Contents
Introduction
The InTAD analysis is focused on the processing of generated object that
combines all input datasets. Required input data is the following:
- epigenetic signals data.frame e.g. enhancers along with their coordinates in
GRanges format
- gene expression counts data.frame along with gene coordinates
in GRanges format
- TAD borders GRanges or loops data.frame e.g. from results of HiC technique application
Further explained example of performing the analysis procedure is based on
H3K27ac data reflecting activity of enhancers in medulloblastoma brain tumour
descrbied in the manuscript from C.Y.Lin, S.Erkek et al., Nature,
2016.
This dataset includes normalized enhancer signals obtained from H3K27ac
ChIP-seq data and RNA-seq gene expression RPKM counts from 25 medulloblastoma
samples. The test subset is extracted from a selected region inside
chromosome 15. Additionally, the coordinates for enhancers and genes along
with specific sample annotation are provided.
The analysis starts from preparing and loading the data. Here is the
overview of integrated input test data, that can serve as a useful example
describing supported input formats:
library(InTAD)
# normalized enhancer signals table
enhSel[1:3,1:3]
## MB176 MB95 MB40
## chr15:25661165-25662833 -0.3041844 -0.7661778 -1.9551413
## chr15:25682177-25685608 4.3015286 5.0409281 5.8519724
## chr15:25709081-25711634 0.5399542 -0.1572336 -0.6773354
# enhancer signal genomic coordinates
as.data.frame(enhSelGR[1:3])
## seqnames start end width strand
## 1 chr15 25661165 25662833 1669 *
## 2 chr15 25682177 25685608 3432 *
## 3 chr15 25709081 25711634 2554 *
# gene expression normalized counts
rpkmCountsSel[1:3,1:3]
## MB176 MB95 MB40
## ENSG00000215567.4 0 0.000000 0
## ENSG00000201241.1 0 0.000000 0
## ENSG00000258463.1 0 4.183154 0
# gene coordiantes
as.data.frame(txsSel[1:3])
## seqnames start end width strand gene_id gene_name
## 1 chr15 20083769 20093074 9306 + ENSG00000215567.4 RP11-79C23.1
## 2 chr15 20088867 20088969 103 + ENSG00000201241.1 RNU6-978P
## 3 chr15 20104587 20104812 226 + ENSG00000258463.1 RP11-173D3.3
## gene_type
## 1 pseudogene
## 2 snRNA
## 3 pseudogene
# additional sample info data.frame
head(mbAnnData)
## Subgroup Age Gender Histology M.Stage
## MB176 WNT 9 F Classic M0
## MB95 Group3 3 M Classic M0
## MB40 Group4 3 M Classic M0
## MB37 SHH 1 F Desmoplastic M0
## MB38 Group4 6 M Desmoplastic M0
## MB28 SHH 1 M Desmoplastic M0
Importantly, there are specific requriements for the input datasets. The names
of samples should match in signals and gene expression datasets.
summary(colnames(rpkmCountsSel) == colnames(enhSel))
## Mode TRUE
## logical 25
Next, the genomic regions should be provided for each signal as well as for
each gene.
# compare number of signal regions and in the input table
length(enhSelGR) == nrow(enhSel)
## [1] TRUE
The genomic regions reflecting the gene coordinates must include “gene_id”
and “gene_name” marks. These are typical GTF format markers. One more mark
“gene_type” is also useful to perform filtering of gene expression matrix.
All the requirements are checked during the generation of the InTADSig
object. Main part of this object is MultiAssayExperiment subset
that combines signals and gene expression. Specific annotation information
about samples can be also included for further control and visualization. In
provided example for medulloblastoma samples annotation contains various
aspects such as tumour subgroup, age, gender, etc.
inTadSig <- newSigInTAD(enhSel, enhSelGR, rpkmCountsSel, txsSel,mbAnnData)
## Created signals and genes object for 25 samples
The created object contains MultiAssayExperiment that includes both signals and
gene expression data.
inTadSig
## S4 InTADSig object
## Num samples: 25
## Num signals: 116
## Num genes: 2080
During the main object generation there are also available special options to
activate parallel computing based on usage of R multi-thread librares and log2 adjustment for gene expression. The generated data subsets can be
accessed using specific call functions on the object i.e. signals or exprs.
Notably, the main object can be also loaded from the text files representing
the input data using function loadSigInTAD. Refer to the documetation of this
function for more details.
Main data analysis using TADs
The usage of input gene expression counts matrix assumes filtering of non- or low expressed genes. However if these counts were not filtered before starting the InTAD analysis it’s possible to adjust gene expression limits using function filterGeneExpr. This function provides parameters to control
minimum gene expression and type. There is additionally a special option to
compute gene expression distribution based on usage of mclust
package in order to find suitable minimum gene expression cut limit.
Here’s example how to use this procedure:
# filter gene expression
inTadSig <- filterGeneExpr(inTadSig, checkExprDistr = TRUE)
## Initial result: 2080 genes
## Gene expression cut value: 1.7946189151913
## Filtered result: 671 genes
The analysis starts from the combination of signals and genes inside the TADs.
Since the TADs are known to be stable across various cell types, it’s possible
to use already known TADs obtained from IMR90 cells using HiC technology
(Dixon et al 2012). The human
IMR90 TADs regions object is integrated into the package.
# IMR90 hg19 TADs
head(tadGR)
## GRanges object with 6 ranges and 0 metadata columns:
## seqnames ranges strand
## <Rle> <IRanges> <Rle>
## chr1:770137-1250137 chr1 770137-1250137 *
## chr1:1250137-1850140 chr1 1250137-1850140 *
## chr1:1850140-2330140 chr1 1850140-2330140 *
## chr1:2330140-3650140 chr1 2330140-3650140 *
## chr1:4660140-6077413 chr1 4660140-6077413 *
## chr1:6077413-6277413 chr1 6077413-6277413 *
## -------
## seqinfo: 23 sequences from an unspecified genome; no seqlengths
However, since the variance is actually observed between TAD calling methods
(i.e. described in detailed review by Rola Dali and Mathieu Blanchette, NAR
2017 ), novel obtained
TADs can be also applied for the analysis. The requried format: GRanges object.
Composition of genes and signals in TADs is performed using function
combineInTAD that has several options. By default, it marks the signal
belonging to the TAD by largest overlap and also takes into account genes that
are not overlaping the TADs by connecting them to the closest TAD. This can be
sensetive strategy since some genomic regions can be missed due to the limits
of input HiC data and variance of existing TAD calling methods.
# combine signals and genes in TADs
inTadSig <- combineInTAD(inTadSig, tadGR)
## Combined 768 signal-gene pairs in TADs
Final step is the correlation analysis. Various options are avialble for this
function i.e. correlation method, computation of q-value to control the
evidence strength and visualization of connection proportions. This last option
allows to show differences in gene and signal regulations.
par(mfrow=c(1,2)) # option to combine plots in the graph
# perform correlation anlaysis
corData <- findCorrelation(inTadSig,plot.proportions = TRUE)
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)
The result data.frame has a special format. It includes each signal, TAD, gene
and correlation information.
head(corData,5)
## peakid tad gene
## 1 chr15:25748892-25750259 chr15:25728907-27128907 ENSG00000114062.13
## 2 chr15:25748892-25750259 chr15:25728907-27128907 ENSG00000261529.1
## 3 chr15:25748892-25750259 chr15:25728907-27128907 ENSG00000206190.7
## 4 chr15:25748892-25750259 chr15:25728907-27128907 ENSG00000166206.9
## 5 chr15:25748892-25750259 chr15:25728907-27128907 ENSG00000235518.2
## name cor pvalue eucDist corRank
## 1 UBE3A 0.37789578 0.06253400 25.748716 3
## 2 RP13-487P22.1 0.21115682 0.31095743 7.360294 5
## 3 ATP10A -0.03977321 0.85028161 7.703550 6
## 4 GABRB3 0.44145787 0.02716195 21.972593 1
## 5 AC011196.3 0.36894539 0.06953544 7.381633 4
Further filtering of this result data can be performed by adjusting p-value and
correlation effect limits (i.e. p-val < 0.01, positive correlation only).
Integration of chromatin loops
Another clear approach to find contacts between genes and epigenetic signals
is to use direct chromatin connections, so called loops. The loops are typically derived from HiC data and there are well-known tools that allow to perform this (e.g. FitHiC or HiCCUPS).
InTAD starting from version 1.9.1 also allows to use HiC loops for the analysis. Main functions to perform this task are combineWithLoops and findCorFromLoops.
To demonstrate this approach InTAD includes an example subset of loops derived from IMR90 cells. This loops data.frame has a specific format where the first 6 columns represent genomic regions for both loop anchors: (chr1,start1,end1,chr2,start2,end2):
loopsDfSel[1:4,1:6]
## chr1 x1 x2 chr2 y1 y2
## 1 chr15 100470000 100480000 chr15 100670000 100680000
## 2 chr15 101170000 101180000 chr15 101410000 101420000
## 3 chr15 101170000 101180000 chr15 101800000 101810000
## 4 chr15 101175000 101180000 chr15 101540000 101545000
The loaded loops are applied to find connections between genes and signals using function combineWithLoops. By default 6-column loops format is expected, but the function also supports 4-column format where for the loop anchors only middle positions are provided (as in FitHiC output): (chr1,middlePos1,chr2,middlePos2) .
Howerer in this case loop fragment length is also required and using the variable fragmentLength allows to activate this format. In addition other parameters (e.g. transcription start site width, extension of the loops) can be controlled to increase the sensitivity.
In result the function reports how many connections are detected to be supported by loops and saves them within the returned InTAD object:
inTadSig <- combineWithLoops(inTadSig, loopsDfSel)
## NOTE: 6-column loops format is assumed.
## Combined 1 signal-gene pairs with loops
In this particular example only 1 connection between gene and enhancer is found. To find if there are correlations between detected connected signal-gene pairs the function fincCorFromLoops is applied. It has a list of options similar to corresponding function findCorrelation for usage of TADs (e.g. correlation method, adjusted p-value):
loopEag <- findCorFromLoops(inTadSig,method = "spearman")
Final result also has format similar to representation of correlations between genes and enhancers within TADs. The only difference is that the loops supporting found connection are included:
loopEag
## peak loopStart loopEnd
## 1 chr15:25748892-25750259 chr15:25750000-25760000 chr15:27110000-27120000
## gene name cor pvalue eucDist
## 1 ENSG00000186297.7 GABRA5 0.6123077 0.001430953 12.80297
In general, the focus on loops allows to increase the specificity of the detected connections between signals and genes in order to find possible perspective targets for further investigation. However, ideally it should be applied on HiC data derived from the same research target materials (e.g. same tumor type), while TADs from other sources could be used due to their stability.
Visualization
The package provides post-analysis visualization function: the specific signal
and gene can be selected for correlation plot generation. Here’s example of
verified medulllobastoma Group3-specifc enhancer assoicated gene GABRA5 lying
in the same TAD as the enhancer, but not close to the gene:
# example enhancer in correlation with GABRA5
cID <- "chr15:26372163-26398073"
selCorData <- corData[corData$peakid == cID, ]
selCorData[ selCorData$name == "GABRA5", ]
## peakid tad gene name
## 430 chr15:26372163-26398073 chr15:25728907-27128907 ENSG00000186297.7 GABRA5
## cor pvalue eucDist corRank
## 430 0.878531 7.724306e-09 10.92154 1
For the plot generation it is required to provide the signal id and gene name:
plotCorrelation(inTadSig, cID, "GABRA5",
xLabel = "RPKM gene expr log2",
yLabel = "H3K27ac enrichment log2",
colByPhenotype = "Subgroup")
## ENSG00000186297.7
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)
Note that in the visualization it’s also possible to mark the colours
representing the samples using option colByPhenotype based on the sample
annotation information included in the generation of the main object. In the
provided example medulloblastma tumour subgroups are marked.
Specific genomic region of interest can be also visualised to observe the
variance and impact of TADs using special function that works on result
data.frame obtained from function findCorrelation. The resulting plot
provides the location of signals in X-axis and genes in Y-axis. Each point
reflects the correlation stength based on p-value: -log10(P-val). This
visualization strategy was introduced in the study by S. Waszak et al, Cell,
2015
focused on investigation of chromatin architecture in human cells.
By default only detected TADs with signals inside are visualized,
but it is also possible to include all avaialble TAD regions using special
option. Here’s the example plot covering the whole chromosome 15 region used
in the test dataset:
plotCorAcrossRef(inTadSig,corData,
targetRegion = GRanges("chr15:25000000-28000000"),
tads = tadGR)
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)
One more option of this function allows to activaite representation of postive
correlation values from 0 to 1 instead of strength.
plotCorAcrossRef(inTadSig,corData,
targetRegion = GRanges("chr15:25000000-28000000"),
showCorVals = TRUE, tads = tadGR)
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JFoO53WZSIG7GpFs7DBidR6j2xblA3/dq++WOnquqOHTtaW1sDgUB2djYb9ImB9j+RCxJ9N79/YPhwOp3UcxH39GTFCUMa68/0eDDIWltb0/l9cblcDoeDiLq6utS++jDD8MQYy83N9Xq94XDfC1uARWDMJkuSKDDGTJNrhhHua/BIj7qSKAmMMTJN0kxTNcwEXyNcCXTa/O1SOMi4wQVJtznDrmw1avyFQNxmajLjos1JisIFUTe5pumqqib8auLcpvplNSAYOnHOuDXpCDNtLsrIERQ7EZmcq7pujTphhp6r+6itibSQ6XBTRg7ZXIYoa0xQTU5qSAl0ynpI0MNCwEvN9ay1kYeDpmxXi0aGRh5oZPedQJE6mh0tO2TGSZK5IGiOjEBOqSkM1TX+REFQZFkSRcbI5FzVNLUfp4fAmE0SJFFgxEzOVd1QB2Cql94YYzZJkiWBEeOca4YR1vU9+LPmcrkURWlvb9/tmrtJDvuVsE80NCKmS7aw3WP07MzCTFNp2m5vqRH1IBEzFYeaUxTMq+BS0l5UnMvVG5Wt60RvOwminlscHnuQkdPHeLpBIAiCzaZIosQYM01T07VwuH9/zU3T1tVkN3UxM5vZXUxWuCQT57xxB29p4OGAIYhcVIiRSFzIKSRPjml3GiRohqHqRvQXiBjosrXWSIEu4qahONWcYi0rzpGRTE1RgxLXiZMhiKrs0KJ6rjmdTqs10v8/N4rqV8IBwVA5MUO2he0eY+cOGSOFuCyQNfU35wYZhsA5EekkhJlkMIGIFFFQxO7pwQ1OYd009tE1W1tbW0NDQySLVFFRkZnZ13BR6It1QeLz+dK8XQ0plJeXR0SGYQzCn5u9jxOGNCRf0hGSLzDUIfkCfbKuIXRd7+joSHUskKYGLfkCQ9QeJF/Sk67rtbW1XV1d1l1RFIuKinJyclId1/4AyRfoE5IvMGiG6m+AAAAAAABDXWdnZ11dXWRQjMfjKS0tlfuxJjcAAAwtSL4AAAAAAAw2dHgBABhWkHwBAAAAABhUwWBw69atkRlePB5PWVmZJOHKHABgv4WveAAAAACAQWWz2SRJMgwDHV4AAIYJJF8AAAAAAAaVIAjl5eVNTU0lJSWY4QUAYDhA8gUAAAAAYLA5HI4RI0akOgoAABgkQqoDAAAAAAAAAADYnyH5AgAAAAAAAAAwgJB8AQAAAAAAAAAYQEi+AAAAAADsS4Zh1NbWNjc3pzoQAABIF5hwFwAAAABgn/H5fDU1NZqmMcYyMjJsNluqIwIAgNRD8gUAAAAAYB8wDKOurq6joyOyJRQKIfkCAACE5AsAwD4UCoXefPNNIpJl+dRTTyUipoXtTdvlrmZBDXFJ1t05X7aFvtu6g4jmHHboqMJcpbZKaKmlUMAUFS0jL1g6pkuwvfXWW0RUXFx82GGHEZFNZHYjLPo7hI4WrgaJ87e/Xlfn13RX1smnnqYoSnQMjJu29vraDWu/+GY16fpB5YUTivKIc9Pu1HJLwkWjlJpNth0bRF/b8yu/5YLgys0/5geLaMR4WRRFRpxzs6OF1n8ptjd+2R7c7NeZYpt/+KG5bjcnTkxggshFgTPREKQGb/Dtzz7nRJWVldOmTbMCkNWALewXDZUR8aD/zbff8XZ5RZdn0Zk/4DaHKdo0QdQEifydpIVFXav/8ovVX39NpnbIgQeUjxylZuRzxmy+VqmhWvC2C3Z72Ol5+dOvSBTz8/PmHjUvZPdokj3myH/22WcNDQ1EdPzxx7tcLiKyBbvsW1aLzXUsHOB2V3V22afrtxA3Dxw3ZtIBE8OSLSg5OLHonbz++uuapjkcjhNPPDHu+/vtt99WVVUR0ZGzplUoXAp5mWGYsqKbAvv8E2XtF116+D9tQW5zVJQUzjr0ULV8fLhiAhfE6J188MEH7e3tRHT66aeLohj7HJzXbFz37ZerBG5OnzRxtB6kDatZSwMzdCaJJEvc7lBdWS9srBPUUK4eOL6igLW08S4fGQZ3uPTRE8LzTtErx3614pOGbVuEHdtPqm/IqtpKPETZdp7p5NlZRlGZdtBhDZL82YfvCWpwXFnR5IOn62SXP3lf+fIz1tVBnBkFRerc415x5PqZKMvyqSefrKz6RPnsPbF2OxGZJRXqtEPl7d9///G739U1k6YfnmUvy80NzzmWjx4t+VpZZwdrqCdflzekL6/v0PNLCmfOPjJTkrZvFPydptOjV4wLTT/KzMplhr7iyYfaNqwR1NAPTpxvL6vg7izT4dIUZ9iZJa5ZKXyzomP9upX1rWZW7oRjTx514gJiPd410dtu37bu5ddf57ruycycf+JJocpJXHHEHNevvvpq27ZtRHTUUUfl5OT0eMw0bc07vFvWv//Z/4ixylGjJx8533BnO7d8o3hbmWkQY4aomIb51vI3vM2NzDQWzThQrZwYnHGMkZUfvaeNGzeuXbuWiGbMmFFRUUHctHnbbL4WKeBlhsYZC3Lxnyu+0dzZuQWFRxxxRNT7bipfr7B9+V+hseaTmsbakEqieMq4Cmd2jl45ITRrnpmVFylbV1e3cuVKIpowYcIBBxwQ91y1Tma73X7SSSfFPCRvWmP/4PU1n6/Y2NJBgjB34tico08KzTmeO1zRxTo7O9977z0iKisrmzVrVvfXixqyb1lj//hN4ZsvWFPLW6rYll9IBUU//NnPhYpxlJFlkMA3fkPb1ost9ay9eVN986q6NtOdOfXQ2aUnLLSeQjA0e7BT1oLMNDTOnn/nI01xZOXkHX300b0/DkrVmq9e+2fN1i1EdOwh05wHzwlPmkk9P1MNDQ3//ve/9XBoYpZ9VmGGEPJzQdQ9OeHiUbon1yrz73//OxgMyrL8w9NPtcmiJCkkME6kGzykaaqmr1+/fsP672RTP2LmtIriQs6J126hxh2C38sZM7Ly2/NGvP7lWqZr5Ts2H91WJzbWc0k2xk0MHXeqPrn722/FihU2m02WZeuu0+ksKytD5gUAACyMc57qGCBWa2trOr8vLpfL4XAQUVdXl6qqqQ4H0hFjLDc31+v1hsPhVMcyqOrr66dMmUJEbrd769atttZad9UqpmvRZa77+7/++M9/E9GL992+sECkcChmJ2vl3MmLLySi+fPnP//ccxmiKfnaqKWWutojZY741e//++16Itr05cqsitGR7VKgy7NttagGH3/ro/Nvf5iI/nTW8VefcmT3w4ZOgQAxIkEgInbxH4loXHH+9yv/S1bTjnNa+TZ98wmNGE0z5l3w+z/97bl/EtEnT/5lzkFTyGYnsUfK/pNVX89dfD4R/fjHP7777ruZaXi8TYoaICIyTWrcQd6OcZf+36aaOsaYWbeluxpj3UkPLUx1W/706DPXPvx3Inr8mkuXnDiPRJF0nbZvotxCcmdSXnFjp69o9rFEdMTMaR/9/REiUmWH15XL2a5py84++2yrofjFF1+MGlGRsf1b6ZtPSA0REZWNpoOPePFfy3946ZVEdN0lP7/lN5cSERekTkeWLu5KXVVWVvr9/sLCQqv93Nu11177yCOPENF/bv/98bMO2vmGfUvvLiePm8aOXx3mB938CBGdNeOA53/+AyIynB7vrJP0nKLITubNm7dmzRoi2r59u9PpjN6/aGgeb9ODTz3zq5tvJ6L7jpt1aZ5EjMjtItuufJM/rLofeouIDs5xfzUpn3SjR5ROp3H9rT+69b4X3nqPiL4RhamTiynfvatATjbNnPmfrQ0n/uWfRHTZkdPuGZ1D320kf4iox5+ekg1t9Zrhdrnazj5GXvf1rgfsNirIJUbXr9z4h+3tRPTPSYVnHjKZxo0lgVFLC23dRqZBRJv94TH/WUtEJ5XnvXHCQdE756IUOvxEZf2X8x5f/nFdGxE1vP18YU5298NtrfTy09RYT0RP7Gg778vtRPTHSSVXLjjJ+7NrTHeGtQ/n2k+dGz4nzoVLbuWcxhZkb1x2EVds3hnHq6Vjo5/u17/+9bPPPktEy5cvP+SQQ3Ydc39nxnefiP7OTzdsOfz39xDR+fMOfeziRWRzkbTzbFfDtKOKtm8Z97e3N3X4iYgvPY2IiAmBoxYEZp8c2ds999xzyy23ENF99913zg9O9zRsEoNe0vXIgW1q7yw842dENHvGtNf+/Za1UWhrzvjrMqnqOyIim+3k/219s7aNiDadMWOMx2Edq8Bp5wYP736i5cuXn3feeUS0dOnS6667Lu65OnLkSJ/PV1BQsG7dushGFg65H/2T7ZsVJEtLv9lxz6ZGIvr33HEnFGVyh8t7/u/USTMjhdetW3fUUUcR0WmnnfbYY48RkVJb5fnoJfbBe9TcRqpBxx07/dl3vtpaQ0S+zg6Xy0UtdfTmk9TeQp0d1NVJRH9ZvfXSD74lonuPmnzpoQd6TzlPLK90djWxnQckEAq5Zh5LRFMnHfDuhx9FvwQh4PU8f79ctebs99Y8v7mBiL5eeOhBuR69qML7o8uN3EIicjqdTqfzrbfeOuGEE4joVyccfu+SM6J3EioZ6xs/iwRx8uTJDQ0NbpfL29ZEQuxPj7phXHvNNbfddQ8RvfDgPT888hD633vk64wus6WlY/Syh4noRKf0ZlGPT274uFM7r/ljfXt7a2srY4yIGGOFhYV5eXmsZ64QBp91QeLz+UKh0N7vDfZLeXl5RGQYhvXTSNqy4oQhDRPuAgAMCKW9wfP9ypjMCxFRJLVa9U3vzAsR2Ws2Rm5nyUzytlFTTXTmJZqnZr0U7LJui2F/5uYvRTVIRBT0xxY1DPL7SGBW5mUXh5siP6qv/A99/TGVVNChx5Ero0exXpmXaIxz4jyjs6E780JEdVvJ20HZhSQrPYtSd+bF0Kl6I4UCPR6VJOJEm9dRXhE5PVRQFlvdOrZaMMPXHJMpiBzezB3rpFXvd2de8ktp2pGkxUkCMlPPCrSJpr6bb2xPG9bRv18hj4smHED5Bb0fFwPezE9fFb1tfe5J4EZmV4NkRGW025qJiNzu6MwLmcauUyisxmZeBIEuu1osKaU133VvmVDQI/OS4aHZs8kR1TGkqYm+20j+YJzjyTkRsXCoZ+ZFpvwcEgRqbNm1sbCQJowjgVFrK23ZbGVekmOm7vjsP2J7M9lje6lQwE9/f9jKvMSQv/sy455rSdeIyLnmU+f6/1Gv3yqYGs5YuVxp3Nb3MQ8HMle/L/p7tLGJc7K7e2ReqjfT1k1xXhQ3nR+87PjszTivTtcyateLAR/pWtwTVVSDtq5mImJBf+ZtV+zMvCjkdsbZm6G7XnnM/tl/+nxFyXDuuf9G2+oVJMf5ILOgP+PBm+VNaxLVlhu2Zfz3ZfbeO9TcTv4wnXwSTZ3a4+PZ2UavPEgduzIvsU8RCmSsX+HqamTxDohgarZgVC1dz3jiz3JVnHikhh2Zf/uD4Pfu2uSL83QWe90mz/oVUUGw3pkXIpJ0VYl89MIh+uTfcfbZ1ZXoWQI1O6q+Xd3W1malWrxe79ixY/Pz85F5AQCAaBh2BACwz+Tm5j777LPbtm0L+P2uzV9RvC5s82cdrIw+kLZvOKA4P/5O3M5lZ8wPlU8YP/Ugwd9OIR/5OmLKnH/SvGOmTyYij11RGqo6Rk4jIlft98zQiIg09eDinGVnHENEc8dXdtcJBYix6CEbN516BC8ZlTd2Yvf91kb65jNS7HTgLLI5iWjBsUdVZLuJqKKsNG7mZURp8bLLLiaiKVOn2kNeWd+ZS+pqp4CXmECVEy772Xmt7e3djRBGFBnp01pPmkpEc6dMXHbeIiI6eNxoIkbNNaTYSbFRVi6JIhG5XY5lv7qIiCrLSiJPLethuxoIKd0DJX74wx9Onz6diIqdsvjV52Sa3eVmzbeyMJPGjl72618Q0RGzpu96Adz0hLo6nN2DUC6//HJVVd1uNyVw/FFzS/UuIhpTWkREpOv01nLK9FBOLuXkElFRhnvZqUcQ0YEluxIxTAu7vv24a84C6+6SJUsaGxuJKDI2weIMdAimTkSHTDlw2WnH0NaNh+R6SJGpx5gFTpwrorBs1lhqaSvu3YidfSRNmET/W3VWXf0BRJRhL8rrMZaEJk+20gpjC7KXnTyH/P5DWxspEL+H2pX5Ti8xmxyVrWNEGR7KyqDN24jomGyHzBhJ0qSpE4iITJO2b48OKkeRl00bRYzGZfbKKVgjRyT5/MUL5zW3E5E7khL6+B3q2nXOH5zpWDaxmIjm5rqISNq+0fHRcnXWkc6NX0TKLDt5Luc817VzD6bp+vJd9YTzI6nGk046qaysjIis/7uP+dbVgpWsJKrIz1l21olENG10BUWGg3EifwfVbLPuXXbwqNagGtOgdn38WnjSLDMzj4gOO+yw3/3ud0Q0qzxf0DUyYjuHuh32ZUvOIqIRRfmu+k2qJ9fx5nNifTURkcDI6SSic0YVzMrzEFGurccZ4lr+tDp1tunKGDdunPUs1rDEuJYuXRpzMtu++EhZt4rs3afTiUWZ2YpERGPdO1N7hu7+x/3tv3+AmEBEBQUF1rNMmDCBuOn+8h3asJ66vBRUqbKSDjiAGLv4kl/VtbYTkaIo9NFLFPSTrkUnKWYVZS87dAIRHVKUTXYHTT88Jk5Flpf98nwiKs7PdXubVJvbGqbn+Pxdqba7r9wPRxVOzHIRUbGzO3iho8X53ou+086z7o4JNiw783giOmRsRe9DYWvYEioefcWvLvEHAjanq3cB4py8rcccfpgsSUQ0SQhSONi7VM5X3y7LthHRWLlH/jqUX7h66Q1W2JqmPfnkkxMmTJg9ezYBAAD0hGFH6QjDjmCoG7bDjiLkjsbMdf+N/9iICZRdSB+/lnwPwREHKAfPFdsbqLWevH30g20fPYOLcs66j7rTPV3t5O/5Iy03qauLRKFHtxdRpB/8gqSdv12veIu+/pgKS+mYhSTbiIi8nRTyExHZnNR7dpJojOkml/Sdb3ftFvJ3UXY+jZsWU6w798I5bf6WjJ69TkSZGKPvvqSSEWRzUtloSvq7sSbZOj2FMRuza9aJn/27+05OIc09lcIBSqrNU2gykfrB1bTF0Vqz6/7GDfTq85SbRRMOoJyknYEZazvxAtPuSliA89z2HYzvzBn95Q/U2kxE5PGQLapzATfI5EREwRCt3xxnP1ffRBMOpKtvoleWExHNrKCsqH4lDgcdd1yPiW4+X0XfV5E/TlNzZxUbCVEVFJkK80iSqL5x18aRI2jiBCKi9jbauKlHdUUhd4JXbeWeRoylY07psd006K6bKZQ4JCK9fLR6xjnO9SuTv1+dR/5QK6hI9CgzjZxPX2IxJyE3yeHeNaWIFqbqrbR5Q/In8h+9MDj7pB573voV0zXS+/gT6S2b5LrpUqGticjq9uJKXt638KLQ7ONpj2TcebWy4atdPXoS6PjtnfrICTEb5eaazPeepbfforYu8ofotFPpwEmUV0JH7BzjEw7SIzeSaVBnB3Um6IcyYSrNObaPA5JZHHZkElHW/ddK9duSlOR2Z+s1DzozMpymRm88lny34dLxtsmzyOGJ7fcXCb6jqfu2rtObT8fp5RQI0sNPdX/6etl85k93nPADe1uLUFYhCEJOTk5mZuaevU2wz2HYEfQJw45g0KDnCwDAvif5E3aDJ3cWdbX2vYdAp2h1Y1GDfRcO+UxB2tXRpvcoG8Mg4rEND3fWrswLEbXUExFlZHVnXojI2DlmSuhrjCrnYnQ70xpM5MxIWF5XYzMvRMQYmSaFgyQpJMvUV499yYjTshU7o45tdkGfrV8ikgxdlfqVfJFCPQdzNdR1j+BwuvuoybnU2aImTr6Ipr4r86KFuzMvRBQT2M4iFEzQiqgYSUT03ffddz09Z/rMyKCYg9rZETtwKRpjPTIvRCTLJMsU7HlOZuxsZ/p75bkS5ewiu83r1f+roz155oWIpJqtZnsj9UXqaEqSfBGDXtb7JCSzx2Suuk4BP/VFatzRY89qkHFOkTc0ScXW+u7MC1GfaREikmq39lkmYd0dVX1+pohIqt7cO/kidTSRYVAo3N2nrLCQiChqDmBqa+hOWCT5SSa3gPoi6eEwEZlmzCHtjYUCYkczZWTsypskJnOdGEv4PRb9LeHriD9orqUtUeaFiEa+9pytrbX4u6/bX/svAQAAJIDkCwDAvscMLeFjkky61vceOOtOphh994Njhs6iS/H4k3cQpx5t75jpVKxJUmRbnP30Y+KCHvM4WM3O3iOVIvsxTYr7mGEQUbJm0q6nIEacOI9uTzLOe7SjFBv1oxch60cjubtkzAQx4XD3s4t9526YlqwXWI8YovuLxbaWd74cI17MjHXPn+LzdR9RsedhVOTYKpoef+qcRARGAot99sgcIoYRp3xckefsPadPf7rLcZNpff+IzbRkqTcW/2PYM2DO42QJe9fpOXkT62699+PcC/ad2en5RIHdKt/zuQL9Sb7EDYlpYdINMnn3B8oaChedulV3HgEz8adJ7nvRH2aaZL1xZt+fSmYlebW+E6xMYMm+xKI/fYn2lrSfr6CpZe+/wV19JWEBAGB4w4S7AAD7npmkmREOUa91cHvjorhzUoy+s+SmpPDoZxR65QKshYFimh/Bng05l4eo50y9kcE4/UhhRK891J12SZJuiDODDCfOSZKIMeJmnGZ87CsikwkxjUnOGLdFHdugv+8kDpEp9KvbCxGZYs9Mgdvd/WN4P5p/ycYcxcTgdO0KO6YJGnm9cc8KzrunSsm31q4iUnsexlCvd8RuS5gf6d5FT4ZJhhnbHyey294zuZp9nTnBXp1c3H23YLmsmI6MPouZdmeyR2V7n3sgQYg75XPsrnrOTs27sxJ9ZzrM7Nxd72k/PmWmJ6vvmBPVzczu11Nk5sTZaHeRLHWn3ojI7yOiHgP6It3cEk/LTf3INFkfBG6z8/4cdutoJH2Xu0uaSVNh0VPw2hOcFc6+v7TN3Pw+ywAAwHCG5AsAwL6nZSa+Cu9opryiPvegZhZogkSM9d20YEx3ZenOTB5pQii9Uj+i2D2oJ5q/k6KHR5WMJCLqbKfAzmVElJ3tn75SIZwJmhzVOLGG4XT1WuIn8vyS3GMFn6jXQu4MCgVI1/rscaBJcfag55btas027iCpzx/bmS7KfZXZ+YyunvM4VI6isEpEcdd26XF8RFnPLkxSwBQkI/L2CSKVj9r5lDG9M3a+NLczfi+G9euIiCKTCrf3zK+1tcW+lfn5ybJ7vFf2R1VJVannCtnUtvONzuiVENETvImRLEB9r9Elnkxr9uIktPFTtYIy6ouWX57kUcPpMW29P1xCj45pkkKevrM8WmWPcTq6bDdFifoxkZCaVahXjt+5l747xGljJvdZJmHdCQfF7zAVjTFtbJyn0AoqSBAoM6M777Z9BxFRc+2uErnF3d9U9sSfuIbqvoPc+Y5oIw9IXtLIKTQzc4mI8kqor/ypqjg455RoabPoL0x3dpzlt4ioMD9Ox7GY4Kcf2ucLBACA4QzJFwCAfc9wZmrZRUTxfm5triFBoNJRSapzSQmXjw/qJtmc5M5K3n0jnFloijJnLJS3s6npdO+sEhk3xEixxZnL4PuoJYTHH0R2J3W0Uv327i12R/cP3ZqafAhF0OYOOrN23c/KJ8bI39VrquCovWT3mgDCCi+/hJrriXPydiQ/yEG7p/fGQFYBFe48DkE/tTclH2oRsrl4f0ZVWYUzCnn0D/vFpVRcSqpG9bXJ+xSERk3mYh89mIKOqMzOoUfurBnqceQjr0WWKDteUuCdN4hzWvyD7jbwjp7H3zBo+/YeW0aNJKc9dnRSNK1ne1U3KBQim7wrMUdEjU3dHVhcnth+K5qeMHNnJQKaG6i5IfahWXP7OFbzfxCumBgvdbKLWlRpZPSRxAmWjY/dxBipUf2DJIkyssntSbIT05OtTpgRs5NQVhGJArFkn1zdmak7M4PHn7nrWOnJspxGQak64WDaU6Fjf0DcTH6iqgfNNnPjZAkNd5ZaOobGjSNRJFmkr74mQydfJzVs6y4hCDT1cCIilzvh91X1FupMtua6Ltm1neuXBeecmPzl7Cog22jkpCQluSCGSscFjcQ91CRlV/6FMRoVuzeTCarNSVOTPQuJUvCsn/bvrQAAgGFKXLZsWapjgFjBYN/za6aQoijWCqnhcNjoc2gADEuMMafTqarqcD5DtIw8W0sN6/1bKzfJ30UTD6GG7fEH5jDmnXqUnplvcC7a7JKhkyhSwBf3WQybq6tsovXDr+7KUnztghYiJpCkUMjfY+CDKJGuETd7NAjbGymnkDzZRESSTNmFVPUttTZRYSk53cQEEmUKB7uTJgnSB5pk8zuzDVEm4rI1E4ckExMo4CVvO+UW95gShe9cc9rmJDW4a6oIImseF7K7KOSncIhEgWwOkuL/2hywZ4ZtcQbymKIsZGZL9du6G1qNO2js1PgzaBIZouJ1ZPVrShuLIBqK0+Zt2bWlopK+/IKIk2lSdk7cSnpOkW/GsX3+OK9LimSo3bMs5xWSz0v11WTN2xrJdFiLhVvtZ7eTOryxqY32NuKcZh1GhQX0/scU0ogxyo5KUrS2UWHhrrEVikIOB7U0USh+u9T0ZKmzj5Z2bNm1SdWICZSXQ15vd2KIc+rsopIiEgTyZFBrW4/+MrpOtnjTJ3MiSSTOqbGWRo3v8UYXl1Fj/a5Zh3sKHrswdNSpJEpGVr6temPcbILp9HTNXsD7mmRE9+RKXa1iKObDxYnzXWe7opCsUHtL3FlIuCR5z7rM6JVJ1O1uOeQTzYQduExR7hoxmYuyUTpSbGmQqjfvPFZK3HQhtzm6LrjWzOojnZSEmZnDFbuy5vNEfZ2MvCLvhdf3GLgXRSsos3U0sI4W8vnIGyCvj8aOodZ6Kh3dPZlL0Qiq3UK+DlKU+LMUc276/TRqQtzPGxfEruyySPc9M6eQhYNy9aa4wagTZ/hP+BExJsuyLMuUX2rWbmHh+NdO/omztexCnTOZDFEQ4n8SbXYeCjDrXMouoLaGyFdulyNzdcWM1ozCIofBqmvJF3/wlP/y69S5x+zxuwMDJ3JBout9z98Ew5PT6SQiznmaL4nldPY9yhLSHJIv6QjJFxjqhm3yRdf177//vqWlJRQKZeTkhfPLxZBPDPZo2umuzK7KqSFHhlQ2Sgj5ydcR/ajhzvIeNC+yRItqcLI7ZZuNRJHUYI8kAmPhrMKusok8MmqGCeHsIsHQpaCPJIlsDtLCu1qMjJFiMxSXEA4SRS35XL2JRJFyi4kxysqj0lFUs5mq1pA7g9xZJCukKKRpZGhk8u7hSztxopDN7XPlWJ1HNMVpipKkhxnn5HCRYiNfB7XUk8PVY/AUI04CY0TubCJG4cCu9jPnXBAoO48FA9TVTtwkQSDFHv2kJhP8rpy43V66D5rdw4tGyL525u8iXaPtG6lkZOzku4ypNleXPZv3YwrSHm+Qzak5s+SQT7CyJA4nHTCFtm+l+lpSVcrI6JGiYkJo1IHeGSdwqT8jm1hYcRGRZIQZEY09gGwOqttOoRDpBklSd4eC7vwLkSBQThZpWkzexPD5wwcdJs48iE2aQKvX0rZGCuuUubN7i2lSTQ05nJS5s+NMVhbl5JDPS8FwTH5Bm35Y1x8eCB+3gDuc8qZ13fPXck7BEAmMcnNI17sHFoVC1NxMGRnkcVNuDgWDu+bN5Zw0nbs9rGcKTKsY5138a5IkaftG2vw9ZeeSZ2ffH8Zo4oGmJLP6mujkhenO8J/58+BJP7LOB8OdpRZWSG0NQo9paJlaOqZr9ummM1l3lV2nQeEIxk3J28Z2nR7MFETORNZ9tAVyuSkjk/w+6jmxrlFQ2nXWr/W4vdgYUz25jHNJC7FeM45o7hzviMmGNfcTY+q02Vy2yVu/Z2qYVJVEKaYvklY5oev8a4ySyt06V3vTxx5oFJbJ333NdLVnioepB832XnSDmZGVqC6XbeERE8UMp+htI18X1dZRXT0V5FFLDbkyyJNNgkjjDiYtTO1NpNhI7Xk6MaaOP7jrlPPDGXmSFhZ7ZqU1xdmVXW5IPeZ50cZMNl2ZUs3m6ImTuWILzj3Vd9oSK6XbnXwRJX9euRnwSf7O6ENtONy+SYeHC7uPm2oypmsyIxJ6fo9xHghrPlMQuSlykxijstFk6LyzvTq38rvSKZpkC8t2UZHF0xeZkk3atCH6q9gsLPZd+6fQaT/cy3cHBgiSL9AnJF9g0DDej9nXYJC1tram8/vicrkcDgcRdXV1qWrf00zCMMQYy83N9Xq94f4sXLIfqa+vnzJlChHNnTv35ZdftjaKIZ/c2SxoYS7Kmjtb9+zqHyExUoJeqa2BwgFdkLSMPC2roPfv3oyRjXHZUAV/JwsFDM5V2aG5shNN6yvoquxtFdUQZ4xrKtPCzDRMm1PLKTEcbiHok+u3Kq11TA2ZdoeWX64VVnKbQxGYQJwYGZzzhmqpuVY0VNGTRZ4srtgNQTYZZ5wYIy5IJAiGIGqS3ew1sIIRl9WgaKiMkyGIPOATQz6RCeTycKfHECSdCToT87IySQuZuh70+yngJTVITDBsDs2VTURyoEsKeoXWOikcYKJEThd3eHRnhurM1CRbfwYKMc5tXc1y0w4W8HHZphZVSlm5oqkTcZ3EkKiYbG8G3nI56JVCPmYapqRozkxqbrKt+liq3ybIAs/JNYpHaCWVWn6F2Y/ZQGMjNw1FDwu6SoyZhkFbNwlNdWQaTBS4ojDGjIwcbcQ4sa1JatjBNJWbjHx+FvBzm10fc4A2YQoJAiMua2ExHBRXrWLrNpihMCkmz8sip8MoKlMPmMYkUW7aIQa6uCjpWQVadpG8cY2y8iOxdgeXJH30RHX2PKN85K6oQgF59Rdi7TYyuVE2QpsyS/B2OP/zvLR5HfP7uM2hHjAjdNTJzGGTmqoFTSW/j7xeMk3T7tRHHaBXjBEbq+Vt3wtBv2l36JUT9KLuDKPg75K3rBM7WpjdQbkFPDvPlGTd5tIVp5tM5fvVwc0bSJKMogptwkG893xGxKXWBrm9gemqaXNp+WWGO2u3j7kWVjoaxaCXM8FwZWlZhVwQJF+7vWGLGA5wJmoZuVpmnrJjo1S3mVTVyMgLj5miF1f2uWfB0OVgl+zvFPQQZ6Jud6mubCPegCkW9MvrvxYbqomI211MZExXTYdLr5yg73XapQddk9d/o6z9XGxt4DaHPnqSOvVQI7ewn7VFX4dSs0lZ8YFQ9T11dfKScj52gjlxCh91AM/INkVZ7+oQ6raI3nbW1UahELc7TVeWNmK8kb1rJixJD0tqQOCmyURNcRiJ52ZimipvXic215JhmPnF6qhJ3LGry5vT6bRaI9afGyEckNvqxXCAi5LuztayCnqP/BIYKQKTJZExwSRSDVPTjchFl8gN2dQF4r5QeEttQzDcfZFjE4Wy8gqnx0NEQluL/MVnYn0tt9n00eO1g2daszJXV1evXr2aiA444IBRo5INLIXBZF2Q+Hy+NG9XQwrl5eURkWEY7e3te72zAY8ThjQkX9IRki8w1CH5Ep18gbisawhd1zs6OlIdC6Qpl8ulKEqaXw1DCsUkX/bJPjnnLS0tTU1N5s6eOzk5OcXFxUJfS6c9/fTTv/nNb4jopptu+uUvf5nqYwPdkHyBPiH5AoOm7xVMAQCgn+x2+ymnnEJEkyZN2uudAQDAoAqHw9XV1ZHR37Isl5eXu1yuvdsrAAAAEZIvAAD7UHZ29uOPP57qKAAAYPfscYeXiMmTJy9dupSIZsyY0c8qAAAwrCD5AgAAAADDGue8ra3NyrzIslxWVuaOWTe9LwcddNBBBx2U6tcBAADpa2+mGwQAAAAAGPIEQSgvL2eM5eTkjBs3bnczLwAAAH1CzxcAAAAAGO6cTue4ceMURdn7XQEAAPSGni8AAAAAAITMCwAADBwkXwAAAAAAAAAABhCSLwAAAAAAAAAAAwjJFwAAAADYz6mq2tnZmeooAABg+MKEuwAA+0xra+vixYuJ6OCDD/7zn/+c6nAAAICIqK2trb6+nogcDgcmdgEA2FdUVX3++efffPPNVatWNTc3G4YxevTo0aNHz5kz5xe/+IXD4Uh1gOkFPV8AAPYZVVW//vrrr7/+etOmTamOBQAASFXVLVu21NbWmqZpmqaVghkIzz333KhRo0aNGvXoo4+m+kUDAAyGN954Y/z48T/96U+fe+65qqqqzs5On8+3evXql19++YorrhgzZsyTTz6Z6hjTS2p6vmzbtu3VV19ds2ZNR0dHbm5uRUXFwoULJ06cmLzWOeec09XVlaTAnXfeOWbMmAGKORQKPfPMMytXruzq6ho9evRBBx105plniqKYJuEBAAAAQDSrw4tpmtbdzMzM0tLSAXouTdO8Xi8Rqaqa6tcNADDgHnrooV/+8pfWF+y4ceNOPPHEioqKrq6uqqqqTz/9dNu2bXV1dUuWLLHb7YsWLUp1sOkiBcmXTz755I477jAMg4gKCgra2toaGhq++OKLRYsW/ehHP9qrFyMN1MtpaWm5+eabt27dSkSZmZnr1q1bt27d6tWrr7nmGo/Hk/LwACBNFBUVbdmyhfB5BwBIKVVVa2trfT6fdVeSpNLS0oyMjIF7RofDUVBQQEQulyvVrx4AYGB9/PHHl1xyiWmaOTk5f/nLX84+++zoRzVNe/DBB6+55hq/33/BBRcceOCBkyZNSnXIaYFxzgfz+To7Oy+44AJVVefOnXvBBRfk5OQYhvH6668//vjjRHTzzTdPmTIlUd1QKBR3+3fffbds2bKZM2f+/ve/H6Cwr7vuujVr1kyaNOmKK67Iy8urq6v7wx/+UF1dPW/evKVLl+7z8FpbWwf5fdktLpfLGr/X1dWFn3cgLsZYbm6u1+sNh8OpjgXSVF5eHhHput7R0ZHqWCBNuVwuRVHa29tTHQikKafT6XQ6iSjmz017e3tdXV1Mh5fo3sowfFgXJD6fL9GFOoB1QWIYRpr/ubHiTAfBYHDs2LG1tbUul+ujjz6aPn163GL/+Mc/rK4VS5YssRr7MNhzvrzzzjuqqk6cOPE3v/lNTk4OEYmiuGDBgtNPP51zvnz58iR17fGIovjoo4+63e5LLrlkgGLesGHDmjVr3G73tddea530JSUlN9xwgyiKH3zwQXNzc2rDAwAAAAAi4pxv3bq1pqbGyryIolhRUVFRUYHMCwDAvvL444/X1tYS0SWXXJIo80JEixcvnjp1KhG99tprmqbtwwAMw2hqakr1YdgTg518qaqqIqKjjjoq5q/g7NmzI4/ulhdeeKGmpubnP/+5lcqJ6OzsfOSRR6688sqzzjrrwgsvvPvuu7dv375nMX/22WdENGPGjOgRRoWFhRMnTuScr1y5cg/CAwAAAIB9izFms9ms2x6PZ+zYsZmZmakOCgBgv3LfffcRkcPhuOKKK5KX/MlPflJZWZmZmfnFF1/EPFRTU/OrX/1q4sSJbrfb4/FMnDjxV7/61caNG3vvRJZlxthbb71FRC+99NJBBx1kt9tfeeWVVB+GPTHYsxLoup6Xl1dWVhazXZZlIrImgum/7du3v/jii9OmTTv66KOjt3/33Xd//vOf29vbRVHMz89vaWl5//33P/7448svv3zu3Llxd/XCCy+UlpbOmTOn90ObN28momnTpsVsnzZt2tq1a61Hdys8AAAAABgIRUVFgUAgJycHv3sBAOxz1dXVGzZsIKLFixdbE10lccUVV8RN0Lz22mvnn39+W1tbZMuGDRs2bNjw0EMP3Xbbbb/+9a/j7u0vf/nLpZdemuoDsFcGO/ly/fXXx93+v//9j4hGjx69W3t7+OGHTdM899xzozeqqnrbbbe1t7cvXLhw8eLFiqLouv7SSy89++yzd9999+jRo0tKSnrv6oUXXpg5c2bc5EtdXR3FG2VnbbH6XPU/PAAAAAAYIIIgYHFJAIAB8vHHH1s3DjjggD3bw7/+9a8FCxYQkaIoS5YsOeywwxhjn3322RNPPKGq6tKlS0eMGGEViLZixYpbbrmlpKTk0ksvHTNmzOGHH57qI7En0mI9jtWrV7/00ktEdMYZZ/S/1jfffLNmzZq5c+eOHDkyevtrr73W2tp61FFHRbIekiQtWrSoubn57bfffuWVV3Z3+hW/309EvVc1crvdRBQIBHYrvGhbt2596KGHem+/6qqrrAnk0lNkGReHwxHp3AsQjTFGRA6HQ1GUVMcCaU0Uxf6vGQfDjSRJgiDgDIFEIhckdrsdf24gLuuCxG63W73sARLBn5t+qq6utm4kaeQmYRjGVVddRUR5eXn/+te/DjvsMGv7ueee+9Of/vS0005ra2u77rrrTj311JhZSv7whz8cddRRL7300pAeTJri5Es4HH7++edffvll0zR//OMfT548uf91n3rqKUEQFi9eHLN91apVRHTSSSfFbJ83b97bb7+9du3a3Q3Smh/IWt8nmpUfSbSYS6LwonV0dLz77ru9t19zzTVDIqmBP2OQnCRJWHEZkoueoAEgLpwh0CdckEByuCCBPuGCpJ9aWlqsG3uWfHnmmWesUUs33nhjJPNimTNnznXXXXfFFVd89913//jHP84555zoR03TvOeee4Z05oVSm3z59NNPH3vssZaWFrvdfsEFFxx//PH9r7ty5cqqqqo5c+b0nj7GGiX09ttvf/DBB9Hbg8EgETU2Nu5unB6Pp6Ojw6oezerzEjdFmiQ8ANiP+f3+p556iojKyspOPfXUVIcDAAAAALDPRCZpFYQ9Wbrn008/JaKsrKwLLrig96MXXnjhjTfe6PP5Pv3005jky5w5cyZNmpTqV7+3UpN86erqeuCBB6xDf/jhhy9ZsqTP2XpivPnmm0R0zDHHxGzXdb2zs5OI4vYosQoYhiGK4lNPPRXJ2xGRpmkbN2688847I1tmzpxpzc6bk5PT0dHh8/lidmVtyc7O7n94MSZNmvTaa6/FDTKd15l3OBx2u906Avt22TDYbzDGsrKy/H6/qqqpjmVQ1dfX//KXvySiI444YogORh001penYRhdXV2pjgXSlMPhkGUZZwhE6+zs7OjoGDFiBEVdkKTDn5tVq1a9/PLLRHTSSSfh+z99WBckgUAgUV91gKFyQRK31Tn4IhOhbt682VpJerdYqxtPmDCh97ASInK73WPHjv366697r2kzatSoVL/0fSAFyZempqarrrqqtbW1oqLi0ksvnTBhwh7sYfXq1dnZ2b1XIJIkyePx+Hy+l156KXn3wi+++CJm8enm5uYPP/wwcjcvL89KvmRlZRFR9GzMFis/kpub2//wYiiKUlpa2nt7a2vr7i78NJg459YN0zTTOU5IIWuI9TA8QyKvl3M+3F77nsGBgiSsPzc4Q8BiGEZDQ4N1PeZ0OnNyckzTtB5Khz83a9euffDBB4mouLg4pi89pNCwvSCBPYCTpD+Ki4utG0nW/I3gnFtZ6czMzPnz59PO5EtlZWWiKpWVlXGTL+Xl5al+6fvAYCdfAoHAjTfe2NraOn/+/F/84hd7Nkb3vffe45wfeeSRcTs7FRcXb9y4sba21vpVJMLv92/dutXtdltvtrU+ecSZZ545c+ZMa/qfGBUVFV999dU333wTs0z16tWrKd5ot+ThAcB+LDMz85ZbbiGiuHlVAADYM11dXbW1tbquW3e9Xi9WkgYAGHyR1YHXrVvXZ+GNGzeeeeaZRHT66adbyReLlRWNy+o/EQqFYrZb/RyHusHODrz77ru1tbUzZsy47LLL9nh2tE8++YSIDjnkkLiPTpkyhYheffXVmO3PPvvstddeu2LFit19ulmzZhHRqlWrovsrdnV1rVmzRlGUI488crfCA4D9mNPpvOiiiy666KJTTjkl1bEAAOwPDMOora3dvn27lXlhjBUVFVVUVKQ6rljHHHPMc88999xzz2HCLwDYj40fP96a1fT555+vra1NXjiyLvVBBx1k3RgzZgwRbdu2LVGVrVu3EtHYsWNT/UIHxGAnX95++20iWrBggZlApOQbb7zx+uuvWx2TorW2tlZXV4uimOgtWbhwocfjee+99x5++GFrWhbTNN94443ly5fbbLZ58+btbswHHnjg+PHj29vb7733Xqs3WjgcvvXWWzVNO+KII1wu126FBwAAAAD94fV6N23aFBn67XQ6x44dm5+fn+RX01QpKSk55phjjjnmmP2jbzwAQCIXXXQREYVCoZtvvjl5yccff9y6cdppp1k3rOTL+vXre/dtIaJgMLhx40YiGjduXKpf5YAY1GFHhmHU1NQQ0fXXXx+3QHFx8UMPPWTdfvzxx1VVPffcc613KMIa7DN69GhFUeLuxOVyXX755Xfcccfy5cvfeOONkpKSzs5On88nCMLSpUsLCwv3IPLf/OY3v/vd7/773/9++eWXFRUVW7ZsUVW1pKTkvPPOiynZZ3gAAAAAkFz0DC9ExBgrLCzMy8tLw7QLAMCw8qtf/eqOO+7o6Oj429/+tmjRoqOPPjpusaefftoadDJ16tTIXKiHHXbYI4880tHR8dhjj11yySUxVR5++GFr2uP9dRDJoPZ8aW5uju7bsmes7MYBBxyQpMyMGTPuueee4447buTIkS0tLRkZGUceeeR9990XGaK2u4qLi60dOhyOqqqqrKysBQsW3Hnnnb3Xme5PeAAAAACQxLZt24ZEhxcAgOEmMzPzscceIyJN00455ZS//vWvMW18zvnDDz984YUXWnf/3//7f5GHfvKTn4wfP56Ibrrpps8//zy61sqVK62uNOPGjTv33HNT/SoHBIusXAPpo7W1NZ3fF5fLZa0N1tXVlfKVHSE9McZyc3O9Xi9WdoRErKUKdV3v6OhIdSyQplwul6Io1tqCMNz4fL6tW7cm7/DidDqdTicR4c8NJGJdkPh8vrhjHABo5wWJYRhp/ucmssZzmvjDH/4QGc5SXl5+6qmnjhkzhjG2ffv21157zZq6hYhuuOGGm266Kbriq6++esbyNVOHAACAAElEQVQZZxCR3W7/2c9+Zi0P99lnnz366KPWN/mrr756+umnR8rLsqzr+i233HLdddel+kXvrRQsNQ0AAAAAkITb7S4qKsrIyLDZbKmOBQAAYl133XWVlZVLly5taWmprq7+61//GlPA5XLdfvvtF198ccz2BQsW3HXXXb/97W9DodD9999///33Rx7Kycl57LHHojMv+xkkXwAAAAAg7eTn56c6BAAASOjHP/7x6aef/sQTT7z11lurV69ubW01TTMnJ+fAAw+cP3/+BRdckJOTE7fi0qVLTzzxxHvvvddaCpmIysrKjj322Kuvvrq0tDTVL2sAJRt2pOv6d999V19f39DQ0NDQ4HA4ioqKioqKKisr03CFv/0Jhh3BUDechx1ZHwrGmCzLqY4lrWHYEfQJw44gOQw7gj5h2BH0CcOOYNDE6fmycePGN99889133/3444+9Xm/caqNGjTrmmGPmz59/4okn9p50FgBgeKqvr58yZQoRzZ079+WXX051OAAAMEja29vr6+uJqKioKNGPvQAAMJztWu2Ic/7GG28cd9xx48ePv/zyy994441I5kVRlOLi4pycHEHoLr9ly5ZHHnlk0aJFZWVll19++ZYtW1L9QgAAAABgyNB1PdUh7EvLly8/8sgjjzzyyOeeey7VsQAAQDrq7vny+uuvX3HFFZs2bSIip9M5a9asQw899NBDD50yZUp+fr7b7baKmabZ3t5eW1v7+eefr1y5csWKFd99993dd9997733Lly48K677tq/x2gBACQny7K10nxlZWWqYwEASFOc88bGxvb29jFjxmCEJgAADBNSfX39r3/963/+85+CIBx77LE/+clPfvCDH7hcrrilBUHIzc3Nzc2dMmXKz372MyKqqqp65plnnn766X/+85//+c9//vSnP/3iF7+IdJABABhW8vLyPvroo1RHAQCQvgKBQE1NjTVFS21t7X6Tqh4xYsRpp51GRGPGjEl1LAAAkI5YZmZmMBj8+c9/fs011+xNv5V3333397///cqVK6+88srbbrst1a9raMOEuzDUDecJd6GfMOEu9AkT7u5nrA4vLS0t1kUOYywvL6+wsJAxtmc7xIS70CdMuAt9woS7MGikBQsWLFu2bO9/dpg/f/78+fP/9a9/bd68OdUvCgAgjTBDl72tTAtzUdbd2aZijzwkMJK5IQW9ZOg6CZrNZcq2uDuRyZRNTVRDFA7pRLpk050ZnMXvZsi4KXnbhHCQRNG0uZgoCIbJBMYl0WSiQYLQ1Sr5OwRDM21O3ZOruzI5J7mjUfB3EWNGRq7pcElBrxD0SR3NZBrc5uA5RYxzxk1TcRruTGLMJKYlyBJLetimBphpmIKk6boQ8DJDYwIzFQeXFN2VZUoKmQapIaapiqGSaTJTJ8YMUdZFhYgkLSSqQaG5VupoYzaF5RWamQWaK0MzyTCMfh55OeRV/O3MNA3JpnlyRMUmMU6cNE4aZ3uZ4RYMTVKDjJumIOk2J+ma0lojdbYwTSNRMJxZuidbzyrgghh7cAQmMiIig3PdjLdrzqWwX9TCxJgh20kNif5OIs4dbmZ3EuemKOmyXdA1SQuRaXDGyO9l4QAXZSMr33D0mAVfDHqlrjbSw8wwOGNEZDoztewCxgQp7Bd0lQRRV+yGZBODXrmtUexqIibomQVqXimPPhs5l3xtor+LiBvODN2Ty0zD3lanhLxMDZqiHPbkqRn5jJEU9DLTIEEgzombXJB0R4YpyUxXZV8701UuKbo725SUnacrl4JdghZiJJAoclHkgqjLDlMQyTRZU42toZqYYGTk6Bm5RHFa6UI4IHU2M13jNoeWWcCl3R/Gwrkc9gtamBjTFbuhOImIqSH7jvViVysXJa2wUssvVfwdkreNTNNweNTM/ESf1tjzUGAiN8RQwDR0QxA1xdn7rCAi4qbU2SL6OojItDtZOMS0EFccem6JaXPs3dkaS/S2yS11YtBLiqJlF2lZhVyU+lmXEZcNTW7cLjbXUqCT211mdqHpytRdmbrDw5lAnMumLnCDmQZpKifioqQpLn8oFOnwQkQOm21kaXFGVqYhSIbJNU1L9IySGhDVIHEyZJtuc1HiTA3jXAr7BUPjTDAUh7HzHOtRhjFJFGVREIgbpqEZXDd3fRkw4jKZjHNOTOckdrUIQS8Jou7KMtzZ3WVMU+poFII+EiXdk224svbtuwMAAPsrls49LIYt9HyBoQ49X7qPg6G7dqyzNW1nfFcjW80q9FdOIYfLJXClZQe1NlDUo5oz05dXadickS02brj1IAv5qK2eQoHIdi6IoeziQG4Fj26KcNNZX+Woq2K6SopC2UXkcJJiJ8lGjIhzqt1MzbVkc5IUaWtx7veRt4OpYSIixUb5xSTbqK2ZZIUkmYpHkKaSr4MycqhiAjl3te1NTkFOQXNXAIoW8ngbmRYizsnXSXVbKRwgdzY5XbuazbJilowWHG4iTrpK4VD0ETA5JzUsbFlHNVtpyiE08kAqrqSoRpSh6/5AIPmXj9LV4mnZzhgjxkhgVFhJDjf1+F5lISb4zD0ZJCvqYXdnoxz2RQKi6s0U6CRBIjVM5q7cEJeU4OipgVFTiQlEZBOZU2Ji1PtlcvLrZtjYFZi9q9nZXivoGhGRv4vamkhXyemm0tG7jrxpkqGTaRA3qX47tdZTVEJKyy3xH3i47smVOltcG1bKHU1k6KSGydx5kJnAy0ZRQemuOMIB3lzH2ptJizqqjIXKJ/onz+WK3da41bnpSzG48yUz4pl5rLCcOtvI2959YAWRXB5SbEREvPvfzgNBpmkIIf+uN5qxcHaxv/wAW1ezs7WWmQa53GSzR+dW9NZmcfsGFvTveus92f4DD1eLR+16LwJdrg0rldba6M9FuHScf8z0/qdgHJ1NjvY6wdjV+DdEmW9ZL3U0drfzRZHyS8jmIF3b9bIY0zLyvCOnmlGf1tg9S4KDG0JrDXk7dx0QxkLOLH9WERd25Tts1d87168Ug17iRLoa/YYSE8Ll4/wHzzPtLtprcnONe/WHoql1v1M7QwqWjguMOih+VihSirhT/f/s3XmYFNXVP/Bzq6qr99n3hXWGVUUFVCC4RBQlrsE9Go3R5I1LVN4kJsZXY9BEY+ISzeYSjf7UaCKguEVBJagoiogi68AwzL7P9N613d8fNfTM9HT3zLBVD3w/Tz8PdHVV9anqnu66p8+9N+TY8QWr/pqUKMkOKh7V9wOBM1ErKBdtNkFXKeQnNbrn9afdmlQd1M13CmOsOMtTMWGS6Ow9Im4YoUgkHA73fUY52OlurxXV3oIFQ5JD2SWRjALzbm/li69bbK11BtpZnz9AVXYFs0s1uTd15XTYXTaJ6UrfTwODU1DVFd1wc9XONUZEnFPtNqreTH2eWvNkByccJ3W3unZ9xZQ+yzPzgpNnq9mF+/7qwIGAyhcYFCpf4KAZPPnCOW9qatqxY0coFJowYcKoUaMwpMuBhuQLjHRIvhARU5WszR+IId/Ah3hGLh05m9Vsolhrtu+jTPCVTladGUTk4qpLC1HQRy21lOhjQXV6feVH9JTAcCNj21q5s4mIyO6kwnJiIrncZDaouEFb1lMkQO6Mvs9GHa0U2BOk00UlY0mNUmcbOd0kCDRmKjXtIm5QXgmNPSLhb84KZz6diMgZDbi7G3uyDx0tVFdFgkA5hdT3R3WbTKMmkU0mIoqGY82zPcejkBKhrz6lgI+OO5nGH0U5RQlPb4oraWd7rbu7icyWLRNozOSE5RJEpJHQxVO1NgeyKeGM9j7ZNFWlbetJspFhUDSccBMlv9w3fb5LFl1S4m/PsMaDmkFEntZdDl9rz9KuVupsJSLKyKExk3vPvKGTqpr5DKr6ihK+wQQxNHGme+eXPSsr0b4tf6o4kjKye9cO+alhJwV8vdmZPnR3pjJ6inP3pt5FjCirgMoqqGYLaXsSFqJEmdnU8z7s/0Y1OEV8ZAx89zLudDNBJEGgzBzq1+zntGMTNdUmPF3BI78RrpxORFJ3W+bnbzEtQcWE7snumnEmH0Jlirel2u5v67dIU2jTut4zJko0qoJUNeH54aKte+o3tP7VRj17lkW7HqXa7aQnmNNHl+TugvGGKBGRe9Ma5/Z1RJw4kRJN+JduONzdp16me7IGPaIU7DWbvF+8R5lZCf8iNE9O99GnJktaMW5kRn3SVx9R027SouTJpPLKfh8IjFFOETndpKvk64wl2gI6bQ4LAa3noJw2cdKokqzy8QmfJRqN+gM9n4rOriZ3++6Eq0UyCgL5YyiWfDEMfdvnYjjB3wIxwZc7SnFmEFGGxy0zTlqi6xbOeTjY83fNOW38mJprEqxmGAlfHWLMP+2UaHHigwJrIfkCg0LyBQ6aVGmUtWvXLliwwO12l5SUzJ07d/78+WPHjnU6nSeeeCJGlAQASM2za0PCzAsJAps4nTXXJMy8EBHjhrdxGzN0G9ddWoQ0lVrrKUlC1hb2u1p3mf93NlT1ZF4EgfLLiAlkd/S2aet3kr+T3P1biYFAb+aFCVQ0ihhRezOZv0iXjKe2OuIGOVw0Zmqyan+ZcadAkqG5/S09mZdohOp2EOeUkUtx3RmKx/VkXjQlPvNi6KREqbmBtm2kGd+gwvJkmRci8ng8opggbyKF/e7OBorVFBSNStFJQSLDxQwaMsYNb2dt3zomqtlM5g8SSTIvRCS31nqbq5NlXojIKTFZYHZ/e2/mJRLsybxIMo2e2OcQOGlqT16gsTph5oWImGG4q9aToZNh9Mu8EFHx6H6ZF12lpjoK+BNmFohIjAb7ZV6IyO6g8gqq39mbeSFG3sw9mZcBu4gGE2VeiGwyM9+cngyKK7hobUqWeSEi91cfSh1NzNAzvnovYeaFiMRAp2fLGhqMw9can3khoqqv+x1GUTnpRrLzw3TVu/3TvqVbPXsWBbvAqKE6YeaFiERN8XTUEpHcXOPcvq7nNKpKsr90IRL0rllO+/DDjBjs9ny+gryZyXKRUqDDXbUu2eYeLSS17KbmGtJVEkQqGx//l+XOJKebOCd/V98TUhtlZuaFMVae7T5uTFFW2bhkz2K32x0OBxFJkUCyzAsROXwtdn977/2m6sSZFyLihrejVjA0p8Mui0LizAsRKZHev+v6qiSZF57k/HPi3PPlKjHJRzoAAIAp8bWgz+c777zzjj/++DfffDOuBFRRlNWrV5988snf+ta3QqHQkJ4EAOAwI0ZD9j5dIfrJKyFZpq6WFJsLuurwtbhII0Mjf2ffniwDObqamKERN1xNVT2L3JkkisRYT5qDqKd/itMZ3+7y9/mRx5tFko0CPjJHpREEcjh7+qEUjaaUNY9Ogbsivt6GTWs9cYMkG9kd/dfzkMvT8391QFWUqhBx2vQZHTWDJJkKx6Q+yWZ3g/hI2moo9tO9KJE7i1I2V51kEA21QWsPdQl929KRIPm6SLIlbdHFNvQM0mHEZROcXY2997v2ZATyivslJjStp/mna9TWmHR3sU3U/pkXQaCCsn5r+jpJDad6g8UVjzBG2YWkqRTp7Q1EstwnxRZX9qIlyz707Fmy0cD6lLqdKc8Wd21fZ2+qFlK2de1N1WJkkMZwv3NuioT7ZUVlO7m9pKkpdiKGA/bO5riFLptIQR8pqX5plyMBSY3sybwQ8aQpHpPU0WRLmBQYGuf2z5lNTv2H7GiuFhLFLHDDrkVp+xfEiHSdcgrj82XEyJtFRKRE4t5OlTkeu01yyLajx5RUZLmEjDxKObyuy+mkhC9N3GqxFQydWutSrMkM3eFvd9rtSf9OudHvJd61OelqSZ6h51l2fTW0lwIAAA5TCcZXMwzjrLPOWr16NRGJonjhhRfOmjVr3LhxNputqqpq7dq1zz//vKZpb7zxxv/8z/8888wzVh8CAEDasXUnz61kFVCwe9BfsG3hbpsnk4ioz5gXCTHObSGfQcRiA3Y4XUTUr+TE3026Ft/K1bV+Y3y4PUREoQA5nEScPFkU6Op5KCM3dQwCkU3p02QNdBNRfOaFqLfHE+c0cNxcXSPOqamOjp1DdhcNNsiozZagf4QcDZC05zBd3uTtpT1nj7iNkTq09Ius9P/JobuTbBIRUeoxgJlAuUWUkqSrpPT5qSM2uI/ZoI2JHU4g5VsoNhJzXGBuL8WVC4UD/d4DA09P3PqCQN4s8nf3W2iTk+5AS5J5MZODCbdVFAr5U58uW/NuHsvipVitvUEvnZDsUVGLigMzgF1t/dIKbi9pgw/wbOtuieYU9+6ZMYFRsrqkfhsGumwdTURExEkfvAhLbt6lFo0ZdLUkJ20XDdoPi3NbZ1N0QN7TpivEDQr5e0bz8WQM2Lut5wNnwCmV3J6jMgucdllUQhQlcg7ywgmCIIqiHB7k7IlKqGeYnmB36vQ0EclcFwQh6Wp984NBX9+htfqemUHPsNxeHxx0JQAAOIwlSL48/fTTZuZlxowZL7zwQkVFReyh+fPnX3/99Xfeeedll132ySefPPvss6effvrll19u9VEAAKSFrq6uW2+9lYiOKsm9c/5xiVeyO1I2d3sIhk5mj5hkhQN9V9ai/Xp2CDaiPi1w2tMiipsdKa5hbA7Baxg91TFynzjlAWmUOJyzvj/amxsOHLyzbyXOgF0Q5xSNkK6TbO83Gmiyox7wGz4zdNb3PEjyUJpMQx/GrO+YrD1nlZnj6aR8lr6dv5Lp22TV9d4dxiWYYstTv4VYn1Pa18C2t6Ym7hPUu5/+RQpMIFEmrX/ypTdBM2BXSc/Mnt0OLMRQBh+XgWmKMFhVCxEJkVRtYSFhPYsS7nfEojxo/o6IBKVfjbBg7mGweigiEiP+PftnQ3qi0N53bBHCQfJ4B18tmiD1IBKnaISIEdeJiAbOIhRL9Q4s3hFtHqeDiHreaUOYVkkkYoPlU4hIMM+wOvjIYqIopjq9fWPueSl5ss5ZqeIZLFEOAACHuQTXnM8++ywRFRcXv/rqq30zLzHjxo1btmxZSUkJEf3973+3+hAAANJFOBxesmTJkiVL3lv7edKVdGPwpjgR722dDt4G4Ezs36QxevYRk3Ak1Lh2r9k0ij2bofUroEidxIjrR2DGPLDh3dvISXJQ4p4E0BCaXgMHJo+fe3sIrVka0k/aSfZvzqac4nB6zt7g6bN+b4m+r7geF9yeh9hQWoYsfrWBDWMmpNrVwDPDOXE98TtneHjvDuOIQ8mGsaFMjZx6ncQztQtxmwztLTSwDw5RT2Iutb5ZjCG8plwa6oTQic/GEN7rCSc84sT2zI8mECV6xY0+IzrHbxx7yLw7+CnljA0l99HzCqb+OOVmCKmTKX0e6nkDsFS7S2LZ55tPPfXUU0899V//+tegwQMAwGEowZXHV199RUSXXHJJcXFxss2Kioouu+yy2MoAANAXF5K3kULdg3aoISLd5jDMj+ghzNii212ao89v2mZZRN/8hdlHQx9Q6tK3/WlWHNjsPU30oL+3g0A4MGhTyOjbjDQn3x1YWRD7UV0Y2OZnJAhks5Hb21P5P1hDUR/Y2Ycxo+9cLdEwDWF6Pn1IiQwiIl3q/1o4PD0nOXWCTFUG7TvGbfbeXAATeoetiesBEQs1dd+N3hmd+x/+wEFSZHvKZAePz9dwgyIhcvQfbSf2vuIDzkOyncfa6gM79dhdg2YndW+27h2kKxwR6Z7sVI/a7HzgS+/y9sssRCIkDp5D0V2Zfe9q5kmzD1YvRqS6MozYp8EQ3od6Zv6g6yTfNi9pL7B+Jy1r4EKNCSTJJAg9b/WB1THanqGCBya8YrM1C4n7JSV4Ol3XB6u240wwzM/G1DNwMyLzFWGMWJJ3Y99PCZc38Wo9r06q16hZ5V9++eWXX37Z2tpKAAAAA8R/wei63t7eTkTTp09PvaW5QiCAod0BAHrk5eWtWLFixYoVv3/oISNZ0qS1npwesg3StIh686KCjRgjd2bqNXXZqTk8ht2pxpqj5gRG5mQ3JoeLPJmk9G/2MKFnViOTOZCHN7Nn4p5ouLeN3bFnbMsk+RCVs7A9o7fRkp1PRKSE45vuge7eJQNntBVtRERjJtKOLaSr1N1GKSWcyDySUdCbeggHB/2ZXSdBH3LdRrR/G5syc4gTcU5JZueNMVrrU68Q5UzpmymIvehxgwfFEgEuT6oUXuyo4wolohEK9h9Kw5NFsj1VkzKup5VhUHcbebL6ZQqikZ53xsDdiHLinXOjJ2WjRuJfI0Gg3MJBTlf5xGjR2EHOuexUc0tSrMAFUXFlxS/Nyun3Lg/5iJI32k2MRXP6PREnUnSDvNmp8ylcEBVnRrS0cs+5ElKnOLkgRssqaW9FyycO2qXLcLjVRPkdVbAZTKC8UhIYMUbdvTMNcaJWQyJD7+mwMzBpEhufyGan1EPhcE5EiqJwzqOeQZJriienJ1/pcA86jkzE7lY1LWkeTbT1vlI2mXKT/PQ4WHZMzdj71BgAABwO4q8nYhMY7dq1K/WW5gplZWUEAABERGSz2aZNmzZt2rSx4yuCo49IvFLQR43VVDw2RYs36s1TnRkhJnFRJqeXXMlHamAsUNAzb2twzJE9rZFoiII+4tRvDNfRk0hR4qtRsnJ7qwwiIfJ1kuwgUeop6GjcRdkFRESt9T1j6CZsRxMFDYrYPUbsJ+jcQnJ5yODk7+q3qqZSe0PP/2VHfGPGZidBpKnHUlMddbRS/fYUHXY0TYtEErQkwzmlRm/lAqfm2lTFL4z8fOhDvpBqc0b7NtdFkcrGUiREki1FsQYXRL89K0XXHINTSDOC2aW93WQy83oSOl3tvcMeE5Eg9j5R2fjkezQMec9cQnGBmVOAx7gzyJ1JjuTVVUqUxw3w4eukQDfl90k3GDpF9rzT+r6knIixpAUgSqQndTVwHJPRlSkG8dU92eHKYzRvbqRsYooXKzjxeM4GeXFDuWXxvWwEkYrH9OaDDINa6smRKlUaLhqnD2j8B1WD2+w9fz7JIsws5IIYnjhzzx+O0JN/TPZEU2cZrgzaW5HRUzVvDkWS518YC1RMT1b3EbS5afIMIoEkW897gCjMhS8010bN2WzYqKudDE6SLT4tqClkTgstCCS7yN+RNAfEGOc8GAoRUTirSE+eoeaiLZhd2nu/bEKKzIji8CjOzGAozAVbkqPrnzOaMI0Sdu9KWeCmZhde+KObdu3atWvXrmuvvXavXyYAADiEib/61a/63rfb7c8991xHR4ff7//e974nJLlm1XX91ltvrauru/zyy88880yrj+JQEze9d7qRZdmcZCQajer64OMywGGIMeZyuRRFOZzfIbor05Bk2dc6sPtMRHJoRWMku4OCXQMfjXpyAkWVxBgRUwTRTpw53KRGBo6xygUxUFypeHLMu4bs0D1ZclcLM3QKB0iSSbIR5yTaiBHZHeT2Uks9iX0a8OZ80uFQT2sz6CdZpqw8CviIGGkK2ezkyaRIkLpayJtFcny1hcHJb5DGGRFFZbesK4KuEDHKzKGQn0IB4pzsfWorzJ4vTg8xgUSJDLW3zoCZPaEYFY+mT96lzBzSFcrMG/h7taZpPp+PJ+yXxATFmyt3NwtExBgpESKDXBmJOjExP0nqMIfVVB0eUVMkbU/RjctLnJOvgxxOMvSBz8Jtdv+x89ScIsXgsigMbL7pnPtVrnPioqQ6MuRwNzN0Ehi5vBQOkKGTr4Mc7t4GrSAQN4hzsjvJ7iR/58AnVYrG+WacIQa6xLCfJJF0o3cdJUqhAGXm9Oak3F4yNFIilKgbV3DqnOCkE+SORiHWW4Rz8ndSbhHJzt5+TJqyp7dUn9E6zH97xvEZkEfjPJpZKJLBzIKsvtkWyUaZOdTVNjD7pmXm+eecZ3bVUXJLxWhI8nfE75gJwUnH91aUJMdFSXN65VA361t948kgXaOgv6c9bxaCeTMTTnsUKRgdHH3EwJY/J9IMLnszmGHQwHF/GQtmFka8+UTERZtSMEpurRXUKAkCEUs04TQLTzoudOScvRgFtu+TKiUVUmO1qIYHdg7iTAhOPD5aMDrZ1rogGqLNlpPHmnYTI97dVucu2kieMBeIqIuLJTwiqGFyusnuJEPv99pFQiSKZHf2jIHt7yC7a2C9mGEY/kBAM/tGMaa6s2xhf/wo10SGJPuKJ+iyk4hsNpvNZiPZEeaiFOpmA/8WHF5/7mhigsG5puuy3c4owQhWOhMiGtnMIX5sdsrMo/bGAW8/pnuyGOcDBwNWc4p9x54myHZZlmVZFofQVQ0OmtgFiTaEbndweHK5XETEOY9EBh/x3fI4YURjAy9en3766e9973tEdM011/z5z38eOJenpmnXX3/9Y489lpWVtWnTphRDw8DeaW9v50MfAfKgc7vdTqeTiHw+n6IMPpsDHIYYY7m5uX6/P2HHkMOKGAk4mqptvlZBiXBJ1jzZkcIxZv8gm0BOXbF1NrJgF2kqF0TV7o5kFCr9+7YwIoehOg1FCHaSv5OiEeKGbpMVd044q8iQ4msWBE1xNO2Uu1qEaJCcHjNjwmwyiSIJAtdV3lzPutoZGUwUOBMNu1PJKuRBv615txjsJiYY2QWUlSuEfMzXwYjI7qL8EuIGKRHy5lJeEXdmcFE0mKAYFDY479sg5NypBB3BDlFTiOu8q5W6OrgSZXY7yXYSRUNyap4sNa/U482gaJh0zVCjpCrEDSKmS3JUdpKmy75W25bPSY2ysvE0djJlF5LdSZxrhhFW9cHfV9xwdjY6fK0i14kYl+1UMIrsLsY5Mc6JKSQEDWFIg6kmYosGHKEuSYkwrhuCpOlcaNpl625lukqaRtzgjBmuzGjR2MjoKcaejBVjZBeYXRRERkSkc64YFNH61cQwQ3f4WuVgp6hFiXMj6GdBP1PCzJ3JcwqZ08VFyRAknQlM10QlzKIRam8gXxepUS7ZtMz86KhJSv4oc29yy257w3bJ1y6EgmRoZOicibonUy0ez/IKbUpI0BTOBF12adGIralaaqtnSpQ4N2SHUjgmXHms7s0xo7LXb7e31IghH3GuuzPV7CKZNIk4hQIUCZGuckHSMvO4yyMqEaarzBzhlJMh2VSHV3V6bd2ttkAHU6PcZlfd2ZGCMZo7U9A1R0e9HOgUDJXZHWapjiFKquSIyi5XS61Ut513t5MgaJ5spWxCZNSkuFoeW2eTo36b1N3KVMWwO9Wc4kj5ZH04FSLM0BzdrXKoS1SjxJgmO6OeHF3T3Rvel7pbmaETY4YrgxePFrjBlChxgwuS6s0Jl1SqKYeVYUROm2hXwkJ3K4uGSNcMQVLs7rAnJ66sg+mavWaTvXGnGOgiXSNukK6ToXO7S80riVQco2UP0hVrqLhhr9vu3LVRVEKMCSQww2ZX8keFR03RUw+eQkREIjccUT9t/XyLKnfZe06yTMYEMZIji9HMgmh2oZ3rsh4VlBCLhElTiRu6aFMdHs2bL9skiXGmqywaIYeTOT1kc3Am6IahaFo4HI6/+OGGI9Au+zskNUxEumRX3NmRjPxYvZLL5TJbI36/Xw0FHIF2OeIXNJUzQZMdUXeO4uz3ThAEwWG3OUSBcZ0ZnBMZnIdVPWpwzkkkw2FoNtIF4lxVef0O1trAIgESBM2dHS0eGy0aJ6iKY/cmubVWCPtJkLSMnGhJRbRw7NDGwAYLmBckgUAgzdvVYKG8vDwi0nW9s7PT6lgGj9Nip5xCHR37vpv9YOlSGjfO6iCGjSVs5P/qV7/69a9/zTkfNWrUzTffPHPmzDFjxjDGqqur161b99BDD+3atcvpdC5ZsmTu3Llx24qi6HAMPsgcpIDkC4x0SL7AoMxrCE3Turq6rI4F0pTb7ZZlOc2vhg83HR0djY2Nxp7ynMzMzJKSEmkfpmHaF32TL/i6gYSQfIFBIfkyDGWFlCZjin+xkSZPsTqIYUvwZXnkkUcSkcPhCIfDu3fvXrRoUcItw+Fwwg5H8+bNe+edd6w+LgAAAADYb1RVrauri820IElSSUlJZmbmvu0VAABGDptA8jAGyzuARma5YYLky8aNG62OCgAAAADSRWdnZ0NDQ6zgJSsrq7i42KqCFwAAsIaNkS090h4js7Nngm/NRx99dF/2iPmPAAAAAA4loiiamRdJkkpLSzMy9n7eJQAAGKlEgaT0qHwZmRIkX66//nqrowIAGJEURVmzZg0RZWdnH3XUUVaHAwCwf2RkZJg9jEpLSzGbDwDAYUpkJKZH8mVEFr7Q4PWimqbV1NTs2LHD7XZXVlYWFBRYHTMAQJpqb2+/4IILiGju3LlLliyxOhwAgP2mrKxMENLjmjstbd269YMPPiCi448//ogjjrA6HACAA0AU0iX5MjKzL6mSL6+//vpdd921fv16TdNiC71e72mnnbZ48eIpU0be8MIAAAAAsBeQeUlt7dq1P//5z4norrvuQvIFAA5N6dPtaETmXpIkX7q6us4++2wzfx/H7/cvWbJk2bJlV1555V/+8he73W71IQAApAu32/3973+fiCoqKqyOBQAAAABg/xEYCSMz7ZEeEidfrrrqKjPzIorihRdeOGvWrHHjxtlstqqqqk8++eSFF17QNO2pp57q6upCXT0AQExGRsa9995rdRQAAHCwzZw587e//S0RnXDCCVbHAgBwYAgCpUkV5MhMASVIvjz22GOvvPIKEc2YMeP555+vrKyMPTR//vzrr7/+jjvuuOyyyz799NOlS5cuXbr0/PPPt/ooAAAAAGAvaZrW2NhYUlKCwXT32qRJkyZNmmR1FAAAB1IaVb6kSRjDkyBx9eyzzxJRUVHRK6+80jfzElNRUbFs2bKioiIievLJJ60+BAAAAADYS93d3du2bevq6qqrq7M6FgAASGPmgLvpcBuRuZdEyZevv/6aiC655JKSkpJkm5WUlFx22WVE9Nlnn1l9CAAAAAAwbOaMlrt379Z1nYiCwaCiKFYHBQAA6UrYU/xi+W1kStDtKBQKEdH06dNTbzljxgwi6urqsvoQAAAAAGB4uru76+vrzbQLEXm93pKSElmWrY4LAADSFRvBiY90kCD5UlZWtmPHjtra2tRb7t69m4gKCwutPgQAAAAAGCpd15uamjo6Osy7giAUFBTk5eUxhktqAABILo0G3B2RX1gJzt3ZZ59NRK+++mrsx5CBDMNYvnw5EZ144olWHwIAAAAADInf79++fXss8+JyuSorK/Pz85F5AQCAQVje2+jQ63Z06623Pvfccx9//PGPf/zjP/7xjwPHvTcM4+abb/7www8lSbrpppusPgQAgLQmhny2jkYWjZBkUzPztKyC2EMScTkaFH1tTIlqoqi6s1VPzsBcPjN0e8Rn01RBjzBN0wVJlZ2KI8Ow2Xt3Zeg20okbnAm6QYISEjSFBMYNzgyDCYJodxiy0xAlQzdIjdh0VSAyBEEVZFWSDdY3F89tYb8U9glKVFLDZHCy2bg7g2QHCSKXnYbsMJhgcK5qhsF5imNn3LB1t4rBbjJ0w+FWswp7Y+acOBeIO20SqVHSFCKmC6IqSETMZqiSFhW62yUymMNFThe3OTTBppCgcZIYEwVGxA1Oqp44BkZkjwZsHY1MCXNBimbk8swCiXHiZDBSuWDs28tq0xVJV8jgXBRV0U6BLvvOr8Sm3SLXudur5xapuaVqTpEhO4e7Z8YNWYsKukqMGZyos1UIdBE3mGTjsp2IGXanmpErhvxSoJMMnQxOkRCpCkk2LbdYLRhFjDEim66KWlSs38laGwxVpaCfCxIXbUZekVpxBDlcNi0s6DoJTBNkVZBs9TvkHV+JXa1ckrWiUcr4o/Sc3uJWpkZtjdVidxtxrmfmqcVjhWjItfEjqb2BqVEuyUrx2EjF0czpliJBZuhMCVM4wA3ORZuWXaBl5In+DltHI1MVbpO17CItI9fcsxAJ2Zp2CSEfiaKWkacWjKI9Fx4sGmY1m50Nu0kU9YxctXgsl2wDThiXmmttLbWkRrnTo5aM1zNzh3vOBU2xdbUIkQAxQXdlqJn5XBClrmZH9ddmYGpOsVo0Wm6qEVvrmaHrnsxo+SQtr3SI+5fIkLjOiHNiKok6S/DTF4uGbdWbxPYmIsY9HuZ0k6Fxm13LLdWy8vft3dqrvb29oaHB/L/I9VEdtfmKW8nL0uWhnjQxGpLb6myfrxbrd5Gh8ZKxfGylUTyGZxdwm90QRC0cFlprhZBfUELMIMPhNhwuNbdEd2dKasSmRcnQmb+LfO2CKDLZabgzNE+WanMSN2xKWDA0YoImyarkIMaYrtoaq8XudjJ0IyNXKRrD7Un/poSQ39ZSI4QDJNq0rHw1r2zgL7QCcVmPSpoiGJpBgirJiuTge14R0dBthsq4QYxpmiZ0tAghHwmi7s1Wc0u4IBKREOiybd8odLeRZNMKy9WxU0iSCADgcMDYCC05SRPSwPKW/Pz8N9544/zzz//zn//89ttvL1q0aObMmWPGjGGMVVdXr1u37oEHHti2bRsR/d///Z858gsAABBRa2vrvHnziOj4449/7LHHhEjQ8/WHcmu/XpyaJztwxDcoK9+jhaXqr6ijiTgnInOgBd3hCYydpmbG2lrc1dXiIoUYo84W0lQikojsREQs6s0J5I0RBebRQhI3iIg4J38nRQJERAYnXSVRpPxy8mQSMeIGBdpJU0i09Xx36uTQFVIpYnMGbS5OzBbq9jRsE3WFmEDhIBGnwnLKzCNBJLuT3Jkk9MvIR1QtGFV5ovSHvaXGvetLQYn0LhKEcOG46Phj3G4XaSoRF4Ld7qCPeG8mxGwFsebdpERpVCU5vWSzm9FKRA5mjm/f+8XPOY9oekjV+8bgVMPu7Z9S827z3FJBub2onASdYpsyI8KFIBdSpY6SsGlRT7hLNLSe++EgffY+1Wwll4dKxpBdJj1qa6lxtNQQY5Hi8cGKY7loG9KuOXdFfc5ogBEn4lS7g3ZtIU0lu5O8mSTuaeDpGmkqcYMMnTraKBjouw/dm6OcdJ7d7RZ2bqJVr5G/k6IKhcNk7DnJdjvNO5+OPLb3NNZspzVvUygUW2Dfvt69+hV11ITA6Zfr3mznxo9cX/6XxV5Kxki2k91JkZD5niQipxJyyiJ5MklVqKWWQv2i4kxgar+RXLXswsDk2Y4dGxzVX1KfSxHD6QkefUq0fILri1WOLWtJVdyxnThcwaNOjEyeGYvc1lzjWfWy2NHcZ8dMGT0pcOL5hjtzKKecccNVs9HRUMX6vAkNJlB3h9DneOWOBvp8JUXCve+xDav1rHz/3PO13JIU+5fI8BhRifrl+lQSA8yux063Ybg+esP5wWtMiZBsp+Iycrv7rq/llviPnadn5g3pXZRSQWNVmyIosiOzq3nSxvdcoW4icq9aqow/KnDaJYbLm2JbQY16dn0lv/cK1VSR203jJtH0b1BGNmUXkdNDRKRrtOEDqv6aOCdB7HeB7s7glUcx2U5BP21ZR+4MqpxGsoOIiKvkbyXOiXHq8wdpiJJSv9v+9RoW7T3tXLSFpxwfmnZS3AcRUyLetf+x12zq+2GiuzKCx56qlIzvWYfIrYcdUT+pCu35uHBEiTMh7MiIyE6PEpR1hYjI0Gnn11S/s/evhsiwO8PjjxG/XOv47H3Std7lGTnBBZdHj5ql67o5XLHNZpOQjgGAQ5I501A6GJkpoH2Kevr06Tabbc2aNVYfxaGmvb2d871oERwkbrfb6XQSkc/nw7QIkBBjLDc31+/3R6NRq2M5qBobG4866igimjt37ivPPZP5yWtCJJhgvfwSmjaXvlpD0USPMuavnBnNKSEib+suu8tFSoTaGxM+o+HJZjmFPR/lnFNnC2lRIiLDIE0l0UbllWQWm3CDutuJc5ISJwJUQYqomrf2a5JsxA0Kh4gxKhtPnmwiIpeHXIlbs6qu+8JK3KeWq26La9dXCdbOyKFZZ/XE0NVC0VDcwRMjqtlKsp3KK8jppb5pC8aIJf7KV3XDtycH5NHCjs/+QyF/z2PlE2nisQm30oh1G+KwPm1lNZwR6qRYGzHop/++Sk11lFtIZWMSP0tGbvfR87g4WGOM84xwu6zuafBvXU8Nu4iInB7KyOz9vtY1UqNERLpOTfWx3EevqcfR1Jm0eR2tXEqcUzhC4d62K9ntdNmPqLBPycbWL+jDt5P9kGU4PerEo+01m/u9RrKdXG7yd8VasJSZQ0ccT4JASoTqqvomU4hz0g2iRKc5FCJdTfi8uitD7GxJ+FB48vHB4+YTkbx7a8Zb/yAjQRdpw5PZde51hjdrkHNuGJlbPrJ1NvV/bo3am3vb9kwgm0ytjQmfiESp+7TL1aIxCXdvIyPDCCc8swZRt+DUSSDOva88bv/yIyIiu4PGjo9LK/ScRcnWfdJFWvY+DbTn/PB196plraMmR+zust1fxQVmZOR2Xfa/hjsj4baCEs7a8pHwzqvU3kJZWTThCJp5Ekk2KhzTkxbUNfpgObU1EmMkiv2uMDOyacLRJAjk76TPV9OYiTTuiPjzMfANsukz2rUlYTBK2QTfyReRILhcLpfLRdGwseQvQuI3DAvMPD0y9khGlKH6bZFg4rccE7hN7onYMGjDh9TVGr+OrtPXX5Dfn+hZKLjg8seqOxYtWkREd91113XXXbcvrxTsR+YFSSAQiEQi+743OCTl5eURka7rnZ2dVscyeJwWmz+NOtutDoKIiF58l8ZOsDqIYdunxNW6des+/vhjqw8BACBdCILgcDgcDofdbvd8/UHizItooyNn065NiTMvRMS5Z8fnghq1BzvtkkCCQB1NSZ8vM7e3iRPs7sm8EO9pkxeUUaybT8hHupos80JmQUfdFiJGko3CISKirAJyZxERSbZkmRcisomi09YvsyAFOl01GxOsyhgdfVJPDGF/4sxLVysFu6hkHNmc/TIvlDTzQkQ2UXDaRCKyEXds/7Q38+LKoMqjk20lEXexYXQ/YobuDXf1yyNs+IDamki2U+nopM/ia3dVfznozh1KsDfz0tbYk3kRJfL2ybxwTtqelHdnW4LMS24hTZ1B/k5671XinDStX+aFiE48s1/mxd9Fa1amKCEWdKV/5oVIksjtoYCvN/MiCDTx6J7+Hc21FFdRayTJvEQjyTIvpOvJMi9E5Nz8ia1+B1MinndfTJwQIRIC3Z7/vjzoOXc2bo/PvBBRZ0u/9IfdTl2tyZ6IdM3735eZluBAGJGXR5OdWYHIyxUism/8uCfzwohKRyXMvBAR01Tv2jeShjEEUnOt+/2lJNvzm3eWD8i8EJHga/esfDHZ5p6ajcK2jdTaRB43ZWTT9LnEGGUX9RZkbV1PbY1EAzIvgkjjppAgEDfo68/Ik0HjpvbfN0/wBmlrTJZ5ISK5bptj22e99z9+S0j6huHudSvEYLdTD9u05G85SeqNePf2BJkXIqqtSZZ5ISL3Wy8I3R17/eoAAIwMzOqhXnrHfBmRpS/So48+anUMAACHiMLCQnOqONHfaftwSeKVSkYTE6itIcV+mK7ZW2pkZlBeEXW3UbJSOFdGb8uHcwrvaRjoBhGRZCNPVp9HQykyL0RE/i5maGR3UjhIRMQYZef1NMvNPgXJOWVbSOlt1TgbqxLHnFdM3pye/wd9Ax7mRIxa6ql4LAkCyfZ+Dw7Wx9hpk0KK5tJC1LS7d+moCamH5XcwIzTkzkcONdy3cwp1tVNLPSkKlY1NHZ6jYXto3DSepF3dE7/Sp59ObVXPf1yefnvW1J4Ta+hxvY16VB5FxOirtT3dIuJ+6bXZadrx/ZZsWk+GliKrRXZH/KsgSWQY/bIAecVkDsMRDlKkf0KN88TvBE6UonBSHyTF4Nz0sVI8LnFycw+5dpvY2aJnF6TaT0NV/CJVIYP3/jIlCKTrlLKCTwj55V1fRyuOjg+AawJPldqTuG5jhvOTt3tOiNtDDkeK9UV/p9xUrZRU0F5xrH2HRCH1xaq8fYPo69AzcuKWi9Gg3N1Mmzf0/GFWTiVRJJvc+8lgGLTjSyJKcEGck9/Tvai9mUJ+OuKE+BUSvkOqN1NKzs2fRCYdR0SkRGjzZynWZIbu2LHBMXkaqUkyL31L6jinuqoE63CDmlJ9aJOhF7fuOuKII4goP3+/jdEDAJBeMObLvpGuv/56q2MAADjU2Doakz6WU0S+wX8glf1ttoxsIhpQHtKH3dX7f613FIOecQqcfYZvUBUiTikb/z2VOJKNAt1ERDYHifKe45EpJcZIEgVN72lq2rpbE6+Xs2d0DF1P9BM0I84p0EXjJpMgxmcEBvuuZ0SSIEhdzf3aclkFg29FXB3a7yc2rX8jvKORlCgRkTcj9YZM1yRfu5o8GMHQeweRMTuIJTzzscZ8XD1LTEEZEVH9zp67qtbv0ZJR8SODNu1OdWYZi0/YMYEkmfqP3kJ7hs6l8IB8ULK8oaEnLocxN+GDlCPZmmuG0jnXVr8jRfJFDPsFZcBpjIT2/JnwniKO6OBdFWxNuwYmX2w0eJWKLRqSGncRmeOReAZfv6V2r5Mvtl1bhjI/qK12uz71+PiF/nYyDAoGe9JDBaVERHKfz5/ujp6/hYGJPG92z386W4mIcuJekSSvY3vS0ieT6O8Ugt3kclFTzaAFQXLYx7iRdLW+H4whf0+3vjgBf99xXhJamMm++d57g55hAIARTGBpM9W01QHsFYwHBgCw/yVo1MXITlIGb84xNdoz50uKKoC+s9H1bVeY41b2HWSEm4+m/Kbq6TrBencem8mPDf5FK/T5JYQlO8BYGQVPdFCMSFWJc2JSot9VBv+aFRmLf2rZMehWAkvaAIxfMy4pEIn25LkkefBtU7wliIS+J0RVe3MWccPaxQJI3IxkPWc4tKckJC5DMbB5H05VPJLgVTB/8oo7D/Y9hz9Y67TPgezTuGZM14SQb9DVhHAg1aMJ29i9J5YRETFh0DKcZE80lItTIdhNnJt5nqHMmCOkSMXuwTlPOGm0EPINZW5OZuZe48+V0pOEMvdgpmD6fsKkCCzW89HMzsT/SSb689M0MgZ/L/Wc9lBg8DWJD/UtpySpclLUQTcV/F1DegoAgJFrJE/znA6ElStX7sfdhUIhjL8LAMBTtMY1hQYde5WIC1JPwz5FuUrfNnC//AgjikvHCERELGXzo/cH/z07j60+hGZL36ZN0sFlY0NjJMvm9KSTjKGmQ/oziFPcvEL64E2moT8Tj2vT2vYkiYbQUOQpEzS87wnplzWLWzF1OoyTphFRb4+tuIAHNixtdkphYHuVU09JSF/ansNP8F5Ncnb38cqNCXwIc3hzOdXRJZ6CKu4HPc6H8hNfwicayvuKO5y9Z0MffPghnvr1IgqFQtu2bevuTpBA4bJzSH/IiSZy5qJENhsRkcGJ9vwh980Y2mInc8BzxFJyZnYp/k8yUUyiOJSydm7mcWT74GvS4P0W9zx1ks8uSRx0U+50DboOAMDIZv4Gkw63kUmYN2/evHnz1q5du487UhTlT3/60/jx4//+979bfVAAABbTYh0xBvJ1kCeDaJDGmebO1M12TormVt8qD8nW+1Vk/kfp81u02fI3UrbuzJaMYfRkQJRob6tJG3xeM61PrkfzZCdeKdabRhQTJ5UEkRwuCgfJ0OPPzxB+uNYMQ/f2H67CP/jMBRof6le4Ftdcz8jt6ZUTGqwegbGk54SIiHQm9uZfRJFiM/7GDYwSSwTYk7wrzGFH84t77sa1GJvr409jXsrZczgfUGJjkKbF90UK7ClCSdBuT3JuBTFp/mUIF1VadoGWX0qD0fJSraM7PQlG4bE5iPfJ/Rk6yYOXNWk5CWab1oZQ+6I6vEbmnndsJDzo+lrynmuc86ampp07dyqKUl9frw8o2NGKRw/an4uItMLyBAtdGSTZyGbrSbR1thH1//zJyOl5cw78O42Nfm0OQeWL+5NM9Foz1ttZKdnxyg7d3GFeCQ1GlRzEhKS/1vY9LW5v4o+muNGX4vdgnuExg0YCADCyCUK63EZmvyPhz3/+86effnr88ceffvrpzz33XGjQK8gBtm/ffuedd1ZWVt5www2jRo266aabrD4oAACLqdlFerJBahuryekltzfVtwZj0fxRUVcmRcPkTj6eSNDX20oURLLtqec3W0GRMEXDvUtsjkE6UHiyiTFSwuRwE5lDuu75/Xywzg5RVevb5ooWjEm8XsvuPcUXrOdZBsot6skRxGd8Bkm+RDWdc4p4cqjvcKGN1am3UvgwpjuKyv1jzi+mjGwSxEHHp1Byio3UHaAYi/YdQaN4VM9/4saUjf0sb5MT/+BvThAzeXrP3bjEgb+bavoPJlp55CBZrWj/V8Gcwtwm97voaW3oyeu5vPF9Z5KVjTCWqv5rsGKTaMW06IRjU6+mZ+SqxWNTrMAFMZo3INFgdxDvU9qjG2Szpy5V46IUHXvEwOVRJqV+yxrEVMEWOeobPfcDvtT9trhNVsoqEz4UDAa3bdvW2tpqDoVjs9kGJl+i0+b01iglO2m5xVpRgnm7VHe27nDTqHGkaaRrtHMzEZES6R39x2Yn82wbAw66vbnn7ZFfSpLUM41XXwk/CcvGpQ41Ou7InixJRg6VDLJypHyiwmy9g1jFvxJ90m2iRPmJsjk2G2XlJNu/eQiRY08iAIBDG0un2wgk/OhHP9q8efO3v/3td9555/LLLy8sLLziiiuefvrpLVu2pBjNLhgMrlq16t577509e/aECRN+/etfd3Z2/vGPf1yzZo050jsAwGFNEIJTv5G4b0goQFUbaOyRKQZSCReO09xZ4awiPeAj2dE7aVEcTeWxWhIi8mYTE4mImNBTvdJS19u09mRSiiEniQzZEckpI10nUexpQrc19Az0EA2nGKfG4Dyk9GvURfPLleyiBKuqCm36pOf/7sz4Nq0ZakEZKSHq7iAl2O8XaZ5q1AaD86CiEVHYYPrkmb2/XbfWU0ttsq04sSAfxrhxmiCF7X1yaoJIR82izCzyd1JX0kGUuU0OVkwfdOche4Yh7DkhpePJk0lEpER7pv2OPWPspOXkJ/gpvmYbtdRR6ViafAwRkd1O/WcBpxWv9BtBtmQ0VUxNlX+JRoy49J+mUThA7j7DOSsR2rWViEgQKL8s/npITNJfw+FMWkog2njymbm0/NLwhBl6Zl7omFOShi0IgRPPHzSJExp9hBHXfYkxysjqk0HgpCqU1beQLf5chY45xfAkmIjdIBZiqapmgoKdE4XnLNDN2g1dp6bGFDnG4JEnGgM6W5kFL9XV1YqiEBFjLD8/f/z48fKAgp3opBnK+CNJS94RT5QCp12S+EVhLDD6KJo2k2Q7+YPUVE+7thHn1NXU++Y5ajbZnUQDqqWUSM8I0LJM44+kphpqb457tRI84+gJ/U97P7o7MzTt5N77c89O0a0vOmaqWjAqKDkMyZ70LaGpva/s+KmJx4oaW5FiXB5lykxl6kwCADi0Wd7baIR3O2KxDMuHH3748MMPL126VNvzw0hWVtYRRxyRn5+fm5ubnZ2tKEp7e3t7e3tdXd2mTZtiP6oUFRX96Ec/+p//+Z+CgoK9CwLitLe3D2UeB6u43W6n00lEPp9PUQbvjACHIcZYbm6u3++Pppyi9ZAnN+/ybvyAxY3ryYTQ+KOpcpqrq5mqvoifWYOxcNH44Kip5veKoKsZHbsldyb5Owb2oDEk2V843ibbXXq0p+WgKuRr6/n9XNdI18mVQYWje9oMmkL+DmLSwPawzkS/PUMTRHdLtbN1NzmcFA2TEiW7g0rGk8NFTCBPZr/5lcwNDcMfUbQBw1UwXfNs/9TeVhe/vtMbnX6aMyOLMUa6Rt2t/c8AI0akKrRrMxWPpqxCcnl6MymMiISB37i6wX0RRd/zscmIZ3Y3Sl99ROYYt4JIk2fSgCIInZOfi9rwfzpxR3zOqL/3fsMu+uQd6u6isjGUEz/FrO7w+I/4hubNHcqeRUPzhtolc1AMJUJff0ZdrUSMMrLIGSu64aSqPQNnRMLU1hxf0CTZ9XkLRU8mrVpOX3/aM0lN3+FCS0bRuZdT5p5uHYZOH75D278ceGK5JAdOv0wdPcn7/r9sTbv6vEoiOZ0kiBQK9DZZS8fR2InEBPJ1Ukt9vwFBDE48vh8ZF8TwqMn26q/FQFfc80ZHTwlPPt6zeqnU0RT3kFIy3j/3fO4w34fc9ekK1+fvxvWm4Q6X/+QLlDFTh3TOw/6MrR+LsSIvUyhAQV9velSUyNCpsz2+2w4Tgsd+M3zkN1Ls38lVN6lx6S1OLMDkKOtpyQv+Tu+//2yr3U5ElJ1DhSVxOQIuiMGjTooMmFApFArV1dXFPmYdDkdZWZn5BZ0QU6Oe5U/Zt63vM0TLnqewu/xnfU8ZMznFscjdzd5Na9jbr5CuUkYWHXcSVUwhp4dyinv+SLvb6eP/UKCbBCF+zuni0VQ2nhijuh1UvZmmzOyZmas3ggElaGrU+PIToXl33GItp9h/0gW6N5uIXC6Xy+UiotCOzY7VS4SQv/+6LDL+qMAx3zTDk7juVf1iNDSwBlAT5Ygjw60FmflKBX208ROK3xupzgzh84/FjvhKt+gx3wicfy0fwsDbcPCZFySBQCASGXyoezg85eXlEZGu652dg3dVtjxOiy2cRd2DT9l5MDz5Oo3ey+n/LMTiGvm1tbWPPfbYa6+9tmHDhtTtf6/Xe+KJJ1566aUXXnihPIQe0TB0SL7ASHfYJl8CgcCf/vQnIho9evQll1xCREyNOuq32zoahWiI2+xqRl60bKLu8hKRSOTQo3JbndDdQkrUECXFnRXJG627vHG7tYe6HUpA5IYQCXE1SsQ1myPqyopm5JsDhYhk2HXFxnXGucEYjwRZNCIYKhkG6ToREzwZ5PRwm2wwkSsRFo2IjDNinDFNkKKSPSraY21vUQk5upptYb+oRUlTmKFzTzbzZnPZQbKDHC5ukw1B1HWuaHpUS9WVyeZrt7ftFgPdjAzd7lKyi6N55SQIgsBysrLI4JwbetBPSog0jRPXmRgVZGJkN1Sps1kIB1hGFvPmkOwgQeSMKcQ0g0RRFBljjOmGoehGwhhkXXU27xDbm1g0xEVJzy83ikYLNjtjpHNSSYgS2+sPWtHQHEpI0hXGuSGImmGwHRvlreuFcIh5vdzl4na3llOgFI6NFo7hQ5grqg9uVyOyFhZ0jYjzjjZqq2cBH2PE7A5uk0mSddmpOz1CNCwGOpmmkL+bIhEydG6za7nFkfHT9OwCm6HaNUVq3i1sWUctDeTv4qEwcc4dLj2nSJkynU060qZGRa5zYppo07q7bF+ukXdvZUqIiOneHGXSsZEjv2H0JH24XFcl7/pa7G4jIiMzTympsLXWyg07hJ6mrMFlZ7TiaF42XtIVpoRZdxuFgtzQDZtDyy5U8srltlqpo0mIhg3ZoWUXRconGg436bp992a5cacY8nEmaln50dFTNLMShBsZzbtsNVu09iZiTM/Kj46erJaMj38tutvtWz61tdYxJWK4vGrJuMjEGQlHjU1+yg17e73c0ShGg5yY7sqI5pVrDrf76w/lllqmKiQw3ekxMvLEzibB10m6Zthdasn48OTj9WRVaX0I3HCQJnFDIG4wppIYZZIRl/XjXN6+Qd78mdjRTIxYZja53SRKht2p5ZZExhxh9O/GyDlvbm5ua2szrxYYY3l5eYWFhWwIPwZKdVXOde/b6neYU6rpGbnRqcdFjpzNhzA1GNNVR1utY+17wuZ1TFGooIjGT+FFZVQ8hnuyyW7XOeP1O6ixpufNSYxLsu7JVHNLlZJxdi1i06Is7Gf1u5iuUkYOc3m57NCcnqjDwwxuU8M970lJjto9mmS3Neyw794sdrUS54Y3RymfGB01MZYXiyVf/H6/EgraazbZGqvFSICLkpZVEB0zNX6UHM7thupQQ6KuMF3njDTRFrG5FZuTiBg3HFrUZigCNzgx3lJH7U1COMAZ07250ZIKNaeI6Zp9w0e2revF7nYuiFrxmOjRc7TykdcAOHwg+QKDQvJlGC6YnS7JlydeOxSSLzFtbW3vvffeJ5980tjY2NTU1Nzc7HQ6i4qKioqKxowZc/LJJx9//PHSEKZFhL2A5AuMdIdt8qWxsfGoo44iorlz5y5ZssTqcNKaeQ2haVpXV5fVsUCacrvdsiyn+dWwJbq7u3fv7ikJcTgcpaWlZg7icNM3+WL5183q1aufeeYZIrroootOO+00q88N9EDyBQaF5MswXDgnXZIvj79Go8fv+24OsqTZk7y8vAsvvPDCCy+0OkIAAAAA6JWZmZmZmenz+bKzs4uLi4UhzIcNB9quXbuWLVtGRMcccwySLwBwaBJY0pnjDrL0iGK4ULoCALDfZGdnP/7440SUn5+/zzsDAEiquLg4NzfX7Xbv+64AAACGJH2SLyMTki8AAPuNw+E477zzrI4CAA59NpvNZrPt+35gfznrrLOOOeYYIiouLrY6FgCAA4PRyJ1pKB0g+QIAAAAAsE+ys7Ozs7P3fT8AAOlrJE/znA6QfAEAAAAAAACAlASB0mSUsZGZA0LyBQAAACC9RCIRm80miqLVgQAAAOzBRupIt2kCyRcAAACAdME5b2tra25uzsrKKisrszocAACAGGRf9kl6VA0BAAAAHPYikcjOnTubmpo4552dnYFAwOqIAAAA9mBCT88jy297JRgM3nLLLWPGjPF4PCeeeOLixYtVVR10q/z8fJbSunXrzDUXL16cbJ2tW7cSKl8AAAAALGdmWxobGw3DMJdkZ2e7XC6r4wIAANhjJA+4W1tbe/bZZ2/YsIGI8vPzV69evXr16pUrVy5ZsiQnJ2df9hybfHDnzp2p10TlCwDAfqPrem1tbW1tbVtbm9WxAMCIoShKdXV1fX29mXmRJGn06NFlZWVCmoxrCAAAQHt6HaXJbZiuvPLKDRs2nHjiibt3725padm2bduUKVNWrVp1yy23pN5w165dgUTefPNNIjrrrLOOOuooc80dO3YQ0dq1aweuPGHCBELlCwDAftTS0nLssccS0dy5c5csWWJ1OAAwAnR0dPQteMnMzCwpKZEkXKGNMI2NjVu2bCGiioqK8vJyq8MBADgARmzly5o1a957773s7OwlS5bk5uYSUWVl5WuvvTZhwoRnn3128eLFo0aNSrat2+0euDAajd5yyy3Z2dl/+9vfYgvNypcpU6Yk3ISGW/nS3t6+dOnSp556avPmzZxzq88hAAAAwEilquqOHTtiBS82m23MmDGjRo1C5mUkWrFixUUXXXTRRRctX77c6lgAAA4My4d66R3zZXg5oJdffpmIvvWtb5mZF9PYsWPnzJnDOV+6dOlwz8Tdd9+9ZcuWhx9+uKSkxFwSiUQaGhoKCwuTZV4oReXL8uXLly5dOm7cuNtvv91c8t5771100UWxWvrTTz/9pZdeyszMPGivNQBAmrPb7aeccgoRHXnkkVbHAgAjQDQaNf+DghcAAEh3I7byxRwTd/78+XHLzzjjjFWrVn3++efD2ttXX3113333nXHGGVdccUVsYXV1Ned83LhxKTZM/B2/aNGiBx98kIiuuuoqc4nP57v88sv7jmLw9ttvn3nmmR999JHVZxIAIF3k5OS89NJLVkcBACODzWYrLi5uamoqKSnBr1kj3aRJk6655hoiinX+BwA41DAaocmX7du3E9HAPqFlZWVEtG3btmHt7aabbtI07d577+270BzwpbCw8L777nvuued27txZXl4+bdq0n//850cffbS5ToLky+rVq83MiyzLZjRE9NxzzzU0NBDRo48+euqppz799NP33XffmjVr3nrrrTPOOMPqkwkAAAAw8mRnZ2dkZIiiaHUgsK9mzpw5c+ZMq6MAADiQ8grJ5Un8UHc7RSP787mYQPnFSR8VhpcD6u7uJqKBsxqZS3w+39B39c4777z33nsXX3zxtGnT+i43B3xZtmzZsmXLZFnOy8vbsmXLli1bXn755fvvv//mm2+mhMkXM/NSVlb23//+d+zYseZCc+TIb33rW9dffz0R3XvvvRs2bHjrrbeeeOIJJF8AAAAA9g4yLwAAMDL84JdJky+P/5a+Xrc/n0t20G1/TPooN4a1s0gkQkRerzdueUZGBhGFQqGh7+q2224TRfFXv/pV3HKz8iU7O/vvf//7ggULZFnu6ur69a9//e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)
It’s also possible to focus on the connections by ignoring the signal/gene
locations and focusing only on correlation values by adjusting for symmetery.
This is typical approach used for HiC contact data visualization in such
tools as for example JuiceBox. This can be activate by using the corresponding option:
plotCorAcrossRef(inTadSig,corData,
targetRegion = GRanges("chr15:25000000-28000000"),
showCorVals = TRUE, symmetric = TRUE, tads = tadGR)
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ryvK5CnUgRqO9dFiXiRmzUwnnY4CRKAwfWDeqmXxucLztVVbdt29bR0REIBPLz89mwDwy094lckOi7+PkD+w6n00n9J3HPTlY9YURj6QyPB8Oso6Mjm98Xl8vlcDiIqLe3V03Vhhn2TYyxwsJCr9cbDqee2AIsAmM2WZJEgTFmmlwzjHCqziP9ykqiJDDGyDRJM03VMBN8jHAl0GPzd0nhIOMGFyTd5gy78tWo/hcCcZupyYyLNicpChdE3eSapquqmvCjiXOb6pfVgGDoxDnj1qAjzLS5KKdAUOxEZHKu6rrV64QZeqHuo85W0kKmw005BWRzGaKsMUE1OakhJdAj6yFBDwsBL7U1sY4WHg6asl0tGx0avZ+RnzpAkbrbHO3bZMZJkrkgaI6cQEGlKYzUOf5EQVBkWRJFxsjkXNU0NY3TQ2DMJgmSKDBiJueqbqhDMNTLQIwxmyTJksCIcc41wwjr+m58rblcLkVRurq6drnkLpLDfiXsEw2NiOmSLWz3GP0bszDTVFq32tvrRT1IxEzFoRaUBYtquJS0FRXn8vb1yuY1oreLBFEvLA+P398oSNGfbhgIgmCzKZIoMcZM09R0LRxO79vcNG29rXZTF3Pzmd3FZIVLMnHOW7bx9mYeDhiCyEWFGInEhYJS8hSYdqdBgmYYqm5Ef4CIgV5bR70U6CVuGopTLSjX8uIcGcnUFDUocZ04GYKoyg4tquWa0+m07kbS/7pRVL8SDgiGyokZsi1s9xg7dsgYKcRlgayhvzk3yDAEzolIJyHMJIMJRKSIgiL2DQ9ucArrpjFI12ydnZ3Nzc2RFKmmpiY3N1V3UUjFuiDx+XxZfl8NGVRUVEREhmEMw9fNntcTRjSEL9kI4QuMdAhfICXrGkLX9e7u7kzXBbLUsIUvMELtRviSnXRdb2ho6O3ttR6KolhWVlZQUJDpeu0NEL5ASghfYNiM1N8AAQAAAABGup6ensbGxkinGI/HU1lZKacxJzcAAIwsCF8AAAAAAIYbGrwAAOxTEL4AAAAAAAyrYDC4efPmyAgvHo+nqqpKknBlDgCw18JHPAAAAADAsLLZbJIkGYaBBi8AAPsIhC8AAAAAAMNKEITq6urW1taKigqM8AIAsC9A+AIAAAAAMNwcDseoUaMyXQsAABgmQqYrAAAAAAAAAACwN0P4AgAAAAAAAAAwhBC+AAAAAAAAAAAMIYQvAAAAAACDyTCMhoaGtra2TFcEAACyBQbcBQAAAAAYND6fr76+XtM0xlhOTo7NZst0jQAAIPMQvgAAAAAADALDMBobG7u7uyNLQqEQwhcAACCELwAwQgnEBdMgxgwm8kxXJiIUCr366qtEJMvySSedRERMC9tbt8q9bYIa4pKsuwu+7Ayt3byNiOYffNCY0kKloU5ob6BQwBQVLacoWDmuV7C9/vrrRFReXn7wwQcTkU1kdiMs+ruF7nauBonzN1asafRruivvhJNOVhQlug6Mm7aupoZ1qz//eiXp+v7VpZPKiohz0+7UCivCZWOU+g22betEX+eTy7/hguAqLD7y+2fQqImyKIqMOOdmdzt9+6XY1fJlV3CjX2eKvOigOYUeNxcEEiQmiFwUOBMNQWr2Bt/45DNOVFtbO3PmTKsCshqwhf2ioTIiHvS/+sab3l6v6PKccdr3uc1hijZNEDVBIn8PaWFR15q+/HzlihVkagfuN6V69Bg1p5gzZvN1SM3bBW+XYLeHnZ7/fPwViWJxcdGChUeE7B5Nsscc+U8++aS5uZmIjjnmGJfLRUS2YK9900qxrZGFA9zu2p5f9fG3m4ib+00YN3XK5LBkC0oOTix6Jy+99JKmaQ6H47jjjov7/n7zzTd1dXVEdNjcmTUKl0JeZhimrOimwD77SFn9ea8efq0zyG2OmorSuQcdpFZPDNdM4oIYvZN33323q6uLiL73ve+Johj7HJzXr1/zzZdfCNycNXXyWD1I61ay9mZm6EwSSZa43aG68p5a3yiooUI9cExNCWvv5L0+MgzucOljJ4WPOFGvHf/Vso+at2wStm09vqk5r24z8RDl23muk+fnGWVV2v4HN0vyJ++9LajBCVVl0w6YpZNd/ugd5ctPWG83cWaUlKkLjn7OUehnoizLJ51wgvLFR8onb4sNW4nIrKhRZx4kb/3uuw/eWtvYRpp+SJ69qrAwPP8oPnas5OtgPd2suYl8vd6Q/nJTt15cUTpn3mG5krR1veDvMZ0evWZCaNZCM6+QGfqyh+/tXLdKUEPfP26RvaqGu/NMh0tTnGFnnrhqufD1su5v1yxv6jDzCicddcKY4xYT6/euid4u+5Y1/3npJa7rntzcRccdH6qdyhVHzHH96quvtmzZQkQLFy4sKCjot840bW3bvJu+feeTT4mx2jFjpx22yHDnOzd9rXg7mPU5IyqmYb7+8ivethZmGmfM3k+tnRycfaSRVxy9p/Xr169evZqIZs+eXVNTQ9y0eTttvnYp4GWGxhkLcvHpZV9r7vzCktJDDz006n03lRXLbF9+KLTUf1Tf0hBSSRRPnFDjzC/QayeF5h5h5hVFtm1sbFy+fDkRTZo0acqUKXHP1Zf//S/D57U5nceeeQ71PwPlDavs77606rNl69u7SRAWTB5fcPjxofnHcIcrerOenp63336biKqqqubOndv38aKG7JtW2T94Vfj6c9ba/roqdhaXUknZD378E6FmAuXkGSTwdV+yLWvFrnbq7tjQ0PxFY6fpzp1x0LzKY0+1nkIwNHuwR9aCzDQ0zp58831NceQVFB1++OED/zsodau+euHp+s2biOioA2c6D5gfnjon5hU1Nzf/97//1cOhyXn2uaU5QsjPBVH3FITLx+ieQmub//73v8FgUJblH3zvJJssSpJCAuNEusFDmqZq+rfffrvu27WyqR86Z2ZNeSnnxBs2Ucs2we/ljBl5xV1Fo176cjXTteptGw/vbBTrtxGRMXps8Ptn6zPmWM+ybNkym80my7L10Ol0VlVVDVbywohEgRGRYfLs+dYDAID0MY4P8OzT0dGRze+Ly+VyOBxE1Nvbq6pqpqsD2YgxVlhY6PV6w+HwoO9cMVSnEZJM3XrIiVRRCUhOg2V+EKumpqbp06cTkdvt3rx5s62jwV33BdO16G2u+deL//v0f4nombtuObVEpHAoZier5cJpZ11ERIsWLXry3//OEU3J10ntDdTbFdnm0F/84cNvviWiDV8uz6sZG1kuBXo9W1aKavDB19+/4JZ/ENGfTz/mdyce1rfa0CkQIEYkCETELv5fIppQXvzd8g/JurXjnJa/QV9/RKPG0uwjLrzmhn8+9RwRfXTv/5s/fQoRI1khl4ekvnuJj75YseCsC4jonHPOuf3225lpeLytihogIjJNatlG3u4Jl/7PhvpGxpjZuKmvGoz1hR5amBo3/fn+x37/j38R0YNXX7rkuCNIFEnXaesGKiwldy4Vlbf0+MrmHUVEh86Z+f6/7iMiVXZ4XYU86h0/88wzrRvFzz//fMyompyt30hff0RqiIioaiwdcOgzL778g0uvJKJrLvnJjb++lIi4IPU48nRxZ3RVW1vr9/tLS0ut++eBfv/73993331E9Notfzhm7v473rBv6K2XyeOm8RNXhvn+N9xHRKfPnvLkT75PRIbT4517vF5QFtnJEUccsWrVKiLaunWr0+mM3r9oaB5v6z2PPPaLG24horuOnntpkUSMyO0i2868yR9W3fe+TkQHFLi/mlpMutGvlk6nce1NZ99011Ovv01EX4vCjGnlVOzeuUFBPs2Z89rm5uP+/jQR/fKwmXeMLaC168kfIur31VOxrrNJM9wuV+eZR8prVuxcYbdRSSExunb5+j9t7SKip6eWnnbgNJowngRG7e20eQuZBhFt9IfHvbaaiI6vLnrl2P2jd85FKXTIccq3Xx7x4MsfNHYSUfMbT5YW5Pet7uyg/zxKLU1E9NC2zvO/3EpE/zu14srFx3t/fLXpzrH24Vz9sXPdZ8S5cMlNnNP4kvz1S3/KFZt39jFq5fjop/vVr371+OOPE9HLL7984IEH7jzm/p6ctR+J/p6P12065A93ENEFRxz0wMVnkM1F0o4fqNQwbaujrZsm/PONDd1+IuKXnUxExITAwsWBeSdE9nbHHXfceOONRHTXXXed+/3veZo3iEEv6XrkwLZ29ZSe8mMimjd75gv/fd1aKHS25fzfUqluLRGRzXbCp5tfbegkog2nzB7ncVjHKnDyecFD+p7o5ZdfPv/884nosssuu+aaa/q9+5zbP3/b8eEr+bc+4dWMMqfSeMEx4QMWBBadZjo9LBxy3/9n29fLSJYu+3rbHRtaiOi/CyYcW5bLHS7vBb9Vp86J7GnNmjULFy4kopNPPvmBBx4gIqWhzvP+s+zdt6mtk1SDjj5q1uNvfrW5noh8Pd0ul4u2raMPXyDGaEes+fdX37/0368T0Z0Lp1160H7eE88Xq2udva1sxwEJhEKuOUcR0YypU9567/3olyIEvJ4n/ybXrTrz7VVPbmwmohWnHrR/oUcvq/GefblRWEpETqfT6XS+/vrrxx57LBH94thD7lxySvROQhXjfRPnkiBOmzatubnZ7XJ5O1tJiP3pUTeM31999c1/vYOInrrnjh8cdiB9+jb5eqK32dTePXbpP4joOKf0alm//7lGTW3nXY82Gryjo4MxRkSMsdLS0qKiItY/K9w9ksBcsigLO3elmTygmZpp7vnO93rWBYnP5wuFQnu+N9grFRUVEZFhGNZPI1nLqieMaJm/VwEASJ9LD+RovkjyQkSMyGaoeeEeOWphNlC6mj3fLY9JXoiIItFq3dcDkxcistevj/ydJzPJ20mt9dHJSzRP/bdSsNf6Wwz7czd+KapBIqKgP3ZTwyC/jwRmJS87OdwU+VF9+Wu04gOqqKGDjiYiCsTshJMWpu4OCvpi9s04J85zepr7khciatxM3m7KLyVZ6b/pjvsyQ6ft6ykU6LdWkogTbVxDRWXk9FBJVWxx69hqwRxfW0xSEDm8udvWSF+805e8FFfSzMNIixMCMlPPC3SKe3jarFtD/32OPC6aNIWKSwauFwPe3I+fF72dKfckcCO3t1kyohLtzjYiIrc7Onkh09h5CoXV2ORFEOiXvxMrKmnV2r4lk0r6JS85Hpo3jxxRDUNaW2ntevIH4xxPzomIhUP9kxeZigtIEKilfefC0lKaNIEERh0dtGmjlbwkx0zd8clrYlcb2WNbqVDAT//6h5W8xJDXfplzx+9J14jIuepj57ef0oDfKpgazln+stKyJfUxDwdyV74j+vvdYxPnZHf3S162b6TNG+K8KG463/2P45NX47w6Xctp+FYM+EjX4p6oohq09bYREQv6c2++YkfyopDbGWdvhu567gH7J6+leD2mkfPE7e7nHxA7mneWDQfty9/Iu/N3Yluj52/X21YuIzlOq2cW9Ofcc4O8YVWifcvNW3I+/A97+01q6yJ/mE44nmbM6Pffc9Nq+vAlYgJFNyhTdjb6YKFAzrfLXL0tLN4BEUzNFox6I3Q956G/yHVx6iM1b8v9558Ev3fnov4pSTR74wbPt8uiXicbmLwQkaSrSuS/XjhEH/03zj57exM9S687t279d52dnVbU4vV6x48fX1xcPCjJi01keTYpOnkhIllguTbRLuEyHgBgJEG3IwAYMWxG2KHH/+WKEc/RfF22XJMG4WJ3txUWFj7++ONbtmwJ+P2ujV9RvCZsi+YeoIzdj7aum1JeHH8nbufSUxaFqidNnLG/4O+ikI983THbXHD8EUfOmkZEHruiNNd1j55JRK6G75ihERFp6gHlBUtPOZKIFkys7SsTChBj0V02/njSobxiTNH4yX2PO1ro609IsdN+c0mQqGPb4sMOqikrIqKa0uhYgZO/l2SZJNuoyvKlv7yYiKbPmGEPeeXIu9PbRQEvMYFqJ/3yx+d3dHX13YQw2nlj1tFEmkpEC6ZPXnr+GUR0wISxRIza6kmxk2KjvEISRSJyuxxLf/FTIqqtqohUQtbDdjUQUvo6SvzgBz+YNWsWEZU7ZfGrzyjyg/DcRVYKM3X82KW/+hkRHTp3VtRLMT2h3m5nXyeUyy+/XFVVtzsqqujvmIULKvVeIhpXWUZEpOv0+suU66GCQiooJKKyHPfSkw4lov0qdh4xpoVd33zQO3+x9XDJkiUtLS1EFOmbYHEGugVTJ6IDp++39OQjafP6Aws9pMjUr88CJ84VUVg6dzy1d5YPvImddxhNmkqffnF6Y9MUIsqxlxX160tC06ZZscL4kvylJ8wnv/+gjhYKxG+hdmWx00vMJkfd4DGiHA/l5dDGLUR0ZL5DZowkaeqMSUREpklbt0ZXqkCRl84cQ4wm5A7IFKyeI5J8wVmnHtHWRUTuSCT0wZvUu/OcPyDXsXRyOREtKHQRkbR1veP9l9W5hznXfx7ZZukJCzjnha4dezBN15dvqcdeEIkajz/++KqqKiKy/u075ptXClZYSVRTXLD09OOIaObYGop0B+NE/m6q32I9+uUBYzqCaswNteuDF8JT55q5RUR08MEH//a3vyWiudXFgq6REds41O2wL11yOhGNKit2NW1QPYWOV/8tNm0nIhIYOZ1EdO6YkrlFHiIqtPU7Q1wvP6rOmGe6ciZMmGA9i9UtcefLeesZZfVn1t+/33902DQ9O3IWobcz974bhLr1ZO87nY4ry81XJCIa794R7Rm6+4m/df3hbmICEZWUlFjPMmnSJOKm+8s3ad231OuloEq1tTRlCjF28SW/aOzoIiLF0OjT1wd++s4dU2V9EB1Y7CS7g2YdErOBIstLf34BEZUXF7q9rarNbXXTc3z2ltTQ11buB2NKJ+e5iKjc2Vd5obvd+fYzvpPPtx6OCzYvPe0YIjpwfM3A09jWvClUPvaKX1ziDwRsTtfADYhz8nYcecjBsiQR0VQhSOHgwK0Kvvpmab6NiMbL/SKPUHHpysuus6qtadrDDz88adKkefPm0WCQBOZREl6ru2VRN7luZm9baQAAiIZuR9kI3Y5gpBuibkf54W6RJ2tlHRDtAdmZ9v6GkNzdkrvmw/jrRk2i/FL64IXkewiOmqIcsEDsaqaOJvKmaAfbNXY2F+WCNe/3xT29XeTv/yMtN6m3l0ShX7MXUaTv/4ykHb9dL3udVnxApZV05KnU0xG7h9hXaKPcqOavjOkml/Qdb3fDJvL3Un4xTZjZr1SkwxHntPEbMvq3OhFlYozWfkkVo8jmpKqxlPR3Y02y9XhKYxbm168RP/lv34OCUlpwEoUDlFSnp9RkIqXB1brJ0VG/8/H6dfT8k1SYR5OmUEHSxsCMdR53oWl3JdyA88KubSxyev/9T9TRRkTk8ZAtqnEBN8i60QqG6NuNcfbzuz/SpP3od3+k514mIppTQ3lR7UocDjr66H53yJ99Qd/VkT/OreaOIjaK/sldkam0iCSJmlp2Lhw9iiZPIiLq6qT1G/oVVxRyJ3jVVvY0ajwdeWK/5aZBf72BQomrRKRXj1VPOdf57fLk71fPYT/QSmoSrWWmUfDxsyzmJOQmOdw7hxTRwrR9M21cl/yJ/IefGpx3fL89b/6K6RrpKb4ivVVTXX+8VOhsJbKavbiSb+879aehecfEfznhYMGfLmbJn9HrIyNFo6Tu39ymj54Us1Buq899+3F643Xq7CV/iE4+ifabSkUVdOiOPj5fvE3rv0q231CITKL5R6U4ILnlYUcuEeX97fdS05YkW3K7s+Pqe5w5OU5To1ceSL7bcOVE27S55PDEtvvrWx2k7ta+v3WdXn00TiunQJD+8QgliDk2nvajbcd+31G/RfH2GnPmFRQU5Obm0mDIsUmKkOxjUDXMXjV1Q7N9GbodQUrodgTDBi1fAGBkEE0jefJCRIqpBdLb21CT/AmbwZM7j3o7Uu8h0CNazVjUYOqNQz5TkHY2tBnYy8YwiHjsjYc7b2fyQkTtTUREOXkk2wZ2LIqlhYmbFBl1hXMx+q7P6kzkzElYXFdjkxciYoxMk8JBkhSSZUrVYl8y4txnij1Rxza/JOXdLxFJhq5KaYUvUqh/P6zmxr4eHE53ipKcSz3tauLwRTT1ncmLFu5LXogopmKR/wHBBHcRNaOJiNZ+1/fQ03+kz5yc2LYJPd2xHZeiMUYxN36yTLJMwf7nZM6O+0z/gP9/YoIDG9lt0YD2X91dyZMXIpLqN5tdLZSK1N2aJHwRg1428CQks99grro+oPNdvCdq2dZvz2qQcU6pPq+ISOpo6kteiHZ2dEqyfcPmRKvkutUs5dmuKLHv3cCn2L5xYPgidbeSYVAo3NemrLSUiChqDGCqr0vx1HY72VP9NyGS9HCYiEwz5pAOxEIBsbuNcnJ25iaJyVwnxuInL0T9PiV83fE7zbV3UuIGJqNf+Lets6PyvdfUI471nn5OyvqkT071MaiIAmNGFv9gBwAAO6GzKACMDCKlvpNJZ5vh0df9Jy5JJl1LvQfO+sIUI/VlNTP0freRPP7gHbGdVGKGU7EGSZFtZBqUzjiO/bfpN46DddspDriZZPHL7lxn/Syf5DZp51P0DTTT/6DxfvdRio3SuClhadwk920ZM0BMONyXEImpsxumJWsF1q8O0e3FYm+9drwcI16dGesbP8Xn6zuiYv/DqMixRTQ9/tA5iQiMBBb77JExRAa2qkj0o33kOQeO6ZNOczluMi31j9hMSxZGsPj/DftXmPM4KeHAMv0Hb2J9d+9pnHvB1MlO/ydKGC+L3e2py6dzosarEtPCpBtk7vgfZ3WFi45uw8lfCCeimCmK4j+7aZL1xqXxEcSskFdLHbAygSXrkBr9vy/R3pK28xU0teqdV5hpiM0NKSuTPoGlNWiMkNHOtgAAkD6ELwAwMqT3y162XIOacuK5RcMhGjAPbpzXK4o7BsVI/Xu4KSk8+hkH3uRYTVRiDk+w/42cy0NkjdS7O4cxeu6hvtglSdwwMJchTpyTJBFjxM2UnSOIkcmEmGyCM8ZtUcc26E8d4hCZadwT9m0p9k8K3O6+H8PTuP1L1ucopg5O185qx9yCRl5v3LOC876hUoqtuauIYvojhAa8I3YbJevUMOB/nWGSYca2x4nsduBIrilHoxjYEMOdun0ElxXTkZNyM9OerBOiKdtT7oEEIe6Qz7G7cvWrDO9LJVL/PzLzC3e+p2l8xpmevGRVTX3g0niK3II4C+0ukqW+6I2I/D4i6tehL8Vkc4yISE0dq1n/EbjNztM57NbRsKfuamqaSaOw6CF47QnOCmfqD20i4ml/mAwivkv5KQAAZA7CFwAYGdK5Q86G2aYtWm5xwnXdbVRUlnIPam6JJkjEWOpbC8Z0V57uzOWRWwhlQPQjin2deqL5eyi6e1TFaCKini4K+eNOCBLzpNERD2eCJkfdnFjdcHoHTPETeX5J7jeDT/Ru3TkUCpCupWxxoElx9qAXVu28m23ZFpkVO8kr0UU51TY7ntHVfxyH2jEUVomIenuSF+SirOeXJtnAFCQjcswFkarH7HjKmNYZO16a2xm/W9a3a4iIIoMKd/XP1zo7Y1Ot4uJk6R4fkP6oKqkq9Z8hmzp3vNE5AwIRPcGbGEkBmgb0LvHkWqMXJ6FNnKGVVFEqWnF1krWG02PaBv7nEvo1TJMU8qROebTafv10dNluihKlMZCQmleq107csZfUDeK0cdMSvpw0PlWSdTGzMKaNj/MUWkkNCQLl5vTlblu3ERG1RbXyyMlPsWfOqa2JUtF2vCPa6CnJtzQKSs3cQiKiooqUbWpUxcE5p0RTm0V/YLrz40y/RUSlxZRG50TD6vc3SMw0xv/jaSScAACQJbLlRgUAIIU0+oYY6Q2bOgwMZ66WX0YU7+fWtnoSBKock6Q4l5Rw9cSgbpLNSe685L9ph3NLTVHmjIWKdtxqOt07iux4esZIscUZy+C7qCmEJ+5Pdid1d1DT1tS/2Ztm9M1/0OYOOvN2rs0rJsbI3ztgqOCow5E/YGJmq3rFFdTWRJyTtzt5FYJ2z8CFgbwSKt1xHIJ+6mpNPnZMyObiabf0CeWU8ug2O+WVVF5JqkZNDcnbFITGTONiijwr6IhKdg46bEfJUL9TKPJaZIny44UCb75CnNNZ3++b1GZb/+NvGLR1a78lY0aT0x7bOyma1v9+VTcoFCKbTEpUw4SW1r4GLC5PbLsVTU/YiMnqu9TWTG3NsavmLkhxrBZ9P1wzOV50spNaVmvkpAhxglUTYxcx1q+BhiRRTj65PUl2Ynry1UmzY3YSyisjUUjeHkR35urO3OAxp+08VknDEaOkUp10QKK12ugpqRvpyEryE1Xdf55ZGCclNNx5auU4mjCBRJFkkb5aQYZOvh5q3tK3hSsvxVObJm2to55kc67rkl3bMX9ZcP5xyfe3cwPZRqOnJtmSC2KockLQSNxCTVJ25i+M0ZjYvZlMUG1O2n9qv9Gv4zFmz6VBZep6qg1SZ3YAAJAlxKVLl2a6DhArmGo8vMxSFMWaITUcDhspuwbAPokx5nQ6VVUdrDPErgdzNR8JQvLm1VwUw0LqxurDQ8spsrXXs4G/tXKT/L00+UBq3hq/Yw5j3hkL9dxig3PRZpcMnUSRAvFHwDVsrt6qydYPv7orT/F1CVqImECSQqH+HYhEiXSt3yi5RNTVQgWl5MknIpJkyi+lum+oo5U8OSTbEsYWnJO/l/KKrP1rks3vzDdEmYjL1kgckkxMoICXvF1UWN5vpAm+Y85pm5PUYN9AMzvWESOyuyjkp3CIRIFsDpLiN0sJ2HPDtjgdeUxRFnLzpaYtfTdaLdto/Iz4I2gSGaLideTtQjcrQTQUp80bNbhGTS19+TkRJ9Ok/IK4hfSCMt/so1L+OK9LimSofaMsF5WSz0tN28katzWSdFiThVv3z24ndXtjo42uTuKc5h5MpSX0zgcU0ogxyo8KKTo6qbR0Z98KRSGHg9pbKRT/vtT05KnzDpe2bdq5SNWICVRUQF5v3/9HzqmnlyrKSBDIk0Mdnf3ay+g62eINn8yJJJE4p5YGGjOx3xtdXkUtTTtHHe4veNSpoYUnkSgZecW27evjpgmm09M7bzGXU7R70j2FUm+HGIr5z8WJ85094xSFZIW62uOOQsIlyXv6L40BSaJud8shn2gmbMBlinLvqGlclI3K0WJ7s7R9445jpcT9f8dtjt4Lf2/mJYyT5J42e2MddSUezDs3T5tzmLhmRaK2TkZRmfeia/t13IuilVTZuptZdzv5fOQNkNdH48dRRxNVjiXZRnVfk9+b7FiLErU2m14vjZkU9/8bF8Te/KpI8z2zoJSFg/L2DXF3pk6e7T/2bGJMlmVZlqm40mzYxMLxr538k+dp+aU6ZzIZoiDE/59os/NQgFnnUn4JdTZHPnJ7Hbkra2Z35JSWuTiz22hz4pGAqyvNY49RK5IF67vKaYaYrCT+jOIU9AdZum339k2RCxI9VZIF+yyn00lEnPMsnxLL6cyKCT1hTyB8yUYIX2CkG9zwRTFUj+olSjpeIyMSGOMUFNMYx2HI6Lr+3Xfftbe3h0KhnIKicHG1GPKJ/WcO0l25vbUzQo4cqWqMEPKTrzt6reHO8+5/RGSKFtXgZHfKNhuJIqnBfiECY+G80t6qyTzSa4YJ4fwywdCloI8kiWwO0sI77xgZI8VmKC4hHCSKmvJ5+wYSRSosJ8Yor4gqx1DDJnJ7SNdIiXcfaCUvmkq5hVwQQza3z1VgNR7RFKcpSpIeZpyTw0WKjXzd1N5EDle/zlOMOAmMEbnziRiFAzvvnznngkD5RSwYoN4u4iYJAin26GqYTPC7CuI2e+k7aHYPLxsl+7qYv5d0jbaup4rRsYPvMqbaXL32fJ7OgJbRb5DNqTnz5JBPsFISh5OmTKetm6mpgVSVcnL6DWfDhNCY/byzj+VSOndHLKy4iEgywoyIxk8hm4Mat1IoRLpBktTXmqkvfyESBCrII02LyU0Mnz+8/8HinP3Z1Em0cjVtaaGwTrk7mreYJtXXk8NJuTsazuTlUUEB+bwUDMfkC9qsg3v/dHf46MXc4ZQ3rOkbv5ZzCoZIYFRYQLre17EoFKK2NsrJIY+bCgsoGNw5bi7npOnc7WH9IzCtZoL3rF+RJElb19PG7yi/kDw72v4wRpP3MyWZNdVHhxemO8d/2k+Cx59tnQ+GO08trZE6m4V+w9AytXJc77zvmc5kzVV2ngaloxg3JW8n23l6MFMQORNZ39EWyOWmnFzy+6j/wLpGSWXv6b/S47ZiY0z1FDLOJS3EBow4orkLvKOmGdbYT4ypM+dx2SZv/o6pYVJVEqWYtkha7aTeC642KmqTvBSldZsS6CLOyRtvknhPDk3ezywuC8w6Ul67gulq///aTN1/nven15k5eYn2z2VbeNRkMccpejvJ10sNjdTYRCVF1F5PrhzatIpMI344zogEgQSm5RT1nnB+OKdI0sJi/1RaU5y9+dWG1C8618ZNM125Uv3G6IGTuWILLjjJd/ISK9LtC19EyV9UbQZ8kr8n+lAbDrdv6iHh0r7jppqM6ZrMiAQx+uVzzgNhzWcKIjdFbhJjVDWWDJ33dG0vrF1bOV2TbGHZLoos1yORYVBjc5yXWV5C3zuO2+zh0fulPvHSwzh3mWEydJLiRnKcgn5m6iFBTr/53j4I4QukhPAFhg1Loz8pDLeOjo5sfl9cLpfD4SCi3t5eVU09zCTsgxhjhYWFXq83nM7EJankBztFbhBjfbe1fRP39LuR3pEmsHYld7eeZHA0NTVNnz6diBYsWPCf//zHWiiGfHJPm6CFuShr7nzds7N9hMRICXqlzmYKB3RB0nKKtLySgRfZjJGNcdlQBX8PCwUMzlXZobnyEw3rK+iq7O0Q1RBnjGsq08LMNEybUyuoMBxuIeiTmzYrHY1MDZl2h1ZcrZXWcptDEZhAnBiZatjz1ZtERIJANicpSl/sZZqkhSnUlwH5J84Ne4rMAR0rGHFZDYqGyjgZgsgDPjHkE5lALg93egxB0pmgM7EoL5e0kKnrQb+fAl5Sg8QEw+bQXPlEJAd6paBX6GiUwgEmSuR0cYdHd+aozlxNsqVzp8E4t/W2ya3bWMDHZZtaVivlFYqmTsR1EkOiYu7RCEFcDnqlkI+ZhikpmjOX2lptX3wgNW0RZIEXFBrlo7SKWq24xkxjNNDYmpuGoocFXSXGTMOgzRuE1kYyDSYKXFEYY0ZOgTZqgtjZKjVvY5rKTUY+Pwv4uc2uj5uiTZpOgsCIy1pYDAfFL75ga9aZoTApJi/KI6fDKKtSp8xkkii3bhMDvVyU9LwSLb9MXr9KWf6+2LCNS5I+drI67wijeucAFiwUkFd+LjZsIZMbVaO06XMFb7fztSeljWuY38dtDnXK7NDCE5jDJrVuFzSV/D7yesk0TbtTHzNFrxkntmyXt3wnBP2m3aHXTtLL+hJGwd8rb1ojdrczu4MKS3h+kSnJus2lK043mcp3K4Mb15EkGWU12qT9+cDxjIhLHc1yVzPTVdPm0oqrDHfeLh9zLax0t4hBL2eC4crT8kq5IEi+LnvzJjEc4EzUcgq13CJl23qpcSOpqpFTFB43XS+vTblnwdDlYK/s7xH0EGeibneprnwjXocpFvTL364Qm7cTEbe7mMiYrpoOl147Sa9I/USOjStd65YTEfX2UMM26unuaxXl8lBpOZWVEROMnMKuBaeRrsnffq2s/kzsaOY2hz52qjrjIKOwNOVTWERft1K/QVn2rlD3HfX28IpqPn6SnGt1aOJk8n4jwPbNVs6IqHfm0WpR30g9kh6W1IDATZOJmuIwEo/NxDRV3rhGbGsgwzCLy9UxU7ljZ5M3p9Np3Y1YXzdCOCB3NonhABcl3Z2v5ZUM7PklMFIEJksiY4JJpBqmphuRiy6RG7KpC8R9ofCmhuZguO8ixyYKYyhQtuo9IqLtjfTVN7StnjSdGKPiQtpvMk2fvKXL+3lXyD9j4ZQpU8aMGYT2LwLxAsPfdxgVB4lyXwLLOenhSLbeJToNDCOQmHVB4vP5svy+GjKoqKiIiAzD6Orq2uOdDXk9YURD+JKNEL7ASDeI4Ytk6nmhLiJrepcUt9xclDrE1FOlDJ244cvIw3nRF6/2+62eERGL6d/RecBRZurhbBOyriF0Xe/u7s70C4Ys5XK5FEXJ8qvhLOGsX+dc+X6/RYYe08TDLKrsPPDEoXj2wg+f7DdHNY/zad0zb7HmLtiVvabxqvuHL4OyT855e3t7a2uruaMhWEFBQXl5uWfbWsen/+23aVglRYrkO/d9vPKiJ14noj/+8Y8///nPB6UqRWb/Obz7Wiz2W9Yh7sLAVfsghC+QEsIXGDapZzAFAMggke/oqiDKxHmiwTssTLFTRnvC2e32E088kYimTp26xzvLGGYaRGa/mydOsdf7nJiupzGXEAAMB241motOSAeM8cwLSnZpn+ljBeXUUBf1eMAWip2cqeeNyrhwOLx9+/ZI729Zlqurq10uFxHx4srYI5xq/N09JAiMSOz3rcfjbsSy9/c6AACIgvAFALIbj5qvx+GOGSGlH8a4w0O+TA6ZlJ+f/+CDD2awAoPDTD2xFBEnjiGfALKG3UFlNdS0NeEGio2n0X1p9/BRE1jTxmSTHtdOYkJWd41J1OBF2FFtbndQ1VjaXpdoDweMGfW7S38akhyzZ89O5xnTqBORJJOa9JNWUphJhPQFAGAkQPgCAFnNjAyyq+vk8JAWpgRTWpAn30w1oQykg8sKZyIzjWSTNDMyFQz8BpAtTCbSuOnk7SZfT5zVgkhT5xpD1lTNdOaJE2fTt5/HX11cRdUTszys5Zx3dnZayYssy1VVVe7+86abTKTpB1NPJ/VaE2bzmOnkZp9+7rTiaq88aF1fTSLORCbJlGg+aVEmQTSz/MgCAMAOWf0rBACAxiRu9ajXVTIMyi0iVy7F/IIqypRXQna3puMidHDo+aV9E+7GwYmbuqeQi4jvAbKFKkgkyTTzMKocE/sJmVdIsxZSXrEmDFU3GU0QqHIsHXAYufr3LZIVGjudps83BSHLB4UVBKG6upoxVlBQMGHChJjkhYhUJpJip0NPotFTSBD7JS+FZXTY96iwTBMH+QhrRCQppNgGjBzMSLaRrGgcfY4AAEYMXDoDQHZjLCA5XJqfiMjXRXnF5MolZw5pYTJ1IkaSTNLQdrzfB/GaydTZRNwkzvtmkuKcWFTj9topma4jAPRnGCRKNGF/GjOVejooHCRRIk8+Od1ElHLMrD0hyHYK+6iwnA4qI18P+brJ5OR0Um6RNVcaU+yk7fHTDDGn0zlhwgRFSfCFIojk8BDvpRnzaMos6myloJ8khfKL+iInUSKbk7TBnM9YC4UUh50EiWwimZy4SUQkMGKClf5owQDJaIQIADAyIHwBgGwXlJ2SqduMMAV6SVHImUuMkWKP3Y4xScJn2uCQcwto4iz67ou+6WOtzCWSvIydIRWWsUAoi6dlA9i32LQgGRoxRoJAkkyFZf1Wc066aucUsg3JfHCyJBJzUjhAxMiTR568/qsVJsmibhhZ/5GRMHkhsskSOdykq6SGSLZRaXW/1YJA+SV2k0KDGr4ove0UViivhMiatLt/+5fuNiUcChTUZPqwAQBAWnCjAgAjgNeWw7lm13zU3U5qmNz5JMlR65n1G6CY3QM6jhSMiDGi8tHk9NCmVdTdtnOdp4DG7EcFZUQkMJb9t1IA+wjZ1IiIdI1EMWaGaTINMnTiXDQHMxeIxohIlMjuJjVERtSzCALJNuvjWpZEY1CDiWEmC0SMUX4pBXop0EvGjmZEjJHNRe48EkVxUOfbY8RlPURakDSVcorIFvWTgxqinnYKByUixk3O8N0HADACIHwBgJEhLDvsBcWka2RofWORMBZvRlPYY5GDmltEBxxOaogCPiJODjfZHJmuHADEwSLt0wydDJ2Y0Pcfud/kZUP2gWn1SRQEsjuJOJkmcU5MiB59RmAj++N6Z+2dOeTMIUMjwyDGSFKioq7BzKOZYfR92YWD1LadRJGsMWV0jaJyNMHQDfS9BQAYCZKFL7qur127tqmpqbm5ubm52eFwlJWVlZWV1dbW1tSgiSMADCvT6usuyf3bvPRjpDVHMqTAOZmc77xTUuwDO3lxzk20egHIGgbrf0XHzYE5ABeHrn1E9IhQjOJNPJfxhnKqqgaDwdzc3N0rHvv9Isokxn4ZcT6Y30Gx7VkMg4w4k/1xNPkEABgh4oQv69evf/XVV996660PPvjA6/XGLTZmzJgjjzxy0aJFxx13nMfjyfSrAIC9n2GYumFIYrLJpMOqmtlKdnR0nHXWWUR0wAEH/OUvf8lsZfaEaph2SUy+Ac/0rRQARIRlhyPUQ0n/V+riULVcM5goJs8dmKjqmfx87uzsbGpqIiKHw5FkYJckVMN0cJOSdvDRtcEcVZgLgiFIyTuLmYJoCmjGDgAZo6rqk08++eqrr37xxRdtbW2GYYwdO3bs2LHz58//2c9+5nCgxXQ/O79COOevvPLK0UcfPXHixMsvv/yVV16JJC+KopSXlxcUFAg7wvVNmzbdd999Z5xxRlVV1eWXX75p06ZMvxAA2Pv5A8Ekaw3DDIUzHL6oqrpixYoVK1Zs2LAhszXZQwFVT3IPxzkFRvLYDQB7H12QTCXpNa4oBmyuIXr2oG5Q0l5FGhMyFdeqqrpp06aGhgbTNE3TtCKY3aAZ3AyHk2zw8MMPF1WOGjNmzP333z9YlQ87cvZwAwCAofPKK69MnDjxRz/60b///e+6urqenh6fz7dy5cr//Oc/V1xxxbhx4x5++OFM1zG79IXlL7300hVXXGHdLTidzrlz5x500EEHHXTQ9OnTi4uL3e6+sfFN0+zq6mpoaPjss8+WL1++bNmytWvX3n777Xfeeeepp57617/+tbKyMp1n3bJly/PPP79q1aru7u7CwsKamppTTz118uTJyUude+65vb29STa47bbbxo0bN0RHKhQKPfbYY8uXL+/t7R07duz+++9/2mmniVE/wme2egD7Ak3X9XBYstnirOM8FPKjLcZgMTkPbVjlqB5D9gF3a1pY3fStUTUp03UEgH58kivH1EmLl0ELYlhQdCbu8k7TEwqrDqddZEa8pjeMRMkXDO/Gbvec1eDF3NFjKDc3N80r1bh8wWCOEG+uPSIy9UBPt/WzpTp4bTCDrgJb2CcmaDRkiHLAWTCUxw8AIKF777335z//ufUBO2HChOOOO66mpqa3t7euru7jjz/esmVLY2PjkiVL7Hb7GWeckenKZgupqanpV7/61dNPPy0IwlFHHfXDH/7w+9//vssV/7cRQRAKCwsLCwunT5/+4x//mIjq6uoee+yxRx999Omnn37ttdf+/Oc//+xnPxOS9j796KOPbr31VsMwiKikpKSzs7O5ufnzzz8/44wzzj777D16MUM2y2x7e/sNN9ywefNmIsrNzV2zZs2aNWtWrlx59dVXp9/rCpPgAuwhhyxKZJAWJEEhQej7oZVzMnXSdacohJmR2YFIysrKrJaAI/3/u9TZ7Fj+Kq1w0JS5NGoiefKJiPw9tH0DrfnUFvCGRUUtH5PpagLATsqqj8nfRQccQsRJN4g4MSImkiTR9jp542p2zAVcHJKPJlFXhbpvqWYiOdxk6GR1QbIG3DWJtqyR7bmGu3A4j4aqqg0NDT6fz3ooSVJlZWVOzh61E1G++4L0IO1/GNldJEp930GmTppGm1Z7GtaVlJQQUaKr6N3AmdCTV5nT0yRpoZhVumTz5lVwYagCNQCAJD744INLLrnENM2CgoK///3vZ555ZvRaTdPuueeeq6++2u/3X3jhhfvtt9/UqVMzXeWswHJzc4PB4E9+8pOrr756T34NeOutt/7whz8sX778yiuvvPnmmxNt1tPTc+GFF6qqumDBggsvvLCgoMAwjJdeeunBBx8kohtuuGH69OmJyoZCobjL165du3Tp0jlz5vzhD38YosN0zTXXrFq1aurUqVdccUVRUVFjY+Of/vSn7du3H3HEEZdddtmgV6+joyObf8B3uVxW/73e3t5B/HkH9iaMscLCQq/XGw4P5q+dBQ45+XwZQc3wa4M50+c+K2f5S0rjxp2PrZlro2aQ1QvKuxfu0e8YRUVFRKTrend3d6ZfLmQpl8ulKEpXV1emKzICCGqw4MW7yTRJsdOoCVRSRXYn6Sp1tdG2DdTdTkS+WUeFxs4Yimd3dzfave1ERO58yi8hu4sERuEQeTupq4VM05SUzvLBby7ndDqdTicRxXzddHV1NTY2xjR4EcU9yikELVzw4dPETVJsVDWeCsvJ7iRNpZ52athIvZ1E5Jt0UKhywuAfX85tYZ/S1wSGG6JNtbvDNjeN8Amkhod1QeLz+RJdqANYFySGYWT5141Vz2wQDAbHjx/f0NDgcrnef//9WbNmxd3siSeesJpWLFmyxLrZB2nx4sVLly6tra3dwx0tWrRo0aJFL7744saNG5Ns9uabb6qqOnny5F//+tfWt6AoiosXL+7s7Hz++edffvnlJOGL3R6nnaemaffff7/b7b7kkkuG6BitW7du1apVbrf797//vdXOpaKi4rrrrrv44ovffffdc845p7i4OIPVA9hHSAJLOVOpIgkIXwYDl1u29ltgxh5VqbOZqSEet/k9AAw7uWVb36zSaog2fEMbvhm4jdK8ZYjCFzm4o9u1r4t8ce5eBF0VtZAhD/knBud8y5YtkQYvoihWVlbu9gxH/V5jZ1Nfix41TJtW06bVA7dROpuGJHxhLGz3hO2Y4AIAssKDDz7Y0NBARJdcckmi5IWIzjrrrL/85S8rV6584YUXNE2TZXkXniMpwzA6OjqsxoYji/DQQw/tefIScfLJJ19++eVJNqirqyOihQsXxvz+MG/evMjaXfLUU09nL0qmAACAAElEQVTV19f/5Cc/KSjo1+u1p6fnvvvuu/LKK08//fSLLrro9ttv37p1667u3PLJJ58Q0ezZs6N7GJWWlk6ePJlzvnz58t2oHgDsqpTJCxEJhJ8BB4GghpmRcjxdLgR9ma4pAPQRgt7U2wR609jTbj27kXqWHzGNbfYcY8y2Y1wwj8czfvz4QUleiEgI+QdlGwCAke6uu+4iIofDccUVVyTf8oc//GFtbW1ubu7nn38es6q+vv4Xv/jF5MmT3W63x+OZPHnyL37xi/Xr1w/ciSzLjLHXX3+diJ599tn999/fbrc/99xzmT4MuyN111/OeXNz88aNGwOBwIQJE2pqapIP6ZKcrutFRUVVVVUxy60kzBoIJn1bt2595plnZs6cefjhh0cvX7t27V/+8peuri5RFIuLi9vb2995550PPvjg8ssvX7BgQdxdPfXUU5WVlfPnzx+4ymrLM3PmzJjlM2fOXL16dZKWPomqBwC7IZ2+eJyyt7/eCMLTbJwvDdovGACwh9IZ+yPd/9q7gQnEU1zCcbb7V4+7pKysLBAIFBQUDO7vXmkd4T24QgYAGBG2b9++bt06IjrrrLNStj254oor4gY0L7zwwgUXXNDZ2RlZsm7dunXr1t17770333zzr371q7h7+/vf/37ppZdm+gDskWThy2effbZ06dL33nsvGNw5vauiKAceeOANN9xw2GGH7cbzXXvttXGXf/rpp0Q0duzYXdrbP/7xD9M0zzvvvOiFqqrefPPNXV1dp5566llnnaUoiq7rzz777OOPP3777bePHTu2oqJi4K6eeuqpOXPmxA1fGhsbKV4vO2uJ1eYq/eoBwO4x0shVMjzc7t6Ci7LpzEn+IzmXFMPhznRNAaCPkZN6OFsjZ6jGC9Alm6wGkm7CDNmW5t72kCAIQzG5pOFK3YLGcOUNz2sEAMiUDz74wPpjypQpu7eHF198cfHixUSkKMqSJUsOPvhgxtgnn3zy0EMPqap62WWXjRo1ytog2rJly2688caKiopLL7103LhxhxxySKaPxO6IH7709vb+6Ec/euGFFwauUlX1ww8/XLhw4fHHH//0009b45ztoZUrVz777LNEdMopp6Rf6uuvv161atWCBQtGjx4dvfyFF17o6OhYuHBhJPWQJOmMM85oa2t74403nnvuuV0dfsXv9xPRwFmNrBm4A4H4VxuJqhdt8+bN995778DlV1111aAc2CESmcbF4XDYbMN0LQUjC2OMiBwOh6Iog7hb01CFpG1bmKx4FEemX/3egI/Zj1Z/kmQDc9QkT27enj+RKIrpzxkH+xpJkgRBwBmSFtdk/pmHBZJ1PhInzRyig8m0MmrelGQD05Xjys0f9OeNXJDY7fbB/bqJw+Xi337CknYsEkdPwemabawLErvdPojjTcBeCV83adq+fbv1R5Kb3CQMw7jqqquIqKio6MUXXzz44IOt5eedd96PfvSjk08+ubOz85prrjnppJNiRin505/+tHDhwmeffXawOpNmRJzwxTTNE0888cMPPyQiURR/8IMfHHzwwWPGjJFlua6u7rPPPnv88cd1XX/11VcvvvjiRx55ZE+ePhwOP/nkk//5z39M0zznnHOmTZuWftlHHnlEEISzzjorZvkXX3xBRMcff3zM8iOOOOKNN95YvXp1mvuP0DSNiKz5faJZ+UiiyVwSVS9ad3f3W2+9NXD51VdfPSJCDXyNQXKSJA3yjMumREkufAVRsjtH9gzP2WPW4bR5NfkTNH6xOcQDjxYH42MqeoAGgLhwhqRrwcn0+uOUKKEes59cO/jzDfUpq6HuloSfz4IgVE8c0vdxmC5IDlhIy15JuLZ6glw5ZqiempsU9JGmEhHJCtndhC5Ou2LwL0hgr4MLkjS1t7dbf+xe+PLYY49ZvZauv/76SPJimT9//jXXXHPFFVesXbv2iSeeOPfcc6PXmqZ5xx13jOjkheKGLw899JCVvMyePfuJJ56Ibrp5zDHHXHLJJddff/3ZZ5/96aefPvroo0cffXTMcUnfxx9//MADD7S3t9vt9gsvvPCYY45Jv+zy5cvr6urmz58/cPgYq5fQG2+88e6770YvtzpPtbS07Go9PR5Pd3d3dN8ri9XmJW5EmqR6ALD7BJEUB6nBeOsY2TLfXszv91uRdFVV1UknnZTp6uwBm4OOX0KvP2bNn9qP00NHn0PuvExXEQD6GzuNDj6Wlr0WJ38pG0WL9mhu+BSYQOP2p+++JG3AbL6MUe1+tHf0UqyZSL0dtCbeTAt5JXTgsUP1vD3t1NXSb9Y5QaS8EsorzvQRAYB9TmSQ1t0bB/bjjz8mory8vAsvvHDg2osuuuj666/3+Xwff/xxTMgwf/78qVOnZvrV76k44cujjz5KROXl5S+++GJ5efnADcaMGfP888/PmjWrsbHxn//8526EL729vXfffbd16A855JAlS5bs6kxRr776KhEdeeSRMct1Xe/p6SGiuC1KrA0MwxBF8ZFHHonkdkSkadr69etvu+22yJI5c+ZYo/MWFBR0d3dHpi2MsJbk58dpRpuoejGmTp0at2+XruvZPM+8w+Gw5tX2+XxWsyCAGIyxvLw8v9+vqupg7pbIrfslbpJiJ0kmQSDOyTRJC5OmBgL+sJjhnyyampp+/vOfE9Ghhx46QjujRpHZkefaNq+St38n+rrINA1PvlYxNjx2fy7baY8/o6wPT8MwenuHagYWGOkcDocsyzhD0sSCvpyv3hPCQZIkEgQigYgTN8nQadt3vrVfatUTh+7Z7V2NDn83CRIJAjGBiBNxMk0yDH3bd94KNlgtNXp6erq7u0eNGkVRFySD/nUTl+Dr8TxxjxD0UVUN5ReSYidTp94eamygro53t3U/9dUaIjr++OMH8fPfGei0hQc0KTIN6mxS/b1+JybTTMG6IAkEAonaqgOMlAuSuHedwy8yEOrGjRtnzJixq8Wt2Y0nTZo0sFsJEbnd7vHjx69YsWLgnDZjxgxZ08JhFCd8WbVqFRGdeeaZcZMXS1lZ2dlnn33LLbdYG++S1tbWq666qqOjo6am5tJLL500aZcbwba2tq5cuTI/P3/gDESSJHk8Hp/P9+yzzyZvXvj555/HTD7d1tb23nvvRR4WFRVZ4UteXh4RRY/GbLHykcLC2CHuklQvhqIolZWVA5d3dHTs6sRPwyky6YxpmtlcT8ggq4v1oJ8hTlOVuE5EFA7QgIsopxEKc2awIZvOIw2R18s53xv+dzBBHzODxgz4Zh28l7aXHCgYGtbXDc6QNHmWvSL0dBBRX+eU/lwfPte5+BI+NC0EJTXgaNtGRGTqZA5YG+ixdTYE8it2fcf9GIbR3NxsXY85nc6CggLT7Huy4bkgcT53v9DeTET03dqBazc89c973lpBROXl5TFt6XebogXjJC+RtWF/WFDCMkY6S2aILkhgr4STJB2RiCDJnL8RnPP//Oc/RJSbm7to0SLaEb7U1tYmKlJbWxs3fKmurs70Sx8EsfGEYRgdHR1ENGvWrOQlrQ0GtgdJLhAIXH/99R0dHYsWLfrZz362e3103377bc75YYcdFrexU3l5+fr16xsaGqxfRSL8fv/mzZvdbrf1Zlvzk0ecdtppc+bMsYb/iVFTU/PVV1/9f/bePE6uqs77/5xzt9qrq/c16STdSQgkYQ37JkHRYQkijuPKMDzquIzijI88MuL4gCPqjCvy+wkq/kRFfR4hgAsKiMiSAAkQtuxLp7vTe3ftdddzfn9UdXd1dS2ddHWqu3Per35B6taps9Wte+/5nO/y6quv5qSp3rFjB/J5uxXvnkAgOFa4GyUsrdzcjldUfAkGg3fccQeAvLqqQCAQzBE0EdW6dhYpQIyUa9+O1MnlEQVycIcHUDQauivcn6xqAiHH3EQ0Gu3t7bVtO/0yFouVN5N0SWh4WHvrpSIFiFl+wwq3mShVIC7EF4FAcDyZyA785ptvliy8Z8+e97znPQCuueaatPiShhS+HaTtJ3Q914k1bee40MlVByZy9xw6dKj4J9MFjjamyRNPPNHb23vmmWf+y7/8yzFHR3v22WcBnH322XnfXbduHYDNmzfnHP/lL3/5xS9+ccuWLUfb3IYNGwBs27Yt214xGo2+/vrrqqpOT7ldvHsCgeDYkDkjvEQmaYXble2kx+P52Mc+9rGPfezKK6+sbE8EAsEJhTJwqLj8AUDpPzhXradK2OpTZsv5w3WVxnGc3t7erq6utPJCCGlsbFyyZMkcjaXgGA++haL3oHe21TzyP97zq1/9qlwBvwigOCW2HGTHIpzNrD6BQCAoA6tWrUorAL/+9a97e3uLF57IS33qqaem/5GOJ1tEajh48CCAzs7OSg90TsgVX/x+f3pGHn744Ynthek4jpMOVjI9qVBx/vznPwPYtGkTK8BEyd///vePPvpo2jApm5GRke7ubkmSCn0l1113nd/vf/LJJ++55560YQ5j7Pe///3vfvc7TdPe9ra3He0cnXLKKatWrRobG/ve976XtkYzDOPOO++0LOuiiy7yer1H1T2BQHBs0FLrihmWEQgEgsUHTSVmUOborJVnDnFKx1uhpXSEvMRisb179064fns8ns7Ozrq6OjILI5pjg8YixQu0el3vbK2+7LLLymUbT5hTUlADQIX4IhAIji8f+9jHAOi6fvvttxcved9996X/cfXVV6f/kZYadu7cOd22BUAqldqzZw+AlStXVnqUc0KeqCi33nrrP/7jP7700kv//M//fPfdd0+3T7Ft+5Of/OTWrVurqqpuueWWmTfmOE5PTw+Af//3f89boKmp6Yc//GH63/fdd59pmh/5yEey0y1h3NlnxYoVqqrmrcTr9d58883//d///bvf/e73v/99c3NzJBKJx+OU0s9+9rMNDQ3HME2f+9zn/uf//J/PPPPM9u3blyxZcuDAAdM0m5ub//Ef/zGnZMnuCQSCY4ODlHgfpFQZgUAgWJxwpfRTB1fmKiQ5JxIpZXjI6dH5hGZHeAFACGloaKitrT3+skum/1ppi3euldMDiM9spDMsJhAIBOXi05/+9H//93+Hw+Gf/OQnf//3f3/ppZfmLXb//fennU7Wr18/EQv13HPPvffee8Ph8I9//ONPfvKTOR+555570mGPF6sTSZ6gJDfccMOXv/xlQsiPfvSjjo6Ob3/7288++2xPT09vb++zzz773e9+t7Oz85577nG73Q888EAgEEhMJa+IlWZoaCjbtuXYSKsba9asKVLmzDPP/O53v/v2t7992bJlw8PDgUDg4osv/v73vz/hona0NDU1pSt0u9379u2rqqratGnTt771rel5pmfSPYFAcAzYKB5EiQCwiQi0JBAITkTsUGPJMk7o6DJLzhzH5S1RghBbPTp3/UOHDs0Hg5cJ7KalMyjTXsYWOaElQ8gzIrGKRjoTCAQnIMFg8Mc//jEAy7KuvPLKu+++O2eNzzm/5557PvrRj6ZffuMb35h460Mf+tCqVasAfOUrX3nxxRezP7V169a0Kc3KlSs/8pGPVHqUcwLh0/xX165dC2D//v2p1LF4527cuPHxxx+v9LgWNiMjI7xUbIsK4vV607nBotHoccjsKFiIEEJqampisVh5MzsGmK4W3VyNUZdB5BnXJ6gk6VSFtm2Hw+FK90UwT/F6vaqqjs06r/mJgMSs0OYfIF4k9grRL//7eNOcGHJrsWH/4IEiBQxvKNZ4dO7Y8Xj84MGDxQ1ePB6Px+MBUPbbTR44D33389LQkYIFCAl/8qvl1V88RsxjxIoUSGm+hBaY24EvcNIPJPF4vMj2sOAEJ/1A4jjOPL/dTOR4nid89atfnXBnaWtru+qqqzo6OgghXV1dDz/8cDp0C4DbbrvtK1/5SvYHN2/efO211wJwuVw33XRTOj3c888//6Mf/Sh9Jd+8efM111wzUV5RFNu277jjjltvvbXSg54teVYpb7zxRqV7JRAIBHkwiKTAJgWUSROSUF4EAsGJiWzqOOVsvPgkCpkYt6+SvHO1Sjf8Na7YcKGwu1xSkrVHHR/X5/M1NjYGAgFNmytvqaODkPjVNwZ/eiec/HsAqXOvKK/yAiCl+jQzKfH86W8dIiVVX6XnRSAQnKDceuut7e3tn/3sZ4eHh7u7u+++++6cAl6v97/+678+/vGP5xzftGnTt7/97c9//vO6rt9111133XXXxFvV1dU//vGPs5WXRUaehUr2+I+Bo81/JBAIBCWRwP3MkAs8gAJwQGPSYkhBJxAIBMcA5Q6qG3D6RdjxPKwco1SCZauw+gzC5i4fHOEdp6FnF8YGct9xefjyU7nFcPSO53V1dcdh6maOtXxN4u8/6f3tD2FMtaEgxNpwaeKdHyh/k5zxQztR3wR3rp87UgkM9eKkGkjC31YgEFSGD3zgA9dcc81Pf/rTP/3pTzt27BgZGWGMVVdXn3LKKRs3bvynf/qn6urqvB/87Gc/+853vvN73/teOhUygNbW1ssvv/yWW25paWmp9LDmEDKf3VtOWITbkWChU163I8pZFdMpOEAgSQDAGRgbj65LQCgI0SHFUXnLl/SPghAyPVq5IBvhdiQoiXA7mjkuPeaLDwGAZaJnH0YGoKcgyaiqQesK+KsA2LIrXNU8F61rmub3+QAgOoLRPiTj4AyaG8E61DSDUsPQY/HS+ZiOluPqdgRIllE1dpikEnjrFXQfQjIGRUV9E9achpr6RKAh5QmVeYC9uz1db4AQ+EMI1EB1gRAYScTGEB0F58nW1cklJ8/1wBc0wu1IUBLhdiQ4bpReqNi23dXVtX//fq/X29nZWV8/V9HaBAKBIC8+bmVySNNxn39Cp+/1ueAYoBYquQfY19e3bt06ABdeeOGDDz5YwZ4IBIITCj4RblxRsWwNluUL/F8qIdEx41bHteZADQI10wtoqhYnyfm8sTQTfNF+whxoLpx2Lk47N+ddvXvfLlNjktzY2Fhos/do0QYOAQDniI4iOjq9gGuoS4gvAoFAsFAotkr5/e9/v2HDBrfb3dHR8Y53vOOCCy5oaGgIBALXXXfdW2+9VemeCwSCEwIKPhlkt1QyIxeckhUKBALB4kNKRoESmYDInO38y3KpzTxCZDk3KY9tz50bVPmRLEOximWiePDxv174tssuvvjiX/3qV2VpkTiWpMeLl6FGilrCoEMgEAgWBvlXMuFw+MILL7zyyitfeumlnFtjLBZ78MEH165de+ONNx4HC0+BQHCCI/OJMAGlM4wqmG0y+1miKMqaNWvWrFnT3t5e2Z4IBIITCikZLXGNJITa1lw1X0oZx5SLOTjn/f39e/futaw561K5UexjyQE6G8jMxCkyd1+rQCAQCMpK/p2KG2644dlnnwUgSdL1119/7rnnLl++XFGUffv2vfDCCw888IBt2/fdd184HBZ29QKBYE6RMG6mXlp7qajHEQCgtrb26aefrnQvBALBCQcxU3BpIAScA9O8ewgBCMw5M5FwbMglolwRZqcv0slksqenJ72B19vbu1CkauKUsKxc3tb8nis2mqqno6OjLC1ydeILLQZTRLB5gUAgWBjkEV/uueeehx9+GMCZZ575y1/+srOzc+Ktd7zjHZ/85Cdvu+2297///S+99NJDDz300EMPpdN0CwQCwVxAJjSXmcQK4HwmGo1AIBAsNmwH6ajkhIAj82+k/zN+WUxGj7n6EhhJyMFiBZjjWDanysDAwPDwcDr4CyHE5XJxzglZABduLknFC1x29hkXXXRRJNRWthYJtX3VcmykSBnbG+SlZC+BQCAQzBPyiC/3338/gMbGxocffri5OU9U/I6Ojs2bN59xxhn9/f0//vGPhfgiEAjmDk7peCCXGagvnM1D8YU4thIbIZbBJcX2hZg6uUtJCRTuyKkYHNsGtTQvU7S8lShgCrMkU4eh24Ata7YnwAuY+hPO5NgoNVKQJKZ5iUSpwwglXJYYkRxQGh2RE2HqWEzz2P4a2xvkHEp4gCaiIMQJ1DC3V07FaCouh4fAHK65eXUj4ZxwxlSP4wuCEAZiFfhOZNvQzCRhDqOyZds0GSOORShhqpvLqu2tYrIK5sDUiWWqjgnGCLNBiCMptqQCkC1dMlN0qFcOjxJNJbUNLFhveQMWg1Nq/3ly0vSYmhgjjDmyZvmrJVWTCQeHxWFxMsvIn9SxZDNFOGNUtjUPbEsd6ZEjw8SyIFHHU2X7Q3ZVPae5CzaZEokAgMO5nddPjnPZSEiWAUIcxQVTlxIRgHO3j7g84JxJsq24qG3Jlg7mcEKQiBEjySXFqapzpqaklVIxOToK2yCOwwkBwDxBK1RPCJWNBLVNUMlWXY6sSamYMjogRQdBqB2sN2tbePbZyLkcH5USUYA7noDtryHMcY0eUfUYMVNMUgx/rRmoIwRyKkaYA0rBOTjjVLbdASYrxDaV+BixTS6rti/EZHX8dOVyKkotnYBCkrgkcSrZiptRCYyRwR6tvxuEOoFqO1CT1wSOGkk5MkRsi2tuK1h/LGtRzhUjQS0DhNiqy1E9AIipuw7vlKIjXJKthnarrkVNhOXYKBhz3H4zWFfo15p7HlIicUfSk8yxHSpZqmf6WQEAnMmRYSkeBsBcHmLoxNK56rZrmpnmLtmKE6zGYC/qW4FxO5ccbIuPJyiUYqPK8BEpFYOqWqFGq6qBSzNNFUfAFcdSBrqkoV4kI9zlZaEGLOmAd1x84RxGCo4Fx4ZlghDIChw7bloHuw9NeKy7NW1ZS1OgKuhQ2WG8iP+RbCYlMwUOR9FszYvCSg3hXDYS1LE4oY7qdsbPsSllCJElSZEoBXeYYzncZpMXAwKugBHOOYjNIUWHaSoGKtneKsvlyRRiHMkoTAOEwuOB5pn4uKWU/qaOilRTh7+o+JJq6pxxZQKBQCCoMHnutW+++SaA973vfXmVlzTNzc3vf//7v/Wtb23btq3SQxAIBIsZhxNQCsaAtLZSzLWIzbNUGsSxvYff1Aa7SFawA7OqIdG+Dm6vl3J1+DBG+pH1ruUJxmvbnayneY07PjtF9DhG+6AnAaQXfJxKeqgpWbOEZy9FOPP07XMf2UdsE6qKUCPcHqguyBoYYHH07sdQLzQPJgNkcp6IIxYmpgEAqoa6JigaRoegqJAVNC2FpePAqwhUY8lqePyTjXGkOFJssgOqpftjA8TSwTniERw5CCMJXwge7+RqUFFZ8woYYYBLthkw9OwZYJzDNOiBN9FzEOvOxqpT0NQOWZ0YuGPbiWSyeJ57NTrsH+4ihIAQUIKGdqgSuJVW8NwACNEJjbNj8VSTbMMXGVCM8UCYjo3u/UhGQGWYBtikNsRlNbVifXL5+vR5q0nEIxMp6/tiHAmbGc7keeuKDnnGejOxORJRjA7CNuHxoWUFJA4zBgCMwbHBHHCGvi6M9CFLkLJqmhOnXGD7a+TIsHfXViU8CMeGaWR+RAAI5a3LUd8y2Q8jyYeOkLEhWFmzSojedlJi7YVcdWkDBz17t0up8SET8GAtaWhDZBSxsbRbhEoPwuuHqgEYt7yYmAgw5lA9MflFE2KEmhJta7TokGeklzAHXh80V7ZkYI8MSV27SCoxccI5/lDilAvMpuWT30Uy6t21VR3pnWyKSkbLykTHGTOXYNyRQffYEepMLv4dSeEHdsrhgcw6X5LcyVEc2QnbmhwWIVagNrZsPcv6tebWLFM3d+hIN2KRyQkhRPdUJaoaOZ18BtO6d3t2bpVSMXDANrO/UBBqtK1MnPY25vIWGYUTqMHrz8NfDXe+/nCOndtY56nKUI9vx18lZmW+KcDdsxuEpFpWJpefml8VmugIuMdMuva/Sg6+CdOA6kLTEng8MGJgNsKDqKpHdATREVgGkjFYxvj3j25bPpBw0ldoQkhTla9j5WrJPTkizlhS11OpKXFV1MSYd6Rbygooy2Q1GWrWA9Myb3LmifS74yMk6wdoqZ5EqMVWJwURt0vzKDJxzMypSClkMI6E5ZgO83JL4zZJT1f3HhzciaymbV+Ie/0EHIO9yA6zkv55+gJwbBMlrGOOmqZ2JIbRu7/Au8tIywpYCylusUAgEJzIkOlp/1wul2EY999//wc/+MEin3zggQfe//73a5qmz1nw/BOWkZGR+ZyO0ev1ut1uANFotPj6R3DCQgipqamJxWKzD8tNgWrJhmVkjOipVDD6C3MYyCgt88bjsU+CZVbtfFbKZ+fPAzVYex7pegupPJksOKHRlpMsdwCAh1seO4lEFIPdeT3/Lbc/2nZKxgSGs8CeF9WxfgDQ3GhoA5Hg8SK9oOIMu16BHoc3kN0aRocQH++k24PmZbAMjA3D7QWlaD8Z/YfAGWqbseyUvHvOJidRBwDcRtwb6cuoD6OD6NkHSlHdgOxNdUXFktVQVAAwUhPLs/HxmDB1vP4S4lFsuAQr1qG6Me/0xuPxQncf90i3N9KP9MqWULSfVOicsUHD/OgWS4qZCoxkqWmWhT2vQFbAGIz88TjNurboGe/wqJJHzq/1pGyesBkA39AhV3QoczQ8hLEhAAhUo/2kyZlnDiwrrWdg3+t5HUk4lZKrzvIeeC1T2DSyV/7oWItAaLJ0MoYjBxCPTqozWTjeoLl0jftwVopDAlTVo7UDXbsml6CSjGAoo43mnKiMQ4+CTT97CXd7CZVAKYLVmLLs59j/Fvq7805XYu0Fqc4zAMiR4eDLj+WNNur4QuEz38lnYJniHzyoxYanHLJNvLV9csYkGUs6YFl554dLSuTkC+yp1kaZmlVJcwx074WTZ23syGqkfgWTZADet7a4924HODhgGnl/6czljVz2fsdXVWggamIsMHgIb2xF5zrUNU8551Mx7NyO2ibHF5LeegnBqry/CNtXHTn1skKiFeEsaETl159H/2HYBnxBtHVOnpZLV4NKYAyOBcdCdGxCaIs72JmicTszKLcirV7SXNW2Im8rhmHE4pmrojvc7x05nLeYHqiP17UD8Hg8Ho8HjDl7XpZS+ZyqCI3WLDHdAQABn1clHHa+5xbOeSqR+V1zjje2YqArTzHGCkZgaV+Nna8mGjtS570T5aPK45YlioNv4MDrUxQfScayU7BircPYWEI8hxcj/UBS5JYhENTW1gJwHGdsbKzSfSndT8GCJs+DYGtrK4Du7u7inzx8+DCAhoaGSg9BIBAsZhhgcgJZzQQycJz8/keOA8cm6jyKO+g7tCOv8gJKyaozyEBXXuUFAOHM37eHMEfhjsfWYVsY6i30xK+kYp6hQ+l/u4/syygvlKKuFYRCc02uaXsPIDYG79RVYjw+qbwQisYlIMDIANI70s0rMNwDzuDyoP3kQtb+KuFuCpnZ3thgRnkxdPTsB+cI1CDHnaFpeUZ5sc1c5YU5MA0MHMGeN3DmBWhoK6S8APD5fFK+EAxyKuYdO4IJm4LGJUWcFGQwDzmKDFmEM/9Yd7YdE7p2glIAhZQXAOpQt3/gYCHlBYBbJiolWmxkUnnRExnlRVaxdNWU0Ee2lfkJ9B0sFMKDMObd9wqYA8amKC8AmpZOUV4cC/09iMfyKgsAJCMxRXkBoLnQ1oHeA1lLQQJ/cFx5mVaFkcinvACKStInpy+AHIOLof5CygsA7+vPyaP9hDmB158qlOdFio/5dm1BKVzRoVzlBcC+N6cMo7ENDis0P8Sx/HtfyjbdytQsUY0SHDmYV3kBINmmb7QbgDrQ5d67PTONllnol071hH/Lo0Vir5LRQXAHp2zA/jfw3B+wczsOvIk9r2L7U3jhCdS3orldOrQT/mAhLVKOj3r3bS9Uv89OyoOHMdAFxwKV0Lpiyi8rHgaV4VjgHLFw9oR0GyStvBBC2kLeDe2NVa3LC7WiaZrL5QIg6/FCygsAV3RQy3bG6T+YX3kBwJl/tJsy2+3SVInmV14AmPrk77p3XwHlhReYfw4Ah3Zh/y51/2soHySdn5sQLF+Li9+DUy9B52noPA3rL8Yl16NjPQiVJHkhBMwRCAQCAZBXfLnqqqsAPPLII0X86hljjz76KICLLrqo0kMQCASLnASXGCFQVCgKOIdjg6V9LhwwJxNWgNlQNDJv4g5KRlLLcoWYQm0zVBXhwSIfp47lig56YIPZiI1le7JMxxXuJ8wGZ57+fZlD3iAkCelJS5P2T3G7c9ddsaxNHn8VZAXxKNIaFqVwuTN+KI1LMxJDAdyUe/To5MJmqBecQVagTZXD3D54fJl/W9OsoiwT4HhrG9adCVlFQ3vxSfZ48rhXuIe7JrOuSDK8VcWDBbnBZhbMGQC0ZJhmr6X1BKJhyErBFd3EB33e4gU8CnWH+yZfh8cVgdqmKcKEbWeWf46N4b6C1U18xJqqvFCaiQkyQXQMVqrYCZZjPEIIQg2wLeiJyYOqmiWx5Zi92IXUh0zNsoLp9ik9B4rOFvfs3a71H6QF5MvMnPcflPR40XowZc7T6KkpqqiqwetH0VS+UiqujQ3kHPQoEhLR4tmFVD0uW/q48gLwghJPGnm0X8krCqTfDQ/h0C5oHpx1KVadCllCMgbHRsMSnHsFmpai5wD0VPEfsmvgIM3XZ8qZZhvY+yoI4DiobsjVy1JJGAkAMPWc06mz2qcpsktVTm1v7qjy0EAtiqoFHrc7/1eTU2yiAHMw1FOkJGGOKzbi1rSCv1POpnzFh3YWLFaghcz/6xulyDDKx5RpUlQ0LsWKdVixDk3tk9d2gM7DUGcCgUAgyEeee/AXvvCFurq6rVu3/su//Ete/YUx9tnPfva5556TZfkzn/lMpYcgEAgWOQ5H1JE4BwjNxClwHDg2bDsT+QKA6obLM6N81McFJVJYW6mqRyJSMnuokooo6StwKlG8JOFcSUblRJhMBOxIB33INjmJReDYuavctG41gdcHAMk4FAXg8FUhHs68Fagp3gcKKGbWkjUeAZCrvACTHk+cY/r9xbHBOfp7UN8MzYNSQUYVJY/WphrxydPA4y+8XhqfPXBlxmeNaianvI6MQZEBoHgMYEJR04iiyI4lm1m2M/p4Q/6qKeUmhhMvegpNhEbK6ZjXjxxzoVR8yjkwfXpyylMKfxVikSkHFbVgBXYB5SUtDub9rGkiGSs+XcrAYaWQuJldbORIkXcl25CmK4Dh4SmygtcPu3SA55zfu0QIJTNKLaTEw8poPwCAwylthKUOHCr0FrV1JOPY/TL0FEL1WH4yTjoDK9ejaQkoQdce9HWVrB+cK2nruZx+poOkJGNwGMDhC+SWkLP1vqnveH3rli/ZsHpFlSYBgNuHolBKJUlSUyVmTzKTmTA9iUhxeRqAyh1KacFi2fpgIjr565s6M6VnLxAg5fUZd2YUzIVYs3XvFQgEAsHxQZ4ur9TV1f3hD3+49tpr77777j//+c+f+9znzjrrrPb2dkLIwYMHt2/f/q1vfWvPnj0AvvSlL5155pmVHoJAIFjkEHBvYpioKrwhgEGSwWzYDOAggCRB1jKrzUprL+Fw+Atf+AKAdc01X37HhvyFNFfR5W4GyhykPWJm8PxNbWOKZwdVAEwJTpx+Os8JV5yzME6H4GUsM49qVj9L+nNxTrI37dMfnB68M9sSZ1oV4ByGDseBqk1EAy026ml7+IQ5JHseZHUmS6aZB93NjsmamVWSjqdTtJVs569CZC+fHGeywhyBaeJ48VOIZE1pNtNtTGwrv0/QZD1Tf1SEQlJhTxVfJgWaaVUVnJnxaqcbYpil4zIQ26SlrFoAUL2YcEnz2rOYqSkjltSS+h0Aak5xOqPpGkrZQwGQ9Nh4/WRGDSULjpopLgBIxPD6FlTVIVANRQWzEY9hbHD8J1n6EkmNPNKDBA5DBwi4AwDTswjJ46fWdOMdSfG5XQAyZ9oM0ipJACmlpwCg6RmegfQgSVKx6c3uc+ar5MdyO1E0eDxH/aki2BZSMeSLKDSJkeS2BVmdaZ0CgUAgqByyLBe7C+7bt+8Tn/hEoXcfeeSRP/7xj1u2lHarFggEgmPGo8cU2wShkCRwCgCSgnwORvwo1tFzQiqVevDBBwGMbDijoPjiMEilg7zyydVp6TUAJ9LUJBssU8cEE5FQsw3+c9a96aXRxPvMzkROUVQYOiQJklxw4ZTjR0AJWL6F9+Qip8CgpHEBaAZLr+mByXNzb89gNYuZbWnnrz+dTTkznMK1zGT7Oludyf7GHT71VB9vaEZhHggImTK86QtjQotVNX1MnIM7+c+co4NPVpiDNJNfMZlJauTiZfJnaqc5H5nZKZQrrhEAGWGuONlr5hl8p7zwMxsP1mZ+4BwYG4/WPLUIXAGUIm/CIw4ynh+NAvm+8YnOTx/FxFecfoezkjPDM6myealiFEAJZZMDBJxzUkxMyb4qyrlHpldXgM3b3rz998/Yv3zu4x//+PXXX19yqkvCFRV9B7F8XbFCfYdYoHGmNQoEAoGgosxqobJ9+/atW7dWeggCgWAxQ8Dd6Zy+tgmJFtuNJITx+ZJxk9PCq75kpKRDDQBHcbH0JXoGGVsczWO7snZH07vc2fpFOtKKM83UJXv9mbY4ULTMEj0RQyCEtg4sXYVUBPFRRAYRHipkmMCyl5Hp5LvTLQsmNtXp9DU/AaVQFHj9Gcv/UqJIHsdYQlh23B+jRISLTD0zjlfpyFO/C5cvM8nFBTLLLOk7xhVtUgsgdDJsTY4HxERXi/tuTGZ0njr86UFSVK2o2MFz9RrOoCfhmrq9P3Fe8WnzUKjyidX7dKcezVPSUMjxhxx/CVc4AI4vVOxdRePTv3qPf4qyoOszkUodTzD7pZ2eNK10/G/LE2ATV4MZnIdOsK7QW6S2aWoununSJ0fTkhlMWtX0gzahkFVQmjnVp1vHREczTU8XvCayNaevijMwVLEdxyllbccJZelrY9EM3Ok7hs0YCAEpcDZmXyU8/vzFMt9Ose9oKBJ9+VDva6+9NjQ0hHJAHBvde6dE5sohHkb3LjIz7ySBQCAQVBz5rrvuqnQfBAKBoCCKY2ZWEZKUsRlhTp5lOaWglKZSQOn98Lmjtrb2iSeeABDweVl4L827zBjqRdtKKK7JNUk+DH8tp4qbmPAGMyFUCuCobtvlA2D5a5R0BpB4FL6qTLKb9LrC5YEvCNOYEmKDULi9k/E1YhFU1cIfxOgQ3F74grmpkQAwC/FRuP05lvAWJ6YW8KbimWV/qA6JKMzUZAfSxCOTR2Ql13dGUsAMtK/C/l2oa0ZkGFUFl5oA8iYy1wP1nthQZvmUSpQ0fnFAnRnbbRieoCsxOvk6WI3DAOeQleJhX9hQL12ysljNnBBfaDKBizeIdOTOyCCqslSG9PkPwOOD5i6YYokzpE2hZBlmVscMHYnolFzjvirExqDrBa0MHAs0S3JiDJFhLFkNcnjyZ2jo8HgBksdYQVKBfJVzBseGJMPSwX1TlruUoqYBQ8XCtRhtq8zGZe5Drxebc9Vt1TQXKcCpZHqqtMTUlW1VNQ5nWTckowABocVOJEKM6ikNccB0mOoPYaSviIbIqWS6A3JLp/vAawAgUdjFrD04lYzWzkLvUkrR2oGevaDpeDpTZQLmQFbRthKDBVMIAWAur5VP37GowgiltS0Y7gEhiIwgWD0x2GEm1+lxmCloHqgu5Hh7xSMI1oEQKBqMOJLRjDibZ4QchJimyTk3fDWe0WJhdE1fdUavdHnh9qFo9GVd8xLbViQJdr7vUVJA9Mw3paioacJwvohCOXZkeQqU2/Qynbr7tb/hpLPzpH4LD+LNrTDNtKGhQCAQCOY/8ic/+clK90EgEAgKovDxpSOV4NggFJIMzsHTe7wEZPzPMUnZn32PtreKsn79+vS/E8OaP2/e1kQUfQfRtAyHdxVaaRn+WssdsMFdkkrcfnj8BUOQEhKvz+RtTbSvDb7xN8IZjGRmjW2mJreFl67GW9ugWci2DamqgZ7MrOf1JKJjCIQgyXC50bS04DhTMcgKlMzWNAcSDI7mc7u8NBUDgJoGjA4gGUcsPLFIAwDbwsgR1LUCgOqCbU1ZzCgaHBsnn47fP4DRIbj2wh8q5Ohk27au51GvUtUtrsjguOUEx0A3GpYUTCJDEGNHcc5YitvwVGnJcOa1JKF1GY4cgtsLyyrkKsWpFNOq/LygfQzjSNoMoRY1GclsYgdrkYjAthAeQU0YE8YIVAId119aV2D/GwVqZMytUdOArMC2p3SsZz9WnjppZOENwBuEqUMvIAWaBnf7SXb4kugY4hHUNWNwfIHKHOipjDlMtv7CAUKgufKLRKYOlw/gSMan6EEAlnYiPFworo3jC6U6T+OSoreucvXsLvRlJVadzUtdEJI1rWoqOiW8CJXQ1I7+Q5mFNGMY7EVdE1LJQpWkGpc70wyREhZTXBoJ1WN0oNAHE8EGTqXUqrO0I/upngAoJKVIZqXUyecyT0G/IWnoCNZfgPAg4hGAgBKAgANgGU+fDRtBOHQdrgJGJYTEO84oZPeRULz+k87EM0cgK5lzwBdMcbrLcYWZtEZCQ3gEdW7ISq4saJuIjSBQC0qhehAbhbcqfxgpQjjniWQSQKqqUYsNSwUUai4piVDL5OvWldj3SiFlxHT5THeQJVNBn5cQJ4+ORgA16yxduR7hgTyxoilBEaXWsf7xS1/9h3+9daSqSVXLFIFFcwEEZgqvPYOqOtS1wOMHgGQcQ70ID6bHQlweob4IBALBgkD6j//4j0r3QZBLKpWafSVzh6qq6SQjhmE4Tum4DIITEEKIx+MxTXP2Z4iXm5nUp1SCywPGQABC06Yu494rHI6VTjud5DOIs3BccDxBJqtqdGj6kkCXXXZju6y5kAhPf9fwVccbO9N71yaVNHDi8sLSp69FOZXiTZ2mL6NuMNXl+KrU8CBhDlJxyCpkBZxDUkAAzQWvH4O9kKRJt450PulUMrMgScSgqqiqRXUD3EWN+ZmT3r5mHDEGmxMAhupVHZM6JkAQrEYyhmQcnEPTJvfh0xvUbl9GR2PW5FqdpD2hCJqW4oW/IFgNx0Swdrrfh23b0WiU511rEWr6a9TIAAVACEwdYPAE8i3MSAyydZRhNS2XT7JN2R43uvH4wTmio3C589pkcUWLnb7Rqm40GVclOl1/cTiPWdzh4JJsuQJqKkKYA0rg8SMVB3MQHYXLO+mqRmlGedTc0NyIjU1v1GxcHj3zCikellIxyBKcLG8U00AyjmD1pEWS1w9mw9SRz40rcfL5idXnqKN9k2ZcnCM2hppGqO5Jc4N0VCZZAbJsLtL/z8TxmbaU5dwINkhgxDSAqWmPZAXBaoSHp4fLsYO1sfM3pV11zJoWyUjKsdHciglNrD7baCloJDJZUpJtt19NRkj2gtwXgGMjEctIVOk1uT+YN+2RXr80sfSU6R5DHLAZV/0Bwhimx/0lJBFs0P11ALikmPVL1KFuahmgFCD5tEKSWr0hufb8Im4vnlefIitOwZJV0BOIjoIxcJY5VUK1OOcK1LWg/7AVDUtWarqmyQlNrDrbqC8ouTpUYpKiVNeS/sMg4JHhHm/jG/ClOAUQhtzMdWql4PZCc6evxlnTlIQkQXNnYmDHRqF5pqjAAADGWCwet9OqByGWt0pJxXKjXANMVqNNKx3VDUBRFEVRoLpSXJKTkenJhkyXP1azFIQyzm3HUTWNwJkuejuE6jaUtIahaAjWYqRv2ulHEKgGZ3l/Kbj4Orp0lfrac/bS1dIMXNVmgkSpy4hnLB+NFEb7MXAYA4cx2p8x62MOapqs+iUOE+pLQSYeSGxb+GcJ8uPxeABwznW9dMT3ivdTsKAhTzzxxGWXXVau6pLJ5I4dO84999xKj2thMzIywsubrbCseL1et9sNIBqNmmbpbA6CExBCSE1NTSwWy+sYclSEWEpKL64oRU1TVhsSCAHhYDwr/254WK2q9OinIOlxV/9BJTpETZ3Lqu0L6Q3tlr8GgELhdkxlrI8kwrAtTiVL8+qBBnNq/AgCuJjlZiZNjCE2BkMHZ46imt7qVFUjk3MjwlDbdPUfUMOD1EjA7YO/CqqbKCokCZRyx+IDvSQ8QsCIRDmRmOY2qxp4IqYMHJYSERDKQvXy6vUlI1DYoSaT0xTjPHtByLnbTLgSo5Jtgjs8PITwKDcNomlQNUgSk922r8qqbfH5AzBScGxmGbBMcAYQR1YN1Q3bUaNDyq6XYRmkdQWWnYRQAzQ3OLcZS1lO6fOKM/dYnys6JHEHIFzVUL8EmodwDsI5iAmaYPSY1yuKEXclw7KpE+4wKtsOp/2HlMgQcSzYNjjjhDBP0Ghcpi9dw9SMbkIINEo0iUoEABzOTQbdnhK8lDDHFR1SE2OSbYBzloiRRIyYKeIN8uoG4vZwSWZUdgglji2ZKWLoGDmCaBiWwWXFDtYZS1abdZnQHurgYe3IXjk6QpMJMBvM4URyfEGraQWpbVDMJLVNTqijemxDV/oPysO9xDTAOVNdZkN7qvN0x1+d7pXWu1cb7JKSUXDueINWqFGFLaftVvQkHItT2Q7Wco9PMnXiWIRnrGCYrFguv+X2K5EhJT5KLIMrmuUN6fXttjdIHds12qvGxyiziOaCrIBKTJIt2WWoHs9gt9yzl0dGQKntC5mtK/Ulq3Miwihj/a7ePXJkiFgm09xWdZPedpLjKR1ZNmvObVdkSE2GJcsAIbbqNnzVju14d/xVjgwR5oAQ5gnwpqWUM2Ia4IxT2fJXp5o7raJhZQjgViTNTNHIEDGScGxGZVPzpnzVjjLF9IM4ttb1ltZ3QIqH4diZFT5zuOaxapv1jtPsUEPxUVT/6lv06g8iHQrHSGKwF3oCioqquoz7nm3ib48MX3S91rPXfegNyUwSQkEJUzSzbklqyRqnePAUAIDEmcuIYffLuyw1rGUmWQVb5YzVulUAoBJ8Qbg8AIdhwDYzGpBj24w4nafLhBPHIoYOl5u4fVBcnFCHMdO2U6lU7sMPZ674iBobla0UAEfWTG9ID9RNRAX2eDzp1UgsFrOScVd8RNVj1LY4obbqMrzVpnvKmUApdWmKS6KEO4RxDjDOU5ZjMM45JDAXsxU4FJxbFu/dT4aOED0OSm1vSHnuL+QfPoq2Vdj7Knr2Ih4GCDw+tJ+ENeeAEMQj+K8vDH/mzmO9ruSiUB7kNl58LCOeEjolkVl6qja8I05UnR+diHxCkX4gicfj83xdLaggtbW1ABzHGRsbm3Vlc97PCnPppRgdnX01ZeChh7B8eaU7cdQQAJdddtl//ud/btiwYTYVmaZ577333nHHHVdeeeW9995b6XEtbIT4IljolFF8CTJD0eOZ8CjBmhI5j3v2DteX3u4WFIcwpybeX7LYmLfekZQZ1Jef9DOEbdvhcLjSIxbMU7xer6qq8/xpeJ4Quucr0tvejqVr4Er7QE3Ny+M4GDqMh38+fNN/zLKh0dHRvr4+Nm5qEQwGm5ubG5/9DZrai30sFjb8NbFVZ5d31Nniy+xvN8UJff5D0kUX4Ir3o74tz9tGEk9vxo/+3+EfPlKuFmXHrKquQe9+7Hwhv1PVqrOwZFV0ZMiUS8dlP2ER4ougJEJ8OQpaG1CmmOKz5dU3cNKaSnfiqJHvvvvuW2655eyzz7788ss/8pGPXHvttUdr0bR3796f//znP/3pTw8fPrxhw4bPfOYzlR6UQCBYPNiSrHj9iBjgHIkoFK2gRUYiysPDEOLL7Jlh6JwZJwkSCARzjd22THrhb/AE4K+Gv3rSsYhzJKOIDGHvG3x4cDZNWJbV09MTj2d8zWRZbm5uDgaDQDpcd7xgEi7HwWCP1XlGpSdpVtgnnyo99if4/Fi5Hh2nTobTYg669+LNrXhhC7fKubx3OIFloLUT3gD2voJw1oInWIuVpyHUCCNpz9/dOoFAsOhQKNQKB1jMsDAfQuV//ud/vuaaaz796U8/+OCDjz/+uM/n27Rp02WXXXbOOeesWrWKFHi2TiQS27Zt27JlyyOPPLJlyxYAfr//e9/73ic/+Uk6g7yeAoFAMEMMSXUnhhFqwNggbAuREQSq8+QPjodxeI/pDR5LG4KpcEIYlShzipdxyHwJryMQCPSzL9e++wW4XDjrEsRGIauQFHAGSwfnOLgbz/zZXnPmMdc/NjZ25MiRCYOXqqqqpqYmWc5IPLyhhRzeh7blmO7wZVvo3gdwM1B3NA3OO/S3XaU98ms88ijeaWLvDvir4PLBMhEdgWPj9dfx5BP2Ne8uY4tcVhAPo0pGdSPOfieMZCbyutsPlwccYBaSUSaXTmouEAgE5UEhUOaH7LEwtwBlAM3Nzb/97W+fe+657373uw899NDPf/7zn//85wCqqqpOOeWUurq6mpqaUChkmubIyMjIyEhPT89bb701EUezsbHxn//5nz/+8Y/X19dXejgCgWCxYdsO8wZpIoq6NqRiSEQxfAQeLxQNVAZzoCcRGUJklHMeb15d6f4uEgzZ7TaLpW41ZfcCve0JBIsSK9TAl3WSN15G/xGsPBkNLXB7YVsYGcSBXeg5CNNOXrLpmOuXJCmtvMiy3NLSEghMEVmS6y7xDv4SXbvhq0KgBi4PCIFpIB7G2CCo7Kw9n1U6G91sZ7h1BT/tVPLSdvywC6efhval8PpgWujrw2s70NeHptrkVR8qb6P6yJBL0eD2QZKhuqGmjdM5mAPHgR43RvpRu6zScyMQCE4YJAp5YV/MK8tkuPvzzz///PPP7+7uvueee373u9/t2LEjHA4/++yzhT7p9/svuuiif/iHf7j++uvLllRPIBAIphGDGnR7MNwLrx/VDWAMQz2IHoRpgDsAAeecINJ+WsnMsnONaZppY8BQKLRu3bpKz9yxk1R9mpWivEDuZEITmr/SfRQIBFkQGr/6n/wPfAdHujE2DFmBRMAB24aug1DzvTdZwWO3PQkEAmkPo5aWlunZfHRXwHXWRmnb45kE85kAsQRUgqTwZWtiS0+u9ATNGirFP/xZf/x27D2A55/H354FZyAEEoUio6nW/MA/WQ1LyttmMtSk9uyjLSsgyVBckCRwgDmwDdgWP7I/UdNe6XkRCAQnEhKBND/El4W5A0gKBXYdHh5+6qmnXnjhhb6+vv7+/oGBAbfb3djY2NjY2N7efskll5x99tkT5qaC8iIC7goWOmUMuJtGU1WfQsnYAIwULAvJMPREJq0MlUx/bbyxg9PKe8H09fWlNZcLL7zwwQcfrHR3ZoXkWIHkiDRNf2GExjw1ljRbzV0E3BWURATcPVrcgwe9Lz6O17YjFskoIC4X2jvN8y6LdWyY5UWSMVbEtZxyJ5AYlXe+gKEjYHbmudgf4iedFatpM2d9xcjL8Qy4m8a9e5v3if+DN95ENAI7nRXejWXLzPPfvq1hzTNbtgI4++yzTznllHK1KKdigf7dtGkFPBOSN0Eqynr3RxtX2keT2OvERATcFZREBNw9CtYvxchwpTsBAPjLdqxceAbvBdWT2tra66+//vrrr690DwUCgQCGadqO5A41KbJMCQEhtuMYyZRuWcL5ZY5wJCXsa3CZcc3WJWaBw5FkU3anVG/FLYwEAkFeUvXLzMv+wb32HCUyRFNxrrltb9CoXWKEmmZfefGgfoxIEV+ddtpGzTFkZsFhTFFNqqZk10J3OMomtepMs2Gpe892ZaCLxiLc7barm4wV64zWzhfu//ktt9wC4Ctf+UoZxRfb7R9bcqprpEfr2SeZKYA4imYG61NL1/NZ5JsTCASCY2H+uB0tzMd/YboiEAgWBo7jxBNJWZIoIQBHMgYjpVJqqx6mzJcsm16v95/+6Z8AdHR0VLovZYATktL8KeFhJBAsHBy3P966RlYOS4koUzSnYQlze2df7UzggC67TNuRkwlwh0GxvYswOJRTVZc4/TLp8D4pOspUt7O0g3nn1vyES3Kqvt1sWiFJFIDjsInAiwKBQHBcoQR0sV3VjydCfBEIBAsDt6Z6VJVQgoHD6NsPc9LC3HYH4vXttqvyGkEgELjzzjsr3QuBQHCCQhzbvfUx9/aniDV+hSQwl52SuPQ9TtWc26vLkSHfvpfl2MjEEaa6ku1r9ebOSk9M2SC25f7DL91/eZiYEz4sxFx3duI9Hz3rrLO+9rWvATjnnHPK26iqKl6PJzvUjuM4iWTSNK1Kz4dAIDjBoBTzJLXxwpSAhPgiEAgWAEGPS1EUgGP/axg5kvOunIpWdb0ea1ll+Goq3VOBQCCoDMQyg7/+jjxweMpRDvXAG8rh3ZH3fsZuai/0Wdu2+/r6mpubpwfTnSHa4CH/W1uAKRHrqKn79rykhAdja86v9PSUAWLqwW/9T/nwvqmHufraVmXXK6fc/I3VN91U9kbdbpfX48k5KElSwO9PJlPJVKrSsyIQCE4k5pHlyzzpxtExP4QrgUAgKIxXUxRFAYCBw9OVl3G4/8huah2PgIsCgUAwD/E9/kCu8jIOsa3ggz8gdv4Y+ZFIZM+ePeFwuKen59ialvT4dOVlAm2wy929q9LTUwZ8v/jeNOUlAzGNwF1fImaZ70GKokxXXibweNyKIrZRBQLBcUSi8+VvQWovQnwRCATzG0KIO5PMnqPvQLGinHuHuirdX4FAIKgANJXQdm4rUoDoKdf2v+YctG27q6vr8OHD6RgiiUTi2JIYevduL6S8pPEceq3SMzRbaDyibXu6WIFE1PXXR8vbqNvlKl7A43ZXemIEAsGJBB03fqn438JEiC8CgWBeo1BknEuTMZTaVFQT8zpHoEAgEMwR2s6XissfAFxvvpD9Mm3wEo1G0y/9fn9HR4eqHktOaGW0v3gB4thSfLTSkzQrtBf+ksneXaTM1sfL26iqlshnpCgKWXQhjQUCwfyFVFpzWeDiizBWFAgE8xqFjed0mIE5N2EiAYRAIDgRkXv3lyxD4+H0PxzH6e/vHx3NqCGU0vr6+tra2mNexhNul3S/V0f6U77qSs/TsSMf2FmyjDQ2XMYW6cyiWlJKRfIjgUBwnJhHAXcXpP4ixBeBQDC/YSzzDzI/rvUCgUAw/yD2DBLfMAYgFov19vZaVqa8x+Npa2s7NoOXSTgv/RzsLOzUPGQmMcXKugHASxnaHFUxgUAgKAML2epkPiDEF4FAMK9xJp5lPb7SpeelCi4lo8poHzF0yIoVrLWr6ifeksFVIyFFh4lp2JJkeUOWr3r6KAhzND2q2BZ1dGLbDpUt1W26AkzRJqtijgIHnHFCHQZqJqltghLOOGGMUCppLqa6mSQzh8HSFceiAKPUoqolq2yKtsWVVExORalpyFYKjENRuDcA1QUqcdXNVBcjlHFu2YwVfe4nnCmRISkRAXOYy2tVNUz2mXNwTsHdigzLgG0CxKGSRWWAKMySbYNGRmQw4vLA7eGKy6aKCWpzyIRIlACccVhO/j4QQDPiymgfMVOcykaghgfrZcLBwQgsThlmheKYsmOCcS5JlqQhHtYOvC71H5a4w71+p6bRqmmxqhuZetQRGQhnqm1QxwIhjANjQzQeBmdEVriqAYRpbitQIyVjcnwMzAHj0JOwTMiKXdNk1S8BIQRQHEuyDan3ABk6wiwLiRinMpcUVttodZwCl0exU9RxQIlNVYvKSu9+df/rUniIy6rduMRcsc6pbpjslWUofQelyDA4d4K1VtMyaiQ9bzwvjxwhlsFl1WxapnecStxeWU8Q5hAzhVScM84lxQ7V24FaKTaqjPYRy+SKaoca7UAmNxnVk0r/IZqMQpLsQK1VvwTjCXeIkSJdO91HDkOSnECN1bSMy9O9MLg80K0MdsMyuNtnNa9wgked9YzaphIepHochDqegBWs41SSwwOug2+mO2ZVN1mNS9X+LmmolzDH8QWNttV2bcsM65fBZO4QcA5iQXLyScnESCkH35JG+gHCfT7i9oLZXNHsmha7qq5kE05V6VFzVRsZGTlyJBO2XOLOktHuOtNr1lY56kwnTTKS6nCP8vIzUu8hMJs3L+PLOlHTgqpagMMyMDaMsX4wBs4BAkJBCSTZ8VbJlq7YBphDYmFER6gkEdXNvAHbV2UpbnCmmCnKbBBqy6olu0AIcSyl76AUGQFzWKDGbGznWsHfFE3GlMEumopDUuyqOqu2dfoOLQVXHUO2TcpsBmrJqim7+Pg3IjFHYRbhDITYtk1HB2kyCio5/pBT3TheBYGkQCLgHA6D7Uw4fHFXweC4xwDnnDFW3P4lXaaMjQoEAkExCJmfD9sLBSG+CASCeY1JJJg6VBcUDf4QYsWiuthHv9AtL0NDQxs3bgRw9tln33PPPVRP+N58Th3qntJJXyh+ygWoqvPZKfng6xjtT8cRSO87Oy5ffNl6Kzix1uKe8KAHJgjB2CBsC4AMaABADH91vLZdosRnJ2XOAIBzxMagxwGAcTgWJAl1bfAFAQLOEB+BbUJSMvdOBy7HhAVdcScUDwdRkhHfkT2SY4JQpBIAR0MbgrWgEjQ3vEHQKZlodctOGFberVdtsMt76DVq6pOHKE01LDdWnOb1emBbAKeJiDcRBZ9cPKRXQWTgMEwDSzrh9kPR0r2VARdJx7efvPFzznXbSVpOdh/cVsq79yUMHM7EaKhv0xrbQB1MfJQwndMEp8ewZazYhi8VlpideZ1KYNtf0bUbHh+a26GpcAxlsMs12AVC9KYViY7TuaTMqGrOPUbUbcQJOMDRvR+HdsG2oLnhD0Iav2U7NmwLnIE5GB1GIp5dh+OvNi/epHm99MBbePp3iI3BMJFKTRqRaRo2Xou1p09OY9debPkzksmJA9reV7zPPGwtWRl/+wcdf8j9xvOe1/5GJr5KQqBq0NzQkxg3uHCbSbcqwReEZWKwG8kpveKEEmtKJFc71BA/6TzX/h2ug68hy2mCuX2JUy812lZ6Xn3atetFWKZ3ohKXJ7HuIv2ksyZ6rgx0+Z7+rTQ6kFUxMZeujl90LfMGZzLlhDNP1xuuI/tI1knICEVklGaNVx09gpefhD6Z1te94xmnqi524bV2TXOR+mUwHzNkTFkeW5DiRHMmppsxz/N/cD/7O2LqUDU0tcLrzS5v1zTHTt/oBGuLNGScdJZ7+1+LPxNbLSvq+/YNm9RUXcHwwOo3nvIkIwC8Tz9krlgXv/x9zOMv8nFqGb5Dr6tPPYyuffB6sXw1zrgAgRBCjXD7AMCx8foWHDkAzkGlKZ3xBvxWjIyZSMSwazu8AXSuh+oCAG4hNgTOQXh21BomyWbvYe3NLcSYnHYuKak1ZyfXX5xzISKm7n/xT1rXW9kXE8cTSJx+mdm8IlMG8DoplxGDZU5Eb3EZ4ISmXAFddfvMhOqYAMAcHHgTvQeQpWvwkAutrRgdQY6VEONIpWBZDufRpatTqZSiKLJcngdswzDdblfxAmVpSCAQCGZEOtPQfGBhSkDkqIwVR0ZG/va3v4XD4XPOOWf16tUixNccMTIyMp+NSL1er9vtBhCNRo8tLYJg0UMIqampicVihlGGvJtVRkSubwEIEhHsfAGFdvk4oq2rTd9Rb3qXkb6+vnXr1gG48MILH/7Fz4Iv/I7qiTzl6pqx/kK8vgVGvncJiXWeZVQ3A/APHdI8Hpg6Rvrytsh8IVLdkLkWc46xQdgGADAG24KkoK0TaWMTzhAZAeeQ8wsBFpV1y/Z3vwlZAWdIJUEIWlfAFwIAjw+e/KtZy3GiKTPnquXp2eU59Hqe0oFqnHtlpg/hQRjJnMGDAF27oWpo64Dbj2zZgpBC3meWw6LjGpDPTrm2/QnJWOa9tlVYdXreT9kgESYd1dVWtVKB5NhkZNNEDH97BP09qGlAa3v+VgI1kVM3cqnUYozzQGpEtcYX/LtfwZFDAOD2IRCcfMpwbKTdHxwH/b2Y7mxy8gacfBZ2bseTD4FzpHSkJteu0DS8/5/RkGWysftVPPfnQot25vZZq07VurKjXRCoGjxexMKT8UeD1TjlbFAKU0fPvmwxJWMdkDcWbDJZyBXF8QSkscG8b6VOOjux4R0A1MO7A4/9f3kdPZgvGL7mE8xfVWLOGQvuel4Zmxos1rExMjC5ticUioqhvvweJZIcufyDVmN73uoVsABL5Z1ZBkSo2wEF5/6H79Veex4ANBeWrciRFTKzKCuRi99rhxpQmNDd/0tKxQq+7bDUqRe6t/1laMlJuuZtPfx6TsdYoCb8/n9l3kDeT1MzVbXrefr4IxgZRFUVVp6Csy6GrKChPSMLOjaefRTDfSAEkjTluTgQwspTQSliY3j5GbSvwvJTcudj+gny1jYcyp+g2mxdGb3kvaDU4/F4PB4YKfbg/0PznzAkftbb9WVrCRCwYoqeyH/KEcoVNdNjxrDjOYSHpk2ggzdfRazADKdS977V89GXuwB85Stf+cQnPoFyQCmtCgYKGb8wxsKRqLB8KU76gSQej+u6PvvaBIuS2tpaAI7jjI3N67wN6X5WmHesx9hIpTsBAPj1X7BsZaU7cdQUFK4effTRG2+88Y477pg48tRTT61evfrd7373jTfeuGbNmiuuuCISiVS6/wKBYPETkz18qAeMwRtEx6koYERg+kKVVV4AUEpdLpfL5dI0zffms/mVF0nB2vNw6K38ygsAzn37X6aWoSXGNJmCUhTKJEIpDdZMLnESkYzyAp5Zk9e3YsLNJxmFYxVSXpA26OjZBRDIClJJAKiqh7cKAGSlkPICQJEktzJFWZDjY56uN/IUJQSnXpzpQyqWX3kJDyERRvNyKO6p3zUpEvdHkahbkQAo4K69L00qL54AOk8t9CkZ3EOOYt1CmONPhafoCDuexXA/VA0tSwu2Eh3xHCydZ9dlJiaVl+G+jPIiyfBnKS+cwx6XvMeG8ygvNQ04+UzExvDUI+Actj1FeQFw0TunKC+xMLY8WcRcgjrmVOUFkGV4fYhHJ5UXSrHq1Ix/x0A3cmJ/sgLKi6EXDALiOIWUFwDunS8ovfuJqfv+8utCITZoPOL7229Lzrm7b2+u8gJgbHCK/KFpCA8VjOXh2P6//TZvvBUC+LlRaGYp4OcmAO2NrRnlhQAtS/IqLwCIbflf/EPxkCKxTR/lToHz2XH0NWe6X3oSqlY3cKBtmvICgEZHfE/+ulDlvq436J43MNQPnxeBEM64EIQg1DhpkLX7FQz3AdOUFyph+RpQCs7w5jb4Alh+8tS6eZ4TZLivkPICQO3Z49qTlVd762O04AnDvdufkBIRt5NS7MKnnCxP9vjw3jzKC4DuroLKCwCX2+o4BeWGMRaNxfPG002/JZQXgUBwXJlH2Y4WpBVI/gfZz33uc1dfffV99923f38meH40Gv3gBz84PDwZxf3Pf/7zO9/5zkr3XyAQLH4cSYlQj3NkP8JD8Phx8jloWArNnVkxcoBDDzbEWk6qdE/R0NDQ3d3d3d39m3vuVoZ78xdqXgpCMXykSD3EsbXBLldkAN4A4uGC+U09gcmVD+eY2PROL8BkBb6qrHeTKO78EgsTZkPVkEoAACEI1WYm2V0i4I57aj5Ud9++/H2ubYJ/PN1JIjrtbQ4Ag71oWgZKoWpT3ixla5kWgDx2Ev2HJ48uWVk8LL+LsJnfvV1WKts5BeERDPbCNFHbWLx7riN7S6bicptZfjrd+zL/8Pim1GxbmYllTo63UYbOdQDB6y/CsQEgZ6dX0bD+7ClH3noFE/5TedGmujwQAlkGY1NUgNompMNwpBLQpwpqnOc/EzhQxHCyVOoW91tbtT2v5Bc3x1G79xRRcDL1HNmXe8gywbI6TCkcB0Ut+Ggyph56M08HuE15sYWxzB0FzP3CnzMT4vHBVczBRIqNqf0HixSwm5dF/+FmJmuwrYyFIGdwHNhW8tx3gQMSLf6wqu7dIUXzJISWjIQaGcDOHZkfZufJkCQo6uSVgTHsfw1Angfi6rqMe9HIAJIxtK3MLZD3DDlYIrWQe+d42mxTx85tRUoS5rj273AzE1YB5SXbpI5z9OzLU4Yz9Be7aIOgtjZ0yimnnHLKKXV1pWP0zBzbtsORaCKZtG2bc845t207kUyOhSO2bc++foFAIDgK0jFf5sPfwiSPFfQzzzzz7W9/G4Cqqq2tremDv/jFL9IR2u66667LLrvspz/96de//vUtW7Y89thjV1xxRaVHIRAIFjm2rI75GjQrqQz1ScwmpgFZ45LCiWRrXiNQ52jlDHM4e5TRvoLvVTci3/ImBzU2rARCAKaZh2SRPWp7MopBZt3lzgrfYJkAL7SpniFtiSMriEcAQHFBGg9toJTIhEIIZIna47vuSmQof7nq8egYjpNvC5qAc8TDWH4SqJRr51LqPksAmVI5PDBlLZcV3rjgp8Ctme2fKPbURfhoXyYDuj9Q/IPEseXoiFW4M5Q5k0Fk0g5ieWd+YjGfY88yQX0rAPQeyLy0pq7NmpcgJxRF/+FiM0tIrqkUoZBVTI3egvHQuUhN04MK6YbMyW8Ok/4IL7GZrwx0zcQ5V+nd74QKzrmUilFz2jTqyfGfCc8YcRilXRWU/kNGx6m5B1E68Y1iJOW+Q0A6HknpmOLKYLfZ3FGkgNXWOfapr6tvvqAc2inFwlxzW41LjXXnsUB16Pv/cyb5QZXuvc7JZ+cejI2AMSQSGXmovgUA1KzrT2Q081uYbp7mD2X+MTYEANU530iB73GkhHAmxcZoIgKPB/1dJXMMqako4axgsewLYzKGvFmN4rGMoFmY64LkbU89VXKGjwHOeSqlp1LCa0YgEFQaSuZNqulKd+CYyCO+pJWX1tbWv/3tb8uWLUsffPDBBwH83d/93Sc/+UkAd955544dOx577LEf/ehHQnwRCATHA0IM1WuoXgAIzLayuSbPom4C1Q2z9DM0sYxMzpciVgBS1pohe12RjluZHWSEp98teqfKuE6QyconsgnOIM83zdqFIIUGOGFGwfMNigCWBc5B5Hx7GqVvsxIhuU2rrpKfoqTgAjC3ZI4ooBsZnUsunaa32CkB0OwJsaxJzSInrN1EB/IvI0lmhpPjJiE5CsX05X2qmPFInm8hvd2UMw/a+PBLrU6zBjKruGbEsWkyWrIYTcWLvZt3jT05sQQACC1phlOooZk8nNJEBJyndR7MIEQrLSLFToyASsa684115+d+NhmdSX5QEs/jUU4tMyNCpWtISzDZV5giHZvwfEyrM7k/yXw/P9suYZCV7lV62pPx0iXBZ3rKmQWsnMzSebJpLDyjJgQCgWDhIlJNz448zwY7d+4E8KlPfWpCeTEM45lnngFw7bXXThS77rrrAOzbt28mzQgEAsEJBS+yGrdNlIy9CnAqZxb2RcxVstfAU/QRAuTIMRQASNHlx+SG/3jlE8VnsGzJXtoUDC47ERqjkJqTkZPYTOWQqTDwXNcqp/SSaeYt8RwxQhkXiWawUORFBRqePSFTVLOcgsXlMI60G8KEx1ZOh6cvLBUNRZi+XuXImIRkM+H7kOdcLTC7s3xyI5TPILUZV4uNLn8KqpwNPc5nssWXt6GZnFfc5Z6cDad08A5e/PsCksnknj178obk46p7Rj/kfImcuSRDUQBkfLLSP+RsxVCZmMxpbUxIcml1Kfcnma9PkjQTk3Ke1nFUrXRJlPZbHG+6wLVLlkp+lLvnlwGmQCAQlJ+KexstcLejPI8Uhw8fBnDSSZPRE1566aV0ypKLL7544mDaI+nAgQMl2xAIBIITDTtQOPRvdBS+AFBicWZ7g056nVNkuZVt5SErk7ei9D/MrL3o9Mq/eGjG9EqGsYwCYhqTqya7dF4zO0vrsX2h/IUmvGkkKb+oRCW4PEglwJzc+ZnBxrXNmDMRUyZNrHTmApvP9BZu5yzXAzUZr5xkKXsEQgrOCQDAIdKk/iJJmMj4mxMYZUII0AqcFekoJ3VNmZc5K8aB3txprC2WPQecTzOxYbDtXF+k+LgRSp51e4G5pVJB/WUGD1V2qN6ua0Ep7NpiZRy3j08/CRUXeJb2x5zcvMJ5G6rOk23anoHti+Xys+D4GaunSpa3C3uucc77+/sPHDhgmmZvb+/0EK1209KS/lwA7Ia2PAc9AcgKFCUjtI0NA1OvP4HqzMk5/Xc6Ef06HYIqmvOTzPddEzLprFRovKrLSVdY24xSWLILhBbcrc2eFq8//6UpJ/pSbg3pGW4v2ROBQCBY2FA6X/4Wpt9RnieDqqoqANn52P76178CaGxs7OiY9DQeHBwEoM7goUQgEAhONKxQo1MoSG3fQbj98PqL3TUIMeqWGJ4gjBS8hZ2sEtHJVSKVoIzb86dXQXoKRmryiOIq4UDhC4EQmCm4vEA6pOv4/nkpZwfDsrPXXEZ9e/5yg4fHjS9IppXp1DRmNIJcxaeE+GLYDufQfdUIZOkvfQeLf8rkR5HuKOP1NkFdEwIhUKlkfAqzuokVd4AixMiOoNG0JPOPnJiyE9vyipp/wz+dIOakMzIvc+7RsQi6ptqrdq4toWoZU7+FdApzRZ3y0DN0JKPrefy5vjOFzEYIKWb/VcrYxOhYb6w8vXgxJ1BjNS0rUoBTyaidJjRoLvAs0x6HQdGKm6pxSTaW5UlzYxC5+CnLQCyq6OsuyLyOR4v7bXFFNVs7876VSCT27NkzNDSUDoWjKMp08cVYfz5KxWd1aprsxjx5uyxvyHF5sWQ5bBuOjQM7AcDUJ6P/KBrSs82mDXpkIHN61LVAljNpvLLJeyVsXV68q8bytRmVJFCN5hKF9bZVJlEmg1jlfhNZcpskoy6fmqMoqKouVH96CPrpF0MgEAgWN2Q+/S1A8jy4rFixAsCWLVsmjmzevBlATm6jl156CcDSpUshEAgEghwoTZx8QX7fkGQc+3Zg2doigVRSDcttb1WqqtGJR6G6JpMW5WBbfMKWBIA/BCIBAKEZ65XBnsmltS+IIiEnAaa69OpWOA4kKbOEHj6SCfRgpIrEqWGcJ80pizqjrs0MNeYpapl4azxHiTeYu6ZNd7W+FWYSkVGYiSk70rxY1AbGecK0AaQYcU46a3LveqgXg92FPsVBEvwo4sbZVE5pWZoalbDuXASrEBtDuGAQZa6oiY4zSlae1AKMjk9Iywr4ggBgGpm03xMtTkxadV2erfiuPRjsQcsynHQaAGgapmYBxxMPT4kg27wUHScX018MneXIf7aNVBzerHDOpo5DuwGAUtS15j4PSQX8NVzugqYEksIL50S361pSK890grXJ0y4t2G1K4xddW1LESS49heW4LxGCQFWWgsBhmajKNmTLnavkaZcyX55E7AwkSYptUCWoxoHU+e9y0rYbjoP+viIaY2LtRWyas1Xa4OXgwYOmaQIghNTV1a1YsWL63pix+kxzxVrYhR3xJDl++fvyfymExJeuw/qzoGqIJdDfi0N7wDnC/ZMnz7rzoLmBadZSpp6JAK2qWLEW/V0YGcj5tvK0uHTl1GmfguMNJtdfMvn6wquKuPUZ7Sdb9UsSsovJWsFTwrYmv9kVJ+ePFbWso0hcHnPNWebJZ0EgEAgWNxX3NlrgbkfSf/zHf+Qc6u7u/utf//r6669v2LBh2bJl99577z333APgy1/+8urVq9Nl3njjjY9//OOO41x22WXvfve7Kz2KxUYqVdr2uIKoqqooCgDDMJwZRCIUnIAQQjwej2maJ/IZ4ngCtj+kjhzJzTFMaLK6xWparviCiAznLlQISTV1JJaekr61mJ6gEu6naQv8afIHk9VYdStTXEo6+AKlUF2wdHCWWWNYBvQkPIGMiaaqwUiA54lU7xAp5grq/hoCrkSG4fZmlp3JKNx+yApMA5KEaUtih7GYbjrTHJrMmhZJj8vToqI6tqVXN8uai1AKzQPLmDoDBJSiqg49+yArkBTIyqRKRTiQ547rMB7VTTa+CDRUjxqqpSP9GTuCoV64PNO9GByOKJeco9w6sWQXARRnfMPfF0SwBiP9GOyDosKda87juHzRdRc7RX2O0nBCTMWlOAZNf311TYhFoCdh6Jm0vmkkCRzgDLIMzQU9mSud9BxyWpbRVachlcDQESgKmDMZTySZwOH9aF8J1/gyfskKJBIYGZg+sVxW41d8MLnhCnn4iBQPTxyGwyBJUF2TuXtjY3AcVNVAc0PWkIxPLmUJyRtUlUtyqvN0mozRaSe20b4mft7V8lDP9EC2ZvOK6CXXp61+rJbl4FD6D+VUzl2e2GXvs5asLj3nkmxWN6nR4SnBd2UVhMDUx5PZM1AJLjd0PTfeDaGJMy5Lrb2gUP02kTiIOs24ioPEiWYQGQAk2Vx9utx7QIqOwtDhWPDmerhwKiXWX6qvWJ9TTzKZPHToUDSa+ZW5XK729vZQKEQKCCjmqtOk4X55qHe6IsY1T+zqm6wlKwuNhWke21elVvnJob3Qkxjsg9uLQBUsAy4vCIWioWEJBnsz6h7B5FzFI2AMgRACISgqdr8Cj3+KTR+ZdoYQgsYlLBEnE/Z3E7Na3RS77B+Yxw9AURRFUeDxp6oapb4DJCcPF4i+Yn38jI0glINYkqJQTpkzXW20qZLUAgq3CABZQU0DxoZys3opitV5CsJjdFqYauO0C+LX/3OJdHKCCjHxQCIycwsK4fF4AHDOsz0/5iHpflaY3/wkc3+s+N81HyhmkDhfIdOTNUYikfb29nA4DEBV1fReyooVK958801N00ZHRz/ykY888cQTuq4TQl5++eVTTz210qNYbIyMjMwkiWal8Hq9brcbQDQaNc3SkSAEJyCEkJqamlgslg4XdeIQj8d/8IMfAFi6dOn73vc+AMQyXL17ldE+aiS5olmBWqN1lePxA5AAl2Oowz00MgjTYJJseqv02qWOx59TrZaMuMy4xBnVk9wyAG4rLsNTZQTq0oFCJDDNMRXuEM4ZIVxPEEOnzAJjcByAUF8Abh9XVEYkburE0CXCCQgnxKayIWuGpE2s9yQz6QoPKKmYZBuwTcIc7gsRf4irLqguuDxcURmVHIebtmPYxfQ1JTqiDR+W4hEC5mgeM9Rk1LaBUkpJdVUVGOecOYkYzCRsm4M7RDKoCgKNWfLYAE3FSaCK+KuhukAlTogJYjNIkiQRQghxGDMdlrcPqmO5B/ZLI/3ESHJJduraWONSqmiEwOGwQA2QY77QSsx2mUnZMQnnjEo2Y2T/G+ruV2gqSfx+7vFwzWtX15sNy4yGdj6DXFFZcM3SVTtFHRvgfHQYw70kHiUERHNxRYWsOqrbcfuokZLiY8Q2EYtA18Ecrmh2TZO+Yr0TqleYpdmmPHCY7tqOwSOIhXkyBc65y+NUN5prziCr1yqWIXGHg9iSYkfCymtb1MO7iZkEiOOvNlefrq+9gGXkJK727FMPvSlFhgGwYK3Z3KEMdatH9lMjCccBGFfdRsepvHWF7JjETJHIMJIJzhymuOxQg1nbpg53y6P91Egx1WWHGvW2VczlheNoh3eqfQekZJQTya6qM5ausdOWIJwFBg4pXbvskX4Q4lTVGUtPsppX5H4XkRFt10vKUA8xdebxW83L9VVn5o0aW3jKmTbSq472SUaCgziegFHbZru83jefUwe7iWWCEsftY4FaaayfRsfg2EzzWM0rUied7RSySsuCcuaCLXNGwRkhFiSDyCxH9eNc3btD3blNGh0AAQmG4PVCkpnmtmua9fZT2FQ3Rs75wMDA8PBw+mmBEFJbW9vQ0EBmsBko9+xzb/+r0rs/nVLNCdQYJ2/Q157HZ5AajDiWa7jb9eJTdOd2Ypqob8SKNbyxFU3t3BeCpjmc8N796OvKnJwgXFYdX9CqaTGbl2u2rtgGScVI7yHiWAhUE4+fqy7b7TNcPsK4YqUy56SsGprPljXlyH7t8E4pPATOmb/abFtlLFk1Ich6PJ70aiQWi5nJhNb1ltJ3UNLjXJLtqnqj/eTcKDmca8xyWUnJMYnjcAJbUnTFaypuAIQzl20ozKSccRA+2IORfpqKc0Icf43R3GFVNxLH1nY8r+x+RYqMcCrZTe3GqefbbR0lp05QKdIPJPF4fJ6vqwUVpLa2FoDjOGNjpePEVbyfFeY95yEyOvtqysCPfoelC+/aS/Iu8p999tnrrrsuHdUFgNfr3bx588aNGwF0dXW1t7enj99yyy1f+9rXKj2ERYgQXwQLnRNWfOnr61u3bh2ACy+88MEHH6x0d+Y16WcI27bTWr9AMB2v16uq6jx/Gq4IkUgknR4BgMvlamlpmRc7osedbPGl4rebZ5555mc/+xmA9773vZdffnml50aQQYgvgpII8eUouP78+SK+3Ps7LF0x+2qOM/mdVy+44IIdO3b84Q9/ePXVVxsbG6+//vrOzskYby0tLaeffvpHP/rRK6+8stL9FwgEJxYSJZQQAGnjDlBqa578KWMFZYICEuEAHA62QOObCQSLi2AwGAwGo9FoKBRqamqi0zJkS7FRmopzWXWqao/zFZIYKTk6AsaYL+h4g7OvcD7CmTTQQ6NjXHM5ze3pFOCHDh1KB0k87bTThPgiEAgWJ5QUzBx3nJkfvThaCkYOa2xsvPHGG6cfX7p0aU9PT6W7LRAITjhciuRRFUoIhnrRuxf6RBRSYvqrEw3LHZdvNvWXhVAodO+99wKoq6urdF/KgEK4hzCFTBri2ZwkOTVnnJtZIBDMEU1NTTU1NV7v1DBDjLn3vuzeu51O5MmiktG2MnHKhcw951dIOTzk2fFXdaBrIqiK469OnnyesfSkSs9W+XAc99OPuP/2KI2Fx4etGKeen/i7D1a6ZwKBQDD3zB/xZWEiz74KgUAgmGv8LlWTJQA4+AYGDk99k6uxESU+Flu61vRVOPKWy+XatGlTZftQtrEQ5qO5gUJlwgPESTCaOpokQQKBoOxkYs1mQZgTeP5hpf/Q+AEOEDBH69qp9B2KXnK9HZhDk3W1d5//+Udy4otLsVH/1t8pI73x0zdWesLKALGtwI//U9mzY8pR29K2/VXZ+fI17/+30556CkBTU1OleyoQCARzA8HCzTQ0H5C/9KUvzbKK22+/vdKjEAgEixm3ImeUl4HD05SXDIQz/+E3xlaew2T1qCoX5EUmfLryMoGXMtsh1gK1+BQIFime15/NUl6QbZNNzZT/uYfD77iBz01GHpqM+bc8SgpksnftfcWubtTbT6n0DM0Wz+/vz1VeJmYgEV364N3BL3yPS2JfUyAQLF4Wcprn+YB8xx13zLIKIb4IBII5xaON7+727s/J9JoNYY57uDvRuPCCb81D3IQVL+ChLMJEXlWBYL5ATN29/9UiBaRERDu8c44UEPful4hTLI+v+43nF7r4QpIx9/N/KlJAGunXXv6bftbbKt1TgUAgmDMoBZ0fts8LUwOSC4VNnp7IxuPxJJMTQRZw0kknrV+/vtL9FwgEixxFGnctTcZgpoobW6ixYSG+lAWVlEi4phBOgPmblU0gWODouq4oiiTNVOJUh7rBnBJl+g7OkQKi9h0o9jaHlIhI0VEnUGHP0FmNce/rsK3iZZS3tgvxRSAQLGbIQo10O0+gQ/n44Q9/mI6cv2bNmnvvvXf37t2pVCqRSAwODv75z3++7LLLABw4cOC666574IEHKj0EgUCwmKETwraRKl3YFIkkywDBjALqUqG9CARzAOd8aGho3759fX19M/8UTURLlpHCg3PUZ6l46wQApGTpHs5n6Ejp2ZP7uyvdTYFAIJhTyLz5W5DksRravXv3Bz7wAV3XP/3pT7/xxhs33XTTypUrXS4XgLq6ussvv/yJJ5742te+ZhjGhz/84bfeeqvSQxAIBIsZysZN2Wdg5UjASpYRzICZ3dIWpsGnQDCf0XX9wIED/f39nPOxsbF4PD7DD9LISMkyZCIFUtnhpaVYwqwZVDR/oWNDpceYjFW6mwKBQDCXEJrxPKr43zGRSCRuvvnm9vZ2n8930UUX3X777ZZV+t5UV1dHirJ9+/Z0ydtvv71Qmd27dyOv+PJf//Vfuq5fcMEF3/nOd0iBZ+tbbrll48aNqVTqm9/8ZqVPAYFAsKiZMPN2eUsXFtpLOeAzmMiZlBEIBDOHcz46Orp///4JF+9QKOTxeGb6eb20bSD0ObMNnNFz8PwIE3DMzOABHbZTuoxAIBAsXNIBd+fD39HT3d19/vnnf+c73+nq6vJ4PM8888xtt912+eWXj46OznJWJpIPHjhwoHjJPDfCxx9/HMCVV15Ji95K3/WudwF44oknyvZdCgQCwTSYZcAyAUBzwxcqXpgzeyZ1zh2O43R3d3d3dw8PD1e2J7PEYCWWSSYnM9jqFggEM8I0zYMHD/b29jLGAMiyvHTp0tbWVjrjzT0mq7BLXAC5YcxR/7lUqp+UcnlhpwFi/iqwElc9TpWZVSYQCAQLk4o7G83C8egjH/nIjh07LrroosOHDw8ODu7Zs2fNmjVPP/30zTffXPyDhw4diufjj3/8I4Arr7xy3bp16ZL79+8H8OKLL04vvHLlSuQVX/r7+wE0NTUV70R9fT2AwcG58h8WCAQCAIzKGBvIvFi6upjUzXnF80wPDg6efvrpp59++kc/+tHK9mSWpECLrDI4kOQi1ZFAUB5GR0f37t2bSGR8goLBYGdnZyAQOKpKmD+EwaIxYuIxx+WfoyEwb1WxizMBZIW5fXPU+vGBVdcjK+/EdHojiT/FnKeeeqq7W0R+EQgEi5SKG7wcq+XLli1bnnrqqVAo9OCDD7a1tQHo7Oz83e9+J8vy/ffff/jw4SKf9eZDluWbb745FAr98Ic/nCiZtnxZs2bN9PJpj6I84kv6fv/iiy8WH8ALL7wAoLp6AQeuFwgE8x9bdnE9jtE+cA5/CB2nIp3+I0ca4AyWYQXqKt3fRQLjiHKJ5dtWYBxRJjnC7EUgmDWWZe3fv3/C4EVRlPb29iVLlshHbyRiLVuDaASD/fkDYSfj6DlsrZirZM9Ww1KoWsGnYVllHr/tW9hPjNaa02HaSBZw77KsPxwc+Ltf/P69733vo48+WunOCgQCwdxQ8VAvkzFfjk5/+e1vfwvg7/7u72pqaiYOLlu27Pzzz+ecP/TQQ0c7E3fccceuXbu++93vNjc3p4/oun7kyJGGhgavt2CohDziyxlnnAHgl7/85b59+wp9bP/+/b/4xS8mCgsEAsEcwQnRXUHExtB3AKP98AWx9kLUt0HVMpddzmBbsAwOkqpvr2xvNU279NJLL7300tNOO63SMzdbbE7GHJrk1OFITzUDSXESZrI1o2xIAoGgNMa4K1AwGOzo6PD7j9E4hXkD+voLMDyIQ3sRCWeiZTGGRAK93Th0gHl8+voL5mgUqRXrIcnQXJCVyfgvhGQOSlKq8/SFHqKbBav189+OlI5IFIYJlg57xWFZiCcQjfM5Ne1hjtJ3yLXzJdfOl5S+g3BEcBmBQFAJKm7wcqyWL+mYuO94xztyjl9xxRUAXn755aOq7fXXX//6179+xRVXfOhDH5o4ePDgQc758uXLi3wwz9bKJz7xiccee2xsbOyqq6766U9/evbZZ+cUePHFF2+44YZ0ZJobb7xxLr9egUAgQMoTdNkpYhmwDOx/DXnTSRCYta2ONuPglHNDdXX1b37zm8r2oYyoBC4CmtlbIBTQCBzCdL7AA2cKBPMDRVGampr6+/ubm5uDweAsa0u9/X1a/0HS143eaebTipq67uNcdc3RQBxfyFh1hrbrRcjy9GdLVtOkL5sro5vjSeq9H9P2vU76exGfljdKUTo+8KGb1u4FMOH8Xy5cO1/ybP0jjYcnjjBvIHn2FfrJ51R6SgQCwQkGWajJLvfu3Qsg7XCUTWtrK4A9e/YcVW2f+cxnbNu+8847sw+mA740NDR8/etf/8UvfnHgwIG2trb169ffcsstp556arpMHvHlqquuuvnmm7/97W/v2rXrnHPO2bhx4znnnLN8+XJCyP79+7du3ToRZPfqq69+97vfXemZFAgEixwPHOILQY8jFUddK6IjiIyAZe37EQmqqiXGknrCmUlSJMEM8BDmobkODBTwUS5zFi8VkVcgEMyEUCgUCAQkqQxBlDyqRD58M556FC8/O5knDkD7Krzjek9ds845n5uHZtnSNbcHHevQsx+pLGFCVtCwhNa3umMjyUD9XE/mXOMN95D3fQTPPIkd26eEN16yDJe989L6pvXv/RCXyhxz1/vco+6Xn8o5SBNR319+Iw0fSVwsnsMFAsFxpLYBngJWfpERGGXNqUco6gpHoaVHdzuLRCLIFzIlfSQajc68qscff/ypp576+7//+/Xr12cfTwd82bx58+bNm1VVra2t3bVr165du377299+85vf/OxnP4u84guAb3zjG9Fo9L777mOMPfHEE9NTGkmSdMMNN9x1113lnF+BQCCYBgE0boMALi+690KSQSUEq6Gn4NgAQKTM9Zdz92hvvHllpbu8GFAIn668TOAi3CLcEM5HAkE5KIvyQsE1bkPR8Pb34JKr0L0fsQg0F5qXIFgDgIC7YKcwJ+l4PLFhgMMfwklnIpVAKgHOoLngCaS9kNzxkaS/boHul6ahlq7GhqEoeNsVuOBS9HYjHoOmobEZgSoAhNmusSOp2qVlbFQ9vGu68jKB+7VnrdZOc8XaSs+NQCA4YfjorQXFl3u/hje3l7Mt1YUvfq/gu5wdVWW6rgOY7tubDnebLBpPPYcvfvGLkiT9x3/8R87xtOVLKBT6yU9+8q53vUtV1XA4/L//9//+9re//W//9m8XXnjhGWeckV98kWX5Rz/60c033/zlL3/5ueeeS+c/AkAIaWpquuSSS2677bZVq1aVc3IFAoEgHwpY5mldT8KxM4JLGin3CqYkw5Xu7yLBTXjJAkJ8EQjmDwrPMgZUNaxYk7dMisyJ+KIYWdYubi/cuRaIxLFl27CVufJ7Og5osZHJF6qGZR3Ty7iiQ+UVX9zbnypewPPKU0J8EQgEx4+v34xouOC75VXYTR03X1/w3W/84qgqq6mpGRgYiMfjOcfTNi8zTyK0efPmbdu2XX/99atXr85568Ybb3zXu961Zs2aCeemqqqqb33rW/39/Q888MAdd9zx0EMPFQunf/LJJ//f//t/AcRisX379mmatnz5cpdrAd84BQLBgoNMCNvZVvQFoJZZ6f4uEhSUEF9kwgk4P8pQ8wKBYI6gpX6zMyxzbJBsWbwACrNLF5rHyKlYyTJlvgc5tnLkQIle9XcR0+CqVtG5EQgEJwyEHK2/zzyhqalpYGAgHbU2m7GxsfS7M6zn7rvvBnDDDTdMf2v9+vU5jkhp/sf/+B8PPPDAK6+8guluR4ODg+lMS1dfffVEJ/x+/yLI3CEQCBYik8t7WjrICJeOOj+rYDp0ZlHkJUJskXBaICjK2NiYoig+31zmwQGAGckqc6iWUgqnlAU4LYN3VQUhfGZzXD5oKjEluln+BjlNRh21roIzIxAITiCOKdPQfKCxsRHAkSNHco739fUBmEgXXZyurq4nn3yysbFxetakIqTzH/X19XE+LWNFTU3Npz71qY9//OPPP/98padIIBAI4JDxy5TLU/Jyb4tou+VgRkuM8i4yBIJFh23bXV1dPT09PT09ztwnBrZRWp625+6JWXOXKECIoyxs6wyn5BiB8kbb5YpaxmICgUBQBiqeYfpYU02vWbMGwPRQtukjE9mIipMOifuBD3xgerC2aDT63e9+9wc/+AGf9hjd3d2d7gAhJPdWLUlSumf79u2r2JcqEAgE4zggVnpRIcnwlUjFalQ1Vrq/iwEOOKWUFQ5SsoxAcMIyNja2Z8+etCe5ZVlpq+Y5xSaSQ0roL8bcBHwB4PhLect7g9YM5KH5jOmrRqkZtryhMrbINTfzVRUvw9xe5glUem4EAsEJAyXz5e8o5Zerr74awO9///vs2LrDw8N//etf3W73+9///plU8pvf/Gaiqhz8fv9Xv/rVT33qU4899ljOW/fffz+Ac889F8h3I7ztttsAfP/73z+qlEsCgUAwRySImlnm17ehcFoQ0xsyAhU2vR4dHb322muvvfbaL3/5y5XtySwpGUzXEMqLQJAP27YPHz48Ye0iSVJLS0ttbe1xaDoOFYWfRlOQZ2Idc2ykPEF4/AXflmSrpnmhXzMsl59pniIzDElJhWYaNWCGGKvOKFFg5ekL1AVAIBAsTMi8+Ts6Lr744nPOOae/v//GG2+0LAtAMpl8z3veYxjG+973vqqqqomSd91113e/+91t27bl1NDb27tz505FUc4666w880LIpz71KQAf+chHnnzyyfTBRCJx22233XvvvdXV1emlQZ7b8HXXXff973+/v7//3e9+91tvvVXpL1ggEJzo2CBRojEQqC60rUI+E2szUBtrW3P0dZcZwzCeffbZZ5999vXXX690X2ZFitN8hi2ZQwxIsoW9iS0QzAWRSGTPnj2RSCT90ufzdXZ2zjyHwiyxiBQlGs+3FE9BTtA59PrRbW43LstvnKhovLUzzhd+QC5C4k0dUAooXJL8/z3/+klnnbt27dqf/exn5WozecbbnEDB84f5q1Ib3l7peREIBCcSFfc2mnQ7Omr95f7776+rq/v1r39dW1t73nnn1dTUPP30052dnd/85jezi33+85//7Gc/OyGgTJA+cvrpp7vd+b1Qv/jFL/7bv/3b0NDQxo0ba2pqli1bFggEbr/99urq6p///OcNDQ2YHnAXwJ/+9KfOzs5bb731P//zP9euXXv++ecvX768ra2tUJ6jW2+9tdJngUAgWORYoGPEpXFbdQfoinUkPIpkGKbBqWRrHiNQb3mrKt3HRQUHolzyw5Gn3NoIAAeIOrRUaE2B4MTCtu3e3t4Jk2FJkhobG4+b7DKBSaRRuF2wFe5QcA7YRDLIHNq8TBC14W9cruhxxEZh6mAMigZvkPlDMYs5MwwlNb8xPVWxpk7f4EFiWeAOOM+sASRZD9SPygf6+/sBTE9lesxwzR3d9PHA7++TRvpy3nKqG6Lv+kcmIp0JBILjyYINuAugo6Pj1Vdf/fKXv/zHP/5x+/btzc3N7373u2+77bZgMDiTj6ejw5x//vmFCsiy/M1vfvPiiy/+/ve/v3379qGhoTPPPPPss8/+93//9/r6+sz8TQ8JQ45yQvmiuKHOK0ZGRubzrHq93rTgF41GTVNk9hXkgRBSU1MTi8UMwyhzzQAFV1NR2UxIjsVBbEUzXAFbKR0K8TjAGBscHASgqurxX3fNBRrhGuES4eBwAJNTg5OyXJ7Sjhi2bYfD4UqPUjBP8Xq9qqoeh4Aps8Q0zX379k1E1fX7/c3NzapamTCoxDK0fa+qR/bTZIwrml3fpq9Y7wSPh98TAI+Z0CioogCU26ZlO3HVy0uFSjn25jwej8cDYC5uN4WQklHfgddkZoJK4IwxJBuXGw1Lf/WrX91yyy0A/v3f//2mm24qZ5OO7X31aW3/DhILA+C+KnPF2sSpl3J54dsTzT3pB5J4PK7reqX7IpinpB9IHMeZ57eb4+PBWoLPXYdYuNKdAAB85SdoXlrpThw1ea7asriUCwSC+YdK4KZcsXWMHIFjTxxXrJQ7GTY1fyzYOHeP+DOEUppOZbdoMDgpGf9FIDjBUVXV4/HEYjFKaX19fW1t7dHuY5WtJ0f2+5/+P8SYXGQq/Yfcrz+TWnNu4sy3z+l2JXFs//6X1bH+ySOABiiaJ7rqbNvtn0Xd8wj1wBv+h+4hemLiiAT4CeSzr3jf3//9+973vrK3SC0jsH+bDAMrVqePEMAFS96zJdpxFlNds6teIBAIjgaC+WL5Mj96cbTk0VnSEWgEAoFg/uCl3E05bAtD3XkzIatGLBC2I6Elle6pQCA4EWlpaent7W1paVGUucooVBKlvyvw+C/ApzkFcrjf3EJsK37ulXPXenD3Vjk2Ov04NZLBN58ZW3sJ0zyVmplyoXTtDvzqu/lneOtjxDLjV3ygvC0S5lTtfI5aeUw25FSsatdzYydfzCWxaSoQCI4bxxJsRTCBiJgoEAjmOy4KN+UAMNaPwh55ipnSUpFKd1YgEJyIKIrS3t5eQeUF4P5nHsyjC4zj2r1NnhY3pFy4hrryKi9piGP7D75auZkpE5z7H/1RsRne/hd5oLu8bXp6duVVXtJQy/B2i8wYAoHgOELpfPlbmBqQEF8EAsF8x5OO7soYzBIO257E6EwqFAgEgkWGMthNEyXUZ8/rz85R6+7+AyW6Fx0mzsI2rFZ69tJIiVuMZ+tj5W3UNdJTvIA2eqSy0yIQCE44Kp5jeiEb3xSzVHQc54EHHnjuuef279+/f/9+Xdc7OztXrlx5zjnnfPjDHxahYQQCwXFABs+IxHrp/BHSAn+4FwgEgmND695Tsow80jtHrUtZMVDyw6HGRoyqBRwSSzvwRskycv+hMrZIbIswp0QZziQz5ajzIuS8QCBY/CzkbEfzgYICyubNm7/4xS/u3Lkz++CRI0eefvrpe++99+tf//o3vvGNa665ptL9FwgEixxp4gqfFWS3MPM3TZhAIBDMHTRVWp4m1pwlKGSlr71UTx7fKSkzNBEtWYaYqTK2KJkzmjEplRDii0AgOE4Qikpnt1jQ5BdfvvOd79x8883pf/t8vs7Ozvb2dlmWDx48uGfPnmg0umfPnk2bNj300EObNm2q9BAEAsGJAZUq3QOBQHAi4jhOf38/IaS5ubnSfSkIV2cQbobO2RMzJSX1Fy5XMCBOGeCuGQgccjnzi89wxlglIw0JBIITjPlj+TI/enG05BFfdu3a9fnPfx5AdXX1rbfe+tGPftTn8028m0ql7rnnnttvv31kZOSmm27asGHDfH4WEQgECx0aG0VVCABmsrPHWOkyc4mu648++iiAhoaGiy66qLKdEQgEsycWix05csQ0TUJIMBj0er2V7lEBJBUgJaz/FG2uWicUKHr5pcSRFrhGUFVdukygqowNOoobjJWQzDhzFksab4FAsABYyPFW5gN5xJfvf//7tm2rqvrII4+cf/75Oe+63e7PfOYzGzZsuOSSS0ZGRu68887vfe97lR6FQCBYtNCRPnhcUN1QVFAJxR3go2NoqmRvx8bGPvGJTwC48MILhfgiECxoGGN9fX2jo5MxVk3TnL/ii2PB7UaqsKMKoVDKaZcxBSMJRS2m/BBJHjlihRZwzBe4vaiqRrhgzN3tI/HNh99IHv7axo0bzzrrrDK0SIjlDihGMYcyW/Nx4QIgEAiOG/PH8mVhkud6/eSTTwK48cYbpysvE5x77rk33XQTgMcff7zSQxAIBIsZwmwcGg8+VVVfrChjGO6vdH8FAsFiIJlM7t27d0J5cblcHR0doVCo0v0qCHFseP0oaF1CEKoukiZ5towMFDOrkWSEB+cw4sxxgXCOlWuhFRgmIS8z9Y4H//Stb33rpZdeKlej8eWnwS4c78x24itOq/TECASCE4l0zJf58LcwLXDyWL709PQAOPfcc4t/8rzzzrv77rvThQUCgWCOcNx+HHgVbh/aVsLtg78GsdE8pvWMoWc/uHMsbZQPv9//v/7X/wKwZMmSyvZEIBAcG5zzgYGB4eFhzjkAQkhtbW19fT2du4Ap5cDx+jHooKYOsQhSySkXSUVBoBqc87lz/HFs9HejaQlMAzyraQIoGqJjiEXsQE2lJ2lWMM2NYAhrz8S+nYiMTRmm5sayDtjdZW+UKAqqGzDcB0XJ3W22TVQ3kbJGmREIBIISCLej2ZFHfOF8RulC0sVmWFggEAiODb2m1XtwBw6+icgwWjsRrIHLjegojFRmdcE4YqMYGYBj80pnfPD5fJ/73OcqPWcCgeAYSSaTPT09hmGkX2qa1tbW5nYvgFQyRttq94E3YZnw+REIwjJgO6AUigpKYVoAZ/7gHLXONQ/RE+jeh9omeHwAwAFKYOoY6EEqDg6zaUWlJ2lW6DWtruEehOqwPoCxEYSHYZugErwB1DXA5d2oBh/4988klzhcPCcAAIAASURBVK07+eSTy9WoJz4CXxCqC6MDyM7n7fKgoR2ayxMfjlS3VXpuBALBCYNwO5odecSXlpaWvXv3btmy5cMf/nCRT27ZsgVAW5u44gsEgjlElmUEqhEZwegARgZACDQXHAZLh6SAczjWeFnOm4S9iUAgOEZs2z548CBjDAAhpK6urr6+niyQp0yJscxuZMZLhUKWsl4CnLPinpuzgLd2kP2vwbbQfxgEkBWAwLYx0St/ULJNR3VVep6OHcnSYaageaBqaGhGfRM4AyETWVeX1Va1tC+Prr24bE1yngn4ompoXAJw2DY4hzxpBaOYScI5XyBnqUAgWPBkXfQq3ZNKd+CYyDN3l19+OYD77rsvLa/k5YUXXvjxj38MYOPGjZUegkAgWMxQcHSehvQjOwE4QyoBMwXOYZvZygv81cQjkj4IBIJjRJblhoYGAC6Xa8WKFQ0NDQtFeQFAjSSq6rIyvnFwNhnkhXN4fZTZx1h7KYgvAH91xhqRA5YFywQfV16ohPaTJGdhx3yhegKOg4nINYSASpOLEMZgJKmll7NF7pApBuYEsgJFnbLtzPncfa0CgUCQS9ryZT78LUzyiC+33HJLKBQyDOPqq6++6667dH3KjUTX9R/84AdXXXWVYRiKonz605+u9BAEAsFiR5Kx7gIEqgteczlDbTNali3ca7FAIJgP1NTUtLS0rFixYkG4GmXDCYEsobYOBMhxCWcOfEF4/HOYFocQLFuN2lZwPiUkF2Pw+HHSmaB0wbupUwkATB16YkrePc5h6kjGAVLuGZ7RHW3BT6xAIFhAkHnztzDJ43bU1tb2k5/85Nprrx0eHv70pz/9pS99afXq1e3t7QC6urp27twZDofTJb/5zW+uXLmy0kMQCASLGSf9LCvJWHUGRo4gEYWpAwSOmYlo4A3AHwKlAGw6Z+EkBQLBCQAhpLq6utK9OBYctx8AqIKaRlgWjETmCqm64dLSD6qZMnPRuuKSjQSal6KxDeERxMKAA5cPoTqo2niZBaZn5Y4xbVlJCBiDHgcHCAXn4ByUghIAjidQxhYZlRiVKCsWSJ4Tyqg84yoFAoFgltD54na0MAWY/NfrTZs2bd68+Qtf+MLu3bvD4fDWrVu3bt2aXWDVqlV33nnnpk2bKt1/gUCwyLFBHRAJHFSC5oFcTF4xNV+l+ysQCAQVwArUMUWjlgEAigKlanoZs7Z1jlo3fNWykQAASlFdh+q63O65fExe2OK4VdUwOcOgmcf+qZaYZl2Z446ZLr8rGS5WwO0XJp8CgeD4sZBdfuYDBcXya6655sorr7z//vuff/75ffv27du3D0BHR0dHR8e55577oQ99SJaF0C4QCI4HCaoFmA4AngDioyiQZM2RFN1dzl1HgUAgWDBQmmxf69u7rdD7VqjRDDXOUeN6sN4VHZQywsQ0CEnULPj8DJzQ5PJTfbtfKFTArG4yq5vK22jSV6vpMVLA+IVTKemrrfTECASCE4mF7PIzHygmoEiSdMMNN9xwww2V7qRAIDihMYkUJ6qPW5AVeAJIRKc7uTuSGg02cXFDEAgEhWGMOY6jKAvbBKMQen07NVOew29NV6itQG105Ya5a5oTGm1aGejbK02LOMsJjdcvs12LwSxRb1pBjZSn6/U8Mxysj625oOwtMkmOhFoDYz3TnY8YlWKhFkdanCezQCCYp8wfy5f50YujRVivCASCBYBOFRuym5mK6qGSCiMBywBzQIgtqYbm013B+ZBrs7+//7TTTgNw4YUX/uY3v6l0dwQCwSSGYXR3dzPGOjs7F1Aao6Mi2XqSGWxwH9mjhAepbXJCbV/IaFym1y2d68dlR3GFW092RQa0+Ihs6eCcyarpqUpVNTqKVumJKRvJ9lPM6kZ39y4lPEAtgxNqB2qMphV6w7J4IjEycgRAKBQKBMpmhmmr7nDdcndiVNVjkm0CcGTVdPlT3mqWjgEsEAgExw0yf2K+LEiKiS+O4zzwwAPPPffc/v379+/fr+t6Z2fnypUrzznnnA9/+MPC7UggEBxPbJAY1QBA4lADAMD5fFHfx+Gc27YNIP1fgUAwH+CcDw8PDw4OMsYA9Pf3NzWV2T1k/mD7q2OrzgEAxtKRyI8bnNJUqCkVagLm4/W5XNiB2tjJFwC5M/zQQw997nOfA/CVr3zlE5/4RBlbZFRK+OsS/jpgMU+sQCBYAMwfy5eFSUEBZfPmzV/84hd37tyZffDIkSNPP/30vffe+/Wvf/0b3/jGNddcU+n+CwSCE5Dxi/78u/rLsrxkyRIAjY1zFVtBIBAcFbqu9/T0pFKp9EtFUfz+uUr6M784vspLLvPv+lx+KjLDJ8LECgSCeYuI+TI78osv3/nOd26++eb0v30+X2dnZ3t7uyzLBw8e3LNnTzQa3bNnz6ZNmx566CGR8EggEBxPCEDAAcIYo44JQpmsVrpTk9TV1W3fvr3SvSg/FBwAE/dbwYIibfAyMDDAxyN0VFdXNzU10cqqEscF4lg0GWeKxl2e4986NVNgjKkuLF6/GOLY1EgyWeFqJoV2S0vL2972NgBpCV4gEAgWIfPI7WhBPpTmEV927dr1+c9/HkB1dfWtt9760Y9+1OebDJOWSqXuueee22+/fWRk5KabbtqwYUNzc3OlRyEQCBY/CpgHjgKOZASDPYhHwBkAJqtGVUOqrn2h5zGdh0jgbmZpYAQcAAdMIiUhO/PlvisQFETX9d7e3mQymX6pqmpLS0v288xiRT30pvvVvymDh8EYAMcfMlaflVp/EZ/7KyQ1U+4DO7SBg9TUAXAqWTXNyfZ1dlV9pWelnKi9+9x7tikjfel7kOMNGMvWplae+ba3vS0tvggEAsGiRbgdzY484sv3v/9927ZVVX3kkUfOP//8nHfdbvdnPvOZDRs2XHLJJSMjI3feeef3vve9So9CIBAscjywPXAAYLgX/V3ZmSaobbqHu7XwQHTZqYsjocY8QQXzMyP7BksAjTsqnDhUgyzaDW3BQodzPjY21tfXl47wAiAUCjU3N58ABi/c98xm15tbsw9JsTHPS3/W9r0aufJ/MG/ZosBOR44OB155PC27pCHMUYe61eGexMoNqSVrKj05ZYH7tj/hOvBa9iEpEfW88Zx2eFfkovcwt7gHCQSCRY8QX46dPA8iTz75JIAbb7xxuvIywbnnnnvTTTcBePzxxys9BIFAsMhxgWWUl+go+g5Nz/EJgNpm4NAO4ogwt+VBAs9RXiYggJ9bMlil+ygQFGRsbCytvMiyvHTp0tbW1hNAeYF7xzM5yssE0thg4E8/y3vxLAvEMgKvPJGtvEzCuXf3C+pIb6Wnpwy4d23LUV4mkKIjgecfmbsZFggEgnkBJfPlb2FKQHmeRXp6egCce+65xT953nnnTRQWCASCucODcUll4FCRYtQy3KOL4fl+PuDmVtGbGvdwoXMJ5imEkNbWVkJIMBjs7OwsY9Lf+QyxLc/2J4sUkAe7tYNvzFHr7sNvUTNVpIBn77YKTk5ZILbl2bm1SAF5tE87sq/S3RQIBIK5JO12NB/+FiZ5xBc+M9k+XWyGhQUCgeDYkMHS0V5h6tBTxQurkcFK93eRoJUybFHBFup9T3ACoGnaypUrlyxZIsvy7GtbECi9+0hew5Ms1DkTX9TBw8ULyLFRSY9XZGbKhTJ4mNhmiXnoFeKLQCBY3JD59LfwyCO+tLS0ANiyZUvxT6YLtLW1VXoIAoFgMTMZWaTUugKAZKZKlhGUhICTksI651R4HgnmMao6j/KgHQek2GjpMtHSZY6x9VSsZBmaiB7nOSnzGBOR0mXi4Up3UyAQCOaYiksuC1V4AfKKL5dffjmA++67r4j+8sILL/z4xz8GsHHjxkoPQSAQLG6EeZ1AIBCUYiZXSmGtPBvE7AkEAgGl8+VvYZKn37fccksoFDIM4+qrr77rrrt0fcpus67rP/jBD6666irDMBRF+fSnP13pIQgEgsWMMyFuK1rpwqq7sr2NRCL/+q//+q//+q8//OEPK9uT2cBBeAlnWg4QhoV65xMIFh9OoHoGZWrmqvUZZPlhnoUdfMfxBstSRiAQCBYyFbd4WdimL3l8odva2n7yk59ce+21w8PDn/70p7/0pS+tXr26vb0dQFdX186dO8PhcLrkN7/5zZUrV1Z6CAKBYDFjgzIQCg7NDc0No5hjkRmoq2xvk8nkz372MwAXXnjhxz72scp2ZjYYnLrSGabyQ0wQsQssqBSmaSYSiVAoVOmOzCOslhVcUYlVLCiJ2T5X+Z7NuiVyfKxIAdsXmolAM5+xGpZyWSG2VajA79/Yf+ePH2PaD2+88cZrrrmm0v0VCASCOWD+BLudH704WvLvW27atGnz5s2rVq0CEA6Ht27d+qtf/epXv/rVli1b0srLqlWrHnrooc985jOV7r9AIFj8JCcCvzQsLVKMyWqqprXSnV0kpKhSXFtJUqXSfRScoIyNje3du7e3tzeZTFa6L/MILqvJ0y4tUsCubTFWrJ2j1lNL1jDFVaRAsuOMCk5OWeCyklp9dpECPRZ5dvurzz//fG+vyLsnEAgWKRVPcrTAsx0VzAJwzTXXXHnllffff//zzz+/b9++ffv2Aejo6Ojo6Dj33HM/9KEPnTgZBAQCQWXRIUngbjgI1qBxKfq78hZzNA+XKnxdqqmpefjhhwFUVVVVtiezhIEwy5AUNe/OArMNR9EW6J6DYOFiWVZPT088nkma09/fv3z58kp3ah5htXRAfgp5M/IQareuAJkrV0Guao6kUTOV94GYO8z2LQYzJUvxor8PjU153ksmHN2udAcFAoFgjplHwsc86cbRUWyhIknSDTfccMMNN1S6kwKB4EQnAdkC9RlRWtsCtx9DPUiEcwJMKomwGhkyg5X0PFJV9bzzzqvsXJUFl5WUbAPMgqxBkifvcI4F26TM8SCZUBe2E4FgYRGJRI4cOWLbmfWt3+9PJ2cUjMN9L/wRigJKYNtg426DhEBWIMuuPa/oq8+yq+rnom2td58y1A1KoWpQJq4YHLYD0yCO433j2dhZV1R6imYH595ffA+9hzA0iKXL4A9kRmkY6O3FoYP/aNuXPfmY09jm9/sr3VeBQCCYG+aR+LIgEdYrAoFgYWA5Dt37KgiBooKxvKk9XOG+yooviwaXnQIAxmCmQJDxUeWTuaU1OyXEF8Hxwbbt3t7eaDSTqFiSpMbGxurq0vFlTyjkkX55bAAAJBlpG8D0D3bC2oUzbd8O+8zL56J17dCbAMAY9BR0AgqAgPOJDEFq7z5yqsmVBZz/W+7aI/ceAoD+fvT3Q1agqbAdGJnEFG6CJXtfSaxb8A5WAoFAUBAhvsyOguKLbdu//OUv//KXv2zcuPGDH/zgxPErr7zS4/G84x3vuOGGGyRJmlEjAoFAMGtkPQHOwFEk5q6cjFa6m4sBAkgsy36eA2A5ZShnlDmMiruAYG4ZGhrau3dvjsGLooiQQ7nII325h6Y5GeUpU67WxwazXnEw5OS+JsyRYyNWddPR1TufkA/vm/LatjAt+K7ctafS3RQIBIK5hECIL7Mhv/hy6NChK664Yvfu3QBOOumk7LcGBga2bdv2f/7P//npT3/685//fOnSpTNpRnBU0PmdupyM/+QopUKAE+QlfZKU9wyROCtZhjBbnJOzhzBnJsVkSpxZzzYhRHxlgkLs2bNndHQ0/W9JklpaWoTBSyEkxypZhlrGHP3cqG2WLCPZFit36xPPS8fhgUTSUyXLUD0pLmjzjfQDibjXCGaCOElKM38sX+ZHL46WPOKLYRgTyksoFEonmZ5g06ZNQ0NDXV1dzz777LXXXrtt27Z5rhQsRKqqqsg8Oa2L4vMJpwNBMbxer9frLVt1EsPBEkWI6hbZZ8sBR3wQKJFLOhCqxqwjHEuSJL4yQSEikUhafKmurl69erWmaZXu0TymprTHpeSvmqufm8uDZKx4EV99I+bsx17m201eGptLFpFCdeKCNj85HmeIYIEjHkhmBKFzF7v9aLtS6Q4cC3mem++555608vLFL37xK1/5Sk5Wo1tvvfWWW2756le/+uUvf/mVV1655557Pv7xj1d6FIuNWCzGOZ99PXOEy+VKPwEnk0nLKr3VJjgBIYQEAoEynyGMBiSZOMXSSZieYCoSqfToFwMBSSo+1aA0Ek/MpolgMAjAcZyJ5DUCQQ6NjY1jY2PBYLCmpkbXdV3XK92j+QsNNpSM8qrXtRpzc4X0B2pocfFFViJUQ7lbP54PJHLLspJrd7tlaULcg+YZ6QeSVCplmqXtswQnJukHEsZYLBabdWVz3s8KQxao6DFfyCO+/OY3vwHwrne966tf/Wrez0iSdNttt7366qsPPfTQo48+KsSXsmNZ1nwWX1Q1EzDPtm0hvgjykjbdchynvGeIU9MsDx4u0qpZ0yzOybJAqIQS4ovsWCab9R2Ycy6+MkEhVFVdt27d2NiYOElKo3m9bi9NFZFEidHYPlcz2dCC/q5i5nKNS7ip23KZbZcmov+U/XYzHaqpWHkS9uwsWEJz8dVrxLk635ijBxLB4kM8kMyMeeN2tDDJYzW0c+dOANddd13xT27atGmisEAgEMw1BJCalsJbeHO3aZniqbArnGVZ27Zt27Zt2549CzjsIgWHJEMqHNNUkiDLtJRfkkAgOG5I0RHqOMWeiWVF6d0/R61Tnx9tKwq+7Q+hbbnkLGy7AzkygiuuRaDAzjMhuPI9krgqCgSCRQ6ZN38LkjyWL2kL8JJ2TX6/H0Bf31xFzhcIBIJsZAJCJXScip69GB1AtnWYoqBpOWqaFExPy3NcGR4efuc73wngwgsvfPDBBys7Y8dMxvJOUUEIHDMnaQlkGbIKAJYBxV3pzgoEAgBQho+AAIoK20ZOzGxCIMugVBnunavmGceSDqguHN6N7K1jQtDQiqWrQSViGdBKukbNX2hkBP4gbvgk/vAQ9k3degzV4J3X7pU8zz38h3jbwdNOO23VqlWV7q9AIBDMAZSALlThYz6QR3xpamo6dOjQtm3bihu/bNu2DUBDQ0OlhyAQCE4I5LSsQiUsWY2mdkTDMFMgFG4fAqF09C9xNygLxLFhJqF5ICuQZDAHnAMchIJKma112wLjEAl/BYL5ATFTAEAIFAVcBmMZhZpSjCdGIEbpfD3HiGP9/+zdeZxjVZk//s85d8ueVGpfel+gu4FmF2gbUBAEAUEYQWUGZcBREBW+OiqDOIjOyKAIAzr+REDFFWUTUJSdFhqBppu197X2PXtyt3N+f6T2SiWpqqSSVJ/3q8Su5Obek1tVN/c+9znPA6qioQV1jRjsQyIGzuBwIVAN1QFgJKhbuVg8BrcDXj8u/jT6erBvN2IRaBoaWrB4GQh5/uE/f/Z/fgzgpptuEsEXQRDmqQrOOikHGaYdnXbaaQB+/vOft7a2TvWyjo6O++67D8App5xS6rcgCML85yTMTcbktCgOVDegcQkaFsFfPVJ3veTn9i6X6+KLL7744os/8IEPlHosM8ckGQM9Q98QAkmGrEBWIcmjkxoGe5gsQi/CrMRisX379jFW0nS1+YKrY9LQCEnPDUwnvIwu43AVa+vWcLYLlVBdjwXLsHAF6pqHIy+AbtiyWuqdNCu2rCI01PgcNXU49kSceiZOPBVLlosKCIIgHCzSrabL4msmw4/H49dee+3ixYs9Hs/JJ598880351no5+abbyZTSLcqynMTGTJfrrnmmp///OddXV1nnnnmnXfemY7FjPXyyy9fffXVnZ2dDofjuuuuK/WvgCAI85xGuJvY+SxpsRKfAfv9/rvuuqu0YygAQq1ETE7G4ZyiuYeeZIO9rEHc2hVmyLbtrq6udBvp3t5ekUU7e2ZN7kbIZnXuZWa4dUlVDQPqFOEVzngqbjtKXJNrtu+xeRke/DHOvBBS5jarx2nsPz9xvrl0zQknnFDqwQqCIBTHmGzKUpv2OX9ra+u555775ptvAqitrd2wYcOGDRueeeaZhx56KBgMZn/tnj17CrKJDPtu7dq1N998M4CtW7eefvrphx122D//8z+n205ffvnlxx9//Lp167Zs2QLgtttuW7t2ban3uyAI85wLw213kjl6ErNkWfcIrCCp6hbseRuxTD1TkzHseSdZ1VjqMQqVKhaL7dy5Mx15ARCPxyt+RkoZYJ4AcqSWEOarKtLWOQhiIRh6hudsG+FBblmclMn5+gyxYB26O/DsY5g8e4sDb79+ZPfO/3fZp7785S8fffTRRRpD+i5rqfeEIAhCRbrsssvefPPNk08++cCBAz09PTt27Fi9evULL7xw7bXX5nzt7t27Abz66quxSVauXJn/JshUZzy/+MUvbrjhhra2tozPVlVVffOb38xnoMIM9Pf3l/OZqNvtdjqdACKRiGFUdvMCoUgIIdXV1dFoVNf1Wa5KBg9QCwAsE/2dqG3BVLNd4mErHgsFF5T63c8LnPt2b1IjvfAF4a+B5gQh0JMI9yPSb7r8kZXvm+WlVE1NDQDLskKhUKnfrTBHxia8ACCE1NfX19TUTHU96Xa7VVUdHBws9cArgNrb6nvlcSRimOr8QXPoSw+Pri3KjMjAey/KpgFFhazA4YQkA4BtwzSgp8BtJGMDR5zG1AKX6Ha5XC6XC0BBPm6yU7dv8f3if6DIUDWsWIPGFri8sHT0dmPXexjsh22njnx/7KLPF3zTlBCnqmiKTAkBwDjXTStpmKyMzxXLR/qEJBaLpVKpUo9FKFPpExLbtsv84yY9zhL72X/mvBU6Rz71VQSnkTa7cePGk046qaqqaufOndXV1ekH9+7du3LlStu29+3bt3Dhwiwvb2lpaW9vj8Vibrd7NpuQp3rxZZdddvHFF//4xz9+6qmndu7cuX//fsuympubV6xYcdJJJ33lK1+pqirW/RNBEIQREhk+ubQtMBt97aiqhzb+DJ5zxAYRHZQq/M5qGSEk1XKIsjdBogOIDIx7SnOmWg6t9JvYwtyLRqMdHR0jIXuXy9XS0qJpWqnHNU9I8TAohdONVAITy+gQOBxQVCkentnKc289FYdtAxwcsMbPn7ct6ElwLqXiBQ++zCWpvwvgsCxwjnffwLtvjH+bNhiT+rsKvl1Fknwux9jwZDoW41CUSDJl2nnNyRUEQSgMQlCZZ4APPvgggI985CMjYREAS5YsWbdu3QsvvPDwww9/6Utfmuq1qVSqo6Ojvr4+S+Qlz03IWV6fLumSrupiWZZhGOnbC4IgCKXAAcC20NcO1QGHG5IMzmEaSMbArNFlhFmjtunt3UdcXmguGCkwCxyQJKgOSLKn/4ClOm3FMfsNCQcDxlhPT09fX186qZMQUlNTU19fLyZQFFI6CUKS4PbCsmBbYBwEkCQoytDc+OIlSqQbohkpmDokFRIFCJgN2x4+OAO8wisrpxt4cw7LAiUgFATgAOcj0S5S6FAIJcTn1DL+nRACn1MLJVK2KFktCMKcSRe7rUCbNm0CcOaZZ054/MMf/vALL7zwxhtvZHnt3r17OedLly6d/SbyDVzJsiwiL4IgzD02Uk9LGhMsNlKI9GOwG6EexEMjJ/e8wrtplA9XuJuk96okwemG2w+PH05P+qdAOHOFOks9RqFitLa29vb2piMvTqdz+fLlDQ0NIvJSWMwx5nacLENzwOmEwwlFHalKyItWJZFLw7NBOYelQ09CT8DURyMvANPcM1t5mRhXMYdx2DasdHRpNPbBJXkGa87CpalZ/lIIIS5VdJ0TBGEOkXL6mo6dO3cCWLBgYnWClpYWADt27Mjy2nTBl/r6+ltuueWII47weDyrVq265JJL0mVwp7WJAn9ICIIgFJbJCQMoAWQVsjIxoX0Ct7/U450n1ESOac9qMkw45+L6WchDfX19NBoFUFNTU1dXR8ulUcL8Ikk5FyHFyxWXFZhZC2pQqeCBibnG8sgbMvJqWZo/Tc6x01Q5989dEAShYJatHUoDnKx1J6IFLZpDJRx6zJTPTvMTLRwOA5jc1Sj9SCQSyfLadKujRx555JFHHlFVtaamZtu2bdu2bXvwwQdvvfXWL3/5y/lvosI/CAVBOAgkIblhA4AngFDvlMtJEqmqRUIUgZ4twmxqWzmW4Zxahq2Igh1Cbg6Ho7m52el0OhxiqlqxkGQclCLLDBQCUrSJP4RKSE/C4VPcjVQdkpFklXzEoP09SKbgnPp32GY0GirkFvNobUQIoYSIyruCIMyR6oYppx31tqGwlcUkCXUtUz47zft/6ZLbXq93wuM+nw9AIpHI8tp05ktVVdW999579tlnq6oaCoW+/e1v//CHP/zKV76yfv36Y445Js9NiOCLIAjlLsmpBO4gDE4PLCNz/2MqoXEZISW+B9jX1/fRj34UwLHHHnvHHXeUdjAzl+d5fKVXcBDmkCjSX2yymQSl4HyKv18CSSJ2sWLThABON5JxkExbVxyQlZwh3TInhXqRSkKiUDPNb2UMsSiRSxBdIoQUsZqPIAjCWK8/g2R86qcLmhBt23jx0SmfvfhL01gVUF1d3d3dHYtNbNWUTkiZnK4y1uWXX3722WevXr16ZEpRIBC47bbburq6fvvb337nO995+OGH89yESP0VBKECxLiUMi1QCd4ggvUYe/uUUHirsPBQOD0wkqUdp2maO3bs2LFjR2tra2lHMiv5zQoh4nRfEMpHen6KJGX4+yUU6ckpUtGqYhECSYbbA1kZd/JNZTg90BxA5YdrFQUciMURT2BsYV3OkdIRjtyzu0e5+8n6+vqf/OQnBdkg45zncZgVaS+CIMypkpd6mX7BFwCNjY0ABgYGJjye7i+efnYqa9euPfPMMycXc7nyyisBbN68Of9NiMwXQRAqg5HSHW4PFC+cPlQ1gDOYJgiBqo1O+4z0w1k9q80IAOEMnOWYTMs5F/VeBKFsMF81CAVnoBSUDs0AAhl7hso9vuIOgkhwuMEBbgPpMO7o5rlc2aVhWfNCpHNMdB26DkpAKTjA7HSfPcbBOAfnrHDth0ybZa/qYlh2PgEaQRCEwhj6iKk8DQ0NADo6OiY83tnZCaCpqWkG60z3P+rs7OScE0Ly2URF7jtBEA5CTFbRsQeEQJJAJUgKHC5oztEYgWVhoMQteBobG7u7u7u7ux988MFS77CZY1SGlathqm0z0VtKGGZZlT2jZB7gpo2qmjEPEJBxkReoGineWd/Y638CUAlDVWBGVfoRgzOOsbdGGR/qdjT81v1u5/Jq/5IlSwKBQKE2mjByzBRL6KLMmSAIc6nkGS8zzH5ZvXo1gKeffnrC4+lHjjzyyKleGIlE7rjjjh/96EeTI93pPPfVq1enC3TlswkRfBEEoTJIqoJwL7oPZH7atrDnTSilL+dJKaWUVnYbXc5g6ePy6iewbVgGscRJvwDOeXd39/bt23VdL/VYDmrK7i0I1mOq3BZJQeMS0lO06ZCmke00mACcSYlY/usrQ8qrf0dzM6aqXqSqH//QSTs+9r5XX331k5/8ZKE2atkslprySBtL6VbhsmwEQRByI6RsvqY38PPOOw/AE088Mba2bl9f3/PPP+90OrMct71e73e/+90vfOELTz755ISn7r//fgAnnnhi/psQwRdBECqDRjn8tWjbgd1vIhEdfYIxDHZj6z8QC8Mv5hwVgGwaSMbBGGxrYvMUzmFb4AypuJqIzHADwnyRSqV27drV09PDGDtw4ICY/lBCUm87ug6gcQnqmqGMyTEhEvzVWHQIOCPdbcXafCI2lGsz8XR4+MFkQov2zmzdZULatwOtbVi5AosXQxtTd0yiqKvH4YcDIG2Fz75MmWYokTTHR8NN2w4nUilTZJwJgjC3Sh9zGf6aplNOOeWEE07o6uq6/PLLTdMEkEgkLrroIl3XL7nkkrEZi3fdddcdd9zx+uuvD79j8oUvfAHAZZdd9swzz6QfjMfjN95449133x0MBr/1rW/lv4kpa75YlvWb3/zm2WefPf300y+99NKRx8855xyXy3XmmWd++tOflqQSNxYRBOHgQTiBrwp6AqFehHohq3A4wWykkmA2CFC3EJXcx7R8EDBYJpJRuLzgNpg9/CHHhxLsk3EYugjeH8wYY729vb29vemACyHE4/GUelAHNcI49m6Dyw9/Dfw1sAyYJiQJigZCYFt4b1MRe+IQglgYHt9o/CW9qfSRQ08hlaj0Et3EtrFtB/w+1Nejvh66DtOEROFwghBYFjZtztzsadYsm4UTKUIgUQrAZqLGriAIJUKm3eO5fNx///0nnXTS73//+7/85S9r1qzZvHlzKpVasWLFrbfeOnaxr371q6lU6nvf+96xxx6bfuT666+PRqPf//73Tz/99GAw6PP5Dhw4wBirrq6+//776+vr899E5pPnffv2HXbYYZdddtkvfvGL9vb2sU91d3f/4Q9/uOKKK0499dT9+/eXeh8KgnCwMDkHoahtQXUjZHmo53QiBmbD4ULjUri8kEQR8QKwZA2aE6kEoiHYJoCh/rUcsG3EQkjGICmWQ1xsH6R0Xd+zZ09PT0868qKq6pIlSxobGyt7tl2FYx4PbBvvvIIDO2GZkFU43VAdAEF/F97YgFgYtGj3zBxu6ClEBmGZQ4+kgzCMIR5FLAxKTbe31DtpVlh1HWwbr7yGXbthWdA0eDxwugCguwd/fxnhyLiMmELjHJbNLFtEXgRBKJ2SJ7zMNPMFwPLly7ds2XLFFVd4vd5NmzY1NDRcd911r732WnV1jsR5WZZvvfXWxx577IwzziCE9Pb2Hnvssddcc81777131llnTWsTGS5UdF3/8Ic/vH37dgBVVVWLFy8e++z555/f29u7f//+v//97xdccMHrr79OK7PisSAIlUXn1KU6oSfgC8JbBTMFywQoNA3ScBMNSpGrUKyQE6cSPAHoSZg6wjokCVQGAWwb9nCWu6fK0FylHqkw1zjnfX196XlG6UeCwWBjY6M4Eyg5o2ml3NsO08T+HWjdCU8AqgbbRiwM0wAAAq4UreSt04lYCKaJ8ACoBFkGCGwbzBxKgfFVp7x1pd5Js2IcfoK8/W0kU9ixC7v2wO+DpsGyEInAMAGAEF7hASZBEIRcZtTnuWw0NTXdfffd2ZdJJpMZHz/nnHPOOeecWW4iw9nST3/603Tk5frrr+/p6bn44ovHPvsf//Efu3fvvummmwBs3rz5pz/9aan3oSAIBwVqW2Dm0J1bQqA64fLB5RmNvDhcPNRX6mHOC5zD6cZIYottw9Rh6KORF9UJj4+K268HmVQqtXv37q6urnTkRVGUJUuWNDc3i8hLOWCqBkUduhnIOCKD6OvCYO9Q5AWAw2NrziJtnYcHEBjutcRsGDqMFOzhyIvqAKU0FS/1TpoV5nDB6xnqscoYBkPo6kZf/1DkBUB10NbcpR6mIAhCMVFSLl+VGQPKcML0wAMPADj77LO/+93vynKG1BhJkm688cYLLrgAwGOPPVbqtyAIwkGBMAs9rXC4keHmLYHDAz2JpCgBWwAUHA43ahrh8Wd42uVDXQs0F4XosnFwCYVCI7eDqqurV65cKeq8lA+SSiKZgMuTafYlgcsLU0fROuOQyCBAUNOY4WzY7UdtEzr2ULOy+2GRSBi9A2iohzbpM4gS1NdA15ESPeAEQZjfSt5eeiZ9pstHhtjK1q1bAVx44YXZX3n++ec//PDD6YUFQRCKjVMJNkP7LtQtgLcKlgXbAgEkBVRGuBeD3bzUNV/i8fh9990HYMGCBR/96EdLvc9miIGAUCgavDXw1yIWRrqrtKzA7QORICuQJCb65R1k6uvro9EoY6y5uVmEXcoNdzhh20hE4XBDcsMywRkIGZoBlIjDsrijWFMFmazSjr2obcSildCTSCUBDlmDy4NEFHveAWNMruyC6NzrQzKFrh7UVUOSkErCtEEJnA5QCeEI+gd5y8pSD1MQBKGYZlpvpQgjKfUAZiTDhUosFgPg9/uzv9Lr9QLo7Cx8Uz1BEITJLFnjIMS20LUPsgq3H4oGMCQHkIiCWQBM2VHaQUYikfSszPXr11du8AWEWJIqA3DLSEThcoP6wAHOAMDpBiGMSqx4xTuFskQIWbRokSRJotdhGTJrWgDAZkjEhqquUAqbQ0+A2ek/3qFlisAK1Ko9B9DbgcEeuH1w+UAJEiF07YOhA5xT2fZVlXonze49HnoEACSSaO2ExwmnE6oMxhGOIJFEytwQ1e/ZvNv68pc/+tGPfuADHyj1eAVBEIqgfIIvlSlD8KWxsXHfvn2vv/569uSXdO/rsa2VBEEQiocTaimqYurgHKaOUM/kZXSHKHZYGIbmlhMGCIHbl3kBVVTbPRipatEqtgqzY1fVMaeHJmPgHLY1WqFpFNGXrS3S1vW6RWrPAQCwLIQHEB6YsIAZqOG0srvRWYuWs2AtHeiFbSMcQzg2YYFtSesX776BV95YuXKlCL4IgjA/ieDL7GRIGj/ttNMA/PznP29tbZ3qZR0dHenU+lNOOaXUb0EQhIOFFB0cSr7IyNSVRKi0IwwEAj/84Q9/+MMfXn311aUdySzJmgpl6jkCsiI7ilW5UxCEGSCmQXs7kKUMdjKmdOwq0taV3tbRJtOTcSb3dpR4B80aSSZoVxcw9R62RLM9QRDmvVJ3mJ5Fq+lykCH4cs0110iS1NXVdeaZZz7zzDOTF3j55Zc/8pGPdHZ2OhyO6667rtRvQRCEg4JkJKipIxHJdEcXMFJIJbRof2kH6XQ6L7300ksvvTQdxa5cKgg8AWTsjaI64AnKpGI/9wRhPtJ2boFpIhaGPSkEwDkSMaRSjjdeKNbW23cilYShZwhN2DYSMZqMSvFwqXfS7N7jhqdgmkiaGeoWc0A3z3XLz33w2MceeyzdkkIQBGEeIrRcviqz6EuGFNC1a9fefPPN119//datW08//fQ1a9YcddRRCxYs0DRt//7977zzzmuvvZZe8rbbblu7tlgprIIgCGOpegIAGEciCkmGPNJU1YZlpM+GqSU6TRQAAQcBQOD2w+GGkQKzAAIqQXWM9FKRGLOIqLk7f3DOw+Gw3+8XgbVKpBzYBgCWjWgIsgJZAZXAGWwbhpHOGZTCxQpPEz0JcBgpmAZkBZSCEDAG2xwJBin9HbbbP7vtlJKy5R8AwBiSBiQKiYIQcIAx2AycN8i03oz0n3BCqUcqCIJQNJWcdVIOMs+//cY3vtHU1HTDDTe0tbW9++6777777oQFqqqqvvnNb37+858v9fgFQThYEDbmdm7migao0Ch4uRkXUJFkODP3taGcQQRf5gvTNNva2mKxmGmatbW1pR6OMG1ETw39iwOmCTPTJCBmTWeVM8IZpmgpXfGtppPx0W9sBjvTHFjbzHt9giAIwkFnyuJnl1122cUXX/zjH//4qaee2rlz5/79+y3Lam5uXrFixUknnfSVr3ylqqqyq9YLglBZbCWPNqWSiAUUAAPAeY47GxxMRF7mi/7+/q6uLsYYgO7u7kAgoChKqQclTA/z5JFUIhftxypJsHJEdio67QUAq6nLvZBTVCIXBGFeIyiXzJfyGMV0Zas8ny7pkq7qYlmWYRgul/hQEQShNJjDDUnKUM5gDK6WuNX0/MBBYJuQs/a1YaYFsbcrnmEY7e3tsdhQ3xZZlpubm0XkpRJZS1fjzQ3Zl2HVDUXaOnd6SDSUbQlJsoLF2vrcsNceg4d/A8azLMOai9XMWxAEoSwM1VsRZijftn+yLMtyZfcIFAShcqmEe7kBpxuxyJQLEQrNXeqRzheSAvApbytwgFBKKON8eqsVysng4GBHRwcbrh7q9/ubm5slSSr1uIQZaVgERUO2qT2cH7muWFuvb0E8PHVggiBQTbL0qqsEvKEePi9CU38GKRI/7thSD1MQBKGYyqjmS5kMY3pE4EoQhHKnEO6jjHAbiganO/PBllJ4KzunvXxQQuDyQ09N2bbWSMDtp7QiP/YEAJZl7d+/v62tLR15kSSpubl54cKFIvJSuQgB3v/hqVtNcyxYgYYFxdq6txqB2sy3Qwng8qBxKWWV3YmZWCZOPgnOKVICJYpDV6I6WJRNEzgVKeDSqt2Oarcj4NJcqiyOv4IglAApm6/KJN9zzz3pf33yk590Op0ARh7J07/+67+W+l0IgjCfuQkDOKgEEDhckGToSVjm0GUGpVA1aC5QClLiRAzGWCgUAqAoitfrLfWem+m74ByUwF+NcB+oNNpYinNYJmwTvhpQiTGR9lKRIpFIW1ubPTyDz+/3NzU1ieTWSsdBsHgl1n0YG/8GxkdPTDkAjkUrceq5GCnKW/CtE5AFyyErCA/ATA2lwBACWYHLg6alUDVGK/t3jKsamhpx8jq8+jpiSZh2eudConCoWLEMxx2TfWLszMiU+pwKHXOrWSZEVmWHIkWSpsUqO59IEIQKI6YdzY58xRVXpP91zjnnpIMvI4/kSQRfBEEoHglcTodUCJBur6OoUFSAw2YgAJGG+iIDXC9xN43u7u4jjjgCwPr16x966KFS77yZM21bkRRUNSAVQyox1FuKynA44awGoTZjYs5RhZIkaSThpaGhIRgsyr16YY7x3k54NBxyBJoW4b1NaN+HZAyyirpGrDgCLUsAYN8e1C4pytbjMeL2oGUZ/LWIDyKZBDhUFS4f/NWgEmyblUum+kzfYzQGAEsWo64Wu/eguxvxJFQF1dVYvAj1dT3RxPbdb8eqX1uwYEFDQ2EK3FBCJkRexj7ld6mDcV0cigVBmDtlNO2oIlX2XQhBEOa90dTqRALxCDyB4VxDMrm3EYkMoKnUI54XUoalOCUQAqcXTm+mBURH1Urldrurq6t1XRe1decT0roXTgmLV8Drx/s+mGEJ08SmF3HUB4qy9c79WL4GIPD6M88A7e+UfA2sprnU+2k277EDvb2orYXbjSMOBw6fsMCjW7Z/9ndP4Y77b7rppquuuqogG3UqEp36OocALlWO6eJoLAjCnKnkOT9lQO7r60v/a+Te10jXA0EQhDIwfE+P2Qj1Q3Niqp7TkUGSipd2rJqmHXfccQAOPfTQ0o5ktkI9SGmomqK1anSAh0Pw15d6lMIMNTQ0EHHnan6R+9rx7qv452vg9mRe4ulHpa62Im2dRPrR04a6KXr9JOLo2EcbV5R6J82KvHMH3noTJ6+HlukziANt7QXfqKZIORcQwRdBEOYOJSiTkn/lMYrpkqurqyc85HaLdiGCIJQLxocProoGbqO3HVV1cI6/uuAc4T5EB3N0Ry6+YDD45z//ubRjKAhHqBOpOIwk6haMm9zLOfo70LbTKSkpEXypWCLyMv8Q20ZoAL/6ET5yCVoWjXsuHsPTj2LrliJWJScUbbthmmhcCDo2XsAx2IcDO2HbBJU9O4aGY4jHsWEDjj4Gwapxz+k63nr7kFTsM42B1KlnrVq1qiBbJOny53ksI2YeCYIwV8on86VMhjE9YtqRIAhlzQIZ6njs8kBRYRro64CiwemCpIBzmDqSMaSLDmrOUo93XuBcScXAOdp3oacV/ho43CAEegKhPhhJABKzqW0ySUxaEYSyQKprAGCwD7+6Cy2LsHA5vAHoKXS3Ydd7ME0AcBbt7pokwbTRdQB9nQhUw+EGoTBSiAwgGQcAQpjmme1WSsvpAwdicbz4IoJB1NTA6YRlIhRCVzds++Qq53rZ0/+//1uoDeYZJCUEFR7XEgShcoiaL7MzZfAlFott3bp13759LFcd9YsvvrjU70IQhHmLAylOnYSBENQvRNsuADB1mJNq6xJi+0Tp0AKgzBptWGvq6MucSy+CL4JQPniwAZqGdNHxtv1o2z9xCUImZsQUju0NSAO9AIdloq8rwxKKajsrO/jCWxbisTCa/AAwMICBgYlL6Bb8hSxqwzjnnOcMwYi0F0EQ5o4IvsxO5uDLXXfd9Y1vfCPP4i8i+CIIQlGlIDkoJcxC/SLEwgj1ZliIEPirDVfVtNcuTMLz6wjLiJTPYsIcs227s7Ozrq5OVUs8C0+YS9bilZrHDcse6k02ASHweNiy1UXautmwRIpHoOuZczBkmXkDtidQ6p00K9bJ67X/91V4HfBmqvnCON7uYF/958Ju1LSZKkvZFxCxF0EQ5pQIvsxChjbdTzzxxDXXXCPK7gqCUCacmkZcHqgOAFh2BJqXQxofHZBVVNXD6THTywizwwlhmivHMrLCFHFtX3ai0ejOnTsHBwdbW1u5uCY7mJguPw4/AX4PHNrEM2NFhs+Lqmpz5ZHF2npVPWQFDgfo+BNLQqBo0By2u2jlZuaKWduAi87HawfQOgg2/o9rMIF/7IcrYJ5zdmE3mjTt7AskDCu/NQmCIBRCOvOlHL4qU4bbm7feeisASunnPve5Sy65pKWlhVI67RULgiAUAiHEoSoAoGjY/TYcTjhcWHgoYoNDM48UDbICcFiWlggbDl+phzwfcH8Neg5kW8JfU6GlzuYry7I6OztDoVD621Qqpeu6wyHCkQcLnohizTHo70T7PjidsGwwGyCQZUgUmgNnfwId++ErSp1stWM3bAuSDKcExsA4wEEoKAUhYLbc3wlmj6/FW2F4bzc+8VFs24lNW7CrDwEnNBkWQySFpAmfF3fewre8hsYlBdyoabO4brm1zNmICcMybTbNVQqCIMxG+RTcrUgZjubbtm0DcM0119x+++2lHp4gCAc7ZSTjOpmAbSJugkqQJMgK5OGCI5zBsgGu6CVuNT1vSFV1iA4gOUUKpOYk1Y2UQ5z1l4loNNre3m6aQx1nXS5XS0uLpmmzW6tQSeSu/XjvFZzzL9jyEra8DD05dI5HCJauxvqz0LqbDvTh0OOLsXWlvx3MBueQJFBpTF41h22B2cS25MiAFagt9X6axXt8bzMe+w3uvh33/hq//B36okNPUIozP4ivfRmvbZAOHMBZHy/sdpOmZXPuUiRZGt2tNuNxwzQscQwWBGFuUYoyScuozOSXDMGXcDgM4KKLLir12ARBEMZE121j6B/MBmPDTxCAj1SHpUwkYBcAJenanCvRtRfRwYlPu71oXAYqUTYx9V6Ye7Ztd3V1DQzX/iSE1NfX19TUiGbSBxspEcVAN176M973IRx7Kno6kIhA0VDbBE3Du6/hvU2yr1hVsaieAtJxcAaMSQjno9EBaiRLvZNm9x77erBnJ+68BZ/9Ej5/Od7Zip4+eD1YfQg8bjz6AB57UGpsKcamDcsmlDoolSQCwLZ5yhKRF0EQhMqTIfiyYMGCnTt3JpOV/RkpCML8MFq2YlwVWD5c1XH81X9+lWKLZ3Bw8Itf/CKANWvWfP3rXy/tYGZsaJ9KEpqXIxlFJAQzCQ6oGrxVcA1N7OKMgZTH3Y+DVSwWa2trEwkvAgCanobZ24G//BoLl6O2BW4fLBO73sK+bUiks9iKdrkuybCG4+NjAuJjVXpAkCYjALDtXXz9C3jf+3HoGjRXQ0/imSfw0vPo7wNAmD3LrUwmUep1u2RpdMYWpVAUxeVgkVjcztWTVBAEoZAqud5KOchwofKxj33slltu+cMf/vChD32o1MMTBOFgZ9nD57IOFwgdex81g1K3Mk2lUk8++SSAeLySJ0DZNmwD6Xq6Ti+c3gzLMAs2IIvr/JIJhUKtra3pf4uEF4G7ho9+toW927B3W4aFNGexNu/yIDKQbQFCeamPz7PEfcM1gw0DG57FhmcnLPCH/sQ3333LPvHEL37xi5/4xCcKslFCiM/jljIl+UuU+j2ewWhUlNYWBGHuECpuvM1Ghn13/fXXL168+O67777rrrvEAV0QhNJinJuWDQCSDF919oV5sCi1JA86hCB9jzeLeFTc+igtn8+XbibtcrlWrFhRW1srIi8HM+YNQM0aDCXg/up8VzdNvLohxxKBGq4oea2rXLHGZjizVbAO2Xx7JLFr167BwcG815qDU1OlqcsrUEpcDhEBFwRhDpW8ydH863bk8/meffbZdevWXXPNNffee+8HP/jBRYsWZWl4dPXVV5f6XQiCMJ/FkqmAx0UIQeNiJEIYnmQxUaDWdgcQLWXKSW1t7caNGwG4XK5Zr6xkOKFIJeBIYarW3ZaBRJg5i3UhJ+SDUtrS0hKPx0XYRQAAUARr0dOBCfNQ+HDpLF8Vitf9KliPgR6E+zI/q2poXsJoZQdfAI6FTdi5D1PN9PF7gP7CbtKh5oitaIoST6ZKvWcEQTholFHgo0yGMT2Z6yPcfffdXV1dADZv3rx58+bsqxDBF0EQispmLBxPel0OSVax+HC0bkdqUoQl2IimJVYsNpMNFI4sy8uXLy/tGGaPEMDpxUAnAnVwuCc+rScx2AOHm0rUFhV3S8rtdrvd7tmvR5gHuCxB01DbiL5u2GNKjxMABIEq+AMZ850LhGDxIWiVMdA18RmXB4sOheqg4IUviDKHOJXhdmL5QuxrhzH+HgAlaKi9sqH28nNOH7zme4XaIiGE0hxXF5RSSgkTh2JBEOZGGQVfKlKG4Mt999333//936UemCAIwihJj9NoJ1QXqpuwfC0iA4gNwtRBKBxuBGqhuWDqtL8DgaZSD7biERAEahEPY6ALqgNON2QVACwTqTj0JChBVR0RdR4FoWxIiRgUDQCaFyIRQzIJ2wKlUB1weyDLoBIpWj84IslgFhauQF0TBnuRioNzqBp81fBWgRJIMrFNKEVLvSk+abAHlMLjxpoVGAgjFodpglK4nKgKQFNACCloR6c8L3BIuuufIAjCHCif4Et5jGK6MgRffvSjHwFQFOXGG2+86KKLmpubaZl08xYE4aCk2IZXj8AyEO6HoaNxMfw18NeMW8jUcWCbbItW0wXAmA2qoG4helthpGCMz2knFLUtUDQei0NSSz1YQRAAgBgJSDI4g2XC7YV7fJ1sQqE6iFW0I6RlQNFg6nC40Tg+G4sAkgIqkWQcDu8M118GSDwGQkEAMFQHUB2Y8DyohILu4TzzWZiozygIwpyqzLBHecgQfNm+fTuAr3/96zfccEOphycIggC3ER3tXRruQSqG6kZ4/JAUADCSCPdjoAvMzpmhLeSDMoZYGN4qNC1DuA+JCCwTACQZLh/8NZAVJOPEtkTwpag456KYi5AnRmUAkNWhEMBIkgulkOT00ZJb5sw3kF10EMF6KBpsC4wNtaUjAJUhySAElslJRc86AnN5AYBScAKe/kjiQ2+T0KFbwYWe/mNaliLLWRawbFs0xxAEYe6UT+ZLZZp4QE8kErFYDMBZZ51V6rEJgiBAYpacvoqQho9XegIduwGASuAMY847ecUXdCwLjEro6YC3CpKMYAOCDeAMnGBsbKuvjQVaSj3S+SyRSLS1tVVXV1dXi8LGQm5E0ZCKw+EGlaBKgDZaajeN2SBSkbbOB3pJsA6EQE4fhNOH5TGb723HwsNKvZNmhfgD0HVo2pTXHpzBU1XYjSZ1I3vwJanrpd4xgiAcTETwZXYmzieyLCt9n62AffIEQRBmTB4p0ehwgY6/cmA2Jtzxc1ZwTnv5IITASKG3bcxDdFzkZaAbsTDJekkgzBjnvKura8+ePbqud3V1GYZR6hEJFYBX1SIaxtjclnGnxxzhQR4oViCPEKB979gHxm0+MoD+Tq5WcMEXAHzBcsQSsEfyd8Z/+nAgEuOLlhV2o4ZpZgmvpAxDN4qWzSQIgpBBqTtMj7aarsgY0MTgi8/nO+GEEwD85je/KfXYBEEQMJS+DoBKE+u8TFZVV+rhzgcEHN4guvahbSfM8Vf+tomOPWjfCW8VRK57ESQSiZ07d/b29qanEqiqKuYUCPngTi/8NRjoRTI+MS5gGhjohW3ypsXF2rq3Cn0d2PvexBJRzEbXAezbCre/Ik+Tx77HmnosWYFQGCkdE9KKTAvhMED40ScUfLvxZCqWSLLx/a0ZY7FEMpYoZH1fQRCEPJCy+apIGe5b/uQnP1m3bt2vf/3r1atXf+1rX5OkYiWpCoIg5MRG8uRtCzXNSEShJzIvWt3IHG6Y8bzXXXi6rj/zzDMAampqjj/++BKOZDYYCHf7SDKKwW6EeuHywOECJ9ATSEbBGBxueIOsiG1rD0ac876+vu7u7nS0hRASDAYbGxtF2RchH4xKOPRIbHoRkUHEIlBVEAngMA1YJkBw6JGsaLmBzBuQEtUI9yM6AKcXDjcohZFELAzGoDkQrLPlyi4RxaiEs/8J992OWAxxClUGpWActgXLBiE47+Ms5x2CGUkZRsowFFmWKAVgMyZKvQiCUBqUQrTimYUMwZfW1tavf/3r3/rWt/7jP/7jl7/85cknn1xfX59lFTfffHOp34UgCPOWJakchIDD1AGCBYeiex+iA+MWohJqmhFsMPQST9AYGBi47LLLAKxfv/6hhx4q7WBmw6SyWt0MSUF0APEI4pGhJwjgrUJVnUUlLoIChZNKpVpbW1OpoawBVVVbWlrcbvfs1iocRExZg9ODo0/Gtk0I9SM1JidCdWDlEahtNmStWFt3+aVgPaiMUC8SUSSio8+5fahpZIrDVp2l3kmze4+qE8FaXP4lPPJbtO7B2I8bjw9nfewt6nn07l+YsrZ+/fqjjjqq8AOwilcwWRAEQZgLGYIv55xzzsi/t2/fnm5+lIUIvgiCUDwcSCouVzqfJTYIfw2al0NPIh6CaYAQaG54/JBkznmy1MGXeSNBVJVYqKqDrwqJOCwdHFAUOL3pgpoJWqyruINNOuGlp6dnZFpBOuGFijtLwnQwQlOK2+HkOOpkRAYx2AM9BVmGtwrBekgSo5KuFCucl/Q3OCK9CFTDF0A8OjT5SFHhdEPRACQCjaXeQ7PFiJRyeBxVHJ/5Itr3Y88OxMLQHGhcgBVrIMuv/PFPN/73/wC46aabihF8EQRBKL3yKbhbHqOYrgzBF4/HU+pRCYIgjDKdfkhAKo54CKoGpxeaE9rEm6iMSKzUadgej+eaa64BsGTJktKOZJZsKnPZRfQEJAXewMSnVacFGSLnvRASiURXV1f636qqLliwwOVylXpQQkWKO/wyM2VLh68KvnFtdzghEWd18bLVbEWzm5ZKHXtApQxHDH+NVVUHNoMVl5e4q1q2DNnS0bwIzYvGPsUJTTp8pR6gIAhCkREKIm4OzVyG4Es0Gp3+egRBEIrF7XLC60Z0ALEQBrth6PBUYWw5KkIhSRKhDodjZOJGSXi93htvvLHUO6wAXAolkgOShFQCzB59gkjQnFBUl81iZuVfS5UBt9sdDAYHBgZEwoswS5yQsLvGpUcdepSMiUQbsiPuDNi0iO3JHBKRArVQHejah+SYwluygtpmBBvcDGHDnvkGygMnJOxvdCVCjlSE8NEDoKG64q7qE95/8h133AFApL0IgjBvlU/mS2WmvohGoYIglDWJUjkdZ/HWIFAPIwXbBLdBFaRr8Y75GNA0rbTBl3lDS4cAJAVuP5g9FH8h0kjMS5OoCL4USmNjYyAQEBVehNnjIHHNl9C8sm1SZnNCLEkZLVteNJpEAMDlxdLDYaSgJ8ABRYXDnT4+KxSUkJInJ84eB4m7qhKugGzpw3tYY1QCsGzZsmXLCtxqWhAEobyUUfClIongiyAIZU2Why8bCEAINCcwZdVG0Z2tIAhAx36wUglUmryMRIhd+ZdS5YBSKiIvQgFxEFNSMYeHQ3nsIUN1QHVMXkYiYPPlgMFBTNkx+/UIgiAIB5Vs6c22bf/qV7/6/Oc/f8YZZyxbtqy5ufnUU0/97Gc/e++991qWVeqRC4IgTCSa8hZE3rtxvlxICYIwS3kcDMThWRAEoeJRMtRtuuRfMxKPx6+99trFixd7PJ6TTz755ptvNs18+8i99dZbn/70pxctWuRwOJYtW3beeee99NJLE5a5+eabyRTSXYymzHx55JFHrr/++q1bt459sKOj44UXXrj77rtvueWW//mf//noRz9awh+9IAgHAzadW6Uj/WKE2WCcc577Smne3MQWhHmFc7W/XRnspnqCy4rlDep1i7hS3PZkDFzKNf3enjeHDM7Uzr1KXztNxriiWoE6vXkF1yq7kbYgCEJ+SIUWWwHQ2tp67rnnvvnmmwBqa2s3bNiwYcOGZ5555qGHHgoGg9lf+8ADD1x66aXpSM2iRYs6Ojr27Nnz+OOPf/Ob37zppptGFtuzZ0/29WQOGt1+++0XXHBBOvLi8XiOOuqoCy644J/+6Z+OPfZYn88HYMeOHeeff/4jjzxS6n0oCMI8Z9k2T89tyWOGi2GIVtOFYeba2xYXM47ypet6/vdVBGE25Nhg1WtP+N5+wdm2Tes94Ojc7dnxWnDjI4627UXdbs4CUIzDnheHDDnUU/X0r32vPO7ctVlr3+nY965ny3PBJ+9z7Hmr1EMTBEEovnTNl7L4mvbYL7vssjfffPPkk08+cOBAT0/Pjh07Vq9e/cILL1x77bXZX9jT0/PpT3/aNM1LLrmkvb1937590Wj0Bz/4ASHk5ptvfvbZZ0eW3L17N4BXX301NsnKlSuRMfiybdu2r371qwCCweAPfvCDzs7ON95446GHHnrggQdee+21rq6u22+/vbq6GsAVV1zR0dFR6l8BQRDmM865rg/X0GVZm2UwlkwmSz3eeSJh5uhLkhTVdvMzMDCwa9eu9vb2Ug9EmP/keMj/xlNSPDzhcWJbnp2vOw+8V7xNJy2OrImHSX0+RMblSJ//xT9K0YEJjxPb9Gx5zrlzU6kHKAiCUGSlj7kMf00z+rJx48bnnnuuqqrqoYceWrBgAYAVK1Y8/vjjsizff//9Bw4cyPLae+65J5lMrlu37v77729qagIgy/J111335S9/mXN+5513jiyZznxZvXq1e5L0pP4MwZc777zTsixVVf/0pz9dd911Ho9n7LNOp/NLX/rSY489pqpqf3//9773vVL/CgiCMM/RWAhGEgAYA5/i/J5zbP2HFOkr9WDnCdnSkYpP+bSekIxEqcdY7gzD2L17d3t7O2MsGo0ODg6WekTCPOd59yViT5lj5d69RUpGi7RpqecANj075fH5wA7prb+XevcUgOcfTxJr6j389kuTI1+CIAjzSsljLqPBl+l58MEHAXzkIx9JJ5GkLVmyZN26dZzzhx9+OMtrN23aBOBTn/qULI+r2XLRRRcBeP3119PfplKpjo6O+vr6LF0UMgRfnnnmGQCXX375unXrpnrZiSeeeMUVVwB46qmn5uTnLAjCQYqCq8xAqBfRQZgGbDtD/ku4H5ufQ2+bq6+1tKPt7u5esWLFihUrLrvsstKOZJZcRgx6AvEw7PF7m9lIRJCKO00RfMlmYGBg586dicTQXvL7/V6vt9SDEuYzKR6S46Gsi3DH/mIlvzh3bUbrTrz4KAZ7xj2RSmDLBrz+jKNjJ7Eru1eDHOmXo/1ZFkiZZuy15/r7+1OpVN5rFQRBqCyljrnMNPiSDqCceeaZEx7/8Ic/DOCNN97I8lrTNFtaWlatWjXhcU3TANjDp8p79+7lnC9dujTLqjIU3G1rawNw4oknZn8DJ5100o9//OP0woIgCEUis/T5OsdAB9p2wxOA5gDnAAeVwRji4ZEcDSUZKe1oGWOhUAhANFqsO8xzgXOaLiNvGYgNgEqgMgjAbAxfPhFKKWeMzLDa/DxmmmZbW1ssFkt/K8tyU1OT3+8v9biEeU7r3Jt7mY7d8UPfV4ytK+EeAOjvwnMPwuWDPwhKkYgi1DdUrosxOdJnVjWUej/NnLrv3ewL3P/K25/91fcA3HTTTVdddVWpxysIglAEhKIyz/127twJID3haKyWlhYAO3bsyPLaRx99NMvjRx11VPrbdMGX+vr6W2655de//vWePXsWLFiwdu3ar3/960ceeWR6mQzBlzyrKKYXEyUXBUEoKjrSwtS2wRmiA8gS1mB2XistGkmS0tmMFX2xTSe0jWV2xh0rWTpTRIOPcQYGBjo7O0e6bvn9/ubmZkmSSj0uYf5TuvblXIaaRcvIGFvwJRFBIkMcXBnsrujgi7Jn6+xXIgiCUOEqtdtROBwGMLmrUfqRSGTat2+ffvrpW265BcBXvvKV9CPpgi+PPPLII488oqpqTU3Ntm3btm3b9uCDD956661f/vKXkTH40tzcvHPnzo0bN/7Lv/xLlu1t3LgRmaJHgiAIBcRGDvGSnHtpWuJgfF1d3bZt20o7htkjlgXwnB+u1DQggi/DRMKLUFokEYOS6wBYvK5bhORsSEf0yp6rSMIheB1ZFmj0e96/uNGsX5guxygIgjAPLTxkypPtzr0ZI+8zRymWHD7ls9OceZSeEDp5Dni6lfPIPPF8JBKJm2+++dZbb7Vt+9vf/vYHPvCB9OPpzJeqqqp777337LPPVlU1FAp9+9vf/uEPf/iVr3xl/fr1xxxzTIaLmQ996EM7d+687777/uVf/mWqyUf/+Mc/7rnnHgCnn356IXexIAjCeBYdPkxpTlCavaEGZK3U450PuCQhkYTDlW0h0+CKK981HgQopbqup/8tEl6EucfyOA3lWapozxKVkL2kCwFzePJdW1lido4Wb+ccseIjQa3/iz8o9UgFQRCKJtI/ZW11y5hBKZYcBrunfMo5vVJ61dXV3d3dIzfJRt9QJIJMGTFT+eMf/3jddde1trZ6PJ7bbrvtyiuvHHnq8ssvP/vss1evXj2SnhIIBG677baurq7f/va33/nOdx5++OEMgauvf/3rVVVVuq6fd955d91114SyYalU6kc/+tG5556r67qiKNdcc02Bd7EgCMIYDESnCgBQCm+uI6Orsk/uywSjEmK5WvPEBkwRfBlDkqR0wKW5uXnhwoUi8iLMMatuIaJZbzkyBrtoU8VzZibKqlXJc44AWLULEcnazIgxHi5aeEsQBKEcRAcR6s38ZZlDFWEK9QUy5bZCvcD0PtEaGxsBDAwMTHg83Ywy/Wx2fX19H//4x//pn/6ptbX14x//+DvvvDM28gJg7dq1Z5555uSJQenFNm/ejIzTjhYsWHDvvfdecMEFfX1911xzzTe/+c1DDz108eLFAPbv379169Z0OUkAt95668qVK0v2sxcE4eAQl5wKtylnqGlCMgpDz7yc08N9+cathWw4R3gQDg88U8yaScURGkSVAU1MOxrl9XoPPfRQWuq5b8LBiS1dg388CechkKeIg3TsY4ccXaStc7eHcHvKaU2UgkjcXdkNv9ja4/B/j+Go46bcw3t380XLSj1MQRCEYiLTnu9TJhoaGgB0dHRMeLyzsxNAzumi+/fvX7duXXt7+5o1a37605+edNJJ+W863f+os7OTc575HPH8889/5JFHDjnkEAChUOiVV1753e9+97vf/W7jxo3pyMshhxzy8MMPf+lLXyr1bhQEYf5jhIZkj0VlSBJaVsDtm7gEIXD74fEjWF/qwc4H1Ehh71YMdCHcN+m+AkdkAD2taN0lJWMzWv18JiIvQqkQVcOildj1HhKT/jBtC/t3wbT4yiOLtfn6RaASVDVDrShJhupAsI6yym41TdxOeIN4ezMmZa3DsrBzGw4c4MevL/UwBUEQioqUzdf0rF69GsDTTz894fH0IyPdiDKKRCJnnnlme3v75ZdfvmnTpoyRl0gkcscdd/zoRz+a3I+otbU1PQBCyJRpoh/96EfPOeec+++//+WXX961a9euXbsALF++fPny5SeeeOI///M/y3IexS8FQRAKgREaV71+aiPSj5om+IKIR2AYIBySAocTVEKwiVMZYLPf3EGOyzIGetDXCUIQ6oHLD1UDITB0xCOgFOFBdB3gslLqkQqCMIQTgmNPRXQQu7fB6YTHD0UBY0jEEA7B48EHL+SyWqzNuzyobUZ3K1xu2BYYA+egFJIMzqAqqG/hldmddAQnEs4+H/f/DJtfQ1UQgQAUDcxGLIr+PkSi+NinuFMkAwqCMK9RAlqRmS/nnXfebbfd9sQTTyQSCZdraOJ8X1/f888/73Q6P/nJT2Z57b333rt9+/aPfOQj6aK3GXm93u9+97u9vb1Lly4966yzxj51//33A0jX0s0WQJEk6dOf/vSnP/3pUu8rQRAE2JxDVhCsR3QQehIOFzQXABAC1YGqWmgumxWtosHBhEuK7QlIu95FNILlh8EykIoDHJICVcOerWjfy1WH7arsSQSCMJ/YkgJZwQc/hq1vYMebCPfDZiAEiorlq3Hk++Hx21KxAqaWrCk1jVAdaN8Ny4IkgRAwBltHXTPqWkCpXeEF0W2HG5oDl/0bnv0r3n0TnV2QJDAG00RdIz51MWrqbIe71MMUBEEoqvJpNT29YZxyyiknnHDCK6+8cvnll99///2KoiQSiYsuukjX9c985jOBQGBkybvuusu27XXr1h177LHpR372s58BuO6662zbzrhySZIIIV/4whe+9a1vXXbZZb/97W9PO+00APF4/JZbbrn77ruDweC3vvUtAITnag0ozL3+/v5y/rm43W6n0wkgEokYhlHq4QjliBBSXV0djUZH+r8UhF+VhlqpcgYjBcsCIVA0KEO3c2MmSxWvouTBxLXledfbfwcAQuANwO0DIUjEEO5PN5RNrTgqdsJHZrOJmpoaAJZljdQRK3OhUIhSmm5JKMwNt9utqmq6GJ6QC6+KdEvcBgDbxEAPUknICgI1cA5FBMKeWlMqSvKLIz7oCXcOfZOMIxkD51Ad8PhAKABD80SqFxZ8uy6XK30Ds+AfNxlwHtz9GjVTAKDraDuAaAQOBxpbMNxUPrz4SNMpDhHlJX1CEovFJrQQEYQR6RMS27bL/OMmPc4Se28jLHP2qymAlcfm6Ms5ya5du0466aTe3l6fz7dmzZrNmzenUqkVK1Zs3Lixurp6ZDGn05lKpb73ve997WtfA2CaptPpnCrsAmD58uU7d+4EYFnWN77xje9///sAgsGgz+c7cOAAY6y6uvr+++9Pp8Nky3zZs2fPrl27ckYBzjzzzFLve0EQDgpxi/kVSghAKDQXxt9GtThKHnmJRqO33norgKVLl1Z02mByzYna3nekWAicIzKIyLjTEeZwJ9aeUuoxzh3Lstrb2yORiCRJK1asUBQx30ooQyTuDPgS/QAgKahtnvC0rrqKFHkBkHIFHImQbCYBwOkeCfekcULjvsovyEVIrH6Zr+09gEPTsGxF+s2N3H3VAw0i8iIIwjw31IeoDEw//2b58uVbtmz51re+9Ze//GXTpk1NTU0f+9jHbrzxRr/fn+VVBw4cyBJ5GUuW5VtvvfWUU0658847N23a1Nvbe+yxx77vfe+74YYb6urqhkadMbby8ssvX3rppXv37s1nM+Wco1GhROaLUOmKlPkCQKHEqxA6qdC6yXjU5KzUfzidnZ1HHHEEgPXr1z/00EOlHcwsSdFB3/N/kEI9Ex63PYHoBz5uBepmuf5KyXwJh8Pt7e0jn7t1dXX19ZV/GVkhRObLdGlGwpMMkUmFsnXFFXNVFfX4SJntHWhVjMSExxmVo8EWUy1KZ/o5zXwBADjC3e7OnYRPLC6m++v+tK397p/dA+DSSy89++yz52AwQj5E5ouQk8h8mYZtr5ZL5suKo4bqD1SUDJkve/fu/eAHPzg3n2GCIAjTYjI+qHOnTBUKiRAObnPoNtdLnfMy/9jeqtBH/lXb87a6f6sc6Qdntq/aWLAytezIg6TUrm3bXV1dAwMD6W8ppQ0NDWMTUwWh3Oiqy5RVp5FQrBRljBNiSWpKdZnFr7fCqBSuXqSloloyLJkpAtiSYmielLuKU6nUO6ZgUv56w+V3DnYq8UFqGZzKltOb8teb7kDbM6899dRTAN7//veXepiCIAjFUT4lXypThuDLt7/97XTk5WMf+9iVV165aNEi0TtTEITywYGEVaYtjYLB4K9//ev0P0o9lgLgVEotPzK1/MhSD6QEotFoe3u7aQ7d3nG5XAsWLFDVojWLEYQCYVSOO3xAKea/EKI7ffp8n3rDFEe8bgmwpNQDEQRBmHsi+jIrGYIv//jHPwCcf/75Dz74YKmHJwiCUEk0TTvjjDNKPQphViYkvBBC6uvra2pqCBFnG4IgTOn8889ft24dAJEfJwjC/FU2NV8qMwY0MfjCOd+9ezeAK6+8stRjEwRBEIQ5ZVnWzp07LctKf+t2u1taWkTCiyAIOXm9Xq/XW+pRCIIgFBMhEPeiZmFi8CUej6dLqJZFRR9BEARBmEOyLHs8nlAoJBJeBEEQBEEQxiEQwZfZmBh8UVXV4/HEYrHNmzcff/zxpR6eIAiCIMypxsZGznlDQ4NIeBEEQRAEQRhVPpkv5TGK6coQfLn44ovvueeeO+6441Of+pTH4yn1CAVBEIQS4Vzbv9Wxa7MUHgC47a3Slx6RWno45nUVdlmWFy5cWOpRCMIMEXAH4Qo4JeAcFogOas1VOzgFzEkgg4GAcaKDpDidZ73oCGdOK6FaBuU2B7UkJam4LCrPfs2CIAjlrnyCL5Upw0fFD3/4w02bNm3ZsuW888770Y9+tGrVqlIPUhAEQZhrNBH1//WX0mDP6CPhfqVtl2vzc+Ez/8X2zYd2ToIwz6iEewkjGA53ECjgTrAkSJwXt98zAfyUydwe+p6DgsuAi7IIl835EoBx2LonMQg+2nFPsnRNj+maJ6p5K/VWrCAIQr7Kp9tRmQxjejIEX1588cVvfOMb3/jGN5577rnDDz/8pJNOWrlyZUNDw1Tz3m+++eZSvwtBEAShkIhlVj32UxKPTH6KRgcDj/904GNf5A5XqYcpCMIoBdxH7IxPOQknhMVYEXPWAtSSeIYQC+HcDytEFItXfABGs3VPYgCZ3oimxwgQ0eZ5m21BEA52lILP5/TnYssQfDnnnHNG/m3b9oYNGzZs2JBlFSL4IgjCXCKACsvBTAqAEAskSRQLZfFJYFnWrl27ALjd7gULFpR6ODPn2fS3jJGXNJJK+jY+Fv7AxaUe5gxxzkUZXWH+8VCW5VkHWArEKs6tQhflUrbYCvcSa7DIqTdzwJMKg3OAZ7zjquoxRXaaklKMTat63BEbkCwDgC0rKU/Q0ERlAEEQ5l75ZL5UpAzBF1HnRRCEsiVz5oNOKYU0FG2RAA2myViEOEt+X7W3t3f9+vUA1q9f/9BDD5V6ODOn7nkn+wJK605wBlIWMa/8cc67u7sNwxBVXYR5RgaXkOMQqBFmFScC4si1aYkzAsor+ZRdtQ1ip5vQZ34X+9o6XtvxUlx2rlmzZsmSJYXaLmW2v2+fRAkASASAxC012mOHu8LVi5kkas0IgjCHROxldjIcsqPRaKlHJQiCkIHEWQB6xmqvCqV+OxGiYiJMARDLJMlEjoUsUw71WlX1pR7sNCQSiba2Nl3XAYTDYb/fX+oRCULByCR38Ll4l+mUs5zLaBSp3EuVL5Vb2Rd46u8bP/sf3wZw0003XXXVVQXZKOE80LObyhl+dBKlVb17BuqX80oLgguCUMEIrbgbb2VFxMsFQagYPpaEPOVRS5Ykp20kaSnbAzscjvTMzdWrV5dwGLNEk7F8FpOS0UoJvnDOu7q6+vv7OecACCGmaZZ6UIJQSPnciaTMBinO3B+CXLkvoBV+t5SWomaNu+8AnfpTj8iyp3dftG5pKfeLIAgHlfLpdlQmw5imaQRfLMuSZRGsEQShNAhnkpTjssHJjSRKGXypqqq67777SjiAgmBubz7XUrYrUOqR5mVswgsAh8PR0tLidDpLPS5BKCSaisHpymOZ4vQpyyMuwZgNVHDZF2Kksi9w1JpDv3HVlUnVfcwxxxRqo5qZgKplWUC1RRxZEIS5JOYdzUq2YMr+/fvvvvvul1566Z133hkYGGCMcc4ZYzfeeONnPvOZZcuWlXrwgiAcRDRbh5Ij0ZFSkQlZCITC5UEi6xRUzVH+3Y7SFV76+vpGEl5qamrq6+tFtV1h/qHhXjgX5VhosLtowRc7VyI6IbEwPJXcoj7UB683y/PHHr7mmJXL+2sLVu2F2CbJGnkBQBRFMlK26ij13hEE4eBQPpkvlWnKT8r//u//XrVq1Xe/+93nn3++r6+PsaF5upzz7373uytWrLjhhhtKPXhBEA4ilNm5FxKfB4VAmYWauhwL1dTJuSoglFYikdi5c2dvb2868uJwOJYuXdrQ0CAiL8K8RPQUuvdnW8I00NNarM2HB6Z8Kp0Uw8ycmSNljg/2gGZNAKcUe98r4BYlPZnXYql4SXeMIAgHEzIcfyn5V2XKHHz5r//6r+uvvz6ZTAJYsWLFeeedN/ZZr9ebDsF86UtfKvX4BUE4WLB8shxZJZdzLBuMKqiqQVXtlEv4A6husJXyvdfKOd+/f396qhEhpLa2dvny5S5XuafqCMKMMdWB7ZumTFjjDO9uRPFyAwe6pjz8EoBQdO1lFT51nWlOvPUSpuouRAgGBxCPFHKLsoLchWa4rZRysq0gCAeZUsdc5l/wZdu2bemslkMOOeTZZ5/dsWPHo48+OvKsJEl79uw599xzAdx1113vvVfIGL8gCMJUDFnLGVthhl7qYc4HnBDurcLCxWhowYQ6O1RCXSMWrYDLa8lKqUc6JUJIU1MTAFVVlyxZIhJehHnPDNTD0PHa39C5f+IVezSETc+ir8MONBRp64wArdthmxNPiNP3SDt2I5UyKqRK1FTMuoVo2413Xs1QhEVWMNCPV/5i1zQVcItMdSAWzrFQPGo73KXeN4IgHDRKHnOp8OBLhvj9D3/4Q8653+9/8sknFy9ePHmBmpqaP/7xj2vXrt22bdsPfvCDe+65p9TvQhCE+Y9RmSVC1D31lHvOU1zUfCkMo36JFh1EfTNq6hAJw0iCA6oGbwCKCsCsW1TmFdf8fn9LS0sgEBBhF+FgoGseT91C0nMA776MXZsRrIPmgmUh0o/IAADISqJpeZG2nvIEXbEBHNgOtw/+WmgaOAUzERvAYD84s6nE5MpO0NB9tZ76FrJ/Gzr24dCjUL8QigZmIdSP7ZsQ6oOsJpatLeg2iWHZ2feaqeui7asgCHOHUJAStH7LOJRSD2AmMgRfXn75ZQD/9m//ljHykqaq6mc/+9nrrrvurbfeKvVbEAThYBFVPH49CS1znxoWCyfcuSqVCPmJ+evV2hbS2wZJQVXNhGd5sC5avaDUY8ytqqqq1EMQhLkTO+Q4b3QAyRj0JDrH138hxFxzkiEXa6pgonqBI9pPCUE8kmHqDbOjTStKvXtmjZDY0ad7n/8DknG8vRFvb5zwrHnk+wue3RNddHhw9+ukNnNCDe/tjC49qtT7RRCEg0n5ZJ2UxyimK0OwfO/evQBy9slbuXIlgB07dpT6LQiCcLAwFUeESTwWnphUb1t2eCDkqimXz4PKx0Hs5Udi4SGYUKaBSmheylYcx0VjKUEoM7bm4evOQf2CiUdClw/HfcioL1gXngwIDS043AYBHz85lIPbVqRumeXwlHr3FIDurYmffBFqmyee9bt95vFnRJYeXfAtctURalnN2vfAGt9S2rZY+55Q00qmiVJWgiDMJVI2XxUpQ+aLqqrxeDwczjHL9MCBAwBEOrcgCHPJcHgHmcsZHVS5QQkBYHMkZafubSiHyEt/f/8nPvEJAEcdddQtt9xS6uHMnEOmsiRhwSFoWIzBHiRjAIfDg2AdVKcEOAlLmHn0nxIEYa54NIVQFcedidgAejuRikOWEahDsBGy7AYMxmxWrHRxJiuDi9ZqkR5nuEeydHDGJNXwBBLBZi6Vb32o6Ur6a41T/sk50K52HyDJOFdVO1CfaFhiqsUKgtje4OBhpzr2v+MIH6CcAWCgeqAuedipXKrsGsaCIFSe8sl8qUwZjtorVqx49dVXn3322SuvvDLLK1955RUAWaYmCYIgFAOjUtxbkwCnnIEQG2WUgmEYxubNmwF4PJV9m9chUQAgBKoD9QszLlDa4Avn3DAMTdNmvypBmAckQmRKAIAQeKvhrZ68jCZJCVbEDvFUkpTmZXTJKkIpAMq5ZJpSImFZZd2Wfroky5BUjTYtBjgBOJUUZlrgv/3d76+//noA119//RVXXFHALdJYWG7bTfdvI6YOgCqqtOAQGmyyA7WzXrcgCMJ0iODL7GQIvlx44YWvvvrq7373u0984hMTmkyPeOGFF377298COOuss0r9FgRBOLg4bMNlJyn4SM6hBRpVXDaRZrdiYdTQVdzUKAElKNpN9BxSqVR7e7uu6ytXrpQrvH+tIBSEIucOQysShZnHumZElmW/z0fGTEgkhKiqms6nTiaTpd5DheFJDDj02NhHJGa7kmFNj1uGHo1GARiGUcAtqge2e5//PRkTwCKmoe15W92/NXbKRfri1aXeJYIgHEzKKPhSJsOYngwf1VdffXVLSwuACy+88Ktf/Wp7e/vYZznnjz766Mc+9jHTNFtaWv793/+91G9BEISDiNeMeexkOitj5EEZrMqMaayQ57sz09DQsHv37t27d//qV78q9Vhmjub3sZrnYoXFOe/t7d21a1cikbBtu6OjY+7HIAhliORxGlq8P1lCiN/rJVOUgnK73apa2a2O0pyp8ITIywiJWUEYtbW1tbW1LlfBpiBJ4T7fc+MiLyOIbXmf/4M82FPqvSIIwkGl5KVe5l3NF7fb/ac//em0004bHBz8/ve///3vf3/BgqGuFieddNKePXu6u7sBEEJ+/vOfi14SgiDMGZeV1PiUU128ZsJUFVbSeDwhxOfzlXAABcF4XgkteS5WQIZhtLW1xePx9LeyLAcCgTkegyCUJ448/h6L9ifr0jQiZcs99GjKQEHzQeYe4dydCGc54f+Xc8+84JJP6QUt/uJ5/WnYU0/aYrb7tSfDZ/xLqfeNIAgHDUpQTvP9K07mfXfUUUdt27btmmuuSd+paG1tTT++cePGdOTl+OOPf/nll0877bRSj18QhIOIy0ple5oQrxHOd11CdkYqxwKWxec2+DIwMLBz586RyIvf71+xYsU8CHUJQkGQPP4eKYpVp8mRa9In1ZySVNkzQzUjnvNWqzPSXchNcq605WgqqnTsIUzUPhcEQagMU06Vr6ur+9///d9rr732L3/5y86dO3ft2tXd3b1kyZJDDjnkmGOOOe+880SfI0EQ5pJim8jV3lhhLL+VCdkQzpCKQ3VkWygVlZlsKo58VzoLpmm2traOTXhpbm4WYRdBGEuxDKhK1plFnBbtKp2ozjxGqNukgis0qeFuKDnaNsl2IWvq0GQsW9pLGmM0FrZ9wVLvHkEQDg7lU/OlPEYxXTk+BZcsWXLVVVeVepCCIAhQUxEouU7cJZEJWQDUTEGPQ3NBm+KCytSRjMk2Nf1FD7709/d3dXWx4bBaVVVVY2Njpd9CF4SCk2wdcAJT/2mwvGYmzVAeJ8FKpD/lry/FvikMOZWA4s+xUEHzASUzVwZiemBG3IYIvgiCMCcILZuoR7mMY1oq+BaEIAgHFclIQans/s0Vg3FYJiJ9cAfg9Iy/xcGRjCM2CGaDz8XHXjweT0deZFluamry+3Nd/AjCQYlaJjgAGxn7vnEGcDCrWCd+egJOb/ZFSLgXlRx8IUYSyHX8sQraTUpxQJJzJL9QmiNLURAEoYDKJ/OlMpUm+LJv375HHnnk7bffDoVC1dXVCxcuvPDCC1etWpXny5977rm//vWv+/bt0zRtyZIll1xyyaGHHlrsMadSqV/96levvPJKJBJZtmzZkUceedFFF429+3rppZdGIpEsa7jtttuWL19e7HEKwnzFrFzZ1wAsC/OhpUaJcc2J7n4EGxAbRDIC1YV0O2fLgpEcuhKIDvLqxXMwmKampng87na7m5ubRcKLIEzFTkblQA04AbeHzowJGUrE4EP/QyoBpTjz9fq70JI1+JKMsVReeRxliyUTEmcgWfMr45F8V5fPFhUFgWr0Z60j469mWiFL/AqCIGQlgi+zMjH40t3dvXfv3hNOOCH97Yknnpj99ddcc80nP/nJaW3y73//+w9+8APbtgHU1dUNDAx0dXW99tprF198cc5V2bb9P//zPxs3bgTg9XqTyeQbb7yxefPmL37xi0Wt/tvX13fzzTfv3bsXgN/vf/fdd999990333zzG9/4htfrzXMlsizyjARh5izNDdtG9svvWAiumlKPtPJxhsggAnWgFLaNZHTSAhx93Vbd0jkYiyzLy5cvV3KVWhCEg5xtU1lPIn0dPhRzGT8Fxrb4YC/qihN82bYJDYsgTx383r/Vqmoo9U6aFUtzS+EBBKb+iDFSPDJQwC1yKmHJIRjsxVTlzAjFokMYFYdHQRDmCqngNs/lYDQcsHnz5htvvPHJJ5+84oorRoIvr7zySvbXf/zjH5/W9sLh8O23327b9vr16//1X/81GAzatv3YY4/dd999v//97w877LAjjjgiy8t/97vfbdy4sa6u7utf//qyZcsAPP7443ffffdPfvKTtWvX1tQU66Lrhz/84d69e9esWfP//t//q6mp6ejo+O53v/vOO+/cc889X/7yl9PL/OxnP8v42vfee+8///M/jzvuuMWLFxdpeIJwMLA8Aex9EwumTh/jnIUHUFfKQSaTyd///vcAmpqazjjjjFIOZRYYlVC3EHvewdI1oJOiXZxh3zbUNdl0jrKMRORFEHIyAtVa9340LoWiZXia2YgOsKLdruT93WTHG1h5DOTJf60cbTuxeYN5yj+VeifNilG/UNv2KmQFnkyTj0wDPe22o5BzYxmVEWzEsjXY/R4mF0umFEtXoa6ZiXt7giDMHRF8mZWh4/UzzzxzwQUXRKPRjAudeOKJzc3Nu3fv3rJlS7q3aHNz8w033HDyySfnP1co7amnnjIMY9WqVdddd106gVySpPPPP39gYOCRRx55/PHHswRfdF1/4oknJEn6zne+09AwdP/k3HPPfe+991566aWXX375vPPOK8Y+2rZt29tvv+3xeK6//vp0nktTU9ONN974uc997rnnnvvUpz5VW1sLwOHIMOfWNM2f/exnHo/n6quvLsbYBOHgYVGZqxrp70R1Q4bjPufY+rq+8pjSDjIUCn31q18FsH79+soNvgCER/tJbTO2vo6GRaiqAZUBgDFE+tG5D7XNSCU4FZOABKFcMCLBMNDfCX8NVAek4QtyxtIVsnFgB1u0ukhb54ccRV56EkYKzctRVT8UguEM0UF07sHWTQjWsYxRocrBZAWMoacNqQR8VVC0odx7y0I8jMjgKxtf/u3Wdt3z9FlnnbVu3boCbJIQ7nKTRYfA6UL7PoT6YNsAQCkCNWhZjLoFcLo4EZXmBUGYKyLzZXZkABs2bDj77LMNwwCwbt26iy++eMJCl1122b/9278BaG1tvfrqqx977LH29nYAq1dP+1N8165dAE499dQJU/dPOumkRx55JP3sVJ5//vlYLHbCCSeMRF7SrrzyyvPOO29C29FwOPzAAw9s3779wIEDgUBg9erVF1xwwaJFi2awj15++WUAxx577NgZRvX19atWrXrnnXdeeeWVc889d6rXPvDAA21tbddee20wKArRC8Jsmc3L1Z1b0NuFZWugKMNHf45YGNs2Yfla0x0oYjuPgwZhNunYh+VHYNXx2LUF+7dDUUAA04TTjRVrYRjY/RZtOIQ5RQlkQSgLEmeoaUTnXkT6UdsMSQOlAIdlIT6AzlYsnt7dsmkhDidWHIZnH8XhxyJQB4cDhEJPIRHB1s0I1qNliWybplzB8RfJ0FFdi642JGJIREAoJBmcwbaRSiLU+3bY+N9f/xFAU1NTQYIvBCDBRugJNC2Fvxp6EnoSAFQHNBc8fhAg2EAJYQXtsiQIgjCl8gm+VGbpGRnA9ddfbxgGIeQnP/nJZz/72SxLL1iw4E9/+tPPfvazK6+88uqrr165cuUHP/jBaW3PsqyampqWlpYJj6ezytOFYKbyj3/8A8DIlKgRwWBwQmjjvffeu+WWWwYHByVJqq2t7evre/bZZ1988cVrr712/fr1GVf+wAMPNDc3Z/yw3L17N4Cjjz56wuNHH330O++8k342o/379//xj388+uijP/CBD8zw5yMIwhiKN4Bla9DXibdfRiwGpwvMgmmgpglr3ofqRlVSDb2gzSamye/3f+c73wHQ3Nxc6r01c8Q2oSfRvht1LVh5DJwuJJOgHKobRgJ9XejvQDwqMYvNelu6rvf19RVv0qggHCQoAM7RuASxMPa8ByMJVYNlg3NU12PZYQCkogWnCQFqm/D+M7B1C159AYoCKiEZR1UdDjsGVbWQFcLt2W+ohCgzYVtoWIBEBF2tMHVI6tBsoGAdlqzCW/sLvEVwOD0I1CPUDV8VWBBgAAGl4AzcRqAOLh9NGMWbUCYIgjCOSLWbHfn555//+9//DuCGG27IHnkZccUVV/z973//xS9+cdVVV7311luqOo1p/zfccEPGx9OBlXQZl6m0tbUBqK2t3bdv34YNG3bs2CFJ0tKlS88444yxuTCGYdx6662Dg4MXXnjhJz7xCVVVLct68MEHf/Ob39x+++3Lli1ramqavPIHHnjguOOOyxh86ejoADD52iD9SDoJKKOf/vSnjLHLLrtsVj8iQRAAADKlhBAE6qA64AuC2bAtUApCoWjwBqFqCpt9NGBWXC5XOk+wsqlOUIpQ39BsBUUDJQABY7AMDPQgFgZAHO5Zbqenp2fHjh2maaqqOiF7URCEaaGSBBPgHG5fOtQC2wKVQAjAh6IuUtGKgxAKWYGnCmtPwOHHgzEwG7ICQqBoUFQABJV9yk7TKdu2CacHS1aBENg2qAQCcA5mnfW+I5+487+jtUtWrlxZkC0S2wQUBBugOdDfCVsfesIGFBXBZniqABAzBdVZ6t0jCMLBgaBcMl8qk/zb3/4WgMfjue666/J/2W233fbII49s3779kUcemW7N3cnefPPNBx98EMAFF1yQZbF0I+ft27f//ve/1/WhT6A33njj8ccf//znPz+SXfLoo4/29/efeuqpI1EPWZYvvvji3t7ev/3tbw8//PB0y6/E43EAk7saeTweAIlEIuOrtmzZ8vbbb69fv37JkiVTrXnz5s1XXnnl5MefeeYZv9+PsiculoTsvF5v/u3AcjMN2CYAuHxwemHpsG0QQNIwXG5QolTkUBQAY6htQfcBxKOIR6FqQ9UNTB1GKn3nFf5qX03tjK/lDMN4++23+/r60t/29fUtXToXvZOESiT+qPNi6kgN9znmHCBDkZcxE1Kow1njL87OjLTDNCBJcHrAGWwGcBA62p+OEG8g4C3aRMUCf9xkJDF07gYAZgM2CAUBuAWbpzt5t9RWtxx2NApYeiweQzIMpwfuANwBGCmYKXBA1UajLamE3+2Cv7q4773yeTye9Hm7IExFkiTxcZMHEXmZFZqeNXPWWWcFAoH8XxYMBo8//ngAf/jDH2azeV3Xf/nLX37rW98yTfNTn/rU4Ycfnn1hAL/85S+XL1/+ve997/e///3//d//nX322alU6s4770znxQB4/fXXAZx99tkTXp6eIfXOO+9Md5CmaQJwOifeVXC5XCOjmuyXv/wlpfQTn/jEbPaPIAhDIv3YN+aPlxAoDjjc0NwQjR4KjhCsOHL0W0NHPIJYGHoKfPhjd+XRM55t29PT8+qrr45EXoLB4Nq1a0v9ngWhwknKUJ/pIZO6TVMKZ9HCE8qYngOEQpYhKxhb3U/RIFV4iW6HE57A6LecgTEwhpHJXJKEqvpCblHT0N85+q3qgDsAT2BcnstAF5yu6a9aEARhRigpl6/KJKeDL9nn+2S0du3ap5566s0335zxtl966aV77rmnr6/P4XD867/+65lnnpl9eUIIgEWLFn3nO99J1+ttbm7+3Oc+F4/HX3jhhd/85jf//u//juFZQn/729+ee+65sS9PJpMAuru7pztOr9cbCoXSLx8rnfOS8U7LK6+8smvXrnXr1k2ubjOWpmkZC0MwxrKXvyktmp79ATDGuKjxJkxBkqRC/YaQRITufgtUAuc5LvhN3VYc+a5XmJrkrcLytdg1xRF+4SFoWGhzYJpHKsMwdu3aNRJ2kWV56dKl6Xmj5XzQE0ol/XEjfjfyQQDqrYZlwLYyL+Gr4VRmxdmZkm1BdcBIZX6aylBVG9J0jxg5zeUJCeGE1i+EnoSZ6a4bIWhYwiWpkHuYUCnUA28VpspXivSjv9NeekTBd+w8U8ATEmFeGukDU+YfN1JZhLDLJ+pRPiOZBjldsqSxsTHj0/v27QNQXZ0hmzHdOSgd6ZiuSCTyf//3fy+99BKA97///Z/+9Kfr6upyvsrhcMRisbPPPnvCb96HP/zhF154Id0pybKscDgM4Omnn864EsuybNuWJOmXv/zlyAUAANM0d+zYcdttt408ctxxx6Wr8waDwVAoFIvFJqwq/UhVVdXkrfz5z38GcNppp2V/R6tXr3700UcnP97f3z84ODiDHTs33G53Og8oFoulm2QJwgSEkOrq6ng8PlVq2LQEundSzgCCVCz7nVseHhjUS1z2ZT7gvGb7RpzwYXir8O5GGGN+iLKCQ4/DqmOw5e/hppVsOoUGwuFwe3v7yJlNMBg85JBDZFku58OdUFput1tVVfEbkhfOqxWQqiZE+6CPnxAtKfBVQ9FiXa26oyjJL9X9naRhESiFngIffxBWNGgORAajrN0qdOqNy+VKpyEX6uMmC42ZXlnBwkPRsx/R0PjnHKhfCKfXTiVDrJC/rn5vndK2C0YK1Y2gY85+GcNAJ3paLV8wJP5AskqfkCQSiVQqNfu1CfNSeraRbdtl/nFTFrOiRHnv2ZG9Xu/AwMBUv2pZejOnIxfy9BP+e3p6vva1r/X39y9cuPALX/jCoYcemucL6+rqYrHYhD7T6ccB9Pb2cs5lWfZ6vbFY7MEHH8w+ttdee23//nF16Xt7e59//vmRb2tqatLBl/SErIGBgQlrSO+0yZGpnp6eN998s6qqanKDJEEQpkuydHnoQoIg1AvNNe4EdKxkjCTCcARKPeSKR00du97GgmVYehiWr0XXfkT6wTl8QdQvBCHoacW212hVc/7Bl7a2tpEPGkppY2NjuialZVl5rkEQhCyU6ABpew/vOwuBOtgWjCRsG5RCVqE6AGDvO0qoX196VDG2TsK98FbB7YOswLZh2wAHpZBkEArLQm+bJDsLHnyZS4oehypDltG0DKaORBSWCSrB4YLTDRBwUMvANLpQ5CYtWok3X0D3foR64fYOTThK9/DWE7BtunA1UuI2mCAIc4VQFK1x3jRHUuoBzIjc3Nw8MDDw9ttvT/eVr776KoCMnYOySCQS3/rWt/r7+08//fTPf/7z6Q7TeVq+fPmePXu6uromPN7b25seSTr1tLGxcceOHe3t7RMiR/F4fO/evR6PZ/HixQDuvPPOsc9edNFFxx133Ne+9rXJ2124cOEbb7yxZcuWCW2q01OuJtfTfeaZZzjnp5xyCqWVXdhfEMqBbA7fqrItWCZ62lDTBHnSoSMRxWDXxDuuwszIMpiNv/8Zx34ADYtQ04C6FhDAtpGKobcdrz0LwyDyNA7gbrc7HXxxuVwLFiyYVps8QRBykuIhDHRh01NYewpUx7gkQc6x911se1XyFu2uKWNo343GxfBWQZLHleI2dLTvgmkQvbLzDkgqAcUHcBBA0eDXxj3NOTiIaRZyiwRUVnD4+7H1VYR6kYiAygDAbBgpODw4bB1VFKqbTEyoEQRhbojMl9mhJ554IoC//vWv0Wg0/5e1tbWlK6qky+7m7+mnn25vbz/22GO/+MUvTivyAuCss85KD5WN7yabnmG0YsWK9LdHHHEEgEceeWTCy3/zm99cf/31GzdunO4+Sr/H119/fWxGayQSefvtt1VVPeWUUyYsn27d/b73vW+6GxIEYTLChuffWgYAmCl07cVAF5JRGEnoSURD6DmA/g4wNmXFgTlkGIZhGJWd0EEoXF7oSbz0Z2x4HO+9hv3vYd9WbHsdL/8ZL/4JiSgUjTumUeWxqqrK5/M1NTUtW7ZMRF4EoeCGDpU9bXjuD3jvFXTvR7gP/Z3Y/TZefAhb/wHOCSvacckwwGy078b+7RjsQSKGVByRQXTuxd53oCcBzkk5VCuYOZ4u9cIBNlzJeOS/bLiZdzI24/VPRtI3dlUH1p6MlcfCEwShAIG7CiuOxpGnQHNiuCSiIAiCUP7kiy666Kc//WksFvve97733e9+N5/XcM4vv/zy9MzJCy+8cFrb+9vf/gbg/PPPnxBAGTGSLfLEE08wxlatWrV8+fL0I8uWLVu1atXWrVtvvfXWz3/+8z6fzzTNP/7xj88884ymaSN9hS688MK//vWvzzzzjNPp/OQnP+nxeBhjf/nLXx5//HFN09I9j6blsMMOO+SQQ7Zv3/6///u/1113nSRJuq5/73vfM03z9NNPd7vdYxfu7+9vbW2VJGkkGCQIwmxQZfjuIiFIROHygnPEw4iHMywdn0YQuRg6OzvT8d/169c/9NBDpR3MjDEQNLRgz1YA6GlFT2uGheoXwDIhTSOGnmUeqyAIs8TU4VrjloG972Lvu9mWKTjLgOYAgGQUyUzH4VSCTvOWW7nhloVkDOlu2Xx8/AUAMDA4eGDzG5FFZkNDQzAYnP0WGeejZearG1DdkHExLlI+BUGYMyLaOzvy6aeffuSRR27ZsuWWW2454YQTzj333Jyvuf3225966ikAa9eundzROQvbttMNoW+44YaMCzQ2Nv5//9//l/73fffdZxjGZZddNhJ8AXDNNdd87Wtfe+mll15++eWampqBgQHbtjVN+8IXvlBfP9Tez+12X3vttT/4wQ8ef/zxJ554oqmpKRwOx2IxSumXv/zlkcWm5brrrvv3f//3DRs2bNq0aeHChXv27DEMo6mp6TOf+cyEJdNzkcStXUEoFOZ0g1IwBklBuB+ObDVfYCSnt3YhE8lMoaoOnk7EQpmXcLrRuJCaqfGtbQVBKBnTXwdCkHX6iRkoaCPksVQNRgpTBXeYjUQinaZRubjHj33v4NDjprr2ePA3v/7sd34A4Kabbrrqqqtmv0XKLCSjcPmyLZSKEcuaVhxcEARhFihImcxzrMgwECWE3Hvvvaqq2rZ9wQUXXHXVVf39/VMt3dPTc8UVV1x33XUAFEX50Y9+NK2WV729vVMlvOSppaXlzjvvPOuss2pqasLhcHNz8wc/+ME777xzwtyfY4899o477jjjjDOWLFnS19fn8/lOOeWUO++8c926dTPbbmNjY3qFTqdz165dgUDg/PPPv+222yb3mU4HX1avXj2rH4sgCMMYKKqGu6HJCnraYGYqLhiPYqADcomDnoqirFq1atWqVRWd5cElGeF+HHECqmozPO2twhHrEBngZdHyUBAEAGCqQ6/LdthhipaqW1yszdc2Y7AfqUSGpywTA72oqecVXgiPKxpAsP0NTC7swjk69iLcN5P1ZjfQNdsFBEEQCoiQcvmqTCTd9P6xxx676KKL0m2Dg8Hg1Vdffdppp61cuTIQCCQSie7u7tdee+1vf/vbgw8+mK57Qin99a9/fckll5R6/PNTf38/L+PaaSOtpiORiGg1LWSU7uwYjUZn3/uTEhJ0yGjdhkQM4IiFYZlw+eB0QVLAOUwDiQj0JFSNOzz9S0SXsdkinFe//Qy8QQTrMdiD3o6hne90o7oR1Q2IDKC/M3TYqZaizXgr6Y6JlmWFQqFSv2OhTIlW09NCLMP/1vNyIsOUTE5oZM16M1A3/bXmpbpvN+k+gLY9UDQ43FAUEMCyoCehJ+ALYvGqUN0yixY4QWOk1XRBPm6yU/W4L9SO1l2wTNQ0wV8NRYNtIx5Gbzv0xDPtkR8/9pQpa5dccskZZ5wx+y0SZld3b0fNAgQzTzjCYDd6DwzUr2CF3rHzSfqEJBaLiVbTwlREq+lpsMrm0k9SKjEE7ktGRAAAgABJREFUQ0Yu8p988snLL7+8s7Mz52uampp+8YtfnH766aUe/Lwlgi9CpStg8AWA36EqhKOvDf3dAEMyAT0xLrueUigqJFkPNERrl8x8SwIAgDI7uGcTQr3wBlHTMC6fyDbR341wH3zB0NKjLXko+BKNRnt7exctWpR/OqQIvgg5ieDLdBHb8u5/W+3agzGJxsxfG112lOnyF2+73miPFh9AZBAde6GPmf5JJdQ1o76Fy47+msIfnOcy+EI4D/bvI7aJ3k5E+sd9BjndqGuB5oz6GnTNPfNtjEdtK9izC5zBV4vapomH4t52hHtB6GDdMltMO5qaCL4IOYngyzTYZdNQQpIqcebRaC/AD3/4w9u3b//Od75zzz33TDXzqL6+/gtf+MLVV19dVVVV6pELgnCwiBlmQJNJ3UL4arD7TSgKZC8sG8wCCCgFoSDgshKrXljqwc4HjErw+JGMIjqA6ACcbqTz7c0UUklwBkWDJ2BTGQBjrKurK/2p0dXV1dzcXOrhC8LBy+12qWvXYdVxCHVDT0KS4a+hbp+H8XAiVbyGxDFPjZaKwlcFbwCpOFIJMA5Vg9sHSkFIzFe0cjNzhROScAXc8QHUt6CmAak4TAsSheZMF7uxZK2AkRekD8WSDNtApBfRPjg8Q1V1jBRSsaHoD5UYFTNABUEQKoM89huv13vLLbf813/914YNG1588cXOzs6uri5ZlmtqapYsWXLKKaccc8wxsizPdFuCIAgzIfd3kMF2rDgKDheWrcW+d5GKgxKMTbSWFF7VCFLZNQXKh6k4lOpGhHqRiCEZRzI++pzDiWC9LaucSrFYrK2tzRyugJBKpTjnou+pIJSEU5UdigwAqoq6BWOfkijxObVQomh3/gllNc10oAOmAadnqCVQGpXgr+WaC+Wb0Zs3KoNKYDYkGe7xmUSEQC50+gkhpupUdAbbAucTO0kRgMqW6uTig08QhDlTRud45TOSacgQSZEk6dRTTz311FNLPTZBEASAc3f3Hpg63tqAZUfA5cWi1Yj0I9IPPQHOQCgcHrh9lFCnmUiohbzxWFQEXGOWasQlIwnGGKG64jQc3sm3MWUwpx6TuUVVJ1SNUdkkkmEzw7IzrllRZFVRKaVET2Lfe7yvk9omURSuarbLxwmlzJaMJAHnsmI5fbq3hsejavsuKRYCpSxQS71eyDKq6uGpQjKGWBgD3UgmoKgI1kFS4XD1793RGTfScyQJIXUB3yKvJoc6wImUCpNknFgmlzXmDzKHm/a2k1Aft0xbcVjBBqNpGfQEmC1RKWjG0bWXx8I2Y5bTp9ctgubQ4oMytykhUncrbJO4PVx12apmeKpNzS3LskwJAMZh2MxkGa7qJM5c0R450k/MFIPE9STpbiORAQDMW5VatlZfsHLGn9xUT6r73pX7O4llMKfXbFhEahsdkV6qp4jDAdXBZM1UnYakmuNrMciUqJRIhACwOTcYtyYNXua2ykwJHAA3DR6PUksnsgRPEC4flyTGYZkGTURlKwXGicMJzcUlmXNYgAHKOCRTV6P9spkA50xxGK6A6RxXIV6RJFWWKCEgsGxmGoZq6SrhhBBQYoPqRNY5RnaRzCzVSEjMAmBT2ZAdcizk1CM0ESZ6kjNmq07dX881h6zHiW1TcBBwKjMqWZpbdwX4FPfnlWi/GumjRop6vHB6ucPFqGwRSScSNXWainj1GEBsKumSls63mvh3xG2ZMwIwwKKyDlI+52QK4SoBBQdgcRigdq4YBAFUwhQCAs5BTA6D05yBC0KIK2ubRVmimiLr5uwyxjlXrZRi65QxToglqbri5IQ6KSjVULcQ0UEk42AWABAK1QFfDWTFxblhF/mHwrnac0Dp2U8TMciyFajTm1cwR4ZPBJlSVaISJQBsxg2bWelZWoxpoS4l2k9MnUsyV1QwTk0dlFoOj1nV6NKjkGQwE3oSNgMhoBJUDbIKIsm2qRpJQy1kU6ekq0oxkpAUcHvsVDJQCioBJOkSqeiCIMwhEe2dHVLOtUUOWqLmi1DpCljzRU5EArtfBwBZRcvyMc9wMA7wsZ2nLSqH3GUwITYPGrc8ZpxE+ifMnuWEJDy1SVcg/S0B95oxNRGGJwB/7YTPPMtm0VTKHnP1LkmS1+MeSlHc+jo2PQtKUdMAZfiqzLahaqPfAjBN7N2K8MDQt42LsGwNknE43VAdiEew4030dQHAwhVoWgRCwoxusxwJNnQp5VCV1T7ZDwtIdzbpgmkABLWNCNQh3I+tm8aVgahbgGNOQVU9CMU/nkT77tGnCEV1AwLVqF+Ezr3o2Y9Fq+EdvrogBO4AXJ4Jl9Ym41FjNIhBAE9yUNv7NpIxAGA2Og6gvxfj77wzf034jEtt77QvXRzbX3e/8QyxhjueBOuw+lgYCfhrUFU3YWwWlaOy2yaUAB5F0qSJ15+6zWLD0SMK7rGSKrcAgDEMdCEeBgjqFqCuZfSnH+pFuA+cQVFRVT+hyRfn3OppU0LdE7oOmy5/tH4Zk1WJUq9Dk6Uxv0uxEIwkVOeEO1qMI8oli8OTHNSMMY1sjBRMA5aBvg6w4QigqsHtH+pBQKUJq+KSHAu26OMvFKme9O57U4kPwhPAwpUYW7+Zc1jG5LnlKdkZ17x8eCc7uO3mxoR9aoNEiWqV+gSRgnspVya15ExyEmdThodUwj3UnjB0xhHj1ODZ3pEqSz5njgLYumlHUzM/Jsu24U0OpgNwIzghcc3vdDqlsT9xboMDRBr7LgdtkjPwNF0jNV/i7fu0lx6VQ73jxkal5KHvSxx63MjeJgQeVdHkiXFA3bJT/d3e3W9Qffj3nEz6GRECfw1UNUPHPZcXTh8IdMUVdQcL+x7dsT5nIjTyntJDSX+Tcvpj3tqZrPRgImq+CDmJmi/CnBFziARBKGuSMXzRrky4qUtAJ169yOVTBiwrB7c8VhzhHkzKeiCcu6M9hLOEOwhwvxGVEyH4auDPcIYtSzTgdoXiSZsxAJRSv89L0/1c33oZbzwHVUN9C4Y6vHLYNjTnuNx4y8b2LaOzihYsxdI12PUemhdBT+Cd12AbGOwHgOWHoa6Jgew1lVZbGbkCWCCbSzwSTUdemI3etqHbsw0L4A0i3Ie3No67YVu/AMefDn8tqISnf4vBnnFvqb4Zbj8WrMTud9DbikOOgcM1+qw3iLH3sfnQNYhCiV+Tw7qdLmnh08PKjtdgWQDAGVr3IpShkBkN9wX+9NPBCz7PXL78f3bOdze633hm9PuqWhxxIqIDqGmGvzrDz4hZfjMaUrxeTVFohuttTaISJWHDBuc+Ky5zNvTWeluHGvc2LkFN0+gLBrsQ7gc4ZBXVzZjUvpd07lEiA5M3pCTC/rb3IosO97tcdOx1cnQARgqZEgQogZ9bVjwkW2Ou2I0UbAtGCv0do/EdzTE0C4MQSBlOLYhteXv3oYbrw5em1NQDu/5B9SQ8ASw9bFywhgNmatyvzTCHlaTcjjiqkP474ubkZSRwP9fD0EoYf6EEfsKkTAEWJ+GUIsoyPKcS7qN2xrX5CIswZIm/SDR3XolCWM5lpiLbpj/RR3iGQ5YnFQKxMTa1anzYZehdgNtFykiKDrqe+Q2Z1OiaMNv13svE1OOHr08/4tNURcqwD7X4oLZ9I2wbSB9VMu5nAs4yRF4AJKJgDJ6AbBe+6G/cUyO7PEqoG5Y5Gg+SFTNQF5dcKON7dYIgCMIEInFIEISyln/3HACohKICFNzNDURDYFOO1hXvlyzDyUxZj0FR4Z/yXgcBPI6hsJTb5RqKvEQGsOUFAAjWjl6cMwYqT6xK0LlvNPLicGHxKiTiePMVcI7XXoShD4UtAjWoawKww1QPDEde3IQdq6WWedWhjRKCgZ6hC2a3D94gOMeON8ddQksyjnw/nB6oDmx9dWLkxeOHy4dALQwdXfvQuGRc5EVzTgwQjLmOkwhxyRSABlvZ/95Q5AVAeDBj5GVoBXrCs/Hx/H92UizkfvP5Ma8nWHM84mForoyRl6GfOGc+aitTXxvLhDgocTFjKPICIDY4FHlxecdFXvQkwv1Db95fOznyguggMkVehsZvpnwU4yIvpo5kFJprqpfATIyLvACIh0EpBsdk1hAC53AAK+sfrGegnQxHSN0dO6ieBCFYsGLiHHLbzBh5SVNtw2GlKLg7U+RlaESAh5cyMdM1ReQlTSNcnZQRQwAPzRYc8RCWJXSh2LnfL5nFhbonNZjt5cnoaA7UFCSzaHkHLz8xOfIywrnzDXmwG4BTkTNGXsA5tr8+FHkBwKfYzS53hr+4Eak4TJ2wmYe3puL1epS6Zqw4CotXoXExGhdj0SqsOFKpa/F6PbNfvyAIgjBnRPBFEITyNnK9beVxKWWauZcpplAo9LnPfe5zn/vc7bffPtUyGreJbcHMeoOUc0cqollJWCbcVdkLWCiSJFFKCNG04eSg3W+BMSgaNOfICsE4FGXCVobmE6Wlc2T27YCh48BudLZBkobCWQ1DPYwWy6YEToCFknmslvRQPprmwCyMZOz7qgEg1IdEbNwW6xfA4Rq61N/99sR34qsCgEAd9r8HANUN45515LjM0CRKCJx6HNHhtGHOMNiX/VXqgR1ETyA/2u43R6/QAATroKqwrSyRlzRZVrMv4JCpNvbiORYa+kfV+B4x8eHHZWX0hztWuBdZyIrkHlf5BckoZDVb/bxUcty36RyZRGTchCDNOZSGRnIUWyHM0hIhAMS21IEOAPBUDTVwGcvO8YesmQmNW9mTKGTw0WDW3CKARnKEORyTFlAJp1nDx5RAnTp1haSPkFk3S3Lt2KnItinnfG2uvyOqJ1EMiSgObM+6BHfseweAQ54iMhjuQzwyZjdl+s0iFIoD2aUSJFcEaro0TdM0bWhULh+q6lFVD7cvPQlRVVWHI9eoBEEQhLIhgi+CIJQ3SR66NjONzPneYxnxPNZYRMlk8sEHH3zwwQdffPHFqZaRuZ0j8pJezErJ6atxLXf5Rlmi8tjrip52ANAmnZRPyErQk7DGXFClYx99XZBl7HwXXt/o1ZQnkP5/B2GHKvrRanKZYlAAYzeqj7mtnQ6ZRSfNna6qBQBZRSIyVJBlLM0FSuBwIToIh2vi7BUlR/yCEEiEyKPFEQDGJsYOJuNc7uvIuYeHhjBhSX/10I/S4cr2MpIjHwSABDZ64c05jOGdOWFK1Mjt/amuA5NZ/wRcvokXlqaecZbQ6EgmTOUzdMjKxL0qDQf18miCoBgJAHIyStKREZd34hKc5ZxJoTBLySPNTUFpgi8S4Tl3hDxp/HKueA0AZer1kngUnOWY1pN3nHHi2PKZTWNljc4kY/kc92aipy3nL4w80EnI1DOzxiaLTbUDJSnnlKlHnn7+uI996vTTT//jH/9YqDfnylXHx+nQ8luTIAiCUHoi+CIIQnmLDmLpmqF/T5ilMgGzc1x5lgdKgDxuyBPGhksr5j5QE4COzYc39EkvHFemcciEi6V0XoyRgq4jMghFHc3yGHN9XifZvtHJEWNWOG56EQUyJSIp6lBBVn3SBIShQq0yANgsQ9PWPPaDRMjwmxq+GLNz34imer6zIciEW/eKMnTVR7MWUMun8sjYOWhjb55PiIyMPDXV9IfsN96lSXuVsWy5KpOvaZkN0Im/wKPXtLmDL+lpR2QkkU2eWe05ns8MGlKieYh5RFEmV6zKa7TZltHjGQKaY1kmYuGZvSOaz55kWUtute4kRTo+G7kTaqiRIll+Oa08okJ5/BX3Dg5uenfbm2++2dPTk3uFeSCESLnaV0uyTMqo86sgCIKQjSi4KwhCWbNjYTSswoJD0LodiQhCvQhkau7AbPR15rj1Wnw1NTVPP/00AK/XO9UyDADJXciGk+F+MTx3+IADbOzVezrnJWcC/ITT+nTzsnTLG85hGpCG0y4sM3PuxtgrsrHFFGwbMp04ywmAqYNzcJ4hnYdzcDYUK5GkDD9KznLuN5tzLqeTA9JXIwSShFxlmJkj39awbMKwDXPokoxZ2XJb8pn8MjaYMrYls22OS/mhEmACU/9wJWm03k2GHWRkWD7LdfXkCAGlAMOEptHTqXOR7qTOR9tvTf6bzeNKkhBOcgcreIkuSnPnvSBDxScOkrNqFc+yc+IRxMOQ5MwVfGwLkX4kwvA1YfpYPvfqElG4qzKETTlH207oyWKFwjRXzkWY5uRZNj92ViCf4hcwrylsBf59yzOqIlFq5RFlFgRBEEpOZL4IglDWmNONzS9g+RE44v1w+xHqRdd+pMbcQWUM8TB6WsFsdB4o7WgVRVm7du3atWuXLl061TImaM4ZNABMRbPSlwQ5J84ApmVbljXaor5uAYDRqSvA0NF+QhhCc40bSTr3vq4RigZCEAmPhkiiocwbHrtCdUxgIv0D8k9qudrfAwCWAZcX7kk9hlJJcIZkHN4gkvGJ8ZdccxY4YHPYY/u8UgpnrgszSq2a5px7OM1K79gRod6h7sjZb+lz5AwA2SBs5NY6IaN7PhEZt5w2XALJmCJbxzll1G9obRMSRmQta4GVSa2LNCdMc2LsbOQnlccFquXwALCcPp6O4MQjE5fIVTgGgEkVM48TmHyWKQaL544zWJPeo5lHzCbLMpwTRMOIDiI6OG6GJrORiCLUA0NHaCDnJjKPVs5jbksyjndeRk/b6G875wj3Y9tr6NoHVeVScW741S/ImZZiVTdzDmuqKKE/j27NlpUzNPaZ88+Ovvr0vn37rrzyyoK8M5Jn0aI8AvSCIAhCORDBF0EQypoVaOBtu7HlRQQbcPwZWHEUbBP9HejYje4D6NqPrj0I9QJALJRXun+pGUThkpKhyOgYHER3BVKSA7KKeCh7RQPDshnnnHNdH77iWn4EJBmmMVoihACUTiyaQ4DaMbfBu9tg28aiQyDLCFTDtmCZQ9k3Xa1TDJSNXnhTaTTSEeoDAF/NxAhLTysS0aHQzPK16bc6Kh39CXVj8SpQggkFVrJPqQBSFuOcJzXXaHMoQhCszX4lbyxew9V8K1amlh7Bx87cCfVBT0BWhjsQTcnMVQo6ZfMUHbNmb2DoH/1d4376vqqhn4htIWN7l0DWy0jLsuPjJ544vbDMbL9gE8rZKBr0ONy+cUEZQx8Ku6TTmqbGqKy7AgA4lfTqZgCIhTIUIsk11SKlOHUiZf9rtwi1SnaSQ1K5IinJSZ2LTBA761tiIMbUq7VdXnTuRSoBPYFwLwY6MNiNgS4MdCERgWWifRef4SQvWFQ2pawhY2bDtsA59r2LN57Fmy/irb9j0zPY/jpiYVQ3o3O/VdVYlJ3tcI9OTc2I0NSSwwGkzCmCFL4gPFWj32b+HebQc8R/5ZpGdyrqdrsVJccvcJ4457nTOW2Lswr44BMEQRAggi+CIJQ5TmlyyeF4ZyP+9mu07kDDIhx5CmpaQCVYBmwTkgKnF72daN3Na/NNYSghBsSICk8gS9fSuLfWpnKKqqbDDctEeMoKAozzWGrokiCeSNjp5HOPH8d9CAD6e8ZVCbHZxPhL4wJ4hnIluKEf6OzZmHKEjj8NS1YCwN6dCNQAQGQQnfszj2BkNgHnCNQPVT9JxhDqBQEOOWrcVTpjeONFpOLQEzj0WNQ2jwuMxCOIhRDqB5XQsgKd+8Y1SzJSSEan2g8W4wnTBqBzaixcNZrR4w2gesp4BHN7YyeePY2fndsXP+6M0e85xzuvwu2HkcRg91SvsgmNQjamvkAyGU9aLEk1a6R2jNs/lMOSiqN3TORL0Ubv0od7M1TZcPsRqJtyL2muCJPssff/FRUuP/QpM3e45jQnFPf1VsE0UN04GtXibDSBJctkN0JiNQv58JSleOMK2+EBBw7smPgqWZk4s2kMXXbokoOBxMiUl7gcJIrCXADPTIJRa+or4hSn5qSYIOeI8WwRpahNszxrOH1QNezfisHuoV7dtgVmg9lIRLB/K/Sk6fJhpmLOAJ86wYR37EP7XkgaapugatCTSMVBCKrqUFWH9p2wTT6LRtc5nHg2m/qtJVafYPmqAaQs28g4PYcQrDpuzJFqisylZCxbDSl/FSSJDc4wtygjBsJzBZ15ImaL2IsgCEKFkP7zP/+z1GMQJkomi9OOsUBUVU3f1dF13RbTjIVMCCEul8swjIL8hphV9XJ0QOptxf6t2PJ37HwLHXtgWSBAKon+ThzYgXgUzYuRTCRbDin1u8/NJtSisqJqxDQmXHZySmPeet3lT39rSBqVZDkRgaVDc0/oJmPadjSpszGXNIZhSpIkSRJqGuENonMvImFojqGypoTCNsHSnTvI0CPBOhipOJfeWnx8l7uWAyHN20QtmogiGkJkEHVNsE0M9oKzyTEjw1MVq1koWYbELBACtwemDttCMgbG4a9BsA6RgdGgTzKG/i74g1AdWHoYUomhxKW0eAyUwkqhbgE0B/Zvg6rBOX6uTXpW1NgxMB41Ri9AdEmlVXVyIgIjBULg9YEDyfiEG9pWXUv4w59mzhwdrCewqhttX1Dp3p8uHAs9iYFuNC5GMgrLgmPiz8igSlTxMEINxgmgTKqikrJZzByKhuhUloYaJBO4vGAMZhKxMGxrpLksHG5IMlIJMBupBBRtwswg7g6YhNBkbMKWdE8w2riCUdmwbFmi0sjPUXUABHoMkjJh8DZHhMsp1UUYV9iYFCdCwRncXqQSQwVfbBuWBUUZKhiULp88BpPVaO0SwznmCplKRlWjlIpLsUHEQvD4xiW8UJlPnnZBSFJxx1RveuU2oTaRFG5PeKcWaISodj51jovJAJUAafzgOJDkNM4yJ7AwEAtEAZ/wa2JzRLlkZs3hYormDHUScIQHEOpFLIREBKF+9LZjsAeMweWOVy2w86iQkhEnkiE7FGbQ8T8URmjMVaXu2EwsA2YSkUEoDngD0DwgQH8Xwv3Qk3B5dG8Nc/sLu5MVRVEUBYqWqF9MBrql8dP0uKLGjzg5ueKY0R+KzSkh8qTAd4oqcW+dHO2n6VLQJFOFckLR342ahomxQkIQqIM3gNee5UsPS/lqUDiSkZQ1bcqWZKZuRMMGLWWcsfyNnJBYljX7tQnzksvlAsA5T6XyLcBfwnEKFY0U8UaEMFP9/f3l/HNxu91OpxNAJBIxjFytf4WDEiGkuro6Go3qufK088W5563nHZ27AQ7bhm2Pu5DWnGhajGADf/kv/R//Sqnffd57CVBhq0ZCMpJgtk0kQ3Eamnvy7WXKmdNKKrZBFQ2KxiTFIJJpM3OK2JYsy4oiS1TipkHadqKvg1oGkWWuOm2Xl0sysW1ZjxHOuawYLn+bKXX1D44Eceqodei2DdIR78NrL+LALgDw+uAPQqKQZATr0LgAsUhy4Ro92GgNX8spRlIx4tS2AEJTUZqMEctkssq8VdzpoQPdJNTHLdNWnVZVvVG/uDrgg21yQlksjK79LBpinJsOr1G3ELKqxgcVZlFZlvpaiZ6Ew8U1l+1w6+6gpbpkWZIICIjNucm4lSmphII74/1KZIAYOqMSswzS3SaF+zm47atOLT/KrG2Z+c/OMtW2HXJ/BzFN5vKY9YsQqHFE+yQ9TlWNqw6mOEzVZUiqNb5IMCXQJCqlYwecGza3Jx3tJc5UbkmcgcC2LJKIUlMHpcQTgMvHqcQA07RoMiJbOuEcqhOaE5LEOSwQgxMOUNtUY4OSHieArWj/f3v3GeBWca8N/JlT1LW9eJv7umBawKY79BTSIIYQktwLhFwuJOCX8l4SCCQklBReEhLIJRAIAQIJDjVgSMCEDiaYYsAUd+Nde3vRqh6dc+b9cGR5rZW0xbvW7vr5fbEljeaMzh6NNH/N/MfwlWSMujVVcWmaIoSU0rKlkUzoluGWtqIoEIoplASU/jlTFNt0J+OqbQKwFM3QvWok5It3q9EQEjHY0nT7YqVToLn0RETYpjNslYomFTXp9hneolyJObRYSO9tV5NxxeODLyg9fltRk1AMqAGPy2UZRjQMwBSqobntAUmXnfeRJm0B2EASSnIICa33GE1Ah60KSAkLwoAYyhoRl5C6kE4C3qTMt9qov+K2DXpXCxQV8fDOLMhCwOWB5oKidM5aKHc7KaxuJnQroUhbQpiqy9A9EqL8idtE3XT0dEHsuiu8bSGRQFkV2pp7Dz4xWdkw8gNn4/P5nNGI83GjdbW42j5RYn1SUc2SKqN2ltSzZKtRFeFSVWfnacuWhmVZzl9FSj3Uofd1KmZCqrqte4S0FSMmISxfkVI+xbf2Tax+CYecAH8w9Rnk8sDrR6gbq19G0jS//O0eczSjfu5EOKhKlFTC4898LBFFd1s4KePekU9o2hs4X0jC4fA4H1dTAVVUVACwLKu7u7vQbRm8nTShMfgyHjH4QhPd6AdfADXcXfrgbzGtEQ2NSBpIRGHEoSgIlKCsCkkTK/9puzxdXzqv0K9+IonH483NzdFoKumGy+Wqq6sLBAIVf/t/8AaxYBF6u7B1A3q7AIFAERpmomIKPnwLXW2dp//f3cmg6XyHME2zp6en0KeBxim/3+9yucb5t+FxQoEsi3aiswWhTrjcEMrODeaTCWg6pkyPeIti2pj8cFr+jzuFbaF2OmwLfb2wTEBC0eALwOtD+zb0dnd97mw7f0Lo4csIvozpGXZbRtDrxitP4t1XUVaBKVPhCyKZQPs2tG5DaSW+eJaZiPf4ynb/WGkl2z7WhETZFHh88Pig6hCAmUQ8ingU3a2WZXfXzR/TFz7RMfhCg2LwhfYYbjVNRBOD8AZQUo4ta9HbidkHoG5mapFCtA+bPsKG92EkxL6HFbqZE4aUsqura/v27elQb2lpaW1traIogERxBdq34c3n0dCIfQ9O7emTNNDRglXPIx5FKb8BEI0jLjMOAOVT4Asg1IFYNJUF2eVGSSWKyiGEJxkfo+AL3B70dGLLOpRWorg0tXmzbSMSwtYNSMThchdm3+/RIz75CDPn4ciTMLUR77yCj1entnUvr8ahJ2Lfw6CqygevY79jR+2QUmpGDJBo24pgKTz+1Jb2toVYBOEemEkVENKWhV5kR0REQ8HgCxFNDG4rgX0PwStPoacTq/4FCLjdMK2dG+X6g2LWgt06xm4zDGPlypUASktL99tvv0Kfs3ztbGpqikRSaVY1TaurqysqSs1dV0wTtdPQ1YZEHOvfw/r3oGkQAuktexQFdTPURMT0jXIGByIaGd3aMRHVG4A3AAnYJhSl/2ovZYhbFw+fCBSnJrx0tqCzJXVcy9o5+6a0whVqj432zJc9SW/binAXDj4WDY1oaIRtIxGD7oamprLDtDWJjR+MYvBFMY3UCbRM9LQD7RAKIDL2llaNuDnSVD5ERLQnMfhCRBOAV1O9pkB1Aw48Cu+8AmkDEol+U4j9QRx5ErQC53ro7OxcsmQJgMWLFz/88MOFbUwefX196chLaWlpTU2Nqu48dcK24HKjcT+sfz+10Wn/PIWKiln7wOtXbCYvJBovBiQnRpYsrWO3olkAVbVo2wYnEbVtA/bOx8oq4fZigqc7FaaJtW/DF8T8hQCgKDtzgQPoav1w2R//9cH6SKf30EMPXbBgFH4JEAODZdnCZ2LMYmpERDS6GHwhovHOral+lwZTA4CZ+6C8Gh+/jZatqQ10/MWYOhuN+0N35dvmlvopKyvr7e1NJBL9J7yk2boLto1gMfZdhO2foLsdRgIAdB0lFaidBt0DKS2Xt9Cvg4hSbKEChesAbQndhZoG9PUiEkrFWRQVXh+KSp0UvLZnYs/OsPxFAPDOi9i+GfMPRmUDNA2Q6GnHhjVY/+7LH66/4L4ncd+TP/nJT0Yl+GJrrqEUs4ZWjIiICo7BFyIa7/y6BgCKDsuEqqG4HIecAABJA0JJbaLsKPQPgH6//9vf/jaA2bNnF7Yl+QkhGhoaFEXpP+ElTQKwTCgu6C5MnY2ps2FbkED/wqa5+9umENFokaoGM5Gxw3dmGTF271kBAIqK4jIUl0FKSLnLtvRJY9T3md7DklNmeNe/AwG0foLWTwABlxtWEtZYxbykokpFFXl/VJBC2Bq3miYimhgYfCGicU1ThOKMFwQgLWDH6nrsuqEpANuCUuA+raio6Be/+EVh2zBEup7z+7pimUgmoWk7s0UoGTEaiaShmIbNyS9E44OAgG0hzwZkliU8Y/aGLZuCzm07Q+FC7BoGktB0RZngSWEVAduGmn4VEsYuu+ccMaP2V//9rfi0fQ47bNRSvyeCZZ7e9nwFAuVgHJyIaIJg8IWIxjU1/X1dCLi8iEege7L8umtZsJKY4L+sjhNSSigCsRg8XgwcL0kbsRgUIZLcaZ5ovBCmAX8Q4RCyzoOwLahjmRKrsgYdzTDNXaYipg5tIxbB/IVigi8LVWN98HoRi2Y/k9JeUD9l7sJpPUecPIoHjRTXuMLdipU9XY6tapGSmkKfGCIiGqoJ/isEEU12IhFL/U/VoGhw+5CIIWnAtlIz2y0TRhxWEt7AgAkaNFKJOIRALIJEHJYF24aUsCwk4ohFIAAzafNsE40bMhGD7oEviGQCVjL1npUStoVkAoqKQAlikbE6vG1hzoEAEAkhacC2IW2YJmIRxMJo3B8erz1m2X73DCURh6bD7YWZhLXjAwgS0oZlQdHg9SrJxOgeVCpqqHae9Hh37BuVPolSur19NXOlyp9RiYgmDHbZRDSuiZ52BIMAoCjQdUAiUAQjgaQBaQMCqgqXG6oLAhjDjAYTTE9PT3FxsRjRCZG6G7EI3B6oKmwL8SQgnWUNgAJFAQTCIc4zIhpHLBPRMHwB6C7Eo0jGYdkQAqoOfxE0F6SU4R4Ujc1EiXgUgWLMX4judnS2INYH24bbi6oGVNVB1ZBMQCYwkdcpplZhulzQNBgJWCZs5wxr8LhSC75Ge3qRECIQ8IvgAehtR6gztdBJ96CoXJRUBCB6Yomx28OKiIhGF4MvRDSu2aFuxCPw+CEUuH0wTUgbLg9cnsyiuguxMPSikRxmEjFNs7m5ORQKxWKxmpqRDLQURUF5Lfq64PNDiCzDiUQM/mLhck/0vWOJJg1b09G2FQ2NUDX4gkAws0R7U795E6Mt1AW3F7oLZVUoqxrQOAuREIITOfQC2P5iCJFKJJwje470Bkb3oB5N0Zy1nyVVKMk8sSrg1bRokv0wEdHEwGVHRDSuSbcXb7+YuqG54fVnzyjp8kB12eG+Qre3wLq7u9euXRsKhQB0dnbG4/ERVGLbNg44Et1t6OvFwB9VIyG0b8eBn7btAu8tRUQ7qTpsE03rEI9lPmRZaN2CUCd09xgd3I5FEY/ASGSJ7ziLj7rbh7hx8rhlu30I5A3ua7pVUjG6B/Vog/xK6tG5/JOIaMLgzBciGteS5bV46WGUVmLeQqgadA+EAtuCZcK2UqtgNA1SovWTpD6xf1ndHekJL85NVVWnTJni8XhGVlvSV6wf9WW89BhC3fD5U2O2pIFYBGYSh33eKq+xe3oL/aKJaAfdDVWFaWDrR/AF4Q1A02HbSEQR7oVtweWSrrEKviT9xe62JlTWI2lA06CoEIBtwzJhWejpkIm46ZvYCxWT/lIEimEmEYtmeVhVUVZlBspH8YhCQFUGWTqqCKEIYXPpERHRRMDgCxGNa9LtTUyb735lObZvxsLjESyFosJM7MytK21EQuhuh2nEptQVur2F0dvbu23bNnPHIqBgMFhXV5dnM+lBxRMJffp8FJXhnRfQtAHOJBchUDMNBx6Nqvp4NDriyolo1ElVg9sDAJaFWATR9DRAAVWB7oYQ0jPKi2LS4lNmute8hO2bUVIBXyCVH0VKGHH0dCAeidfOxgTfatpy+5JFlToEXGFEQjCTqQeEAp8fwRKp6vGy2lE8ohjaHtJCjOF6MiIiGkUMvhDReBf51HF621Zl4xps+RgHLkZxKWwJOwlVg5RIGs7SmGhRten2F7ap7e3tJ554IoBDDz30tttu2wNHNE1z27Ztvb2pSSjOhJeysrLdrDaRMFy64S6rxnFfg5lEXzekRLDEmQKTTJqx2EgWNBHRGLEhEChDshVw0r7K1IA8nXU7WGYrIw/I5pcMlsdqZnu3r0fHNggBzQUhYCZhWwBMX3G0bl6hz9AoCNfPL/54peILwBeAbcGyIER6b+/emrlRS8KKa5qmDbZcaCiGGFGxJ/o+UkREe42J/SsEEe0VLAsCEAosE6tfRtMGGFGYJhJxGAlICSHg9iruwicUcNb+NDc3t7e374HD9fX1rVu3Lh15CQQCjY2Nux95cQhnvQAATUdpFcqqU4uPLEuYxsj2USKiMWKqOlQNpVN2JHYRECIVeVFUFFfA40+O5fbwwuOF159KSZtMwIjDtiAAl0f4g7tf/7ggpdB1KDvOqu5KRV6EgKb/+aFHGhoaGhoabr/99lE6mjQHC6yYDL0QEU0cnPlCRONd4K1nlXgUqorp86HqiEXQ3oLiUviCUBQoKlQNQnhioYTuT+ojzHIyKoQQbrcbgMu1JyJBLpfLsiyM3oSXNI+uuzQ1lVhHETsi9RK2DSk1VfXoWsxI7uZRiGi0WBDSiAuXB6XVSBpIxlNZsXQX3B5AwLbNwRKIjJge6fH0tMDjg9uLZAKmBUgoKlw6FE01E/7OLeGqWYU+SbsruP1jYVvOvt1OZ5iKcCkKAHdo9GPusaQZdOebrxQ3rUKfFSIiGioGX4hoXFMSUdf2jQCgqJg+H3l/ufXFe3sLGnyZMmVKU1PTHjuc2+2eMmVKOByura0d3XCPV9sxSJMSlgQyNzbyaSqDL0Tjh2rERHsTpkyDqkN3Qc/oECS6WlyeQLKsYSyO7uvZnvqfEHB5MKA38vS2Rypnyok8Y05NRLRoaOfLVDM/jMqLAvvNbbQ1V0XFqO15lDAtl6q4NTXXo/Ekgy9ERBMGgy9ENK7pLZtTK9+DJRhszrxuJgrd3j2tvLx8FL/op6naILkhhKpyiw2i8cMd7YVlomULyqcgI7GumUR3C2IRt2VGxib4osf7BilhW1o8nPRO4PVH7ugg+7t99dOHnvz5z3RNO3B0j9uXSFpSejWtf+RKShlLWtGkWeizQkREw8DgCxGNa66WTan/6UOY2WHbg5eZXMYi98oQk4FpsI2hbcZBRGNNT0YBwDLR1gTdBY8fqgZpIxFHIuJEsBV7zMbq5uA162Y8iQkcfBlKcF8xjbE4dNQwY4bp0lRVCACWlEnLZuybiGjCYfCFiMY1Yez4vmsOYZHLBN/KdJwQckgxLMUyMWabpxDRsOyyLXHSQDJbFGDsEu6qKqxB4i9iLNP97gFCHUL7h1JmRCSQtG1bUQBYjLwQEU1MDL4Q0bhm+4pT/+vrgW0PEl7RCr/h0SRgSyARhztv9hwrafHbP9G4YbuGkO5qKPMHR8bjRSTvyiNFWB7fnj8to8j2FQ1eaGzWVema6nPper/ML0nTiiaSSYsJX4iIJhL+SkxE41qyfiYsGwAsEy1b8xeWE/zLfQbLspqamqLR6B4+rlQURHsGKRTuMVVOeyEaL5K6F+68HaAQlts/RkeXwfJBSvhLTHViB8eTnuDgZ7iketSP63FpxT6PvmvOXV1Ti/0er4udMBHRRMLgCxGNa4mq6VLT4Eyy2Pg+YpGcRT1+Q3MXur2jJhwOr1u3rru7u6mpSe7xOSammUQ896k2YlY8KpnwhWjciHuKUFSab2FRSWXcNVbhaSNQjkBJzod1lyyvMSf4d864UFHdkO8Ml1XHvcXDqHEINFUJeHJ+rvk9Ll2b2Iu5iIj2KhP7g5CIJj8hYgcshpmELWEk8PaL6GkfUAbwFUlvIIyJ/cuqw5nwsmnTpmQyCcAwjD0/+aXPVYyu7Qj3ZHksGkJHU9gzymMMItodUlHi0FBZB9eAsbqioHSKLdSYr2yMjh5RPahoQHEFBsZkvX5MmRF2TeBUuw4pES+uxpTp0AecYaGgvMaunhEb7ZzvPrdrsAKc/EJENGEw5wsRjXfGlJm+0kr0dsKQUDU0b0EsirIqBEqgalB1uL2wLaunU47NLqpDFw6H//d//xfAtGnTTj/99BHU0NfXt23bNsNIJcv0+Xz19fVu956e0WMLxbZtJdSOvk74gtBcEAJJA7EQLFtKTPQfsYkmn4RQPW2bUTMNZhKxKCwTigLdA58fvV3JWAxlU8fo0DakGerQSqcgWIJoGEYMEtB0+ALw+GUkZOpB6BP+O2eircWjAFMbEe5FPAozCUWFy4NAMVz+5Po1mP2p0T2iriqDFVCFEHt+diQREY3AhP8gJKJJL/DRSug6yqphJRENo7MVRSVw++ErgqJC2ujrRqhDsyy3O5jwlxSwqX19fTfccAOAxYsXDzf4Ytt2W1tbR0eH8zVaCFFZWVlVVTUWm0kPyhvtUuIRqBo8PkT74Ox/JFQAMBLCSvoVNRwc/ewGRDRiwU3vItaHUA8qa+ALwuuDbSMRw+atCHW5pR2rmmaOTQ/pDnVoPa0Id6OsBiWVgIQEhEAygbatIhYOJGK9U+YW+gztHimDa15GpBfT5mH2fiidAtuCogAC2z/Bh/989d2PbnnvN1J3nXbaaSeeeOLuH1ARYij9vyIE058TEU0IDL4Q0bimxsJabzsA6DrmHgDLhmlAURDpRSIMG7CT2PG10x3uLGzwZcSi0ejWrVvTE148Hk9DQ4PHM4TtS8aGNx4CAMtEJAQIqCogYVs7T3UsHA5UoRCBISIaSAt3KbE+AEhE0LQeigJFhZT9d4D2tm/tG5se0tfXAQCmgbYtECI1V840YKfW4ejhHmGZUp3AXzu1njYl0gsAWz7Clo/g9sLjR9JANOQUWN/a+fATywEceOCBoxJ8GWJaLU57ISKaKCbwpyAR7Q303tbU/1yeVBRA9QKAtJHMXF6vJWOFbW1paentt98OoKqqaujPCofDmzZtcv6vKEplZWVlZWVBJrw4BKQwk/3u2GX8liojLdU2LW54RDQ+uJ24QJptpwMfafqgu5iNlJoI77whJZKJzBLS1pMxQ53AmV/c4a5dbidiSIztJ45tSykHCXFLKW0GX4iIJggGX4hoXNOMeOp/gy19ByDs0c52OEwej+eUU04Z7rP8fr/P54tGo263u6Ghwev1FvZVKEM7jaq0rcI2lIh2UAZESAcSVnIINY2IHLwzUCd4h6GaRv4CX1244OD9F/Tuf2xNTc1oHTSRND2ufN/VDXNin1Uior0Kgy9ENK5JfcdeD8nBhxb2xJzTLoSoq6sLhUKFnfCSJoUCAQz2Y6otmHOXaNwYSlpufcxWMqou2IlBymgTezc66Rlko+7ygK+semrnfvuN4kGjCcOta7k+FqSU0cSYBdSIiGi08aszEY1ryZLq1KxrIwZrkJ/4kp6JOqfd4/EUKrfuQLYQ0AYbyKm6NTFDXUSTUrKoYtAydvHgZUZG+gbbe17VDVeB5/TtJrNs8PksdvmozXlJVShlKBbPurBISoSiCavQ8z2JiGjoGHwhonEt6Q2irBoApERvR/7C8eBYDS32NqZ/kKGU7S+SQ8wGSURjz3D5kH/kr+nximljdPRkaXX+9LCyrNqa4D1GwhNA7Yx8JVzueN2cUT9u0rR6wrGYkUzHWSzbjhnJ7nA0OdgPEkRENK4w+EJE45qEkP4ieAMA0NWGWCRnUV3XzfiQK6Z8wq4i+AI5H3b7wp6SQreRiHaSli2d/XeyEgqmzrOdnePGgNndjqqpOR/2F8v4hO+cpW1jSgP8RdkfFgr2Pczu6xmLQ9tSRuJGdzjWEYp0hCLd4VgkbjDPLhHRhMPgCxGNa1qkR3RuR800lFUDEs0b0d2OjC+dQkB3Q9Xd8fAIDzPGpJQTazdQUyiRQBUCJRDqLg8IAX9RrKjKyLifiApK79ouPn4bDXNQUZu5QY4viLkHYcP7ru0bx+jortYt6NiGutmZiV0UBRW18ASVzWsUo8C70e0mvacNG9dg/6NQNzPzDAdLcehn0PqJ3rG10M0kIqLxiyv2iWhcU2NhSInWLaiow5R6hPtgJBALw+uHywNICBVKKo6sWsbuHW1MxOPxrVu3FhUVVVdXF7otwxATmuUv93kCWjIOZ5MUVbN0T1T1JMDIC9H4okR6YZl481+YtT/2X4xoCEYciopACaJhvPsqon2qMlbvXDUeRqQHiRhmLoCqIR6BBFxu6C40bcD2TQDUeMSeyGlf1HgYtoUPV2LafMz9FLo7kYhA1VFcAWli/WrEIip/1CQiotwYfCGi8U3aACCBaAhFZSguz1u4wLNLLMvatm0bAK/XW1FRIaXs6Ohoa2uzbTuRSBQVFRV8G+lhMaAaqk9VPaqUACwIizscEY1LwukqbRvr3sGGd1FcDrcPloneThg7lvyM3WbPTt8b6sQ7L8LtQ6AIUJCIIBLa2S1P9NSw9o4zvGkNtnyIYClcXlghbN8AI7XTkxh0lzgiItqLMfhCROOa7d6xu2dy8FktBd9/p62t7aCDDgKwePHi+++/f+vWrfEdmQ50XZ9YK4/SLCjWxE6USTT5WZ5+SZpsG93tg5QZVbbbp8b6UjcSUSSiWcoMtlXzOGf3z6dj2+jtzCjQ3Nnzzsb2aKeYPXt2Q0NDodtLRETjDn/DJKJxLRkok7obAIwEzOQghd3jYqtpVVUXL168YcOGdOSlrKyssbHR55vYYw8iGreSFbVysFVFRp6cuLvHKB1kTaXlCYxd6GfPMIorZd6pf0+++f4XL/nR1772tccff7zQjSUiovGIM1+IaHxTlGj9PP+m1QDQ1YKqnD8nSkWN+UoK21i3233aaad95jOfmTVrlm3bAHRdr6+vDwR2GXVs3bp1xYoVAPbdd99FixZlreqvf/1rLBbzeDxnnHFG1gKrVq167733AJxwwglZf2Xt7e19+OGHAUybNu24447LWsny5cvb2toAfPOb33S5XAMLrF279pVXXgFwyCGHLFiwIMtpl/JPf/oTgLKysq985StZj/LSSy+tX78ewJe+9KWKiizbgbe0tDz11FMA5s+ff9hhh2Wt5MEHH+zr61NV9T//8z+zFli9evVbb70F4Oijj545c+bAAtFo9IEHHgBQW1v72c9+NmslTz/9dHNzM4Cvfe1rfn+WjWM2bdr0/PPPA/jUpz514IEHZq3k3nvvNU0zEAicdtppWQusXLnyww8/BPC5z32upibL9sCdnZ1///vfAcyaNevTn/501koee+yxrq4uAGeeeaaiZBkTfvDBB6+//jqAI444Yu7cuQMLGIZx3333AaisrPziF7+Y9SjPPffc5s2bAZxyyiklJSUDC0zKi7m0tPTkk0/OepShX8zz5s07/PDDs1YyFhez1Fyx6fv6Nq5Ol3ni7Q+3dvUC+I8jDwp4XJa/JFGzS1WjeDELy/x6vae+JEv4u72378FX3oxXTpsWco3pxXzXXXdhLC9mqbnidXOW3fOnqGF4dP3s4zP/uBM6ow0REe0BDL4Q0XgXq5mthns87VvQ1wOXFyVZBjxSKKHiGnvM0kkOhZTSsqzvfve7zvIiKaWmaXPmzBk4lvjggw8uu+wyAN/73vdyjVd//OMfd3V1lZaW5hqvLl++/JZbbgFw7733Zh2vtra2Okf5/Oc/n2u8esstt6xatQrAKaecknW8unLlSqeSn/zkJ1nHq5ZlOQXmzZuXK/jyl7/85W9/+xuAAw44IOt4df369U4lZ511Vq7gy/XXX79161aXy5VrvPrMM8/84he/AHDrrbdmHa/29PQ4R/n0pz+dK/hy++23v/DCCwBOPPHErMGXt99+26nksssuyzVe/cEPfmAYRn19fa7x6sMPP+wMFGfPnp01+LJ161bnKKeeemqu8eqNN97oRHByxRpefPHFq666CsD/+3//L+t4NRaLOUc56KCDco1X77777uXLlwM44ogjso5X0xfzd7/73d2/mO+5556sF3NbW9ugF/Pvfve7N954A8DJJ5+c9YS8/vrrTiVXX3111ovZtm2nwNy5c3MFX/76178uW7YMwP7775/1Yt6wYYNTyZlnnpkr+OJczLqu57qYV6xY8fOf/xy5L+be3l7nKIsXL05fzNHZB2nhblfbJ87N3z796jPvrwNw0gFzfcUloYNOwK495DvvvONU8j//8z+5LubLL788kUjU1dXlupgfeeSRP/7xjwDm3H1nnSLEgLQyW9o6v3vrfQCWLFmy+xfzDTfckPVijsfjg17M99xzzxNPPAHg8MMPz3oxf/jhh04l559/ftaLOdKwz//c80h7T6g04MsIvtgu74yjP/edMADst99+ICIiGoDBFyKaAMKNC5PFlb7mj9XO7YhHUVYFlyf1mBAJlz8arLRUvbCNTCQSra2tTuSltbX1hhtuuPnmm7P+iktENPoUJfSpEzxbP/JueleNhdN3J2pn9xz5OTvdZ44NM1DSs9+n/Fs/dHW3pBKlA6a/JDJt30Kfl9GjKHbqg2ZnHiypqImqadGpCw7S3QcddXShm0hEROMXgy9ENDEkqqYlqqYpiahqxKSiSbdXkbYELM0lx8cWPB6Pp7Kysq2tLR6Pb9myZcmSJVVVVVlLzp8//7rrrgNwwAEH5Krthz/8YTwe93hyjpc+//nPO5Mm9tlnn6wFqqqqnKNMnz49VyXnnXdea2srgFz5aBYtWuRUkus3fFVVnQJlZWW5jnLaaac5v6vnSkI5c+ZMp5JcrwXAZZddFgqFVDXn5KbjjjuuqKgIQK7f8IuLi52j1NXV5ark7LPP/sxnPgMg6w/jAA444ACnkoMPPjhXJT/96U8tywoGc2Yg+vKXvzx79mwAs2bNylqgvr7eOUpjY2OuSpYuXeqs1NC07B/lRx11lFPJIYcckrWA1+t1CuS6UAF885vfPOKII/KUGcrFfOWVVzrLjnIVGPRirqysHMrF7ExXyTplCf0u5lyzqxRFcQqUlpbmOsqpp57qvNKpU7PnTxn6xZwnMnvsscc618+wL2Yh4lPnx6fOV2N9Z/V5j9veZrs9rkNOyBp52X///Qe9mH/yk58MejE7l/GsWbMsbzA05xBhmWosLGBbLp/t8lR3dIzixXzooYdmLeDxeAa9mL/xjW84/Vh1dfYMNemLef/9989VyQ9/+MNYLOZ2u7sP/rxixKSmm54gGGQnIqIhEBN0943JrbOzczz/Xfx+v7NdbigUMozBN6ChvZAQory8vK+vL5FIFLote5SUMhqN5hr7UX/Okg3TNHt6egrdFhqn/H6/y+Xq7u4udENonPL5fE7geC/8uKEhcr6QhMPhdAp8ogzOFxLLssb5x03Wta40sTBUT0Q0aoQQjLwQEREREVEGBl+IiIiIiIiIiMYQgy9ERERERERERGOIwRcioqEyDINpBYiIiIiIaLgYfCEiGpKurq5169Z98skn4zkfNhERERERjUPcapqIaBCGYTQ3N4fDYQDxeLyjo6OysrLQjSIiIiIiogmDwRciony6u7u3bdtm27Zzs7i4uKysrNCNIiIiIiKiiYTBFyKi7EzTbG5uDoVCzk1VVadMmcLICxERERERDReDL0REWfT29m7bts00TedmMBisq6vTdb3Q7SIiIiIioomHwRciol2YptnU1NTX1+fc1DStpqampKSk0O0iIiIiIqKJisEXIqJdqKqaTCad/3PCCxERERER7T5uNU1EtAshRENDg6qqdXV106dPZ+SFiIiIiIh2E2e+EBFl8ng88+bNUxSGp4mIiIiIaBRwaEFElAUjL0RERERENFo4uiAiIiIiIiIiGkMMvhARERERERERjSEGX4horxMKhbq6ugrdCiIiIiIi2lsw4S4R7UUsy2ppaenq6hJC+Hw+j8dT6BYREREREdHkx5kvRLS36OvrW7t2rTPnRUrZ3d1d6BYREREREdFegTNfiGjyS094cW4KIaqrqysqKgrdLiIiIiIi2isw+EJEk1w4HG5qakomk85Nn89XX1/vdrsL3S4iIiIiItpbMPhCRJNWrgkvQohCN42IiIiIiPYiDL4Q0eRk2/a6des44YWIiIiIiAqOCXeJaHJSFKWkpASAEKKqqmrmzJmMvBARERERUUFw5gsRTVrV1dXJZLKysrLgW0ortqlYplRUS9WzPGqZipWUQrE0F3IsiRKQqrRVKaW0bAhbUW2h5jmisEzVSkohLM2lOuuspIS0pRCWUBVpKZapSNtWNEtRpVAACCOuRnolhF1UJlVNtU1hW0o8IiIhW/dYwVLNSsK2TJdXKIoALKE4T8xydCm1RESxDEtzW7pXMaICkKouFCGFYik7PnqkFFKqimLZ9sDXq9iWYiVlNKyrQrp9SdW184lDI6StmoYqYCmaOcznDoUqhBCwpbRl6q+smQakDduyhWppbqll+XMLIRRFEUJYliWlzN5yIVRFkVLaUsK2FNMQQliqnnHCVUURQthSwjQUMykVxVIHXEJSqlZSwJZChREXApbukaoOQJG2YplSwFJ0CAEpVTupGgkImJrb1lwDz6diJoUQlqo5LVGk6YYUQjUBU8IWCgA1mRC2aas6dLeiCCmR/vsqVlKxLalqGX9KAakKIaW0nFv9mUktHpaA7fJJJccvRlKqybiwTFvP0uyhXi22rUpTStiaLne0QY2FtL4eqWnJokqp6YptaskEIC3NnfW9nO9qcVqo6raeMwosbEtNRCVgu33CTCpWUmq6pY9B9yVtNRFTzYRUVMvls7XhvRYAwja1SK9qJm3dDY/P1ly2EPaOy1kAqqpIKQUEINPvEQAqbCGlDSGEIiBtwMYg60AFoEhbCFgQcrDCilOvhJXjzZWqUwhFCAC2lBlvQ0URilCklJZtCylV2BKwhdq/kJC2CiklLKGA61iJiGhoGHwhoklLCNHQ0FDYNniiPd5ot2qlVj/ZQk34iqP+Mmfs6ol0eXvb1GTceVQqatxfGi2eItWdnbMmrYBtaAoQDSMRhUyNYy3VFfUWJ9yBjCO6or2+UKuWiEJVUVIFvQS2hWQCtgUASQPJBBQVqp4exVidbfLDN7W2JkgbugtzD8LURrRuwbYtSERQ1YCqenRshKIgWA5vID3YMFVX1O031J2DSdVMBNs2arEQbBvSRjIJOwl/KYIl2DEqthXVKqlGIgopVaDU57aljCetWNKUUqq26UuEXT0tomkjps1FcTmEgEzCTELacUUP634MNgBTk/FgIqR5vHA5B7UgTcOWYdVrS+wmAfg04dGUHY2Qdqhb9HYKK4FwCIkYdozlTG8wWjndKErtq6Vpms/nc7l2RgcMw4hGo6Zppu/RNdXnduuaCgCJKNqbEelNVShE0uWPBCpsj8/ncbt1XQiB7ja0NyERTV9CCX9ptKjaVlTFNn3hDncsJMwEQj3OCXfqsUqrEChTnVgHIIWwhaJGnManLjBbc8VKa2PF1RBCS8Z94U6XEUnXYLoDavkUIVQYUVi2cxrQ2ylD3cI2UdmA6ga4vKmqbNvqbFH7OpX0G0HR4r6SmL9UF/Ap0IQEJAAJGBJRW1gSeqTH/cm7SqizREqnkcmiykjVdMuz85oXlulr3+zp3i7MVM2W2xcrb4iX1Q59SKwbMV+sS0+/DSEM3Sc7mt3bNwmkXi+Ky1FWDXVnxFMKJe4rjvorcoUgUy2Utrf9E0/PdiXdQt0dL6+Ple7SQi3S49u2ztXXASmhav3fnrbujpfVxSoa8h9oiNRkwte+2d3X0f9OW3NHK6bGi6uGdLoiPYHtH6vJJFxuTJmK4iIoqdNi2jIpNF3XNKHAttLXEgBLSise1UxDgYSipZ8CwIaIQY1BGfi+VqXtl4YuzfQDSaFGhSuZLfTs1hSvpqbflxJImHY0adm7xlY0VfV5PS59Z7zJSCajsbhpWV63y+N2qU6Mz4gj0oOkka7NUPSo6lVt02fFNdvcebWorojmtUfjr0NERJObkHK3v4fSaOvs7BzPfxe/3+/1egGEQiHDMArdHBqPhBDl5eV9fX2JRKLQbSkcKYt6t7kSkYGPWKreW1Lv79nmjnQPfNTW9N7q2ZbmBuC2k0FYgI3ejlT0ZFdxdyAcqEzf9Hdv84baAEBzoWY6NB2JKHaM+hCPwkzC7dtljLPuXby3MjWo9gVx5OfgcmPtO+hshZSYcyA0DZYJlwfltcg29SDq8kfdQQCuWKho+1o4A2zbQiIOAJV18Ph3llYUVNanh+X9mbYd6wsFYr2iZQtatuDg4/qPdXeeH6DbVZyni3TFQkUyAX9Rtr+J7IHbGix2k4cqRLFLScddICU6mhCLwDAQ6sCAKTwAYhUNkSmz3W53MBjMWmc4HI7H4wC8bpffsyOS1deJbZv6D18BCQh4/HLqPkJVAImmdehuy3KKVD1cVh8ItSi2hUQM3W3o/5lSWoVAyS7V2jbCvbDMgVUlfcWJ0tpAX+suNfiCmDId0dDOS8sy0bIZRgKKisYDESjt1xoL29YjluWNYJdWKb5sfyYg3rrNu30dBnwUSqH0TV1gFFUCUJLx4o1vq0ZsYA1GUUWoYV8og4+HvdFuf7Rr12NIbHgPZjIVCxACNTPhDzjhoQyW6uotm2or2aehKVayeMu7ajzLa0/6S0JT93XiKe7OpuCW91N/a90NRXH+1P2Z3mDv9APkMKfbZNBjoaKmNSLbVQogESzvq5mbP2jl7Wzyt2+EUOAJYMYCZEyZccJGkLDMXc6WtBHtg21BAKqObHGKJEQIrv5PckkzaMeztiaiuGNCB+Dz+Xw+H4BkpE8XWf5AtpShhGnuiLm6Xa6g35f1pVmmqao7GhbpRaQ3SyEpke3rmRRKrx4Yi+l1tPucLyTpbpZooIqKCgCWZXV3d+92ZWPeTprQGKcnIhoT/nB71sgLANVKlnRsyBp5AaCYyaK2TZBSk3YQSagKejuzRl4AeBJhbyw1SHCHu1KRFyEwZSo0Hcn4zuFxMgEjAbd3l0Fd61a8uzI9nQGHHg9vAJs/QkcrpET9DLhcsEwoKsprcg1lfUbEbcYV0wi2rktFXqREPA4pUVq1S+QFQNmUrJEXAJq0g/FeEe7BR2/h4GOzRl4AKECR0ZfrtKumEUz2ZY28ABBCFCORdRQ9REX9Iy8AetoQi8C2c0VeAHg7tvqiPbkiLwACgYCmabqm7oy8JGLYtnHXyAsAAUVB/RzhDBHbm7NGXgAollnU06zYFmwzM/ISKN418gJIiUgoa+QFgB4PB0Itu9Sgu1A9DfHwzksLQHsTjAQANMzdJfICoO2TrJEXeINZIy8ARF+Pd9varKNcIe3gJ2tUIwYpi7a8lzXyAsAV6vC3bsRgXEY0M/ICYOt6mObO4EdFTa7ICwDVMoK923LVH2z6KGvkBYAe6fFvXw9Ai/YGt7y3I/LiSr3LBoQctFhfsOmjQV9RHoplFjV9mCvyAsDd1+nr3JqnBi0e9rdtglCgqJgxPzPy4synA2BamWcrFk71YDkiLwB0yAB2XlEqZK7ICwC/ndBlvy7RNLJGXgAoQhS5dSegpKlqrsgLIHdGXhKx7JEXZI+8ABDSLjL6hMx5bomIiMDgCxFNaON2jphiW+mYSPYCeecEqcm4O9LtteNQdMSjsM08hX2xHmdxhL+3JXWXvxi6G5DoPzctHoM+ICHIh2/uHFXWTkdRGaJ96GpL3TllRmrWfaAYSr4UM75E2BduTy/9gGkAEpoGf8ku5XQ3vDljEIiEICU2fYA5B0DN9xuyDltFjkhHqF0ES/M8VxHCI0Z42bhVofY/f6aJvhAgEQvDzjfu8vp8+Wv2+Xy+/gmhO7dlH+aVVEF3AYBto70pz4tM/Scc2qUeIVBUvmtRCdPYJYyS+Zp3jZQ5NShqKtTiiEdS4RW3FxU1u5Q3YujL8UNiUVnOg7ZsznOuhLS9bZtdfR1arC9PMW9XU3qVU87TPjDykjTQ17PzpqqhuCJ/tE43orqRJcKiR3v1SL4fUT09rWoy7tu+fkf0U8n/LnP1dWixEEbK09UsBjsh3q5mkSPOC6C4bT0EAIGyKdAGZK5xIi/SzjxdZjIV2hMCedfmuGGrO57rtRP556f57H6dWzJfd6oIeDQVgM+bK3vOrlGVSE+OUvkuAwXSa+3FMz2JiGgIGHwhoglJStnS0rJx48bxGX/RE5F839Rta9DJF65YyCVtCCDHb/tpQtqaEdeSccXcMRrxBQHA6ncUy4S0M+eSJOLo7Dd1oroBAMK9SMQAIFiyc0yeMXtlANU23X2dO1+ykwTEE8j8Ad8TyFeLk5SkfVuqJXl5zOzjHDeS+UewAFzSxIi4lF1fTzwC2JCAkX82uxCl1YPU7HKl8rw4wj3Zy6UnlUR6c81VAbBzjtKOXDA7DuPOjGpJmc5qkV3m7AYFvmDm643sCIIUVWTO2YjkCBZoLuRK8molc8w76Pc6Qh2uUEf+MrBtva8zz+OKbWkDr6Lebqj9vhr5g0PJHeNKhLPcmffoAADpCnXqve07z+2gBwoNWmfu54a7Bn0tQtp6jtCDz+MR0VDq7zswcCZEqvKB/V464jOUF7gjqOqSVv6SOizhHMu2MNingEtVAOhajpCu7HdaLCtHLFIOOmHOZQ8S2yIior0cl6cS0cQTjUabmpqchDKdnZ3jcBGsmswbMbEHn52uGVHhjHPi0UEHLapl7JJH1u3JPIrza3ZGlspo3y4xICdkE9+RltXr37nsZQiZJnb5wdw59MChjpb7Q0dKWCaSBswkhrBhjZptbCakFENIe6nKQbdMyS4j9rJzkGbnHSi6XLmWUO3y8ndWa+asMJ2sNzlIuCdVZ0aAJuvfMXWdyCxrXbKcTAFFQ0bMIj269gxYUJarnXmuKCMx6FhasZK6MXj6BjVv4DL7vJh4ZJfz4PZiCNRsgTBtCC3U4v3WquhuDLZuRTNHPrdCTcah6flmOe04xMBonBDCqwLOzj4SWVYOpsM6A/92Oy/mwd+bGmxAFYAyhLWBqjOFbQjdqQI4W4xlf1haO9ufM4AiBo2Yq1x2REREeXHmCxFNJFLK1tbWjRs3OpEXZ7/eQjcqCzUezfmYGHSiBAAohoFwN4BBJiY4hwt3K9F+SzCcke0ui2ucocWug4eMobUzcti5h0//X6oHHQhJuPotQxhxQtscCS+GSOZOyrDrCx9p8zLr2TEec85kriMPZW5W/wFknualq8o/hUHsKDNg2+ksLyFVJmuFw5xWlmXgnauFuWse2i5FQhnK4DxfVUrWNmSEUbyBoZ2ELAdShvA6donJeXyDlleGUmmuJkpgCFtKK9lCvS5dF4oCVYPbBwz1b5Sy86IdvKwygpmMu/923iUMl6u6wRs2PqdhEhHR+MHgCxFNGPF4fP369W1tbc53XJfLNWPGjOrq6t2ueAzkyUEgRf4MBSmxPvR2AkAsPITCUcT7/cjvDI36z3NxBlQZYwNfYJdBlLN4RHOlhh/RPnh3rBIaPAAkpLvf0iRnokdywG/IeeoRAqoGTYfuTm2TlFf2jUWEMpTxz4h3O7IyKte11LnS3cDuDQKt5M6/jqrlTHmTDtu5PPlqS8+Dcu06ns861yPPvKqBe7tICSuJjJOv75iPkxgQc8w11ynP/AuXB4NNX7J1T660zZlV5SazXkIZc5RUbSh/VytrUMPlHvSJ8Pp3nn+3f/Dygy0AzEdTU6GTQZs0gOJEXpQdwZeBM33S18nAv52Se1JMFqkdx4ewc7NIvZGHMNnNktK27ZydQ//3xW7sWGSJwSa4ERHR3o3BFyKaAKSU7e3tGzZsSG8VWVZW1tjY6PfvxlBkLNkS+VYQ2Ga+hB1OkUQcbU2I9qFnsNwWRtwyLVsIpPOPOkMMRdsZW1E1KErm2NvlRmXdzpvbNwOAryg1GoyEULJjPVd0sDSfibjlLdq5lkT3AEB8QOKbeCTfD8jOwLK6PtWSvOJK9pFtXHPlz08MICFGOL4yMmZZuf2pgWWgOHVPrhc36MoIaadS7Thy5QwO7Ujg6ivKN4shfe2VVO5yv5EYEPUQqchRLhnlnU2p3bsGNdKbFvV0ZF72GQG+/tXmCkEqKvKmTAaQKKqwi/IsNpROPXYgXz1SKFkWuHl9u0RbpBzKLI+EO0syIytYNsjThLACJTtTUOc6V/3YJVWDNibn63X7BqRbHkDTrYwk2f15fNA9UDUMnNknZepPP/AlKOkLdfDgi70j/UoCgwQyDKGkVg8q6qDxF8OSAIxkjpCfafYLfao53hFi0L+OoQ6+XpKIiPZmDL4Q0XiXSCQ2bNjQ0tJi2zYAXddnzpxZV1enDCF9Y6GYbn+ubYAhJDQvOlvyPT8eMTWX7O3GWy/AiO+y/cpA69+3AsVWoBib16aGN8kEFBViRxDE4fYhmcwcG++7aOe4pbUZHdtRVAqXK5XgQEo4A8i+nnxTFaREd2vC5UPtjNQ9ugeKAstEaNfdZEwDfblzqfqLpaJi5gJsXJN/clBCaHaOgVAsWCXTEYpsLImEHOGVY9gy2T+5jqohWA6hIFCcb/JL0sBgu8xIoaCva+cIsKIue9rgUHtqdolQUD0tZ3W2nRooVtRm7kozMJanajunrmQ51/FUm9L/9HXDSO6SDMXthb8YAJIJtO66V7HuSeUSyvJaOndWmzEqr52eZ9GO1PRY1XQzUJq5Z/ZOAgCq6s28uYpsocA7IJ+ux7fLoWNhBMvyT36xPAFTzzINx/IG8+3oBKBsSlLzyNLK1HswmUD11HzlqxrMocyOydVOfwlcnkECW3WNlszyYm3bhqIiUALbRO0shHuzdAjORT5wsZumpi5mWw6S1EZKc8dzY4pL5gl2CBHtH37NO8nItO24aQGIxuPZJ78oamqNpyMdS808aN7TK5S4lnc+GhER7fXG79CFiAiAlHLLli2xWAyAEKK8vHzOnDnjdsJLmlFSJXs6M0MPqZcEBIoQ7s0ZnUnEsH2zUTnVqKzD1rVIWnj3tRy7xkhs+lB2tycr6qziSss0sfFDSIm+7tTaDd2181dc3QWPF0Z8l/FPaRUWHbdjqYXEG/9CbwdKqlILata+i/mL4C+GEGj7JOcmIF0tFhDXPLKsZsfo0UKgBIqCUEdmy3vbci2kMmwZ8pTY3gAOOAr/XgEz+xolE0qfnvMCsBWt11Mms555wLZlL3br1+m+pDT7x1+Ky+EvgZlE/ayd2XD7E0BlnUzE8811ssykJZO2je7W1F9Hc6F+TpbFR1LKpnW2U1VpNapybAvl8aNhvq27YBpoPHCXX/Jjfehp3yXYIRT4grmSHCeCZaHSeunE8lKtTaJtM3TPLiPeytrUcpVt69HVL7CoagiWZV8sE48i3JtK/rLrsNb2FkUa9pXZoqu2qvdO3d/WXAYUTJ0Lf47ITnmNrKw38g6XbQhT98BXtMvhPQEo2s74S1cr/MU7p/YM5PJGS2qyPpKQCmqmw5/juUUVqKwzFM3wFaOqHoqCru2YOg9lU7KXL63C9H0Mc+Qprgx3APEYZn8qFSkbqGaGrGpIZsuiZSSTUkr4iqBrKKuB7kJvV+Ylbdup+Iuq7TIVRShwuaCogA3bzrn4SErYlrFj5Y4N0Ss8dra/oAT6FI/Z/xusqidyRHUsKUOJVDstyw6FI1niL24fwj075/fpHhSVZZvnIqRQssZgLKGEXEFmfCEiovzUq6++utBtoEzOOHPccrlcuq4DSCQS4zPXKRWcEMLn8xmGsftXiBDC6/X29PTouj516tTy8nIxrFyPhaJqQtp6yyYYMSgaNB1CQEoYcXS3QVHhcqOtCbEIVB26nvqib8TR1Ya2JtNfGpl7iBUs82z9SLQ3Q1GxfTOsJNy+1IjXMtHVio/eRssnkf2PNstrAUhv0P3B6+hph22hsgEeH6BAUaGoqUUBTjIR04Rtp2fRy+Ly5LT5li2VWJ9IxLF1vSypFFYCioqedszYB9PnQ1XR0ZLa/1jVU8Ea20Y0hI5tiIXDdfMttw+Aq6Qc/mIk47AtuL2AQKQXiVjq0E6G2nC3IRXVH0wPw0zbjiSSUcO0hZLQvfD41LIqseF9SBseH5TUgMeWMqp5wvogoTdb0xOaV4n0qtISqpp6mZYVl0qf4hnhRkc7SCBuSQmhAIpTszdgCVWBRFEFFAVmMrW9i6LAX4wp0xAsiUpNd7tTO+P2v4Bt29kRvC8aTUJ44n2IhyFUqDpcHhRXwLZgGE5ExlbUhLc4XDQlZkoAqqYIfwn8JbCSMHekjHH7UFmH2tmmqvWoPiQTui+AyjpAwNgRALJNuNzw+iGlM+fE0lyWt0goQtjmjticMD2BcOX0WFmdrbkSniIBKJbpbM1j23YyERMur3D7AJmaaBMokS63bVlK5zZE+1LRGUUBJFweaC7Y1o5dtwR0D4pK4QsYUphSUVM7e8GSiEvRZ4mk228UV7lURTHizrNs3R0vqw1PXWB5/AAsCF2BWlIFTUfSSL00oSBYjLpZKK+JQU0OtnTFgvAoAi5P6lVAQlEgbcSiOxpkQdUwZRpcHpiJXXahUjUUVySLqiI5JlLZQmgCanEpdBes5I4WCviCqJ6KipqY0AyhWarLY8WFvxhGHIqGafPhDSCZSE3+EgKBUkydi6nzEpaMJ0e4SzoAU3N5Ip3CX4Sa6dB0GIlUfFNRUVyOaQtQ1RBNGMkc8R0hhB4oQl8PpI2KekR6EAtDSqjqzpRS8SgiPYCQmls4+yI5L8Ep5vwnddWJXTZIkjakHRdaQuycrGQLJaHoAFQBpy4bIiG0sOpJ/2V1XXe+kMQSRsxIKkIoIvURYUkZN+2wYfYPtti2nTCSQghlRznbthOmZZpJLdKDZAKKBlWD7obHB8tMr2G0oCRUd0jzGZpbSKnCTl0gQolrnrAeGEKSGiqM9BcS0xz524cmN5/PB0BKmV7bPj457aQJTTA3+zjU2dk5nv8ufr/f6/UCCIVChjH4Piy0F3KmqPT19Tl7Eu2+UCgUCATG8zqjLKQMrnvD3bFjFYaqpn/1NQNlom6m+smH6GwFAAEINZ00wfIV9R70GdvjB+Bq+6TolUcQjcClp+YqqiqECjPpDJtjjQdFDjw2fUzfmld9774ESPiLcNJ/plI8pHZWFpA2IOKWHTZMYVtCCOkseNlBGHEoitRc7tbNgdXPCduCvxgnnI5gKfq68e5LMBIAUtGQHQPpSPWsWGVquUTArXk0FQDiYXyyLvVLuDPcSu1TKyIlU2JFlc4G4WYy2dObfSGScJ7lDPhVl62IEaS0FdIWkFKoY9GlOqEkp2ZN2kVmWHEiF84fekfq1qjqiaoel64Ffb6BoUMpZTgWSxhJAB4zHjBCqTCKsvOSkAJ9erGhZy5qCHg9HteOwaqVhEgNgy3b7g1HbSkB6EIWKXZqHGxbkDI9oSZsKwlLQijp9R0CErYFCamoWTNciFR7dl4zim0JodiAdK4xANIWtu3U4JyiIsXSnX2PnLH3jpUpSSlCUkuN0J2zsevh/H6/y+Xq6WiHEHLAOiwFKIKhOU+SEpaFHbG2BNQ+DCmzj0cmA/aODzJbQkhAYO1b6Gnf+WeetxCV9amjOOl7FBUCpkTIVuzc15aALIahyR2v3baw48QaUENCd16324gG+tqE8x6prE8lupb2jlekAEhadiie2M2vBpqZKAp3KLUzUpOhbBu2CS3VjLiRDMfyDTyCAb/bTKB1C4or4Pahc9vOiFKqewGAmCcYcRcJ7IgzSgnIYtVO/aXM5M4USP22bzag9qmeXK9PpBLxZl6TPp/PGY30/7hxDj3o9yjnzbijmAwm+tzWjg8sRYXc0V0rWshdZA9IpiukPaQ9t6jQnC8k4XB4nI+rqYCcLySWZXV3d+92ZWPeTprQOPNlPOLMF5roRnHmi8Ptdk+MCS+7ngWjvM7yBFUjqiQTznjDcvtidXMisw+O+0pkUbmm68KIwzSc8Yl0e2NTF4T3XSx37NJi+YsTU+dr8bAa6oZtQRGpIRxEsrwmcvCJ8caD+h8zWdWQrJ6qxsJqbwfWvg3bRlEZXB5nPGJKhJNmzPll2xlyZ5xVVXOyM1iBEqN6hpKMq72dYv1qSInyGjTMgbQRi8AyISUUxfCXhhv2SZTs3HDKsGzTlooQqsuN4nJIiWTCGW9LiKQnEC5vSPhLsOMHHDvPD01O8xRVqpoUI4m8OJXIPfKLtC1EQnVBQpW2EAKKAiGSih5WfQnVBcCybSOZVISiKkp61Gckzb5oND3XwFQ0Q3UrkIptCWkDUgoloXnCntKs6UsM0zQtW1EUVVGcUb0tZSxhhGOJ9MjThkhIIYRQBZyGSSApRZ+tGlBSEbF+5wtCcRqf74/Sj9x5IYmdZXatISEVG0IVUESqBgsiJtWwHGRmisvlUlU1ljCyZlSVqbSsQoGt7DioCSUCLTrYnJc0U6iG0BRIBVIIASGkoiQqGgzdp0V7hBNc6NiGWER6A8LlgaJAUSwgZouIPejYW8ShSiFUSEVgRwtFVLgiOyIvACxVN9w+xbZVOykivbAtqDo03fmbWraMJc1wYpC0QUNhK1rC5RehLtWMC9298/1uWuFYIjbYrymGkbQUTSsuV8LdSMRQVAZVhenMlpIQIqm5w56SuGvg3DQRl0JCqJCKqu4SdAFMiKjijij51wNm7wHSM192++NGGJrbEqoqbWVH2MUSSkz3RdxF2fuQCfeRtLfizBcaFGe+0B7DmS/jEWe+0EQ36jNfJjphmYqZkKpuD8isoUhLSRowk7bmsvPsjCttNRoSsQgUVbq9tscv1Xw/7AvbUmJhqai2168IRQjYckT9im0riSgA2+NTVE0IYVuWSCYEpK2582TEFAKKEFLClrZimQKwVa3/D9epmS+m2dPTU5A/ythRpC0EbOQcmSuKs94h999DSkXaEM6Gu4OP8YQQihASMl+dgBNfsKTcvW2xR05AKkLYUg5x8Zcz82UoP0UqqakXYuSfnVKqTmyz31UtTEOL90lFMz1B58+mCMh+e3kP47VLqQjY2aZv9G+DYlsQsIUqhFAUxbZHcKghUWxTVYRUdEsOu2twlu0olgnblKrudC62ogzlz6oIiNR+cEM4IYPJOvNlNwkpFUgphF2gtwmNLs58oUFx5gvtMSPcbpOIiIZOqpqVI1ZiC9V2eeHyDlKFUCwnwccQj6io1o60mraUQ9jjNQdFsb2pbXTtHYsFZP7NiZ0yElZqRCfsvJvOTD6DZn8YfEAtxMBlDnlIKa0hjJ/t1OqNgg0pJYQ1Ng1wdjnerSqEsAbUITVXMrBze2YJWCN9K0mn/sHaYO/oKCRgDbpD+e6cMUVz8veM5LVIaVnSggLFBenMZhrycdMncCgnpBCkEBbDLkRENAYmVAIFIpqMxv88TyIiIiIiot3B4AsRFZJhGJs2bdqwYQOXsBERERER0WTF4AsRFYaUsrOzc926dZFIxLbt5ubmQreIiIiIiIhoTDDnCxEVQDKZbGpqCofDzk1N08rKygrdKCIiIiIiojHB4AsR7WldXV3bt29PZ28tLi6uq6tT1WGkFyUiIiIiIppAGHwhoj3HMIzm5ub+E17q6uqKiooK3S4iIiIiIqIxxOALEe0hnPBCRERERER7JwZfiGgPicViTuRFVdWamprS0tJCt4iIiIiIiGhPYPCFiPaQmpqacDjsdrvr6up0XS90c4iIiIiIiPYQBl+IaA9RFGXWrFmaxm6HiIiIiIj2LkqhG0BEexFGXoiIiIiIaC/EgdB45PF4Ct2EfNLjZ5fLxWyplJUQAoDL5VIURngpH0VRvF5voVtB45SmabxCKI/0ClZ+3FB+uq4730yIchFC8OOGxpqQUha6DZTJsqzx/B0i/enFi4fyEILdC+XDnoQG5VwkvEIoF3YjNBT8QkL5TZSehAHESYAzX8ajnp6e8fzm9/v9TmC4r6/PMIxCN4fGC9M0u7q6qqqqAAghysvLw+FwIpEodLtonKqoqABgmmZPT0+h20LjlN/vd7lc3d3dhW4IjVM+n8/n8wHgxw3l4nwhiUQi8Xi80G2hccr5QmJZ1jj/uHHaSRMagy9ENAp6e3ubm5sty9J1nXtIExERERER9cfgCxHtFsuympube3t7nZutra0lJSWcGElERERERJTG4AsRjVxfX19zc3MymXRu+ny+hoYGRl6IiIiIiIj6Y/CFiEbCsqyWlpauri7nphCiurq6oqKCkRciIiIiIqIMDL4Q0bANnPBSX1/vdrsL3S4iIiIiIqLxiMEXIhqelpaW9vZ25/+KolRXV5eXl3PCCxERERERUS4MvhDR8Pj9fif4wgkvREREREREQ8HgCxENTzAYLC8v13WdGV6IiIiIiIiGgsEXIhq22traQjeBiIiIiIhowlAK3QAiIiIiIiIiosmMwRciIiIiIiIiojHE4AsRERERERER0Rhi8IWIdhGNRjds2JBMJgvdECIiIiIiokmCwRciSpFStrS0bNy4MRqNNjc3F7o5REREREREkwR3OyIiAIhGo01NTYlEwrlpGIZpmprGLoKIiIiIiGh3cWRFtLeTUra2tnZ0dEgpAQghKioqqqurhRCFbhoREREREdFkwOAL0V4tY8KLx+Opq6vz+XyFbhcREREREdHkweAL0V5KStnW1tbe3p6e8FJWVlZTU8MJL0RERERERKOLwReivVRra2t7e7vzf7fbXV9fzwkvREREREREY4HBF6K9VGVlZU9PTzKZdCa8KAr3PiMiIiIiIhoTDL4Q7aVUVa2vr1cUhRNeiIiIiIiIxhSDL0R7r0AgUOgmEBERERERTX5caEBERERERERENIYYfCEiIiIiIiIiGkMMvhBNWoZhFLoJRERERERExOAL0WQkpezq6lq3bl1vb2+h20JERERERLS3Y8JdosnGMIympqZIJAJg27Ztfr9f0/hOJyIiIiIiKhgOyYgmla6uru3bt9u27dz0+/2FbhEREREREdHejsEXokkimUxu3brVmfACQNO0urq6oqKiQreLiIiIiIhob8ecL+NRY2NjZWXl8uXLsz66YcOGysrKysrK//iP/8hVwxe+8AWnTFdXV9YC9913n1PglltuyVrAtm2nwJFHHpnrKN/97nedMqtWrcpa4LXXXnMKXHrppbkqWbRoUWVlZU1NTa4Cv/71r51Kli1blrVAS0uLU+CUU07JVcnpp5/ulNm6dWvWAo8++qhT4Be/+EWuSqZNm1ZZWXnggQfmKnD55Zc7lTz//PNZC7z77rtOgfPOOy9XJccee6xTJpFIZC1w++23OwX++Mc/pu/s6upau3ZtOvJSXFzc2NjIyAsREREREdF4wJkvRBNbMplsamoKh8POTU3Tamtri4uLC90uIiIiIiIiSmHwZTxqaGgoKiry+XxZH9V1fdq0aQAqKytz1TBlyhSnjKJkn9wUDAadAnlG6U6B2traXAUqKiqcMh6PJ2sBt9vtFCgrK8tVSV1dnZRSVdVcBYqLi51KAoFA1gKapjkFqqurc1VSVVXllMl1IL/f7xQoKSnJVcnUqVNjsVieo5SVlTmVeL3erAVcLpdToKKiIlclNTU1fX19AIQQWQsUFRU5lQSDQQCxWCwdeSkuLq6rq8tzMomIiIiIiGjPE1LKQreBMnV2do7nv4vf73eCC6FQyDCMQjeH8Mknn0QikXGV4UUIUV5e3tfXl2vxFJETgjRNs6enp9BtoXHK7/e7XK7u7u5CN4TGKZ/P5/xSxY8bysX5QhIOh+PxeKHbQuOU84XEsqxx/nGT57dbmiiY84VowqutrQ2Hw88///zf//739CwYIiIiIiIiGie47IhowtM07eabb37qqacAvPbaa7Nnzy50i4iIiIiIiGgnznwhIiIiIiIiIhpDnPlCNBl84QtfaGxsBFBaWlrothAREREREdEuGHwhGu96enqCwWD+PYxOP/30QjeTiIiIiIiIsuOyI6LxyzTNTz75ZOvWrc3NzYVuCxEREREREY0QZ74QjVM9PT3bt283TRNAb29vJBLx+/2FbhQRERERERENG4MvROOOaZrNzc2hUMi5qarqlClTGHkhIiIiIiKaoBh8IRpfent7m5ubLctybgaDwdraWpfLVeh2ERERERER0Qgx+EI0XliW1dLS0tXV5dxUFKWqqqqiokIIUeimERERERER0cgx+EI0LkSj0S1btjgZXgAEAoH6+npd1wvdLiIiIiIiItpdDL4QjQvphUVCiOrqak54ISIiIiIimjS41TTRuKBpWk1Njc/na2xsrKysHG7k5bzzzmtsbGxsbNy0aVOhXwoRERERERHtgjNfiMaLkpKS4uLikU14iUajPT09ANKZeomIiIiIiGicYPCFaBwZ8VKjysrKadOmAWCaGCIiIiIiovGGwReiyeDGG28sdBOIiIiIiIgoO+Z8ISIiIiIiIiIaQwy+EO0Jtm03Nzf39fUVuiFERERERES0pzH4QjTmotHounXrurq6mpqaTNMsdHOIiIiIiIhoj2LOF6IxZNt2S0tLZ2dn+mY0Gi0qKip0u4iIiIiIiGjPYfCFaKxEo9GmpqZEIuHcdLvdDQ0NXq+30O0iIiIiIiKiPYrBF6LRJ6VsbW3t6OiQUgIQQlRUVFRVVSkKF/oRERERERHtdRh8IRplGRNePB5PfX09J7wQERERERHttRh8IRpN0Wh048aNe37Cyx//+Mc1a9YA+MEPflBZWVno00BEREREREQ7MfhCNJp8Pl8gEOjr6/N4PHV1dT6fb88c9/nnn3/qqacAnH/++Qy+EBERERERjSsMvhCNsrq6uq6urqqqKiFEodtCREREREREhcfgC9Eo03W9urp6Dx/0+9///jnnnAOgrq6u0CeAiIiIiIiIdsHgC9FksGDBgkI3gYiIiIiIiLLjxrdERERERERERGOIwRei4ZFS2rZd6FYQERERERHRhMHgC9EwxOPxDRs2bNu2rdANISIiIiIiogmDOV+IhkRK2dHR0draKqWMxWLFxcXBYLDQjSIiIiIiIqIJgMEXosHF4/Hm5uZoNOrc1HVdUThrjIiIiIiIiIaEwReifKSUXV1d27dvl1I695SWltbW1jL4QkREREREREPE4AtRToZhNDU1RSIR56amaXV1dUVFRYVuVxabN2/u7e0FMG/ePLfbXejmEBERERER0U4MvhBl50x4SW9sVFxcXFtbq2nj9C3zox/96KmnngLw2muvzZ49u9DNISIiIiIiop3G6UiSqLCSyWQ68qLrel1dHdPrEhERERER0cgw+EKUha7rNTU1zc3N43zCS9qiRYt0XQcQCAQK3RYiIiIiIiLaxXgfUhIVSllZmdvt9vv9hW7IkFx44YWFbgIRERERERFlxx1biHKaKJEXIiIiIiIiGs8YfCEiIiIiIiIiGkMMvhARERERERERjSEGX2gvlUwmY7FYoVtBREREREREkx8T7tLeqLe3d9u2bUKIOXPmKApDkERERERERDSGGHyhvUsymWxubu7r63Nutra21tTUFLpRRERERERENJkx+EJ7EWfCi2mazs1gMFhRUVHoRhEREREREdEkx+AL7RVM09y2bVtvb69zU1XVKVOmlJWVFbpdo+ZHP/rRq6++CuCuu+5qaGgodHOIiIiIiIhoJwZfaPLr7e1tbm62LMu5GQgE6uvrdV0vdLtG0+bNm1evXg0gkUgUui1ERERERES0CwZfaDKzbbupqan/hJeamprS0tJCt4uIiIiIiIj2Igy+0GQmhOif4aW2ttblchW6UWPi1ltvTSaTzsssdFuIiIiIiIhoFwy+0GQmhGhoaFi/fn1FRUVFRYUQotAtGit+v7/QTSAiIiIiIqLsGHyhSU7X9Xnz5k3isAsRERERERGNc0qhG0A05hh5ISIiIiIiogJi8IWIiIiIiIiIaAwx+EJERERERERENIYYfKGJLRwOt7e3F7oVRERERERERDkx4S5NVJZltbS0dHV1CSF8Ph+3+yEiIiIiIqLxicEXmpD6+vq2bdtmGAYAKWVnZ+deHnx57rnntm7dCuArX/lKcXFxoZtDREREREREOzH4QhOMbdttbW0dHR1SSgBCiIqKiurq6kK3q8Duuuuup556CsARRxzB4AsREREREdG4wuALTSTRaHTr1q3OhBcAHo+noaHB4/EUul1EREREREREOTH4QhODlLK1tTVjwktVVZWiMGk0AJx99tknnHACgMrKykK3hYiIiIiIiHbB4AtNAFLK9evXx+Nx5yYnvAx07LHHFroJRERERERElB1nDdAEIIQoLS11/lNZWTlr1ixGXoiIiIiIiGii4MwXmhjKy8vj8XhFRQXDLkRERERERDSxMPhCE4MQor6+vtCtICIiIiIiIho2LjsiIiIiIiIiIhpDDL4QEREREREREY0hBl9ovLBtu9BNICIiIiIiIhp9DL5Q4Ukp29vb169fL6UsdFsmqkgk0tPT09PTY1lWodtCREREREREu2DwhQoskUhs2LChpaUlkUi0trYWujkT1fnnn9/Y2NjY2Lhp06ZCt4WIiIiIiIh2wd2OqGCcCS9tbW3OhBchBGe+EBERERER0eTD4AsVRjweb2pqisVizk1d1+vr6wOBQKHbNVFNnz79gAMOAOB2uwvdFiIiIiIiItoFgy+0p0kpOzo6Wltb0/NcysrKampqFIWL4Ebupz/9aaGbQERERERERNkx+EJ7VDweb25ujkajzk2Xy1VXV8cJL0RERERERDSJMfhCe1T/yAsnvBAREREREdHegONe2qPq6+uFEJqmTZ8+va6ujpEXIiIiIiIimvQ484X2KLfbPX36dK/Xq6pqodtCREREREREtCcw+EJ7GjO8EBERERER0V6Fiz6IiIiIiIiIiMYQgy9ERERERERERGOoMMuONm/e/Oijj7733ns9PT3l5eVTp05dsmTJ/PnzB33iAw88cN9992V96NZbb62rqxu7Nsfj8T//+c8rV64MhUKzZs068MADTz311P6JS771rW+FQqE8NfzqV7+aPXv22LVwnIhGoz6fr9Ct2OvcfPPN77zzDoDrrrtuypQphW4OERERERER7VSA4MvLL7984403WpYFoKqqqqurq6Wl5Y033jj99NO/8Y1v5H9uS0tLQU5TR0fHNddcs2nTJgDFxcVr1qxZs2bN6tWrL7/88mAwOMRKNG2SZ9gxDKO5uTkSicycOZPxlz3sjTfeeOqppwBcfvnlhW4LERERERER7WJPhwN6e3tvuukmy7IWL158zjnnlJWVWZb1+OOP33XXXQ888MC+++67//7753m6E3y58cYbGxoaMh5yu91j1+xf//rXmzZtWrBgwaWXXlpRUbFt27brrrvu/fffv/POOy+66CKnzB133JH1uR988MHVV1+9aNGi6dOn77kTvcd1dXVt377dtm0Azc3Ns2fPFkIUulFEREREREREhbenc74888wzhmHMnz//kksuKSsrA6Cq6sknn/yVr3xFSvnEE0/kf7oTfGloaPAMMHZD/Y8++ui9994LBAJXXHFFRUUFgNra2h/96Eeqqj733HPt7e1OMU82qqrecccdgUDge9/73h4+1XuMaZpbtmxpbm52Ii+qqpaXlzPysof99Kc/XbFixYoVKwbGJYmIiIiIiKiw9vTMl/Xr1wM45phj+mdLAXDEEUc8+uijzqO5GIbR1dVVUlLi8XgGPVBvb++yZcs+/vjjTz75pKSkZJ999jnllFOmTZs2gja/+uqrABYuXNh/hVF1dfX8+fPff//9lStXfulLX8r13GXLljU1NV188cVOpGny6e3t3bZtm2mazs1gMFhXV6freqHbtdeZ3POqiIiIiIiIJrQ9PfPFNM2Kior6+vqM+53hupMIJpfW1lYp5VCSiX7wwQdLly59/PHHN2zYUFJS0tHR8a9//eviiy9+6aWXcj1l2bJlr7zyStaHNmzYAOCggw7KuN+5x3k0qy1btjz44IMHHXTQscceu2dP855gGMaGDRs++eQTJ/KiqmpdXd306dMZeSEiIiIiIiLqb0/PfLnyyiuz3v/6668DmDVrVp7nOmuOSkpKHnrooeeff761tbWiomLGjBlLliyZOXNmuphhGDfccEN3d/eSJUvOOOMMl8tlmuZDDz10//3333TTTbNmzaqtrR1Y+bJlyxYtWnTkkUcOfGjbtm0AnAVH/Tn3NDc352rw7bffbtv2mWeematAT0/PqlWrBt5/0EEHuVyusf9rjJCqqq2trWvXrk1PeCkpKZk2bRrDLpRh0ieZpt2nKMqYZuyiCU1VVSEErxDKJf0pw48byk/TNPYklB8/bmgPGBefVatXr37ooYcAnHLKKXmKOcGXlStXrly5UtO0oqKipqampqamV1999eyzz/7yl7/sFHvsscc6OzuPOeaYdNRD07TTTz+9vb396aeffuSRR4abfiUSiQAYuKtRIBAAEI1Gsz7rnXfeee+99xYvXjxjxoxcNW/atOkHP/jBwPufffbZoW+iVBCxWMyJvGialiueReT1egvdBBrvFEUZ590dFRyvEBoUP24oPycVY6FbQeMav5DQHlDg4EsikXjggQcefvhh27a/+c1v7rfffnkKO8GXQCCwdOnShQsXapoWiUT++te/PvbYY3/84x/32Wef2bNnA3Dmkpx00kkZTz/uuOOefvrp999/f7iNTCaTyPa57uymnEgksj7rnnvuURTljDPOKOwZHiPTpk3r6OjQdX3evHkMEhMRERERERHlUcjgyyuvvHLnnXd2dHR4PJ5zzjnns5/9bP7yJ5xwwsEHHzx16tT0CiC/33/OOed0d3e/+OKLy5Ytu+KKK7BjldDTTz/93HPP9X96LBYD0NraOtx2BoPBnp4e5+n9OXNesoZIV65cuX79+iOPPHJgdpv+qqursy5Ksixr4OHGD13XNU074IADpJTjvKlUQF6v1zCM/ImcaG/mRLRt284VwibSdV1V1Xg8XuiG0DjlfCEBwI8byoNfSCg/5wuJlHKcf9xwit8kUJjgSygUuvXWW50Et0cdddRZZ51VVVU16LNmzJiRdQnPZz/72RdffHHjxo0ATNPs7e0FsGLFiqyVmKZpWZaqqvfcc09HR0f6/mQyuXbt2l/96lfpexYtWrR48WIAZWVlPT094XA4oyrnntLS0oFHefLJJwEcf/zx+V9RbW3thRdeOPD+zs5OZ63T+OT3+zVN03U9FAoZhlHo5tB4JITwer2JRILjasolHXwZz90dFZbf7xdC8AqhXHw+nxN84ccN5eJ8ITEMY5yPq6mAJsoXEgZfJoECBF/a2tq+//3vd3Z2Tp069YILLpg3b95uVlhdXQ2gq6tLSqlpWjAYDIfDDz30UP7sa2+88caWLVv639Pe3v7888+nb1ZUVDjBl5KSEqf+jBq6u7sBlJeXD3yBq1evLi0tHbhBEtEYWbNmjRNMPOSQQ9g1ExERERERjSt7OvgSjUZ//OMfd3Z2nnDCCeeff/7Q98eJRqPPPvusoignnXSSEKL/Q86Yc+rUqc79NTU1a9eubW5unjZtWv9ikUhk06ZNgUBg+vTpAG6++eb+j5566qmLFi36/ve/P/DQU6dOfeutt9555x0nFpO2evVqAAMn4zz77LNSyqOPPlpR9vRO3rTX+sUvfvHUU08BeO2115zkR0RERERERDRO7OnowIoVK5qbmxcuXLh06dJh7Uzs9XqXLVt22223vfXWWxkPObld5s6d69zcf//9ATz66KMZxe6///4rrrjitddeG26bDznkEACrVq3qP6M1FAq99957Lpfr6KOPzij/8ssvAzj00EP38LklIiIiIiIionFoTwdfnn76aQAnn3yynUO65PLlyx9//PH169c7N4UQX/jCFwDcdNNNzpQTAPF4/L777nv66aeDwWB6X6ElS5YEg8Fnn3329ttvd9Ky2La9fPnyJ554wu12H3fcccNt87777jt37tzu7u7f/va3TrKuRCLx85//PJlMfvrTn/b7/f0Ld3Z2bt26VVXVxsbGPXxuaW/2hS98YenSpUuXLs2ahIiIiIiIiIgKaI8uO7Isq6mpCcCVV16ZtUBNTc1tt93m/P+uu+4yDOPMM89Mr6E47bTTYrHYI488ctVVVwWDQa/X297eLqUMBoOXXHKJk5kFgN/vv/jii2+88cYnnnhi+fLltbW1vb294XBYUZSLLrrISRAzXJdccslll1320ksvvfnmm1OnTt24caNhGLW1tWeffXZGSScwNGvWLJfLtSfPLe3lTj/99EI3gYiIiIiIiLLbo8GX9vb2/nNbhktV1bPPPnvfffd94okn1q9fHwqFGhsb58yZc/rppxcXF/cvuXDhwt/85jfLli1bv359c3NzeXn5wQcf/LWvfa2hoWFkh66pqfnNb35z//33v/nmm+vXry8rKzviiCO+/vWv+3y+jJJO8GWfffbZkyeWiIiIiIiIiMYtIaUsdBsoU2dn53j+u/j9fmc/HW41TbkIIcrLy/v6+rj3J+VSUVEBwDTNnp6eQreFxim/3+9yuZy9BYkG8vl8zs9g/LihXJwvJOFwmFtNUy7OFxLLssb5x43TTprQuB0PEREREREREdEYYvCFiIiIiIiIiGgMMfhCRERERERERDSGGHwhIiIiIiIiIhpDDL4QEREREREREY0hBl+IJoPzzjuvsbGxsbFx06ZNhW4LERERERER7UIrdAOIaBREo1Fnv17LsgrdFiIiIiIiItoFgy9Ek4HP5yspKQGgqmqh20JERERERES7YPCFaDL4/e9/X+gmEBERERERUXbM+UJERERERERENIYYfCEiIiIiIiIiGkMMvhARERERERERjSEGX4iIiIiIiIiIxhCDL0REREREREREY4jBFyIiIiIiIiKiMcTgCxERERERERHRGNIK3QAiGgUPPPDA2rVrAXz3u98tLy8vdHOIiIiIiIhoJwZfiCaD5cuXP/XUUwDOOOMMBl+IiIiIiIjGFS47IiIiIiIiIiIaQ5z5QjQZXHDBBaeeeiqAKVOmFLotREREREREtAsGX4gmg0MOOaTQTSAiIiIiIqLsuOyIiIiIiIiIiGgMMfhCRERERERERDSGGHwhIiIiIiIiIhpDDL4QEREREREREY0hBl+IiIiIiIiIiMYQdzsajxRFsW270K3IKR6PG4YBwLZtIUShm0PjkRBCSun8p9BtoXGqt7fX+Q8vEspDSskrhHJJJBLJZBKAZVm8TigrfiGhQfELCe0xqf6IaOh+97vf3XXXXQBuuOGGY489ttDNIaKJxzTNww47DMDs2bP/+te/Fro5RDQh3XbbbX/4wx8A/OxnPzvxxBML3RwimpAWLlwIYPr06Q8++GCh20KTHJcdERERERERERGNIQZfiIiIiIiIiIjGEIMvRERERERERERjiMEXIiIiIiIiIqIxxOALEREREREREdEYYvCFiIiIiIiIiGgMcatpGratW7du374dwOzZs8vKygrdHCKaeKSUb7zxBgCv17vffvsVujlENCE1NTVt27YN/EJCRLvh3//+NwCPx7P//vsXui00yTH4QkREREREREQ0hrjsiIiIiIiIiIhoDDH4QkREREREREQ0hhh8ISIiIiIiIiIaQwy+EBERERERERGNIa3QDaDdtXnz5kcfffS9997r6ekpLy+fOnXqkiVL5s+fP+gTH3jggfvuuy/rQ7feemtdXd3YtTkej//5z39euXJlKBSaNWvWgQceeOqpp6qqmi7wrW99KxQK5anhV7/61ezZs8euhUR7lRF3I47nnnvun//85+bNm91u94wZM77+9a/PmzdvrNvMboRovBlZT1LYtyp7EqJxZXe+kDQ3Nz/wwAMbNmxoa2ubMmXK3Llzv/71r1dUVIx1m9mN0NAx+DKxvfzyyzfeeKNlWQCqqqq6urpaWlreeOON008//Rvf+Eb+57a0tBSkzR0dHddcc82mTZsAFBcXr1mzZs2aNatD+0TiAAAht0lEQVRXr7788suDweAQK9E0XrpEo2N3uhHLsn75y1++9tprAILBYCwWe+utt95+++2lS5cef/zxY9dmdiNE483u9CT5jd1blT0J0biyO93Iq6++esMNN1iWpWlaSUlJU1PTli1bXnjhhauvvnrBggVj12Z2IzQs3Gp6Auvt7T3nnHMMw1i8ePE555xTVlZmWdbjjz9+1113Abjmmmvyb1Z/+eWXr1mz5sYbb2xoaMh4yO12CyHGqNk//OEP33vvvQULFlx66aUVFRXbtm277rrrtm7detxxx1100UVOmXg8nvW5H3zwwdVXX71o0aKrrrpqz55soslpN7uR++6774EHHqiqqvrBD34wa9YsAE888cQf/vAHt9t96623jt3PTexGiMaV3elJCvhWZU9CNH7sTjfS3d19/vnnR6PRM84449RTT9V1PR6P//GPf/zHP/5RUVFx6623ut3uMWo2uxEaFuZ8mcCeeeYZwzDmz59/ySWXlJWVAVBV9eSTT/7KV74ipXziiSfyP92Z+dLQ0OAZYOwiLx999NF7770XCASuuOIKZ2BWW1v7ox/9SFXV5557rr293SnmyUZV1TvuuCMQCHzve98r9LknmiR2pxtJJBLLly9XVfXaa6+dPXu2EEII8aUvfenII49MJBKvvvrqGLWZ3QjReLM7PUmh3qrsSYjGld3pRlavXh2NRufNm3fGGWfoug7A4/Gcd955VVVVHR0d69evH6M2sxuh4eIcpwnM6UqOOeaY/qsKARxxxBGPPvpo/o7GMIyurq6SkhKPxzPogXp7e5ctW/bxxx9/8sknJSUl++yzzymnnDJt2rQRtNkZjy1cuLD/TLzq6ur58+e///77K1eu/NKXvpTrucuWLWtqarr44oudHpmIdt/udCPPP/98OBw+7LDDpkyZ0v/+//qv//ryl79cVFTU/052I0ST2O70JFnlequyJyGarHanG2lubgaQMZdfUZT6+vq2trampqb+K4/YjVABcebLBGaaZkVFRX19fcb9TsTXWTCZS2trq5QyY8iU1QcffLB06dLHH398w4YNJSUlHR0d//rXvy6++OKXXnop11OWLVv2yiuvZH1ow4YNAA466KCM+517nEez2rJly4MPPnjQQQcde+yxe/Y0E01mu9ONvP766wAOO+ywjPvLysrmz5/fP2k3uxGiyW13epKBcr1V2ZMQTWK7041UV1cDWLt2bf98GoZhOKlY+o932I1QYXHmywR25ZVXZr3fGRE5+RdycdYclZSUPPTQQ88//3xra2tFRcWMGTOWLFkyc+bMdDHDMG644Ybu7u4lS5acccYZLpfLNM2HHnro/vvvv+mmm2bNmlVbWzuw8mXLli1atOjII48c+NC2bdsADMwE4dzjxK2zuv32223bPvPMMwt91okmld3pRpqamgBUVlZu3rz5pZdeWrt2raqqM2fO/MxnPtP/iw67EaJJb3d6koGyvlXZkxBNbrvTjSxevPjxxx/ftGnTr3/969NPP72ysrK5ufnuu+/u7u4+4IAD0sli2I1QwXHmy2SzevXqhx56CMApp5ySp5gTfFm5cuXdd9/d3Nzs8/mamppeeumlSy+99O9//3u62GOPPdbZ2XnMMceceeaZLpcLgKZpp59++oknnphMJh955JHhNi8SiQAYmP07EAgAiEajWZ/1zjvvvPfee0cdddSMGTMKfYKJJr8hdiPOvokff/zx//zP//ztb39bvXr1W2+99eCDDy5duvS5555LF2M3QrR3GmJPkiHXW5U9CdFeaIjdiNvtvu666w466KDnn3/+/PPPP/XUU//P//k/b7311rHHHnvllVemc1myG6GC48yXySORSDzwwAMPP/ywbdvf/OY399tvvzyFneBLIBBYunTpwoULNU2LRCJ//etfH3vssT/+8Y/77LOPs9v8qlWrAJx00kkZTz/uuOOefvrp999/f7iNTCaTALxeb8b9Pp/PeQlZn3XPPfcoinLGGWcU+hwTTXLD6kacN+w999yzYMGC//iP/5gxY0ZXV9fjjz/+5JNP3nzzzY2Njc7kYXYjRHubYfUkGXK9VdmTEO1VhtuNvPbaax9++CGA0tLSioqKlpaWvr6+t956a/Xq1YcccohTht0IFRyDL5PEK6+8cuedd3Z0dHg8nnPOOeezn/1s/vInnHDCwQcfPHXq1PRMOb/ff84553R3d7/44ovLli274oorsGM23dNPP93/d2wAsVgMQGtr63DbGQwGe3p6nKf358SGB0aOAaxcuXL9+vVHHnnkwFWgRDSKhtuNOD8lTZs27dprr3XS49XV1Z133nmRSOSFF164//77L7vsMrAbIdrLDLcn6S/PW5U9CdHeY7jdyAsvvHDzzTcHg8Ef/ehHCxcudO587rnnfve73/3sZz/76U9/6sRu2I1QwTH4MuGFQqFbb73VSQR11FFHnXXWWVVVVYM+a8aMGVmnun32s5998cUXN27cCMA0zd7eXgArVqzIWolpmpZlqap6zz33dHR0pO9PJpNr16791a9+lb5n0aJFixcvBlBWVtbT0xMOhzOqcu4pLS0deJQnn3wSwPHHH1/oM000aY2sG/F4POFw+KSTTsrYmOBzn/vcCy+84GxMwG6EaO8xsp6kv1xvVfYkRHuJkXUj9957L4Bzzz03HXkBcOyxx3Z1dd1999333Xffz3/+c3YjNB4w+DKxtbW1ff/73+/s7Jw6deoFF1wwb9683azQyRbe1dUlpdQ0LRgMhsPhhx56SNPyXSpvvPHGli1b+t/T3t7+/PPPp29WVFQ4nVRJSYlTf0YN3d3dAMrLywe+wNWrV5eWlg5MJE5Eo2LE3UhVVVU4HB64aZrzPam9vZ3dCNHeY/e/kOR5q7InIdobjKwb6e3tbWtrA7Bo0aKMhw455JC77757/fr1/EJC4wSDLxNYNBr98Y9/3NnZecIJJ5x//vnOTmxDfOKzzz6rKMpJJ52UzkHlcAK9U6dOde6vqalZu3Ztc3PztGnT+heLRCKbNm0KBALTp08HcPPNN/d/9NRTT120aNH3v//9gYeeOnXqW2+99c477zh9Vtrq1asBDJyM8+yzz0opjz76aEVhcmii0TfibgTA7NmzN27c6CSQ6q+9vR1AbW0tuxGivcTu9CRp+d+q7EmIJrcRdyNer1dRFNu2B25HbZomAJ/Pxy8kNE7wDz+BrVixorm5eeHChUuXLh3WFx2v17ts2bLbbrvtrbfeynjIWQM5d+5c56azN9ujjz6aUez++++/4oorXnvtteG22Ul5tWrVqv45qEKh0HvvvedyuY4++uiM8i+//DKAQw89tCBnmGjSG3E3AuDzn/88gH/+85+2bWfUCaCxsdG5yW6EaNLbnZ4kLf9blT0J0eQ24m7E5XI1NDQAcBYr9ffqq68CcHYRAbsRGgcYfJnAnn76aQAnn3yynUO65PLlyx9//HEnBQMAIcQXvvAFADfddJMTmgUQj8fvu+++p59+OhgMpvNvL1myJBgMPvvss7fffruzfNG27eXLlz/xxBNut/u4444bbpv33XffuXPndnd3//a3v3Xi04lE4uc//3kymfz0pz/t9/v7F+7s7Ny6dauqqulRHBGNrhF3IwBmzZo1f/78jRs33nDDDc6208lk8i9/+cuzzz7rdrvZjRDtPXanJ3EM+lZlT0I0ue1ON3L66acD+OMf//ivf/3LKWma5t///vcHH3xQUZRTTz3VKcZuhAqOy44mKsuympqaAFx55ZVZC9TU1Nx2223O/++66y7DMM4888x06Pe0006LxWKPPPLIVVddFQwGvV6vk6AhGAxecsklzgpGAH6//+KLL77xxhufeOKJ5cuX19bW9vb2hsNhRVEuuugiJ0HMcF1yySWXXXbZSy+99Oabb06dOnXjxo2GYdTW1p599tkZJZ3A0KxZs1wuV6HPN9EktJvdCIALL7zw+9///iuvvPLqq69WVFR0dXVZluV2uy+44IJ0/8BuhGhy2/2eBEN4q7InIZrEdrMbOeqoo9avX//II4/cdNNN//u//1taWtrR0eFkzz377LP32Wcfpxi7ESo4Bl8mqvb29oyp/sPidEb77rvvE088sX79+lAo1NjYOGfOnNNPP724uLh/yYULF/7mN79ZtmzZ+vXrm5uby8vLDz744K997WvOBL8RqKmp+c1vfnP//fe/+eab69evLysrO+KII77+9a/7fL6Mkk4nle4xiWh07WY3AqC+vv7mm29+4IEHVq1a1dvbW1dXN3v27K9//esZWXjZjRBNYrvfk2Bob1X2JEST1e53I2edddbhhx/+6KOPbtmypb29vb6+fsaMGaeddlpG/8BuhApLSCkL3QYiIiIiIiIiokmLOV+IiIiIiIiIiMYQgy9ERERERERERGOIwRciIiIiIiIiojHE4AsRERERERER0Rhi8IWIiIiIiIiIaAwx+EJERERERERENIYYfCEiIiIiIiIiGkMMvhARERERERERjSEGX4iIiIiIiIiIxhCDL0REREREREREY4jBFyIiIiIiIiKiMcTgCxERUXYrVqw477zzDjjggIqKCrfbPXPmzBNPPPG888574YUXCt20Pa2zs1MIIYS48847C92W8auyslIIcdVVV43dIW699VYhxLPPPuvc/N3vfuf8XSzLGovDnXnmmaWlpS0tLWP3ioiIiPYSDL4QERFleueddz71qU+deOKJt91227vvvtvZ2WkYxqZNm1asWHHbbbcdc8wxRx999Msvv1zoZtLeZdu2bZdffvlxxx13/PHH75kjXn311ZFIZOnSpYV+6URERBOeVugGEBERjS9PPPHEkiVLDMMAEAgETjzxxP3337+0tHT79u0bNmx46qmnIpHIiy++ePzxxz/55JN7bBhMtHTp0t7e3uuvv36PHXHGjBnnnnvu7373u8cff/xLX/pSoU8AERHRBMbgCxER0U7//Oc/nciLqqqXXXbZ5ZdfHgwG+xfo7u6+8cYbr7/+esMwTjnllBdeeOFTn/pUoVs95srKypy1J0VFRYVuy17qlVdeeeihh0444YRDDz10Tx73Bz/4wa233nrppZd+8YtfFEIU+jQQERFNVFx2RERElNLX13f22Wc7kZeHH374+uuvz4i8ACgtLb322mtvvfVWp/yPfvSjQrd6TxBCVFdXV1dXe73eQrdlL/Wb3/wGwFlnnbWHj1tfX3/cccetW7fuqaeeKvQ5ICIimsAYfCEiIkq59tprt2/fDuDcc8/98pe/nKfkf//3fx955JEA/vGPf7S2to5iG5LJZDQalVKO0Wvs6+uLx+NjVPmkZFlWW1tbYdvQ1NT0yCOPBAKBk08+eXRrDofDgybr/c///E/siP4QERHRyDD4QkREBACWZTlb+ZSWll5zzTWDlr/22mvPO++873znO5s2bRr4aCQSueGGGw4//PDy8vJgMHjAAQecf/75H3/88cCSwWBQCLF8+fJwOPxf//Vf5eXlfr/f4/EsWLDgnHPO2bx5c9ajNzU1XXjhhfPnzw8EAsFgcP78+RdeeOHatWvz1P/ee+8deeSRxcXFXq83GAwuWrToT3/6k1MmFApdfvnlc+fO9fl8NTU1xx577JNPPpnxcvLsdvTuu++ee+65s2bN8nq9VVVVRx999C233OIkzRm6YVUy9Jc/3PK6rgsh/vnPfwJ46KGHDjzwQI/H88gjj/Qv88QTT3zhC1+YMmWKx+OZMWPGf//3f+c5dG9v7zXXXHPMMcfU19f7/f4FCxYsWbLklVdeGdbJue2220zTPPnkk/1+f64yra2tl1xySWNjo9frraio+PSnP33HHXdklHF2R9pvv/0A3H333XPmzAkGg5qmVVZWHnfccX/6059s2x5Y81e/+lWfz/f000/neZlEREQ0CElERERSPv/8884n41VXXbWbVb399tv19fUDP3OFENdff31G4UAgAOCBBx448MADBz7F7Xa/+uqrGU959NFHy8rKBhbWdf2mm27KWv91113n/CfDFVdcsWnTpunTpw986Oabb05XEg6HnTvvuOOOjPp/9rOfqao68Olz587dvHnzEM/YsCoZ1ssfbnlN0wD84x//uOWWW9Ilf//73zuPJpPJSy+9dGBVXq/34YcfrqioAHDllVema3v55ZdLS0uzfgG75JJLhn5FOdfGXXfdlXF/upGrVq2qqqoaeJRTTjmlp6cno/y+++774x//OGurjj766N7e3oENOOaYYwD8+te/HnqbiYiIqD8GX4iIiKSU8ic/+Ykz/nz++ed3p562trb0ePv000+/7bbbHnjggf/5n/8pLi527vzZz37Wv7wTE5k5cyaA+fPn/+///u/KlSuXL1/+la98xSk/Y8aM/uUfe+wx536Xy3Xuuefeddddf/rTn84991yXy+Xc/8gjjwys3wltnHHGGU888cSrr7561VVX6bruxINqamoAfOc73/nnP//54osvLl261MmrGgwG+/r6nEpyBV/Sc2emTJly2WWX/e1vf7vjjjs+//nPp0MnyWRy0DM2rEqG+/KHW94Jvvz4xz9WVbW2tvb6669ftmzZtm3bnEe/853vOM8qLS397ne/e/fdd19//fXOAjSv1+vUmQ6+bN++3QmI+P3+pUuX/uUvf3nsscd+9rOf1dXVOZU8/vjjQ7miOjo6nL/Ihx9+mPFQOvjiBPsOPfTQa6+99p577lm6dOmUKVOchxYvXpxR3uv1OhUuXLjwmmuuuffeey+66CLnMgBw8sknD2zDD37wAwBf/OIXd+etQUREtDdj8IWIiEhKKc877zxn8Nnc3Lw79Vx44YUANE179NFH+9+/adOmuXPnOkPf/rM50hNSjjnmmFAo1P8pX/3qV52HNmzY4Nxjmua8efMAVFRUZMyIefnll535Hfvss49pmgPrv/baa/uX77+06re//W3/h7773e869//73/927skafInFYs6Yf/78+Vu2bOlfw+WXX+6Uv/vuu/OfrmFVMtyXP4LT5QRfNE07/vjj+88ZkVK+//77iqI48aB169al77csy/mjO9LBl/QSrWeeeaZ/PRs2bHDCNGefffZQrqhly5YBKCkpsW0746H+03POP//8/i+kqanp4IMPdh5avnz5wPLnnHNO/6hWc3Nzuvzrr7+ecaBHH33UiccNJZpGREREAzH4QkREJKWU6VSmTr7bDLlyrwA47LDD0sU2bdrkjKsvvfTSgZU8++yzzlN++MMfpu9Mz0xZs2ZNRvn0/jL//Oc/nXvSk0T6rwlKu/HGG51H77333oz658yZ039kLqX88MMPncIHHnhgxqj+xRdfdB5atmyZc0/W4Ev6cCtWrMhoSTKZdKb/nHnmmflP+7AqGe7LH8HpcoIviqK8//77GeVPPfVUp/zKlSszHrJte5999skIvjgRGZfLNTBocuWVV5511lnXXHONHAJnodNRRx018KF0MGX27NkZf18p5dq1a50ZT4sWLcooP3XqVMMwcpX//Oc/n/HQxo0bnSeuXr16KG0mIiKiDEy4S0REBADOqBtANBodcSVPPvmkkyP2oosuGvjocccd19jYCGBgvtUjjjgiPXpPmzZtmvMfuWPzI+eJJSUl55xzzsD6zz33XCfUMrD+o48+OiOpSnrxy/HHH+8sQklLJ6zJmn417ZlnngGwYMGC448/fuDJvPXWW3/+85+fcMIJ+c/YsCoZ7ssf8ek68sgjFyxYkHHnyy+/DOCEE0449NBDMx4SQlx88cUZdzoLfwzDGJj49pprrrnrrruuvPJKDIGzA1dlZWWeMpdccsnApDmNjY1OwOjtt982TbP/QxdddJGz7iyj/GmnnYYdK+/6P+Sks0k3hoiIiIZLK3QDiIiIxoX08LK1tbW8vDzj0fLy8t///vcZd959992vvfZa/3vWrVsHoK6uLmvCXQD77LPPunXr3n///Yz758yZM7Cws8ilv/Xr1wOYN2+e1+sdWD4QCDQ2Nr799tsbNmzIeKi6ujpX5ekQT57jZuW82E996lNZHz399NNHvZLhvvwRny4nBU9/fX19LS0tAA477LCsTf30pz+dcc9pp512/fXXRyKRc8899/bbbz/55JOPOeaYhQsXut3uoZyZNOe4WXMGpy1atCjr/UccccQDDzxgmuaWLVtmzZo1aPnDDz/8r3/9aywWa2lpSWeBARAMBl0ul2EYTmOIiIhouBh8ISIiAoAZM2Y4/3njjTcGTkIJBAL//d//nXGnM2ujP2e039zcnDGXJENXV1fGPen0qPk59WfdnMgxffr0rNGEPIYYasngjOcBNDQ0jODpI6tkuC9/xKdrYHucqpAtLuOYOnVqxj2NjY2PPvroeeedt2HDhlWrVq1atQqA2+1evHjxkiVLvvGNbxQVFQ3lVbe2tmKw4Euu15hu7YYNG/oHX4ZSvn/wBUB5efn27dsZfCEiIhoZLjsiIiICgKOPPtr5z9NPPz3Ep2zatCnjHmecPCjbtjOWgeQP1mTIU9hZPBWPx8f6dBmG4byE4c7j2P1KhvvyR3C6PB5Pxj3pFuaqzePx+Hy+jDtPOOGENWvWPPTQQ2eddZYTX0skEitWrDj//PPnz5//3HPPDeX1OtN2nOVswz0n6bVFfr9/WOUHLr5LJBLpxhAREdFwMfhCREQEAAcffLCzNuehhx5qa2sbtPzWrVvffvvtjDud6TOHH374oEnX0ilmhmX27NkA8mT/deJBTmaZMeXz+WprawE4U1f2TCXDffmjeLpmzpzpBCxyzSpqb2/Pmi3I7XZ/9atfveuuu7Zv37527do//OEPzi7a27Zt+9rXvtbZ2TnooZ2oTf6SuV5jesJOxmsctHzGOjjbtnt6ejDkKVpERESUgcEXIiIiANA07Xvf+x6ARCLxwx/+cNDyF1xwQUZSUgDOZtIbN24c+JDDsizLsvInss3DiSZ8+OGHWee2xGKxtWvXIkcGmVHnHGVg/hrHddddt2jRoi9+8YujWMlwX/4oni6Px+Msw3n99dezFnjnnXcy7tmyZcuWLVv6LzFrbGz8zne+8+STT958880AOjo60htL5TGU4Mubb76Z9X6ntcFgsKqqaijl//3vfwNwuVwZq6i6u7udi5bBFyIiopFh8IWIiCjlggsucAbYd9xxx69//etcARQAd95559///veB9x988MEAWltbsz7a0dFRWlqqadqPfvSjkbXw8MMPB9DT03PnnXcOfPT2228PhUIABm7HMxacxrzxxhuvvvpqxkO2bf/hD39YtWrVwJU4u1PJcF/+6J4uZ2HaM88840QoMvzyl7/MuOfII4+cPn36mWeeObBwev8mZzpJfk5+lubm5jxlfvWrXw2M6G3YsOEvf/kLgBNPPDHjoZtuuilj4RuAjRs3OuUPPfTQjExA6aPnSaBDREREeTD4QkRElFJaWnr33Xc7w85LLrnks5/9bFNTU0aZ7u7ub3/729/5znfQb7fmtC9/+cvOPjLf/va3X3jhhf4PGYbx7W9/u6+vTwhx9tlnj6yF//Ef/+FMrvnJT36SEQJYuXLlNddcA2DOnDlZB/yj7v/+3/9bUlIC4Hvf+17GDsTXXXeds5LoM5/5zChWMtyXP7qn68c//rGznfNZZ521cePG/g/98pe/XLFiRUb5gw46CMCKFSsGzuu5++67nf/k2jupv2OOOQbAmjVrIpFIrjIff/zxxRdf3D/+sn379jPOOMM0TUVRfvrTn2aU37Rp04UXXmhZVvqe1tbWb37zm8lkEsDA8s7ZmzFjxsC8wkRERDQU3O2IiIhopxNPPPHPf/7zmWeemUwmn3nmmTlz5hx33HGLFi2qqKjYsmXL6tWr//3vf/f09CiKcssttwghzj///P5PF0L85je/OfLII7u6uk488cQzzjjj8MMPb2hoWLdu3W233fbRRx8BuOKKK/rvOzMsmqb9/Oc/P+WUU9rb248++ujvfOc7zuSOV1999Y477nBSov7yl78cWUKZ4SorK7vqqqsuvfTSd9555+CDDz7nnHMOPvjgcDj8yCOPPPzwwwCOPPLIQcNMw6pkuC9/dE/X3LlzzzrrrDvvvPPDDz885JBDvvWtbx1yyCHt7e1PPvnk008/7Xa7Z86c+eGHH6bLn3vuuY8//ng8Hl+4cOG55567aNGiysrK5ubmhx566KmnnnIutnnz5g163EMPPTQYDPb19a1atSqdFnqg3/72t2+99daXv/zlhoaGVatW3X///U4w68wzz1ywYEFGYa/X+/vf//6dd945+eSTp0+f/uabb95///3O9JaTTjrJCff0t3LlSvSbsENERETDNmhGQCIior3NSy+9tP/+++f66JwzZ86KFSuklGvWrAFw2GGHZTx9xYoVAyfFAFAU5cILL8woHAgEAFx55ZUDm+EEawD84x//6H//r3/966zxgrKyskceeWSI9YfDYedZt9xyS8ZD6Wysf/3rXzMK33HHHRmFb7nllqx7FR144IGbNm0a4gkfViXDevnDLe+UvPbaa7O2MxaLZc1i4/F4li1b9vWvfz3jVH//+9/Pta/QYYcd1tPTM8Tz84UvfAHAz372s4HnDcDBBx989dVXZ32NX/nKV+LxeEZ5AE899ZQz4SjDt771rUgkMrABTvgmfT0QERHRcHHZERERUaajjjrqrbfeevTRR511K0VFRT6fb9asWV/96lf/8pe/vPvuu8cffzyA+fPn/+pXv7rwwgsznn788ce/9957l1122X777VdUVBQMBg866KCzzjrr3Xff/e1vf7v7zbvooovef//97373u3PmzPH7/X6/f+7cuRdccMG777578skn7+Fz9b3vfe/111//1re+NXXqVLfbPX369M997nO/+93vVq1aNfT8IMOqZLgvfxRPl8fjefzxx//2t7+ddNJJVVVVLperrq7uP//zP1etWnXaaacNLP/zn//8zTff/OY3v/mpT32qrKwsEAjst99+p5xyyvLly1977bXi4uIhHveMM84AkDWREABd13/84x+/9tpr3/jGNxoaGlwuV1VV1ec///kHH3zw0UcfzRrVWrx48Zo1ay688MKZM2e63e6ysrKjjz763nvvvffeewem6dmwYcOaNWuKioqcGBARERGNgJC5swkSERERUcEZhjFt2rSWlpZ169Y5WziNzO9+97sLLrgAQDgc9vv9Q3zW1Vdf/ZOf/OSiiy769a9/XegzQURENFFx5gsRERHRuOZyuc477zwA9957754/+p///GdFUZyoDREREY0Mgy9ERERE4915550XCAT+9Kc/GYaxJ4/77LPPbtiwYcmSJSPOEk1ERERg8IWIiIho/Kuurr7++us/+eSTP/zhD3vyuFdeeWUwGPzVr35V6BNAREQ0sTH4QkRERDQBfO973zvkkEOuvfbaaDS6Z47497//feXKlT/72c/q6+sL/eqJiIgmNgZfiIiIiCYARVHuvPPOL37xi6tXrx5ZDfX19SeccMIJJ5ygqupQym/YsOHSSy89//zzC/3SiYiIJrz/D7f3Gadjr4/ZAAAAJXRFWHRkYXRlOmNyZWF0ZQAyMDIzLTEwLTI0VDIxOjM5OjI2KzAwOjAwKHROEAAAACV0RVh0ZGF0ZTptb2RpZnkAMjAyMy0xMC0yNFQyMTozOToyNiswMDowMFkp9qwAAAAASUVORK5CYII=)
These visualization strategies allow to investigate the impact of TADs.
Additional documentation is available for each function via standard R help.
Session info
Here is the output of sessionInfo()
on the system on which this
document was compiled:
## R version 4.3.1 (2023-06-16)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 22.04.3 LTS
##
## Matrix products: default
## BLAS: /home/biocbuild/bbs-3.18-bioc/R/lib/libRblas.so
## LAPACK: /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3.10.0
##
## locale:
## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
## [3] LC_TIME=en_GB LC_COLLATE=C
## [5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
## [7] LC_PAPER=en_US.UTF-8 LC_NAME=C
## [9] LC_ADDRESS=C LC_TELEPHONE=C
## [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
##
## time zone: America/New_York
## tzcode source: system (glibc)
##
## attached base packages:
## [1] stats4 stats graphics grDevices utils datasets methods
## [8] base
##
## other attached packages:
## [1] InTAD_1.22.0 MultiAssayExperiment_1.28.0
## [3] SummarizedExperiment_1.32.0 Biobase_2.62.0
## [5] MatrixGenerics_1.14.0 matrixStats_1.0.0
## [7] GenomicRanges_1.54.0 GenomeInfoDb_1.38.0
## [9] IRanges_2.36.0 S4Vectors_0.40.0
## [11] BiocGenerics_0.48.0 BiocStyle_2.30.0
##
## loaded via a namespace (and not attached):
## [1] tidyselect_1.2.0 farver_2.1.1 dplyr_1.1.3
## [4] Biostrings_2.70.0 bitops_1.0-7 fastmap_1.1.1
## [7] RCurl_1.98-1.12 GenomicAlignments_1.38.0 XML_3.99-0.14
## [10] digest_0.6.33 lifecycle_1.0.3 magrittr_2.0.3
## [13] compiler_4.3.1 rlang_1.1.1 sass_0.4.7
## [16] tools_4.3.1 utf8_1.2.4 yaml_2.3.7
## [19] rtracklayer_1.62.0 knitr_1.44 ggsignif_0.6.4
## [22] labeling_0.4.3 S4Arrays_1.2.0 mclust_6.0.0
## [25] DelayedArray_0.28.0 plyr_1.8.9 abind_1.4-5
## [28] BiocParallel_1.36.0 withr_2.5.1 purrr_1.0.2
## [31] grid_4.3.1 fansi_1.0.5 ggpubr_0.6.0
## [34] colorspace_2.1-0 ggplot2_3.4.4 scales_1.2.1
## [37] cli_3.6.1 rmarkdown_2.25 crayon_1.5.2
## [40] generics_0.1.3 reshape2_1.4.4 rjson_0.2.21
## [43] BiocBaseUtils_1.4.0 qvalue_2.34.0 cachem_1.0.8
## [46] stringr_1.5.0 zlibbioc_1.48.0 splines_4.3.1
## [49] parallel_4.3.1 BiocManager_1.30.22 XVector_0.42.0
## [52] restfulr_0.0.15 vctrs_0.6.4 Matrix_1.6-1.1
## [55] jsonlite_1.8.7 carData_3.0-5 bookdown_0.36
## [58] car_3.1-2 rstatix_0.7.2 magick_2.8.1
## [61] tidyr_1.3.0 jquerylib_0.1.4 glue_1.6.2
## [64] codetools_0.2-19 stringi_1.7.12 gtable_0.3.4
## [67] BiocIO_1.12.0 munsell_0.5.0 tibble_3.2.1
## [70] pillar_1.9.0 htmltools_0.5.6.1 GenomeInfoDbData_1.2.11
## [73] R6_2.5.1 evaluate_0.22 lattice_0.22-5
## [76] backports_1.4.1 Rsamtools_2.18.0 broom_1.0.5
## [79] bslib_0.5.1 Rcpp_1.0.11 SparseArray_1.2.0
## [82] xfun_0.40 pkgconfig_2.0.3
Appendix
Dali, R. and Blanchette, M., 2017. A critical assessment of topologically
associating domain prediction tools. Nucleic acids research, 45(6),
pp.2994-3005.
Dixon, J.R., Selvaraj, S., Yue, F., Kim, A., Li, Y., Shen, Y., Hu, M.,
Liu, J.S. and Ren, B., 2012. Topological domains in mammalian genomes
identified by analysis of chromatin interactions. Nature, 485(7398),
p.376.
Lin, C.Y., Erkek, S., Tong, Y., Yin, L., Federation, A.J., Zapatka, M.,
Haldipur, P., Kawauchi, D., Risch, T., Warnatz, H.J. and Worst, B.C., 2016.
Active medulloblastoma enhancers reveal subgroup-specific cellular origins.
Nature, 530(7588),
p.57.
Waszak, S.M., Delaneau, O., Gschwind, A.R., Kilpinen, H., Raghav, S.K.,
Witwicki, R.M., Orioli, A., Wiederkehr, M., Panousis, N.I., Yurovsky, A.
and Romano-Palumbo, L., 2015. Population variation and genetic control of modular chromatin architecture in humans. Cell,
162(5)