使用JWPL (Java Wikipedia Library)操作*数据
1. JWPL介绍
JWPL(Java Wikipedia Library)是一个开源的访问wikipeida数据的Java API包,提供了快速访问*中包含的消息,如重定向、类别、文章和链接结构的结构性访问接口。它提供的DataMachine 工具类可快速解析wiki格式文件,生成mysql的数据txt文件,可通过mysqlimport 导入到本地数据库中。
JWPL介绍官网:https://dkpro.github.io/dkpro-jwpl/
JWPL的源码:https://github.com/dkpro/dkpro-jwpl
JWPL的核心功能包括:1)快速有效地访问*数据;2)分析处理Wiki格式数据;3)可以处理任何语言。
除了以上列出的核心功能外,JWPL对存在编辑的历史数据的版本有再现的功能,这些版本再现工具有以下功能:1)重新生成某个历史时刻的*数据(Time Machine);2)访问*所有的版本信息(Revision Machine);3)专用的版本存储格式。
2. JWPL解析Wiki数据
这里主要介绍如何搭建起使用JWPL那几个核心功能的平台,不包括后面利用版本数据的那几个工具。
JWP核心API访问的数据都是存储在mysql数据库中的结构化的数据。所以,重点就是要怎么样把最原始的wikipeida dump数据转换成mysql数据库的记录格式,并导入mysql中,主要利用的就是JWPL提供的数据转换工具---DataMachine。
2.1下载*历史数据
从Wikipedia dump处下载需要的数据,选择语言[LANGCODE]和dump日期[DATE]: http://dumps.wikimedia.org/
【注:Wikipedia数据也可直接到Wikipedia的ftp下载,省去找数据麻烦:ftp://wikipedia.c3sl.ufpr.br/wikipedia/,打开这地址后,选择你想要的版本(其中,enwiki表示英文版,zhwiki表示中文版),注意下载时,后面的名字要完全匹配,例如下pages-articles.xml.bz2时不要选择pages-articles-multistream.xml.bz2,因为按照本文方法不能解析multistream版本的】
最起码要下载下面三个文件:
[LANGCODE]wiki-[DATE]-pages-articles.xml.bz2
[LANGCODE]wiki-[DATE]-pagelinks.sql.gz
[LANGCODE]wiki-[DATE]-categorylinks.sql.gz
把该文件放入一个目录中,比如~/en2012
2.2下载JWPL DataMachine jar包
直接去maven库中下载整个jar-with-dependencies.jar。下载地址:http://search.maven.org/#search|ga|1|tudarmstadt.ukp
搜索de.tudarmstadt.ukp.wikipedia.datamachine对应的 jar-with-dependencies.jar 文件,下载。
2.3通过下载的DataMachine jar包 解析下载的历史数据
命令:
java -cp jar-with-dependencies.jar de.tudarmstadt.ukp.wikipedia.datamachine.domain.JWPLDataMachine
[LANGUAGE] [MAIN_CATEGORY_NAME] [DISAMBIGUATION_CATEGORY_NAME] [SOURCE_DIRECTORY]
其中:
LANGUAGE: 指jwpl支持的语言,选择一个你下载的wikipedia语言,比如english, chinese
MAIN_CATEGORY_NAME: 填写一个Wikipedia类别层次上属于顶层的类别,比如:Contents
DISAMBIGUATION_CATEGORY_NAME: 填写一个有消歧类别的类别名,比如:Disambiguation_pages
SOURCE_DIRECTORY: 上面三个wikipedia文件的目录,比如: ~/en2012
比如:
java -Xmx2g -cp jar-with-dependencies.jar de.tudarmstadt.ukp.wikipedia.datamachine.domain.JWPLDataMachine
english Contents Disambiguation_pages ~/en2012
注:按照上述地址下载的DataMachine jar包名称会比给出的例子中的名称长,故需要把java命令行中的jar文件用完整的文件名表示即可,例如我下载的jar包文件名为:de.tudarmstadt.ukp.wikipedia.datamachine-0.9.2-jar-with-dependencies.jar,则相应的命令行应是:
java -Xmx2g -cp de.tudarmstadt.ukp.wikipedia.datamachine-0.9.2-jar-with-dependencies.jar
de.tudarmstadt.ukp.wikipedia.datamachine.domain.JWPLDataMachine english Contents Disambiguation_pages ~/en2012
注意: 如果你的dump文件很大,发现上例中给JVM分别2G内存不够用,可能你就需要多分配写内存给JVM了,比如4G, "-Xmx4g"
注意: 如果你的系统默认编码不是utf-8(比如windows), 可能需要再加一个参数:-Dfile.encoding=utf8 flag.
java -Xmx4g -Dfile.encoding=utf8 -cp de.tudarmstadt.ukp.wikipedia.datamachine-0.9.2-jar-with-dependencies.jar
de.tudarmstadt.ukp.wikipedia.datamachine.domain.JWPLDataMachine english Contents Disambiguation_pages ~/en2012
DataMachine jar解析*数据会需要运行很长时间,大概一整天也有可能。运行完会在SOURCE_DIRECTORY目录下生成一个output目录,该目录里面有11个文件,这11个文件就是需要导入到mysql中的结构化数据了。
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注意:SOURCE_DIRECTORY 下还会产生一些.bin文件,这些都是临时文件,程序运行完就可以把他们删除了。
2.4创建相应的mysql数据库
mysql版本:5.0+【由于数据量很大,所以最好选择磁盘空余空间100g+的磁盘安装mysql或者设置mysql data的存储空间】
创建数据库命令(数据库名DB_NAME可以自行设定):注意要保证创建的数据库的编码是utf-8
CREATE DATABASE [DB_NAME] DEFAULT CHARACTER SET utf8 DEFAULT COLLATE utf8_general_ci;
创建所有的表,下载包含所有表结构的sql脚本:jwpl_tables.sql脚本,在mysql命令下执行改脚本:
mysql> use [DB_NAME];
mysql> source jwpl_tables.sql; #注意jwpl_tables.sql所在的路径
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" alt="" />
导入output目录下的文件数据(.txt)到mysql数据库中:
mysqlimport -uUSER -p --local --default-character-set=utf8 [DB_NAME] ~/en2012/output/*.txt
注意:如果导入出现问题,因为有些环境可能不支持通配符批量导入,那就可以在mysql命令行下利用load data infile一个表一个表导入,如:
mysql> load data infile 'E:/aawiki/output/Category.txt' into table category;
将数据导入到对应的table中,所需要的时间也很长。
各个表的结构:
category --> 类别信息
pageId:类别ID,唯一
name:类别名 category_inlinks --> 指向类别的链接信息
id:类别ID,不唯一
inLinks:该类别父类ID,也就是指向该类别的类别ID category_outlinks --> 类别指向的链接信息
id:类别ID,不唯一
outLinks:该类别子类ID,也就是该类别指向的那些类别的ID category_pages --> 页面与类别的关系表
id:类别ID,不唯一
pages:属于该类别ID的页面ID metadata --> 该wikipedia的一些元信息,只有一条记录
language:语言
disambiguationCategory:运行DataMachine填写的消歧类别
mainCategory:运行DataMachine填写的顶层类别
nrofPages:页面个数
nrofRedirects:重定向个数
nrofDisambiguationPages:消歧页面个数
nrofCategories:类别个数
version page --> 页面信息
pageId:页面ID
name:名字
text:全文,包含wikimeida的标记信息
isDisambiguation:是否是消岐页面 page_categories --> 页面与类别的关系表与category_pages信息重复 page_inlinks --> 指向页面的页面信息
id:页面ID,不唯一
inLinks:指向该页面ID的页面ID page_outlinks
id:页面ID,不唯一
outlinks:该页面ID指向的页面ID page_redirects
id:页面ID,不唯一
redirects:重定向到该页面ID的所有页面ID pagemapline --> 所有页面的title信息,处理重定向等有用处
id:该页面ID
name:页面title名字
pageID:页面ID,如果该页面是重定向页面,该pageID是其指向的那个包含信息的页面ID
stem:***暂无信息
lemma:***暂无信息
3. 在Eclipse中使用JWPL jar包去访问*数据
(1)下载JWPL Wikipedia API
直接去maven库中下载整个jar-with-dependencies.jar。下载地址:http://search.maven.org/#search|ga|1|tudarmstadt.ukp
搜索de.tudarmstadt.ukp.wikipedia.api对应的jar-with-dependencies.jar文件,下载。
【注意:这个de.tudarmstadt.ukp.wikipedia.api对应的jar包和2.2中的de.tudarmstadt.ukp.wikipedia.datamachine对应的jar包不一样,前者是在集成开发环境中操作wikipedia数据所需要用到的包,后者是将*数据转换为mysql数据库中的数据所需要用到的包。】
(2)下载JWPL的源码
因为JWPL是一个开源的项目,所以可以下载其源码,然后导入Eclipse中后,可查看其源码。
下载地址:https://github.com/dkpro/dkpro-jwpl
(3)在Eclipse中使用JWPL jar包
在Eclipse中创建一个java project,然后导入(1)中下载的jar包(de.tudarmstadt.ukp.wikipedia.api-1.0.0-jar-with-dependencies.jar):
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" 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导入(2)中下载的JWPL源码(dkpro-jwpl-master.zip),导入后可以直接使用F3查看源码:
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jMsJseDAwMDIy3qYsJH93R2tHe2i47oKSCSEoF1eUJqqA7N+90tHZEvpveQ/t7v7buvfuR3//1nrsXP/Dblx+8d/NDcwoemlPw4JzNf/z9ht//27Lf/XzhnHv+83Z7v5zqEn0/qljioFvXue/0at1zF/HWHm7jPP9dX8haIbLrC9V27K558W76dok3DW63PkZ1CXIKN2lhVRcXJCOwpHvz5XxKZJboJTenFayFeH/9njbmK7vY/fX8bnpQXWBgYGCz3KamJOxm+9HDR1uutJi0pmh+YAZnVy5docnYuIqTwyjMpDV1XO+ora61m+20LyLVxTa3vWnTSMVv/vDvj99z95L037744L35D80pmHfPurm/yPnNz56e87v/PFpdR3mEHiRxYFf3ZC1BXzORMhbmd3qF8WVdcuoZVBcYGBgYWNTCy+/y+5y+Ox13vm78+sgXR8Dk7OvGr+903PE5fX63X7x+qKS60OZ2ekz1//vO7gfm/Crz1z+bf++/L5/zixX/cXfW3f/vX556Ynl97XHMMI8TgKC64qe3QHKBgYGBgYVrU1g7U/6SCDDGfA5fsMVCqy6Z5nYOXjcczmJ+h/H/+b9+z/wOo0FjCLgDsuN91HN0rZV3EXvakzpJGHeTa7TYGkgusNlp0p+ZD9OSHjkYWMIsfnubwFBTUl1T8xhj7ZU6AiiVJZdy10jfVxG9JxM/REU9WMYp1JQduVMkjNQ0UTs4Qxk0HdistaQrkllieNU1ZY9JkC9T1Ezhi5v4RTuVhsVeEqt3Y4JFhtRtRMMk9qqphBrSebJG7qirHJ12nHbaTtoyDpp20LQdZ8wpadMlvRZgYIm0pIuS2WBi1TVFd26x96nO1sRkpkfZp1xF5G7BuE5KTb393ZLBRjSKhD+oRKEzpv62lxss5UwuKmmeKFQCVtaEE08CFIlyYNLeCbM6IeXsdJFfojraadpG01bWLKwxL200bWPlFwgvsFluiZQgs9IQ1UVGq7qYrpI+qpizYQoRN/Kg5JyE9BAyKmm6nAdRLdBxS+QqVpJLdK+Lqi/33Md64K7F/kMvUifhDCqi4VnObWxHKakgsLMjIjpkWpFENAyHJE7RaOqMMM6o44mirOjaCg0MrS82DGyH2oSmcCFW16bg/BC21xilZaZpE00badpIUwaaMtK0kaZNNG1mFZi0+kmvDhhY4i3ZumRmG0UyqitPoroUOgDtHrlRGZUsHnkhIucBHdG5GEKKGOl/8KgHheqgo5FdZlB3ybdJpPc0dhSUDpzYf75Fw5sobGtwaKFMNGUSjihW+X/o5Uw0bnGTBJxP0Tgdztpf+CXakJESa2gYIiXEXGhm84i6MswgpTMlFn7Ypo3ssG0UxiMtS84/9mYIJySp2EKrLO0aaY24W8WMtLA0fgeuLJtQbirLegXdFs7sKXphpA0lelMY6YCe9usoUkeR2oBPG/BpA6SO8uvpgIGmjTRtFgovUF1gs9ySrU5mqrGqa5WK8lHhPhZF8wrY0ZF5gjOPMO75hZU77KBOWeiAmSLNAdIcCFhoSvQEVL4/mOcsMghRVpriRgWFZyj6jLbRtIUOmGjSFCCNAb+JCpgRJ8qTBxGZS9iM0oGTM6Z0hdU09F95E+03UD6d3zPpc094PZM+zyTp1fp9uoBfT1NG4bAazugodM7MEAT0NKmneYdWiVKUjtlhygj8SEmRugA3TApMR/FhoOqBidNA+5XjVF4rdGCC8espn9bvnSQFpvWLg7EiBSms+inoPIV47IL7PHjPGOmAgfYzMRho2iTUT1IhYgm2rV8XIHUBUkeRaPwW4T8eaEFcCxsld1TIVsXuqcJOoMpdiF0PlXs6IUKZMtCkjvJO+j0TPrfG59Z43eNet8brmfB5J0jfpN+voyis8Er6yAcGlkRLtkCZkcaqrpUqykMFRwvuH1kPTXkoJXNTlJuiXBTlDAQcYqOcFOWmKA9FedkvpiIR476qykMF3AG/K0A6/aST9DlIn4MknX7SFQi4qYCbLcsr44fk/VBuKuCiAi7GW4B0BvwuiQev5LuyPNy1Ab/TTzpJr93ntfuYMPwiJxGZm22BkNlcVMBJ+Z0B0uEnHWzwTirgDMODmwq4gtf67KTX6nVbPJx5rF6P1ee1kaTD73dSAZekUxS+PEziP1iEnfTZSdIR4B0q1FSuIOwXlYkaxOEn7aTPFjQvbz6Pzee1kT67PxgGbwEkVD/p8JPOQMBJUSHjVLzDA2zzeqxeofm8wUhI0i5sYWxTSO9AaYNEEhh65zAxBOuL3vYi526KclF+J9O2Pq55SbufdEjaim8BKuAM+B0B0hEgHX7S7hfcUeG3qjuqjlAw7HfXoTcS8u5AbiSfl6m4nSTtJOnwBysuajQSDAwMLHqjSTnVtUJFuShaT/PmpI8fOV6yoQRv60tK1m/Zsm7LlnXFxWuLitYUFr5cUPhyfuHL+QUvFxS8XFD4SmHR2uIt60tKNpaUbC4pyS8pKSgpKWStoKSkoKQkv6RkU0nxxuLC9YUF6wry1+ZvWrN545pNG9ds2rQ2P//VgoJ1RYXri4s2bCneWLJlU0nJJsQVavklJZtLSjaWFG8oLlpfVLCuMP/Vgs1rCzavLchnPGzcsoXxsBljWzaWFG/cUrShqDB4YX4whjWbN79akL+usGA9EgZnm0q2bOJfFgdtS9A2bCnasKVoQ3HRhuKiDVuKN7DpqAf+2i1F64sK1xUVvFqQz1thPlv9YN03sYWitrGkiK91/qY1mze+snH9SxvWvbR+3Usb1r20Yf1LGze8vHHjmvzNrxYUrCtiaiFoRlGnMO2Zz7bqJi68wvxXC/Jfzd+8Nn/TmvxNa/PzXy0sWFdUtKG4SFq1TTL9Jb0B8oXFbS4p2cS3CVOpzWt527Qmf9Oa/I1rNjO2eW1+/rrCgnVFhesRW1dUsK4wPxhwYcG6oqL1TJAlmPYX9qMgPXhjFLPVDzbvhlc2bgzapo1rNm9as3nT2vzNawvy1xUWri8q2rBF0AJcO2xGaoo2hahB2EYowUYluN+2FDM3GFflVwvyXy0oXBeMQfy+K0D6dENx4brC/LX5m9dsZtuWb6vijVsEt/SGLUXri9Ei+EvWFXJvjXDaVvAekXk7hOwXQZNulrQtci+hnVi4vqhgXVHBukKhFRWuKypkay2+YwtLSorAwMDAorfjdcdFwiuoulZn5fltpFft4Yy0kkVrCrG/dQ0AKJ988glN0xYAAAAAABBKikoo4ab5oOpa+exzHqPbdttsu2Ox3Tbbbps9BvfmFzYme0AHpgGgugAAAABAiqzqWvZEtnPSrv1xTHd1TPvjmPbHUafGti5nTbIHdGAaAKoLAAAAAKTIqq4ljy6wqk3DX/eMnOsZOdcz/HWPddj0StaLyR7QgWkAqC4AAAAAkCKruhY89JRpQNdT397T0N5T395T327q0734bF6yB3RgGgCqCwAAAACkyKqupzOeMPROdn11teurFsb03RMvPLUy2QM6MA0A1QUAAAAAUmRV1/z0v+m7Jzo+/6Hzi6Dp72iefzIn2QM6MA0A1QUAAAAAUuRV1wN/N/RM3jwc1lzX0WMnwWaVgeoCAAAAgEiRVV3PZD5p7Nd2H2tjNnUF93UtWC2nuqY0NwJMK0B1AQAAAEAUyKquRX96xjJsHDrbPfx1D2PWYeMr2fjPMILqmlWA6gIAAACAKJBVXVmPL7KPWyeuqJkv62K/r2ttdMMwMJMA1QUAAAAAUSCrulY8ucytd5lvGq23zNZbZustk8fg3qzCfzc9qK5ZBaguAAAAAIgCWdWVu3Clz+JzD7k8Ix7PiMc7ovQ7jAlRXeMNBVlZWVl7GxoKsgoaxmmabtmbtbcl/gUDIkB1AQAAAChjt8817/xf3709J1kBfPPNN2fPntVoNMkKIExkVdfq7NV+hz+gDVA6OmhOqmRDSXTD8NQZbygISqxxUF1JBlQXAAAAwDF2+9yF8rvNI2fPvv7fkhXD8ePHR0ZGUl94yaou1QoV5aZoM01baNpC01aa8lAlm0OqLl4dxZaWvUGpJUzjhVi0hUZxbbzqOF2Iveq6sSOdIIj0HTdifHsfzSUE5B4NJz8TB3MsvUIuVnFZkdRGriwAAIBUZ/TWufPb7zYNn6Vp0+mSpKmuhoYGj8czPDx85syZVBZe8qprpYryUrSD5ozyUSUFoLqmWNxMYPqqrlBlxFJ1KcsoxgubAVQXAADTktGuc+e23W0aOkvTJpo2fbP93xqL/xtqF/fcP9JxKraF9vb2nj59ul5IU1OTx+NhhNfp06fHx8djW2iskFddq1SUj6JdNO0OGkVSJYXKqqtlbxZLwd69BYhOCoomRq/w2RDtwidK1BXqd28Lr3kY1YUWylwpdYWUK/Ae+trxhgIuzJa9WVl790oumXVMN9XFqJmgKgpb2kSnuoL5QxYm9A6qCwCA6Ye669yZ0ruNg000vxVJbJrOz85X3K/g5Nc4lMs9efKkRqPxyDM0NNTY2KgsvNZvLJBayCof3dn9l//7tV/9+69E9j9+8j927twZ8nKLkurKU0lPlBRFMteFTE+xs1LMjnhWa7XszeL1Eydh8DNJfA6x6hJdgnUlLFdAyGvZVFwEs5M4qy7mBTpdFEwJqhI+szSn+A0iUV3pO25gi5PObwmVEFdU7o5wVBcSsWx1kNk39lp2viz2+hMAACCmjPVcbtp6t6Gvhvb1KVtDfohlx4gkl8ViOXbsmDMUg4ODp06d0mq1Cn4ilVwMO1dc/PNPn3/sD09w9ouf/irnuZwwL4+n6uJ1itxSIPsSmXJSmO4KS3XhXSnopJDXcidC6MLZQ5xVl2ipDpFXiGZJ33EDm1OITIZIVZdQJimWJZ3rksYgp7pQYN4LAICUZuTmuaY3/802Uk+7ritb3ab/GtJb+JLLYrHU1tbaQ6FWq0+cOBFyg1ekkoth+4pzD/80l5Ncz614Lvxr46q66PGGgoKGcSRJXnWFWq2LQHVhXIWtuvBhgOoSkLAVRl7IiOe3xFllluhk9nVFqLqEU23o3q8wypIJErfCiMYAs10AAKQ6vVcOn3r9btvAZ7S1Wc70nfsat/4qHG9hSi6LxVJfX6+8ejg0NNTQ0DA8PByOt0glF0PZitMP/nTFnF/e98Tfn4joQnnVtToGqosebygo2Lu3QKBXuNPIC36tkabplr0YSRPJCqPUVXiqSyYMpmj+CytAdcVVdUkmloQzXEdzQ+REkZl/ikp1YSfKJGVJJJdMkPL7uuK1xw0AACDm9Fw5fOK1n9t63qON9bSxvulfv6559b+i1lD0/3V//1lsC+3s7Kyrqzsi5OTJkyaTyWQyDQ4Ohi+5osZoMG/667Hcv241GAwRXRhz1cV+mSm6OMdPII03FKD70UXTXtJUHkXVJSwU40pJJylfi8TPq0RRHWcbMVdd6GSSdGFPIEbSsRJJOBvFo6i6pPu9wpnrCr4IscKIS8WUCqoLAIDpTs/lw8e3/Nza/S5tOFa9JvRiYpyorq42Go0DAwP19fXxllwMRoPZaDBFelXsVZcI4ardbJ8lmhnEUHVJt8NL91AJN6iLJ6kwOXnkvs0BTZcRclPb18UhFyQfAbqbnr8CVBcAANOG7suH64t+bu1+9/DLSVNdX3311cDAQF1d3dDQULJiCIc4qy6xygLVNROIh+pCVAYrSNiP9Ik/RshnlctpEbuSaCX+I4lHw/oMI5c/fcfRcD7DiIlBFCTiEVQXAADTnTvfH/7y5f+zNv9nyQrg2LFjNTU1KS65LHFVXcwWdKHGAtU1E4BfBAIAAACAKIj7CiMw8wDVBQAAAABRAKoLiBhQXQAAAAAQBTFTXWCzykB1AQAAAECkxEZ1AQAKqC4AAAAAkAKqC4g9oLoAAAAAQAqoLiD2gOoCAAAAACkR/g5jIaguIDSgugAAAABASijV5aZpN027aNpFUz6qpABUFxAaUF0AAAAAIEVeda1SUT6KdtK0k6YdNG2nKS9Vkg+qCwgNqC4AAE4C4JsAACAASURBVAAAkCKvunJVlJei7TRto2krTZtpyk2VbATVBYQGVBcAAAAASJFXXTkqyk3RJpo20bSeprRUwBHYsm5Lsgd0YBrAqK5PAAAAAABAkFVdLyx7IeAMBCYDgQm/f8znU3tIi6/wlYJkD+jANOCTTz5JdggAAAAAkHLIqq68JXmk1ecdcXuGXO4Bu6PX5jW481Wbkh0wMA34BFYYAQAAAECCrOpauSDHa/LYuy32O2brLZO5U+/SOjbmrYvzeN1XlUnwZFb1xbk8IB6A6gIAAAAAKbKqa8WTS106h6lda2rXGlontC1jjnHrupw10Q3Dly9fdjgcYWTsq8okVE3BF00qgn8BTB9AdQEAAACAFFnVlf3XxXaNdeLKyOQVteb74fFvB22j5rXLX4puGD58+HB1dbXBYAiVUaC66CYVqK7pCKguAAAAAJAiq7oWP/KsVW0aOd8/emFAfb5/5Js+64hpTfb/jm4YPnz4sE6nO3jw4NjYmGJGVHX1VWWia4xNKsnCI7IeKZggEyeKvTLHzFGTivcoLQJTKBASUF0AAAAAIEVWdS14aL55yDDYdGfobM/Qme6h03csQ8aXl6iiG4YPHz5M07TBYKiqqurt7ZXPiO7rQnVOk0qotVRN4nkxNhtyGbdCKa+6RHJNKK1whQJhAKprdlJesQ+svGJfsvsBAIDURVZ1PfvHJ00D+t7jNwcabw003ho41WUe1L+0+IXohmFGddE0PTExsXXrVpPJJJORFzeCTV3oBBavyJhU4XSYQDfh9Jl4rkvuWrlCgdCA6pqdlFfsS/atl3xAdQEAoICs6nrmj0+a+nW9xzv7T3YxZh7Qv7RoSqrLaDSGM9fFKiFEd0klkfASXoaJVVdmVd8UVBforKiIVHUlfXICLFaW7Fsv+SS9C8BEFr/hEwCiQH6F8cGnzIP6vpNd/FzXwJTmuvR6fYT7utCNXaKZr+C6YZVYSUlWGJkXiKO+qkwCq7oERTRVsXNp4kKBMIhCdflnKMxzP9lRJIhyUF00PXu6e1oAqgtINWRV16I/P2MZNg6d7Rn5umf4657hM93WIeMrWdHv64rmM4xijSS/c14wZyXZTY9cnalS4ee6BEWgE2MSX0AoolNdthmHH1FdyY4lEYDqomm6vGJfsvsBCAKqC0hBZFVX1uOL7GPW8e+Gx78fGf9uePzSoH3Usnb5y9E9icL+vi5gJgCqiyGk6hoZHd//6bF3PjzyzodHDnx2bGJSm+AIY0t0qsuj7fJou2J9DyYNBdU1erNR0381kT0yywHVBaQgsqpr+ZNLXVqH4caE4cak4fqEvnXCOWHfkPtqsp9pwDQgCtVFkqR1xkGSJKO65GpX+cHhyfEBo3bEoB3uvtX+9v5PExxhbIlUdQV8Lt25wuFDf5xsjPyLAPsq5xHzKvuCR7GZiuZ9Rk95xT5py5gNEze+Wnbx7T+c3vHbG03bEt81sxPmDRi/4RMAoiDULwL1WO09Vnu3xXbH7DG4N6s2xuLZBsxwolNd4ed//43CyG/1JICqLtGp/oHhrdvfuXOh1Nlf6e1/y3Vrh+67f35QXpz/2q7813Zt3f5O/8BwUmKeCgqqq0tnEVmP0UYF/OrP/mo4c8/wRw/5ncrbDyTSKoVVl7RldKO3vq38bcA1ahqoPVV+X+K7ZnYCqgtIQWRV1+rsPL+d9I15fWNe36jHq3aTVrLolcJYPNuAGU50qsssQTt8u/XQyy3v57W8n3fj0w2bnnn0pUcfeOnRB1567AHm4LWlT0mvSh1Q1SU6tXX7OzbNedr6LdZsmvNbt78Tr7Cub0sj0rZdj71jBdW168fuladvc/b8mdu7f+yhadp4uWKi9v7xI/NM1z5VvKcUpFXsVFcsKK/YJ20Zrbrr+3fm0j6tffz0qfL7Yt/0ctSsjE9Xp1KJ8oDqAlIQWdWlWqGiXBRtoGkDTetpWkdRTqpkfUmyn2nANCAK1eXz+YwSLu6ab1Vfd0zedkze1t86l//0w/3f7e279M5Ljz7Q/+3e/kvvvPToA9KrEI6sZD8MsfKIYsb44PP5GNUlrV3hG+/SpnMKVvjGu4q+W8vu5z82ElntWsvuJ+4va420NqFRUF3/84nX/z2rnLO7F++8Z/lumqY9+t7Bg3/SNf6u7+CTivfUdFJd0paZGO5EVVc0jSvo8LC778jK+HR1pCUKok/Y25F5A8Zv+ASAKJBXXStVlIeirXTQLDTloUo2geoCQhOd6jII0fS3fbftAc2VEnPndntnmaX1jYJnHu5trur+Zs9Ljz7Q01zZc77ypUcfMMhSnUMQOdXMcUvp/exhAkFVl+jUptc+pHXHFWzTax8q+m4pvf/+0hb2kGCP40JL6f1EOM2noLrUk+a/frwVtb99uvWp2q1P1W7tO/Ck7uTv7rzzkEPdJn9PYVcYgx9GrpzH/rSX8BPIfDq/FKmYR1AI75BbdMQ4kFBesU/ULOfLfnK+7CeX9wZV19HX/lfdtvvr98xnzk6M9ul1kyFatjqHQLu4pfR+IqweMVTnxPfWCLfEcG+hqSEuBVQXkILIq65VKspH0U6adtK0g6YdNOWlSvJBdQGhiU516YVcrnh8sv2gZaDGNlRrG6rdkvV4cHlRaLvWPq/HcrX0/vtLr+LPJQhUdYlOvbL5U3r8MGOB0S/P1X/xZln1uk2fc6Za8/mrm6tf3Vy9bvNXON+C6lXnEPGs69XS+4mc6tD5lHfTP1v7ZtGZ10T2yJeF2u8ODX6UPvLFvSN1Co+XEKoL+a497lv2hOl0X6WKVU9yeXifTSqh1lI1hTunVl6xT9Qs58t+Yuw76TF10z6t33rNOvBpR8NzNdv/pNfrx4a7myr+ePH9J7SaEfl2Zf5/CJ2GvzTB7wJ8ieHeQlNDXAqoLiAFkVddeSqKpGg3zRlFUiWFoLqA0EShulwu14CQc2/c59E2oVa44JH+b/f2XXybWWFklhoHZPkwmyCyP8Sns7Dnm1+bizlmjj7MJghi7mvNwmuDCZgUHpfLxaguae2eU31CjxyiRw65ez/857+q9zbcOj4SkNpn103Pr6vB1a75tbl8gR9mM6UrBYyvLD5+NPE13gNXhsghi7Lq+tV7qx84tFZkv3g3z2fVtpVmGM78pvX1DL/XKXN1yLku6QmMSpJMVgnzcK8kvwY2r5L7CbIQ2+3LK/aJuqqzef/F3f9uHj5P+7QB+43urzfWvPn7ztYLN1sv1G1Lv31mfdux5797N6O3qwXX0XzvyqQqdzrar9K+ll4rvMXEPf1hNnJHYG8Y/DtBeM8h7oNp7HsViUd8h+HuZEH8c+dKAmDegPEbPgEgCuRV12qV9ERJEaguIDTRqa4+IadL5nrGjzLmHP5y4Ov8pu2PXnl//pX35zdu+/Pl/fMv759/quzPlw8uvXxweR+WQ1kEQRBE1iFh0twt55BXWYf6+vrObZnLZeOPz22Zi14uvDaYwiWgLoKgqksU2jMrPqUH3nbdeWd98ZHddQM1d7xSO/idYdX6E5d/uImr27ktc9miz22ZGwxDMWBMZbHxS6uJVA1TSx4F1XWxJKu6+FmsXXwtu+udxWNHfnfzrQzt1RMyDqasuvoq53GKSe5aVHXJiitGucmeLq/YJ22Zm999cbHiF5M3v+y/+GZD2X/cbG3uaGn+4rU5txqf9xtOBuw3Bi6Wflt1750b32CaFe0lTKdgOh13B2D7WnSt0H8Wm513eSiLy87fdXIliqPlYXMHY+JDE8YjLBdzJ4vjF9+doLqAFARUFxB7olNdvUJOFN7rGf7EM/yJqaPyyv4nJ1r3eCaOeyZOeCZOeiZPeSZPeSYbPdomU/dn53Y83CvPuS1zmAd9b29v76EsYs6Wc8KTWYf4v2iaMFV6bW9vUNXxiM6jqksU1X9mfenqLH9x49HSL/s+a3VIbe8Z7ZJXmr69fFO5WsJilQOWVBYbv7SaArfMNeIcDAqq68yax9p3/ENq10v/fmbNY5M/1HVVPKA+/Nvr5QtlHIRaYUQXCbGKChFSsnkEK4zSnyCrrJSsREopr9iH7bCuH+rPv/UfZ/dk3Gr/sbe396PiP9w58xI5/j6jumi/Rf3DOxff+g3mSkyPMJ3CpCp2OvcSf68Kr5WA3GTS9w8bgFyJEk+4gkS3kygb+1LuTpbLzwKqC0hBprPq4n9dsUmFfQbCz1cniShUl9Pp7BZSt+k/PP37jK3bLrz1F2N7pWfkM8/I556RLzzqLz3qLz3qw57Rr4yd+87sfPTGpYbuEBxYQhBLDnR3H1hCzCk+y6efLZ4zp/hsd/fZ4jnEkgNcWvAYTZVei0sR4nQ6GdUlrd3DC44sf/noloO9By5ZDlyyHLgosB1H1I8sO9n8bYe8bzZycaJCwJLKYuPHJArdsimEJJ+C6jqperht29+ldm3r306qHvbZzd+uu8/49a8vrr3PoRnEOUDWBgnRzve+ynmESiX9dTDMHFjwapUqxFyXsEDFnyATU16xT67PbrZ8fav9CnO879V/O7TxZ58X/JRRXd+/M+fbqv84X/YT3HXs3YtPU+x07iX+XpX2rKCHg1fwuVAv7O0kV2JYBR1YQqA3kigb+1LuTpbLz8K8AeM3fAJAFKSc6hJsqFDWTKC6UpWYqK4j6+8x/PDauZ1/MrT8y9O319P3rqdvn6d/n6f/PU//fs/A+4bWnadK/3z9Yj1u0OjuPls8BzMWHViCigUu+WzxHHSIwY5ngsHvQHFwwOEzHFgiHlYUVFfVB1//+j9Pzn36zNynT899+vQfnj79h2fO3PfM6fuePfPH7LNPPn/q6rUufL346oVSXUqV5QZRafzSaiJuzxYXS8Qph4Lq+nD+L79Y+geMZc39cP4vaZpuq3rhSuEfzub+fvDUR4m7U+OAgupCab92qePaJU51nS/7ya0bF2/duCjX2QKNi9yjincpeh22r+VVFyJ0kNJwqku2RHENpAUx7vBvPnG5uDsZVBcwDUlF1cUpJcEsf4iLQHWlEDFRXV+u+W3jGw/oL+d7bpV5bm3z3Nrmub3dc3uH5/ZOz51y3eWShjf/1HpBRnLxT+0gomFJmsxlnrNkCX6uS+BRMDJIihA89LG16+7ubmtX1lXKhKO6uvGVFU/sybcFr7XmcFMSvEdJhRVUl3VCrWA0TVsGbo5eqveY9Ym7TeNDmKqLAVVdoTscWR5Eul7S6XwPzSkuFsokpVtBtjzkHYFVXfIlykTPxI8oKU5fnS2eQyxZgr3DsG9bcfzojdoNqgtISVJadfVVZYLqmo5Ep7puCzl3qPDzNb+r2Ty3Jv++o4VpRwvTawvTawvTjxY+UP/GI2f3vdxx7bvbqQ2qupIdC8KZojnEkg/i4Di6X7+eYZRX7Au/xT4v+Cmpa/Bbr50v+0kcOmTaEeNbE1QXkIKksupCRBeqv7hjPhFVXcLPfPOqi08X+m9SsUl9VZlsltT5putpSUxU1wwgNVXXmaI5xJyiM3HwDKqLjlB1NVQ8du6dP31TlXn5g8fj0CHTDlBdwMwnFVUXRjOFq7pEnzziPGBn0BiVJXELTJkoVJfD4eiacTgcDkZ1pUrt9i8mCIIgFu+Pj3tQXTRNl1fsi6DJbnZ831D+Q+Pb8emQaUdTwe9jeXcyb8D4DZ8AEAWpqLqE81MigaWoukRLitxLyXcecnNbiM5iMsGSZAyITnV1zjhQ1ZXsWBIBqC6apssr9iW7H4AgoLqAFCS1VRf3auqqC6OmsLNbzAQYaK8pEYXqstvtHTMOu93OqK4ZWTspoLpomi6v2JfsfgCCMG/A+A2fABAFqa26BHNdweS+qkzJBBh2hbGvKhNdYZR856FIdfVVVcFaY4yITnW1zThQ1ZXsWBIBqC6apssr9iW7H4AgoLqAFCQVVRcCKoqCW90zVSql3fTopvkq0W4ukVOxugrnKxCBcAhfdTGiBGzGWLJvveST9C4AAwNLEWOeCamuuoAZQESqK9nBAgAAAECMAdUFJA5QXQAAAMBsBlQXkDhAdQEAAACzGVBdQOIA1QUAAADMZkB1AYkDVBcAAAAwmwHVBSQOUF0AAADAbCZGqqswLqrLarWq1epegEWtVlut1ng0dWIA1QUAAADMZlJXdRmNxtHRUafTSZJ+MMacTufo6KjRaIx5aycGUF0AAADAbGbKqssdL9U1ODDg9Xi9Xp8X4PF5Pd7BgYGYt3ZiANUFAAAAzGamprrccVRdvb29JEl6vF4w1EiS7O3tjXlrJ4aZrLqaVMS8yjB+pRP5vYTY0Fc5T/l3E2RKDDfghBFdQH2V88Ju0L7KecEiEtMmKdfEAAAknVRXXW63J1WsqyKDyNjd5XG7j68mVjdIMzSsJjIqumJT3PHVwbLEBqoriHhE66ucJ5IeQTkSJN7DX5JUVxiiA1QXmhdUFwAAyWQKqsuNqK6CuKgun8/ncrt5a1hNZOy+iaZM2RpWIwOzsvOu3RlExq4ut8vdkEesbpBmwIfXtSuDLyGvIczAGvKCZYnN5/OB6qJpyYjWVzlv3jzh+CsYjwW/cx4PkqS6wig2lVUX2kfxV1088WuTqdcIAICZTEqrLq/X53S6eKvPIzJ2daIpU7b6PCJj103umMhrCOOqhjwir16ajg/v5q6MjF2dLqfT5ezclUGwxxi7uSuDyKvnisDn9HpBddE0LR7R+irnzavsE46lwvE45it7ivEo5gPVxQGqCwCA2UUsVJePKsmPk+ryOlDq8oj08k5HLEFddpanE3l14V2Ey4cPr7M8nU9VrAFavmxGr9cLqoumRSMaI7qkidz4x68t0YKlR9zQizndpCLmVVaqJGuVTSpkqlRmhOXzsCGiQYnjkKYpRIsUz5xC40Gn+QRTfriARUFyrdekYpNCNJps0dh2k1wyr7JPmFmolxUaGIlT3GpoO6uaBInhtEmoIjB9E0aNBHciAACzjpRWXR6P12az81a7ikgvb2OO28rT2efbqlq7zdaxM51I39nB5GzbmR7MKc4mttpV3FUdO9PZPG3l6cSqWpvwmE+sW8WdtdWtQh/ZXHi8dexMT9/ZJilOHBjiJ728zVa3ikjfuZNNW1XHOfR4QHXRNC0UWPwxmoru6xJOiylNjvRVqhC3qJoRj5qCRcsmFXbAliZz4z2uIGlsoaZykAoLyxIEz9cCF7C40bhQCKlwkY1CrmhltSGaGcI2sjQ2sQeBPJa2pJLqCqcTZYrA3yqhagSqCwBmNymtutxutxWlNpdI39FmtVqtbTtymQOrtTaXIHJrRWfTmSRcNqvYJaKZ2MycA6EzNrE2lz/gndbmIh542naks6ltO9KDObCBoaXW5hJoMu/X7XaD6qJpsdzACDDhGCuZO1Ea+STzOqKxXzqvJrOahEkUrG3hChLFFiJavOAUVJ8tUS5g4VwPgcxtIRJHMQyloiXtJkBuPQ5pZExsch6Ql2GqrnA6Ua4I7oVkLkupRgAAzG5SXXUJgjqaS6TvuMG+urGDmy3KPYqevrEjPZiCzSbv8mhuMA/qgTvmE4/mMgfCeMQvpeULT0sCQ0tFfd3Ykc5fCKqLARncJCOzzKyDdBJJZhBnUwWDdKxVF74gudhkog2huoSf11NQXaGlhmIYSkVPWXWF0CrJU134HgTVBQCAEimtupxOl9Fo4qx1WxqxssZoNBlbt6cRRNq26+zxyiNGk9FoOrKSSNt2vXVbGnIKkw015hL2Zc1KIm1bqzAzd8wn1qxkDo6sJNK2t3LeRC+Ddn1bWtq2VmEiPrDr29KIlUeEkUg8OJ0uUF2CdRqxoMIv1/EX9FVWKiybiebKFFSXoGB0BBa548fgSnRfF7YgaWzK0SqvMPINJJ3yQwMWrbJJ1UPIMBSKnprqwscm9iCsFdf5iCIKa4VRrhNlisDfKqFqBCuMADC7idFnGOOjuhwOh4GnpSyNSCtrMRgMhuoc9sjQUpZGEDnVXJa0nJw09pxcNgQki8FQnRPMgxTFX9hSlhb0UJ3DH6BlE4gvNGxJKj4wvgBhXAIPDodjlquu4NSW/CwWm4KZohDvecZsVeKXjOapVEpzXQJH8yorZWZleH+i8R5bECY2xWhFszOhdtPLBYzZKi9WV8phKO2mV5zsCZbM7T2XZg7jsw8qldJOd755sbvpQ3eiXBH4HgxRI1BdADC7SXXVpdfr9Xp9dQ5BEASRU60PcrUsLfi8S8vJSeNPXGU0TKhsPEHPQTBX8hdeLWM9VOdwOfnr08rKcoi0sqviEq6WpUlT8YEFU9PKruqrEV8CD6C6ACCxhPpEAwAAQNik9Pd12e12LSDEbreD6gKABAKqCwCAmJHSqstms00CQmw2G6guAEggoLoAAIgZqa66NJoJMNRAdQEAAADANCV1f/16cHDQYrHodDoNwKLT6SwWy+DgYMxbOzGA6gIAAABmM6mruoxG46habbFYJN9sOnuxWCyjarXRaIx5aycGUF0AAADAbGZqqos9EQ/VRdO00WgcHBjoBVgGBwamr+SiQXUBAAAAs5uUVl3ADANUFwAAADCbAdUFJA5QXQAAAMBsJkaqqwhUFxCaqasuMiMDDAwMbDpaOI8+YIYhHcWiUl1+UF1ANMREdf1rR1ViowYAAAgX6QOKeaaRGRn1p04fO9EINuOt/tTp0+eaY6C6/KC6RDSpiMyquP2iGvJTcTMFUF0AAMxssKrreOMZMiPDarP5gVmA1Wa7+N2V441nYqe6krXCGC+Vg/xwb0Q6J7J4Qv18MCY/qC4xoLoAAEhlsKqr7mQTmZFBkqQDmAWQJGmz2etONk1VdcVjX9fly5cdDke4ueOhuppUAhnUpIpMR4Wbu0nFl9JXlckc9lVlKggrUF0Y4qS6jCNnbtQ9eqPu0Rt1f7lx7JEbxx65cezPN479qe3YI7bJ1pgXBwDATAWruo6daCQzMpItBoDE4ff7j51oTEXVdfjw4erqaoPBEFbu2KsuVAxFdXWY8fRVZWJygupKFdXVevRBt/W229rlNl52TTa5Rg87h/Y7+3bab26+9tV9MS8OAICZCqguwJHiqkun0x08eHBsbCx0blTl9FVlChbs+qoyhSeZF+Js8g4x57Drjmg6gVzOp+NcSuUd4idTpcoUesqs6hOoLmXn04aUVV3qm59c+vTBC58+dOGTBy98knnhk3nNH2c0f/zApU/SdQONYbmI0/J3fPcORk408Sj/dxE5wre32LPgSRAtXDVj4k1EPHwmsVy828hvlATf6jEpDld3UF2AI8VVF03TBoOhqqqqN+SPOvPvk74qFXurc3oGPZvJSjFpNrxD6QmRoGKuFXhBMon1IF7hiQUckhNxwKotTnWF4XyakLKqq3tYV/FxfcvNWzdu3+ns7unq7eno7r58o3PHoQadKbwVcFBdsoDqEqLsU7TnQXpO9p8v5bOguuJQHKguQIZUV100TU9MTGzdutVkMinlFr5PJNNY7Gnho1hptkvujSdOZz2K0rmXwvkvhRmpYDDBQNBAUV9cdVj1FZ7z1Cc1VZfV4dn9+aUL7WM3hy094/YRnXPU4BrWOrtHbScu9x86fi0sL+E+xCOUIHEfiqKOJ/wL4/evQtw8J0fs9lVlBme+cZVCRnjM/5DKZxMD9oEWNtNRdeGYsaqrvaZ0f7M6/PTZTaqrLqPRGM5cF/+eZp5Okoc/8z7i91DJZEOQeedhVFdmVZ+i6orww4zcqigXE1OGsDaiObxpT+JV14ULF3bu3Kmc58S3txqv9HcMWbpGrEOTjkmzW2dxTZhcg5OOmyPWT5tu3BqYDF0SqK5YFREBM0x1MchUSvy0EOZRPpsgQHXR9DRWXerm/aWlNe2y56NQXeJT0iLUzftLeWaQektp1aXX68Pb1yX8Z459w/RVZQo+HZipUnEb1+WyiZyib77gZxglK4yY/yLRS0Urj5KCuI8tCtxJJuXQ4AWTXorOpw8JVl3nz5//3e9+98tf/lI522enWq/3GzuGLHdGbWMGl8nusbm8BptbrXfdUlt/vKOtv3BT5tJIN/mhm/kEElt4L8i4xUzbMpc1qYLZmlREZlVTMFtwdlbJhzAefBHYeCQXSmsh/CcJmd5lXCOR4yaihUvukv+rFDyLz2KLwHYQrtnFNcJHG7p30PQQokh+i4KwAoJbS/ms1HHoe0lceKjuEN0STSois6pKJd9enGPcrY7poIh6U1B6iC6O1kNmVZ/0bUtPX9Wlbt6/f/9+Bdk1ddWFKULdjLxur1GUfdOKlFZd4XyGUbInin9mCOfjReJKLhvWu6gImd306JuuSmF3vxjkvChcwRtd+CAI73E/fUik6mIkV3Z2toLqOv/R4vMfLT7+7vwzBxaeeH/5m6X/utHVZ3V61m3YaHF4z178sfCf205ebH//6BXc1dFt8hMJBalGkXOL3aTIqxjuhGDVWyROMAO6MAhMEfLx4PdUyasuwf0tjFyyKIa2R2ZmpmBOWdmzaEocUwS2g2SqiXpT2iQaRu/g57il4E+LUkW6SvmsJFM495LMpeF0B+sXSZbdiBb2Oyji3pSUHlFxsh6we09QJ9NUdamb9+9vVrfXyMueKasuXBEC1eVQKn6akbqqK7Lv65rpzKC1RDwJU12c5Fq6dKmC6jpV9ZBJP8ZYy7FXv/5o+e63Ks0Oz/Lnckx2T1l55e1RW8Gbu0sPfIO5OMpNfqFUl5xbLpdAfiuMtthjJjiF8VpShGw8EaoulUipiC6XXTJrUmVW9TFT0OxCv7JnvAgQeMR0kFw1JfPRCv/+hOod9qVQYUvukRjOdQn9h6iL9F7CXBu6O5qEIQTTRe+NUBs2MO+gSHoTW3pkxYXhAa0x64SerqqLUURSCdVeU4pdAZRLFyLwhi0CVV3q5v38GWTpcVoKsdRVXQBPsjZjJJDEqC5UcimrrtqKP9tcJGP9F9+8dPjFw3sWay3upcufmzS7t+16u0ttzX9jV9E7uC+PUHiIK2nnaFUXQQsdpwAAIABJREFUuqAtKyxCqi6+MMwSGraIGKkuIjMzU0lbYCcFhQN8Ezt2K3sOR3VJOyik6sK3v6BFQ/WOVHVhkVddfISSPMpnRclhRSu9OKzuUFRdCjUK+Q6KpDcjVV3ReUCDQk5NS9XFKyFUEwlW/NprSpE82HQFt3JFoPu6hNNi01NscYDqSnXQ5aAZTGJU186dO3+JsH37drmcn+981GwnT33b8/GpDqPJZDQaPt/56JjB+dKa9Wq985PqE4Wv7/yo5uyuTy/irkYXLNBxTLSQwY1zWJWDjH2YFT3ELfJYRzJHqLr6qqrEmgjxgC9Crpq4iuBrhKoNoSvpC6GHzEw+Sm5hCzPMo85EmgxTHq6D5KqJG1Yx0cr3jkwdw1Zd2DtHIArlz8o5DutewlwdbneIg5BRXRG9gyLuTfxMW9jFhfTQVCVYXeVPTUfVFVodoS/l0hX94otA5JVwUxczlzaNd9eD6gJSglT75ogDZY/rrb4xvWt40qG3+vRW34Gyx/s0joEJZ8+4rUtt6xiytPToPzregr+eX5sItclPLEeQVRPmenTfId4t7xTJHPFcF+9bMP7we4PDjge5UFo72SC5/y/62MVBaTQYRSBJl/csOistAttBctUUaThR1YSiB19xfB2x8gYJi7tA0iDKzSWuqdi9fF1Cqa4wugO9l8JRXZG8gyLrTZnSIyhOxoOokdE266vKnK4rjMLlQm5Rb8qqC5mxkilCMKkl3UzPzIRNS+0FqgtICVJNdb39xt8mzN6T3/Z8dKpjx5c/TJi9b7/xt64R6y217eaItXPY2jVibukarP2mPVYlAiyhxvjpUUSKByAkxcKJkGkT/fRTXWK1w71GT6ib92NXGNF0Ecg+LdkiBEuJ/AXq5mbEf007ck56kJKA6gJSglRTXTtL/jFm8A5onD2j9tsjtjGDd2fJP+6oDbdHjN1q/cDYxM3uOwePXbx0vT9WJQIsoLoSDTo/NQ1JrcZUYNqpLukUE5/CT1Htb24W7fjCpaMekH3w8kWINnDxX+jFl8BPioHqAtUFREiqqa43CuZLrfCdE5zt/epCy63hQICKVYkAC6iuBNIk/TmyaUfKNGYopp3qAuIBqC4gJUg11QUAABBbQHUBDlBdQIoAqgsAgJkNqC7AAaoLSBFAdQEAMLMB1QU4QHUlH34jq/A7pGcZM0B1Wa1WtVrdCwAAIIEG1QU4HI6Zo7ri9Ys5yE9CxEkRgeqiaXr6qy6j0Tg6Oup0OknSDwYGBiYyWkZ11Z1sIjMySJJMthgAEgFJkjabve5kUyqqrsh+hzEeqgv5kVPmZZw/Ww2qaxqrrsGBAa/H6/X6vAAAABJoGdV1vOksmZFhtzv8wCzAbndc/O7K8aazqai6Dh8+XF1dbTAYwsode9Ul+C2IhACqaxqrrt7eXpIkPV4vY+fe//u5D56QmnGyl8sDBgY2e4yWUV0Wi4XMyKg72XTsRCPYjLe6k00NjWeYfpeOI8lXXTqd7uDBg2NjY6FzNyn8hoPgKwBxP9QR8gdlpeek645NKiKzqinoM/jbqwT7Gxhsyaomyc+uCH6uC/VGyF4+jb/PUJaZobrcbg9jZ977m8WgFtkPX2Q1vv0n/XgPl23W2PHVRMburqSHwVrDaiKjosvtcbtv7c4gVjfEs6yuiozo6358NbG6IenNFfdqxtvYZkxqkLSi6grn0QfMMKTjSPJVF03TBoOhqqqK2YqoRBPym3Qq5CfmxD/pivyyrzQb3qH0BHKGvxbRQ+gPVot/4Az9aTjRz3VxqkssIbl80/zLDJWYAarL5/O53G7GGt970u31i6yv+fUrXy47+fZjuvFuLqfEGvJYwZ3XIJdn2llDHpGxqyvpYbDWsJrI2H3T7Xa5u3ZlxLmdu3ZnRF/3hjxidUPSmyvu1USta1cGgYBWP+q7iG3GGAXZsJogVjdwL2/uzmBvJ8xLzmic6mIgMzIS+7gCUpSUUF00TU9MTGzdutVkMinlFookyTQWe1r4JcZKs11yqkucznkM+evCoi9QZl9KVRc6lcZPd02b71+Ojhmgurxen9PpYuzE3qccbv9n524+V37c4fYzNvj9jr7mf175LOvku09yOYXWkEcQefXM8c1dGXn1+GyJt5u7MtDAuOMwrSGPyNjVmZjwwrD6PCJjV2eUdUmkNeQRcb0HUrD6SiF17srI2HUz+c3I3z/BgAnk9q7PI7BB0qC6gFCkhOoyGo3hzHWJZpTEE1us9uF/IF4mG4KM7MKoLm6CK3aqC1MyqK7UV11e7oMqx95+0uYiH1j7kcbotLnIV6q+ebHqjM1F2lykdmL02NtP4j/f0lmenl7emZjP0kRGZ3k6kVcnPQ6TujwirhWLMCQ+nCjqkkjq8uIbXQpWXzGkKN8gsW7GzvJ0/n6uyyPy8vLQdwc+RBpUFxCK5KsuvV4f3r4uZOcWIln6qjL5Say+qsxMlYoVXbLZRE5R+RP8DKNkhVFasLzqQsNRXGFEd3iJlypnJDNAdXk8XpvNztjRyqe0Zs9/Fh22OEiRacZHj1Y+xeUUWt0qglhVi09nWVXLJLaVp2OOO3amE6tq61YRBJFe3ia8Nn1nhw2fIrS28nS+MGHp6enp/HF5GyazOOD0nR02W90qIn3nTjZtVR2bJ31nbfDyVbV2W+0qSVTY4HlXrHMkpLbydCJ9Z5tyG3KNwzQXUutVdYI2FNRLqW35fsE05qpam712laD9gz5rVxHp5W2yJdatwrsNo+lw/dK2E0kTtRu+taVVFvlhOxR7B4rvinAM6RFBGzJ9Kj2LvZmlt9+qWrm3iVITyRWBhFG7ilhV17YzPXhXo+9K4e1Bg+oCQpF81RXOZxglP97KLxtmqlSIUBGJK7lsWO+iIuR304ec61KJN9Pjd9Nj1j5BdaW66nK73VaWr96av+H9c4dOd5jsPpPd90rVN4u21j+y+TOT3Tc2rv7qrflWOWpzCYIgiNxaYVL6jjbkVW6t1Wpt25HOZeOP23ako5cLrw2mcAmoC462Hbnsea4smcJkMmMLRT0xJ2tzCQI9lBSFDRXrCgmJTxQ3K65R2AsFIQvbUNgIsm0rKEHQnEwJaLXS09O5eqfvaJMvsTYX6zN00+H6BdPbaBK2tUVVxgUi7gG5uoQJczmLuKNFTSJ7h0huP1ELyASJaSL8+wUtLNi7XHcEHYhvDxpUFxCKafV9XdOAGS6bpsjMUF1ckF9UzH/5nTPHvu/VW30iGxlVf1ExX7mON5iRJ/eoxWKxHM0l0nfcEJ7MPcr/RdOEqdJrLZajuYQQ0XlBAHwQ+MLwmaWFCpJu7EhnjtFE3DE+VKwrcUhiRCHxL2/sSCdyc3MJSYWQ19xL5bblznJxp++4gbn6aG76jhtHc9N33JCNH3XF3QRod4VqOmy/BJ2gQSPl4ltbsWHDuQPxHkTVkXOKhWsTmZjxt5+oAxUaXBiV3Psl2HVoDwoLl9weNHyGERAiHUem1XfTTwNAdSkxA1SX0+kyGk2Mfbzr6a4Ry+LSOq3Fp7UE57r+vPkzrcU3pFZ/sutpLqe81awkiJVHTMYjK4m07a18+vVtaWnbWk3G1u1pxMojTCJ/fH1bGrHyCJtZfC0uRWSt29MIIm3bdXm3yDE2M6aImpVE2rZWYfyCRNwxPlSsK2GtpSZyxb+8vi2NINLS0nifUm/cS+W25YKRtifXhmnbWmtWpm1vZY6PbE9DwsCVWLOS62LZRsAd4zuRd04QknbDt7ZCw6Llyt+BIbsmghKDdmQlWzVszPjbb+WRCIJEmkj2/VKzklh5pJXrQdORlcTKI8g9ILk9aEXVVX/qdNK/SgosAVZ/6vTpc82xVl1umjNQXQigupSYAarL4XAYWD4sf2bC5H1ow6djBveEyYta/9DIh+XPGLC0lKXlVLMvqnOItLIW5iB4JEhuKUtjk1vK0giCubKlLI3gfRiqcwjuZXVZWYswxVCdg+QV+Zd1ixzjM2ML5WrQUpbG1YtLxB5jQ8W6QkJCmkVYK0H8aMvlVAuil3+BaVtMv4gQhpaWFnzFHGMaT9ySkg6SbS7kGNsvLWVl4h5Ea4RtbWGV+bYVNQWaIN+UYSHxbJD0KdftsneI9PYTVVcmSEwTyb5fqnOInJwcwQ0gfi24PWi576ZvPENmZFhttmR/azqQCKw228XvrhxvPBON6hKKK1BdwJSYGapLz/LBjmfHjN49x1rnv14zZvRyc11jRm/P4MgHO57Vy3C1LI1by8ip5pKrcwhMMpc5LScnLZh+tSwNvRD1yCYjZQhySi5A3LKpaWVXBcf4zJJCq3OYK4PnmGM0UeYYEyrWFRLS1bI0PgMC34RpZWWcD7S5mBw51UxiTo64ZGnbyvSLpDkFzYI0KFoRbInVOXi3IZsO3y/VkhLQbsW1trDKbMxotdE24+9ATF3CBH0HoDcc2qd8v+NvZsztl1MtqI1skNImkn2/VOcQ0jepNAd7KQ2/wwhM8XcYQXUBMWQGqC673a5leW/bArXeg7U7A8PvbVugBVKXH0vvJ577KpHOYlpikklEXaZcRhIanJZRXcdONJIZGckWA0Di8Pv9x040guoCkswMUF02m22SZe+/Fg7rPFi71T+8t3ThJJC6/Piv+4nnDsfO1/3/+jGBJSabxNTl8HNTKiQJDU6D6gIcDgeoLiBFmBmqS6OZYKx044MKVrV1AZcTLPXsytb7iRVfTNnPFysIgiCIFV8krMSUsGlRlyQESYPqAhwOB6guIEWY7qprcHDQYrHodDoNAACABBpUF+BwOEB1ASnCdFddRqNxVK22WCwRfB8kAACzBjrVVFd7Ten+ZnX46Ummvaa0pj3ZQcQEUF1ASjDdVRdN00ajcXBgoBcAAEACnWjVpW7eX6okVCJTXerm/aUIiRdA8qpLHLC04sLgk60pQXVNAcGP/eB+KhsImxmgugAAABRIqOpSN+/fv3+/gjyKXHWFIbXCzBYFYasuTMUFUbXXJEM0IswU1YX+8mFsQH4KkSCwP48NqiuGgOoCAGBmk0jVpW7ev79ZrbQsN0NVF67iwqiSvVaZuqorst9hjI/qCvFV8phC4QvooyQmqgsMDAxsOlqsR3ZGe0glVHtNKXatTS4ddSjWKuhKXntNaWlNTY3YA++Wdcn4aa8JJrXXlO5vbq4RF4ssCbKFhqm6sBVHg1c37+fPYMqJP6mrug4fPlxdXW0wGMLKDaprmjN11UXj/pVMFid2zZHamb0P2/QwIwoAsxS5uS6/3x/jgZ3XHKj6EKyttdcItBEuHUW4NQqRQpx2UrPZRCcdgnTGj6C04CteDqmba6Qhh6e68BVHgxdOiyVj1iulVZdOpzt48ODY2Fjo3KgAQtYGVU20aP2PfyHOJkJOPzWp0IVH3pWqCT0VLA/NzDljcjep+GzATFNd9eVzvT6/yFprck/u+aNhtC0JAU3135ImVcz/m4B1eWCWkTDVFVqHoC/l0gXIKRRmNkuqrsTTZ2wmkR+RNlKY7QpLdeErjhQq3NQlCj5BpLTqomnaYDBUVVUxHwBRgh9U+qpU7JO8SRXUOujZTFaKSbMJEO7rCp4XZG1SiVQXLdRq/HnhpYxnmBETMJNUF+kPvFzwXN57F146+G3x4au7T7TbXT63199/4fVrR3Lr3/qjXll4xX7idlaoLva9x7y/hJ5j16Tx6BxglpAo1SXRO4zQSLzqCu0Hp7rUzftLpXNnsqpLSegh02jIDJzIESPwEqe9Ul110TQ9MTGxdetWk8mklFv4LJRMY7GnhRNYirNduLku0RNXsJteorrEj2dE8MEqpIQZo7pGDY4H/1l/4GwHl9I/aX1+/0WLwzf4/c6+5tdbjuTWlGcquZjJqituN39fVSb6n5VK5q0a05IAICISpLrEuoJ7jZ5ApY1cOgpedTGiCdkqJatv2mukAsiBV12iSaoQqgspXLbigkLRlcxmpNY17cg56UHsSHXVZTQaw5nrEsoeycQW+9QVPpkx2bAueaaqusS5AY6ZobpIf+DBf9Y3tAwxL90+P3MwqLPtOt5uc5GMfV56v5IXUF2Rg8THFCGcSYttk8Zh4g+YDSRGdUkncwSbo7jlvmbRji9cOo/o+7qCu7lQsYXu2+JkjWSzejgrjPxl+2tqFOa6glHLz2KxKaJC+Wj5eov2ls1a1aXX68Pb14U8YZHHa19VJoE+ijNVKu6fVLlsQp+SVHSFERFuYa4wKqq8Wc7MUF3vnrn55zeP0zTdNqR/ZteZ59+/WHbs+n/P/Yj0B3af6LA4SMY+3pqm5CVmmxRxexDF6eidyKdLJAoqNMK+XByVcOOj4H2A9dmkIjKrqlQSn1IBhc4/CVYacf8ChV2WXJvAbBcQFYnbTQ+kMCmtusL5DGPwoYhbNsxUqZDHukhcyWWjpRkEj1z0IVwlnetiLwu9mz66VpmxzAzV9eA/6989c3PC7PzvuR/9bdsp0h/42ctfZFedo2n6ta9ajHYfY4feSFfyEptNijJ7EGW3GwrTMTHhsildjo1K9FYJ7RO5jtskIA0TFYWiiW9Ro0VSlkT/Iv9QwTsYiBhQXYAjlVVXZN/XBUxzZobq+tnLX3zTOfbumZvE4v3X+nV6m5tYvP/9r2/RNL3psx/0Vh9j77/+gJKXmGxSlFsNl9tuGGINjtUZEV4uCR6numR3QIpEj3x8gpNou7C6K2T1sWUJ5wqR/71gsguIBlBdgCOVVRcwq5gZquuejUcudI2XHbv+fyw7QNP0zoYbxOL9N9XGUYNj35lbWouPsXdfy1BwEptNihGoLlZhRKm6ZC7HBx+m6sJONSnEh5/r4sLgN9dHVJZsm8BcFxANoLoAB6guIEWYGaoru+rc+1/fahvS/5fsDypOtK//5PJ/yf7gWr/ufx+4NKxzTZi8jFVtmSfvI1abFGX2IMpuN0TzN1XJ7usK+3J8VOGtMErrzykh2RVG7FIgV3o41ZcqPNEqrXC/Pg0AkQGqC3AkV3VRQgLALObjjz8OBAKmMNi5+105J1u3VyYwZAzNN8fmbK7x+shejenb2xom5fNLPVanZ1Tv5mx3YSb28sYXCIIgiBca2YTeSm734QsvZPIneiszw8gWdEcQRGZl5QtEZmVvQHwC9YK4QRL5S7jEMC/HRxVMzazs7a3MDOGzEQm6tzIzs7KXuZ6vCS4+gV++zBDVx5UlqATiE20MAAgb9AHFjHpms/nYiUar1UaSZLLFAJAISJK02ex1J5sSpLqwGsvPQgKzmI8++ogkSUMY7Ni1V87Jm9v2JDBkPK9/9ePq986b7S4upWtEv/mzK0OTDs62b85MYoQzk+498+bt6Z5ZJQEzDPQBxYx6JpOpofHMhW8v22x2NKcfmKHY7Y6L31053nQ27qpLOq3FRECSpI/F6/V6gNnKoUOHPB6PLgy27XxbzsnrpRUJDFmW5o6Rh1/dsaLq69X7zr/wXnPx5z/cHDb1jlk5e3NDZrJjnIHcqsggVh+PdynHVxMZFbfiXQowI3mDfUB5vV5m1DMYDEajse5kU+3xU0cbTtYeP4XasRONYDPM6k42NTSeYbRUHFUXVmwxeotRWm632+VyuVwup9PpdDodDocdmGV88MEHdrt9PAxKt++Rc/La1vIEhqzElrWZypbsAAEASDT/3LqLGeOY8c7tdmu1Wp1Op9frmYl8o9FoNBpNJpMZIZzdrsB0JC6qK+ALMKpLNLmFii1msdNms9lsNq4MMzDLeO+998xm80gYvFlaIedky+s7EhgyAABABGx5YwczwDHjHTP2MfKLmwDjlhe5vV8URcntjQZmGFNVXZSLYlQXI7k4vcWJLbvdbrVaLRaLyWQyGo16vV6v1+t0Oq1Wq9VqJ4HZxDvvvDM5OdkXBv98c6eck4KS0sRFDAAAEDZarbawpIyZ2dLr9cyclsVisVqtdrudk1+o9gLhNduYkuqiXBSjurYUbmEkFzO/xegtZlrLbDYbDAa9Xq/VaicmJsbHx8fGxsbGxtQsIyMjamB2sGfPHrVa3RUGxa+VyTnZVPRGAkMGAACIgE1FbzJj3Pj4+MTEhFarZdYWzWYzMwHGaC9m3guE1ywketXFSC7KRfm9/i2FWxjJxU1xWa1Wk8lkMBi0Wq1Go2Fk1vDw8ODgYH9/f39/fy9LT09PbxI5mEXMLTmXzAjkOVcyN3WDi4by8vLe3t7rYZBf+Iack3WbShIYMgAAQASs21zCjHGDg4PDw8NqtXpsbEyj0Wi1WoPBYDKZrFYrOukFwmu2MVXVFXAGSA9ZXFDMSC6n02m32y0WC6e3RkdHh4eHBwYGent7u7u7b9261dXV1dnZ2dHR0d7e3t7e3tbW1h4m+xYS9xacDDd3YnyeLLiXWLgvdvGIfce8wsmktLS0vb39+zBYv3GLnJOXXy1IYMgAAAAR8Mq6gs7Ozq6urlu3bnV3d/f29g4MDAwPD4+OjnLay2Kx2O12p9OJFV7J1QRAvIlSdXGSy+/w+9y+ovwij8fjdDptNhuzpDg5OTk2NjY0NNTb23vr1q2Ojo7r16+3tLRcuXLl+++//+6777799ttLly5djIjyp4h71n4Z2TXx9vnl2nuIp8pjF0/sHaYQxcXFFy9ebAyDF19eL+ckT7U2gSGH4GTN7oOl97H2h4Olcw+WzjlYOudQ6dzT9QeSHR0AAAnl0qVLq1989fvvv//hhx+uXr1648aNjo6OH3/88dq1/5+9946Sq7oXdI/+e2+9t97Mu3fNmjvz3rNBmeRhwDAO3Lm2EUgoYguwgTvXGDDXGAzCIAFGuSULhW51rqqunHPOOeecc87VuaslwMZz3x/7VOpuCclXONxhr29pVe3aZ+99Tnd1ffrt39nl9vv94XA4Ho+nUqlcLlcsFiuVSncJcs2NjV98a9xX5a+k3GHr+nz189+v/v6z6599cPSDrnLNzs7WarVisZhOp6PRqMfjsVqtWq1WoVBIJBKBQMDj8bhcLpvNZrFYzNsqH+6Ctv907PaO+bL7HPvpdmjXh3duPne+w7+g8stf/pLJZOJvobz4P165USfPPf/TP+GUv6Cc/Of/l4wfIeNHyLjLZMwZEvJ90tSbpImXMR/vGfrVvX/u2X1VvipflT9pYbFYP3nxZ3w+XywWKxQKnU5ntVp1Op3ZbEZicFMo9PQMFoUjYIgUPIVOojMpTA6NzWNwBUyekM0XdXfz+rPvOPUV/xr4ErlcrbuT1vWH3/3hf17/n3+4/ofPVz//Xft3n1z75P333m+3213lKhQKyWQyEAhYLBalUsnj8chkMgaDQSAQExMTY2Njo6OjIyMjw8PDV26rvPot6K5DH4LHHx66q/MlHt96FX4+8CJ4srZZt6O+0j1soL6veV99r+2V3lD9TW+vn7XT6zvwrkMfDvS9YZ+vfgu669Chb91gbn9x5Sc/+cmVK1fO3ULZd+BHN+pkz95Df8Ipf0F5/+3n/nHv3/zj3r/5p/1/9+ozO15/8Ztv/PTbrz6z7R/3/u2JY6/8uWd3o/Lqt9b/zv4llIE38Vflq/LXV4aHh5/a/8OJiQkkEkkgEJhMplgsFgqFH18eRqGxVpstEokkk8lcLlepVBqNxvz8/NLSUrvd7ubXg3sbv9q5/q+6LK+sGMw2oVRxh2NdwLp+3/79p9c+ff+998Edi13rSiQSNptNIpEQicSRkZEPPvjg3u333TL3Au7Zdg9g59ad27ds37Z529a7tm75+pYtd23Z/PUtm7++efPXt2wB3LVly11bt9y1detdW7fe3eGurVvu2rrlri1b7tqy5evgkPVsvvvrm0FXmzudbIE72bb17m3b7t62bfP2bZu3b9+yY8eWHTu37twJprTtnp1bd+7cunPn1h07tuzYsWXH9i3bt2/Zvn3z9m2bt2/bvG3b3TBbO2xbx9a7t265a+sWcC5f23z31zbf/bW77/7a3Xd/bfPmr23unWD/2fVOcKDn7WCGYHrb7713x3337bz//p0P3H/PAw/c88AD93zjTw4Y94H7dz5w/87779t5/3077gPcO0ivpu9H3/tl2HHffTvu7+O+Dvfft/P++8E57rylcwQt79/5wGCHMLf2C3nvPZ2f+44tO7Zv3rbt7q1b796y9a7NW/rYeteWrXdv2Xb31m2bt23fvB3+tQGHgN+Q9b8Ym7dvH2TbIL2XtuwAv4q3xfbNO7avHQL0s7Pza7xz59adO7bu3LEFcNtDDAy3ZceaE1k3+sDbZN17pHPIbZxsZ+bwudzTR/fntX3b5m0DfxnWvL/AHOAJ77j10bfDp7xj8Nru6MwH/B27d4Nf76/4qwf8Wbi386FwD3gfvfnmm6dOnUIgEDQajcFgnDl/QaPROp1Ol8sVCARisVg6nS4Wi9VqtdFozM7O9m8wAfaY+Kr89Zbffxnfw9iLda387nr7+rF3jy0tLc3NzdXr9WKxmEwmfT6fWCzGYDCXL1++d/t9999zPw6N+90nv7s5nw3w2WfXP/v0+qefXvv0k2ufXF+9fq19/Vr72urKant5tb3cbi+3V/pZabc3YmW5vbK8cmu0V5bXHL7aXlldhbl2rX3tWvv69dXr11c/ub56/Xr7+vU2qLx2beXaaq/l6oYzWctyZ25LKytLKyuLK8t9rCx26r+Q5ZWV5XZ7ud0Gk1y5dr19/frqJ5+sfvrJtU8/hfmsj0+/mNUb8skX88knbZjrgJXr11auX1sBV+lGrK4ug58szCrMNXBS8LHLHeDK69dWrl+H+eRLAx7i2vL11eVrq0ur7cX2ysLK8vzy0tzi4tzCwmyX+YXZhcW5xcW5xaX5paX55eWFlZXFlfZiu73YXllcgY+aX1qaW1qcW1qcXVycXVycW1qaW1qaX4YBT0GDDnDlPNxsGbCwckvMLy/DPS8vzS33elhYWVlotxfb7cXV9mJ7ZbG9srCyMnjUICsD3HgseLj5pe65rGdxbmlxbhFcgYW3j/ePAAAgAElEQVTZxYXZxYGrMdc9zRuPNcjKwsrKQntlET6j1SWY9tIqfP0XVpbnl5bmwIgLC7ML862F+Rb4wS0uzC7Clxr84DqXd2UN4L25vr6/8eLKCriqS6ury9euLV+7tnIdvBc6b40bvn1u8ta7pXfuwDt9gM+u3x6f//7zV19+9Y6HAaYmp+5sh4i3fn5nO/zXlBd3P/757z/HoLD37rxv59ad77777tWrV5FI5AcfnVAqlRqNxmw2A/GKx+PZbLZYLHZT7BcXF7+yrn8z5fPPP+eKpHfYuj6/9vnv27//bPmzayvXjv766MLCQrPZLJfLmUwmFAqZTCYCgXD58uX//Hf/DwFLaC+0m/lWJV69OeUYoFKOVUrRUj5SyIVymUAm6U1GXdGQPeSz+NxGj1PvtGsdVo3NrLaa1Var2mpV260au03jsOscDr3ToXc6tA671mHT2Kxqm0VtNastJpXZpDSbVRazygoO7MNmUdusartV47BrHHatw6F1OnROh97lNLhdRq/b5PNaAgFbOOyIRN2JmDsRdcUizkjEEQk7QkFbwG/xe80+j9HjMridepdD53RoHWAO9v4+tU57p9KmtltVVpPCZJAZtGKdVqzVirUakU4j0mrEOp1Er5MYDFKTQWoyyMwGmckoMxvlZqPMbJRbTDKzSW4xKyxmhdWssFqVdofa5dJ5vcZAwBKO2GNxVyrlzWb8+WygkAsWCsFiIVQsBIuFYKEQLOSDhXxggJy/g6+Q8+VzvnwW4AXkMp4+3LmMO5txZ9MAV5dM2pVJOTNJRybpSCcc6bgjFbMlI5ZYyBQJGEI+XdCnDXg1AY/G79H4PBqfR+P3avwejd+t9rnUXqfK41B6nACVx6XyutV+rybo14b82rBPE/SqAx61zwMqdaGgIRI2RCPGWMQcj1mScWs/iS4xS4+oKQ5jjEUABpiwIRrWryWkiwa14YAm5FcHPUqfXeIw8c1atlZOU4hIIi6WS0fSKdNUyjSVMk0jT9OoCAZ9hsPC8Ll4sZAkl9HUapbewDMbeWYtS6ekK2VkiYgg4GP5HDSXiWIzUWz2DJeL4fNxAj5OwMXw2GgOC8ViIpkMBJOOYNCmGbRpBgPBZCLZLBQHNOZhBQK8SEgQCwliEUFyE4QEsQAn5GEEnBkeZ4bHRQt4GJEAJxER5DKKSsXQ6dhGPceoYepUdLWcqpCSZGKiRIgX87FCHlbIxwr5OJEAJxLgxcI1ECTC/rGIUhFBIsSLBTgRHyvgYfgcNJc9w2EiWUwki4lks1BsForDQnGYSBYDwaRPM2hTdOokjTJBJY9TyRNU6iSdPs1iIjksFI+D5vOwQgFOLMQPjrIeokRMkorJMglFLqUqFTSNmqnXcUxGvtUksJr4FiPPbOQadSydkqoQE0U8DIeNYjKm6ZRJCnGMRBgnESfI5EkqeYpOQTAZKA4LzePiRHy8REiUikgyCUUupSikFLmUIpdRFLLOYylFLiHLJBSZmCwVkSQikkRMlkgoMglFLqMplUytlms0CCwWicOh8Hg0gYAhGjbFIuZEzJKMW1MJWyphSyXsqYQ9lYRJJx09Us50yplJOTMpVyblyqRhOm86dzbjAXTeld5cFqbz5vXls758zpfP+fO9N3hg7Xs/HywCCoAQzOri6gvPvNBeWp2rzX8B9bXM34D2YvvqldFPVj+5UYPbpb3Ynnr9pcVopMxnl/nsmoBdF7LrQnZLyJ4VsmeFrEUha1HIWhay2kJWW8i4JmRcFzI+uWWuCxnXhYxVIWNVyGoLWStC1pKQtSBkzQpZs0J2UwiGY9X4rDKPNedxPb/reysL7VKysji7hEPj/tN//E/vvvvuhQsX3v71e3w+XyKRaDQai8XidrtDoVAikcjlcuVyuV6vd8NdKysrX1nXv4Fy560Lvnux/btPlz5tL7Xfe+e9ubm5arWaz+djsZjD4ZDJZCDKhcfgF2qL5S/yrT7rqpRjlXK8UoqVCpFiLpTPBDMpXyruiUdckaA96LP4vWavx+RxGlxOg8tlcDsNbqfJ7TJ53Cavx+zzWnxei89j9npMHpfJ7TK6nAYXrGIAg9NpcDmNXdxOY68HgMfk85h9XovfZw34rYGAPRR0RsLOWMyTSPhSSX864UsmvIm4Jx5zRyPOSMgRCtgCfmvAZ/H7zD5Pp58OHtAneOoyeVxGj9Pgcuqcdq3DqraZVRaTEgZ4oUVts6htNrWjh8ZhVztsGqdd47BrnHat06F1OrUup87t0ns9Jr/fEgxaI2FnPO5KJr3ZbCCfDxbzoWIhVCqEy8VwCVAIlwohAKxi8J/dQHHtn+NAIR/I5wPgr3aHfifr07J+M0u7c2l3NuXKJp3phCMVtyUilnjIFAkYwwFjKGAI+g0BnyHg1wf8+mDAEPQbgj59wKsLAP3yaHxujd+j9Xu1AZ8uGNCHg8ZI0BgJGEJ+fdCnC/j0wYAhHDRGwqZY1JyIWRJxWzIx8KGVSjpSiS528CEHCxlsYOaOgRnjN3GvkC4S1Ib96qBPFXDJPRahVcfRyWkKIVHExnBpCDphnIQdJWBHiZhREmaMjBunEadYFCSPjhZy8FIRWalg6HQck55rVDM1cqpcQhQKsDwumsNEsWjTDOoUnTbNoCOYDCSLgWDSpumUSQppnEQYJRJGCfirBNwIHjeCx18lEEaJhDESaZxCmaTRpug9D0Nx2DNczgyXDUABOCwUh4ViM5Es+jSTOkknj1PJ4zTaJJOB4LBRAh5GLCLI5BSVmqFTM7QKqlJClApwAi6ay0JxGAgWbYpBnWTQppj0aRYDwWIi2EwEm4lkM5FsFpLDQoL+u3BZKC4LxWEi2QwEi4FgdoyKQhonE8dIpDEygDhGJowS8SME3DAOewWHuYLDXMFiLmMxV3C4ESJhlEwap1Im6FQwLpLN7AzUOS/u4LgcYKIcNJ+LFfBwQgFBIqEoFHSNhm3QcUw6jlHHNujYOjVDLSNLhTg+e4ZJn6ZSJynEMSJuBIcdxmFGcJgRPOYqATtGIk5QyFN0KoJFR3GYM1w2msfBCrg9+DysgIflc7F8LobHwXA5GC4LzWHOsFloNhvD4WD5XJxAQBRLqHIFU6PhGgxCq1Xmcqn8fl04bIxFTPGoJRG3JhO2ZL949dxrrXjdzL0ya9yrJ14D7tURr45+3Vi8+t2rY13tudrcHyFeG7pXe7F99crVO2tdk6/9dDEcKrNpgCqbVufQ6hxKi0OZ5VDmOZRFLmWRS1nhUtpcSptLuXabtLmUVS5llUtpcylLXMoilzLPocxyKE0Opc6h1Ni0KptaZlHLLGrLYX/uB/+wstBOB7Jpf7ZZbGHRuJ1bd7755puvvf4GhUJhs9lSqRSk2Hu93mg0CtYZQbgL5Hh1d7H/qvxVlztsXX/43R/+cO0Pv1/9/Wcrn11fvL68sPzukXebzWapVEqn08Fg0GAwMJnMN9544/577m/Pt8ux6u1YV7Ucr5Tj1XKsUowWC+FCLpzPBLNJfyrhTUTd0YgrEnZGgo5wwB4M2IMBRzDoCAWd4aAzHHaFw65Ih3DIFQ45Q0FHCLT02wJ+W8BvD/rtwYAjNIAzHHSGQ4CBTqJhdyzqiUe9ibgvmfCn08FsNpzLhvPZcDYTyqaD6VQglfAn4t541B2LdId2hkOOcMgRDvX33CHoCAfsoYAt6LcFfFa/1+xzGz0uo8dt9Aw4n9nvNft9Fj/8oPPUZ/H7LX6/2e+3Bv22YMAWCtnCYUc04orHPImEN532Z7OhfD5cLEZKxUi5GK2UopVyrFKKVUpRQLkULZci5WKXPi3rUCyGe//x7YTKen+d84GeqPX+J+0v5PyFjpDlMt5s2p1NulJxRyJqi4Wt0bA1ErJEguZw0BwOmcMhcyRsiYQskaAp7DeG/MagzxD0G4N+Y8hvDAWM4aApEjbHwtZY2BoPW6IhcyRoCgfNkbAlFrHGY7ZEwp5KONJJVybtyoII3EAczp1NuzMpVyblzKSc6aQjnbSngYTFrcm4JdnTrz736hevkC4S0IR86oBX6XNInUaeSclQiYgiNppDnabjxojIK5ipi+ipS5ipS7ipywTEMBk9SsdNskkIPh0t5hEVUppGzTZo2QYVQy2jyMQEIR/L5cywGQgGdZJGnqCSJ6iUSSplkkqeoBDHiPireMwwFn0ZPXMZjbo0g7yIQl5EoS7OoC6hZy5h0Few2BE8YZRIGqdQJqjUSRptikGfZjKmmfRpJn2KSZ9i0CYZ1Ek6dYJGmaCSxiiEqyTcCAFzBY+9QiCMUigTDPo0hz0jEOAkEpJcSVMraCoJUcrH8llIFm2KRhmnEkfJ+BEiboSIv0oijlJI41TyOI0yAUMFTNLXQJmkUyZo5HEqaZxCHCMRRon4qwTcCA47jMVcgUFfxqAuoZEfoxAXkNMXEIgLSMQFJOICCvnxzMwlDOYKHjdCxF8lE0cppDEqeYJGmaBT1g20BtoknTbNpCNYTBSHjebzCWIJRaFgaNQsvYap0zB1GqZWRVdJSRIBlsdGMmnTVPIEiTCKx43gMFew6CuYmSsY1GUMahiLvkrAjpII4xTSJI0yxaBOM+kIFgPBYiA7gKdwGJJOm6ZTpqikCQppkkKdptORLMYMm43lC4gSKU2pYut0fItF7HQqvD5tKDgQ7gLitaF7rQ96rXevvqDXDd1rULwG3esm4gXca3Wh37puQbxuIejVXmwPXxy+s9Y1/vIL88FAnkrIUwklKqFMJVTphBqdUKcTWnTCLAM/z8AvMvCLDPwKE99m4ttM3LUbszr4tM3EtZn4FSZ+hYFfYuAXGfg5Bn6WgW/RCXU6oUYnVKmEMhVfouDzFHzLYn72e98F1pXyZ9P+7OLs0r077zt48OA/vfQyGo2mUCg8Hk8ulxuNRqfTGQwGQbgLbCHx1SLjv6Xy5VhX+/efLn96beHa0vzSO2+/U6vV8vl8PB53u90KhQKHwz388MM4NK6Ra92GdQ08rpRi5UK0VIgW85FCNpxNhzKpYDoZSCX8qYQ/Gfcl4v5E3J9MBJLJYCoVTKdC6VQokwpnUuFMKpROBVPJYCoZSCYCybi/Czgk1SOYSgRTyc6/KdAVTCYdyqRD2Uw4m43kctFCPlYsxsvFRLkYLxbjxUK8kI/ms5FsJpxNBTOpYKoz6ABgIPgpPPlk3JeIe+NRoGvuaMQVibijEVc04o5F3PGoOx71DNKtdMdjnnjME497E3FvMu5NJnyplD+dDmYzwVw2XMhHisVYuRSvVOLVSqJWSYB/u6y/8pVyl1ils8LbR6QyoGgwpWKktNbVQqViJ36WCxazwULWn097s0l3Ou5KxhyJmCMetccj9njEHo/a41F7PAY/jYVt0ZA1ErREQtZIyBoNW6MRayxij0ftibgzGXemYo5E99iYPRl3ppKudMqdTXuyGW8u68vn/PnsemD/y2U88HoobGD2NBwAsyRjlkTU3LfsCNyr37pUfo/CaxM7dBy9lCLjYnk0BB0/RkJewY7/Fnn13PTV86irv0WPXsCOXyJMD1PRY0z8FI+KEnHwcjFVrWIZNGyDkg5bl2DAuiikcQppnEwaJxNHibireMwwdubyDOoSCnkRifgYOX0BMX0BMX0BOX0BifgYibw4g76M6YgXmdwVrykGbYpBA/YzQSOPU0hjZOJVIn6EgL2Cm7mEQX6MRl3EYodJpDE6bYrNQgn4WLGYKJNTVXKKQogXcWY4tEkaaYxEuErEDuPRl7Ezl3BAgwiwBlFIYxRyl3FqBwppHH6VOEYmjHZ9C48dxgHT6hokOKOp89OT56Ymzk1Nnp+eOo+Y/i0ScQGFuoieuYTFXMFjhwlA+AijZOIYhTjWGbozImWcSukbnTxOpUzQKJN06hSTgeRwsUIhUSajqZQMrYqhVTO0GoZGSVNKSRIBls9GsRjTNOokhTROwo/isSM4zDAOfQWLuoxBXcbMXMFhrhKwo0T8GJk4TiFPUCmTdOoUgzrNoE4zaNMM2hSdNkWnTtKpUzTKJBVE8vCjRPwYkThBIU/RaAgmC83l4UViikLB1Ol4ZrPY7lR4vcC6jD3rAgy4l+3m7tUTrxu71/oFx9yNxOvm7tVeWH3hmRdWFlaa5WaH1h9Bq4+luaXLFy6vLq+2Kq01jI2hDz/32k0YG8O0KrNrWJpbHv+nZ2a9njQemcUj83hknoAsEZBlArJKRNaJyDoROUtEzhKRC0TkIhGxTESsEBFtIqJNREwd/bDb+dTRDzesaRMRy0TEIhGxSETOE5FzRORsp9sqEVkmIIsEZJ6AyOMQWRyiZtAf/vtvdWNdaX+2lCxjUNgHH3zwuZ+8MD4+jsVimUymSCTSaDTrw13dRcY/j3UFWEMIXenW6//oUtIhbtZjSYcYYgU2nMdG1X+p5c5bF8ij/2Tpk9W51cW5xXfeeqdSqWQymUgkYrPZRCIRAoG4d/u915avlUEE69asq5KoVuLAEqqVJAh6VUrxSjFeKsSKhVghHyvkY/lcrJCL5XPRfD6Wz8cK+XixkACUCslSMVkqJkuFZKmQKBbihTwgVsitIw+I9yjEC4V4sdDrsFhIgA7LpWS5nKqW09VqplbN1CrpaiVdraQr5VSlnCwXk6VCvNNhh9xGT+HRo/lcJJ+N5LKRXCacTYey6VA2Hc6mw9lMOJeJ5DKRHPwg3CMdymVC2Uw4lwnlMuFcNpzLRnK5SCEXKeSjxUKsVIiVS/FyOVEpJ6vVVK2aqldT9Vq6UU01amlAvZaqg/pqsl5N1tZRha8/oGPDMH2Jd2uJVsoghBaFtawQLhfCpXywmAvk0/5cyptOetJJTyrhTsXdybgrmXAl465kwp2Mu5MxVzLmSkSd8YgjHnXEo45EzJmIORMxVzLhBgdmkp50wpWKu5JxVyrpTqc8mbQvlwWfH93ctcHIXN/6aSHXNTAPWADtuRe87DgY9AIRr6Au4lcHvUq/W+6ximwallZMkjBn2KQJCnoEP/nxzPDQ1KUzE5fPTl85hxo+jx79GD91hYIaZeAmuRTYujRqlkHLMaoYGjlVISWJRXgBD8NloVj0aQZlkgaiXGT485uAG8FhrmBmOrEu1EUU8iIKeXEGgLqExgzj8FcJRKBcU3T6NIOBYDFBDGaaSZ9i0ibplAkqeYxMHIWtC30Ji/wYPXMJixshkccZdASXgxaCWJeia10oDm2SRhrtWhcOfRmHHSYQrpJIY1TyOI0y3hfo6gPEt0CIC4jXRu6FQV9Goy7OwFGu3yKmziO6voW8ODNzCYO+jO3EukhrlAuWLRBp64+uTdAoE1TKBJUySaN2rQsjEBKlwLqUDI2KoVEzNSq6SkaWifBCHprLQrEYCAZtikaZoJAmSIQxIm6UgB3BY0bw2BEC7ioRN0oijFGIE1TSJI0yRadO0WkglAjDoE0D96KRJyjEcRIeLP5OUCjTdBqSxULz+ASxhKpQMrU6nsksdjjkXp8mGNRHw8ZYxJRYl4N4W3GvG7rXevFaH/cadK+bZXq1F1aff+aFxdnFaq62lnytmq/Vbp/F1uLF8xfbS6u1Qm0Nh597bf3nU385/NxrtUJ9DYuzi2M/OdRy2pPI0RRyNI0cTSNH86jRPGq0hBoto0ZrqNE6arSJGp1FXZ1HXV1AXV1EjQD6Rzz83GsTvz66pqbT8uo86uos6moLdbWOGm2gRquo0TJqtIgazaNGc8jRNPJqGnE1hbha1ah++O1v9ltXOphdWWjv3Lrz6R89c+nSpenpaTKZzOVyQbjL5XKFQqFkMlkoFKrVaneR8ctJ7SrpEEM385bbsa4Aa21XX6BSt9H0K+u6qXVdX7zenmvPt+aP/OpIqVRKpVLBYNBkMnE4nLGxsXu33/vZJ7/rLBremnJ14jHVZK2SrMISkKpWktVKqlpOVStp8G+lkq5U0tVKplrNgD8E9VqXfL2W7z2tZms3pV7N1jeqqdfAv3A/jXq+Uc83G/lmo9BsFlqNQrORb9bzzXq+Uc91O6lWM/3UbgAwtmoZSFuqUk6Wy8lyKQkedyrB42SlnKyUkuUu4Gn3pXLnylTStWq6Xk3Xa5l6PduoZxv1bLNLo+9xPdusZxo90oB6PV2vdUnB9CnaRpaWqFUTg6KW6ClaKVYpRsuFSDEXKmSDuXQgmw5k075MypdO+tIpXzrly6T9mZQ/k/Slk750wpPqkE54U0lvOunLpP3ZTCCXCeTT/mzal035MilfNu3PZQP5XKiQDxUL4VIhUipGy6VYh2gf8BJqqRDq06+uezkzSQdYc0zGLcn14tWxLp9L7rEIbWqmRkgUM5BMwjgJdQU7fgF15ezkxdMTl89OD59DjfwWM3aRMD1MRY+zCNN8GrzCqNVwTHquScPSqRhqBVUuJYmFeCEPw2Oh2Awki46AP8j7wyeEUSK+L68LgB3B468SiWNkyiSNNs1gIFksFIeD5nIxfB5GwEXzuWgeZ4bHRnGYCBZ9ik6doJLHycRREn6EiL1CwI2QSON0+jSHPSPk46RiolxGUaroGiVNJSFKeBgeE8GkTlDJ4xTiKBl/lUS4SiaNUakTdPo0iwHyuhBsFoLNQvaAE7mmmfRpJm2KQZtiUKfoVJDUBTLlQWrXKBF/lYAdxmGu4NAg+nUJM3MJg76Cww7jcSOErmaRx8HCIo0yCdYWGbQpkF7GhNPLulllSDYTwWIgmAwEk4FgMRBsBpLNmuHxcWIxSa6gaVQMnZql07B0GpZWzVQrqAopSSrEC/lYHhfD5aA5bBSbiWTSpxmUaRppkkKcoJAmqeRJGnmSDpYXwcIlA8lmojisGQ6nmz+H4rBm2EwUi45g0KbolCkaZYpGQzDoSBZzhsPBCoQkqZSmUrH0+sEVxpAxFjbF4WRESyJu+QL3Wp9of8NkL/eaRPv17pW/LfcC1jVbm83FcuvI52L5XPz2yMfzzUrr3Olzi7OL+Xg+nxjgVqwrnyisoVVtDT/9ZN1sDF0eCl8eil4eil0eSgwPpYaH0sNDueGzheGzpeGzleGzteEzzeEzreEzreHTc8On54ZPj//qyBrN6n88/qsjcyOnZ0dOt0bONkfO1kbO1kbOlkfOlobPFobP5obPpoeHksNDictD0ctDkctD4UtDRano4MPf6FlXIJsOZD+9/unOrTv3Hzx07ty5sbExHA4HNvHSarV2u93v98fjcZBT372T8UuxrpIOgUBs7DOg3Fasa6123UiV/riJfmVdN7GuhevLreW55tzbb74Nlhd9Pp9er2cwGFeuXLl96+oqV72aBB/5NeAQtUyjnq3Xs416rlHPNer5ZqPQbBSajWKrWWy1SrOt8jpK/bRapVaz1GqWWq11dOpnv5DZ8uxseW62MjdbmZstz82WZ2d7A7WaxQ6FVqPQahRazUKrUYQf92pgOqcAvK2PRr5R7/rcGnIb0mzkGo18s5Fvdf5tNfOtZqHVzM8287NN8HQQ0KyRAzQb2TU06l0yN6bf0vpcrSNqtUqyWklUwUpxPlLIhfLZUD4bymdCuUwolw3lssFOTTCXCWbTgWzKn0kFMqlANh3MZoLZTCifDRXy4UI+XMyFCtlQHhySCxXykWIhCmSrUopXKuvkrxuu66yZAvcC4bdC1pfPeOGgFxCvuDUZ70S8uuuMwLo8a6wLxSKMk2eGcSDWdfns5Mg55OgF9PhF3PQVEnqMTpjiUGeEbJxMSFErmHo9z2LkW/Vck46t1zDVSppSRpGJiRIBXghnZ2N4HDQP3PQHVIyBZNL77mHsQkcwmSg2B83r3sYoJkolJJmUJJeQZBKiVEyQivBiAVbIQ/PALYSMaSZtigEW4JgoHhcjEhLkUrJKQdOoGVodW69l6hRUpZgg4WF4bBSHhWQzEGz6NIs+zWYhuZwZPg8jFIA7GXEiYT94kQAn4mOFPKyAi+Fz0eAseBw0D07tn+GwwBkhmLRpBnzH4gQIjMHhK+oUA5YbYFRwYn7n5oAZHgfN56L5PIyA17mhEr6JEicS4IR8rIDXQyjAi8UkuZymVjP1WrZRxzbqOAY9x6Bj69RMtYKmkJKlEpJETJSIiWIRUSwkiPg4ARfLZ6O5rBkOa4YLYKO5bAyPOzgouGVSRBALCWIhQSTEi/hYARfLY6O5bDSXg+FxcQI+XiQiSmRU+DZGk9BqlbhcCp9PGwrqoyGQUG/u3VQbtyTuSNzrlhccb5xl79/AupqVZiqUvhnhdPomRDL91EuNoZND862FNfXpSKYrPevXFrv1oGUm2qNRblzZ/4OqUec/f9J//mTw/Mnw+ZPRCyfjF47HLxxPXzie/fh4/uPjxYvHyxeP1y4er188Xr94vNlh7I231tve4edeG3vjLdAAtK9dPF6+eLx88Xj+4vH8x8ezHx9PXzgev3A8duF49PzJ8PkTwXMn/OdO5ET8/Q/eu6F1PbVv/6lTp4aHh9FoNJVK5fP5arXaYrGARcZMJlMqlbqpXV+GdZV0CISudDNzub0VxkHtuoPS9ZV1bWhdn3/W2TNi4dpya7lVb731xlu5XC4ajbrdbo1GQ6VSL168eIvWlfOG8qTXXv/5kfvv+e/b7vrOvt3PzYzj455kLV2vgY/2bKORazZyTWAtzWKrVQQONDdbnpurzM9W5uaq8xtTmZurdDypjzmY+X5u0Gbjxh26BgbTWkNP2sDTfnpGCFOc1Z3aBJ3U9wSuo3H/KvJ9D9bSbOab8OXtow6AA2Mbuhew4T567hWkPAVBEHQATTkFQacE1VK8XIiV8tFCLlLIRfK5cD4bBuaUz4XyuXA+F85nQ7lMKJcOZjvkMsFcJpjLhvK5cCEfKeYjpXykkAsXct2aaLEQK5XiXuIeaP+MH4RI1wPHUONVkKzWi3sFCjlfPtsvXp2lxqi5F+4K6uEVRhe8wqgTk6UsNIc8RcOOEpFXsOMXUGO/RU5cxExfwaNGyNhxOnGaQ5sRsvFSIVklY+g0HLNJaKkH4UkAACAASURBVLeIHGah1cQ3G7hGHVunYWqUdJWMqpCS5VKyTEKWScgyMUkqJklFRImICD7XxQK8aA1CvFhElErIchlVoaCplHS1iqHp5oyrGVo1Q6OkqRVUpYwslxClIoJYiBfxcSJgDyKiTEpRKelaNdOgYxsNXLOJbzHyTFqWTklTSckyMVEiIkiEeIkALxbiJWKiTEpWyClKBVWloKoUNJWSpu5HQVPJqUoZBZyIXEKSAcQk+HTAGQkJIgGuI2cYPhfD56D5XAwfdhp8d4cIqZi4BpmEJJeS5VKyQkZRyvvmoKCpFFSlnKLobOigkFIUMqpKydBq2AY912zkW418i4lvAeeo5xg0LK2KoVbSVSqGGqCkqxU0lYyqgHeCIIOZy8QkGbwbBUUhpSrkNKWcplLSNSq6RkXXKOlqJV2toKvk8IFSCUkmIculVIWMqpDT1SqWTss1GgRWi9jhkHs8qoBfFw4ZYmFjLGKMR00Du5nc6bjXDRLtb/MOx/bC6vOHX6iX6nF/4gtJBG5Csku1UDtz/MxcY66/MhFMJoLJw8+9Bj57Dj/3GqhJBJOJYGqwvpOGG4KpFWuXn/rvFZ3ac+oD76kP/Kc+CJ76IHzmg+iZY9Ezx5JnjqXPHs2ePZofOlocOlodOlobOlobOtroY+z1N7pDgFFGX3+jMXQMUBs6Vhs6Vh06Vho6Vhw6lh06lj17LH32WPLMseiZY5Ezx0KnPgicet936n3PqfezfPa+B3ZsaF27n9p7/PjxixcvIhAIIpHI4XAUCoXJZHK73ZFIJJVKFQqF7v4Ry8vLKysrd9QBgHStV6gAa6iv9F66Uf3gkR0LGhClkg7ROW7w9QALdNXf+uaNB+r7rav36p1NObuD5Uuxrk+XPr02f22xsQisCyR1uVwupVJJJpN/+9vffqF1VaP5JuWF1JUH9z7yyM67Dt6/+VnA3f/5Hw7t/amYKQVrZI1cs5FvNgutZmG241vGc5s6345z2jhfW5ivLczXBwGVtfkuc/CDhduhd+xcbZ3Sqc9vgqAh9RrP6wlZv6vNbuBtfUpXnpsrz82W5w2nNkEnjf0a16PUA0jbbGl2dtDhZoHeFedaxdlWcbZVmG0VZ5vgQWG2uZYNDCyEP9j94qGDuPBaIVsTBtuIIPYg9BQ1kK7X0trTEHRKVCsnKx3xKuajhXykAOeiAaKFXLSQi+SzkXw23ImBhfLZcD4XzucihXy0BFLWCtFSPloEh4DKUrxcjvtIe6D96EA11VsV7aea6ulXV7zgiJe/kPXle0uNIMers87Ysy5NyKvyu+FseoOMquDhBAwUizxFx42RZ4bxqGE8+ioJN04lTjGpSC4TI+QRZCKKSs7Qazgmo8BmlbjsUrdd4rSJHVaRzSKwGHlmPdeoZes18BIYjJqpBaiYWhVDA1Ay1EqGRknXKOkgS0mnZet1HKOBazLyzCa+xSSwmgVWoBcmnsXINek5Rh1br2Fq1QyNiq5R0tQKmlpBA8caDVyLiW8zC+xWkcMmdthEdrPAYuAatWACDK2KoVXRtSqGVsPUa9kGPcdo4JpuhJ5j1LENWpZey9JrWGvPSMPSqplaFUMD/EZOVfahUtDUQBxB2ruaqVuPhqXXsvRatkHHMXZmYjZyzfDQHIOObdCxDVq2Hr4sPLNJYLWIHFax0yYGJ+iwimxmgRVcdh3HoOca9VyjgWcy8s0GnglUatkGLbv/FPQall7LNsBDc00GntnINxv4ZgPPZOCZjDx4Ahq2rg+9jmsw8M1modUqdjpkbrfC59MEA7pwCGTTm+JRUyJm7nBn3Ctzq3GvfvHqd691QS9gXTF/TMVTqXgqFU/dD5PIJGPIZAyZjKHAYAdgklhqgaaHUKsWaoOu0JFfvpNP5TVC7QAi7eHnXms0Go1G4/Bzr2lE2i6D9bp+tCJdyB0+sflv4iQs74nvCJ/4jujJ70if/I5i93dUu7+t2/Nt455vWfc86njqUdfeR717Hw3ufTS899HoIBd/+MPuEGCUiz/8YXTvo9F9MJF9jwb3Perf96h336POfY/a9j5qeepR455v6fZ8W7X727InvyN58tuiJ78teOLbnsu//e7f/h8bWtcTu/f85je/uXDhwuTkJA6HY7FYUqnUYDCsSe1qtVrdXbvupAL0ZKtfuwbiVQHWUF+bDesHS0+eBjWKtb574FbrHe0WGvfqu9bVfwp3Msh2Z8uXa13NWvOtN95Kp9OhUMjhcCgUChKJdP78+S+0rlnukfrw1l3f+Puub3W5565D/+2hgwQUqQECXUALiq1WsdUqGc5tgg6RYsByTGeeZgYXF+o3YlDC6gs3brn2QMBaD+sJVoxxAIIgCDrAjPUamM5vgs6pYf2KkZ+G9jOjXc2qzs9XF9bTNbb56rzp9CbolHHjuFoZ0FM0mAEVW0fXwLq46QehgzT3BgEw3QkIgoZ08NMwde9BqnODSFifgcEe1q9i2o8g6CNtPdOoZRq1TL2arleS1VIC3BJRKsSKsHvBFPOxYj5WzEULuWg+G+6Ri+S7dwkU4+VivFyMlfLg8JjiBASdFJRLiUo5Ua0ka5VUbe1aZx/VVK2SrPUiXjcJd9k74S5wP6MhFtLDO0d4lD6H1GXkm9VMrYQi4+OFbAyPjmSRp+gkeIcnbndzVClNrWTqtVyzUWCzip1Omcel8LnkXpfM45S5HVKXXeK0iuwWoc0stJqFtnVYzUKrGbjUIGaB1SK0WUV2m9hhlzjtEpdD6nJK3QCH1O2QuDp6Z7cIbWaB1cQHm4VajHyLWWCzihw2scshdTulHpfM45Z7XTKPQ+qyiR2gfXdcs8BmEQIzc9oBknWIwVhgOLtFaAOYOw/AOXY3LDX0YeSZjXyLiQ+fl1lgMws6V0DQwyKEp9GbicRll7jA0DaRwyqyA7qzdUjdTpkHXHBwzZ1S+LJYRHZwAa1AyEAnEodNbLeK7VaR3QKfiN0islvgnkEzp13ickhcDqnLLnXZpU671GmTOLqXGkZks4jtNonTLnM55B6X0udVB/zaUFAf6Yt1xWNmwK27V+rma463trMXvOD4RUGvQs4PW1fEG5WzFD3YCgVboWAriDPEiDfSIdrDB0NEkxRc5QA8ld8RfOsXb2cTOQVPpRzk8HOvlcvlcrm8foWxW6/kq9cQdAY/+tr/FcWj2d/7Ju973+R//5ui739T+v1vyr//sPrxh3WPP2R6/EHbrgftTzzofuJB/xMPBp94MNzHx4cOdfvvlsPPvfbxoUPdNqEnHvQ/8aD3iQfdTzxof+JB864HjY8/qHv8IfXjD8u//7D4+98Ufv9h/vce5v3Dw66Ph77z7/+3Da1r15O733///XPnzoE7GRkMhkQi0ev1DocjGAwmk8l8Pv/lWdca1dpAwPqf3qh+bekYzzrzWRfAGmyx/tlNGveedqxrMAz3Fxvu+rKsa3VudaG+0Kg2fvXLX4FUervdLpPJCATCuXPnbm5dDQtneeLub9/7g/XKBbj37h89cM/3Yt5Uo5O31Mw3m4Vm00M/BB2ke+fAwuJ8bWGhvrjYWOpnobG4UF+cry1uEL5aL1iN3uN5+KguvaBXx406S5B+xiHoEEPNPAQdYvjn56s96xpSwyuPUfIhaD8jAi9ZzvfZVb91zfdjPL0JOm1cFzYbDI9tGAmDg2EgANZZ1ixuhJt+EDpEc4MYWKvVXYiUDfUpVx+5VvNG4rWBgTW1H0HQR7p6FlhXo5quV1LVcqJSipeLsVIxVizEYNMCwE+jxW7EC/hWDnayUjFWhq2r620x5UkIOikolxOVSrJaSdWq6VotDY+4lnQnyQxk+vcnePUy67Np+JbGVMLWt8hoiIX1sUDfLqlWsd3AM6mZWjlNKSbLBAQxFyfgYgU8vEhAlIjIMilVqWBo1GyDjmc2CWxWsdMh87gVfq8q4FUFvEq/V+n3KH1uhc8NS9jNccN0pMopg33CrfC6FT6PwudR+r19eJR+j8LnVng7/fdsrOsibrnPo/DDB6oCXnBIt73M3Z2AS+51yzsD3QD4XORel9zTsZx1ZyEFrjmAQ+pywCd1s4vgAv7UmYl7cNze0HK4pVvh8yj8XmXvgns718Ql751g9xq6FV74cim8LoXHJfc45R6nHB7U1RvUv+5S+8DhnaPcTjno2eNWeN1Kn0cV8KmDfm0oqIvAgS5jHBA1xaNrxOuPjnt94Y72Xxj02mi1EVhX2BuVsxUDcJRyjpI4QxqQLW+shy8W9cVIaLKSq1qD3xF86/Uj2UReyVOv4fBzr+VuWg4/95qSr1lDwBn66Gv/LoZHc7/3KP97jwp/8Ij48Udkjz8if/yb6l3f1O962PTEQ/YnH3Lufsi7+yH/7oeCux8K7/6vgI+fPtQ/6JrHHz99CDQL7X7Iv/sh3+6H3Lsfsu9+yPzkQ8ZdD+l2Paze9Yj88Uckjz8i+sEjgh88wvveI56LQ9/5v//3Da3r8SeePHbs2NDQ0OjoKBqNptFoIpEIJNSDbwcCu3b138Z45wRgnad09eVfZV2wEK1fXoSbbxwM63t2K403tK6/TM8aLF+WdbVn2wv1hXql/qtf/iqZTAYCAZvNJpVK8Xj80NDQzawrmr+O2Il5b49cYltZXl0/rX/5l39JJYpH37l87sTVWrZey9bruXo9V6/n642C7uwmCDppaJVngcoA8Vqom893lx2h86b6wnxtIUZ5GjrAjMFLhKbzm6BzmoX5Wpx1EDp05vzTcMvBY0+b5msL8wHW052KQ+RY17e62foREjCqGONAp4Gfeag7PjQ0dKo3m4PESKs8FyV3Xz9n7LhXjNwbh+GbN57eBJ1iwlE0CDpEis1V5ud8zEPQIToJnuNBYnRW2Vli3ceIwIGuGH1/p6d99EhxtlU0DEHQEIHeWTI8RHfPthRDvTnCzeD1R/0JCDqh3zjvXtZ31HE9SMDXHoeg4zTq3v7lyHD3KQQdpNq1pyHotLheSVXLSdXJ7rDvn9wH7cObigX+SQg6qYiVCrFSPubG74b2It25SEH6PgS9f/IEBEHQPoKpVDSRumd2kl8qmIj7erM5rUoFyE9BBzBBkAWo/aj32hlJo55p1DLa0xB0Gk3pdHKAaBxcZIStK9vZSCIZt/YWGcP6WFAbAd8I5FX6nTK3VWw38s06jkHD0ioZajlNIaMq5DSlgq5SMtQqplbLMYBFLqvY4ZC6XXKvVxXwqYM+ddDfwacK+PqcAHaym6ME7QNeVcCnCvhU3Q5Dfk0ooAn5u6hDfnXQpwr6BlSvKw0DPcB0G/exdpSNCfr7eoDPa4PJwxMA7rJmMoMjru0BnkZntr1r2L2MaxqDBmuuhho+QXho0FgdHAD0pgZd+b2qgFfd/4ODr3M/fk3nCmiCPnXApw541eCogE8T9GtCga5yGcA3UMUHMMWjZpg/Ou71r0q0v7F7tRfazx9+PuyJyTkqxRq4aiKaHPHFBon3Q0JTlDzNGvzO0Nu//HUuVVDytV1UfK2Krz383Gupm5bDz72mEmhVAl0/AVf4N5v/NkYh8J96jL/vMdG+x8T7HpPvf0x14DHtgcf0Bx4zH3jMfuAx54HH3Ice8x/6bvDp74af/g6gf8TDz7328TOH19SAZqGnv+t/+rveQ4+5Dz1mP/CY9cBjpgOP6Q88pj7wmPLAY/L9j4n3fle097u8vd/1Xr3wnb/9P29iXWfPnr169erMzAyVShUKhRqNxmazgdsYs9nsl2Vda+837D5fm5q10Qpjf/26UtIhhhAIRN/LfUrUt1PFDazrxo0Hh1+/wti/ANoVOISutNGDP1P501mX1WqVSCQ4HO7s2bM3sq5yvFrze64htv3X//LE/l1v/+OzJ15+4cx6fvb86Z/++OQvX30H3mqhQzVbq7moByEIgg7SvLMtEPGqm85vgg5R4mAx0XRmE3SAGa3Ox8iHoP2MaHVutjo3WzGeA4EoeHHwnBHEsQKspyHoECXWy83ygwjW3Gx1btbHOAQdpPtmW+VWs9RqFJv1YqNe1J3dBB0ghpulVph0CIKG9OXZ2crcbMUwtAk6q2g1S81GsRkiHIT20YLFRqPYbHroB0/qW+XZ2XKMcQCCThlnK3OG05sgaMjQF68ynNoEQdBZ5VyrPBshHoKgIX1ptuVhHIIgaB89XJptAd8Cjz2MgxB0VtFqFiO0/dBBfLhZaDULEdo+6CAh0ijoz0IQBA3pOpXQCX2zAMe66O7ZZl/KV6tz1EAOPkA2BEEHaS7wVH8Wgg7iw418U3scgiDorLTZyDVDuIMQdFaba8I29pGunm3Us13r8pOegqA9JHe8VIyX5B8AnepYV7xUiJcKMTd+D7QP6c5FC7L3IQhoWaxYiHsIe04pE+VSouJG7Yegk/JYqRAHsa5KOVmtdKwLVq691CBY65SchaCDVEejntGehiAIOqNO1qqJAGkPBL2vAjn1A6ldPetKrbEu8KVAIOLlUfqcMrdd4rCIbCaB2cA1atk6DUsL0LK0OrbOwDWY+GaL0GoTO5wyl1vh9aoC/o4KwJ/WXRXodxpN93M9HNCEN/x09/cZgB+01IaD2sg6wgEt3EnPDFQDbtQvXv1z6JsA6HzD/gfGgofThnsHdubf8Z5157v2ZHsjrq3ZgDU9D85c239NwvD0updCM3Dp+obrXWdYwjRBnyboh+Wpr09dJKiLhHSRkC4S1K2/CKGANhTQhQO6MNxSHwnpo+HOV05t4F6d0NfN3GuD+xxv7SbHm+3slV27rVffl32159vPH34+6k8qeDoFV6fkDcAkcUkY2gDYAZhknlJgUA0ScEWO/PLdXLKgEhr7UQuNJ49fuvkuqSePX1KLjGsIuqO/2fYf40yK6Jk94mf3SJ/dI392j+rZPepnd+uf3W36yZPm53fZn9/len6X78Vd/hd3BV/cFe7w8U9+3O3845/8eMOa8Iu7Qi/u8r+4y//iLvfzu5zP77I9v8v8k13GHz+pe3a3+tndymf3yJ/ZLX1mt+iZ3b7Jq4/9h38/sF9Xn3UdPXoUWBcKhaJSqQKBQK1W/wmsa/3eWgO5Ut1lOt2ajK+N6teW9U7WWzBEsFhfEOu6SWPWumT6/mz69Tn4/wta15u/fDORSPj9/i+0LrCT06wWdQ35AJcjTiWKGwa6QFldvf7znx2ppCqVVKWUKhVTpWKyWEqVyplKNVcLgLzvfbRweXZWdW4TNGQAdlWFl//oPhCRoofLs61yq1XWD22CzipnW5Uo4wB0kBSdXbsO2BfHGixnFc1GsVEv1Kv5WiVXrUhPb4IOkF31WqFR91APQtAZRbNZajVKurOboDPyei1fq+arfvwBaC/Zl6tW8/VaoV4HUTo4aKNvlbqK1kN3chN0Qt8otprFZtNDOwgdpLqbDfDABTabAEOAx2HqPugAPlSHNbSvHNfWc9rTEHRG2qjnmnWQJr+PHi60mt0VxsJsszDbWWHsaNm6WJeuFwNrNkA/e2khONalg1cYnbSDEJwEtoF1Wcn7of1Ec7kYLxXjIFj1Rdb1vgIsPhbipWK8rPywe2I3sS7tGRDfgjPMQtS90AFsCFjXaVEd7C7mQx2A9pDct2dd4NsYu18N5HfLvU6Zyya2W4QWE99k4Or1HJ2OrdWx1Dq2xsDRmXgGs8BkFVkdEodL7vYqfT51YFCbBqIsN7aozmf5gHh1JSMc0ISBB4R0kZAu2kfPCWDh6Aa0QMCps2QGAj9wTKt/Ahv0eXMi/fQm3xWaAT0aOM01xw70M2A2kY07XNPn2pmv0aMbGWqfcnWttOdeIb82FNCGg92ewVcX9NN/HfrrDdGQIRo2RMPggT4WNsTChljYGAsPGlhHvO5Y3GvjXVVvEPRa417t+fZLL/ws5IlpxBa10AzQiNZgGUAMsPaQWLV9hDyJI28eLaTL2sF6rcSqW4/0JtgAYW/y5D3/X5LPkv3sGfnPnlH+7Bn1z57Rv/KM/tVnzK8+Y/35YfvPD7t+ftj7i8P+X/wo/Iunw68/HX396fgtE3v96fDrT4dff9r/ix/5f/Ej9z8fdv78sP3nh80/P2x69Rn9q8/oXnlG9dJh5UuHFa/+OIBH/cPf/YcNresHu548evTomTNnRkZG+q3LarX6fL5YLPYlxrq+Kn+O8hdhXf1U/d7rU9sf/9YPfnzog1dfPP/PP728np89f/p/PHvi1Z++VUqUivFCIV7Ix/O5eC4fzxeSxVK6VM5WqjnNmU3QAUK4qRzaBJ3Vdb+Gwks/CB2kepoh4kFoHzVYbIAA1ZlN0BlFo1EKU/dDB4jhRqnVKLVCpEPQPlqo1GyUQLNGkHAQ2kcNlRqdmnq9UK/la5VcpZwtlzIlxUeboLWWo6nma9W85vQm6JSkUsqUS5mSB7sfeoroSZdLmbLyo00QtJ/srFXzNc2JTdBxTT2vPbMJOiOr1/O9nV01xzdBxzXwBtBOygHoANlRqzo6D7K1alZzehN0WgIeB8h7of0Yf8VOPgDtJ9oq8Lar8L+qUxB0SlytZmrVbD2APQDtpQZzzYaLfhA6SHXNNrs7e+VbzXwrjD8IQUPa7lZend28BuwKhLX6rQukczmoB0BgqZtNn+0s7fVbV6xUjMHW9UUrjAo4r4t/EoKg/TPeUqJSFJyCrSu2gXXVutYF720BWxc8DRGc1+VFHYB2k9y3vsJoiHU/TYPaMCxeKr9b4XFInTaR1cw3Grk6PVutZSo1dJmaLtMyFXqWysDRmnkGm9DikDjcco9X6fMqfV6l36vy9y/59S149fRro6BOsG9FMtDzJHUIFq/BGEy/+gT6DvcofC6ZB2RZwTlVUrdT5nErfB6l36eCOwT6chMZuhV6EabeimfQp4LFsV+8bsG3OmKk7pwLvOQagK/Guj6DG0vbRsqlCfsHLxFI84LTucAPSB3wqoOdRcOu20W7BtZnXdG19fpISB8JAnSRkC4c1IWDwMwM0bBh0L16+V5/ZNzrZt+iveGC4w2+P7s9337rn9/2OoM2jdcodxrlTqPcZZS7jIo1uLuYFG6Tch0qt0nlNqvcZpU7Fsi8+/Zvyrm6Ga7xfAHqm+ONBbMnv7E1KxVp335V9/ar+iOv6o+8an7nFes7r9jfecX57sveoy/7j74cOvpS+P2XYh+8FP/gpfiHL6VumeSHL8U/fCn+wUvh918Kv/9S8OjL/qMve4++7Hz3Zfs7r5jfecX8ziv6t1/Rv/2K8YO3fQz6oe13rSy00374exiBde3YuvMHu5587733vrKu/3XKl2Jdnyx+ciPrwmKxZ86cuYl1VUKxVeROwns/YFJVS0vtDQNdlXILjaK/88bJYryYj+Vz0Vw2kkmH0xkDdu8enCtRKCQLxbTy1CbolLRWLWjObIKgExqgL5oTm6C9FH++VpWe3gTtJzmrlVzVhzsAQdApabWS85P3QftxfvC9FlUX5QAE7cf7q7lqJac+fVxdcZIPQNB+fKCar1Vz6tN7yf5cpZKtlDKlQqqQM+P2QtDeGVc+VcinioVUyYPZD0H7iLZSMa08uQk6LsznErlcPOec2QftwTniuVzciXsK2ot2F1MlMGfoI2U5U1F+tAmCTinT5VK67MGcIlpLyt9sgj5UFEFgz0rcD+0jWPsepErFlPLkJuiEqFRMlooJD+EpaN+MOx/34PdA0G68M5bPxfLS9/fhTPlcTHYCgk4ISsVkuZSqeDEHoL2UQLZRd3TjUq1Grpcy38jpzkJQd6Gwkevcwyg9C0HQWQlIltedhaCD2HA3ax6+e3GdddW6CVWiWiXpJ+6BoA+UIBceXkA0FvNGwj4IOsEv5mPFPO8EBEF7Ea5sJC85BkHHZCCn3oXcB+0huuPlYryseB+CoJOy6Jpsej/pKegAJlBLNzQfQRB0VgOS6CVnIeggxd4AG1icFnasC7kf2k1y33o2fc+6oiFdpJtZ71F4nVKHTWg28XR6tkrLkKmoIgWZJydxlRSBmibS0KV6ltLE1VmFZqfE4ZK5XDJ3l/7scjidXO51KXxuRS/41JcR1ZcJ3r07Tw4aBzqqtG6pruNtsEzIvS6Z2yFx2kR2i8Bq5ls7tyvaLEI7uO/PJffBo3fjXreFtrsi2ZUkoDIBEF1zy30gkd+r7FnjRot9A/PvM63OpRjM2Ycz6JX+G5hreM2a6QCakE8d9Cr9HnCFext82G1ih03itEtcdqnbAX5ASp9b6feAfC9NcN1qZm9Bs29ZNhzQwcuOfm3Qr+kFzwLaUFDbcy945dEEs0G6/YB73Uqi/a0me224rddCbRE1OvPBsd8kwwW3OWLXB226QBd7P/rgWgxdQv2ko4UP3j1ZLbYchlAPY7gf5xpMNyMdK5595J68WmH+6Nfm47+2Hj9iP3HEeeKI+9QR36kj/tNHwmeORM+8HR96O3nu7fT5t9Ln38qdfzN/O6TPv5k+/1by3Fvxc2/HzrwdPvN2+MwR/+kjvlNH3CeO2E8csZ961/XbE1EyjjM5ff7554B1pdda1xNd60IikRQKBWyUut665ubmvrKufwPlL866yvFq08xYHt/8/W88ef/mZ//bvb987L+89/cPHvv7B4899uB73/3GO9/Y8sJ9dx9+4J5dOom5EMvnotlMOJMKpZKhZDKUTHN7saZ9aHcpUypnK2UHuZtzDT1F9GTKpUy5lPEQu/ndH548sQk6ISoW0x7CXmgfxlNMl4rpUilTKtn/f/be/LmNI0/05PwP+8NGzL735vW62/JMz/TbFxuKeRHv7cR4u93XTM/YltWSSEmUKfqYS+5prd3j7rblS7Qt6iJFgheIgzgIgOANECRIkARJ3CjUhaMKJ8H7Bg9JlCiH94csAAWgQIIySfDIT3zDBgtVWVlZhaqPMrMyRfFtfyk0jUf90Wh3ojP834nMExOBaNQ/HqbCIV/IXPuLgoIPuzyBgCcY8AaD3lDQq/nDnxT8otYa9Ia6fwe2+7CTpOmh+p8XFBQUBpmbHQAAIABJREFUFPyMZ/K3JvL8i1/8rKDgd1owD4b2P+KLP9AEPSHN7/6k4IPugDsYcAcDw42/KPhFwxDzgT8UCrpDQbfmD39S8Pu2UNAdCrgt/J8W/Lza7McDNN6VSOnnVaMU5qewrg8LCn7fEgq6w2HPuL3u7wp+Lkb809MBnOnz/gsZnvE2Ynpv9MQQXHH+no/PJPqt/36AqVgyS/++4FdSc3z5hwPTifG6OqYnfJNRozjRBf6XH3z0i4JfNg5HwkwXroKCgoKCn/7xDz8t+EW1NYCHgHUx43W5dX9MbPizv2Osyz3ew2z4ca/PJf55wd/Vo+wBWkFOJaYZdjbAyBEs68pt5IihlMYjtB9Yl8ve4zB3jY20DQ6qevvl3b2SNq1Q0cWXdDU0dTfKtEKFTtzSJ+0wKHqM6gFTx4ily2TuMpk6TaZO01gHM7zWcOvIcOuosX1spMPEjC+VfNMw8fafzcIaCWKUPZpDN2NgDlABlny9LqUbOzM2RLfN1GkebRsbVhsNysEBMLCq0tCvHDS0DA21jox0mOJjLiQkJlunfo7lab3EEHbVkdZp1Tgs3XZzl83cZbN0260ZLxsiGZGUTuYdSYcVWGOXZYwZosIcH1ECjKCRTNORXgiJTKb0x3fpcaQPBfV/Fo3V1GUe7RgbbhsBo3ANqhNjdI0a21knSOuw6px2xsBc6b3y+9ICyKLLoUPsvU57L3hT0mnvRZx9LkSf1t0+1bp2di/frtyLe2SvhHilNjhOeqdCvtDFX1/8zW9+i9ixmejiVGQ+LabZMb6wQ0QXpqMLN37/+Xrs4Ux0YXcxkTVu/c8fLXm94e628e62aHfrhKZ1QtM6pWmd1rTO9LTO9LQu9LYs9LYs9bYs97Ys97as7D6We1uWeltAOvO6lpme1hlN67SG2deErsvVrpbfufOrH54KUaFJ/zS0LshhtK4J79Ss8t3I16f++ws/+eH3zp7+87f/54/+v//1397/Hz+89n99/9JLf/YPf3nqxzUV9WF3OOQOBYgAjdE0SvlcXh/mpXDaT/r97mDQGwx5Q2EqEqEjEXo8QkcidCRCRcJMhMM+MAVYKOgNBT3B1AgFvaGQNxzyJSIU8oZCvnCYCocpkGA0QkfH6fGofzxCRULekN/jp0mKIiiKoCiSTgRN0hRBUwRN4ZQP83kxrxfzelBPPLxezOvFfF6M8uE0hdM0QftJv5/006SfJmiaoGmcpjDKh1Fe1McKyoclRnAGK9AURlEY7cMoL0p5XT4P4vU4PW6nm3S4CTtJ2EnC7iYdbtLhdju9XhdFYX4/AdwrGqUmJ/3T04HZ6Z0GO80yBVDGdI2cEZ8XaJKenqSmJ7yT456JCBjglIyE1H8sKPhl4xAYISIcJsMhEoxWD4anDyXnC8LDIZKZ+ScxRGp8tu/EKKnMkF37NEoqPpRsMMIGSFc/jvShjl7EqrGOthuHVH16WVePuKW7UdZZL2zj1bXyattrGzrqhV0NTVqhok/SPqjoGWk1jLYPj7QNG1uHhtVDgy2DA0qDXgGGOO/vUwzolYP9qmGD2jjUOjoMJKzDPMKMtjU63ApGtGdGIjWogA2MGuPVVOZ4c2EimMERtE4r41uWsXaTsXVkUDmkl/frJL1acY+2CYz53qOV9vY29w+owKuXptFOc2LIq7QBINL3okkfZsLGGmaCGYpCYzd3WU2dltF2k7FtzNiaGAbMaupKVvUxQz8kIj6GBRjbzMSMPZYoClAOYNxU45B6xNg2NtJhHosP5ZXMW3LEjWStmF2XfInSoUOsGrupyzzaPjrcOmxQGfqa9T1SnVbSo5X29sj6euT63uaBPuYEjQwxBmY2dVvNGptZa7No7VatfZtRM8AhmLutpm6Lqdsy1m0Z67aYNFYwmheiR139ODZAxHvcc4nXntZ7pbnXNsN6hfHIzPisuEb823++fu618+deO38exOvnz79+gTvOXDh/5sKF7HH+jcILnHH2OePNF//01ReYeO37f/raD/6PMz/4T2de/M9vnPrPZ1/6L2f/4r/++i++d+6H3zv3ly+c/6sXCv/q+4U/+kHhj35Q+KMXi370YmFGnP/RixdS/zz/oxfP/egHv/6rH5z9y++/8cMXzvzF917/i++99tJ/ffXUn/3Di//lVz/4T7/6/n8q/e8vPrh0dnZiNuIdD6ChpHW5gpsPoXWdRA6pdU26w1OSy+SX//ePfvA/Tv3Zr370QuF/+37RX37v19/705d/+vIb/CpB1BMNu8MhMhjA/TRGU6jP6/J6Ua8P81E4RRO0nwwEPcGAJxjyhhi18oYCnmDAHfCDYLTGz/hQalAETZN+Pxlf2e33u/1+dyDgCQaBfoE5VqlwhAqHfaGAO0CTtA9npMqLej3xcLs8bpfHjbjdzCCBJImQhJMknCTuJHAnAT6TTpJE3G7E7XF5vajXC47I5fUgHjfiJp1uwkHidgK3EzjjTyThcJN2koyLVDLsbsJO4jYCs+KYBUPNGGJ2OU2IcwxBTC7EhLrMGGrBcZvb7fB6EZrCAgEyHPZEoz4wwFXckAI7KVRSpKan6empzOCah2eKmp70TU/4pia8U1HPRM8HBX9UR0J4OIRb+a8UFLzSaMZDQRzM+RMK4KEAFvJjQT8aoNGAHw34mXkYQwFmysVImBwH0wGBeRvBpEARdzTqmYgC8dqfGYHY1oUOEIges/ci1h7HWJdpSD2gl3drRS2dfElbLb+liqesuKe4f1dVWamu4rXV1HfWi3qECr20Y0jVN9wyMKTqNyj1/c19fTJdj0TbLe7uEHa1C7o6RJoucU+3pFcr7dPJ+3ubB/TKwX7lIBjSvU+u702ddadH2quT6fuaB/rjBjbcNmqMj00P5sAZaR+L1wOZR9rHjK2jwy1Gg3KwT6bXirWdjZ3tDe1tDe2tDe2tDW1tjR2dIo1GotPJ+/XKwQFmpqAx1lCl8fFa20aH48EMhQ+aKcGwqGDo0W7WKKadlrEO8ygQvpbhAcVgv2JwQDlkUDG2BHI+Eq+4YsYm7TAnxmuNz6E02K8c0DeDomDKQSvRxUe3H9CDMfRB1VRrMmNGZpDYsUSBMIOdAtXTOqwau6nTbGwbGWwZ7G/W66Q93aLu9sb2Vn5bK7+9tbGjrbGzXdjdKdZ2S3RauV6nAAY2lKgGG2Hyn1JWqSXGDH8/qB4ebDUOthoH20aG20dHuywWrd2mQxx6FOnHUQOJD7rj7zlmWJdxu77223W0Z7/kuLsGx1DAEZr0Ta3MrKwvrafHMoiNbWIDxMpuIvZwz+PhfkZ8LxvrKxvTwdkAGs60LtCb/r333vv888+hdZ0Etra21tbWW7u0h866JrxTE57J8Ihuiv+P75Ze++FL/8///r/91S9eOVt7vxG3EOPu8XHPeJgMhYhAAPfTGOVz+byIx+vy+lAfhVEUzjhTwB1gmuTcAT8ZoMkATSYm6qJ8GOXFfF7U63Ex4Ua9btTrQb1ezOfFKWZNUOEEPIwRr3DIGwbtgGFfOOwNBdwBmqB9wLeAZrk8zFjMQLAcJOEgcAeBO3Am7Dhmw+KBYzYct+O4gyAdJDOOs9NNOkjSQeI2ArfhmBVzWTCXGXVZMNSCYVYMs+KJwFmfgWm5zChiciGjiGPUaR9x2Ibt1mGbzeiwjzgcI4hzzOUy47jVTTq8XoSmsWCIHB/3Tk5Q05PU9CQ9M5VSJ5QlqJlsXrWNbzHTTnunop7JcXc0TOqSTZev8M1Y0I8GAyCwYHLea1eAQgLgA+0K+F3BABYKYuEQHklMfR3AQgGMmRI7QkbH3RNR92TUOznp3Wn2a5I1+7Ur19mvmVougxszkK5+wtHrsvQ4xrqtQ21GvUKnaWpta5CoeA2KB1Xye3dkt8tk5Teb795SVtxreVDVXtPQzZf0NqkNzdpBZd9As65PptVJujWizo7GdnW9WlGjbOYpFbUtyrpWVUN7C7+jVdDVLuzuFGk641Motjd2tPHbWsHc0nWtLfVtYI7nTpG2u0mnZQwsPneQXK+T63vler3C0K8cMrQYB1uMBtUwaFLsk+m1Im0Hv0Ndq1ZWKxXVCnl1s6yqWV6tUNa2qBva2wVdXWKtRqIDVqdnpnc09CsM8Vl9+nUyPZjGB0xPxKymNPSrBgdaGBcxJnVn1Ng6MtRiHFAM9sn7dZI+bVNvD5hOUarXyfr75GBzMPcOM/0OM1ESM52Rvkeq0zRpO4VdHYKONn67uqGtpU7dUteqbmhvA0Uh1HSLezQSZqrEZMbA1EbNAyCTA8ohQwtQpbH4GP3WsU6zsXXEoDLo5X09Em2nsENdr1bwmmXVclm1XFbdLKtWyGtUijq1qqFd3djZJuzuaNJ2S3VaWZ8OzNSk6O9TDPQz8xeBqTAHUs6IrK9HFp8ESd6na9b3Kgb0qsHBtpGRTotZ67D1upx6zDVAYINu8HojGGDCPZwhXtvWe+3WvdKmcdzVkKppA9mH0JSZs8NoJIyNh7HxCAicHdEIHo0Q0QgRHecMcoId0bRwbx+TnAHuAPsRTN05OR7Cx0N4JIClWhdrbPrzFwpv3PiksrKSz+crFAqNRjM8PGy3291udzAYnJqaWlhYiMViGxsbm5ubT58+fQY5sqyvbwyNmDq0vYfPutKuYO/khHdqwjc14Z2c9E5OeCfG3eNhMhzCgwHMT2M05fL5EJ8X8fpcPh9KURhN4zSN0zTh94MKLaBZKOVFfR6Xz4N43IgHaA3hIAkHiceDcJCEkwRjKHtcXk+8Rc+H+nw4ReF+PxkIkMGgm2mXDHlCQXfQT/gpnPK6PB5Qp+UkmaopG47ZcMyKofHAbOADilpQlwV1WVyImQmXBUUtKGbFgGbhwJ8sKGpGEZPLOYY4RhHHqNMxijhHEeeoCwExBgJFRl3IKOIcRRwjiMPosBsdtmG7dchmGbSaDRbTgNk0YDYNWMwGi2XQZh2yO4wIMophZpK0+bxOvx8Nhonxcc/EuGcyCkb08IEy5zxBGeco1zvRRNTN3DTDxHgIB3eiAI34acRPOfw+B+1z0JSDphx+yumnnGAJ5bVTHhvltVNeO+VzUD4HTTn9NAJuYSE/EqSRAOX0U0jAjwQDaCiIhcP4eBgfj5DR8Sx3ZOb2Deq3sPFQvIor2bBo8fvMtM+UVK5ERRcxFFeuARIdIJ16zKpzjnZbhzrG9C2GbmlXa2NzM48vrXgguXu7qfym+KuPm776WFr+efPdr1UV99qqa7oaRDqRakDebWjW6WUanaRLI+roaGxtqVM1V8ubKiSi+02iCom4Utb0QC6pUkirlXKesrlGpahRNfMU8upmaZVM+kAmqZRKKqVNFVJJpVxWrVDUtKjqWtUN7a38jnZBZ3Kq7MbOtkYwy7VGI9H1yPTAQnpl+j5pX09TT2djp7pW3VzVLK2QSu5LxPfEwrsi0T1xU6VUVt3cXKNS1beq+e3tgs5OkSY+lbWmW6zpEmnALtoaO+JTVnd2CLs6Rd1dYk13k1Yj0WmlvTo5UwnHTF8IZkhUGHpleq1Y1yXo7mjs6mjsam/sam/s6hCA6a613eKe7qYeTZNOk5jKuknbLdZ0ibo7BJ2tDW2qupZmnkJWJQdF0VQhbaqUSh/I5dVKRU2LsjYuo42JWbS7O4G8CpnoEmlBgfQ1DwAfHW4dBQ24BtWgXq7vkWi7hB2t9WoFr1lS2SS6LxLeEwnviQT3xIL7TaJKadMDuaRaKa9pUdS1qhraWwWd7cKudmFXh6i7Mx5dIg3YdYewq0OQPCNg2u9WfnuboLNDpOlq6tHK9XrV0FDr6Gi31dLjtPehSD+ODZLMoBJDHmLY42Zij90r6xTaufWyZw/rFXevSGL2xoMQrx3c60DFK5t10a6gHw0F0NDmo81TL7xUVFT06pk3ii4Vl77z7r9c+831D/7jDzc+/eLLW+X3Kiqqa2saBHyxRCxTSJXq5pY2ZVtnS0e3ulMD44hGa5e2XaMDLnVorCvbRcysMDnhnYzGrStIBAN4wI/6aZSmXJTPRVEuisZoCqNojKZxP43TNO6nMJqK93NyOz2gkxNuIzAbqBzCUAuGWjE0UedkIwk7STrcpNPjdnrciMeDeD0un9flozCKwvw0EQDuFSCDITIUJAN+3E+hlAfxuB1u0kESTO0UjloSFVRMoBaM8S2zy2VinMk5hjjHEOeYy2VyucxgHQw1Yy4T6jK5XGMu54jTMeKwGR22YYdt2OEwOhxGp8OIOEYS/3U6jE77sMM25LAN2a2DNovBZhmwmgcsY3rzmN402jc20js21mca05vG9GbzgNU66HAMI8gIhplIt5XyOfwBNBTCxsN4NEJMpN3dkkFMjBPMbTEl8B1jPIIz99kQFglhkaAr7EeClMPvs1MeK+Wx+jwWn9vidVu8HovXY/F5rD6P1ee2eEmLhzR7CJOHNHtIs4e0eNwWr8dKeW00ZfdTdr/PRnttlMdKeWyUz+anHH6/MxhAQkFXOIRGkvf31Ahj42E0EgKvK7J9i3lpMdmwmKlcxCCwLhIdIF39hL0PHdPYhzpMferhbrlOLVTLa0XCiir+7fLGr79o/PLjxi9+J7z5O8lXN+S3y5T37rRVVXfVC3Ui5YC829Dc0yfV9DR1dgvb2htalDXN0kqJ4K6g4XZjw21Bwx1hwx0h/66o8a5IcE8svCcW3hML7gob7wj4txsbyvkN5Y0N5Y38ckHjbaHwXpO4Qip90CyrVsh5ymaeUsFYmlJerZBVNct5CmWdupXf0SHSdjfpNE06bZOup0mnEWnaG9pVPJWsQiq+KxbeETaWNzbc4jeU8xvvCIT3xOIKieQBsDqVql7dUt+aCFWdWlGjkvMU0qpmaZUc7FpRo1LWtajqW1vSlELaC4SvT96vbx7ok+m1TT2dgu62+vaW2lZVrVpZo1bWtChrWpS1alVda0t9m7qhvZXf3srvaGvsaON3qBvaWurVqlqVgqeQPZCJ7zcJ7gr5txv55Y0N5UyBNN4RgaKQVMqlVQp5NbDVFmVti7JWrUqNlvq2Nn5nh1DT3aTrker7mgcGlENg/ux+xYBOqusWdbXz21S1SlmVVHRP2HiHz7/Nbyjn191qqCvn198WNNwV8e81Ce5LxZUySVWzjBffXV2Lsk6tqlMr61qUdWDvLYoalYKnBN4sq26WxQutuaZFVd/W2tjZKe7pkfcPtBiNHRaz1mHTuZx6DDOQOMu6yHjk6l7ZB/fi7uy1fYPjDkNLZM6cvatKr6R4cbvXdxIvbvfaM9PyTEZTrStMMNYVZKwr5HeBfxaGNh89AdZ17dq1jz76qLy8vLq6WiQSqdVqnU5nNBrtdjtBEDRNgwmwQSMjmI0Rcgw4HNa17dWcWCfqmRh3R8ME6AwUCmJBPxagUT+N+v0YiIAfD/hxvx/305ifxmgfSnkRn8fpJR1u0kbiVgKz4JgZw8wYCsKCYRYcs+K4jSQY6/K4nR630+txer1OrxfxeV2UD6UpjKaxgB8PBohggAgGyWCQDPoxP43SXsTndXrdDg9pJwkbiduYvYBdYGYMs+BMMLtGXSYUMaHIGKi1QpExDHyFmXHMjGEmDB1DXaMu5yjiMDrtw077sMM+7HQOO51GxDmMMP8ddjqHnY5hp33YaRt02AbtVqBceotZbzH1mcf6zKO9JhBjvWZTn9ncb7Ua7PZBxDmMoaMkYfZ6bTTtDAaQcNAVDroiIXQc3BOZQEFEQpnh2jGSM7gFkXAQCQWcIb8zSDuClI32Wii32UuOecgxNzHqxkdJfJQkRkli1E2OuYkxNz5KYqMkNkKgRgIbIbAREgPrjHlIk9dj9nnMlNvsJU1ecsxDmrxus89roXw2mrYFaHvQ7wyyHwPp4QwFwPAQdjAuV4CyML7lM1He0XhfLvDeIku5gHUB5XLqcasOMXZZ9K3GLoW+Rdwpq5cJKutqym9Xl33O++Kj2s9/V//pvzd+dr3pyz/Iy79Q3b/dXs3rbhD1ilWGZs2golcv0+qaurqF7e38FmWNXFLZJLjTWH+roe5WQ+2thpqvE1Ff+3V97df1NV/V8b6srS6rqS6r4ZXV1nxZV/Nlfd3XDQnhEN2XiCsk4gpJU6UEVJsJ74kFd0XC+02SqmZFrVrN72wXdHcKNd0irVbc0y3sbqtvU1YrJPckotvCxvLGhq8b6r6qq/2qrv5WQ0N5I/+OUHBPLKqQSB7IZNXNcp5CXq2QVzfLq5ulD+RNFRLRPXHjHWEjWO1+U1OlVPJALq1ulvMUzTUqZZ26paG9tbGzQ6jpEvdomnQ90r5emV4n7esWadr5HS21akW1srlKIXvQLK2USyrl0gfNsqpUfaxtAfV8siq5tFLadF8suCNouNVQ+2Utr6yGV1bDK6sFpVH3dUNDuaDxjkhwt0l0TyK+L22qlEkq5ZIHcmkymmVVzbIqhbxaqaxtVTd0tAu6u8Q9PdK+vuYBUCHXJ9drm7Rdws62BrWyRiF7IAHW1VDeUHervvbrupqv6mq+bqi9xa8tb6y7LeDfFQnuNYkqpE2VsqZKmeSBXFbVHA+57AFTISeukIjuA4EWCe6KwHlpeiCX81TKurY2QbdG2qdXDg23m0zddmsP4uzD0AESH+SwrhT34tSvbdxrLxocd5w8O0W8DqzSK0+tjVGWeLGtK4iFGetCQ6CiK4CFNx89OfX9l65cufL+++/fvHmzqqpKIBCoVKqenp6RkREEQbxebyQSmZmZWV5eXl9ff/z48dbW1jfffJP5tIYcDw7cunK9mqei7olxdzRCRsNEJIyHg3goiAcDeDCABQN4MIiHAngQLPHjgQAeoLEA5aJ8iM/r8LrtbsJG4hYCNWMuE+YyYS4z5jLjqBnHLARuIwgbSdo8pN3jtgPf8nmdPi/i8yE+H0L5XH4KDdBYgNkXEQwSoSAeDGABGvUn9uKxe0ibm7CShJXALQRmJjAzgVsIwkIQVpKwkoSFwC0EbsIxE46acJcJc41h6BiGmnDMROBmgjATuInATDg2hqNjmGsERYwu5zDiGEacwy7nsMs17EKGUdewC4mHcwhxDCJ2g9M2YLcN2K39Nmu/zdxnNfdZTX0WU6/Z1Gs29VrMvRZTn9Wit1n7HXaDyzGEuoYJYsztNvl8Nj9tD9LMv2Ljd08HiGDQkfinbTzsuwhwj6ZtQdoWoGwBn9XvM9Mek48Y9eBGAh0m0GHcNYS7hrB44Ogw7hrGXUMYMog6DS7HgMtpcDkNKDKIugYx1zCBDZPEiJsY8eBGEhsGiRC40U2Metwmn9dE+cy0z+qnbUE/dwRoG3hjy8/IlpkG9Vte8HBKreJiK1fcugikH3f0YeYex2DHmFY50CrRyvgtgmpBzZ2K+2U37372x8pPf1f9yfXaG9caP/1NU9nvm29/oa6421lT29PYpJeoh5S6IZV+oFkHqrs6BW0tdUydCv82v/5WQ+3X9byv6qq/rK3+sraqrKaqrKbqJq/qZvWDL6offFH14Ivqqpu86rIa3pd1tV/V19/i8xnbEAvvipmGsLuixjtC/m0BkCdxhVTGU6nq29sauzqE3V2MdWna6tuU1UrpfanojkhQLmi4xVhX3df1cfESCO6JRBVNkgcyaZVM8kAmeQAaN5uEd0X824K6Ww1x8xMK74lFFRLgXrLqZjlPqahVq+rb1I2d7cLuLrFWK9HpZHqdtLdbpGlv6GipaVFUK+QPmiWVMvF9ifi+RFwBmgtlkgcyaZVcWtUsq1bIqpollbKmiibRPRFQrpova6tuVj/4oqoKFMXNGl5Zbe1X9XVf8xvKBfzbQqY07jWJ7ktETMqSpgrQJiuTVMplVQpFTUtLfVsrv7NTqNVIenvl/aA/Wa+sL25drapapbxK1lQhFt4TNN5pbCjn192qr/26vubresaJb/HrygUNd4SNd8XCe03C+01gd00V0qYKiaRCKqmQNlVIRPeahHdFoKqSf7ux4XZjQ3kj/45IVCGVVisUta2tjV3dkt4+xdBQm2kszbpAJKcPShOv3NxrJFf3orK5105j2W/f04tTvLav9DoqrY1RdmxrXUEsvPnoyUvQuiAsDtC6cryawQ/DMxn1gE450Qg5HiYiYSISIiJhPBwiwiEiHCaYD0EiFAJvw6FBGvX7ENrn9HnsXrfVTVhJzIyjTBCYhcAtJGH1kDav2+7zOnxeh8/npHxOyodQPoSmXLQPoSmXn3L5wcSlASwUwEJBLBTCw0EsHERBp28/jdA+hPI5fB67z2Pzum1et9VDWj2E1eO2etxWj8fmdVuZhaTFTZpJwkwSZhIzkbiJIMwkYXaTFvCVmzCRhInExwhsFEdHMNSIuowYakRRI4YaMdSIo0Y8/hlzDaHIEOocdDkMiGMAsQ84bP0Om95h1dutehsTfXbwX5veYe93OgZQZBB1DeGY0U2O+rxmymehfRa/z+qnEi+QW/1UWlh2DDoRvrQAdUhjlGfM5x7xEUY3OkS4DKizH3X2uxx6l12P2PWIQ4849C5nv8vR77LrEZveae1zWHsd1j6Htc9p0zvtesTRjyIDGDqIo4OEy4AhA6izH3UOoC4Djg4RuNFNGr3uEZ9nzMf+F3x6mJJZYhoTE7LFqt/KVC5ikBmjC9Fjjl6XSWMbaDV2yXuVwnZxrbS+orby6/LyTz++9fEH9z6+/uDj39R+/K+Nn/5G8uUflHe/bK+q1NTz+0Ryg7zD2KIfaR0cUvUPNPf2ybRacVc7v1VVq5A+kIruiwR3hQ23G2tvNdR8Xc9j1W9V3+RV3eTFfQtIRkPDrUb+baGAqetqEt1vEt0Ti+IVKkC8BHdFTQ/kzTUtLfyOdqGmU6TViHt6JL1acU8Hv1Ndq25+0Cy5LxHfFQtuC/jlfNDIyL/dyL8jENwVgUosaZVcVi2XVsmlD2TSB9KmConwXty6bjU03BY03hWJ7jeJK6VAmOLW1aKqb23hd7QJujpFWq2kt1eu75XpNWKHqllAAAAgAElEQVRtR2Onuq5VyVM1VylkD+RNFVJGjCqBdcnj1tUsq2qWVErF95tE90SNtwUNtxpqv6oDBQKKouar+rqvG+pv8eN1XeIU5QImF/ctUN3VXK1U1qrVDe1tjYmM9YOROPrk+h5JT7eoq6OxvbVeraxRyqtlkkoJo313hfw7gobbgvrbjXXljUC5QHUXo1zJfcWDES+x8K5QcEfYeEfIvyPk3xY23hWLK2WyaqWyrrVN0K2RZKnrYltXyuyNObQ5po1rv6vOXlkaHNN72XP09Arvyr2OunilWVeEjGZYVxBaFyQbB2VduV/NyR/GxLhnYtwdHSej42Q0AvSLjESI8TAxHibHw+R4mABCFgYNkQEs5EcDFOL3OSmP3ee2ekgLSVhI0uImLW7S6nHbvB67z+ugfU6aQvwU4gcvyvnRoB98cIF364BshRNvz4XwSFy8QgFXKOAK+pEA7fRTTtpnp3x2ymunvDaf10Z5bZTPTvnsdHIh6LdkBZ2ZPCldmiw+j8XrsXjdZi9p9pBjbnKMJJKtbyQx6iZHSWKEJEZIwkgSRhIDNUagumgQQwwoCOeAywGi3+Xsdzn7EUe/y9mPIgMoMoi5BglsiCSMbnLE4x71ecYoj4nymmjvGO0zUd60GNsxfInwpMWozzPqc4/43CNgzCEPMeTGDATSjzn0iK3Xaet1WHUOi85u0dmtOrtV57D1Oqy9DovObumxmbVWk8Zq1lrNWpulx2bpsVt7nfY+Zj4Wh95l70NsvU5bH3jZHkMNBD5IEkNu0uhxp7atpMRIMpLPp8QzLItvgcAMpKsfd/ah9l5krNvSrx7slGoUjSphtbD27oOKsrJbN35/64/X733071Ufv1d/49+En/9WfutGa0V5d21Nr6BpQNIyrNSOtQ2aOkZG2oaGWgwGpb5PrtM0dXc0trfUtTTzmqVVMnGFRHBPzL8jbLgtqC9vrLvFB3JTf4tff4vfUN7Ivy1ovCMS3hOL7kvAMz7edtYsrWLcSFIpbaqUiiskTQ9kzTWqlob2dqGmq0mnlfTqZHq9vL9PpteItEC8FNVK+QO5lJEbseh+k7iiSVwhAb4l5ykUtSplbYuiVqWoUSp4Cnl1s6RSKrrfJLgrarwjEibNTCHnKZp5SkWNUgmUq6G9tbGzXajpbtLpZHq9wqBvHtBJ+zQibUdjZ2t9W0utWsFTgS5o8eZFpoWxOdlBrVn6QNZUIRHfEwvuCvm3BalFIUxoFlNVVimTPABti/E0q5kmS2VNC+jX1crv6BB0d4m0GkmvTtavVxgMqmGDalivGOiV9WqbtF0i8Jpka0tdi7JWqagB73jKJQ9kTZVSUYVEeL9JeF8iqpCIk6YImi8VzaCFlKdS8FQKnlJe1Sx9IJNWSiWVkqYKibhCIqqQNFXKZNVKRa1aze/oEGl7ZP39KqOxw2zWOGy6nazredxrh472adM47lzpxTms1yGp9DrA1sbcrCsIrQvCycFYV/J6XZ1fXVtcyxar2WJhlSMWE7G2urC2urAam19dmY+tzK2szK0szy4vzS4vziyBWJpdXppdXppdWZ5bWZlbWZmLrcwzEZtPfgZ/xuZXk7EQ/+9CYmFsZT62MgdiJb67lEhfMrOyPLOyNLPMipVl8GE6EUuLIKaWFqcWF6eW0mNycXFycWFycWECBDNXNxPRhbl4zEcX5pnptMHnxfmJxfmJxYWJxcWJpcVJEMvxD3sUE2nB5HM+ujg3Pj8bmZsJz06HZqdDM9liKjg9FZyeDIApJqengtPTwZnp0OxMGEz1PTcTjicSZhbOjc/Pjy/MR+OHtlPEi25xYWJxIZpjLMyPL8xG5mfDs1Oh6SgdDXqDFOHzoCThdKE2m9M85jQZXSYjbjaSlmGvbZR2WoOoK0ySUQ814QtM+SPTwcmZ0PR0cGoqMDnpn4jS0XHfeNgbDnlCATCqHE77wPi6qM+L+hKjnHhcXo8r/oItGCMXpyncT+N+mvD7WUETfhr307ifYt7qDQY94bA3EvFFx6lolIpG6YkoFR33jYc94aA7FCADfoJZH0z5EB9sBWyeMhqLn1mZ9mGUD7zqC4ZuSc2DP7lhKOgJh33j42C/9MQ4FY344lN7uYNMggT7KOI7IgN+IkATfjo+8ouPVSasokiWBgg6ESkJBpn8uEMhTzjsjYR940yZ0BMT/skJ/2Q8e5GwNxz2hMELy+nHTvgp3O/DaRCJ/cYPgVkTvHwTIIN+gikxKhlU4tQE3KGQNxKholH/1FRwejo8OxuZmxtfmI8uJC+8iVxjMXHxb/8Ljd9JlqaWlqaWOWJ6eWl6eTktZpbB7SsZibscE7H0mIutzMViTKzG5lZT7qisWAXBeXvnjrXtYpsnSPbY5nmU63NqgXlArMzHlmaW2dYF+3VBMjkA60pRLqlQ9k7xuzvH5WS8ffndty+/w8Ql7njr0jtvXXr7rYtvlV58q7So9GphaUnh1TcvlLx5oeTKhZI3L5S8WXi1pPBqSWHp1aLS0otvlV58661Lb28bIM3s+zpKET+Qy++8fTmlbHM6F88RrBP31qV33rr41tWit0qYU1ACzksiSgpL3ixkztSV82/Gg33iSq8WlV4tequksDSeCFiYOI/vvH35nf06nMvvvn3pnbcuvVV68a2SwpLic5eKzlw49+rZN3716uu//Lt//NnPfvXK//urn/ztP77y8muvvHzmZy//+uc/Of/3vyj6x3+4/PobV86ef/NcUcmF4tLCktKiq1cLr5YUlpQUlrx54c0r564Unyu+dPbyxTcuFb1xsfBM0YXXC8+/duH8axfOvXr+3Kvnz/3jOebDq+fPvXrh/GsXzr9WeOG1wguvFxa+XlT4elHhmaLCMxcLz1wsPFOUjNeLCl8vLDxTVPTGpUtnL1/6dXHxuSvF5968cv7NN8+XXDn/ZvG5K5fPXr70xqWLZy4WgfVBsvHEL4DNz1wseuMSyFvRGxeLwF5eL7zwGpPJZE7OFBW+XsgKJmNFb1y6dLa4+NwV5myeu1L86/iu37hUdOYicxSvF6XknzkoZl8XXruQUiZpRfFa4YXXClP3nlI4iaO4CErj7OVLvy6+/OsrxeeuXAFlAm4RoFh+ffnS2cuXzl66FN/kIjj2Ny6CE1T4ehEon0SkHO+Zi0VvXIxveKkoUbxg5WRumcK5ePby5XNXrpwvKSm8erXordKL4DLe/98mjD0J1uMJPBFKL751teitpkbJ0swyaDYJoMEACt9hPOnk2brWFtfeKX43L0cOgUAgEMi+UlJUujwXi4/XFQwwo6S+VFRUdObsuaLLcLyuExFt3T09egO4JKB1QSAQCASyL6RYF3ts+p+8cv5C4cc3bsCx6U8Cq2trQyOmDo0ulkfrikLrgkAgEMixpqSwdHluhXYFaSRAw3kYTyp5noeRPaActC4IBAKBHFfSrIt2BTcfbr74wqmXf/yT69evf/LJJ9C6TgjPnj1Td2pi0LogEAgEAtknUqwLCUDrOrFA64JAIBAIZH+B1gUBQOuCQCAQCGR/YawLCVLQuk42+bYuN7QuCAQCgRxzEtbFrus6deSsC1V+xjNEc1+eRtTAY9aLGnifKdG9z+DhJ6/W5YbWBYFAIJDjT7p1IYfTuqIG3mfb2dDurCtDraB1QeuCQCAQCGS/ORrWFTXweLztdOg7WldOXx1zoHVBIBAIBLK/xK0rcJitK2rg8QxRVJndh6B1fWegdUEgEAgEsr8cBesC0pWpUKjyMxbJr7ItZyeY2cIIFoBPyRTiq7GWJ5sit1lHqeSl5iiX7mV5BVoXBAKBQCD7S4Z1BQ6ddSWVhS0vqJLV0QtVfsZah3M5mx2sK5lAMrHU5RtRgzIzIxnbxne9XS3doQFaFwQCgUAg+8vht6401eIQMPaf2ZansGNdV+YXHC2PGbVdaeuw83T4pQtaFwQCgUAg+0zSupyH07pSmwsTipNf64oaeIlKtKzbMi2jR6WnGLQuCAQCgUD2l8NuXSkNhuy/2V+wJSjbcjY7tTCmbM9lVCyZy7oOWMBTKnnsVXmGKNeHQwC0LggEAoFA9pcU63IeOutKly72kmQtGM9gSOvxxbU8CattEPSOT6uvUmZ0pueqA2O2Viqz1XVtpHUsg9YFrQsCgUAgJxlgXdRhta6jzlF4eZHhGFuXqrigWLWnKcZiquKC02XIIcgJUnb6eXKyQ4oFBdtkNMtRPF+RHGb2vmz3iO0ztsfZPrrndccrGQLJA4x1uQIU4qeRAO0KwHkY94yj0qVrY2PjaFqXqriAYdsbK7Su3JIpVrE/ZGefrSs9HaTsdNoJZp6mDPunBDuVbd58BFpXDuRwJUMgeYBtXRTih9a1V4B2ziPjXPmf/dozGfVOTngnV3O1LlVx8lmMlJ3e5v66W9fJdrtmL8+vde31AwUpOx0/mhwO7GCtCyk7ffp06uGmHD77OjhwWAW3x8nmVxi++6Wef45qviHHnZLC0pW5GO1Kmf0aWtcJJJ/WNeGZSsTa4npO1rWL5x20rh1gZ+uwWRc4z6m7TD38/ajKzJ192Tu0rj3gqOYbctxJsS5XEFrXieWoWVfWOo5ksyOr+ialZiSjYYq9sKyYu+lKlbpcVcxeN0UBtmn44s5J6nFkpMBqTytWZeQko94nI82UrHLlKimwrO3B5tkS5NwjO/XMcgAZVRVnyURKASRXiOctfSG7mjNbepyZz5qN1GbLgoJiFWs/rK3STlhW++e8DnM5O2lXWuYFwC4ArpO7/bcpOTldVpbpJntyqXPkmrsE0k9mRoFnXJuZ5ZmZgdyu5JyvSQhk7+C0rlMvnHr5x6+89957n3/+ObSuk8DW1tba2nprlzZ2dKwrcSNNU5bE7TNxC09YQrZvOZ6/OdR1FbAeECABzvTTcpx8BqQqCtdykE5x/O/kaqzEUx6xWdPMyCpnrtLKaJsEkymnPFGTD8jMcgBP4RxqcNhbJz+np7ntE3+bzOeQjcSuUiWgIOXkczpolr1vlx/Os5NqIpkXQOpJT998+2/Tm+Y5i/A7X+ocy7KUQHbr4r64kku2/63lciXnfE1CIHtHSVHp8lzM7wrSrqDfFfTHrevHr/z0/IXCGzc+qays5PP5CoVCo9EMDw/b7Xa32x0MBqemphYWFmKx2MbGxubm5tOnT59Bjizr6xtDI6YObW/sKFlXLBZLe08pteYl/kyOPxc5v+Voh9htCyOrPoZj72xYOcnoMF6sytooklFtwGVd2dLkzGpa6qnVIByek54g1x4Tf3KXQ86tZqlPSw4BS9MKzkSzZn6nbGxX9ZJtJa7znLZsd2cnPZPpF0BabVba5tt/m+2sZS2F577UUxdnK4FcCpyzPHfIQC5Xct5bciEnEca6EGBdoYArtPlo89QLLxUVFb165o2iS8Wl77z7L9d+c/2D//jDjU+/+PJW+b2KiuramgYBXywRyxRSpbq5pU3Z1tnS0a3u1MA4otHapW3X6MAlccSsKxaLJR++3I+QbK4T/3IPrWuHdoptrCtLCuzKCM5n0nbWxVktkXNd13YJ7mRdOzzIt4O1XsajleORnMW7smZ++2ykbpaTdXHVdeVkXducnbTzm3EBHAbryqlJDugi5yaZud2lde2UgRyuZGhdkDxwtah0eT4Garn8aDCAhTYfPQHWde3atY8++qi8vLy6ulokEqnVap1OZzQa7XY7QRA0TUcikampKdDIuLy8nO9DgewN+bAu71Qi1pZye4cRYb+2mFLNwmqW2L5FLHOhqmy7WpmdHkXc6bPJ3sLI6rySkpm0Gp5dtTByt83tIJ7btcskE8wsOrYdcJZDjk84ViNoulBxNkplaTXNmvltspHxVVqDV8qhZopC+t5TL6pdnZ1U88y8AL6LdT1PC+PuL3WkrCy9gLKUAOv8cV/h2ctz299aLlcytC5IHrhaVLoyHwugwQAaDGChABbefPTk1PdfunLlyvvvv3/z5s2qqiqBQKBSqXp6ekZGRhAE8Xq9kUhkZmZmeXl5fX398ePHW1tb33zzTebTGnI8OEjrmszVulKaXVi3zozWuJTaCI5v2QvZ9QscTyPW8iwqw5l+Ena9CLsiJ60aJb1eh2lDKS4+nZnDlAcHZ5o7Wld6tlKbhTgTZNc0xVt4ylL3k75Z6hOO63nHJJa9Fiu+hKPmKUt9V2bmsz5o0yvWijN60xcXZ6TGXdWVWgLPc3ZYVxrXBfCdrCvlmuLqTZ+Wgee71FlHm/KvI45rPpES6wrnNODMC2qHDOx0JUPrguSBuHWFAmgoiIVDWGTz0ZOXoHVBWOyvdT19/HTSOzXhmZzwTk7uxrogewa3jO0n2WTlkLJN9ecBF9xek2tbIQQC2RsY68JCAYyxrifQuiCp7Lt1MRVdvqlJ39Ta0nP064J8Vw74X/3ItsPaHj6ytiMeQWNhl31q0xsEAtl/gHX5E9aFw7ouSDoH1cIIrQtySDleTVGstjmoXBDIAcOu6wpg4SAegf26IGlA64JAIBAIZA+4WlS6shALYOEAFgri4RAefgLfYTzZ5MO6fFMgoHVBIBAI5BhTUlS6Mr/K1HXh4SAeTowccebsuaLLcLyuExFt3T09egO4JA7aup4+fjrpm570TU9S01PU9Dq0LggEAoEcU0pAXRceigewrlM//skr5y8UfnzjBhyb/iSwurY2NGLq0OhiebYuH7QuCAQCgRxbSgpLYwurASwcxMLBZF0XnIfxZJHPeRifPn46SU2DmKKm15e/m3Xt03tlh+11tefJz153CU+Ob8mVcpbRS3cH11iae8Z+pJnH/XInu/sL5YAv9T3Z3XMXab6uAcgJhrEuPBzAQ0EiHCTCm4+evPjCqZd//JPr169/8skn0LpOCM+ePVN3amJ5tK6p3VlXlrs1tK6sQOtKZfs0VcXZht9kDbnJufn230Lr2ofdHZB1Hba7AORIAqwriIeDeCiIh6B1nVjyZ12bT6foGRDT9Mz68kbO1pVl+PecZ4jbhYLs+/32ufOT+4b7N/zBvqWcn8ccmCeHNRVAxrdZ5iza8duDIdt8PrlxFK3rgDhiY/tCDieMdRERUNEVJCLQuk4m0Lp22hu0roNPOZ+P5CwHlTEJZJapG7OnsO9A69onoHVB9gBoXRBAPq1r2j+TiJyti03qHHop89xyNvaw1k+byjDrtIasJLJOMqgqZk9dp2JWK1YlU8qSRmp+uHfBmZ+MDTOPIm0yQfY8jsk5DbkmzYvvkj2FcMqUzNunnP4t5y44TxBXsacfEXdudz477OU7SFGWr1OfvOnOsP23mQnvfC2l73yn05F2SaiKwWSLWcsrkXBGmacuZ8+/mPPZTNn7Dqf4eVOIT1bJ8bPd7if7Xc4F7A0G+Q6UFJbGFldDZCREREJkJERG4r3p821dqPIzniGa+/KsqSjRvczWd9vv7jJ/oOTXuman6dlp/+y0f3b31pXSkMOa4iRt1t7st1tuR8mWLFJWHE81uUrSYhJfMOuDR0CanHA80FMzwbGL7Pnh7lOV3bpSpoFJzXlGoxi7PE6fPp04ptRHHVfKqd9y7YLzBGU5THZqHIXDyu+OZyex/LmsK21pmldt/23GSrlcS1k2zeV0xNNlLc7aES3nX9Cuz2bG3ne1u6wppBxJys82I5FtTvTznQtoXZDvAKjrCpHjIQKI1/iTA7KuqIH32XZG9DzWhSo/i8OkvLfWFTXwPkuynT9B69qtdflnpwOz04HZ9ZVdWlfaky3xZ+o/p9P+sbqzdWVLNrFWyr+Kt3nacn4GmdvmeZ2xi6z52aV1FaeZStrmWZvMVMWnyxBVMfN4P12G7JQytwSkpMhxgrIdZmoau6ztypKBVMPOuEb2sK4rNf0djiXzWuLYdufTwdHCGF8zLc3d/YJ2czY597673eWQAvuIsyZSkH4D4DrJO50LCGQPKCksXV1cDbvHw+R42D0edo8/eXwg1hU18Hg83jZKtFvrQpWfsS0OVfIM0f2wrtySg9a1G+ua8c/O+GdnArMzgdmNlY13Lu+RdW33z9HntS6k7DRHNdNurSu5M44mNM5d7JF1FZw+fTojD9tZF/OoYz3gVfFn9/Yp52JdmSdoR+viLv+UEt3p7ORQBZKtYNNzmLHO9t+mLc4pt5kb53Q6trWubY5ox1/Qbs7mbq3r+VJgZ2q7Xz3755ax4fOcCwjkeWCsy8MoV9gTPRjrihp4PEN0OyfanXWhSu6KM2hduZJH69qaCczNBOZmgnMzwbmNlYe7s66UBgv2vTOtISNxb+W0HNb9lqNFj5Us67bOWnmX1oWUlaU7ESsF7l1kO0yuA+E+IrZtpCaV+UdqCqdPJ3OZaNjieDixE0tzMo79cZ2gbIfJ9VjlyG32s5PlGHO2Ls4rJ0UKs3+bLeGcriWOrXM9HemZyGJdu/oF7fpscte05by7HVNQlZWxW1e5f/XpP7eUX8ruzwXr1wGB7BZgXRHPeMQ9HvGMRw7IuoB0ZVoIq4kwpQkv23LWdtw2w7IfVvNgQogyl3Gtxc525lJ23hJfsq1r54OKLwPpo8odmi/3hcNhXc9R1xVjNyucLitL69eR0mCQoSOsVhOwPXu4AO5kk4myVt51XVcy7ZTnT7JvcM75YW2YeXRZMwnSKmY6vRdz5objKZSxPHvKad9m7oLzBGU7zDSHSzu0VOnhPnDuY+TUG1a2EhtkFMj2xZV+pOnJZz+WHetXdj4d7GspF+vazS9od2czy953sbssKaQVMrvMuC6q9J9bpnXt6lxA64J8B0oKS1eX1iKeaMQTjXijEe/EQVhXUpLYupRSX4UqP2Otw7mcM8HML8CmUYMyYz+ZErVDZVZKv664NqZ5FNg8sd9tDiqxXWKvIP28dP/Pq3XNBudmg89d1wX5LhxAG0rem2nynoFUDll2dsnRzn06x+toIEcCYF3j3ui4Nzrui477DqKuK021ODyE/We25dlSTP8iKTEZ9Vigtikt9W0qmjKkLH2/iRXi+93moFLhGaK7acHce/JqXaH5mdAciI3Yw7ehdR0c0LoOmiNeUXK4CvM7csTPBeRIwliXbyIR+29dGcaxo6DsaF3b9QJL1iIxa6S7DZAx9uaZS5LLd7KuRKZ3c1DZ0j9A8mtdc4nYiD18+/I7efgpnFCgdR0gTEPXocjL83JoCvM7chzOBeRIUlJYurbMWFfUNxE9AOtK7/ie+Jv9BduSsi1PIf2LtHcYWZaTHLIiajCwklWiXEsydpK6MKOFMZnnzBbGbAe1gSrjzaC8tKq5RBVY6od9IH/W9WRrNjzPRGgeWhcEAoFAjislhaVry+tRahIoV5SafPL46b5aV+bbhim9oRINboa0Hl9cyzmSTuvXzurXFW9d5CmVPNbXaf3gM5eweK7e9Nkyz9Fv/0Ra19aTrbnI/Fx4Hvx3I/bw7UvQuiAQCARyDIlb11SUmoxSk1F66snm/loX5HCSX+taSMRDaF0QCAQCOaYA65qgp6L05AQ9OeGferL5FM7DeALJp3XNRxbmIwvz4wvzkYWHq9C6IBAIBHI8AdY16Z+Kx/RTaF0nkrxa1/hiPKB1QSAQCOTYUlJYur7Csq4AtK4TSj6tayG6uDDOBLQuCAQCgRxXSgpL11c2pgLTiYDWdTLJt3VFFxeii/Pjiw9XH8F3GCEQCARyLGGsKzgzFZiZCs5MBWeeMr3pX3nvvfc+//xzaF0nga2trbW19dYubSwv1rU4sbQ4sbQwsbQQhdYFgUAgkGNLSVHpemxjOjgzFZqZDs1Mhxjr+vErPz1/ofDGjU8qKyv5fL5CodBoNMPDw3a73e12B4PBqamphYWFWCy2sbGxubn59OnTZ5Ajy/r6xtCIqUPbG8uDdT1lrGtxcmlxYunR2iM4Nj0EAoFAjiUlRaUbsYczodnp0OxMeG4mPPf0ydapF14qKip69cwbRZeKS99591+u/eb6B//xhxuffvHlrfJ7FRXVtTUNAr5YIpYppEp1c0ubsq2zpaNb3amBcUSjtUvbrtGBS+LgrevZ4uTy4uQSiEdrj3Kfh3FpaclkNsvk8vsVFfcrKmRyuclsXlpa2sufCAeHZHhuVfGe5wLOkAKBQCD7ydWi0o3Vh8C3ZiNzs5H5rbh1Xbt27aOPPiovL6+urhaJRGq1WqfTGY1Gu91OEARN05FIZGpqCjQyLi8v5/tQIHtDHqxraWo5EY/WH+doXdPT00KRqLevz+/3r62tra2t+f3+3r4+oUg0PT2dtrKqOGXyjzS72KVsQOuCQCAQyPMArGs2Mjc7Pjc7Pj8XXdh6snXq+y9duXLl/fffv3nzZlVVlUAgUKlUPT09IyMjCIJ4vd5IJDIzM7O8vLy+vv748eOtra1vvvkm82kNOR7sr3U9e/pseXolEY9zs66lpSWBUDgyMrK0tGyyOjV9g5q+QYsdWVpeHhkZEQiF6TVeqmKWTiBlpwsKWH+nfLkzx8y6DsnhQCAQyPHnalHpw9WHc9H5uej8/MTC/MTC1pOtl6B1QVjsv3XNrCTi8UZO1mUym3v7+ubmF7p0AwNGs8WJWxFizOIwDI8tLC729vWZzOaUDVJqcVTFBcXFSWdByk7vqoLnkGgKtC4IBAI5YlwtKn249gj41sLE4sLk4tZTaF2QFPbdulZmYyszsZXZ2Mps7PHG5jvFO1uXVCoNBAJjFodhxGp3uRHc6/YFAqEIQXpJtzsQCEil0tQtWG6hKi4oViX/TrEOVXFBgsRCsIaqmKkgY20Aas2KVYmPrA1ZW6Uml7lq2q7jDpi5hA3bujizzZVC+q5ZG54uQ3YuClVxwemysuLsuYJAIBBIVhjrmlycn1xcmFxcnFqC1gVJY/+taya2MrOyPLuyPLvyeONxLtZ1v6JibW2tu3fAiXkID+0Phicnp+bm5mZn51AMX1tbu19RkbZJwigYW0nUcCXtRVWc1u7I8qcMCUtdnaPCKHUrdmrFrEo3ZpFlrD8AACAASURBVGHqrpkliQWc1VGJfGfLdmaanLtOk8id02RtB70LAoFAdkGadS1MLW49hf26ICkcSF3XbGxlbhd1XcC69Aajlw5Gxifm5uZWVlZisdjKSswfCKysrFRUVqZvw2hWwraYD0m7Se/elXCQNOlByk4XFBcXc9Uqsbfn2ootbmlVTmkCw65p4q5YiltXtmxn6a2WpU4uNY9ZiyLNBaF1QSAQyC64WlT6cP3RwtTiwtTi4tTi4vTS1lP4DuOJ5sCta+vZytzqytzqylwsNhfbfJiTdUmk0mAw6MIIt8cHlGtjY+Phw4fLy8uzs7PBYFCS3sIYS7Ysshrw0v9OV42En6X7U8Hp01w1Pex++lmsC2ydbO/Lbl07KM021nW6DOFKgXPXuVpXomIQWhcEAoE8JyVFpY+AdU0vLU4vLU4vbT19BqzrzNlzRZfheF0nItq6e3r0BnBJ5MG6YvOricjRukwmU59ev7i45ERc49FoLBbb2NhYXV1dWFhYW1vr0+tNJlPmVqAXfUrDWfrfnG82budPCV8pU6V+m/I16w+Wt7DWYA9toSpjpIndnSqzv3v2FsZk3V1qmty7zq2FkaM+EFoXBAKB7I6SotJHG4+Bby3NLC3NLG89fXbqhVM//skr5y8UfnzjBhyb/iSwurY2NGLq0OhiebGu1YW1RORoXYmRI2Kx1ejExOTk1Nz8/PLyyvr6OvfIEQBWryTOv7ftTZ9Yh/0nWD/eyytlu0RDJEdqTKNhcfHpVC9LWZO70z07qzv1pk9Pk3vXzNLce9ND64JAIJDnoqSw9NHG46XZZRDLs8vPnj6D8zCeNPI5D+OzrWeri2urC2uri2uri7laVywWm56eFgiFfXq93+8HhxEIBPr0eoFQmDlKaj6AIzJAIBAIJIWSwtLHbOuaW3m29ezFF069/OOfXL9+/ZNPPoHWdUJ49uyZulMTy4d1fbO2uL62uL62tL62uL75KFfrioEZgUwmmVx+5+7dO3fvSqVSk8m0/zMC5Qi0LggEAoGkUFJY+vjh4+W5lURA6zqZ5NW6ltZBrC+tbz56krt1HW6gdUEgEAgkhZLC0scPN1fmY4mA1nUyyZt1ffPsm/XljUQ8eXxsrAsCgUAgkBRKCks3H27GFlaZWFyF1nUyyat1rWysL2+sr2ysr0DrgkAgEMixpaSwdPPRZmxxj6wLVX7GM0QzH+nZlucZVPmZEt2XlfeQLPvd6yLNt3WtbKyvbGxA64JAIBDI8SVpXfHY1rrUtR/+07W77XtkXVED7zMWB+8024gUqkzP195aV+qxb+dPJ8C6NlY2EgGtCwKBQCDHFWBdq0trq4urq0urq0tr21mXuuLDDz/8+Nrdnr2zrhxEJsfVnoPsQsN2QFTJM0T3w7pyS+4kWFfsYSKebD6F1gWBQCCQY0lJYenm483VpbXVpbW15bW15bVnz7Jal7ri+oe12va716p6jrF1oUruajdoXftmXQ/jyvUw9vAptC4IBAKBHFNKCks3Hz8BvrW2vL62vP7s2TdZrEtccf16rXYMab/72y/kzqR12eSffPLpp59mNJaxGum4G9E4zCNq4LGb9D5TKpXpKSSTjScJ0kGVzCJU+RnPYFCm75bVphffKZfQZLUZ1socSXEs41pru2NPLbHEl+xMZivSHctkZ/JqXauPHq4+erj68OEqtC4IBAKBHFsY61pZX1teX1tZX1tZ/yabdVV/ePV6hXZsDEHaq377RYsTWJdJ+vHHcidT14UqU9woRRZ27NfFUqGEO0XTBYXtRInlIJ1UNQF/RQ08Zv2oQRnfLpm157MurqQyJWqHyqyUY4+3YKZ5VFomsxVpLmWyM3m3rocPVx8+XH0ErQsCgUDySI/e0Nbdk/fpgY9QsGcy3pGSwtInwLpWdrCu6g8vXa9Qg3cYe6p++1WLc3Jycs4k/rhCF8psYUxzl921MIKam0yTSK/ria+Ulk6ahWxT2/W8dV3cSaVVK2Uu2fbY0/ebWCG+32xFmlOZ7Ew+revR2uNEPN3cgtaVDRzH2yAQCGQvwHE88ybTodENjZhW19byMyfw0YQ9k/GOlBSWPtl8sh7bWI9tbMQ2NmIbWazr1oeXLl29evWf/umfrl279tvf/vaDD+qMebGundPhsq6ogfdZZt1Ztn5d2fqmJWuROKrh4n+nmlbmkizHzmFdiaLcybqev89ckmd5f4cRjhyxI21tbRMTE5lnCAKBQHbFxMREW1tb5k2mtUu7tra+tbW1i6fHiYc9k/GOpI0csbqY5R3GW/9+6dKHguR4XT11H3wgMKa1MLJ9hN0cxl7OhtsMgEUk2wbTWxjZrWzJdsQdrIu1jNV1jLujenp2095h5EwqajCwDlaJci3Z4dgzWhiTJZnZwpitqLOUSaI0Mz/EyZt1Pd18Ou2fnfLPTvlnpv0z68sb0Lqy0dbWlnkaIBAIZLd8++23nNal7tQ8e/Ys47EI2YHEE3RHSgpLYwurITISIiIhMhIix588fpJpXbf+/dylD6vZo6QO1H3wocA4Nze3aJN+wvSm5xkMLOFh9/A2ZK2PSWsZY6kHW2l4ycovjj7qubQwJjfjKZXb1nWlZT5zvC7OpFhbsA0xdUnase+6N322It2xTA6zdW0+3Aw4wwFHOOAMBRyh5dkYtK5sQOuCQCB7ArSuvWVX1rUwuYgZScxI4iMkPko+Wn8MZwQ6geTTuvz2kN8eBLE8s/LOZWhd3EDrgkAgewK0rr1lV9Y1P7GADhOuYQIdJjAj8Wj9EbSuE0h+rStI24K0PUjboHVtB7QuCASyJ0Dr2lt2a12uYQIdwtEhHIXWdVLJq3XZgjQTgcNsXUKhML8ZgNYFgUD2BGhde8uurWsIdwHrGobWdULJp3UllIu2BpanD8K6hCx2tVV+pQdaFwQC2RMO0rpShjfa0zlVDg/PZ12uYWhdJ5f8WdfGJm0L0tYAbQtQlsDy9PLbB2JdicPbXrzY30LrgkAgx4MDtq6U1+z2Z4a//LJb60IGcdcg5hoigHWdeuHUyz9+5b333vv888+hdZ0E2KON5MO6rAHaGqCsAcoSWJpefvvyO9/5lrIDbH/a3qVyX/MAgNYFgUD2hHxZ1/7Nq5xfdmFdRaVz0QXXIIYMJlsYT71w6sev/PT8hcIbNz6prKzk8/kKhUKj0QwPD9vtdrfbHQwGp6amFhYWYrHYxsbG5ubm06dPD24cWMhes76+MTRi6tD2xvJlXZQFWJc/79bFbnZMa4gEa6a1S+62mfK7AK0LAoHsCXmyLrZ0Zc4WzD1kU3xbVjVZfCnXbMeZ0xIfBM+ey7pcQwTGWNdLRUVFr555o+hScek77/7Ltd9c/+A//nDj0y++vFV+r6KiuramQcAXS8QyhVSpbm5pU7Z1tnR0530qJBjPHa1d2vb4ZAZ5sC6KsS6/z+xfmlp++9LBWRdwJraBgSJgixe7LZJzhQOrA4PWBYFA9oRD0K+LYwblzKmI2XPJ8HjJGVt4hihXvVneqtVyt66rRaVz0QXEgLsMGDqEY8Pko/XHwLquXbv20UcflZeXV1dXi0QitVqt0+mMRqPdbicIgqbpSCQyNTUFGhmXl5f3+qKA5IeDtq7HG5uUJUBZ/JTlQK0rQdqxsZfHuGrFMpdzls5+AK0LAoHsCflqYWTVWKVaUbapiOP/R5U8QxTMFMOeL++ztJlkPkvlwKq7dm9dTF0XbiQfrT9+6fsvXbly5f33379582ZVVZVAIFCpVD09PSMjIwiCeL3eSCQyMzOzvLy8vr7++PHjra2tb775JvNpDTkeHIB1+SmL33ew1sU+wsRCdlXWt1msK/PzgQGtCwKB7Anf5su6kn/taF2J1VJ9C41/k1wz7lfZplHef57LujB0iMCNbmhdkDQOwrp8Zr/P4veZ6ANuYcxc+G2qbO1oXbBfFwQCOXJ8e9jqurJORbwRNfB4PF5ifsBEOyPXbMdc0xLnMCPed2eX1jXvNGAuA4YlrevPoXVBEuy7dfnMfp/Z7zPTPhO9mFfrSmt5ZC+MbWtdmantB9C6IBDInvBtvvp1JaUos98V51TE7EmZ04WJY7bjzA72h9O6BjDEgKPQuiBcHIh1mWifmfYC69r/dxhjsVjm8cQyOrWlLUzb6lvYrwsCgRxNvoVj0+8pu7cuFDFg6CCBGz2PoXVBUjkg6/Kaae8YvTi1dDDWdRSB1gWBQPaEb6F17Sm7tS5HP4oYMHSIIIzux+uPX/oBtC5Ikv23LhPtBTFGLU4tHcDY9EcUaF0QCGRP+BZa156yK+uaHZ939qPOAcw1yLQw/jm0LgiLfbcur4n2jtFeE+0ZpRanlg/t7Nd5B1oXBALZE76F1rWn7Nq69C7GuoahdUHS2X/rGgPWRXnGoHVtB7QuCASyJ3wLrWtP2a112fUu5wDqGsTxYfIRbGGEpLLP1rUOrIvyjEHr2oG2traJiYn8Xg0QCOQYMDExwWldrV3atbX1ra2tfGvMUYI9k/GOXC0qnR2fs+tdjn7UNYBjQwR8hxGSxgFYF+UZpTxjlHeUWpxagtaVDRzH2yAQCGQvwHE88ybToe0dGjGtr28c5EzARx32TMY7wlhXn8uhdyEDGDoIrQuSzn5b12PPKBUP3+LU0jvF0LogEAgkP7RrdK1d2rxPD3yEgj2T8Y5cLSqdjczZ+xB7n8s5gLkM+KO1R4dnbPqtv/7rYx/7UW57y4FZlw9aFwQCgUCOMcC6bH2IvQ9x9KPIAPbwkFnXfiR7eDgSB3gg1jXicwPrmoTWBYFAIJDjCWNdvYit12nvQxz9rodrj069AK3rgDgSB3gQ1uUG1jUCrQsCgUAgx5aSotKZyJxN57T2Oq29Tnsv8nD14akXThUVFV27du2jjz4qLy+vrq4WiURqtVqn0xmNRrvdThAETdORSGRqampubm5xcXF5eXk/srf113+9H8keHg7hAebDukZ87hGfewRaFwQCgUCOMyWFpTPhWavOYelxWHQOq86+sfrwxf/zVFFR0csvv/w3f/M3f/u3f/vKK6/88pe/fPXVV8+ePXvhwoXLly+/+eabb7311rvvvvvP//zP//qv//pv//Zv165de28f2Prrv96PZA8Ph+QAP/jgg3v37oFLIg/W5U5alxdaFwQCgUCOK8C6LD0OS4/D3GM3///svXlcU+e+8Lv+v8N77/2873v2fe/Ze7fVinafnlNasdS9T3t2u6ezu88527YakUEGpa22NQ4RFceKQCsKaBVFUAFBBhGZwhAIU0aGADIPQYQkTAECSRATLPePlaysZK2MrJBAft/P79OuPOuZ1rNWWF+fZyUpa1TNqbw2eG3duvWTTz45derU9evXU1NTc3JySktL6+rqmpqaurq6xGKxVCqdmppSKBQqlWpxcVGj0Tjj85haX19nVOs+uMkBjo+PJyYmxsTGKlxmXfW9XQ09XWBdAAAAwPpFZ13MJj6zkc9s5DGFKoVq0wavt99++5tvvomKirpy5UpSUlJ6evrjx48rKioaGhqam5s7OzsHBwdHRkbGxsampqbQ5cV5J6D19XVGte6DmxygRqOZnJxkMBgK11hXvd666sG6AAAAgHULZl280kZeaSO3RKhUqDZt8PrNb35z7Nix8+fPg3U5Ffc5wKWlJTqdrnCddfV01oN1AQAAAOsZ1Lr4OusScksEeOs6d+5cXFwcal35+fkVFRXo0/SdnZ0DAwPPnz+XyWSTk5PT09Ozs7NzTkDr6+uMat0H9zlArVbrQuvq6awD6wIAAADWOWH++2XPxvm6iS4Bt4SPty74DKOzcZ8DdKV1ddbhrGsUrAsAAABYn6DWpV9eFHCKwbpWFfc5QPewrroe+agcrAsAAABYl2DWxS0RklrX5cuXb9y4cf/+/UePHpWVldXV1TU2Nj59+rSvr+/Zs2cSiWR8fHxqagpdZKQcra+vM6olITcY8YkWzc7OiqJ9dFurweodoDVcZl0LmHXV9XTVdU+BdQEAAADrlDD//bIhvXUVG1nX0aNHz5w58+OPP/7000/37t3Lzc1lMpk1NTUCgaCtra2np0csFo+MjMhksomJCVS8KEfr60tFNc2XfBAce3OIWXL2Ij6XmnV50a3VgKIDpACNRuNy6+ruBOsCAAAA1i866ypp5BYLuUV8ThFfOavc9IbOuk6fPv3DDz9cv3797t27ubm5paWlbDabz+e3trZ2d3cPDg4+f/5cKpWOj49PTk7KnYDW15eKahqjfJCgbItZsoMQn6hGe0utGIoOkAJcbV21YF0AAADAOgdnXQJOEZ9TyAPrsqPUigHremtB+aKztqeztrvDfuuanp7m8flZDx8mXruWeO1a1sOHPD5/enqa2jcJReQFI8F5NiWuDFHMNmRbjIjaSgEAAAAK0FuXkFsk4BTx6wu5ylnlpjc2Ea0rJyenpKSEzWbzeDyRSNTV1TUwMDA8PCyRSMbGxtBFRsrR+vpSUY0wygcJyiamZwfhFx59ooSGvLhdaLpzoOgAKcB11jX/orO2u8N+65LJZPfT0ioqKwcGBtDvHBsYGKiorLyfliaTyQjZRTHb8GebatexDlgXAACAp4O3rgZj6zpy5MixY8cuXLiAPdqVk5NTVFTEYrHq6+uFQqFIJOro6Oju7u7r6xscHBQ7Aa2vLxXVsM+8i7vf+qWKxWKxONUP20RfvHuGrcuLJhu2nAdFB0gBCwsLLrOuDsy6am21runp6Xv37zc0NExPz1TWcC9dv3fp+r2qOu70zExDQ8O9+/cJM16imG22CI6N2RzAqdblvG4DAAAAlIFaFxe1rkJT6zp69Oj58+fR6a7U1NTs7OzCwsKKiora2lo+n9/S0tLe3t7Z2dnT09Pf3z/gBLS+vlRUUxXpjexOMU5L2Y14R1YRXxrykpWiGooOkALcwLpq7bAuHp9fUVk5MTn1Q1K615+D/xJ2YtuO8Nf+bffV5AdTcnlFZSWPzzcuAdYFAAAAuBjMujhF/IZCfv0T7ryxdZ07dy42NvbatWupqakPHz588uRJeXl5TU0Nj8drbm5ua2vDprv6nYDW15eKaliR3ggtxTgthYZ4R7KILw15yUpRDUUHSAFrzLoyMzMHBwcr2JyNfwhMLOLxp159Xd/53/8t4Fcf0YTNLYODg5mZmcYlSLxEFLMNW2rMC0aQ4OBgbEZUt0aXF2ySoKsnL1iXlBeMbIuJCTbOY7SeqW/UqnUZ2jJeACX0wbRyXMFtMSKjAyWt00yfAQAAACejs65iIaeIX1/Iqy/wGOvqT6EhWCIr0huxZF2sSG90N3FjZYB1OWhdideuzc/Pn7ly651P9yZ0SQNF4s3p7f/wI/8X7/0lPiVrfn4+8do14xLGz3XhVAhzJ8xoTHYqjNLReoy1Bn1leKBKFBOsL5cXrN9t2brygvECZFTKRIxIK8d127BpqU5CnwEAAACnY2xdXLx1HT58+MiRI2fPno2JiUlMTLxz505mZubjx4+ZTCabzeZwOI2NjSKRqL29vaurq6enp9cJaH19qaim4pQ3/kFq71MVvb29vb3JNEPKKZouueKUN0JLxhfzPlVRccob3U3cWBkUHSAFqNVql1pXjSPW9X1Cyi/e+/Mb8bzXUtt/cav9/4zi/eK9vyRlPJqdnb12/bpxCXNrcOhsENGujOeJDNNCJvWYmJmF2S6L1oWvBt8N03RzlZNZl7k6zfcZAAAAcCoG6yrk1xdyaws4eOs6fPjwmTNnoqOj4+Pjk5OTHzx4kJ+fX1paWlVVVV9fLxAImpubW1tbOzo6urq6up2A1tfXGdW6D+5zgC61rhq7retBZqZYLK7lCn/1Ee2/fRT43y7y/7fv+f/7vwb++qPdfYNDYrH4gQ0rjAqFwop1kQiJDdYlitmGEOfO7LWubTEisj6QV26jdaGvwboAAABcg5F1PeHWFjTMzyrf1FsXnU4/ffp0VFTU1atXb926lZ6enpeXV1xcXFlZWVtby+PxGhsb0WfqOzo6Op2A1tfXGdW6D+5zgCqVyh2sq8vWp+l5vEoWSy6fvp2R98sPab/w+ev/u/Wvv/qQ9ri8Zn5+vpLF4vF4xiXIrQsVENw6m8kKI34pkeA3hgqwJkxVCffomJ0rjLgHy7D+xBgthuIrt22F0VAnWBcAAIALMLWuxxywrtXEfQ5wjVkX9s0RCsVce1dP1pOKnJKqwWcjSqXSwjdHmKwW4qzEIDC6fPoHtAgPxduywmgoti042Ka5Lt028cl3fGUGwSJUjuu2jU/Tg3UBAACsOmH++2VDY3rr4tU9NlphPHTo0KlTpy5evHjlypWkpKS0tLScnJzCwkL0gXoOhyMQCJqamlpbW9vb2586Aa2vrzOqdR/c5wDdwbq6bLcuhUIhk8nu3b9fyWINDAyoVCqVSjU4OFjJYt27f5/sW1IBAAAAwMWg1sUrFnKKBPVPeHW457rodPp3332HWldcXNzNmzfv37+fk5Pz5MmTsrIyNpvd0NDA5/ObmppEIlFbW1u7E9D6+jqjWvfBfQ5QqVS61rq6Omq7OuyxLgX6i0A8XtbDh1fj46/Gx2dmZvJ4PHf9RSAAAADA09Fbl4BTJGgo5NU/0X1L6ttvv/3VV1+dPn365MmTFy5cuHz58o0bN+7du/fw4cOCggImk1lVVVVXV8flcoVCYXNzs0gkanUCWl9fZ1TrPrjJAcrl8pGREQaDoXCRdXV11HQ9Ra1rBH79GgAAAFifYHNd3CI+p4jfgP769QavrVu3fvzxxydOnECf6MrIyCgoKKisrORwOC0tLV1dXWKxeHR0dHx8fGpqanZ2dm5uTukEtL6+6z6cMW72IpFI4uPjY2NjFa6yrqeoddWAdQEAAADrFuy5Lm6xgFvM5xYJlAqV1wavgICADz/88MMPP/z973//pz/96dNPP92xY8euXbv27Nmzd+/e0NDQ8PDwr7/++uDBg99+++1333136NAhOrBmYTAY0dHR6CXhAut6CtYFAAAAeABhAbrPMPKKBbwSAa9EoFKovDZuDggIOHTo0NmzZ9EnutLS0vLz88vLy+vr65uamjo6Ovr7+4eHh6VS6cTEhFwun5mZcfWhANTgOuuqAesCAAdx+aQ9hGPh6gsHWG1Q6+IVC7nFQn6JkF/aqFKoN2/cHBIScvz48ejoaPRxrry8vLKysoaGBpFI1NPTMzw8PDY2NjMzo1QqX7x4odVqX716RbxbA+uDVbEuNlgXADgO3L/XInDWPJB9qHWVNPKKhfySRgGzSaVQb964BawLwHC+dbHBugBgRcD9ey0CZ80DMbWu0ibVHFgXYARYFwC4O3D/XovAWfNAwLoAq4B1AYC7A/fvtQicNQ8E/1wXr6SRX9KoUqjguS4AD1gXALg7cP9ei7jnWUtISIiIiHD1J+vXEhEREQkJCTYOL/YZRjR4xUL4DKOHA9blvnT39LGq6/PyiyEgTELr6+vyPkDYGy48a6zq+u6ePuIfmZjY2MTExPHx8SXAZsbHxxMTE2NiY235M274HcYiAadIwCniKxUqrw2bAwICPv74448++gi+r8sTwJs6WJf7MjI6OSEnOUMAoPX1dXUXALtx4VmbkCsGnpH8Xi2DwZicnNRoNPOAzWg0msnJSfTXXayCt66GQt1303tt8Nq6desnn3xy6tSp69evp6am5uTklJaW1tXVNTU1oV9ML5VKp6amFAqFSqVaXFzUaDSutk3AcfCmTnx7gnW5CyOjk6v7lxlYM4B1rUVce9ZIrYtOpy8tLblaY9YeS0tLdDrdlj/jYf77pUNj3CIBp5Bv+B3GDV5vv/32N998ExUVdeXKlaSkpPT09MePH1dUVDQ0NDQ3N3d2dg4ODo6MjIyNjU1NTaHLi64+aMBx8KZOfG+CdbkLYF2AOcC61iLuaV1arXYOsBOtVmuvdTUU8uuf8OoKdNb1m9/85tixY+fPnwfr8hAwUye+N8G63AWwLsAcYF1rEbe1rtX/47bWsde6OAbr4szjrOvcuXNxcXGodeXn51dUVKBP03d2dg4MDDx//lwmk01OTk5PT6M/gA2sXbBrhvjeBOtyF8C6AHOAda1FwLrWDY5aF9fEuuAzjJ4DWJdV8oKRbTEiV/bA+dbFDEfCmcvLywMJ25HtCQNObs0+BhK2o51b0+hHmGrI79/McP1pdP7oreiacdawUA+lbw23ta7ZtUFuMBKcazWXKNoH8YkW2ZzfIcC6AHvxKOsSxWxDMILzbCzlbtY1kLAdwWHmpmXf3ZZi62KGG/XLpFY7G3ED66KgC7oRZoYjpqysYq2vL0nfwLooxwOsS6PRTNtE8yUf/BW8N8e2YtSRs5ekUeNe+Vxqbr7kg/hcajaXnxo0Go0d1iW2ZF2XL1++cePG/fv3Hz16VFZWVldX19jY+PTp076+vmfPnkkkkvHx8ampqenpaecIJLBKeJp16f1JFLPNkkuJYrZhWuaO1mX1TjWQsN2eWwTVNz/DXX9Zr4mG10Y7reN669IP5kp6YjLCjg04SQe0vr4kg7ma1rUinG1dbnr4bmtdcptojPJBgrKpyuYA2UEkFVtojjQ/NVBiXUePHj1z5syPP/74008/3bt3Lzc3l8lk1tTUCASCtra2np4esVg8MjIik8kmJiZQ8XI1BMd1dYfWENg1Q3xvrmvrsiJTa9267BQbym9+RhMDzHAkPNzQgJ1C6PobJzaYbmhdTK2vL8lggnXpcNPDB+taGWvcup7w6wu4dY8587PKTW/orOv06dM//PDD9evX7969m5ubW1paymaz+Xx+a2trd3f34ODg8+fPpVLp+Pj45OSkcw7FLoxGOzsIcdoAr0PAuowWHoPz0D16tsWI0Iwxwfgc1qbKKMa6dZksfxhJl2FRyzgHPhG/wojWjW4ZsmEt4hY4sTRiE7hOMsORcKZpxYSCJi3omt6eMIAvgLaN9dSooNkOk/aYrM+kA4UNJq6r36zPgQAAIABJREFUut2knTeXbtW6SFo37jixA8vLzHCtry/xROPykI6eubEyGXkLx4hD3wLuosOtMOtSzbVozrqY4cj2BKbu+PFLs6ZTqMRLx9KImbtQ8YdsUo++MhveGrbjttY1ZRPCKB8kKJuQpE/LDkKQoKAgbPR8ooT6ZKMEXT3ZQbqk7CDEJyoqyDiPrmoUfaPZQabtk/XKkIDPT+zGinDIunjrzLqcqbXrEE+1LoM2iWKC9fqUF4y3KtxcF0G2XG1dprdCY+vC3crw/oXdN5jhJmJhxrqMbo6mGfBliU0YNaa70aO5DJ0z7obhTm3cNP6uTiZ1xsNC6PDyQEI4btJNl0g6AiRHYTyY+HRznbeQbsG6yFo3c4wmxfT3b6NH6XCdIBs9C2NlNPLmjsUYYn+Z4du3G842tjhL1qIF69K3jeqNqbKTnVYrI0Z6ik0OmawjphOd5o7FDtzTuhYWFsQ2wT7zLu5PkF8qmprqh7x7hq3/ny6byU6xUTpajz6LONUPe8U+864uP/uMn75cqp9+d6qfoRR5r949w8a1j+Un7caKWFhYcMy6ah83zM8qN72xiWhdOTk5JSUlbDabx+OJRKKurq6BgYHh4WGJRDI2NoYuMroavOMKo3zwCkv02uwgxCcqW2fPQdmGLKSl9HZtVC3uBcXevPp4mnVh59XImUxnu8yuMBrNlq0a9q0wmrqBEbpZG9MlPnNzXcRK0RpJZ81wTSxjmoXZlm7D0LhpN4xuhKZNh5vc2wjdMNth/Qu8pRJHwMJREP3PQufNHpRF6yJv3doxDiRsR8J192+Tdk1WGE1Hz9xYGadbOhZcNwmlmeHbEwaY4aZn39zlZLBV3MDj2za3TZztsjhi5INs8d2E32n9rWEHbmtdAzZRFemN7E4hpqfsRhAE8Y6sImRD9+Dwjqwi1JOy26gstj1QFemtL4dmT9lN0j6hV4YEfX7ybqwIx6yrzti6jhw5cuzYsQsXLmCPduXk5BQVFbFYrPr6eqFQKBKJOjo6uru7+/r6BgcHV6qKFIB3XExkxWa8NtUPy5XqhyB4t8ZsGFcLptckBk+9N68+2DVDfG+uS+siOJMoZhuCX2pc89ZlOlFDfIZqRdZleGlwA/LHtPQri7hlJ9PXpjd1s3doZPt2sk+Q4Z/TN9NhtLSJQpFaF9lRkGiOWesiHQ2SKT7DYFhr3fIxoi9ssS7C6DlsXZbHCM2A8y0mVsKqdZlgzbpIT6vlESMfZAvvJuMCnmFd/TbBivRGaCnE9BQaajIsQrYUmiHZbD34TKxIb+9IFppFn2rInkIjaZ/QK2J+8m6sCKqs6+jRo+fPn0enu1JTU7OzswsLCysqKmpra/l8fktLS3t7e2dnZ09PT39//wpNkQqMlNZgu+Rei/dpsm18mlHl+h34BKq9efXxeOvCOZUoZputc12uXmE0/StvWGE02Wuy8GSYEsBmwxLMP9dl9O98fYYE03/7kzahayY8PNx44dPkNeknGy35ky6dpBtmOoy7deJykI4A8Sgs3F/Ndd5CuuUVRkLrZo7RZO6FbIWRTEnMDI/xC5KLx/pHT3GFBhK2b99u6Cu2zmi+RUeti/S0WhkxG06x2feRDW8Ne1iX1oUqDSvSm2hJqJBhRVJo6KYN1oVLY0V6Iyu0LtJuYD0mbtjAiqxrxsi6zp07Fxsbe+3atdTU1IcPHz558qS8vLympobH4zU3N7e1tWHTXTb1zLmYObnkXotPJds2LaU/+7iLyui1045qdfB468KtLm4LDsZcS5eKPU3vZtZFtk6i3zC5NRKWYYwTjW9+Jv+gDyd5YpjkKWLSJvRZTRfSiDnIqrPgOsZPV+NEjLzDhs5tDw83lhbjnMSjIAymLosznqYnG0PiUBs6oO+b4f5tyL09IYFUYbHRszRWxt0yd4wmPSdzEIPBWDg7jlqXmdNqacTIB5ncukxXI8MJT9OTvTVsxz2tS61W99pExSlv/Oh4n6roTaah/9fvpSUb8qHpuEK0ZEM9+u3e3t5kmr6K3t6KU96mxbxpNH32ZBq+XC9pbfgEXH5iNypOeaPtEjdsQK1WO2hd+evGuvCaSqrX1qyrP4WGmyMl6DeN5o0vQqx/jeFR1rVWsf276S0tVdn5l9mBdROXQn2HqRtM6sH65tD9m9KxsqmyNXc5WYCCY3Fb6+oG7MRR6+Lgrevw4cNHjhw5e/ZsTExMYmLinTt3MjMzHz9+zGQy2Ww2h8NpbGwUiUTt7e1dXV09PT22ybFTMXFcg2qT6TXepy1sI6blTGrGJRDzrSGwa4b43gTrchdsti4KPWHN3SYp7/CakC7XW5fRlNaqtOhq1q11qVSqTsBOVCqVY9ZVY2xdhw8fPnPmTHR0dHx8fHJy8oMHD/Lz80tLS6uqqurr6wUCQXNzc2tra0dHR1dXl6tVE1gRYF1rAFf8+vWau02uuQ5TgyutS7cOZ0tN6+nsgHUBBlZgXfXzM8o39dZFp9NPnz4dFRV19erVW7dupaen5+XlFRcXV1ZW1tbW8ni8xsZG9Jn6jo4OVx80sCKwa4b43gTrchdcYV3A2sC192/AMdzWup4CdrLCuS6wLg8ErGsNANYFmAOsay3intalVCrbATtRKpUrf5r+8OHDhw4dOnXq1MWLF69cuZKUlJSWlpaTk1NYWIg+UM/hcAQCQVNTU2tra3t7u6tVE1gRYF1rgJHRyQk5yRkCALCutYgLz9qEXEFqXQwGY2RkRC6XtwI2I5fLR0ZGGAyGLX/Gw/z3S4fGuEWChkK+yfd10en07777DrWuuLi4mzdv3r9/Pycn58mTJ2VlZWw2u6Ghgc/nNzU1iUSitrY2V6smsCIwUye+PcG63IWpqZnRiVkICGJofX1d3gcIe8O1Z21qaob4RyY2NjY+Pl4ikSgBm5FIJPHx8bGxsbb8GcdbV/0Tbl0B+juMm95+++2vvvrq9OnTJ0+evHDhwuXLl2/cuHHv3r2HDx8WFBQwmcyqqqq6ujoulysUCpubm0UikattE3AcvKmDdQHA2kPr6+vqLgB2455nLTo6msFg0AGbYTAY0dHRNg5vmP9+2dAYt0jIKeQ3FPLqn3CVs8pNG7y2bt368ccfnzhxAn2iKyMjo6CgoLKyksPhtLS0dHV1icXi0dHR8fHxqamp2dnZubk5V9sm4Dh4UwfrAoC1h3vevwHLwFnzQHTWVSzkFAk4RXxOIV85q/La4BUQEPDhhx9++OGHv//97//0pz99+umnO3bs2LVr1549e/bu3RsaGhoeHv71118fPHjw22+//e677w4dOuRq2wQcB2/qYF0AsPaA+/daBM6aBxIWsF82NM4tFupDoFKovDZuDggIOHTo0NmzZ9EnutLS0vLz88vLy+vr65uamjo6Ovr7+4eHh6VS6cTEhFwun5khWSAG1iJgXQCw9oD791oEzpoHsi9gv2xonFfcyC0W8koa+SWNKoV688bNISEhx48fj46ORh/nysvLKysra2hoEIlEPT09w8PDY2NjMzMzSqXyxYsXWq321atXFj8vAaxhwLoAwB2Z6+tTp6YuHjjwkkbTbtv28vPPyYNGe/nZZ4sHD85zua7uMmAEWJcHorOukkZeSSO/tEnIbFbNqTe/uQWsC8AA6wIAt0OVl6f19dVu22Y93n9f6+ur9fXVvv/+y88+A/dyH8C6PBC8dQlKmxvLWtRz6i1gXQAOsC4AcC/m+/q027frXMqWeP99Q2zbpv397/EzYYv79y/u2/eSRjNNCQhYPHjwxblziwcOvAwIMM0GE2krBqzLA8Gsi1/SKGQ2N5WL1HMLW958C6wLwADrAgD3QpWWZodyodZlbhrMZBeWgs6QYdsWatA3ofnDHwy6ZnnjwIHFgwdJHQ7d++LIkRfnzi0ePrx48KAhM9EC0V36/5KUwhIPHCDRShqNRDHR4vg+m3QSrQHfE3xBC50hqK32/feNWqHRFiMiwF/XNwbrKm0SMlvAugAiYF3uQndPH6u6Pi+/GIKSYFXXd/f0ufqsOoLd1uXUMDEzqxvmHA7bZTI5Z84CTYJYCl+EVDSJlRP7bE40SQtaPgRStTXpzPvva319X5w/78KrKyEhISIiwtWfrF9LREREJCQk2Di8RtZV1tJc0aqeW9iyCawLMADW5S7ALwJRi7kfRXF/5vv6tB98QC4f5owEwp0Df5ref1/7/vtKDscll1ZMbGxiYuL4+PgSYDPj4+OJiYkxtn03PWpdfGPregusC8AB1uUuwK9fU84atS4F+jS9uckYc4uAEGsnXu7f75LrisFgTE5OajSaecBmNBrN5OSkjb/DCNYFWAWsy10A66KctWtdCuybIw4eJHnwCB9/+5ulOTBzKejt38LiHcyiURWkw/i73833uWD5m06nLy0tuVpj1h5LS0t0Ot2WEYYVRsAqYF3uAlgX5axp67KdF+fPO/FpeqKuWd4w53B4/yBmxtJNdlkohS9CKprEyol9NieapAUtH4LlsSKEKi9v9S8VOp2u1WrnADvRarWOWBezpam8FZ6mB0wA63IXwLoox0OsS6FQzHO5ixER5B/H27fP9ON1aEpAwOKBAy/Onl08ePBlQIBpNn1oPv4Ynqa33hnLT9OTiZcLrWv1213rOGJdJU3wzREAKWBd7sKKrWsgYTuCIEg40/YizHC7sq81PMe6nMo8l7t48KBm506DrlneOHBg8cAB8m+OQPcePvzi7NnFI0d0OdHMRAvE9qJBLIUl4tdh8aJJVEy0OL7PpKqK7wm+oIXOmFPbffs0f/mLiXhpPvnEVSuMYF0O4JB1NQqZzY3lIvWcGqwLwAPWZT95wci2GJFCoRDFbNNtUYCxdekUSo91NxpI2G6/QdlkXfqameHI9oQB4x3bEwaWl5nhiCnhTNNDMC6Kq9roCAltrAiwLsBNUKemaj/6CFMul0x0KfTWNetG5AYjwbmUF88NRnyiRY5Xa4oD1sUraRSUNsF30wNE1p91iWK24e//wdT/eVst6zIIETPcqnk55CuYdZl3Nr1aWbAuQm1kh0Deuj7DQMJ2XeWmla4EsC7AfZjr61Pl5any8uZcMcuFQqfTNRrNtIHmSz74v5Z7c6ZXmZy9JI0a98rnUrN9xaenc/ZaLGU3Go3GAevCfocRrAvAsz6tywmqhQOzLkqxZF1kCSY4ybpwJuUM68LK47apW/YE6wIAPKh1yQ00RvkgQdlya9iYzQGyg0gqtr050uJyeXYQ4hPVuPLe6bHbuoobecVCfkmjoLRJpVBv3rglICDg0KFDZ8+ejYuLu3nzZlpaWn5+fnl5eX19fVNTU0dHR39///DwsFQqnZiYkMvlMzMzTr4WgFWCeGMC67Ifl1iXUYphTQ9VFdwaXzhzmWTlzqi0YRsVHFxpU3HDixXl1oXNcBlmusiqdRywLgDAA9blGLZbV5jOuoTcYiH6dBdmXV/s2h2wN3j/V19/c+jwsYiTp89/fyn2clzCtWs3b99KuZea/iA9KyczNz/7UUFuQdGjwpL8olKINRoFJWVlLDZ6SRBvTB5iXXnByLaYmGBULXDKlBes9w19oiHFeHUSn47gVhjRPFbr3xYTY2Vd0mbrwtuPkUDpUwcSwnGmZPAwc9ZF2hxWHkt2xLosP9aFy4MvaOtkF0KGUe1gXQCAA7WuKQPCKB8kKHtqyiRJn5YdhCBBQUGGxb4ooT7ZKEFXT3aQLik7CPGJigoyzqOrGkXfaHaQafvkvcI3aihtVByfAd+q1d5ax0HrKhbyShpVCtXmjZv/8Mc/+e3xP3f+/PXr11NTU3NyckpLS+vq6pqamrq6usRisVQqnZqaUigUKpVqcXFRo9G4+jv5AceZm5+vbeAVlpYrPMe6COKUF4xtG6QnLxgx0R/jlLxgxCBVBgUzZDKyLvL69aVEMduQFVsX+bPr2HQX3mxMZ7scsy4jr1r5XBfWdUKXjWa77JjssqBcy2BdAGAMnU5fWFgQG2CfeRf3/vFLRVNT/ZB3z7D1/9NlM9kpNkpH69FnEaf6Ya/YZ97V5Wef8dOXS/XT7071M5Qi79W7Z9hoAaxVsuKGJLFRblt6a52FhQVbrct/v2xojFss5BYJUPFCrevjP/yJTqdHRUVdvXr11q1bDx48KCgoYLFYXC5XJBJ1d3eLxWKJRIIuLyoUivn5eRWwZtFqtfPzysfFTIXnWBf5XJcIy7AtRkS2UGiaoq/KJN3oaXrcXJfl+q2tS1qxLkxRzDzAZUgeSNiO4Lepmusy3yWSzBbqJC/u8INd5pRrGawLAIxBrWvAQFWkN7I7ZYBAym4EQRDvyCpCNnQPDu/IKkI9KbuNymLbA1WR3vpyaPaU3STtE3qFr88og764SQbspU29tY7D1sUtFioVKq+Nmz/+wx+PHTt24cIFsC4PYWlpKb+oVAHWpc9gu3VZ9KdVsy5mOGL04Dl+2U+3abAWkykkg3Xhrcx26zJ64MqoZdN1Qzuty2h+y+TzjPY9Tk+qXMtgXQBgDGpd/QZYkd4ILaWfQAoNVRQWIVsKzZBsth58Jlakt3ckC82iTzVkT6GRtE/olWmj+jqx4iYZsJc29dY6DlpXkQCsy2MB6yKzIqMVwLwYnSgZrzDqXlhYKzRvXSteYTRdRCTbSfbUlWH39vDw7XiZMU00eJJuL2EWzcSk8Mub1vLa9jQ94UDgM4wA4CRstC7UVViR3kRLQoUMK5JCQzdtsC5cGivSG7HLuvpTaDgHxFWFFcf3Cu93NvQWO07iBlgX4CgeZ104MAEiWhE+r9FTW4hpovFj9zG2zXUZ1W/v0/RuA5Xfn7Xa7YF1AQAeOp2uVqt7DVSc8kZweJ+q6E2mof/X76UlG/Kh6bhCtGRDPfrt3t7eZJq+it7eilPepsW8aTR99mQavlwvaW1YnYhps/jihv3ep04Zt2+5txWnvNHcxA09arXaXuvigHV5Nh5lXe6KfSuMboRD33rvIPDd9ADgPFDr6gbsxAHrws91bXYT6xphJ11MYo9QX7FrMBxOW+7F3DZXd8cEsC6XIIrZRvLBR3O4rXWtXcC6AAAPnU5XqVSdgJ2oVCqHrUu1StY1wk66eJFEqtpysWRXWVdbrnGzI+yki8aahHZeD3kfCXnAusC6SMCtdlr9XlWwLsoB6wIAPGBdjqFyzLqKV9u6kpKSTIxFpypUutYIO8lOxzGxrhF2UlKScR1GdbblXiRrwEK7YF1gXQ4B1kU5YF0AgAe1rqeAnajWiHXlstkEm0lis3PdyrpG2ElJ7BFjUTKuk1yiwLrAuqgGrItywLoAAA+dTlcqle2AnSiVyrVhXW3GhoO+wJIIM0q6tTqDlqE5TBYldeS24Uth82eGFLNqZ9QnVLqIiVjPzK2DEqzLkIC3Lhv6syqAda0BwLooB6wLAPAwGIyRkRG5XN4K2IxcLh8ZGWEwGLaMsMutC7c+h0sxtS78It4IO+ki3rpwy3sj7Fy9uRCr1aVibmN+Lgqfy7BtWtaaLBk915XEHiGzLtv6syqAda0BRkYnJ+QkZwhwjAm5AqwLAPDExsbGx8dLJBIlYDMSiSQ+Pj42NtaWEXa9dWFzRZiBEK3L5EGrNpO5LkK9+NkufB7czJclY8I1Ry5gZnzQzAESE/TWZWN/VgWwrjXA1NTM6MQsBIUxNTXj6rMKAO5FdHQ0g8GgAzbDYDCio6NtHF43sC6dzrCJk0r2WpfpLBiZddngNZY0jXz+jNS7bLMut/lmDLAuAAAAAHAubmFdOrkhLAPatsJo9FQ7fjLKmiG15ZJOUuGe0zIVKuy1UbtmHuyy5bkusv5g1RE3nAlYFwAAAAA4F9d+X5eRuOCfLyc+TW9YOCQ+TW9Upy5Tbi62x+jbKAgLkHh0U1vmZ7H0KWTtmlZn29P0xP6AdYF1AQAAAOsSt/5uenO408LcugGsCwAAAACcyxr5HcYRdpLRVy2AdFEOWBcAAAAAOBfSuS73sy6jlThQLmcA1gUAAAAAzmXNWBfgZMC6AAAAAMC5GH+GUQjW5bGAdQEAAACAcyFal/4zjH+i0+lRUVFgXZ6AVqudn1c+LmYqwLoAAAAAwEkYrKtYyC0W8vTW9Yc//dlvj//58xeuX7+empqak5NTWlpaV1fX1NTU1dUlFoulUunU1JRCoVCpVIuLixqNZglYsyiVqtoGXiGzQgHWBQAAAABOArUunl65+CWNKoV688YtAQEBO77YGRAUvP+rr785dPhYxMnT57+/FHs5LuHatZu3b6XcS01/kJ6Vk5mbn/2oILeg6FFhSX5RKcQajcfFzCel5eglAdYFAAAAAE4BP9fFL2kUlDZh1nXo0KGzZ8/GxcXdvHkzLS0tPz+/vLy8vr6+qampo6Ojv79/eHhYKpWii4wzM/BrZusEsC4AAAAAcAph/vulQ2P6ia4mIbNZNafe8uaWkJCQ48ePR0dH37hx4969e3l5eWVlZQ0NDSKRqKenZ3h4eGxsbGZmRqlUvnjxQqvVvnr1ini3BtYHYF0AAAAAQAFh/vukYp11CUqbhGUtarAuwBiwLgAAAACgAJ11FQlQ62rUWddbYF0ABlgXAAAAAFBA6J4wqVjGMViXSD23ANYF4AHrAgAAAAAKwKyLWywUlDY1lYN1AaaAdQEAAAAABYTsCZMOyjiFfCPr2gTWBRgA6wIAAAAACgjZEyYZlDUYW9dbYF0ADrAuAAAAAKCAEL8wyaAUrAuwAFgXAAAAAFAAWBdgFbAuAAAAAKAAsC7AKmBdAAAAAEABYF2AVcC6AAAAAIACwLoAq4B1AQAAAAAFgHUBVgHrAgAAAAAKAOsCrALWBQAAAAAUgLMuAVgXQApYFwAAAABQQIhfKFgXYBmwLgAAAACgAIN1FYF1AeSAdQEAAAAABeitiwfWBZgDrAsAAAAAKCAYrAuwBlgXAAAAAFBAsOG5LqGA2QzWBRAB6wIAAAAACkBXGDlFAl5Jo5DZ3FzRCtYFmADWBQAAAAAUELInTCqW8YqFgtKmxrKWloo29TxYF2AEWBcAAAAAUEDonjCpeIxf2iRkNjeVi1oq22CuCzABrAsAAAAAKCDMf59saFzIbG4sEzVXtIJ1AUTAugAAAACAAsL89489G28sa2kqN1jXljfBugADYF0AAAAAQAFhATrr0olXeat6Tg3WBeAB6wIAAAAACgjz3y8bGheUNguZaLSo5tSb39wC1gVggHUBAAAAAAWE+e+Tisd4xY28kkZeSSO/pFGlUG3euBmsC8AA6wIAAAAACgjdEyYdlHEK+ZxCPqeIzykSKBUqL7AuAAdYFwAAAABQQIhfmGRQWv+Eh4VyVuW1YfNWnw8++v0f//LX//r7Z7RdtMCAoH2h+w9+ffDIocMnjh0/eyLy4ulzMecvXr546eql2ISYH6/HXv7ph7gbEOs1wLoAAAAAYKWE+IWODkjrCrhYKGeVXhu8YK4LIGJy8YB1AQAAAIAdhPiFSgak9QVcLFDrCggIOHTo0NmzZ+Pi4m7evJmWlpafn19eXl5fX9/U1NTR0dHf3z88PCyVSicmJuRy+czMjKsPBVhtwLoAAAAAwA7QFcaGJzws0BVGsC7AKmBdAAAAAGAHRk/TF/I5hXywLsBGwLoAAAAAwA5C94RJxTJukQAL9DOMYF2AVcC6AAAAAMAOwvzDpGIZr1iABfp9XWBdgFXAugAAAADADvTfkirEAqwLsBGwLgAAAACwgzD/fbKhMX6JEAuwLjwJCQkRERF0DyYiIiIhIYF0cMC6AAAAAMAOwLosEBMbm5iYOD4+vuTBjI+PJyYmxsTGEscHrAsAAAAA7ACsywIMBmNyclKj0cx7MBqNZnJyksFgEMcHrAsAAAAA7ACsywJ0On1pacnV2uN6lpaW6HQ6cXzAugAAAADADsC6LECn07Va7ZzHo9VqwboAAAAAYKWAdVkAtS5X98L1gHUBAAAAAAWAdVkArAsFrAsAAAAAKACsywKodc26KbnBSHDuqrQE1gUAAAAAFADWZQE6na7RaKadQvMlHwTZm7OCGnL2rqy87Wg0GrAuAAAAAFgpYF0WQK1L7gwao3x8fHyQoGzHq8gOWlFxOwDrAgAAAAAKAOuygPOsqzHKxyeqcWXeBNYFAAAAAGsKsC4LoNY1RT3CKB+fKOHUVHYQ4hMlNCQiQdnZQYiOoGzL6dlBSFD2lDDKB1eHUYWUAdYFAAAAABQA1mUBOp2+sLAgppxUP+TdM2zjLbGYfeZdBEH8UrE8um1z6al+6AauDn0SxSwsLIB1AQAAAMBKAeuyAGpdA1STshvxjqwibFdFeiO7U7Bc2Etz6Sm7dclYHVgKxYB1AQAAAAAFgHVZALWufopJoSEm0FL6+/v7WZHeuq1+o5fm0lNo+mRWpLd3JMskH4WAdQEAAAAABYB1WcAp1pVCQ4zkCHvNivQ27MG9MJdusK5+VqS3N43m7R3JorizKGBdAAAAAEABYF0WoNPparW6l1KSaQhCSyZLqTjljdBo2EQYlslcejINV1EyDUG8T1VQ21c9arUarAsAAAAAVgpYlwVQ6+peJcpPeiO7btuebsTtXYj3yXKn9Ku7G6wLAAAAACgArMsCdDpdpVJ1rhLMiHeQnUm2p9uXZSWoVCqwLgAAAABYKWBdFlgT1pW0E0EQZzoXWBcAAAAAUAJYlwVQ63rq8YB1AQAAAAAFgHVZgE6nK5XKdo9HqVSCdQEAAADASgHrsgCDwRgZGZHL5a0ejFwuHxkZYTAYxPEB6wIAAAAAOwDrskBsbGx8fLxEIlF6MBKJJD4+PjY2ljg+VFnXQju786kuuqZG5F/tBesCAAAA1iFh/vuk4jFesRALsC480dHRDAaD7sEwGIzo6GjSwaHAurag1lXd0V7dicbkyNSXYF0AAADAeiTMP0wqlvGKBViAdQE2QoV1vfmWen6hteppmy46Jp9PfRn0lasPDQAAAACoJ3RPmFQs4xbxsVClVSqyAAAgAElEQVQqVF5gXYANUGJdW9RzC6LKNlFlm6iyXcRqn3g+GR70pasPDQAAAACoJ2RPmGRQ2lDIw0I5q/LaANYFWIcC69r85hb1nLqpXNRULmouFzWXi8afTewPDHf1oQEAAAAA9YT4hUoGpfVPuFgoZ5VeG7zAugCrUGFdGzerFGohs0nIbBIym4XM5rFn4/sC9rv60AAAWP9ofX0hHA5Xn721SsjukNEBSd3jBizAugAbocC6vDZuVilUuo9ylAh5JULp0FiY/z5XHxoAAOsfUAeHgaFzmODdIaMDktr8eizmZ5WbwLoAG7DbumJiYr7//vvIyMjDhw+Hhobu2LHDa8Nm5ayKU8Tn6J8rlIploXvCXH1oAACsf0AdHAaGzmGCd4eMDEhq8uuxQK3rX//1X//6179+8cUXgYGB+/btO3jw4NGjRyMjIy9cuBATExMXF5eYmHjjxo3bt2/fuXMnNTX13r179wEPg4q5rg1eylkV+kQhp5DHKeRJB6VgXQAArAKgDg4DQ+cwurmuxw1YoNYVEhJy/Pjx6OjoGzdu3Lt3Ly8vr6ysrKGhQSQS9fT0DA8Pj42NzczMKJXKFy9eaLXaV69eLQMeht3W1dTU1NDQUFFRkZOTc/369VOnTnlt8FLOKrGPcoB1AQCwaoA6OAwMncOE+IWODkjrCjhYwHNdgI1QZV0qjm6ii88p5EsHYYURAIDVANTBYWDoHAb9DGPDEy4WYF2AjVBiXfBcFwAArgHUwWFg6BwmdE+YdFCGzjKgAd/XBdgIRdalUHGL+NwiAbdYwC0WSMWyUH+wLgAAnA6og8PA0DmM/rvpBVjAd9MDNkKFdW3crFSouLhfpJKKZWFgXQAAOB9QB4eBoXMY+B1GwGGosS6VQsUrFmC/vi4Vw/d1AQCwGoA6OAwMncOE+e+TisewWx6vWAjWBdgIhdYl5JUI+SVCfolQBt+SCgDAqgDq4DAwdA4T5r9PNjTG19/y+CVgXYCtUGpdevEC6wIAYHUAdXAYGDqHAesCHAasCwCANQyog8PA0DkMWBfgMGBdAACsYUAdHAaGzmFC/fdJxWPcYiEW8BlGwEbAugAAWMOAOjgMDJ3DhOwJk4hlDUUCLMC6ABsB6wIAYA0D6uAwMHQOE+wXNjIoq3nCx2J+VrUJviUVsAGwLgAA1jCgDg4DQ+cwQbvDhgeklY95WMzNqt4E6wJswCnWJQXrAgBgVbCqDvfZnbviK393rtBjY1d85X12p+WhS0hIiIiIoHswERERCQkJNl51e2ih4n5pUR4HC8WMcuMb8DuMgHXc17qmZ2Y4wvZrqY9PRN8JPx7/1YnEU7GptzOKhaIuSo4cAIB1gGXrulvVsf16/W+F8//Ws+Sx8Vvh/Pbr9XerOswNXUxsbGJi4vj4+JIHMz4+npiYGBMba8tVR9sV0tcryc1uwGJmRvkGWBdgA9RbF6+Egu+mr+e3fnv6p/NX0irrmsTPpdMzikn5zMDQaFEF70T0nRPRd5rbeqgaAgAA1i6WrevzqxW/bZw/MKR9OrPgsXFgSPvbxvnPr1aYGzoGgzE5OanRaOY9GI1GMzk5yWAwbLnqPt8Z0t0rSc+qx0I+rXztdbAuwDrOsy4Hf4dxembmfk75t6d/ausa1Gg0Go1mXqkaGBodHh17sbiIpvBbusKPxxeUNVA7FgAArDksW9fvzhX+W/fS05kFhVLtsfF0ZuHfupd+d67Q3NDR6fSlpSVXa4/rWVpaotPptlx1O3aGdPRIUjLrsZiaVv76da9/8P7DP/72s9c+Cdzw1y/f/K9Dm3dG/Mb/3D+HxL4THv/ewRs+h+5sO5rmG5H5wcmc7ZGPfnvm8e/OPnH5ArRjy9N4YHnaruVpJ1hXsVAqloXucdC6UrJKL1xNV8zNLy4uTs8oktKKaF9FfRH+/Rfh39O+irr9oEQ+Pbu4uDgxNc24eBvECwA8HFusq31aPav03GifVlu1Lq1WO+fxaLVaum3W9fedoU97pclZnDv6QK3r/94R8j9Cj/+CHv2/Tt/4x6h7v7qa99qtsjfSGzbmiTYV93hVDm+pHXuLN/ObRuU/tbz4p3bt2x2v3u5cdufYwFP9c2IDcXkaA5anl+xcnqbauopXZF2sukb62ZuzirkXL16o1GrGxduob+HjRPQdlVr94sWL8Un5fsZVWGoEAE/GNutSzcx7brRPq2yxLmedobWD7da1Y1dYR680NZuHxdSM6tdvbPbZHfL7A4y/noz+LPonWsK9oOTc/ZllB580HK5sOV7fHdn47Fz72MWe6UsD87HPFn4c0VyWLsXJfnbnODj880a+mrg8jQHL0/N2Lk87y7pC7LeuqSn5lxEJPf3P1Gq1Wq0urOCimpX6kDk0LGnt6D8Vm4qmVNQ2onkahO0Rl5LtbQgAgHUDWBdYF1XYbl2f08K6+8cy8oRYTM+oXn9js19QyDdHGJHfX4qNv34t+W5qZm52IbO4qr6a18xt627pHep8JhuQyZ9NzY3OqGXzL8dV2smFV+4cl6U/v925TLx4MOiwPD0/P2/P8jT11sUtFkjFshA/u62LWc2/nJSj0hP708Mvwr8/GZOCpTS396LWlZRehCVGXEqGTzUCgMdi1bo+6lpqk6um55QeG21y1Udd1q1rdu2RG4wE51JXne3WtWv3/r6B8dyC5jx9zMyq39iwxcS6UjJzHxYyi6vqq3jN3Lbu5t6hjmeyfpl8aGpuZEYtnX85ptJOLLxy57DFumB5es6e5WkKrUugs64igWRQFuIXakvzeC4lPqjjt2Lm2NLeW1DWgE+pqm9CrSslqxRLfFxafzuj2N62AABYH9hiXaLJ+anZ1QpRrA+CsS1KZNj1MBgJyjPOFpy/Cl0STc5btS6NRjNNMTl7sWHYm0N15VgTVFat0WhsvHH67QkfHJwoLBIV6UOhUG/c6LnWZcugrW9cZV0CXrGAWySQDEodsK79jKtj45PmRLK9a2A/4ypqXZ09g1h6Z8/gyZgUu0cIAIB1gVXr+rBL2zI5Pzk7txqRG4wg2y426182x2xFkMBc3cusvdj2o0BcurOjZXL+wy6tVeuSU0h2EIIgQdmGlz5RjVTWb2jG0MjKsd26/P3Dn4knykpay0va0JhTLLy58S2wLo/FZdbFLRZwiviSQWnwbruty+9gtLldzW09fgej0Y8x5pfU4Xc9H5V+GZFgb1sAAKwP3Mm6yFwqNxhBgrOMrOtRIIJsjW5dJRF0gXVlByGU2pClhlxjXYH+Xw4PTVaWtrH0gVnXwSOMU99fiom/nqi3rqKqehavmaO3rj6ZXDw193xGLZl/OabSji+8cuf40Tbrom6Zd9Vw2fI0ldbFNbKuEFuaxxPwbeyMGQ6cuvZF+Pf+38RwG9tNdo2MSvczrtrbFgAA6wNbrKt5Ym5ixvmRG4z4xPBN0x8FItsuNs9NzKDWJbrog2yNFq1Gf/TRPDFni3VNUUV2EOITJSTdJYzCll+DsnG5o4LQRFy57CB9Tn0iaYq+Giqwy7qeD01WMdur9TGvWNi08a3dQSEHDjNOXrgUHX894fbd5Ae5mU+YT6rqK3nN9a3djT1D7UOyHql8YHLu2bR6ZO6lVKmVqV8Z4mn8VsPy9AcXnhp2PQhFAgqMs4WWGpV1Tvwg+fmfrFkXLE9P27M8TZl1cTHrKuSPDjhiXaFH4mRj48SDmZyaQhcWmVU84t6n3f3wMUYA8FisWtf29kW2eKznufPjfiDy3vcVpum8k+8htPtjPc/HbvsjCIKQ5XFusMVj29sXLVvXwsKCmCpS/ZB3z7BJdrDP+OnTU/0QxC9Vv6XbZJ95V1cy1Q8xqQNfKfvMu2iJVD9dSWpYWFiwa66rqrQdCxPruhR/PV5vXQVV9RW85rrWbmHPUNuQrFsq75+cG5pWP597KVFqpepXuijYjyAfnH+qf/k0/j0ECSjQvcwIxbZLA3Dpzg4brYu6Ccf1vzxNtXUVOW5dZy/faxC0Ev/90TcwhFpX38AQcW9heX1iSr69bQEAsD6wal0ftL2oGpR1PZM6Pe4FIO9eYJqmc068+96JWmnXM+mtPciue9JbexCybE6MqkHZB20vrFrXAFWk7Ea8I6vM7KyK9NZPYuxOMc1dFentHVlFVkPKbsQYfT60Emqw3boC/L98Jp6sKGmr1Ae6wrgC6yJzqYL9CLI/w8i6SgMQ5L0f+1dHuVxhXet/edpZ1rXXfusqLOfEJ+dNEhgbH+/tF/f2i8fGx4l7z/x4lyNst7ctAADWB7ZYF2tA2jEkcX5kfIEgX9wzTrznjyD+SUOSjiFJkh+6lxPxLoL4ZaxKlyQdQxLWgNQW6+qnjBQa4h3JIiSzIr0R/Q5WpDdCSzHNzIr09o5kkVVAXmUKTVcJNdhuXf57wofEE8yi1rLiNjRQ66IFhnx9mHHiwqVLV69fvXX39oPcBwXMAlZ9Obe5VtQt6B5qFcu6JPK+iTmxXD2seDk6r5WoXklUrySP9yPb4jnotiFK/ZEPzj99JVG9yghF/B/3n9+GvPdDv8Q0mxMj1jbromyV1wOWp91ohVE2NhF6JK6jq2+cQFpOWeKdR0PPnpukNwhav4m8Pg0/IAoAnoo7WZek9Mx7CPJeBFufwr7wLzgP01uXzs9WTbxW3bqM/Kq/v78/heYdycKbEyvSG7FgXf0pNATzqZRInYgZDCuFhpV1jXX5+YUPDk4UF7ZioZhVb9yw5T/8ggO/OXYg8hIj9vrZa6kxqTkJ2aXJxXXp1U253K4nLWJmp7RqYKr2maJhVMWTLQrGNcLJJeHkkvDhfmTr1Xx02xC9h7ciOx4uCSeXElBrIMnj3Dgx9Mrr6c+WrQuWp8X2LE875Wl6x6xLoVA8ZtafjL4jkUrHcNzOKEJXGEtZHHz68PORg6eu1fNbHWgIAID1gVXr8m1bKO8bbR9crag+/y+GdbD3jlcbdt3wQ75IxV6mfYEgyLvni53fpfK+Ud+2BcvWpVare6klmWYYBlpyb29vb2/FKf3qojeN5q1LTaYh3qcqevUZ9NuGvLrCuBQsKZmGbVKBWq228ca52y98YGCioED0RB+zs+oNG7b8zS844OCxr09FHYu5djox9VJKdvzDkltFtWmspmxOZ0HzYGmHpLJvki2erXuu5Ehe8MZe8se1/HEtP2sfsvVKLrptiB761g/oAi1/XHs1EPl7lvZqIEKWzYkRIX61qd26dVG2yusBy9PO+wyj3d8cgRKXlPPjzYcjo6NSPXW8lq9OJKTllklxDD0bPvPj3XvZZY61AgDA+sCqdb3ftlDW81zU77lR1vP8fRusq9vjsd26du0O7x8Yf/S4JV8fqHV9ujt4z8FjX56KOhJz7VRC6sU72VeySm4W1t6tbMps6HzUNFj0VFLWO8kanGUPK+tGXzTIXnLGtJwxLWes+D8R5D8ztfqXWs6YlpO5D0H2xY1pOWPauAB0b893WxEkoNgomzODMWiTdVE34bj+l6ep/5ZUTpFgJdY1MTkVl5RzMvpOe0eP1AyNLU+/O/3TncwSWFsEAA/HunW1LpR2Dzf3PvPYKO0efr/VinWpVKpOj0elUtl449y5e39v/3jOo+ac/BY00F8EWoF1abMvfIAgH3zH0xsP78o/4TxMb106P1s18Vp161r/y9NO+kUgR76bHs9jZn3okbgrt3JqOE1Dz4ZR2RoUPytn86KvPfgyIoFV17iS+gEAWB+AdYF1UYXt1vUFbX9P/3hmXjMW0zPq19/Y8u+7g/0OHN1/Mop+6dqJ+JQLydk/ZpZcL6i9U9GYXteRIxx43DZa3D1R1j9TOTRf/XyhRrJYK9UYgnvlN7jv6/qGa9j1QwDytwzsZdHfEAR570omvqxz4sjA0pvWrAuWp3vtWZ52zq9fDzry69cmyMYmCss5Z368G3okzv+bGL+D0fsZV6MSMpjV/Kkp+QorBwBgfWDVura1LhR3PmvsGfLYKO58ts0G63rq8dhuXZ/t2tfVN3Y/pzEtpwkN+Yz6tTe2/IW2l/b10X0nLn53KfH41ZRztx/GPihOLKi5VS68X/s0SzDwqHXkSddESd90mXiuclhdNfqiWvLSneNwv3ajDdbl6sVh1+NK6+IVC6RiWcielVoXHlhJBACAFOvWJVIXdgwJusQeG4UdQ9tEasvWpVQq2z0epVJp443zv3bue9o7duehMEUfU9OqX7+++c+79u766khoxMVvohKOXblz5lZWdHpRfD77JlOQWtOewevPaXn+uGO8sEdeMqAoG1JVPF+oHFl05zjUp93YZsW6YKK0056JUmdYl1AqloVSal0AAACkWLauz69WbG2Q726dfdI+6LGxu3V2a4P886sV5oaOwWCMjIzI5fJWD0Yul4+MjDAYDFuuuv/YGdbWI7uZKcBiclr1K7AuD8Z11lUC1gUAwOph2bruVnX4Jta9x5n2Eak8Nt7jTPsm1t2t6jA3dLGxsfHx8RKJROnBSCSS+Pj42NhYW666Tz8PFXVLEzJ4ifqYmFb98vXNf9q194uvjgRHXDx4MeHIlTuRSVlR6UVxj9g/MQXJ7PY0bn9W8/O8p+OPe+SF/YoSsYo5vFD2fNGd49s+7QYbrMvVi8Oux+XWNRbmD9YFAIDTsWxdCoXiDuvpjrjy350r9NjYEVd+h/XU8tBFR0czGAy6B8NgMKKjo2286v79s5DmLklcWkNcGgeNcbnyH1/z+uPOoM+/PLL3+Pdff59Av5x88kbWhftFP+ZVJ5bwb1W13eX0ZTQOZ7eNPeqaetw7WzigLB5Slzx74c5xsEezoe2VZetSwvK0PcvTTrCuEtS69tl4+QIAADiMVesCzAFD5zD//llIU9foj/fqsUCta8tnwd5hR30PR3145trH0Sl/Tsj+252SHZm1u/Ib/Uo7AqsHghtGw4QT+1tmvmyb/6pz4evuxQM9GneOHZ3aX3JUxOVpDFiebrVzeZp66+KXCKVDYF0AAKwGoA4OA0PnMP/+WXBz12jcvVosxuXz//japv/jv0L+r2DG//Ptpf9+8vr/uHD3Hy7n/uIG83/dq///Hjb/sqD7V8yhX1fJXquTv8ade12ofr355Rsi7Rutr9w5fslV/3NiA3F5GgOWp5V2Lk+DdQEAsIYBdXAYGDqH+dtnwa1do9fu12IxIZ//5Wub/sH7D//4289e+yRww1+/fPO/Dm3eGfEb/3P/HBL7Tnj8ewdv+By6s+1omm9E5gcnc7ZHPvrtmce/O/vE5QvQji1P44HlabuWp51iXTKwLgAAVgVQB4eBoXOYv38R3NE9eiejFoup6flfv74pICDg0KFDZ8+ejYuLu3nzZlpaWn5+fnl5eX19fVNTU0dHR39///DwsFQqnZiYkMvlM/ClSJ4HWBcAAGsYUAeHgaFzmJ07Q3p7JVlZ9VhMTytff90LrAuwClgXAABrGK2vL4TD4eqzt1bxo4UO9kmf5HKwmJ1RbngDrAuwDlgXAAAAANhB4O7Q4QFpxWMuFnOzyjc3gHUB1rHVuqZl05h11dfXg3UBAAAAnkmwX9jIoKzmCR+L+VnVpg2bzVlXXV0dZl3Pnj0D6/Jk7LSur02t6+TJk2BdAAAAgOcQsidMIpY1FAmwUCpUXhuNrOvGjRsm1vX06VOwLgCsCwAAAADsINR/n1Q8xi0WYgHWBdgIWBcAAAAA2EGY/z7Z0Bi/RIiFSqHaDNYF2AA81wUAAAAAdmCLdZl7rguepvdwqPgM44bNSoWKWyTgFgt4xQJesUAqlsGvXwMAAADrkjD/MKlYxtPf8njFAsvWBZ9hBDCsW9eiYpHUunJzc3/66SfMujhFfK4uBFKxLHQPWBcAAACwDgndEyYVy7hFAiyIz3XdvHkzPT0drAswYaXWFRkZ6bXBSzmraijkNRTyOIU8TiFPOigF6wIAAADWJaF7wqSDUo7+lscp5ClnVV76b444d+5cXFxcUlISWBdAxD7r+vbAt83NzRwOh2BdyvoCTn0Bp76AW1/AlQxIQ/xCXX1oAAAAAEA9IX6hkgEper9DQzmr9NrgFRgYiFrXlStX8NbV0NDQ1NTU2dkJ1gU4aF2VlZV5eXk3b948c+bMpje85meVtfn1tfn1tfkNtfkNQ13DSfG3gneHrLnYSwgr2WjECLY/cMVdPQKWjpfkYM2Hq/sMAQEB4aRIir811DWM3u/QmJ9VbtrgFRQURKfTL1y4cOXKlVu3bmVkZDx+/LiiogKsC8CwybpUctXM2My4dPzbA9+2tLRwuVwWi5Wfn3/79u1z585temPT/IySnVfHzqureVRX86iuta59qPPZSP8oxdFnWzha2/O+Ecej1xDD9oShIK42Ww7zOS5sHRlz42OlFceHxcFTAwEBAeHGMdT5rLW2vSavDov5GeWmN7yCg4OPHDny/fffX7169fbt2w8ePCgoKKisrORwOM3NzZ2dnQMDA8PDwzKZbHJyEqzLM7HJutTT6tnx2QnZxHcHvxOJRFwut7q6uqCgICUlJSoq6p133rlzK6WxoomdW+uUyKmtJkY2Lkgz5JitEMtQlV2DButhDeshG43Kh+xK/baFqMQiq7oyq7oiq7oiq6oiq6o8q6o8Ew0WPsqMQ59eVZ5VVZFVVZFVXZlVXfmwGtd0DdY9fLAeGvXWENk1LLL8Vdk1FoaIOKqEtvAHW135sBo9XutBOBBbTg0EBATEmovGiqY7t1LeeeedsLCwY8eOXbx4MSEhITk5OSsrq7CwsKqqisPhtLS0dHV1DQ4OPn/+fGxsDKzLY7HDuqbGpu7euXvgywPh+8JD9ob4+/l/9vfP/vzHP7/zL+9s8XprdEBSnVtbveLLtzrXgmDVVD00G9VooJJhQciya6uza7CqWA/ZrCx2JRqZ1RWEqDQTuDxV5Q+qyh9UlT1glT1glWWwyjIqmWRRmlFZml5Zmm6UWJbBKnvAQmuoyKzStZjFrsxis8iiEtdbnOWQ5X9YwzIZpWx0fIyHCDcaujHJqjG0ZXykFahQPrAehtHTdYatO012WqCtYWOFtl91DsRKLnKKal7RG83VXXLDsDJKNl5+VPxhdPOopupNZH4AKWjCsbNs+dRn11Zn1472S7Z4vbVxw0afrT4f/u7DP37yx0///dO//+ffd32xy9/PPyQoJDws/MCXB749+O3h7w4fPXz0+NHjJxgnTh4/eSriVOSJyPUcERSFyw+Euih8XLisXbZkXS/nXqpn1HOTc1PSKclzibhf3Nne2SRoqqmuKcgvuHP7ztHDRze94ZWSnNrT1MvOraMgcurYObW6yK5lo1f2Q1xkGcdD48iurc7WFTTUg6uwWl9h1cOaKtQwMtmVmezKTHbFg2osKh9gjsUmRkWmIWf5g6ryjKqyDFS5WMz0SixKjaKiNK2iNK1C517plcz0yrJ0VlkGqzyjqvxBla7dTHZlJpuFRlYNK6uGlYkPks7o8mfp82fVVGGhU1LT8akmjCo6GlW6FvVj8sBoTHQHi0WGpcANI5uVyUY7g3aA/NQQTzrx1BMj2/iMW6q5jp1j21VH7INxEFqxWLMtzTnWZwrfaHZEnXN75VaRQ3JhWLB/8gvDs8bKsYvK2sWWs/L6rXbeyl8kkr8JD2uqH9Z0C3tTbqdsemPT7l27jx87HvV9VGJ8YmpyanZmdnFhcU11jZAv7GjrGOwfHB0enRybVEwrVHOqRfWiZlGz9HLpZ+3Prg+NDUF5hY6Fy8dqxbGsXV5+SWpd4eE11TVL6iXNvGZhZmFucm5aOi17JnvW+6ynvUckEDVUN5QWlGbczbjyw5UDXx74xf/8RUpy6uiApInVQtFbt46dXae71g2yVVOVaRom+sVGI7uWnV1HFrVs/Y28KqumKrOGlVlT+YCtD70oGFIsRHXFg+qKjGqdZ6RXlaWzytJZzHQWM72SmWaIUkLod7HK0lll6VXlGVUVGYamWQ/YxqZVw8qsYT3QhVEfMD/TZ6vKMglTMWUTAh1bbDRYmUaHWZFRTYxy7KgzqsrTzUZFelVFRnVlRnXlAzYrk12VWVOVVVONPzukpxtvWji9rsqqrcrERVZtFcG89TXgzjj5H27zob9OyC3f0IpDlbttEN8jJiPpcM0ut4GV/yHCDRH+qqhyxoVhtRvOCHuHwo4wUhbbgrrKV9xnM//qq6nOqqnKqhGWNY30jabcTvnF//zFjv/ccfS7o2dPnr0cfTkpMSn9TvqjzEdlT8rqWfUtvJae1p6h7iHZkEwukc9NzC1ML2jmNUvqpZ/VPy8vLJuNF84PYqNqXDjWJdIKVRZDTQiT9FUeltWMxeVadm14eDiSk5OzP2z/0oslzbxmYXZBKVfOyGbGn4+PDIz0d/S3Nbbx6/isUtajh4/u3LwTczHmwJcHNr3h9ZbXW3du3Zmfmacspo1ijizmLYT9tTkScizm5uRzCntiThfUdcbqmJgJM0dkHOS75mwIM31z4OzgO+PYZWDzJWd9bJ1wkVNW7Qr74PIuuVXYcGXCcFkYNLuDkvop6ra5M56clLxl05Y3X9+04z920A/Qz544G30++trlayk/pWTdzXqS/YRVzOJV81r5rX1tfc/7no8Pj89IZ5RTyoWZBc2cZkllzbpWQTIs6xFRemyvE1+bcnl53mIoCYGl43uyLq1Lsxy+LzwpKQkpKyvbH7q/prpGo9K8ULxQyVWKccXk6KRELBnsHuwUdTZxm+pYdaUFpdkZ2UnXkmIuxny1/yu/XX5vvr7JKfHamxbDsTqtVquvnCSM8mxccVhrbtObptmMc650eDdZPha7D/bXb2789UZ9EOqx0h/TU2Bc7Zsbf71p4683bXzNECTDRcElZwjTVpx0kUO4f+CuB/Ir0OU9dN94k/jWNorXrf5lMF+tUVDfVXN/A//yyV92/X3XkQNHzh4/++OFH69EXUm6mpSWlJaXlleaV1rDrGmsaewQdgw+HRztH518PqkYU7hqTr8AAAYZSURBVCinlC9mXxisC7MTtcV5JqdaF9YHE+NR2mk8eIHDaptbXlYsL89aDMXysmJ5eU6fWYFLn8Ppl73+5/7xcrmupi48LLyhoQHp6em5desW7QtaTXXNS/XLBcXC3OScXCrXLTK29YgEIg6bU1FS8Tj7cVpK2o2EG7EXY0+fOH3kuyMHvzq4P3R/6N7QvQF7g/yDAvcEohHgFxDgF4C9NBt+xrE7MHB3YCAtMHBXYMCuQP+dgf67AgP0EUjTB5rNz4bAKqQFBtIMVQXsCgyg4SqkESo3CXOZySLATNhUfJdxJ/H9JO0YMWwcDX39/rtwg2zuiHA5/XcGGGIXuuG/Z6f/ni/893zhv2env//OAP+duPNF2iVCT/x3GscXgf5fBO75PND/c922/87AgJ2BATsDA3fpg3jibLkkzFxvgfr6A3bq2tI14UC1lpvbTTihVNVvezcsXPkrrNzqW371YyVDtCswQH81Gi7CXVRcGw73jcJYyRDhx8rqH8ldZt62tg+ghSYcvm5N6txl+udX3+GgvbuDQ/1Dvwr5+tCX9IhDJ89HfP/D+cvXfvjpTmJq5u2sgownlfmVnDKOqE7U09jzrOOZbFAmH5HPjc0tyBdeKl4uzS/9rPz55/mfdZYzp9eLeWPJsLzeR1yYMxcWyuJla8688ajMV2XSE5VxbTPLP08vv5paXpr8eWlqeWlq+dXU8qup5SVcvJIv/zy9vDyjy/zz/1+t+f3EUUVxvP+POzP3B5RiaSvBVlSU2tbyY2dnd+/M3ASWmd2QNpXEpia1Pqg8aNJCNzFmfTBREl9qE03TDpCgBB+MBBKDJIZIDKQVkw0sS9kZfJifu8vOD6pFks/DzJl7z/nec889Mw/zxBpjGR0lm40FHLnvsPLe3tO9KW2q51JPPp+fnJw8try8vLi4OD4+LhNZItKD7x8U/y5uPN5Y+3Nt5feVpV+X5n+en/1hVnuo3b93f+KricLnhTu374x+PHrr5q0b12+MXBu5euXqcG44l81l1WxWzaqKehCGbDKqmlGVQcWDqmQsuztsKISrGp8Zj5/MfsMOi4xH4aBNvc7AZR4sXGBCGsizbxVlUFEGFGWgasuCk2xttOrussmAxZCNY3HGqF78s+RfHuZcT1AnkOU5pM+QpZippuZpVG/1RDkOAWKeZdVHGm+W6gvDrA0nY4eu9vmkInRLqcc+s54zHqaZ+3ch/04efkX7i3Qxn+aGcsPZ4WtX3nl35PrN997/8IOPPhn99O7tu4XPvvj6y4l733z76LtHP07N/vLT/NLC0spvK2t/rG2sbxT/KpaKpZ2tnd3Srl7W9W3dKBvGdh1lwygbxo6Nz9/lO0GEmVi22Tb0kks0JV7PtjejZOglvbKl725Wnm5WdhtT2dIrJb1S0itbeqXK6FESRsNh/ywfEu2hRiVKRZrP5zVNm5mZOba+vr66urqwsKBpWqFQEFMiSZJUIiXwAt/H9/X0Xb54+cL5C91vdHe92tV5rvNsx9n2M+2n2063vdjWeqK1pbmluam5CTdhhDHCGGIMMYLIvIgAwBhgzGHEIshCwEDAAMCYFxAyELIIcRhz9sgwcBhzGFk+XRCLEIctbz4OuTpqBtTr95m7byBLHoYshgyGDAY2kMGQxVVL9gkXMRs1CYE1CfGAahJo7QWEHgtgIIgBi8D9cj0j5E6HIAYBgwCDQAyDGOZeqMW0g5iVKC/IJ1G+u4NYjFgMGQxiGHhCADP5bBSfQZl3wrkEVuC/jlsDDcREdRj1mP//cQ6mpzC8FWjW20EKI0zc/5qQy49USxzytBRotQib+uYAGOj0nICS46q6lukcOM5Z6DTzZ3ov2KpADHA2pmD3lgGQhZjDzfB4S9OJ1uMnT7Weeulke8eZl1/p6Hz9XFf3a+cvvnmp963e+Nu80Cuk4inCE1EQpaQkJ2WapFSgsiBLCUniJZGXRF4WE7KUoLJAaZLS1HMhSW0lVErIIi8RXiK8JCVkSTioEs/SRF4kcZLuJ6l+ku4n6X5C4sS0mMaUZRTNuCQuOk9No2gqcWSkKU1TShojHg3Gxsamp6fNT665ubl/AP/j0KpBvpqEAAAAAElFTkSuQmCC" alt="" />
(4)在Eclipse中使用JWPL jar包去访问*数据
示例代码1:显示页面信息
import de.tudarmstadt.ukp.wikipedia.api.Category;
import de.tudarmstadt.ukp.wikipedia.api.DatabaseConfiguration;
import de.tudarmstadt.ukp.wikipedia.api.Page;
import de.tudarmstadt.ukp.wikipedia.api.Title;
import de.tudarmstadt.ukp.wikipedia.api.WikiConstants.Language;
import de.tudarmstadt.ukp.wikipedia.api.Wikipedia; import static de.tudarmstadt.ukp.wikipedia.api.WikiConstants.LF; public class ShowPageInfo { public static void main(String[] args) throws Exception {
// 数据库连接参数配置
DatabaseConfiguration dbConfig = new DatabaseConfiguration();
dbConfig.setHost("localhost"); //主机名
dbConfig.setDatabase("wikidb"); //数据库名
dbConfig.setUser("root"); //访问数据库的用户名
dbConfig.setPassword("root"); //访问数据库的密码
dbConfig.setLanguage(Language.english);
// 创建Wikipedia处理对象
Wikipedia wiki = new Wikipedia(dbConfig);
String title = "Fruit";
Page page = wiki.getPage(title);
// wikipedia页面的title
System.out.println("Queried string : " + title);
System.out.println("Title : " + page.getTitle());
// 是否是消歧页面
System.out.println("IsDisambiguationPage : " + page.isDisambiguation());
// 是否是重定向页面
System.out.println("redirect page query : " + page.isRedirect());
// 有多少个页面指向该页面
System.out.println("# of ingoing links : " + page.getNumberOfInlinks());
// 该页面指向了多少个页面
System.out.println("# of outgoing links : " + page.getNumberOfOutlinks());
// 该页面属于多少个类别
System.out.println("# of categories : " + page.getNumberOfCategories());
StringBuilder sb = new StringBuilder();
// 页面的所有重定向页面
sb.append("Redirects" + LF);
for (String redirect : page.getRedirects()) {
sb.append(" " + new Title(redirect).getPlainTitle() + LF);
}
sb.append(LF);
// 页面的所述的所有类别
sb.append("Categories" + LF);
for (Category category : page.getCategories()) {
sb.append(" " + category.getTitle() + LF);
}
sb.append(LF);
// 指向该页面的所有页面
sb.append("In-Links" + LF);
for (Page inLinkPage : page.getInlinks()) {
sb.append(" " + inLinkPage.getTitle() + LF);
}
sb.append(LF);
// 该页面指向的所有页面
sb.append("Out-Links" + LF);
for (Page outLinkPage : page.getOutlinks()) {
sb.append(" " + outLinkPage.getTitle() + LF);
}
System.out.println(sb);
}
}
运行的部分结果:
Queried string : Fruit
Title : Fruit
IsDisambiguationPage : false
redirect page query : false
# of ingoing links : 4454
# of outgoing links : 811
# of categories : 10
示例代码2:显示类别信息
import de.tudarmstadt.ukp.wikipedia.api.Category;
import de.tudarmstadt.ukp.wikipedia.api.DatabaseConfiguration;
import de.tudarmstadt.ukp.wikipedia.api.Page;
import de.tudarmstadt.ukp.wikipedia.api.WikiConstants.Language;
import de.tudarmstadt.ukp.wikipedia.api.Wikipedia;
import static de.tudarmstadt.ukp.wikipedia.api.WikiConstants.LF; public class ShowCategoryInfo {
public static void main(String[] args) throws Exception {
//连接数据库的配置
DatabaseConfiguration dbConfig = new DatabaseConfiguration();
dbConfig.setHost("localhost");
dbConfig.setDatabase("wikidb");
dbConfig.setUser("root");
dbConfig.setPassword("root");
dbConfig.setLanguage(Language.english);
// 创建Wikipedia处理对象
Wikipedia wiki = new Wikipedia(dbConfig);
String title = "Towns in Germany";
// 创建类对象
Category cat = wiki.getCategory(title);
StringBuilder sb = new StringBuilder();
// 类别名
sb.append("Title : " + cat.getTitle() + LF);
sb.append(LF);
// 类别的父类信息
sb.append("# super categories : " + cat.getParents().size() + LF);
for (Category parent : cat.getParents()) {
sb.append(" " + parent.getTitle() + LF);
}
sb.append(LF);
// 类别的子类信息
sb.append("# sub categories : " + cat.getChildren().size() + LF);
for (Category child : cat.getChildren()) {
sb.append(" " + child.getTitle() + LF);
}
sb.append(LF);
// 类别下的所有页面
sb.append("# pages : " + cat.getArticles().size() + LF);
for (Page page : cat.getArticles()) {
sb.append(" " + page.getTitle() + LF);
}
System.out.println(sb);
}
}
运行的结果:
Title : Towns in Germany # super categories : 4
Towns by country
Commons category with local link same as on Wikidata
Populated places in Germany
Municipalities of Germany # sub categories : 16
Towns in Rhineland-Palatinate
Towns in Lower Saxony
Towns in Saxony
Towns in Mecklenburg-Vorpommern
Towns in Saxony-Anhalt
University towns in Germany
Towns in Schleswig-Holstein
Seaside resorts in Germany
Towns in Baden-Württemberg
Towns in Thuringia
Towns in Hesse
Towns in Saarland
Towns in North Rhine-Westphalia
Towns in Brandenburg
Spa towns in Germany
Towns in Bavaria # pages : 2
Oberreichenbach
Urfeld am Walchensee
【注】在最初程序运行的时候会报各种各样的debug错误提示,这是由于我们直接从下载的数据库脚本中恢复出的数据库中有各种信息的丢失,比如index,foreign key constraints等,此时,应按照提示的debug信息对相应的数据库表进行操作。比如我碰到的错误提示有:
DEBUG SchemaUpdate:226 - create index nameIndex on Page (name)
解决办法:直接按照提示在数据库中对表Page中的name列创建索引。
mysql> create index nameIndex on Page (name);
4. 资源
在此放上一些相关的资源,不包括*历史数据,因为数据量太大了。
使用JWPL操作*数据:https://yunpan.cn/cYvBsCxs79J8T 访问密码 749f
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XlsiF0cfaeEroDQ7gBAO0ggMu7o93Fou1Y5mo33+WdcmMTGEs3I9ykTSjfZZEXMKiLs/cUhBsAsKMEcHmvuU3a2l2gtZvr8k5rLN9YmjIuJV8oCLfYVtk3YGAXZ4/vu4/JNIQbABA6AVzeKe2mnYL5Lu8e42SOsbTQ8lkogjL/b4WAgVyceb7vApNpCDcAoB2E6fKu5C0XfQM6v70XAABoPSG6vKv946S/cLPfJHaixEO4AQDtJUSXdzWZxYobAACCoSTcL6gRdlsBAABUYaQAAACRA8INAAARA8INAAARA8INAAARA8INAAARA8INAAARA8INAAARA8INAAARA8INAAAR4/8y4Dtqltlt6QAAAABJRU5ErkJggg==" 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