使用limma、Glimma和edgeR,RNA-seq数据分析易如反掌

Charity Law1, Monther Alhamdoosh2, Shian Su3, Xueyi Dong3, Luyi Tian1, Gordon K. Smyth4 and Matthew E. Ritchie5

1The Walter and Eliza Hall Institute of Medical Research, 1G Royal Parade, Parkville, VIC 3052, Melbourne, Australia; Department of Medical Biology, The University of Melbourne, Parkville, VIC 3010, Melbourne, Australia
2CSL Limited, Bio21 Institute, 30 Flemington Road, Parkville, Victoria 3010, Australia
3The Walter and Eliza Hall Institute of Medical Research, 1G Royal Parade, Parkville, VIC 3052, Melbourne, Australia
4The Walter and Eliza Hall Institute of Medical Research, 1G Royal Parade, Parkville, VIC 3052, Melbourne, Australia; School of Mathematics and Statistics, The University of Melbourne, Parkville, VIC 3010, Melbourne, Australia
5The Walter and Eliza Hall Institute of Medical Research, 1G Royal Parade, Parkville, VIC 3052, Melbourne, Australia; Department of Medical Biology, The University of Melbourne, Parkville, VIC 3010, Melbourne, Australia; School of Mathematics and Statistics, The University of Melbourne, Parkville, VIC 3010, Melbourne, Australia

23 October 2018

Contents

1摘要

简单且高效地分析RNA测序数据的能力正是Bioconductor的核心优势。 RNA-seq分析通常从基因水平的序列计数开始,涉及到数据预处理,探索性数据分析,差异表达检验以及通路分析,得到的结果可用于指导进一步实验和验证研究。 在这篇工作流程文章中,我们通过分析来自小鼠乳腺的RNA测序数据,示范了如何使用流行的edgeR包载入、整理、过滤和归一化数据,然后用limma包的voom方法、线性模型和经验贝叶斯调节(empirical Bayes moderation)来评估差异表达并进行基因集检验。通过使用Glimma包,此流程得到了增进,实现了结果的互动探索,使用户得以查看单个样本与基因。 这三个软件包提供的完整分析突出了研究人员可以使用Bioconductor轻松地从RNA测序实验的原始计数揭示生物学意义。

2背景介绍

RNA测序(RNA-seq)已成为基因表达研究的主要技术。其中,基因组规模的多条件基因差异表达检测是研究者最常探究的问题之一。对于RNA-seq数据,来自Bioconductor项目(Huber et al. 2015)的 edgeR (Robinson, McCarthy, and Smyth 2010)和limma包 (Ritchie et al. 2015)提供了一套用于处理此问题的完善的统计学方法。

在这篇文章中,我们描述了一个用于分析RNA-seq数据的edgeR - limma工作流程,使用基因水平计数作为输入,经过预处理和探索性数据处理,然后得到差异表达(DE)基因和基因表达特征(gene signatures)的列表。Glimma包(Su and Ritchie 2016)提供的交互式图表可以同时呈现整体样本和单个基因水平的数据,使得我们相对静态的R图表而言,可以探索更多的细节。

此工作流程中所分析的实验来自Sheridan等(2015)(Sheridan et al. 2015),由三个细胞群组成,即基底(basal)、管腔祖细胞(liminal progenitor, LP)和成熟管腔(mature luminal, ML)。细胞群皆分选自雌性处女小鼠的乳腺,每种都设三个生物学重复。RNA样品分三个批次使用Illumina HiSeq 2000进行测序,得到长为100碱基对的单端序列片段。 本文所描述的分析假设从RNA-seq实验获得的序列片段已经与适当的参考基因组比对,并已经在基因水平上对序列进行了统计计数。在本文条件下,使用Rsubread包提供的基于R的流程将序列片段与小鼠参考基因组(mm20)比对(具体而言,先使用align函数(Liao, Smyth, and Shi 2013),然后使用featureCounts (Liao, Smyth, and Shi 2014)进行基因水平的总结,利用其内置的mm10基于RefSeq的注释),

这些样本的计数数据可以从Gene Expression Omnibus (GEO)数据库 http://www.ncbi.nlm.nih.gov/geo/使用GEO序列登记号GSE63310下载。更多关于实验设计和样品制备的信息也可以在GEO使用该登记号查看。

3初始配置

library(limma)
library(Glimma)
library(edgeR)
library(Mus.musculus)

4数据整合

4.1读入计数数据

为开始此分析,从https://www.ncbi.nlm.nih.gov/geo/download/?acc=GSE63310&format=file在线下载文件GSE63310_RAW.tar,并从压缩包中解压出相关的文件。下方的代码将完成此步骤,或者您也可以手动进行这一步并继续后续分析。

url <- "https://www.ncbi.nlm.nih.gov/geo/download/?acc=GSE63310&format=file"
utils::download.file(url, destfile="GSE63310_RAW.tar", mode="wb")
utils::untar("GSE63310_RAW.tar", exdir = ".")
files <- c("GSM1545535_10_6_5_11.txt", "GSM1545536_9_6_5_11.txt", "GSM1545538_purep53.txt",
"GSM1545539_JMS8-2.txt", "GSM1545540_JMS8-3.txt", "GSM1545541_JMS8-4.txt",
"GSM1545542_JMS8-5.txt", "GSM1545544_JMS9-P7c.txt", "GSM1545545_JMS9-P8c.txt")
for(i in paste(files, ".gz", sep=""))
R.utils::gunzip(i, overwrite=TRUE)

每一个文本文件均包含一个给定样品的原始基因水平计数。需要注意的是,我们的分析仅包含了此实验中的basal、LP和ML样品(请查看下方相关文件名)。

files <- c("GSM1545535_10_6_5_11.txt", "GSM1545536_9_6_5_11.txt",
"GSM1545538_purep53.txt", "GSM1545539_JMS8-2.txt",
"GSM1545540_JMS8-3.txt", "GSM1545541_JMS8-4.txt",
"GSM1545542_JMS8-5.txt", "GSM1545544_JMS9-P7c.txt",
"GSM1545545_JMS9-P8c.txt")
read.delim(files[1], nrow=5)
##    EntrezID GeneLength Count
## 1 497097 3634 1
## 2 100503874 3259 0
## 3 100038431 1634 0
## 4 19888 9747 0
## 5 20671 3130 1

尽管这九个文本文件可以分别读入R然后合并为一个计数矩阵,edgeR提供了更方便的途径,使用readDGE函数即可一步完成。得到的DGEList对象中包含一个计数矩阵,它的27179行分别对应唯一的Entrez基因标识(ID),九列分别对应此实验中的每个样品。

x <- readDGE(files, columns=c(1,3))
class(x)
## [1] "DGEList"
## attr(,"package")
## [1] "edgeR"
dim(x)
## [1] 27179     9

如果来自所有样品的计数存储在同一个文件中,数据可以首先读入R再使用DGEList函数转换为一个DGEList对象。

4.2组织样品信息

为进行下游分析,与实验设计有关的样品水平信息需要与计数矩阵的列关联。这里需要包括各种对表达水平有影响的实验变量,无论是生物变量还是技术变量。例如,细胞类型(在这个实验中是basal、LP和ML),基因型(野生型、敲除),表型(疾病状态、性别、年龄),样品处理(用药、对照)和批次信息(如果样品是在不同时间点进行收集和分析的,记录进行实验的时间)等。

我们的DGEList对象中包含的samples数据框同时存储了细胞类型(group)和批次(测序泳道 lane)信息,每种信息都包含三个不同的水平。需要注意的是,在x$samples中,程序会自动计算每个样品的文库大小,归一化系数会被设置为1. 为了简单起见,我们从我们的DGEList对象x的列名中删去了GEO样品ID(GSM*)。

samplenames <- substring(colnames(x), 12, nchar(colnames(x)))
samplenames
## [1] "10_6_5_11" "9_6_5_11"  "purep53"   "JMS8-2"    "JMS8-3"    "JMS8-4"    "JMS8-5"
## [8] "JMS9-P7c" "JMS9-P8c"
colnames(x) <- samplenames
group <- as.factor(c("LP", "ML", "Basal", "Basal", "ML", "LP",
"Basal", "ML", "LP"))
x$samples$group <- group
lane <- as.factor(rep(c("L004","L006","L008"), c(3,4,2)))
x$samples$lane <- lane
x$samples
##                              files group lib.size norm.factors lane
## 10_6_5_11 GSM1545535_10_6_5_11.txt LP 32863052 1 L004
## 9_6_5_11 GSM1545536_9_6_5_11.txt ML 35335491 1 L004
## purep53 GSM1545538_purep53.txt Basal 57160817 1 L004
## JMS8-2 GSM1545539_JMS8-2.txt Basal 51368625 1 L006
## JMS8-3 GSM1545540_JMS8-3.txt ML 75795034 1 L006
## JMS8-4 GSM1545541_JMS8-4.txt LP 60517657 1 L006
## JMS8-5 GSM1545542_JMS8-5.txt Basal 55086324 1 L006
## JMS9-P7c GSM1545544_JMS9-P7c.txt ML 21311068 1 L008
## JMS9-P8c GSM1545545_JMS9-P8c.txt LP 19958838 1 L008

4.3组织基因注释

我们的DGEList对象中的第二个数据框名为genes,用于存储与计数矩阵的行相关联的基因水平的信息。 为检索这些信息,我们可以使用包含特定物种信息的包,比如小鼠的Mus.musculus(Bioconductor Core Team 2016b)(或人类的Homo.sapiens (Bioconductor Core Team 2016a));或者也可以使用biomaRt 包 (Durinck et al. 2005, 2009),它通过接入Ensembl genome数据库来进行基因注释。

可以检索的信息类型包括基因符号(gene symbols)、基因名称(gene names)、染色体名称和位置(chromosome names and locations)、Entrez基因ID(Entrez gene IDs)、Refseq基因ID(Refseq gene IDs)和Ensembl基因ID(Ensembl gene IDs)等。biomaRt 主要使用Ensembl基因ID进行检索,而由于Mus.musculus包含多种不同来源的信息,它允许用户从多种不同基因ID中选取检索键。

我们使用Mus.musculus包,利用我们数据集中的Entrez基因ID来检索相关的基因符号和染色体信息。

geneid <- rownames(x)
genes <- select(Mus.musculus, keys=geneid, columns=c("SYMBOL", "TXCHROM"),
keytype="ENTREZID")
head(genes)
##    ENTREZID  SYMBOL TXCHROM
## 1 497097 Xkr4 chr1
## 2 100503874 Gm19938 <NA>
## 3 100038431 Gm10568 <NA>
## 4 19888 Rp1 chr1
## 5 20671 Sox17 chr1
## 6 27395 Mrpl15 chr1

与任何基因ID一样,Entrez基因ID可能不能一对一地匹配感兴趣的基因信息。在处理之前,检查重复的基因ID和弄清楚重复的来源非常重要。我们的基因注释中包含28个匹配到不同染色体的基因(比如基因Gm1987关联于染色体chr4chr4_JH584294_random,小RNA Mir5098关联于chr2chr5chr8chr11chr17)。 为了处理重复的基因ID,我们可以合并来自多重匹配基因的所有染色体信息,比如将基因Gm1987分配到chr4 and chr4_JH584294_random,或选取其中一条染色体来代表具有重读注释的基因。为了简单起见,我们选择后者,保留每个基因ID第一次出现的信息。

genes <- genes[!duplicated(genes$ENTREZID),]

在此例子中,注释与数据对象中的基因顺序是相同的。如果由于缺失和/或重新排列基因ID导致其顺序不一致,可以用match来正确排序基因。然后将基因注释的数据框加入数据对象,数据即被整洁地整理入一个DGEList对象中,它包含原始计数数据和相关的样品信息和基因注释。

x$genes <- genes
x
## An object of class "DGEList"
## $samples
## files group lib.size norm.factors lane
## 10_6_5_11 GSM1545535_10_6_5_11.txt LP 32863052 1 L004
## 9_6_5_11 GSM1545536_9_6_5_11.txt ML 35335491 1 L004
## purep53 GSM1545538_purep53.txt Basal 57160817 1 L004
## JMS8-2 GSM1545539_JMS8-2.txt Basal 51368625 1 L006
## JMS8-3 GSM1545540_JMS8-3.txt ML 75795034 1 L006
## JMS8-4 GSM1545541_JMS8-4.txt LP 60517657 1 L006
## JMS8-5 GSM1545542_JMS8-5.txt Basal 55086324 1 L006
## JMS9-P7c GSM1545544_JMS9-P7c.txt ML 21311068 1 L008
## JMS9-P8c GSM1545545_JMS9-P8c.txt LP 19958838 1 L008
##
## $counts
## Samples
## Tags 10_6_5_11 9_6_5_11 purep53 JMS8-2 JMS8-3 JMS8-4 JMS8-5 JMS9-P7c JMS9-P8c
## 497097 1 2 342 526 3 3 535 2 0
## 100503874 0 0 5 6 0 0 5 0 0
## 100038431 0 0 0 0 0 0 1 0 0
## 19888 0 1 0 0 17 2 0 1 0
## 20671 1 1 76 40 33 14 98 18 8
## 27174 more rows ...
##
## $genes
## ENTREZID SYMBOL TXCHROM
## 1 497097 Xkr4 chr1
## 2 100503874 Gm19938 <NA>
## 3 100038431 Gm10568 <NA>
## 4 19888 Rp1 chr1
## 5 20671 Sox17 chr1
## 27174 more rows ...

5数据预处理

5.1原始数据尺度转换

由于更深的测序总会产生更多的序列,在差异表达相关的分析中,我们很少使用原始的序列数。在实践中,我们通常将原始的序列数进行归一化,来消除测序深度所导致的差异。通常被使用的方法有基于序列的CPM(counts per million)、log-CPM、FPKM(fragments per kilobase of transcript per million),和基于转录本数目的RPKM(reads per kilobase of transcript per million)。

尽管CPM和log-CPM转换并不像RPKM和FPKM那样考虑到基因长度区别的影响,但在我们的分析中经常会用到它们。虽然也可以使用RPKM和FPKM,但CPM和log-CPM只使用计数矩阵即可计算,且已足以满足我们所感兴趣的比较的需要。假设不同条件之间剪接异构体(isoform)的使用没有差别,差异表达分析研究同一基因在不同条件下的表达差异,而不是比较多个基因之间的表达或测定绝对表达量。换而言之,基因长度在我们感兴趣的比较中始终不变,且任何观测到的差异是来自于条件的变化而不是基因长度的变化。

在此处,使用edgeR中的cpm函数将原始计数转换为CPM和log-CPM值。其中,在进行对数转换前会给所有基因的计数加上2,以避免对零取对数,且可减小低表达基因之间的差异。 如果可以提供基因长度信息,可以使用edgeR中的rpkm函数计算RPKM值,就像计算CPM值那样简单。

cpm <- cpm(x)
lcpm <- cpm(x, log=TRUE, prior.count=2)

5.2删除低表达基因

所有数据集中都混有表达的基因与不表达的基因。尽管我们想要检测在一种条件中表达但再另一种条件中不表达的基因,也有一些基因在所有样品中都不表达。实际上,这个数据集中19%的基因在所有九个样品中的计数都是零。

table(rowSums(x$counts==0)==9)
##
## FALSE TRUE
## 22026 5153

我们应当忽略在任何条件都没有表达到具有生物学意义的程度的基因,这样可以减小基因的子集而保留感兴趣的基因,且可以减小下游在进行差异表达测试时的计算量。 通过检查log-CPM值,可以看出每个样本中很大一部分基因都是不表达或低表达的(如下图中A部分所示)。在此使用CPM值为1作为标准(相当于log-CPM值为0),将表达量高于此阈值的基因看作表达,反之看作不表达。我们只保留在至少一个组(或者至少在整个实验的三个样品中)表达的基因用于下游分析。

尽管任何合理的值都能用作表达的阈值,一般我们在分析中使用CPM值为1,因为它对于大多数数据集都能很好地分隔表达的基因与不表达的基因。在这里,CPM值为1意味着如果一个基因在测序深度最低的样品中(JMS9-P8c, 序列数量约2千万)有至少20个计数,或者在测序深度最高的样品中(JMS8-3,序列数量约7.6千万)有至少76个计数,那么它是“表达的”。如果测序的序列片段是在外显子水平而不是基因水平统计的,且/或实验的测序深度很低,可能需要考虑更低的CPM阈值。

keep.exprs <- rowSums(cpm>1)>=3
x <- x[keep.exprs,, keep.lib.sizes=FALSE]
dim(x)
## [1] 14165     9

使用这个标准,基因的数量减少到了开始时数量的大约一半(14165个基因,下图B部分)。需要注意的是,从整个DGEList对象中取子集不仅会删除基因计数,同时也删除了相关的基因信息。下方给出的是绘图所用代码。

library(RColorBrewer)
nsamples <- ncol(x)
col <- brewer.pal(nsamples, "Paired")
par(mfrow=c(1,2))
plot(density(lcpm[,1]), col=col[1], lwd=2, ylim=c(0,0.21), las=2,
main="", xlab="")
title(main="A. Raw data", xlab="Log-cpm")
abline(v=0, lty=3)
for (i in 2:nsamples){
den <- density(lcpm[,i])
lines(den$x, den$y, col=col[i], lwd=2)
}
legend("topright", samplenames, text.col=col, bty="n")
lcpm <- cpm(x, log=TRUE, prior.count=2)
plot(density(lcpm[,1]), col=col[1], lwd=2, ylim=c(0,0.21), las=2,
main="", xlab="")
title(main="B. Filtered data", xlab="Log-cpm")
abline(v=0, lty=3)
for (i in 2:nsamples){
den <- density(lcpm[,i])
lines(den$x, den$y, col=col[i], lwd=2)
}
legend("topright", samplenames, text.col=col, bty="n")
aaarticlea/png;base64,iVBORw0KGgoAAAANSUhEUgAABaUAAAKUCAIAAACbp8PuAAAABGdBTUEAALGPC/xhBQAAACBjSFJNAAB6JgAAgIQAAPoAAACA6AAAdTAAAOpgAAA6mAAAF3CculE8AAAABmJLR0QA/wD/AP+gvaeTAAAACW9GRnMAAAAMAAAAQQBEigjxAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAAB3RJTUUH4gsCCy4TyW1OoAAAAAl2cEFnAAAGAAAAAwAAdEQ2agAAgABJREFUeNrs3Xl8FPX5B/Bnjj1z30tCAgvhCjfIKSoGuUSLB6j1rrX9qa0nKmqtirUebam1xba2taaKGlC8DYhiRBAQMCA3BEJC7jvZ7L07M78/JtldcrHJbjJh9/N++ccc35n5zphkHp75HowkSQQAA9i33357ySWXtNv43HPP/eY3v+m3OsTFxTU1NflZWKfTpaSkzJgx47rrrrv66qsZhum3eg4cq1evfvjhhz2riYmJtbW1SlcKAAAgICNGjDh58mT3ZRiGiY2NTUpKmjZt2rx582644QadTtd3VTp8+PC4ceN6d+wzzzzz9NNPE9Hbb7998803++5yu90cx3lWX3nllQceeMCzGhsb29jY2Hc3dR7pn4AHYRX0Gqt0BQDgHN5+++2OG999912l69Ulm81WXFy8bt26a6+9dtasWeXl5UrXCAAAAPqJJEmNjY0nTpx4++2377jjjvT09H/84x9KVwoAwhTyHQADmtPpfP/99ztuP3z48KFDh5Su3bl9//33c+bMwTeQoJs8eTLj48EHH1S6RgAAAJ2or6+/5557brnllpBvVI5X8/kL/+9CGPIdAAPaxo0bGxoaOt2Vm5urdO38Ulxc7NsEEQAAAMLN2rVrn3nmGaVrAQBhh1e6AgDQnU47s8hyc3Ofe+45RWql1WpHjx7dbqMkSbW1tVVVVaIottv11ltvPf/88ykpKYrUFgAAAPoCz/Mdx84wmUxnzpxxu93ttr/44os///nPMzIy+rpWCQkJ6enp/pQ0GAz99agAQBnIdwAMXC0tLZ999llXe0+dOrVnz55p06b1f8UyMzP37dvX6S673f7aa689+uijTqfTs9Hlcn399dc//elP+7+qAAAA0EcSExM7jQdcLtf777//yCOP+I7h5XQ6c3NzH3300b6u1fLly3s6YsjMmTP/85//+G5hWbSCBwgFyHcADFwbNmyw2WyeVZ1Ox/N8S0uLZ0tubq4i+Y5uaLXa+++/v7y8/I9//KPv9vNitBEAAAAInEql+ulPf5qZmTl9+nTf7Xv37lW6ap0bPnz48OHDla4FAAQf8h0AA1e7zixXXHGFWq323bhu3bo//vGPA/ATxMKFC9vlO7qazra8vPztt9/+8ccfS0pKSkpKamtrDQbD4MGD09PTL7jgghtuuCEtLc23/LJlyzZs2OBZzczMLCwsbHfOQYMGVVVVeVavvvrqDz74wLfAli1bLrvsMt8tX3311bx583p6mzt37szJydm6dWtpaalWqx06dOjVV1/9f//3f0lJSX6eoae3v2XLFrnJT7tZb7Zu3SqPrXXppZf+5Cc/CfAqAAAAgZs2bdqQIUNKSko8Wwbs+OWBTDfbu1czEeXn53/00Udbt26trKxsampKTExMS0ubP3/+8uXLJ02a1Om17r777n/+85+e1ZkzZ+7cuZOIGhoaXnzxxS+++OLEiRM7duyYPHly4NfyFXjA4w+EVdAnJAAYkCorK30nfiei999//5NPPmn3K7x169Z+qExsbKzvRceNG9d9+R9//LFdPVetWtWujMPhWLlyJc93l3VVq9WPPfaY2+32HPWvf/2rXZnq6mrf0/rGVbLU1NR2l/7973/vW0Cv19vt9h49kMbGxptuuqnTOhsMhq1bt/7pT3/y3ZiYmBiU23/xxRe7/5P+8MMPB34VAACATmVmZrZ75fWo/M9+9rOgV6ljA9K77rqrpyf5y1/+4nuG2NhY/wv09NUsSdKRI0fmzp3bzSE33nhjVVVVx3reddddvsVmzpwpSdLu3bvj4uI8G/fu3RuUa8kCD3j8gbAK+s6A+ywMALJ3331XEATPamRk5OWXX75w4cJ2qYd3331X6Zp2orq6ut2WoUOH+q4KgrB8+fKXXnqp43hmvpxOpzy8mWfLwoUL25WRv2x4fP/99+0KVFRUVFRUdFPm0ksv1Wg0/t9dQ0PDvHnzuhpKtqqq6sorrzx69Gg3Z+j17fdI/1wFAACgU0eOHDl16pTvlkWLFildKeVt37599uzZ33zzTTdl3nnnnQsvvPD06dPnPNuJEycWLlzYVWuUAK8VeMDjD4RV0KeQ7wAYoNr93V+6dKlOp1Or1VdddZXv9vfff7/7P7uK2Lhxo++qWq1u13/k73//e8e2Kl353//+9+WXX8rLGRkZ7aaG2bFjh+/q7t27O56h3cZ2+Y6ehl833nhjQUFBNwVMJtPrr7/eTYFe336P9M9VAAAAOvriiy+WLl0qSZJny6RJk6699lql66Ww8vLypUuXdtXJ19epU6cWLVrkO45bpx566KGukh2BXyvwgMcfCKugT2H8DoCB6Pjx4z/88IPvluuvv96zkJOT49leV1f31VdfDZwPJi6X65///Off//5334033XRTamqqZ1WSpJdeesm3gFarvf7666dMmRIXF1dfX79x48bNmzf7Fnjrrbfmz58vLy9cuPDYsWOeXeds30FEu3fv9uSJSkpK2jU/6dHTe+ONN7744ot2GzMzMy+66CKWZbdv3378+PHuzxDI7a9cuXLlypVENHny5P3793sKPPDAAy+//HKwrgIAAOCPurq6juOmWyyWM2fOWCwW341Dhgz5/PPP23XU7SMbNmw458CoQ4YMef/994NyOf9fzUR09913NzQ0+G658847ly1blpaWVlhY+Le//S0/P9+z68SJE0899VS7AdF8HTp0yGw2d7U3wGsFHvD4A2EV9DmlO9QAQCd++9vf+v6exsbGOhwOeZfL5UpISPDde9ttt/V1fdp1otFqtRd0MHXq1CFDhnTs0zh16tTGxkbfs3VMSeTl5bW7YrtunJMmTfLsysvLa1cZp9Mp73K73Xq9vuMfunnz5nkOX7dune+uYcOG+f8cRFEcOXJku5M/88wzvmU6HUHWt6NpgLcvaze62AMPPNCuQFCuAgAA4KvdeBx+uvzyy2tra/uoSr2bAG706NG+Jwlk/A6Pc76ajx49yjCMb5m//vWv7cr84he/8C2g1+ubmpo8e9uN3yEbNWrUunXrjh8/brPZqqqq5CHJArxWUAKec0JYBf0A/VkABqJ33nnHd/Xqq69Wq9XyMs/z11xzje/eDz/80OFw9Gf17Hb73g5++OGHkpIS3841DMPccMMNX375Zbt0yeHDh31Xhw0btnjx4naXmDp1qu9qfX29Z/mSSy7xHW7Dbrfv27dPXj506JDVapWXfWOyPXv2SG1NagPpzLJ169YTJ074brn33nuffvpp3y0PP/zwo48+2s1JArx9P/XPVQAAALrHMEx2dna7TzXh6Y033pB8OvhMmDDhV7/6Vbsyq1ev9n1WVqv1rbfe6uacM2fOPHDgwHXXXTdy5EitVpuSkiLHSAFeKygBzzkhrIJ+gHwHwICza9euduN7eTqzdLpqMpnaNXkYCBiGef311999913fMcNl1113XZWPjo1O7Xb7p59+6rvF952t1+svuugi372eLi2+uYwlS5YMGzbM84g8XWDa5Ts6DoDaja+//tp3VaPRyM0g23nooYd0Ol1XJwnw9v3UP1cBAADoniRJDz/88Pz58/0ZSCK0bdu2zXf1yiuv7NhyISoqqt10Ku1ij3ZeeeUVzyexIF4rKAHPOSGsgn6A8TsABpx2I5UmJCTMmzfPd8vcuXOTk5Nramo8W3Jzc6+++mqlK34WSZJ+/vOff/755//4xz/aTZweERERERHhu8Xtdp84ceLgwYOHDx8+dOjQ7t27202E3s7ChQu/+uorz+qOHTvuv/9+OjuXMXv27Orq6qKiInl19+7dY8aMcbvdvmNiqVSq7Oxs/2+qXa5k5syZnU6xnpSUNGfOnK7GqQr89v3RP1cBAADwx5YtW6688srNmzcH8s/j85okSe2GZisoKHjwwQc7liwrK/NdbTdOmS+9Xj99+vS+uFZQAp5zQlgF/QD5DoCBxe12r1+/3nfLsmXL2g2KwXHcsmXLfMcE/fTTT81mc2RkpNLVP4skSRs2bCgvL9+xY0e7TqSygwcPfvLJJ19++eXOnTudTqf/Z164cOEjjzziWfVM0eI7D8usWbPKyspyc3M9u2677bYDBw74Dj8+Z86cHj003xwTEXnaj3RkNBrPebZe336P9M9VAAAgDBkMhsrKyo7ba2trT548+corr/iOmbV9+/aVK1f+9a9/7eta3XXXXf/4xz+UfjbtNTc3t3sLb9y4sd18dp2qqqpyOBy+PXk9uopDAr9WcAOeriCsgn6AfAfAwPLll1+2++u/adOmjoOf19XV+a7abLZPPvnkxhtv7J9Kjhs37uDBg+02ulyusrKyjz766KmnnvIdLXzXrl0HDx6cMGGCb+GmpqbHH3/8tdde611jv/Hjx6emplZUVMirZWVlZWVlsbGxR44ckbekpaWlp6f7fvSQUyGBdGaRq+276jvpTDvp6endnyeQ2/e/tv1wFQAAgHaSkpKSkpJmzZoVFRX1n//8x7P93//+9xNPPGEwGJSuoAK6mjXWz2M7fWhdfbMJ/FrBCni6h7AK+gHyHQADS7vOLERUUlJSUlJyzgPffffdfst3dEqlUhmNxgcffFClUt17772+u9rlOyRJWrp06bffftvuDCzLZmZmTps2bf78+ZWVlY8//ng3l1uwYIHvvLw7duxISkoSRVFenTVrFhFNmTKF4zhBEIjoxx9/dDgcgQxWSh0Ci3bz2vpql7TyFZTbP6f+uQoAAEA3Hn30Ud98h91u37x586233qp0vRSgUql6faxnLPZ+u1ZQAp5zQlgF/QDjlQIMIFar9aOPPurdsV988UUg6fwgWrp0abstBw4c8F39z3/+0+6FsXTp0o0bNzY1NR0/fnzt2rW33XZbx3lt22nXNGPHjh2+nVlmz55NRHq9fty4cfIWl8u1f/9+33yHwWBo1+rknNoNROIZHKSjdiPOBv32z6l/rgIAANCN4cOHcxznu6WwsFDpSimj4ww1n332mZ8TanbT0aOPrhWUgOecEFZBP0C+A2AA+eijjywWS++OdblcH3zwgdJ3QNRZc8R2vW/azSZzxRVXfPTRR4sWLYqKivJsPHnyZPdXmT9/vu9I4zt37vTNZcjtO4jItyvQ5s2bjx8/7llduHBhp6OKdGPKlCm+q7t27aqtre1YrLm52TOkSEdBuf1z6p+rAAAAdKOiokJuZenRbjV86HS6QYMG+W45evTogL1WUAKe/rkKwiroHvIdAANIx84sPfLuu+8qfQdERC6Xq90W3yFCicgzNaxs5syZ7cq3tLR8+OGH3V8lISHBd57zffv2fffdd/KyRqOZPHmyvOw7hEe7Lpc97cxCRBdffLHvqtVq/eMf/9ix2F/+8pduZt0Lyu2307EraV9cBQAAoEfefPPNdlu6GaMhxHR8NbeLIrZu3drpgU6ns9mHyWTqxdUDvFZQAp6eVhJhFfQF5DsABoq6urrNmzf7brn77ru7b3N4xx13+JbPz8+vqqpqd9oNGzbcfbbTp0/36Y04HI52W9rlO5qbm31Xt27d6vtesdvtv/71r/3pDurbpcXlcnkOmTJlimcYc998h+88YSzLzp8/v6e3tnjx4pSUFN8tq1ev/tOf/uS75dVXX33uuee6OUmwbt+X3W7vh6sAAAD4yWw2v/DCC88880y77e2mge//KKXfdHw1L1u2zHf1s88+++qrr9qVEUXxyiuvjPXRu+FOArxWUAKec0JYBf0AvYwABop169a53W7fLVdddVX3hyxduvS///2vZ1UUxffee6/dWKG7du365z//6bvl9ttvD2TysF5ol+9IT0/3nb7uyy+/vOyyy6655pqoqKjjx49/8MEH7ZLoXVm4cGGnr0B58A7Z2LFj9Xp9x4G+Lrjggo69W89JpVLdd999v/nNbzxbRFF85JFHcnJy5syZwzDMjh072g1W0lFQbr/dvHS7du1yOp1qtTroDxkAAKArdXV1HaeQkySptra2rKzMM4i4x4wZM7Kysny3DIQoJVjO+Wq++uqrhw8f7jsUxRVXXLFixYpFixalpaVZLJZ9+/b9/e9/9+2fyzDMihUrelGZAK8VlIDnnBBWQX/wc+gaAOhrniEnZDExMU6ns/tDrFarTqfzPWr27Nntyjz88MPtfut37drV07rFxsb6nmHcuHHdFBYEod24GBdeeKFvgY5fe84pKSmp44VcLldMTEzHwu+//75vsQsvvLBjmaeeeqp3/5ucTqdnDFT/JSYmBvf2O87Fk5ycPH78+Oeeey64DxkAAMAjMzOzpy8XD5VK1TECCTxKOXToULsz3HXXXT29r7/85S++Z4iNje1pAcmPV7MkSVu3bm03gGv3fv3rX/te4q677vLdO3PmzG5uKsBrBR7w+ANhFfQ19GcBGBBOnz69c+dO3y1XXHHFOacT0+l07Tpl7Ny505/Ja/sUy7LtJhhrN0rWfffdl5yc3M0Z4uPj203oVVtb23GWMp7n2zWLlbXLHPl2afFoN72L/1Qq1SeffDJ48ODun0CnSZYg3n67eySimpqagwcPejq4BushAwAABE6lUr311lszZsxQuiJ96JyvZiK6+OKLX3vtNT/TELfeemu7PEuPBHitwAMefyCsgr6GfAfAgNBxpNJzdmaRtZv8VZKkdevWKX03NGnSJN/VhoaGZ5991rMaFxe3adOmESNGdHrsnDlzduzY0THRLn+uabexY9oiIyOj3VhoHfMdsbGxgYRcRqNx27Ztl156aad7IyMjc3Jyrr766q4OD8rt33333d3fQhAfMgAAQCCmTZv2/fffX3/99UpXpG+d89Us+/nPf75x48aRI0d2UyYrK+vNN9/83//+16MGGkG/VoABj58QVkGfwvgdAAPCO++847uq1Wr9nD3kiiuuYFnWt4vsu+++++ijjyp7O3fccce2bdt8tzz99NNPPfWUZ3Xy5MmHDx/+17/+9dFHHxUWFlZVVaWkpMyYMePmm2/+yU9+Ipe5//772+XFGxsb4+Pjfbd0zHd0zNB3zHdcdtllAQYQQ4cO3bJlS15e3ttvv713796ysjKNRpOenn7FFVfcddddGRkZn3322Q033OAp7ztdWVBun+O4b7755t///vc777xz5syZmpoarVYbERERFxcX9IcMAADQI3q9PiYmZvjw4TNnzrzmmms6vppDkj+vZtn8+fOPHDnywQcffP7557t27aqurrbZbIMHD87IyBg+fPjNN998ySWXBKtWAV4rwIDHTwiroO8wyDkBAAAAAAAAQIhBfxYAAAAAAAAACDXIdwAAAAAAAABAqEG+AwAAAAAAAABCDfIdAAAAAAAAABBqkO8AAAAAAAAAgFCDfAcAAAAAAAAAhBrkOwAAAAAAAAAg1CDfAQAAAAAAAAChBvkOAAAAAAAAAAg1yHcAAAAAAAAAQKhBvgMAAAAAAAAAQg3yHQAAAAAAAAAQapDvAAAAAAAAAIBQg3wHAAAAAAAAAIQa5DsAAAAAAAAAINQg3wEAAAAAAAAAoQb5DgAAAAAAAAAINch3AAAAAAAAAECoQb4DAAAAAAAAAEIN8h0AAAAAAAAAEGqQ7wAAAAAAAACAUIN8BwAAAAAAAACEGuQ7AAAAAAAAACDUIN8BAAAAAAAAAKEG+Q4AAAAAAAAACDXIdwAAAAAAAABAqEG+AwAAAAAAAABCDfIdAAAAAAAAABBqkO8AAAAAAAAAgFCDfAcAAAAAAAAAhBrkOwAAAAAAAAAg1CDfAQAAAAAAAAChBvkOAAAAAAAAAAg1yHcAAAAAAAAAQKhBvgMAAAAAAAAAQg3yHQAAAAAAAAAQapDvAAAAAAAAAIBQg3wHAAAAAAAAAIQa5DsAAAAAAAAAINQg3wEAAAAAAAAAoQb5DgAAAAAAAAAINch3AAAAAAAAAECoQb4DAAAAAAAAAEIN8h0AAAAAAAAAEGqQ7wAAAAAAAACAUIN8BwAAAAAAAACEGuQ7AAAAAAAAACDUIN8BAAAAAAAAAKEG+Q4AAAAAAAAACDXIdwAAAAAAAABAqEG+AwAAAAAAAABCDfIdAAAAAAAAABBqkO8AAAAAAAAAgFCDfAcAAAAAAAAAhBrkOwAAAAAAAAAg1CDfAQAAAAAAAAChBvkOAAAAAAAAAAg1yHcAAAAAAAAAQKhBvgMAAAAAAAAAQg3yHQAAAAAAAAAQapDvAAAAAAAAAIBQg3wHAAAAAAAAAIQaXukKQM+cOXPmtddeEwRB6YoAAMD5ISIiYsWKFXq9XumKAPQe4h8AAOgROf5BvuM88+qrr/7hD39QuhZERJfOmv+ryy8YHqGLjOBibLudYsSRJG7Vy998V1DqW0zL0441v9BrjSqRiJiqbYUf7C9YvW+/0tUHAAgjo0aNuu6665SuBUDvDZz4BwAAzhejRo1CvuM843K5iOiKK66YM2eOsjUZM2jSoLgMF1EjUVzx7kETkwYRmX5955U1Gt9ijCTGqYXa+Kvk1WTm1V9OmpJ0/Q3KVh4AIEysW7du3759TqdT6YoABGTgxD8AADDweeIf5DvOS9nZ2Q8++KCydTiyvdDS6JaXOWqNpK++5iY2Zni7kmf++xvvSmxkgllYuXKlspUHAAgThw4d2rdvn9K1AAiOgRD/AADAwOeJfzBeKfSS6HJ5llmmdZlVRXUsyUh270pUhGQxK113AAAAAAAACHHId0AviW7Rs8xRW+5D1cl4eCzj0446UitZLErXXXlWq3XJkiWrV69WuiIAAAAAfSgnJyc7O7uurk7pigBAOEK+A3pJFLz5DoZt7dhCvK5jSYa8LUEkXQRZrErXXXmFhYV5eXlr165VuiIAAAAAfSg3Nzc/P7+goEDpigBAOEK+A3pJ9KY7iGPdRORiGGK4jiVZ1ltU1OjIbqOwn09OkiSlqwAAAADQTxD5AIAikO+AXpJExrPMkouInCzXaUmW95YU1VrR7iCfsT/Ck8Fg0Ol0RqNR6YoAAAAA9CGj0cjzfHp6utIVAYBwhHwH9JJE3uwGx4pE5OY6n+6HU3m3Syqt6LBLDofS1VeYwWAoLS3Nzc1VuiIAAAAAfWjNmjXl5eVZWVlKVwQAwhHmo4XekERJklpbbTCik+E5iUji1J0WVmm8g3qIvI7sdnI6/blKaEtISFC6CgAAAAB9i+O45ORkpWsBAGEK7TugNwTfyVlEK7Fqos4HKyUitTbCeyCnFe0O5DsAAAAAAACgTyHfAb1xdr7DQryKiDh1ZKeFOV2UZ1nidJLbLVnMSt8BAAAAAAAAhDLkO6A3RJ98BytYiVcTEan0nRbmImI9ywKjISKxoVHpO1CY1WpdsmTJ6tWrla4IAAAAQB/KycnJzs6uq6tTuiIAEI6Q74DeEASf9h2CRe7PwnCd92dhIxIYqXUCWpHREM+7wz7fUVhYmJeXt3btWqUrAgAAANCHcnNz8/PzCwoKlK4IAIQj5DugN85q3yHZ5PYdjCqi89LaGE6weFfjooWmZqXvQGGYhR4AAADCByIfAFAE8h3QG2e377BKnIqIWFXn43eQJoYVrZ41JjZKbG5S+g4UZjAYdDqd0WhUuiIAAAAAfchoNPI8n56ernRFACAcId8BvXFW+w7RSpyausl3aGM40ad9Rzzad5DBYCgtLc3NzVW6IgAAAAB9aM2aNeXl5VlZWUpXBADCEa90BeC81K59h9yfhee7at8Rzfr0Z5GioqSWFqXvQHkJCQlKVwEAAACgb3Ecl5ycrHQtACBMoX0H9Ibo9nbCZEUrcSoi4lQxnZfWnN2+IzpKRL4DAAAAAAAA+hLyHdAbQmfz0bJdzEdLvIY7q31HBGMxK30HAAAAAAAAEMqQ74DecDudnmWOHMRwRES8rqvyLNm9K5E60WKh8Ga1WpcsWbJ69WqlKwIAAADQh3JycrKzs+vq6pSuCACEI+Q7oDcEpzd/wUptuQ9O21V5RnJ4V3Q6slopvBUWFubl5a1du1bpigAAAAD0odzc3Pz8/IKCAqUrAgDhCPkO6A3B6fIss4yTiJwMQwzTVXmW8ZaXdBqy2ym8p2HHLPQAAAAQPhD5AIAikO+A3nC7vPkLjlwk5zu6xjHel5yo0Yp2B/mcIQwZDAadTmc0GpWuCAAAAEAfMhqNPM+np6crXREACEcDMd+xe/fuO++8MzMzU6/XJyYmTp8+/cUXX2xsbOzd2URR3LBhw/XXX280GiMjI/V6/fDhw2+99dYvv/yyP6sRYiSX4FlmyUVELpbrpjzns1NUaySHnVxOCmMGg6G0tDQ3N1fpigAAwECB+AdC0po1a8rLy7OyspSuCACEI17pCrT35JNPvvDCC6LYOv2HzWarr6/fs2fPmjVr3nvvvVmzZvXobOXl5cuWLdu1a5fvxqKioqKiorfeemvBggVvvfVWp1OCB7caoUcQfOZnYVxEJLKqbsrzKu9PmsRrRLtDcjqZCKVvQ1EJCQlKVwEAAAYKxD8QqjiO6/SHDQCgHwysfMdLL730+9//nogYhrn00kunTJliNps/++yzsrKy8vLyK6+88vvvvx8+fLifZ7NarYsXLz548CAR8Tw/f/78rKwsQRD27dv37bffSpK0efPmyy677LvvvouKiuq7aoQkUfD2T2HJTUTylLRd8c13iKyGHHZyhnX7DgAAAA/EPwAAAH1hAOU7iouLn3rqKSLSarUffvjhokWL5O2vvPLKbbfdlpubW19f/9BDD3388cd+nvCVV16RX/ZGo3H9+vUXXHCBZ9f27dtvvvnmkpKSgwcPPvXUUy+//HLfVSMkiZJ3tA6WEYiIVNpuyrNqrZwVISKR1Yh2B/IdAAAAhPgHAACgzwygfMcf/vAHp9NJRE8//bTnLUtEarX6jTfe2L17d1FR0SeffHLo0KFx48b5c8K///3v8sI//vEP35c9Ec2ZM2fdunVz5sxxu93//ve/X3jhBa1W20fVCEmST76DY9xExHK6bspzao1PvkMtSaJktXY3wGmos1qty5cvz87OXrFihdJ1gTAiStJHhyodbvHq8YO0PNd94Xqr81SdpdrssLkEnmUi1Hx6rC4zMULNBX/gJ0GUihutZxqtJrvbIYiRaj5GpxqZGJEUqQniVQrKm47XmLsvs2BkckKE2r/z9UCPnnyAR8F5B/EPhLacnJw333xz/fr1iYmJStcFwhTin3COfwbKeKWSJH3wwQdExDDM7bff3m6vVqu96aab5GW52DmdOHGirKyMiCZPnrxw4cKOBWbMmDF79mwislgse/fu7aNqhCpJ9P7ksaxARJw6spvyrMbb+kMgDavjxfAe+aywsDAvL2/t2rVKVwTCS4XJ7nCL/pQ8UGn68njNqXqL2eEWRMnhFhuszh8rmvOOVtdZgtw4q8nm2nS8ZveZxqoWh9UlCKLUbHedabR+VVi7q6QhiDMYttjdgZ+kd/x/8oEfBecXxD8Q8nJzc/Pz8wsKCpSuCIQvxD/Brbn/BkL8M1DyHQcOHKiuriaiWbNmGQyGjgWuueYaeWHz5s3+nPDEiRPywpQpU7oqM378eHmhvr6+j6oRqiTPT44ksSwREdN9+w6Nd6/IaFi9SmxqVvomlIRZ6KH/uUXpQIXJn5JHqlsOV5nkn9GUKM3o5KjMxAi9iiMim0v4tqjO7Ajai9PscH99stZkdxFRhJrLTIwYnRyVGq2V23+dbrDurwja34oWh5uIeJaJ16u7+o/ngt/yzP8nH/hRcN5B/ANhApEPKAXxT5jHPwOlP8uRI0fkhblz53ZaYNKkSdHR0SaTyVOye5GRkcuWLSOiK6+8sqsy8gcQIjIajX1UjZAkCpIn38FKDobjJCJG1W2+Q+vdKzA6NlItNTcpfR9KMhgMOp3O84MH0KckiSpMtsPVLc121zkLW5zug5UmIuJY5iJjwqDo1sZZ4mBpV0ljSaPV4RYLypsvHhacCYZ2ljTIKfyslKgJg2KYtrdto831dWGtUxCP1bSkx+oSA25jKUqS2ekmotRo7YXGfpodqUdPPsCj4DyF+AdCntFo5Hk+PT1d6YpA2EH8Q4h/Bk6+o7CwUF7oZsKqpKQkk8nU2NhYX19/zrk8586d29U7W1ZaWrpp0yYiio2NHTlyZB9VIySJvpPRClbiVHSu8TtYrXfuWZHRkl4tNId1+w6DwVBaWtpuYHyAoDtQaSprsrU43KLfH9aOVpvlwuMM0Z6XPRGxDDMjI67e6jQ73OXNtma7K0ar8vOcXSlrssmtQzPi9BNTY3x3xelU09JjvytuIKIzTdbA3/cWpyA/g+iAq+2PXjz5Xh8F5zXEPxDy1qxZs2rVKkxJC/0J8Y8H4p+Bku9oamqSF7p5gyYmJp46dUouHOCL1mw2L1u2zOFwENHDDz/sGayr36rxhz/84Q9/+INnfvse1ZyI9uzZE8jtB0jw6U/FSTY538Gouh2/QxvFSG6J4YlIZNRMhNbd3KLgLQwECBahH9SaHT3NkZc22eSFYfH6drs4lhkapz9UZZKLxRgCfXEWNVjkhTHJnfwBGRyry0yMkCRSsUHoemlq67ware2PF18vnnyvj4LzGuIf/2tOSsc/0DscxyHZAf0M8Y8H4p+Bku+wWFr/r3fzBvXskt95vbZjx4477rjj+PHjRDRz5swHH3yw/6tRXFzs6TTbu8MDeQIBOrt9R2u+g+O7y3eQJpoTzG4+unU1PkoyhXu+A6AfjB8U7Tvg0+EqU6Otu9dJk81ldwtElBih1qo6GRB7cKxOft9XmezjDNEUALcoVZocRBSrU8XrO/l8wTLMtPS4YD0KT5/b/vm+0dMnH8hRcF5D/NPTwwN5AgAQJhD/eCD+GSj5Ds8gRgzDnLOM293LoWJOnz79m9/8Jjc3Vz7VjBkzNm3apNfrO16iT6tBRK+++urvf//7Xhx46aWX/vjjj8qmyX3bd7CiTVKriYhXdZ/viGLFGqLWvw5MZIRoCShoAwB/JJ89n9mpegt1+/7wJNdTupgILU6nUnGsSxCbAx7ru9HmklstGqK0AZ7KHyZH663pVdzR6pZyk73F7naJok7FJUdojAn65KDO/dbTJx/IUXBeQ/zjp4EQ/wDA+QLxjwfin4GS74iMbP3XckNDQ1dlPLt6MeqBxWJ55pln/vrXv8pzy2u12meeeWbFihU8f9YT6OtqeDAMExfXm7wdxwU6BXHgfNt3cKLV3/YdosWzJkVG0LlmgQ5tVqt1+fLl2dnZK1asULouAF4tbR8BNKou/9RoeNYliE5BdLhFDd/7lpbNbW8ynYolotImW1G9pdHmcrhFNc/G61RD4vRD4vRMkMYLl2+NZZiNx6ptLsGz3exwmx3uogZLeqxuxpB4FRv88ckBuoH4x08DIf6B3snJyXnzzTfXr1+fmJiodF0AOof4J4Tjn4GS74iJaR2ppZtWjp5d0dE9a0S0adOmu+66q6SkhIg4jrv11lufeuqpoUOH9nM1QoZ4dvsO4tRExKj03R2jjmIFq3c1IlKyhPV4pYWFhXl5eRUVFch3wIDibMtmarguX+QanjU7iIhcQkDve2vbS1fFsd8W1ZU32z277C6hwiVUmOzHalouGpYQoQ7Cq0qefF6UJJtL0Km41GithmfNTqHR6pRDgdImm8Ndd2lmIhusEAPAD4h/IOTl5ubm5+cXFBQsWLBA6boAdA7xTwjHPwMl35GZmSkv1NXVdVVGftFGRUWlpKT4eVpJku6+++7XXntNXr3uuut+97vfeUYj77dqhBhR8A6c6xm/g7huW2SxHCvaPGtShFayVil9H0rCLPQwMAli609mNy9yTyjgFgP6MXa1xRaHqkxWZ2un2VidimUYk91VY3aKktRoc319sm7ByORAAgv5vjzhxVhD9DhDlO9L/WSdZV95k1uUasyO47XmMcmYOAn6D+IfCBOIfGAgQ/wTwvHPQMl3ZGVlyQs7d+7stMDx48cbGxvlkozfyadf/epX8st++PDhr7322rx58xSpRogRfMcrFe3EqSSi1qxH11hyeFe0GsluozBmMBh0Op3RaFS6IgBn8Scc9RQJcM4wT2xhdQpRGn7mkHjfSdeabK4dxQ3NdpfZ4T5YabogPTaQa7lFKSsliohidKqhce0bo2UmRhDRntJGIjpW3TI6OSpM/7iDEhD/QMgzGo08z6enpytdEYAuIf4J4fgnCJPcBMXEiROTkpKI6JtvvvFMiubro48+khf8bwv3yiuv/OMf/yCiSy65ZM+ePed82fdRNULPWfOzSFbiVC6JiM7xC8KR07MsadSS3UEBDHh2vjMYDKWlpbm5uUpXBOAsPNf6i+wUupwt0rNLxQX0BvF8YWAZ5qJhCe1mmI/VqS40xstlTtVbAvyWouHZiakxE1NjOr7sZZmJEVEanojsbrHR6uzZ2QECgPgHQt6aNWvKy8s9OTWAAQjxTwjHPwMl38Gy7NVXX01ELpfrvffea7dXkqT169fLy8uWLfPnhG63+09/+hMRDR48+OOPP/ZzcKygVyMkiU7veLmcaCeGdfnxqYdjvH8+BJVGctjJGZq/VH5KSEhQq9WBnwcgiNRtr3DfWcHacbbtCnBoK77t8MGx2pjO5kiL0apSojREJEpSncXRo5P3gmdOOLNDCOxMAD2A+AdCHsdxmFgHBjjEPxS68c9AyXcQ0cqVK1UqFRE98cQT8uTwHs8++2xBQQERLV26dMKECb67GhsbP25jt3uHe9mwYUNZWRkR3XvvvZ5RuPquGmHF7fA+Z1ZyEpGLPfeo6Rzr/fMhqdSiwym5wjrfATAARWpaOzl2876Xd6lYRqsKaLoEXdvhsbouE3+eOMDmEv05Z1Du3S31+bUAfCH+AQBQFuIfCt34Z6CM30FEw4YNW7Vq1RNPPFFXVzd9+vQ777xz0qRJJpPpgw8++Prrr4koKSnp5ZdfbnfUiRMnrrrqKnm5rKwsLS1NXt62bZu88MYbb3z44YfdX/rNN98cMWJEINUIK26fdhks4yTSurlz/yD5TiQncSrJGe7tOwAGIM/7tc7S+a+nyeGW23NG61T+n7bza+la/24IXbcd9YxvxwU2XoDFKcin8rzUO/JM0qblMe0l9CvEPwAAykL8Q6Eb/wygfAcRPf744yaT6aWXXjKZTH/+8599d2VkZGzYsMH/8R1PnTolLxw7duycha1Wq+9qEKsRkgSX09MyiJOcRFrRj3wH6zO8sMioOZcrnPMdVqt1+fLl2dnZmI8WBpRYnUrDsw63WGN2OAVR3aGHallT60jDg6K0PT772eL1apZhREmqt7q6KtPYNkd9lDagt9X+iqYzjTYiWjw6JbaLSMXTbTVeH2goA9BTiH8ghOXk5Lz55pvr169PTExUui4AnUP8Q6Eb/wyg/iyyF154YefOnbfffrvRaNRqtfHx8dOmTXvxxRcPHjx4wQUX+H8ez/te2WqEJNHlHWeUlVxERJzmnEdxPn84RJEnViSn65xHharCwsK8vLy1a9cqXRGAszBE6bE6IhIlqbSpk0mUzjS1/utILhYINcfK3VOrWuzV5k66p9aYHTVmBxHpVVxcYJ9TPMN0Ha5u6bTAmSabHFskRWpC9fsGDHCIfyBU5ebm5ufny12iAAYmxD8hHP8MrPYdshkzZsyYMcP/wp1O6H3ixIn+rEZYEXw6tjGsi4gY/tz5DpbnqS1PIpCK0bCiuSU0f6v8gFnoYcAakxxVVG8VJenHiuakSE20TwPIQ1WmRquLiAbH6GIDbs9JRFkpUZUmOxHtLG6YOSTO4PPNpNrs2Fnc0FrMEOiE8IOitVqes7uFM43WSDU3flC07/zzZ5pse0sb5eUJg6L75zkDdIT4B0IYIh8Y4BD/9M9z7n8DMd8BA5woeAfvZclNRCx/7kwnp/bmO0RSsxEqsak5bPMdBoNBp9OhYTAMQJEafvyg6B8rmh1ucfPxmuEJEXE6lUsQS5tt1S0OItLw7OTBPRgEsRvJkZrhCRGn6i02l5B/si4xQi0PEt5oc9W2ffFIi9FlJkYGeCGWYaZlxG4rqieiI9UtxY1WQ6RWp2KtLqHR5mpqazU6zhCdHHnu7C0AAPjPaDTyPJ+enq50RQC6g/hHoQff55DvgB4TfSaC5hg3EfGqiHMexam82VCB1KRTS83NSt+KYgwGQ2lpaVRUoFlbgL6QlRLlEsQj1S0uQTxWc1YDSL2au8iYEKkO2rtjWnocEZ2qtxBRncXZbpywzMSIqYNjAxqqq83gGN3sofE/lDU53KLVKRQ1WHz3ciwzMTVmVFKggQUAALSzZs2aVatWYUpaGPgQ/4Qk5Dugx0TB+9vHMgIRsbz+nEexam9LLZHRsBEqsdmk9K0oKSEhQekqAHRpYmrM4BjdyTpLjdlhcwscw0Rq+PRY3YjECBUXzIGfGIamZ8QZ4/VFDdYas8PuEohIr+KSozSZiZEBdlttZ0icPi1Gd6LWXN1itzgFi1NQcUykmh8Urc1MjNAFNr0cAAB0iuM4JDvgfIH4J/Qg3wE95tO8g1hWICLGn/4sWm++Q2C0rJ6XzGGd7wDof3OH92Bs/IQIdUKE2v/ygUiK1CT1S0NKnmWyUqKyUvq7aVWPnnyARwEAAIAvxD/hHP8MuPlZYOCTJO+PDUty+45z5ztYrbfPi0gaRq8WmpDvAAAAAAAAgD6BfAf0mCR5Wz1xnNy+49z9WTiNt4zA6li9SjS3nPOoUGW1WpcsWbJ69WqlKwIAAADQh3JycrKzs+vq6pSuCACEI+Q7oMck8vYoY1mJiDj+3OOVsjpvAyqR1bJ6lWi2nPOoUFVYWJiXl7d27VqlKwIAAADQh3Jzc/Pz8wsKCpSuCACEI4zfAT0jiZJEreOVMpKbYVnJv3wHo4lkxSaR1RKRRJwUqad6s9J3oxjMQg+h4ZtTdfIE8j01YVD0WEPPZnoP1WsBAIQDRD4QSkI1JgnJ+Af5DugZQRA9y6xoI05FRBzvxyRGmihOrJDzHURE+gjRalP6bhRjMBh0Op3RaFS6IgABGRSl1fdqWO84fY9HAgvVawEAhDaj0cjzfHp6utIVAQiaUI1JQjL+Qb4Dekb0yXdwglXOd/gzXimpo1jBQnx862pkBNkqlb4bxRgMhtLS0qio/h4kGSC4RiX334TtoXotAIDQtmbNmlWrVmFKWggloRqThGT8g3wH9Izo9jZHZEUb8SoiIt6PiZR4DSd6G3SIOo1kt5MkEcMofU/KSEhIULoKAAAAAH2L4zgkOwBAKRivFHpGPKs/i13iVEREnF8TR7OStz+YpNZIdju5XErfEAAAAAAAAIQg5DugZ87Od1iJ4wWJiPGroxdHPtkNlUp0OJDvAAAAAAAAgL6AfAf0jCD49mexE6d2i/4OuM0y3uyGpOJFh1NyOpW+IWVYrdYlS5asXr1a6YoAAAAA9KGcnJzs7Oy6ujqlKwIA4Qj5DuiZdv1ZiOPdfg/AwTGCZ1mQeBJdFK75jsLCwry8vLVr1ypdEQAAAIA+lJubm5+fX1BQoHRFACAcId8BPSO6feZnEa3EqlyMvz9FLOs9VhQ5hhfDtj8LZqEHAACA8IHIBwAUgXwH9IzodnuWWcFGLC9w/s7SzPn8uAkiT6wYtu07DAaDTqczGo1KVwQAAACgDxmNRp7n09PTla4IAIQj5DugZ0Snw7PMMk5iSOTVfh7L+iRGJOIYNSvarErfkDIMBkNpaWlubq7SFQEAAADoQ2vWrCkvL8/KylK6IgAQjnilKwDnGbdvvkNyEvUg38FxHLX1aBEkXq3npaYmpW9IMQkJCUpXAQAAAKBvcRyXnJysdC0AIEyhfQf0jNAh38HwGj+PZVXeBh6ipGL0arG5RekbAgAAAAAAgBCE9h3QM4LLTdSatuDISaRmOK2fx3IqntqyJQKpWb1KMjUrfUMAIc4tSh/vL990qOpAeXODxRmt4wfH6eePSblxekZ8hL+Ns/zncIsf7iv/7EDFqVpzo9WVEa8fmRJ126wh04bGB/Eqz3525L/fne6+zEf3XDgpPTboN+gWpGnPf9Vode79zWWJkf5me3t3FAAAAPQO4p/gOn/jH+Q7oGcEl8uT72DJRaTmVHo/j+VUKu95JDWr48WWMG3fYbValy9fnp2dvWLFCqXrAqHsZI35rrd/OFlj9mypNzvrzc4fS5v+s73oj8smzh+TEsTLHasy/frdfb6XO1HdcqK65bMDFddOGfzStRN41t/pq7tXXG/pr0fYXv7xmkZrjwda7t1RAAAhICcn580331y/fn1iYqLSdYFwgfgn6M7f+Af5DugZwSV4lhnGRUS83/kOVu3N6omMhtGrpRaT0jekjMLCwry8vIqKCuQ7oO+crrNc+88dzTYXEcXp1TOHxQ9PiixrtO0ubqhosjVZXfe8XfDmHdNnDQvOUDIl9dYb//N9g8VJRGmxuktGJUWq+ZO15m+O14qStKGgLD5C/ZvLxwTr1ogoQs0PT47oqoxO7e/UUf6zON1/2ny8f44CAAgNubm5+fn5BQUFCxYsULouEBYQ/wT9kZ7X8Q/yHdAzoiB6lllyExHL6fw8ltN4e74IjIbV80KL2c9jQwxmoYe+Jkl0/7p98st+8TjD81ePj9O3tt50usWXvzrxj62nXIL4xIcHv3zgEp4LwmeHB9bvk1/298zNXDF/JNf2KeNIpenG/+xqsrr+va3o8nGDJmfEBnghtyCVNliJaO6opFdvnNI/z9MtSvnHa17NP3m8uget0np3FABA6EHkA/0D8U9whUD8g3wH9Iwots93MLy/+Q5W620JIjJaVq8STGGa7zAYDDqdzmg0Kl0RCFnfFtYeKGsmohHJka9cP1nNe0enVvPsykWjK5ptH++vOF1n2Xio8sqJqQFe7ovDVfvONBHRFRNSH104yndX1qDo55aO+/W7+4jo0wMVgb/vSxutblEioszkyH54kqu/PL75cHVRncXlk+3to6MAAEKP0WjkeT49PV3pikBYQPwTLCET/2B+FugZUfCm5zlWICKW93v8Do23pMBqGZ1KtCjWCU1ZBoOhtLQ0NzdX6YpAyPryaLW8cNclw31f9h6PLhwtL3x+sDLwy63fWyov/PKiYR33Lho76MYZGTdMS4/WBiHJXlTX+ndjeFJ/vO/3FDcer27p6Wu7d0cBAISeNWvWlJeXZ2VlKV0RCAuIf4IlZOIftO+AnpFE7x8OlgTqSX8WVhdJ1JouERkdq1dJFqvSN6SYhITgdBoE6FRx20txbGp0pwXSYnXxEeoGi3N3cUOA17I43dtO1hHRaEP0hMExHQvwHPP8VeODfmv9833joctG1lu8Q2397evCI5XnHniod0cBAIQejuOSk5OVrgWEC8Q/wRIy8Q/yHdAzoujt58ayAhFxqgg/j+W0USQ1E8OQ3L5DrxJt4ZvvAOhT9rahhVmmy76pEWq+weKU/wtkbrajlS1Ot0hEczL7Y+x9+fsGw9CgGO0/vz319dGaojqL2eFOidZMGxq/fOrgGcZgJhOnG8+aSS53zxny44NQ744CAACAQCD+CZaQiX+Q74CeEck75C/LyO07/O3PQtooVqwWW9uDsJJeR7Z6kiRigjNFEwB4JEe1Dg9cWGMemRLVsYDJ7iptbE04VpnsgbzvT7QNRpUSrSGivEOV7/9QdrjC1GBxxupV49NirpiQunRiKhekydhO15mJSMWxi17ZVm2ye7aX1FtL6q3v/1C2eJzhT8smRmjwggMAAAgviH8Q/7SD8TugZyTffAcnEhHH+9u+g9SRnOht0CFpdZLdQW630vekAKvVumTJktWrVytdEQhZM9tmWfvfzuJOB8V/Nf+kZ9nsCOjXsKLJJi9E61Q//9+ee94u+PpYTbXJ7hLE2hbH18dqHlq//yevbi9rtAXl1uTJ2JxusdpkN0Rrr78g/e5Lhl8xIdWY2Pq3aOOhqp/9b49bwFwAAADKy8nJyc7OrqurU7oiEBYQ/yD+aQfpH+gZiVSeZY6RiIjhtf4ezLCs5P2FlzRqyeEgp5NUKn/PECoKCwvz8vIqKipWrFihdF0gNF01OXX1l8ebba7dpxueyzvy6MLRmrZRu9yC9Pp3p/+97bSncIDDSlnawoVXthRWNNkYhqZkxI1KidLwbGGNedfpercgHa4w3fifXR//6kLPtHC9Y3MJVW3fNO7Nzrw/e6RnMjlJond3n/l93lGL0737dMPr353+v4uH9f5KAAAQDLm5ufn5+QUFBQsWLFC6LhD6EP8g/mkH+Q7oAUmUpLY2QYwkMHLCw/98BxEnOjzLosRKgktyucKwNwtmoYe+Fq1VPbd03L25+4jo9e2nNx6qmj40PjVWV95k/aGksazRxjKMIVorvzsj1AG9C6zO1r6yFU02Y2LEn5ZNnDokzrP3WFXL/bn7jle3nGmwrv7yxHNLxwVyLZtTuOuS4UQ0KiXqqklpvrsYhm6ckUFET3x0kIj+te3ULy4ysuguBwAwACDygf6B+AfxTzvozwI94DsZLSvaieVJImJ7kK1kyTtgryCyxArkdPp/eMgwGAw6nc5oNCpdEQhlV05MXb18olbFEVFFk+2j/eV//+bkx/sryhptOhX35+smesb3DrCrp6rty4maZ/9581Tflz0RjTZE/fWnk+WvEOv3lnqCg96Jj1CvXDh65cLR7V72Hj+dniE37Kw3Ow9XYEoUAACFGY1GnufT09OVrgiEC8Q/iH98Id8BPSD6NPpiRRvxKkGiHo02yjEuz7IksAwnhW2+o7S0NDc3V+mKQIi7dsrgrQ/PvWduZtag6EgNr+HZIQn6W2cN+eKBi6+alCYPdsUwlBrTg1ZaHUWoW4f1WZCVMqqzscFGpUTNHp5IRE63+ENJY5/eMsOQZ064knrMAAUAoLA1a9aUl5dnZWUpXREII4h/+vRa5xf0Z4EeaJfvkHiVW5R6NPYGx3iHBRJEhjiBXOGY7yCihIRgThkF0JWUaO2jC0c9unBUx11yY860WF2A3zc8Y6GPMUR3VWZkctS3J2qJqKbF7udpey0jvnXSKM+kdAAAoBSO45KTk5WuBYQdxD8gQ74DekA4qz+LjThVTwcAZhlvxkQUOUnFSHYHupcB9L9DFc0tdjcRTUqPDfBUI1Na24Vau36/im09tzU85885u1LeZHMLEsN4X+odVTW3jhOUEBnQ2GAAAAAQYhD/hBvkO6AHzm7fYSdW5e7hWDgc502QCBLP63jRZEKvKoCgK2u0/WPrKSKaOiTumsmddPVct6dUXlg01hDgtSamx/Ic4xakA2XNXZU5VNG6yzNrWu+8sPHoZwcqiWjT/ReN7uJzypHKZiJiGBqfFhOkxwkAAADnAcQ/iH/awb80oQd88x2caCOOdzM9S1WyPj9xosixOpXU3NyjM4QGq9W6ZMmS1atXK10RCFmGaO2nP1a8/X3JixuPOtztp1urbXF8tL+ciBIi1dmjUwK8VrRWdeHwRCLafrJ2Z1F9xwK7iur3FDcQ0aAYbdag6J6e39fStmG61uSf6rTA5wcr5WG6pg2JT4zU9MGjBQCAHsjJycnOzq6rq1O6IhAWEP8g/mkH+Q7oAbFDfxaJ61kTIY7ztgcRScXoVaIpHAcQLiwszMvLW7t2rdIVgZDFc8yicQYiqmlxPLR+v82npWWVyf7zN/fIjTnvzx6pVwfUwFL2q7mZRCRJdH/uvm2Ftb67dhbVP7Buv9yc81dzMwOcH+3SkcnyW/yzAxUvbTrmPDuU+fxg5ZMfHSIihqGH5o/slycNAADdyc3Nzc/PLygoULoiEBYQ/yD+aQf9WaAHRJ8/GfJ8tALfs+5hrIqjtnOIkprVq6SwzHdgFnroB48vHv3dybryJtvnByv3ljRmj0pOiFQX11u3HK2WX/8LxxpunpkRlGtNN8b/dFrGu3vO1LQ4bvnv7qlD4salxjAMHakw7SlpkH/e549JkeeHDwTPMc9fPe7/1v4gSfSPrac+2l9xYWZCSrS2qtl+pNJ0tLL178l92SNmDsOQwAAAAwUiH+g3iH8UfPgDEPId0AOi0zuwMCs5iGFETc+aS3EqjtrOIUgqVseLphalb0sBBoNBp9MZjUalKwKhLE6v/tctF/zqnYLieku1yf7unjO+e5dPTf/d0rFsgJ8bfDx31TiJpNw9pUT0Q0mj77xrDEM/nZbxzJXBudyCLMNfrpu86rPDDRZnZbPt/R/KfPdqVdyjC0fdcSF+uQAABgSj0cjzfHp6utIVgXCB+Ad8Id8BPSC6HJ5lVnQQEcP3bNpq1qc9iEBqRq+WLGGa7ygtLY2Kigr8VADdGJsa/eWDF7+xo/jbE7WFNWaTzZUSrb1gaNx1F6RPHxof3GtxLPPiNROumTL4vb1lu4vra1scRGSI0c4clnDT9CFjUwPqttrO0kmpl2Ulv7mz5LuTdWWNtopmW4Saz0jQXzIi6eaZQ5Kj0G0VAGCgWLNmzapVqzAlLfQnxD/ggXwH9IDb6fQss+QkIpbX9egMnMab7xAZDavnhXqL0reljIQENDaD/qDi2F9eNOyXFw3rn8tNHxof9EiiUxFq/u5Lht99yfD+uS+P//1ser8dBQAQAjiOQ7ID+h/in+A6f+MfjFcKPSA4fdp3kJOIOFUP8x1qb3sQgTSsXiW2hGP7DgAAAAAAAOhTyHdADwgut2eZlVxEpFJF9ugMrNabHxEZDelUotWq9G0BAAAAAABAqEG+A3pAcLk8yxy5iYjh9T06A6fxlhdYHatXSWGZ77BarUuWLFm9erXSFQEAAADoQzk5OdnZ2XV1dUpXBADCEcbvgB4Q3d72HQy5iHiW6+F4pboIotaTiIyW1fOS3U6SRMEbJPm8UFhYmJeXV1FRsWLFCqXrAkBEdNsbu7eeqO3FgQ8vGPXrSzNxLQAA6FRubm5+fn5BQcGCBQuUrgtAe6EakyD+8UC+A3pAFLxzp7Osi0jH9HS8Ul00UYO8LLA6Rqcmu51cLlKre3Se8x1moYeB5pKRSYNiepa+lGUN6vHA46F6LQAA6AoiHxiYQjUmQfzjgXwH9IAoiJ5llgQi4nrYn4XVRRPVyR2pRFZLKl5yO8Mw32EwGHQ6ndGIKbJhoOjPCdtD9VoAANCR0WjkeT49PV3pigB0IlRjEsQ/Hsh3QA+Iok/7DsZNRFwP23eQSseJNoGNICIiRpRYiXFLTicTEaH0zfUrg8FQWloaFRWldEUAAAAA+tCaNWtWrVqFKWkD4Rbd5S1l9fZ6t+jScJpoTYwhYpCup0E4QFhCvgN6QBS9o2ywrNy+o8d5Ctab7yDRRcSI5HQqfWcKSEhIULoKAAAAAH2L4zgkO3rHKTi/OL1x0+nPf6zZZ3fb2+1N1idnxo0cET98WGyaISrK6m60u1sESeAYTsfHxGkGGfQjErRoVgPhDvkO6AFR9E7oI/dnYXue7+BEu2eWF0EihhfJZ9oXAAAAAIAw91Xx5pf3/rHaUtXp3gl26zV1BZNObI8WhWpOtTsy9tCwKSOMk5IiYl1EdsHS6KgoMv0Qo04eGz8vQTtY6bsBUAzyHdADosRQWwsPjhGJiDhNT0/Ckrc1h+BmiZXCs30HAAAAAEA7TsH5wq5nPz35cad7NaL4WH3lFeZGT6PraEEY0VBlb9z0yun9+cMnzzNOTtC1DjnZ7KzZUfXuiJiZo+LmeIN4gHDCBn4KCB+ST4KM5eR8R4/HGeXI25pDFFlSk+RwKH1n/c1qtS5ZsmT16tVKVwQAAACgD+Xk5GRnZ9fV1SldkfODQ3A8sOVXHZMdMdrojOiUsVFJb9SVXemT7PDQSuLK+oqrj+78155Pvi05IPpMiFPYvGtf7WeiJBJA+EH7DuiBs/IdjChJRGyPf4Q41u1ZFgWW1XGSuUXpO+tvhYWFeXl5FRUVK1asULouAAAAAH0lNzc3Pz+/oKBgwYIFStdloBMl8Ymtj+yu3OXZouJUM9KyJhmMCbpoVhRmfvHvBIupmzNc09LAkPS8KJY2Ny0dfUGkunUixXLLMZbhJyUuVvoWAfob8h3QAxKpPMssK7lFiet50ziWETzLgshxerXYbOKUvrV+hlnoAQAAIHwg8vHHv378+9bSfM9qUkTc8jEXJUXEyqtZez5PqC7y7K3Spb3M357fMGYBs32lKidKah3Q9OqWxnKVOoeht3603jRhXrSmNXovNR+KVMVnxsxQ+i4B+hX6s4C/JFGSmNYfGEZyMxwjCL15dXGs9yhR5FgdLzU1KX1z/c1gMOh0OqMRM2MDAABAKDMajTzPp6djopBzKKje+98D//asGiLjfzZxgSfZkVRZaDz6nWfvD9KYJ+wvpaovWGaI3M8vvMrxl0pK9Oy9p6F6us1cY635776NJrv3Q+Oxxm0NjnKlbxSgXyHfAf4SBG+vP1a0SZxa6FU3QNbnh06QeFavEltMvTnR+cxgMJSWlubm5ipdEQAAAIA+tGbNmvLy8qysLKUrMqDZ3fZnv3vKM8RGlEb/03HZOlXrtAAqkRn97cdErZ8M6yhlcOo9/0q1/Epb85C2+qO0mn8N0z9PTzdSlFyAJfpdbVmsIDQ7mnJ+zGuxt84MIJG0v26jILl7VjmA8xn6s4C/RJ/WHKxoI54XmN6M88zxjGfEUlHiGb1KMoVdvoOIEhISlK4CQMg63PB1kemH7svMGXRznGZQu41OwVZi/rHGdtrsanCLDi0XFamKi1GnDIuequb0St8WAMD5h+O45ORkpWsx0L1x8D9lLaXyMsMw14yeE61pfelkRE1o/PCTWFuNvCoxbFzi7RJ71owBQyTb6sGa92ofuMHxe45EIkoQ3E/Ulz+anNFob3z7UP4tE+dGqDREZHE1FjbtHB13kdJ3DH0C8U9HyHeAv8Sz2nfYiVe5e9U+iOM5n3yHmtWrxBaL0jcHACHF4mrsxVHV1lP76j53id4Zo6zuJqu7qcZ2+nRLwciY2cNjpil9ZwAAEGoqzRVrD+d4Vqenjh4aayAiFauZknTlqULHBWXevVLEJZJ6WMeTsJJ0feLgH2qvme58X96SbTHNs5i2RERXW6o/Obbn+nGzWYYlolOmPRlR4/V8rNL3DcGH+Kcj5DvAX775Dk60EasS2d4MM8qqeLK1nZNUrF7lqg+7+VkAoE+Z3Y1ExLPqSFV8V2V4RuW72uio2Fv7sSgJRKTnYxO0g3V8tEOwNNjLWlz1btF5pPEbhmGGRV+g9M0BAEBI+feP/3AIrf/UjFTrs42TiEjFamcbrmel+KKPb5pF1taibKQY9ZPWZY5jhg0nh106c8ZzqilJ88or96eJJ+XVRxoqvtdFmFnuREPRltOR84dNIiJREo41bpuSdKXS9w3Bh/ink/tVugJw3hDdvv1Z7MTyIq/qxXk4lfcogdSkU4ktZqVvrr9Zrdbly5dnZ2djPlqAoBMl0epuJqJknXFq0k/8POpww9fyy3549LTRcRexTGs+VyKpyLT3SMM3RHSscXtG5AT+7FbEAADQjZycnDfffHP9+vWJiYmBny30lLac+fzUp57VbONkNadiGXZa8lXR6uQ/frD9V8Innr1i1GJi9UREWi13+eVMQiIRSaWlwtdbyCkP0sGmJN3srn6OJzcRJbrd9zTW/CFhEBHtKD0wOCp+TFIGEVVYjo+ImRWlxv+RkIL4p1MYrxT8dVZ/FsFGvEpU9eaHnlN7jxIYDatXidaw689SWFiYl5e3du1apSsC0CdcoqPccqzI9INdUCCbaXM3S5JIRJEqf0fJcQiWRkclEUWrk8bEX+J52RMRQ8zw6GnJOiMRCZKr2VnT/3cEAHD+ys3Nzc/PLygoULoiA9Sbh94QpNYpVJL0MZNShhHR6NiLErTpRypN+n2v6ql1olniYsWIS4iIWJZbsFBOdhARk57OXb6EPAE2P0iKXuQ5/7KWhpHO1jN8Vvh9i8NKRBJJJ5p3KH3rIQjxzwCE9h3gL9Htnc6KFW3E8JJW14vzsBqt95ykZfU8WcKuPwtmoYe+Vm8v3VGVS0SXpN4WrU5uclSebilosJfbBbOa1UWrkwZHjk2LGNPxwC9K1zgFW5JuyMyU6zrubXCUf1f5DhGNT7hsaNRkz/bvqt5tsJelRYyeknRlje30vrrPnYKNiKLViVoust0ZSs2H6u2ldreZY3i9KjZBO9gYNUXHRwfrFsyuBnmhm8ac7ZictfKCQZ/JUCcjMSdqM2psp4mo2VmdoB3c//9DAQDOa4h8OlVvq/v8lLf5xiVDJjAME6dJHRYzjYhe/GTvX9nP5V0OTUZd6qMtkVPsnN7FqdkfmtQ6c0SMLiYlMs4QySYlcZfNFzZtJFEkIiZykcu6R+WuJiJWkh6rq/z5IKPEkNVl+7Rw143jsomo0nLCEtsYoYpT+hkE+5Ei/kH8czbkO8BfQltumIhYyUkMMerejNbL+WRJBEbL6NWi3U6ieNZEtaHOYDDodDqj0ah0RSAsFDbvOt64XWqbx84umO02c43tdHHL/unJV6tYbWCnP0uDvWxPzYeiJHTcJUru/XVflFuOeLYIksvpsDU5Koua946MnT0ydnZQbsHibh2sK8rv7xtO0So3641RGzot4Lm0PNgbAAD4yWg08jyfnp6udEUGovePr3MKrZPFxmujspKGMsRMSJjPELPpcNXQ0vdi+Ra7dmhZ2oONsfN8G+aLgmg3O+1mZ315M6/iko1xhuGD2JkzxR07iIgYFRtzHdX/TS48wWFZbGnKi4wlosL6soPVp8enGOXeCuMT5iv9DPoQ4p9zCof4B/kO8Jfom+8gBxFxqt6174jwnpPRMjzLCA5yuUijUfoW+4/BYCgtLY2KilK6IhD6Slp+LG7Zr+Z0o2LnJGgHc4yq0VFZZNrT5KhqsJftrFo/Z9DNwXqHuURHQd3noiTo+Zg4TWqkKt7TolIiaXfNB7W2EiJiGTZBmxGtThJEd5OzqslRKZF0vOk7h2Adn3BZ4LdgbhucXMtHnWzeXW07ZXE1ukWHlouM1w5OjxyXoG0fdqdFZKVFZHV1X6IkVFlbx36L15yXHzcAAJSyZs2aVatWYUrajlyia8OJ9zyrMwaPYRgmPXJctDrZLUgvbTz6Ov95ZcrPy1PvlbodN8HtEipO1NWeaRoyLiN6WJVUVEREknacpJ3I2H+Uy9xbX/eNPtrKskT0RdGezIQ0Ha8usxwZHXexig3NCBzxD+IfGfId4C/R6Z2jiJUcRMSrIntxHk4fSdTapU1gtUQkSW7J6WTCKd9BRAkJ/mZeAQJR3LJfz8fMNFwX0TbznJ6PGaTP3FeXV2E53uysPmXaPSJmZlCuJbd4HBN38fCY6e1aRZ5q3i2/7KPVyZMTL49WJ3l2VVtP/Vj/hUOwFLfsM+gzk3RDA7wFi6uBiFiG21qe49uB1uJuspibSs2HBulHTkpc3P2wW6IkuEWHS3Q0OMrPmA82OiqIaGjUZN+aAwDAOXEch2RHp74583WDrV5e1vLqSYMyWYaTP/Wv23vGaNoljHysLOZSP8/msrtP7i1PSB09OLKONZuISIy5jnMcIclFREmi/edN9X+LTyIii9P+TfH+xZnT3aKz1HxoWPRUpZ9En0D8490e3vEP8h3gL8Hl9LSj48hFRLyqd/1Zorz5Dk5PRBIrtY0pDQDBNybuEs+bUsYy/ISEBTW2027Redr0w/Do6cH6xJGkM2bGzGi3UZDcp0x7iEjFaqYnX6Pjz2rZlKIfPoW9YmfVOiI61rS94/u+p7cgT8YmSoJdMGu5yGSdUc3pre7mZme1PC99pfWEs8Y6M+X6bu56c+mrvhPRq1ndiNiZ5+9kbAAAMNB86NO4Y0LKMDXLD44cq+Oj7S7h31tPvTBmYlPkWR2f9a6WpMzkmOGpar1adAu2FmdTdUvtmSa309uHor6ixZo0ZZj9e7XbJvGJYuQCtqV1BJAbm+s+joo+o9IQ0d7y4xcMGpkUEVvS8mOo5jsI8Q/iH/mJKV2BTuzevfvOO+/MzMzU6/WJiYnTp09/8cUXGxsbAz+zy+VKTExkGKa6urqbYg8++CBzLt9//73Sz6m/CT4pCUZyEhHD9ybfweq9o/KIjJ4kieHc5HIpfX8AoUnPxw6KGNlxu4rVygNuOQRrvf1MsC43osPLnohqbcXy8F3G6KntXvayRG2G/JpvdlS5RHu7vT26BUFy2d2tQyCPiJ01b/D/TUxcNCbu4qlJV2an3TkhYYH8WaPeXnbatNf/+1KxGp7VyMOeA/QRxD8A4aPSXLG3ao9ndWrqSIaYzOjpRPTOzpJ706N5n2QHL9qHNB0fzVcmTxiqiVAzDHEqLjJeN3hM8sR5makjEhnW26bAZhOOJ0+1qGKISIxaRHzriKQqElbUtTYnEUn6qqiAiMyu+gZ7mdIPo08g/kH8Ixtw+Y4nn3xy1qxZr7/++qlTp2w2W319/Z49ex5//PHx48fv3LkzwJPn5eXV19efs1hhYaHSj2EgElxuzzJDbiJiud4M88OwLCu1/j5LDCe6JeLCrn2H1WpdsmTJ6tWrla4IhL44TWqnA27Lu+SFJkdlsC4Xre6k0XKDozWWStRmdHVgrGYQEUkkdZzwrEe3IIjuzJgZmTEzpiQtGR07p90XjCFRE7Pi5srLp0x7PKNwdTQ+Yf6kxMUTExaOjc+OUadY3E0/1m3aU/uRKLkJoA8g/oFQlZOTk52dXVdXp3RFBpa8ok/Ftn9DpkUlJetjk3XGCFWcxSGwZaaMSO9odxHWwlF1B+LtNeyEiR3Pw/Js2uiksRcb9dHejuFukTmZMM6kiSdGLUQt82y/0N5wsbX1n8QnGsrOmGqI6Iz5kNIPo08g/vEtH87xz8Dqz/LSSy/9/ve/JyKGYS699NIpU6aYzebPPvusrKysvLz8yiuv/P7774cPH967k5vN5ieffNKfkidOnCCiyMjI0aNHd1UmIiLCn1OFEsHt/SnnGBcRy/aqfQcRcaJdbMuVCILE8GGX7ygsLMzLy6uoqFixYoXSdYEQp+8wz5nPrhh5wewOwgdkIuIYVafDntncJnlBnl+te26fVpS9uAU1pxsTd3E35x8SNfGUaY/F1egQrCZnTYw6pdNivjO9DYueerD+q+KWfdXWU4XN34+KvTAojwvAA/EPhLDc3Nz8/PyCgoIFCxYoXZcBZGPR557lSYZhRDQ0egoR5W89NTbK+yaNatmdWZtP+tlMTAwzZEgnJ3KayFqjdVlGj+FKijX11a3hukhsUVyWsfFIDF0gWbcyjhPy9gfr63bpIp0MQ0RfF+27fdLCSuvx8dI8jlEp/UiCDPFPO2Eb/wygfEdxcfFTTz1FRFqt9sMPP1y0aJG8/ZVXXrnttttyc3Pr6+sfeuihjz/+uKdndrvdeXl5zz///KFD585fulyu06dPE9HixYvXr1+v9FMZQES3t3MgSy4iDc/1Zn4WIvK07yAiUWBJzUh2O9O7c52fMAs99Bs1pz/nLrcYnIRjV2O89+j8HQsH/RZi1Qa5I6vF1dTV+76dsfGXlpoPCZKr2LTvPH3fw4CF+AfCASIfX8cbjhY3n5aXOYadmDRUx0cn6YZWl5uSHd54O8JycGTRA2LSM0TEjB1HjE+wbKmSqnZLdQfJVitvYIiGEmk00yocU+QtEjGnY8cMazoSE3M9V/N7IpGI0t2WW5rrXo9NIqKS5uripqqhsYYq60nff+WGBsQ/HYVn/DOA8h1/+MMfnE4nET399NOelz0RqdXqN954Y/fu3UVFRZ988smhQ4fGjRvn5zl/+9vffvTRRydOnHD63Xzg9OnTbrebiMaMCbVf+wCJgvdFxZJARCzXy488nOT93yGIDKvlRVPLgOtb1ZcMBoNOpzMajYGfCqB7dqGlq102d7O8wDGcn2fr+PHhLEzneUvPSODTU67VceeY10nboYNrcG+BiPSqWHlBkFpHDqq2npJI4hhVkm5Ip4ewDBelTmxyVDpFm1OwdhOCAPQU4h8IbUajkef59PT0wE8VMr44vZGIpmnjbohOv0CXoCuvk5gGV8XfSmsvZdr+daZ2Vo04dQ+jHkOsjtRqdmTbOA5NJ6UzX0kNxzo98yD1HhVjLrFfRMQQkcSwp2OzRojuyMhLWHO+XOZnTXV5kbGVvIqIvi05ODTWUG45Gnr5DsQ/HYVn/DNQ8h2SJH3wwQdExDDM7bff3m6vVqu96aabfve73xHRBx984P/7fvv27f580/AlN+Ykom4ac4YnUfTJdzBuImJ7NT+L5/DW0wosE6GSTE1K31+/MhgMpaWlUVFRgZ8KoHtWV3NXuyyeedo5f38UPVO794imLTfKENNpB9cg3oLNbRJJZIj0Z49n7svuNrdVrPWP2LGmbSZnLcfwi4c80FVfWWrr7OqWXN3N5AbQE4h/IOStWbNm1apVmJLWQyLp25IvVyWMXRxp8GxkJLG03iiJfNuqO7PoAZWrXoi5kIjYkaOI56W6g1Lp19TWMKQriaqjDInF9kvklIfIsKfixo5yX6+37iWxhYi0kvBgfeWjKRlEdLqpsspczzKsS7Sr2N4MzDdgIf7pKDzjn4HyTf3AgQPymOGzZs0yGAwdC1xzzTXywubNm/0/7apVq973MWnSpHMe4hmsC9832jmrfQfjJiKmV+OVEhHnm+8QOVavEpuae3eq81dCQoJafT7+0YDzTJ29pKu2jmWWI/JCnDa13S5BEjo9pHcje8Vp0s55eLX1VEnLj2daDgR4C0cav/m67N9byv5tctZ2dS2Ts3WKCk9jzli1gYgEyW12NXR6iERSi7OeiFiG1fa2aRtAR4h/IORxHIdkh69jdQdW6pN9kx1E1CKkNrgzPaupla9GWA6QNoGSEpjYRiaqSNy1Sjr0eifJDpajqAwmaQKTMJZ0ifK2BNXxDO13niJuVnUqYZor7gbPlmyraYat9Z++O8uOiJJYaQ214YoR/3QUnvHPQMl3HDnS+v9s7ty5nRaYNGlSdHS0b0l/XHzxxdf66DSSaEf+vsEwTHp6+h/+8IeLL77YYDDo9frMzMyf/exnW7duVfpRKUaQvD8tLCMQEXG9/Oc6x3rnNBJEjtWrpBaT0vcHEJpcoqPI9EPH7Q32slpbMRHxrDpJO9SznSWOiMzO+o5jd5tdDRWWY9RzyTqjPBDaKdMeu2DpWMDmNu2t/fhA/eaqzuKtHt1CWkSWvFDYvKvTylRYjstDoMdrB3s+vMRoWt8Op5p3d3pUsWmf3PgzXjOYZQZK00gIAYh/AMINc3z9VG2c7xaRVZXavSMj6K1HBlX9h4ikQSOZlComqVKq20OOpnbncUQMlUbfzF74Ajv1IWbsHcz4X7AznmSnPcYMmkUMm6Q6PEjjfXXaed1pw62S2jvs8cMNlbwkEdHhmhKz01ppOa70gwkyxD/thG38M1DyHZ6vCt0kgJOSkoiosbHRnznVek1+36vV6gkTJqxcuXLbtm3V1dU2m+3UqVM5OTlz585dtmxZS0tLwNc5/4iib75DJImI7XW+w/t3RBB5RqcSm5HvAOgrJ5p3nDYV+G6psZ3eXfOBvDw0ahLv87scpU4iIqdoO9l01vvS6m7+ofbTbiYw64aK1QyNnkREbtG5t+bDdt8Q7O6W72s2iJJAREOiJgV4C8m6YfJbvMJy7Gjjt+LZH2oqLMcP1n8pL4+OnePZPkg/Qo5ISs2HOs7TVm45eqxpm7w8PGZ6n/2PgnCE+AcgrEjVe0e6vP/urWOlnYbk2oxHbGJ82zZx6JlnGUkgYqSUThtbMZWqYVsifvoRv+zD6kF7K6xmh89EoREGZtT17NSHKMKQqv4hnj/p2dOsTajI+B219VkwOh03mOqJSJDEvZWFdfYzru6HqDgPIf7xCOf4Z6AkaZqamuSFhISErsokJiaeOnVKLtxNsQDJ73uHw1FRUZGWlrZo0aLExMTi4uKCggI5KNmwYUNtbe1XX32lUvV+3qbDhw9/9tlnvThQbvXqdiswAbIksZ5eXRwniqLEMr2cU4XliVpHySGReCZCJVSZ+/+OFGS1WpcvX56dnY35aKGv6fgom7vlUMOWkpYf47SpHMM3OiqaHdXyKy1KlTjy7NG2B+lH1NpOE9Gxpu31jvJknZFj+GZndYXluEu0D4+eVtTygySJPa3G6Ng5tbYSk7Om0VG5tSInSTc0SpXIMpzZVV9lPSm/lY3RU1L0ncy42aNbYBl2QsL8PTUfEdHJ5u/LLUcStUO0XKRdMDc7a0xtk9uPjJ2doPUOnqfhIkbFXXik4RsiOtLwTUnLj3GaQTou2i6Ym53VnqahQ6ImJeswzDAEE+IfPykY/0CAcnJy3nzzzfXr1ycmJipdF6W5rO7C9z3DSxa5LEeGZiRHjao55P3sl1j/SYTlABFJcemkPWt0Ccnmsn1fbvniZEPiaMfNo2hkmkuUCuvMJ+vNmQmRE1Kj1Vzbt8nIweyUB6Uj/xtSv9VhibGISfLmyuiJkUm3x9S+Ia/e2VSbFxnbwPH7K09ekjGhxlYUSqOWIv5B/CMbKPkOi6U109nNi9yzy2zuq38bW63W8vJyefnJJ5986qmnPC91SZL+9a9/Pfzww2az+dtvv/3LX/7yyCOP9PpCjz32WO/e9zJPJfuT5PPTwjKSIIi9/unhOMaT7xBEFatTuVvCa/yOwsLCvLy8iooK5Dugr2XGzGxx1ha37G9x1bW46nx3xWkGTUu+hju7deKQqIn19tJyy1EiqrWdlt/9sqFRk8bEX1LU8oN/Vz4Ly/CzDdf/UPtpra1YlIRq66lqOuWzlx0aNTkr/tKg3IJBP2JK0hWHGrY4BZvN3VJqPmvURo7hR8ddPCx6arurDI+eJoiuE007JJIsrkbL2SOTMcRkxs48T2dig4EM8U+PKBL/QIByc3Pz8/MLCgoWLFigdF0UJhVv5Nx2edkuiX93Vl+qGhnTNMpsaw2LGdGRVvGKvNyyl5dOHOYS9EQk1FmdJU3OI7WSUyCiuDPfx+3bXTN3QdEd97ni4iWJCuvMZ5qsUwfHDolrm0yA0zDjfs4dfmOY9MVRy7VuSUdEEsMUp/16XOPnnLuGiCJF4Z7G6ucS05odllONFWmRhaGU70D8g/hHNlDyHZ5JuZmumwx4yvRddt9qta5cuZKIxo0bd9NNN/nuYhjm//7v/4jorrvuIqI//elPK1asYNledgj63e9+N378eFHscY4wJyenuro6LS2tj55ANyTG+z2HZUSn0MvGHUTEqXhq/WtPIqkZvVowW3p9tvMRZqGHfsMQMz5h/qCIkcWm/Y2OcqdoU7HaaHXy4IistMisTsfinpJ0RVrEmOKWfWZXg10wq1ldrMYwNGpSks5IRJnR0yWS/Jy23ZeK1c5MWV5jKyozH2lwlDsEq4pVR/Bx0erk4TEXdDOceC9uIS1iTIpueHHLvjp7idVtsrlNPKPWq2KTdUOHRE3uasCtkbGzB0WMOtNyoMVVb3U12oQWjlFFqGITtUOGRE3opoYAvYb4x08Kxj8QFIh8yN4gVe7wrL3eXBSVPIiVOEepmqi160FK7TtqZzURiS62ZatDEroeM0KSkvO/iN+789QvHqjJXkxEDre4o7ihvNk+LT1WJTf0YDgm6zb1/jVGMb/QuljuyeLkdCXD/jLsxI3yaX5iblofnXBCrd1fdWp0olGUBLYn85sOZIh/EP/IBkq+IzKydUbihoaGrsp4dvXdLJ6JiYkvvPBCNwV++ctf/vnPfz5x4kRNTc2+ffumTp3q97nPMmnSJH8GS+/oyy+/rK6u5nkF/sdJ5JPv4H1na+kx1qcprEBqNoKXLOHVvsNgMOh0OqPxfG0YBuedRO2QRO0Q/8un6Id32rSSiEbHXdRx44WGn/p55mTdsGTdsH64BZ5VZ8bMyIyZ0aOrRKkSxnbxmQWgLyD+8ZOC8Q8EyGg08jyfnp4e+KnOa9KZr0hszWtUuO3vNpf9asy0BPN4l711oyQ4B1W/Li/bTuokgSGGab5kfvwtNyaPHy1arM6CAuu6dY7dezzn5FtMo/78bOLOb07+aqUzNp6IShqtDVbnHGNCrE5FRMSq2LF3RO/9Y4r7QLVzonxUfdSk+PilsQ0fExErSQ80VN1jGHq8vtTsNDc4ynr0qh34EP/4KYTjn4EyXmlMTIy80M1YXJ5d8kDlimAY5oILLpCX5c60YUISJYlp/WlhJDexnJsCaN/hMw+rSGpWp5LsNqVvsV8ZDIbS0tLc3FylKwIAAEpC/AMhb82aNeXl5VlZWUpXRFFOk1TlzVP8u6koMSo2WqPX1HibLCXXrePbxrO0FEZwkRHC6r9kvf36oEXzuLQ01cgRETdcn/ThB0nvr1eNG+d77oSd30759S0JO7+VV1sc7s0nakqb2kJrTQwz6oY0zR4d502qlqT/Rmj71D/dZp5lNbtF4WhtSY31NAGEloGS78jMbJ1xuq6urqsy8vs+KioqJaXH7YiCaNiw1syc1WpVsBr9TBC8TU9Z0UYcLzK9/+Hh1FrvmUlDLEOCi5zOXp/wfJSQkKBW93KCGwAACA2IfyDkcRzXzfRDYUIq305i6yAdFW77JkvVyPjBmpZkt7X186Ekiak1/5WX3c28YE+KefSRIddf0/HrombWrJS8z2KfeYrR6TwbVU0NWb9fOWr1KlVLMxEJorT9dP2R6tYJlZjEcWzKlKGafKZt9g0nH1kx+Leew3/dVMVIdKi2uNpWpPSjAgiygZLv8CR9d+7c2WmB48ePNzY2yiWZ3k4Lck4lJSWnTp0qKuruV90zVlZY/e327b7CijbiVCLb+959nM8faIHRERFJYZfvAAAAQPwDEPpEt1Tp/QV/23RGIGlEQlp0wyjPxriqTfLIHURkPR0bf9vNuuyuOxdwXOQvfpHy5Rfqs3uWJedvmnrPT5O+2Syv/ljR/ENZkxzBM5lL9RprivpHT+HqhCttuhHy8iiHfZ61ubixqtpabnObCCCEDJR8x8SJE+Xp5b/55hvP3Gy+PvroI3mhT8d2fvTRRzMzM4cPH37gwIGuyuzfv5+IGIbpdefV85F4VvsOO7Eqge/9dHSs1jtYjshoiYhYQUK+AwAAwgziH4CQJ9UdIGdrUwuz6P7cXBGp1qWrh3CmGE+ZtKb/tpUm1bifckOGMEPPMcobbzQmf7ghZuWjjM+4eKrGxtF/enrck/frSk8T0Yla8+6SRkkiUkUyQxcN0vygYVtrIjHMmaHPew78ZWMNkXSs7kyNrVjpBwYQTAMl38Gy7NVXX01ELpfrvffea7dXkqT169fLy8uWLeu7anjGJH/++ec7LfDee+/t27ePiObMmaNss9J+5pvv4EQbcbyk0vT6bJwu0rMssDoiIlYMq/YdVqt1yZIlq1evVroiAACgJMQ/EPJycnKys7O76bEV+iq8jTs+s1RaJSEzPlXf4B2BUld7QG89Ii+77YNVQ8ax48aTP+25OC7qvnuTP/9UdfbwKHH7d0/99S3D/vs33moparDsPtMoETFpF7K6uHSNd44Yk35sU8xceXmYyzHP0nysrtR3HlaAEDBQ8h1EtHLlSnmy9yeeeOL48eO+u5599tmCggIiWrp06YQJE3x3NTY2ftzGbrf35IKdWLx4sfwWX7du3WOPPeZwOHz3vvfee3fffTcRMQzz7LPPKv3A+pXo9u3PYidOJal1vT4bp/WOMC9weiKS+PDKdxQWFubl5a1du1bpikDIStCmXzn0kSuHPjIkaqLSdQnfWwDwB+IfCG25ubn5+fnyT3I4stVJTSc9ax+2lBPRyPgh+sYMz0ZD09ueZSZ1MWk07KhR/l9BNXZs8sbPox99hNF4P0YygpD2wTtT77ohcduWogZLQVkTMRxjvDyGL47iyzzFyjKelNomoP1ZU21xQ2W55aRE5/HkwSEQPITALQwoA2har2HDhq1ateqJJ56oq6ubPn36nXfeOWnSJJPJ9MEHH3z99ddElJSU9PLLL7c76sSJE1dddZW8XFZWFuDE7CqV6p///Oc111wjSdJLL730zjvvzJs3LzU1tby8fP/+/T/+2Nrn7be//e3cuXOVfmD9SnS7PcusYCOGZ/SRvT4bp/P2ZxGYSJIERkVhle/ALPQAACBD/APhIGwjH6lqD7WlD/Y7mk67LCwx49ipjND6rzDO1pRg/qK1MBMh6SaxY8eSqmfdxhmej77/Pv1Prmx64jf2b7d5tqsb6sa89GT915tO3veYVsWNTZ4kRXyRLuw86r5WIpaIbOrU+oSliXUfENFIp326tflY/elLUqtiNYOUfnIAwTGA8h1E9Pjjj5tMppdeeslkMv35z3/23ZWRkbFhwwaj0djbc/vrqquuWrt27f33319XV1daWpqTk+O7V6fTvfDCC/fff7/Sj6q/iQ7vfLGs5CCGeE3v8x0szxKJcvMikdVKgsCoSHI4+moctoHHYDDodLp++HkGAICBD/EPhDCj0cjzfHp6utIVUYIkSdXeaWg/NVcSUVpMUozJ+xsdX/EJI7Z+85MiZpJKy44d18PLtOKNxsR337F9/nnTqt8JbQMME1HCnu3R99xU+NCTUcuXpg9ZoDvyZryqsN7V2oSkIvWBhPpPGclFRLc01/2zrqzWXoJ8B4SMAdSfRfbCCy/s3Lnz9ttvNxqNWq02Pj5+2rRpL7744sGDBz0Tv/e1G2+88fTp0y+++OJll12WmZmp0WgSEhKmT5/+29/+9tSpU+H5shec3qatrOQgIl7V+3wHEXFi2wkZRnRJrI6XTM1K32X/MRgMpaWlubm5SlcEAAAGBMQ/EKrWrFlTXl6edfYAE+Gi+RTZG+RFuyRusdYQ0aTYsWpzoqdIin29Z1nSz2GzskirDeSauiVLDFvzo++7l1GrPRtVLc1Zzz5a9ofVzZFjSZeQqtnLkCDvcqgS6xKulpen2S1UWVhrK1H6wQEEzcBq3yGbMWPGjBkz/C/sfwO5jRs3+lkyMjJy5cqVK1euVPphDBSiy9s3mJWcRMSr9IGckJNsArWOACKIxOhVYnNz72e4PQ8lJCQoXQUAABhAEP9ASOI4LmznMJZqvKOWbLXWWkU3EU3mZns26moO6Oyt80BLmuGSfgg3IQhDNjA6XfTKR/XLrm18+BHH7rYGJpKU8eZrxXXV4367TF30YaL6aK2ztSFJZeo9ifUbGEkgoqUNlYfrDs5MWcYyYRWYQ8gacO07YGASfdt3kIOIWK7345V6TiIT3MTqVWJTGLXvAAAAAIBQJgpS7X7P2kZLJRFF8vpk6wjPxmTT+97i+ovZMVmkCyjA9sUPH5604f2YJx4n3vuFOzHvo9MvrCdea1DvZ6l1eD6HKrkhfom8vNDSXF51otFRqfTjAwgO5DvAL4LT5VnmyEVETGD5Do68A6BKAsdGqKRm5DsAAAAAIBRIjcfIZZWXGwXXbnsDEc2Jm805W5tIMy5HgnlTa2lWL0XPZCcGez4Olo361T1Jue+KsXGebbpPPjGfEtWMJUF1wrOxyvALIoaINKJoLNpXbz+j9PMDCA7kO8Avgsub72DIRUQ8H1i+g/WeUBB5Rq8WTS1K32X/sVqtS5YsWb16tdIVAQAAAOhDOTk52dnZdXV1Slek3/l0ZvnaWu2WJCK6QDXHszG2ZgsnmOVlUT+bnXhBgCN3dEUza6bh4w9cSSmeLdY1nxExKZofmba5Y6za4aboWfLy3LrSCvPJXlwIYABCvgP84nZ70xMsuYiI5SN6fzoijvH2OhZEjtGrhBaT0nfZfwoLC/Py8tauXat0RQAAAAD6UG5ubn5+fkFBQeCnOp+ILqnukGftS0s1EWkYTarT25klyfph2yIjJSxgx4/vu+qoMzPj1q93xbUOHueuaHEerdUwpli+yFOmKvk2eWGI01F3LE+UBKUfIkAQIN8BfhHdome5Ld8RWPsOziffIfFshIpMYZTvCNtZ6AEAACAMhVvkI9UfIaF1rLoawbHf0UxEF0XNZUSVvJG31Ua37GotrB3NzLyCVKo+rVLsyGHuf/xL0LX2prF8XUREyeqDngLNMRc6NK3TBg8+ubvJWaX0UwQIgoE4PwsMQKLgTfGyjJuIZ/nA5mfhPNNgkSDybIRKMJuVvsv+YzAYdDqd0WgM/FQAPbWx6PPfbnuMiK7MXPr0hc95tj+345mPCjfIy3Mzsv906SvnPJVbdC9Yd4nJ2ZqsfP6SPy4YuqjTkgXVP2w+vfFA7f5qS7XZ2RKhiojTxWcljL0w7eJ5Q+er2L4N8gAAQClGo5Hn+fT0dKUr0r9q9nkWt1iqRZKI6CLmIs/GxKZPmbYGFFLKleyoUf1Qqcw503c9tir9mUdJkux7K0SLKzKiOoKrtQhJRETE1iRen17+JyKaVHOmoqUwXpOm9HMMJsQ/4Qn5DvCL6PZm5VlyE/HEqQM4H3E8S87WZYHUTIRasoTReKUGg6G0tDQqKkrpigB0bkf5drPTHKmO7L7Y9xU7PS/7rpS3lD3z3W/2VZ/VktnkNJmcppLm4o1Fn7/yw+onZj110eBLujrD3qrdn578+HRzUUlzcaQ60hgzbHTCmJuybovTxlFviZL4zZktXxZ/cbjuYKO9UZTERH3SxOTJS4ZdOSN1lgJPHAAgRK1Zs2bVqlXhNSWt4JQajnjWtlhriCiajU1mMj0bExs/kRckPpGZdw+x/dHonmFo5I3XFO3eNejzDZJTsO8q1c8blqQ+ZLFdKheoT7x6cMUrjOTSioLj0HqaO1fpR9nfEP+EHuQ7wC8+zTuIZQQiIjagfAer8v7sSZKa4Rhy2UkQiAuXub4TEhKUrgJAl5yCM//Mliszl3Zf7MviL7ovcMZUcufGWxvsDfLqmIQsY+zwJF1SrbWm3Fx+qPaAIAm11pqHtty7as7vLx9+ZbvDG2z1v9+5amtpvmeLxWWutlTtqtjx3rF1d03+1U/H3NyLu6ux1qz85sGDtQd8N5a3lJW3lOWd+nRm6uxnL3ohXhuv0LMHAAgpHMeFV7KDSKo/TELrZ71Kt/2go5mIrrJcSLGtSQ2d+bjO1jo3ipR2FZsxpN/qlqBXn3p4pa3ge11lmXXbGf28YXFcURkz2y1piMjFxzXGZsc3fkFEuqObpLkSQ4zSj7NfIf4JvfgH+Q7wi+AdvoNYRpBEidiAfng4tbf5lkAaIiJyktMZxFnHAaB3WIYVJXHz6Y3dv+9douub0i2e8h0LiJL4xLePyC/7UfFjVs54YkLyJN8C5S1l/9y/ZmPR5xJJz+1cNSllampkqmevIAmPbV1RUP0DEalY1ay0ORnRGRaX5XDdoRMNxywu8+rdL8VoYi8fdkWP7s7utt/31V0nGwuJiGO4GamzhsUOFyXxWP3RfdU/SCTtqthxz+Y7/7v4Lb0qoFGZAQAgTPl2ZrHWSESsRDN5384sH7cusVpmyW/7uXbjjcnb7l2Z9cS9zpP17hoLnxwRzxfWuMbJe+sSrpbzHRk1xebG41FxoxV9lP0K8U9Ixj/Id4BfRJH1DG7LMYLolgJshsGpNZ7l1nwHK0hOJ4N8B4DSLjBM2135/e7KXY32xm7aTO4s/87sNHvKdyywo3z7sfqjRJQSYfjb/H92/GKQFjX4dxe9aHPbvjnztVNwvH3kf49Mf9yz940D/5Ff9iPiRv45+2+DfEKBjUWfP739CVESX9j57AWGacn6FPLbu0fXyi/71Mi0F+euzkoY69m1v6bgt9serzRXnGws/Of+Vx+a9qjS/ysAAOB847ZLDUc9a19ZqoloaeEgZuYweQsjCQkNn8vLUvpPmOSMfq6gTsWlzL+0Nu+ypO1f2XaWRi0dnaA+5sl3mKIvdKkSVa46VpJch9fSnOcCu9r5BPFPSMY/mJ8F/CJJ3sZsDCMKohjAyYiIOJ13uFOB1RGRxInkdCh9o/3EarUuWbJk9erVSlcEoBMLjIuJSJCELSWbuyn2ZfEmIorTxl1gmN5pgW1lW+WFG8bc1E3zyMdmPikvbC/71nf7Z6daP389d/FLvi97Ilo8bMk1I5cTkc1t+7rkqx7d3XvHcuWFx2f91vdlT0STkqe8cMkfOYYjog9PvO8UwuUvEgBA38nJycnOzq6rq1O6Iv1Eqj9IokteLnfbjzhNGpe0yOFt3BFt2qly1RIRMSyz5FlFKjkmJars57+SVCr7jlIi0rP1era+tf4M1xC/RF5mj36q2HNUAuIfCsX4B/kO8Ivk0xSI4wQh4Am5Oa1PvoPREhFxIjmcvT7h+aWwsDAvL2/t2rVKVwSgEyPjRw+JGUpEm09v7KqMU3BsLf2GiOYNWcB10but0lwhL4yOH9PN5RJ1Scn6ZLm8p12oKIkV5nIiitHEDo/N7HjUVMM0eaG05Yz/t3bGVFJjrSaiUfFjZqVe2LHAuMQJE5MnEZHNbTtSf7jvHzYAQIjLzc3Nz88vKCgI/FTnB5/OLF9aqoho6XdumnSpZ2NCQ9tIpYPnU3J/TMvSkZpjh4wbUXH5MleZyVVqIqJ49QnP3vq41nxHdMUhsoZLoooQ/4Ro/IN8B/hFYrzDbbCsKAQ8hzqn9Y57LDB6ImJ4iZzhku8It1no4fzCELNw6GIi2lddIL8dO/qufLvVZSGiBcZFXZ1H/lBARLW22u6v+Mpl/3h98Zv/XpTj2cIyrF6lJyKLy9zpd4bGtjHAIlU9mOeoxFQsL4xO6DIEyYwbKS80O8Jo0igAgD4VLpGPyyI1HPesfWmpjm2RrqwdK8a0jlLPCea4ptbP8sxCZRp3yEYmR1Vcd4ug1dm/LyOieP4UUev/I0vEOIcmg4hYSXQffV/BSvYzxD/yQojFP8h3gF/Es/IdJEiBjtXM6n3yHayOiBgVSWHTn8VgMOh0OqPRqHRFADonN+mUSOpqBPIvT28ioiR98qTkKV2dJD26dcD51w+81v20bSPiRk5MnjwxeTLLeN9Ks1PnEJFbdK879m678na3/YMT78nLM1Nn+39fel4/b8iCeUMWXJw+t6sy1ZYqeSE1Mq1vnzIAQBgwGo08z6enpytdkf4g1f5IUmsr6DOCo9Bl/ukWu3vqfE+B+MYvWNFORJR2IQ2e3quLBIeWZ9OHp1ctvMq+u4yIVIwliq/w7G2Ia/3HvPvoewpWsv8h/qGQi3+Q7wD/+OQ7GFYSmUBnjfXtzyJykSQKjJaVLFal77OfGAyG0tLS3NxcpSsC0LmhMcaR8aOI6IvOmnTa3Xa5b+plQxb4vqHbWWRcLM9jV9JcvOzDK989urbuXB86fN1/wQpDxCAi+tsPL7+06/cnGo7b3LZ6W923pfl3brpVHnNr2ajrJ6dM8f+cUw3TXpq7+qW5qy9Jv7TTAtWWqp0V3xFRlDpqSHT/TRAIABCq1qxZU15enpWVpXRF+oNU84NnOa+lfHCNkH1M45g4y7MxoeGj1qXsp5SuLI1Kjqy4+npnldVVbqLWJh6tGuIWyAvq4u/IFS7xOSH+CcX4B/OzwLmJgiS1pcYY0clwnMgFnO/gvWcQ2AgSHKxeJTU2Kn2v/SchIUHpKgB0Z8HQxScajh+pO1TaciY96qzR47eXfWtz24hofteNOYkoK3Hc8tE3rD/2LhE12BtW737p5T1/zEoYNyN11ozUmeOTJqpYVTeHp0QYXl/85jPfPbmn8vv3jue+d/ys/KCa09w16Ve3jLs9iLdsdVsf/eYhp+AkolvG3q7mNAGfEgAg3HEcl5ycrHQt+oW9kZqK2laYzZaqWzfbXVMul1RqeZPWXhLVUkBElDKJhi9QuroUpeHjhw2pvXh+9N5SVVp0DF/M0Bw55rfqsxyadI2jlHU7qGgLjbpS6cr2H8Q/IRb/dJKXKi8vV7pWMLCIgnc2Fk60E8sLfKC/BizHMNTa3k9kNZJLYCPVYnNI9RYDOK95OqbKTTd9bS7eRESGiEHjkyZ0f5JHZzzx4LRHItWt/ddESTxUd+D1A6/9ctPPLn139n1f3b328P+66iJLRFHqqJFxnY/llqhLGBE/Uv5+EhQHavbf8tn1h+sOEtH4pAk3Zt3a108YBhrEPwAQCKnmB88QGCcFV9RJ8/QjLuucxZ4CifUfthaYq3zjDtmIpMjyn1zv2FtBRCrGFsFVeXY1xWa3Lp34ROlq9ivEP339hPtZJ/mOjIyMyy677H//+19LS4vS1YMBwTffwYpW4lWeRHUgOLn7IhERCQIxEWqxqUnpewWAVqmRaeMSJxDRprObdFrd1u/KviWi+UMX+vO6vSnr1i+u++bZi164bOiCGE2sZ7vdbd9Rvv0ve/90xfsLHv3mwbKW0nYHlreU3fDJNW8feZOIhsQMvWHMTY9Mf/yeKfctHrZEzWkqzBX3fnnX6t0vBX6nFeby33y78ucbby1pLiaicYkT/nbZa1peq/D/AOh3iH8AIBBS9V7P8ofNp2/bZHMNHeUaPEzewkhCQsPHRESJY2j0UqUr22pQtJbGjatTpwkNNiKKU5327GqMae34IJ74jMJkuFkiQvwTcvFPJ/1ZRFHcsmXLli1b7rnnnquuuuqWW26ZP38+F3D/BTh/+U7Hwoo2YlWk0QdwvlYc2d0U0XYJhtGrJFO4tO+wWq3Lly/Pzs5esWKF0nUB6NIC46JDdQeKmk6eajrpmRRtW+k3DsFBbWN6+UPDaS4fdsXlw64QJfFEw/HdlTt3V36/v6ZAzWkiVBGV5oqvS77aW7XnT5e+MiVlqnyI3W2/a/PP5RndHrjg4RuzbvHtKPvrKVW/+Xbl/pqCd4+ujdXG/nzC/8nb1xT8Jefg6x0rsOWGbb6hhofNbfvX/r/nHn3bJbqISM1p/m/SPTePvY0LeIgiOB8h/gHoCzk5OW+++eb69esTExOVrktfaimltuEeRWLq95WOPuNuvmWJZ39M87dqZzUR0SW/JWagDKHIEA2L11ctujq94LOIy4bFcCWl1DpZqTlyqpuP4d3NbEsV1RyklAmBXep8gvgnlHTyy3bhhRcyDENEVqv1nXfeWbx4cVpa2kMPPRRG82bD2YSz2nfYiVMxusgAzteKI+/ss4KbYyNUQnOT0vfaTwoLC/Py8tauXat0RQC6M3/oQvkt6ztqlzxi+eCo9DEJ3Q0+Z3I0lzQXlzQXW1xmz0aWYUcnjLl13B1r5r+2/aY9X9+w/dNrv/jk2k3DYoebHM2Pb33Y6m4dFO394+vkl/3VI5fdPPa2dqOCpUQYXpq7Wn6F/+/gf029mjhtR/n26z6+6q3DOS7RxTLsTzKvev+qT24bd0dIvuzBH4h/APpCbm5ufn5+yP8eSVW7PcuHBeHqz5tFfaRtmndsyKS694iIEkbR2OuUruxZhiVE1F2cbT3SSEQatkXP1rfeEcM1R1/UWqgwT+lq9ivEP6Gkk/Yd27dvLy4uzs3Nfeeddw4ePEhE1dXVL7/88ssvv5yVlXXLLbfcdNNNYTKnFMhEl9uzzIo2YjheFx34aTnWe1pB4tR6ldgcLk2Iw2UWelDIl8Vf/OfHfxLRwmGX3zH+F+32im1T5Z2TPN1aQfXezac33jP5XiKyuMw7yrcT0YKhi7o/dnPxphd3PUdE90196NZxP+umZGpk2gMXPHzfV3fX2+rWHX3nZ+PvJKIfqvbIexcPu6LToxJ0idMHzfiy+Aur23q0/siM1FlEdPmwK8cnTexYWK+K8F2VSHph5+88M7rNH7rw7sn3ZoTWaOTQC4h/APpOiEc+oluq8SZ0fvzhYHa1aJm3UFK3DnindlTEmLYREV3yJLED61+VOhWXnBhbljgp0Skwai6aP2N1to6p3xx9cULDZ0REJ7+gOY8pXdNzQ/zTDuIf6mp+lqFDhz722GOPPfbYoUOH3nnnnXfffbe4uJiIjhw58vjjjz/xxBNz58695ZZbrr322ujoIPy7FwY40eGdhoqT7MSQShMV+Gk5Rmwb1IkEN8fGsaI5XPIdBoNBp9MZjUalKwKhqcXSL20lAACAAElEQVRpOtV0koiqzJUd9zbYG+QF1o9E/kLj4oLqvWUtpUfqDmUljtt6Jl8evrv7kcmJKF7bGi2dbCo851UMEQZ54XRT62R4npnbBkcN7uooz6jptbYaeWFY7PBhscPPebmXdv1eftkPjkp/YtbT0wfNCMZTh1CA+Acg6IxGI8/zoZ0rlOoOkMsiLztZ1bh3iiWWs8z9iadAct16RhIofgSN+6nSle2EMV5/aO5i56EczZTUGP5MlXOyvL055kKJ4RhJoNId5DSTOgjtu/sU4p/uhWf8c47OY+PGjXv++eeLioq+++67X//61/JsUpIk5efn33HHHQaD4YYbbvj888/dbrdfV4Pzk+jwDizKig4i4lTBGL/D50+NQCpGy0tWm9L32k8MBkNpaWlubm7gpwLoKE4bLy9UW6s67q21tr4d282y1ql5Q+fL7RvlUbvkxpxDY4wj4kZ2f+DE5EnyaF7flW2rt9V1X/hY/VF5Qe5H6nsLRW0RQEdyTEM+sYU/3j269v3j64hoSsoFb16RGyYve+gpxD8AwbJmzZry8vKsrKzATzVwVe7yLJ48XZ9c63ZMmCEkDZK3sKIjqf59IqK5Tw20xh2ywTE6W9aEltMOIorganhyyNvdfJxVP5aISHBS8TdKV/PcEP90I2zjH78Gy2EYZvbs2X/729/Ky8s3bdp06623RkVFEZHNZlu3bt0VV1yRlpZ2//33792715+zwXlHdPnkOyQnEbGcLvDTcrx3ZGNBUhERiXYKm9gxISFBrQ7CNDcAHWXGjZAXDtce8vQIlYmSuLU0v12xbsRq4qYPmklEXxZvMjmad1XsIP9G6krQJU5OmUpEzY6mVd/9VpTErkpaXOY3D78hL89KbR0mTb4oEcnv5o7OmEr2VH5PRGpOPSl5sp9PRpCEtw7lEFGyPuXP2X+LVuMTPXQH8Q9A4DiOkzOGIctWKzV6v+Sr/7eXiCzzlnm2xDfk8a4GShg5MBt3EBHHMmlx+rLocUTEkBjFl3l2NUe3vpep6Culq3luiH+6Es7xT88GB+Z5fuHChffee+8dd9zB896+MDU1NX/961+nTZs2fvz49evXh3gPvfAjOr0Di7KMg4hYPhjtO9TeHz9BUhMRw7jI51oA0DtpkYNTIgxE1ORo/MuePwk+HVZzDr1e3lJGRDpeN6Gzrp4dyW/3WmvNy3v/KH9/OGfnVdl9Fzwoj7O1o3z7DZ9cs73s23YFJJJ2lG+/Z/MvTzYWElFG9JBFw1qHsr8yc6n8Mv7mzNerd7/ULmo5Un/44fz75Y1LM69p1z21G1tKvpSnu79hzI2RA75dLgwciH8AoCtSxU5q66Hd0sLqjze6ho52jhjXtltKqXmTiOiSAdq4QzYkTl86bZG7ooWIon3yHaao2a1LRVuUruO5If7pSjjHP7yf5URR3LFjx4YNGz744IMzZ8747srIyGBZVu7geujQoeuvv/6DDz546623VCqV0ncHweF2OolaG3SwkouIuKDkO1Te1g0iqYmIWEFyOBh9EE4OEM5Yhv3NrKfv++puIvrgxHv7a/ZdYJjGs6pDtT8eqP1RLvOLiXdHa2L8OdulGfNe2PWsU3B+evJjIhoRN3JojF9Dz4xLnPDYzCef3/ksERU1nXpgy68i1ZGDo9LTItMZhmqtteUtZZ5+qnHauD/MfVnNtf5ZiNHE/vbCZ1d+85Aoie8eXfvF6bwphgsGR6W3OFtON53aV10gkSRX5ldT7vf/yeyvbh1P7pOTH+WfOUfotmrO8yE/iBecE+IfAOiO6JKqvvesWT8oICLzohs8W2JaduhtxylhFI27oRen7zeGKI172HDLZ7aY1KhortSz3Rw5UeAiOMFCNYfJXE2RKUrXtDuIf7oSzvHPOfIdbrd769atGzZs+PDDD6uqzuoHlZGRsWzZsuXLl8+YMYOI8vPz//3vf69bt06SpHXr1k2dOvWRRx5R+u4gOAS3y5Pv4CQnEXFcUNp3ePMdgqQjIokVyeFQ+nb7g9VqXb58eXZ29ooVK5SuC4Sm2WlzHpr2yKsFf3UIjqKmk0VtXT1lt4//efdjhvuKVEfOSr3Q0wr0nCN1+bpm5HJDxKDndz5bZakkIrPTfKz+qKe3qm9tH5v529TIVN+Nl2bM+8u8V5/Z/psGe0ODveGr4s3tjro4fe5TFz7bo88UZS2tMVxx8+lzFra77ecsA6EK8Q9AsOTk5Lz55pvr169PTExUui7BJ1X/4BmpVHRzYv5pd+oQ+8RZngKG6teJBu7IHR4sw6TFaKu4oTFkVbMWLdtoF+OISGJ4c+TUmOZviSQ6/TWNH6BdcjwQ/3QqnOOfzvMdTqfzq6++2rBhw8cff1xfX++7KyMjY/ny5Z7XvEd2dnZ2dvZ99903b948m832+uuv430fMgSXy7PMMC4iYnl/W091g9N6BwERGA0RkTpc8h2FhYV5eXkVFRXId0DfuTHr1rkZl7116I2TTSeKm0+LkjQsdtjw2BFLR1zT/dTxHS00Lva87/1szOkxO23Ox9du3Fa69duyb47WHa6x1pidLWpOHaWOGhJjHJ84YeGwy4fHZnZ97KbPTn28rXTriYbjzY4mFadO1idPSp5yZebSiX53W/XwvO8BOoX4ByDocnNz8/PzCwoKFixYoHRdgk8q3+ZZbtlyUnKJLZffTEzrEHURloPRpl0UP5LGXq90Tc8tPVb/Y+bckcJnDMdGcRVyvoOITFEzYpq/JSIq/mbg5zsI8U9nwjn+6STfcfPNN3/66acmk8l345AhQ3y/ZnRl1qxZF1988RdffFFeXq70rUHQiE5v5zeWXEREXBAG2uS0eqLWMwusnogYnsgZFvkO9PGG/pEambpy5m/8LPzk7GeenP1Mp7sWGBd3M0bXbePuuG3cHd2cmWO4uRnZczOye3ELOl63fNQNy0cFpxnwB1d/FpTzQEhC/APQd0Iy8pGaCsns+ZVn7HnH3IMy7FMv8hRIrXqNiOjSpwd44w6ZIUqzI3OsfW+ubnh0NF9R6xorbzdFtY6geV5M0SJD/NNOOMc/neQ73n77bc/ykCFD5K8Z06dP9/OMcrfViRP9GgYGzguC4B1YmJXcREScJvDTcroIotawUmB0RMRqGMnhZAI66/nBYDDodDqj0a9OgAAA0A8Q/wD0BaPRyPN8enq60hXpA6XfeBbt+6qEOqv5l7cS0zoev956LLYpn2KHnxeNO4iIY5lB0doGS0waSZFcBZFExBCRVT/KzUfzbhPVn6CWCopKDfhSAP2n8/4sQ4cOlb9m+P+a93jiiSd+/etfp6WlKX1rEDRu33wH6yaJJzYIg7FxEdHefAerJ4kYPS81Nyt9u/3BYDCUlpbK8xoCAMAAgfgHIOjWrFmzatWqEJyS1lot1R/xrJk/OebKGGGb7G3ckVbxNyLpfGncIRscqytLmJhG+3nGrmcbrGICERGx5sipsU35REQl3w7wgVcB2ukk37F79+5p06b1+oyzZs3q9bEwMAmCtwkiy7hFgWWZIDTC4NRaz7KbjSLRxerVYmPDefNOCExCQoLSVQAAAC/EPwB9geO4EEx2EEmlX3umoXWeNjlP1LXct8I7cof1UGzzNxSVcV4MeOGRGq3dPfLiafV7WS0fyVW25TuoJfIC5DvgPMV23JScnFxSUuLyGaKyKyaTqaSkpLKyUum7gL4lept3EMsIgjs4PTA5lffHT+Qiye1go1RiY1i07wAAgIEG8Q8A+MvRLFX/4Fkzf3LUMXqyI2uqZ0taxV+JJLr4cWL53pxfIWqOTYiNslQKRBTFe//EtUS25YKLtypdR4Ce6STfMXTo0KFDhx45cuScB69fv37o0KHZ2b0ZggXOI6Lobc3BsYIoBCnfwbOevLjARZDbyUSoxaZGpW8XAADCEeIfAPCTVLaVRLe87K612n+oaLn6Ts/e6JbvY5q3kyaRJvs79enAkRajrWFSiSiSq/QE6lb9GJHTERHVHiVrndJ1BOgBNpCD7XY7EeH7RsiTJG8XE5bxHb00IAzDsJKz9RIMJ7glNkIthEe+w2q1LlmyZPXq1UpXBAAAegzxD4D/cnJysrOz6+pC6B/JbqtU8Z1nzfzpcduUS1xDRrSuS9Lg8tVEJM24j/ggDPDfz1KjtWdSZxIRz9i0bFPrPTGcOUIejFmi0h1K1xGgB3gi+t///tdxxyeffLJ///5ujqypqfnPf/6jdP2hP4g+47ywrOSQgjaDCi/ZnEzrm0B0M1ykWgyP8UoLCwvz8vIqKipWrFihdF0AAMIU4h+AfpCbm5ufn19QULBgwQKl6xIcUtk2EhzystDssO0ob/nNM5698Y2bIiyHJE7HXHi/0jXtjWitypY6Tij9mNPxkVy1XYyTt5sjp0abdhERnfmORv1E6WoC+Isnottvv73jjqeeesrPU2DqtZAnMd7ZWFhWkiho+Q6O8XaTFgROFasSW1qUvt3+EJKz0AMAnF8Q/wD0m9CJfASHVP6tZ82Sd8I8+woh0SCvMpJrcMVfiEgafROjiVa6rr1kiNG17OdjB1MkV1XnGi1vbImY3Lr7zHalKwjQAwH1ZyGi2NjYF154Qem7gL7mzXdwrCAwQZtBhWPdnmW3xBPHMnaL0jfbHwwGg06nMxqNSlcEAAB6A/EPgJ+MRiPP8+np6UpXJDikih3kag1WRYvL/F2N+XLvDCzJtes0jlJiWHbeE0rXtPcGRWurVUOodQiPVpaIiZL8T4CKveR2KF1HAH/xRLRp0ybfTYsWLSKiV199dfjw4d0frNPpJk6cGBMTo/RdQN+SGG/nQ4aVxOANNM2zIgmty4LAE5EkOcjlIpUqkNMOfAaDobS0NCoqSumKAACEL8Q/AP1gzZo1q1atCpEpaUWXVJrvWbNsPtly8dViRGs7Dk4wp1b9k4icKbPV8efxN63kSM2RtOmj3CUa1qRibC5JR0QCF2HTjdBbj5HgpMofKH220tUE8AtPRAsXLuy448ILL0RDTSAiSZQkprUdECO5GZ4T1UEbe4njJG++Q1IREcO6yeEI+XwHESUkJChdBQCAsIb4B6AfcBwXIskOIqlqNzlNrct2wfRdveWxqz17DdX/5V0NRMRc9LDSNQ2IimO45BFCkcBpuQiuusk9VN5ujpiktx4jIirdiXwHnC86+VD/wAMPEFFSUpLSdYMBwXc6Fla0kUpFquDlO1QcOdsuJGmIXBLrlhx2JjJS6fsGAIDwgvgHALojidKZrz1rli1FpkuWSRqtvKpy1Rpq/kdEbl26auxSpesaqJQYXUuTOtYgRHJV3nxH5OTk2lwiotIdRBhxH84PneQ7Xn75ZaVrBQOI6PbmOzjBSpyKdEFLRnBqjtrG63CTmshFvEh29AkEAID+hvgHALoh1fxA9vrWZZdo2tlkXXG5Z29q1WusYCMi85irYpWuauAGRWmq+aGxdCqCq/ZsbJuSljAlLZxHWCL6rk19fb3S9YEBRxS842mzop1YntUFbdQJzqepiChpiYhRSeQI/XyH1WpdsmTJ6tWrla4IAED4QvwD0A9ycnKys7Pr6uqUrkhgJEk6s8WzZt1a3Dz7GuJb+19rHGVJte8RkcRqubkPKF3XIIjTqWvSphCRnq1jmNZvnw5NupuPIyIyV1FTidJ1BPALT0Rz5syRV95///1rr722F+Mnl5aWKn0j0FdEt+BZZkUbcSqVPjZYJ+e13nyHQHK+g5EcjqBNeDtQFRYW5uXlVVRUrFiB1oDQ36STJ4X8r4mIHTmSvWSuZ7u47Vvx2DF5mRk6lJu/4NznEkX32rc8OUpu3jxmWOcDPUqVlVLRKam6WrJYyOkklYrR6igpkU3PYIYNIzbQycIAegHxD0A/yM3Nzc/PLygoWLDAj9fKQCXVHyRLVeuyIDVvb7Q+6B0AKLXyH4zkIiJzyoyo6GFKVzYIGIZ4w0ixUGTVbj1bbxHkjn6MOWJibPM3RERlOyl2iNLV7BnEP+Gpk/4sZWVlStcKBhDBafMss5KNGEalDdp04pw2gtoGLBVYHRExOo6sVqVvus+Fziz0EKKk0lJyOkmtPkex8rJzNsiSWkziN99IVVVnbXU4JIeDmpuEkyfp+13cRRczGRldnqGiQjxxgpoapeZmUqmZuFgmMZEdP4G02t7fod0uHj0qlZVKTU3kdDIRkRQbwyQksuPHB3RaOJ8h/gHoO+d75COd+cqzbN9R2jx9KbGcvKq1lyQ0fCIvN02/LmTm3kuO0pmbVNHJgp6rbst3kMWb79hF425Quo7Bh/gn9HSS7/B87gAgItHuzXdwop2IGE4frJNz+kiiZnlZYPRExEaoxIb6kE91GgwGnU5nNJ7Hc5VBiBMEsbiYHTmy+1JiUVH3BaTmZuHTT8jW+meESUykuDhGHyFZLNTSItXWkCiS1Sp8sYmbeykzYkT74202Yds2qaTYu8XplCxmqaxMPHKEnXoBO25cL25OOnNGyP+anE7vlhYTtZik0lLxyGF28hR2wgSFnjsoCfEPQF8wGo08z/ei/dTAITUWkulM2wo1b621/trbuGNQ1T8ZSSAit25IRNZ5P1KpR0qktppPjabSSK66llrftubItvdj6U6lK9g3EP+EHJ6IqtrSTrGxsUS0bds2pWsFA4jotHuWWclBRByvC9bJOX20J9/h/n/2zjtMiiL949/q7slh8+7swsIuLDnnKAIqBgQ8czxzPPXu9M77eXqenJ7xUE9Rz8wp3iGeiqiAKIKARAUkw+ac4+SZ7q7fHzPbs+BsYNndnh3q8/g8VldVV7/dO0y98/YbOBMo5cxaubZO7Zvudmw2W3FxscUSNe8AGNEFIaCU5uag7f1elmlBgTI/zARK5e82BDZ7kpDIzZhBUlJOGLc3yT/+SHNyAEhbNvM2G2n5j0KWpQ3f0vJyAOA4kp5OYmLg89HqalpbC59P3r6N6HUkaxBOBVpVJX2zHrIMgFisSLURsxkuN62soPX18PnknTtACDdqlNp/Bka3w/QfBqMHWLp06eLFi3t3SdriUOYOz57yhpEXgA++M9b6ShPqvgy0qzOm23RpasvaZVj1wsHU8QO9xUauWul0GkcCHCCjYh9EL4QuK9oYETD9Jxr1HwFAyol/AAajJbLPCwTzaXDwAeCFrvPv0GmUtsRbIPmIVSvXR7+9A0BCQoLaIjAY4SFpabS0lJaVweNpw7mRlhQHXhEE5oeZUFxMAwnqTGb+wgthONlUSixWfs5cSRRpQQEkiR44QKZPV0blffsCmz2Jj+fPvwAtylTTnBxp00ZQKm3ZIqSmwWTq+N3J27cFNntu9Ghu0uRQ6Cyl8oED8s4dAOQfd3NDh0Kj6fiyjN4I038YjB6A5/nebexwlNK6Y8pR07dlrlv/TzlMK38j4NwBom2ccnkqoioHHZ8ynOav0vNNArwidAAk3uI2ZBjceZB8qNiHvlPUlrErYfpPVOo/UR83wDhdJH8oOI2jXWzvEAQ+dCHeCtHDmXVS3Rlh72AwIpZgzi1ZbttdU87NBQC9nqSGf51Fi4Lev9zIkb/c7BX4GTNPmh88zD4ePH3u3JabPQCSlcUNGwYAoijn55/CvblctKoKAImP5yZPOSFPGCHc6NEk4HEtirS3lxJgMBgMRldAizcCwXf43qM19f3OorrgL2HeX5NY+3mg7Ywfk5AyXm1hu5jEGLOrgQDUKFQpnU5jc8hD6U61BeximP4TlfrPqdk7KKXLly//zW9+c9ttt73zzjtut/uUTmf0RiSvX2lz8ALghFMwJbYNrw3ZO0TBCr+Xs2jl+nq1b5rBOKMhCQkkJhYAzcttdZIk0cJCANyAAeDCv86iDntwwcTEtq5nNAZeUFCHPeQXSim12wFArydx8WGEVJSMpqaO3xptdh8jGRkgYcQmacFlaW207feM04HpPwzGGYqnnlbtVY7sawtcZy9QDlOr3g+UZQFQMnhqgr7fqS4f4aSYdXVyEgAT18LeYWqOdyjdpbaAXQzTfxCN+k+r9o61a9cuXLgwLS1ktaKULliw4IYbbnjttdfeeeed2267bfz48awSW9Qj+kP2Dp6KAMB3WagexxGueZ+gRENFiTNoJIdD7Zvudlwu1/z585csWaK2IAxGOAghAwcCoOXlcDrDTqHFxfD7obwMaWWdYMPlRJvwF1zIL1zIL1hwwrkBd0qfD5L0y1Ookkq5vSTqJ+D2kLh4EhffqgoiNyscrETcmQrTfxiMrmXZsmVz586t6Z0vjWnJ96DBPchf0lRvGiVbYgOHsuxKrv5vcJoQ5xl3IUeibeMw64SahJEATHxL/45me0dR1KUsZfoPolD/CX8/TzzxxPz587/44ovyQKIUAMDbb7/91VdftZx29OjRq6+OwkJEjJbIYsjeQYgP6Ep7BwCehPKhiiIPgPid6OVFy9olOzt7zZo1y5cvV1sQBiM8gf0egNzKK46gM6fRSGy2VheJiQlO3rO37bJtJD6epNhIiq3lOwfSNx0AZFk+dOjkE0SRHjnSPK3vKdxXVhZ/+eX85ZeT/hnh7kqmRYXBmbbUbn3CjMiE6T8MRpezYsWKjRs37tmzR21BTh3RTctDP+mda3Jcc3+lHCbWfcVLwV+z9baJqZYhaovbLdD+4wEYW9g7XIbBlNMCQEM+3NEWhM70n+jTf8LYO44ePbp48eJAleyWKRVfeuklAFar9fPPP9+9e/eFF14IYNu2bSyfeXQjiqLS5uAHBbiuzGEj0JA9RZJ5AJR6W9ZJikp6exV6RtRDYmNJQgIAmhtuvxfFwL7IDRgQ1isyuMjArECDNjaIH6+UDx6Ey9VxGfipUwJhq/KunfIPW2ltLUQRLhctLJS+WE3r6gBww4e3oXB0CFmGx0MbG+Xjx6WvvqSVlQC44SNIfPxpLcvohTD9h8HoPnqj5kPLtkEK/liVGjz1jTYxJVhVV4KYXv66MjN/1JREfX+15e0W4mLjvY2yhnh0XDBGg3JalyFQvoSidLfaAnYxTP+JPv1H+GXX888/L0kSgNdff/3OO+8MdObk5Bw+fBjAjTfeuHDhQgCffPJJnz596uvr33zzzbPOOkvtG2F0F5I/tD9xRJRFmSNdmXqa50XIwbYoCQAI8VOvl+iiq8DVidhsNoPBkJmZqbYgDEarkAEDaW0tra6mTU3Eam05RIuKIIpo25kTIElJ3PAR8uFDAOB2y9u3yTu2k6Qk0qcv6dOHpKS04zNpMgsLF0qbNtGyMvnwYRw+fMIoz3MTJ3Kjx5zmbYofvH+CgVWv58aO5UZFYf15Rrsw/YfB6A4yMzMFQUhPT1dbkFNElmjpZuXI+XWOc/YtoVH7Dq0vWNBaNPTnB07nCH+KF+gdJJl0jW5LcozTyFd75WDNVKdxlMl5EABKdyHrfLVl7GKY/hNlhHnW+/fvBzBr1qy77rqLNP+y/eabbwKNm2++OdAwGAwLFiwAkJ2drfZdMLoRSQrZO3hIktjF5nmBl5W2JGsAUF6Cx9P5FXsDNputuLh4xYoVagvCYLSK4tL5y1ccQSdPs5m0V86TmzGDmzo1FGJKKa2qkvfukb78Qvz3MmndWnn//tZCZAFAqyMJ4QNNidFI4ru+qDPRaqHVBQq2Mc40mP7DYHQHS5cuLS0tHT58uNqCnBq06id4G4Ntr9h0mHqHjFVGh1W8r7Sr0ielmaIzmAWAVS/UmgegtZSlJdFWogVM/4k6wvh35OXlAZgy5YRyyjt27ACQmJg4btw4pTMjIwNAQUGB2nfB6EYkiSqlxDlOlKQurivOCwTNES0i1QEgghz19g6c6CzNYEQgxGIhycm0qorm5qDFNz/8flpcjIAzZwfgRo3mhg2nBflyYWGwpn0AUaTFxbS4WN61k/TP4KZMOfktir1J/uqrQJZyEhNL0vvCaoXfT+vraX4+tdultWu4kSO5adM7IkZr8DNnUkmGLEMUafZxWlNDN39PC/L5c88DH50v6xitwfQfBqM74Hk+OTlZbSlOFUpLNikHro0F9qnzlfiFWt+xmKatwTHC542ZMF2fobbA3YgvcwqqDxi5UMZZp3FksFUSbSVawPSfqNN/wtg7Avka9Hp9y84ffvgBwIwZM044WRAANJ1KLRxGr0OSOTR/5jkiybJwWsv9AkEjoDnNsES1gES0gDf67R0MRuRDBg6kVVW0vp7W1ylF0WhRYdCZszk8tX0EgWQN4rMGgVJaW0tLS2lZKa2oAM9Do4HDQQvypfIy/rx5JLU5S5YoSl9+CYcDADdlKjdq1AmBspMd0nff0YoK+eBB6PXcuPGBbnn3LnnfvjDXv+HXOHFTa3GPWaF1R46Uf/hBPnyIFhXJ+/ZyEyaq/Rdg9ChM/2EwGAFo3TE4yoIHkmz/vsL9p/OU0b41oQTGHssIi21c9FVmaYkpqb9UJBv11QAFCACPIVPmjJzsgrsajcWI6W3BSu3B9B+1/wJdSZh/nAMHDgSQn5+v9OzatSs3NxfAnDlzWs4sKysD0PdUcsMyeh20xYeE5ySpq72ceF0o+2nQv0NPqMfb+RUZDEYXwQ0YGNhlW7p0ynl5AIjV2k5Vea+XNjbQxoYTokMJIYmJ3Jgx/IUXCTffIvz6RuGaa/mrryFxcfB6pe82oLkAtnz4cHCzHzqUGz365KxgJjN/zrmBLVz++ee2k5+f2i1PnQpBCArAOMNg+g+DwQhS/J3SdO8us486j/LBF351cvWwyo+V0dKB4/uYhqktbveSZNE7Gnie+PRcc4APeKdy12XRlrIUTP+JLsLYOwYPHgzg888/r6sLVhh67733Ao2LL75Ymeb3+1evXg2g9+UfYpwKlIbsERyR5a42YAt6g9KWiREAZ9LQ+nq177t7cblc8+fPX7JkidqCMKITmpcn/e9/0v/+J+/bG264w2bL5nJrof3e5ws4c7adqQuAnJsrrVwprVwpHz3S9kxisXBTpgKAy6WUXqPlwRdrJGtQq7KlpQGA309rqpXJ/Lx5v/xPCaClRUW0sICWlrYqDc8H3+R4PGdCYB2jJUz/YTC6g2XLls2dO7empub0l+oh7CW0/rhy5Fib47rgCuXQ1bSBl5t/9vPGolHjEvRR/lUQq9fUERsAI1+tdDqNzSk8IqlEC9N/mP7zS8LEJtx1110fffSR3W6fM2fOAw88UFJS8s477wAYOXLkwOb0LYcPH37ggQcC7zfmzp2r9l0wuhFKQh8SjpMldHFAF28wAUHzp0gMADirTqqpjaq4sV+QnZ29Zs2asrKyBx98UG1ZGFEI9XppfR0A4giTT4u6m7exDpgvycCBtLycNjXR6mqSlEQLCyFJaJHNq9UTjUFTJm3+6dgWZnNwsmLrbK7cdlJQ6wmXsMYE8yc7myfHxSEuro3ryLt30bo6CIJw082tV5ILrkr9ftKKFygjKmH6D4PRHaxYsWLjxo179uyZN2+e2rJ0CFq8QWn7Dlc7+k4VNcEdzUu9k6q+UEYd8eOSY0cRdHFuu0iDELjSxkAuN3HVdQj+CHcZmxPQFu1QW8AQTP9pjTNZ/wnzx549e3bg+2j//v033XTTo48+6vf7ATzxxBOBCe+8886IESO+/vprADExMffee6/ad8HoRigJ+XfwPJWFrs7fYbQobYmYABCzTq7tPS8BOkVvrELP6EUQQ/Ne6wiX+lvJB976VqrAZQ4IVE2juTlozkxOYmPbLc9OkoOqBi0ubr/svPLeT5aCDeUWWvf2Cg0ZDOgYJCkJAESRNjS0sigNLstxxGjs4LKM6IDpPwxG99FrNB93La3+WTmyf3XcffmtyuF+z5a+joPKYcGQ8X3NvazuTOcQsiZRiZ7o39GcsrRiDyLmj8v0n1alOoP1n/DGrc8+++zyyy9v2fPb3/72kksuCbQDCb0ACILw+uuvx8TEqH0XjG6EQqu0CUepoD2NxcLAG81KW+QtkETOqpOi3d5hs9kMBkNmZqbagjCilObNmFZXKRGhQSilhYWBZrt7NgDo9QG3STk3F14vLSlBB15uAIDRGEy+5fFIm79vSxny+eT9QeWS9A16BZO0PoGGfCR8HCltbKRlpQDA8wGn0w6RmBRcdv/PYcflw4eD2chstijLT87oCEz/YTC6nMzMTEEQekv8Fy3+Tol68Bc3us3D3ULzG3jQ/nXrQZvzLGiSaoeMjdGmdO5CvYt4q9lTIxr5GoLgw/Ho+0u8BQB8TaiLmOLcTP9pjTNY/wlv7zAajStXrjx48OCbb7752muv7d69+6WXXlJGzWbz3Llz//jHP/7888/XXHON2rfA6EYoBeUUA4fMCYRqu9jgJ2hC/6IkIQaih7dq5dpatW+9e7HZbMXFxStWrFBbEEZ0QiwWmMwA4PHIO3e0rKYu/7yP2psAQBDarR4fXC2Qh9zlkndsDyzVbvBqAG7ylGC6r+Ji6ZP/0aKiX86hxcXSmjUBn08SE8NlBXOec4MHQ6cDQAsK5O3bTtJaaHW1/M36QCc3ZAg0mvZkaRYpMzOQjosePy7v33+SFkJzcuTdwdJ63Ogx3fcHYkQsTP9hMLqcpUuXlpaWDh/eG/wgfE20bKdy5PjiuO+G+5TDo/4DZ9XvUQ7rUyf1tY48peV7LwlGbaPbwkHUcw3NfcSphLRETAoPpv+0KtIZrP+0GptACBkxYsSIESN+OXTdddddd911akvO6AnkFuVYONkDjQBdF9s7eG3I3iHyMRA9xGSWHdFf5C8hIUFtERjRCyH8WWdJ69YCkI8coRUVJDUNPEerqmhlZWAKN2FCYENtFy4jQ97KQ5Lk48cBkPh4EhvbISmSk7kZM+WtWwDQ+nrp63XQaonVCosVBHC6qL0p5Oqp13MtS77r9fyss6VvvwGl8sGDcm4uSU0lViu8PtpQT8vLg5eIj+cmTT6FJ2MwcBMmyjt3AJB37qBHjyApmZjNcDlpTY0SassNG056yatIRpfD9B8Go2vheT45OVltKToELd4EBN24xGqXj8tsIGbll2GhY63V21ykFiRnxIQxZ0YwCwCBI03mTBuOGPlqtxx0jnCZRljtOwGgZBdGR8Z3I9N/WuMM1n+6OBcDI8qQxZC9g5dc4DW8qf2At1NCaGnvEGLh9wKA3wlKW8+mw2Aw2oGkp3NTp8k/7oYo0vr6k6JAubFjT8F+r9WSvum0sCC4ckecOZULDRtGzGZp65ZAcTX4fLSmBr/I0k/S07kZM4nFckJnRgZ//gXS95vgdsPtpnl5J7mEkn79+bPPVnKPd1Sk0aMh+uU9e0ApbWxEY+MJyxLCjR3HTZjQhX8LBoPBYPQC/C5avFk5cn55zH/bi9Qd3CKqpPILakJeDH7jEGSM1vPmU71I70UaMh21R0x8da1/SPARKSk8IillKdN/WhXpTNV/mL2D0RbSCf4dbvAajSHuNNYLA8cRDn4ZGgCUCLJf5gDAC68XUZQZmMHoebhRo0hGBt3/M62rC6SnCuTZIkOGtlM6/pdLDRwoKft9x5w5FUh6unDV1bSoiBYV0upq6nLB5wPHQacjMTEkOYVkDQyWQAt77tXXyMeP06JCWlsLjwc8T0wmYrORwYNJSofDVk+6nfETSOYAeuwora9HUxN1OKDREKuVpPUhw4YSSxdbdRkMBoMR+dDS7xXnDqnBK4rpNZIZCGaR3OJZ+6SjQJlc2X9yP/OoU79IL8aSniXm+AzW0C92p7HZD67mAGQJXKQkfWD6T6u3c0bqP63aO8rLyzds2PDzzz97OlCA98EHH8zIyFD7Xhhdj+wXlTYvu8DxGlMX2zsACNTja64CI0qCFgDnpx5PNFVCOgmXy3XFFVfMnTuX1aNldCvEYiEzZnZwMnfWLO6sWeHXGThQaP21BjdmLDdmbJtLcyQjg3RumxAEbvhwdHXgN4mLI1Onde2ajOiA6T8MRteybNmy999/f+XKlYmn+FOzRxHdtHCjcuRcc0y8/QXJHjR2uKgrpW69IDcHIHCm/NHjZxiz1Ba6R0kyaR01sMbWEiJTygHw6vqKglUQmyC6UXMEyRGUzYTpP60+mTNP/wlv71i1atXNN9/c0Fq5ml9w//33q30jjG5B9oSKOXGyFwAndH2BIoETfc0OVZLEA6C8DLcbHYuR641kZ2evWbOmrKyM2TsYDAYjcmD6D4PR5axYsWLjxo179uwJ1HuOTGjJJlBfoC03eUVnarVsAYI9Wz3f3txYpUx2x01JSBnDkUhxZ+gZDBq+HCmxpN5A6l00kISOuAwjrPbtAFC6O6LsHQyGQpj6LPn5+VdddVXHN3sAqYGiO13Erl27brvttqysLKPRmJiYOHny5Geeeaa+9RLEHcfv9ycmJhJCKpsz1qgiRi9C8rmVNkfd6CZ7By8pbVHWACBaig68WOu99Joq9AwGg3HGwPSf7haDcSYT0ZqP30ULv1OOHGuz6V0Pep1BY4cEKd/xWZq3onmcFA6e0t8SbTUsOoLXNgKAka9WepymZhtH4Xa1pWMwwhPGv+PJJ5/0+Xw8zz/wwANXXnll//79OY5rexWzucuy9Tz66KNPP/203Fw9yO1219bW7t69e+nSpR9//PG0aaflfrNmzZrajhU67VYxehGyJ2Tv4KkXAC+YuvwqvIY0x0tCpHoAnA7U7Y7ibKU2m81gMGRmZqotCIPBYDCCMP2nu8VgnJlkZmYKgpAewUUfaPF3oMGqn7LdKzYkVJMEIBi98qP3h2vqi5XJsn6wY/gYk6br47sjH2HUTHpkk5GvBoYGekIpPEp2qS0dgxGeMPaO3bt3A3jqqaceeuihHpbm2Wef/fvf/w6AEDJnzpzx48c7HI4vv/yypKSktLR0wYIFO3fuHHgqqXFb4nA4Hn30UdXF6F3IXg8QzP3LUR8Avjv8O7QCmu0qoqwFQMwa6rCrfffdiM1mKy4utpyYjZnBYDAYKsL0H6b/MLqDpUuXLl68OHJL0vqaaPEm5cix+hh/1zPO+qCxg4Juc31+lyMUzNJoO6tvQhTWsOgICcnxnm/cxgEh/w6XqdneUXcYkg/8qVUMYTB6gDAvLnJzczmOu++++3pYlIKCgsceewyAXq9fs2bNhg0bnn/++ddffz03N/fqq68GUFtb+8ADD3RiZVEUV69efe655x48eFBFMXojUqA6LACAgxcAEQxdfhVBHyqCLcEAgLfq5A743PZqEhIStKdYR4rBYDAY3QfTf5j+w+gOeJ6PXGMHQAvXgyplWTz+uthqfShO7bD/5xkNe4XmCRDiSkdMSDGeoVa/OIO20WEw8nUEQRcwr7aPKMQBgOxH5QG1BWQwwhDG3mE0GpOTkw2Grv9Z2zbPPfecz+cD8Ne//vWCCy5Q+rVa7XvvvTdgwAAAq1ev7sierfCXv/xl1KhRJpNp0aJFO3fuVEuM3ovo8yvtQDwL+K6vmSIYQj4jIjEC4GJ1clV151dkMBgMBuMUYfoP038YZxzuGlq2TTlyrDqquft3jVUOpWeD+7PrGhuUQ9E825Q1niCKQ67bghA4jP0IJANXp3SGQlpKd6stIIMRhjD2jiFDhlRUVNTV1Z36ap2HUvrpp58CIITcdNNNJ43q9frrrrsu0A5M6yBbt249ePBgYP9WUYzei+QP2Ts44gfQHY5qgjEU1iESMwDOqherqzq/IoPBYDAYpwjTf7pcDAYjwqH5X4EGXRXEKqe/ylQdM0AZzROPDa7fFis1Z9Dn9BUDZ6bHjFVbajWRBkyETI18SEt3KiEt+VvVlo7BCEMYe8fNN9+MHt/P9u/fH8gZPm3aNJvN9ssJl156aaCxfv36ji+7ePHi/7Vg7NixqojRe5H8otImEGVRBuFOY73wCMZQvjeRs4BKXIxOru9QZrVeisvlmj9//pIlS9QWhMFgMBhBmP7T5WIwGACWLVs2d+7cmpoatQX5BU2FtGqfcmT/+JD2N79vqAzlj/va/elNjSGxZeMMafBQgTujg5GtY8b7ihtNXOixuIzNJVrKflRbOgYjDGHyld50000fffTR/fffP2bMmEmTJvWMHIcPHw40Zs+eHXbC2LFjrVZrU1OTMrMjzJo1q+Xh22+/rYoYvRfRH6oUy0OU/d1SS0zQaZS2JMTA7yFak2xvUPvuu5Hs7Ow1a9aUlZU9+OCDasvCYDAYDIDpP90gBoMBYMWKFRs3btyzZ8+8efPUlqUlVM79HAhqtr68erFWX58yFOVBe0eRmJdevyldyWRHBE/8uSkDZ3XqWtFDYrzVWS4Z+7YoSavEszTmwO+CpusrGzAYp0OYd/U8z3/88cfnnXfe9OnT77jjjr179zqdzu6WIzs7O9BoI6FRUlISgPr6+g7WVOu9YkQOohiyd3DEL4lyd1xF0PFK2y/Ew+8GQPxOyN1yuUggoqvQMxgMxhkJ039UF4MRxUSa5kOr96MxTzls+s8B7b0P1leEnDvWuT+5tSGUO182THUMGKAXuqwEdS9FJ3BN/jgDV8ch6APu09r8mkQAoBIq9qktIINxMmH8OxYsWACAUioIwltvvfXWW28BSEpK0ul0ra1SXFyM06OhoSHQSEhIaG1OYmJibm5uYHIb03qLGPX19Z04S5KkTpzVaUQplJKJ5/yy1D3+HdqQvUMU4ojPTU0A54PHA2N0GoltNpvBYMjMzFRbEAaDwWAEYfpPz4jRK/QfRheSmZkpCEJ6erragrRAFmneauXIu6dMdptq0seg2d5RLOX3r/umn785Aw7hqeVC6/ApassdEXjiBxOSY+DqnXJSoMdpHBnbuAkACrYhfbraAjIYJxDG3vHll1/+srO6unuLZSivUNrYQZUhh8PRkTUjWYz777//lVde6fTp3f3nUKAyQbMtgiOiSLslH7Wg4QlkCg6AxJup2w+A8iJ1u0j02juKi4stFsvpL8VgMBiMLoHpPz0gRm/RfxhdyNKlSxcvXhxRJWlp6Wa4g25KVKKN/z2o+eMzDS2cO752ffRES+cO4wxPfJopub/agkcEmpETxcqfjdaqkL3DpNg7fsBZf1BbQAbjBMLYO2bOnNnzcihOboSQdueIotiRNSNZjJSUlLi4uE6caLfbRVEUBKET53YCSeZC9g5Olil/Wsu1jgCPH0HThl/iNQA0MlxudMt7rIigm97RMRgMBqNzMP2nB8ToLfoPowvheT6ijB3wOWhhKO2u69s8aOJq+49FVdDqVyjljqlenyw21ygkGtlykWbwcLXljhTixozyvVpnmlxd3fyEnErK0oo9akvHYJxMmG1jy5YtPS+H2RwMh2ujDpwy1H1vxXtMjEceeeSRRx7pxIkTJkzYs2dP53SFTkARMnDwRPKT7kpJLfA+vxS0d4gSrwE4PaFu9xla35zBYDAYPQ7Tf3pAjN6i/zCiGJr/FcRgiVnZ6bd/eljz95cbq0LJejY7/vtMY6jeqmyaS4U47eARp3qhaCUuxlRRx1v5kLOVy9Rs73AWw10PA/t3yoggIsVMHhMTE2i0kQRLGbJardEtRiQR+oRwnCzx3fWB0fDU3RyZK4o6AMTMo9scdxmMMxnXp5/V3Xc/ANOVV8S9+ILSX//Hh5z/+W+gbbjg/IR33m53KSqK5aPHyo2NgcP4118zLlwQdqZ3x0735597f/xJKi+X7XbOZOISE7VjRuvnzjVcPJ9oNO1ei8GISiJE8YgQMRiMbsdRQit2Kkf2Tw9zSX1qUkegzh3oyRWPXlCxxqikzOfMsuUCkpYGk0lt0SMFQuDg05K5Bg6iDAGAX4j3aVO1vnKAonQ3siKqEE8Ipv+cmXCnv0SXkJWVFWi0UZ07sNFaLJaUlJToFiNykFvUGOc4KvPd5t+hCX0U/VQPgI/Ry1VVnV8xsnG5XPPnz1+yZInagjAY4fF8t1G229ud5t28WdnsW0MsLKq+9LLqyy53vP+B//Bhub4eoig3Noq5ua5PP6u7976KKdM8337b1lW2bav77e+r5l9cNnRY+aQpNdde1/j0M3JXV4jw7d1b2j+zpE+6d+vW7n/ADEaQCFE8IkQMRlSybNmyuXPntvHR6kGonPMZaNCWIZbZXd/kcn/8i6PZ2AHgcMN7FzoalEPZugickR86TG3JIwspYxRtcplauHg4TaMCDZqngqNcF8L0n+ij/df19fX1+/bta2xstNvtF110UUJCAqW0jfDOzjF8eDAobvv27WEnHDt2LJDQe/jw4V1+9UgTI4IgoaT0HC9TraGbriPotWh2JJSoHgAXp5cqyiPFAamryc7OXrNmTVlZ2YMPPqi2LAxGGKjP5167znTlFW1Pc63+su0JYl5e1a8uk5vVXO3oUcLgwXxKilRRIRYV+/buhShKlZU1N90S/9KLxssvO+l0qbqm4U9/cn8dCrSG3SGVlXm+3+z897+tf/iD+bZbu+R+5YaG2jvvpt2WHIHRG2H6T8+LwYhKVqxYsXHjxj179sybp/Jrf1q1Dw25ymHjh/uFYSOrYgeiyRvoOeTf++vyb5TPN9Wky8aZslYr9M9QV/JIwzx+nG/LOuPoKruUGuhxGkfG1a8HgKLtp7Oy6jD9J/po6+fkN9988+ijj/74449ys0/Xvn37EhIS3nnnnVWrVt15552Bym1dwpgxY5KSkqqrqzdt2tTQ0BAbG3vShFWrVgUa3fpdGSFiRA5U8e+glBMI0XdX1XGN0Yja5kRoxAT4+Bi993Cl7vSWjVgirQo9g3ECPA9Jcn/+edv7PfX7PevWKfPDzJDl2nvuDWz2mpEj4/7+hHbixJbjYmFR0z/+4fr0M1Ba/9CftFOmCOl9WwyLdXfd5d2xEwDRaPRzZguZmbLD4dv3s//QIdnuaPjr41xcnPGyS0/3fimtu/93Ummp2s+dESkw/YfpP4wuR33NR/LR3M+VI+++cu++CuH9V93Nxg4Zslj9WpbP0zyFyLFXg3DC4MHguythfy8lfswIz7sNpnFh/DtI9T61pTsNmP4TjbQaz3LPPffMmzdv165dymavIEnSV199tXDhwt/97ndd9eXFcdyvfvUrAH6//+OPPz5plFK6cuXKQPvyyy/vxscRGWJECLIkK/lKOeolPM+buitkVzCFkp+JMAPgLDqpNmrLztlsNoPBkJmZqbYgDEYYdNOmAfBs/aFtn0nvpk0Bn8/A/F/i2bjRf+AAAD4tLenDD07a7AEI/fvFv/Ky4YLzAVCv1/Hmmy1Hm5a+GtjsNcOG2bZuTnjv3ZjH/hL33LMp69fFv/IyOA5A/f89LJWXn+b92l973bNhg5pPnBFJMP2H6T+MriUzM1MQhPT0dHXFoEUb4G0ItiW58YP9unPPq0C8MuGQ54drK0O+CbJpGtVmASBDhqoreQRiNOiaXGYj19LeMTz4u9Jbi8ZitQXsJEz/iUrC2zsef/zx119/HQAh5Lzzznv00Udbjvbp00er1QL45z//2YXe+H/60580Gg2AP//5z8eOHWs59Le//W3Pnj0AFi1aNHr06JZD9fX1nzfj8XhO5YJdKUZUIkshZY6TXOA1GlN35VsWjCHPET8fA0kEAVz1aj+D7sJmsxUXF69YsUJtQRiMMBgXLQQAUXR9taaNaa7VXwDgEhJ0M6aHneD+JriJmm+9hUtMbG2d2KefCjRO2nRdK4M/uuKXvsL37dtyyHjpr8zXXweAulzuNWtP52a9O3c1Pvc8AK45XyPjTIbpP6cqBoPRLkuXLi0tLVViptTBU0uLv1OOnGtzpDqfdP+f/a5gSVUJ0uCSF1ukKTXJlksByEnJJD7+lC93BuBOyNJ46wQS/PKROItHnxEcK+itaSCY/hOVhLF3FBQUPPnkkwBSUlI2bNiwfv36J554ouWEiy+++NixYyNHjgSwdOnSgoKCLhFlwIABixcvBlBTUzN58uQHH3zwgw8+ePXVV88555zHH38cQFJS0osvvnjSWcePH7+kmdquSN/SOTGiEskfctDiZSd4jcaU0E3X0uhD2Yn9mkT43QAgucI7iUUFCQkJAb2ZwYg0NCNGCAMHAnB//nlrc6jX617/DQDj/ItIK46+UknwDY921Ei0Dp+czNtsAMSSUii6piyLxcUAuLg4zdAhvzxLNz34UkU8jT1Irqmpu/seiKJu2jRje8G6jKiH6T9M/2F0BzzPJycnqysDzVkFudm00eCxrzpqvu++spqQD1e+Y83MxqPKoWy9DLwFgGYEK0MbHt3o0f6j1cYWKUsdzSEtyN2stnSdhOk/UUmY/B0vv/yyJEkA3n333Tlz5oQ9LSMjY+3atQMHDvT5fC+++OI///nPLpHm4YcfbmpqevbZZ5uaml544YWWQ/369fvkk096xv8/QsRQHckbylbNUQ8Ix+ksp7FeWwi60PeFKCTA54LeQjk/dbmIpbsuymAwwkOIcdHCphde9O7cJZWX86mpv5zi+W4jdTgAGBYu9O3ZE36d5grWUkVl2xdMXP5+YDUoMQIcx5lMst1O7Xbq9RLdycl8pNq64MROf0XIcu2990uVlXxSYvxrrzreeKOnnzMjwmD6T4SIwWB0LbTuCK05oBw2rTggpGfYL7hayg36EXupZ3bRS6H5ukGycToAv0YrDBigtvgRinnCeO9r75lGVDWJwUglp2lkYu3nAFC683RWVhOm/0QjYfw7tmzZAmDq1KkXXXRRG2f27dt34cKFAPbt29eFAj399NPbt2+/6aabMjMz9Xp9fHz8pEmTnnnmmQMHDkz8RexT9xEhYqiL7HEqbV52AxCE7qo9rtGFTG9+TQLxuwBAK8Pl7PSaDAaj0wRdOil1fRE+A7l79WoAfEqKbsrk1hYRmn8aNf3z5bbLtmmGDdNOmqSdNKllTjj9nNkAqCg63lt20nzqdjs/WB5o684+u3P32PTiS94tW8Bx8Utf4ZOTeuzZMiIWpv9EjhgMRpch++mxUEoaX3atZ0eZZclL5QUNSqerfkWquzkVAhHk2OtACADtyBEsU2lrJIwY4s53mFqm8DA2B7s1HIHcW+t9MP0n+gjj35GXlwdg0qRJ7Z48dOhQAMePH+9amaZMmTJlypSOT+54zrC1a08hzOmUxIhKWto7OOoBwAvdVZ9F0PAEUiA9qsSbZbefAJxBhtOl9mPoFlwu1xVXXDF37lxWj5YRmQhZWZrhw/2HD7s//9xyx+0njVK32/3tBgCGBRcH8maFxXjJIsfbb4NSMTe3YtZs6333GhYu4Dvs1Rzzl0e9P+2RSksbn3paKioyXX+dkJEhO5y+ffuaXnjRf/QoAPOvb2hD4WgD75YtTS/9E4D197/TzZyp9vNmRARM/+mEGAxGuyxbtuz9999fuXJlYuuJDLoPOfdreOuaD2jjsn3WP/yhhE+EFPwV6pab5hS/HppvnkeFVAAyiHY4C2ZpFV4jOHRpsf4ypcdlHEI5LZF9kDyoPIDUcWrL2BmY/hN9hPk7BbJe6XTtVwL1+XwAGtu0WjF6L5IvFM/Cyx4AnGDsvstpiFdp+/0CAM7I0yj178jOzl6zZs3y5cvVFoTBaJXAKw7fvp9/GSDq2bCBulwAjAvbqsqpHTvGfOOvA225pqbhr4+XT5hUdfHCpuee927fQf3+tgXg09KSV32qmzEDkuT49/uV551fOmhI+bjxtTff4j9wgOh0MY8+EvvU3ztxa1JlZe2990OWdTNnWn/3W7WfNCNSYPoPg9EdrFixYuPGjXta8/zvTqSiw7TwG+XQ+W2eMHSKcNNtDcWhf7wxlW9pRHtwvjZJtgTdu8TMATB2o94bBdBhI3GsSEuCT48SrcsQzDdBj29UW7rOw/SfKCOMvSM1NRXAwYMH2z350KFDAGw2m9p3wegWZG/IAMHBCwBC+1pgpxH4kOebKGkAcLF6uTo6S9KqX4WewWgPw8KFgUYgD3lLAj18nz7a8ePbXiT270/G/PWxUIipLPv27m3658vVl19RNmxEzfU32N94s42CapzVqh0RPqU/n5ykGTYs4HJ8aohi3d33yDU1fHJS/NJX2ng/wzjTYPoPg9F99LTmI8uuj1f61z5LhOA2ITV4Pcf4+FdePrivnDTL4hErR1d8EDrLei2IBgAFDBN6pXtCT6IbP9Z7uNoktExZ2hzS0mtLtIDpP1FHmPs8++yzAWzYsCGwnbfG0aNHv/32WwAzZsxQ+y4Y3YLo9SltnvoBgO9Ge4dGE/p366c6AFy8QSopVfsxdAs2m81gMLDEb4xIRuiXrh03DoB71aqW/dTp9Gz4DoBxwcUd2W4td9yeum9P/Mv/NFx8MRcXqmlN3W7Pxk2Nf3uifMq02tvvEAsLTzpRLCyqPPc8+5tvARAGDjTfekvsE3+L+dNDxkt/RXQ6sbik5rrrG/76+KneV+Nzz3t37gLPx7+6lE9SwbmaEbEw/YfB6A4yMzMFQUhPT++Zy1Gfz/XJp5XzLvB89op2SGjTcW2pS3hnWXaNjzaE/JczS18mclDddZknUl3wF6Y9uQ+JY2Vo2yFu4gTf4WoTV6X0OJvtHaTyJ7Wl6zxM/4kywuTvuPnmm999912/33/DDTesXr2674lVfwOUlZXdeOONXq8XwHXXXaf2XTC6BcnX0r/DR2UKTnMa67WDRq9B8wYkUhMAPt7gPVDWjSYW9bDZbMXFxRZWeoYR2RgXLfTt3es/dtx/9JhSFM39zbfU4wFgWLSog+sQvd542aXGyy6FLPsPHfJs2erdutW7azfR6YjZLJWUuNes9W7bnvDO27qpwawB1O2uvvIqqaQEQMxjf7HcdmvLVF7Sw/9X95t7vbt2O95+h4uPt/72/kB/49PP2Je++ksB0g7uD6gang0b7K+9DsD64AO66dPVfsCMyILpPwxGd7B06dLFixf3QEla//Fs53/+4/rkU7mujo8zWB84TxkSy0Tr4neqoSk/XmRsdu4Qfbl9a4JlRyVBrzUHq3JSIG4mS2HTPtasjLo6GiuGUng4jc0laV3FcNfDENe5lVWH6T/RRBj/jpkzZ15zzTUA9u7dO3r06Mcff3zz5mAV5ZKSknXr1i1evHjYsGG7du0CcP75519wwQVq3wWjWxD9oQATQnyyXz6NxdpH0yJI0g8TAM4gSDWVnV8xsklISNBqtWpLwWC0hWHhgoC7Y8tC9O4vvgAg9O+vHT2qjXPlhgYxN1fMzZXtjlAvx2lGjbLcc3fifz7sk3M87dCB1J3bbdu3aQYPkhsa6u6+mzqDKXsc738Q2OxN111rufOOkzLk82lp8W+8EdjC7a++Jjc0dOR2qMNRd//vQKl+1lnW++5V++kyIg6m/zAY3QHP891t7PDu3FVzzbWVc89xvPW2XFcHgtjbJ3DG4Fs6Sjntrx5v5HW7D1ca3SHldmjREiCo3DYZF4GPDbSrE9JIwhn09rvzEOIbOkI4epggaEPy6PuLQgwAgCJvs9rydR6m/0QTQtjed955p6qqasOGDfX19YsXL168eHGg/+KLL245bdy4cStWrFD7Fhjdhb+FvYOHv9vtHWYr0BC8NGcBtYMA7nq1HwOD0ftwf/FFIPm2cdEiy/33nTwsSx1cJ1Buzbt9h+vz1dY/PQRAtjs8320EYFi0sO1zXau/aHj4zwBiHn3EcvddbcwU+qXHPPZYzfU3SFXVjnffs9x3LwDvtu2BUeOll4aXLTlJN3Om+4svqNPp239AP+ssAMbLLgsbUkvMZgCywxHQDDybt5Sk929Nnuqrrgk0TFdeEffiC139x2FENEz/YTB6F1JVVcOjj7m/+qplp+ncgboxKcohN+iSJhKzMacmsd6jdGqce+MaNwXaTboMi2V2oC2C2OaeEUUrugR+9Bj/wfWGIbUuOWAhIk7jqJimrQCQ/R1GdNQPoqtg+s9JMP0Hrdk7DAbD119//dxzzy1ZsqS2tvaXE8xm8z333LN48WK9Xq/2LTC6C7GFgYMjfknq3kRTGpMpZO/gEyHWQKOjxA2vFx3Ils9gMBTkxkb/0WMAxIllvxyVapq/1U98aRAW46KF3u07xMJC376ftWPHeL7+mvp8aC8zOQC+ue5goHBaO5PT0oKTs7ODt1AV9O0S+vdr7SwhMyM4ubIi0NAMHqQZPKj7HzAjamH6D4PRi/Bs3FR3/2/lurqWnZr0GOt1o0PHsVkN8VM3ZVcLdq/ep/zcpVklzwebhNNarlZ83ivSMjNiY9W+s16DceJ439oPTVdVuXzBTd9pHhOwd9CSHaeeUfN0YfoP45cIrQ3wPP/www//9re/Xb9+/datW4uLi5uamiwWS2pq6vTp0y+44IKYmBi1hWd0L5JE0fxFxRO/JHezvUMf+jT6tUnw/QSNjgh+6nSSqLN3uFyuK664Yu7cuQ8++KDasjCiEK7ZEVcqC7ffVwR3RyEjo92lDPPn1z/6GETRtepz7dgxri++RKA6/bBhbZ+onTgRhIBSz4bvpKpqPjmpjcn+AwcCDeoLFmnjFHXheDafmhr2LPHYsebJbS2uQExmy72/aW3Uu/UH3759AIyLFvLp6QDadlhlRCtM/2EwupZly5a9//77K1euTEzsyiARx7/fb/jLY5BOeGOvnzk19s7BhAuGBkDQ16Zf/n1OjSjKKY2hNPwxDRvMjn2BdqNhlkkXzB/fQIX+585S+4H1JuInja8uaTK4S8AHU706TGMCDVJ/ALIErn3LQhfC9J+wnOH6j9D2sNFovOSSSy655BK15WSogCRzaP6O4iHKUvdaaU+wd2iSic9JTfFER+FwID7aUmRnZ2evWbOmrKyM2TsY3YFm2NBAw7dvH3U6ickUGpMkz/r1J01rAy4+Xj9zhmfT9+7Vq62/u9/7/fdoLk3fNnxykm7qFO/2HXJ9ff0DDyT+e1lrr1Nku8P++r8Cbf3sswMN3cyZAcdR5/vv688Oo32K+fmerT8AIFqtbtLEjjwWzmKOefj/WhttfOLJwH5vuvYa3UzmzHymw/QfBqOrWLFixcaNG/fs2TNv3ryuWtPx1lsNj/+tZY927NjYxx/TmA7Tqr1KZ5Vt4ffFkkxprMOvERW3ZbFfadBXXxRiTTGhHa1hzMREHcutdgroUpJ9tlRT9mEMDf5xnaYxAAEoJDcq9iOtR8v6Mv0n/L2c2frPmVJ3l9EJqBwycHCcJJHuNdBqW9g7fEISvE4AnIlQh6Pzi0YqPV2FnnGGIfTrF/CQlOvqGv72JMRQLh77q6+JhUUAiNGonTChI6sF8pBLlZWNi/9G/X50wJkzQMwjfw6k+/Js3FR57nmeDRtOnkGpZ+OmmquvCfh8CgMGGC/9VWDEdOUVXEwMAPe6rxv++riSxyuA7+f9tbfcGug0XXN1IDyVwWAwGBFLF2o+zpUfNyx+InQsCDH/96fk1as0NntLY0etddxGez+ZUl6mcfZQzcHk6o/0noJAm1guBRf8SbxPE5c1ZXQHrs84AXnkaHnPYYEEn7DIWzz6oL8MPfZNDwvD9B/GL2nVv6OhoSE/P7++vt5ut1sslvj4+IyMjFgWz3YmIbf4ePC85OvOYrQAOJ7jiU+iWgCU04p+ygN8rJbW1Z722hGHzWYzGAyZmZlqC8KIUjgu7rlna66/AYBz+XLf7l26adOg0fr27PH99FNgivWB33Md+0o3XHhBw5/+j/p8zpUfA9AMGyZkZXXkRO24cXFP/73+Tw8D8B/Prvn1TZzFwmdkCP36gRCpslIqLJSqqoIiJyQkvPUGaS5axMXFxS35R+2dd0GSHG+/41r1uW7qVCGjv9zYJGYf9+7cBUoDwlhbf2XBYHQCpv8wGF1LZmamIAjp6eldspp3566GPz6EZusJMRgS3vyXfu5cWnuY5n2pTHNoUjaS4Avz+EYf3xyUzUn2PmWvBdqybhg1BouAlklC5mXnq/2oeiWaceN8b2828lVNYvBP7DCN0XvyACB/C+Y81KPSMP2H8QtOtnfs27fv7bff3rBhw7Fjx04yxBJChg4des4559x+++2jRzPzZ/RDETJw8JwsC93u4Kfl/G4peBW/X8sDXKJRLCru0ci/HsFmsxUXF1ssFrUFYUQt+jmzYx9/rPGZ56jH4z923H/seMtRy72/aTtneEs4i0U/Z7b766AXaAdfbgQwXX8936dv/Z/+TyotBSDb7fKBA0q0akjauXNin3pKSO/bstNw4QWJy96r+/0Dck2NXFPj/vLLk88677z4F/7BsX9HjK6A6T8MRjexdOnSxYsXd0lJWqmquu7OO2nzS3ui0yW+v0w3fTocpfTwv0GDESs+Tv+9foEEAYDOL1udHsWlvU/564JYDwCcjsZeH+j0UJI9auo58Va1H1WvxDJ5gut5t8FZ3KQL2TsSaz8DQKp+7Hl5mP7DOImQvaOwsPCuu+5at25da1MppUeOHDly5MjSpUsvuuiif/3rX11lqWVEJpSEDByEl6nG2N1X1GjhdgfbPtmgB/gEk2dvUbRlKwUAJCQkqC0CI8ox3367/oILHa+/7j961J+TC1nWDB6kGTLEeM01p5qJyrBokbLft1uJ7ST0c2anbtvq/naD55tvfD/vlyoqZLudaLWc1SoMHKidMN64aJFm6JDw586dk7r9B+fH//N8+63/4CG5vh46HW+z6SZPMl15hXbSJLWfMSMaYPoPg9Gt8DzfJcYOUFr/299K1TXBQ0LiX3lZN306vI3ygbcgBeMpKLhthgUOLhYAoTDWFBIEE0DqPfkpVR8G2rL1EiokApCBj4wDbp0xXO3n1FuJHT/WyfPa3MMYPj3Q4zSPDY55KmAvgyWth0Vi+g+jJSTwEmPz5s0XX3yx3W5XBmJjY4cPHx4fH282m51OZ11d3eHDh+vr65UJVqv1q6++mhmNSU0imQkTJuzZs2fRokWrVq3q7mv99PmPcnNM41gsqbMOTTn7D916xbwffq6tCxpZMiufjc+KBeBYS63P/rO7b5bRi7D77LkN2aX2kgZvg1/yg4gGQRtniO1r7hNviNfyBqMQo+dZQCODAQA33HDD8uXLP/jgg+uvv15tWSIRpv/0FnpS/2FEJo533m147K/KofX3v7P+4UFIXnnvK3CUKP0/Gc7N0Y4FIFGxruLraVIo4+PgnDtiGrcCoLrBUuIDAKEUr/pTbr99vkkrdFwSxknknHO+xeotuuU1gAAgkMbtm8ZLDgD04mVk4o1qC8g4E1H0HwHAzz//PH/+fIfDAcBisfzmN7+5/vrrR4wY8cvTjhw58sEHHyxdutRutzc1Nc2fP3/r1q2jRkVVxRqGAuX0SpsTKG/q9gp8WpMZdcFqYX4a/L1KPPWgFKTna3gzIovjdcfW5a/ZVroltz6HInzasxidKTPONiih74jErGRDepIhM9U0mNk+GAxGWJj+w2D0FsTCwsann1EOddOnW3//O1BKjyxvaew4rp0QMHY4xbqdZUtvJHehWX+Mq18fMHaAM0qxtwSMHS84E6+7aR4zdpwuY8aJqz7Sc/UeOR4ABe80jrLatwMg2d+B2TsYqsJRSu+4447AZj9t2rTDhw8//fTTYTd7AMOGDXvqqaeOHj06Y8YMAE1NTXfeeSerNBGVyJJMm6vRcrKHCILG1O1FYTWWkEnFxyeASgAo54XL2flFIxKXyzV//vwlS5aoLUjvYGvJ5lvWXH/tF5e/f/DdnPrs1owdABq9zn0VuR8f+v7prR+8u/8/G0s+/bb4X7urVtV7y07lggwGI/ph+g+D0TMsW7Zs7ty5NTU1nV+C0vo//ok2xzxzVmv8yy+B52nBGloTSohQqsnap58NoNR56KPc382SztMRQ2CIlxz9i58CABAp9tcQ4kRKFjclLrj63L5xBrWfUK/HMGEC9YpGe5HS41BCWsq3qy0d40yH++qrr3bt2gVg6NChX3/9dd++fds9Jy0tbe3atUOHDgWwffv2tWvXqn0XjK5HClUpBy+7wGs1lqTuvqjWGMrU4dPa4HUBIDqJ2qOtJG12dvaaNWuWL1+utiCRTl5Dzh3rbv7dht/sr/457AQOGOjznO9ovKGx5saG6msaa2e57EmS6JV8P5Ydf/3H1R8f/v5w3Z6t5R/urlrlEhvVviEGgxEpMP2HwegZVqxYsXHjxj179nR6Bdcnn3p/+EE5jP3b43xqKq05QAu/VTrr+ZQdhvmUkJ9rV3+c/38TydShmpHKaHrpPzT+KgCy+VxqGNcoc/fXp1xx9dzhqSxHaRcQN30yAE3OIaXHYRobbNlz4WHaF0NNhE8++STQWrJkScerRVgslhdeeOGiiy4C8OmnnwYajGhC9oYKlXOyExzPG7o/nsUQ8if0aVLhbYLewpkI7HbYbGo/kq6EvRVsF5nKHxxa9q+9S/2y/6QhQkiyMXYc4ebVlIyvLTH7vL88PVer/8ZkXW2OO1RdcLSmaHq/kbP6STWewuFxs/tbxqh9cwwGQ32Y/sNg9CSd1nzkpqaGJ55UDvVnzzJecQU8tfTof9Ds7+kmpq3GS7wg35W9tL/m6yxh6CLjtcop1qZtSdUfA6D6EXLMpfk+zZ8ctr//esYwZuzoIoyZ/Svj47U7dmPMdYEep3kswAEyqIz87zHs1DJ9MhhdiLBjxw4AiYmJF1xwwSmdef755yclJVVXV2/fzvyUohDJE3Kp4CU3AIE3dfdFtfpQBVyf1kY8dhoDLlagDQ1Rlr3DZrMZDIbMzEy1BYlQ7D77I5sf2la6tWUnARkYnzYmZcBYjWHknm/7Fh8grQe2DPR5Bvo8tzZUrzXFvhGXvKVw/9HqwkuHzRTl9bWe4jGJ5/NE074cDAYjemH6D4PRM2RmZgqC0OmqRk1LXpCbY2GIXh/79FOgsnxkOcRgeItMuG3GhQ3gvyz4S759XwKXfIflD3xzULYgNmQWPgJQqkmX4u/43mV8Qez72m1T+yd0e9nBMwpx1FjNlo0C9YhED0DkLW59psGTCwBH1zN7B0NFuIqKCgDjxo3jOO7UzuS48ePHAygvL1f7Lhhdj+wJpczgqBsAp+l2e4dGJxAE42hEIUb2eAHwiUaxoEDt59HF2Gy24uLiFStWqC1IJFLhLL917Q0nGTuy4vvcOfHi60fOnZ1fdu7qV9KL97dh7FDQULrQUf9JSfbNDdX1zoZ39q77qfx4qfPI9oqVftmj9o0yGAw1YfoPg9EzLF26tLS0dPjwzhR89WdnO5f9Wzm03PsboX9/WvwdGvOVzp/1Z5eQmP/l/znfvs/Kxd5vecRCmh03KM0s+LPWV0kFm5Rw/7tNiUs1Az+4ayYzdnQ5woQJkKneXqD0OMzjgq2iLWpLxzijERoaGgAkJXUmNUNKSgqAlkXaGFGD5Hah2TTOUw8AInR/PicCLe/1SsEL+SS9DuCTTO69BVq1H0iXk5CQoLYIkUhRU+Hd62+rdFYoPSaNbv6gqcOS+ntq/f1Wvz/aq0SHcn5NnMwZwRkInyJACyJA9hB/CfHlA6EENHoq/6a+8hxn01+S+n55fEetq+m8ARO2VXw0LeUKLc80HgbjDIXpPwxGz8DzfHJycufObVz8NyqKgbbQv5/lnrvhqqQFXysTyoSBB4Whn+Y/Uu48lsAn3Wd+JJlPVUbTyl+LbdxEhVR/4gOL6/uVpWZ+eO14o5ZX+5FEIZYpkzyANvsQJgwN9DhM45Jq/gcADYfhd0HDNC6GOgTTJWi1nfk52bmzGL0CyecGglU8A/YO8PrTWbCDaLXwBv0T4ZMMOoAIHK0pOq1FGb2EEnvxXV/fUuWqUnr6xiRdOexsi854dJf32sOvpAie2vgFTdZpTtMoj64fbRGTQqisl9wGv8Psa7S6S3TOH4jzO+KvVCYM9bnfL899OiFtTclhh999yZCZOyo/nma7WsPpTklIBoMRTTD9h8GIWDybvvds3KQcxvzlL0Snoz//D82JvbzEuEN/7urCJ8qdx7I0Q283PWDlYpX5CXVf9Cl/jWoHeuN/80BNupA18K0rxgp8lEVIRwpxE8eVCgK/40dMuCzQ47BMCI5REUXbMPBctWVknKGwctOM8Mher2Lv4KgPFOB7Qr3TGnRotnf45aAA1NcASQLP7PHRTI27+p71t7c0doxIyrhk6AxZ1m1e3fQH7zrHgIf2xZxLufCfQ0o4t2ByC6Y6QwpiBll84+NdVyTUr+YbP4FkD8wxyPLfqkuG+twvUSrJ8mXDZv1YtWpKyhUcOTVvdgaDwWAwGN2LJDU+8YRypJs+3XDhBbR6H63PVjr3GOZ+Wf5mhePopcbrztUvIAjt5nH132YWPEKNk90xv/5NVUrisEHPXjaKI8zY0V3wer136Aj98UMEMgUHwKNLFzXxgr8OAI6uY/YOhlowLZ8RHr/fp7R5eGVRRo/8JtRaQ0nyvc1GeqLxUrtd7UfSlbhcrvnz5y9ZskRtQSIFl+j67be/KXOUKj3jUgddNuwst9u07wvu1oT0oqHv1sVd1Jqx4xcQuza2MHbogf6/Kx/wb8k4o+XYtY21z1UV51bmrz62rdpTeKDuG7XvnsFgMBiMqGXZsmVz586tac452kGcH//Pf/RY8IDjYv/6F8iimL1amVAhZKxpzE5x6RbHvnyeflFLY0d83dqBBX+klkXe2Fvvr06OH5rFjB09wfgJxOvRNRY3H5NQVdr8jWoLxzhzYfYORnhEb8jewRGf7JdPY7FTQGcN1QbzavrA7wJADBRNTWo/kq4kOzt7zZo1y5cvV1uQiECm8l82/9+xuiNKz5iUgQsGTXU0mnU/9V2UdY7dOi3siQLx6EiTjrMLxBd2gp/TlliHHhy8tCb9OZCQrWS2q2lpZWFOefZ3+XuL7PsL7fvVfgYMBoPBYEQnK1as2Lhx4549ezp+CvV4mp7/h3JovOwyzciRzoLNvK8u0GOXbQdcUy9wT7nceGMMiWtxJk0r/9fAwsfluLsl87z/q4nVDxz43GWjmbGjBzBMmQxAc/yg0mM3jQ+26g7A7+7UqgzG6cLiWRjh8XtFpc1RnyRKPXNdnTGUkcGr6wvXHsQYOStHGxujaafqdBX6qOTtn//1fXHQ8K8l3CVJgy9PGqwvRK19tCcu4aQnpSeNcZpci1Bq5Gr4FmYOkercUqJdsjVJ/Z3SCQkIfbwuP/nimphJmXn36VzBbXicx/laRf69oEnGWI5siNOlWrWdSVvIYDAYDAajXU5J83G8/Y5UEcxcTvT6mIf+4HQ5ueJv/dRQ6x9S6x/ikWPjAZyoGmp9FRmFf7G686Wk/6NC4jO1MY1pGW9dOZbnokmFjFwSpk+pJYTftw+T5gd6HDETEfDclf0o3oYB56gtI+NMJGjvWL169bhx40715KIilkUyavGLIYcOnvgl8TTWOhVa2jt82j7E00hjUvlko1RYyI0apfZT6TJsNpvBYMjMzFRbEPXZVrr17f1vAMjQGK+0pl9oSjURvqYuvcgzk+KEjC1W6ZjNkm3hyxCuEq1AvBah1CKUpuEnjxxb7R9e4x8q09DHya5LOTj0P/1KXkqqejfQM8LrXlpRcD/HJ5ti9mi+nJX6a46wHDEMxpkF038YjO4mMzNTEIT09PQOzpcbG+2vvqYcmm+9RUy25f+0zuieXOcfRMM5p/OSM7n6w7TyN4mmn5T4EDjD+43mfbHpy68bzxKU9hiG5ERPv/7aXKWOHpz6YTKn42QvABz/mtk7GKoQtHfU1dXV1dWpLQwjghD9Sjla8MQn9VA4C7QGjZLoyKdNkh1uAggpZs+BY5qLL1b7qXQZNputuLjYYrGc/lK9mipX5WNb/tyH198dN3CuIYkjBJSUeKdU+sa0nKbzFvUTP7faOpoxV881pOu2pWr3VPjGVvtGyM1fdDIRCtL/4DCP7V/wx8DuO8Lrfr48/68HNt042XKsYeuwuLPVfiQMBqNHYfoPg9HdLF26dPHixR0vSWt/9TW5OYqZi43V33n3j9vzdQ0ZboSxXGj81ck1K5Or/iOI9dQwRoq7A0TY4NR/LPT9768nGTTsNUaPIo6brF+1UrDXiJZEAJRoXMYRZsceAMjdoLZ0jDMUFs/CCI9EQ5sKz4lST6V6IRzR8H6fFCgRyvn8Wh1AtLxUla/2I+liEhIS1BZBZWQqP77l4SsMcTda+2sJB4CCy/fMrRcHtpyWXP1fW+V6d2lCXXENdfhkp496RNnlB4Xs8gPgTBp/YpJn2GDfyCxk9THG02S53CTVCcTTV7cjSXO4yDOzSQq9VqqJO9ejW5GVc5vGXwtgvMf5YPGRD2NT9MN0qcYhsTqb2g+GwWAwGIzogef5jhs7pMpKx7vvhc594M/7d1dp/RI90djhp37R+cPoyo9jGjcTKgGg+tEBY8chn2aJv88Hd06ObeEyzOgZtJMnYdVKzdED4qQ5gR67eULQ3lF7AD4ntCa1ZWSccQhHjx5VWwZGJCLLIYs4B8nH9dyeodPB5wq2fbIpYPmAyErSRhur9v/rXkKGxgSDemQIue55TWLIMMFJ7szCR7Q/bK3+IRYobW0d2ennnWWmwjLTuk0A/HFxx6bMcs2ZnjCAz5IO6NA0yLimxj+02DNDcfRwGIccGfrxkOM36bxFAGa7miqO/HA4Md2i/XpW6g0k2svT0sqf6JEPABDbZDL02lD/sRW0fEegTRJHkZG3dmAtSf7hLxCD/2LJ8BtJciuhAQ25tGoPbSqAtwGiG7weWjOxpCN+OEkaC47902b0NEz/YTAiEPtL/6TuYGJLz4Lry1PGwX9CCjmJ1H/mXJ1U+/kfqkL/hKlukBR/B4hQLvKPOPq8ffu0FKte7Vs5E4mdOd0FaLMPuJvtHY6Yyah4CwBkP4q2Iut8FcVj+s+ZiTBkyBC1ZWBEJiHfH16QZN7QYxfWmQ12VzB+xkvjAiEfROuljY0kPl7tx8LoGkoK1p1bd9isDUb0UPAnGTs0/qrBOXeTwwW1207NEUZTX29b9znWfe5NTN47b77+gsnDNIcSNUdNfEWee55HDmZx92ptR4b+Z8ixGw2eXABXN9W+sPvLiriUfPueAdaJaj8e9aF1R4jogaBvb9oxZbNvFXetfPRDNOad0Cm6ILqoqwqVP9G81WTwlSRhRKtXachGxS7qrIS7CryemGww9yXps6Exd/Lucj6jJd+3PYcb/3tY+3fX82VEAEz/YTAiDbGo2PnfFYG2fcGvHfOvR4sspzquyabbdUPF+0nu+ieqQ3sKFZKl+LtBNHaZe8ietvS2Gf3ijWrfyhlK3IB+dbZUbU4ohYfDOAbgABkAstera+/oCEz/iT79h8WzMMJDWxTv5HkJup6zd+jj4lEVLNLuEdIg1kHQcWagsQHRYu9wuVxXXHHF3LlzH3zwQbVlUQGx6LvU/HWEBL9/KOWyvfPsLYwdek/+kJzbUVJT/V1SKDmpIAiZGUJGJh8fB40GPp9UVy+VlIh5edQXph6trqaq73/eox8Jx+bMib1uZF9t0VDTqjzXuUpsi1+IPzb430OP36D35AO4v7rohT1fW6da+5iG6fgz3t9SFmnNfmKb3M606n3tTHBVy/v+CZ8jeGhJJ0YbdFZ4G6mnFk2FoDK8jfTA2xh2LUmZdPLpPjs9vpLWHAj1iB7qbUDdUVq2lWRcSPp2KuWKu1q9J8tgMBhnFsuWLXv//fdXrlyZmJjY9kz7iy9Svx+A46LrHPOvbzFCbdqfU3U/rfWUu/2up6qKtYodhNPL8feAM3kp+Ysr9elbZ2UknPE7uHoQAt+4Sfp1X3Juh2wwAxA5s9sw0ODOBoDcb9UWsAMw/SfqYPYORngo0SltjqNEb+2xS+stIZOqR58Bdy4sNi5BJ5VXCJkD1H4wXUN2dvaaNWvKysrOQHsHzf+KK/ymRRwuOeCb4/f3U44N7uNDjt/CNTRWfZ1MJUJiYowLFxouOF83ZTIxhLO7iaI/O9u7+0fv1h+8mzfLdnvLQSKJ8d9+gw3fFt4wr+/5sVnGtYWes2v9wfe6fk38scHvDjt6tdZXKVB627Gdn/cfedS4ZUziBWo/J1UhHKiMqj1oe7+XJVqzPzT/l1AqH/l3cLM39+UGXYaYUE0iAsBdSwvW0MqfAEqPrSQxA6FvYdOksnx4GRpyAYDjSfwwGJIgeqi9CI5SiB6a8xk0JpJyyv441FUNALwOxtZDyvmO5sdlMBgMRhusWLFi48aNe/bsmTdvXhvTxLw85yefAnBPm2dfeKPSzxN/pv7bGKFIBt6pzf5DbXk/f+glhxT7a6pJ9VHyrK/vo7fOsbEwFrXhJk/B2tXa3EOekVMCPQ7zuKC9o/Yg3PUwxKktY+sw/QdRqP8wewcjPDIX+mHJ81Qw95xjhd4c+mfm0WUQZwO12DTpMZ6Dh8zTp6v9YLqGU6pCH03QvC9oUShBtwS60T0uTsxSegzunKHZt/Du+qqvk4k1Le7x3xsvv4zo21RfBEEzbJhm2DDzr2+gfr936w+uz1e716yhTmeLC1PN+1/Xbo6PfWROhvF7DmK1P+g96NOkHM96c9ix63nJHi+Jk75fkZ+UmWkdb9V2NLla9EFis2j9cVp/nPgdbfhM0vqjED3K/DAT6o7AXgIAulhu9F3Q/mIpQwIZdgMkH605ANlPizeRQZeGTi/6JrjZm9O4kbcpqgAJhOAeXQ5K6fGVJDYLuthTuD0qwVMLgMQPIyNuUvthMxgMxhlBu5pP0wsvQpL8GYMbrvut0kmIOMjwhYmvBrDNUzuwsXKho14ZlU2zqWGCn+JdTeafbpxt0rHfNepjnTldBjQ5IXuHPXZ6UvVKAKAyCr/H0EvUlrFVmP4TlUR5Wj5G56CUUi7o30GoxAmcxpx4ekueAjqTFs0xDF5dmuy2A+BMGqnwiNoPpsuw2WwGgyEzM/P0l+pF0Py1LY0dLllc1miLE0MWdJ23aEj2LYKvrn5rqvFXd6bs2mG6/rp2jB0nQjQa/ZzZ8S+9kLb3p7hnn9EMPSE+Xyyoq/+/tf4qVz/9D4ma0MfJbRiUO+AFSngAI12N5q0rDtdvVvtpqUryeACgMq3+ua1pVXsAQGNG7KDwE2qDEbyk76wwm30zZPAVgQatO9Syn1bsDjS4YTec8N4DICkTSOp0AJB8tHr/qd2duy74NsaU0nOPlMFgMM5UMjMzBUFIT09vY47/eLZr9Rey3lh/2yMQgjnyKcFgw5qAsQPA2tr8J2pD3vhUSJVjLndR7uu0MffcdA4zdkQIiUMGeJJt2uyDSo/D3CKRZ856tQVsE6b/RCPM3sEIgySGXLM42QVeI1h6rngqxxGdoHgqcl5/0NOEeKshy51dNbKw2WzFxcUrVqxQW5Ceg5Z8Twu/Vg6bZP8LtdwYbpHSo/FXDcm+TeOvcRYNsf7hdcvfFhOh87oLMZlM11+X8u03ie8v04wZo/RLta66xd+JFfZ++q2xQiiDVKN1RnGfPwTaZ+f/7M5dX+MpUvuZqQYx9wk4OtLAjh4W2U9rDgIgSWPQWkUbT12wYW5LzYXWCl0MAHjqQ6npKA28hYDGBFNqmLNim92C3DWndHfUXRVsGc+s/Z7BYDBUYenSpaWlpcOHD29jjv3FFyFJ9ivukhJDX/h6c4GZLw+0a3zy46VeoxQs3QLCy/G3VMqGwqlzLrl4CkcIGJGBlufc4yZqC4+R5rAjL5fk09qCw5GdwoPpP1EJs3cwwiB7vUqblxzgBU3PxtrpjaEful45mDqE03poU5Paz6bLSEhI0GqjLUCuNWjVXpqzSjlskv1P1DScr7uVNKfx4CX74Ow7dd4Sv2+o/vpXhYsXdM2FCdGfc07KV18kvPE6TesT6JMaPHXPbJEbXJmGjWa+QplbmXJjXdwFADhKR235b3ZVRG/J3Q0JvOJoyIO3IewEWncEkhdAqwXYgJAe4Gts+3LcqDu5cb/lxt6n+HaBEPA6ABA9kP1hzvE3xyu1l0T9ZJqTdZEzbL9nMBgMVeB5Pjm5rRBRf3a268uvvEPHu6aHinc0mYVBJORrmVjs0Ll+VA5l80UH9KPMV10xavRAte+PcTLclCkQ/ZqCUKCH3dKcaaI+G02lagvYFkz/iT6YvYMRBskdMivwsgsA31w3tGcwxMUobRfXF7IEgIslqK/r/KIMtWjMo0c/VL7HXbL4aFXxr/h7ueYaQISKWXm/NbqPyVw/7qxn+Tlz0LUvaggxXHxx380bdbffQXkegFjtqnt+G/F6Bhi+1nKhNB8F/f/m1aUDSHQ7Era+UenKVfvZqUbzLk5p1b7wM6r2AoAuBjGt65qGpMD/aeH6dsq2mdMQk4mYzJavSkj8MACgEi3dcvJ8yUfLfmieNvTU7i2QrAsEulhatEHe+7K87S/y5j/KO5+kR/+Dhpwee8gMBoPBAGD/58vg+KZr71N2f5+Gi9Fl62izN4dP4spXKfP9mvQfhv5x7C1XxcT1qHbK6CCmmTMBaHNCtUUccWeFhvMi+n0S03+iD2bvYIRBcoV+AQbsHYTvuXq0AAwtNjC3fhBcdQD4PhZv9pn7+7O34q6RD74DWQwc+SH/uebopf67dNpYZUpG0V+tTTsoH0tHPsGfdxG4bvleIgZD0uN/if/fSn9KKgB/QX39Gz9p4Bmg/5pACsyReHNe5nOBRB6Dju8uP/yu2o9PPYwpMPdBay6dko/WHgJAksa2YZwiKeMDacjhqpJ3PUVLvofvFFy0yMBF0McBoHlf0uz/wVEKyQdfE605KO97Gc5yACRtBmJOsWxTwJ+T4+Ufn6N5X6AxDz47ZD/cNbRil7xvKT30XuDVDYPBYDC6GzEvz7X6C8d5l4vJfZROPa0b27RVOSTHd0MMpimVwWef9+5Z88861QsxeoyErAyPrU9Le4fd1MIVIrLtHUz/Ufn5dwPM3sEIg+RtYe8IGNdP1WPq9DC0KCfmMg4mzloAmlSzd9+ezi8aSbhcrvnz5y9ZskRtQboZ0SMffFvxu6PAk9VHFtRcZ4kNJWpNrXgzseYzEA0d8DB/8dU4jZwdHcE0eXLfb9a5Jk4F4NlZ4libbeKr0/XblQkO05hy220ACOiAzW9UNUVPltxTJfiKw170ywBRWncYkg9tO3MCsPQjfWYE2z4HzflM3v5Xec+LNH8NGnICflttoYvlxv2WxA0ClWnpVvnH5+UtD8nbHqMH34a9BJyGDFxIBl9+qvcVLMYmi/A2QhdDUqeSfueQ5HGhtzHVP8sH3gRtTzwGg8FgdIBly5bNnTu3piZ8rgH7K0tls9V5/lVKj9lfN7Z6N6dvfiveWE5qdimjDeN+O3zyuWrfE6MtLDrBPn6yNvcIad7o3UIfUWj23c79FpFdppDpP2r/BboYZu9ghEFyu5U2R70AwPesvcOsIwimJvXq+souBwBwBLVR4t+RnZ29Zs2a5cuXqy1Id0IpPfI+nKEEGW/V5844MjM2farSE9fwTd/SlwHIaXdyl96HHklookmIz/rff+zzFwGwrzjgy61L0hyKFQqUCWWp97gMQwBYm2qdmx5R+zmqhrKX04DrZksCPfo4WPu3s8igy8nAS0IGU0rRVEgL18v7lso/PEz3v0GLN7YWIgsAgiHwmiUMWgtMacAphj5JPniDwbSk/zxu6mNkyNVkwAIy/EZuyp/J4CuDQbMNubTk+x5+4AwGgxGVrFixYuPGjXv2hHllJRaXuD79zDH/BllvDPTwsphZfwyxzUVnqYRj3ykhsb7YgfEXPan2DTHah06ZSjxOoTS/uYM4LJOCTWcFqg+rLWBbMP2nhx94d8PsHYwwSL4W+UrhoX4ZHN+TAnA80WlCJVrcfnNzvx0tbDG9l3ar0EcBNP8rWhvaz9Y7KvptTEoYe4XSY3QdHlDwf4Asx19Mrn4Khp6LmeI0miH/ern+qhuoRBuW7qJuf3/9Zg0JfrQo0RRkPBGIaun38xd1ZdH2vd9R9AmB7ZxW/XRCv+QN/GVJ0riObLckfTY3/Qky7HqSNBYaU4t1fLTuCM39XN7xN3ro3TBpxt218u5nafEmADAmk76zyKBLSeZ8kjIBnAaeOrr/XzTns1O7KdlP+p1D+p1Lht1AMi8CafnNRkjadDIwWDOIFn8X4S+gGAwGoxcRVvNxvP66GJfsnHmh0pPmKBTgI+bmH2ZFP3EuZXcg2kvehqZHI6wZncM0czoIaVmV1p4wOzQc4SEtTP+JLv2HlapmhEH0nmDvkHxyj1o7AABGqz5QjAmAi9oCZn8+lspV1Vz/fmo/odPFZrMZDIbMzMzTXyoyodX7aNEG5fCwtxEfNSX/6mHaHOuo8dcMyr2Xk9zUOIZc9x6x9HTKMY7jhj7/98MyTfh4eePy/bG3T+in35LrnhcYdRpHViVdm1L1AS+J8roHcMtPp3e13gpJHk+bCuGsgLNcKYpGaw8FEoa348zZEk5DUiYiZSKhFI5SWn8MDdm0MQ+cAF4PTx2t3k8bcrgRtyK2OfuX5JN/fjVQ0Y0MXET6nn1CKq8BDfLh99GYR0u+h8ZE+gf/cDTvS1oURoviZvw9qGpoTGTAxW3dcto0WrIRrmr4HHCUwNJmJTkGg8FgtEdmZqYgCOnpJ3+dStU1zo9W2q++X3mpppU8Ca5yEtsATgYAdz0KQ5EsGH8LMmarfTeMDpGYnladOUibc8A595JAj918YgqPqb9VW8a2YPpPNOk/zL+DEQavR/GtAEc9kl+FOC5jUqLSdmoHw+cEIPQzuY8f7/yiEYPNZisuLl6xYoXagnQPznJ69L+K92mN5K16Nyfp/D9TTTBchZO9Wbn3aX0VVJOKq1aShMTOX+s00PBk8HNP1Jy/wPV9gXd/ZayQH6fJU0ZL0+7za5IAJBbtcRz9SOVHqhJKOq4TsnYFnDkNie3shX4XXFVwVUH0tFiRwNKX9DuHjL6LO+s5bsZT3NTHuKl/gckGv0s+/G8lURYt+yG42adOI+lzTi5xr4vlRtwU2MJp0Qb420x+foo3TSxBiyo9xcr2DAaDwfglS5cuLS0tHT58+En9jnfe8cckeibPUXrS7AUEFDH1AEBBjn2nJICQTUk47zm1b4XRUeKMmqZxk7Q5BxRPAZfQX1aqHxRsguTv9OI9ANN/1Hry3QHz72CEwecLGTh4zi9JKjg1meKMSttlGk7sO2lCppBicezaYTovGvJUJSQkqC1C9yC65YPvKN/afirnvbc3/qw/+2NC95tR+JjZ+TM4Exb8h/QfrKKwBq3Q58V/VF5bKby7J+mZ89K1PzSJfSWqBSDx5uI+fxxQ8BAAfP0QBl/ew1FdpwOt2ksL1wMgyeNJ//N+MSx3dKFAubWGHFq1l2TOBwDRQ+uOoAMvN2j1Xnr8YwBk4EKSPretqfoEMnAR3f8GfE20dAvpdy4ApS4aSZkY/iytlcQNplV7IXmpo5jEDQlODhtSe0oZiPTNn1U5orUxBoPB6BXwPJ+cnHxSp2x3OJf92/GrO2nz3qoXXXGeGmJwEq0XAKk4SBpKlPncBf+EIV7tW2F0FI4Qeep07pMPhapSMaUvAEo5R8wUa90mAPA5ULoL/Wac3kXCwPSfk2H6D/PvYITFL4YMHDz8knSKGXG6AlOMXnEQcOuzZGcDABAIDXmnsSqjm6GUHvmgZSBi9uoD5qyb/P0HKT2pFW8n1H0BcHTmP8no2WpLjKQYo+6fLzv4WPsnhzWcq48u5DpbGz/fYR4LwFxf5P3pVbUlPRVEN5zlcJbDWx9m1G8PNkj7W0BwX3fXwF4EgNYeCFQXJkntOXNqmmOUHOXtX0UXF2w1J7ilSuU2Q+uWQUOzZ1BzCi6YbCRx1C//C9mqPHVw18BdizZQVtOYO/X0GQwGg9EOzg8/9GsM7qnnKD02RyFASeAnm9dJckP1aKWB8zDqGrVFZpwa5mlTZY1Wm92iKm1iyJcH+Rs6sWb7MP2H6T+/gNk7GGGQxJCBgyc+iarwOeE1vF5o9uwivNMT/O7gDW7a0KD2E2KEhxasa5mjtHRXAe+e7p5wttIT27Cxb+lLAOjw35G5t6otb5BBWX3qnnqh6bsif3FjouaIkW+21xBS1PfhQEoq8t3iLnUa7Ga0zRtV2NTfyn5maD+SiCSNDagFtHIPAFTtAwLV6dPaOTEmI/DoaN3hdsvOU0dxcyvoXEaa91raosTPyShD2o7mf6F5X8g7n5R3PgFHWevClAZEIFEUvMpgMBiRA/X7HW+97TznUuXHmE5yxXpq0ScZtAQAydkEMagEioKOX/Cm2iIzTpnERGvjiLHanBb2DuOJKTy6A6b/tHahM1j/YfYORhgobWHv4CSJ16gihik25ILlRP+AtwefqnEWFnd6zQjB5XLNnz9/yZIlagvSldCaAwEfwgCNxfXe7TGOi65Tegzu4wMKHgJkmnIRueIfast7AmPOmVZy6/1Ny/YRKvfV/aD0O02j6uIuBKB110k7XlBbzI5CTMHNmDYVKrFFQahMa5vzpZvS2l9LYyJxgwHQ6r3wu2j9UXQwU5fWGky+5XfSo/9ty4lU9NCi74LtuKHNjeZAp7Ifwp/lrqb1xwGAE0jMgI4+muQJwcdQ9E3YcVq9D44SAIjJ7LgawWAwGIzWWLZs2dy5c2tqQr6f7lWr/E0OV4uyLDZHiazX80N0kCVSnUuqc0Lnz30Ssf1P5YKMiCDBqGscN6mlf4eT70+5YCo3lOyAz9HlF2X6T6ucwfoPs3cwwkBpyMAhcKKsOZXQr67DkpqitB3GUfDUA9Bkxrp3bFP7CZ0u2dnZa9asWb58udqCdB2uSnr0QyUEye/wNf23vuGGB6AUZBHrBufew0tOah5Bbvmf0h8h6AQu8ze3V5gHuXeUWPiKWCEUNlXS57eUCADolmfhaVBb0o6hT4AuFgD8Tpr7ecu9lhZtCHoz8lpizejQasnjAcDbSHNXQZbQ4czk3IAFwXRfdUfkH59r6fujiEPrjsj7X4OzHACMSSQluB8T22QIRgTsaDmfnay12IuVNDEkdWqwaHwHIAnDArs4rdpL874I+KaGpKneF4i5BQjJvKib/jgMBoNxRrFixYqNGzfu2dOc95FS+7/edM28iOqC2Ss1si/OXaWZdZZUtQuil2RvVM6tSRgoTP292nfA6AwanshTp/O1lXxtZaBHhsYZPy04LPlR8H3XX5XpP61wJus/LF8pIwwh4ytABBl602ks1nnMCaHrOkzjSOMqaogjAqcp3qf2EzpdaHTVtYbokQ++o6ShprJc+1ZO7fWLTyjIknOf1ltGNUnk5rVoVnEiitQYQ9ljT9T/5mr9hNQ+ul2NUgalHACvLr068fLk6hWCz0G3/YPMfVJtSTsAIWTIVXT/GwBo2TbamEdis0AE2lSApoLglIwLoDF2aLHE0ZRbCVmkFbsAwJwGY0pHToS1Pxl0BT2+EgCcFfTAm1TQw5BI9AkAob5GuGtDrp4aMzfiFnDNu5LGRIZeTQ8tA5Vpyfe06icSkwVDIkQ3dVWgIS9oXDOnkcyLOyRM8GZ4MvhKevBdgNKiDbTyJxI3GLoYeBupoxRBT06QjHkkNku9vx+DwWBEG4rm49m4yX8823XjX5ShJGeZq19/q8nBeetJ3tZAST4AIiExl3/Ui5KFM07CPHaUPzZOm33AnRBUG5riZ5trms0c+RsweH4XX5LpP63ezJmr/zB7ByMMlIQcOgSO8qa401is8xjMOgE+EVoAomB11WkCv5I1uiaxsUmIsar9nDqPzWYzGAyZmZlqC9IVBHKUuqqUjoYPj1de9IBkiVUmZBQ+ZnbuBdHhsv8hIXJjAkePHbTz8rusaz8zLxqaKByp9o8I9Jel3pVYu4qTPXT7i2Tq72HsBbV1SPwwZF1C876C7Iez4qQoUNLv3HZyhrdE0JP4YbQm6JLafqaulhdKmw59HD2+MuCfBdEDewm1l5w8LX4YGXwF9Cfk3ieJozHqdnr0Q/gc8Dlo9b6Tz0oYQYZeC+HUHNBI4igMu57mfAq/E96GoBKjwGnIgItJ37NPaU0Gg8FgtEZmZqYgCOnpwd3f/sabnvEzpbikwCFH5VhftXHm5d5j7+nqS0jZQeXEo8MuHpk6QW3xGZ0n2aKvGjfFnHPAPTVYWtFhGhsa7p4UHkz/aVWkM1X/YfYORhhkLmT15DWy1pykjhwEFqtc32z9bKIZAXsH30djz8mLmzBW3ad0OthstuLiYoslGqLjaMEaWntIOXR+X1w69AYxLRRqm1bxRkLdFwChs14kQ2epLW9baHiu3603lN64blCTN9W8p9Y/RIYAwK9Jrkq62la5jPO7sH0JznlKbUk7BOk7mySOpsXfUUcZXFUAhTGFmFJJ6lScaiaq5HFQ9vuOOXOGxIgfRqb8hdYeQu1Bai+GtxGiG5wAwUCMybBmkOTxMKW2fu5jtGIXag9RRylEJ4gAXSyJySS2KYjppMWQpEwgiSNp6VbUH6OeOngbwOtgSCBxw0ifGdD2Ylsqg8FgRBpLly5dvHhxoCSt/9Ah79atzodeVEbj3ZWuIcNMnFNTf5Rkh2p2FOkMQy75j9qyM06LJJPu2LjJ8R++q/Q4+EzKCSQQTFF5EI5KmDvmMXEqMP2nVZHOSP2H2TsYJ0NlSrlgMBihEifwGqtK9g7A2rdP/eFg5aQm47gU7zbozNqMmLot3/VqeweAhIRe4CPQLrRqLy0Mmed9eXXF3rO848crPfF1a/uUvQKADr6NzLlbbXnbp1+c8Yf7H25a8X+x149O0h6q9I0J9Fek3JpcvYKTPfKOf3LT/wBD/Oldp6fQx5NBl3cwVwoZcjUZcnX4oeTxJHl8qyf2O4f0OwdtQDiSOAqJozqTtYXXkj4z0WdmF2d84XWk3znod05kJZJhMBiMqIPn+YCxA4D9zbf8/Qf5BoxQRq3+uriJZ9mPrzIX7YSrIdApAwem3tVPG1VFMc9AdAInTZspvPgE11QnW+MBSFTrSpxpqtoEAKDI34BR13bLtZn+0+qyZ5z+w/KVMk5G8ktKm5cc4DWCevaOGFus0naYxtOGSgDgiKn2ULSlwOiN2Evosf8qOUqlBk/Rnr7Oaecr42bn3szCPwOUxs8gV/9LbXE7yqizxucaJopVLpt2H0/8gU6/JqE66SoAnN+FnS+rLSODwWAwGL0MqbLS/flq5+xFSo/VW+8dMojjqCZvDSn+SelfHZdy7qyn1ZaX0QXEp6c6BgzRHg9VaWmKbxExkbehE2syGKcEs3cwTkZy25U2LztAOEEfq5YwOpNWxwWrVcmcrtEdLJetjfM0FpZ0fl3G6eNrkg++DckXOKKiXLKOb5x3vTKu8xYPyr2Pk71U35/c9Dm4XvNtY9UJwr33NawtEIgnSRsKJC5PuTmQylfe9iK8TZ2/AIPBYDAYZx6O95ZJWoNnYujnrsVflzR2ZGPBNn3OesjBUhpVgqZi2u26DheeYEQyyWZt3cSpuuM/Kz0O49jQcP53p74kg3Fq9JpfIIweQ3KGfsjxsgsA4TuUxLibiE0IFcdt4EaAUgCaobENP+xQUarTxOVyzZ8/f8mSJWoL0llkv3zwHXgblI6KLxw159+pVJkVxMbBOXcJ/jpwZlz5Kay9LHhnRFafnKyL/KX2FM1+LuTikVyd8CsAnK8JP/YadxUGg8FgMFRk2bJlc+fOrSkudn6w3D19HtUEDRlaySP2T9VoeOx8GY1lyvx/Jve/ZgyrQRslJJl19eOnanNC/h12LoMqxqyGAtTlqi0jI8ph9g7GyZzg30FdACCoWT00bmCoKlKj5SzaVA2AM2osxzb23oiW7OzsNWvWLF++XG1BOgelR/+LpkLluG5TY8W0uyAELVNE9mXl3a/35AMcPfsVMmB8J6+jHlqeS7jlptqNlQLxJGlCVdMrUm6hhAdAf1gC0dv5CzAYDAaDcWawYsWKjRs35r/6mtzY5Dx7gdIf66lOGj/KWfRTTP7XSudOU6x+1MIYXS9JksVoD4OGJ2PGkMZazt4Q6JGozpk0MzSje6q0MBgKzN7BOBnJ7VTavOwCxamWO+pazLSGaL0AAIAASURBVIlmDVyBtihYG+0xgbYx1l5VXK6iYKdDr04+QgvW0ao9yqHzYFNR/xtkU3OtGUozCx+12HcDkLPuIWffpLa8nWSQLSZ3/FX+4sYUzX6CYFIbry69Lu5CAMRVhZ/fV1tGBoPBYDB6ARwQv/4b7/DxUmKwGgVHZTnJbNBrfev/CH9QzZM44dnEtJtG3Km2vIyuJCnWVD92kja7hYtH3FmhYRbSwuhmmL2DcTKiN/TWmqce2SeCqPk5IQTxMW7lsJYfF8iPqR1mrd/4vYqCnQ42m81gMGRmdrKalIrQyt20YL1y6C115WKRor4A6Fv2z4S6LwHQ2Fnc1S924hIRAkdI+tWXVv/QqOFcCZrjSn9Fyi3BR7H1OVBZbTEZDAaDwYhoMjMz55nMuspK11kXK51Wb23cuJG+ol1xZSFd7quEvhkZk9Otg9UWmdGVJJt19ROmabP3Kz12w5jQcMFG9Oa3gIzIh9k7GCfj93iUNk/colf9X3QJw4cr7UbTdJ/dBYAYNCmFG90+UW3pOoPNZisuLl6xYoXagpwiDTn02IpQQZYmX27ZDH//kF6SVP1xasWbAKg2A9d/BKF3V7zuH28qnHK1v7DBpt1HEPyH4DIObbJOB0Dqc3BstdoyMhgMBoMR0SxduvTtuedIsYneUVOUTl4vxcZbPV/8RklTKuotz5vM1434tdryMrqYZLOubuI0XYsSLQ4ukwrNyQGd1ag60LmVGYyOwOwdjJPxuH1KW5A9kl99e4cpMd4oVwTalPA1rgGBtqGPt+hwb81ylJCQoNVq1ZbiVHBWyAffhRyM7KB+OXffEPfQycp4TNPW/sV/AwDeSi9cRhJtakt8uhCg/68urtrh0HFNMUIoX0lFys3B1pZn1ZaRwWAwGIyIRj58mP70k3vGBZTnAz0Gv1M/IkvO22it/lGZtiYlKytlwNikszp5GUakYtDw+jSbR6/hHI2BHolqXUkzQjNYSAujO2H2DsbJeL0hjwmO+GS/2gIBAJJTQq5u1fq5kswB0A6M5b/9n8y84HoAX5N84E2IwQhbUBRsSbCPm6eMG11HBub9nlAJhPeP/Cs37uzOXSfS6BtrLJ56tb+40abbq3Q2Wqa7DYMBoHQHirerLSODwWAwGJGL/a23Kce7Zl6o9JikBltmX/eXv1V65JjUlwRcMvgSnvRuz1BGWJLNuvoJU1um8GiKnxUaZvYORnfC7B2MkxHFkPmAJ14RRG2JACBh3FRBaghKyFuqG9IC7TTheFFprdrSRTuSV97/Jjx1SkfpZk3dxMuVQ62vYnDO3bzkBOBPvl5z8X1qS9yV9F80v2Z7k4mrNvNBJyMQUpHS7HC79Xm1BWQwGAwGI0KRysvdn6/2jZwkxSUFejgqcelJXM5aU13o1+/2tGEWU8x5/X+ltryMbiHFrKubME17/Gelx64fFRou3Ay5V8anM3oFzN7BOBlZChk4BF6UiEZtiQCA0xlTWuSMrORmSlQLQDcypm7d6l7n4eFyuebPn79kyRK1BekAskQPvgtHidJRs4tWjrpeyWLLS/bBOXdq/FUAZNNM4cp/QBMRn5muok+soWjspWK5PUUb2qfr4ub7hXgAOP456vPVlpHBYDAYjEjE8d4yKorOWaFMpbHe2uRRg71fP6z00IQB71DveRlnGYVYteVldAvJFr196AihOEfpcZAMqmku7edpRPmezq3MYLQLs3cwToZSXmnznChpdGpLFCRl7BhesgfaIh9T4RwKgAjcEPsPxVWNakt3amRnZ69Zs2b58uVqC9IelNKjH9L6Y0pH40Ffcb/rqCaYeYRQf1bu/QZ3NgCqHeg/73mSkKi20F1P38svqd1SGyMU6bimQI/M6aqTrgIAKmPHP9UWkMFgMBiMiIM6nc7lH0oJKb7hE5RO3gBD2SZdTahaR2H6mFzZ+6vB16ktL6O70AtcjNnQ1CeNtzcEeiSqdSbPDM3I36i2jIyohdk7GCcjI/RynuckojepLVGzMH3Gpnq+VQ4r6SQPjQGgH2GsWPtV78riQXuJtDTnM1oVsri78n0FlitlU7M9ntLMgket9p0AIMS5Rz6sGztVbZG7hb7xpsLBF0nVjmRtyPm2KulqGvB+2vMOvHa1ZWQwGAwGI7JwrvhIbmx0zbiQcsF3aUa/wzIiU/r+SWUOTcr6SHZP7jMizczK0EYzKcEUHi2q0sa1yE1bwOwdjO6C2TsYv4DolSYvyJwpQW2BQqSMHKL1NRdqgVDkmg4QouVHujbllPSmLB42m81gMGRmZqotSFvQgnW0dLNy6K3w5njni/EpSk+f8pcT6r4AAKL1pt5rnBe1b2YIYLvmqsaNZQnCMR7BAkZ+TVJd3AUA4Hdg73tqy8hgMBgMRiQhSY533gHHu2ZeoPRZ/XUJfBFfsk3p8aVPXO+qvHTI1SQyEsYxuokUi75uwjTNsZC9o0k/JjRctBVSZJRIYEQdLAcy42QoZ1TavEC1liS1JQrBDV+UvvOO3OQ/Bg7tcr9q//AkzSH9UIN33QrvzffohN5hwrPZbMXFxRaL5fSX6iZoyfe0YJ1yKNZ7s8tn+bMGKD1J1SvTyt8AABAp7ibhwtuh15/yZXoP/ZKtP9nOGttYkGA4VuULJtmqTL4+aPHZ9iKm3KvkNIl09n+IT68HgLE34ZIWlprVt2PP28H20Etw9WftLyX58Y8UuOuDh5evwMirws8s3IyDK1C8DU0l8DRCZ4EpGWkTMegiDL8cfA/WZnZU4h+tF0vmBMRlImEwkkZg/G1IGNRzgjEYDEYU4V63Tiws8oybKVvjAz28LGrSYukPTymGDRqfsYGnyTEpE5Nnqy0vo3tJNmvF2DjR51R6HOhLdbHE2wAAPidKd6HfjM4u3zGY/nNG6j/M3sE4GVlotndQygtUY0k5reW6Fk6IHzut5ujWRmsw5K/EM8XMlRv4uiHWA3v2ZU+dOERtETtKQkIEOc6cBC3fQXNWKYey059zZIx31FilJ7ZhY//iJ4Kj1ov9036tT0tXW+ruhSMk5oYb7UtuTr70YJVvJEAAOE2jHKYxZufPaCpA9hoMvvi0rxMx5KyFpxH6mHam5X0T2uxboz4Pq25C4ZYTOt31cNej5hj2f4j1f8SCN1p9erKIA//B4U9Q9iNcNdDHIjYDQxZiwh0wdYM1VhZRm43abBz/CtuXYNajmP14aPTbh7H1mY4udZI6xWAwGGcS9jfeAuA6a77SE+etTkiPJ999qfTQfhNXO8rnjVyo4aL5lQkDgIbnEozahoED9Y21ckwCAJlqHMlzLMXNxoWCTd1u7+gITP+JOv0nEt9G7tq167bbbsvKyjIajYmJiZMnT37mmWfq69v7SHXdgr///e9Je+zcuVPt59QtSH6RIhhjyVE3ETSaONvpLdnVjL0xo/4tJXGpDE2ee55EtUKKYfDeNysaXWrL1+uhlT/SYx8BwQwj1O3P29HPOepsZYLJuX9g/oOESgCoYbJ34HX6idPVlronGNg/pVAzSuOujRGKlM6q5OYonq29odpOxxG9ONqB9xuHVrYzofY43p4W2uzTJmDMDZj5J4y+Hv1mgBMAwF6G/y7Ezx+EOb36CF4fjc9uxLHVsJdB8sFZhdJd+O5RLB2KY6tP6x61Zoy96eT/hv0KySODrjqyhE2LseWpnn74jDMVpv8wogbfjz/6fvpJSkz1DhundBp4r+bIe6By8NiaUmZOOCa7Fw68Rm15GT2BzaKvmzRNdzRU7a4ptoWBI0JSeDD9B9Gm/0Scf8ejjz769NNPy3Lwq9DtdtfW1u7evXvp0qUff/zxtGnTemDB7OxstR+DakjOUKETQbSDcIIxXm2hToTXas+6t//3T+RlPhfo8NCYPM+5WYZ1sQPFQ2s+jL/yVi0fiYa8XgGt2kOPfBgydvjl/E3xjTMXKhP0nsLBufdwsgcA1WZ5bbcYzlsAckbE3PIc0d5wi/P9B5IXHGoU+wc66+LOTy95TuOvQdH3qD6MpOFqi9kVcDxkCQdXYOxNbU2TfDi6KjT/l1AZ/7sGzioASB2Hi5Yi/UTTWH0eNj6G/R+CUnxxB/qfhdiM0Gjtcbw7I/j+xJiAjNlIHIqGAhRuQWMR3HVYeQWuX4fMOZ28TWNiq+8fqg7iy7tRtBUAvn8CY26EtQ8AWPsgbWI7y7prgyWKo8gXlNEDMP2HEU3Y33wLgGvWfCXS0+RrMmUk0K+XhYJZ+oz9ylE2OW1Mgj5NbXkZPYHNojs4YAj/1VfA3ECPXTcqNFy8DaIXgqp1IZn+E436T2TZO5599tm///3vAAghc+bMGT9+vMPh+PLLL0tKSkpLSxcsWLBz586BAwd294LHjx8HYDabhw4d2trKJlOkVC3pWkRHyN7Byw4AEIydXq27GH19ws6X7dUfVyddEehoEtOLPdP76bcOi91/cMeOsTMi3d3A5XJdccUVc+fOffDBB9WWJQSt2ksPfxAydkhy8Vq+fnborYvGXzs45w7BXweAalKkhHu0586HMfI+Id3GwNGDcxpsw8QCPdfgkWMBUKKpTrwyrfw1gOKHF3HJW2rL2BVkzEbeBuRtgLO6LZ/JnK/haQzN/yXZa1G+BwBi0nH9OpiST54QNwCXLofPiaOrIHqw/QVc+HJwiFJ8cl1wsx9+GS5+A8bmEDDRi01/xdZnIfnw5V245yB4DbqW5JG45nO8PhpNpRA9OPIJptwPAJPvxeR72zpRlvDeLNTnI306ZjzUDX8bRnTC9B9GNCEWFrnXfQ1B45o2T+mM91RafAXwBcu6Q2eSkwetKdv5yNTfqi0vo4dIMGk1Au80h2KXHDRNNiZyrhoA8LtRuhP9Z6kpItN/olH/iaDX4AUFBY899hgAvV6/Zs2aDRs2PP/886+//npubu7VV18NoLa29oEHHujuBf1+f35+PoALL7xwd+uMHDlS7QfWLUiuUFlNnrqAiLR3EA4XvtKv9BmzM+QRV+0fUe6bwBn4ETX/zcvPV1vEdsjOzl6zZs3y5cvVFiQErfyJHn5fMXZAkktX+6pn3674bvCSY3DOHTpvMQDwVjn+fkycwfXpq7bgPYpe4KSrbnRtzE/SHFI6q5KupEQAgIMfwtOgtoxdwcirAUAWcfh/bU079BEAmJKQ0cobhuPNQdpT7g+z2SvMf615/lehztyvUfYjACQNx6UfhjZ7AIIO5z6DUdcCQO1xHPmkWx6CIR7DLw+2A5J0hM1PongbDHG4/L9Bb1UGoz2Y/sOIMhxvvw1Jck84S7bEBnoEWXT4G+neN5U5NHXkXp9dMMVOTJmttryMHoIjJNmsqxs+mq8uC/RQ8E3J54VmFGxSWUSm/yAK9Z8Isnc899xzPp8PwF//+tcLLghVrtJqte+9996AAQMArF69+uDBg926YH5+viiKAIYNG6b2I1EB0R1KmyzIDtknoblkemSRPo0bf1NW7v1ab5nSV+adWOUbzcfwaftfrqquUlvEtqCUnv4iXSlP2faWnh2Q5PJP7ZVzf6MYOwj1ZeXeZ3QdAQBOLyXcJ/cfJYyfpLbgKpA5Z0bFMT6eP8qTYOE0vya5PvYcABDd+DEq/DtsY5E4BAAOrmh1jugJho8Ov7zVja2hINhIHd/W5SypQW/JxsJQXLcSmzrjofDerec0h5Ue+ri7nkN8VrDhruvQ/OJt2PwEACx6DzH9wkyQfPjxX3j/XPwjFU8asHQY/rsIB/6LCPtCYPQwTP9hRBNyY6NzxUcAnGctUDrj3JUiX0Sqml8VcBxNG7XGUX5e5lyORKSeyegeUi26hrETtcdDVWnt1hYpPPLVTuHB9J8A0aX/RIq9g1L66aefAiCE3HTTTSeN6vX6664LJgUMTOu+BQPOnADacOaMYkS3W2kL1C15pNNYrJs591mNyTQ49y5BbFL6ir1Tq3yjtTHUuvO5hrrINXnYbDaDwZCZmam2IAAg535Nj30UKnsvyeUf15ad94DyJU4gDcz7o9W+EwCIIMXfLcUO0cw97wxJ23ESVr3QeNFVvq058ZpQoHtVUnPUz46Xw0dy9jJI8BVH0RY0lYSfkr0WXjsAjLiq1WUUPcBehra5bg1u2Yqbvg/tfLXNjzd1XPhTYvvDmBgUspuoywk2lI2/DbxN+PR6yBKm3I+hi8JMqD6M10biy7uRtwGOCoge1BzFsdX45Fq8PaXV58yIdpj+w4gynB8spy6XmJbpzxqhdOrrC1L9O5RDmjDApzFs8dRePvjXasvL6FFsVr2kN4iekOrepGnhMlayA6JHVQGZ/gMg2vSfSLF37N+/v7KyEsC0adNstjAFQS699NJAY/369d26oJKs68x8v+F2huwdPNyiL4J/ueksuGSZwZM3KOduTlLEJsXeaeW+iVqzaNz1nL2m6HSu0H3YbLbi4uIVK1ac/lKnifTjByheqxg7qEQrPq4pu/Bh8M3f1JT2L1wc1/ANAICT4u6QjCM08y6E/swtHZd++aK6rbVJfOjVqN08ya0fCACOkpATY68msN9T2moG8oAzpyUN/c9qdRElYdXmJ9sp25YyGv1moN+MkEOZ2PyPuo1XfzoLADir4azu+ifgrseR5l+DtrHtz//mT6jPhzkF5/w9zGh9Pt6bFVRiLGkYcSVmPYrR10NnBYDS3fjf1ZDFrr8LRsTD9B9GNEFF0fHeMgDO2SHnDou3wdDHYi37NjQvbdQWV01W8uBEA8tUemZh0QlmndCYkqy4M7iQ5DcFc8BD9KBkR6cX7xqY/hN1+k+k2DsOHz4caMyePTvshLFjx1qt1pYzu2nBwPsNQkh6evpzzz03a9Ysm81mNBqzsrJuvvnm77//Xu1H1b14PT6lzRO3FOHqd8bZmPWI2bl3UHPFkABl3gmFnlm8XjL8/KK9qMOBZz1LQkKCVqtVUwJZ8n/1JHH8pHRQv1z1SX3JRX9uGcSUXrYkqeZ/AEA4Ke4WahijmXU2SUxUU3K1SYkzVU2/mPx0wMw3m+0JCbl4bImKwrSJQ2EbA7Ti0ul3Bc06I65Qcu+HYeQ1QSegmmNYOhQ7/gl7eUcFMKcGG9WtfOd7GoJpwAHYS7v49muO4aNfobEYAAxxyLqgnfnVh7HnLQCY8zdozWEmfH4zXLUAMOJK3J+NKz7C3Cdw6Qe4PyeYs73oB+x+vYvvgtEbYPoPI5pwr/5CqqigBqNn8lylM9FdbtUdJ8p7e0MMje23zlWxMOtSteVlqECqRV83fqKmqNmDAKQx+fzQsOopPJj+E3X6T6RkE1HeKiQnt5rTJSkpqampqb6+vra2NiEhoZsWDOz3Wq129OjRZWUhH6Tc3Nzc3Nxly5Zddtll7733nsViUfuZdQt+v4zmn7oCfJIc8QELsx9H6S5rzteDc+48nvW6zAWzq9b4h/moeYD+W1PucntTgWX4ryI0EYlKSEV54uYlmr6hrM7UI1auF4svephrEUmXVv66reJdACCcFHsjNU7ixo4lWR3wbYt2En59fdOtHyWPP+SQgu+mahMW9S17kZecKN0aJYVpR16Nip9Ruht1OSc7NB7/Cj4n0KYzJ4A+kzDpHux6FQCcVVj3O3z9APpMwoDzMOBcpE8D37rJL2N2MFvYrqUYfnmY4KmWZeG9dnQCVw1W335yp7cR9Xmo2BeKS7rgnzDb2llq/R8hS0gajnG3hhkt2oqC7wEgbSKu+OiEIVMSrvgIL2VCFpH7Nabc15kbYfRmmP7DiCYcb70FwD3lPFkf1Me0ktcMB8kLJVakthFNVDwouZ/rf4na8jJUINWqz05OJZu3ov/gQI/dOi0RzblsCyLAtMr0nwDRov9Eir2joaEh0GhjI09MTMzNzQ1Mbne/7/SCgf3e6/WWlZX16dPnggsuSExMLCgo2LNnT0CH+OSTT6qrq7/99luNpvMVgDZs2LBy5cpOnFhUVBQQ7zQfeGuIEhR7B8/7RajqgNARCIfLV+Cd6Zbq3UOO35qd9S9RiAmMNInpR12XDDR8Y6rZ6tp23DDuZmJKPb2LRQPU73f9+1+CYZ+mb0hnlZu8FYdSS865kpdD1g5b5Xt9yl4BFGPHVPTP5CaeiTlKf0m/zLT9WTOGHNqhyZrupyYAEm+qTViUXPWf6ClMO+IqfPswABz8CLMeOWEo4MwZ0w99p7azyEVLETcA3/8tWLmNyijZiZKd2PwkNEb0n4UB52LkVbD+otDP6Ouw8S9w16NwM9Y/iHOegtAcQiX5seMlbGvhRyP50Al8Dux5u60JGgPm/A1jbmhnnbxvkb0GAOY9H96ueuC/wcZZD4cZtfbF4Pko2YnabFB6ZqbFOZNh+k8H6W79h3H6eHfs9O0/AEKcZ4eCWRLcldpEP3KbC+oRjtqGb3RVTkmfykdYEQdGz5Bi0XGEuHWCsl82akYAJJg1v3g7RE9ox1cFpv9El/4TKV80TmewLEgb27My5HA4umlBl8tVWhr0C3r00Ucfe+wxZVOnlL755pt/+MMfHA7H5s2bX3rppT/+8Y+dvt9XXnnl888/7/TpVVXdlolTDn1YBc7v5Q3ddaEuRB+L69fhnRnmpp+HHr8uO+sNr7ZPYMQjxx11/aq/bnMccuTdz0np87SZ8yLB0cPlcl1xxRVz58598MEHe+6qlLq//NL10esxV/bnrCFjh1jjyvfMrR89tqWxI6VqeXrJPwCA8FLszdQ4SU5M0s6dw36MBeA5orvxJufjtyU+dKTcNzHQWZV4dXLVfwGKgx/iguehj1VbzNMjLhN9p6BkJw7+94T93ucIbm8jruzQ52HaA5h4N458gmOrkf9d0K0RgN+FnHXIWYdv/4Qhi3Dec4gfGDpLH4v5r+F/1wDA9hdx+BP0Pwsx/dBQiOJtaCgA4WDtg6ZSAOFdKDuNzoqUUbCNxdTfnyBSWKiM9X8AgP6zMOii8HOKfwAAQjBofvgJV6/qSvkZvQqm/5wS3aj/ME4bx9tvA/AOGiOmBgs0ENAEV3lx2X+a0zOAJmRAZ1rfcOyeKQ938jKMXo7AkWSztnbIkBSvm+oMAPzU7I4da2jYCwCSF8XbkTnnNK9yWjD9J7r0n0ixdyjlOUnrnx5lTqBeWncs6HK5/vSnPwEYOXKkksBcWefOO+8EcNdddwH4xz/+8eCDD3JcJxOgvPrqqwsWLJCkU84G+ve//72oqKhPnz6du267yCRU90jgRb82vpsu1MXE9MOvv8W/5xrsecOOXp0zcKnDNCYwIlFNnuecRKlPum6bUPy1p/JH7dCruPjB6sqbnZ29Zs2asrKyHrJ3SJLrqzX2V17R9Rfjbh4JPvS59Vf4fkq6g/OYTjR2fNiv+GmAgmikuDuoYbRotuovvBBCpHxjRAKZU8fm6jL6F22rSB1PKQfAbciyWyZZ7LsguvHT25jxB7VlPG1GXo2Snag6hKqDSG7OoH7sC/jdwdEOojFg9PUYfT2ojIp9yPsWeRtQtBWCHjoLGgpx5FMUbMLVn6H/rBOuLvnw5V3wu9FYhP0ftljQiAVvYt+y4H6va7bfffswtj4TRoCHak6oYB8gNgO/y8dpkr0WFT8DwOR7W53TUAgAZlv4wnKMMxum/3SQ7tZ/GKeJWFTsXv8NAFeLTKWxnlpBTxIatii+w7ANr5V85RrNqKTxnbkMIypIter3ZQ3t+90W39Dgx6Ah8fygvQNAwSaV7R1g+k8H6D36T6T8ejGbg9apurpWy/wqQx2JHe3cgomJiU8//XQby95xxx0vvPDC8ePHq6qq9u7dO2HChM7db58+fW699dZOnPjGG28UFRV1Ws9oF8qFHDo4gQrW5NNYrGdJHIKbNuL9czWNxUOO31TY77GahF8pgzX+oXYpLUO/0eyrwP7XXHEjjEMug141aw7tkXLTAGS73bVihePd9+TaitjbJ+onnZAI3WWP3dz/hoRaX8ucHSlVH/Qrfgag4IxS/D1UN8inNxoXXHwmF2QJi0HDi9fe4Fn+99jfFdT7BwQ6K5Outdh3AcD2lzHt95HgTHRajLgSXz8IKuPgCsx9MtgZyFgePxBpbX4BuuuCacMtqcEs3AAIh9TxSB2PGQ+FZtbn4z8Xo/owPr4K92ef8LJizK8x4FzsWorstajPg+SDtQ+yLsC0BxA3IBjCSgis6ao9ot2vAoAxMXwNtgDeRgCwsDIEjDAw/aeDdLf+wzhNHO++B0mS4pK8Y6YrnYmuMiGmWMP7g8caI43P/NZZek7GPLXlZahJmtWwl2v0t8g90WSeFoo5z/0WcxarLCLTf9ql9+g/kWLviIkJ5lyora1tbY4yFMgr3sMLBiCETJw4MRDjmpub2+n9PmKhnElpCxqZxvaqhBcJg3HLD/jPfK7yQGbBIybn/uK+/ydzQYOiV7Yecy1M0h7qo92lrz8k7jjiTZ1hGnghBGPPS2qz2QwGQ2ZmZvddwn/okOP95a7PPqNOp25IQsJT5/KJLe6UokA3+Ujs1KQab8s3gKkVb/ctfQEA+Hgp4T6qSfPqDMaFC2DuUn+5aCF90YX1Lz4TV72jPjZo72iIm+vXJGv8VXAU4/iXbe0B3cqhlfj+CQAYdQ3O+vPJo7TDb1YD5dYKvg/t994m5KwF2svUBeDgR/jqHgA47znMaNP7PS4T5y/B8gvhqMDOV04O8rSk4ZyncM5TYU4MpCWP6R96vzHmhvAhtbruybBYl4ucdQAw5tdt5R7TGOFzwl3X4XUZZxBM/2FEAdThcK1YAcA162LKBw39BtFp9jWSuo2haSlDwXHfOqueHHy92iIz1MSqF8w6oTE5SfkCsvMDZM7IyS4AKNsFvwuaTunnTP85Cab/RI69I6u54kNNTU1rcwLbs8ViSUlJ6fkFFQYMCP6wcblcaj+2roZC4pvtHZTyAkhse1l5I42YdNzyA1bdhCOfJld/ZHbuy8tY4jYMaB4m1b6Rjf6MdP22WCHfUL7FV77d02eOdcB5bf1b7QZsNltxcXF3ZLmnPp/7iy8d/37f99NPAIjAWa8aab54MLiQWUOCbrvpYqczOdlxQuK3vqUvpVa8CYBqM6SE34CzejQ606KFpFl7ZpxEgsVQcOk1sR//13DnhW45DgCFUJV4RZ/yVwFg8/Oq2Tvc9ag6CACNRWFGnc0B8B1xPxl5NQq+R10uSnejzyQc/RyiFwBGtrffm5u/V6sOtH8V5QVFdYcqbgJA+Z5gDrA+k0OdScN7tDLOj68j4Ks1vs331aYU+PLQWAxZRNj8fJSCykDH/iKM6ILpP4wowLnyY9lupxqta+aFSmeSs4wYJeSGym1Q27By0eM1J6SaWVzSmU6aVZ8zekzckSIpMRUABd+UeE5s1RcAIIso3oYB53ZmXab/9Ay9Sv+JFLfA4cODf6Ht27eHnXDs2LH6+vrATNKBDDGdW7CwsDA3NzcvL6+NlZWEXm1UeuuliG6H8pHgqYPwgia2F25IOguu/B8uegUag9F1bPjRy1OqlqNF/IiPmnPd8467LnZL8QJEc+k33s1/rjv2FRV7NOt7QkKCVtuVRhapoqLx2efKJ06uu/+3AWOHdmB84t/PMS8c0tLYUS/Y1pt+7aw1JjpkpZNQKaPo8aCxwzhVSvwDOKtbZzRd+itm7GibxBuudR5pjHf+qPRUJ11JiQAAZduCm27PY2r+dgpUUD+JpuZq7fEdKC08/PLgFnXwv0CzM2fiUKSMbufE9OnBbF7Za+CoaGdy+Z5gQ8k03lCAL+/Gl3fj5w/Cn7LnnWBj2KXd/0DDIXqw9z0A6Du1HSUj8MpFFlG4OfyEL+/C3wT8TQj/92JENUz/YfR6KHW8twyAe8Js2RIb6BNkMc5TxQmHQrUtLckwJ25wVc0foNKbAEYk0SdGL+v0qArteg0J54WG8zZ0cl2m//QAvU3/iRR7x5gxY5KSkgBs2rRJKaXWklWrVgUa8+Z1KOSvcws+9NBDWVlZAwcO3L9/f2sr79u3DwAhJPqcOSV7yN1IkOwAoDV1ejU1IQST78Wde5FxNid7+hU/NTT7Zp33hH9IdqnPEddlhZ6zfdSkIWJs+Tf+zf9Xte8jn7NebelPGf/hw3X33V8xZZr95Vfk2loAnEET8+uxiY/P1vRt6atMjukmricX6SociWLIS5CT3Fm59ydVrwQR5NhrpLibQTQOo8Vy+aWkw67OZyzp6cl151wkfPIZT4LxyX5NUn1s4KUExdZ/qCNWyqhgo3QXfCcWdJAlHFsdbCePan8pYyIGnAMABz+Cuw6564GOZeoy24LJt1y1WHVzSOX9Jd4mbHs+2M46P9iw9MHBFfj/9u47Po7q3Bv4M2V7k3ZX0qpX94IrxhUwYDAGbDpJICEJubkkb25uAgklleQSQs/NdQhwbxKHOMSU0EJMDTbV2Bj3KlmyitW3afvutPePlVeyLNuy2qxWv+/Hf8yeKfvs+Kzm7DNnztn+JL17F4mxvruE2mjvX4mITLk08Qp1TnLdu91dNFMxn8qU42MJbe7vgWQh2v0/4phANvUexAWVoP0DY11s02axro6IIhf2JDLs0TZWkant7VSJkjeViDZFO1dVXat2yKC+XLNOw7Ehc8/YcF2Geall+dA/BnlctH9GwVhr/6RLvoNl2auvvpqIBEF44YUX+qxVFCU1W/t11103cgdMjUn+q1/9qt/DvvDCCzt37iSiJUuWnFUv0DFBDHelljkpRAqRZmzmO5Kck+grm+jaZym7whLcNv3A6vy2pxlFSK1XiHULk/cHr2/2ThAiCZ5RnP4t3Nb7vO88EGjZ1z0NeHpLbN/uvuUr7Ssui7z0spIcZp8hw9KSnEcuNV1a2btbR4SxvGdY84HfUOYhG/VkMbSJ9sk1X87q2qTwuVLOD2XTBUTkd+RlXX8tGVUY2WTMYRnGcOtXEp/UZcX3pwo7cr7QvbT/uZ7px0ZTdkX3lSPiprfvJLnXnA4fP0i+OiIirYmKFw7oaMmre7CF3rqj+/7DGTtzJl38IDEsEdGRN+n3M6n6n303UBQ68iY9cwm17yUickykGccnhuA03Tcugq308pdJ6NV/PtBMz17Z3Znz/J+qlpateaN7oWTpGbacfDU5JhIRNXxAr379hOaLGKfXbuu+/zN1QFc3yDBo/8BYl+zckaicLpROOF6m5ETaWL2H8dV0FzCckjepSYwY7JVWLW6lALEMk2/RdU6ZysS7r4kJJitimNS91nOQeo1mehbQ/hkFY639ky7jdxDRXXfd9ac//UkQhHvvvXfZsmWTJk1KrfrFL36xY8cOIlq9evXMmSd0IvL5fB980N1D5tJLL9X3mkJiEAdcuXJlXl5ee3v7c889V1ZWdt999+l0PdPnvPDCC7fffjsRMQzzi1/8Qu0TNvzEUJAoO7nMy0E5LrLMGH+YnGFoxhdo6rW068/sJw8XNf/G6XmtsfieLuvi1CYyo2vTLO8QFuW0v5wXe0trYLItecr+o7EdhihXYT13DecoHUIE/YtEItdff/3y5csHPR9tfNtngccej3/4Ye9C3SSH5eaZ2oo+884wddqpr0W0Rb7AHG4q9eoNbQ7vrqr9rkbokE2LZesNxOqJyF852Xnh0gHNKw5ERFQ2b+aR2fMdb/ydVp9DxBBR0DI/aphoiFaTFKNtv6cLfjzaMTEsXfk0rV9JRLT9KWr8iMouIE5Lxz6lpuNd3M//GRkGNkXR5KuJ/3cS47RrHRFR3kxyTh7QjkULaNUT9Pq/ExF1HqBnryC9jbIrKbuCGIaCLeSro2Br98amHLrhxRNmLLvkITr6L/I30P4XqPFjmriKTLnkPUKH/9F9+Z9yNc2/fbTPbUrNRiIilu9/hLDeWI6uWU9/WkZijHb+kerepdKl5JhEoTaq/kd3H07XLDr/Z6p9FlAV2j8wdon19bHNm4ko3Ktzhy3m1UpRhv08VaI4y0mjf7fr6JqZ31A7ZEgXhTZDY3Y2u/dTqWJassSfs9LYeJiISJGVxg+YCavO+qBo/4yCsdb+SaN8R0VFxX333Xfvvfe63e5zzz33tttumzVrViAQeOmll9577z0iysnJefzxx/vsVV1dvWbNmuTysWPHek/MPogDajSaJ5988pprrlEU5cEHH3z22WcvuuiigoKC5ubmXbt27d69O7nZT37ykwsuuEDtEzb8hEioJ9+hhMWYlEb1Yyg4Lc39Bs35Oh15S7/j/6oOfytgWdxUdGdMnxrHlGRW3+78QodyQ7bv7byjfzWHXtPrrTqrizwvJyhX0E3TTVzGz1g2XKPp1NTUbNy4saWlZRD5jsTOnYGHH4m9f8KDcJoSm/X6qbo5fSd8CrK2F4Vsb1toqeZijjvh/zO3828lTb9mWIvk+I6in05EUeJoyVLnlImj9R+TIfQ8K33xK9IPvm2+oinElSQL23O+WNb4cyKirf9DS+8iTjPaYVVdRpc+Ru/9iIQodeynjv0nrF1y9xnGDD/hE9qo6jI69Gr3ywHe3Eia903KKqV/fLN75LBYF7Xu6HlaNWXCSlr1BGWVnVBodNCNL9MLN5D3CAVb6PP/PWHt7K/S5b/rvn8y+joPkr+eiKhg3oBusBTOp1veouevp3AHdTXSnr+esLZkCV39jLqz04OK0P6BsSu07s8ky1K2MzZnSaowJ9JCJFDrOz3buaYS0YeJrqdLLjn7N4HMVGDTswwTZcTUaHb+rOUFjb9JLgu7/qIdRL6D0P4ZYWOw/ZNev2fvueeeQCDw4IMPBgKBxx577ISzUVLy97///Wzn7xzEAdesWbN+/frvfve7bre7qalp3bp1vdcaDIYHHnjgu9/9rtqnakSEQz09pniKiIkBT9o0JjAsTVhJE1ayUZ9+70v8lv8u4HLc+bcltD1z0CgM57Wv9NpXGmK1DvcrDt9GbUe1lkjLv6q0rZM/LxCpTHHM46cs4SbMoSF0flGUwTwsk9izN/DoY7F33+1dqCmxWa6erJ9fRCd2yJCIf080f+ZnLuAX6DRZvVfxYldZ48+y/f+STcsl65XE6IioTWd1rV7JY3TSQSm58tLOx0tNH78eWvatZInHcWVx86OcFKRoB+1/gWZ+UYWwFn6PplxNHz9MHXvJfYgUmXKmUu50mv31M0wdf7LpN/Vc7884E1sfVZfRd2up+nU6/A9q2U7BZop1Ea8jfRY5JlHReTTjC5Q7vf9982fTt/fT1t/Skbeo8wDF/GQpoJIlNPtrVHqmXpQjKnlzg+gswihdRv9xhLY/SYdfJfdhSoTIXknOKTTlGprxhYEeBDIU2j8wFimRSOS554kosuzK1A0hvRixJPysto6JB7q30xoVe2mdECrIm63lkNiFblqOzTFrvVXlLlFO/noPayoETY5G6CQirvGjwR8a7Z+RMwbbP8zgfneNqK1btz755JPvv/9+a2ur0WisrKy89tprb7/99n5nid+6det553X3pelzf2NwB0wKhUK/+93v3n333fr6+qamJrPZXFlZeemll95+++35+fkqnpy5c+fu2LFj9erVqfHGhlH1P57vou7xe/LDL1uUBtsXnlLxw460w83ev//jpUXkzcpdJGgc/WyhKKbI/qyuzdbAFlNkL6OIRMnLdpmSVSryZYy1nC2bxbkmkSmPzuYS3tbWVlFRcdlll7300ksD2T6xa1fgN7+Nvftuz0QzDOlm5JlXTtDNyKOTHj3ZIWTt95kna5exXN8pb7O6Npc1/Jzn8mTrtYomn4gEhTqrppVcsJDYdBnQZyza/sjv89Y+5PntcwLTfc6Ljz3kal9HROQ8h/7fLrUDhHHqlltuWb9+/V/+8pebb75Z7VjgDND+OY0Rbf/A4IT/st539z2KRtfxwHrZ3H2/pCRQ44i0ceIfmPZtyRKlZK5SseSprtr5C346zzVf7aghjVR3hj4/5p+0ba9UUJYsKWu8L6fzOSIiYqQftHAm1+CPDuNbqv2TXv07khYsWLBgwYKBb3zGlM1ZHTDJbDbfddddd911l9onY1QJgkLHO91rmIQop2P1GEaTCu33/vtt2456f/fuwZVM7QR7TkxzYhOQYcKm6WHT9OaC/8fKcWP0kCF6WB+r10cbNMFGjbiLNRnZjkLZUUF6m0IGxlbIWAvJkEMGJ2Nwkt5+qs5mLperqanJYrGcIURFiW3aHHzyqfjHH6fKOLvBsLjEeEEZ7zL32TwqZx2N5PriBXrtpKmGvgfTJtqLj/06O1Iv274s6boHFWvWWHIuv7gkN0ft/40xL/fmG6X/W2vZ9Y53dvf0YB05X3C1P0Mkk3s3NX5MJYuH9g4AkOHQ/oGxJbRuHRFFFyxPJTt4WcyOdjCyl2n/LLVZcmaW7VLs313zBvM2kLmKswyfH/MLsUCquexzXHY836GEtz9tPf+nascIY16G/6CFsyJLbCrfwXEJiTUM6XBjxLnl9nO/sXhno//vHxxYHKkutdsDOodyUpcJmdWFTOeETOf0KWflGBcNs5EYzyTYIMPwDMf6eGrnmRjPxjQ6TqPXaI1GrdnCGLIZvZ30dtJZiRiHw3GaqKSOjsiLfw8/+zfx6FEiIobRFFt1M/N0cwp0E+ypiVckRRuR7VEpJ5TIDkj5EptFRHpt36NxUtDV8UyefxuZLpCc3b/GQ8SFZ8wuXTAbQ5MOi+I8++errs7d8Bw76yqZ4Ykoriv225ZldW0mIvrgQbr5taG9AwAAQLqIb/lUOHSYiMLL16QKHdE2VpFZfnfPJHe2AjLZDyaCU4svYAjtDTiBQcM5TVpvkct5vCRgnCNxFk4KEpHu8BuEfAcMGfId0EOmniEVeU4QNONowrDZJVmzb17U4o/+68N9lc27y60Wnz4nrLHQma7NMquXWT0RxZOvJaLew57EiLon+VW0TETL1mvZvToupNPIWgOj1eu1Rh1rsJDGTLyBYTRiU0ti56741q3C0WpWz+smGkxLztEUWZgKl6TPEhR9WDb7RHNctsZka1y2CUqvgYL660rCi75c94s5wSOcYb6SfdvxGJkWV2nZxcuyDHqCYcIwZLr1VuaF9aa6T4OV3cO2deR+qTvfUftP8tVRdsUQ3gEAACBdhNb9mYjik2eLBd1jwTCK4oy0kCIpnf9KNZ4U1zQieifcdv15+OEK/SjOMuysqMzdXS078olIYTT+rPMdnteJSOs7HBODev5MvaEBTgv5DuiF6fn1y3OSYstVO6DRVpBluOXK+aI8b+dnB3X790ynWFCbHdRmhXS2BDvEEbaYhGJKSCaSXCQQxYiOTyvOMiJPMY71sYrEsgLlTaOrphGRLGtl0oiKRlT0isRR+KzeTrYEP3d2fWITFEY/kyyTU52e22w5rovOL3cMbCIuOBsVUyoOLLs46/m/Be/pznd0WRdFDRWGaB0pMn38GF2xVu0YAQAAhkpqa4u9+SYRRS66OlWYFfdopTgjHWRjnd1FvE7JnSArSo1GV2ItVTtqSEfFWYadzV1SoJNxdI8Q5Mu6NJnvYKI+/4G/u2beqnaMMLYh3wE9ZLanswCvkbnsYrUjUgfPMvMXTKUFUwPN7YFPPivyV/OkCKw2qjHFeFOMMwicLsFpJYYXWV4ZwiwtSbLCJ8jc3StEHtKhWClqCW23hPdlJyK8ZiLxc3p/xX0Wu33Z4qICNQecy2w6nqVbv6b5yo26jpp4bnKEFKYj5+bSxl8QEe36E138X6TPUjtMAACAIQn/Zb0iimJuYWz6uanCnHALEbHCllSJkjeJOM3OmK/mA5/7PLfT6RzEe0FmM2l5u1Hrzc9NPebdZVsicSZOChORef9rhHwHDA3yHdBD7jWXB6+RmewitSNSmbUwz3r9FRSJ+HbuYaoPW+M+a9zXZxuZYSUS44kav3zUkOjUMZzEWSTOJmqyBC5b0OQKGmdCm5/Q5vT/wMnQMIpgiNUZotWG8H5e8mZLVtLNJH46nficSiTLaVm0IKe/0ftheFUsmd80c57xH8/Hv/6jZInbsbqw5Te8GCAxQtt+T8vuUTtGAACAwVMEIfTss0QUXn51alx2oxAyCV2M2M54P+/ZsmAGEb0d6Xhv7Yc7Lt6xYsUKtWOHdFSabdhZWZWzt0625xKRzOj8tgsd3teJyOg+6I+3Zulwrw4GD/kO6CZHw/LxRzZYOc7yLJuNPy5ERGQ0Zi8+jxYtkBubvLv3mjtaeaWnGwaryCyxGs0kM00iHTFiuxQ/GI7vNceOGqVgajOF0SS0rriuMK4tSmgL49rCuK4gmQ1JDv9xeqwc0whujdChFTq0iVZtokUfb9LFG6JykPSTrPwsRTeXNP0cRyos0s6eZc0vUPskjhc2vebQzbfa7vkuf6NXNNuJSGYNnY7r89v/QET06X/T4juI0w7xXQAAANQS/edGuaNTNpqjCy9JFeZEmomIlbaeOFKpM6HIezyCFJXOOJ0QjFvFWcadzV2Sv42xdz9K77WvTOY72EC9v/aDrKk3qh0jjGHId0A3MehOLfOSn4hIi/GBemEYtrTEWVpC8Xj0SJ1n78GcoIejvhdvhc9j+TwLXUBEohxkEg2MeEwQjslCsybRYY03nXxgiTOJXJbEm2VGL7PG42+ncFKQlWKcHOLFLlaOJYsjnD6syWU15UbtVMZ4lYW1ENHJLQiF57mqKmbadN6OcTpGW/EVK4K/KzO8+0pwzdeSJR25X3J1rGMUiSLttG8DnfNltWMEAAAYJPf//oElii5Zqei6J/LTSvHsaCfJMcW/uWek0sKZRPRB1G1qzud5vrh4nD4lDWdk0nJOk9ZXkJtqs3ZZl4i8jRe7SIhlH94sT7mOHfLz4zBuId8B3YQuD1H3dYuXuhRJJh6Td/RHpzNMm1I0bQolEs17qzsO1hSEvQ5W6mdL1qLopys0nSNK/pEW5QgjeUnyMXKApADJYUWJSkpIlmMkiQwFNEonEcmMXiFGYQ0ym81oSshgl7gs4pwK79KyxtP3DWCcTmbiRLZqAumGOMAqDFK+zVB/45eLfvdI6IqbFV5LRAmty5e9wu59g4jo/Qdo5i2YAxgAAMYi//Zd7K6dCseFL1idKnRGWxlS2PgWVjw+uLrOpORUEdHHYujpn7z06289mps77kbBh4ErzTZ+Xlnl3F0tOwuISGE0vuxLczqfJyKLb197uCbfPFntGGGsQr4DugmhQCrfoZGDUkTkME366Wm1hXOnF86dHhfl97dVNx44Yg/65+jj+bx0yl1Yo8IaSVPUu0cGe6aBPQYyhiljtzNl5UxFBZOdrfZ5Ge8YopwbrxH++ITxk7fDy65IFrbl3tqd7/Aeotq3qOoytcMEAAA4O7KiHHvi6Syi+Oyl0vFHD1hFdkRaiWQlvDm1pVIwgxjOLcVdxUt5jkeyA06vJNuwo9kvdnWwzu5HsD3ZVybzHWxXXbR2C52DfAcMEvId0C0WDBLlJZc1FBSiEsYYGCAdz160aDItmtzij766u+WjvY28zztZK0zWipUasUwjGNkReWaVsVopL4/JL2CLCslkVvs0QI+KXNvWa79Q8Mrfw0svT47lFjbNCJnnmEM7iIg2/wr5DgAAGHMO7D9qe+9NIgpdfF2q0B5t52WRiW7n4m3dRSyn5M8korfCHTcs/oXaUcMYoOc5l0XvLS5wKkqyD2zQPCeuK9bFmyjQ6mw5HJ8e1nGmIb8PjEfId0C3UCiaWuYpIklDONZ4VZBluP38ytvPr2zyRTYd6txY07mt3huICS5OKualIo1YyEt5nJTLS05OcnJyFisPNBWi1zMGI1nMjMVKNhuTlcU4nXhiJW1xLGO5+Wbl2T/p922LzTgvWdiW99WqZL7j2IfUsp0K5qkdJgAAwEC1h+Jd65/NEgShappQNvF4sZIbaSZFYSLvprZU8qaQ1kBEDWabQ5+jduAwNpRlG7dUVLo+2SGWTCAiYhi3Y3Vhy1pSFLN/f0PX3nL7eWrHCGMS8h3QLRETSdO9zLMRUcKwQINXnG388sLSLy8slRWlrjN8sDVQ6w43esK7QnF/RAjFRTEut7e3ZRl1k0oKisx8vpErMmsKLLr8LH1Blp5nWSIiliUNz2h1pNViuIcxp6rYufOq613v/D2V7/BlXRjTl+pjDUREm++nL76sdowAAAADEhflT2s7Zvzz70QUuqinc4ct5tWJUSa+m01e3YiIYZTiuUS0O+5fPuNmIlq3bt0zzzzz/PPPO51OtT8HpK+iLAPfxMSEYOrXqdtxdWHLE0Qy01XLVG+j85DvgMFAvgO6SRLbk+9g4pLGOKTDARERsQxTlWuuyu37sMnu3btnzbpo1qxZf9m5U+0YYUQYNJzmy1/hXnpW01AjlE4gIiK2PffW0sb7iIhqXiPvEbJXqR0mAADAmX3a4DW9947W6xZzC2OzFqbKcyPNRAoT/GeqRMmdSMYsIvpADH+34GIi2rBhw6ZNm3bs2LFixQq1PwekL55lirMMrZMnF4fjilZHRAltfpdtka3rI8bTkNvV6Y+3ZelcaocJYw879ENAZlCUnuSXhkuQCcNejiDMQj8eTKwqbFu5xvTui6kSt3ONwNuJiBSZPnhQ7QABAADO7HBnqCUQK3r1b0QUvvja5LhURGQUQuZEFxP5nE00dm/KMErJuUQUkAV76ZLeB0HLB86o3GGK5eVxdXtTJZ2O64iIhIg+WtvR9rnaAcKYhP4d0E1hejp0cLzIZhWpHVEmc7lcBoOhvLxc7UBgBNn0GuGWr2m/cCXnaZcceUQkM7qO3JsLW35LRLTnGbroF2TJH/3APM1ddTtaiMhZbCufVZAqr9/d2tnoTy5nuyxV88/8R0CRlV1v14hC93g/lXML7QXWfrcMeiLelkDIG03EBEmQOZ7ldZzJZrDlme35FoYdvSe2hLi46+2aU61lGEZn1OjNWoNF5yzJ0pswcDMAjGu+iLCrucu6f7e55pBstkXPuyS1KifSTIrIBl9JlSg5E8lkJ6K3o51XT/yvZGF5eTnP88XFxWp/FEh3uWadScsHDZzheIk/a7mgcWoEN+OrNR/dK5dcxjKDf+Ie7Z/x2f5BvgO6yXzPt1SjkVlHidoRZTKXy9XU1GSxWNQOBEbWxKll9SuutP3rpcANtydLOnK/mN/2f6wcITlBHz9Klz2idoz983eEJEHmNGfoAxhwh1MX+1OJR4SjO1uC3kjvQlGQREGKhRKe5q4mPV82Mz8rr/85hhRF8TQHfK3BsD8qJiRew2kNmiyXObc0m9cO/zBDiqLEwolYOOFvD7XVevInOAsn9T/YXsAd8TT5o6FELBTnNJzBrDXa9K5Kx0hEBQCgClFWPq73yIpS9PJfiShy/pXJBw2ISCvFs6OdbHgzI3Z2b82yStl5RCQritteZNZ29xReu3btfffdhylp4YwYogqH8cDseRMOHBVdJUSkMHyn87qC1icZd11uQaAtcqTANGlEY0D7J/PaP8h3ABERKbLE21KvNFpic8rUjinDORwOtUOAEZdr1u378tfybr0htOpLsslKRCJn7ci5wdW+joho+5N0wY9Jn6V2mP1QZMXXFnQW206/mbclcPoNYuHEoY8bhLiYfGmy6fUWnVbPJ2JiPJII+2KKoggxsWZbU8XsAkdR37eLhuK1nzVHQ/FUiRAXhbgY9kfba73ls/KzXINPGrI8a8/vu7skyLFwIhqKk0KKQi3VbpZl8iecMMaeEBfr97T524I9e4lyIip0dYY76n2Fk3LyKuwj+r8DADA6tjf5gnHR0Nxo3/axotFFLrgqtSo30szIAbb3yB35M5Ijd3wa9102945UOcdxSHbAAFXYTftajVJrLbm677x2Om/Ib/tfJuxm5fZw3RaaMbL5DrR/Mq/9g3wHEBGJXZ3K8crAyUGGJcaMMbQBhsHEKRUtF6ywbHo1dMUtyZL2vFvzOp9l5ASJYdryW7rwp2rH2BfDkKKQt7nr9Nf7ZJsgtX1/W1Dt583Ji73Rpi+d7jLbDb3XxyNC86FOT3MXEdXvbjXbjTqjJrU2Fk4c+qghef+E13IWh9Fg1sUjQtAbSUQFUZCOfN48cUGJ1TnIwZU1Wq53d9beosF4/Z62kDdCRC3Vbkdxllbf/RdSUZTaz5uDnggRMSxjyzXrTRpJkMP+WCQQk0S5cX87r+VObrsAAIwt9d7IUW+EiIpefpaR5ciSSyRLVnIVp0j2SBvX9SLJx+9d8zqldEFycZ9es9gyQ+3wYUwyajmXVd9ZXpYTjyo6AxEltC5/1kXZvrcZ95EcrjQ6JWDgrUN+n/6h/ZOR7R+MVwpERAlve2pZI3pJUUhjUjsogExQmGXouvlrho82MvFYsiShyXXb13Sv/vQ3lAirHWNfFoeJiALuiJg4XV/Nrs6wJMip7U/m7whFumJEpDVoJi4o7nOxJyKdUVMxpyDbZSEiWVba67y919btaE5e7LPzLTMurKyaV1Q4OadiTsHM5ZX5VQ4iUmSlYU+rIg//GHgGi27CuUXJa7wsK77Wnts4rTWe5MXeaNXNXF45YX5R8dS8snPyp51fXjGngBgiovo9bYmYMML/SwAAIygYF7c3+YhI6/Pk/usNheVCl/RMQ+sMt/CxfUxka6pEKVtAWgMRHRHCc6dczzD4iQGDVOU0+afN0Ozblippz7mFiBj3EQsXaPXsHrm3RvsnI9s/+GMERERC0J9a1ko+MSQQLlQjKRKJrFq16tFHH1U7EBhxDFHVtMqOZRcZP+zp9Nvquk1JDrgV99H2p9SOsS97oZWIFEU5fXdNb3OAknceTnGHoas9lFzIK8/W6E7ZnbB0Rvf0cv72nh6SXR2hsD9GRAaLrnJOYe+HQhmWKZqS6yi0ElEsnPC1BmkE8Bou+/jYY8lIktzHupILFXMKtQZN710chbbc0mwikiV5hKICABgFsqJ8XO8RZIWICl/ZwAqJ2OwlUk73DWFGkXNCR1nfX4i6f24pJqdSeE5y+VNenOE8YWaWdevWLV++3O12q/2xYGwotBqMWj6gVVJ9J4KWuWHTNOpqZaSAtnqbQiM11w/aP5SJ7R/8pgUionBXz7daowTEmDSEg8GZ1dTUbNy4cf369WoHAqOhNNvg+eLXDB++TmJ3zjuuK/LYr+he/eGDJMYHffCRYLTq9WYtnfbxVFlWkpdne4GVYfofXTwe7f68Rpv+NG+n0fPJOwmJqJBqw/iPtxVclY5+Ry8vmtL9NLi39QzP0A6a3tg9OLmUGpNMoXgkQUS8ljNYdCfvYnF0N33i4X7ubyiy0tHgO7ylcdfbNZ//89DeTbU1nx1LNpsAANLHzuYuX0QgIj4UzH/jJSIKX3pDaq092qHz/YWRPMmXCsMoky5K3idrEWMlE1fouRPGX9ywYcOmTZt27Nih9seCsYFhqNJpal+8VHd4Z6qwLfdWIoXpPJIX8bqjjYM/+mmh/ZOUYe0f5DuAiCgc6Bk6WEMhQRi9uZHGJ8xCP66wDDNhSln7kguMn7yVKmx1/Xt3F49oB+34g9oxnoih5LRqQU/kVP0SuzpCkigT0akmYCOiVDNAiImnf8MJC0qmLC6bvKgs9cWIhRPJhVO1FbQGTfKmR7J35UiIRbpj0KVmZWOI41kikkRZ7q8faaoHbHKz3qLB+L7NdQ172gLusBAXZVmJhRL+tmDtjuYDH9anYf9PABifGv3R6s7uX1wFrz3PRSLxafOEkgnH1yt53jfZyMep7aXCWWTtvk39MS+c4zy/38Oi5QMDV+UwSbZsobMnr+HLviyhK6DOGk4XCR35cKTeGO2fZAyZ1f5BvgOIiFKjBxMRz0RERjOEg8GZuVwug8FQXl6udiAwSiocRs9Ntxref43k7utBTF/qzb68e/Xm+0lKr5+7jsLu4aa8Lf33S0xm5TV63mI/5XBZqctkS4379NO2Ga06s91gthtSTQRZkpMLzKmzr8lrqpiQTv+c7eCIgpTqk2m09rQ5bDlmSt6pOOrts4ssyR0NvuSyNfeEZ3rjEeHQJw3JRoxGz9sLrAUTnI4iW/IjhP3R2s+b8WMAAFQXjIvbGrv/jnGRSNE/niei0GVfSG2QFWkxdf429TJksLPli5LLbVI8p2Jxtq7vOIjl5eU8zxcXF6v94WDM0Gu4kixDy9x5fEtDskRhuLbcW5muZkqEnK21CSk6Qm+N9k/mtX+Q7wAiIlHqeTZMw8Vk3UiNewxJLperqalpw4YNagcCo4RlmAkTilovuMS45Z1UYUv+7d1dPCIttHOd2jGeQG/WJi9y/fY2lCU52d/SXmClU1+Pk4+YElEslNi3qa69znvGGx0pGl131jUa7P9hH0mQ4pHuJNGw3xyIhRJHPjuWiApExGs4W6+Ld/HU3ORjq8cOdjTsbYsEYrIkC3HR3xY8+HFDNBAnotyy7D7NoKO7WpKNEnuBdebyysq5hYWTcypmF8y8qCo5jFnIG+2o9w3vpwAAOCuirHxY5xGO/9wq+sdzXDCQmDA9MaFnspX8lvtJ7n6kX2A0hmkriesenuBTrTzVuezkw65du7a5uXnq1Klqfz4YSyblmkMTp3D7t6RKOh3XilwW015t4rvaOj4bofdF+yfz2j+YjxaIiBSmJ3un5RKSrUztiDKfw+FQOwQYVZUO0+Hrvph3x+2RhZcQyxFRTF/msV/h9LxKRLT5lzTnq8Sm0d9ke6E1EoiF/dF4ONHToZGIiPztoeT9h9N05iQiU5Yhtyw7eRkT4mLj/vbGA+2mLIPNabLmmMzZhn4fTE2yOo3JUcE76n39vktLjSe1nOxZeraEhFS/u7VPoSTK8XAiEoilbjaUTM/rPdiY1qCZsrj06K7WgDvcUe/rc5FmWaZwco6r8oRvd8gbSXY6NWXpK+cW9l7Fa7nKuYV73q1VFCXQGc4rT8eJ6wFgnNjW6Os6/vOJD4dKXt1ARMHLb05tYAvtMXdtTr3sqFyUb3Yml5ukWFbluS5j1cmH5TguNzdX7Q8HY4zdqM0x6zonVmT73VKWk4hkztCee3Nhx/NK8Wx99SeUv2zIb3KKt0b7h4gyqP2D/h1ARKSwltQyr5GMOZVqRwSQaTiWmVzuar54pfGTt1OFLfnfUhieiCjURDv+rHaMJ0hdZT0njdqVHMdLa9CYsw2nP0jpDFfxtDxOc/xao1DYF22pcR/6pGHHm9XVW5vaar393p1wFFp5TffjqY3723s/LKrISlutp63O07tkEB9QFuXORn+ff96WQLir+2LPckzx1NyTZ5LnNJzRquv3mBo9b7D2feDWc/weUX6V8+RdtHqNLc+s0fGxUGIo/18AAENxsD3Y4OsZDmDaxucoEEhUTE1MmZMqLGh+KLXcWbIov2hW6uUOs26yfcmA3glgYKbkmjvPO1+3tadjbEfOl6RImCJeu+BxR+pG6H3R/smw9k8a3UsE1SiKxPck1TQ6mc+rGsLhAKB/lU7TwTXX53/vm7TwkmQH4LiuuNN5bW7nc0REm++jOV9Jny4eOqPGlG0I+6Le5kDBhJ4LlSzKXR3HO3MOgKvCnlua7WsN+NtDAXc49aypLMldHaGujtCxg+1ZLkvxlNzed1E4DVc6w1W7o5mI2uu8vtagxW7UGvlERAj5ovGIQAxp9XwiJhIRxw1n7p7jWYNVZ7TqXRX2Pjd2iCgeEQ5vaUh2JdWbtbYcs86kkUU5Gkz4WgPxiFD9aWNehb1kWl5ql5C3+zHjrDxzv+84YX7RyPwfAgAMSEsgtru1K/XSGQ3YXvybQhRa1dO5wxrcag51z7Ei5M0Ui6alVh0QI/bixQWmSWp/DsgoBTaD1WTw5DlM4YBsshKRyFs7cr7oatvBVtiF/W/Q/G+PxPui/ZNh7Z90aViDikR/u8x25+o4KcTxxGTlqx1UhotEItdff/3y5cvvuOMOtWOB0cMyzNRC+9E1NxZ89Ebk/CuThS35tzs9r7JyjEJNtP2PdO6/qR1mD0eBNeyLRoPxaDCemn7M3x6SJYWOT1M/oA/OMY4im6PIRgpFArGuznDQHQ56oyzLsDybiAq+1mDQHamaX5Sazyx5fFlRGva0ypKSiAqe5q5eB2TLznG5m7qS13v2+GDgxw52tB7xnBzA7Esn9p7BPkln1My86Oxyu7IkH/qkIflca/HUvLwKe+/hxBLRnNodLSFvpL3Oy2u5VCMpOS+dRs+fpv8qAIBa/FHhk6OeVCd2Lcee8/IziXA4UTk9Pm1earOC1t8nFxRz/p4JS2fz3T8iJFJqc3MWZZ9/quOvW7fumWeeef75551OJwEMGEM0Jc/y2cWXT3v2r5EVNyYL2/K+knf4JSpf6Ag0xsSAnh+RMQfR/uljTLd/8DwLUMLT8wSXVnIrokwa4xCOB2dWU1OzcePG9evXqx0IjLYKhzF+0Qo6vINJdA9DJWhy23O7b6Apm39B8kBHtBoFqeG4eo/alezMqTNpTaedVV4UpFgoEQslTni4lCGjTZ9f5Zh4XsncyyfNvmziORdXzbyoymDRiYJU+3mzfOKTqM4i28zlVfkTHEarnuNZlmV0Jm1uWfb0CyochbbU6F/JAbRGQUe9P3mxzynJclXa+4ydrjVoquYVJhsWrUc8qSHZk9PXa3W4wQAAaSeSkDbXuoXjveIZhhaJ3sTzzxFRcPWtqc2swa2W4DYiIo2x8cJ7zuF7/qB9QjFX3uwcQ9mp3mLDhg2bNm3asWOH2p8Vxp7SbIPBavHbjEw0nCwR+ex222rGU89zcV/1P0bofdH+6WNMt3/Q/AKK+d1E3b2JtJJHCCY4wk3IkYWJJ8ctlmFmFNj233RL+eZXQytuSBa2ur6R436BF7uYSLPy6VPMoqH2z/S2BFqq3UTkKLTmT+h7P23gtS853VrQE/G0BAon5xCRJMr+gXXm9DYHGva2EVHx1Nw+41f1oTNqiqfmVm9tEuJi+1Ff/oQTNtbo+aLJuUWT+9kx+eCrzqhJTfbuKLL1+0jtybPBD07QE069Uf9nTMdbnSZvS0AW5Yg/Zs0xERHLsbIkn35GOgCA0RcX5c217mivv05zC7M0/3m3JIrxafMSE2emygubf0tExHKJq/6P7fyQZbv7unfIiVBZ5Vz78jO+F1o+MAgsw0x1WXZcdtXU556LHG81teV9Nbfl3xhnRXbbXnmKwDI9v/nR/ukD7R9C/w4goqCvp5eUVukSooMZ6RfOisvlMhgM5eXlagcCKijNNnLz5kf9bWwklCyROEur65vdq9+/j6ShjtskCVKyE2Y82k9vETHeXcgwZ85sJjttxsOJsD9KRP62YHJwrDNe71NjekcCcTqT1A2KaOjMG3cftismCTIRmbJ6LvAGiy7LZTn533B1pEzdUdGZTnlHJfXIa+L4xhodR0SJqHia5r6inEU7DABg6ARJfr/W3dVrxMRJueainVtim98nhg1ec1uq3Nb1oTm8k4jost8c6NpbeDzZoRBttRqq7IvNmtPNrVBeXs7zfHFxsdqfGMakCrtJb8/ymzVsvLvVJGrsHfxiige1bMzb8EbvjdH+QfvnZMh3AEV6fcE0TCghc0M4GAyIy+VqamrasGGD2oGAOs4psNV/6evGd15MlbTnfjGuKyYiJt6pbH5siMfnj19rk50P+0j0XLS0ZzyUPd+abBYkB9lOdubUm7WnGqA7JTmtOhF1dYSE+Bke0ol0xZILqZHG4xGhYU9bw542z7GufnfpbPQnF7LzLTRaUic2GjxlTioa7P6LmrzME1HylouiKMlZ2U5Wv6d1++sHt79+sN//LwCAYSdIyuZatyfS86esJMswy6H3/PRnRBRdeLFQWHF8jVzU8hsioiV311idM8Wev2OfyOGsghkTbOed/r3Wrl3b3Nw8depUtT80jEkMQ9NclpYrrtV/+GaqsC3vVrn1CBGZ6z/p/XMZ7Z8RMqbbP8h3AIlCT+ZPy4Yk7eh9ecYzh8Oh1Z75ry1kJJdFZ59Q5ss2cp72ZInCaJuK7uxevfUBEiKDPjgRGY+PrRX2R/s8Eaoo5G8LJpdTQ3CdBq/lrE4jEXlbAqIgdXWGichRaDvjjhodnxx8S0xIR3e1niZ5L4lya233IFu2HFNyQavnPS2BjgZf08EO+aTp1oS4mBy+S6PjTzXo90iwOrvD6zxx2vmUWDgRcIeJiGEZs717IKRUiyTZybYPWVL8bSEi0pu0o/YgLgCMZwlJ3lzb6Q73/G7Js+gWltlrf/kQNTUpOkNg9VdTqxyejcbIQTrny4FZtxS1bUmVH5NivpKq2c7LWeYM98k4jsvNzVX7Q8MYVp5tMtmzfFmGni4efHaHeA7JkpZigcaeLh5o/4yQMd3+Qb4DSKaeQXc0fEKTXaJ2RACZb3ah7dh1X9K/93KqxJd1ScCygIiYREB6/e6hHFxn7L5yiAmp8UBH726EbUfcybnEWI5N3YI4PXuhjYiEmNi0v32AnTmTiqfkJscC6uoI7X+/zt8eOnmbro7Q4S2N0UCciPQmbeq5UIZlkpdJISYe3dkiSz2tlkRMrNnWlOzMWTDRyQ7rZGyn5yy28RqOiHxtwcb97X3aUmF/7Mhnx5KFOSVZqYdms1xWvUlLREFP5Oju1t7NF0VW6ne3JO//ZBcg1wwAIy4mSu/VnJDscJq0yyqcH238RPvnPxJRaNWXZFv3OAKsHCtqeZwqL1VWPp7Y97Tu+PhucUX+NMsyM2+FVYtEBow4hqFzCmzNK9foP+5JbbQ5b5Y7G4lIX7+Z5O7eAWj/jJAx3f7BeKVACtuTqtToRN41Ue2IADKfTa+pKHA2nzs39+jBRPmUZGFj8T3TDl7LKBK373/poh+RNW+QR2eobKaremsTEXU2+ELeiMVhZFgm7IuGfN1zoRdOciYvXWeU7bLUs4wiK+6mLiIyWnV684C6JpmyDWUzXPV72ogoGozXbGviNKzOqNUZtQxDiZgQjwipJ0J5LVc1r6j3g6bFU3IDneFEVPC2BILeSFauWaPjY+GEvz2UvPxnuyy5pdmj+b/Ga7myWfm1248pCrXXeb3NAYvDqDNqJEGOhuKp7ppGq65ocs9vAIahijkFhz5ukGXF3egPdIYtdqPerBXior89lOzDabTqCyfmjOZnAYBxKBgXN9e6Q7362DtN2gsqnX/9uLbw3rs5RRLzS8IXX51a62r/sza7gK7f0Pn5g73HfnyZCU8pvazMMlvtDwTjRaFNn+OwdeTn2eJdks5GRBJnaY9Oy1ciPCWida8aqq4jQvtnpIzp9g/6d4x3ihAXtT2VTKdTtAWTh3A8GJBIJLJq1apHH31U7UBATTPyrYFlFzO73k89eho1TOzI+SIRkRQT/37bUA5uyzWXTMtjOYaIosF4R72vvc6butjnVzlOP2Z4b5yGteX29Jkc4M2NpJzS7IkLilPdFCVBjnTFfK0Bb0sg5I2mLva2XPPUpeWGE5+J5bXchPlFyYdshZjY2ehvqXF7WwLJi72zOKtiTuHozyWV7bJMOLc4ORqZEBe9LYHWI56OBl/qYp+VZ560sJTTnHB5NWUZJp5XktwrERU8zV3Nhzs76n3Ji73ZbqyaX6Tu7PQAkPE6Q/F3qjt6JztyzLplFc4H3jhU++BvJrvriWFD3/yOwnb/xdYm2vJj/6Ivb/Tve9opRFN7bYx7iictP8dx6QDfd926dcuXL3e73QPcHqBfs4uyOi6+TLf9nVRJW/a1oreTiLTHPqGYN1mI9s8IGbvtH/TvGO+Ezgbl+DROvOhjGZnJzlc7qMxXU1OzcePGlpaWO+64Q+1YQDU6np2Rbz1wzY1Vn74bXXBJsrC54Dt235saoZNvelOs285XzBv08fMq7FkuS1utJxqIJ8f9Nph1BqvOWZJ1+qnjT+YosKaeej2r6z0R2XLNMy+q9LeH/O2hiD+aiImSIDMsw2tYvVlnyjY4Cq2nepLWaNPPuKCi/ai3qzMcDcYlQdboeYvd4CzJshx/OnT0JT+Ru6nL3x6KBGJiQmJZJjl3nbM461S9ZC0O44zllZ0NPl9bMBZKyKKsM2n1Zp0935IcBB4AYOTUecKfNfnlXt37C6z6eUVZ//nczrr3tz21+3UiEr90adR1TmqDks6n2a9sjNS9Yg21pAq3xX3ShPnn5V17xmE7UjZs2LBp06YdO3asWLFC7dMAY1i2QVOZY2uaNCMv5hX1diKSWWNbdFoRdTAkC9UbNDO/ldwS7Z8RMkbbP8h3jHcxdxtRd/8OndghhhJaFgPmjTjMQg9JE5zmuqrKwJYPtNGwYjARkcSZG4vvqqy7k2SR2fgN+n87h3J8nVFTOsM1wI3LzskvO6f/dKe90Hqaa1J+lSO/6nR3SxiGyXZZsl2DeT6TYRlX5VncjTkjjY6ff+WUIR6E5djcsuzcsrPrTcrx7PB+FgCAM5IVZWdzV3XnCSMIVNhNlQ7jLX/cdqi29Y8f/B8vS7rFjvZFt6c2yAp8lH3dT+Otm/WeA6nCQ0Jwn6v0ltLbNOzZ/WgktHxgOMwssP5z3rn8S38S51yTLOmwrMoNrNVaTZy3WnHvZZwzkuVo/5xs3LZ/8DzLeBfo1b1Qp7gTQcyGOBpcLpfBYCgvL1c7EFAZw9C84uym1Tfq3/9HqtCbfXmXbSkRce5d0ff/R+0YAQBgrIoK0ns1nX2SHTPyrXlm7XVPbdnR6Lv30/VFwQ7jdKHj2p/Jx7MYnBQqXTw74dmlafs8tVeTGHlZx90y/W4dd3a3l8vLy3meLy4uVvtkwJin5djZhVm1516ijXb3OVJYbWuoO8chVT9HYkztGCHtIN8x3oUCPdNe6qgrIaBKjAaXy9XU1LRhwwa1AwH1OU3aivyshoULNI01qcL64p9JnImI9J8/JAY9ascIAABjT3sw/uah9s5eU7FwLLO4zBGLS9f8/pN6d/jrh9694Oh289RQ103fiRh7hm8rLZPk+GG+dWuqpEOK/4/ou3Pxb8422UFEa9eubW5unjp1qtrnAzJBmd2YNbFCbtqdKnFbLor6BSJiEyGl9hW1A4S0gx+3450Q71nWskFRf+ZppWFYOBwOrXZAgzxDxptVYBNmzRbq9zCSlCxJ6AqOFd5BREzgmPT6d9QOEAAAxhKFaF9bYFNtZ6zXtJFmLX/JxNxdjb4v/d+n3nBijXvfV7e/ZJkVjF2zxu28JrWZ3RY2GKq1rZ+lSrxS4ufBhp8uf3oQyQ4i4jguNxfT1sKwmV+cfXTZ1bpg3fECtjm2gBQiIqX1U6XXE1gAhHwHEPUMLaPVxHWOSrXjARh3NBw7rzjr6NU36La+nSrscN4YsJ5HRLr6fwR3v6B2jAAAMDbERXnzEffe1kDvETPyrfoVk3Kf+aT+u8/tjIvyqvixH2z+Q9a5XvHSJU1Fd6Y202uFXPtefeuOVIlXSvzQd/jHFz1t1Y7q/JcAp2LScjPLc8OCN1XSZZof8Hb/qlWqnyMhrHaMkEaQ7xjvRE3PZLRanWgsmq52RADjUZHNUFTgbJ48ge9o7i5imKOlv5I4C8VD5u2PxEKtascIAADpzh1OvHmovS3YM4oBw9CMfOt5pfYf/n334+9WKwpdzbp//K//sS8+Jiw772jZA6mfAxynFOTuNLl7nhTwScL3Pft/cOH/FFmK1P5kAD2qnKbEkpV6f09dPaZcqMgKEVG8S6l+Tu0AIY0g3zGuyV2tIu9MLjMk6nQSX4ynK0dDJBJZtWrVo48+qnYgkEbmFmVF584T6naR0t39OKF1NZT8hIiYY5/Tpv9SCIPbAwDAKVV3hv5V0xkRpFSJnmcvqMzJNeluenrLq7taiOhLeu+PPn7ceX51ZO5FteWPKUz3XI0MQwWOz7O7eiYF88qJ/3Dv+c7Sh6Y4htQ4XLdu3fLly929BsgHGLoFJdluVz5Rd5Mpqqtyd5qTy0rnHqXlE7UDhHSBfMe4FmutJ4ZJLusSbUo8wZjQWXE01NTUbNy4cf369WoHAmlEx7MLSrKPrr5Gt+3dVKHHfoXHcRUpkv7Iq/7P/lftGAEAIB1JsrKlwfv5Mb/c6yGWHLPussl57V3R1b/7aFeTn4i+Yem6a/ev7Yv2uqd8ua70wV7JDiUv67PcaM9sLB4p8d2Ovf9v6a/n5y8YYmwbNmzYtGnTjh07hngcgN70Gm7iuQt43/ZUSYt2lRjvnmhSOfIyhdExFoiQ7xjn/O1tqWWd1B73YQ6nUYJZ6KFfBVZ9ZYG9Ye4s/lhqFC6qL/lpTF9GXc1ZNS8GWraoHSMAAKSXcEJ6p7qj3hvpXTglz3JRVc7Gva03PLWltStGRHfb2u9ouMt8Tm3DxP86VnRH6o4Xw5Dd9HGh2JOP6JDi33Xv/8/zH1lYsHi4gkTLB4ZdoU3PnLuMk7pH6xD57Fb38YEIZUHev46k+KAPDhkD+Y5xLeANppb1jCeeQH0YJS6Xy2AwlJeXqx0IpJ3ZBTZ+yuRgqJVJdF+kZdZYW/G4zOqZug+Mu/8Sj3aqHSMAAKSLjlD8rcPtvqiQKtFw7NIKx7Q8y09e23fHC7vjoswS/S7r82/4/oMpVQ5NWu92rEltzDBk071dxuxPlbSIsbv8tT+5+PdD79mRVF5ezvN8cXGx2qcKMtDMSWWCXJ962WlZEfEcz3FE2pXDG9QOENSH37fjmhDvybXr2IBscKod0Xjhcrmampo2bMBfYeiLY5nFZY72FSuZHZtShRHDpPqSn5MY5468KW39rSyLaocJAADqO+IObzrijveadNam11w6KZdV6Pqntqz/tIGIjEziDctTqyI/D+afe2DKi2HTtNTGMivm6V6p1BxNldQJoYfiXQ+vXD/EMTt6W7t2bXNz89SpGCEOhh/LMFNXXsnFWpIvFYZrEC9VhET3y46dStNmtWMElSHfMb4xttSiXhszFcxUO6BxxOFwaLVataOAdGTV8wtKsmtXrdLu35oq9Diuas+9mfEcNbR+Gvj8v9WOEQAA1CQryvYm/2dNvt4DdhRnGVZMyt1a57n8fz5MDthxLlv9meE/JgpvNBXfWVOxVuR7Gn5R6pyqf7FQ054q2ZPoesNa+ujKZ3KNucMYKsdxubnDeUCA3iwGnbUqK/UyYpzUdsyaeqnUvab4qtWOEdSEfMc4logm9D19C/UGUVc+S+2YAICIqCTbOKE0r3HKBL69KVXYVHRXwLqIOfK+1b3Xd/hZtWMEAAB1xEV58xF3jTvUu3BGvnV+cfb9/zzwjb9s90cELQk/1/zpOc2dGk48NOnPbXlfTQ3YQUQKe3ih5XUT15Uq+SThF2d89TsLfqJhNWp/PoCzUzV7LhOvSb1ss98UbfF1v1Bk5cA6iuBZ4PEL+Y7xK95SLbPG5DIvBXiKsgUT1Q4KALrNKrBZpk/yKmEm1j0Ql8JwRyoej2qL2YNv2lo+7Wp+T+0YAQBgtPmiwluHO9pDPQMx8iyztNzBKnTV2o/+9Em9otBMtuZd3X/cyv49YF24f8rfQ6bZqY0VknJ1H88zvc/R8T7/RB9r2LnL187LX6b2hwMYpFmrLmHEQHJZZnX17NVK5HhCUIjI+54mIax2jKAO5DvGL/+x+tSyQWiMu6PEoD6MkkgksmrVqkcffVTtQCB9MQwtKrPHlixM1O9lZClZKHGWmsonhajE1H5krnk94tmldpgAADB66r2Rd6o7womeUZzMWv7CypwXPz921e8+Otwe5En8Pr/+Fc2dJdTcUvDt6glPiXx2amOWCU42/qNYu4+o+ymYCKMcKZm1eNEjBt48QjGvW7du+fLlbrdb7ZMHmYw3GJxlutTLiGnSseZiOt58okinvO8PJAuDOziMafh9O3752j2pZYPSHotxakc0jtTU1GzcuHH9+vVqBwJpTcuxF1Q621depuz/NFUY1xVVVz0lt9awHYc1e59JBPBUKgBA5pNkZVujb0uDV5J7BuzINeucBs2X/u/T37xbLUrKBKbxNe0d/8FtkHlTddUTzfnf7t3Ut/GNM0wvmbmeATvcep1/+k2TKm5lR/KO14YNGzZt2rRjx46hHwrgNMpmz2LknqeAO1w3ePYFelZ31SkH/kyKPIgjw5iGfMf4JcZ7HuPUc11kLVQ7onEEs9DDAJm0/AWVzsaVK7hD21OFEeOUmsq1SvWHXLiD2fm0EKhTO0wAABhBnkjizcPttZ4TOuTnmbVv7G794v99erg9yJByK/ePf+r+cypTGzFOOjD5hS5bz8MpDMmF2m1Vhjd5JpYsEVi2OrdIP+f7RY6Fo/MR0PKBUTB75UWM0HNDt7H0P0P7jqVeKu59ysH1SHmMN8h3jFeKImsKUq8Mhqi5fHhmWYeBcLlcBoOhvLxc7UBgDMg2aJZOyKs7fxFXfzBVGLSce6TsYWbfm1w8oOx6QuyqVTtMAAAYfqKs7Grueqe6IxDreYZFUpS6tuB//HXni583KQrlkvdZ7c9+zj+lVRJux5qDk/4W1/UMSK9hYhMMG126nclnWBSiJoupfvKlE6b8p1WbNwofoby8nOf54uLioR8K4PQ4LVdx3kRSup9bkVl9XcF/RmtaUhsoHTuQ8hhveLUDAHVInobUtZAhyaiPcZPOVTuoccTlcjU1NVksFrUDgbEh16xbMqXwE1Es21snFZQlC7tsy47Qf1Xtu58/5ypp9++k6f/G2SerHSkAAAwPRaF6X2RPS1dEkFKFskz7jvn+tb+9I9g9XunV/Ee/4tcalJDM6hqL7+l03tD7IGauvdzwjpbp7hjSYdS35U0sz7/Cph29CWLXrl173333YUpaGB32glxPQZu/tfuloHEcyf7mhIY/6ktzkiVKxw6SE8zUrxCmIhofkO8Yp/y1+4mpSC7rE42SEOKNWWoHNb44HA61Q4CxxGXRL5pRukVWSquPSTndT5/5befXEFd54GFu2qXy3qfFKV/kc+epHSkAAAyJJCv1vsjB9mAwfkKfjl0Nvg8OdnYEu59JqeQCv9M/MVn8iBSK6ctqyx+LGE/Ieudo9hfrP2FIJiKPXtecU1ZQcOksQ8UofxyO45DsgNE0Yd7MXe98KMScyZcJXUENc1tlwzpjaffYvYp7n7L7CXb6baQxqR0sjDjkO8apjmOtpO2+4JmkpkhU1g3tgAAw0lwW/eJZ5VuIio60yg5XsrDLtqSaM1YdeoibfD4dWC9E3ZrSy9SOFAAABsMXEY56w/W+SFzs6W8vy7Sz0bv5YIc7GCcilmihIf4dwycLYn9gRD8RdTqvbSy+R2aNqV1YEkv1H9o11UTUpdW25010FFw8y1Cm9ucDGCWzLlm6/fX3FCU/+TKhdVXbvl1Wvy6rTNu9RddR+fPH2OlfIzNGMMxwyHeMU1JcS8e/70beQ9kYSAJgDMg165bOqfiE51zVzUp293PXIfOcw9x/Tai+XzNxPnf0zUTomHbyl4nTDu2tAABgNMiK4g4nmrtix7qioV4dOohIlmlHg3fzwXZPKEFE5VphjSl2ramtMLyBCW8lIkGTU1/6c7/twt576ZmuCsPbBs4b5zW+wtlZRZdP1mSp/SkBRtvcVct3vPa2zHY/vy9xllrHt11NrxUUdjCsQkQU88g7f8NMuI5xYRDDTIZ8x7gkxATjhNQrkylkKF+tdkzjSyQSuf7665cvX37HHXeoHQuMMXaj9oLZ5R/q9Y49R5js7l4eUUPVwdyHq6p/aZxQxXfuS4Qf0k7/NzKi/zAAQJqKClJLINYaiLUF44LUd/REWabP672bD3Z4w3EXJ33NFr3KHJmuS7Dhj1jPyySHiZhO57XHCu8UeWvvHbM1R0p1HzCsHCtYaKhYU8Cp33933bp1zzzzzPPPP+90OtWOBcYRhqG5V63Y8fobEpUdL2Pbstb4vQ0lhk8spgARkSQoh/6meA+xE68n3jjo94J0hnzHeBSq/kzkui85vBTQK0Fuwny1gxpfampqNm7c2NLSgnwHDIJZx180o/Bjvdbw2QEuqzvlIWich/IfLq37jaM4zhOJ2x/iJl6PWxYAAGklGBeb/NEmf9QbSfS7gSgpO+q9mw91SNH4ZabIVQXRc/VxloiJV7OdLzKJBiIKm6Y1Ft8bMs3uvSPLCMW6T5yaQ2SfzE64jjekS3Jhw4YNmzZt2rFjx4oVK9SOBcYZhuZcuXL/O29HowUKwyXLYrrSark0y7OrwHbIwHcREXXsjHkP6qZ8mXFMVTtiGH7Id4xHzdWHie++CpqF6kggamUwM/Gowiz0MERajr1gUt4usy784W6dubsfh8Jq610/DHX8s9i6k83KUQ79Te7czU26ibTWob0bAAAMSUKSG3yRo96IJ5w41TZxUdpR7/v0UMdMCv7SErkwN6ZjFCJiEnVs4HUmvp+I4trC5sL/8NhXEZ3QcjNzbWX6TToDw1R9lck5R+2P2w+0fEAt0y5Z0bxne8eRiKjJSRX6tbP80ZnZ4m6X5YiR92rFmLL36TZzcd7Mf2O1mD8xoyDfMR4JMR2Zu5ctXItgKlI7onHH5XIZDIbycgybAoPHMDS7KKtp5bk17++2MFZimGS5O3tVKD69rHm9qcDBeA6IW+/nqq5m8hcQMWqHDAAw7ngjiRp3uMEXkeRT/uAPx8U9Db722qYVutCPcyJ2TiYiUkQmuosNbWISR4goritpzfu627lGYU6YRJMlsVD3WY7uIFu0hCm7jNLgAZY+ysvLeZ4vLi5WOxAYvwpnzsstcx/a+FrMeF6qvUTE+vjZvuhsm7A/z3TQovPkhZqCH9971DFt+vSv85itNlMg3zHuyP7WuHF66qXF5NdX3jCE48FguFyupqYmiwX5Yxiq4iyDfeW8z7bXmjsiCqdPFsZ0pYe1d+c1vZzvbGCNpBzeILV8zE+8gSxobgIAjAZJVhp8kSPusOcUz60wRHoN29gZrq5pK/a3fMscqcoRiIiUOBM9zMT3sNEdJIeJ2IB1UUfOF3xZF/bp00FEWXx9sf4TnbOYqbyTjHlqf+j+rV279r777sOUtKAujdU546avtX/yUmejEDXN7L2qSzOtKzHNFDri4j/LsgZneg8d+Ne3W1wLzp96sy79EohwtpDvGHeat2+S2e4HPnVCKy/6uKrZQzskDIbD4VA7BMgQJi1//sJJ++s9kc/2Mobu9q7CcG3Z13mjbYVdr9rzJDbYJH3+KJM3jy2/nPR2tUMGAMhMgiS3h+LH/NFjXbGTRyElIlKUuCC3+aPtTe253vYVxsjt2hhrbmYSjRSuZxL1jHCMSFYYPmia5c+60Ju9MqF1nXwYI+sp0n1qsfNM+S1M9kS1P/fpcByHZAekibxF1+TNDRx7649d0eKI8YTROsLaqlqqMrjr8sV3pmbLkzx7/vnW18XS5VdO/hKyHmMa8h3jTldHmI73KrDJB4MhBt9ggLGOYWh6ucOfu3jPOx8aWFeqr2ZC6zqq/WaH+0AhbbbkMNS+Xez4nC1YxJZcQrostaMGABiTFIXCCTEiSHFRjouyIMkxUY4kxK6YGIgLJ49TISlKqzfa7IsI/oDR75nJRq43xMqYNobfyQQPMEIdyXGF0UT1FVHLzKjx+rBxesg4U+YM/b67jg0U6D6zOximdBVjn6L2yQAYa3TWoqv+syjU1vKv9V0RV8g8t/fKqL6ijr5pCNbmNz+32uzpat36v3Vv5FatWTPxei2nVTt0GAzkO8YXuaslYZyVepllaNcVX6Z2UAAwPLJMmmVrlu/bXR070qZoewblChumVtNUc+f+PGZLlj1BzR+LLR9LObN0ZSvTtv8zAEC6CcbFRl+kNRj3RhKnGYwjSVGoPRDzt7k1Hm92LHgOH/+STsjlJLJJTHQ769/MJOpEPqvLuiRouTFsPCdqqFSYMzTLjaw7z3DIXpjNFl5N5kK1zwfAWGZ2Fay+syDW1f7hc74OLmhZ2GtcD4rqK+v097ZGqwsPPv1tbWN74rkHql+YPuVLq6uu5ln8fB5j8B82vhz98E2JW5hc1ohuPePWzbtC7aDGo0gkcv311y9fvhzz0cKwm37OxPiUih1vvKNhCnsPaxcyTAvRNJ2/2Sl85LB2aJRdUscuv9GZXb6adU4jTNIEAHAK7aH4/rZAezB++s0kWensinLt7Y6Ap1QIXqaJWVmFtETJu8JcnE28z3rfVYSQP+uiztK7A5aFqTkyT4MlMVvbmJMrmYvLGftXaaz93Fq3bt0zzzzz/PPPO53pMkUuQDe9Le+Sf8tTlM5d77n3Hg1nndf7Kxk1TDxS9oghWl1w7OmfRj/ydjau3fG7nJlfvmHyLRqMZjp2pONfzG3btj399NObN29uaWkxGo0VFRXXXHPNN7/5zezs7NE84LCHoT5ZiobMZOp+ZZd3h4KsjjvzhRaGXU1NzcaNG1taWpDvgJGg0/ILV6/0tHUceX8La5jQ+5ZFXFvYrL2xRZRsbZ9lMwdstmaK/MFPFLRPLqi6mkN3DwD1oP2ThoJxcccxf0sgZoi1l7q3WMJNWjEmKEyHYqrjK/ez03wCF4gmpFhihuBfxAWvMsSMrEIsUffTwgqjj5E5yMR2sI2blXi4w3F9q+trCW3+Gd+aZyI2QzArT5dVXMRap/f+Sz62bNiwYdOmTTt27FixYoXasQD0h2FyZl+UM5vaD1d733s/XLiwT9ajtuIRXbwpr2P9d2pekZr2v//hww2TL7l0zneLLJVqhw5nlnb5jh//+McPPPCALHeP8BSNRj0ez2effbZ27doXXnhh4cKFo3PAYQ8jHbRt/UfUNOP4K8VhOqafeZvaQY1TmIUeRoHDleu4cXXLkdrmz/eQYVLvtrLCcH7TeX46j43Hrb7PbcqhHP9njGd/HTGR7AkllVdZLaVqhw8wvqD9k24UhQ51BPe1+vOb31zQeUjmKoLmOTHTRTEiIrLJscWRAyu61rf5jklM4TTbVKOhd6NaYfRRMgcZS4AJ1jL1nyqBjk7Hmpaqb/c7+GiSRuliJY/GJNlLSrIKynVWm9rnYHjPJ1o+kO7yJk3MmzSx441/de4+Ep26uHfWI64rbiy+51jh9+y+t+Z7/3nR5t97tq3fmFPKnHPdnEk35RhK2TM9jwZqSa//mAcffPD+++8nIoZhLrzwwjlz5oRCoddff/3YsWPNzc1XXnnl1q1bKyvPIpE2uAMOexhpQRY9R7tSI5VaE/ukzg7usllqhzVOuVwug8FQXl6udiCQ+QqqKguqKjvqjzZs/YzVT5BZfe+1Mqvzmxf5aREpirGzxprYU9Syx1T3ca3ZeMyYm1W4eFLxxXreMNg3B4ABQfsn3YTi4pYGr7bunblth7tsKz2OJX02kFl9yDwnZJ7DFFBWaFfC84op1EbaSWQppCyWsXRRws34GpjaA0rY67Ff3jL132P6spPfiA+3iIFDokMqWLzYlTNDx5kGEt7YUl5ezvN8cTEmRIexIXflRTkXLOp8el2Hl2Jzl/bOesis3u1Y7Xas5qSgNbB1XnCr+Z314Xcf3+wocFcurpxy7YSsmRZtDkNjtTdWRmLSJ9taX18/adKkRCKh1+tffvnlyy7rHkczkUh85Stf2bBhAxFdddVVr7766ogecNjDGF5z587dsWPH6tWrX3nllbM7vW/+uVM4N/VyIrtBlzVXv/gqVT4FEJHH47FYLFothnqG0ZMIhfdteoeJ6UX96bpvMIpkjOy3xA+YqEnDeesNTFNOhbng3GlFFzv0mEd5jLnlllvWr1//l7/85eabb1Y7Fugf2j8DMej2zyDUesLVh/dWHXkzbLlE4Ac6gTcnhbL972Z1bTaF92gTHRJnihom+G3LPPbVCW3fRwUZKcH7qy3TsvNmzTFrMnyOcEmSPB4PpqSFMUdqbXU/tc4d00cWXET8KQfsYOW4IVZjiFbr4seikruNS7TbsrRF08oql0zKm6thMROmOlLtnzTq3/HQQw8lEgki+tnPfpa6yhKRVqv905/+tG3btrq6utdee23fvn3Tp08fuQMOexjpQPA0BcIFdPyXtSVxgO1q0q+6T+24xjWHA78bYbRpzaY5V64hos76usbPtnOMU9D18wy5wnBh08ywaWb3Xom2iQ0HjLXbSf5HM9t1zKR4c6uMxcsmuRa4TJggAGCo0P5JH1FB2t7Qbtm5oVip8Gff2M8WiqAVwzKrE0+aLFbizG7HGrdjzenfglEkZ662cPY0je4ctT/uKOE4DskOGIu4/Py8n9/jbG72/Wm9uy0cmX+RZO+nJsusLmycHjZ2/2HUEpXKcX1bs771cJu4hRECYsIbl0KCNUdfPqdwxsUGEwbuHVXpku9QFOWll14iIoZhbr311j5r9Xr9l770pV/+8pdE9NJLLw3kQju4Aw57GGni6L/+HDdcm1xmSCo0fK6b+m9qBwUAqskpq8gpqyAib3Nrw5aPuIQmYa461TQBCa0roXX5jr/k5Uhp21FdU70obWuVfAkK+nSiz2lj8mdlu+aUZ0226sbjoIYAg4P2T5qQFaWmM+zZ8U+nxxeyXCb0GRxUDPPRhspE1MT4yRBmDJG4Xg5SoTdWEqRSogHNb8WwjLPIVjDJqdVjZgeAMYMrLHT++C5HNBr950bPprcDWkd8xnmS9XRNHZnVRXQVEapIlTCKaBCbmZZ2b/MzWtEtx71BJe52FCbypuizp5Q4K3VaQzAmprY363ieY6z4WzEc0iXfsWfPnvb2diJauHChy9XPSE7XXHNN8kL79ttv//SnPx2hAw57GGlC1jC6eGNcV0JELmFT3Be3XH6e2kEBgPrshfn2664nokRCrP/40/iRI7I5P2EuOc0uMmsMm6aFaVrvQktC1Bzp1B6s75R3ecUuRg4zYlikRIwR4wa9mO1gSyZZXTMKrMUmjVntDw2QRtD+UZ2sKPWesHvnG6b2Tq11Sch6wg8MRo45ovsL+VbeGlR0IUbTPZKrjkhHh5yaQ3HF6o5P9ghVQmqMtJOwPOsssrkqHTojfr0AjEmMwWC87lrjddfKwWD8gw8Duz/1+xJCbn6ibKKkzzrj7grDRzSlESolItISGYmIdILPUteuFbZFpXcEMcDJMYYEkhIJ0nokMaZoQooxxFgCjD6iyY4acxlrriXb4bIZCuyGQofJqNeM2VmbRlW65DsOHDiQXLjgggv63WDWrFlWqzUQCKS2HIkDDnsYaaLy4v+XePabAVOZRs9ogp22Lz+ldkTjXSQSuf7665cvX475aCFNaLX8xAuX0IVLiCjqDzX966N4SxOZ7YnsKpk78ygzCsMntPmnnGFRJLlODtX4a6VjvBRipTAnRxklzsgJkuJEiiwnZGJEUiSGj3OaBGuUDUaRz+KNZr0xmzFm6W02k8Fg0vMmPa/X8JxmQHdTAdIf2j9qkWSlMxhu278tWl9tYh2McVrE1ueng2KP7yi0HdTawsnX/f6y0DGBQv22vNhHvlpDV7wwljNZzCmUOC3LMlqjxmQz2HJNWS4Lx4/fv1rr1q175plnnn/+eacT3fhhzGMtFsOqyw2rLs8jIkkSm1t8u/a3HW7iWUGTrRGM2TFdgcgPqKOryGeLfHaEJp9qA54oiyird5E/Tv54V4O/K/lSSpAUUyRBUhRiOF7Da3iFNFqeU8ho0PDE2CxaLafNtmm1vIZjNByr5VieHV9pknTJd9TU1CQXTvOAX05OTiAQ8Pl8Ho/njGMfDO6Awx5GmtBYbMrNv4vu+BujMTsX3E/M+L3opomampqNGze2tLQg3wFpyJBlnnht99P7cijcsXVP575DjBQje45gLRE1lkEdlRW5LJHLig9g0578SpwoTopPijZ7o0TuEzfjpDBDCiNFGEVmpShDMitFFVJYMULEkhxlZJlkUVEkIoWV4grLyYrCSHFiiBiOWJkkgUgrsyTznCIzDCkkx4mI5Xli+/k7ybE8z2gVThPX5Stcd3NBltm4rO/zU4hjGIdZmxyhnSHiOEbheEbfMzkOS8Rz8tncmWGMWlaj0/KVlQzGOc4gaP+MAn9UOPrRe3zL56QILLGMwhNrIq09ri8X+Xzekn/y3yWTUFdk+txs8Z7msEpcTFR74/vahbowWzHLfMF85/ILubw8ghNt2LBh06ZNO3bsWLFihdqxAAwrjuNLinNKinOIiEhRqO5oa1t1I9v6uSPaYOVjCq+P6fOj+kpBMzJD2HBa4rRMr5/0AhEJJAhEMYoSUUeQiIj8rBjmxRAnhBkhzIoRVoqTkGCUBMlxhYgkWSFFYVmZYRSOJZZVGI5lFJZlieNkxhDXOBiDnmUZIpIVTpC0RDIpRESSQiTLXCxq1PEGDcPQKedC4VjSygky6EnT04xhGOJZhkwm4k6Vl2BMRo1+wgRGN8iRX9Ml3+H3+5MLp7mCOp3O2tra5MZnvNAO7oDDHsapxOPxffv2DWLHSCQyuHfUmhwVS//f4PaFYZc+8yIBnB5rNrkuWui6aGHypSIIkeq6pu0HE+42jVYik1k2Zgu6HIHPGv3YpOTEjZz6D8icnLWQiTqFXq+Ty+ETtuFbGhyPfI+NhAb4LrHkXiXFOa+8jN9UGQPtnwEadPvnQHtQePYhqfJG0V4ykO31QnO+drs9u52Yfq7UclQUDrvj1R6hxke2Ut2iJcZvLNXOnk0cN5CDj2do+UDGYxiqrMivrMgnWkBE3nDiQEtXe6tbaD5g7tiaLUfMPK/j9IouR9C5Erp8hRm9B9xk3pTgTaQf+pGIiHoH3p1NMFOUKHqmHbV1BxyPfYvE3i0kEs+0V4yICgvzX32Zy88/07b9SJd8Rzjc3Qw8zRU0tSoUOnPrcHAHHPYwTuVrX/vas88+O7h9S0pKzGazz+cb3O6QDgwGg16vLyoqwv8jjD0FuXlX9b1N4esI+GqblJajWsGrozjDaxitXuLNEm8ReZvEWyXWqHbcaUcsKI3NWWb8aOPZ7dXY5PnLes3XvzbA7QsKCtCHPJ2h/TNwg2v/1DR2TrGXJJgz5iMUS/xAju5Qlt3LkNx7heSJJKq9iRq30BSRskq5WbPZK2fzs2aRXi8RhYnCgcCgT8h4UFBQwPO8zWZDmwfGFYZompOf5nTRDBfR8r6rFRICwfDB/XJrIxPpIo5ldVoy6hW9gWFlSdGSQiRLJEsi6UiWSZEkRU/ESJxJZnUyaxJ58wAHS04fiYqpsanz9Hu2nPWezc3uZ/6i/bdvDHyPVPsnXfIdqaQvc+revaltRPGMaaBBHnDYwziViy+++PDhw4PYsa6urrGx0WAwZGdjBoQxLDs7+9ixYxaLRYt+6ZARsrOzaVIp0ZJTbeAPxWNNx+LHDgnuRiXqJzHOKQLDMMRqGYYhTqtwvMLwxHAyqyMiiTOSosikURgtKbLIWYhIZnUKo1cYrrtnx9jH+TsHsZe5osI44EtAS0uL2+0e4MYw+tD+GaBBt3+s2ZIm1E72/tdycsScOGxhG7OsPp0lTkQkK2JHWGwJCseCclRHfA5bVKWdPsVy4zS+vJwwPODZ+9///d9f//rXmJIWoC97NpWd0O9M9vultjapvUUJtMkRt5gIJOSIoEQlOU5SnOOIE2M6JsJJYV6OcHKEZFlmWEnSyoxWJJ3IZYm8XeRtIp8t8lkil9W9wNvU/qg9OF/H4Ha0VJQPvPFDvdo/6ZLvMJu7OyR7vad8VDK1ymI589PjgzvgsIdxKl/96le/+tWvDmLH73//+48//vjUqVMH/daQJsbWw88AQ5Rl1tGUSppSOfBdBCkqeVslMRqJeBMhtxjukmIeCvmUaBcjxSkR4WRiE1FiNZwiKaRlZYlYHaPIMmtkFVFmzUSKzGqJ4YhYmdWTohDDSawheXyF4WVWT70eNFWIlbgB9ENhGEljl9nunIuiKEJYEiJSn604juVO+GmkMHKvm8aSqKnZoyRCsYlTBnhCOJYx6nWGiy40rlk9Wv9vMOLQ/hmgQbd/FpbZP5+4PP/I30VbIUsCK0V5OcIrUU4I8XKEiccUQZRk1s/oeZ3NaK9iHaXcxFzdhYXG3FxkN4YFx3FIdgAMBJuVxWZlaSZPHsjGkiIkpFhCjiakqeFkPgAAHcZJREFUqKjEJSEs+BringbR10qRei4e4OMhUyzGyoJGTDCkYxSdwuoZRSuxJiKdzGhlViuzJiJGYXj5pIdrFEYjswaGSGE4WWeX2e57tLJE4c6EkOB6j3QmsRzLMHq9juFOnV6QBU3d3kRhvpDb0+1UIVKIuEiYkaRT7cdqNfZLlhuvvXZwZzVd8h02W3fayePxnGqb1Cqr1TpCBxz2MAAAYHA0nEGTU0FEGdKXox+XE92tdgygMrR/RpqeZxdfsoguWaR2IAAAw4ljNAZeY+g9E7ZtNpWpHdYZXDL6b5kuz/xUVVUlF07T7TZ5obVYLHkDGKdtcAcc9jAAAAAATgXtHwAAgJGTLvmOVAfFLVv6H7/k8OHDyVGOpk6dygyge+HgDjjsYQD0KxKJrFq16tFHH1U7EAAAUBPaP5Dx1q1bt3z5cgwkBACqSJd8xznnnJOTk0NEmzdvTk2K1tsrr7ySXBjg3N2DO+CwhwHQr5qamo0bN65fv17tQAAAQE1o/0DG27Bhw6ZNm3bs2KF2IAAwHqVLvoNl2auvvpqIBEF44YUX+qxVFOX5559PLl933XUjd8BhDwOgX5iFHgAACO0fGDfQ8gEAVaRLvoOI7rrrLo1GQ0T33ntvn7nKfvGLXySzwqtXr545c2bvVT6f79XjYrHY0A84uL0AzorL5TIYDOXl5WoHAgAAKkP7BzJbeXk5z/PFxcVqBwIA41G6zM9CRBUVFffdd9+9997rdrvPPffc2267bdasWYFA4KWXXnrvvfeIKCcn5/HHH++zV3V19Zo1a5LLx44dKywsHOIBB7cXwFlxuVxNTU1DmdIPAAAyA9o/kNnWrl173333YUpaAFBFGuU7iOiee+4JBAIPPvhgIBB47LHHeq8qKSn5+9//frb3wwd3wGEPA+BkDodD7RAAACAtoP0DGYzjOCQ7AEAtafQ8S9IDDzywZcuWW2+9tby8XK/X2+32+fPn//rXv967d++8efNG7YDDHgYAAADAqaD9AwAAMOzSq39H0oIFCxYsWDDwjc84ANJZHXCIewEAAAAMAto/AAAAwyvt+ncAjAeRSGTVqlWPPvqo2oEAAAAAjKB169YtX77c7XarHQgAjEfIdwCooKamZuPGjevXr1c7EAAAAIARtGHDhk2bNiWn+AEAGGXp+DwLnNH999+/du1aVd762LFjoihyHKf2ORjbZFkmot27d2u1WrVjGdsURZEkiWVZlkX2dkhkWZZlmeM4hmHUjmVskySJYZji4uI0qZMdHR1qhwAwbEa6/dPS0hKPx3kezePhJIoiEV1++eVp8lcxM+CqPRLQqhwJybNqNBrz8vJG831T7R/8QR9jysrKiMjj8Xg8HhXDSP5chyFSFEUQBLWjyASSJEmSpHYUmSDZKoWhq6+vVzuEHgzDJK8dAGPXaLZ/cGkeCbhSjwRctUcC6upICIfDdXV1o/ymyfYPc8bBriDdNDQ0qPglnDp1ajwef+utt3Q6ndpnYgyrqan5xje+UVlZ+Yc//EHtWMa211577bHHHrvqqqu+//3vqx3L2PbAAw+89dZbd99992WXXaZ2LGPbLbfc0tTU9M4771RUVKgdSzeDwZCfn692FABDNQrtn0WLFrW3t7/44otOp1Ptj5s5fvCDH3z22WcPPfTQueeeq3YsmeOJJ554/vnnv/Wtb91www1qx5I5Nm7c+NBDD11++eU//OEP1Y4lcxw8ePD222+fOXPmyy+/PMpvnWz/oH/H2FNaWqriuyd7zS1btkyv16t9JsYwm81GRBaL5fzzz1c7lrHt4MGDRFRQUIAzOUR/+tOfiGjy5Mk4k0NkNBqJqLi4OH3yHQCZYRTaP8knWc4777zCwkK1P27msNvtRDRz5kxcX4bRa6+9RkSVlZU4q8OotraWiFwuF87qMDIYDESk1+vVahfh2SQAAAAAAAAAyDTIdwAAAAAAAABApkG+AwAAAAAAAAAyDfIdAAAAAAAAAJBpkO8AAAAAAAAAgEyDfAcAAAAAAAAAZBrkOwAAAAAAAAAg0yDfAQAAAAAAAACZBvkOAAAAAAAAAMg0yHcAAAAAAAAAQKZBvgMAAAAAAAAAMg3yHQAAAAAAAACQaZDvAAAAAAAAAIBMg3wHAAAAAAAAAGQa5DsAAAAAAAAAINMg3wEAAAAAAAAAmQb5Djg7NpvNaDRqNBq1AxnbrFYrwzA2m03tQMa85Dm0Wq1qBzLmJc8h6uTQ2Ww2lmUtFovagQDAWbPZbDzPm0wmtQPJKMkrC64vwwtX7ZGAVuVIUP0vAKMoitonAcaS/fv3C4Iwa9YstQMZ8z788MOysrLi4mK1AxnbJEl68803ly1bhp+XQ9TV1fXxxx9fdtllLIs8+JDU19e3tLQsWrRI7UAA4KwdOXLE6/Wee+65ageSUTo6Onbv3n3JJZeoHUhGiUQi77333qWXXop7kMNIluU333xzyZIlSHkMr/fff7+qqqqwsFCVd0e+AwAAAAAAAAAyDe7jAQAAAAAAAECmQb4DAAAAAAAAADIN8h0AAAAAAAAAkGmQ7wAAAAAAAACATIN8BwAAAAAAAABkGuQ7AAAAAAAAACDTIN8BAAAAAAAAAJkG+Q4AAAAAAAAAyDTIdwAAAAAAAABApkG+AwAAAAAAAAAyDfIdAAAAAAAAAJBpkO8AAAAAAAAAgEyDfAcAAAAAAAAAZBrkOwAAAAAAAAAg0yDfAQAAAAAAAACZBvkOAAAAAAAAAMg0yHcAAAAAAAAAQKZBvgMAAAAAAAAAMg2vdgAwJsmyvHPnztra2kgkkpubO2/evNzcXLWDGjM8Ho/f7w+FQqIoWiwWq9XqcrnUDmpsQ4UcItTJYYc6CTB24fs7jHB9GVGoq8MIdXVEqVhXke+AfmzdupWITCbT9OnT+6wSBOHxxx9/9NFHOzo6UoUMwyxduvSXv/zlsmXL1I49Te3du/fll19+++23Dxw44PP5+qy1WCxTp05dsWLF9ddfP2PGDLWDTTuokCMBdXIoUCcBxi58f0cari/DBXV1pKGuDpe0rqsKwEmSdWPevHl9ygOBwNKlS09VlxiG+dnPfqZ27GmnpqbmqquuGvhXcs2aNUePHlU76vSCCjm8UCeHDnUSYOzC93fk4PoyvFBXRw7q6vBK57rKpOIDSGEYhojmzZv32Wef9S6/5pprXn755eTypEmT5s6dW1FR0dzcvHPnzl27diXLf/vb337nO99R+xOki08++eTKK6/0er2pEpvN5nQ6nU6nw+FQFMXr9Xo8Ho/H0zupnJub+8Ybb8yZM0ft8NMFKuQwQp0cFqiTAGMXvr8jBNeXYYe6OkJQV4ddWtdVtZNBkI6SdaNPiu69995LlpvN5ieffFKW5d5rn3vuOYfDQUQGg6G1tVXtT5AWvF5vQUFB8qRVVlb+5Cc/2blz56k2PnTo0K9//evZs2cnty8rKwsEAmp/gnSBCjlcUCeHC+okwNiF7+9IwPVlJKCujgTU1ZGQznUV+Q7oR79V9pZbbkmWP/300/3utWHDhuQG6ESXdP/99ydPyBe/+MVoNDqQXWRZ/slPfpLc6+GHH1b7E6QLVMjhgjo5XFAnAcYufH9HAq4vIwF1dSSgro6EdK6ryHdAP/qtsuXl5UQ0ceLEPsm53pJj+Zx33nlqf4K0MHfuXCIqLi6Ox+NnteMFF1xARAsWLFD7E6QLVMjhgjo5XFAnAcYufH9HAq4vIwF1dSSgro6EdK6rLAEMTGtrKxHNnTs3+YBWv2bNmkVER44cUTvYtHD06FEiuuKKK7Ra7VnteM011xBRbW2t2p8graFCDgLq5IhCnQQYu/D9HSJcX0YN6uoQoa6OmjSpq8h3wEBZrVYiKi0tPc02xcXFRBQKhdQONi1EIhEislgsZ7ujzWYjonA4rPYnSGuokIOAOjmiUCcBxi58f4cI15dRg7o6RKiroyZN6iryHTBQEydOJCK3232abY4dO0bHKy7k5+cT0c6dO892x+QuqbGUoF+okIOAOjmiUCcBxi58f4cI15dRg7o6RKiroyZN6iryHTBQV1xxBRG9+eabgiD0u0E8Hk8Ow1tWVqZ2sGkh+Zjfu++++/bbbw98r0OHDv3xj39M7Q6nggo5CKiTIwp1EmDswvd3iHB9GTWoq0OEujpq0qWuqj24CaSjZN0wm83XX3/9T3/602effXbnzp1utzuZ0fzJT37S714//OEPkzs+9NBDan+CtPDpp5+yLEtEer3+gQceOONMSz6f7+mnn07OzMSy7NatW9X+BOkCFXK4oE4OF9RJgLEL39+RgOvLSEBdHQmoqyMhnesqk4oPIKXfQWUYhtFqtfF4nIjWr1//pS99KbVq9+7dv/rVr55//nkiysnJOXr0qMlkUvtDpIV77rnn17/+dXKZYZhFixadf/75ubm5DofD4XAwDOP1ej0ej9vt3rJly+bNm1Ppz3vvvTc1XRagQg4j1MlhgToJMHbh+ztCcH0ZdqirIwR1ddildV1VOxkE6eh73/veqlWrJkyYwPN8v9Xm7rvvTm3ce5hilmWfffZZtcNPLw888IBGoxn4V1Kj0fzqV79SO+r0ggo5vFAnhw51EmDswvd35OD6MrxQV0cO6urwSue6yg/0PxnGk8ceeyy5IAjC0aNHq6ura2pqqo9rbm7uvbFyvIuQy+V66qmnrrrqKrXDTy933333jTfe+NBDD7388svt7e2n2TI3N3fNmjV33XVXRUWF2lGnF1TI4YU6OXSokwBjF76/IwfXl+GFujpyUFeHVzrXVTzPAmctEolEIhGn05l82dDQ8MMf/vDmm2++7LLLzipROt7Isrx37979+/fX1NR0dXWFw2FFUcxms81mq6qqmjp16jnnnJN8nhDOCirkoKFOjhDUSYCxC9/fYYHryyhAXR0WqKujQN26inwHAAAAAAAAAGQaJKsAAAAAAAAAINNg/A4YJI/HQ0QWi0Wr1aodCwAAAMCwQSMHACAzoH8HDJLT6XQ6nW+88YbagQAAAAAMJzRyAAAyA/IdAAAAAAAAAJBpkO8AAAAAAAAAgEyDfAcAAAAAAAAAZBqMVwoAMF60t7cP8Qh5eXlqf4i0gDMJAAAwFuEKPhLS+awi3wEAMF64XK4hHkFRFLU/RFrAmQQAABiLcAUfCel8VvE8CwDAeOFwONQOIUPgTAIAAIxFuIKPhHQ+q+jfAYN09913E9GECRPUDgQABqq1tXXjxo0/+tGP9u/fnyyZNWvW0FPy4xDOJEBmQyMHIFPhCj4S0vmsMuiQAwAwroRCoYsuumjbtm1E9OKLL1577bVqRzRW4UwCAACMRbiCj4T0PKt4ngUAYHwxm83JW5cwRDiTAAAAYxGu4CMhPc8q8h0AAOPOFVdcodFo1I4iE+BMAgAAjEW4go+ENDyryHcAAIw7Go1m4sSJakeRCXAmAQAAxiJcwUdCGp5VjFcKADAeXX311Tk5OTk5OWoHMubhTAIAAIxFuIKPhHQ7qxivFAAAAAAAAAAyDZ5nAQAAAAAAAIBMg3wHAAAAAAAAAGQa5DsAAAAAAAAAINMg3wEAAAAAAAAAmQb5DgAAAAAAAADINMh3AAAAAAAAAECmQb4DAAAAAAAAADIN8h0AAAAAAAAAkGmQ7wAAAAAAAACATIN8BwAAAAAAAABkGuQ7AAAAAAAAACDTIN8BAAAAAAAAAJkG+Q4AAAAAAAAAyDTIdwAAAAAAAABApkG+AwAAAAAAAAAyDfIdAAAAAAAAAJBpkO8AAAAAAAAAgEyDfAcAAAAAAAAAZBrkOwAAAAAAAAAg0yDfAQAAAAAAAACZBvkOAAAAAAAAAMg0yHcAAAAAAAAAQKZBvgMAAAAAAAAAMg3yHQAAAAAAAACQaZDvAAAAAAAAAIBMg3wHAAAAAAAAAGQa5DsAAAAAAAAAINMg3wEAAAAAAAAAmQb5DgAAAAAAAADINMh3AAAAAAAAAECmQb4DAAAAAAAAADIN8h0AAAAAAAAAkGmQ7wAAAAAAAACATIN8BwAAAAAAAABkGuQ7AAAAAAAAACDTIN8BAAAAAAAAAJkG+Q4AAAAAAAAAyDTIdwAAAAAAAABApkG+AwAAAAAAAAAyDfIdAAAAAAAAAJBpkO8AAAAAAAAAgEyDfAcAAAAAAAAAZBrkOwAAAAAAAAAg0yDfAQAAAAAAAACZBvkOAAAAAAAAAMg0yHcAAAAAAAAAQKZBvgMAAAAAAAAAMg3yHQAAAAAAAACQaZDvAAAAAAAAAIBMg3wHAAAAAAAAAGQa5DsAoK9HH32UYRiGYe655x61YwEAAAAYDWj/AGQe5DsAAAAAAAAAINMg3wEAAAAAAAAAmQb5DgAAAAAAAADINMh3AAAAAAAAAECmQb4DAAAAAAAAADIN8h0AMJwkSXrmmWdWr15dXFys0+kcDsecOXPuuuuu+vr60+zV1dV1//33z58/Pzs722q1zp49+5e//KXf7yeiGTNmMAxzyy23DCKYRCLx5JNPXnzxxfn5+QaDYcqUKatXr/7b3/6mKErvzd5///3keOy7d+8mom3btt1yyy3l5eV6vb6wsPDyyy9/9tln++ySdMkllzAMc+WVVxKR2+3+0Y9+NGXKFJPJ5HA4li5d+te//jW15ZtvvnnllVe6XC69Xj9p0qSbbrrp0KFDav9fAQAAwPBA+wftH0hTCgDAiR555JHk34e77777rHasra2dPn16v39qdDrdI4880u9eH3zwgcvlOnmX/Pz8Dz/8MHnAm2+++Ww/xf79+ydMmNBvMPPnz29qakptuXnz5mT5zp07/+u//otl+0kEL1myxOPx9HmLiy++mIiuuOKK3bt3FxUVEZHNZjMYDKm9vve978my/O1vfzv5MicnJ3VwjUbz7rvvqv1fDQAAAN3Q/kH7BzIP+ncAwPBoa2tbvHjxvn37iMhisVx66aV33XXXV77ylUmTJhFRPB6/8847H3744T577dq1a+XKlW1tbURUXFz8hS984e6777700ktNJlNra+ull17a1NQ0iGCOHj26bNmympoaIiooKLjhhht+/OMf33zzzVarlYg+++yzm266SRTFPns9/fTTP/7xj+12+xNPPLFv376jR4/+7W9/mz9/PhF99NFHK1asEASh3w++atWqnJyc7du3+3y+UCj00ksv2Ww2Inr88ccvueSS3/3ud1/96lePHTvW0dERDAZ/+MMfEpEgCLfffrvS320TAAAAGCvQ/kH7B9Ka2gkXAEg7g7u/sXr16uRec+bMOXr0aKpcluUHHniA4zgi0mg0Bw8eTK2SJGnWrFnJvW699dZYLJZadfjw4d53J872/sb555+f3PGGG24Ih8Op8o6OjkWLFiVX/fa3v00Wpu5vEFFZWdmRI0d6Hyoajd5www3Jtffff3/vVcn7G0Q0ceLEaDTae9Vjjz2WOua3v/3tPuFdeOGFyVW9TxQAAACoCO2f3odC+wcyA/p3AMAwOHTo0GuvvUZEdrt906ZNZWVlqVUMw9x9990/+MEPiEgQhN/85jepVW+88cauXbuIaPny5X/60590Ol1q1cSJE9955x2e5wcRzEcfffT+++8T0bx585577jmj0ZhalZOT89xzzyUP+9Zbb52874MPPlhZWdm7RK/XP/nkk8kbI//93//d7y2OBx98UK/X9y5ZuXJlcsFisdx///19tk+tra6uHoX/HQAAABgJaP+g/QNpDvkOABgGL7/8sqIoRHTHHXckL419fP/73zeZTMktU4V/+9vfkgs//elPT96ltLT0pptuGkQwqcPec889J68tKipatWqVy+WqqalRTuxOWVFRcd111528S3Z29u23305EHR0dmzZtOnmD1O2UlMLCwuTCnDlzkn07+8SQXIhGo8Nw9gEAAEANaP/0KUH7B9IN8h0AMAw+/fTT5EJysO6T5eTknHfeeUTU0dGRGqv8448/JiKTyXTy9fL0Rzu95GEZhlm1alW/G7zyyiutra2HDx9mGKZ3+cKFC/sdrIuIUr1At23b1mdVdnZ2dnZ2n8LUcSoqKk4+2qneBQAAAMYQtH/6FKL9A+kGdQ4AhkFra2tyoXdPzj7Ky8uTC83NzUQky3JjY2Pv8pP1e7R77rmH6Y/H40lu0NDQQEQul6t3B9GBGEjwyTHAeks+mnsqp18LAAAAYxfaP6eC9g+kCeQ7AGAYBINBIjKbzRaL5VTbpLo4JieWDwaDsiwTUb+TsSUVFBQMIpiurq7B7et0Os+4KhAIjMQJBAAAgDEH7R+ANDeYsXAAAPpIXuZDoVAoFDKbzf1u097e3nvj1DBaqfKTdXZ2nlx4yy23JLuG9htD8sjhcNjr9Z7tp0jeeOlX8p4JEfUZlwsAAADGLbR/ANIc8h0AMAzy8/OTC/X19dOnT+93m9ra2uRC8oaGRqNxOp1ut/vo0aOnOmzqSdfepk6dOnXq1NMEk5eXV1dX19TUJIpivyOcK4qSvLXSp7PlaSJJdeNM3aUBAACAcQ7tH4A0h+dZAGAYLFiwILnwz3/+s98NvF7v1q1bichut6cmlk8OghUKhZIjbJ3sX//61yCCSd79EEXxgw8+6HeDf//3f+d5nuf5pqamPm93qu6a69evTy4sXLhwNE8sAAAApC20fwDSHPIdADAM1qxZk1x45JFHQqHQyRs8/PDDyUvp6tWrU6OCX3vttcmFX/7ylyfv0tbW9oc//GEQwVx99dXJhfvuu+/ktdFo9LXXXiOiCRMmFBcX917l9/v/+7//++RdPvzww7fffpuILBbLihUrVDi/AAAAkH7Q/gFIc8h3AMAwmDp16hVXXEFEbrf7kksuOXbsWO+1Dz300MMPP0xEGo3mzjvvTJXfdNNNySHB33rrrW9961uCIKRWNTY2Xn755bFYbBDBXH311RMnTiSiDz744Otf/3rvg8Tj8dtuu62trY2I+p1q/he/+MVvf/vb3iVvvvnmVVddlVy+/fbbTzMgGQAAAIwraP8ApDmM3wEAp7Rx40a32336bdauXZuc9uypp56aPXt2R0fHp59+On369GXLlp1zzjnt7e2ffPLJ/v37kxvff//9vR891Wq1f/7zny+++GJBEH7/+9+/+eabS5cuLSsr27Nnz+bNm/1+/6pVq2pqaqqrq89qlCyO49avX79s2bJYLPbHP/7x3XffXbp06aRJk9ra2v7xj38k+3DOmjXrZz/7WZ8di4uLm5qavvvd7z799NMLFy7U6/Vbt279/PPPkw+7Tps27ec//7na/ycAAAAwstD+QfsHMocCAHCiRx55ZOB/Q0KhUGrH6urqKVOm9LuZTqd79NFH+3271157zWq1nrzLjTfeGI1GS0tLiei73/3u2X6K999/Pzc3t99glixZUldXl9py8+bNyfInnnji9ttv73eXBQsWtLe393mLiy++mIicTufJ757q1HrbbbedvHbDhg3Jta+88ora/9sAAACgKGj/oP0DmQjPswDAsJkwYcKePXv++Mc/XnHFFQUFBVqtNisra9asWT/84Q8PHz78/e9/v9+9rrzyykOHDt15552TJk0yGAwOh2P58uUvvPDChg0bNBpNco40h8NxtsEsW7bsyJEjDz300OLFi51Op16vnzZt2nXXXffss89++OGH5eXlJ+/CsuwTTzzx7rvvXnvttfn5+RqNJjc3d8WKFX/+858/+eSTU7UeAAAAYDxD+wcgbTGKoqgdAwBA/+rr65MX5hdeeKHfx02Hxfvvv3/BBRcQ0ZNPPvnNb35zFD6Xoigej6etra2goMBut4/COwIAAMBYgfYPwHDB+B0AoJq33norOc/Z9773vTlz5py8wR//+Mfkwty5c9UOdjgxDON0Op1Op9qBAAAAwGhD+0ftQGAcQb4DAFSTl5eXvN5HIpEXX3wxNU9b0pEjRx5//HEimjdvXr/dLwEAAADGHLR/AEYNxu8AANXMmjXrvPPOI6KXXnrp6quvfv/9930+Xzgc3r179yOPPDJr1qzkqFcnDyQOAAAAMEah/QMwatC/AwDU9Nprry1evLimpubVV1999dVXT97gnnvuSc5sDwAAAJAZ0P4BGB3o3wEAasrJydm1a9fjjz/ep8emRqNZunTp66+//qtf/UrtGAEAAACGE9o/AKMD87MAQLqIRCL19fV+v99ms5WXlxuNRrUjAgAAABhZaP8AjJz/DzVyhUDDqYvwAAAAJXRFWHRkYXRlOmNyZWF0ZQAyMDE4LTExLTAyVDExOjQ2OjE5LTA0OjAwC0jtgwAAACV0RVh0ZGF0ZTptb2RpZnkAMjAxOC0xMS0wMlQxMTo0NjoxOS0wNDowMHoVVT8AAAAASUVORK5CYII=" alt="每个样本过滤前的原始数据(A)和过滤后(B)的数据的log-CPM值密度。竖直虚线标出了过滤步骤中所用阈值即log-CPM为0(相当于CPM值为1)。" width="768" />

Figure 1: 每个样本过滤前的原始数据(A)和过滤后(B)的数据的log-CPM值密度。竖直虚线标出了过滤步骤中所用阈值即log-CPM为0(相当于CPM值为1)。

5.3归一化基因表达分布

在样品制备或测序过程中,不具备生物学意义的外部因素会影响单个样品的表达。比如说,在实验中第一批制备的样品会总体上表达高于第二批制备的样品。假设所有样品的表达值的范围和分布都应当相似,需要进行归一化来确保整个实验中每个样本的表达分布都相似。

密度图和箱线图等展示每个样品基因表达量分布的图表可以用于判断是否有样品和其他样品分布有差异。在此数据集中,所有样品的log-CPM分布都很相似(上图B部分)。

尽管如此,我们依然需要使用edgeR中的calcNormFactors函数,用TMM(Robinson and Oshlack 2010)方法进行归一化。此处计算得到的归一化系数被用作文库大小的缩放系数。当我们使用DGEList对象时,这些归一化系数被自动存储在x$samples$norm.factors。对此数据集而言,TMM归一化的作用比较温和,这体现在所有的缩放因子都相对接近1。

x <- calcNormFactors(x, method = "TMM")
x$samples$norm.factors
## [1] 0.896 1.035 1.044 1.041 1.032 0.922 0.984 1.083 0.979

为了更好地可视化表现出归一化的影响,我们复制了数据并进行了调整,使得第一个样品的计数减少到了其原始值的5%,而第二个样品增大到了5倍。

x2 <- x
x2$samples$norm.factors <- 1
x2$counts[,1] <- ceiling(x2$counts[,1]*0.05)
x2$counts[,2] <- x2$counts[,2]*5

下图显示了没有经过归一化的与经过了归一化的数据的样本的表达分布,其中归一化前的分布显然不同,而归一化后比较相似。此处,第一个样品的TMM缩放系数0.05非常小,而第二个样品的缩放系数6.13很大,它们都并不接近1。

par(mfrow=c(1,2))
lcpm <- cpm(x2, log=TRUE, prior.count=2)
boxplot(lcpm, las=2, col=col, main="")
title(main="A. Example: Unnormalised data",ylab="Log-cpm")
x2 <- calcNormFactors(x2)
x2$samples$norm.factors
## [1] 0.0547 6.1306 1.2293 1.1705 1.2149 1.0562 1.1459 1.2613 1.1170
lcpm <- cpm(x2, log=TRUE, prior.count=2)
boxplot(lcpm, las=2, col=col, main="")
title(main="B. Example: Normalised data",ylab="Log-cpm")
aaarticlea/png;base64,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" alt="样例数据:log-CPM值的箱线图展示了未经归一化的数据(A)及归一化后的数据(B)中每个样本的表达分布。数据集经过调整,样本1和2中的表达计数分别被缩放到其原始值的5%和500%。" width="768" />

Figure 2: 样例数据:log-CPM值的箱线图展示了未经归一化的数据(A)及归一化后的数据(B)中每个样本的表达分布。数据集经过调整,样本1和2中的表达计数分别被缩放到其原始值的5%和500%。

5.4对样本的无监督聚类

在我们看来,用于检查基因表达分析的最重要的探索性图表之一便是MDS图或其余类似的图。这种图表使用无监督聚类方法展示出了样品间的相似性和不相似性,能让我们在进行正式的检验之前对于能检测到多少差异表达基因有个大致概念。理想情况下,样本会在不同的实验组内很好的聚类,且可以鉴别出远离所属组的样本,并追踪误差或额外方差的来源。如果存在技术重复,它们应当互相非常接近。

这样的图可以用limma中的plotMDS函数绘制。第一个维度表示能够最好地分离样品且解释最大比例的方差的引导性的倍数变化(leading-fold-change),而后续的维度的影响更小,并与之前的维度正交。当实验设计涉及到多个因子时,建议在多个维度上检查每个因子。如果在其中一些维度上样本可按照某因子聚类,这说明该因子对于表达差异有影响,在线性模型中应当将其包括进去。反之,没有或者仅有微小影响的因子在下游分析时应当被剔除。

在这个数据集中,可以看出样本在维度1和2能很好地按照实验分组聚类,随后在维度3按照测序道(样品批次)分离(如下图所示)。请记住,第一维度解释了数据中最大比例的方差,需要注意到,当我们向高维度移动,维度上的取值范围会变小。

尽管所有样本都按组聚类,在维度1上最大的转录差异出现在basal和LP以及basal和ML之间。因此,预期在basal样品与其他之间的成对比较中能够得到大量的DE基因,而在ML和LP之间的比较中得到的DE基因数量略少。在其他的数据集中,不按照实验组聚类的样本可能在下游分析中只表现出较小的或不表现出差异表达。

为绘制MDS图,我们为不同的感兴趣的因子赋予不同的色彩组合。维度1和2使用以细胞类型定义的色彩组合进行检查。

维度3和4使用以测序泳道(批次)定义的色彩组合进行检查。

lcpm <- cpm(x, log=TRUE, prior.count=2)
par(mfrow=c(1,2))
col.group <- group
levels(col.group) <- brewer.pal(nlevels(col.group), "Set1")
col.group <- as.character(col.group)
col.lane <- lane
levels(col.lane) <- brewer.pal(nlevels(col.lane), "Set2")
col.lane <- as.character(col.lane)
plotMDS(lcpm, labels=group, col=col.group)
title(main="A. Sample groups")
plotMDS(lcpm, labels=lane, col=col.lane, dim=c(3,4))
title(main="B. Sequencing lanes")
aaarticlea/png;base64,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" alt="log-CPM值在维度1和2的MDS图,以样品分组上色并标记(A)和维度3和4的MDS图,以测序道上色并标记(B)。图中的距离对应于最主要的倍数变化(fold change),默认情况下也就是前500个在每对样品之间差异最大的基因的平均(均方根)log2倍数变化。" width="768" />

Figure 3: log-CPM值在维度1和2的MDS图,以样品分组上色并标记(A)和维度3和4的MDS图,以测序道上色并标记(B)。图中的距离对应于最主要的倍数变化(fold change),默认情况下也就是前500个在每对样品之间差异最大的基因的平均(均方根)log2倍数变化。

作为另一种选择,Glimma包也提供了便于探索多个维度的交互式MDS图。其中的glMDSPlot函数可生成一个html网页(如果设置launch=TRUE,将会在浏览器中打开),其左侧面板含有一张MDS图,而右侧面板包含一张展示了各个维度所解释的方差比例的柱形图。点击柱形图中的柱可切换MDS图绘制时所使用的维度,且将鼠标悬浮于单个点上可显示相应的样本标签。也可切换配色方案,以突显不同细胞类型或测序泳道(批次)。此数据集的交互式MDS图可以从http://bioinf.wehi.edu.au/folders/limmaWorkflow/glimma-plots/MDS-Plot.html看到。

glMDSPlot(lcpm, labels=paste(group, lane, sep="_"),
groups=x$samples[,c(2,5)], launch=FALSE)

交互式MDS图链接

6差异表达分析

6.1创建设计矩阵和对比

在此研究中,我们想知道哪些基因在我们研究的三组细胞之间以不同水平表达。在我们的分析中,假设基础数据是正态分布的,为其拟合一个线性模型。在此之前,需要创建一个包含细胞类型以及测序泳道(批次)信息的设计矩阵。

design <- model.matrix(~0+group+lane)
colnames(design) <- gsub("group", "", colnames(design))
design
##   Basal LP ML laneL006 laneL008
## 1 0 1 0 0 0
## 2 0 0 1 0 0
## 3 1 0 0 0 0
## 4 1 0 0 1 0
## 5 0 0 1 1 0
## 6 0 1 0 1 0
## 7 1 0 0 1 0
## 8 0 0 1 0 1
## 9 0 1 0 0 1
## attr(,"assign")
## [1] 1 1 1 2 2
## attr(,"contrasts")
## attr(,"contrasts")$group
## [1] "contr.treatment"
##
## attr(,"contrasts")$lane
## [1] "contr.treatment"

对于一个给定的实验,通常有几种等价的方法可以创建一个合适的设计矩阵。 比如说,~0+group+lane去除了第一个因子group的截距,但第二个因子lane的截距被保留。 此外也可以使用~group+lane,来自grouplane的截距均被保留。 此处的关键是理解如何解释给定模型中估计得到的系数。 我们在此分析中选取第一种模型,因为在没有group的截距的情况下能更直截了当地设定模型中的对比。用于细胞群之间成对比较的对比可以在limma中用makeContrasts函数设定。

contr.matrix <- makeContrasts(
BasalvsLP = Basal-LP,
BasalvsML = Basal - ML,
LPvsML = LP - ML,
levels = colnames(design))
contr.matrix
##           Contrasts
## Levels BasalvsLP BasalvsML LPvsML
## Basal 1 1 0
## LP -1 0 1
## ML 0 -1 -1
## laneL006 0 0 0
## laneL008 0 0 0

limma的线性模型方法的核心优势之一便是其适应任意实验复杂程度的能力。简单的设计,比如此工作流程中关于细胞类型和批次的实验设计,直到更复杂的因子设计和含有交互作用项的模型,都能够被相对简单地处理。当实验或技术效应可被随机效应模型(random effect model)模拟时,limma中的另一种可能性是使用duplicateCorrelation函数来估计交互作用,这需要在此函数以及lmFit的线性建模步骤均指定一个block参数。

6.2从表达计数数据中删除异方差

据显示对于RNA-seq计数数据而言,当使用原始计数或当其被转换为log-CPM值时,方差并不独立于均值(Law et al. 2014)。使用负二项分布来模拟计数的方法假设均值与方差间具有二次的关系。在limma中,假设log-CPM值符合正态分布,并使用由voom函数计算得到的精确权重来调整均值与方差的关系,从而对log-CPM值进行线性建模。

当操作DGEList对象时,voomx中自动提取文库大小和归一化因子,以此将原始计数转换为log-CPM值。在voom中,对于log-CPM值额外的归一化可以通过设定normalize.method参数来进行。

下图左侧展示了这个数据集log-CPM值的均值-方差关系。通常而言,方差是测序实验中的技术差异和不同细胞类型的重复样本之间的生物学差异的结合,而voom图会显示出一个在均值与方差之间递减的趋势。 生物学差异高的实验通常会有更平坦的趋势,其方差值在高表达处稳定。 生物学差异低的实验更倾向于急剧下降的趋势。

不仅如此,voom图也提供了对于上游所进行的过滤水平的可视化检测。如果对于低表达基因的过滤不够充分,在图上表达低的一端,受到非常低的表达计数的影响,可以观察到方差水平的下降。如果观察到了这种情况,应当回到最初的过滤步骤并提高用于该数据集的表达阈值。

当前面观察的MDS图中具有明显的样本水平的差异时,可以用voomWithQualityWeights函数来同时合并样本水平的权重和voom(Liu et al. 2015)估算得到的丰度相关的权重。关于此种情况的例子参见Liu等(2016) (Liu et al. 2016)。

par(mfrow=c(1,2))
v <- voom(x, design, plot=TRUE)
v
## An object of class "EList"
## $genes
## ENTREZID SYMBOL TXCHROM
## 1 497097 Xkr4 chr1
## 6 27395 Mrpl15 chr1
## 7 18777 Lypla1 chr1
## 9 21399 Tcea1 chr1
## 10 58175 Rgs20 chr1
## 14160 more rows ...
##
## $targets
## files group lib.size norm.factors lane
## 10_6_5_11 GSM1545535_10_6_5_11.txt LP 29409426 0.896 L004
## 9_6_5_11 GSM1545536_9_6_5_11.txt ML 36528591 1.035 L004
## purep53 GSM1545538_purep53.txt Basal 59598629 1.044 L004
## JMS8-2 GSM1545539_JMS8-2.txt Basal 53382070 1.041 L006
## JMS8-3 GSM1545540_JMS8-3.txt ML 78175314 1.032 L006
## JMS8-4 GSM1545541_JMS8-4.txt LP 55762781 0.922 L006
## JMS8-5 GSM1545542_JMS8-5.txt Basal 54115150 0.984 L006
## JMS9-P7c GSM1545544_JMS9-P7c.txt ML 23043111 1.083 L008
## JMS9-P8c GSM1545545_JMS9-P8c.txt LP 19525423 0.979 L008
##
## $E
## Samples
## Tags 10_6_5_11 9_6_5_11 purep53 JMS8-2 JMS8-3 JMS8-4 JMS8-5 JMS9-P7c JMS9-P8c
## 497097 -4.29 -3.87 2.52 3.30 -4.48 -3.99 3.31 -3.20 -5.29
## 27395 3.88 4.40 4.52 4.57 4.32 3.79 3.92 4.35 4.13
## 18777 4.71 5.56 5.40 5.17 5.63 5.08 5.08 5.76 5.15
## 21399 4.78 4.74 5.37 5.13 4.85 4.94 5.16 5.04 4.99
## 58175 3.94 3.29 -1.77 -1.88 2.99 3.36 -2.11 3.14 3.52
## 14160 more rows ...
##
## $weights
## [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9]
## [1,] 1.18 1.18 20.53 20.98 1.77 1.22 21.13 1.18 1.18
## [2,] 20.88 26.56 31.60 29.66 32.56 26.75 29.79 21.90 17.15
## [3,] 28.00 33.70 34.85 34.46 35.15 33.55 34.52 31.44 25.23
## [4,] 27.67 29.60 34.90 34.43 34.84 33.16 34.49 26.14 24.50
## [5,] 19.74 18.66 3.18 2.63 24.19 24.01 2.65 13.15 14.35
## 14160 more rows ...
##
## $design
## Basal LP ML laneL006 laneL008
## 1 0 1 0 0 0
## 2 0 0 1 0 0
## 3 1 0 0 0 0
## 4 1 0 0 1 0
## 5 0 0 1 1 0
## 6 0 1 0 1 0
## 7 1 0 0 1 0
## 8 0 0 1 0 1
## 9 0 1 0 0 1
## attr(,"assign")
## [1] 1 1 1 2 2
## attr(,"contrasts")
## attr(,"contrasts")$group
## [1] "contr.treatment"
##
## attr(,"contrasts")$lane
## [1] "contr.treatment"
vfit <- lmFit(v, design)
vfit <- contrasts.fit(vfit, contrasts=contr.matrix)
efit <- eBayes(vfit)
plotSA(efit, main="Final model: Mean-variance trend")
aaarticlea/png;base64,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" alt="图中绘制了每个基因的均值(x轴)和方差(y轴),显示了在该数据上使用`voom`前它们之间的相关性(左),以及当运用`voom`的精确权重后这种趋势是如何消除的(右)。左侧的图是使用`voom`函数绘制的,它为进行log-CPM转换后的数据拟合线性模型从而提取残差方差。然后,对方差取平方根(或对标准差取平方根),并相对每个基因的平均表达作图。均值通过平均计数加上0.5再进行log2转换计算得到。右侧的图使用`plotSA`绘制了log2残差标准差与log-CPM均值的关系。平均log2残差标准差由水平蓝线标出。在这两幅图中,每个黑点表示一个基因,红线为对这些点的拟合。" width="768" />

Figure 4: 图中绘制了每个基因的均值(x轴)和方差(y轴),显示了在该数据上使用voom前它们之间的相关性(左),以及当运用voom的精确权重后这种趋势是如何消除的(右)。左侧的图是使用voom函数绘制的,它为进行log-CPM转换后的数据拟合线性模型从而提取残差方差。然后,对方差取平方根(或对标准差取平方根),并相对每个基因的平均表达作图。均值通过平均计数加上0
5再进行log2转换计算得到。右侧的图使用plotSA绘制了log2残差标准差与log-CPM均值的关系。平均log2残差标准差由水平蓝线标出。在这两幅图中,每个黑点表示一个基因,红线为对这些点的拟合。

值得注意的是,DGEList对象中存储的另一个数据框,即基因和样本水平信息所存储之处,保留在了voom创建的EList对象v中。v$genes数据框等同于x$genesv$targets等同于x$samples,而v$E中所储存的表达值类似于x$counts,尽管它进行了尺度转换。此外,voom的EList对象中还有一个精确权重的矩阵v$weights,而设计矩阵存储于v$design

6.3拟合线性模型以进行比较

limma的线性建模使用lmFitcontrasts.fit函数进行,它们原先是为微阵列而设计的。这些函数不仅可以用于微阵列数据,也可以用于RNA-seq数据。它们会单独为每个基因的表达值拟合一个模型。然后,通过利用所有基因的信息来进行经验贝叶斯调整,这样可以获得更精确的基因水平的变异程度估计(Smyth 2004)。下一图为此模型的残差关于平均表达值的图。从图中可以看出,方差不再与表达水平均值相关。

6.4检查DE基因数量

为快速查看差异表达水平,显著上调或下调的基因可以汇总到一个表格中。显著性的判断使用校正p值阈值的默认值5%。在basal与LP的表达水平之间的比较中,发现了4127个在basal中相较于LP下调的基因和4298个在basal中相较于LP上调的基因,即共8425个DE基因。在basal和ML之间发现了一共8510个DE基因(4338个下调基因和4172个上调基因),而在LP和ML中发现了一共5340个DE基因(2895个下调基因和2445个上调基因)。在包括basal细胞类型的比较中皆找到了大量的DE基因,这与我们在MDS图中观察到的结果相吻合。

summary(decideTests(efit))
##        BasalvsLP BasalvsML LPvsML
## Down 4127 4338 2895
## NotSig 5740 5655 8825
## Up 4298 4172 2445

一些研究中不仅仅需要使用校正p值阈值,更为严格定义的显著性可能需要差异倍数的对数(log-FCs)也高于某个最小值。treat方法(McCarthy and Smyth 2009)可以按照对最小log-FC值的要求,使用经过经验贝叶斯调整的t统计值计算p值。当我们的检验要求基因的log-FC显著大于1(等同于在原本的尺度上不同细胞类型之间差两倍)时,差异表达基因的数量得到了下降,basal与LP相比只有3135个DE基因,basal与ML相比只有3270个DE基因,LP与ML相比只有385个DE基因。

tfit <- treat(vfit, lfc=1)
dt <- decideTests(tfit)
summary(dt)
##        BasalvsLP BasalvsML LPvsML
## Down 1417 1512 203
## NotSig 11030 10895 13780
## Up 1718 1758 182

在多种比较中皆差异表达的基因可以从decideTests的结果中提取,其中的0代表不差异表达的基因,1代表上调的基因,-1代表下调的基因。共有2409个基因在basal和LP以及basal和ML的比较中都差异表达,其中的20个于下方列出。write.fit函数可用于将三个比较的结果提取并写入到单个输出文件。

de.common <- which(dt[,1]!=0 & dt[,2]!=0)
length(de.common)
## [1] 2409
head(tfit$genes$SYMBOL[de.common], n=20)
##  [1] "Xkr4"          "Rgs20"         "Cpa6"          "Sulf1"         "Eya1"
## [6] "Msc" "Sbspon" "Pi15" "Crispld1" "Kcnq5"
## [11] "Ptpn18" "Arhgef4" "2010300C02Rik" "Aff3" "Npas2"
## [16] "Tbc1d8" "Creg2" "Il1r1" "Il18r1" "Il18rap"
vennDiagram(dt[,1:2], circle.col=c("turquoise", "salmon"))
aaarticlea/png;base64,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" alt="韦恩图展示了仅basal和LP(左)、仅basal和ML(右)的对比的DE基因数量,还有两种对比中共同的DE基因数量(中)。在任何对比中均不差异表达的基因数量标于右下。" width="576" />

Figure 5: 韦恩图展示了仅basal和LP(左)、仅basal和ML(右)的对比的DE基因数量,还有两种对比中共同的DE基因数量(中)。在任何对比中均不差异表达的基因数量标于右下。

write.fit(tfit, dt, file="results.txt")

6.5从上到下检查单个DE基因

使用topTreat函数可以列举出使用treat得到的结果中靠前的DE基因(对于eBayes的结果可以使用topTable函数)。默认情况下,topTreat将基因按照校正p值从小到大排列,并为每个基因给出相关的基因信息、log-FC、平均log-CPM、校正t值、原始及经过多重假设检验校正的p值。列出前多少个基因的数量可由用户指定,如果设为n=Inf则会包括所有的基因。基因Cldn7Rasef在basal与LP和basal于ML的比较中都位于DE基因的前几名。

basal.vs.lp <- topTreat(tfit, coef=1, n=Inf)
basal.vs.ml <- topTreat(tfit, coef=2, n=Inf)
head(basal.vs.lp)
##        ENTREZID SYMBOL TXCHROM logFC AveExpr     t  P.Value adj.P.Val
## 12759 12759 Clu chr14 -5.44 8.86 -33.4 3.99e-10 2.7e-06
## 53624 53624 Cldn7 chr11 -5.51 6.30 -32.9 4.50e-10 2.7e-06
## 242505 242505 Rasef chr4 -5.92 5.12 -31.8 6.06e-10 2.7e-06
## 67451 67451 Pkp2 chr16 -5.72 4.42 -30.7 8.01e-10 2.7e-06
## 228543 228543 Rhov chr2 -6.25 5.49 -29.5 1.11e-09 2.7e-06
## 70350 70350 Basp1 chr15 -6.07 5.25 -28.6 1.38e-09 2.7e-06
head(basal.vs.ml)
##        ENTREZID  SYMBOL TXCHROM logFC AveExpr     t  P.Value adj.P.Val
## 242505 242505 Rasef chr4 -6.51 5.12 -35.5 2.57e-10 1.92e-06
## 53624 53624 Cldn7 chr11 -5.47 6.30 -32.5 4.98e-10 1.92e-06
## 12521 12521 Cd82 chr2 -4.67 7.07 -31.8 5.80e-10 1.92e-06
## 71740 71740 Nectin4 chr1 -5.56 5.17 -31.3 6.76e-10 1.92e-06
## 20661 20661 Sort1 chr3 -4.91 6.71 -31.2 6.76e-10 1.92e-06
## 15375 15375 Foxa1 chr12 -5.75 5.63 -28.3 1.49e-09 2.28e-06

6.6差异表达结果的实用图形表示

为可视化地总结所有基因的结果,可使用plotMD函数绘制均值-差异(MD)图,其中展示了线性模型拟合所得到的log-FC与log-CPM平均值间的关系,而差异表达的基因会被重点标出。

plotMD(tfit, column=1, status=dt[,1], main=colnames(tfit)[1],
xlim=c(-8,13))

Glimma的glMDPlot函数提供了交互式的均值-差异图,拓展了这种图表的功能性。 此函数的输出为一个html页面,左侧面板为结果的总结性图表(与plotMD的输出类似),右侧面板包含各个样本的log-CPM值,下方为结果的表格。 这种交互式展示允许用户使用基因名搜索特定基因,而这在R统计图中是做不到的。 glMDPlot函数不仅限于均值-差异图,其默认版本允许读入数据框,而用户可以选择在左侧面板绘图所用的列。

glMDPlot(tfit, coef=1, status=dt, main=colnames(tfit)[1],
side.main="ENTREZID", counts=lcpm, groups=group, launch=FALSE)

交互式MD图链接

aaarticlea/png;base64,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" alt="使用Glimma生成的均值-差异图。左侧面板显示了总结性数据(log-FC与log-CPM值的关系),其中选中的基因在每个样本中的数值显示于右侧面板。下方为结果的表格,其搜索框使用户得以使用可行的注释信息查找某个特定基因,如基因符号Clu。" />

使用Glimma生成的均值-差异图。左侧面板显示了总结性数据(log-FC与log-CPM值的关系),其中选中的基因在每个样本中的数值显示于右侧面板。下方为结果的表格,其搜索框使用户得以使用可行的注释信息查找某个特定基因,如基因符号Clu

上方指令生成的均值-差异图可以在线访问(详见http://bioinf.wehi.edu.au/folders/limmaWorkflow/glimma-plots/MD-Plot.html)。 Glimma提供的交互性使得单个图形窗口内能够呈现出额外的信息。 Glimma是以R和Javascript实现的,使用R代码生成数据,并在之后使用Javascript库D3(https://d3js.org)转换为图形,使用Bootstrap库处理界面并生成互动性可搜索的表格的数据表。 这使得图表可以在任何现代的浏览器中查看,对于从Rmarkdown分析报告中将其作为关联文件而附加而言十分方便。

前文所展示的图表中,一些展示了在任意一个条件下表达的所有基因(比如共同DE基因的韦恩图或均值-差异图),而另一些展示单独的基因(交互性均值-差异图右边面板中所展示的log-CPM值)。而热图使用户得以查看一部分基因的表达。这对于查看单个组或样本的表达很有用,而不至于在关注于单个基因时失去对于研究整体的注意,也不会造成由于上千个基因所取平均值而导致的失去分辨率。

使用gplots包的heatmap.2函数,我们为basal与LP的对照中前100个DE基因(按调整p值排序)绘制了一幅热图。热图中正确地将样本按照细胞类型聚类,并重新排序了基因,形成了表达相似的块状。从热图中,我们观察到对于basal与LP之间的前100个DE基因,ML和LP样本的表达非常相似。

library(gplots)
basal.vs.lp.topgenes <- basal.vs.lp$ENTREZID[1:100]
i <- which(v$genes$ENTREZID %in% basal.vs.lp.topgenes)
mycol <- colorpanel(1000,"blue","white","red")
heatmap.2(lcpm[i,], scale="row",
labRow=v$genes$SYMBOL[i], labCol=group,
col=mycol, trace="none", density.info="none",
margin=c(8,6), lhei=c(2,10), dendrogram="column")
aaarticlea/png;base64,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" alt="在basal和LP的对比中前100个DE基因log-CPM值的热图。经过缩放调整后,每个基因(每行)的表达均值为0,并且标准差为1。给定基因相对高表达的样本被标记为红色,相对低表达的样本被标记为蓝色。浅色和白色代表中等表达水平的基因。样本和基因已通过分层聚类的方法重新排序。图中显示有样本聚类的树状图。" width="480" />

Figure 6: 在basal和LP的对比中前100个DE基因log-CPM值的热图。经过缩放调整后,每个基因(每行)的表达均值为0,并且标准差为1。给定基因相对高表达的样本被标记为红色,相对低表达的样本被标记为蓝色。浅色和白色代表中等表达水平的基因。样本和基因已通过分层聚类的方法重新排序。图中显示有样本聚类的树状图。

7使用camera的基因集检验

在此次分析的最后,我们要进行一些基因集检验。为此,我们将camera方法(Wu and Smyth 2012)应用于Broad Institute的MSigDB c2中的(Subramanian et al. 2005)中适应小鼠的c2基因表达特征,这可从http://bioinf.wehi.edu.au/software/MSigDB/以RData对象格式获取。 此外,对于人类和小鼠,来自MSigDB的其他有用的基因集也可从此网站获取,比如代表性(hallmark)基因集。C2基因集的内容收集自在线数据库、出版物以及该领域专家,而标志基因集的内容来自MSigDB,从而对于生物状态或过程的定义足够明确。

load(system.file("extdata", "mouse_c2_v5p1.rda", package = "RNAseq123"))
idx <- ids2indices(Mm.c2,id=rownames(v))
cam.BasalvsLP <- camera(v,idx,design,contrast=contr.matrix[,1])
head(cam.BasalvsLP,5)
##                                             NGenes Direction   PValue      FDR
## LIM_MAMMARY_STEM_CELL_UP 739 Up 1.13e-18 5.36e-15
## LIM_MAMMARY_STEM_CELL_DN 630 Down 1.57e-15 3.71e-12
## ROSTY_CERVICAL_CANCER_PROLIFERATION_CLUSTER 163 Up 1.44e-13 2.26e-10
## SOTIRIOU_BREAST_CANCER_GRADE_1_VS_3_UP 183 Up 2.18e-13 2.58e-10
## LIM_MAMMARY_LUMINAL_PROGENITOR_UP 87 Down 6.73e-13 6.36e-10
cam.BasalvsML <- camera(v,idx,design,contrast=contr.matrix[,2])
head(cam.BasalvsML,5)
##                                             NGenes Direction   PValue      FDR
## LIM_MAMMARY_STEM_CELL_UP 739 Up 5.09e-23 2.40e-19
## LIM_MAMMARY_STEM_CELL_DN 630 Down 5.13e-19 1.21e-15
## LIM_MAMMARY_LUMINAL_MATURE_DN 166 Up 8.88e-16 1.40e-12
## LIM_MAMMARY_LUMINAL_MATURE_UP 180 Down 6.29e-13 7.43e-10
## ROSTY_CERVICAL_CANCER_PROLIFERATION_CLUSTER 163 Up 1.68e-12 1.59e-09
cam.LPvsML <- camera(v,idx,design,contrast=contr.matrix[,3])
head(cam.LPvsML,5)
##                                         NGenes Direction   PValue      FDR
## LIM_MAMMARY_LUMINAL_MATURE_UP 180 Down 8.50e-14 3.40e-10
## LIM_MAMMARY_LUMINAL_MATURE_DN 166 Up 1.44e-13 3.40e-10
## LIM_MAMMARY_LUMINAL_PROGENITOR_UP 87 Up 3.84e-11 6.05e-08
## REACTOME_RESPIRATORY_ELECTRON_TRANSPORT 91 Down 2.66e-08 3.14e-05
## NABA_CORE_MATRISOME 222 Up 4.43e-08 4.19e-05

camera函数通过比较假设检验来评估一个给定基因集中的基因是否相对于不在集内的基因而言在差异表达基因的排序中更靠前。 它使用limma的线性模型框架,并同时采用设计矩阵和对比矩阵(如果有),且在测试的过程中会适应来自voom的观测水平权重。 在通过方差膨胀因子(variance inflation factor)调整得到的基因集检验统计值的方差后,取决于基因间相关性(默认设定为0.01,但也可通过数据估计)和基因集的规模,将会返回p值,且根据多重假设检验进行了校正。

此实验是等同于Lim等人(2010)(Lim et al. 2010)的RNA-seq,而他们使用Illumina微阵列分析了相同的分选细胞群,因此当我们看到该早期文献中的基因表达特征出现在每种对比的列表顶部时大可放心。在LP和ML的对比中,我们为Lim等人(2010)的成熟管腔基因集(上调及下调)绘制了条码图(barcodeplot)。需要注意的是,由于我们的对比是将LP与ML相比而不是相反,这些基因集的方向在我们的数据集中是反过来的(如果将对比反过来,基因集的方向将会与对比一致)。

barcodeplot(efit$t[,3], index=idx$LIM_MAMMARY_LUMINAL_MATURE_UP,
index2=idx$LIM_MAMMARY_LUMINAL_MATURE_DN, main="LPvsML")
aaarticlea/png;base64,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" alt="`LIM_MAMMARY_LUMINAL_MATURE_UP` (红色条形,图表上方)和`LIM_MAMMARY_LUMINAL_MATURE_DN`(蓝色条形,图表下方)基因集在LP和ML的对比中的条码图,每个基因集都有一条富集线展示了竖直条形在图表每部分的相对富集程度。Lim等人的实验[@Lim:BreastCancerRes:2010]非常类似于我们的,用了相同的分选方式来获取不同的细胞群,只是他们使用的是微阵列而不是RNA-seq来测定基因表达。需要注意的是,上调基因集发生下调而下调基因集发生上调的逆相关性来自于对比的设定方式(LP相比于ML),如果将其对调,方向性将会吻合。" width="576" />

Figure 7: LIM_MAMMARY_LUMINAL_MATURE_UP (红色条形,图表上方)和LIM_MAMMARY_LUMINAL_MATURE_DN(蓝色条形,图表下方)基因集在LP和ML的对比中的条码图,每个基因集都有一条富集线展示了竖直条形在图表每部分的相对富集程度。Lim等人的实验(Lim et al
2010)非常类似于我们的,用了相同的分选方式来获取不同的细胞群,只是他们使用的是微阵列而不是RNA-seq来测定基因表达。需要注意的是,上调基因集发生下调而下调基因集发生上调的逆相关性来自于对比的设定方式(LP相比于ML),如果将其对调,方向性将会吻合。

limma也有其他的基因集检验,比如mroast(Wu et al. 2010)的自包含检验。虽然camera非常适合检验基因集的大型数据库并观察其中哪些相对于其他的在排序上位次更高(如前文所示),自包含检验更善于集中检验一个或少个选中的集合是否本身差异表达。换句话说,camera更适用于搜寻具有意义的基因集,而mroast测试的是已经确定有意义的基因集的显著性。

8使用到的软件和代码

此RNA-seq工作流程使用了Bioconductor项目3.4版本中的多个软件包,运行于R 3.3.0或更高版本。除了本文中重点提到的软件(limma、Glimma以及edgeR),亦需要一些其他软件包,包括gplots和RColorBrewer还有基因注释包Mus.musculus。 此文档使用knitr编译。所有用到的包的版本号如下所示。进行此分析所需代码均可在Bioconductor工作流程包RNAseq123从http://www.bioconductor.org/help/workflows/RNAseq123/获取。

sessionInfo()
## R Under development (unstable) (2018-10-16 r75448)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 18.04.1 LTS
##
## Matrix products: default
## BLAS: /home/biocbuild/bbs-3.9-bioc/R/lib/libRblas.so
## LAPACK: /home/biocbuild/bbs-3.9-bioc/R/lib/libRlapack.so
##
## locale:
## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C LC_TIME=en_US.UTF-8
## [4] LC_COLLATE=C LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
## [7] LC_PAPER=en_US.UTF-8 LC_NAME=C LC_ADDRESS=C
## [10] LC_TELEPHONE=C LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
##
## attached base packages:
## [1] parallel stats4 stats graphics grDevices utils datasets methods
## [9] base
##
## other attached packages:
## [1] gplots_3.0.1 RColorBrewer_1.1-2
## [3] Mus.musculus_1.3.1 TxDb.Mmusculus.UCSC.mm10.knownGene_3.4.4
## [5] org.Mm.eg.db_3.7.0 GO.db_3.7.0
## [7] OrganismDbi_1.25.0 GenomicFeatures_1.35.0
## [9] GenomicRanges_1.35.0 GenomeInfoDb_1.19.0
## [11] AnnotationDbi_1.45.0 IRanges_2.17.0
## [13] S4Vectors_0.21.0 Biobase_2.43.0
## [15] BiocGenerics_0.29.1 edgeR_3.25.0
## [17] Glimma_1.11.0 limma_3.39.1
## [19] knitr_1.20 BiocStyle_2.11.0
##
## loaded via a namespace (and not attached):
## [1] httr_1.3.1 bit64_0.9-7 jsonlite_1.5
## [4] R.utils_2.7.0 gtools_3.8.1 assertthat_0.2.0
## [7] BiocManager_1.30.3 highr_0.7 RBGL_1.59.0
## [10] blob_1.1.1 GenomeInfoDbData_1.2.0 Rsamtools_1.35.0
## [13] yaml_2.2.0 progress_1.2.0 RSQLite_2.1.1
## [16] backports_1.1.2 lattice_0.20-35 digest_0.6.18
## [19] XVector_0.23.0 htmltools_0.3.6 Matrix_1.2-15
## [22] R.oo_1.22.0 XML_3.98-1.16 pkgconfig_2.0.2
## [25] biomaRt_2.39.0 bookdown_0.7 zlibbioc_1.29.0
## [28] gdata_2.18.0 BiocParallel_1.17.0 SummarizedExperiment_1.13.0
## [31] magrittr_1.5 crayon_1.3.4 memoise_1.1.0
## [34] evaluate_0.12 R.methodsS3_1.7.1 graph_1.61.0
## [37] tools_3.6.0 prettyunits_1.0.2 hms_0.4.2
## [40] matrixStats_0.54.0 stringr_1.3.1 locfit_1.5-9.1
## [43] DelayedArray_0.9.0 Biostrings_2.51.0 compiler_3.6.0
## [46] caTools_1.17.1.1 rlang_0.3.0.1 grid_3.6.0
## [49] RCurl_1.95-4.11 bitops_1.0-6 rmarkdown_1.10
## [52] DBI_1.0.0 R6_2.3.0 GenomicAlignments_1.19.0
## [55] rtracklayer_1.43.0 bit_1.1-14 rprojroot_1.3-2
## [58] KernSmooth_2.23-15 stringi_1.2.4 Rcpp_0.12.19
## [61] xfun_0.4

参考文献

Bioconductor Core Team. 2016a. Homo.sapiens: Annotation package for the Homo.sapiens objecthttps://bioconductor.org/packages/release/data/annotation/html/Homo.sapiens.html.

———. 2016b. Mus.musculus: Annotation package for the Mus.musculus objecthttps://bioconductor.org/packages/release/data/annotation/html/Mus.musculus.html.

Durinck, S., Y. Moreau, A. Kasprzyk, S. Davis, B. De Moor, A. Brazma, and W. Huber. 2005. “BioMart and Bioconductor: a powerful link between biological databases and microarray data analysis.” Bioinformatics 21:3439–40.

Durinck, S., P. Spellman, E. Birney, and W. Huber. 2009. “Mapping identifiers for the integration of genomic datasets with the R/Bioconductor package biomaRt.” Nature Protocols 4:1184–91.

Huber, W., V. J. Carey, R. Gentleman, S. Anders, M. Carlson, B. S. Carvalho, H. C. Bravo, et al. 2015. “Orchestrating High-Throughput Genomic Analysis with Bioconductor.” Nature Methods 12 (2):115–21. http://www.nature.com/nmeth/journal/v12/n2/full/nmeth.3252.html.

Law, C. W., Y. Chen, W. Shi, and G. K. Smyth. 2014. “Voom: Precision Weights Unlock Linear Model Analysis Tools for RNA-seq Read Counts.” Genome Biology 15:R29.

Liao, Y., G. K. Smyth, and W. Shi. 2013. “The Subread Aligner: Fast, Accurate and Scalable Read Mapping by Seed-and-Vote.” Nucleic Acids Res 41 (10):e108.

———. 2014. “featureCounts: an Efficient General-Purpose Program for Assigning Sequence Reads to Genomic Features.” Bioinformatics 30 (7):923–30.

Lim, E., D. Wu, B. Pal, T. Bouras, M. L. Asselin-Labat, F. Vaillant, H. Yagita, G. J. Lindeman, G. K. Smyth, and J. E. Visvader. 2010. “Transcriptome analyses of mouse and human mammary cell subpopulations reveal multiple conserved genes and pathways.” Breast Cancer Research 12 (2):R21.

Liu, R., K. Chen, N. Jansz, M. E. Blewitt, and M. E. Ritchie. 2016. “Transcriptional Profiling of the Epigenetic Regulator Smchd1.” Genomics Data 7:144–7.

Liu, R., A. Z. Holik, S. Su, N. Jansz, K. Chen, H. S. Leong, M. E. Blewitt, M. L. Asselin-Labat, G. K. Smyth, and M. E. Ritchie. 2015. “Why weight? Combining voom with estimates of sample quality improves power in RNA-seq analyses.” Nucleic Acids Res 43:e97.

McCarthy, D. J., and G. K. Smyth. 2009. “Testing significance relative to a fold-change threshold is a TREAT.” Bioinformatics 25:765–71.

Ritchie, M. E., B. Phipson, D. Wu, Y. Hu, C. W. Law, W. Shi, and G. K. Smyth. 2015. “limma Powers Differential Expression Analyses for RNA-Sequencing and Microarray Studies.” Nucleic Acids Res 43 (7):e47.

Robinson, M. D., D. J. McCarthy, and G. K. Smyth. 2010. “edgeR: A Bioconductor Package for Differential Expression Analysis of Digital Gene Expression Data.” Bioinformatics26:139–40.

Robinson, M. D., and A. Oshlack. 2010. “A Scaling Normalization Method for Differential Expression Analysis of RNA-seq data.” Genome Biology 11:R25.

Sheridan, J. M., M. E. Ritchie, S. A. Best, K. Jiang, T. J. Beck, F. Vaillant, K. Liu, et al. 2015. “A pooled shRNA screen for regulators of primary mammary stem and progenitor cells identifies roles for Asap1 and Prox1.” BMC Cancer 15 (1). BioMed Central:221.

Smyth, G. K. 2004. “Linear Models and Empirical Bayes Methods for Assessing Differential Expression in Microarray Experiments.” Stat Appl Genet Mol Biol 3 (1):Article 3.

Su, S., and M. E. Ritchie. 2016. Glimma: Interactive HTML graphics for RNA-seq datahttps://bioconductor.org/packages/devel/bioc/html/Glimma.html.

Subramanian, A., P. Tamayo, V. K. Mootha, S. Mukherjee, B. L. Ebert, M. A. Gillette, A. Paulovich, et al. 2005. “Gene Set Enrichment Analysis: A Knowledge-Based Approach for Interpreting Genome-Wide Expression Profiles.” Proc Natl Acad Sci U S A 102 (43):15545–50.

Wu, D., E. Lim, F. Vaillant, M. L. Asselin-Labat, J. E. Visvader, and G. K. Smyth. 2010. “ROAST: rotation gene set tests for complex microarray experiments.” Bioinformatics 26 (17):2176–82.

Wu, D., and G. K. Smyth. 2012. “Camera: a competitive gene set test accounting for inter-gene correlation.” Nucleic Acids Res 40 (17):e133.

使用limma、Glimma和edgeR,RNA-seq数据分析易如反掌的更多相关文章

  1. RNA seq 两种计算基因表达量方法

    两种RNA seq的基因表达量计算方法: 1. RPKM:http://www.plob.org/2011/10/24/294.html 2. RSEM:这个是TCGAdata中使用的.RSEM据说比 ...

  2. RNA -seq

    RNA -seq RNA-seq目的.用处::可以帮助我们了解,各种比较条件下,所有基因的表达情况的差异. 比如:正常组织和肿瘤组织的之间的差异:检测药物治疗前后,基因表达的差异:检测发育过程中,不同 ...

  3. RNA测序相对基因表达芯片有什么优势?

    RNA测序相对基因表达芯片有什么优势? RNA-Seq和基因表达芯片相比,哪种方法更有优势?关键看适用不适用.那么RNA-Seq适用哪些研究方向?是否您的研究?来跟随本文了解一下RNA测序相对基因表达 ...

  4. A survey of best practices for RNA-seq data analysis RNA-seq数据分析指南

    A survey of best practices for RNA-seq data analysis RNA-seq数据分析指南 内容 前言 各位同学/老师,大家好,现在由我给大家讲讲我的文献阅读 ...

  5. Sensitivity, specificity, and reproducibility of RNA-Seq differential expression calls RNA-Seq差异表达调用的灵敏度 特异性 重复性

    Sensitivity, specificity, and reproducibility of RNA-Seq differential expression calls RNA-Seq差异表达调用 ...

  6. xgene:WGS,突变与癌,RNA-seq,WES

     人类全基因组测序06 SNP(single nucleotide polymorphism):有了10倍以上的覆盖深度以后,来确认SNP信息,就相当可靠了. 一个普通黄种人的基因组,与hg19这个参 ...

  7. 链终止法|边合成边测序|Bowtie|TopHat|Cufflinks|RPKM|FASTX-Toolkit|fastaQC|基因芯片|桥式扩增|

    生物信息学 Sanger采用链终止法进行测序 带有荧光基团的ddXTP+其他四种普通的脱氧核苷酸放入同一个培养皿中,例如带有荧光基团的ddATP+普通的脱氧核苷酸A.T.C.G放入同一个培养皿,以此类 ...

  8. 多组学分析及可视化R包

    最近打算开始写一个多组学(包括宏基因组/16S/转录组/蛋白组/代谢组)关联分析的R包,避免重复造轮子,在开始之前随便在网上调研了下目前已有的R包工具,部分罗列如下: 1. mixOmics 应该是在 ...

  9. featureCounts 软件说明

    featuresCounts 软件用于定量,不仅可以支持gene的定量,也支持exon, gene bodies, genomic bins, chromsomal locations的定量: 官网 ...

随机推荐

  1. kubernetes ui 搭建

    1.部署Kubernetes云计算平台,至少准备两台服务器,此处为3台 Kubernetes Master节点:192.168.0.111 Kubernetes Node1节点:192.168.0.1 ...

  2. 学习JS的心路历程-范围Scope和提升(Hoisting)

    在上一篇提到了JS有三种声明变量的方式,分别是var.const及let,var和const let最大区别就是范围(scope)的限制.所以在这一篇我们会详谈何谓范围链及他们的复写优先级. 范围Sc ...

  3. elasticsearch 问题

    elasticsearch 的端口默认绑定到 127.0.0.1 上,对外开放 http 端口就配置 http.host,对外开放 tcp 端口就配置 network.host [1]: max fi ...

  4. iptables做端口转发

    一.用iptables做本机端口转发 比如80端口转8080端口 代码如下:   iptables -t nat -A PREROUTING -p tcp --dport 80 -j REDIRECT ...

  5. bpm 学习笔记一

    名词解释: DC: Development Component WD:Web Dynpro Keep DC Local for Now

  6. Spring AOP学习笔记

      Spring提供了一站式解决方案:          1) Spring Core  spring的核心功能: IOC容器, 解决对象创建及依赖关系          2) Spring Web ...

  7. poj3104(二分)

    题目链接:http://poj.org/problem?id=3104 题意:有n件衣服,每一件含有a[i]单位的水,每分钟衣服可以自然蒸发1单位的水,也可以在烘干器上每分钟烘干k单位的水,问将所有衣 ...

  8. nagios维护之常见问题

    一.重启nagios 报错: Starting nagios:This account is currently not available.     #这个账户目前不可用: 解决方法: a.编辑/e ...

  9. Django、Flask、Tornado的比较

    一:常用请求参数的接收 Django中: request.GET/POST Tornado中: self.get_query_argument()/get_query_arguments() self ...

  10. Selenium 定位元素原理,基本API,显示等待,隐式等待,重试机制等等

    Selenium  如何定位动态元素: 测试的时候会遇到元素每次变动的情况,例如: <div id="btn-attention_2030295">...</di ...