形式存在。[br][br]□ http:// www. * * * * .com/guangzhou/p21awfirm 地区律师事务所。[br][br]□ http://www. * * ** .com/guangzhou 地区网址。[br][br]□ http://www. * * ** .com/ask/ask.php。[br][br]□ http://www.****.com/ask/midques_l 0549897.html 中间类型网页。[br][br]□ http://www.****.com/ask/exp/4317.html 咨询经验。[br][br]□ http://w ww.* * * * .com/ask/onl ine/13 8.html 在线咨询页。[br][br] 带有标记的 3 类网址本应该有相应的分类,但是由于分类规则的匹配问题,没有相应的匹配。带有 lawfirm 关键字对应的是律师事务所,带有 ask/exp、ask/online 关键字对应的是咨询经验和在线咨询页。所以,在处理数据过程中将其进行清楚分类,便于后续数据分析。[br][br] 综上分析 3 种情况,可以发现大部分用户浏览的网页的情况为:咨询内容页、知识内容页、法规专题页、咨询经验(在线咨询页)。因此,在后续的分析中,选取其中占比最多的两类(咨询内容页和知识内容页)进行模型分析。
上述在其他类别中,发现网址中存在带“?”的情况,对其进行统计,一共有 65 492 条记录,占所有记录的 7.8%,统计分析此情况,其结果见表 4-2-4;可以从表中得出网址中带有“?”的情况不仅仅出现在其他类别中,同时也会出现在咨询内容页和知识内容页中。但其他类型中(1999001)占了 98.8%,因此需要进一步分析其类型内部的规律。[br][br] 表 4-2-4 带问号字符网址类型统计表[br][img]data:image/png;base64,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[/img]
统计分析结果见表 4-2-5,在 1999001 类型中,标题为快车-律师助手的这类信息占比 77%,通过对业务了解,这是律师的一个登录页面。标题为咨询发布成功页面,是自动跳转的页面。其他剩下的带有“?”的页面记录,占其记录的 15%左右,占所有记录的 1%左右。其他类型中的大部分为“http://www.****.com/ask/question_9152354. html?&from=androidqq”,这种类型的网页是被分享过的,可以对其进行处理,截取“?”前面的网址,还原其类型。因为快搜和免费发布咨询网址中,类型很混杂,不能直接采用“?”进行截取,无法还原其原来类型,且整个数据集中占比很小,因此在处理数据环节可以对这部分数据进行删除。网址中不包含主网址、不包含关键字的网址有 101 条记录。[br][br] 表 4-2-5 其他类型统计表[br][img]data:image/png;base64,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[/img][br][br] 在查看数据的过程中,发现存在这样一部分用户,他们没有单击具体的网页(以.html后缀结尾),他们单击的大部分是目录网页,这样的用户可以称为“瞎逛”,总计有 7 668 条记录。分析其中的网页类型,统计结果见表 4-2-6。可以从中看出,小部分是与知识、咨询相关,大部分是与地区、教育和事务所相关的。这部分用户有可能是找律师服务的,或者是“瞎逛”的。[br][br] 表 4-2-6 “瞎逛”用户点击行为分析[br][img]data:image/png;base64,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[/img][br][br] 从上述网址类型分布分析中,可以发现一些与分析目标无关数据的规则:① 咨询发布成功页面;② 中间类型网页(带有 midques_关键字);③ 网址中带有“?”类型,无法还原其本身类型的快搜页面与发布咨询网页;④ 重复数据(同一时间同一用户访问相同网页);⑤ 其他类别的数据(主网址不包含关键字);⑥ 无点击.html 页面行为的用户记录;⑦ 律师的行为记录(通过快车-律师助手判断)。记录这些规则,有利于在数据清洗阶段对数据进行清洗操作。[br][br] 上述过程就是对网址类型进行统计得到的分析结果,针对网页的点击次数也可进行下述分析。
[br] [b](二)点击次数分析[/b][br] 统计分析原始数据用户浏览网页次数(以“真实 IP”区分)的情况,其结果见表 4-2-7,可以从表中发现浏览一次的用户占所有用户总量的 58%左右,大部分用户浏览的次数在 2~7次,用户浏览的平均次数是 3 次。[br] 表 4-2-7 用户点击次数统计表[br][img]data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAw0AAAFZCAYAAADaYcMoAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAEnQAABJ0Ad5mH3gAAHCGSURBVHhe7d0HXBTn1gbwB1ZAwAIWVOzYsCK2aCyxghpL1FyNRqOxRmOLUaMmJjFGY4+JJdYv9h6isaGxgxVi76ggNgQBI7C4LMN8O8sgiLuzCyyK4fnf31yYd2YHA+fM+56pVvHx8aK1tTXSSj8vsbKykr97mbF2idIyJZn9HBERERERWd6r1QEREREREVEaLBqIiIiIiEgRiwYiIiIiIlLEooGIiIiIiBS9dCO0nZ2d/isREREREZFEFEXDRcPVq1f1X83BpyfRf1WVKlX0X2/cuKH/SpSbMP4pt5NygPFPuV1KXyAVDQYvT8qXL5/8HVHu9fjxY/k7otwpNDRU/o4od3FwcJC/I8q9bG1t5e+S8Z4GIiIiIiJSxKKBiIiIiIgUsWggIiIiIiJF+qJBurkhrfTzmWWp7RARERER0ZvDMw1ERERERKSIRQMREREREb2Q8jqGtFg0EBERERGRIhYNRERERESkiEWDOTRBOH8xSp7JPCE2Fmr5+yzT3sHVG8/kGXMJiItL9y/Q3kNgwG3Ey7NEOUHcvbsI08ozGcIYJ8vLfDwS/UepYxHHnMh1WDSYJQ77Jn6IGSeyNuRXH/oRfSb+hTuWSLTYi1g+di4ORAhygzk0OLd0AhacjoHwNBpP9R+NwclZX2DpuQT9GkQZkXDnMq5GyzMGCFHnseHXDTifwfrWVn0Mi2b5IjTDucIYz+2yIyYzH4/mUOPh1et4qJFnzRB5eCYmr72FrPxztLe3YPbiE8hQF0I5nhAVjDthpvd18eoMHEYREhAT8QB3rp7DiYO7sW3tUkwf1hbtpx7GU3mVrMl4DkiymgfMgYxj0WAOu7IoV9wRdgVt5IbMyVPUHg+PXkBEotyQBZqQEISXrAQ3J5XcokB7D6eOXEQ0bFA8vy1ihTyIPz4PU7aEQhCTIFq5okQJM7ZDlF7cSfy1+QiOH96L7ZtWY+mC2Zg5ay7mzpmNWTN+wqxlq7F13zU8UWdsr2xTpS0aREzD7N1mdkmMcUqRDTGZ4Xh8iQB1xF1cP3cCh/b4YMP/Lca8GT/ih+++wYQvR2Bgr08w/Lvp+GXzeSjWMcJDHNt/WhfjQOFmvfFO9GH8Y27ho72Bv1bvwe0040SbEs4I/+UnbLll/pBLE7gMk//vvK40l2ke4YLu97z/dLCuNDckDjePH0dQnDxL2U5V0Ba314zC0Ol/4or+j6JFXOQjhNy8hAC//di+YTnmfTcQbT0HYa2pI5hCBE6v+h7jvp6GRev/wpGzt/Ak0QGu1RqhmYc7GtT3gJO8qjIL5YAks3lgoRyQvJQHuSwHWDSYxRZ2+cqgSIEI3LpwEge2b8CSWZMw+tsNuJyBQMhTuChcy5dGaVu5wQya20ex9/SjdJW0FvfOP0DVHh3gZk4dY+OK0lFrMXz2GVjlLYYihRNx8Z4zWr1XEiptGKLKNkXjohxQUcapCjki/PxFPLUqhAr12uCDSrGIKtMbo8eOw/gJEzFx5Puo5eGBOsXNKW7v4NSpYDnWi6L5hyPQooqDfk54uB9LlxxAqLEDaIxxklksJrMSj/FB+GvqQPTq9xlGjf8e89buwemgJ3h+byem7LVD51Hf4NspP2LG3AVYsWEbfLauwcxPaqOA/HFDhIiT2DxpCXaF6oodVUl4v++EE3+c1w1JzGDjgud+s7H+fJoRU55CcGlcFzVLm3swTI2ADXMR5FgadvrZi/h9xBhsfmyDJ9vGYNhv5175tzw7vRyLjj5HgbxyA2U/XWy0+WI8Wj/cgr+u6f7ewjNcP7QN2w+dw90YW7jWaoVeQ9ugar330KSsib+9qije6fc9Zs+YggnDesK7bhnkfRaC0OdOsBGKoWqN/PKKBmRDDkgynQcWyQFJmjzIhTnAosFMNtbBOLx2C/4+G4x/VUVQrWlXfNqrKUplIBBsCjgin7UW/965iFMHd2D9b9MxYfJynFQ4N2ZXwRPFLs7G+IWHcS/l8I7mCv6+UwkfNE6t8RMeHsPaVYdw32DBrELJdp+gS7k8UFmrYB1/EtfgBpug63gScgd5azUBD8JSZqhs8qCgWz20bP4OalZ0Rf488oIXVMhjmwevNBsiqnH2j1X4Y5cP1q9cgCVHruDcuimYNOErTPh2Fubtv4Zoo2fdGeOUzGIxmZV4tK+ETpNXYMOqJfhl1lR8M2Yo+nZ/H7VtElDh3QYoZS+vZzYt7uzdh9i+I9GlTHIg21ToBG9rX2y9mGYQZJQtChapiypV0v5gK1jny498L34RWmiVDrhqzmHH3pro1KqwfvbpsQ1Yeb82OndpjS4d6+Dh6o04mvaysOjjWL7+OboMao5izL3Xy6Y8us1YgEHVdH9vVWHU/d8IjP7sE3zYvjka1HBDUU0cHCtVMe/vIjzA4YWT8OX3C7D56HX8m7c0yjhp8SA2L8q4KAy2LZ4DkqzkgQVyQJImD3JjDrBoMErAk0ePXlSN1nY10GHkaAz9tBe6dfRCs0b14OFeGkpXByUE78fi78djzJjx+Prbqfjp/44h5P4FHPC7jIea/CjfoBP6D+6K2opHQAugTr/haBT0Fw4/0ur+VQIeH9iC05oE+C+ejRkzZmDGT9Pw/Vdf4zf/EISnL3NjruDPn7/H93N2I/jKSgz+YRsO7wpBnoICnsf9i6CAp8hfNhKnD2zH2kU/Yszn38MnyFTWEMny5IGdbgCWvCPRQh3/HJFBR7B1+Wzd4Go+/n5kpSu4k3RRawYr3Z77SRiiHUuiRpPO6PfFt5g6bRqmz5iJ7/9XDy3av49q+eR102KMU1qWisnMxmM6mvN7sPeGFG/PcSG0HAZ9XBN22hiE3TiMeT29MMon5WyGccKjv7H+cgOMG+yJ1B9ph+rdWiF282qcjZWbFFipdAX1S2e5RSTpCqiU3kcI+wMz5p+AsU1pzv2FvdW6wKuINKfF47t3ESENuKx041JnZzhF38Xdh3IVJTzBsWWbIXYfhOY8w/cGCLqC1hZF9MEi6GLtOh6lCXjh32fIW6IEzDq+riqJFsOnY+70yRjzWV/8z6suyuW5gQvB4bi6ZQnmTvkC/T4Zjw0Kl11YIgckWc2DrOaAJDUPcmcOsGgwKgnhe7dgz/1YRD68j8hnT3DLbx92/rEG88f0QO/5p4xcv5bKtnwr9Bk2Bt/PnIVpP0zGxM9ao3qN1vi0fy90bd8S79atgcqlC8NkwW3jhu7Tp6JDjC/2/KOrck8VQreunqjXfhgmTJiACV92RdUqH2HezP6ok/4Cw/zV0eUL3YBqUm9UTrRH8x5eKF/oKR4+zY9qTVwR8jAGee6HIPKGL3Y8roeRP01C10oZOVVHuVoeFfKqBNzYsQA/zVyMrZefwsbBBTVa98WkaaPRplRe2OjCSZRXN8W6UAXUefcdeFQpg6KOKTtaLR6GCihfo6ThTo4xTmlZMCYzFY/p5CkQgtVDhuj21ZOx6eZ9HJn5Jb6cNA2//XEG10JElK5cTHk72lDsWX0etYZ9ghr664LSyFcfvVpHYsnPhxBuogoShXT/xbp50UoeMAmPcHjRKvgG38UDg6M3Dc7v2I1KH7SBvmbQDR0KFiqEvLqCLF63WTE+HvHW+VGwoLQ1AeFHl2GbbU8MbJJ8VoJeh1iEnj+GfX+uxeIfBsCr6TfY+SR5Sfzx9ViydSf+WP9/WDRvGqb8ugtnbl7HQ2Mj9YRg7F8wGePGfYVvpkzHzDnzMP+XXzH/q25o+dky7D/3HPV6dUO96p5o2X0c5i35Cb1qOMofflWWc0BigTzIWg5I0uZB7swBFg1G2aB43ktY9O08rNxyEJpGbVFZ11aobC3UdE5EwbKVoHA1n0yF/C7FUeCVbNAi5tFtXDp9FHv/WIslc6Zi9oZA5Z1+3lgEXBJQNPQMHLoPQ/vy97Fm6lpc1hW1TwOvIH/X/mhoNDZjcXHD/yGo6Si8a6OBe9fP8YHzBfgd2YPzaIMuPbqivrMtilatjtIFMnDDBZFGC6u8BeHeeQQmfjUK/VtURIlS1VC1vAvy6ffEdrDNSEg55NMftXlZPO4Ex8K5qNLuijFOMkvGZKbjMZWqWAkUqtQC42fMw+oNq/HL3LmYO3sGpkwaghYeleBWPvk+CcOiEbhhC6JbD0PXCvI/WhuLsFsXcOLADmz4ZQRG7iuHpk/nYNyyQEQq9CFC4n2cXjULk78cjs/GLcfpZ4JuwGQFa+EhDsyZgj1lp2LHgp6oYmj0prmIv3a74QMvF7lBhaJNO6CD9hwCg57g6ul/oGnXAU1LqCCEHcTSHfnQe2AjM2+SJcuwQ56EWCQ4VUObfp3x/v/eRwt9haeCo91zRPxrh2KV6qF1t0GYsHgf/p7bEUZvabAtD6/+X2LSt6MxZMhYfDV2DEaPGomhXevDuYgHPvyoKzp6N0XFqL/wf8dikN9Bn1hGZS0HJJbJgyzlgOSlPMidOcCiQYGdUwk07folxo8ehgF9uuODdi3RuF5lJMYURPXqxm/XESJu4PTRA9izfRNWL1+gS46ZmD1nLuatPIpr57Zj5vfTMH/NTvhfCUVsnqKo3Kgd2r5TCi8OZBkQf3E/7jkXR0z+VvhfTQck3n8ETZWqcNPlj9O7H+ID6dpFg57iwrYVOO7SByObPsIDh3fhUdAKpd4fglpqO5QXDuHAfd06twqiTavSyRU3kZm0T2OhcioM/W5cE4X7YdEIu7oXaxb8hK8nzIBPUAKsdDtlsyT9i3/vnYfPvKmY8u1kfD1pAr4aNxZjvvgeB61dkXjrnpFT2IxxSmWxmMx0PKZj5YRC+RNTnzj0QgK0qrwwfltcNM5u3Yzb1fvCS9iDuVOnY8bXffH+pzOw9dh1RFoXR2WnvCjZsA16jBiI0v7zdIM83aDs72sGn0AjWhVG5eb/w+ifFmLJ7EF4p4AIMfERDv+6EsGNv8PsgfVRxEhyaC7/hd1lusC7mNygoyreDhMX9IX9obU47jQYy378AKXxCPuX7kHhT/qjQX4Bked9sHDGdMxavBOXLfNsTjLKBq4N2qNji7qoVEg37s+b78W+zsHeGWVqNUWTBrVQpawL8tuasRd0dIKzbix/a+PX+H7DOTzRDcStnZ2Q78x2bLkQh9jLmzFvuzUa1HEyPZDMdA5ILJcHWckBSfo8yI05YBUfH68rtKz0O1E7u+RzPnfv3kVcnMl70fVM7XzNHjCkkZnPZIe4fd9jtnYcvu+Q5rSbEIoVA+fAZcGv6GTselYhHBcOnsADmxIoXbYsypcujnxS5Rq9CZ99Y4M5i7rpr8cToiMQZVcURU0V2cJ9+MzfgzLDBqOevjbQ4ubKLzHxZgP8OLU3qsqF96sSEHJiH+44NUXLak5IuLwQX2yrhsn9n2PZ/BB4je+NusJBLNh6D9GRpTD8+668YS0NJycnFCtWDDdu3JBbKL14/yVYndQBtUM24MBjB5TQ/oOT+T7D171qoXwRXbAmnMeihcHoOaYLdP2Ysqfb8fWMJIyY3BHFHY0d6kmPMZ5dqlSpgtDQUOj6CLnl7WCxmMxUPBqgCcD0gYshVC+HuPBIPIuJRkRcSfxv8mD8+9vvqDxzKt5Lf8xHeITAvScRU9kLLSqndDQCQlaNxKLCP2B2R+m0cgIuLZ6Jf9pOQD+Tj9GLxc5xU5D43Wx0Sdlc/En8OGArav40A53LGu1EdBJw/ruG+LrMbuweUEJuM0TA/Z0/YO7DLpg2pDZs7m7Fl5/uRd3lC9Hw0GcYdr0b1szqjJJvSf45ODigdOnSb+f+P2oLflhWBuMmNNRf/hzrMw0LS4zBhEbpA80M6otY8tVOVJkxFg0ersd0n8KojRO4Xvh99PukmXlPg8xMDkgsmgdZyQGJOXnw38oBa2tr5MmTB+XLl9fPi6LIMw3GCXgWdhv7V0/CmC/GYMyY5OmLL2cjUFel3z8brlvDCJULPLw+QPtmxXF1/f/heMrTkXS/cEFISv5eR7i3Hl98sQnBBg9XCQi/fVv/0pFnp7fifNGW8EhJqoTrOBRSDd98ZA3/Q4+M/ztgi9IVXPDgr9mYPHUGvp3hB5tCwdj9f+twvVxjeBQvAJuS3mikPor4d1pwMEUZpMWjuyIKVy6Bhp+MxzfjhqNngzIo7FIOZaTBWQZpbtyEtkJNFM7QAI0xTmlZLiYzF48GWNvDvnA5NOoyCJNm/orFy9di64YZ6F5Rg3hr6Yl68nppqQqjllfXNAMlHe0tHLhYAu3fS7kO9V8EhedB2RLm/fuknuflw3FJsHKpjKqu6QZLzyLwJG2dmHAVO3a54IN2KZcmGaa9uxNLDpfBgE9qw0HXK4X578PBfLVQs5QDynl6wP7vfal9IWWvBC2SXwcVh6uHDuOWNgGa5wbu4kkIwvWbRh9Jl8yhOrp+6oGwPUdwM04amRTD+wM6ovD963ho3rHlzOWAxMJ5kOkckJiRB7khB1g0GCTg8Z270JSogHa9fsS8n+dh3rzk6ef5C7Bk8TjUTghFtKm/vaoInOLCEW6dOlIRkwR94EqsdL/9RDt7FDYY6yo4W1/D2umzMHNVOOp4lZdvFNIF4iFfxLzbBbVqtUG5OztwPEq/wCBVsXfQZ8I0TB1aG0XrDMJ3nzWDTUItDPpYF8DSCupr+OdxHl0BE4K363givXFCOM7FFETdwmlG4rrCOLUslunaDHRX6STg+ulwuNYva/qGuHQY4/SCxWIy8/FoiJVNARR3c335/rbEp/hXLICCBnth23T3XQiIOOKDu/V7oknKlbFxl3FVUx7u5hzp1ZH+e5N/K7r+7ew+HLgRh6RXfjFA/J0ABNxLPZKVcGMndhXpgvZKFbc2GDuW+qPSwN6ooU86Ac/+fYbEvLaw043SrOzsYKeJxtN/DfxAsjhB0EIQn+PqpsU4blsDFVRxiFUbiHjtHQSee6D7axkWF3IMv8+Yhs333fD+/7xRq6AVkgRdOVKkCQb2LIA/v5uPI8bvGn5JxnNAYtk8yGwOSEzmQS7JARYNBv2LM8cCoGo1GWMK/4UNF6Ur8bS4velnrLmqG3aoiqEiDuCHuYcRplg4WKNQ4fy6YjbNSroITQnFxJhY2Lu6Gu2UbMq3wyctrPDUrR1ayi8iEsIOYd3Z8ujWuhhUqqJ4r6UdDqw7ZfJV7toYFQokncKMoZ9jm7YCnLXS8CkW59bvhG2fX9A++g/sCHm7K2B6vbTBfohwafrSzXRJz+PTXbeqG7BptdCaCq3YAOx/UBXtqps5AjKAMU4Wi0kLxGNaojoe8SljBe1ThF48iX+CQ/BQ42TkoNHLhPv7sSqwMvp1KI4E+d8df+4kot3qKF6DnVaS1N0//QdbFy/E37HV0KyyHQTrPLBJNwoQn97BnbCUXioBQX/9hYIftIfxd+Hp+sY/luB0tUHoWS3lsTa2KOlWAUWjn+Kp7t+bGBmJyMJlUbqYGf+xlGWC7vcetHM+NiV1Qt8mRaUWXSFhoGjQFRb37j7U/ZVflhB6Amun9kOvyf4o1n0sRnSqpn/pWpIudxLlqyVsq/wPY7r8i5k9+uK75T44cDwQV0KNv5o5qzkgyWoeZC4HJKbyIPfkwItflXStUmZk9nNKsmObGSHc9cWh2/nhrFLBtlg09i/fqysObFCmviP2f70M59UquLQehC7//oA+0w/jsdHOJw8cHHX9z7M0lWViAp49Csb1C6dx8uQ1qFxL60LLGJWuoB+D+eOaJb8lMeosNm+4iwb9u7x4E7Ste0c0jlyBhQfTvzX6ZTZlaqGWqwPKdpuL6a2fYOOibTi573ccKvwx+tUrjiZeBbBz9lb96Ucik4Rw+B/Tom6btDcWa/EoLEz3/1a6tlhc/3sbDgT9i+exz/FcXsOwBNz4cz9sOnUz/tQKMzDGczmLxaRl4vEFbTgeHv8TP381FuPHj8WXX/2IxdsO4u9VGxBg66yw/0+mfXgMv2/7F62GdkMFq1AcXr4cu67ex7F991GxcTmzzoQIEacReHIXlv3yD1y7DEPvZrp+x6YYXGLOI/Dhyx2Y+uF5nLoVmXz0OeEW/tpZAF3auab5nb4s4cZmLDnniSE9qrz03+LU4hMMq3oZ21Zvxootl1FzWG+8x8cpvQaxOLtjO243HIwv5b+JXYUyiNy5DsfuRCUXCFo1osPu4Ozfx/H35Tv4V2pLw7Z4RdT3Gon5SyahvZuDbuxxDrv/CkRETBy00rsO9GvpxkEtxmLexJYoYZMAdbwWoird6DtFFnNAktU8yHQOSEzkQW7KgRc3Qkvy5k2+hz0jN0JLlG5czuxNzW/sZmjNWSz8sCcCex7Byl4lgHurMOaXwpg4syOKJ13Fwi+2odZP36KZ9LzV8D0Y86k/Om6djhaGbmbWBmP9oLaYF9sGrasVg3OB/CjgXBhFixRFkaKFkXRiNU42mIVvmpm6E1pXTYecwN6TMajSzhvV0wVdwpXf0LvrOtj8rze6tmqEd+rXRqkXlwAKeHL5b+w7HYGiTbrAq4q0IB4hhzdjf+w7+LhjVehv89YGYe2Xo7ElqhIavfc+PuzVBpWNP3Y5V+CN0MYkIOTQZpwr1Bldaqd9ipgWt9dPxGaXHzCpjS6mNTewadwAfJc4GicWfwhjTwR+dm4tll2ujiF96pjxGGNDGOPZ4e26EdpyMZn1eExHcxELhm1D1QU/oHXaXb32DgIu2KFOvZJGBuQJeHh6Lw4GF0Tjzs3hJt+SITw5hhn9B2FjoQnYvvxTVDSjakgI3offD9uiY98WcE3zw56dX4/Zy/zxzN5RN+hKQoL6GcKDLiDOeyG2jHsH9kIoTh97igrNahk5kisgOug8HuSvjRqGDsEK0bhz/ib+LVQZNco7W+RSr9flrb4RWlBDneAABzlmpDwIO7cff5+8gQfRaiTlcUB+J2cU0o1FSpSrgfp1y5mIdQERJxZg3Pjf8KyHDzaNqG7WQP+FTOeAxDJ5kOkckFZSzIP/bg4YuhGaRUN62mtYPeMIqn8xFPX0A+94XQVt/yL5BEGASpUSGAIe3gqBQ8UKRp/FG337JtSlK6OkoQyTbrax0RUQLxLbCPVtnLkkoto7FdO8BTGtZwi9fBtRSXmQx9oWzmWqoGRKvxl/B+eu26KKZymk5Gr8nRM4pa6MZjWKKCQqsWgwQojE3ftWKFW2kIH40SBeYwd7+Qyt8NgfOy+WxPttUu7JSSfuKvYdikfd9nXNvsziFYzxbPFWFQ2WiklLxKMBwrOnUBdwylAREh8SiAuaCmhYxVluSRV3dQ8Oxb+LjnV56D67vNVFQ7YQcG/fAvjaD8SgZoZHIkoykwMS5sGbw6KBKANYNFBu9rY+cpXIElg0UG7HR64SEREREVGGsWggIiIiIiJFLBqIiIiIiEgRiwYiIiIiIlLEooGIiIiIiF5IMvC6bBYNRERERESkiEUDEREREREpYtFARERERESKWDQQEREREZEiFg1ERERERKTIKj4+XrSystLP5M2bV/+ViIiIiIhIIoqi4aIhISEBKW1pGWqTGGuXKC1TktnPEVmSFIdSohDlNox9yu2YA0Sp43EpF3h5EhERERERKWLRQEREREREiowWDYZOyRk7Tad0+o6n9oiIiIiI3m4800BERERERIpYNBARERERkSIWDUREREREpIhFAxERERERKWLRQEREREREilg0EBERERGRIhYNRERERESkiEUDEREREREpsoqPjxetrKz0M3nz5tV/TUhI0H9NaU/LUJvEWLtEaZkxmfnMf0M0rh8PRr6GdVBKJTfRGyPFIV9QaIhynApR1+HvdxHhNmVQv2lDlMsvL3hBi4ir/jhxORJ5SnqiceMKcJKXmGYqR0wsV4ci4NgZBGtc4PleM1Qy/wfnKoz9rNDi6aMHiH4u//6s8qBAsdIobA9ooh/i0VMN0v9mreycUNLVGTbyvCL1dRzwfYJKHZugrMEPsB+xBOZAVpmKQ+N5YojZuRN7FwF+AbgTlw8VGjRDvTIO8gLKjJTxuJQLPNOQY0Tj6q75GNa6LuoN2oDrGrmZKEcxHafxV1fj856fY9bSX/F1r8Zo0OFbHIyQF+pFwX/Oh2hYvz16fdoDnZrVQdPeS3E2Rl5slKmfbfrfpr2zDeP6/4gjsQXhFHcIE7p9guXnY+WlRJYh3N2AYfUrwc3NTT+5d5iLM/HSglBsHFYXFeT21Kkiao/4A4+E5M8rUyNw4XD0GL8FVzKRA0TZz7w4NJonhpiZO9rgbRjVcSDW3HdA0bx3sKxPe4zbEQqzUotMYtGQY6hQpEEf9G7sAoEHNijHMhGn2lvY6ZuA/hsPYveeo/D3+QoVAhdiyc77L3bamnOrsOJaK6y4HIFnYUHY82NzxG2diEkrL0Mrr2OYqRwx9W+7g3Vfz4K65wyM+7ANvHpNxvxPkzB73BKc4+CKLEY3qP/zJhqsPAw/Pz/9dHTbJHgV0oXgzV3ww2Cs3HkQx+Rlfn57MLVtCTRr+R5KmHFWQHNxNdb+HQF1ZnKA6LUwJw6N54kh5uWOGscWfw8ft8H4YVB7tOwwBF/3dMLyaf9nvBihDGHRkGMUgIuLE0oWdzHv9DTRG2EiTm1Ko/Png9BAv+NXwaWRN5pXdoSDva1uTiIgMrwces8YiRbl80GV3w3eY2diVItEnAo4D+WTDaZyRHm5NmQXNu8tAvcaBeUWFUq364iGl9Zi80n2KGQZwqM92K9tjf7eTdCkSfLU0N1FH/8xag8MXzoF/Tq0RFN5WZOK0Qi6VRdtvcuZ3vdrrmLNhhh4dXOHrdz0MvYjlBOYjkOlPDHEvNyJRWhoCGKin+KZfJTKJo81RLUa8SyiLYJFQw5jZc0/CeV8xuPUDnZ28rc6QmQoIt1GYmgHF7lFBVfvrmhdVJ6V2JRCuXLOKOLsZGQg9DJTOWJsufbePdzXxOO5Oklu0XEog/Klb+PSlUc8fU0WoMGldUvwy5zP4N15MKasPq6LOXmRTqG6jeFZQJ7RExB2aB9OVG8LL8M3J6Shxc0Nq/CoRT/UT7790Cj2I5QTGI9D5TwxxLzcKYjadeojcfd8/Lj1FjTa29jpexPvDe6FRrytwSK4ZyGibKENO4ll32yFbY8PUOuVG6HT0N7DnbtOaN/+XeSTm7KDqnARFEm8hHPnI1ILBDEGMc8ExMerkaaUIMokNVQ1+2La+I/gaXUGiwZ6oWXP+TgRJS9OT4jAQd8TqOHtZeSG5lTaO5ux4lYjDGztgtz6mBD6r8hgnhhiMHfs4Dl4KiY1e4IVQ3rg0+EzcbHFMqz4vDaM3FtNGcSigYgsTMDjwE2YOXE8Zm7diUV9OmDoultG71eIOb0ZB5xHYngbIxezWohdtffRzRv4Y96P+ONmLKB5jH98fHDopg2KuvByDrIEZ9Rs2wdDvpyCxdv9cHT9ABQ68g1GzTlq8NI7IeIg9p2sAW8vE5cmCaH4c+kFeAzsBFcz7nsgytkylieGGM0d5yYY/dMYtM1/CxvX+CNCy8NBlsSigYgsTIVi9T7CN7/74Z8jv6Br8VvYsngTzhs6/RwTgGUrn+DjHz5B5ewetdvUwLDlPpjT+D4W9P0AH45ajONXQxFs2wAN6jjLKxFZSn5U7T4DC8bWw+29vjj7ym0zAsIP+OJkDW94lVOqBAQ83LkY/hUHoHt5Vgz0X2MqTwwxnjua62sx6vsHGHjoEJZ2tcKOL3qg/68B4DPyLINFAxFlm8L1h2DikEawDgvD4/SnGoR72D13DTBgCnpVfD3H+VUlmmHEwr/gd/IAti3qj/y3AmHX8SN0qcrzDJQdHFCrfTt4auIQl/6mGSEcB/edQs22XiirWDPcw45Vq+Az5wPUdHeHu25qMtkXz0LXY2i9muix6IqJp44R5XQKeWKIsdwRgrHuu68R1KQ/OlSui8FLNmBWR2DvT3OwNZR3rVkCiwYiykZ2KFuyJBwruqF8mhukITzGkZ9nI6DeOIxuUlhujEFU1Ot7ilHUkcVY5OeJ8RN6wY0HcCm7aBNhV6cOaqS7qFoIPwDfU7XQ1qus0SfG6KmKocssX+zctBEbNyZPK0c2hWOJjpi8Zi2mdCnLS+vo7WckTwwxmjvxFxFw4hlKl3HT9Tw6+etg8PhPUTvuJm6FJr+0mLJGsWgw9CZEvh0xeyUlJSVP8jxRTqQUp4KQ5oiO9hb2HHiATgO6wT1lZCOE4fDMoZgZXAXVEwKxw8cHPlvXYdGkr7DifKK8knGmcsTUcok2eCsmTfTDuwt/w6h6fKwGWYYQGYjtW44hNOXQvzoI2zcGo+WIbijz0uhGurxiH057tEWblxcYYI/ilWvD09PzxVSlqCNUNgXgWq023F1ffXyAOTlAlN2MxaH5eWKIQu7YVUGN2nYIunkVKYefrG1tYVe8NmpVNOfZfGQKzzTkGBoE+/+BTYevIO7+aeza6IuLETydRjmNcpxqL8/H+yVKola7fhg17kt81vdbnG0+H7N7pBwRisbR6R+j13d/wnfxcHTv1g3dpKl7H4zZUxANGio9ZslUjphaLiAm7DqObpiBsTMDUOfnP/FzNzcepSWLSQo7jd9HtUOT5r0wYsxIDB2zDE8+mIov3kkX18JjHNh3Bh5t2xgYJEVjY3crVJ54XBfRGcV+hHIC5Tg0L0+M5IFS7ti4o9+06ahxcAKGz1qLLet/wbjpZ9F41jfoWtxkNUJmsIqPjxetrJIf4JY3b/LDnxMSUk/jpCxLy9y2FErLjMnMZ4gsTYpDnl3LCA0eXwvEpdA4qAqUgrtHNZTIKQfyhXv452gIrMq4o2rFonwEnwmM/cyJDT2LwOtRyFO8CmrXKm34McK6gc+FozeQx6Mxqhd+dTDzLCgQwY4e8HBlSfsmMQeyjzl5YjAPTOSOXnwYrp69gvsJ+eHm4YmKhZhHWZEyHpdygUUDkQIpDtlpUG7E2KfcjjlAlDoel3KBlycREREREZEiFg1ERERERKSIRQMRERERESli0UBERERERIpYNBARERERkSIWDUREREREpIhFAxERERERKWLRQEREREREilg0EBERERGRIhYNRERERESkiEUDEREREREpsoqPjxetrKz0M3nz5tV/JSIiIiIikoiiaLhoSEhI0H+VpCxLy9y2FErLjMnMZ4gsTYpDKVGIchvGPuV2zAGi1PG4lAu8PImIiIiIiBRZW6qKVtoOK3UiIiIiorcXzzQQEREREZEiFg1ERERERKSIRQMRERERESli0UBERERERIpYNBARERERkSIWDUREREREpIhFAxERERERKWLRQEREREREiqzUarVobZ1cO+TNm1f/NSEhQf9VkvL66LQMtUmMtUuUlhmS0fXfflpEXPXHicuRyFPSE40bV4CTvITeHCkO+XJCyo0Y+1kVjevHg5GvYR2UUslNKdShCDh2BsEaF3i+1wyVMrSzV9iuJEvbprSYA1llIlaFx7h06Diua8uicau6cLWT2xVp8fTRA0Q/l/8uVnlQoFhpFLZPnk1mzjpkrpTxuJQLPNOQI0TBf86HaFi/PXp92gOdmtVB095LcTZGXkz0NlBfxwEff9zVyvOGmLPOS6RO5yzuC/JsGprohwgJDkZwuinkYbSuy0hL6kBCUtcJuYfIeHkRkcVF4+qu+RjWui7qDdqA6xq5Waa9sw3j+v+II7EF4RR3CBO6fYLl52PlpUqUtyvJ/LaJLMl0rCLSD7P6foGNDx1RSL0PX/efjsPhBnb06Qh3N2BY/Upwc3PTT+4d5uJMuv25OetQ5rBoyAE051ZhxbVWWHE5As/CgrDnx+aI2zoRk1ZeTjf4Icqp1AhcOBw9xm/BFUMdhJ4566Qw0ekIodg4rC4qyJ1C6lQRtUf8gUdp+h52IPR6qVCkQR/0buwCIf1Bau0drPt6FtQ9Z2Dch23g1Wsy5n+ahNnjluCcyZxQ2K4kS9smsiQTsarbv++fNhoH636DKX290erDcZjU+DS+mrYfkfIahun6kD9vosHKw/Dz89NPR7dNglchebGeOetQZrFoeOMERIaXQ+8ZI9GifD6o8rvBe+xMjGqRiFMB58GTDfQ20FxcjbV/R0BtsINIZs46qZQ7He3NXfDDYKzceRDH5I7Bz28PprYtgWYt30OJF6fC2YHQ61YALi5OKFncBTZySwptyC5s3lsE7jUKyi0qlG7XEQ0vrcXmk6YqWePblWRt20SWpByrwv0dWL46P1p7VZKX28CtnRcKr1+BHaFpjvikIzzag/3a1ujv3QRNmiRPDd1ddJGeypx1KPNYNLxxKrh6d0XrovKsxKYUypVzRhFnJ9jKTUQ5luYq1myIgVc3d+Pxas46L1HudGLUHhi+dAr6dWiJpnLH0KRiNIJu1UVb73IvPsMOhN4UK/lewbS09+7hviYez9VJcouOQxmUL30bl648gvHhUipD25VYYttElmQsVuNOH8MhuKFC2dS9u6pYRVQq6I/jgWq5JT0NLq1bgl/mfAbvzoMxZfVxXbzLi14wZx3KChYNOZH2Hu7cdUL79u8in9xElDNpcXPDKjxq0Q/1k5+jYIA56xhmrNMpVLcxPAvIM3oCwg7tw4nqbeH1oiNiB0I5i6pwERRJvIRz5yNSB/FiDGKeCYiPVyPNcD/DsnPbRJajxcO7IYhyLQ6XtEdvVE4o5PQEoffCjFyWrYaqZl9MG/8RPK3OYNFAL7TsOR8nouTFeuasQ1nBoiEHijm9GQecR2J4G15DQTmb9s5mrLjVCANbu8DY887MWSfLhAgc9D2BGt5eSD14xQ6Echa7au+jmzfwx7wf8cfNWF1d+xj/+Pjg0E0bFHUxfFbNXNm5bSLLSUKcWg042MM+/QjUKgnxamOX0jmjZts+GPLlFCze7oej6weg0JFvMGrO0TSXcZuzDmUFi4acJiYAy1Y+wcc/fILK3MtTTiaE4s+lF+AxsBNcjV3vY846FiBEHMS+kzXg7ZV6aRI7EMpxbGpg2HIfzGl8Hwv6foAPRy3G8auhCLZtgAZ1nOWVMik7t01kMdbI5+Cg22kLSJRb9JKeQ6olHPPlM2Ngmh9Vu8/AgrH1cHuvL84arDPMWYcyikVDTiLcw+65a4ABU9CrIisGyskEPNy5GP4VB6B7eaMVgxnrWIKA8AO+OFnDG17ljP0cdiCUM6hKNMOIhX/B7+QBbFvUH/lvBcKu40foUjXr+/zs3DaRZdjAtbwbioVH4EnaG20SIxEZXhLly5l7z5kDarVvB09NHOKM3rBjzjqUEfqiQenlJYaW8WUn2UB4jCM/z0ZAvXEY3aSw3BiDqCiObigH0hW4O1atgs+cD1DT3R3uuqnJZF88C12PofVqoseiK9Cas468uSwRwnFw3ynUbOuFsoq9DTsQylmijizGIj9PjJ/QC24Wrquzc9tEWeHQsDlaJFzD9TQv7NGG3ERQ3pZo0SADd3JqE2FXpw5qKL20zZx1yGw805ATCGE4PHMoZgZXQfWEQOzw8YHP1nVYNOkrrDj/0gk8opxBVQxdZvli56aN2LgxeVo5sikcS3TE5DVrMaVLWdiYs468uawQwg/A91QttPUqa/oIFTsQek2SkpKSJ3k+PW3wVkya6Id3F/6GUfUc5FbTTG1XktltE1mSsVhVleiEwf3isG/3DfnAkQbX9h6COPAzdCymb3iFEBmI7VuOITSlzlAHYfvGYLQc0Q1l5B2/OetQ1rBoeOOicXT6x+j13Z/wXTwc3bt1Qzdp6t4HY/YURIOG+eX1iHISexSvXBuenp4vpipFHaGyKQDXarXh7iodLTJnHWWmB0jSpUn7cNqjLdqk6xXYgdCboUGw/x/YdPgK4u6fxq6NvrgYkXJqS0BM2HUc3TADY2cGoM7Pf+Lnbm7piudobOxuhcoTj+u2lJbSdiXmbJvodTAVqwXQYvw8tL34IyYu3oi1P4/DjLs9sGDsu0gtcV/Og6Sw0/h9VDs0ad4LI8aMxNAxy/Dkg6n44p3UMZI561DWWKnVatHKygrSlDdv8vMQExIS9F9TSMvSM7cthdIyQzK6PlF2kOKQl+OZJ2JVD1ScWgwbL/yK9kbqAXPWSSZ1Ojuw+deJmLi7OEb8OhkDO7VBraLpRvvCQ6zt2xw7mu/H5oHlXjrToL2yCB+2Ho9zbp3R+Z0iSFTboUavMfisWQm+p8EMjP1sINzDP0dDYFXGHVUrFtWV1YY9CwpEsKMHPFwzMOQ3c9tkPuZANhOiEXTmPB7ZV0K92qXSFAzJ0udBbOhZBF6PQp7iVVC7VmmDj6Q3Zx3KmJTxuJQLLBqIFEhxyE4jBxMe48LRG8jj0RjVC79aCrADyTzGPuV2zAGi1PE4iwYiE6Q4ZKdBuRFjn3I75gBR6nhcygXe00BERERERIpYNBARERERkSIWDUREREREpIhFAxERERERKWLRQEREREREilg0EBERERGRIhYNRERERESkiEUDEREREREpYtFARERERESKWDQQEREREZEiK7VaLUqviJamvHnzys1ERERERESAKIqGi4aEhAT91xTSsvTMbUuhtMyQjK5PlB2kOJQShSi3YexTbsccIEodj0u5YPDypMwmCZOLiIiIiOi/h/c0EBERERGRIhYNRERERESkiEUDEREREREpYtFARERERESKWDQQEREREZEiFg1ERERERKSIRQMRERERESli0UBERERERIpYNBARERERkSIrtVotSq+Ilqa8efPqGzUazYvXRkvSfp/CUJsko+3GZHT9/wIh6jr8/S4i3KYM6jdtiHL55QX0xkhxyDedU27E2LcMTfRDPHqqQfrfpJWdE0q6OsNGnjcuFvfPB+Bs8HOUetcLdYqp5PY01NdxwPcJKnVsgrKmN0hmYg5kBzPiOQ2zxkXCY1w6dBzXtWXRuFVduNrJ7WQRKeNxKRdYNOQQ8VdX44sv1uCeSoOgEyfx1ONrbNz2A1oVlVegN0KKQ3Ya5ojG9ePByNewDkql6wMyP2jS4umjB4h+Ln/SKg8KFCuNwvbJs+Zul8V45jD2LUAIxare72DApjAkyU3JrFGw61Jc3DIQZYyOmQQ89l+GHxefRkGvT9G387uo5GwoW9QInNUJ3suqYe35X9E+n9xMWcYcsCRz4zmVWeOiSD/MGvUbnrbpi1aO/2Ddn8AnP3+FFi7KxQiZL2U8rs8FqWiIj48Xnz/X98z6SVc0iAkJCS8mrVb7ypSYmGhwEgTB4JSUlJShKVdJCBI3z10mno6UZhLFxwcnig0dnMUPV97TzdGblJwnZFyUeGXnz+LQVuVFx6pfin/Hyc0pEu+Kv39UXLSW9y2pk7VYsOty8a5CgCeGrBJ7lszz4jO21UeJe/Q5Ii00b7vqK6vEIV4txfbtGouVClqLRZtNFg+EJy8jZdLvk7Im4eoisf9H34q/7zwoHvPzE/300x5xatuSYseFN8UEeb1XPReDNg8XG9btJ665mj6pXvb8wmJxZOtaYl63EeLuGLmRLII5YCnmx/MLZo2LosR9X9QRveZdkXMpQby5qJNYf+Qe8Yl+niwhpX+V8J6GnMCmNDp/PggNCkkzKrg08kbzyo5wsLfVzRHlZCoUadAHvRu7QJB2K+lob+6CHwZj5c6D0A2aoBs06aY9mNq2BJq1fA8ljAa4GoF/3kSDlYflz/jh6LZJ8NLniJnb1d7CTt8E9N94ELv3HIW/z1eoELgQS3beh5C8GaJsFaP2wPClU9CvQ0s0bdIETaSpYjSCbtVFW+9yRs+yxZ75BUOG+6Px9LnoU9VBbjVAcxVrNsTAq5s7bOUmopzG7HhOy4xxkXB/B5avzo/WXpXkXLKBWzsvFF6/AjtCuZfPDiwacgQ72KW5Bk+IDEWk20gM7eAitxDlVAXg4uKEksVdDA6AMjtoEh7twX5ta/T3lj+jmxq6u7zoLMzaLotxesMK1W0MzwLyjJ6AsEP7cKJ6W3gZu/lAexNrp83AucbD8HkruUo2SIubG1bhUYt+qJ98ZTFRzmN2PKdnelwUd/oYDsENFdLkkqpYRVQq6I/jgWq5hSyJRUMOow07iWXfbIVtjw9Qi9de01vCytrwriRTgyZocGndEvwy5zN4dx6MKauP475GXiQzb7ssximHESJw0PcEanh7Gb1hWXPFBxt3xaOmazgWf/YRvDzd4eE9DEtORbx0hkx7ZzNW3GqEga1dkLvuAKS3ibnxrMTwuEiLh3dDEOVaHC/dvqByQiGnJwi9F6ZbgyyNRUOOIeBx4CbMnDgeM7fuxKI+HTB03S0GPf23mDFoki5NUtXsi2njP4Kn1RksGuiFlj3n40SUvNgQE9tlMU45gRBxEPtO1oC3l7GzbAIiAk4jALVQ16sbJi/fhP1+2zCyiC+Gdh+LTSmXXAih+HPpBXgM7ARXnjajHMvMeDZKaVyUhDi1GnCwh336kaxVEuLV8fIMWRKLhhxDhWL1PsI3v/vhnyO/oGvxW9iyeBPOpzvCSvQ2Mz1okjijZts+GPLlFCze7oej6weg0JFvMGrOUcTIa6RnfLssximnEBB+wBcna3jDq5yxkX4iIp48QVLV99DJyx36k2n5auCTicPQ8tE2/PH3Y91WBDzcuRj+FQege3lWDJSTmRPPSpTGRdbI5+CgSytB91PSSHoOqZZwzJePA9xs8OJ3mnyDtGGGlimtb0hG18/NCtcfgolDGsE6LAyPObqh/wxzBk3p5UfV7jOwYGw93N7ri7MGDx4pbZfFOOUQQjgO7julK4i9UNZo+FvD0dEReRzzwSHNiMemQn3Uc0/C0+goJAn3sGPVKvjM+QA13d3hrpuaTPbFs9D1GFqvJnosusKimHIIM+JZbjPl1XGRDVzLu6FYeASepK08EiMRGV4S5cul3gNHlsNCLEeyQ9mSJeFY0Q3l+ZIS+q8wa9BkiANqtW8HT00c4gwdljJzuyzG6U0Swg/A91QttPUqqzCYsUHp2p6oFHIDN/+Vm/RsYWfvggoVSsFGVQxdZvli56aN2LgxeVo5sikcS3TE5DVrMaVLWYWzeESvkxnxLLeY9uq4yKFhc7RIuIbrd1N36NqQmwjK2xItGvCFJdmBRUMOIQhpRkPaW9hz4AE6DegGd+796T/CvEGTEdpE2NWpgxryi93SMn+7LMbpTZHOhu3DaY+2aGP8bW569o16Y9A7Z7Bp81WknBDThgTgfN7e6N3KSTdnj+KVa8PT0/PFVKWoI1Q2BeBarTbcXTlYopzDdDwbZ2pcpCrRCYP7xWHf7hvy2TUNru09BHHgZ+hYTN9AFsaiIQfQXp6P90uURK12/TBq3Jf4rO+3ONt8Pmb3yMTgiugNSEpKSp7k+VeZP2gSIgOxfcsxhKYcPFIHYfvGYLQc0c3A23OVt8tinHIE4TEO7DsDj7ZtDMRwNDZ2t0LliceTB1U21TF4/iy47xqNEXPWYvPqWfhiWhA6/zIB7730xDCit4BZ8ZwuB3TMGxcVQIvx89D24o+YuHgj1v48DjPu9sCCse/CzLdBUAZZSW+ETnlFtL198mE8jUbz4rXRKdLPS8xtS6G0LL2MrPv20+DxtUBcCo2DqkApuHtUQwlGfI4gxSHvx1GiQbD/Dmz+dSIm7i6OEb9OxsBObVCraLqRkfAQa/s2x47m+7F5YDnFYlh7ZRE+bD0e59w6o/M7RZCotkONXmPwWbMSr35OYbtSp9Ox5Qw8rNsWLWoUhubBI9i1GoPvB9SDs7wOGcfYtyBd0XDh6A3k8WiM6oVfjf5nQYEIdvSAh2uaalbzGJfPXESYlStq1q+OYjw79toxByzIRDy/mgMZGBcJ0Qg6cx6P7CuhXu1SLBgsLGU8LuUCiwYiBVIcstOwABODpvRiQ88i8HoU8hSvgtq1SsPoBReK22UxnhWMfcrtmANEqeNxFg1EJkhxyE6DciPGPuV2zAGi1PG4lAu8p4GIiIiIiBSxaCAiIiIiIkUsGoiIiIiISBGLBiIiIiIiUsSigYiIiIiIFLFoICIiIiIiRSwaiIiIiIhIEYsGIiIiIiJSxKKBiIiIiIgUsWggIiIiIiJFVmq1Wkx5RbS9vb3+KxERERERkUQURcNFg0aj0X9NaU9hal5iqC2F0jJDMro+kaVJMSglClFuw9in3I45QJQ6FpdygZcnERERERGRIhYNRERERESkiEUDEREREREpYtFARERERESKWDQQEREREZEiFg1ERERERKSIRQMRERERESli0UBERERERIpYNBARERERkSIWDUREREREpIhFAxERERERKWLRkBOpr+OAjz/uauV5ohwvGtePn8V9QZ5NT3iMS3/7YOuef/BQI7eZxcR2ocXTRyEIDg5OnkLuITJeXvSKWNw/fxh//bkXZx8b3SBR9snMvt3kZ0zlCFEOktEciL2LgL3bsHmbLwJD1XJjehnpBygrWDTkOGoELhyOHuO34EqGBldEb0I0ru6aj2Gt66LeoA24bihmI/0wq+8X2PjQEYXU+/B1/+k4HG5qhGPGdnWEuxswrH4luLm56Sf3DnNx5pXOQsBj/98wotdwLDlvjarNW6NOMZW8jOh1ycy+Xekz5uUIUc6RsRzQBm/DqI4Dsea+A4rmvYNlfdpj3I5Q3R79Zeb1A2QJLBpyGM3F1Vj7dwTUotxAlKOpUKRBH/Ru7ALBYMxGY/+00ThY9xtM6euNVh+Ow6TGp/HVtP2IlNcwzNR2JboO6M+baLDyMPz8/PTT0W2T4FVIXqynwa0to/HB6DNoMHkxfuz3Hio528jLiF6fzOzblT9jTo4Q5RwZywE1ji3+Hj5ug/HDoPZo2WEIvu7phOXT/i9dQWBOP0CWwqIhJ9FcxZoNMfDq5g5buYkoZysAFxcnlCzuAkNDceH+DixfnR+tvSrJy23g1s4LhdevwI5QpbMNytuVCI/2YL+2Nfp7N0GTJslTQ3cX3VAqVeyZXzBkuD8aT5+LPlUd5Fai1ywz+3aTnzGdI0Q5RoZzIBahoSGIiX6KZ3JXYZPHGqJajfg0RYc5/QBZDouGHEOLmxtW4VGLfqifV24iektYWRvelcSdPoZDcEOFsqnDGlWxiqhU0B/HA41dn5rK2HZ1PRAurVuCX+Z8Bu/OgzFl9XHcT3+6W3sTa6fNwLnGw/B5Kx52ojclM/t28z9jPEeIcorM5EBB1K5TH4m75+PHrbeg0d7GTt+beG9wLzR6cfzHjH6ALIp7mxxCe2czVtxqhIGtXWAltxG93bR4eDcEUa7F4ZL2sI/KCYWcniD0XphujcxSQ1WzL6aN/wieVmewaKAXWvacjxNR8mIdzRUfbNwVj5qu4Vj82Ufw8nSHh/cwLDkV8co1sUTZJTP7dvYH9F+SuXi2g+fgqZjU7AlWDOmBT4fPxMUWy7Di89qwl9cwpx8gy7IWRcteDGnp7eUKQij+XHoBHgM7wZXn1Og/IwlxajXgYA/79IcnrJIQr87KnWrOqNm2D4Z8OQWLt/vh6PoBKHTkG4yacxQx+uUCIgJOIwC1UNerGyYv34T9ftswsogvhnYfi02Kl0YRWUhm9u3sD+i/JCvx7NwEo38ag7b5b2HjGn9EaJPkBSlM9QNkaTzT8MYJeLhzMfwrDkD38uwh6L/EGvkcHHQhLiBRbtFLeg6plnDMl89CO6D8qNp9BhaMrYfbe31xVl+LJCLiyRMkVX0PnbzcUUBqylcDn0wchpaPtuGPvx/zbANls8zs29kf0H9J1uJZc30tRn3/AAMPHcLSrlbY8UUP9P81ALHy8pcZ6gfI0lg0vGnCPexYtQo+cz5ATXd3uOumJpN98Sx0PYbWq4kei65k4RIOojfJBq7l3VAsPAJP0o7QEyMRGV4S5ctZ8mY1B9Rq3w6emjjE6X+WNRwdHZHHMR8c0uzlbCrURz33JDyNjkL6Y1ZEFpWZfTv7A/ovyUo8C8FY993XCGrSHx0q18XgJRswqyOw96c52Gr0THH6foAsjUXDm6Yqhi6zfLFz00Zs3Jg8rRzZFI4lOmLymrWY0qUsn4xBby2Hhs3RIuEarqd5k4825CaC8rZEiwb55BYL0SbCrk4d1NBf8GqD0rU9USnkBm7+q18qs4WdvQsqVCjFvKLslZl9O/sD+i/JSjzHX0TAiWcoXcYNdtJ8/joYPP5T1I67iVuhCfpVDHqpHyBLY9HwxtmjeOXa8PT0fDFVKeoIlU0BuFarDXdXCw+siLJBUlJS8iTPp1CV6ITB/eKwb/cN+YiSBtf2HoI48DN0LKZvUGRsu0JkILZvOYbQlFpEHYTtG4PRckQ3lJFPX9g36o1B75zBps1XdT81mTYkAOfz9kbvVk5yC1F2ycy+PeOfMZYjRG9eFsY3dlVQo7Ydgm5eRcqVRta2trArXhu1KiY/tNWcfoAsi0UDEWWBBsH+f2DT4SuIu38auzb64mJE2vPCBdBi/Dy0vfgjJi7eiLU/j8OMuz2wYOy7UH5rgvJ2k8JO4/dR7dCkeS+MGDMSQ8csw5MPpuKLd/LLa+jYVMfg+bPgvms0RsxZi82rZ+GLaUHo/MsEvKe/yYEoJ4jGxu5WqDzx+Ivi1jymco/obWEgB2zc0W/adNQ4OAHDZ63FlvW/YNz0s2g86xt0LZ5cEZjVD5BFWcXFxYnW8nOe7e2Tz+doNMl/Niurlx+OZWo+RUbbjcno+kSWJsUgnwhmAUI0gs6cxyP7SqhXu5SJgsE8saFnEXg9CnmKV0HtWqVh9JiV5jEun7mIMCtX1KxfHcX057rJFMY+5XbMAaLUsbiUCywaiBRIMchOg3Ijxj7ldswBotSxuJQLvDyJiIiIiIgUsWggIiIiIiJFLBqIiIiIiEgRiwYiIiIiIlLEooGIiIiIiBSxaCAiIiIiIkUsGoiIiIiISBGLBiIiIiIiUsSigYiIiIiIFLFoICIiIiIiRSwaiIiIiIhIkVVcXJxobZ1cO9jb2+u/EhERERERSURRNFw0aDQa/VeJlZWV/F0yU/MSQ20plJall5F1ibKDFINSohDlNox9yu2YA0SpY3EpF3h5EhERERERKWLRQEREREREilg0EBERERGRIhYNRERERESkiEUDEREREREpYtFARERERESKWDQQEREREZEiFg1ERERERKSIRQMRERERESli0UBERERERIqs4uLiRGvr5NrB3t5e/1Wj0ei/SlJeH53C1LzEUFsKpWXpZWTd/wYtnj56gOjn8mvrrfKgQLHSKJz8Z6E3QIpB6dXpRLkNY99StIi46o8TlyORp6QnGjeuACd5iTIz+gN1KAKOnUGwxgWe7zVDJfM2TGZiDliOEHUd/n4XEW5TBvWbNkS5/PICk8wZF3HslJ1SxuJSLvBMQw4i3N2AYfUrwc3NTT+5d5iLM/HyQqK3irQTD0FwcHDyFHIPkaZiWRoA+W7Dlh3HEPRUbnuFqe1KA7TD2LFlG3Yfvw2jmyF6LaLgP+dDNKzfHr0+7YFOzeqgae+lOBsjL1Zgqj/Q3tmGcf1/xJHYgnCKO4QJ3T7B8vOx8lKinCP+6mp83vNzzFr6K77u1RgNOnyLgxHyQhPMGRdx7PT68ExDjqHG6fnTcLJqO9RzTG7JU6Qy6ru7QJU8S2+AFIM80pRxwt3V6NN4IDY+SNTP21Yfhe3H5qNdIf3sK6QB0KRJ++Hy4f/gkXAcS1feQdu5izGodj55jWTK25UGaJ+i73f7EYYEPH+eD9V6zsLq34agjtlHtSgFYz/rNOfmYcjCPOj7TX80KxKOAwu/wNDv/VB55jHsHF0DNvJ6rzLRH2jv4PdPPkLgR75Y1FkKfgH31vVFq9W1sXnXWHjaSStRVjEHLEB7C1sWHEa5foPQoJCA8EOT0bnjEpRacBGb+pcyMb4xZ1zEsVN2SxmLS7nAoiGHEB5tw/R1hTFqXAsUkNvozZNikJ1GRmVwJ272AEh5u5kfoJEhjP2sEvBw3w5crdMVrYvKTdrr+KVjA3xXeDHurO8NIzW0yf5AG/QrOtb3xfv/7MSICnJWRW7GJ9Wnw3XTKcxozusyLIE5YAka3ZjSDnYp+/H4o5j4bm88HP8PVvd0kRsNM2dcxLFT9ksZi0u5wMuTcgQNLq1bgl/mfAbvzoMxZfVx3E+t24jeKsKjPdivbY3+3k3QpEny1FDhqI82ZBc27y0C9xoF5RYVSrfriIaX1mLzydRzzMrbFRAZXg69Z4xEi/L5oMrvBu+xMzGqRSJOBZyHGVeDEFmYCq7eaQoGiU0plCvnjCLOTrCVm15luj/Q3runa4vHc3WS3KLjUAblS9/GpSuPdNlAlFOkKRh0hMhQRLqNxNAOygWDeeMijp1eNxYNOYIaqpp9MW38R/C0OoNFA73Qsud8nIiSFxO9NTK+EzdvAGRqu5kdoBG9Rtp7uHPXCe3bv4uXL7xLy3R/oCpcBEUSL+Hc+YjUAkGMQcwzAfHxaqTJJKIcQxt2Esu+2QrbHh+glslLRs0ZF3Hs9NpJlyep1WoxPj5eOgennzQazYspISHhpUmr1b40JSYmvjIJgmB0SkpKMnvKnZ6JVzePEN9xdhTrTTyim6M3ScoHyogo8eLeNeKSOd+KQzt7iEXzOIiVuvwsHo+UFxvw/PwM8b08hcWeax6IiXKbGLdP/KJyXrHF7Etigr4h49sVE66K89rWEkfsVlqJjGHsW94zv+/E9j1XiDeSg9oMRvqDhEvir+8XFm1rDxU334jRJVGYGLh2iOiB/GL31Y/llSirmAOWkiiGBWwUp/ZrIpZ10I0zbSuLn6wNkvft5jBnXMSxU3ZJqQ3037NoyInixDPT3hOda08Qj6jlJnoj2GlkhZk78QwPgMzbbsYHaJQWY9/Cnp0R5/T7XFwflNGANNwfJD48Kv76eUexScNWYrch34q/TGwnFrBtJc65xIC3FOaA5T0584vYtYy1mLfRVPHMc7nRLOaMizh2yg4ptYGElyflSA6o1b4dPDVxiOPFqfTWyo+q3Wdgwdh6uL3XF2eNPQLPpgaGLffBnMb3saDvB/hw1GIcvxqKYNsGaFDHWV4pLTO2GxOAZSuf4OMfPkFl3gFNb5pwD7vnrgEGTEGvihkNSMP9gapEM4xY+Bf8Th7AtkX9kf9WIOw6foQuVRnwlHMVrj8EE4c0gnVYGB5r5UazmDMu4tgpu7FoyKm0ibCrUwc1+BAMequZtxPP+ABIYbtZGqARWZjwGEd+no2AeuMwuklhuTEGUVEZeJC8if4g6shiLPLzxPgJveBm7IkDRDmCHcqWLAnHim4on9FHA5szLuLYKVuxaMgBhMhAbN9yDKEpVbc6CNs3BqPliG4oww6A3nYZ3ImbPQAytF1LDNCILEUIw+GZQzEzuAqqJwRih48PfLauw6JJX2HF+eR3jaSX0f5AG7wVkyb64d2Fv2FUPQe5lSjnEIQ0R3a0t7DnwAN0GtAN7grHdMzJA46dXj/9exqkZ7BKE9/T8GZoryzCh63H45xbZ3R+pwgS1Xao0WsMPmtWwuhjKun1kGIw+ZI+Moe0E995UI06XZqhjNQh6Hbim7+ZiXs9fsbYd0y/YU0aAI3QrWv71TrM7eb24t0KZm1XP0AbhlkPWqF/Kzl3BDUenTuBuNYzMb4l3/CWEYz9rIrG0akf4qMfDiEsXX1g6zEB+078hOb6MX40NnYvhO8q+OPST41hbVZ/ICAmLAhnD22Hz7EoVO/zJQY0Lsb+wsKYA1mnvTwfHVvOwMO6bdGiRmFoHjyCXasx+H5APaRefPpyDkgnIMwZF3Hs9HqkjMWlXGDRkEPEhp5F4PUo5CleBbVrlVZ4HB+9TlIMstMwX+Z24qYHQKa3a+4AjczF2H99ngUFItjRAx6uyWWyyf5AuId/jobAqow7qlYsCl6JkT2YA5agweNrgbgUGgdVgVJw96iGEgb2xelzQGLOuIhjp+yXMhZn0UBkghSD7DQyJsM7cTMHQOwcXi/GPuV2zAGi1LE4iwYiE6QYZKdBuRFjn3I75gBR6lhcygXeCE1ERERERIpYNBARERERkSIWDUREREREpIhFAxERERERKWLRQEREREREilg0EBERERGRIhYNRERERESkiEUDEREREREpYtFARERERESKXhQNxt56mL7d1LzE2LYyylLbISIiIiKizLOKi4sTU14R7eDgoP9KREREREQkkQ7kGywaNBqN/muKlOUpTM1LDLVJjLUbk9H1iSxJij+e8aLciLFPuR1zgCh1HC7lAu9pICIiIiIiRSwaiIiIiIhIEYsGIiIiIiJSxKKBiIiIiIgUsWggIiIiIiJFLBqIiIiIiEgRiwYiIiIiIlLEooGIiIiIiBSxaCAiIiIiIkUsGoiIiIiISBGLhhwpFvfPH8Zff+7F2ceC3EZERG+vaFw/fhb3zd2lx95FwN5t2LzNF4GharkxHeExLv3tg617/sFDjdxGlONoEXH1MHZs2Ybdx2/jqdxqFnUoAny3YcuOYwgy+UGOnbIbi4YcRcBj/98wotdwLDlvjarNW6NOMZW8jOgtpL6OAz7+uKuV501SHlgJUddxdMcW3SDpFEJi5MaXZKFzIsoW0bi6az6Gta6LeoM24LoZg3tt8DaM6jgQa+47oGjeO1jWpz3G7QjV9RBpRPphVt8vsPGhIwqp9+Hr/tNxOJwDJcppouA/50M0rN8evT7tgU7N6qBp76U4a3D//TLtnW0Y1/9HHIktCKe4Q5jQ7RMsPx8rL02LY6fXJi4uTlSr1fpJN6ufNBrNS1NCQsJLk1arfWlKTEx8ZRIEweCUlJSUoSn3eC4GbR4uNqzbT1xzNU5uozdNygfKrDgxYGYrsVCFEeLuGLnJqCjxys6fxaGtyouOVb8U/zaQAuorq8QhXi3F9u0ai5UKWotFm00WD4TLC/UiRb/ZnUQ3h7yig4O1aG1dQKzx8RLxn2fyYsoQxr6l/Cs+fvxEPP7tO2Jed8Ox/bI48cDY6mKp/lt0WSFJFEN+6ywWrP+deEKtb9CJEvd9UUf0mndFTNDPJ4g3F3US64/cIz7Rz5MlMAey7vnZuWLf/r+Ih+7EiInPbou+0zuJ5W2dRe+fL8mxa0TCbfH/PqovDtseKTckiqFrPxYrtZ4tnn0uN+lx7JTdUmoDCc805BCxZ37BkOH+aDx9LvpUdZBbid5emoursfbvCOgPR5ikQpEGfdC7sQsEQ+trb2GnbwL6bzyI3XuOwt/nK1QIXIglO++/OPqqObcKK661worLEXgWFoQ9PzZH3NaJmLTyMsw+0UFkcQXg4uKEksVdYCO3KItFaGgIYqKf4pkc3DZ5rCGq1YiXc0O4vwPLV+dHa69K8jZt4NbOC4XXr8COUJ5toJxCQGR4OfSeMRItyueDKr8bvMfOxKgWiTgVcB5KJxu0IbuweW8RuNcoKLeoULpdRzS8tBabT8bLbRw7vW4sGnIC7U2snTYD5xoPw+etCsmNRG8xzVWs2RADr27usJWblJkYWNmURufPB6GBPj1UcGnkjeaVHeFgb6ubk2S+cyJ6Haysze1uC6J2nfpI3D0fP269BY32tq5gvon3BvdCI3lMFHf6GA7BDRXKpmaLqlhFVCroj+OBRu5/IHrtVHD17orWReVZiU0plCvnjCLOTop9g/bePdzXxOO5Oklu0XEog/Klb+PSlUfJB4s4dnrtDO7Fks9GZI/s3PbbSnPFBxt3xaOmazgWf/YRvDzd4eE9DEtORbw4ikr09tDi5oZVeNSiH+rnlZvMZHxgZQc7O/lbHSEyFJFuIzG0g4vckvnOiShnsYPn4KmY1OwJVgzpgU+Hz8TFFsuw4vPasNcv1+Lh3RBEuRaHS9rLtlVOKOT0BKH3wnhmjXIu7T3cueuE9u3fRT65yRBV4SIokngJ586nGQeJMYh5JiA+Xg2plODY6fXjmYY3TkBEwGkEoBbqenXD5OWbsN9vG0YW8cXQ7mOxiaea6S2jvbMZK241wsDWLrCS2yxJG3YSy77ZCtseH6BWfrnREDM7J6Icx7kJRv80Bm3z38LGNf6I0KY52qobLsWp1YCDPezT9+BWSYhXp166QZTTxJzejAPOIzG8jfKZAbtq76ObN/DHvB/xx81YXYXwGP/4+ODQTRsUdZHOSHPs9CawaHjjEhHx5AmSqr6HTl7uKCA15auBTyYOQ8tH2/DH349ZMdPbQwjFn0svwGNgJ7ha/OEVAh4HbsLMieMxc+tOLOrTAUPX3TJ6VNXczokop9FcX4tR3z/AwEOHsLSrFXZ80QP9fw1A8nNjrJHPwUGXDoKu90gj6TmkWsIxXz527JQzxQRg2con+PiHT1DZ1A0+NjUwbLkP5jS+jwV9P8CHoxbj+NVQBNs2QIM6zroVOHZ6E7hveeOs4ejoiDyO+eCQ5q9hU6E+6rkn4Wl0lP40HFHOJ+DhzsXwrzgA3ctnx+PuVChW7yN887sf/jnyC7oWv4UtizfhvKFHWGakcyLKSYRgrPvuawQ16Y8Oleti8JINmNUR2PvTHGzVHz21gWt5NxQLj8CTtKOixEhEhpdE+XIu8n0+RDmIcA+7564BBkxBr4rm7ZRVJZphxMK/4HfyALYt6o/8twJh1/EjdKkqfZ5jpzeBRcMbZ4PStT1RKeQGbv4rN+nZws7eBRUqlDJ8YyhRTqPrFHasWgWfOR+gprs73HVTk8m+eBa6HkPr1USPRVcsdq114fpDMHFII1iHheFx+o1monMiyjHiLyLgxDOULuMG/W08+etg8PhPUTvuJm6FJuhXcWjYHC0SruF6mhegaENuIihvS7RowIvxKIcRHuPIz7MRUG8cRjcpLDfGICrK/Evpoo4sxiI/T4yf0Atu+qqYY6c3gUVDDmDfqDcGvXMGmzZfRcpBU21IAM7n7Y3erZzkFqIcTlUMXWb5Yuemjdi4MXlaObIpHEt0xOQ1azGlS1kL7sTtULZkSThWdEP5NDdIW6JzIsoOSUlJyZM8b5RdFdSobYegm1eRErXWtrqBUPHaqFUx+ZZ+VYlOGNwvDvt235ALcQ2u7T0EceBn6FhM30CUMwhhODxzKGYGV0H1hEDs8PGBz9Z1WDTpK6w4/9IFdkZpg7di0kQ/vLvwN4yql/pYVY6dXj8r6eVuVlbJtys6SNdJ6jx//hwpbZK030tMzUsMtaVQWpZeRtZ9m2nv/ImJQ3/DszZ90KroI/j9fQ+eX07HAE+lOz0pu0nxxyd+ZV7Eqh6oOLUYNl74Fe1NHgAVEPJbF9SYXxE+5+bBK90jtwVBgEolX3ihvYXV/fvBr8N6LO1RNvlyDH3nNAyzHrRC/1Yl5DY1Hp07gbjWMzG+JXMpIxj7lqJBsP8ObP51IibuLo4Rv07GwE5tUKtoykVE0djYvRC+q+CPSz811p9diL24EqM/Xwux4wB4l4yC/9bDsOszF9O7VUgtvKOOY97oBXjYsDM8NCex95YHxs8cgNo80WAxzIGsisbRqR/iox8OISxdfWDrMQH7TvyE5vr9/Ks5IPUHMWFBOHtoO3yORaF6ny8xoHGxVy6949gp+6WMw6VcYNGQk2ge4/KZiwizckXN+tVRLO0RVHojpPhjp5F55hcNygMr7eX56NhyBh7WbYsWNQpD8+AR7FqNwfcD6kG6Jc78zonMxdh/fZ4FBSLY0QMermnOxcWH4erZK7ifkB9uHp6oWMjAeTohGkFnzuORfSXUq10KDHHLYg68Pq/kgHAP/xwNgVUZd1StWFR+3LARHDtlq5RxOIsGIhOk+GOnkRNo8PhaIC6FxkFVoBTcPaqhBEdI2YqxT7kdc4AodRzOooHIBCn+2GlQbsTYp9yOOUCUOg6XcoE3QhMRERERkSIWDUREREREpIhFAxERERERKWLRQEREREREilg0EBERERGRIhYNRERERESkiEUDEREREREpYtFARERERESKrM15cYmpdfjyEyIiIiKi/y6eaSAiIiIiIkVWsbGxorV1cu3g4OCg/0pERERERCSRrioyWDQ8f/4cVlZW+u9TpJ1Pv0yitH56SsvSy8i6RJYmxR8vv6PciLFPuR1zgCh1HC7lAi9PIiIiIiIiRSwaiIiIiIhIEYsGIiIiIiJSxKKBiIiIiIgUsWggIiIiIiJFLBqIiIiIiEgRiwYiIiIiIlLEooGIiIiIiBSxaCAiIiIiIkUsGoiIiIiISBGLBiIiIiIiUmQVGxsrWlsn1w4ODg76r8+fP4eVlZX++xRp59Mvkyitn57SsvQysu7bTBP9EI+eaiDK8yms7JxQ0tUZNvI8vV5S/Ili+r8KKdMi4qo/TlyORJ6SnmjcuAKc5CXmicX98wE4G/wcpd71Qp1iKrkdEKKuw9/vIsJtyqB+04Yol19e8EJWfzalYOxbWjSuHw9GvoZ1UCo1pE0w8zPq6zjg+wSVOjZBWXYWFsMcsJTM7pfN/JzwGJcOHcd1bVk0blUXrnZyO1lEyjhcnwtS0aBWq/WT1CZNuqJB1Gg0L00JCQkvJq1W+8qUmJj40iQIgtEpKSnJ7ClXSLwr/v5RcVFXur34GyRP1mLBrsvFu4nyevTaSX8HyohI0W92J9HNIa/o4GAtWlsXEGt8vET855m8WFGiGOa3WBzes6/49e9HxJtRCXJ7MvWVVeIQr5Zi+3aNxUoFrcWizSaLB8LlhXpZ+dmUHmPfUqLEKzt/Foe2Ki86Vv1S/DtOblaUkc/EiQEzW4mFKowQd8fITWQRzAFLyOx+2czPPTkmzvy4pzhxla94YOs0sV+vaeKhxxw0WVLKmFTCy5NyAO3NXfDDYKzceRDH/Pzgp5/2YGrbEmjW8j2UMPuoFNGbpTm3CiuutcKKyxF4FhaEPT82R9zWiZi08jK08jqGaXBry2h8MPoMGkxejB/7vYdKzmkOmWpvYadvAvpvPIjde47C3+crVAhciCU770OQV8n8zybKTioUadAHvRu7QJC6XrOY/xnNxdVY+3cE9If9iHKYzO6XzftcNPZPG42Ddb/BlL7eaPXhOExqfBpfTduPSHkNsiyjRUNycWGY0rIU5qxjDkttJyeLUXtg+NIp6NehJZo2aYIm0lQxGkG36qKtdzlemkRvCQGR4eXQe8ZItCifD6r8bvAeOxOjWiTiVMB5xMhrGRJ75hcMGe6PxtPnok/V5MskX2JTGp0/H4QGhaQZFVwaeaN5ZUc42Nvq5iSZ/9lE2asAXFycULK4Swb25WZ+RnMVazbEwKubO2zlJqKcI7P7ZfM+J9zfgeWr86O1VyU5T2zg1s4LhdevwI7QlMNJZEk805ADFKrbGJ4F5Bk9AWGH9uFE9bbw4gWq9NZQwdW7K1oXlWclNqVQrpwzijg7GR/UaG9i7bQZONd4GD5vpa8KDLCDXZrrVIXIUES6jcTQDi5ySyZ/NtFrYiXfO5gRyp/R4uaGVXjUoh/q55WbiHKUzO6Xzftc3OljOAQ3VEgzTlIVq4hKBf1xPFAtt5AlsWjIiYQIHPQ9gRreXrypjd5u2nu4c9cJ7du/i3xyU3qaKz7YuCseNV3Dsfizj+Dl6Q4P72FYcipCVz6/Sht2Esu+2QrbHh+g1is3Qqdhxs8meltp72zGiluNMLC1C3LH40LoPyGz++VXPqfFw7shiHItDpe0l3CrnFDI6QlC74XxstRswKIhBxIiDmLfyRrw9uKlSfR2izm9GQecR2J4G2NnEAREBJxGAGqhrlc3TF6+Cfv9tmFkEV8M7T4Wm146xSzgceAmzJw4HjO37sSiPh0wdN0tox2D6Z9N9JYSQvHn0gvwGNgJrrznjd4imd0vv/q5JMSp1YCDPezTj2StkhCvjpdnyJJYNOQ4AsIP+OJkDW94lWNvQG+xmAAsW/kEH//wCSobrX4TEfHkCZKqvodOXu7QX6WXrwY+mTgMLR9twx9/P05ztkGFYvU+wje/++GfI7+ga/Fb2LJ4E85r5MVpmfWzid5GAh7uXAz/igPQvTz7CHqLZHa/bPBz1sgnvSZAEHS9SBpJzyHVEo758nGAmw34O81phHAc3HcKNdt6oSz7A3pbCfewe+4aYMAU9Kqo1DtYw9HREXkc88Ehzd7IpkJ91HNPwtPoKCTJbWkVrj8EE4c0gnVYGB6nP9Vg9s8megvp4nvHqlXwmfMBarq7w103NZnsi2eh6zG0Xk30WHSFl2VQzpPZ/bLRz9nAtbwbioVH4EnaE9KJkYgML4ny5VzAIZTlsWjIYYTwA/A9VQttvcoy4OntJDzGkZ9nI6DeOIxuUlhujEFUlKHTxTYoXdsTlUJu4Oa/cpOeLezsXVChQikjl+jZoWzJknCs6IbyaV/kk6GfTfQWUhVDl1m+2LlpIzZuTJ5WjmwKxxIdMXnNWkzpUpaXtVLOktn9sonPOTRsjhYJ13D9bmqZrA25iaC8LdGiAe9kyw4sGnIU6dKkfTjt0RZtyrBkoLeQEIbDM4diZnAVVE8IxA4fH/hsXYdFk77CivMvnUR+wb5Rbwx65ww2bb6KlCuNtCEBOJ+3N3q3Sn3/pyCkOZykvYU9Bx6g04BucE8ZIWXiZxO9LklJScmTPG8Ow5+xR/HKteHp6fliqlLUESqbAnCtVhvurhwsUQ6S2f2yGZ9TleiEwf3isG/3DfnsmgbX9h6COPAzdCymbyBLM/ZG6PRvhU77RmhDb4VO/0ZopbdCS296zsiUayQ+ENd8XEnstjxY5PsMcwYpH8hcUeKRH1qKxfOkfat58mTrMUE8rPBW24TbPuKXXm3EQbPXiJtWzRQ//3i4uOJs6qs/Ey79LHoXLSbWbNtXHDl2jDikZ09x5IoA3U9MkfmfTYZJvzuyhOfiHb/N4k//cxPh8K44YsVe8UJ42j18lLjhfxArTfDXrZnC1GdeFv57d7GAG98IbWnMgawyd7+cPgcysD+P9Bfn9ukhfrlog7hm3gix57AV4jnmgUWl/O4lVlLRYC0/C9pBuqlER1cw6L9aWaU+yC3t9xJT8xJDbRJj7cZkdP23lvAYF47eQB6PxqhemGcacgIp9pJzhrKd5jEun7mIMCtX1KxfHcXSXnYEDR5fC8Sl0DioCpSCu0c1lDDwDjiyHMb+6/MsKBDBjh7wcE05bUY5AXPg9clSDgjRCDpzHo/sK6Fe7VJg12BZKWNwKRdYNBApkGKPnQblRox9yu2YA0SpY3ApF3hPAxERERERKWLRQEREREREilg0EBERERGRIhYNRERERESkiEUDEREREREpYtFARERERESKWDQQEREREZEifdFgznOI+axiIiIiIqLciWcaiIiIiIhIEYsGIiIiIiJSZBUbGytKr4iWJgcHB7mZiIiIiIgo+TYFg0XD8+fP9V+ltrTSzistS2GoTWKs3ZiMrk9kKVLs8X4eyo0Y+5TbMQeIUsfgUi7w8iQiIiIiIlLEooGIiIiIiBSxaCAiIiIiIkUsGoiIiIiISBGLBiIiIiIiUsSigYiIiIiIFLFoICIiIiIiRSwaiIiIiIhIEYsGIiIiIiJSxKLhddFex7mL0fLMmxKNS2evQi3PERERERGZg0XD6/LsDGZ+PBE7wgS5IasEPDy6B/7hGdmeCpent0DHhRcQL7cQEREREZnCosEITfRDhAQHIzjdFPIwGlp5nYyIvxGEh+VroEphldxiigbXzpxFpPStNhgHff/BM317ChWsr/6KD77ahadyi2k2cCuTiICbMfI8ERFlPy2ePgpJ7UtC7iHS1JGb2LsI2LsNm7f5IjDU0PlhLSKuHsaOLduw+/jtDPQDRK+D6ZgXoq7j6I4t2LrnFELMHZaYzIsU0bh+/CzuW+o4LemxaDBECMXGYXVRwc0Nbi9NFVF7xB94pBCE8df2YMuR0HSFhRbBp0JQe1AvuNvITSZpcW9NPwxYGQLBpgzK3P0dP+y4j9QfLSA+QYUm7zaAk9ximi2KFK6IRjVrwF5uIbIM5R10pjqHFOrrOODjj7tGq3UTnYPwGJf+9tH97H/wUCO3Eb1Gwt0NGFa/0ou+xL3DXJxRKBq0wdswquNArLnvgKJ572BZn/YYtyM0zf4/Cv5zPkTD+u3R69Me6NSsDpr2XoqzPB5EOYSpmI+/uhqf9/wcs5b+iq97NUaDDt/iYIS80AjTeSGJxtVd8zGsdV3UG7QB17nPtygWDQZob+6CHwZj5c6DOObnBz/9tAdT25ZAs5bvoYTCyQL7qo1Q8vQE9JmyC3dSEiT+H/x5ozr6ehWSGwDNXV/8Ov8vBBsdCNmgUJFyKOVaBCrd/yp92AqRk4fj/26kfCABD8Lyw6NW6jbNYp0PDg78s5OlmN5BZ6ZzSKVG4MLh6DF+C668sm0zOodIP8zq+wU2PnREIfU+fN1/Og5n6JI+oqzSxfCfN9Fg5WG5L/HD0W2TkKY7SEeNY4u/h4/bYPwwqD1adhiCr3s6Yfm0/3sx6NKcW4UV11phxeUIPAsLwp4fmyNu60RMWnk53QErojfBRMxrb2GnbwL6bzyI3XuOwt/nK1QIXIglO9MeGE3PdF4kU6FIgz7o3dgFgig3kcVkevQoii//NdLPK8nIupKMrp9VMWoPDF86Bf06tETTJk3QRJoqRiPoVl209S6nG84rcUbjMd+i1ZV12HVfq0sAAQ93LMPheA32/TgeX375Jb4cMwpD+w3ANN+beKhwZMg6T3EULyb/tMJt0d8rGLv89Rcs6WgQGpYXFSrZyfPmUiGPuVdIEZlkYgedqc4hlebiaqz9OwJqg7sAU51DNPZPG42Ddb/BlL7eaPXhOExqfBpfTduffNkf0WsgPNqD/drW6O8t9yW6qaG7iy56jYlFaGgIYqKf4pmcJDZ5rCGq1YjXx7mAyPBy6D1jJFqUzwdVfjd4j52JUS0ScSrgPHiygd40kzFvUxqdPx+EBvoiQgWXRt5oXtkRDva2WciLFAXg4uKEksVdTIzVKDN4yNmAQnUbw7OAPKMnIOzQPpyo3hZeZc0IQxt3DFq5DD2fbsFm/5NYc9gF/fs1QtMekzF37lzM/elT1K45BBvXjEVjhRMFYpI1VKqUP5E9Gn62Bj92KZ48qw1BsFU5VHFMnjWfFayEf3Hn3FHsXLsQU0d+BO8u38GXF/5RppjYQWeqc5BprmLNhhh4dXOHrdz0MuWfLdzfgeWr86O1VyV5uQ3c2nmh8PoV2BHKeKfXQYNL65bglzmfwbvzYExZfRz3TV4uURC169RH4u75+HHrLWi0t3WF9028N7gXGjlIy1Vw9e6K1kX1KyezKYVy5ZxRxNnJSK4QvS7mxLwd7NIc7xQiQxHpNhJDO7jILYaYyouXWVlzeJsd+Fs1hxCBg74nUMPbC+bUDHoO/+JYQBKK3z6MfAO/QQ/3EPwyYgH+0SVPlN8/cPp0LFoq5YdOYpLuD5TmL2RT0QM1U4qMpxdwx64Gqmb0RIP4BFtnf4mfVu3H5Wh7VPH6DD/OGIomStdcEZlgfAedmc5BosXNDavwqEU/1M8rNxlh7GfHnT6GQ3BDhTRJqypWEZUK+uN4IB88TK+DGqqafTFt/EfwtDqDRQO90LLnfJyIkhcbZAfPwVMxqdkTrBjSA58On4mLLZZhxee1jd+Lpr2HO3ed0L79u8gnNxG9GRmLeW3YSSz7Zitse3yAWvnlRoMykRdkcSwazCBEHMS+kzXg7WXq0qRU6tN/4k6RkvjX6QMMqJ8PCXdC8bxmbVTRDaAKtR6ATzwNlMbpSGfcVHmSv5fEh4bgvnzB6lO/00jybIiMn2hwRrevVmD5L9MwceQAdO/QHPWrFEc+1gyUzczvHHTr3tmMFbcaYWBrF1jJbRmjxcO7IYhyLQ6XtLGtckIhpycIvRfGa7/pNXBGzbZ9MOTLKVi83Q9H1w9AoSPfYNSco8qXETk3weifxqBt/lvYuMYfEdokeYFhMac344DzSAxvo3Dqmui1MDfmBTwO3ISZE8dj5tadWNSnA4auu6W8X85gXpDlsWgwSUD4AV+crOENr3JmjqyFYGzZqUajDi3RpXNNXRWsxe1T1/H43zu4ZfLUdKqkROkoavL30adXYtb220i+WikKh/5+Bs8WJUxf4vGKJAjMM3qtMtg5CKH4c+kFeAzsBNdMF7NJiFOrAQd72Kffy1klIV6t8OgaomyRH1W7z8CCsfVwe68vziqEoOb6Woz6/gEGHjqEpV2tsOOLHuj/awBi5eUviQnAspVP8PEPn6CyuUe1iF4LpZhXoVi9j/DN737458gv6Fr8FrYs3oTzCmOkDOUFZQsWDaYI4Ti475SucvZCWcUBjIBH165Bendb9OEVOFWiE95JOZmgOY+/gurglyHW2PdX+seDGZOEJFGXVtZJCDs0E5N2OKPv5630T24Sgv/AppNaqJ5l4pY3UUASL+em1yojnYOAhzsXw7/iAHQvn+mKQcca+Rx0CSgI0NXeqZKeQ6olHPPl486P3gAH1GrfDp6aOMQZ2w8LwVj33dcIatIfHSrXxeAlGzCrI7D3pznYmv5eHOEeds9dAwyYgl4VWTFQTmQ65gvXH4KJQxrBOiwMj40dTcpIXlC2Yb9pghB+AL6naqGtV1kTR/VVKGJ9Hr9+MQ7jfn6Ixl2ryJcyCbj/11b826of3nmnKypfX4e/zXzcpJiUhMjDEzFkbWGM+K4r9Cc6hLv44+fjeGfpd3BeMwzjtwUhAycvdHSDKOYXvSEmOwfdIGjHqlXwmfMBarq7w103NZnsi2eh6zG0Xk30WHTFzMuKbOBa3g3FwiPwJG28J0YiMrwkypdTenoNUTbSJsKuTh3UMHYhdvxFBJx4htJl3KC/HSh/HQwe/ylqx93ErdAE/Sp6wmMc+Xk2AuqNw+gmheXGGERF8Swa5TCmYl4X6WVLloRjRTeUN3afprl5QdmKRYMi6dKkfTjt0RZtypgeYthU6Y5R71sh0r07OpRKXl+49xcWHq+CT7u4QqUqjvad8mL7wkNQvA9OousQrl9ajlmbi2L8vIGops+SCByZNwMXWnyP0e9UQ6+pI1Hw17boPNs/A4+QFCDoihGiN8NE56Aqhi6zfLFz00Zs3Jg8rRzZFI4lOmLymrWY0qWs2fcVOTRsjhYJ13A9zVvhtCE3EZS3JVo04O2ilP2EyEBs33IMoSkhqA7C9o3BaDmiG4x2KXZVUKO2HYJuXkXK8N/a1hZ2xWujVkX52UhCGA7PHIqZwVVQPSEQO3x84LN1HRZN+gorzr90bo3otTI35gUhzdEc7S3sOfAAnQZ0M/4CXHPyIo0k3ThHP8nzZCGxsbFiXFycqFbrn4Sun54/f66fNBrNS1NCQsJLk1arfWlKTEx8adIFhdFJ98fM0PRGJD4Q13xcSey2PFhMlJtMSxQTUlYO9xcXTZwl7g1N++kwcdsQb3HE9rtigtxiUPjf4k+DvxN3PpA/++9FcfMP48Q5vqEv/VueX/xZbFV5iLg7Rm5QlCjemlZPbDr7onjl3Gnx2N87xa1rlog/Tx0nDu7WRuwwYrV4LlpelfSkfCBTEsXgxR1Fx8pfiPvi5KY0pH3BCwlB4qrejcUBm0LMzqnw37uLBdxGGIlxpZ/9r3joqwZim9mX5Fx7Ll6Y2UZs8t1x0cA/k9Jh7GddwuWFYqfiDmLpd3uKw78YIX42ZKy48OjDdLEfJW74H8RKE/x1EZos5sIKcUCT98T+M9eIm9fNF0d07iyO3XZLjuMo8cgPLcXieZL767STrccE8TCD22KYAxlnTswnXPpZ9C5aTKzZtq84cuwYcUjPnuLIFQG6yE4ro3mR4rl4x2+z+NP/3EQ4vCuOWLFXvBBubm9DhqTsXyRWUtFgZWUFaXKQrgHW0RUM+q9SW1pZnU9LaZkhGV3fIoTHuHD0BvJ4NEb1whm7mEEddACbDzyFR48PUSfdAy00Z6fhvboLYDtwBPp1boUWzRqi/EvvhUhLg7tHt2B7QAJqdv8ELcukL8M1uLjfD/YtWqPSi0XxuPR/o/DFiiDkKVYMRQs5wTl/fjg4OiCv7m9cwMkZzs7OKOTsBKeCTihQoAAKFiiI/LqpkJM9L9tIQ4q75JwhwzQI9t+Bzb9OxMTdxTHi18kY2KkNahVNjiLt5fno2HIGHtZtixY1CkPz4BHsWo3B9wPqwVm/hmkRq3qg4tRi2HjhV7R/6QSB8s/WizqOeaMX4GHDzvDQnMTeWx4YP3MAavNEg0mMfcuIDT2LwOtRyFO8CmrXKm3wkajPggIR7OgBD9c0+/f4MFw9ewX3E/LDzcMTFQsZOwRL2YU5kDmmY16Dx9cCcSk0DqoCpeDuUQ0lDDxQknmRM6SMv6VcYNGQHWKv4WiACM8W1WC4FojG7X+uIVywgY3KDkXcaqGckRGUEH4Bpx+VwDsevAb7TZDijp1GVpjXOWQrIRpBZ87jkX0l1KtdCq/7x7+tGPuU2zEHiFLH3ywaiEyQ4o6dBuVGjH3K7ZgDRKnjbykXeCM0EREREREpYtFARERERESKWDQQEREREZEiFg1ERERERKSIRQMRERERESli0UBERERERIpeFA2GHivGR40RERERERHPNBARERERkSIWDUREREREpIhFAxERERERKbKKjY0VU14R7ejoqP9KREREREQkke5z5pkGIiIiIiJS9NKZhpSv1taptURKmyTt95KMzqeltMyQjK5PRERERESWAPw/jMuXMBVe+XsAAAAASUVORK5CYII=[/img][br] [br] 从表 4-2-7 中可以看出大约 80%的用户(不超过 3 次)只提供了大约 30%的浏览量(几乎满足二八定律)。在数据中,点击次数最大值为 42 790 次,对其进行分析,发现是律师的浏览信息(通过律师助手进行判断)。表 4-2-8 是对浏览次数达到 7 次以上的情况进行的分析,可以从中看出大部分用户浏览 8~100 次。[br][br] 表 4-2-8 用户浏览 7 次以上情况[br][img]data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAw0AAACHCAYAAABUIrXDAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAEnQAABJ0Ad5mH3gAACT+SURBVHhe7d0JWFRV/wfwL4wDsu+rgoC7uWtkahauWWpu/yxLLTUzy63E3cq0cst83dLU3hSX3HgjNZcMFzQ3VBRFFAUEUgQBYxkchjv8Z4Y7ijgzDEjK8v08z+Tcc85dnh7m3Ps7yz0meXl5BSjCxMRE89FFX3pRxpQpriz7EBERERHR02Eq/ktERERERKQTgwYiIiIiIjKIQQMRERERERn0YE6DmZmZJoGIiIiIiEitoKBw+jN7GoiIiIiIyKDHehqioqI0/+rCtycREVUPDRs2xNWrV8UtIiKqbtT3ATW9PQ3W1tbiNyIiqo7s7OzEb0REVB3pmrbA4UlERERERGQQgwYiIiIiItLQN22AQQMREREREWlIpVLx26MYNBARERERkUEMGoiIiIiIyCAGDVSxyWMQcTFd3Cg7ITsbMvH7E1PEIupqprhhLAE5OcWuQJGI8DM3kCtuEhHRs5eTeBPJCnGj1FjXU9XFoIEquBzsnzYQ8/56skd+WehcDJn2G2LLfCMoIvsi1kz6DgdTBTHBGHKcXz0Vy05lQbiXgXuaXbNwYsFErD6fpylBRESlkxd7CVEZ4oYOQnoENi/djIhStPOYyY5ixYJ9SCjT/YJ1PVVdDBqoYjOvAx93K5jb6Z6UY6waLha4deQCUvPFhCcgj49HSq368LOXiCkGKBJx8vBFZEAKdxszZAs1kHt8MWZvS4BQoESBiSc8PIw4DhERPS7nBH7behjHD+3Fr7+sx+plCzF/wXf4btFCLJj3LRb8uB7b91/BXZnxjTzShq/CP/VrLNxzT0wxAut6qgZMtau8GcOYsqU5nlZZ9qHqwgzm1t5wtk3F9QsncPDXzVi1YDomfL4Zl3LEIkao4eQCT18veD2+Vole8htHsPfUbTza2KRAYsTfaDyoF/yMiWOknvBKD8InC0/DpKYbnJ3ycTHRAV1ergWJIhnpdV5CBxfeSIiIykLiaIWUiIu4Z+KIum27oW/9bKR7v4sJkwIxeeo0TBv3Opq3aIHW7iXUs4pYnDwZJ9b3Lnhl4FgENLTUbAm3DmD1qoNIMNRRwLqeqgH2NFCFJzWNw6GgbfjjXBz+kTijyUv98f7gl1C7pljACFJbK1ibKvBP7EWc/DMEm374BlNnrcEJA0OMzOu2gtvFhZi8/BAS5WKi/DL+iK2Pvh3sxQQg79ZRBP0ciiSdXdkS1Oo5FP18akBiKoFp7glcgR+kMdG4Gx+Lms07go1PRERlI5HWgJ1fW3R+5QU0q+cJmxpixgMS1DCrgceSiyuQ4dzOn7FzdzA2rVuGVYcv4/zG2Zg+dQqmfr4Aiw9cQYbB0UWs66nqM5HL5QXqRRy0y0UnJCQgOztb810XfQs+FGVMmeLKsg9VVQLu3k6BhYcHrJCDvVNnI3fmAvS3FrONkBd3AGvXH8T1TMDC2gbWNeOx7w8LDBzSHrXc3eHu5gpnVw94eTnBQtxHJ0Ustk1ahvsTF+AdH1Pc3TMLU454op1nLu7dVwUcBQIyo/bhsPn7WL5oOFo/jCWArMv439rtuJBdE1ZCLP7YcgmuQ95Dt7pOsLfzgGvKMZzz64pWeQm4cfUSzkflo+OEGehf/8mGYhE9KTs7O7irfidXr14VU4gqqPRgzNtQGxMn+MMcCtzdNRNTI1qjq3sCLt6QIuCDlji7KR0fft4fDuIuOimisXLU9zAZOhztPT3gWbsWXKwKn/Jz9k/FZ4mjsGykKgjQpBTDup6qGG1M4Ovrq/lXOyKIQQNVQApE/bQSl7uPQGfTv7F37nzc6j0IjWV3cOP4HoR7T8QPE9rBRiytm4CslFQUOLjDVl0vp2/BmC8ssGBZX5Qi9iiUk4302EM4nueB278ehsfrL8LDsSXaNrBSRSdXELQgFPU/+hjtnMTyxQlJCPliIS6bOiDX3RKWJi0x8J0GCF++Dpk+reCZcQDr7/TFokmd4WNbivFTRP8SBg1UaWSGYMl6V3T2DseeaCXslVG4aPYWPu7/HHy8XWGdfxLfLb6F96f1h6O4i06qoGHV1N/Q6pvJeMFcTNNQIGbNdAQ3m4sp7R7JeBzreqoi9AUNHJ5EFZAU7jUjseLzxVi37U/IX3wVDVRpjnWao5lDPuzq1C8hYFCTwMZVDBgeoUDW7RuIPHUEe3cGYdWiOVi4ORwphubI1czGmUgBLgmnYfnmGLzmm4QNc4JwKQ+4F34ZNv2H6w8YkI2Lm39CzEvj0V4qR6P+H6OvwwWEHf4dEeiGfoP643kHM7g0fg5evIkQEZWOXAGTmnZo9MZYTJsyHsMD6sGjdhM09lUFDJqOAnPVA5CmZMksrWH9WPtlLmLjsuHgUtLjEut6qvrY00AVUs7vszBPORVzelmJKWoy7J/8CW6MXI0xDXR36wqpVxEelYi0jLtITU3F3XsyKE1qQFIQg10h99Gxqw/MLOzh7OIEZycXODk7w8W9NvzquqPomYrKPb8Bm5IboI7UAZ26NgTOLsG4va3w/cyXUThNTp97uLDjZ/xl8wZGvHQL239IR4sxXVAnPx9X92xHeEwibIdOgNP675Azeg76u4q7ET1j7GmgykIR8zNWR/TEJ//npgog0nFj7yJ8d74Bnne+jet/m6DNuwG4deAWBn/az3BPg/wU5n+4DnmNvKCU5SEvX4F8RT4U+UrUsHKAz0vv4IMeeoYnsa6nKobDk6hSydn/JRYqAvFl0aBBSMDakYvgumwp+ugbYySk4MKff+FvqQe86tSBr5c7rNW1fMYvGD1TikUrBmiGJwkZqUg3d4GL4ad+TXdz8JLf4T1mFNpqJj8ocG3dZ5h2zR9z57yLxnobjPIQ/9d+xNq/hM5N7JF3aTkm7miCWcPv48cl8eg++V20Ef7Esu2JyEirjU++7A83TpKjCoJBA1UWucdWYb2yF1rGb8bBO5bwUJzFCevRmDG4OXydVZV2XgRWLI/D2yUFDfd+xYx5Soyd1RvuVrpDA91Y11PVw+FJVIkIyEy+gQPrp+PTiZ/i008LPxM/W4hwMwmSzqWoSughcUWL7n3xWid3RG36Cce1b0dS/cELgrLwu4qQuAkTJ/6COJ1vPBKQcuMG1LtmntqOCJfOaKGdLZ0XjdD4Jpj5limOhd7Wfx0wg1ddV/z920LMmjMPn88Lg9QxDnt+2ohonw5o4W4Laa0eeFF2BLkvBPAmQkRUagrcvlkApwYeaDd0MmYGfoK3/b3h5OoDb3XAUAryq9egqNsMTqUKGNRY11P1waCBKhgBd2JvQu5RFz0Hz8Xi7xdj8eLCz/dLlmHVykC0zEtAhqE5CGoSZ9jnpCDF9GENXaAUoA0bTFR/+fnmFnDSeX+QwMH0CoK+WYD5P6egdXdfsUtaQHLoPmS174fmzbvBJzYEx9M1GTpJ3F7AkKlfY85HLeHS+gN8MboTpHnN8cE7LQrf2CS7grN3aqgCmHjkavYgIiKjCSk4n2WHNk5FnsQLCh7U8w+o0gyvBpWH6FMp8Hy+jp7hR4axrqfqgkEDVTD/4PTRM5B0mYVPnX7D5ovqBRIUuPHL99gQpapuJW6oh4P46rtDSDYYOJjC0ckGUAUKDyiVqiMVys/KhoWnp94bhNS3J4YGmOCeX090FhcFEpJDsfGcLwZ0dYNE4oKXO5vj4MaTKGnNUEWWBLbKk5j30cfYoagLB4X6tpGN85t2wWzIf/Baxk6ExJcUBRERUVGKuDCkur6EOkUqcuX9XGiX1SmkCiIUCigMVbHZZ3Dg78bo+Zze8aZGYV1PVR2DBqpQhJv7EHrDBg4SCczcMnBgzV5VcCCF9/NWODDjR0TIJHDt+gH6/fMVhnxzCHf01r81YGmlqq4zi7Q55ech83Ycoi+cwokTVyDx9IL+W4QEzh0/xZLATrBVb6afw9bNN+E/vN+DlaDNGvVGh7S1WP5n8VWjHyX1bo7mnpaoM+A7fNP1Lras2IET+/+LUKd38F5bd3TsbotdC7fjWilWuCYiqtaEFBw7qkCbbl6q2lpLgdvJyar/mqjSshH9xw4cjPkH97Pv475Y4nF5uPq/A5D2GYCGZelmKIJ1PVV1DBqo4pCfww+fzEZG41aaLl1TS2vYmRfeDqTeHdGu1j/I1AQJTggYH4hmJ/9A1KNNSg8pkhBxehvWzpyIKZ/Pwbyf7qD1SxKEn76K2zmmKFA6wMfHtsjNRhcJpKoCufF/IXh/KloMH4lOYq9DIWcEvNkGF8cMxHszf8DOQxFIeuQdAgLuXtqHTT8fwD9tRmHMa83QtMd7+KizgMi8rhjdv74maLFo0Q+vSoLw2YcT8M2aP3hDISIyKA/xR/bjXus38Hyx92+bWrrBy0n9ugtrNOrUDHdXz8TadCvY6KnsM89vxS68gRFFVvkvPdb1VD3w7UlUcSiuYP28w3hu4kdoq3k7Ui5kuRawFOezCYIAiURb8wu4dT0elvXqQl9Vn3HjGmReDVBLV3dCZiruSl1Q4lw52Q2cjixAkxfq6VkULhMJl24gXVkDNUzN4ODdELU0XRMqubE4H22Ghq1qP3g1a27sXzgpa4BOTZ1LCFiInh2+PYkqNCENN5NMULuOo456VI5cuTksxHXYhDvHsOtiLbzeTTs3rYicKOwPzUWb19rA+UkqZNb1VMXwlatERGQUBg1ERNUXX7lKRERERERlwqCBiIiIiIgMYtBAREREREQGMWggIiIiIiIN7RyG4hg0EBERERGRhkKhe/UpTdCgL6LQpTRliYiIiIio8mNPAxERERERGaRZp0H9xdxcXAmFiIiIiIhI5ZHF3dRftEFD0XFM+hZcK2khNi7uRkRUuanrZA5HJSKqvrTP5tp7AYcnERERERGRQQwaiIiIiIjIIAYNRERERERkEIMGIiIiIiIyiEEDEREREREZxKCBiIiIiIgMYtBAREREREQGMWggIiIiIiKDuLgbVS7ZN3Em7Axic6xR178T2npbihn/lgxEH4+DdbvWqC0Rk7SEO4gMPY5oRR106NIGnroWVTemDFEFpK6TubgbVR766moFUqOO4a9LaahRqxU6dKgLezGnRLIEnDl6GnFyV7R6uRPq69xRgXu3/0bGffG3YlIDtm5ecLJQbzzBuYkqAO2zORd3o0pHEbcD43uPxIYkS7jUjMWPQ15DYEgCBDG/fGUgavcSjOnaBm0/2IxouZislRaGBcMmYsstKzjK9mPG8G9wKKXYlRhThoiInoChujodxxYNRLvnX8Pg9wehT6fWeOnd1TiXJWYboIjdgcDhc3E42w72OaGYOmAo1kRki7kPCTc3Y8zz9eHn56f5NOr1HU7nqnPKfm6iiopBA1USMhxd+SWC/Ubhqw9eQ+deH2LG2/ZY8/VPYgVd3iRw9h+Cdzu4QnissTUDB76egD/bzMTsYT3QZWAgpnc4hSlfH0CaWMK4MkRE9GT019Xy8z9j7ZUuWHspFZnJMfh97ivI2T4N09ddwsMxFTooYrFxxgLI3p6HwIHd0H3wLCx5X4mFgatw/pGgRIbw/12D/7pDCAsL03yO7JiO7o5PcG6iCoxBA1US2UhIiEdWxj1kio310hqmKJDJkPuvjKCwhaurPWq5u0IqpmgJSSFYs94GXbvXF/Ok8OvZHU6b1iIkofDijClDRERPSl9dLSAtxQfvzhuHAF9rSGz80GPSfIwPyMfJMxEw1OCviN+NrXud0aipnZgigVfP3mgXGYStJx62Ugm3f8cBRVcM79ERHTsWfto1clWVLvu5iSoyBg1USdihZevnkb9nCeZuvw654gZ27buGl0cNxotlmdYgv4nrcTJxQz8T08d/IjmnjiIUfqhb5+EtSuJWD/XtjuF4eOExjSlDRETl4/G6WgLPHv3R1UXcVJPWho+PA5wd7GEmJumiSExEkjwX92VKMUXF0hu+XjcQefm2OCRWjsiNq/CfRaPR441RmL3+uGofTYZK2c9NVJExaKBKwhytRs3B9E53sfbDQXj/k/m4GPAj1n7cEpr5ZjpknV6CXrUlMJeYaLqvZ286iVua2j4Nh6b1xIB1l1TVfmkpcOtmPNI93eFadLKdxB6O9neRkJisKmFMGSIieqoUiYi9aY/XXmsPazFJF4mTM5zzI3E+IvXhnLmCLGRlCsjNlaEwlJBB0mwYvp78FlqZnMaKkd3R+e0l+Ctdk/k4I89NVJGVKWgo6Y0aZXnjBt/SQSVy6IgJ336KV22uY8uGY0hVFGkFKkZIDMK7fXai654syIUcnFnYDZKDk9DeyR5OTs9hSv5chMz2V4UipaVEjkwGWFrAovivx0SJXJm669qYMkRE9DRlndqKgw7j8Ek3RzFFN/Mmr2NAD2Dn4rnYeS0bkN/B2eBghF6TwsVVOwzKAc1eHYIPP5uNlb+G4cimEXA8PBPjFx3ROfzI2HMTVWTsaaBKQx4dhPFf/o2RoaFY3d8EIRMHYfjSM3j8fRaAxLIhxgVvx9gW6rFLlvB9eShm/vcY4u/dQ1paMk4v7Q+f4q9QNYoprC1VxxQE5IspGsr7UMcJVtbWqhLGlCEioqcm6wx+XHcX73w1FA0enfzwOGlTjFkTjEUdkrBsWF8MHL8Sx6MSEGfmD//WDmKhomzQ+M15WDapLW7s3YdzxduFSnNuogqMzy5UOQhx2PjFDMR0HI5eDdpg1KrNWNAb2PvtImzXNbHYyR9d2rujTHGBQVJ4+vrBLSUVd4ueNj8NaSm14OujngRnTBkiInoqhETs+W4DMGI2Btcz7qld4tEJY5f/hrATB7FjxXDYXA+Hee+30K+xvv0t0fy1nmglz0FO0Xq/DOcmqqgYNFDlkHsRZ/7KhJe3X+GQIpvWGDX5fbTMuYbrCXmaIk+LZbtXEJB3BdE3H85MUMRfQ0zNzgjwLxytakwZIiL6lwl3cPj7hTjTNhATOjqJiVlITzd+mGj64ZVYEdYKk6cOhp+hFh9FPsxbt0ZT7US7cjg3UUXCoIEqB/OGaNrSHDHXoqCtbk3NzGDu3hLN6/1776JQKpWFH3FbTeLRB6Pey8H+PVfFCc1yXNkbioKRo9HbTZNgVBkiIiofuupqCMk4NP8jzI9riOfywhESHIzg7RuxYvoUrI14ZPCoXoq47Zg+LQztl/+A8W0fvqpPSAvHr9uOIkHbLiSLwa9b4tB57AB4qwOLcjg3UUVjIpfLNTOQzc0Lp4QqFA9bRrXLR+tiKE+tpHxdyrIPVR/ZF9dhwsdBKOg9Aj1qpePY9kMwH/IdvhlQt9j7ucuDHHHHQrB16TRM2+OOsUtnYWSfbmjuIjYzpR/H4gnLcKvdG2ghP4G911tg8vwRaFm0E8GYMkQVlLo+5gsqqOLTV1dn4sicgXjrq1AkF3tGN2sxFfv/+hav6H1dt4Cs5BicC/0VwUfT8dyQzzCig9sjw0oVl1dgYNfJOO/3Bt54wRn5MnM0HfwpRnfyUJXLeIJzE1Uc2udy7b2AQQNVLrnJiDp3GUl5NvBr0Qr1HJ/hGFEhAzGnI3Dboj7atqwNnfcAY8oQVUDq+phBA1VLQiLOHomHiXcjNK7nove13tkJ5xAenY4a7g3RsrkXX6VKVY72uZxBAxER6aWujxk0EBFVX9rncu29gHMaiIiIiIjIIAYNRERERERkEIMGIiIiIiIyiEEDEREREREZxKCBiIiIiIgMYtBAREREREQGMWggIiIiIiKDGDQQEREREZFBjy3uRkREREREpMYVoYmISC91fcwVoYmIqi/tc7lRK0LzhkFERERERJzTQEREREREBjFoICIiIiIigxg0EBERERGRQQwaiIiIiIjIIAYNRERERERkEIMGIiIiIiIyiEEDEREREREZxKCBnpEMRB8/hyRB3CxOuIPIP4Kx/fezuCUX0x5TwjHKVSnPZcz1l1cZIiIqHVk0DgYfw82H69lqCOnROBKyTVXnnkR8lphYnCwBZ/btwLaQo4i5J6YRVQMMGugpy0DU7iUY07UN2n6wGdG6HoTTwrBg2ERsuWUFR9l+zBj+DQ6lFH1aN+IY5aYM5yrx+lXKqwwREZWSDOHLP8GgydtwuUidnhu1Hh+//TEWrF6KGYM7wL/X5/gzVcwUKWJ3IHD4XBzOtoN9TiimDhiKNRHZYi5R1caggZ4yCZz9h+DdDq4QdC44noEDX0/An21mYvawHugyMBDTO5zClK8PIE0sUfIxylNpz2XM9ZdXGSIiKi35xfUI+iMVsqJ1uuI6du3Lw/Atf2LP70dwLHgK6oYvx6pdSXjQVKOIxcYZCyB7ex4CB3ZD98GzsOR9JRYGrsJ59gRTNcCggZ4yW7i62qOWuyukYkpRQlII1qy3Qdfu9cV8Kfx6dofTprUISdBW3YaPUb5Kdy5jrr+8yhARUSnJo7Bhcxa6D2gEMzFJQ+qFNz7+AP6O6g0JXF/sgVcaWMHSwky1VUgRvxtb9zqjUVM7MUUCr5690S4yCFtP5IppRFUXgwZ6JkxMdf/p5Zw6ilD4oW6dh4/oErd6qG93DMfDZWJKIX3HKBX5TVyPe/S4uhh7LmOuv7zKEBFRaShwbfPPuB3wHp6vKSY9YA5zc/GripCWgDS/cfiol6uYoto7MRFJ8lzclynFFBVLb/h63UDk5dsPeySIqigGDVSBKHDrZjzSPd3hqm3aUZPYw9H+LhISk1UlSi/r9BL0qi2BucREM9Ro9qaTuKWp3dNwaFpPDFh3CeXTs2zM9ZdXGSIiKg1F7Fasvf4iRnZ1hYmYposi+QR+nLkdZoP6ormNmKgicXKGc34kzkekPgwQCrKQlSkgN1eGIqEEUZXEoIEqECVyZDLA0gIWxf8yTZTIlZW++1dIDMK7fXai654syIUcnFnYDZKDk9DeyR5OTs9hSv5chMz2R5EGpidgzPWXVxkiIjKakID/rb6AFiP7wLNoY8wjBNwJ/wXzp03G/O27sGJIL3y08fqDRhrzJq9jQA9g5+K52HktG5DfwdngYIRek8LF9WkMlyV6thg0UAViCmtLS1W9LSBfTNFQ3of6GdrK2rrUf7ASy4YYF7wdY1uojgtL+L48FDP/ewzx9+4hLS0Zp5f2h4/eG0hpGXP95VWGiIiMI+DWrpU4Vm8E3vQ1VOFL4Nb2LdU9IgxnD/8H/d2vY9vKXxCh7YqWNsWYNcFY1CEJy4b1xcDxK3E8KgFxZv7wb+0gFiKquvjsQRWIFJ6+fnBLScXdooND89OQllILvj6uDyakGc3JH13au5d+vzIx5vrLqwwRERlFSETIzz8jeFFfNGvUCI1Un46z9iEzYRM+atsMg1ZcfmzIp9PzH2Lahy/CNDkZd4pkSjw6Yezy3xB24iB2rBgOm+vhMO/9Fvo1Zj8DVX0MGqhCsWz3CgLyriC6yIo7ivhriKnZGQH+1mJKxWXM9ZdXGSIiMoLEDf0W7MOuX7Zgy5bCz7pxL8HKozdmbQjC7H51dAwtMkedWrVgVc8PvnrGr6YfXokVYa0weepg+LElh6qBEoOGggLdL6fXl/4k/o1jUsWkVCoLP+K2lsSjD0a9l4P9e66KLT9yXNkbioKRo9HbTZPwgL5j/BuMPZcx119eZYiIyBgWcG/QEq1atXrwaehiBYnUFp5NWqKRZ2FDjCAU6dpVXMfvB/9GnxED0EhHJ4IibjumTwtD++U/YHxb9fBXoqqPPQ30lMkRd2wnfjl0GTlJp7B7yz5cTC06BscWAZMX49WLczFt5RYEfR+IeTcHYdmk9nhYLZd0jPJU2nMZc/3lVYaIiMqD4tISvO5RC817vofxgZ9h9LDPce6VJVg4qE6R4aACspKjcWTzPEyafwatv/8fvh/gp6OXgqhqMpHL5ZrmfXPxBcUKxcPhEFomJrpfTqYvXc1QniFl3Y+qGCEDMacjcNuiPtq2rF35HpSNuf7yKkP0L1DXxez9pepDjjtXwhGZkAOJbW00atEEHsUrXCERZ4/Ew8S7ERrXc4GFmExUVWmfybX3AgYNRET0GHVdzKCBiKj60j6Ta+8FHJ5EREREREQGMWggIiIiIiKDGDQQEREREZFBDBqIiIiIiMggBg1ERERERGQQgwYiIiIiIjKIQQMRERERERnEoIGIiIiIiAx6bHE3IiIiIiIiNa4ITUREeqnrYq4ITURUfWmfybkiNBERERERGYVBAxERERERGcSggYiIiIiIDGLQQEREREREBpkWn+ima+JbWSbDcQIdEREREVHVwJ4GIiIiIiIyiEED0TOXgchzUZCJW0REREQVDYMGonIj4NaR33EsRRC3jSXBpW8C0Hv5BeSKKUREREQVCYMGesYyEH38HJJK85wt3EHkH8HY/vtZ3JKLaUWVlK9mTJnHyHHl9Dmkqb8q4vDnvrPI1KRrSWAatRR9p+zGPTHFOFL4eefjzLUscZuIiIioYmHQQM9IBqJ2L8GYrm3Q9oPNiDb2wT0tDAuGTcSWW1ZwlO3HjOHf4FDRlv2S8tWMKaOTAokb3sOIdfEQpN7wvvlffBWShId7CsjNk6Bje3/YiynGMYOzUz282KwpLMQUIiJ6WkpovJIl4My+HdgWchQxpWsRIqpSGDTQMyKBs/8QvNvBFYLRL9rKwIGvJ+DPNjMxe1gPdBkYiOkdTmHK1wcKW/9LzFczpow+Ujg6+6C2p7Pq6iWoP7AL0mZ9gp+uKsT8PPydbIMWzR3F7VIwtYalJX+ORERPT8mNV4rYHQgcPheHs+1gnxOKqQOGYk1EtphLVL3wKYWeEVu4utqjlrur6lHcOEJSCNast0HX7vXFfaTw69kdTpvWIiRBKDFfzZgyhpjWcIe7m3jFTq9iePc47D6mDTfkSEiuibr1zcXt0pCghkT8SkRET0EJjVeKWGycsQCyt+chcGA3dB88C0veV2Jh4CqcN3pYK1HVwaCBnikTU+P/BHNOHUUo/FC3zsMwQ+JWD/XtjuF4uKzEfDVjyhhSoDSFRKK9Zgu0G70Bc/u5F24q4hFn4oOGVoWbpWMCE+EfxJ4/gl1ByzFn3Fvo0e8L7CvVZA8iIjKe4cYrRfxubN3rjEZN7cQUCbx69ka7yCBsPcHXVlD1w6CBKgkFbt2MR7qnO1yLtshL7OFofxcJiYlIMJifrDpCScdQlzEsX6n60RT51UjrtUAz7WikexcQa94UjcvS0VBwF9sXfoZvfz6ASxkWaNh9NObO+wgdPdj9QET0b9LXeKVQ3VeS5Lm4L1NV/FqW3vD1uoHIy7eLzGcjqh4YNFAloUSOTKaqsC1gUfyv1kSJXFWe4Xx1q1BJxyi55Ujdgy2pUfhdLTchHklipHEv7BSUrdqhbB0NDhgwZS3W/OdrTBs3Am/2egXPN3SHNWMGIqJnQuLkDOf8SJyPSH0YIBRkIStTQG6uTHVHIapeGDRQJWEKa0tLQBCQL6ZoKO9DHQdYWdvAxmC+teoIJR1DXcYwpWpHE7FQxql1WPDrDRSOVkpH6B+ZaBXggbI95ysh8A5ERFRhmDd5HQN6ADsXz8XOa9mA/A7OBgcj9JoULq7Gz8cjqioYNFAlIYWnrx/cUlJxt2ifcH4a0lJqwdenFrwM5ruqHuZLOoa6jCFKKAugChKUSA6dj+khDhj2cReoRxAJcTvxywkFJJllXGuhQICSfd1ERBWHtCnGrAnGog5JWDasLwaOX4njUQmIM/OHf2sHsRBR9cGggSoNy3avICDvCqJvPpx5oIi/hpianRHgb11ivpoxZQwpUCqRdmgaPgxywtgv+sNHHWUIN7Hz++N4YfUXcNgwBpN3xKD0L9YQkM+ggYioQpF4dMLY5b8h7MRB7FgxHDbXw2He+y30a8x+Bqp+GDTQM6VUPYRrPuK2IRKPPhj1Xg7277kqTliW48reUBSMHI3ebiXnqxlTRi/hDqIj12DBVhdMXjwSTTQTnlNxePE8XAj4EhNeaILBc8bBbumreGPhMSPWfShKgKD6/0BERBVT+uGVWBHWCpOnDoYf55tRNcSggZ4ROeKO7cQvhy4jJ+kUdm/Zh4upJTW12yJg8mK8enEupq3cgqDvAzHv5iAsm9QelkblqxlTRo/060ir9QV2Bk1GB3XPdGYkts1ZiLPNp+Orfj6FQ5ts22HSirHIX7sRp0q1/k8+ZBmJiIo4jbCDu7EjaDWWzJ2MDwd2R+9xGxDBVUiJiP4VxjReKeK2Y/q0MLRf/gPGty3xbkFUJZncv3+/wMTEBObmhe+JzMvLg3q7OGPTiiopX5ey7EPVjJCBmNMRuG1RH21b1n78Yb+kfDVjyuglx80j2/DrmTw0e3MoOnsX76aW4+KBMFgEdEX9R7JyEfnTeExcG4Mabm5wcbSHg40NLK0sUdPSErb2DnBwcICjgz3s7exha2sLO1s72Kg+jvYWZZxgTVQ26rq4oMDo5dqJKiF141UIti6dhml73DF26SyM7NMNzV20ta2ArOQYnAv9FcFH0/HckM8wooMb62KqNrTP5Np7AYMGolISUi7g1G0PvNCipInTRJWXui5m0EDVmpCIs0fiYeLdCI3rucBCTCaqLrTP5I8EDeovNWvW1CSUJmhQM/SQbyjPkLLuR0RE5UNdDzNoICKqvrTP49p7Aec0EBERERGRQQwaiIiIiIjIIAYNRERERERkEIMGIiIiIiIyiEEDEREREREZxKCBiIiIiIgMYtBAREREREQGPbZOAxERERERkRrXaSAiIiIiIiMA/w9fDJzedDL8jQAAAABJRU5ErkJggg==[/img][br][br] 针对点击一次的用户浏览的网页进行统计分析,其结果见表 4-2-10。可以看出排名靠前的都是知识与咨询页面,因此可以猜测大量用户的关注都在知识或咨询方面。[br][br] 表 4-2-10 点击一次用户浏览网页统计[br][img]data:image/png;base64,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[/img][br]
[br] [b](三)网页排名[br][/b][br] 由分析目标可知,个性化推荐主要针对以 html 为后缀的网页(与物品的概念类似)。从原始数据中统计以 html 为后缀的网页的点击率,其点击率排名的结果见表 4-2-11。从表中可以看出,点击次数排名前 20 名中,“法规专题”占了大部分,其次是“知识”,然后是“咨询”。[br][br] 但是,从前面分析的结果中可知,原始数据中与咨询主题相关的记录占了大部分。在其 html后缀的网页排名中,“专题与知识”占了大部分。通过对业务了解,专题是属于知识大类里的一个小类。在统计以 html 为后缀的网页点击排名时,出现这种现象的原因见表 4-2-12。其中,知识页面相对咨询的页面要少很多,当大量用户在浏览咨询页面时,呈现一种比较分散的浏览次数,即其各个页面点击率不高,但是其总的浏览量高于知识。所以造成网页排名中咨询方面的排名比较低。[br] 表 4-2-11 点击率排名表[br][img]data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAwwAAAJpCAYAAAAAMbUmAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAEnQAABJ0Ad5mH3gAAP+lSURBVHhe7N0HXBPnGwfwH4ShTAEFRFFBUdx7W7ei/uuoe4+27lWttmoV9564qtZVURG0Ku69cINoRcGBAqKyBJQdkvD+L8kFAiSQIKLW5/v5nHLv7Xvf9+59bkVHLBYz8HR0dPi/1NNkHFUKOh0hhBBCCCHk89Hl/yeEEEIIIYSQXChgIIQQQgghhKiVLWBgLPPpJLU0GUeVgk5HCCGEEEII+Xxk7zDo6enxvYQQQgghhBCSdcE/W8AQGBhILz4TQgghhBShKlWqyP5/+vSp7H9CPjdFmVQEDNkeSTI1NeX/IoQQQgghRYWCBfKlMDAw4P/KQi89E0IIIYQQQtSigIEQQgghhBCiFgUMhBBCCCGEELUoYCCEEEIIIYSoRQEDIYQQQgghRC0KGAghRCElGSn8n4QQQj4x4XM8eBjH93wcSVJSAY/fEiQn55hSFA4/3xdI5XsJBQyEkKIgCoWfXxhEfG926UiICsPTh364vHM6hruewmsJP+gTkUQ9QVBE7rURBv6NOYtOISSdTyCEEPIJJePszN5YdvPjL9WkXFqEITOP4aXqE00ehLi/dQY23EmE5H083svOP4m4tWIKtt6nk4ECBQyEkE9PVw9BnguxYuMmbNywAevXrcPaNauxauVKrFzuhh0Hz+LWw5eISxcCRlawEPDTfSICnUf4c9RiXIzlE3iGVcpC5H4Qt+I+ccRCCCGEO+iWRwVbYxia6/MJBadXqjjeXv0XMWI+IT+icNy+8hDx0IetqQGSJHpIvbEG871eQcIywHTsULr0Jz4ZfUUoYCCEfHoCC5Q0r4AGI8ZjwsSJmPTLL5gy9VdMmz4d03+fjkm9mqNhu174vkEFlLcrjWL8ZJ+MuQPKWzHoFuf7FQxKwraRI+zN6CRBCCGfngEMTcqhpFkMgv+9hQtH92PLiln4xXU/HiXzo2hIz6oU7BzsYZ/7N8dU07eDfZw7Jqy8C51iNihpJcbDcAu0a1UGAlEk4sp/h+al6FygQAEDIaQI6KCYoSH3Ly/lGnZuu4F4vjfx7l+YsfMupDd/dXSK4LCkawGLcpYw1+P7FXSMYFzSGEZ0jiCEkCKhrxuCy+5eOO8fgg+Ckqj2XU+MGPgdymp55UjfzBgmuiJ8ePkQty96Y9+fSzBjzl+4FaPujrEAZToPxQ8V9CDQFUA39RaC4Aj950/wLvQlitVqAbrBkIUCBkJI0ZBGC8KnuHLlCRIjnuLekxh8ePIAj94n4f6DFLTrUhvSC0NFEjBwK6OTGb0IEfzoCRL4PumArGGEEEIKlwTvIiKguIGga1gD30/6BWNHDESvrh3RsmkD1Ha2R4l8GuvpIeewed5vmDr1N/zhuhBLd15D6Ot/ccHnEd4KTeHQqBt+HNUTdVTdJUh8jCNr52HeqpMIebwDoxYcwuUTodAzlyAt+QOe+76HaflY3LlwFO6bFmHq+Hk4/FzrlyP+UyhgIIQUHcMqqFXsNrZueYZK/TqigoM+nu1fgSPiTuhXy0g2io5u0bfW359eiLlHI7jTWAYyMvhESQJCHgYikt55I4SQQpSB6NNeOPU6CbFvXyM24R2Cfc7i+D97sG5qPwxedxuJ/Jh5MXBohyHjpmLe8hVYvGAOZo5pj+o12mPEjwPRs0tbNKtfA5XtrZDzyVMZ0+r4YQoXMMwajMri4mjNnY8cLN/j7XtTVGthh9C3idB7HYrYp2fgHdUAk5bOQk+nj3/P4mtGAQMhpEhZ1m8J87cP8SElCRJDZ9QrFoLQEg4w5y8C6X7Sy/vpeP/mCfyu+uBRwEVs+2M65vx1B8VtLaAnMIGAZUAScRU7XGfh998XYKv3Rdx8rHhwihBCyMfTh22xAGxyXYMdXhchbNoJlbk0y/K1UNNCDPPyTjDlx8ybAKbWtjDL1Y4XITHiBQLuXMXpf9yxZdVCrNzvh+hcTyYl4eH+nXj+3WQ00xfCued49LD4Fz5XTuEBOuCHfj3R0MIApapWh72Zpi9G/HdRwEAIKRpM/p/o5TXENu2L5PVrcSHqIS7GNcJ3zzZh72OhbLg0Xvg0j41K8M7vEHbuv4wXGRVQuV57jFq8EgtHtoS9sTVKyCIWbiVtWuPnBUuwfNUqLJszET3rWsgnJ4QQUigMS5TGdz1/xW+/jMNPQ/qiR+e2aN6gMsSJ5qhe3YwfSzVJzFPcuXoBp44ewN9/bcDqlcuxctVqrNlxFUH3j2L5vMVYt+c4rj9+hSS9UqjctDM6NS4L42wnlvf499B23LAegknfReCNUTPUNtdB2f+NRq0UQzhILuHCa26cYHN0aGf/ic5JX5dcAQNj/Fk9D5qMQwghWRgyZM/6JOHelUTU6TsEo39sgNSrt2DMHaDHDquAExuPIUb2bsGnuo4hQMkGAzF1+lj061gDJQ2z7mTo6BjA0FAeMDBuPDo5EELIJyRQcZyVvEN4jAnK2uX96I/A0gLFhEmyr93Va9cHo3/5HdOn/YqpP7dGldpd8fu8eZjz+y8Y9UMntO7QCW2bN0DNirYw5qeX3mkOvemD2GrDMdbFAXh5HzcTjVEy5grWzt0Lces++OnH2og8sgfXRXXR3Iqf7BtHdxgIIUVCLJaARV9DoGVHtLM2QPkaxRGn3wY/VDWAScO+GNmxLKRvMegU9RvHwmQkSxj/BScGCbd8OjASQsinIkFC5Auc+3sWpk6ZiqlT5d2UX1fCz0CA1/7R3Bh5EFijdsce6NLSFoH7duKG4itIjDt+SxQvoXFLCd+HKVMOICTXu8oGsK9ojTfHVmLOwmVwXeYDfcsQnNy5F08qNEdtWzPol3FB05SrSG3cBjZ0BUmGzouEkCKQgdS0VMSFGqNRlyrQTw/GFX8TdPy+Kgylg/Uro+sPTWGcwcCK5CtJ3LlFFIOAYx44dPUZEriAQY4LarjDIh0YCSHkU5Ag6mUYhKUrovPARVizdg3WrJF3a9dtwJbN01En/RXiNfntTEFJlEiORrRuVoueZUg/XSEnPZWIDYvDSsUNC4FNYwyZsRgLx9ZBqXojMXdMS+68VAsjB9WWvySdEoR7UXpc0BGKVNkUhM6LhJBPTxSFmAR92DVuhRrS+8IGldChV0uU5Q/kSYlJsitKEi6oEGb9WsOnkR4J/8P78K/QGmXqdUPvjnVhrriexQUO0oDlM3yoiRBCvgEfcPeaLwTt5mCq1THsfyh9d02EFwfWYk8g1zQX2KASLmDB6suIzDdo0IWllSnABQmZMjK4ucmJufNKcTs75PWAkyhRALOM21g2djwOiSrCQiQND5Jwf99xGAxxQ5f4f+Adqkn08t9HAQMh5NNLD0XoGwH0Vd7alSD16Qls2HQEj15Hc6eTT3VYkiD61jZM+WkuzqANfp0/Ae0dpdGLBEwaKMjGych2hyH9/Vs8DXiu4usahBBCtCUJO4NLL0xhIRDAwCYe5/46zQUG+ijX0Bjn/tiGBykCWLcfiR8+LMCQJZcRleexVw9G3CE8KSHrMSSI05EQEYIn/97BrVtBENjZy37fRx39crVQy84I5XutxpL27+Cx6RBund2FS1aDMLyBLVp0NMPxlQfxTMtfnf4v0hGLxUxPT/5zp+Hh4UhMTNToGeKCPGdc5M8mE0K+EAm49c9VWHbtiipqjt5xdzZg/FBPVPnrHOa1lP8mw6fzHqEBwYhKSMC7iDd4eeUobpg0QYMS7xESnAiLsiW5UxF3EtIrBjNza9TsNAgdnGQPTxFCSKGrUqUKnj59yvf9Rwn9sbH3APgNuIIdA0tzjc7dmOpmhZnLu8I2IxAbpxxCraWuaCn9pmr0KUwdcR1dDy5BG3WnA1EI9o3shDVJHdC+mg0szExhZmGFUiVLoWQpK2Tc/Bu3Gq3AbJXnEwnePTqPs3diUKrFD+hYxYRLS0XoZU+cS2qMQV2ryl+SFj2H+6+/wCvOCU1b/Q+9B3ZA5ay3p/+zDAwM4ODgIPtb8aEjChgIIV8ICSJu30JszRbyx5Y+KSFCb5yGf3IpOJYrg9Jly8DGJO8vcxBCyKfyTQQMoiD8vewKqk8ZiwbS9jnXQE9JLQ4j/pfVJBIJBALFbWgJ3gaHwqhSRZTgU1SJf/EMKfaVUUbVhaiEGLzT54IHVb/clvoS958YoEpd+cc25Ek3cTulMlrWKPnNfymPAgZCCCGEkC/MNxEwkK+GqoCB3mEghBBCCCGEqEUBAyGEEEIIIUQtChgIIYQQQgghalHAQAghhBBCCFGLAgZCCCGEEEKIWhQwEEIIIYQQQtSigIEQQgghhBCiVrbfYXj37h1SU1PpdxgIIYQQQoqInZ0d3r59y/cR8nnp6+ujVKlSsr9V/nAbIYQQQgghhEipDBi4v2X/0x0GQgghhJCiIW0fKRpmhHwJFG32PH/p+VMVWqoMhBBCCCGEfF3opWdCCCGEEEKIWhQwEEIIIYQQQtSigIEQQgghhBCiFgUMhBBCCCGEELUoYCCEEEIIIYSoRQEDIYQQQgghRC0KGAghhBBCCCFqFW3AkPIKt7zWYum+fyHkkz6n1OvLMHr1baTy/VKq0r5OErw+tQrLvcO4v9TJb5zCmMeXT1Wevw86i10r/8C0GcvhfvMtRHz6JycKxSm3FTgUVDhLzLVtXB30PXMIXt7X8Pw9n6ZOkdbXBLy44o6Va44guMh2NiGEkC9OyhNcOHwdYRqdC0R4HxGKkJAQeRcajli1DbgkvH5wGceOnIZ/lHKLRYSYwMvw9jqEkzdeIL9T47eqCAOGVATfPoxNc37DzrsR+TYuhcLcTRRVaQWXhGubZyLA1BHF+RTVaV8hkYgr/ql4dGwZlpwI4P7i+nNWvPzGKYx5fBVy5/n768sxZVcaOk0aj/YZRzChywhsDCiqEFeE5Ph4JKdn8P2aUV03sm+b6OUhTP9xEa4kmaNE8iXM6DUUfz1Iko+ay8fXV20kBN2Ep9tMzD4YgFjtNp0QQsh/Rgr8Nk5Av9+88FiD04okbD/GNXSCo6OjrHP+fjXu5goYJIi6/icmDpyALQ90UbV1e9SzEfDD4nB9VW80adgFA0f0Q7eW9fDd4K3wT+QHk0xFGDAUR6VWP6B5FUO+Pw8JF+C24RpXbJSoSvsYqbfg7tkQQ7pb8wkcVWlfnXjsH2yAYq3WIr1aO7jUBNa3LgaDYV5KUXN+4xTGPL4SOfNc8gqH129EQpWGsDa0QyfX3fDcPBkdK2hQbguDvhP6zFuKYbW1WJ66uqG8baKX2PvHCqQMWIbpvTug48A5WDciAyunb8F9lQflj6yvWjKr2gb/a1IJ+nw/IYSQb4/w4d9wPx+DFMYn5IkLLo48Q6Mdl+Hj4yPrrh6ahY6W/GAZIYK9fkGPX+6i0ZzNWDS8FZwsss40wvu7sT2oHbY/ikFC5HOcWtQayQdnYtaOR/jqrn9+YkX8DoMuBIqgTq0kPNi5HgffKF/TVJX2cVJv7cXBusPQ04ZP4KhK+/pYoOv8U9jQ8g28zsUg7oInwpq54aRrZ5Tgx8h/nMKYx9chV54Ln+DRw0QYGhSDrKiaOKPTwC6obiob+gVSXzeUt00UegKep0vCuYY5P1QA+85d0STAHZ631N2/LWh9LQjpsnSL+oBECCHkSyEMxJ79iejYyxkGfFJeJBGncE7UHj+6tECLFvKuibO1/NzNS7rrhtETrqP5ktUYUtWIT1WQIDa6AgYvm4Q2DiYQmDrCZdpyTG4jxm3fB6CbDNkJXF1d5y1YsEDWw/0t+19KR0eH/0u1/IarxBLgf3ATbpr3xYhKT7F5/gKsdb+CSIuaaOBgBl1RMLwXjsGo+ccQpWcC0ZsniDEtgeCt47OnWdSHg9AXR3asx1/+JqghPoslc5Ziq/cDJNvWQq2yxpkNj6hTrhi1/T0ata0K88zWSCquLxiM+5224tfGipagUlqDJFx334o9xy/h+v03MHSoBttEX3jtcsfRc1fhF1MCNarZwDD1OS65/w2Pi8HQc7BC2OFtmk9z3g+B/ldx5txlzZdRqQbsjfNrUonw2scdf+25jPdWDihp+AGBAREoXqUZWjpb8Pslv3EKYx5akEThrscW/HXoOA57HscjSQXUdi6ldMBIQNCJv7BtnzeOeh7E+WcSlK3ujFL8xe+ksJs4utMNW/1N0cTiX/y5YBHWe92DqGJD1DQKxj+rXbFwwyH4ixzRqCa3T+WTcZTLgRHCL27HZs/zuHbpPqIE+ogJvI1QQTXULmeAWH8vbNiwD2cuHIfnwct4VcwJtSuWgB4/J4je4sYeN2z2OoNzx0/gRrgQksQohL9JgVGZYnh92QN7D5zErbhSaMBtmyAhEGe5fPU87YcE23qobMUd4iSxCDrvgU1rvRFTsyWqcwVW9PQYNm3jtvnqNVy7ltX53ItHqdp6uLk4R33h6kZ1G+laZS/jwn8PYfWeV6gxfDCaK27F6iTiwWE3PCgzBP0bqcgzrr7e89KyvnLLL592twD5kYHom3uxI6gChg5vhbKZO5YQQv775s+fj3nz5vF93yIRnrmvwe1a49A97TQ2XDNB77Gd4aQ2chDi4ZapGL9qP05dD8CbdEtUqloOZsrnDtEz7Jg4HPvKz8L2GS1gkeskpwvTSlXhaMz3SgmKIer6Tlw37oXxXSprFLj8V0nLpJSiXGrVrissaSEnsXKbLwzrtUU9dgG/j1qKk/HcAP3y6DB1Faa4mMK8RheMmzQa/6vhlDvNmWtcRIbg5v51OHRiB9YeiUfFls1gG7IDP/Yai51Ps24kFbeuiBqVbWCiHHKm+nKNN2cM612aT+AopwlKo6mLE167z8GuUEvU4BpYgtKN8X1DIU7OW4dHzAGyMKO4E+qVeo/39q3RqHRZ7aYp3wMj+lTRbhnW+V7u5aQi2M8P4k5L4Fr/NSLrz8Lc9um44xus9MhIfuMUxjw0xAUL5+aNxLrYNvhlwVLM6STEtiH9Mf+c4sGmJPi6DcPEc+Uw1HUx1iwZDrvL4+EycC3uysL/VLyLeoFrezbg6IV/sNH9EYxq1YZRwHqMnjwHy5ftRqBFU7Qq9wY7x/6GnYFKNxmzlQMB7FoMxIQxnVHNxAAV247GxInj0buRJUTBuzH2h21gfV2xaOkazGrxBsuGzoLXa8VV9fe4tnggpt6riQkLlmDp7F7Q9RyBPvNPIDQ2EWkZpqjSsil0ri7Axoth3GGRY1YNrRuIcXbBFlwJl6+TJO4dogJOYOPOO4hIkz/ILwrzQ4BeCwwcPQGTJk3CyNa6uLx2I27o2KO8kYr64syHQznKuMCqJEqKA3D/QUzW+wgsEYkJEqSmpnDNdfW0qq9c3SxwfhBCCPkmiV56YntwU/zc3hqaXY5OgaDmMCz+rT/q6tzFpp87ou2AdbgZxw/mCB8fhseJVNS0i8bmMf3Rsa4zaruMw5bbSufBnETheBlWAl26NIMJn0R4YrFY+qSYrJP+regkEkmeXUZGhvadKIxt7WHMygzzYG/FTCbNbxFrbtyEzb+dJk8Qv+LGMWVOk0+zZHmK2rQt3Y2Y7eB9mfMSh+5m/W30WIM5N1iKPEmlFJ+RzLj6ahbO90vlTktht+Y2YgbVfmXnE/iktDtsfiM9Vmn8cRYnS4hlR+YuZGcVw7WepiDL0FQiOzHSnJn9fJz7S538ximMeeQtzW8xa111PDv+gU94d4Et6NGFzTwRLetNf7aZdbdWKh+clJtzWWM9C9b9z+csXZogDmV/djNi9j8dYu9kY4hZ6J/dmJFVf/b3G75wvNvDBphZsuFeWTtSVTlgicfY2PLmbIC7fO9LpQf+xUZ0nc3OxMv7U7h1bmHciM29yZeyxFNskpMVG7JfsRFiFrK5OzN3msROKXaKtLx2K8YcJ2aVYfHzDaxTsars1wuZpZolX5zOqhu7MLensi1jaYG32N0oxTZcZDObmLHyA3YyfrBsvrnqBifXtqUHsPX/s2IGdcYyz6fcSqVFMj/30aw2TFnfv6P4kXKQzbsg9bUg+ZHOAla2YaZN5jOlrCaEkG+CtA32zRKHMc/fprG9L+Xnh+hdfZmZ40R2UuNGRQIL9JzIGlsYswYzr3B9UmIWvq0HK6bbiE05GsRkZ+fEALZ9oAOD/VC2N4w/F+WQ4DOXdRmwPesc+w1TxAYKn+UOQ3HzEjDnL5brmpvBFElITinYM9DGlpaZ8xKU74wubYzwKPApEuRJKgjxYO8BlB/eG2X5FNVpxVG/3yC0CfOEx5loWUqK/1VE232HuH+8cDqSW9/Yq7iv1xjNMp9v13aagixDUyZoNfUwDk9plUeUnN84hTGPvEjw+s4tPCxpBzvFc0JW7TDnyEks+V8prkeCiMvncCHBFqXLZN1nLF67GZpVjMeVa7f5fNaFrq4ODI2NuT0qJYCluSkE+qYwNeMLh6EJTIyEEKaJ5f0q81w1/ao/Y+cxV9R5eRBu82ZjyQF/xElEECmKrMAUZmZiRLx9Jb97wC2/WDEDCCwtYKHJTSElOjme4zes2gQNpXeWJOE4OmcS1icMxNrlQ1E5z7eDVWybfg2M++swVjV/jQ3DeqD35M24EfgKIQaN0KieBT+SatrX14LkByGEkG+PBG+Pb8b1Sj+hr4OWJ8xMpqjadxk2TGuAF6fPwF/2Wp4YMe/eIaNqK3Tr6AwzaZJJDQydOQ5tIw7hn/NRue8yJPpi2453GLQgv3Pst+mzBAzKdHWkDaQMZBTKpxRNUMq6FAQ6XMOLT8lFeB97PewwtE8ZPoGjKo2jX/kHDOgqxBGPYwgVReDEaSG6rh2HH/SOwfNoCKIu34dBk6bZGsraTlOQZWjKxLkt2lXLO9LIb5zCmId6YiQlJUP8LhbvVLY/xYiPj4cwIw2pqUoFRGADGxs9iNLT+QZ6AajJc5VEL+H9xyBMPixAx6mL4DqiGeyUj2vFm+LnOaMg9lwIt5P+CLhzEOv/icGgacNQv1C+zyt9tvN3TN1rgoluC/CDfT4HVTXbJijdEhM3HoPPrQs4tOlHmAb7wbBrf/xQVfMjY+HWV0IIId80STi8d+/G4VU9UNPZGc5c12LOGSS82oexDWqi36bHGp7njVCrS2fUFSYjWdae0IWxsTH0jE1gpNTS1a/YEA2cM/A+Pi77o7jcepxcvQf4aT4GVqJoQZXPHjB8rAzGlDKda4AmpsK5ipP8+X8VhA/3wcN2GPqVzWp0qUqTEdij64BeKHHWA14nvXDfpjvaVuiIPj1tce7A39hz3xBNmuRoyms7TUGW8Z9hiNJ2pWEYchHnbyh9jJVroB87ch0p3HB7BweUTH+MwMfJ/EApIdJFhqhZqzryvjaunto8l1LciJORIPLgPEw4WRFjZ/VEVdllipwEMCvtjHb9vofjh/u4+Zihw+rDWN/bIeszoQJ96OnqcrPNnDEvZ39uKfc3YcqMc6g02w2z2kvvvEgfswwD/+pDLnluGy/uymZs8qmL32YMhGM+8QchhBDySQhs8MOKMzh+wAMeHvJux6TvYFy6K+bsccf8H8pr/rltkRiG9eqhhuxCnT7s69SFU+hTPPsgG8ozgGFxa1SsWDZrvpIoXFm7Er4NpuOXFlZ8YiLi4tR9QfDbVOCAgckeb9IW11ziJss+rfTvDDBFq19gAH0uFz+8f49USSJehUVBoipNNnIG4qJjkPnTU3HX4RNQCwP7NOQfhchJiMd798FyaD9kXaRVlZbFsv0A9He6hBXzQ9Cwd02ugJmhZZ9eqHp1Ffazpmisoi2v7TQFWcZ/hVXrbvhf6SBsmzUDu26GIDI8AGc3roUvnGRfz7HsMAhDasfguJc3Qvi7EJLox3gc2wHD+9bjv7AjL1fZgkdpseL6lUualDwljzzPSEVqqvTOx4fMMhb79i3evQtDaBTXQpdE495VP4SK0iFKT0VMTAKQegcbft2IYK6copgFSpXQQ3zgFZy8/gxxmXdOTFDSpgSinj1DmPR3D1JDcMHbB2HpXPCTLh9DimVI15DbDsWGxF/F8knz8LD5Yqyd3JgPhIV4cuokHkjnk6tuhONhHuVZShRyELNm+qDZxj8xuUHOz8wpk+9XresrP53m+SElvWsh3W6leRNCCPmPKw7bynVQt27dzK5KKWMI9M1gV60OnO1UN4AksX446nUNrxQXzlKe46hHCNpO7IVy/LmveNPBGNn4Lg54BnJnTTlRqC8eFBuMwe34D8BLInF5+VgsD6mC6ul+8D58GIcP7sWmWb9j+wN6ZDabgr70LO1yvdScZ/eBBZ1ezvo4ghm1mML23gpn6R+C2NnVA1glGLPvpnqwu7IXItPYvZXtmIWeDavWeghbd0P6pqmKNNlLz8WYaeV2bMS8bczzwDbmOqQHm+D+SOmFZ+nLlh0ZWqxmQdIXWNL82RQrBzb/mdLLLqrSskljD1Z0YK0W3MmaLzfN0tZ12fRLyq+ZKtN2Gk3Hj2P7+4A5zbjOTfG1yrkNXB4dn8nalTWQvlDDdI0cmctMb/ZS6YWj+Nub2eBalVjbyRvZfo+tzPWnYWzO0ZfyF55ZAnt6diXrV5ErV82nsH13wlnyy6tsy8+1mK5eQzZ2uw8LTQllPtvHsPoGuqzqEDd2MfCWyjyPfXyW7ZrZhdnrglm1nsK2H73CAmO5rPh3M+thr8sMbKuxJh0Gs8UHVrO+lmC2LUaz7X4fGEt/wtx/rMnMpDcQ+Lok63TNWO3xh5ji3aq4i7NZE1MwyyoNuPmMYn8eX8lc9IxZkwm72O23XL2L8GMHprVipijLeiw+xQLjY9mZabWZAexZxzGz2B9//MF1s9jvE/uxRlVHscOyF8Jy1I3LV9WUZzFLiAhiV/YtZZNGT2dbr0dyKcpy5ksCe3JmRQHqa7j2+RGcwmIDvNncLjYMVi5s1uEHTPGeNyGEfAuk5wwip8lLz+mPNrJutkbMvtkANmHKRDZm9DS28erbHOc1brwXh9mvHTuwkSv3sAO7l7Pxgyaw7f6Kj23EsSsL2jJbvRznbq4zqD2DXVbXxPtGKPaFgo40ONDTk79Qyv0t+19Kk99ZKMhvMWg0jeQ9Xvo/wgebeqhbjr8CmjNNEo6tvZyxsrwXrow1R1A4Q+maDVDDNse9hbgg+EVYoW51awgkL3D5dCyqdW6EzF8FV5WWgyQ2BK9QDg7Sb+XLUxD1iItYq9REOX0+KQdtp9F0/ITnfggxro3admoW/BVQtQ2imCfwDYiGQYWaqOtogVxZIYzEY99HiIA1qtSpBfuPueuiQZ7nlBoRgHvBYpSrUxflTIV4/cAXsdYNuW0w5Fb+JQ6tPAaLkb+gnfyJIUiECXgX/hAHlh5DBbcV6M6vb2KIL/xCdeHYsD7KIxj+wUaoWsdOzR0xDSnXjTIRqreNqy/3roZCp5wzqlYqpXJ5BS5bquorIYQQjUnbRlybjO8jmkh65Q+/J3HQs62COrXs1b/rKYzCo7sPEaljh5oNq8NG8ZEVkidFe11RLr/MgEETmQHDP3jo1gnUTCGfBxfYHRqHHhdccGJLTyiefpRJ9MeWzYFoP3Uw6B0qQggh6lDAQL40OQOGr/ilZzEX4GRAmJ6e9Zw0IZ8BK2YKMRc0tO8+BjMWrcI6t7VYMW8KRk07AdtefShYIIQQQshX7Su9w5CE4Mue2H/EFxGGldCm70D0amiX+zEWQorI+6fn4X3cBwGv3kNiVAqO9dqhe9dmKPdRzxoRQgj5FtAdBvKlyXmH4et9JIkQQggh5D+AAgbypckZMHz1v8NACCGEEEII+XQoYCCEEEIIIYSoRQEDIYQQQgghRC0KGAghhBBCCCFqUcBACCGEEEIIUSvbV5IIIYQQQgghRIo+q0oIIYQQ8gWgz6qSLw19VpUQQgghhBCiMQoYCCGEEEIIIWpRwEAIIYQQQghRiwIGQgghhBBCiFq66l6y0eTlm4K8oEMv9RBCCCGEEPL1oDsMhBBCCCGEELUoYCCEEEIIIYSoRQEDIYQQQgghRK2iDRhSXuGW11os3fcvhHzS55R6fRlGr76NVL5fSlXal0mE9xGhCAkJ4bpQvI0X8emqJUaFITRz3BSlaeVpoWHhiIhN4ub6dcmWX6JQnHJbgUNBBduK90FnsWvlH5g2Yzncb77VeF9oVGYKs+znsZ2fdBuQgBdX3LFyzREEK2Ys3S7PNViy94FG25V9OSLEBF6Gt9chnLzxAu9laSpIohBw/jAOnrqHt2oXEo8nN/zxWsL3ZqPhcmTymo/URw7n9pfvmUPw8r6G5ypWRBj/lq+n2bvQt/FZeZkUBt/Th+B56Az8XqXwiTnksxwpSdwTXPX24vbrbYQm8ok5aDJOpiI9vqsoi4SQ/4aUJ7hw+DrCtKnbeU2jwfEwe5uK60LDEfvlNwSLVBEGDKkIvn0Ym11/x867EVB7vuUJhblPOarSCi4J1zbPRICpI4rzKarTvlRiJEU/xZmFPVDN0QkNx7ojRN1OjT+NOW0ro2K1vljlE4rY5DSkvAvB9dV9uWkro/MkN7gf9MKu5WPRoVZ9dJ28Hbdj8suhL0HO/BIhOT4eyekZsj5tvL++HFN2paHTpPFon3EEE7qMwMYATcqbJmVGXvY3zflNo7KfP9Xb+Wm3gWuiBd2Ep9tMzD4YgFjZolPxnNuujXN+xY67kRpsl/Jy4nB9VW80adgFA0f0Q7eW9fDd4K3wz9kojfXBimFT4PHWGJYpZ/HHj0twOVp5SfEIPLEO49rXR4OR+/Ek1+ZquJx85/Oxw7lce3kI039chCtJ5iiRfAkzeg3FXw+S+KEcySt4jKuPio6OcMzWVUKdif8ggttsUcghTO76M/a8NkKpYi+xbUgXTPd+lW3f57scTmrg3xg/YDxWbF2PPwY2R6PvXXExhh/I02ScLNqV8Y89lucui4SQ/4YU+G2cgH6/eeGxxocJ9dNocjyUkoTtx7iGTpnHXefvV+MuBQzZiUQi6WeLZJ1YLM7WSSSSfLuMjAzNO1EI29TVmFWadJolszx8OM+WrzyXfRxVaR8j5RwbpNuQbY7k+6VUpX3hks9OZTXNjZmeUVM276aqvSNmIbsGsfKmesyg8mR2WmmU5HNTWVU9UzbAPY5PYSzOx5U1N9Zl5QbuYS/FfOKXqrDySxzGdvQpy3puf8PtLU5iEDu97yR7lCAbmjdN10EcyjZrUvYLqii2gaWxB8taMeMm89ntND5Jul3/K8YcJ2qwXUrLSfNfzYb96MYuvUxk4oQX7MySbszBwIK5rA1g6fzoXGlkZ6fUYx3XPObT0tmzTd1Yw0mn2DtZv9QHFhX1jt1wbcyKOf/KzudYCc2WI5X3fD56ePoLtrN/QzbuaCyfIGav3Acxp/YrmT+/L9MDN7Ef+7uyXccvsms+PsxH1p1iCzuVYV03PuPWN5ldmFadlf3Ri9szUmIW+md3Zt5wLruZIkvQaDks/TnzXL2N3ZGNImZRF2eyJkYWrPeOcHnZkdJknJw0LeOFcixXURYJ+YpJ22CEq9n/bmaT2tdixRwnspOJfGI+1E6jyfFQJpndXjuLrT2jOO76sFtBUeqPdd8IRWygUMTvMOhCIOD/VCsJD3aux8E3yteoVKV9nNRbe3Gw7jD0tOETOKrSvnQ6xYrDvtsgfG92D3t2nkRkzl0k/BdeJw3Qrp0poK8PfT5ZSsfQAAY5SoBFw67oXNsAr85chG8yn/iFKrT8Ej7Bo4eJMDQoBlnxNHFGp4FdUJ3bZfnRfB00Kfsfoci2QTfHbUmuX8PtylqOBLHRFTB42SS0cTCBwNQRLtOWY3IbMW77PoDi4r/ktTf++tsU7Ts68eVWH46dO8Jq33Z4v1IUdDNYW5dAGVvrbGVbTrPlyOU1H6mPGy4KPQHP0yXhXMOcTxHAvnNXNAlwh+ct+WWsxJTamLB1PoZ/3xbftWiBFtKuUjyeB9dHJ5cK3HyT8OpVKBLj3yOB33x9PV2wlBSkSg/rHE2WA317dB8/Eo0spT0CWDd1QevKxjAqbiAvO1KajJNLQY/vBaGqLBJCvmrCQOzZn4iOvZxhwCflK49pNDoeciQRp3BO1B4/uvDHXa5r4mydx7Hu2/TZjrdpz09i9aTB6DNwEtZfei2/hS0Khve8weg78zjCHhzFysWrcPB+YO60ACFSXt2C15rp+GXTTby+uR0zhvdBnxGzsOt2TLbb4VGnXDHw9yMIz3Z+SsVt9wOoPrQnstpISmmSCFz/exUWLVyEJes8cDdKwhWoOziwfqksbc2hh/LGRupzXNq5BktWueNWxGvtplmxAVs3rNBuGdkexciiU6oLRg6ugrcHd8AjMPsDfO8ve+C2c3+0NtPhU/KRHofYeDEMHOxRRnXLKDtJFO7uW4V5rjMxacxkrPQO4poECgkIOrERi+f+galjxmDaGm8EJvCDOElhN7k8nIZJm24h/vkJrJk8FANGzIZHALfliY/xz5IxGNB3OGbt5/dFNjnyUBKLoLM7MG/8XBzkG5PK83//4gzWTRmCvgMnYO35cP55cAnCL27D0lUH4RcjxPPz67F48TLsuREnG5rf+udaB25+b6/+idnTfsOM6VMx7fdpWOWd+/EMlWWf28KnF3dj3ZLFWMvtQ9n6JQTi7PZV3Dqtx4lnfL7m2s68toFrMPsfwPJZMzF75mSMHv0bNp0PzfF8ecG2ITduPbhlTxnSD0MmLsORwJy3fJWXI4CdS0+0L8UPktIviwoVLFDSokTmQT/5zjVcgiMqls8qiAKbSnAyv44bftmf3dfRVXUo02w5ylTPJ0tBh4vCw/FamIq0FKXnZ4zKwcH+BQIey/evZf3mqGsmHyQnQeSls7hZvRM6yvaBOerUawjxyXVYdDAYQtELHD/zDK1GDURTI/kUmiwHMIShoewPGUnsK8Q6TsLY7635FClNxlFP4+M7dyz/uOMAIeS/QYRn+3cjos1wNCzGJ+Ur72k0Ox4KEbB3C9xWjYFL91GY//cNbhrZAJLDZwkY0kJOYuU2XxjWa4t67AJ+H7UUJ+O5Afrl0WHqKkxxMYV5jS4YN2k0/lfDKXeacwaiI0Nwc/86HDqxA2uPxKNiy2awDdmBH3uNxc6nWY3m4tYVUaOyDUyUQ8VUX+w94IxhvUvzCRzlNEFpNHVxwmv3OdgVaokaNgIuqTG+byjEyXnr8Ig5QHbhtrgT6pV6j/f2rdGodFntpinfAyP6VNFuGdZq4l2dYmgx/Ce01r2KnbsuQborZSRh8PZ6gzYDGsJAk3ghJRjHFy+BR0o7zFw8Fk3ye5GDCxbOzRuJdbFt8MuCpZjTSYhtQ/pj/jnpW0VJ8HUbhonnymGo62KsWTIcdpfHw2XgWtyVR0J4F/UC1/ZswNEL/2Cj+yMY1aoNo4D1GD15DpYv241Ai6ZoVe4Ndo79DTtzBEI581AS9w5RASewcecdRKRJDw7S+QfL5n/k7H4s2+KHYvU7oJHOZcwYvRgnY6VTcQ3KFgMxYUxnVDMxQMW2ozFx4nj0ll1WzW/9OTnXIdQd02Y/QdPfV2DZyj/wg3kQ7r1Nkw1TUFv2udyu0rIpdK4uwMaLYfKAwawaWjcQ4+yCLbgSLt/+3NupfhtEwbsx9odtYH1dsWjpGsxq8QbLhs6Cl/IbuQXYhtwy8N73b2y8LEG17+rB0G8FenYema0eqqxzykTheBlWAl26NIOJPAFvw0IRZ2eLbMVeUAKWJd7hVXikfB9pK9dyiobAqiRKigNw/4HSBQ2WiMQECVJTU7g9qIIkBhfP3EQNl46Qx0yGqDtqIWa1fIfto/thxITleNhmG7aPr5P57om2yxFF3sK22Qdh0K8Haqm5G6XJOMq0Or5zx/KPOg4QQv4TRC89sT24KX5ubw0NL2/mO41mx8MUCGoOw+Lf+qOuzl1s+rkj2g5Yh5uK64Yk02cJGJhlc0xaNg8Thv+IqdMGoX6kPx48k4Z0+jAyNoSAy3kdgQGMTU1hpK8qrTgq1P8OVcsaQFKyHaYtm46RP07Bur9XoL/EG9v2+XLNRTmzBsMw66dmsOD7pVLv7YVnxWHoZccncHKmCWw7YvjARnh1/jxu8g1Ek3pd0LnBB/hcvco3yuNw5Z4B2nexl9260nYagwIsQx296v0xsk9ZLtr+C/+8kJ9UhQFeOGnQHb2r6Mn6VRMi6PgSTPupOxrVaIdNBlNxzvc45rnY5bk8KeGDHVj6TzkMHF4fJbj+Ut/1wdB2ZaEvEkH03B2Ll0Si5SAX2EtnZNkEY2f9jDJnF2LJvmCusSfNw5aoUZ5bN6umGLdgBsb89Atcf24DycMolB6/DHPGDsOYmUPRFr548Dh7ozVXfpWqgkb1nGCbudLS+beSzV9a3n5ZNhtjBg/FxMn9US/KD/5P5SVEYGgCUyN96OroQFevGMzMpOWLOxDlu/651yE97CkCX4YhJFKamVZoPnoCupbOvu/Vl32OrhGKFcteJfVMTGCslJR7O9VvA0QMJrWbo24FaXNSAOtq1VEh8QVehKfLppMqyDbkpgvjOkO4/TUFI0f9jq2eGzAkw4tr/N3JrIeq6pyyxDueuGAxCRM6yJ6B4WQgOSUFMCqO4jmPUjoZSE1RzFk7uZdTNAyr/Q+9XIB/1izCP8+SuMoThXuHD+PSM32Uslb9GJMk5iLO3qoBl47Sx5F4Fi3wy9Kp6GQaDI891xEjyh4CaL4cCaL8DmD5zN+w/OBxbBryPcbulZfrLJqMk5t2x/ePOw4QQv4DJK9wZOu/qP1zN9jl1/BQ0GAazY6HFqjZaQhG/zofm4/64Oq+n2B5ZTYmr7pKdzRz+CwBQ3HzEjDnM1jX3AymSOIaB0pXPbVgbGmZOS9B+c7o0sYIjwKfItuTI9kI8WDvAZQf3htl+RTVacVRv98gtAnzhMeZaFlKiv9VRNt9h7h/vHBa+rJA7FXc12uMZplX3bSdpiDLUMcGnX8ahoZJp7F9z10uZn6PK/tuwql/F5TOswIaomrXWVg6szeq6L7FzQt3EStQ1XzJSYLXd27hYUk72CkeXbBqhzlHTmLJ/ywRcfkcLiTYonSZrMZm8drN0KxiPK5cu83njy50dXVgaGzM7QkpASzNTSHQN4WpGb/SXGPYxEgIYZpY3i+jKr+kjRAVz9dz85eWN8Xs9KwsYKmTilTFQ98qSTRY/9zrULz+D/ix4QP82vo79J21E9eSWmNgj+yBXmGU/dzbqZp+1Z+x85gr6rw8CLd5s7HkgD/iJFwwl7m4gm2DKvpcYK/YU4JyXdClrTkec/XwgyxFdX5lSvTFth3vMGjBUFTOLHq6XL4bcVkhgXLOIyMN0jjCmAuktD54qVxOEdGvgXF/Hcaq5q+xYVgP9J68GTcCXyHEoBEXACpfzlCQIPrCGdyq4YKOFbL2vvCJOybPe4OfL13C1p468J7SDz+u9816DFDj5Qhg06A/Zu/ywb0rbuhpGwyvzQfwINuteE3GyU37Ml7Q4wAh5Osnwdvjm3G90k/o65DfmUZBw2m0Pu6aomrfZdgwrQFenD4D/4Jdl/rP+iwBgzJdHWnjJwMZKu/Ja8uEixpLya9g8Sm5CO9jr4cdhvYpwydwVKVx9Cv/gAFdhTjicQyhogicOC1E17Xj8IPeMXgeDUHU5fswaNI026MN2k5TkGWoU7z+YIzsZoH7f2+H94Nj8HrdBgOba/AMAUe/0kAsXTUK5e+vxdRFpxGVbxtWjKSkZIjfxeJdrnHFiI+Ph5Br3KWmKmWswAY2NnoQpacX7HESBTX5pRm1JUOJBuuvah1MGmGS5zWcX94BwqNT0KpxZ8w8kf2Tl8oKt+yrIHoJ7z8GYfJhATpOXQTXEc2yX4kphG1QzRAlzC2gryeQBxp55ZckHCdX7wF+mo+BlZRb8fqwc3CETXRM9vIljkVsdBk4VNDyhTS1yyk6gtItMXHjMfjcuoBDm36EabAfDLv2xw9VVayPJBoXz95GzU4dUV6xoZIQ7J37B563+BHfV66PUVv2Y0VX4PTSVZnv7UhptRyOVcPRmDm6KXQjIxGlpmJqMo4qn7yME0K+btyx2Xv3bhxe1QM1nZ3hzHUt5pxBwqt9GNugJvptepy7vaDFNNoeDwEj1OrSGXWFyUjW7sT3n/fZA4aPlcEY/xyaFNeITUyFcxUnLk5UTfhwHzxsh6Ff2azmhqo0GYE9ug7ohRJnPeB10gv3bbqjbYWO6NPTFucO/I099w3RpEmOpry20xRkGeoIKuCHnwaiatQ/WDZyN3S794Gzxm0jAcr2mIc1k2sgeNM0zD2aXyPREKXtSsMw5CLO31D6JRSukXrsiC9KOjigZPpjBD5W/tSSEOkiQ9SsVT3bI2LaUptfH0PxATEZQ9jns/5GKtZB8vYlQtLLoeXPK+F94wLWNHqCNQt3wlfTqxQCfejp6nKrkfPuR153Q5Rk2wYJIg/Ow4STFTF2Vk9UzfYyrZyq/fjR2yCTinexiajF7SfpYtXmlyQKV9auhG+D6filhRWfmIi4OPnCjJq0Rpv0IDxR+iUeUegzPC/WFm0aaVgnpPJZzucQd2UzNvnUxW8zBsJRRTGWRF/Amdu10Klj+azAKPUhfG8mwL6cI1dCOab1MOq3EaiT/AzBr7IeM1OW33LkDFG+TBkYV3KEg9KLztlpMg4hhGhJYIMfVpzB8QMe8PCQdzsmfQfj0l0xZ4875v9QXulRSl5BpuFodjzkiMQwrFcPNfJ7j/MbU8QBA9cU4ho0TPZ5VwXp3xlgila/wED69U98eP8eqZJEvAqLgkRVmmzkDMRFx2Tdjo+7Dp+AWhjYpyF/azsnIR7v3QfLof3kz6XLqErLYtl+APo7XcKK+SFo2LsmVwjN0LJPL1S9ugr7WVM0VtFu0XaagixDgaWlISE1LTNoMms5Aj+108czcSMM/F9pvrGRhrQ0MTLShBAqXeljsv4Mblgyvz9LocOsdZjRPBI7pk/HzkdqfkWWZ9W6G/5XOgjbZs3ArpshiAwPwNmNa+ELJ9h2GIQhtWNw3Ms78wflJNGP8Ti2A4b3rSdv8PDlIVvQJy0OXL9yCZHKSlGfXyxDOhY3r8yZya9s5lnepDKkjyhJ75h8yAySLPNc/+oIVrEOwsd7sfFIiHweFvXQs0tjFMu8oSHf1rzXxQQlbUog6tkzhEkf+0gNwQVvH4Slc4GKUnsw93Zycm1DBmLfvsW7d2EIlV4SlkTj3lU/hIrSIUpPRUxMjMr9mPc2SPendLk59h9HwqUpkiRhp3D2eWeMHSTNZzX5JYnE5eVjsTykCqqn+8H78GEcPrgXm2b9ju0P5I+dCEp3w6jhyTh78il/tUiIoNOXwH4eg645PgErXSdZx/dn0mA5ytTOh/exw6VEIQcxa6YPmm38E5Mb8J83ykb6ONJZ3KndCR3KKe00wyqoUccQz58FZr4bomtgAEPbOqhVKfc3n/JajkSiKOkcUTBOXXiDbj/1ynaBQZNxstOgjKs8lsun0+44IN3PqssiIeRrUhy2leugbt26mV2VUsYQ6JvBrlodONupagBpP42646Ek1g9Hva7hleK6VMpzHPUIQduJvaB8+CWcovvhtg8s6PRy1scRzKjFFLb3VjhL/xDEzq4ewCrBmH031YPdfSP9mYw0dm9lO2ahZ8OqtR7C1t2IV50mfsW2dC/GTCu3YyPmbWOeB7Yx1yE92AT3R0zxG0bSH+kI/bMjQ4vVLEj6K01p/myKlQOb/0zp5zhUpWWTxh6s6MBaLbiTNV9umqWt67Lpl9T99JC202g6fhzb3wfMacZ1booE9sznEHMbXpuZVhvIVnldYUHSXcWJPvoLG7ZO/sNU4qiH7NxeV/a9vR6DQQ02dO1Bdu3pG9m067lpDaDLbF1+Z7tPP2CR/C5IfrCedbXTZcUqf8+muXmy27J8UV62Ard/j89k7coaSH/Qg+kaOTKXmd7sJf+LWPG3N7PBtSqxtpM3sv0eW5nrT8PYnKMv+R/MSmBPz65k/Spy5aH5FLbvTjhLfnmVbfm5FtPVa8jGbvdhoSmhzGf7GFbfQJdVHeLGLgZze0dNfokj/NiBaa2YKcqyHotPscB4bv7nVrK+Dtz8m01m7rfl5e3Mqv6soqy87ZeVt9jHZ9mumV2YvS6YVespbPvRKyyQ/40XteuvZh2Sz/zCqpSqz4Yu2s4OeGxiE7t2YdMOh3B7KYE9ObNCg7LP7eWLs1kTUzDLKg1Ykw6j2J/HVzIXPWPWZMIudvstVy9zbSdTuw3SH7PpYa/LDGyrcfMazBYfWM36WoLZthjNtt/00XIbuOUEeLO5XWwYrFzYrMMPWJRs0g/s5qbhrIlDTdbrj81szx43Nv3H8WzjjWj5j96o3Fdx7MqCtsxWT37cUe4Mas9gl5WLfOx1tnpIP/brpv1sz5qJbMC47ex+th/zSWMvfTzZ0j6ODEbN2MTtp9m/0YplabGcPOcj9bHDuVIQEcSu7FvKJo2ezrZej5TvH1XEb9ieQU6s11/y/a4s8d/t7KcWrdiPy/cwz73r2MTu3dm0Q8FKP0KX/3LSA9Yyl1I2rGanYWzStKls9IABbNJ2X/7H4OQ0GSfn8UizMp7zWB5eoOOA6rJIyNdLelwictG7+jIzLX64TUr1NBocDx9tZN1sjZh9swFswpSJbMzoaWzj1be5xvsWKc6XCjrSgEH6wqIUFyTI/lfQ0cn/eW9Nxskp32kk7/HS/xE+2NRD3XJ8JJgzTRKOrb2csbK8F66MNUdQOEPpmg1QwzbHvYW4IPhFWKFudWsIJC9w+XQsqnVuBBtF5KgqLQdJbAheoRwcrDInQtSjQAir1EQ5NVfbtJ1G0/ETnvshxLg2atupWfAnpG7Zopgn8A2IhkGFmqjraJH92XJhJB77PkIErFGlTi3Y53G3RCMa5FehUrX+atZBEs3loUQfqaHP8DqlOCrUaoDKpbTPp8QQX/iF6sKxYX2URzD8g41QtY6dmrtmeUuNCMC9YDHK1amLcqZCvH7gi1jrhqht87pQt0GS8BpBj54hipVGzQZVYa14bKUw8ksSj+d3HyCiuBMa1CkLVdfkv3jc8ere1VDolHNG1Uql8s5LSRT+vfoUerWbo3rm8UBJaiQC/R/jdbopHGvXRSVLpfzRaDlCRAX5IeBVMgRmZeFcuxpK59qpmoxTwOORquM7Id84abuIa5PxfaRQaHjcTXrlD78ncdCzrYI6tew1emf0W6BoqyvK5ZcZMGgiM2D4Bw/dOn2djQhCCCGEfPMoYCBfmpwBw1f80rOYC3AyIExPz/N5YUIIIYQQQkjB5RkwfLnRbhKCr11CrOMwfG/yDKd830Lp9TxCCCGEEEJIIcnzkSSp/B4f+myPJBFCCCGE/AfQI0nkS/MfeiSJEEIIIYQQ8qlRwEAIIYQQQghRiwIGQgghhBBCiFoUMBBCCCGEEELUooCBEEIIIYQQola2ryQRQgghhBBCiJTiK0n0WVVCCCGEkM+IPqtKvjT0WVVCCCGEEEKIxihgIIQQQgghhKhFAQMhhBBCCCFELQoYCCGEEEIIIWpRwEAIIYQQQghRiwIGQgghhBBCiFoUMBBCCCGEEELUooCBEEIIIYQQolbRBgwpr3DLay2W7vsXQj7pc0q9vgyjV99GKt8vpSrtyyfB61OrsNw7jPtLnaIc58uhKj/fB53FrpV/YNqM5XC/+RYiPv2TEoXilNsKHAoqnKVlbVcCXlxxx8o1RxCs8azj8eSGP14XJAOLtA4XZNsIIYR8jSRxT3DV2wsHT91GaCKfmB/unOR75hC8vK/h+Xs+TYkw/i1CQ0IQkqMLfRuv5tyfhNcPLuPYkdPwj/oaWjlFJ9+AIb9fHtT8lwlTEXz7MDa7/o6dd9/m29gUCnM3R1SlFVwSrm2eiQBTRxTnU1SnfeFEIq7Qp+LRsWVYciKA+4vrz1kLinKcL0ru/Hx/fTmm7EpDp0nj0T7jCCZ0GYGNAUURvoqQHB+P5PQMvl8zqst81naJgm7C020mZh8MQGy+s45H4Il1GNe+PhqM3I8nWm+2vA5vmvMbV4cjClSHtZGg1bYRQgj5WqUG/o3xA8Zjxdb1+GNgczT63hUXY/iBaoheHsL0HxfhSpI5SiRfwoxeQ/HXgyR+KEfyCh7j6qOioyMcs3WVUGfiP4jIdhKTIOr6n5g4cAK2PNBF1dbtUc9GwA8jUkV4h6E4KrX6Ac2qGPL9eUi4ALcN15DC98qoSvsYqbfg7tkQQ7pb8wkcVWlftHjsH2yAYq3WIr1aO7jUBNa3LgaDYV7ICrSLcpwvTM785A4eh9dvREKVhrA2tEMn193w3DwZHStoUCY/lr4T+sxbimG1tViWujKvtF1mVdvgf00qQZ8flDcBSjYagsHNrSHRNM7PRl6Hmxe0DmtJu20jhBDyVRIF4/iZdPzocREnT13F9cO/o6LfRmw5/lr9hSnRS+z9YwVSBizD9N4d0HHgHKwbkYGV07fgPn+tSvTsBHwwCjuOX8Q1Hx/4yLpTWNipNFq2bYXSmfGAEMFev6DHL3fRaM5mLBreCk4WdObJqYjfYdCFIN+ALQkPdq7HwTfKxURV2sdJvbUXB+sOQ08bPoGjKu3LZoGu809hQ8s38DoXg7gLnghr5oaTrp1Rgh+jaMf5suTKT+ETPHqYCEODYlzTmWPijE4Du6C6qWzoF0Z9mc++XdI6pathRTaDtXUJlLG1/ohGeEHrcEFos22EEEK+Svr26D5+JBpZSnsEsG7qgtaVjWFU3EB+rlZBFHoCnqdLwrmGOZ8igH3nrmgS4A7PW/KHkBNTamPC1vkY/n1bfNeiBVpIu0rxeB5cH51cKmSeB5PuumH0hOtovmQ1hlQ14lNJTp/tXJz2/CRWTxqMPgMnYf0lPorkokzveYPRd+ZxhD04ipWLV+Hg/cDcaQFCpLy6Ba810/HLppt4fXM7Zgzvgz4jZmHX7ZhsEWnUKVcM/P0IwrO1XVJx2/0Aqg/tiazYQClNEoHrf6/CooWLsGSdB+5GSSCJuIMD65fK0tYcegjZ43Wpz3Fp5xosWeWOWxGvtZtmxQZs3bBCu2VE52yAiRAddAOXzt/Bu+K2sDaKx/1rPrjz9J3SPijKcVSQROHuvlWY5zoTk8ZMxkrvIK45qSwBQSc2YvHcPzB1zBhMW+ONwAR+ECcp7CaXz9MwadMtxD8/gTWTh2LAiNnwCOD2TuJj/LNkDAb0HY5Z+/n9lUk5jyUIv7gNS1cdhF+MEM/Pr8fixcuw50YcN54Esf4HsHzWTMyeORmjR/+GTedDsz+fL3qLG7sWYcbMWfht8hTM2+aNi1eu4uqNQERLEvH04m6sW7IYa7ltkz2hlRCIs9tXcctYjxPPuBRJLILO7sC88XNx8JV8b4meHsP6JYuwaFH2bvFabwSlqKgHmY9NqSq72tHRLZxqr3Ed5ta94PlICCHkv80Qhko3riWxrxDrOAljv1f/tIcoPByvhalIS1F6XtWoHBzsXyDgsfyRWcv6zVHXTD5IToLIS2dxs3ondCzPhwuiZ3Dn2gP3m4/D+HayiIWo8VkChrSQU1i5zReG9dqiHruA30ctxcl4boB+eXSYugpTXExhXqMLxk0ajf/VcMqd5pyB6MgQ3Ny/DodO7MDaI/Go2LIZbEN24MdeY7HzadaD9cWtK6JGZRuYKIepqb7Ye8AZw3qX5hM4ymmC0mjq4oTX7nOwK9QSNWwEXFJjfN9QiJPz1uERc4DsonRxJ9Qr9R7v7VujUemy2k1TvgdG9Kmi3TKsc8baqQj284O40xK41n+NyPqzMLd9Ou74Bis9ClKU4+TABQvn5o3Eutg2+GXBUszpJMS2If0x/5ziIaYk+LoNw8Rz5TDUdTHWLBkOu8vj4TJwLe7KoyW8i3qBa3s24OiFf7DR/RGMatWGUcB6jJ48B8uX7UagRVO0KvcGO8f+hp2BSi9UZMtjAexaDMSEMZ1RzcQAFduOxsSJ49G7kSXXvt2NsT9sA+vrikVL12BWizdYNnQWvDLfCH6Pa4sHYuq9mpiwYAmWzu4FXc8R6DP/BEJjE5GWYYoqLZtC5+oCbLwYJg8YzKqhdQMxzi7YgivhIkji3iEq4AQ27ryDiDT5wU0U5ocAvRYYOHoCJk2ahJGtdXF57Ubc0LFHeSMV9cCZP5qqKrufQVrISc3rMFdfC5yPhBBCvhmiyFvYNvsgDPr1QK087v4LrEqipDgA9x8oXSRmiUhMkCA1NQUqX3uTxODimZuo4dIRinhB+PgwPE6koqZdNDaP6Y+OdZ1R22UctuS4+Ew4IpFI+jSzrBOLxSo7iUSSZ5eRkaFZJwpjW3oYszLD9rO3YiaT5reINTduwubfTpMniF+xrT1MmdPk0yxZnqI2bUt3I2Y7eF/mvMShu1l/Gz3WYM4NliJPUinFZyQzrr6ahfP9UrnTUtituY2YQbVf2fkEPintDpvfSI9VGn+cxckSYtmRuQvZWcVwracpyDJUSWQnRpozs5+Pc3+pU5TjyKX5LWatq45nxz/wCe8usAU9urCZJ6JlvenPNrPu1kp5z0m5OZc11rNg3f98ztKlCeJQ9mc3I2b/0yH2TjaGmIX+2Y0ZWfVnf7/hM/7dHjbAzJIN98raSarymCUeY2PLm7MB7vI9K5Ue+Bcb0XU2OxMv70/h1rmFcSM29yZfghJPsUlOVmzIfsVGiFnI5u7M3GkSO6XYAdKy2K0Yc5yYVT7FzzewTsWqsl8vyFOSL05n1Y1dmNtT2VaxtMBb7G6UYv0vsplNzFj5ATsZP1g2z1xlnpN7u9JZwMo2zLTJfKa0G/MgZmFbujNTZ67MKc9YU7L1ktZhDy3rcEHyUdttI4SQr5O0DfZtE7NIXw+2cHgLVt6Ia5MaVGZD3fl2gCrpAWz9/6yYQZ2xzPMpdzJOi2R+7qNZbZiyvn9H8SNlJ47Yy4ZU6sH+DObPOdwyw7f1YMV0G7EpR4OY7CyfGMC2D3RgsB/K9oYpxvs2KWIDhc9yh6G4eQmY8xfLdc3NYIokJKcULJYztrTMnJegfGd0aWOER4FPofRUSw5CPNh7AOWH90ZZPkV1WnHU7zcIbcI84XEmWpaS4n8V0XbfIe4fL5yO5NY39iru6zVGs8woWNtpCrIMVUzQauphHJ7SivtLnaIcR0qC13du4WFJO9gpbjVatcOcIyex5H+luB4JIi6fw4UEW5QuoycfzileuxmaVYzHlWu3+TzUha6uDgyNjbm9JSWApbkpBPqmMDXjM97QBCZGQgjTxPJ+lfmpmn7Vn7HzmCvqvDwIt3mzseSAP+IkIogUxVFgCjMzMSLevpLfPeCWX6yYAQSWFrDIecMnDzo5nsU3rNoEDaV3jCThODpnEtYnDMTa5UNROc+XCzTfrk9N+zpckHwkhBDybRDApkF/zN7lg3tX3NDTNhhemw/ggbqP7enXwLi/DmNV89fYMKwHek/ejBuBrxBi0AiN6lnwIymTIPrCGdyq4YKOFRQnbzFi3r1DRtVW6NbRGbKnl0xqYOjMcWgbcQj/nI+iuwxKPts7DAq6OtKGVAYyCuWziSYoZV0KAh2ugcan5CK8j70edhjapwyfwFGVxtGv/AMGdBXiiMcxhIoicOK0EF3XjsMPesfgeTQEUZfvw6BJ02wNZ22nKcgyVDFxbot21fKMKop0HGlFTEpKhvhdLN6prHFixMfHQ5iRhtRUpcwX2MDGRg+i9HS+gV4AavJTJdFLeP8xCJMPC9Bx6iK4jmgGO+VAoHhT/DxnFMSeC+F20h8Bdw5i/T8xGDRtGOp/9Ld3RXjm/jum7jXBRLcF+MFeecEqaLNdRahw6zAhhJBvmVXD0Zg5uil0IyMRlUdDQFC6JSZuPAafWxdwaNOPMA32g2HX/vihqoorb5JoXDx7GzU7dUT5zFOtLoyNjaFnbAIjpdawfsWGaOCcgffxcaofbfpGffaA4WNlMKaUoVwjNTEVzlWc5M//qyB8uA8etsPQr2xW40xVmozAHl0H9EKJsx7wOumF+zbd0bZCR/TpaYtzB/7GnvuGaNIkR1Ne22kKsoyvgiFK25WGYchFnL+h9OFVroF+7Mh1pHDD7R0cUDL9MQIfJ/MDpYRIFxmiZq3qUHWNQBNq81NKcZNNRoLIg/Mw4WRFjJ3VE1WzvRylIIBZaWe06/c9HD/cx83HDB1WH8b63g5ZXxoS6ENPV5ebbeaMeTn7s0u5vwlTZpxDpdlumNVeeteF2z3hYQhXc4DMc7sIIYSQ/wRDlC9TBsaVHOGg4ZfI465sxiafuvhtxkA4qjhFSqIv4MztWujUsTx3VlfQh32dunAKfYpnH/gkGQMYFrdGxYpl6bPeSoo4YOCaVFwbimX7sTfp3xlgila/wAD6XA59eP8eqZJEvAqLgkRVmmzkDMRFx2R9dSfuOnwCamFgn4b8Yw85CfF47z5YDu2HrIu5qtKyWLYfgP5Ol7Bifgga9q7JFR4ztOzTC1WvrsJ+1hSNVbTltZ2mIMv4Gli17ob/lQ7CtlkzsOtmCCLDA3B241r4wok7HHDb3WEQhtSOwXEvb4TwdyEk0Y/xOLYDhvetJxtHUWayBYbSIsP1K5ciKXlKHvmZkYrUVOmdjw+Z5Sf27Vu8exeGUOllDEk07l31Q6goHaL0VMTEJACpd7Dh140I5sogilmgVAk9xAdewcnrzxCXeefEBCVtSiDq2TOESW+fpobggrcPwtK54CddPgbLkK4dtw2KjYi/iuWT5uFh88VYO7kxH+AK8eTUSfkt2FxlPhwPVW6X9Mq+dL5KdSgf0nFlHd+vHXl+aF2H+ek0z0cp7beNEELI10ciUXoUQRSMUxfeoNtPveCsQYtdFHIQs2b6oNnGPzG5garPokofRzqLO7U7oUO57A2D4k0HY2TjuzjgGcidgeVEob54UGwwBrf7Uj8a/5kU3UvPH1jQ6eWsjyOYUYspbO+tcJb+IYidXT2AVYIx+26qB7sre/kxjd1b2Y5Z6Nmwaq2HsHU3pG+jqkiTvfRcjJlWbsdGzNvGPA9sY65DerAJ7o+UXniWvljZkaHFahYkfXMmzZ9NsXJg858pvciiKi2bNPZgRQfWasGdrPly0yxtXZdNv6TurVFtp9F0/Di2vw+Y04zr3BRfGlXrxu3/4zNZu7IG0pdlmK6RI3OZ6c1eKr3FFH97MxtcqxJrO3kj2++xlbn+NIzNOfqSf9EpgT09u5L1q8iVmeZT2L474Sz55VW25edaTFevIRu73YeFpoQyn+1jWH0DXVZ1iBu7GHhLZX7GPj7Lds3swux1waxaT2Hbj15hgbHcbv53M+thr8sMbKuxJh0Gs8UHVrO+lmC2LUaz7X4fGEt/wtx/rMnMpDcQ+Hoi63TNWO3xh5jinai4i7NZE1MwyyoNuPmMYn8eX8lc9IxZkwm72I0Hd9mBaa2YKcqyHotPscD4WHZmWm1mAHvWccws9scff3DdLPb7xH6sUdVR7LDsZeocZf7yVdXbFeDN5naxYbByYbMOP2CK96hVS2MvfTzZ0j6ODEbN2MTtp9m/0XlOwFHO1wT25MyKAtThcO3zMThFy20jhJCvl/S88q1KD1jLXErZsJqdhrFJ06ay0QMGsEnbffkPv6gjZgkRQezKvqVs0ujpbOv1SC5FDfEbtmeQE+v1V4jKcdJfHGa/duzARq7cww7sXs7GD5rAtvvn+aWZb4KivaOgIw0Y9KWXAzlccCD7PycdHbVvBMjkN1yVPKeRvMdL/0f4YFMPdcvx0WLONEk4tvZyxsryXrgy1hxB4QylazZADdsc9xbiguAXYYW61a0hkLzA5dOxqNa5ETJ/8VtVWg6S2BC8Qjk4WGVOhKhHXDRapSbKqYl+tZ1G0/ETnvshxLg2attpEHYXMXXrJop5At+AaBhUqIm6jhZKtwN5wkg89n2ECFijSp1asP+YOyoa5GdOqREBuBcsRrk6dVHOVIjXD3wRa92Q2w5DbuVf4tDKY7AY+QvayZ8agkSYgHfhD3Fg6TFUcFuB7vz6Job4wi9UF44N66M8guEfbISqdezU3O3SgHKZLxOh9XYVlgKVOVV1mBBCiErSNhHXJuP7vjVCRAX5IeBVMgRmZeFcuxpK53fa4NqA966GQqecM6pWKpX3eVYShX+vPoVe7eaontnGykEYhUd3HyJSxw41G1aHjYaPQv2XKdrpinL5ZQYMmsgMGP7BQ7dOoCYJKXxc0HZoHHpccMGJLT1hxafKJPpjy+ZAtJ86GJW+vNiNEELIV+TbDhjIlyhnwPAVv/Qs5gKcDAjT0wv4LDYh+WPFTCHmgob23cdgxqJVWOe2FivmTcGoaSdg26sPBQuEEEII+c/7Su8wJCH4sif2H/FFhGEltOk7EL0a2uV+1IWQQvD+6Xl4H/dBwKv3kBiVgmO9dujetRnKffRnVQkhhBB5m4juMJAvSc47DF/vI0mEEEIIIf8BFDCQL03OgOGr/x0GQgghhBBCyKdDAQMhhBBCCCFELQoYCCGEEEIIIWpRwEAIIYQQQghRiwIGQgghhBBCiFrZvpJECCGEEEIIIVL0WVVCCCGEkC8AfVaVfGnos6qEEEIIIYQQjVHAQAghhBBCCFGLAgZCCCGEEEKIWhQwEEIIIYQQQtSigIEQQgghhBCiFgUMhBBCCCGEELUoYCCEEEIIIYSoRQEDIYQQQgghRK2iDRhSXuGW11os3fcvhHzS55R6fRlGr76NVL5fSlXal0+C16dWYbl3GPeXOkU5zpcjW36KQnHKbQUOBYlkw7T1Pugsdq38A9NmLIf7zbfQZi6Z6/GF1YGP3SdZ+zcBL664Y+WaIwhWzEqjbVUxXaEr6LoVrtzHFhFiAi/D2+sQTt54gfd8ajaSKAScP4yDp+7hba4VLci+i8eTG/54ra7y5rE8YfxbhIaEICRHF/o2PntdyHOdtZiPjPr1lcQ9wVVvL245txGayCcq0W45Ukl4/eAyjh05Df+oHAvkyovvmUPw8r6G5yoyKr910YwG5UFZkZbhoqin5FtXkHqk0TT5HJPkRHgfEZp1rAgNR+zX1RD89KS/9Mz9J+vEYrHKTiKR5NllZGRo0CWzZxfWsEGV9VilSadYMstbWloa/1cWVWkFl8jODABrujWK75dSlfaFS09n6dx6nx5txcx+Ps79xfWn88MUinKcL0qO/Ex/xrzmzmC7H2hfjuJ9lrHh04+yt2lv2OnpjZmZeUe25qGm81GsRxh7fnEtXwdO51sHisRH7BPl/fsh8DRb3KMMM2gyn92WzSpFo23NPV3hK+i6Fa6cx5ZY5rOyG3M0KsaMjHSZrq4ZqzFoC7uXwA+WeneNLR80gM3cfYZdOLiYDR+4mF2KEvMDtd13cezx8bVsbDsHZlz1V3Ze1UbntTxxGNvV35bp8ueKrE6Xmff8i4UpViufddZ4Pvmsb8rj3Wx0x7asS+fmzMlcl5VqOYddiOYHSmm8HCkxi/TZzCYMGMb+2HWFPYvLflBLf3GQTes3kq04eI6d3TeX9Ww7hG27n8gP1WBdNKJBechGuzL8sefOoqin3zpp+fyWFaQeaTRNfscknjh0NxtQRi/zWGFQfTI7FcsP/EYp9oVCEQYMXCcKYZu6GucfMHw4z5avPJd9HFVpHyPlHBuk25BtjuT7pVSlfdHi2L6+YLotFzBvt76sj9txtriVLsMATxbPj1G043xhCis/ucbHjj5lWc/tb7imBScxiJ3ed5I9Unsyz0F5PcShbLOsDnwhAcPHyLZ/09iDZa2YsXKDQqNtVTFdoSvouhWiHGUxzX81G/ajG7v0MpGJE16wM0u6MQcDC+ayNoALw6Xi2Nkp9VjHNY/5/nT2bFM31pA7dr6T9Utps+8+sKiod+yGa2NWzFlVwJD38tIDN7Ef+7uyXccvsms+PsxH1p1iCzuVYV03PtN4nTWbj1Qe65v+nHmu3sbuyE7mYhZ1cSZrYmTBeu8Il9dPjubLSWPPPSewJvWHsz2BKkpC+gu2s39DNu6oouUgZq/cBzGn9iuZv3Sfa7Aumsi/PKigaRkulHNnUdTTb5tyw+ybU5B6pNE0mhxHpZLZ7bWz2NozimOFD7sVFKVVHf4vyhkwFPE7DLoQCPg/1UrCg53rcfCN8i1hVWkfJ/XWXhysOww9bfgEjqq0L5sFus4/hQ0t38DrXAziLngirJkbTrp2Rgl+jKId58tSaPkpfIJHDxNhaFAMsuJr4oxOA7uguqlsaL6yr4cmdeDrkHu7dHM846jJtqqarrAVdN0KT/Z9JUFsdAUMXjYJbRxMIDB1hMu05ZjcRozbvg8gvasuee2Nv/42RfuOTtCXTsL969i5I6z2bYf3K8VxUJt9ZwZr6xIoY2vNzy+7/JaXmFIbE7bOx/Dv2+K7Fi3QQtpVisfz4Pro5FJBNo0m66zJfOTyWF99e3QfPxKNLKU9Alg3dUHrysYwKm4gr58cTZeTdNcNoydcR/MlqzGkqhGfmkUUegKep0vCuYY5nyKAfeeuaBLgDs9bqRqtS/7yLw+qaVKGC+vcWRT1lHyzClKPNJhGs+MoN17EKZwTtcePLvyxguuaOFtrUYe/DZ+t/qc9P4nVkwajz8BJWH/ptfx5eFEwvOcNRt+ZxxH24ChWLl6Fg/cDc6cFCJHy6ha81kzHL5tu4vXN7ZgxvA/6jJiFXbdjsj1bH3XKFQN/P4LwbMfLVNx2P4DqQ3siqy2plCaJwPW/V2HRwkVYss4Dd6MkXIG6gwPrl8rS1hx6KD+Ipz7HpZ1rsGSVO25FvNZumhUbsHXDCu2WEZ3zoC9CdNANXDp/B++K28LaKB73r/ngztN3SvugKMdRQRKFu/tWYZ7rTEwaMxkrvYO4U5iyBASd2IjFc//A1DFjMG2NNwIT+EGcpLCbXD5Pw6RNtxD//ATWTB6KASNmwyOA2zuJj/HPkjEY0Hc4Zu3n91emHHksiUXQ2R2YN34uDvIHCuV5v39xBuumDEHfgROw9nw4t7VSEoRf3Ialqw7CL0aI5+fXY/HiZdhzI042NL91l1NV1uRy14FEPL24G+uWLMZabj/J1iEhEGe3r+KWux4nnsnXKr/1lkTegPuqxVi0aDGW/3kED/hyk/jkNLatXIL1h/5FvDShQPtEQf12qaKyvqvFNaD8D2D5rJmYPXMyRo/+DZvOh8qf0y5I3cxVb7JTfSwKwdW/3bCUy4sly/7EWemD21xenPhzBZYsWYWtHh74S5N9LJNzXwlg59IT7UvJeuT0y6JCBQuUtCgBA643+c41XIIjKpbPai4LbCrByfw6bvil8Cna09FVfcjPb3mW9Zujrhk/QEaCyEtncbN6J3Tkp9FknTWZjzLV62sIQ0P+T44k9hViHSdh7PfWfIqGyxE9gztXn+83H4fx7WStjlxE4eF4LUxFWkoGn8IxKgcH+xcIeBzBzTX/dclf/uUhPxqfT7lzZ8GPqYR8KgWpR/lPo9lxVIiAvVvgtmoMXLqPwvy/b3B1nh9Essl2NGayOxC5qUsvqLSQU1i5zReG9dqiHruA30ctxUnp2VW/PDpMXYUpLqYwr9EF4yaNxv9qOOVOc85AdGQIbu5fh0MndmDtkXhUbNkMtiE78GOvsdj5NKtpU9y6ImpUtoGJcqiY6ou9B5wxrHdpPoGjnCYojaYuTnjtPge7Qi1Rw0bAJTXG9w2FODlvHR4xB8guLhd3Qr1S7/HevjUalS6r3TTle2BEnyraLcM6Z7ybimA/P4g7LYFr/deIrD8Lc9un445vMLKaFEU5Tg5csHBu3kisi22DXxYsxZxOQmwb0h/zzyle50uCr9swTDxXDkNdF2PNkuGwuzweLgPX4q681Yd3US9wbc8GHL3wDza6P4JRrdowCliP0ZPnYPmy3Qi0aIpW5d5g59jfsDNQqUmbI48lce8QFXACG3feQUSa9OQvnXewbN5Hzu7Hsi1+KFa/AxrpXMaM0YtxMlY6FXcibzEQE8Z0RjUTA1RsOxoTJ45Hb9kljfzWnaeqrHHSQk6qqAOmqNKyKXSuLsDGi2HyBrpZNbRuIMbZBVtwJVyakv96C2yboF2l19g3Zwl8DZuiDl9uTJ2qQzcsBhVa1oYF11+wfcJTs12qqN5WfqAKouDdGPvDNrC+rli0dA1mtXiDZUNnwUv65mtB6mauepNF7brpO6BVnw6webQL8//ywwdj7lBp5oRKogA8MmuFvgP64n8a7GMZTfaVKBwvw0qgS5dmMOFy/m1YKOLsuMBcedUFJWBZ4h1ehUfmCN4+VgGWJ4nBxTM3UcOlI+Tn4gKuc675aEcUeQvbZh+EQb8eqJXXHT8VyxE+PgyPE6moaReNzWP6o2NdZ9R2GYctShedBFYlUVIcgPsPlC5EsUQkJkiQmpoCpTBC83XRRLbykDf1ZVjF+ZQ7dxb4mEpIEShIPVI9jabHpBQIag7D4t/6o67OXWz6uSPaDliHm4rrgiSL8jsM0r9VvcMg7VS9u6DoVL6voKoThbEtPYxZmWH72RtRhuyZqDS/Ray5cRM2X/FgpPgV29rDlDlNVnouU03alu5GzHbwPvaWf9BM+tJKfxs91mDODZYiT1IpxWckM66+moXz/VK501LYrbmNmEG1X9l5xbPqaXfY/EZ6rNL44yxOlhDLjsxdyM5mPsuu7TQFWYYqiezESHP+RWR1inIcuTS/xax11fHs+Ac+4d0FtqBHFzbzhPytpPRnm1l3a6W856TcnMsa61mw7n8+lz9zKA5lf3YzYvY/HeKfORSz0D+7MSOr/uzvN3zGv9vDBphZsuFeWTtJVR4nX5zOqhu7MLen/FPB/LzLDPNgEfys0u4sYE2M6rM5N5RKUOIxNra8ORvgLs8RKY3WXZqWcz1kZVlaBzwyy222OiAt192KMceJWWVd/HwD61SsKvv1Ap+iyXqnP2Wbu1qyMoPdWXhm/fib/bHyZra6UdB9knv/prOAlW2Yabb3BPLZVpnc06UH/sVGdJ3NzvAvx6Rw5aiFcSM296Zi+drWm4KuGzfaG282sZYpqzJ8Lwv8dw+bu+o8i+TH13QfqyqLOSX4zGVdBmxn8mxIY34LGzM0WsD8slaFS77N5tYHa77kX758qdiuPIlZ2JbuzDTXOwyaLi+LOGIvG1KpB/szWLEztJ+HVO75KFO3vlJiFunrwRYOb8HKG3HnL4PKbKh7Vr3LKfdyxCx8Ww9WTLcRm3I0iMkOUYkBbPtABwb7oWyv4q3o9AC2/n9WzKDOWOb5lDvipUUyP/fRrDZMWd+/FS+wa7cumsheHtTQpAzLxsl57izIMVXbska0JW2DfdsKUo/ymqYgx6QEFug5kTW2MGYNZl7h+r5tithA4bM8klTcvATM+YhP19wMpkhCckrm9RutGFtaZs5LUL4zurQxwqPAp8j1ZEgmIR7sPYDyw3ujLJ+iOq046vcbhDZhnvA4Ey1LSfG/imi77xD3jxdOR3LrG3sV9/Uao1lmRKvtNAVZhiomaDX1MA5PaZXH1aiiHEdKgtd3buFhSTvYKW4bWrXDnCMnseR/0nvvEkRcPocLCbYoXUZPPpxTvHYzNKsYjyvXbvN5qAtdXR0YGhtze0tKAEtzUwj0TWFqxme8oQlMjIQQponl/SrzE9BR8Ry7dN7S8qiYlZ6VBSx1UpGaKq0n6mi67qrXQ+rj6oAG661fGf1GD4KJ919wfyC9vyrCs1PPULpTA34/yhVsn6jfLlW03Vb9qj9j5zFX1Hl5EG7zZmPJAX/ESUQQZU5SWPUm/3UT2HXDXLfJsDoyCd0Wf0DPse1hw4+v2T7WYF8l+mLbjncYtGAoKsuufuty5dmIK2YSKEq0TEYaUlK4Y56JSY48+1jaLk+C6AtncKuGCzpWUOyMgqyzqvloSgCbBv0xe5cP7l1xQ0/bYHhtPgBZNuSiajlixLx7h4yqrdCtozNkTy+Z1MDQmePQNuIQ/jkfxU3F0a+BcX8dxqrmr7FhWA/0nrwZNwJfIcSgERrVU9xD0mZdNJCrPORN+2OJvI5rd0wl5FMrSD3Ka5qCHJNMUbXvMmyY1gAvTp+BfyqfTGQK97xTALo60gZLBjKU7+0WmAlKWZeCQIdrCPEpuQjvY6+HHYb2KcMncFSlcfQr/4ABXYU44nEMoaIInDgtRNe14/CD3jF4Hg1B1OX7MGjSNFvDWdtpCrIMVUyc26JdtbxbR0U5jvSEnJSUDPG7WLxTee4SIz4+HkKu8qamKmW+wAY2NnoQpaerfoRBE2ryUzNqS44SDdddw/UonDqQe70t2/+Mnxs/wI5tpxCdeh+n31ZEl6oFeO4j57w/Yv9qtK2il/D+YxAmHxag49RFcB3RDHY52pOFVW+UqVs3q8Z90K+DJT5cO4WLQdnfwMl3H+e3ryThOLl6D/DTfAyspJhOH3YOjrCJjsled8SxiI0uA4cKhf0ynpbLk0Tj4tnbqNmpI8pnDijAOqucj/asGo7GzNFNoRsZiShVBw2Vy9GFMddg1jM2gZHSWVC/YkM0cM7A+/i4zMeNBKVbYuLGY/C5dQGHNv0I02A/GHbtjx9U1KV81yU/KsuD5gr3fErI51GQepR7moIeR41Qq0tn1BUmI1ll2+Xb9dkDho+VwVjmgV3akEtKTIVzFScuTlRN+HAfPGyHoV/ZrKKiKk1GYI+uA3qhxFkPeJ30wn2b7mhboSP69LTFuQN/Y899QzRpkqNJou00BVnGV8EQpe1KwzDkIs7fUPoJIq4xeOzIdaRww+0dHFAy/TECHyfzA6WESBcZomat6lnPgGtJbX5+DMXNORnN1r1A6yHQh56uLreonHc4cvZrwLA6Bo/qgwzPLdjlcQ4JtbvAoRB2ySfZv5kkiDw4DxNOVsTYWT1RNduLq0qKqt5wjc3LWw/D/I+jWNHmKRZNWQUf5fcv8tnHee4rSRSurF0J3wbT8UsLKz4xEXFxqTBq0hpt0oPwJCzrbCkKfYbnxdqiTaPCPx5oszxJ9AWcuV0LnTqWz3bC1Xad1c1He4YoX6YMjCs5wkHpJUgF1cvRh32dunAKfYpnH/gkGQMYFrdGxYpluTFyi7uyGZt86uK3GQPhqHKl816XPOVRHgj5thSkHuWepsDHUZEYhvXqoYby7XhS1AED1wzi2j0s20vU0r8zwDIv5xhAnztSf3j/HqmSRLwKi4JEVZps5AzEcdFj5jW/uOvwCaiFgX0aZnvsIosQj/fug+XQfrDPPNirSsti2X4A+jtdwor5IWjYuyZ3EjFDyz69UPXqKuxnTdFYRZnTdpqCLONrYNW6G/5XOgjbZs3ArpshiAwPwNmNa+ELJ65qc9vdYRCG1I7BcS9vhPCRvCT6MR7HdsDwvvVk4yjKTLbAUFpkuH7lUiQlT1GfnyxDOgY3n8wZya/E5VkepTKkj+NI75h84MudJuuubj3k26N+mSYoaVMCUc+eIUx6WzU1BBe8fRCWzgUj6dLhUhquN9c8sv1+JEZUv4bF6xPQtGPu7xlpv0/UbZd0Oul8lNchv22VyjldBmLfvsW7d2EIlV4m4hrs9676IVSUDlF6KmJish421LzeFHTdRHjutQl3qozC4DrVMWTJQnR9uwaTF5xCROaVp7z2cR7HFkkkLi8fi+UhVVA93Q/ehw/j8MG92DTrd2x/IIagdDeMGp6Msyef8nfahAg6fQns5zHomrkIVduVN+m4so7vV9BseVLSx3vO4k7tTuhQLvtGaT4PKfXzUaZufSWSzAzgsikYpy68QbefesE5Vytf/XKKNx2MkY3v4oBnILemcqJQXzwoNhiD2+X+WLQo5CBmzfRBs41/YnKDrE+war4uecinPKimQRlWee6UT6f5MVVK+7JGiDYKUo/ym0aTY5Ik1g9Hva7hlXwEIOU5jnqEoO3EXsjj0PRtKrqXnj+woNPLWR9HMKMWU5j7zVcs/UMQO7t6AKsEY/bdVA92V/bCVRq7t7Ids9CzYdVaD2HrbkjffFSRJn05tHsxZlq5HRsxbxvzPLCNuQ7pwSa4P1J64VD6MldHhharWZD07ZY0fzbFyoHNf6Z48Y2jKi2bNPZgRQfWasGdrPly0yxtXZdNv5TrTTyettNoOn4c298HzGnGdW6KL42qdeP2//GZrF1ZA9kvruoaOTKXmd7spdKbRvG3N7PBtSqxtpM3sv0eW5nrT8PYnKMv+ZeREtjTsytZv4pcmWk+he27E86SX15lW36uxXT1GrKx231YaEoo89k+htU30GVVh7ixi4G3VOanOMKPHZjWipmiLOux+BQLjOfmfW4l6+vAzbvZZOZ+O1xWHs+s6s8qysrjfll5jH18lu2a2YXZ64JZtZ7Cth+9wgL533DKc91VlqsE9uTMisw6sPeWfJk560DcxdmsiSmYZZUGrEmHUezP4yuZi54xazJhF7v9Nl6j9c4iZmG7B7EOrrk/BFCgfRLiq3L/xgZ4s7ldbBisXNisww9YlFizbc09Hbfr/t3MetjrMgPbatz2D2aLD6xmfS3BbFuMZtv9FG/QS2lWbwq2bnHswf6JrFXtPmzNdfkP9olfXWGuHcwZdMuz/81yZ7cy97OafayyDEjFsSsL2jJbPflxV7kzqD2DXVaseux1tnpIP/brpv1sz5qJbMC47UzpB4ZV7jv10thLH0+2tI8jg1EzNnH7afZvdI4J8lmejPgN2zPIifX6K0S2T3LRZB5S+c0nj/VND1jLXErZsJqdhrFJ06ay0QMGsEnbffmX3XPIZznpLw6zXzt2YCNX7mEHdi9n4wdNYNv9lV91FLOEiCB2Zd9SNmn0dLb1emS2+Wi1LmppWB6yHWM1q1/S/Zj93Bmu/TE1OEXLskYKQprf36qC1CONp8nnmJT+aCPrZmvE7JsNYBOmTGRjRk9jG6++VXNc+rYojkMKOtIgQV96CYLD/Q0dHdXPcKtLl8prWF7UTid5j5f+j/DBph7qluOv5ORMk4Rjay9nrCzvhStjzREUzlC6ZgPUsM1xbyEuCH4RVqhb3RoCyQtcPh2Lap0bZb24qCotB0lsCF6hHBysMidC1KNACKvURDk10a+202g6fsJzP4QY10ZtOzUL/ozUrZso5gl8A6JhUKEm6jpa5H78QBiJx76PEAFrVKlTC/Yfc0dFg/wsVOrW/SPXIzHEF36hunBsWB/lEQz/YCNUrWOn5s5ZXkR48ucCXPjOFRNqFEKZKaL9mxoRgHvBYpSrUxflTIV4/cAXsdYNubKV/f50Qepm4VOzjwtjX0ni8fzuA0QUd0KDOmWRdV37E8lveZIo/Hv1KfRqN0f1zH2egybrrMl81BIiKsgPAa+SITArC+fa1VBa3Y7RZDnCKDy6+xCROnao2bA6bJSLGHeeuXc1FDrlnFG1UikV9U+LdSkEBTr+qzqfki+OtD3Etcn4vm9NQeqRNseBvI9JSa/84fckDnq2VVCnlr1W7779lyna6Ipy+WUGDJrIDBj+wUO3Tp/+RErI1yjlFlYteYpe84cXyvsLRAXax4SQjyRtD327AQP5Eina6P+BgCEEm7pXwzJ7TwT92Y0iQkIyJeDGn7Px9xNzlMYHWPVfjElN8/uqFdEO7WOigch/cfnfCAjVtgN1YFKuIVpUU/1L0+TbIW0PUcBAviSKNvpXHjAkIfiyJ/Yf8UWEYSW06TsQvRrafeSXNgj5r0hF0KE12HFHF3X7/Ij+jWyobhQ62sckfylnJqNu9/V4lvnBgpyM0HTeJVye25j/yAP5VknbQxQwkC+Joo3+9d9hIIQQQgj5D5C2hyhgIF8SRRtdUS6/+t9hIIQQQgghhHw6FDAQQgghhBBC1KKAgRBCCCGEEKIWBQyEEEIIIYQQtShgIIQQQgghhKiV7StJhBBCCCGEECKl9rOqUqo+d5rfJ1AL8onUgkxDCCGEEPJfIm0P0WdVyZdE0Uanz6oSQgghhBBC8kUBAyGEEEIIIUQtChgIIYQQQgghalHAQAghhBBCCFGLAgZCCCGEEEKIWhQwEEIIIYQQQtSigIEQQgghhBCiFgUMhBBCCCGEELWKNmBIeYVbXmuxdN+/EPJJn1Pq9WUYvfo2Uvl+KVVpXycJXp9aheXeYdxf6uQ3TmHM48unaZ6/DzqLXSv/wLQZy+F+8y3kP3P4iYlCccptBQ4FFc7S1G5ryhNcOHwdYSoWI4l7gqveXjh46jZCE/lEdYq8jifgxRV3rFxzBMFFkiGEEEI+Ba3ONTIixARehrfXIZy88QLv+dTcRHgfEYqQkBB5FxqOWJUn/Hg8ueGP119rY+YTK8KAIRXBtw9js+vv2OUbkW/jUijM3dxQlVZwSbi2eSYCTB1RnE9RnfYVEom46pGKR8eWYcmJAO4vrj9nYyq/cQpjHl8FzfL8/fXlmLIrDZ0mjUf7jCOY0GUENgYURZNYhOT4eCSnZ/D9mlFdV9Rtawr8Nk5Av9+88DjHZKmBf2P8gPFYsXU9/hjYHI2+d8XFGH5gLvI6vmnOb9h5t2B1XFsJQTfh6TYTsw8GIFa7XUQIIeQLod25RioO11f1RpOGXTBwRD90a1kP3w3eCn8VgYYkbD/GNXSCo6OjrHP+fjXuZgsY4hF4Yh3Gta+PBiP340lRnNq/QkUYMBRHpVY/oFkVQ74/DwkX4LbhGteMUaIq7WOk3oK7Z0MM6W7NJ3BUpX114rF/sAGKtVqL9Grt4FITWN+6GAyGeSlF3/mNUxjz+EpokueSVzi8fiMSqjSEtaEdOrnuhufmyehYQYOy/LH0ndBn3lIMq63FstTVFTXbKnz4N9zPxyBF/uvvWUTBOH4mHT96XMTJU1dx/fDvqOi3EVuOv1YTDMjrePOC1vECMKvaBv9rUgn6fD8hhJCvjNbnGu68dX83tge1w/ZHMUiIfI5Ti1oj+eBMzNrxCNmvW6bA78gzNNpxGT4+PrLu6qFZ6GjJD5YRoGSjIRjc3BqSnOdBkqmI32HQhUDA/6lWEh7sXI+Db5SLiaq0j5N6ay8O1h2GnjZ8AkdV2tfHAl3nn8KGlm/gdS4GcRc8EdbMDSddO6MEP0b+4xTGPL4OGuW58AkePUyEoUEx7rDCMXFGp4FdUN1UNvQLo76uqNxWYSD27E9Ex17OMOCTMunbo/v4kWgkO7AKYN3UBa0rG8OouIF8P6hU0DpeUNLl6Rb1gYwQQkhh0fpcI0FsdAUMXjYJbRxMIDB1hMu05ZjcRozbvg+gfJNBEnEK50Tt8aNLC7RoIe+aOFvnmK8ZrK1LoIytNV18yoPA1dV13sKFC2U93N+y/3V0dGT/K1OVpiy/4TIsAfcObsJN874YXvEp/py/AGvdryDSoiYaOJhBl4syvReOwaj5xxClZwLRmyeIMS2B4K3js6dZ1IeD0BdHdqzHX/4mqCE+iyVzlmKr9wMk29ZCrbLGmQ2IqFOuGLX9PRq1rQrzzFZFKq4vGIz7nbbi18aKVp9SWoMkXHffij3HL+H6/TcwdKgG20RfeO1yx9FzV+EXUwI1qtnAMPU5Lrn/DY+LwdBzsELY4W2aT3PeD4H+V3Hm3GXNl1GpBuyN82saifDaxx1/7bmM91YOKGn4AYEBEShepRlaOlvw+yW/cQpjHlqQROGuxxb8deg4DnsexyNJBdR2LqXUgE1A0Im/sG2fN456HsT5ZxKUre6MUvyF7KSwmzi60w1b/U3RxOJf/LlgEdZ73YOoYkPUNArGP6tdsXDDIfiLHNGoJrdP5ZNxVJUDZRKEX9yOzZ7nce3SfUQJ9BETeBuhgmqoXc4Asf5e2LBhH85cOA7Pg5fxqpgTalcsAT1+aoje4sYeN2z2OoNzx0/gRrgQksQohL+Jwdun5/GP50nciiuFBty2ChICcZbLZ8/TfkiwrYfKVtzhTBKLoPMe2LTWGzE1W6I6V4BFT49h0zZuH1y9hmvXsjqfe/EoVVsPNxfnqD9cXaluI10jVdsqwjP3Nbhdaxy6p53Ghmsm6D22M5wyd7we9DI3RppNPjh4pzpG/dYRZdXdRJDWcS95HR9R6Sk2a1LHuXUsn3a3gHmYgeibe7EjqAKGDm+FskrrSwghX4v58+dj3rx5fN+3RttzjS5MK1WFozHfKyUohqjrO3HduBfGd6nMtx+EeLhlKsav2o9T1wPwJt0SlaqWg5nK8wRDgv9BbL5tiX6jO8KRIgdZmZRSlEut2nWFJS3kFFb95QfDem1Rj13A76OW4mQ8N0C/PDpMXYUpLqYwr9EF4yaNxv9qOOVOc+YaCZEhuLl/HQ6d2IG1R+JRsWUz2IbswI+9xmLn06wbUsWtK6JGZRuYKIeTqb7Ye8AZw3qX5hM4ymmC0mjq4oTX7nOwK9QSNWwEXFJjfN9QiJPz1uERc4CsyVXcCfVKvcd7+9ZoVLqsdtOU74ERfapotwzrfC/dclIR7OcHcaclcK3/GpH1Z2Fu+3Tc8Q1Wevwjv3EKYx4a4oKFc/NGYl1sG/yyYCnmdBJi25D+mH9O8WBTEnzdhmHiuXIY6roYa5YMh93l8XAZuBZ3ZZcRUvEu6gWu7dmAoxf+wUb3RzCqVRtGAesxevIcLF+2G4EWTdGq3BvsHPsbdgYq3axUVQ6yEcCuxUBMGNMZ1UwMULHtaEycOB69G1lCFLwbY3/YBtbXFYuWrsGsFm+wbOgseGW+LfUe1xYPxNR7NTFhwRIsnd0Lup4j0Gf+CYTGZqBs86bQuboAGy+Gcc12jlk1tG4gxtkFW3AlXL6Okrh3iAo4gY077yAiTf6AvijMDwF6LTBw9ARMmjQJI1vr4vLajbihY4/yRirqjzN/tFWxraKXntge3BQ/t7dGfuG+KPIWts0+CIN+PVBLVWyVQ1rISazc5qtZHefqc4HzkBBCyH+GtueaTKJwvAwrgS5dmsGET5I+jiSoOQyLf+uPujp3sennjmg7YB1uxvGDiXZEIpH0iS1ZJ/1b2onF4lydRCLJs8vIyMi/E4WxLT2MWZlh+9kbUQaTSvNbxJobN2Hzb6fJ+pn4Fdvaw5Q5TT7NkuUpatO2dDditoP3sbdiPil0N+tvo8cazLnBUuRJKqX4jGTG1VezcL5fKndaCrs1txEzqPYrO5/AJ6XdYfMb6bFK44+zOFlCLDsydyE7qxiu9TQFWYamEtmJkebM7Ofj3F/q5DdOYcwjb2l+i1nrquPZ8Q98wrsLbEGPLmzmiWhZb/qzzay7tVL54KTcnMsa61mw7n8+Z+nSBHEo+7ObEbP/6RB7JxtDzEL/7MaMrPqzv9/whePdHjbAzJIN98rakarKgUqJx9jY8uZsgLs8R6TSA/9iI7rOZmfi5f0p3Ha0MG7E5t7kS17iKTbJyYoN2a/YMDEL2dydmTtNYqekO0pafrsVY44Ts8q0+PkG1qlYVfbrhcxSzpIvTmfVjV2Y21PZlrK0wFvsbpRimy6ymU3MWPkBOxk/WDbfXHWFk2tbxWHM87dpbO9L+byid/VlZo4T2clcmShmkb4ebOHwFqy8EXecMKjMhrrz+10V2fKlddwjs15qVscLlodcTrCAlW2YaZP5TKmIEELIV0XaBvu2aXmuySHBZy7rMmB71rkwlwQW6DmRNbYwZg1mXuH6chKzsC3dmakz1x5TPnl+wxSxgcJnucNQ3LwEzPmL5brmZjBFEpJTCvY8s7GlZea8BOU7o0sbIzwKfIoEeZIKQjzYewDlh/dGWT5FdVpx1O83CG3CPOFxJlqWkuJ/FdF23yHuHy+cjuTWN/Yq7us1RrPMKFjbaQqyDE2ZoNXUwzg8pZVStJ1TfuMUxjzyIsHrO7fwsKQd7BS3Ha3aYc6Rk1jyv1JcjwQRl8/hQoItSpfJuodYvHYzNKsYjyvXbvP5rAtdXR0YGhtze1RKAEtzUwj0TWFqxhcOQxOYGAkhTBPL+1Xmueb0q/6MncdcUeflQbjNm40lB/wRJxFBpCjGAlOYmYkR8faV/A4Ct07FihlAYGkBC01uFPF0cjyfb1i1CRpK7zRJwnF0ziSsTxiItcuHonKet09zbqsEb49vxvVKP6GvQ34rI4BNg/6YvcsH9664oadtMLw2H8CDfL4ioX0dL0geEkII+W8o2LlGJtEX23a8w6AFeZ0LTVG17zJsmNYAL06fgb/Kz6qSvHyWgEGZro60QZSBjEL5JKIJSlmXgkCHa2jxKbkI72Ovhx2G9inDJ3BUpXH0K/+AAV2FOOJxDKGiCJw4LUTXtePwg94xeB4NQdTl+zBo0jRbQ1nbaQqyDE2ZOLdFu2p5Rxr5jVMY81BPjKSkZIjfxeKdyrakGPHx8RBmpCE1VamACGxgY6MHUXo63xgvADV5rjHRS3j/MQiTDwvQceoiuI5oBjvltnfxpvh5ziiIPRfC7aQ/Au4cxPp/YjBo2jDU/+hv9krfPfgdU/eaYKLbAvxgn0+jP+e2csGG9+7dOLyqB2o6O8OZ61rMOYOEV/swtkFN9Nv0WOV+tWo4GjNHN4VuZCSitNjxhVvHCSGE/Jdpda7hzmcnV+8BfpqPgZXye/HACLW6dEZdYTKS87p+RVTSOGBgsrsThasw5pnBzSOrHcI1QBNT4VzFSf78vwrCh/vgYTsM/cpmNbJUpckI7NF1QC+UOOsBr5NeuG/THW0rdESfnrY4d+Bv7LlviCZNcjTltZ2mIMv4zzBEabvSMAy5iPM3lD7GyjXGjx25jhRuuL2DA0qmP0bg42R+oJQQ6SJD1KxVHRZ8irbU5rk6iptzMhJEHpyHCScrYuysnqhqxidnI4BZaWe06/c9HD/cx83HDB1WH8b63g7yrzAI9KGnq8vNMmcdyL9OpNzfhCkzzqHSbDfMai+9EyN9fDMM/KsPueTaVi7g+mHFGRw/4AEPD3m3Y9J3MC7dFXP2uGP+D+XVfCnCEOXLlIFxJUc4qHvpmRBCCPkoGp5rJFG4snYlfBtMxy8trPjERMTF5XH7QCSGYb16qPHRF+6+PUV8h4FrHnHtoeyBgvTvDDBFq19gAH2utfLh/XukShLxKiwKElVpspEzEBcdgyTZ35y46/AJqIWBfRryjzXkJMTjvftgObQfsi7KqkrLYtl+APo7XcKK+SFo2Lsm15AyQ8s+vVD16irsZ03RWEVbXttpCrKM/wqr1t3wv9JB2DZrBnbdDEFkeADOblwLXzjJvoRj2WEQhtSOwXEvb4TwVwQk0Y/xOLYDhvetJxtHUa6yBY/SYsX1K5c0KXlK3nmeS0YqUlOld0M+ZJa72Ldv8e5dGEKllz8k0bh31Q+honSI0lMRE5MApN7Bhl83IpgruyhmgVIl9BAfeAUnrz9DnGwmJihpUwJRz54hTHrLNTUEF7x9EJbOBUPp0uFyLEO6xtx2KTYs/iqWT5qHh80XY+3kxnxgLMSTUyflt25z1ZVwPMy1rcVhW7kO6tatm9lVKWXMxTBmsKtWB852WQVOIlG6DCMKxqkLb9Dtp15wVh1RcOR5oXUd56fTPA8VpHcupPtHaf6EEEK+KlqfaySRuLx8LJaHVEH1dD94Hz6Mwwf3YtOs37H9gfyxVUmsH456XcMrxcW0lOc46hGCthN7oZyKc7/0PCLr+H6Sg6YvPUs75Zecc3aZLzar7T6woNPLWR9HMKMWU5j7zVdM+D6QnV09gFWCMftuqge7K3u5MY3dW9mOWejZsGqth7B1N6RvlapIk730XIyZVm7HRszbxjwPbGOuQ3qwCe6PlF54lr442ZGhxWoWJH0RJs2fTbFyYPOf8S9RSqlKyyaNPVjRgbVacCdrvtw0S1vXZdMvqXszRttpNB0/ju3vA+Y04zo3xddI1fpzeXR8JmtX1kD6Qg3TNXJkLjO92UulF5fib29mg2tVYm0nb2T7PbYy15+GsTlHX/IvQyWwp2dXsn4VuXLVfArbdyecJb+8yrb8XIvp6jVkY7f7sNCUUOazfQyrb6DLqg5xYxcDb+WT51liH59lu2Z2Yfa6YFatp7DtR6+wwFgue/7dzHrY6zID22qsSYfBbPGB1ayvJZhti9Fsu98HxtKfMPcfazIz6U0Evn7JOl0zVnv8IRbGLTru4mzWxBTMskoDbh6j2J/HVzIXPWPWZMIudvstV+ci/NiBaa2YKcqyHotPscD4WHZmWm1mAHvWccws9scff3DdLPb7xH6sUdVR7LDsheUcdeXyVY22VdVLz+kBa5lLKRtWs9MwNmnaVDZ6wAA2absv/zK+gnKeJrAnZ1Zk1vG9t8JZ+ocgDep4uPZ5GCyvKbEB3mxuFxsGKxc26/ADpngfnBBCvibS88O3SrNzjbI4dmVBW2arl+P8ynUGtWewy3yzKf3RRtbN1ojZNxvAJkyZyMaMnsY2Xn3LtTpySmMvfTzZ0j6ODEbN2MTtp9m/0XQyUexTBR1pgKAvvdzH4f6W/a/uNxXy+q0FjX6HQQWV00ne46X/I3ywqYe65YxUp0nCsbWXM1aW98KVseYICmcoXbMBatjmuLcQFwS/CCvUrW4NgeQFLp+ORbXOjWCjiC5VpeUgiQ3BK5SDg/Tb+PIURD0KhLBKTZRTE/1qO42m4yc890OIcW3UtlOz4C+cuvUXxTyBb0A0DCrURF1HC+TKCmEkHvs+QgSsUaVOLdh/zF0XDfJcE6kRAbgXLEa5OnVRzlSI1w98EWvdkNs2Q26DXuLQymOwGPkL2smfGoJEmIB34Q9xYOkxVHBbge7cNiSG+MIvVBeODeujPILhH2yEqnXs1Nwh05ByXSkT8RHbKkRUkB8CXiVDYFYWzrWroTRfHZUVqEyqquOEEPKNkraFuDYZ3/et0excUxBJr/zh9yQOerZVUKeWfYHeB/1WKdrninL5ZQYMmsgMGP7BQ7dOoCYH+XJwwd6hcehxwQUntvSE4slKmUR/bNkciPZTByPf97MIIYR8E6RtoW83YCBfIkX7XFEuP/tXkgpODLE4A8L0dHrejHxxWDFTiLmgoX33MZixaBXWua3FinlTMGraCdj26kPBAiGEEEK+Gl/pHYYkBF/2xP4jvogwrIQ2fQeiV0O73I+xEPIZvX96Ht7HfRDw6j0kRqXgWK8dundthnL0dQZCCCFKpG0husNAviSK9vnX/0gSIYQQQsh/gLQtRAED+ZIo2uf/gUeSCCGEEEIIIZ8aBQyEEEIIIYQQtShgIIQQQgghhKhFAQMhhBBCCCFELQoYCCGEEEIIIWpl+0oSIYQQQgghhEjRZ1UJIYQQQr4A0rYQfVaVfEkU7XP6rCohhBBCCCEkXxQwEEIIIYQQQtSigIEQQgghhBCilq6qZ+bUPUeX1/N19OwdIYQQQggh/z10h4EQQgghhBCiFgUMhBBCCCGEELUoYCCEEEIIIYSoRQEDIYQQQgghRK2iDRhSXuGW11os3fcvhHzS55R6fRlGr76NVL5fSlXa10mC16dWYbl3GPeXOvmNUxjz+PKpyvP3QWexa+UfmDZjOdxvvoX8Jw0/A1EoTrmtwKGgwlkDzct3PJ7c8MdrtZkqwvuIUISEhMi70HDEqptpkdb7BLy44o6Va44g+LNlGiGEEPLfUoQBQyqCbx/GZtffscs3It/GpVCYu2mhKq3gknBt80wEmDqiOJ+iOu0rJBJxzblUPDq2DEtOBHB/cf05G0/5jVMY8/gq5M7z99eXY8quNHSaNB7tM45gQpcR2BjwuUJcEZLj45GcnsH3a0Z1XdGkfMcj8MQ6jGtfHw1G7scTNZstCduPcQ2d4OjoKOucv1+NuyoDBnm93zTnN+y8W7B6r42EoJvwdJuJ2QcDEKvdLiOEEPLZiBATeBneXodw8sYLvOdT8yKMf4tQxUUrpS70bTw3t5zyuQiWFAbf04fgeegM/F6l8IlEWREGDMVRqdUPaFbFkO/PQ8IFuG24hmxZpirtY6TegrtnQwzpbs0ncFSlfXXisX+wAYq1Wov0au3gUhNY37oYDIZ5KVXA/MYpjHl8JXLmueQVDq/fiIQqDWFtaIdOrrvhuXkyOlbQoNx+CvpO6DNvKYbV1mL56uqKRuVbgJKNhmBwc2tI1H4pOQV+R56h0Y7L8PHxkXVXD81CR0t+cDbyet+8oPVeS2ZV2+B/TSpBn+8nhBDypYvD9VW90aRhFwwc0Q/dWtbDd4O3wj+RH6wKd672GFcfFfmLVlldJdSZ+A8iMgOD/C+CiUIOYXLXn7HntRFKFXuJbUO6YLr3q6/2qYlPpYjfYdCFQMD/qVYSHuxcj4NvlLNKVdrHSb21FwfrDkNPGz6Boyrt62OBrvNPYUPLN/A6F4O4C54Ia+aGk66dUYIfI/9xCmMeX4dceS58gkcPE2FoUIxrOnNMnNFpYBdUN5UN/QqoryualW8zWFuXQBlba7WNbknEKZwTtcePLi3QooW8a+JsLd9fKhW03heEdFm6RX1gI4QQUkDC+7uxPagdtj+KQULkc5xa1BrJB2di1o5HKu4UyImenYAPRmHH8Yu4xl+48vE5hYWdSqNl21YonXnOye8iWAqubZ6Hw46jsGBkF7T9fjT+GFACfy3eqeau+bdLMGfOnHkLFy6U9bi6usr+l9LR0eH/yk5dulRew2RYAu4d3ISb5n0xvOJTbF6wEGvdryDSoiYaOJhBVxQM74VjMGr+MUTpmUD05gliTEsgeOv47GkW9eEg9MWRHevxl78JaojPYsmcpdjq/QDJtrVQq6xxZoMh6pQrRm1/j0Ztq8I8sxWRiusLBuN+p634tbGiJaiU1iAJ1923Ys/xS7h+/w0MHarBNtEXXrvccfTcVfjFlECNajYwTH2OS+5/w+NiMPQcrBB2eJvm05z3Q6D/VZw5d1nzZVSqAXvj/JpCIrz2ccdfey7jvZUDShp+QGBABIpXaYaWzhb8fslvnMKYhxYkUbjrsQV/HTqOw57H8UhSAbWdS8GAHwwkIOjEX9i2zxtHPQ/i/DMJylZ3Rin+onVS2E0c3emGrf6maGLxL/5csAjrve5BVLEhahoF45/Vrli44RD8RY5oVJPbp/LJOMrlwAjhF7djs+d5XLt0H1ECfcQE3kaooBpqlzNArL8XNmzYhzMXjsPz4GW8KuaE2hVLQI+fE0RvcWOPGzZ7ncG54ydwI1wISWIUwt+kwKhMMby+7IG9B07iVlwpNOC2TZAQiLNcvnqe9kOCbT1UtlLRopbEIui8Bzat9UZMzZaozhVg0dNj2LSN2wdXr+HatazO5148StXWw83FOeoPV1eq20jXUlWZV4chwf8gNt+2RL/RHeGYLXIQ4uGWqRi/aj9OXQ/Am3RLVKpaDmaZO0IFab33ktf7EZW4ej9/Qf71nlvv8ml3C5CvGYi+uRc7gipg6PBWKJvXehFCyBdi/vz5mDdvHt/3LZEg+mEUSg8ZjnZlDKBraIFKTeoCt7Zib3x9jO1VS+UjtB9epaPKsKHoXNMB5cuVQzlpZ+CLHavj0HruKDSxVJxTDWFsbIiMJyew9Y6VinNaPK7umI9jya3xY+/6KKHLkPLgEDb6mKLXyA5w+IZvV0vLpJSiXGrVrissaSGnsOovPxjWbYN67AJ+H7UUJ+O5Afrl0WHqKkxxMYV5jS4YN2k0/lfDKXeaM9coiAzBzf3rcOjEDqw9Eo+KLZvBNmQHfuw1FjufZsWkxa0rokZlG5got8dSfbnGmzOG9S7NJ3CU0wSl0dTFCa/d52BXqCVq2Ai4pMb4vqEQJ+etwyPmAFmTq7gT6pV6j/f2rdGodFntpinfAyP6VNFuGdb5XqblpCLYzw/iTkvgWv81IuvPwtz26bjjG6z0qEd+4xTGPDTEBQvn5o3Eutg2+GXBUszpJMS2If0x/5ziwaYk+LoNw8Rz5TDUdTHWLBkOu8vj4TJwLe7Kblem4l3UC1zbswFHL/yDje6PYFSrNowC1mP05DlYvmw3Ai2aolW5N9g59jfsDFS6XpGtHAhg12IgJozpjGomBqjYdjQmThyP3o0sIQrejbE/bAPr64pFS9dgVos3WDZ0FrwyH4Z8j2uLB2LqvZqYsGAJls7uBV3PEegz/wRCYxORlmGKKi2bQufqAmy8GCa/YmJWDa0biHF2wRZcCVd9DUUS9w5RASewcecdRKTJH8gXhfkhQK8FBo6egEmTJmFka11cXrsRN3TsUd5IRf1x5sMjVWW+QFIgqDkMi3/rj7o6d7Hp545oO2Adbsbxg/OQFnISK7f5wrBe2/zrPVfHC5yvhBBCvhLcudelJ9qX4nul9MuiQgULlLQooXThMDvL+s1R14zvkZEg8tJZ3KzeCR3L527l6+iqa+6ao069hhCfXIdFB4MhFL3A8TPP0GrUQDQ14kchcunp6dKbNLJOJBJldmKxWGUnkUjUdhkZGXl3ojC2pYcxKzNsP3sjkqel+S1izY2bsPm305iM+BXb2sOUOU0+zZLlKWrTtnQ3YraD97G3Yj4pdDfrb6PHGsy5wVLkSSql+IxkxtVXs3C+Xyp3Wgq7NbcRM6j2KzufwCel3WHzG+mxSuOPszhZQiw7MnchO6sYrvU0BVmGphLZiZHmzOzn49xf6uQ3TmHMI29pfotZ66rj2fEPfMK7C2xBjy5s5oloWW/6s82su7VS+eCk3JzLGutZsO5/Pmfp0gRxKPuzmxGz/+kQeycbQ8xC/+zGjKz6s7/f8IXj3R42wMySDffK2pGqygFLPMbGljdnA9zle18qPfAvNqLrbHYmXt6fwq1zC+NGbO5NvpQlnmKTnKzYkP2KjRCzkM3dmbnTJHZKsVOk5bVbMeY4MasMi59vYJ2KVWW/Xsgs1bkkX5zOqhu7MLensi1laYG32N0oxTZdZDObmLHyA3YyfrBsObnqCkfltqolZmFbujNTZ65cql81TgIL9JzIGlsYswYzr3B9asjWSVrvPTLrqmb1viD5ms4CVrZhpk3mM6UiQwghXzRpG4zw0gPZmk612MSTsXyCBsQRbO+QSqzH5mB5uyCbfM5pcT5scXtrBrN6bMCoH9m4jTeY4jT7LVPEBgqf5Q5DcfMSMOcvluuam8EUSUhOKdizy8aWlpnzEpTvjC5tjPAo8CkS5EkqCPFg7wGUH94bZfkU1WnFUb/fILQJ84THmWhZSor/VUTbfYe4f7xwOpJb39iruK/XGM0yn/DQdpqCLENTJmg19TAOT2nF/aVOfuMUxjzyIsHrO7fwsKQd7BTPCf2fvfsAi+LowwD+SlWaghEUO4pir9hj718Uu7FrYmLsNVGJvXfFHmPU2BCsqFixIIoFxIKCBaWpdFCQchzHfHt3e3DAHtwhQdT/L89Gdna2zszuzO7sXulOmH/SFSv+J73dIEHYtUtwiy+LcuUz+5aUaNAKrarF4fqNO3w6a0FLqxj0DQ25IyqlDbOSxtDWNYaxCZ859I1gZCCCKCVNPi6Y5sJ0a43FntML0PD1UTgsmocVR3wQKxFDrMiy2sYwMUlD2LsQ+dMDbv3Fi+tB28wUpuo8FMpFsWz98fVrtYCt9EmTJBSn5k/B5vih2Lh6JGrk+thU/X3VjDFqDVqFLbOa4tX5C/DJo7+n5uU+P+lKCCHkS5Zw1wluplMwqYvglzQESaKu4OLtuujWtYrmH70wbYNpK2egu3EAHPffRJSYPrEn5LM0GJRpFZNWiNKRXiDpY4Qy5mWgXYyraPEhOYge4KCjJUYOLM8HcITCOLo1+mJILxFOOp5GkDgMZ8+L0GvjBPTVOQ2nU4GIuPYAei1aZqkoazpPftahLiObjuhUO/eWRl5xCmIZqqXh48dEpEXHIFqw3piGuLg4iNJTkJyslEG0LWBhoQNxaipfQc8HFWkuSPwaLn8Ow9QT2ug6YxkWjGkFS+WGQImWGDv/V6Q5LYWDqw987x7F5uNRGDZrFJqo/n7pJxDjxYHZmHHQCJMdlqBvxTxaJZrsq8YMUL9nDzQSJSIxt7p/NgVb7gkhhHwVEryw659oDFuS140wZRJEul3A7brd0LVKHtdDAaJnBzB10VuMvXoVf/UrBpfpg/HTZi985KcTuc/eYPhU6Yxx1Q4FrgKakAybmtby/v8CRI8PwbHsKAyukJmphMJktCui15D+KHXREc6uznhgYYeOVbpiYL+yuHTkX+x/oI8WLbJV5TWdJz/r+Groo5xlOegHXsHlW0ofY+Uq6KdP3kQSN71i1ar4LvUp/J4m8hOlREgV66Ne/Tow5UM0pTLNpRQP4mQkCD+6CJNcq2G8fT/UytJnUkEbJuVs0GnwD7D68ACeTxm6rD+BzQOqZt7p0NaFjpYWt9iMBfOyj+ct6cE2TJ9zCdXnOcCe7/gpDg2Gilchct/XgiBOg37jxqj7nzSOCCGEfBMkoXBdvx/4eTGGVtfgOYEkElcu3kG97l1RWdPLnCQQBxf+iZdtfsIPNZrg152HsaYXcH7lOhwN0eAu2DegkBsMXHWJqx8xWdcoBenf6WCKWr+2HnS5fPLh/XskSxIQEhwBiVCYLHI6YiOjMluBsTfh4VsfQwfa8l0YshPh6cFDMBs5GJk3ZYXCMpl1HoIfra9izeJA2A6ox1UATdB2YH/Ucl+Hw6wlmgvU5TWdJz/r+FqUbt8b/yvnj132c7DXMxDhob64uHUjvGAt++qNWZdhGNEgCmecXRDIl11J5FM8jemC0YMa81/GkeerLI1HabbixpVzmpQ8JJc0T09GcrL0yceHjDwW8+4doqODERTB1ci5E9N9d28EiVMhTk1GVFQ8kHwXW2ZuRQCXT1HcFGVK6SDO7zpcb75AbMb5xgjfWZRCxIsXCJZ+Bzo5EG4uHghO5Ro/qfIYQli6dIu5/VLsWJw7Vk9ZhMetl2Pj1OZ8w1iEZ+dc8VC63BxlJRSPc8nfqqRzK5QN/LiCJMYbp5xvIETROEl6iVOOgeg4uT8qqVy+PH00Lvf8fOqnq5R0u6XHS2nZhBBCijZJBK5vXAuvpr9jWpvSfGACYmPz/rapJNINF+7UR/eulaHBZU4u+TG8PONRsZKVvD5h3Bi//jEGDRNfICAkl4vzN6gQGwwJeO7mhKu+iQh74IaTd95AHP8MV1w88SIxFPcunIbXO2ntqhQaNGsG8aFpaNt5Ik6+1ecygFCYXPqD/bBf/Decnf7Gwml/I33qOozP+JErCYJ3dkOx7zfgmbSCI/LDwUOlMHKQUqYSClNm0ByDh3VB3X5D0YP/fn0J2wEY1L4WunRpIdxVSNN51I4fB8dBxVBj7i2uivglyrn92hUGYNHmmbAN34uxra1Q3qYPNkZ1wU8/WMjTw7Qz7P/agI5Pl2HszG1wPLILSxa7o8aaDfjZRnoHIgEvrjjj2pNEhPtcxul7b5AUeAOHr/kiMeYR3JxuIjg5GDedLsGHO/E8unwQV/0fCKZ5rN8l7Fv1L67EJMLTeTP2ubjDP1YX1bv2R3ctJ/zaqiFa9piJq2ZN0djoKQ4stMfpEG5GnVKwqpGGkzN/RP/+/eVDv374oZ0tOk49DvlNCiO0HfQT6ntOQ5sGtmhptwqBNW1RSSsSXueccTfzV2YySMLv48y5uwhO9IP7CTf4v4/FxRVTseqmCWqbh8Bx6TzMm/cn5kwZhbEOjyDvxZ+trAQGwjG3/J2DCIE3j+PItadIfHMXZx0v4HFU5ralh9/F3qk90Kb9UEyeMQXjZ+xCdJ+lmJ7xqdbsaSwv91dk5f6yBuVejFeapuurZMQ+uYgT7v5IfHUHZy48QmTOw0oIIaQokYTj2urxWB1YE3VSveFy4gROHD2IbfazsfthXu+nSbsjXcTdBt3RRfVdK5U3waBfE3Ub6uPlCz8omiZaenrQL9sQ9aur+kbTN6pQv5IkMAhKi2Ov7nkwn2Cl19mzh/FfSao25SwL9fdgly7dYL5hAt9GivFjXk8imOyF97QAdvXMXRau/Pa7UFg2adGv2evoLDOxcN/HLDjnq/gZNJ1H3fgfXnixh29zWXERp2r7UyP92a0r7szrVaw8rbJLCWNPPC6zyx6PWEh+PsekTI00zy7p3WPmccOHBcs+xpPCQh94cPvBf4Yn9RU7unwjc5N/2EkmLeUDC3/pwTb99Ds7pbS98a/vsatXvVmQNCzhJbv/4G2uX/TKF+Wyko99zUtC8H127eJl5vEoRPDLWPnOo0LlnhBCvgHSOti3KZZdX9KRldWR10OVB70Gc9i1vC4HaW/Z/mHWrP/fgcJ1B+56/drDia0caMVg0IpN3n2ePYrMGjPh0W72c5t27KfV+5nTwU1ssp0dm3VM6GtL3xZFOigUkzYY9LjWlBTXUJD9K/Wf/HCbgPzMIyMJxV/9bbC28nE8dugO+lwu+TwkiDg2AX3cuuHszn5QPEiVSfDBzu1+6DxjODTpjkkIIeTbIq0LcXUyfoyoTRKBR+7PodOgNeoI/QCqupLD4efzFG9SjWHVoBGqm9FFW1E/V+RLlQ0GKaHKfG4V/PxU/vMzj4wkENvsamNVRSf47+gt3DWIkP+cBOFnZ6PX6INIa90H3Wyro6yxNlLjQhAQZoqev89Gn+qKLnKEEEJITtK6EDUYSFGiqJ9/4Q2Gjwi45oTDJ70Qpl8dHQYNRX9bSzX7aBNS8N4/vwyXMx7wDXkPiUEZWDXuBLterVCJvhxECCEkD9K6EDUYSFGiqJ9/+U8YCCGEEEK+AtK6EDUYSFGiqJ8r8uUX/zsMhBBCCCGEkP8ONRgIIYQQQgghKlGDgRBCCCGEEKISNRgIIYQQQgghKlGDgRBCCCGEEKJSlq8kEUIIIYQQQogUfVaVEEIIIaQIkNaF6LOqpChR1M/ps6qEEEIIIYSQPFGDgRBCCCGEEKISNRgIIYQQQgghKlGDgRBCCCGEEKISNRgIIYQQQgghKlGDgRBCCCGEEKISNRgIIYQQQgghKlGDgRBCCCGEEKKSxg2G3H5YJM8fHUkKwW3njVh56BFEfNDnlHxzFcatv4NkflxKKOzLJMGbc+uw2iWY+0uVvOIUxDKKPqE0f+9/EXvX/olZc1bjgOc7ZP1Jw/+IOAjnHNbgmH/BrE11Xo7Ds1s+eKMywVRPF8W9Q1BgIAKzDUHv4oSPUaGW+Xi8un4AazecREChJBghhBDybSjEJwzJCLhzAtsXzMZer7A8K5ciUc7qhVBY/n3Eje1z4WtshRJ8iHDYF0gs5ipvyXhyehVWnPXl/uLGs1eg8opTEMv4IuRM8/c3V2P63hR0nzIRndNPYlLPMdjqWxhNXDES4+KQmJrOj6tHuFwI5eU4+J3dhAmdm6DpL4fxLMdseUyXhMBxQhNUs7KCVZahOhpOPo6wHIVaXua3zf8De+7lr8xrIt7fE04OczHvqC9iNDuEhBBCPisxovyuwcX5GFxvvcJ7PlR9H/Hm4TWcPnkePhGZVxu1b3JJIuB7+QSOnruPd4Vxuf8CFWKDoQSqt+uLVjX1+fFcxLvBYcsNJPGjMkJhnyL5Ng442WKEnTkfwBEK++LE4fBwPRRvtxGptTuhWz1gc/vi0BvlrFQA84pTEMv4QmRPc65SfGLzVsTXtIW5viW6L9gHp+1T0bWKGvn2U+laY+CilRjVQIN1qSoXgnlZG981G4Hhrc0hEXwYmPt08Yuz8MCv+OfMFdzw8ICHbDiHpd3LoW3HdiinzUfMIC/zrfNb5jVkUqsD/teiOnT5cUIIIV+CWNxcNwAtbHti6JjB6N22Mb4f/hd8EvjJuZIg4uYOTB46CTsfaqFW+85obMFfjNS9yRXjgTWjpsPxnSHMki7iz59W4FpkXre4vj2F/A6DFrRzVCqy+4iHezbj6FvlxBIK+zTJtw/iaKNR6GfBB3CEwr48pui1+By2tH0L50tRiHVzQnArB7gu6IFSfIy84xTEMr4MOdJc9AxPHidAX684V33mGNmg+9CeqGMsm1rEqC4XwnnZBObmpVC+rLmKSnXu0xOSGmDSX4sx+oeO+L5NG7SRDtXj8DKgCbp3q6Jimfkt8/khXZdWYZ/UCCGEfALRg33Y7d8Ju59EIT78Jc4ta4/Eo3Nh/8+TrE8BchAhwHka+ky7h2bzt2PZ6HawNs28Eql3kysOl5ZPw5Um87B4VDd0GvA77FvfxezllxAjWwpRKJaamsr09PRkI+Js/UmKFSvG/5WVqnCp3KZBEopdA2tjXaWjuDNRgr1bj+ButBm+H/sHJnasAG1xAFyWz8Lvq13wvsU4TOxcHbV79oSei33WsN6T8b+SPjh77AQ89ftiViM/bN11Ea+KWaPnuOkY2aKMvLLHiTi3ANPdG2H1ir6omFFxSca1MaUws1EQfKaUyxk2Ebh58BCuh6RAy7gaOg8ZhCbp3jh69CoCPkhgUKs3fhlQH8bJL3HV8QzuxJZBh2EdILl0RP15onVRukQyot6nqr+OkUPR0jyv2pcYr04uxuzVrvhYsRbMtOMR8MYQPX5fhQV2VfnjklecgliGBiQRuHfkAM49j0FsZBIq9vgN4+1qwYifDMTD/+x+nPAKQ0xEDLRq9MBPY+1Q20Q+9WOwJ84dP4Gb+v2xuGsMl6+c4RVfCb1nzMaQKiE4vmULjj1MQdU+MzB3KHdM5bNxlPOBOUKv/IODt7xw3uEgkv83G31qFkfF9r9iZOuSiPE5it3HHiGBJSEqVh/1B0zA2C5VkHHvXPwOtw7uwZkXSUhPSoZBnfb4vkYp6OiWQa0WFRF3/TjO330LVqcfJnH7phvvh4vO5+AdoYcGA8fjh2rcPrqdgtPpENSZvQADK/FH+flp7Dj+GPHZutgUK/4dSn24AId1WcvFwHrSLRLK3woShPzVH3U3VceJ++vQ2YAPzpDXdGUShB/+Cd87t8D5o+NRXajFIC3zA2phbaVjuDuJK/NbHLm8n0eZ5/ajh8n9fKSpGE/WdUOr4+1x+foCNC+Eh0KEEFIQpHWnPN8D/SpJ8O6iC/wa90PnMnyQ+BkcejXDwtLb8frQcJjxwdl9vLcGdj84otHBK1jXNWes2Pu3EGzdGo34uoJM+GGM+t4Jzc8fwwTuoiV5sw8/NtiHZjcu4/c68ouYJHAbfrC9ioE+zviJvxZ/ixT1eUW+/Cw341ICz2Hd397Qb9QBjZkbZv+6Eq5x3ATdyugyYx2mdzNGybo9MWHKOPyvrnXOMJt0RIYHwvPwJhw7+w82noxDtbatUDbwH/zUfzz2PM9s+JQwr4a6NSxgpJzmyV44eMQGowYoVaaUw7TLoWU3a7w5MB97g8xQ10KbC2rOZSARXBdtwhNWVV5BKWGNxmXe433F9mhWroJm81TugzEDa2q2jjwbC1LJCPD2Rlr3FVjQ5A3Cm9hjYedU3PUKUOrukVecgliGmrjGwqVFv2BTTAdMW7IS87uLsGvEj1h8SdGx6SO8HEZh8qVKGLlgOTasGA3LaxPRbehG3JM9rkxGdMQr3Ni/BafcjmPrgScwqN8ABr6bMW7qfKxetQ9+pi3RrtJb7Bn/B/b4KTWKs+QDbVi2GYpJv/VAbSM9VOs4DpMnT8SAZmYQB+zD+L67wAYtwLKVG2Df5i1WjbSHc8Zbwe9xY/lQzLhfD5OWrMDKef2h5TQGAxefRVBMAlLSjVGzbUsUc1+CrVeCuWotx6Q22jdNw8UlO3E9VAxJbDQifM9i6567CEvJbB2Ig73hq9MGQ8dNwpQpU/BLey1c27gVt3QaY/Dv2csFX0MWyt//BUkUrlzwRN1uXVFZ+PFChpRAV6zd5QX9xh3zLvNc+c53mhJCCPmCcNfebkqNBSndCqhSxRTfmZaC/Ha2APELHFi+Cg9aT8DETsJNCrMm2RoL0ptcVy/Cs053dOUvWol3b+AqrFBN6SKmbVEd1iVv4pb3p3SS/QpJnzBw/8gGsVicZUhLSxMcJBKJyiE9PV31IA5mO/sYsvKjDrO3YnlYivcy1tqwBVt8J4VrxHDSQthffYyZ9dTzLFEeojJsp50BKzv8EHuXxgcF7WM/WuiwpvNvsSR5kKAkj1+YYZ31LJQfl8oZlsRuL2zG9GrPZJfj+aCUu2xxMx1WfeIZFisLiGEnFy5lFxXTNZ4nP+tQVwI7+0tJZjL2DPeXKnnFKYhl5C7FezlrX2siO/OBD4h2Y0v69GRzz0bKRlNfbGd25kr5g5PkuZA11zFldjteslRpQFoQ29HbgFX8+RiLlsVIY0E7ejOD0j+yf9/ymSN6PxtiYsZGO2ceSKF8wBJOs/GVS7IhB+RHXyrV7282ptc8diFOPp7EbXMbw2ZsoSefyxLOsSnWpdmIw4qdSGOB2+1YSesp7JzioEjza+/izGpyZh5Oe7mFdS9ei810k4ckXvmd1THsxhyey/ZKJsXvNrsXodiHK2xuCxNWecgeJosiVC44gvuVIY0F77RjxjZcnlOeKUNe0zOlhR1kI6r3YTsC+O0TIttGaZl3zCin6pX5/KRpKvNd24EZt1jMlLILIYQUedI6GOGl+rEN3euzya4xfEBOKQ9Wsu+1irO2E5axWWMHsy4Na7L6XcezHbcjuauFCmlh7OCI6qzP9gB53YH7v//6Dgx15zIP5Upjyh22sLEW67zpBR/v26RoGyh8licMJUqWQkn+ZrlWSRMY4yMSk/LXf9nQzCxjWdqVe6BnBwM88XuOeHmQABEeHjyCyqMHoAIfIhxWAk0GD0OHYCc4XoiUhST5uCPS8nvEHnfG+XBue2Pc8UCnOVpl9HHRdJ78rENdRmg34wROTG+n1LUnu7ziFMQyciPBm7u38fg7S1gquo+U7oT5J12x4n/S2w0ShF27BLf4sihXXkc+nVOiQSu0qhaH6zfu8OmsBS2tYtA3NOSOqJQ2zEoaQ1vXGMYmfObQN4KRgQiilDT5uGCaC9OtNRZ7Ti9Aw9dH4bBoHlYc8UGsRAyxIstqG8PEJA1h70LkTw+49RcvrgdtM1OYqvNQiFdMoP+9fq0WsJU+WZKE4tT8KdgcPxQbV49EDZV39NXfr08jQaTbBdyu2w1dq+S9k5qX+fykKSGEkC9dwl0nuJlOwaQuqjojSRDldRdeqI8mXftj/t9HcMnjGKZ8dwHjB83CkRDha4sk6gou3q6Lbl0V79ylc9ehJMCgBEpkv/gWS0dyUs6Pkn/LPvv7gVrFpJWkdKQXyGcQjVDGvAy0i3FpzYfkIHqAg46WGDmwPB/AEQrj6NboiyG9RDjpeBpB4jCcPS9Cr40T0FfnNJxOBSLi2gPotWiZpaKs6Tz5WYe6jGw6olPt3FsaecUpiGWoloaPHxORFh2DaMHynYa4uDiI0lOQnKyUQbQtYGGhA3FqKl9BzwcVaS5I/Boufw7D1BPa6DpjGRaMaQVL5TpyiZYYO/9XpDkthYOrD3zvHsXm41EYNmsUmhTI93nFeHFgNmYcNMJkhyXom/kyTk6a7NenkETiysU7qNe9Kyrn3V7IomDLPCGEkK9Gghd2/RONYUtyuzGWhqjoaKTXaofeXW0g63VkVBcj505Ax7BjOH45gmtSZCd0k0sLRgYG3CQJt0QlXJ1D2o4wNDL6/JXkIuSLPxbpjHFVDwWuApqQDJua1vL+/wJEjw/BsewoDK6QWcsRCpPRroheQ/qj1EVHOLs644GFHTpW6YqB/cri0pF/sf+BPlq0yFaV13Se/Kzjq6GPcpbloB94BZdvKX2Mlaugnz55E0nc9IpVq+K71Kfwe5rIT5QSIVWsj3r168CUD9GUyjSXUjyIk5Eg/OgiTHKthvH2/VArS39IBW2YlLNBp8E/wOrDA3g+Zeiy/gQ2D6ia+eUgbV3oaGlxi81YMC/7eE5JD7Zh+pxLqD7PAfZ8R09xaDBCBVpLue5XAZJEuuHCnfro3rUyt/eEEELIJ5KEwnX9fuDnxRgq+BUNBS0YGhpCx9AIBkq1WN1qtmhqk473cbFK9UKe4E0uXVhWtYJFZFTWm5ZpMYiJLI+qVczp+qakkBsMXHWJqx8x/o1rOenf6WCK1NXWgy6XTz68f49kSQJCgrmWolCYLHI6YrmE/ij7mxN7Ex6+9TF0oC3fjSE7EZ4ePASzkYOVvpgkFJbJrPMQ/Gh9FWsWB8J2QD0ue5mg7cD+qOW+DodZSzQXqMtrOk9+1vG1KN2+N/5Xzh+77Odgr2cgwkN9cXHrRnjBWvYFIrMuwzCiQRTOOLsgkC/QksineBrTBaMHNea/UiTPV1kaj9JsxY0r5zQpeUguaZ6ejORk6ZOPDxl5LObdO0RHByMogquhcyed++7eCBKnQpyajKioeCD5LrbM3IoALp+iuCnKlNJBnN91uN58gdiMk5ARvrMohYgXLxAs/VGY5EC4uXggOJVr/KTKY7B06dZx+6B8potzx+opi/C49XJsnNqcbwiL8OycKx6mZS8XoXicS15WSOdWIBv48ezyms4dBES6XcTdBt3RJc8vSMjTRuMyz8+nfppKSbdbevyUlk0IIaTok0Tg+sa18Gr6O6a1Kc0HJiA2VqhbkC4qNmwE66DnePGBD5LRg34Jc1SrVoGLkZWqm1wGLdqjQ6o/ngVn3oETB73Ay+Id0aHZV1z5yodCbDAk4LmbE676JiLsgRtO3nkDcfwzXHHxxIvEUNy7cBpe76S1q1Jo0KwZxIemoW3niTj5Vp9LXKEwufQH+2G/+G84O/2NhdP+RvrUdRif8cNXEgTv7IZi32/AM2leEPnh4KFSGDlIKcMIhSkzaI7Bw7qgbr+h6MF/076E7QAMal8LXbq0EO4qpOk8asePg+OgYqgx9xZXZfxSZd0H7QoDsGjzTNiG78XY1lYob9MHG6O64KcfLOTpYdoZ9n9tQMenyzB25jY4HtmFJYvdUWPNBvxsIz0lJODFFWdce5KIcJ/LOH3vDZICb+DwNV8kxjyCm9NNBCcH46bTJfhwJ55Hlw/iqv8DwTSP9buEfav+xZWYRHg6b8Y+F3f4x+qietf+6K7lhF9bNUTLHjNx1awpGhs9xYGF9jgdws2oUwpWNdJwcuaP6N+/v3zo1w8/tLNFx6nHIe9OaYS2g35Cfc9paNPAFi3tViGwpi0qaUXC65wzPB954cy5uwhO9IP7CTf4yx64xOLiiqlYddMEtc1D4Lh0HubN+xNzpozCWIdHSMteLgID4ZhbXuaOeODN4zhy7SkS39zFWccLeByV0aLh5DWdx53Y3S7eQ4PuXZC1vZA9f8rL/BVZmb+sQZkX45WmafoqGbFPLuKEuz8SX93BmQuPQL+7QwghXwBJOK6tHo/VgTVRJ9UbLidO4MTRg9hmPxu7Hwq/o1ai5XD80vwejjj5ZdSHxEFeeFh8OIZ3yv5rUKpvcmmX641fRyfioutzvouzCP7nr4KN/Q29svyOESnc32EQIBhf8h6vfZ7gg0VjNKrEfwg+e5gkFH/1t8Hays64Pr4k/EMZytVrirplsz1biPWHd1hpNKpjDm3JK1w7H4PaPZpB8UOAEArLRhITiBBUQtXSGTMh4gmXSWvWQ6XszViepvOoGz/+pTcCDRuggaWKFX8BhPZBHPUMXr6R0KtSD42sTHNWeEXheOr1BGEwR82G9VHxUxr+aqR5dslhvrgfkIZKDRuhkrEIbx56IcbcltsHrnEqfo1ja0/D9Jdp6MR/Gk4iikd06GMcWXkaVRzWwI7f3oRAL3gHacHKtgkqIwA+AQao1dBSxRMxNSiXi/JhGu9XvnANhkfuz6HToDXqZORXuXznT6EyTwgh3whpXSjrk9hvRRzclw7Aj0uuIjxb20CvwRxc9FyJ9iouCeLXJzF3/A7EdxnBXXvD4HE5FI1mrsDPjbJ1Spe8w4FR7eHS/hKcxlbJWb+IvYUN07bgXQs7NBDdxvmABvhj9c9o+Cn1jK+Aon6uyJdFs8GgjowGw3E8dugOqmKQz4Nr2B2bgD5u3XB2Zz8oHqTKJPhg53Y/dJ4xXPhHzQghhBCOtC70bTYYPpEoAk/uPUZ4MUvUs60DC0UHE2W53OTKIInDy3sPEVbCGk0bVqA6JUdRP/8KGgyB2GZXG6sqOsF/R2/hrkGE/OckCD87G71GH0Ra6z7oZlsdZY21kRoXgoAwU/T8fTb6VBc6gxFCCCFy0roQNRhIUaKon3/hDYaPCLjmhMMnvRCmXx0dBg1Ff1tLFf22CfnvvX9+GS5nPOAb8h4SgzKwatwJdr1aoVKBfFaVEELI10xaF6IGAylKFPXzL/8JAyGEEELIV0BaF6IGAylKFPVzRb6k36QghBBCCCGEqJRrg4Fau4QQQgghhHzb6AkDIYQQQgghRCVqMBBCCCGEEEJUogYDIYQQQgghRKUsX0kihBBCCCGEECm1PqsqJfTZ09w+harpZ1I1jU8IIYQQ8jWR1oXoQzOkKFHUz+mzqoQQQgghhJA8UYOBEEIIIYQQohI1GAghhBBCCCEqUYOBEEIIIYQQohI1GAghhBBCCCEqUYOBEEIIIYQQohI1GAghhBBCCCEqUYOBEEIIIYQQolLhNhiSQnDbeSNWHnoEER/0OSXfXIVx6+8gmR+XEgor+iR4c24dVrsEc3+pUphxig6h9HzvfxF71/6JWXNW44DnO+T8ucL/gDgI5xzW4Jh/waxNZT5Nega3EzcRrHI1cXh2ywdv1Em8Qi2v8Xh1/QDWbjiJgEJJEEIIIYSoqxAbDMkIuHMC2xfMxl6vsDwrmyJRziqKUFj+fcSN7XPha2yFEnyIcFgRJxZzFd5kPDm9CivO+nJ/cePZK1yFGadIyZme72+uxvS9Keg+ZSI6p5/EpJ5jsNW3MJqvYiTGxSExNZ0fV49wnleVT5PgvXUSBv/hjKc5ZouD39lNmNC5CZr+chjP8txleXndNv8P7LmXe3ktiHIZ7+8JJ4e5mHfUFzGaHSJCCCFfPDGi/K7BxfkYXG+9wns+VG253iwT431YEAIDA+VDUChictxtUyfOt60QGwwlUL1dX7Sqqc+P5yLeDQ5bbnDVHyVCYZ8i+TYOONlihJ05H8ARCivS4nB4uB6Kt9uI1Nqd0K0esLl9ceiNclYqbIUZp4jJnp6SEJzYvBXxNW1hrm+J7gv2wWn7VHStokae/FS61hi4aCVGNdBgXaryvIp8Knr8Lw5cjkKS/Ffcs9HGd81GYHhrc0gEp2cnL6+t8yqvBVQuTWp1wP9aVIcuP04IIeRbEYub6waghW1PDB0zGL3bNsb3w/+CTwI/OU+53SzjLv3BhzHB1hpWVlayweaH9biXrTGgTpxvXSG/w6AFbW3+T5U+4uGezTj6VvmeplDYp0m+fRBHG41CPws+gCMUVrSZotfic9jS9i2cL0Uh1s0Jwa0c4LqgB0rxMQo3TtGSIz1Fz/DkcQL09Ypz1WeOkQ26D+2JOsayqUWM6jwvmE9Ffth/OAFd+9tAjw/KygTm5qVQvqy5BpXyvMprQZZL6bq0CvuERAgh5DMTPdiH3f6dsPtJFOLDX+LcsvZIPDoX9v88gTqdGHK/WcY1Jk6+QLN/rsHDw0M2uB+zR1czfrKMOnGI9vz58xctXbpUNrJgwQLZv8qKFSvG/5WVpuEyLB73j26DZ8lBGF3tObYvWYqNB64j3LQemlY1gZY4AC5Lf8Ovi08jQscI4rfPEGVcCgF/TcwaZtoEVUVeOPnPZvztY4S6aRexYv5K/OXyEIll66N+BcOMikfEuQX4dfd7NOtYCyUzaiPJuLlkOB50/wszmytqi0phTT/i5oG/sP/MVdx88Bb6VWujbIIXnPcewKlL7vCOKoW6tS2gn/wSVw/8C8crAdCpWhrBJ3apP89lb/j5uOPCpWvqr6N6XVQ0VK5SifHG4wD+3n8N70tXxXf6H+DnG4YSNVuhrY0pfwwKM44ASQTuOe7E38fO4ITTGTyRVEEDmzJKldp4+J/9G7sOueCU01FcfiFBhTo2KMPf2P4Y7IlTexzwl48xWpg+wo4ly7DZ+T7E1WxRzyAAx9cvwNItx+AjtkKzetzxks/GUU5jA4Re2Y3tTpdx4+oDRGjrIsrvDoK0a6NBJT3E+Dhjy5ZDuOB2Bk5HryGkuDUaVCsFHX5JEL/Drf0O2O58AZfOnMWtUBEkCREIfZsEg/LF8eaaIw4eccXt2DJoyu2bdrwfLnJp5nTeG/FlG6NGqffwv+yIbRtdEFWvLepwGVH8/DS27eL21/0GbtzIHDzux6FMAx14Ls9WDrg8X8dCukVCeVeMFwc24E79CbBLOY8tN4wwYHwPWOdoOTDE+xzF9jtmGDyuK6zyajlIy6uzvLyOqc6V18VLMstrhUicyV5WuW2snHIvn+mVjkjPg/jHvwpGjm6HChkHnxBCvn6LFy/GokWL+LFviQSRjyNQbsRodCqvBy19U1Rv0Qi4/RcOxjXB+P71c+8iLvLD3i1P0LCVGKc8c177JGEu2PewLsaPbAfrSpVQiRsqfJdZR5RSJ863SJonpRT58rMcj5TAc1j3tzf0G3VAY+aG2b+uhGscN0G3MrrMWIfp3YxRsm5PTJgyDv+ra50zzIarXIQHwvPwJhw7+w82noxDtbatUDbwH/zUfzz2PM9sk5Ywr4a6NSxgpHynNNmLq+DZYNSAcnwARzlMuxxadrPGmwPzsTfIDHUttLmg5vjBVgTXRZvwhFWFrKpWwhqNy7zH+4rt0axcBc3mqdwHYwbW1Gwd5tlv9yYjwNsbad1XYEGTNwhvYo+FnVNx1ytAqYtIYcbJhmssXFr0CzbFdMC0JSsxv7sIu0b8iMWXFJ2YPsLLYRQmX6qEkQuWY8OK0bC8NhHdhm7EPdmjyGRER7zCjf1bcMrtOLYeeAKD+g1g4LsZ46bOx+pV++Bn2hLtKr3FnvF/YI+f0r2ILGmsDcs2QzHptx6obaSHah3HYfLkiRjQzAzigH0Y33cX2KAFWLZyA+zbvMWqkfZwzngr+D1uLB+KGffrYdKSFVg5rz+0nMZg4OKzCIpJQEq6MWq2bYli7kuw9UowV3XnmNRG+6ZpuLhkJ66HiiGJjUaE71ls3XMXYSnyDvriYG/46rTB0HGTMGXKFPzSXgvXNm7FrWIVUdlAoBzY8FVrgbwrfu2E3QEtMbazOXJprudbSqAr1u7ygn7jjpnl9aPQNqbnP70IIYR8g7jrc7d+6FyGH5XSrYAqVUzxnWkpFU/MFcR4cXgfwjqMhm1xPigLEXwP7oTDut/Qze5XLP73Ft7k6LKkThwik5qaKn2IIxvEYnGOIS0tTXCQSCSCQ3p6uupBHMx29jFk5UcdZm/F8rAU72WstWELtvhOCpNJC2F/9TFm1lPPs0R5iMqwnXYGrOzwQ+xdGh8UtI/9aKHDms6/xZLkQYKSPH5hhnXWs1B+XCpnWBK7vbAZ06s9k12O54NS7rLFzXRY9YlnWKwsIIadXLiUXVRM13ie/KxDSAI7+0tJZjL2DPeXKoUZRy7FezlrX2siO/OBD4h2Y0v69GRzz0bKRlNfbGd25kppz0nyXMia65gyux0vWao0IC2I7ehtwCr+fIxFy2KksaAdvZlB6R/Zv2/5hI/ez4aYmLHRzpkHSSiNWcJpNr5ySTbkgPzISqX6/c3G9JrHLsTJx5O4bW5j2Iwt9ORzUMI5NsW6NBtxWLETaSxwux0raT2FnVMcAGle7F2cWU3OzJ9pL7ew7sVrsZlu8pDEK7+zOobdmMNz2V6xFL/b7F6EYvuvsLktTFjlIXsYP1m2zBx5npNjv9KCmdMfs9jB1/JlRe4dxEysJjNXwcRJY8E77ZixDZfflBeqimwbpOXVMaOMZSmvguUyf+nFpQTzXduBGbdYzJSyAyGEfBOkdTDCS/VjG7rXZ5NdY/gAYamvDrDf7U8w6aVF+NoXyx6f3892rlvAxts1YGV0DJh1343sVpbFqhPn26RoGyh8licMJUqWQkn+ZrlWSRMY4yMSk/LXD9rQzCxjWdqVe6BnBwM88XuOeHmQABEeHjyCyqMHoAIfIhxWAk0GD0OHYCc4XoiUhST5uCPS8nvEHnfG+XBue2Pc8UCnOVopeoZoPE9+1iHECO1mnMCJ6e24v1QpzDhSEry5exuPv7OEpaLfSelOmH/SFSv+J72VIEHYtUtwiy+LcuUz+5+UaNAKrarF4fqNO3waakFLqxj0DQ25oyWlDbOSxtDWNYaxCZ/w+kYwMhBBlJImHxdMT2G6tcZiz+kFaPj6KBwWzcOKIz6IlYghVmRHbWOYmKQh7F2I/OkBt/7ixfWgbWYK0+wPfHJRLFv/fP1aLWArfWIkCcWp+VOwOX4oNq4eiRq5dhPKvl8SvDuzHTer/4xBVTXYGA1pVl7zk16EEEKIXMJdJ7iZTsGkLrm8RCAJwcm/HqHB2N6wVHn5M0W97iMwbuZibD/lAfdDP8Ps+jxMXeeOzPep1YlDpD57Fy2tYtKKVDrSC+RTikYoY14G2sW4ChofkoPoAQ46WmLkwPJ8AEcojKNboy+G9BLhpONpBInDcPa8CL02TkBfndNwOhWIiGsPoNeiZZaKs6bz5GcdQoxsOqJT7VxbFYUaB0jDx4+JSIuOQbRg3TINcXFxEKWnIDlZKfG1LWBhoQNxaipfQc8HFekpSPwaLn8Ow9QT2ug6YxkWjGmV9eRToiXGzv8VaU5L4eDqA9+7R7H5eBSGzRqFJrl2rFSH9N2D2Zhx0AiTHZagb8U8Kv3Z94trbLjs24cT6/qgno0NbLihzfwLiA85hPFN62Hwtqf5P4YqFGx5JYQQQpQkeGHXP9EYtiS3G2j5uVlmjFqDVmHLrKZ4df4CfAS/gKROnG/XF/9ORzpjXPVFgaukJiTDpqa1vP+/ANHjQ3AsOwqDK2RmMqEwGe2K6DWkP0pddISzqzMeWNihY5WuGNivLC4d+Rf7H+ijRYtsVXlN58nPOr4I+ihnWQ76gVdw+ZbSh1e5CvrpkzeRxE2vWLUqvkt9Cr+nifxEKRFSxfqoV78O1+7PH5XpKaV4yCYjQfjRRZjkWg3j7fuhlgkfnIU2TMrZoNPgH2D14QE8nzJ0WX8CmwdUzfzakLYudLS0uMVmLJiXfTyrpAfbMH3OJVSf5wB7vgOnODQYoSpq+Tn2i2tc9V1zAWeOOMLRUT78M+V7GJbrhfn7D2Bx38r0mVJCCCFfBkkoXNfvB35ejKHVc7l65ftmmQHq9+yBRqJEJKp6SK5WnG9TITcYuCoVV4disq5RCtK/08EUtX5tPehy+eTD+/dIliQgJDgCEqEwWeR0xEZG4aPsb07sTXj41sfQgbZ8d4jsRHh68BDMRg5G5s1cobBMZp2H4Efrq1izOBC2A+pxFTATtB3YH7Xc1+Ewa4nmAnV5TefJzzq+BKXb98b/yvljl/0c7PUMRHioLy5u3QgvWMu+jmPWZRhGNIjCGWcXBPIFUxL5FE9jumD0oMb8F3TkeSZLw1CaZbhx5VwkJQ/JJT3Tk5GcLH3y8SEj/8S8e4fo6GAERXCnF0kk7rt7I0icCnFqMqKi4oHku9gycysCuDyI4qYoU0oHcX7X4XrzBWIzTiZG+M6iFCJevECw9GWp5EC4uXggOJVr/KTKY7B06dZx+6DYiTh3rJ6yCI9bL8fGqc35Bq4Iz8654qF0GTnyfCge59ivEihboyEaNWqUMdQsY8i1X0xgWbshbCxzZpx0bgNkAz+eO/mxV1leBculfB7100tBul3S46N0LiCEEPJtkETg+sa18Gr6O6a1Kc0HJiA2VuA2/6fcLBOnQb9xY9TNrYeAOnG+QYXYYEjAczcnXPVNRNgDN5y88wbi+Ge44uKJF4mhuHfhNLzeSWtgpdCgWTOID01D284TcfKtPrQFw+TSH+yH/eK/4ez0NxZO+xvpU9dhfMaPY0kQvLMbin2/Ac+kzU2RHw4eKoWRgypnzC8YpsygOQYP64K6/YaiB//d+xK2AzCofS106dJCuKuQpvOoHT8OjoOKocbcW1zVsqjJuW3aFQZg0eaZsA3fi7GtrVDepg82RnXBTz9YyI+1aWfY/7UBHZ8uw9iZ2+B4ZBeWLHZHjTUb8LONtLgn4MUVZ1x7kohwn8s4fe8NkgJv4PA1XyTGPIKb000EJwfjptMl+HAnlUeXD+Kq/wPB9Iz1u4R9q/7FlZhEeDpvxj4Xd/jH6qJ61/7oruWEX1s1RMseM3HVrCkaGz3FgYX2OB3CzahTClY10nBy5o/o37+/fOjXDz+0s0XHqccRIms0GKHtoJ9Q33Ma2jSwRUu7VQisaYtKWpHwOucMz0deOHPuLoIT/eB+wg3+72NxccVUrLppgtrmIXBcOg/z5v2JOVNGYazDI8h79mfL84GBcMwtn+ZJhMCbx3Hk2lMkvrmLs44X8Dgqo8XDyZ5+8vJ6RVZeL6sor8bZyqUYrzRNr1fyi0Hsk4s44e6PxFd3cObCI0QqbxohhJCvlyQc11aPx+rAmqiT6g2XEydw4uhBbLOfjd0Phd51U+9mmSTGG6ecbyBE8bgh6SVOOQai4+T+qMRfSNWJQ+SKSb+SpKcn/3CVWJzzIU6B/g6DAMH4kvd47fMEHywao1ElA+EwSSj+6m+DtZWdcX18SfiHMpSr1xR1y2ZrEsb6wzusNBrVMYe25BWunY9B7R7NYKHICEJh2UhiAhGCSqhaOmMmRDzxg6hmPVRS0YzVdB5148e/9EagYQM0sFSx4s9I1baJo57ByzcSelXqoZGVac4KrygcT72eIAzmqNmwPioKtsLUpEZ6Zpcc5ov7AWmo1LARKhmL8OahF2LMbbn94Bqe4tc4tvY0TH+Zhk78Z98konhEhz7GkZWnUcVhDez47U0I9IJ3kBasbJugMgLgE2CAWg0tVTztUoNyni8fpvF+aSpfeUuorBJCCNGItC6U9WnutyIO7ksH4MclVxGerW2g12AOLnquRHs1Li1R+waj+lILOD7ajJ78NVn8dBsGdP4DD6zsYNf8O6Ql6aPu0Bn4rW25jHqIOnG+VYr6uSJfFs0GgzoyGgzH8dihO6iqQgoe12g7NgF93Lrh7M5+UDwklUnwwc7tfug8Yzhy62pJCCGE5EVaF/o2Gwz/rY8hPvB+FgudsjXRsH5FwV4h6sT5Finq519BgyEQ2+xqY1VFJ/jv6E0JTP4DEoSfnY1eow8irXUfdLOtjrLG2kiNC0FAmCl6/j4bfaorur8RQggh+SOtC1GDgRQlivr5F95g+IiAa044fNILYfrV0WHQUPS3tfzmHx+R/8b755fhcsYDviHvITEoA6vGnWDXqxUq0QtRhBBCCoC0LkQNBlKUKOrnX/4TBkIIIYSQr4C0LkQNBlKUKOrninz5xf8OAyGEEEIIIeS/Qw0GQgghhBBCiErUYCCEEEIIIYSoRA0GQgghhBBCiErUYCCEEEIIIYSolOUrSYQQQgghhBAiJfhZVe5vwc+cqhumkNu07DSJSwghhBDytZHWheizqqQoUdTP6bOqhBBCCCGEkDxRg4EQQgghhBCiEjUYCCGEEEIIISpRg4EQQgghhBCiEjUYCCGEEEIIISpRg4EQQgghhBCiEjUYCCGEEEIIISpRg4EQQgghhBCiUuE2GJJCcNt5I1YeegQRH/Q5Jd9chXHr7yCZH5cSCiv6JHhzbh1WuwRzf6lSmHGKjizpKQ7COYc1OOYvlk3T1Hv/i9i79k/MmrMaB656wcNpA1YcfKhWXlYrXxVU+chlP7Psg+c7qHsk1CsX8Xh1/QDWbjiJAMWCpfuU7+MkRpTfNbg4H4PrrVd4LwsTIImA7+UTOHruPt7lupI4PLvlgzc5Mq6a65FRtQyFvKZL5RKHO15eF47B2eUGXgpsiCjuHYICAxGYbQh6F5c1LT8Gw+v8MTgduwDvkCQ+MJs81iWJfQZ3F2fuuN5BUAIfmI06cfKmyfHnFOp1RCBPE0LIt0j6S8/cP7JB+rdYLM4xpKWl5RgkEonKIT09XWBIZC/cNrBhNXRY9Snn2Ec+XJWUlBT+r0xCYfmXwC4MAWv5VwQ/LiUUVsRxaZbKbff5caWZydgz3F/ceCo/TaEw4xQp2dIz9QVzXjiH7XuoeT6K81jFRv9+ir1LecvO/27LDA1rssaVwKwmn2eJfBzV1MlXSezllY18+VBnmblQsZ9Z96E5MynZlW14rM6xUK9cfPA7z5b3Kc/0Wixmd2SLTWIvuH0aap2f4xTDPNb2ZlYGxZmBgRbT0jJhdYftZPfj5TEzRN9gq4cNYXP3XWBuR5ez0UOXs6sRafxEhVj29MxGNr5TVWZYaya7nGVD1FxPrsuQymu6VO5xUl8dZbMG/8LWHL3ELh5ayPp1HMF2PUjgp3LSgtneH8syLf58nTlosZL9/mbB/G6nvj7KprTvzCbtcmVXzmxjv7Rtx2adCmbKRyWvdSU93cfGde3IevZozaxLarEybeczt0h+Ik+dOHlT9/graFZOPvWakTNPE/LfkJblb1sqi3x6lZ1yOsrO3gxgcXyoemKZ/837LDT7qT+HBBb64CpzOXGO3Q8Xiqzucr4NimuMQiE2GLhBHMi29TLMu8Hw4TJbvfZS1ouBUNinSLrEhmnZsu3h/LiUUFiRFssODQLTaruEuTgMYgMdzrDl7bQYhjgpFbbCjFPEFFR6chW1fwZWYP12v5VXuhL82fkDe9m8bsXVqwirux1pQWy7rHx8YoNBiNA+HHJlT1RWzJSofRxT2MNV7ZihcuVKuk//0/w4pfisZ6N+cmBXXyewtPhX7MKK3qyqninrttGXu6woxLKL0xuzrhue8mGp7MW23syWO79Ey8YVPrCIiGh2a0FzVtwma0VdvfVIqV6GXF7TpXKJk/qK7fnRlk04FcMHpLGQA8OYdee1zIc/lql+29hPPy5ge89cYTc8PJiHbDjHlnYvz3ptfcFvbyJzm1WHVfjJmTs6UmksaIcdK2m7kHkmyQLyXlfqS+a0fhe7K5ucxiKuzGUtDEzZgH9C5XlHSp04alD/+CtRt5wUyDVDIE8T8h/4thsMmt44UFDnRo1UGgv32M4mDRnF/tx7nb2IzX52UXc535bsDYZCfodBC9ra/J8qfcTDPZtx9K3y83qhsE+TfPsgjjYahX4WfABHKKxoM0Wvxeewpe1bOF+KQqybE4JbOcB1QQ+U4mMUbpyipcDSU/QMTx4nQF+vOGTZ18gG3Yd0QgV92dQ8qb8d6pSPfBLah6E9UcdYNjVXmm2/VrZ+jty4mvuUuR4JYiKrYPiqKehQ1QjaxlboNms1pnZIwx2vh1D0fJG8ccHf/xqjc1dr6MpCdGHVoytKH9oNlxDlc4UJzM1LoXxZcz6egnrrkVO1DIW8pkupjiMOOgun89/Bpm5JPkQbFXv0QgvfA3C6Le+glZDUAJP+WozRP3TE923aoI10qB6HlwFN0L1bFX6ZHxESEoSEuPeI5w+Bro4WWFISkqWnfk6e69KtCLuJv6CZmXyaectuaF/DEAYl9OR5R0qdOHnS5Pgry+91JD+E8jQhpCCJHuzDbv9O2P0kCvHhL3FuWXskHp0L+3+e5NFtVhvfNRuB4a3NIeHPbzmJEOA8DX2m3UOz+duxbHQ7WJtmPwOrsxzy2c6DKS9dsX7qCAwcOgWbr76R94cXB8Bl0XAMmnsGwQ9PYe3ydTj6wC9nmK8ISSG34bzhd0zb5ok3nrsxZ/RADBxjj713orL0rY84twBDZ59EaJbrRjLuHDiCOiP7IbMOpBQmCcPNf9dh2dJlWLHJEfciJJCE3cWRzStlYRuOPZZfzJJf4uqeDVix7gBuh73RbJ41W/DXljWarSMyy05wxIj0v4Wrl+8iukRZmBvE4cEND9x9Hq10DAozjgBJBO4dWodFC+Ziym9TsdbFn7uUK4uH/9mtWL7wT8z47TfM2uACv3h+EudjsCeXzrMwZdttxL08iw1TR2LImHlw9OWOTsJTHF/xG4YMGg37w/zxypAtjSUx8L/4DxZNXIijfGVSednvX13ApukjMGjoJGy8HMqfpCQIvbILK9cdhXeUCC8vb8by5auw/1asbKocF4cLnz5iMEZMXoWTfln3Lsd2cPHfue/AvFl/YM7vMzBr9iyscwnLcQxl5WPKcKXykYDnV/Zh04rl2MgdQ9n2xfvh4u513DZtxtkX/Gk1x37mtg9chc3nCFbbz8W8uVMxbtwf2HY5KFu/8Pxtf06aHCdtWHbrh85l+ElSuhVQpYopvjMtBT0+KPHuDVyFFapVzjz5a1tUh3XJm7jlnbPffjGt7Kc79dajLOcyssprupRQHHFoKN6IkpGSlM6HcAwqoWrFV/B9Kj++Zk1ao5GJfJKcBOFXL8KzTnd0zTgGJdGwsS3SXDdh2dEAiMSvcObCC7T7dShaGshj5L0ufegrNYYlMSGIsZqC8T+Y8yFS6sTJi+bHP7uc5YQjdB3hrhn5P5cQQv47+b1xIJX3jZqP9xwwbtJNtF6xHiNq8SfBHNS54UM+S4MhJfAc1v3tDf1GHdCYuWH2ryvhGsdN0K2MLjPWYXo3Y5Ss2xMTpozD/+pa5wyzSUdkeCA8D2/CsbP/YOPJOFRr2wplA//BT/3HY8/zzDZpCfNqqFvDAkbKd6SSvXDwiA1GDSjHB3CUw7TLoWU3a7w5MB97g8xQ10KbC2qOH2xFcF20CU9YVchuzJawRuMy7/G+Yns0K1dBs3kq98GYgTU1W4d59ttqyQjw9kZa9xVY0OQNwpvYY2HnVNz1CkBmdakw42TDNRYuLfoFm2I6YNqSlZjfXYRdI37E4kuK1xo/wsthFCZfqoSRC5Zjw4rRsLw2Ed2GbsQ92VkiGdERr3Bj/xaccjuOrQeewKB+Axj4bsa4qfOxetU++Jm2RLtKb7Fn/B/Y46d0LyJbGktioxHhexZb99xFWIq0oiRddoBs2ScvHsaqnd4o3qQLmhW7hjnjlsM1RjoXV6FpMxSTfuuB2kZ6qNZxHCZPnogB8tuqnHS89/oXW69JUPv7xtD3XoN+PX7Jkv9ybEfQAcya9wwtZ6/BqrV/om9Jf9x/lyKbppAS6Iq1u7yg37ijUvkwRs22LVHMfQm2XgmWNxhMaqN90zRcXLIT10Pl68y5n6r3QRywD+P77gIbtADLVm6AfZu3WDXSHs7Kb+PmY/tz0vw45SAOxevgUujZsxWM5AF4FxyEWEuu8apcLLRLwaxUNEJCw/lGn4ZyrKdwaJf+Dt+l+eLBQ6UbHiwBCfESJCcncUdQgCQKVy54om63rshsM+mj0a9LYd82GrvHDcaYSavxuMMu7J7YECX4GJqsSxx+G7vmHYXe4D6or+JplDpx1KbB8RcuJ9wEoesId83I97mEEPIf+vQbBypv1Ihf4MDyVXjQegImdlJct1VT54bPN61w32EIZjv7GLLyow6zt2J5WIr3MtbasAVbrOggmhbC/upjzKynKvVPVRG2086AlR1+iL3jO82mBe1jP1rosKbzbzFFd10hSR6/MMM661koPy6VMyyJ3V7YjOnVnskuK/rRpdxli5vpsOoTz/D9g2PYyYVL2cWMfnaazpOfdQhJYGd/Kcm/iKxKYcaRS/FeztrXmsjOfOADot3Ykj492dyz8jcjU19sZ3bmSmnPSfJcyJrrmDK7HS/lfZjTgtiO3gas4s/H+H7p0j7ZvZlB6R/Zv2/5hI/ez4aYmLHRzpkHSSiNE6/8zuoYdmMOz/n+i/yyy49yZGH8olLuLmEtDJqw+beUclDCaTa+ckk25IA8RWSk+a93cVbxt9NMsXtpwQfZiAparNGfHhn5L/t2JF2fwxpY2rEtj/ltjT7HDp0Mkff7luVzaflwzMjTWcoHv07l9wHSXm5h3YvXYjPdMjtd5thPKYF9SPX7m43pNY9d4F9CSeLSq41hM7Ywo7O7htvPpZjv2g7MOMs7DPk7TtnFeyxkPYfsZpm7lMK8lzZnaLaEeSv3LU+5wxY2AWu94lG2PvBpLHinHTNW+X6BXM71KMtrGeqsQ0WcVF+2+X+lmV7D8czpOVeyUsKZ94FxrAGM2aB/hV82TwvjjmP1PmxHAJ9ZlCR6rWLdy5swFK/BBm70YFneA1drXWks3MuRLR3dhlU24K4PejXYyAN8mcygThzN5H78eXmVEylZnOzXjPycSwTyNCH/AWkdjPBS/diG7vXZZFfFe1a5UX3eTXmwkn2vVZy1nbCMzRo7mHVpWJPV7zqe7bgdyc2VnXrXiG+Jom2g8FmaUyVKlkJJ/q6gVkkTGOMjEpOU7mpqwNDMLGNZ2pV7oGcHAzzxew6lXi3ZiPDw4BFUHj0AFfgQ4bASaDJ4GDoEO8HxQqQsJMnHHZGW3yP2uDPOh3PbG+OOBzrN0Srjrpqm8+RnHUKM0G7GCZyY3i6Xu3KFGUdKgjd3b+Pxd5awVHRdKN0J80+6YsX/pLcSJAi7dglu8WVRrryOfDqnRINWaFUtDtdv3OHTUAtaWsWgb2jI3yHVhllJY2jrGsPYhE94fSMYGYggSkmTjwumJ1BMqH89t2xpflQsSqe0KcyKJSNZ0eE7D7q6ulBsvXalnujZsSSecvnvgywk53aUaNIXP9k+xMz232OQ/R7c+NgeQ/tU5PYq06eWj5z7KUy31ljsOb0ADV8fhcOieVhxxAexEjHEGavK3/YL0fQ4ZZHghV3/RGPYkpGokXEnXYtLcwMuG0mgSHWZ9BQkJXHnBSMjtY5BFoLrKSS6dTHh7xNY1/oNtozqgwFTt+OWXwgC9ZqhWWNTPpIyCSLdLuB23W7oWiXr0Rc9O4Cpi95i7NWr+KtfMbhMH4yfNntldgVUa13asGj6I+bt9cD96w7oVzYAztuP4GGW/mrqxNGAhsdf83KSn3MJIaSwJdx1gpvpFEzqkvdTAdUkiPK6Cy/UR5Ou/TH/7yO45HEMU767gPGDZuFIlvfciDq0uEYD/6dc9vH/WjHuPy2kI13wmbumjFDGvAy0i0mXq4LoAQ46WmLkwPJ8AEcojKNboy+G9BLhpONpBInDcPa8CL02TkBfndNwOhWIiGsPoNeiZZaKs6bz5GcdQoxsOqJT7dz7AxRmHHDVuI8fE5EWHYNowXKZhri4OIi4Cl5yslLia1vAwkIH4tTU/HUpkVKRnupRmXPUoI9SJU2hq6Mtr0ALbYdRM0xxuoHLq7tAdGo62jXvgblnQzK7hmSjVUxa+S+o8pGN+DVc/hyGqSe00XXGMiwY0wqWynXPAth+YWocJwVJKFzX7wd+Xoyh1ZVrkbqwrGoFi8iorPkrLQYxkeVRtYq5fNnqUrmewqNdri0mbz0Nj9tuOLbtJxgHeEO/14/oW0tgeySRuHLxDup174rKyjsqCcTBhX/iZZuf8EONJvh152Gs6QWcX7ku490dKU3WVdp2HOaOawmt8HBEqCiU6sTJ1Sce//+0nBBCCk+B3bhJQ1R0NNJrtUPvrjaQvf5lVBcj505Ax7BjOH45QsPrFvniO2ylcw2czGsEV0lNSIZNTWt5/38BoseH4Fh2FAZXyLzKCoXJaFdEryH9UeqiI5xdnfHAwg4dq3TFwH5lcenIv9j/QB8tWmSryms6T37W8UXQRznLctAPvILLt5R+iomrpJ4+eRNJ3PSKVaviu9Sn8HuayE+UEiFVrI969etA6L6qOlSm56dQPJzLVTKiYxJQn9t26clJaDsk714jMLUS2o5dC5dbbtjQ7Bk2LN0DL/mHcHKnrQsdLS1uM7JviJqN/Cz7IEH40UWY5FoN4+37oVaWl2nlCnz7M+R9nGQkEbi+cS28mv6OaW1K84EJiI2Vr8ygRXt0SPXHs+DMGqo46AVeFu+IDs00KDN5rOdziL2+Hds8GuGPOUNhJZCNJZFuuHCnPrp3rZy1YZT8GF6e8ahYyYorYRzjxvj1jzFomPgCASGpsijZ5bUuaVmuXL48DKtboarKL4OpE0eFInj8CSGfQYHeuNGCoaEhdAyNYKBU09WtZoumNul4Hxeb5X0tkrdCbjBwVR2uwpL1KYb073QwRcpp60GXyycf3r9HsiQBIcFcK1AoTBY5HbGRUZmP2mNvwsO3PoYOtOUfOWcnwtODh2A2cjAqZlwYhcIymXUegh+tr2LN4kDYDqgHXa6K03Zgf9RyX4fDrCWaC9RLNJ0nP+v4EpRu3xv/K+ePXfZzsNczEOGhvri4dSO8YC2rzJh1GYYRDaJwxtkFgXxTXxL5FE9jumD0oMbyCg+fZ7I0DKVZhhtXzkVS8hDV6cnSpTG45WQsSH5HMtf8KJUu7aIkfWLyIccdCQm3AEVUSfA5XHzZA+OHSbddeDtETw9i68lA+XJMG6Nfz+YonvFQQ76vqrfHCN9ZlELEixcIlnb7SA6Em4sHglO5RpZSXTDnfnJy7EM6Yt69Q3R0MIKkt4Qlkbjv7o0gcSrEqcmIiorKx/ZLj6d0vdmOH0fT4wRJOK6tHo/VgTVRJ9UbLidO4MTRg9hmPxu7H8q7i2iX641fRyfioutz/mmUCP7nr4KN/Q29BD4BK90u2cCPy6ixHmWCy1CS13SpvOKIA4/Cfq4HWm3dgalNhb7qIe2OdBF3G3RHl0rZMrl+TdRtqI+XL/y4Zpmclp4e9Ms2RP3qOV8fVLUuiUQpp4sDcM7tLXr/3B82StdwdeLkScPjL5dXOeEIXjPk86l/LpGSppVwniaEFKACv3Ggi4oNG8E66DleyPu+8rjzYQlzVKtWgYtBNCISiWSnTOkgfelZ6MXngnnp+QPzP7+aDbQCM2gznR3wDGGi937swrohrDoM2fczHNk92YtnKez+2k7MVMeC1W4/gm26JX0jUyBM+jKlXXFmXKMTG7NoF3M6sostGNGHTTrwJONFSulLLEE7ujK0Wc/8pS/Rpfiw6aWrssUvlF53EQrLIoU9XNOFtVtyN3O53Dwr2zdiv19V9WaMpvOoGz+WHR4IZj3nJjdHUSO0bdzxPzOXdaqgJ/t1Wi0DK9Ztrgt7rfRCY9yd7Wx4/eqs49St7LDjX2zBz6PY/FOv+Rcn49nzi2vZ4Gpcnmk9nR26G8oSX7uznWPrMy0dWzZ+twcLSgpiHrt/Y030tFitEQ7sit9twfRMC/NmR2a1Y8aowPosP8f84rhlX1rLBlXllt1qKjtwJ5SlfvDn8uOPrJosPx6W5ceYpxfZ3rk9WUUtsNLtp7Pdp64zP9l7WB+Y57bRrEXVeqz/n9vZ/v0O7PefJrKtt/iXqVTkq8QL01jNMk3YyGW72RHHbWxyr55s1olAbp549uzCmozycfC2fHsurs9aPmKvzGMtjMHMajZlLbr8ynacWcu66RiyFpP2sjvvuLKZYz+Zyn1IebSd9amoxfTK1uaWNZwtP7KeDTIDK9tmHNvt6aHh9nPr8XVhC3taMJTuxuxPPORftM3PcYpl15d0ZGV15Ocl5UGvwRx2TblIxNxk60cMZjO3HWb7N0xmQybsZso/jiyXwl57OLGVA60YDFqxybvPs0eR0vVpsB6Vy1DIa7pUbnG4HBDmz64fWsmmjPud/XUzXH58hKS9ZfuHWbP+f8uPe3YJj3azn9u0Yz+t3s+cDm5ik+3s2KxjAUovI+e+rlTfjaxbGQtWr/soNmXWDDZuyBA2ZbcX/xEGOXXi5E2d45/9vKJeOZEe66zXjFDNzyUBSSryNCEFT5rvv1lpYezq8r6s+4StzPn4cXZcOjgfYFvnjmerr+T6xRdOGgvc3osZ1pjOLmavXqU+YVt7VWf/2/yUP39I36d2YL2+t2fXFV/hyJDLcr5RivOxQjFpg0Gf/6A211iQ/VusWNZ+3NnHpYTCFHKbJiRHfMl7vPZ5gg8WjdGoEn/XK3uYJBR/9bfB2srOuD6+JPxDGcrVa4q6ZbM9W4j1h3dYaTSqYw5tyStcOx+D2j2awUJxY04oLBtJTCBCUAlVS2fMhIgnfhDVrIdKKpqoms6jbvz4l94INGyABpZFr22satvEUc/g5RsJvSr10MjKNGffclE4nno9QRjMUbNhfVT8lCcqaqRnQZLEv4H/kxeIYOVQr2ktmCu6Y6jYDkkkl84SXSQHvcCbpBKoUr8papTRLC0TAr3gHaQFK9smqIwA+AQYoFZDSxVP1XKXHOaL+wFpqNSwESoZi/DmoRdizG3RwOJNgW6/psdJI5I4vLz3EGElrNG0YQUI3ZMv8rjz2X33IBSrZINa1cvknpaSCDxyfw6dBq1RJ+N8kU1yOPx8nuJNqjGsGjRCdTOlNMpzXSJE+HvDNyQR2iYVYNOgNsrlOKjqxCkY+T7nCV1HCCmipPUgrk7Gj31L4uC+dAB+XHIV4dkeKuo1mIOLnivRXmXxFSHwpgucNs/FXNeymLx5Psb27oL6ZTLPi+LXJzF3/A7EdxmBTmXC4HE5FI1mrsDPjZQ7rue9nG+Rom6uyJdFs8GgjowGw3E8duj+ZVYSCCGEEPLNk9aDvs0GQyEQReDJvccIL2aJerZ1YKG4YUVypaibfwUNhkBss6uNVRWd4L+jd55fESKEEFJIwh/h2qMwyDq8CioGo0q2aFP7Uz6bSMjXQ1oPogYDKUoUdfMvvMHwEQHXnHD4pBfC9Kujw6Ch6G9rqdlnFAkhhPwnki5MRSO7zXih9DJ+VgZouegqri1szn/cgJBvm7QeRA0GUpQo6uZf/hMGQgghhJCvgLQeRA0GUpQo6uaKfPnF/w4DIYQQQggh5L9DDQZCCCGEEEKIStRgIIQQQgghhKhEDQZCCCGEEEKIStRgIIQQQgghhKiU5StJhBBCCCGEECJFn1UlhBBCCCkCpPUg+qwqKUoUdXP6rCohhBBCCCEkT9RgIIQQQgghhKiU7wYDPTojhBBCCCHk60dPGAghhBBCCCEqUYOBEEIIIYQQohI1GAghhBBCCCEqUYOBEEIIIYQQohI1GAghhBBCCCEqFW6DISkEt503YuWhRxDxQZ9T8s1VGLf+DpL5cSmhsC+TBG/OrcNql2DuL1XyilMQyyj6hNL8vf9F7F37J2bNWY0Dnu8g5sP/c+IgnHNYg2P+BbNG4fwch2e3fPBGRYJJYp/B3cUZR8/dQVACH5hD7svIVaGeB+Lx6voBrN1wEgGFloiEEELI16UQGwzJCLhzAtsXzMZer7A8K5ciUc6qhFBY/n3Eje1z4WtshRJ8iHDYF0gs5iq4yXhyehVWnPXl/uLGs1eW8opTEMv4IuRM8/c3V2P63hR0nzIRndNPYlLPMdjqW1hNXDES4+KQmJrOj+dNdbnIvm9x8Du7CRM6N0HTXw7jmcBsyX7/YuKQiVjz12b8ObQ1mv2wAFei+IkyeS8jd/LzwLb5f2DPvfydBzQR7+8JJ4e5mHfUFzHqH1JCCCGfhaY3o8R4HxaEwMBA+RAUihiVd3w/4s3Dazh98jx8IoRW8Ak3wr4BhdhgKIHq7fqiVU19fjwX8W5w2HIDSfyojFDYp0i+jQNOthhhZ84HcITCvjhxODxcD8XbbURq7U7oVg/Y3L449EY54z0fI+84BbGML0T2NJeE4MTmrYivaQtzfUt0X7APTtunomsVNfJtQdC1xsBFKzGqgZrry61c5MjP2viu2QgMb20OidDPqIgDcOZCKn5yvALXc+64eWI2qnlvxc4zb5Qq9nksI0/y80Dr/J4HNGRSqwP+16I6dPlxQgghRVH+bkZJgg9jgq01rKysZIPND+txL0eDQYKImzsweegk7HyohVrtO6OxhTY/TepTb4R9Gwr5HQYtaCunkaCPeLhnM46+VW7iCYV9muTbB3G00Sj0s+ADOEJhXx5T9Fp8DlvavoXzpSjEujkhuJUDXBf0QCk+Rt5xCmIZX4YcaS56hiePE6CvV5yrGnOMbNB9aE/UMZZNLWJyLxc587MJzM1LoXxZc+EKtG5F2E38Bc3MpCPaMG/ZDe1rGMKghJ78WMjksQy15Pc8kB/SdWkV9omOEEKIRvJzMyoJ3idfoNk/1+Dh4SEb3I/Zo6vsGqYgQoDzNPSZdg/N5m/HstHtYG2a/er1qTfCvg2f7Tqa8tIV66eOwKBhU7H5Kn8HUxwAl0XDMWjuGQQ/PIW1y9fh6AO/nGG+IiSF3Ibzht8xbZsn3njuxpzRAzFwjD323onK0s0h4twCDJ19EqFZ6h3JuHPgCOqM7IfMtoFSmCQMN/9dh2VLl2HFJkfci5BAEnYXRzavlIVtOPYYsq7dyS9xdc8GrFh3ALfD3mg2z5ot+GvLGs3WEZllJ1QQI9L/Fq5evovoEmVhbhCHBzc8cPd5tNJxyStOQSxDA5II3Du0DosWzMWU36ZirYs/V11UFg//s1uxfOGfmPHbb5i1wQV+8fwkzsdgTy4vzMKUbbcR9/IsNkwdiSFj5sHRlzuCCU9xfMVvGDJoNOwP88c0g3I+kCD0yi6sXHcU3lEivLy8GcuXr8L+W7FcPAlifI5gtf1czJs7FePG/YFtl4Oy9r8Xv8OtvcswZ649/pg6HYt2ueDKdXe43/JDpCQBz6/sw6YVy7GR2zdZr614P1zcvY5bx2acfcH345LEwP/iP1g0cSGOhvAp8fw0Nq9YhmXLsg7L1+3Etvk5y0UmoTwuV0xLVbHXh77SjX9JTAhirKZg/A85n7ipXoZmZOeBKcMxcOiU3M8D3L7lP50JIYQUbZrfjJKEncMlcWf81K0N2rSRDy1szJVucHH1g3sOGDfpJlqvWI8RtQz40OwK4kbY1++zNBhSAs9h3d/e0G/UAY2YG2b/uhKucdwE3croMmMdpnczRsm6PTFhyjj8r651zjCbdESGB8Lz8CYcO/sPNp6MQ7W2rVA28B/81H889jzP7Ehfwrwa6tawgJFyDkr2wsEjNhg1oBwfwFEO0y6Hlt2s8ebAfOwNMkNdC20uqDl+sBXBddEmPGFVIbvhXMIajcu8x/uK7dGsXAXN5qncB2MG1tRsHeZ53pblJCPA2xtp3VdgQZM3CG9ij4WdU3HXK0Cpa0decQpiGWriGguXFv2CTTEdMG3JSszvLsKuET9i8SVFx6aP8HIYhcmXKmHkguXYsGI0LK9NRLehG3FP3qJCdMQr3Ni/BafcjmPrgScwqN8ABr6bMW7qfKxetQ9+pi3RrtJb7Bn/B/b4Kb1kkSUfaMOyzVBM+q0HahvpoVrHcZg8eSIGNDPj6q/7ML7vLrBBC7Bs5QbYt3mLVSPt4ZzR0fE9biwfihn362HSkhVYOa8/tJzGYODiswiKSUBKujFqtm2JYu5LsPVKsLzBYFIb7Zum4eKSnbgeKt8mSWw0InzPYuueuwhLkXe4Fwd7w1enDYaOm4QpU6bgl/ZauLZxK27pNMbg37OXC6XavlAe14A4/DZ2zTsKvcF9UP8/erqSEuiKtbu8oN+4IxrndR7gyny+05kQQsgXQf2bUSL4HtwJh3W/oZvdr1j87y28yd6VSPwCB5avwoPWEzCxU5bHDoIK6kbYV0skEkkfwMiG1NRU2SAWi7MMaWlpgoNEIhEc0tPThQdxMNvZx5CVH3WYvRXLw5K9lrLWhi3Y4jspTCYthP3Vx5hZTz3PEuUhKsN22hmwssMPsXdpfFDQPvajhQ5rOv8WS5IHCUry+IUZ1lnPQvlxqZxhSez2wmZMr/ZMdjmeD0q5yxY302HVJ55hsbKAGHZy4VJ2UTFd43nysw51JbCzv5RkJmPPcH+pklecglhG7lK8l7P2tSayMx/4gGg3tqRPTzb3bKRsNPXFdmZnrpQ/OEmeC1lzHVNmt+MlS5UGpAWxHb0NWMWfj7FoWYw0FrSjNzMo/SP79y2fOaL3syEmZmy0c+aBFMoHLOE0G1+5JBtyQH70pVL9/mZjes1jF+Lk40ncNrcxbMYWevK5LOEcm2Jdmo04rNiJNBa43Y6VtJ7CzikOijS/9i7OrCZn5uG0l1tY9+K12Ey3jFzNEq/8zuoYdmMOz2V7xlL8brN7EYp9uMLmtjBhlYfsYbLJQuWCJ7hvMmkseKcdM7bh8lz2mWTSWLiXI1s6ug2rbMCdF/RqsJEH+OOcIa9l5EG23dLzgGNG2U3xXqbGeSA/6ZzKfNd2YMYtFjOlLEQIIUWKtA5GNLm2xLLH5/eznesWsPF2DVgZHQNm3XcjuxXDT+akPFjJvtcqztpOWMZmjR3MujSsyep3Hc923I7k1pTdJ17XvkKKtoHCZ2lOlShZCiX5m+VaJU1gjI9ITNK4I4uMoZlZxrK0K/dAzw4GeOL3HEo9VrIR4eHBI6g8egAq8CHCYSXQZPAwdAh2guOFSFlIko87Ii2/R+xxZ5wP57Y3xh0PdJqjVcYdWE3nyc861GWEdjNO4MT0dtxfquQVpyCWkRsJ3ty9jcffWcJScXO8dCfMP+mKFf8rw41IEHbtEtziy6JceR35dE6JBq3Qqlocrt+4w6ezFrS0ikHf0JA7olLaMCtpDG1dYxib8JlD3whGBiKIUtLk44JpLky31ljsOb0ADV8fhcOieVhxxAexEjHEiiyrbQwTkzSEvQuRPz3g1l+8uB60zUxhqs5DISXFsvW316/VArbSJ0uSUJyaPwWb44di4+qRqJHrc1P19y0nbVg0/RHz9nrg/nUH9CsbAOftR/DwP3gJTPPzQH7SmRBCyNfHFPW6j8C4mYux/ZQH3A/9DLPr8zB1nTvfJVWCKK+78EJ9NOnaH/P/PoJLHscw5bsLGD9oFo7w3X6J+j778xetYtIKUjrSC+STh0YoY14G2sW4ihcfkoPoAQ46WmLkwPJ8AEcojKNboy+G9BLhpONpBInDcPa8CL02TkBfndNwOhWIiGsPoNeiZZaKsqbz5Gcd6jKy6YhOtXNvaeQVpyCWoVoaPn5MRFp0DKIFy24a4uLiIEpPQXKyUgbRtoCFhQ7Eqal8BT0fVKS5IPFruPw5DFNPaKPrjGVYMKYVLJUbAiVaYuz8X5HmtBQOrj7wvXsUm49HYdisUWhSIN/nFePFgdmYcdAIkx2WoG/FPFohmuxbLkrbjsPccS2hFR6OiP+4h0/BngcIIYR8O4xRa9AqbJnVFK/OX4CP7CtJaYiKjkZ6rXbo3dUGJtIgo7oYOXcCOoYdw/HLEfJ35ojavvgOW+mMcdUMBa4CmpAMm5rW8v7/AkSPD8Gx7CgMrpBZ6RIKk9GuiF5D+qPURUc4uzrjgYUdOlbpioH9yuLSkX+x/4E+WrTIVpXXdJ78rOOroY9yluWgH3gFl28pfYyVq6CfPnkTSdz0ilWr4rvUp/B7mshPlBIhVayPevXrwJQP0ZTKNJdSPIiTkSD86CJMcq2G8fb9UEt21slOGyblbNBp8A+w+vAAnk8Zuqw/gc0Dqma+QKWtCx0tLW6xGQvmZR/PKenBNkyfcwnV5znAvrP0yQt3iEKDwb/6kEOu+6YRfVQuXx6G1a1QVc2vvBJCCCGFzwD1e/ZAI1EiEmUtAS0YGhpCx9AIBko1Xd1qtmhqk473cbFKdUeijkJuMHDVJa5+xGRdoxSkf6eDKVJOWw+6XC3rw/v3SJYkICSYawUKhckipyM2MirzizqxN+HhWx9DB9ryXRayE+HpwUMwGzkYmTdphcIymXUegh+tr2LN4kDYDqjHVQBN0HZgf9RyX4fDrCWaC9TlNZ0nP+v4WpRu3xv/K+ePXfZzsNczEOGhvri4dSO8YM1VV7lj02UYRjSIwhlnFwTytwMkkU/xNKYLRg9qLIujyFdZGo/SbMWNK+c0KXlILmmenozkZOmTjw8ZeSzm3TtERwcjSHqbXRKJ++7eCBKnQpyajKioeCD5LrbM3IoALp+iuCnKlNJBnN91uN58gdiMWxhG+M6iFCJevECwtHtPciDcXDwQnMo1flLlMaRYunQLuf1Q7EicO1ZPWYTHrZdj49TmfENYhGfnXPEwTahc5J6fpdK5hcsGflyZRJKxwVyrJADn3N6i98/9YZOtC1Ruy8ibPL00Pg/w86mfzlLS7ZQeT6VlE0II+fqI06DfuDHqyiqAuqjYsBGsg57jxQfZVJ4e9EuYo1q1Cpk39IhaCrHBkIDnbk646puIsAduOHnnDcTxz3DF5TZeJIbi3oXT8HonrayUQoNmzSA+NA1tO0/Eybf60BYMk0t/sB/2i/+Gs9PfWDjtb6RPXYfxGT96JUHwzm4o9v0GPJPejRX54eChUhg5qHLG/IJhygyaY/CwLqjbbyh68N+nLGE7AIPa10KXLi2EuwppOo/a8ePgOKgYasy9xVULv1RZ90G7wgAs2jwTtuF7Mba1Fcrb9MHGqC746QcLeXqYdob9XxvQ8ekyjJ25DY5HdmHJYnfUWLMBP8tqsQl4ccUZ154kItznMk7fe4OkwBs4fM0XiTGP4OZ0E8HJwbjpdAk+scl4dPkgrvo/EEzzWL9L2LfqX1yJSYSn82bsc3GHf6wuqnftj+5aTvi1VUO07DETV82aorHRUxxYaI/TIdyMOqVgVSMNJ2f+iP79+8uHfv3wQztbdJx6HPKukkZoO+gn1PechjYNbNHSbhUCa9qiklYkvM45426YBJLw+zhz7i6CE/3gfsIN/u9jcXHFVKy6aYLa5iFwXDoP8+b9iTlTRmGswyOkCZWLXPOzCIE3j+PItadIfHMXZx0v4HFUZgNB/GQT13grj/o9RmPq7zPx26gF8Gm/CWsHKy8r92UIU05z+Xngiuw8cFnpPOCZx3lAjFeapvOrZMQ+uYgT7v5IfHUHZy48glpfJiaEEPJZqHszShLjjVPONxCieNKe9BKnHAPRcXJ/VOIvWCVaDscvze/hiJNfRp1JHOSFh8WHY3innL8Y9Wk3wr5+xaRfSdLnP76eyt/qLFYs6xsA2ccVNA1XJUd8yXu89nmCDxaN0agS/93c7GGSUPzV3wZrKzvj+viS8A9lKFevKeqWzfZsIdYf3mGl0aiOObQlr3DtfAxq92iGjB/5EwrLRhITiBBUQtXSGTMh4gmXAWvWQyUVTVRN51E3fvxLbwQaNkADSxUr/gII7YM46hm8fCOhV6UeGlmZ5qzsisLx1OsJwmCOmg3ro+KnPHVRI82zSw7zxf2ANFRq2AiVjEV489ALMea23D5wZUf8GsfWnobpL9PQSd5jCBJRPKJDH+PIytOo4rAGdvz2JgR6wTtIC1a2TVAZAfAJMECthpYqnoipIUe50HzfMokQ4e8N35BEaJtUgE2D2iin6rPVGspXvhU6DxBCyFdIWg/K+tT1WyO9GeUCp81zMde1LCZvno+xvbugfhnhC5n46TYM6PwHHljZwa75d0hL0kfdoTPwW9tyWeoP4tcnMXf8DsR3GcFdn8PgcTkUjWauwM+NlDuua7bub4Wibq7Il4INBqnslXihRoBQmEJu07LTJG6GjAbDcTx26A6qTpDPg2vYHZuAPm7dcHZnP5TmQ2USfLBzux86zxiO6l9u+44QQsh/TFoP+rYbDJr7GOID72ex0ClbEw3rVxTu8SElisCTe48RXswS9WzrwELRCYXkSlE3/woaDIHYZlcbqyo6wX9Hb9UZhZD/lAThZ2ej1+iDSGvdB91sq6OssTZS40IQEGaKnr/PRp/qdHYihBCimrQeRA0GUpQo6uZfeIPhIwKuOeHwSS+E6VdHh0FD0d/WUqDPNiGF4/3zy3A54wHfkPeQGJSBVeNOsOvVCpUK5LOqhBBCvmbSehA1GEhRoqibf/lPGAghhBBCvgLSehA1GEhRoqibK/LlF/87DIQQQgghhJD/DjUYCCGEEEIIISpRg4EQQgghhBCiEjUYCCGEEEIIISpRg4EQQgghhBCiUpavJBFCCCGEEEKIFH1WlRBCCCGkCJDWg+izqqQoUdTN6bOqhBBCCCGEkDxRg4EQQgghhBCiEjUYCCGEEEIIISpRg4EQQgghhBCiEjUYCCGEEEIIISpRg4EQQgghhBCiEjUYCCGEEEIIISpRg4EQQgghhBCiUuE2GJJCcNt5I1YeegQRH/Q5Jd9chXHr7yCZH5cSCvsySfDm3Dqsdgnm/lIlrzgFsYyir0DSnMvbdzTI2xnrlJYJpw1YcfBhkSgTRVscnt3ywZvcMlrSM7iduIlgMT+uTBIB38sncPTcfbzL9WCrsR5VCvUcF49X1w9g7YaTCBDaX0IIIaSAFGKDIRkBd05g+4LZ2OsVlmflUiTKebkVCsu/j7ixfS58ja1Qgg8RDvsCicUQc8f7yelVWHHWl/uLG89eocgrTkEs44tQEGmejFdep7Bj4Ry18nbmOi3xhisTW+fPxD/3wr/YBtd/Lw5+ZzdhQucmaPrLYTxTeRpIgvfWSRj8hzOeZo8T44E1o6bD8Z0hzJIu4s+fVuBaZPYjru56VJGf47bN/wN77uXvHKeJeH9PODnMxbyjvohJ5wMJIeSLptkNG0nsM7i7OOPouTsISuADs1PrZpEY78OCEBgYKB+CQhHz5d85LlCF2GAogert+qJVTX1+PBfxbnDYcoO7/CsRCvsUybdxwMkWI+zM+QCOUNgXJw6Hh+uheLuNSK3dCd3qAZvbF4feKGe852PkHacglvGFKJA0L4FqbezQooYaeVsqY52VYM2ViTY1ivMTiDBtfNdsBIa3NodE/gv1gkSP/8WBy1FIyhEnDpeWT8OVJvOweFQ3dBrwO+xb38Xs5ZcQw8eQU289qsnPca3ze47TkEmtDvhfi+rQ5ccJIeTLpfkNm2S/fzFxyESs+Wsz/hzaGs1+WIArUfxEBbVuFnFtiuDDmGBrDSsrK9lg88N63KMGQxaF/A6DFrS1+T9V+oiHezbj6FvlBBUK+zTJtw/iaKNR6GfBB3CEwr48pui1+By2tH0L50tRiHVzQnArB7gu6IFSfIy84xTEMr4MBZfmXN5WszRlXacWtPIsE986E5ibl0L5suaqK8ciP+w/nICu/W2gxwcpSN644O9/jdG5qzU/vy6senRF6UO74RKifE5RYz15yu85Lj+k6+LyDz9GCCFfLg1v2IgDcOZCKn5yvALXc+64eWI2qnlvxc4zb5Se7qp7sygJ3idfoNk/1+Dh4SEb3I/Zo6sZP5nIfLZrTcpLV6yfOgKDhk3F5qt8AnMZwGXRcAyaewbBD09h7fJ1OPrAL2eYrwhJIbfhvOF3TNvmiTeeuzFn9EAMHGOPvXeisnQFiDi3AENnn0RolmtzMu4cOII6I/shs56oFCYJw81/12HZ0mVYsckR9yIkkITdxZHNK2VhG449huzJV/JLXN2zASvWHcDtsDeazbNmC/7askazdQi0inMSI9L/Fq5evovoEmVhbhCHBzc8cPd5tNJxyStOQSxDA5II3Du0DosWzMWU36ZirYs/V6VSFg//s1uxfOGfmPHbb5i1wQV+8fwkzsdgTy4vzMKUbbcR9/IsNkwdiSFj5sHRlzuCCU9xfMVvGDJoNOwP88c0Q/Z8IEGMzxGstp+LeXOnYty4P7DtcpBSX3QJ3rnvwLxZf2DO7zMwa/YsrHMR7noieXcT/65bjuUr1mOXs6dSn3qhvCclQejlzZg+YjBGTF6Fk36ZRyBj/7a64eY/v2PEkIn420sxXcWxyU8eluWvPPZRFISr/6zGkj+n4Kexf2D7lWAN+urndXxzV0xL1elKjBeH9yGsw2jYCjysSbx7A1dhhWqVM5sB2hbVYV3yJm5557zHr3o9mpGd46YMx8ChU3I/x3Hns/znYUII+RpoeMNGtyLsJv6CZrJKvTbMW3ZD+xqGMCihx43JqXuzSBJ2DpfEnfFTtzZo00Y+tLAxz1gOkfssDYaUwHNY97c39Bt1QCPmhtm/roRrHDdBtzK6zFiH6d2MUbJuT0yYMg7/q2udM8wmHZHhgfA8vAnHzv6DjSfjUK1tK5QN/Ac/9R+PPc8zO9KXMK+GujUsYKSc8sleOHjEBqMGlOMDOMph2uXQsps13hyYj71BZqhroc0FNccPtiK4LtqEJ6wqjKXzlLBG4zLv8b5iezQrV0GzeSr3wZiBNTVbh7k62TcZAd7eSOu+AguavEF4E3ss7JyKu14BSt0f8opTEMtQE9dYuLToF2yK6YBpS1ZifncRdo34EYsvKTo2fYSXwyhMvlQJIxcsx4YVo2F5bSK6Dd2Ie/IaL6IjXuHG/i045XYcWw88gUH9BjDw3YxxU+dj9ap98DNtiXaV3mLP+D+wx0/pJYts+UAcsA/j++4CG7QAy1ZugH2bt1g10h7OfGdKSdABzJr3DC1nr8GqtX+ib0l/3H+XIpuWg64Yr31ew7TdUIwZ1AoZdVWhvId0vPf6F1uvSVD7+8bQ916Dfj1+4fNxEqK4/bt5wAEHd+/AmcSasK1XBSWLS4tuLscmKR95mMtfue6jJBjHZ02Hi+mPmLt8BSbX8sWCgUOx0kOp9ZaLvI5vfolfO2F3QEuM7WyOYnxYJjHeBQch1pJr1CoXH+1SMCsVjZDQcC5GwUsJdMXaXV7Qb9wRjfM6x3Hns3znYUII+Yqof8NGH/pKvT8lMSGIsZqC8T9kdi9W72aRCL4Hd8Jh3W/oZvcrFv97C2/Uvwv2bRGJRNKHP7IhNTU1YxCLxVmGtLS0HINEIlE5pKen5xzEwWxnH0NWftRh9lYsD0v2WspaG7Zgi++kMJm0EPZXH2NmPfU8S5SHqAzbaWfAyg4/xN6l8UFB+9iPFjqs6fxbLEkeJCjJ4xdmWGc9C+XHpXKGJbHbC5sxvdoz2eV4PijlLlvcTIdVn3iGxcoCYtjJhUvZRcV0jefJzzrUlcDO/lKSmYw9w/2lSl5xCmIZuUvxXs7a15rIznzgA6Ld2JI+Pdncs5Gy0dQX25mduVL+4CR5LmTNdUyZ3Y6XLFUakBbEdvQ2YBV/PsaiZTHSWNCO3syg9I/s37d85ojez4aYmLHRzpkHMnuap/r9zcb0mscuxMnHk7hta2PYjC30lOempOtzWANLO7blMb+M6HPs0MkQbm0cpTz6IciVrfljNXMNlG1dFjnymTQf9y7OKv52mikOQVrwQTaighZr9KeHPB+nceXGzpBVGncqI45U3sdG8/yV2z4m3V7IWtX7jR2458N8fHyY98lZrFlxHVZt0lm10j6v45u7NBa8044Z23D7knES4HDHxumPWezga3k6R+4dxEysJjPXjA1KYd5LmzM0W8K8Mw8TF3yHLWwC1nrFI3keyqBiPeqS5QPpOc4x47yU4r1MjXNcfvJwKvNd24EZt1jMlLIAIeQLJK2Dkfydf1PDPNn2Ub3YRKcXmedU7vzov74DQ925zEP5EiM99zfWYp03veDP/bHs8fn9bOe6BWy8XQNWRseAWffdyG7FyCZ+0xRtA4XP8oShRMlSKMnf7dMqaQJjfERiUv7uMhqamWUsS7tyD/TsYIAnfs+h+p6nCA8PHkHl0QNQgQ8RDiuBJoOHoUOwExwvRMpCknzcEWn5PWKPO+N8OLe9Me54oNMcrWS3aqU0nSc/61CXEdrNOIET09txf6mSV5yCWEZuJHhz9zYef2cJS8WdgtKdMP+kK1b8rww3IkHYtUtwiy+LcuV15NM5JRq0Qqtqcbh+4w6fzlrQ0ioGfUND7ohKacOspDG0dY1hbMJnDn0jGBmIIEpJk48LpLlurbHYc3oBGr4+CodF87DiiA9iJWKI+axZoklf/GT7EDPbf49B9ntw42N7DO1TMctjy9TgM5g66gjMfpuJnlWyP1gVymdyurq6UOyhdqWe6NmxJJ5y+fiDLKQYihUD9PT1M+Kod2w0z1+q91GCdz738TT9I976PsKjR4/g+74Oxu/4Gwt/sFLr0W1ex1dz3Dad2Y6b1X/GoKqqtkCLS3cDLqoEipSXSU9BUhJ3/jAy+k8es2p+jstPHiaEkG+ZBBHeR7B67h9YffQMto34AeMPBvBPjdO5cy53kjcogRLZT/LF0pGcpHij2RT1uo/AuJmLsf2UB9wP/Qyz6/MwdZ07df/M5ouoDLUAAKDPSURBVLM0GJRpFZO+tJeO9AL5LKARypiXgTZXucrZNYEneoCDjpYYObA8H8ARCuPo1uiLIb1EOOl4GkHiMJw9L0KvjRPQV+c0nE4FIuLaA+i1aJmloqzpPPlZh7qMbDqiU+3cWxp5xSmIZaiWho8fE5EWHYNowbpUGuLi4iDiKnfJyUoZRNsCFhY6EKem5r87iVCai1/D5c9hmHpCG11nLMOCMa1gqVwPNWqGKU43cHl1F4hOTUe75j0w92wId8rKpGNcEiXiXbBm0WG8yP5YU0U+y0kfpUqaQldHO5eKuHrHRuP8pXIf5WmVLi6NBoNGY/TozGFEt1p8JTcPeR1fTUlC4bJvH06s64N6Njaw4YY28y8gPuQQxjeth8HbnnLHQBeWVa1gERmVNY+lxSAmsjyqVvnv+6kW7DmOEEKInDYsmv6IeXs9cP+6A/qVDYDz9iN4KLv25udmkTFqDVqFLbOa4tX5C/BRtCmIzGdvMHyqdMa4S7ECV6lJSIZNTWt5/2wBoseH4Fh2FAZXyKwmCIXJaFdEryH9UeqiI5xdnfHAwg4dq3TFwH5lcenIv9j/QB8tWmSryms6T37W8dXQRznLctAPvILLt5Q+xspVLE+fvIkkbnrFqlXxXepT+D1N5CdKiZAq1ke9+nVgyodoKmeaSxB+dBEmuVbDePt+qGXCByuRvHuNwNRKaDt2LVxuuWFDs2fYsHQPvJROKlpmbbH47yWoeWUmxq32QCwfLqUyn+WQjOiYBNTn9k9gM3hqHhsN85fqfdSHRdmy0Au6jHPXlb5bJwnB2VMeary3kvfx1RjXOOq75gLOHHGEo6N8+GfK9zAs1wvz9x/A4r6VZS+6GbRojw6p/nim9Gtu4qAXeFm8Izo0+1rLFiGEfDtK247D3HEtoRUejgjZqT6/N4sMUL9nDzQSJSIxt4fC36BCbjAwSHtFMVnXKAXp3+lgilq/th50uav8h/fvkSxJQEhwBCRCYbLI6YjlMkPG92Rib8LDtz6GDrRVccdThKcHD8Fs5GBUzMgpQmGZzDoPwY/WV7FmcSBsB9TjsqAJ2g7sj1ru63CYtURzgfqGpvPkZx1fi9Lte+N/5fyxy34O9noGIjzUFxe3boQXrLkqMXdsugzDiAZROOPsgkC+8Eoin+JpTBeMHtRYFkeRr7I0HuU972T/KJOHCKV5OmLevUN0dDCCpGcbSSTuu3sjSJwKcWoyoqLiIXp6EFtPBsrznmlj9OvZHMUzHmXJl5yezlCiySRs3ToIset+xazDisejueczSXp6xrZLgs/h4sseGD9MsX9yknRJ5v5x1Ds2muWv3PaxTIcf8EO5F/h72lgsPeGN129e4sbuTbidWiXLdgrL+/jmJV16jJSOE7hSXrZGQzRq1ChjqFnGENq6JrCs3RA2lvId0y7XG7+OTsRF1+cZaeF//irY2N/QS+BzujnXo4l8nuP4+dTPw1LS7eTic9uasWxCCPkm6aNy+fIwrG6FqvwFKd83i8Rp0G/cGHXz/2uuX6fCe+n5A/M/v5oNtAIzaDOdHfAMYaL3fuzCuiGsOgzZ9zMc2T3Zy30p7P7aTsxUx4LVbj+CbbolfUNSIEz20nNxZlyjExuzaBdzOrKLLRjRh0068ET+oqiM9MXBrgxt1jN/6dstKT5seumqbPEL/iVCKaGwLFLYwzVdWLsldzOXy82zsn0j9vtVVW/laDqPuvFj2eGBYNZzbnJzfKmy7wOXRmfmsk4V9KQv1DAtAyvWba4Le630Jmrcne1seP3qrOPUreyw419swc+j2PxTr/kXluLZ84tr2eBqXL5qPZ0duhvKEl+7s51j6zMtHVs2frcHC0oKYh67f2NN9LRYrREO7IrfbcE0T3m0nfWpqMX0ytZmLboMZ8uPrGeDzMDKthnHdnt/YIkXprGaZZqwkct2syOO29jkXj3ZrBOB3B7Es2eX1rIfq2sxQ+k23AtlKaGubFpjHYbSrdiELafY/SAvFfnsA/PcNpq1qFqP9f9zO9u/34H9/tNEtvVWJLdcKW7ZF9axIdZcGa09km3z4F+y5uV+bBTUz4+q91FKnladKxaXp5WOOWs55SgLyLoylfI6vqqlsNceTmzlQCsGg1Zs8u7z7FFk9uMol/OlZ17MTbZ+xGA2c9thtn/DZDZkwm72IMeb2uqvRy57Xpam1ZqMc9zB26Es9YM/u7g+r3NcqOZ5OCCJxfi6sIU9Lbg81o3Zn3jIInLbVEJIkSatg5E0Fri9FzOsMZ1dVFW9UiKth2ZIfcn2DW/Nfj4SpHSN/MCuzm7Guqz15a+JKezR6i6szcJbGS9Hp0V7sZNO7ixYcR1LfMGOTP+Zrb2j+LjEt0vRNlAoJm0w6PPfpuIaCrJ/pYpJ37JUkn1cSihMIbdp2eWIK3mP1z5P8MGiMRpVMhAOk4Tir/42WFvZGdfHl4R/KEO5ek1Rt2y2JmGsP7zDSqNRHXNoS17h2vkY1O7RDBaKu7xCYdlIYgIRgkqoWjpjJkQ88YOoZj1Uyv5eK0/TedSNH//SG4GGDdDAUsWKvwBC+yCOegYv30joVamHRlamOR8VisLx1OsJwmCOmg3ro+KnPHXJJc2Tw3xxPyANlRo2QiVjEd489EKMuS23rfqQRHJpJNFFctALvEkqgSr1m6JGGTXTIY98Jol/A/8nLxDByqFe01owz/uWfSY1jo26+UudfRTHvMD9hyFIs6iDJnXLqff+Ai+34/ufk8Th5b2HCCthjaYNK4A/s3ySfJdHoXMcIeSbJa0HcXUyfuxbJELgTRc4bZ6Lua5lMXnzfIzt3QX1ywhcMDniJ5vQq+MqvGvSHR3qlobobRj0O83Aop+bZu2qHHsLG6ZtwbsWdmgguo3zAQ3wx+qf0ZC/ToqfbsOAzn/ggZUd7Jp/h7QkfdQdOgO/tS33n7/fVtQp6uaKfFk0GwzqyGgwHMdjh+4FcvEnhBBCCCls0nrQt91g0JQIEf7e8A1JhLZJBdg0qI1yqiqCedws+hjiA+9nsdApWxMN61fM10dmvkaKuvlX0GAIxDa72lhV0Qn+O3pTAhPyOYU/wrVHYZB1cBRUDEaVbNGmNv3WPiGEZCetB1GDgRQlirr5F95g+IiAa044fNILYfrV0WHQUPS3tfzmHx8R8rkkXZiKRnab8SLzFJKNAVouuoprC5ur8YI0IYR8W6T1IGowkKJEUTf/8p8wEEIIIYR8BaT1IGowkKJEUTdX5EuVn1XNnnGFMnJBZW4qJIQQQgghhBRNX/wPtxFCCCGEEEL+O9RgIIQQQgghhKhEDQZCCCGEEEKIStRgIIQQQgghhKhEDQZCCCGEEEKISlk+q0oIIYQQQgghUoovmar8HQap7L+PIPR7Cap+Q0FVuCqaxieEEEII+RpI60D0iXlSlCjq5Yp8SV2SCCGEEEIIISpRg4EQQgghhBCiEjUYCCGEEEIIISpRg4EQQgghhBCiEjUYCCGEEEIIISpRg4EQQgghhBCiEjUYCCGEEEIIISpRg4EQQgghhBCiUuE2GJJCcNt5I1YeegQRH/Q5Jd9chXHr7yCZH5cSCiv6JHhzbh1WuwRzf6lSEHHUWUbRpip93/tfxN61f2LWnNU44PkOYj78PyUOwjmHNTjmXzBry7pvYkT5XYOL8zG43nqF97Kw3MTj1fUDWLvhJAJy25xCLcNqbhMhhJCvRBye3fLBG7UqGZpc5/JYriQCvpdP4Oi5+3hXFCqoRVAhNhiSEXDnBLYvmI29XmF5VjhFopwpJhSWfx9xY/tc+BpboQQfIhxWxInFXJFJxpPTq7DirC/3FzeevXJVEHHUWUaRJ5y+72+uxvS9Keg+ZSI6p5/EpJ5jsNW3MM4YYiTGxSExNZ0fV49wOVDet1jcXDcALWx7YuiYwejdtjG+H/4XfBL4qALi/T3h5DAX8476Ikbl5sjL8Lb5f2DPvfyVYU2ot02EEEK+fHHwO7sJEzo3QdNfDuNZnpcPda9zaiw3xgNrRk2H4ztDmCVdxJ8/rcC1yC/1tuh/5z9rMOT8ifMSqN6uL1rV1OfHcxHvBoctN5DEj8oIhX2K5Ns44GSLEXbmfABHKKxIi8Ph4Xoo3m4jUmt3Qrd6wOb2xaE3ylmppV0QcdRZxhdAKH0lITixeSvia9rCXN8S3Rfsg9P2qehaRY18+ql0rTFw0UqMaqDBulSVA6V9Ez3Yh93+nbD7SRTiw1/i3LL2SDw6F/b/POGaKMJManXA/1pUhy4/LkxehlvntwxrSL1tIoQQ8uXTxnfNRmB4a3NIslcfBah/nctruXG4tHwarjSZh8WjuqHTgN9h3/ouZi+/hBg+BpEr5HcYtKCtzf+p0kc83LMZR98qt+6Ewj5N8u2DONpoFPpZ8AEcobCizRS9Fp/DlrZv4XwpCrFuTghu5QDXBT1Qio9RMHHUWUbRJ5i+omd48jgB+nrFudMKx8gG3Yf2RB1j2dQiRnU5yNw3CWIiq2D4qinoUNUI2sZW6DZrNaZ2SMMdr4dQ/ZBBWja11Dgh5LcM54e620QIIeTLZgJz81IoX9ZcjZtEmlzncl+u5I0L/v7XGJ27WvPTdWHVoytKH9oNl5CCq3N+DT7btTjlpSvWTx2BQcOmYvPVN/LuDeIAuCwajkFzzyD44SmsXb4ORx/45QzzFSEp5DacN/yOads88cZzN+aMHoiBY+yx905Ulq4SEecWYOjskwjNku7JuHPgCOqM7IfMuqNSmCQMN/9dh2VLl2HFJkfci5BAEnYXRzavlIVtOPZYniGTX+Lqng1Yse4Aboe90WyeNVvw15Y1mq0jxyMyMSL9b+Hq5buILlEW5gZxeHDDA3efRysdg4KIo84y1CSJwL1D67BowVxM+W0q1rr4c9VLZfHwP7sVyxf+iRm//YZZG1zgF89P4nwM9uTSfRambLuNuJdnsWHqSAwZMw+OvtzRSniK4yt+w5BBo2F/mD9+GbKnuQShV3Zh5bqj8I4S4eXlzVi+fBX234qVTYvxOYLV9nMxb+5UjBv3B7ZdDsrssy9+h1t7l2HOXHv8MXU6Fu1ywZXr7nC/5YdISQKeX9mHTSuWYyO3b7I7HfF+uLh7Hbf8zTj7gr/3IYmB/8V/sGjiQhzlT0ri56execUyLFuWdVi+0QX+SQJlI6PblPK+acOyWz90LsNPktKtgCpVTPGdaSno8UEFQVaGpwzHwKFTci/D3HbmP90IIYR8K4ppqVMt1fw6p2q5iXdv4CqsUK1yZnNC26I6rEvexC3vAuvT8lX4LA2GlMBzWPe3N/QbdUAj5oY541bBNY6boFsZXWasw/RuxihZtycmTBmH/9W1zhlmk47I8EB4Ht6EY2f/wcaTcajWthXKBv6Dn/qPx57nmQ+kSphXQ90aFjBSviua7IWDR2wwakA5PoCjHKZdDi27WePNgfnYG2SGuhbaXFBz/GArguuiTXjCqkJ2A7qENRqXeY/3FdujWbkKms1TuQ/GDKyp2TrMs9/aTUaAtzfSuq/AgiZvEN7EHgs7p+KuV4BSV5CCiKPOMtTANRYuLfoFm2I6YNqSlZjfXYRdI37E4kuKjk0f4eUwCpMvVcLIBcuxYcVoWF6biG5DN+KevPWE6IhXuLF/C065HcfWA09gUL8BDHw3Y9zU+Vi9ah/8TFuiXaW32DP+D+zxU3owmSPNuRNOm6GY9FsP1DbSQ7WO4zB58kQMaGbG1Xn3YXzfXWCDFmDZyg2wb/MWq0baw1n2ttR73Fg+FDPu18OkJSuwcl5/aDmNwcDFZxEUk4CUdGPUbNsSxdyXYOuVYHmDwaQ22jdNw8UlO3E9VL5NkthoRPiexdY9dxGWIu+gLw72hq9OGwwdNwlTpkzBL+21cG3jVtwqVhGVDQTKhg3fNUgoPysTh+J1cCn07NkKRnzQp0oJdMXaXV7Qb9wRjbkyPPvXlarLMFde851uhBBCSF7ydZ0T411wEGItyyJL9Uq7FMxKRSMkNFx+DSdyIpFI2qtLNqSmpmYZxGJxliEtLS3HIJFIVA7p6elZB3Ew29nHkJUfdZi9FcvDkr2WstaGLdjiOylMJi2E/dXHmFlPPc8S5SEqw3baGbCyww+xd2l8UNA+9qOFDms6/xZLkgcJSvL4hRnWWc9C+XGpnGFJ7PbCZkyv9kx2OZ4PSrnLFjfTYdUnnmGxsoAYdnLhUnZRMV3jefKzDiEJ7OwvJZnJ2DPcX6oURBx1lqFaivdy1r7WRHbmAx8Q7caW9OnJ5p6NlI2mvtjO7MyV8gInyXMha65jyux2vGSp0oC0ILajtwGr+PMxFi2LkcaCdvRmBqV/ZP++5TNC9H42xMSMjXbOPGhCaS6TcJqNr1ySDTkgP9pSqX5/szG95rELcfLxJG672xg2Yws9uVyVcI5NsS7NRhxW7EQaC9xux0paT2HnFAdFmjd7F2dWkzPza9rLLax78VpspltGDmaJV35ndQy7MYfnsj1jKX632b0IxT5cYXNbmLDKQ/YwfrJsuTnKAUflvvHiPRaynkN2Zy5HUCrzXduBGbdYzJQOf06ybZCWYceMcpfivUyNMpyfdFNzmwgh5AsnrYORNBa8044Z23B1IuWLnBpyv86pWm4K817anKHZEuatfI1JucMWNgFrveKRvN7xjVK0DRQ+yxOGEiVLoSTfmtMqaQJjfERiksadW2QMzcwylqVduQd6djDAE7/nUOrFko0IDw8eQeXRA1CBDxEOK4Emg4ehQ7ATHC9EykKSfNwRafk9Yo8743w4t70x7nig0xytMvq7azpPftYhxAjtZpzAientcmlZF0QcdZahigRv7t7G4+8sYal4Z7Z0J8w/6YoV/5M+V5Qg7NoluMWXRbnyOvLpnBINWqFVtThcv3GHT1MtaGkVg76hIXf0pLRhVtIY2rrGMDbhM4K+EYwMRBClpMnHBdNXNd1aY7Hn9AI0fH0UDovmYcURH8RKxBBLs6i2MUxM0hD2LoS/86CN4sX1oG1mCtPsD4DyUCxb/3z9Wi1gK73NIQnFqflTsDl+KDauHokauXbozGPfEryw659oDFuS13I0o3kZzk+6EUIIIXnI93VOi7vmGHDXXAmyXHXSU5CUxNUvjYw+TzecIuqzHwutYtJKUzrSC+SziUYoY14G2sW4yhgfkoPoAQ46WmLkwPJ8AEcojKNboy+G9BLhpONpBInDcPa8CL02TkBfndNwOhWIiGsPoNeiZZbKs6bz5GcdQoxsOqJT7VxbFQUSR51lCEvDx4+JSIuOQbRgvTINcXFxEHEFNTlZKTNoW8DCQgfi1NT8PxpUkb4qiV/D5c9hmHpCG11nLMOCMa1gqWgMlGiJsfN/RZrTUji4+sD37lFsPh6FYbNGoUmBfItXjBcHZmPGQSNMdliCvhXzaIXktm9cw8N1/X7g58UYWr0AWwvZFGwZJoQQQtT0Sdc5XVhWtYJFZFTWeklaDGIiy6NqFXPkcQX+pnzxjad0xriqigJXKU1Ihk1Na3n/fwGix4fgWHYUBlfIzAZCYTLaFdFrSH+UuugIZ1dnPLCwQ8cqXTGwX1lcOvIv9j/QR4sW2aryms6Tn3V8kfRRzrIc9AOv4PItpY+xcpXz0ydvIombXrFqVXyX+hR+TxP5iVIipIr1Ua9+HZjyIZpSmb4KigdvMhKEH12ESa7VMN6+H2qZ8MEZtGFSzgadBv8Aqw8P4PmUocv6E9g8oGrmFxi0daGjpcUtMmOhvOzjOSU92Ibpcy6h+jwH2PNvdIlDg8G/+pCDyn2TROD6xrXwavo7prUpzQcmIDY2+0/WEUIIIV+gArjOGbRojw6p/ngWnHmRFQe9wMviHdGh2ddQ9yo4hdxg4KpQXJ2JZfmNBunf6WCKWr+2HnS5mteH9++RLElASHAEJEJhssjpiOVahhlf2Ym9CQ/f+hg60Jbv9pCdCE8PHoLZyMHIvHErFJbJrPMQ/Gh9FWsWB8J2QD2uUmiCtgP7o5b7OhxmLdFcID9pOk9+1vElKt2+N/5Xzh+77Odgr2cgwkN9cXHrRnjBmmsucMehyzCMaBCFM84uCORb+5LIp3ga0wWjBzWWxVHkoSwNRWkW4saVc5WUPCT39EV6MpKTpU8/PmTkqZh37xAdHYygCO4EIonEfXdvBIlTIU5NRlToVWyZuRUBXJ5EcVOUKaWDOL/rcL35ArEZdyiM8J1FKUS8eIFg6YeMkgPh5uKB4FSu8ZMqjyHF0qVbyO2HYkfi3LF6yiI8br0cG6c25xu9Ijw754qH0uXkKAeheCy0b5JwXFs9HqsDa6JOqjdcTpzAiaMHsc1+NnY/VNXdR/qEQLotSmVRkPz4a1yG+fnUTzcpdbeJEELI10B6vpcN/LhKGl7nVC1Xu1xv/Do6ERddn/O9GETwP38VbOxv6PXFfGK/kBTeS88fmP/51WygFZhBm+nsgGcIE733YxfWDWHVYci+n+HI7slefkxh99d2YqY6Fqx2+xFs0y3pm6cCYbKXnosz4xqd2JhFu5jTkV1swYg+bNKBJ0ovPEtfrOzK0GY985e+uZLiw6aXrsoWv+BfspQSCssihT1c04W1W3I3c7ncPCvbN2K/X1X1Vo6m86gTP5YdHghmPecmF/tLkX2bufQ4M5d1qqAnfXmGaRlYsW5zXdhrpbeK4u5sZ8PrV2cdp25lhx3/Ygt+HsXmn3rNv3gUz55fXMsGV+PyUOvp7NDdUJb42p3tHFufaenYsvG7PVhQUhDz2P0ba6KnxWqNcGBX/G6rTN+YpxfZ3rk9WUUtsNLtp7Pdp64zvxju0D/azvpU1GJ6ZWuzFl2Gs+VH1rNBZmBl24xju+94swM/1WMm0gcIfLmRDVomrMHEYyyYX03slXmshTGYWc2m3DJ+ZTvOrGXddAxZi0l72Z13XNkJ82ZHZrVjxqjA+iw/x/ziYtiFWQ2YHiqyrr/Zsz///JMb7NnsyYNZs1q/shOyF6qzlYNr7gL7FsuuL+nIyupk2z5u0Gswh11TkWVjfF3Ywp4WDKW7MfsTD5n83evs6RfPnl1Yk1GGD94OZakf/NnF9XmV4VDN0y0gScU2EULI10d6jv62pbDXHk5s5UArBoNWbPLu8+xRpKqTvibXOTWWG3OTrR8xmM3cdpjt3zCZDZmwmz3Iz5ddvjKKY6pQTNpg0NeX37vlGgmyfxWKFcv6JkD2cSmhMIXcpmWXJa7kPV77PMEHi8ZoVMlAOEwSir/622BtZWdcH18S/qEM5eo1Rd2y2Z4txPrDO6w0GtUxh7bkFa6dj0HtHs1gobgjKxSWjSQmECGohKqlM2ZCxBM/iGrWQyVdPigbTedRJ378S28EGjZAA0sVKy2ChLZZHPUMXr6R0KtSD42sTHP2ERSF46nXE4TBHDUb1kfFT3nCokb6CkkO88X9gDRUatgIlYxFePPQCzHmtmhQ5i2OrT0N01+moRP/DWiJKB7RoY9xZOVpVHFYAzt+exMCveAdpAUr2yaojAD4BBigVkNLFU+/1KRcDsqH5WvfNJHvPCdUhgkhhAiS1oG4Ohk/RgqdJA4v7z1EWAlrNG1YAXTVyqyXK/Jl0WwwqCOjwXAcjx26U+KSQsA14o5NQB+3bji7sx8UPSZlEnywc7sfOs8Yjv/w/WJCCCFfIWkdiBoMpChR1MsV+fILfuk5DWlp6RBxjRzq3kwKCytujDSu0dDZ7jfMWbYOmxw2Ys2i6fh11lmU7T+QGguEEEII+ep8oU8YPiLgmhMOn/RCmH51dBg0FP1tLenzV6RQvH9+GS5nPOAb8h4SgzKwatwJdr1aoVKBfFaVEELIt0ZaB6InDKQoUdTLv/wuSYQQQgghXwFpHYgaDKQoUdTLv4IuSYQQQgghhJD/GjUYCCGEEEIIISpRg4EQQgghhBCiUpYGQ17956h/HSGEEEIIId8WesJACCGEEEIIUSnLV5IIIYQQQgghRErws6rc31k+byr0qdPsYUJxFHKblp0mcQkhhBBCvhbSOhB1+yZFiaJeTp9VJYQQQgghhOSJGgyEEEIIIYQQlajBQAghhBBCCFGJGgyEEEIIIYQQlajBQAghhBBCCFGJGgyEEEIIIYQQlajBQAghhBBCCFGJGgyEEEIIIYQQlQq3wZAUgtvOG7Hy0COI+KDPKfnmKoxbfwfJ/LiUUFjRJ8Gbc+uw2iWY+0uVwoxTdBRIenL59o4G+fZz5SHh9cbh2S0fvFGRWJLYZ3B3ccbRc3cQlMAHqvQRbx5ew+mT5+ETobxAMd6HBSEwMFA+BIUiJsfOqxNHSaGeK+Lx6voBrN1wEgFiPogQQshnkPs1KwdJBHwvn+CuYffxLs+LhaprGEej5XybCrHBkIyAOyewfcFs7PUKy7OyKf3V6eyEwvLvI25snwtfYyuU4EOEw4o4sZiriiXjyelVWHHWl/uLG89e6SnMOEVKQaRnMl55ncKOhXPUyrefLw9lX28c/M5uwoTOTdD0l8N4JlB0kv3+xcQhE7Hmr834c2hrNPthAa5E8ROzkCDi5g5MHjoJOx9qoVb7zmhsoc1P46YGH8YEW2tYWVnJBpsf1uNetsaAOnEyyc8V2+b/gT33cj/mBXFOiPf3hJPDXMw76ouYdD6QEEJIIcr7mpVDjAfWjJoOx3eGMEu6iD9/WoFrkUJXjNyvYeov59tWiA2GEqjeri9a1dTnx3MR7waHLTeQxI/KCIV9iuTbOOBkixF25nwARyisSIvD4eF6KN5uI1Jr/7+9+4CL4mj/AP6TXgQVIyARC4qCDbFgjV0xJnaxxZrX3ohGjWLvDXsvUSMqghUFe0dFBbGgYCFSFUGKIu04jvnv3e3BAXdwIH+F+Hzfdz9hn9s+M7szu7NrJ9g3ADa314HWCHd85Kf4utOUMMWSnrqo2aYXWtRWId+Kfas8lGe96vjBbhiGtjaGSPqvuuckDMbZC+n43fUqvM7dxO2Tf6Gm31bsPBuZq4IuQLD7H+j9xwPYzd+OZSPbwbKCJv+bWAr8Tr2C3d/X4e3tLRluHndCVyP+ZwlVppEnPVe0LuhcUUznBEPrDvilRS3I7xUhhJCvqYBrVh4JuLT8D1xtMg+LR9ijU/+ZcGp9H38tv4Q4fgqpgq5hqi6HfOV3GNSgLteoUywJj/dtxrG38tUWRbEvk+pzCMdsR6CvCR/gKIqVbBXQY/E5bGn7Fu6XPiD+ihvCWm2C14KfUZ6f4utOU7IUX3py+VbFkvKt8lDe9RrC2Lg8fjQ1VlwR1jRHr0ljYCeptKvDuKU92tfWh56uFjeWLenBJoybfButV6zDMGs9PppNFHUOl4Sd8bt9G7RpIx1aWBnnWIYq0+RV0LmiOM8J4nWpfe2TISGEkCwFXLNyEUV6YM8/Bujc1ZKfXhMWP3dFxcN74RGefV0o8Bqm4nLIV28wZEt77YV1jsMw4DdHbL7G39UUBsNj0VAMmHMWYY9PY+1yZxx7FJg3FiBASrgP3NfPxB/b7iLy7l7MHukAh1FO2H/vQ447pNHnFmDIX6cQkSPdU3HP5SjqDe+L7HqdXEwUhdv/OGPZ0mVYsdEVD6JFXKXnPo5uXimJrT/+FJLu3qmvcW3feqxwdoFPVGTh5lmzBbu2rCncOvI8IhMiJugOrl2+j1hdUxjrJeDRLW/cfxkrdwy+5jQKiKLx4LAzFi2Yg6njHbHWI4ir6slLRJDnVixfOBfTx4/HjPUeCEzkf+Ikhd3l0nkGpm7zQcJrT6x3HI7Bo+bBNYA7Op+f48SK8Rg8YCScjvDHK0vuNBYhzv8oVjvNwbw5jhg3bha2XQ6V6x8vwrubOzBvxizMnjkdM/6aAWcPxd1hRO9u4x/n5VjOnYB2u99FWFa3LAX5ShCKa3+vxpK5U/H76FnYfjVMuk5hCG7+swkrVyzHilU7cFHceT4xEJ471mDFCmfsufgCMSrmcYXr5ZVRU1bEtaEtdwNfFBeOOIupmPCr3JMR4Su4LF+FR60nYlInRY8DBAg4tBObnMfDvtdYLP7nDiLzPEZWZZr8Sc4VU4fCYchU6blC0XmCOyeIFT2/EEII+daUX7NySr5/C9dggZrVspsX6ia1YFnuNu748c+dC7yGqbgcIvFNGgxpIefgvMcP2rYdYMuuYPa4VfBK4H7QrIYu050xzd4A5ep3x8Sp4/BLfcu8MatMxLwPwd0jG3Hc829sOJWAmm1bwTTkb/zebwL2vczuWK9rXBP1a5ugrPzdylRfHDpqhRH9K/MBjnxMvTJa2lsi0mU+9ocaob6JOhdqjl+bCeC1aCOesRowEM+ja4nGlT7io3l72FWuUrh5qvXGKIc6hVuHce5brqkI9vNDRrcVWNAkEu+bOGFh53Tc9w2W66bxNafJhWssXFo0BhvjOuCPJSsxv5sAu4cNwuJLsk5MSfDdNAJTLlXF8AXLsX7FSJhdnwT7IRvwQNpaQmz0v7h1cAtOXzmBrS7PoNfQBnoBmzHOcT5WrzqAwAot0a7qW+ybMAv7AuVeqMiVxsLgA5jQZzfYgAVYtnI9nNq8xarhTnDn36wShbpgxrwXaPnXGqxaOxd9ygXh4bs0yW95aArxxv8NKrQbglEDWiHrPJM7X4nCcGLGNHhUGIQ5y1dginUAFjgMwUpvrkWkWQPtHLrA5Nl+LObKwid9rigaWqKWMADPDNuhv301pKiYxxXm50IQvvfB7nnHoDWwNxpKMp2U4PlJuHqmooFZDLaPH4SutlawsZ+InVkNlhSoNxiB5bMGwbbMA2wb3RUdB2/E3XjJjzxVplEuLcQLa3f7QrtxRzTmzhV/jV0JryQF5wkrcevnC/ILIYSQUkKId2GhiDczRY5qkXp5GJWPRXjEe24KVa5hqi2H8NLS0sS9xSSDQCBg6enpOQahUJhjyMjIyDOIRCKFQ2ZmZs5BGMZ29tZnP444wt4KpbFU36WstX4LtsgnlUlkhLNdvQ2YpeN5liyNKI3t7KXHTIceZu8y+FDoATbIRIM1nX+HpUhDCqV4j2H69daxCH5cLG8shfkstGNadf9klxP5UNp9tthOg9WadJbFSwJx7NTCpeyi7PdCz1OUdSjymXmOKccMR5/l/lLma04jlea3nLW3nsTOfuIDsVfYkt7d2RzPGMlo+qvtrJdxC7b4XppkXCzl7kLWXKMC67XjNUsXBzJC2Y6eesz8f8dZrGSKDBa6oyfTqziI/fOWT/jYg2ywoREb6Z59kHKnZ3rgHjaqxzx2IUE6nsJtWxt9O7bwrjSnpNyYzWzMerEtT/llxJ5jh0+Fc2vjyOW/T6FebM2s1cwrRLJ1OeReZ4rPQtaqwXjm8sCf+fv7M79TM5idjgarOdkz69hlvPVgUxoasDojD7HAJwfZQufL7D2/W6rmcUX5WSqDhe3sxQysuPyVVXDkZbD3vq5s6cg2rJoedw7Qqs2Gu/DHnfstYndvpqNmx6adDmKSJPwcwPYOqcFgPpwdCpNtpEwiC3SbwppX0GdN59zgxhRRZRqe5JiLzxWuWfue5rdMcq6Q5BdF5wSxIuWXdBawtgMzaLGYyWVFQgj5asR1MFLQNUsmjfktbc5gt4T5yZ+z0+6xhU3AWq94wp3VVbmGqbKc75esbSDzTZ4w6JYrj3J8a06tnCEMkISUFEWdPwqmb2SUtSz1aj+jewc9PAt8CbleLbkI8PjQUVQb2R9V+IjimC6aDPwNHcLc4HohRhJJ8b+JGLOfEH/CHeffc9sbdxOPNJqjVdZd2cLOU5R1KFIW7aafxMlp7bi/lPma04iJEHnfB09/MIOZrOtLxU6Yf8oLK36pxI2IEHX9Eq4kmqLyjxrS3zm6Nq3QqmYCbty6x6ehGtTUykBbX587WmLqMCpnAHVNAxgY8gmvXRZl9QQQpGVIxxWkp6b1aOw7swCN3hzDpkXzsOKoP+JFQgj5bKfbpA9+b/YYf7b/CQOc9uFWUnsM6W2eo599ethZOI44CqPxf6J79ezHl1K51ynCO/+HeJ6ZhLcBT/DkyRMEfKyHCTv2YOGvFlnLVTfriYWbHFHx1FT0XP4JfSd0hvzHG8Tyz+OK8q6q1GHSdBDm7ffGwxub0Nc0GO7bj+KxpHdPBj7ExiLTuh16drWCoThUtj6Gz5mIjlHHceJyNH+HRsYA1gNWYcuMpvj3/AX4K/wCkirT5KToXJGc77miKPmFEEJI6aHGncP1uMusiLtSyclM4+qS3DWzbFluClWuYaosh8h882OhVkb8smEmMovlc4ZlUcm4EtTLANz/FRM8wiFXMwx3+JEPcBTFOJq1+2BwDwFOuZ5BqDAKnucF6LFhIvponIHb6RBEX38ErRYtc1ScCztPUdahSFmrjuhUN99WxVedRlzhTEpKRkZsHGIV1u8ykJCQAAFXMFNT5RJf3QQmJhoQpqcX/VGgovQUvoHH3N/geFIdXacvw4JRrWAmXzEva4epbrdweXUXCE5PQ7vmP2OOZ3iOSrGGQTnoJnpgzaIjeJW7H36edUr3P1NYETYDRmLkyOxhmL01X5mVqtjcAQO7GOHTrXO4GpTzDY+8cuVxJXm3sCo2G4c541pC7f17REsOvBr0uUq3hn5Z6MmdJTRrNkNTq0x8TIjnSm1uemjY/WfYCpKRrLROr8o0ihXvuYIQQkjppAmzGhYwifmQs36REYe4mB9Ro7r4oxqqXMNUWQ6RKfWNp0zG5CouXCXtcyqs6lhK+/8rIHh6GK6mIzCwSnY2UBSTUDdHj8H9UP6iK9y93PHIpBc6Vu8Kh76muHT0Hxx8pI0WLXJV5Qs7T1HWUSpoo7JZZWiHXMXlO3IfXuUq7mdO3UYK97t5jRr4If05Ap8n8z+KCZAu1EaDhvVQgY8UVt70FOH9sUWY7FUTE5z6wlpyqyEn0bs3CEmviraj18LjzhWst3uB9Uv3wVfuLriaUVss3rMEda7+iXGrvSHfDT/vOrVhYmoKrdDLOHdD7h83EIXD87R39nsfohhc33US5eaexpoOL7FsmjO8xe/zyMkvjyvNu4WmjWo//gj9WhaoIXkipAnzRrawDH2JV58kE/C0oK1rjJo1q/BflMhFmAHtxo1RP79/hEKVaQghhBAl9Fq0R4f0ILzI/uoIhKGv8FqnIzrYietMql3DCl4OkfnKDQYGca8oJukaJSP+OxNMViNS14Iml4qfPn5EqugzwsOiIVIUk0yciXiuZZh1Tzb+NrwDGmKIQ7Mcd3CzCfD80GEYDR8I86z6laJYNqPOgzHI8hrWLA5Bs/4NuAxmiLYO/WB90xlHWEs0V5CfCjtPUdZRGlRs3xO/VA7CbqfZ2H83BO8jAnBx6wb4wpKrnnL73eU3DLP5gLPuHgjhW/eimOd4HtcFIwc0lkwjyzM5Ks3SXnWS/8iTRhSlZybi3r1DbGwYQsW3z7lK+sObfggVpkOYnooPHxIheH4IW0+FSPNVhcbo2705dLIeU0mXnJnJoNtkMrZuHYB457GYcSSYfwqiOA9V6vArfq38Cnv+GI2lJ/3wJvI1bu3dCJ/06vy+CfHafRvu1xmLoY3qYdiKpejxbj0cl5xDVNbdjvzyeP55VywzU3xHnhv4cXkikdwtFWEwzl15i57/6wcrviWg23IoxjR/gKNugdyapIShvnisMxRDO5WHKM4Pp91vIVx2nk15jdOuIeg4pR+q8tujyjSKFXCuUHpOKGx+ERMfI2567jhlnYcIIYR8dflds+SpV+6JsSOTcdHrZdZ1OOj8NbDR49GD/1xgQdcwMVWWQ3hf76XnTyzo/GrmYAGm12Yac7kbzgQfA9kF58GsFvTZT9OPsAeSlxLT2MO1nVgFDRNWt/0wtvGO+C1VBTHJC6E6zKB2JzZq0W7mdnQ3WzCsN5vs8kzuhWfxC49dGdqsY0HiN1fS/Nm0ijXY4ldyL2wqiuWQxh6v6cLaLbmfvVxunpXtbdnMa8reyinsPKpOH8+OOIBZzr7NzVHSKNo27vifncM6VdESvyzD1PQsmP0cD/ZG7i2ihHvb2dCGtVhHx63siOsutuB/I9j802/4F40S2cuLa9nAmlyeaT2NHb4fwZLf3GQ7RzdkahrN2IS93iw0JZR57x3PmmipMethm9jVQB+F6Zn2ZDvrba7GtEzrshZdhrLlR9exAUZgpm3Gsb1+n1jyhT9YnUpN2PBle9lR121sSo/ubMbJEG4PEtmLS2vZoFpqTF+8DQ8iWFqEF/ujsQZDxVZs4pbT7GGor5I8JN3/zuY60v3XMGYtpx5jwZKd+8QeH5nC2tk4sPW333JTirP0DbagSzkGtWrsFycX5hMemn8ezzfvprE33m5spYMFg14rNmXvefYkJnu69IANzL6SCWvQbQSbOmM6Gzd4MJu615d/0T5b+r8n2Z9du7Axaw+yowdWs0m/TWZ7/aUvC6c/28p6muox81aD2eRpU9j4cTPY1pvvJPsio8o0efMOd8wvrMk6VxzyiWDpn4LYxXWyc4Urd65IVnCeKEJ+CU5hcQEebGF3Ey497ZnTyccsWtHhJISQ/0fiOtj3Lf9rlkJxt9m6YQPZn9uOsIPrp7DBE/eyR7m+xpLfNSyLCsv5HsnaBjJlxA0GHR0dLsa1qwQClCmTs/d/QeNiimJiyuLKZE0v+og3/s/wyaQxbKvy/9BG7pgoArv6WWFtNXfcmFAOQREMlRs0RX3TXM8W4oPgF1URtvWMoS76F9fPx6Huz3bZL5YqiuUiigtBOKqiRsWsmRD9jGux1mmAqvzd2NwKO4+q0ye+9kOIvg1szJSs+BtStm3CDy/gGxADreoNYGtRIW+fQMF7PPd9higYo06jhjD/kicq+aRnalQAHgZnoGojW1Q1ECDysS/ijJtx26sNUQx3/EWaSA19hcgUXVRv2BS1K6l4jAvIQ8K4V3j4OBwZJvXQpH5lJU+/FCgoj6uQd5UTIDrIDwHhyVA3rAIrm7qonPfftJESROPZg6d4X8YMDZrVg4n08YhEUrg//F7EQ8O0Dho1NFf4ro0q0xQpXys6TxBCSCkkrv9wdTJ+jKhMlIDXDx4jStcSTRtVgcIrQT7XsCyqLOc7I6uTy/JlyWwwqCKrMnUCTzd1o8Ql/z2Uxwkh5Lsgrv9Qg4GUJLI6uSxfluKXnjOQkZEJQXp6gX3dCCmdKI8TQggh5NsrpQ2GJATfuoY4ixH4tewrnPN9x7/wSMh/BeVxQgghhJQMpbdLEiGEEELIf4C4/kNdkkhJIquT/we6JBFCCCGEEEL+v1GDgRBCCCGEEKIUNRgIIYQQQgghSlGDgRBCCCGEEKIUNRgIIYQQQgghSuX4ShIhhBBCCCGEiJX+f+mZEEIIIeQ/QFz/oc+qkpJEVidX+llVyrCEEEIIIYQQGXqHgRBCCCGEEKIUNRgIIYQQQgghSlGDgRBCCCGEEKIUNRgIIYQQQgghSlGDgRBCCCGEEKIUNRgIIYQQQgghSlGDgRBCCCGEEKLU120wpITDx30DVh5+AgEf+pZSb6/CuHX3kMqPiymKlXwiRJ5zxmqPMO4vZb7mNCWHovT8GHQR+9fOxYzZq+Fy9x2EfPz/lTAU5zatwfGg4llb7v0Sxb/ATQ93HDt3D6Gf+WBuXPnzvXAc7h638PojH8vPVy2vifj3hgvWrj+F4K+SIIQQQkqeBLy4449IVSsYomgEXD7JXfse4p3SC5UQH6NCERISIh1CIxCXu5JX2Ovjd+grNhhSEXzvJLYv+Av7faMKrGyK/9Xp3BTFii4Jt7bPQYCBBXT5iOJYCScUckUhFc/OrMIKzwDuL248d4Xra05TouRNz4+3V2Pa/jR0mzoJnTNPYXL3Udga8DWar0IkJyQgOT2TH1eN4jyfc79SA//BpMGTsGbXZswd0hp2vy7A1Q/SKWWEb45j5u/LcCOpHMonX8PsfsOx53ES/6si0vK6bf4s7HuQf3ktjnKZGHQXbpvmYN6xAMQV7hARQggp9RIQ6LkREzs3QdMxR/BClctKnDfWjJgG13f6MEq5iLm/r8D1mLxXK1HYEUxsZgkLCwvJYPXrOjyQazAU/vr4ffqKDQZd1GrXB63qaPPj+Ui8gk1bbiGFH5VQFPsSqT5wcWuGYb2M+QBHUaxES8CRoVrQabcB6XU7wb4BsLm9DrRGuCO7gfw1pylhcqenKBwnN29FYp1mMNY2Q7cFB+C23RFdq6uQJ7+UpiUcFq3ECJtCrEtZnpffL2Ewzl5Ix++uV+F17iZun/wLNf22YufZyOxKvvANDs1dg5TBqzCzfxd0HTIfG0dlYu3MnXik9KQsLa+tCyqvxVQuDa074JcWtaDJjxNCCPmeqOMHu2EY2toYIsaH8pWAS8v/wNUm87B4hD069Z8Jp9b38dfyS4jjp5BKgd+pV7D7+zq8vb0lw83jTuhqxP9cpOvj9+krv8OgBnV1/k+lkvB432YceyvfSlQU+zKpPodwzHYE+prwAY6iWMlWAT0Wn8OWtm/hfukD4q+4IazVJngt+Bnl+Sm+7jQlS570FLzAs6efoa2lw52aOGWt0G1Id9QzkPxawijP8zn2S9McvSaNgZ3k5KcO45b2aF9bH3q6WtJ95AhDPeF2/gdY1S/HR9Rh/nMPtAhwgZtPfp3vCiqvxVkuxetS+9onJEIIISWCIYyNy+NHU2OVbhyJIj2w5x8DdO5qyU+vCYufu6Li4b3wCM++JomizuGSsDN+t2+DNm2kQwsr42K4Pn5/vtn1Oe21F9Y5DsOA3xyx+Rp/N1QYDI9FQzFgzlmEPT6NtcudcexRYN5YgAAp4T5wXz8Tf2y7i8i7ezF7pAMcRjlh/70PObpPRJ9bgCF/nUJEjjpNKu65HEW94X2R3TaQi4micPsfZyxbugwrNrriQbSIy3T3cXTzSkls/fGnkHQTT32Na/vWY4WzC3yiIgs3z5ot2LVlTeHWkedRmxAxQXdw7fJ9xOqawlgvAY9ueeP+y1i5Y/A1p1FAFI0Hh52xaMEcTB3viLUeQVw1U14igjy3YvnCuZg+fjxmrPdAYCL/Eycp7C6XzjMwdZsPEl57Yr3jcAweNQ+uAdzR+fwcJ1aMx+ABI+F0hD9eWeTTWISIq7ux0vkY/D4I8PryZixfvgoH78Rz04kQ538Uq53mYN4cR4wbNwvbLofm7LMvfIc7+5dh9hwnzHKchkW7PXD1xk3cvBOIGNFnvLx6ABtXLMcGbt8kPbQSA3FxrzO3js3wfMVFRHEIuvg3Fk1aiGP8iUz48gw2r1iGZctyDss3eCAoRUE5yOo2lTvvakNb7iGAKC4ccRZTMeHX7KdkwogIRApSkZYi19dHrypqmP+LgOcFdw8Uk5TXqUPhMGSqtLwqKqvcNhY9vQghhHzvyqipVi1Nvn8L12CBmtWymxfqJrVgWe427vjJnnkLEHBoJzY5j4d9r7FY/M8d7lrI/8Qrjuvj9+KbNBjSQs7BeY8ftG07wJZdwexxq+CVwP2gWQ1dpjtjmr0BytXvjolTx+GX+pZ5Y1aZiHkfgrtHNuK459/YcCoBNdu2gmnI3/i93wTse5ndsV7XuCbq1zZBWfk7pam+OHTUCiP6V+YDHPmYemW0tLdEpMt87A81Qn0TdS7UHL82E8Br0UY8YzUguSmta4nGlT7io3l72FWuUrh5qvXGKIc6hVuHce7bvakI9vNDRrcVWNAkEu+bOGFh53Tc9w2W6yLyNafJhWssXFo0BhvjOuCPJSsxv5sAu4cNwuJLsk5MSfDdNAJTLlXF8AXLsX7FSJhdnwT7IRvwQNpaQmz0v7h1cAtOXzmBrS7PoNfQBnoBmzHOcT5WrzqAwAot0a7qW+ybMAv7AuVeqMiRxuowazMEk8f/jLpltVCz4zhMmTIJ/e2MuDbqAUzosxtswAIsW7keTm3eYtVwJ7hnvXH1EbeWD8H0hw0weckKrJzXD2puo+Cw2BOhcZ+RlmmAOm1boszNJdh6NUzaYDCsi/ZNM3BxyU7ciBBCFB+L6ABPbN13H1Fp0pOSMMwPARptMGTcZEydOhVj2qvh+oatuFPGHNX0FJQDK75VoCjv8oTvfbB73jFoDeyNhnJPTdQr/oAfMgLw6LFcY5p9xudEEVJTU1DQKwNpIV5Yu9sX2o07ojFXXv8auxJeSYq2MbPo6UUIIYSoRIh3YaGINzNFjmqRenkYlY9FeMR76bWYq52oNxiB5bMGwbbMA2wb3RUdB2/EXfG9Qt6XXh+/K2lpaeLeYpJBIBBIhvT09KxBKBTmGDIyMvIMIpFI4ZCZmZlzEIaxnb312Y8jjrC3Qmks1Xcpa63fgi3ySWUSGeFsV28DZul4niVLI0pjO3vpMdOhh9m7DD4UeoANMtFgTeffYSnSkEIp3mOYfr11LIIfF8sbS2E+C+2YVt0/2eVEPpR2ny2202C1Jp1l8ZJAHDu1cCm7KPu90PMUZR2KfGaeY8oxw9Fnub+U+ZrTSKX5LWftrSexs5/4QOwVtqR3dzbHM0Yymv5qO+tl3IItvpcmGRdLubuQNdeowHrteM3SxYGMULajpx4z/99xFiuZIoOF7ujJ9CoOYv+85RM+9iAbbGjERrpnHyRFacw+n2ETqpVjg12kR1YsPXAPG9VjHruQIB1P4ba5jb4dW3iXz0Gfz7GplhXZsCOynchgIdt7sXKWU9k52QEQ58WeOsxiSnb+zHi9hXXTsWZ/XpFGkq/OZPX07dmml5K9YmmBPuxBtGz7r7I5LQxZtcH7GP+zZJl58jxH4X5x2/Te15UtHdmGVdPjyrJWbTbchT9+YukBbPMvFZlWownM7SW30WnvmZ/LOGYDAzbgn2h+IgUk2yAur65ZZSzNb5mkvErSTGG5LFp6cRvJAtZ2YAYtFjO57EAIId8FcR2MZLCwnb2YgRVXJ5K/8OWRxvyWNmewW8L85K8XaffYwiZgrVc8yb7+ZUlkgW5TWPMK+qzpnBvcGK+o18fvgKxtIPNNnjDoliuPcnyrUK2cIQyQhJSUoj340TcyylqWerWf0b2DHp4FvoRcr5ZcBHh86CiqjeyPKnxEcUwXTQb+hg5hbnC9ECOJpPjfRIzZT4g/4Y7z77ntjbuJRxrN0Srrbm5h5ynKOhQpi3bTT+LktHbcX8p8zWnERIi874OnP5jBTNZlpmInzD/lhRW/VOJGRIi6fglXEk1R+UcN6e8cXZtWaFUzATdu3ePTUA1qamWgra/PHS0xdRiVM4C6pgEMDPmE1y6LsnoCCNIypOMK01MxTevR2HdmARq9OYZNi+ZhxVF/xIuEEMqyo7oBDA0zEPUunL9joQ4dHS2oG1VAhdwPfPJRJlf/fG3rFmgmvjUiisDp+VOxOXEINqwejtr5dt5Utl/qMGk6CPP2e+PhjU3oaxoM9+1H8Vj26FWzPibuOQnn1pHYMqI3+jtux53AcIRo2cGucQV+IuUUlddkpeW1KOlFCCGEqEqNu4bocddPEXJcRTLTuLokVy8sW1ZB9xkDWA9YhS0zmuLf8xfgL3s94Quvj9+Tb9JgkKdWRlyRykRmsTz3KYtKxpWgXoaroPGRPASPcMjVDMMdfuQDHEUxjmbtPhjcQ4BTrmcQKoyC53kBemyYiD4aZ+B2OgTR1x9Bq0XLHBXnws5TlHUoUtaqIzrVzbdV8VWnAVeMk5KSkREbh1iFdcsMJCQkQMAV8NRUucRXN4GJiQaE6el8Bb0IlKSnQsI38Jj7GxxPqqPr9GVYMKoVzOQbArotMXr+WGS4LcUmL38E3D+GzSc+4LcZI9Dki7+9K8Qrl78w/VBZTNm0BH3MC2iBqLBfFZuNw5xxLaH2/j2i5Q6geuW2mLL1DLx9ruD4tt9hEOwH7R6D0Me6cN8lKt7ySgghhBSWJsxqWMAk5kPO+kVGHOJifkSN6tkvNeekh4bdf4atIBnJcvMV1/Xxv+6bNxi+VCZjcn3MuErq51RY1bGU9v9XQPD0MFxNR2BglezspCgmoW6OHoP7ofxFV7h7ueORSS90rN4VDn1NcenoPzj4SBstWuSqyhd2nqKso1TQRmWzytAOuYrLd+Q+vMpV0M+cuo0U7nfzGjXwQ/pzBD5P5n8UEyBdqI0GDeuhqG17pekpJnvIJiHC+2OLMNmrJiY49YW1IR/OQR2Gla3QaeCvsPj0CHefM3RZdxKb+9fI/pKDuiY01NS4xWYtmJd7PKeUR9swbfYl1Jq3CU6dxU9duMMTEYYIJS2lfPcrizaq/fgj9GtZoIaSL6LG39iObd62mDV7CCzyWxQhhBBSAum1aI8O6UF4EZZ9wRSGvsJrnY7oYJdPnUmYAe3GjVFfyQ0/uj4q95UbDFyViqtDMUnXKBnx35lgslq/uhY0uZrYp48fkSr6jPCwaIgUxSQTZyKea2FmfXUn/ja8AxpiiEMzvjtEbgI8P3QYRsMHIvtmrqJYNqPOgzHI8hrWLA5Bs/4NuEqiIdo69IP1TWccYS3RXEG+LOw8RVlHaVCxfU/8UjkIu51mY//dELyPCMDFrRvgC0uuWsvtd5ffMMzmA866eyCEb+2LYp7jeVwXjBzQWDKNLM/kaBiKsww3Lp+LxKSRfNIzMxWpqeInH5+y8k/cu3eIjQ1DqPh2vCgGD2/6IVSYDmF6Kj58SARS72PLn1sRzOVB6FRApfIaSAi8Aa/brxCfdYeiLH4wKY/oV68QJu4GlBqCKx7eCEvnGj/p0ilYpnjruH2Q7UTCTayeughPWy/HBsfmfANXgBfnvKRdifLk+Qg8VbJfIpHcrRJhMM5deYue/+sHKwU3R4Qhx+A0xxuttu6AY1M9PqqM9NgrLa8Ky6V0HtXTS0b81EJ8fOTOBYQQQr4r4muAZODHlVGv3BNjRybjotdLvjeCAEHnr4GNHo8e/OcvRXF+OO1+C+GyNkXKa5x2DUHHKf1QVUF9r3DXx+9QQS89q/Lic+6XneUHycvOkuETCzq/mjlYgOm1mcZc7oYzwcdAdsF5MKsFffbT9CPsfqSQq5uksYdrO7EKGiasbvthbOMd8duoCmKSl551mEHtTmzUot3M7ehutmBYbzbZ5ZncC8/iFy67MrRZx4LEb8Ck+bNpFWuwxa/4ly/FFMVySGOP13Rh7Zbcz14uN8/K9rZs5jVlb+UUdh5Vp49nRxzALGff5uYoaRRtG3f8z85hnapoiV+WYWp6Fsx+jgd7I/c2UsK97Wxow1qso+NWdsR1F1vwvxFs/uk3/AtLiezlxbVsYE0uz7Sexg7fj2DJb26ynaMbMjWNZmzCXm8WmhLKvPeOZ0201Jj1sE3saqCPwvSMe36R7Z/TnZmrgVVsP43tPX2DBcZxh/nJdtbbXI1pmdZlLboMZcuPrmMDjMBM24xje/0+MZb+grn83oAZih8g8OVEMqgZMptJx1kYv5r4q/NYCwMwozpNueWMZTvOrmX2GvqsxeT97M7jB+zojHbMAFVY7+XnWGBCHLsww4ZpwZx1He/E5s6dyw1O7K8pA5md9Vh2UvIyda48f/2mwv1KD9jA7CuZsAbdRrCpM6azcYMHs6l7ffkX5mUyWGJUELtxeCWbOm4m23X7PRfJLXf6JbIXF9ZklddDPhEs/VMQu7hOVl5d2YO3ybnKZUTh0ytYmuPjAjzYwu4mDBXtmdPJx0z2PjghhHwPxNeV71sae+PtxlY6WDDotWJT9p5nT2IKuBDE3Wbrhg1kf247wg6un8IGT9zLHsl9jSX92VbW01SPmbcazCZPm8LGj5vBtt58l+v6p8r18fskq+/IlBE3GHR0dLgY1z4TSN+SLFMm5xsAhR2Xl99vikimF33EG/9n+GTSGLZV+VZe7pgoArv6WWFtNXfcmFAOQREMlRs0RX3TXM8W4oPgF1URtvWMoS76F9fPx6Huz3YwkbUuFcVyEcWFIBxVUaNi1kyIfhYIQZ0GqKrgLq5YYedRdfrE134I0beBjZmSFX9DyrZN+OEFfANioFW9AWwtKuTtWyh4j+e+zxAFY9Rp1BDmX/JERYX0zC01KgAPgzNQtZEtqhoIEPnYF3HGzbj90OY2/g2Orz2DCmP+QCdpryGIBImIjXiKoyvPoPqmNejFb+/nEF/4harBolkTVEMw/IP1YN3ITMnTLhXI5/kfo5TslwDRQX4ICE+GumEVWNnUReXcN0a4svLwZijKVLWCda1KSrenSHlLUVklhBBSKOK6D1cn48eIykQJeP3gMaJ0LdG0URXkvgolhfvD70U8NEzroFFD87zvg6p4ffweyervsnxZMhsMqshqMJzA003d8mQSQr4c12g7PhG9r9jDc2dfVOSjEp/9sXN7IDpPH4paJa/tRgghpBQR132owUBKEll9XJYvS/FLzxnIyMiEID29wL5uhBQV0zFABtdo6NxrPGYvc8bGTRuwZtE0jJ3hCdN+DtRYIIQQQsh/Xil9wpCE4OtuOHLKF1HatdBhwBD0a2am5DNahHyZjy8vw+OsNwLCP0KkVwkWjTuhV49WqErPLgkhhBQDcd2HnjCQkkRWHy/9XZIIIYQQQv4DxHUfajCQkkRWH/8PdEkihBBCCCGE/H+jBgMhhBBCCCFEKWowEEIIIYQQQpSiBgMhhBBCCCFEKWowEEIIIYQQQpTK8ZUkQgghhBBCCBGjz6oSQgghhJQA4roPfVaVlCSy+jh9VpUQQgghhBBSIGowEEIIIYQQQpSiBgMhhBBCCCFEKWowEEIIIYQQQpSiBgMhhBBCCCFEKWowEEIIIYQQQpSiBgMhhBBCCCFEKWowEEIIIYQQQpT6ug2GlHD4uG/AysNPIP0n4r6t1NurMG7dPaTy42KKYqWTCJHnnLHaI4z7S5mCpimOZZQ8itL4Y9BF7F87FzNmr4bL3XcQ8vH/V8JQnNu0BseDimdt8vslSHiH0JAQhOQaQt8l5Nw3rkz6XjgOd49beP2RjynzVctvIv694YK1608h+KskBiGEkBJLpWtVAl7c8UdkgZWRJEQ+vo4zp87DP7q01Fy+va/YYEhF8L2T2L7gL+z3jSqwcin7V6flKYoVXRJubZ+DAAML6PIRxbFSSCjkKoWpeHZmFVZ4BnB/ceO5K10FTVMcyyiR8qbxx9urMW1/GrpNnYTOmacwufsobA34Gk1aIZITEpCcnsmPq0ZxOZDbL1E4XCc2QU0LC1jkGGqh0ZQTiOILn/DNccz8fRluJJVD+eRrmN1vOPY8TpL+mIe0/G6bPwv7HhSt/BZGYtBduG2ag3nHAhBXuMNDCCHkP6Tga1UCAj03YmLnJmg65gheKL38iBB9ewemDJmMnY/VYN2+MxqbqPO/kYJ8xQaDLmq164NWdbT58XwkXsGmLbeQwo9KKIp9iVQfuLg1w7BexnyAoyhW6iTgyFAt6LTbgPS6nWDfANjcXgdaI9yR3SgvaJriWEYJlTuNucr1yc1bkVinGYy1zdBtwQG4bXdE1+oq5NMvpWkJh0UrMcKmEOtSVg7k9kv4yhPeGIu/z17FLW9veEuGc1jarTLadmyHyuLzo/ANDs1dg5TBqzCzfxd0HTIfG0dlYu3MnXik8GQrLb+ti1p+C8nQugN+aVELmvw4IYSQ75BK1yp1/GA3DENbG0PE+FAeAgS7/4HefzyA3fztWDayHSwr0BWmML7yOwxqUC+wMZeEx/s249hb+XuYimJfJtXnEI7ZjkBfEz7AURQrfSqgx+Jz2NL2LdwvfUD8FTeEtdoErwU/ozw/RcHTFMcySqY8aSx4gWdPP0NbS4c75XDKWqHbkO6oZyD5tYRRXg7k9+tzig0m71qMkb92xE9t2qCNeKiVgNfBTdDNvrqkEi4M9YTb+R9gVb+cdAHc3pv/3AMtAlzg5qOsQ15Ry29RiNel9rVPUIQQQkoQ1a5VhjA2Lo8fTY2V3mRKerAJ4ybfRusV6zDMWo+PksL4ZtfjtNdeWOc4DAN+c8Tma5HSLg7CYHgsGooBc84i7PFprF3ujGOPAvPGAgRICfeB+/qZ+GPbXUTe3YvZIx3gMMoJ++99yNFdIvrcAgz56xQictRfUnHP5SjqDe+L7LaBXEwUhdv/OGPZ0mVYsdEVD6JFEEXdx9HNKyWx9cef4rNklte4tm89Vji7wCcqsnDzrNmCXVvWFG4dMapUwoSICbqDa5fvI1bXFMZ6CXh0yxv3X8bKHZeCpimOZeRDFI0Hh52xaMEcTB3viLUeQVw1UyYRQZ5bsXzhXEwfPx4z1nsgMJH/iZMUdpdL9xmYus0HCa89sd5xOAaPmgfXAO5ofX6OEyvGY/CAkXA6wh+/HOTTXYSIq7ux0vkY/D4I8PryZixfvgoH78Rz04kQ538Uq53mYN4cR4wbNwvbLofm7LcvfIc7+5dh9hwnzHKchkW7PXD1xk3cvOOLu5cPYOOK5djA7Zekh1ZiIC7udeaWvxmer/g+W6I4BF38G4smLcSxcP6ovzyDzSuWYdmynMPyDR4ISlFQNrK6TeXMz0ZNWsPWUPqLlAjvr13E3Xrd0LWa9HQqjIhApCAVaSly/X30qqKG+b8IeF5wlyNJ+Z06FA5DpuZffrlt/LI0I4QQ8r0qzLWqjJqSKq3wFVy46/uj1hMxqZMRHySF9U0aDGkh5+C8xw/ath1gy65g9rhV8ErgftCshi7TnTHN3gDl6nfHxKnj8Et9y7wxq0zEvA/B3SMbcdzzb2w4lYCabVvBNORv/N5vAva9zO5Ir2tcE/Vrm6Cs/J3RVF8cOmqFEf0r8wGOfEy9MlraWyLSZT72hxqhvok6F2qOX5sJ4LVoI56xGpDcgNa1RONKH/HRvD3sKlcp3DzVemOUQ53CrcO4wNu7nFQE+/kho9sKLGgSifdNnLCwczru+wbLdREpaJriWIYSXGPh0qIx2BjXAX8sWYn53QTYPWwQFl8Sd2RKgu+mEZhyqSqGL1iO9StGwuz6JNgP2YAH0tYTYqP/xa2DW3D6yglsdXkGvYY20AvYjHGO87F61QEEVmiJdlXfYt+EWdgXmOuFihzprg6zNkMwefzPqFtWCzU7jsOUKZPQ386Iq/cewIQ+u8EGLMCylevh1OYtVg13gnvWm1QfcWv5EEx/2ACTl6zAynn9oOY2Cg6LPREal4kqrVuizM0l2Ho1TNpgMKyL9k0zcHHJTtyIkG6TKD4W0QGe2LrvPqLSpCdCYZgfAjTaYMi4yZg6dSrGtFfD9Q1bcaeMOarpKSgbVnz3IEX5WZ7oA65euIv69l3BtxegXvEH/JARgEeP5RrY7DM+J4qQmpqC/F4bSAvxwtrdvtBu3BGNufL719iVyssvV1a/KM0IIYR8t77kWiUjeH4Srp6paGAWg+3jB6GrrRVs7CdiZ64bzKQAaWlp4h5fkkEgEEiG9PT0HINQKMwxZGRk5BhEIpHSITMzM3sQhrGdvfXZjyOOsLdCaSzVdylrrd+CLfJJlYyzjHC2q7cBs3Q8z5IZT0lsZy89Zjr0MHuXwYdCD7BBJhqs6fw7LEUaUijFewzTr7eORfDjYnljKcxnoR3Tqvsnu5zIh9Lus8V2GqzWpLMsXhKIY6cWLmUXZb8Xep6irENVn5nnmHLMcPRZ7i9lCpqmOJaRU5rfctbeehI7+4kPxF5hS3p3Z3M8Y1j6q+2sl3ELtvheGv8jd4TuLmTNNSqwXjtes3RxICOU7eipx8z/d5zFSqbIYKE7ejK9ioPYP2/5jBB7kA02NGIj3XMeNEXpzj6fYROqlWODXaRHWyw9cA8b1WMeu5AgHU/htrmNvh1beJfPVZ/PsamWFdmwI7KdyGAh23uxcpZT2TnxQRDnzZ46zGJKdn7NeL2FddOxZn9eycrBLPnqTFZP355teinZM5YW6MMeRMv24Sqb08KQVRu8j/E/S5abpxxwFO6XnIyoQ2xYrd5sRzC/bLH0ALb5l4pMq9EE5vaS2+i098zPZRyzgQEb8E80P1EukvWLy69rVplL81smKb9ZaaawrBYlzdJZwNoOzKDFYiaXHQgh5D9JXAcjCqh8rcpgYTt7MQMrrj4lf4Hk4hG7ezMdNTs27XQQk1y1PwewvUNqMJgPZ4fC5K6LJAdZ20Dmmzxh0C1XHuX4m+Vq5QxhgCSkpBStnadvZJS1LPVqP6N7Bz08C3wJuV4suQjw+NBRVBvZH1X4iOKYLpoM/A0dwtzgeiFGEknxv4kYs58Qf8Id599z2xt3E480mqNVVn/3ws5TlHWoqizaTT+Jk9PacX8pU9A0xbEMeSJE3vfB0x/MYCZ7d7ZiJ8w/5YUVvxgh6volXEk0ReUfNfgfuSNk0wqtaibgxq17fJqqQU2tDLT19bmjJ6YOo3IGUNc0gIEhnxG0y6KsngCCtAzpuISiNFZM03o09p1ZgEZvjmHTonlYcdQf8SIhhLIsqm4AQ8MMRL0Llz5B4LZBR0cL6kYVUEGVh0C8Mrn66Gtbt0Az8VMkUQROz5+KzYlDsGH1cNTO972sgvZLhJgrF+BT3x5dq8ttnGZ9TNxzEs6tI7FlRG/0d9yOO4HhCNGyg13jCvxEiikqv8n5lt+iphkhhJDv2hdcq6Qy8CE2FpnW7dCzqxUkvXXL1sfwORPRMeo4TlyOpqcMKvpm7zDIqJURV5oykanKc6UClUUl40pQL8NVxvhIHoJHOORqhuEOP/IBjqIYR7N2HwzuIcAp1zMIFUbB87wAPTZMRB+NM3A7HYLo64+g1aJljopyYecpyjpUVdaqIzrVzb+lUdA0xbGMbBlISkpGRmwcYvOU0AwkJCRAkJmG1FS5zKBuAhMTDQjT0/nKeREpSWOFhG/gMfc3OJ5UR9fpy7BgVCuYyTcEdFti9PyxyHBbik1e/gi4fwybT3zAbzNGoMkXf49XiFcuf2H6obKYsmkJ+pjLr1iBgvZLFIOrF++hQbeuqJZrUeqV22LK1jPw9rmC49t+h0GwH7R7DEIf63xbKDkUb/klhBBCcvqya5Ua9PX1oaFfFnpyNV7Nms3Q1CoTHxPiVerWRMRHspTLZEwusbkK6edUWNWxlPb/V0Dw9DBcTUdgYJXs2pOimIS6OXoM7ofyF13h7uWORya90LF6Vzj0NcWlo//g4CNttGiRqypf2HmKso5SSxuVzSpDO+QqLt+R+/gqV0E/c8oXP9SogR/SnyPweTL/g5gA6UJtNGhYD6rcS1BGaRqLyR68SYjw/tgiTPaqiQlOfWGd4+VhGXUYVrZCp4G/wuLTI9x9ztBl3Uls7l9D+oUGdU1oqKlxi8xaKC/3eF4pj7Zh2uxLqDVvE5w6V5LEhBFh4F99yCPf/eKIYq7gwr2G6Na1GrfVysXf2I5t3raYNXsILPKbkBBCCPlGCn+t0oR5I1tYhr7Eq098SEIL2rrGqFmzCn2+W0VfucHAVaG4OhOTdI2SEf+dCSar9atrQZNLvU8fPyJV9BnhYdEQKYpJJs5EfMyH7C/sxN+Gd0BDDHFoxnd9yE2A54cOw2j4QGTfuFUUy2bUeTAGWV7DmsUhaNa/AZexDNHWoR+sbzrjCGuJ5grq8oWdpyjrKK0qtu+JXyoHYbfTbOy/G4L3EQG4uHUDfGEJ0y6/YZjNB5x190AI/wRCFPMcz+O6YOSAxlxzQ0yah3I0FMVZiBuXz1Vi2ZF80jgzFamp4icfn7LyVNy7d4iNDUNoNFdLF8Xg4U0/hArTIUxPxYcPiUDqfWz5cyuCuXwJnQqoVF4DCYE34HX7FeIlCymLH0zKI/rVK4SJP2SUGoIrHt4IS+caP+ni36VYpngLuf2Q7UjCTayeughPWy/HBsfmfKNXgBfnvPBYvJw85SACT/PJu+LGT8yVi7hv0w1dqio/swpDjsFpjjdabd0Bx6b5fW5OeuwLXX75+QqXZuKnFuJjI7dsQggh362CrlXi64Vk4MdldFsOxZjmD3DULZC7okoJQ33xWGcohnYqyR+CL2G+3kvPn1jQ+dXMwQJMr8005nI3nAk+BrILzoNZLeizn6YfYfcjhVxdJI09XNuJVdAwYXXbD2Mb74jfPFUQk7z0rMMMandioxbtZm5Hd7MFw3qzyS7P5F54Fr9c2ZWhzToWJH5xNM2fTatYgy1+JfeSi6JYDmns8ZourN2S+9nL5eZZ2d6WzbyW480aOYWdR9Xp49kRBzDL2be5OUoDRdvLpcnZOaxTFS3xCzRMTc+C2c/xYG/4F3sT7m1nQxvWYh0dt7IjrrvYgv+NYPNPv5G+8MwS2cuLa9nAmlweaj2NHb4fwZLf3GQ7RzdkahrN2IS93iw0JZR57x3PmmipMethm9jVYO6IKknjuOcX2f453Zm5GljF9tPY3tM3WGAcN/mT7ay3uRrTMq3LWnQZypYfXccGGIGZthnH9vp9Yiz9BXP5vQEzFD9E4MuOZFAzZDaTjjPxO1TxV+exFgZgRnWacssYy3acXcvsNfRZi8n72b13XLmJ8mNHZ7RjBqjCei8/xwIT4tiFGTZMC+as63gnNnfuXG5wYn9NGcjsrMeyk5I3ynOVg+s388+7GW/Zwd8sWb89IdxRzy2DJUYFsRuHV7Kp42ayXbffK5hGPv0S2YsLa7LK7yGfCJb+KYhdXCcrv67sgeQF5txlNaJIaRYX4MEWdjdhqGjPnE4+ZrJ3wQkh5L9IfA0hiqhyrUpjb7zd2EoHCwa9VmzK3vPsSUzOqdL/Pcn+7NqFjVl7kB09sJpN+m0y2+tf6K/JfFdkdRuZMuIGg46ODhcDuMaC5L9lyuR8A6Cw4/Ly+00RyfSij3jj/wyfTBrDtirfiswdE0VgVz8rrK3mjhsTyiEogqFyg6aob5rr2UJ8EPyiKsK2njHURf/i+vk41P3ZDln/GriiWC6iuBCEoypqVMyaCdHPuJZqnQaoquRZVmHnUXX6xNd+CNG3gY2ZkhWXMMq2V/jhBXwDYqBVvQFsLSrk7C4jeI/nvs8QBWPUadQQ5l/6hEWFNM4tNSoAD4MzULWRLaoaCBD52Bdxxs24/dDmNv4Njq89gwpj/kAnaa8hiASJiI14iqMrz6D6pjXoxW3z5xBf+IWqwaJZE1RDMPyD9WDdyEzJ0y8VyZeDH6Py3y9RNJ7cfAkNm9aol5WveFz5eXgzFGWqWsG6ViWl21Sk/Kao/BJCCFFKXPfh6mT8GMmi4rVKJYJoPHvwFO/LmKFBs3owkX18hSgkq7/L8mXJbDCoIqvBcAJPN3UDVUvI18E15I5PRO8r9vDc2RcV+ajEZ3/s3B6IztOHolbpaM8RQggpAcR1H2owkJJEVh+X5ctS/NJzBjIyMiFIT8/TX42Q/09MxwAZXKOhc6/xmL3MGRs3bcCaRdMwdoYnTPs5UGOBEEIIIf8pCp8wiMnf6c9917+gcXn5/aaIatMnIfi6G46c8kWUdi10GDAE/ZqZ5fsVGEKK08eXl+Fx1hsB4R8h0qsEi8ad0KtHK1T9ouelhBBCvkfiug89YSAliaw+nm+XJDH5invuSnxB4/Ly+02Rwk5PCCGEEFKaies+1GAgJYmsPv4f6JJECCGEEEII+f9GDQZCCCGEEEKIUtRgIIQQQgghhChFDQZCCCGEEEKIUtRgIIQQQgghhCiV4ytJhBBCCCGEECJGn1UlhBBCCCkBxHUf+qwqKUlk9XH6rCohhBBCCCGkQNRgIIQQQgghhChFDQZCCCGEEEKIUtRgIIQQQgghhChFDQZCCCGEEEKIUtRgIIQQQgghhChFDQZCCCGEEEKIUtRgIIQQQgghhCj1dRsMKeHwcd+AlYefIPufiPt2Um+vwrh195DKj4spipVOIkSec8ZqjzDuL2UKmqY4llHyFUuac3n7XiHydonPZ8JQnNu0BseDhHzgG+COqe+F43D3uIXXH/lYFiE+BF6Hh/txeN35F3l+ziLEx6hQhISESIfQCMQpPehJiHx8HWdOnYd/dHZuFiS8Q6hsfrkh9F0Ct3SZwqyH81XPhYn494YL1q4/heBvmJyEEFJkSWHwPX8cbscvwC88hQ9KqXaO5uR7TSEFKZYGg2r/OmEqgu+dxPYFf2G/b1SBlUv5f3VaRlGs6JJwa/scBBhYQJePKI6VQkIhV0hS8ezMKqzwDOD+4sZzVxQKmqY4llEqFEeap+Jf39PYsXC2Snm7JOazvGVLiOSEBCSnZ/LjX5fwzXHM/H0ZbiSVQ/nka5jdbzj2PE7if43Hbef+aNGsO4aMGoiebRvjp6G74P+Z/1mOKOwIJjazhIWFhWSw+nUdHuSpyIsQfXsHpgyZjJ2P1WDdvjMam6jzP4XDdWIT1OTnzx5qodGUE4jiE1u19chIz4Xb5s/CvgdFOxcWRmLQXbhtmoN5xwIQ922SkxBCikwYchyOPUbjYKQeKum8we5h3THTI1x67lTxHJ3/NYWo4is+YdBFrXZ90KqONj+ej8Qr2LTlFnK0IRXFvkSqD1zcmmFYL2M+wFEUK3UScGSoFnTabUB63U6wbwBsbq8DrRHucndhC5qmOJZRShRLmuuiZpteaFFbhbwtVtLymaKypWkJh0UrMcJGxX0qTsI3ODR3DVIGr8LM/l3Qdch8bByVibUzd+IRV3cWPDqAvUGdsPfZByS+f41zy9oj+dgcOP39jGvmyEuB36lXsPv7Ory9vSXDzeNO6GrE/ywhQLD7H+j9xwPYzd+OZSPbwbKCJv8btymvPOGNsfj77FXc4pfh7X0OS7tVRtuO7VBZ0q5QZT3ypOfC1kU9FxaSoXUH/NKiFrL3ihBCSosU3Nq+CCctxmLJmO7o+Os4zB1cHnuW75PclFHpHF3ANYWo5iu/w6AGdf7GnXJJeLxvM469lb/vpij2ZVJ9DuGY7Qj0NeEDHEWx0qcCeiw+hy1t38L90gfEX3FDWKtN8FrwM8rzUxQ8TXEso3QovjTn8raKpalk5bPiL1tfShjqCbfzP8Cqfjk+og7zn3ugRYAL3HySEBdTHUNXTUWHGmWhbmAB+xmr4dghA/d8H0P+IYMo6hwuCTvjd/s2aNNGOrSwMuaWli3pwSaMm3wbrVeswzBrPT6a7XOKDSbvWoyRv3bET/wy2tRKwOvgJuhmX11SCVdlPXkV9VxYFOJ1qX3tkz0hhBSDJISHh+Jzwkck8qdCTQ01sJQUpDLVztH5X1Py6ztK5H2za0jaay+scxyGAb85YvO1SOmjJWEwPBYNxYA5ZxH2+DTWLnfGsUeBeWMBAqSE+8B9/Uz8se0uIu/uxeyRDnAY5YT99z7keMQffW4Bhvx1ChE5rrmpuOdyFPWG90V2nU0uJorC7X+csWzpMqzY6IoH0SKuUnAfRzevlMTWH38qrZikvsa1feuxwtkFPlGRhZtnzRbs2rKmcOuIUaXiIERM0B1cu3wfsbqmMNZLwKNb3rj/MlbuuBQ0TXEsoxBE0Xhw2BmLFszB1PGOWOsRxJ0i5CUiyHMrli+ci+njx2PGeg8EJvI/cZLC7nJ5YQambvNBwmtPrHccjsGj5sE1gDuCn5/jxIrxGDxgJJyO8Mc0S+58IEKc/1GsdpqDeXMcMW7cLGy7HCrXx1yEdzd3YN6MWZg9czpm/DUDzh6Ku5SI3t3GP87LsZyriO52v4uwrFvfivKeAOE392Hlgnlw+mMiHJdvhvPc7fCW3Fb+jJdXD2DjiuXYwB0XyWISA3FxrzOWc9N5vuIXLAjFtb9XY8ncqfh99CxsvxpW8HYrKm9c2YIoDkEX/8aiSQtxLFx+71RPh4//XsDGaVz5HjIZGy5HSLdbRcKICEQKUpGWItd/Rq8qapj/i4DnMTCx74vOlfi4mGYVVK9eAT9UKA8tPiQ+pgGHdmKT83jY9xqLxf/c4ZbJ/yQjfAWX5avwqPVETOqk+HGAUZPWsDXkRyREeH/tIu7W64au1cSXIhXWUwDJuXDqUDgMmZr/uZBLm6LndUIIKY3KoVHjZsjw2ohlx4IhEP6Lsxdeod3YIWipp8o5uqBriirdiInYN2kwpIWcg/MeP2jbdoAtu4LZ41bBK4H7QbMaukx3xjR7A5Sr3x0Tp47DL/Ut88asMhHzPgR3j2zEcc+/seFUAmq2bQXTkL/xe78J2Pcyu3qia1wT9WuboKz83bxUXxw6aoUR/SvzAY58TL0yWtpbItJlPvaHGqG+iToXao5fmwngtWgjnrEaMBDPo2uJxpU+4qN5e9hVrlK4ear1xiiHOoVbh3GBtyQ5qQj280NGtxVY0CQS75s4YWHndNz3DZbr1lDQNMWxDBVxjYVLi8ZgY1wH/LFkJeZ3E2D3sEFYfEnWsSkJvptGYMqlqhi+YDnWrxgJs+uTYD9kAx5IW1SIjf4Xtw5uwekrJ7DV5Rn0GtpAL2AzxjnOx+pVBxBYoSXaVX2LfRNmYV+gXNU1Vz4QBh/AhD67wQYswLKV6+HU5i1WDXeCe6T0dCIKdcGMeS/Q8q81WLV2LvqUC8LDd2mS3/LQFOKN/xtUaDcEowa0An/eyrNOcYUz8ADXSDhVDg5zuMbj2r/QOnQb/tr3GLGSc5sB6rRtiTI3l2Ar1wiQbL1hXbRvmoGLS3biRgQXEYXhxIxp8KgwCHOWr8AU6wAscBiCld7S2rzS7VZU3qy0IYqPRXSAJ7buu4+oNNkJVpV0CJakw6mLR7Bqpx90mnSBXZnrXPleDq848TSqUa/4A37ICMCjx3KNf/YZnxNFSE1NQZ5u+MIIvAkrj+7dW6EsHxI/xlZvMALLZw2CbZkH2Da6KzoO3oi78fzPHMHzk3D1TEUDsxhsHz8IXW2tYGM/ETtz3XTIQfQBVy/cRX37rnyaFrye/KSFeGHtbl9oN+6Ixty58K+xK5WfC7nzXpHzOiGElErasB27FE5tY7F33ECMmrwaTzvsxt5JjaDwHcA85+giXFOIYmlpaeI3liWDQCDIGtLT07MGoVCYY8jIyMgziEQihUNmZmb2IAxjO3vrsx9HHGFvhdJYqu9S1lq/BVvkkyoZZxnhbFdvA2bpeJ4lM56S2M5eesx06GH2LoMPhR5gg0w0WNP5d1iKNKRQivcYpl9vHYvgx8XyxlKYz0I7plX3T3Y5kQ+l3WeL7TRYrUlnWbwkEMdOLVzKLsp+L/Q8RVmHqj4zzzHlmOHos9xfyhQ0TXEsI39pfstZe+tJ7OwnPhB7hS3p3Z3N8YyRjKa/2s56Gbdgi++lScbFUu4uZM01KrBeO16zdHEgI5Tt6KnHzP93nMVKpshgoTt6Mr2Kg9g/b/nMEXuQDTY0YiPdsw9k7jRPD9zDRvWYxy4kSMdTuG1ro2/HFt6V5qaUG7OZjVkvtuUpv4zYc+zwqXBubRy5PPop1IutmbWaeYVIti6H3OvMePM3G1B7MDsoy8Sc+IODmYHpGHZSdkDFeb2nDrOYkp3/M15vYd10rNmfV5JZis9C1qrBeObywJ/5+/szv1MzmJ2OBqs52VOSJqpud1bZ4iRfncnq6duzTS+l+1CYdPhxhCuL4ncn7f4S1kKvCZt/J78SmUt6ANv8S0Wm1WgCc3vJ7UHae+bnMo7ZwIAN+CeanyhbovdC1n3wXsZvqgKJLNBtCmteQZ81nXODGxPLYBG7ezMdNTs27XQQk2S/zwFs75AaDObD2aGw7PSQlxF1iA2r1ZvtCFb0u6L1KCE57uJzoWvW+SvNb5nkXJh1jBWlTZHyejoLWNuBGbRYzOSSjxBSgojrYES5ZN9VrNuPhgw6tZnDBm8WrfgUrfgcXchrCpGStQ1kvskTBt1y5VGOv1muVs4QBkhCSkrRHgrpGxllLUu92s/o3kEPzwJfQq6nRC4CPD50FNVG9kcVPqI4posmA39DhzA3uF6IkURS/G8ixuwnxJ9wx/n33PbG3cQjjeZoJXkUIFbYeYqyDlWVRbvpJ3FyWju5u665FTRNcSwjPyJE3vfB0x/MYCZ7/7NiJ8w/5YUVv4j7nIgQdf0SriSaovKPGtLfObo2rdCqZgJu3LrHp7Ma1NTKQFtfn7/joA6jcgZQ1zSAgSGfObTLoqyeAIK0DOm4gjTXtB6NfWcWoNGbY9i0aB5WHPVHvEgIIZ81dZv0we/NHuPP9j9hgNM+3EpqjyG9zXP0VU8POwvHEUdhNP5PdK8ue6wgk3udIsTcvIirRlaobZS9FA2NwhRLEd75P8TzzCS8DXiCJ0+eIOBjPUzYsQcLf7WQbJsq251bmRx93guXDuLyLTvsGhUrwKhMKlLFnU1VpVkfE/echHPrSGwZ0Rv9HbfjTmA4QrTsYNe4Aj8R77Mvdv8di9+WDEft3Ic7iwGsB6zClhlN8e/5C/CXdFnNwIfYWGRat0PPrlaQPNEuWx/D50xEx6jjOHE5mtvr3Lj0unIBPvXt0bW6oqOnaD35U3QuTM73XFiUvE4IIaWX4IULHBe9xehr17Crbxl4TBuI3zf75uq6LKbkHF2YawpR6pu9wyCjVkZcMclEZrE8EyqLSsaVoF6Gq/DwkTwEj3DI1QzDHX7kAxxFMY5m7T4Y3EOAU65nECqMgud5AXpsmIg+GmfgdjoE0dcfQatFyxwV5cLOU5R1qKqsVUd0qpt/S6OgaYpjGcplICkpGRmxcYhVWEfKQEJCAgSZaVyFUy6DqJvAxEQDwvT0QvWNz0FRmgvfwGPub3A8qY6u05dhwahWMJOvF5a1w1S3W7i8ugsEp6ehXfOfMceT/7QbT8OgHHQTPbBm0RG8yt2XPc86MxATHY00Lrcqza8Fkh7DTGFF2AwYiZEjs4dh9tbSSqUK252/L0mHou2ZeuW2mLL1DLx9ruD4tt9hEOwH7R6D0MdarlUgioDXuoPA/xZjSC2lrQWeHhp2/xm2gmQkS3ZcDfpcpVtDvyz05M6CmjWboalVJj4mxOd9TC2KwdWL99CgW1dUU9RekMi9HtUV77mQEEL+A0QhOLRwLl63+R2/1m6CsTuPYE0P4PxK51zv2HHyOUerdE0h+frmDYYvlcmY3IWdqzx9ToVVHUsoq74Knh6Gq+kIDKySnZsUxSTUzdFjcD+Uv+gKdy93PDLphY7Vu8KhrykuHf0HBx9po0WLXFX5ws5TlHX8Z2ijslllaIdcxeU7ch9j5SruZ07dRgr3u3mNGvgh/TkCnyfzP4oJkC7URoOG9VDUewN501yE98cWYbJXTUxw6gvrHC9RSYnevUFIelW0Hb0WHneuYL3dC6xfug++cneS1YzaYvGeJahz9U+MW+0N+a7sedepgfLlyoG9DsSLuHxql+qa0FBTA5M8HZQnHteGiakptEIv49yND9KwmCgcnqe9Je+TqLLd+fv/SwdVxN/Yjm3etpg1ewgsspIrGjc2rIVv05n4o01FPvgZ8fH57JQwA9qNG6O+pBWlCfNGtrAMfYlXnyS/8rSgrWuMmjWr5PkMqSjmCi7ca4huXavl+3Qm53oIIYQUWepT+N5NhHlVC+5KxDFojLGzRqFR8isEh6dLJpFR9Ryt8JpCCvSVGwxclYer47Ac/9Cb+O9MMFmtX10LmtyV+tPHj0gVfUZ4WDREimKSiTMRH/Mh+7FU/G14BzTEEIdm/OP63AR4fugwjIYPhHlWJlEUy2bUeTAGWV7DmsUhaNa/AVeJMERbh36wvumMI6wlmiuoyxd2nqKs47+iYvue+KVyEHY7zcb+uyF4HxGAi1s3wBeWkpODUZffMMzmA866eyCEr1OLYp7jeVwXjBzQWHoC4fNVjsajOFtx4/I5TUwaUZTmmYh79w6xsWEIjRa/SByDhzf9ECpMhzA9FR8+JELw/BC2ngqR5r0KjdG3e3PoZN1Aly45M5NBt8lkbN06APHOYzHjSDB/913ROtVh1qYDfhKexoalJ/BS8rZ4PJ69zP1VobL4waQ8ol+9Qpj4qUVqCK54eCMsnauwc+fLSh1+xa+VX2HPH6Ox9KQf3kS+xq29G+GTXl1yfPLdbiVli3H7If6f7G63aukgvTueb/kuJGHIMTjN8UarrTvg2JT/7KnoPa6vnoDVIXVQL90PHidP4uSxQ9jm9Bf2PpZ2wxHF+eG0+y2Eyw5kymucdg1Bxyn9UJU//roth2JM8wc46hbIpY6UMNQXj3WGYmin3B8HFj/qvoj7Nt3QRbYAjirrUYw7utyhKfS5kJ9P9bwuJk4XcVoWPR0IIeSb0K6D+o208fpVIGS3g9S0tKBt2ggNa2V/F0/ZOTo3hdcUopqv99LzJxZ0fjVzsADTazONudwNZ4KPgeyC82BWC/rsp+lH2P1IIXf9TGMP13ZiFTRMWN32w9jGO+I3UBXExC+C9tJhBrU7sVGLdjO3o7vZgmG92WSXZ3IvPItfCOzK0GYdCxK/EJnmz6ZVrMEWv5J7GUZRLIc09nhNF9Zuyf3s5XLzrGxvy2Zek39NVF5h51F1+nh2xAHMcvZtbo7SKvc+cGl0dg7rVEVL/EINU9OzYPZzPNgbuRdYE+5tZ0Mb1mIdHbeyI6672IL/jWDzT7+RvmjLEtnLi2vZwJpcvmo9jR2+H8GS39xkO0c3ZGoazdiEvd4sNCWUee8dz5poqTHrYZvY1UAfhWme9mQ7622uxrRM67IWXYay5UfXsQFGYKZtxrG9fp9Y8oU/WJ1KTdjwZXvZUddtbEqP7mzGyRBuDxLZi0tr2aBaakxfvA0PIlhahBf7o7EGQ8VWbOKW0+xhqK+SfJbI/HcPZfX0wPSrNGBtes9g+1cNyPnSMyf+6jzWwgDMqE5TbtvGsh1n1zJ7DX3WYvJ+du+dQHIMO5vrSI+hhjFrOfUYC+aPofLtFstbtjKi/NjRGe2YAaqw3svPsUD+JfAC04E7BgNqcOnQypG53Itg6Z+CuPI9iNXky/cD2Uu5BeKOaFQQu3F4JZs6bibbdfs9v61i8ezGko7MVEN6zpIftGxms+t8cUl/tpX1NNVj5q0Gs8nTprDx42awrTffyS1HKv3fk+zPrl3YmLUH2dEDq9mk3yazvf4KXlfOeMsO/mbJ+u2RHTcp1daTO89z+eXCmqxz4SEf6bG6uE52LnTlj1XutIkofF4PTmFxAR5sYXcTLi/aM6eTj5W+LEgI+XbE5zCi2Ocne9n/2rRjv68+yNwObWRTevViM44H89cenpJztFR+1xSijOzaKlNG3GDQ0dHhYgDXUJD8V6xMmey+x/J/i+UeF1MUE1MWV0Yyvegj3vg/wyeTxrCtKrurmCsmisCuflZYW80dNyaUQ1AEQ+UGTVHfNNezhfgg+EVVhG09Y6iL/sX183Go+7MdTGQNUEWxXERxIQhHVdSomDUTop8FQlCnAapq8qFcCjuPqtMnvvZDiL4NbMyUrLgUULQPwg8v4BsQA63qDWBrUSHv40TBezz3fYYoGKNOo4Yw/5KnLvmkeWpUAB4GZ6BqI1tUNRAg8rEv4oybcduqDVEMl0YiTaSGvkJkii6qN2yK2pVUTIcC8tnn8Ed4HFIG1Zs1QnmPofhxuh7+eb0bfeT283OIL/xC1WDRrAmqIRj+wXqwbmSW9TRNGPcKDx+HI8OkHprUr5wVL3C7FZU3ZYozHZThyvbDm6EoU9UK1rUqKXlaWLCkcH/4vYiHhmkdNGporvw9IEE0nj14ivdlzNCgWT2YSB+X5CSKxpObL6Fh0xr1ssqolCrrKXK5LUzaEEJKLXHdh6uT8WMkj9T3CPR/jsh0A1jY2KKWUa5zaT7n6OK6pnxvZPV3Wb4smQ0GVWQ1GE7g6aZuoEsp+a/47Kq4wUAIIeS/SVz3oQYDKUlk9fH/QIMhBNt61cUqczcE7ehZpK8IEVISxRwYgBp/6mF/yAEMUPDydan1/gmuP4mCQOk1sQzKVm2GNnUV/6vLhBDyXyWu+1CDgZQksvp4KW8wJCH4uhuOnPJFlHYtdBgwBP2ameX/5RJCSgFB6G24HjmGe+EaqNGmPwYPblnAy7OlR8oFR9j22oxXOT9sIUcPLRddw/WFzfmXqAkh5PsgrvtQg4GUJLL6eOl/wkAIIYQQ8h8grvtQg4GUJLL6uCxflvp/h4EQQgghhBDy/4caDIQQQgghhBClVGow5H5MRo/NCCGEEEII+T7QEwZCCCGEEEKIUtRgIIQQQgghhCiV4ytJhBBCCCGEECJWqM+qihV2XEZZXJnCTk8IIYQQUpqJ6z70figpSWT1cfqsKiGEEEIIIaRA1GAghBBCCCGEKEUNBkIIIYQQQohS1GAghBBCCCGEKEUNBkIIIYQQQohS1GAghBBCCCGEKEUNBkIIIYQQQohS1GAghBBCCCGEKPV1Gwwp4fBx34CVh58g+5+I+3ZSb6/CuHX3kMqPiymKlU4iRJ5zxmqPMO4vZQqapjiWUbIoS9+PQRexf+1czJi9Gi5330HIx/9fCUNxbtMaHA8qnrXJ75sg4R1CQ0IQkmsIfZeg+r6VqPKagBd3/BFZGjIZIYSQ4pUUBt/zx+F2/AL8wlP4oAIpL3Dl5G2EKbzQCfExKjT7mhgagbjSX9n7ar5igyEVwfdOYvuCv7DfN6rAyqX8vzotoyhWdEm4tX0OAgwsoMtHFMdKIaGQKxapeHZmFVZ4BnB/ceO5C09B0xTHMkocxen78fZqTNufhm5TJ6Fz5ilM7j4KWwO+RhVZiOSEBCSnZ/LjqlFcDuT2TRQO14lNUNPCAhY5hlpoNOUEolSqdEvL67b5s7DvQdHKa/FIQKDnRkzs3ARNxxzBi6+RLIQQQkoMYchxOPYYjYOReqik8wa7h3XHTI9wBdelFPhtnYyBs9zxXMG1QhR2BBObWWZdE61+XYcH1GBQ2VdsMOiiVrs+aFVHmx/PR+IVbNpyi0t6OYpiXyLVBy5uzTCslzEf4CiKlToJODJUCzrtNiC9bifYNwA2t9eB1gh3fOSnKHia4lhGCaQofbnK9cnNW5FYpxmMtc3QbcEBuG13RNfqKuTTL6VpCYdFKzHCphDrUlYO5PZN+MoT3hiLv89exS1vb3hLhnNY2q0y2nZsh8rq/Dz5kpbX1kUtr8VGHT/YDcPQ1sYQSf91ekIIId+NFNzavggnLcZiyZju6PjrOMwdXB57lu/LU9kXPP0HLpc/IEXhtYJrTJx6Bbu/r/PXRG/cPO6Erkb8z6RAX/kdBjWoF1hZScLjfZtx7K1821FR7Muk+hzCMdsR6GvCBziKYqVPBfRYfA5b2r6F+6UPiL/ihrBWm+C14GeU56coeJriWEbJozB9BS/w7OlnaGvpcFVTTlkrdBvSHfUMJL+WMMrLgfy+fU6xweRdizHy1474qU0btBEPtRLwOrgJutlXhyY/T8GKWl6LkyGMjcvjR1PjQmw3IYSQ/4YkhIeH4nPCRyTylxlNDTWwlBSkyjcMBIE4eOQzuvazghYfkieKOodLws743Z6/JnJDCytj6XWfqER93rx5i5YtWyYZmT9/vuS/YmXKlOH/kirsuEyOOEvEw2PbcLfcAIys+RLblyzFxkM3EVWhAZrWMISaMBhnlk7A2MVnEK1RFsK3L/DBoDyCd03KGavQBDUEvjj192bs8S+L+hkXsWL+SuzyeIxk04ZoWEU/qyUUfW4Bxu79CLuO1iiX1TxKxe0lQ/Go2y782VxWM5SLNU3CbZddOHj2Gm4/egvtGnVh+tkX7vtdcPrSTfh9KI/6dU2gnfoa11z+gevVYGjUqIiwk7tVn+eyHwL9b+LCpeuqr6NWfZjrF9TGEyLS2wV7Dl7Hx4o18IP2JwQGREG3Tiu0tarAH5eCpimOZeRDFI0Hrjux5/hZnHQ7i2ei6rCxqsQX8kQEee7B7sMeOO12DJdfiVClnhUq8Te6k8Lu4vS+Tdjlb4AWFZ5gx5Jl2Oz+EMKazdBALxgn1i3A0i3H4S+0gF0D7vhJZ+PkTnMRIq7uxXa3y7h17RGi1TXxIfAeQtXrwqaqFuL83bFly2FcuHIWbseuI1zHEjY1y0NDujBu99/hzsFN2O5+AZfOeuJOhACiz9GIePsB715exgk3L/jEV0JTbr/UEwNxkUtDt/N+SDRtjNoVuVOUKA5Bl12xbYMHPjRoi3pc5hS+PINtu7l9vnkLt25lD94PE1DJRgN3l4/PUw7qmYi3KOe+6ZpVReUcDwZEeH9mPZZ8aI+FY5rDSNUzpLi8ukvL66haXHldvAQbXG7gvVx59Viad5uqpT0oYhopw5Dofwzb7xlh4LiusKCWAyHkP2bx4sVYtGgRP0aycde4N9fx9+6rSKhtD/s68XBfvR3pfRdiWhtT/kaSEK9c1uNew4nolXYeW26VRf8JP8Myq+UgwNOd0zHJ+QjO3Q7A23Qj1LKuCsOsCzpRRJwnxWT5Uo0xxc/5lcULS9Fy0kLOwXmPH7RtO8CWXcHscavglcD9oFkNXaY7Y5q9AcrV746JU8fhl/qWeWNWmYh5H4K7RzbiuOff2HAqATXbtoJpyN/4vd8E7HuZ3ZFe17gm6tc2QVn5SlKqLw4dtcKI/pX5AEc+pl4ZLe0tEekyH/tDjVDfRJ0LNcevzQTwWrQRz1gNSJoZupZoXOkjPpq3h13lKoWbp1pvjHKoU7h1GKtS00tFsJ8fMrqtwIImkXjfxAkLO6fjvm+wXJeRgqYpjmUowTUWLi0ag41xHfDHkpWY302A3cMGYfElcUemJPhuGoEpl6pi+ILlWL9iJMyuT4L9kA148Fk8cypio//FrYNbcPrKCWx1eQa9hjbQC9iMcY7zsXrVAQRWaIl2Vd9i34RZ2Bco90JFnjRXh1mbIZg8/mfULauFmh3HYcqUSehvZwRh8AFM6LMbbMACLFu5Hk5t3mLVcCe4Z71x+xG3lg/B9IcNMHnJCqyc1w9qbqPgsNgToXGZqNK6JcrcXIKtV8O40xjHsC7aN83AxSU7cSNCuk2i+FhEB3hi6777iEqTvsMgDPNDgEYbDBk3GVOnTsWY9mq4vmEr7pQxRzU9BWXDiq9qK8rP8kQfcPXCXdS374pqRahsp4V4Ye1uX2g37ojGXHn9a+xK5eWVK5tFTiNCCCEkB23Yjl0Kp7ax2DtuIEZNXo2nHXZj76RGWe8iCt+4YW9wS4zubAzFt65ToN5gBJbPGgTbMg+wbXRXdBy8EXfj+Z+JalJTJQ91JINAIMgxpKenZw1CoTDHkJGRkWMQiURKh8zMTOkgDGM7e+uzH0ccYW+F0liq71LWWr8FW+STKhlnGeFsV28DZul4niVzrQ0JJbGdvfSY6dDD7F0GHwo9wAaZaLCm8++wFGlIoRTvMUy/3joWwY+L5Y2lMJ+Fdkyr7p/sciIfSrvPFttpsFqTzrJ4SSCOnVq4lF2U/V7oeYqyDlV9Zp5jyjHD0We5v5QpaJriWEZOaX7LWXvrSezsJz4Qe4Ut6d2dzfGMYemvtrNexi3Y4ntp/I/cEbq7kDXXqMB67XjN0sWBjFC2o6ceM//fcRYrmSKDhe7oyfQqDmL/vOUzQuxBNtjQiI10zz5oitJc4vMZNqFaOTbYRXq0xdID97BRPeaxCwnS8RRum9vo27GFd/lc9fkcm2pZkQ07ItuJDBayvRcrZzmVnRMfBHHe7KnDLKZk59eM11tYNx1r9ueVrBzMkq/OZPX07dmml5I9Y2mBPuxBtGwfrrI5LQxZtcH7GP+zZLl5ygFH6b7xMqIOsWG1erMdwfyyVSVZn7i8umaVsTS/ZZLympVGCstm0dJIuQwWtrMXM7Diyon8jhNCyH+EuA5GlEv2XcW6/WjIoFObOWzwZrJLJcsIY26zZrBDb6SBmP0DmKHFFOaltEKSyALdprDmFfRZ0zk3uDGijKxtIFNQ/5b/F7rlyqMcf7NcrZwhDJCElJSi9YHWNzLKWpZ6tZ/RvYMengW+RKI0pIAAjw8dRbWR/VGFjyiO6aLJwN/QIcwNrhdiJJEU/5uIMfsJ8Sfccf49t71xN/FIozlayXo1FXqeoqxDVWXRbvpJnJzWjvtLmYKmKY5lyBMh8r4Pnv5gBjNZP5SKnTD/lBdW/GKEqOuXcCXRFJV/zH5OqGvTCq1qJuDGrXt8mqpBTa0MtPX1+bsL6jAqZwB1TQMYGPIZQbssyuoJIEjLkI4rTF/lNK1HY9+ZBWj05hg2LZqHFUf9ES8SQijLouoGMDTMQNS7cOkTBG4bdHS0oG5UARVUeQjEK6PO7Qv/t5i2dQs0Ez9FEkXg9Pyp2Jw4BBtWD0ftfJ8KFLRvIsRcuQCf+vboWr0QGydHUXlNzre8FiWNCCGEkLwEL1zguOgtRl+7hl19y8Bj2kD8vtmXuxKJ8O7sdtyu9T8MqKHq9c0A1gNWYcuMpvj3/AX401eSVPZNGgzy1MqIK02ZyCzclyWVKItKxpWgXoarjPGRPASPcMjVDMMdfuQDHEUxjmbtPhjcQ4BTrmcQKoyC53kBemyYiD4aZ+B2OgTR1x9Bq0XLHBXlws5TlHWoqqxVR3Sqm39Lo6BpimMZ2TKQlJSMjNg4xOapb2YgISEBgsw0pKbKZQZ1E5iYaECYns5XzotASfoqJXwDj7m/wfGkOrpOX4YFo1rBTP5cpNsSo+ePRYbbUmzy8kfA/WPYfOIDfpsxAk2++Hu84r6Yf2H6obKYsmkJ+pgXcBIsaN9EMbh68R4adOuKaqqeT/NRvOWVEEIIyYcoBIcWzsXrNr/j19pNMHbnEazpAZxf6YxjIaHwOHAAJ517o4GVFay4oc38C0gMP4wJTRtg4LbnSuoNemjY/WfYCpKRnN+9L5LDN28wfKlMxrjqiwxXIf2cCqs6ltL+/woInh6Gq+kIDKySXXtSFJNQN0ePwf1Q/qIr3L3c8cikFzpW7wqHvqa4dPQfHHykjRYtclXlCztPUdZRammjslllaIdcxeU7ch9f5SroZ0754ocaNfBD+nMEPk/mfxATIF2ojQYN66ECHykspekrI3vwJiHC+2OLMNmrJiY49YW1IR/OQR2Gla3QaeCvsPj0CHefM3RZdxKb+9eQvoClrgkNNTVukVkL5eUezyvl0TZMm30JteZtglPnSpKYMCIM/KsPeRS0b6KYK7hwryG6da3GbTUhhBBSiqQ+he/dRJhXtZB+IMOgMcbOGoVGya8Q/NYIfdZcwNmjrnB1lQ5/T/0J+pV7YP5BFyzuU0351/WEGdBu3Bj1v/gm3/fjKzcYuCoUV2diOV6EFv+dCSar9atrQZNL4U8fPyJV9BnhYdEQKYpJJs5EfMwHJEn+5sTfhndAQwxxaMZ3hchNgOeHDsNo+EBk37hVFMtm1HkwBllew5rFIWjWvwGX+QzR1qEfrG864whrieYK6vKFnaco6yitKrbviV8qB2G302zsvxuC9xEBuLh1A3xhCdMuv2GYzQecdfdACN/qF8U8x/O4Lhg5oDH/NR1pHsrRUBRnIW5cPleJSSP5py8yU5GaKn7y8SkrT8W9e4fY2DCERnO1dFEMHt70Q6gwHcL0VHz4kMidwO5jy59bEczlS+hUQKXyGkgIvAGv268QL1lIWfxgUh7Rr14hTPyPx6SG4IqHN8LSucZPuvh3KZYp3kJuP2Q7knATq6cuwtPWy7HBsTnf6BXgxTkvPBYvJ085iMDT/PaN26OYKxdx36YbulQtSnNBeqwLXV75+VRPo4JlcgdJMvDjhBBCvgPadVC/kTZevwqErPeQmpYWtE0boWEtQ5jWbgRbW9usoU4lfahrGsKsbiNYmUkrT6I4P5x2v4Vw2Y23lNc47RqCjlP6oUiXxu/UV2wwfMbLK264FpCMqEdXcOpeJISJL3DVwwevkiPw4OIZ+L4T17bKw8bODsLDf6Bt50k49VYb6gpjUpmPDsJp8R64u+3Bwj/2INPRGROy/iEsEcJ22qPMT+vxQpxRBIE4dLg8hg+Qu9uqKCZPrzkG/tYF9fsOwc/89/t1m/XHgPbW6NKlheKuQoWdR+XpE+A6oAxqz7nDVSNLg7zbq16lPxZt/hPN3u/H6NYW+NGqNzZ86ILffzWBeoXOcNq1Hh2fL8PoP7fB9ehuLFl8E7XXrMf/rMT3CT7j1VV3XH+WjPf+l3HmQSRSQm7hyPUAJMc9wRW32whLDcNtt0vwj0/Fk8uHcC3okdL0jQ+8hAOr/sHVuGTcdd+MAx43ERSviVpd+6GbmhvGtmqElj//iWtGTdG47HO4LHTCmXBuRo3ysKidgVN/DkK/fv2kQ9+++LVdM3R0PIFwUVm0HfA7Gt79A21smqFlr1UIqdMMVdVi4HvOHfejRBC9f4iz5+4jLDkQN09eQdDHeFxc4YhVtw1R1zgcrkvnYd68uZg9dQRGb3oCaU//XOUgJASu+eVdUTSuXHwAm25dFJwUC8pL0vJ6VVJeL8uV17vS8npBWXkV4t/CptG/+XUiFSDk9gkcvf4cyZH34el6AU8/8K1JQggh/22aVhi5fAXqX52NyWtc4H54E2au8EfrNfPQ11ThlS+PzPf3sd/xZ7RpPwRTpk/FhOm7Edt7KaZlfVafqKKM+CtJurrS+/ECQc6qg/y/oVDUf4dBLL/fcpNMK/qIN/7P8MmkMWyr6kl/yB0TRWBXPyusreaOGxPKISiCoXKDpqhvmuvZQnwQ/KIqwraeMdRF/+L6+TjU/dkOJrJ8piiWiyguBOGoihri7+dLI4h+FghBnQaoKq7HKlDYeVSdPvG1H0L0bWBjpmTFJYyy7RV+eAHfgBhoVW8AW4sKOSu8gvd47vsMUTBGnUYNYf4lT1hUSF9FUqMC8DA4A1Ub2aKqgQCRj30RZ9yM2w+uMSp8g+Nrz6DCmD/QSdprCCJBImIjnuLoyjOovmkNenHb/DnEF36harBo1gTVEAz/YD1YNzJT8vRLRfLl4Meo/PeNazA8ufkSGjatUS8rX2UrtrykqLwSQghRmbjuk/NpLskh9T0C/Z8jMt0AFja2qGVUuOtWUrg//F7EQ8O0Dho1NC/Se6HfG1ndXZYvS2aDQRVZDYYTeLqpG6iaQr4OriF3fCJ6X7GH586+qMhHJT77Y+f2QHSePhS1Skd7jhBCSAkgrvtQg4GUJLL6uCxfluKXnjOQkZEJQXo69WsmXxXTMUAG12jo3Gs8Zi9zxsZNG7Bm0TSMneEJ034O1FgghBBCyH9KKX3CkITg6244csoXUdq10GHAEPRrZqa4Hzch/w8+vrwMj7PeCAj/CJFeJVg07oRePVqh6hf1NyKEEPI9Etd96AkDKUlk9fHS3yWJEEIIIeQ/QFz3oQYDKUlk9fH/QJckQgghhBBCyP83ajAQQgghhBBClKIGAyGEEEIIIUQpajAQQgghhBBClKIGAyGEEEIIIUSpHF9JIoQQQgghhBAxhZ9VTUtLy/FZU2V/ixU0Li+/33IrzLSEEEIIIaWduO5Dn1UlJYmsPk6fVSWEEEIIIYQUiBoMhBBCCCGEEKWowUAIIYQQQghRihoMhBBCCCGEEKWowUAIIYQQQghRihoMhBBCCCGEEKWowUAIIYQQQghRihoMhBBCCCGEEKW+boMhJRw+7huw8vATCPjQt5R6exXGrbuHVH5cTFGsdBIh8pwzVnuEcX8pU9A0xbGMkq9Y0pzL2/cKkbe/VT7Ls96kMPiePw634xfgF57CB5VIeYErJ28jTMiPy+P23/fCcbh73MLrj3wsDyE+RoUiJCREOoRGIK4wB+Crnj8S8e8NF6xdfwrBivaXEELIVyFIeIdQ2XVDbgh9l8BdVcSE+BB4HR7ux+F1518ovQRlSULk4+s4c+o8/KNLa83l6/uKDYZUBN87ie0L/sJ+36gCK5cCQd4qgaJY0SXh1vY5CDCwgPTfuRZTFCuFhEKu+KTi2ZlVWOEZwP3Fjeeu9BQ0TXEso1QojjRPxb++p7Fj4WyV8va3y2c51ysMOQ7HHqNxMFIPlXTeYPew7pjpEa5k+1Pgt3UyBs5yx/NcxVD45jhm/r4MN5LKoXzyNczuNxx7Hifxv2YThR3BxGaWsLCwkAxWv67DA5UbDNLzx7b5s7DvQf7HuDjOE4lBd+G2aQ7mHQtAXCYfJIQQ8nWJwuE6sQlq8teN7KEWGk05gShRPG4790eLZt0xZNRA9GzbGD8N3QX/z/z8OYgQfXsHpgyZjJ2P1WDdvjMam6jzv5GCfMUGgy5qteuDVnW0+fF8JF7Bpi23uCqKHEWxL5HqAxe3ZhjWy5gPcBTFSp0EHBmqBZ12G5BetxPsGwCb2+tAa4S7XKu7oGmKYxmlRLGkuS5qtumFFrVVyNti3yqf5VhvCtd4WISTFmOxZEx3dPx1HOYOLo89y/cprMQLnv4Dl8sfkCL9F+KzCd/g0Nw1SBm8CjP7d0HXIfOxcVQm1s7ciUc56u1cg+PUK9j9fR3e3t6S4eZxJ3Q14n8ukPT80bqg80cxnScMrTvglxa1oMmPE0II+fqErzzhjbH4++xV3OKvHd7e57C0W2W07dgORk8PYG9QJ+x99gGJ71/j3LL2SD42B05/P0PO+5cCBLv/gd5/PIDd/O1YNrIdLCvQGb4wvvI7DGpQL7Axl4TH+zbj2Fv5e4iKYl8m1ecQjtmOQF8TPsBRFCt9KqDH4nPY0vYt3C99QPwVN4S12gSvBT+jPD9FwdMUxzJKh+JLcy5vq1iavlU+y7neJISHh+Jzwkck8sVKU0MNLCUFqbkbBYJAHDzyGV37WUGLD8kIQz3hdv4HWNUvx0fUYf5zD7QIcIGbT3bLQxR1DpeEnfG7fRu0aSMdWlgZc1MXRkHnj+I8T4jXpfa1T5CEEELkfE6xweRdizHy1474ib92tKmVgNfBTdDN3hyJMdUxdNVUdKhRFuoGFrCfsRqOHTJwz/cx5B8yJD3YhHGTb6P1inUYZq3HR0lhfLPrYdprL6xzHIYBvzli87VIaRcDYTA8Fg3FgDlnEfb4NNYud8axR4F5YwECpIT7wH39TPyx7S4i7+7F7JEOcBjlhP33PuTorhB9bgGG/HUKETnqEKm453IU9Yb3RXadTS4misLtf5yxbOkyrNjoigfRIq7Ccx9HN6+UxNYffyrNiKmvcW3feqxwdoFPVGTh5lmzBbu2rCncOmJUqQgJERN0B9cu30esrimM9RLw6JY37r+MlTsuBU1THMsoBFE0Hhx2xqIFczB1vCPWegRxVT95iQjy3IrlC+di+vjxmLHeA4GJ/E+cpLC7XF6YganbfJDw2hPrHYdj8Kh5cA3gjuDn5zixYjwGDxgJpyP8Mc2SOx+IEOd/FKud5mDeHEeMGzcL2y6HyvWXF+HdzR2YN2MWZs+cjhl/zYCzh+LuMaJ3t/GP83Is505Ou93vyvX7V5D3BKG49vdqLJk7Fb+PnoXtV8Ok6xSG4OY/m7ByxXKsWLUDF8Wd6RMD4bljDVascMaeiy8kx0m1spB7veXQqHEzZHhtxLJjwRAI/8XZC6/QbuwQtMxxLhXi1ZEDiOowEs10+JAcYUQEIgWpSEuR67ejVxU1zP9FwHPZsREg4NBObHIeD/teY7H4nzvcPJIfikxy/pg6FA5DpkrPH4rOHdx5ouh5gxBCyLdm1KQ1bA35EQkR3l+7iLv1uqFrNR2Y2fdF50r8T2KaVVC9egX8UKF89g0u4Su4LF+FR60nYlInlR9rk1y+SYMhLeQcnPf4Qdu2A2zZFcwetwpeCdwPmtXQZbozptkboFz97pg4dRx+qW+ZN2aViZj3Ibh7ZCOOe/6NDacSULNtK5iG/I3f+03AvpfZD6J0jWuifm0TlJW/M5nqi0NHrTCif2U+wJGPqVdGS3tLRLrMx/5QI9Q3UedCzfFrMwG8Fm3EM1YDBuJ5dC3RuNJHfDRvD7vKVQo3T7XeGOVQp3DrMFblfmwqgv38kNFtBRY0icT7Jk5Y2Dkd932D5bppFDRNcSxDRVxj4dKiMdgY1wF/LFmJ+d0E2D1sEBZfknVsSoLvphGYcqkqhi9YjvUrRsLs+iTYD9mAB9IWFWKj/8Wtg1tw+soJbHV5Br2GNtAL2IxxjvOxetUBBFZoiXZV32LfhFnYFyj3kDJXPhAGH8CEPrvBBizAspXr4dTmLVYNd4J7pLTaKwp1wYx5L9DyrzVYtXYu+pQLwsN3aZLf8tAU4o3/G1RoNwSjBrRCNdmTz9x5TxSGEzOmwaPCIMxZvgJTrAOwwGEIVnpzLSLNGmjn0AUmz/ZjMVdePulzxdXQErWEAXhm2A797a1Qltt/lcpCnjyvDduxS+HUNhZ7xw3EqMmr8bTDbuyd1EjyfoOM8I0b9ga3xOjOxijDx+SpV/wBP2QE4NFjucYJ+4zPiSKkpqZA2oxIgXqDEVg+axBsyzzAttFd0XHwRtyNl/xYaGkhXli72xfajTuiMXf++GvsSnglKTh3cOeJIucNQgghJY/oA65euIv69l2zr6vyhBF4E1Ye3bu34q6PUoLnJ+HqmYoGZjHYPn4QutpawcZ+InbmusFMCpCaKumAIBnS0tKYQCDIGtLT07MGoVCYY8jIyMgxiEQipUNmZqZ0EIaxnb312Y8jjrC3Qmks1Xcpa63fgi3ySZWMs4xwtqu3AbN0PM+SGU9JbGcvPWY69DB7l8GHQg+wQSYarOn8OyxFGlIoxXsM06+3jkXw42J5YynMZ6Ed06r7J7ucyIfS7rPFdhqs1qSzLF4SiGOnFi5lF2W/F3qeoqxDVZ+Z55hyzHD0We4vZQqapjiWkb80v+WsvfUkdvYTH4i9wpb07s7meMZIRtNfbWe9jFuwxffSJONiKXcXsuYaFVivHa9ZujiQEcp29NRj5v87zmIlU2Sw0B09mV7FQeyft3zmiD3IBhsasZHu2Qcyd5qnB+5ho3rMYxcSpOMp3La10bdjC+9Kc1PKjdnMxqwX2/KUX0bsOXb4VDi3No5cHv0U6sXWzFrNvEIkW5dD7nWm+CxkrRqMZy4P/Jm/vz/zOzWD2elosJqTPbOOZ8ZbDzaloQGrM/IQC3xykC10vsze87sloUJZUJTnxZJ9V7FuPxoy6NRmDhu8WXSO5YYxt1kz2KE30mDM/gHM0GIK85JP6PQAtvmXikyr0QTm9pL7Ie0983MZx2xgwAb8E81PJC+RBbpNYc0r6LOmc25wY4UgOcbi84dr1n6m+S2TnD8k+UPheaJoeYPbMRawtgMzaLGYyWU9Qgj5fyGug5GCZUQdYsNq9WY7guUvVtkSvRey7oP3spdZl98MFrG7N9NRs2PTTgcxSVXjcwDbO6QGg/lwdihM8XKINE/K58tv8oRBt1x5lONvlquVM4QBkpCSUrR2nr6RUday1Kv9jO4d9PAs8CXkeqzkIsDjQ0dRbWR/VOEjimO6aDLwN3QIc4PrhRhJJMX/JmLMfkL8CXecf89tb9xNPNJojlaSRwFihZ2nKOtQVVm0m34SJ6e1y2pl51XQNMWxjPyIEHnfB09/MIOZ7F3Wip0w/5QXVvwifsYoQtT1S7iSaIrKP2pIf+fo2rRCq5oJuHHrHp/OalBTKwNtfX3+7rg6jMoZQF3TAAaGfObQLouyegII0jKk4wrSXNN6NPadWYBGb45h06J5WHHUH/EiIYR81tRt0ge/N3uMP9v/hAFO+3ArqT2G9DbP0Q8/PewsHEcchdH4P9G9eu7bH7nXKcI7/4d4npmEtwFP8OTJEwR8rIcJO/Zg4a8WWctVN+uJhZscUfHUVPRc/gl9J3SGog87KC8LivI3tzUvXOC46C1GX7uGXX3LwGPaQPy+2ZfvDsZt29ntuF3rfxhQQ8HKZDTrY+Kek3BuHYktI3qjv+N23AkMR4iWHewaV+AnkmcA6wGrsGVGU/x7/gL8FbxgXRBF549kpeePouQNQgghJY8IMVcuwKe+PbpWV3Bd+uyL3X/H4rclw1E76/KbgQ+xsci0boeeXa0g6d1Utj6Gz5mIjlHHceJyNLdUoopv/k6fWhnxi4WZyCyWTxeWRSXjSlAvA4XdJyQEj3DI1QzDHX7kAxxFMY5m7T4Y3EOAU65nECqMgud5AXpsmIg+GmfgdjoE0dcfQatFyxwV5cLOU5R1qKqsVUd0qpt/S6OgaYpjGcplICkpGRmxcYhVWGIzkJCQAEFmGlJT5TKIuglMTDQgTE9HkTuRKEpz4Rt4zP0NjifV0XX6MiwY1Qpm8ueksnaY6nYLl1d3geD0NLRr/jPmeOb8DKmGQTnoJnpgzaIjeJW7n36edUr3P1NYETYDRmLkyOxhmL01X8GVqtjcAQO7GOHTrXO4GpT3k6V5yZUFRfsqCsGhhXPxus3v+LV2E4zdeQRregDnVzrjWDi3R6IIeBw4gJPOvdHAygpW3NBm/gUkhh/GhKYNMHDb86xjr165LaZsPQNvnys4vu13GAT7QbvHIPSxVvYFCj007P4zbAXJSP7CM3Xxnj8IIYSUWKIYXL14Dw26dUW13O0F7prlte4g8L/FGFJL/tqjBn19fWjol4WeXI1Xs2YzNLXKxMeEeL7rLCnIN28wfKlMxuQSm6uAfU6FVR1Laf9/BQRPD8PVdAQGVsnObYpiEurm6DG4H8pfdIW7lzsemfRCx+pd4dDXFJeO/oODj7TRokWuqnxh5ynKOv4ztFHZrDK0Q67i8h25j7FyFfczp24jhfvdvEYN/JD+HIHPk/kfxQRIF2qjQcN6UHQPWxV501yE98cWYbJXTUxw6gvrHC9ZSYnevUFIelW0Hb0WHneuYL3dC6xfug++cnfJ1YzaYvGeJahz9U+MW+0N+W76edepDRNTU2iFXsa5Gx/4GEcUDs/T3tnvgnAnyeu7TqLc3NNY0+Ellk1zhrf4nZ9clJUFLUX5O/UpfO8mwryqBbcVHIPGGDtrFBolv0JweLqkUdZnzQWcPeoKV1fp8PfUn6BfuQfmH3TB4j7VFH5yNP7GdmzztsWs2UNgkas45SDMgHbjxqgv3yoihBBClBDFXMGFew3RrWu1nF/YE0Xjxoa18G06E3+0qcgHPyM+Xnxx1oR5I1tYhr7Eq0/SX6S0oK1rjJo1q9Dns1VUbA0GJunuVBDGTZd7WvHfmWCymo66FjS51Pv08SNSRZ8RHhYNkaKYZOJMxMd84LtQcOJvwzugIYY4NMtxdzabAM8PHYbR8IEwz8ptimLZjDoPxiDLa1izOATN+jfgMpYh2jr0g/VNZxxhLdFcQV2+sPMUZR3/FRXb98QvlYOw22k29t8NwfuIAFzcugG+sJRUZI26/IZhNh9w1t0DIfzdaFHMczyP64KRAxpLK7t8vspRYRZnK25cPqeJSSOK0jwTce/eITY2DKHRQkkl/eFNP4QK0yFMT8WHD4kQPD+EradCpHmvQmP07d4cOlmPsqRLzsxk0G0yGVu3DkC881jMOBLM34lXnM8qdfgVv1Z+hT1/jMbSk354E/kat/ZuhE96dX7fhHjtvg3364zF0Eb1MGzFUvR4tx6OS84hKsfdeWVloSHeKMrf2nVQv5E2Xr8KhKy9o6bFnUBNG6FhLfG3JXRhWrsRbG1ts4Y6lfShrmkIs7qNYGWWN1MKQ47BaY43Wm3dAcem2Z9aEsX54bT7LYTLHkmkvMZp1xB0nNIPVRWUOeUKOH8oPE8UNm/IiJ9acPNkyp2bCCGEfCPi7kgXcd+mG7rIXzhE73F99QSsDqmDeul+8Dh5EiePHcI2p7+w97G0m6luy6EY0/wBjroFcldiKWGoLx7rDMXQTqXpQ/DfWHG99Jzfi8/Sl54/saDzq5mDBZhem2nM5W44E3wMZBecB7Na0Gc/TT/C7kcKubpAGnu4thOroGHC6rYfxjbeEb+BqiAmedFThxnU7sRGLdrN3I7uZguG9WaTXZ7JvfAsfsGxK0ObdSxI/AJMmj+bVrEGW/xK7iUXRbEc0tjjNV1YuyX3s5fLzbOyvS2beS3r1cpcCjuPqtPHsyMOYJazb3NzlFa594FLo7NzWKcqWuIXapiangWzn+PB3si9L5xwbzsb2rAW6+i4lR1x3cUW/G8Em3/6jfSFZ5bIXl5cywbW5PJV62ns8P0IlvzmJts5uiFT02jGJuz1ZqEpocx773jWREuNWQ/bxK4G+ihM87Qn21lvczWmZVqXtegylC0/uo4NMAIzbTOO7fX7xJIv/MHqVGrChi/by466bmNTenRnM06GcHuQyF5cWssG1VJj+uJteBDB0iK82B+NNRgqtmITt5xmD0N9leQz6f53NteR7r+GMWs59RgLluzcJ/b4yBTWzsaBrb/9lptSnO1vsAVdyjGoVWO/OLkwH/GLu/mVhXzy9+cne9n/2rRjv68+yNwObWRTevViM44H88c1L4UvPYv3PiqI3Ti8kk0dN5Ptuv1esp3y0p9tZT1N9Zh5q8Fs8rQpbPy4GWzrzXd5psspdz7hjvGFNVnnj0M+ESz9UxC7uE52/nBlD94m5zpPRBQ+bwRLS2BcgAdb2N2ESz975nTycc6XwQkhpJiJ62AkHxlv2cHfLFm/PeJrrkw8u7GkIzPVkNZh5Qctm9nsulz1Kf3fk+zPrl3YmLUH2dEDq9mk3yazvf6F/prMd0V2LGXKiBsMurrS+/FcgwFlymT3/lf2t1jucTFFMTFlcUUk04o+4o3/M3wyaQzbqvydytwxUQR29bPC2mruuDGhHIIiGCo3aIr6prmeLcQHwS+qImzrGUNd9C+un49D3Z/tsl8aVRTLRRQXgnBURY2KWTMh+hnXUq3TAFWVPMsq7DyqTp/42g8h+jawMVOy4lJA0T4IP7yAb0AMtKo3gK1FhZyPG8UE7/Hc9xmiYIw6jRrC/EueuuST5qlRAXgYnIGqjWxR1UCAyMe+iDNuxm2rNkQxXBqJNJEa+gqRKbqo3rApaldSMR0KyGfCuFd4+DgcGSb10KR+ZSVPyJTIrywUlL9T3yPQ/zki0w1gYWOLWkaFzFfcuh/eDEWZqlawrlVJ6XYnhfvD70U8NEzroFFDc5XeySlSXld07iCEkBJOXPfh6mT8GMlDFI0nN19Cw6Y16mXVkwpJEI1nD57ifRkzNGhWDybSx/hECVndXZYvS2aDQRVZlaQTeLqpG6hqQL5bVBYIIaRUE9d9qMFAShJZfVyWL0vxS88ZyMjIhCA9PbtvMiHfJSoLhBBCCPn/U0obDEkIvnUNcRYj8GvZVzjn+w5f+HVGQkopKguEEEII+f9VerskEUIIIYT8B4jrPtQliZQksvr4f6BLEiGEEEIIIeT/GzUYCCGEEEIIIUpRg4EQQgghhBCiFDUYCCGEEEIIIUpRg4EQQgghhBCiVI6vJBFCCCGEEEKIWI5/6Vn+U6aq/C2We1xMUUxMWVyRwkxLCCGEEEII+f9FXZIIIYQQQgghSgD/B94k36s3zlN7AAAAAElFTkSuQmCC[/img][br][br] 表 4-2-12 类型点击数[br][img]data:image/png;base64,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[/img][br][br] 从原始 html 的点击率排行榜中可以发现如下情况,排行榜中存在这样两种类似的网址“http://www.****.com/infb/hunyin/lhlawlhxy/201107071376932.html”和“http://www.****.com/ [br]info/hunyin/lhlawlhxy/20110707137693.html”。通过访问其网址,发现两者属于同一网页,但由于系统在记录用户的访问网址的信息时会将其记录在数据中。因此,在用户访问网址的数据中存在这些翻页的情况,针对这些翻页的网页进行统计,结果见表 4-2-13。[br][br] 表 4-2-13 翻页的网页统计结果[br][img]data:image/png;base64,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[/img][br][br] 通过了解业务,同一网页中登录次数最多都是从外部搜索引擎直接搜索到的网页。对其中的浏览翻页的情况进行分析,平均 60%~80%的人会选择看下一页,基本每一页都会丢失20%~40%的点击率。同时,对知识类型网页进行检查,发现页面上并无全页显示功能,但是知识页面中大部分都存在翻页的情况。这样就造成了大量的用户基本选择浏览 2~5 页后,很少会选择浏览完全部的内容。因此,用户就会直接放弃此次搜索,从而增加网站的跳出率,降低了客户的满意度,不利于企业的长期稳定发展。
[br][b] (四)数据预处理[/b][br][br] 本案例在原始数据探索分析的基础上,呈现与分析目标无关或模型需要处理的数据,针对此类数据进行处理。其中涉及的数据处理方式有:数据清洗、数据集成和数据变换。通过这几类处理方式,将原始数据处理成模型需要的输入数据,其数据处理流程图[b][color=#0000ff]如图 4-2-1所示[/color][/b]。[br][br][br][br][br][br][br][br][br][br][br][br] 图 4-2-1 数据处理流程
[br] 1. 数据清洗[br][br] 从探索分析的过程中发现与分析目标无关的数据,归纳总结其数据满足如下规则:中间页面的网址、咨询发布成功页面、律师登录助手的页面等。将其整理成删除数据的规则,其清洗的结果见表 4-2-14。从表中可以发现,律师用户信息占了所有记录的 22%左右。其他类型的数据,占比很小,大概 5%。[br][br] 表 4-2-14 规则清洗表[br][img]data:image/png;base64,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[/img]
[br] 经过上述数据清洗后的记录中仍然存在大量的目录网页(可理解为用户浏览信息的路径),在进入推荐系统时,这些信息的作用不大,反而会影响推荐的结果,因此需要进一步筛选以 html 为后缀的网页。根据分析目标以及探索结果可知,咨询与知识是其主要业务来源,故需筛选咨询与知识相关的记录,将此部分数据作为模型分析需要的数据。[br][br] 针对数据进行清洗操作,Python 实现的代码清单(部分)如下:[br][br] 代码清单 3:Python 访问 MariaDB(MySQL)数据库进行清洗操作。[br][br] import pandas as pd [br][br] from sqlalchemy import create_engine [br][br] engine = create_engine ( 'mysql+pymysql: / /root: 123456@ 127.0.0.1: 3306/test?[br]charset=utif 8 ') sql = pd.read_sql(* all_gzdata',engine,chunksize = 10000)[br][br] for i in sql:[br][br] d = i [ [ ' reallP',' fullURL1 ] ] #只要网址列[br][br] d = d[d [' fullURL' ] . str. contains (* \ .html') ] . copy () #只要含有.html 的网址[br][br] #保存到数据库的 cleaned_gzdata 表中(如果表不存在则自动创建)[br][br] d.to_sql(* cleaned_gzdaengine,index = False,if_exists = * append')
[br] 2. 数据变换[br][br] 由于在用户访问知识的过程中,存在翻页的情况,不同的网址属于同一类型的网页,见表 4-2-15。数据处理过程中需要对这类网址进行处理,最简单的处理方法是将翻页的网址删掉。但是,用户访问页面是通过搜索引擎进入网站的,所以其入口网页不一定是其原始类别的首页,采用删除的方法会损失大量的有用数据,在进入推荐系统时,会影响推荐结果。因此,针对网页需要还原其原始类别,处理方式为首先识别翻页的网址,然后对翻页的网址进行还原,最后针对每个用户访问的页面进行去重操作,其操作结果见表 4-2-16。[br][br] 表 4-2-15 用户翻页网址表[br][img]data:image/png;base64,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[/img][br][br] 表 4-2-16 数据变换后的用户翻页表[br][img]data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAw0AAABMCAYAAAAvDVu0AAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAEnQAABJ0Ad5mH3gAADa/SURBVHhe7d0HXBNnHwfwH4Q9RMGBW5y4d91bwdraWvfWWq2j7q2tWxT3ttZatcW9t+JW3JOqoOIAVJAhyA5JCM97lwFJyGQovv1/+0nl7rncPc9zzz3jRs4sNTWVQcHMzEz2UVL9W0nbPJ6u+Tx9YdqYujwhhBBCCCEk75gr/iWEEEIIIYQQrWjQQAghhBBCCNGLBg2EEEIIIYQQvWjQQAghhBBCCNGLBg2EEEIIIYQQvTJ+PcnGxkY2gxBCCCGEEEJ4jMl/aJWuNBBCCCGEEEL0ynKlISAgQPYvz5T3JdB7GkxTpUoVPH/+XDFFSP5FZZUQQgj57+Hbf57OKw0ODg6Kvwgh/3V02yIhhBDy32NlZaX4KxPdnkQIIYQQQgjRiwYNhBBCCCGEEL1o0EAIIYQQQgjRiwYNhBBCCCGEEL1o0EAIIYQQQgjR64sbNCS/DUWERDFB/q9IowLwKDhZMZX3RElJECn+JoSQL0XcxzjFX0aSvMOLlyZ+hxBCNOTpoEEcHICnHxUTWkhj/bF73W74JyhmGMEq5So2LD2DNzRw+L8jsHqFLX1+gc+LT7NzxU93Y/G6ywiXKmZoEXPrEI4+SlRMEULIp6StcpLg45XfsWDvExhdM1na4t1Rb2y8Ga11jTLCF7hxM1j3iRRJCO7dC+W2ro0YCZGheP7oHi5tnYLBs0/hnZ56VSthDN4+vYtLx3Zg46JJGNx/MnY8prqXkPzETCgUMv5lasrfYw8NDUVSUpLsb56xL1rTtpz4yRasul4JLaoIER0ZjagPUYgTmsPCPB3StDSu8orCHT8HjNoyB+1dBYpvGdpmNI6P74qzrY9jXZeCinnGkCAxKgrxYvkLKnhmFnZwdnVEmuZ8MwEsrG3h6FQQdpaKmbnsv/jCLKlYjHQrKyizVCqRQmCZud8h/hcrB2xDpT9Xo3MBxby8IpFAYpmMm3O6YFWx37GjXSh2nXqE6KRUMEsbWAnMkC4R4sPdvfi3xS4cn1gb1oqv/pfw9ULZsmXp5W6EfA6xd7F9wwVYegxE90YlMusgSRD+6t8dN344ic29S0OlFs1KGIHwpCIokuCDEQslmL7pWyT7PURofDziY2MRG58MoUgEUXwgLgbWw7K9U9DIXvFdVdJ38Jk+F2/K1oUTS0e6VAppOveRpoObhIW9EwoVLAjHpGs4HtcPG6Y3gvpqEvDvvo3YdzcSiWJz2Dk4wt7BDlbhF7H9XW0Ma+cGZ+cicHFxRkFuPS5FisK1uCucbfWmjhCSR/j3NLi5ucn+Vr7cLU8HDdLw3Zi64APa9W6EMqVKo+jLzVgVNxJevYvJK7mU85jrFYexXt3hLPuGXJZ1SV7j1n0z1G/sJutwJl7bh3MuXdC1qhW3jbPYcswcXw9pjzJZ30OhQoTIZ/dwfd9azN/5CC6eUzDnZw/UqVEEwuf+uLlvGebseoaSrfqgY73icDBLRuSrAASGmcOt2bfo3csT1QrlXuX13xs0SBF2aBtu1O+OJokBePz4Knb6xGOAjzc8XZSLhMNn2iaUnD8fbe0U8/KI6N46zLhQE1MH2SAoogZaVk/Cs4A4FKhQASUcM0eKH3b8gkVOS7Gys7ZW9P8fDRoI+bwkwXsxsuMxtLq6EwOKKWZykq7/iT3oh6HNFJUl34kXCLIOIFIuwXtKINov7QvH0HiUr1YSsY9vIjDJCaXLuaFM8QLgm05pxB4s9CmDqVOawlb+TQ3JOL1wFcwn/AZPLdWh9H0AnsEdFcPWYFFgd8weWCZrXBJCuDZVgBIVSqOgrL2WInjDD+gbPR1n5zaFo2whQkh+oG3QkKe3JwksLOBUvgHatm6EmhVLwNFCEZBBAAsrC2SZrYml4MHB7Th44hB2/rUOmy4H4OGOeZg5fRqmz+Y6dGef4qNYsaxO1ijm3gxfe9RHKQtbVG/VGS1rlEIBfn6VRvBs2wClBNao1mkMxv48BEOGjcEM7w1YM6kZko7OwE+jVuJyhKnXW0kmAQoVCsWBBb/j6P1IWJRxQyl3d1RVvVgksIKljaXh8pALrKuUQPK5a3jj1Bgta3JNpKUr3Ou4ywcMfOOrWM7Cgs5yEUI+H0u37vDaORYN+LpSlIiI4ADcv34eVyLsYfbwdyxeMB/z5szCjIkTsfhIEITyr2WycIG9WQJE5oVQpVo5WHL/FavZEm2a1EZFxYBBycLSUk+nwAw21tbc/xVSrmLr5utQ3oGceOdPTN96B3xTbGamYy0FyqFa1dJwjL+F6//yMY3H4+TWWDaZGzBIkxDx7AgWTdmEu/T4BSH5Ut4+CM0NGqy5QYF8IxKkCFMR8/Iy9m9Zjl9nrMG592aw5G9VkoXrYcZ1Iz9E4KN9SdRo/j0GT5iNBV5eWOS9BHN7NECbTt+gmoNiWQPM+TMxXK1naal+s4k5f9tMltwQwLlOP8ya1R8lAv6G9+8XEU3jhmyzKOCM2u1/wi+DuqJD3eJwcnaGs1qf3ApW1ty+TniJ26d2Ys+Vtzrun80FggIo2qgaqnHjhaRLu7HnyXu8enQT54/twrrxX6PLsruyxtfCyjrr2TJCCPlkBChWtx4K3d6ISeNmYeOh6wi8tgc+zwqjRbefMHHWbMyZtwCL16zBb10qZ71KYGYNm6LOKMhXZIk34XspIqPNlbx9gDuvUhRTAEtPV/ylAz9iED3H5cvPkPj+Oe4/i0b8M388iUvCQ/8UtOtUWzYI0TloUBDYhuPg5J8wdsJMHHjyEkcXTse0mQuxcc8JHLkchrRPceaIEGKyPB40CGAjkOL50fXwXvo7DgTEwdKuKGq0G4gZC8ehQykbrvPOVVSKxfUxd66Aek0boXaVMihir+zGSRD+Rgq3GiUz7pPPC4UadsN3X1kg9PQxXKKrDdlnybUEErGiwUpH2sdXuHJ8P3b+tRErvRdxZWQDzt65gl0bD+JOWDoEojjE5Vl2m8HW3kbWBloWfIujy/7G1cAoSAtWQtO6lVDBrYKs8TXjBpfWeXuUEEKIhiSEP72Pa+eOYffGifi66xqENxqFFZtWY/6kn9G1phOsC5WDW/GCRj1rlXHHr5U5nuyZh0Xey7BsmTe8uc76zK3XEKWoZ41pi2FdBbVsbuGPTUGo2MsD5dwsEbRrKQ6ndUSvWvJbpczMM65HaCdwQeHWvbBo1SZsWzIMPX+agyVLvLm0eaBGFTeUN/IkICHk08rb7pBIAjMbJ7h/PxrTp47Fj60ronjJaqjqVhQOsn6/Naz0Poegws4BDlnqISFeByehUJE87tVZFoc7N1gRJAfiaRD9SGd2mVkKEHbhdyz4dTqWn4kAHJ1gxz9PU7IJ+o6ZhumTBqJZ7dYYNGMaxgwbgB4eNVEkz07zc4VJ0UJauBRFhdqe6Pt9I5RzLYWSNkVQrJT8fJ2ZrS1sDLR/hBCSuxjiI94izsIVNVvXRNVqtVBFZXSQGCuCUyEJnt0+j8N/TkfntlNwypgTWubOKFSuAXpOmoIpU6bjF8+maNO+BYqaWM86128Jp/BHiE9JgtTaHfVsghFS0A1OivWYG3wWkr8NSiqrggW4h8Ujf0eg7BZjLg1WtsjjR9oIIdmUp71tSXwSBAWd5fdMimLxLuIjIp6egc96b/w2YwkOvRDDqAet0+MR/9Yfh1YuwLzZs/DrzOmYNmUyJk6YiwvmJZD2Mg9vY5ERwN7BAQIuHsnJBi7fEt0srVC86UD86uWNyZ5FYGlTEl992x6Ojw7BL+LT5yv/6x+yRsvRBgk3dmP1Wh+cvuaPJ7FmKFRIcX3c3CyPR9aEEKLJEVXbdMG3bb5CDVdb2NqoPEsAIV6FpMM+6Sbuv5OiWJ1KKF2tPuqp/AKhTub2sLOSIk12wkSC6BgBipYw4V4gxYkWyeuriGnSE8lrV+F85CNciP0KLYI2YEeA/KQa36wbig3/63myf0VSFKxZDeVkHQVzODjaq6SVEJKf5Gl/KC0yFRbF0nDLZxm81u3GlafvIXZxR6ve47Bw8TR0raxaEeohfI8E144YNmY65sxfAK9F3liybDlWrlqJpQtnYZRn+Ty9PYk/+5GQkACpwAUFladSSLZk3jObDoHAitv/BfGVezy277yT9QG+PJaerjgzZ2EJp1rfYsy0KRg/pC0KCtNgY0dDBUJIPiBNh7mFRWZbKY3AU2EFdB84FIO7eaK+bTLsK1ZHIUWwXukipEb44+gmru30Xo4djyIR9zZSccuoIYyrM/n6Own3LyeiTs8BGD6kAYRXbsL+m+EYOagcTqw/hmgupoaeaeDxP9fKE4dHwLFyFfltVqkiWDg40okaQvKpPDw2JYgIZXCp5IrGA6bg18m/oHfDMnApUg5lCmd5VEsv0fMgSCrUhIt93g4NdBKHIiDgLZhLXdSualrciSoGqeLsPpgIUibfn45NfsbiAQ11/MxfXjGXXWngSePjEXptJxbP+hUzps7AtudxiHsRldGQKk6uEULIpydlEPAP/0nf48b5O4iIvIUw5+aoprhdKeVlBGyqlDfq2QakvUfEx1Jo0msEJk2fgQXr1mNK+1LyqwISKb8pvdLSuPo76ioCnT3QrqgVytawRaxlG/xQ1QoODXtimEcp2a1FBu8gkMTgQ1w6V7eK8e5hHIrWKyGLQ8qTAITZOxm8SkEI+TzybtAgjcbDRCfUd1E5/BlDlptQuHn66ykxnt2OQomGZfP4aoIuUkT67cMxf0vU7tETrQsrZhPTpUsRdf8Q1i9dBO91vggxkz+ILChSA7XcjH24JbeYc9uWIo37K10IFGzRCzMWeGHx0pXYsGUdxrctLm+4ZC8xomEDIeTz4M/Im1uIcX/rTrwrXQNJZ4NQpF0dxUkWIYKeARWqy9+zZJBtIwydMwB1i9ll6Zinp6bqfhu0TDqEqULEhtjjq05VYCl+icsPHODxbVX5gMWyMjr/0AT26VybbuhKg5kDXF3tYZbyAAeD3OBZ4DH+jRDDulJTfF+3pHEDIELIJ5dngwZJiB+ii7ZAGZWefjpX4ahXStwggn8zr75ro0l3cTasKr6unjudynSxGCKuDyiRqMdENj/LiEaEsGt/Ys6i40CnGZgzpJ7GGy6JKSRhYUhx98SPE2ZiUrdGcC/lovFOBq6D/qn652ZmMEtPkz0LY+k+BIsnNFJ7+C7u6SMEJXN/sFSkqrwtnBBCPimRCOHHl2KvVWd8X/gG9r12x7cV05DMt5uSN3gYVxi1i+k5N8/VYaJUxd/cUKFw6dJQfT2OEhOmglnJT+RoJYlEdIIlSjRqhRp8Q2hVER26tUQpRRuflJgkuzorlbXzBq40OLbB5EnN8HjTHlj0GIQG5Qsjat9s/HbQBl+1UHmDHSEkX8mbQYM0CtevSlBfedlTRoL3kRHc/824eUl4du4Azr+IR2qSCBn1WRZiPD98FpbfdUOVHF9mSEbIPV8cOHEL79KE+Pf03zhw+Sk+SOXz9x+/jjBuIOG/fwHmeq/AyhXemDd9EhYeiEbdiduwzYuLA/2kQ47Y1eyIPo3dUIDbl5aVB2B8H/kbvoUvLmGnz3H8+yEFQtGnefBYGhOCl+9EigEr/6C7+nCwYLFU3PpjK64HxyDRUANICCF5QoroJ0EIrdoHE/sWxp2991BpYFeUTPbH3uUbceLicfjbN4S7nlPz0pggPA1j/G86aCUNv449Pqfw5F0spPaOums7cQhCwgSw1Do+kUL4/ATWbTjMrScK8YZqcWkE7mxdgUvlR2NMc24IY10OHcbOxqBiR9G3fhcsOBUse0kcISR/MRMKhYy//9DGRn55MzQ0FElJSbK/eUb9uhEnczkxQi/tw0Pn79CldgHZHHmYBK92zcS+IvMwowPX+xY9x56pQzE3bRyub+gOF9mScsp1JTz0weYn1TF8QL3/u9fLV6lSBc+fP1dMEUn4RayYPBPb0gbi2M5RuTBI1E8a8g+GLGRY8scg6PrREUnwIYzvNAOOGx7Cu+1/c8TI1wtly5alskrIZyVBiO82XHHoiv7NCstOxknfnsDUHstQcM0ZzGqk54mwhKtYvPQN+s3rjzI66ro4/+2YNnIxrKfdxtou2q5D8BJw8+AVOHfujCo6LvzH3l6HXwbuRZU/z2JuS+11ZlzgGRw+9woOLXujR13Vlp8nRcQlbww9UB67NvSBvAdBCPkcrKys4ObmJvubMfkdF7k/aJDG4E2YGUqWcc64ypC5DhGEImvYKs6KSCOv4fijkvimg/yMs5Js+eRA+F4Uon6n+iiso6L7ktGgIStp2HlsOmeLwYObfYLbwIQIDf6AEm6l9T4rk/jkHkJLNUANXe3o/zkaNBDy+Umjb8E3sAQ6tCqjVl8JY2MhdXaGoXehpSSnwM5e/4mPxKfXEGjXCI3K5uSMjRTvb91ETM3m8luY1EgR+fgy/JPc0LRJeb0nAoUpQtja0Y+OEPI5fZpBgxbGrkPJ1OW/RDRoIF8CGjQQQggh/z3aBg2f4vZxQgghhBBCyBeMBg2EEEIIIYQQvWjQQAghhBBCCNEr1wYNyvudCCGEEEIIIf9f6EoDIYQQQgghRC8aNBBCCCGEEEL0okEDIYQQQgghRK8s72kghBBCCCGEEJ7Ol7uJRCK1l6tpe9GarpevmTpfF1OX/xLxaaSHx8mXgMoqIYQQ8t+j7I/Ty90IIYQQQgghRqFBAyGEEEIIIUQvGjQQQgghhBBC9KJBAyGEEEIIIUQvGjQQQgghhBBC9KJBAyGEEEIIIUQvGjQQQgghhBBC9KJBAyGEEEIIIUQvGjQQQgghhBBC9DJt0JDyBvd8D2L/MT+8iFPMUyH6GI6Q4GAEa3xCwj9ColhGJikUd08fwN4DZ3DvTYpipgpD4TISxL0PydxOyFvECBVBaj7i2fUHeCdVTGZhYD1cmu+eOYB9R69qTbOMUfHNKQmiAy/h6L4DOHn9FXRFBdJIPD53CPtP3Ue4SDFPK335YmzeamFw+0amQy9D+9RQuDY5LCdamZDWlGc4f+gaQtUOFF2MXW8O9mNe4I6lm/tWYfHOf6G3aOYB4TVvDF9xC8rka07nf1K8O7UcS46Gcn9pk9fh+UfGvpOE4NSapTjw1KiDRk3cU19sW/YrJk9fAp8b4dyRop9qeZFGXsLGBdtwL0kelkUO4pUfKNOaZCidahLw6rIPlq08jJd5nmwhwu8dwlqv7bgrO4CzbtvgPsoDqmVqq+8DvFTWuyqfzL6QEXW4UW25gXZLb7ui57s53baB70tjn+HK0X1c+C2EJCpmqtAbbihuevtjudkmJ+Gd/yUcO3waDyI1MuGTtHWf8phTIRQKWWpqKv9+aNlHJBIxsVic8ZFIJLJPStAeNrHnT8x7z2l22mc2+6FNf7bpfhxLS0uTf0Sv2dZerowbhWSsS/4xZ05dN7MQSTpLT09nolf72NjW7dnoP06w88fWs2EtW7HJh0OYhAtTC998kl04vkEefiSUpTF1aSHbWZ+SFhnbsao+jp2KUQTKxLKA46vYyHZuzL7qJHYuWTFbg771iF/tZ5N7DWNL959lvjvnsK5tB7DNDxPlgQri1/uNiq8mflvGi2F+y75j5e1smJ2dOTM3L8Bq9NvE7icogpU+XGVL+vVhM7afYef3e7HBfb3YxUjNmBjOF8N5q4PB7RuZDp0Mxd24fa4u5+VEO1PSmszuLmnHnCuMYSfVi5cWxq832/tRA//dnEthLy6sYv0qW7CKY09zKdaNr49UaU6bLpGd6QPW5I9IHdP5HF8Xc3E+PdyFFRh6nPuLr5sVYby8Ds9XVPadOIjtmzOdbfc3rXx89PNmg6ccYeGpYez0lEasgJMHW/lI3zrUy0ta6HG2cNwadvWjbDKrbMZLm5yXfVNlptVgOjnK+MUHnmZeXUoyq8bz2K08jrI4xI/9PrQWsyrxMzvE1Zfatm1K3HODWpmaVIfZWFoxM0W9m/nh+0J/stA0I+pwg22pMe2WrnbFwHdzum0D308J2M6Ge7Rlnb5uxio5mbMiLWex81GKQI7ecAPr1t8fy602OY1F+G1ko/sMYr9uu8yCYjUry+y3dab4VMecsvwqGTdoSAliW3o1YCMORsqm09JELPjvvqxSuyXsXrJ80CB8vI792GsW23rsPLt85Qq7IvucZPM9S7LO654zkWxQkMTOTa7OSg3Zy2Jk0xIWvPF75tRwDruerBq+jyuWvDQW8rs8/EaKbIZCMru1aiZbdcaP+fnJPzefcpWcIlQunkVGfmDXZzdiNu66Dyqd6xG/Ylt7N2Sjjih7WWnsjU8/Vqn9MvYgYwcls/NGxTcr1Z1gSOqDFWzQkDXs4utElpbwip1Z9B1zsyrEPFc95pp3pVjmO6Ee81gZoJgnZkEbvmMNx55iH2TTSobyxZi81cbw9o1Lhz6G4m7MPteUw3KigylpTf13IxvbvhazKW940GD8erO7H7MypazqlRbCNna211+Rxp9jS5adzQzXnM6OlLOsn3lDtjFCx3S+Fst29gQzbzmfHV3Tk/VYc5x5tTJn6LOXyftDeR2ez+R036WFsr96lGJdt4TJj4XEp+z0zpPsib4TF5+rvORG2TeVKWlVi18q8/duxew/waCBF/tPH+aoGDRka9u5mbcaZUp8bxbzaNKHLdx3gV1V1L1+fqfYgo5cX2h9EEs0WIcb05Ybbrd0tyv6vpvTbRv4vvgF27tiM7st61alscgLM1hju0Ks+19v5cej3nBDcdPfH8udNjmVvdg7mjWuP5j9E6in9GSnrTPZpznmlGMDJdntSdy//D9a8WGS0JPYd6Yw3Gs4KeaZo3THb9HoyQ7suyW/wJ8orI1fNs3FoG/aoEXz5mjOfyp+xItX9eDpURaWsqWS8OZNCBI/xiFBcTXH0sIcLCUFQlkUDIXLSd+fwllJewzxVGyH+zR2LwqBIlyuAIoWLYiSrkUV285K33okISew93RmmsHNLf11ZzR+7IO9N5U3NRgX35yRIiaqHPp7j0UbNwcIHMvDc/ISjGuThlt3/aG8cid9dxR//u2I9h6VFOm1RPmvPeCycwuOvlG9dKY/X4zL26wMb9+4dOhnaJ8a3udZ5aycaGdCWkWB+GdXIjy6ucNKMUs349eb3f2Yt8wh0BuBJPhvXYv9YcryqjmdPcKbO7C/7iB0LaZ9On8rhM7zTmFdyzDsOxuN2PN7Edp0DU7O/hoFP0l4/pLjfSd6hiePEmFtZSM/Fhzc0bFvJ1R3lIVq9XnKS+6UfVMZn1bN+PHHtvkne0jSwkIAM8Xfpm87l/NWo0wlwhPeZ3bh1x5t1ftCL+ujo2dpJBiow41ryw20W3rbFd3fzem2DX7fsjS+/2UYvnLmwwQo2sQTrSvbw87WSn486gmHwbjp64/lTpucdGcNho++hmaLVmBAVTvFXG1Mbeuy49Mec0pGbU/y9i3eiYRITUlXzOHYlYFbqdd4HPBedg+sc72mqFtAHiQnRcQlX9ys1hEdyiqLlhPq1G2ItJNr4LX/JUSSVzjuG4RWw/qgiSz/leGrsVAZfoYL/7mvIpwnwuMdm7Bm+Qh4fv8z5v19nYubIkgLM3NdSdS/Hp1pLv0qI82y+NYzFN+cEqCEZ1e0L6KY5FmWQrlyhVC4UMGMQp18+youojwqZOQ1981iFVHJ6Rqu38v6nIX2fDEtb1UZ3r5x6TCG7n0qZyhcm+yWE6XIU7PRd9phvJUVDGPTKkHQru1432YwGtooZmnI3nqzvx8/ldQXJ7FibH/06DsWay++g1TyEkfn9kfPGccR6n8Ey+ZPx9SRfTOnvZZjx9mr2LdyCsZvuIF3N7Zg+uAe6PHjTGy7Fa04HjXziyfELZ89qD6wK+T9IMV0/2Z48fdyLFywEItW78adSCk30LqNPWsXy+atPPBI3pAIX+Di1pVYtHQd/li31Ljlt8zF8N598PP0+cate7kPbkZlRFiDBFFPr+Piudv4YOuKonYf8fCqH24//6BIc16HGyCNxJ2dyzF39gyMHTEOy44+5ZpDpQQ8PbEeXnN+xcQRIzB55VEEJshDkkJvcPtyMsZuuImPL05g5biB6PPjb9j9mMuZxAAcXDQCfXoOxsxdirySUdmX0hg89f0Lc3+Zg/2KzozqOuNencHqCQPQs+9orDr3lkulFG8vbMbi5ftxL1qEF+fWwsvLG/9cj+W+qTueatvkJ7ntBvr+iTkjZ2FfqJYcyhIvrrPyYA+WzJyB32aMw/DhU7HhXAh3hCpp2XaMxrHAlf39j5XfMC5Ps6afIwnH9W0LMX3GTEwdNwFzNx/FhctXcOV6IOTFTz1/daZT81hVi58qHWmXvsc1U4492fERh6dHV2P2zOmYPHEu9r3U8+ygyXFPMbCPRHhzZSsWz/4NM8ePwjivtVj+60b4pWgvUydSq2btC130xY3qHeFR1sZgHW5KW6693TLcrvC0fTen2zb8fWtYW8vn86QxbxBTfixGfltUMUd3uOF16+uP5UKbLAmCD7d/HzYbhV/ayUY1RjHY1imOn+zViZ+eUb0rgUthFE57An//zMYZLBGJiVL+9iaodKszSaNx8cxNVPfsgMx9bI26P8/HjJYfsGVEbwwZsxSPW/+BP3+pA1uV8Jl8+PBe+HH0EjxqsxlbMsJ5KRDUHASvqb1R1+wONgz1QNs+q3GDr/tNon898jQ/xkPNNHNDWKEwRZFmPr4LDMQ3D0je4nVoQXTq1BQO8hkIDw1BbAmu0Vcd3QoKwrngB7x5GyFvNAzKbt5mc/tZ0pEfGZcntkUroEblYnDQdXZBS1olr/diy8smGNq+qMpZM3XZWW/uHSN5IzX4JJZtvgvrem1Rj53HtJ8X42RSWXSYuBwTPB3hVKMTRk2YiqkLV2ZOjx2E+g7vcGPXahw48RdWHf6ICi2bwjX4LwzpNhJbn8tLWJb8Et7Fjj3uGNS9uPp0zzpo4lkJ73xmYVuIM2oUE0BQvBG+bSjCybmr8YS5QXby2bYS6hWJQ1zZLvixRxXjli+WDsc27WF2aI5x6y7dGl+pHTiqhHh57x7SOi7C7PrvEFF/Jua0F+P23ZfcXv4U4XpwA4azc4dhdUwbjJ+/GLM6irB5QG/MO8s/XpiEu2sGYczZMhg42wsrFw1GiUu/wLPvKtxJFOJD5Ctc/Wcdjpw/iPU+T2BXqzbsHq/F8HGzsMR7OwILNUGrMmHYOnIqtgYqag+VfSmN/YDIxyewfuttvE/la2N+nS9l6zzsuwvem+7Bpn4HfGV2CdOHe+FkDNdpaN4Xo0d8jWoOVqjQdjjGjPkF3b+y0hNP9W3ypLHRiHx0Aqs33Ua4bLvqNOMlebkdI3/YDNZzNhYuXomZzcPgPXAm9smeHtWRR4OOoNAwlWNh7HB84873pAzlqb70x+GqV19MvF8To+cvwuLfusF874/oMe8EQmISIc9C1fzVk05LjWM1I37qdKb9fVHTjr3STWF/bBx+vVkZQ+d5cx32Doi4cokbPmlnatw9LHfr2UciBG7nBgqHndBjBjfIWTYNzUI2YNpWf3xI11WmNDqUXF/owpkbqOHpodIXUqFWh+e8LTemXdEup9s27fuSiJvY/Nt+WPXqglparvSphxuzbhP7Yya2yaKAQ9h9QoiaJaKwkeu/etR1R23PUdikctJKk1Ftnez4Sc9enfgZGDVosK7aCV09gEOrF+HQiyQu9yLx4PBhXAyyRJGiRbJcouJJoy/C91Z1eHYopx5eqDnGL5qAjo4vsfufa4iWaBzUfPjiibrDUQg1Ow7A8EnzsPGIH67s/AnOl3/DuOVXTBx96V+PdbVv0M0TOLhyIQ4GydN8/9AhRZpVLssZjG/uS7y9F+cLjcXoDsrKKR3JKVwTb2cLW809apYOYYrydipDspu32dt+1nTkR8blSYEGgzDzp6bc0tplSav0DQ7/8S9qD/0OJXT1Fzkmr1cmt46RvMGcm2Gs91yMHjwEEyf3Q/2IB/APSoedvTUEXE1tJrCCvaMzChdUnS6Cqo1aoGopK0gLt8Nk7ykYNmQCVv+9FL2lR7F5512u25g1v4T3d2BvhUHoViLrtMDVA4P7foU3587hhiJjHOp1wtcN4uF35Qo+yubE4vJ9K7TvVBpWJizv0bcvfjRh3bqLQAF4ep3Bkbkt8PH1I9wPikWruYdxZmEHeccqz8N1E/n/hcUHy6Dv4PqyW5mKtOiBge1KwVIigeSFD7wWRaBlP0+U5hPn3BgjZw5FSd8FWLQzDCXrt0SNshaASxOMmj8dI34aj9lD20D6KBLFf/HGrJGDMGLGQLTFXfgHpMq2p7bvilTBV/UqwTUj42xRrn4r2Tr58jXe+zeM6D8QY8b1Rr3Ie3jwXAiBtQMc7SxhbmYGcwsbFCjgCMsQffF8iUSN8iMo4o5G9SqjBBd1bbLES8LgULsZ6pbjuy0CFK1WHeUSX+HVW7GePFqElUffcwVfWfYdwUXbiDzVk37/yzi46wmqNGuDUty6BEWaYGD3lkgPE6No20Yow81Tz1996bTUOFbl8ctCT9pNOfba1L6BZWuA7hM6yeIJl8YY2LMV7GXLZGVy3JnueEqDd2LeYiG6TuuCinwwP+hoWT9j29rKlGZeSKMvwPdmDXh6aPSFFNTr8By25Ua2K9rltB9h7PeliLy3B0tmTMWS/cexYcC3GLnjpcqAQlv4C8Qbs24T+mOmtclSRN+9zdVGtVDfoxtm/bkHZ/0OYGzhMxjZczL2ZNy6pc64to4vM3z9ZXqd+DloZr92ltUxYtN+LG0ahg0/dkOvCZtw/ekbhFg1RMN62rozUkRdOINb1T3RoZx67oue+WD8vHD8dOECNnU1w9GJvfHT2rsZl7T58HFzwzD04kX8wYdP6IUhKuHqHFG1pzfWTW6AV6fP4IGhMq2TlvVY1sCoPw9hebN3WDeoC7qP24jrgW8QbPUV1yhkptm0+OaCxLvY/NcH9Js/EJUzaiBzONjZcdkuRZpijkx6KvjjzN7BwcgdrUpb3koR7ueDtWvWYI3ssxa/Hw/kDvZsbF9rOnStP7/IZnnLklYuncc34lrFn9DTzeSaPZPWPNSUW8dI7rF1KggnRbLNnQpwMUziGhtd52qysnd2zvi+oOzX6NTGDk8Cn2s58yiC/449KDu4O0ppnbZF/V790CZ0L3afiZLNSXlwBVElWiD24D6cjuDiFHMFDy0aoamsB23K8qau2xAHtJp4CIcmtFK5oqQqr8M1SfHu9k08KlwCJZQnmV3aYdbhk1j0jTPeXzqL8wmuKF4ys+dmW7spmlb4iMtXb3H7yhzm5mawtrdXnAUUwNnJEQJLRzgWUOxcrkPmYCeCKJWvVTT3Hd/gat7PK18nX76Uq7BwKQRnMyGEWh8ykxqIpx+ua2yTZ8a19vrqU9V4WVYdiq3HZqPO6/1YM/c3LNrzALFSblDF1ZX6t/0Q6t0CQ8tn5qnW9IsduQ5tGt6Hv1HUpwLY2FhB4FwIhWTLastf/ek0RHfa+VDjj48qd07jXIFKqJzxkI0ABR0duP/rZkrc9e2jqCu+uODsjsrOmVuzsDAlV7h1nD+DmzU84aHRF5LJUofnpC3PabuS036Esd8XoFiD3vhtmx/uX16Drq4vsW/jHvhn3A+mLXw/3loZXrfR/TGT2+Q0RH/4gPSqrfCdhztkd5851MDAGaPQ9v0BHDwXya0hK9PaOlPrxM/D6NIvKN4Cv6w9jMvXfLF33WA4vrwP6297oYu7lt6KNAoXfW+jRscOKKua/9Jg7OAOyhfNfsS3levj5993Ykln4LT3Cvn9n8rw5kPk4Zt2YSkfvnh5xn2rWdmhVqevUVeUjGRdixgl63oExVtizPpj8Lt5Hgc2DOHSfA/WnXvjh6qKNPPxnfOrifHNAelbnFzxD/DTPPStqJrvlijhVh7FoqLxQXWzaTGIiSoJt3LZfQBWM0+4RsfvT0wbPx7jZZ8JmHskkGvcTNy+znToWn9+YmJ505ZWbt7R7dtxaHkX1HR3hzv3aT7rDBLe7MTIBjXRa0OA4YGSzjzUJreOkdxnbsZ3sNKRnu0LdA6yq52yszaKORlED7FjdwkM7FFS+zTHsvIP6NNZhMO7jyFE8h4nTovQedUo/GBxDHuPBCPy0kNYNW6S0ZE2ZXlT122Ig3tbtKume4SR1+Hq0pCUlIy0DzHqx7xMGj5+/AgR16ALhSo7VlAMxYpZQCIWm34iQMu+M06WUqHCQDyFL7E3W9tUIXmNo7/2w7hDAnhMXIjZPzZVnMU0sG2JWKMTkt08VaTf6isMnfUz0vYuwJqTD/D49n6sPRiNfpMHoT7fQ8l2/uqhM+1yxh0f9ZD4PhwpYq4Tn+06wgA9+ygqMpJrf8z0liK9uL7QBd9bqNnRQ70vxNNah+egLc9xu5LTfoTp33dpOBwzhjeBeUQEIrVELjM8Gqy0gXUb2x/LVpv8TNaZt7B3gJ1Kr9myQkM0cE9H3MdYrhXTL+dtXf5g9KBBVeyVTdh4rQ4mT+uD8lpKkTTqAs7cromOHcqqFxLhI9y7kYDSZcpDdnLKsR5+nvIj6iQH4dUbsfbwqfLwl3y4LpI0WNerhxry4Vn26VlP7OWN2OBXF1On981MMxffu9mJb3ZII3F51TLcbTAF45u7KGYmIjZWfurYrnFrtBE/xTOVN5FIQoLwwqYt2nxlbLdEC7U8sUb9mVchZEz2q1qMSRH5V3du9GzC9vWmQ/f68xVjy5uutMY74YelZ3B8z27s3i3//DW2BeyLd8asf3ww7wflr43pYKAsaJVbx0g+kM6Vjcx6l+u8JgrhXqVSlnIierQTu10HoVcp+QGrOS0jKI3OfbqhoO9u7Du5Dw+LfY+25TzQo6srzu75G/88tEbjxirl15TlTV33F8UaxUsUh3XwBZy7rvKKJK4DduzwXRR2c0NhcQACA5IVATwRxBJr1KxVXeftdrpo3XfZxV90kF14sEZpPfGsXjQIR3K0TSki9s/F6JMVMHJmV1RVezhW/7Zr1qzMDfVVGVjeYJ4KUKC4O9r1+hbl4x/iRgBDhxWHsLa7m6yuydX8ldGXdgWjjo+CcHZ2BoL84R+mv8ubPfriaYGCTk5gLwLxLEa1p6pFRplSJ406jzO3aqGjh0ZfSE8dnu22nBtA5qhd4eS0H2H6961RtmRJ2FcsD7esj8VwMsOrNDOwbmP6Y9lukyvArU5dVAp5jqB4xddkrGBtWxQVKpQymLf/L0weNEhCDuC3X6+h6doNGFtfvVqT429N8sWdWh3RvoxGBWRdBdXrWOMFdxAquzfmVpawdq2DmhWtMsODVMO5ncKF1+LDOdKYeziy7yreKMtNygsc2R2MtmO6QXNzvHRuWCf7KKaVTFmPJHg/Zs7wQ9P1v2NcA5U0c/GtYSC+uUIagUtLRmJJMJc/4ns4eugQDu3fgQ0zp2GLv/wylaD4d/h5cDJ8Tz5XnE0Q4enpi2BDR6Czlp/P05YvpuatKqO2b0Q6jKFrnyoZCtdG13eynSd602oB18p1ULdu3YxPlSL2EFgWQIlqdeBeQk/lbEQe5mQ/5i1+IMj9n/9fBv7vdDA+4wVWsORq3vi4OAiliXjzLp7LE5Xp0A/ckumIjYrOvNwcew1+j2uhb4+Giku6SiIE7NgJ54G95Pd/Z5nO5Ny+D3pXuoil84LRsHtNrvIvgJY9uqHqleXYxZqgkcbuMGV5U9f9JXFp/R2+Kf4Um2dOx7YbwYh4+xi+61fhLirBtUM/DKgdjeP7jiJY0d+SRgUgIKYDBvesxzXq8rKgNgDkiwI3rVo6eAypWvcdS+eX5b6fsQL+GOZXoaN88dL5W5X4qyTxXEvF7R+d8WyL9sILcNFSXgzJjFc6YsLD8eFDKEL406jSKNy/cg8hEjEkYiGkdX/QnUe968FWrexHwslgnupJf+pdrJu0Hi+5Yww2hVCkoAU+Bl7GyWtBiJXqPjZ00jxWQyMg4dLNp1me1/rTHh0tv5nQ8PEhgGubr+Fhcworf/0Dt2O4L0nDcevhC6SmcgMmxbbS1bZtgFrc4/EkIERHPMWwrNYELSRHsGrBQTxP4b8ciyfPFb9GpaRRpjLxtyb54nbtjuigWvEaqMNNacvV2y1bk9oV9e/KZX/bcsZ8XypVySXJS5w6H4bvfuoG5U0rusKrlzGwbkP9sRy2ybZN+mNYozvYszeQ27KcJOQu/G36o387zR+o5moA7tAzuq3jjm+p4jvG1YnydZlU7nML/3I3/sP9KftovtxN/oK3VBb79gm78I8XGz1sEvv9yjsmUr4JWuXD7WwmFb9lf/etxLpufsXE/LTiwyVM9knw/5P91LwVG+L9N9vjs4qN+f57Nnn/C8XL31TCl/zD9u5YLQ8/8DLj5RviJ+vZd652rHTTPmz0hDFsxPDJbP2VcPmLQdSkstd+e9niHuUZ7JqyMVtOs3+jMpcyvJ40lvD+Kbu8czEbO3wK++NahJZtMJb47xa98dWFz2vjxLLL89syVwv5/lH9WNWezi6pvhkk5hpbMaAXm7RhF/tn5RjWZ9QWpvECa47ufDE+b3XQu30T0qGT/n1qOFybnJYTHv8SGQ+G5ivYU9mONz2tUdt6sgJZXiSTvfXmeD9q4Nefcwns2ZmlrEd5MLvmE9iOm2+ZOP4p813Rh1WEPWsxcTe7E5bM7i9rxwpZFGPVWg9gq69HqE9ffcI2fW/DHCu3Yz/O3cz27tnMZg/owkb7PGHydymq5FfiAzbBxY3NC1KkOlVjWk0q81/agbWaf1uxHg63/OLWddmUi9oKpinLG7NsLNvVA6zS9Gvc0vmZZjy5/D4+g7UrZcW/8IeZ25VnnjOOsteKyu/jrY2sf62KrO249WzX7j/Y7J8GsVlHXnN1YwJ77ruM9arAlYVmE9jO229Z8usrbNPQWszcoiEbucWPhaSEML8tI1h9K3NWte8U1r1QWbV9l/b+HtszuRVzRCnWxesUC/zIrfPsMtbTjVtn03HM55a8fJ1Z3ptVkJWvXez8pdNs24xOrLQ5mEvrCWzLkcssMEZHPPcfZ+N0lJeUS1NYNYsObNWzrLW8Zrz8r21kXUqbMyvXaqxxh/7Ma88K1tMZzLX5cLblXryePErVOBbkr9rTm6f60j9uOZvXuyYrwKVdre4wL8Bqj1jGhmpJq7508uVaNX5ePrvYnE7FGFw82cxD/ox/SS//gix9aVeux/Dxkcqe7RzFGnLftSpahdVp3IX9Nul75mhfmw1Z78f+fXg0y7ZNifvyv5friWcYe7C5P6tuB2ZfqiZr3mUy2+bdkzm6DpO9WC4mwFdrmZJJC2P/9KvEuv0ZrFL3Gtk2GGzLjWvrtLcrBr6b023r+b748SrmWaQYq9lxEBs7eSIb3qcPG7vlLpcrxoUbipvu/ljutMniV4fYJI8ObNiyf9ie7UvYL/1Gsy0PlG+GVNaPZ9kjk9u6t6bViQPWsMOn9mcp93lBmU9Kxg0aUl+z22cvsTvPwlkC/4Zo2VuhdQ0awtmD85fYoyhxxoBBddAg+ySHsyd+59iZC7dY0AeRehj3YSnvWcC188z34m32IibrQZ8Yep9d8j3H/P59w9TKson0riftDbt34Sq7/yIqszLTxUB8tVHdCbkqLZYF3bjIrjzkCp1ililynLc53H5+ZFSexASyu0+y98ZlvbK53tw6Rnh5Vla1SfvIXt3xYw9CFaVHdZo7Jjd9b8cqjD3B3j71Y2fPXmWP32scncr8SnvJLh6/zSKUGac5rSHtw2v2+oNqYBqLePyIheo4nE1Z3phl44PuMv8w4+qOz0lbPMVRT9n1C1fY3VexWctp6ntZXX/O71/2JrsF0cC+yxWa8dSzTVmH1Oo7tumNcRFKCX/E/K4+YKGyvkUqe/vQj8tDleGhrjzSPBaUspOn4ldsv9cqdj5KMc1JS41nES/82OrBw9iC/VnTajCduuKnwmDaOcYeSylh/7Kr57ljPjyViUP92b1g3a/xNjXuhuKZEPqAXb38kL3hFk/Y1S9j0KBXWgTz546LJ2ppM8HnbEtzum2d309lEYHX2LkzvuzijQAWnmXlhsI5huKWjf6YSVIj2OOrZ7nj7wmL0DjLY1I9bsTxkx8oxwZKZooBA2xt5Rf3uUEDzMzUH/vRnOYZO09JX5gmU5b9UvFp5PJfMUVI/pVvyqr0Lf7o5o5lZQ/i0ZqOGvd8E/JppJyfjIaTLfD7TW+0/CKeEZIi8sAodDnviRObukJ5J7dM4gNs2hiI9hP7Q/P3FL68dGbKy7gn7u6PkhPt8PeLzfjhC769kBBjKPvjyj5Ath6EJoSQTy8NaWnpEInFavfREpLXJE93Y+bImfjrxnvEvE9Fw1ED0eQL6kgzG0ekcQOH9t+PwPSFy7F6zSosnTsBP08+AdduPTIGDF9yOj9V3IUiMaRcHfQJXslESL5DgwZCyBcgCS+vXkRM+UH41iEIp+6Gazx0SEjeMS9UGuWck/Bg/584WXgU1v5c7Qv6tRQBXL9djnPXfTC+RVGkRb1B6Psk2Fbrgd9Wz0aXipk/W/Mlp/NTxF0Ucg2nwotjQA8XBB+7ibz4ZXVC8jO6Pekz4dNItyeRLwGVVUIIIeS/R9kfp9uTCCGEEEIIIUahQQMhhBBCCCFELxo0EEIIIYQQQvSiQQMhhBBCCCFEL62DBs2HHj/1Q5D00CUhhBBCCCH5R5ZfTyKEEEIIIYQQHv16EiGEEEIIIcQoGVcalL/FqvmvkqFpnrZ5SvrCtDF1eUIIIYQQQkjeoCsNhBBCCCGEED2A/wEGqKS5MMwluwAAAABJRU5ErkJggg==[/img]
有关用户翻页的数据处理代码清单如下:[br][br] 代码清单 4:Python 访问 MariaDB(MySQL)数据库进行数据变换。[br][br] import pandas as pd [br][br] from sqlalchemy import create_engine [br][br] engine = create_engine ('mysql+pymysql:/ /root:1234560127.0.0.1:3306/test?charset=utf [br][br] 8 *) sql = pd.read_sql(*cleaned_gzdata',engine,chunksize = 10000)[br] [br] for i in sql:#逐块变换并去重[br][br] d = i . copy () [br][br] d[ *fullURL' ] = d[ 'fullURL' ] .str. replace (*_\d{0,2} .html*,1 .html1) # 将下划线后面部 分去掉,规范为标准网址[br][br] d = d. drop_duplicates () #删除重复记录[br][br] d.to_sql('changed_gzdata *,engine,index = False,if_exists = * append') #保存 代码[br][br] 详见:demo/code/ sql data change.py
[br] 由于在探索阶段发现有部分网页的所属类别是错误的,需对其数据进行网址分类,且分析目标是分析咨询类别与知识类别,因此需对这些网址进行手动分类,其分类的规则和结果见表 4-2-17。其中对网址中包含“ask”“askzt”关键字的记录人为归类至咨询类别,对网址中包含“zhishi”“faguizt”关键字的网址归类为知识类别。[br][br] 表 4-2-17 网页类别规则[br][img]data:image/png;base64,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[/img][br][br] 因为目标是需要为用户提供个性化的推荐,在处理数据的过程中需要进一步对数据进行分类,其分类方法[color=#0000ff]如图 4-2-2[/color] 所示,图中知识部分是由很多小的类别组成。由于所提供的原始数据中知识类别无法进行内部分类,故从业务上进行分析,可以采用其网址的构成对其进行分类。对表 4-2-18 中的用户访问记录进行分类,其分类的结果见表 4-2-19。[br][br][br][br][br][br][br][br][br][br][br][br] [br] 图 4-2-2 网页分类图[br][br] 表 4-2-18 网页分类表[br][img]data:image/png;base64,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[/img][br][br] 表 4-2-19 网页分类结果表[br][img]data:image/png;base64,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[/img]
网址分类的数据处理代码清单如下:[br][br] 代码清单 5:Python 访问 MariaDB(MySQL)数据库进行网址分类。[br][br] import pandas as pd [br][br] from sqlalchemy import create_engine [br][br] engine = create_engine ( ' mysql+pymysql : //root : 1234560127.0.0.1 : 3306/test ?charset=utf8 *) sql = pd.read_sql(* changed_gzdata *,engine,chunksize = 10000)[br][br] for i in sql:#逐块变换并去重[br][br] d = i.copy() [br][br] d[ * type_l' ] = d[' fullURL' ] #复制一列[br][br] d[ Ttype_l1 ] [d[ 'fullURL* ] . str. contains('(ask)|(askz 7t),)]='zixun ' # 将含有 ask、[br][br] ask7t 关键字的网址的类别归为咨询(后面的规则就不详细列出,实际问题自己添加即可)[br][br] d. to sql(' splited gzdata ',engine,index = False,if exists = ' append*) #保存代码详见:demo/code/ sql data split.py
统计分析每一类中的记录,以知识类别为例进行统计分析,见表 4-2-20。可见其网页的点击率基本满足二八定律,即 80%的网页只占了浏览量的 20%左右。通过这个规则,按点击[br][br] 行为进行分类,20%的网页是热点网页,其他 80%的页面属于点击次数少的。因此在进行推荐过程中,需要将其分开进行推荐,以达到最优的推荐效果。[br][br] 表 4-2-20 知识点击次数统计表[br][img]data:image/png;base64,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[/img]
[br] 3. 属性规约[br][br] 由于推荐系统模型的输入数据需要,需对处理后的数据进行属性规约,提取模型需要的属性。本案例中模型需要的数据属性为用户和用户访问的网页。因此删除其他属性,只选择用户与用户访问的网页,其输入数据集见表 4-2-21。[br][br] 表 4-2-21 模型输入数据集[br][img]data:image/png;base64,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[/img]
[br] 4. 模型构建[br][br] 在实际应用中,构造推荐系统时,并不是采用单一的推荐方法进行推荐。为了实现较好的推荐效果,大部分都结合多种推荐方法将推荐结果进行组合,最后得出推荐结果。在组合推荐结果时,可以采用串行或者并行的方法。本例所展示的是并行的组合方法,如图 4-2-3 所示。[br][br][br][br][br][br][br][br][br][br][br][br][br][br] 图 4-2-3 推荐系统流程
针对此项目的实际情况,其分析目标的特点为:长尾网页丰富、用户个性化需求强烈、推荐结果的实时变化;结合原始数据的特点:网页数明显小于用户数。本例采用基于物品的协同过滤推荐系统对用户进行个性化推荐,以其推荐结果作为推荐系统结果的重要部分。因其利用用户的历史行为为用户进行推荐,可以令用户容易信服其推荐结果。[br][br] 基于用户和基于物品的协同过滤算法的区别在于:基于用户的协同过滤回答的是“将物品 A 推荐给哪个用户?”(假设答案是用户 B),基于物品的协同过滤回答的是“将哪个物品推荐给用户 B?”(在前面的假设下,答案是 A)。也就是说,两者的问法并不一样,但是最终的推荐结果是相同的。基于用户的协同过滤是用在用户少、物品多的场景,反之,基于物品的协同过滤就是用在用户多、物品少的场景。总的来说,都是为了减少计算量。而在数学上,两者的区别是在输入的用户-物品评分矩阵中,要不要进行转置,换句话说,只要对用户-物品评分矩阵进行转置,就可以将基于用户和基于物品的协同过滤相互转换。[br][br] 基于物品的协同过滤系统的一般处理过程:分析用户与物品的数据集,通过用户对项目的浏览与否(喜好)找到相似的物品,然后根据用户的历史喜好,推荐相似的项目给目标用户。[color=#0000ff]图 4-2-4[/color] 是基于物品的协同过滤推荐系统图。从图中可知用户 A喜欢物品 A 和物品 C,用户 B 喜欢物品 A、物品 B和物品 C,用户 C 喜欢物品 A。从这些用户的历史喜好可以分析出物品 A 和物品 C 是比较类似的,喜欢物品 A 的人都喜欢物品 C,基于这个数据可以推断用户 C 很有可能也喜欢物品 C,所以系统会将物品 C 推荐给用户 C。[br][br][br][br][br][br][br][br][br][br] [br][br][br] 图 4-2-4 基于物品的协同过滤推荐系统图
[br] 根据上述处理过程可知,基于物品的协同过滤算法主要分为两步。[br][br] (1)计算物品之间的相似度。[br][br] (2)根据物品的相似度和用户的历史行为给用户生成推荐列表。[br][br] 其中,关于物品相似度计算的方法有:① 夹角余弦;② 杰卡德(Jaccard)相似系数;③ 相关系数等。将用户对某一个物品的喜好或者评分作为一个向量,例如所有用户对物品 1的评分或者喜好程度表示为 [math]A_1\left(x_{11},x_{21},x_{31},...,x_{n1}\right)[/math],所有用户对物品 M 的评分或者喜好程度表示为 [math]A_M=\left(x_{1m},x_{2m},x_{3m},...,x_{nm}\right)[/math],其中[math]m[/math] 为物品,[math]n[/math] 为用户数。可以采用上述几种方法计算两个物品之间的相似度。由于用户的行为是二元选择(0-1 型),因此本例在计算物品的相似度过程中采用杰卡德相似系数法。[br][br] 在协同过滤系统分析的过程中,用户行为存在很多种,例如浏览网页与否、是否购买、评论、评分、点赞等行为。如果要采用统一的方式表示所有行为是很困难的,因此,只能针对具体的分析目标进行具体表示。在本例中,原始数据只记录了用户访问网站的浏览行为,因此用户的行为是浏览网页与否,并没有进行类似电子商务网站上的购买、评分和评论等用户行为。[br][br] 完成各个物品之间的相似度的计算后,即可构成一个物品之间的相似度矩阵,类似于表4-2-22。通过采用相似度矩阵,推荐算法会给用户推荐与其物品最相似的[math]K[/math] 个物品。采用公式 [math]P=S\slash M\cdot R[/math],度量了推荐算法中用户对所有物品的感兴趣程度。其中,R 代表用户对物品的兴趣,S/M 代表所有物品之间的相似度,[math]P[/math]为用户对物品感兴趣的程度。因为用户的行为是二元选择(是与否),所以在用户对物品的兴趣 R 矩阵中只存在 0 和 1。[br][br] 表 4-2-22 相似度矩阵[br][img]data:image/png;base64,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[/img][br][br] 由于推荐系统是根据物品的相似度以及用户的历史行为对用户的兴趣度进行预测并推荐,因此在评价模型的时候需要用到一些评测指标。为了得到评测指标,一般是将数据集分成两部分:大部分数据作为模型训练集,小部分数据作为测试集。通过训练集得到的模型,在测试集上进行预测,然后统计出相应的评测指标,通过各个评测指标的值可以知道预测效果的好与坏。[br][br] 本例采用随机打乱数据的方法完成模型的评测,具体方法为:首先用随机函数打乱原始数据的顺序(用 random 库的 shuffle()函数可以轻松做到),然后将用户行为数据集按照均匀分布随机分成 M 份(本例取 M=10),挑选一份作为测试集,将剩下的份作为训练集。然后在训练集上建立模型,并在测试集上对用户行为进行预测,统计出相应的评测指标。为了保证评测指标并不是过拟合的结果,需要进行多次重复,由于开始时的随机函数打乱顺序保证了测试的随机性,因此,仅需要少数几次试验,就可以得出比较稳定可靠的评测结果,最后将试验测出的评测指标的平均值作为最终的评测指标。
[br] 5. 基于物品的协同过滤[br][br] 基于协同过滤推荐算法包括两部分:基于用户的协同过滤推荐和基于物品的协同过滤推荐。本例结合实际情况,选择基于物品的协同过滤算法进行推荐,其模型构建的流程[color=#0000ff]如图 4-2-5所[/color]示。[br][br][br][br][br][br][br][br][br] 图 4-2-5 基于物品协同过滤建模流程
其中,训练集与测试集是通过交叉验证的方法划分后的数据集。通过协同过滤算法的原理可知,在建立推荐系统时,建模的数据量越大,越能消除数据中的随机性,得到的推荐结果对比数据量小要好。但是数据量越大,模型建立以及模型计算耗时就越久。因此,本例选择数据处理后的婚姻与咨询的数据,其数据分布情况见表 4-2-23。在实际应用中,应当以大量的数据进行模型构建,得到的推荐结果相对会好些。[br][br] 表 4-2-23 模型数据统计表[br][img]data:image/png;base64,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[/img][br][br] 在实际数据中,物品数目过多,建立的用户物品矩阵与物品相似度矩阵是一个很庞大的矩阵。因此,在用户物品矩阵的基础上采用杰卡德相似系数的方法,计算出物品相似度矩阵。通过物品相似矩阵与测试集的用户行为,计算用户的兴趣度,获得推荐结果,进而计算出各种评价指标。[br][br] 为了对比个性化推荐算法与非个性化推荐算法的好坏,本例选择了两种非个性化算法和一种个性化算法进行建模,并对其进行模型评价与分析。两种非个性化算法为:Random 算法和 Popular 算法。其中,Random 算法是每次都随机挑选用户没有产生过行为的物品并推荐给他。Popular 算法是按照物品的流行度,为用户推荐他没有产生过行为的物品中最热门的物品。个性化算法为基于物品的协同过滤算法。利用 3 种算法,采用相同的交叉验证的方法,对数据进行建模分析,获得各个算法的评价指标。
6. 模型评价[br][br] 如何去评价一个推荐系统的优劣?一般可以从如下几个方面整体进行考虑:用户、物品提供者、提供推荐系统网站。好的推荐系统能够满足用户的需求,推荐其感兴趣的物品。同时在推荐的物品中,不能全部是热门的物品,也需要用户反馈意见帮助完善其推荐系统。因此,好的推荐系统不仅能预测用户的行为,而且能帮助用户发现可能会感兴趣,但却不易被发现的物品。同时,推荐系统还应该帮助商家将长尾中的好商品发掘出来,推荐给可能对它们感兴趣的用户。在实际应用中,评测推荐系统对三方影响是必不可少的。评测指标主要来源于 3 种评测推荐效果的试验方法,即离线测试、用户调查和在线测试。[br][br] 离线测试是通过从实际系统中提取数据集,然后采用各种推荐算法对其进行测试,获得各个算法的评测指标。这种试验方法的好处是不需要真实用户参与。离线测试的指标和实际商业指标存在差距,比如预测准确率和用户满意度之间就存在很大差别,高预测准确率不等于高用户满意度。所以,当推荐系统投入实际应用之前,需要利用测试的推荐系统进行用户调查。[br][br] 用户调查利用测试的推荐系统调查真实用户,观察并记录他们的行为,并让他们回答一些相关的问题。通过分析用户的行为和他们反馈的意见,判断测试推荐系统的好坏。[br][br] 顾名思义,在线测试就是直接将系统投入实际应用中,通过不同的评测指标比较不同的推荐算法的结果,如点击率、跳出率等。[br][br] 由于本例中的模型是采用离线的数据集构建的,因此在模型评价阶段采用离线测试的方法获取评价指标。[br][br] 在某些电子商务的网站中,存在对物品进行打分的功能。在此种数据情况下,如果要预测用户对某个物品的评分,就需要用预测准确度的数据表现方式,其中测评的指标有均方根误差(RMSE)、平均绝对误差(MAE)。[br][br] 在电子商务网站中,用户只有二元选择,如喜欢与不喜欢、浏览与否等。针对这种类型的数据预测,就要用到分类准确度。其评测指标有准确率(P,precesion),它表示用户对一个被推荐产品感兴趣的可能性。召回率(R,recall)表示一个用户喜欢的产品被推荐的概率。[math]F_1[/math]指标表示综合考虑准确率与召回率因素,更好地评价算法的优劣。
由于本例用户的行为是二元选择,因此在对模型进行评价的指标为分类准确度指标。针对婚姻知识类与咨询类的数据进行模型构造,通过 3 种推荐算法,以及不同 K 值(推荐 K 取值为 3、5、10、15、20、30)的情况下所得出的准确率与召回率的评价指标。婚姻知识类的评价指标[color=#0000ff]如图 4-2-6[/color] 所示。从图中可看出,Popular 算法是随着推荐个数 K 的增加,其召回率R 将变大,准确率 P 将变小。基于物品的协同过滤算法的不同,随着推荐个数 K 的增加,其召回率 R 变大,准确率 P 也会上升。当达到某一临界点时,其准确率 P 随着 K 的增大而变小。在此数据下,随机推荐的结果最差,但是随着 K 值的增加,其 F1 值也在增加,而 Popular 算法的推荐效果随着 K 值的增加会越来越差,其 F1 值一直在下降,相对协同过滤算法,在 K = 5 时,其 F1 值最大,然后会随着 K 值增加而下降。比较不同算法之间的差异,从表中可以看出,随机推荐的效果最差。当 K 取值 3 和 5 时,Popular 算法优于协同过滤算法。但是当 K值增加时,其推荐效果就不如协同过滤算法。[br][br][br][br][br][br][br][br][br][br][br][br] 图 4-2-6 知识类准确率-召回率[br][br] 对于咨询类的数据,3 种算法得出的准确率与召回率的结果[color=#0000ff]如图 4-2-7 [/color]所示。可以看出Popular 算法、随机算法的准确率和召回率都很低。但是协同过滤算法推荐的结果比其他算法推荐要好得多。产生这种结果主要是因为数据问题:① 咨询类的数据量不够;② 业务上分析咨询的页面会很多,很少存在大量访问的页面。在此数据下,Popular 算法与随机推荐算法的结果要差,其 F1 值基本上是 0。在协同过滤算法中,当 K = 5 时,其 F1 值最大,然后会随着 K 值增加而下降。针对这种情况,协同过滤算法优于其他两种算法。[br][br][br][br][br][br][br][br][br][br][br][br] 4-2-7 咨询类准确率-召回率

Information: 二、数据探索分析