RDD :弹性分布式数据集;是一个容错的、并行的数据结构,可以让用户显式地将数据存储到磁盘或内存中,并控制数据的分区
RDD是Spark的核心数据结构,通过RDD的依赖关系形成Spark的调度顺序。所谓Spark应用程序,本质是一组对RDD的操作
RDD的两种创建方式
从文件系统输入(如HDFS)创建
从已存在的RDD转换得到新的RDD
RDD的两种操作算子
Transformation(变换)Transformation类型的算子特点是lazy特性 ,(不是立刻执行,而是延迟执行)。也就是说从一个RDD变换为另一个RDD的操作需要等到Action操作触发时,才会真正执行。
·Action(行动)Action类型的算子会触发Spark提交作业,并将数据输出到Spark系统。
Transformation
Transformation(转换)
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Meaning(含义)
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map(func)
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返回一个新的 distributed dataset(分布式数据集),它由每个 source(数据源)中的元素应用一个函数 func 来生成.
一对一的关系
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filter(func)
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返回一个新的 distributed dataset(分布式数据集),它由每个 source(数据源)中应用一个函数 func 且返回值为 true 的元素来生成.
过滤器(使用之后会过滤掉你不想要的)
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flatMap(func)
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与 map 类似,但是每一个输入的 item 可以被映射成 0 个或多个输出的 items(所以 func 应该返回一个 Seq 而不是一个单独的 item).
一对多的关系(处理完数据变多则使用该算子)
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mapPartitions(func)
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与 map 类似,但是单独的运行在在每个 RDD 的 partition(分区,block)上,所以在一个类型为 T 的 RDD 上运行时 func 必须是 Iterator<T> => Iterator<U> 类型.
map分区(就是分区的意思)
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mapPartitionsWithIndex(func)
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与 mapPartitions 类似,但是也需要提供一个代表 partition 的 index(索引)的 interger value(整型值)作为参数的 func,所以在一个类型为 T 的 RDD 上运行时 func 必须是 (Int, Iterator<T>) => Iterator<U> 类型.
把map分区后的数据赋予一个索引
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sample(withReplacement, fraction, seed)
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样本数据,设置是否放回(withReplacement), 采样的百分比(fraction)、使用指定的随机数生成器的种子(seed).
样本(取样)
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union(otherDataset)
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反回一个新的 dataset,它包含了 source dataset(源数据集)和 otherDataset(其它数据集)的并集.
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intersection(otherDataset)
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返回一个新的 RDD,它包含了 source dataset(源数据集)和 otherDataset(其它数据集)的交集.
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distinct([numTasks]))
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返回一个新的 dataset,它包含了 source dataset(源数据集)中去重的元素.
去重
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groupByKey([numTasks])
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在一个 (K, V) pair 的 dataset 上调用时,返回一个 (K, Iterable<V>) . Note: 如果分组是为了在每一个 key 上执行聚合操作(例如,sum 或 average),此时使用reduceByKey 或 aggregateByKey 来计算性能会更好. Note: 默认情况下,并行度取决于父 RDD 的分区数。可以传递一个可选的 numTasks 参数来设置不同的任务数.
通过key分组
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reduceByKey(func, [numTasks])
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在 (K, V) pairs 的 dataset 上调用时, 返回 dataset of (K, V) pairs 的 dataset, 其中的 values 是针对每个 key 使用给定的函数 func 来进行聚合的, 它必须是 type (V,V) => V 的类型. 像groupByKey 一样, reduce tasks 的数量是可以通过第二个可选的参数来配置的.
通过key计算(本身方法自带分组功能)
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aggregateByKey(zeroValue)(seqOp, combOp, [numTasks])
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在 (K, V) pairs 的 dataset 上调用时, 返回 (K, U) pairs 的 dataset,其中的 values 是针对每个 key 使用给定的 combine 函数以及一个 neutral "0" 值来进行聚合的. 允许聚合值的类型与输入值的类型不一样, 同时避免不必要的配置. 像 groupByKey 一样, reduce tasks 的数量是可以通过第二个可选的参数来配置的.
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sortByKey([ascending], [numTasks])
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在一个 (K, V) pair 的 dataset 上调用时,其中的 K 实现了 Ordered,返回一个按 keys 升序或降序的 (K, V) pairs 的 dataset, 由 boolean 类型的 ascending 参数来指定.
通过key进行排序(升序。降序)
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join(otherDataset, [numTasks])
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在一个 (K, V) 和 (K, W) 类型的 dataset 上调用时,返回一个 (K, (V, W)) pairs 的 dataset,它拥有每个 key 中所有的元素对。Outer joins 可以通过 leftOuterJoin, rightOuterJoin 和fullOuterJoin 来实现.
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cogroup(otherDataset, [numTasks])
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在一个 (K, V) 和的 dataset 上调用时,返回一个 (K, (Iterable<V>, Iterable<W>)) tuples 的 dataset. 这个操作也调用了 groupWith.
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cartesian(otherDataset)
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在一个 T 和 U 类型的 dataset 上调用时,返回一个 (T, U) pairs 类型的 dataset(所有元素的 pairs,即笛卡尔积).
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pipe(command, [envVars])
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通过使用 shell 命令来将每个 RDD 的分区给 Pipe。例如,一个 Perl 或 bash 脚本。RDD 的元素会被写入进程的标准输入(stdin),并且 lines(行)输出到它的标准输出(stdout)被作为一个字符串型 RDD 的 string 返回.
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coalesce(numPartitions)
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Decrease(降低)RDD 中 partitions(分区)的数量为 numPartitions。对于执行过滤后一个大的 dataset 操作是更有效的.
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repartition(numPartitions)
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Reshuffle(重新洗牌)RDD 中的数据以创建或者更多的 partitions(分区)并将每个分区中的数据尽量保持均匀. 该操作总是通过网络来 shuffles 所有的数据.
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repartitionAndSortWithinPartitions(partitioner)
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根据给定的 partitioner(分区器)对 RDD 进行重新分区,并在每个结果分区中,按照 key 值对记录排序。这比每一个分区中先调用 repartition 然后再 sorting(排序)效率更高,因为它可以将排序过程推送到 shuffle 操作的机器上进行.
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Actions(动作)
Action(动作)
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Meaning(含义)
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reduce(func)
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使用函数 func 聚合 dataset 中的元素,这个函数 func 输入为两个元素,返回为一个元素。这个函数应该是可交换(commutative )和关联(associative)的,这样才能保证它可以被并行地正确计算.
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collect()
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在 driver 程序中,以一个 array 数组的形式返回 dataset 的所有元素。这在过滤器(filter)或其他操作(other operation)之后返回足够小(sufficiently small)的数据子集通常是有用的.
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count()
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返回 dataset 中元素的个数.
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first()
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返回 dataset 中的第一个元素(类似于 take(1).
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take(n)
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将数据集中的前 n 个元素作为一个 array 数组返回.
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takeSample(withReplacement,num, [seed])
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对一个 dataset 进行随机抽样,返回一个包含 num 个随机抽样(random sample)元素的数组,参数 withReplacement 指定是否有放回抽样,参数 seed 指定生成随机数的种子.
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takeOrdered(n, [ordering])
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返回 RDD 按自然顺序(natural order)或自定义比较器(custom comparator)排序后的前 n 个元素.
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saveAsTextFile(path)
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将 dataset 中的元素以文本文件(或文本文件集合)的形式写入本地文件系统、HDFS 或其它 Hadoop 支持的文件系统中的给定目录中。Spark 将对每个元素调用 toString 方法,将数据元素转换为文本文件中的一行记录.
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saveAsSequenceFile(path) (Java and Scala)
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将 dataset 中的元素以 Hadoop SequenceFile 的形式写入到本地文件系统、HDFS 或其它 Hadoop 支持的文件系统指定的路径中。该操作可以在实现了 Hadoop 的 Writable 接口的键值对(key-value pairs)的 RDD 上使用。在 Scala 中,它还可以隐式转换为 Writable 的类型(Spark 包括了基本类型的转换,例如 Int, Double, String 等等).
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saveAsObjectFile(path) (Java and Scala)
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使用 Java 序列化(serialization)以简单的格式(simple format)编写数据集的元素,然后使用SparkContext.objectFile() 进行加载.
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countByKey()
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仅适用于(K,V)类型的 RDD 。返回具有每个 key 的计数的 (K , Int)pairs 的 hashmap.
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foreach(func)
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对 dataset 中每个元素运行函数 func 。这通常用于副作用(side effects),例如更新一个 Accumulator(累加器)或与外部存储系统(external storage systems)进行交互。Note:修改除 foreach()之外的累加器以外的变量(variables)可能会导致未定义的行为(undefined behavior)。详细介绍请阅读 Understanding closures(理解闭包) 部分.
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glom:将每个分区内的元素组成一个数组,分区不变
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WpA5+La3EeiNKVTlECUUJ6xjN5G8ymt/ogSqwoTXEz3/y4SsVKkDTd5qNkDY8hUL4IGFEq37IvqZyXNFFycY9AaqYyUXmLFZ+777yLBrLp68vPv6A+bGL7c/afEudotCNUUJ4w623n7VlR4iVMoAjBR+mdt98R8gNz3DSOozSSZ8LBfIffzz2nCR1y0MEc2XucmM/e43PrsikOpGoyPxdEaeLkSXSFI0oIByBhBMaPo0EDY6Y3kCcNQGnO3CX1mllmDIGyRMCIUlkWe+lluuSJEhMgkB8sTbLv3vtQ07PPoY8//Ig++ehj+orJ0tdffkW/MDGCkgRyAuLzB5OXrRttJYrSX4sXS5BJEBsQIpjUoBjNmzePFixYwHGUfqRddtqZXnnpZQlECVNc9/e7y3lPdXxSzoPfEUxyUJRgZhs5bDg7hE8LlKmRo8RHqdmll4rjtwakLIWo3DbrrfTaC8uRIZAOAkaU0kHLzi1YBEqZKGlHjSMUoKuuuJLqrLsez16rQ3XWW582xM6fG7CD9Y033Mg+Q+Ppt99+k/hIWOsNs9k6PdVJljSBUoRZbWdxvKUdWW269957JSbSuaw6tWvbVhSrsRyU8uuePelsjpG0IRMlxGyCgzdUoy5dutDee+xFdTfamFrd2Ip6M8Hq3bs3tbqhlcRXQpyl5557joZzQEyQMn/2WzGb38z0VrCvviXMEMg5AkaUcg6xPSAfCJQsUXJRrcdwZG7MToNS9F+OVdTtma70xWef0+uvvkbP8VR/LIB7z913C1F59513RNFBRO2fmMT8+P0PEhxy9AhewoSVKfErYifxHqwYPfroo9T1mWfkPMyK06ja/TjMwDfffEM/9+pN3377rcRmGskmuu84PAHuh/N7MpmCajXoj0HBs3r9RD/wbz9wlG+Y3jTgZCmoSkaU8vEW2zMMgcJEwIhSYZaLpSpNBEqVKKmaBOIBktSWVZ8Wl11O8+fOoyk8sw2kZxJ2VoqAwb333UfdunUTZ2zMfIPzNUxj2OFL5KtTCAwps+H4vjjPV39wP/wu1zOBwr2gEOm98D1+h/M4TILhufwc/OaTo2KPym2mtzRfRjvdECgxBIwolViBlmt2SpUoyYw3jaM0eQrts9fedNghh4qqM4mn5s/9cw7NYUdufIa6dN1119HQocG6byBXOk0/nKrvFqjVe1b6XeI2xZ7pT/P3o4RHv4/eJzrjrdjJkilK5dqyWL4NASIjSlYLSgKBUiVKGnASs9ngXwTH6q233Iq222ZbOvnEk8RRG4EiEUPpqhZXcpDJvuFaaz5ZKYWgj7Xp42REqSSaCcuEIZARAkaUMoLNLio0BEqZKMGvSIgOB5ycyqoSpv1jWRFM07/0kkskNhKm/U/kwI8SFZuVJJ8YlcoUfSNKhfbWWXoMgfJAwIhSeZRzyeeypIlSxFwGvySsuYZp+Ji2D38k+AiNhcM3kyr1D/IJkilKgX9WprspSiXfhFgGDYGkCBhRsspREgiUMlGKOkaD9EA1wpIi2NUXKWpq8wlTKcw8y5TkZOM6I0ol0UxYJgyBjBAwopQRbHZRoSFQykQp0VIgvnN0IoIUJUbF7kydDbJTk3sYUSq0N97SYwjkDwEjSvnD2p6UQwRKmShl0sEnU5cyuZddM05MmjBvYvPrWg6rtN3aEDAECgQBI0oFUhCWjJohYEQpc/8bI0LVY2dEqWbvp11tCBQzAkaUirn0LO0hAkaUqu/sjRBljpERJWtsDIHyRcCIUvmWfUnl3IhS5iTACFT12BlRKqnmwjJjCKSFgBGltOCykwsVASNK1Xf2Rogyx8iIUqG++ZYuQyD3CBhRyj3G9oQ8IGBEKXMSYASqeuyMKOXhJbZHGAIFioARpQItGEtWeggYUaq+szdClDlGRpTSex/tbEOglBAwolRKpVnGeTGilDkJMAJVPXZGlMq4cbGslz0CRpTKvgqUBgBGlKrv7I0QZY6REaXSaCcsF4ZAJggYUcoENbum4BAwopQ5CTACVT12RpQK7pW3BBkCeUPAiFLeoLYH5RIBI0rVd/ZGiDLHyIhSLt9eu7chUNgIGFEq7PKx1KWIgBGlzEmAEajqsTOilOKLaKcZAiWIgBGlEizUcsySEaXqO3sjRJljZESpHFsVy7MhECBgRMlqQkkgYEQpcxJgBKp67IwolUQzYZkwBDJCwIhSRrDZRYWGgBGl6jt7I0SZY2REqdDeeEuPIZA/BIwo5Q9re1IOETCilDkJMAJVPXZGlHL48tqtDYECR8CIUoEXkCUvNQSMKFXf2RshyhwjI0qpvYd2liFQiggYUSrFUi3DPBlRypwEGIGqHjsjSmXYqFiWDQGHgBElqwolgYARpeo7eyNEmWNkRKkkmgnLhCGQEQJGlDKCzS4qNASMKGVOAoxAVY+dEaVCe+MtPYZA/hAwopQ/rO1JOUTAiFL1nb0RoswxMqKUw5fXbm0IFDgCRpQKvIAseakhYEQpcxJgBKp67IwopfYe2lmGQCkiYESpFEu1DPO0atUqwo5twYIFNGrUKELnZrthkI06gPo0ZcoUqV9+XSvDV82ybAiUHQJGlMquyEszw76i9Ndff9HEiRNp8uTJthsGWakDqE+zZs2Sl8eva6X5NlmuDAFDwEfAiJLVB0PAEDAEDAFDwBAwBJIgYETJqkZJIOCP8vWzHf8J1Q/DIjtYmKJUEs2FZcIQSAsBI0ppwWUnGwKGgCFgCBgChkA5IWBEqZxK2/JqCBgChoAhYAgYAmkhYEQpLbjsZEPAEDAEDAFDwBAoJwSMKJVTaVteDQFDwBAwBAwBQyAtBIwopQWXnWwIGAKGgCFgCBgC5YSAEaVyKm3LqyFgCBgChoAhYAikhUDmROkffk6iHY/H97bVOgKYEi7FwUf/c60nzBJgCBgChoAhYAgUCQIZEyXlQj5XUo7E3XJcB+3HcNGOu0jwKdpkJiJGRpaKtjgt4YaAIWAIGAK1hEDGRClOTcISW9h99lRLGbLHxhCoUlGysrKqYggYAoaAIWAIVItAxkRJrDq84yi7I0ry9SpTlKpFPscn+CqeLuIZF52ZCy9qOVVFMMdJs9sbAoaAIWAIGAJFg0DmRMllEZ1tVExKtFyC31njsy2pkJ0lFZLiyGS10m/edwFLAsMtmrpqCTUEDAFDwBAwBPKOQMZESVIacVSKdswrV66kiooK64zzXqyxByYiUhUrKqRc5Deof04WFFOd5wBei8m2RxsChoAhYAgYAgWBQM2IkjKlSAcLxci24kCggsnsShAmTyEsjpRbKg0BQ8AQMAQMgdwjkDFRko7VWW7U9KbOw/hp3rx59Mbrr9PVV11NJ55wIp103PF0Iu8nHH8Cneh2fPb/xvfR75L9XdV9CvG+mud85/HE4xl3xfu44+jkE0+i665tSW+98SYtWLBAahiUP1WeVrlQAlElKvdV0Z5gCBgChoAhYAgUHgIZE6WAHP1D6FihSKx0KtKypcvoyY5PUqMtt6TNNq1Hhxx0MJ1/3vl0yYUX0cUXXEgX4eh2fPb/xvfR75L9XdV9CvG+mudaySPjfvGFwX5B0/Po0EMOpXqbbEp77LY7ffzRR3FkyUxvhfeSWooMAUPAEDAEag+BjImS+rNAWQJJwt+LFiyk8889j9Zfdz268fobqH///rT076W1lzt7ckIEli1bRv369aMLz79AyurF51+opCyZomSVxxAwBAwBQ8AQIMqYKAG80FzDRGnVylXU6oYbaeMNN6LPP/s8Dtvl7Dy8YsUKWl6xQo625x4DxRpH3Zc57P3Cuf/e+6jOOuvSjz/8KF+rk7fOTNSjvSyGgCFgCBgChkA5IpAxUdIZUzKrjbeff/qZ6rA68fyzz4UdLmZXhaEAHLEKCBb+Z3suMQgUP0dmJSwAwjhglhsfmdiCrOJYwcejjzqKjj3mGPr777/lu2j4hnJ8MSzP+UGgumV2qgojkp8U2lMMAUOg0BGorh2pafprRpTgm8SOwNhua3Mr7b3nXrRi+Qr5LuhsPVZk06pqWlbpXe9FBA1DALgIoS4CAK10JLdH9x5UZ731qW+fviHJtfXh0oPbzs4OAokavOzc2e5iCBgCpYaAHwYwlyEBMyZKAHyVhOMOFIqjjziSbmWyhC2cRQUFQ2ZRxQQk/J7LDJVaRcg0P5EQV6F4FeAf/Koz3Bayb1mDzbegrp27SHnFiG5sMd1M02HXGQJVIRAlRlGCnpKilKyym2ptyr3VgdKpAx55SNZuhO2F4x7Zan0zJkp+gwbn4C14hlvXLs9IRwtznG++yVZi7T6pI1BpZC5kNUZ8oh3SyRzC4crLW4TE15y5U8fazswcAb+eavw13y9OTcEg77YbBlYHrA5E60CMHMX8poVTqekk8+YpvDJjoqQJQWKWL18uikSXpzvHKUpZSJ/dIssI+ATIJ7OXN2tOp51yqhGlLOOd7u2S2dr97/13L9sNQrrpzcb5iVQj8Z9zA65sPMPuYQgYAqWLgFpCVrKVS3xxJYhy9mxXNSZKgB6KEojSM2y6waamt1JoxEutakU7JSVLIEqnO6Lkn2NlWBg1wFdZ4kZK2WsLaiWjiSR09XvUBE2eNJl68azM7775lr7/7jv67tvv5Bju/Pd3+JuPP+A3d9TP+DvRd/jdP0f/TvRdsnvYfQNsDYfCwUHLo9TKRN9xee/xzuP9/f57mXHvb9JWhm4/sTVPa9LAZYUomaJUkyLI77WJOiakwCdKSTvl/Ca1LJ+WyOSpZRYtl6jKVKyA+flQkjR37lx64YUXOar/CbRp3U1oywYNaastG1GjhlvKMbo3alj5u0Tn2XeGk9WB4qwDld5xfucb1m8g+wm86sebvNrECrZuQUhKFtYmU3Nc1ohS/c02T6goFWvjXcrpTmTeadH8Mjqt8SmSbVOUaq/0E/nszJw5k7744gtJVMVKXsxYwj3E77WX4po92c+HkqQff/iB9tlrb9pg/Tp0AUf1f+2VV2Xk+HPvn+inRHsv9/1P3hGfbTcMrA4Ufx3AO6/vtr7r+K5Xb2kXXn35FXEbWXftdeh8Xnli0cJF0iipz6O2MTVpqbJGlJKZ3mqSOLs2+wikoihlo2JlP+Xlc0fFX4nD7Nmzad+99wljlK2s4LX5HFnKohm+VgDWfGhef+KGEMvrHHfMsTRgwIBaSZM91BAwBIoLAbSZH3/8MW1Rvz41PbcpLVmyJJz84fdnta4oGVEqrorlK0f4DEUp6qNUfDkq7hQn8h9DjubMmUMH7n8AbcABXds/0VYyqTM/EKEjbjZjEUAQJesqk89jc9s+HIvtmKOOpqVLg6WP1Kkbjt3IM47+Z5sFZbOgrA6Ubx3Q9kDVox9/7EXrrLU2PeNNLEMYI4klyJsRpSLoIAotiT7TNqJUGKXjT5HXzyBKB+yzL+3P5qh6G9elB+67PyQRq1ZxwFfn0C2NgJsSm2mDkG8UkEed/PES+yRttMGGNHTIUEmGRI93eaqUn0Sxk6QlzHcO7HmGgCGQUwQSvOvad/lLbaG9wHZjy+tolx12pMWLFoftZE39Oc30ltMSLuybG1EqrPJJpigtWLCAttt6a+rUoSO9/OJL9D//+n/04P0PhH5KK3nWR9gQFFaWEqYmWT5PObkxNTnrHI8EBvn6R2axmO9cERStJdEQyAsCiVxIdFku+DjWr7cZffbJp2Fcx5oOoIwo5aVYC/MhRpQKq1yiox5VlObPn0/bb70NdWjXXhLc6cmnaO0116IrW1whMcwgLasqo9HWA3XJ5S8anbiWlZeowzr+xjqDO2y7HT360MOxoLWQzPk3wcE5rxdWiVlqDAFDoFAQWAl1nbf58+bRTqwoPfTAg9J+gECZolQopVSE6TCiVHiFFiUR8uKDKG2zLbVl/yQlT2+/9VZIlvSa6NJBkrsCNUVFHdZnzZpFjXia73PdnpVGDQTQ9yso0GwUXgWyFBkCZYBAIkVJo/jjeMjBh8StNKHLrWUKjSlK3qBb+5Wk6/dqSHTPF0R9QjItgNq8zohSbaJf+dmJnJxxFkxvUJTat20nJEIdnd968y1ah5Wliy+4iOb8OUduKLPHfJ8lrdSIyYY9aeXODxbJHLn//PNP2opjJWEZJGzibyAuVzEnzGLxu8oPkvYUQ8AQiFOKuKmAcze2Y3lCSLOLL5HPfj+XaRtiRKmauhYd4StrjfqEZKMw8l3tjSjlG/H0nqfqkRAlVpTauRlvy1htUcfFb7/+huputDE1PulkmseSMzY0FqHpTc1usF6tRCQ213DUcBZIejmJPzuRaqZEqdszXUOipGY3v57W5Ll2rSFgCJQuAlCgVVU/5sijqfkll0pmsxFA2YiS1puIWhQlPtFlFZIt01JTW2g+q7ERpXyinf6zfKK0HYgSK0rYxOaORoHjKWHr3auXRK8+8cQTCYRDyZKMphBvSRdDBklyBKm2THJa55QEaR6FKNVvSD5R8hWl9NGzKwwBQ6CsEOBxoPbTRx91VEiUsjHQMqLkalLU71U6GezeCsRLliymqVOn0uK//grrH2bkyLmes2mm8l6+K7URpXwjnt7zQmduVpS2ZdNbW0eUxH8HZimueyuc1PwDz/TYlsnUAfvtT2NGjwkJVVA5g11Vptqsq8nMiwkVJSV1kfcwPRTtbEPAECgLBDyihFhspijloNT9ka5+xgwicQLjIxxpEfRv5x13oiMPP4I6dXwytIf6sRz8++QgmVm9pRGlrMKZ9ZtVpSgJP5cVsllhcmRp9OjRtNvOu9Beu+9Jo0eNlvSoGS5R/c7GSCuTTPsDiThFiX2UTFHKBFG7xhAwBNAYqqLkE6VstHOmKLn6FR3pqmkAP993z720x6670U2tWlHrW24RsrTav/9Dt996WxgluJLvkqdEFWoVNqJUqCUTpKuSj5JnelsFfyO4HHE9W8l7hQu2NmL4CNqN6+puu+xKgwYOqpIs1Ubu01GUass8WBu42DMNAUOghggYUaohgEnIEL72R7eJnEyHDB1CzZs1p7kcHVm3kSNG0v777EebbLgR/THwD/lamGxghcs4THp2cpn6XYwopY5VbZxZFVES3yNvcVxmTKHCOWnSJDr+2ONkzTQsIotNg7ElVJbEh6l2zMfVKUq1gbs9s3wQSOZyUT4IlFBOjSjlvjCjHYg6a3/77bc0duxYSQB8Q5YtWyafO3boQOvzmjIfvN9DiJFOyy4W/yQldJpeW8Ik93Us3SdUZXpTnyP1O5KlPnjT6bHw+Tnx+BOoHjt5K1nyzXCFQuiNKKVbK+x8Q8AQSIiAEaUMK0Zk3Ss1j+kiirrOlH9cxcoQfle/I+149G+99sOPPqL11lmXfuYRuxKlKNnKMNV5u8wUpbxBndGDfGduzHpTZ26d9aY3Dea1BRvKVOvs3Lnz6LRTTqW6rHy+/9778ruvLMF8l0hhipttluNIj0aUMqoadlGWEDBFqWogo/jUchi2ahNrPkqZvhhZaOh11A77hHZC7dq2pT1334MWLVwkKVMSpp+LQVkyopRppcrPdVWZ3qKKkr/ER6hwcjKXswJ6GZuO11pjTXr3nXck4eFAwIULCOqBt5aahhPIQzaNKOUB5DJ5RCakJ5NrygTO4sumKUoZlplTlMLGePZsGjRoEA0ZPJj++OMPGszHwX8MpiG84zOOQwYPoQEDBtDMmTPDdabCWXA81QhECfc7+ogj6emnOknC9DtTlDIsJ7ssIQLVmd78izSUhV8HA/NxUD9bXHY5rbn6GvTWG2/G11lHinQwEBsUuLtnYaBRVfEaUbLKny0EjPRkC8nYfVxkEY0wUtuB/U1Ryn4RQ+YJZgapCvTxhx/RccccK+aIU08+hffGcjwNx8Y4nkJnnHY6HXHY4fTm628EZowVATHCZ42G/Bavs3XW2WfTkiVLQiXJ76CQl3JVlKKzmooFi5zUvzRumgi3SkTJRebW5T3827t5BDILTv2VfJMwfOva3NKa1lxtdY7w/USgLHG9xq5qVOgc7hzF5Xv3DgWBmNLIUIqnljtRSlTu+s4UapuScEKAxpELGHtQ+k6l9POT6HOKVSXutIS4hWmQB1da/iZh2+SNB5K1Xdloy6tqF31lP/o5ik30PglN567/SeXcuOdpv+Www2/SlsiR24vw72C2bcFtpihlWCSODmuFwQh7xfIVQnjijvwdHLWx4zccE/kmIRUTJkygM888k0aNGhV0NjJqDypNOSpKRowyrJvVXCaNlAtmusAtihsXmTvSUMWbzuJnsImpzZ3/4P0P0Br/WZ39ndpKCvywFpUa3dxkLe6u5U6UknWEWjZ5KIIaP0LrKlZv9/099cahSunaSB14xv1eRSoSta/a3sbVX5/0aN1Os0OPEhWtnxmTJY8s+n2En13FL+4ZGfCQKK7R97uqZ4bP9qww4o8rg6ngGFsuMuYTWePKk80bGFHKFM0Mapv3KH1p1EEMa25ddeVV9MvPv4QkadXKQG3K+EXKNGtZuM5Pd01mvfl5r2q0ab8ldp5OhouS8Plc77bjyNy61tuKFctDdSdxvYvVe/0djWgFQljwdv+994vP0l133hk/INCOBvU5aNXjQhDkoo6XO1FKNNDwSVIhDr5STlOk+fXJv5KGqpqxaLvin+v7hOr3+r5gUBDi6siZT1KStdfJnpdJvQ8xcjIs/o4ugxVNh090wmWHEmAYJVzRe+t9dbAfxcfPT9wzvfc+Ubn4uJqilEYHrIBDgWmw+Rb0TOcuIYHIpHKl8ejUTo0oStV11Fpp9KgVEH/DzNa6dWv64vMv5Nky88gbrUQrfUHkvxqUskGUUm40UyuxMj7LqZKeI3XU9Ibo8H7di+9kA+iC8qisbkpgSowOHVl68YUXaO0116KW17aUYJW4DkRKOjPXYMq9zPSWszqZrD3SBy5auFA+1ljVyHIOoulG+mZMn0GjRoyioUOGst/nHzR58uTQ9KYESevrkCFDpD2NdvjJkhlfz2NKK86fzX6n06dPDy/F+ofabo8YMSJso5VE+WnXi6L313cERAO+q8mIVUqwRojOsqVL6W+Xdy3XRYsWEaLqa1nL9xElKllafcI4bNgwWujqjJKkxYsXE3BQtxHN21JOB76XMnB1DEc1xU+bNi3w5+WyGslBbCdPmhzg4MduSwmAPJ5kilIewfYepS8QKtcDDzxAn3/+eaWE/Pzzz2KO00peDATJf+k0vZkqSgkbsZoJebVT2AX4VMV20YKFtNN221P7du0llVCUfNylsdNgpzKTLciM36j5HYQ2li+/9DKtw2TpmquujmtI9VwdQSbqXLIFV7krSlEcdZA2aeJEuuG6GyRuWxT/QmljtOxQn664vAUH4d2Xbr/tdrr66qvp1VdfDdMteXLr9r3w3Av0xhtvEDpwf0CaqD5F2xYlXDh3IuNz6cWXyHI9u3MU+qbnNKHvvvlWbqP1GzHwHnroIZrPpmttn+W9kIFAfCOlz9I8YTLPE+zL9+OPP4aTetKp8+E7BJMV74hr9gq/b2efeRYN7N8/TCd++4vXDn3pxZfoxedfCN5bHaC4z/Kd93C/Pmh6X3/9dXrppZcIVg8lSd3ff5+aN29ODz/8MF155ZXUixfPVnxAnN577z3q2LFjiBfedxks8Undu3eXcmzD4sDRRx5FJxx3fIAhNy6JTHzpYJOzc40o5Qza8MaJOnytxNdefQ0dcvDBYvq49+572HRxH/33gQfpogsvpLPZqRvsvLqXPvc5SP8J/kgpU6LkN0AYVV543vl07NHHENbawfE4Ph6Ho+2pYeDwimF3NJ3A2K3+f/8OTW+yKK43spO6m4ScJutstDHFLDhE8D791NNowcIFUokkMKUoSUniLGnL7RTbmkyFKWeilEhR0nJ5ttuztMH6dejnn34O1D6UScTEH0egguIK/qdKt18vtH5omfllGFee7kR3H71neGvtyP26wXUFE2SO584U5bls6TLxa5EldpyKifp095130TNdnolrc6sifX7dVeUE382dO5eOPvpoCah65+13ULOLLqaNGauGbNX4+quecn9VUL786ku65OKL5Rr/HtH3QgkEzpnDqzA0a9aMfvopiGrv+6Gm2sr6z4K61vbxJ2iXnXaWALD9fv89uC/UL7zH7qaPPfIo3XvPPfKdlnc4h0JVXjk3eC+VED722GOEXX5xhPSdt96mXXbemQYOHCjnApfdeWkjfbbWMyjL1193vfRh6pOE+oPf0c7guxtaXidrSEbra6pY5O08I0q5hzrK0rUBf+jB/1LD+g24ku9CW/KinVtt2Yga8b71VlvTFvU2k1GCdC4rK5LKpblPfWZPyAZR0hcWR8izwOj4446jm25sRS2ZYF53zbV0HZt3bE8Ng5YOLzm6/cbrb6CrLr+Cvun5dVDXvE4zrLeuCsT3kzGpXBpumNXcDE6/ocVIfNON69IpjRtzXLDA3IP6HFrdpGmuZvM74urO9X4vd6IEKLRMtHOFWerkE09ip/vVZKaif450hh5hUpUl9M9RYuLO8U1OYfws19Hq85TM+EqB3tfv8LXYos+El++Zp59BjXn2sKSV/TZl8zqurkyQzmtyrnyt6fDv5+crIGWOpHufNS+dOnWixx9/PK6WvfzCSxwAeB2ZyazhWpQM3HfvvXTFZS1iOHrL/8hz3aBD6+IlTLzatWsn54eExU9TBH+XVclwwENd2t19//77b7nXww89TJvxoGTggIEhTnE4M24gnFDdFKdgEOTpX/LsmGr2zttvU+OTTg7XHAVBnckD1m0abUUP/fehMA/4gEHsMUww/3YDe8Xnskub0395kkf4TK+NwHe3tLqJlbs95PcoWY8rhNr+w4hSfkrAH2WojXjJ4iVUwbPi5OXjEQD2lVyhJYI3fw4rTx6D9GULjWwQJaRFG5jp06YLeXz7zbeylUS7TyIEPP+FWJ0NTqxElNy5UtZeQ6cNtI68f/j+e9qMR7uQ2KdOmRo2sKH5TRv/UEkIGs3gPXGJrJZNVc5MOROlKBqqEHz04Yd09lln0yEHHULb8oBs6pQpofknSpL8e4TlkMJbo7hHT61O4Un0O74DUTqJyR0+I6TKP2yiUX+hieyaAHXj808/C+tVlHlX91xNL5SPDxkfJUMwTeI3PBMq9l577El/st8SNj1n/rx5tC1Phvjsk0+D73kQgPSFbTfXWyUNiGC/x267i6ksVMPSATZSIGKqQn/Baez05JMSJX+QI0o+idX38PPPPqftOQr/DPa7ksEMSIu+t+4o3/Fvf87+k/becy96/dXX5Km6vFbXzs/QemuvQ9/yAAjPBWY4H6a99dddj3qxORGbKNP8/RD2KWvEA1z4lukAys/7TTfcSHsyJjG8CnTykhGlFN78Gp4SR5JQIasfQwcVR88LFesMeosapj3Ty7NNlKZNnU6bM1F67ZVX5QVNZCIKR4q+dG+fK8nayXDy61y0ziauB159dA1+3L151Ksd9IB+/Wn7bbeTzmbi+AlhZxMjRF4DiXu5yN4yb1hNOr5pJ4WKWc5EyS8/Ja44Xnj++dS7d2/q/HRnWv1//01PcQcrHXxEScR38G/p06ePdIK49iOOFdeeXQTg4AwT0nPPPSdOuzNnzKRHHnmEvvn6m7C8x4wZQ88884yoJ1BoBg8KFvjGNohNNog79y2fD4Izms/VooXj8RdffEGffPwJzZgxQ85H/LmTWdmQdIKIePXqvnvupR3Yxw6DTnwfVTVVYRLTj1s+So++6oV7++TC/w15hxK0H/tJLV8WEADfZIbfjj3y6OB78bMJ6nKgsgZpAtE4imPoNbvk0jjCoO9LVWnz0xLmD6+FZ0br9ORTtMlGG7OP0gDBaVUFvzhOfNO0zpo5i/Zgn6sH7rlPzlmBAbob/agirO/r06ys1WdzIwiT1h/8dukFF1EjtoIMZUdsfK8TjzAY2mC9OvQwK01CaF19guJ15OFH0OWsLPkY67sJ60CUKKXwauf/FCNK+cE82nDhqal07Ko+pcit8pOZFJ6SbaI0nWdKKFHCvY0opRcOIKW65tVJrZ9ydOVdnaLkVwv/eTqiHcmd6g7b7yBS++SJk4KOT32W4t4HN0iAogRhVROgkS9TqH/SWbhYURjBb8Wj2m7PdA06CHY2Lbb3KcUse2UVm6GonRZIDxx+UTajRo6k+vU2p2PYmRYzo3SUr50qZnyB/GzEKgV82qAs7LPX3vTv//0/NjVdLvdZnc13mI0M0/e6a61DO++0kxAChDiBGvEyOxGP4FlNN7Cfyhab1qPvvv1OsoGVC05hM9Zq//6POPViFpQSAHw+9thj6WoOlaK+P2eCKLGipB2tliuctqHQIC1S3i6cSqpYReur/u2bK6WtWbpcnI5vuenmWJ0FKXKz4J7s0JE2Yj+mfr/3C353TstCJLh+Y+v7669yzlNMaJRgiNkrA0UJOpCMH1wacH8QpbogShHTm76Hghm/R6ez+e2g/fYPZ7AFM9HcWMSlBXXg8EMPExUNm6YRMdcOOeBAITbTpsaUYZwzaOAg8ZGCE7yUhTcLFqZ+mOumTJ5SqQxbGVGif2VSYfUaLZyCDQ9Qk8xFr/XNC/6ouXgEpEpoZJ8oBYqSSsGl3Nlls2rl816VyJhrZNFoaocxYthwWcdwRyZMfX/tE+t4PF+O8D7yXczPIxw0pJipciRKlZoWp37g+9Y33yLEBh3hciaLLS7npWeY7CAsiaoAql7Alwl+gSezUzNMJ++8/Y4oPK/xjLOxY8fKTKqNNthQlBaQm594Ae+PeDFvbI1Pakw777hT6E+0mJUp+M/czJ2ibmNHjxFT+o033hh0rI50QIE4n1UvCQHAG9J65hnso+SIEkifkrkB/frRhkw+7mJHblV5lOSAHP/BKtaQP4bI0lHBHiwjpTtUERALKC3iSwT1hxWhQA2CeS9wcodKs9P2O9KE8ePj1CRVUz7o0YP+/f/+hzp3etqRoEB1+gdmO3cPLEm1PpusPmMFLVRcXJ0HuRzK0+9hnkIa/SWv/PQiP6NHjQ7T6itrnfj+UJTU9Ca+XEKAAjKmab2hZUtab621Q0IlpC7y7kENRFsLP1BfPZvFs/V25vf2wP0PoHnswK7lg+OwocNocybDmLgh5cn46TPhbP4fJtgw/WlaTFGKvalGlKpp0MMOwfPRiJNWi3jYa0Qpxd68hE7zVVN/+r9E3XVyPLKLBhcjVjjn//7bbyFZCoPOyUibv5aBgg53HVBpDB7KjSjJOwfE3NF3sJ82dZpMc8dCxrpB+anHjvYXX3iRfBWnPriTmpxxJu279z4822xpXE396osvaf111qW33fp++iPu8Tyb5NA56jZy1Egpa6hE2DD4xQazy6asQoweOSpULbq/352u45lQ2MQcxfc7C87cJzrTGxMPJR9vvf4m1eE0dGRFRzt09Qfq8UEPUaawfBR2KFiy4293PIM79SO4HqrfY+Bf5MxmUEScnyjIIEyVmiY9R5/14/c/0LocCgP5QQmAfPiqFK67nlU3+On9wjMN9T5q5gLRPPfcc+mkk06KT6tb/grphiM2lsiCOiPKmSN2moanoSix+hcqSjC9eQNwJS0wja3Gs1w/6PFBjBw7cqi4whwKAnrf3TxLzjOjIazBDmw+P+TAg2ghhwrQfOAIggeiBGyDuhQjiZiUBKKkRFL9u7QOmOkt7tVK749SV5R8IuGPDOJQSqNTSA/d3J9tRCn3GBfyE+JEUifp4yAzOHn7c9ZsOvKwI2Tada8fAgfQoAENrtQOX1UkaQ/wLw1TRbkRpaCDCvALSFLMkRimGZiP3uaZTM8/9zwrQi8SwgRsxw7dWzfcUoL/RVUZKCpnMpk47JBDQ/8eLM8EXL/87DNRSD5lJ2bxGWSFSgmC1kuY+jC1/B6elt6In3FViyvCcsazhrMKgRmRbVjpkjQzAUDMpG96fhOoOs6x+CxWlHzTmxKMLp06C0F5tmu34PrIrEsoNSvYp2jFsmDpqBWylBR/xndYboqP+KzBUAMlKabA4J7o5GE6VFOS/wwlKb/+8gttwiSl+aXN4uqu3wZiVlh9Vmngq4ctnCXo8qnLWyGtSFuQ3iCNkm6XVnwndNilU7EIFSX1UVIzJKqDVw86tG8vC1g/z2Wv6VBijfLG9gavRboOq04IKaDvJY4whe7L5tf999lPPvu//da3r5Slkm7gpPhAjURMtQfuuz8sJ1OU9C0hM73FoEj+yW/4l3OMkIH9B/JLwT4UvGncilTuU2jnGFEqtBLJfXp8RSmQhFCJHfFxEpE/KICyBJUDo1coCdh05Ot3lNo5BbdLffRQbkTJxx9mH+zAAE7Z8OOBL80LHNvm+eefp2effZZefOFFas1+N2tzxwmnaO34FDdMBz+L/YMOOejgsNPTzu9LNqNAzfnYmdv8afkIwgh/HgQbheM2zGlw5L+SSZCSMTmfO3OQJ5jgoFbArHTeuU3DaO5ID9TIM884Xaapa/oqnNID8ocOGDOxsPnkI93a7mMXKkW9fqRr2Py0aGHgwwVC5YdKQNR5bEIS2Ox1WbPAYVnrrl9vL2h6nhClfr+5OEeeySuTtIpJzTlz43r4Pokzt/ooASPP9KZ5eqrjk0KUXmCyLPi6Ndd8xff1115jorQWPcIhBxRzVZag7sH8Bh9DfKfva0+OpYTYXKhHWsbqm/j+u+8JocVakH454bM5cxtRitX/qA+S9zKhUk1lx7jXuHLCHIEGbenfgcwNO2+xbkaUirXkspNunycFI9Z453MdCaMxvZhNGxuutz515+nTYcPsqQN+XUondeVElKL4SidWESwf0+P9HtSCHbATbTOnz5TI7FAKQFZ8JQCmJ8w4A1ESfx2+gfqagSjB9PYxT6fXMhNlidWPS7k84SSu+COiM0w2cAJXHygt//7sAF2Hyx6mOizM3KVLsFSVPwsPipKa3oLZa4HyoaY3XafQJ2u+8qMqUTQavH9O1JzWnyNcIxjwLJ7Rp+lR/KLn9uao1FDXbuaYQEoEpP12RBWfYXqDmbP3j7EI1r5aqvdM9aiKkhIgmfUG05tTlFay6c2/lxKaxx99jFZnJ/oPP4iVm+YrFkYAprcN6K477gxJnz7nkf8+THXZN60vq4W4v4ZQQHBJqFBfsklWMdBrXn/1dQlq28WZL830Fv8mlpWPUtxoLm4UXbl5CiTeoCLj5UaE0/Yd2osDHWZ4IPostnRGz+l0IPk414hSPlAu4GcoxxcHJZdOuE2ICS0gTdoZYmo3pk1vXGcD6upmpoXqgB8lPM13opyIkrYXiZQRYPslO2yjIxRzFBMomHDwGTgj6N8a3Hm+wUtVYBPzjiufM9lHCaY3xBIC0ViBYKFMAL4AUeK4OZ/yNH78rZ0sHIE3qVuX7rnr7rBy/sWz6hCz6Vqe4aakQ9tA/I2ZUnD2hh/OtGlTw2cHeQoCTqrpLehkgzXXQGY25DqDdTITqTh+++nrkIH7myPumEGGKf1w3nZrFSLkAUjP3DmBeUm3xX8t4RAIX4exg5R8fMZmSPj9wPyFTVQ8VqH0M45d2NEbqsqHnm+QT2TSeZOjBAjpBlECEYOiJASNiZK/JIim9VYOMgpSh1lqis9SVvy0/JCOsWPGisoHcq3PUiUNM1ehXD3bLTB3/r0kCHh5JSuDmOmIsvYVJXyG2gVyBt8nIfBcD33TG2YuBmUdG0ylg0dezuVKo/UDswGb8zvlp7kmaSgrolQlUEkUJf9FwucjOM4G4oWgodJCqEkB1Oa1RpRqE/0CeLZX5wMTcmAqCNQlaRWDWUZepGV0rv/+n/9lZSFYoFdG/E5Z0oY1ncFDORElX1GCn5c26l9/2ZMO2He/cKFY+d75eumI/7133qUN1l2fDuap3wig6G8nnXCiLE/x16K/5Gt1xEZMpTVXWz1cQ0w7WsRY2onDBGBmY99ffqVfeVo8lmSqD0dfjs6Odb7GjRsn99LO+5feP1Md7rxvv/U2+d5XHMCxRVHyTG9arjDpIS7X6aedFqsvXmcbkkaXoaAWBptzew8IFgasWBaFN8wyO4hxuOySZtSOVa772ZT0IPvWYD+K4wE9zYRHVTcl+l06dxZV7HdePgT3g/8XFnJHMEUN1Phbn760EZ/TgddU9MmCvhMuUSm9uJov37T3xGOPCwEKTXsSmDN+QI6bn83EF/VhwfzAGXsckyL8fSgHIIVTPTbUEfgPHsn9kU9eFHesKHEwO3RjgIMNs/Qwy/FjVancAthavxD9H+EBMKFA76/3svAAZWJ6iypJPkEIRs9cNXQkjaPrLLSx0soulfOIIwkNkzZG6XQKKb1heTzJiFIewS7wR8UaW7fUiZAkN3PHqap4DxCVHg6kUAnQ8OM9UPOFEqx03olyIkpBjGW3sCg6SMYTs7nQ2e3NZOIensGkK96Hs6b4PMzYuvD8C2StMHR2TZs05QVgvxM1BY6/mPG2K6/FhdACw3kKO3xavvnmG2rKs7RgTkO09XfffTdYYNe1bc+xo3CDLerTrnw/mJyG/DFYFEMEKgSpCNf+ch0q/j6LO/A+TKpUjfDbVV9RUqVRiSAchLfbbjtZCFdVJb9zr6q+iPDPu7bBMzj6P/ID9WtHNkduyendmpeUQiffkPODgJMTXLBUjaEEzLE47FFHHhmS0zvvuEPUUYRVgKM30iABJ5loaZwhVWj+Wen6CCm81F9kTfOsWbPY1+wFIZIoj8tZBfr44485/ljs/dJz53DIBMwwU380pOtXJrPIG9J7793wLwrS0JXDSEBVQjwtxVXfRRBcDGrgeI8Zh02bNqV32WFbsoBI4a7+Sb65bKHAqP+Wll+oKDGZ3IOJODZTlFIv//BMreAFG0cpYl5DBUAFSmUPXxKvQiG/RzNRagyixDMctOJkAF1BXGJEqSCKofYS4auoQX8UmtyiHZrvF/MDByWsx9I+pkKrz0yoJqWZm3IiStLnO7Om6iYIJIl4SGhD57FS5A/AtH3F7wt5Db6g3aqQz/gObRR8i0BicB0+a2gB/I574xoQFA1Y6Ssc8LuEc7ZucPBG0FjdoDbgvjgintFVV1xZyZE/aARdZG4NOCmO3LHI2BN4CRMQOZgCsanKU137Gc4ccyY4uZbzL3nnZ+Cz+EPJslL8t5j8AibjEwfgtcP229Mnn3wiv+Gc2Tyjc8K48UIuMQ1ftx48YQHq3JzZc8JZdJkqSlp+Wk4oB5QH0gPnfZ90KCZwuEYUc6h++jt8zkaPGiUmweslLEOALd49kGSshKDYaL41PzCzYnFfnQEXG9TEQgMMY3KNNUwHs1Lnv/eKJWJrGVFKs2HzTy94ouRe4hpkMays2sAcw0QJAd7M9BZDVV8orPVmASdrUttq51rnxu1MbvEO3dpwan1HRwITBpbZ8Btfv9MzRSlZObrZhdKRJ/dv9PFLB0t9arJr/I5Z31ktN1V/lEhEc3A3B4x85UW3ALiL1B6SElapoDZBMcF3Gp5AlSfcCwpWk7POCYmKT9iqzaMj9NWe5xKt+VSzEpzQr2D/nMDJPNixzWNFDmEFEKTTT+vlzS8jOFRj0wFzpm9mVWlWDAKlNkgTVEDMetRn++X0OCu4H7HpDHVHCTXWpoNv2DKeXKT30XfWL1M/L4qP/t6SA1zC9OqfA9VJiSdmve0FHyVXZwOynykiObzOfJQyBNcpSloh4ESHWRudnnqKnuQpmFhDCU5sWKwQjnadOj7F9u1OElcE8UVU8vVfaihKJ7OipPb+VF/eDHOQ08tMUcopvAV/87DuaqftzBxBvQiS74cK+IAbZUQMholGV0T3OxK5Ls1cl5uiJJgKTo40Rfx1tEz8d9MnOKl8Dp+R4N5RsuR31koWcIS69PBDD9Fzzz5HiFgNIjR/7rxwer+2jZIN3k895RRxSfA3ubdHAtAZo52Npq/KKhMhSank31dV+nJYgCtatAjXQ9P6CifzRx5+RMIGhKTELV4758854iT9/fffy29++59OBY+WZaK0+/dG7KwHHgim56vygyNMd1iz71WnHOnadPruIKQEglQKrp76pjj499I06LVYYLhVq1aiRGKpFJnA5OKkabnAj2s3NvtqeyD3iJyT5mufm9ONKGWIq2O+SpR+6tWbWnE4/tva3Eq3tm4T7re5z7fd0oZuv+12upYZds+ePcMXSCqc6zkQEA4NgilKsTIxRSnD+llLl4UNuDpu48h+GNoA6jEYoQbTvLt17Up1eAYV4uzoaFanoftOytoJppq1ciJKqWKS6/OiZMn/W9tKLHyLGXP/4ZliWD8Os36VUPgdsHzHTtYgIzgP7WsL/vzSSy/FqfHqL/QyB4eEv1TUt60meY6SSlVWQJLasw8XTJo+4UEehw8fLsu6+N+DBGn+YR7DYsE///xzXAiBmqRT340o/vCN6sFLrLzIDuaqeMVMZP+IiQ3BRv206j1UNUOQUoSvgRnWvzYZOcNA/6uvvqLO7I+GQY+WqQb2xOSBy3n5nBtvuEH8tk449rhAOHCzD9MhjDXFLOXrjSilDFXlE9Md4kbu4Fc0/ITYI1FFKfqi1iC1eb3UT3cLlpuxGKP/MqeaGCNKqSJVYOf5o3VR02NmN3+k+xSPWNFh3skxW3QGnP4upMtTLowoFVgZc3KinaV2uNF3PSDIQUgUbIgn9Pprr/OaYQHR8P02w7YDnSdfM2P6DBo1YhQNZT+XQYMG0aRJQbBDv55oOzGK/W3gM5VJW5MM3WgeQQTgGK/PjPqc6n2UGEXJi/4O/x2/naxp6SYiqfAtAyY+HtF+R8ss+r2SIvyO9f18c3gikqTfwc8L+OgWVRanTp4q5HgwO/kPHzqcJknwSleXMLCqKRC5uN6IUoaoRpy5E0mRviwZ/ezLlNqAqI+Sjqp9G3KGqay1y4wo1Rr0tfbguMbTV5S8WEgy68WZITBVGoHosKaUNtY6TTtwtlUncPTILltptKKmKOW+KoQKYhIzn3bQrqcOEqS2V5e8OGIsPyvLTp7+KMHQ9levCO+RJQj8fPq39El/IkLkp0M/x5nb/PzWMK2JyiJKVrQ8/HOT5cHvo3xcE2GbCJ+4Mkrl/XWm1oJkSkaUalg7E13uVwplyhFi5Vc8rajio8TO3Jj1FmX32X7xc5DruFsaUco1woV5/6o6Th15o75jiQt/PSkZSLggrGHdh68C/rkFQKWRT8N/wYhS7daRSmRGCjDgvDqTLNquRTvcZAPQZB13ok6/pigkS1MiEuQTw+i7EP0tSphqmk7//tH+JRGBTEb+/HSkQ+6i5CuujBL4N4nfEkzw8u471Tn0sMsGGlm8hxGlLIKZ4q38BsRXjWCrPY1Xt9bOwLcHJ3oBU3xcrZxmRKlWYK/Vh/rkPvo5NENwo4iox7Iwp1tvSmOrJB0c6EjTdbSpZtKIUqpIZX5eVWSg0l1DJSkwqcoWznKKFXJofPHVQ/dzouclIgiZ5yjxldWRHk1DVeQjmeKTrUFwskFKorQlIn/J8pDKoL3aehARD7Tog9luQQgpqRKqIme7AGt6PyNKNUUws+u18qGTgJPcxIkTaZcdd5SYIOM5BocuLxB1nsvsafm/KidEadPN6LVXX5PMyMxAX6q1zxngEfgNxfkBORNKnKkrCVGRMvZ8j/wG1TenKElCfBcsgrouRxB+jhdlxQZHXP/cSh2NazhTUe6jtbxKoiQts7siDXNe/t+kEntipC7F8SXtJD0eFb7jJQaDZafIEIgQJczOjRLLTHNkS5hUg5x2EJhOirABWC8HMTkeeeQRCaWPTsM3V6QilWZaWNm+LttECeHvEUfpFZ7ZglW7MZuigpd6qeB1q2xPEQPGTbDCUT5XyO6vvZTq6DYZt4iOLHXmDBxsseBzXQ4m+clHH0t101gquEYWLI3MlMNUZQw15eCiFqdheQudbf/kiMRbcZTkbm4duZBkZ7vS2/2qRyCy9l9Yrvw9VrORYsYx0VqB1d/dzigiBKIiU0GPW0xRqp2alXKH5Pk2lRtRkg7UtZgIOLkZrxfVo3uP2imwMnhqQrMGWq+o+iKqQHzwSF2ZXb53+rkqSQs4bg5Woa/Lq5tjcdaQJPn3kOGZp/CoqqCKkvstHfHHFKUCrLSmKBVgoViSqkXAFKVqIcrZCaq6iEMblkDB6J538dlwjq0q7+UsETm6cbYUJe1sp06ZwmsSNaDreO2ot996S6YWv8VrWWE9Kxz1M/5O9F30HP3bvy7ZOXrP4r/vmxFs3qR3eI0mLFMwfGgwVRlreQXmOI+0JDBTBVwpZnoTouTMcLLKPEyjvE2bMpUOP/QwarTllrLyOjZZDFXXPHT3UYIVkrUsTH2pkighWLGvWuToPbDbGgKGQAkgECFKl5rprRYKNapBeqPrap3kaiG5qTwyG0RJFSUcp0yeTIccdDDV51W5N2dlqR7vUJjwGUf9jL8TfRc9R//2r0t2jt6zmO+72Sab0ubYgRUfg72eLF76r3/9ix5n0y+2lBZkhinMUzqxIKvvn6Tmtskc7wbrRW3Pi3UOckEFdd2pRH5Jpiil8mYV+TmmKBV5AZZp8k1Rqv2CTzhbQUfatZ+8jFKQTaKkHTgc3hFsbgqrS1N40c2prFbYnjoGwA144TiZiSf8vkaOGClEpmOHDkJ2RO3xpvKqMy0LnLLh+A+rMfAfCogs+9E5ExrIj5KkUSNHSjRlrMI+dMjQgITxveN8kTzTaqqm6GSVMdE75CtKWMm9a5dn5HLJYySWT0aV3C4yBAyBkkMgoTiBds6p7VhBQ525o+EoMgHDnLmrQc0nE6qeCPBuaF2gMUpTqgvZIErSMXt+LCk92E5KCwGsOr7dNttS2yfahiQiavUSwdObkaRTegM/JTfZjj8oSerfrz81arglHXTAgTR29Bi5b6gkuWUKfLXQrytpJT5yctSHTxsxdeaOEiUjSzVB2641BMoIAUw2qIIo1aQtMaJURT3ygdVIxeHpBe3+n9rLkQ2iFGX20ejm9ncQsC2TXWeczZs/j7bfehtq5xMlqEYRxSVw0A78kEDlY3Q+OFdJ0sABA6hh/QZ06MGHyNITPknC9b4vU5TYpFazEp8VvRf+Vv+22bNnUyNO07Ndu0laxbyoCpnvj1WTBNi1hoAhUBIIJLTwuDYOvx1z1NF06cWXSF51wKefMwHAiFI1qEVH0oMGDKQ32El52d/LgkJIZy50JiWUw2uyQZT8yud33DVh7znMclHdWs1SC+YvoO1AlNq2k/QnmjqvbiU6AQ4cA77QWsZKkj799FNq0KABHc0NyUxHknQUVikukxRujJDVtEx95VE/q6K0iOM3bbvV1vTIQw+HpM53Ji+qgrPEGgKGQE4RiLYleJi2Jcs45uGeu+9BbXixe20va2r1MKKkxZnAWds3tWGhx9atW4tDcuMTTyIUhhSOOobktFrk5ubZIkpRspRNFSI3OS+8uyYaIYVEiRfNhOktTlGKzMEX8UX9kPwp/Z5P0meffEobrr8BndukCWEhTmzB7M3gZiExgVrlxUvyy7emyCVSIFVVanzCiXTheecHaTFzbk2htusNgZJHwG9PdMA3c8YM2nH7Hahzp6dj6rQ34MsEFCNKVaCmjTUKAI61vXr3op133InOPP0MXuvNKUpF7HCaTaKUSeWza6pGwCdK24MoqaLEQTyjEavDUACe07au1YWndH/vfaqz3vp0/rlNJcq8kqREKo+/bls4PT8LhVXJVOjSqg3cs+zIXa/uJuLAruE4jIRnAXi7hSFQgghE2y6dDfzWm29K4OOB/QfE2jln+clUFTeipBUohen/OPUoXhT3JB75rkBn5Ua+xVoHjSgVdslVUpR801u48JJUQrcIU8xM5s9ue4YJyHrrrEvXXn0NwTFc/ZWUEIm5ThUkrdM58sHzGzeVypUoTRo/gbZkP6Ubb7hRCgbmwkRrzCUkd76KZp/jFDnDKz40huFR/Hho2xHGN3Qx4RYvWUJ77bkXHXfMsTKYDGe8JfDpTKf1N6JUBVGK+lEAdBClk5koLV/GzqZGlNKpa3ZumggkJUpxilIw71IVJW0c1Jz1dKdOtPYaa9FtbW4Nn46JCeJ7FCwH7jrV4OdQys5CMMlk2a1kfvMczZ/lJUywGO8zzwRhAmwzBAwBQyAVBGawye0sXoJps3r16PfffostL+aHUknlRgnOMaKUAnDqq4Qj4jM0Pv4EU5RSwM1OqRkCSpTmsz/RtggP4BSl5csQNdsRHKcsKfmQ2ZnOb+6/Dzwoi9veftttoSlL1ZvKfmRu8V0lSzlSlBIh4pu44ah+26230tprrkWXXHQx9fu9n6wZiO+h4srR2ytW8Fp4thsGVgfKpw64tS/RDmBh+vHjx1P7du1oB44Ht2X9htTzy6+kmfED5mq7Y6a3mvVJ8T4fkU7Cl2qPcYqSmd5qCrhdXx0CVSpKwZQ2/C9QgVywNWkc+HObW1qLMtPpyU6hUuQ3HNGo2+pqF/ERry6JGf0eJWnh++UtmfL6a6/JzBX4VSHY5pGHHU6HHHgQHcqR3/0dkeCx63fJ/k7lHLtvPJbAw/AN6lYx4aBpLaU6jzI4zL3nB7vyOOyQQ6WN2GiDDWkrjgl3WfPLaMzo0dImVaysiCNKmRIkbeBMUUqhqfd9eURRMh+lFFCzU2qKgBKlhawo7cCKUntVlCRqtTczDaMnnnCgZrRbbrqZVv/PavRst26ShFT8fGqa1kyvjyNNzgyo+Z47dy71/OoreuzRx6g1E79b2Xx4a5s2dCtP+5Wj/G27YWB1oBzqwG2tY+UMVwK0A3fdcaesKzp2zNiwCVK3g+jAECdkSpiMKKXQwkeJEnyUTFFKATg7pUYI+ETJn/W2nE1QAVFi9cgL2rj4r8V08QUX0gbr16FXXnpZnl1ZOYo3sWXacNQoY97FiZy7fUf0bD3H7mMIGAKljcDKVSvDALaJHPaNKOW4/H2idEwCRcn/vbY7nnSgsFlv6aCV/3N909sOHHBSFaUg4GRAeHT0tPTvpXRek6a0/rrrEeIlYdPI3lXN8qlJ45EtRKLO3aG/FRNB5E8VsUyim9s1mUWFN9wMt2KoA9o+VKWaZ6ONM0Wpitbeb7B1ZC4+SuzMrbPetDPLVqeRz/sYUcon2uk/y3fmhulNA07q8h6ww2ObPm06nX3WWeLP88Vnn4ckySdI0caisjN3+unLxhXJ0pHMj8nPR1UE0H4r/ingVoZWhqnUgaratqrawHTaLyNK1aClQCu7PtoRJYzgkxViOgVQm+caUapN9Kt/dqWAk26tNxAlUZVAkqZPp8MPPUwWuO31448JSVIYL0ljJWkk7gIJlppMUUr0faEQvOpLz84wBAyBrCBQRYzDRAOnbChI0XQbUUpRUdLTTjzuODqt8SnhVX7gK3ypnVsxmOCMKGXlNc7ZTUKixGu9qaKEMtPI2lOnTJHZOFtt2YgG8hqE2GBui46iojGT/PXbcpZ4u7EhYAgYAtlAIIVg0FHRQslStgZWRpSqIUqqJE2dOpU+/uQTiRzcqEFD+ujDjwgBrvT3Sp1TNipIju9hRCnHANfw9nE+Spj1xoqS+iQN/mMw7c0RaHfZaSfq36+/PAkqkzp4xzUcLoRAEJrSNkPAEDAEDIF0EDCiVA1a2lmNGTOGunfvzlMR36Z33nyb3ue1syZMmBCGScdtwnDp/NkUpXSqoZ2bCIGYj9J8UZSe4Gny2ECM8PdB+x9AU3gNQmxRJSmu/kWDRxpfsgpnCBgCxYJANaa3fGTDiFIVKKci21XnX5GPQsz0GaYoZYpc7q9D2fiK0raNtqZuvGbb2NFjqCGrmgftfyBNmjSpEknCF8lk6Nyn2p5gCBgChkDpIWBEqZoyVSKksV1g3qiowB5E/tSOqRirhhGlwim1KOFGyvzAi3tzBNozTzmNdtlhRzr5pJPZ7DszJEnic+TMasWgZBYO6pYSQ8AQMASqR8CIUvUYBWdE5T/v70SdXDF0WEaUUi38/J/nK0p//vknIVz/av/7f3TBuU1p0cJFkiDxV3IkyS9L/3P+U25PNAQMAUOgtBAwolRa5ZlWbowopQVXTk9OZMJVx20s5bHTjjvRuec0ocWLF8eUJPB3CdGd06TZzQ0BQ8AQKGsEjCiVcfEbUSqcwk9ElNT0Nm3aNGrLM96UJK1aGTP52ky2wilDS4khYAiUJgJGlEqzXFPKlRGllGCqlZP8stHgkkiIkCe3eGytJMweaggYAoZAmSFgRKnMCtzPrhGlwin8RH5uycoKKlLoA2dmt8IpREuJIWAIlCQCRpRKslhTy5QRpdRwqo2zkjlnm09SbZSGPdMQMATKGQEjSmVc+kaUyrjwLeuGgCFgCBgCKSFgRCklmErzJCNKpVmulitDwBAwBAyB7CFgRCl7WBbdnYwoFV2RWYINAUPAEDAE8oyAEaU8A15IjzOiVEilYWkxBAwBQ8AQKEQEjCgVYqnkKU1GlPIEtD3GEDAEDAFDoGgRyClRKoZlPIq25DJMeKLAhrjV5c0uo9NPOVXuaktgZAiuXWYIGAKGgCFQcghkjSjV33wL6vJ0ZwEISy9oVOGSQ6yEMpRMUULZ+YSqhLJsWTEEDAFDwBAwBNJCIGtEqcFmm9MznbuERMlUibTKIS8na5lEj4Gi1LySomSKYF6KxR5iCBgChoAhUMAIZI0oNdyiPnUxolTARR0kLWp6U/WoRfOY6c0UpYIvRkugIWAIGAKGQJ4QqDFRQse7bNky2qLeZqIo4e+KiorQ9GaqRJ5KMoXHJCNJ+L7ZxZfQaY1PkbsoUTJVMAVQ7RRDwBAwBAyBkkYgY6KEJaa048Winds02orat20n36mPknW0tVh3dA0wKSj5Fzppa7moH9nKipV0zJFH0Y3X3VCJKNViDuzRhoAhYAgYAoZArSOQMVHiXpdW8a5k6azTz6Bzz2kiGQp9YLB4p1vA05yD813WAVMC/o4mBZ9dmfl+SksWL6FtG21N7R5/Io7oalnmO+X2PEPAEDAEDAFDoFAQyJgoSffLs6OgHqHTbd+2LW22aT2aMX26mG7wvfTLq2LLm5sZLo/FLpwokJLk4P5GaahpDUogtq+++JLqrLse9frhR/kbplNTA/NYVvYoQ8AQMAQMgYJFIGOiBDUJva8SpUmTJtHWW21FN9/YKuxsYdJBh4uOWTvnqP9LsplY9n2g1mW8uyn+q1byVH/eV/3DOx9XurJQkrRs6VI6+ogj6dijj6Gl/FnLy1eTjOAW7PtrCTMEDAFDwBDIMQIZE6WgAw9UCygQ2J5+qhOtsdrqYZiAHKfdbl9DBObOnUstLrucNqqzAf3c+2e5mxJfnyjV8DF2uSFgCBgChoAhULQIZEyUJMdgSrypqW35suV0a5tbaa011qQrr7iSfuv7m6gUUC9ApipW8I6j7bnHAFiHO+PvymD58uU0c8ZMCQ66x26702b16tFbb70VR5J8FcsIU9G+25ZwQ8AQMAQMgSwgkDFRchwpUJWELMV8kV564UXabZddaf111qNddtqZjjjscDrkwIPp0IMPsT2PGBzCzzrM7cD+8EMPowP23Y822mBDasBxry4473waOHCgVCPfL8mIUhbeLLuFIWAIGAKGQEkgkDlRcnPOMZMqmP0WKEtKmGbPnk09v/yKHrz/AbrlppupzS2tqU3rNrbXAga33tKGbsVzb76F7rrtdnrztddpxLARYQX2zW36pe/MbT5KJfGuWyYMAUPAEDAEMkAgY6IU6EhimHEmODcR3Tl4Z5AWuyTPCKiTfawYY87jeU6KPc4QMAQMAUPAEChIBGpAlOLzI7TJcSedOaWBJ7VDtmMw+682dp3thuMKDt1Q4cI6hIEoQ+Lr6K8XI8sUpYJ8dy1RhoAhYAgYAnlAIGOiFOhHQUDDIJCh+6zxesJjDaa412R6vF0bCy3A/mO+35GaSuNiJcVczPJQ7ewRhoAhYAgYAoZAcSCQMVHys+cZ4WIGuYRfFgcopZBKcbbXQJOr3GdV/YwUlUIRWx4MAUPAEDAE8oBAVohSHtJpj0gTAXAjbDg6nuQtZhLnYZbmne10Q8AQMAQMAUOgfBDIClEyRanwKkycoqT+9hCWvM+Fl2pLkSFgCBgChoAhUFgIZIUoFVaWLDXJEDCLm9UNQ8AQMAQMAUMgPQSMKKWHV9GcHVX5Eql+RZMZS6ghYAgYAoaAIVBLCBhRqiXg7bGGgCFgCBgChoAhUPgIGFEq/DKyFBoChoAhYAgYAoZALSFgRKmWgLfHGgKGgCFgCBgChkDhI2BEqfDLyFJoCBgChoAhYAgYArWEgBGlWgLeHmsIGAKGgCFgCBgChY9AbolSVVOvCh8bS6EhYAgYAoaAIWAIlDkCuSVKZQ6uZd8QMAQMAUPAEDAEihuB3BIlX1HSdTSAl0U+LO5aY6k3BAwBQ8AQMATKBAEjSmVS0JZNQ8AQMAQMAUPAEEgfgdwSpfTTY1cYAoaAIWAIGAKGgCFQMAhkhSj9IyuwYsHVf2TXz2pik+9kMVb3u//ZXVcwiFhCDAFDwBAwBAwBQ8AQcAjUiCgpKQqJkbtpMuKkRMmOAWEstD1ajvaWGAKGgCFgCBgC5Y5AjYiSgpdUUXJq0cqVK6miokL2latW0Sre8R12/Yyj7fnDANivqFghZRCnApb7G2H5NwQMAUPAEDAEPAQyJkrVqSE+GTLECxsBlKUSpkTlWtipt9QZAoaAIWAIGAK5QyBjouSbaRJ1rlCOdBs3bhy9/sYb9N8HHqQ2t7SmW9vcSrfxfmvrNrLr59va4LPtucXgVimDu++8i55/9jnq82sfolWBXxnI7T9eueWu2tmdDQFDwBAwBAyB4kAgY6KU0NzGHa6qE8j+kMGD6fym51HD+g1o83qb0fbbbkd77bEn7bH7HrTnbrvzzkf9jKPt+cGAy2C3XXalRg23pEYNGtIRhx1OPb/qKTW2wplD48hvcdRlS6UhYAgYAoaAIZB1BGpElLQzFSXCOSfDhIOtx/vdadONN6F999qbnu70NJOmIbRs2bKsZ8BumDkCM2fMoA96fECnn3YarbfuuvRkh45ys9AMB+Kb+e3tSkPAEDAEDAFDoOgRyJgoRXPuK0nf9Pya6qy3PjVv1owWLVoUd2rosP0POy5jhxO3Hs2hO/cO7Q5rf8YiyuCuu+6i9dZZl7787AuPLPFHEOCir+aWAUPAEDAEDAFDIDMEMiZKUdObqkrz582jffbYi05p3JiWLV8uqVrOx5WrgtlV0euqcwq333MXRgBltmLFirBcmjRpQvvtsy8tXLgwMKHCX4mPMW+zzCqZXWUIGAKGgCFgCBQrAlkjSpj6j+39996jTTbamPr93k/+xvc2k6rwqodPWtVcOnDAQKqz7vr0xRe+qhQjt4WXC0uRIWAIGAKGgCGQWwQyJkp+stSchs73lptuogP32z9QIpzvUm6zYHevCQI+iYXyd/CBB1HLa1sKudVyrcn97VpDwBAwBAwBQ6CYEciYKCWa9QYgLrrgQjrr9DOc6SYIKBk1uRUzYKWWdp8Q4XPLa66l/ffdT7KpAUF9f6ZSy7/lxxAwBAwBQ8AQqAqBjImSf1MlQsvZ3+WoI46km25oFRIl62QLvwL6AScR02oPDt2ATUkujrYVDgLV+e0hpfbeFU55WUoMAUOguBHIKlFaytP/D9h/f3rg3vuCjnZloCbZVrgIREM8IBgl4ln5RMnKsDDLT9VAI0aFWT6WKkPAECgNBLJGlAAHZrkddOCBdO9dd8d1tKUBVenmwu9wESndV5RMTSqgcndjDt+UjdSpM35UaSqglFtSDAFDwBAoWgSyS5SWsTPw/gfSPXffY0SpiKpElCiZolTYhacm0SlTptC4seMksRW8wLEpTIVdbpY6Q8AQKE4EskuUlrKiZESp6GpCdUSp6DJUqgl2ipIqSP05BAeWnxk6ZKgjS7FQHPIFnx+aTc0CXqq1wvJlCBgCOUYgq0RpKRSlA9j0ZopSjostu7c3opRdPHN2N+dTr4rS8KHDqP7mW9AuO+1MfbG4MW8SQFSWngn+CwhT8AnugsqXipo3SWYcyvq5JDKWs5pjNzYEDIEaIJBVorSMidJBRpRqUBy1c6kRpdrBPe2nOjKgfmNYP3EHXmi6AZOlrbZsRL/89HOcssRrAzlFyWNIEY6RdhrsAkPAEDAEygyBrBKl5UyUDjSiVHRVyIhScRWZEqXhw4ZRvbqb0oM8y/TMM86gTetuQlhnEZtExAdRcmQJahJ/LE1FCUqbKUrFVYkttYZAbSAQVaI1DdVI7FklSqYo1UbJ1/yZRpRqjmFe7hBRlEYMH0F1N9yIXnz+BVrGoTnOO7cprbfWOtTj/e6SnCBgqDgq8Xp9vIMsOU7hW6/ykvZsPiRqejOilE107V6GgCEQQSCrRAmKkpneiq+OGVEqrjJTRWnE8OG8rmJdevqpTpKBpX//Tc0uuZTWXnMt6t49RpYkbICcERw1fGghhxGNRv6PC32guXEx2kJ/LFHMnGzm+y7Z50Bxs90wKJc6gOqu7QPavwS7tIgpxnk0olRcfWROUmtEKSew5uymMdPbcFaUNqZnOncJGgL+D+v1XdHiCl7ceL2QQOlSNKIoiUc3FKbUG4mcZSSTG4f+6UHjp+sR2nGVYcErCFg9MAz8tWcrNTGe6e0fb6Tof07ULBlRyqSxLrFrjCgVV4HGFKURoih1ebqzZAAz3rSRuPvOu2iN1VanJzs+Kb+t4pZgpVuKRgaV3kgq1VFVPlGqajQI4qchEvKZJnuWIWAIFA8CaAv99UrjVCXnkqADzNDHMUn2jCgVT7nnLKVGlHIGbU5uHCVKUJSwRRcxRoT8Nf6zGj3+6GPBun1oOECWhCS5GXEFGiegElFyjV5cg8b5mDxpMk0YP4EmTsA+MTxO4s/Yg++CPfpdsr/966q7xu5r+BZaPSvnOo+yQHswe9bsuLYXbWO4XBeU6DBkijolVN1UG1HKSVdWXDc1olRc5ZWMKMlMN2eOEsWF24CO7TvQemuvSze3ukkyid+10RDypISpACEQsuSInCpIOH79VU+6rFlzOnD/AySGlOw77iTHXd3fOOpnPSf6XbK//euqu0afmco1qZwT5selP5VrUjnH7ls+9aGcy1reBW4L9th1Nzri8CPo/vvup7Fjx4Ztn/prgiiFZMlNdKmqCTSiVE0HER3ZamdTgP1KxkkyopQxdLVyYSXTWwJFyS/T5597ntZhB+8brr9eFqoW9akiIFLScECGlopdK9lJ+FCVxJXY4aTRo0bTqY1PofXWWZcOPfgQuu7a66jz009Tt2e6Utcuz1DXrnzEZxxtNwysDpRXHXDtQLeu3eixRx+lZhdfQls32ooabFGf8F3FyopAWXckCcPEoNkLfDaNKGWx/S90345MsmpEKRPUau+aqkxvQVkGpjWcB78lbC8wWdqozgbSeCz+a3FAlpzqFNruC4gpqZq0chUTOt4GDRhI22+zLWEdwi8++5wWLVpUewVgTzYEDIGiQGDK5Cl0y00309prrCmDKGn3eJDo+ysFZMmIUo0KNJmiVJWzaSE6x1YFghGlGlWRvF9cHVEKJrbBB8mZ2tgkh+2Lzz6TuEtnnHY6LVq4UL5Tc50Sk4Kpu5x29bmaN3ceHbDvfnTwQQfT9GnTQrxBAitWVEgeVvDuH/HZdsPA6kCZ1gG0CxgIuu3BBx6kjbjt+73vb7FBoiz1pEFTjCjVqCPzCVEo2zn5riqzXMF0OCnk3ohSCiAV0ClVmd6CeufNgcVf/B06DGxf9+wpZOn0U06lBfMXhI2GjrAKJZswB6pfEpzVN9loYxrOcaOw6ey+mMkw5stU7dCwUDJo6TAEDIGsIxC1+KCtQDuyePFi2n///anJWWeL0h6uXODFWqoqMeajVE1RKfA+SdIp2ABbOy2/oykmkoTsG1HK+vua0xumoigFs9piYQC0cUDCev3YS9aGO+TAg2TWGDZfWSqE+otwBuKfxDL5ySecSBddcGEcqQsBDtUz52+QYgC5nBaQ3dwQMATyjoBvTvM/6yDxafZn3IbbvVEjR4VtiSxXkMJmRCkFkHzQE8VvSVZAKdy6IE7JNVGqSnkrCACKLBE+UarLSosfHiBKcvy66ZOlwYMH07Zbb0P77bMfTZkypRIJqe0y0+f/zdHGt6i3GXXu9LQMSqJxUYqs6Cy5hoAhkCMEom2d/q2zfEeNGiXKdI/uPWQQBrXJb+eqSpYRJQ+daOfgq0TaOeH0hezf8dNPP9F7771HEydODBUZJRyFZsaorl7mkiglqoiFoFhUh0kh/16dooS0V0WY1MF7GC+qu8N229O+e+9DgwYOkiyrshS9R77LTBXc8WPHiRP6F59+Vil9hVxGljZDwBCoHQSihEnbS7R7WzXckp7s0DFoSzALzoXkrq59M6IUKctEHYyqSAC6Y8eO1KRJE5l2OWTIEMKIF5s27MVGkrRD1Mp0a+s2MrPIz1NNq3ttqxM1TX+hXa9lNXwYFsXdOIzMrSMnP71+o6Flje9Ujh43bhwdyia4bXgabf9+/RKSpVRHXdnESd+5Af36y3IsfX75VW4fzNQzM1s2sbZ7GQKlgEAyy47fp6Ode+Kxx8O2pDqCpLgYUfJqSCJFSTulBQsWUJOzz6HGJ50c+nXopT45qo1OpaaVPNuKUjJlrpjJZE0xzub1qZjeEjUAUk85IVpfl1cEoQNmz5pFh3NcIoy2fv8tmBWi/nfRxieb+ajqXprHP1jp2mC99enn3j95jVu+UmHPMQQMgWJHwPcj3pp9lNo+/kTCAWFV+TSi5NCJdgjqsI0R7JLFS+isM86kA/bbn0CYsIUzb1wk5ESqSbFUsGwTJT/fVZre/MlZ5bKqdU3yCWD5+mqJkjpxe36KleqnW01blaVpPO3+pOOOp4abb0GffvJJ2g1Jtut6lCj94hElVZSy/Uy7nyFgCBQ/AomUJc0VFCUlSokU+GS5N6IUQcbvULSxfvD+B2hdjgasMRhwjjiVcpTjZIWSqqRXCNUy20Qp2imrE67GNAF2+KyLm9oxWOQ11V2nvA4dMrRa01uy+uUrSxWI0s3bkiVL6KLzzqeN2Sfo448+DsgSxyPRafiJzHi5qr+ViNJPP8ujNEhmrp5r9zUEDIHSQiBqejOiVIPyTaQo4buRI0bIrJsWl10ud585fQbNmjkrfFLUnGSmt5gjsW+SrEHR2KVJEMDU/np1N6086y2BoqS3CAkSfyEE2QWmVJ8gRO2+oOl5tOH6dejNN94MyYnU69Rm0malvIwoZQVGu4khUPYIGFHKYhXwiZI/jfree+6h1f79H7r79jvo4f8+JH5KMME150U5Ya7A5s+Iy2KS8narbCtKSLh/z9GjR1OrVq2oZcuWdPXVV9O1115L11xzDe/X0rVub3l18Lml7XEYCCYOG8UK2AHDiy+6mNZcYw3q9ORTUlfCGWvx8SYr1aNEKqiqpPBiWvr3UllEF2H/sZaa3tsfFGgZ56qSGlHKFbJ2X0OgvBAwopTF8o6a3PD3smXL6PTTTuNR+yb0xKOPiRP38uXLCYuMrs+muBPYp+OvRX/JqFw6EW8ldjO9BWYS4NC7d2/B61BeguKk40+g4445NtiPPU7243k/0R1PcJ/xNz7rjr/975L9nco5xXRfTSswwmccA+yOlUCMxx5zDHXvEcQF0RhDqbwWfv30P+uiubjHnTw4WJ0HCUrEZADhRaXPpWJoRCmVUrRzDAFDoDoEjChVh1Aav/ujbDVDzJgxQ2LM7L/PvvTXwmARTl2kE6P8NVdbnd59+53geyEFbkYRFBX37DxaK9LIbfypuVaU+vTpQxuxKee3Pn2FaMIXZhmrFsuWLhMyKkfb08AgwG4ph6YAlho4LSQuKShKqghVIkxujTV9B+67515aZ8216f577wvImAv66CtKuajjRpQyfp3tQkPAEPAQMKKUxergmxWwmB7AnTZ1Ku256250zBFH0vx588Jonjj3E3Z2rbP2OnTHbbfH1tJaBYaUi24jixlNcKt8ECUoSgN5BXi/g81trsrr7nG+cVX4KCkq/vnxprhggoK+Dzi/89OdabX/+w+1ad06BDXODKdxjbIIuRGlLIJptzIEyhgBI0pZLHzpLITnxBbjXLRoER156GGyJtbcuXPlaeoHMnToEKrDnf/tt94WXoMgn/7sbyEFWUxjrm6VC6LkT2Pv++uvEjSwPwcPxLOCBQkTzxhM5j9j32PttvhdyYpPajI1+SbC1/fVe/bZZ8VXr/XNt9DSpUtjdd6lya+bURKWCTk2opSrt93uawiUFwJGlLJY3tGOAqoStmuvvobqb7Y5jRk9RkbZMB3hOHLESFp3rbXp9ddejyNQUJQgLGHHpscsJjXrt8oFUcKUcu3s+vzSR4jSgP4DJO1+dOWsZ6YMbpiIiCgZiVOW0sTCfwdCxcgztb3+6qsSOuACDiHw119/hWXphxqoyfP95BpRSrPw7HRDwBBIiIARpSxWjDii5DoHfNfv999pfe7kn3/2uVgnz5/efP0N2mmHHenP2X/GzfACUVJVSTqvLKYxV7fKBVECQ9TOrq8SpQE+UcpVbkr/vsnNZoHipKQpHSS0/iciXL6y9Plnn0uk7KZNzqW/lwTL92jQytA1yktDpukxopRO6dm5hoAhkAwBI0pZrBuYuYYNi+QFsWViiki7tu1o+222oz6/9hHnWazxhhlv8FPCBgfXkGhlMU35ulVOiJIXQbov42aKUr5Ks2bPiZrufKKjhOjTTz+lurwK9+mnnErTp00PyRJUxEQmvEyImxGlmpWjXW0IGAIBAkaUslgTdGo/JvnLRP8IWXrlpZepxeUtqFOnTvTA/fdT7169ApLkHL9FSfKcWst91puQTiaQ2PryrDchSv1MUcpGlc2l6U0blkQKE75TsvQrL1K77VZb02G8Rtz06QFZis6+8++Rbr6NKKWLmJ1vCBgCiRAwopTFepHMnIEGWxttHOfMmRM+tSpn2ujIPItJzfqtakdRyno27IZZRiCROuSTJficbcNk6eD9D6CJEybK0xMtphsd1aWSTCNKqaAUnCNtjefoHxu0YfCGE9wkEzd6y3TCiT/4S3kgGL3If7iGUwmPbrDp/R0j7s6NITKhoXLePQXB4RL4PzgQorDK11U/N0iDF/olkga5tZxQGeeqSjHRgCc6QNF7V3oX3cMq3UMH7JGjj5OrNKlXsCI/04hSFguwKqKknYOeg6B8Ek+pClNDFpOW81vlhCiZj1LOyy0fD/AbGf8dgXqEbQD7ne21x560y0470+BBf8h3iZSldNNqRCkesUTtk5IIxapQB2d+2mWdx5XBOo84atr93OL8hAuWSucfI4e4Vs+TNsxNwAnJVUCPkvKCEC/vnv79kg0U/O/lfPcU3ztViYmmJZq/KCbRstO8+Tjoc/zBe0ik3APQL4X4uvU0FYBi8JdNt51I5XwjSqmglME5Vb0gK/2FcLPok5FBMrN2SU6IUrU+SllLvt0oRwjEd846otdRc8wMN2XKFDqYo643arAlz2zsL6nRDkQX1E03iUaU0kPMLysdwAXKUsAWVFwJOm4Z48WpTXERcpPIRTVWlJJkKY54OH9PPVV/E79RpN2bhZnodrJQuTP5a0YDbJziE5nsIPeHuwVfF26qEFVVBB7rEOKyUu8fC6WXiJj4nXYikqgEKfpon8Dpb/JcxKSRMo25fkSvDX/z+qtijPeX3hvhFaeya/5qm0ZbkS2KmymSrqJFK5xf+eJH1kHAJGX2UWKl96lBcvJ6aU6IEufAfJTyWozZf5hvUvDNDehY3JI9qixheZ+jjzySduaZoN9/+11c0MqqGvFkiTaiFN/QJxu8IdYb1pxUFUZwCyeiBETJWYViR7ybAXVwseOCZ+l5+jn40kuH+6jXRX5OXJReHVq8eDH98P33Mgnmow8/ou7vd6fx48bJdXEqCf/99Vc9ae6cIHZdQAiCSTO6/c1R6fv27Us9e/YkfJ44cSJhBQBJkz+AFUYYM435eQpUHxeuhH/AclRfffVVEL6EtyWcXiwSvXjxElrMk3j+4r8RFmPh/AVUsaKCZsyYKcsz6SbPxbvh3hWdIKTPCc8Lyyd49pdffsnPWBxHdpCfr778ir779luZWY1NydLw4cNp4KCBwXesIEndcNgAg/ffe48++ugj+phx/r3vb8G76M4JBy7ApUw2U5SyWNDJyI4vgQZy8UonG/NnljbDeDNRu3UW05brW+WEKJmilOtiy/n9Y2aO2ChZGn+vI0DdWb50uaTl888+ozV4WZ8zTz9DGv7oQCKdBBtRikcrXt2LqXkIBHrLTTcHHbSqMT4xCLhAyIr8z6o0KXkIVSdPbfKJUjrl55+rxGPChAm0w/bb01lnnEnt27en+++7jwayn5uSPOQBs4ofeehh+oxnViKwKRR8qCZ6Dyzb88TjT1Cz5s3phRdeoIEDB4qpF4SxS5cu1LXLM3GkUf2PVDlS0hIqVY5gjB83nrBcz2+//yY4jhkzRpav2n2X3Wi3XXal3XbdlXbdZRc2M+9B+++7n5CYJRwe41WOLfbEE0/QChdfD2kNcIyE6vC+07oNf9f7eWLQ90weEZ9P+hfuUx599FFqzvl7+823CJOIEIrjNX6OEKOKlRL8GDOxX3vttZBAKYl6//335Z5I056770GnNj7FXYe+Co2y+mMZUUpo3k1Syf+VaeX3r9OXePmy5XTQAQfSvXffIz+HL242HpKne0QbJJ+NVpWEOOkb7ZIn9+Up6Rk/JidEyZU/EpU4PEDGybUL84RAMD72/gvNH+h3MYrlDptH1th+7/s7bc2y9jFHHS2LRwfmCBeqPoP0GlGKgZaoTRLsuVPFwsjbb70NzZ41K6biqVqATlEVlfBz8N0/bCoKfxO1wRFgd5480wk4ydSsVL/XDgn1ouEWDahb125xNUIHo8t53cerr7yK3nnr7YC7ObKhJGny5MmyKPTFF14kKppufluLlRIeZqKFLepvFN7TkcowXXzfc5mM/OF87HDe7bw01c477ERXXnY5Xcmzna9ofhm1vOoaOuvU08TEPH36jPD5IH2tbrgxnqBF2v+of9H8+fPp4osvpq+//lruo7NJn3/uOTqQJ0fgd90waWKrLRvRT71i6hXOv/rqq6nrM13j8uoDe+45TSSMDfAJVkNw77KkzYiSEaUMGuboS++Pznry6KH7e+/Thz0+oA+79wiP77/7Hg0dPKTGZoYMkpvVS3JOlDQ8QFxk7qxmwW6WCwRcW6rtKv4M+tNA6tfG/cMPPqR6m2xKJ3GnPWXylLDhDh1NvdF1qsk0opSYKAEXXUbpx+9/oEYNt6S6G2xIzzryIWUiKpIjOkx2ZCFjViKgBsoupqzgiN90bcuVXLgSEw5HR3KDz4EpSohGxEdI245kg2Lf5wZEp1GDhvT0U53k2VgQW9Uk3Pvhhx4SEqTEQdLjwq9AfcEg/Owzzwr7ePyG9CIvet6CBQvosEMPFdMeNuTbb9slD07tlkk5fI/zzm3KCk1bOR/pGj9+vKgyWBQ9unVs3yFMozzfpe+UkxvTM527BM9Uc1iclSF4bxTLG5lYtWrVSs73Jz8cd/QxdBP/hk1XgVjOC2Afc+RRdFvrNnIPfI9tKvsGHrDf/iGB0vSoknvOmWfTicefEKQJ6TQfJfNRqlSj0/wilEpdR6AVegCvT7Yer+m2Li+AuyHHAtqA9w3XXZ825sZp9f+sRm+98WZMOnYjuWJSk4KGIxZc81Z+GSHZaqNRk7xU8lEyopRmrazl03UE6lQG6ZCweyRJFofmd+LC8y+Ii9QdZ+rIIBtGlOJB0/fQN2ded21LuufOu2g7DtFwAist8KnR3wMTkFOKUsQ/KoL77z46c+2gpW2ASczzGdJH+K4I/mNxLyVKnZ98KiQCSjRGjRzFQX23pa97fh0qIEKCXF27+KKLRVWZNmWqXAtCuFJdH1wbpsT9iccep/2ZQECVCZVNnOOZnfTc9999n3becScmHVND7BAXbOHChWEb6JPAww89nN7gZatUpVEfvXfffod22G57msoDBSVE6jcUqHNeDLKff6FtWAUcwGZDzZ8OKhqfdBLtxya/hUz4lOAsWriIdth2O3r5pZfC7/S5N7e6ScjQ0r+XBsRX4/rxmU3OYqLEilJIlFwB16RNT7EqFdRpfn7NmbuGReM3RGFF54p12623Ustrr+UXuCc71n1H333zLfX+4Ud6rtuzYrue4xztor5KNUxOXi83opRXuIvmYaFUL0Qp6HjRAWsn8/Zbb9F6PIC46IILxaE2mw2yEaXkRAnlMHTIUDrztDPoL+5EW7BZCOXwLbdN+E0VCtwBf08YP0F8ae64/XZCp9uhXTtZrw8mnVkzZ4pTNdSNOX/+KZ1xEzbZfPv1N5KAv9lnCGrVA/c/QHfeeSddf911EkAWG4jTW1wH4DP0VIeOfO3LNItNgNhQfmgzodS8+OKLkiaQkS23qE+dWVHS60W54u0ONnVtv/W2Uo+0PdJ69uUXX9A6a6xJHVjNwQbVSGepqUrm173+v/cThVNNeKrAqbVJ2+rlnCaYps447fRKdVfyIDPoYmoVZnQefNBBYlrW5ykxQRwxBGAFScOmz9QBuKz44IjfZc2ai5+Tr3RB+cL2bLdutPr//Zsuu7RZaH679667Ra2FI7neQ58La8fGG25EP3z3vVzvl/05Z59NJ/mKUgbKrty0yDcjSlkuwLBSu5HSpEmT6J133034lEcffoQu5wYKHYiOrqJLOGQ5eTm7Xc6JEi9hgvXy4hfFzVl27MZZQkAamIgTKkbx2Lo83ZlW//d/xJEYDri+iSVUZ/m8TEevZUuU1HXEcyNRDHUAB/zvuuNOavdEYC4C0Vl3rbXo6quukr99ZWH2rNn0VMcnZcmZfffamzp3epoJ1um04fp1qPXNrcWlYMv6DUSVgkns/Kbn0Ya88DF8hXCfK1q04NmMRxHaQvgFwUyF88eOGSvPgjP1PnvvTatxXXj3nXdCp2T8BsKyx2670xdMdLBN5nvgWjwH24oVgQkJ5AjO0meykzc2rT8Sq463s04/k+px+p9jwnb33XfTGWecISrK8889H+Y3bMMYt0WsBm3HpAsqp9+mh/d1pkS4TdTlvD7IJFAVokSzmVW9+S+bBps2bSrPVKKipAt/H8YhMmAi88leMLgIVFhss3im3JZsfrzyiitiypOaQ/kczLIDkcK7BazbPt6WbmHVaCYTWil/HbC4+01h0rZp3U3ophsDM56a2PDZFCWBJK4NMkUpwCQrm75QOqLRhgd/Y4dt/SieCo1RGjbfxhwtmKwkKMc3yQlR8me9OR+l/rqECUZP5eVPmJUSDN0vMTJ0DUBIZgLHlJiPZhJfzWg/HPe3J82HnTO8XZwJRzuup7mz/Q+Peu+8/Y4wX3HrHUZtOBnkvmyJUgKsop09OttTTjlFyAs6RqhEhx10CDXcfAshMPo+a+e/YvkKupRNV1BZPvn4E3kCZpvBARzXt7mlNW3MhOGF51+Q3wb/8QfNnjlLZlets846rETFyrk3OxSvtfoaTIreDTsgqE9YKPkFR1zU9wgzw+DkrG0i0rtl/cBHCZueB/eGTZkItbn5lpA8SIfP50yeOIl25WCmO7JZCz5AmJ02etQoUcTWYDKhCk7ouO1ko8MPOVSuWbTwr/D56puk577+yqu03ppr0evOlBaSDMxBcG4UofrE6tlpvLbhq3yN4holXuczsanL6g4UPGy+M7n6gX3DWEH9Q7qV+EafhWc2u+RS+vf//C9tzeZGVYtCZYzvre/HEg5dANMh/Lf85+H5TRIoShm8ikV/iSlKWSxCXwaNjoi1M8JoGi8vFsc9+MCDZI0rn2RkYySdxSylfKtsEyWd4aEda59ff6X12c/LD0aoM2pSTqSdGI+AR4QUb0efHF9KY1aLR2z8RkU/CwlyHdAD995Ha7EZBIqGNvShs6/PumpYXmVLlJyC5yt5qnLowA2E5p577olDGCRlbS4XOERjC00/7qxL2Ul6T1Z3li4NTKT+dgfPFGvISs8MbyaX3gNT0IcNGyanQ1GC+WsjVqPgp4MNg0TsMPHsvcdeNH/e/NBhGarU559+Fnbq8FFq2KABdXJECdP/sXXnSTHw/XzEpd332+n9Yy/anAnepRdfEpdmkMN9OCI8lDCQJ23D1DcLTt+bbVKPRg4fESox4uLu+WMiHMCGTPA+deQRZEZw92IvKcGBqRPqmMY08l0tFOsbWl4nJOhHds3wFS58XuGUWJjW1udz4LqBzSc3qjr1+vFHIa8P//e/tMVmm1N9JsDvMTGNno+/l7Gj95GHHU47MSnUBar13TGiFFQZI0qVXvnMv0hElOJIkHPGQ1/w+COPUVMePWDTSpmMaGWeovxdmW2iFNROL+DkLxHTmylK6RWuIyDCZwIpKS+KEh4lkejddOrb2twq/hMwu2ndj9b/aMOUXkZjZ5crUQqVPGf2FDy92UpYpgP+KhdecAE9+OB/6Y477pBFuuHYDQJzxCGHia9RqFY4v5RLQJR4ksYS5wMkztDO8fd2LlfMRpvJs7zkOuckrR03OuC2HJfn8ccfl2nzm7Bq8horK9JRs7qO7SOeDbwuqzPqcDyCgyLCdARTkhJpmN4aullvuEb92l564UW5Fr5TUq+4zilB+YH9QjGrDzPBdJabEBre7uS01OEBGGYiYwunwHMeLma/uXpsksIgDZsqVDrbD9+1uuEGwQzBLeUcmLNEmAWhgv91LH7TY488Ss3Yb8iv99puanpu54kwIEHhjDuHL96jFbxcC7a2rCQhr4pfhcxGjM1k/GPQICGc/X77Xc5/n02jIEpbbLoZ/frLL2G5ajBLkNTGXB9gUho5YmT4O641oiQQGlEKYMjtFpW9K7hiHnfMsRL91G+McpuK3N4920RJunH+p4oS4ijBRwk+C2iwEG9LGj1uJHRKqx2rx0KDnQIrfJa/0dA6MiMjYW+mWqJa44s+Gp1ZiZc/SvZ9jtAYwywCv4luLm6LBluNNkTZqqnlSpR8PEOFGu+S63RhzoIfESIw92K15efeP1EvVjBACK5g35Y1/vMf8TsSFYPLTZVATLsHUfqbgyRKZ+/NWoOi1EgUpekhEVBy06N7d4ldBKdtbL/+8quoJjrzC89AWcGx+4hDDxMnZWyPP/oYdezQQT7rbDmZ9camN3XmVkXp1ZdfofXWWlsGoJK2ihhBGchmufr1NqPrmQhKO8U7nLDx+UVW1tbkmcfvOzMgvtc6DKK0GStRvl8k1kDTdwjPgX8dFCWoXtgkz07Rw7sk6pSES1glbf4bb7wRw9WZo7UPwPWYvg/i9uXngU+WklF/lmgHDhQJovTC84F/FZ6pjt74+1yeqXYBly829Y3qwUQQpk2YT/UaJbHoj05mNW9bnkU3bmwsyjnOa3L2WZWcueUGZbaZopTFAq9KUVIigeMQdgDce8+9ePQ1M6y0/igwbkSYxfTl8lbZJkrQIKShcM6YaMTh64DQ+7blBgHfZ0k/p/okqbNOedD3QM08MHEgMjDCYego2J+C7HfmOqsoPKaagATnlStR8tshneHkv59XcPDDD5yCEoUNcZU24nKC2Uk6euf4i+tBlPYSorQkIBxMRvR3KEpwsp7BypGaiXAcOnQobcYk5XmvU//+u+8lHATqgpIEJVWIJL0OEx7MksNEFzWJ6QSAMDyAZ3rDPb764ktRdu7mUAdyT243NG1QpGDygoqG4Kb4XeMLgWAhLfBxkvYGpMM5OZ/F0eHrs9lq6tQgnIDfWWrdbseO0iA2atbyZ6phwKH1HAO8w5kETpsaBLn0HbnluXDJ4HRdz7OjQSIH8kLR2DQt+KykBwSzDp8DB/voQBv5wqzAx3iikJIsTStMp/vts69cIzPxXNuKIJ1HsD8WFqX+i6OT+3XFFKXgDTGiVIOGOJVL/UZLK+x9997LkVp5xoK+SBoFN5UbFug52SZKQpNEUQooUx8ehWImDSTyESNGyNRmSPMj2H/A9pphMOSPIRyiYk5gLlDfCqfoJapuPolSgqSNiTYo2rFhxN+Up4rDQfXTTwInYN+h1G+Asl21jSg5J3oQB2dqwrsCEgRzl6iKznymR6hEiNS9xab1qL8z3SiOl7PZCPF5VN0RRclNzUcsJkRVV/8bPQezytZh9QNT0HXDlHuQC6gc2HTGI54zf948mSGHmHMI2KikIjS9saKEGV/qzB0qTWySA6nBbC9/UKrXwfF5wzp1aJybaadtMWK+HXX4EXGqjLbZB+x3gES41meAZA3myNswS+qGNdbg19WJ4zrhOihOwZghwF79ivB8qHiaH99/TMkOfjubZ+0hRMDs2bMD0zhjMmzosJBg4RyY1jDjEORUr/VnziGA5DVXXS3P8kNx3MUO9SefeFKYBi1XhAzYkWMsIeClXOPIMT4bUQpK2ohStlvnJPfTkR1eupM5INhrrwZr7MgL6y06nafkZP0x2SZKgYMS5P3AlwCh9zfZuK40EBgBwgwH524c8Xf4nf5mxwAjb1ecfLzgu7Emm8OedgH8Qh+NoCVPWE9805s0ItqQuM5BOyFE2EbjW5fLTUlSND5PqCZlvUbGRuN/DBwkZodffvo57CSyoVjlIMlZuWUiRQmEAR1ikyZNuPM7J5yCr47LQfvEJm1un7Dkxv/+6190GpcdnLOX8xR8KA0ISAmfHSzToWZvNZldyktprM2E6FtegBXlj3XLgDEcqTF9/rCDD6W3336burEj8pUtrhDHayyPgVm/upir1pvnn31OQhFgwVohH87fCeBg1pvvo+TPFj75pJNl5pZ2bL5ahen+iHeENeIQNwq//danLx1y8CFxpjUlCSBDDVmZwaxMxfPll1+m//nX/5NnYKo9NvhewWSlxGRFxYpwLTS9F0jpCWzaeofz7ytAel89D+4EcC6/hE1+ggWnEQQTEx+2ZyID/yFsCAp6EBO4090abGI298gw1EKQ1t69eoVYgCAjHALMrFFyhVmOG3EZPdUhUKhA9nTzTW/q85XLwU1WXoAc3MSIUg5A9W+pL4M2Ar///jsdeOCBwYgB8rXH3nOclJzePttESRUlWbGaUz5/7jwJ1PnjDz/IjBDd4VuR6LN/jn3+UXxQfBxg/gD5RFT4ehtvEiwEyjiL6YH9KpQAJas0cZ2x8/vQTg3XwARzMHcoaLDR4WFDJ5Irx+1E6SxnRUnJgrYvmEn2yCOP0GmnniomtE6dOkkwQr/jxmw2DOAQO+gc9nNBrCQ4ev/888/0HC+cK9+xOeqWW26hAWwawrVYSPaVV16h8847T35r2bIl9e7dO7gvfN+4fevQrj0rUfvSiSecQN3ZXwnmJ9zrHCZsI0cGnb/6F+J8mKmQRvFdUjORGzDB9AZFSWe9gdhp2/rGa2+w0zKbyjgoZUgcMN5yprS5c+YKobnx+hskTEBr9pnrPyAwuQlOOtlGTHlfiM9VP26v9WV4k98VkKTdd92N3ng98DXCfj3PVAMRDAcZkThFo0ePpmOOPYb+dA7yoTmTb+w/c9CAgbIG3Mdu6RSMU7795hs6hGdHw3TYlmNeaYeN+Fc7brcDLZjPgTNdEEocVUHDPS668ELq0LEDde3aVXypfuJySZRXmEDxno4fO15+D1SxYDjU5KzEPkrlRpaMKOWUPgQ39ytwO56VcdFFwVpEsRcm8cg9D0nL2iOyTZRUZAMyJSC4ZQ3nbN8IPiCbbFQ3nIW2Qte1wiy1ZNXSmRbi6rAb+eM7dGYHskPudjzS1kVC82Vu8/EpV6IEDCp1ZMnK0n/RMqlcSe7rE2ncFstj+GkKw0Hwbxp7SB2z23KU7nDdOeccrWUpASdBlJypC0RJnJmZJIC0wWz3NJNAbL7a5Pv6QA1CHdUtbIe9JUKuu+Zaan7ppUE77SY6IJYUHJ/bszP1S24pEORpzOgxtOvOu4Sz45S46X2h5CEsguZfsdFyUt+jxx97TFQv/K3hNGTiCk/ff4uJGQIUY8N3IF3wN8JaoVXldeLEiaGPlb6vGr5A0wmFEbNR9d4hHpw3ENqT3BImpigFNcYCTmbSUKRwjb6kqJhQkz744INKknIKtynoU7JNlFRRkkbFNfz+yMk+x5YzyAQLNWfA/wFmDl2MUxtDacSrqXFB2QR+TdrowocD8VgwO2ogj5CxhSQpKEj5LtpZ5KJylytRinbIirUM2NwsUb8zdKUYKtzBjEhM/a8IB3M62NN6E6coOiVD/Zz830Jlx1UodbIWy7pTQvyyh8oFPx01bem9/PAAWK9N66vmVX//lddAO+H444VI+HVP26coQVOnavEXXRGY+YcMGULHMznAgrFynTe7bwp/d9MNrWR2H9Kv9f5ZjmmE8Alat318NX/ROu9jg8Vzjzv6WA7UOVhOV/KHzyCAWI8Nvpm4RokVAn+efuppHNcqiCXlO4gH18feYMHamej89/X777+nUxo3pgWsOCYqj/N4Eob6NflEyRSlJ+IwT6X9+lcqJ1V3jgIPOy3kzXvvvkcu0QpX3fWF/LvmDVFqH3jggVCCDV9S9QVJ4hNSyHnzGwHtmLK5KG4x5L0Y06hlBd8F+H511VXL3RRyP0++T5JyHWn0XWwebbhBkjDaOmD//cPAgzrLKKzieQSrXIlSyhBDGZSeHQ2tO0oBu7+j36V44yhRUrLxz8rAVKUkSUnGN7yILTrjOzkAaeOTT6bOLsaWTxZ02v2EiROobt26HEjxIZrHjt8gVCAKQjpcQMYPevSQ9TXhi+T3IT7p0n7FP+JcEJYbb7yR16ILzMWaBlz722+/SRyoMaNGB7+xTxe+D2fAsTnsqSefjLvGJ6lRXLR+ggjdzmvofeaFGNB0gRxBYevXr1+QF0falPC9xGvgoU9Rh/MYGYsFxvQJVLioL99r7NixdB2vu+ebP0GakR6YKYEvFsQ9+ogj5dn+jD4jSkaUUmwOUj/Nf1l8YhF9caTNKlKypCM25CEbRCnaOWt7njrqdmZVCCQjSikpSp4qpA32L+zH0qjhlkKSMOr2G1bxM3HmuupUqmyWmhElD81kL5SUCxqe4CgfQZAQDggCSxA/MfguOC1eaYzcN/zT+e+EbZwsiqx74HwMnzUcEbMJs9y24DACD9wXzHRTdSPadmKqPvyhEG7iavY3asbmMfgtSn1zs/jw+aeffiIEofQXgU1E4LTdAkHAYrzw59Eo4r56hvTM+XMOB9tcEqZP22pfifmgxwdiMYgqb3EKnocNFDQs+IuYVvrO+OeCrCxkR3RsQngc2RSC5vy2evLCwYjPhOCbobqsAxlgiVhOPqb8GU7xXbp0IZjmBG/EU3Nmzs6dO4uPGKKiYwYkInzr80tBuAhqcnqb3y+b6S097BKerYAmeyljKpKL4Br0IMG9vA4o+DOf3UrNMp9tolSz1NjV1SEQR5TYR0lNGVo//esr1WnUTe70ZIYPb4hhg3W+YAZQkwemRQersgedYhCpOL/12YhSdbUgnvigeCQ6hFOUhBwpedImKvgq6RbHm7z2TKNAh/XBkYWg3SMaMWy4+PpouxcoT0GCwrqDP5mwIODlX7z+2sIFC2khOzPDCiF1zCmcSt5BQnRGXViHXfgLeY4zTanKBcVfI31H1X6/7laoCcsjPEFgySD3IFz+9TGVJ9am6/1AguKIUIRgKtAS3V7yGIv8DdOa1vE5nHZR1vgCnQAT9kGOBUsb7XDFZCJVoQKCFPwGSoW4U/N48gzMccB5KROwuHIpsr6p+reg+jOMKFWPUdpnJOsQwhdG3icXs0ZGWcFLgMqa784k7cwlucCIUraQzM994ojShpWJkt/hqb8vjrLDJ8mNZr/87AuJbwWnz8XstIpNO6qgiwu2sKPKT/bkKUaUqgHbkaA4mchnQb58lCbHjQ4Uw7YtHBMmvqGvWPgEI5S7qsuSI2da9nF1T4mbR9r9QYDe2r824BieIirtdIwsuqY8JHO+D1S0LY8+y/897pleHuNw9N8lly6/nod59chWTCaM9S2Jnht0P/4bmwDoasouj6923h9lRCnLkFcafUdGCL5TnS+xymfXoSR6ebOczKzfzohS1iHN6Q2jilKXBD5KPsnRBhuzcVRJwiKqCCSJZRF0JO77MWgGwkbGFKWclmmNbx4nB9X4bklvkIgwgGD4aqbfMUUJd2hecs7gyQhIVUqOkApH46NtthKOeOLggyMNtUf+lTwF5yQie6mmsRLBdH2C3NgRNh/YRGmPAh8brsQrWvFpihFXbct986fiVawD+ZrWZiNKNUUwcr1f0X3bNT6r059e4ncq2nFFbdlZTl7ObmdEKWfQ5uTG1Zne4kiSS4FfxvDlQMTlVrzQqJockvlhhI1sTnKS/Kaax0FlFnAyHZijopETTALVxP0YDOCCu/rnJ3pOHNfyTG+JiELcd/pgfagjBnFuCVEip4nxvk9GesK0pquShSpKkHnFIo42yfeOLPkEKgsDg9h76FSsUNGKJ2pR3KODbiV2gQIWXOsTyVA58/Lhq1Fh4adTuUro3OqIUioE0ma9VUGW/M4Fp8E2DAc6nSkUdVqMq7xFVNGMKBVRYXFSUyFKcaSffSRCZ89OT/OinGuLk6eWu++TofdOpfHIJWpR0xuiEmPTfOTy2XZvQ8AQKA0Eon2yOXPXtFwjowkArDbr6bwUANbawfpFTz31FMfFaBUupKgj8UQj8pomKV/XG1HKF9LZeU51REmcO92jYG7Tlcbv5FXi1159DcLaVdqAJHJcLQTCHypKA+KXMAmWhyiuyRLZKXW7iyFgCGSCgD/o25rjeKH900FXqm2dKUpRRYn/VuKAI5xcsc7OQxz7AzMc0LEgqNk+e+1Nr/D6QVHAUwU+kwLP1TVGlHKFbG7uWy1RcnVY4sg4E8IdTJLWYpLUxcW58U3LhVhnfdMb1reLU5Qs3HtuKpbd1RAoMQRSUZRSUc+NKGnFUEXJHdUn6eUXX5K1erDeEjb9/u477qLDDz0sjKzqK0o4LxXwC6VOGlEqlJJILR1VEiU3zVpXhsd07Gs5Zg3IBmKsKLFP5E/nNyq1XX9D0xuvto5FcbG2nb5/hUjsUis5O8sQMATyiYDft+EzTG+qKCWavJIsbUaUPKIkHzECR5wZXrMHwD7+6OPUgFeiHjp4iPysM4Rub3ObrE2Ev30FqthIkqZXO6ZsBJzM54tQjs9KRpQkUB7HhFEyj9gsF/Nq5uuttTZ94hbrjAbTK9T6qmbvAf37C1Hq88uvsYGKmd7Ksdpbng2BjBAIwzdwu+ETpUqra1RxdyNKDpxwpoFwpVho+948kq3DDTUWH5zHgcGwISgZVKbneYo1tkRTY2t7RJ5OjTJFKR20av/cqsIDqJKEYH3nn3c+rcdRk5UkRf2RCpUkIV2qeE2aOIk24lhPPTgCtPoN+o7q8p55/oXhTKvaLyZLgSFgCOQZAe13K7URrl+HjxKWlcGmg8ZUkmhEyUNJI5/iCAdYaaxZXbrlxlb0n//9PzrjtNPpd14zqOW117LS9JhcGc58c5FW/QJKpQAK4RwjSoVQCqmnQYnS8GEjOBbSxqHf0bJly+QmmJ157NHHUP3Nt6CveYmEaKMQbUQKkdRrmhC5eZcdd6IH73sgblBSiGlOvQTtTEPAEMgHAv7gaszo0VSv7ib03nvvyaBLrUYyYKwmMUaUHEDSeTjWqR2JLqr495IldOdtt9Paa6xJW7IZ7tGHH4nrfKLkqNgacSNK+Xhls/eMmKI0nDZxS5jod1gY9KjDjxRz8e+//R7WU3+klb2U5O5OfuiNa6+6hg7mxbZXVWBV9WAAE6xBpwu1ukj50uJV1+TlLs12Z0PAEKhFBNQk747a5mk4n+effY4abtGAhg8fHraLQZNRXYQxIiNKHlHCR78BlgbZLfcAp+6m5zQRG+cO225Hr7/2ulyZzIm7mMiSEaVafLkzeLRvequ70cbU6cmn5C4jR4yUCQaoo/3diuUyanLrWOmjfGfoQq2nvvkbK9TD/P3eu+9JFqCcKVmKe/+8hjKMrugHNrTPsaiThoVhUWp1ICJ0wF9T18TDmncH8WALLjT+IEyJUnXDKyNKHlHylSF/+jRk/+aXNpMZbh/06EEN6tenjTbYkFea/lCuDtfH8qLZZtD/1dolRpRqDfqMHuwrSqiHr738Co0eNZq222ZbCVuBz9j8WR0+OcrooXm+COQuGKjwsitM9s47tyltzQQQC7DqpktnhCqTqk12jClvhoVhUS51gNuKVasC1Xklq8+6Lf17KV3CSzVtsnFdHkD2F4KsoVN0oKhhVJI1c0aUIkRJGaaSn14//EiNGjSkoUOGhhjC76P+ZpvTfvvsy2ED5sWcTGthlfVs9F9GlLKBYv7uEfNRGib18IZrWwpB2nfvfWjihAmSELW/+2VbqOpRIuTUSVvyyg3b9GnTaL9996Nt2BkT6q7OPs0f6vYkQ8AQKCYE/l68hD7+6CM64rDDxUWhO08IwYbBF4iRbz3y19RLlEcjSh4qvo/Schce4IaW19HB+x9AixYuEkKE77F1bN+R1uUZRYM4crA6jBVrxGAjSsX0+seWMBnCISt22G57Wp9jJB1/7PGEGWLYotGri4kgaUn476JGFp81c5Ys4ouR4U477Ehnn3UWXdasOV168SWyN7vkUmquR3zmHd/pjr/975L9nco5dl/DV+pbAdazsq6b/P7D+gMTG9pGEKTjjz2O+vbpK01L3MxfF3MuFbXdiFJEUQpmG8c84m+4/noZrS/+a7F0QDC/YbQOEwDMHqNHBmYOnSEXNvRF5FRqRKlwiVLcgpkumap2Dhs6jOCjhEZh/vz5MZIkFTI42SdJxUSYZLSHbCCsGX8KY6Hwd7/8/Avde/c91LTJuXRq41Po9FNPo9NkPzX8jO9i3we/R79L9rd/XXXX2H0Ve8M3qIO1j4OmoxDSku93SZ53yql05uln0B08AavnVz3DtiMublLE4bu6ttGIkt9HeuRGnbgRDgDTrD/s8UFcb9q+bTs6v+l5oR9IYCKoziWsMDtkI0qFWS7JUqWkAfb2C86/gObPnReMlpjI+352xTbTLe5VDFierOyur9VKLO6L9yw2GqGVKyrEH0F2nngBDNR3yY4OE+Biu2FQ6nUgbAOC9kA38VnivCebxFIdScJ9jCg5NP1ORQHVDqlH9+50/DHHUuenn6avmaE+8cQTdN1119PUKVPjonIXw2yiRJ2vEaXCJUqJFCWtq1h7ELsISD6BAMdIFBkk4c3k5MLdJG0uDIA7QtlVVa1wE24pMwQMgdpEQAdO0QFjtK8PxmRVN4JGlDyiFJ31Fvoe8Tnz/pxL333zLX3T8xsaNHBgyFh1erKCXYyjeCNKtfk6V/3sqohSOGJyjokaBaAU1oxNlG//HdM6q0d9D/1wAVF1zf6OxZ4yLAyLUqsDYq53M/zCgNF+vLUaNPNGlJIQJb8SJRu9hnKe5xRWg7KotUuNKNUa9NU+WEkPjuFnN/rx44HENXrJRkjFqCh5CCVSff18pzIyrBZwO8EQMASKEoGweVP/Rqys4YiSKu7VKUfJMm5EySNKiVQhH2g/XktVbLzYGmwjSoXbLiTjNn6KU5aSjSgVbkFbygwBQ6DmCKgJzVv/MRsuMUaUEoxYo0QnjoW6ziZTZlrzmpD9OxhRyj6mOb2jF9g0kam3kF2OcoqL3dwQMATKFoGoopRNwcKIUgqKkq80RdlpVFkqxlpqRKlwS80UpVjZmOmtcOuppcwQKDQEUlbaU0i4EaUUQCr1U4wolXoJW/4MAUPAEDAEMkUgY6IUnSGGBCznxSoP5CjWCAaHzZ8RlmkC7brcI2BEKfcY2xMMAUPAEDAEihOBjIkSshv1j1i+bLms0GtEqbgqgxGl4iovS60hYAgYAoZA/hDImCj5JEmn3pmilL+Cy+aTjChlE027lyFgCBgChkApIVAjohSNUaBE6Z677jbTWxHVEiNKRVRYllRDwBAwBAyBvCKQMVHyTW/qi7R8aXIfpVKaTp/XEsrBwxLNHlJVsM0trWnP3feIJ7rRqVf+3zlIn93SEDAEDAFDwBAoFAQyJkqJOttl7Mx9EDtz33n7HXFroBX0WlKFUhK1mA5VlHBMSJRqMW32aEPAEDAEDAFDoDYRyJgoRRUl/A1V4pwzz5YVzbFhiQ9Rm9xilomC49Vm5svx2YkiivurK9/aug3tsdvuYflJmZmiVI5VxfJsCBgChoAhwAjUiCgpWdKlPfD3LTfdLKYbWQfNrYHG8lKlGXKGfu0hEKcGeuvUobyaXXIpNT75ZElcuMCov9rqSvzg0l4Kq6/WXjHYkw0BQ8AQMASKAIGMiVJUmaioqJDsvvPW27TJxnWp/+/9hBzJ9xAljCwVRHWoFK2Uy2blqkD5W7RgEW3daCt69NFHpbxUETRFqSCKzhJhCBgChoAhUAsIZEyUomkVBYk71zlz5tBuO+9Klze/TE5ZsWKFkKVSWOqjFsqnZo9MYDKLEqWVFSsDMstbh/btacM6G9DwYcPlb7/capYQu9oQMAQMAUPAEChOBDImSol8XUCWsL3y0su07trr0BuvvRaispI741X8u6gUK1fJMfgcO+Kz7dnDQJQi8RPz9xj2Wl4opK+++oo2WL8O3X3nXaIuhWoS/xbOWATx0h0X2eqrxfnWW6oNAUPAEDAEUkYgq0RJO1h0sldfeRWts9ba0vFOnjQ55QTZiflFYOjQoXRTq5torTXXkjJbxiEexOfsH3ZAcibT/KbInmYIGAKGgCFgCBQOAhkTpWgWfIUJRAmhAh5/9DFquEUD2rJBQzr5xJPosubNqcVll9OVLa6gKy5vQVfwUT67Iz7bnj0MgKtie5Viy7gD40svupgOP+RQLp/6tA37JT3VoaOY2vwZcH6ZFk6VtZQYAoaAIWAIGAL5QyBjopTI9KbJ9oNLTpwwgZ7s+CRddMGFdFrjU2j/ffej3XbZlfbYdTfed3dH/sxT0m3PPgZ7Mq6yA2s+7s6477vX3nTKyY2pxeWXi5l02pSpUnSwpPkz3aJhHfJXLe1JhoAhYAgYAoZAYSCQMVFKlHyfPKHDVSdhPbdiRQX9tegvmj9vPi2Yv8D2fGEwL8B6/gLGXfYF4mTvb+qTFBIlN0vRIqoXxotqqTAEDAFDwBCoHQSySpSQBV0KQztcHNEpW4dbOwVc1VO1bMKy8siRhXMovPKyFBkChoAhYAjkH4GsE6VEJjl/8VxfudBAlXZk52k4UOdprxSqwYtzlaz88l817YmGgCFgCBgChkDtI5B1opQsS6Yo1X5hawpsKZnCKQtLiSFgCBgChkBhI/CvFUvnku2GgdUBqwNWB6wOWB2wOmB1oHIdMKJkRNGIstUBqwNWB6wOWB2wOpCkDvx/6n/zuvNxHmIAAAAASUVORK5CYII=" alt="" width="473" />
union:合并同一数据类型元素,但不去重。合并后返回同类型的数据元素
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" 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Cartesian对输入RDD内的所有元素计算笛卡尔积
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ppITdwfz777DPRWOOREaQCdslco8Coi0lBSECBsSCkrPfIWmCUIBswxDBQrlq1ioZwbt9EplhDIAz8daI1sS8SJsYJEyaIxgW/IkgAVq9eLVohEv+h+cE/t5a1OJhoJTiGj93s45sza7bkSR7m6wxTDe6FyNORw0dw5KjTJn6DZjmfA3IQWQoAXSTBME6uJY4N6zfQTDblbuc0DwT6rOE+IJJ0CfdhJbe5j4ERaRxzZs5mDXGC5DYi8Gcma5uIUMW/EeW6lP2NuGbLli1spt0oz4ckfzwLImgVGPWlLsoSUGAsyqMb4WeLWvCNZ0r1a4wWmTbACb49mCP9FG/4DhqdABgDnpwLcnBuD347c+AcP6h411nlocz1+JR7ub/h76PHjkraBfyd/vZwPgJoTP9wrndv7gf6g/vj+pjz3PvgOru/ph/2d/5nT0bjS/dc1Rgj/FIXoa4pMBahwcymR8lGYLQ5RUWTtA47glRSIlwg8/7Gv63vYtpyI0jjtWe3Fdi23Rdojy4nqtOexY9qzoPv1L2neQ7bXyj3k3NyDu/5uD0/sKcLdslcr8CYTW959vZVgTF7xy6rex41YExmcdZzD3skBQUtCwXGrH7ts6bzCoxZM1RFq6MKjIUHLgUNZmHeT4GxaK0DUX0aBcaojkwR75cCowJjKoCpwFjEF4aIPJ4CY0QGorh1Q4FRgVGBsbi99dnzvAqM2TNWRaqnCowKjAqMReqVLlIPo8BYpIYzex5GgVGBUYExe97X4tZTBcbiNuIReV4FRgVGBcaIvIzajVwSUGDUSVEoElBgVGBUYCyUV09vmoAEFBgTEJKeEr4EFBgVGBUYw3+vtMVwJKDAGI4ctZUkJaDAqMCowJjkS6OnF5gEFBgLTNR6I1sCCowKjAqMuiZEVQIKjFEdmSLeLwVGBUYFxiL+kmfx4ykwZvHgZXPXFRgVGBUYs/kNLtp9V2As2uMb2adTYFRgVGCM7OtZ7DumwFjsp0DhCECBUYFRgbFw3j29a/4SUGDMX0Z6RgYkoMCowKjAmIEXS5sMRQIKjKGIURtJVgIKjAqMCozJvjV6fkFJQIGxoCSt94mRgAKjAqMCoy4KUZWAAmNUR6aI90uBUYFRgbGIv+RZ/HgKjFk8eNncdQVGBUYFxmx+g4t23xUYi/b4RvbpFBgVGBUYI/t6FvuOKTAW+ylQOAJQYFRgVGAsnHdP75q/BBQY85eRnpEBCSgwKjAqMGbgxdImQ5GAAmMoYtRGkpVAPGA8dOgQ4Uhl0dRrij7YHjx4kM6ePUuYP3/++ad8miPZOajnqwTiSUCBUedGchL4i08POpJrxVvMrl69St9++62AoX0oyBV9kEtmjM1mSYExyRdNT09JAgqMKYmtGF8UMjBeuXIlEBhVa1RgtIHTbJoAjGfOnPE0RltrLMZvpT56yBJQYAxZoEW+OQOMf/o0xyQf3Ji/bGDEoodDzakKin5tUoExyRdMT09LAsHAGJJWkFbP9OJoSiDe3Mjve9/TBAGjmlMVEOOZV1MBRtv/qH7IaC4nBd2rROeEAmNBj0y23y8AAAMnGwdFsL0r5wgARpjBoDGePHlSNEWjLZq/9dORiR45Mjhw4ACdPn06V+AN5qD/v6B5mdd3gb7z/DZ8+ntwzEGU5ALjlhWklcjfgcDoXfgnR3zhkEad59f/irkE8gJGM1/sT3dCxlu0AI6///47/fbbb3qoDPKdA5cuXaI//vgjcKHLa44lshjqOTkRvkVVFsYnLZ+8Tvkjm81zJw6M7FOSTZkeKgPfHMi1kXInXc6mKv3dfFF9UfW50l+M421VjWyx+PkXwGvXrhEO81u8BVLHJ/3xiYIMzTgjCt6Me1DKT2LAaKmfaFgm01U9VAaxcwCTzRyYI3/58svCMHNF4eXSPkRzkcwPGO1xs4FQwTCa45nJ98yMv4DjtdwbpkBg9HZYSJ7l49pfDIbubuvixYt0/PjxXPlm/oAJ/XdsPl5xkseRI0fo3Llz4jfEvLnmbqwwl3Imu+V2tDXPYm6h1scPXwL2Amu0BJhiDx08RMOHDafWLVtRvXfq0jt13qG6tetQPf40R333b/MZ9Jv9XV5/h9FWXm34+5xfvxLpT9BzB7Wb13mJ9DlRuSbaH7u9uhhX39G2TVsaMngI7dixgy79+mtcq0GMKdWP1EBXsExMnTyFmjRuQlUrV6EK5crroTLwzYFy/O9y9ETFSlTz9TdoQL/+EjACLfJP3lzl3gEGmOXDXxe1xWIuAduUCmD89sRJ6v5FN6pYvoKsZbXfeps++vBDatmiJYMkjlZ6FGEZtPyoBb395lv0dJWqVO6xx6lLp8507uw5CxxzNvACjEGAiIm0b+9eql+3Hj34QClq1KChIO2smbNo9qzZNHv2bJrDBz7tv813+LT/9p/vv878O5W2/PfJq6147cd7jnhtxXu2IJnYbQTdJ6+28nq2IBkm0lY6/QkcN54Pc/iYNGEiderQkSpWqEjVn32O1q9bH2PPF5s+tEf2V/95jSeenQtZzBdxffzwJWB8SNjgnz9/nuq/U09AcfDgwbR/3z66cOGCs3lzTWp+M6v+2zE1FpXjGo/1hR8vECKbR48eTQ8/9BB90vZj+vGHH2Wdsn2OfxNrls+XCEF8e/Jbep4Xt1deeok2bdxIv7LaCRNZURGSPkf4Ex6TCxGmMFXBhAHrAiah45927yfAyIcCY/hIoC3GSMAsdFi3Pv/scwHFzZs2yTpmB2FgsxZr7i9+vrdM+vWi1LaJlbl8+TItWbqUSjM4Dh86VNatq158xJ8UA4zmIkyc9u3a0VNPPkn79+93F7bYCC4FlvCBJdtlCmCUHTgD4YkTJ6j6c89Tiw8/oj9+/8PZkWH3afyOaTLnKAaoBPKTADZgmHe7d+2mRx56mCZNnOgEEFrRqLkW7fwa1d+zTgJ+xQ//hvYIMOzMFq4XeJ0CX7PMC3d9+puTg+3ukNyJdJJt8dhdDfz6ayeQwlUzzXlZJxntcEYlEGSKBzhOmTSZSt3/AB0+dDjWjo/8IX/aT0Z7qI0XRwnARIq1a+L4CfTwgw/R9999n396RnEUVDF4Zn/qjlFCVq1cRY8/+hht3LDR2bi7EfV/wwJlTAmYSNjxr161iu4teQ/t2rUrl48oKPS+GMhVHzEPCeTadbsT7CRrjWVKl6FpU6cFJNPChm8dKmGVQMgSACjCZNatS1eqUf2FhNhPQu6CNhcRCcSLozly+DA9yUGDsCbY+a4CjCYowvwwbcpU2en/xCkaQfbhiDyrdiOiEjCMEr/8/Au9+EIN6t2rlxOdakypjIjKohTRwStC3cJ6BmDsytGHb7z2elxgLEKPrI8SRwK5N+9/iRJ4jrMuEEvTr09fmR/XOCoQa9XfJEJQin7y4QZIjBs7lh4q9SBdTpB6SUdDJWBLwADjr7/8Qi/VeJF6MTDKxLR8jCoxlUCmJQBgvGIBI+6n7qBMSz1L2uedOYDxPOddAxi/4hQzAUbXbSjA6CxkOcA4fuw4epiBEUETOpGyZKAj1E1jq//1l18FGB2N0eElNM7tCHVXu1JEJWADY03WGBUYi+hAp/BYwDXRGF1g7B8IjNecEPocjXEcPcTO6st/XFZgTEHoxf2SHI3xV3oZwNjTAUb5Pg6peHGXmT5/+BIwplQkcsOUqsAYvoyztUU/MH7V39EYveAbOyrV7OhFY1RgzNYxL/R+xwCj62N0Jl1Oflihd1I7UOQlYICxswJjkR/rZB/QAKPflOoBo4kMzGGJ+IsmKDAmK2c935JALo3R9TGqtqjTpCAloMBYkNLOrnvZwFj9OfYx9v8qVmO0Q+ZN2gaA8ZGQNcZE2A+yS7TZ19tExsB/TipP6QfGPib4BmbUVBrUa1QCKUhAgTEFoRWjS0zwTTAwWoLIBDAmuxgXo3Ep8EdNdixSzVkNBEakaEhBT/1PJVAwElBgLBg5Z+tdFBizdeRC7rcCY8gC1eYiLQEFxkgPT6F3rtCAMWghNs7NeBQ9qSzeek1ipMd+LlYh846plZj736nMXtUYU5GaXhO2BBQYw5Zo0WovUsDoAaLLYxhInO2y3XtUdfrvHNq+dGRhSsi4RA42oXI8gEzlVVBgTEVqek3YElBgDFuiRau9SAFjLq0lH40lP41Gf89f64snI48bUAgeggoKp6ZBKjAWrQUkW58mLGAMc9OYrbKMSr+TWe/z63MkgNEswn8wzRyqd0ydMoW6MrnvR+9/SO+/+x69/x6O9/XItAzeZRmzvD/go0O79jRkyBDasXOH1Nu0SXTTWQwUGPN7JfX3gpBAqsCY6OJbEM+g94iVQKJjY58XT4aFB4zcI8mPdOl3Tp06JWSt5R8vR489WpZeeL46NahXnxo3bKRHAcugUYOG9Norr1KVpypTmUdK04fvf0D79u716ikqMOqSlO0SCBMY1dKVumUqFTDLz8plLFz2uOR1n6C5XHjA6FLswJd19uw5eq/5uwKKA78eSNu2bqPvzn/nq/UIJNUjUzKQbAlUU3Hp/3766Sc6cuQIzZkzh6pWrkKvvvwKHTp4ME/NMZHFUjXGRKSk52RaAqkAo7242ouuXZM2UbdDmICgbTnAHASE+M5ffNo/RpEFxq6du9CTlZ6QWo8wp5pK7zrghbQTc/2KmFAoRr1t61aqVvVpeu/dd6W6tZloqST8KzBmesnX9hORQLrAaC/EWLPOcokirF9jRo+mYUOH8jGMhutRoDKAzOUYMlRqKB48cIB+/OFHWcNk84JI+4CYiUgC4+lvT9Hdd95F45hRx3sAC/1jFl9VGDOlMObU3fTtvEx06swZM+meu0vSzh07ZJL5wTGRxQjnKDAmKik9L5MSSBcYcT0AcQe/Dy0+/EisXQ8+UErcD9hE6lGIMni6Gj31xJN03z33UqXyFalv795cW/FcThChLxUtUsBoVNwpk6eIT3Hf3n2iKeaZP6fAmFFgtPNHzY7YANn58+ep3GPlaCjvxhQYM7lka9sFIYF0gNFcO3fOXHEzVH/+eRo/bjzt2rVLggdP8WZfj8KVwYkTJ2jzpk3Ul+NWgC8fffAhnT1zVsCRA1ticrQjCYyff/YZvcRVFi78eMFB9DwSywvihSmu98jLbI2q1aij2LxJU4kMxk45ETt9kCxVYyyuMyxaz50qMBo/1tEjR6li+Qqy4B49etTbLGLTeNU+eLOPDX8qh9mAmk9p45rT1jX3M5V2C/oa9NU+TP/Dfoace/AYuDLHWrVs6TKpCDVk0GApl/inW3DYrHmRBMa2rVvTm2/UpN9//z1XYEeUXqWYuB8EqbhHnipclB4gn77kF+kFYETtxBe5hiICcxQYs2hwtau5JJAyMLoEGK1btabnnnmWvj15MtDS5S0QKQQMmrVF3knLJ5Y7ZcqJ7A86/OtScvEaOeubXXowuTaSj49I1xwW1D8TJwG/b4Vy5embb75JCGcKLSrVmFLbtG5FtQCMv/3mLbZRLEHkze8ESAe8Ac7SBck/wQwIIp3mJR8wJvuIqjEmKzE9PxMSSBkYeYMI6xa0RRSwvXIZGohj6QrrvY+31uSKeIVrKY/1yMgt6Jx8o2eN28rXvv+6vNrJDeQ5YJnXdamOd67ntIII93K6WcUKFWgiB+UY7Im0xtiGNUYHGH+nay7DSrYDYzp5fqlOijCvM9FbAmIwo7ovR7/efRQYwxS0tlVoEkgVGKGBbNu2jco++iitXLHSCUIDMIZYHSYHGHOAzwS7XWYgxiHAkg8wBv3uBysMQCKaoH0d+oI+BEWlm+/s4DwbBPG9ccXEA8dUJ4UdIyH95bXLgOCFCxeoTu3a9MnHH8fUVow3bhHQGGNNqbawUxVQJq5jl60I9BoOAXAI3c6dccweiUyyTPQvzDbjPUN/1hhftjVG7JKT/E81xiQFpqdnRALpAOPyZcuobOkytJuDbXK0xeTfhXgPhpaw3hg+aKw3AKId27fT5MmT6cyZM16ON87B7z/++CMHAI3z/J1wfdjvsQE2sFjBnNirRw8G9hUxIGEDlXdvN0r90qVLsiHozfVTwYrVresX1KdPH5o/fz4tWbyYVq9cFZNL+NPFi3I+UvFETi4XM0Bx9erVkh/9ww8/5MoxzEuLy28i5OUOuvTbJWrZoiU1bdwki4ExPwkUwu/27ssMsvnExJSJFACMQeaEQuh+crcU/2lukDfA+LPxMSowJidXPTsyEkgLGJcvp7JlHqXdO3d5+XFhPph/rQEoLlm8hHp270HnzjlpBwbEzN9bNm+mRx8pQ9OmTPXywLGJF+ubKRDAn5s3bab333+f/vX3f9DE8RMcjepPzvFzATAGTAG6rOFdvHCR+vfrx/EFNWj0qFECrCfZt7qV85u/HjCAKlWoKPEHojgg8IgDX7B5qP322/Tvf15Ha9esiUm+/+WXX2gK0372YpBFvEKQdpmKPOMBI9p3gLEFNWmkwJiKbONe4999/cY+0ctX2KRhtEgXSIwZ2J5oVznB9NKvlzyNMtSOZaKxRIExBfORaoyZGDBtM1kJpAuMjwEYd+32IumTvX9e5/uBcffu3dS4UWPazhqYIT+RTbhlserUoSP983//Tk2YPhLA45gSXWB0P/HdRdbkFrCWd+dtt9OUSZPF3BgXGF3WGLCRPVTqQZo8cZITcStRsX/KJ4Ct+xfdqAtrhmbNAxBBgwXZwW233Err16+PAUb8/vPPPxPcaEjIz3mmHC03HXkGxUhgvQYwNs1mYExHKJm41ha0CZ3uzUmjq1Y6PgZPY/QmoGNiNQnAiGAb+PXXnm9AnANZ8p/97Lk0RgXGLBlF7aZfAlEDxngRlb8yyH3cti21bdNGwMSjn7MCS5Cz907tOvRWzVp09+130M7tO1xN0AFHu22A0JbNW6jkHXcKMAZpiuY7yOjI4SN0z113Uf269Zim87wDiqJlcttueUDwXI8cMdK7D67DefPnzaPbb72N1q/LAUajVeIc5BkiEX87m4hTJQxJZGbjXgKMLdmU6gJjfibbSPoYE3nYgjgnaLJCyMePHaMH7rufPmVH7m9se3fMGc7u7M9rOX5HcI127tyZbr3pZvq4TVvP6ZwrLLkgHibFeygwpig4vSzSEog6MBoT6V42Wz7KRP6gOPODhwGggQO+psGco7d44SIqwRpah8/beVqdHxjRBkygJZltbCr7K02ASpCWhfYHDxpE//t//kdyAK9euRq3BB38nnbwC+4DzbQEgNHSGG3QBWkICBKgcUq6nhvEFC8gJtUJpcCYquTiXBc0WTDgw4cNo9t5Aj7JtvU9e/Z4fgbjZzRBOdAYj3Hyb2XeFX3a9mMFRpazmlJDnqTaXEoSyBZgnDB+PN3DIAYe1ph4Bd6IYy369ttvqXnTZqLZ4e9XXnyJypd9jE4cPxHIaSxRtRYwxtUY2cQKsGrKpB43Xf9fmjZ1alyO5Hjr5MIFCwQYN6zfkCt3EBrZL6wB13z9DamkBFYaYT5zNdyUBjXORQqMYUoTi7jPDIFJBS2wxUcfUY9u3emWG24UwtrLhgnGCr4xu7lvT34rvImfMDCa8yTkzE78DbnfYTanGmOY0tS2oiKBbAHGT9iMWvrBh5mjeKf4Au2gG6xH4DD+gmvXIg8cQTogLr+ZgWzs6DFM+O9z87g+QwAjwHYq03HK+x0nmh6+yjdee53uYHCbM3uO+BdhEfsLVrE8rkOwj2iMAMbbGBjXbYiNkOVrAYKIdEX911JsfTt44KAHvGHPEQXGkCXqD7gByfnkSZOoD+fzQRMEk8LzzH4BZn3HzBFrz8d3p3gX9wwDIzRGDxivcUdtcAy532E2p8AYpjS1rahIIOrAaHxxdd+pKxog6qEa/6IE/PHa8t1330lASe9evWnRokW0mNMmxrOGeeftJaSe6ulTp3PFPxhTqg2MBmz9EakA2wb1G9CNDLTwR0qQjgn68QUb+tvAffwaY051CwZGpomDRvrpx5+IWXcr+z2NRhz2HFFgDFmi/qAbTETk8KzinB3kA3Xu2IluvvEmWrJkiTOolo0c12KHJcDIbO8xwChJSpbWGHK/w2xOgTFMaWpbUZFANgAj1g8E1ZRjEuy931jA6GpkGzdsEDPq2DFjJL8RBRmQBlGPwbQER50uWrjQ2bCboEAXUP0aox/UHJeQo/UBdP/3f/4vfdWvfwxHsvFdOm3H5kwaUPd8jHbwjQQN5QBju08/E+1165YtXiBQ2HNEgTEEicZyosYWwMTgdWjXjs6fc6Kz1q1dK0E4INeOsf+7E9HRGE/Rsx4wOowVTvauAiPIAvpwLhNLOVTmkBCmgTZRxCUQNWA04rYDWAAgLdltU+YhmFKdSFM7qrPHlz0IPkhYsmxicESBIhoU5bCQTiHpEBbYbdvimFLtqFTbRGs0UkSe7ty5k2787w30BvsCscnHvQQ0pbCAQy4gWiinkohG6+ZMAtSR/I9+bDDA6FLnof2rbOZFpGgrTrq//9776MD+/Z5GHPbUU2AMQaJBwGiiwdq2biM7tDGjRtOokaNo8MBBUmD57hJ30C6eQMYHYEDS0RgVGO1h0eCbECapNpG2BKIOjGbNGcO+wrt4fUFqmFlX8NuJ48ep9ltveyTm3prDIIgcwppMs4n6qVsZBO08QfyNJP+7OF1j8kQ2j4oLyCEMgI8SqRwLFyz0Eu/xe09myQHAdeRcSbDVCAhzhCpAEveaN3cuLV2yNCZX8QqfM2+uk66xbu06pw8CnA6YXuHr4cOs83ZtsaidPn3aC75Je3B9DSgwhiBRQ8ckn8aOjhQNnoh12KwxZ/ZsDkNe4B1gfMCO6svuX4qpwZ5ono+RB94OvoHz2nZ4h9DtjDWhptSMiVYbLkQJRBUYIRI7pQE1HlEyCcn1WE8ARvv27aMPuPzb01Wq0sYNG+nXX371QAkABC0P0Z7/j02gderUEWo2U70IgDpo4EBZs1q3bCVtmXULUa0oEvCff/1b6ks6ifycrP/Dj0wh15PrsT4uisEk7gsCa2ZMnyHBPqhL6aWtIa+bjwMHDkjS/7//9S9mxektQYs2QOOcH77/gZ6t9gyBnADao9Faw54WCowhSFQmpX24poJBzP4wiHN6MLjGdIHPs5y/U/nJp6gKHwiZ9gYfjBJuODWCbz4xeYyuOcEfCRZC1zPShAJjRsSqjRayBKIKjP64BphCmzdrTu05tuHXS7+KVoei7ohGncnABA0P0Z22Ngmwmzljhvgcp02b5gEj2j5+7LjEROC3ucxXiqAeA4y//PwLTWBA/Pyzz+nTTz6JKQUI7Q75j1gH0ZeOHTsyPdxosZSZ+xszqgFGBN8gWBEaqA2M+B0H/KYVOeVtLbukBBTd4MWwp4YCYxoSjZfMD6CD/Rthy0hitX2JZoC7ffEF/Zd3WcMGD/ESVXEergUrBZJYsTszu7ag3KE0up7RSxUYMypebbyQJJANwGjWCWh8DerVd3KmYZJ0TZ/+uAZ/FL19Xrzf/N8DJBE0AxOusNu4fk0EFtrmWqNNJtqHWN+pwwrWtWtX6sUWNwPMYSf2m6mlwJjGSxYvSfXw4cOyeyr/WDkxH8Cmbsyl+DzGLDjwPd528y1iK5/BOzWYNrD7AbPDFI4We5zDrV979TXZGdm7OzPpMjUh0hCHd6kCYxhS1DaiJoHIAaNX/Dw25Qv9hGUK9Gp9OU0Mawp8dR4gxclBjAeKfoCy/421CSw1Y8eOpR+5TJO9PvmvywsQ451rrgEQrmLCAigUqG3paIsoo5UZrkwFxjTevniDiYm4aeMmZohfSyh2iTQNz2zBg4kUDjDbr2EGeZwDwt8/fv9DQphhBsG/AYiYcABZU0vNP7HS6HpGL1VgzKh4tfFCkkC2AKPRGgEmWENmz5lNFy46YBJELRlk+cpPxOYa+PmOcn42iMb9oOgWfwysusNfwjEq/Qm6v722Gh8oFAhwrBolw5yTX19T+V2BMRWpudf4TQq2uRODZ0wHdgkXz7QAmzlYJqydnG3zNyZXe7Llmnhp9D2TlyowZlK62nZhSSCywAi8C9Ae0V+sIyASx+Zc/HEsvKB1y/vO93uQOTUvIIvnXopdD10N1zW5yjUWwbmheTPrHf4NqxtAOKaqhnV92HNCgTENiSY8QVzmB6/KvaFGSrBIcbz7pNH1jF6qwJhR8WrjhSSByAGjAUSkOccBRgAJ4hyM1coGRoAVTKEwu+YHjHh2xDvg/ETXPZMHCc0VNJfQLJG6gXUQqRtozwso5O+uXL4i1jSwgnnk4ziXnwHfe6WxLD9mprRGBcY0XrL8JohJ3ZDinxY4mqoaZqfktZMkUKbR9YxeqsCYUfFq44UkgcgBoweGsRqjJNu74AFCkVmzZgkgORqYk1KG36GFjR0zlo4eOZpTmsrH9Yx3GZoaoks7te9AK1esjEkNibFouddivXPyDq/QmtVrJJexK6dh9O/bj/r06UMTJkyg2ZzCtspqC6kbvTj38c3Xa9LrHFvRm0k8EISIAB64kjZxuampXFDZBkd7nQl7SigwpiHRvDQ5/29m9+REarkT18cdaEyxSPqPSfwPmKw4N6r/KTBGdWS0X+lIIPrAmMO6BTCZz8nyX3LhAoCJ7ZczLhvUNnyE8x3BZpOTMmbIvh0zLM5dvWo1NWzQgK6/7jrJjbRjHfzuHWO+BRCjNBSKISAICHUZL3BwDnyEo0aNokdLl2H+6N6iMUJz7NqlC9Wo/oJE4r/JNSJvYK7VunXeETIC9AMxGLNnzuI8x85ejclMupYUGNN5U/K4Ngg0v//+e8ekYejfAkh1MUFhcviGw6xhfpDJaeVIZnKXFJYoFBjDkqS2EyUJRA4YLeHY7xzWDCTx16tblw4ezKlAYcyWBthAxv2ff15Htd98K4e1xl1r7OAXCeJZt07YuhAxb+ox+oMBzcYea1i3rl/QA0zbJtyrHEvhWclcTXIoVxjqwmCIa5Ba0pPJAFBgWUCQ74eo/ZtuuEEi9k28BT4//+RT0SZNGpsNjmHOFQXGMKUZMFHtgJoebCpYsXxFbNi0YZ7nCYOd3RDOa6zK7BRgjEDNMezmMFGcdlyndYb6HFazCoxhSVLbiZIEsgEYAR5YR6B5fcJF0RF4g+9soMO/sfmGRlaPmbnu4soaoIETbc9eZyyuVETRl2RKuKm8HsUtVOzmLQKM7+ZzGzVoSN+zb9Boo+BKNRrlmdNnOO9xtPwbifym2pA5F0B8/z330Ijhw70gRpwLLfcprlW7hTmoVWN03w4j1DatW9ObzOtnJ79H5QXKZUJ1bf2ghyt1/wNSMcOjMnKBDuZVOJ5R/uWtWm8yp+pI6t+vH1UsX0Em2JxZs2PMF5lyOIclQwXGsCSp7URJAlEDxnhrzTfffCOmykkTJ+byHZo19OuvB9DgQYOlzNPtnE/d/vN2jmaG9cpy3Zjz4WMUEnHWGI1mGO/+g5nt63//z//QELB+cZCNATC7oga+++78dw4PakBkPu5X/vFywoDzp1tTEn3DNU8z+Uk3NtNKiluGIlNVYwz5zQuaLLD3A+hQQ+xxLgezbavDKi+DijBlBkbsmEAyDhu80TJBnXTvXXdTY955eXlCVoBOyF0PrTkFxtBEqQ1FSAJRB0azpowcMULWGuRI+/2Boi2yhta0cRM6zcUKzp49R2/zZrw0+xoPHTzkmS39GmZehYoxROZ8KCsNuR7jLTfcxLyo051Cxe46J3ERbvhsvPgM8wxg0UH5LBCFO9850anQhqE8VGOrGtZKk9oR9jRRYAxZov4Bx6DCtNCCS8H079OXbuFajF9/NUC0XTFxuPk7GHCEVUu+j3sAUF97+RXxAYCU1zaJaPCNlp0Keepqc/lIIOrAaEAQFjWUnTLVe2yQA5BMnzZdGHEQNYo1ZSJHid5yw400bOjQ2DxBEwvB5yQKjIihABVmiVtvleIJAozgekYRBJOmFieY0GiiMP+Czg6VNkBnB00Rv6HvSBd5n8nQ4b/UslNZaEo1JggMJgqBwmF8+NAheow1xurPPy80TZ4JAbZ3N8RZUjtcWzx8iwhdbsdmDmN71+AbrceoCFY4Eog6MGJtwJqCosPlmVISxOFmM23WIwQAfvD++9SBUy8ms78Qa9PXX39NNzMworoGfH/+gD/825hSpzKReDxTKr6Hm6he3Xp0E1figNk1x0zqRrv6gnvs9Qx9xDo3dMgQGsDKA0Awx7LG/k/+DQrFJxw0VPLOO2krk6GbvoQ9I1RjDFmifhMEtEDwpiJKDJMGIcoIRUYej9nhObZ3p5CnmB1g6+cDBMBVnqpM+5n53jOJmHxITdfQQsUhz11tLm8JRBUYbZ8gNLS6XDaqHG/A97KvUbQ1K4gGqRfvNX+X8xfHSD7hhPETpCQUvruZrVmowOFP3cBalJfG6K1j8E/yuaimAR8jyut5ljELEE3qmjGDCqCzHxHrI+7/Vf+vPG1W2jaaK0e3or3PPv2M7mEXE4onKzDynI1q8E1QoWIzWdYyHyp2Z9ipYSIgmuqhUg/Krk5MGWbgXXOBXMeTGeaEjh060LBhw3JxA2rwTS8hD46yOVlBpuhJIGrAaCRsb8bRR6Q6PMJrzHZOgzDBKSbloUunzlIT0fxbCgjzgZSJO0vcSc2aNJV4Bn8dRICQBN8gKtXHPGPWZfnkA5rqHRzpirxE1HIUakwv4tXZ/EMbRNK+0QivXrsqhYtRq9FY0/AbzpNgRdeUir9bfPARPXDf/XTwgJOKkol1QDXGEN7feMCIAUPYNEwUPb/sQT24MDFYIEqz/b8k73h27dwVm8iPycMDDcBEIc/uXbvFVObw+y9D6HpGmtDgm4yIVRstZAlEHRgNyIzmIL67OOdw9cpVOVYpXlvOspm0Pps5T7tBKwYcsd6ABaf2W2+z7+5+KWIQowWyJQsge+/dJcU/aQMxrl23dh1NnzpNAMysX1jvbrnpZol2xTkGoHEt/JDCfMPVMsx9YFFDXuV2Dkw8yUn9yOHeuWMHDR02VAJwcB7aQRUiBOVUq1qNn+O0Bt/gnYisxmiHN4vZArb+PyXKq169eqIlwiyKA5MOZgxUw+7csRPnKDpBOPaua+PGjUKdhOrYMaS5Pqd1Ia8TcW+vwBjVkdF+pSOBqAOjARkUEka6BtK/JJiPNTYURIc2+Nwzz0qh4t8usRbman7w3aEKEIDxn3//B9WsWZOQ8mHyp0+dPiWaXInbbxdtFHmH+E1qxx4/Qc8/9xz94x//oKGcg20KJ/zMVYKGcRI/YioQRYriw6tXr/ZKYSEN4/fffhewW7RwET30QCnJkyzFQTX333OvHLffdjt99MGHdOnXS167sLyBTad7N07XcPO7VWN0Naqo5TGKndscbl4OIkpRUHO0m8Rqdkz4xOA+/+xzVLFceamG7USHOSYGACdAEQm4ZuIiYhUkunaKRyYmQzqLhn2tAmNYktR2oiSBqAOjCb6BRta2TVv6mHOm4ZIBgOxg7WsyB8NM4eAZ8JeCZcbWCndyahh+R0DORM5/XMcJ9tAA0eYhDhqEBQvgBo0RbSGHEOsR1qZZTNUG+jfEUpgCwnAHgfEGAAuA/KJLV/qCaymOHDFSFATJb+TrhQeVFQH4OSdNmEgT2eeJKFkc6Isxl5q1D0QEiLtAMJDpfybmiJpS05Cq37RpHMEQKrTFOrwDE3s5uE/d1AxjvujTqzfdxEE4I4ePcHc+f4npoHGjxuIUB1kvSHYXL1rEdEk9hK/Qb5JIo+sZvVSBMaPi1cYLSQLZAIzG8gQrFcymTgAO1h/Hl+iVwvNZn4xmGXSOaTPwejfdbDrnLKJYsZe36KZmmPUOgGkCcQTQ3Eh88R26Wq1pH59X3L6aAssGGDt16sQBjH08s22mFAQFxjReMj8wmgmEXVKzps3o4VIP0STeZZ07dy7GXLp//34xa9zwn+uF+m0kM91sWL9BTBK3MgsFHNfmuP3W2+jFF2ow0LKjmSeLV6ZFo1Iz4nRPYzropUVcApEDxoBSU2Zzjk300iVLhCEG5N2etSmPHMKgjb6dmhEUdAONcenSpQKKCJSxfYn+oCD5zRCUGCpMX7Sqsb6Z6iDmntAsl/Dz9OzJnKpW4XcFxnx8jIIT5iigFzRo4DGQAMKdO3bS7l27xZTgryMGLRKBN/htN3/u2bObzjEDxZ7de5g8/Bve5e2NOcAwD9MDCh7bk7eAHjO+L9ESeVAAEvoKUoOXa7woJMXmpUm234YEAY53tNWHc0I1KjVZKer56UogW4DRtlzB5DiPq1vkvH+xhYrjgSHW0ni/2WAJc6vxOfqBM/B6k26GhH8bJOMANtqEBgnzKwJ2PAYw6/x0xzXo+qzVGGv5uFJl51DIwGhPGGNCyElwdXyInsPbzVWU363gG4Qt29fmtdPLxIRIps0YMLRB0pq0uYDRfRmSuo9rrlFgTEZqem7YEoguMMbWY/QAyaVRQwkoBLDIxhTvaR5aI2QWZAmzYyRsq5WtHOTlWrJ/ywtA7d/MPbEm/sBxGfIMbiyGvZZmQmvMUmBsRQKMHNVk6IIKExiDJpJ/IshkMjskJN26iz20QEnCdf9tl3SR38T8EKspmrbDfvGTbS8XMNovnPus/TiQ6CVbY0yB61U1xmRHRs/PhAQiB4x/uoDIn6AgdQ6Xeg1J87yuQNu6eOFiTuECSxM0z2NyAYOAzaRfIFjn559+jknYzw8UzQYfWuVPF3+SYskwg8LMK35E/rTvaZ8vv7lrJr7H9Vjv40Xphz3e2QmMrVpTLa70LM5cDmwR4VpqedhCitdeXDNEPruyvHZs+f1WUM+WyH0MMPJ7SddwWNG5Zjz6sin1xRo1PFOO7YNI5B6yg1WNMVFR6XkZlEDkgNF6Vu9dNCwxvJkGIK1csYKmTZvmxTkYHx6eBZUqBjDLDGIe/JYpo5HBBPtV//7C2fwMp0m0Ys7nrRzYA5+faG9+RhsAsqSs/Sm+TaRldGSCk06cv42ai72Z+QvBhePGjqNF/Jtt9gVL2EKu3/j+u+8J4YDEbPD6LvUg16+XeA0Qh9tWuEy5lrIXGF2NESVJ/GCSwXcj6abj2/A9z7nbf8uE4bK6BF2bdAcyeEEiGiPIil90NUb/y5do1xQYE5WUnpdJCUQOGHOWEF5DctYP9BNgguoW/XhjCk3NfvcM6CExv9T999OEceNzcTEb394gLh31Zs1a1LVzF2rVogWVuOVWAUjETzht5mioBuTwPdLL2rdrR6+89LKQgR87eozOc+wFQHj8uHH0RMVKEm2Pa0xELBL+GzRoQNf/699cGWRNjOsJgT3z58+nDswG9sP3sc+TCQtaVgJjW7ceo1AFuf45WxOJFFDGdcRBFXIOZ1JbRx4aZyZf/GTbjqvdembiv6ifAmOyYtXzIyqBaAOjbUK9xgV9N0u6BvKkc8yPjmXNACOS9a/jhP46b70VExxnAA5VgZB7ePbMWbr8x2UJIhw04Gv6L0fTg+TbUFr63Ua43xddu9KDnLS/iDVA+AglFcNNywDIDRo4kLow2NoaI8ysyJW8ncF3A2uIdl8BnljvAba9WPMUjdVHTRfmtMlaYKzFNGteeHAcH1wmdhJhCj/b24oHjNhFmkn7JYeLo0IIEo39m5dEn181xkQlpedlUgJRA8Zgn+BV9sddpKacDtahfXsOWPk15r0T8ySDzD4uTADgfJ/Jw29j6rZ1a3PXbgQVm9E2jcZ5/NhxqsAFhMH/LIXi3fgIG+BAUoJqHR+8956YUw0wSzyIe39Q0CGB3/ZT4rz5HEFbglPU1q9bHwN8Zj1B1D4KGK9hjdLkhmdinc9KYISdGswxSHFwhOMGqbi27VQX4Ey+VEWxbb/z3cjdBsbGDRtRiw8/8nZ4qUxiBcaiOHuy75miDowGPJAq9ggXHp7KJaWCfIfQ9JAkD07V5cuW0V2cN92W4zaEQMStxpELdN1AmGNHjtLTzDwDc6isvUi7cGstGtDt368//f1//m9MfccgEP/u++9igBHtLWBzqQAja4y2RmiCEr//jinhuEgx/JZCa2f1N8wZlVXAaHYl65muCOzqoBLyRynlLM45kZxhCkzbciTgN5/ETHyXFg8h1hWY9m4gm038DvNk5KjAmIy09NxMSSBbgBGAd8+dd8f46UyAIt5D+PuaNm4qRN1nWbl4k+M1AKSHDx/2UsUMKHnrKQJt+FjDDFwvMeHI/n373Yj5nMBHgBe0yEYNGorGCPo4D5h9vkg/UBpQXbhggQAjCE/8plKs9TDnwucJvlRotHbpqjDHPSuBEcKAYFq1aCmhyE4uoGMisAfUL9j8Ij7191hHeiLysDcinux5LGDmHsj+iFL3PyAvYtBYJDqRFRgTlZSel0kJZAswtuDI0UcfKc0BMjnVe4xSgbVzPAfbICjuN35H4aubzDyloKc0dRD9Fjd5d913GhGjookyD6qcJ4CXs1GGn/D1116XIJ05nJAvFHGuVimpJHkApGiMAMbbGBjXbcjZfItrhqnjuO/wM4JY/D4mGYc52KwrYY97VgIjAm6wG3mEyzd9zU7g32DrtpLn9e9YMoGClgd2jROZEBh0d1275DjYUw2KUmAM+7XX9lKRQNSBEe8XgOidOu9Q+bKPSeCNyVEEKOHvs2fP0rvNmkut1wlcfQPv6UAuLGzqJx7n+ol+YMR18k4zuTg4ngF+dv64/V7/wec1Yb5n0F1O4vM9PyDAzUcsEHSfBfNjNUbJ4TbAyEE8Uqj4k0+pJNeG3LJpiwKjZ75zAzsQzIHqFdg5tGzZkkm2V9GxY8fEPIByTfZxiv+tR7gy8MsY/4b8wZv44Xsf0P1cPga1KM9ybpIAM5tZFBhTWY71mqhIIFuAsS4DYzku9wQCcQ8Y3aAXVNaAzx8AtHz5cvYxLqcVy1fQh+9/IPUTUUXD0wbdmA1oaitXrqReTMWINAyAr1dg3cpdNuZQRKz+3//zP+LHlAAdNzjSAKPzmXs9cDRG18foBd+YSFqAvgOMn3/6qRRN3sa1G40mHPYcyTqN0V5cEUK8jBfiN1h1R+Hfh9hOXrbMo1S2dBk5UJNM/q1HRmTwqCvrx1z5PsRVw0vefTfV4npuMIlgZ2n7ABQYw359tb2ClEDUgNE8ux0EB5PjJ1xu6mF+F1Fc2FiLTK4g0h1QJsrvdtrFZlcUIm7Akao//viDE7vh0q8hEOarr74SZcNcB1fJJYCelYdofjvCvkqsx89We0bKRjll9VwwdS17uH4V12e0gyev8DnIVUThhA0GGA0rGAOpbUpFKggqGBngD3seZBUwBgV94AGwAO/lMF6E+s6aOVOPQpLBQt6Fwnxjs9/7zSU2OCY6mdWUmqik9LxMSiDqwGiACXUN7ypxB2uCy2OAEQEzdd6uLXmJdtAiqvYgVqNu7Tpy3bo1a0VrROGCLZwPiWCamUwWsGXzZjlWsfbYn9lwUKcRNG3IVRw5YgQz6XCJPZcDeijXYLybtboPWBM99e0pr+QVQBJBM9OZjWetlSIC2UITBRnAbYhKZfIBJ3YEWQdO+hdKUSH45u0336Ia1V8Qs7DZeIc97lkHjLnAMYBUVoNukg+iSSTQJq9zDACal9M24aQChvZEV2AM+7XX9lKRQFSB0ayJZt3bt3efBN8gyAbvIQJsUGUDoFipQiVavHix8J562iQDDhLqEW36/zjNAtzGoJJbuniJFFO/9cab6EEOoivF7pFSnA1wJ4Pnm7XelEoXJ0+coOrPPU//ZKKAYUOHevUe0f4oLqdX+cmnJI8ZKRzoD4oWf8V/w4QLf6QT2OPUq0UB5LZt29J1/7yOOrRrL9WHTA1aMdPyIekaHHjZvVt3t46tY5IN+7+sB8agsN90F3m9PnlgzSvAR4Ex7NdW2ysMCUQVGO33CwADi82nHKDShpltfv75JwFGBNVs2riJNm3YJLRsMb4/BpwTx0/QRk5/27jBOQ7sPyDR5PgbaXFyyN9oYyMh0V+CclhjXLZ0mUSgf/bZZx5YQVagpTvJJfPmsd8SfKv9+vVjH+Yc+c4w15gcdJyP7wHgSNXYtmUbnT512jPdGk10y+YtVIXzKHds32FFxSowyvuQDHAVxgtUXO6ZzDiYc1ORjWqMqUhNrwlbAtkAjCYYBS6Npo2biOnT+PFSeV/zuwYyAchOZ1MryMpta108N0qyFj0T1AO/ZLvP29HwYcNiCEPCHme0V+Q0xlQDPDIh3KLeZn4vTVhjocBY1GdSdjxf5IDR41fObeGB7201J+P3/LKHBM04vjo37zCfZHv7vfVbgkwpKPM9fH7LmD0HwBhE++gAdQ5FZL5rhjDs5E43Q/4iAnOQa+ndB88jhNPh/5eVwBi+GLTFVCQQb5Kn0lZe1ygwhi1RbS8VCWQTMEqwCge67P1mL82aNUs4Tx0NLr7FzcgkT/CyyvvhPJhLkcIhBR3y4azOFxTdPEc731GCchjkYWJFpLu/Ukgm/ItZqzGmMqn1muyVgAJj9o5dUep5ZIHRLVTsBz2j1cGfB+ASbY8HxK8R+mMAggDMmDNTBT/jI7QT/j0N1mXEQXCNpJVAu3VzKPGJ76CZAiBjgvosIA57nqnGGLZEtb3QJaDAGLpItcEUJBA5YGRAFDDMAxgBJseOHpUIUgE1CxiRpvEzFyIGcNoxAH5ghOaJFA8QiINGLgbQrELF8QIh4RtEPuOe3XsIxYhxHu556Ve0lWMGRl46iFiOM1GIXVYK94c52DxDkI8yheHM8xIFxrAlqu2FLgEFxtBFqg2mIIHIAWNQLVcXqEza1OJFi8X/h/JPxpQqSflu6gMoNQ8eOOBpYh64uX5BtNOt6xdUlSNBkbrxbtNmTByw3Un+Bz81tDz0g+VpTKDX3PYBbvALNmcKOkTJ9urZkzp27EgDBgygMWPHEPKejWYIjRBMWU9VeoKeqFCRPuaI2kNcDxL3QDuIhh01YqSAo61NphPUl9cUUGBM4QXRSwpWAgqMBStvvVuwBKIPjI72JYs6a2mjR40WsnA7gMb8ju9WcC7hnVxyasSwEV6+oAEa/A7/4Zdffkm1uPoGcg87degoJaqQI7nZRLsG8J8CTE+eOEnvNXuXnuGcQ1C3GRMsIljnzJ5DZUqXlrbxbv/EWmvLFi2oYf0GUgC5DReiv4FJzZ+pVo1QLNmYT5FbCTo7aK82c08mwFGBUVeByEtAgTHyQ1QsOhg5YLSkbgMaQGPlipVUr25dOsrmTwMixmxp/IUtGWRuZLLv115+JcfUagJgGBgBSn369IkpNoySVjdxSam+/L2Xi2iBowmWEVo6pugES47HsmNxryLZv2vXrgLkm7dspiGDBguY41yYVLt06iylq0xNSeOjhPaKWow2u5YCY7F4/fQh/RJQYNQ5EQUJZAMwAkCQztC8WTNqz+wxBkD8wIkk//rMi/oemzlL3HorocataJaGm5T/BuXauXNOMXj4I/E7gLYcV+7o0L695C9ec88XTdRlIduzezfddvMt9F7zd5l39UcPGK+xM9SA8vdcq3XihAnyb/gPf/zhRyfwxuVo3cyEAmDZGTF8hBd0g3N3cmL/ExUr0Tq3v/7AobDmiWqMYUlS28mYBBQYMyZabTgJCUQNGIOCXdDHrVu2MIVbKZo5Y0ZsCoXhHOVgFlCqoSzUGibyLnnHnfTBe+87GiCAztIavShU91oQhD9duQpNmTzZq4P7F+otutrgtT+viS/x70wtN5JBzdNWfSZXnA/Q9vsLjdkXLDyV2Ne4gs2nf3KbAqh8AECfe/oZ+vTjT6Tmqx0lm8RQ5nuqAmO+ItITClsCCoyFPQJ6f0gg6sBoQGjI4MF0L1e38LRAN63BaGvQFps3aUbnWCNEDiIqajzA2tk3XIjBmCzj+SURMAOf41GOdHXOiS1UjLQQmHDBrzpj+gzW9uyCxhyiw+cjlDZeTqN5hqGDh1Djho3o/DmHmByBPdAmEaRT5623mYP1SdE0lURc381iKwEFxmI79JF68KgDowGzlh99RI8+/AihlBQ0OFsDBJBMmjSJBg8c5ATcsIY4a8ZMATKwythVN+xAHfPsKHIMbfHKFdYuDZOORRrw6y+/ShnAErfcykE2syUnUbRQV6u00zPi5UsigvYdJjyHnxQmXKcoslt26tJvUjvyAa7Du3/fPk9jDHuieBpji5bUtFGTGCCPdy/I7jybnqs/95zI0taG/2ZfBJTHMWHsOHqEHbFwqqbjKI23y5C8mjx2Ifpb8qTg6cjMNm+E4QNQYAz7tdf2UpFAwsAoyYLOgbkLjQdFgVEXdveu3c5C7ybbp9IPc03QO4p7vcPlo8o/9jiXgNuXq1AxSj41btSY0yc+oSFDhtBQrojRu1dvKnHb7fQ8V8mAJmiiQE37+Dc0wVGjRtHXnGrh+BahCTrru81Ug0jWpk2a0A3//o/4EFFc2GiWsYWKc69JoK375edfqGePnjR18hQx7eYEDrEplbVP3PszTv0oeeedUhLLgE9acswZLpcZyMeV2jALgdFW+Y2pwGZZ0L+dki4Fddi7TP+Lm+rkVWBMVXJ6XZgSSAkYXeYWGxg9TSvNznmaoKUU4D2vz6bMcgzCMI0an6FZG5csXkKtWrSiOVzlAjmG8+fNF6o1+OwQbTqZtUlT6slL/WBQnMe1blGDEQAJ86jR4kzOoqwvLscpAmb+9//8X+r+RTfxA3psNRblm5GlDb4wk8LvOZLzFU1xY1nfTW6mBYz3sKkY+ZSZBsZW2aYx2oAItoTFixZRv779qHPHztSZQ307d+zEIb+d+G98dtYjAzKAbCFnkTUf3bt1ownjx9OePXtymWQwgVP9T4ExVcnpdWFKIGlgBDONpTE+7tMY+edQ/vMHywDkHuYK9yZ/0FYYPufSUHO5DBTMft7BJlVEkt57d0mq/05dumBHkiL1g1Muhg0bKqw1JggGAHmR8w/95lb8jshVtFW1SlU6cuSIF1VqgBPmXYAgAmuM6RbgOXvWbBo3ZqykhxhNERG2Elnr+hiR0gFTaqkHHmACgEMe6KYjSKPgYzzEBcp/oK94xqwCRjPQP138icaMGiPhu/fwQKCAZc3X3xAb9xuvvUG1+LOm9/m6+2/n0/kt92e87/C9/zfTTlhtBd07v77G61eibZnrk3222H69IbJ5mQuclmbfRimOiEMyMOqrmYmflgndjYiD/wL36NOrl7DqpwO26bxIem3xlEDSwOj63rDIr2BTqgAjA5CjbYVXF8LWutBHaF13cTFhFAM2CgT6AFo2mFmRgmH7Eq8yMAKMGtarL9etX7defofWhtqLTRs3FsVjx/bttIO1NOQmdu/enQ4dOiSmTQAaChHbKRdgqbmrxJ3UrElTSdkwZlG0+d358+LnBEkA+vfH5T+kTuMH778vUbK4B+ot4p49mAQA5l+ch2sBqG9xkeQaXFQZ6SRhBN/kAkbECPH9LjEwtoTGyOW7EnEJFaqPUQaanbkoYvn+u+9JNBXCg0FrhJ0FhHflsnXg33pkTgaQtSvzP37/g374/gepy1aB6aNQ5Rvh3U5UWawfOJmlVTXGZKSl52ZKAikBo6UxPla6DPsYOSBGSkCxby6kjtqLNto+zO9c+cfLE5Lx8W+8nzCrNmDgq1H9BSlHhU2mDZoAvToc8HLrTTfT66++JhRsANZK5SvQfax0IKcQAS847mTwrMeRrNDmUOD4BW7zX9f9i/r16etph9C2ZnJU6rPVnqGXX3xJfJNYF8ZzvAnOW8N9AFjiALCCDABtl7r3Pvm8H/fhNJLPPv3MNd86vkpEqVbldBEw8dgm33REabmEPR9jjsbYgpqwT9YOpIl3r0gAYw+uM/YYJ5rORuSTm3xqT5B4ASDpBJXotfkH8UDuGI+NGzawKaUKtW3TJpDbMBkNUoExndderw1LAgkDo3VDzHMJvuGahWXLABhZY5TAFacEVBj/+YERfj1wkrb6qAXBqnaZA2LAYrNs6VJaxv3YuWOHVybKgCO0v2VLl8mxZMkS2rVzF0d97qelS5bKsWTxYlrK/kkc8FOCxxTvOQBw9cpVNHTIUPr0009jAmYQLAMC89kzZ0lx4eHDh4sZF6ZWJ5HfBe1vvnHuI20vlvZxoL+wOtkpJBtZg4VlEITkpu/pytBfcURAkJUvmG1bMVVd1gAjWBMeLFVKyGgxMGai/ckhwU5RTIcvUIEsfyALTUZSYNQ5xDzCL+Mo3rFip4kdbLxE30QmtQJjIlLSczItgXSAEUn34BhdsWxFTmK8FTSTTt/97zC0HWiIjRo0FPOn2axevcJ+RRwMSrmucVlnxO/onmO0zStiVnUO/Hbl6pVc0a6geJs6dWrse+5qy2gH5loTUGMsSCaoBikdTvvGuse0cOZ8BlezucB1bdu2FYBFhoMJ6klHdrg21xro9vsSWyDhzzSmVIMpkdUYp0yaTBVZxT986LAzyAYErRImdghxuoLT63NLwNllOc5qx2HtAqPLgOGYPc5RhcfL0SDOmfI2L27kmmqMOquyTQKpAiOuQ4FdMLkgQBCuHpthJmVfuVddI/cGGO/btm3b6IsuXSUR3gORPAoVJ7JJNrZGs1mFORVRrTNnzoy7+TWKigCLXejY/dteq71AIisNBNfBTTaDmXyGsebp32SnO49yWRpdYIS77rlnnqX+PGYmrsXxDQer+oVmSjWdQ2TVq0x8i1pi/t2HqMG2UMOyV6Qi/RjjNZAk4Eil3QhcA/9IEDCK7F3wg6kEzneUnYGT3nyfiCPbfkTVGCMw4NqFlJlvzLz/5OOPOfn7efHLBbl/AteHfNYQvINBgGbuiVxGmCcv/OiUnUrkHnkBpJ2fifPwXiM4JohQ3C3+GNs/y7IUA5Jx8tCNtougJZiBEXwTYw2UXXmctTXB7/3AKBouK1zz586T3NPVq1bFrl1RBcbWrVpL9OnvMKO6eS45D+cW77TkVWjvdCIDU2idS+/GRmN0XsxYjdEAGSZwT/YFv/Lyy1JaRoExPZnr1YUrgXQ0Rly7c8dOCTLp07u3U/DX9T+ahRg+uaQOIfd2c5T5MyYFwzWJmkhOJ/+QWWSSvUec86Ut2/xqpX/gHvndS3Ih5TznsP+GadV+FjzDzz/9zOv972Ju9T9nus9k2rOtWiA6eObpatSYzdFw3ZmAqUhrjKjXVYuBEYOdy5cYJaUsJg6YOyaJMu5hfivcdz3lu3uYH8ecY8alD9eDe4lTLAww+nejiXRANcZEpKTnZFoCqQKjzF+34O7Y0WM4nekBqTmI9IkfeNHFuwHrV+zxs4BBuofTdvrt5NVGQdzD3D8T90KbOJBWcpTzLidyusvjjz0maX/IlZQNvc8SGTTXCt2U2qZ1KyGyNeY5B8VzNOpMvyAJty/2Rh8gXrOAMax47YQ7lIETA7RiG/wQmh0DjJYfOFHfigJjBsZNm0xaAikDo2smhNYBUyC4Rp9lbeRJrlb/Zs1aEiQDwux4RxP+TY/MyMCWOdJVqjxZmcoxnR4o844fPx5s5YoTTRwBYGSNEcDIqnV+kUJJz/50L0jEfBpJFE/3wXOut4GxfwAwJnsnBcZkJabnZ0IC6QIjggTRxhXO3YNmMoX5QLsyI1Ubdg3ldbTl3+3jY/ff5jPoN/81ybRhzg1qP6jdRPqTbFvJ3iev8xP5DfIHBytyP7cw8QA2MLZpNRFLVySA8U2fxpiJFyG/NvOL4vKCUEwwionI9GlN/naCUk3y60uUfvcDI9hqYCZKdROjwBil0S2+fUkXGO31wPjoELSC1CY9oiED47MNWrvzCxpUYHTXhrjAaMKQ3YrWtpDz2oVIRC2DZ1DOXzYtRwqM2TRa2tdEJZAIMOYyGFnRlvY6YN71eJtn/d7Rrgv7iLfGR9TH2JqipDEaTch8Iopp7dq1UudsJh+TOe9yGie/Tp0yVRgejh87npNka0DUnQTwmy5auIg2b9oktcg87dF1Vyb6EhfmeQqMhSl9vXemJJAuMOZnYdLfC5CQJE56SKJjoMCYx1vmJaP6djYXL16k1WtWC3XR3cwr2L1bd5o1axZXnphAzZs24+rTT1Ff9r3ZuX1Qw3fu3CkUardxkc8BXw3wmCLs4KJMvfRhtqvAGKY0ta2oSCAZYIwJPk9wEY7Kcxa3fiQKhmpKTXBm+IHRNo+A3QJOX5R/2c28g39yqRW8WL+yUxflmf7zr3/TMC4SamiSAIxguN+2ZasUDfWAEWwRrrYYJxgqwd4W3GkKjAUna71TwUkgGWDMSWdKTgsquKfRO8WTQBBQJiIt9TEG+Bg9c6qbtPsHm0TbtmxFDzBb/LatW9l06vALgndwK4PfXcwcX49rn5nkUWNLv3jhIt19510ee/xVk0OjplSpCKBlpxJ5RfWcTEggVWAEA0aiWkkm+q1tJieBZPyKdssKjAHA6GmPAEaQaDMwtmFgvN8DRoe8F+S4a9asoVtuvpmaNW1KMLsaHkO8eD8xMJa0gNGu3aYaowJjcq+4nh2mBFIFxkRBUc9LfANRaLLKY0IpMFrCCRogvEDwH7ZiYLyHQW7h/AV04sQJqWYN3j0U2izDBX1RlNOLQHWDcH5ioLSBUYNvHLo5xwytwBjmQq9tJSeBRIDR32K8BdwfqW5KK+mnS3EHursCPsyYePzbvoIHJtYj3qxRYAyQjO1TMMDYmoHxpv/eQPj8esDX1IlrpD3DATm333wLdWPWe9AcyWDA1OIB40+5gRG/qSlVgTG5dVzPDlkCYQGjDYoon/Tdd9/Rtye/lSoYehSCDFj2Z86cEVo45JPml8MIgAz6T4ExjxfOBOBAwNAY7yt5Dy1buoxOnTpFx44do3Xr1jG9U2OJVv2iSxcxpYI09y+uJQlwRGHRknfenVOhmnMhPRb6wqwUksQio8E3SQhLT80aCaQLjGbBxftx7uxZGjJ4CL3b/F168YUa9GTFSkIRp0fByuAJljsOZBC89dZb1IILEyO17rdLDg+3l3duVWxSYEzwlfWbS2yN8f577qWtm7ewb/GyxwyP3cnTT1WmErfeRosXLYopXApT6t13cfBN//5yvmdKDXDgJ9i9Aj9NgbHARa43LAAJpAWMbo2/71k7/Kpff6myUZ5rldavV496dP+Sxo8bR+PH8sEFf/E5gT/1yLwMIO8J48fTsCFDqV27dlSnTh16sNSDVKVyFdq0cZNXTssuZajAmMDLlrePsSUBGLdt3eaUYeEdiKGCevutt+mG6//Lu5Npni0dbQkwSvANFzQFMLrsOUYTzS+XJoEuZ/wUBcaMi1hvUAgSSBUY//yLNQ9O10JRX9SSLc3xBb169KRjXNooqC5joQWWJBE9W1T6iLGJMW0zRd/27dslY6Bqlaq0iYlWAmtnBsw/NaXmEXxj1G8QnMO3iHSNHdt3sLnUAUb8DuYbVPN+kHMctyKVA6ZU97eLnMsIU2p/3lVK8U8FRg2+KQQQ0FvmlkDKwOi+20uXLpWSU2NGj5aSeabGn1iFTHV779ONO/AX9tV/O66lkA5/EBT+DYCD2+vVV16VQuso8hxTj1F9jPkvD/4kfwgWkx7s+ajndTfnK6IG2/59++nA/v00d85cLjVTU0Bx6pQp4uw1duxLXLx0z+49wnzT7vN2dO7cOXe3EhzGnH/vCucM1RgLR+5618xKIB1gxCYXFYE+eO990Rz9C62Y52IOfpZkK/Xo+UnLLGj9NsrN0sVLqGyZR2n1ylWOVgkFxtWqNfgmn3fNBgGz+0CgDRy47du1p0/afkxduLRMr569qE+v3vQl+xMGfj2Qdu3a5WmQZiAOHz5MY8aMoY9bt5XzELQDBp0/41TjyOwykHrrCoypy06vjK4E0gFGmE2xyE7lUlOOO8WNRs9joY2uJIpOz2JMwha1JzYuWMefe+YZ6sfF1s0arcCY4NgH+xiZ4Yb9g/IC8IG/L1/+gxCaje88f6FtDnAZcwCEKH1y9YpznR2R6r9Xgl0s8NMUGAtc5HrDApBAqsCIRRY5y489+qiwXkl+HkymUmDd+V//KxwJ+IHR/BvjA/rO5kzC8v677+Ws2aoxJjZQCTmh/fbwNJzcifWqcM9SYCxc+evdMyOBdIBx+bJl9FjpMrQbliKJKXDdIwqMmRmsBFuNt37DbHqJXWItOX2jSaPGMcAYr2kNvslL6GLnd439ts8Au8IwfAAJDnhhnqbAWJjS13tnSgJpAePy5fQYm1J379rtRUFmW3GATMm1MNvNZYVzlRZojJd+uyTA2LRhkxiuWwXGfEYsX23RZyrN93y3UDEiUfMyoeZl5y7MSWburcAYhVHQPoQtgTCBEe93pv8LWm9wz3jrULL9yW89y+te/jUsv7by+z3Zvud3vgmibNmiJTVtpMCYn7xifo+rhruMCUFcf8a/6E/cN4E74o9kXyT8jE4Yd3xi3aQ6W4AnKzAWoLD1VgUmgWwAxkQAJBFgzK+dsH4P2kyn2naYE8EDxpYKjEnLNd4AopQUqN8QgTZp4iRJ4p8zew7NnTuXlrGvARGpIMQ2mqEZBDAt9PyyB33cpi2NGzOWThw/ERjWrRpjL8czkyUUeUlPLL0gkhLIRmA0G257zcgPeBLR9PJrI9Hfw7xXmJNGgTENaRrtz9YCIVDwn65fv55eeO55uueuu6lP7940f958mj5tOn326Wf0bLVnmCe1qySOwskLzRLUcC/VeJFeffkVepoZF5DL+GbNWnT61OlcpLYKjAqMaUxbvTRFCWQTMBqLlEkzMP+2gchObreBLC+wstv1g67dXtDfQdayoHvF61eQlc3f7xSHNtdlCoxpSNIPjN7AM9Ahyb/lhx/RA0IJh0LFTj3GH3/8UbTCG7nqxrChQyUlA4n9AMz5c+fR6dOnCfmMn/O///n3fwjRsDHJ+idGGl3P6KVqSs2oeLXxQpJAJIHRDfCLp6GZWq/e7yy7fLU51xpjzvODqx8Q7fPMGuV3I4Hdy0thsxLlg/piUtqCfrNr12ZyPVRgTOMlCxo4kM1i8P7443dq61LCgSsV+YyIdMLk2LVjJ913d0mqzXyp58+fp5MnTwqfqvkdLBlgynns0bLU8qMWOVFsvjSPNLqe0UsVGDMqXm28kCQQNWDMD+DQ3wtMMblt2zaCe8fLnXSD/MC6BeozMPHEgIwFjAYEsXk/dOiQJL0HaX7mO7R59sxZOnjwIB08cID2M9vXvr375PMIb/jPclUR1Kq1wdXWQgGKOOebb76JKQEFhWL37t1eYXc/KIbtVlFgTOMliwuMPCEBjG1cYAQprb2DWrpkKd10w4300YcfyqQEEHrFMV1gBVhW4QocPb78MhfrgppS1ZSaxrTVS1OUQDYBI9aTs1zFZ8Tw4bSKi6Pb4CeVIniNOsnF099t3pyrSGzMKZhuSAfcTTjOAyB+1f8rKc8Ed1Bepk7UmN2wfgM1qFefHi/7mJBxd+/WjZm8ukvsBHIC+zID2F4GPpCY2KAIF9T8efOo9tu15TyAuqHL/IWT7RcvXkzDhg2T+pXShwwqCgqMKb4k+dnhsXMCifi97GNcxuTB0AzPnT1HGzZsoJpvvCEM+2vWrAnUBqFdbt68WWqzISBHJgFSODI4EdIQQ65LVWMMU5raVlQkEFlgdEnIPTMm/xtVekArOWnSJGvj7QSsmWIGs2bMlELq/fv2czibDRuPBYpoE9ofSmXh3MncXjxTqrTtupG+7Nadbr7xJiFMx9qHAwA7fux4epTXvspY2zZsjGnrhx9+oJUrVkhtyjdefY0uXrjoASfahdY6ctRI6v5FN/r1119dZSInaj/MeaLAGJI0vWRdd+LBXNC6VWu64T/XC0P7F12/oA8/+FD4Eu+8rYRMxh/YvJGzY+JdnDuxMOh9+/Shzp06eSz8mTYdhCQGaUaBMUxpaltRkUBUgdEDKqSJ8QELFGoMNqhfX8ySfr8czsH6VLd2HbqXXToVypWXCvZBa4xpGxt1FESYMnmy837HSSMTyxinmg1iPugSt91Os2fO8qgx8RtMpSuY7KDUffdTRb7vt2wZs/t3hfveuH4Deo2DEKFBeusjl4cyMRpwQaF+pb9ebZjzRIExBGn6NTkI1WiM95e8h9atXSuDjB0R7ORtGDDvKnEHmxba0He8k7LLz+Dv9evW02effEpHjhzNqSBtEdyqKVVNqSFMW20iSQlEFRi99cfNn0ZVnldeepk31309P50/kAbghPiFPlzcAJrgtClT42qCWJO2bt3C5fDulBQ0A4w2xas/AGfQwIF0hwDj7Jx6s+gfg+Yv7D5CcYXrOLgQBYINwEG+VzkGo3GDhhKdHwOM+E1iN/6gnlzL8jUuCXWa/Z2OCyr81C0FxiRfjqDT8wJG1GPczs5vGUA2h+Lz5ImTYiYFOC5huzkmi7GlY4fXoUMHiWTFhDHf2xGwCowKjCFMW20iSQlEHRiNdrdyxUq6hzVB+OtsH56zhjgR859+8gktWbRY1plHuGL9O6w9/vrrJU97s9c0Bxi30j1JAeMg0RjnsMZou4IE/FhrnDxpMl3/r38zq0ysLxFupMYNG9FrDOw/Xfwppv+4Fn2Zx/ng0DiXcFkop22nHFSY/ykwpinNeCHFMFW0YtYEAUaOODVVoI054e0336Ib2cw6nZP/TSoHIr66s5N6xw4ubCylaRzAlILFPvt/2BMhTTHEXK6m1DClqW1FRQLZAIx491Di7j5OE9u8aXOu6E88A6rSw62DgJxLDIYIirmd86bXrVkXG4RjeEN5DQKA3nPnXQlrjIMHDhKNcc6s2W7woBMsY4ARpOp33l6CajxfXVLUTIqGB4ysMXrAaMy2/InzNrJv8m5WKrp27iL9NdeGOU8UGNOUZpC26JlS2WT6IFfs3uGLSt3D5tSyzLQPGztIhR0t8gT1YGc5Chkjmgwhz6e+PUXLly2X0GX/zk+BMXzzSZpTQS8v4hKIOjAaq1JzjmkAYfk3e/awz9GllnRBCdpifw6kGTJosAASzK5zZs+mW2+6mT79+BMJcPFvwrE+JQ2Mg/zACJOno/EByJZyQCKAEyZf+DeNnxGfojEGAaMbg7Fr5y56mLXcRmxyNQE/Ya+HRQYYTUGLgi5t5retQ6DYie3YvoOeebqaaIW9evYUKjiAHMKnYT9/nHMUZ0yfITZzACBYbu5mU8VzzIpT/Zlnqfqzz1HVypXpOf48fvx4oP0/quuQaoxRHRntVzoSyAZghFumzlu1qcJjj9O+ffti1g2ADvIWkQ6BVLEuXbtQ165dqX379vSAGwxjNup+n2QMMLrxDkHWMmPOhY9RTKmexugAo9EYp7Ap9d//vI4+cjVXA8bof1xghMZ47aqkegD4a7PVzXYxpTO2/msVGNOUZhAwwiQ6depU6sb5O107dZaw6d69elFfrgQ9gPOBJo6fSKjoDbJwDAAmY4f2HagLn9u5Yyc58HeHdu1pJodUX3UJxf07uTS7nrHL/cAIqruff3L9BSlUFUAEHJ4d/LIvc1t9WJbKlZqx4dOG40ggqsBorwuIY2jcoJEAx57drDFK7UdHU8MxjdclbNRPffutRKyaY8Sw4XTj9f+lYcy0Jakbrt/O+PW2cYFlmFKDolLNOQak8G8PGG0fI7/HMJXCRNqGq1bAxziVg368ggnQCPn3Rg05+IY1SQm+sSsN4XruF56rDKd8NOToVQVGnqxmANq0bk1vvlHTY1BwFmI+wRwF+GoH7ZrsCWJ2UPE+g4DVf268exTgYyZ1K9UYkxKXnpwlEogqMPrXEOT53c8+RjsHGoCCuIf3mr/LCfjrnbgGTrDHJ4L8QChS4fFy9CxbucDPDIACoHrAyD7GkgKMU3L5LX/iTe/3330fw4gzyPUxzuXiCWY9k3gJBl3kQt7NbTWoV0/yEQXY3c2v8THCxCp5jL4SfOjv1i1b6D6O9u/IQYo2KIc5jbJeY5Sk1GsuMP7pgmOYEkqgrXgBOGaX5v/0a35mcIPO959r3yuBrhXKKXYf+3HIeIzGmEL0mGqMhTKMelOfBKIMjGYNwefC+QvoLs45XLhgoQdK5vtarFD8+MOPjpbGpk28qwAbuH8QIfqf6/5FY8eMiQE5XIuiCLffehuNHDkyBuhQCAFBMAgmNBoq1jFYysAHPWr4CLEWof2DBw7SIPY9Im8S/sED+w/E+DNxn99/+10iZJ9jdxLA1hCb2OC6fOlyAf7Zs5yIV6PdhjlhsxYYMcDYAQkwStRS4WiMGIx4Gp35XjrnHTn9zH1dcFsF7TdNd4IpMKYrQb0+ihKIKjDaFiaABGIWqlauQogMhTaIdXIxp2Yg9+/ZZ56hcWPHSjEDAygAxgULFtDLL75EpThY8HmOa4BmCE0QbW/h6FYE5oCtq27durSIKwEZ5hncqyavxfAnAiARzIMyey9Vf0ECZF56oQZ9+P4HkrsNfyLysxfyvUDrZiL1zeYfOd2jRo4SUEQ629cDBgg3a4zGyRH6CBxChaKj7I4yz6DBNzzwMKUKMPLuwtaoCsOUGsUXuLD6FLRBUI2xsEZD7xu2BKIKjPZ7B6C4cvkKjR41mn11jQSoDADZJlf/u+q3TNmAY+dSmyhQcz4+QVyyinMnEciD1DJ/dQwBNh+lZZAlzACg3zRsXFNoF37HhqxtjmRNFM8Zs/6HOODZrTFy6LGf3y/btKsQx7LQm4oHjC/WqOHtPj0tOoneqik1CWHpqRmTQDYAowERBNW0a9eOZs6cGWNOzcs1Y8dGBFrBxDrnmF9NOwArpH2gPB7yI23t1Q90ebUfdK7dB/M7iMQ/YXICpLP5nyXMgc9KYETiPDTGP9zyJTZvX5jC0baSk0DQRO7Vo4eYcOBnSNXsocCY3Djo2ZmRQNSAMS83Dvr6LUee9mHOZfCc+rW+/Nw/QdqlDUQGqKQixvz5hApCftNoovdI5Dz0H/fo27evPFcQkIY56lkJjDDPwQ6OahW5BlxVxjDnR1JtBQEjHPotmJPRsPekYvpQYExqGPTkDEkgm4DRvItIvUDgDKpbBAGbreEFAZRd2ilIG8R39obX1gqNCRVmVP+1eYFh0H1QTxLRtJfcKNagfoc57FkFjEboG5hk+14O112zek0u+3mMwN04lzAFpm05Egia2NiTmO/xsmAyP1GhIg34akDgjjVRWSowJiopPS+TEogiMJqgvkBQs8yeHnj53l2/OdIAodC3uUcusLMS/GNAzJhY3dSLeGZVU/bqTwRNWlU64plTDfg6vyPQModezn7uMMc+64ARgsCuAdXt23/eTqKjriDnxler0Pt3mNLStjwJ5LXjM1o8ipoi32g3UzjJdz4HfKLiVGBMVFJ6XiYlkI3ACEsN6r565adcYMSzQJtEZCdSKRwiAAcMBQitA2vsWm5j/rz5wpwTD4TRJiJgQW955PBhJjE5Roe5BuO+vXv58zD9wOkXyJ3M5Wt0wdGANNZ30L6hLQOW0HiRl/kbB1x6/fPxR4c59lkHjEZQE8aNl/BhMMN4RSvdnUw8lV+/z23SCFsmeMEwHvPmzqMypUsTysvE828kOpEVGBOVlJ6XSQlEDRhjAMoCCaNhgXO5f//+tHHjxphCBIbMG6BYt847tJbL4jnvaE7RXwEpPlBc+Jlq1eh+LoZwB5N+38v5g19xmyaVw2+exfdrVq2W1A+kcNTgtA1kEbRt3Ybq16sv3KhdOK1j186dOeWmXDBGQj9oMpGKgZqLFy5c8IDxMqedrOAixn379ZNUD2idonlaWm2YY591wIjJgEFEHk4npk6D5tiR6dRWcn0xJIwiQgrMDfLJxxk9Mi4DkTcf+5mbEaVg2nM0HDYtLT78SAjR/T4I80InOpEVGBOVlJ6XSQlEHRjNJheAcf7ceWGGmTFjRo5/z1TLcBWICWPH0fWc0P9Fl65eTrinMfI5Fxnk2nLlDUScbuMKQaiIAQ7nEpzoP49LWgVteA0oIw7k1ptvYcq3Kd55SOtAjiMYdh5nyrrFCxc5CfouqP/w/Q+0fOkyqsw5jG+8+poHjF4ULAP3hAkTxFIIN40CozvbY4I72CwHQY7nwQWNUXkmza1UvgI9xUJ1jifpySeepKf0yKwMWNaVIWP+BKMFNioIjBo7ekyswz+g4neii5gCY6KS0vMyKYFoA6Pjr5M8RtauJowfL/l+AEib99QA0e9sRq3/Tl1xdaDKzzlO73C0RKcd/I2qPrOYXcaUxcN3K5evEFadLl26xHCq2lGsuN/Arx0S8dlMIu6U0LsqbYISbtHChVJPEUn8J46fkHqKBlDR90bMgYrqGjGFil2GHgDiO0yCDoshihrnaKzhjnxWaYx4dH/kIwSJJFbYn1FdetSIkcKeIJ96ZFQGI135jnY/UQUcLBnwB9hVudN1kCswhvvSa2upSSDSwOgGvgBkAHIvcJ1DmDz9tVwNAKFAOthoBnJg3M033MiFDSY4mqUVB4ASVIZQ3GijJ9h/CED78ssvA+vEmvMGo7oGa5azXRJxo13i85dffqF2n39O1/39H8LOA7+j+R1gB7o4VCDKBYx8LfrTp1dveolNteB3TTUFLL8ZkNXAaFRs/44obL+Ztpe4b9KYus1Ozg73TrXGtgJjfq+x/l4QEog6MBpwAf1bybvuFs3Mv3YZYAIoIqp/D1f2QSUO5BrDP2iCcOIF2Hyz5xuqVvVpWsYmT9N2UJpWvOoaBpgRmHfDv//DROL1He5WozWydhmv7JS5dhFzwELTnTd3rnKlmokfGA1pwoPd0ioQsh4FKAMuhupEnbpFUX3RYulGCCswFsSyr/fITwJRB0YDVD2ZVAPBMkjs9wfH4N8b1m/geowfCRAiUA4Bcrffciut5qAZP9h5G1zXLzmKScTfffdd8fHlBYzQBKUeo6cx5qRYwLQKf+WdHMxTgzVbqebhlrky1TXiFSrGtZs4mKgkzLlMVC5gyYToWGPC/C/rNcbgfDpD2g3bqx6ZkIGXf4TKJjgCfIjO2Fj86SnO3UBgdAMJwnwZtC2VQF4SyApgZFNo8yZNRQv8Zg/XY+RNq+3/+41pNEHOjdgMmDRhLl3J0Z6onIFAG/weBKb47gwH0tWrW4+2bdsWN9LcM6VyFY07/IWKXVMtwG3p0qXyO6JU0a7hVwVAQmOEKRV1G6Uv1toCEEQqBwjKYXIVC5X7jGHO3vCB0QIiE0qL6KdHHnxICvMmG5Hof1jTPCpMmcMsvrkAIExJaVuxErA3HG65LxsEUY84cFxSkGOewFiIVVVSeBS9JIslEHVgFJBg0KnDqQ4IRty3d5/4DA1YAXQOHDhAb3GJqJYtWlAHjlrFAU7VMo+UlvSqrVx30fbbGfMlwKtz5860enVurTLIlAqNMQgY0TZAEMD8r39ex6kcbbx0O6f/DjAGaoy8qFzlIJ69HBQE4Eepq3TjF+JNx9CBMWZxdPNMMg6MvDCLJu0hpaslZvFLGPmuB2jisWPvjAlPAWdc0igiHQOML7xIvXv2ytlgKTBGfqoUlQ5mAzACCJswDWPZ0mW4PuJur9Cv8eFNnDCRenzZg44eOUIIpDl+/Lh8jh41SuonDuj/VUzAjUmNGz58OM2ePZsuX3GqZ9hm1KC/bR+jcWvhPFyLVLsP332P/ss+xjlcyNiQfzhmUcfHKIWKmYfVX6gY5+K5yjz0MFcPcTRGo+GGOc8yA4wCVDnsCdgdQPVFqG5YGmPMuuxqJwqMYU6NfNrKBxg9kLRBMQRT6ktcqaNPLwZGQyclqqluhApw5IvtraIOjAJQTJfWresXUsjXrnYBQILF7r1m70pCP6LGnTQKJ70D4FiWtbBnuRYiWHLwndHuUMJq+vTpnpkV90GOOMi8gwIg0e4gX7qGmEr5XUW7s9jviIjVd+rUoV9/+dUDP7Qr6RqISmVgRBFkfzAQ2tm6ZQvde3dJzpdunz3BN7IgGmB0HbbjOefkYTalItQ2o8DoX6yL7StcOA/uid/vV0xTq7M1xpdqsMboAqPsFNm/KcAIANb/VAIZlEBUgdEzlbKvDX+vWLac7r7zLqZwm+cm0F8T2rcpkybTG6+9LrmNdjoVwAYpb+82ay4pFAA1gBIYZrp98QXnKT9FXTnQRQ5mrWnJRQFq1awlwIhccvz7ySeeYMDaKu1CI+zAoHUTp4EMZXIAUMMhX3HvN3upX99+DvkHm3L9ATy49nu+59tvvUXPMfvNyRMn3ZQQRys0Zt0lHHX7AOdBIjrV1lbDHPrQNcYYrj3DsMDJpg+xxojCwukCY+DDxwuwCVNS2lbiEsgr4CnxVrwz/T5GAUZjQlFgTEGiekkqEogqMJp3wfYHSh5jPyePEQrJxg0b6IP33hczKwDTpnSDVrZu3Tr6kH9/kSncYKJEysdCBp43GQCxGQW1GyJIcVR//nnqxe8gAnXge2zWtCmVffRRZiLrKGC3bMlSat60Gb34Qg0B2x7dv6S+vfuIJtv9i27StslRNMCGTwAqzLUwpb5Tuw5NnjRJcqIFM2Bm5X7ieb5icy/69O3Jb2M0ylTGNN41GQdG2IwxEPexan/q1Klc9uDgqFI1jYU5yNnalh1Nh4n688+/0Ev8svXp3dtj5/A2WimaabNVNlHpd2D6VDxC/5BD6gtaBlEGRu9dgWmUwQMkJw2ZQQZaHzQx8I6e5vUXJlDznTd2bOIETynWZwAdPnGOXANKTf5OjtPuwX9DAzU+Q5y/jKNMOzIwgvgb4Cht8fnQKmGmRTI+ygQiCtb4O41v0PTjyuUr9N357zw6T2ixxspo7oX74rmGDR3mab2ZULYyAowesSvv5h1n6R4xpSKp0454yu+lKuiJr/creAkEKpf+hdWdR0ePHKWHHigl88g2oUgOkwJjwQ8e9q/WWBm/VH7vddg5ZwX14FEHRgM0RvtCFOm0adNEyzK0bsav6B8j40+8wiw0qFZ01c0Fx/kYV3x/Gb/BN4kDOcugaePvAGDQTnftcqromGvse5q/PVBE6SjXomj3277WnGs0YtwbFT7AxWyz4mQFMMYI3OXug8r9Vq03hbsP6nIucDR5Kr76XJnIv9M2XW08Ivmd/jxH59+xLP8mQABkxgjTFn5F96Xyzi2o1VHvEyMBOypwJ1dMsJPE/RpBpkLrC2pIogaMeO6gTYh5N6DlDRkyhDawGdWUcAocA987l8jGxtwDGtxy9mmiWkaudzIPy0Ei97BNxOg/UkmGDh3qldDyz68w50HoGqM8jHtcc/1AuMmC+fOp1P2lhJNP1GOXrUZCeTl3xew0zN9eCC/ycPQosjK4xmOb+8hh7cF8wlzYsnkLPV72MerJoeaBmkmYb4W2lbAE7MULFGTlHitHKCRu/F3xFsCEbxChE7MFGI3MTaoFEvJR2SI/IElkryxrO2sXiH7FAQ0PsSNYtwUYQwBD/8YY/4ZCtWPHjpiAnfyeJ52pk2FgdISHm4B6CBQ+pe5/QNRu2K6hDv/GNmdolOb4nf+GoPUozjJw5gPmB3wVyK0qxwnLxmfihHDz6+luwORFSuct0GtTloANjIgW/Mf//l3GatbMmbIBthPM89Igs8G8mi4wIh1iN3OTihx8TFEpD0CA1mibJs0GxVjp8rpPIsDovGuWRccyiSaqBSZ7nv0MBWKFkPzrP2UNatmiJTVt1CShfElsEs6zWbn6c89JgJBtTfmbqQKNopdGY8QnBgbO3EHMiFCRy0NVfuopKUbZkjn7PmYqorZt2sinHioDzIHWPCExP1A27ImKlWQzBce8vCQWKGJuabZGOstqetfawLh08VK6jTk3Efn4CCdgI/cNARWJxhWk15PMX50WMC5bJkn3AEbbdxamfywe4NgmzlSl5IEmUvEAxj63lw3G6T6Tud4P8JkAxXgywxhd+u2SMARhPtsgF0+G+QKj3AymUjGlmk9Hc4SteDczF4BpAYU0mzdrJgmdeqgM7DnQtHET+uzTz2gck0Ps3bvX0T58WqJj1tE0xlQXuzCus4FxOUcm3stVHXZzEAbG7uEHH5SQexOJmJ+mEEZ/MtlGqsAIGrO1a9bQo0y7tnHDxgIHxjB8u4kCYyj38pljM2lpyAsYYc1EjibWovSBMR8bs1GLga5Y7EBkCweuHioDew5gXmATZXzOcV8OK5Yok4uith0sARsYEbJfkhPLERyFsezLdfMeZNcJgqbgSokXpp+uhlFQY5MqMILk+vixY/Qoa4wgOzGUarY5NYxnyG/jEYq52vVZZPJeibQdBgBD5nGBkX2mF9nCiaDRDu07JMSwk6fGCD07NtIwxx7td6oakAz6NOq/fiZeC7GoycpwLPpNK8anqERHYSyn6bURBIxgLMEiAU0R/mGk2CDBGz7jIDNivMUpvZ6Ff3WqwAg/K567Dleeh1kuiOpMQMs7rN1eQo6/wjs/7til2e9kwDGdTAN7bbHXT4wXqOfEXz5rVgjAmMB8DALI/NTlZASl5wZvRrJRLrZ/JKxdYgJTVE9JUAJ+YLyHTammsjq0fSSOjxg2TEifu3XpykVpf8hXc4yqBpkyMLqpRfPnzpN8bkTvIhewqG1ks/l5PGuGW40EHK4wo1Z/7nk6xtq+vaFLyceYyPvkB8agBTuRdvScoikB/y5O50d0xzkQGFljNOTPJrpv6pQpTPx8N0emd5IgPM+cmEUsOakCI2QEeUBjBkXak5WeoFUrV8XwlWYzqBSlvmNegkT9008+FT7WaVMdggRbcSsQYNRFL7qLXmH1LC/NtrD6pPdNzMd4D1c9gMboN0sh93Qmp3CUYT+bnXZjWwT81oGoyTxlYLRytpF+9NEHH9J9Je+lZlxQeMSw4TRzxkyazRUnvGPWbJqtR8HIgOWOah+Q/bixY6kVR8MjrQaZE+B0TSaCOG8fYwKzOVt8Cgk8ip6SAQkoMGZAqBlqMpfGGACMJoYAwXZYbMo+WpY+eP99yWWOZyoPJVAk5GdOGRhdrdg8K8zJWIwb1KtPzzxdjZ6uUlWPQpZBNff+SBHrz6lhUuTZ5JsmmHOaNjCGPF+1uSImAQXG7BnQvIDRRF06aVtOEBk0R1SBB9EH0nO+dbXLQMtRxKKr0gVG5xmdQByT140I3gMHDugRARmAixkMQTCdGleAydcsEFNq9rz22lOVgEogLwkkAow26BlQ2M70XlV5l169enWpvpCX5hiVYJxwgNEJjLMj8bMxKK4o9tmMiZ+83P+sGfMx6lKjElAJFA0J5GdKDVpADTiCFPqZatWk6K2pzODtzO3CAi5hSGFLLExgLIrAUlSeKb8MCQXGwn4T9f4qgYhLIFmN0daW4JOBLwfFb59/5lnauWOnE+zAIfNe8rsFkIUtioIExsJ+1uJy/2TAPD+ZqI8xPwnp7yqBYiKBZIHR7MaN6RRAePToUar5+htUmXlxt7EWiRp/OVGtrukxIK2joEWcCjCaPiazAEcx8KigZV1Q90tkXBLtiwJjopLS84qFBIpzlHXuPEaTroEKKA6o4T+/jDyAdBOqAY7NGjel8sw0snzpMqGLdHw9RQMYi8WLUMwfUoGxmE8AffxYCSSy6yzK5xjtDlyp996VGxiDnt0PjADBM6fPMDg2oXKczrF08WKuGI/KHE55scCo1QKeiOlojAXcVb1dIUhAgbEQhK63jK4E4i3cRYkRJK9nMcE0SxkYhRKOmW/+lJqZCVITuiWMUE4MrCMtuBTdI0ydNt1lHYkXJVjQM0KBsaAlnl33U2DMrvHS3mZYAjYwGgBBwdIjR47QMTYRHjt6rMgdR5k/8qj3XPyM/O8pkyfTvSVZY3Qp4fKN7hPebBc8DTgyoKJae9fOXZgd5h4uWzXZq8xR2FqjAmOGX6Qsb16BMcsHULsfrgT8C/Y1jrb8svuXVKlCRXqiUiUptFzUjkr8TDiexLO5z1n64UfozttLcIml41IuLN+ySlYCvz/XEeDYpUsXQptDhwyV8nQx0aoGUOG/9B3hjm5OawqMmZJs0WhXgbFojKM+RUgSiNF6QBjNoAAezBdfqMFa1BQhIsYB06D/b/NdvN/wvf8Ioy27DdO+/7t49zHPkOtz2jSaN2euA2JuUek8k/PjAKNJtP7pp5+oX9++VIrJnAd+9TVduQyfIwJyfH5HhkYbHEMa1lzNKDBmSrJFo10FxqIxjvoUIUvAgAAW7+ZNm1Hrlq2Sqj9YlAJ0QAOX8zyJCdr//KamIzRGmFX7cOHjH374Ple0qlDOuUcmUx0UGBMbx+J6lgJjcR15fe48JWAD47sMjKiiYHgXi0sgTqBfMcF5Ey969dKvl1hrni4Fjzt83k74LBGoY8DwmgJjghLW0zIpAQXGTEpX285aCZiFHb4wACOiK0GaLVpMmhXNo3q9U3Q+j+hT1/+XzKDm8tmyBg4z6rgxY+lBNqt+2vZj+u233+iqa1b9k4m57WuSuVcy56rGmIy0it+5CozFb8z1iROQgAeMrM28B2D8yALGBK7XU2Il4A/IwSZj+bJl9DjXy2tUv4GUrQr0OVpAHaZMFRjDlGbRa0uBseiNqT5RCBJQYAxBiFYTQWw5AKeNGzYIODZt1JhQKqigwFGBMdzxLWqtKTAWtRHV5wlFAgqMoYjRaySezxEABdq4pyo+QW+89jqdPnWqQAoeKzCGO75FrTUFxqI2ovo8oUhAgTEUMeYJjJCxSefYvWsXPVvtGUmLOXzosPhzr/3J+ZPuOXmmiqTQVQXGFIRWjC7JExj9uzzIJei7YiQvfdQ8JBAvcCNo3oS90IU9MAqMYUs0IGbJ9R+aKN+933xD1Z97nl6sUYPWr10n4JhQDmUKXU0EGL0YKwlKyjnyms+FzeiTgiiK3CVhjEHawBhGJ4rcyBTTB0opdy+islJgDHdgAgN5fcAI/+KePXvozTdq0nOsPW7etDmXWTWsXqUOjCAgSJA31n2+sPqs7eRIIJW1Jhn5JQWMCXfG5UpM+Py8QsT1t7xD6KMmHx57owH8BVaT/Mink5mtBXiuAmO4ws4LGO2cUeSKTp44iW675VZq3659JICRpzDnWboaY8B8lhxM5GIGHLoGJreJCENe8Xh9JU0qwf/SAkZ7IhhWfv28JpF1esTKwMwVO5nbeQkSnKkFfJoCY7gC/xNuGD7w6f1tNEYXWLAYzZ45ix4tXUYIFVCdw9tkhTxRktUYDTB6LEAGBN0alOZ9xzPgkH8znaCuA4UjAxubPLdNEmtNSsBoT1b8/d3587Rj+3ZaxnlJS5cszX1wCRuUsdGjiMtgyRIee3NgHiyhFctX0J5du7k+32lZMLCwGHCMsp9RgTEzwHjNAKNoYY42AfCAP3HB/Pn0MJeoat2qVS5QxHlh/pcsMBofoym2LHPYtYig7/v37aO1a9bkmv+65mVwzTNYA2yRdWcpbVi/gQ7s20+//Oxw/JoxSnatSRoYTRTZr7/+SqtXr6bGjRvT42UfozKPlKYypUtTWf4syzs+7PrKuJ/4W4/iIwPMBcwBmQfu349zwdp3atehVStXSUX3eOaOsBfAVBdTBcZUJRd8nQcsFiD+xSw3AMVLly7RmFGj6eFSD1L7zz6nixcvSkRqpgJv0MOEgDHATQFgBG0d+n2KU0uGDxtGNaq/QKUfethZA/nQta5g1joj6zKPYJ1hvMFawzmxkH/lpyrTl926c27skTxzY+PN8iSB0UHg8+fO02effEr333sfvVmzFo0YPpyWcJXuXTt20m7WDvbs3qNHcZWBO/67d++mbziQYvu27bRwwQIazQtf44aNqNT9D1CXTp3p+++/z7WbS3ZXF+7SHduaAmO40s2J6szxOYFuD6A46Ouv6WHmTu3Tsxf9/vvvcfMYw+xRqsAInzlKka1YsYKq8OL7GG/4OrAvdPq06aKtOOufroEFjwG7CWvOhvXrafbs2dSzRw96stITVKF8eVq9anVccEwfGN2gCkxcTIQK5SvQpIkTxYxq7OiiTVpHPIe0fh/sqC8qcrHnwDVe/MCDiTmC0kNjR4+Rnd3XA74WzdEwndjaQZgLYKptKTCmKrl4GmNsEAbG/eKFi9S/bz8qw9pW39596ALXbQxivgm3J05rqQCjsZZt37qNyj9ejpqwtQz5l4Zc3p7LmXiXc9ZZR5v2/PYuz6y5v+3XzO+81Ptp+uB82vcO+nfOfWL7nvr946yhvN6IaZ75ePft3UcNmW7wqSeepMOHDye14co7wd8iFTYPu2zpMip51900ffr0wIXNs+le4xfBRKfqZ/GTBU9QJyoVE9WZrKb0UA/ezWGnDQqwQCd5JlbCJNvMExjDdXcl2bPsPN2LNoTG5W6SenzZg+66406aNGGi1H2MRwcnT5wXcXsKIkkGGG0AuvDjBanP+dorr4rVQ/rsBuA4650biR3CmmfW0kTAzR/kE+Rfwxj4wdRbr/39tc3IVqR5PNC1wdAPdkH3lflgInxDkJXIXdp0AdNdc06fOi2a/eeffRbXhRM0fZICxt8u/UbvNmtO9evWi9npe4MAwQs7fmxCbMh+8xReA72kICQQNO52+LV5eY4ePUpPVKpEA/p/lZaDPJPPZKcQ2NU1bM02jNDybGojUN75VhrJrSkCUFp+1IIeYp/iRAZFE8UZJFvvnoUIjPbCDlMdAoRWrVwZM3dDsXi4L1DQnDDvDiqRQEM1/lk/aApjUFABaB8oSiCcVSRa9h4BPlV5dl7TcS4sP2gf8SW/oyKKG30bT+vz3wPnwXRu44V3T3fvk8477e+/kQPM3OU4DgZmbnznPy81YHR3C2gQDPhPPfkkDR86LEZ9znWjoEmczhPrtdkhgYBx9wMjXgq8XM2bNRPiaLzk3q7VfTGj8LAKjLnzzzytzR6gfIDR1ryxhiAFoxUXfUag3swZM2WhNItVvsAYlPORovaejMZoA+PECRNEA/n25MlceYvp+Mjz2iAZIDl+/DjHcizhCNj9tH7dOpo9azbNmT2HZs2cSfPmzqW5c+ZIFDi0pBiNzH2v0A7cF9u2baN58+a5ABsnz9DT5hxQhEa/jtmIECswasRIGj9uPC1euEisPts5IwFgacvpCAe9zOU+ATPM9xjnddzvnTt35mY1CgEYbXC3wfrQwYMSlAOAFI3Xqv8ZL9gvf43RUqOPHj0iJrCZ02fE+BUVGKOwlEegD/kAo3lB8Pn1gAHCboIIRHsHGYGniNlR4kVqzmWnoOFcAYiLibjouglMOoKMiTERmg2LGd94wGiAyz0vBxQd8+m5c+foI65rWfLuklJy6vIfl51FytVc8gVGc387GbKAgBHPgsVywFcDJApVCiwHaB/xFtr85nXMGmqRCBhNEYt7ty++oP3799PZM2cFIO8reQ9VYF/noIEDGRxncRDkCKpTu7bwzS6cv4CuupR65v26cOEC9e3bV7IIXn3pZQl0ytNi4Y7NubPn6LNPP6O3ar1JMxhcNm/aRBvWrZegyzpv15Zoc5yDtqDRzue0mxrVq1P5xx6nbVu3xmwgTpw4Qf369aNlPP65KP/yE1ICv9sbMSO777/7XvyMQ4cM8bRc+7lT0xit3QZMYAi7x07PvDhBgk2g/3pKMZGAf36Yl3TUyFFU+cmn6EcOuLA1xiiIxe4zFsP3mr9LD9xzL9V6/Q2qyQc+i8qB54k5XnuD3sB3TMvWqH5DWfAEAGSxdlwkMf/ZmyEXGGMXece/fOL4CfHLVapY0YsS9IJV4pjwYkCmEEypfvMi+gvzP4AHwBhoEkzRb2Qv6J6fDGkhDE7Hjh6j9959l9auXespJJiX1apUoRcZpAE2xvcHzQ6urjtvu100Otusit+O8Rr+NmcSvPh8dTaHBgOjeS5cC7P3KwyiL9V4UVIf/nTngrH8AIAxX06yBo1nANj+yH7Ynt17UOlSD9H2LdtiNEn0G+DeuFEj2rhxo2N5NBujEF5+/3pz9cpVeYaqlatw9PPAhPl389UYYT4xO30BxrJlZXcSBIwhPJc2UcQlYCbuaAZGmKQQiWiAMSqPLvPd9atgcZjD4d8d23egTh068dFRjs7up/23+S7eb/jef4TRlr8P/n7Y/Qnqf8eAZ2pQvz7dyYExALS8gDFmIQrgEMXYIiLw7bfepqo83qi/aHxTedEF5poLhQSMph94TgFG1hhfYmD0NnQpAqH/+fyajrkfgAYRu+/y5gxgbPx2MIk+zcD43DPP0rFjx2TBN3LFfL3+un9JWpTfVP3Lzz/T+9zWC0zWnhcwSmQnt/k1P+/NN95EM9hK6Pcp4t8/c3vD2LV26NChGABEQNUj7EPeumVrjFnXAOqAr76it998SyLVBbzlnUtR/beEmQsYuY+QmwAja9ae39M13ca7Y0Jlp/ICxmT456Ky8Gk/Ck8CHjCOijYwei8Ya0p4SeALRQh4kTx4AcQiiAPPiWMJM4ncc1dJ0QRytI7cGmM8U5wxYyGf7dWXX+FFvKqY1WRxRTkp10UTC6xO8GlB/JeIjzHGYlxAwOgHSPgysagPHTwkRtv5g8fIACN8jzZoAZSu+/s/qFePnqLB2akUYISBBQRVTPLTGL/99luq/MQTVLFceQFf29Rta5VQmKCVGZzAb+C7fYSDlGKA0YpX2bJlCz304IO0mPPf/ZaD0MafJxPkEgSM+d1DgTE/CenvoUogm4DR9n15i4tbIzBP30wepsGoX2cWvGVMs1XSA0ZDBm+izX0BG8bn6qZoCSgyTyhy/ACIMMVBa8xZAN2Qep+cQp1o+TQWdWA0soLbCiktSJOzTbcCjJWr8lGFduzYQfCjnTlzhjawRg4XBbRzfG/7cNEmzKnvv/ueA4xxfIxmUwNijjtvLyEkLtA8DfA5FhV3DthFA6zI18mTJkv07lbeDAW5U37+6Wcqxz7IFh995EWqmvNCmwcKjKGJUhvKsASyCRjjgViGRVRgzeeyTloLG4BRNMYTrDGa3DxjfgoAfmMONya4tavXUDVetGu/+TYdPHAwJwDDWlS9xTUEE1qyQos6MJpNGUzfDzIrECJJbZo8aPXVeNNxLwcytW/XjvoxUUKb1q0lOPK+kiVZY5tIv/7yay4tL1FgxP0njB9PN15/veRt/v67Q+MowVl29aSgaiPQGCdNcoDRmFKtOWOqkcBvCW0Y1Hp2IFOyYxn3fAXG0ESpDWVYAgqMGRZwGs3bpjAPGN20BCyG+C8vjReLG0xQyPGryNGSjRs09HyUQRGndltpdDulS6MOjDIWHBXcuEEjKsdghyLOdpQwgBHaIjTD9RwhivSIb/gcRIQCcMAdOnr0aM+UasbWAKP4GPOISoV8JjG43XLDjRLMA7Or8QPGzAEXGG3rCv6ewhqjmFKNxuhP5ufnq/fOO8Jrunfv3sxEpiswpvRu6EWFIIFsAMb8AKAQxFYgt8wFjKyNwMdoRw0HmcWMBgAfJQI/Hn/sMY46bMwRrWcDKf+CwLVAHtC6SZSB0YAMzNF1OGgJaQ/7AB5W+gyCb6BtSfAN+/gc3zD7iXljggAnmEAf5+vg//NM2G4+IkypQcE3xlTrBFZekyIR0D6ff/Y5+sFwG8dxE8g1timVfYwxGmMAMDbhOQLydZjc7ejZ0OaCAmNootSGMiyBbAHGDIshks0nA4x+/yvy1+Zwwvm9nFv3GdNvGZJ4+7zQfUhpSDGqwOjXvN5v/h6VefgR2rWTwcOqOAJgrMLA+CwDowm++ZN/v8ybk/PMX12BQfHuO++iHUzi7wBdTqJ+DjD+FmMBML5F84m8x5qvvc4m9buFOEDAC3m8VgofzsX9JB85CBi3bon1TcInKef9RXXrvCOgf/hQLI9pGsMae6kCY2ii1IYyLAEFxgwLOI3mEwFG2yRqFlCwnowfO040hPaft6PvvvsubvI77hGF/6IKjH7Q6d+vv3BTw1xqa3QSfFO1Kj3PJlHkMQIUpSQWgxdo6+7gPEZok6dd/50ZK8+UynmM2MzI/VxtDuMI4u2fLv7kMZstWbRY0jWg3YGgIUarZFAEk9G0adPET+jVWjWmVNYGxcdoRSAbzRLaMLTWl198Kdd8CW1+KDCGJkptKMMSUGDMsIDTaD4vYPQviOZcmE/BKIJyYmBm8TMZRcFsGiSSqAKjkbMxLa7h4sfQwmGiNr9B5qdPn6H7mHQCGhcK9J7i1IpjTM82e9YsiQSG724BJ98L5aLL1iTsQ0zYAKYaVAfxSNDBg8omWESSAoQ/fP8DL/3jDw66QWL8/XwvmHW3bN4iQT2IUgUV3NdcMgyJ+jDjGvCFNot8z7tK3EHLl7oMN24fzDPANIs+omai08dYDtM0pnHOpQqMoYhRGykACSgwFoCQU7xFfsBogxwWOJjaBg8aJCY7lBGDxhEmTVqKj5HQZVEFRk/GrvaHah61GZC6df1CgmUAighWGTJosCT9f/De+9S2TRuOTG0vB6jbUDxZNDiLbg/tQhMcP24cn99WwA/BOchVNEFTAFKAJujTEMxjgA7Ucqir+snHH1NtpoBrxKw1H7z/vlC7IQ3HaIQ4H0C6kmtVdmBCDJhse3T/knaxD9HuC0AY9XuRroE8V9sHGqq5XYExoXdBT4qABBQYIzAIcbqQOyr1bi/4xvi3zGKJpOmuXbpIkvaYMWOEAcUOoPBrilF76sgDoxuVCkozEIXX48hQgJhhbrE1+CCtPK/fTXSp8Qma9AtoemdYE23dqjWdDTCbok2YUxHQg0/DiGSDXpBlwSsJ5ZIkwITbsUMH6tq5S67nUWCM2pui/SkQCSgwFoiYU7pJIDByHqN/scMC2rlTJ7r/3ntp5MiRgXXubF9kVPyKtlCyARjNePz8y8/Ur38/GsIma/9YGDkLhaE5XO5Rc30QcF6zk/QlGOaa0NxN4mhSKRIRh9zdbIzkvhJI4wTj5PTDSfyX83wRrKbvm5iE/NNPPpFUHr9Wq8CY0qurF2W7BBQYozuCfmAsySZSmxJOfFSsKbzbvDmV5khJlD2Cf8hfdy+qfsUoAyP6FiQ325c7depUWrhwoZhUDfAYgPMiQhmorglAugAVj4zB9z3GFibawJJQFsvNX2A34sNEljr3yrlfjLndF72KeyDXchTTQToBQzkRrhmxMKgpNbqLjfYsVgIKjNGdEbmAkQMxhPkGNez4OPXtKany8CjXtlvJSfx22aC8FjnVGBMb83jAaL43lSng282hKHTp9ayUjPzGwm9mjaeF5vQHAAYN0amUYvsEbbOsOT+oPXyH/h84cCBXKo/93IlJKsGzsgkYA3eTvvpt9gsaT8j6vfVCuGaPMGUSO06GI9MheQ4qy5fgVPV2xaMjTCKe6LMUtfPs926pUMI5wIh5BR5O+LlQy2+Rr5xRRnb7GRZu1Eyp8rhIZckjgd4GnrxANJ550phB89JMPZOotaYAFMXHbGmA/jbs6/L6Lfi8DA12NgBjfrsh87vZkRjORcP6r585FRAyLQuzI8zPRJbKdFaNMRWpFcw1fo0RwHic/UBIIAcROJhWUCEjRmMIMIcVTG/Tu0vUgDE/oIPMYdaexekYiPIEFy0IxmfxAWKFBUwFh5zDzZs2S5AO/MACkDY3rRtJjHOmT5nqpEnEAGCOf9ADYQmYuSoRyChQPJijYfv16StRsUjFOMopIus5bxL5kWgL5OArli2XMm3dv+jGEaorvdJXeAZU0wBN3G+o+uGbO+mNaMDV2QiMfu0GA4Gkz3379kl16olcOmXEsOGxB1eMRtVoPTIng+Es86mTp0hu1O7du3NeMN9Llqp5TIEx9Nc/tAZtYFzO4w8f46IFC6kWFy1Gbpw/7D7eYh5ahzLYUKSBUQJbnMOYIJEz2KNHDzp48KAwzWCNvLNECWHF6ctAhRzEoUOGUtPGTaj6889zWsZ4iRQ24IixQo7piBEjhGg8r3qMfpMoeFpbtWhJDes3oCm8NmzauInWrllLI4ePoIbMh4ui1rAooLZiv759ZQNVgwsogyv1tptvoaGDhgiZgPFRD+TcR9T0xXe22Tf04c42YAwy+SEEGOG7T3L9r4e4wGUFrgH2zNPVqFrVp73jGf5bj8zIoFrVap5sIXszBshdMrXYJFLNMvWkMpEVGFORWsFcYwMjFt4brv+vJIKDnQQljOKZ6NSUmv74xMjQ0uLwzmFt/PCDDwjJ/kZbh0b4FK+V1ZnH9NhRt1Ax5xsCoBrUqy9mcGiQUDZMbinyTHfyONZ89bV8gVHMrmw+BQnAq6+8Qq/zNXv27BG/srHqIQhoxvTp9DrTxsHkDk20U8eOhKhTaK3r1q6j55l9p9R993MeJFcHcf2T+/fvp+bNmtF6/t2eU+lL0ddCNgFjLlBkYS1btkySSp+s9ITseuCgxa4I7AjO8YMeBSIDR9aQPfgLkQxcpXJl4WPEjtVvWk1lIiswpiK1grkmBhh5Uf0nF7tFLT5YcRLNn0vVklAwT5hzl0hrjELT5gS6AHx6fNlDEvlhzsQ4QMYARmjxoH1zuFKvyG845s6ZQzf853pCySow1HiBOtwekvzfa9Y8T2A0azRAsHfP3nTrTTcL8w6KdBvOVeOvhAkVKTtHDh+RiFYk/KMPxt0zfeo0upkrdCCC2W538ODB9Nqrr0p/TD5k6HMnm4DRr6YfYUGCGqgp1/yCZpKf/yJRX6We5ysmG8epHygnt94aJjJ2fm+/+Ra98fobDkuG5YRPZTFTYExFagVzTQwwLlkiFTKgjfgT923zV+iLWcE8qizS8LF17tSZ3mCNx4l9cd6ZoP/E1cPAAqqzl16oITl/Rg5hdNn/HhoQOcoMNBXZgjNq5KiYjakpO4XKF8ePHXe0MdYOcd3wocPo3/+8jr7q3z/GFYJzfvn5F3qPGXOkUDGXkgp6/829wX5TjiulVGalBZRzePf96zfOBcsO5CF9sAMB+d8b2f+IQsuo1GED9O5du6XO5KwZs3KRk4chT2dASWQGMgqYdwcNHOjJML974LrznJpU/bnnWI5fxeRq/s1cbF4YqPSPly0r9mERHvPfSYhiAv/lHvhrsqto99nnVI1NpiidYlRt+9yYMMhclVWdh9cjDBnkjojDeGCCbFi/Qeibxowek7bpQ4ExgZelkE4x7zk+YZI7ffp0nmw2eQFJIT1CwreNOjAaEJk5Y4ZQ7sGqZpsdDTBWYdACV6lwpfIaCqq1yk8+RS+yj28PxwjYAS64PpFCxWYeLFywgO5kMvK3ar0pmqd9/yB3mFxnDjHFMkhzzMKLXB8SVihj0sU5CNIpV/Zx+uiDD+nSr45WG/p8yjpgdHkAsRt9omIl2Q1d4wXYvzPN1t1owm9nRE+0NyYYEzjVMYHhazIbolTHRoExooNuaUx+rSA/60t0nyh+z6IOjEYbBecoNCv46PzAWK1KFSrJ2lirli2pC2u+jRs2ogfYn/cwnz8nILglWWAcP3483ch+5uZNm4nm6WiDriXKKlDsB0yjXZ8/d164VxcyB6vfEniNlSqsJyi0DFA3JuJU15VgNT8LNEZb+wSVELTFdevW0e28I9n3TU4F56JgpsnGhcLfZ28xdDcxY5kP8xEuIwMfZDomJAXG6M6OeAAY3R6n3rOoA6NoX7wpbVC3PmtWjwkrjb8eoxQqrvaMxAP8duk3IXFHKsQbr7/OZadKiNnXjvy0gTG/qFScO2XKFLqVS07VrVPHiSq1ItPtIDx73hjfI/oynDMI+vTqTeB7FWC02HgAsA04L7bMI6Xpmz3fxChFqY+q78ps0BhzgJFc1vY/pSxKCQZGMMjb4ckxptTQpKQNJSMBGxivch7T3DlzZRLDXKPAmIwk9dwoSiAbgBFWNJR6QmmpfQHAiELFCL45wcE3tv8O0aF33l6CyjJD0eFDh2K0Na8eYx4+RqPxQXG5j0teAXzhb/MrLUF+UeMOA0EEqm+cOXM2li3HMrfChw1qQfgbba0zQe9c/tMqq4DRLVoJQSB6CsBonMAxwsnDEZ6/RPSMdCVgm9Mw2efPm0+PMjDCz6zAmK509frClkDUgVHeMV4rESiD927XztjSTTBtVmVTKiLGnajUqxLzccUNGqnIaTZ3s5l1B5eLsv2BQcBoE4Hb5yIK9nVO1bjn7pK0ihP1AdQ2OJpzUZjaBCNhrUBaR9cuXYUP9aoE5DhBQeZa83e9Ou+INnzIBW+vCkdYkyOrgNENRXaAcW4MMBrnbehO2LAEXYza8fsZ5zOzhmqMxWgCFPFHzQZgBGANHujUu1zLOYw2aP3BEbUARolKZWC8wuZKgBAActnSZXT7LbfSqy+/IqTvJtUGoIWgF6R+vPB8dTa/5gTUoG0QAOzcsVMCr8y9Nm3YIGv02xyAc4jJBZzoVyctBAfuPWHiBIlYRzoHAvU+5nqPiKZFwA0ORLcuX75c/jbgiGuhidbkiOAff/hR+i5rjvwf0n/ZBoyGCR7AeAer/H9wrk6QfyMk8WgzKUggPjAeU40xBXnqJdGSQFSB0QCS0bI2bthI999zH9O/zXBdUE55qC1btsja+TCToSB4EdRry9h8OZKZbUCMAk1yBYORTfQOLRMFh0HvB1YakDYYKjcA1cQJE6jE7bdzmk4jJ9jGTQEZO2asED28wUn+szmoB+CJaxctWiQ5jFs5MAjnL+bcVwRTIr2kFqd3vfbKq0IMULVqVWrfvn1MzU4ANjbafXv3cSq0ABj5f9aTizkw8u4gBxj/UGCM1rrh9cb4G0Rj5HxTRBKrKTWig6XdSlgCUQVGkyphgljAPIN0ie7dukuyPwAMSfSTmDITqW4d27Wnnj16Un/2533Vrz9/9qeJEyeKy8NwoZpNLnIYkWgPDlNwmc7guovQDk1a1hLOXQVrzrOsycG8aUAa94Xf8kvuA/LNEaXatk0bGj16tNwH2ivuNY2T+T/99FPp12effCoH/u7ARYm3MpB7oA9SFwZx+ED37N7j5T+GHluSVRojT12T6+IBI+82PKEkPLUzf2K8KD2/nV0qYCfAim+biP3pl5l/mtTuoMCYmtz0qmhLIMrAKOuESZRnEFm5YgXVfecdj1UGfTemTPMJzfAqDvE15vj0bPOreZfNNYYQwIAxABLJ8J9wEWEAsh+k8btdwMBhrHF9hy5Tj79f5t9mzcQ1iFj9/PPPqQ9rizlMOjnFjnHfUP5TYAxFjLkaCYq6CgLAoGitoEAiBcYcdhEtO5WZOautJiaBqAEjeu1PezDAhOR6FPcFjRpAxUR+CujAr+j6Fp1/O6kRXvAcokBt7lXjI8SnlUKBv6E9Tp48WUykudYvIXQBEAK0nTad650gIa9Wo+SjO33wANgCamiWiFj9omtX+u78dwKMGXOjKTAm9jIke1bQRMWOagEzQowcMVKYYBZy9QGEMoMlBBPLTGZz7Q7mGBVzgUvX5DiYc5P1JNu3gjpfNcaCkrTepyAlEHVg9K89INmYzXyl8+bNE3AU4HJTH2LOZaACWMXLMzSRn/7fAWSg5PyGK2nAdBp3Y3+N1y8+kIcoh3svL7I1wHJmm1Dhm5zAvkwE7dgA7gfHUOaCAmMoYoyrMWJgMVmwm3qdk2dhBkD1gTWrVtPoUaOp1UctmIH+VQFJY+YA8XLnTp3EQf41J9qKqcPbocGcnHOEZDjIiBAUGDMiVm20kCWQTcBoNtvQtmxeUtHabG5So8WJhuZodn6A9TQ9c25AGkWQBcw2txqN0NZEvb8tYJR2THoef481EBGqWEuDWM5CM6GauaXAmP5bFuTzw6BiAJFnOZa1w1L3P0ATx09gFoicHRV+379vv5RmAXAaEwK0Rzizb+V6ZAO++sop14KJIhPHK9bt/J1+9zPWggJjxkSrDReiBKIIjGZhiOeugWkSNRZR5Nf2/9kaGc4R0IGJEtqdBY5m0w7T7BUGWT9Nm19LNFrpX6wVYu3Cxh7Rp8hvRD9MXmO8dkyJKk+7dVNCAoHXtaKFOiUUGNMXZxAwmomyZfNmepjDmxGNdYnNGM7kc2zuUmKF83cWLVxE06dNl+gsM1Eu8gS6+467hOVeNEYXGDnflSesBY7pdz9jLSgwZky02nAhSiBqwBgEhp6f0NXqUI4P5lQUjAZrmFOwfQQNGzqU3TqjaRS7dxBpevTIUc8XaAPo2bNnJXq1VctW1K3rF7SN0yz8AOt3BZk1EKbcBRyZ3qtnL+rftx+h2DCKyYPODXUikfZht/UNJ/lDmQArj/39Cg4kAqOOP2LWrL+hTgkFxvTFmUuLg6mTJyQ4CDt37ER//7//T8ynJuIrxwntaJXgEEUCrMkbwrUXL1yUKugIo47RGG1QVI3RSf+AbVn/UwkUkAQiDYw+LQ9rx2benHfp0kViGaCxoaIGmG0ef7SsABTKOs2aOZOaNW1KFStUpJEMmKhaYUynYKGp+05dqXsLUoC7StzBOZAPsftnQU45qzimV7iFGjVsSPXq1qU1q9eIOfTA/gOiCNR6o6YQCZxl6jcAILRRgDfIwZEruW3L1pjgH7DkDOTyT9OmTs3xZRrza9hjr8CYvkSDgBGAhwn1Uo0adP2//s0OYyeHL54N3r/r+4mZJEreebcHjA4A5GiKXhRO+t3PWAuqMWZMtNpwIUogqsDorBHOGoMAGaxBAKamjZsIQbgXkcrfP8OJ8ygvdfLkSW9dgqnzg/c/oFuY/BvJ+LBowac3hosAQLN0zKzXaO3atXQvU72htqTUWXUjR23tDt+d+vaU1DJ8u9ZbAsr22offV3OcRR2uoIF1Etfi/r/88it91bc/lWZg3L41VitFfxDk06RJE0fRcP2kct+w54MCY/oSjQeMB/bvpwrM+gBSXpsqKW7Ul+V8RnXqknf5gNHyLyowVmYCebfgq2qM6U9ibSFhCUQZGA34AHhQ1eIL5h1F2TdoigbAAEBPMyUcSMRRqFhcNa5/cR4zit3w7/9QJ07ih9YIfyA0TphD7YCdD5kaDhonKnf4N/xg3oG588tu3eg2ppebz9GwiKy3/Yn4GxoimHEOsrXMBlUQEDzCrDxbWWMUhcEqU4V+AqQRl4Eof6/NsPIXzSxQYEz4fYh7ogeMvG3hTYxEjV7hgYfJoBJTHN12080SEZbjkM6d1O/tptxJAGC8xweM4mDPov9UY8yiwdKuJiyBqAKj368IztGK5SsI7ZvhPBXNjEELwPi8j0QcIDNq+Ei67u//EEsVAFTiIBg4vSAdVyMFk021qk+zH/BELo0R7cBkisoeT1V6Qmom2tqiDd7GvGsD4+SJk8SUGgOMVv4jKmo8WKoUzZo1MwYYQ41MVWBM+H2If6Lr/bU1R0wODPpbNWvRP9jHuNvHcO83nfpNrMEaY25ADaH3GWtCgTFjotWGC1ECUQdGo0XBf3gX+xJXrVwZo9UJMFauKqAFcyZo4lDVAn6/x1gLrMVrFmIevIhQXxoF2ocJtBfTyZn0CVurw+9z2FdY4tZbqc7btUVzjQnMicP2ZcB38qTJErAI82/QOglNtmK5CkIxh8AdO6cxtGmhwBiCKAOAEYP8x+9/SLFN7MAGDvg6h/HBxyYBk4LNZI/JALZ6BN8gissj840zoUJ4gow0ocCYEbFqo4UsgagDo9lkg2v0ITZJbmeiELtQMcyc1apUZYLxe6lLp86SKw1u0grly0sNxTGcX431xw+MSOMACIFM/A0m+j50kDlRfewzBtzGjxtHN15/PTVn8Pqd10Hne3dj7//0Ae/kiXkAo8vG88pLr1DlJ54SH6kCI78QkeRKjQOMGLC93+wVc0YljvZCziLAAuYJYYV3zRRwZiMyzIQh4zoUYDbACIA1jvWg0OxCXifyMDE7AQBKIh7VEdJ+pSKBqAOjaGcMWA2Z1Bs1C8UPiBQxN+VLfIwcFPMMm0JR7QKbcgTRwJeISFFEnSJNDBt2AzomQhU8qK1atqTlS5fFTbTHucjLvpWDeOpy3UTkcgcx7dhapm1KncIao5hSjcZoA6n7d32OkkWtSaR82D7OVMYz8BrVGEMQZRxgNJNpJ1MZVWBfY+Unn6KpU6aI6QKRWEf4cwaXhJk0aZJXVgUTBLRNANESt95GnTp0ZNq48wKi9kSyTa8hPEFGmlCNMSNi1UYLWQJRBkbPf8fBLu+wGbM8gJE3535grMIaIyphmEoalzmfGiCIuAhokg8yIQn+9nyL2KyzFjlkyBBZs+wEfH8+IyJXAbIP3n8/+zKrcjoGV+HwCEqC4ytMOUEBVfYxiinVDb4xz2Qz8jRp1JjKPPwI7d69OwagQ5saCowhiNJkmCKdwqRUWJFUGNg9PIBdOZeoYf0G1JJp4NpzyRfY6JH4auqaGSAFcIJLFYOP6LBlvDuza6P5tcYQniAjTSgwZkSs2mghSyCqwJgDII52+NH7H1JpBg9ohbYpFRoj0ihQdxFRqRKRikhSDrJBQWCAKQL/du7c4bl/cA54SlGWSphr3BQNWLn8wIjfcE491hZBa7lo4UIvVcQfIARTKPITg4FxS4xv0uFXdXhWAfqI+EeQj50uEtrUUGAMQZQ+6hsnCMfaGbncgiiqfIYDcvZzbtFBZqKACcMeVHMNJi7yGH/mEGnY+g1wBplRQ43ECkEUdhMKjCELVJuLhASiCox+0Bn09UBJ5F/Hrhqj+Zm+P815jNWfe97JIbQ28SuXrxAT6Ms1XiKw3ZgqF9OnTaOhg4cIcCL45VcOeoG2tmzZMoleRTrHNjZ9IoXCbPDXr10ntJaoCelFplrxFTDfAmhxH8m7dH8TU+pDD4vGaJtJjc/zKmvDSDVBIWOTsmGePbQJosAYgij9nHB+YHRB0p6c9oAHRV6ZyeWx5dhA6/s7hCfISBMKjBkRqzZayBKIKjDaZk/8DaCCSRRMMSa5H26aPeyXu+fuu+kxLvY7kbVAANCG9Rto8KDBEgvxIifub+HiwrBSYVP+NQcOIt4BPsln+cAn2GkQwTqHixdDaxw5YgT9+7rrqCYH5UiFDfZpAlTnzp4jbiQAGUgDDh86LOZbcEEPGDBAKnKYVBJ8/si5ySiGDD/nTKaoE6UAAT6GUJyfC8oFNGFQywVZ0kKZHgqMIYgxQWCMp/EFBtT4WAOyKejGSFSBMYS5pU1ETgJRBUZvjXALGMDq1LhhI4lTEPJvt0IF4hzAd/pl9+7Ur09fARgcKFgA/yFiGgzIQkMcOmSo1EBEO3J07MhUlx1p0MBB4j8EoK1etYo+btuWnnv2WQY/jlZ1rWT4DfESCOZp2aIFtW7Vijq0b0/jx4+XgB8b8C7/cZk2MyCj3e5MDjBq5EhJ/reVCAA8ymcBwJFSYpMGhKo1KjBm5r2LB4L+XV2e51mRZGIyza78fjEna1RqZuaXtlp4Eog8MLopDQClpUuWSmSoqWGYp9XK0sqCzsvrO4Du6TOnqU2bNo45FbUWLbMp1gK4hWA2BQuP+EOt++XyU5qiCZZ1DM8DjfdTTi1BGpsNisa/GpprSYExMy9YPPMoBhcJrziMCcFvVsW/MdEM84Q96NmkOSowZmZuaauFK4FsAEYDNFhDJrAfrx9XxjDpFx5guQDqBzGTWmGoK/0AZ69B5jdQXo4bO5ZQASNmPbNJzd08SA8UvcLIpqSeE5dhfInyt+WGgskWPs3urOlKwE6cSNdQZocCYyhizNWI7QjH3xhU5BPNZBb70VzmZRwnwC5gdnrY2PG9IfPFeWChQFmY3lymBTb8c2fPeTssBca/uMDzKKrCPg7lSs3M3NVW85ZA1IARvc3L8oQN+KJFi2ghR4d6EfCw5ljAYwJwJADG/j6P2AYDYtDcEEmP0lZXQR9n6jniWjsHETUe+RCwg7nXBca8XEwGZPEMOzjtDfmRhnc63nWhzF8FxlDEmCcwQvsbzkBXu3Zt6s+29lVsj9+wYQPNmTOHOnToQC+99JJMWgz+Wq5P9jL/G/k/cG4j3Bm1HH/8wSHMDtolZeYJ0m9VNcb0ZagtRE8C2QSMBjwAXohAtVMtTBSorCuu2yaeFuZ3Afm1yFxapQeIORU/TABQjMbqA2G/udb0H2sj+u8x8gRoi6HOFAXG9MXpj72RHRzs5zzZwFqD+malJDpsmpgzzOTDYCNC680335SwZfz26aefMmfhNHFMo2TMh1wG5rp//FOIgHFdUHpH+k+QmRYUGDMjV221cCUQRWCUAgNxtDsDNjCrmkoakoZxxSEIN98FmUyN9gjtEuch4hTtxPM3+n2Ff7FWiBxJrFu4Fi4kfAphiRuDYCLvzfom9+DDXuvwWzzXUkZmgwJj+mINAkYkoWJg1zBJL4h8EbEVVHoFkw1VrBFpBdJxUMNhMiJXB7+BSR70SCAFsNkrbDNC+k+QmRYUGDMjV221cCUQNWDMzxQJEIJ7Bm6cnTt3SsI9+FER/TmaN9wo8wS2mVmcTrGLf0eAi9m8O9okm0o50vSLL76gRg0aUtvWbdiytVZALk//o6xjV6SyEEjFQWgC99CA/l9JCgkiUOFOMiWtkNc9buw4asb1Iz949z1JJTHlsrCWIsVj+fLljtbr0xhDnxEKjOmL1GRWoNwUDvwbA3eJJ1j7z9vR37m6BgbUbwo1/8bgowAndkrwMRo7PybDqZPfUlWmkuvauYunMWYDKBq/h0alpj+/tIVoSSDSwCjRnjkRoQDFNWtWU8+ePSWOAWvNpo2bmNmmpPCogmFr6dKlDIozOdrzE3rqiScltQJczUaDQ1pE/br1hEcVEa4PPfAgPfhAKZrJqR1GezQRpnZsBa7fvGkTNWDOVtSEXMb32csxFbu40hBAuCGD7MsvvSwKwY8cyQpC85dqvCjsYE9WrEQ333Ajfck5jaaCBqJdhw8bJuBpW95Ci0S1p5kCY/ovnQ2M5m9j03/5xRfp+n/9W4BPJlqAbdxMQP+kQhs7mBlfysOsXOVW0I6N4Eq/95lrQTXGzMlWWy48CUQdGD1/IK81yCFsyhrYtm3bPNMkNuBVeLP9/LPPeVypCJq5yKDZ4sOP6DZmq5nNQX8AVZw7ioPdEHH6Hec0ApwQB3EPJ/y//OJL4vKBJcwLsnGjSmE+PXP6jATJvcNgeuzoMY9fFesaABVUl2+/9bb4DtevXy/gjbxFJPkDQN947XUhFti4YaP0Hf1B2gnKTS1dvCQz5OFmWikwpv+Cebn4hifVFSomZfmyjwuLg4mkiufc9odAYyLAVAHWiY/bfuyZLewJmJGdUvri8FpQYAxRmNpUZCQQaWCUiE8nFkFy/j7+hNqw6dME3eCdlOoaXKgYbDQAGkP7hs+FCxbSjf+5ntpzySpcDzMnqN+EIIDNooZp5hNu83EODhSCciso0PZn4t63cyGEFSuW5xRKtgoOA3SncTzF0SNHaf/+/ZLjiH4bgnKYfG9hrXH2rFkxZOYoaVWtytNCRCDVP9xAn1AniAJj+uK0gZHnCA8iiY8QfKhPMkPDLcw9iJ2V35Qa5Bsw2iMGHHXPYM9HSoc4otmRneua9LufsRYUGDMmWm24ECUQdWA06wyqYwC8YHq0A1ngrkHZqeqsMZrEf/M7/H//4mC/IUwPByYafxK9CaTp1qWrcK2KxmitTd69ee17rHQZuQ/YcWyFwPZLglkH4Ou/D85ZzxyvoK6DNml+xyeCEmHKBaeqfG/VhAxtWigwhiBKN/rGq6wBHyMP2Gl2Otdi7sC//7//5eoaewJ9hPHAEXb1DlyBAybUy4gCM4PvL1YcQvcz1YQCY6Ykq+0WpgSiDowGRKZwzh8C/1b6ku5NPUb48VZzcCAqVABsQBUHIH37rbck2MaJdQhIvufva7MJFJymqLVoa20mKnXu3LlSNg/n/XaJg3RcE6s/ajVG23RTN4zLCdayN15/XUyrcg836haabHmurIE0NuN/NL+FNi8UGEMQpQFGN/AGGiQGFyYBDO5//nmdRGTZNczsXRNMpmBykPIvPAHwd+9evWgdR35dc79zTAxOiLNhgwh9MoQgihj/tRuOrYWKQxasNleoEog6MIp2xhtoRMKjSgXqwdoABI2xGptSUVrqE3bTAODebdacHnn4YSrNEfCIUpVoUBPEYwEW2tnAGtzbb75F33JgoD9SXu7DaxUITG68/noBLwCxCSiUNctXks9ok+YTax1iMnAPkJl7fbeCit7gyhpPsDXuhGsKDn0tzHpg5DxBT+sqrNclCBhdUAAjxEvMVl+GzQrr160XcLSDbDBpEBUGcwF+g2lh4MCBErX108WfpPQUIsQ2btxIBw66hUN9u7jCeuz87qsaY34S0t+zUQIpA2P/AbIWQAMyIBDG8wdZnQAu9d+pJ7UV9zGzVlA9xue4UDG0ReRaY3MOBi6QjiP45gs2lZrKFl4wD7eJyNa2zIe6gdcyv2/RXteQjnHbTTdTnbehMTq52/kx6hg30kVe877mklnDmLwcyoBjqnXp4lyQRqRrmYdLiyXONhOHIU9pI5uA0UmHcDSmuXPmCisMBjUqwAhh2oWKsUsSKiOOLH2CzRaVKlSiEcOGs4n1tDA4HGJzxZgxY4TRHnZ27NLebf4uV69+kN6qWYvqsBkCR03eHdV44QWhXfJ2aNh1ZcLpHNrMcmiqNF0jRIFqU5GQQFYAI687dbiYL1IyAHh+YKzCvj8TfGP773bv2kX3siaJ3Gn4KA1YYR3D+jR48GCaxcEwxvplTJy2DxHfbeI0jQfuvY+qcd1H8TFaptD8YivACDZo0CCJgL3K13n+R6O58mfjRo0YGB+RwCAboEObINkEjGKiFFt1MDByzEvh/Gcy/BGV6h0WIS4DJJzUX7Fju947demd2nUk5Pizzz6T5H6TC7Rl0xYe8MbUjM0PTTjEGmHWzfg85PWgBIsTEYaNQXakbAgfIk/sXKZUSfZMfqjMC6VcqcnLTq8ITwLpACNqHWZaYzSm1JYftqDStinVpX3DelOVTanPIir1mBOVig33Ff5EZCi0zHvvLinJ/gYYEZWKtI3p06eLdon3GofUXrRMnOZvnN+4YUMqcdvtktxvolntc3FfpHHASmZkumb1GimFJaDoMuYIY4/LlGOuh8JQkes8IqK1QDRG1mBN0Yf81i6cd57JCqo/95ys+cavis+/mWlovgT12eNly4qJ0LFDA0GSm6wS/SnAEF2NUZ5JfI0OMNrOZoRRI9Lre/Yh4uUwtEhB5wZNNr9vMXS7enLDke/ZcTVGBcZ8ZacnRFcCYQKj2VOn87R+DcwxW/7JhQhGSPANAmzs9QQ+xqqISuWoUpOuYdIkUBwYUfTYvH///feyRsGaBa7n3r16S1AO/H8wwa5csZIWL14sG3sAKv4+dNCpxYhj146d9MB990vh4x0cYW/AFHETAMp9e/fRxEkTJZXtd24D17dt01a+B2Di2M7WNmioBjzxrFcuX6GnuVgyAnsMM44tg3Rk6V2bl8aYD24VPDCKNhZfY0wSZ0ORn7FHG0AMAkY/QNqTNBcoSvhx7GHviILMEOE9SLgt2Rrjo+xjxUSX3Swz7Ce7KRKzv7vRUI0x3HHS1pKTQFSB0fMFsqaFv7dt3UYP3l9KOJrxbyzYoF1bwSxcN3F+ILTCPgx2M2fM5IjUqVK8GGQitWrWFMYagNcPP/5AXbt0oVtuuknMsk+Ur0CVWFOrwFGhZTmCFUQAAEbwQf/3P/+hmq+94eRcuyWm5nF0KgoiVOVE/+HsRoKFDLSXkyZNomFDh0keJK7H/ZGCAfMromVxD9yr9COlpTAyIlHNOghX1CMPPSLFlUUT9ZlpkxvNOGf7gHFwVDVGDxAsYISaHjUfY17AGARq/u8MGbD9mes6vkkYO81QJpCvkZi+uqbUBfPnkwJjJqStbRaGBMICxrCiy4MsTgARxDHAHdOhfQemp7wkpOEwnc6ZPUdAaTgfI0eMkAIFY7gU3iQuZLCaK//AmiU+RAZTaI1TOI0D5w4fMkwCYvA5fOhQATNE0ItPkYMDOzKAoTKQ8U1CTmjnKGuXE8aPp48//pg++ugjat++vVgOf/iezaUM1tBglyxaTEOHDOEYDNxnqHMfBtJRI0YKG44dADSXfZCI2TBmVFjiwtYY0R76BpMutOtBHBAZOVNqLlMBmwkgHAAj8miiblIsjJe3sO4ZBIzz582XqFxPY1RTamENj943BAkkAoz+NQvggeR5mBWx2AJ0ULFCXC3uZ6pd8wOjx5UqgLWJ6ter5wTgwBIV4A8M5Ttek2FObdeuHV1gQA6ykuE7Y/lx/KAup6vEjeTwu/r/Nm2h/zCdggkMZmI76EbaS1OOfhcYNhLYGCBQaSBrjMZPap4j3ngVmCk1ZuBdIRpghIqdtkBSnZF6XS4J5AWMtqNcTak6ebJVAqkC4xCO6AQ/KajMHD9gThxCfottfrLKBY7uOmlo1/r06eMxzHi+PjeARvKnmakLhw0w0qZbPs9/zTXXVIrzTd7h+HHjaS2z1QRVAbLbdWJMchL24Q/1t29MsXbUK0yuIA7o27dvTABTLqtbfsKK97svNkQ0RgbGyswrC2AEnyyie/PTTgsHGF1bOWzVd5QoQYcO5KjZCpCpzojwrvO/oJjYMJuU5tBqOPqdnaL6GMOTuLZU0BJIBRhxDaIzyz32OAeoWGtWSGbAeG4a3Bc+v5UrV9L0GdO9Ek/+DaykfvlZtUwyvld02MoltJL08Y6D5Qtk4AiMEWAEU1e8Nn0bgvxcTAZ8kQIylfMj7UCcoGtTmQ+5rJIAfD5OHD9B5difOhn0cz6y9HibmQIHRtvOjMioShUrig3aztFRcExlWoR3TQwwIgScXxTUYKvAznT4EszOMZU7mrY1+CYV6ek1YUkgGWC01yxEdFZithb46zytyQdG6fQxaHHHd8aECjOkqX3oNxvGaEEmgMH69Mrpge7S1UbFDOyaQG3TaaIaXDxAtGVgm1FR19HcMz+tLVk55rJ0QYNmwJ/ILEAVecw8vmrf8wbdp8CA0dilbeFDrUZo74tcv+vc+XOBqQ/5DbY/klT/zZIOeCny+k5SaLzDNQ25DPqYINhFojzNxzxWxmSSqtlIgTHZ113Pz4QEkgFGe2EHZygYZRBxCbIOASzL75ef5pTs73n67Yw2l6JWl6hfMtk+56X5xvM9hn4P16SMFMOqHFGLtcvUf/SbmgsVGP3mOSOg/Ux8e2/Je5g+6Gv67XenmjQmm11GRf++WqDyQI6SmTzYvICLERGpCB23d5epLFgKjKlITa8JWwLJAKNh6oKWBRYXuBNAxVaLma1QaimXTy9JM2NYoKDt5Ph7gRlbtmyhl15+WQJvjhw+EkMikJ+2WmAaY9CgmUUWjDAP3P+AFNgEUwPydBD1hQNVoXHY/zbf+3835+V1vmknqA37Xum25W8/Xl/t/gQ9o78f9r+D+hivjUSezZYbiH2XLV0mlFSgllqwYIFHIZWOqVuBMewlXttLRQKJAKPfyuWYAB3T44ljJ+i1V16l+zlnrwkzXSEtARSXC/k9QT3EnE/8rUfGZTB/gaxRqPv4Vb/+Mjb33XMvR/PWp1PMWBboe80jArZQgdHYmhGVCofsC89Xp4qcEPrKSy9TbWZlBzM7Ps3f5t/+T/tc+7eg8/GdOfzXxWs/r/ODfovXn6DnsPuTbFtB/fe3Z8svPznV5lI1uP6tWm/KjljK1/C/13GUGnyLhl0/ndB0BcZUlnG9JmwJJAqMAo7m8LFgge1lzOgxAozPPl1N6M1yHbyeYU3DUSngb/Od/en/zlzvtVHObYs/K1p/B12XdFto0+orrg/qo90n/7P5n7eS6afpa0Cb/nvGa9/uD2QtfbPkjn8jarhlixY0l3M9kc/pEMoE1MF1U08iY0r1/Ixu/g8WXCy8J9mXBeqgPr17U6cOHXOO9tbf9vf6d6yc0pRHZ+v6YZz8i5JZ0N7NpPIz66eyWCkwpiI1vSZsCaQDjHbACvLisPiiYgWKmutRuDJAtDA4rX/+6Wc3sjZ3+koic6nANEZ/Z/ymVeNbxCc6hQmnR+HJwGbr94AxhLB0BcZEXks9J9MSSAYYTV/iuYOQAmDqsCYa0KLnxScDSEc2Jj7FruaRnz+xUDXGXMDoM0/Y0ao2SJp8mnSEpdcmOAnd3CVbXnEd+imuXAqMKQpOLwtVAmEBowa8xBIcRFkeyUygwtMY4wCj5yRlkmovudTKE0rm4fTcBCVg2CIgZyP3fCLrEmw512kKjKlKTq8LUwKpAKN9/2QAIMx+a1s5EsjkGBQaMMbLq8vvYXViZEACvrxHE1wjScBILvbxQWKMUv1PgTFVyel1YUogXWAMsy/aVmoSCMKK1FrKfVXkgDHf5PSwnlzbsbZeRn13PmMS/mN/SltqCoxpi1AbCEECCowhCLEIN1H4wMj1GQlHVGswFeHBj/doeRHnpCsOBcZ0JajXhyEBBcYwpFh02yh8YPSvwkVX1lnzZAqMWTNU2tEUJaDAmKLgisllCozFZKCj8piqMUZlJIp3PxQYi/f45/f0Coz5SUh/D1UCCoyhilMbS1ECYQNjvKDBFLunlxWyBAoPGAv5wfX2hSMBBcbCkbveNVYCqQBjfhHzCo7RmWXpjoUCY3TGslj0RIGxWAxz5B8yk8Do5+WMvDCKSgetcHoFxqIyqMXkORQYi8lAR/wxCxQYk6yPmm/KmrYXp+ZsTq6ZAmPEX0DtXqwEFBh1RkRBAmEBo02fCH5Oj6PTrRKvdJQJ0lGGIS9QWko7DnG4aO6+Is6y6Ujgv0IxpcZseBIo6pnAc+gpaUhAxiOBcUiFjNffLQXGNAZKLw1NAqECIy/IWEh/+fln+v677+g7PQpdBt9//z1dunRJKmyYzUquNS4PlCw8YMxnIY5X0SHZBVzPT5zk119WKi/ZpbpCKTCmKjm9LkwJhAGMaAMVgPbt20dDBg+hD959j+pyYe86b70dc7zzVm3SI/MyQFH1dyB7fNauQ21at6bJkybR6VOnXO0xd03GeHOqUIBRiG5cDk6zGOPz6rWrcQtKKsAlDnBhyUrMEWweCpOTUIExzOVd20pVAqkAo9AluqY5XP/LL7/QxAkTncK+FSpSk8aNqXOnTtSlcxfqah1fdOlKemReBl1ZzkbuHdq1p7rv1KUyj5SmV19+hXZs3y7YYoqtm3UossAoHUWHeQH+448/6NzZc7Rn127auGEjbVi33jnW49hgfeJvPTIpA4zBmdNn6LfffhNwdOz1OTuuVBckBcZUJafXhSmBVIDRzF2sVQDFzh0700OlHqSePXrSKS6OC9Md1jA9Cl8Gv//+O/36y6+075u9VK9OXXqqYiXavHmzmLztqOFIAKNf8xBt0S1MfPjwYfqqX396ttozVK7sY1Tm4UfoERwPPUylrU/8rUf4MoCsjVwh88ceLUvPVK3GO7CudOzYsRxHtmsCT3WRUmBMVXJ6XZgSSBUYTVDHwgUL6EEGxQkTJggQmnUMC685TDCOfjpBSZk+rrr3gOXRGQPnnqdPnabXXnmVGtavT/A94rvIaIxB5jjHVPcnbd2ylV5+8SWqUK489erZk5YvXUa7duygXbt20W49ClQGkPmunbtoxfLl1LdPX6r8xJMyqfbs2ZPjxGZzUqLRXRp8E+Zyrm2FJYF0gBELK/xYMJ1e+PFHTwuJFxeh6RfwnWX+iCmX51q3YJEESM6fO4/xpRxbIjfkRKzmUT6vwHyMubRF14R69swZeooX33p169Ke3bvp8uXLXsfxUObw7MNhhPVqG56Mg8LJjXkbY3H40GF6/tnnZCE4e+ZsQmaIvBYv1RjDWtq1nXQkkDAwWgs65i6u+/bkt/T4Y4/RpImTcpnmwvTHp/N8xfFajsIQTdCxRJrDcdOdPHGCqj39tFglHSxxtMZCN6XaE8b4FLHwdurQkaowMB47ekwm2TXkopiHswJ0zAOHFVii7eQO5jFyR2Hia5hYbqjz5k2bxbQ6ftx4Z+K5u7FUXj4FxlSkpteELYFkgVFIVfidwCK7auUqDuooQ1s2b3GsKPyeZCKCO+xnLurteWlnJkDqGq9x/PdVXq/gb2zerDk1a9osoTWsUDRGY48/cfwEPVXpCRr09UBnEZbETBfx46RzFPXBLYzn8zbFHnGEM6FkIeDNysWLF+l9DkWv+fobXqBUXrst1RgLYxT1nslIIB1gXLZsGZUtXUZcHHZCf35+q2T6p+cmLwEHGN0D6xeAkQ+M9W8cGNWyRQtq0qhxxIGR83+gidx9510cSrsjx0SHBzKgGGCWTl5cekV+EsgFjBZbhNnEDB82XIJzLly4oBpjfgLV3yMvgYSB0S2i/tc1XnB5kQUQLmdgfKzMowyMu72NYiKRjqkIJaOWrTgdSvmeZr32mZ+TbS8VOXnX4N48Zo6G72r5Bhg/YmBs3CSawGgiUTGRFi5YSCVuu50uXrjoddZzYAMcnWcknpPe32kJTS8OlID77oucnb9ztHbx8fJiMH/efHqUd8lHjxz1dsmpiFNNqalITa8JWwLJAiO/BmLNQuTj8mXLPWCUSEvXX5UJjTFZUEnq/KIKjDYwi68RGuNv1BLA6GqM+Y1V4ZhSXT/V3NlzBBj/+P0PT0s0kUXScdUYw14PAtsLNKUard31q8yfN0+SZeELVh9jgQyL3iSDEkgYGN2Xw/YxQmMsW8YxpTr5vbH++jC7nRTQue+sHaNh1tOgftpto89J3cv3zBJ74GmMiZGRoG+IZ7C17fwAKyHZBgRMCTBaptT87lN4wMgCmTtnrgOMnAcUOCgKjAnNg3RPyhMYMXldjbEMa4wKjOlKW6+PggRSAkb3XXCAMceU6l/Yw3o+f8CifR/j27R9nLEk5m6EpglEsSM1XbLtvIDRC8QzmQEuyYd3XxPZHw+MXU3tz6sumbc5zw3ci7EMBoBjWjIMAMZLTFQiwNjQ8TFGHhjvuL1EjMYYA5AKjGnNj0Qvzq2ZS+Cz878BxvnzSYExUYnqeVGXQFrAyDm+to/R1hjTee68NDb0F7ysZ8+elWA4HPD340DS+g8//EA/ck4l2HcMQJp+wQRsoslhCgYrDM73+0XN/UWT4/vhPHOPCz8698GBe4MRywZif98RTAmtC33Cud79+Tu0AeYgO9Hef306coy5lhc3MaUKMLakpo0cH2NkgNF0VvyG2CG4GqMAo60xhiYRbSgMCSgwhiFFbSNqEkgYGK2Om3dheQAwhvF88YDRLOyLFy+muXPnCtnG1ClTOfWgKX30wQfU48svaeCAr5mQow91+6IbzZg+g86fO+/mKufECyA9btu2bUKi0v7zz2MUEtuUKiB8+QodOHCARo0aJWDy4fsfMg9sZ+rJ1+L4snt3mjhxIoGxDIDtaYCuJnmC8wanT5tGTZs0pe18T/yOclDow5YtW5hjdgLng56MSbZPBLBSkbMHjC0VGFORn14TIAEFRp0WRVEC2QKMpp9Tp06lfv36iQYHrRAujYdKlZJ0t2VLl0mFj53MFjZi+HAJkvvg/ffpFFeVkLxwgBIrIj989z2NHDFCYgWqM2nH77/9HqM52cBk+GCRq1nillupxvPVJRoXzFgbmD1m5IiRQszydJWqtICtSQA8Y2aFprhixQpq0KAB3fCf62ndmrUe17IBqUULF9KnH38qGqUds5CfJpfKXFRgTEVqek2eElBg1AlSFCUQNWAM8ieij4ZQoO4779DRo0ddEhTHHFqlchXmln5WIsVhdYPmdpk1PbC7/Pu6f9EITrEygCWJ7gxYMKE25ZSFF557Pk9gNGQGMN0+dP8D1KBefdFCcR/0CW1Bc32SgbnkXSVpzeo1MWxa6MvMGTOoxK23SiEIx5Sa45rB7926fkEd2rd3ChVYBQpwbpj/KTCGKU1tSySgwKgToShKIKrA6JgccyoO/XTxJzFldmzfgS796vgP8U4CoJ6uUoWeY2A8fuy4gOKVq1cEsBZwatWNrKm1/7wd/frrr0zSwde40eU///Qzvdf8XRcYHd9fLiByWX7Qj/PnzzvAWLeeFB++4lanQD+uXLlK09ike/ONN1GtN2oKWJu+Cz8p9+OOW29jYNzg3MfydeI8VPCpyPzYa1atzmVSDXPOKTCGIM14dv6g3JG8nOXJtJMqIXcIj5tvEwqM+YpIT8hCCUQVGL0AGBccd7B59OEHHxKfogEdDxhZY4TmB3+e/OZSOAJE/8Ma44TxE+gqgxe+/5Oz3Y15FCxW1aExMpDl5dfEbwKMD5QSjfF7NsUCGFF+DvcD+B1kPyRKOt17d0n6Zs83Tok6t8rFwvkLHGDksoEm+MZ8IrgHQTjV2BSL2olgpvEHA4U1rRQYQ5BkfmBnADK/8/L6PZsSNBUYQ5hU2kTkJBB1YDT+uuFDhlFJZgdbt3ZdLmAEqICabsL48YSAoFkzZ1Lbtm3pgXvvoy5cMBnA44CpE2WKvxENCmD0m1LjrVfnzp9zgLGuA4wAQ2h+BhjPnTtHdd58i32J/6F5nOss9Q4NMHJprhIWMHr3gFmXARt9eYuvrfJUZfGHSttBGmyas0eBMQ0BBk0MbwdjJbNKFqtQDuWfxGpHatnnKzD+RaM52g0vBMr2iJxQykr/UwkUkAQiDYwm95A/W3z4EZXlYBkhE7DyD40pFaDVr29fGjt6DPXigsmvvvoqPcrnd2f/ncdSZeUQ5gWMthnXrF1GY2zoaoyodWhMogDv79m8it/+869/0+zZsz0fKH5DUI5tSrXXUwAjku4/+uBDur/kPbRv774Y4A9zGigwpiFNP9DFA7VEANFvDrFNIAIAWUTpoxpjGpNKL42sBKIGjMaf7/niXJ9g3dp1qDwXbvcDB4CxKnyMzzzrmFJd0ASQdeG0iv8yUL3brJlEfdokAADGD/LQGG1wRF/OuaZUDxhdHyN+g4Z3mjW9V2q8SLdz5Or6devcaiNOgWAUc77jthxTqr0uwu8JU+5nn3xKJe+4k7Ywb7a9ToY5cRQY05BmMoBn7OSw2+PI61oZbJxnoq4UGEVeqjGmMVn10rQlEDVgjFlDTGUbBpd6dd6hx7nkm/jvXHOo+Bg5PUKAEcE3x497dSHhAzx+7Bg9wn7Je+++h3bv3B3DQ52IKdUGx/OuKdUGRmNKBfht5ZzER0o9SJXKV2TO6wvCGyuHpTGu56jUGOXABVUPGO+6m7Zv3ZYQuXcqA6/AmIrU3GuCtDx8h2gvRHbhQFQYJtbPP//sMUx4IOkLN7YjsJAvhGgw810ujTGNfmf6UtUYMy1hbb8wJBBlYPRAhAHys08/Ex/ftq1bYzS/3xGVysE3z7PGiKhUmCaRswgtDoWUYX7FdbamiXaxdr3vRqXClOnf1HvapauBnjtrfIwclXqeo1LdZH6cBwacNq1a08033EjjxoyNSddwolLnSbrG+rUOMNoMQegv8jE/eO99epDzMQ8fOuQ9H/oU5n8KjGlI054g9u4GeTxgm+jIBZU/afuxw/7Atvw+vfuwbb8fjRs7jvZzcq2ZUDbAYkcEpokeX/aQ88AmgbYVGFVjTGOq6qUhSCDKwGhvtidNnER3lrhDgmtsTQ4AVZkT7JGoD43RrD8Avn59+kpifeuWrQS8bFMqfv/w/Q+oBkelmvxB0y6YbvrytWtWO+kTuA65i6Xuu1/8iABG+BgBemfOnKEvunSlB/g3RJXiPnb/jMZ4J3Nhb1i/IVBjlOCbWm/Siy/UEKo7E3wTwvDGNKHAmIZEg4ARAgW4IbH2zZq16C62hY8ZNZq++eYb2rlzpzi8X3npZWGSGD16tGiV9uTARPvkk0/odo7M+vTjTyT3yDGpWgU1XZdjGl3P6KWqMWZUvNp4IUkgW4Bx/779wmQzftx48SMCPLAejR0zhv79z+vo9ptvkShTbL6/+OILqs8AVqlCRWrHOYzH2KRqb9gBRNOYQadi+fISLQo2HUSVOjmJV+hrppX7n//zP3I9uFHBptO7Z2/6v//f/6H777mXWrN22Lt3b+ratavcpy6beWdMm+6B4l+uywh9hELw0Ucf0f/jaz9u05Z2794tZAP2+ijpGlWfpi+Z0s78Fra2iOmlwJjGSxYvKhWTBqbQtrz7KsVh0Ciq7OUGMcjBro6EWeQN9WUt8leXxBeDgQly4vgJqvLkU6JtesCIoqemmKYCo0alpjFv9dLUJBB1YJTgFl57oNV17dxFolOhlWFNAaAgShV+x28YcODn27hhoxR+38/RnT9+/4PlV3S4UsUvyRtzgB1ACgc2+D/99JN37knmLl3CfKzIWYQJFlrcrl07aS+fh2R80MNt3LiRdu3cRadPn47RRP2uKLSF89DHXTt857v5lmvXrqVnnq7mmXtNG6mNaPyrFBjTkGg8YIRQ/2CtsQ0D4wO8a9rGTmKPE9DN1zl08JAk4T7y0MO013KS4zxEjD3Du6IYYLRBUYFRgTGNeauXpiaBqAGjPIVV+9Eu+3Rg/35q3rSZgJJtFrW1r3h/G7NsfpHynjl1/wHq0f1L8f8JKYDFxJPrHgJwTp6kE4gIAM5h7vGfb5uIAfifffqpBOF5tHUZyGFUjTG198O7Km9g/EPs9UicBVO80DIZ9gf++5JbHfqf//t3Gsn8hCYKFed9++23DIzVPGDERFNTqvoY05yuenmaEog6MAqIuPyisFAhFaJLly6iqfl9eYGgGJBnHXSeAStootAg4R4CEEtJKfgZrSPmekTjS8S9w4HqROc7h/gn4wAqrgEQzpkzhwYMGJBTfsrOFU9zbP2Xq8aYhkDjpVyIxsgmiFYMjPcxMMJ2btcRQz4OBnrIoMH0r3/8k97nKCvjuMZ5pxgYYUf/WEypjo1dgVGBMY2pqpeGIIFsAMbYvL+r4jNEEr2/lqJ9nvxtAZZJrfBATYAsB7hsLQ4+SH9ATi4wddPTcmo8urUeDYmAH5A9flTnvvBlIsJ26ZIlDo+rWwDZXn9DGN6YJhQYQ5aomTQARmiM94vGuN0ZTJ4A13C4juvRI0fRf9gZ3qRRYx8wnhI7umNK5dIsBhhzLCdRpkpVEvGQ55Q2Fw0JZBMw+k2QYuaMo5EFAU08M6rZ4Dub9Zxixva/42l+nknXNaEa06/xZ3qAzKZWB6ydA4oEUtfEfOo9Q24WsTBniQJjmtKMZ04VYGwVqzEKKLrAiEFGqZd//f0f1O6zz/MERnvSZXKXlKYoYkzMeAnmM71TGY6OQx048wyp3MM8syb4pyI9vSYsCUQRGONZrWxzJ7TG73/4PibCU8yebtUNAUxXKwwCPKxlJ0+cpB84QCfeWmRAF+va5SuulQvtWpR0ORqoRV5ia4suEF5C/rcF5NAY4V5C0I/c3zKhZmo9VGBM463J05T6u2NKjdEYhUiXD56QMEEgkgulXhYvWuRFeRlTaq7gmwD7fxpdz+ilkIsCY0ZFrI0XggSyCRjRV4AL/HIzmSgcqWLDhw2j1199jd7mPMAWnBaBElNtWremlh+1oMmc+/gj1120wRIgB/Mlqmo8xkw6T3JFjP68mf/Jl39oQBjnI3IVkfavvvwK3+ctat6sObVo0UIOpG6M4RQ1sOzYaRjmepSomjZtGtV8/Q2JljXuJZy7efNmGs4FlQGQ8cAxzCmhwJiGNG1gtM0Ukq7BUamtW7aUqNTtbB93GORN9NVftGrlKrqVuQLrvF2bk2DPe2YOnIew5WpsSoWPEe3EmC/cXRXuHdX/FBijOjLar3QkEDVgDFp/DMjAFzdy5EgJVoEGB63rHKdSlOI6iU9WqMQpZNtFAwQDDhhoyjz8iOQYmjxGrDlIjXizVi3q3q0bDfjqK6r52utC/N29W3cvACZGw+T1DSD2ze49dCvXW6xRvbqkhSCxH4AJiw9iJ8oxj+vECRPEN2nWNqx7K1asoLp160rB5HVr1uYKyFm9apW4pwCOmfYzKjCm8ab4J6Zt1wdjTVveIT3MFEs7uT4aQBEmAEzQtWvW0FPMQIFJsnnTJo+z0IArBh5Ev58ztZOXx+iWbTF2dwVGra6RxtTVS1OQQJSB0V57BGSWr6B6XCj48OHDHogAIJ/mslPPM/MNcqWNORWfYOS6nkFv2NBhAm5guxnPpanW8FolUaaIlucNO7TGypxjbbfrrYPuGgW2G6x7jeo3kPxJA2JI09jKSgIq5NzDtRhXch9thQJr4+xZs5yyUy5X6jWrUDGeC2khWBcNMYqaUt1Q5Llz5tIdt5cQwPCEksIkD+MSezLaA4wIsCWLlwgbxE3/vYFashkBJgQw3YDV5uWXXqJP+RO+N8MjaK7HRII54f777qPqz1enTQycEvVl2erNc4fxDJloQzXGTEhV2yxsCUQVGI3WZkyPFy9cpIYNGlLnjp2Eq9kAk5SdqszAaJGIgxAAxzxeV2/893/EvCocz2yGRb1DszE3INqJCxqXe+xxh9JSfJOxBRHQB6nHyJppg3r1pMTUFRQ+doNmLrPCAOab25h9B2ZdtG8CanAPU3Zq/boNsYWK3fVvD2ujWFehXfr9nWHOD9UY05CmHZVlQBKfsJWvYrV/HvOlzp83X2z8oFJC2PTadWtl4pgoVeP4NpMDdEtLly7la+fJgQRdkzibyYmQhhhyXarAGKY0ta2oSCCqwOiPDsVmGrENs2fOiuEbvcwR7h6JOKprMIcpnuniTxfFRHnrTTfTjOnTPQtWkKm23WefUe233pY1DtGidiCMWZ/89RhRvcPkcF9h8Dt65Ag9zVrj3UyXCVYwWQtdZpuF802hYuZKdQOCzNqK81AS69lqzwgRuUndyISioMCYxlsXNyLMrYuGiQP13z5yzApO+oY/ZNns+sw1dv6j/35pdD2jlyowZlS82nghSSCKwAhRmHXBrC3Ij76HyzIhwd9oajgH2lk1NqWivNTQIUNpFpstR40YSc24BuPDXAaqJ3OnAvDMZt271tXWEO/wEtdRnDh+gps6EQCMvPaJxsimVAQXfv/d9yTA6KZfYF0Dyfg7DK43sIaKzb8DjDn1GEtY9Rg9ZYDbBWkBghYBzCBDh8vJkIiH7VpSYEzjJYsLjL78HtvM6uXsBESZ+nd+fg1RgXGU+Ccu8K5RZIM6lfqfSqCAJBBFYMyt1f1FLbnC/aNcpADcqGKJcuMbHFNqFQm0Gc5sWzOnzxCfYu3atYXw+3MuAHz0yFHX9Oqmlrn+RQAQyMQ/4CobUhUDQObSv9mEAPj7/HfnBRi9eoysmRrNEiAIsMRvCOSZM3uOgJsx1fpNqZ5Ges0BRriVPuLnQ1AjzLk28Ic5DRQYQ5RmfkCZ1u/YGYbY10w2pRpjJqWrbReWBCINjFYy/Dsc6V6eIz+lrqLFEmMKFSP9AnmJBlQATAP6f0X/j6tkvMmpHE6pKFi0nCh6xEEgSBDmy/Ps6skBI4vj1OI7NaZUozEarQ7XObUfT1INjp+4g8tLod1AjZGDb4yW6WnEbIHzChWzGRbXKjBGMPimsF7QqN9XgTHqI6T9S0UC2QCM0A7rczTq45x3iCoVDmG3EyADjbFq5cr0HPvokJYBwLsKd48bcfooa5IwwaLCBfKtjWn2EBcE7tunD6debBWzKM63rVtG2zMgZUypfo3RuIk2btjA9RrvE7MukvZt95LRGE1Uqm01u8b3FmDkcnzoJ1JOFBgVGFN5lwvlGgXGQhG73jTDEogyMNoA8QkDB0yZqOpjXA4OMP7uBd8AGB0TJjTCq1JjsSyzVKHowb69e73kevj04Htcx/5KJ4LeoWJDOocBNANeJnL+/FnXx8gAjRztK1f5Oje4Bu2h1iLMqCAfN2BpPgGMJW69ldavXZ8rkR/9RSAiiiYjH/PQoYNeHmTYQ6+m1LAlqu0pV6rOgSIpgSgDo9mMoo8z2HeIlLalS5Z6GhVADFRrlcpXYB7mp7le4l4BGQAVqm+gfuNNN9xAHdq1p19+/kWCa1DcuFmTptS/d19atWIlLV+2nJYsWiza4/hx40QDhR+z3eefM3vXYgEpQ1ByX8l7qG7tOnSco19xH/gl8Xc7zkG8l3/r04vr0LpF2o2PEtfO4ch9pHKsZgIUMed6pCiOGRaAXOuNmvTaK68STLYmODHsCafAGLZEtT0FRp0DRVICUQdGSYlgIDly+AhVKF+eRjHzjQEr1HidNnWaRJ+W5zxE8DMPHjiIGW0GMHVlS6Fw68NUbmdOnxEAAui0bdNGgnLKsVkWwTxl+CjN5lbkEYKk5AqD53AO3rmRAfUJTvyHbxKJ/0MGD6Z7OYG/KgfKdeWyV0OHDqX+/ftTK+aOhra3iCkwAciepukG+IAdp1OnTgKc3bp+Qfu5lJU/zxuabRUOIAITD0hUTBthT7jsBUbmIvWCWcKWiraXlgTUlJqW+PTiiEog8sDochQjcrMzA8xHH34ovKYAOuT/wee4Yf0Ggo8P+dHIdwQnKXyHRxjQ4L8zJlloc9vZh7eBz123dp2kfsCcup6DYnYwk9evDGwAXZhkly9dRvXeqUsHDhyQdA/wspr7bOL7gOcUbcFEC83R5CVKhD7/b4J8oLmae8J/CBBEypv0CZojH+g32HtQB9L2P4Y9ZTxgbNGSmjZqkoM1eVBxOqko55hb9jn6ioOZzHPi82+mg+ZLqOOPly1Ls0yyKT9csuGViMY0+X5gvikREeabsAejqLSnwFhURlKfw5ZA1IBR+obFkQ8OCvXWSKRoIGDmvebv0vr1jq/OaI4InpEAGvlE8E1OnrUBRfPpnJPzu3Otc405B+ZUJOmDqu0y+yBxb7mG/Za5crgBcgA4E8Hqlp8SrBBQ534iGMi91vZh4jqANQozTJ08hc/he1lBQKHOVJYnnu8SbzBasjbdtGEWAePvqjGGOhfCbEyBMUxpaltRkUDUgVF8dcIW4xT4hdbVq2dP8RXapNu2CTMmB9FXesrWyPypZgZsD7KWOGXSZK+0nHxvEZcEpagZGjkBSJPzHefeBoARvTqdWXlGMRE5QNEOKgo7uR8bDaMxtsomjfFOaIwKjFFZL3L1Q4ExskOjHUtDApEGRmiNPtIQ9BeaIygmDZl3WrnUVvsGsFCq6sKPF2IoLo0GmM69bPCGnxHm2dWrV8f4Jv11GdMY2thLoX2z7GCSzipgFBJxBcbQ5kHYDSkwhi1RbS8KEshGYISmCN8hwCUdoMrNsGMl97sE4XlpmOncG+3iGWwTblB7oc0Rv8bYOIKmVC+R1MpjzKUxujuZ0ASjDaUlAQXGtMSnF0dUAmEDo1nbwn5cW9syml2697IT+m1fZJCWau6fznOlAqTp3C/m2mwBRptoG8E3fmD084+GJiBtKCkJ2JMZO9X5nKxbhpOGUV4rnZfFtItCp8qVmtSQ6MkhSiBdYEQCvfCXImjETZQP3T/Gz+vX7ux/pyqOvADQjr5MF4Dt/sXTUuOBZqrPltsX5DOlRk1jjNEWXXV97pw5wrEH1Vp+d+mOwhj80ARbTBuKD4xHFRiL6ZwoSo+dFjAuW0ZlyzxKe3btjqExyzQw+kEk1fFIVoNL9T75AWNe/QjjnmjDAP1vTEyAWrpNXGC0TcVB9yqwdI1YM6pj00aNQwAjCnAaYPTbtsMSkLaTnAS8SevyLKIWJTRGMParxpicLPXs6EkgVWDEgrl27Vp6lN+FjZxHaOoPZmoznwmNqrCBsSAA0cw4A4xg7Gnx4UfUNNLA6ObHrFm9Rkyp+/ft93Zeakot/EUkZuKidhovBrO53huYMk4wFZQCY+GPkfYgPQmkCoyocHGMUyZgSkUtQzt1IkzTY3pPl9rVmQBhG6Ay2X68J8Y9TVHkt7jaCFiC/ObiyGiMsMljsT2w/4CYJCZNnKjAmNpcDu2qeJMWCwjGajAXTC3LdFIIe1ZgDE3s2lAhSSBVYIS7B/Rp4Pf84P33mYvUIeCOu+i7Sfsmed/7LKTnLtK3NQQJAakooKgr/3g5IRRIJIipkEypjOI8wUBui0KVr7z0stAPSQhvHkV/kzUB6PkOe36qByYQQsNPMjfjKy+/TC0/auHstlAsNQ86pbxePtMXDb4p0ktU5B8uNWDkQA6XCHvxwkVSFWIuu4OwjsVUp3DrKUpQTrwjjfcy1fe5yF/nytqQIphNPYopf/jBB/QC141E7Uq/lh8JjdHzNboBOKgXdj+XR+nbp6/U87LDh/Xv4PyigpILJhAY8L/o2pXKMVkxuBLt3VYqq58CYypS02vClkBqwOgAHcARPKGoVvHkE0/SwgULheLM1DLUz2uRkAWCOg8ePEifcumuMo88wlSmM51NjC/IM1LAaOy8mET9+/ajB7nmWOfOnYUJvsjvbLJgtwjtHQwVcFhj4zJ08BCntIyEp6vGGPZCre0VrARSBkaX7kxcQUyh1rhhI7qPq1a89+57NHLECJrOVS+mT5sulGfyGe/A73qEKwNL1hPGj6e2rdtS+XLlxIQ6g2VtSmPZKYOwvhYqMHpOWP7DjnjE7gsRQ5MmTJRyJwDImq+/IQsyKHwQYotPPQpOBs2bNqOneCeMkjHVn3ueVq5cKWVhEtlp5be8qcaYn4T094KQQDrAaG/qkQYAs2rtt96W9atCufKyEOPTf5S3vqvo/u3/tK8xvwW1FXRe0Pl5tR/UbiL9Kcx+5fvcIntH/i/WeJG+5lJcp0+dzmHaQTCOxekaGWAMilIywRxIHh8zarSovk0aNabGDRpSQz4aNeRDPhvpkUEZQN6Qc/Nmzalbt25SaBS+X4+c2NZ0U1y9FBhTFJxeFqoE0gVG806Y+Xz5ymWuf3iaDh86zMehhI8j7rnm07426LugtvNqw5wfRluJ3Ceo/3k9W7L9SrT941xCC4GCOa47J0DKaIuechYVjdHrh0WUa/xWxjYPDfKniz/RxQsXxZavRwHKgGX+M/t67YACP8GvM6lSW6cUGFOTm14VrgRSAUb0IMjNU1A+f71P8jEX+brlogyMduf9IKmO7MJxZPuJFnLGCIuDc6TynwJjKlLTa8KWQJjAmO/ia1taEolY1XPiR/MmIhthUUswGj80YORcNrtQcaoLZNzdl6i7zsIblLqRKx8oXp6Qfu8VPs1PZgboIHf7kDHgsi1yPT7NYWSbwmplA2PlpypzmZsfvXpsKTSnl6gEUpJAqsCY0s30oqyTQNJ5jI8xMM6cMcsJ25d8tvSf2ayz3trrAaO7KNsgl/7ttAWfBAwwOpuRnEOBUadKUZWAAmNRHdlwnis5YGSezMctjfFayMDo4Z8LjAK6RmNJQ0sJR1RFtxUPGFnWXIjbM5V6JtMQ2Tv8GuOPqjEW3YkV4SdTYIzw4ESga0kDY7kyOaZUJ3w//afIte7awOj/Mf3baQt+CVjytrXHTAPjU2xK/fGCa0oNYyLpyKoEEpSAAmOCgiqmp0UCGHPJPi//YDEdqIw+dgHK29YYY4ARNlz9TyVQQBJQYCwgQWfpbfIERn+06FFmlXdMqTNdH2MOeW6oz1+AC3Wo/c7WxjIs76CoPXClIvjGM6VakXvZKkbtd/ZIQIExe8aqoHpqr1MeMD77HH3Vr39MRY6/2ScibQLA6ATfOMDo+BidsFj9TyUQTwL+DRb+PWbkKKry5FM5wJjBKug6MioBvwT8wBi0eVOpFQ8JBI19DDD2jwOMDgg6wAiNEXyAJr/QbrR4iFGfMhkJ+CedyVMdxtyrzz5djUkcLjhlexQYkxGrnpumBDDnQGLRuVNneuO11wMT99O8hV6eJRLIDxjB5W1oAPGZS2M8d+4cVWHz18ABXzsa45/BdciyRB7azQKQQBB5A75r9+ln9E7t2vTHH38kVB+tALqqtyhGEsDahZJq3b7oxuWIXrCow9QKVoymgTxqEDBi43Ty5Emqyng3asTI+MBoavN16tiJalR/wStYG8SQUtwEq88bXwLepHMrcmDCnTl9hp5n2333bt1dk3zsBkvlqRLItASMFQxF0lFX8eyZs7k2aDl8muwukv/1v6Imgbwo/nZs3y7l9pYtXRZTDjFGYzQTae2atXQflyGaMX2G7LikuLBbW9Gom/kxrejv2KYU5cPJ/4jRFhkQAYog9h3JO7AyD5embVu3BS5GRe3l0+eJngRQOg3zcf++/fRo6UdpzOjRspaJWd83dw0sKjBGbxzT7VFQ/MOfrjVhxPAR9HTlKnTk8OH4wIgGMGlA8N2qZSt6rGxZWrFihdjpDSAqyW3yJLfFQWYy+bAQXb1GkyZO4qKhpalDu/b026Xfci1E6U50vV4lkIgETHUMrF+fcDUfREjv27fPY/QqDu+lPqNvveZgUtSbBaPb/v376clKT1D7z9vRL7/8ErNOxWiMBlkhzLNnz1KTJk2oVKlS1KZ1G1qyeAnt3buXjhw5oofKINcc2LF9h+zI671TV4q6dme/zo8//OBwpPp254ksanqOSiBdCdib+VOnTlH1558X8/7a1Wu4ss9Fusy+b1jE9Cg+Mvj9t98JcTTz586jShUqUq2atSTgFAqhbRX1gNFewMwJF368QGNHj6E3+WJEqpZ5+BHRBB7lw/4M+g7n2Eci5+Mcf1vx2jB9iNefwmzLLx+7r3a/8ns287tfdsk+W17jEK+tvMbU/1tpHrfSPDcqcRHXBvXq09IlS72AGw2RT3d51+tTlYBjxXAsGdAQ9n6zlxry/HysdBlqxJ+dO3aUDdyX7Ae3D/jF9SiCMujeXeoAv8DxM4/yHIBV9MSJE4Gb91zAaADSU8EZSc8zwm7ZvIVWslkVi54eKgPMgWXuXIA1YQ3vwvfs2UM/cZ1H23wji5OGNKS6tut1aUggKFoa2sLsmbOoVYuW9FatN6kmp3HUfP0NPYqJDN6pXUc2QSuWL/fWqqDNe6Ap1T+hoGbC3BDotPY7sfXfgaHBQcLP5u9Mlew/mZHc+KavXnEDG7BLBzGE5i2msazrpelKICi/VnKzOQAHcRRSHN0USsenFk0v2gXjOZ8aG3ekj13hOXAVlgTGq6DSh3/D5EtmgY5f3DbBopEKnEnJO5mxKchzc4DRMVU5JquAwzVnpbvI6fUqgVQkEC9U3/YpaYBK8QkoNKQ1MuYGi9zkAXt+/e3alV8Jx1XrE3/Lcdn99J1jrtFPR3Z6OHPFkwPmjXWofHSOFNYc8NYy33tqz0/9O/Z9LdLySHC9/tuV338gPVQGOgd0Dugc0Dmgc8CZAwqMujHQjZHOAZ0DOgd0DlhzQIFRXwh9IXQO6BzQOaBzQIFRTSZqMtE5oHNA54DOgeA5IFGp+p9KQCWgElAJqARUAo4E/n9kG6eo7sgxDQAAAABJRU5ErkJggg==" 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groupByKey:先将元素通过函数生成Key,元素转为“Key-Value”类型之后,将Key相同的元素分为一组
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" alt="" />
filter:对RDD中的元素进行过滤,过滤函数返回true的元素保留,否则删除
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BBMKm28Qxj4CnLqrZeLN3oOKA17PV2O9t4KlxRngb058BSOygU4ANvtk4dOioHBNiT7jRUbSoRqZ3tQIAnwJNYulYqCgjwlIp88nBJKJAz4IGKi6WbXb/upPfatqPy7FwATzJ4m23fxkZ9+/sVP66ge1gCuYWdC35ml+kdLMHsYLBCYtB6LO1A4gEgafXZV1+OoTLsTt20cROaO2cufTVmDG3ZXEAd2D26LLtsw4W6VYuWNHLECKWOe/bZZ+nrr79W/YBdpz4DDwBtJbeL1Dy6PIMAT0lmlzwTBgoI8ISBSxHrYy6AByCBjRyqrY85w3TtmrXov/7jP+mB++5X4IOgTjgKIOdaewaMK1gaAmh0bN+BVrAdBk4A8EwDwJS7vCy1atlKSUaQlpYtW0Y3cw63y/i7Rx9+hMZyjjfkcVu5YgW9w3E8ZVkNd9EFF9KlF11Mla+prCQjqN++Z3Vb+3bvqXbgnIB7582b57hRC/BEbOLLcBwKCPDIZPCdArkCHoDEzz9vIASRzuFYnfkcLDpn9mz19zqWYCAN/cRSzfy585XkMo+v+XPncfaCDSpYdAFnPcBnuObO4fIJfK9OAApPuHFjx9JSBi6oy7RaD5IPsl8jxmdgvwG0cOFCR1KCswLej7ghXOgL1Hk6R5wAj+9TUxr0iQICPD4RWpopokAugMdM2gm12c6dv9Kv7GSAC3+bUfrq8x1F32vPLqjBdm7H5zvVpZ6xvdMgLenLLL+gg1Z17jUnTsf2WtN90O2p7yGdiVebLJkIU0CAJ8LMDerQcgk8Mck34yTiNGNp3MXjkInaK4Gn/sxdT8d9r36f+bn791xlohZ36qCumOj1S4AnejwN/Ij8Bh4nQDRBnRs3YAThb1G1BX4qSwdLSAEBnhISTh4rOQWCDjylBarSPh+U4FFJElryOS5PJqaAAI/MEN8pkAvgKa30kEwCMsHGbCvZc/G+L21/M/W8ZC7wfXnkRYMCPHnB5mANMozA42zkKvtB8StTG33Q3iPAE6y1E5XeCPBEhZMhGkdkgGdLEQAFDTAy1R8BnhAtrBB1VYAnRMyKSlcjATwMOtsKbODB73axuKj9FOCJyqoL1jgEeILFj7zoTSSAx6Vuixrg6PEI8OTFkvR9kAI8vpNcGhTgCY+EJMAj6zUbFBDgyQZV5Z0JKRBq4ImoSi2exCbAI4s5GxQQ4MkGVeWdAjwRASgBHlnM2aCAAE82qCrvFOAR4JFVIBSISwEBHpkcvlNAVG1i4/F90kmDgaKAAE+g2JEfnRHgEeDJj5kuo4xHAQEemRu+U0CAR4DH90knDQaKAgI8gWJHfnRGgEeAJz9muoxSJB6ZA4GhgACPAE9gJqN0JCcUEIknJ2TP70YFeAR48nsFyOgFeGQO+E4BAR4BHt8nnTQYKAoI8ASKHfnRGQEeAZ78mOkySrHxyBwIDAUEeAR4AjMZpSM5oYBIPDkhe343KsAjwJPfK0BGL8Ajc8B3CgjwCPD4PumkwUBRQIAnUOzIj84I8Ajw5MdMl1GKjUfmQGAoIMAjwBOYySgdyQkFROLJCdnzu1EBHgGe/F4BMnoBHpkDvlNAgEeAx/dJJw0GigICPIFiR350RoBHgCc/ZrqMUmw8MgcCQwEBHgGewExG6UhOKCAST07Int+NCvAI8OT3CpDRC/DIHPCdAgI8Ajy+TzppMFAUEOAJFDvyozMCPAI8+THTZZRi45E5EBgKCPAI8ARmMkpHckIBkXhyQvb8blSAR4Anv1eAjF6AR+aA7xQQ4BHg8X3SSYOBooAAT6DYkR+dEeAR4MmPmS6jFBuPzIHAUECAR4AnMJNROpITCojEkxOy53ejAjwCPPm9AmT0AjwyB3yngACPAI/vk04aDBQFBHgCxY786IwAjwBPfsx0GaXYeGQOBIYCAjwCPIGZjNKRnFBAJJ6ckD2/GxXgEeDJ7xUgoxfgkTngOwUEeAR4fJ900mCgKCDAEyh25EdnBHgEePJjpssoxcYjcyAwFBDgEeAJzGSUjuSEAiLx5ITs+d2oAI8AT36vABm9AI/MAd8pIMAjwOP7pJMGA0UBAZ5AsSM/OiPAI8CTHzNdRik2HpkDgaGAAI8AT2Amo3QkJxQQiScnZM/vRgV4BHjyewXI6AV4ZA74TgEBHgEe3yedNBgoCgjwBIod+dEZAR4BnvyY6TJKsfHIHAgMBQR4BHgCMxmlIzmhgEg8OSF7fjcqwBNc4Nm6dSu5r23bttGRI0cIfNO8y+8ZLKMvLQUEeEpLQXk+bQoI8IQLeABEhw8fFuBJe6bLA6JqkzkQGArokzM2sy1bthBO1HIFgwYi8QRmmUS6IyLxRJq9wRucBh38FOAJBti4Qd8LfETiCd5aCnOPBHjCzL0Q9t0EnkOHDlFBQYFIOwGT+DTwQBrF72LjCeFCC3iXBXgCzqCodQ8T7vz58+qCwXr79u20Y8cOuQJOg6NHjyobD/gm/4QCpaWAAE9pKSjPp0UBE3jOnTtHp0+fliugNDhz5ozDm8LCQnEuSGumy82JKCDAI/PDVwqYqjb53XJPDtvl64SRxiJJAQGeSLI1uIMK2yYr/S0OjMGdXdKzsFBAgCcsnJJ+CgV8pEA8wPWxC9JUhCkgwBNh5srQhAJCAaFAECkgwBNErkifhAJCAaFAhCkgwBNh5srQhAJCAaFAECkgwBNErkifhAJCAaFAhCkgwBNh5srQhAJCAaFAECkgwBNErkifhAJCAaFAhCkgwBNh5srQhAJCAaFAECkgwBNErkifhAJCAaFAhCkgwBNh5srQhAJCAaFAECkgwBNErkifhAJCAaFAhCkgwBNh5srQhAJCAaFAECkgwBNErkifhAJCAaFAhCkgwBNh5srQhAJCAaFAECkgwBNErkifhAJCAaFAhCkgwBNh5srQhAJCAaFAECkgwBNErkifhAJCAaFAhCngO/AkqugYYTrn9dC8eJ7XBAnp4IWPIWVcALstwBNApkStS1LNMhocTaUMeDRGKqPwokAmDx5ZBZ6/uffq+rt43fZUPhP2h4sCqfBUQChcPEVv0+Vr+EYoPU5GgUyvWwGeZBSX71OmQKIN6vz586SvTJ6cUu6c3FgiCqQLOub91qlTrrDTINkcKMnE8gV4zrPEoy+vQWBDUp/rn7aEVJIByTO5o0Ai3rqBxw1Cueu1tJyIAiZPvQ4P5meFhYUkV37QwNmzea9WwJrmvywDD4MJ/5cIdNABNXmdnzYI6QHJiSk0p8ZUJB7Nb/Mnfpd/waSAG3jcfMPaPXfunLpMEJLfiyT8KNLi7Nmzit96fqQLPhkFnngbD0BFTdi/rY5qRuB0hAGcOXsm5vL6zH2P/B1Ls0DR4wz6Br6eVfzFpgRen8flkmoTgVUwt+L86pWbP+5NFLz9888/acOGDTRxwkTq27cvdejQwbrea08d2negjvZl/q4/k59F9AkKLcAnzSv9e4f27emD9z+gEZ9/Tt/NnEm//PwzHTt2TK3rv88X2fBTBaCMAU/C0y4DTqECn6JTwJnTZ2jd2nU0beo0Gj16NI3+YhSN4mv0KL70T/wuV3hoAL7ZvAMvRzHvxn79Dc2fN482bdoUcypOpjd2TlL5tc8HbrRxD5N8gDhx/ATN+m4WNWnUiK6tXoOuvvIquun6G+j2OrfSHbfdTvVuu4Pq3W5ddeUKHQ3cfKtTq7bic6WKV9LNN9xAPRiINm/cRIW2tBtj30syk30CHlvdxuh48OBBGjd2HL384kt0G0/QqpWrUMVyV1AFvsqXLWf9lCv0NLiCeYjrygoV6fprr6N6d9Sl15u9TksXL6Ezp0/b6lXrICJST+DwJqZDxaSewvN08MBB6tu7D1WrUpVq3VyTOnXoSLNmfkerV66izZs205bNBbSlQK7o0GALbfhpAy1buoymTJ5Mzd9pTlcxAN1z193qYKlVramCT8aBJ573UuG5QtrE6PjEE09QxQoV6L577qUPur3P4vkENVnXrl5D69aspbXqWmP/1H/LT4suYbk0/9bwRF3KB42x1KZVa7r1ljp09VWVaNCng+ivv/6ivwuLu9m7gSjYW3J+9C7GzsOHx5MnTtB7bdtRJZZw2rZpQ3/88Yelcilh2IQ8V7Jwk1zQTa9PqNDnz59PDRo0oDq33EK//PKL5yEy3grJOPDE0wkX8AnokX89TDeyKD6YN55du3bFTNb8WML5MUqvOXCG7T4/sx3gnbfeVuAzfNhwOnnyZEIXa3E6yP18cTsX4GQ7fdp0VqtVUlLO4cOHnQ0nmfSai41S2swsqJmCBdb03Dlz6DpWv7Vv9x79dfRosQNIToBHd/LIkSPUtHETqlKlCi34fgGhw8niOmTCZHbC+E3PYp48yl3+bwU2zz/7HFWvWo1W/LjCUz+cqrie+205+j0weQHQ2bt3L7300ktKxbL7t90W6MC4bBiYHfucl0dq9EkW/hF68M19ANHr++yZs9SnV2+1nqGGU58bTkQ5BZ4VK1ZQ5auvoe4fdFegk0wsDz/n8ncEcY3RhjfjmtWrqeZNN9O7b7+jvN4SzYf8pWQwRq75iQ0FvFJruXJlGjx4sKdeXw4NweBbpnthzgPnUMm2PqzdlStWKqeD/v36F9vfcwo8AwYMcE64yv87iS4400ST9/lHgYTAY4PPURbJG77WkOqyw8GePXviAo9/vZaWEm0Q4Ck2G2wys2bNossuu4yWLF1iucgncA4RqkaHAp7rmqVczIFDBw9Rg/oN6I3XX6dTp04VScEJ4vOyZ+OxJ+Spk6foxX+/oNQru3fvVqckL7FcTkrRmaQul6hiRmdM1jFfjlGnpO/nfx/35BxRioRqWHpdgmfQVowaMVLZ6BC3k8ymE6qBSmcTUiDegRKCBByFHn7oX/T4I4/SkcNH7Cw0lqkgBxKP5SZ78sRJevThR6hJw0b05x9/phTLIXMgOhTwmrDYsBYvWqS8or4a85VS4XhtYtGhQnhH4gaeIYMGqwPDli1bBHjCy9aM9BxzA4KEAp4H/0V3sdSzf9/+XAOPhXgwJj/GSNi0YWMHeNybUUaoIC8JJAXcumH9N9znEeMzcsSIuMCTj15tXkCdS8Y6/LMlnqGDh9C11apTAcfo6MNCLvsnbeeOAhp4kMHg4Yceojvr1fcfeDB8r00GEo8CnkY28BRaOZ2iqFqLJ47mbmrkvuV4NLGApwIDz0gBHoNN8ejleIr5zFK3xDOUnQoAPFsKiiQen7skzQWEAibwPBIU4NF2HC3xNGN3auR0OsfAY2ahDggNM9INAZ7iZIwLPBwkbEk8scAT1UNJqhMsqMADF1nYeCDx1BCJJ1V2Rvq+YsBTt15uJR61eGy/fkfVpiUeOBcYXm1R4ow5rniGVx48REP7gpgYJQp4j8VrM0V2ChN44jmcRJ86RSN0zx/tthqzXnyeLyLx5NMMTG+sMao2tvHEqNqSlLbBs2dPHUz7Qg//4e6m1wbjSDyNLIkHCeVypTZIj6zp3+1WNXoazPMQeEw1rGPjEeApNsG85k8xCTBHwGNKPKJqS39viOoTcC6AjecR9mpzA0+iMWcUeMyG9CIqDjxFOZ2ixgw38OpNQ0d36yJZ+axOSgQ8UZsP6Y7HDTyId8L6cQfY5kJKxpzVqjbl1SY2nnTZG8n7QwU8uVg4fnDdC3hU4B0nSMXmceyvYyq31elTpy3JLybNSGy9Nz/6m4s2BHjiU90EHizoGZwTrQdn+zigNAWoe2Knp/EIwPZ6a7waiiXhuwBPSagW/WcEeALEY/fJFX7u8+bOo25duqgszQM4tQQKKZ3nlBPFbBsRN/sI8CQAHvsgArUWDipTJk9RGT9QgAv5Dt1Ft5LZSgV4ArQpRLQrAjwBYKyXxHP8+HHq1asXVatWjW668UaqwnmuLrvkUlUoazanH7HqWFj1itzPB2BIGe+CAE8KEo+dAwt1T6pxvaory1egLp07KxtpXKcVj9dq4DnP3+HSf5eEqSLxlIRq0X9GgCcAPPYCnoULFtKzzz6r0oejFMTPLOmgJPDFF15E9dn9cPfu36gQ6jhkdVXlwY0ysgEYU6a7IMCTAHgYGkAfnRdtyreT6Xq2pzx4730qTU2rlq1UlHiqWR68gAcAVJJ/AjwloVr0nxHgCQCP3e6wMAwPHz6clnIxNKQP10kVDxw4QA0YdMqVuZx+WLjQAhw7qFaAJwCMzFEXHBWtlngYeK7jmJkJ48YTat5fflkZ6tWjp/IiMsEnXndF1ZYjRuZRswI8AWC2G3iQqXXnzp0xWXz1afb9Ll0V8Mxn249XvAbeFcV/IvGkoGqzM0FD1VajenWaw9Ly0SNHqTvbeq7gOdOuTVvlcBBv3jjz0FCvmSBUknklEk9JqBb9ZwR4AsBjrzgmL/UbJJ9uXbspwzFqsisnA7HxBICDue2C6ZSinQtqsKpt7py5CmSOHztOrZq3oPJlr6COXP0zntotG3FyAjy5nRtBbV2AJwCcSRV4kI35ycefoDdff4MQq5GOwTgAwyxVF0TiSUHisVVtU6FqA/DMZeCxP/tj/x9K4qnIDgfdu3enw4cOWa7WWT64CPCUatpH9mEBnoCx1msjwOI9x9IOEmTWr1ePK/etsNUlXFCJNw7lYGAkUA3YkDLSHQGeBGRUmZSKnAumsjs1gjXhig/g0ZIxbDxdu3ah8uWuoLat29DBgwftOldwzy+SnjMZLyfAk5HpH7mXCPAElKUmAOlqfW+wpDOCywGcPn3aBhr2alMebdHM2m2yRoAnwURllzMFPFriYeCBxKOAx7b74HvMIzioICasQrny1LNHD1WAyy35CPAEdFOIULcEeALKTL3RYrOATn7woEHU84MeqkSskwrFcKUWr7aAMtKPbtkeABp4pkxxAc95LjXNhxP1Pcd/wcHg/W7d6MqKV1KXTp3pjz/+4O+Q4cBwyc+Qj4pIPH5MgPC1IcATNJ7ZahNTdfLtpEnUs2dPtUFo12rtmRST1y1JZtegDTWd/ojEk1jigZQST+JxnFAALIWW5IPDTPv33mObT0Vq17Yt/QWboXZWiUnJlKQUMXfLy/1a91aAJ51Znj/3CvAEgNfx7DpYtAs5Xqdzp0702y4OGOUNwwEcPsHq4FENUtnwSgoAeVQXBHgS23gSAo+yARaVHNF5AFFuuFWrVnRF2XLUp3dvzgn4lyX1CPAEZdpHth8CPAFgrRfwgDHTOdnj22+9Tdu2blNpT6AigdSzbds2GjVqlPrpzkAscTwBYKjfXdCqNtueA+cC08YTz/vRSkD7l0ooitgw2H4OHjhYFJScgsNKsvQ6IvH4PRnC0Z4ATwD4pCUWLc3AbXrGjBl00w030l31G9BL/36BXnjueXrx+X/Tc5xGB55tTRo3VqWfBXgyZIwIwDwoVRegatMBpC4bj6VCs3RiMcHKtscb1GytWrRU3m5dOnVx4nxS8ZQU4CkV1/L2YQGeALDeDADEYt++fTs999yzdPttt3FSUL5uvY1ur3Mr3WZfdW+/g6ZNnVakdkvhZBqAYZaqC6JqS0K+RMCj5kdx4IFKTdmF2PkAkvR77dpxYtGK9EG39+kQ4nz482QOB8nS64jEU6ppH9mHBXgCwNpENh7TicD9u2fgaQDGk40uJAKebAdBZmM82XhnjMRTo8idGp/H/DMdWOBmbceCHT9+gjq178Cu1hzn06qN5Wpt2xXjBjlbeFbs0u0J8GSD0+F/pwBPAHiYDvCYDgYCPGc9DeFRtXMlm6rFVG12ypxEwONI23YA6p9//EmtOZt1OXY46Nu7j1XPRxWTK15+IxU6C/Ak41p+fi/AEwC+xz1NeqQzcd+rSyI4cTwBGE82uhBP4smnfHWJ6Gq63yOOx8pcYOVqKwY8kFDizC0cbA5ykCnifJBepzPH+fxpu/Gn4+0mEk82VkF03inAEwBemjYet2u06XgQYxi2Nw4FPDwGXbCrpHVTAkCGhF0wgadihQo0kjM4nD17xtMDK5WTeNDHm27/YoBHe7V5STweerGYeWUDFeJ82rZpQ1dVqEgdWf2GLNcIMlUOB2nYFEXiSZeT+XG/AE8A+Ox2LnC7v+pTq7ngrWdwco2vXw/A0DLWhViJRwPP2fjAE8/qHdHPi0k81WIlHgeMUwSec4XnaN/efUrtBm83qN3+OsrF5FxBpskYLMCTjEL5+b0ATwD47mnjsfOvIdWJVWm0kI3A7jII+Qo8FVniGakknni2h9KoL8P6rGPj4Xo8Ko5HSzw2WKip7vg/W6cWz7GqDAecmJZjyZBYtPsHH1DZy+04H04sah2AvEtyuKXNvAMeRd84dI14leB0tlIBnnSolaV7E210WPjLly2j+fPmUcHmgqKNooTG3iwNIeuvjVW1MfB8DlVbkcTj0BBloPPxP3tTg41m6pSpcYHHkZLtX+LOPTuDAYDj8OHDXD67JV3Bks/7XA/q2F9cyRTAk8IcjDrwlPSQkvUFE/AGBHgCwCCvyYsNZMOGDfTaq6/SbbfUUcZiBJQOHjSYTp44EX/R50UFUqjaRqos3dgUv/jiC+rXrx/179dfXQPy8Oqvxm/RoGmTpnT1VZVUBVLTHVoJPNo26ACLnSLHDSL231qKsuJ83qMr2eYD8Dl08JBt7yl+ujeXVFSBJ1XA0RsssoKfwLrNcv2jAGxnKXVBgCclMmX3pmKeanzK3L17N7XjgL6+ffqo1Dm9e/Wim66/ga7ijMJIGqozFhQriZAnwPMFA8+Jkyfp119/pZtvvEl5YNW66eZiV03+DJf7u9r8mb7wnfk3ftefmc+Z97u/d7/P63v3Z179wmfJ+uLVP/2MeufNNTnw+HZavHhxTJlrE3gSbZxe8WL4DBtn+7btuJJpOZVeBw4IzjyM43AQNeBJCjgK0M8raXzTxk00YuQI+uSTT+iLkSNp65YtlprSBfLZ3V2C+XYBngDwxe1cgL9XcLG3WbNm0SneXLG4T/LPTwYMpEsvuph17t2dmjxWEThrsiv9Ov8exX+xzgWWqg3As3PnTgU8rzdtRmu4UF7iazV/jyvZfeH/fu3atSoGx9woiwGPTgjKGauLqc1s77YixxZLskGcT8sWLags53br26ev8nZzx/lEWeJJCNh2IC5oOWH8eHqCqwX35uSrP//8c1EaIpF41PQQ4AnALu12Z8XfODGdPXvOyr9l5+BatXIVVWKJ5/PPPlOMA+CoQnCujMIBGFLGu+AFPABjAA9UkO1ZDQSABl1wYTPUf4OWZ86cUTTFT1y4x/xcP6c/h+MCVHkx78M7M3Cd43eoS/W3qM9n0Sd1gffWlWr7Zv/1727vyLjAY9hzlBOLdmYx6j3pKrf4efjQYZVWBxkOOnfoqMAoHviYEg8cHrZs3uKo6BxHh4zPluy90Dwkak9CU0KEVAhpHHNyzJdf0vHjxx1bpBlzF/X6Wck4IMCTjEI+fO8GHq1XVxOagQUbFDahieMn0JOPPU7bOSu1ukeDjvHT7VXkQ/d9aSIWeCrw4h6hpEATeNxJMPEMwAebASSdWd99R8uWLlUBkiiI9uuOHfTj8uVqczA3aZ21Gc9s3brV+a7If93Dh91wU3afis18MqZxP97pGa7MAD20bTpQeOam8crBloJXldecszZQDTwoHGfF7aAvoLMCYu4bPoPTS2tOLFqJbT5dOchUZThQxeRivd2KqdoiAjxuLYUe58QJE6lalaqW+zmrInGIMNVr+rAYkwPPlxUUrEYEeALAD68NSG+EGoRgy3ij2etKTWRJO1Ygn/UTUk/Rgg/AkDLehWTA0+G99pZayaw7wy7BOJ2PGvkF9enVm5o1aULX1bhWZWLesX0HvcmlxKGmW7pkqZI8VIwK0xEqzhbNm7NnWHUaOGBAEb0dwzxvsKZrrCs2phjwMDWS2gbs94G3SNA5ie14EyZMUBVnNW+T2WjcEk5KbUJqZsAACH/84UfUs3t36sUlsXvwT6gzIc0cP3GcvvrqK0JGBIA97se1b+9eatu6jbKv9WFbpAM+Bm3i2nhYvRdmiccBHlR2tdfe7t9+o7vq1aeb2Ra7Z/ce59CAQ07RekapeltLYdMp44slBC8U4AkAkxJtEH8d+4smTpxId999N1Xk0yXq82zdsjWmHIKjh4/wRHar2qDOMCUeDTzWomZpEFIinzY/7PshNXytoapnhI2xa+cuVJVPpNjUP//8c1VeApKFmQNv08aNqirnJRdcqLzEHKC3gQnvgrouhm+wk6QgaWgVi1a7IDbL7DO89LpxuhrUW8L4TN4mA56kefw8+odnMJZOrDKrcEV5pT67koEEcTudO3ZS0iIkbvQLXnMfMT2PolopaMxgjXo+8HIrd3lZBUIAzaIgU4sPeP+QwUOoBge1bimIhqrNS2Ls1aMnlbn4EvqgSzdauXKlAupJEyfRxl9+sTxR9cHI5EMA9p9cdEGAJxdUd7XpuWHZUsy+fftoMgcEvsdliq+/9jq6hJ0L3n37HWfxez0bgCFlvAslAZ7ff/+d7mxwJ9eY6UzHj7GunYEI9JzKGwJ+YmPHhqo2bPvkqjZ6BpiJDEwwoGOztYAHEpElFX300UfK61Dr+B0pK071zphNSktNCAyGKtAGHthO0B9IWK04W4AqSwDVlSlZeUhO+iSN+3FAgQu+KS3HA0MT7LZv204vvfAiTZ70rQo6RY43uGJjjKaNEYD7yksv04jPPrecW1BSgfsIV2HE+SDDAYrKIcOBRRMX8LCNp4A9uxwJTkuKGZ8t2XthPO0E1LWonVWG1+dbLEmjomvHjh2pAUtAt3I4xDfffBMn7ix7fQ3ymwV4AsYd98TG4oaeH5sSTlHVKlehq6+8in75+RfrNJwnXjIpA4/hjAG1JNRA0LdrFZGWhjRoKMBRAGCpP7QR/VvehFESut/H/ZTBX0lQzIclS5bQvffeS7t27SoCHpeKz9T/u0/GpopGn4D1Bv7Dwh/UJrXyxxW2vSRWivKSePQmDpsL4pmef/556sSl0leuWFnscOIYwe3xamkEEstnw4Yr6cYtNWm1kHJg4efmMiipPvL79b2QfABKHTp0UHE+3bp0pYOc4UDTWks81aMKPLxGf1r/k4q1q8Ou7N/NnKlsYAAj8PT6666nqytVonXr1sVIsIr/Adt//OqOAI9flE61HZ1yw+XqqhfxB1Br8EnczDysDZVRnsVewKPdqeFB5Nh4eDHDLoKy4JPYGeMyPoF2YGnxF3ZphZ3sDJ/UdToYSDvLOCsETuzmhgtaT/6WgYfVRwhMBeCcPnmaFi9aRA/cd7+yEy1dvESVJIckpW1t2GzWr19Ps2fPpgULFtBetoFogMP7sRGtWbOGfmNbAAzPy5ctpw0/bVB9gsTyKgcL/+vBh9R9lqE+OfDEHFS438gkDYmkSaPG1LJ5C475+la1Z45PgyvGtWbVaqpTsxY98ehj1JOllUU//MBqIUvFZ73b+qkPOBjTPXfdrd6vbT1/s5oR9wO4kFgUgN2uTVulhjvHnpkY31AOfK5RrXqRqg1eFiH8F0tviz8AXqxHBO0+/cSTtGfPHlvVe04deNqz/fGif16opEFHbRthtXgqbBXgSYVKPt4T74SsNzAEkyJ1yY8//mhtDjoGw96kfOyqr02lAzxY+Dh9o1Q4gAcb5bvvvEO9OAgXEfjQt8P7COqlenfUVaf3s2es9Dv6+hbAU9YCHnxWUFBAb735JlVliROnejh6YEPZwp/je4AXYjZ6sGEeapb777uPHnvkMQaWn9TGBGn13XfepWu5QNs3X3/DktTHSnV6/733KbCCqzycGZqzGlVt6B41cJLZeDSNlOGfVYk4eb/77rtKChrJAYxQnVlqRcuhAJvi0CFD1ZgqMFhc/M8L6AbuE1yl9+/bb6kWlUrQtkPxcwBMjB2eWzCmx3iyMR1A3xYMeLARIc4Hajeo5QA810YQeJSUzLz6ft58uoaB50UuU//H/j8cUIYX4FTOFl6hXHlq+OprMc4iml++LqSANCbAExBGeG0qmNBQw2i7Axb5l6NH0328WeHkGe9UHKAhZawrJvDAyQIpc7Bx7kIAqS3xaBrqTXXRD4uUg0C/jz5W1TS1hxicDKZPm6Y2fWy6cKkG8DiqLyXxTGaJp5zjXADp4Pc9v1MjdlSAhIV20T4WEIztLTiocujQoXSCpZUzp88o6ehG9m566IEHlXEZkhUkkIsvvEhJC3COwAaPTRzOIsMYAC5jw/SgTz51DPepSjwmYJr2HdABm/6mTZuoLTtLAIB69ezJQLvCcSE/efKU8sCaxzadjgykN7FaCP145cWXHDuTknZsmyMkmA8ZUC7hcYwaNdo5wWu1L9oEPbqxZA7JB+W0AYIO8Jju1BmbHf69KJ6NBzyGJPwEhztoQAZNlHqWpWNkHIEXpbKNuVzO/et9cFoS4AkAL9xSDpiiVDbfzbJOqTBuMwDBCIwT1dhvxipPITWB88CV2gTltayqSgY8oBXog80fwANPLKivsGlqeuHk/g57CFa5+hpaEQM8FtADeJAapp/t1QaeYANtxKdWAM9vu35T3l7YaL+f/72SnOCGDT3+urW41lLd2+9QmSbGjxun1E3jWNIpe2kZZQPR/YG6D5tTC5aGKrIki1gtfdAoCfA4Dg+2d5+OA8KG98OChfTwQ/+iB+9/QAGhVpVpNS7umT1rNo+lnvLOGvvV1xaw2Go/DXAAzUsuuEgViQNNHTWe3SbuA32R4UAnFu3HrtrXQeLhRLfWvA1n5SjTfmcC/klW7z7Ih4zabOOB+lQdGgE8TL/FixYrj0HY0fRB0u00EoBtyNcuCPD4Sm7vxtzAg5M5vNjKlStHDz74IPXt25cGDhxIbdq2obFjxynDpdcpN8qiu1vVlkjiwYaNiQ07DIAH8SnauUBvzKBhS47nqVzpagaeH4skHtu7bQokHgYe7U6N90GN1NiWePbYHl/gFVRKtdhO8j5LMHBkwIW4IXgfNmvalObPnadOuhOYd+jPhHHjrTIXdnYF9O35p5+ha9hpZNbM7xwPO/fp2i0Vm3PAfS/AAH3WwZ/9+/enxo0aKQlkERu8tUu042Rhe6Dh/u9mzKTKrDaC2g+qMi1Z6/Zw8Cl3WRl6+8232MZ1okgqN1SVeAZSeYt3m6tsG/ewd2F1Vs8VbN4c6hN/POABbeC5hsJ5o0eOUrzVWTJGfTGK6tS+RdkEtfekAI9VcuMRPgjdyZ5/UO2msn/hnrOnDqZ9Ye38I9FerxvHYnzskUepWaMmymMGjIyq8dzLrgNJZ8yYMYQNA9d4zv0E47he/F4ifyqMCwDOlqgLmQYeOAW0Ybflaxh4fmTgOcNSh5YwQONEwAPVngYeLB7EVkGSwOIBoHgdCgACk5iHUFEhhgi2AX0fpJ9H+fkqvNnPnT3HcUhwA0syG4++H23B5gQHh65du1LDhg1Vokqog7QEVKgLumkpxYh/Atg0euVVev7Z5wgu6bBTmAAFt2vE+zRt3ESpME1g0vfhM0joDfk9Va+prMZXo2o1tpVZwGOqm0o0IXL0ULx1h/FgLnTr0kVJuss4KBnZHuAF+cILL6iQCLdjQZTXazL2iMSTjEI+fB9Pb6xdeN0bWaKTLt4VxX8lAZ4lnJ354gQST+tWrZTEo4HHCe6MBzxsNIbEEwM8XJsGVTqh31/FDgRnOMebVmEpG8up08rbCxs+EkeiP4i3MTdyODs8++RTdDVLBjPYecRRtblc5VMBHqi4xo4dSy05rqYVjw+n8M0sZaB9U7XmnNztNnRMETze0GeoA2GL0hmozTkHxwx4/EHiOXmcJR7bZqEzpeNvlE1AzA9iez4Z+Al90n9AjHNBFIEHYwLgI5ciyoXDcWMAx2XhAGC684uNR5KEBmKPTnSKSgQ65skxrAs5VQakAjzOZmpXz3SAh208OkZF23hUrjFO7W9JPMuVxKOTrYKWONWXZ+cCxPHopJv7GXiUcwE7DcCAjPtOs6pt8KeD6HJWPSFruBOQaquuAGor2AMRaheo2C658EKapCSeolP/OW67JaukYFMay3Ygt93OPBm754opNQFwXnvtNercuTN9//33yjkAfdc2GM95pg3dkMDg7cZ/Qw33ZrM3lFu2eUrXbY0Z/SVdeuHF1IXb0YCm3m2n34G0DmmoEqsOkVH9MPdjiPZqs50LwjpfE2ka9HegCebBgT8PWLY8I2WO1/OproEo3ScST4C5mcokz5eJnBbw8OYJ9dAPCxfShewiDJsLgEdvnCqmhoEHOdsQe7EczgW2qk3fA+BBGpiP2e1ZA8+ffJqFFADpBlIEwAvqlNWcTBQxKnBU+IjtPVCJIoASBvz27dsrRxG8Q0k8rGobxzYSU+LB78pgz44IsEfpgFI3bxNJPGgPkhTKIZjpfNyna/Od2BQBzts4ZZC5ac6cMUN52znF3nS2BdCVxwEvwUvZ+QBu4XpT1XRDYO1rrF6DpIOURKA77EYAHhXHY3i1hVXVlGxdmjTPV9V4sm1VgCcZhXL4vXOCd+nEk038HHY5a02nCjxY6JjUcJnGZvdf//GfKn4CQZQ69xm+x99PPvGEklRgz4FXkvY4woY8kE/q//Nf/61UVngXgAmOBB05pxkAohEb6ruwPn8j53XDe1GwD27IZfl9d3LqFHiO3XHbbY7b9xE+AcO77oL/+V8VXAm7JfqhszkjWwFyyMHTTo3BtquYvPYCHlMiNiWbRICjn4EHXt26dZVH3mfDh6so+8GDByvX8NWrVjkxP2Yf4C4OhwFIirt/Y49LSEwcS6bcqLk2DyRCAHYfBnvQC2OEezl44c5cECXgSaYGTSS1Zm3RBPjFAjwBY46T6NgjFY47ut6thgvrQk6FBakCD+6Dqgi2jeYcPNmMC8S9+cYbyitwKZdEwISHGmQI69/fYhsFvkdJZ0gtWsWFPGVtOOEl1EXvsGcXMjNrLzBkcUbm6sacXBTqLM0DFOxDfreXOf4FsTsvcMzMJJZAtJ0HQYQt+TmrP2/SZ2wHgJSiJR8Y9NHPBxiwTrDdxEs9punkdfBI9WStn8X7AahwOnia7UuPc+YCZE6AQ4vjNWlnLNAJTfEsnA3uvvMuas7u33BQ0MGuyJjwzttvq3gVgJiZ4NRMElpgJglNhfEBvCeulsGVpTymjEUAx5HLLgnw5JL6Hm17AY8JMGAYdPf79+8vpn+PJPDoejN2ZgbE8SBzQEJ3asNDyzT0W1KAVbHV+dyxgRRV4cR91oZqFZSzsi0XZTVA7IoOBHSDPzZtBJf+hQzOOvjXllj1Ju028mspDelqbq1zq0qlo+veuCWeeCdrsx/xJOJi9YowTh7fwQMHOdp+P48JJRgsrzyVBkinyjHcpBey+lJle2BHCj0OlJ5AIb7KrGocwhKTo9a0aRaTnTrkAaQJtws38ARsbwlSdwR4AsANzxOsnchRFYKz4zFgKxg2bBgN4wj5KeyeqQuYqU3HzqmFd0Xqn6vQWTLgieeMoSULBSBIA+OAAUDGAiOnQqSx0SrQscshaIno/Dkrg7VWZ8Wou5SazC6mZmeXTt4nCwihmho6ZAhLE82Vd5R2DDDB0+v3pA4EOi8YSuB4SNIKaI3Kow7waPCxgRj9a9asGX0+/DOnOiukJmRggMv0x5y1W0lLtqu2BvC4SUIjNVF5MJirHPWhfoYzPtY3jgjw+Ebq+A3FO6Hqhfvrjl/Zg6gLPf300/T111+rzMgqdkJvIlEufa2Bx653U5S5ILYCKZKEuqWBRHp3r6zeyWxn6vs0Sh+k9D4DCMBvSB1QC+KAATsQDhfYzJNdymvPBgoFssZlxSfZmyE2xCKxGkjkzCM3TUzAhGca3ISHc/Q9pD3MP8Qtge4AHRSNM7Nbm/bJvAIek74B2FuC2gUBngBwJu4p1F7cjTgA8FEOpkWlTPPE66RUMTbDqATZuvZGKxkqb5KOxMNJL92F4JQqycjoHFtyOlGhtvgVQnW563RBxNMOEEfiMO9VRnpW081gzzIk9kQGC8TjtG7dutilP0ctHMSLwHblOBXYIIT4HCWpKdrYl+pHUTw2kvMnOvwAUGZyNoMZ02coALTsVqeUeq0Kgw6yO8DpIOYwZHjCAXiGciG4a81CcFGTzNUpx3UFYG8JahcEeHLEmZg56jr1ap0/Uo68y15OtWvWVLEgMTETxsL2yumVo2FlrFmHPtgssUm6gcejAmkylVRYvleeYLxZIyM28r8lu7777jvlum1JHJZdynFz1vNEg4350+aWAp4E4AMJB3nq9Pw7xE4R73OAKUBnEMcwHeMgWuWhZ8xjvQljLmvgqcH1apwKpAI8GVsrYXyRAE+OuBYPeJSaxE5y+TmrNa7g2jsIwoNBW59mTfVIXA+bHI0rU81q+uCkzphjBXeaEo8BPDffeJOKkkdNlLlzrAqaQb5QTC2li8cyh1PopHph7Hr88+fNV6o6TTcF3qCjTU/1ewJmueeVVrtBqurAks417L2GAFNdO8h03zZfawIPCqVFGngyNfnz4D0CPDlisrOxQjr3kHiQqv7eu++hG7h+ywaubgg31uV8qkVWZO1xZOr0vbyfcjS0jDRr0gcbpLY/xNp4TqhgzZo33axiR1AjJqwXEmhafa8SO4bKVam6uqo4F6rQ4m/81Bfu0WOvzjnRbrjuBlrIqVoct2xbC6RoaWiETGbFc3LRjhmQpLqyrREu0725vAJcyL3UawI8GVkCkX6JAE+O2OsJPEbiyGlTp9J//+d/qZrtPbp3p1deeYX+xYkWkV79jddfV+US4gUJ5mhIGW22mI3HQ+KBCgfJPpHKfxLnD0PcjPVzUiiub7mf7kv33es7fIbvi76bSN9ivHyp7+yfMPjDtRnxSG7g8TJDJLJfaQcXeNm9x4GvVThw9DP2atO1jZKVXheJJ6PLIjIvE+DJESsT2XigS+/do6eqCNm4YSP6iatYYpNFITKkI0HkfAdOQqh07uwG6944cjSkjDabio3HyrRcFH+TCQeAML9Dg8S0KVMJai2o3ZzAUkPKMecemOalVtNSDtS+SBSqHAkYdFCozgkO1XE+bhdtYyYI8GR0WUTmZQI8OWJlIuBB5PpbXK2wPKuPRo38QoGODihctnQZl0iuQXVq1qbNXFlS1XSxY360x2yOhpSdZm29kJdzgQW8ibzV8ug7SMt2JgFkSQDwzOM6QG7g8WKSAzJGaiYV68Tea7DpfPD++0qC6s9568xaUHFBWoAnO2shQm8V4AkAM82YB2wUMNi+yUkar2S1GpJVmpHuSE3yb66Tgvrus9ibSXkvmSfOAIwno12wEVp77pkBpI7EYxvOo+JKnjb9bBppiackwBMDIsjswAcaZMdoz2o7eK8hhgcHIgfInDlnOy3EsR2JxJM2N/PiAQGeALDZDTyQcOCuCokHafKtyHQrUh66dUhDqCMze/bsYm6s2IMi9S8V4LHVSJEad7qDUZ5/lpRSKuCx0wnBcaBThw4KdD7+8GPP4FBr3grwpMsquV/q8QRiDrhVHdhAkJoe2Y6RjgRgo43Ep06eojc40eStderQtu3bi2cQDsSIMtgJDTy2PcEt8ShJSIBHBS9q4JnCqjaoY01Vm+PN5rbHmH8DdNhmeIDdsLty5u2q7DWHwE/E6Tjea9qmhrgqOyOCDkZ1244wC0TiyeBaiNCrROIJADO9gAfu0w/cf79Kr/8HFyBTthw+zaLkMkqCt2vXjs7aCS6j5kodzw7hjuPRNXQCwMLcd8El8cQAD3Kn2eCcKEMBQAI2nfacLQF1ipBl2itOJ/YdRVkQBHhyPw3C0gMBngBwygt4sKnO4DQliMeA+yrUb/hsxIgR9AznbNvKxbu83KkDMJysdEFvdl4ST1YaDNtLTYlnSnGJxw08eu6YPzHHUPIalUN79+qVQL1W5LSRTNwUiSdsE8mf/grw+EPnhK24bTwmEK1asVIVMuvcqbMqrtWHC47t2bPHw8hrbQZR/SfAk5yzjqrNA3j00/EyEqA0Qvu27ew4neGWeleVkTBAJnkXit0hwFMCouXBIwI8AWCyV+YC03sIcRQ7uAAZ1G9mpHhxDyMBngCwM2ddiAEeznhh2njQKc/MBAwuiMtBGpzKrF77pP8AOnniZLGDTUk9BgV4cjYdAt2wAE8A2BPvFGoCixfIeG0kARhOVrogEk9ysiYCHq85puN0urMDC4JDB3zcL26cjgBPcvrLHalTQIAndVpl7c5MRstnrZM5frEAT3IGeAGPVwlt3IeF/wfHhHVEnA6DzgiUq+bs1jEHnAyU2xCJJznf8vEOAZ4AcL0kwBOAbvvaBQGe5OSOBzw6rZIGFYARSih06dyZqnBGgg/ZbqjVa+5A0qKSG8nb97pDgKdkdIv6UwI8AeRwMiAKYJez3iUBnuQkjgs8RglugM6f7J4P0EGczrAhQ53ibsrDTUs5ZoyOzgyRvAvF7hDgKQHR8uARAZ48YHIUhijAk5yLJvBcazsXaFWbknY4nufIkSOWeo0lnaEMOsXidFyAoyqXCvAkJ77ckRYFNPA8zBn37+QM/Cijrtd4ohfhnrOnDqZ94Z3/SPZivByeNgiUbNaoiSpohQDKkho406KI3BxICgjwJGaLdsEH0Eyx3alRbE6r1/AT6rTuSPjJNp0P+/RVko6uHFpUMM5Ig4PYIA08CRctf+mut2A7WJoSj7sCqWScCORSy3qnwPe4Eg8mXIJ/2QMeO9swFokAT9bnQGgaEOCJzyozDkwDj5Wdeq6TYFbF6aByqKqnw44EdhE3JwjZQ8WGNDt83FOYkqhaqSfoeACPWYFUJba13x2aSSgdzQgFTOBBjTEl8ey1JZ6cAY8dsCYST0Z4HJmXCPCkATx2WQRdjwcZL97j4FCkwenXr19MPR1ve2LiNDjFeqKRyQOpitl4Nm+xpTABnsgszjQHgmmiJR4HeFjVhsMIrtxIPAbwPPqoqNrS5GlkbxfgSQF4XPV45nIFUlVPp2s3VU9nQP/+RXE6XG8nvhNL5oFnCCcbVao2G3hUHSWReCK7XhMNzAQe08YD0EFtsZwDz2MCPHk5Mb0GLcCTOvBM+ZYLwVWrrkphd+rQka668koaPgxxOh4ZCTIxw0z7jl24T9tjtcQD4DFVbZJVPBOED+c7gC3FJJ5AqdoEeMI5s7LQ6/jAk9D6kIWeBO+Vjo3HlnhQPPCGGtfSI6w/r1alKvXs2ZNQTgNebX9nIP+ap6otiXOBkngYDLXE405wGzyqSo8yTQFTwj577qySvjFH7zK92vy28bjFfmXjYeBpKl5tmeZ/KN7nleIFn61dvYaurFCBRo4YqbJ16400FIPKUieLORewjacqq9bgSDBs6DDHZTprKZa8QMflXADgqV61GhVsKrCyqicoWZ4lMslrc0gB99zD2kUOyocffIjuqt9AVbv13Z3aa0EUAU9j5U4N0UzcqXM4c3xuOh7wrHEBj3ly9rmLgWlOabegH7crkKpCcCzxDPp0UBHoII7HNt6atM32IOBlh01mzOgvqQKXcv9p/U9OUcN4NqZs90ne7z8FTF5jzTrAwxLP0089rUAolXmZUXfqeMDzKMfxNG1UBDzu+/wnn7ToFwXcE1UDjJJ4KlakEZ+P4Ml7JqYmkV99C1o7SuCwgQcHtDnsVACX6b+OHjUqh+YGeHReuAXfL6ByZcvRrJkz45b0SOXEGzTaS3+SU8BrLZ8rPEdHOZj5nrvupoYNGypPy0AAz2kuStWsSVN6iCtw7ti+w1KruMr2Jh+y3BFWCnhJPCpGZfJkZaSeM3uOmhNuWwGey7d/KibGlmbwO2rpQIdejDYAKOPyg07o1znm0+bNm6lB3Xr0zltvO+7com7zgwO5b6PYWrZtkevWrKXrr72OPv7wI7WWzYS28XqdVYlHR1sPGTyY3UCvplUrVylVW7LSALknsfQgUxTwAh5Mzl49e1Gtm2vShp82xFXZZKoPYXlPzIlSA5DhRAAXVaVmyxHwYEOBIRkBrNexg8FP69fLWg7L5Eqxn/HMfFoad9shIeH07NGDqnC+wMWLFsdk2Eh0eMw68KAB6POrXlOZOnboQKdPn3bSe8TVDUtgQIrTJDi3xeOll3i+fft2uufuu+kZ1gljPpgnpHy29TiL2gAddUgzJCG/JR09w5QkZtue1qxaRTdeez01eq0h7dldVEXXTOsTk6TUzKYgv8cmcA0iPVwaqXjq8tOnTtPUqVOVswkOI4g1szwuk1e7zSjwmJPUREYYnJq/25yqVK1Cy5cvj5F63JPVS+WSyqYm9xQxO1C04EmoE1vi5/Fjx6lVq1ZUmQ8i06dOUxM1Hs+DA6v+9CQlvvmsYnOvaX1IGDhgIFVkr8SGr72m1G9QC5prWX635nXULszRM2w++X3PHvr4o484mLg6PfTAg7Rz505PL0dfVG3xgAfEX7NmDdWtW5fuv+8+WvzDItX5lBZaAvSV5wMKNh48w4a189ed1LVLVypb5nLqwJmVjx45Wgx0/Nnig9tKwjmdAxWbe03rjRTZsT/88EOqXLky1axZk9577z1lt1vL63zLli20dctWuSJGg00bN9KcWbOpZ/ce1IBjdq6sUJGee+ZZWrd2raO1cJtRcgY8aiHh1Msn242/bKQGd9SlazjXVLOmTembr7+m7+d/T2u541u38kQtcE1WfCZXeGigNpwt9sazhQoKCmjJ4sU0ccIE6tyxE91w3fVqsvbv1195wpy368soXXD++RJ4rslEwJNLuIznJLJ82TJq1bwF1ed1Xfbyy+niiy6iCy+4QK4I0uACHtPlZcpQrZq1qGmTJjRj2nRXZvRYCc83G497Ybh1gzj1bmCDZNdOXaju7Xcor6Ybr7+Brr/uOqpVq5YaUC0+PVmX/lt+ho8WFg9rsvPA9RyHgrQvtZmfTRo3phnTpztqGT0/BHRyCSmpte0FPMrFmt1pUQUVh8qFCxbQ9GnTaML48eqwIVcIaTB+Ak3ia6L9U/+Ov8HX7+fPp/W8h8Oeg/0cV0kOS1mx8Xip3LRxEl5tKFq1i3WC0xkxvxw9mnWFH7OXU0919WZvJ3g84cLv7r/1d8m+18/Ge15/nux7d3tm39y/J3tXvLG5x+kem/m92e8g00b1rUdPVRkTk3bT5k1qsrqdCRKdilLbEuUuPyjgBTymwwHWNbwV8VNvSPLT2pijdIHHbpfpQAOPNiBrzxhPo5ttaI6aQS5fxxNTNdP2iJJ4HT9gIvNtpGNPzdf5ng/jjpkH2iPP9njUBxFHk5FgGvoq8cQT1zUYORsVAEiukNPAOukli9kSiSfzIJGNN6YKPNloW97pIwUSBfLAuSUNZ69Evc4p8MQbRNxKiAmjm1wuP3KvdxljH+iSiK9e3/m4rKSpElJA+FZCwkXssVAAjwMgCLU2LwkQjdh0lOEIBYQCQoHUKZBViUeAJ3VGyJ1CAaGAUCBfKOAP8CSo85EvhJZxCgWEAkIBoYBFAQEemQlCAaGAUEAo4CsFsgs8vg5FGhMKCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFFAgCdCzJShCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFFAgCdCzJShCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFFAgCdCzJShCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFFAgCdCzJShCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFFAgCdCzJShCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFFAgCdCzJShCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFFAgCdCzJShCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFFAgCdCzJShCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFFAgCdCzJShCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFFAgCdCzJShCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFFAgCdCzJShCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFFAgCdCzJShCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFFAgCdCzJShCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFFAgCdCzJShCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFFAgCdCzJShCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFFAgCdCzJShCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFFAgCdCzJShCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFFAgCdCzJShCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFFAgCdCzJShCAWEAkKBMFBAgCcMXJI+CgWEAkKBCFEgq8DzNxMKDbgvUl9YVIz57nzxe72el88iQCfm9fnz5z3nB/gr/4JDgaTrzV63ifiZ9B0e+4Q8E5B17lqnvGitDVzv48Z+nuqszQnwFJtQHptQqgOQ+8JHAfAfm5TaqOIcNsI3quj2OBEAaLDRP6NLhfwcmcl798Ei8MBzXm00jN7mZZ9w9AZ0+vRp2rN7D61ds4amTZ1GEydMpInjJ1gXfp8wgSbxT7nCToMJNGPadPpp/Xra+/teOnfuHBUWFhYBkT0v8nOZB3PUevPBOi7EWjbWLnh39PBR2lKwhRb9sIgmjBsvazTk+5Tea7+dOImWLFpM27ZspVMnT1lr9JyhpeD9nApt7dX59OaubxKPnqwOgmIQhefpxIkTtGzpMnr7nbfpltq1qcyll1HZy8tS+SuukCuCNLiCx1S2bFm6otwVdMdtt1Onjp1o/bp1DgDp+ZHeNJa7s0kBt8SDDQgHhn379tGokV/QIw8+RFdfeRWVuewyKs98lbUbfhpgnZYrV44uv6wMVa1chZo0bkLfzfyOjh07FqOpiJF60piEvgGPe/LipHTo4EEaNmQo3XTDjXRtjRrUtEkTJdksWbSIli9bJlfUaMAHjGU8psV8ihrPJ+O333yLKl99Dd1Zvz4tXryYzp09F2P3SWMey61ZpIBb3YID47o1a+m1V16lSgw4991zL/Xs3oPmzpqtDpGydsNPA6zTpUuX0ozpM+iDbu9TnVvqUI1q1WnggIF04vgJZ50GE3jiGAxxYjp16hR91PdDuqrilfTm62/Q2rVr6a+//lInqbNnz9KZM2eKrtPG7+bn8nssnUJAj9NnTtMZ5u9Z5vPRo0dp1nez6IH77qfbWfpZs3q1Urs5Uo/4GGQRTtJ7teYJ1ufWrVvpnrvuoto1a9GIzz6n31llevLkSbV2Y9ZtCOaj9DfO3nr2DJ09c1YdBsHbgoICeuvNN+nqqyrR8KHDHdVbSddqdiUeD+AB6GBz+WHBQiXCAXQO/Pmn+qzwXJGu3zRamkatYgYtt2eF/F3c2ySHNClSrRo2Ptu5QNt3Vq1aRTffeBM1adSYDhw4IFJPepjgy93go9ZStGrRkq6tXoNms4Rzhm2zek27HQ0s9To8V2MvWcO2XSSH6zIRD8w1C+m28GyhOlQc+PMAvfryK1Tzpptp5YqVpVqnvgCP48FkT15IOy2bt1ADWL9uvWVc5gF6eVAk9aQIKPNkcenFVbTreHkzagm3S6fOVL1qNWWgVvfZ3m6+7KrSSCwFPNYUeAJeYcOpwgfGPr16q5NwIX/2t+1u6wYexcfi0yBQByNZp8VB0OuwqA8Xq1aupGpVqlLPHj0cp6CShD/4AjzKffZvy30WarRNGzfRXfUbUOtWrfnEdMbylkjRj1/2iHBRIOYwkUAC3vjLL8rO161zVwU84p6bQz57AA8OhpBuBn3yKVVj4CnYXKAOi45LfLwYPI/DfQ5HJk2nQIF47vPgNcwhTdnR4Mbrrqfjx487qvEUXhtziy/Ao0GlkDsOneq8OXOpMusKJ0/6lvAZLsvlOn5AYUlQNV1iyP2Zp4CXqsUNRrD37N+/nx5//HF66skn1eEEBxXheeb5keiNXtKJjhWEtHOMN53GjRrRg/c/QIcPHU4YhyW885d3mWzN67CoXemhnRr06SC6hvfvjb9sLNqz0+xAVoFHBbeafv/8O4BnyuTJVJbdpuHdpHTHGniME3Ga45DbA0qBZMCj+G87GrRu2ZJuq1NHqXAco2VAxxXFbiUEHjYyHzlyhJ584gl67plnLeOysbYFaKI4I4q0ogjT0TFciNWqzuq2JYuXFJlJ0hx+1oEH4KODRwtZHAfwTJ08hcqyf/gSdqG11CpFOn3ZcNLkYNBv17sZZi5fCoiQqcLetKyYkEIlwrdr05bq1KotwJMjnprAg9hAfWgA3yDxHAXwPP4EPf/sc3Sa7bQxwJOjPkuz2aVAzPK1ba+TOOSlhm2PVUIDNFVpdsMX4GGtiZrEmMwm8CxlxDQlIlPES3MccntQKZAEeLTRGsDzXtt2Ajw55KNp2nEC0vGhDTyQeJ5gdSiA59Qp9mYzJZ4c9luazh4FigEP8xyZZGqwxLOY4y0tbVVQgcc4PXkBj5cxK3uklDf7SgGXodo6RccmP4TeGPYDBTy1bxGJx1cGFTXm6SBqf1hc4jldxEd+Rbon3hwNUZpNkwIxc8Jet5MmMvCwxLOYPVAd55J038vvOnvqYNoXmvlH0rbsXpt6fg08SMUAiQf/BHiSUjK8N3gCj+FRy98L8ASDvakCz3NQtbGHm7NuBXiCwcAs9aJIBWsdGCdq4GEbfTCBx4MQ8YAnSzST1wadAgI8QeeQOiUUk3gM4An+AKSHmaCAPmhM4uSh10LiMYAn3fdn18YjwJMuP/LvfgGeUPBcgCcUbMpqJx3gmSTAk1VCy8t9oIAAjw9ELn0TAjylp2HY3yDAE3YOSv+LKCDAE4rZIMATCjZltZMCPFklr7zcVwoI8PhK7pI2JsBTUspF5zkBnujwUkYiwBOKOSDAEwo2ZbWTAjxZJa//L/d0Y/W/G7lpUYAnN3RPs1UBnjQJFsHbBXgixlQBHgkgDfqUFuAJOoey3z8BnuzT2NcWTOBBSjP9t6+dyFVjIvHkivJptSvAkxa5InmzAE/E2GrmQ3JyZEVsjHGHI8ATCk4L8ISCTVntpABPVsnr/8tF1SaqNv9nXXotCvCkR68o3i3AExGueuWoM0EoIsNMPAyReDzpE7T8hQI8ebEaEw5SgCdEc8ATXJKU+Q7R8ErfVQEeAZ7SzyJ5gw8UEODxgciZaqIkwJNXxfAEeFIGnlxW+RSJJ1M7QnjfI8ATIt65gUelEVdVV63KfeblvjdEwyx5VwV4Ymnnqlek54tzGMlR4RsBnpJP8ag8KcATIk6aYIJNBLVnzJ/6exOQROI56dR6CRGrM9NVDTwoD46DSSEfVFAa3lbPqlK+OfgnwJMDogesSQGegDEkUXdMYDl79iyXDD7lXKdPnqIzp89YxZRsKcgEqhANs+RdFYmniHa6cCIDTeG5Qtq9ezf9dfQv9bsGHwGekk81ebJ0FBDgKR39fHtaMwpSDgCnS+fOVK9uXbqrwZ10Z/0GdPedd9HE8RMcdZuo2vK89DWAhyOIATSnT52mbl26UZ/efbgs+DH+7ByDj5Z+ULXXqOLqw4wWiccHIge8CQGekDBIMwqLdtXKlQpoGtSrT/Xr1qN6d9Slhx/6F236ZaMj8eSdtAM+isTjzGZdIl4DT8vmLahi+Qo0csQIBqJTxecJE0//l+0lIcCTbQoH//0CPAHlkZcHG6SdI0eO0Ptdu9FXY76i3b/tpt9++01d+/ftJ6jf3AbkXHov+U5aAR4X8LCajefMaS4tDeC5+J8XUPUqVenz4Z/R8ePHY+bKedh97P+yzTcBnmxTOPjvF+AJKI+8PNiwYBcvWkTPPf0MrV+7jk6cOOEYir3sOnnlWCAST8xMtiSev+kcVG0MPC2aN6cbr72OHnv4Ebqm0tX06YCBdO7sOUs1y/cV2sDDCrisrwgBnqyTOPANCPAElEVu4MHJFUDTtm1bKl+uHNt16tPrTZvRwu8XON5t0Nt7STx5I/WIxFMk8UDzCEAxJJ4GbAv8cfmP9MxTT1OlChVp3NhxSkoutB1S1JwT4AnojhCtbgnwBJSfbtdpAMoff/xB7dq9R088/gTVqlmTLr+sDF12yaXU/f0P6E/+Du6yOpZHnAvy27lAObUBeGyJp2WLlsomuH/fPtqxfQc1adiIKl11FQ36dBAdO3Ys5sCS7SUhEk+2KRz89wvwBJRHXjYegApOqAf+PMAn1+XUs3sPuuG666lcmcupd89edOL4CZF4+IR/7K+/6L22+Q08SvNoSjw28OCAAilo186d9PSTT1GVq6+hYUOGKk/JeNJyplW2AjwB3XR87JYAj4/ETqcpL+BB/IUOBMTixQY7fdo0qsI6++uq16DNmzYL8AjwqGnmSDxa1daihZJ4Dvz5p5ojsO9sZC/Ifz/3PFWtXIVGfTFKORwAlDznXgaDTQV40tkJonmvAE9A+aoZEy8gVGcswCIeMngI232uoG+++rpI1WZEqIuNx4rWz6d/buBpwcBT3wAeqGURzwOPyIavvkaVK11DA/r3d8Anm96RAjz5NBO9xyrAE9A5YAKPabcxgQieSIW8gaxbt5bq1L6FPmM3WZ1GR2w8+a1qU9Vn4dVmSzwtbFUbJB41NwpZeua5AxDYtnUbPffMs1SZ1W6jRo2ikydPeko+mVoqAjyZomR43yPAE1DexVN3wPXVvHDfpo2b6IH77qeFCxaKc4Go2tSMZoGXsxOQ407dsjk7F7AnpAYeM6GsBT5bleRTrWpVGjZ0GP3FatxiajetwjN+lmT55B3wWOJnXBVmpm1oJeGJ388I8PhN8RTbiwc87s+xgcybO49effkV2r9/f4zEY6pLUmw23LeJO7XDv5jMBQgghcQTB3i02hYByS88/2+qck1l5e3mGZBsZDgoqet11IEn1bWbl1oJe4YK8AR0q3Wr2vD32rVrafDgwfT77787p6eDBw/Sm6+/oZwMsFG4bUN5dZoS4CkOPI5zQUuq7wIeZ+OznVbgeg3p+WmO87n6qkpOnE+MvUeAJ+mOkQrwaA9VU6pM+uII3SDAE1BmmpNXeSGxOmTYsGF0ycUX0/UcgQ534Z49etIbb7xBixcv9s0VNqDksrolwJOyxOO1OZ5HJmsGqp3sat2Y43yuqnglSz6fqsBlC3wyk+UgahJPUqBRjj5w5iikPbv30MyZM2n48OE0eNAg+uXnn42ErUbJikAvtNJ3ToCn9DTMyhu8JB6o0j7//HPONNyVevfqTePHjadfd/4qoKM5IMATOxdteqhcbS5VmyMJexSLA/ggyPTpJ59U6XVG8JzDO7wkn5JM/nwCHpWOyM4MMXfOXHrtlVc5CLydOiweYG2FTlmUb2o3AZ6SrBwfnnFLPPhbi+cn+QSKjcDLg82HrgW3CQGetIDHwWvD8K2dDgAOG3/5Rdl8qletRl+MHFk8zqeE6XWiDjwmQOs1O3fOHLqlZi3qy6Up/mTPQm0/83IWwlqP+j8BnoByOK5Xm1N51A70y8d4HQ+eaXoBjCVzgbbgcj0ew8ZjOheYm5v7kKPBB8/+tmsXvfLSy8rVekD/AUrtVlq7RD4Aj6YhAGb2rNl0XY1rqVOHjnTk8BE6e67IFmsdKO0krcYBIKDbUsa6JcCTMVJm/kVeHmxa8slrJwIBnpQmG+aICTwIIMVp2+1w4iVd63mG57cUFNCziPNhtduYL7+MG+eTqiNLvgAP6IHceI9wraxrq1VXLuta0jG1FRp48DNVGqY0AQJ8kwBPgJnjpQpJasi0T00hGFbGumjSBAZcxKDA+eKWWrXVJpkvi9lN0Bjg4Xo8OmWOSS88EwM8dpyY+gwbIQeaYrPcvm0bNX6tEVXjej5DObfb0aNH46bXScbYqAOPBm1IPcMGD6Wyl15G7Vq1pl93/EqrVq2i5cuW0969e7lU/WmL9i6tRfQVbUVzbtKkSXQtq3IXL7IdpBCAluY/0PDsqYNpX2jmH2m2pW4/c+YMTZ08RWVpXrp4ifosivrRZGCT1xmpXRsnNjULeNpyNgcBnmISzx9FEo9eK470bAQnq7yADDo6PyDeA4+s5599TsX5DBk0uLjDQYqHnnwBnlN86Lnvnnvpcs4g35aBp3OnzvT666+risH3c8D3dzO/U96qxdITlWQzDNkzIvGEgGHJgCfZ9yEYYqm6GCPxGDYeJfGcKJJ4ktEpit/H1OOxc7UVl3hUYL11cbYD66d9Erd/6iDTTRs3qno+sPmMHTtWHf7cG2cyZkYdeM7D7ZylHSTtRejDDWzfGc1JWPex2g2lTcYx3SpdeRXdfNPNtH379uLZRpIRMALfC/AEnIkq24a+7BOllnBwovrl519o7NffcKLQwWojwGm/2EaQvvQacKrEds/cSIskniJVW7J0/1EEHD0mE3iUjcdT4tHAE5vWxfG4sgsMavBBYtFGDRuqOJ9PBn6iwD0mS4aesHFmUaSBx1abQeWLjCJwR3+K62ft2b1bqSbPsoRzgumFUuQX/O8/6cM+fYtJPaFafCXsrABPCQmX7ccSbYZY5MhY0O+jj5XqY/So0RxxvtEJ9Mtr4OHFDftD29ZtlI3n2F/H1Kn87JmzylahLvyu/9a/m3+b95j36uf9+unVN3McyfrB9545fUbNi+bvNo9JmWPavRxpxyOfGMAHlW0ddZztVbmNbT7IcICNddTIL7zT67jep9dM1IFHOQsw8MwH8HAGiBf+/YKTzgrgg/FPnDBBZZRHoK5XLaRs7y+5fr8AT645EKd9L+BRwWg8cQ8fOkRvvfkmPfjAA7Rs6TLnxKQ2CTvex/qZH14y5qYI0F27eg3de/c9dDWrM9q0bE3t2dEAzgapXl73m5/hd33pd5p/u7/DPfG+1+/1esbsb6LnzXe423qvTVtqz1Vrb6tzKzWoW8+qVGuUSNd2UWe+qPQ5RYlo3fNQzSm+rDifjSrOBw4HI+04n0TSZV4Aj70GsU7XrllLNdibDQX3ft+zx4m7g9SzeNEiJTE2adSYTp0uXoQvoNtSxrolwJMxUmb2RabBF78j+hmLXZW/5s3kphtuVJMXJ3jtmukAjw0+DvCUwFMks6PJ7ttigIcX/ORJ39JV5StQea7MehfnJ7unwZ10t33dxT/1pT+L99N8Dr/rK9lzpfn+rjut/rn7i7/N/qTahvnM602bqUNLjDOKUuMmz5ysn3F+2ocgpNd5kU/0kHwGDhhgnd7tEuxu0Io68LhpdPzEcbrn7rvptlvq0C8cjAspSHlg8TpewpkLKlxRnj5lVSU+T9dOlt0Vlf23C/Bkn8YlaqH4SdMqe/3NN99QRd5Uu7//gRPMp8V3c1NQEznPJB4NwPB0rFShItVkcEYMCuIntqZ7bdla7Dm8p0TvSrHtZO9O9r17jGZ/t2zZwuWud6nDS8zcAvCYKjHtVGB7tMV+ZxnNzQs037Rpk3I4QGLRb776Jmk9n6iq2oqBM9Nq6JAhdCWv10kTJiqAgdr3DK9jpLuC48EvG37mEhYWTd1OHyXaOELykABPQBnl9tTCAt/NBsp777mHrucy1yuW/6gW/I/Ll1PB5gIVre9IPvYkjjH4BnScmeiWW9U29dvJVIkXe+2ba9JfR/9SgI1Sz9jw1MW/w8aD0zlSD6nrzGl1n/5b2YXwnP2M2jD4wjPu75z36veX4idOw+qy7TfYpJzf0Qe22RQbT4L2HLuWPRYv192YtC2mN5stOReeL1QSt/6p1bmYb+rQw/SEdxbsFVW4jDaSX8LO5nYVjrrE43VY1Nnj77nrbtrKh5kDBw6odfviiy/S5599VuQVmGcZSAR4MrHzZeEd5iTWJ6nZ382ii9gTpt5tt1P/j/tRq1atVOXI2pwDqgvHCMBjKR9jekwPLox/6mQGHpZ4bmHgOXH8RLEgPaiCjhw5QvPmzVOR+FNYQkJqGGzSP61fTzNmzKDDhw+r6q7mu7FpzJ49m9ZxeQqVNkZVWzMvpbfyvIqpnYz7Ehn3zfaPHz+uSmOYLszx2sPnnnZC18lagQjUZto+aNgJtUccwNa8cHI/yZ/Bo1Kn0LHifHbTs08/Q1WrVKGhQ4cWk3zyEXgwH/ewfadn9x7Umu2Nnw0brhL8fvvtt8rxxX1Y1DzLwpYSqFcK8ASKHUWdcTYN+ySE0+NH7HoJ4HnlhRdpNUdAIy5gS8EWZby8jIPUevDkVqdQPqHmk+juSDw8dox7mq1qq8OA7ACP3lAZTP7gLN/wCIQapHPHjioJ5ktM059Z7fEaqnCysfyHH36wdO8AH37nuG/G8j0vKNtR/48/TsmLy2vjL8ln4Cl4PWLECJVSPwZ43KoyD8+0eG3G2AQN4NFu03AeeOett5UBvFnjJkqiwaa5f99+BSpQH+nkofoZeFfiMAQafv3V154eWwB4AP+T7GYMr0xImWHecJPxFLQBQO/8dSft2LZdebhpHsZzxgjotpSxbgnwZIyUmX2RW+LBaRcF3yqULUdfj/nKUhfxAsbERRqOazlIrSYHpG3evNmzZHFmexestxVTtUHiYYAwJR69MWLBd+rYiZo1aaqkGmygSH5584030WR+DifRDu07EGJVzNMoSkZ/1PdDuuTCi6h/v35FaiQAE1841TobqGknSQEI3ABQaNe90dIrHEpatGih+ufesMCJeBuftv0l2xhjgkVtpwG00/ydd6lG9erKFnHjdderjAX9WNLGd3g3pKAvRoyk9u+9p9z7NY2hEkYZbdh8Bn3yqaKxucFGzcaTiAfm3HTP00R8CdYKy3xvBHgyT9OMvNGUeLBojx87TvBKwokbXltYvHpjxGkYxl14FiETbnEDcsQjSO3NV2/UWuKBChISj1UTxbJH7GIvrNtvu426ck0jgDlodYQBaOnSpXSIPb5UkB8AXamfrMJn+r3fTpxE5dhTDsADO4x+53l+pnPnzrSL1XXa/qH4Z9hL4qlAtapLf2/ZUmBsRrucafvYMe5rF0630kn9bmaGxrNem57e5KEaHMnAsHDBwhipwulLsewE1ljRBgqUQcJZ9MMiWsPu6WvW8LV6tbJRWP2z+gl10esM4gDlE0xP/TwcHZTDAc/JL0d/GSMhRk3iiQc8qQBSPB5mZBMJ8EsEeALKHDfw4DQNO84Vl5dVah8TeHDyhDRkAc8s6zRu6+7Ve0pYNyWgpInbrcTAY22okA7Ls9T4Yd++RSdxW52pNmx741Xvsr2N9Hsns9PCFZeXU6d+BTy2lxLUX3c2aKCkJAd47HLSeiOOcXv38AzTYKEN9lpamcn2pjq1b2Hb00+OXck8KSfa3CBpTJ0yVakPEfc1beo0pbIzpSY9Ng2waBfPwWV/xGef84HHsEMY6rhCO9YH4LpsyVKqxfa0hQsXWochlgAhkcOIDhWmjvOxKplawB4lVVsi4Elkgwvb+spkfwV4MknNDL7LLZZbRvMpdNlFF1MvLnkNIDpn2zQAPG8x8OCEX8Duw2rzQqldvgA6+H8+/PMEHt7sQEtIN2vWrlFR9peyuqxl8+a0bNky+umnn+jUSSv2BCd2SC3Tpk1T2YNNVRveDUmzHAN/P0g8vHnindOmTqU7br1dBQoi6ePqVavpKNdcAYDhAAB9PuxFX331FY0bN05txuq9zBsAAIAAUipsdVCpARwgZSANDUoYPPvMM/T4o48VGeo9vJ+8VDYOoHA/MD4AENK0NGOpGYb/9exEAYBxjxHefou4v8gvdicHnL79xpvKlnOQJR3znRZQWVIdUv8/9MCD9PxzzynA0Y4XGD/sGrDjILcb1G6Ytxg3gOeJiNh4Eq2tpGrOOKrYqK9XAZ6AclirYNQJ/G/LYWAXL+L6t99BTzz2uFq4Z+z0KdiwnnriSXqj2et0+hQqk1qndeWplIfAo+N4lKrNBh4ACZwvmrzWUIH3Q/c/QO3bt6cBHPSIDR4qI9grHnrwQarFz/3444/K5drcbGH/uaKsBTzYXKFOQqaAG6+/QUWht2rZirp/0J2QTgbPIbiyI6vI0MbwocPokYcfofq8mf+w8Ae1+UJCeOXll1UgIQCxW9euyi6CLAOQzJayJFGV7SptWra0DhMIQNTAYwd9uqeve6PTUhueh0oRJZc/6PY+Zxx4gXpwX+GkoiUgLe2M+uILqsvzrDq7RsOZBWlf3mGJCe7AGqjMdgDA7779jgKXbVu3OffooGd4v8EBRsX5cF5B8CSqwFMMaFSWbzumznVoEBvP3yRlEQIGQI7Eo9Q9VqocnLKn82m89s21aBifWv/Y/4dyoR7FmW9xqsSiL+YlY8WlB2x02elOIokHix9JVZcuWUKXXHAhDWSHAsSaAKjxHJKroiYIpIvq7JGF+CgAj7bVKInHVrX179ffibXZt3cfNWFbyM0crLr7t93K4I6TPsCsEX8Ozy6c8sE72EiQPw6pa+CSvWHDBurauQuVYY/EV19+RUlPIz8foYABartPBgykMhdfomq6KJWdCTz2STmemqdIhVakMtTqOwDN77//rt4P4Hv3nXcIKj3LhdwKcgQwoI9DBw2h+pzGH2D96L8eJoxX25m0eg7j/Zi9BC9mug5nd2GlBrbVlrgHaskdO3YoelRhcEJiUbT/OB+gnoNXG/PAvQlnZ4Zk961eQIKaO6jDs2P7DkUDXL/i4r8R+/SnliShnTCkn+z2NPdvF4kn9zzw7IFXGhNsJtjYEGcCF1cs9mFclKt3z17KBlDMqSCPJjKImAx4sKFCjQXgQVZgGOsBCLrmDP5+lz25sDmuiAEey5gO4IF9qB8DD2iNZ/fyRgwPrptY6tGxQPgOdp/bb72Nxo8fT3PmzKG5c+aq61ZOn4IN+mtWvQGQxrO9DvVa+vbuw39boAUVGPoKNdeVLA3BqUGNTZ+cXXxNpGrTCT71gQQ/tYSD9uF48AgDysNcJXM5j1mBBmyEtq0LYLdy5UoGnUeUivJzBhZtr9L2LNyLtP/w+OvwXvuYNE64RzlM8HuQOUFnOEA8y2MsAcL1+jTP6agBj56LkJwxD2qy1+TNN97MpRBuUt6nsInhs884iFSrzAV4LMkw3X+gmxSCS5dqce6Plz8LE9ra8PZSwZYC+pXVOTidur2dorCQ0yVlIuDRiS1RMBDA8/GHH8UEOOJZAE/LFi1ViWdkhnAkHtvJYAokHgYeSDw6WwHUnI1ZfYfceTr1PYADKjdsOIM4ih+eZV98PlJJM2i3T+/etHLFCgU8E9jug/5MHD/B2ezRF6ijnmH1VGVOdIrAYa+0Kl4eUaZq0D0HtMSDwwtsPK1bt1blDSCBbPhpg7JZmQBlOkYgL2ANjneCOvcI27C0HUe3N27sOCrHBRnh5AI6OvnalHrJAk3MW7SLXHTXsU0MqWRUHE/EgEfTBDSCGzyk4Rc5mWpDnieN+JDSmK/nnnqKynFl0kUM/F6HinTnftjuF4knwBxzOxg4J0xexCbQmEkG9aR3vKsMlUyAh5qRrqUCPEsSAA9c1tuwnQbegT8y8CBdjbap4N2ewMPqTgAPNhcAjwIwthe9/eZb9CDbkfaySqmY+tPmCcBrEktEkBQmcJp8y4Xakq4AAo+wFFKZ7SJz2PnAlC5MHsdTtblBB21BfTdlyhR6h1VrjRs3VnFBAE7TwSBmztmu5Pge/XmLQQcSyt7f9/IpnXO+KecCWxpkxwuk+YckroEJNkbtgIA+A2gHMmgja3hTDkitX6+eep8uC2DSKSMTwueXuNcrbIA9e/ZUtj6VaunsGUUD/P7Vl2MUfxHMrPhpu987XnA+993v5gR4/KZ4iu0VMxJDZ65dpJX+XG9SruJd9kYgEk9F5eWnnQuwuLH5auBB3Ak8xxx7hS3xtOYSxZB4NPCYpSYcd2o7gFRlC2fgaQTgYVWblngAPG3btFFuxMvZc065Xtt5zZS6lCUinUNuAgMPVG+oz2KCC6Sm5zn9zNXstDCdPd2cU7HLCyoV4EFA56effkrNmjWjbt260dy5c5W3nSkdmZu+87kdywRVGTbMbmyPgsSD2ChL4rEkGdw/gSW2shzj9M7bbztu6lZ5Bet7SDtjOJ4HUg7ABlkR4BCjbTwmmGpJLsWlEpjbzDWH8fz6668K2J3P7XISmJPNmjTjwNv2iq7KHqYPiEmK6AVmsKXsiABPKQmYrce99PaeunxjI3I2Dw1S5oTOVkcD9N6EEg9nW4ar7xJ2ILj4nxdwwONHTp4x/RxURK0diWd5kcRjgzzcqcsjjscAHmzgUJ9o5wJsyDjRfj78M7qcVU9tOR5GbfK2fQZgtWD+97SEnRxga4GqDcAzyVa16b7gvnZczA5xWzgda7WX14Ei3iEFzhPDhg1TCSkHDhxIG41igYnml+qrEzhr2WgQXNukYWMVQ+Z4thkSj2XjuZjeZ8cIMzko+o2NFs4wkCQB0ts5bQwcGZ543HIuOBVR5wK3pAu6gnYIYoY0DNd5BB/HSHoCPGnvKGLjSZtk8R9wn57cqrOEG4cLeDCx8+FfIuDRGzeM6RdecAHbWfo4wANaanVSK3ZdxgapDe2mFALgQQDpx5yrTdt4kCoGaqNrOWP4urXrVFwOYqkQ+Q8jcgU+4SMYc/269eoEDMcQ2FaQ2gjvmMgxMpdcfLFyMzYlELSL1EiXsldbH86PpjetZMCjNzH8xOYO6QYST6oHGdgLp7J3HeKRkAkbz8Hj75uvv6ZWbP8y7UDqnZAkGdDhHFGGbRaT2eXcVN3hRD/o00HK3fzfzz2vYn50ACnieJ7j2J+oeLUlkz41DxEX9cB996sYJ8UvDzfrqK9XkXgCymE38JgbSlwVia2KU7p1pSaxK5Lyz3z4lwh4sAHipI30M//3//k/KhZq1cpVTklifA93Z6Svv4glEHgLIj2MViUhF1tnzhzx//6f/0uvvvqqitXRJRSQefgCjnd5+OGHFajATRbfwZngSs6SfRFLWNdxQCYcEG695RbOhj1ZSUVwsUUc0H/+f/+hsgv8zGCFz/VGtJ6B7DrOk/Y6q7eUqlDbVRJ4tbnnhlfcjafkzO/HvevWraNbuI9InIpMGWNY2ureo4fKb6fzAJq55fAuSIrvsE0LbuiQ7pQTA/cVgPIVg2cltukAdFC+Q6vddByP25067PM0Hm314eYMl9/AQaQNS7MqnRMOhR6ZxMNOh2T9F+BJRqEcfe+lPsEkxWaIkzMMluaFz2A8dgy12h4kzgXq1I7Ncfr06dS3Tx+VYbl3r140evRolYNMJa1ktdTYsWOVJITv4LkGINC2NFSM7MeSTi92XcfpHlLBMXZGAE+w2X780Uf0/vvvK68tLV1BYoD7NlyMkfcMJaih6lOxMvzdfC7LgNQ9eCcuOBhASlHBvzDo8/thK0IZb22wd6tv9PRMVaJJJDFpqQ9SWAvOcoAcbO+1a6dKQTgpf4x5pQEI8w6BsQAqHW8GO9cA25EA70HcjgZBt8RzKuTZqRNtEU6tI9vGCPCue3vdovRChjrc5E2Oth3fmhXg8Y3U6TWkGWNKOtg8cfK87dZbVXT7bXXqqJ+32j8RI4GTeDHX6vSaDt3dJq1AL6/MBVplZhZti5EGYPjlU/o5VTTOKgBnqkG0K7IuwqaDObWEgb/1M85ntkMBpB8cGNwpavQ7dZE6sz9KwuE+QArDpv79vPmqf+kAj1t15wVObvWQesZOH4Q8bYpe3K7jTGA4uOj3Q30IcIR6EffDpoMiZ8hUgFISiG8yx6YSs9opc6Im8bgXjwZnncUBThj/evAhRzKMd2AI3SJMs8MCPGkSzK/bzQmpPaKwsOGpBf0w6twjAePL6nqBbmCVzGMcda8Lc8Wo2vzqdA7a8VJJAniuYhUXUt9YiSmLl2yO3ZSt6P5z9qZr0dt+xt5o9YasVG/w6DpnJRR1vAv5b+s70zBvSS6W6slKe2R60Tl9MDzeTJsSvlcOCOz5Bi+o3/f87iSH1e9N9tMNVMlsRGb7ur9FzgQGTWzVHOw/UD1CSgLAwgaEuKVqnG7ntVdeJZTchlef3oDx/mLAE2GJx7KDWTZESNVws+/UoaN1SDEKDXrxJQfLybcmBXh8I3V6Dbk3VGxASDT5JVfMRDoWbKg4QeOCl8yzLO2g5LBS89iXs9jTazpUd7sBGuOHDQW2FdOdWt/nPuGXVEXl13NaKhozZozyTEMSU0hPcNNNdsETTUXF2+pWbfszaVGM2bAHuly2Y8aq3fh504SK8ZNPPqGJEyeqjRTAAxUlbDoNX3vNSa9jgg6sjUq1GaFCcIkWjDqY2IeXTRs3qSwRyGChwNwFPKFaeKXsrABPKQmYrcfdwAOAQSZl5fdvu2DqEzOi4JHUcQN/r76zYyecd2SrkwF4b0LgsUtfx/Mc8gs8StsO+g/+I8Hn8OHDVTwObEaNOVjTuvC7dTVSPxtTQ85I0L17d1WgTceJxJTKSOJwEi9zhpaIoPadwTazRZzRQGec/prBEYAPaXwbB08Wc2yw50veAY8tcU8YN54e5TRByOlnupwnPAgEYI1lowsCPNmgagbe6bZbeHmyaSM2jLhY7GqTgRrIlXAQ74rqv0SqNlWBNAVVWzJVXFC+18lH4a5dsIkv9hKLe/H3Ozk3mq5Sq8eQqkrHSi0bG5zszEmeT2fYhRqqI+1MMHrUKJXFGuAHRxeV803NRfsdPAH1LMwX4DHXMGiBiq5Qs8FpxMyrGNW1mVAStOeFZKcOGPfNSWvq3d2AhI0Fxsohg4dYCS+1C7XLWyZgw8tYd7yAB6ltcPJGss++nAwUFUOhAgrtxYXnVN/5J7JqI7fap64Ln+lLf4e/nTHzs4gLgguvGTeSLiNiynTbtguoNmFjREYCxDF5gpzRUD4Bj6bFwT8PUD3O8o30R25pJ10eROF+kXgCykX3ydRtJNbSDkoh3HHb7Srdv+kB5178AR1mqbvlBTyICIdHFVL5I6knMkqX5wwA5bmWTqpXhTTuTfWd8e5L1BYyF6D/GIf1u/V38XdZ41T38KXvVT85hxoyS99Zrz6X0fgjNlI+TQ5oelu2p0KCSzgycz/LoANX4XjODGYz+Qg8CJwdyrFhAGa312maLIjE7QI8AWVjMruAdrdFtmME58H1VafA93o2oMPMWLdMSW83x5XAowqncKSnQWblxRxPk861JM37vd6d6jtSvS9R/z3fweNGNVE8hznSgJNyHvjTyB2WzM7j4WSgDzyw64zlbAvXVb9W1dnRkk68eZuvwOM+GOXj2vRa5AI8Gdv6svuimAlrqzhg00EcxDCubqndelNZ+NntaW7erseN0zRcfBGsWaf2LXZZa8uNWeXF0q7Lxk/zs0x8r9sxf5rtx/2e3a2t3F2xl3Jrdn1m3uP1nf4M9EBQMdLdNGCJ5wB7RJpzJBU9vHk/xgEPy5kzZtIN113PlUz/rWw6ThkE5RWXeA7kk8QjwOM9FwR4crNPlqhV81QPew4qZmJzxcLXenu8OF9PVRg3NkYATztORXML00alJYHbKicJDfyFnF3op0q+mZkLga2QTlpyXRg38CSbhO5NE7RVhQinz+BKqrVYqnxFlf82A2fxTLJ/+QI88daie30mo1cUvxfgCRFXTf06NoB+H/VTJ05z4YdoOJnvKu952ByPMfAgBxpAGW7Imm5OrROdATioPzNFGZseFvCwxFM/VuJJ1oyzQerS61wKfDy7BCPn3KsvvawSfpqu/Q6dk7w4n4AnGY3z9XsBnhBxXjML0g6CB+FFhGSW+FwbdUM0nMx3VYAnlqaJgAclhhMAb4y0wxIjwAJpe6Beg+v+loItMeURTKeCZIyNGvAk0jC4pUYvj798Kf5mzgsBnmSrJEDfa4DBKXPVipX0rwceVOnrzQDJAHXX/64I8KQOPNoWY4NPPNsgVH6w6aAkxI3svdaUK5fu4vggFYdi1xhKV3WUD8DjpgmkThwW4YSB+KdEqYz8Xzj+tyjA4z/NS9yitmEAeODNBs8tOBikc9osceNheDAZ8IRhDJnsYyKJh21JhDJNAB5k5rdzinkZw+GeDg/B59mR5XcuD6EyIcTJqpyPNh7T9uoGHKxVBPwO4Pirfh99TJ8MGEi9ORP5rO9mqQq4TkyVUZMnk1MgqO8S4AkqZzz6pSUeAA3yY82x09UL8NjEEuBJXeJRG50NPLoejO3QoNVB2DTns3oN1VWft+N03GlwvPK6JVtS+STxoAjfM1zCHOU4ICnu/X0vu/gvoIc46BvF/xz7rJFtJBn9ovC9AE+IuBhXHeIqDBaiIWW2qwI8qQMP5oxxt9umA/XaOMTpVKuuJGs4Epipg1J1JPBicD4Ajz4MfvDBByqbPIoD6oSvp9jhpS0Xgrvv3nvpD060mshGlNkFEpy3CfAEhxdxe5IK4JRmIwgBCVLrogBPiYDHDTpn2XttNquCbuCqqS9w4Ck2TdMoXloJO5+A55VXXqb6nCpn86ZNTrl0eFqimi1S6KDUhekclC/rWIAntS0tJ3elAziJ7s1J53PRqABPQuCpz+7UKKnh2CRcmQlUnM7JUzSdq6siwSrKcSMlk1cm5dJskFEEnniJZJEhvOxlZeiDbu+rhLWQJMEDlF5v1bKVcvf39HTLxfrxsU0BHh+JnW5TbqOl+6SZKjCl225o7xfgSQt4zPmjMxJM4IJuiNNBkcH9+/YXL23gAquSzJUoAo97LWow2cSSzu233kZlLr2MevboqfLZfciJa5s1beZUC1b3ujLKl4SuYXpGgCfA3EoEPDpnlq5A6SWum4shwMPMXNcEeJIDzwFL4jEPMcjsAPXa9/PnK9BBUDI8sdwZCdyba0kZlw/Ao2l8ht2op0+bRrVr1VYZ0x+8/wGVzuk3zifoSJKqWJxVubY0kmRJ+ZGL5wR4ckH1FNpMJM1g00AswN69e1W2YbPmSrznUmgy/LcI8CQHHq1qM8qBI8Zk0sRJKst0k8ZNCJ5YyUBHzbMSzph8Ah6sVV0OHBnTy3G2cDgbrPjxRzpz+oyVzkmnRxLgUbRI9x/m4tlTB9O+0M4/0m0M90NfOnXyFLqcdahLFy9Rr0AnovAvnuiOSTyb3aj79u3L9VcGqlozSLeOksj5HpSGnTBhypwoTIx0xhAnjsdtj0DuNWQkQAZrnMRNl+mYOYX15brS6Y6+N1+AB2tYZ/F+8/U3aMH3C1Qm7zKXXEr33HknLeGKsoUciGsGgIvEk/7+LcBTklUY55kYTyM+NWkd/MgRI+nJJ55UZZD37N6jkjS2adWaXuHcWYiMTqUeSga7GaxXCfA4/NDzB/PGnatNAQ+ftPHdvLnzqOZNNyvvNVQzdcfpxBi+bdDRcafpbxFW96IMPG5HgR9ZskFZ+ulcJhzj3sMBuAChiy+4UAXk6gBwN8AHa2Flvjeiass8TTPyRjfwYGIiC3W9uvVoIFeWhE5eiel8qlq7di3VYi+kEZ+PKPKQcYnvGelU0F8iwFMceJzs1C2pvlEIDpvg+HHj6NrqNejlF18qitPxqMHjzEUBHs8V4KXe1gD04osv0sP/eph+28U2HVXy4jwdPniIXmQ72oX/vIBWcuqrYvbZoK+zDPRPgCcDRMzGK7yAZ9WqVXRNpavpI06Xg1Os1sP//PPPynMGnzsnLgN4rBD1PPgnwJNU4kHA4jlOMjtv7lwu4lZDnbohNVvqnlgDd7ENVVRtKQOPlhzr1q2rVJgqAFfVg+KEq2fP0dQpU+nSSy6hhax+c1SfGvTzYanaY500aRJdW7WaKvGiVY7pDl9UbelSLMH9XsCDDQJqkXpc6nrzxk3KqQATfPK336rPf1y+3FPVJsBjeQvl0z9H1aYlnuYtlLSMgMXJ306mm2+8iRpyRoLt26yI+qTA4wE6JaVoVFVtWl1mqtveeOMNuqvBnSqAFFoKjB2HRqS7wprdylm+lYeqcqm2HDZKStcwzW+ReALKrWLOBbw5INgMgWjlylxOD3NmapQ0Xr9+PT3zzDM0bNiw+MFo+bLpisRTNJvtE6Vj42HgQenrkayOvenGG7ly7bO0n6Ufq1Ipb3qGtJPtJRFl4DFpid+xPuHF1qlDRw7G3Uq///67Uo23bNmSVeYDVWE9K47HdqUW4El7+onEkzbJ4j/gJfFgE9m5cycbJ1+nKxh86rPR8unHn+DT0xw6ysXP3N5K+eIhU6RfEq82TYtizgXvNqdKHEdSg9Uazz/3nApkjOe9lsFp7PmqqAKPttWY6xCetytXrKAunCKnFweQfjZsOPXhhKHjJ4ynQ4cPx2ooDKky2zzI9ftF4sk1B+K0Hy8eB4sWWW4feehfVKFMWarKNp9Bn35Kh3kSYyOBnj7mBJUv0g7oKBKPM5v0CRoGbah2WnN6lgv/95/UpFFj5Vml6unEcSTI9pKIMvB4hUGAB1CLHz1ylA78eUBJOZ5piAR4JI4n24sv2fv1BHbrjRFn0Z7LOuPkhOqjyB5csdwV1P39D+jYsWNWrRREptubSt7YdwR4YqaUnj/n2MaDja51q1b0LJc22PnrzqykwUk2n83vowY8auol8gbk75R0aWeMcKs2883+aNJLnAvSWTk+3GsCj56oSDLYtk1bVXr4wIEDKungrJnfKRXKVeUrKCcDbaR0dMYi8eRNGhJzWpoSzxk+bc+aNYt+Wv+TLekUea+Z88Qv1WwUgScV8FH0NQq+xYCVIe2Ic0F6G6zYeNKjV8K7vWw8q1evpqqVq6p4HeXRxqdZgNL4sePo6opX0jMcWIpIaBUvwLmftLSUwW4F+1WianP443UCL8ScsHOCnVf5wfgkzjRDlhI/vamiCjzxFoc724NJ60TfBXuxla53YuMpHf2y9rQX8MyZM4fKcHqgKVOmWDpi2w0WGQueYtB54N77FBhpQNKnq6x1MmgvFuBJCDzqMKLUPXwx4mB+AHQEeLI7kQV4itNXgCe7c67Eb/cyUq5bt46qs1fSgH79VZ46gA90x39xwtDXXn2V3nnnHUuXfM5OPKjtPCXuRcgeFODxBh6odwA0nnYI2CdE4snmTNfAg1RDhbZKDb/jn04/hM9Lm4oom2PI9LsFeDJN0Qy9z0viQYLQ97t1owfuv19F+iIOA3EBE8ZPoJdfflnFDHglHMwb46UAT+zsU4gSD3D05wI8GVqycV8jEo9IPNmeYxl7v6eOnqUZVC/8bPhn1ILjMj7lnG2f8NXjg+60gmMFIAXlykU2YwMvzYsEeDyBxxJpvAGoNOQu6bNi4ynKTiA2HkmZU9J1lJXnvABEpdZg8IENB7EZf+z/g44ePmKp3GxHAwGeQjrGwbTvsct5ndq3qGwOfnlrZWUilOalAd3VBHgEeETVVpqFncVnvaKgtVu1suNwskErUJSTDto1PWJSq7tOuFnsanBeLRJPcHiRoCf5BjyhYIrPnRTg8ZngqTbnFcfjTomjgccMMnU/l1enfQGeVKdXTu8T4Mkp+QPRuABPINgQ3/jmlcHAy+NNS0iiahNVW0CntNMtAZ6gcyj7/RPgyT6NS9RCPAAp6ecl6kTYHhKJJxQcE+AJBZuy2kkBnqySt3QvTwYyeHuye/LGlVoRQ7JTl27G+fO0AI8/dA5yKwI8QeaO9C09CgjwpEevHN0twJMjwgeoWQGeADFDulJKCgjwlJKA/jwuwOMPnYPcigBPkLkjfUuPAgI86dErR3cL8OSI8AFqVoAnQMyQrpSSAgI8pSSgP48L8PhD5yC3IsATZO5I39KjgABPevTK0d0CPDkifICaFeAJEDOkK6WkgABPKQnoz+MCPP7QOcitCPAEmTvSt/QoIMCTHr1ydLcAT44IH6BmBXgCxAzpSikpIMBTSgL687gAjz90DnIrAjxB5o70LT0KCPCkR68c3S3AkyPCB6hZAZ4AMUO6UkoKCPCUkoD+PC7A4w+dg9yKAE+QuSN9S48CAjzp0StHdwvw5IjwAWo2vMDDmwwqbk6dPIUuv6wMLVm8RJE1r3KTBWgiBaIrAjyBYEOyTgjwJKNQ9L93gGfiJKpRtRotXrRY1Rf7+zyqF6b3D+86e+pg2hda+Ud6TQFh4gNP+l1Pu3V5ICgUcFXZRJE8qUAaFOZ490OAJ9j88aN3kQCespB4lhRJPAI8fkydgLQhwBMQRqTeDQGe1GkV1TtN4KkeVolHgCeq0zOFcRVa0i+dt36KxJMCzXJ8iwBPjhkQgOYd4JkwicINPIaNRySeAMwsv7ogwOMXpTPWjgBPxkgZ2hfFlXjYXpPuP39tPHzC1c4FkHiWCvCky69o3C+qttDxUYAndCzLeIfDCzwu5wIAj1c1zoxTTF4YSApo3ouqLZDsUZ3SPBLgCS6Pst0z9x49ib3aTFUbPNvS/Zd1icfdabc7tQBPuiwL9/0xwg6L6OB/4blzlldbm7Z0S63adPLkSWfDC/dow997N/A88fgT9Nyzz9HpU6eER+Fnb0ojSAY8JQmHySrweIEKgGfK5Ml0+aWX0VL2alP3sB+4eW9K1JCbQkkBL+DBafovBp52DDx1at8iwBMgznpJPAI8AWKQD11x7+MTJ0wsJvGkCz45AZ6ZM2dShSvK03czZqoAJCsIiS/7BJzuIHygvTSRIQpo4Dlv8PrcuUIBngzRN9Ov0Wvy7NmzdPTIEXrqiSfp6aeeopMnTojEk2liB/R98YFnkbV322s5ne77AjwOuCBalSfwyhUrqNbNNalPr97qbx39KsCTDuvCea/tQU2FPBc0+Jw9e47+2P8HPfPU0/Ts08+oOVGSyRxOigS7144djqXS48ePU8vmzenOevVp/759zqYT7BFI70pLgRjgYe3UmNFfUpVrKtOa1WtUKIQGn3Ta8QV4zI6jo4cOHqTnnnmWHnv0MTrw55+O1FNS9ExnwHJvbimgJB4bdAA84DlUbb9s+JmurVGD3u/azf7eOknJv9xSwHQAgZp8xPDP6MryFWjlypVF2ooSnHhzOyppPR0KmPv3KbbtderQkSpffQ0dPHBQAU9JDom+A8/5wvOqs5/xBL6m0tU0fvx4tfGYoOPpcOBywVUBiHIFngbADpOfCmzgUKB/8lzASRr2nWur11Au9qaEnM4CkXszTwHNO/AEkujaNWvohuuupw7tO9AJVrfFW7eZ74m80Q8KeO296qBom0Q2btyoHIBeb9rM2rd5Pw8c8JiEcgbEotp53mz27d1Ld9ZvQPXuqEvr1q6N3ZzsQerBqp9/yxVKGsTw0p7AzEvtVALQ+XL0aKpapQq1eLc5HTp0qCjxoAg8fuw1CdtwayuOHj1KnTp2UqqWmWyjdVTlhs0u3uYln8c6UQWZHvqAaB4scNB49513qWrlKjRn1uwYNVu6SzWrEo8n8NhebJB6vpv5nTo93X3nXTR/3jxWwR1SExnfyRVdGuCkhEm8Y/sO6vBeezWR4Sm1Y/v2GNFdVG05x52iAyEOjHyIKDxfSLt+3Un176in7LRz5sxRQeHJNBZB3mSlb/EBUUu6W7dspbat26oDx4d9+yothSUQ2M+mOVV9Ax7dL33S1eLbgu8X0EMPPkTly11B9997H3Xp1Jn6f9yPBvTrH3v1H0AD5AopDSxe9gdPmYc9e/SkV158iaoz4FzH6jWo2eBc4OXhmOZ8ltszTIFim7INQKtWrqIH7n+AyrN3aovmLWj8uHG0ePFi2vDTBnWA2M4Xfurf0/1bP2u+w+v3ZN/rdt3tu58r7ffmmBONNVO0SdZfk37J7vX6fvu2bbRqxUqa8u1kZXetedPNCnQG8vpVzj+YB7bKXO3lac4734EH/XOr3Qo2F9CwYcPoqSefoutZAqpWpapzIUJWrqjQoKriJWw5dzW4k9q1bkNLuKbHkcNHihmqS6I3TnPuy+0pUCDGPme7zupT8KaNm1jt1pFuuPY6dYC46fob6KYbb6RaNWtRrVpyhZUGtZl3NVmavZH5ibWK/fglPijOmD6dThy37Xq2tANbbWiAh3saY9OBWu0M4gRYf7yP3TS3bd1K27fxqUld22j7Vr6cv/Xn8jN8NAEft9Fvu3bR4UOHlboNWQsSqWlS2BvllixSwC3xmHZXrFvE8+zauVPp/Ed+9jn1YmkWXk+wA5Xm6lzK59NpO6ptpUODmHs7WLyDlmIKF+2EFHv0yFHLnscxdyrm0gYepWpT/6X3LycST4zaTSOm7Var/cJjHAtcwaWikw2PkdKLV9qF2nTFjMfT9Kaz3J0NCsSTevC5tsUq+4+yzZ5T3k5yhZ8Gbt5ae3KRh5szL2wH43TmXk6BxwuABFTCDSrp8g/Sr3OlM3PlXt8okApPnYMiu9fCaxVutnKFnAY6q0wyj0Wfgef/B5uUnp5bC+6PAAAAAElFTkSuQmCC" alt="" />
distinct:(去重)对RDD中的元素进行去重操作,重复的元素只保留一份。
subtract :(去除交集)对集合进行差操作,即RDD1中去除RDD1与RDD2的交集。
sample:(取样)对RDD集合内的元素采样。
takesample:与sample算子类似,可以设定采样个数。
案例: 以常见的Wordcount 程序为例
val lines = sc.textFile("spark.txt") //通过textFile 此时spark.txt文件的数据是不会加载到内存中的 读取文件生成 lines RDD
val words = lines.flatMap(line => line.split(" ")) //通过flatMap算子(transformation操作) 生成words RDD
val pairs = words.map(word => (word , 1)) //通过map算子(transformation操作) 生成pairs RDD
val wordCount = pairs.reduceByKey(_+_) //通过reduceByKey算子(transformation操作) 生成 WordCount RDD
//上面所有的其实都是lazy特性,所以至此其实程序还是没有任何操作的
//通过foreach算子(action操作)
//因为foreach是action操作,所以在此时,会触发一个spark job的执行,然后才会提交task到spark集群上去执行
wordCount.foreach(
wordCount => println(wordCount_1 + "appears" + wordCount_2 + "times")
)
//以上所有的代码都是在driver节点上执行,也就是执行我们自己编写的spark应用程序的节点,但是,在action执行之前,所有的transformation都是lazy的,
//不会立即执行,只有执行了action之后才会触发job,提交task到spark集群上, 进行实际的执行
在action操作执行完后,driver程序,实际会提交大量的task,到之前注册过来的worker上的executor上执行,
1.首先从hdfs上读取数据到worker的内存中
2.然后executor中的task,再针对hdfs对应的lines RDD 中的数据 , 依次执行我们定义的flatmap 、 map、reduceByKey等操作
spark中有一些特殊的算子,也就是特殊的transformation操作,比如groupByKey、sortByKey、reduceByKey等,其实只是针对特殊的RDD, 即包含 key-value对的RDD,而这种RDD中的元素,实际上是scala中的一种类型,即tuple2,也就是包含两个值的tuple。
在scala中,需要手动导入spark的相关隐式转换,import org.apache.spark.SparkContext._ 。 然后对应包含tuple2的RDD,会自动隐式转换成PairRDDFunction,并提供reduceByKey等方法
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