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FCS|文章解读:IXT——基于隐私求交的多关键词查询可搜索加密 |
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论文标题:IXT: Improved searchable encryption for multi-word queries based on PSI
期刊:Frontiers of Computer Science
作者:Yunbo YANG, Xiaolei DONG, Zhenfu CAO, Jiachen SHEN, Shangmin DOU
发表时间:15 Oct 2023
DOI: 10.1007/s11704-022-2236-9
微信链接:点击此处阅读微信文章
原文信息
标 题:
IXT: Improved searchable encryption for multi-word queries based on PSI
发表年份:
2023年
原文链接:
https://journal.hep.com.cn/fcs/EN/10.1007/s11704-022-2236-9
引用格式:
Yunbo YANG, Xiaolei DONG, Zhenfu CAO, Jiachen SHEN, Shangmin DOU. IXT: Improved searchable encryption for multi-word queries based on PSI. Front. Comput. Sci., 2023, 17(5): 175811
01
导读
遗忘交叉标签(Oblivious Cross-Tags, OXT)是单写单读框架中第一个用于联合查询的高效可搜索加密(searchable encryption, SE)协议。但是,它也需要在安全性和效率之间进行权衡,因为它会将部分数据库信息泄露给服务器。最近对这些SE方案的攻击表明,这些SE方案的泄漏可以用来恢复查询关键字的内容。为了解决这个问题,Lai等提出了隐藏交叉标签(Hidden Cross-Tags, HXT),减少了从关键字对结果模式(Keyword Pair Result pattern, KPRP)到完整结果模式(Whole Result pattern, WRP)的访问模式泄漏。但是,WRP泄漏也可以用来恢复查询关键字的一些附加内容。
本文提出了一种基于标记私有集交集实现模式隐藏访问和搜索的高效可搜索加密协议——改进交叉标签(IXT),本文还证明了所提出的标记私有集交叉(PSI)协议对半诚实对手是安全的,IXT是
半诚实安全的(
是泄漏函数)。最后,对IXT和HXT进行了实验比较。实验结果表明,IXT在客户端搜索阶段的存储开销和计算开销都比HXT低得多。同时,实验结果也表明IXT具有可扩展性,可以应用于各种规模的数据集。
02
系统模型
系统概述
IXT的系统模型由两个实体组成:用户和云服务器,其架构如图1所示。
![](data:image/png;base64,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)
图1 IXT的架构
1.客户端
客户端有许多文档,希望将这些文件外包,并将搜索操作委托给云服务器。客户机首先加密文档并生成相应的搜索令牌,然后将加密数据库发送到云服务器。如果客户端希望搜索某些关键字,则在客户端首先生成搜索令牌,然后与云服务器调用带标记的私有集交集协议。在标记的PSI协议结束时,云服务器什么也得不到,客户机接收结果。
2.云服务器
云服务器无法从加密数据库推断其他信息,根据接收来自客户机的查询请求后,云服务器将其保存为输入,并与用户一起调用标记的PSI协议。在标记的PSI协议结束时,云服务器无法获得关于客户机查询和搜索结果的任何信息。
可搜索加密:定义和安全性
在单写入器单读取器设置中有两个实体:服务器和客户机。客户端是明文数据库的数据所有者,服务器存储加密数据库。更详细地说,客户机将其搜索服务外包给不受信任的服务器,当客户机希望搜索文档时,它首先使用其私钥在本地生成搜索令牌,然后将其发送到服务器。使用搜索令牌,服务器可以为客户机检索加密的标识符或文档,而不会泄露任何附加信息。形式上,一个可搜索的加密方案由以下两种算法组成:
:该算法由客户端调用,以
和客户端的数据库作为输入,其中为安全参数,输出公共参数、主密钥和加密数据库。
是公开的,
由客户端私下保存,
被发送并存储在服务器中。
:该算法在客户端和服务器之间交互运行。客户端以公共参数
、主密钥
和查询搜索令牌
作为输入,服务器以公共参数
和加密数据库
作为输入。在算法结束时,客户机输出与查询
对应的文档标识符
,而服务器不输出任何内容。
在本文的设置中,假设云服务器是半诚实的,即服务器诚实地执行协议,但试图从协议记录中获取更多信息。本文在标准半诚实的基于仿真的范例中证明了安全性,并形式化了所提议的IXT的理想泛函性
,如图2所示。非正式地,如果服务器只获得与泄漏函数
相对应的信息,而没有其他信息,则提议的协议对半诚实服务器是安全的。
![](data:image/png;base64,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)
图2 理想功能![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABwAAAATCAYAAACDW21BAAAA8UlEQVRIDeVU2w2EMAzLPp0n+3SezNN9fCrQJqHhrlCJn0NC9EWc2G4ILz/0Mh7+FLDkBCIK35TLkgoXlBbkRCAWE1zARHBLZnd2eAEYBa9JJCwWeGEaYRAxbH2zFfw6F1YYabhKZUskANz1U3MIOGWsWaXBIaI00k9/0FFBZnVzyocAmxze4Zp8BDipX6W9BxIGdzedzFX3jBkGSoUJNEFhPdcBtWwA3yVwgM4sNi0XsE0Orfmkr6U0SNwBtlB3vluSJrk6N9Mh1CNAYe4NwAPWqvX+Fqftjv0AcKey91pLW8lIrgePnekB4MDSrYXXAT+vu5Wy89dSDQAAAABJRU5ErkJggg==)
本文提出的可搜索加密方案是半诚实安全的,如果(1)协议是正确的;(2)对于每一个P.P.T攻击者
,都存在一个模拟器
,它为协议执行生成一个服务器的记录,该记录与服务器对真实交互的看法在计算上无法区分;(3)只有泄漏函数![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABAAAAAVCAYAAABPPm7SAAAAn0lEQVQ4Ee2T0QnEMAxDtY/nyT6eJ/N4H5X4KKG2m+Yo3NcVQiHBz5KcgC8/vKznPsCUIkoLHX8IYGdrPfRntmAqBOBLNApO9RlAGlVAFH5zeaGAQyrAne4DmEMcaUO4od4FJYBnsCm/VNAbiCLtyn8B+Pj/oj5kUPkfewviJYPk37qPdDWRCTD18Z2XaP7XE5mAu5Qe9v+A6i08hBaPDyhJ7ynkYMJnAAAAAElFTkSuQmCC)
可以泄漏到服务器。
在下文中,定义了方案中使用的泄漏函数
,以
和
为输入,泄漏函数输出如下项:
l
是中存储的关键字总数
l
是每个关键字
对应的文档数
03
标记私有集交集
图5描述了标记私有集交集协议。本文遵循Pinkas B等人的《快速恶意私设交集》的工作构造,但做了一些小的修改来构造标记的私有集交集。
第一个变化是,在遗忘传输中,本文将OOS17协议(恶意安全)替换为KK13协议(半诚实安全)。这种改变使得标记私有集相交更有效,其中本文的标记私有集相交在半诚实模型中得到了证明。在有标签的PSI协议的第3步中,第二个更改是发送方加密与元素对应的所有标签,然后以M与元素相同的顺序随机排列。当且仅当在交集
处时,接收方可以解密与元素
对应的所有标签。
04
IXT
本文的SE协议IXT使用(1)带有密钥铲
的IND-CPA安全对称密钥加密方案,(2)具有输出长度
的伪随机函数PRF。IXT协议包括两种算法:
和
。
算法1中的设置算法
获取安全参数和
,返回
、
和
,加密后的数据库
由
对的密文组成。客户端首先计算每个单词
的
值,对于数据库中的单词
和每个
,客户端加密每个对应
的
,对于相同
的在不同的地方
,就会产生不同的密文。
搜索算法
如算法2所示,在
搜索阶段,客户端首先生成其关键字的陷门,然后客户端和服务器调用一个标记的私有集合交集,其中客户端持有陷门作为输入,服务器持有所有陷门及其相应的标签。客户机在带标签的PSI协议的末尾输出所有相应的标签,而服务器什么也得不到。最后,客户端解密所有标签,并根据其搜索类型(分别为合取或析取)计算交集或并取。
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)
05
主要贡献
本文贡献如下:
1.一个有效的标记私有集交集。本文构造了一个新的基于字符串的探测与异或(PaXoS)的标记私有集交叉点,并证明了标记PSI协议对半诚实对手是安全的,基于PaXoS的标记PSI协议是第一个没有繁重加密原语(如同态加密)的高效标记PSI协议。
2.高效的SE方案IXT,具有更强的安全保障。本文在不知道搜索和访问模式的情况下给出了详细的安全证明,这表明IXT提供了更强的安全保证。IXT是第一个搜索并且使用基于多方计算(MPC)技术的隐藏可搜索加密方案。此外,本文还通过实验比较了IXT和HXT的性能。实验结果表明,IXT在加密数据库
的设置时间、加密数据库
的存储大小、客户端搜索时间等方面都优于HXT。同时,云服务器可以并行执行搜索操作,以获得更好的性能。
3.支持连接和析取查询。在IXT搜索阶段结束时,服务器从标记的PSI协议中得不到任何东西,客户机可以获得一组与每个查询的关键字对应的标签。然后,客户端可以通过它的查询类型(即析取查询的联合和合取查询的交集)来计算结果。
06
性能比较实验
在本节中,首先比较了IXT和HXT之间的总体交互回合,然后做了一些实验来比较IXT和HXT的性能,包括设置和搜索阶段的存储开销和计算成本。本文在HXT中使用相同的表示法,其中
表示为sterm,其他表示为xterms,用于联合查询
。
IXT与HXT之间的交互比较
在HXT中,客户机与服务器有六个交互轮(6个消息流),其中第三、第四和第五行可以并行执行。然而,在IXT中,总共只有三个交互轮,其中KK13协议花费两轮,服务器最终并行地向客户端发送和发送。这些结果分别总结在图3和图4中。
![](data:image/png;base64,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)
理论比较
本小节对IXT、HXT和OXT进行了理论上的比较,包括(服务器的)总体存储开销、在客户端和服务器端联合查询
的每一步计算和通信。总体比较如表1所示,比较表明,包括总体计算、存储和通信开销在内,IXT的性能优于HXT。
表1 客户端和服务器之间的通信开销及其联合查询的计算开销
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfkAAACGCAYAAADetfNEAAAgAElEQVR4Ae3d+ZN0Z1UHcP8MLIrfqPIXyqIKpEQSCIbklYRsLCEmoAgYlihKWNSoiAiyCBhAQWVHtgQUEWRVVlFAEBRUVFQW2cKioCj7tT4Xv5PnvdPd0327p6fvzDlVPbf7Ls9ynnPO95znPs+Z7+mKigPFgeJAcaA4UBw4dhz4HpRefetb3+o++9nP1qd4UDKwRRn41Kc+1X3iE58onm+R562dK/6XzW/lYZnvn/zkJztys8y9R3XPt7/97R7aTwN5jb7ZzW5Wn+JBycAWZeCmN71pd5Ob3KR4vkWet3au+F82v5WHZb5/7/d+b0dulrn3qO75z//8z/0gn4i+jsWB4kBxoDhQHCgOTJ8Dp0Xy0+9O9aA4UBzYFAdM933ta1/rvvOd76xUpPs997//+797z/7/zGH39a9/vfuf//mfvfMrFVw3HzkHvvnNb/bj59UusfjmN7v+6Ldxdb1otzhQIL9b41GtKQ7sBAc+/elPd9dff333xje+sXvJS17S/cd//Ef38Y9/vHv4wx/e/eEf/mEP4Ndee23313/9193zn//87oUvfGH3C7/wC/33t7zlLd2TnvSk7s///M+7r3/9G93b3tZ1r3rVd7v1t3/7t/19wL5ouxzgtBmbX/u1X+u+9KUv9WNnzP75n/+5e/rTn9495jGP6b7xjW/04/vHf/zH3Wte85ru93//97uf//mf7170ohf133Puhhu+2F13Xdc95CFd95a3dN0NN3y+lxPPFc3nwL/9279111xzTfeBD3yg+4M/+IPuYQ97WPe5z32ue8973tM997nP7d71rnd1L3jBC7pf/MVf7HXpyU9+8vzClrxSIL8ko+q24sBJ4YAo/Gd+5me6v/u7v+u7DBh+5Vd+pROtvfWtb+1+/Md/vPvIRz7SOwBA4d///d+7f/3Xf+3uf//79yDx0Y9+tPu5n/u5/rtoD8hfe+2N3OMoiPKLts8BTtnVV1/dV3zDDTd09773vfvZFd9PnTrVA/7LXvay/hxA+u///u/uJ37iJ7ovfOEL3b/8y790z3nOc3qA+tKXuu6jH+26T36y6+51r6772te67kMf+lD3O7/zO9vv1IRq/MpXvtLrDycLbx/wgAd0b3jDG7pXvepVnTHgXNO/n/qpn+r+4R/+oef5ut0rkF+Xg/V8ceCYcQBI3/3ud++NkK5ZwHPWWWd1X/7yl/tp9kc+8pHdQx/60C6rd90TkPddlB6Q9/u97+26pz/dt+9SgXw4sf2jCJIzBkD+4i/+orviiiv68dKSP/uzP+vOOOOMHtDTsoD8F7/4xf5UQD7Xv/CFrnva07rO65gC+XBl/vG//uu/uvvc5z79zJi7/vEf/7G74x3v2L2XkjQUkG9Ojf5aID+adfVgceB4ckAEd7e73a0HdT00VS/KY6BE7i996Uu7888/v3NfqEA+nNjtI5C/8sore6fs/e9//2kg/6d/+qf9Na9pQotA3uv3172u6z7/+e/eXSAfrs0/DkEez0zN/+qv/mqvW3myQD6cqGNxoDiwcQ5YPOW9oXfqFtG9+tWv7n73d3+3N0Ivf/nL++l57w4vvfTSvWl3U7mm8dEwkn/Pe2q6fuODNLJAwO5VjHG1fzuRvPE03qblf+RHfqR3AlQBlH7sx36s+/z/I3kieQD/ild03Rve0HXveldN1y87HGbDvCIxM2IthDUMeHy/+92vn7bPItcHPehB3Yc//OFli114X0XyC9lTF4sDJ5MDpuhf//rXd6973eu6t73tbT2YMzoW2Hln6P3hE5/4xH6a0bS9CJEjIOofgvy73911gsOstavp+qORKeP07ne/u1/gZZxEkc985jP7tRfGDugbWwvALK40jpK+eM/+T//0T32jA/Kf+1zXPfOZXfesZ3Xdi17Udd/4Rk3XLzOqkl4961nP6vXFjIk1Eta6vPa1r90bF6BvDLxOCegvU/a8ewrk53GmzhcHigOjOAAcHvGIR/SGbLilSvRiuhiYFE2PA1bZe10jIm2J03Ddddf1K8Pb8/X96DlQIH/0Y1AtKA4cKw6IPkzvmpJsF+fpJHCwgngTEcqxYtpEOiPKFPFz5Fry23nv8It2iwOngTzv2tTMYx/72El8fvmXf3kS7ZwKP6udRyP3Ft3Yolb8Pxr+2zf+qEc9qvg/Ebu/C3pCX+ntLrRlVhu8VrFIFp0G8rxrnnd9igclAyUDJQMlAyUD05WBzJadBvK7NclQrSkOFAeKA8WB4kBxYB0OFMivw70jepZ3LWGJ/xo46x0YDy5e3BE1cVS1U233qM6OfMhCNtmxjL1VuVa+W/VOJmxj817Uql2fV77ylZ3sZV/96ldH1nb4j+mDjF+26Vmxb/GW/fd/8id/0q/wtsjLR9+WJdOUUvBuSwfU8zd/8zf9WGijurVfO/TJ+gR9tGJdimDbEGUM3FXSH/blec97Xv8vkMmYj+13UrG++MUv7mXr7W9/+0o8thZjGVlUPxmYlRXRtY997GO97Pv+5je/udcHbcJXOwZ2lbQ3MyO+I0c6MItcyzO5f9Z9B50rkD+IQzt4neG2tYmxt6WpJcIgixJhmhJpN8MyXI09pT5so634ZOuanOO+A0AgIve1vPB4CGTshf7Lv/zLfovbLEdw2bZ+5jOf2WeY1RtjtWw57rNoS57ulpTlnTjwkCf/TW96015edd9/6Zd+qQdETs0qBETf+c53rgRCq5Q/vFd9P/ADP9A73fhPN43LH/3RH/WLDWU0A4q2D0oc1CYSGpZ10G+L3GzFGhJezgOM4b3tb+0Z2gu7IC677LK+rcDe2OGnvt3rXvfqt0r6vQr5BzaveMUrTlu0N6sveCMxT+RseOQscKI8a28/2X/IQx7S8/uDH/zgKk3a2r0cPk4eZ5bNtj8ezzlPQ51Iozgzj370o3tnRzbCMWOrrAL5cHRCR/9I4qlPfWqveJSdxyunOE+WgkhmweAjCvL3f//3vYGhuJTHnmZK8oxnPKNPyJCuy6vMMxYBAltl+IcUPHhGVnRISe2fJrD2dqqfQbPQQ0IN9bVEuOU+1zaGggPiOQCk3faCKu9973tfn0p1Uwkg2jYcp+/GRTR4z3ves48SOXyMp4VjcZCA+o/+6I/uGQ/X8V4UZXEtY+HcrEhpyCsgBQRaYnwAFjlZhaRS5Zy2pD0XXnhhb8yG9VhYSx6RNpPPoXylLOddjyFULgdBPw+b1I0Xv/3bv93PnDDceERfyHfoCU94Qg/6ftML45FxUYa2OjcE3Dyfo7zn/olJS57jFPlnQasSOxDZ8ay22KcttbHxatsDbCRKyn12S4Tns+o1Du0YiLjt1Q/ZgTEMVKREBuB48+u//uvdO97xju5pT3ta7wR6HllsBuyRa/QgRK7xQxnaphxt0C98px+ut33Os4dxVO+zn/3sXj6UTzbucY979HaV7XOd3cYLtjr8dF7iHER32NAxVCA/hmtH/AxhEKlJLQqADT7QtTc5/0CEoLhPBisJLVwDyCJAxsDRFOIDH/jAPWGnLBTHf57yDCNJUQAGISNwPPnLL7+8v++qq67qI0XZmkyTXXLJJX2dLXtEaH/1V3/Vt4vBY7gpvmcJuP9WxpngRPDGXSuazwF84jTZr+w/VIl+RdtyyYck2Pjpn/7pPePMUTP+nCsABHwYa1EFYkzICwMo+vTb0U4bY2vMGFfXGUznkiQnz3o+34FCvjv6iAbJnH/I8Zu/+Zu9kVW31wvnnntuL1NkLsRQy7SWc+Tu937v9/b6pL7UyVhrG8NPXtWHRM2zIt7UsamjdgAZfaEbZle0QXvitLpHdjkGHok46S3A9IrCPnO6gM/RAc/gJR3WP0TPAZ968NE/B0L+mxlZAJjq9qxPvg/HxDPAVhl3vetdu6c85Sl7+dPx0zhJrWrcWhJZshtI2doscZLvPp51VJ/6yZmP30hwwb4gjtHjHve4vb4EtPUNcSDwDK8e/OAH9zaEI4Xwls1RF/sUvrrGmSLzjuSGbvgve2yYtvzGb/xGb3u2IRvaw/n8wR/8wT3bKKC5y13u0iciYhuNLXtIH+973/v2M1meIzsXX3yxrz2PjccYKpAfw7Ujfkb2KUpD2fyHqAg8pWKEpRelbKJ9BoFwtyAPbGW6YlgITiI6gsZoMDKmFykHJWIsCSMQpngUzvmf/dmf7RUwnr3nAU4UGpsosbK0zX81I8Se1WYeuoiBkupTQN71otkcAAIiEYb/7LPP7mdifM9YeUpGrTbSyxgmSmRoGUvjbKwYHc4YAxiQSO3DSJ6DAfQ5AYyT6FtdPt6ba5/pU2UyWuQxRA7bSF67GHpAwfEko5EdsuIfqZAbxHlluDkoDDfDDxzJo5kk9THk6lencjgVot7DJnVol7bSFc4IAqAcLoQ3dDUAru+e0S9tBQSA1dSta0DLONE7W7VaPg4jeboONIAWXVaHDHb4xYE2phwAr3KMiRm9loaRPLtw5zvfuR9jU/YBX2XH0fe8egGmsQf0ZvLMJJAL42y2zm/OZaL3vJZJ/bMief/ABU+AOKeCXJopNLbkBH+8ssoaFPaDbIcELvrNCY68xiHiuPqQW+Vsg/TRP/5BZMSsmxnRxz/+8b18mGXgOHPg/Vtf4+f1jz5Ib4tid/sfK/4pkF+RYbtw+2/91m/1CuWdGE8bWPJ4ReJA+id/8if3jIv2EjLgKtqgAKbs/Scx4EvYIuy5zkAQKkbW9LpyCSBwF60Ac4YAyDPo7qNwgEP9IpkYazMN/tkJxXIPI+h1gd+EmKPCCPFalev+tGcXeL1LbRClirgYefwV1Tn6JJJ0jWE0xgFIY8WwuI9hZpA5WYy+8QIiDDLDbLqwJeDZvjM0/vYIO8/oq8cHUJslALxkhvGPc5fyyFD7zjSOKOAB3KJRjgCQIJeMdKZ6GXnOKVnhvLpPREi2zTj5TW4Bvee102zHNmRJ/4EPAqDkGwEprxv0Ux9Fli1Y+8ckxkYb9QNvrr322r7PxoReK4Mj1PaDk+dayDXjqS7lKBOPtMuYWvNgrDjc2ul6SxyAyIqy6DRHzn3kzZjiKYeDQ58ImM56dcRJMBbGPXUZB/qtz4CWrSJ/7jM2Ifxo++I85wQfOQ2cPf3i9HAQyBSZMNaOHAj9Yq+Qc2Y5yZo+AVLOFJtEf8iKqfEhD9KewzjiPVupD/oqsMFP7+XpjDEWdJFh404XOOr6wl7TVzo49n/LF8gfxqgecpkEGmDy9hgQRDB43JRUlNV6ts4RMILiw1iK8HmzeV4ZlJCiRgEoIEUlpOqkHKJGz6nDkaKLIiklD5TwUjB1otQtwkcMlGcc3R+gcZ+VyOoqWp0DIsHkwR4+LSIUbRlfYwNAGRrj7DeD4shhbA3wsJzhb2MGTBhecgLIlEMW1JcIcPjcmN+cGHILpACHqA5wAChgbo0AuWL8yRagIqtHSfgN8BnpIQFjTg0dw0fOiz4ANMbdmDD6gB+QuWdZ4qhxos0S0C+vxei5MgEKHd0EibC9TuEIiNgtghNhk0POOwADZMBZX9gouxAOIuAM4FvblGfwAU/zGifncwyI+k0nrr766t6uAEht4IRsqv+pc5kjGRDA0I2MJRttbNhSuug3O81Rj+ySafKAn3RrDBXIj+HahJ9heAiMKcVNCDulFUUwrEVHywHGMRHZvJYYf8azHXvnUI7znh2eZ3xEbLPqXLWsYdmzfjOOPsr28V3dqau9PgsgZpV52Oe07aC2pB+tg5v+pU/LttP9In9gMqRVyxo+P+9321bffVqZ8BuJpJclz8zimz60srtsebt6H0ckQdW8NtKzdRzmAvl5nK3zxYHiwEIOMLaZPVp4Y13cGgeAYM2IbY3dk6ho0iBvGtI0Xn2KB1OWAVO1plen3Idqe+ngSZIBr4W8otjVPputzWzKpEHe+wursutTPJiyDFhb4T3qlPtQbS8dPEkyQF/p7a722fqHvCaZNMhPYq6kGlkcKA4UB4oDxYEj4kCB/AqMtxrcylGrJK3uXGUhyQrVbPRW3tzYVZmzGqI872HjJc66Z8w5K0utiJ61utuqWNfw3UpUdVvp75yP1bbGZl0yM2RrWNHucsACz2yXskLdKuR2J4kpSudca2XC4qVMX87rnetZ/NbWo5ws9lKX996rkGeUayFZ2yZlqMc1C1izME7/9CGftGmVOpe5V7nR4zH9WqaOuudGDpAhuyWsmUDG3rhn4R37k/FgB1eVsxtrOv1bgfzp/Jj7yypI6WRtFbIdzH7WWYA0t4AtXSA0ERRCYhuNbXGbImXavuedzyLCp4OMavu87T0SZtgvOnxOXZJEcKxs1wPE+nnllVf2oG8/8KqrT+0P5zC0xIGzx7xodznAobO9ClnZTyftw7YlFFABUtumbAd0jqyQV2N7kNEkd/IF2MLEGNui57utYAw0maZLB5XTck+bkkyKXpJx4I04qPaca7PcFsp1P12QDU/GP/vQ09+23E18By7K1i6OtO12RYfHAXy27VDiInJl3KW75Wz5sHORAdlMOQGboAL5Jbkoq5ZEBVFwkYLogNLaH8yYUBJ7du0Rtj9U4gfPMTLO2dtrz6jEDM4zKpRMUhP7VxkR1yS7YWRC9tLaH+waZ0NSCgkj1M3rtz9VffYry2nufQwiOMmExpgAfB/PAEYGBHBaQCLhjfYSNIbGUR8dnTcbYLGJDyfHtrnMEDAWwJkB1C79lY/c+yr7mG3pwRv3EXKLVbS5JQlWJFSRvEMZ6g7hUZK5MOqSW6hLogh91Lc4NsBf+bYI4pkkKvqKb3hkDLRDciD1cA7sVTUexgBAWASHx0W7xwGzOfaTI8mZgD6dtP+ZXNBJGdPM9NBX4ypZC5kmg2QFYDOygG0YWXP+yLh6gDuwtR2NDtJLhtlv72PJpXIWkbZJDGSPP7JfWoBAviWPIrdkU3IqfVE/404nyaHZQjI+hpSLJ0Pi3LIv+s6m6It2lIM75NTmf5M/WUbZZWNLvsiIsSeziM3kGMKK4M06LSmQX5J7sirxulqSqIDiMyz+mQMF9R+aKL580CJ92eAMrJSVpmOkLzRdY6AlvgD+QEfGOsAiQQaQlrUpJHEJRQRWDI8EJBSY989BkNVJW4Avw5fXCICQMCHRAbBVTpwM2Z84CiIGBk92KfUDPhGNBBKiGQbIb21UByMpIQmHATEQnBt9YkgZQmUyIoTYR1pJ0ZU+cCgIckjdoi55mjkOjJs6Qowp50W7ebiAXN98ZwzbskRsMolJ1IP3eGtMGGaJMvBHP2XuUq/kHQyu9K34759jAHtlbELB0oc6boYDAXljI1UoR9l348WxYyilZKUjsrZxNOOcc8QBOOA33nbnAF3GFIgjR5kXyQKHlLHlFHuWriP3k2F10Ef1k1vylA/9DLUg7156ogwOJ9IOziinlNzrk3sYfsReCCQWERuhbORIh/WB3dImfUD0g67SbeVyPpIPnu632Q37B+rPRjkgqCIznFIyxDYiY8+5Y0uNpTG76KKL+t/rNqBAfkkOMgxya4cAu6gTOCH54gEgMAey8lSLHkwpUzjPAn/52Q2kfyAC4EUZSPTBgDFIyhalIgorBzdgUi5gNXWNGCDRvy1YBIIzoVxGAgEriou0Daj7LQoHlNrHqDEowDAGiPEB0NrOCPpOOAFkiOFqwRW4A2LtQfrjOQ6I6VT3M1qidcAcY6JP+qrtDDX+pS2pK5G89sn+pV2J5J1TT4izwwHRbrzGC/m28U+9+q6NAMAKWbmhjQuei24oH4MN7JVdtFscCMgbTw4zAqinTp3qHTuOLAAjQxxvxtMsECLD9MMMTqJ1Y8wBzcwRnQDyZsXM8NANOmL2ILpKH4ElR5GcKYM+uT8f+hZqQd45DjyH10wa4kSzH+pGpvOlgo6zTk45BRwWtsNMme+caToOrM0O0C9t8SHjeMHJ1yY2yPk4GAIOvzkCXnsgdsV9RYfHATJoFhOgs2Psj+8CvowHrGHzyAA5X5cK5JfkIBBgLHjzgJYHzDBQGgPEaFBG/4lNNOHfvVJE719EkP6JAsW79NJL+2jXvxqkYHke4CsXyAGqVsmdV57IQYQqDzLFFbkoO4aNgjJsBIPAxGD5nvKVwWAxiqa+gaUI2hG5plzPiDDOOeecHjSVqS8MkGucmzxj+o9XyshwNrRDP7VbVCUyZ5BFIyJ804KMKGKoRNwMjHrxhZH1rHqQGRTnPQ+4zQZwMM4777x906WiL88zupwOY+EfuXBcPMtR4T1zNtRnhkPZvGdl4r/ZDUZ37DRp3+j6cygcCMiTISArKgLqxoyzZ9xEpsaTgwmERbMiZPoAoMkn8CN7iOwG5Mk3UFaPsgEgw2xWju4AWSCtLHWZIYqczuqwOjiMSU2rHfSOU8yWeJa8ar8+aa9ZBrNmaZ9gQv74zMaRbZG/mUPn2ASvu/Qzz2iLsuh9SNuBivK12286xZZpBx1c1JeUU8dxHBBwwApBme9kSuAluGCnOJMcPgEPYjf9gyBOwDpUIL8C9yiAaS+RQ5SBUg0jzxWK7I1PooF5z6nLQGcKm4B4hpL6uJZo1rW0zZFxYNSc13ZHBMASKbT1Ki/1pN7WcDjHEIpCUk/7fL6nHdrlPkfRiyiZUWrfFbqXkc0z6/Az9Q+P2qC/6kg9ORpP34t2nwMB+fwfhlaGyS3D6VrroHE+A8aRR047IhfAm6PquwiKcy5S5/AC0oCgV1d0iTF27zJyqk3aQ2fIGDD3ygxxKlt7ojz6JzL3TNoKyNXNOeW4OJqh0E4zU5xxAQPHO/1SvrLa385xTuKoa5v/Y4CHInuOddF2OcC2xi4dVs0F8ofF2R0plxCZYdgUMRymC4fG46DyGUUROEMkqmaMi4oDq3LAqxUguCoBzVmOHLnkOLgO9DLNrh7nkO+cBve67jiG6GL7/DLl0TczCdrgKIrnsGgbZ0HU57y+mbpfhfAxzpAyxvZrlTrr3u1zYNIgL/ojqPUpHkxZBhhsTs+U+zD1thf/y4asIsOZMVrlmW3eyymM0zZpkLdVylRWfYoHU5YBi6YsFpxyH6bcdu/GTXtPuQ/V9u3aQLtyLNjcVb57DZPXrJMG+e1PfFSNxYHiQHGgOFAcmA4HCuSnM1bV0uJAcaA4cKgcMMVrMaC1AEXHgwMF8muOo9XiFuy0ZDGLLTMhK+FtnbBa1h7JvCtx3Wpbq3WXJc/aurbqIpt55Wt7Vt/Pu2fV85L5tIuc9NuCIYuETCHZjmeFvZXLFj1Z8atfthVZAGTVsHss8Mt2wLQBb20x9JznW17mnnlH7743xbd5dRzn81Z/47uxxXeLyGz98d0OhSxaI+/uLZrPAbIdWZSJ0ZY/+SSs6sdPK64lrbE7xup571iXJfaEfiH2xftjOmihHn2nB9mmNSyTfsq/Yfws8HM//bRP36p+09Palayaw+fH/LazQdl238iuaTuy9h5E+MQWtjssDnrmKK/TG2MAM1DGJFvk2L84V/irf5ugAvk1uEgBZFMbrl43aPa5hwCXveDuJ5QGm/IhgJYVrrl/0dHAMwrJUrXo3uE19Wd/umvKkraWwdmUQCmXgZFwJGXqn/6rSxvsx2UoAL999ITevZSckfO+y95nCiEHQMqhzFbn206Eb/YVK2NZAj7zjNuyZZzk+yx0lcnR3mtjwtlinH3nvFpYhOQ1sL8843aSeTav7+TcPnxkWxw5B6b24Muux0bIoUFfrdmw/igEiIGBDx773fLaeQ4D/bEPnj7acgdE7IpRFoBxn2fpZMrh8NtSiDwnHwfA52zTWQmB6B5gHkuchzawUY969V1mzWxZXKZ8jj57qC+7Tngt+Dv33HN7x4tdNLYcZJhhjIyD3+yiGZVNUIH8GlykqBJnyJIWIZOcxkBKXkNRJWfhjSclrCQWgClJa3jwjKdzFIrRNMhATjkStlBMCSx4uUDKXl654kM8c3tuecAMBeNBue17JSjAVRsoj6Q8ATqRlwx78TAZBtvcKDCB47Uz3E95ylP65BsyxlEoUYX7OC/aqF0iOo4HI0CBRQNRZIIryYN/yAGogbjoBM8kg9A+50UL2oJHgEI78CUGTORz+eWX7/02OyJrlL4yQnhgTLRLAhFgxKBYWEWZ9N94aD9e4z3jgk/6Zf9w0WIO4CkHFi+NDzkwdvhtnDhSxk7Gw1Wiz8W1Hr+rLci3SZ0kaSKvZPGCCy7oZVsmSPoFjIGzMZBYC8/pp98ApI2ufecQ0w3JViTLoVv2/tMzY2XhmDIkBjJDI1mUqD+RJbvDITe+7pct0H58xM4Ae0cgTZfdp17jri7XXRtG5RaF0dGWPH+nO92pL895ZUntqt/D59vnfNfGqcwcsb2yjuIl3rHLiDzIVYDYJmPOGYvt6y+M/FMgP5JxmA9UgbqMapQSWMvCRUCBuKidVwyERbIARcYpv/0jFIrJewVEQJFn5yjKZ0gpnAxxDCcQopRJediCvKiJcgE9SgiUtUEmO5GAjFuMMgGT8Ssk+rKqGCnP/nXRmfIYA5Gy8vTFswAXWBNG3/WNY6DPEo7IACZa0C9pY2MQ8Ipgy+AEFPAAyCPPyULHAVA3AvKygnFWODchjkfS/TrHeMmwp90Uw+wBpWEotR+POQYcLO33PEcECHEsRFAMnj7h+aY857T3OB4ZaLwETCJO40meyRcyy4KnMgcaj6LZHAjIAydRGwKM/nESWaY7eOjoXHgM8ACzqJqOAGe8Zzs4zCH3A+04+2QccQjIPjJToB1ScANjDnNL2kOHlMWhkx6aLUIcAGVqHyeZY2Amjs2Sec91tkxkTt+QoIKd8T83OCBsgDoQWykrZoIlAYK62RN2j01hRwJ6OXrWfWzrFIhzw66x0exUUhsLUIC+fromGBHxhx/r9K1AfiT3KIUoNh4zoBFNAm0DBfAYQEDCs+W5cQIoHqUhmIgXCtwAEUXlxVMaz/PcKYQpKVG1dIim9YaRvLJMzRESBoLXTjgoDUCWXWWkDZkAACAASURBVM5rBcCsvhCDbBYCuc+sBA8yjofyTKUzMihT7ZRZW0UAHBQGgJOjj5wLZIaAgiMKySAwKMgsRUAer4A+pU8EAeT9MxpkViMRIXDhuMQw4L/n3MvwBeQ5De4V5eB1cu4zhkCe88I4AnXGQVsYMJFH0WIOAHn85zwyQmSc0QJWAIjREn0xUsY18rC41JN3NSDPiaUr9JUccobx0WyXSI6dMXvFCSbjyHeOu2fZCzpCx8h1iN7SbSAfR989dMQ/taLbxsd99Jjse74dL+2gt87RHem0W3DltANw8qAdAF8/OA0AXWAD1Okack2Z9NUrwrwmcE1ZZtZSvvaYfVN27Ez+sZC2cOID7GwW2zoFAvKCK/zHT44cOyRY0nfBhutwhf0O79bpW4H8CO4RTsJtygwROiARwWbo5EMHvASd92z6UlQJCHm7vFyRkKN3+oCPQpodILDKo4AU0cADKh6t6Bm4xbtVPwHhJAAwgMhQmGFQLyFRLmWjWBSGd4w4DxwCwsV4E67MTmg/0HcPhyNA6x6vFBCDwXnggFBKbYyyaUOm0IA3gWakKDljwikC8MgMRN69460+2jeOr/KKB/wZCYouilG3VxnahT/4yDDiQZwafTblJ/pXLwdI2Yyk3Pq+GwPGFK/wp2g+B4wDnhlXMgMsOKTGz29OnXFlmBkuebeNoWtFp3MAyNNbsgzcOEvOcZ4BANBkR+gufTXjlQicnSGrHADyjb8+LcgLBMi5591LbzwnEifvAJKTD0zogDrolLELuce9dIdOGVvtQ2RAmXndZ1ZAu9kLMwr6w1k3yzccf3YzMwLKIiv0Nu+k3e9ZtosNFJjgE3nDI9fYCW2l/6617U77d+3IftERzpnvAhA2Cy4YB7MfbK5xQnjPXju/DhXIj+CeASKkEXhH4EbwDIioluASPNNOrvlNWSgHcON9+60cR8+6T1kR3tyfo7IZWsoU713ztUedzlMQ9ylLPcpVp+dc81zA1W+KKur1bNrivOe13b0UKR6+tuW7et3nWefSNxE0o+A68oxrygvv2varI23KdeX6eE57Qq6LFDlP6nBN+fof3rjHb3zAT+13j+vGwXXlakPbtrae1FfHGzlgjPCNTCF8NO7kE+9auYzcRO5uLKW+4QCnGHAvS3STk9zKqO/5bUw4YPhNzxJVc8qBtfNmDI0LfR++Ex+2w31mADw3JNcAFQA2tQyU1MOhA9T0yqwjB4SOHlTXsHw6aSqb8648uixoMTvEieD8cFzcx0HBmymQscr4ZNxi+/Ultij65d7YrnX6VyC/DveOwbMESkRAwDZFFDCOwKbKbMuhIJSDoeQBFxUHpsYBDtKqOgdMAfgsohN0Wbn5uE8dfiPHgMtBdbtv3j2uAXrl5ehcnL32etuWWe2edc7z+qJ+35Fj2tPWmXOzyqlz3+VAgXxJQq9AUaZNsGOTZW2iPVVGceA4cIBelW4dh5Hcbh8mDfLeuVphWp/iwZRl4FGPelT/3nHKfZhy271XtsBsyn2otm/XBtqlZAfRrvLdmrFM+08a5LfrD1VtxYHiQHGgOFAcmBYH9oG86SCLlbL/0daqWYsvptXNam1xoDhQHCgOFAdOHgf2gTxAt+3BnmqrZW1tsL0C+LcLIbKgwvks6PC9/X3y2Nn1DpKtK7aQWBi2iw6S8WrJb85cpnfaa2O/K4+zGFK2hD5WzIfIiu0jVtHOIov3bI9x35Ccs0XRNiCkD/IU2JZkxa1Vqe6xoliiCfVYGGQVsOub7Ouwbcf1t1XZ+GfhU/hvSxPeW+Fs5TPCeyuii6bBATaKHtnShYydLXh2otDhbLll/y3SnaWP0+jp0bUS7+iF7dOxPY547xqeO9Il9+UeNss9jj5jaB/IAyd7mkOA3opOym27lW0cHAB7o33smba3WmpTq6olMJAAxjaHkyYMjB/eARQAhT94gg8GMPwwkD5+5zt+5/vwvN8xrO0131vK8861z7Rla4ftKC1JZmJMUQStrcf5lD2ss73WfreNpk1uoVxJe8KP9Me2GBn2ZvGHoMv8p85Z/WGIJMMJ2cIjaxeDJWmOjHi24miL967KsA81iXbyXB2X44DxkLueXOMl0JezwXfJSeJYCQzw2fmiaXDAHvjzzz9/D1CksEbGOAlZBC3yZ0xly9qucB5IS/bDztIXORDokrwd2VosDTqMdd77/iT6wX85R5xPVrxV+7UP5L2wl5awJVnNJCdhiGUzYkxlRePlUXqAJic6z8/RPul73vOee55hW9Zx/g5cJK+JcTMwDB8gs69URiuRpUQ2EjoAQdnjHKV1zHlJXigZY5nBlSpU0hFRKFB0r98hWec4YJws48DoEgrOFiEjUMoQNd/lLnfp97B6lncoexZHTlIez0mgwbNUnr23onJJc7RZZG3BozLdZw+sJB1y1ntecgfAK2L3nWEIWWBGlvBBYgsOpVkPjpHZI4lV9EO79Y8xkRSIg2HProQ5HE39c9TXVlbxRlIcinPmmWf2iTPOOeecvk9JMEHB1F00jgPAQCIhMm2sjCEZIiuIvJNdCZQqmh/H46N4ygyYPe+Srwjs6Ag7ZnzZBt8BFLvPlhQtxwG2ix2UNwCxl1JCC1CiM2ylZGiPeMQjel0SMAdD6JZEZ4gthRer0j6QZ0zlSwcuyADL0sN4arCGaCBvQ0MoM/BnjBlfIJf7dOgw90uv2tnDvh+gDjM8GRgzGxwiUSYHCagxgFLW4q/UhkAIL/Hrwgsv7O/HUwkzACjeSi9rLICyqWqrO0Myw9kzbvzwXWY94yATFQ9RHZ7lGToXMhXnt7EE4KI0GamAbBSf86ItjDoP86qrrtqryzPAV+RmHQcnT5IMMiFilkkuBOQ5M0Ceg6IfQB5/tF3/ODAybxF6fVEvnvBmOQH4KxMUkBFhtJE8kJdZkPOhzdqgDP/og/Ei0wXyGY1xR5kRTTmK+sgyECC7ZAuZJRKxGNtypsbx+CieouvGVbY6zrOAANhzuJGpfODjNzt2kuz6OuMhIdf3f//393ZeOeyd/7fBzkZn2Cj2HB4ImNhRxCbTsYA8+8vJWpX2gTxDaGpBtAYcNEBEJWJiWAEZ4GFsKbeGidwBFCFhUF3nubguSj0p5J2wmQ1T0QiAc4hMUxsw6RkZQQ6SSNiA8dSkg6VEHCTAJFWsMgCWyNpUs9+AypjISS26bkGechIgiplpNXUCQUJDeIyR9gB19SDv2PzmEABnY++38TXdrX3OA2Dl+ZhhAMLG3VGf1MsjZQB8R8A4035+A3kzGWYH9EvOaTMLmb7CD30i/JwiQg3k4806eu/LKWBsOCNmmEL6yQkNURxRvedEn/qqLgasaBwHkrse7/3XMCDPLnglYsw4feRGlMI2OFe0+xwA8mwQUGIn6Go7Vc/BNs7GVhDolWTRwRxg588444z+RtgKA+gMRyogLyhhOx3ZKbNhiK2XNZDdR+yhYHtV2gfyCmDIVcqIM/5IAwkBcKC4IksC0R4TnXrOfT6A7qQQvplOEY2KJA0iBwkoUxAG0pQ2AJWa1d5cUbd/WsMxMph47B8TOIq+gRqFo2QiI/fZm0nZnI9H7TzlE9HjeZwykbTx8Bom9XMI4i16XnsYaRE00PW6gBKLyr3TFmWL3vOeyHt19+gvY88ZcR8Q5ahoOxLdi9wRJ0VubYJLUPGJ82PhFkcEaLumXv0A3uEB59FvfDJlqO8cAt4wHgBxcmp2QNkUC+EJUOf8mIp0XjvxJE5Of2P9WYoDnDfyRaaNvWlbci5y95u8c+yMBbsALEQirhXtLgeMD9uQd+/0nLNvbNl4oENv2BVjKwA0BR3bs7s9O/qWsTPsG1vE8TWLiYf0gv6wuwIlvGSf3AtrOVgCZVhrVha2srtt0LRs72aC/LIPt/cRFEYewJ0kYG95kO+MIK8rxs2g+W3ADSb+GLz2aIDb37nuWc8YZMKR8wyu+1uwUq/ryHkg6eg5ES3Di4BiZhv8Bq6E0HntVCcigOpxr7pcR8rLPe19zrnP0bPe34YHjukfw6EsR+f13f25N/Vqe+r1PTxwn3tSnjY4F56kb9rhw0lwTHnq04ei1TiAh3ge447nvhtL340n3voemckYr1ZT3b1NDhgv40p/kN/GOrYkY+noWvSsdGi5UaIjsJH9CuFv1iCZ8fYbZQwcozuCNDrGSYgNTznLHDcG8stUVvfsJgcoK88xgraJVpriJ6RFxYHiQHGgOLCfA8CfU7wMAXmBzRiaNMibCjZdXJ/iwZRlwCyK1ydT7kO1vXTwJMmARb70dlf7bBdTZlomDfLewdpKVZ/iwZRl4Lrrruvfv025D9X20sGTJAMWmFp/sqt99irA60k0aZAfM3VRzxQHigPFgeJAceCkcOBEgbxFI+1nCoM8fE+u/XmPk0VOB/XDM1mMdtC9h3HduyefMZTxGj6rP1kYNLzmt6mqLGKZdb3OFQdaDpCXbF1qzx/ldzpjQVzRyeBAFtrp7Ty7N4YTJwLkgYGtB5K22CZma9dRgt68gbICPmSQbRXLFrSct/f7gQ98YC8EpnkD+Lk+PJqysSLTu6NFe1sZk6FDMSzroN/KGPKV8bTdbVHd88qVC8DWN/vqh2Rhn73/88gWPck7inaLA8aFnFkxbIumV262Ctmmici3bZimQe3OcK+tXXZ9HES2pVpASuZtGUXO0SH6JEfEPNB0nyRVDK33re63R9l2MXktbBklh2MXP81qOyfUzpa8Ox3eo/9slpXZttoimTPpvXwUUoq3qaOHz6/6WztsnbOdTvnGJclwDiqrbeNB957U6xbPkUtbqvGaXYZFdv+QN6vnHX1sk17XHofPJwLkvT+hrGGgvdmAn2ID0gChrQz2VBsMC6EooYEAKO7z3WILhkJZks5I7mLAGCFb1iQPci1koJRlIJE6/Oalu6ZcCmJPqoGNEQLej33sY/uytE+9FN02DKCpDoZRGZwD+y71yTa69APgSkXLWDBe9rbqQ0i/YkDt2deWlMWYqUOdkvzgSdsvZes/ILZ/k9G2Z10/tBdfYlzVq/0Wg6hTO+2pFjlpF8Msd376nvYxNowORcBjn5CxkUPAM47ansgdUPh/CvbDa7MxcQ++yFPgqM0hvCYL+qNtcgVku4ux0TblGDPt1ld81kd8wgN9cV5d7lOf88kZkLpO+lEiJfzBv1OnTvV8NRb+RwHCU3kiyOnll1/e78EHNPhvbBzJV363/HSevMvxYSuvMpITQcImsu45skyWEjn5zSE0/q67T14LOkum5G2I7KpjDCm7lTllcHjwIX2hyz74o22yTqpfW92rX3SFrGoTfvjt+TFED+hlSDnKwytJpbSBTC9DnpXgZejkL/PsSbqHPTnrrLP6pFH6zVHDO/JF9hEn89xzzz1tbNbh0bEHeQyUb1+GtZBzEnjwnEQMEqaIGIGsFLIEnNJLTMA5kMTFeYlW4tFLaqBMRoTHK6EMIXePiAExCIyaAZTpyCC633W54JPcxuyCxAgS2DA4SJQK4KLgogoZ4gAHkAdCssFRSobtTW96U5/6VdIK7dV2md30Sx+1RT9FTggo6RvQktpWdjJHjgWQlKgGSEt+IsuhtLKtgcNDZcmOh1eMlWQ+DKRZE46BtuiHo/Yljz6DBQxl0bv++uv7qEEfgHlI+fhz85vfvHc8JAYC0Mg1/OcRi2oki2DUAbsxlb1LX5Upta7++Ic1jCMw8YyZjZRF0fQfn3jaHAZRpjHRRzzUH5kH8T28IleAQB+Nj/6pz32uGXsOXdGNHAjI4zXnD+HprW996x7c6JcMkHTQGJM/vAc4SQpCTwCcaxy0GEdliXz9t0PyAKw4uIhuxyn0fzXIiTEif3SWk06ukGQw9BkxypI9RS85dTKWCQYAGllhBzjc9INui845u8rzcd5vuuZ7zknupAyyyLFhY+ifZFX60M7sWeRFh5A+0pWUr5/6BhzwUh3kEYD7Tm8sxOJk5Jnco560Sdmu4xX+5Df+s5f6uWgmg15rS9F8DgiayDX7QlbYHoRvxg7/nRO0sa1+r0snAuRla4vQYhjgNAUnQmMkRAyiRgpPaTOFQvkZcIaCwshMRGEYGYAGPCg3owSQDRQFNKWGKIS6DZQ6GTDGjcEAcAYZ6AT4KXnIuUTg+X8AymGMgDxiJCgesKOIlBgw+jA0QA9oUVAE9BgLJFrQD4aOUVOmsrUJrxgdhoLBkWVOysUh6ZNXB/qrbXFCCDDQ5yQoV7Y6/5SBE0GQ8U57XQeC+CrS0Y8QwFSnNio3WdVy3fMcGcYWoJudEfmoz5gwiHiI/8bZ/aIi5WgfwxZifPGeLAASrxbSd0Ze34AKRwG5F0/wGWjhNb7ph3rULz2vZ4tO50BAntzQNbzllBkTgEfWgR49kf/e2JMTxHkV1XM4OWwcXpGmNMchBtTMHZCnz/QaMZgcMh/OsXEiG8Bv+F8J6QHdQsaZnIU8DwSVywEEysbZ9Lb2mxEj+9qHyJT2kHntpoNmn+iBNpFDffUqgK5qs/7k+dQrEEg7tQ2gh7Qldkd59B6Y0AHtF4SwE+xZZg445mSU84xXmUVjF+RWd1/I85wUfBEcsF+ZVcnsg3HUjkoZHa7NPhoX9sL4XnLJJX0AZMyMLx66LliEO7e73e362ZvZJS1/9tiDPFaIGhkVU8W8Y8aFwohkAaOIgIA6R3koGWZTTMwHFsAIWDFAIjWKBIRFrq5LsWqKT5RI4RCFuf/979+fM2gMCtDkdYtuARRDJWpm6BgMSoQoJeUjAKIaBoDSmhVgnCiXI0fDv38EzIwOL1AbgBmDqm1+i4SAoXoQhdV214A0wwHcODz66KguRguYuZ9hxDtEIH3n2OgjYMMXxsC0vWgnTg8jyZBJc8qhcD9nA08IPH5znjynXKTPnCL9u8UtbtHPDphGT92Am7H1PHA3xniqLEYVH/DPDIp+M3bG1DjjCyeCk6I+ZTCyeK1tnnc/Q0gGjCsHhUNm+p28GDc8ARj67jqeASFjB5w4CulP3/D60/MeoNzqVrfqgcW4exdubOiF/5AIuI2lMaJnmVI2zuQK2HPM8JbjlhkB7AWS0R36Rf4RuTBOxpUMOG/c4yi2Q6MtHH2grW3GP+PIHmiHtgFC8kJvyR/bws6wC/SzJZGZe0Jkjd6zEcCX86AuU/KOptJbUp/+qBM4uD8kmPCvSskzncUf7WXP6C4dNnM4dJQ51pyikGfItTFQForjQl/ZSmXQS3XQRx/89qxAx3gWzeYAHhmfyBNb6f+UsHH4hudsDxlAmd3MWMwu9eCzJwLkMZdAA1+KDfAIL8ADRLxSkSAlwmxCy2gzKEA/590rqvAcQ+U65eXZOgIeigw8Q5SRQaE8BotxoigMggE30MBAGQyQtiBHxsszgN/gEwbAAkiApaPfno9wqFsbALXoUsQA/BkTHqLIAuGBduibc+437amPHBrGTN8BJeUF4IwtBUeMlGf1A08Bvj7iA8PL6WAA3Me50UZlq4cB014RED5rh/Eh/NqJtNv0nz7m3WqmZaMsxoljov6MGyPIiKs/fQPWxpeR1w6vOEzFJxrxrDao23hpm3ZpO+fEeKsTCHkukaVzxsTRB+85F5RUn5XrfNGNHOBgGXe6SFbITYxYZqKMK4fSeYCP574bG2NEb+gvooeJtI0ngHUkt4AWyPltPMmJ8QKK5NB1Y9a+dzZe7iNXxtF0NplRv2sAnRwgz4mG6SnZJ+9eVdGtIZHnGO9c47TTY3qmfPqlTerX5pDvANuR7NHNrPWI3fB6gXPCvliMRw+0lQyaIWODtK+VR3xQf8g1tgO/Yyf0lfNNB/GdE0VXABDH2JjQE+3e5CLAtOk4HY0xuTbOeIbf5NJYkmN2k0xETuAJ+XN+HToRIL8Og47qWQIA+BiYdUlZymFEVyFRvmg5UQ+Fbg3iKmXVvcUBHODoBaCX5QggygzX8BkG0kwUo8mJ4/QyphwFBJw4dcgU6UEGE0DP0zmAyoEEoIgjoB7gymGJE9tfXOJP9FJ7FxEHIoZ/eB/QBwYccwEDJ4hTz6mlq0AEcJjF5PSrcxXyPGDntHKIAJSyONAcCr/xBW85/EW7x4EC+d0bk9NadJABOO3mOT8o9phyPMfDjFc/p/g6XRwoDhQHigM7yoFJg7ypY+/a6lM8mLIMmG42tTrlPky97aa0p96Hav/27CB9tSh4V3nutVFmzCYN8t4DmZ6qT/Fg6jJgynPqfZhy+73vnnL7q+3btYG7rq+wMa9mJg3yOzo7Us0qDhQHigPFgeLATnCgQH7NYbBasl0JqziLe2ypC1kAY8W2RT1WfbfvyC2SyUKe3L/o6FkrYC2yGUPDd/MiAKtmeX4h56yCdq8FN1YGH0TutcCpXSBkMZR2Wp2ORxbu2DZndbX9tI5I/RYFWfBkNalFRG29vGZ8stDHGgHbfixGOohMV2WLj/ItIioazwELruw2IB/k0KIvY2XsyYiFb8juCfceR7LITf/pOBkls3Z9ZGqU/DtvVXsW/Fn8N2/hYHiEn+xEeGvFPSL72U5n4evQ1uR5tsWKd8fooLU0dMYiOePk6PqmSJutvqfns4i+03/tSb100KJAixRd3/QOFGNh54QxsChwWZ23YBOvD5PY2HZxJltmp0LGq91p0n5ft00F8mtwkMJJkEKBWiLQl1122d4pq4MlnaAMFJYiA3tEcVuA3XtozheKZVsZEF6VtMuzLQFVIKvcEIN16aWX9oaL4TlI+Bl0jofybaOJQitTIg17jgEBsLcHmHBLBkTAEUNA+Cl89tJrUxTUs96ZWu1PgTlMyjiIbPHhVDB2tk7ZTlU0ngPk3fh4F2lsOVrkx3djC8x8t1Uz94yvbTefJN+2ngH529zmNr2MZu++FpNbKUmtvKfz9BuPohOLesXZlwCKnZCLgdzbzqYMYIrHcSaG5dhWZxW8Z62mt+tAW6z+t3ff1k4OmjEaQ/RtGIxwILKFdFimdnhvrQ2e1T52T39sEbTXH9hHfobPL/ObXg/bpI8cpB/+4R/ut6sJDpYh44n3q9jiZcpt7zGego0f+qEf6vmCR/Kf4IudCewh/eFw3P72t++P7fNjvxfIj+Vc1/XbZuzllpnLgCFAQqAJGYGx5cYeV6k0GUVgxUsj5ADLbwrJ8xShAiZRkeQ0FNP+dErCuAB2kQNBkcgnJCKmLLa7ERZRsnZIoAGkfefle047EmGoR7IYhsP2upTBiEnlSfgkAHKNQtrbbP8xY2PBCUPOoDgng6DnbLfTl5D+K4Ojw7FxH2IY8Y3gU0wKaxuO5BBmRyin+kNSy+KFvkQRGSxl4hlHQV/wQv0URoIQxpXi6DPe8ZptuZJshSHGM46I/c7LOA5pz0k9kikJYIwDY2QcgT9nCjlH3skPcDpuFJAnS7JCkl/yeMtb3rI/0mFJquiF/eVyX+AR+baHH5hwiMkunpHNALfvkv+QfyBvZiTOPDAAmHjN5tBHuiYalqhGHSmHrNMJv8m0PPf0z291jCFRMXAO6TMQ1x7OeJJqcdb1k27FifcMm+R5beB4SNCjLdHllJsjvqY/OTc8sp/ZKplrylMX/W55m+uLjharmak5TDI2bKcxYYvwDZGJ5F9ghznK8pOMHa+2DwXyLTdW+E4IKSLA8w8HKJEoXaYzwilNJ4FxDzCVrpMBZACAumxXBlCqS94wUAdqwAZgeZ6CSjvrKAInuAR4CPKScRAQimW/LgXndJhlIDxyrVM+AhaQ1VXOBmVDgFhETnEoLiOtHzJbMSieUwawpbzA0XnPAVrGH/HU1R8C8hJ1MBKUP/XrkzoofowBkJdBDj/0cwjyZhekrdU+xJDaYcEZ0gYGUv08cm07depUPwuBz85zKhhEIMRAMhD4z0jhe2YO0vY67ueA8TT1fOGFF/bAAlwyk+NucspwSfWMz8eNAvJex5EhsiWa/L7v+75eXziadIE8iawZazroPrpk1o/uswH0nE4y5iFyT57ZDdfJdOyEZ8yqmU1RjiNboFz2KAQ88B/RJbNmuW7sZJPUdhGv7H0cNkc2Q9vUa5wRJxno2AHCafGdo8Le6Ku2sYEyeXI+pHx2LzuSOpXDdiQwAXLKQWyM+zkr+KB9bAXdJD9sAn7iA564H5DTd7YHn8mbNoXMXASstU8yLADOAWOn55HrZgkPk+RUwF9tYntTn/4YW7YNf9i2M844Yy94XKdNBfIjuWdqmSACcMJJgClUclhTQOBFMQiuPNWUT270FuQBj7JM7xNUUbFpMJ4eYc4/Q3EeQImmhyAPqCiJekTAiZBNF5o9APxXXHFFbxiimLrt/RWFR5SbcmkjoxWQF60rm6FQvpkB77lNwYs4KBoABeAUirBSxhBjEeX2TjAg714CnijD/RSaguo3ZfbbfSj/aEeKWv1lfETklN/9lEfbOEUMCAfh7LPP7hMKeR7POGCMtDZRJk6Z9jBYnBaRUtFiDuAdMDC7w7kF8oCd7PoAKDpBlshMa3wXlzyNqwF5DifdIp9mmETaHFfOjxktwAN8o896R1ecN3tntqk16uk9/QY2dIgdIO/qkPoWQNE5wAY0la28zAikDDoc5x2YtE4EWyPFLeeYTnCa6S/9onNm0tpZNGNNr4COGTffnaM7bAcg1y82gV5yWgQsw3HnCABtdbAtWY+jzYINr/HoIduTcukxR0l72T4Ok7rVKWCSIZNTZMbIeYRXprrz271ssLazEWZg9AWf2TPOQF63qk+AcJiEPwIbNovcCGr0JbMk5IJdpkP4iW/rUoH8CA4CENPfBgMREuBE8EWtFMiUpsiQwFIygs+7dR3IG2CgR4AJHmWksBSBoIv4CQRl5XFTAmBJ6SmlMikMoiTA0nXKlWl0QusawwxQRVwMhEx6yBQiDxzgMcoEThmMlZzt6jdLQIGV5br2MQ6idc4DsFdHXhUwdlk0RNEYRcqpDq8x9DcGgHLysAPk6sEnoKEeRs41xlA7ocRtmgAAIABJREFUnGNAOUzqBzScJk6NqU33irAoM8J/z1GcePJ4zxHQDs8wxNovmoj33z9cf/ZxgFwAFsYRr42/D8Dxm1yQYeNuOppOiFpcOy5Enjnz/k8BB0cUnGlo8sOZBpKm2dkDOs/xRc7TQYDliBK5+Y5PnFZGH8jjcyJ50/5m6gQW7AYw4pR61YTvLY8tiARi7AinntOQqDqzXkDEGLFHdJ1ecVpEkRyBIbEZrX4oj64pg02i02YD2CSgOnxVo176yDbQ3+ioeuhfHEIAzBYqn43MLCLHqH3Gc8pjt1oii4Ib/UFkFg/0DT84RBwHbcc7jkXsERuxKNJv6xnzXZ+MFTtIR7RRnfitXvaYXSM3SBDDtqV9Y+r0TIH8CM5RKEAfkHUERAbOh+Ly1NyXa3675j6Dnd8pxznRqXt8d1+edc59js551u8otmPu1x335V10ykp7HJ1DngOklKwto/2e9jmnX2mD82mH8nynUIyL7ynffT7uab/nuvJCntOPfNp25lnt8N09nk0bKAKjG5BJmfiFF+73rE+eSVnuUaZj0XwOGI/w3V34Zwx8hnzNvXjt2nEhIG/dCz6QGf3UPx/y057XZ9c5r0A194ZfrnOkgaLnRbcA3H2cKecAtg/d40zQMddThjr9DpF1oI7vzmtPxkB7OfmcYwRQORGiYbojcHBOvUNSVluP64AJyCo3/XdUX0vAWdtzrZUhz2uv4ELw4l7Ogvs5+0Be0MJZ5By1NKtN6lZ+2sq2cWKAu3oAu5lJM494zEnFW/UOnaW2rk18T/8zHsps9Ueb8dI5NOzL2DYUyI/l3DF5juCJbjcBcKbyCOlREC/YlBxvvag4cFgcoCd0ZhVy/zz9Ythj9HNs7/fdecT4B7zm1R/QmHU9ZaUMbfLx21E9AZhZz8865znlLqLUMese19TpmLK0I99d8zttnFXGonOeZ5MCnspNWak3fDmoH4vq2eVrkwZ500c83/oUD6YsAyII796m3Icpt12kbSp9yn2otm/XBnoFaLZhV/nuVXKcuUmDvCkc0zD1KR5MWQa8o/Nud8p9mHLbvTO3bmXKfai2b9cGmjWkt7vKd68hzFSgSYP8Lk+RVNuKA8WB4kBxoDhw1BwokD+EETBNYnGOjwVhU3jXo41ZrBeW8AQtrnFNX/JuMNfnHS1kyVSRezxvW4/yW8Ib52eR5xetFVCWxUwhv61G1k7v3VDusYpVG6wE9mnblufreDAHjKs1D3jpY/wsBPMdzzO+vmcMDi617jhqDtDzVr/puXE2hnTFehdknC1qKxrHAfyjI9EZpeDvPF2xjiDrERKVj6m5QH4M1xY8Y9AkhbCS07tW20Bi/BY8ttVLhC3bNFKxbXxWsrYAyIhfcMEFvXKblpoHyCmDUAJe24O840xZjlYQ40dLppSs9p1FhNu2mmw1Gt5jVa69/SHbGG2Ns7retjhGy9Y9787sMdYG2x5tldPOotU5YCxsHbMWhgzZDmVrFN7aKpZV22TFlsuiaXCAfaIrkm0ZSzpsCx9w52jTU2Rrnyx3yzr70+j9dloJyNkiOwa8mrMGB6/pkAXLs4i+SS7EubZuZJ4zMOvZ9lyBfMuNDXw3GPZuh+xl5RXbKgOIKIpBZShtX2MYHSV+AaK2fFAqvy3qsBeUF+c3gQBeBt/CCmsSWuAlDM4DQAKUOtXHA5dIgzHWJgAp8kWu2aYC1Nsy1Gv/vaM9uiJi9WuH7T72mLbtsL/Vvk9GwJaYGH112DcM5BkNz+uPrUGS0UgapK3q0TY81A57RPUV/2x7cU2/lOs9ahL5KF959seqW0ph+2Ul9uDM4Cmy79S2maLxHLC9SW5240iWbb0ybt5PGhuyJDeBPBEV9Y3n87afBDp3vetd9zJNAiLEZmV/uj36nP52v/y22znF+jjEnGE5RXxnqzjL7HH0Bo/ZOfv56RNyr9wkiA0TOI6hAvkxXFvwDANn72lLwEnyBeAmqhTpcAQs3pDulofnt9WagIoy3f3ud+/PSygCmM0OAEmg6DnlSLrjE7IHFBiLjoEwoRKhy8LHcZDKklARLmkvCRVSvmcIlXsAtyQ5PPxk3nO/59THIGgvUAfE9teKkvXbkccpks9eX3UAff3zPACW9AbI65/kFEABYEjyIVoA4gF5yTY4QtqibXjJwZFUI0Q5pAK2zxf4mxLjBQOkRJsF8uHW+KMFasZJ0heOme+cxaQmltiD/Bob6VyLpsEBOi3hjf+pwckG8vRYEh52gS2gR2yPxFccuqLlOGBG5A53uMNeoh1B2HnnndfbSzqCz+w5XstwKpBCGQ/fnWMzx1CB/BiuLXhGJCs7U4hXRjkk0TBNDMQZRs6ASBiQURiDC/SArd88OJE1gAacjKv3ycCQQoqMRbem2UKAmMFVJ2UEcuqUYhfYS2GZ/wyV9LKeBb6muBGng0ApQyQGWJHrBFIZZhe0VVpJAM/bN71nqpwTgYByHAe/A/IcGveoRxl4xYgo16uNZPISwQfk8UL0DkA4CZJ3AJi2D0Aeb8xsaDte4Z/sZOecc07vCRfI90Oz1h9yiL/G3RiSZa95ZA8ktzIrijhk7pJGuMBgLXZv7WE2xewMYAFAxtcMINuARJICDUDEERi+7ttaQydYkdcft73tbfuW0wdZBQVTjnTHrCXbRYfYPHaXPWPfBUGIPaNvY6hAfgzXFjwjOgZKIk3AZKBE17wwkbDpTpGOVIuiUoNo2tN/hxOpuw9Q+ecyFr3Jkc2zFp1SNFGtmQDT6xRTelZGFzGsfouMAbF32pRWbmkADYxF6CJ3DgEnA5k+ApgEUA5rgK4Mfbnooot60JdWF3A7ciwANdBUNkMPoDkWT37yk3twZQzMLABwH+11ndPivZSoW38INb6I+vVHXmt1O0eo8UhUqE7gjq94hgcco7xfpyx4FS/YTAaHgOJoGz74jT9j3231zDrBfxgj8muWBA/JsJkTsmCMyRXjRY7IsP8CmPf3J5htO991YycQMX6+00ORJX2XnlYkSq/ZA2MrFS59LT1abmjNgrBZ7Cz7hXd0SXZQs5r4jr8CMY6x+wRogpT8gzIYwSkYQwXyY7h2wDM8Nx4wgPIem2KIKA0mReEhi0oNHAdA9A3w8q7dPaZ0HIEXIVFWygP+omBHghGQJxSMrtcDlDV1Kj91AT/KqS0BRO0TaTPMbRneb6ufF6luZfgAaQ6C9gJPR3Wl3co3pY4PSFu01zOO+qx/eKNcgA449IMjwtkB3qlT+4G691bu8drDfdoWkBeFKDMrgZWnXHxVpzbgC76XcTpAgOdcFmHgKXlEZAXfRXX4Sx7JF3lyr3EiG64V7S4HjI9xS3Ru/Ixbxs4401lj6prghf0oPVpuTPEXb9kn9jILF9lVryVjV9lDtoq9y1gIEtk0gZQxGkMF8mO4dgyfAfAAkRKvSwH9Mu7rcrKeLw4UB44zBwRCbO8i4lSL7sdSgfxYzh3D50TJmwDmTZVzDFlcXSoOFAeKA1vlwGkgb+rTIi/vWafw8T53Cu2sNk5Dno5qnCw+tFbiqOo/6fXKnWBNyknnQ/V/eTtlUbFdBrvKM2tj8jrlNJAXxXlfAOyn8LF4YQrtrDZOQ56Oapy86yxZPloZKf4fLf+PSvfG1kte6O3Y5w/7OTieWdnTQD5zCC62n5yv49FxYNvjYeFahGSZXvMaN/E+P3VlcUp+17E4UBwoDhQHVufAPpC34s92Jcv7bTfy0t/qSl5L0dFwwBY627+e/exndy972ct68M3K+MNqkf3Ome45qA571m238S5+U2TrlRW8qzgam6q7yvkuB6zytdqXHLABxoN9MCZ2OnAEi6bDAdGj3SXZgWJs6a7xNK7ZUju2R7bbkZmigzlgcXJWy+MZ3YKxxsLuhU0GOftA3rYle/oIhG0Tlvc/8pGP7LfDOGe/dQTDXmxbuAiI7QG+a6SpDL9tA2AgAJJtURGug1lQd7Qc8P7H1jh8JQy2sHkXxMgSFk6AscFfgmMMjYk9mXhvTIyZ8eS0ibh9z3ipK8Jl25Mxs9XDfYwCwFVmZMJ2OfcjwC7nte1zgMDzkQ/brTynHOUpy8fz2uEcwVa+7+rVfr8JOSdTn4uOhgPG+453vGMvK8Y7ef99tw3UXuqWjN8mjVNbdn1fnwPGTTKspFeVsTLbbY2b3BnGPOT+VfSP/o9N2JI6T8oRdsojwTGywl7+E3bSB1YK6DZF+0Ce0bUI5U53ulNfmd9An9cnwpeJR3YyYK+RXvDLhASEZHPjFPhnJJKQyIwknapsb64/7GEP22i0tykm7Ho5FPGss87q880zrlLGJluSiFuOe0kUXvziF/djIGkMx8C+ZUoHzCVgkGTGGHASkkrXPkzEITNbYD+6MZQljsKrSxa6q666qh9DiXyktLVHHQFniXoYBIs2tVXGM/s6jb17Jc2RT15GPNeAA+9VO3w4I5LkqEdubFkDGQwJIlwrOhoOGEuZDDlbnEbZ7kKcOok6WjKb4xPiyJkR5OjlaF8wWSnaPgcACN2ScAqwmBUMiBsT2S3pXci+bTodco/8H4IKz9rW9ZKXvGQvbwKHXzruooM5IFhjN9lsNtjvEGwdm/gmZbTHfSBPMUWIBvLss8/uoy7AwJjLMCZafOlLX9pnMwPqfgMewEJ4RHEAx55rxsER6AMaURpBK1qNAxSSMspGJ0Ut8JTWlrcnixzlkzEPYMqUhGRSAtiy3omcjYHrclKLyICwqJqxRso3Y8ObZ9CNpcjM2PpHL+5TBiX3nHsQAbXLAWmXf3LhP5BZLU6GjDtn4373u19/D6dR1jwpcTmMstHJe65MXi2nINGEXPgcg6Kj4QCHzhjJ4AikOe6IMeeQcfaRMeUMyrjo4zlj6D42AvCzHWQnmRX7B+vPVjlg/DjNgjV6xWYj9sOsm6Atvzlmrhtjjlmm8iXNMgPAtnPYXeews+v0XybLosUcwG92mBNNP2SMZPsQPGWfBW+bon0gbxqBl2aaV2UaAuRlGJNeFGiL3HkeAMR9Ul0acIac0ZftTO5jRp5w+I87wIghoPhFq3EAmHOezKZQLp4ecATagFcUbqxE55mKk+KV4l522WW9gyYFKcUGuGZfALrUs8pFjsZUxG/cADtnzywO5aX0QBegU/o8x3CIzCk54+43eeGhAnNtVC6gyFSuehl7wk5WOAQcA86I+hJNeA2gr0Xb54CxSaTH4NB1Bsg4G3/ADdDdl9c75Et6VM68c2wJ2TDTRD4Zszil2+9R1cjJYkM4bl7DcMCR12OcbGNsPH2ADltuep9ecuqNvbTbMIGe0nX2gEPHUTfernu+aD4H2NXMirHf7B/eCrTolhlVtnRTfNwH8qZoDBjAABIqciQEpnEBte8MMQMONER7pmS9jyUAvD1GXuQponSO8otIi1bnACXDR2OS1LO+M7oA2TVK6D5jx5FihAGkiN3UOvDmnHmX715OGaUnXMi4K8cYGlvjzBgQOuW4RggBtOcigJ4H1NKbAnMGnfI77155sNWnnGR2yloC9Zo5Yvy1Vxle65g10Af/xCeOwepcqyfW4QCgtn9flC5SM3NkTMkbXQcCD33oQ/dmgtRFzgBDyGzN61//+t6gkStOot+RudxXx8PnAN01BQyIkXfAxpUu0jP6xik3YxtiX9jtEDvvFZppejoPBzgBAj+vZJXhH63Q46L5HGA/ATk9oDPsJDJDgqdsptdkm7J9+0B+ftOWu0JovGsA9N4BcwyKjpYDomQzAN7HtQC9qVZx3sz0iN42RaIMxiTOxKbKrXLGcWA4tsZleO6gkhm1Gs+DuLSd6wB5OBarjqfnhw7bqmVsp7e7Wwv+DXmotZvk42kgrzJTv7bHrPMRAVq97bhOOQc9a6vBQffU9U/uTfWL9A+LH6J3U/ibKl95mypr18vRVw7Nrrez2reeXSz+HR/+0dddtlFm2uLEnQbypgcsCDCtO4WP6acptLPaOA15OqpxMvXp/fZR1V/1lnyWDKwmA9ahma3eVb6Zvc1swGkgv7uTGtWy4kBxoDhQHCgOFAdW5UCB/Koc28H7Tcvks4PNqyYVB4oDxYHiwBFxoED+iBi/iWrtbLCLwUp5q2BlSioqDhw3DljbY/dFyG4fOzkWkRXLFgHTESvA6Yhz2Y9s7ZFtpHafmNrkJKtHBsmDyLv1lGPboGdtJbYyehWy9cx2VtvarIfSp0yx2u2iXdpMt+2mWUTaMSQ7GexU0T7rl+xcsYXReinknXL2v9v5wpZYkNe2Y1hm/V6dA/hvh5ndaHamkF9kTMihMbJrgUyRCTsVIofuIQN2OlhTNYYK5MdwbQeesX7ClhfbVwiRFe5ZOW+bjG0sztvdwAAxYASF0DAots94hqIzhrZMUXAf22govecJoXsjdOm6shgnW6yUZyFKFnvYamPbnHNJX6ss5SjXedv0tEV9RcWBRRyw0wJgkRkGjzPbOrQMY7t1T1nelZJ7gCxHAxm3AyTJlsjqRRdd1BtV2RjpiextZFl5yHef4VYmQKx8si2xDBn22zY1cu5+H88uIuXITKldnrNwFQgrV14L2w6d5zz43pKtqm353hGHtIeT8MIXvrDXcdu07Memk5weCVjotaRmcSo8K7ENPrEVkh0Vrc8B42fs7IUnv2yffDL4b/2bsTIGskfKh+J+2+sic65LJOW8bczSxa9KBfKrcmxH7gfKUkhS5hBhYagYhWuuuab32CW4YDikt3VN9GKvMweB5y7DnaPfEt7YZsdjtAca2F988cV95jyCyYghnicDwjN1VL699PZVO8qWJ3JylClNQhSGTKIMe0HVxSgyZO4vKg4s4kBA3r57QOTYgjyHk2FsKSBPRh/96Ef3RpLcnnnmmT34i3ylarbg0bPyOJBZAAsQOaPKSITrPIc4RGckLAHynFrJqRhi4GiPs0XBclYcRO6jG4jDTEe0JUllAANHZZhjRN6LFqCBvPpF/CJBwEI3Oef0MOmh2Y0LL7ywvyayD6lHhlNl0nN8Vl7RehwA1vid2ROBjRTl5C/ywc6aUQL0xpoMhfd+yyKKOAZkc1UqkF+VYztyP2U1+AxXS9JKUlKGQjIiOQt474wA79/0oEQ3j3nMY/qMV7LK8Q6dZxCvuOKK3tAxED7S6PImlcOYIbMH0ucSYNGByMA10ZY6gbjIKGXLnCYCe9zjHtdPVTGqjBFBlwinqDiwiAMBeU6q2SpyDOQZQrJM5si9BC+mRVFAXoptTgGSuVEGSPohaQtnV5l0gTwHCGWNBICcUwbYjBV9kxAoRJ45rECeo+oZZMU1ubZjgp4g6aWVn4+yQi3I0yftoif5ByVmv8xEZKpWH5Rzj3vco09wlTroN6C+/e1v37dLHTIVmno///zz+1k0dZr6l22Sc5NXIIBd32UmRdohesyMRtpax9U5wAG9xS1usTfrwqaavSGz5BgBe7M4XiuRxWQTNRMlepddEHH0OKarUoH8qhzbkfsppmg77xOBqqkgBkHE4d0P0A3IxxgBcwasBXmGgvABeTnwTWUykoTQP60wLWgGwHnkdQCjyjtlKE2BSo0JsEVDooAhyGsnIfY+igED8pIl8Vq1V8RUVByYxYGAvIROQLwFeQ4oR1cabTqRKWzyy7klp8nfIDrm0AIvYCg6B9wib3nayS4C0KayATdnWR1ef7Ug73rywIu2tE256iD79EX9yPPalk/a6Jp0v5nNEsnTaeVKF+s+4B5Huy2LPudVmfNAnqMtHTXHW1uAPLA3C4dHIkHlahdHJJF8HCL3aSMnSGrqRJPKLxrHAbw0G0oGrH9gj4E1B5ENNMb+CZCx5EwK3DgGfssQSZaMhXEhg2aMVqUC+VU5tkP3m6rnmTM43kkSBNNzohMCRMB8N33v/Q9jAvgTRQPmpCN2XpSUFMQMDWEz9WeKSR2OiGC635QhIVSnaJ1H6p2eexlmhtNUpEhGqkagzsjmvaopKs+oKxHYDrG3mrIjHAjIkyfyFpBP80SeZLklwOVdtMia/JFtQAe4ACdgd54uZEaKLiFyTvZFwZkpG4I8wyxyBrYMuPo4DcoDsPRKJLaI3K9O8o+Ar5zmytNe/aW3ZhOGRN9bZwHI+82Z9lEWkAco+MeZBurahAdsB6DnEGizc+riFAAjdRetzwF89Ro0/M/rVfJERsgzu0iW3Jt1GAI2Mm1MBWZmdMgJmV6V9oG8igiYd7O8WIacp1q0uxwwZi35PTzXXj/o+zLPD+8Z/j6ojvb6Os+25dT348kB9qddeCbiOWglO0AD1MsSGQRu7QJT50IWo3GYOdKAUJtcZ6gdObfAdCwx5qbPlR9SbtuGnJ911I4heU0BxNGssob9dR8HQzscizbHgeE4+m2GKbOjqWl4X86TLwA/73rum3XcB/IE2BStQVagCItAiwpN0zq6xgMhJBSJYvB4CaopIx/Tr+7xfUzDZjW2zhUHigMnjwPsR2tDhr9ncWSZe4bPLXom19qj59vfvo+llLPO88Nnlylz2OZlnhnWU7/HcWAVXq9y77A1+0De1IB3py3xBk1LmSLy72a9u/Xux3SPBSCmdvzmIPifxFZUe7fgvJWdpiKKigPFgeJAcaA4UBzYLgf2gTzgtvoyJDr3Diwv/G3FsnUk/w88i0Is+BLVW2mdI+/j6quv7qP5lFfH4kBxoDhQHCgOFAe2w4F9IG963VYK75dE8I4WDthP7Zoo32IqK/5M3Vu9agHJpZde2k/Ri9wt7rDnz3WRv/dZ3idwGI4T6d+sWQrvWvJuj6PjNYcFMFaRW0AR8koj2yVy7qCjRT27kJHK6k9jaux3gchcu4952CavmLJXdXitfhcHigPFgePKgX0gr6PetVv1aUU0sAJUFr5YzOIdPWNqUZ4VnFZkWjxghSDA8tt5qwmVYyW1aXyrsdtFJceBofrmNQb+tGTrTfZ/67O9uva32j5mVSX+AHhbWlZdrOMZDtQs56Jtw6a+69twcYiygar98BydVclajVllrlpOez++Jl1kez7fraC2oLRoPAeMm90RWa9jrY6V35x3AQHZRNbnkI+i9TjATpgVZUPYVjIu0IodJdMCKOMiiEDGZhnesx8cdcQ+Z0yzlZXeWwnOhqvXbx/jrN5ZpI12LCwisgJD5DlIgKBcbdYmC8yU71x2Qywqb0rX9IuNSgCovwJoPEX4kkAYL/FgEzQT5DdR8HEvg6LZXna3u91tb483obRewV5UIE85CL3ZDNsfOE1WBttHLmOWSNirENE5J8AaBobSvnUOlf3kBMJ2Cnt4rZalGJ4PyBMKhtfWG1t/KIstMZwt96pf3bb8KFebAawkIl672EWhHeqKocjYETJlezWjLO0wi6OfhFW+Zb8ZI8/6zmBwXAisLXJDJ8Bve4Gt/bCKlzOob5Re/zmQ2qN99olqqzJttbMF0DP4kC1S2q9d6sRD9+uvvuFl+G4sOGXGDc9tM8Iv26nUb9+qNhfN5wBjZM+vsSMbZNn6G985UMDGd7Jki5rvReM5QDfIKLC9853v3NsU/Jb0hxw7f6tb3aqXe69NzRKyG8s40MDUvWwPPWNP2AfbtoyboM44AiF7+c2C0TPjzCGYRbbxsQEt0Xd1hJRhu608AvqB1Cffhue1K7kJzIC2uypSxlSP+KZv55xzTm+bgL7ERmwrZ8544IVxPXXq1B74r9vfAvmRHAR+BkxWLGldDY5XGYCF8NrSIgUh0JV4Bti4Doie+MQn9lPugEaCDfcaYCBjzYNZFJmwKLkkHxwGwi5FLWVsQV4kBfAohDKk8OTt26susxyHA9ADZPtmgTyHQNuAnrbk3uE2HH0yQ2Odhr4CYYsvtdkz2qZf2s2JUI/79dd2I9m7tGVI2qIcys6AMC7uZ8AkIvFdRii/lYsX+Ibn6mR8PKvt+kBR1M1IOM/B4RAAI7wD6sbFDIjvEv+IgGT14kxIr2umSRawosUcwDuOLacMqHPkGHHygTiAxsdru/bV1OJS6+osDgTkOb5AHBgACgDA+XfeAmeOgEyVbAFd4AAINjhl5NwxGQJbgKbv9Cogn5SpdPaCCy7YmxHgsNHL5MVwXfkAnZ7Jysb+sGdsRkvsA0chlEidLis3pA8SxXie/gJ9ciVVdmYccu+UjyJ0r7plrgPsbCtiD40nYotkxWNjh/zsb1jxT4H8igxzO8YDYoIIXCggQWT8DJxrwE5ueQoHFCkT8HcMyFMOoCX9a7w4z/gOoES0XgcAMmAE5JXfgrwIN68MGFi7HTgWIlTgpWzeuUhVW0Wt2ucZSspoM9QUNAIXluinMkQGAJGDQQE5FRRSRE45Kb9yOCIMkXaayiXImX5KmY5AnpITZjMaPFcROXDHI4BBwBkQv0XpsuoxYPjK+InUgQnlAM7GIjkdKIh/CCFq8F3UIKLgdKhPXYyNRaIiE86BdQ5JTdq2tb6fzgEOIkN13nnn9fJDdsgHuUb4aVxlfiNTReM5EJDHT847oivy7wN5sux/VHCC2Rg2giNPbyUBMhbkn45ydk3Fc/JD9JUzDeQBd1Km0uUsvuYU0BP66PUcfRbVG192xIJsYK2NLSCJUtk319gLdcXBUEb6pi1sBl1mFxBdfMITntCXl8ycafPUj+wi28Vmsc3GEHGa2NdE92Ys7VQLz9bpd4H8CO7xmAGFAeBtAlYgA5AoTXJPi9wTTfOaXTOV7hxAo3iUAOBRFqBGcRhH4E9JCALAEqHawQCwKVim1kVTzhMaiqRcSgqMOQnawIunRGYcRMfaTokClNoB4DkWlI9XjvTPqwa/3a/fjIkjhQTGFFhbnccDQuxejoZnganvIukQQ6ON+srAAGOOC74wWs67x+sNPPPb6wHf8xyjwpDhkfpM4WsTBwnw4xueM0h4a7oeyJv6N/uC1xwfhpDTRamM2yaUKv08jsdkZMM/ESWQJ9PGmKOLpxLVGB85t49TFLbt8QwQ0gnyDUSBrd/AQBpaUbLXJv4UdMzkAAADWklEQVSjHp7TD2TWjQ7QEfpN/j3DHoTYCzaLDnrlZhYR0eU4AxxsDj7HjqMNoMmAetynXVL6enc/BHnlsw3arJ10yz3kgz4Ddx86S8fZJgTk2TP3ai8n5bgQPrI5AF2QxIESnNEhxIaye/hu5hEP16UC+REc5BEDM0JLcQAHJfGdAJt2MVUpesxvA+kZ4CwaB3oAmnJQHNeAnTJFRn677qg+wqEOU2/uIyQhCgx4Pass0+fupSTaknrU6aNO5fHeRQTqc7+P7ynb82mTCMJzlJJjo3++u58hN3MQQ6+vZjC0XXs5HO27Ov1PXcp0bxYQ5bx26Zd2OrquDWmnc+7RB/X47Yi/2qx92pPv4Zu68MCY6Yf7PYdH6sLDotkcIM9AwTiQDePKyQoAMUhmWsigeyTV4gy4t2h1DgB5emNmzAwcEAeG9Ivc+u9m+G9WDnCQYeODPMcBEyEaHzQEeeDvvkzXc4ZjM8xqeY1mZoB+GFOATc844+yKetkmswXsz6xx9nqMbQjRO0GKwMXMm34BtszIkTHOuQCFfnJUHI8D4SEd0Wff8VL/ODxsj77jKZuGOD1et67rKBfIHwfp2eE+MBQMEwNUNG0OMLYMEGOEGCrfOXsMPEeKc+V87gVIs4z/tDmxndab0RPR4TlQx+vwEs+dp1c575rXJsCDM8thNQ5xXI0PQHbOd06D7wF5QC3iVo5x44C7HuJUAynPGmPOeu71exZ5XltC2qrdPhxBM30JTsiOejkfyhMgAf/jQuFVdES/8AOI4xEnLOPpGl7gk/PrUIH8OtyrZw/kACU33cYoFRUHigPLcwCYtiC7zJPAEXjOImUBaqBqti4Romjcc0BInYsIsMdpWHTf2GvK105tMRPnWLQeBwrk1+NfPV0cKA4UB4oDxYGd5cBpIM+js1hmCh+LTmwfufLKKyfR3inwtNp4NLJvd4ZdFcX/o+O/nTHF/6Ph/xT5LsOrBc+73PasrToN5L0fsapyCh/vkWwdsWp8Cu2tNk5Dro5inCyWssL/KOquOp/brxIv/pd+rqILFiZaOLjKM9u+N69jTgP5nZ1vqIYVB4oDxYHiQHGgOLAyBwrkV2ZZPVAcKA4UB4oDxYFpcKAH+fpTHCgOFAeKA8WB4sDx5MD/AWwNvON51mVCAAAAAElFTkSuQmCC)
基准测试环境
本文所有的基准测试都使用1.3GB的安然电子邮件数据集,该数据集由444482个文件组成,使用Lucene解析器来解析和索引数据。为了测试IXT在不同大小的数据集中的可伸缩性,将数据集拆分为七个不同大小的数据库,不同文档关键字对的数量如表2所示。
表2 评估中使用的数据集的统计
![](data:image/png;base64,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)
在CBC模式下使用SM4实例化了128位密钥的对称加密,并使用SM3实例化了哈希函数和伪随机函数。使用OpenSSL实例化密码原语,并使用GMP执行大数操作。
由于实验室设备的限制,本文在具有16GB RAM的Intel Core i5处理器上运行IXT和HXT来实现服务器和客户端实例。所有的计算都在一个线程中进行,并使用C++编写。Bloom filter是HXT的重要组成部分,在HXT求值时用哈希函数
、Bloom filter=
(其中
为TSet的大小)来设置假阳性率
。在HXT和IXT求值中,我们都设置了安全参数
。在本文所有的实验中,忽略服务器和客户端传输数据的时间消耗。
EDB存储开销
本文使用如表2所示的单个线程和数据库来研究IXT与HXT在客户端的存储开销,图5和图6显示了HXT和IXT之间设置阶段的总体EDB存储大小和消耗。实验结果表明,随着数据集大小的增加,IXT中的EDB存储容量和时间消耗比HXT中的增长更平缓。主要原因是HXT需要存储Bloom过滤器的密文,并在设置阶段为每个关键字构建TSet,而IXT只使用计算成本低廉的伪随机函数和对称密钥加密来加密数据,并且只将关键字的密文和对应的标识符存储到每个关键字。
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)
EDB搜索时间消耗比较
本文使用单个线程来研究IXT与HXT协议在客户端和服务器端的计算开销,只报告连接查询的搜索时间消耗。在不同的数据集上选择变量项,如表2所示。
的选择范围从1到1000个文档,然后,选择一个固定的词
(在DB4到DB7中出现相同的不同键),并在EDB4到EDB7上执行两种类型的联合查询。术语“
的选择性”是指匹配关键字
的文档数量。在所有实验中,
的选择性选择为10,并作为基线。
图7、图8、图9和图10是双关键字查询,这些实验测试了匹配关键字
的文档数量对客户端和服务器端时间消耗的影响。另外,虽然搜索关键字的顺序并不影响最终的结果,但是整体的时间消耗与顺序有关。同时,图11和图12是多关键字查询,这些实验测试了关键字数量对客户端和服务器端时间消耗的影响。
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)
第一个连接查询使用
作为sterm和
作为xterm,可以发现,随着变量项选择性的增加,HXT的时间成本的增加要比IXT明显得多,变量Term的选择性对IXT查询的时间成本影响最小。另一个连接查询使用
作为sterm和
作为xterm,IXT和HXT的行为与
作为sterm和
作为xterm的行为略有不同,IXT的时间成本比HXT高一些,变量项的选择性对IXT和HXT的影响都很小。
图11和图12分别显示了IXT和HXT在客户端和服务器端查询多个关键字时的性能比较,使用单个线程和两个不同大小的数据集(分别为
和
)来评估IXT和HXT的性能。在这次求值中,在之前的求值中选择一个固定的关键词
,然后在连接查询中引入更多的关键词
作为xterms。
从图9、图10、图12可以看出,IXT中服务器端的搜索时间消耗高于HXT。主要原因是IXT将更多的计算交给服务器,以提高客户端的效率。但是,由于实验室和设备的限制,本文只使用单个线程来执行服务器实例。服务器实例可以并行执行以获得更好的性能,就像HXT中的实验一样。HXT分析了随着并行度因子的增加,每个服务器端的任务的计算成本可以大大降低,以显著提高性能。
07
与其他相关研究对比
大多数SE协议都需要在安全性、性能和功能之间进行权衡,最近的SE方案关注的是有效扩展到大型数据集的性能,许多高效的SE协议使用倒排索引来允许在亚线性时间内执行关键字搜索。这些SE方案在安全性上做了权衡,以获得更高的性能,然而,这将向云服务器泄露一些信息。
本文提出的基于标记PSI协议的高效SE方案IXT,具有访问和搜索模式隐藏功能,可以在保留性能的同时,避免现有用于联合查询的最先进的高效SE协议中出现的泄漏问题。
解读:戴西件 南昌大学第二附属医院
审核:张 琨 合肥工业大学
![](/upload/paper/images/2024/2/2024241813538520.png)
Frontiers of Computer Science
Frontiers of Computer Science (FCS)是由教育部主管、高等教育出版社和北京航空航天大学共同主办、SpringerNature 公司海外发行的英文学术期刊。本刊于 2007 年创刊,双月刊,全球发行。主要刊登计算机科学领域具有创新性的综述论文、研究论文等。本刊主编为周志华教授,共同主编为熊璋教授。编委会及青年 AE 团队由国内外知名学者及优秀青年学者组成。本刊被 SCI、Ei、DBLP、INSPEC、SCOPUS 和中国科学引文数据库(CSCD)核心库等收录,为 CCF 推荐期刊;两次入选“中国科技期刊国际影响力提升计划”;入选“第4届中国国际化精品科技期刊”;入选“中国科技期刊卓越行动计划项目”。
《前沿》系列英文学术期刊
由教育部主管、高等教育出版社主办的《前沿》(Frontiers)系列英文学术期刊,于2006年正式创刊,以网络版和印刷版向全球发行。系列期刊包括基础科学、生命科学、工程技术和人文社会科学四个主题,是我国覆盖学科最广泛的英文学术期刊群,其中12种被SCI收录,其他也被A&HCI、Ei、MEDLINE或相应学科国际权威检索系统收录,具有一定的国际学术影响力。系列期刊采用在线优先出版方式,保证文章以最快速度发表。
中国学术前沿期刊网
http://journal.hep.com.cn
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