PLSQL_性能优化系列12_Oracle Index Anaylsis索引分析
2014-10-04 Created By BaoXinjian
aaarticlea/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAATCAIAAAAf7rriAAABHklEQVQ4jc3Tv0sCcRjH8Wc4/wL9H4T0P3CpXYQcHQpuFIQayjvXQrnulhosHDpQsBZB8Q9wuWu1QVBcbMtNyaAm3y0e/fC4Lmvo4bO++D6fB74CLJdPm0X+MRaRn2HuowziDFNMVBFhajDvsHB4GYXBMQZxRikeVBHh0WDeDo+jKzz5gJ8dXjfAU4NZm4UbEse+4uC1qVYplSgU2Ntf4aHXeXrGLBjX65TLaEXyeTIZdrYjCskEIpLdRdMwTWybOxc/3GpxfsHpCUfH5HKk0xGF5JaHi1gm9jWuP3Ycbm+o1bAsDg9Q1U9YC8b9Pt0uzSZXl/LdrOHxmF6PTodGg0oFXY8oJLzOuveyf+f1vB8si17EDFj7zz5GyPwKvwECQrZ4yvBSdAAAAABJRU5ErkJggg==" alt="" />一、摘要
1. 索引质量
索引质量的高低对数据库整体性能有着直接的影响。
良好高质量的索引使得数据库性能得以数量级别的提升,而低效冗余的索引则使得数据库性能缓慢如牛,即便是使用高档的硬件配置。
因此对于索引在设计之初需要经过反复的测试与考量。
那对于已经置于生产环境中的数据库,我们也可以通过查询相关数据字典得到索引的质量的高低,通过这个分析来指导如何改善索引的性能。
2. 索引创建的基本指导原则
索引的创建应遵循精而少的原则
收集表上所有查询的各种不同组合,找出具有最佳离散度的列(或主键列等)创建单索引
对于频繁读取而缺乏比较理想离散值的列为其创建组合索引
对于组合索引应考虑下列因素来制定合理的索引列顺序,以下优先级别由高到低来作为索引的前导列,第二列等等
- 列被使用的频率
- 该列是否经常使用“ = ”作为常用查询条件
- 列上的离散度
- 组合列经常按何种顺序排序
- 哪些列会作为附件性列被添加
aaarticlea/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAATCAIAAAAf7rriAAABHklEQVQ4jc3Tv0sCcRjH8Wc4/wL9H4T0P3CpXYQcHQpuFIQayjvXQrnulhosHDpQsBZB8Q9wuWu1QVBcbMtNyaAm3y0e/fC4Lmvo4bO++D6fB74CLJdPm0X+MRaRn2HuowziDFNMVBFhajDvsHB4GYXBMQZxRikeVBHh0WDeDo+jKzz5gJ8dXjfAU4NZm4UbEse+4uC1qVYplSgU2Ntf4aHXeXrGLBjX65TLaEXyeTIZdrYjCskEIpLdRdMwTWybOxc/3GpxfsHpCUfH5HKk0xGF5JaHi1gm9jWuP3Ycbm+o1bAsDg9Q1U9YC8b9Pt0uzSZXl/LdrOHxmF6PTodGg0oFXY8oJLzOuveyf+f1vB8si17EDFj7zz5GyPwKvwECQrZ4yvBSdAAAAABJRU5ErkJggg==" alt="" />二、索引的聚簇因子
聚簇因子是 Oracle 统计信息中在CBO优化器模式下用于计算cost的参数之一,决定了当前的SQL语句是否走索引,还是全表扫描以及是否作为嵌套连接外部表等。
1. 堆表的存储方式
Oralce 数据库系统中最普通,最为常用的即为堆表。
堆表的数据存储方式为无序存储,也就是任意的DML操作都可能使得当前数据块存在可用的空闲空间。
处于节省空间的考虑,块上的可用空闲空间会被新插入的行填充,而不是按顺序填充到最后被使用的块上。
上述的操作方式导致了数据的无序性的产生。
当创建索引时,会根据指定的列按顺序来填充到索引块,缺省的情况下为升序。
新建或重建索引时,索引列上的顺序是有序的,而表上的顺序是无序的,也就是存在了差异,即表现为聚簇因子。
2. 什么是聚簇因子(Clustering Factor/CF)
聚簇因子是基于表上索引列上的一个值,每一个索引都有一个聚簇因子。
用于描述索引块上与表块上存储数据在顺序上的相似程度,也就说表上的数据行的存储顺序与索引列上顺序是否一致。
在全索引扫描中,CF的值基本上等同于物理I/O或块访问数,如果相同的块被连续读,则Oracle认为只需要1次物理I/O。
好的CF值接近于表上的块数,而差的CF值则接近于表上的行数。
聚簇因子在索引创建时就会通过表上存存在的行以及索引块计算获得。
3. 聚簇因子结构图
(1). 良好的索引与聚簇因子的情形
aaarticlea/png;base64,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" alt="" />
(2). 良好的索引、差的聚簇因子的情形
aaarticlea/png;base64,iVBORw0KGgoAAAANSUhEUgAAAaAAAAEWCAIAAACvx9RmAAAgAElEQVR4nMS9Z5hU5bqu+4hgQEFFVFREVAQVxYiRoIiiJMkZJCoGRHKSKBkkNJ0q55xzzlWjRuXYobo6N9E5515n7bXPtfc558c6P0Z3Ud2NTtfc17nO86OpLkaNrhpjfPd43u99v7dwqbcu30kV/XSlTJWVlVX9VF1dXdNbtbW1tbW1tN6i0+l0Op3RW0wmk8lkslgsZplYLBaLxWKz2Ww2m9MjHo/H4/H4vSUQCAQCgbC3RCKRSCQS95ZEIpH2k0wmk/eWQqFQKBTKflKpVCqVSl0mjUaj1Wp1/aTX6w29ZTQajUajqbfMZrPZbLb0ltVqtVqtNpvN2ls2m83eWw6Hw+FwuFwup9NJPXY6nS6Xy+Vyud1ut9vtuZN8f1n+Oynw/5Pu+GbuqDt+Fu+d5PF43P3kupOow0sddls/USeozxm0WCzm3qJOurG3qMtD31vUVaTtLbVareon6spU9BZ1Gct6i7raJb1FjQtqsJTGjkAg6DPEqHHH5XI5ZaLGJqufqPHbZ4zT6fQ+HKAe1PYWhY7q3qIIU9lPV65cKQGqxC5cunTpQpmoZy/2VullJQ6W6Hb58uV+gKusqKioqqoqR1xVVVVtbW11dXX5p6qpqaHT6bW1tQwGo/SRGAwGjUZjMpl0Op36SafR2DyJRqNRyfjU4eJwOCwWi8vl8ng8DodTfui5XK5AIODxeOV04/P5IpFIIBBQ5496UiKRiEQiqVRajjyZTCaRSORyeYl3CoWCuiCUSmU59VQqlUKhUKvVyp5rSqlUajQaCnMlURdoOfW0eoPTT0bDIa/DbCzjntlsNhqNFoulHHlWq9VsNttsNovFYrPZqIFB/Wq320uwczgc1NCiMOdyuaxWK0U3aii63W6n0+nxePoMVK/X6/P57gi+/uqDDW+AzBUKhfpkOPDPQXdnZHq9gXCyqbkpn4kEfV7qub8IOK/X+xcBd0eIu93u/oCj7g2USoAr3TZcLpfdbqduHhaLxWq1ORwOq9Vqt9v73JOoM2W1WksnkXpssVjKWWY2mw0GA7VNiWVGo1Gn0xkMhh6O6XQGs9MbIv0ei1Ffup9qtVrqYuvDMpVKJZfLlUplOcsUCoVUKpXL5SWQyWQy6oKXSqUikaj0vFAoFIvFAoFAJBJRA0ooFPJ4PIFAwC0Tn8+n7AWXy6UoRjGOyWSy2WwGg8FisSimMZksaiDTaLQ+gKupqaGIRmdxJXKFQsStqa6iIFBCSU1NTWVlZXV1dQk41OOqqqqKior+gLt06VIJVhcvXrx8+TL6+7US0cqJSNHtSj/1A1xl5ZVanlypkku4jNqSj/srgKPcXB/GsVgsNk8kuLh39px5G/ZfFkoEXDbnfwdwFNpKdOtzW6PoVn7FUGgr+bWSKLpRlk2j0Rht7nA0lQh7TAZdH7Om0+nKzJrF7rCyjmxasHFHhdjsctlKo6I0Esq9AAUyClvUWCr9WnJnJZVsWsl3lKPN4/H0H9Jut/uvW6FeeAuQCUJzZM26rb/QLWQ8HPwzxPl8vmAwGOqrIBFLJ62MdUs3Hr6kCqbjkVAoGAz+Rcb9fwG4citXzjgKcxTgrDZnIJZpamlKk36H01nul0u6o7MrMa5k66gHFOn62Loe0ukNJrNZKzm1c9W8LUe4CoPZpL99p9RqNRqNUqksjyHKGVdSOeNKoi74PowrB1xJJcaVVM64EubKAcdksMQqg81sUIi5DNqfAY7OYtHOHVy7eMZXW45zOOzqHq5RKtGNgstfBBxFKuqZPwQctVGJiNSvFM4uX75cTjfKr/XYRhpHeGH1m2PHT5636zyTy6ihENcfcBTdSkQrmTjq8W3AMZlcmU6640MAeP4HvlXFZzEpurHZ7D6Ao+jWB3AU3foAruTd+tONcm19AEdZtj50o6in1Wp0Zquef3bl9AmvLv1FZ7NbjHq9wWDQ63U6nUajMRqNer2+Oxwx2/wh++ZxADD1iIIMu6iYtEQ3yqD1oRvl0UqMoyDYP2gqsaw05PoYN4po5bpj4PknI79EAF842xY79wAAfEyPFNKE3/vPwtu+eAsGyFxnmjEPAEbvtBXrE0TQ/wcRZX9RjPtTSFG491KM6x+Y949GKVFWjjqM5YbO4XC4nN5Q3Mvfu+b9se/tYNuSYZ+zh3HUKSs/TZSVK6nk6Uqnu8S7csaVezqj0Wi0OW3ys+8PAvD8zyyD224sRQMlH1cCWQlwfRhHAa6ccTKZTCQSSSRSKlb9c8CV+7hywJUYR0WmJcCxWRyRVHR43eTn3vjk26O1QhGHyWCWxaF0eo+hqamuZQkl9H0zAGDYfJ5SwKyp7Q+4EtTKAdefcf0BV1lZ+S8CjhK1CwpwPfNxDKnq5BsA8MTK03wJq5ZydyW6ld56H79GAa4v3VgsBp3BU+gUh74AMGTcVr5NKWBz+tCt5JzL6Vai3h/RrQS4kj8vp1uJeuV0K1GPohtl31QqnT1gq9nwHgDg1XNur9ds1Gp1OrM7Vd98tTXlMOgp/2YwGIxmq59w7/oIwENf/iolwh6z0dSHbqWbfDndqGFWCkhL9q3kGspZVjIgpWcotPVhBBV19kfDP7dPfr8vnG1P08YAGP4lI9yUiwQCgeAfiaJb/52Q2dYG0UYAI8bvtRSbEqFAMBTy+/1/uKPe+kOv5/f7AuFcy63/+X/+3pKLBnz+O9q9P5l/LMccJafT6Xa77B6iIcD94ikAwMKaq4W4w2Yvj15LmOsTupYAR3GNOtd9GHeHuFVnMNtdTk3lrJEA3tzB0XpsJq1Go9FoyhmnUqmo+ZD+jKPUh3ESmUxjdCUa6qI+i1omFf2BiaNUAhzFOEr9GUeZOCaTyWazWByRSnfhAwDAyE/38zUyFoPGYDBYfIUt4LcbFFwmrYaK2Gg0Jl/MOrh0OIARS7hqKaOm5o4hKsW16urqck9XCi4pEFHGqzSH9q8DrlwlunVP/1WzxZrTUwDcO27DWb6US6OyCyW60ctUHo2WHGwvujEYbDaLJ9MpDs4A8OC4rUK7RsTlUke5RLdy81yiW/kt6M/pVroO+sy4USpNt1Fco1Sim1qt1ukMFrdd8MuiBwAMmClwuxxGvdHuCStPvTkUwCR2JOg2G/UGg9lsNlkc3pBzz4cAhs48pohEvLaeSejyybWSynFWinqcTqfdbi+5NkrlLCsNznK09Z1E6zFrfxRR/pkCgUAk15qqfRHAo7OZZDEfvVMMWqZAIED0USgYy3fUidYDeGLCAUuhMRkOEQQRCAT+bEc9+kMOBgKBUDgTcZ9Y+Ahw7+KTmmQ+EfT7+kTQfx7hlixeCfoul8vjcTs8wUxUveWtBwG8skvVmiFcLndphq4cc32mFPowjjrXfRhX7uZ6GGc02ZwOdeXMUQDe2ME3uOxmnU6v1+s1PZijGEepP+PK3Vw34+RKndHAPbXoPmDoh99ztCaNQlZiHIU5inGU+jCuRLo7Mo4ycSwWX6GjzX0EACauOy+RC9hMJkcgph1f/ABw34TlFzhSHoteU1tLp9FYIjHzl8WPAnhqOVclZpTSkT2TceWMq6ys7B+3lkjXP7j81wFXYmeJbtTzVVVMqfrcJAD3vLjxLF/CplVVV1dXV9NotdXV1RTUenIjNXQ6o7Ysn0CFrj10KzGOyZUZlRTgXvlZ4NAKOd1ZVD6fz+VyBGUOjltGt9upn350o07kHfMJ3Q6uLJ9AXR8qlUqhUJZSByqVirpzarVatUat0xms7mCqoVDIkXajQW/QGx2+sOjwM4MBTOVGwx6LyWg0GQwGk8UWCHv2fAjgkS+OK6Nhj/l2PsFm7p06KKdbaQ7Ibre7XN2AK5/9cbvdTuftIJQak96ezKDP5/sja+bz+fokFe/Mqh56dCuS78jSxgB4dBYn2pyPhUKhvgS7jbIexgUCZUYvEIhk2xq7Abff3lxMEsFAMEiEQt1voN8+qOep3ykOlr8naq+hYDAYjuQirm3TBgIPLj2tT+WTAZ/X389ier2lqNrv9/eaQ/R6vf5uwPlKgHN7PF6vx+UJpAotN6/fbE6HnC53d/TaMzFaSlNYLBa73VE6j6VZOWqereTgqLSSsSyn3otxRqPZ4XZpqr4cCeCN3VyD197t4Kg4tcS4UhKfyjz0ST6oVEqZTKagMg9yhdZiZu+aDmDY5C1crVklk0il3T6uZOVKCVSq+qCUcygVKlDGonfOgQIci8NhM5kCjdXpdzt1cj6LxaIzGXyRtHrXDACD31h5nicVMOk0Or2mhsYSyjiHlz4K4OllArWMWWbfqqqryxlH0e2OmYfyiLVPfPnPAVce1vabdOumWynwrK7lSFU9gDsnkvHotbW02lo6VyTXKKVcRi2DyeaKZFSaWyET8DgsBo3OYrEpxlGYY7O5QqnCaDQaDDqNUixS6tWHugEncujEvO66EA6PKxTLFFo9NfNhs+iVMolQwBOKRAIBXyRRmlwut8OmV8qEAgFFN4lEptAYXH6vw6SXS6W98wlyuVLn9Pv9HrtBfTunIFcqjTZ3KBLyOsw6jaZ0s1SpdXZ/iCRDTrNeo9EarY5gOBoPucxGvcliD6aLXe7LrzwGYLb5RmchlUxn4iGP3WJx+AjPng8APDTrVwUZC3r8RDqTy+XS8UjA43RYLZYSsyizVnJqDofD5XI6nG6/n0jXNzY0NDQ1NTU2NjY2NhYKhYb6bJLwuVxuilcefzAWT+Yam1pbWlpam+sz8SgZ8vv7hpGBQCAUDseSueaW1ra2tvaW5sZckiSCgYC/D16CBJlM17V0dnZ2trc01SVTDR252jEAhs9iRVrq4wRBhO8ogiDISDxTX2ht7+rq6mptyMSjJLXTaF1nfQ/grE2FFEkQRCiaaui61t7UkCJDpV0SBEGm6prar7U3ZGLUXyKIUChERGLpxtb2zo7OjraWxlwyEgkHA6FEQ/u/32w6t+hh4InvWYl//I9bnW1txcYEEegmdzAQCIZjmfpCa3tbW1t7a2MuEY8E/d0E9Pl8fn+QTNc3F+piIZ8vEE7VFYrFYiEX97vdbrcvlMg2NBfSZMDhdHo8HofdE0pkG5oyhNvldHuJWDKbry8UmtLRkNflsPWU71itVovFbLXanJ4AGUvm8/lMJpPNZtPpdCaTyeaShM9psVh7MU5vNDvcTk3VHApwHIPb7XB5Q7FEIp6IBn1Oo06j1WpKOQej3UOEw0GnWaVSl5IPKpVGb3WHCZ/NqFHI5XKtNZpKGE8vvhsYOfOQOZyMhHxup0Ujl0p75xzEYqnaYHV5XUa1TCAshURCgViht1rtVr2Yx+PfnpLj8YVyvdWqU8q4bCabzRLKdWaDTinhsxh0Jk9qdLiUp5cMBIZ/9IPA7rYZ9Wq1jMdksEUS1qFuwPE1EhaTK5bJ1Gq1Ri0TcJjVlVUlxlF0o9FofWxd+SRd/8wDLvcrCikHHKU+dPsj+9bHwa0/y5ewadU1NCaLdujb2VNnbzjBkusUgtrjP30x44sZX8xb891JtkQqFnIYjG7jRqPROSKFRi64dGjztM8+nzVr8cYdF5SuoP30zBLgRFwej8/jcfkytdGk5547sGXl3Jlz5syau2w3TS7XG8xKiUAkUWlUFRsmTZ626OtDVTKDVi4SCiUSmUqrltCPLJv08ZKfT4uUGqVcdptuKr1ReXHtlOmLvj3A0VoMaqVCoVAo1QaTgf/brnkfLd5/UWCymqg7pFZrsHlM9N3r53yx/JzE7nbZTKIrP6+ZNWnDSaPH7dCLfv15zfK5U4ffB+C5ed9tWr9qyVfzvztOUzl8XoJw7ZoE4KFZZ21trSmX8vLaxYsWLv16+xGOOxYLh9y2nkRq+UQbVZJldwWzqajbqzqxdunS1WvXrv167dq1a9euXbNqxeoNP11SB+Ok3+1y+8PZhjyhlrJ+/WHNiq/Xrl66aleFxE/mWwrJQFkuwO8LkKlMPp0Mqqq/3bRu7Zo1Kzd+d7Bam6hvbMyniGDoNgfDqbaWepeetXXh4hWr128/Uu2o//1/tfP/KeBCoXA619hYTBgY57Z9u3bl8qXbagzpVH2hkCVDoWi+qyDeAOCx135xtDSlSCKWyoXkp+fOWLn/oprIJiLdLIskk4Sm6uDKaevPSV2JZDRMEEEilm9syMYMJzduXP316jWbfz4vcqdTyWxjTntl38pVq6a8OAi47/UZK777cfPqlau3HpIQ+SQR9Af8wURTa3PCwbt4YPWyVetWLVtx8IrVEWtszpJByueFyERMcXbz7NU7BIHGjgIhPLRlxZLFG48LfNFYNOVTnNuz9LM5+/mOTCTocHqJuFdy7Pv5n/0sJnNNDTEL87etG1ctXvDV+pMsTyydCrmpU2mz2W12dyCSCFsEJ/Z8t2zJ8jVr1qxatWr16tWr1yybP2vDEZrK43GWF5SYTSaL0+3S1s4cCeCtfcpQIenm/LZ78ZyvFsxbu+MIw04STpNRrVZrNFqDzaquOrR4zmdrfxV4HObuAiaVymA0sI5t/OCLlfsviQw2m1VwetnCRXMnjQEwePR7i1atWbbwq4VLfqqU6zUKaal2RCiWqZWCszs2zvrgy20XeGqFTCgUioRCoVhhUtN/nDtz9qKdLLVWLKTcHE8gkQpov66Z9MnSHw/T+VKZVHJ664L3Pl+05US1UKaQ1RxZsmD+zA/HArhnxBszFyyZN/uLL+esO0EXiSTSHsCtlLlsGu6F7ZtWfvH5px9//vXRy2yFil9bXVOedrijgyunW8m+Ub+iPALtU8fbZ8at3LhRL+49AdczB6c+3QtwNAZfyF42CsBLe2vom6c8jzI9+sGyMwyRgMdhMOgsJpMjUZr4pxa+P3Zg2TbDZm7lHF0AYEgJcFy+VGtWXPr2zYfvLt8bHho99etTEpNeI1MYTcIVjwHAsKlbRWarTi6VyLVmo2jjSwDwyuqTWqNO0TPzKpNJVVqrx3r+eQB4dHWNxW/XqVQqldZgM4i+/XAQgAFTdxocbrNeq9frtSZnykufMhjA4L0WMhIKmCq/GQYAnyljiZDyyCjcQc+tqPQkI0TYs/dDAM+srpXVfD35vrINRnz2g8gZiQS95RUgPeGnw+0hUlkf48dZox6+096Bd86FWtNEINHQ1mLb8cHo3ocGw15450dGqKWYDvl8/kDA7w9EEvmMm7H647EP9N5y+JgvjmijrQ3JMEGECSIUyXZeizM2fjr8rrKNnlopC7In4Tbg+oW1YYIIJHPNGfu52WOGl7+Zx1+ZflAerq9LpBuvNYk3Ahjx+i+u1mI2Hs01d+m2jwUw9I1DrubGBEFQ5SSNDYHzs58F8NJWaX1dKhyO5usTqtPr3nms1zt/bcmx2K0bZ1+/4+HZ6v97c8xP5K5eS7K2P/9Q7/8c+uzSCmuhIU8G/X5/KNvScGIygJG/6q2HZz/Ts9GY33ytHZ3hC1MfBTB6t/56fcztJtJtwZNvAniWn4+fWPJi+V7HfriOFazLhL0Ou9PpdodjpPTIwtGD73z6nlhxhSCC1Jxs98Sc2Wx1+dza6jlPA/dNv6wX/jjh0fKXDJn8o9Yf8FgMGo3BEfaw170MAO8fIRNunVqj1Wq1OoPd7Tz8xUAAr6y4YEokw2c+ueNf3yTwO3UKqm5KLBZLJEqDVXbg82cBYPJuq1VDRa1ildFWvRoA8Oh6htEsF/L4fD5foFRrLn37GoCh7/xQq1Lr9arvJwDA2LUX1BaL4/SXd/yjSyv1WqWEdXDpowAmbJFU/fRqr4/31Jd7WWo5p6qysnzJQJ/UalmFWvccXKl2rRtwJbPWPxq9YzLhzwHXz8ExBGL2hncGAhgIAHe9u/qX6uorFw58/fL9ADBi9k6BUMBhMBhciYZzetb4wQDwzKzzDHZt1cVjGyaXPu9D47cJ7ToRl8OXmS2inQ8DwCMzfz56saqazmJf3rtq5F0ABkxaf05p0inVJqP8xMsA8MSyUyK7Ras3e4X7PwJw77gNbLNLr1TIynKmCoXG5nUenD4AwFtLL1hCDq1SqTaYHQbWohcAAAM/rtDZHGa9Tqsz+YK2yxseAfDiT+Fk0OnxWujbxt0DDF2sDoY8dpNKo9JU7njhIQBTLltNGomAw5VpDVa70xUK+/ZNGdDzmQZN21phNBnlldvefAAARq28ECJJr7tfja7bG05HjedWPwYAL+ypUbnsVp30yqYPnwDwxKqLZMht9wRC4UxnvXr5MwMB4MXlFzgKq9XmtIqPrn4HAPDMt4xwU0PU5/URsXQmwJgxCAAGPL+iWme22+0GDfOnycMBABOqiPqmFBkkok1Fsmr12wCAV07pfEGvTcP75e2eDzDwsbmcaGtDIhwOk+UKh4loqticpE8AAAyYtE1idPqDXtauLwBg9GZjptDYfK2xG3AHXM2tmWgk19Kp3/c2gDEfnfA0N6Yi4TAZDocTDU3h2lUTAby9W9pUV5fK5bzifeMB4LEfqjQBr9usE+6fPmrYlNWiYEMm5LIYFFs+HQIMW3RE4PY7dFqtyeILRyJkfbFFu/ceAHhtZ4XQbLOYbSZxxbYxADB4/m/uYmM84Atmik2VC4cBw18fNRQYtuKMyO7QXti5l+XNNLQR1fNfBvD2McvVPOl2B9MtwYrPRgOg+D9lS4XC6nBKLk4fAQCjPj/tziQCbqcnnImo9t4PAI8vOUiT6/RmM2/b1FEARk7aQleYLTabw2GzlCVbLWaz1eVxa6vm3HYFY3ddFOl0SvGVrdSBfXDeb6lc0KA12Ak3a9PbADDlKBH3UIDTaHQ2l+v04hEAPlh9WR90GJUSLl9wYcv0u4AnPthYwROx6TU1tVyZUq2Uy0s1wFKJRK4zaX7b9MRAAB9UWi1qiVAgEClNFuGOKdRbeW55hcWmEvD4fKFYrRWvfxnAI7MP0PVauUKv3D51EDDo3R8uqTRSPoteWVV1ZstnA4CHXl989EpN5aVzZ09forE5XJGMdXDp8JKjeX72vhMVtRUnd80bDwB3T/i5Sixh0yor/7B25E8AV1VV9a8D7g9DVFWvJEN1DYMv5m18724AuP/1Hy7wNRqZkC+SadS0Q8ufBoCJv7JFYi5XqJRc3PLZgwCGfM40mHUKmVQmV5ssVt7uVyigj98mdOqEbKHRL9/4NICRP0lDiaDLbrdZLDZfgHRrTrwFYMSnJ9gavVKus1jZBz+7C8Cjn/2mCaU8F18DgBe/q9I6TGqpTNJrlYJCobO61eeWABjw0uIrOq/DoDHanOrK9Y/3HPy5p+QBl1WrswRJw/EvxwD46LAy6XeZXX47Y8fYQcCDi9SE32O1OolUnf7cS48A+EJRrEsGA36/1+mwWayOEOnbN3UAADz00TEFkcvGiWA4UZ+2V33/HIC7pnG8JOlz23sypN2lbd5QPmba9fHjAFYygq1N+UQsGs813yKZ7z4M4FNtV2c2GEo0J0Xr3gaADw4Wbl6tSyWTyWQqlW65ft24+00AGLtcGMhlo2SmPnNm9t0Anl90KdrWXqzLZjKZTL7pxvXEpaXjAOD9wy2dTYlsY73pt1eHAnjyXLT9Hx2N2WxdrtD2bzeDW94aDGDgY3O4sbbGJEmSkTKRZDjSdK2NuewxACNn/Ja6dau9qSFfX1/svJoz/PbNktU0X12h+VpRshHAiAkHXW3NmUikrrXL9Mu7AF6YcsLb0pyOULSMNxajtNUTAbyzW9FUaKwvpJX7PwcwYYfm+t9/b2nM19U1NBYKjXXpKBmJZRqvNieOznsQGLax0t9ytZhLpZPxSIjMdtWrFz0KYKL69//1H9e7Wlubm1vbrv39//n3xCkAdz+3WZMtJMNEprmpcjEF+pGb2URbe2MmkUwkY4SPSBeJ2nkvAXjriPlafdzpDqRbwpenjwYAvHrMVWhrSMdikXi+o8Vx4G4AQ945qomnQt5ILs/8+kkA72xV1LflowQRjqazUePakQDG75J4U2G3xWItrVexWq0mo9HqCnh11bPHUERZpYnEY6GAx+PxxdJZ9ZERAPD8aV/SZzQ6Iy72pncBYMpxIuXVKVVqtVqj0TlcjjPLRgB4f/Vls9eqVuncfq/86DwAIz7frXD4HRaTXq9VymSl1Q4ymUwsFkkUeo+5dsHo+wF8flrtNcj5fLnVxftuzBBqOAweMf+S1qwScAVyo463YziAZz4/LjCoxEKFVrNr6kBg4MQfrqhVAhabq9QY+EfmDQAefXdjtcqokoqFAj6bwWALpNwjSx8bCABjFpzU2rQSAZ/Lk5r98q+fBoDRS0+KpFxaTd/akf55hj4h6r8OuD6FxZW3DWR1dQ1Hqr2dZJBy6DU0pkDM2fQ2gAc/280yGWXMWhqNTmNwxQra0Y+eBzDqpyqeRChSi2o2fvg4gPHrzxrUCgGPy+VyOWyuzBpwnZsF4KFXtokderFE4xPvGgLg0UUXROzLZ8+cOXv27Jkz5y9cqa04Nf91AM+sOMMzG1QSudphVuz+8kkATy7Ys/2TIQDe2Mz0BK3KnoqQ27UgSqVab7UYa2cOBPDMyjNyr8vhcFpOzR4KPD596cxnAHy4J0h4zTYPob449VkA489ZvT6rxerxW8sBZ7NY3CFSfmzMQwA+5aejPou5J53mJEj/vskAhi2+7G4qRJ1Wm9Vqs/uiGQdj+jgAY45bg1HC53K5qXxcd2lbMNIQVK1+ZxDwagWRy8f8TofLE0xc7XBvef4uYGxloikTS7TGJAueHQTgO1X+Zn3U56dqPkJkPF8frf0AwIAXvuN6Guob6+pEUwHcN36fvr6rIRHsyVHGGtrqlfuevxfARG5ze1d7Vnnwq6EAPjrY0t6cjIbDJEmGCTJ/4z9/lz4DYPgcTry9kIpEItHbikTIaP76v9lnAhjw2tHA9d8LCTISiUajkUgsXd/c2dWeT5DJwvWC/BsAIyb84mpvy0ajubZrxv0TAbww6YS3tZiJRiKRSCSWKjZFalZPBPDuLmWhUFfXmDGcXjwQwJvfmoC4ViAAACAASURBVKK5ppb2tqZcIhGPR2MkSZKxREMqsP/LwcBDqy9Y6ou5cCAQDBLRfEOCv+1hAFP2h/xmqZhamyySSDVmJ3c+gCFv/apLNaWi2ZZi1eKhAN5ex813NEUDfo/X6w/4/T4i00rWUID71XqtLuLxhHOtoUvTngHwCSP/f3emXC63x+P2+qLpgmv9/QBGrKb7crFQrD5/bsYA4N5VwnRrKuCw2azOQDIdPj5/MDBi1UVdJOy12W6XB5vNZqvFYnN7PXra7GcBvHfKTCZCbpPRaDIZjSZnoug68OK9AF7/xZgKuRyEuwQ4MuHVa7Q6nU6r1dvd7jNLnwDw/tpKg8+mU6r1Zitv/0wAj0/7mW+wahWy0orrcsaJhFKd28xY/x4AvLPT6TXLVHpLzU+PAZjy9aaXADy19KTEqJUqjfbaza8CGPP5MYVNI+TwVUbNjikDgYETv7ui1Ii4LI5AJqPtm3MX8NBbay7z5Xw2g8li0WgMjkTKPrxkOIDh64whs4BBr6XV1NbW8JWWK9++AmDkO9tpWjGjqqqmd+1InzxDnyRDaT7tXwFcH1Gw7K7/qOXK1OcpwG04L5DzGTQ6SyDhb3obwAOTt16SSbgsBoPBYLC4IkUtBbjndjCEErFEwf1twev3AA8vPFirVIio9DOPxxOpTeqjMwEMeWmbyKmTqw2GE4vwZ3pixWmB0aCUSmRKvdEoODVjVHdIOPyNLRKvz6ySUeeTWldfWjOv0mhtFu3B+Y8D+GjtBaM/4AvIF98HPDqHpaj97GkAb1V7QyThl51a9TSAd35wBAJ2k8nmDdqZ28cNAh5YrAkH3RaL1RuKKX4d8wiATwXpeMBhp0pAbA4PEfXv+wjAsNmndPF4wO10ulxOdyCcstA/Gwfg5XOOcCzkL18b73K5PD4iF7P9MncMgHd3cTPNXTevdrZ1tqUE258EgEX2lsZkIpvWnHrpUQAfCvINmXB30jAQ8IcjyUzWs/UtAE+trrA0dF4rGHYBGDR2lSzZ2pCMdPsvkgwn628lBJOeAvDshejVf3TGWBs/BPD8D4KWQl08GolEotFIhEw2XmtgjQUwbA4/1dWUjkajsduKRiPp5n/P1zwO4MFPaJGOYjoWi8UplTZKN91olW4C8PiEQ+729lwiVt963XzwbQDPTzrpa2vJxihepptbovQ1EwG8t0fZVKhPZuoakpY9s0YAwD1jFm85Ui3z1DU1NTVmoiQZSWQLmeAvsx4Ahq36zZYvZKIkSZKxfEtOf2jOI3925Yw/asw3pmPZ1uaaRQ8Cd39y2llsSoYCPdlVH5FtIekLXgLw1jHL9YaEyxPMtIauTBsJYHpFoD1FeLw+t9vl8YVTOduGxwGM2swL1EcD4Uwd77uxAF5eeM6dLxSbW9u7moPK028BGPz2IWkgFnTbLL2XQFitdo/fp2d89QyAt/YKzUGvnVr6YtBbgunA5VmjADy2hhOPeDwRH2fzRApw4bTPoNXp9TqdweR0u88seQLA+19XWIIOvUpjtlt5v8wB8Pi0bXyDVa/q7iTRZ0WXTCqVaW0e3tYHAWBqpdtjsxqZ26YBeH2PUr5tPIDx84/LzGaHX7HmaQBD5p6WWzViHk+sMmp3T7kbGPj+j5VarZTFYoukcsaBOXcBD01cc0mkEHNZDAaDxWRypQre4WXDATy7UqSTs2l0OoNBp9P5cl3FN28CGDVpF0sjZPY06qguqx35oxVd5frfBRxl326v/a/lynTnpwK458VN5wUyLqOWzhJI+N9SgNtSIVPwGQwGk8FgcEXy2sMfjAbw3Ha6UC6TKNm/zXwNwDPrTrNVcjGXze4BnFFz+AsAQ8bvELkMKo1RcXQWAAx9f9W365YvXbps2bIlS5YsX758+fLlSxd8Nffb3VV8mUqlkEqlEqnW69Mc+IKy+HhjtyZDWmRSecm+9Vp6pdKYXVbegdmDgMHTtyndyYjp+OPAQ1NPRDo8e19/BMBn5xxtGfvJJa8A+Ggr3ed3W0wmmzdgY24fdzfw0GJNOOC1W62eUExxjAKcOBsL2Kw2qhDK4QpG/fsnAXh45ilNIhmifJorEElbaqeNBfDyOfttwJWWWLlc7lC2Pq04+MoAAJgwY/HXq1YtWzT9+YEA8M4RbVtdgkxnCMHelx8A8LGkMZ+LEH5/oLuGjEzkU76f3gcwZN4+Wfr3/1bkrgYwdMxqeaK1rhRgkmQ42XArKfpk5F0Atujb/+NanJqAm3pQ21Ssi1MYi0Zj6eYbjayxAB6bI0h0FDOJEr8ohkXznf/dexgAhs7kZ64VM/FeG8TjsVg01XSj5TbgWnPxWH3rNfPB9wCMmXzG396ST8Ri8VgskWlpidJXTwTw3l5VS1N9PB5PNxSa45bTPyx5Z+w9AICh42duqnEki425eCLV1AO4ry9Z64r5KEmQZCxfzCh2zxoM4LWvDuze9v13JX3//febN63btO1wpS2SSUSj+dbW6kUPAph02FgopIhgkKor9vqIbAtJm/8SgIlHbdcbol4vmekgL097GsC0i76uXNTldvt8Xo8vnMpZ1z4KYNQ33EA+5vMGkvk4610AwFMTv1i0fMWqlXPH3wcA41dftJOE12m3914CYbNa7R6fV8+Y8wyAd/bxrX4fBTiz2Wz3pwKMpc8BeGBBTTgR8IS9nG8mAsAnx8LJHsDpTA6P8+yyJwG8v7bC5HdoVRqj1SzoBtzPAoOjBLg+jJNIxBKZzh/kfDUIwPBNHH/UJzvw2Sjgif1yt7Vm/QMAXpx3TupOm48NBzD48wt6q0rI4/OFKr1298d3A3e/+32lVifjsjlCqYLeA7gKgULIZVF9g7hSGYcC3MjlIq2cTe8BnEJXsXECgFGT97I1QmbN7U5E/yXG9QVcaaHDXwFcZU/pXR/ATf5DwF2Syf4AcBKJnHl2xisAHllwoFallgh4fB6fz+PxhGqT7ugsAEPGbxe5DHKVXn96MQAM2aQtZIJOB1VjSf10ezwuq0ktl0ilMqlEprVZNZe/fwG4/4knqcm4c+aAW6+QSGXlqxSoIkmVWm20OXT0Pa8BGDDpvCNnPz4JwMs/SnLNUe7GNwEM3ij8PWdeOxHAuF08E+FxGI1GmzfkZO4cNxAYulQTDnmsVquHiCuOj3kEwAx5LuG3Wan1CjaHKxwJHJgE4OE5p3TJZMhptzscTqc/nLEzpo8B8Mo5Jxkn/O6y1aM+n8/rDaayMeW+GcCQifM+uZ2Ie3zKhjP8cCoZIYJEMp9UHnv5YQCTRPWNWTIUIohgMBgmiEg8nc/4fn4LwJPLLpkaO28WVD8CuHfsKmWqtSER6anxIMOJ+r+lxJOfAvDUmei1/9YVqVz2FoBnv+e3F+tjUSpoJCOp4u9F3su3ARcr51c0GolmWv8j+dtgAA9OoyU6W7LxUgjbY+DIVNONFsW3AB5/46C3oyMXi9S13zDsfR3AmMmnQ22t2XgsGo1Gopnm1hhz3XsA3t2rammqT8RisWg0kWvoamvOpYLyqhNLXh0IACMW0L3JQn19IRs6OOsB4NGvLzkbW+uiBEEQ0Wxr3nhs3lAAn1f/X//5P25e7erq6rp69erVq9S/ne3NDakoSZKxXHMLBbjJR0yFQiLUvZA26POHc62RWirJcNx6ozHp9obybcTlz0YC+PRioD0X9vp8fr/P648k8ra1wwE88w032BAPBmN1Pu6mu4EXp338VOn0PfnRpgO1Zi8R8Lmoou5StyW73W6xmO2ekN9Im/cMgHcPSGwhr51aj2802UK5wJWZIwE8tpYTjfk8pJu19m0A+PgEmfTpuzt36d1u//mVTwP4YE2VNWQ3qHVmh014YBaAp6btEJkdepWi/6IuinFikcwctJ+YPBjAs+uECdeVqY8D+IRhcRplJycBePDNXfxArHohgAc+P2126sQCQRngBr27pUqnlfC4fJFMyfxlLoBHJq6tFCmEnNuA4/4R4DZNADBq0h62VsKsqe4DuP6M6wM46jF61pBWVlZWlmbsygtJ/guAq/1jwL3TAzh5CXBCVRngpBKJRli54r1hAF5YecqkU/E4XB6Px+Xzlfag5cRnAIaO3y5y6yVSAyHYBgB4ca/E69SKRcLbq7IocyaRSKRSsUxltOtq540G8MR3cnvNwqcAPDZ5vzLgM6vlMpm81M1N013Bq9EYLH4Te9W79wB3LWfZfpt2L/DUNnGADJJJ6c57ADz6nTVR+w6A976V2vxem8lsNtt9QTtr57i7gSFLtGTQ57DZfERMceS5oQA+4qZThNNOLSd1uHyRePDARxTg9KkU4XG5nE6XNxTLWpnTXwLwynlXJBUOeDzlS6x8ATKZdjCmPQS8uSfbdaOYCvuCwSART+UbCo35OBEIBIOBWKbVR//oaQBYJ0j/rSkZCAQJIkQQ4WRDWzF6aTyAJ6acNaWa6ov15KUXANwz7idF5mpzKkKSkQhJhmPZ9s6sdPtIAFjuv3m1oyMr3T7tfgCv7ylebc8nYtFoLBaPJZr/9p8d3KfKAFc+BZdIxGOppr/d0E8FcPe4A86u/6M1H4vF4vFYPJHON7a0tRTrMol08War7BsAj79+2NfVmU9E8y03k1ULAYybXpH4/WpdPBqLxeK5wu9/a+KtewvAB3tVxab6RDyWTKXTqXg8nsxkc02dN241+fZ/PhTA3JOmhtbm5mxw78z7gQeWnzY1ttZHSTISi6ULxSj7+0cAYJbt1rXGOBkiiFAoGAoSBEnGYrF4PEqSYZKMNna0VS8eDOCjQ4ZiU5roWT/hD5D5tih94csA3v7VfqMx5vNFsp2Ry58+DeDTi/6ufNTn9wcCfl8gmq2zrx8G4NnveERDPFbX6t84DLh3mfHq31uThM/tdnv8kVQmm05Ggl6Hw14qDaLmXh0Oh9Vqc3r9PgPzq2cBvHVET6RJn9lktljMFps32+ze/cLdAN477sgEbI5gSH9sJgB8cSFfHzJqdTq93mC2kenk5aWPAPhgzRVzyKlTa612m2DflwAenvo9z+A0ahTKOy3qkkqlcplMZfbaz88HcN/o9bXM3c8Bgz7fqTVYLVrBj9OGAoOXXhRemPckcPfSKotdLeT3AdyPVTq9nMPhSOQq+v5ZAO5/Y/lFvkrEZTKZLFZfwCnKAKet2PT6vwy4UjoU5WatPMlKEe2OZb3ladPyTiHV1dU1NVx5H8DRWEIp/5u3ygBHo9PpNAZXoigHnIAvU4tOrfngbgB3f1ShNpkMWq1GqzMY5ZfWUsU/D7+6U+Q2iHlis1u2eQwAPD3/kNLqsBgNJpPJpDeZjHq1UiYRiWVymUymNFv1p+Y9DWD03KMGLxEJcj8FgAGf7GK53Fa1Wqns1RREq1artVqdy2+lfffxQGDwrLmTATy1xZANW3XWWM7wzWMAhs2Y9R6At1dfsYf9dqu5B3A7xt1DAS7sc9jMzlDBzfjkaQCjzvoa2hoyMZLwe90uly+aIA58BOCROad0qUzY63Z73G53MJ51MKePA/DKeU8kQXYvJOpeD+/xheNJUn3mzQeAu149LHSnEvFYLBaLhINEJJZIZPL5VDQUDMYa2yI1X70IAK/va/rHtYa6+qZCU1NTc0dn/vKcpwA888lxX2MhG0/VNycPfgAAo+f+Fmq/1tFcbGppbm7vaK937PnwIQAjtqv+3t6QKTQlFUdevhfAg/udDf92o6ulpaW5/erf67XzHwOAQY/P4yY7m7PxeDxRUiwWi8cSLX+7xloyBMBDEw+4u27e6GxrbevsvNYekx/8ataS32z59q6/tSkowB3ydnbWJ+PZQmedZisAPD2bHur4x83O9s6u6x0F9ZEZlOP5aK+qtaUhnUzE4rFkpqHY2tLa0trccf2/X82cWzEKwFcnTY3Nhdb6FH3TKwA+3a5p/8et9uamXCoWTTR21ampYqIP95qu3uwoForFYrHY0lxsqM+kEuEAGYvHyHCkvr2tevEQAFOOGgvFTDgYDIfDwWAwFIzkOxO0BZSDs99oiHl84br2SOWnowB8eil4tS7mDwR8Pm8wGMvUOyjAfcsLNqTSjVeNswFg7DeX9EQyGiZCAX/A7/H5w5FYLEqEAh6Xq9SXqXsdnt3u8IR8BsY8qrpu8AyuJ5KIhUmSjOXSNiqOwds0MhewmkweIlizFgDu+rgmmE6GAn6/LxKNCvZOAgA8+MG6ClvAYdToTE6nsnrTswBeW8EyBUify2LUqVTq0vr8MsZJZHK9L8CcAuCBEe9/+ArwwPzDXINBrTFomfvmDAZGvj/1ZQD44IrHrRLyBUIhny9Um7S7Sg5OJxXweEKZUlDx7fMAnvviJF9vNmikIj6byeJKlNyjS4YDGLlCbJBxGAwajUarpfEUhsqNEwA8O2kPWyuh9yyXogBXilJLedX+1b/UZv8EcOUqp1t5YXFZH6TaWjpPrjk/BcC9YzedFysETDqTLZQKv30LwINTtl5SyPhsJovFYrIFYkX1kfdHA3h+G0MoFfC4IrlBcHra2AEABr04Y/eJ86dP/PLT3PEA7h82hAKcxG2QCgQSjd1Us4maesGEBbsOHjt54tcTJ0/s/Xbms4MGPDxm1m8yi9XhUl9ZDQCj5l3ROOxGjd7u5e+bAgD3vnuQZXKY9EqloveyeZ1GrTU5vXbO3glUkQDw8PzKUMxj1Bkc0Zh217vdz+L5VRc04ZDLbDabjGZngHCxdr90LzB0qZYkvHaL1eFPRFXfvzwUwP3v/sCW0Q5s2XXoN6ErEo2nQgemABg264QunQm7nU6v1+Mj4mkbfdpYAOPPeyNJMljqY0StIfWH4ymPZOMnT6OfHp7wycqdVb5EXTpBhhKN1zPCL6it3l55spItEAiljDNr3nsAAF74qtLX0FKfJEkymW/Kuy68BQAY+PbaKzy+UCRk1/4ynaqAfXqTq6m1IR2PJequXY1XLnwTAO5753iNVKkU0s5seBrAgw8PBu56fIEw29WSSyUSyV5KJJL1XdfjDKqIEO+uu8IVK1SKyi2fAMDz39lyLa0df2tTbQbw5IQj/q6uhnQilW4stni2UKW1Ly+/JFBoNKyNHw4DMPiJIQA+3K1ube/oSJvXTn0Agz89fKGGLxaKRfyTG94FgIEzqr2pprp8YyGrPjgTAO55+0C1QMA8t2PjBW9LsdDRnuL8OJQ6hQt3XmYJ+BwWXyo68+Ps0UMHDhq+j/h7SzIcbexsr108FBgw6Yi5pS0XJSOhUCgcDgeCkbq2GGvxKwDeOWa/WUj6/dFcV/jK9FEApl8OXq2L+AOBYDDgD0Zz9Y61jwJ3jd4sIBsS0UxT+PC0J/ufvoHjZ67ZfIhvDURCfndPUz8Kcw6Hw+kLBEz0uaOBAUOHAbh33MaDFWxG5Zl9S6mDNOVXQyHtM+j1Ros3HZMso7zA68uPX6ymVZz48ZPhAJ546j7g3ve/rrAQHr1GozPb9fxDEwEAbyzddfHS2T1rVx/kWy2a7jnpcsbJpHKjx3Xqq57xMOjt7TUSg1ouU2t1nBNTShXtb+2wBswSgZDP5wsEErVBv/uTgcA97/1QrTcpeByeUCQXMw9+cDcAvDhr49Hjv/60dN6WCxKVSsE5suIxAE8vE+qUHAaDav8rVOouf/MGgNGT93K0IlZP92+KceU+rv+a/HL9JcCVE7Hk2ij16YNUW8tT6s+8BgDDVpwVKfhMGp0tlvBWvwAAr266IFcJmXQGg8Fk8kRq+qE3HwEw5PsaoVzE43L5YqVSePanT94YXXYBPPjuytMh9W4AeGKz0GeWCfgioVhjt0uOrBs/esS9vS+XIQ89P/ubCzKz3Wu48CoADF1yWuF0G5RyhVKtdzrlP1JjevwakdGq06h60Y3q0GCyhd2ClWO6E68rhZGE26w36I02MmfZ313M/+yCWmso4LQajSar1eIIkPbabx8GgM+UkXDA5bBYbN4w6WfveX/07aUKMw/Jw6loIkn8NBYApp8wZVIhn8frdns8RDTvYHz4KIDHjtoi2ShRWv9OrYcP+IlkQ6Go//Vp4P7xUxcvmDd37ty58+d/9cWH1ITOYzMuRVsb4+FwqtBUtDPnv/dS7yMz9I1p38sCxZbmTJQMkyQZicSzjQ1+yZElE1/oVVp//zPvLNmtTxVa69OxeDwWjSXyxY6UdvuCKcPLtnr4873E/6z7BgA+YCWut+YTvVMI8Xg8nkgk61o6U+ojM8eULzgY9NLU5ZdMqWJjNtf69zb+YgB4do//5tWGVCKRTNU1tWTsV5aOG3L7FY+8vpHudJydDWDMVmVbW2tTfZxzcOHz9/T6hCPemndU5GssNqRisWRdQz2p2j1/3O3//rA2fbM5SSbabl1zV22Z8PzjvV6Mu4ePfHNdrauuMROLxIpXO85PA4A3DthaWzORMEmSZCgUIohY/dXY5amPAHh2j/n3poTfTzZ0kaffuBvA68d9NxsTXp8vGAyEQvFsnWvFIAADlzJDxWTIHy22xNnv3ws89f68hQvmzp49Z+7c2XMmdd+yXlwv9pGRoNflcJYzzuUPhUxXJgJ49XurhjHrtWG33/KAYa+vO++PEg6zyWKxGA1Gq58klL++M6J8pcsj835VOU9+BODllZV2wmXS6bR6s8OsPbNtZtkheOWMNmjXq+Q9/TJvM04u15hc8jNfdW84YS1dadQopCKJymzkfvdh9/uZfFQU1MsFQqFIJBIIRFqLbssEABiz/rLOqBDy+TyeSC4XHv9h5hO3/+hTe3g6lUrF2TcLAIYtkhrk3O4m3gy+0lC9fiyAB177ia2TMWu7M5l9GFfu5srr4/4LgCufd+s36da3DxKNxuYKK/csnbvw659OVXH4bCaDyWLzuGd3rJyxZOOes3Qhj93du53DEXJqjvy89su5Wy5w+GK+gMNh83gCmVqlkfPP7Ny0bPmqNd/8eLRSZDCZTLIr3y1c8s2OCrFOJhWJhUKhWCJWGywWnbDy7MEf1q5Zt3Hj+nUbdl1iq1RKjVGv1egNovOr5yzZvOui3GLVqxQyuVylVOvNRiXv0rbl8xZuOyZU6gy6XnSjekZrdAab2yL67chP61du2Hhc6fTaTAadXm80W31Bw6Uf16/auPXIBZHV57aajVar1Wy2OFwuh4ZzdNvXi3ZV2nweJ9X40O4Ox2NBs/DY5s2bf9i6/9catdPr9/lDIZ/47NYVWw8yte4I4fe43D6fz+sPkn4L4/SeFWuPa/yhcOB2p7Pu5kWReJbU7ZwxAkM+5ZAd//6PW9euXbt+80ZXe0uD6/x4AHj2kLvYmomGCDLR2NZViJmljMM//LR7/+6ffjguMnqyzR1tDalI5PYkfzSSqCu2tLRkXaLqX/bu2r17z4FjF8XuTGtbS0tjLh7vtmSJeDzd0Hq1tdGnrvzhp5937jpWLXLmOzpvXM2Jj+/ceZTpyTbUpZPJVH8lk6l0fXN7ayGorL10aOfOHTv20yzRYrHzakdjOpnM1BfrAtIfN2w5x7BkmuqyqVQ6nU6lU3WFttasj3fl1O7tW3f8wg7UN9/8txtRbc3+9Xvp5nBdXTaVzdU3FhvD1tozv+7Zs2fP3n3Hr+gSLW0drU2ZZCKRTCYSqVx9Q7GBlF04sWfHtl27z6p9yWw+HY/HY9FU8erVYiygF1bs2rp97/49P/94gGsOpeLZQnMhFY3GYol0Xc7KOPz1T4dYlmg2HY9EopFIhCTJYDCcyERNtDNb13zzmzqQT0X9fiKWCWsrjn6/YUuFNpSNET0t7YhIIiQ+s3X1rqM8SygajuRbYhfmvgiM2Wdq+vvv19pbW9vbO9u7GoPic7NGAhi64qIhkQh53bebCTscTpfH67WpL+z/7ofDtZZIvp600U7v2PTN5m+2H6rgm2JJ0m21WnqWdhmMZmcg5DHKLh7esmHDhm/2n2Ip3el0RFd7eOnKH08ylTarRa/Xa9RqvdHqcFllVb9u3bxp3fq1Oy9x9CajtqwncLmPUyq0WiXjl+ULlq74/pczLLlWLZdIhGKxQq3gnDv848ol85ftYSjVSomELxCIRCKhSCxXyCsObpq1fOP+CxyZTMTnCwQCPk8gVqjk7HMHN69dtWzZ4vW/XOTzBXyRgHPl+OYVc5fuOCcS8ru/fYXJZAtE3Eu7Z89a+t2eCywBh9nzxS19GHfHvGo54/4LgOtPtxLgypq80Wg0pkCmUMolfDajx2+y+GKFTqMU89g93xtD9QDlieUqg04h5nG43T1CeDwejy8QqXVGs8lkMRs1SplIyOcL5UabxaiTSUSi7p7jYolYLJYp1FqDqWfSwmEz6JRKObXiRK7SO7wej9OioeimUikUCpVKozPaPMGg32nRa9X96abVag0Gg1ZnsHuC4Ug0QvptRr1OrzeZTAaD3mS2+yLRVCIaDrisJmOpsZfVarW7fOFoKh31O2y2nkYgDqfT7Q2EE9lsXV0ul4mH/FQvI284kSvkMzHC53b1NKH0er3+YDyVLxayZOB287Ke7rWheDZlOL9sADDuB0F9IU8G/T6fLxgM+EOZf/xnx+GHAQzeIMp25eORSJQgQpFYMlfX2NLe3tXZ1dHR2lSfS8Yj0T6VGvFYLBZLpLKNLe3Xrt24cePGta72YmMunUrFY7E+pIqnMg3F9ps3b9y41tXe0phLJmOxVFPntRtXW+szqVQqTSmRSPR5YTKZyuQbim0dN27dunXrRmdzQy6XSSVT6XQ6lUqm64q3bt3qam0s20c6lUpn65raOq/euvX7zRvthbpcOpHKFVqv37re2phLpVLpVCqZTufqC+1dV2/evHnz5vWrHcX6TDqVTMbj8Z4QOZHK1BXbu67duHH9WkehLpPoiaKjsVg6W1dobrt6/fq1a9euX7/aXMhns+lkPJ5IJKLRaCyWyDS0Xu1sK2SSkTAZjUbD4XAP44hErrGlvbU+FfUHAgRB+H1ELFdfbCnmYkQo1N3Hye/3BwKhRL6ppbEuFQ76o/k2C9YTGQAAIABJREFU2wEAAz6tarjeSHjcHo/X6XY5vJH2QuTEsrEAZhxQxBKk1+0s9Sul+sc4PQEykU5Fgw6rxe70hCKJTCaTScaJgMdqNlssZUu7LBaT0WS2u/whMhqNRsNBr8uq1+ktTn84HPTYzdQVTjFOqzea7C5/IBQK3e6UU95OrtQTWKGQyxRaq8vj8TjNepVcKu1ZkC9WaPUWu9NpN6mkUkFZN2ChUKjQmh1Ws0YuEghK3YD5PJ5AotDodAaj0ahViLlsNpvN5grEKq1BIxdyWCzq+xx6GCdVa1RyCZdOqy1vd/5fYtxfDVHLp97+KD6tKX3HAvWz7Dux6HQahTp2magGx1S3vFLn8VKfqVIPS6rFm1AopL4Vq8+XKohFIurLgagelmVdebsflPfjpdrHUA9KdCsBjqLb/8veeYfJWVb9/wCKIghSpAhIERDERkKA0IuAqKgURbrgTwWVFkDeF6QpvRdfWghISAESSEJCqEm2zM7u7PT2TO99d2d2d7ZkU5/fH/fM2TP3fT/PPLsbIPq+95XLC0MSQsh8cs75fs/3sBMK7C+WLVvGknjZ9syKFSveX7mSZXcJAbwrWQQYi45gmZQff/wxu45QjwOpuXbr+wk1kRRPutQyKcmJFlPNgWXxKF2vXjMTAA684qVQOhP0uVwul9frC8Ty1chrLAL9FV9GsXUyNdNsNrOdKbPZ3N3dzWxuQhNp6+7uZiwYbyvtdpvNJhZj1KGLnHTU6jYXfTzjnE67zeZ0OusKhMPBD+v4r3S5XON4rP0Tav8X/2H4fcgPWv95cgi3Wq1WK/ePsHZ3079L/u3tjHE2q7Wrq6vbamXLYsg4i6U2jzOZ2P+azGZz7cZXPdSTMK69rb29vb2t0xP1/POXAPDVHzxo68v4nHa71Wq32Ry+cNC84BffBIBDblm42t5tpoHpePKG2Uc++eSTDz/8gMZn0jD08RiS5cvHr9iwv2ZXbJYtw3M2LDJz2bKl7KOxpG4jkAKODePYhsMCcrPmjTfeYKe38EbdvEbGvT5v3rzGxPN/1dNqWTomCzpnNJg9e/xgzZw5c1i1NHv27BdeeJEepaJ0o62oVpcKzCNCIzGpKUSLcTKFoeGIDIuuJIDDhN4GwL366qvc7RidqzF4E6sBcPW7CjRzXCtwXAjjXYa3ryjd2O8NvOPHUgm50zDcdSv2u5DlUEoPvuDXs8kal7IrRuniEYP29nazudPmdn00+y8HAADAYefetri1ZfWHH69u+fCNl245CgAADr95ZT7v7+6qbW+yzy0HtW7hSXjjcEgBJ312u90lPLvwWOSZ8Sf+lMR/ivQfJLK1AdDkORwOq/DwB+nu7rbZbBaLhfsGjHTd3d3sT456rEANc2azmf23o4xra2tra2s1dSuxjqfYyvyXTrt+zsJlH7z/3vKVH7/7z1nf3xEAYO8L71tltXW1rlnVmJbO3ffClFMM0aTn1jBfkw/OxAsP5GRXnXHLaCywNPQcb3Rxu1wLGjMyjZx0wBBgeslBvMjFAEeDvvEolZbOwGy4FG3sr4EWa2JGCKe5ckWcOIbToRsHOLz+x11X0LqrQI/+adGNu4NlhG60M0W6vVc/oUBP+eHvHvyTk6NbY3abJEYcH0c35gjhuEZjvk2mdnO3w+c2vfSXnx2y507AvS/sNP1PL4TTKZelC9elEG2MYlrParUaBJyUZS6XywiMWHHlMfDYP8sI8rSoJ+WglHfiD4iMY4BjjMNfSeQdV9Ah4zAFjzKuFofc3uGMBJbec9HOO32Z/8+30z5Hn3vn0g6nrbPmDcKodOEoxDjjuMsP3GkbKePIsa5xxrGjqwg4aeg5V8pRxnF3ubCaw3sOWoATrw7WDtboMg4xx1VwnJaKDrbnn3++CeDoo3STigwvNF6NqV01feklrnxjf0s8/SfSTf+uglbthmjDzHEGOI5u0s5Un25aJ6/wxhV32ooDHL1lRemGYdq0aiN0M3V2dnZ1dlps3ngs4HC1zb//ugsvuviyyy69+MLLb7r/pXdW+3LZmMvaxeQDsWpDlkkfIxp9pJ1sqMJEIhisyBjdjMCIYo4+g4WeFgelhZ7YsCPjKODYr6GUcYg5rOaY2EpruvFqrtXsisT8He+++tidV577y19ffPGvLzr/smueXN7V6fT7nV2ta1rW0JM3DHDsaTGOnn0QLz9IGYeA4+o4jnEk7rw548Qijt5zkDIOTw6+8sorLPdcZBy9ZMAN4LgZ3HOy5a2JAa4p3cSTpli4cXRjFSnSDQEn1m7Gr8aIdBOv/LFbCjp0Q8BNiG70bALtSemqPHfUiqMbztrE+yw1unV1mc1mi6Wrs6vb4XArkWShWMzn8qVSIZuI+jz27i5LZ1cXRzdsQrUqtQkVa1KcGazLXC6X1+v1GXherxcx17TWM97wTqis4xjHfg1FxomYw4JOk3FtbZ0Wh1sJxlPJZDIZjydiEb/V3NHRVrsLgYe+VjeebUXG8U7gxtM2UsbhTULaqxph3DsaoipdyG+Yx02WcXQqRxmHZwy4s6oTYpwhwHF0w6+ntdsLwsFmxjV8dOiGd/+48o2r3VBnEGs38Qr9ovrKML2Dhdew6lPUpU3nbjp0Ew/6sUMwHN1WNT7ak1JJQYduOIljdGOfHDxygNIBy5hknzSkG52vYeEmlmmTKNZEIniNPbfb7fP5jGCLXSow+MNKaz1p9Tehso4yjv0yimUdeyLmUGytX+kxCVO5htOua1pa2smBV45x0lOtqDxQxtHrNtxUjt5dNcg4vEPIAvonx7h5df0B73JJGYePMo5hDos4ZBxWcyg14KOMo5jjASdNspRKClRYEDtTfUkBH6Wb9BB907kbvWTK7c/TE3+4jLVs2bIJzd3Y7wzuoB+evOLoxgCnP3Hj0GZqPBuKVVtnZ2dHR0e9drN0dnYiuboaizX2SUO60fkaok3rwz/RYo37lkaKMvY8Ho/fwGOMM/hYuWek7RXLPZ2yjkoQtPhF5HF/SLBff8QcShAN8e2dnWbhIiJLKKHXXZFx3M1WkXHiPE56c5o2qqLmsEyiqzbcIWTVnA7jRM0Bbw9KZQfpPI7KDoxxTFqljSp9lHGc8vCcsKYKOpqpjmAqyqbIOIY5WsFRSUGLbiibipKCtHYzCDiDczdp7cZUVE5PQLRxJ6+oWtrSeEC+tfHEsog2WrgxrrHHajdEG055uGKNdlJcK4o1Gn6AsUbDMs34yGzS2GLPSFFm/EczjkKRgwx5WjUd17TiHw8OokLg0xnP0YBjxjutvtVUv+YlYg5hxzFOnMeJN6f153E6uir77CDj2EhO1FUXCRmZoq7KMQ7vq4qAo7IDJ6pyjMN2lRZxYgXH/hfY/+f0BPZ9Xmg82GUEcIg5TjmdHOA4R8ibja8p4BYvXsz+C3GaKavMGd3qV0kbHCEIMlq4idf8pJ0pubbZMHHDP6Vr5zs7+MufXEOKbSmWbPgY3bhPGqJNWqDRmgWhptUnas3LpKBRPqdnHIVa1BPLOp0ykBZ3+ETVlT32n4lz5NDxHB5DpGUdxVxL411qkXGc5oCPG8xRaZUybuXKlaKuunz5ctRVOe/IItklaUlGpqCrThRw6B0xDjjEkcirF154AbT0BPYtkIVUVUBnL9UWKN1Eawir6Wh/KjW+0embTmfKnhbdtqxmSr0g9Kq8SDfakHJ0a6kfXaYTN1FMYMjj6EZ7UnQtiNooTtlEuiHRaMmmVaYxGhos1rxe7+cFOOPlnrTWkwJO2rdSwNGyTmQcV83RprWb7EJg04rVHC3luDqOAk6HcTiVY1AzXscZ1FU548gkdFUOcGKXipoDK+Kktjg6jBNXGqjOMAHAiX43RBtVTvFJ6Uanb3iX3jjdOM2UPR26oaowRc1UpBvn40XAiRM3TkzQohuKCbQnZU86cdNqSDm0Mbqxv2Y4Yx/gWp3idns8bo9nAoKAX9ZjKopisE/c4o8xzmDbK1UzDMoRbPrmcrkQaog5jnFix4pTBaq0Sh3CWoxDzGERJ53HSadyE+pVm2oOjHHUPqLDuKZFXH156/V/1R/HOKn1V9RVucUGHMAZBZyWI0T0hYjOXpFuFG1TpBtnDRHpNmlHCKcqGKEbnbtxeoJULaVSKdUTODHBON3ouM1utzmdbrfXHwgGA4FAJBJSfD6vF+nmdPkjPf3V0ZGemM8jbUaNF2s+ny/wGTxFCYYiiWQiEQsHFYV9HWPcpMs9n8/nEvwopKZzuTy+UCQSrr9AIBAKhRRFCQT8nppzWZNx3cIiBMc4ziGswziKOWkdNznGTVRzYIxD74h0nUtfc9BhHJKOMk5sVEXM6TAOnyHAiX439IVwxje0v6Fyio4QWrWxx9HNuCMEfSFINy583OAmlpRu4pYC9fHSW6Uc3bieFB/n46V6Av4JT6VSel1UNH9QuomGD6fT6fGHk4l4PBp0mLusdqul2xWIxFLpdCoWcjrtTn9y2DvnIACAGe8NDib8HnEUZ7xYCwQCsnmXwd7R4FOUcDgWCfntDl8gFA2HFEXx+/2McQZrPbHc8/v9Uj8Kq85cHp/f73F2dFrru67sF9lu7TZ321wej9vlcBC3sIMsftFSjhpKkHH4LBZLV1dNXW1vXPBijEM3CVUepHUcPmTcRx99ROdxU9QcOO8IJzvo13HcngPHOHycd0Ss49gTlxxww+H5xjhMo4DDuZvOxG1O42O1G/uJYmdKdxXEjQXjm1j4mnamRjaxpBum1MT74Ycfst809M9JUTOV6gnYmWqppQb1hO7GdStGN9Hw4XS6lXA0HrAvfuZvv5ix8/gy0N4/vOj2Z0zOaCLidympUWXBMbsCwDFvFqvZoARHxos1v98fxBcIhOL5oeHB3mIypASCW+gFgpF0Lv7enccBAOx75SpfNh0PBYNBxjgjT1rrSYUU1r973G4lUfK+fB6/U1V/5zzXmk4F3M7xwZxUfBCVB3Eq19XV7fCGksmI32XtaG8XpVVRedCax0mVh4nO45rucul4Rya0y0XncdKpnMg4fNyeA7JIuqY6Djh6Ykas4ERbr2ju5UZvdGOB/V/98s044LhFes7NO4najZZv4oapWLVJ0cbZd9nTsrlxEzctMYE2pJyvjVNRXU63LxxPOJb/949ZuuQ+Z15w6UW//tVFF/3i1B/uCwCw80/mO1OpVH40+MaxuwLA8W+Xq9mAVxzEGSvW/IxudWIEQvF0vOuNP//+xsdeaY0U4qEtpK/6A5FiNjL/msMBAPa/5EN/JhcP+RWF4c9IBSit9RRF0bIZuzzucLrse+ViAPjKPjPPu+KSX19w/oUXXnje+edfcO6PT7l41uwP7KGAx9noLEGQUQ8dskycynV1dXV32xx2y8rX7rv8ytufX7y6227tNJtNJhPqqjjlENVVEXO41NV0a3X8sLT2PE7fO7JlAadVwekUcSLdRMAxxgH1heBj8KIglM7gsKCjozcOcOLOqXT6Noldes4RIq3dqCMEazctRwjSDTNq6LhNa+9KHLexP3XxtynjGjYmiDaLxSIdtBk0fzSYG5xOVyCUCqz+21n7AAAccuk7JqVneN3akZGx9UN9uXjr3DuO2h4OvN850l9eG3zz+N0B4PglvUO5kE+RVT3SYiokPPyqYDCQLK8LPHcqAGw/47noxkoiGAqFx5/4fXVeuOFFYsmYu3XhA3+68cG5HynheKj+g8l/SsKT1np6Izy/Es1WAq9dCgBHnvtaUVU3rx0ZGhqqVquDg9WhSikR8nHOG849Jw7mWJNraYwnsVidQW/XnWcAAJxx2xJX1Gfr6uokgzlKOm4w197ePo65lpbW1la61IWDOdE70nBYWsM7QntV5h3hckeMd6kGAWdkf0van2oBDh/QTSzR8sYA91xjIJKWyCBqC+wnxI3hjBvfxG3TSTtCJqGZ1rYUPvlkzZpWtgbIuMZ+tzGcifsJtW7UbGZimbmjo7Ojo7193MGLi6Usboz9mW+3252sTKOrCDab0+12u512u93hqEmfLpfD1bhs4HA4nE5vPBFe+eB5AADbnvIve64vF/V5XB6Px+P2+JRIvrcY6vxgeYcvkiisDb553G4AcPw7vUO5oE9RAoqihMPhcDioKAppPAOBQCgSiURCoUAgoChKHR+hcKT+wnWgBIK56obQS+cCwCE/X5BSBzLRSDQWQVoFAgr3XdkP1kjVcDQaDQeDoVAoHIlEo7FYLBIJhZRAIJ7uqa5bW+3LRRnWgsFgOByNRsPh2s+I/bjRaCQYUDhA+/0+RVGCwRDFbA3ZgYBfsPL5/b5obsD/6sUAcPApj3cVs2FvTYZ2uVx2u4P94cJEamYnZOqzy8XyPRv2vezEU+J0Ou02YpCzeWKK9R8X7ALwtd88uDKQVBzd1m5Lp5kkzdUkiE4z+zPShMlzWM21treZTHVjcGtLW1tba0tLy5pVjfO4pprDJHa5qNQgun+bxo3oB42wp2+L4xjHuUaMAo6jG9efcsY3jm507ZS2qJOjG9eZTlEz5YQFqWb68SeftLS0dzvcbmt3R0e72Wr3eFj7pvgVt8duM7W21//sbGlvb2tt7+h2uX3eYCQcCkeitY+2z+O0dXeYTERP6LJYHV5/KBKNplKpTCaTTqdT8Vg0FPS4nDWnqM1md/kiiWQqGVF8gWginS/kstlCNhH2edxOshrqdrvc/kjM/+HVBwHAl3/xwIe5vozicnuJJOrxesOxZDLs94ZzG6KLTtgNAI5bWhnOhxWf3x+JpnvL5XI5l6jTTVGUQCAUTWX7est9pXQiXKNKKJ7Klnr6B6rVwcHB6kC1v79UzCTC0Wgqt1ZVy2/+BgC+8+v3RlR1XXWwMtCbiUdCoVAwEApHE7liT2VgYHBwqFqtVoeqg/2VUj4TCzMGhkKhaDxTrPRXejKpVLZYGagOVgcGqv2lVDwSjsSS+Z6+vr5SLh6NBIPBYCiSSBUqfeVCNpVMZUvl8uDAwODg4MBgf6WvlI6HlcB4ixuMJPL5Um95oFyu9NNXLvcUkuFggPMCM8CF5l4MAN867XFLTyHiG1+SrW1BuFxKMJpMpbOFYj6fLxSLhVwul0nHIkGvkzLOZrN7guFwNJ7KZTLJdDKbTkWjQa/bYe22esOZcinyzGVfB9jtt/80F4d60/F4NOy1dXeZ2R+RFrvHryjBUDgQCoVDoUBYUfxul7XT1NbW0lob73ZYnB6fx2PtMlvsLq/P6/b6/c7ujjWfrF5loFdljJvELhfHOG6La1E9IFN0jYg7qlLGUalBn3H4Zgs7qs0Bx9l6RYXhxcbFLONLC5gXwimnOnQTd+mnPnfT1Uw/amnr6lr16ikAsP05ixwx22t/P/uQ+qh5hxNveuU9t8dhZqmtbW2tHV2+gL917j8uOPvI8Yn010+4/p45Zl8g4LFbutjx0S6r3RsO2d6Z/chNZ+8//i33/+Vdzy/qDMXCXqfdbrd5wmX3W6d+EQDOsA0WP7jzp7VvNu2/rOFIwONyezzM6OBwuZRY0vvOrF0AYJ8znm2LFxNBj9dLJVFFUXxer6Io/mh+fXjRzN0A4ISlfSO5kC+QLq813wcAAKet2rg2E1T8ihIKBhO5PmXeJQAAh9xsyvWmw4FQIlPMhFa9cP0R+HPe7UePPLnEv2Gt59HTZeP4vecW+noTsUgi1dub637npVk/3R3/3gFn3vIvk7e3t5iIhMKhcKoyGHn+LAD47j+Taumjqw6ufbPrl0fH1vV1vHgRAMBh13aEc9lYLFvJtjx8OgAcc1fX6Dr3Q5edhD/ssde8FM4Xs/FIMBgMBYOhWLqvnFr2xKyTuSMztf86f1qdKSVDCu3TFUWJ5QaUuRcDwEGnPWbN5yK+WiAKc0c7nW5/MOq1v//gtRccszv50Y696tlFpngy5nXbnU6nzW53Ov2xhP/jN5674xf4H/qQqx/8n5UmJV/N/fNk2U8J/mSqJB0d5m6XJ+q3vvr3a06v3z8CgH1OueT+V1e5vR6rpaO1pcVkcbs6H9sNAL5xW1vC8dqfp7Nv9s1L/mVRultXrzaiq+rP45rqqmIIMCtEJueMQ0+ckf0t6YbDC407qs0B97wsDYlzvc2u79Xj0I1O3Ay63tD/QelGhQUs3KR7plLNFDexKN1w7sZUVLqJxehWm7utWtVi6rSsWfirAwGOuPCe684CANjj0BnHzDj6+wey81o/efT9SNBuamtvN3V5FPub/7gAAAC2OeA7Rx07Y8axx/5wvy8CAMC069+1hgIem8VisdrcQb/5uSsYBLc9/OgZM4+ZOePo77BPynbH3mmNJoIeu90X6fEvv/QwgP2vfPrGIwBg72knnfTt3bf/0Y1rXMGg4kODvtvtjSWzH9x9HAB87cTrPvIXMmE/iqMoGgQCgWAgoMRKG2NvzdwNAGYu6R8thP3hXKXaev+2AAA/eb+6rhgJBEOhUCiSKvRGVtz6JYBdTvqv9ng5l0wWepOvXbkXAMBXv3XcCSeeeOqJh30JAHa51TRS/uTRX5xx/LSDdwOAL+32nRNPP+WEGYftffis1kKhkM72VhLLbzseAAD2mnnyyccff+LMHx68DQDAdn9cqIwO5CKhcKo8knjr/wHAT/7xxC+2AYBvnPCjEw7Ybp8/zPesHRtwLb5pPwA4+15bopRNxHLlQufLV+0CcOrvZp25OwB84YgTTz31+BkHsjDQH79YHumLh4PBcKJvOLP8998DAPjSgceceNJJJ86cdhgTYXb99rQzrrhxtjWRiYcaelqf4o/lB1kF952fzs2q6sbh6sDAQH9//8DgQF8hFfKH+jYEfs9+lG98e8bMY4857rjjj2JI/vJFj6wKpyIuu93l8Edj3jduq2HssOnHzTz22GkHfQEA4PBrW/LFVfdfdMgRRx60xzYAsOfBRx13/IzvHXHEyb9+3pJU7A5fTPnkjrP3BADYdq8jjz52xoyjZxx12HYMpLPmWhRvt7nN1Olx2l44CmCvY6665NS9AODQ6dOPOPjAI056cHXQaZLpqhOdx2ntclFdlWtX9TccpPO4+fPnN3XGSedx1B8nlR2MAk7f08uF9LImVItu0s5UJ+UNyzfalm6pTSzOEcI605oX5ONVLabO7jULL60XZNOuf8YayQ8O9BUyrgXX/fiLAABnvOVVXJ0dXR6/7dVrdwIAOOimeZ3BdLG/v3+oPx/oevvybwAAHHTh05Zg2G21uoPh9x89CwBgl9PueqU1PVgdHRkeHip63n38598EADjsnhU9mZDDE+lR3r3k+7WzbD9+0Vper6pDBbfT7nb53O7x1Xen2xNNZxf8+SAAOOCMu02JfDzo8zRKovXJWkCJFTZEGOCOX1JmgCsPtz+4HQDAzz6sri1EAkogEA5FEvne8PJbvgSw68m3tyX7CtmensybPwSAr5852zWiqqqqqtWwaeGcp9+xpku9/aqqbn7vCgD43mUtau0N56KxbG/e+fK1AAAzZn0cGqj9nc0Dkbdu2x8A4CLPhg2lRCw7OJJ64/f1QuXKD9NrVVXdmAu7I9FcX8nx1o37AcBZf7fGC9lYLFvOdsz+40HsG3/tZ2925diPWm595LDtAGDn+5wD1UwklOobcT77dQCAs5Zm126u/aQd1x8MAIc/EVNVtRwNKJymEggE4vmByOuXA8CuB53zp9v/++Ybbrjhxhuvu+66a373pzsefb3Dm8gVnHOu/+OT77sjmfKGzRvXbdy8qT/1+l+PAQA48Mq33cmY3+WJxO1L/2tPAIBD//j4R9m169avXzeYtP5r1imw7/EPL7ble4fUdZWXr9oDYI9r5njH1I3DA/2ljGLtckRj1jmXfhcAtv/2b9+yKKlSf39/ZSAfXTP/1t0AAHa95LFPvIq9w+z2OF4+tvardsBlj3yUL5dzadfHyz5oNbWJIUuf0i7X22+/La3jdLbx9edxUsZJ6zj6pMrDOOB09uo5xlHMbf2AM+4IEZLdVre0dVnWLLrsSAD4yum3LgjEAjZT++rVq1s63bn4+78/9AsAcO7s7qTXFQqtvvvEfQHgyFtWVnvjlo52k8lk6rD4Y8XAkmsBAHY75oF3nZFgMJLo/PO+ALDDLx9fU+xJeu3W7u5ui9WTLudXPXjBVwAALmgvZAO+cK9/+cXTdgeAr/1ydnVjf9Bltzs9fq/X5XIwG1dtN94fSGZyb11/OADsf/rtbfFCMlQbnRO0BYPBoKL4lVhhQ2QxA9yy8mg+7A9m+4faH9kOAODcj0fW50KBUDgcDIUS+XJs+c3bA+xyyh0dqXKxONAT/OeeADDtNvcmVe1LKEogksj2lMv5ZCQYDKUqG0Iv/hwADv7Z64mNlWQoFA5HIsl8OeO+96xtAU58b0jlXvsVhwLAreahdaVEujKUeOsPAADwrYd9Y+pQIRIKxZKpVDyZLxedb9+0PwCcfY8r1ZuLx3OVUvfLf9gXAL7x62XRgY0D+UhAUcLZ9WrulbMPAoAfPOVX+zPxnv7km9cCAPxupaoOhv1+vz+QHVWLr18IAN+4/oPyYDooiAyBgBIvVMOvXwHyd/obrmw6FEr1VfLJsOJzM+OOJ5rLB+YeDwAH/+Jf5kQ6HIikYi9fsisATL9+frgvH3babTab3RvKxp1L3132UZvV4/aGvNZ/nPdVgJ1+/eB73qi3u9NssVi63ZGk6YWjdwOAPe/tiPfEvV0mU2trq6nTEc3F516yFwDsecysd+1ep83ntM0+EQDgCyfMet0T8pvbW1avaeswm9asGrePiIybRK+q7x35vACHrSjn+0X3L1BfCN1T1QkO0QEc1Uw/bcDRiDctwFFHCNZuWo4QpFvNEfLJ6lZzl631zcsOA4Cj7ni7w+voamld097e3tZq9qYcL593BADs+ed3stlEdPULM/cHgIOf6PTHnJYOs7mrq8vS1WWxexX/+1fsCgCHXTPXlEhlk/b/OQgA9v/JS5ZUKuCysbMvdptdSfUe0w3hAAAgAElEQVR0vXT0ngAw/fV4PhGO9SjLL5+2A8DOD3bl+mM+p9vtIem4uFDlU4LJbP6NvxwMAN86+15zqjcVrg2VEG0oHgbiPZsibAY3c1l5rBhRIvnKiKkGuI9G1pWiwUAwGAlH08W+yPKbtwf42il3mFKVfCrb1+u+Zk8AgIN+dMNC35CqquuHejOxRDwWi8WiheHN0dnnAsC3fj4/s2kwE43FYrFUrpT1LDx3VwD4wi577LbrV3f6yo477rjjjjt+Zaed99hj5+0AAE5+OaZW89n+oTQD3Gkvb1bH0uFoLB6Px2OxWCJf6fEsunl/APjxP9ypUiGdLvb3WF/+/R4A217yXKlcScajkWgkEo6X1vW133ocAHzzIac6XEiXB0Kzfw0A2129QlXVbCyaiKaHVTX06DEA8K3b24eHsiHBaxIMBhOFavT1SwHgwJPuft/t7mpds6alZc2aNas++qTN7PAFQ8GA3+NTYplc78DIpnFiR/+yE8D+5y/oTqTD0WTBecPBALDfH+e5ipmwi5mxHQ6Hyxvw+70up9Xhifht953/VYCdf/XAe/6E4rRau7pt3lCw/YXf7wUA37rFn446uy3MO9JuMlncge5Fs3YBgO9eMq/V53V4Pc45xwLAvmc984k/aO9oaW0wA4vekcn1qjrzuGXLln02gGsaNCIO4GqAQ08vPQZIV+ulYzh09s5u3DkVNVOkm2h8E+Pe6M6p1rYpLd/oAA7phgM4I7XbuCOETwdZ09pu6W5dfNkhAPDdm+a1uB2drWtYBKvJFfEu+csMAICfPJ+qpC3zbj/8qwBw6luhgN/aZTJ1mM1mS1dXl9Ud8LXdejwA7PLLu5aGKkOJN68GgK8edtVSfzrsxYPwVrsvWvW/c+Y3AWD721al8rFYn7Ly0mnbA3z94Y54IeL3eLyMbmwfHkdsPp+SzBc/uuc4AIBpVy/z5vPRoK/RiBsKhdgAPRAvboy/PfNrADBz6cDaYlgJ5QjghsYK0WAgGAyHw8lCJVKv4EyZSi4Wjuf6yumPfjOuixx9/yufZNePVQrJWCSSG9wUfrUOOHUgE41EYrFMoSdifvYEjVoIAAB2uN1UHS2lsgND6Td/DwDw41c3qEPJcCTKXiyRr5Rci2btDwA/vteZ6iskk4XBOuDOezJeKKVikXA4HArGimv7Wm6ZAQDfesSpVrOBWFEdbP/VVwAAfv3k6uTgcHW4EFjx9/0AAA5+wjnQnw4FBB9gMBhMFIei8y4BgMPOfjG0fqwvl8lms5lMJpvNJuPhgN/nDUSKPSX/B3Pu+MPPd23899n227+ab0ulo8l0dunpALDTobOWhnoSisNubzAGW612tycWdDDA/eaBFUpCsVutXV22YMYz/08nfxkAzn0sHQtaLV21ODmz2eL0Wlc9cgwAfH3m/UutIZ/isc85FgC+efazH3p8VhOLfRATloz3qpOo45bKznE1zcXUUVSp9Vcs4hjORMZx5dt4BSfdq+dcb+Legn5eCLeYZcQXQj29SDfuxoKonOr4QpYvX25kE4v955csz69a09Zp6W5ZfPnhAPDdW+a1eGw1y2V7m9kZ9y7989EAAL+cne7P2N6484hdAOCUBcGgz9LZVfPxWqx2l+LruGkmAOx6/v3vhvoHMouuBYCdDv3tUl827LHVLbwOuzc2GHznjP0BYIe72tOFZLJXWXHptO0BdnvIlCjFFLpcROVRxR8Ip3K+t67fAQD2OP6p1Ym+XITNlRjaGN2YCSyY6N0cXXz8HgBw4ruVsVI0EC0MDNdEhp99PLq+JxYKhkLRSCxTLMfe++v2ALud8reOdH8xGY1F4+lSVVU394eW3nzq9F3YB/qb134Ur/TmkoVhNT6H+eDeTKvVbCwej8ezxd6E9fmTAeDI33v4DrX21vWmYrF4oTqWXfxHAIAz56xXR1KxeCKRSCQS8Xiy0N/nfacGOE+mt5jJlAZK3XN+vwfAdhc8nij25lKJeDwei6b6NpRZBXfIIx51tBSN5deqpXk//4ZA1a9d9bKybn0xHORMxeFwOKwEA4niUHTe5QBw8GlP2Mp9yVAANyLYckVvtfftP3+H/Vjb77zn3nvvtddee++z79e3AYDDLpjfncgns5nC8rMBYIdDZi1RemJ+l2vcGFzbRXF6Y0odcA9/oKQDdovFanWGUp63bjr9ywDws8dSsaDVMp5Z3+30Wtc8Mg0A9jrp4RW2sCfgds0+FgD2O+vpj9wei6mtMWqpVbjRNbk6js7jpLtcdAxnsI7Tz1PiEkeaNqpa1l8ecFpbWdQagoUb5wuRunnxGXe9NU0K0andONdbUzcvxmmJ0SCtrS1tpm5721uXfxsAfvi3pV2Kx2Jqa29ra21p7Qplrc+eczAA7HfT8mIurqx4evreALDXfWv8aa+9w9zZ2dnZbbF0O/0R39LzAeCLP/zrW5ZUtpRsu38XANjntKfaYtmw2842F2x2TySTb3v6+18DgB8tKxaiwWg5UAPcg53JnniAJlRSedTn8wdi6WT4g0t2BoAvnvnAe8W+QiSg+P01uimKEgxG06VyfzamxIubEu+wTYZ3B8dK0UA4W1nveHZHAIBftW/elA8HI9FoKBxK9a7ta79rO4DdTv1bR3agkIzGYtFwOBKJJTLFAVVV1artFrZA9auF6bFK39Dm4Is/BYADz52bVgezsVg0Gk8XejO+xb/cFQB+ePfH4XJvJhoeZ0osGg2HI9FYPB5L5AZHGPrhzDnr1aFUJBpjL54s9Pe4FzPA3edJl4upVLHaa5vz+90AtjvvyWSpL5OIRaPRSCTRs66//dZjAOCQR73qSDFT7k/M+y0A/HqePfjuw788asbxM08+/9ZnWmPD6tqeYH3fi3vhUChZHIrMuxQADj79GVelNxkK1n8Zg36fP5Dq22C5EwDgy9+7aZlvZCOyOvbnnQH2veANayobT2Tz5qt3AYD9r37NWcxHXHaH2+122O0Oly8SCSlel9PjjSi2e37xFYAdL3pghZIMuGw2i8XmiwU/eOzSrwPA7tdaM1GPtdtc28y32H2h7nl/BIDtp/1hUaff6/J5Xa/MAID9znrmA7ff1tHSIl/OnxDj9Os4cV+VfSTFUzWTruPYmxzjOGdcA+CkyilnfGODttmNV7LoRr04cTPo6ZXmIGHA3oRqN9QWqCOEm7sxzVRnE2vNmpb2rm5r61uXHwkA2/7wd897EjGXxdTa2t7pieQtr562DwDAlYuUlOKN+d793Xd2AoADbnhvw3Da0d1lNps7ra5IseKbcwkAwKGXv+mIx/yhWPzD8wEAvvLzB9b0VnN+h8Nmtzk8oeJQ7v27z9kGAI5/qFhO+ZVYOfA+A9zDXcmeWICuxVN5NBBQlGAkm4ksvG0mAMAXzpob6N9U7YmG/H5F8XqVWLI4po46FjxwywJ7X9+AGn27DrgNPbFgKFVWc+98DwBgxsJ+dX0hEgiGkoURVS2/dPHBALDPqX/rzFWLyUimd1RdP1jIpWLhcCgQLm5QN7ffAADfOu5RZ/9Q//Cm3revBoADT3gxoa7LR2PpYj6X6y1nbfec8WUAOOFvn6xT15fS8Wg0FovGEulcsW9EVUcL8UQymSwOjeXevgYA4EevbFRH0/FEMplMJpOJRKo4UPEtmbUfAJxznyfbV8pmewZ7bP/6w54A25z3ZLLUl08n44lEPJYub6y033xsDXCjlf5NmTd/dSAA3N461lg1jhTymUgwGB5frBh/gVAwWRqOzbsUAA49/WlHpZKOhIJ1wAUCgWR50PPIiQCw68xFa9VNcbfD4XSH89WR3vfPAYADL1joyGajoWQu8dwFOwLAEVfPCQ30x30um93uDsR7C/43X3192UcWn6LEQp5//vYAgG1+edd7gVTE3m11+7xuJRZafv/BOwDAV+/ozA8nvV1ms6m9o9OhFEuxp3/+FQA48jcvdEcDNqvP63rlOAa4j73e7o72xo2uSTOu6S4X6qrMO8IaVca4SczjFi5cSE83iAccjDOOPjng9OlGVQUEHJZpFHBadJMunE6odhPppqWcNk2v5DpT9jX1/fmW9s5ua+vbl/+g1th8/5onrMkRVV1Xja+67fT9AAAOuMGRjNg7u+yhgPXpS1jPdstia76yXlVVdazXvvTufQEA4Kw73wvHA06bIxCPrbznWACA3U+6Zb699snbmHn/wasPBwCAa5e4irGAU4lXAisvnfYlgN05wDXSreZNDcWyhcgn138PAAC2OeO5j+3D9U/zWE9o7p9PAoCDHvZuHK2q0beP3wMATljWv64nFgxFssOblNv3BgDY7/y5RfZ9NoUfPbXWg+5/2h0d2cFKeUBZ/NfpN7xVKG+o/8D9L1++HwAccMmbmXXlYnnDWMd/AwDsfv7ivKqq6rCr25XMVAZ6LS9d/UUAgD3/+MKaUYTM+oG0438unHaPdf1AIZEqVMdyb1/LALdBHU4zjSEejydSxYE+35JZ+wPAOX93ZcqlbLo02GN75Q97Amx73pOJQl8uHY/FYtFIundjmQHuUAa4Ddk3zvsmAMAuhx5z0syjp08/+uhp3zn4yPPve9Pjig+pG0rxcKBRY4hEIuFwOFUajs67AgAOPf0pR6UvHQkp9Ty4YCAQLg70v3EJAMAuFy7J1P5tev0r/3gAAMC2R/xmgTWdiwbCybx3+V93BADY4+e3Lulh327A++TFh8E237l3kS0WVqIR38LrpgPAzsff7RpWVXXI/u677Z5AOm1/6rwDAQD2vHyZO9u/SVXVTetLkdf/+zQAAPjB3z/0hT1dHV0+vwcB5wnYza2tkljgponn+t6Rpne5qDMO3b9a8zgMN9cJU8InDRoRbXE6jAMmoWJWkhbgxNEbbVHZV2q1qFsEcNIDC5yqIPpCjANuleS+3+p2s9XRvujywwC+cORVvz0T+Hf4P9t9UVd3h9ls7nIGM94Vt5wkfBsAgJ/e934gF/c6rHa73eFRYgnbE+fuJfuGXzr/qTXFbCLgdbuVRH9oxUXfAYAd/t6R7EsEMYCX+j9IZkYoni2U4213nfoV6c9h2zMfDvSVU5leNbF4+g4AMH1pdUM5GY1EIqneoSHfU3vw3+Mb96x85ngAOOY2c35weExVnpop+XF3uuzdfHWomEqke4eGnVduQ//eCcv6Kv2FnupI/qN7zpD+rAAuS6mbC/F4fmht7s3fAQCc/MJGdW0mkUimUqlUKplMlwbLvsU37AkAp9/ryVZK6XRpqM8257dfBYCfPZbp689l2Lgu07+5f81fvg8A+z7oVteW4rm+at58+8m7Sv/B+/zocffwUG8qFq13w9FoNBQKhcOhVO9ofO5vAGC/E550DvSlwyGSeelXAonRzelbDxB+xJ3PuvKMPeFrZy+0ZbJRvzcQzGaTK//+I/Ef/aVT726LJiJerz8et71z58H07+3zt86BpNcXLgRWXXeM9Cc+/YGPPcmA22rptNgDXtfsaQCw+8lPvu/z282mxs18LixTR3OYIuDElPMpAo4KDvpyKj454PQdIVqAk+5miYAzHhmysPHCaVPATSWhl55WoJnjq/mb862mLqvTvOSKQwFg+j/WJHqdi66Yvj0AAOx14v97ulUJBj1Wk9nc0dFhsXR1dtlCmZ5U56L//u3J29d+L+74k5seWeHO92fDXrvDzpKOHA6nN5QvZBXbu/84v+4h3u4bF97/jjOc7etJBrxur9frDSYqyntXTvsywOFz/KlcREG/Fuduq3vclGAwHEnmRzZWlNUfPHIFrovtec619y32VdR1g+lYKBgvbYgsPmkPAPilaWyslIjF4vFYNJrtH6sqK//rAjY43/OsP/1PUFU35177AcDe5zzhLA2UsunCYME5/5k/nImf7KMeXWEdVNWhQjqVTCaTyWxpcGzQ9uhFxzHD/aEXPBssV0rpVDKVG968sRK2r3z0IvyYfuO0a594fkloaGggm0qmUsWh0fRbfwSA7a9eqqrVdDKVZi+VKQyWPUtuOQBg25/d58z0sha1+1/X7AXwpYueShTKhUwqmUolk+niSNX1xE8B4NuPONWRUipXWddrueFQgHNm0wY19NEzzBx79M0flNb2pOrVYiwWC4fD0WgkVRgMzbscAL595pOO3r5khG331xgXCgYD4Vx1fWbJfdce9WUAAPjitFsefzu/vvrqb/aEPc6Zb01lowGfz+dRovlSLuRc+dD5R7F/6x1OuX2ZyZUu5aN+t9Phcrk9kUQ8ZH3tikPZfsVOlz+z2p8IOLqtDk+oMFAwL3jy4pm1Uhp2mPFfTy5wFYpJv8PSbTGbzVan4nPOmQEAh/7mX61+j62zTfu8g453ZKLJcQadcdJJHAOcdBLHACd1jXy6gHuxMS+EKgzcQRnjdGvqetM5kcV6VZFuoutNmtAr3sTCznRNw835NpPZ5ux454rDAOB7t77RFgyHkvnKyPDw2mp/IRlwdnd11uhWi6u0dHXb3Uq6UBndtHHzZnXT5tFKMRPyOe02u73hiJ/T4fIEw4nSIM6GNg4Uk9GQn6WIezwej9vtCST6x1RV3ZAN+Xz+8Yy2Ru+uQo0g4VAoGIpmij3V9eQDvX6knEtGopFgMBSNRoJx1oZuLsYi6MWIRWPpQmUdfpfNoz2ZZDo3qKqqqg4XkvFYLJFIZvuGRsmPq45Vy4V0MpFMMsUzmUyka815bdSVTyXi7G8kUoXe/uGN9Hur68eGevPpZCqVTCYT8WR+kFnKBpKxeJK8VBJ/1LFiJhGPJ+KJVLHKvvFIjv0j2E8gkSqwznw4H4kX1lb9D52+PcA33+5RN/SmY/FEIhFPxNPDqjqw8ioAOOSkJ5z9A/lEjP0qIOOCoWCiZ0xVVXV9XyKosEkdYxzDXDAYCIUTPdX6doS6uVouxCOR4vBmVR1JRxSfX/F6vX6fz+sPROKZ8mj933ysnIqHFa/b46nt7btcnkA03beW/dqv600pjm4ruwRhtTn94URP/6iqqhs2bNy8tj8dC7qslq560FanudNi9xfG1g/2pFwWU0eHZsJSU11Vp0tlgDO+qYrzOGnWiJEwJSnj5soO06BlRKtLbQ44Kd24GdxnHPfGLCBGkkI4urGv4ejGyjfJEay2NpPZ5jTXAHfLG21+p8VkamcB021t7TTcjSS7dXd1drK8VqvVarXaursbUiox7IjmiNkdDre7diFh/CRC7aan2y8E6qLHDYdHgUCAffzY55AZVhVFCYXDwWAwGo2yjy7TLqPRSCQSjUSjCfLYxzvKlM1orM6deCKRZN1iKsWm/ol4fTwWj8fT3GPfq8a7VL0MSyeTyUz979a5xf5uBl86nUomk6kU+apMJpPJJJPJdCqVbPwBU6kk9zXpdJqxNB6PJxKJdE91rXvetN0B4Oqoqo4WmDAbjSSyI6oafPp0APjupfNjwwO5ZI2QyLhoNBoMBoLBIFvHYK0rZVwtACoQCATYwQeFhTT5vF6f369weXP1eHS2q49hwphNgueBurutdocDI4KtVqvdZsP0QDMLRuWOPHR11S8QNkmR09dV9RNHmjIOLSNYx9EuVVrHTTEwDnUGrcC4iQFONL6xx9FtQscWKN20IkMwDUmkm9bcTScHSbaPVVNOObqxWr6j2243LWGA+6+F7X6vraMWZ8mn8nK5lTSGV6QbAxz+dkfvLjW4cfm63MQN6Uapx+gWiUSQetFoNBwOx2KxeDweiURisVgkEmFwikajiUQiJnsMPgkDj5HLyMtkMqnJPsY4I48xrkbXQv9Y5J0f7QUAcPaza1ByUVU1a331BwAAX79uSXztUD5Wn8FxjKO/jJRxNTcJdqyhEKIsSPI1uQBhr3Dfy1c/fIMHveifeTRUjh7rkh554E7YMKJNiHE0VYmVAiLjdFwj1BZH3b/iJI5jnE6v2pRxr7zyCgMOl/pLGdcEcC82nlygQzcxOGSiczeDdBO1heXLlxtMeUNP7wcffEDnbqLrjaMbC+Xt6LS7Te9cdggAHHHTwlbFbcVoXo5u4gkFDOMVazdKN/oxaLDvNpu40aoNazdGt2j9Id3Y5xYf0k2KiVoFZOAxchl5qVQqO9nHGGfkMcbVKrx0fnA0v+bm2hrFbt864sjDv33o4Ud8/9v7sK+ZeduKeLWSTycS9X9xjnHhWqZmmOEPZdYI6ViRccRyKMkQpozDx34D4HEvg4yTnl4VGad/bpVjHMtzNX51kFp/sZTjrL80ZUQnaARLOWr9pa4RfcZJFVVNwNHFLHFvgfO+iWunHODEQCSdhdOmczdOOeXoJh29GdvHasGcXi5zvK2tvdNqs7ctPH83ADj0zkWdAY/VbB4P5tWp3ejhK6dwg1mkG2ffnSLdxp20dbrh55aBD+kWl71UQ9s3YcBpFWKfAeAaGJdKpTOl/tGhRNtbD153KpUhfzzrnkVd2bGRgRxrfBsBxzEO61/GOynjKOaQcRzmWE/K3YvAHE3MB3YIpx4o4yjmJse4FuHQKgOceMmBAU7aq65odqqGCzcXw5T0BQedwDj9Ok6cxMELL7zwouxSPZeMpBXYqz962yKA09pYkAKO84U07UxpELkAOFOHqd3UaQtnygM9acVuYYIpzkQm15lyC/OItsblBF5PoNRDulHqId1YuSG2ouxzyz7ASDcpiYz3nlKcaXHKIDTFxxg3mX42lUqlsz0DQ+s2qA1vw/qhSk8qGR8fJ8bj8XicMY7WceyXEf+aa1055YGSjmIOYac0Xi/EOo7O48RTDw0B6BqHbLYI4Dhn3KpVq6S9qpZrBBknukaQcZMDHJcWRw1xjG4oqs4WrkTDi0Kk5ez6ERkKQingXhEOnhoHnNT4JgUc7Uy1tAUGOHErS6qZ6h8zbW88Y9phMnV0mEwmk7mzs1M4zyylm35nKsaB0MKtqZiAdOP890g3rg9FnLHPLbaljG5arajBckmKs3Q6nduijzFu0uVeIpFMpVAnSTEhI5mUwJ0xjutVaf1LW1dazVHxgTjmGlbBsFHFp8M4rl3VujBNGTc5wDHXiHH3rxHAcYoqzVPSURsM2uJEwKHUIA2JkwCOtqW4bM/N4LB8E529Bss3Sjct49vbb79tZGNBx9arQzfO+FZTTscHcJI7zeyYjA7dpJ2pdO5GqzZKNwQcigminoANKacnIN2wD+UGbVK6GS/NpMWalI+5XM54U9n0McZNutbLCBpFelyLaHjIONqr0vqXMo7rWFF5oIBD5UEqPoiMo5oDp7Prn5e2Wq0McLXckc4GRRWvrOoUcVLGib0q29Yybv1dJhziMrK8JWWc8bUtlBqaA07L1qtDt0nHvUkXs3SON+tM37A/5eiGGwuTo5vgCLHi9b8Jzd24npSr3SjaDOoJOCqihRtXr2F5gnRjgDNYmmWEL9lsNpVO53K5LPnC0JbP53Nb6Es+n09nMuI/xXitJ9Z043O6xidlHK1/qVaDpZw4lePEB4PKA9UcdHRV6W1p9psQi7gtyzgs4lhNJy6oioyTFnFMc+BscTqM07fFSWOUqO+XMc4Q4LjgEBy9Tf2UDEc39jVIN9xYkNJNurTAhVlytRtuLMhsve3iqWYp3dhxLO6SqUFHiFRP4Ao3uYNXd+KGQzfO/EGJxj66XGeqM0ejn/x8Plcq5IuFHPelp1gsFfPcl95ST2+psEW/lOiP31MsFAsF47WeWNYh5qSVHWUc/WVExnGuYCNTOelIDjtWHMn5as5HPcbR89JUebBarcg4drJSZFzTYRza4rQYx4o4yjgUHLigEa06zkjQCMNcU+svxzhWxFH3ryHASYNDtoiwINJNy9NrvHZjThFcyUJHCGd5E229Bms3hjas3bA5NegIkeoJ4sRNdPBiT4qdKa3atMwflGj48aYWNmmxxs3RCvl8qVQcrPRU+3sbv5SqA31Dki89Q9Xy0OAW+lItDw2U6Y9f7e/t6+0pFgt54THGNS3rxJqOVnaUcVz9i2Wd6CYRvXL6IzmOcYqiYKNK7xOKuqroIGHHVzm1QXTGie7fifaqH3/8MSvimrp/uTpOdP9ylhHR/WskFFOrV6XuX3ixMfpNtIZIazetWCStraymG/VSuqG2sIycyDLuC2GAw9pNKizQzpSijdKN/aYRazf9uVvT2o1DG6cniBM3qjOEw2E6bhPlUUQb1mucO1erFUW61b5BOq2qay+44Vn4xsVwxF/gcPrlOjjsz5/5l7/AwVfuf+atqropnc5wP3PGuKZlnX5NRxlHfxm5sk7EHDeYQ5axr8epnBbjjOuqIuNwEod1HMMc16tKNQetxBEGOK6OM+j+XSEc4mKMw5N4Te9vcaKqKDjMmzePCg5Mc+AY9+qrrwILsNS54mywfNPJffvMACdumxoHnE7hRu0gVmstY5zTTGsbV3a7i909d7s5RwhtTzjAiWKCEfsunbXRwo1+bmkrih9vncINAcfmaPl8PpvNqerojQ+8vtvJd5z//677xe+uP/fq63/+OX059+rrL/rjnw44+44zrn5MVTfmcvlC42OMa1rWNa3pkHH4y0gZR0UbbjAXJ1sQtOIO1vfnaCknFnEKWXhAxjEPsEEb8OTcv8YBpx83IgUcncdh8O9nBzgjdJsK4AxmIi2SnZLhlur1AYeuN6mnVwdwrHxjBTwDnA7dJqSZSh0hWoCbqH2XUwBFaxs3aEPG6QOOlW9IBwa4G+5/DY7++9zHTnj54ZNfevBz+/LCA6es+OcP9j7jrlOuelQKOCnjpH0rBzsOcLSOw/pXZBxXx+ETxQfmExZdck29I0Z0ValrRItx0l7VCOBQYRBDMT8DwEn3t0TAUdfIBAAnNb6Ji1mcwsAAZ3wxC8s36VK9zpFTLN9o0JuUblLxFAEnOkK2yK4CnbuJgBM7U0Qb9YKE6wtDVEzg9ATak3J0oy2YTnOqA7htZvz9mfvOeOTuHz989zmf15cH7/7Ja4+duNdpdzLAZTK8oDp1wKGtBHVV/CYHvX8AACAASURBVJWkjOMccyg+UIGVKg/capcibK1KGWdEc+CKOGxU6TxO3zvCGtWpBP+yjF+626AFOJ37W9T3K7X+NrXFSSdxzQEn3VuQrp3i4/pTjm7sawyunRqPe8OgN0a3hgOAMrpRwLFSTr85nZwjhNswle7Pc3SjaJM6eLX0BA5t3KyNViiiTkof608Z7zKZjLpp9IYHX99mxr3P3HfGo/ec/fA95zzyOX156O5z5j52wl6n3XnaVY+q6qZ8vlAUHmNc08EcN6HDqRzCjmvqaU3HYY5THkTxgRNYtRiH5jixUZUyTrrLpcU4He8IK+LYJ6Up40TrL+f+bRoYp3MlGhmnn4gpKqrS41sTAJyUbmJaLz4qoWptZbF/DXEri1vMYmgzEveGozc8s0CDyMXajSvfKN2msonF6OZyuaSqArW8+YVQEH0Hb5S8RH2Fkg7CadWGD3FGZ3NZ7X0DRrdCocD+bzabVTevnfXg3K0IcKffeeqVj6nq5nyhUBKe+G+kNZuj9R1O5WhBR38Nad/K3qSVB5Fx1CKH5jjKOOO7XMg46RaXDuM4qUHsVfVX8bWkBlFR1VpQ1blNYzAwjjLOKOBY+SZ6ermJ24LGRw0i3NKCjqd3Wf1xS/XYmWJeiDSIXNqZttQfpVt7/VG6YUYI3cSaXEYILdykmqnW3E1LT+Dsu6x2izduknLyqFisiX0oKgncKxBwFIpFVd1w4wPztiLAnXbnqVc/pqpqsVjsEZ6IPFbWSR/Wd/pTOWlZJzWUGFQeqK6q4x3R3+XiRFX225LLHTHoHcFGla5wSedxYq+q5f4V9/C56w2L6ye4GAqoZYQtPEgZZyRPaWKAY4FI+ksLWnSjW1ns563VmeocysLOlKYhaQFOjELSX1qQCgsGN7E4wNHaTQScFt04p5tUT5AKppzRQQo4WqzRIkWHbtlsNpfLjQOuUFTVdVsn4AoywBWEsq5YLErLOh3GcVM5+n8p4yakrjKiac3jpIzjAMc0B+myqk5+nJF5HOeMa9qrcnWc8awROozTqeMY4GiSkkHAodogAdyL5F49TbXUkhekLSpnf9MJDvmUAGdw51Q0vmkBTqczldJNa5Feq3YT6aa/nED1BEo9Ko9qAY49pJtUZPjPA1w+nxdHdYxi2LrqTOV0BnPYsaaIaS4pRJJIAccxTuodobkjXBFnfB4nMk4fcMg4mhYnWkY+bcBRqYFN9o2YfhnUGgBH40Nwe0FMtdTXT6m2YARwxis4qi1sKcDRjQX09DK6MeUUAYeqgrQzFVUFFszrb3wUcE0706ZiAtKNUwa4cZsIOG7Kls1mtRq3YrH4bwG4YrFkBHDSVywWdQZzOcErR6dy+KtNxVZaTUvrOAo4sY4z4h3R0Ry0spXEOk4KOKqoYh0npsVRywjdwxf3t4wATkdtYBWc/sUGBjgcwL3eeLShAXDc1QUutlc/OESs4MQWVbS/6Rjf6Go9Ld+axpEzm4g0rZczvkn3sZBuVFtge6aT0EylljcjnWmknuPGeUGa6gmZ+kopfiDxryngMuMO3mwul5O2b/l8/t8CcPl84VMCHKc8UMYxrmG5xxlKOOWB0xy0DMBNvSPiMG4q3hHWpTaNVMIijmtRKeOwiDO+vEWj4tgR1UWyA4NGhFQjESNNAEf1U5FuUuMbpdsCjdy3RbJjC1i70f6U84VI6UYHcNza6Wpy55SVb+LSgslkEukmlm8T0ky1Liro0I32pCiVih63VGPMEdeNZuvmD/rXORJehJ0pq9TE9o3RDau5XD6vqutufmgebDWA2/u0O0+++jFVVUulHrH3ZIxr+kqlklaHTqdytEbGPzbwzxKurOM61mTjfj5lHLXI6eiqXLASreP091X1e1UqNWAdJ13Fb2r9xf0t6fIWExY4xtHVVMY4Mdaczd243Xt9IVW6mmoUcNLVBelqvbR2YwymEqqW600MfeN8ITpx5FpLC5zrbUKeXiP5bi6Xi/22oyUbvqaOkJAQ5caJCeLEjYoJnPMDizX611RPYGhjtZtWdVMojFdGxWJJVdfftLX54H77mKqqhUKxV3hSaVUqtoqlK2crkaqrDHPSso7rWLXqOCPekWBjvJLUHzdR7wiXHNfUGce5f6VL+Gwex3xwBk+pckdUtYZxVEgVe9WmQir2qs0B98orr4h04zy9FG1GgkO0TsmIwSFs9Ma53vCUDKMbrp2KdGurP+rppbv0mD+upZxOLiNkQo4Qjm7SiZto3001riJQnOlP3JBuFGTcQ16USj2qumnrA9zjqqr29PT2CU9EnvT1yAwl2L2K1jmuY6XCNFV1Mo1rXlrzOPSO0I7VYO4I3XNgZhG6ryp6R8RlVYPJceIKl5b7V1zC15rH0ds09IgqTVJijxVxBpe3RE8cyqlGASedu6FBRAo4nbVTcaNeJ7D3fdmRUw5wuLegU7uhckqFBc7Ty3hH1+nZIr107iZqplJHiH5nynlBmtINAcd1VVQeRcZRurHaxAjdisXxymjrBlyPCLhSqWQQcDrTOqax6kzlOOeNDuPQQdLUHDc578hE53Gi+1drFV9sVLV6VW5HVRQcmC2OmeDEqDgEHHriGOC0sjAX1h8FnHQeN3fuXGASKuaSo6jKVuvxaJY0GUkaHLK1AU70hUgBx9VudPo2acAZdIRwdpAtAjg6cWPjNtQT/mMAJ1VRGePo0wGcOJiTAk46lTMOOOk8Tgo4LcZJAYcV3OcFOLq/pXObpmmmOZVTubxfCjgdqUEPcNJsS1a76SinHOMo4IwEh2gBjv0LU8DRAZz0TD26Q6TaglbcGyvC6d7CJHbpWTKSr/Fa8+QcIVRVoHST9qdNAcdN3BjRWJ+FIul/AOB6e/vKwhPLOinjpKM6ZBydxLFfQ62pnJEuFXtVbh7H2lK6kK8/j5NWcBO6OsjGcKLv1wjgdBTVSQOObqfiAE4LcMwQJzanEwYcNqf61hBRZOA2T3XWs3AxS7T1iuWbjrZAvW+4mEXLNyM5vTiJM0g3Wrv5hGvNUlVBf+7G2UEo2kRHCGdwowUFtYBIxYRsNsvJCKIKyV5vb2/tWxaLqrphqwPc7x5nKiqHLQa4pjUdQ56WAluqLz8U6nv7lHdYIHPiA9VVM7LF1bjsZBcXek4Zx+1y6W84GFQbpNm/WkUct6Cqr6iK26lGjjbQ7VQUGbQ28KVF3KcCOJod8rpucIiUbtwxQOp6E2ORdAJ76cUsvCZDXW+cp5cBTpoXIo2x1KrdKN0QcFp003KENNVMRbpxjpC0zL5L9QRKN9qCUbpJ27dSqYTlT09vr6puvvGhedscvRUB7tSrHldVta+vXBGekZpOv6yjjMNfQ45xXDVH9QeOcaKuqsW4pvM4kXFMXsAtLpFxCDhaxxkMxZzQgqp4KNrgYZp3332XrqYi46Rp5ljESRm3hQEnOnsZ2poGh9BjgNJzWdTcK6UbHnLmyrfVwp1Tjm5sJUt0vYnr9Dr7WLR2EyPIjczdpDtYWo4QKptSR0hOOM3HTdzQr4tEY5ijdJOO2Pv6+sbb1VJJVTfOemgebH2AE1XUSqUiYmuiZR0yjpkE8ZeR1nTYsSLmOLtcJtNw1Eb0jlDGRSIR9jWTYFxTZ5zIOIOhmKyIExdUpb1q0/V7qSeOMY5bv5cuNjDG0SJOZNwWBtwUg0NEur1Xf9TcywZtHN1W1R9dzGImXk5b6Kg/bE6laUhT2ViY3NxtopICNYVIx23cxA0fIxo3ckK6iaUNoxuWP729faqqbp2AK5cr/cITazrGOONlHWUcez09PbRvZY92rKJdzoh3ZHK6qpRxTHPQSRxBxtnJAQf9Ok5cwmfIY60r2uLYwoMYhynVUqXzOHE7VTwRLV3e4oTUCQBOfz1r7ty5dHVB6uyl3jcx9E0HcGKkJT0DyHWm3FaWqJxydBPj3qinl8qmWkkh+sY3BjjamSLgJuEIwaGbaHnToluO7MlTutGxuj7d/q0AVxYBx+q4qQCOYxz7NeRmc5NgXFpIHxF1VY5xOIyT7nJxgJNGKol1nF0Wbo5hStQWJ6oNWve3Vgt3Gz7++OOmhjgOcJzpVwo4Mel3QWMEJrfSUAPcRC+fomxKldMF2rnkHOC09NP/A5x06CbVE1BJwM/YpAEntm/lcnl8HtfTo6qbZj204H8J4MRelQKOKdFbBHDSPYfPAHDijqpW0MhUAIcV3EQBh5aRpimY3OYWe+j4RcaBNJ38Nd3Lp+L2wpvkaQGOO7kgzuCkB2WYHKOlLVDAsUkc5+zlzgBqZZGLW1mTAJzxXXqpI4TbM6WFm1RP4D5m2fryPEc3KiagQoqAo8Uaqdp6kQ595bKqqrMemv+/AXDSXpVzkNAibipdqpbmwLwj0i2uUCgkbuOLk7gJ2eJQVKW7DRzgmkbFiTFKE81QQsChoiqdwWlFYHLtKu1VtzDgxBaVRV2Ky6diiyrSjZVvnK1XvJiF5Zu4t9DeeOSU0o0CjpVyTenGjG86dOMGcEY2FkRHiBbdRDGBjr3p9E0UExBwIt2kQmqlUqnVd729qqre9PDWBbhTrpL74BjguGdceaD6A/0jgZvKocA6Ie8IiqrGvSNNizhOUcUxnA7jtA5xiZG/bFWLXhfUYhwr3FbVL2+xIs7IaipjHLeayhin06KKk7jPCHBS+xtLC2i6Ws/26rngEK3yTbyYheUbDewV106Ziiqundq1T9PT2o3GvXnJaXodukUar9CLdNNyhHB6QkZw8LJ6jXMzlPhV+XGi4YeW6qS0WBuv2vr6sCAqVyqqqt68lQHujKseVVW1UqkMND6DNZ1WWUeLO/zlEqdyXCnHeUeorsp5R6hxRPSOcI0q5sfpME5nCR8Zp2+LQ8aJseZiEafFOFrEYcSIwfX7FStWiOv3S5cuZUQzflfwUwfcQt3gEGksEt3NYjjjgkPoLWeRbmL5JsaRi5EhuHNKVxe0IkPYH3rU+EY3FnD0xtAmrd1CjVdjxAQkLUeIqJZSnYHWa9TNgEM3sRvFGRPtTLFSo6+/v3+8Xe3r2woBd9rVT6iq2t/fP9j4GOMmXdbR4q6v0UfCTeWkfmCuY6UsM+gdoYxj3hEjjJPWcegaaWr9ZYzj1hsY47iIEa1elRZxGDEirqZqMY5bv2eMm8px6E8RcAaDQ8TN0+XLl79ff9Tcy7QFhjNp7UaDQ7jFrPb2dnZKhjO+iadkDAoL1NPLNacT3aVv6gjhJm5ZjTgQWlNQSWFcJagTDT/bVEmoVCROi3K5jDVRpdK/VQLuMVVVBwYGqo2PMW7SZR0t7rghndZUTtRV0SI3Ce8IxzjjgoOUcT5yw2Gi6w1McBAjRrhD0egaoUUcZigZjBgRTwsuW7aMLm/pMG4CgEO6UcBpnV9A+xu3niV1h0hDycW9emlmrw7gxL16ce206Y16qXLaNBBJX1jAzpTaeum6QlO6pRuj3LTohp80HLpp0Y2OnKiSQLvR/wDAVavVqfSt+IwATotx2LRmtA/ZSAEn1nF0kUtfcNBinEHBQUtR5dQGnd0GcQOfW2zgFlTp2S1pgFJT0y/dwEdFVfSLAG7XozuExYcg3TD97XUhkZw9zt9LAYeMY/unXPqbGBzCenLKOJzBYe6bTnCIFuDEPMspAo7zhegADpXTLQ44cTrOoEbnR2JDqjNu+z/ATQ5wpfqSwxYHnHFF9bMEnNbmFmUc+8zqAI6Jp6xF5fpTg1sNUkWVhv2yUg70b9djvKUW3cRkJBFwaBBBwLFlBnG1Xizi2DIDDbbUCg5hkzhutZ5GWuoccqaZSDTSkssL0QdcU21BB3Ci6y0nrJfiR4WN2zi6UXcb+zRSpxtn/jACuNo3YDaRfyvA0Tc5wIldKucB5gBHdVUtwIldKtVVUxoJwBRwNBRTv0s1botD668IuK6uLmnYb1PAcdupTSNGuPQk6vjVWb/nAMdy4rhA8/nz53+6gNNqUbnVei26YYsqBodIyzcxOESHbhRwrJSbaGCvwcUsfbrhukJTutEN04IQB0KJxj6QIt3EWTsnKbA3MDCAY/v+/gFVVW95ZAFMv/eZ+7cuwFUq/VyxVq1W+wXlYXBw0KDyQPUHVFS1vCMc45jUIzIOddU0CY+TekdExjXtUnUUVWQcLeJ0rL+WxsM0rDKggEPGGVy/xzEcMo7N4ERDnNiiIuOk6/dbF+C42o31p1xzKh3AYfnG6Ib2N63gEK45ZbwzQjdWvknXTsW4N5FubBHV4NoppRtFG6VbunETS3TwSvWEUuNmAkc31rrqd6P1nrQyODiIBdHAwOBWC7jBwepQ45PWdP39/Qb7VlrccT4S0Tsi+uO0vCN53TNdlHHchkPTSdxUlvA5xkmPb3Hr98YjRtjnlAkLyDhpEaclMjAVlTKO7aJujYATTwJKazfp0SyaHSIGh7DCWOcYoFZnygWH0PJNJ+4NhQVpZ4p0o52pDt2Qa2JGCDWFoCOETnloT0rNHzhu46RSaaXGFWv1kq2/Wq2O866/X1XVWx5ZuPUAbs/T7jy93qJyP3nGuEmXdbS4qzT6SETvCOeP0/GO0I5Vxzui4xrRZ5xYx3EnuHwGAuOkh6JpHKZWxIi4vMUYRze3PiD3oUUhlQsX4c5uUcZtjYCj0W/oDhEPnmodzeIWs8S1U6otiGunWqdkOG2BCgsul0uaF9J0YwFrNy7rjdFNZ1eB8/RyqgKnmdKJG22sqJKA1QdHN/HDX6lUxJJnYGAAa6LBwaqqqrc8ujUCrlqtDgtvSHjSsk5qKMEnDukMekcY7Hp6ejjZoVAoNJ3KaTEOKzudeRzTHILBIO1VFUUxOI9jkzimNmApxwZzrETQjxgRGcdtp2LKCGtUOTlVKwiTY9yUAIcH7UXAiYcX5pOzpzoW30VCtqUY/cYlI2kBDumms1cvBRxz9op7C6J4qtOcNpVNOWFh6oDDCq7QuIAlpRtn36W9ldQLQsu3/zzAsTrOCOCkfSut4LCI0weclrrKMW4qgMM6TitMyciGA/X9GlnCF+VUDnDSow20guOOQ2udpNEPicNGFcdwCLiFwuFUlgBCI0aARr9plW9i9BuXHcIKN+bHY/5eusAg9fey9aym0eRTB5y4m2UwOATXTj8XwNEBnCgscIATHSEi4KiqQKXS/wOcOJijY7itB3B4w2FygGO/n41vp04CcFz5hnupSDd8TY82sNk9d4+GEQZXU8WtBkY9rON4wOmHI4l0o4ATrSE6CwzSDa0PyOVTfcBJj2axXlUrOITLtjSyWu92uw0a3wxqCzqA44xvUoVhooBDXwgCjlZzrJmlekJzwDGbyN3nfF5fHrr7J1sKcP1CNKYRwJUNeEd6hNBzLe9IuvEoV1NbHCviJg04XGwwCDgaMUIzlKSrqeIMji7eI+DY53pygNMxi4hbDci4zwdwdENLetoZ9VODuW+4edo0OIRtpWit1lPAsap+oscWxEAkunMqGnrZQ7pJFQZuz5RbwBJbVGys6ACOfW5p+cboJh1CDQ0N4Xanqqq3ProQpt/73IOnPfn3sx6fypd7z5zKd3/s3rMWPHHcXqfdefrVT6qqKtKZAW7SyoPYpWIJbNA7QnVVZhwRdVUt74hB6288Hme//aSKatOgEbGIwxZV7FK51VSdiBHREIfpSQg49owDTrx7/+8BODqDY+UbdxWQ6qfS3SyRbiw4hPngOLqJq/UMbVqr9dT+hnkhouuNoxtTTnXoprOukGvMC6G2Xo5u0v0E9knrEdy82JAynLHPLRVPuWKNVG2DWBBVq0Oqqv71sTe2m3HPs/f/6PF7z3z07rMn++Wsx+/7+RS++9mP3P3jfz1ywr5n3HHG/3tCVdWhoaER4YllnVjTNe1bKeNo/YuKKv2Vp6Jqryx3pNR4z0H0jnCKaroeqWR8vQExxxgnhmLieRqv1ysuNoiHaeiBQWQcqyGk6/e0S8VGlcsxx2cQcGLM778T4LjpG73oTHezuNGb1l49+6WXnssSV+ud9ScuZnGRltJjC+H6o7UbRk4zujHhX2xLM0IOEteQZrXvKkiXE4xICgxnOHLCzhQrNbHRq1arjBdDQ8Oqqv7hzle3+d7V2864G6bdDdMn9WXaXdvMuO8r02+Eo++F6XdN8geZfjdMu/dL0/501K/uVVV1ZGRktPFJkWekjWUPMTfQaJTjlIdPSVeVOuO0FFUdwSFYfwxz4ukG6fEt/Q18S/1xMUp0f0srQAlTMLmTNEYOp4ohcf9OgOMuy1C6oaHX+NopXszSWjtF75tBuuE1maYbC5ywwGW9McCJuwpMPaB0w40FLU8vRzf6SdOnG5YnRug2PDxM6aCq6oL3zNc9MP9vzyy64+nJfnnqjTkrwwDwxIL2u55d8renFt8p/fLMO3c8/ZbOj/O3ZxbNenThwy+vlAJudHTUSE3XtKyrVCoIOFr/ToVxouzATeWkdZzOPI4KDsg46v6lrhFknP6CKq3jRLVBK2KELqhKd+85xhkBnBigtGTJEgaWCQNO/wKD1CDypuxCIL0NKC4wIN0o4LjDC2K8pZb9TSqeSis4cXWhKeCo/Q3j3rRkUwScTiCS1sYCN3fTqt243EppBScCDnVSHcDhrI17rIiraw6DqrpZ3RIPALbIj6Oq6vDwiEgohrOpDOYQcLSpF/UHCjiDjBM9wGKXSkVVEXBcKCZni5PO46Rqgwg46SQOFxvYX7MWFSdxuNgghsRRwHGKKl3bMnJRkOaLMMBhl8p8aZxfhCaL1ABHzb1a5RuNflsgu13P5FvmDqG3Ablo8hX1hwM4CjhOP8UFe9yup4cB2f/lFhi4bMvOzs4pAo5N37Ys4MQ6zjjg6Ayu3PiMAw53FaRtmrSsw68cGmr4wjrZ4eEmXxh3EHBjY2PS4kvrMXJxP6C0G53iDO6zBJxYu21xwEmlBunRBh03HLfSwD5i2KVKk34NAk7noiC3gc+QwmmpNFmEpidxjl8wmG0ppRsFHNrfMDuEJiMxuuFdZzqAMwI4NrDE5VNuwR5ncGJ4rwg4neAQGkou7U+NRIZMBXD6/akO4DjNlAMcIxozRqDyOCHA0akcfUNDQ8YhhYBbt27d6OjoWsNveHhYi3qfEuDYHwYUcNIudaKAw4V8I4ATbXHS/S0jFVxTwLGG1Djg6NyNMk4HcKxLFQGnlWNOAcfSk3SSRdijbrjPGnBUOdUCnNiiUo8I9qe4f4pJ5bR848J7pcundgMXnbn+1HgceZLckeF8IeLaqVi+oWbK7Zxif2rEEUKlUqzXGOM4ukn7U65FxceIRt/o6Kh0hCe+KQJOfIxxW7ZFpb0qSg1UokHGsUd1Vc47goyTekekRRwXNyIyjmEuQU6potSg5RpBkYFbaUBhARmnJaQyxmGLykZA4sUGTPplYzhu8R4ZxzpTnYNb/8mA465nochA+9O2+sP+VFQYqMggLp/abDaDdGOl3ETjyJt6eps2pwWNqzH4uRIdIZRunFSKOMOahdJNyg7jxdrw8LBBSI2Ojk4acFrUk5aKUxEZuPqOcY02+Jy6itWc6B3pE6JHeoSATKn1V98ZJ93f0tnD11nb4uo4HbMINcSx6kFLaqBFHBeghI2qmGP+vwhw4n0Z8ewp06FxewGbU+6iM5NQRbqxblRcWpAGh0z0DKCOp5faesW9eo5u0qsxSL2yLN+N9qRarSiaeJFu0gZNrNS0irW1a9dK+0TxTRFw4g+4VlbZTbGso8Ud+2YMZLRvHSB3bcSt1V5Z7gjtWMXEEc76SzvWjHbQiMGsEf3VVMo4HUMcJ6TqZGFyfhGujtO61cCSlP6dAMetoGoBjuaIvP/++6yU1cq21LqbpWMQwbVTLhlJjLTklFPq7DVONwQc9fRKbb1N6SZO3HqEHSypI6Qi7JbqWHmlldqEirWRkZExY294eHjSgJP+UxjjxGdwWict62hxR4d0XE2HneykvSPsP3exWKS+XzE2Tn8eRwUH1Byo9Rd9v00ZxwZz0qRfDnA4+aFFHDKOFnHSIExm4Oe2U5neuPUC7k1yQ0s0iIjbC2L5huG93PIpV74h3aSAw3wkZBy3Vy+uLuhYQ7QAN+mtLM4awhnfxHV6MacXGdfbeA2rT1jAYk9LLR1sWFSQV3BTAdwWr+AmBDixdZ0o4IaHhznA4V/jYE6/guOKOPafjwIO6zhuhUs0xImAEys4dmBQJxFTjMMUA5S08kXECo4GmnOAE4s4bgMfDXEYD8dVcMwmIsaKiCqqCDh2kwFjRcYBx9AmpZsO4DAfidGNAxwziEjzkZYvXy5dPpVu19PyjXFNCjg0VWNEkj7gGOO4vXop4LRSLelBGeMzOGnoG5p+Sxq5b1wRJwKuT8gIkTpCUEDQeVsEcNLCCgG3Vrux3SKAk/atUwFclcQCN53BlRvjfycKOJFuUsDpb27pbOAzqKGcSuPhRMah3ZdrUaVBmCbhqCAXMUIDlDjAYW4S9fpyRZwO49ATJxZxgIWbtHbTsvi+JVwI5Cy+DHDS9Ddcz6LJSKgwcIDj1rPwF5EDnJgBh8EhOhWc8eAQusBgpEuVLp9KAYdNa1OFoUdI6OUARxUG2qvqLy18NoAbJi3q+vXrtTpZ6fedEOCkbJ064MQZnMg4sXzTB1w+nxfVBrE/1QKc1C9i5Hyq1C+ilYIpnoXm8kU4OVX0xHEZSig1cFqqFHBYxHFb9+KpLeYBXkhuCTL37ucAOC4caYsADss39kuvDzjR/obBIUYOylC6cetZUvubPt2wPxVbVC26cY4QWruhfip1hGgRjXs6koJB9IiPAm5sbEwqgI6Ojmp9dy0aGqkBJ6Q8SAGHJhv2i08HcPrOOK0WVUdtMDiDm/SJaBbzy/lFtACn1aVuWcDhMRpWskm71P/tgKNLWlz0mwg4UWTw1+/VS4NDuOVTkW469jdOZBDpxnl6OZGB6qci3egnjdtbME43kRHGB2Ra6JHCCAG3YcOGsbGxdbLHGDeVJzJu2LBPGBk32IOGmAAAIABJREFUJLhqkHG4EDLR9QbR+isyTmsM19T0yy02UJ1BPEyjdatBOonDtS3uouCWBRxO4jid4f8AJ1dRpenkFHBcLJIonmrFIqG2YHD0JqUbXVqgnl46dOM8veVyGX0hnJ5A/aj9jSdj9OmGgOOqm2GZ/2NCgJOWZgi4jRs3rlu3br3Gk35f4/8UKeDEp1PWSQHHeUforzwdFKD7F62/WoCTun+N795LY5T0pQZkXNN7NFpSAyaLfBqAwyLuPXIvdSsFHJNQpwg49PeKgGOP7jDQ9SxGOqnFl/WkLBuraSySNDhkEoG9OrWbjqSAyiltTjm1lH3edIxvTUdv1WpVxMTatWuNVEZagBsdHZVWZwi4TZs2rV+/foPsrV+/3mBZJ/2naP08xSct6xBwDF5agKNTuQHhAiFlHK3jKODYf2jR/ctZf7UAJ0aMaMUoiYwzHhInSg24eE9FhkkDDg8JMhSIcionpOqk+04ecP+fvfMOb7Ls/vij7w8ReUF8RcoQReEVZW9EZAkiwxcREQEVUVFkUyi0dFH2nrJk7w1toS2rpYWWDkr3brNnk6ZtmqRJOu/fH8cc7z7Pk1CWtppz5fKqbVra5Mkn59zne74H6cYCHGu/DNANOqqXLl2yJxBBwLHWA16nApQy2EIF+Ux4zcX1LJck2kEEi1OczYKgD+BY6hBeaYgD+RskcWLbXl4ac3AVYu6GU9OQsuEVjFNZKIkC2MFFDy8G+FIhtUQGS1TI5uAFVlJSgrzT6/WQwaFSRK/Xm/gWTaE632QyldZ0TIMDOF6WcY/VrHbG5nlhRGdw9tI3Xpxxf769zI73l+T9XhNlCYWBjWaj0WiwqXwRbUajsbimCTDmznSJWlxcDM+U1mZECscLADV46hFw8LzDZ+DND94IMX3jMg6D9zzOgU8c7wQ+YI4LON5eqj0fc5bNLw04emyLNbN18+bNEFugvwhLL0J7irDW3YNyAxjHMlCibUUYlvwNvgC5G20iAnq3c7YNgeggguoQLE7p+pTlHcJdLsPaDUg7XLJmsyJrLq6Htw5sm9LFKT1Xj0H3Tx8bcMA1qChRqqbRaLQ2r92CggIdx+cDeITv8IgheM2wakN84dH5FDelKisr46Y/lZWVlZWVkCI5DkJIdfXTcUB6pHiKdknPNKqrq+FRIoTAB/DY2ss3Wc8OPGXc9JCVPsOTTh+YwrWB3Qw4lADqwQkdvF9C8Ip+Hwo4utuAmEMPJTiJQxdM+hgOHCvobgMwDuZS6Wl8ZBwI4mgLTNx7j0oR1hoaluIXxSJYqNJbBDGPw2U0KBZB7QgP4OjczZ4Cjgs4nNCi61MW4LjrAR+6/JQ1ecrrHfJQwLEEIo8NOEjiIqiAp5CmMD7NtDQPLwK8JmiXVAi4dOAaol1VsaWFRsTwNptSM7D0TnlYoBIKL+4MKuDtPaMWQb9OHhoZGRmEEIZhTCYTvPBy7AS6GzxeZNk2c2Nk2saKWZFmP+DBoR+0VFvQjzxcTvRTg05cODZDz9Kg7wMEnBRDADXQLQIu7MjIyJSUFEj8FRy/3ycEHJ3HOTaJcwA4dIijC1UW4FgWmAA4eijVAeB4FwlyBXFcwJ227Ut1Aq62gMvLy1Or1bt37x43bpynp+ciWyxevHjJkiVutliyZIm7u/vSmuFOhYeHh4eHxzJOuLu7e3p6enh4eHl5eXl54ee9vb09PT19fHy8aoY3J3xqHb6+vr6+vsvthJ+f34pax8rahZ+f36lTpxiG2b17dy2/5fGC+xv6+fnZ+0vtha+vL+/jxnrAvfjCx8fH09PT29ub9fx6eXl5eHh4UuHu7k7fAS4M+lLx8fH56KOP5HI5FLBOwDkB92wBp9PpPD09169fLxAI6OI32Rasd3vsZuDEK+YX2KLFYBkxwQkxPRBGh0gkwnNlrjxFaj/oBgiOjrGC9qdzENgwUdUMFPex7LmJrUSFvqG6doEeaqqHBYotWL+kirOQFNuUck6wepf4oLFsi7h9TDrwgB8DL6FsKgA9EDAYj0oOaH9ptdp+/foJBAKtVgvPmhNwTsA9W8D5+PgcO3bMaDTiCwmbBvSRHCsKqDWmtDqXZUMGR9es4zn6YI6WqnGPfuBICM6GeANPjuA4qaqqqrKykveQrpoveM+qHuls6084g+P+zrx/YKXDYD2GFRUVoGthHYPiQRu3s8Ht7dDNH+xR4KEbyrax5arT6QghY8eOzc3NdQLunwW4SM76ei7gcPnpUwfcwYMHdTodXEzwBo5v9fR+GTopgAwCTlIgy4D2Ge2og501nW3hKVzooDmgD55ZXVR8tUATkNszpV9jEKCHgGYir1qCV1rB245kcdZisQBAWWGldHAgE3HQSGV9L3ySV7zC7b2wWsBWq5X7N1osFqMdQ2AkFP1ImkwmeHi5XVRU/NJPDT5rDoS+0FHVarWQomo0Gkg24Y0TEsny8vKRI0fWBnDANRxNxSLgzwQc9lJrCTg0v6QBx5LCsfYzPFvA0TP2LIEI/APgksQSwfHu0Ko94NC/F93J71IrUFkrZmgFXKJt+SkEPYKK5SQawNkbYIBSAluoWq0WAFdcXCwQCHA2y8FGZ6gBIcvD4ogWweVTQc8tFNoMe3U1fXoLKVskVgLIq3qjdVullKbXbBvG4pWA8IozgDIPDch3WFFeXk6oSQZeoRy2hrmfxNbkQ4P7a/PKRyx2BMCoAS6tOctlomyUIOjhLfqpgaQMiPZIJnFYjKPit7KycuTIkXDh0dojbslMJ3H0+D1dC0MTxp65SAo1e5/ocFEDjjRA1gaAA8ahWARbcPTS+9DQUPSGw5F78PEG0S8MpSLgkHHQPGUJ4hwADpQiwDgGFHAnT560p4CjBSKQu6HeDcW9AbYAotGrGJ4QcKz1C+DNwhKI0LvrsXXF6m3RFknptsiwTWhlZWXBpZBJbT5FfyTQ9wqFwsLCQl9f30OHDun1eszagGL0VBaCDI+HWMkalrEFNYM1t4C6KnzlYCXLlZjQxSyOHOEkFq04YYW9VIhLKF5pbi2D1sFVV1fbqw155S+PFBaLpTY6YXtZKlKSleLRjONmxJDHocEB/C9L8MEd3mKZxEGg6Dc/P58QAoArKChAO2haX0lLf7FWxcNZPA3Mtm0UZCl+kXrYQOfaw9FDqdDWxzyOTuKQd6AiQFsz3NsASRwE7oS+Ti2EpqtUgB1LLEJPNUAiZQ9wkMRBMJi7OQbcmZobAmnAXay5AvVZA44ePsXcjQU4qE/ptj2dvtHu5JmUeS8v4HCAQSgUFhQUAOCKiooAcLxjp/RRPRYdNN0eamxpb+yUnjZl0Y32sGQBDvM17iu5tHajCBaL5ekCrsKm2qvXgMPZBl7AFdY0jKsl4NS2DaoqlaqqqooGHGtAlQU4ruiXZTHCO7bFW6g6ABxtgckFHMqk0NaMO9LwUMBxHcx5T+IAQfYAd8a2L9UJuEcAnE6nA8AVFxc7AecYZ9yoJeDs1a1OwDkB5wScE3B/PeDKOF0CiNoA7snTOifgnIBzAs4JuGcFOKAbV5ZBNxkcA668vJwr6ag945yAcwLurwQcjNk7ABy9hwEBx7sk8E8DHM7Y4xncXwI4PK7+cwDHumc9AhwdfxrgIJ4d4JQck7i/HHAwWAaNBXuA4y4SZAEOGXfDtg3aMeBQLPLIgKP3MLBMRGoDONwyA3RjWYmgjwigjR68xwXPEPY0IrwOl9w1WjTgeD3KAXC8+08z7Wx3hnECoVBYVFT05E0GnNUvoHzfsLWK6hAW3Wj5FSiEjTVVbyzAYRhrKkIeCjigG1eeZrVa7RGNFZV8ZiEVFRW8gGPdzcFJXG2ioqLCarVyhXW11I7QChJzTcM4mnEYxppGmOihUMTZEl1U0yQOgmYcy82cBTidToeqI15/EV7ACYXChwriEHDAOBhVxnlnrjEcSywC49WAuSjbDhrsnALmWLYi6CwCajhcssVyMOcFHGsNDddWBJcz2AUc+oigiQhX4usAcKBeAbqxVL4geAGiQYAzEi54pp2R0AOOVvnySnxpwNEuSYn2dzzjrDXqe1niXnp7Vm5uLlwrSqUSAHfw4EGTyaRQKKAr/0iAQwM4TNnooHM3Xus3GltANGRciZ1NgPZyNweAs1gstUyX7B230VFRUYEDDzjJAIyrZbJWm3/FwWldea095jAsHMM4mnEYNOPoKOKspwG9SIH93TRcTZxOp6uurv7kk08EAoFer9dqtbQGWGHbmsoS/T7U5pcXcCgWweIG1XC0IA5Ev7SJOZoF4Lp7lt8EVKloK0IncWgPh4I42gKTCzjuGhqU+2IqxzKG4wccXZw+XcDhjmf0uWQBjmtyebfmEnuk22MDLoWzQIs7vcACnFAolMvlQqHQarX6+voeP368qKgoIyNDqVQ+HuC4xpY6OztleAEH6RvrZcYLOAfF6Z8DOKCb2WyupJoMhBCDwVBdXf3UAcf77eXl5ZbaHcw9HuC4jHtywKnVarFYTAgZPXq0XC4vLCzMy8sDGfAzBRyoREEGzws4e1sagHGsmS16qsEB4OixrUcC3EVqWSqof8EYzgm4RwOcWCy2WCwMwwQGBu7evfvixYtff/31vHnzLBYLmFw6AecAcIQQmUw2ZswYBNzYsWPv3LlDCOECDqpU3rL3nwO4goICi8XSvHnz+Pj4adOm5efnjxkzZvHixRUVFdhqcALOCbgagPv9v7YmQ1p6empqKowypKenwyhDVnZ2ZmZmdk5OTm5uTm5udnZ2rg1zGo0mJTW17RtvHDx48Icffhg+fIRMJlcqlUKRSCKVisViqUwmlcokEolMJpfLFXK5QiaTKZRKhUIpl8sVCoU6P1+tzlepVPk2zNUjwDmYG30oBKG94Oq66MCBgwzDBAQEDPjgA0JIZWUla+gdZ1QrOdaS3KjjgCsuLi7Q6QoLi/Cm0xVqtNqCAt3vN50uX6PR/u7rq9VotWq1Ol+jgcGXUrM5IuLOyJGffPPtt0eOHPnoo49KS80qlUouV0ilUplMLpPJpVKZWCyWSKQSiVQskQiFQpFYLBAIhCJRXl6eQCgUCIU5OTm5NrQ5Afe3BdyDhASFJK9AISxQinQqcZFWXqSRFuVLi7XykgKFvkBeolOZitSGQpWhUGUsyjfrNWa9xqTPt5RoS/XaslKdxaAhhLjN+9mlRfNmTRvFRYURQipMhZXm4uoyfZVFT8qN1WUl1dYSUmEilaWkopRUGEmVmVSZSZWJVFsIKbPdygmpqC4rVanV9QJwQKgnD+8lCxmGGTf6o6fy0+wxri4ATqcrJKSS8ytXE1JV81ZJSCUhFbZbOSHlv18kFSZCyOwZ3zAM80G/nlJBOiGElBtIZSmpMJByE6kwVZeVVFn0VWX66jJ9pbm4orSowlJUbiosNxWWGXVlRl1Zqa5Ur7WUaEv1Gp1GkZGZ5QTcMwEctFC5gIOPcQkDC3DQP31ywCUlJUkF2at2nZ3td8h13ZFF644uWX988fpjizccW7zh6OINJxZvOO628bjbxmNuG0+6bzqx5PfbcY9Np5ZuOLl080n3jafct5z02XF+3dFQhmFee73jjnNRHltOeWw97bH1tMfWM8s2n1m2zXbbctpz+1nb7Yzn9jNeW8957Tjrve2897bz3jvPe+88v2D98XMh9wghGo22jgMO6HYp9IH75vNr911Zw7oduLLmt4ffVu0LOBz4YNLsNQzDDBjzw6nQjNW/Ba49cHXtb1fX1PZm+2n7r3jvvLzjZKg9xtkDHMazBlxJSQkhlTtP3XLbdNr314u+Oy/8ftt1wXfXRZ8d5/+4/Qq3C97bL3hvv+C985z3znPeO897bzvvuf3s6j2BvnuCGYZ55Y2uO05Hem4/8/tFteXssm2nl207Ddebx+YzHlvPwKXovum0+5az7ltOum855b7xlPvmU0s3n3TfeHLuiiNHzt+qNuuysnNg/vSfBTigGy/gkG6PBzjaKIleNAOAo9O3UFvQRknoDI5btegWKu54dqARgfTNqJN9+M2af/df0KjPxpf6rG/UZ/1LNW+NesNtne2D9Y16r3+x97oXe697sdf6F3uvfbHX2oY91zYduPM/XRa81tf3pf5bGvZa82Kvtby3hvy3NQ17rWnYY03DHmsb9Fje/MMF569FV5eXon0cVyBSe8ChkVxpzR2ASDd7kggrn2sIF3C/rDjOdPquYY9VDVi3brW9/avrihYfH2SaDHL5aN/zXVfW/htZt//rtqZBj1m9v1xZe8BZawpHLA7FcbRShA5z7SxGwAyBEDLk+40Nesxq2GPtCz3W0LeGvLeeaxr2pP6315qGvda+0HN1s0G7m3X8ueWQLS/13QifhJu9C6/GrTd8sP7F3utf6LXCZYjrkQu3tCppTm4ur63InwY4YByoRkAdQitFrlOL7nkZ98iAw9yNV+ILgAOlCXeTVm0Ax90TiPUpKuBw0Qx3TyAEK33j7niOo/YEshRwDxISDFrp2Nnb2nzkt2zP2/M29Ji/oTv7trFWt3kbeszf0mfuxj61/xbOrcfCzZ1nr3n/ua6+K3ZfIqSqwGaByRL31h5wGJiyYSDd7KUqZr7le7SmFwC3bPuFl3qvdt3Wef6mbvM39ni8v33eph7zN/WZt6nn4z503edt6OG99422H3mNnLmj9oBjhWPA2Ut1acZhGPjUv0VFxYSQz+fvaTXY13PP2/M3PObD9fv1trn3vE29Hv9629B94ebOs9b0b9DDz3PzyVK9xtZO4ylUnzXgwDcJF9CA1hcAhztoEHDcDVvPFnC8dKsl4LA4fSjgaIkvAg4lvqDv5QUcuLiwAIcHcAatdMysra2GrPLa03bexu7zN3V7/NvGJ/jeTd3mbey+aEun2ev6NuixctOhK4RUFhTUABxNt0cCnIEaWngSwFlqDi0A4Dy2nW/QY+2Sre8u2Nx13mM/Ahu7zd/U40kewHkbuy/f37rlkOUf/7z9kQAHfVj40lMHHItxJSUGQsj4+btfG7TC+8mvtye75OB6m7Wub8Nea1buOmcqzM/OybEn93UCrn4DzmXIqmW72s1Z33PO+l5/4W3+pi6/rOnfoMeK+gW4F3qsdd3cad7G7n/po9fba+8brYbWF8D51ZHrbebq/r8DrsgJuL8v4FraADd3Q6+/6lavAbfIBri/7tHr7b2vbb0DXF243pyAcwLOCTgn4JyAcwLOPuBgzB4Ah2P2TsA9IeBANfqsAUe/mJ2AcwIO5+1h5J4XcCBjqN+Ao9fN8LZQ/f39L126hOkbTPxj+nbFtluL7qLCb/8nAI7uotY7wOESE0jfaBkCrXoz8DkjPSrgAGrl1Fo8RIPVaq2zgONOVlTyjXkh4/AveqjFiKWmTOQfAjhcQJOWloZJHL2ABm1FYMwekzjAHLw86QF7XECD22e4MhFk3FME3NmzZ0HZVlvAQRLHUsAh4CBfw8r0KuUBFxwcjCpf2gMObOCeLuBYEt96DTh0uES60UIEoBvrZfbkgMOEiJX4EEI8tl+sW4CbsZ2Q2i485c3pHFuMWCih7z8HcLQxHHqKsLzhcJEgJnH3bUF7ityzBS6gYWl9WULfpws4SOIgnICru4BDb8s/GXCsrIcQ4rH9Qt0C3E/biW2alXdcvzaAs9if3/qHA44uVB8PcGCaRJtf/smAQ+dLJ+CcgHMCzgk4J+BqAu7ixYsXHwa438MJOCfgnID7q683J+AeDXD+gYGB/g4Ad+XqlaDQqOiYuLs3Q4KCg52AcwLOCTgn4OoJ4C5fCrh44cL5S5f9L18EdYi/fwD8k/A7BAQGhUUFb5o4oFOnr47euht2LRh+6eDg32Ui8JfcuHEjNPQhgANn97t377IABx8D4OhBVCfgagk4vA8NOFpO8U8GXGlpqRNwfyHguPP2sM3q6tWrAQEBNOBo1/LHARztlXThwoVz585fCgi6dnZrz1eYxl/+GnrnVnjojZuhEbGx9yIjbgYHBvr7BwZevX4nOj5dcP/QTyMH9P/+ZOjdsJu37t1PSEp6EBd5+8b1m5FxD+Iib1+7fiM86t6D+zHhoaFh9gEHqxhg14y9SXsHdEtJSUlITDTqZJ/O2uEyZGXdueBYgONdNFN7wBlqbs9iSRwsNjcRbuKGYbVJQwAHtMaCEOKxo451UZ8Z4FAvQitFag84cHUhhIyfV28Ax7teKy0tLTU1FQFHy0SeBHAghQMFHDIOAQdQA7skB/sD6SQOlmzh9hlaKQKM+wNwQDfQj8CXQSlX0yjp/KWAqyEX947q2uzdWUfjQ48vXb5t14Z5H4+YMG/lgZDbN0OCb4ZFnHSfOG7S3AWzxw0bOmTm6TtJ9+9eWP7D+FGffuO29VxMStiuBT96Hr2WlhR5Zf/2Fct3Xbl9N+J2mAPAsTZp1d5HJDExMTU1NTk5xVQoHztrm0vdzOB0OtaiGe4KVMeAgzDW2vrNbNubxX3ZI+OQDr8Dbsu5fwLgMKwc0W9tAGcTJxoJIRMW7KmbgANTfnC+zMnJoVcIIuAAaqmpqbhCkB5meGzAwXotyOPoJI7lmAQBSRzNOO7+QJpxly9fvkRtEUSxCA/g6NyNH3AX9nzSuel/554T317+IsO83v2jj0b0bdmyz7fbApMyb67o906rd9+f+Pnwdi80emOY262MuB3jur3e+cNRI/u3ajHE/fDVYz++wTCTYyR3p3d+0WWoz4242Lu3w24/M8AlJiXVC8CxFHB1C3B1TejrBNwTA45bqNYFwIHt5aMCDmpVGnA40vAEgJtzTnRreZP/9Pc+cVssCPcd3b/rh6sTYtc1Y/pti8mU5YavGtu7yxD3uLB1rzT7MtJKCDEGzB03fMLqVEXEl/9mGvUZ0v/tsdsiHjyI+mNhohNwTsA5AecEXN0A3Nxz4mvuDdpPPn7rdkzklTXjP37/A7/QQ5OZ9tOuR0dFxoXunznmo088bhyew1DRYMD80Cxt7NbBDMOM2BwlyY4Pu3nL8RmcE3BOwDkB5wTcnwq4UV1efmfuefF1jxfe/GJ/yM2YyMCVn43o9/7yB3f8Gjw3/OD91LysO9u+GtJrmHv8de/nGk+9V2oqyVerNUpRRlpW7o3v2r3g0qPff18evuNOctK926HODM4JOCfgnICrG4ALCj6/c2BbpsWPp6XBrswro/YE34qNCvD5qH/H9nOvi28vecPl7ZHTfdy+7sAwTfvOD8sOX9SmzXuT5vt6LZ4z23N/wLUD/2vGNFqYpQmd1LGBy+iVN2Ni7oY7z+CcgHMCzgm4OgC4i5f9A84fWTLjy+nrzkdf3f75NO8TV4JCb/rv9Voyd87my+HRkeH7v+3eoeOH4+ctXbbcb/PF0PsJ0ad+Htzp7Y4d2rUZPH/Lr24jxy47HZGTFHVp65IpU12PXbtzL+K2E3BOwNUvwBmpPVu498cJuPoOuHMXL164cCngZlhEWEjA+UtBd8NvBgX6+wdcuREefufOzasBAVeCbkYnJCUn3I+JuRcVFXE9OCjk+u37yWmZmZmZWSlx9yLjUlLi7oZeu3bzTkx8amrC3duhYWHOMzgn4OoT4ODRxv+lhYdOwNV3wF2kxSaXL1/29w8IDAwAqTEMbF0JDARhHu4MDAkODgkJofeiXr9+/caN66GhoY4nGZyAcwKu7gPOQO1LdQLu7wA4XjcRll850I27NvCRZlGdgHMCzgk4J+CcgHMCzgk4J+CcgHMCrm5ccE7AOQHnBJwTcDUAB8P2CLj79+/Hx8fTw/b1ehb1CQFXWloKg+IPBZzVan10wDlnUfm7qCy6OQH3LAAH/iJBQUHomIT+IvYA9wizqDXdRP5swKEZHJ3E3bt3Ly4ujmWXxAu4lJSUhIS67SbyxIDDbVulNQ1FeBmHKCzjcxOBlzd+UIZuIlv+EW4ijwQ4mm4lNaJOu4nwAo7XTQQY9xQBB24iYChCAw46jVzAYfoGOGPlbjBgj6ZJNODOnTvnyE3koYCzZ1n+LAAHjOP1g2M5JtkDXFJScommDvvBPQ3AmTh+cA+tVc3URlTLQw0vd/wj/OAeFXD10Q+uNoADPzhwTHrqgMPNgeCYdPv27Zs3b/ICji5OkW404AICAsAGjgU4fj+4ugy42jj6OgJcXTa8rBeA+2cYXjoBV+8Ah/WpE3BOwDkB5wScE3BOwDkB5wScE3BOwDkB5wScE3BOwNU/wLEsy+sX4BITE2E7Rr0DHNeyXG/bbG8wGIw145kCDilQVg832z8S4Owx7p8AONqyHDQimZmZsKIBNts/CeDu2YK12Z4XcHQX9YYtag+4y7Z4COBqt3TmD5kIKE0QcP7+/ki3QNviZ9j6zAIc7ASDP+bprg0EZRzkcZjE1YutWtylMxgAPsjjaPAB1PA1xt2qRYtFSmsGvVgLGYeBC2gqKiqsVmtdFPr+vJ0QUs4XlZzgBZzVaoX7A+PMVCDdUNr2dwKcva1arH1aALVaLp2JiYkBukVFRUH6dvfu3bt370L6FhERASI4pBsunUGi0UtnuFu1EHAsie9F21Yt3qUzjwA4XqEvUJMFONZme1xrD2P2ADhg3FMHHFfuC89TvQAca20gBlSsmMdBQMVqqhlPsheVDszmMNOps4DDlNNx8AIOAwFHPyxINHwM/96A4y4MxJVatVkbyALcvXv3gG6QvgHgWOkbiOBCQ0OBbn/ZXlTHgLt48aITcE7AOQHnBNxjAA7yOCfgnhrgXIasWvZru9nre835K2+9523sOnP1+/URcK6bO8/b2OMvfPRmr+vjtfeNVkOWf/zztvoBuF/fqiPXmxNwf3/AtRq6cu3Rl5ftettr33ueuzt47HrLY/fbv992wQc1P0nfdr3tsestj11vee3vZPc+f9zzbc+9/6V+LHz+Lc+9HZft7uC9p82i7V0a9t2y6WC9AdyybecbdF+3fF8bzz3tPPd2ZD8Cu97y3NeR/ZByH5Zf2/kc6Oqxq73Du73lsau9176VkHaoAAAgAElEQVR3ee/jvqv9plP/bj3M95M5++o+4FwG+6071sxj19seuztwLwaP3R289r3nsaud40fDa19H9vf+cTn913PvOx673vrjq7ve8tjdvsYTtOttn72vL9rWqVHfzat2XzQWqp2Ae5pncNAK+esBVyAdNXNzy6EeH37n1v87z/dGTOzx2c+9v1rU+8sFv98mufaZtKDP5IW9v3LFT/akbr0mLew31e3Dn9a+PfDj3lOWwFd7Ubc/7jzJtc9XC3t9/kvPiXN7f+WKn+89eXGP/33fe+L8gT8sH/CtJ9N61MbDIYRUFejqAeCWbDrXpP/iflPmvz91addx3/eYtJj+k3tPdus88us+kxf2nbKkZ83H7Y8H8MsFg37Z+Ebvfh9O9+41ydXu3SYtGvC913vDJvSeyv+j+k2d23qo+4cTFtVxwH02d+drg5b0mzqv95cL+0xe2GeSa8+vqD/zK9fu42d3+njioJ/W95m8qNfE+bx/bO8pi7uMntpn0oKeX7EfsT6T3d4bNaXHF3M+/MG316SFv99/kmufyQu7jZ3We4rbHz/kq4V9Ji38v45fbzp4hVSXZWVlOQFXK8DRXdTLly+jnS/KRKCni11UmnEAODhlDAsLg1ZxaGhoeHh4RETE7du3Yf4UHg70FAFDEZaniAPAQSM1ISFBr5UM+25dq5HeHcZuYF5oxzz/hstQ75ZDl7cc6tVyqJfLEK/WH69u2nnqC20+ajNiTYshni2GeLcY4u0yxNtliHeLwV4uQ7zbf7q+/aebmf97g2FatPlkXYvBXq8N9qRuXi0He7UY7NVikGerYX4tBix8/uXOr77v6jLM57Uhnq8NXtb8Q/d2n+1gmP+06j/DZaAbwzBM0z6r9gcTUq7RaLRa7dMFHL7YaMZxu6i1B9ycNSf/1e2nN8es+3eHcQzTrM2IVc0Heb72+21Zy+GrG7b/lHmp45uj1rQY4tl8kGeLmrdWg73f+WLX8y3eZ5iXmKZdO07c4zKYfZ8WgzxdBnt1nLiLeeFt5tVebUaubzFoGX7pNbwN9nl1oGuj/7SqMJt4GcfVfFRQPVNu0HTDx4cGHDyGSDf6iTDZxuyNRiN0txFwI2dsadxnNlw///faB027TG01bGXzD5e1GOTZ4sNlLQZ7uwzxYpiGzCu9/jt+a7vRa1sMWvbahx6vDVr2x22wZ9tR659r2rH5gMUuQ5a3GOTZYpBXi8G/31oOXd78AzeGYZq8N6njxJ1tPvJ9bZBH65FrmnSc8Pyr/dqM3tBiyDKXod4ug7xdhni3/ngF07x38+avxMREl5SUgDrEMeCAbtAzZXVR4+PjEXBItzoFOKDbmTNnzp079/iAY0nhIJtDKRwkcYA54B0yDpM4+BhIh4oYSOIgp4NmM+R0kNBxTZMeCrikpKT78Q9ItUkjTvt0eD+3+bMIIcSsI6XaKrOWmAuIUUtIRWjIpR2b1hBSRSqLSXkxKS8mVcWkooQQEyFEJ8vq3bXdar9lhBBCrIRYCCkjxEpIJSHlhJQRUkFIBSHlhBBZXuLo4UPJ71Fl+4B89cWn30+d2K/r2xUVFkIIqbRqtFqdTvcsAAcvVCOfSRyvTMQe4JBxEK2bNyF24uWXnjcVSOx9NTMhfOzHgwghwwf1VQkS7d1NkhnbrdPb9r6Kcf7M8REjRhA7gGPlaJCR0cHVhSDgaOEbBNzHSK2YwcDETa/X03rsomI9/dvu2LQmJzWG9w/5afqUWd9NJFUGe3/p+726EFJNCCGkmpAKQqoIKccrjRDyZptXTu7bhvfft3NjwKVThBBSbSLERKr0pEJPqoyEkFMnTjRv3vzQoUNFRUVCoTAjI8MB4IBuUAMBzgB2QDdUvdVNwCHdng7gLl68SCdxtNYXAMcqVOkqlU7iAHCsJA4Ax0rieAEHdEMdHAAO3oiKiooOHzni0rKlj49vWVlZRkZGalpaalpqenpGRkZmenqGQqE8cODA0qXuKpU6Kys7Jyc3Jyc3KztbLJYUFeu3bNna7q23du/ZU1lVJRZLRGKxSCyWSKRiiVQsEUulMolUKpPJpTKZRCozGIxHjh7r2rULIUQml8sVCq22gBBy/vz5l15q/NlnnxFCSo0mdX6+Rpuv0+n+KsBx0eYAcBUVFYSQnj17/bZ/P2CFFfDqavzvfxNCqqqqEDdVVVWEkOTk5NfbthWKRIQQuULx6qvN4VtoMBFCioqKGIaBH0V/iftv5edrxo4dW1JSwmUcF3C8QwusmpQLOF6Jby0BB0rFQp3OYDDo9SVuS5ZcuXK1sqJCoy3QFthu2gKdTkcIWbdufctWrU6fPkMI0RUWqtRqdX6+Sq1WqdWEEHhApFKZQqGQyeVyuVwqk0llMplMLpZINBpNaWnpoMGDR40aLRKJCSFDhgwJDQtT52sEQqFAIMzOzsnNzcvOyc7JyS0pKYmLi2vbtq27u7vBYBCJRFlZWaiDA5UvL+Bola+99M0JuL8AcA8ePEhPT9doNAsWLGjRosWpU6eMRmNycjLItdPS0jIzM+HZValUBw8edHd3V6lUOTk5eXl5OTk5crncarV+9tlnAwcOjIqKMplMYrFYLBZLpVKxWCyTyWQymUQikcvlUqlUoVDI5XKlUqnT6TZv3rxv3z6r1apQKOBF6O3t3bdv33feeUehUJSVleXn5xcUFGg0mvoCOEJIaGhokyZNAD3cvAm4M2HChE2bNhHbEBVgS6vVdunS5dq1a5hlbNmy5ZtvvqFBBh+PGDHi4sWLhDODRct3KyoqAJqurq6urq51FnAGg6GoqAier6VLlwYFBVVWVsITjQH/SwgJDAzs3bv3vHnzgPL5+flqtVqn01VUVADgZDKZSqWCC0wmkykUCrjeJBKJVqstLi7+9ttvu3XrVllZ+a9//UsikSgUCpFIJBKJcnNzBQIBXNJZWVmQu3Xu3Hny5Mn5+fkKhcIJuPoKuMTExOzs7Pz8/ClTprRt2/b69esqlQoSuocCLicnp7i4uKysjGGY2bNnC4XCoqIisVgsFAolEoljwGm12u+++y4kJESv18P12q5du9mzZ2dnZy9atCgqKqq0tFStVtcXwGF9+uKLLxoMBi5QaMARQho1aoTkqq6uJoQMGjTIz88PP0kIsVqtH3zwwblz5+i7zZgxY+TIkXg3B9NX8G9dvXp10qRJcH/6V6pfgIMJFkJIXl7euHHjevbsSQixWCwqlaqkpCQrK2v48OGOASeVSiGPW7t27aBBgwCIIlvQgIOpLLVaLRQK//e//w0ePDgrK0utVsNslhNw9QxwAoEgLy/v3XffHTVqVFpamkgkSkpKgtk6B4CDp99sNt+8eZNhmPXr15tMJrVaLRAIagM4tVqt1Wo7dOig1WqhLGUY5vz584SQ7Ozs2bNnp6WlGQyG+pLBYXH66aefenh42EvfaO7s2rVr0KBBmKzNnz//hx9+oLEFjLt///7gwYMtFgt8KSYmplOnTvCgVXJG6HkBRwgZO3YsPLb1F3A6nU6j0QChCCG+vr4MwxiNRkJIaWnp7du3v/rqK0KIXC63BziZTCaVSlUqVVVVFVxvMTExhBCJRCIUClmAgxl7qVSq0+k8PT0bN24cFRVVVFSEU6j/CMDRniIwcs8CHGvevg4CTi6Xh4aGtm7d2tPTU6vVZmZmwvPkGHBLly7V6/UFBQXe3t5NmjQJDw83m81CoVAoFNYScAUFBXl5efAuOmTIkLfeekuj0VRVVZnN5piYGC8vr9zcXL1er9Fo6izgyqh1DZC+Xbp06bPPPoM8yx7dkDtVVVVjx469d+8eIWT37t39+/fnJmXwo+bPnz9t2jT40sCBA2/cuMFLN975efi3Tpw4sWzZMlYSV8EJaJX+mYCDp6moqAiel4cCrqCgACpNQsi1a9deeumlAwcOEEIOHz68devWyspKx4ADxhUXF1+/fn3BggUMw2zYsMFisSgUiry8PC7g4AOj0XjlyhWGYaDtkJubm26LJwdclC1owEXYggbcLVs8K8CdOHECGIeeIvAZYNypU6eAdzTjAHl/FeCAcQA4WMuAu7Xi4uJSU1MlEsmpU6cYhjl27JjZbMaZYXuAy8zMVCqVBw4cWLt2rVQqHTx4cNeuXQsKCoqLi+FSEIlENOBEIhEwDjCHjBOJRBUVFREREe+///4HH3wwd+5cQojRaFQqlSaT6d69e4sXL87LyyssLFSr1ZjEAeZYjMMAxtGG/zh4bzQa6c/TjEM1A804GnMspQgrgHFlZWVQYn/44Yc3b94khPCSgsudQ4cOffDBB9HR0dgxgB9IB3zexcUlLS1t4cKFQDqAkb35ed6f8MYbb4jFYvzdKuwoQrh/Iy0KodUhNNQwaLrRDzgLcPC8GAyG4uLikpISeOKMRiMXcFqtlqZbvi00Gg0kX126dPH09PTx8Tl58mRpaalSqaTpJpVKpVIpAk4sFotEIpPJtG3btm3bthFC2rdvP336dJVKpVQqWXQDBRyo4QoLCxUKRaNGjdzc3JRKpVgsTkpKAhMRoFtCQgJ06gBt2EJ98OABtFDj4uKio6NjY2NZRkl3bIHrZoBoEOHh4bhu5vr162iUFBIScv36ddg1g+tmrly5whq2RysRdBDhjtnXANyxY8dOnjzJ8k2iC9VzfLu1/kLA0YzDJC42NjY9PV0kEi1YsMDFxSU4OFilUtU0huMHXEZGhlKpDAgI+Omnn0aMGPHtt98aDAa5XJ6ZmZmXl0cDjsU4TOUgrQNw9OjRo2PHjpDCqNVqeO+1Wq2nTp1ydXVVqVQAOK1WC4zDVI5mHAZtEoefBMYZawbNOAOfxQg3j2Np4mjkAbwIIZ6enlOnTgWCcJMjXsARQlasWMEwTH5+/kPP7P7zn/8MHjyYEFJdXe0gPSwvL2eldfATPDw89uzZQ/96rPzrkZI1DFpLyKIb/WhzAYe5m16vx3cmXsDRdNNSoVKpANbTp09nGAaaMxKJhKabXC6n6QbXYXl5+bRp0w4ePGgymTQazVdffdW/f/+cnJyCggKwSKL1vSAQycjIgHK1ffv2U6dOzcjIkEgkkLKxxL2ANqQbvO5oZ6SYmBjI16A+BbRB+gbLtMBEBPT88JIPDQ0FtEFg+gZoY6VvLK8kMEqCZO2iLWh9798BcPRurbi4OHjmxowZ06dPnzt37ohEogcPHkCO7QBwmZmZOTk5hJBFixa98MILhw4dMpvNIpEIxJC1ARxccISQiIiI8ePH/+tf/4qNjYWDYaVSCZWFxWI5evToypUri4uLtVrt4wGO5YL5hIDjpnI04KxWKyEkIyOjVatWlZWVkIXVEnCVlZVDhw7t1KkTtwPABRzDMBMmTHB8uselGwKO2IQUyDjLExy3sQBHJ3d/GuDUajW0UOFP69y5c3BwMCEE0EYDDukG1QMhpE2bNleuXNFoNGq1WqPRLFq0qGHDhklJSdCv4AIOzmdEIpFEIpk2bVr//v2joqIUCgULcFiZIuCgPoWyFOhGp29ocklvC6QBh/UpF3C4KpCbvgFbMH0DBP0jABcbGwskev311ydPnpyUlJSXlwfSX8eAS09PBy3I6NGjGzduPHfuXKvVCl6Aubm5DwWcRCIRi8XQ6Xdzc2vXrl1aWhq83uCIRKVSAeDKyspOnz7t6ekJRKv7gAN8dO3aFU7xLRztCO9RF4Dm66+/XrNmzfTp0y9dusQLuIqKCjiGe+655/z9/SdOnAgdVQcZnD3wEUI++OCD8PDwvxPgNBqNVCoFwIWHh7/55ptLly4lhGi1WjgMYQEOCojy8vJGjRo9ePBAo9Hk5uYqlUqz2bx169bnnnsuISGhrKwMuMYFXEZGhlAolMlkq1atatq0aVBQkFarRRmpE3B/MeDi4uLEYnFERATDMLt27ZJIJGlpadhLtQc4eF7VanVKSso777wzbty4o0ePrlq1SqVSwWnFQwEHR28mk0mpVHbo0GHgwIEqlcpsNv/nP/+BthcNOELITz/99P333xNCQOVUxwEHJ9wff/wx5G72AIcHXnDKRgjZvHnzhx9+yMqtaHLBx4SQpUuXTpw4kRCiVCo7deoEqhp7jLPXDCGEWK3W559/ntjkx38PwKkplS/05Tt37myxWAwGg1QqlclkLMAplUqJRDJ+/Pi0tDSlUikQCKAzZjabg4ODGzRocOTIEYPBIBAIoMlAAy4zMzM1NTUnJyc/Pz8sLIxhmIMHD+r1eugzOAH3lwEuOjo6ISEhLy9v9+7dDMMEBwcrFApI3BwDLj09Hc4mzp4926hRI1BpHT9+fMmSJUqlspaA02g0BoPh3LlzDMMcP34cQHDmzJkff/yRBTiZTEYI+fHHH2fOnAkHc3UZcEA3eqjAarXaA1y5zfjbYrEQQi5cuPDCCy8QW+zcuRM0IizAQTnfv39/0EYQQpYvX96+fXt7JS1vdVxBqVgmTJgQFxcHSdzfA3AFBQVisXjs2LEGgwG04m5ubi4uLnFxcRUVFXAeRwNOp9OFhIRMmzZNKBTK5XKBQAAiOFB0ZmVlvfLKK3PmzNFqtRKJBBhHAw6qmfT0dKlUajabGYaZOXOmTCbLzs6mm6dOwP2pgANgzZ07t3379nfu3BEKheBaTqvheAEHZxk+Pj4NGzaMi4srKyuTy+UHDhxYunTpQwEnEAhkMpnZbM7KypozZ07z5s21Wm11dbVUKi0rK1uxYsWBAwdKS0vpElWhUBBCpk+fDn3Vugw4oAMh5J133gkLC4Pi1EEGh4AjhGRmZtIpGxShDMPAcR5gC3hkNBp79uwJR0tY2H7zzTdHjx7lPYyzBzisiyMiIoCPf48MLj8/X6/X379/f9y4cQaDAZqhhJAzZ860b9/+wIEDVqsVUIWAKykpOXHihLu7OxzJ0YDLyckBQ4ehQ4eOGjUKWhMgfOMutE9MTMzNzS0qKurZs+eoUaPi4uKEQuE/AnAsxtGAg38PBuxp3yQu4HDAnjVvj6ZJMGOPpkl3bQGAo+ftU1JS0tLS+vbtO3z48NjY2JycHChXYRsDC3Cg64GjU7lcnpKS8u2333bq1CkjI0Or1UJWD4BTq9WwgwMBB9k+ME4kEsnl8vLy8u3bt3fp0mXWrFnl5eU6nU4ikUgkEkLIyy+/nJycXFxcrFAooMOgUqnUarVer58/f/7evXurqqrslaiPxDhadYUBUGPJtUrteCjxMg7SN29v708++QRYg5jgZRx+i16v79ChQ0pKCmSyyLK0tLTXX38dsQXUmzVr1vz58wkh1dXVeE+hUPjaa6/xNl4dAA6+t7q6+uOPP4Y3EqvV+lDAOaZbbQAHjOOlW0lJCdANmt0AuCtXrlRXV+t0OqSbTqfj0g0zOJPJ5O/v7+HhYTAY1Gq1QqGAOiAlJeWNN96YOXMmqCPxLLi0tHT58uXe3t5arRYuVwAcCERycnJkMll+fv4333zzyiuvwIAXDjAA7GgFXGZmplwunz179nvvvefv7y+VShFwWCHRW2aghYoSX7qFihJfuoWKGpGbVCDg6Bbq4wEO6Xb27NmHAI53+wwgj/ZNQvUv7ZvEMhQB3yRwTIKAv/D69euQxIHeD5M4cIWDgP+FJC4iIiI3N/f+/fsMw8yYMQPO1O7duwd6EWhgI+PgrBQsRpKTkzUazZ07dzp16vTDDz/AORqs21AoFAcOHHB3d1coFNBsAsbBUCp8IBAItFqtxWL57rvvevTo8dtvv1ksFrVajYI4SFhA2gYVBMiXQN/k5+d35swZq9XKBRyvIA7D3iYaQ801NKiMQw0qBCZxdLAwB69hk8lECJHJZJ06dYKKD17qtD6OBQLMvz755JNff/0VD8KALICzwYMHnz17FsBHCImNje3Tpw8Wv/Rp2rx58z7//HP4ITSheLlmtXmEQIa4efPmYcOGEUJqI3mzUGYh3DBznJF4AUfTraSkBN+QkG46nQ6+CoCrqKiATAqnF0Dfq64ZGo1GLpdXVVWtX79+9erVer0e6KZQKCQSidFolEqln3322YcffpiXl1dWVgZnbYSQsWPH+vr66vV6oVAIlYdAIKDFvSKRyGAwzJw5s1WrVlFRUXq9Pi0tDXM31PSmpKQkJCSAZGTVqlWvvvrqsWPHtFptXFwcCE5BkgUpG6CN3jWD4t6ImrtmAG2wawbTt2u2uHHjBqRs165dQ7QB3VAj4u/vT+/TQpUvMg4Bd+7cORhYeHzAIdS47r7om8RN4oKCgqBKpVcIIuBo80soWkErSJtfRkVFyeXy69evMwzj6+srFotBc0iLfmnfJGwDpaamlpaW7tq1i2GYw4cPy2SyvLw8UIpkZGRwAQeMgyQuLy9PJBJVV1fL5fIGDRrMmzdPIBCYTCaYhgGxSH5+fk5OTq9eveCShYtSqVRCHqfT6dzc3I4cOVJWVsYLOFahimFvvAHHgDBowLEqKXiJYvBWrMAvQsjMmTNhPAAIQid3rMzIYhu0cnV1HTt2LHxMJ1yArfj4eCQavAcYjUZSU1gHQhBCSNu2bbOysogd2R2rOIVqFACXnJw8duxYGAagf217+RpLyssKbpnPCzjM3YBrGDTg9Hr9kiVLrl69CoCD3I0uTgFqGJD1V1dXu7m5HT16tLi4mKXvhQtj5cqVzz//fExMTHV1NWRwAwYM2LFjR0lJCc7egNQJFXAZGRm5ubkWi2XLli2vvvpqQECA2WzOzMzE3A1NLuGFk5KSIhKJAgICmjRpsn79eoPBACUqnb4B2iBwQgtzN3pCi94TiOnbNdsWVLo+pXM3GGCgl2nRgKNXBXIBB4NYzwRwkMTxAg7K0toADrI2BNzdu3djY2MFAoGXl1fTpk0vXrwoEAji4uKioqKgOLUHOJi6V6lUP/7443PPPZeSkqJSqTIzMyH1cww4UIGrVCqTybRlyxaGYW7dulVaWgqyb9SLwHvj6dOnFy1apNPplEolAk6hUGi12szMTFdX19u3bxuNxroJODjvv3z58rvvvgtFHwsT9gC3adOmpk2bArxwnICFrV9++WXJkiWEkLfeesvf35+XX5gMsnRttQEcoHnu3Lm+vr6QxNVfwOXn58OJ27hx4/z9/QsLC1kSX6lUqlQqLRZLdnY2wzDbt28nhGi12lmzZgUEBGg0GgQc7wBDZmZmYWFhUFCQi4vLypUrQVOSlpbGAhycXMORnEAgcHFxGT9+vFqtTk9PB7o9I8CxitN/CuAiIiLgfePzzz/v0qVLdHR0ZmYmDKWiWIQLOBhjEAqFsbGxPXv2hLnInJwcXGrrGHCZmZkCgUCn0z148KBbt27vvfdeWVmZXq+HyRg4d0PAQRth7969RUVFcrmcBhxIyT09Pe/fv19SUlIHAWc2m2Fgtk2bNnCSxT23YgEO6BYUFAQSDXs8AmypVKq5c+dOmTIFm6oO7hwcHAymGjCF+lDAYRIXHR39008/FRUVsZK4egc4eAoYhomKijIYDFii4ngWKEVAWPP2229PmjQpOjp6/vz50dHRKpXKAeBwgAGGplu0aDF58mS5XC4UCqEFRwMOZhgSEhLS0tJKSkqGDBnStm3bmJiY7OxsOA5yAu7pAC4sLCw9PT0iIqJfv34DBw5MSUlJTU1F73J7gIMOA7RHW7VqtXDhQrPZDB7zkJM7BlxWVpZMJistLV23bl2nTp28vLwqKysVCgU9lErPpRJCXnnlldOnT5eUlHABl5aWtmDBgri4uLoJOEjfvvnmG3BY42pHWIADusnl8hYtWqhUKlJz2tRK7Y1GJce0adMempphxjd06NC1a9c6TuJYgANt3dChQwMDA+s14OAkjhDSpk2b2NhY+gyOnj8FjQjketOmTevSpcvMmTNBHvBQwMF4olQqNRgMQ4cOHTRoEJy00E7l9Iw9uCuqVCpXV9d27dodPnxYIpE4Afd0AHf79u28vLyrV6+2bdv2p59+ysnJefDgAW0rwgu4uLg4KEXnz5/fo0ePPXv2qFQqWJ8BhjAQ9gAH1oByubxr165jxowJDw+3WCxw4sYLOJlMVlBQMHz48JiYmMLCQhbgioqKwsPDp0+fLpFIioqK4DqGllldABzQLTMzEyrNsrIyx4DDo7eePXtevXoV0j0WPlhJmcVimTNnDsMw0MdwjC1CSEJCQqtWreB17oCGFkoRAkncgQMHvL29iU2cXE8BB5+cPHlyZmZmQUGBPcBJpVJQvRFCvLy8GIbZunUrIQQ6/o4Bl5WVlZaWJhAI9Hr9pEmT3nnnnaSkJI1GA4IqFuASEhLi4uISExOVSuXGjRvbtWu3fft2lUqFzdO6DjiwD3GsFLEHOGye4oYt6J/SgIPeAnROEXC4kIEGHDAOGqkgnxGLxdu2bWvevLmfn59YLMYZBtCL8ALu/v37GRkZRqOxb9++Q4cOjYiIkEql8LShGi45ORnEjeCBpVAowA9OqVTm5eVZrVZ/f/8ePXp8/fXXSqWysLAw1xYikYg7s6XRaOLi4hYuXJiVlQVdMBpwer0+PDx81qxZcEErlUroq8KlTKdytFjEMeP0HA8lg00Zx3odoliEDgSc2WwGpjz//PMZGRlIK3uMs1qtLBvLMk4g4DAjW7Fixdq1ay9dugT2jfboBgG52LZt28Dh1kHxS/+jVqsV/i2GYWCQ82kBDgMeVfrtBD4GXYhjwAUGBlZVVeFTDE83XA+amgGiooSEhMmTJwsEAgAc+iOxAAdykIqKiu3bt/ft2/fzzz+HNrRUKoXWP++MPQAO3tpzcnKKiooWL17cpk2bCxcuFBYW4rA9a4cW9E9FIlFwcHD79u0XLFhQXFwML0CWAg7phi1UaJsC3UAjgv5IXMDBNj4HgAPIIOCAQmiUBIADup05c4Y5fvz40aNHIY+DVI7LOF7AnbMFvWQLeAdqOJD7wu8ESRy9fQaQB2q4W7duwR9Ji36joqLy8vLmzZvXsmXLI0eOZGZmonTw7t27yDi0FQHnlvv37wN3GIZxc3MTiwEGVCAAACAASURBVMWQ9KGtCAtz6enpKSkpcrl8//79bm5ukPVMnTr1zTffPHfuHEiN4MpAyQjLPUkoFOr1+mPHji1cuBCN4eADBFxERMQPP/wAGk64WFmYA7ccOo/DKOSzUSqs6S8CgS88o23JE53WsVBotnkoQRNg1qxZQDf4pIWziAuQB8f5v/zyy6effgo9UytHd4aAg6wqMDAQi9N27dplZmbyJn30gSDcuUmTJnv37gVU8QKOCyZCyPz583ft2gWFtgNRCPyl+I10XlbKcUYqse3NKi4uhocaNG7wv0A0CJpuIMlGwJWXl8MzXmDzR4JMDXS8GODlGxYW5ubmJpFIwJAGczfaQQQOgkUiUXFx8cyZMxcuXEgImThxYpMmTQCmubm54CVBn76xxL2getNoNLt37/7vf/+7d+9erVYL2QDu0EJ/JIi8vLz4+Pju3bv36tVLqVQmJCSwTEQAbSx9L6AN6IYSX1SMoY8IOL4B3ViAw9wNoAbAuXTpElAI0jdQwJ0+fRqs3moADmvVWgIOgjXVAHkcXaUC44Jq7oGmpxogp4M/HkS/oaGhoB4cOnRo165do6OjU1JS4G0BjfSAcTTgYmNjk5KShELhjh07YJ5OqVSmpqbC+w8u2QLAoe4XACeTyQ4dOrR27Voojj755JOCggIQ/UKSzws4YBw41cycOfOXX34BmRILcFardd++ff/9738JIQqFAmYb1Gq1UqmkqxKWze9Dpb+srIEGHJZO+priOLrmglcyISQ2NnbAgAFGo7G6uppO7lgBgCOE/Pbbb8OGDYM8zsznmgk8gsTQZDI1bNgQ1BuEmgCDozru99JVsEKhaN++PfycMo4aDgBHJ5gWiwWyP/gnysrKAKO8yZrJZLJarbTqjQ571Sjq3SB9hv9FqMHpAdIN70kDjs7doDiFtinq4GDA+cyZM0uXLsWrheX+BnoRVCnJ5XI/P789e/aUlpZWVlZu2LCBYZh79+7pdDqQwtHFKYp7cY0WqOGUSmVERETTpk1nz56tVCrT0tJAh4DpGxjAQXshNTU1Ly9v9OjRL774YlRUVFpaGj3AgNMLXMBBlYb1KaANAtM3pJs9wAFhUAQHdKN9Ls+ePQt0e1aAo6vU2gAOZrYAcLdu3UpMTLxx40anTp0GDRqUnZ0dFxeHUjh7gIuJiUlPT09ISJg6dWrr1q3v3r2rVCohcWNtEeQCLjU1VafTnThxYuzYsc8//zw4W8CSDlT8OgCcVCo1mUwjRozw9fUtKyuDIXxkHNg8HDhwoHPnznUKcAaDAQjVu3dvsAxBENgDHCHkzp07rVu3hv4d8IXLDoBURUUFIaRv374nT56ELAywtXTpUhhjsHBmqriM+/XXX8EtzsqxsSzjG1GAJG7evHkw9YXpG28dStMNc9snBBxNt4KCAvjMowKurKxs69atmzdv1uv1cNzhAHByuTwjI2PGjBlglCQQCKxW671795o3b75s2TKlUimVSh0DDkQFSUlJcEbMMMyUKVPEYnF2dja8gugdzxCgq9dqtV5eXo0bNz548GBubu6jAg7EvU8IuIvUsue6Djj4m1NTU48ePdq1a9cZM2aIxeKoqKiwsDDci8oLuHv37kkkklu3bnXp0mXo0KGZmZm5ubkwtgU1qT3AJSUlZWZmgkp72LBhjRs3hooSl0XWBnBgDO3h4RESEqLT6dDNBsvV0tLSHTt29OvXr04BDoD166+/wuoWOKuyBzi4s8FgaNKkSVRUFK+OhKYM4Gn16tUDBw5ElkECqNVqn3/+efiBDpI4LIcbNGgAbzksIPL+AvDvymSyl156CQthB8dtmLtBTfrkgKPpBhXrYwCOEDJ37lxvb2+DwfBQwEGROGPGjJiYGJVKBfpevV6fmpo6cuTIkSNH5ubmwmDWQwGXlJQE57A9e/b89NNPExISBAIBdO1YgMOugkQi2bNnT/v27X18fKRSKRSqTsDxAO7mzZuhoaF5eXm+vr4tW7Zcv369SCTC0Vx7gIPEWKVSHT58uHv37rNnzxaJROnp6bGxsZi+2QMcCID1er2bm1vHjh0nTpy4du3awsLC9PR0dM6qDeA0Gk1UVNScOXMSEhLUajUCDjWZRUVFW7duXbRoUVVVFRyy/OWAg6O3rKysxo0bwyuKpoCJM+QAdWLHjh3BPtfMWQXPqu+IzSwTKlM6syOE7N69+8svv4Qq0jHjCCHV1dWvvPIKpGaIYAd4BcaNHTs2Pj4eTxVrQzd4lJ4EcHRlCoCDzz8S4GDmb/DgwbDlh9s/ZQFOq9VGRESMHj0abCCgfwoD9hqN5qeffnrzzTcTExPNZjPM7TgAHAxppaWlyeXyH3/8sUOHDrdu3ZLL5dC7YwEO2guRkZE5OTmhoaFdunSBrkhcXBy6+NZXwJ0/f/7pAu7GjRvh4eHZ2dmfffbZq6++evDgwbS0NFCK0M4iLMBFRUXdv39fp9MtW7bstddeO3jwoEwmAxEcTt3bA1xSUpJMJtNoNB9//HGvXr2Cg4MvXrzo4eEBTuUPBRz2UgUCQVFRUUBAwOTJk2EfJQ04MO0qKCjYvXv32rVry8vLYf9bHQHcsGHDli9fzqIbC3Bmm7vviBEjfvnlFyw27TUozbYWwZAhQ0JCQuhKFpmlVquHDh0KmaADwGGhevTo0e7du7PEHw7yR0JIQEAAqF7sZXBcusED9aiAY7VNabpptVpoRzwS4NRqtclk+uyzz/bs2WOxWBxncAKBoLi4ODAwsFWrVtXV1SKRCIe0cnNzxWKxXq/funXra6+9Bu9Mubm5II2yBzgY/klNTRWJRH5+fs2aNTt+/LhKpYKjNxbgoHkaGRmZlpZ29+7dbt26DRgwABoXdQhwx44dA8YB5mqjFME8DvUiQD3Qi9CAo62TUA1HC+LgL4yMjExISOjXr1/Hjh0jIiISEhJQKUI7iyDgoM5PTU3Nzs7u3LkzCqyhl4o7aGDknrvrPiMjQ6PR3L17l2GY5cuXw6DVgQMHlixZ8lDAgbkITKeCv4jRaFy+fHnv3r0JIbiiAQKuTp1Ot27dOj8/v4qKCl7AcRmnqYW/CC1KKKSWbyHdHACOEHLlyhXw+TCbzXRmRAOOLjbhLKyystJiX0OL9//444/BzBLvbK4pozt48OD06dNBMuI4iYO+wfjx4318fAg1IcubPMIfUlVVVVRU9L///S8tLY2V9zkAHERtAKe3mVaVlJRwi1NewF25cqW8vBzb5bRxCAIO2uugkXR1dQ0MDETRuD3AiUSigoKCX3/9FaZ0WDu04IOioqKwsLBWrVpNmTKlsLBQKpWCnTXSDYx5WENaIC0ICAh44YUXtm3bBifauIqBtWIGXr9JSUnffvtt+/btg4KCkpOTITWhARcWFgaFGmuHFgSO2QPXIFgaEWihwjYGVMCxTERAAVcDcEeOHME8jgU4B2o4CJazCCh+0VYEp+4hiUOxCG0Pd+/evZCQkJYtW4Ky8e7du/AQ0PZwCDg4xYyKisrKyjp//nzr1q0nTJigUChSU1PhQaeXbCXYAhgXHx+fnJwMfSVXV1eGYeLi4oqKitLT02Uy2f79+5cuXeoYcMi43NxcMKURi8UqlcrPz2/16tWlpaXQVKU3CkIjdcGCBYGBgUaj0R7g7OVxtTFQgtdYof0FgzTgjEYj3WosLy/nvv5NNokcwOj8+fODBg2C5Mtif44d73/48GEw9qAHWhFwVqsV+g+9e/eGuVTHSRz8uzKZbNiwYWDHhIDjdkLoX2Pbtm1wvPjQDM5QU9NbG8CxEjeabizAwRlIQEBAWVkZPL8sZyQacCqVSqPRwArd0NDQ4uLihwJOo9Hs2LHDx8fHYDDA9Yn6XrhuMzMz8/PzDQZD165d27VrBzb9kGdB7oYDDAg4LH2EQmFqaur//d//LVq0CMSkqFhAlS8yLiYmRiwWr169umHDhlCEwWEcncHBIlQ6X0NDESjyIFO7agukGy3upekG+RrK31Df+zQBh0kca6TBMeCAcfHx8b/++mvLli09PT0FAgEqZXgBB0qRmJiYnJyc9evXN2/efM2aNYWFhfBwo9aXtSkVjfpSU1PFYrG/v3/nzp0/+OADnU4nFovh7Qt0cNCYh0EWBBzNOHSIQ8aBK8nPP/98+fLloqIiNBdBwIGjr5eX17Vr10pKSgBwyDgQRvEyrjZVKp7yoEbhoYwzGo2EkIEDB545cwb6BtwXv8mmgyOEJCYmdurUCVIhs8MhdqgN8/Pz33nnHRC7WeyYkQCzsrKyQDrDK6ajA37yjh07Ro4cCaujHQAOf5Pc3Nxp06aBlRAX4lxpCIaBb2jBAd1YaEO6wXNUVFSEgENpNwSrPoVLpaioKD4+3t3dPTExEVS+3AktFMHBqcgvv/xy6NAhrVYL1yfSDQwvYcY+Nze3urra19f39ddfP3/+fGFhITiVc2fsWasYYKrHxcXl888/T0pKys7O5h3SglOj8PBwsVgMykcfH5+UlJSoqCh4IYO4lW4nXqdWoCLvgqgVqHRxivI3FuBok8s6BLjg4OBbt27dv39/2bJlLi4umzZtSk1NhT8bveFYBr/wAbzbTJ8+vXXr1sHBwTKZDM1+eTelwpFBfHw8vI8tWLCge/fuK1euhAF4sFFKTU2VyWRgeCmTyXBYDxhH53HoEAd5XE5OjlwuT0tLmzJlCgyy0NOpwDiwgvj555+vX78O1jfoZo6My8/Ph7du3jwOBxvouS5kHGYQdFoH1ROIUWnGlZSUwJEWVDSQqpTyucUB3SwWS5MmTU6cOAEfs0DAYkpZWRkhZMCAAatWrSKUzhbCyhGUQNcC3N65kKXDauuojho1at++faj/4A3U8RJCvv322x07dhBCjJwopaQhrEC60UecBsqnF99X6EM3RFshZdgLd3BzcwsMDLRarRrbqClav9G5G+T7xcXFt27dmjVrFuwMcUA3eH9VKBSTJk0KDw+HIRykG2s8C65ki8Vy/Pjx7t27u7m5gcEXnEez6EZLfOPj41NSUpRK5ZgxY4YMGXL79u309HQgGqZvuNcZGAd1WIcOHSZMmAD1LLyicdPz4wHO39+/fgAuKCjo5s2bSUlJ48eP79Chw7Fjx+Lj43GegQs4OIYLDw9PTU29devW0KFDBw8eHB4enpGRAW7m2NNBxmESB6QDDL388ssTJky4ffu2UqmE5xKfXalU+ttvv7m5uUH2np6ezpvHoQsm1gIwkde4ceOqqiruZmjI1/Ly8saMGZOVlaXVaqGvSruZw7WOgw3IONaAqr35LXyNIe+wdMWzcDyYI4QUFhb26tXr9u3bkL7hqRMdRqMRqrwuXbq4ubkB3eCT9qLUJjoZOnQonpSx7sDqdaKnObHpfu0F5F8gMWnatCm0dM18sxBYjcLvc/Xq1Xnz5pWVlZWXl2OHlE7TeAPpRlOvyKHeDZ8XeKbgedFoNPB0uLm5+fv7W61WfBuDoOkG8wxSqbSkpCQoKAguRVCN2KMbrqzs2bNndna2VCrFt2F0xKFns6Ag1ev10BAYOXIk/ExI1liLUGmJ7/379yF3c3V1bdGiRUhISF5eHm5BBdjh/CkcnSckJERHR/fv33/YsGGhoaHx8fH/FMAFBQWFhYWlpKS0bdt2wIAB165du3fvHtTkXMDRyW1eXl5gYGCzZs1++eUXaB2gxy+o4WD2Hk19AW3JycmFhYUHDhxo3br1vHnzgErQTsXD1MTERKlUun///iVLloAqErrpXMaxXDBzc3NVKtXZs2dhjxRcczTjRCJRfn6+QCAYP348nr6h0y8yDo/kWMNbNON01PwWq2Ll5nTYdqAZB4D7+eefwbPIZDJBZmeqOcVlMBigjJ01axYYl5vNZqhkeXGAdDOZTC1atIAWqtE2A8u9Jx2EEB8fHzgps1cwllKzVsDQXr16wT/BW5zSORrI6KBda7SNjtJpGm/QdCsuLoZPssRuXLrRaNPZxunhq0uXLvX397dYLPD8qlQqSNtpukH6BrLwDRs2fPTRR2azGQ7a7NFNLBbDd8GbBCt3Y03X0+oQMLL+5ptv2rRpk5iYqNFokpOToQvHSt/QvzcuLg4Yt2fPHoZhTp8+LZPJUM9Ap2/QPL19+zbMTX7//fetW7cOCgrCEq0eAA7mT+0Bjm6k0mIR6KVGRkZeu3bt3//+96xZs2JiYsLDw0EmAoDDHTQIuLCwsHv37mVnZy9btoxhmCtXrqSnp6Nmmh68Z+0SvH//Pnj2Dh8+/O2337527ZpMJktKSoK3I3SLA8BJJBIEHF4K9vI4eh+NSqXy8fHx8vIymUxwPAdGmMg4lUqVm5s7ePBgeEMG9S+LcYg5UMnZG1BlncqxjrS5M/nwwoNGHhSn165d69u3r16vLy8vx5YrzSBAAyHk1KlTbdq0gdwKy1je0zqz2Yxdi8jISHuH+iaOeNhs277atm1bOCnjTcq4edmQIUPgAJFbqNKHa/CHHDp0aM6cOViPs9I0e4Fog0fYXj+BVZOy6Jafn6/T6QoLCxcvXhwQEGCxWOA9DGZO6coUOAXLAKuqqpYtWwauBI7plpeXl5+fHxERAapm0LdjZcqlG+1Onp2drVAo9u3bxzDMgQMH1Gp1WloaPX9KD9jjEvv4+Pjs7OzIyEiGYbZs2SISiWJjY+n1CwA4aJ7Cf1NTU4GJu3fvTklJgUbqYwMO8PJEgGNJ4XjFIly9CKrhQJDi7+9/6dIlsE4CpYi/v39ISEhkZCT44u7ZsycrKwv/MFrui4yDbPbBgwd3796FxcxKpTIpKYm1aos7eB8bGwsNoMOHDzdr1uyLL74oLCzMysrCoROWJq72gMMqFbsNWq124sSJV69e1Wg0eXl5dAYHl2NBQcGDBw/gPRasCu0BDpI4GnCOxXGsDK6Ab3sDJHF6vR5e/AMGDAgKCiKE4NESnWrBx4SQiIiI5s2bQxuU5gUvtuB07NNPP12/fj2XI6wMjssjQsjNmzfbtWsHha29whN/QyxswUyJ9U/QgDPZTuIYhikpKamoqOCesjkAHK0IQcbRzwKrpYDBCzjI4KAsxa4CffSGgCspKVm+fPnChQvLy8sdAw5UvufPn//xxx9LS0uhtuA1R+ICDnqm8GswDOPu7i4UCuE1Yg9w0DyNjo6G10WzZs2+++470CpgA5AGHPojwUsM2g4xMTF37txB+xAAXFBQEK2AowFH0w3UIawWKsrfaAUc0O3kyZOnT5/+A3C8jHMgiKNXbYHiF5I41i5BELCEhITcuXNn/vz5r7zyyoEDB+Li4q5evYpSOPiDaT8lqFUTEhKOHz/erVu3jz76SKlUQuKGdIMSlQZcdHR0bGxsZmZmUlLSnDlzmjRpcuHCheLiYjyP4+4SxEWC9gAHeiJQTmKfAbdtGQyGBg0a6PV6uAqBblIqdDpdeno6AA7oxlul0h1V+tVSG8BhoJMSBqZphJBFixaNGTOGEFJcXAwvYxYdIOXJzs5+/fXXIRczUq1Ge4CDdG/EiBEWi8VBFsYbmP19/fXXYL3toHuAQQg5c+bMgAEDeGUurN+ZELJu3TowiaO/5JhxBjua3uKagY98Yc3Apwm+5ObmduXKFfoMjttbQPBptdq1a9fu2rXLbDaj5IgXcAKBwGg0enp6rlq1qqioCHdoIeN4AYd+iCAQycnJKS0t7dOnz4gRI6KiosRisQPAoVN5UlISbCAZPnz4nTt3kpOTWVOo9JLA0NDQuLi47Ozsl19+efz48WFhYdHR0fSkPZqI0HTDlA33ywDaWHRDBxE0EQHYAd2eMuAu8i1LDQgIuH79enh4+KhRo/r27Xvs2LHIyMirtiVb9KZUXLUFniLp6el+fn5t2rRZvHhxTk4OcI1eQMNiHDQZJBKJv7//iBEjBg0alJqaKpVKsZ0KgjjuslRsMixduhRlkDTgeAVx2dnZ0CcFeHEP4BBwd+7cadCgAbGN3XAZx3sG54BxvMIROn2jxxuAbkajsVGjRtAugNeqkU8fZzKZ+vbtC3ZDkDo5ABwUjFKp9L333oNzrtrgiRWltl0Q77//PiRcjhGJTJwyZQr4O3J/K5pi6HZHbGNb+CV7dKN7pvgmQWt6HTQZCmvuPAXAwRkcF3AsukH+LpfLFy9efPToUaPRCIBj6ULgSoP319LS0u+++w5WMbAM4ABwLLrRowugDklOToZ27axZs3r06LF//37Q9OJ6QBhgYAEOytWcnJzvvvvu3XffvXXrVlpaGiQfmMEB4CCJu3nzJpwdffrppwMGDLhw4UJsbCwNOG76xtoQiHTjTd9wSeBfADhIxJo1azZ69OigoKDw8HCuwS9wDZ2hbt++nZ2dPW7cuK5du+7duzc5ORkO42BmCxgHSRwyLjIy8sGDByqV6ptvvnn55ZfXrl2bl5eXnJyMy1JZm2hYJWp+fv7ixYtdXV1lMhlcCsA4bonKOoC7cuXK//73v4qKChDHscx+oUQ9f/78F198ASyAAVVuocpiHN1OpRsOXO0IrSDhnsEB46BMg+KUpR3BhAVysalTpy5atAiqRTrFM9T0BAZAQDL1xRdfrFmz5qFSD3tRanNh+vLLL3fu3GnvCI8L1sTExG7duoFAjwYxqz0KrZWvv/4a5sbwq0B5e0oRWhGC7xNc4RtXGuL4DA4OVbnpG7zzwYZJsVi8bNmymzdvFhYWOqCbSCTKy8urqqrq2bNnQkICt4Waadt2yqUbrX3D93iFQrF3794WLVq4urqaTCZ4vdB0gx3PsOYZ2guxsbFpaWl+fn4Mw4SGhgoEAlb6BnRDZSvsjXJ1dW3WrNmJEyfi4+OBALz1af0AHPypDMN4enpGRETcunWLNbaFSRyg7dq1a1FRUUKh8I033oDs9/79+4A2euM9Mg4q/8jISFD6vPvuu4MGDQoODs7KyoI3H9CLIObQ05xmXEJCgkajmTFjxvz580FQAuI4sPy1xzgQQK5Zs2bdunXFxcVwzSHjAHNisbiwsPDSpUszZsyorKyE/gPtNcJiHNaqULqibAobDg5MMQs5vpjwaiSErFy5Evwp4YWKEjlM9IqLiwkhK1asgAZlWVkZiukwTJxmKyHk5MmT4BdSVlbm4EjLccCPysnJ6dixIxSVBps7sYOA2nPatGnY5+Vtj0ICKxQKIdGGXAyKU+yQcoPGGS2opo/euP1TfGfCaVP4/OLFiy9fvmyxWFhHbzTd4G1Pq9UmJSV98cUXiYmJWq0We/GANqRbXl6eUCjMyclBnQ1clnBGjAdw4IiDlSkrd4O3dnQnT0hIgKZBjx49+vfvX1VVlZaWBraM9OgCBIh7QSaSlZV18uRJOFiXSCRQZuGCZ1SHwPxpWFhYbGzszp07GYbZtWtXZmZmSEgI0KA+Ae7ixYuBgYF37txZt24dwzA7d+6Mjo4OCQkJCAjAMVrcBg1JHDQZYmJiLl++DKee/8/ee4c1lW3//3ssoAiOZcY2jnXGsfeCZeygoaOjTnPsWMeu4+hQAyoCCthBivRQBKQTAqHXnISSkJyTAgm9F0FUcP/+2HAmJsA4997Pndzv81vPfh4xnJBzUl5Ze633WgvH8ZSUFDLzQAri5BmHCMjlcj09PQEAjo6OQqGQzWajrxqUqEaMk6/fUii/RwM1Tpw4gVryovcBOZIGvWn6Zdzbt2+3bNmSkpJSUVEhEAhQ8ZZCL8z6+noPD4/Dhw+/e/cOxYwHYRzCHJlrU1DG/WVUTmHf2tDQ0N3dzefzJ0yYgKLsDX2tgBVkwBBC9D2EdqZkkE7e5PezCElNfd0r3717J+9D/QuG/uClS5eQ//iXx6OHQ0o9Dw8PBddMgZ6dnZ09PT0HDhwICwsj6YnctH5NwVlrkBNUNw2qeiPBR9bSo4qUK1euvHjxorOzE72+CokFslYB9WXAMOzHH38kb1eOu6GKetT0oaKiYujQoShy2q86BPlx8nE3hboFJH9Du9GCgoKSkpLq6uqDBw8CALKyslA3bPnZ9chQuI1Uh3C53KSkpHHjxl24cAE1v0ROiTzd6HQ6+pjHx8dnZ2czmUxNTc1jx47l5OTQ6XRSQ/Z/AjhUby/fVmRwwKG0qQLgQvr6lYeGhkZFRSUkJOzfv/+zzz6j0WiZmZlk+3J5wJFOXGxsbEpKSnp6+pkzZ4YOHfr06VMul0u2wERfBfJVDeiZRdHNpKSkffv2AQDy8vJQ/zikPETSX7IHqXxtg3yLEeTE1dTUmJmZnTt3rqysTH7sloITJ884Pp+Pvj9fvXqFWjigIIjC0IbGxsYrV654eXm1tbWVl5fLl6n2m3Mg96r9JlXlGdfwoSkE5hobG9vb27u7u7/99ls3Nzck8SW3rmTsHNFNJpMhVL1//57Mrg4EuPb2dhTYGjZsGGq11D5w2dNHmnzGE53SXxKztbUVnQYAoKamhmSccuqgra+5ACmgIwHXMoDJb0VJX3igcJsC3RQAV19ff/HixfDw8I6ODvJrTMF3IxvPNDU1MZnMhQsXNjc3S6XSgXam6J1WUVGRkpLy/fffd3R0kIBTSJ4qFNX3W3ZKVmWhIDWLxWppablz5w4A4PHjxzweLz8/n0ziyddmkeoQVGKUnZ09b948HR0ddLB87xBEN7KDSFxcHJPJxDBs2rRpa9eujYmJQZGr/xPAeXt7e3p6yotFvL29SSeu384iCnoRsrNIaGhoUFAQYpa2tvbatWvDwsKSkpJQileBcfKAS09Pj4+P37Zt2+LFiyMjI1ksVlxcXFKfJSYmKpRtMZnMzMzM4uLi+/fvz5kzx8DAgCAINpuNonIKA7eUi7c+HnCkE6cMuLKyMoFAMHXq1K6uLuUKfNKDa2pqolKpPj4+LS0tCHBkoxHSg1MGnEJ5w98FHEIYhPDRo0d79uxBqUb5TybpxPX09NTV1X3++ec5OTlIPqIQnlMAXHufgHb//v3I20LU+5fRpoChhISE2bNnI1oNfkdym5yYmDht2jRSoaK832xrUgcHZgAAIABJREFUa3v37l1VVdWPP/6IssNkoK1f9+2/Azjl/alUKm1ra4uIiEApEVJppAA45L4RBNHQ0ODo6Hj27NmWlhZB35xyZcCRjCOnyinXZpGAI1u/SaXS2NjYOXPmHDhwAJWsogZlyvNlEOMYDAbi49atW1esWEGn08nqBWXAocRCcnJyQUGBoaHhrFmzvL29s7Oz5SvtyfYhKJeKuIZMPoUqL38j1SGIbr6+vv7+/sDLy8vDwwP5ccqCuEG6JyELCAgg1XCBgYFJSUmRkZGzZs1CKYX4+Hiys4hy6yR0JRiGhYaGTp061dTUFPlfKLdCjmhQqNlClR8SiWTfvn0rVqy4c+cOjuM5OTmpqanygjhlwMnnGf5NwPF4vMrKyqioqKNHjzY3N+M4PhDgWlpajh8/7u/vjwBH7k9JZS9p/1nAvXnzpqysbOHChegjLS8fIf04VMeur69vY2ODUEW6dcqAQ5JgxJTnz58vWrSou7tbuQTq79JNOXswadKkzMxM+XKIgQBHSlv09fWvXr0KISQpLJ9nQD4dhNDCwgJ1S0cBOOXcAql9+48DLiIiQh5wyn4c+qpraWnx8vLatGkThFAiN19cGXA4jre3t58+ffrp06d1dXX9Ag5tUeUVcAqt3xSKT1E8mhQbEASRnp6+d+/eBQsWYBgmEAjQx5McD4icOFIdwmQys7OzeTzesWPHJk2aFBcXV1hYSFYvIMDF9c0JRIyj0+m5ublXr179/PPPb9++jWEYUvYiT4gcmiWvfVOgW2BgICnulXfcEN3+XcCR+joEuIyMDA8PDwDAmTNnmExmVFQUEv2S7eFIwCGLjY0tLi6+efPmlClTfvvtt/z8/OTkZDIeh+Qj5JAtlJFhMpk4jmdlZQEAfvrpp5SUlOLiYrJDHHr25RlHThRE5SbyXTBJxmEYVl1djQAnlUrJcCwJOIVUAxLBtbS0XLly5eHDh9XV1QhwCowTi8VSqbS1tXXr1q2IoehbWjkA968xTjkM19DQgD7haJd35MiRY8eOIbqR2pHm5maUIUWounjxoqGhIcoStMoVdSm7b4iAEMLq6ur169eTrtC/TDdkyoDj8/lqamrII1NWqygDrru7u7GxccqUKSjojk5SnnHouiCEubm5R48eraqqQkIT5SyqQnqBdOuQ5E2BbgqKEGW61dbWontdvHgxLCyss7MTxRxIk6cbSqE2Njb6+Pj8+uuvSOUrH4BDdCNbWopEou7u7g0bNrx48aK6uposJZSnm0KSgQRcv41D5J04pDrIzc1F3a0vXryopqZGp9Orq6vJzWlmZiapZCDVISiLyuVyLSwsAAChoaE4jiOuoUg6KQhDKl8kn8jNzXVwcJg0adKNGzcKCwuRLC4sLAwxTqF0YSD37T8PuMDAwKCgoLi4OBSAS01NvXTp0rBhwxwdHZlMJpltkAdcZGRkfHw8g8GIiopKTExksVg//PDDZ5999vz58+zsbDqdLj9LED0jycnJubm5aWlpqLqNx+PduHFj7Nix9vb2RUVFeXl5ZJ84JIhTKGwgK/AVnDiyESabzS4tLW1tbT1+/PipU6eqq6vFYjFy5tHUVHlNHJfLRbkqDMMghF999VViYiJKoaLWNGRHTBSAa2tre/36NeqL39HRgdqNKMfglDeqCmWqJONIq5OrxkeGHI2ysrLc3Nyenh4mk4nCaq2trfV900+amppev36NAskQwnv37qHNXVdXl7xstfXDhkutra09PT3Z2dmosurnn39GHl97fwWnf8sU+PiqT3piZmaG9r/Jycmtra2dA5TBItcMwcvHx2fRokUo45Genv727Vt5TLf09RpYsGABqriIiYl5//59o5xeukVptEK9XA1cfX8VC/KKkH47WXZ1dTU1NaFKBghhTU2NvNtO7k/Jl761tfXChQvOzs7v379H7xNl300kEiHxOYo/SiSShoYGNCNJfnOqLO5Fyt6ioqJ+G4eQXcVIfS8pQiAIwtvbW11d/dq1axUVFbm5uRkZGag3HMr1yc8/RT8XFhZ6enoOGzbs8uXLKAXBYDDy8vJI7ZtCDUN6evrLly8nT55sampaUFAQHx8fHh7OZDIjIyORKuMfAFxAQEBaWtqoUaO8vLzodLqRkdGMGTMCAgISEhLQqSgU3kdGRiYmJj59+lRPTy87OzsqKmrq1KkzZ85E1Ruoq6f80HuUcEFtQu/evcvlcqOiopYtWzZ//nxU40b2RJYvbFAu3kJldPJOnHyfuKKiomvXrvn5+Z0/fz4sLIzBYGzdurWurg7DMJRykmdcSUmJWCxOTEykUCgEQQAARCJRdHQ02jKTzZRwHJdKpXl5eTo6Oq2trStWrJBKpbdu3QoODm5oaECeHck4UhYnn20gWyop1zkod1UiHQcIoaurK5qXrKGhgUJsyI9An0YUmFu0aFFmZmZhYSEiIPKAlCN0pCERCTrY3t5eU1MTuVco2TqQ0uJj7JWS9ARhqLa2VltbGz0oQRAo9aFw33a5dkadfc2RUO8TVOTQ2tdPnHTNIIRsNvuHH34gL0fBKZOvNiWJhhjX2F/BqYIiBKEN0Q3dUVdXt729/dq1axiGHTlyJDs7G6nbkMnnT8mLtbCwQHGe+Pj4qqoqBboJhcLKysrw8PB9+/aJxeKxY8c2NTW5uLgkJyeLxeLBx8qQAbh+6YbScfJ0Q63JkRqBx+NlZmbOmTNn3bp1ubm5BEF8/fXXqMmlQmtyUvvGYrFiYmKWLFmyZ88eNpvt6ek5e/ZsLpdL9u9FdCPzCWhY6Jo1a2bMmBEZGYlGGyNZxT8AuMDAwBcvXri7uy9atAi1kFy8eDHaV6JAoHJnkYiIiLy8PG1tbUdHRxcXlwkTJuzbt6+4uJis1SB7/JKyOCaTGRsbO2PGjISEBFtb24kTJ+7fv18sFufm5sqLRRSKt/otUJVvMUIyDgUaXFxcDAwM9uzZExcXt3DhwidPnpSVlaFvOXKjSjIOVSmfO3fu0KFDd+/eDQoKAgCgnL1Cy18I4ZgxY5D8oqSkZNmyZSjzpdARU37HqrBpVdaOkJ3j5DXApO/Q09Pj5uYWGhpqZmbm5OSEAtXNzc1kYO7Vq1dSqdTa2jo3Nxf1K0cfcoUKpMYPp0ojNIwePVooFE6aNAlC+Pbt28bGxoGidR9vrR/2Un/16hXK2NTV1T19+vTZs2eampqo/lx51yy/wWxqampvb+/q6qJQKPHx8UgcR/qhCMQVFRVOTk5NTU2bN2/mcDhoF9w4aHECIhpCVd2HOl5yWyrvtSG0Id+tqqrq1atXv//++/79+4OCgu7duzdhwoTGxkbUAQm91mT+VCKRdHV1OTo6mpmZ2djYPHjwYNWqVTExMfX19SgvjzKnqAWhUCisqqr66aefLl26ZGlp+fTp01GjRqEv14HoppBeUI67yW9LSbrl5uaSst7MzEwMw6RS6dq1a7/88suEhIQLFy78/PPPfD6fbEdO0g39l06nIznI4sWLly9fnp2djXpoI9+FpBs57xmVq7NYLAqFMnr06ODg4AMHDpibm9PpdMST/wDgSL0IKRZBgPPz8/f18/P3D/D19QsICPQPCPAPCKDT6fr6BgcOHFy3fv2PP/7E4RS+jIqi0YKDQ0JotGCkGQkJCe0d0xAeERsXFxYWpq299tixY6tWrX7w8CEhFEZGvoyIiIxCaYfY2JjY2Kjo6Ni4uJiY2Ni4uPz8/KNHjx46dOjIkaNz584LDw/n8wVJSQw6PUlBEDdIgao84LJzcnLz8vLy8vPy83Nyc/PzC1gsTCKR/Prr2eFqagYGhtpr17a1t7NYGJvNYbGwwsJerUhhUVFJCbekhFtYWFRTU+vp6TVx0qTly5d/9dXXaenptbV1paV8Xmkpr7RUIMBxnCjl8ysqK4tLSubPXwAA2LNnb2Tky1evXhGEUCIpE4nFZWXlYomkvFyKpCMfE5WTL+hBPkJtbW1NTe+qrKx69647OCRk+3adefPm+wcEGBgaZmVldXR01tbWNjQ01tc3vH7dlZubd+78+VWrV4eEhoaEhF6/fh1CiPRxfdZUX9/Q1NSMbmtoaGxvb6+trTt//sI333xDCw62srZ++OhRR0dHS0trU1Nza2ubQtLyXwZcW1tbT8/7mJiYFStWXr5y5fz58wCAxsamd+/eKTlwbU1NzX0OWntra5v9nTtWVtZnz57btHnzmDFjIITkAc3NzS0trc3NLdev39i4cdOhQ4cXLlx46dJlCGF9/QcXXldX39DQiJ6rmppaFAaQB5w82hToJu9fo9eoqalZLJHMmj3722+/BQCkMJktra0oDIuWpKysvFwqFqN/pRDCsWPHzZ8/f+nSpc4uLq2tbThBCIUioVBEEEIcJ0pL+QIc53J5jU1NT93cxowZM3fu3Nmzv5JIymQyWVFxMZfLKyouLuFyCwuLiotLiotLOIWFRUXFhYVFHE4hi4VxCgsR0ZTdt0EA1yd8S8/Kym5paXV1va+trf3779fnzp1bXFzMZKYmp6QkJSUxUFNyBiMxMTEhITE2Ni42Li4rO7u6utrQyEhHR/fEiRNXr17NycmNjo6JjomJfPkyKjo6Kjo6PCIi8uXL8PCI8IiIly+jRGLxrVu3FixYeP78+WnTphUUFAQHB4eEhtJowSEhIcEhIbTgYFpwMGppNBDg/PsMeHp6Pnv2zMPDw8PDQ0Evgvw4f38/RmwIPTokKSY0OS6MERvGiA1LS4wsyE79atZ0AMAP35lY/H7+5JGfEiID89LiM5OjMhnRWczYnNS4nNS43LT4vPSEgvREvDifam0+coTaGK0R9+7Y2llee/bQkV+YU5jLLMxJYeekFBekFxekFuellrAyivNTiZI8Lidv/oIFw4d+cvCXnyLDaMkJL0XcAmFxnphXkJ6aqly5hbxlkm6o3Qi5Oc3KymZjBfUyQWOVsKECr68gGiuFTdXiN601zTViTbVPAACwq+lNS3VrXXlbfXlbXfmrxoqOpsqu5qrO5qo3LdWvW6pft1TBrubujvpli+YBAPLTEyGEb9pqezobejobe17Vv3/dBLuaYVcz7GqEEP6wiwIAiKR5QQhhdxvsbofvX8GeVxB2wPcdEHZC2CWVyaRS6d9NO9TU1L7tbId/2nsIoZBXCABYs/QbN5fbhXmpUMmqZcLxY0cDAGyuX7jvSI0N91c+pl+bNuVzAEB4kOfdWxZtdWWDHNnS0n8R+0C71L6AWhv5F6RE4U2LK5PHa6CN5MdYV2tNoOdDq9/PAQAGuVdNeenpIz8AAEIDvD7q7/Z01dTUDp5P6BdwsopKCLsghMmxYQCAn/YaQggh7Ibwdd96A2EnhJ3wfQd83wG72yGED+/aAQBszS9BCGHPK/i2Bb5thW9b4ZsW2NX8/nXj+9dN3a/q4dtmCLtXLZkPACjMTYEQvmmr6Wqtedte87ql+k1LdWdzVWdzVVdzVUdTZUdT5atGWXuD9FWDVIjzyNFLfwk4tD9FaoTsrIwaSUmVhOv77P7TB063qZZTJn02Ul0t4kVIU7VIVJJPlOSLSvLx4jy8OE9QlEsU55ZyskUl+SnxLw7+YOzqYLtu9RIAwLo1q2qkRAkrrSiXyc5JKcxJKcxLZWUlsbMYBZl0TnZyXnrClbPHLpw5cvn8yc/HjgYAZKQmsTLpWSmxWSnR6UkvM5OiUumRmUkvw8NCkCBXXiBC+m7IUfPz8+sFHPLjkAJOHnD+/r7+fj4LTCy2HLDdfMBmy367LfupW/ZTdY45rdxxWE19BADDlmz5bsJ8ytRVezf/bLv1kN22A71rywG7Lb/YbTlou/3AzW2Hbukesf98yiwAwGdTv1m4zmT83C1L9c9STjhtPXRz26Gb2w7ZbT90C61tB25uO3xL7+T9RRtNAAAADF28YsOXc5fNWb1r53GHHUfvzDcxZ6YwM9KYCoBD+1P55iJIhJ2Tk5OTm8tm5TOY6YtMzSlmjjuO2O8wu7PDzH7HUXudo/Y/XPOd+PXqyQu3/fCbl67ZnZ3H7uw8dkf32B2KmcMOM4cdZg56Zo47+xblmOOuq54TZy2dsnTnD9e9dx53oJg5UcycKCf61nEHygkHyjEnk/MP9Y/eAkNH/PRHkPFpZz0zJ/3jTvrHnfRPOemdcNI74WR40mXxbou2xrqKyoqPBFx1X5fzd12vgmMzV39vZ3zK2eDkPf2T97679Ex75341rUnT1/+y68LjIzb+Rqdd9E85GZ5yMTzlbHDKec9Vz2WbdgHwyeivNs/VPfPd+SdHbPwNTt41POX85zrhbHDmntFpV6PTLmjtOv9U56craqMnj5+rq/29+S/XfX7+3cvwlLPRSWejM3LrV2ddM6cfrzyBECr7ccq70Q98t/Z2CKH1o/BNB+2Nf3U9Yum356r7N1tPAACMTjvtuvDI6My9Dx7rw2V4xvnHax5HbPzX/2A9ZcV3AIAjduGGp5yN0DrtYnD6nsHpu4ZnnA9b+u885Tp07KyVOj/tveplcPLeB9feu1wMT901PO28/pfb9s+iYE9XQ0P/ipCBACerqIDwjc6xu4ZnXE3POqt/9o228am9lz30TznpH7+rf6J3GfQuZ70TTnonHY1P3zc+4wIA2HXp2e5zD3eecNA74ah3wlHvpKOe2V3KCQfKCSfKCUfKCaedxxx++N138ty1UxZt33/Dd4eZw87jDjuPO+481vsW1TNz3NH31t1h5kA55qBn5rR8r7XfC7pQwC0YGHAo+UYCDn188nJyMjMyFxhZGJx0WaBzYsKcjSu27R01ZiIAYNLkqUZnHm0/ekvn8C2dI7d0Dt3WOXRb5/BtnUO3tx+5ueOow6afqZNW7Ju4xGD+OhMAhg0ZrrZ53xXdo05bD9lu6/3g39x28NaWg7ZbD97cdthO57D9zI2Hx36zbdHGvRqfTwMAzF64Tu/0o62/2G47YLf5gO2WA7bbfrm5dLeV6xOvF6HB8uJe+Z0pottfAy7A3zfQ3199zaWvdl6buf3KTJ3LvWv75Zm6l+cbXl+y2+oryrV5xn/MNfxj1o6rM7ZdnrHtYn/r8oztl76m/LbQ1GKeoflXlKtzDc1n77g6fWu/B1+cse3i9O0XZ+pemm94baGp5WzdK7N0r87ecWX69ouzdK+BRadSUlOzMtIYck4cCTiF/Sly4rKzswvZLDozDSw8MUP3yrStF6ZtOS+3LswzujHP4I9pW859eHvv+vLDn6dvvTRH/9p8oz+mbTn35ebzX24ZYG0+N2vH1YVG5jO2Xfxi87mpW873rk3np246/+Xmc9N1LoGvDnZ1NFUoReKUBcCkVVdXV1VXw3cd7jQGWHh02taLX2w6N3XT2S82n5u+/eIC4z/mG1vM2HZpyre/frHp7FS59cXmc9O3n59veGPxd9R5Btenb70w5dtfp354TO+R8mvj2S+2nJ9n+MeSXZZfUa5N3Xzui42/fqFwzKazUzedG7fu1wUmFlBue0jaQB4cMhTmO/D7M40Vp77Ycm7Kt2dmbLs039h8kanVl9vOf7FR8bH6WRt/nbrp7NeUa4tNLRYYmU/d9OuH59Z7UVO+PTN7x2+LTCxm6Vz4YuO5fq+9d205P2LFqTM2PhDCmj5FjnLOlAy9VfX16a2pqamsrIIQTtx4YcKmi9O3XlpkavH1jitTNw/ycL3vhxk6lxYYms/QvTx187kvN5//cym9taZuOj/X4Np8Y0v0Dhzk7Tpty/kvt1yYsf3S0GWnn/hHS0UCDOuHbvKZU3I2YEZGRmZWVkFeTlZmJlhwctbOq7N3XvtG7/dZO67ONzZfaGo+W+fytO0XZ2y9OH2b4pqx7eL0bRdn6Vyea2w+3+D6HP3ri3dbzje8MV3n4sCUuDhz++U5hjcWGP4xR//3+cbmC4z+mL3j0sztV0iMzNx+aebO3zTXXnJ44BkVHuLXR7d/HXA0f38t7V/Xn/T97mmL8b0y43vlaJnck5m4yEycZSb3ZCb3yk36bh9omdwrN3GRmThXmLhIP/ouMhOXShPnChMXmYmLzOSe9LvHTZt+pakvM0tlMlG5PblRRcVbyowj9SIcrIDBzFBfcnTzhfDvHjf181j3pIOfz79wPLpqxdudy43vle91a1171HvIggOv25sqZDL5vGq/XZXk5SNVVVXv37R7v0jRWHJAz6Zg94OaD14U8lEU1r1yU3TA3TKjgY7pb5mi107+/BX/ctk+j9ezdv6m/T0V9icxGzwdgfanJ6x9x60+tOdRk6mL7M83zEefpPG9ciP5J3zgw0zuSU3uyQY5wNS1creLbOyKA5fvBEH4jpTjKOdMyawC8rhRLb1UKoMQzta9vGC33b5nHcZ3pQO+Ioon9uHz/NfvwI86cveD2h2W2ZrLD7kHxkmEvPz8Xk9NmW4ol0oW2CPJW15Odk52lvqSoxtOB+x52oyePRNnWe8H82M+AuhsnWV/83ipiUuFwsdn96P67b/Tx2ifcnrs9fJFiP9/CHBntQ8/M3IQUagYhcr+5xZmdIdYe9xLfdnxVCYzo7efSC/j5AVxJONIwGVnZ7NZuUmMNPWlR9efDDC6g//z1+IoWn34yScLDna9aqyolCnX4Q/COJlM9q6rzTssdeSSX3SuJxvc4v7Dl2ODmTrLZu64vGYfFUKo0KhDoXmJsjU1N0MIT1h7j1t92NBBQKFy/tGXhq1nV6Rvxxm74uDlOzQIu6s/nEjfL93kO4VUVFRC2DNT9/JcYyvje1KKzT/8TjO4zd9yOU5z+WEEOBarf99Nnm4ow4DSC3m52TnZWcOWHFtn5ml0R/iPvtMwg9v8jefCx2if/k8D7oiHkYMQPQbFpm9RMQqVrWfL+e8sCpVt5CBcd9xbbdnx9DRmRnpqklx/EbIRZr+dftPTM9isfHoyU33psfWnAgwdiP/mmfd7LcYOYgS4ztZGWd+eVJ5xg+jjZDJZz5t2zxCGxtKDOteTDW7z/vHLMXWWzdxxRfsHawhhQ4Niw+F+S6Pk/LtWCOEJ6+fjVh82vIPr2Rbq2f5zl9MLuMKxKw5edgiA8C3Kpw6kCCEdt4q+CTLl5VIEuHnG1iZ3y//xl8bgdumWK/EIcOVCPtJIycfdlOmG+iOhioXc7MysrEw1BDgH4T94ORQq28BesPFcxN8DnKenp5eXl5eXFwKcvFgkwN+X5h/QBziCYscxdq787mnb3qfte5+2737cbOQkoVCx/87bkQSc+rLjzBRGamqKfA8ltEsdiHGZmVlYfg49JVUVAdfWKJNKlcVxg2hHKisre960eYYkqybgFBp1KFdHKG9gVRxw/eYTULlVtdxwLNUG3BH3wBiRgJv3V+6bfL+QjMzM3OysbFUEnOfLFwPG4Pz6DHh4eLi7u8v7cUgW5+Xl9dzHx9/XJyDQt3eLerdc/yZvxa7fp8zfOmnexslzN81cbfzt0WcG9gSFyvkvvCM/BFxKempK8odN4gZx4jIzM7GCvP9nAFdRWdnzpv3/B9z/yfpowCm05/0QcO9VEnCxYoKbl/fX0TdS/qaqgDt57/HzyBfBAQGK7UOQ74YcNV9f3z8BJ884cqPq7+cT5Oenpf3rmiNeu5+0bb0Y+emkmaDPhg0dMm2promDQP+24L9w2cqAS1ECnLLcl2ScigOu3wqHfhmHPLi3na2eof8/4P4PlhLg6voApyAHUZhtKtcKqQLC7pm6V1UTcKiSh6Tb4IDL/F8AHCnuJXemiG4fD7izm8+H7/zVbQgAm9etBB/axClT9j6QUuxK9P6Pr1wRcGlMulwbJQQ4BcZl9llaWjpWkEdPUcEY3KHOtnpZhRSN4xqoikvBiZNKpd1d/zNb1Ja+0S2Dx+COU1UTcO+qqquV6YZ0Icp0q6yslJSVqyzgRARXXtMrDzj52QsIcJmZmalpabk5Kgi4006PPaNehPwHABfg5zdm4/WN+601R44CAOgbGA4dOlSBcet3XTJyrqJQscFOTml97FWRSw5wKakpTGayfKu4wcu2MjIyC/Kz6Ulp6kuPqhrgXrc0SOUmDZKM67c1Zl+dduWbjhaP0BSNpQdUDHA2ULEEqp8CfgVrbm6BEJ60UjHArTx42T4Awjc1tbUk4OT1biTdyG8j9N1TLpWpKOACYiREKSrHVnDf5OlGNrZEfd9ysjIyM9LVlqoW4O4+9goPoymUZ/1LgPP3m6hr9fWSDWBgGzdxpomThGJXPKATZ8MxtMEM5JahNaZn8xFXZYMZWvfdy5plai/ccMxLffnxFEZSGjOFbBWHKn6VGScvGWHl5yYmp6igB/eqtUFWXi4/bJAciNlvbyVUp/3udYtHaJKqeXCr9tpACBsbm/ot4B9QJtLUDCE0s/JRNcBdsg9CgCM7ICkoQqo+HP2HeoRIpTII383coXKAcwuIFfKLUcuJQXw3cqxMRkYGMzU1JzszKzNDtQC39rTTA++XL2i+vr10+9cBFxgY9PnGS59NmAgAGDlypDzXhgwZgn5QGzFS3yZ/wI+ZDYdCxTbd5Gy+xdl8qxCtTXc4ujZ/xTgbTNeavcm+7143C7c7E9onfdSXmqUkJ6elpiTS6fLdzFEtqkJ1KmJcamoaKz83kZ6ivuzY+pMqBbjDHa21Ulk5anBIYg61BVZgHKkd6QVcsMrJRNZ8bwMhrKtTbDjcIDeeStnqGxoghGY23ioHOAd/CLuqe4t/+1GEyOTGx5DdKyWSMlUFXLQI55GAG4RuZBvL9PT07Mz09Mw0taXHVQpwdx95vAgN8vcP+BuAIxmH9CLe3s/9fLyDg0O0Vuwf0ge1oCAahNDIyAD9997du7dv2wIAdt9i6d0qVfbgKLYcAxtM15atHkxo0ASaNIEmTaBBE2gE4asci42tsIH2qhRbjrEltsK5cCQNR3fUCOJrRlV/dSVQc+kJRhI9JYWBurIgxpGDU/utwE/PyMjPy0qkM1UPcIc6m+vLy8rkB6oqb1cV0g4ymexdp+pcS8x1AAAgAElEQVQCTr4drnzj74GssbEJQmhmqXqAu+UP4ZuKysqB8gnyjhtpqgs4/xiitDgnR5FuZF298tSFtPT07MyMjLQ0taVmKgY4z/DQIH85wsmnUBHdfHx8AGol4i5nZH8Rb29v3+fetCCaxoLdCGeHfvkFQviH+R9vuiEYMnazjnFVTRMzKW7h0pVbrtD1bvMHApwOlaMRItAIITRphCaN0AghRgYJtO+W/AXgrLCVd4tG0oSjQggtGjEqGB8VWT3ntyDNxWZJjKTUlOQkOcAN5MQhxqWnZxSoJOCGLjjU1lJfJhHJD1SV9+P6BZxUJlNlD65eCXBk081+ra6+HkJ4wlLlYnCXbgfA96+rqqvJiJuC3Pp/DnBCQT+AU3bfFAGXoYKAG9CD8/X1RcOzegHn5ubmIWck4zy9vHy8PYOCaCMWfP8JAACA/Pw84z1mAAC3ZyHGukssfj+2aCVllNb4vXv2bbiUaHCbr3zxfwKOJtCkEaNpxGgaoUkjRgUJtB2K/tqDu1cyPESgFoqrB+NqwQL12KrZv9G0Fp9IYiSmpiQzlACn3EOJ3KiqKuAOv2qqKZNIyKHRf+nEIQ+u61Wzh+pVMgwCuEGsoaFRlQFXWak4z1QecAp0QxOyIHyreoA7+tQ/CucVkaOzPgZw6Qhw6SoHOKcH3pEvaL4fdriUBxyqVhgMcF4IcIG0sct+Rh7crt3HwyJ9v10IRGHjXqcAmKdG3QeOn6IOHz1Nz7ZA7xZ3MA/u7wPO0BrbcIfzpUfp9Ge8WU9505/xZvmWL77gr7HELImeyExmJNKTkhiMBDqdkZzMSE5BpamM5GRmamoaMyUzjZmVnp6anp6Wns5kphbk5ZCAM3AgKLbsflO6ytleykf8aqADBnmpjP4EXF1ZuYQcGo0YJxKLy5QAJ5XJ0NCasrKyt53NKuvBKZdq/c8Czh/C15VKyQRSjahMN5lMJhJLIHw7c/slVQXcB3STH1xP0o2sZEhhMrOzMjJVz4NzeuAR+SLYV0ni+/cA5+3tSQsJnrxiHwLcylkAVnwDpZ9D7hDIGQ456rAWZD+YBMB4yk2uwU3uf9CDQ/c1ssC++6Ngz/WCPTcK9lzP/54q2HjUe8Ty40lJdCYjsZgey0uO4TMTeCmxeBo9LYXBYDLzmMmC9CRWWkpuWjKWnkxkprDSU1PT0vNyMhMYySOWHfv2ZMDem4Ld5qzd5hhaxlZ/pjsMbLBdfbejZWSFUWw5O204pnJ3kf8VebbGVh/89jtzloEVtgMdYMOh2PyJPH0btkkf4NoaqyXiXkOMk4hFryrL2mVlZRIxybgKqbSzStpZLa2QlpVLZa/bmp6png5uzfdUCGFd/d+z2ro6COEx6+fjVQxwF+0DYU+n9EN/jexkRdKNdLfRd4+krBzCtzN1rqgc4PyiCH4RGqQ5CN2QOoQcXJ+VkZaWmqq2TNWSDJ4vQoMGKmD4aA/Ox5tGCx42fg4AAAANymIAWaCNMby7YBYsGAnTPoG1AHLAhM8W6Nws07tZ9J/14AxssG/tOd885c55jFbJXO/ypb/6j1xilpJEpycl7YrMNw0v2BtR8F0EyyicHUlPLstIjEhmmkaw5obyvqSVfh3C2xWFxTPTSjOS83OzEhJTNJYcW3M2cJGH5KvHJejPznrKXXaveKc1pmfDodhgW2+yv37C/foxd85j7tePubPduNpOxcZWmK4dNs2D/3XfveY85s50465zLDS2xJCztsscW363cJZb72+/eVw87Rl/uXOxgRWmT+XoW2Om5ixjK2wnlaNnhVGsCgwdhdoHnwxddLi1oUosEpFz4SRioUwiccwTPmYLa8tE5RJxeXl5ZblEICk/xBSZ0InysvKKcsnrV03PaHTVA5xtvzq4wa2+vgFCeMzaSzUB16+/Jk83MnrQNzWtHMI3M3VVDnBP/KIEXE7uX/luCHAokZqckpKdma5qgBu79rTjfY/IMJqPj69yboGk218DztfX18v7+ZAh6mbHjgAApk5fzY/bK/EEdZGgKRHAAgATwN0fxoEvDEwfVvVbkfpvxuCWuZQMCxGoheAaNFwtRDAipmr27zTNxSfSk+LiGEnATwL8id7lJ05MSroenQ38hcCf+CQQHxKIfxKIgwAC+BP3k3L4eemxdIbWkmNLzweODa8cFoJr0HANGj70hXDqMx7Fhq1ngxlYYRscOMPCCPSII2j4sDDh14+5uy0wIwtsmjsXvBCNCMFH0vCRNFw9BFcPxY3+KNCnsk0ssPV3OCNpQvUQfCQN16DhamHCoWH4tpscfRvM0AJbcL9kZAi+5i7H2Apb61AMovBFz2Ubf348dOHh5oYakRAnhEKRSIQThEwsFojEwAcfS8Nz+ZJqaZlILK6TlReJy6aFEp+GEFJZeVV5+ZuOpmc0ldPBrfneGkJYW/f3rKa2FkJ43MJb9QDnB7s7yuX8NQWxDum1IUPOnVAkVlXAReOlhVlZWQNlTpGGlHTf0JzT9PTUjDSVA5zTfa+wkEBlaYg83XoBR85kII2UjERHR+/ZswcAMG7cOABAEjMDQpgclxNnN4ZwBwIXYH9w/uPAQvCJ1v6n9Ttt+xH6/luAs8JW3SvSCMC1aIQmjdAMwkdHVs+5EqS55EQ6PT4uKUktUDgikNCiEaMCCc0gAeUFB/iL1QMFo2mEFo34lEZo0YjRgQQIxIG/kJ2dyUhgaC45tvx84OfBlRrBuBaN0Aoi1MKI2W6l+jZsPRtM3wrbaM8ZESxAj6hFI0bS8PmuXFNLbAeVs+/3/Al+pWphhFZQ72/VQvAZ7qXf/16w05Y13hdHd9SiEaNCCLUQwTpHjrE5pm+D6dhyxgTwQYRQ27HYxALTpWLDQ4iJoTXLDj9Un3+4uaFSJBQKBAJCiFdJRM1S8dsK8e0cEfDk04rFryvKxGVlUom4orxsQwwxJQyXlZdVyco7WhufBaso4PrVwQ2WRa2rV1HA3fGD3R2yPn9N3lkjfya5hkwikUgkZaoKuJf8EjYaUTKI74ZyC73z6lNTM9NTU9NS1VUOcM9ehAQ+fz4Y3Z4/fw7c3d3RiDY3OfPw8HBzc0NNSEhZLxqBjoxV+tqRevOXfb8EvsyCEAIAVn1/y/R+jXK11n8AcIE4uqNmED46surrPsAlJCUNDxSODOz9m1qBBAgUjQgkQKAIBIhG9d0+mkaMoeHAp+xJem4WnY4ANyG4UiMYHx1EjA4i1EOJWUqA0+w7T40+wFFsOQZW2HY7tlooMSqYGB1EjKYRo4IIjUB8pw17oWvxsFBcC50JjRgejM95zDO0YutTMRMLbIlrIYiULLxfYmzJ0qdyDKywbx4XDUmonXnRZ+S8X5rrK0VCIU4IpISQwcUjikSMElFokehOLh5XIs4nJM3lZc0VZfWyso0xxJeheL2srEVWBjsbPVXVg6uu/mCKK7L/PcCtOnjxVgB896pfwMnTTSJn5eXlQqEIwq5ZKgo4jjLgFHy39PR0FH1TfcD5+irG3VDnt+fPn3t6enp7e/8JONLIHWtsbOzChQtJwKHp3KTVtsIsFv666y2EkGp+HQBgapOh7yBUYNx/D3A0Qi0Q/zQA141gb48oGhZIjAwUoF99SsOBn+hIQhE7mT7q3wAchcoxscCWuRQNDRNqBeHoAM1AfMJzwWe+Ao0QYnQQoUUjRgbjn/mW7qSyjKwxAytM15Y9LFQ4zrdUl4oZWWEUO46hFfatPXvkC4lGoEBt5dnXVWVCoQjHBe1lwvWxAuAhAD6CIYHCryMEwFfwtEBcgEuKRRK+WLIxBp8ajgslEo6wjFdb7xFMH6WSgKv5cPoUavn9vwe4lQcv3A6A715VDAA4km7lHxoCnKp6cAMCTpluSFWamZ6amp6mUoAb8yHgSFkvQtvz588Rwby8vPoHnLu7e3R0tJmZGUm3yZMnt7a2DjJfbfqU8RNnr/zurohyiye/Uf2vAW5kIDEyUGAdk5PPTCxMpf8YVQD8hVok4PxFRnElhckJ/w7g9Gw5O20wA2v2VDeeWphIK6jvmBBiFO1Pn25ECL7pVqGRFaZH5Xxnnj/Zi/dJOLHKucTEAtO3xkzNMUMqR9+SNftJydC4amAe31ohbJIQfJyoEAr8OAKnHKF3gfBRvhA8F8x6IaiTioEvPiwAH0/D1f0Fan6CccE48BEsoFc5BSaOW35w+/8C4OrrB9u0qjjgyvoibn9JN7FYXFZWJhZLIOyYrXtlrooC7gO6kWWn8nRDdVqpqamM5OSsjLRUZrJKAW7c2tMO95+FDwo45Mr1Azh3d/eQkJDbt2/Ll52ePXu2q6srMTGxpKSku7sbQvju3bva2tpXr14hwO3duwcAsPEnC5N7FRQb1p/n9H8BuKUnUhNiE5ISSMBp0YghgfiCMB6RGpuezGAlJ8YkpQJ/kWbgn4AziSspTvp3AadnyzG0wrbZccb78kcG47274KC+6wrkjwjBF9/nmlqwdlI531/Ln/eICyJFU915puYFu29gs914M9y5O6gsQytspw17PE0MIirmvhBIhPwWMVGKExUiQatECKuEN9IFwFMQzBa+rxSfTyOuZ4iuZYhmhQvHBgvMs0S/ZYgeC2ofBCSOWa5aHtzqfTYQwmq52QW9aYS+sQb9y0Rq6yDsOWqlgoDzhW/byYibfCaBpBvKfZN5BpFIRBBCCF/PUDEPbvTKo499Xgp4HDSiRCG3oOy7JScnI2FpWhoznclUqSTDuLWnHR56hAYHKBRm/TXg3N3dPTw8AgICFi1a1FtIr6amoaERHh7u6urq4eFRVFT0/v17CGF3d7dMJuvo6IAQtre3W1paouONrLPkSxoGB5zRvwq4tMTY2ES6ehBOAg4ECHeGs4XM2Hg6PTOZkchIAv5iBcCxGQn9xuDkkwyb/wpwFCpn1x8FK+8VawTh5BWhpRGEj/Xj/3StQJ/K1rfGvnlcAiIIzQDcxKLAyBrbSeWMDuCDl0Jtp2IjK8z0Fn/1ITctzwLgLwHPBd4sfo2QL8KJTqngSYEAPCH2JQhkEmGjVNRaLn5VIe6oEG+LxmeGC1tl4o4KMWyr86AlqtoWFQGusrKq+kNDjBvIqqqrIew2U0HA2fvCt+2SsjL5ZIJ8uI1Em6jPJBKJSCSG8NXMHaoHON+o0mJ2VlY/mt4+ln1ANwaDwWAwMtNTU9KYKufBubqHhQR6e/fS7W8AjkajHT16FNFqzJgxAAAjIyOBQNDV1TXIFhVCqKurCwBYSTlg5FxBSkYGAtzoIMEahyITK4xC5ejZ9LMGAdzopSdSEuPi6fSh/sSfgAsU6oexCGY8ncHIYNCj6cnKgOMw4vsF3Ay3En1rlh6VY2iFbbhTqBFEDAI4fRtsB5Uz+TlfPfgDuo2mEZqBxIhgYvXdol03sO032WN9+cPDCF27QhMrzNQcm+/KBZGi+a7cPTdY+jaYqaNY+4d7MzedWZQovZJGVBC4kMCbxHw/FgGeEUP9iQURBPATHEwWNpSJqiVikUS05qXgi1CBVCKuEIs72urdAhNUE3BVH/aGrK2tRYwbUCZSUwtht5mVp2oBbtXB8zf9379pQZUk8l6b/IYU0U0+z4DjBISdKgm4SF4Rhhpcy2dOSU2vAt1SUlJSUlJSU1OYKQxVA5yjq3sIzd/Hx/evAefu7k4CztPT08PDY+rUqQCAESNGaGpqAgAwDBscbciSGAwAwDAA9riWkw1+BwKcVqBg7Z0iU/MCAytMYelbYnrWLD0bjskAgNNaeoIZHxNPjx8W8CfgPgkU7nzB4ifH0BnJmQx67N8C3LNSfWu2IRUztMRW3y0aGob/GV9TAByVY2xZ8M1jHpkz1exbvU4cDdcMEmyzZe+2wHTt2BvucAwtMD0bti6V9WkAPioAN7JmGVhh2+0wHeey1QfdRs470FEnq5PgIn5ptRj/I4MP3IlpYcQXYYR2NLEoggAPBSEcvE0qEgtF2tGCL0IF5RKxrEzc1lTnFqiiHty/BLgeMysVE/quOnj+lj9800YCrt+ImwLdJBIJIRRC2Kl6W9Rjj3zCuYUFaJqmfNFCv5tTBLjk5JT01BRmSoqqAe6Oq3sozd9HjnD9A87Nze3JkyfIj3Nzc/P19f3tt98AAJ988smECROQE/cxdENGoVAAAHoX/Q0ce1/XgQCnGYh/6cWf5VYyw533wXLjzXjGm+7B17FlmVr8TcCFskqTY+ISEjKSEqOS6AMBbmmfDg7FzjRoxKcBgg32Rbv+yN9xs/BzHz7Kh/aTRbXlGFlg6xyK1OT2sKOC8DGBgtH+vSepRSPUaPh0j1JDC7aRNWZog1GoHEMrbIErF0QKV98rMjbHKDbYdLfSsRHVi488Vl9wsLVWhgtK+QJBi6h0WwwOAvlsPv/LUOJAEpFcQqyNEiSWCOvFOCEWrosWTAoVlIlFUhHR3qyagKP2CzjEuIGssqoKwndm5ioKOLFEohBxI+NuiG5COROLxTghhD2ts1TPg3vkHcEtZKWlpSuUZP0vAu5jPTgScMiPCwoK+vbbbwEAw4cP19LSAgBoa2sPhLPu7u43b97I3/Lo0SMAwPSFG/c+60Kphn4Bh9AwMohQDyHUgxWXWigBwgkdKnv3oICLSVQCXBjGS4pKoNMzkhKjEhkKgDONK+Ew4kctObbqbNDEkAoScJo0YlQwPtZfMNOtdLwff0RIr2vWjwdngxlasj4NEIzoI+CoQGIkDd9qh81wKxkeKiTvpR5MLHUpMrHAkLJEx441LEz4hUepkSXL2Arb9Qe2xrFwaGzlJLuXoxYcra8qJwQ4l8crJwQFvFJmCd4m4Y8MInbEEE0SQiwkKkWCMpFQhAvXRAsmhQrKxaJykehVS92TwERNFQPcmu+tIezuVwc3iFVX10D4zsxSRQGHyoHl96QKO1OyzA5ZKV8A37fNUrFuIqNXHn34PKKEk49mlSjTrX/ApaSkpzJVEHAOru7hIYHez/8qBkcCzs3NzdPT09fXV2Hkwo8//jgQ4N69e1dQUNDT00PeIhAI0L1+ss/Rvy2iUNkDAW6QpUUjRgQLdKjsXRa9lQwfCThKGMZjRMfGx6fTE2LoiR8Azk9knFBclBA/cvmxTccDvgwqHx4s+JO2QYRGCKEejGsE4yOC8ZFBeD+Ao3L23iiY+YQ3NAz/NIgYTSO0gohhL/CFD7g/Xi9Y51A4KgjXCOL3ZRsIzSD+Fnu26R/YlpvsMYG4Jk2w6RZbj4ptsC9c6Vw0/yFvdBA+PKFm2PorLVJRKZ/H5/O5PJ6YL6gjSoU4rkEjdKL5VUJ+k5hfIyaaJYKWMsH2WGLmC0GDRNgmE8LWWl9aQu9ke9UCHKyUG1zwMVZVVQ3hW9UEXE9Xs0gslt+QyucTSK+NIAjydhwnYHfrLJ3L80xUDXCRJZz8jIzBVG/ydEtKSkpOTmYyk1OSk9SXqxbgkAcn3/pNXt/r5eWFAm4fAO758+f37t37c9LCuHEAgOPHzQbZk6alpaFEKmkTp0wAAIydOm/XvTKKXRHFlo0AN5ImQH0rNf9qadEItVCBLhXbZYGtulukEYxr9pVqoYaXWktPpCbExCYmfhKAjwgSjaIRowIJECjUDWVx6S/jExJTE+KjEhJBQJlGEDEqkNAMJICfyDCmmE2PVV9+fPsx/7UPhOohhEaQQAuJPIIILRoxKghXDyGmP+NO8+CNDCFQ0dXIYHz+Q+4uC8zYAlvtWPRJuFAzCB8VhGsF4WrBxHif0u+uY3pUtskfBV895o0IEWjQeu+oFopP8C7dfaNgJA0f+kI4MhgfHkIMeSEcFoYPDyNGBZZOeM7XiKwA1kn14lKcX8rlcnsZRwiEpaVaNHxnHN4kxp/l8V1zCPcC4lEe8c0LYkwQ8TRf4FZA+POrTvulfrbWbPu1JNUB3Kq9NhC+U86iDm6VlVUQvjn2h+olGW75wK5W1KFPOdxGOm4ikQjHcQQ7gUBQWsqHPa2zdFUNcMcePg8r4RSkpvZq3JR3psp0S6TT01NTUpIZqga4Ow/cQ2n+Xl69tVn90s3Dw+MDwPn4PHdyuovoNmzY8MmTJwMADh05Nwjg0tPT0VBL0j4d/xUAAIARWy4lG9rzKVS2gQ2ma4cNCxUi/+hj1tAw4TYbzm4LbLlLiVowQd6uEVX91dXA0UtPJMdFv4xLAIES4C8cGigcGoQDf8m6yCJuSmxEZnpqcuKLxCTgVz4kgBgaIBwahIOImh0MAUaPHbH8+IZTAXttBQsflowKJtRo+IgwQj2MGBGCjwzCZz/mmVqyZrjxhoYJRwbjI4JxtRDBnCfcPebYdlv28BBCPQQfHiYZElGhHiYaHkbo2LENrDCKLcfQhr3egRjxokI9WIBOdWQwDqJEi12K1joVjfYXfPO4eOl97jr7Qoo1W8+yYJc5a7cF9qUHDzxh83h8iaCUV9rLOBGfJxAIgC++IxZvE5dq0HDgSQBvAvgQaoGERhABvAngJQD+EuBROHOfhe7lBBUD3HupVFbxd0wqk0H4+piF6gHutl/36yYh6tAntyElHTeSboI+IwhCIMDhuxZVBJxXeDE7L33guJsC3eh0OoPBSElhJCenqBzgXJ4FB/kp12aRdEOKtw8A9+zZM/+AoMlfLABgxGefTUB7VSPKBghb3vd09wu4xMTEtrY28r8cbvsXY9UZz8Et86+220p1bLh6tmw9G85OG2yJS8kil6IlH7cWPijRtcGMbLDNt9hLXUr6bi9c9qRs+Vk/jWXHE+NiExPizoSnn43IOvci7VxkxumX2baJWdnhYdlOD1MiXkYzGGYR2Rei865GZf/KLDrmxXgYmpjMSB65zGz9yQAjB8LUnKXtWDjbnTfVg/elR+nXj3mrHAt3WRZQrLFVDsWL7vedjGvJt/YcU0tsgwN7kWvJwkeCRQ9KNtqmzHmCr7pbZGSF6dlwdtpydOyKLh8KWu3Emf8YX+Lce9/FrkULXUtMLFn6lqxd5pipJWZkhSaEcSg2bJNbguXngoasOV0jFfJLeaWlpaWlpSVcrpjP5/J5X4YJfqELZEJBEFbqi+G+GN8P4/tjfD8W349N+GGCaGHlRX/GuNVmOqrkwa3eZwPh24qKyqq/YxUVlRB2qSLg7Py6X7eIJZJ+w21oW4p8N4Q2ZDxeqWoC7oF3eDE7H3W6lq9YGIRuSUmM1JTkJEbiCNUDXEiQn2df0O358+fKdOsFHKrNcnd3f/LkWUBAQE6y7ohhf8bgqKcBbBr/ThqgTLeenh4ej/f27Vv034LCsrFj5+aGA9g9G0pG27u7rvyjZaddsZ4tpm/DNrFk7bJkmVpippbYLqWfd1myTOVvsWAhKZyhNQv919SSZWLJ2nuT+Pao58gVJ+PjYunxMbkxkXkx4fkJUflxL/NiI1OymbnWdyH4NMvxYUJOBpYQXcKkFzIT84ryocYsqLUgpKRIY/mxDSf9De/g+taYsSXL0IJlYMmiWLKNLVhGliwKFQlBek8PPbShNUax5ehbYyYWmI4t74GeHQTg8mE/HXtcz4atT8V22nE22/JKJ34bvvjw9pulJpZsU0vWLgvWbguWsSVrZ5+s74M2v1TMxEG0dr+r+rwDdVXlgtLSkpKSUh6vlMvFeTycW5pRUppVxBcIeLU4vw7nNYgEDUJ+vUhQL8bridIGoQC2VPn5x4xaolpJhtX7bCB89/8O4G76vZcDnEIyoV+6EQTB5wtUFXBhRVhuWlraQO4bEr6hvSqjz5KTk5Loqga4M3dc3EKC/LzkAOfh4YHo9gHgnj59+vjxY+THPXjk6ePzGHYMC7z5J+Ae7AdQBERJV5RduJ6eHjLDkJ6eA8AI6hkAGyfCXG1YOKkqduT3l58vuFS39EbLFjvuBhfxWmcJhVqoZ4Otvi9bfV+2w65Qj4qtdZasuS9beb9ig5NQn4rp3ixefb9irUu5ng22w65wrXP5GlfpyodVW+7w9W1YO1wrZl6OANrnY2OjE+jxIayciNSU2JjY2Li46NjYyMzMfGtHCIbk2N+PzsuOi4uPT0hIoCclZKQW3HvEffQsnJkG1pyecyVqy6O6JY9rlj+s0rnN1aeyKdRCbVfpxrtCCpVNobI33BVqu0h32nJW35euuS/bacvRp2Lbb3NXPKpee7fs56tJlj+5mdzI1LlVrHuzaJVr5UL3pkWPq2Rj1xZ8QVl3V7zTjrPtNnfVw8pFT+rX3JftsFPsA0qhsjfbl2p7dU6+EAJW/1pXWcbjcnk8bolUzG5v4rx5VVJfJRaUinglfEJY1NrAq6oo7mgqfvOKVyHlEcKSjpbidx0N79of+sdrLlNBwL2RySpkf8fKpVL4vvOohcf41UdUCnDnbvq962wkhEKSbghqyOTRxu8zHMe5XB582/w/BLh+fbfExMSEhAQ6nc5g0BlJ9P95wD19+tTxnl9QkDssALBcLckCUGZ/cmPrJ62h4F0ueGZpKK4ZMBJna3sTALBlOYC1QyB7KcyZ14MthnmgOw6UhQF/b5Ndv2FWBi42u1233uatdpU56tm56Fhvtedr3y03/+Gxi67lky03zh7xXeMspVBZrlssbU2ctO9Ld9iwqbvuOurd9tK++MPV5HVOwn3Xs54uObxi5p6wJEY8PbHU6FiG3b2XqclxsXExsbEvM1NzqHch0MxxevQyJyMxIYFOpyckJsZlphVY3iu540rLzF4x8zu77TeO/xr9cuFBjw1XdWwKNzoItt8sdtWxvPSLx5Y7/K13Sn//0e0O5eYal/Lnay/e0b+12lW20YHYaVMQuPrUpQPeetbYLYPbu25kbXQUaN8Vu+ywil64/8jJ8OIvtqfM2bP+rni9k1CXynHRsaB/s89e//ZqV+n2m392yqPYsNbdFRma5zzffD1i+o7NE/TxruZSPo9dW81Pz67++VLjph/Fj/0L2+q5ZeJSjF119IYgO6/ytFXdjoP8zNzi1y01Jy1rt/3UnpH1gJ6rufyQ6gHurQTmGQ8AABrdSURBVExWUfl3TFZRAeFr1QRcT2czaiUvvyFFaEN0I7mGrLS0tLSUD980zta9qqqAU8ycIt9Nnm4MBiMpKYlOp8fFxzOTk+hJCaoGOHsXtxDan4CT35/2A7jHT9yd7/s89Qp4l/cNZM2H2AqIq8MCALMA5IHGcPDc5peWt/3TjUqlAgDUh4CqbAAls2D2Ypg7DxYs7MmbBwu/hMQkiAPr+4eeL78Bwbg9V1PnujVBACD4/KfzcctdyrvB9JzphlKtFZ1Dv57l1Xr+oD8EoyDQ+MLn7aFzMRAMD9E+A4EW/es9U4Le36fchABEgK8DcjIy7tyHALDNroXnZUZHRcXFxr7MSs+hOkEwKsvhQVROVlxsbGJiYjyd/rIgrwvMgGDmExF+fsx2CAAE6u/BDAiGNgxfsMFesP4ODsHk9Bm7Vj6oXOcgZM77vgtMW3NPHLj2LATAxtR5uverwqm6EAA985zbu50hAJcO+nzl8apMayUE4D2YBsE4CEa8WHpk2aPKH64wIRgPwbA3YCYEoPSzb1e5lO+wK9SjsilU9rd38KOnwyEYAcGod2AmBKB5pUk+7JE88HkHhr8Fmq/Bl+8BqNuyv6ijSZCc+RpM7gHDusDEN2B059BvOoZ80wUmdoExEHzudc5xxLZzOr8zVA1wZWXl0r9jZeXlsOeV6gHu0Lmbz992NOAEobAhlXfc5LhWWlpaKhAISkq48E3TTBUFXB6aOaegC1Hw3RDd4uPjExMTk5IS6YmqCDiav2+/uQWSbiTgnj556hYdcvN13mpYMBnmzocFi2HeVMhWgyxNWAjqAsFZg1WVTT39Au677/YCAOwuAtg0FuYtgQXzYMH83pW/DLIWw1Rgak87dDQJAnDi9AuT31Ih0OoBX1z76dnu35gQDP/5UuK1n90hGLvpFtfe2AmCiRCMW3+bf+2gNwTqO6jsuIW/dA6ZPcX3XejKExBoccGEwPxcocHBDjA7OjwiKjkpNiYmOiYqIiM9h3oXglHZDg8js9MT4uMR4KJYuU1faLdPXe9GCA6O3wnBGJtdzpN93jrvtIJA/exh/6UPqxtHLHixzGyVq2ytIxG9yqxcawXFGpvj2Y5/qt019Gv/NWchGHH1p6fz3JodjBwg+PT7q8mXfvKEAJz9xW+69yub75whGB2x9PDih7X0ufsgGP/L2egZXp1OlJsQTPrlXNQWB4Eelb3DrnDNvTLRGO1Xw+fssuWOuhxhP3ELHDq7UCRqmbGhY9Ti4uw8rLuz+pcr78Aw4bPAYiHRAWa2zdrKhlAYHv8WaLXM2sJtbiwtYEMwMmLpd2N2Xtr2e4qKAa7rX8mivu88aq5qgDt47pbv244moUgkEokU0KZANzKLyuPxeLxS1QTcfc8Xhayc1P5Ub8q+G6JbbFxcMoNOV70YnP19t+BAX6QFUc4tfAA41weeoQG3YeE0WDIe5i2EefNgwTyYOx/mzod5y2Dh5PdpYMNEsHTDrm7YTy71PYRnj5t0ZQPInwOzl8CCubBgPiyYCwvmwrxFsGR6ZxLYcjXO4BrnNZh5a4+zE8W2bfjX+Nj1Ad9eMv/hCQRDttzi6ltkQzDk14P+EatOFE3Y0g2mnf/Z23PztfoRCzfYC84e8oFAc4d5QcEMQ3zEggYwLjY+tlVjYc28bTR2bnRUVGxsbHRMTGQGM5vqCMGoDIf7L7PTE+Lj4+LiEuj0KFZOy6Q1nVPWPsFLz4zZ3KO+2Ph62rJH1T9epEMAzh3yWfygukl9fsTSo6tcpWsd8ciVR6Way/Us8tfeFRrfyKxTnw/BJ7TVv65wrVjnJHI0coRglNH1bNqaU+/AlBnenVvuCNbfLi0fsyb+mx8XPa7pAlMZi36a96RR91bxOidi32UGxQbTtePoUbEdtkWrnSUQqPtsuLAgAC474gZWnankl5RmZHeBT8vNnbCO5iKZpEQqeQvUKy9aF0mlb8GnYldPDnwryMp9DaZV2Nwr7mzl1lRCMDNisck4yuWt15INbnEpVAwFEP+ZZYOZOkv7hL6vy8ul5X/HJGVlsLv9qLnH+NWHDe0FFCrnn7wWKlvPrlDfjjN+1cGzdr5vXtUThLC/TEL/dOPz+TxeKexsmLXz6jwTa+O7Zf/wS0PFDG7ztlyOG73y2H2vF4WsnOTkfjS9/dItLi4uISGBTk9ITIgfufzk2mOeRneIf/RyMIPb/I3nwsetPWPv7B4c+P8Vd97hUVV5Hz/6yqKAICCi6wopsNJZirhUUdPAQhJkRX3FEnQRAVsSwqIoCCrsgkFJI8mkTO8t0zKTqZlM7zUzmUkhISSkAqHjef84mcukiMi7z+P3+T55bpKZ5N4753zu77TfwZeVjTJyiqUlHwRcXsHp0tNFGv6uC5p42DANOpdA/SJong/Nc6FpIbTNhTZwYCMAAMTFxTOZzGGA0xrCYRqA9ffd0i2E5rnQPBea5kLTQmhaCE3LoGUZrAOZBXlLT0L1kg8MMa8Gp6wWLt+Zl/5T28PLzDNeCj+e8GJRd9Kp8+cmraqNe7V94tJv3yX6nnrVMOPlhqlrpX/fvQZ3eX1RHwTTacs+bH/shc9W7fSC+IatH18D0+zbsximOiGfz+fzhQIBt1Z9G3B1tSKBsFokFkskXIu+b/qzF59clefz7Jq4/ub4JW99ZVlXeund/XUQgM8/rlqBu37poQXUVZ+vKx1Yd7qPtfqTtokr0o4GXyzsWZV7pnniSgjuP/hG/srT/S8U9vy4JR+CiZuPeARrMgfAzL9SYWpu6+r8juD052oWvLscfx2CGbK/bV+Mv7n5RNPzp86/nlmT+r1v08nWtBNNr5xsXXP6AgRjTyceWMmCqzNKwMpd7W6nv1p+HTzc9P3Ptgtd7nq//UzTdTCxbdcB55nW62Bi+Kdy10CvX665DGa0ZR52dnV4QkEI4jiL0qekfJFyyJT+c+emE82pf5w3nWjaWno1bsPev0cA97sHGW5eyviqdOqzGVvyu9JyW/7Ay9l0ojntp7a03Oapy9/b81351YudgWBw1MAtmm4IbUgulxte7Y5Lzp6ffvj14oFNJ5o2nWj+49z0Wl5n0pe1E5dv/7mM7rAYEOCiR04R1BDdJBJJNN3EYolsEHA71uwkvlbY94deTtNreV3P762esvLjo7lFFFIlDje83w1Nd7sNuMLCwqKiovzC4p/yKgsKflaWb4R1ALbMgI4l0LQYmpZAy2LovZ/x2e1x1SlTpiQkJGzfvj3zi09XvPh+6tMANgJomXTTvByaFkPT4luWv0H7HOiKhd7p0PsAbAUCWixIoX62Ytst8BcIpry34p+JG/4FwRQIphyZ948n3jwx441j38/ZDMEUCKYt2nLk+znpEEy7BmZ+/GzG9Ld+HP9+ft34pRBMC49dODP9EOfx5yB4/BqYUUWmcaUSrqya4rLy5DKOWq775jgE42sqKKTORrrXzgi6mDYTDwHuL6vyfZ6dkxKu3Be/ZsO+x/43NyE5C4KJW9bvnvh2bheIkz+6FmSSH3vrhHviUtf4JQtSD4/9IJ//ZMJ18KT7gXkQPLZo8+HJ23JzlrwNwbRVL329a8k7EExYknoIfIJft/ErCJ4iPfnihHfzjA8ubn/g6ae2HgOf4l9JyILg0Yzl70967+eH3zsV848fnnjjeB940v3wkvHbC8HusoyFWyGY5uOIL05d1j0/xdbfbYQwdIrwCwDhY4XucOgamBQ+Xuq60levqL0Mnmr7/JC7t9Pb0ABBPGth6uRXvp6Tfmhe6qG5qQf/a047OHfT7/b8zYdnvJC9dMtBCK+O7INruqPCjY3w5sV39pU8umbPvPQjc1MP3cMJ3Mlpv+8OzEs9ND/t8NTVez7+tvxKX4fP779DjxuGNg8mrxcOdM5I2hubvG9++uF5qYf+a06L8l2+MvXQvPTDC9IPPvz3T06W0q1mnXJEQiSsfYqGTUcCTiIWj31mz7y0bxakHx5yDr/hb3/F2Ilh/vbufGhB+uH5aYcmr8s+mltEJlQUR+iG2qqIbkMAV1BQUFhYmJ+fn59fUFBQlptH/fHI5/qTY6AOQNdk6HoKOifAOsDaA+4Doyt3E4BeAB33Qet0aJ8J3VOhDdxSgAtc0FYJGosB9ci059/InJR8cGliZuC+ORDcH//ylwtSsiF4FILpiet2Td/01bRXDySt2w3BIx0gJu6V/Qlrd0PwQP39cxckZf/lpX1TNx18d+k7ENynGrfs/jf+c2B2GgTjuv68mmA3smXVNaeKb4Kp6h9+ptoN+q+PQTDhMpjV/+C8vjFzroOZrc9sYrsdFyYtujph0SmfZ8+4dVfBtNXrd01I++a5NTshGLN18dvgzX9Tpz0HwUMaML8ZzIBgnHbMwmlp3+yYlQYB2LNw64NbjnaAmefB1DFbvvt0zmsQTNi4IgO88UMXiIHgIcmYhf3gCQjGlT+yeuyWQwmrP4JgfDd4QjRmIQQPtoKZ4PWjGfO3tIOpz6/+8KG0g28ueReCsWfBE7I/LYTgTxdj19dC2Lz/+C0ABh6Y2xOfAAHonf2CrbXFqzXeBGOajuXbB/p81YorYPLZnfvt3R2eQACCyayZiZNePRCTlBObkB2bkh2blBmblBWblDnMMSM8MykzLjEzNjEzJjEzdoRjXsyKSboXP77+iyWvfQN/GQiFw8MyCP32IMO1/rdzCh5Z9WlsclZMQmZMYtZt39PJ3HZyVsyLWUP+YGJWbGLW8KtOzIxLzJyZGLk/SdmPrPpkx9dlA73n6gMBjG4Y16IDN4Q1jHpOp+vWQOeMhL1PJWbHJmXFJGXFJg9+HeKk7Lik7LikzLikzPikzJikrNikrNikrLjIQeztn2THJWXHpWTHJWbHJe6NS8yMS8yKS86KS86OTc6KTc6OdnxydnxKdnwSclZ8clZ8Ulb8hpzxz35yvJBqN+lrampGnRcyKuAkEomsulooEoxZ+unsjfvjk3NmJWfNSt4bl7w3fsOozonfkBOfkhOfkjM7JXt2yt64lL2zhnnDvlkpObM27puVjDl7FnrjCM/akIN+NXtjzuyUnNkpOX99ad/ktdnfnSgiESqi87xhEdyQJmpBQUFeXh5iXEFRYdHp4oJS2vfH8Kc+mmc7Cs6xwFkycJ8EeW+BlSuey/hwx4EDB7Kzs3ft2pWRkfHOtm3L1r6SsXaS61vQyQbXlOCyGLRUANH+/yn+KCb30w0/5Hx2/Id8HLFGXFVVK2NKVGLv5u3NMeskRqlSzAms3uxfna4WMLVqkb5OrBayG1ak+V9+T10rVqqrz09e4du6U2NRW3VSi1leK+Z1Tlnu2bNP32IzEPBdT6zUffE1U6tmSySSkvKL4+bLfyxgGGpVuYWtCzd2xK/vjFnbGbu2/9FnwknbeDZjw8vvhRK2iRs8rUeOdz6b3qiWh8/VN9aIu/68uoXJaOoJGVzWxle3wwefbn3nM9+O/V2pHzT2nYWLkhtf3m7taWu81uEqI/0ybsEluaRVUNU9K6FTLj13o8tgt51ftQVOmNu241/NG97v/eyr7gtnWy60O8isS4s2wAnzOl94y+719sDLVypI8LEVlyy6y9e7Wq50+4qJV2Y/Dyct6Nj0kaGjzV7vM7eEg3n4vhlrLo19+sz7e23hkONcq0tv7J+dEMIznJ3tfo22+5m00I+nPa1n3H5/99LU/mN5EA7AG73wWg+81g1v9MLrvfBm36BvRHzrIrzZD2/2w1v98Fb/4DEcgL9chPDyaL4C4dW79rWhHgiFh2/CgrJx3JlxjU1N8Fo/hDcgvD7C136PR54huqJhvjTahQ/AXy7Bm/3w1kV4oxfe6r/Y0+7x+qLpVh8ljG6+KLndbq/Xa7M7blw6By+fh5c74eXzNy+2/zLQcePCuev9Z28Muv1aX+vV3jNXe89c7W292tt6pefM5e7my90tF883DXQN8YWOxkvnG/vPNVzsDPe1B/s6Qn0dod6zgZ62+p62YHerv7vV39Xi6zrjO9/sPdfk6WjydDZ7Ops9HU3utgbnuUZXW9DeHnJaTXrZCLpFLVq43fuGAU4oFIrFYolYFHTU1ju0Pqvaa1F7zEqPWeU2KdwmhdukdBnkLqPcrq9xGmpsdTKbTubQy6x1UktdtVktMmslJpXQpBaa1GKjUmBUCfSKKoOySifn6xV8vYKvreHq5LxaGVcjYWukbK2Uo5Vy1NVslYihkrAUQrpSSFcK6XIBTSGkKYS0miqKUkglESpxOFxZRKMOMpSUlAwB3OCUkYKC4jL8yUJafsZi5geAuRsQtwHcl5tJbCmLxaRSqTQajclkslgsPp9fLZWdyMcX71jE3QnEOYC+64FTu5OO/5BbUs4h0CUEOo9IZUTyphMqifhSIb+4WkCkkIlUWqmIX14tJNDpFDKFRCQR2cxKWXVltYjCYFBYzApNDUEmpjGZVCqNyWDS+FxCnYZaU81mc5lCIVWroitkXA6Hz+NxxGKKUcuVVQv5VRyZhG7UMawGps3MtJnZDjPXWCeWVFcZ6vgWg0RSza9TC2wGkVIuk1SLlHKB0yGuVctlNTK1ShT0ijxOUcgrddmrnVaFWiV1WKUNHpVarayRK7xOacBfq9OprFZFyK80GTRqjdZqlrc3K0JBdUtYE2qo9bj0eoPOoNfWe2vbWzUt4drzbUanw6DX63xebXuz0eUwmswms9l4plHfc854rs3Y0251Oa1mi8PlNLe1mHs6LF0d1v4uh8/ndDicfq+t/ayrIehxuVz1AUdXu7u50etyuf1+V0+ns7XF5fW5XG6Xy+31+txuj8/n93i8yH5/vd9f7/PXe72++vpAfX3A6/WhY5/PXx8IBoMNgWBwmOvrA8GGUEMoFAw2/KbD4caGhtAQh0Lh0YQYd2eFw+FQaBQ3NjYN/y+/4lC4ceRJhkLhQCA4zA0Nofr6wPDLDwR9Pj+6UX5/vcfj9Xq9gUBgGN28EUXTzR2R1+t1uVwej8fucNjtg3Y6Xehbi8VqsVotVqvFYrXZ7WazxWqzmUxmi8VqNJrMFovBYDSZzCaTWa836A0GvcGg1xuMJpNOpzcYjHV1Or3BoNXWabV1Op2+rk6n1dap1Rq1RlOr1apUak1trVKpUms0CoVSpVLL5QqlSlVTI1colAqlcmTsNirdRCJRNN0EAoFQJBIIhTweXyAQcjhcHr+KzeFwuTwuj8diszlcHpPF4nC4DCaTxWaz2Gwmk8VgMqk0GoPBpFCpNDqdTKGSKRQajU4ik6lUGpFEolCoBCKRQCSRyRQ8gUAikSvxeCKRVFFZiScQyisq8HhCWXl5RWVlRWVlRSW+vKIChyvD4crKyitwZWWIX3eI4FBz9Tbgohl3+nTR6dLy/J/+XXT4n6e/+2fh4Y+LigpKSiuwHVQRIIuLi3GlpZVEMq4oD3f0A9yxj07/50scjlBJYVUS8OUV5Xh8ZUVFOYFAqKysJBKJRAIRTyCQiSQCgUAmk4kkEoVMJpHJJBIJcZNCpVKoVDqdTqXRaDQajU5nMplMJpNOp7NYLBaLxWFzWCwWl8tlczhsDofH43E4HD6fz+PxuFwuj8cTCARVVVV8fpVAJKiqqpJIJEKRSCgUSiQSkVgsEonEEom0WiqRSGQyWU1NjVQmk8vlMplMoVDIa2pq5HKlXCFXKFRKlUKpVGs0SqVKo9FoNBqVUlmrrVVrNNraWk1kO6JajUavrdPqBzcJNxgMOp3OaDQaDQa9Xm8ymw0Gg0FvMJvNRpPJYjWbzGar1Wo2m21Wq8VitdisdqvNbrPb7Xar1eqw2212u81ud9odTofDbre7XC63x+N0uZxOp8fjcbndLrfb5XJ5vV43qlrewUWsaKG+1+vF4gv0c9RnFD0Z1e/3B4NB9JqGEQoEAsFg8DdhhBQKhe7cuXa7ly0c/l3jqiMT596lRp7ksPVVI/N/YMIm7kbjDN3DUQcToumGUQ/RzePxOJ1OjHoul8vpdNpsNkeUrFar3W63WCw2m81ms1mtVpPJZLFYLBaL0Wg0R8lgMJhMJpPJZDQaUTEbtu/fsAy9aC09tnnzr+VBupvYTSAQIN5VVVUJhUI+n19VVcXlcvl8Pp/P53A4PB6PzWZzuVwWi8XhcDgcDpvNZrFYdDqdyWTSaDQGg8FgMKhUKp1Op1AoNBqNTCZTqVQSiUShUCgUCpFIJJPJBAKBRCLh8XgikUgkEqN3k4ne8xTN6Y2eGjJyhCF6A4YhgBvOuJLywjJKUTm9qJxaVIwrKSkegjYcDofDlZSUlOFw5ZWkChKvjMStIDEq8IQyHA7lMCkvL8fj8RUVFbcZRyTi8XgSiYR2lSYSiRQKBQGOTCYjrFEoFDqdTqVSGQwGihYR4xgMBpvN5nAijGOzeTwexjgul1tVVYUYJxAI+Hy+UCgUCARisVgsFg8yTiSqrq4Wi8VSaRTjpFKMcegRp1Qq5XK5SqVCUyLR4mSNRqNSqVCyQK1WixLb19XVoT2KdDqdVqtFO04OMs5o1Ov1JpPJYDCgYmo0Gi0Wi8lkGmSczWaz2VCBttsjjHM4HA4H+pXT6RxknNuNAIdpkHFuN9YyQoAbxjisfmJd49GMwzA3TIFAAM3d/00hxt2NEOPuTcOysN1B0ak+hqTYHSFsUlu0RtINMWtYm/Qe6Ga32zG6WSOKppvZbMYAh9HNEBGim16vxwCn1+vRZjF3oNuvrTa9Z7qhCoUBDtENxRbRdGMwGP9PulVWVkZvVn9vdCsqKhoEHBpniFZRURHKYB69FB+9LbqJi/0DrCVcXl6OVk5URgkxmEAgEAgEYkQY48hkMrpUKpWK4rhI9EZHUGMwGIhxKIhDjONwOFwuF0VtSOjZgoQYJxQK0ccjjgh1mqIPUiqVYn2raKKjXC5Hg0rKiNCjDyVd0ESEMU6LkttHhDCHGGcwGIwRodKJPY0R0VARt0XJHlH0Q97pdDqdTsQ4TJGRuiFClc0fpWHMij5GCv6KRg15fk13Ges1NjbefRT2m0HZHTRqsDaSeqNeOHZn0I0adiexb6N73LD7H/34iY7aMKEP1B4l7KNHhQEVDKycmIYKlaXo2E2n02G7miLYod0VsNgN29sUK8+jrqWXSqXVEaEKgiqLKCJhRJHmER+1mTC6cbnc6NiNxWIxmUxGRKgio0pNjQhVeVT9SSQSiUTCyIBAgSXpxYStxyorK8OGTYf1uKGoLVr/B9JS2ZI2fPd9AAAAAElFTkSuQmCC" alt="" />
(3). 差的索引、差的聚簇因子的情形
aaarticlea/png;base64,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" alt="" />
aaarticlea/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAATCAIAAAAf7rriAAABHklEQVQ4jc3Tv0sCcRjH8Wc4/wL9H4T0P3CpXYQcHQpuFIQayjvXQrnulhosHDpQsBZB8Q9wuWu1QVBcbMtNyaAm3y0e/fC4Lmvo4bO++D6fB74CLJdPm0X+MRaRn2HuowziDFNMVBFhajDvsHB4GYXBMQZxRikeVBHh0WDeDo+jKzz5gJ8dXjfAU4NZm4UbEse+4uC1qVYplSgU2Ntf4aHXeXrGLBjX65TLaEXyeTIZdrYjCskEIpLdRdMwTWybOxc/3GpxfsHpCUfH5HKk0xGF5JaHi1gm9jWuP3Ycbm+o1bAsDg9Q1U9YC8b9Pt0uzSZXl/LdrOHxmF6PTodGg0oFXY8oJLzOuveyf+f1vB8si17EDFj7zz5GyPwKvwECQrZ4yvBSdAAAAABJRU5ErkJggg==" alt="" />三、案例 - 表上索引和索引质量
1. 查询单表上索引列的相关信息
SQL> @/home/oracle/sql/idx_info.sql
Enter value for owner: SH
Enter value for table_name: SALES Table Index CL_NAM CL_POS STATUS IDX_TYP DSCD
------------------------- ------------------------- -------------------- ------ -------- --------------- ----
SALES SALES_CHANNEL_BIX CHANNEL_ID 1 N/A BITMAP ASC
SALES_CUST_BIX CUST_ID 1 N/A BITMAP ASC
SALES_PROD_BIX PROD_ID 1 N/A BITMAP ASC
SALES_PROMO_BIX PROMO_ID 1 N/A BITMAP ASC
SALES_TIME_BIX TIME_ID 1 N/A BITMAP ASC 5 rows selected.
(1). 从上面的查询结果可知,当前表TRADE_CLIENT_TBL上含有4个索引,应该来说该表索引存在一定冗余。
(2). 大多数情况下,单表上6-7个索引是比较理想的。过多的索引导致过大的资源开销,以及降低DML性能。
2. 获取指定schema或表上的索引质量信息报告
SQL> @/home/oracle/sql/idx_quality.sql
Enter value for input_owner: SH
Enter value for input_tbname: SALES Table Table Index Data Blks Leaf Blks Clust Index
Table Rows Blocks Index Size MB per Key per Key Factor Quality
------------------------- ------------ ---------- ------------------------- ------- --------- --------- ------------ -------------
SALES 918,843 1769 SALES_PROD_BIX 0 14 1 1,074 5-Excellent
SALES_CUST_BIX 0 5 1 35,808 5-Excellent
SALES_TIME_BIX 0 1 1 1,460 5-Excellent
SALES_CHANNEL_BIX 0 23 11 92 5-Excellent
SALES_PROMO_BIX 0 13 7 54 5-Excellent
5 rows selected.
(1). 从上面的单表输出的索引质量可知,出现了4个处于Poor级别的索引,也就是说这些个索引具有较大的聚簇因子,几乎接近于表上的行了
(2). 对于这几个索引的质量还应结合该索引的使用频率来考量该索引存在的必要性
(3). 对于聚簇因子,只能通过重新组织表上的数据来,以及调整相应索引列的顺序得以改善
aaarticlea/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAATCAIAAAAf7rriAAABHklEQVQ4jc3Tv0sCcRjH8Wc4/wL9H4T0P3CpXYQcHQpuFIQayjvXQrnulhosHDpQsBZB8Q9wuWu1QVBcbMtNyaAm3y0e/fC4Lmvo4bO++D6fB74CLJdPm0X+MRaRn2HuowziDFNMVBFhajDvsHB4GYXBMQZxRikeVBHh0WDeDo+jKzz5gJ8dXjfAU4NZm4UbEse+4uC1qVYplSgU2Ntf4aHXeXrGLBjX65TLaEXyeTIZdrYjCskEIpLdRdMwTWybOxc/3GpxfsHpCUfH5HKk0xGF5JaHi1gm9jWuP3Ycbm+o1bAsDg9Q1U9YC8b9Pt0uzSZXl/LdrOHxmF6PTodGg0oFXY8oJLzOuveyf+f1vB8si17EDFj7zz5GyPwKvwECQrZ4yvBSdAAAAABJRU5ErkJggg==" alt="" />四、案例 - 索引的使用频率报告
Oracle提供了索引监控特性来判断索引是否被使用。在Oracle 10g中,收集统计信息会使得索引被监控,在Oracle 11g中该现象不复存在。
尽管如此,该方式仅提供的是索引是否被使用。索引被使用的频率未能得以体现。
下面的脚本将得到索引的使用率,可以很好的度量索引的使用情况以及根据这个值来判断当前的这些索引是否可以被移除或改进。\
参考了沙弥大神
1. 判断索引是否被使用
SQL> @/home/oracle/sql/idx_usage_detail.sql SH 1 Index
Table name Index name Index type Size MB Index operation Executions
------------------------------ ------------------------------ --------------- ----------- --------------------- ----------
COSTS COSTS_PROD_BIX BITMAP 1.75 - 0
COSTS_TIME_BIX BITMAP 1.75 - 0
****************************** ****************************** *************** ----------- ----------
sum 3.50 0 SALES SALES_CHANNEL_BIX BITMAP 1.75 - 0
SALES_CUST_BIX BITMAP 5.69 SINGLE VALUE 2
FAST FULL SCAN 1
SALES_PROD_BIX BITMAP 1.75 SINGLE VALUE 3
FAST FULL SCAN 1
SALES_PROMO_BIX BITMAP 1.75 FULL SCAN 1
SALES_TIME_BIX BITMAP 1.94 - 0
****************************** ****************************** *************** ----------- ----------
sum 20.31 8 9 rows selected.
(1). 上面的结果列出了当前数据库中schema为SH且索引大小大于1MB的索引的使用频率。
(2). 由于当前的数据库为标准版,没有分区表功能,所以可以看到很多arc结尾的表,且索引很大,如ACC_POS_STOCK_TBL_ARC上索引达到19G。
(3). 表SALES的主键SALES_PROD_BIX上范围扫描最多,总计被使用次数为3次。
(4). 对于上述列出的被使用的次数为0的那些索引,应考虑索引的设置是否合理。
(5). 过大的索引应考虑能否使用索引压缩。
(6). 最后列出的是报告的schema名称以及索引大小的过滤条件、索引被收集的日期。注,索引列的大小sum求和有些不准确。
2. 总结
本使用了2个替代变量,一个是schema,一个是索引的大小。
缺省情况下,对于那些较小 的索引以及仅仅运行一至两次的sql语句的历史执行计划不会被收集到DBA_HIST_SQL_PLAN。
因此执行脚本时索引大小输入的建议值是100。
如果需要收集所有的历史sql执行计划来判断索引是否被使用,需要修改statistics_level为all或者修改snapshot的收集策略。
收集策略对系统性能有一定的影响,以及耗用大量磁盘空间,因此Prod环境应慎用(UAT和DEV则无妨)。
脚本下载 (由了沙弥大神整理,借用下)
1. idx_info.sql http://files.cnblogs.com/eastsea/idx_info.zip
2. idx_quality.sql http://files.cnblogs.com/eastsea/idx_quality.zip
3. idx_usage_detail.sql http://files.cnblogs.com/eastsea/idx_usage_detail.zip
Thanks and Regards
参考:了沙弥大神 http://blog.csdn.net/leshami/article/details/23687137
aaarticlea/png;base64,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" alt="" />
PLSQL_性能优化系列12_Oracle Index Anaylsis索引分析的更多相关文章
- PLSQL_性能优化系列13_Oracle Index Rebuild索引重建
2014-10-04 Created By BaoXinjian
- PLSQL_性能优化系列01_Oracle Index索引
2014-06-01 Created By BaoXinjian
- PLSQL_性能优化系列14_Oracle High Water Level高水位分析
2014-10-04 Created By BaoXinjian 一.摘要 PLSQL_性能优化系列14_Oracle High Water Level高水位分析 高水位线好比水库中储水的水位线,用于 ...
- PLSQL_性能优化系列16_Oracle Tuning Analyze优化分析
2014-12-23 Created By BaoXinjian
- PLSQL_性能优化系列08_Oracle Insert / Direct Insert性能优化
2014-09-25 Created By BaoXinjian
- PLSQL_性能优化系列15_Oracle Explain Plan解析计划解读
2014-12-19 Created By BaoXinjian
- PLSQL_性能优化系列05_Oracle Hint提示
2014-06-20 Created By BaoXinjian
- PLSQL_性能优化系列04_Oracle Optimizer优化器
2014-09-25 Created By BaoXinjian
- PLSQL_性能优化系列10_Oracle Array数据组优化
2014-09-25 Created By BaoXinjian
随机推荐
- Codeforces Round #126 (Div. 2)
A. Cinema 假设当前要的位置为\((x, y)\),如果枚举答案的横坐标,那么每次找离\(y\)最近的纵坐标. 如果占用了位置\((x,y)\),需要要更新第\(x\)行的信息,而占用位置\( ...
- HDU-1828 Picture(扫描线)
题目大意:给若干个矩形,求轮廓边长. 题目分析:与求面积类似.按从下往上扫描,仍然是底边添加,上边删除.但要同时维护竖边的数目,每次扫描对答案的贡献为扫描线上总覆盖长度的变化量加上竖边的增量.总覆盖长 ...
- MySQL Backup in Facebook
本文将较为详细的介绍Facebook对于MySQL数据库的备份策略和方法 文章欢迎转载,但转载时请保留本段文字,并置于文章的顶部 作者:卢钧轶(cenalulu) 本文原文地址:http://cena ...
- Notepad++ Emmet安装方法教程
Notepad++ Emmet安装后出现 unknown exception提示插件无效Python Script Plugin did not accept the script.以下为记录解决方法 ...
- 最大化 AIX 上的 Java 性能,第 3 部分: 更多就是更好
http://www.ibm.com/developerworks/cn/aix/library/es-Javaperf/es-Javaperf3.html 最大化 AIX 上的 Java 性能,第 ...
- ABBYY FineReader的图像编辑器功能使用方法
日常工作中,有时可能需要对图像进行编辑,可是正常情况下大家都知道图像是不能直接编辑的,需要借助工具.ABBYY FineReader 12 OCR文字识别软件可以实现图像的手动编辑,接下来就具体给大家 ...
- linq实现左连接
1.左连接: var LeftJoin = from emp in ListOfEmployees join dept in ListOfDepartment on emp.DeptID equals ...
- 解决tomcat一闪而过问题
环境: jdk 1.8.0.91 windows2003 tomcat8.0 故障现象:启动tomcat 时, 一闪而过 排障步骤: a) 首先是要调 ...
- 执行NET 命令无法使用超过20个字符的组名或用户名
https://support.microsoft.com/en-us/kb/324639 执行 net localgroup "Performance Monitor Users& ...
- Android App监听软键盘按键的三种方式
前言: 我们在android手机上面有时候会遇到监听手机软键盘按键的时候,例如:我们在浏览器输入url完毕后可以点击软键盘右下角的“GO”按键加载url页面:在点击搜索框的时候,点击右下角的sea ...