Quickstart
In this section we give a quick introduction to the package and the RSEC
wrapper which creates the clustering. We will also demonstrate how to find features (biomarkers) that go along with the clusters.
The Data
We will make use of a single cell RNA sequencing experiment made available in the scRNAseq
package.
set.seed(14456) ## for reproducibility, just in case
library(scRNAseq)
data("fluidigm")
We will use the fluidigm
dataset (see help("fluidigm")
). This dataset is stored as a SummarizedExperiment object. We can access the data with assay
and metadata on the samples with colData
.
assay(fluidigm)[1:5,1:10]
## SRR1275356 SRR1274090 SRR1275251 SRR1275287 SRR1275364 SRR1275269
## A1BG 0 0 0 0 0 0
## A1BG-AS1 0 0 0 0 0 0
## A1CF 0 0 0 0 0 0
## A2M 0 0 0 31 0 46
## A2M-AS1 0 0 0 0 0 0
## SRR1275263 SRR1275242 SRR1275338 SRR1274117
## A1BG 0 0 0 0
## A1BG-AS1 0 0 0 0
## A1CF 0 0 0 0
## A2M 0 0 0 29
## A2M-AS1 0 0 0 133
colData(fluidigm)[,1:5]
## DataFrame with 130 rows and 5 columns
## NREADS NALIGNED RALIGN TOTAL_DUP PRIMER
## <numeric> <numeric> <numeric> <numeric> <numeric>
## SRR1275356 10554900 7555880 71.5862 58.4931 0.0217638
## SRR1274090 196162 182494 93.0323 14.5122 0.0366826
## SRR1275251 8524470 5858130 68.7213 65.0428 0.0351827
## SRR1275287 7229920 5891540 81.4884 49.7609 0.0208685
## SRR1275364 5403640 4482910 82.9609 66.5788 0.0298284
## ... ... ... ... ... ...
## SRR1275259 5949930 4181040 70.2705 52.5975 0.0205253
## SRR1275253 10319900 7458710 72.2747 54.9637 0.0205342
## SRR1275285 5300270 4276650 80.6873 41.6394 0.0227383
## SRR1275366 7701320 6373600 82.76 68.9431 0.0266275
## SRR1275261 13425000 9554960 71.1727 62.0001 0.0200522
NCOL(fluidigm) #number of samples
## [1] 130
Filtering and normalization
While there are 130 samples, there are only 65 cells, because each cell is sequenced twice at different sequencing depth. We will limit the analysis to the samples corresponding to high sequencing depth.
se <- fluidigm[,colData(fluidigm)[,"Coverage_Type"]=="High"]
We also filter out lowly expressed genes: we retain only those genes with at least 10 reads in at least 10 cells.
wh_zero <- which(rowSums(assay(se))==0)
pass_filter <- apply(assay(se), 1, function(x) length(x[x >= 10]) >= 10)
se <- se[pass_filter,]
dim(se)
## [1] 7069 65
This removed 19186 genes out of 26255. We now have 7069 genes (or features) remaining. Notice that it is important to remove genes with zero counts in all samples (we had 9673 genes which were zero in all samples here). Otherwise, PCA dimensionality reductions and other implementations may have a problem.
Normalization is an important step in any RNA-seq data analysis and many different normalization methods have been proposed in the literature. Comparing normalization methods or finding the best performing normalization in this dataset is outside of the scope of this vignette. Instead, we will use a simple quantile normalization that will at least make our clustering reflect the biology rather than the difference in sequencing depth among the different samples.
fq <- round(limma::normalizeQuantiles(assay(se)))
assays(se) <- list(normalized_counts=fq)
As one last step, we are going to change the name of the columns “Cluster1” and “Cluster2” that some in the dataset and refer to published clustering results from the paper; we will use the terms “Published1” and “Published2” to better distinguish them in later plots from other clustering we will do.
wh<-which(colnames(colData(se)) %in% c("Cluster1","Cluster2"))
colnames(colData(se))[wh]<-c("Published1","Published2")
Clustering with RSEC
We will now run RSEC
to find clusters of the cells using the default settings. We set isCount=TRUE
to indicate that the data in se
is count data, so that the log-transform and other count methods should be applied. We also choose the number of cores on which we want to run the operation in parallel via the parameter ncores
. This is a relatively small number of samples, compared to most single-cell sequencing experiments, so we choose cluster on the top 10 PCAs of the data by setting reduceMethod="PCA"
and nReducedDims=10
(the default is 50). Finally, we set the minimum cluster size in our ensemble clustering to be 3 cells (consensusMinSize=3
). We do this not for biological reasons, but for instructional purposes to allow us to get a larger number of clusters.
Because this procedure is slightly computationally intensive, depending on the user’s machine, we have set this code to not run so that the vignette will compile quickly upon installation. However, it doesn’t take very long (roughly 1-2 minutes) so we recommend users try it themselves. The following code is the example of a common run of RSEC:
library(clusterExperiment)
system.time(rsecFluidigm<-RSEC(se, isCount = TRUE,
reduceMethod="PCA", nReducedDims=10,
ncores=1, random.seed=176201))
However, to exactly replicate the results here, we will set a large number of parameters to make sure that the vignette is back-compatible in case some defaults change. We will explain these parameters as we go along, but many of these parameters are the default.
library(clusterExperiment)
system.time(rsecFluidigm<-RSEC(se,
isCount = TRUE,
k0s = 4:15,
alphas=c(0.1, 0.2, 0.3),
betas = 0.9,
reduceMethod="PCA",
nReducedDims=10,
minSizes=1,
clusterFunction="hierarchical01",
consensusMinSize=3,
consensusProportion=0.7,
dendroReduce= "mad",
dendroNDims=1000,
mergeMethod="adjP",
mergeCutoff=0.03,
ncores=1,
random.seed=176201))
Instead we have saved the results from this call as a data object in the package and will use the following code to load it into the vignette:
#don't call this routine if you ran the above code.
#it will overwrite the rsecFluidigm you made
library(clusterExperiment)
data("rsecFluidigm")
metadata(rsecFluidigm)$packageVersion
## [1] '2.1.3.9014'
The output
We can look at the object that was created.
rsecFluidigm
## class: ClusterExperiment
## dim: 7069 65
## reducedDimNames: PCA
## filterStats: mad_makeConsensus
## -----------
## Primary cluster type: mergeClusters
## Primary cluster label: mergeClusters
## Table of clusters (of primary clustering):
## -1 m1 m2 m3 m4 m5
## 13 15 27 4 3 3
## Total number of clusterings: 38
## Dendrogram run on 'makeConsensus' (cluster index: 2)
## -----------
## Workflow progress:
## clusterMany run? Yes
## makeConsensus run? Yes
## makeDendrogram run? Yes
## mergeClusters run? Yes
The print out tells us about the clustering(s) that were created (namely 38 clusterings) and which steps of the workflow have been called (all of them have because we used the wrapper RSEC
that does the whole thing). Recall from our brief description above that RSEC clusters the data many times using different parameters before finding an consensus clustering. All of these intermediate clusterings are saved. Each of these intermediate clusterings used subsampling of the data and sequential clustering of the data to find the clustering, while the different clusterings represent the different parameters that were adjusted.
We can see that rsecFluidigm
has a built in (S4) class called a ClusterExperiment
object. This is a class built for this package and explained in the section on ClusterExperiment Objects. In the object rsecFluidigm
the clusterings are stored along with corresponding information for each clustering. Furthermore, all of the information in the original SummarizedExperiment
is retained. The print out also tells us information about the “primaryCluster” of rsecFluidigm
. Each ClusterExperiment
object has a “primaryCluster”, which is the default cluster that the many functions will use unless specified by the user. We are told that the “primaryCluster” for rsecFluidigm
is has the label “mergeClusters” – which is the defaul label given to the last cluster of the RSEC
function because the last call of the RSEC
function is to mergeClusters
.
There are many accessor functions that help you get at the information in a ClusterExperiment
object and some of the most relevant are described in the section on ClusterExperiment Objects. (ClusterExperiment
objects are S4 objects, and are not lists).
For right now we will only mention the most basic such function that retrieves the actual cluster assignments. The final clustering created by RSEC
is saved as the primary
clustering of the object.
head(primaryCluster(rsecFluidigm),20)
## [1] -1 -1 2 2 -1 -1 -1 1 1 1 2 2 -1 2 3 5 -1 1 3 -1
tableClusters(rsecFluidigm)
##
## -1 m1 m2 m3 m4 m5
## 13 15 27 4 3 3
The clusters are encoded by consecutive integers. Notice that some of the samples are assigned the value of -1
. -1
is the value assigned in this package for samples that are not assigned to any cluster. Why certain samples are not clustered depends on the underlying choices of the clustering routine and we won’t get into here until we learn a bit more about RSEC. Another special value is -2
discussed in the section on ClusterExperiment objects
This final result of RSEC is the result of running many clusterings and finding the ensembl consensus between them. All of the these intermediate clusterings are saved in rsecFluidigm
object. They can be accessed by the clusterMatrix
function, that returns a matrix where the columns are the different clusterings and the rows are samples. We show a subset of this matrix here:
head(clusterMatrix(rsecFluidigm)[,1:4])
## mergeClusters makeConsensus k0=4,alpha=0.1 k0=5,alpha=0.1
## SRR1275356 -1 -1 -1 -1
## SRR1275251 -1 -1 -1 -1
## SRR1275287 2 5 3 3
## SRR1275364 2 3 -1 -1
## SRR1275269 -1 -1 -1 -1
## SRR1275263 -1 -1 -1 -1
The “mergeClusters” clustering is the final clustering from RSEC and matches the primary clustering that we saw above. The “makeConsensus” clustering is the result of the initial ensembl concensus among all of the many clusterings that were run, while “mergeClusters” is the result of merging smaller clusters together that did not show enough signs of differences between clusters. The remaining clusters are the result of changing the parameters, and a couple of such clusterings a shown in the above printout of the cluster matrix.
The column names are the clusterLabels
for each clustering and can be accessed (and assigned new values!) via the clusterLabels
function.
head(clusterLabels(rsecFluidigm))
## [1] "mergeClusters" "makeConsensus" "k0=4,alpha=0.1" "k0=5,alpha=0.1"
## [5] "k0=6,alpha=0.1" "k0=7,alpha=0.1"
We can see the names of more clusterings, and see that the different parameter values tried in each clustering are saved in the names of the clustering. We can also see the different parameter combinations that went into the consensus clustering by using getClusterManyParams
(here only 2 different parameters).
head(getClusterManyParams(rsecFluidigm))
## clusteringIndex k alpha
## k0=4,alpha=0.1 3 4 0.1
## k0=5,alpha=0.1 4 5 0.1
## k0=6,alpha=0.1 5 6 0.1
## k0=7,alpha=0.1 6 7 0.1
## k0=8,alpha=0.1 7 8 0.1
## k0=9,alpha=0.1 8 9 0.1
Visualizing the output
clusterExperiment
also provides many ways to visualize the output of RSEC (or any set of clusterings run in clusterExperiment
, as we’ll show below).
Visualizing many clusterings
The first such useful visualization is a plot of all of the clusterings together using the plotClusters
command. For this visualization, it is useful to change the amount of space on the left of the plot to allow for the labels of the clusterings, so we will reset the mar
option in par
. We also decrease the axisLine
argument that decides the amount of space between the axis and the labels to give more space to the labels (axisLine
is passed internally to the line
option in axis
).
defaultMar<-par("mar")
plotCMar<-c(1.1,8.1,4.1,1.1)
par(mar=plotCMar)
plotClusters(rsecFluidigm,main="Clusters from RSEC", whichClusters="workflow", colData=c("Biological_Condition","Published2"), axisLine=-1)
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)
This plot shows the samples in the columns, and different clusterings on the rows. Each sample is color coded based on its clustering for that row, where the colors have been chosen to try to match up clusters across different clusterings that show large overlap. Moreover, the samples have been ordered so that each subsequent clustering (starting at the top and going down) will try to order the samples to keep the clusters together, without rearranging the clustering blocks of the previous clustering/row.
We also added a colData
argument in our call, indicating that we also want to visualize some information about the samples saved in the colData
slot (inherited from our original fluidigm
object). We chose the columns “Biological_Condition” and “Published2” from colData
, which correspond to the original biological condition of the experiment, and the clusters reported in the original paper, respectively. The data from colData
(when requested) are always shown at the bottom of the plot.
Notice that some samples are white. This indicates that they have the value -1, meaning they were not clustered. In fact, for many clusterings, there is a large amount of white here. This is likely do to the fact that there are only 65 cells here, and the default parameters of RSEC are better suited for a large number of cells, such as seen in more modern single-cell sequencing experiments. The sequential clustering may be problematic for small numbers of cells.
We can use an alternative version of plotClusters
called plotClustersWorkflow
that will better emphasize the more final clusterings from the ensemble/concensus step and merging steps (it currently does not allow for showing the colData
as well, however – only clustering results).
par(mar=plotCMar)
plotClustersWorkflow(rsecFluidigm)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABBcAAAN7CAIAAACRT+XJAAAABGdBTUEAALGPC/xhBQAAACBjSFJNAAB6JgAAgIQAAPoAAACA6AAAdTAAAOpgAAA6mAAAF3CculE8AAAABmJLR0QA/wD/AP+gvaeTAAAACW9GRnMAAAAhAAAAvwB1h9IqAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAAB3RJTUUH4gofARYk9Mt0cAAAAAl2cEFnAAAEgAAABIAAw6e9VQAAgABJREFUeNrs3Xs81Nn/OPAzrhlJpCKbfNBFoeuqXLp+FkO12kp+rd2QFGtTrPDA19aWzUqkxOTD9tnurUa1UraL2kQ0ZZnRWuwQugyNOxFjfn+c/bx3PjNMc6U++3r+0eN4X8683ufMo8c57zkXEo/HQ2Ck8Xi8J0+eVFRUPHv2rLOzU1dXd+rUqQsXLhw9evRIhwYAAAAAAIAglZEO4O+ut7c3MTHx+++///333wVOqamp/b//9/+io6P/8Y9/CN9oYWFRXl4+a9YsJpM50g8BAAAAAAD+XqAXMZIePnz42WefCfcfsDdv3vz73/++ePHiqVOnPv7445EO9i/V1dWnTp1CCLm6us6ZM2ekwwHgnWMcfnWkQwAjRm9G2EiHAAAQRK95V165fnH7+DB8iuMHh4bhU6AXMWIePHjg4ODQ0dGBEJowYYKXl5eTk9PkyZO7urpqa2vv37+fnJzc1dXV2dnp5uZ269YtOzu7kQ75T9XV1Xv27EEIGRsbQy8CAAAAAOBvCHoRI+Ply5fOzs64C7Fu3brjx4/r6uoSZ62srNasWfPVV1+tXbv2/v37b9688fb2ZjAY6urqIx04AAAAAAAASGmkA/ib+vLLL1taWhBCa9asOXfuHH8XgjB+/PiLFy8aGhoihKqqqnJyckY6agAAAAAAABCCXsSIKC0tzczMRAjp6Oj861//UlEZ8hehiRMnBgUF4fTFixdHOnAAAAAAAAAQGoZexD//+U8SibRq1SqEEJvNDg0NnTFjBplM1tHRsbGx+f7774mlZq9evbpq1aqJEyeqq6tPnTp1/fr1olcfunfvno+Pj5mZmaampq6u7vz58wMCAp48eTLoxXZ2diQSaf369Qihzs7O8PBwIyMjEol08+ZN/suam5v37t07b948bW1tLS2tuXPnfvfdd93d3QihOXPmkEgkDw8P2YOhUqk4sWPHjvHjx4suwI0bN5JIJITQTz/91NvbK/piPT09Eon0z3/+c9Cz+fn5JBKJRCIdPXpU4BSPx/v55583bNgwZ84cbW3tcePGLViwYPPmzQwGg/+yr776ikQiUSgU/KeXlxfOsLa2VtG1I2aEAAAAAABgGAzfvIiHDx+uWbPm5cuX+M/Xr18XFhYWFhYWFRUdO3bM39+faFsjhKqrq6urqy9dupSdne3k5CSQVXd395YtW86dO8d/pKWl5fHjx8nJyV988UViYuJQL/jb2tooFEphYaHwqby8PDc3t1evXhFHfv31119//fWHH364enXIFVckDYbH49FoNJzevHnzW8vN0NDwyZMn/f39iquatrY2FxeX+/fv8x9sbm5+9OjRDz/8EB4eHhMTI35uiqgd+UYIAAAAAABkNEy9iPr6ehcXl1evXn322WfLli3r7e398ccf8/LyEEJUKrWsrKywsHDs2LE+Pj5z585taGg4evRofX09l8vdvn37H3/8oaysTGTF5XJXr159+/ZthJC6ujqFQpk1a9br16/pdPovv/yCEEpOTm5oaMjKysKv8PnxeLytW7cSjVRDQ0MtLS2cptPpzs7OPT09CKF//OMfS5cunTJlSklJyZ07d8rLy11cXPApAVIE8/TpUzabjRAyNjYedCMIYTNmzFBc1XC53I0bN+IGura29ieffGJiYtLT01NcXHzjxg2E0LfffrtgwYJPPvkEIbR7924fH5979+75+voihGJiYtauXYtLUnG1I1GEAAAAAABgGAxTL6KsrExNTe3nn38mBtts377d3d39woULCKHCwsIZM2bk5uYaGRnhsz4+Pubm5o2NjU+fPq2trTU1NSWyio+Px41Ue3v7EydOmJiYEKdu3bq1efPmZ8+eXb58+cyZM59++qlAGLdv325tbV28eHFsbOyHH344atQofLy/v3/z5s24n7B169ajR4+qqanhUywWa/Xq1eXl5YM+lxTB/Prrrzgxd+7c4Sn8t1ZNbm4uQmj27Nl5eXk6OjrEqRMnTnh5eSGEjh8/jtvoEyZMmDBhAjF+ycDAQKCHo4jakShCAAAAAAAwDIZvdnVYWBj/eH0SifTVV18Rf2ZkZBBdCISQrq7uli1bcLqyspI4/vr167i4OITQBx98kJWVxd9IRQitXLny/PnzSkpKCKFvvvlGOIbW1lZTU9O8vDx7e3uikYoQys7OxkP2ly9fTqVSiS4EQsjExCQ3N1dVVVU4N+mC4XA4ODFx4sRhK3wRiHf/O3fu5G+gI4Q2b95sYGCgrKxcWlpKTF8RQUG1I8cIAQAAAACAXAxfL8LT01PgyNSpU3Fi5syZixcvFjg7bdo0nOCfUnzr1i08b2HHjh3jxo0T/hRbW1tHR0eE0O+///7ixQvhC6KiooR3XSAG8UdGRgqPtPnggw+EX5xLHUxraytOjBkzZtgKXwRitFhDQ4PAKRKJ9Pz58/7+/hcvXggXi7wKhN+gtSPHCAEAAAAAgFwM04gmMplsbGwscJB43zxr1izhW/jfRhOI+bUaGhp37twZ9LOIvRdKS0sNDAwEzgrP1UYIFRQU4E9cvnz5oHk6OzufOHFCLsEQreRBJ1oMP2tra5zYs2fPs2fPvLy8PvzwQ+la5AqqHTlGCAAAAAAA5GKYehEaGhoimn1kMlnMfOrr63Hiyy+/fOvF7e3tgk+roiK8siqXy8UvuadMmTJUkFOmTJFXMEQzurm5WYYSlZu5c+eGh4d/++23/f39qampqamppqamS5YssbW1dXBwmDx5svhZKaJ25BshAAAAAACQi/ds1zliOJA42traBI6MHz8ej8vn19HRgYfU6+vrD5WV8FtzqYMhOiSid8PgV1JSglvPeFUruYuJibl27dqCBQvwn3/88cf333/v4+NjZGS0YMGCkydPijnlQBG1I98IAQAAAACAXLxnvQhNTU2cqKys5L3N1q1bBZ92sEYq8UsIXoB1UPybSMgYzPz58/Hs7bKyMjGb3bGxsX5+fn5+fvn5+bKUnvDrf4KTk9PDhw/r6upSUlI2bNgwadIkfPzRo0eff/75unXrxGmmK6J25BshAAAAAACQi/esF0Gsa/Tbb7/JK081NTU8yujp06dDtUSF92aWOphRo0bZ2toihAYGBk6dOvXW6wcGBm7duoXTMi4OW1VVJfqCyZMnb9++/cKFCw0NDeXl5cHBwWPHjkUIZWVlnT59+q35K6J25BshAAAAAACQi/esF7Fo0SKcwPOhB3XixImvv/56//79AwMDYmaLV4h6/fr1UC/78R4I8gpm+/btOHHw4MHOzk7RseXl5eFfQshk8lCTvwXwr2rFj06nCx88ffp0ampqWloafw+KRCLNnDnz4MGDZ86cwUcE9o0elIJqR44RAgAAAAAAuXjPehGOjo4aGhoIoaSkpLq6OuELqqurfXx89uzZQ6fTRY+Q4UdsWLZv3z7hs42Njf/617/kGMzatWvxKrdPnz794osvRLSne3p6/P39iSCJIUNDwWOlfvvtNy6XK3Cqqqrq7NmzwrecOHHCz8/P19d30HkaxFyRt/Z2FFc7cowQAAAAAADIxXvWixg3bhweT//69eu1a9dWVFTwn3327NmaNWtwA9rHx0f8bDdt2vTBBx8ghH7++ecdO3b09fURp54/f7569epBV2WVOhhVVdUTJ07gZvQPP/zw+eefDzpBorW11dvbG2+6p6qq+vXXX7/1QSwsLBBCHA7n4MGD/Mfr6+s3bdok3LVACM2bNw8nQkND+R8cIdTb27tnzx6c/vDDD4XvbWxsHIbakSVCAAAAAACgCMO00qscxcTE3Lx588mTJ48fP54zZ46zs7OFhYW6uvqTJ08uXryIB/Ps3LnTxcVF/DxHjRr173//28HBgcvlHjlyJDc3d+nSpcbGxgwG48aNGxwOZ+XKlQ0NDb///ruKiopcgrGxsUlJSdm+fTuPxzt9+vTPP//s7e3t5ORkZGQ0MDBQVVXFZDIPHjxINNMTEhJMTU3f+iBr1669ceMGQigsLKygoIBCoWhoaDx69Ojs2bOvXr3y8/NLT09/8+YN/y2fffbZwYMHBwYGrl27NnXq1LVr1xoYGHC53Nra2kuXLuEAJk+evHnzZuIWYj76999/r6urO2rUqDVr1uBN9BRRO1JECAAAAAAAFOr960VoamreuXNn3bp19+7d6+3tzcrKysrKIs4qKyt/8cUX8fHxEuXJ4/EmTpwYFBSUlJTU29tbWVmJfwHAXF1dT506hd+IC4wpkiUYX1/fMWPG+Pn5tba2NjU1xcbGxsbGCl+moqISGxv7xRdfiPMg27dvv3PnzoULFxBCV65cuXLlCnHK29s7KSkpIyND4BYLC4sTJ074+/t3dnY+ffo0MTFR4AIrK6vz589ra2vzHxk7dmxra2tFRQX+8aGmpgb3IhRRO1JECAAAAAAAFOrdGtFUXV1NIpFIJFJkZKSIy8aPH3/37t1Lly65ublNnjxZXV19/PjxNjY2fn5+FRUVhw8fFn/MfW9vb2xsrLm5uYWFRVxcnMC8ZH19/cOHD9NoNDKZjHemE56ZIEsw7u7ulZWVO3bsmDBhgvBZZWXl9evXFxcXBwUFifk4JBLp3Llzly5dcnR0NDY2VlNTMzAwWL169U8//ZSeni7wQwrhs88+e/r06ddff7106VITExN1dXU9Pb158+a5ubldv379119/nTFjBv/1Y8eOzc7OtrOz09LSGj169LRp0/B8DLnXjtQRAgAAAAAAhSK9U6vsV1dX42nHERERg050lq+HDx9+9tlnv//+u4hrRo8eferUKXt7+3HjxiGEkpOTienOcsTlch8+fPjHH3+8fPnyzZs3Y8eONTMzW7RokZaWlqILAQAgd8bhV0c6BDBi9GaEjXQIQErBVtdGOoRhNdFZfaRDQAihlS/GD8On8L4mjfSD/umL28eH4VMcPzg0DJ/y/o1okpcHDx44ODh0dHQghHR1dRctWmRpaenq6komk2tra+/fv5+cnNzV1dXZ2enm5vbtt9/iu6ZPn66IYJSVlRctWkSslAoAAAAAAMC77N0a0TRsXr586ezsjLsQ69atO3r0aE5OTmxs7J07d6ysrNasWRMbG1tTU4O3h3vz5k1UVBRCSENDAxr6AAAAAAAA/E17EV9++WVLSwtCaM2aNefOnVu1apWqqipC6PDhwzU1Nfia8ePHX7x40dDQECHU3d2NEHJ1dX3rjg0AAAAAAAD8z/s79iJKS0szMzMRQjo6Ov/6179UVFS0tLTwBgsvX7788MMP/+///i8nJycvL+/ixYt4OgRCSFlZeRimagAAAAAAAPDu+6sX8c9//pNEIq1atQohxGazQ0NDZ8yYQSaTdXR0bGxsvv/+e2Ie9tWrV1etWjVx4kR1dfWpU6euX79+0E2Fsba2tvj4+GXLlk2dOlVDQ0NPT2/27Nnr1q27du2aiD2bhXE4nDlz5uAVnIKCggQmhd+7d8/Hx8fMzExTU1NXV3f+/PkBAQFPnjwZNCsqlYoTO3bsGD/+zzk9X375ZUhIiLKyMofD+eabb1xcXFasWPHFF1+UlZXhC9TV1fHvEvz6+voyMjJWrVplaGiopqamq6s7Z86c4ODg6urqQT/azs6OKOT+/v5//etf9vb2EyZM0NTUnD179pYtW/74449Bb+TxeD///POGDRvmzJmjra09bty4BQsWbN68mcFgiCg0iYpleGLT09MjkUj//Oc/B80qPz8fV/HRo0flUgIAAAAAAEARBpld/fDhwzVr1rx8+RL/+fr168LCwsLCwqKiomPHjvn7+xOtcIRQdXV1dXX1pUuXsrOznZycBLLKzMz09vbG0w+wnp4eDodTVlZGo9Hs7e1zc3M1NDTeGmVzc/NHH31UWlqKEAoMDIyPjyeR/pxr393dvWXLlnPnzhEXd3d3t7S0PH78ODk5+YsvvkhMTORf4ZTH49FoNJzm36eMRCJ99913W7dujY+PLy0t/eOPP1paWsaOHTt9+vQ5c+Zs3LhRR0dHIKrKysqPP/6Yf4fmlpaWlpaW0tLSpKSkPXv2hIeHE3EKaGlpWb9+/e3bt4kjZWVlZWVlP/zww5kzZzZs2MB/cVtbm4uLy/379wXK5NGjRz/88EN4eHhMTIxA/pIWy3DGJoXh+RQAAAAAACAmwXZkfX29i4vLq1evPvvss2XLlvX29v744495eXkIISqVWlZWVlhYOHbsWB8fn7lz5zY0NBw9erS+vp7L5W7fvv2PP/5QVlYmsqqoqNi0aVNfXx9CyMzMjEKhGBgYdHZ2MpnMnJyc/v7+e/fu7dy5k79PMqjW1lYHB4eSkhKE0I4dOxISEoimOZfLXb16NW7vqqurUyiUWbNmvX79mk6n//LLLwih5OTkhoaGrKws4panT5+y2WyEkLGx8T/+8Q+Bz5o6dWpqaqo4Bffs2TM7O7umpiaEkLa29tKlS+fMmcNmswsLC8vKyvr7+yMiIrhcLp6WLWBgYODTTz+9ffv2nDlzVq9ebW5uXltb+69//YvFYvX392/ZsmXx4sUffPAB8YwbN27EDWhtbe1PPvnExMSkp6enuLgYb1P97bffLliw4JNPPiHyl6JYhi02KQzPpwAAAAAAAPEJ9iLKysrU1NR+/vlnYszJ9u3b3d3d8XbIhYWFM2bMyM3NNTIywmd9fHzMzc0bGxufPn1aW1trampKZHXy5EnchQgICBDYa4zJZNrb27e2tl6+fDk1NXWoF/YIoba2NkdHx0ePHuF8EhMT+S+Oj4/HbWV7e/sTJ06YmJgQp27durV58+Znz55dvnz5zJkzn376KT7+66+/4sTcuXNlKTg/Pz/chfjwww8vXrw4efJkfJzH4yUmJoaEhHC53D179ri6ulpaWgrce/Pmzb6+voCAgEOHDuFZ3QihXbt2LVmy5OHDhx0dHTh4okZyc3MRQrNnz87Ly+P/SeTEiRNeXl4IoePHj/O3oaUolmGLTQrD8ykAAAAAAEB8g8yuDgsL4x+2TiKRvvrqK+LPjIwMoguBENLV1d2yZQtOV1ZW8udTWFiIENLQ0IiLixPYrtjCwmL16tUIITab3djYOFRwHR0dFAqluLgYIeTv75+UlMTfhXj9+nVcXBxC6IMPPsjKyuJvKyOEVq5cef78efy533zzDXGcw+HgxMSJE6Uutd9+++2nn35CCI0dO/bGjRtEFwIX165du0JDQxFCXC43MTFR+Pa+vr758+cfPnyYaKYjhEaNGrV3716cxmO3+IsRIbRz506BUVWbN282MDBQVlYuLS0lJopIVyzDE5t0hudTAAAAAACA+AbpRXh6egocwftJI4Rmzpy5ePFigbPTpk3Did7eXv7ju3fvzsrKunr16qhRo4Q/RVtbGyfw7xXCOjs7KRQKbkFu3br16NGjAj9Z3Lp169WrVwihHTt2ECsp8bO1tXV0dEQI/f777y9evMAHW1tbcWLMmDFSl9rly5dxIigoiHgQfrt27cJrwl6+fHnQ1m10dLRAzwohZGFhgRNv3rwhDhKDxBoaGgSuJ5FIz58/7+/vf/HiBVE40hXL8MQmneH5FAAAAAAAID7BEU1kMtnY2FjgINENmDVrlnAWg3YSEELCk62xvr6+oqKiS5cuiQirq6tLYDatcBuROKuhoXHnzp1B89HV1cWJ0tJSAwMDhJC6+p/7vff09EhdakVFRTjh4uIy6AV6enqLFi26desWh8NhsVj8A70wa2trMUuSuHLPnj3Pnj3z8vL68MMPRbSYpSuW4YlNOsPzKQAAAAAAQHyCvQgNDQ0R7TMymSzFZzQ0NDx+/Biv5lRZWVlUVNTZ2Sn6lqNHj/b39yOE1NXVe3t709LSPD09bWxs+K+pr6/HiS+//PKtMbS3t+ME0YBubm6WutSIV/jC87MJRGfsxYsXAr2I0aNHT5gwQczPmjt3bnh4+Lffftvf35+ampqammpqarpkyRJbW1sHBwf+wVSyFMvwxCad4fkUAAAAAAAgPgXuOsfj8c6fPz979uzJkyd//PHHwcHBKSkpt27d6uzsVFNTEz0tAXchqFQqsdGbn5+fwNgnYmySONra2nBiypQpOCFijwsBJSUluPGK16pCCOFekLq6uvDyrwRicwnhOLW1tSV6lR4TE3Pt2rUFCxbgP//444/vv//ex8fHyMhowYIFJ0+e5B80JV2xDE9sUhueTwEAAAAAAGJSYC8iODjY3d0d79qmra29fPnywMDAY8eO3bp1q6mpycPDQ/TtVCrV19c3MDAQj8gvKytLSkrivwBPPEAIVVZW8t5m69at+OL58+erqanhDMVscMfGxvr5+fn5+eXn5+Mjo0ePRgj19vaKyIGYNY4vlpGTk9PDhw/r6upSUlI2bNgwadIkfPzRo0eff/75unXriGa0dMUyPLG9lfBvI4r4FAAAAAAAICNF9SIKCwsTEhIQQrq6uj/++OOrV69u376dmJjo5+e3YsWKt85s9vPz8/X1RQipqqoSGzhER0cTw3UQ3yJLv/32m/iBjRo1ytbWFiE0MDBw6tSpt14/MDBw69YtnCYWh9XX18eJmpqaoW4kdnomLpbd5MmTt2/ffuHChYaGhvLy8uDg4LFjxyKEsrKyTp8+LUuxDE9sb1VVVTUMnwIAAAAAAGSkqF5EVlYWThw7dmz9+vXC2yTX1dWJuJ2YvYAQsrW19fb2Rgh1dXUFBgYSxxctWoQTBQUFQ+Vz4sSJr7/+ev/+/QMDA8TB7du348TBgwffOkMjLy8PL3lEJpOXL1+ODy5cuBAnrl27NuhdLS0teAa2trY2sYaVdE6fPp2ampqWlsb/rp1EIs2cOfPgwYNnzpzBR4hJ1VIXyzDERhBYzotAp9Pl+CkAAAAAAEBBFNWLILZlMDc3Fz7b1tZ28+ZN8XOLjY3F/Qq8dCw+6OjoqKGhgRBKSkoatE9SXV3t4+OzZ88eOp3Ov3Tp2rVr8dq1T58+/eKLL0S0pHt6evz9/XH6k08+IQYLrVmzBifi4+MHHYRDHF+zZo3wqqkSOXHiBP5lZtCJHMQPHUR3SOpiGYbYEEJ4ONlvv/3G5XIFrq+qqjp79qxcPgUAAAAAACiUonoRxPYCxIxkAofDcXZ2bmlpwX+K0/jT09P77rvvcDogIKC7uxshNG7cODys//Xr12vXrq2oqOC/5dmzZ2vWrMFNVR8fH/5TqqqqJ06cwA3oH3744fPPPx90ekNra6u3tzfeSk9VVfXrr78mTs2aNYtCoSCEmpubKRTK8+fPiVM8Hi8pKSk2NhYhpKSkFBwcLGNJzps3DydCQ0MF5pf39vbu2bMHpz/88EOckLpYhiE29J8vBofDOXjwIP/19fX1mzZtEu5aSPcpAAAAAABAoVRkz2JQTk5O4eHhvb29ISEhdXV1K1as0NbWrqure/DgQUZGRldXl6qqKm4RRkRE+Pv729jY4DfoQ/Hy8srIyCgoKKitrd23b19MTAxCKCYm5ubNm0+ePHn8+PGcOXOcnZ0tLCzU1dWfPHly8eJFPGxm586dwrs62NjYpKSkbN++ncfjnT59+ueff/b29nZycjIyMhoYGKiqqmIymQcPHiRmSCckJAis1kqlUufOncvhcAoKCiwtLVesWDF79mw2m11QUPD48WN8zZ49e2bPni1jSX722WcHDx4cGBi4du3a1KlT165da2BgwOVya2trL126hCOcPHny5s2biVukLpZhiG3t2rU3btxACIWFhRUUFFAoFA0NjUePHp09e/bVq1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)
Barplots & contingency tables
We can examine size distribution of a single clustering with the function plotBarplot
. By default, the cluster picked will be the primary cluster.
plotBarplot(rsecFluidigm,main=paste("Distribution of samples of",primaryClusterLabel(rsecFluidigm)))
![](data:image/png;base64,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)
We can also pick a particular intermediate clustering, say our intial consensus clustering before merging.
plotBarplot(rsecFluidigm,whichClusters=c("makeConsensus" ))
![](data:image/png;base64,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)
We can also compare two specific clusters with a simple barplot using plotBarplot
. Here we compare the “makeConsensus” and the “mergeClusters” clusterings.
plotBarplot(rsecFluidigm,whichClusters=c("mergeClusters" ,"makeConsensus"))
![](data:image/png;base64,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)
Since “makeConsensus” is a partition of “mergeClusters”, there is perfect subsetting within the clusters of “mergeClusters”.
A related plot is to plot a heatmap of the contingency table between two clusterings provided by plotClustersTable
. This function plots a heatmap of the results of tableClusters
, optionally converting them to proportions using prop.table
function based on the parameter margin
. Here, we’ll set margin=1
, meaning we will show each row (corresponding to a cluster of the mergeCluster
clustering), as a proportion – i.e. how the samples in that row’s cluster are distributed across the clusters of the other clustering, makeConsensus
plotClustersTable(rsecFluidigm,whichClusters=c("mergeClusters" ,"makeConsensus"), margin=1)
![](data:image/png;base64,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)
Again, since makeConsensus
clusters are all completely contained in mergeClusters
, this plot has less information than if we were comparing competing clusterings (e.g. different results from mergingClusters
, see below). For example, there is nothing on the off-diagonal. But we can still see about how the smaller makeConsensus
make up the mergeClusters
.
Co-Clustering
We can also visualize the proportion of times samples were together in the individual clusterings (i.e. before the consensus clustering):
plotCoClustering(rsecFluidigm,whichClusters=c("mergeClusters","makeConsensus"))
![](data:image/png;base64,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)
Note that this is not the result from any particular subsampling (which was done repeatedly for each clustering, and those many matrices are not stored), but rather the proportion of times across the final results of the clusterings we ran. The initial consensus clustering in makeConsensus
was made based on these proportions and a particular cutoff of the required proportion of times the samples needed to be together.
Plot of Hierarchy of Clusters
We can visualize how the initial ensembl cluster in makeConsensus
was clustered into a hierarchy and merged to give us the final clustering in mergeClusters
:
plotDMar<-c(8.1,1.1,5.1,8.1)
par(mar=plotDMar)
plotDendrogram(rsecFluidigm,whichClusters=c("makeConsensus","mergeClusters"))
![](data:image/png;base64,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)
As shown in this plot, the individual clusters of the makeConsensus
ensembl clustering were hierarchically clustered (hence the note that the dendrogram was made from the makeConsensus
clustering), and similar sister clusters were merged if there were not enough gene differences between them.
2D plot of clusters
Finally, we can plot a 2-dimensional representation of the data with PCA and color code the samples to get a sense of how the data cluster.
plotReducedDims(rsecFluidigm)
![](data:image/png;base64,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)
We can also look at a higher number of dimensions (or different dimensions) by changing the parameter ‘whichDims’.
plotReducedDims(rsecFluidigm,whichDims=c(1:4))
![](data:image/png;base64,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)
In this case we can see that higher dimensions show us a greater amount of separation between the clusters than in just 2 dimensions.
Rerunning RSEC with different parameters
In the next section, we will describe more about the options we could adjust in RSEC
. As an example of a few options, we might, for example, want to change the proportion of co-clustering we required in making our makeConsensus
clustering (which used the default of 0.7), or change the proportion of genes that must show differences in order to not merge clusters or the method of deciding. We can call RSEC
again on our object rsecFluidigm
and it will not redo the many individual clustering steps which are time intensive (unless we request it to rerun it by including the argument rerunClusterMany=TRUE
). We demonstrate this in our next command where we change these choices in the following ways:
- set the proportion of co-clustering required by the argument
consensusProportion=0.6
,
- make the merge cutoff
mergeCutoff=0.01
- decide to use a different method of estimating the proportion differential for merge by setting
mergeMethod="Storey"
instead of the default (“adjP”).
- no longer adjust the minimum cluster size and use the default (
consensusMinSize=5
).
These are the main parameters we might frequently want to tweak in RSEC
.
rsecFluidigm<-RSEC(rsecFluidigm,isCount=TRUE,consensusProportion=0.6,mergeMethod="JC",mergeCutoff=0.05)
Notice that we save the output over our original object. This is the standard way to work with the ClusterExperiment
objects, since the package’s commands just continues to add the clusterings, without deleting anything from before. In this way, we do not duplicate the actual data in our workspace (which is often large).
We can compare the results of our changes with the whichClusters
command to explicitly choose the clusterings we want to plot:
defaultMar<-par("mar")
plotCMar<-c(1.1,8.1,4.1,1.1)
par(mar=plotCMar)
plotClusters(rsecFluidigm,main="Clusters from RSEC", whichClusters=c("mergeClusters.1","makeConsensus.1","mergeClusters","makeConsensus"), colData=c("Biological_Condition","Published2"), axisLine=-1)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABCIAAAPxCAIAAACgvpsLAAAABGdBTUEAALGPC/xhBQAAACBjSFJNAAB6JgAAgIQAAPoAAACA6AAAdTAAAOpgAAA6mAAAF3CculE8AAAABmJLR0QA/wD/AP+gvaeTAAAACW9GRnMAAAAWAAAAQQDmxykMAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAAB3RJTUUH4gofARYw7hGgDQAAAAl2cEFnAAAEgAAABIAAw6e9VQAAgABJREFUeNrs3XdAFcfC9/E5IlURRLBEUaNiRcUWscWSRMGCYouJUQKiAXvUXPXm5lESY64Ga+yxoLErotcWC2piIYoNRDSIBYFYEYyotMN5/9jn2XveQxUGUPl+/tqzO2d2dleS/Z2d2dHodDoBACiVbt269euvvx46dOjWrVsPHz588uSJpaVlpUqVmjZt6uzsPGDAgLp16+by9SVLlowbN079WK5cueTk5JI+JvxXSEjI3Llzr1+/fufOnYyMDFNT02bNmp05c6ak21XybG1tExIS8lnYzMyscuXKbdu2HTRo0IABA8qUKZN7+bS0tAMHDhw7duzChQt3795NSkp6+fKlpaWltbV1w4YNW7Ro0bt373bt2mk0mtx3mpqaWrCjO3jwoIuLS+5lCvm3D+SLDgBQ+ly9etXd3T3P/0d079798uXLOVXy008/6RcuV65cSR8W/mv+/PlZL2iTJk1Kul2vhUqVKhXsrql169Z3797Nqdr09PSFCxfa2trmWY+Dg8OuXbsyMzNzqsrU1LTAt3YHDx7M5dil/O0D+VEmH/9cAQBvD51ON3fu3KZNmwYFBeVZ+PDhw61bt541a5buTX707eTkpNEzceLEkm5Rkbt9+/b06dNLuhVvofPnz3fs2PHJkydZN/3999/dunWbOHHi48eP86znxo0b/fv3Hz58eEZGRrE1vhT+7aNkETMAoBTR6XSjR4+eOnVqZmZmPr+SkZHxzTfffPXVV9xtvEFOnz5d4C43yN3du3enTJlisDIzM7Nv374nT558pao2btw4atSo4mk2f/sofmVLugEAgOKzaNGiFStW5LTVysrq2bNn2d6FzJs3r3Xr1kOGDCnpI0C+REVFGazZu3dv165dtVptSTftdWRmZta8eXODlTqd7tGjR/Hx8WlpaQabfvnll9mzZ1etWlVdExAQcOLECYNiZcuWbdmyZa1atYyNjWNjY6Ojo+/du2dQZt26dZ988slHH32UewstLCyaNm2az8OxsrLKupK/fZSAku61BQAoJpcuXTI2Ns76P4Lhw4cfP348JSVFp9OlpaVFR0fPmDHD2traoFilSpUSExP1K3xTxmYY3EFOmDChpFtU5CZPnqx/yPXr1y/pFr1eDMZm5DJkJS0tbdmyZVlHSmzatEm/WOvWrQ0KeHt7x8fH65fRarV79+5t0aKFQcnu3btn3a/BHlu1alWY45X+tw/kB52mAKC0mDFjRnp6uv6a8uXLHzt2bP369V26dFFua4yNjevWrTtz5szLly/r/1grhEhISNiyZUtJHwQKIttbTOSHsbGxr6/vl19+abA+IiJCXX706NH58+f1t/bv33/VqlXvvPOO/soyZcr07t376NGjjRo10l9/7Nixp0+fFulR8LePEkHMAIBSISoqau/evQYrd+3a1bVr12zL16pVK+s40Q0bNrzSTjt27Kg/9trb2zvbYj4+PvrFnJ2dsy32999/r1q1atCgQfXq1bOysipbtmylSpUaN248dOjQgICArO/S/fe//61UGBYWpr9+0aJFuYwF1+l0R44cGTt2bLNmzSpXrmxiYlK1atVWrVpNmTLl9OnTOR3p2LFj9Q9B/W374cOHkydPbtq0qYmJicGdaAGOKE/qIc+bN09//dWrV9W2qWOOC9ZmIURqauq2bdu8vb2bNm1auXJlY2PjSpUq1a9f/+OPP16xYkW2w6MVvXv31t/jZ599JoRISUlZsGBBhw4dbG1tTU1Na9euPWDAgD179uj0xgOcO3fO19e3fv36FSpUsLGx6dChw4gRI3777bdXPT8FlrVTU1JSkrocFxdnsPWTTz7J6X21NjY2X3/9tf6ajIyMW7duFV3jS+RvHxCCTlMAUDr861//Mvjv/7Bhw/L8VocOHfS/YmZmlpGRoW7Ns9OUwddHjBiR7V6++OIL/WJt27Y1KJCZmbl06dIKFSrk8r8zKyurn376SavVqt/64Ycfcv8/YNbeU2FhYe3bt8/lKy4uLjdu3Mh6CGPGjNEvpnRxOXXqlH6bQ0NDC3lEecrzkIUQ6enpBWuzIiAgwN7ePpf6LS0tv/nmm7S0tKzN69Wrl37JoUOHRkRENGjQINt6+vbt++zZs4yMjAkTJuR0y+7l5aUezivJf6cpxZUrVwx2PXPmTHVr1vy5Y8eOXGqLiYnp8P87e/asQRmJnaaK4m8fyA+GgANAqfD7778brBk/fnye3/rqq68MOmo/fvy4SpUqxdz4yZMnL1iwIPcyT58+HTduXFhY2KpVq3Kf+CwnR48e7d+//7Nnz3Ip8+uvv7Zr127//v3vvfde7rVFRES4uLjk9ESieI7oVeXeZq1WO2bMmJUrV+ZeybNnz7777rsTJ04EBQXlPj1FVFRU165dHz16lO3WPXv2+Pj4mJiYrFu3Lqca1q5da2trO2fOnKI+Mw8fPjRYU6tWLXXZwcHBYOvy5cvd3NxMTEyyra1mzZqnTp0q6jar3ui/fbzRiBkA8PZLTU09e/as/hp7e/tWrVrl+cW+ffv27du3ZBu/b9++PO/IVatXr27btq3SO+u9995TRkKvX79efyqDFi1adOvWTQjRqVMndeXt27cHDBiQe8ZQPH78uHfv3leuXMnllkun002YMCGn+/UCH1Ge1EM+ceLEhQsX1PU2Njaenp7Kck6JJfc2CyFmzJiRZ8ZQnTx5cujQoQcOHMhlzuzQ0NDcK9m0aVOeO1qwYMGECRMMRkFId/DgQf2PZcuW/fDDD9WPtra2FStWTExMVNccO3bM2dl58uTJffv2LV++fJG2LXdv9N8+3nTEDAB4+8XHxxvMotC6devi+YG88ObOnav/0djYeOzYsR988IGVldWDBw+OHTu2bt26ly9fqgX8/Py8vLzKlCnTrVs3JU4cPXpUP2a8//77/v7+BnsZNWrU33//rX4sW7bspEmTevfu/c4779y6dWv16tXbt29Xtz569GjcuHH6awxERERkfQtq4Y8oz3OlHvKUKVP0Y0a1atWyHvIrtfmPP/74/vvvDVY2aNCgV69ezZo1u3nz5vHjxw1+oT906NCKFStGjx6d+34tLS07depkb28fERGR0+iXChUqdOrUqUaNGuHh4SEhIfqb0tPTQ0JCBgwYkOfJKZj09PSff/7ZoH/gJ598UqNGDfWjRqNxd3dfu3atfplLly599tlnRkZGTk5O7dq1a9myZfPmzRs3bmxmZlaAZly7di2nMUsG1q1bpz/E/I3+28ebjpgBAG+/hIQEgzV16tQp6Ubly8uXLw1uXufPnz927Fj144ABA9zc3FxcXNQ1cXFxly5dys/vtapLly4dPXpUf01gYKCbm5uyXLdu3Y8++qh58+b6I3d37tx58+bNunXrZluhcr9epkyZwYMHt2jRombNmklJScqNafEcUQHk0mYhxOzZsw3KDx8+fMWKFebm5spHnU43b948g9nffvzxx1GjRpUtm+PNRsuWLYOCgmrWrKl8XLt27YgRIwzKtG3bNjAwsHr16srHVatWGQzmuXr1aiFjxs2bN7PexOt0usePH8fGxhq8o6lp06ZZH0bNmjXr8OHDWceCa7XaCxcuqJHPyMioUaNG77//vqura5cuXfL/oOPFixcGDyVy8vz5c/2Pb+7fPt4CxAwAePtlfflPthN4vYbu37+v+/9nIM46g0GPHj2aNGly//59dU1cXNwr3ZSvX7/eoEI1Y6imTp0aEBBw48YN5aNOp1u3bt2sWbNyqrNy5cq//vpr1kkSiueICianNj9+/NjgVUWtW7cOCAjQ/1Fco9FMmTIlOjpav2PVnTt3fvvttw8++CDb3Wk0mrVr16oZQwjh5eX1ww8/REdHq2uMjIzWrVunZgwhxMiRI3/44Yc7d+6oa27evFnIA09JScnnTXyPHj3Wr1+fdcxJtWrVzpw5M3HixF27duXyda1WGxERERERsWzZMhMTk0GDBvn7+xu8PVauN/dvH28BXmgLAG8/g/taIYSRkVFJNypfypUrZ7Bm/PjxI0aMOHHihH4Pn4iIiMd6XrVPucHjhZ49e2YtY2Rk1KNHD/01J0+ezKXOuXPnZr1fL7YjKpic2pz11bF+fn7ZdryZPn26wbOLrOOPVQ4ODlnn3n733Xf1PzZp0sRglgmNRmNQptimNl+zZs2vv/6a05gce3v7wMDAw4cP9+nTx9LSMs/a0tLSNm3a1KhRo/wMQSmwN/dvH28BYgYAvP1sbGwM1uiPQ3id2draVq5cWX9NSkrK2rVru3btWqlSJXd391WrVsXExBRmF1qt9vLly/prlDeoZrVkyRL9YsrLXrOts0yZMkOGDCmpIyqYXNpsMPFI2bJlu3fvnm3JWrVqOTo66q+5dOlSTnvMtveOwRCU/JQpNj4+PmPGjMn9b+ejjz76z3/+k5CQ8Pvvv8+YMaNnz57VqlXLpXxSUpIyFXcRtfnN/dvHW4CYAQBvv6x9POLj40u6UflSpkyZ//mf/8l2U3Jy8u7du7/44ovatWs3adJk8uTJBnfD+ZSUlFSwn8NfvnyZ03uZatasmbUrVLEdUcHk0mb9AfRCiNq1a+cy3MIgGBh8V19Ou3vVMsUmPT192bJl/fv3zyleqoyNjTt16jRz5sz9+/f/9ddf9+/fP3DgwD//+c9OnTplzUiZmZkGE/Zllf95M9RpFhVv7t8+3gLEDAB4+1WvXt3gFf4XL14s6Ubl15gxY1avXp37YNnIyMj58+c7OTl179793r17r1S//nTOryrr+FpF7vNFFPURFUwubTb4/Tv3t8fqj6MQQui/5vW1le30fKmpqTdv3lywYIFBD6jg4OCss/XlrkqVKq6urt9///3vv/9+8+bNrK8nPnfuXC6v+SqMN/pvH286hoADwNvPzMysTZs2+m8LjYyMvHPnTu3atXP/4u7duw1ehLp48eKWLVsWc/tHjBjx8ccfb926dd26dSEhIbn8lnzkyJG2bdteunQp9xt9g5NjsGbw4MG5T3StKvCUCEV6RNIZzFb+119/5VJYf+S6ECI/oxReTyYmJnXq1Jk4caKZmZmvr6/+pvDw8GbNmqkfU1NT9a+gRqPJ5SFM7dq1V61a9fz58y1btqgrtVrtzZs3DUahSPGm/+3jjUbMAIBS4f333zeYlODnn3/OOhOCgW3bthl8qzA3u/qvOtX34sWLPL9bvnx5b29vb2/vhw8f7t+/f+/evYcPHzZ4d6ciNjZ29uzZ8+bNy2ersnZed3NzGzp0aIEPM5+K7oikM7jod+7cycjIyKnflP57ooQQtra2JdVsWdzc3AxihsHTjL59+x46dEj9WL58+cTExFz6lWk0moEDB+rHDCFETExMUcQM8Xr87aN0otMUAJQKWe+b582bFxUVlctXHj16pH/zJISwtrbO58/82Xrw4EG26yMiIvJfSeXKlT09PXft2vX48eMDBw74+PgY/NYuhDh8+HD+KzQ3NzfoBZT7aZFO+hFJZ/A+qIyMjCNHjmRbMiYmxuBq6v/q/4bKOob74cOHuRRITk4ODw/Pvc6s0bro8tjr8LeP0omYAQClQpMmTfRnfBNCpKamurq65vRSo7S0tAEDBhh0rB80aNArveTH4Pbr0qVLBhMSCyHOnDmTy0Bnd3d3Jz2LFi1SN5mZmbm6ui5fvvzu3bsGMzPoT6qQVdYeSp06ddL/ePDgwWx7McXHx5/Sc+7cuQJciKI4oqLWuXNngzX/8z//k+0p+vbbbw0ms8tp0ow3SEZGhsEa/TnahRBt2rQxKODj45Ptgym1wo0bN+qvKVOmjMFbeiUqkb99QBAzAKD0mDlzpsEr82/dutWsWbO5c+fqv3zm77//DggIaNq0qcG8EBqNZtSoUa+0x/r16+t/vHfv3j//+U/9m7ZTp059+umnOXWmEkK8fPkyTI+/v/+jR48MylhZWTVu3Fh/TdZ+UAZ1GqwxmEM6NDR027ZtBmVSUlLc3d076Vm4cGEBrkJRHFFRs7OzM5hL5Pz58x4eHvpnMjMzc9asWevWrdMvVrNmzawR5Y2TNRsb/BPq37+/wS14aGho165d9+7dm/UlZhEREQMHDjR4VtClS5ci7ZJU/H/7gGBsBgCUHm3btv32228NXp35999/T506derUqVWqVKlYseKDBw9yejXQmDFjDN6VmaeGDRsarJk/f/7+/fvbtm1rZGR09erVPB8I9OnTR/+GLC4uztnZ2dfXt3nz5paWlikpKfHx8QcPHjSY4MxgwmyDGfHOnDmTkpKiP/Lb3d393XffvX37trpm6NCh58+fd3Nzq1mz5rNnz86dO7do0SL9HvkajWby5MkFuApSjqj4ff311wcOHNBf88svv5w9e7Znz55Nmza9efPm0aNHs17Nf/7znwavOXo7GMSMqlWrTpgwYcGCBforQ0ND3dzcqlatWr9+/Ro1apiZmT148ODWrVvXrl3LWuFXX32V+x6vXbvm7Oycz+aZmJgYzIpY/H/7gBBC5PM1zACAt0BGRsawYcMK8D+Lrl27JicnG9T2008/6ZcpV66cQYGEhISsk17nqW3btmoNT58+LUCP8MOHD+s3w8PDw6CAra1tkyZNlJ4/iuDg4Gyntc7JtGnT9HcxZswY/a25zHIg5YjyZBCBsn1ha/7brJg2bdortdnNzU2r1erX0KtXL/0Cffv2zboXg6nWP/7446xlDDpiDR069NX+DHQ6g0cH2Z4fVWZmpsHDivbt2xuUefbsWbYTqOfHF198kXWnhZkwxNTUNGuFcv/2gfyg0xQAlCJGRkbr16/Pcy4wA4MHD963b18BAoONjc13332Xe5latWoZdMjRV6FChW3btllbW+d/p5MmTfroo4/01xgMvRBCPH78+OrVq0+fPlXXdOvWbenSpfnsfe7j45Pni3qK9IhKxKxZs7JO+JCT7t27//LLL29Hb36NRmMwKP/atWu6/39oSvny5Y8dO9a1a9dXrXz8+PHLli0rhqMo5r99QDA2AwBKG41GM2vWrNDQ0PyMzW3ZsuWePXu2bdtmYWFRsN1NnDgxp0mvhRDOzs7Hjx/P/df9du3anT171mAMa7ZsbGyWLl1q8LJ/IYSnp2eXLl3y/Lqvr+++ffsMJrE20Lx5861bty5fvrwwN9CFP6ISYWRktGrVqjVr1hhMwGfA2tr6+++/P3DgQNb3Zb25DJ5UJCYm+vn5ZT3wo0ePrlu3Lvd/QipnZ+fffvtt0aJFxRbGivlvH2BsBgCURq1btz569GhkZOSBAweOHDly9+7dBw8e/P333xUqVKhYsWKjRo3atm3bs2fPwg8J0Gg0fn5+AwYMWLZs2YkTJ+Li4jIyMqpUqeLk5DRkyJDBgwcbjEzNVv369Q8ePHj16tWgoKDIyMj4+Pi//vorPj7e2Ni4Ro0a1atXt7e379atm5ubW7aTwZUpU+bQoUNr167dsGFDTEzMvXv3dDlMh+fq6nr9+vXAwMADBw788ccfDx8+fPnyZY0aNWrVqlWvXr1hw4Z17NjxlfpWFdERlRSNRuPl5TV06NBdu3YdOXJEOUVJSUkVKlSwtbVt2bLlhx9+OHjw4LcpYCiGDx9+/Phx/TV+fn4zZ840KFamTJnPP//cw8Pj9OnThw4dunjx4rVr154+ffr333+XLVtWOUtNmzZt2bJlv379DF6QUGyK7W8f0OhynnkUAAAAAAqATlMAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAsrIl3QAABRRX3b6km4AS03H4ipJuAgBDtg2nlXQT/tf52xHFsJcxx1YVw16W/j6yGPaCosDTDAAAAACSETMAAAAASEbMAAAAACAZMQMAAACAZMQMAAAAAJIRMwAAAABIRswAAAAAIBkxAwAAAIBkxAwAAAAAkhEzAAAAAEhGzAAAAAAgGTEDAAAAgGTEDAAAAACSETMAAAAASEbMAAAAACAZMQMAAACAZMQMAAAAAJIRMwAAAABIRswAAAAAIBkxAwAAAIBkxAwAAAAAkhEzAAAAAEhGzAAAAAAgGTEDAAAAgGTEDAAAAACSETMAAAAASEbMAAAAACAZMQMAAACAZMQMAAAAAJIRMwAAAABIRswAAAAAIBkxAwAAAIBkxAwAAAAAkhEzAAAAAEhGzAAAAAAgGTEDAAAAgGTEDAAAAACSETMAAAAASEbMAAAAACAZMQMAAACAZMQMAAAAAJIRMwAAAABIRswAAAAAIBkxAwAAAIBkxAwAAAAAkhEzAAAAAEhGzAAAAAAgGTEDAAAAgGTEDAAAAACSETMAAAAASEbMAAAAACAZMQMAAACAZMQMAAAAAJIRMwAAAABIRswAAAAAIBkxAwAAAIBkxAwAAAAAkhEzAAAAAEhGzAAAAAAgGTEDAAAAgGRlS7oBkEOn00VGRl6/fj0+Pj45OdnGxsbBwaFt27bly5cv6aYBAACg1CFmvPFSU1MXLly4bt26P//802CTiYnJJ598MmPGjHfffTfrFx0dHa9evdqkSZOIiIiSPog33r59+5KSktzd3cuVK1fSbQEAACh5xIw3W2ho6LBhw7IGDEVaWtr69esDAwM3btzYt2/fkm7sf0VHR2/cuFEI0a9fPycnp5JuTmE9fPiwX79+Wq02NjaWmAEAACCIGW+0P/74o3v37s+ePRNCVK5c2dPT08XFxd7e/vnz53fu3Dl9+vTSpUufP3+enJw8ePDg4ODgjh07lnST/1d0dLSfn58Qonbt2m9BzNi4caNWqy3pVgAAALxGiBlvqvv37/fs2VPJGAMGDFi1apWNjY26tVmzZm5ublOmTHF3dz99+nRaWpqXl9eVK1dMTU1LuuFvmytXrnzzzTcl3QoAAIDXC2+aelONGzcuMTFRCOHm5rZ161b9jKGys7MLDAysXr26EOLGjRsHDhwo6Va/JXQ6XWxs7K+//urt7f3ee++9ePGipFsEAADweiFmvJHCwsJ27twphKhYseLq1avLls3xqVSVKlUmTZqkLAcGBpZ0w98SvXr1qlmzpqur65o1a1JSUkq6OQAAAK+dNyBmfPjhhxqNpnfv3kKIBw8eTJ06tWHDhhYWFhUrVmzfvv26det0Op1Scv/+/b17965SpYqpqamDg8PAgQNzf4fSyZMnvb2969WrV65cORsbm1atWo0dOzYyMjLbwh07dtRoNAMHDhRCJCcnT58+vWbNmhqN5ujRo/rFnjx58u2337Zs2dLKysrS0rJFixZz585Vfu12cnLSaDSfffZZ4RuzcuVKZWH8+PF2dna5n8CPP/5Yo9EIIfbu3Zuampp7YVtbW41G8+GHH2a79dSpUxqNRqPRLFmyxGCTTqc7fPjwoEGDnJycrKysKlWq1Lp1aw8PjytXrugXmzJlikajcXV1VT56enoqFd65c6eor04+W5gfaWlpr/oVAACAUuVNGpsRGhrq5uZ2//595ePLly9DQkJCQkLOnj27bNmy0aNHqzffQojo6Ojo6Ojdu3fv27fPxcXFoKoXL16MGDFi69at+msSExMvXry4dOnSMWPGLFy4MKdHBE+fPnV1dQ0JCcm66fjx44MHD378+LG65vLly5cvX96wYcP+/ftzOq5XbYxOp9u1a5ey7OHhked5q169emRkZEZGRtFdmqdPn/bq1ev06dP6K588eXLhwoUNGzZMnz599uzZ+a+tKK6O3BYGBgamp6erHwcPHnz8+PGiO70AAABvnDcmZsTGxvbq1evx48fDhg3r0qVLamrqjh07lHu7lStXhoeHh4SEWFtbe3t7t2jRIi4ubsmSJbGxsVqt1sfH5+bNm0ZGRmpVWq22T58+x44dE0KYmpq6uro2adLk5cuX58+f//3334UQS5cujYuLCwoKUh4C6NPpdCNHjlTvYqtXr25paaksnz9/vmfPnkoXmnfffbdz5861atW6dOnSiRMnrl692qtXr2x71xSgMTExMQ8ePBBC1K5dO9sJMbJq2LBh0V0arVb78ccfK3fwVlZW/fv3r1OnTkpKyrlz544cOSKE+OGHH1q3bt2/f38hxD/+8Q9vb++TJ0+OGjVKCDF79mx3d3flTBbd1XmlFuaHlZWV/kcTE5OiO70AAABvojcmZoSHh5uYmBw+fFjtz+Pj4zNkyJDt27cLIUJCQho2bHjo0KGaNWsqW729vRs1avTw4cOYmJg7d+7UrVtXrWrevHnKXWynTp0CAgLq1KmjbgoODvbw8IiPj9+zZ8/mzZuHDh1q0Ixjx44lJSW1a9duzpw5bdq0MTMzU9ZnZGR4eHgoQWLkyJFLlixRbz1v3brVp0+fq1evZntcBWjM5cuXlYUWLVqU9GX530tz6NAhIUTz5s2PHz9esWJFdVNAQICnp6cQYtWqVcpNfOXKlStXrqx2kapWrZpBBCqKq/NKLQQAAEDhvQFjM1TTpk3THzOg0WimTJmifly7dq2aMYQQNjY2I0aMUJajoqLU9S9fvvzxxx+FEDVq1AgKCtK/ixVCfPDBB9u2bStTpowQ4rvvvsvahqSkpLp16x4/frxTp07qXawQYt++fcqwga5du65cuVL/5+06deocOnTI2Ng4a20Fa0xCQoKyUKVKlZK+JkIIoT49mDhxov4dvBDCw8OjWrVqRkZGYWFh6hCaXBTR1ZHYQgAAAOTHmxQzPv/8c4M1Dg4OykLjxo3btWtnsLV+/frKgv645+DgYGXsxPjx4ytVqpR1Lx06dOjRo4cQ4s8//7x3717WAt98803W2SfUgQT/+te/snbmqVGjRtaf3gvcmKSkJGWhQoUKxXoBcqB2SIuLizPYpNFo/vrrr4yMjHv37mU9LbJOiL5sr47EFgIAACA/3phOUxYWFrVr1zZYqf5i3aRJk6xf0f89W6UOAjY3Nz9x4kS2+1LnoAgLC6tWrZrB1qwDyoUQZ86cUfbYtWvXbOvs2bNnQECAlMaot9GvyatU33vvPWXBz88vPj7e09OzTZs2BbtlL6KrI7GFAAAAyI83JmaYm5vncl9oYWGRz3piY2OVhXHjxuVZ+O+//zZYU7Zs2awvkNVqtcrP5LVq1cqpkbVq1ZLVGPU++8mTJ4U4o9K0aNFi+vTpP/zwQ0ZGxooVK1asWFG3bt3333+/Q4cO3bt3t7e3z39VRXF15LYQAAAA+fEmdZqSQu1xlB9Pnz41WGNnZ6eMDdD37NkzpVt/1apVc6oq6+/uBW6MmlhynxVE36VLl5Tb6yJ67+rs2bMPHjzYunVr5ePNmzfXrVvn7e1ds2bN1q1b//LLL/kc9lAUV0duCwEAAJAfpS5mlCtXTlmIiorS5WXkyJGG5yu7u1j1WYryntls6U+mUcjGtGrVShliHh4ens/78jlz5vj6+vr6+p46daowZy/rAwSVi4tLaGjo3bt3ly9fPmjQoHfeeUdZf+HCheHDhw8YMCA/9/FFcXXkthAAAAD5Uepihvp2pmvXrsmq08TEROnIFBMTk9OtatZZrgvcGDMzsw4dOgghMjMzN27cmGf5zMzM4OBgZbmQ78C9ceNG7gXs7e19fHy2b98eFxd39erVyZMnW1tbCyGCgoI2bdqUZ/1FcXXkthAAAAD5UepihrOzs7KgDNrOVkBAwMyZM7///vvMzMx8Vqu85+rly5c5PS5Q5oKQ1RgfHx9lwd/fPzk5Ofe2HT9+XHmWYmFhkdMIdQP67+bSd/78+awrN23atGLFip9//lk/Ymk0msaNG/v7+2/evFlZYzADd7aK6OpIbCEAAADyo9TFjB49epibmwshFi9efPfu3awFoqOjvb29/fz8zp8/n3snHH3qzG6zZs3KuvXhw4erV6+W2Bh3d3flZb4xMTFjxozJ5YY7JSVl9OjRaiPVXkk5UbpjXbt2TavVGmy6cePGli1bsn4lICDA19d31KhR2Y4VUcer5BmHiu7qSGwhAAAA8qPUxYxKlSopffpfvnzp7u5+/fp1/a3x8fFubm7KHba3t3f+q/30009r1KghhDh8+PD48ePT09PVTX/99VefPn2yfflsgRtjbGwcEBCg3Gdv2LBh+PDh2Q7SSEpK8vLyUmYnNDY2njlzZp4H4ujoKIRISEjw9/fXXx8bG/vpp59mzR5CiJYtWyoLU6dO1T9wIURqaqqfn5+y3KZNm6zfffjwYTFcnQK0MCkp6df/85q8OBgAAOAN8sa80Fai2bNnHz16NDIy8uLFi05OTj179nR0dDQ1NY2MjAwMDFT6C02cOLFXr175r9PMzGz9+vXdu3fXarU//fTToUOHOnfuXLt27StXrhw5ciQhIeGDDz6Ii4v7888/y5YtK6Ux7du3X758uY+Pj06n27Rp0+HDh728vFxcXGrWrJmZmXnjxo2IiAh/f3/1Pn7BggV169bN80Dc3d2PHDkihJg2bdqZM2dcXV3Nzc0vXLiwZcuWx48f+/r6rlmzJi0tTf8rw4YN8/f3z8zMPHjwoIODg7u7e7Vq1bRa7Z07d3bv3q00wN7e3sPDQ/2KOmh+3bp1NjY2ZmZmbm5uymyDRXF1CtDC69evu7q6KsuxsbFKhgQAAEA+lcaYUa5cuRMnTgwYMODkyZOpqalBQUFBQUHqViMjozFjxsybN+9Vq+3WrduOHTuGDx+enJwcFRWlPENQ9OvXb+PGjcpv6gbdlgrTmFGjRlWoUMHX1zcpKenRo0dz5syZM2dO1mJly5adM2fOmDFj8nMUPj4+J06c2L59uxDiP//5z3/+8x91k5eX1+LFi9euXWvwFUdHx4CAgNGjRycnJ8fExCxcuNCgQLNmzbZt22ZlZaW/xtraOikp6fr168rji9u3bysxoyiuTgFaCAAAgMIodZ2mFHZ2dr/99tvu3bsHDx5sb29vampqZ2fXvn17X1/f69evL1q0KP/9/vUp/XwmT57coEEDMzOzihUrdunSZcuWLbt27bKwsFCm8Ms6OqIwjRkyZEhUVNT48eMrV66cdauRkdHAgQPPnTs3adKkfB6CRqPZunXr7t27e/ToUbt2bRMTk2rVqvXp02fv3r1r1qwxeBSjGjZsWExMzMyZMzt37lynTh1TU1NbW9uWLVsOHjz4119/vXz5csOGDfXLW1tb79u3r2PHjpaWluXLl69fv74yJqTors6rthAAAACFoWGugOLx5MmTSpUqCSGWLl2qjsmWSKvVhoaG3rx58/79+2lpadbW1vXq1XN2dra0tCzpQ0dRiavO/OWlV8fhK0q6CQAM2TacVtJN+F/nb+d3At/CGHNsVTHsZenvIwtfCUpEaew0VRTCwsIuXbokhHBxccl2LvDQ0FBloUGDBkXRACMjI2dnZ/WFsAAAAEAJKqWdpqSLjY319PT09PQMCAjItsDcuXOFEObm5iQBAAAAvPWIGXJ07tzZ2NhYCLFo0aLbt28bbN28ebMyPV+/fv3ynLkCAAAAeNPRaUoOS0tLf3//CRMm3L9/v02bNqNHj3Z2djY3N7927dqxY8cCAwOFEGZmZtlO3gcAAAC8ZYgZ0owbNy4uLm7+/PkJCQnfffedwVZLS8ugoKA6deqUdDMBAACAIkenKWk0Gs3cuXOvXbv2xRdfODs729nZlS1b1tbWtkOHDjNmzLh58+YHH3xQ0m0EAAAAigNPMyRzcHBYsYIXTQIAAKBU42kGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQrW9INAACgFPlhcPOSbkKxqtLTtKSbIIQQH9yzK4a92K6fVtIHCrxGeJoBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQrGxJN+AtodPpIiMjr1+/Hh8fn5ycbGNj4+Dg0LZt2/Lly5d00wAAAIDi9rbFjOjoaAcHByHE119/PWvWrGLYY2pq6sKFC9etW/fnn38abDIxMfnkk09mzJjx7rvvlvSJQdHat29fUlKSu7t7uXLlSrotAAAAJe9tixnFLDQ0dNiwYVkDhiItLW39+vWBgYEbN27s27dvSTcWReXhw4f9+vXTarWxsbHEDAAAAEHMKIw//vije/fuz549E0JUrlzZ09PTxcXF3t7++fPnd+7cOX369NKlS58/f56cnDx48ODg4OCOHTuWdJNRJDZu3KjVaku6FQAAAK8RYkYB3b9/v2fPnkrGGDBgwKpVq2xsbNStzZo1c3NzmzJliru7++nTp9PS0ry8vK5cuWJqalrSDYdkV65c+eabb0q6FQAAAK8X3jRVQOPGjUtMTBRCuLm5bd26VT9jqOzs7AIDA6tXry6EuHHjxoEDB0q61ZBDp9PFxsb++uuv3t7e77333osXL0q6RQAAAK8XYkZBhIWF7dy5UwhRsWLF1atXly2b40OhKlWqTJo0SVkODAws6YZDjl69etWsWdPV1XXNmjUpKSkl3RwAAIDXjsyY8eGHH2o0mt69ewshHjx4MHXq1IYNG1pYWFSsWLF9+/br1q3T6XRKyf379/fu3btKlSqmpqYODg4DBw6MiIjIqdqnT5/OmzevS5cuDg4O5ubmtra2zZs3HzBgwMGDBzMzM/PfvISEBCcnJ41Go9FoJk2apDZGcfLkSW9v73r16pUrV87GxqZVq1Zjx46NjIzMtqqVK1cqC+PHj7ezs8t9vx9//LFGoxFC7N27NzU11WBrenr62rVre/fuXb16dRMTExsbGycnp8mTJ0dHR2dbW8eOHdWTnJGRsXr16k6dOlWuXLlcuXLNmzcfMWLEzZs3s/2iTqc7fPjwoEGDnJycrKysKlWq1Lp1aw8PjytXruTS+Fc6LcXTNltbW41G8+GHH2Zb1alTp5RLvGTJEilnIFtpaWmv+hUAAIBSpUjGZoSGhrq5ud2/f1/5+PLly5CQkJCQkLNnzy5btmz06NHqbboQIjo6Ojo6evfu3fv27XNxcTGoaufOnV5eXsoQCEVKSkpCQkJ4ePiuXbs6dep06NAhc3PzPJv05MmTjz76KCwsTAgxYcKEefPmKbf+QogXL16MGDFi69atauEXL14kJiZevHhx6dKlY8aMWbhwof7zCp1Ot2vXLmXZw8Mjz11Xr149MjIyIyMj66aoqKi+fftev35dXZOYmJiYmBgWFrZ48WI/P7/p06er7TSQmJg4cODAY8eOqWvCw8PDw8M3bNiwefPmQYMG6Rd++vRpr169Tp8+bXBOLly4sGHDhunTp8+ePdug/lc9LcXZtgKQu5fAwMD09HT14+DBg48fP174RgIAALw15MeM2NjYXr16PX78eNiwYV26dElNTd2xY4dyE7Zy5crw8PCQkBBra2tvb+8WLVrExcUtWbIkNjZWq9X6+PjcvHnTyMhIrer69euffvqpcj9Xr149V1fXatWqJScnR0REHDhwICMj4+TJkxMnTtQPLdlKSkrq3r37pUuXhBDjx49fsGCBeu+u1Wr79Omj3BCbmpq6uro2adLk5cuX58+f//3334UQS5cujYuLCwoKUr8SExPz4MEDIUTt2rXzOSFGw4YNs66Mj4/v2LHjo0ePhBBWVladO3d2cnJ68OBBSEhIeHh4RkbG119/rdVqsx1enJmZOXTo0GPHjjk5OfXp06dRo0Z37txZvXr1rVu3MjIyRowY0a5duxo1aqjH+PHHHyt32FZWVv37969Tp05KSsq5c+eOHDkihPjhhx9at27dv39/tf4CnJZia1sBSN+LlZWV/kcTE5PCNA8AAODtIz9mhIeHm5iYHD58WO3W4uPjM2TIkO3btwshQkJCGjZseOjQoZo1aypbvb29GzVq9PDhw5iYmDt37tStW1et6pdfflEyxtixYxctWlSmzH+7eEVERHTq1CkpKWnPnj0rVqzI6Sd/IcTTp0979Ohx4cIFpZ6FCxfqF543b55yM92pU6eAgIA6deqom4KDgz08POLj4/fs2bN58+ahQ4cq6y9fvqwstGjRojAnytfXV8kYbdq0CQwMtLe3V9brdLqFCxd+9dVXWq3Wz8+vX79+TZs2Nfju0aNH09PTx44dO3/+fGNjY2Xll19++f7774eGhj579kxpvHpFDh06JIRo3rz58ePHK1asqNYTEBDg6ekphFi1apX+TXYBTkuxta0AimcvAAAAUBXJEPBp06bpd53XaDRTpkxRP65du1bNGEIIGxubESNGKMtRUVH69YSEhAghzM3Nf/zxR/2MIYRwdHTs06ePEOLBgwcPHz7MqSXPnj1zdXU9d+6cEGL06NGLFy/WzxgvX7788ccfhRA1atQICgrSv5kWQnzwwQfbtm1T9vvdd9+p6xMSEpSFKlWqFPgUXbt2be/evUIIa2vrI0eOqBlDOV1ffvnl1KlThRBarXbhwoVZv56ent6qVatFixap9/FCCDMzs2+//VZZVrqH6Z9GIcTEiRP177CFEB4eHtWqVTMyMgoLC1MHqxTstBRP2wqmePYCAAAAVZHEjM8//9xgjYODg7LQuHHjdu3aGWytX7++smAwQvof//hHUFDQ/v37zczMsu5F7bii30teX3Jysqurq3KLOXLkyCVLlhg89AgODn78+LEQYvz48ZUqVcpaQ4cOHXr06CGE+PPPP+/du6esTEpKUhYqVKhQ4FO0Z88eZWHSpEkGPXAUX375pTKf9J49e7K9/Z0xY4ZB9BJCODo6Kgv6Y5TVfmhxcXEG5TUazV9//ZWRkXHv3j315BTstBRP2wqmePYCAAAAlfxOUxYWFrVr1zZYqeaEJk2aZP1KtilCCJF1RLgiPT397Nmzu3fvzqUZz58/Nxjym/UmUt1qbm5+4sSJbOtRJ8QICwurVq2aEEKdYq8wbzI9e/asstCrV69sC9ja2jo7OwcHByckJNy6dUu/L5nivffey+eZVEv6+fnFx8d7enq2adMml1vqgp2W4mlbwRTPXgAAAKCSHzPMzc1zuYGzsLAoQJ1xcXEXL15U3kkVFRV19uzZ5OTk3L+yZMkS5eVOpqamqampP//88+eff96+fXv9MrGxscrCuHHj8mzD33//rSyod9hPnjwp8FlSHwLkMohcTWv37t0ziBnly5evXLlyPvfVokWL6dOn//DDDxkZGStWrFixYkXdunXff//9Dh06dO/eXb+/VmFOS/G0rWCKZy8AAABQvdbT8+l0um3btjVv3tze3r5v376TJ09evnx5cHBwcnKyiYlJ7kMjlIyxcuXKWbNmKWt8fX0Nulep3Z/y4+nTp8pCrVq1lIVc5vowcOnSJeXuVn3tqRKTTE1NDYYK6FOmD8+2nVZWVq/0Y/zs2bMPHjzYunVr5ePNmzfXrVvn7e1ds2bN1q1b//LLL/r9sgp2WoqnbQVWPHsBAACA4rWOGZMnTx4yZEh4eLgQwsrKqmvXrhMmTFi2bFlwcPCjR48+++yz3L++cuXKUaNGTZgwQRkVEB4evnjxYv0CyuAHIURUVJQuLyNHjlQKt2rVSnmBaXh4eD7vyOfMmePr6+vr63vq1CllTfny5YUQqampudSgDm1XCheSi4tLaGjo3bt3ly9fPmjQoHfeeUdZf+HCheHDhw8YMEC9zy7YaSmetuUp69OVotgLAAAAcvf6xoyQkJAFCxYIIWxsbHbs2PH48eNjx44tXLjQ19e3W7dueQ6/9vX1HTVqlBDC2Nh4xYoVysoZM2aoPYKE3quirl27lv+GmZmZdejQQQiRmZm5cePGPMtnZmYGBwcry+o7cKtWraos3L59O6cvqnNmq4ULz97e3sfHZ/v27XFxcVevXp08ebK1tbUQIigoaNOmTYU5LcXTtjzduHGjGPYCAACA3L2+MSMoKEhZWLZs2cCBA7NOOH337t1cvq6OoBBCdOjQwcvLSwjx/PnzCRMmqOudnZ2VhTNnzuRUT0BAwMyZM7///vvMzEx1pY+Pj7Lg7++f5yiR48ePKy9usrCw6Nq1q7Kybdu2ysLBgwez/VZiYqIyTNzKykp9E1fBbNq0acWKFT///LP+r/UajaZx48b+/v6bN29W1qgjvwt8WoqhbSqDl5Kpzp8/L3EvAAAAKJjXN2ao01M0atQo69anT58ePXo0/7XNmTNHCR7KG3KVlT169DA3NxdCLF68ONvQEh0d7e3t7efnd/78ef03tLq7uyuv6I2JiRkzZkwut9opKSmjR49Wlvv376/2R3Jzc1MW5s2bl20/H3W9m5tb1pfDvpKAgADl2U62g0nURyVqXirwaSmGton/m3L72rVrWq3WoPyNGze2bNkiZS8AAAAojNc3ZqjTLKjDplUJCQk9e/ZMTExUPubn7tDW1nbu3LnK8tixY1+8eCGEqFSpkjK04OXLl+7u7tevX9f/Snx8vJubm3Iv6+3trb/J2Ng4ICBAucPesGHD8OHDsx1ikZSU5OXlpcw5aGxsPHPmTHVTkyZNXF1dhRBPnjxxdXX966+/1E06nW7x4sVz5swRQpQpU2by5MmFPJMtW7ZUFqZOnWowCD41NdXPz09ZbtOmjbJQ4NNSDG0T//cPIyEhwd/fX798bGzsp59+mjV7FGwvSUlJv/6fwry5GAAAoHSS/0JbWVxcXKZPn56amvrVV1/dvXu3W7duVlZWd+/e/eOPP9auXfv8+XNjY2PllvHrr78ePXp0+/btld/gc+Lp6bl27dozZ87cuXNn1qxZs2fPFkLMnj376NGjkZGRFy9edHJy6tmzp6Ojo6mpaWRkZGBgoNIzZ+LEiVlnt2jfvv3y5ct9fHx0Ot2mTZsOHz7s5eXl4uJSs2bNzMzMGzduRERE+Pv7q8O4FyxYYPBS2pUrV7Zo0SIhIeHMmTNNmzbt1q1b8+bNHzx4cObMmYsXLypl/Pz8mjdvXsgzOWzYMH9//8zMzIMHDzo4OLi7u1erVk2r1d65c2f37t1KC+3t7T08PNSvFPi0FEPb3N3djxw5IoSYNm3amTNnXF1dzc3NL1y4sGXLlsePH/v6+q5Zs0Z/BsCC7eX69etKDhRCxMbG1qhRo5BHCgAAUKq8vjGjUaNGS5cuHTVqVHp6+vz58+fPn6+/1dPT84svvujQoYNWq921a9euXbtu376ddVpAfWXKlFm+fHnLli21Wu2PP/742WefNW7cuFy5cidOnBgwYMDJkydTU1ODgoLUMSFCCCMjozFjxsybNy/bCkeNGlWhQgVfX9+kpKRHjx7NmTNHeQRheIrLlp0zZ86YMWMM1tvb2588ebJv3743btx48uTJzp07d+7cqf+tb7/9dtq0aYU/k46OjgEBAaNHj05OTo6JiVm4cKFBgWbNmm3btk1/MvLCnJaibpuPj8+JEye2b98uhPjPf/7zn//8R93k5eW1ePHitWvXFn4vAAAAKIzXt9OUEGLEiBERERHDhw9v2rRpuXLlLC0tHR0dJ0yYEB4evnbt2rZt2+7cubNBgwYWFhbNmjXLaSpxfc2aNfvyyy+FEBkZGaNHj1YGBNvZ2f3222+7d+8ePHiwvb29qampnZ1d+/btfX19r1+/vmjRolyGHwwZMiQqKmr8+PHZTkhnZGQ0cODAc+fOTZo0KduvN2rUKCIi4ueff3Z1da1ataqxsbGVlVXTpk0nTZp07dq16dOny5qpetiwYTExMTNnzuzcuXOdOnVMTU1tbW1btmw5ePDgX3/99fLlyw0bNjT4SmFOS5G2TaPRbN26dffu3T169Khdu7aJiUm1atX69Omzd+/eNWvWZH1VQIHPAAAAAApMw1wBUmi12tDQ0Js3b96/fz8tLc3a2rpevXrOzs6WlpYl3TS8teKqM3956dVx+IqSbgIK6IfBhe0K+2ap0tO0pJsghBAf3LMrhr20Wt+0pA/0f52/nd8ZhAtjzLFVxbCXpb9LmKELJeL17TT1ZjEyMnJ2dlZfBQsAAACUZq91pykAAAAAbyJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQrGxJNwAAALy1ut2zK+kmCCGErnh243GlpA+0WC2dWdItQJHZcimu8JXwNAMAAACAZMQMAAAAAJIRMwAAAABIRswAAAAAIBkxAwAAAIBkxAwAAAAAkhEzAAAAAEhGzAAAAAAgGTEDAAAAgGTEDAAAAACSETMAAAAASEbMAAAAACAZMQMAAACAZMQMAAAAAJIRMwAAAABIRswAAAAAIBkxAwAAAIBkxAwAAAAAkhEzAAAAAEhGzAAAAAAgGTEDAAAAgGTEDAAAAACSETMAAAAASEbMAAAAACAZMQMAAACAZMQMAAAAAJIRMwAAAABIRswAAAAAIBkxAwAAAIBkxAwAAAAAkhEzAAAAAEhGzAAAAAAgGTEDAAAAgGTEDAAAAACSETMAAAAASEbMAAAAACAZMQMAAACAZMQMAAAAAJIRMwAAAABIRswAAAAAIBkxAwAAAIBkxAwAAAAAkhEzAAAAAEhGzAAAAAAgGTEDAAAAgGTEDAAAAACSETMAAAAASEbMAAAAACAZMQMAAACAZMQMAAAAAJIRMwAAAABIRswAAAAAIBkxAwAAAIBkxAwAAAAAkhEzAAAAAEhGzAAAAAAgGTEDAAAAgGTEDAAAAACSETMAAAAASEbMAAAAACBZ2ZJuAF5TOp0uMjLy+vXr8fHxycnJNjY2Dg4Obdu2LV++fEk3DQAAAK87YgYMpaamLly4cN26dX/++afBJhMTk08++WTGjBnvvvtu1i86OjpevXq1SZMmERERJX0QAAAAKEnEDPx/QkNDhw0bljVgKNLS0tavXx8YGLhx48a+ffuWdGP/Kzo6euPGjUKIfv36OTk5lXRzAAAASjtiBv7rjz/+6N69+7Nnz4QQlStX9vT0dHFxsbe3f/78+Z07d06fPr106dLnz58nJycPHjw4ODi4Y8eOJd3k/xUdHe3n5yeEqF27NjEDAACgxBEz8L/u37/fs2dPJWMMGDBg1apVNjY26tZmzZq5ublNmTLF3d399OnTaWlpXl5eV65cMTU1LemGAwAA4LXDm6bwv8aNG5eYmCiEcHNz27p1q37GUNnZ2QUGBlavXl0IcePGjQMHDpR0qwEAAPA6ImZACCHCwsJ27twphKhYseLq1avLls3xMVeVKlUmTZqkLAcGBpZ0wwEAAPA6Ko0x48MPP9RoNL179xZCPHjwYOrUqQ0bNrSwsKhYsWL79u3XrVun0+mUkvv37+/du3eVKlVMTU0dHBwGDhyY+zuUTp486e3tXa9evXLlytnY2LRq1Wrs2LGRkZHZFu7YsaNGoxk4cKAQIjk5efr06TVr1tRoNEePHtUv9uTJk2+//bZly5ZWVlaWlpYtWrSYO3fuixcvhBBOTk4ajeazzz4rfGNWrlypLIwfP97Ozi73E/jxxx9rNBohxN69e1NTU3MvbGtrq9FoPvzww2y3njp1SqPRaDSaJUuWGGzS6XSHDx8eNGiQk5OTlZVVpUqVWrdu7eHhceXKFf1iU6ZM0Wg0rq6uykdPT0+lwjt37hT11clnCwEAAEqhUj02IzQ01M3N7f79+8rHly9fhoSEhISEnD17dtmyZaNHj1ZvvoUQ0dHR0dHRu3fv3rdvn4uLi0FVL168GDFixNatW/XXJCYmXrx4cenSpWPGjFm4cGFOjwiePn3q6uoaEhKSddPx48cHDx78+PFjdc3ly5cvX768YcOG/fv353Rcr9oYnU63a9cuZdnDwyPP81a9evXIyMiMjIyiuzRPnz7t1avX6dOn9Vc+efLkwoULGzZsmD59+uzZs/NfW1FcHbktBAAAeMuU3pgRGxvbq1evx48fDxs2rEuXLqmpqTt27Dh+/LgQYuXKleHh4SEhIdbW1t7e3i1atIiLi1uyZElsbKxWq/Xx8bl586aRkZFalVar7dOnz7Fjx4QQpqamrq6uTZo0efny5fnz53///XchxNKlS+Pi4oKCgpSHAPp0Ot3IkSPVu9jq1atbWloqy+fPn+/Zs2dKSooQ4t133+3cuXOtWrUuXbp04sSJq1ev9urVS9lkoACNiYmJefDggRCidu3a2U6IkVXDhg2L7tJotdqPP/5YuYO3srLq379/nTp1UlJSzp07d+TIESHEDz/80Lp16/79+wsh/vGPf3h7e588eXLUqFFCiNmzZ7u7uytnsuiuziu1EAAAoBQqvTEjPDzcxMTk8OHDan8eHx+fIUOGbN++XQgREhLSsGHDQ4cO1axZU9nq7e3dqFGjhw8fxsTE3Llzp27dumpV8+bNU+5iO3XqFBAQUKdOHXVTcHCwh4dHfHz8nj17Nm/ePHToUINmHDt2LCkpqV27dnPmzGnTpo2ZmZmyPiMjw8PDQwkSI0eOXLJkiYmJibLp1q1bffr0uXr1arbHVYDGXL58WVlo0aJFSV+W/700hw4dEkI0b978+PHjFStWVDcFBAR4enoKIVatWqXcxFeuXLly5cpqF6lq1aoZRKCiuDqv1EIAAIBSqDSOzVBNmzZNf8yARqOZMmWK+nHt2rVqxhBC2NjYjBgxQlmOiopS1798+fLHH38UQtSoUSMoKEj/LlYI8cEHH2zbtq1MmTJCiO+++y5rG5KSkurWrXv8+PFOnTqpd7FCiH379inDBrp27bpy5Uo1Ywgh6tSpc+jQIWNj46y1FawxCQkJykKVKlVK+poIIYT69GDixIn6d/BCCA8Pj2rVqhkZGYWFhalDaHJRRFdHYgsBAADeSqU6Znz++ecGaxwcHJSFxo0bt2vXzmBr/fr1lQX9cc/BwcHK2Inx48dXqlQp6146dOjQo0cPIcSff/557969rAW++eabrLNPqAMJ/vWvf2XtzFOjRo2sP70XuDFJSUnKQoUKFYr1AuRA7ZAWFxdnsEmj0fz1118ZGRn37t3LelpknRB92V4diS0EAAB4K5XeTlMWFha1a9c2WKn+Yt2kSZOsX9H/PVulDgI2Nzc/ceJEtvtS56AICwurVq2awdasA8qFEGfOnFH22LVr12zr7NmzZ0BAgJTGqLfR2Q72KH7vvfeesuDn5xcfH+/p6dmmTZuC3bIX0dWR2EIAAIC3UumNGebm5rncF1pYWOSzntjYWGVh3LhxeRb++++/DdaULVs26wtktVqt8jN5rVq1cmpkrVq1ZDVGvc9+8uRJIc6oNC1atJg+ffoPP/yQkZGxYsWKFStW1K1b9/333+/QoUP37t3t7e3zX1VRXB25LQQAAHgrlepOU1KoPY7y4+nTpwZr7OzslLEB+p49e6Z0669atWpOVWX93b3AjVETS+6zgui7dOmScnutvJtLutmzZx88eLB169bKx5s3b65bt87b27tmzZqtW7f+5Zdf8jnsoSiujtwWAgAAvJWIGYVVrlw5ZSEqKkqXl5EjRxp8Pdu7WPVZivKe2WzpT6ZRyMa0atVKGWIeHh6ez/vyOXPm+Pr6+vr6njp1qjBnL+sDBJWLi0toaOjdu3eXL18+aNCgd955R1l/4cKF4cOHDxgwID/38UVxdeS2EAAA4K1EzCgs9e1M165dk1WniYmJ0pEpJiYmp1vVrLNcF7gxZmZmHTp0EEJkZmZu3Lgxz/KZmZnBwcHKciHfgXvjxo3cC9jb2/v4+Gzfvj0uLu7q1auTJ0+2trYWQgQFBW3atCnP+ovi6shtIQAAwFuJmFFYzs7OyoIyaDtbAQEBM2fO/P777zMzM/NZrfKeq5cvX+b0uECZC0JWY3x8fJQFf3//5OTk3Nt2/Phx5VmKhYVFTiPUDei/m0vf+fPns67ctGnTihUrfv75Z/2IpdFoGjdu7O/vv3nzZmWNwQzc2SqiqyOxhQAAAG8lYkZh9ejRw9zcXAixePHiu3fvZi0QHR3t7e3t5+d3/vz53Dvh6FNndps1a1bWrQ8fPly9erXExri7uysv842JiRkzZkwuN9wpKSmjR49WG6n2SsqJ0h3r2rVrWq3WYNONGze2bNmS9SsBAQG+vr6jRo3KdqyIOl4lzzhUdFdHYgsBAADeSsSMwqpUqZLSp//ly5fu7u7Xr1/X3xofH+/m5qbcYXt7e+e/2k8//bRGjRpCiMOHD48fPz49PV3d9Ndff/Xp0yfbl88WuDHGxsYBAQHKffaGDRuGDx+e7SCNpKQkLy8vZXZCY2PjmTNn5nkgjo6OQoiEhAR/f3/99bGxsZ9++mnW7CGEaNmypbIwdepU/QMXQqSmpvr5+SnLbdq0yfrdhw8fFsPVKUwLAQAASoPS+0JbiWbPnn306NHIyMiLFy86OTn17NnT0dHR1NQ0MjIyMDBQ6S80ceLEXr165b9OMzOz9evXd+/eXavV/vTTT4cOHercuXPt2rWvXLly5MiRhISEDz74IC4u7s8//yxbtqyUxrRv33758uU+Pj46nW7Tpk2HDx/28vJycXGpWbNmZmbmjRs3IiIi/P391fv4BQsW1K1bN88DcXd3P3LkiBBi2rRpZ86ccXV1NTc3v3DhwpYtWx4/fuzr67tmzZq0tDT9rwwbNszf3z8zM/PgwYMODg7u7u7VqlXTarV37tzZvXu30gB7e3sPDw/1K+qg+XXr1tnY2JiZmbm5uSmzDRbF1SlACwEAAEoVYoYE5cqVO3HixIABA06ePJmamhoUFBQUFKRuNTIyGjNmzLx581612m7duu3YsWP48OHJyclRUVHKMwRFv379Nm7cqPymbtBtqTCNGTVqVIUKFXx9fZOSkh49ejRnzpw5c+ZkLVa2bNk5c+aMGTMmP0fh4+Nz4sSJ7du3CyH+85///Oc//1E3eXl5LV68eO3atQZfcXR0DAgIGD16dHJyckxMzMKFCw0KNGvWbNu2bVZWVvprrK2tk5KSrl+/rjy+uH37thIziuLqFKCFAAAApQqdpuSws7P77bffdu/ePXjwYHt7e1NTUzs7u/bt2/v6+l6/fn3RokX57/evT+nnM3ny5AYNGpiZmVWsWLFLly5btmzZtWuXhYWFMoVf1tERhWnMkCFDoqKixo8fX7ly5axbjYyMBg4ceO7cuUmTJuXzEDQazdatW3fv3t2jR4/atWubmJhUq1atT58+e/fuXbNmjcGjGNWwYcNiYmJmzpzZuXPnOnXqmJqa2tratmzZcvDgwb/++uvly5cbNmyoX97a2nrfvn0dO3a0tLQsX758/fr1lTEhRXd1XrWFAAAApYqGV/u/oZ48eVKpUiUhxNKlS9Ux2RJptdrQ0NCbN2/ev38/LS3N2tq6Xr16zs7OlpaWJX3o+F9x1ZluvPTqOHxFSTcBBfTD4OYl3YRi9UmLGiXdBACvbMuluMJXQqep11RYWNilS5eEEC4uLtnOBR4aGqosNGjQoCgaYGRk5OzsrL4QFgAAAMg/Ok29pmJjYz09PT09PQMCArItMHfuXCGEubk5SQAAAACvG2LGa6pz587GxsZCiEWLFt2+fdtg6+bNm5Xp+fr165fnzBUAAABAMaPT1GvK0tLS399/woQJ9+/fb9OmzejRo52dnc3Nza9du3bs2LHAwEAhhJmZWbaT9wEAAAAli5jx+ho3blxcXNz8+fMTEhK+++47g62WlpZBQUF16tQp6WYCAAAAhug09frSaDRz5869du3aF1984ezsbGdnV7ZsWVtb2w4dOsyYMePmzZsffPBBSbcRAAAAyAZPM153Dg4OK1bw5koAAAC8SXiaAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCtb0g1A9nQ6XWRk5PXr1+Pj45OTk21sbBwcHNq2bVu+fPmSbhoAAACQB2JGHqKjox0cHIQQX3/99axZs4phj6mpqQsXLly3bt2ff/5psMnExOSTTz6ZMWPGu+++W9InBgAAAMgRnaZeL6Ghoc2bN582bVrWjCGESEtLW79+fbNmzfbs2VPSLQUAAAByxNOM18gff/zRvXv3Z8+eCSEqV67s6enp4uJib2///PnzO3funD59eunSpc+fP09OTh48eHBwcHDHjh1LuskAAABANogZr4v79+/37NlTyRgDBgxYtWqVjY2NurVZs2Zubm5Tpkxxd3c/ffp0Wlqal5fXlStXTE1NS7rhAAAAgCE6Tb0uxo0bl5iYKIRwc3PbunWrfsZQ2dnZBQYGVq9eXQhx48aNAwcOlHSrAQAAgGwQM14LYWFhO3fuFEJUrFhx9erVZcvm+JSpSpUqkyZNUpYDAwNLuuEAAABANl7rmPHhhx9qNJrevXsLIR48eDB16tSGDRtaWFhUrFixffv269at0+l0Ssn9+/f37t27SpUqpqamDg4OAwcOjIiIyKnap0+fzps3r0uXLg4ODubm5ra2ts2bNx8wYMDBgwczMzPz37yEhAQnJyeNRqPRaCZNmqQ2RnHy5Elvb+969eqVK1fOxsamVatWY8eOjYyMzLaqlStXKgvjx4+3s7PLfb8ff/yxRqMRQuzduzc1NdVga3p6+tq1a3v37l29enUTExMbGxsnJ6fJkydHR0dnW1vHjh3Vk5yRkbF69epOnTpVrly5XLlyzZs3HzFixM2bN7P9ok6nO3z48KBBg5ycnKysrCpVqtS6dWsPD48rV67k0vhXOi3F0zZbW1uNRvPhhx9mW9WpU6eUS7xkyRIpZwAAAKA0eDPGZoSGhrq5ud2/f1/5+PLly5CQkJCQkLNnzy5btmz06NHqbboQIjo6Ojo6evfu3fv27XNxcTGoaufOnV5eXsoQCEVKSkpCQkJ4ePiuXbs6dep06NAhc3PzPJv05MmTjz76KCwsTAgxYcKEefPmKbf+QogXL16MGDFi69atauEXL14kJiZevHhx6dKlY8aMWbhwof7zCp1Ot2vXLmXZw8Mjz11Xr149MjIyIyMj66aoqKi+fftev35dXZOYmJiYmBgWFrZ48WI/P7/p06er7TSQmJg4cODAY8eOqWvCw8PDw8M3bNiwefPmQYMG6Rd++vRpr169Tp8+bXBOLly4sGHDhunTp8+ePdug/lc9LcXZtgIonr0AAAC8od6AmBEbG9urV6/Hjx8PGzasS5cuqampO3bsOH78uBBi5cqV4eHhISEh1tbW3t7eLVq0iIuLW7JkSWxsrFar9fHxuXnzppGRkVrV9evXP/300/T0dCFEvXr1XF1dq1WrlpycHBERceDAgYyMjJMnT06cOFE/tGQrKSmpe/fuly5dEkKMHz9+wYIF6r27Vqvt06ePckNsamrq6urapEmTly9fnj9//vfffxdCLF26NC4uLigoSP1KTEzMgwcPhBC1a9fO54QYDRs2zLoyPj6+Y8eOjx49EkJYWVl17tzZycnpwYMHISEh4eHhGRkZX3/9tVar/eabb7J+NzMzc+jQoceOHXNycurTp0+jRo3u3LmzevXqW7duZWRkjBgxol27djVq1FCP8eOPP1busK2srPr371+nTp2UlJRz584dOXJECPHDDz+0bt26f//+av0FOC3F1rYCKJ69AAAAvLnegJgRHh5uYmJy+PBhtVuLj4/PkCFDtm/fLoQICQlp2LDhoUOHatasqWz19vZu1KjRw4cPY2Ji7ty5U7duXbWqX375RckYY8eOXbRoUZky/+0zFhER0alTp6SkpD179qxYsSKnn/yFEE+fPu3Ro8eFCxeUehYuXKhfeN68ecrNdKdOnQICAurUqaNuCg4O9vDwiI+P37Nnz+bNm4cOHaqsv3z5srLQokWLwpwoX19fJWO0adMmMDDQ3t5eWa/T6RYuXPjVV19ptVo/P79+/fo1bdrU4LtHjx5NT08fO3bs/PnzjY2NlZVffvnl+++/Hxoa+uzZM6Xx6hU5dOiQEKJ58+bHjx+vWLGiWk9AQICnp6cQYtWqVfo32QU4LcXWtgIonr0AAAC8uV7rsRmqadOm6Xed12g0U6ZMUT+uXbtWzRhCCBsbmxEjRijLUVFR+vWEhIQIIczNzX/88Uf9jCGEcHR07NOnjxDiwYMHDx8+zKklz549c3V1PXfunBBi9OjRixcv1s8YL1++/PHHH4UQNWrUCAoK0r+ZFkJ88MEH27ZtU/b73XffqesTEhKUhSpVqhT4FF27dm3v3r1CCGtr6yNHjqgZQzldX3755dSpU4UQWq124cKFWb+enp7eqlWrRYsWqffxQggzM7Nvv/1WWVa6h+mfRiHExIkT9e+whRAeHh7VqlUzMjIKCwtTB6sU7LQUT9sKpnj2AgAA8OZ6M2LG559/brDGwcFBWWjcuHG7du0MttavX19ZMBgh/Y9//CMoKGj//v1mZmZZ92JlZaUsKE88skpOTnZ1dVVuMUeOHLlkyRKDhx7BwcGPHz8WQowfP75SpUpZa+jQoUOPHj2EEH/++ee9e/eUlUlJScpChQoVCnyK1HnBJ02apB6Ivi+//LJcuXJKyWxvf2fMmGEQvYQQjo6OykJaWpq6Uu2HFhcXZ1Beo9H89ddfGRkZ9+7dU09OwU5L8bStYIpnLwAAAG+uN6DTlIWFRe3atQ1WqjmhSZMmWb+SbYoQQmQdEa5IT08/e/bs7t27c2nG8+fPDYb8Zr2JVLeam5ufOHEi23rUCTHCwsKqVasmhFCn2EtJSSnwWTp79qyy0KtXr2wL2NraOjs7BwcHJyQk3Lp1S78vmeK9997L55lUS/r5+cXHx3t6erZp0yaXW+qCnZbiaVvBFM9eAAAA3lxvQMwwNzfP5QbOwsKiAHXGxcVdvHhReSdVVFTU2bNnk5OTc//KkiVLlJc7mZqapqam/vzzz59//nn79u31y8TGxioL48aNy7MNf//9t7Kg3mE/efKkwGdJfQiQyyByNa3du3fPIGaUL1++cuXK+dxXixYtpk+f/sMPP2RkZKxYsWLFihV169Z9//33O3To0L17d/3+WoU5LcXTtoIpnr0AAAC8ud6MTlOy6HS6bdu2NW/e3N7evm/fvpMnT16+fHlwcHBycrKJiUnuQyOUjLFy5cpZs2Ypa3x9fQ26V6ndn/Lj6dOnykKtWrWUhVzm+jBw6dIl5e5WeeOWEEKJSaampgZDBfQp04dn204rK6tX+jF+9uzZBw8ebN26tfLx5s2b69at8/b2rlmzZuvWrX/55Rf9flkFOy3F07YCK569AAAAvKFKV8yYPHnykCFDwsPDhRBWVlZdu3adMGHCsmXLgoODHz169Nlnn+X+9ZUrV44aNWrChAnKqIDw8PDFixfrF1AGPwghoqKidHkZOXKkUrhVq1YmJiZKhfm8I58zZ46vr6+vr++pU6eUNeXLlxdCpKam5lKDOrRdKVxILi4uoaGhd+/eXb58+aBBg9555x1l/YULF4YPHz5gwAD1Prtgp6V42panrE9XimIvAAAAb5lSFDNCQkIWLFgghLCxsdmxY8fjx4+PHTu2cOFCX1/fbt265Tn82tfXd9SoUUIIY2PjFStWKCtnzJih9ggSeq+KunbtWv4bZmZm1qFDByFEZmbmxo0b8yyfmZkZHBysLKvvwK1ataqycPv27Zy+qM6ZrRYuPHt7ex8fn+3bt8fFxV29enXy5MnW1tZCiKCgoE2bNhXmtBRP2/J048aNYtgLAADAW6YUxYygoCBlYdmyZQMHDsw64fTdu3dz+bo6gkII0aFDBy8vLyHE8+fPJ0yYoK53dnZWFs6cOZNTPQEBATNnzvz+++8zMzPVlT4+PsqCv79/nqNEjh8/rry4ycLComvXrsrKtm3bKgsHDx7M9luJiYnKMHErKyv1TVwFs2nTphUrVvz888/6v9ZrNJrGjRv7+/tv3rxZWaOO/C7waSmGtqkMXkqmOn/+vMS9AAAAlBKlKGao01M0atQo69anT58ePXo0/7XNmTNHCR7KG3KVlT169DA3NxdCLF68ONvQEh0d7e3t7efnd/78ef03tLq7uyuv6I2JiRkzZkwut9opKSmjR49Wlvv376/2R3Jzc1MW5s2bl20/H3W9m5tb1pfDvpKAgADl2U62g0nURyVqXirwaSmGtgkhlB5r165d02q1BuVv3LixZcsWKXsBAAAoVUpRzFCnWVCHTasSEhJ69uyZmJiofMzP3aGtre3cuXOV5bFjx7548UIIUalSJWVowcuXL93d3a9fv67/lfj4eDc3N+Ve1tvbW3+TsbFxQECAcoe9YcOG4cOHZzvEIikpycvLS5lz0NjYeObMmeqmJk2auLq6CiGePHni6ur6119/qZt0Ot3ixYvnzJkjhChTpszkyZMLeSZbtmypLEydOtVgEHxqaqqfn5+y3KZNG2WhwKelGNom/u8fRkJCgr+/v3752NjYTz/9NGv2KNheAAAASpU34IW2sri4uEyfPj01NfWrr766e/dut27drKys7t69+8cff6xdu/b58+fGxsbKLePXX389evTo9u3bK7/B58TT03Pt2rVnzpy5c+fOrFmzZs+eLYSYPXv20aNHIyMjL1686OTk1LNnT0dHR1NT08jIyMDAQKVnzsSJE7PObtG+ffvly5f7+PjodLpNmzYdPnzYy8vLxcWlZs2amZmZN27ciIiI8Pf3V4dxL1iwwOCltCtXrmzRokVCQsKZM2eaNm3arVu35s2bP3jw4MyZMxcvXlTK+Pn5NW/evJBnctiwYf7+/pmZmQcPHnRwcHB3d69WrZpWq71z587u3buVFtrb23t4eKhfKfBpKYa2ubu7HzlyRAgxbdq0M2fOuLq6mpubX7hwYcuWLY8fP/b19V2zZo3+DIAF2wsAAECponmdX4bz4YcfBgcHV6pUSRmKoC8lJUXJAB4eHgEBAQZbt27d+sknnwghgoKC+vXrp65fs2bNqFGjsu2S5Onp+cUXX3To0EH99fr27du1a9eOjo5WujN9/fXX6qtsVeHh4S1bttRqtWXLlg0LC2vcuLEQ4tGjRwMGDDh58mTWvRgZGY0ZM2bBggU5dQ3aunWrr69v7u+bKlu27Jw5cyZNmpR107Vr1/r27ZvtqOWyZct+++2306ZNM3g5bMeOHU+fPl29evWsE1oLIR4/fmxnZyeEGDNmzJIlS9T1v/zyy+jRo3N67NOsWbNt27Y1bNhQf2UBTkvxtE2n0w0ZMmT79u1ZC3t5ea1cubJ8+fKpqak//fTT2LFjC3MGpIurzgQdpVfH4StKugkooB8GF/a3njfLJy1qlHQTALyyLZfiCl9JKeo0JYQYMWJERETE8OHDmzZtWq5cOUtLS0dHxwkTJoSHh69du7Zt27Y7d+5s0KCBhYVFs2bNcppKXF+zZs2+/PJLIURGRsbo0aOVzGZnZ/fbb7/t3r178ODB9vb2pqamdnZ27du39/X1vX79+qJFi3IZfjBkyJCoqKjx48dnOyGdkZHRwIEDz507l23GEEI0atQoIiLi559/dnV1rVq1qrGxsZWVVdOmTSdNmnTt2rXp06fLmql62LBhMTExM2fO7Ny5c506dUxNTW1tbVu2bDl48OBff/318uXLWe+wC3NairRtGo1m69atu3fv7tGjR+3atU1MTKpVq9anT5+9e/euWbMm66sCCnwGAAAASo/X+mlGaabVakNDQ2/evHn//v20tDRra+t69eo5OztbWlqWdNPwuuBpRmnG04w3F08zALz+pDzNKEVjM94sRkZGzs7O6qtgAQAAgDdI6eo0BQAAAKAYEDMAAAAASEbMAAAAACAZMQMAAACAZMQMAAAAAJIRMwAAAABIRswAAAAAIBkxAwAAAIBkxAwAAAAAkhEzAAAAAEhGzAAAAAAgGTEDAAAAgGTEDAAAAACSETMAAAAASEbMAAAAACAZMQMAAACAZMQMAAAAAJIRMwAAAABIRswAAAAAIBkxAwAAAIBkxAwAAAAAkhEzAAAAAEhGzAAAAAAgGTEDAAAAgGTEDAAAAACSETMAAAAASEbMAAAAACAZMQMAAACAZMQMAAAAAJIRMwAAAABIRswAAAAAIBkxAwAAAIBkxAwAAAAAkhEzAAAAAEhGzAAAAAAgGTEDAAAAgGTEDAAAAACSETMAAAAASEbMAAAAACAZMQMAAACAZMQMAAAAAJIRMwAAAABIRswAAAAAIBkxAwAAAIBkxAwAAAAAkhEzAAAAAEhGzAAAAAAgGTEDAAAAgGTEDAAAAACSETMAAAAASEbMAAAAACAZMQMAAACAZMQMAAAAAJIRMwAAAABIRswAAAAAIBkxAwAAAIBkxAwAAAAAkhEzAAAAAEhGzAAAAAAgGTEDAAAAgGRlS7oBAAC8PdYGvJd7geSY90u6jcWqdi3/km6CEPm4LlIkdy1dFzc/yh//vZA1cFYLoPCnvVzXjwrfDJ5mAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCtb0g1AkdPpdJGRkdevX4+Pj09OTraxsXFwcGjbtm358uVLumkAAAB4O5X997//PX369Jw2V6pUqUGDBg0aNPD09OzUqZPB1rS0tGPHjinL7733no2NTWGa4ujoePXq1SZNmkRERBT/iZB7LK/Jsaempi5cuHDdunV//vmnwSYTE5NPPvlkxowZ7777bnEeaQE4OTmFhYU1aNDg+vXryppXvVgle3EBAABKoTyeZiQkJJw5c+bMmTPr1q0bNGjQkiVLKleurG79+++/XV1dleXjx4936dKlpA+n4N6mY1GEhoYOGzYsa8BQpKWlrV+/PjAwcOPGjX379i3pxr6anC5WdHT0xo0bhRD9+vVzcnLKszwAAACKyH9jRps2bd577z39bS9fvoyNjY2IiLh3754QYseOHbdv3z5z5oyxsXFJNxt5+OOPP7p37/7s2TMhROXKlT09PV1cXOzt7Z8/f37nzp3Tp08vXbr0+fPnycnJgwcPDg4O7tixY0k3WYLo6Gg/Pz8hRO3atfVjBgAAAIrZf2NGz549Z86cmbVEenr6unXrRo8erdVqz58/v3HjRk9Pz5JuNnJz//79nj17KhljwIABq1at0u8m1KxZMzc3tylTpri7u58+fTotLc3Ly+vKlSumpqYl3XAAAAC8JfIeAm5sbDxq1KjY2NhZs2YJIY4fP67GDFtbW51OV9KHIMfbdCzjxo1LTEwUQri5uW3durVs2Wyusp2dXWBgYKtWreLj42/cuHHgwAF3d/eSbnh+verFepsuLgAAwBshvy+07devn7Jw8eLFkm4zchMWFrZz504hRMWKFVevXp1txlBUqVJl0qRJynJgYGBJNxwAAABvj/zGDP2R3/o6duyo0Whq1KiRdVN6evratWt79+5dvXp1ExMTGxsbJyenyZMnR0dHv2orC1bVkydPvv3225YtW1pZWVlaWrZo0WLu3LkvXrwQQjg5OWk0ms8++yyfx5KSkrJ06dIPPvigatWqZmZmDRo06NWr1/r167Vabba7fvr06bx587p06eLg4GBubm5ra9u8efMBAwYcPHgwMzNTypXLycqVK5WF8ePH29nZ5V74448/1mg0Qoi9e/empqYW8rQrJ7B3795CiIyMjNWrV3fq1Kly5crlypVr3rz5iBEjbt68mVNLYmJipkyZ4ujoaGlpaWlp6ejoOH36dGVQUC77Ui/WlClTNBqNOs7b09NTo9FoNJo7d+7keXGL8zABAABKifzOm3Ht2jVloVGjRvkpHxUV1bdvX/UNpEKIxMTExMTEsLCwxYsX+/n5TZ8+XbnBLaKqjh8/Pnjw4MePH6trLl++fPny5Q0bNuzfv/+VzlF4eHi/fv1u376t36SoqKgDBw7Mmzdv+/btDRs21C+/c+dOLy8vZWiEIiUlJSEhITw8fNeuXZ06dTp06JC5ufmrXqr80Ol0u3btUpY9PDzyLF+9evXIyMiMjAxZp10tOXDgQPUdsso5DA8P37Bhw+bNmwcNGmRQ/ueffx4/fnxKSoq65urVq1evXl25cuWOHTuK4kSVyGECAACUHvmKGRkZGd9++62yPHLkyDzLx8fHd+zY8dGjR0IIKyurzp07Ozk5PXjwICQkJDw8PCMj4+uvv9Zqtd98800RVXX+/PmePXsqt63vvvtu586da9WqdenSpRMnTly9erVXr176d7S5i4qKev/9958+fSqEqFmzZufOnevXrx8TE7Nr164nT55cuXKlR48eERERlpaWSvnr169/+umn6enpQoh69eq5urpWq1YtOTk5IiLiwIEDGRkZJ0+enDhxovrMQa6YmJgHDx4IIWrXrp3PCTEMMlLhr2BmZubQoUOPHTvm5OTUp0+fRo0a3blzZ/Xq1bdu3crIyBgxYkS7du30nyps2LBh1KhRyrKdnV2HDh0aNmwYERFx8uTJxMTEfv36mZmZ5XkU//jHP7y9vU+ePKlUNXv2bGWoSfXq1XP5VnEeJgAAQKmSW8xISUmJi4u7fPnyv//97wsXLgghRo8e/dFHH+VZqa+vr3Lr1qZNm8DAQHt7e2W9TqdbuHDhV199pdVq/fz8+vXr17RpU+lVZWRkeHh4KEFi5MiRS5YsMTExUTbdunWrT58+V69ezefZ0el0Hh4eSsb49NNPV69erT6FmDt3rru7+2+//Xb37t0VK1Z89dVXyvpffvlFyRhjx45dtGhRmTL/7ZYWERHRqVOnpKSkPXv2rFixIp8Pc17J5cuXlYUWLVoUpp7CXMGjR4+mp6ePHTt2/vz56ruPv/zyy/fffz80NPTZs2fBwcHqk5b79++PGTNGWR44cODatWvVwPbgwQN3d/eQkJDk5OQ8G1y5cuXKlSurXaSqVauWbXwqqcMEAAAobf57E+zn56f5/5mbmzs4OAwaNOjChQsWFhbz589fvHhxnjfH165d27t3rxDC2tr6yJEj6q2bEEKj0Xz55ZdTp04VQmi12oULFxZFVfv27YuMjBRCdO3adeXKlWrGEELUqVPn0KFD+Z/348SJE3/88YcQolWrVhs3btTv6VSxYsXNmzcrA6yPHj2qrg8JCRFCmJub//jjj/oZQwjh6OjYp08fIcSDBw8ePnxYFJczISFBWahSpUqBKynkFUxPT2/VqtWiRYv0z7OZmZn6QCwsLExdv3LlSiVFdO3adfv27WrGUA4hODg498cRhVGchwkAAFDa5HcIeEpKyoULF/IzenvPnj3KwqRJk6ysrLIW+PLLL8uVK6eUzP01owWrauvWrcrCv/71r6yhqEaNGkOHDs3nUW/btk1ZmDZtWtaq3nnnnT59+lSpUiU6Olod3vCPf/wjKCho//792Xb1UY9CeeIhXVJSkrJQoUKFAldS+Cs4Y8YMg4glhHB0dFQW0tLS1JW7d+9WFmbPnp31DJubmyv3+kWhOA8TAACgtPlvp6lWrVq1bt3aYHNmZubdu3fDwsLu37+/adOmXbt27dy5s2fPnrnUePbsWWWhV69e2RawtbV1dnYODg5OSEi4detW3bp15VZ15swZIYSZmVnXrl2z/VbPnj0DAgLyc3ZOnz6tfiXbAup4a5WLi0u2JdPT08+ePaveVRcRdYq9/A8+yarwV9BgOnlF1tz18uXL8PBwIUSNGjWcnZ2z3degQYPGjx9fFOeq2A4TAACgFPpvzOjdu3e2s4ALIdLT0/39/f/5z3++fPlSeS1PLtlAfQlpLkOQa9eurRaWW5VWq42LixNC1KpVK6f+XbVq1crn2YmNjRVC2NnZWVhYvOqZjYuLu3jxYnR0dHR0dFRU1NmzZ/MzxqCQ1Nm+nzx5UuBKCnkFy5cvn9Prjw08fvxYeb1vvXr1cipTpUoVCwsL5TXEchXbYQIAAJRC+XrTlLGx8fTp02/evLlmzZqMjIy5c+fm8qIk5Wba1NS0YsWKOZVRO9yrnXxkVfXs2TOlf0vVqlVz+kq1atXyc9Q6nU4Z/J3P8uq3tm/fPnv2bOV3en0mJiYVK1ZU3gRVRNQEFRERkc+vXLp0Sfldv0GDBsrzn0JeQSsrq3yObn/+/Lmy8M477+RURqPRVK9e/caNG9LPVbEdJgAAQCmU37EZQogRI0YoC6GhobkUK1++vBAiNTU1lwihDoBWCkusSn3skMvdvP5kGrlQBsGLV3wyMHny5CFDhigZw8rKqmvXrhMmTFi2bFlwcPCjR48MJgSUrlWrVsqQ9/Dw8NwjnGrOnDm+vr6+vr6nTp3SP5NSrmDu1AEkf/31V05ldDpdEQWzYjtMAACAUugVYobatyQ+Pj6XYupjBP357Ayo0yTn8syhYFUpszgLIWJiYnIaX66+9jRPyvua4uPj8zmcNyQkZMGCBUIIGxubHTt2PH78+NixYwsXLvT19e3WrVthhmXnk5mZWYcOHYQQmZmZGzduzLN8ZmZmcHCwsqy+A1fiFcydra2tEopyebVAQkLC33//XRTnqtgOEwAAoBR6hZih3p3n0slECNG2bVtl4eDBg9kWSExMVHrpWFlZ1a9fX3pV7dq1E0K8fPlS/XnegP60zblTGqDT6X7//fdsC4wZM0Z5+a9yPxoUFKSsX7Zs2cCBA5XX3eq7e/du/k94wfj4+CgL/v7+eY4GOX78uPJsx8LCQh0xL/EK5s7ExETJNnFxceqAbAPKO2eLQrEdJgAAQCn0CjFj7dq1yoJyH58TNzc3ZWHevHnZ/g6trndzc8v6PtDCV9W/f39lYdasWVm/8vDhw9WrV+fzkPv166csfPvtt1mfjaSkpChvjqpVq1adOnWE3rQVjRo1ylrb06dP9WfYKCLu7u4ODg5CiJiYmDFjxihjrLOVkpIyevRo9aQpL28t8GkvcGuVhX/+859Zz3B6enq2F1GK4jxMAACA0iZfN0/p6elz5sz5+eeflY/qII1sNWnSxNXVVQjx5MkTV1dX/W73Op1u8eLFc+bMEUKUKVNm8uTJue+3YFV9+umnNWrUEEIcPnx4/Pjx+jNU/PXXX3369Mn/y14HDBig5IeTJ0/6+PikpqbqnxNfX1+lSf3791dGA6tzJhw/ftygqoSEhJ49eyYmJiofi+6tU8bGxgEBAcpt8YYNG4YPH57t2IOkpCQvL6+oqCjlK/ovGZN4BfM0YsQIZc6KY8eOffLJJ/qn5cmTJ7169bp161YBqs3P7IfFeZgAAAClzX979ezbt+/+/fsGmzMzM+Pi4i5fvqy+/dPb27tjx465V7py5coWLVokJCScOXOmadOm3bp1a968+YMHD86cOXPx4kWljJ+fX/PmzfNsXwGqMjMzW79+fffu3bVa7U8//XTo0KHOnTvXrl37ypUrR44cSUhI+OCDD+Li4v7888+snZoMGBsbb9y4sUuXLmlpaatWrTp69Gjnzp0bNGjw4MGDPXv2KHfAjRs3/u6775TyLi4u06dPT01N/eqrr+7evdutWzcrK6u7d+/+8ccfa9euff78ubGxsRJ7vv7669GjR7dv315/ZnFZ2rdvv3z5ch8fH51Ot2nTpsOHD3t5ebm4uNSsWTMzM/PGjRsRERH+/v7qvfiCBQsM3tYq8QrmztbWdtmyZcqEidu2bfvtt986derUsGHDa9eu/fbbb48ePbKwsOjUqdOhQ4fyU5v6AoB169bZ2NiYmZm5ubnlMiSm2A4TAACgtPnvffaFCxcuXLiQe+mRI0cuWbIkz0rt7e1PnjzZt2/fGzduPHnyZOfOnTt37vzvLsuW/fbbb6dNm5af9hWsqm7duu3YsWP48OHJyclRUVHKb/aKfv36bdy4sWXLlkIItZtQLtq1a/frr78OHjz48ePHt27dMvhxvXXr1hs3blTradSo0dKlS0eNGpWenj5//vz58+frF/b09Pziiy86dOig1Wp37dq1a9eu27dvqzMzyDVq1KgKFSr4+vomJSU9evRozpw5ym/zBsqWLTtnzpwxY8YU3RXM06effvrixYuxY8empqbev39/x44d6iYrK6utW7eeOHEinzGjWbNm1tbWSUlJ169fHzlypBDi9u3bucSM4jxMAACAUiXvTlNmZmZ16tT5/PPPQ0JCVq1apbwaKE+NGjWKiIj4+eefXV1dq1atamxsbGVl1bRp00mTJl27dm369On5n3OgYFW5u7tfv3598uTJDRo0MDMzq1ixYpcuXbZs2bJr1y4LCwtlCr/8xAwhRNeuXaOjo//973+3b9++UqVKpqamjRo16tev3/r168+ePdugQQP9wiNGjIiIiBg+fHjTpk3LlStnaWnp6Og4YcKE8PDwtWvXtm3bdufOnQ0aNLCwsGjWrFmRzhg9ZMiQqKio8ePHZzuLnJGR0cCBA8+dOzdp0qSivoJ58vb2Vi5WkyZNypcvb2ZmVq9evYkTJ4aHh+c0q3q2rK2t9+3b17FjR0tLy/Lly9evXz/Pf67FeZgAAAClhyant76+xZ48eVKpUiUhxNKlS9Ux0G8xrVYbGhp68+bN+/fvp6WlWVtb16tXz9nZ2dLSsqSbhkKJq25f0k1Aiek4fEVJNwHZWxvwXu4Fkru+X9JtLFbja/mXdBOEyMd1kaK0Xdz8KH/890LWwFktgNfktOdrFvA3S1hY2KVLl4QQLi4u2U53oE4vaPAg4m1lZGTk7Ozs7Oxc0g0BAABAafEWvqYzNjbW09PT09MzICAg2wJz584VQpibm3PnDQAAABSFtzBmdO7c2djYWAixaNGirBM8b968WZmer1+/fvkcmwEAAADglbyFnaYsLS39/f0nTJhw//79Nm3ajB492tnZ2dzc/Nq1a8eOHQsMDBRCmJmZFd28b4W0fPnyq1evFuCLPXv27NmzZ0k3HwAAAHgbY4YQYty4cXFxcfPnz09ISFAntVBZWloGBQUp8+69hvbv379///4CfNHW1paYAQAAgNfB2xkzNBrN3LlzR44cOW/evLCwsJs3byYmJlpbWzdo0ODDDz8cM2aMnZ1dSbcxR/v27SvpJgAAAACF8nbGDIWDg8OKFbzzEQAAAChub+EQcAAAAAAli5gBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAsrIl3QAAAN4eXp+fy73A4piSbqI8fTdfy7NMbHX7km6mEEJc7Fq+GPaSnxNSPKScdvv42NwL7Pm0UZ6VJHd9P/cCeZ602OrJee7lYufiuL5SFM8/kjz/AeR5caWcdp5mAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYidgCQNAAAQXklEQVQZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmAEAAABAMmIGAAAAAMmIGQAAAAAkI2YAAAAAkIyYAQAAAEAyYgYAAAAAyYgZAAAAACQjZgAAAACQjJgBAAAAQDJiBgAAAADJiBkAAAAAJCNmAAAAAJCMmPEauX//viZnRkZGdevWdXFx+fLLL69cuSJlj0ePHlUqX7169St90dHRUaPRODo6qmvS0tJ+/T9PnjwpcJM6duyo0Whq1KhRNOf41Tg5OWk0moYNG+ZUIDk5+fLly9u3b1+zZs2BAwcKc+AAAABvk7Il3QDkV2Zm5q1bt27dunXo0KGFCxdOmjTpxx9/LFPmdQmKf//9t6urq7J8/PjxLl26lHSLitbp06e//vrr3377TX+lRqPp1avXrFmzmjdvXtINBAAAKEnEjNeRhYWFp6enwcqnT59GR0efP38+IyNDCDF//nxTU9PZs2eXdGNLow0bNnh5eWm1WoP1Op1u3759hw8fXrt27dChQ0u6mQAAACWGmPE6qlix4pIlS7LdFB0d7ePjExwcLIT48ccfvb2969SpU9LtLV2uXLkycuRIJWN069btX//6l6Ojo1arvXjx4qxZs0JCQtLS0j7//PM6deq0a9eupBsLAABQMl6XLjfIp3r16u3cubNmzZpCiIyMjMDAwJJu0f+ytbXV/Z+3u8fU999/n5aWJoQYOnTokSNHunbtamdnV7Vq1Z49e546derzzz8XQmRkZEyaNKmkWwoAAFBiiBlvHmtr64EDByrLFy5cKOnmlC6pqal79uwRQpiZmc2ZM8dgbEyZMmV++umnypUrCyH++OOPO3fulHR7AQAASgYx441Ur149ZSExMVFdaWtrq9FoPvzww2y/curUKeWlUjl1xxJCHDt2bODAgTVq1DAxMalSpUq3bt2WLl2ampqaz1bl9JIonU53+PDhQYMGOTk5WVlZVapUqXXr1h4eHnm+Lys1NXXBggVt27a1sbEpV65cs2bNPv/88xs3buTylZMnT3p7e9erV69cuXI2NjatWrUaO3ZsZGRkLl+JiYmZMmWKo6OjpaWlpaWlo6Pj9OnT7927l23hS5cupaSkCCE6dOhQvXr1rAXKly/foUMHZTn3/QIAALzFGJvxRoqOjlYW6tatK6VCnU43derUuXPnqmsePnz48OHD48ePL1y4cN++fQ0aNChYzU+fPu3Vq9fp06f1Vz558uTChQsbNmyYPn16TqPY//rr/7V3/zFVV48fxw8ZXEGUUhiQ0pzJxjcYIsMKEFpLA2WkiJpZxghSfsVwfJ3pJGUWusDNYDiQNJaB/JBd0hUQQpcswQSDKwiauBBIRIgwg+7wwueP93Z3dy8gxPvTR/H5+Otwzvu8f13GeN33Oe/z2+rVqxsaGnQ1ly9fvnz5ck5OTm5u7oYNGwy2HxgYCAsLy8vL06/p6+u7dOlSenp6dHT04cOHn3zS8Bc+KysrNjZWSg6SpqampqamzMzMwsJC47Pq6OiQCs7OzmNdsp2dnVSQJusDAAA8hogZj57+/n7dlAw3NzdZ9pmZmSmNv/Ly8lq+fLlCoaipqVGpVENDQ9evX/f19VWr1ba2tpPdrVarfeONN6SMYWVltW7dukWLFv39998//fRTeXm5EOLAgQMeHh7r1q0z6DgwMODn59fY2Ojh4REQEODk5HTjxo3MzMybN2/ev38/PDx8+fLl9vb2+gcKDAysrKwUQigUilWrVjk7Ow8ODtbW1n7//fdCiPT09I6ODqVSaWJiouv1xRdfbN26VSrb2Nh4e3s7OTk1NjaeO3eur69v7dq1M2fONDgxNze3EydOCCHc3d3Huuqff/5ZKoyz4AYAAMD0Rsx4xLS2tkZERLS1tQkhLC0tdUtVTFFdXZ2pqWlmZqb+i3Srq6uDg4Nv3brV3d29ffv23Nzcye5WrVaXlZUJIZYsWfLdd989/fTTuqbs7GzpWEePHjWOGX19fX19ffHx8QcPHtQ9goiLi/P09FSr1Xfv3q2qqtq0aZNu+0OHDkkZw8fHJzs7W//tWxUVFSEhIZ2dnV999VVubq7uPbNdXV3R0dFSef369cePH589e7b04+3bt4OCgqqrq+/du2dwYosXL9aNWBuVSqWqqamRtpTrWRMAAMAjh5jxMOrr64uJiTGo7O/vb21tvXjxom4oTnJysoODg1wH3b9/v8FiHZ6enqWlpdJKcwUFBZ988slkF+eurq6WCnFxcfoZQwgREhKye/fu7u7uhoaGkZER/YcMkhdffDE5OVm/3sLCYu/evcHBwUIItVqtixmDg4PJyclCiAULFiiVynnz5unv59VXX83Pz/f19R0eHt6/f78uZmRmZkop4pVXXikoKNA/kK2tbUVFhaOjY2dn56Sut6mpSTeaKyEhYcaMGXJ9OgAAAI8WYsbDaGBgID09fZwNzMzM9uzZs23bNrmOOHfu3KioKON6V1fXTZs25eXlabXasrKysLCwSe1W93+2bkqDjomJyW+//TZO34SEBOPs4erqKhWkV8pKKioqenp6hBCxsbEGGUPi7e3t5+dXUlJy9erVW7duSaOtiouLpdakpCTjA5mbm+/cuTM2NnaCVzo0NJSenr5r1y5pmkdoaOjbb789hQ8EAADg0UbMeJRYWlq6uLgsWbIkLi5O3nH/K1eu1A0ZMrB+/XppXvXFixcnGzNeeOEFqZCYmNjZ2RkaGrps2TLj/+nH76vPeLKEEEI3v9zc3FylUo26t7lz50qFhoYGe3v7wcFBtVothFiwYMFLL700apcNGzZMJGZIK3/v2LHj6tWrUk1oaOjRo0cN3nULAADwWCFmPIzmz59v/PX/f9U4S4nrpiLcuXNnsrtdunTprl27Dhw4cP/+/YyMjIyMjOeee87X19fb2/u1114bZ8TX7Nmzra2tJ3iU9vZ2qfD+++8/cOO7d+8KIXp6eoaHh/Wvzpitra2FhcXAwMA4e2ttbd22bZu0KLsQws7OLiMjY82aNZO9UQAAANMMX7hCCCH039o0VtP4/3CPJSkpqaSkxMPDQ/qxtbX1888/Dw8Pf/bZZz08PE6cODEyMmLca86cORN86CGE+OOPPyZ+Pv39/UKIv/76S/rxmWeeGWtLExOTUVfGkGi12tTUVFdXVyljWFpa7t2799q1a2QMAAAAwdOMx4f0Lf5Yurq6xmq6efOmVDCYwz1x/v7+/v7+7e3tX3/9dWVl5Y8//ijNyqirq3vnnXeUSmVRUdHEQ4WxWbNmSYVr1645OjpOpMucOXOkwjjzQ0ZGRm7fvj1qk0ajWbt2bWlpqRDiiSeeiIqKSkhIkBb/BgAAgOBpxuNj/MWzW1tbH9hx4cKFUzkBBweHiIiIgoKCjo6Opqam+Pj4p556SgihVCpzcnKmsmfdgh7Nzc0T7GJtbW1mZib0Fjo01tvbO2o202q1b731lpQxnJ2da2pq0tLSyBgAAAD6iBnTjUajGbW+trZ2nF5nz579888/R2368ssvpYKXl9dkTyYnJycjIyMrK0t/ZJSJicnzzz+fkpKiW4jDYI3wydLN4T5//vxY22RnZ+/bt+/jjz+WpmSYmZktXbpUCNHR0XHhwoVRu5w5c2bU+oMHD0rLI65YsaK6unrZsmVTOXkAAIBpiZgxfUhfzzc3N2u1WoOmX3755eTJk+P07e3tTUtLM67/4YcfvvnmGyGEtbX1ihUrJntK2dnZkZGRW7dubWxsNG61s7OTCsar4E2Kn5+fubm5ECI1NVU3xEvf9evXw8PDExMTa2trdS+ACgoKkgq7d+82nh8yNDT00UcfGe9Ko9FIN2r+/PmnTp0a6/VcAAAAjzlixvTh4uIihOjt7U1JSdGvb29v37x5s3H2MPDhhx8eOXJEv+bbb78NDAyUytu3bx/1ZbLjc3d3lwo7d+4cGhrSb9JoNImJiVJ5ig8E5s2b99577wkhBgcHg4KCWlpa9Fs7Oztff/116fLDw8N19WFhYVZWVkKIysrKN998Uz/q/P777wEBATdu3DA+VlFRkTRhIyYmRuoOAAAAY0wBnz6CgoLKy8uFEB988MH58+dXrVplbm5eV1d38uTJnp6eyMjIY8eO6a9qp2/lypXl5eXR0dFZWVne3t4KhaK6uvrChQvSECNPT88dO3b8g1PasmVLSkrK8PBwSUmJo6NjUFCQvb29Vqv99ddfi4uLu7u7hRAODg4hISFTvPakpKSzZ89euXLl0qVLbm5uq1evdnFxUSgUV65cKSoqkgaSxcXFBQQE6LpYW1sfOXJEWhQ8Pz+/qqrKx8fHycmpubm5qqrqzp07FhYWPj4+ZWVl+gfSrWuek5MjTc8Yx2effTbOC3MBAACmMWLG9BEREaFSqQoKCoQQp0+fPn36tK7p3XffTU1NPX78+Fh909LS9uzZc+rUqfr6+vr6ev2mlStXFhYWmpqa/oNTcnFxyc7OjoqKunfvXltb2+HDhw02cHV1zc/Pn/pjgVmzZqlUquDg4HPnzmk0GqVSqVQqda0zZsyIjo4+dOiQQa/NmzcPDAzExMRoNJqurq7CwkJdk5WVVV5enkqlMogZukccow4DMzDFwWAAAACPLgZNTR8mJiZ5eXnFxcV+fn4LFy40MzOzt7cPDAw8c+bMsWPHnnxyvEipUCgKCgoKCwv9/PxsbW1NTU3t7e3XrFlTVFRUVlY2lRiwZcuWtra2ffv2vfzyy4sWLVIoFNbW1u7u7hs3biwtLa2vr5drOXMbG5uqqqri4uKNGzc6ODgoFAobGxsvL6/IyMiWlpZPP/101GW5w8PDW1pa4uPjnZ2dLS0tZ86cuXjx4ri4OLVa7e/vb7z9qCOpAAAAYMBk1MXRADz8OuY7TH0neEQtfyfjf30K+IdS2/7/f30KslmT++DXiLc/HH+pLr1s+S8cZSI35N8hy2136Gwff4OvNv/f1I/ywJs2kWv5dz5fWfw7vyQPvGkP/HBlue08zQAAAAAgM2IGAAAAAJkRMwAAAADIjJgBAAAAQGbEDAAAAAAyI2YAAAAAkBkxAwAAAIDMiBkAAAAAZEbMAAAAACAzYgYAAAAAmREzAAAAAMiMmAEAAABAZsQMAAAAADIjZgAAAACQGTEDAAAAgMyIGQAAAABkRswAAAAAIDNiBgAAAACZETMAAAAAyIyYAQAAAEBmxAwAAAAAMiNmAAAAAJAZMQMAAACAzIgZAAAAAGRGzAAAAAAgM2IGAAAAAJkRMwAAAADIjJgBAAAAQGbEDAAAAAAyI2YAAAAAkBkxAwAAAIDMiBkAAAAAZEbMAAAAACAzYgYAAAAAmREzAAAAAMiMmAEAAABAZsQMAAAAADIjZgAAAACQGTEDAAAAgMyIGQAAAABkRswAAAAAIDNiBgAAAACZETMAAAAAyIyYAQAAAEBmxAwAAAAAMiNmAAAAAJAZMQMAAACAzIgZAAAAAGRGzAAAAAAgM2IGAAAAAJkRMwAAAADIjJgBAAAAQGbEDAAAAAAyI2YAAAAAkBkxAwAAAIDMiBkAAAAAZEbMAAAAACAzYgYAAAAAmREzAAAAAMiMmAEAAABAZv8BgRjU8UOMH98AAAAldEVYdGRhdGU6Y3JlYXRlADIwMTgtMTAtMzBUMjE6MjI6NDgtMDQ6MDB7OFkOAAAAJXRFWHRkYXRlOm1vZGlmeQAyMDE4LTEwLTMwVDIxOjIyOjQ4LTA0OjAwCmXhsgAAAABJRU5ErkJggg==)
The clusterings with the .1
appended to the labels are the previous makeConsensus
and mergeClusters
clusterings from the default setting (see Rerunning to see how different versions are labeled and stored internally). We can see that we lost several clusters with these options.
In what follows, we’ll go back to the original (default) RSEC settings by rerunning RSEC (the original clusters are saved in the rsecFluidigm
object, but there is useful information about the merging that is overwritten by our latest call so we will just rerun it to recreate the clustering). Again, we will set a lot of parameters to keep the object the same as before:
rsecFluidigm<-RSEC(rsecFluidigm,
isCount=TRUE,
consensusMinSize=3,
consensusProportion=0.7,
dendroReduce= "mad",
dendroNDims=1000,
mergeMethod="adjP",
mergeCutoff=0.03
)
par(mar=plotCMar)
plotClusters(rsecFluidigm,main="Clusters from RSEC", whichClusters=c("mergeClusters","makeConsensus"), colData=c("Biological_Condition","Published2"), axisLine=-1)
![](data:image/png;base64,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)
In practice, it can be useful to interactively make choices about these parameters by rerunning each the individual steps of the workflow separately and visualizing the changes before moving to the next step, as we do below during our overview of the steps.
Finding Features related to the clusters
A common practice after determining a set of clusters is to perform differential gene expression analysis in order to find genes that show the greatest differences amongst the clusters. We would stress that this is purely an exploratory technique, and any p-values that result from this analysis are not valid, in the sense that they are likely to be inflated. This is because the same data was used to define the clusters and to perform differential expression analysis.
Since this is a common task, we provide the function getBestFeatures
to perform various kinds of differential expression analysis between the clusters. A common F-statistic between groups can be chosen. However, we find that it is far more informative to do pairwise comparisons between clusters, or one cluster against all, in order to find genes that are specific to a particular cluster. An option for all of these choices is provided in the getBestFeatures
function.
The getBestFeatures
function uses the DE analysis provided by the limma
package (Smyth 2004, Ritchie et al. (2015)) or edgeR
package (Robinson, Mccarthy, and Smyth 2010). In addition, the getBestFeatures
function provides an option to do use the “voom” correction in the limma
package (Law et al. 2014) to account for the mean-variance relationship that is common in count data. The tests performed by getBestFeatures
are specific contrasts between clustering groups; these contrasts can be retrieved without performing the tests using clusterContrasts
, including in a format appropriate for the MAST
algorithm.
As mentioned above, there are several types of tests that can be performed to identify features that are different between the clusters which we describe in the section entitled Finding Features related to a Clustering. Here we simply perform all pairwise tests between the clusters.
pairsAllRSEC<-getBestFeatures(rsecFluidigm,contrastType="Pairs",p.value=0.05,
number=nrow(rsecFluidigm),DEMethod="edgeR")
head(pairsAllRSEC)
## IndexInOriginal Contrast Feature logFC logCPM LR
## 1 1465 Cl01-Cl02 DLK1 13.90356 8.804668 172.58983
## 2 5044 Cl01-Cl02 RPS4Y1 12.51876 7.424298 119.76806
## 3 2291 Cl01-Cl02 GPC3 12.21939 7.126492 110.84635
## 4 3788 Cl01-Cl02 NNAT -13.34129 8.751824 110.37000
## 5 3985 Cl01-Cl02 OTX2 11.80412 6.714252 87.07782
## 6 1640 Cl01-Cl02 EFNA5 11.35424 8.430487 84.19065
## P.Value adj.P.Val
## 1 2.011624e-39 1.422017e-34
## 2 7.110712e-28 2.513281e-23
## 3 6.393907e-26 9.579242e-22
## 4 8.130634e-26 9.579242e-22
## 5 1.043343e-20 9.219237e-17
## 6 4.492896e-20 3.528920e-16
We can visualize only these significantly different pair-wise features with plotHeatmap
by using the column “IndexInOriginal” in the result of getBestFeatures
to quickly identify the genes to be used in the heatmap. Notice that the same genes can be replicated across different contrasts, so we will not always have unique genes:
length(pairsAllRSEC$Feature)==length(unique(pairsAllRSEC$Feature))
## [1] FALSE
In this case they are not unique because the same gene can be significant for different pairs tests. Hence, we will make sure we take only unique gene values so that they are not plotted multiple times in our heatmap. (This is a good practice even if in a particular case the genes are unique).
plotHeatmap(rsecFluidigm, whichClusters=c("makeConsensus","mergeClusters"),clusterSamplesData="dendrogramValue",
clusterFeaturesData=unique(pairsAllRSEC[,"IndexInOriginal"]),
main="Heatmap of features w/ significant pairwise differences",
breaks=.99)
![](data:image/png;base64,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)
Notice that the samples clustered into the -1
cluster (i.e. not assigned) are clustered as an outgroup. This is a choice that is made when the dendrogram (described below). These samples can also be mixed into the dendrogram (see makeDendrogram)
We can identify the genes corresponding to the different contrasts with the plotContrastHeatmap
function where the genes (rows) are organized by what contrast for which they are significant. The option nBlankLines
controls the space between the groups of genes from each contrast. We also give the argument whichCluster="primary"
to indicate that the contrasts were created with the primary clustering – this means that the legend will put in the names of the clusters rather than their (internal) numeric id.
plotContrastHeatmap(rsecFluidigm, signif=pairsAllRSEC,nBlankLines=40,whichCluster="primary")
![](data:image/png;base64,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)
Overview of the clustering workflow
We give an overview here of the steps used by the RSEC
wrapper and more generally in the clusterExperiment
package. The section The clustering workflow goes over these steps and the possible arguments in greater details.
The standard clustering workflow steps are the following:
clusterMany
– run desired clusterings
makeConsensus
– get a unified clustering
makeDendrogram
– get a hierarchical relationship between the clusters
mergeClusters
– merge together clusters with little DE between their genes.
These clustering steps are done in one function call by RSEC
, described above, which is most straightforward usage. However, to understand the parameters available in RSEC
it is useful to go through the steps individually. Furthermore RSEC
has streamlined the workflow to concentrate on using the workflow with subsampling and sequential strategies, but going through the individual steps demonstrates how the user can make different choices.
Therefore in this section, we will go through these steps, but instead of using the parameters of RSEC
that involve subsampling and are more computationally intensive, we will run through the same steps, only using just basic PAM clustering with no subsampling or sequential clustering. This is simply for the purpose of briefly understanding the intermediate steps that RSEC
follows. Later sections will go through these steps in more detail and discuss the particular choices embedded in RSEC
.
Step 1: Clustering with clusterMany
clusterMany
lets the user quickly pick between many clustering options and run all of the clusterings in one single command. In the quick start we pick a simple set of clusterings based on varying the dimensionality reduction options. The way to designate which options to vary is to give multiple values to an argument.
Here is our call to clusterMany
:
ce<-clusterMany(se, clusterFunction="pam",ks=5:10, minSizes=5,
isCount=TRUE,reduceMethod=c("PCA","var"),nFilterDims=c(100,500,1000),
nReducedDims=c(5,15,50),run=TRUE)
In this call to clusterMany
we made the follow choices about what to vary:
- set
reduceMethod=c("PCA", "var")
meaning run the clustering algorithm trying two different methods for dimensionality reduction: the top principal components and filtering to the top most variable genes
- For PCA reduction, choose 5,15, and 50 principal components for the reduced data set (set
nReducedDims=c(5,15,50)
)
- For most variable genes reduction, we choose 100, 500, and 1000 most variable genes (set
nFilterDims=c(100,500,1000)
)
- For the number of clusters, vary from \(k=5,\ldots,10\) (set
ks=5:10
)
By giving only a single value to the relative argument, we keep the other possible options fixed, for example:
- we used ‘pam’ for all clustering (
clusterFunction="pam"
)
- we set
minSizes=5
. This is an argument that allows the user to set a minimum required size and clusters of size less than that value will be ignored and samples assigned to them given the unassigned value of -1. The default of 1
would mean that this option is not used.
We also set isCount=TRUE
to indicate that our input data are counts. This means that operations for clustering and visualizations will internally transform the data as \(log_2(x+1)\) (We could have alternatively explicitly set a transformation by giving a function to the transFun
argument, for example if we wanted \(\sqrt(x)\) or \(log(x+\epsilon)\) or just identity
).
We can visualize the resulting clusterings using the plotClusters
command as we did for the RSEC
results.
defaultMar<-par("mar")
par(mar=plotCMar)
plotClusters(ce,main="Clusters from clusterMany", whichClusters="workflow", colData=c("Biological_Condition","Published2"), axisLine=-1)
![](data:image/png;base64,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)
ce<-clusterMany(se, clusterFunction="pam",ks=5:10, minSizes=5,
isCount=TRUE,reduceMethod=c("PCA","var"),nFilterDims=c(100,500,1000),
nReducedDims=c(5,15,50),run=TRUE)
test<-getClusterManyParams(ce)
ord<-order(test[,"k"],test[,"nFilterDims"],test[,"nReducedDims"])
plotClusters(ce,main="Clusters from clusterMany", whichClusters=test$clusteringIndex[ord], colData=c("Biological_Condition","Published2"), axisLine=-1)
![](data:image/png;base64,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PHjxdOLQMAAAAAfGj+9708OTmZ2EWj0TL/i4+V8kSuvr6e9aOKigpuxOjs7HRwcCgtLWU9Wltba2dn19vbixDy8/MTbkkYDEZWVpapqendu3cRQnJycidPnhz+CjE0NMQboaGhPT09rIe6uroiIyPxtrGxMbH/2bNnA47nwQRsTsE2btyIg8ldu3YVFRUR+5lM5o4dO/AkBO7u7myTEPCXa7CPt6qq6v79+/F2cHAw66AR/mpp2bJluEPXxYsXw8PDWTuPMZnM9PT0gIAA/HGw0/EBAAAAAHxM/neJhvT09La2NjyLa2lpKdFb5uXLl1OnThV1IXlCTNd75swZZWVlaWlpOzs7vGJJVFTUrVu3iouLHz16ZGBgsHz5cn19fSkpqeLi4suXL+O1ETds2GBjY8PfpWtra4mXSwwvOk4mk4kVJOXk5P74448pU6YMf814eHgcPHiQwWD8+eef06ZNc3Bw0NTU7O3tpVKp6enpOK6bMGGCl5fX8JcN++yzz2JiYoKCglpbW83MzAIDA42MjFpaWlJTU2/fvo0QGjdu3N69e4WSi4/H29vbOzExMTc3l0ql7tmzJyoqSpCblZSUPHHihKOjI0Loxx9/TElJsbKyGjt2bG1t7ePHj/Pz83GyLVu24HVIAQAAAAA+TRJKSko0Gq2joyMjI8PNzU3U5eHfrFmz8L2UlpbiJpTKykocqMjJyd25c8fR0TEnJ6erqystLS0tLY3IKC4uvm7dupiYGL4vTaPR4uPjuSSYO3dufHw80bIxzPT19ZOSkoKCgtra2qqqqg4fPsxZdampqYqKiiIpHhYYGPju3buIiIi2tja2Fdm1tbXT0tI4F+LkO9dgiYmJnThxwtDQsLe398CBA+7u7rq6uoKccNWqVWfPnt2wYUNjY2NlZSXbwyMpKbl79248MzIAAAAAwCdLDP+yi/5/768PkZKS0tWrV83NzRUUFOTl5adPny4pKUkcVVNTu3v3bnp6Op67SUpKSk1NzdTUNDAwsLS09MiRI0IfnTJ69Ojp06d7enpmZGT8888/oopSMA8Pj6qqqp07dy5YsEBLS0tKSkpVVdXQ0NDFxSUzM/PJkyc6OjoiLB62Y8eOBw8e+Pj4TJkyRUpKasyYMcbGxgcOHHj8+PHMmTOFm2uwZs2atXHjRoQQnU4PCgoSfCpnDw8PKpW6d+/er776SktLS1JSUklJydDQMCwsjEKhbN269QNaqggAAAAAYChInD59+vTp06y75s2bx2QyMzIy7O3tpaWlWQ/9/fffXM6lqqrK/QWuvLycl9ev0NBQ3GOnu7t7x44deGdjY+OAy/aZmZnl5OT0d5REIq1cuXLlypU8Vg33mx0QiUQSExPjHv/0d4O3bt3qL4u0tDSXSnZ1dXV1de3zkLKyckREREREhCA3xYfMzEw+Ko1EIpFIJCaT2dvbi0cQCSsXl8ebuwMHDrA12ghIQUEhNDQ0NDRUiOcEHwT7KKVhuMoPN+iivlEAABgAT/9STRd1KT8618zGCn4SVZ1t3BOQK58NeJLfywb4obzf1+iGhgYJCQmh9JzhW0tLi/V/sY6W7hOFQtm5c+fOnTuJqV1Fq7m5ubS0NCkpaeXKlV988UVBQYGAN/ih2LhxI2kgfQaBUVFRJiYmp0+fLi8vf//+fWNjI5lM3rZt2+zZs/usPUFyifzx5ruWAAAAAAA+ERKcuxgMRlVV1alTp+zt7cXFxYV4sdGjR3t4eAyYbP78+XycnEKh4AmsJk+ebGBgMET11acxY8YQc85i3d3d9fX1ZDIZr9xXUFBgaWmZkZGxePHi4SyYSJSVlfGRKy4ubvv27Xjb2traxMSktbX1ypUrVCr11atXNjY2ZDKZc65ePnIN3eM9DLUEAAAAAPDp6CNQefjw4fz5883MzA4dOiTci6mpqR09elTUtyx8Y8eO7fO+mEzmvXv3QkJCCgsLOzo67OzsioqKPpRZ1PiGX8EVFBS4DMthG7hfV1e3adMmhJCEhERaWpqtrS3eHx0d7e7u/ttvv9XV1YWGhrINo+Iv19A93kNdSwAAAAAAn5Q+ApWZM2fW1dXhpR5Ea8BBLyMciURasGBBbm6ura1tdnZ2Z2env79/VlYWMVDnQ79BTj09PZWVlQihJUuWXL58mcdchw8f7uzsRAht2bKFiDcQQpKSkomJiXl5eTU1NRcuXNi9ezfroij85RoJjzd/tQQAAAAA8EnpY4yKnJzcSIhSPhqysrLnz5/Hv47fuXOHWCjjo1RZWYlHsfM+gS+TycSryCOEfHx82I7Ky8vj6QEYDMbvv/8uYC40Mh5vPmoJAAAAAOBTM7g5ec3NzUkkEv71mk6nnz592sLCQl1dXU5Obvbs2b6+vuXl5cItH74i5+AEVps3byaRSMQqft7e3ngsMpVKZUuZk5Pj5+c3depUOTk5ZWVlIyOj4OBgvIR5f5d2cnJCCLW1tYWFhU2cOJFEInGZkqs/GhoaISEheJttcfo+b3Dx4sVEPeP+Szo6OrKysmPGjDE1NT1z5gzRDnPt2jVbW1sNDQ0pKalp06Y5OTk9e9b3HAtMJvPmzZvOzs4GBgaKiooqKipz58718vJ6+vSpEL+vly9f4o0ZM2bwmKWiooJCoeAsffaLW7FiBd5gnUCMv1z8effunYGBAX6oNm3aJHgjGB+1BAAAAADwqZHgL1tTU5OTk1NWVhaxp6ioqKio6OzZsykpKc7OzqK+L3YdHR2+vr4XLlxg3dPU1PTo0aNjx46tW7fu8OHDEhJ910Zzc7O1tXVeXp4gBXB3d9+1axdCiLXSBpSfn29nZ/fmzRv8sbOzMy8vLy8v78GDB8ePHw8KCmJdK5BCoVAolPT09KtXry5btoztFmxsbO7fv8+6s7GxsaCg4OzZs2FhYQKutk4gxojz/gpORFZWVlZ9JjA1NZWVle3o6Hj+/LmAufjQ2Ni4ZMmSwsJChFBISEhMTIzgK5zwUUsAAAAAAJ8aflY5ZDAYbm5uWVlZBgYG4eHhKSkpUVFReBgAnU739fWtqakZznvYunVrSUkJ0VIRFRVVUlJSUlIybtw4vKe3t3fFihU4SpGSkrK3t9++ffumTZssLS1xgmPHjjk5OfX5SzmTyfT39yeilHHjxikoKPBRyKlTp6qoqCCEKisr6+vreclSXV1tY2NTV1fn4eGRkJBw/PjxhQsX4kPx8fHm5ubx8fFKSkqbN29OTk7et2/fhAkT8M0GBASwriLS29u7evVqHKUoKip6e3vv3r17+/btS5YswQmio6OvXLkilO8CtxXgNqLo6GgLCwsNDQ0ZGRktLS1PT89bt25xVjLx1j52bN+zektISODOWjU1NR0dHYLkGiwajWZlZfX48WOE0Pr16w8dOiSUdRj5qCUAAAAAgE8NPy0qt27d6unpCQ4O/umnn0aNGoV3bty40dLSMj8/v7W19fbt215eXsN2D+rq6urq6kRHL01NTbZ11mNiYnA7hoWFRVJSEuvQalzU2trajIyMlJQUNzc3tpNnZWXRaLT58+fv27fP2Nh4UEsEsiKRSLq6ung9ysrKSl6GSRQVFUlKSt68eZOY1DggIMDV1fXixYsIoby8PB0dnRs3bkycOBEf9fPzmzFjRn19fVVVFZVK1dbWJs5z48YNhNDs2bOzs7PHjBlDXCIpKcnb2xshdPLkyVWrVgn+XeD4QUJCQk9Pr6GhgdhfWVlZWVn566+/2tranj17lrUMRDIuC3oqKyvj77e+vn7y5Ml85xqU5ubmpUuX4sVYgoODDx8+LKzV4vmoJQAAAACATw0/LSo9PT1GRkZHjhwhohSEkLS0NO7ahBDC/WQ44ZXpueiv85UgOjs78YLi48ePT0tLY41SEEKLFi1KTU3F68fv3r2bMzuNRtPW1s7OzrawsOA7SsGIV+qmpiYes2zbto116RUSibR582biY2JiIhGl4PP7+vribdZlOojmoA0bNrC9+3p5eWlqaoqLixcWFgrlV3x83Z6enoaGhilTpgQGBv7www+enp7EqPGrV69aW1u/f/+eyNLe3s5WP5xwYxRrYv5y8a61tdXa2vrhw4cIoaCgoNjYWGFFKfzVEgAAAADAp4afQAUhFBERgV/uWenr6+ON7u5uUd/X/7l9+/bbt28RQuvXryfeXFmZmZktXboUIfTixYvXr19zJggPD5eSkhK8JPLy8nijra2Nxyxr1qxh2zNt2jS8oaury7ky5vTp0/FGV1cXsZNY1pCzSx6JRPr333/pdPrr169ZX8T19fUHXDcd27FjB5Grs7Ozuroab0dGRpaVlR0/fjwyMvKXX3559uxZQkIC7jX34MEDHDoSufAGlz51xCGiExd/uXjU1tZGjEry9/c/evRon1HKcNYSAAAAAMCnRuLFixeff/75YLOZmJhw7hywwUFBQYFtBXc2nMGP4IgR5DIyMnfu3OkzDfGrfGFhoaamJttRtoHpfCN+1x89ejQv6WVlZTk7LBGVrKenx5mlz6+A+LIiIyNra2u9vb2NjY2F2D5A6OzsjIiIQAjp6uq6uLiwHiKRSD4+Pr29vWvXrkUIHTp0KCwsDDegEWXmEr+1tLTgDSJi5C8XL9rb29kmHhBuXfFXSwAAAAAAnxqJ5ORkossWj+Tl5flbiUJdXT0uLm6Y75D49frbb78dMDHxavt/FSQhoaamJpSSNDY24g0exx7IyMhweUWWlZXl8bpz5swJCwuLjo6m0+lxcXFxcXHa2tqWlpZmZmZWVlZ4CD6b69ev89gsxnovysrKO3fu5JLY19f34MGDZWVlTU1N+fn5uEVITk6OrX64VB3RKsVfLl4cPXqUTqcjhKSkpLq6uk6dOrVmzRpTU1PR1hIAAAAAwKdGIiUlJTIyclC/GSsqKg7F7/FDhEaj8Z64ubmZbY+amppQ2nmYTCaxYAvbOJlhEBUVZWlpGR4eTiaTEULl5eXl5eVnzpxBCBkZGYWEhLi7u7N+p6xDX4RITEzMyMgIj9CoqKjAr+BEHMgl5CBG9RBtX/zl4gWOUuLj41taWrZs2YIQCgwMJJPJrCOyhr+WAAAAAAA+NWLl5eUPHjwQdTGGEPHTe1lZGXMg/v7+7BUkpN5oFAoFD5Uh5ikeZsuWLcvPz3/16tWJEyecnZ2JWX0LCgo8PT0dHR2HZ0pcIkgjxo0Q42rq6ur6zMJgMPDUWBoaGkpKSoLk4lF8fPzatWtDQkLwsKuioqLY2NhhqBwutQQAAAAA8KmRQAidO3du3rx5oi7JUNHQ0MAbJSUlxEj04Xfu3Dm8sWjRIhHWxoQJEwICAgICAphMZklJSWJiYkJCAo1GS0tLS05Odnd3x8kqKip47NSkoqJCNG7U1NTQ6XQSiTRp0qT+0tfW1uINovcgMQdDf0thkslkPBCFSMl3Ll4EBgbiISKjRo2Ki4szNzdHCEVERLi4uLB1kxvOWgIAAAAA+NRIIIRSU1MPHTrE2bPl4zBv3ryff/4ZIZSbm2tnZ9dnmqSkJCqVOmrUqLCwsKEY0P/mzZsjR47gbc5Gm6GWnJzc2toqLi7u5+dH9O/C67ocPHhw0aJFy5cvRwjdv3+fCFTs7Ox4XNB9+/bte/bswdubN29OTU1FCD169GjOnDmciZlM5pMnT/C2kZER3tDW1tbS0qqoqHj8+HFtbS2xTCfh2rVreMPa2prYyV8uXrD2EzMzM/Px8UlMTGxvbw8JCWFbFnM4awkAAAAA4FMjhhB6+/btX3/9JeqSDJWlS5fKyMgghGJjY1+9esWZgEKh+Pn5RUZGksnkoYhS2tvbXV1d8eiXxYsXD/+rZ1JSEm4lePbsGefRzz77DG/wPmlyf4gp3fbu3dtnR7IrV67gV3ATE5Px48fjnSQSycnJCW+fP3+eLQudTr906RJCSExMzMHBgdjPXy4+7Nu3D4cuaWlpRPAz/LUEAAAAAPCp+d/38uTkZGIXjUbL/C8+VsoTufr6etaPKioquBGjs7PTwcGhtLSU9Whtba2dnV1vby9CyM/PT7glYTAYWVlZpqamd+/eRQjJycmdPHly+CvE0NAQb4SGhvb09LAe6urqioyMxNvGxsbE/mfPng04ngcjGgoQQsuWLcNdlS5evBgeHs7aLYrJZKanpwcEBOCPbBPNbdy4EQeTu3btKioqYs21Y8cOPAmBu7s72yQE/OUa7OOtqqq6f/9+vB0cHMw6aGSYawkAAAAA4JPyv0s0pKent7W14VlcS0tLid4yL1++nDp1qqgLyRNiut4zZ84oKytLS0vb2dnhFUuioqJu3bpVXFz86NEjAwOD5cuX6+vrS0lJFRcXX758Ga+NuGHDBhsbG/4uXVtbS7xcYnjRcTKZTKwgKScn98cff0yZMmX4a8bDw+PgwYMMBuPPP/+cNm2ag4ODpqZmb28vlUpNT0/Hcd2ECRO8vLwEvJCkpOSJEyccHR0RQj/++GNKSoqVldXYsWNra2sfP36cn5+Pk23ZsgWvsEn47LPPYmJigoKCWltbzczMAgMDjYyMWlpaUlNTb9++jRAaN27c3r172S7HXy4+Hm9vb+/ExMTc3Fwqlbpnz56oqCiR1BIAAAAAwCdFQklJiUajdXR0ZGRkuLm5ibo8/Js1axa+l9LSUtyEUllZiQMVOTm5O3fuODo65uTkdHV1paWlpaWlERnFxcXXrVsXExPD96VpNFp8fDyXBHPnzo2PjydaNoaZvr5+UlJSUFBQW1tbVVXV4cOHOasuNTVVUVFR8GutWrXq7NmzGzZsaGxsrKysZKsWSUnJ3bt34zl/2QQGBr579y4iIqKtrY1tRXZtbe20tDTOhTj5zjVYYmJiJ06cMDQ07O3tPXDggLu7u66urkhqCQAAAADg0yGGf9lF/7/314dISUnp6tWr5ubmCgoK8vLy06dPl5SUJI6qqandvXs3PT0dz90kJSWlpqZmamoaGBhYWlp65MgRoY9OGT169PTp0z09PTMyMv755x9RRSmYh4dHVVXVzp07FyxYoKWlJSUlpaqqamho6OLikpmZ+eTJEx0dHSFei0ql7t2796uvvtLS0pKUlFRSUjI0NAwLC6NQKFu3bu1vEZ4dO3Y8ePDAx8dnypQpUlJSY8aMMTY2PnDgwOPHj2fOnNnf5fjLNVizZs3auHEjQohOpwcFBQk+lTPftQQAAAAA8Ikg9ffKlZGRYW9vX11dzTqcl0qlDqrzUmhoKO57093dTUwja2JiQkyspK+v//z5cz09vT7HeQ+b0tLSGTNm9HdUUVFRU1Nz3rx5Dg4ONjY24uLinGn6u8GPzNWrV2k0moODA7E6TX8KCgri4uKys7Nra2tlZWW1tLScnJy++eYb7kuaDFsuzsebQqHg2atZZ+j66NWMmyDgGeyjlAQvxg836KKuiWG1a6nEMFzlU6tVwRneHXhCEXPPOFEXE4iMqs42URfhI8TLv1QD/m2O968R9X18YGpODTxVz4D/3A34F5H+PU3wq/T7/2VDQ4OEhIRQes4ghFpaWoiBAdnZ2V9++SWXxBQKBa86Ym9vb2BgIJQCCKK5ubm5ubm0tDQpKcnIyCg+Pp5z5q5B3eAHqr6+3t7evre3t7q6mnugEhUVFR4ezmAw8Mf37983NjaSyeTjx49fuXKlv3nPhjOXcB9vPmzcuJGzDx6bnJwcvIoLAAAAAMAnqI9AhcFgVFVVnTp1yt7evs/WA4TQ6NGjPTw8Bjz7/Pnz+SgThULBU1FNnjx5mAOVMWPGELPHYt3d3fX19WQyGa/BV1BQYGlpmZGRsXjx4uEs2Ehw7tw5PD0ad3Fxcdu3b8fb1tbWJiYmra2tV65coVKpr169srGxIZPJnLPuDlsuXh7vYVBWViaqSwMAAAAAfBD6CFQePnw4f/58MzOzQ4cO9ZdNTU3t6NGjoi688I0dO7bP+2Iymffu3QsJCSksLOzo6LCzsysqKvpQ5kMTiqdPn4aHhw+YrK6ubtOmTQghCQmJtLQ0W1tbvD86Otrd3f23336rq6sLDQ1lGxA1nLl4ebyHAQ5UFBQUuAxeEsr0BgAAAAAAH6g+ApWZM2fW1dXhpR6ERVVVVfDxxyJEIpEWLFiQm5tra2ubnZ3d2dnp7++flZVFjHj+0G+wT0wms6am5vnz55cuXUpOTn7//v2AWQ4fPtzZ2YkQ2rJlCxE5IIQkJSUTExPz8vJqamouXLiwe/du1uVNhjPXUDzeg9XT01NZWYkQWrJkyeXLl0VYEgAAAACAEauPqa7k5ORE+xo3YsnKyp4/fx7/zn3nzh1iyYuPlY2NzcSJE62trRMSEniJUphMJl4PHiHk4+PDdlReXt7V1RUhxGAwfv/9d5HkQiPj8a6srMSd6ASc5hgAAAAA4CMmhhCi0+mnT5+2sLBQV1eXk5ObPXu2r69veXm5cK9kbm5OIpE4hxmw2rx5M4lEIkale3t7k0gkEolEpVLZUubk5Pj5+U2dOlVOTk5ZWdnIyCg4OBgvRt7fpZ2cnBBCbW1tYWFhEydOJJFIt27dGuxdaGhohISE4G22Zeb7vMHFixeTSCT8ez/uiaSjoyMrKztmzBhTU9MzZ84Q7TDXrl2ztbXV0NCQkpKaNm2ak5NTfzOhMZnMmzdvOjs7GxgYKCoqqqiozJ0718vL6+nTp8L9ylgXTedFRUUFhUJBCM2YMaPPfnErVqzAG5mZmSLJxZ93794ZGBjgR3HTpk2CN529fPkSb3CZaw4AAAAA4BMn0dTU5OTkREytixAqKioqKio6e/ZsSkqKs7OzqEvIrqOjw9fX98KFC6x7mpqaHj16dOzYsXXr1h0+fFhCou/ZzJqbm62trfPy8gQpgLu7+65duxBCrJU2oPz8fDs7uzdv3uCPnZ2deXl5eXl5Dx48OH78eFBQEOuqfxQKhUKhpKenX716ddmyZWy3YGNjc//+fdadjY2NBQUFZ8+eDQsLE3DddFaXL1/u6ekhPrq4uGRnZ3NJT0RWVlZWfSYwNTWVlZXt6Oh4/vy5SHLxobGxccmSJYWFhQihkJCQmJgYwVc4IUbSQ6ACAAAAANAfCTc3t6ysLAMDgxUrVsyYMYNKpZ4+fbqiooJOp/v6+s6fP597G4hwbd261c/PLycnZ+3atQihqKgoBwcHhNC4ceNwgt7e3hUrVuAIQUpKytraWk9Pr7Ozk0wm37t3DyF07NixmpqatLQ0zrdJJpPp7+9PRCnjxo1TUFDgo5BTp05VUVF59+5dZWVlfX09L/2IqqurbWxs3r596+Hh8eWXX3Z1df3222/4pT8+Pr6oqCgvL09JScnPz2/OnDk1NTVHjx6trq7u7e0NCAgoLy8nJqfq7e1dvXo1jlIUFRVXrVqlpaX1/v37hw8f/vXXXwih6OjouXPnrlq1SihfB9tgbtYFNPtEvH+PHTu2zwQSEhLq6upUKrWmpqajo0NWVnaYcw0WjUazsrJ6/PgxQmj9+vWHDh0SyjqMuEUFt79FR0dfv369rKyspaVFU1PT3Nzc09Nz0aJFsOAjAAAAAD5xEn/++WdwcPBPP/00atQovGvjxo2Wlpb5+fmtra23b9/28vIattKoq6vjl0v8UVNTk23F9JiYGBylWFhYJCUlsQ6SxkWtra3NyMhISUlxc3NjO3lWVhaNRps/f/6+ffuMjY2lpaX5KySJRNLV1c3JyUEIVVZW8hKoFBUVSUpK3rx5k5jUOCAgwNXV9eLFiwihvLw8HR2dGzduTJw4ER/18/ObMWNGfX19VVUVlUrV1tYmznPjxg2E0OzZs7Ozs8eMGUNcIikpydvbGyF08uRJYQUqg9XQ0IA3uKx3qaysjL/f+vr6yZMnD3OuQWlubl66dGlBQQFCKDg4+PDhw8IKHnCUJSEhoaenR9wIQqiysrKysvLXX3+1tbU9e/Ys6/cLAAAAAPCpETMyMjpy5AgRpSCEpKWlcdcmhBDu8cKpvLycxFV/na8E0dnZeeDAAYTQ+PHj09LSWKMUhNCiRYtSU1PFxMQQQrt37+bMTqPRtLW1s7OzLSws+I5SMOLluKmpiccs27ZtY116hUQibd68mfiYmJhIRCn4/L6+vnibdcENojlow4YNbG+xXl5empqa4uLihYWFopp/rL29na1+OKmoqLAlHs5cvGttbbW2tn748CFCKCgoKDY2VohNHPg77enpaWhomDJlSmBg4A8//ODp6UmMrb969aq1tTUvExgAAAAAAHysxCIiIvDLPSt9fX28Mdjh1EPq9u3bb9++RQitX7+eeAdlZWZmtnTpUoTQixcvXr9+zZkgPDxcSkpK8JLIy8vjjba2Nh6zrFmzhm3PtGnT8Iauri7nypjTp0/HG11dXcROog9YTU0NW3oSifTvv//S6fTXr1+zvlLr6+uTeLNjxw4BqwVPFowQ4tKnjjjU0dEx/Ll41NbWRoxl8vf3P3r0aJ9RCn9129nZWV1djbcjIyPLysqOHz8eGRn5yy+/PHv2LCEhARf7wYMHOCwHAAAAAPg0SZiYmHDuHbDBQUFBgW0FdzacwY/giBHkMjIyd+7c6TMN8ft6YWGhpqYm21G2gel8I36hHz16NC/pZWVlObseEZWsp6fHmaXPr4D4siIjI2tra729vY2NjUfOYAaizFzit5aWFrxBRIzDmYsX7e3tbNMVCLeGOzs7IyIiEEK6urouLi6sh0gkko+PT29vLx6jdejQobCwsKFonAQAAAAAGPkk+FtTQl1dPS4ubpjLSvwO/e233w6YmHhJ/b9blZBQU1MTSkkaGxvxBo+jCGRkZLi87PI+znvOnDlhYWHR0dF0Oj0uLi4uLk5bW9vS0tLMzMzKymrChAmcWa5fv85js5jgIyLk5OTY6odL1RGtUsOZixdHjx6l0+kIISkpqa6urlOnTq1Zs8bU1FRYdausrLxz504uiX19fQ8ePFhWVtbU1JSfn8/Z2gYAAAAA8CmQGDm/xw+IRqPxnri5uZltj5qamlDaeZhMJrFgC9s4mWEQFRVlaWkZHh5OJpMRQuXl5eXl5WfOnEEIGRkZhYSEuLu7s36nrENfhhoRB3IJHohRPUTb13Dm4gWOUuLj41taWrZs2YIQCgwMJJPJrOO4hrRuxcTEjIyM8DiWiooKCFQAAAAA8GkSfgetoUP8iF5WVsYciL+/P/utCqk3GoVCwUNl8DzFw18Py5Yty8/Pf/Xq1YkTJ5ydnYn5eQsKCjw9PR0dHUU1mJ4YV1NXV9dnAgaDgSe50tDQUFJSGv5cPIqPj1+7dm1ISAgerFVUVBQbGzucNUkEwIMdXQMAAAAA8NH4kLq/a2ho4I2SkhJiJPrwO3fuHN5YtGiRCGtjwoQJAQEBAQEBTCazpKQkMTExISGBRqOlpaUlJye7u7vjZBUVFTx2T1JRURGwaxwxB0N/S2GSyWQ8pIRIOcy5eBEYGIiHiIwaNSouLs7c3BwhFBER4eLiwta5jr+6rampodPpJBJp0qRJ/aWvra3FG/z1zAQAAAAA+Ah8SIHKvHnzfv75Z4RQbm6unZ1dn2mSkpKoVOqoUaPCwsKGYkD/mzdvjhw5grc5G22GWnJycmtrq7i4uJ+fH9G/C6/rcvDgwUWLFi1fvhwhdP/+fSJQsbOz43Fp9u3bt+/Zs0eQ4mlra2tpaVVUVDx+/Li2tpZYppNw7do1vGFtbS2SXLxg7SdmZmbm4+OTmJjY3t4eEhJy5coV1pT81e3mzZtTU1MRQo8ePZozZw5nYiaT+eTJE7xtZGQkyDcCAAAAAPDh+pC6fi1dulRGRgYhFBsb++rVK84EFArFz88vMjKSTCYPRZTS3t7u6uqKR78sXrx4+F8ik5KS8O/9z5494zz62Wef4Q3eJ00WLhKJ5OTkhLfPnz/PdpROp1+6dAkhJCYm5uDgIJJcfNi3bx8OXdLS0ojgRxDEdHl79+7ts5PelStXcKBiYmIyfvx4wa8IAAAAAPAhGtGBSn19PetHFRUV3IjR2dnp4OBQWlrKerS2ttbOzq63txch5OfnJ9ySMBiMrKwsU1PTu3fvIoTk5OROnjw5/BViaGiIN0JDQ3t6elgPdXV1RUZG4m1jY2Ni/7NnzwYcz4MJ2JyCbdy4EQeTu3btKioqIvYzmcwdO3bgSQjc3d3ZJiEYzlw0Gi3zv3hZCFJVVXX//v14Ozg4mHXQCH91u2zZMtyh6+LFi+Hh4aydx5hMZnp6ekBAAP5IrLsKAAAAAPAJGoldv4jpes+cOaOsrCwtLW1nZ4dXLImKirp161ZxcfGjR48MDAyWL1+ur68vJSVVXFx8+fJlvDbihg0bbGxs+Lt0bW0t8ZqI4eXDyWQysYKknJzcH3/8MWXKlOGvGQ8Pj4MHDzIYjD///HPatGkODg6ampq9vb1UKjU9PR3HdRMmTPDy8hr+smGfffZZTExMUFBQa2urmZlZYGCgkZFRS0tLamrq7du3EULjxo3bu3evCHOVlpYSncFevnw5derUAW/K29s7MTExNzeXSqXu2bMnKipKkCqSlJQ8ceKEo6MjQujHH39MSUmxsrIaO3ZsbW3t48eP8/PzcbItW7bg1UsBAAAAAD5NIzFQmTVrlpKSEo1GKy0txU0olZWVOFCRk5O7c+eOo6NjTk5OV1dXWlpaWloakVFcXHzdunUxMTF8X5pGo8XHx3NJMHfu3Pj4eKJlY5jp6+snJSUFBQW1tbVVVVUdPnyYs+pSU1MVFRVFUjwsMDDw3bt3ERERbW1tbGura2trp6WlcS7EOcy5BktMTOzEiROGhoa9vb0HDhxwd3fX1dUV5ISrVq06e/bshg0bGhsbKysr2R45SUnJ3bt345mRAQAAAAA+WSOx65eSktLVq1fNzc0VFBTk5eWnT58uKSlJHFVTU7t79256ejqehUlKSkpNTc3U1DQwMLC0tPTIkSNCH50yevTo6dOne3p6ZmRk/PPPP6KKUjAPD4+qqqqdO3cuWLBAS0tLSkpKVVXV0NDQxcUlMzPzyZMnOjo6IiwetmPHjgcPHvj4+EyZMkVKSmrMmDHGxsYHDhx4/PjxzJkzR0KuwZo1a9bGjRsRQnQ6PSgoSPAJoD08PKhU6t69e7/66istLS1JSUklJSVDQ8OwsDAKhbJ169YPaIEjAAAAAIChQBLVmhsEKpU6qG5UoaGhuD9Pd3c3MTWtiYkJMVmTvr7+8+fP9fT0+hxxPmxKS0tnzJjR31FFRUVNTc158+Y5ODjY2NiIi4tzpunvBj9cGzZswHOmqaurFxcXc1+FhkKh4EmoHR0d8cj4/ly+fJkYWD9x4sTKysoBg9WMjAx7e/vq6mpitDpxOcFnP/uAnH9cI+AZYooGnlTtu1l/ck8gd2CJqGvif7Vv+WsYrsJLpQnuhxv0YbjKB2TAL/frjAkDnmRy11VR3wcQGVWdbaIuwkdowP8gEG9/m2D4zZ0ywPIP5EohvIeLkQby999/i7oq+tbS0mL9X6xjqftEoVB27ty5c+dOYuJX0Wpubi4tLU1KSlq5cuUXX3xRUFAg4A1+WOrr6zdt2iSss/3666/E9qtXr+7fvz9gloaGBgkJCaF0DOPPxo0bP9w/PQAAAACAYTCCxqiMHj3aw8NjwGTz58/n4+QUCgVPijV58mQDA4PhvK8xY8YQM9Ji3d3d9fX1ZDIZr+tXUFBgaWmZkZGxePHi4SyYaJ09e/brr79etmyZgOd59+7d9evXWfckJydbWFj0l57BYFRVVZ06dcre3r7PhqzhUVZWJqpLAwAAAAB8ECQQQgoKClzGXQzbyGw1NbWjR4+KukKEb+zYsX3eF5PJvHfvXkhISGFhYUdHh52dXVFRES+TUH00vvnmm2fPnikoKAhykosXL+KZmhcuXJidnY0Q+u2332JjY1nHNbF6+PDh/PnzzczMDh06JMJ7x4HKCPnTAwAAAAAYgSQQQkuWLLl8+bKoSzJoqqqqIh9gIwgSibRgwYLc3FxbW9vs7OzOzk5/f/+srCxiFPWHfoNcTJ48mUqlvnr16vvvv//5558FOdW5c+fwRkRERHt7+8OHDxsbGzMzM+3s7PpMP3PmzLq6OrySiaj09PRUVlaiD/ZPDwAAAABgGIghhAScaxUIQlZW9vz58/i38zt37hDLaHzc9u7dO2bMGITQsWPHBBmJUV5enpubixCaNGmShYXF119/jfcnJyf3l0VOTk60UQpCqLKyEq9MCn96AAAAAAD9EUMIcZmcalDMzc1JJJKtrS1CiE6nnz592sLCQl1dXU5Obvbs2b6+vuXl5cItPb4iMXFTnzZv3kwikYg1/ry9vfFIZSqVypYyJyfHz89v6tSpcnJyysrKRkZGwcHBeIHz/i6NJ5tqa2sLCwubOHEiiUS6devWYO9CQ0MjJCQEb7MteN/nDS5evJio57q6utDQUB0dHVlZ2TFjxpiamp45c4Zoh7l27Zqtra2GhoaUlNS0adOcnJz6mwmNyWTevHnT2dnZwMBAUVFRRUVl7ty5Xl5eT58+Fe5XRtwyXgSGyWT6+vq+f/+ev/MQAYmnp6eYmJizszNuj/r9999bWlqEVdp3794ZGBjgx2bTpk2CN3O9fPkSbwjrTw8AAAAA4OMjzECF0NTUtHTpUn9//7///ruhoaGjo6OoqCgxMVFHR+e3334T9S33oaOj4+uvv7a0tExISCgvL+/o6Ghqanr06NGxY8f09PSCg4Pp9H4n+mxubraystq7d291dTXfBXB3d8cbxHzEvMjPzzcwMNi/f/+LFy86OztpNFpeXp6Pj09gYCCDwQgICLC1tb127Vp9fX13dzeFQrl8+bKBgUFmZibnLVhYWCxduvTSpUuFhYUtLS2NjY0FBQVnz56dNWvW999/PxR17uHhgVdeLysr27VrFx9nYDKZRL8vPA3DuHHjFixYgBB6//4960qggmhsbFyyZElhYSFCKCQkJCYmRvAVToiR9BCoAAAAAAD0Rwz/YB8dHW1hYaGhoSEjI6OlpeXp6Xnr1i3+fjlmMBhubm5ZWVkGBgbh4eEpKSlRUVFaWloIITqd7uvrW1Mj6NINg7J169aSkhKipSIqKqqkpKSkpGTcuHF4T29v74oVKy5cuIAQkpKSsre33759+6ZNmywtLXGCY8eOOTk59VkbTCbT398/Ly8Pfxw3bhx/Q8OnTp2KFxWprKysr6/nJUt1dbWNjU1dXZ2Hh0dCQsLx48cXLlyID8XHx5ubm8fHxyspKW3evDk5OXnfvn0TJkzANxsQEID7HRG3v3r1ajylr6Kiore39+7du7dv375kyf8ubREdHX3lyhWhfy8kEik+Pl5OTg4htH///sePHw/2DA8fPsRNE6ampngJFISQq6sr3iBiGEHQaDQrKytctvXr1x86dEgo6zDiYgv9Tw8AAAAA4GMiISEhoaen19DQQOyqrKysrKz89ddfbW1tz549i8cS8O7WrVs9PT3BwcE//fTTqFGj8M6NGzdaWlrm5+e3trbevn3by8tr2O5QXV1dXV2d6OilqanJtnZ7TEwMbsewsLBISkrCMRWGi1pbW5uRkZGSkuLm5sZ28qysLBqNNn/+/H379hkbG0tLS/NXSBKJpKurm5OTg+ufl0EURUVFkpKSN2/eJCY1DggIcHV1vXjxIkIoLy9PR0fnxo0bEydOxEf9/PxmzJhRX19fVVVFpVK1tbWJ89y4cQMhNHv27OzsbNavOykpydvbGyF08uTJVatWCf2rmTRpUnR09Pr163t7e319fR88eEA8MLwglk9hfZwcHR1xC1hWVtbr168FWSmlubl56dKleImb4ODgw4cPC2u1eNyiIvQ/PQAAAACAj4lYT09PQ0PDlClTAgMDf/jhB09PT2KA79WrV62trQc7fqCnp8fIyOjIkSOsL53S0tJE9x7ci4ZTeXk59/XvJCSEv+pLZ2fngQMHEELjx49PS0tjjVIQQosWLUpNTcXLnO/evZszO41G09bWzs7OtrCw4DtKwYiF55uamnjMsm3bNtalV0gk0ubNm4mPiYmJRJSCz+/r64u3WRfxIJqDNmzYwPZm7OXlpampKS4uXlhYOES/8QcFBeGFcR4/fnzw4EHeM/b09BCNYM7OzsR+VVVV3BbEYDBwAv60trZaW1s/fPgQFzI2NlZYUQr6b/0L/U8PAAAAAOBjIoYQioyMLCsrO378eGRk5C+//PLs2bOEhATchenBgwf4PX5QIiIi8Ms9K319fbzR3d0t6rv+P7dv33779i1CaP369bjzFRszMzM8lOLFixevX7/mTBAeHi4lJSV4SeTl5fFGW1sbj1nWrFnDtofoAaWrq8u5Mub06dPxRldXF7GTWPSQs0seiUT6999/6XT669evWV/T9fX1B1xVHduxYwf3WxAXF09ISMBrnkRGRr548YLHe8/MzHz37h1CaOXKlWzxFdH7i8vcX9y1tbVZW1vjEM7f3//o0aN9Rin81UNnZycxnEnof3oAAAAAAB8NidTUVBcXF9ZdJBLJx8ent7d37dq1CKFDhw6FhYUNqjXDxMSEc+eADQ4KCgpsK7iz4Qx+BIfHZiCEZGRk7ty502caoq2jsLCQsyuR4GurY+3t7Xhj9OjRvKSXlZWdPHky206ikvX09Diz9PkVEF9WZGRkbW2tt7e3sbGxEFsPBjRjxozw8PDw8PCuri5fX9979+7x8kUTQ1A8PT3ZDtnb20tJSXV1dRUUFLx48eLzzz8fVHna29ttbGyIBwMhJNza6OzsjIiIQAjp6uoK/U8PAAAAAOCjIcH2qkTw9fU9ePBgWVlZU1NTfn4+58/z/ZGXl+dvnQp1dfW4uLhhvn/it+1vv/12wMScM95KSEioqakJpSSNjY14g8eRCTIyMlxeoGVlZXm87pw5c8LCwqKjo+l0elxcXFxcnLa2tqWlpZmZmZWVFR6Cz+b69es8NovxeC9bt269ePHi06dP79+/f+LEiXXr1nFP39zc/PvvvyOExMTEnj59WlJSwpZg7NixeEXF5OTkwU4pdvToUTzJG452Tp06tWbNGlNTU2HVg7Ky8s6dO7kk5vtPDwAAAADgY9Lvj7ViYmJGRka4M31FRQXvb0uKiorD+Xu8gGg0Gu+Jm5ub2faoqakJpZ2HyWQSC7awjZMZBlFRUZaWluHh4WQyGSFUXl5eXl5+5swZhJCRkVFISIi7uzvrd8o69EUoJCUlExIS5s2bx2Awtm3bZmtrO2nSJC7pL1++jMdvMBiMsLAwLilTUlIiIyMH9UDiKCU+Pr6lpWXLli0IocDAQDKZzDnQX+j1gPH9pwcAAAAA8DHh9pJNvDF3dHSIupxDBU+PixAqKytjDsTf358tu7B6o1EoFDxUhpineJgtW7YsPz//1atXJ06ccHZ2Hjt2LN5fUFDg6enp6Og41BPmGhsbb9q0CSHU1tYWEBDA/XLEfF8DKi8vf/DgwWALEx8fv3bt2pCQEDywqqioKDY2dkhvn82n8KcHAAAAAMAdt+7vtbW1eIO/rlwfBA0NDbxRUlJCjEQffsSIi0WLFomwNiZMmBAQEIDjhJKSksTExISEBBqNlpaWlpycTKxKWVFRwWOXJxUVFd67xkVGRqalpZWXl2dmZv7666999rZCCFVXV+PRRLKysvX19USoyWb16tV4puZz587NmzeP90oIDAzEQ0RGjRoVFxdnbm6OEIqIiHBxcWHrCMdfPdTU1NDpdBKJxKXV6FP40wMAAAAA4E6sv4X2mEzmkydP8LaRkZGoyzlUiFfY3Nzc/tIkJSXt3Lnzxx9/ZDAYQ1GGN2/eHDlyBG9zNtoMteTk5Li4uFOnTrE2YuB1XQ4ePJiSkoL3sA4ut7Ozm8Eb4r54ISsre+rUKby9YcOGurq6/gqMN+zt7fuLUhBCq1evxhupqak9PT28F4OYOwEhZGZm5uPjgxBqb28PCQlhS8lfPWzevHnKlCmTJ0/+xP/0AAAAAAC4E9u7d2+f3WyuXLmC35ZMTEzGjx8v6nIOlaVLl8rIyCCEYmNjX716xZmAQqH4+flFRkaSyeShmHasvb3d1dUVj35ZvHjx8L+YJiUl4TaEZ8+ecR797LPP8AbvkyYLYuHChThUa2pq4gwMEEJMJpNofeI+R5y1tTWe5/ft27d//fUX30Xat28fDl3S0tKuXbsm+D0Sxf7E//QAAAAAALgTu3jxYnh4OGsPFiaTmZ6eHhAQgD+yTZpEo9Ey/4uYUfcDUl9fz/pRRUUFvxl3dnY6ODiUlpayHq2trbWzs+vt7UUI+fn5CbckDAYjKyvL1NT07t27CCE5ObmTJ08Of4UYGhrijdDQULaWh66ursjISLxtbGxM7H/27NmA43mwPXv2DLY8+/fvxyNk8JLwbJ48efL8+XOEkLKyMl7YsT8yMjIrV67E26wLqgz2AVZVVd2/fz/eDg4OZh00wl89LFu2DHfoGuyfHgAAAADAJ0UCIfTjjz+mpKRYWVmNHTu2trb28ePH+fn5+PCWLVvwcoeE0tJSa2trvP3y5cupU6eK+hZ4QkzXe+bMGWVlZWlpaTs7O7xiSVRU1K1bt4qLix89emRgYLB8+XJ9fX0pKani4uLLly/jtRE3bNhgY2PD36Vra2uJV08ML0lOJpOJFSTl5OT++OOPKVOmDH/NeHh4HDx4kMFg/Pnnn9OmTXNwcNDU1Ozt7aVSqenp6TiumzBhgpeX1/CUR0lJ6fjx4/b29n0eJZpTnJ2d8TKRXLi6uuL06enpbW1teElNPh5gb2/vxMTE3NxcKpW6Z8+eqKgoQW5QUlLyxIkTjo6OaJB/egAAAAAAnxQJZWXlxsbGysrK+Ph41gOSkpK7d+/G07N+BGbNmqWkpESj0UpLS3ETSmVlJQ5U5OTk7ty54+jomJOT09XVlZaWlpaWRmQUFxdft25dTEwM35em0Whsdctm7ty58fHxRMvGMNPX109KSgoKCmpra6uqqjp8+DBn1aWmpioqKg5bkVauXOni4oKHwrOi0+nEmBnu/b6wJUuW4C+9o6MjIyPDzc2Nv/KIiYmdOHHC0NCwt7f3wIED7u7uurq6gtzgqlWrzp49u2HDhk/hTw8AAAAAgD9iVCp17969X331lZaWlqSkpJKSkqGhYVhYGIVC2bp16we0Igp3SkpKV69eNTc3V1BQkJeXnz59Ouvv8Wpqanfv3k1PT8czO0lJSampqZmamgYGBpaWlh45ckToo1NGjx49ffp0T0/PjIyMf/75R1RRCubh4VFVVbVz584FCxZoaWlJSUmpqqoaGhq6uLhkZmY+efJER0dnmIsUGxvLOqgdy8rKevPmDUJo/PjxeDIu7iQlJXHDBfr/vb/4MGvWrI0bNyKE6HR6UFCQ4JM1e3h4fCJ/egAAAAAA/CHx98qVkZFhb29fXV0Ng33BhwgeYOz84xoBzxBTZD1gmu9m/ck9gdyBJQOeZHi0b+F/3gXe8VJpgvvhBn0YrvIBGfDL/TpjwoAnmdx1VdT3AURGVWebqIvwERrwPwjE298mGH5zp+hzT0CufMbbmbiR4C9bQ0ODhISEpqam4CWgUqmDGpsRGhq6d+9ehFB3d3dWVhbeaWJiQvwAr6+v//z5cz09vT6nsRo2paWlM2bM6O+ooqKipqbmvHnzHBwcbGxsxMXFOdP0d4Mfrg0bNuCJetXV1YuLi7kvbUmhUPDKNo6OjpcuXeKS8vLly05OTnh74sSJlZWVA7aAcT7AxOW2b9/OxxwAH6gBIwS7lBLuCWKKhHCV4THgvSCEfv/PDB7OJOhVeKk0MFgD1vzAX+50Ud8DAJ8env6DgL/NQfq9bICOMHbTSwU/CRLGwOoBryJGGsjff//NmoHBYFRWVp46dcre3r7P1+th09LSYv1fRUUD/M9PoVB27ty5c+dOYoUK0Wpubi4tLU1KSlq5cuUXX3zR5wxXg7rBD0t9fT1eh14oWBeqf/XqFeuSL5xGyAO8cePGwf7pAQAAAAB8UgbdovLw4cP58+ebmZkdOnRIuEUZPXq0h4fHgMnmz5/Px8kpFAqeaXfy5MkGBgbCLTl3Y8aMYRv53d3dXV9fTyaT8QLkBQUFlpaWGRkZixcvHs6CidbZs2e//vrrZcuWCXied+/eXb9+nXVPcnKyhYVFf+mH7gEelLKyMhFeHQAAAABg5JNACCkoKHAZzM023dPMmTPr6urwQhDCpaamdvToUVFXiPCNHTu2z/tiMpn37t0LCQkpLCzs6Oiws7MrKir6UKZ7Fopvvvnm2bNneFlGvl28eBEv/7Jw4cLs7GyE0G+//RYbG9vf5MVD9wAPCg5UBvWnBwAAAADwSZFACC1ZsuTy5cs8ZpCTk5OTkxN1sRFCSFVVVfDJl0SIRCItWLAgNzfX1tY2Ozu7s7PT398/KyuLmO7pQ79BLiZPnkylUl+9evX999///PPPgpyKWFklIiKivb394cOHjY2NmZmZdnZ2faYfCQ9wT09PZWUlGuSfHgAAAADAJ0UMISTgohBAELKysufPn8e/nd+5c4dY7+/jtnfv3jFjxiCEjh07JshIjPLy8tzcXITQpEmTLCwsvv76a7xfwMmIh1plZWVvby+CPz0AAAAAgP6JIYS4TE41KObm5iQSydbWFiFEp9NPnz5tYWGhrq4uJyc3e/ZsX1/f8vJy4ZYeX5H7DLObN28mkUjEYuTe3t54pDKVSmVLmZOT4+fnN3XqVDk5OWVlZSMjo+Dg4OLiYi6XxpNNtbW1hYWFTZw4kUQi3bp1a7B3oaGhERISgrdPnjw54A0uXryYqOe6urrQ0FAdHR1ZWdkxY8aYmpqeOXOGaIe5du2ara2thoaGlJTUtGnTnJyc+psJjclk3rx509nZ2cDAQFFRUUVFZe7cuV5eXk+fPhXuV0bcMl5Zkslk+vr6vn//nr/zEAGJp6enmJiYs7Mzbo/6/fffW1pahFXad+/eGRgY4Mdm06ZNgjdzvXz5Em8I608PAAAAAODjI8xAhdDU1LR06VJ/f/+///67oaGho6OjqKgoMTFRR0fnt99+E/Ut96Gjo+Prr7+2tLRMSEgoLy/v6Ohoamp69OjRsWPH9PT0goOD6fR+VyRobm62srLau3dvdXU13wVwd3fHG8R8xLzIz883MDDYv3//ixcvOjs7aTRaXl6ej49PYGAgg8EICAiwtbW9du1afX19d3c3hUK5fPmygYFBZmYm5y1YWFgsXbr00qVLhYWFLS0tjY2NBQUFZ8+enTVr1vfffz8Ude7h4bF06VKEUFlZ2a5du/g4A5PJJPp94WkYxo0bt2DBAoTQ+/fv09LShFLOxsbGJUuWFBYWIoRCQkJiYmIEX4qRGEkPgQoAAAAAQH/E8A/20dHRFhYWGhoaMjIyWlpanp6et27d4u+XYwaD4ebmlpWVZWBgEB4enpKSEhUVpaWlhRCi0+m+vr41NYKuMTcoW7duLSkpIVoqoqKiSkpKSkpKxo0bh/f09vauWLHiwoULCCEpKSl7e/vt27dv2rTJ0tISJzh27JiTk1OftcFkMv39/fPy8vDHcePG8Tc0fOrUqXhRkcrKyvr6el6yVFdX29jY1NXVeXh4JCQkHD9+fOHChfhQfHy8ubl5fHy8kpLS5s2bk5OT9+3bN2HCBHyzAQEBuN8RcfurV6/GU/oqKip6e3vv3r17+/btS5b879Tm0dHRV65cEfr3QiKR4uPj8XCR/fv3P378eLBnePjwIW6aMDU1xUugIIRcXV3xBhHDCIJGo1lZWeGyrV+//tChQ0JZMB4XW+h/egAAAAAAHxMJCQkJPT29hoYGYldlZWVlZeWvv/5qa2t79uxZPJaAd7du3erp6QkODv7pp59GjRqFd27cuNHS0jI/P7+1tfX27dteXl7Ddofq6urq6upERy9NTU0dnf+3uExMTAxux7CwsEhKSsIxFYaLWltbm5GRkZKS4ubmxnbyrKwsGo02f/78ffv2GRsbS0tL81dIEomkq6ubk5OD65+XOamKiookJSVv3rxJTGocEBDg6up68eJFhFBeXp6Ojs6NGzcmTpyIj/r5+c2YMaO+vr6qqopKpWpraxPnuXHjBkJo9uzZ2dnZrF93UlKSt7c3QujkyZOrVq0S+lczadKk6Ojo9evX9/b2+vr6PnjwgHhgeEEsn8L6ODk6OuIWsKysrNevXwuyJmlzc/PSpUvxEjfBwcGHDx8WSpSC/tuiIvQ/PQAAAACAj4lYT09PQ0PDlClTAgMDf/jhB09PT2KA79WrV62trQc7fqCnp8fIyOjIkSOsL53S0tJE9x7ci4ZTeXk59/XvJCQGverLgDo7Ow8cOIAQGj9+fFpaGmuUghBatGhRamoqXuZ89+7dnNlpNJq2tnZ2draFhQXfUQpGLDzf1NTEY5Zt27axLr1CIpE2b95MfExMTCSiFHx+X19fvM26iAfRHLRhwwa2N2MvLy9NTU1xcfHCwsIh+o0/KCgIL4zz+PHjgwcP8p6xp6eHaARzdnYm9quqquK2IAaDgRPwp7W11dra+uHDh7iQsbGxwopS0H/rX+h/egAAAAAAHxMxhFBkZGRZWdnx48cjIyN/+eWXZ8+eJSQk4C5MDx48wO/xgxIREYFf7lnp6+vjje7ublHf9f+5ffv227dvEULr16/Hna/YmJmZ4aEUL168eP36NWeC8PBwKSkpwUsiLy+PN9ra2njMsmbNGrY9RA8oXV1dzpUxp0+fjje6urqIncTq7Jxd8kgk0r///kun01+/fs36mq6vrz/gqurYjh07uN+CuLh4QkICXvMkMjLyxYsXPN57Zmbmu3fvEEIrV65ki6+I3l98z/3V1tZmbW2NQzh/f/+jR4/2GaXwVw+dnZ3EcCah/+kBAAAAAHw0JFJTU11cXFh3kUgkHx+f3t7etWvXIoQOHToUFhY2qNYMExMTzp0DNjgoKCiwreDOhjP4ERwem4EQkpGRuXPnTp9piLaOwsJCzq5Egq+tjrW3t+ON0aNH85JeVlZ28uTJbDuJStbT0+PM0udXQHxZkZGRtbW13t7exsbGQmw9GNCMGTPCw8PDw8O7urp8fX3v3bvHyxdNDEHx9PRkO2Rvby8lJdXV1VVQUPDixYvPP/98UOVpb2+3sbEhHgyEkHBro7OzMyIiAiGkq6sr9D89AAAAAICPhgTbqxLB19f34MGDZWVlTU1N+fn5nD/P90deXp6/Zb/V1dXj4uKG+f6J37a//fbbARNzzngrISGhpqYmlJI0NjbiDR5HJsjIyHB5gZaVleXxunPmzAkLC4uOjqbT6XFxcXFxcdra2paWlmZmZlZWVngIPpvr16/z2CzG471s3br14sWLT58+vX///okTJ9atW8c9fXNz8++//44QEhMTe/r0aUlJCVuCsWPH4hUVk5OTBzul2NGjR/EkbzjaOXXq1Jo1a0xNTYVVD8rKyjt37uSSmO8/PQAAAACAj0m/P9aKiYkZGRnhzvQVFRW8vy0pKioO5+/xAqLRaLwnbm5uZtujpqYmlHYeJpNJLNjCNk5mGERFRVlaWoaHh5PJZIRQeXl5eXn5mTNnEEJGRkYhISHu7u6s3ynr0BehkJSUTEhImDdvHoPB2LZtm62t7aRJk7ikv3z5Mh6/wWAwwsLCuKRMSUmJjIwc1AOJo5T4+PiWlpYtW7YghAIDA8lkMudAf6HXA8b3nx4AAAAAwMeE20s28cbc0dEh6nIOFTw9LkKorKyMORB/f3+27MLqjUahUPBQGWKe4mG2bNmy/Pz8V69enThxwtnZeezYsXh/QUGBp6eno6PjUE+Ya2xsvGnTJoRQW1tbQEAA98sR830NqLy8/MGDB4MtTHx8/Nq1a0NCQvDAqqKiotjY2CG9fTafwp8eAAAAAAB33Lq/19bW4g3+unJ9EDQ0NPBGSUkJMRJ9+BEjLhYtWiTC2pgwYUJAQACOE0pKShITExMSEmg0WlpaWnJyMrEqZUVFBY9dnlRUVHjvGhcZGZmWllZeXp6Zmfnrr7/22dsKIVRdXY1HE8nKytbX1xOhJpvVq1fjmZrPnTs3b9483ishMDAQDxEZNWpUXFycubk5QigiIsLFxYWtIxx/9VBTU0On00kkEpdWo0/hTw8AAAAAgDux/hbaYzKZT548wdtGRkaiLudQIV5hc3Nz+0uTlJS0c+fOH3/8kcFgDEUZ3rx5c+TIEbzN2Wgz1JKTk+Pi4k6dOsXaiIHXdTl48GBKSgrewzq43M7ObgZviPvihays7KlTp/D2hg0b6urq+isw3rC3t+8vSkEIrV69Gm+kpqb29PTwXgxi7gSEkJmZmY+PD0Kovb09JCSELSV/9bB58+YpU6ZMnjz5E//TAwAAAADgTmzv3r19drO5cuUKflsyMTEZP368qMs5VJYuXSojI4MQio2NffXqFWcCCoXi5+cXGRlJJpOHYtqx9vZ2V1dXPPpl8eLFw/9impSUhNsQnj17xnn0s88+wxu8T5osiIULF+JQrampiTMwQAgxmUyi9Yn7HHHW1tZ4nt+3b9/+9ddffBdp3759OHRJS0u7du2a4PdIFPsT/9MDAAAAAOBO7OLFi+Hh4aw9WJhMZnp6ekBAAP7INmkSjUbL/C9iRt0PSH19PetHFRUV/Gbc2dnp4OBQWlrKerS2ttbOzq63txch5OfnJ9ySMBiMrKwsU1PTu3fvIoTk5OROnjw5/BViaGiIN0JDQ9laHrq6uiIjI/G2sbExsf/Zs2cDjufB9uzZM9jy7N+/H4+QwUvCs3ny5Mnz588RQsrKynhhx/7IyMisXLkSb7MuqDLYB1hVVXX//v14Ozg4mHXQCH/1sGzZMtyha7B/egAAAAAAnxQJhNCPP/6YkpJiZWU1duzY2trax48f5+fn48NbtmzByx0SSktLra2t8fbLly+nTp0q6lvgCTFd75kzZ5SVlaWlpe3s7PCKJVFRUbdu3SouLn706JGBgcHy5cv19fWlpKSKi4svX76M10bcsGGDjY0Nf5eura0lXj0xvCQ5mUwmVpCUk5P7448/pkyZMvw14+HhcfDgQQaD8eeff06bNs3BwUFTU7O3t5dKpaanp+O4bsKECV5eXsNTHiUlpePHj9vb2/d5lGhOcXZ2xstEcuHq6orTp6ent7W14SU1+XiAvb29ExMTc3NzqVTqnj17oqKiBLlBSUnJEydOODo6okH+6QEAAAAAfFIklJWVGxsbKysr4+PjWQ9ISkru3r0bT8/6EZg1a5aSkhKNRistLcVNKJWVlThQkZOTu3PnjqOjY05OTldXV1paWlpaGpFRXFx83bp1MTExfF+aRqOx1S2buXPnxsfHEy0bw0xfXz8pKSkoKKitra2qqurw4cOcVZeamqqoqDhsRVq5cqWLiwseCs+KTqcTY2a49/vClixZgr/0jo6OjIwMNzc3/sojJiZ24sQJQ0PD3t7eAwcOuLu76+rqCnKDq1atOnv27IYNGz6FPz0AAAAAAP6IUanUvXv3fvXVV1paWpKSkkpKSoaGhmFhYRQKZevWrR/QiijcKSkpXb161dzcXEFBQV5efvr06ay/x6upqd29ezc9PR3P7CQlJaWmpmZqahoYGFhaWnrkyBGhj04ZPXr09OnTPT09MzIy/vnnH1FFKZiHh0dVVdXOnTsXLFigpaUlJSWlqqpqaGjo4uKSmZn55MkTHR2dYS5SbGws66B2LCsr682bNwih8ePH48m4uJOUlMQNF+j/9/7iw6xZszZu3IgQotPpQUFBgk/W7OHh8Yn86QEAAAAA8IfEZDILCgri4uKys7Nra2tlZWW1tLScnJy++eYbJSWl/rJlZGTY29tXV1cLPtiXSqUOqstTaGjo3r17EULd3d1ZWVl4p4mJCfFeq6+v//z5cz09vT5Hhw+b0tLSGTNm9HdUUVFRU1Nz3rx5Dg4ONjY24uLinGn6u8EP14YNG/D8V+rq6sXFxdxXjKFQKHjCaEdHx0uXLnFJefnyZScnJ7w9ceLEysrKAQNLzgeYuNz27dv5GFrzsZr7y0xRFwEARPZ6OmCaAZ9VXk4yoMlhQphRA3ygVHW2iboIHyFe/jDh747NgI/i29K9H00xxKKiokxMTE6fPl1eXv7+/fvGxkYymbxt27bZs2f3OZoZa2hokJCQ0NTUHIaK6E9LS4v1fxUVFXFPTKFQdu7cuXPnTmLiV9Fqbm4uLS1NSkpauXLlF1980WdVD+oGPyz19fV4eUehYF3/8dWrV6wzKfdH5A/wxo0bSQP5+++/RVU8AAAAAACRk9i+fTvesra2NjExaW1tvXLlCpVKffXqlY2NDZlMZmszYTAYVVVVp06dsre377MdgG+jR4/28PAYMNn8+fP5ODmFQsETWE2ePNnAwGDI6rMPY8aMYRtQ0d3dXV9fTyaT8bp+BQUFlpaWGRkZixcvHs6CidbZs2e//vrrZcuWCXied+/eXb9+nXVPcnKyhYVFf+mH7gEelLKyMlFdGgAAAADggyCBEJKQkEhLS7O1tcW7oqOj3d3df/vtt7q6utDQULbO/Q8fPpw/f76ZmdmhQ4eEWxQ1NbWjR4+KukKEb+zYsX3eF5PJvHfvXkhISGFhYUdHh52dXVFR0Ycyi5pQfPPNN8+ePcOrnfDt4sWLeFblhQsXZmdnI4R+++232NjY/uYEG7oHeFBwoKKgoMBleNJwTmAAAAAAADDSSCCEtmzZQkQpCCFJScnExMS8vLyampoLFy7s3r1bS0uLODpz5sy6ujq8EIRoqaqqCj6mWYRIJNKCBQtyc3NtbW2zs7M7Ozv9/f2zsrKIUdQf+g1yMXnyZNxq9/333//888+CnIqYsDgiIqK9vf3hw4eNjY2ZmZl2dnZ9ph8JD3BPT09lZSVCaMmSJZcvXxZhSQAAAAAARiwxhJCPjw/bXnl5eVdXV4QQg8H4/fffWQ/JycmNhCjloyErK3v+/Hn82/mdO3eIZTQ+bnv37h0zZgxC6NixY4KMxCgvL8/NzUUITZo0ycLC4uuvv8b7uczxNRIe4MrKSryKqIDTHAMAAAAAfMTEZsyY0Wd3oxUrVuCNzMxMHs9lbm5OIpFw4wydTj99+rSFhYW6urqcnNzs2bN9fX3Ly8uFW3p8Re4zj23evJlEIhFr/Hl7e+ORylQqlS1lTk6On5/f1KlT5eTklJWVjYyMgoODi4uLuVwaTzbV1tYWFhY2ceJEEol069atwd6FhoZGSEgI3mZbnL7PG1y8eDFRz7h7no6Ojqys7JgxY0xNTc+cOUO0w1y7ds3W1lZDQ0NKSmratGlOTk79zYTGZDJv3rzp7OxsYGCgqKiooqIyd+5cLy+vp0+FME9On7eMF2xhMpm+vr7v37/n7zxEQOLp6SkmJubs7Izbo37//feWlhZhlfbdu3cGBgb4sdm0aZPgzVwvX77EG1zmhQMAAAAA+MSJWVlZ9XnA1NQUr+b+/PnzwZ60qalp6dKl/v7+f//9d0NDQ0dHR1FRUWJioo6Ozm+//SbqW+5DR0fH119/bWlpmZCQUF5e3tHR0dTU9OjRo2PHjunp6QUHB9Pp9P7yNjc3W1lZ7d27t7q6mu8CuLu74w1iPmJe5OfnGxgY7N+//8WLF52dnTQaLS8vz8fHJzAwkMFgBAQE2NraXrt2rb6+vru7m0KhXL582cDAgDPybG5utrCwWLp06aVLlwoLC1taWhobGwsKCs6ePTtr1qzvv/9+KOrcw8MDr7xeVla2a9cuPs7AZDKJfl94GoZx48YtWLAAIfT+/XvWVTsF0djYuGTJksLCQoRQSEhITEyM4CucECPpIVABAAAAAOiP2NixY/s8ICEhgXvI1NTUdHR08H5GBoPh5uaWlZVlYGAQHh6ekpISFRWFR7nQ6XRfX9+amprhvMOtW7eWlJQQLRVRUVElJSUlJSXjxo3De3p7e1esWHHhwgWEkJSUlL29/fbt2zdt2mRpaYkTHDt2zMnJqc/f0ZlMpr+/f15eHv44btw4/oaGT506FS8qUllZWV9fz0uW6upqGxuburo6Dw+PhISE48ePL1y4EB+Kj483NzePj49XUlLavHlzcnLyvn37JkyYgG82ICAA9zsibn/16tV4Sl9FRUVvb+/du3dv3759yZIlOEF0dPSVK1eE/r2QSKT4+Hg5OTmE0P79+x8/fjzYMzx8+BA3TZiamuIlUBBCuMsiYhm7IggajWZlZYXLtn79+kOHDgllHUZcbNxWFh0dbWFhoaGhISMjo6Wl5enpeevWrY91bBIAAAAAAO8kuCwjqKysjPtH1dfXT548mccz3rp1q6enJzg4+Keffho1ahTeuXHjRktLy/z8/NbW1tu3b3t5eQ3bHaqrq6urqxMdvTQ1NdnWWY+JicHtGBYWFklJSawzB+Ci1tbWZmRkpKSkuLm5sZ08KyuLRqPNnz9/3759xsbG0tLS/BWSRCLp6urm5OQghCorK3kZRFFUVCQpKXnz5k1iUuOAgABXV9eLFy8ihPLy8nR0dG7cuDFx4kR81M/Pb8aMGfX19VVVVVQqVVtbmzjPjRs3EEKzZ8/Ozs7GQ0ewpKQkb29vhNDJkydXrVol9K9m0qRJ0dHR69ev7+3t9fX1ffDgAfHA8IJYPoX1cXJ0dMQtYFlZWa9fvxZkpZTm5ualS5fiJW6Cg4MPHz4srNXicYuKhISEnp5eQ0MDsb+ysrKysvLXX3+1tbU9e/Ys63cBAAAAAPCpEeMSqBALh7e3t/N+xp6eHiMjoyNHjrC+dEpLSxPde3AvGk7l5eXc17+TkJAQ+v13dnYeOHAAITR+/Pi0tDTWKAUhtGjRotTUVLzM+e7duzmz02g0bW3t7OxsCwsLvqMUjPgimpqaeMyybds21qVXSCTS5s2biY+JiYlElILP7+vri7dZF/EgmoM2bNjA9mbs5eWlqakpLi5eWFg4RL/xBwUF4YVxHj9+fPDgQd4z9vT0EI1gzs7OxH5VVVXcFsRgMHAC/rS2tlpbWz98+BAXMjY2VlhRCvpv/ff09DQ0NEyZMiUwMPCHH37w9PQkxtZfvXrV2tqa76E7AAAAAAAfATEuXZWIQ4Pq+oUQioiIwC/3rPT19fFGd3e3qO/6/9y+ffvt27cIofXr1xOBGSszMzPmvK2eAACAAElEQVQ8lOLFixevX7/mTBAeHi4lJSV4SeTl5fFGW1sbj1nWrFnDtofoAaWrq8u5Mub06dPxRldXF7GTWPSQs0seiUT6999/6XT669evWV/T9fX1B1xVHduxYwf3WxAXF09ISMBrnkRGRr548YLHe8/MzHz37h1CaOXKlWzxFdH7i8vcX9y1tbVZW1vjEM7f3//o0aN9Rin81UNnZycxnCkyMrKsrOz48eORkZG//PLLs2fPEhIS8N/dgwcPcAgNAAAAAPBpkuDyWkzMmzTYF3ETExPOnQM2OCgoKLCt4M6GM/gRHB6bgRCSkZG5c+dOn2mIto7CwkLOrkSCr62OEc1Wo0eP5iW9rKwsZ388opL19PQ4s/T5FRBfVmRkZG1trbe3t7GxsRBbDwY0Y8aM8PDw8PDwrq4uX1/fe/fu8fJFE0NQPD092Q7Z29tLSUl1dXUVFBS8ePHi888/H1R52tvbbWxsiAcDISTc2ujs7IyIiEAI6erquri4sB4ikUg+Pj69vb1r165FCB06dCgsLGwoGhIBAAAAAEY+icbGxv6OEYeIH/t5IS8vz986Ferq6nFxccN8/8Rv299+++2AiTlnvJWQkFBTUxNKSYja5nFkgoyMDJcXaDxjGy/mzJkTFhYWHR1Np9Pj4uLi4uK0tbUtLS3NzMysrKzwEHw2169f57FZjMd72bp168WLF58+fXr//v0TJ06sW7eOe/rm5ma8vI+YmNjTp09LSkrYEowdOxavqJicnDzYKcWOHj2KJ3nD0c6pU6fWrFljamoqrHpQVlbeuXMnl8S+vr4HDx4sKytramrKz8/nbBkDAAAAAPgUcAtUiMESXMaxcFJUVBzO3+MFRKPReE/c3NzMtkdNTU0o7TxMJpNYsIVtnMwwiIqKsrS0DA8PJ5PJCKHy8vLy8vIzZ84ghIyMjEJCQtzd3Vm/U9ahL0IhKSmZkJAwb948BoOxbds2W1vbSZMmcUl/+fJlPH6DwWCEhYVxSZmSkhIZGTmoBxJHKfHx8S0tLVu2bEEIBQYGkslkzoH+Qq8HTExMzMjICI9jqaiogEAFAAAAAJ8msbq6uj4PMBgMPB+RhoaGkpKSqMs5VPD0uAihsrIy5kD8/f3Zq09IvdEoFAoeKkPMUzzMli1blp+f/+rVqxMnTjg7OxOTVhcUFHh6ejo6Og71hLnGxsabNm1CCLW1tQUEBHC/HDHf14DKy8sfPHgw2MLEx8evXbs2JCQED6wqKiqKjY0d0ttnQwSrgx0eBgAAAADw0ZDob4VBMpmMh68Qg+A/ShoaGnijpKSEGIk+/IgRF4sWLRJhbUyYMCEgIADHCSUlJYmJiQkJCTQaLS0tLTk5mViVsqKigscuTyoqKrx3jYuMjExLSysvL8/MzPz111/77G2FEKqursajiWRlZevr64lQk83q1avxTM3nzp2bN28e75UQGBiIh4iMGjUqLi7O3NwcIRQREeHi4sLWEY6/eqipqaHT6SQSiUurUW1tLd7grxclAAAAAMBHQOzx48fEWxGra9eu4Q1ra2tRF3IIEa+wubm5/aVJSkrauXPnjz/+yGAwhqIMb968OXLkCN7mbLQZasnJyXFxcadOnWJtxMDruhw8eDAlJQXvYR1cbmdnN4M3xH3xQlZW9tSpU3h7w4YN/bX1EXN52dvb9xelIIRWr16NN1JTU3t6engvBmtHRzMzMx8fH4RQe3t7SEgIW0r+6mHz5s1TpkyZPHlyf2tcMpnMJ0+e4G0jIyM+v1cAAAAAgA+cGELo/PnzbHvpdPqlS5cQQmJiYg4ODqIu5BBaunSpjIwMQig2NvbVq1ecCSgUip+fX2RkJJlMHoppx9rb211dXfHol8WLFw//i2lSUhJuQ3j27Bnn0c8++wxv8D5psiAWLlyIQ7WmpibOwAAhxGQyidYn7nPEWVtb43l+3759+9dff/FdpH379uHQJS0tjYjeBUEUe+/evX32cLty5QoOVExMTMaPHy+UigUAAAAA+OCIIYR27dpVVFRE7GIymTt27MBju93d3dnGdtNotMz/GtRCkCNEfX0960cVFRX8ZtzZ2eng4FBaWsp6tLa21s7Orre3FyHk5+cn3JIwGIysrCxTU9O7d+8ihOTk5E6ePDn8FWJoaIg3QkND2Voeurq6IiMj8baxsTGx/9mzZwOO58H27Nkz2PLs378fj5DBS8KzefLkyfPnzxFCysrKeGHH/sjIyKxcuRJvsy6oMtgHWFVVdf/+/Xg7ODiYddAIf/WwbNky3KHr4sWL4eHhrJ3HmExmenp6QEAA/jjY+coAAAAAAD4mEgih1tZWMzOzwMBAIyOjlpaW1NTU27dvI4TGjRu3d+9etgylpaVEZ7CXL19OnTpV1LfAE2K63jNnzigrK0tLS9vZ2eEVS6Kiom7dulVcXPzo0SMDA4Ply5fr6+tLSUkVFxdfvnwZr424YcMGGxsb/i5dW1tLvHpieElyMplMrCApJyf3xx9/TJkyZfhrxsPD4+DBgwwG488//5w2bZqDg4OmpmZvby+VSk1PT8dx3YQJE7y8vIanPEpKSsePH7e3t+/zKNGc4uzsjJeJ5MLV1RWnT09Pb2trw7Ns8/EAe3t7JyYm5ubmUqnUPXv2REVFCXKDkpKSJ06ccHR0RAj9+OOPKSkpVlZWY8eOra2tffz4cX5+Pk62ZcsWvNIoAAAAAMCnSWL37t0RERFtbW1sy2Bra2unpaVxrm/4gZo1a5aSkhKNRistLcVNKJWVlThQkZOTu3PnjqOjY05OTldXV1paWlpaGpFRXFx83bp1MTExfF+aRqPFx8dzSTB37tz4+HiiZWOY6evrJyUlBQUFtbW1VVVVHT58mLPqUlNTFRUVh61IK1eudHFxwUPhWdHpdGLMDPd+X9iSJUvwl97R0ZGRkeHm5sZfecTExE6cOGFoaNjb23vgwAF3d3ddXV1BbnDVqlVnz57dsGFDY2NjZWUl2+MhKSm5e/duPDMyAAAAAMAnS2zHjh0PHjzw8fGZMmWKlJTUmDFjjI2NDxw48Pjx45kzZ4q6eEKjpKR09epVc3NzBQUFeXn56dOns/4er6amdvfu3fT0dDyzk5SUlJqamqmpaWBgYGlp6ZEjR4Q+OmX06NHTp0/39PTMyMj4559/RBWlYB4eHlVVVTt37lywYIGWlpaUlJSqqqqhoaGLi0tmZuaTJ090dHSGuUixsbGcq/dkZWW9efMGITR+/Hg8GRd3kpKSuOEC/f/eX3yYNWvWxo0bEUJ0Oj0oKEjwyZo9PDyoVOrevXu/+uorLS0tSUlJJSUlQ0PDsLAwCoWydevWD2gxIgAAAACAoUDi75UrIyPD3t6+urqal8G+VCp1UJ2aQkNDcZez7u5uYvZkExMT4s1VX1//+fPnenp6fY7/HjalpaUzZszo76iioqKmpua8efMcHBxsbGzExcU50/R3gx+Zq1ev0mg0BwcHLpN0YQUFBXFxcdnZ2bW1tbKyslpaWk5OTt988w33lXz4yMX5AFMoFDw/9fbt2/kYWsOfrq6uCxcuJCcnl5SUvH37VktLS19f/9tvv+UlDBOKub98MD9G/HCDLuAZdi2VEPVNfIoE/+J4NOD3O2BJ1k86ODxFBR+oaJfZoi7CJ0pjuZSoi/CxWfSa16UjRI7P/7kbGhokJCSGumNYS0sLMZwgOzv7yy+/5JKYQqHgAQn29vYGBgZDWjBeNDc3Nzc3l5aWJiUlGRkZxcfHc87oNagb/EDV19fb29v39vZWV1dzD1SioqLCw8OJOaDfv3/f2NhIJpOPHz9+5cqV/uZD4y/X8DzA3L18+XL16tWskxQXFxcXFxdfvHjR29v75MmTEhLwYg0AAACAT9eg34QYDEZVVdWpU6fs7e37bCXgYvTo0R4eHgMmmz9/Ph93QqFQ8BRVkydPHuZAZcyYMWxDJrq7u+vr68lkMl6jpqCgwNLSMiMjY/HixcNZsJHg3LlzeNo07uLi4rZv3463ra2tTUxMWltbr1y5QqVSX716ZWNjQyaTOZvv+MglyAMsRHV1dYsWLaqurkYITZ48eeXKlYqKik+fPs3IyGAwGGfOnBk3btzu3btFVTwAAAAAAJEbdKDy8OHD+fPnm5mZHTp0aLB51dTUjh49KupbFr6xY8f2eV9MJvPevXshISGFhYUdHR12dnZFRUUfyjxpQvH06dPw8PABk9XV1W3atAkhJCEhkZaWZmtri/dHR0e7u7v/9ttvdXV1oaGhbONM+MslyAMsRH5+fjhKCQ4OPnToENF4kp+f/9VXX7W1tf3444+Ojo4joW0QAAAAAEAkBj1GfObMmXV1dX///fcwLEWnqqpKrETxIXaLIpFICxYsyM3NXbhwIUKos7PT39+fdVDQh36DfWIymdXV1ZmZmX5+fiYmJqwLj/Tn8OHDnZ2dCKEtW7YQ8QZCSFJSMjExET9pFy5cqKioEDzXcD7A/cnNzb169SpCaMmSJUeOHGHt4mVsbHzw4EFcjXjRVQAAAACAT9OgAxU5OTm8XB3gkays7Pnz5/H0vnfu3CEWyvhY2djYTJw40draOiEh4f379wOmZ30j9/HxYTsqLy/v6uqKEGIwGL///ruAudDIeICJ+Yi/++47zgnl/vOf/0ydOnXSpEl4fXoAAAAAgE/T4AIVc3NzEomEf72m0+mnT5+2sLBQV1eXk5ObPXu2r69veXm5cMuHr8j9x+/NmzeTSCRiVLq3tzeJRCKRSFQqlS1lTk6On5/f1KlT5eTklJWVjYyMgoODi4uLuVzayckJIdTW1hYWFjZx4kQSiXTr1q3B3oWGhkZISAjeZlt+vs8bXLx4MVHPuP+Sjo6OrKzsmDFjTE1Nz5w5QzTLXLt2zdbWVkNDQ0pKatq0aU5OTv3NhMZkMm/evOns7GxgYKCoqKiiojJ37lwvL6+nT58K9ytjXWqdFxUVFRQKBSE0Y8aMPvvFrVixAm9kZmYKmIs/7969MzAwwA/Vpk2bBJybmE6n4+aUzz77bNGiRZwJFBQUXr58SaVScTIAAAAAgE8Tn9MKNTU1OTk5EVPrIoSKioqKiorOnj2bkpLi7Ows6vti19HR4evre+HCBdY9TU1Njx49Onbs2Lp16w4fPtzfJEvNzc3W1tZ5eXmCFMDd3X3Xrl0IIdZKG1B+fr6dnR1ePAQh1NnZmZeXl5eX9+DBg+PHjwcFBbGuFUihUCgUSnp6+tWrV5ctW8Z2CzY2Nvfv32fd2djYWFBQcPbs2bCwMAFXW2d1+fLlnp4e4qOLi0t2djaX9ERkZWVl1WcCU1NTWVnZjo6O58+fC5iLD42NjUuWLCksLEQIhYSExMTECLjCSXFxcWNjI0LI1tYW5vUCAAAAAOgPP+9JDAbDzc0tKyvLwMBgxYoVM2bMoFKpp0+frqiooNPpvr6+8+fPH84BAFu3bvXz88vJyVm7di1CKCoqysHBASE0btw4nKC3t3fFihU4QpCSkrK2ttbT0+vs7CSTyffu3UMIHTt2rKamJi0tjfMdlMlk+vv7E1HKuHHjFBQU+Cjk1KlTVVRU3r17V1lZWV9fz0vvo+rqahsbm7dv33p4eHz55ZddXV2//fYbfumPj48vKirKy8tTUlLy8/ObM2dOTU3N0aNHq6ure3t7AwICysvLiSmtent7V69ejaMURUXFVatWaWlpvX///uHDh3/99RdCKDo6eu7cuatWrRLK18G2hj3rwpp9Kisrwxtjx47tM4GEhIS6ujqVSq2pqeno6JCVleU712DRaDQrKys8g/D69esPHTok+DqMJSUleGPixIl44/nz50+ePHn37p2ysvLcuXM///xzWO0RAAAAAICfQOXWrVs9PT3BwcE//fTTqFGj8M6NGzdaWlrm5+e3trbevn3by8tr2O5BXV0dv5Lij5qammwrqcfExOAoxcLCIikpSUtLiziEi1pbW5uRkZGSkuLm5sZ28qysLBqNNn/+/H379hkbG0tLS/NXSBKJpKurm5OTgxCqrKzkJVApKiqSlJS8efMmMalxQECAq6vrxYsXEUJ5eXk6Ojo3btwg3nf9/PxmzJhRX19fVVVFpVK1tbWJ89y4cQMhNHv27Ozs7DFjxhCXSEpK8vb2RgidPHlSWIHKYDU0NOANLutdKisr4++3vr5+8uTJfOcalObm5qVLlxYUFCCEgoODDx8+LJT44eXLl3jjs88+e/jwYVBQEL4EYfbs2fv37++vpQgAAAAA4BMx6MH0CKGenh4jI6MjR44QUQpCSFpaGndtQgjhfjKcysvLSVwNRU+Yzs7OAwcOIITGjx+flpbGGqUghBYtWpSamooHNPe5bAWNRtPW1s7OzrawsOA7SsGIV+qmpiYes2zbto116RUSibR582biY2JiIhGl4PP7+vribaLBASFENAdt2LCBNUpBCHl5eWlqaoqLixcWFgo49IJv7e3tbPXDSUVFhS0xf7l419raam1t/fDhQ4RQUFBQbGyssFo5aDQa3igsLDQ3N2eLUvD+pUuXHj58WCiXAwAAAAD4QPETqCCEIiIiOGcr0tfXxxuDHU49pG7fvv327VuE0Pr164k3V1ZmZmZLly5FCL148eL169ecCcLDw6WkpAQviby8PN5oa2vjMcuaNWvY9kybNg1v6Orqcq6MOX36dLzR1dVF7CT6gNXU1LClJ5FI//77L51Of/36NeuLuL6+Pok3O3bsELBa8BTDCCEufeqIQ8Rkx/zl4lFbWxsxKsnf3//o0aN9Rin81RIRNR07dqynp2f+/PlXr16trq5+9+7dnTt37Ozs8NFNmzYNajgTAAAAAMBHRuLFixeff/75YLOZmJhw7hywwUFBQYFtBXc2nMGP4IgR5DIyMnfu3OkzDfGrfGFhoaamJttRtoHpfCPeUEePHs1LellZWc4OS0Ql6+npcWbp8ysgvqzIyMja2lpvb29jY+ORMwqCKDOX+K2lpQVvEBEjf7l40d7ezjbxgHDrijWM/+abb44fP0489gsWLLC0tAwNDT1w4ACTyQwNDf3oJ7MGAAAAAOiPRHJyMtFli0fy8vL8rUShrq4eFxc3zHeI1/9GCH377bcDJiZebf+vgiQk1NTUhFISPNcTQoit/1V/ZGRkuLwi8z46fM6cOWFhYdHR0XQ6PS4uLi4uTltb29LS0szMzMrKasKECZxZrl+/zmOzGI/3woWcnBxb/XCpOqJVir9cvDh69CidTkcISUlJdXV1nTp1as2aNaampsKqJeKLmzBhQkxMDFtwTiKRIiIifv311zdv3pDJ5IqKCrbOigAAAAAAnwiJlJSUyMjIQf1mrKioOHJ+jx8QMSSAF83NzWx71NTUhNLOw2QyiQVbhv/VMyoqytLSMjw8nEwmI4TKy8vLy8vPnDmDEDIyMgoJCXF3d2f9TlmHvgw1Ig7kEnIQo3qIti/+cvECRynx8fEtLS1btmxBCAUGBpLJZNYRWYLUEhE1LV68mAi3WMnJyZmbm+PlLB89egSBCgAAAAA+TWLl5eUPHjwQdTGGEPEuWFZWxhyIv78/ewUJqTcahULBQ2XwPMXDXw/Lli3Lz89/9erViRMnnJ2diVl9CwoKPD09HR0dRTWYnhhXU1dX12cCBoOB5/jS0NBQUlISJBeP4uPj165dGxISgoddFRUVxcbGCut+icCDuAVOxEgkLmEYAAAAAMDHTQIhdO7cuXnz5om6JENFQ0MDb5SUlBDvf8Pv3LlzeKPPxciHzYQJEwICAgICAphMZklJSWJiYkJCAo1GS0tLS05Odnd3x8kqKip47NSkoqIiYNc4Yg6G/saOk8lkPBCFSMl3Ll4EBgbiBXlGjRoVFxdnbm6OEIqIiHBxcWHrJsdfLenq6uKN2tra/tLjmBYhNNgQCwAAAADgoyGBEEpNTT106BBnz5aPw7x5837++WeEUG5uLjGlEpukpCQqlTpq1KiwsLChGND/5s2bI0eO4G3ORpuhlpyc3NraKi4u7ufnR/Tvwuu6HDx4cNGiRcuXL0cI3b9/nwhU7OzseFzQffv27Xv27BGkeNra2lpaWhUVFY8fP66trSWW6SRcu3YNb1hbWwuYixes/cTMzMx8fHwSExPb29tDQkKuXLnCmpK/WjIyMpKTk2tvb3/48CGTyeyzF+WjR4/wxowZMwSpWwAAAACAD5cYQujt27d4hfKP0tKlS2VkZBBCsbGxr1694kxAoVD8/PwiIyPJZPJQRCnt7e2urq549MvixYuNjIyGuQaSkpJwK8GzZ884j3722Wd4g/dJk4WLRCI5OTnh7fPnz7MdpdPpeLSGmJiYg4ODgLn4sG/fPhy6pKWlEcGPIKSlpW1sbBBCDx8+ZIt8sN9//x0vrjJlypTBNgcBAAAAAHw0/ve9PDk5mdhFo9Ey/4uPlfJErr6+nvWjiooKbsTo7Ox0cHAoLS1lPVpbW2tnZ9fb24sQ8vPzE25JGAxGVlaWqanp3bt3EUJycnInT54c/goxNDTEG6GhoT09PayHurq6IiMj8baxsTGx/9mzZwOO58EEbE7BNm7ciIPJXbt2FRUVEfuZTOaOHTvwJATu7u5sw8r5yzXYx1tVVXX//v14Ozg4mHVJFr5radu2bXhj7dq1v//+O+uhv/76i2hz2759+wc0awUAAAAAgHD970rw6enpbW1teD6i0tJSorfMy5cvp06dKupC8oSY9fXMmTPKysrS0tJ2dnZ4xZKoqKhbt24VFxc/evTIwMBg+fLl+vr6UlJSxcXFly9fxmsjbtiwAf/OzYfa2tqAgADWPT09PQ0NDWQymVhBUk5O7o8//pgyZcrw14yHh8fBgwcZDMaff/45bdo0BwcHTU3N3t5eKpWanp6O47oJEyZ4eXkNf9mwzz77LCYmJigoqLW11czMLDAw0MjIqKWlJTU19fbt2wihcePG7d27Vyi5+Hi8vb29ExMTc3NzqVTqnj17oqKiBLzfOXPmbN68+eDBg42NjStXrjQzMzMxMREXFy8oKMjOzsZpHB0dvb29RfWNAAAAAACInISSkhKNRuvo6MjIyHBzcxN1efg3a9YsfC+lpaX4N+nKykocqMjJyd25c8fR0TEnJ6erqystLS0tLY3IKC4uvm7dupiYGL4vTaPR4uPjuSSYO3dufHw80bIxzPT19ZOSkoKCgtra2qqqqg4fPsxZdampqYqKiiIpHhYYGPju3buIiIi2trYDBw6wHtLW1k5LS+NciJPvXIMlJiZ24sQJQ0PD3t7eAwcOuLu7EwPi+bZv376uri48eur+/fus60sihL755pvY2Nih6IgIAAAAAPChEHN0dMRbrL2/PkRKSkpXr141NzdXUFCQl5efPn26pKQkcVRNTe3u3bvp6el47iYpKSk1NTVTU9PAwMDS0tIjR44I/aVw9OjR06dP9/T0zMjI+Oeff0QVpWAeHh5VVVU7d+5csGCBlpaWlJSUqqqqoaGhi4tLZmbmkydPdHR0RFg8bMeOHQ8ePPDx8ZkyZYqUlNSYMWOMjY0PHDjw+PHjmTNnCjfXYM2aNWvjxo0IITqdHhQUJPhUzmJiYrGxsffv3/fx8dHS0pKVlZWVlZ0+ffo333xTUFAQFxfH+vQCAAAAAHyCJE6fPn369GnWXfPmzWMymRkZGfb29tLS0qyH/v77by7nUlVV5f4CV15ezkuf+9DQUNxjp7u7e8eOHXhnY2PjgMv2mZmZ5eTk9HeURCKtXLly5cqVPFYN95sdEIlEEhMT4x7/9HeDt27d6i+LtLQ0l0p2dXV1dXXt85CysnJERERExP+wd+8BMWf/4/jP1GhopJtK7gortUTqq6vdLdKWlIRdXXSj0gpvpDe9E7ZQLdpQLulthVhGFptboVWrJhQSuky3N0U13aW5/P4478/rPb+ZmqZpmhHPx1+n15zXvM7rzNh9Peec8zzh/bkpMaSnp4vRaSQSiUQicblcNpuNVxBJ6iwhX2/hoqOj+QZt+s/IyOj169dVVVUfP358//49mUxubGzkXQYz0OieT4VXmPNviQV7/bTTlizrJkjMP2b8KYWrUKPny/pGpepfN1j9fAdGVO+zfyeGSiCjBgCAIMp/qb5780J4hQztd7K+j0FGlF9be/3PXdSymcIraH1P6fUqrd9aCa/Q4//73717RyaTJTJzRmzNzc3EcoLMzMxvvvlGSOWSkhK8V4mTk5OhoaEMm401NTU1NTUVFxcnJycbGRklJiYK5vvq0w0OFhs2bBCcXcYnKysL70/CKzIyMiwsjMPh4D8/fPjQ0NBAp9MPHz586dKlnrKliXfWp/D1fv369fLlyx8/fkwcKSoqKioqOn/+vJeX19GjR8nkz+fRHAAAAACgr7p5EuJwOBUVFceOHXNycpKXl5fgxUaMGOHu7t5rNVNTUzHevKSkBCewmjhxopQDFVVV1R9//JH3yMePH+vq6uh0Ot7ULz8/38rKKi0tzcbGRpoNk4lXr16JcVZCQsK2bdtw2c7OzsTEpKWl5dKlSwwGo7Ky0t7enk6njx07tv9nDdzXu09qa2utra2rqqoQQhMnTly8eLGysvLTp0/T0tI4HM7JkyfHjBmza9cuWTUPAAAAAEDmuglUcnNzTU1Nzc3N9+/fL9mLaWhoxMfHy/qWJW/06NHd3heXy71//35wcHBBQUF7e7ujo2NhYeFgyaImNhyoKCkpCVmWw7dwv7a2duPGjQghMplMo9EcHBzw8aioKDc3twsXLtTW1oaEhPAtoxLvrIH7eveJr68vjlKCgoL2799PDJ7k5eV99913ra2tP//8s4uLy6cwNggAAAAAIBPdBCpff/11bW2tpqamrNvW+6KXTxyJRJo3b152draDg0NmZmZHR4efn19GRgaxUGew36Cgrq6u8vJyhND8+fMvXrwo4lkHDhzo6OhACG3evJmINxBCCgoKSUlJOTk51dXV586d27VrF++mKOKd9Sl8vbOzs69evYp7iS+Rg7GxcUxMjL+/P5fL/f333yFQAQAAAMAXq5ul3lQq9VOIUj4bioqKZ8+exWMId+/ezcvLk3WLBlB5eTlexS56Al/8RI7L3t7efK8OHz4cpwfgcDi8eyOKdxb6NL7eRDLrf/zjH4LpFn788cfJkydPmDDhyZMnsm0nAAAAAIAM9S0nr4WFBYlEwr9es1is48ePW1paampqUqnUmTNn+vj4lJaWSrZ9+IqCixN4bdq0iUQiEavSvby8cPYnBoPBVzMrK8vX13fy5MlUKlVNTc3IyCgoKAhvYd7TpZcuXYoQam1tDQ0NHT9+PIlEEpKSqydaWlrBwcG4zLc5fbc3aGNjQ/Qznr80bdo0RUVFVVVVMzOzkydPEuMw165dc3Bw0NLSolAoU6ZMWbp06bNnz7ptA5fLvXnzpqurq6GhobKysrq6+pw5czw9PZ8+7SXvU5+8fv0aF/T09EQ8paysrKSkBJ/S7by4RYsW4QJvAjHxzhJPfX29oaEh/lJt3Lixn4NgLBYLD6eMGjXK2tpasIKSktLr168ZDAauBgAAAADwZRIzrVBjY+PSpUszMjKII4WFhYWFhadOnTpz5oyrq6us74tfe3u7j4/PuXPneI80NjY+evTo0KFDa9euPXDgQE9Jlpqamuzs7HJycvrTADc3t507dyKEeDutV3l5eY6Ojm/fvsV/dnR05OTk5OTkPHz48PDhw4GBgbwbTZaUlJSUlFy+fPnq1asLFy7kuwV7e3u+XQUbGhry8/NPnToVGhra/93WMWIlveiBChFZLViwoNsKZmZmioqK7e3tz58/7+dZYmhoaJg/f35BQQFCKDg4ODY2VpQU20IUFRU1NDQghBwcHCCvFwAAAABAT8R5TuJwOCtXrszIyDA0NFy0aJGenh6DwTh+/HhZWRmLxfLx8TE1NRU+BiJZW7Zs8fX1zcrKWr16NUIoMjLS2dkZITRmzBhcgc1mL1q0CEcIFArFzs5OX1+/o6ODTqffv38fIXTo0KHq6moajSb4DMrlcv38/IgoZcyYMUpKSmI0cvLkyerq6vX19eXl5XV1daLMPqqqqrK3t3///r27u/s333zT2dl54cKFzMxMhFBiYmJhYWFOTo6Kioqvr++sWbOqq6vj4+OrqqrYbLa/v39paSmR0orNZi9fvhxHKcrKykuWLNHR0fnw4UNubu6tW7cQQlFRUXPmzFmyZEn/Pws8ooLHiKKioq5fv/7q1avm5mZtbW0LCwsPDw9ra2u+TiZim9GjR3f7nmQyWVNTk8FgVFdXt7e3Kyoqin1WXzGZzAULFuAMwuvWrdu/f38/oxSE0IsX/80HP378eFx4/vz5kydP6uvr1dTU5syZ89VXX/X/KgAAAAAAg504gcrt27e7urqCgoJ++eWXIUOG4IMbNmywsrLKy8traWm5c+eOp6en1O5BU1MTP5LiP7W1tfn2WY+NjcVRiqWlZXJyMu/SatzUmpqatLS0M2fOrFy5ku/NMzIymEymqanp3r17jY2N+7RFIC8SiTR9+nS8H2V5ebkogUphYaGCgsLNmzeJpMb+/v4rVqw4f/48QignJ2fatGk3btwgnnd9fX319PTq6uoqKioYDIauri7xPjdu3EAIzZw5MzMzU1VVlbhEcnKyl5cXQujo0aMSCVRw/EAmk/X19d+9+98GTOXl5eXl5b/99puDg8OpU6d420BUE7Khp5qaGv586+rqJk6cKPZZfdLU1GRra5ufn48QCgoKOnDggETiB2J23KhRo3JzcwMDA/ElCDNnzty3b19PI0UAAAAAAF+Ivq1Rwbq6uoyMjA4ePEhEKQihoUOH4qlNCCE8T0YQ3pleiIGYCdPR0YE3FB87diyNRuONUhBC1tbWqampeEFzt9tWMJlMXV3dzMxMS0tLsaMUjHikbmxsFPGUrVu38m69QiKRNm3aRPyZlJRERCn4/X18fHCZdzMTYjho/fr1vBECQsjT01NbW1teXr6goEAi+cfwdbu6ut69ezdp0qSAgIB//etfHh4exNr6q1ev2tnZffjwgTilra2Nr38Eqaur81UW7yzRtbS02NnZ5ebmIoQCAwPj4uIkNcrBZDJxoaCgwMLCgi9KwcdtbW173TQTAAAAAODzJk6gghAKDw8XzFZkYGCACx8/fpT1ff3PnTt33r9/jxBat24d8eTKy9zc3NbWFiH08uXLN2/eCFYICwujUCj9b8nw4cNxobW1VcRTVq1axXdkypQpuDB9+nTBnTGnTp2KC52dncRBYg5YdXU1X30SifSf//yHxWK9efOG90HcwMCAJJrt27cTZ3V0dOC9QRBCERERr169Onz4cERExL///e9nz56dOHECz5p7+PAhDh2Js3BByJw64qX29vb+nCWi1tZWYlWSn59ffHx8t1GKeL1ERE2HDh3q6uoyNTW9evVqVVVVfX393bt3HR0d8asbN27s03ImAAAAAIDPDPnly5dfffVVX08zMTERPNjrgIOSkhLfDu58BIOf/iNWkA8bNuzu3bvd1iF+lS8oKNDW1uZ7lW9hutiIJ9QRI0aIUl9RUVFwwhLRyfr6+oKndPsREB9WRERETU2Nl5eXsbHxQKyC6OjoCA8PRwhNnz592bJlvC+RSCRvb282m43XEe3fvz80NBQPoBFtFhK/NTc34wIRMYp3lija2tr4Eg9Itq94w/g1a9YcPnyY+NrPmzfPysoqJCQkOjqay+WGhIR83smsAQAAAACEIKekpBBTtkQ0fPhw8Xai0NTUTEhIkPIdEr/x//TTT71WJh5t/9dBZLKGhoZEWoJzPSGE+OZf9WTYsGFCHpFFXx0+a9as0NDQqKgoFouVkJCQkJCgq6trZWVlbm6+YMGCcePGCZ5y/fp1EYfFeO9FTU1tx44dQir7+PjExMS8evWqsbExLy8PjwhRqVS+/hHSdcSolHhniSI+Pp7FYiGEKBRKZ2fnsWPHVq1aZWZmJqleIj64cePGxcbG8gXnJBIpPDz8t99+e/v2LZ1OLysr45usCAAAAADwhSCfOXMmIiKiT78ZKysrD6KsRMSSAFE0NTXxHdHQ0JDIOA+XyyU2bJH+o2dkZKSVlVVYWBidTkcIlZaWlpaWnjx5EiFkZGQUHBzs5ubG+5nyLn2RIDk5OSMjI7yOpaysDAcqRBwoJOQgVvUQY1/inSUKHKUkJiY2Nzdv3rwZIRQQEECn03lXZPWnl4ioycbGhgi3eFGpVAsLC7yd5aNHjyBQAQAAAMCXSa60tPThw4eybsYAIp4FX716xe2Nn58ffwdJaDZaSUkJXiqD8xRLvx8WLlyYl5dXWVl55MgRV1dXIqtvfn6+h4eHi4uLRBbT94p47CbWjRDrampra7s9hcPh4BxfWlpaKioq/TlLRImJiatXrw4ODsbLrgoLC+Pi4iTeA8QtCCJWIgkJwwAAAAAAPm9khNDp06fnzp0r65YMFC0tLVx48eIF8fwnfadPn8aFbjcjl5px48b5+/v7+/tzudwXL14kJSWdOHGCyWTSaLSUlBQ3NzdcraysTMRJTerq6sTgRnV1NYvFIpFIEyZM6Kl+TU0NLhCzB4kcDD2tHafT6XghClFT7LNEERAQgBfSDBkyJCEhwcLCAiEUHh6+bNkyvmly4vUSkQCN6ApBOKZFCPU1xAIAAAAA+GyQEUKpqan79+8XnNnyeZg7d+6vv/6KEMrOziZSKvFJTk5mMBhDhgwJDQ0diAX9b9++PXjwIC4LDtoMtJSUlJaWFnl5eV9fX2J+F97XJSYmxtra+vvvv0cIPXjwgAhUHB0dRdzQfdu2bbt378blTZs2paamIoQePXo0a9YswcpcLvfJkye4bGRkhAu6uro6OjplZWWPHz+uqakhtukkXLt2DRfs7OyIg+KdJQreeWLm5ube3t5JSUltbW3BwcGXLl3irSleLxkZGVGp1La2ttzcXC6X2+0sykePHuGCnp5enxoPAAAAAPDZkEMIvX//Hu9Q/lmytbUdNmwYQiguLq6yslKwQklJia+vb0REBJ1OH4gopa2tbcWKFXj1i42NDfGALjXJycl4lODZs2eCr44aNQoXRE+a3BMipduePXu6nUh26dIlHKiYmJiMHTsWHySRSEuXLsXls2fP8p3CYrHwag05OTlnZ2fiuHhniWHv3r04dKHRaETw0x9Dhw61t7dHCOXm5vJFPtiVK1fw5iqTJk3q63AQAAAAAMBn47/P5SkpKcQhJpOZ/n/E2ClP5urq6nj/VFdXx4MYHR0dzs7OxcXFvK/W1NQ4Ojqy2WyEkK+vr2RbwuFwMjIyzMzM7t27hxCiUqlHjx6VfofMnj0bF0JCQrq6unhf6uzsjIiIwGVjY2Pi+LNnz3pdz4MRAwUIoYULF+IJXefPnw8LC+OdFsXlci9fvuzv74//5Es0t2HDBhxM7ty5s7CwkPes7du34yQEbm5ufMvKxTurr1/vkSNH7tu3D5eDgoJ4t2QRr5cQQlu3bsWF1atXX7lyhfelW7duEWNu27ZtG0RZKwAAAAAAJOu/O8Ffvny5tbUV5yMqLi4mZsu8fv168uTJsm6kSIisrydPnlRTUxs6dKijoyPesSQyMvL27dtFRUWPHj0yNDT8/vvvDQwMKBRKUVHRxYsX8d6I69evx79zi6GmpoZ4BMfw1ux0Op3YQZJKpf7xxx+TJk2Sfs+4u7vHxMRwOJw///xzypQpzs7O2trabDabwWBcvnwZx3Xjxo3z9PTs54UUFBSOHDni4uKCEPr555/PnDmzYMGC0aNH19TUPH78mNgSZPPmzXiHTcKoUaNiY2MDAwNbWlrMzc0DAgKMjIyam5tTU1Pv3LmDEBozZsyePXv4LifeWWJ8vb28vJKSkrKzsxkMxu7duyMjI/vZUbNmzdq0aVNMTExDQ8PixYvNzc1NTEzk5eXz8/MzMzNxHRcXFy8vr35eCAAAAABg8CKrqKgwmcz29va0tLSVK1fKuj3imzFjBr6X4uJi/Jt0eXk5DlSoVOrdu3ddXFyysrI6OztpNBqNRiNOlJeXX7t2bWxsrNiXZjKZiYmJQirMmTMnMTGRGNmQMgMDg+Tk5MDAwNbW1oqKigMHDgh2XWpqqrKycv+vtWTJklOnTq1fv76hoaG8vJyvWxQUFHbt2oVz/vIJCAior68PDw9vbW3l3bceIaSrq0uj0QQ34hT7rL6Sk5M7cuTI7Nmz2Wx2dHS0m5sbsSBebHv37u3s7MSrpx48eMC7vyRCaM2aNXFxcQMxEREAAAAAYLCQw79/o///7K/BSEVF5erVqxYWFkpKSsOHD586daqCggLxqoaGxr179y5fvoxzN1EoFA0NDTMzs4CAgOLi4oMHD0r8oXDEiBFTp0718PBIS0v7+++/ZRWlYO7u7hUVFTt27Jg3b56Ojg6FQhk5cuTs2bOXLVuWnp7+5MmTadOmSfBaDAZjz5493333nY6OjoKCgoqKyuzZs0NDQ0tKSrZs2dLTdKbt27c/fPjQ29t70qRJFApFVVXV2Ng4Ojr68ePHX3/9dU+XE++svpoxY8aGDRsQQiwWKzAwsP+pnOXk5OLi4h48eODt7a2jo6OoqKioqDh16tQ1a9bk5+cnJCTwfnsBAAAAAL5A5OPHjx8/fpz30Ny5c7lcblpampOT09ChQ3lfOn369KRJk2pqaoRPnT906NChQ4cQQiEhIXv27Jk4cWJnZydOI5uenm5iYkIkVjIwMHj+/Lm+vn6367wRQn/99ZfgwZ4qm5ubZ2Vl9dQqEom0ePHixYsXC75UXFzcU3qlmpoaFRUVbW3tuXPnOjs729vby8vL45emTZtGPLB+/PiRyJPLe4O96vYGb9++3VP9oUOHCnlKXrFixYoVK7p9SU1NLTw8PDw8XMSGdevq1atMJtPZ2bnbnQoJSkpKNjY2JSUlFRUVcv9HWVlZSUlJ+PuTSCRcmUQikUgkLpfLZrPxCiJJnSXk6y1cdHQ036BN/xkZGb1+/bqqqurjx4/v378nk8mNjY28y2AGWu8rYDyfCn9dIpvvXPnxU0lu5njmhRTupW2GrO8TdEeUBWETRKgDAJCsXv9t3pF1Cwcd6fznzvqNRu9XCY0RXoHc0wvv3r0jk8kSmTmDEGpubiYWBmRmZn7zzTdCKpeUlOBdR5ycnAwNDSXSgP5oampqamoqLi5OTk42MjJKTEwUzNzVpxscpOrq6pycnNhsdlVVlfBAJTIyMiwsjMPh4D8/fPjQ0NBAp9MPHz586dKlnvKeSfMsyX69xfP69evly5c/fvyYOFJUVFRUVHT+/HkvL6+jR4+SyeR+vD0AAAAAwODWzZMQh8OpqKg4duyYk5MTMXrAZ8SIEe7u7r2+u6mpqRhtKikpwamoJk6cKOVARVVVlcixi338+LGuro5Op+Pt+fLz862srNLS0mxsbKTZsE/B6dOnex3cQAglJCRs27YNl+3s7ExMTFpaWi5dusRgMCorK+3t7el0OpGbWPpnifL1loLa2lpra+uqqiqE0MSJExcvXqysrPz06dO0tDQOh3Py5MkxY8bs2rVLVs0DAAAAAJC5bgKV3NxcU1NTc3Pz/fv393SahoZGfHy8rBsveaNHj+72vrhc7v3794ODgwsKCtrb2x0dHQsLCwdLPjSJePr0aVhYWK/VamtrN27ciBAik8k0Gs3BwQEfj4qKcnNzu3DhQm1tbUhICN+CKGmeJcrXWwp8fX1xlBIUFLR//35i8CQvL++7775rbW39+eefXVxcPoURRQAAAAAAmehmBfnXX39dW1v7119/Cf6ALbaRI0cSe0oMxmlRJBJp3rx52dnZ3377LUKoo6PDz8+Pd63IYL/BbnG53KqqqvT0dF9fXxMTE1HWThw4cKCjowMhtHnzZiJyQAgpKCgkJSXhb9S5c+fKyspkddZAfL37Kjs7++rVqwih+fPnHzx4kHeKl7GxcUxMDO58vGclAAAAAMCXqZtAhUql4m37AB9FRcWzZ8/iNL53794lNgb5XNnb248fP97Ozu7EiRMfPnzotT7vs7W3tzffq8OHD8cL/TkcDu8uh9I8C30aX28ia/M//vEPwXRzP/744+TJkydMmPDkyRPZthMAAAAAQIbkEEIsFuv48eOWlpaamppUKnXmzJk+Pj6lpaWSvZKFhQWJRBL+M/amTZtIJBKxKt3LywvncWIwGHw1s7KyfH19J0+eTKVS1dTUjIyMgoKC8GbkPV166dKlCKHW1tbQ0NDx48eTSCQhybV6oqWlFRwcjMt828x3e4M2NjYkEgn/3o9nIk2bNk1RUVFVVdXMzOzkyZPEsMy1a9ccHBy0tLQoFMqUKVOWLl3aU3IzLpd78+ZNV1dXQ0NDZWVldXX1OXPmeHp6Pn3aS4KmvuLdWl4UZWVlJSUlCCE9Pb1u58UtWrQIF9LT02Vylnjq6+sNDQ3xV3Hjxo39zE3MYrHwcMqoUaOsra0FKygpKb1+/ZrBYOBqAAAAAABfJnJjY+PSpUuJ1LoIocLCwsLCwlOnTp05c8bV1VXWLeTX3t7u4+Nz7tw53iONjY2PHj06dOjQ2rVrDxw40FO6pKamJjs7u5ycnP40wM3NbefOnQgh3k7rVV5enqOj49u3b/GfHR0dOTk5OTk5Dx8+PHz4cGBgIO/eiCUlJSUlJZcvX7569erChQv5bsHe3p5vf8CGhob8/PxTp06Fhob2f990wsWLF7u6uog/ly1bRuyb3i0islqwYEG3FczMzBQVFdvb258/fy6Ts8TQ0NAwf/78goIChFBwcHBsbKzw3Ny9KioqamhoQAg5ODhAXi8AAAAAgJ6QV65cmZGRYWhouGjRIj09PQaDcfz48bKyMhaL5ePjY2pqKs2p/Fu2bPH19c3Kylq9ejVCKDIy0tnZGSE0ZswYXIHNZi9atAhHCBQKxc7OTl9fv6Ojg06n379/HyF06NCh6upqGo0m+DTJ5XL9/PyIKGXMmDG9buvRrcmTJ6urq9fX15eXl9fV1Ykyj6iqqsre3v79+/fu7u7ffPNNZ2fnhQsX8EN/YmJiYWFhTk6OioqKr6/vrFmzqqur4+Pjq6qq2Gy2v79/aWkpkZyKzWYvX74cRynKyspLlizR0dH58OFDbm7urVu3EEJRUVFz5sxZsmSJRD4Ovr3qe92C8NWrV7gwevTobiuQyWRNTU0Gg1FdXd3e3q6oqCjls/qKyWQuWLAAZxBet27d/v37+xmlIIRevPjvTh3jx4/HhefPnz958qS+vl5NTW3OnDlfffVV/68CAAAAADDYkf/888+goKBffvllyJAh+NCGDRusrKzy8vJaWlru3Lnj6ekptdZoamrih0v8p7a2Nt+O6bGxsThKsbS0TE5O1tHRIV7CTa2pqUlLSztz5szKlSv53jwjI4PJZJqamu7du9fY2LhPm/3xIpFI06dPxztLlpeXixKoFBYWKigo3Lx5k0hq7O/vv2LFivPnzyOEcnJypk2bduPGDeLJ1dfXV09Pr66urqKigsFg6OrqEu9z48YNhNDMmTMzMzNVVVWJSyQnJ3t5eSGEjh49KqlApa/evXuHC0L2u1RTU8Ofb11d3cSJE6V8Vp80NTXZ2trm5+cjhIKCgg4cOCCR+OH169e4MGrUqNzc3MDAQHwJwsyZM/ft29fTSBEAAAAAwBdCzsjI6ODBg0SUghAaOnQontqEEMIzXgSVlpaShBqIOS0dHR14a/CxY8fSaDTeKAUhZG1tnZqaipcmd7sBBZPJ1NXVzczMtLS0FDtKwYiH48bGRhFP2bp1K+/WKyQSadOmTcSfSUlJRJSC39/HxweXiaEDhBAxHLR+/XreKAUh5Onpqa2tLS8vX1BQ0M9FFGJra2vj6x9B6urqfJWleZboWlpa7OzscnNzEUKBgYFxcXGSGuVgMpm4UFBQYGFhwRel4OO2trYHDhyQyOUAAAAAAAYpufDwcMG8QwYGBrjQ1+XUA+rOnTvv379HCK1bt454BuVlbm5ua2uLEHr58uWbN28EK4SFhVEolP63ZPjw4bjQ2toq4imrVq3iOzJlyhRcmD59uuDOmFOnTsWFzs5O4iAxB6y6upqvPolE+s9//sNisd68ecP7SG1gYEASzfbt2/vZLThZMEJIyJw64iUi2bE0zxJRa2srsZbJz88vPj6+2yhFvL4loqZDhw51dXWZmppevXq1qqqqvr7+7t27jo6O+NWNGzf2aREUAAAAAMBnhmxiYiJ4tNcBByUlJb4d3PkIBj/9R6wgHzZs2N27d7utQ/y+XlBQoK2tzfcq38J0sRHPmiNGjBClvqKiouDUI6KT9fX1BU/p9iMgPqyIiIiamhovLy9jY+NPZz0D0WYh8VtzczMuEBGjNM8SRVtbG1+6Asn2MG/wv2bNmsOHDxP/WObNm2dlZRUSEhIdHc3lckNCQj77FNgAAAAAAD0hi7enhKamZkJCgpTbinfyRgj99NNPvVYmHlL/d6tksoaGhkRagrM2IYT45l/1ZNiwYUIedkVf5z1r1qzQ0NCoqCgWi5WQkJCQkKCrq2tlZWVubr5gwYJx48YJnnL9+nURh8VEvBchqFQqX/8I6TpiVEqaZ4kiPj6exWIhhCgUSmdn57Fjx1atWmVmZiapviU+7nHjxsXGxvKF9CQSKTw8/Lfffnv79i2dTi8rK+Ob4ggAAAAA8IUgfzq/x/eKmNwviqamJr4jGhoaEhnn4XK5xIYt0n+IjIyMtLKyCgsLo9PpCKHS0tLS0tKTJ08ihIyMjIKDg93c3Hg/U96lLwONiAOFBA/Eqh5i7EuaZ4kCRymJiYnNzc2bN29GCAUEBNDpdN51XP3pWyJqsrGxIcItXlQq1cLCAm9n+ejRIwhUAAAAAPBlkvwErYFDPNW9evWK2xs/Pz/+W5XQbLSSkhK8VAbnKZZ+PyxcuDAvL6+ysvLIkSOurq5Eft78/HwPDw8XFxdZLaYn1tXU1tZ2W4HD4eBsXVpaWioqKtI/S0SJiYmrV68ODg7Gi7UKCwvj4uIk1UtE4EHcgiBi/ZKQMAwAAAAA4PM2mPab09LSwoUXL14QT3LSd/r0aVzodltxqRk3bpy/v7+/vz+Xy33x4kVSUtKJEyeYTCaNRktJSXFzc8PVysrKRJyepK6u3s+pcUQOhp5WgdPpdLykhKgp5bNEERAQgLfxGTJkSEJCgoWFBUIoPDx82bJlfJPrxOvb6dOn40JNTU1P9XEkjBDqa4gFAAAAAPDZGEyByty5c3/99VeEUHZ2NpEciU9ycjKDwRgyZEhoaOhALOh/+/btwYMHcVlw0GagpaSktLS0yMvL+/r6EvO78L4uMTEx1tbW33//PULowYMHRKDi6Ogo4tbs27Zt2717d3+ap6urq6OjU1ZW9vjx45qaGmKbTsK1a9dwwc7OTiZniYJ3npi5ubm3t3dSUlJbW1twcPClS5d4a4rXt0ZGRlQqta2tLTc3l8vldjv38tGjR7igp6fXn08EAAAAAGDwGkxTv2xtbYcNG4YQiouLq6ysFKxQUlLi6+sbERFBp9MHIkppa2tbsWIFXv1iY2NjZGQk5R5ITk7Gv/c/e/ZM8NVRo0bhguhJkyWLRCItXboUl8+ePcv3KovFwusu5OTknJ2dZXKWGPbu3YtDFxqNRgQ//TF06FB7e3uEUG5uLl/kg125cgVvrjJp0qS+DgcBAAAAAHw2PulApa6ujvdPdXV1PIjR0dHh7OxcXFzM+2pNTY2joyObzUYI+fr6SrYlHA4nIyPDzMzs3r17CCEqlXr06FHpd8js2bNxISQkpKuri/elzs7OiIgIXDY2NiaOP3v2rNf1PFg/h1OwDRs24GBy586dhYWFxHEul7t9+3achMDNzY1vgbg0z2Iymen/R5SNIEeOHLlv3z5cDgoK4t2SRey+3bp1Ky6sXr36ypUrvC/dunWLGKnbtm3bIMp1AQAAAAAgWZ/i1C8if+vJkyfV1NSGDh3q6OiIdyyJjIy8fft2UVHRo0ePDA0Nv//+ewMDAwqFUlRUdPHiRbw34vr16/Ev1mKoqanx9/fnPdLV1fXu3Ts6nU7sIEmlUv/4449JkyZJv2fc3d1jYmI4HM6ff/45ZcoUZ2dnbW1tNpvNYDAuX76M47px48Z5enpKv23YqFGjYmNjAwMDW1pazM3NAwICjIyMmpubU1NT79y5gxAaM2bMnj17ZHhWcXExMRns9evXkydP7vWmvLy8kpKSsrOzGQzG7t27IyMj+9lLs2bN2rRpU0xMTENDw+LFi83NzU1MTOTl5fPz8zMzM3EdFxcXLy8vWXyGAAAAAACfhE8xUJkxY4aKigqTySwuLsa/LpeXl+NAhUql3r1718XFJSsrq7Ozk0aj0Wg04kR5efm1a9fGxsaKfWkmk5mYmCikwpw5cxITE4mRDSkzMDBITk4ODAxsbW2tqKg4cOCAYNelpqYqKyvLpHlYQEBAfX19eHh4a2trdHQ070u6uro0Gk1wI04pn9VXcnJyR44cmT17NpvNjo6OdnNzIxbEi23v3r2dnZ14zdWDBw9495dECK1ZsyYuLm4gpi8CAAAAAAwWn+KTkIqKytWrVy0sLJSUlIYPHz516lQFBQXiVQ0NjXv37l2+fBlnYaJQKBoaGmZmZgEBAcXFxQcPHpT4492IESOmTp3q4eGRlpb2999/yypKwdzd3SsqKnbs2DFv3jwdHR0KhTJy5MjZs2cvW7YsPT39yZMn06ZNk2HzsO3btz98+NDb23vSpEkUCkVVVdXY2Dg6Ovrx48dff/31p3BWX82YMWPDhg0IIRaLFRgY2P8E0HJycnFxcQ8ePPD29tbR0VFUVFRUVJw6deqaNWvy8/MTEhJ4v/MAAAAAAF8gkqz23ABAhtLS0pycnKqqqsaOHSvrtshS/1fASOQ/H1d+/FSSmzmeeSGFe2nbfEsK90KNni+Fq3xOFovw6U8IlUBGDTBIRS2bKesmfIZE+S9Vr/8272i/k/V9DDLWb3rfjqLX/9z1+i/ix1m9P2L1ehXZT/1iMBh9Wu8REhKCFx58/PiR2EPDxMSEyCprYGDw/PlzfX39blNjSU1xcbGQ3LLKysra2tpz5851dna2t7eXl5cXrNPTDQ5e69evx8mdNTU1i4qKhG+XWVJSgnfLcXFxwSm8enLx4kUiA9j48ePLy8t7HVV79+4dmUzmnRhGXK7/aZpF19nZee7cuZSUlBcvXrx//15HR8fAwOCnn37Cm7dIgdG/exl0yvd8KrzC2cfVvV4ltrCXDNH/ks7dimBObx3SO9ve/6P6D1nf5pdppwgfDQBAykT5h/k5xSGiRAi96n+HiPYOJsJfrl3W2f97SUru5SrkXtMKZWVlSe2xqU+am5uJVdGZmZnffPONkMolJSV4o0YnJydDQ0NZtx01NTU1NTUVFxcnJycbGRklJiYKJjvu0w0OLnV1dRs3bvz3v/8tkXf77bffiHJlZeWDBw8sLS17qszhcCoqKo4dO+bk5NRtfCg1r1+/Xr58+ePHj4kjRUVFRUVF58+f9/LyOnr0KJkMz1UAAAAA+HJ9Qk9CI0aMcHd377WaqampGG9eUlKCs/dOnDhRyoGKqqrqjz/+yHvk48ePdXV1dDod702en59vZWWVlpZmY2MjzYbJ1qlTp3744YeFCxf2833q6+uvX7/OeyQlJUVIoJKbm2tqampubr5//34Z3n5tba21tXVVVRVCaOLEiYsXL1ZWVn769GlaWhqHwzl58uSYMWN27dolwxYCAAAAAMgWGSGkpKQkZIG41FJIaWhoxMfHy7pDJG/06NHd3heXy71//35wcHBBQUF7e7ujo2NhYaEo2XI/G2vWrHn27JmSklJ/3uT8+fN4S5lvv/0W5/a9cOFCXFxcT4vRv/7669raWk1NTdneu6+vL45SgoKC9u/fTwye5OXlfffdd62trT///LOLi8unMPoHAAAAACATZITQ/PnzL168KOuW9NnIkSMHdSYAEok0b9687OxsBweHzMzMjo4OPz+/jIwMYjLeYL9BISZOnMhgMCorK//5z3/iFL1iwzP6EELh4eFtbW25ubkNDQ3p6emOjo7d1qdSqVQqVba3n52dffXqVYTQ/Pnz+fLUGRsbx8TE+Pv7c7nc33//HQIVAAAAAHyx5BBC/d8UAohNUVHx7NmzeNjq7t27eXl5sm6RNOzZs0dVVRUhdOjQob/++kvs9yktLc3OzkYITZgwwdLS8ocffsDHU1JSZH2LwhB79fzjH/8QXPf/448/Tp48ecKECU+ePJF1SwEAAAAAZEYOISQkOVWfWFhYkEgkBwcHhBCLxTp+/LilpaWmpiaVSp05c6aPj09paalkW4+vKDzD7KZNm0gkErEq3cvLi0QikUgkBoPBVzMrK8vX13fy5MlUKlVNTc3IyCgoKKioqEjIpXGyqdbW1tDQ0PHjx5NIpNu3b/f1LrS0tIKDg3H56NGjvd6gjY0N0c+1tbUhISHTpk1TVFRUVVU1MzM7efIkMQ5z7do1BwcHLS0tCoUyZcqUpUuX9pQJjcvl3rx509XV1dDQUFlZWV1dfc6cOZ6enk+f9pL0STxaWlp4t0oul+vj4/Phwwfx3ocISDw8POTk5FxdXfF41JUrV5qbmyXV2vr6ekNDQ/y12bhxYz+HuVgsFh5OGTVqlLW1tWAFJSWl169fMxgMXA0AAAAA4MskyUCF0NjYaGtr6+fn99dff7179669vb2wsDApKWnatGkXLlyQ9S13o729/YcffrCysjpx4kRpaWl7e3tjY+OjR48OHTqkr68fFBTEYrF6OrepqWnBggV79uzBSw7E4+bmhgtEPmJR5OXlGRoa7tu37+XLlx0dHUwmMycnx9vbOyAggMPh+Pv7Ozg4XLt2ra6u7uPHjyUlJRcvXjQ0NExPTxe8BUtLS1tb299//72goKC5ubmhoSE/P//UqVMzZsz45z//ORB97u7ubmtrixB69erVzp07xXgHLpdLzPvCaRjGjBkzb948hNCHDx9oNJpE2tnQ0DB//vyCggKEUHBwcGxsbK+J8oQrKipqaGhACDk4OEBeLwAAAACAnpDxD/ZRUVHXr19/9epVc3Oztra2hYWFh4eHtbW1GM9kHA5n5cqVGRkZhoaGixYt0tPTYzAYx48fLysrY7FYPj4+pqam0txlb8uWLb6+vllZWatXr0YIRUZGOjs7I4TGjBmDK7DZ7EWLFuEIgUKh2NnZ6evrd3R00On0+/fvI4QOHTpUXV1No9EEe4PL5fr5+eXk5OA/x4wZI97S8MmTJ6urq9fX15eXl9fV1Ymy1Luqqsre3v79+/fu7u7ffPNNZ2fnhQsX8GryxMTEwsLCnJwcFRUVX1/fWbNmVVdXx8fHV1VVsdlsf3//0tJSIjMvm81evnz5gwcPEELKyspLlizR0dH58OFDbm7urVu3EEJRUVFz5sxZsmSJZD8XEomUmJior6/f1ta2b98+V1fXWbNm9ekdcnNzX79+jRAyMzPDW6AghFasWHH37l2E0OnTpz09PfvZSCaTuWDBApxBeN26dfv37+9nlIIQevHivxtXjR8/HheeP3/+5MmT+vp6NTW1OXPmfPXVV/2/CgAAAADAYEcmk8n6+vrv3v1v55fy8vLy8vLffvvNwcHh1KlTeC2B6G7fvt3V1RUUFPTLL78MGTIEH9ywYYOVlVVeXl5LS8udO3f6/wQpOk1NTU1NTWKil7a29rRp03grxMbG4ijF0tIyOTlZR0eHeAk3taamJi0t7cyZMytXruR784yMDCaTaWpqunfvXmNj46FDh4rXSBKJNH369KysLNz/ogQqhYWFCgoKN2/eJJIa+/v7r1ix4vz58wihnJycadOm3bhxg3ga9vX11dPTq6urq6ioYDAYurq6xPvcuHEDITRz5szMzEzejzs5OdnLywshdPToUYkHKgihCRMmREVFrVu3js1m+/j4PHz4kPjCiILYPoX36+Ti4oJHwDIyMt68ecO7pWNfNTU12dra5ufnI4SCgoIOHDggkfgBB1cIoVGjRuXm5gYGBuJLEGbOnLlv374FCxZIrKMBAAAAAAYhua6urnfv3k2aNCkgIOBf//qXh4cHsbb+6tWrdnZ2fV0/0NXVZWRkdPDgQd6HzqFDhxLTe/AsGkGlpaUkoQZinkxHR0d0dDRCaOzYsTQajTdKQQhZW1unpqbi5c7dbmrBZDJ1dXUzMzMtLS3FjlIwYuP5xsZGEU/ZunUr79YrJBJp06ZNxJ9JSUlElILf38fHB5dfvXpFHCeGg9avX88XlHp6empra8vLyxcUFAxQ/rHAwEC8Mc7jx49jYmJEP7Grq+vcuXMIIQqF4urqShwfOXLk/PnzEUIcDgdXEE9LS4udnV1ubi5uZFxcnKRGOZhMJi4UFBRYWFjwRSn4uK2tLV7DAwAAAADwxZJDCEVERLx69erw4cMRERH//ve/nz17duLECTyF6eHDh/g5vk/Cw8MFcxkZGBjgwsePH2V91/9z586d9+/fI4TWrVunrq4uWMHc3BwvpXj58uWbN28EK4SFhVEolP63ZPjw4bjQ2toq4imrVq3iO0LMgJo+fbrgzphTp07Fhc7OTuIgMQesurqarz6JRPrPf/7DYrHevHnD+5huYGBAEs327duF34K8vPyJEyfwnicREREvX74U8d7T09Pr6+sRQosXL+aLr1asWIELYuf+am1ttbOzwyGcn59ffHx8t1GKeP3Q1taGC4cOHerq6jI1Nb169WpVVVV9ff3du3eJrMobN27s04IlAAAAAIDPDDk1NXXZsmW8h0gkkre3N5vNxos69u/fHxoa2qfRDBMTE8GDvQ44KCkp8e3gzkcw+Ok/vDYDITRs2DC8tkEQMdZRUFAgOJWo/3urY8Tz64gRI0Spr6ioOHHiRL6DRCfr6+sLntLtR0B8WBERETU1NV5eXsbGxtJcI6GnpxcWFhYWFtbZ2enj43P//n1RPmhiGb2HhwffS05OThQKpbOzMz8//+XLl1999VWf2tPW1mZvb098MRBCku0N3kB9zZo1hw8fJu533rx5VlZWISEh0dHRXC43JCTkC0lXDQAAAAAgiMwXpRB8fHxiYmJevXrV2NiYl5cn+PN8T4YPHy7ett+ampoJCQlSvn8iVddPP/3Ua2XBjLdkMllDQ0MiLcGZoBBCIi4KGjZsmJAHaEVFRRGvO2vWrNDQ0KioKBaLlZCQkJCQoKura2VlZW5uvmDBgnHjxgmecv36dRGHxUS8ly1btpw/f/7p06cPHjw4cuTI2rVrhddvamq6cuUKQkhOTu7p06fE8nTC6NGjy8vLEUIpKSl9TSkWHx+Pk7zhaOfYsWOrVq0yMzOTVD8QH824ceNiY2P5ojISiRQeHv7bb7+9ffuWTqeXlZXxTUcEAAAAAPhC9DhOIicnZ2RkhBczlJWViR6oKCsrD6KcRcSCAVE0NTXxHdHQ0JDIOA+XyyU2bJH+g2lkZKSVlVVYWBidTkcIlZaWlpaWnjx5EiFkZGQUHBzs5ubG+5nyLn2RCAUFhRMnTsydO5fD4WzdutXBwWHChAlC6l+8eBEvneJwOKGhoUJqnjlzJiIiok9fSBylJCYmNjc3b968GSEUEBBAp9MFF/qL1w/EHD8bGxsqlSpYgUqlWlhY/P777wihR48eQaACAAAAgC+TsIds4gmpvb1d1u0cKMST4qtXr7i98fPz4ztdUrPRSkpK8FIZnKdY+v2wcOHCvLy8ysrKI0eOuLq6jh49Gh/Pz8/38PBwcXEZoMX0BGNj440bNyKEWltb/f39hV+OyPfVq9LS0ocPH/a1MYmJiatXrw4ODsYLqwoLC+Pi4iR1p8Q/K2LJkCBirRExzgYAAAAA8KURtvKkpqYGF8SbyjUoaGlp4cKLFy+Ip0PpI1ZcdLtVudSMGzfO398fxwkvXrxISko6ceIEk8mk0WgpKSnErpRlZWUiTnlSV1cXfWpcREQEjUYrLS1NT0//7bffup1thRCqqqrCq4kUFRXr6uq6HZRACC1fvhxnaj59+vTcuXNF74SAgAC8OmvIkCEJCQkWFhYIofDw8GXLlvFNhBOvH4isesS/L0E4akUIqaioiN5yAAAAAIDPiRzezE4Ql8t98uQJLhsZGcm6nQOFeITNzs7uqU5ycvKOHTt+/vlnDoczEG14+/btwYMHcVlw0GagpaSkJCQkHDt2jHcQA+/rEhMTc+bMGXyEd3G5o6OjnmiI+xKFoqLisWPHcHn9+vW1tbU9NRgXnJyceopSEELLly/HhdTU1K6uLtGbQeROQAiZm5t7e3sjhNra2oKDg/lqitcPRkZGuNm5ubk9DRw9evQIF/T09MT8XAEAAAAABjm5PXv2dPu0dOnSJRyomJiYSHMjeSmztbUdNmwYQiguLq6yslKwQklJia+vb0REBJ1OH4i0Y21tbStWrMCrX2xsbKQfEyYnJ+MxhGfPngm+OmrUKFwQPWlyf3z77bc4VGtsbBQMDBBCXC6XGH0SniPOzs4Op9h+//79rVu3xG7S3r17cehCo9GuXbvW/3scOnSovb09Qig3N/fSpUuCFa5cuYI3V5k0aRKR1BsAAAAA4Esjd/78+bCwMN4ZLFwu9/Lly/7+/vhPvqRJTCYz/f8QGXUHkbq6Ot4/1dXV8ZNxR0eHs7NzcXEx76s1NTWOjo5sNhsh5OvrK9mWcDicjIwMMzOze/fuIYSoVOrRo0el3yGzZ8/GhZCQEL6Rh87OzoiICFw2NjYmjj979qzX9TzY7t27+9qeffv24RUygjshIoSePHny/PlzhJCamhre2LEnw4YNW7x4MS7zbqjS1y/wyJEj9+3bh8tBQUG867XE7oetW7fiwurVq3H6MsKtW7eIUbVt27YNorwUAAAAAACSRUYI/fzzz2fOnFmwYMHo0aNramoeP35M7N6wefNmvN0hobi42M7ODpdfv349efJkWd+CSIicsCdPnlRTUxs6dKijoyPesSQyMvL27dtFRUWPHj0yNDT8/vvvDQwMKBRKUVHRxYsX8d6I69evx7+Ci6GmpoaI+rCurq53797R6XRiB0kqlfrHH39MmjRJ+j3j7u4eExPD4XD+/PPPKVOmODs7a2trs9lsBoNx+fJlHNeNGzfO09NTOu1RUVE5fPiwk5NTt68Swymurq54m0ghVqxYgetfvny5tbUVp9sS4wvs5eWVlJSUnZ3NYDB2794dGRnZz3ucNWvWpk2bYmJiGhoaFi9ebG5ubmJiIi8vn5+fn5mZieu4uLh4eXlJp88BAAAAAD5BZDU1tYaGhvLy8sTERN4XFBQUdu3ahdOzfgZmzJihoqLCZDKLi4vxL9bl5eU4UKFSqXfv3nVxccnKyurs7KTRaDQajThRXl5+7dq1sbGxYl+ayWTy9S2fOXPmJCYmEiMbUmZgYJCcnBwYGNja2lpRUXHgwAHBrktNTVVWVpZakxYvXrxs2TK8FJ4Xi8Ui1swIn/eFzZ8/H3/o7e3taWlpK1euFK89cnJyR44cmT17NpvNjo6OdnNzIxbEi23v3r2dnZ2//vorQujBgwe8S4AQQmvWrImLixuIqYYAAAAAAIOFHIPB2LNnz3fffaejo6OgoKCiojJ79uzQ0NCSkpItW7Z8NjNPVFRUrl69amFhoaSkNHz48KlTp/L+Hq+hoXHv3r3Lly/jzE4UCkVDQ8PMzCwgIKC4uPjgwYMSf2QcMWLE1KlTPTw80tLS/v77b1lFKZi7u3tFRcWOHTvmzZuno6NDoVBGjhw5e/bsZcuWpaenP3nyZNq0aVJuUlxcHO+idiwjI+Pt27cIobFjx+JkXMIpKCi4uLjgMu/sLzHMmDFjw4YNCCEWixUYGNj/ZM1ycnJxcXEPHjzw9vbW0dFRVFRUVFScOnXqmjVr8vPzExISeh0vAgAAAAD4vJHEe+RKS0tzcnKqqqrq/zp7BoPRpylPISEhe/bsQQh9/PgxIyMDHzQxMSGeaw0MDJ4/f66vr9/t6nCpKS4uFpKySVlZWVtbe+7cuc7Ozvb29vLy8oJ1errBwWv9+vU4/5WmpmZRUZHwHWNKSkpwwmgXFxe8+2FPLl68uHTpUlweP358eXl5r4Gl4BeYuNy2bdvEWFojns7OznPnzqWkpLx48eL9+/c6OjoGBgY//fSTKGGYRFz5sZesYo5nXgivcPZxda9X+WFWL/+V6LUZEtHrvYii/z2GROu0/qNGz+//mwwivfZ8r5/d8Mz7vV7Fe1WurG8UyEzUspmybsJnSJT/UonybxPwav3WSngFUbq01zdp29xLpiKt7yn9vwq51zGTrKwswcemd+/ekclkbW3tPnSbpDU3NxOLDTIzM7/55hshlUtKSvByBScnJ0NDQxk2G2tqampqaiouLk5OTjYyMkpMTBTM99WnGxxc6urqNm7c+O9//1si78a7/2NlZeWDBw8sLS2Fn/IpfIFfv369fPly3vzgRUVFRUVF58+f9/LyOnr0KJlM7sfbAwAAAAAMbn1+EuJwOBUVFceOHXNycup2HEBsI0aMcHd377WaqampGG9eUlKCE1hNnDhRyoGKqqoq34KKjx8/1tXV0el0vOVffn6+lZVVWlqajY2NNBsmW6dOnfrhhx8WLlzYz/epr6+/fv0675GUlBQhgcrAfYH7pLa21trauqqqCiE0ceLExYsXKysrP336NC0tjcPhnDx5csyYMbt27ZJV8wAAAAAAZI6MEFJSUhKyRoJvFXVubq6pqam5ufn+/fsl2xQNDY34+HhZd4jkjR49utv74nK59+/fDw4OLigoaG9vd3R0LCwsHCxZ1CRizZo1z549w7udiO38+fM4q/K3336LU2ZduHAhLi6upzUeA/cF7hNfX18cpQQFBe3fv58YPMnLy/vuu+9aW1t//vlnFxeXT2H0DwAAAABAJsgIofnz51+8eFHEE77++uva2lpNTU1ZtxyNHDmy/2uaZYhEIs2bNy87O9vBwSEzM7Ojo8PPzy8jI4OYjDfYb1CIiRMnMhiMysrKf/7znzjzldiIhMXh4eFtbW25ubkNDQ3p6emOjo7d1v8UvsDZ2dlXr15FCM2fP58vVYOxsXFMTIy/vz+Xy/39998hUAEAAADAF0sOIdSnXKtUKvVTiFI+G4qKimfPnsXDVnfv3iV2sPm87dmzR1VVFSF06NChv/76S+z3KS0tzc7ORghNmDDB0tLyhx9+wMeF5Pj6FL7ARLrqf/zjH4Lr/n/88cfJkydPmDDhyZMnsm0nAAAAAIAMySGEhCSn6hMLCwsSieTg4IAQYrFYx48ft7S01NTUpFKpM2fO9PHxKS0tlWzr8RWFZx7btGkTiUQiVqV7eXmRSCQSicRgMPhqZmVl+fr6Tp48mUqlqqmpGRkZBQUFFRUVCbk0TjbV2toaGho6fvx4Eol0+/btvt6FlpZWcHAwLvNtTt/tDdrY2BD9XFtbGxISMm3aNEVFRVVVVTMzs5MnTxLjMNeuXXNwcNDS0qJQKFOmTFm6dGlPmdC4XO7NmzddXV0NDQ2VlZXV1dXnzJnj6en59OlTyX5kxC3jDVu4XK6Pj8+HDx/Eex8iIPHw8JCTk3N1dcXjUVeuXGlubpZUa+vr6w0NDfHXZuPGjf0c5mKxWHg4ZdSoUdbW1oIVlJSUXr9+zWAwcDUAAAAAgC+TJAMVQmNjo62trZ+f319//fXu3bv29vbCwsKkpKRp06ZduHBB1rfcjfb29h9++MHKyurEiROlpaXt7e2NjY2PHj06dOiQvr5+UFAQi8Xq6dympqYFCxbs2bMHLzkQj5ubGy4Q+YhFkZeXZ2houG/fvpcvX3Z0dDCZzJycHG9v74CAAA6H4+/v7+DgcO3atbq6uo8fP5aUlFy8eNHQ0DA9PV3wFiwtLW1tbX///feCgoLm5uaGhob8/PxTp07NmDHjn//850D0ubu7u62tLULo1atXO3fuFOMduFwuMe8Lp2EYM2bMvHnzEEIfPnzg3bWzPxoaGubPn19QUIAQCg4Ojo2N7efmQkVFRQ0NDQghBwcHyOsFAAAAANATMv7BPioq6vr1669evWpubtbW1rawsPDw8LC2thbjmYzD4axcuTIjI8PQ0HDRokV6enoMBuP48eNlZWUsFsvHx8fU1LT/u6+IbsuWLb6+vllZWatXr0YIRUZGOjs7I4TGjBmDK7DZ7EWLFuEIgUKh2NnZ6evrd3R00On0+/fvI4QOHTpUXV1No9EEe4PL5fr5+eXk5OA/x4wZI97S8MmTJ6urq9fX15eXl9fV1YkyN6mqqsre3v79+/fu7u7ffPNNZ2fnhQsX8GryxMTEwsLCnJwcFRUVX1/fWbNmVVdXx8fHV1VVsdlsf3//0tJSIuEVm81evnw53hldWVl5yZIlOjo6Hz58yM3NvXXrFkIoKipqzpw5S5YskeznQiKREhMT9fX129ra9u3b5+rqOmvWrD69Q25u7uvXrxFCZmZmeAsUhNCKFSvu3r2LEDp9+rSnp2c/G8lkMhcsWIAzCK9bt27//v393wL1xYv/7vYwfvx4XHj+/PmTJ0/q6+vV1NTmzJnz1VdffTYbrQIAAAAAiI1MJpP19fXfvXtHHCovLy8vL//tt98cHBxOnTqF1xKI7vbt211dXUFBQb/88suQIUPwwQ0bNlhZWeXl5bW0tNy5c6f/T5Ci09TU1NTUJCZ6aWtr8+2zHhsbi6MUS0vL5ORkHR0d4iXc1JqamrS0tDNnzqxcuZLvzTMyMphMpqmp6d69e42NjYcOHSpeI0kk0vTp07OysnD/ixKoFBYWKigo3Lx5k0hq7O/vv2LFivPnzyOEcnJypk2bduPGDeJp2NfXV09Pr66urqKigsFg6OrqEu9z48YNhNDMmTMzMzN5P+7k5GQvLy+E0NGjRyUeqCCEJkyYEBUVtW7dOjab7ePj8/DhQ+ILIwpi+xTer5OLiwseAcvIyHjz5k1/dkppamqytbXNz89HCAUFBR04cEAi8QMOrhBCo0aNys3NDQwMxJcgzJw5c9++fQsWLJBYRwMAAAAADEJyXV1d7969mzRpUkBAwL/+9S8PDw9ibf3Vq1ft7Oz6un6gq6vLyMjo4MGDvA+dQ4cOJab34Fk0gkpLS0lCDcQ8mY6OjujoaITQ2LFjaTQab5SCELK2tk5NTcXLnbvd1ILJZOrq6mZmZlpaWoodpWDExvONjY0inrJ161berVdIJNKmTZuIP5OSkogoBb+/j48PLr969Yo4TgwHrV+/ni8o9fT01NbWlpeXLygoGKD8Y4GBgXhjnMePH8fExIh+YldX17lz5xBCFArF1dWVOD5y5Mj58+cjhDgcDq4gnpaWFjs7u9zcXNzIuLg4SY1yMJlMXCgoKLCwsOCLUvBxW1tbvIYHAAAAAOCLJYcQioiIePXq1eHDhyMiIv79738/e/bsxIkTeArTw4cP8XN8n4SHhwvmMjIwMMCFjx8/yvqu/+fOnTvv379HCK1bt05dXV2wgrm5OV5K8fLlyzdv3ghWCAsLo1Ao/W/J8OHDcaG1tVXEU1atWsV3hJgBNX36dMGdMadOnYoLnZ2dxEFiDlh1dTVffRKJ9J///IfFYr1584b3Md3AwIAkmu3btwu/BXl5+RMnTuA9TyIiIl6+fCnivaenp9fX1yOEFi9ezBdfrVixAheE5P4SrrW11c7ODodwfn5+8fHx3UYp4vVDW1sbLhw6dKirq8vU1PTq1atVVVX19fV3794lsipv3LixTwuWAAAAAAA+M+TU1NRly5bxHiKRSN7e3mw2Gy/q2L9/f2hoaJ9GM0xMTAQP9jrgoKSkxLeDOx/B4Kf/8NoMhNCwYcPw2gZBxFhHQUGB4FSi/u+tjhHPryNGjBClvqKi4sSJE/kOEp2sr68veEq3HwHxYUVERNTU1Hh5eRkbG0tzjYSenl5YWFhYWFhnZ6ePj8/9+/dF+aCJZfQeHh58Lzk5OVEolM7Ozvz8/JcvX3711Vd9ak9bW5u9vT3xxUAISbY3eAP1NWvWHD58mLjfefPmWVlZhYSEREdHc7nckJCQLyRdNQAAAACAIDJflELw8fGJiYl59epVY2NjXl6e4M/zPRk+fLh4+1RoamomJCRI+f6JVF0//fRTr5UFM96SyWQNDQ2JtARngkIIibgoaNiwYUIeoBUVFUW87qxZs0JDQ6OiolgsVkJCQkJCgq6urpWVlbm5+YIFC8aNGyd4yvXr10UcFhPxXrZs2XL+/PmnT58+ePDgyJEja9euFV6/qanpypUrCCE5ObmnT58Sy9MJo0ePLi8vRwilpKT0NaVYfHw8TvKGo51jx46tWrXKzMxMUv1AfDTjxo2LjY3li8pIJFJ4ePhvv/329u1bOp1eVlbGNx0RAAAAAOAL0eM4iZycnJGREV7MUFZWJnqgoqysPIhyFhELBkTR1NTEd0RDQ0Mi4zxcLpfYsEX6D6aRkZFWVlZhYWF0Oh0hVFpaWlpaevLkSYSQkZFRcHCwm5sb72fKu/RFIhQUFE6cODF37lwOh7N161YHB4cJEyYIqX/x4kW8dIrD4YSGhgqpeebMmYiIiD59IXGUkpiY2NzcvHnzZoRQQEAAnU4XXOgvXj8Qc/xsbGyoVKpgBSqVamFh8fvvvyOEHj16BIEKAAAAAL5Mwh6yiSek9vZ2WbdzoBBPiq9eveL2xs/Pj+90Sc1GKykpwUtlcJ5i6ffDwoUL8/LyKisrjxw54urqOnr0aHw8Pz/fw8PDxcVlgBbTE4yNjTdu3IgQam1t9ff3F345It9Xr0pLSx8+fNjXxiQmJq5evTo4OBgvrCosLIyLi5PUnRL/rIglQ4KItUbEOBsAAAAAwJdG2MqTmpoaXBBvKtegoKWlhQsvXrwgng6lj1hx0e1W5VIzbtw4f39/HCe8ePEiKSnpxIkTTCaTRqOlpKQQu1KWlZWJOOVJXV1d9KlxERERNBqttLQ0PT39t99+63a2FUKoqqoKryZSVFSsq6vrdlACIbR8+XKcqfn06dNz584VvRMCAgLw6qwhQ4YkJCRYWFgghMLDw5ctW8Y3EU68fiCy6hH/vgThqBUhpKKiInrLAQAAAAA+J3J4MztBXC73yZMnuGxkZCTrdg4U4hE2Ozu7pzrJyck7duz4+eefORzOQLTh7du3Bw8exGXBQZuBlpKSkpCQcOzYMd5BDLyvS0xMzJkzZ/AR3sXljo6OeqIh7ksUioqKx44dw+X169fX1tb21GBccHJy6ilKQQgtX74cF1JTU7u6ukRvBpE7ASFkbm7u7e2NEGprawsODuarKV4/GBkZ4Wbn5ub2NHD06NEjXNDT0xPzcwUAAAAAGOTk9uzZ0+3T0qVLl3CgYmJiIs2N5KXM1tZ22LBhCKG4uLjKykrBCiUlJb6+vhEREXQ6fSDSjrW1ta1YsQKvfrGxsZF+TJicnIzHEJ49eyb46qhRo3BB9KTJ/fHtt9/iUK2xsVEwMEAIcblcYvRJeI44Ozs7nGL7/fv3t27dErtJe/fuxaELjUa7du1a/+9x6NCh9vb2CKHc3NxLly4JVrhy5QreXGXSpElEUm8AAAAAgC+N3Pnz58PCwnhnsHC53MuXL/v7++M/+ZImMZnM9P9DZNQdROrq6nj/VFdXx0/GHR0dzs7OxcXFvK/W1NQ4Ojqy2WyEkK+vr2RbwuFwMjIyzMzM7t27hxCiUqlHjx6VfofMnj0bF0JCQvhGHjo7OyMiInDZ2NiYOP7s2bNe1/Ngu3fv7mt79u3bh1fICO6EiBB68uTJ8+fPEUJqamp4Y8eeDBs2bPHixbjMu6FKX7/AI0eO3LdvHy4HBQXxrtcSux+2bt2KC6tXr8bpywi3bt0iRtW2bds2iPJSAAAAAABIFhkh9PPPP585c2bBggWjR4+uqal5/PgxsXvD5s2b8XaHhOLiYjs7O1x+/fr15MmTZX0LIiFywp48eVJNTW3o0KGOjo54x5LIyMjbt28XFRU9evTI0NDw+++/NzAwoFAoRUVFFy9exHsjrl+/Hv8KLoaamhoi6sO6urrevXtHp9OJHSSpVOoff/wxadIk6feMu7t7TEwMh8P5888/p0yZ4uzsrK2tzWazGQzG5cuXcVw3btw4T09P6bRHRUXl8OHDTk5O3b5KDKe4urribSKFWLFiBa5/+fLl1tZWnG5LjC+wl5dXUlJSdnY2g8HYvXt3ZGRkP+9x1qxZmzZtiomJaWhoWLx4sbm5uYmJiby8fH5+fmZmJq7j4uLi5eUlnT4HAAAAAPgEkdXU1BoaGsrLyxMTE3lfUFBQ2LVrF07P+hmYMWOGiooKk8ksLi7Gv1iXl5fjQIVKpd69e9fFxSUrK6uzs5NGo9FoNOJEeXn5tWvXxsbGin1pJpPJ17d85syZk5iYSIxsSJmBgUFycnJgYGBra2tFRcWBAwcEuy41NVVZWVlqTVq8ePGyZcvwUnheLBaLWDMjfN4XNn/+fPyht7e3p6WlrVy5Urz2yMnJHTlyZPbs2Ww2Ozo62s3NjVgQL7a9e/d2dnb++uuvCKEHDx7wLgFCCK1ZsyYuLm4gphoCAAAAAAwWcgwGY8+ePd99952Ojo6CgoKKisrs2bNDQ0NLSkq2bNny2cw8UVFRuXr1qoWFhZKS0vDhw6dOncr7e7yGhsa9e/cuX76MMztRKBQNDQ0zM7OAgIDi4uKDBw9K/JFxxIgRU6dO9fDwSEtL+/vvv2UVpWDu7u4VFRU7duyYN2+ejo4OhUIZOXLk7Nmzly1blp6e/uTJk2nTpkm5SXFxcbyL2rGMjIy3b98ihMaOHYuTcQmnoKDg4uKCy7yzv8QwY8aMDRs2IIRYLFZgYGD/kzXLycnFxcU9ePDA29tbR0dHUVFRUVFx6tSpa9asyc/PT0hI6HW8CAAAAADg80bicrn4wSgzM7OmpkZRUVFHR2fp0qVr1qwRkho1LS3Nycmpqqqq/+vsGQxGn6Y8hYSE7NmzByH08ePHjIwMfNDExIR4rjUwMHj+/Lm+vn63q8Olpri4WEjKJmVlZW1t7blz5zo7O9vb28vLywvW6ekGB6/169fj/FeamppFRUXCd4wpKSnBCaNdXFzw7oc9uXjx4tKlS3F5/Pjx5eXlvQaWgl9g4nLbtm0TY2mNeDo7O8+dO5eSkvLixYv379/r6OgYGBj89NNPooRh0nH2cbWsmwAA+mFW7/+j6fW7Ksqb9GpiqAQyaoBBKmrZTFk34TMkyj/MwfLvjhHV+xoBidxLr1/F0PMFUrhf6TSDHBkZGRYWRiTe/fDhQ0NDA51OP3z48KVLl3pKQvXu3TsymaytrS2FjuhJc3MzsdggMzPzm2++EVK5pKQEL1dwcnIyNDSUYbOxpqampqam4uLi5ORkIyOjxMREwa7u0w0OLnV1dRs3bvz3v/8tkXfj3f+xsrLywYMHlpaWwk/5FL7Ar1+/Xr58OW9+8KKioqKiovPnz3t5eR09epRMJvfj7QEAAAAABjfytm3bcMnOzs7ExKSlpeXSpUsMBqOystLe3p5Op/ONmXA4nIqKimPHjjk5OXU7DiC2ESNGuLu791rN1NRUjDcvKSnBCawmTpwo5UBFVVWVb0HFx48f6+rq6HQ63vIvPz/fysoqLS3NxsZGmg2TrVOnTv3www8LFy7s5/vU19dfv36d90hKSoqQQGXgvsB9Ultba21tXVVVhRCaOHHi4sWLlZWVnz59mpaWxuFwTp48OWbMmF27dsmqeQAAAAAAMkdGCJHJZBqN5uDggA9FRUW5ublduHChtrY2JCSEb3J/bm6uqampubn5/v37JdsUDQ2N+Ph4WXeI5I0ePbrb++Jyuffv3w8ODi4oKGhvb3d0dCwsLBwsWdQkYs2aNc+ePcO7nYjt/PnzOKvyt99+i1NmXbhwIS4urqc1HgP3Be4TX19fHKUEBQXt37+fGDzJy8v77rvvWltbf/75ZxcXl09h9A8AAAAAQCbkEEKbN28mohSEkIKCQlJSEh5IOXfuXFlZGe8JX3/9dW1t7V9//SXzXSBHjhxJ7FMxGKdFkUikefPmZWdnf/vttwihjo4OPz8/3lXag/0GhZg4cSJCqLKy8p///Gc/34pIWBweHm5iYoIQamhoSE9P76n+p/AFzs7Ovnr1KkJo/vz5Bw8e5J3iZWxsHBMTgxDicrnCV+YAAAAAAHze5BBC3t7efEeHDx++YsUKhBCHw+HbkI5KpWpqasq62Z8PRUXFs2fP4uS/d+/eJXaw+bzt2bNHVVUVIXTo0KG//vpL7PcpLS3Nzs5GCE2YMMHS0vKHH37Ax4Xk+PoUvsBEuup//OMfguv+f/zxx8mTJ0+YMOHJkyeybScAAAAAgAzJ6enpdTvdaNGiRbgg5MdpPhYWFiQSCQ/OsFis48ePW1paampqUqnUmTNn+vj4lJaWSrb1+IrCfxrftGkTiUQiVqV7eXmRSCQSicRgMPhqZmVl+fr6Tp48mUqlqqmpGRkZBQUFFRUVCbk0TjbV2toaGho6fvx4Eol0+/btvt6FlpZWcHAwLvNtTt/tDdrY2BD9jKfnTZs2TVFRUVVV1czM7OTJk8SwzLVr1xwcHLS0tCgUypQpU5YuXdpTJjQul3vz5k1XV1dDQ0NlZWV1dfU5c+Z4eno+ffpUsh8Zcct4wxYul+vj4/Phwwfx3ocISDw8POTk5FxdXXFC7StXrjQ3N0uqtfX19YaGhvhrs3Hjxn7mJmaxWHg4ZdSoUdbW1oIVlJSUXr9+zWAwcDUAAAAAgC+T3IIFC7p9wczMDO/m/vz5876+aWNjo62trZ+f319//fXu3bv29vbCwsKkpKRp06ZduHBB1rfcjfb29h9++MHKyurEiROlpaXt7e2NjY2PHj06dOiQvr5+UFAQi8Xq6dympqYFCxbs2bMHLzkQj5ubGy4Q+YhFkZeXZ2houG/fvpcvX3Z0dDCZzJycHG9v74CAAA6H4+/v7+DgcO3atbq6uo8fP5aUlFy8eNHQ0FAw8mxqarK0tLS1tf39998LCgqam5sbGhry8/NPnTo1Y8aM/s/O6pa7u7utrS1C6NWrVzt37hTjHbhcLjHvC6dhGDNmzLx58xBCHz584N21sz8aGhrmz59fUFCAEAoODo6Nje3n5kJFRUUNDQ0IIQcHB8jrBQAAAADQE/Lo0aO7f4FM1tTUZDAY1dXV7e3tOGgRBYfDWblyZUZGhqGh4aJFi/T09BgMxvHjx8vKylgslo+Pj6mpqTSXB2zZssXX1zcrK2v16tUIocjISGdnZ4TQmDFjcAU2m71o0SIcIVAoFDs7O319/Y6ODjqdfv/+fYTQoUOHqquraTSa4BMql8v18/PLycnBf44ZM0a8peGTJ09WV1evr68vLy+vq6sTZW5SVVWVvb39+/fv3d3dv/nmm87OzgsXLuDV5ImJiYWFhTk5OSoqKr6+vrNmzaquro6Pj6+qqmKz2f7+/qWlpUTCKzabvXz5crwzurKy8pIlS3R0dD58+JCbm3vr1i2EUFRU1Jw5c5YsWSLZz4VEIiUmJurr67e1te3bt8/V1XXWrFl9eofc3NzXr18jhMzMzPAWKAihFStW3L17FyF0+vRpT0/PfjaSyWQuWLAAZxBet27d/v37+78F6osXL3Bh/PjxuPD8+fMnT57U19erqanNmTPnq6+++mw2WgUAAAAAEBtZyDaCampqeH5UXV0dXv0situ3b3d1dQUFBf3yyy9DhgzBBzds2GBlZZWXl9fS0nLnzp3+P0GKTlNTE0dc+E9tbW2+fdZjY2NxlGJpaZmcnKyjo0O8hJtaU1OTlpZ25syZlStX8r15RkYGk8k0NTXdu3evsbHx0KFDxWskiUSaPn16VlYWQqi8vFyUQKWwsFBBQeHmzZtEUmN/f/8VK1acP38eIZSTkzNt2rQbN24QT8O+vr56enp1dXUVFRUMBkNXV5d4nxs3biCEZs6cmZmZiZeOYMnJyV5eXgiho0ePSjxQQQhNmDAhKipq3bp1bDbbx8fn4cOHxBdGFMT2KbxfJxcXFzwClpGR8ebNm/7slNLU1GRra5ufn48QCgoKOnDggETiBxxcIYRGjRqVm5sbGBiIL0GYOXPmvn37ehrqBAAAAAD4QsgJCVSIjcPb2tpEf8euri4jI6ODBw/yPnQOHTqUmN6DZ9EIKi0tJQk1EPNkOjo6oqOjEUJjx46l0Wi8UQpCyNraOjU1FS937nZTCyaTqaurm5mZaWlpKXaUghEfRGNjo4inbN26lXfrFRKJtGnTJuLPpKQkIkrB7+/j44PLr169Io4Tw0Hr16/njVIQQp6entra2vLy8gUFBf1cmNGTwMBAvDHO48ePcbYrEXV1dZ07dw4hRKFQXF1dieMjR46cP38+QojD4eAK4mlpabGzs8vNzcWNjIuLk9QoB5PJxIWCggILCwu+KAUft7W1xWt4AAAAAAC+WHJCpioRL7W3t/fpTcPDwwVzGRkYGODCx48fZX3X/3Pnzp33798jhNatW0cEZrzMzc3xUoqXL1++efNGsEJYWBiFQul/S4YPH44Lra2tIp6yatUqviPEDKjp06cL7ow5depUXOjs7CQOEnPAqqur+eqTSKT//Oc/LBbrzZs3vI/pBgYGJNFs375d+C3Iy8ufOHEC73kSERHx8uVLEe89PT29vr4eIbR48WK++AonrENCc38J19raamdnh0M4Pz+/+Pj4bqMU8fqBCPsPHTrU1dVlamp69erVqqqq+vr6u3fvOjo64lc3btzYpwVLAAAAAACfGbKQx2Iib1JfH8TxdhZ8eh1wUFJS4tvBnY9g8NN/eG0GQmjYsGF4bYMgYqyjoKBAcCpR//dWx4jn1xEjRohSX1FRUXA+HtHJ+vr6gqd0+xEQH1ZERERNTY2Xl5exsbE010jo6emFhYWFhYV1dnb6+Pjcv39flA+aWEbv4eHB95KTkxOFQuns7MzPz3/58uVXX33Vp/a0tbXZ29sTXwyEkGR7gzdQX7NmzeHDh4n7nTdvnpWVVUhISHR0NJfLDQkJ+ULSVQMAAAAACCLjBETdIl4ifuwXxfDhw8Xbp0JTUzMhIUHK90+k6vrpp596rSyY8ZZMJmtoaEikJURv840P9GTYsGFCHqBFT34wa9as0NDQqKgoFouVkJCQkJCgq6trZWVlbm6+YMGCcePGCZ5y/fp1EYfFRLyXLVu2nD9//unTpw8ePDhy5MjatWuF129qasLb+8jJyT19+pRYnk4YPXp0eXk5QiglJaWvKcXi4+Nxkjcc7Rw7dmzVqlVmZmaS6gfioxk3blxsbCxfVEYikcLDw3/77be3b9/S6fSysjK+6YgAAAAAAF8IYYEKsVhCyDoWQcrKyoMoZxGxYEAUTU1NfEc0NDQkMs7D5XKJDVuk/2AaGRlpZWUVFhZGp9MRQqWlpaWlpSdPnkQIGRkZBQcHu7m58X6mvEtfJEJBQeHEiRNz587lcDhbt251cHCYMGGCkPoXL17EW69wOJzQ0FAhNc+cORMREdGnLySOUhITE5ubmzdv3owQCggIoNPpggv9xesHIuy3sbGhUqmCFahUqoWFBd6W/tGjRxCoAAAAAODLJFdbW9vtCxwO5927dwghLS0tFRUVWbdzoBBPiq9eveL2xs/Pj7/7JDQbraSkBC+VwXmKpd8PCxcuzMvLq6ysPHLkiKurK5G0Oj8/38PDw8XFZYAW0xOMjY03btyIEGptbfX39xd+OSLfV69KS0sfPnzY18YkJiauXr06ODgYL6wqLCyMi4uT1J0SgQexZEgQsdZIyO8IAAAAAACfN3JPC3bpdDpevkIsgv8saWlp4cKLFy+Ip0PpI1ZcdLtVudSMGzfO398fxwkvXrxISko6ceIEk8mk0WgpKSnErpRlZWUiTnlSV1cXfWpcREQEjUYrLS1NT0//7bffup1thRCqqqrCq4kUFRXr6uq6HZRACC1fvhxnaj59+vTcuXNF74SAgAC85c6QIUMSEhIsLCwQQuHh4cuWLeObCCdeP0yfPh0XampqeqqPo1aE0Gf8GwEAAAAAgHDkx48f19TUELsfEq5du4YLdnZ2sm7kAJo7d+6vv/6KEMrOziYSLvFJTk5mMBhDhgwJDQ0diAX9b9++PXjwIC4LDtoMtJSUlJaWFnl5eV9fX2KKFN7XJSYmxtra+vvvv0cIPXjwgAhUHB0dnz9/Lsqbb9u2bffu3SK2RFFR8dixY9999x1CaP369X/88UdPDcYFJyennqIUxBOopKam7t+/X/QdWngnOpqbm3t7eyclJbW1tQUHB1+6dIm3pnj9YGRkRKVS29racnNzuVxut9PSHj16hAt6enoiNhsAAAAA4DMjhxA6e/Ys31EWi4WnyMvJyeF93D9Xtra2w4YNQwjFxcVVVlYKVigpKfH19Y2IiKDT6QMRpbS1ta1YsQKvfrGxsTEyMpJyDyQnJ+MxhGfPngm+OmrUKFwQPWlyf3z77bc4VGtsbAwODhaswOVyidEn4Tni7OzscH7t9+/f37p1S+wm7d27F4cuNBqNiN77Y+jQofb29gih3NxcvsgHu3LlCt5cZdKkSZ/3eCYAAAAAgBByCKGdO3cWFhYSh7hc7vbt2/Habjc3N761vEwmM/3/9GkjyE9EXV0d75/q6ur4ybijo8PZ2bm4uJj31ZqaGkdHRzabjRDy9fWVbEs4HE5GRoaZmdm9e/cQQlQq9ejRo9LvkNmzZ+NCSEhIV1cX70udnZ0RERG4bGxsTBx/9uxZr+t5MNGHUwj79u3DK2QEd0JECD158gQPYqipqeGNHXsybNiwxYsX4zLvhip9/QKPHDly3759uBwUFMS7p5DY/bB161ZcWL16NU5fRrh16xYxqrZt27ZBlJcCAAAAAECyyAihlpYWc3PzgIAAIyOj5ubm1NTUO3fuIITGjBmzZ88evhOKi4uJyWCvX7+ePHmyrG9BJERO2JMnT6qpqQ0dOtTR0RHvWBIZGXn79u2ioqJHjx4ZGhp+//33BgYGFAqlqKjo4sWLeG/E9evX41/BxVBTU+Pv7897pKur6927d3Q6ndhBkkql/vHHH5MmTZJ+z7i7u8fExHA4nD///HPKlCnOzs7a2tpsNpvBYFy+fBnHdePGjfP09JROe1RUVA4fPuzk5NTtq8RwiqurK94mUogVK1bg+pcvX25tbcXptsT4Ant5eSUlJWVnZzMYjN27d0dGRvbzHmfNmrVp06aYmJiGhobFixebm5ubmJjIy8vn5+dnZmbiOi4uLl5eXtLpcwAAAACATxB5165d4eHhra2t0dHRvC/o6urSaDTB/Q0HqRkzZqioqDCZzOLiYvyLdXl5OQ5UqFTq3bt3XVxcsrKyOjs7aTQajUYjTpSXl1+7dm1sbKzYl2YymYmJiUIqzJkzJzExkRjZkDIDA4Pk5OTAwMDW1taKiooDBw4Idl1qaqqysrLUmrR48eJly5bhFSa8WCzWmTNncFn4vC9s/vz5+ENvb29PS0tbuXKleO2Rk5M7cuTI7Nmz2Wx2dHS0m5sbsSBebHv37u3s7MTrox48eMC7vyRCaM2aNXFxcQMx1RAAAAAAYLCQ2759+8OHD729vSdNmkShUFRVVY2NjaOjox8/fvz111/LunkSo6KicvXqVQsLCyUlpeHDh0+dOpX393gNDY179+5dvnwZZ3aiUCgaGhpmZmYBAQHFxcUHDx6U+CPjiBEjpk6d6uHhkZaW9vfff8sqSsHc3d0rKip27Ngxb948HR0dCoUycuTI2bNnL1u2LD09/cmTJ9OmTZNyk+Li4gR378nIyHj79i1CaOzYsTgZl3AKCgouLi64zDv7SwwzZszYsGEDQojFYgUGBvY/WbOcnFxcXNyDB2msGiIAAIAASURBVA+8vb11dHQUFRUVFRWnTp26Zs2a/Pz8hISEXseLAAAAAAA+byTxHrnS0tKcnJyqqqrGjh3ba2UGg9GnSU0hISF4ytnHjx+J7MkmJibEk6uBgcHz58/19fW7Xf8tNcXFxUKSMikrK2tra8+dO9fZ2dne3l5eXl6wTk83+Jm5evUqk8l0dnYWkqQLw8/omZmZNTU1ioqKOjo6S5cuXbNmjfAsvWKcJfgFLikpwfmp+5SpDJx9XC2dC1Gj5/fzHdo2i59TAfTkh1m9/C/gyo9SylzX6+fb61fI8cyLXq8yMVQCGTXAIJWUbCLrJnyhrN+Ius8BENEVRnT/30Q6yOKd9u7dOzKZPNATw5qbm4nlBJmZmd98842QyiUlJXhBgpOTk6Gh4YA2TBRNTU1NTU3FxcXJyclGRkaJiYmCGb36dIODVF1dnZOTE5vNrqqqEh6oREZGhoWFcTgc/OeHDx8aGhrodPrhw4cvXbrUUz408c6Szhe4W1u3bt27d6+IlVeuXEksywEAAAAA+KL0OVDhcDgVFRXHjh1zcnLqdpRAiBEjRri7u/dazdTUVIw7KSkpwSmqJk6cKOVARVVVlW/JxMePH+vq6uh0Ot7ULz8/38rKKi0tzcbGRpoN+xScPn0ap00TLiEhYdu2bbhsZ2dnYmLS0tJy6dIlBoNRWVlpb29Pp9MFh+/EOKs/X2AAAAAAACA1fQ5UcnNzTU1Nzc3N9+/f39dzNTQ04uPjZX3Lkjd69Ohu74vL5d6/fz84OLigoKC9vd3R0bGwsHCw5EmTiKdPn4aFhfVarba2duPGjQghMplMo9EcHBzw8aioKDc3twsXLtTW1oaEhPCtMxHvrP58gSVCR0dn3rx5vXYIzpQNGz4CAAAA4IvV50Dl66+/rq2t1dTUlELjRo4c2f9VyzJEIpHmzZuXnZ3t4OCQmZnZ0dHh5+eXkZFBbI4x2G+wW1wut7q6+vnz57///ntKSsqHDx96PeXAgQMdHR0Ioc2bNxPxBkJIQUEhKSkpJyenurr63Llzu3bt4t3VR7yzpPkF7tbq1atXr14tpEJXVxdOFWBmZrZlyxZZtRMAAAAAQLb6nMyKSqXK8CFvMFJUVDx79ixO73v37t28vDxZt2hg2dvbjx8/3s7O7sSJE6JEKVwu9/fff8dlb29vvleHDx++YsUKhBCHw+HdG1G8s9Bg+AJHRETk5uaqqqqePXt2yJAhsm4OAAAAAIBs9C1QsbCwIJFI+NdrFot1/PhxS0tLTU1NKpU6c+ZMHx+f0tJSybYPX1F4brFNmzaRSCRiVbqXlxeJRCKRSAwGg69mVlaWr6/v5MmTqVSqmpqakZFRUFBQUVGRkEsvXboUIdTa2hoaGjp+/HgSiXT79u2+3oWWllZwcDAu820/3+0N2tjYEP2M5y9NmzZNUVFRVVXVzMzs5MmTxDjMtWvXHBwctLS0KBTKlClTli5d2lMmNC6Xe/PmTVdXV0NDQ2VlZXV19Tlz5nh6ej59+lSyH9nHjx/7VL+srKykpAQhpKen1+28uEWLFuFCenp6P88ST319vaGhIf5Sbdy4cUAHwe7fvx8VFYUQSk5OHj9+/MBdCAAAAADgEydm1q/GxsalS5cSqXURQoWFhYWFhadOnTpz5oyrq6us74tfe3u7j4/PuXPneI80NjY+evTo0KFDa9euPXDgAJncfW80NTXZ2dnl5OT0pwFubm47d+5ECPF2Wq/y8vIcHR3x5iEIoY6OjpycnJycnIcPHx4+fDgwMJB3K8mSkpKSkpLLly9fvXp14cKFfLdgb2/Pt6tgQ0NDfn7+qVOnQkND+7/bOuHixYtdXV3En8uWLSN2W+8WEVktWLCg2wpmZmaKiort7e3Pnz/v51liaGhomD9/fkFBAUIoODg4NjaWmLkncUwm093dncPhBAcHOzo6DtBVAAAAAAAGBXECFQ6Hs3LlyoyMDENDw0WLFunp6TEYjOPHj5eVlbFYLB8fH1NTU1H2V5GULVu2+Pr6ZmVl4an/kZGRzs7OCKExY8bgCmw2e9GiRThCoFAodnZ2+vr6HR0ddDr9/v37CKFDhw5VV1fTaDTBZ1Aul+vn50dEKWPGjFFSUhKjkZMnT1ZXV6+vry8vL6+rqxNl9lFVVZW9vf379+/d3d2/+eabzs7OCxcu4If+xMTEwsLCnJwcFRUVX1/fWbNmVVdXx8fHV1VVsdlsf3//0tJSIqUVm81evnw5jlKUlZWXLFmio6Pz4cOH3NzcW7duIYSioqLmzJmzZMkSiXwcfHvY97px4atXr3Bh9OjR3VYgk8mampoMBqO6urq9vV1RUVHss/qKyWQuWLDg8ePHCKF169bt379/4KIUhFBISEhlZaWWltauXbsG7ioAAAAAAIOCOIHK7du3u7q6goKCfvnlF2IO/YYNG6ysrPLy8lpaWu7cuePp6Sm1e9DU1MSPpPhPbW1tvp3UY2NjcZRiaWmZnJzMu7QaN7WmpiYtLe3MmTMrV67ke/OMjAwmk2lqarp3715jY+OhQ4eK10gSiTR9+vSsrCyEUHl5uSiBSmFhoYKCws2bN4mkxv7+/itWrDh//jxCKCcnZ9q0aTdu3CAmCPn6+urp6dXV1VVUVDAYDF1dXeJ9bty4gRCaOXNmZmamqqoqcYnk5GQvLy+E0NGjRyUVqPTVu3fvcEHIfpdqamr4862rq5s4caLYZ/VJU1OTra1tfn4+QigoKOjAgQMDGqU8e/bs+PHjCKGdO3eKFwwDAAAAAHxO+ryYHiHU1dVlZGR08OBB3pW+Q4cOxVObEEJ4noyg0tJSklA9Tb7qj46OjujoaITQ2LFjaTQab5SCELK2tk5NTZWTk0MIdfszNpPJ1NXVzczMtLS0FDtKwYhH6sbGRhFP2bp1K+/WKyQSadOmTcSfSUlJvMsY1NTUfHx8cJkYcEAIEcNB69ev541SEEKenp7a2try8vIFBQWyyj/W1tbG1z+C1NXV+SqLd5boWlpa7OzscnNzEUKBgYFxcXEDGqUghDZv3szhcKZPny6YGwAAAAAA4AskTqCCEAoPD8cP97wMDAxwoa/LqQfUnTt33r9/jxBat24d8eTKy9zc3NbWFiH08uXLN2/eCFYICwujUCj9b8nw4cNxobW1VcRTVq1axXdkypQpuDB9+nTBnTGnTp2KC52dncRBYg5YdXU1X30SifSf//yHxWK9efOG90HcwMCAJJrt27f3s1twimGEkJBhBOKl9vb2/pwlotbWVmJVkp+fX3x8fLdRigR76ebNm3jR/759+wYiXAcAAAAAGHTIL1++/Oqrr/p6momJieDBXgcclJSU+HZw5yMY/PQfsYJ82LBhd+/e7bYO8at8QUGBtrY236t8C9PFRvyuP2LECFHqKyoqCk5YIjpZX19f8JRuPwLiw4qIiKipqfHy8jI2Nh7o8QHREW0WEr81NzfjAhExineWKNra2vgSDwx0X7HZbDxQZmlp+f333w/otQAAAAAABgtySkoKMWVLRMOHDxdvJwpNTc2EhAQp32FVVRUu/PTTT71WJh5t/9dBZLKGhoZEWtLQ0IALfPOvejJs2DAhj8iirw6fNWtWaGhoVFQUi8VKSEhISEjQ1dW1srIyNzdfsGDBuHHjBE+5fv26iMNiIt6LEFQqla9/hHQdMSol3lmiiI+PZ7FYCCEKhdLZ2Xns2LFVq1aZmZkNXC+lp6fjJNFr1679dAJIAAAAAADZIp85cyYiIqJPj0fKysqD6HGKyWSKXrmpqYnviIaGhkTGebhcLrFhC986GSmIjIy0srIKCwuj0+kIodLS0tLS0pMnTyKEjIyMgoOD3dzceD9Tae7gQcSBQkIOYlUPMfYl3lmiwFFKYmJic3Pz5s2bEUIBAQF0Ol1w70VJ9dKhQ4cQQurq6k5OTpLpUwAAAACAwU+utLT04cOHsm7GACJ+en/16hW3N35+fvwdJKHZaCUlJXipDM5TLP1+WLhwYV5eXmVl5ZEjR1xdXYmsvvn5+R4eHi4uLrJaTE+sq6mtre22AofDwTm+tLS0VFRU+nOWiBITE1evXh0cHIyXXRUWFsbFxQ3Q7ZeWluLVKR4eHhJZCgUAAAAA8HkgI4ROnz49d+5cWbdkoGhpaeHCixcviJXo0nf69GlcsLa2lmFvjBs3zt/f39/fn8vlvnjxIikp6cSJE0wmk0ajpaSkuLm54WplZWUiTmpSV1fv59Q4IgdDT1th0ul0vBCFqCn2WaIICAjAG/IMGTIkISHBwsICIRQeHr5s2TK+aXIS6aWEhAQcIhIZ2wAAAAAAAMKBSmpq6v79+wVntnwe5s6d++uvvyKEsrOze9rtOzk5mcFgDBkyJDQ0dCAW9L99+/bgwYO4LDhoM9BSUlJaWlrk5eV9fX2J+V14X5eYmBhra2u8gPvBgwdEoOLo6Cjihu7btm3bvXt3f5qnq6uro6NTVlb2+PHjmpoaYptOwrVr13DBzs6un2eJgneemLm5ube3d1JSUltbW3Bw8KVLl3hr9r+XPnz4kJSUhBAyMTHpNjsCAAAAAMAXSw4h9P79e7xD+WfJ1tZ22LBhCKG4uLjKykrBCiUlJb6+vhEREXQ6fSCilLa2thUrVuDVLzY2NkZGRlLugeTkZDxK8OzZM8FXR40ahQuiJ02WLBKJtHTpUlw+e/Ys36ssFuv3339HCMnJyTk7O/fzLDHs3bsXhy40Go0IfiQlIyMDr7HBCbIBAAAAAADhv8/lKSkpxCEmk5n+f8TYKU/m6urqeP9UV1fHgxgdHR3Ozs7FxcW8r9bU1Dg6OrLZbISQr6+vZFvC4XAyMjLMzMzu3buHEKJSqUePHpV+h8yePRsXQkJCurq6eF/q7OyMiIjAZWNjY+L4s2fPel3Pg/VzOAXbsGEDDiZ37txZWFhIHOdyudu3b8dJCNzc3PiSEIh3Vl+/3iNHjty3bx8uBwUF8W7J0v9e+vPPP3HBysqq/90IAAAAAPA5+e/WcpcvX25tbcVZXIuLi4nZMq9fv548ebKsGykSIl3vyZMn1dTUhg4d6ujoiHcsiYyMvH37dlFR0aNHjwwNDb///nsDAwMKhVJUVHTx4kW8N+L69evt7e3Fu3RNTY2/vz/vka6urnfv3tHpdGIHSSqV+scff0yaNEn6PePu7h4TE8PhcP78888pU6Y4Oztra2uz2WwGg3H58mUc140bN87T01P6bcNGjRoVGxsbGBjY0tJibm4eEBBgZGTU3Nycmpp6584dhNCYMWP27NkjkbPE+Hp7eXklJSVlZ2czGIzdu3dHRkZK5K65XO7169cRQmQy+TNeJAYAAAAAIB6yiooKk8lsb29PS0tbuXKlrNsjvhkzZuB7KS4uxkMo5eXlOFChUql37951cXHJysrq7Oyk0Wg0Go04UV5efu3atbGxsWJfmslkJiYmCqkwZ86cxMREYmRDygwMDJKTkwMDA1tbWysqKg4cOCDYdampqcrKyjJpHhYQEFBfXx8eHt7a2hodHc37kq6uLo1GE9yIU+yz+kpOTu7IkSOzZ89ms9nR0dFubm7Tp0/v/9u+fv26rKwMIWRkZNSnnV4AAAAAAL4Eci4uLrjEO/trMFJRUbl69aqFhYWSktLw4cOnTp2qoKBAvKqhoXHv3r3Lly/j3E0UCkVDQ8PMzCwgIKC4uPjgwYMSX50yYsSIqVOnenh4pKWl/f3337KKUjB3d/eKioodO3bMmzdPR0eHQqGMHDly9uzZy5YtS09Pf/LkybRp02TYPGz79u0PHz709vaeNGkShUJRVVU1NjaOjo5+/Pjx119/Ldmz+mrGjBkbNmxACLFYrMDAQImkcsbDKQghS0vLAe9cAAAAAIDBhnz8+PHjx4/zHpo7dy6Xy01LS3Nycho6dCjvS3/99ZeQ9xo5cqTwB7jS0lJRdooMCQnBM3Y+fvy4fft2fLChoaHXbfvMzc2zsrJ6epVEIi1evHjx4sUido3wm+0ViUSSk5MTHv/0dIO3b9/u6ZShQ4cK6eQVK1asWLGi25fU1NTCw8PDw8P7c1NiwJuE9LXTSCQSiUTicrlsNhuvIJLUWUK+3sJFR0fzDdr00/r169evXy/BNxwIZx9Xy7oJ/9W2+fNJ+KH1vTQ2zGn9VhoLn65I4RqioUbPl3UTAAB9Jsp/qbjohfAKg2YP8k/Goomb+/8mGdrvhFewftP79hW9/u7b42P0u3fvyGSyRGbOiK25udnu//Culu5WSUnJjh07duzY8eTJExm2mdDU1FRcXJycnLx48eL/9//+X35+fj9vcLDYsGEDqTfdBoGRkZEmJibHjx8vLS398OFDQ0MDnU7funXrzJkzu+29/pwlw6/31q1be+0fApEwGgAAAADgS0MWPMThcCoqKo4dO+bk5CQvLy/Bi40YMcLd3b3XaqampmK8eUlJCU5gNXHiRENDwwHqr26pqqr++OOPvEc+fvxYV1dHp9NramoQQvn5+VZWVmlpaTY2NtJsmEy8evVKjLMSEhK2bduGy3Z2diYmJi0tLZcuXWIwGJWVlfb29nQ6fezYsf0/a+C+3gAAAAAAQIK6CVRyc3NNTU3Nzc33798v2YtpaGjEx8fL+pYlb/To0d3eF5fLvX//fnBwcEFBQXt7u6OjY2Fh4WDJoiY2HKgoKSkJWZbDt3C/trZ248aNCCEymUyj0RwcHPDxqKgoNze3Cxcu1NbWhoSE8C2jEu+sgft6i0hHR2fevHnC69TW1uI82np6ejJpJAAAAACAzHUTqHz99de1tbWampqyblvvi14+cSQSad68ednZ2Q4ODpmZmR0dHX5+fhkZGcRCncF+g4K6urrKy8sRQvPnz7948aKIZx04cKCjowMhtHnzZiLeQAgpKCgkJSXl5ORUV1efO3du165dvJuiiHeWzL/eq1evXr16tfA+tLCwQAiZmZlt2bJFVu0EAAAAAJCtbtaoUKnUTyFK+WwoKiqePXsWjyHcvXs3Ly9P1i0aQOXl5XgVu+gJfLlcLt5FHiHk7e3N9+rw4cNxegAOh3PlypV+noUGw9c7IiIiNzdXVVX17NmzQ4YMkXVzAAAAAABko285eS0sLEgkEv71msViHT9+3NLSUlNTk0qlzpw508fHp7S0VLLtw1cUXJzAa9OmTSQSidjFz8vLCy9EZjAYfDWzsrJ8fX0nT55MpVLV1NSMjIyCgoLwFuY9XXrp0qUIodbW1tDQ0PHjx5NIJCEpuXqipaUVHByMy3yb03d7gzY2NkQ/4/lL06ZNU1RUVFVVNTMzO3nyJDEOc+3aNQcHBy0tLQqFMmXKlKVLlz579qzbNnC53Js3b7q6uhoaGiorK6urq8+ZM8fT0/Pp06cS/Lxev36NC6LPWSorKyspKcGndDsvbtGiRbjAm0BMvLPEU19fb2hoiL9UGzduHNBBsPv370dFRSGEkpOTx48fP3AXAgAAAAD4xJHFO62xsXHp0qUZGRnEkcLCwsLCwlOnTp05c8bV1VXW98Wvvb3dx8fn3LlzvEcaGxsfPXp06NChtWvXHjhwgEzuvjeamprs7OxycnL60wA3N7edO3cihHg7rVd5eXmOjo5v377Ff3Z0dOTk5OTk5Dx8+PDw4cOBgYG8G02WlJSUlJRcvnz56tWrCxcu5LsFe3v7Bw8e8B5saGjIz88/depUaGiopHZbJ1bSix6oEJHVggULuq1gZmamqKjY3t7+/Pnzfp4lhoaGhvnz5xcUFCCEgoODY2NjRUmxLR4mk+nu7s7hcIKDgx0dHQfoKgAAAAAAg4I4gQqHw1m5cmVGRoahoeGiRYv09PQYDMbx48fLyspYLJaPj4+pqanwMRDJ2rJli6+vb1ZWFp76HxkZ6ezsjBAaM2YMrsBmsxctWoQjBAqFYmdnp6+v39HRQafT79+/jxA6dOhQdXU1jUYTfAblcrl+fn5ElDJmzBglJSUxGjl58mR1dfX6+vry8vK6ujpRZh9VVVXZ29u/f//e3d39m2++6ezsvHDhQmZmJkIoMTGxsLAwJydHRUXF19d31qxZ1dXV8fHxVVVVbDbb39+/tLSUSGnFZrOXL1+OoxRlZeUlS5bo6Oh8+PAhNzf31q1bCKGoqKg5c+YsWbKk/58FHlHBY0RRUVHXr19/9epVc3Oztra2hYWFh4eHtbU1XycTsc3o0aO7fU8ymaypqclgMKqrq9vb2xUVFcU+q6+YTOaCBQseP36MEFq3bt3+/fsHLkpBCIWEhFRWVmppae3atWvgrgIAAAAAMCiIE6jcvn27q6srKCjol19+IebQb9iwwcrKKi8vr6Wl5c6dO56enlK7B01NTfxIiv/U1tbm22c9NjYWRymWlpbJycm8S6txU2tqatLS0s6cObNy5Uq+N8/IyGAymaampnv37jU2Nu7TFoG8SCTS9OnT8X6U5eXlogQqhYWFCgoKN2/eJJIa+/v7r1ix4vz58wihnJycadOm3bhxg5gg5Ovrq6enV1dXV1FRwWAwdHV1ife5ceMGQmjmzJmZmZmqqqrEJZKTk728vBBCR48elUigguMHMpmsr6//7t3/dgIqLy8vLy//7bffHBwcTp06xdsGopqQDT3V1NTw51tXVzdx4kSxz+qTpqYmW1tbvBlLUFDQgQMHBjRKefbsGd56defOneIFwwAAAAAAn5O+rVHBurq6jIyMDh48yLvSd+jQoXhqE0IIz5MRhHemF6KnyVf90dHRgTcUHzt2LI1G441SEELW1tapqal4//huf8ZmMpm6urqZmZmWlpZiRykY8Ujd2Ngo4ilbt27l3XqFRCJt2rSJ+DMpKYl3GYOampqPjw8u825mQgwHrV+/njdCQAh5enpqa2vLy8sXFBRIZOkFvm5XV9e7d+8mTZoUEBDwr3/9y8PDg1hbf/XqVTs7uw8fPhCntLW18fWPIHV1db7K4p0lupaWFjs7u9zcXIRQYGBgXFzcgEYpCKHNmzdzOJzp06cL5gYAAAAAAPgCiROoIITCw8Pxwz0vAwMDXPj48aOs7+t/7ty58/79e4TQunXriCdXXubm5ra2tgihly9fvnnzRrBCWFgYhULpf0uGDx+OC62trSKesmrVKr4jU6ZMwYXp06cL7ow5depUXOjs7CQOEnPAqqur+eqTSKT//Oc/LBbrzZs3vA/iBgYGIm6dvn37duKsjo6OqqoqXI6IiHj16tXhw4cjIiL+/e9/P3v27MSJE3ig4OHDhzh0JM7CBSHDCMRL7e3t/TlLRK2trcSqJD8/v/j4+G6jFPF6qVs3b97Ei/737ds3EOE6AAAAAMCgQ3758uVXX33V19NMTEwED/Y64KCkpMS3gzsfweCn/4gV5MOGDbt79263dYhf5QsKCrS1tfle5VuYLjbid/0RI0aIUl9RUVFwwhLRyfr6+oKndPsREB9WRERETU2Nl5eXsbHxQIwPdHR0hIeHI4SmT5++bNky3pdIJJK3tzebzcbriPbv3x8aGoqfyIk2C4nfmpubcYGIGMU7SxRtbW18iQcGeiyFzWbjgTJLS8vvv/9+QK8FAAAAADBYkFNSUogpWyIaPny4eDtRaGpqJiQkSPkOid/4f/rpp14rE4+2/+sgMllDQ0MiLWloaMAFvvlXPRk2bJiQR2TRV4fPmjUrNDQ0KiqKxWIlJCQkJCTo6upaWVmZm5svWLBg3Lhxgqdcv35dxGEx3ntRU1PbsWOHkMo+Pj4xMTGvXr1qbGzMy8vDI0JUKpWvf4R0HTEqJd5ZooiPj2exWAghCoXS2dl57NixVatWmZmZSaqXBKWnp+Mk0WvXrh3ooAgAAAAAYLAgnzlzJiIiok+PR8rKyoPocYrJZIpeuampie+IhoaGRMZ5uFwusWEL3zoZKYiMjLSysgoLC6PT6Qih0tLS0tLSkydPIoSMjIyCg4Pd3Nx4P9MB2sFDTk7OyMgIr2MpKyvDgQoRBwoJOYhVPcTYl3hniQJHKYmJic3NzZs3b0YIBQQE0Ol0wb0XJdVLhw4dQgipq6s7OTlJ5A0BAAAAAD4DcqWlpQ8fPpR1MwYQ8dP7q1evuL3x8/Pj7yAJzUYrKSnBS2VwnmLp98PChQvz8vIqKyuPHDni6upKZPXNz8/38PBwcXEZ0H0MCUSQRqwbIdbV1NbWdnsKh8PBOb60tLRUVFT6c5aIEhMTV69eHRwcjJddFRYWxsXFDVCHlJaW4tUpHh4eElkKBQAAAADweSAjhE6fPj137lxZt2SgaGlp4cKLFy+IlejSd/r0aVywtraWYW+MGzfO39/f39+fy+W+ePEiKSnpxIkTTCaTRqOlpKS4ubnhamVlZSJOalJXVycGN6qrq1ksFolEmjBhQk/1a2pqcIGYPUjkYOhpK0w6nY4XohA1xT5LFAEBAXghzZAhQxISEiwsLBBC4eHhy5Yt45smJ14v8UlISMAhIpGxDQAAAAAAIByopKam7t+/X3Bmy+dh7ty5v/76K0IoOzu7p92+k5OTGQzGkCFDQkNDB2JB/9u3bw8ePIjLgoM2Ay0lJaWlpUVeXt7X15eY34X3dYmJibG2tsYLuB88eEAEKo6OjiJu6L5t27bdu3fj8qZNm1JTUxFCjx49mjVrlmBlLpf75MkTXDYyMsIFXV1dHR2dsrKyx48f19TUENt0Eq5du4YLdnZ2xEHxzhIF7zwxc3Nzb2/vpKSktra24ODgS5cu8dYUr5d4ffjwISkpCSFkYmLSbXYEAAAAAIAvlhxC6P3793iH8s+Sra3tsGHDEEJxcXGVlZWCFUpKSnx9fSMiIuh0+kBEKW1tbStWrMCrX2xsbIgHdKlJTk7GowTPnj0TfHXUqFG4IHrS5J4QKd327NnT7USyS5cu4UDFxMRk7Nix+CCJRFq6dCkunz17lu8UFov1+++/I4Tk5OScnZ2J4+KdJYa9e/fi0IVGoxHBj6RkZGTgNTY4QTYAAAAAACD897k8JSWFOMRkMtP/jxg75clcXV0d75/q6up4EKOjo8PZ2bm4uJj31ZqaGkdHRzabjRDy9fWVbEs4HE5GRoaZmdm9e/cQQlQq9ejRo9LvkNmzZ+NCSEhIV1cX70udnZ0RERG4bGxsTBx/9uxZr+t5MN6BgoULF+IJXefPnw8LC+OdFsXlci9fvuzv74//5Es0t2HDBhxM7ty5s7CwkPes7du34yQEbm5ufEkIxDurr1/vkSNH7tu3D5eDgoJ4t2QRr5d4/fnnn7hgZWUlle8CAAAAAMCg8d+t5S5fvtza2oqzuBYXFxOzZV6/fj158mRZN1IkRLrekydPqqmpDR061NHREe9YEhkZefv27aKiokePHhkaGn7//fcGBgYUCqWoqOjixYt4b8T169fb29uLd+mamhriERzDW7PT6XRiB0kqlfrHH39MmjRJ+j3j7u4eExPD4XD+/PPPKVOmODs7a2trs9lsBoNx+fJlHNeNGzfO09OznxdSUFA4cuSIi4sLQujnn38+c+bMggULRo8eXVNT8/jx47y8PFxt8+bNfAMIo0aNio2NDQwMbGlpMTc3DwgIMDIyam5uTk1NvXPnDkJozJgxe/bs4buceGeJ8fX28vJKSkrKzs5mMBi7d++OjIyUyOfC5XKvX7+OECKTyZ/xIjEAAAAAAPGQVVRUmExme3t7WlraypUrZd0e8c2YMQPfS3FxMR5CKS8vx4EKlUq9e/eui4tLVlZWZ2cnjUaj0WjEifLy8mvXro2NjRX70kwmMzExUUiFOXPmJCYmEiMbUmZgYJCcnBwYGNja2lpRUXHgwAHBrktNTVVWVu7/tZYsWXLq1Kn169c3NDSUl5fzdYuCgsKuXbtwzl8+AQEB9fX14eHhra2tvPvWI4R0dXVpNJrgRpxin9VXcnJyR44cmT17NpvNjo6OdnNzmz59ev/f9vXr12VlZQghIyOjPu30AgAAAADwJZDDv3+j///sr8FIRUXl6tWrFhYWSkpKw4cPnzp1qoKCAvGqhobGvXv3Ll++jHM3USgUDQ0NMzOzgICA4uLigwcPSnx1yogRI6ZOnerh4ZGWlvb333/LKkrB3N3dKyoqduzYMW/ePB0dHQqFMnLkyNmzZy9btiw9Pf3JkyfTpk2T4LUYDMaePXu+++47HR0dBQUFFRWV2bNnh4aGlpSUbNmypadNeLZv3/7w4UNvb+9JkyZRKBRVVVVjY+Po6OjHjx9//fXXPV1OvLP6asaMGRs2bEAIsViswMBAiaRyxsMpCCFLS0tJtRMAAAAA4LNB6umRKy0tzcnJqaqqilj0DMBnA77eIjr7uFrWTfgMaX0vjQ1zWr+FhU9943jmRa91JoZKOKMGGESSkk1k3YTPkCj/per13+ag2YP8kyGRjfMytN8Jr2D9RqPXN+m1JeSeXnj37h2ZTOabOcNgMPq0yiIkJAQvEvj48SOx34WJiQmRAdbAwOD58+f6+vrdJqSSmuLiYj09vZ5eVVZW1tbWnjt3rrOzs729vby8vGCdnm7wM3P16lUmk+ns7Exso9mT/Pz8hISEzMzMmpoaRUVFHR2dpUuXrlmzRvjei1I7S/DrXVJSgrfZ6SmV8GfpD0a08Aqu9F4mBJL9Vve/GVd+1Ov/m/Tq+2839Fqn/7fDOtZ7woz7qF+Z6L5Aonx2vbqeuV94hV7/OSCEEJLAtE8AQJ/0/m9z4maR3gj8H1H+c/dTYi//uUtCvYTuV0S4ysTertJNoMLhcCoqKo4dO+bk5NTtQ7kYmpubiRXMmZmZ33zzjZDKJSUleHtEJycnQ0NDiTSgP5qampqamoqLi5OTk42MjBITEwVTDPfpBgepuro6JycnNptdVVUlPFCJjIwMCwvjcDj4zw8fPjQ0NNDp9MOHD1+6dKmnBM3SOWsgvt59snXr1r1794pYeeXKlcRWoQAAAAAAX5RuApXc3FxTU1Nzc/P9+3v8/WnEiBHu7u69vrupqakYbSopKcE5cydOnCjlQEVVVZXYDAT7+PFjXV0dnU7HW6rn5+dbWVmlpaXZ2NhIs2GfgtOnT+M8zsIlJCRs27YNl+3s7ExMTFpaWi5dusRgMCorK+3t7el0uuCEK6mdJcrXGwAAAAAAyFw3gcrXX39dW1uLN8ToiYaGRnx8vKwbL3mjR4/u9r64XO79+/eDg4MLCgra29sdHR0LCwsHS+JmiXj69GlYWFiv1Wprazdu3IgQIpPJNBrNwcEBH4+KinJzc7tw4UJtbW1ISAhf5gZpniXK13tA6ejozJs3r9duxBv+CJmRCAAAAADweesmUKFSqb2uQOirkSNHSiRRkqyQSKR58+ZlZ2c7ODhkZmZ2dHT4+fllZGQQCawG+w12i8vlVldXP3/+/Pfff09JSfnw4UOvpxw4cKCjowMhtHnzZiJyQAgpKCgkJSXl5ORUV1efO3du165dvPswSvOsgfh698nq1atXrxa2EKKrq8vCwgIhZGZmtmXLFhk2FQAAAABAhiSck/fzpqioePbsWbzfyN27d4kdDD9X9vb248ePt7OzO3HihChRCpfL/f3333HZ29ub79Xhw4evWLECIcThcK5cuSKTswaFiIiI3NxcVVXVs2fPDhkyRNbNAQAAAACQDTmEEIvFOn78uKWlpaamJpVKnTlzpo+PT2lpqWSvZGFhQSKRhGeD3bRpE4lEIlale3l5kUgkEonEYDD4amZlZfn6+k6ePJlKpaqpqRkZGQUFBRUVFQm59NKlSxFCra2toaGh48ePJ5FIt2/f7utdaGlpBQcH4/LRo0cFr8J3gzY2NiQSCf/ej2ciTZs2TVFRUVVV1czM7OTJk8Q4zLVr1xwcHLS0tCgUypQpU5YuXdpTJjQul3vz5k1XV1dDQ0NlZWV1dfU5c+Z4eno+ffpUsh/Zx48f+1S/rKyspKQEIaSnp9ftvLhFixbhQnp6ukzOEk99fb2hoSH+Km7cuHFAh87u378fFRWFEEpOTh4/fvzAXQgAAAAA4BNHbmxsXLp0KZFaFyFUWFhYWFh46tSpM2fOuLq6yrqF/Nrb2318fM6dO8d7pLGx8dGjR4cOHVq7du2BAwfI5O7TLjc1NdnZ2eXk5PSnAW5ubjt37kQI8XZar/Ly8hwdHd++fYv/7OjoyMnJycnJefjw4eHDhwMDA3k3cS8pKSkpKbl8+fLVq1cXLlzIdwv29vYPHjzgPdjQ0JCfn3/q1KnQ0NDIyEhJdfXFixe7urqIP5ctW5aZmSmkPhFZLViwoNsKZmZmioqK7e3tz58/l8lZYmhoaJg/f35BQQFCKDg4ODY2tqcNK/uPyWS6u7tzOJzg4GBHR8cBugoAAAAAwKBAXrlyZUZGhqGh4aJFi/T09BgMxvHjx8vKylgslo+Pj6mpqTR3xNuyZYuvr29WVhaexB8ZGens7IwQGjNmDK7AZrMXLVqEIwQKhWJnZ6evr9/R0UGn0+/fv48QOnToUHV1NY1GE3ya5HK5fn5+RJQyZswYJSUlMRo5efJkdXX1+vr68vLyuro6UZZlV1VV2dvbv3//3t3d/Ztvvuns7Lxw4QJ+6E9MTCwsLMzJyVFRUfH19Z01a1Z1dXV8fHxVVRWbzfb39y8tLSWy6LLZ7OXLl+MoRVlZecmSJTo6Oh8+fMjNzb116xZCKCoqas6cOUuWLJHIx4EnuREUFBSE13/16hUujB49utsKZDJZU1OTwWBUV1e3t7crKipK+ay+YjKZCxYsePz4MUJo3bp1+/fvH7goBSEUEhJSWVmppaW1a9eugbsKAAAAAMCgQP7zzz+DgoJ++eUXYjb8hg0brKys8vLyWlpa7ty54+npKbXWaGpq4odL/Ke2tva0adN4K8TGxuIoxdLSMjk5mXeRNG5qTU1NWlramTNnVq5cyffmGRkZTCbT1NR07969xsbGQ4cOFa+RJBJp+vTpWVlZCKHy8nJRApXCwkIFBYWbN28SSY39/f1XrFhx/vx5hFBOTs60adNu3LhBTPXx9fXV09Orq6urqKhgMBi6urrE+9y4cQMhNHPmzMzMTFVVVeISycnJXl5eCKGjR49KKlDpq3fv/rtHqZD9LtXU1PDnW1dXN3HiRCmf1SdNTU22trb5+fkIoaCgoAMHDgxolPLs2bPjx48jhHbu3CleCA0AAAAA8DmRMzIyOnjwIO+a3aFDh+KpTQghPONFUGlpKUmoniZf9UdHR0d0dDRCaOzYsTQajTdKQQhZW1unpqbKyckhhLr9QZrJZOrq6mZmZlpaWoodpWDEw3FjY6OIp2zdupV36xUSibRp0ybiz6SkJN4FCWpqaj4+PrhMDB0ghIjhoPXr1/NGKQghT09PbW1teXn5goICWeUfa2tr4+sfQerq6nyVpXmW6FpaWuzs7HJzcxFCgYGBcXFxAxqlIIQ2b97M4XCmT58umBsAAAAAAOALJBceHo4f7nkZGBjgQl+XUw+oO3fuvH//HiG0bt064hmUl7m5ua2tLULo5cuXb968EawQFhZGoVD635Lhw4fjQmtrq4inrFq1iu/IlClTcGH69OmCO2NOnToVFzo7O4mDxByw6upqvvokEuk///kPi8V68+YN7yO1gYEBSTTbt2/vZ7fgZMEIISEDAsRL7e3t0j9LRK2trcRaJj8/v/j4+G6jFAn27c2bN/Gi/3379g1EkA8AAAAAMOiQTUxMBI/2OuCgpKTEt4M7H8Hgp/+IFeTDhg27e/dut3WI39cLCgq0tbX5XuVbmC424hf6ESNGiFJfUVFRcOoR0cn6+vqCp3T7ERAfVkRERE1NjZeXl7Gx8UD/0i86os1C4rfm5mZcICJGaZ4lira2Nr50BQPdw2w2Gw+vWVpafv/99wN6LQAAAACAwYIs3hbdmpqaCQkJUm5rVVUVLvz000+9ViYeUv93q2SyhoaGRFrS0NCAC3zzr3oybNgwIQ+7oq/znjVrVmhoaFRUFIvFSkhISEhI0NXVtbKyMjc3X7Bgwbhx4wRPuX79uojDYiLeixDERopE/wjpOmJUSppniSI+Pp7FYiGEKBRKZ2fnsWPHVq1aZWZmNnB9m56ejlNLr1279tMJOwEAAAAAZIs8iB6MmEym6JWbmpr4jmhoaEhknIfL5RIbtvCtk5GCyMhIKyursLAwOp2OECotLS0tLT158iRCyMjIKDg42M3NjfczleZeHEQcKCR4IFb1EGNf0jxLFDhKSUxMbG5u3rx5M0IoICCATqcL7r0oqb49dOgQQkhdXd3JyUkibwgAAAAA8BkYTDvTEz+iv3r1itsbPz8//luV0Gy0kpISvFQG5ymWfj8sXLgwLy+vsrLyyJEjrq6uRH7e/Px8Dw8PFxcXWS2mJ9bV1NbWdluBw+HgbF1aWloqKirSP0tEiYmJq1evDg4Oxou1CgsL4+LiBqjTSktL8eoUDw8PiSygAgAAAAD4PAymZbtaWlq48OLFC2IluvSdPn0aF6ytrWXYG+PGjfP39/f39+dyuS9evEhKSjpx4gSTyaTRaCkpKW5ubrhaWVmZiNOT1NXV+zk1jsjB0NNWmHQ6HS8pIWpK+SxRBAQE4G18hgwZkpCQYGFhgRAKDw9ftmwZ3+Q6ifRtQkICDiyJPG8AAAAAAAANrkBl7ty5v/76K0IoOzu7p327k5OTGQzGkCFDQkNDB2JB/9u3bw8ePIjLgoM2Ay0lJaWlpUVeXt7X15eY34X3dYmJibG2tsZLsR88eEAEKo6OjiJuzb5t27bdu3f3p3m6uro6OjplZWWPHz+uqakhtukkXLt2DRfs7OxkcpYoeOeJmZube3t7JyUltbW1BQcHX7p0ibdm//v2w4cPSUlJCCETE5NucyoAAAAAAHyxBtPUL1tb22HDhiGE4uLiKisrBSuUlJT4+vpGRETQ6fSBiFLa2tpWrFiBV7/Y2NgYGRlJuQeSk5Px7/3Pnj0TfHXUqFG4IHrSZMkikUhLly7F5bNnz/K9ymKxfv/9d4SQnJycs7OzTM4Sw969e3HoQqPRiOBHUjIyMvAaG5xWGwAAAAAAED7pQKWuro73T3V1dTyI0dHR4ezsXFxczPtqTU2No6Mjm81GCPn6+kq2JRwOJyMjw8zM7N69ewghKpV69OhR6XfI7NmzcSEkJKSrq4v3pc7OzoiICFw2NjYmjj979qzX9TxYP4dTsA0bNuBgcufOnYWFhcRxLpe7fft2nITAzc2NLwmBNM9iMpnp/0eUjSBHjhy5b98+XA4KCuLdkqX/ffvnn3/igpWVVf87HwAAAADgc/IpTv0i0vWePHlSTU1t6NChjo6OeMeSyMjI27dvFxUVPXr0yNDQ8PvvvzcwMKBQKEVFRRcvXsR7I65fv97e3l68S9fU1Pj7+/Me6erqevfuHZ1OJ3aQpFKpf/zxx6RJk6TfM+7u7jExMRwO588//5wyZYqzs7O2tjabzWYwGJcvX8Zx3bhx4zw9PaXfNmzUqFGxsbGBgYEtLS3m5uYBAQFGRkbNzc2pqal37txBCI0ZM2bPnj0yPKu4uJiYDPb69evJkyf3elNeXl5JSUnZ2dkMBmP37t2RkZES6Ssul3v9+nWEEJlMnjt3rtQ/KwAAAACAT9qnGKjMmDFDRUWFyWQWFxfjIZTy8nIcqFCp1Lt377q4uGRlZXV2dtJoNBqNRpwoLy+/du3a2NhYsS/NZDITExOFVJgzZ05iYiIxsiFlBgYGycnJgYGBra2tFRUVBw4cEOy61NRUZWVlmTQPCwgIqK+vDw8Pb21tjY6O5n1JV1eXRqMJbsQp5bP6Sk5O7siRI7Nnz2az2dHR0W5ubtOnT+//275+/bqsrAwhZGRk1KedXgAAAAAAvgSf4tQvFRWVq1evWlhYKCkpDR8+fOrUqQoKCsSrGhoa9+7du3z5Ms7CRKFQNDQ0zMzMAgICiouLDx48KPHVKSNGjJg6daqHh0daWtrff/8tqygFc3d3r6io2LFjx7x583R0dCgUysiRI2fPnr1s2bL09PQnT55MmzZNhs3Dtm/f/vDhQ29v70mTJlEoFFVVVWNj4+jo6MePH3/99defwll9NWPGjA0bNiCEWCxWYGCgRBJA4+EUhJClpaUEOx8AAAAA4PNAktWeGwQGg9GnaVQhISF4Ps/Hjx+J1LQmJiZEsiYDA4Pnz5/r6+t3u+JcaoqLi/X09Hp6VVlZWVtbe+7cuc7Ozvb29vLy8oJ1errBwWv9+vU4Z5qmpmZRUZHwXWhKSkpwEmoXFxe8Mr4nFy9eJBbWjx8/vry8vNdgNS0tzcnJqaqqauzYsXyX63/2s0Hk7ONq4RV+mDVWeIUM7Xe9XqX2eqfwCtTo+bLuif9q23yrn+/Qa48h0Tqt/1q//bIWPjmeeSG8Qv+/7QihiaESzqgBBpGkZBNZN+Ez1Ov/IBBCP4rwb3OwkMgz9yeyU/ud3v5f9t2b3je96PVe5Ei9+euvv2TdFd1rbm62+z+8a6m7VVJSsmPHjh07djx58kTWDUcIoaampuLi4uTk5MWLF/+///f/8vPz+3mDg0tdXd3GjRsl9W6//fYbUa6srHzw4EGvp7x7945MJktkYlhfbd26tdd/dAQizTQAAAAAwJfmE1qjMmLECHd3916rmZqaivHmJSUlOCnWxIkTDQ0NpXlfqqqqP/74I++Rjx8/1tXV0en0mpoahFB+fr6VlVVaWpqNjY00GyZbp06d+uGHHxYuXNjP96mvryfmUGEpKSlCJlNxOJyKiopjx445OTl1O5AFAAAAAAA+BWSEkJKSkpB1F1Jbma2hoREfHy/rDpG80aNHd3tfXC73/v37wcHBBQUF7e3tjo6OhYWFoiSh+mysWbPm2bNnSkpK/XmT8+fP40zN3377bWZmJkLowoULcXFxvOuaeOXm5pqampqbm+/fv18md62jozNv3jzhdWpra3H2bSGzBwEAAAAAPm9khND8+fMvXrwo65b02ciRI2W+wKY/SCTSvHnzsrOzHRwcMjMzOzo6/Pz8MjIyiC3nB/sNCjFx4kQGg1FZWfnPf/7z119/7c9bnT59GhfCw8Pb2tpyc3MbGhrS09MdHR27rf/111/X1tZqamrK6t5Xr169evVqIRW6urosLCwQQmZmZlu2bJFVOwEAAAAAZEsOISSRXKtAPIqKimfPnsXDVnfv3s3Ly5N1i6Rhz549qqqqCKFDhw71ZxFUaWlpdnY2QmjChAmWlpY//PADPp6SktLTKVQqVYZRiigiIiJyc3NVVVXPnj07ZMgQWTcHAAAAAEA25JDkppdYWFiQSCQHBweEEIvFOn78uKWlpaamJpVKnTlzpo+PT2lpqWRbj69IJG7q1qZNm0gkErHHn5eXF16mzGAw+GpmZWX5+vpOnjyZSqWqqakZGRkFBQXhDc57ujRONtXa2hoaGjp+/HgSiXT79u2+3oWWllZwcDAu82143+0N2tjYEP1cW1sbEhIybdo0xf+PvXMPhCr9H/8zDJNLuZPuUZayZRPfItq2iyyJdVl9c0koSqk+pWz5yNZS0lYWUZFtl121NbS1q1ZUNjaXihRpZJAtFDOuuczM74/n+zmf+c0wxsxg1fv11zPPeZ5z3s9zjjrv877Jy6uoqJiZmZ0/f56ww1y/ft3W1lZLS4tCocyePdvJyWmgTGgcDufmzZvOzs5GRkZKSkpqamoLFy709PR8/PixZG8ZsWRcBIbD4Xh7e79790608xAKiYeHh5SUlLOzM7ZHXb16tbW1VVLSvn371sjICD82u3btGlYz1927dyMiIhBCycnJ06ZNG74LAQAAAAAA/MORpKJC0NLSYmVl5evr++effzY1NXV2dpaWliYlJenr61+6dGm0l9wPnZ2d69ats7S0TExMrKqq6uzsbGlpefDgQWxs7Ny5cwMCAvr6+gaay2QyV61adeTIkbq6OpEFIJI7EfmIhaGwsNDIyCgyMvLZs2ddXV0MBiM/P3/jxo3+/v5sNtvPz8/W1vb69euNjY09PT00Gu3y5ctGRkaZmZn8S7CwsLCysvrll19KSkpaW1ubm5uLi4svXLgwb968r776ajj23N3d3crKCiFUWVn59ddfi3AGDodD+H3hNAyTJ0/G4R/v3r3jrgQqDs3NzStXriwpKUEIBQYGHj9+nPDNkzgMBsPd3Z3NZgcGBg7kugYAAAAAAPCBIIU/2EdERFhYWGhpacnJyeno6Hh4eGRlZYn25ZjNZq9fvz47O9vIyCgkJCQ1NTU8PFxHRwch1NfX5+3t/fLlSxFOKzJBQUHl5eWEpSI8PLy8vLy8vHzy5Mm4h8VirVmz5ueff0YIUSgUe3v7/fv379q1y9Ly/6oQxMbGOjk59bsbHA7H19c3Pz8f/5w8ebJooeGzZs3CRUWqq6sbGxuFmVJXV2djY9PQ0ODu7p6YmBgXF7ds2TJ8KCEhYcmSJQkJCcrKyrt3705JSTl69OjUqVPxYv38/FgsFnEeFov15Zdf4pS+SkpKXl5ehw4d2r9//8qV/1faIiIi4sqVKxK/LyQSKSEhQUFBASEUGRn58OHDoZ6hoKDg+fPnCCEzMzNcAgUh5OrqihuEDiMODAZj1apVWLbt27efOHFi+LQUhNDevXtra2u1tLQOHTo0fFcBAAAAAAAYE5DJZPLcuXObmv5btKW6urq6uvqHH36wtbW9cOECjiUQnqysrN7e3oCAgG+//ZbwsN+5c6elpWVhYWFbW9utW7c8PT1HbIWampqampqEo5e2tjZP7fbjx49jO4aFhUVycjLWqTBY1Pr6+oyMjNTU1PXr1/OcPDs7m8FgLF68+OjRoyYmJuPGjRNNSBKJNGfOnNzcXLz/wgRRlJaWysrK3rx5k0hq7Ofn5+rqevHiRYRQfn6+vr7+jRs3CPchHx8fAwODxsbGmpoaOp2uq6tLnOfGjRsIofnz5+fk5HDf7uTkZC8vL4TQmTNnvvjiC4nfmunTp0dERGzfvp3FYnl7e9+/f39IIRlE+RTux8nR0RFbwLKzs1+9eiVOpRQmk2llZYVL3AQEBJw8eXJYtZSysrJz584hhL7++msxM6EBAAAAAAC8B0j19vY2NTXNnDnT39//3//+t4eHBxFbf+3aNWtr66HGD/T29hobG586dYr7pXPcuHGEew/2ouGnqqpKcPE7MlnyVV+6urqOHTuGEJoyZQqVSuXWUhBCy5cvT0tLw2XO+/3IzWAwdHV1c3JyLCwsRNZSMETh+ZaWFiGn7Nu3j7v0ColE2r17N/EzKSmJO8hBVVXV29sbtysrK4l+why0Y8cOHqXU09NTW1tbWlq6pKRkmAIztmzZggvjPHz4MCoqSviJvb29hBHM2dmZ6FdXV8e2IDabjQeIRltbm7W1dUFBARYyOjp6WLUUhNCePXvYbPacOXM2btw4rBcCAAAAAAAYE0ghhMLCwiorK+Pi4sLCwr7//vuysrLExET8Tff+/fv4PX5IhIaG4pd7bgwNDXGjp6dntFf9X27duvXmzRuE0Pbt27HzFQ/m5uY4lOLZs2evXr3iHxASEkKhUMSXRFFRETfa29uFnLJhwwaeHsIDas6cOfyVMfX09HCju7ub6CSKHvK75JFIpL///ruvr+/Vq1fcr+mGhoZCFlY/cOCA4CVIS0snJibimidhYWHPnj0Tcu2ZmZlv375FCK1du5ZHvyK8vwTk/hJMe3u7tbU1VuF8fX1jYmL61VIkuA83b97EsUORkZHDoZADAAAAAACMOchpaWkuLi7cXSQSaePGjSwWC1d7OHHiRHBw8JBenkxNTfk7BzU4jB8/nqeCOw/8yo/44NgMhJCcnNzt27f7HUPYOkpKSvhdicSvrY7p6OjAjQkTJggzXl5efsaMGTydxCbPnTuXf0q/t4C4WWFhYfX19V5eXiYmJsNtPeDGwMAgJCQkJCSku7vb29v77t27wtxoIgTFw8OD55C9vT2FQunu7i4uLn727NlHH300JHk6OjpsbGyIBwMhNNy7wWKxsCnMwsLi888/H9ZrAQAAAAAAjBXIPFoKgbe3d1RUVGVlZUtLS2FhIf/n+YFQVFQUrU6FpqZmfHz8CK+fSNW1bdu2QQfzZ7wlk8kaGhoSkaS5uRk3hAwKkpOTE/ACLS8vL+R1P/nkk+Dg4IiIiL6+vvj4+Pj4eF1dXUtLS3Nz81WrVuEQfB5+++03Ic1iQq4lKCjo4sWLjx8/vnfv3unTp7du3Sp4PJPJvHr1KkJISkrq8ePH5eXlPAMmTZpUXV2NEEpJSRlqSrGYmBic5A1rO2fPnt2wYYOZmdnw7UNmZiZOA71169aRVBEBAAAAAAD+yQxoJ5GSkjI2NsbBDC9evBBeUVFSUhpDL1sMBkP4wUwmk6dHQ0NDInYeDodDFGzhiZMZAcLDwy0tLUNCQoqKihBCVVVVVVVV58+fRwgZGxsHBga6ublx31OJ1/eQlZVNTExctGgRm83et2+fra3t9OnTBYy/fPkyDp1is9nBwcECRqampoaFhQ3pgcRaSkJCQmtr6549exBC/v7+RUVF/IH+ktqH2NhYhJCampq9vb1kNxYAAAAAAGDsIuglm3hj7uzsHG05hwucHhchVFlZyRkMX19fnumS8kaj0Wg4VIbIUzzCrF69urCwsLa29vTp087OzpMmTcL9xcXFHh4ejo6Ow1rlECFkYmKya9cuhFB7e7ufn5/gyxH5vgalqqrq/v37QxUmISFh06ZNgYGBOLCqtLQ0Ojp6mBZeVVWFo1M8PDwkEuwEAAAAAADwfiAo8qS+vh43RHPlGhNoaWnhRnl5ORGJPvIQERfLly8fxd2YOnWqn58f1hPKy8uTkpISExMZDAaVSk1JSSGqUr548UJIlyc1NTXhXePCwsKoVCp+cf/hhx/69bZCCNXV1eFoInl5+cbGRkLV5OHLL7/EmZp//PHHRYsWCb8J/v7+ODpLRkYmPj5+yZIlCKHQ0FAXFxceRziJ7EN8fDzWyoicbAAAAAAAAABCiPzw4cNPPvmE/wCHw3n06BFuGxsbj7acw8WiRYu+++47hFBeXt5AtcCTk5PpdLqMjExwcPBwBPS/fv361KlTuM1vtBluUlJS2trapKWlfXx8CBcpXNclKipq+fLlOLz73r17hKJiZ2f35MkTYU6+f//+w4cPCymJvLz82bNnP/vsM4TQjh07fv3114EExg17e/uBtBTEpaikpaWdOHFC+AotRO4EhJC5ufnGjRuTkpI6OjoCAwN5Cl+Kvw/v3r1LSkpCCJmamvab/wAAAAAAAOCDRerIkSP9utlcuXIFKyqmpqZTpkwZbTmHCysrKzk5OYRQdHR0bW0t/wAajebj4xMWFlZUVDQcWkpHR4erqyuOflmxYsXI64TJycnYhlBWVsZ/dOLEibghfNJkcVi2bBlW1VpaWgIDA/kHcDgcwvokOEectbU1TrH95s2bP/74Q2SRjh49ilUXKpV6/fp1ya43OzsbJ1HAKbABAAAAAAAAAqmLFy+GhIRwe7BwOJz09HQ/Pz/8kydpEoPByPwPREbdMURjYyP3TzU1Nfxm3NXV5eDgUFFRwX20vr7ezs6OxWIhhHx8fCQrCZvNzs7ONjMzu3PnDkJIQUHhzJkzI78hCxYswI29e/f29vZyH+ru7g4LC8NtExMTor+srGzQeB6M8OYUgsjISBwhg0vC8/Do0SNsxFBVVcWFHQdCTk5u7dq1uM1dUGWoD7C6unpkZCRuBwQEcMdrib8Pv//+O25YWlpK4mYCAAAAAAC8P5ARQt98801qauqqVasmTZpUX1//8OHDwsJCfHjPnj0833orKiqsra1x+/nz57NmzRrtJQgFka73/Pnzqqqq48aNs7OzwxVLwsPDs7Kynj59+uDBAyMjo88//9zQ0JBCoTx9+vTy5cu4NuKOHTtsbGxEu3R9fT2h9WF6e3ubmpqKioqICpIKCgq//vrrzJkzR35n3N3do6Ki2Gz277//Pnv2bAcHB21tbRaLRafT09PTsV43depUT0/PkZFHWVk5Li5uoPxXhDnF2dkZl4kUgKurKx6fnp7e3t6OS2qK8AB7eXklJSXl5eXR6fTDhw+Hh4dLZKUcDue3335DCJHJ5CFF0QAAAAAAAHwIkFVVVZubm6urqxMSErgPyMrKHjp0CKdnfQ+YN2+esrIyg8GoqKjAJpTq6mqsqCgoKNy+fdvR0TE3N7e7u5tKpVKpVGKitLT01q1bjx8/LvKlGQwGz97ysHDhwoSEBMKyMcIYGhomJydv2bKlvb29pqbm5MmT/FuXlpampKQ0YiKtXbvWxcUFR5hw09fXl5qaituC/b4wK1euxDe9s7MzIyNj/fr1oskjJSV1+vTpBQsWsFisY8eOubm5zZkzR/xlPn/+/MWLFwghY2NjrEQBAAAAAAAABFJ0Ov3IkSOfffaZjo6OrKyssrLyggULgoODaTRaUFDQGKqIIhhlZeVr164tWbJk/PjxioqKenp63N/jNTQ07ty5k56ejjM7USgUDQ0NMzMzf3//ioqKU6dOSTw6ZcKECXp6eh4eHhkZGX/99ddoaSkYd3f3mpqagwcPLl26VEdHh0KhqKurL1iwwMXFJTMz89GjR/r6+iMsUnR0NHdQOyY7O/v169cIoSlTpuBkXIKRlZV1dHTEbW7vLxGYN2/ezp07EUJ9fX1btmyRSLJmbE5BCFlYWEh+BwEAAAAAAMY4JNFeuTIyMuzt7evq6sSPs6fT6UNyedq7d++RI0cQQj09PdnZ2bjT1NSUeK81NDR88uTJ3Llz+40OHzEqKioMDAwGOqqkpKStrb1o0SIHBwcbGxtpaWn+MQMtcOyyY8cOnN9MU1Pz6dOngivG0Gg0nDDa0dHxl19+ETDy8uXLTk5OuD1t2rTq6upBFUv+B5i43JAylQHZ2k2Djvns1SApqq/+r8GgJxEfu9Ry8U8yqKjCXEWYTROf9mUfVuDToDsvkXs3I1jCGTWAMURSsuloi/AeIsy/VGsl8a/3B0XGYP/cCbOlg55EMeeu4AHLB/vfX5irSJEG488//+Sf1tTURCaTtbW1JbGfItLa2mr9H0pLSwUPptFoBw8ePHjwIJFzeXRhMpkVFRXJyclr1679n//5n34Dx4e0wLFFY2MjLu8oEbjrP9bW1t67d2/QKaP4AO/bt2/QPzoCIiU0AAAAAADAhwZ5qBPYbHZNTc3Zs2ft7e37tQOIzIQJE9zd3QcdtnjxYhFOTqPRcAKrGTNmGBkZSVDsQVFRUeEJqOjp6WlsbCwqKsIlNYuLiy0tLTMyMlasWDGSgo0uFy5cWLdu3erVq8U8z9u3bwkfKkxKSooAZ6rhe4ABAAAAAAAACUJGCI0fP15AjARPFHVBQcHixYvNzc1PnDghWVE0NDRiYmJGe0Mkz6RJk/pdF4fDuXv3bmBgYElJSWdnp52dXWlp6VjJoiYRNm/eXFZWhqudiMzFixdxVuVly5bl5OQghC5duhQdHT1QTrDhe4CFREdHZ+nSpYLHNDQ04EzZArwHAQAAAAAA3m/ICKGVK1devnxZyAkff/xxQ0ODpqbmaEuO1NXVJRLTPFqQSKSlS5fm5eXZ2trm5OR0dXX5+vpmZ2cTCQzG+gIFMGPGDDqdXltb+9VXX3333XfinIpIWBwaGtrR0VFQUNDc3JyZmWlnZ9fv+FF/gDdt2rRp0yYBA3p7e3GqADMzs6CgoNGSEwAAAAAAYHSRQggNKdeqgoLCP0FLeW+Ql5f/6aefsNnq9u3bRAWb95sjR46oqKgghGJjY/sNghKSqqqqvLw8hND06dMtLCzWrVuH+wXk+PrnP8BhYWEFBQUqKio//fSTjIzMaIsDAAAAAAAwOkghybmXLFmyhEQi2draIoT6+vrOnTtnYWGhqampoKAwf/58b2/vqqoqyUqPryg489ju3btJJBJR48/LywuHKdPpdJ6Rubm5Pj4+s2bNUlBQUFVVNTY2DggIePr0qYBL42RT7e3twcHB06ZNI5FIWVlZQ12FlpZWYGAgbvMUp+93gStWrCD2uaGhYe/evfr6+vLy8ioqKmZmZufPnyfsMNevX7e1tdXS0qJQKLNnz3ZychooExqHw7l586azs7ORkZGSkpKamtrChQs9PT0fP34s2VtGLBkXbOFwON7e3u/evRPtPIRC4uHhISUl5ezsjO1RV69ebW1tlZS0b9++NTIywo/Nrl27htXMdffu3YiICIRQcnLytGnThu9CAAAAAAAA/3AkqagQtLS0WFlZ+fr6/vnnn01NTZ2dnaWlpUlJSfr6+pcuXRrtJfdDZ2fnunXrLC0tExMTq6qqOjs7W1paHjx4EBsbO3fu3ICAgL6+voHmMpnMVatWHTlypK6uTmQBiORORD5iYSgsLDQyMoqMjHz27FlXVxeDwcjPz9+4caO/vz+bzfbz87O1tb1+/XpjY2NPTw+NRrt8+bKRkVFmZib/EiwsLKysrH755ZeSkpLW1tbm5ubi4uILFy7Mmzfvq6++Go49d3d3t7KyQghVVlZ+/fXXIpyBw+EQfl84DcPkyZNx+Me7d++4q3aKQ3Nz88qVK0tKShBCgYGBx48fH77iQgwGw93dnc1mBwYGDuS6BgAAAAAA8IEghT/YR0REWFhYaGlpycnJ6ejoeHh4ZGVlifblmM1mr1+/Pjs728jIKCQkJDU1NTw8XEdHByHU19fn7e398uXLkVxhUFBQeXk5YakIDw8vLy8vLy+fPHky7mGxWGvWrPn5558RQhQKxd7efv/+/bt27bK0/L/c3rGxsU5OTv3uBofD8fX1zc/Pxz8nT54sWmj4rFmzcFGR6urqxsZGYabU1dXZ2Ng0NDS4u7snJibGxcUtW7YMH0pISFiyZElCQoKysvLu3btTUlKOHj06depUvFg/Pz8Wi0Wch8Viffnllzilr5KSkpeX16FDh/bv379y5Uo8ICIi4sqVKxK/LyQSKSEhQUFBASEUGRn58OHDoZ6hoKDg+fPnCCEzMzNcAgUh5OrqihuEDiMODAZj1apVWLbt27efOHFiWEug7t27t7a2VktL69ChQ8N3FQAAAAAAgDEBmUwmz507t6npvwXIqqurq6urf/jhB1tb2wsXLuBYAuHJysrq7e0NCAj49ttvCQ/7nTt3WlpaFhYWtrW13bp1y9PTc8RWqKmpqampSTh6aWtr89RZP378OLZjWFhYJCcnY50Kg0Wtr6/PyMhITU1dv349z8mzs7MZDMbixYuPHj1qYmIybtw40YQkkUhz5szJzc3F+y9MEEVpaamsrOzNmzeJpMZ+fn6urq4XL15ECOXn5+vr69+4cYNwH/Lx8TEwMGhsbKypqaHT6bq6usR5bty4gRCaP39+Tk4O9+1OTk728vJCCJ05c+aLL76Q+K2ZPn16RETE9u3bWSyWt7f3/fv3hxSSQZRP4X6cHB0dsQUsOzv71atX4lRKYTKZVlZWuMRNQEDAyZMnh1VLKSsrO3fuHELo66+/FjMTGgAAAAAAwHuAVG9vb1NT08yZM/39/f/97397eHgQsfXXrl2ztrYeavxAb2+vsbHxqVOnuF86x40bR7j3YC8afqqqqgQXvyOTh1z1ZVC6urqOHTuGEJoyZQqVSuXWUhBCy5cvT0tLw2XO+/3IzWAwdHV1c3JyLCwsRNZSMETh+ZaWFiGn7Nu3j7v0ColE2r17N/EzKSmJO8hBVVXV29sbtysrK4l+why0Y8cOHqXU09NTW1tbWlq6pKRkmAIztmzZggvjPHz4MCoqSviJvb29hBHM2dmZ6FdXV8e2IDabjQeIRltbm7W1dUFBARYyOjp6WLUUhNCePXvYbPacOXM2btw4rBcCAAAAAAAYE0ghhMLCwiorK+Pi4sLCwr7//vuysrLExET8Tff+/fv4PX5IhIaG4pd7bgwNDXGjp6dntFf9X27duvXmzRuE0Pbt27HzFQ/m5uY4lOLZs2evXr3iHxASEkKhUMSXRFFRETfa29uFnLJhwwaeHsIDas6cOfyVMfX09HCju7ub6CSKHvK75JFIpL///ruvr+/Vq1fcr+mGhoZCFlY/cOCA4CVIS0snJibimidhYWHPnj0Tcu2ZmZlv375FCK1du5ZHvyK8vwTk/hJMe3u7tbU1VuF8fX1jYmL61VIkuA83b97EsUORkZHDoZADAAAAAACMOchpaWkuLi7cXSQSaePGjSwWC1d7OHHiRHBw8JBenkxNTfk7BzU4jB8/nqeCOw/8yo/44NgMhJCcnNzt27f7HUPYOkpKSvhdicSvrY7p6OjAjQkTJggzXl5efsaMGTydxCbPnTuXf0q/t4C4WWFhYfX19V5eXiYmJsNtPeDGwMAgJCQkJCSku7vb29v77t27wtxoIgTFw8OD55C9vT2FQunu7i4uLn727NlHH300JHk6OjpsbGyIBwMhNNy7wWKxsCnMwsLi888/H9ZrAQAAAAAAjBXIPFoKgbe3d1RUVGVlZUtLS2FhIf/n+YFQVFQUrU6FpqZmfHz8CK+fSNW1bdu2QQfzZ7wlk8kaGhoSkaS5uRk3hAwKkpOTE/ACLS8vL+R1P/nkk+Dg4IiIiL6+vvj4+Pj4eF1dXUtLS3Nz81WrVuEQfB5+++03Ic1iQq4lKCjo4sWLjx8/vnfv3unTp7du3Sp4PJPJvHr1KkJISkrq8ePH5eXlPAMmTZpUXV2NEEpJSRlqSrGYmBic5A1rO2fPnt2wYYOZmdnw7UNmZiZOA71169aRVBEBAAAAAAD+yQxoJ5GSkjI2NsbBDC9evBBeUVFSUhpDL1sMBkP4wUwmk6dHQ0NDInYeDodDFGzhiZMZAcLDwy0tLUNCQoqKihBCVVVVVVVV58+fRwgZGxsHBga6ublx31OJ1/eQlZVNTExctGgRm83et2+fra3t9OnTBYy/fPkyDp1is9nBwcECRqampoaFhQ3pgcRaSkJCQmtr6549exBC/v7+RUVF/IH+ktqH2NhYhJCampq9vb1kNxYAAAAAAGDsIuglm3hj7uzsHG05hwucHhchVFlZyRkMX19fnumS8kaj0Wg4VIbIUzzCrF69urCwsLa29vTp087OzpMmTcL9xcXFHh4ejo6Ow1rlECFkYmKya9cuhFB7e7ufn5/gyxH5vgalqqrq/v37QxUmISFh06ZNgYGBOLCqtLQ0Ojp6mBZeVVWFo1M8PDwkEuwEAAAAAADwfiAo8qS+vh43RHPlGhNoaWnhRnl5ORGJPvIQERfLly8fxd2YOnWqn58f1hPKy8uTkpISExMZDAaVSk1JSSGqUr548UJIlyc1NTXhXePCwsKoVCp+cf/hhx/69bZCCNXV1eFoInl5+cbGRkLV5OHLL7/EmZp//PHHRYsWCb8J/v7+ODpLRkYmPj5+yZIlCKHQ0FAXFxceRziJ7EN8fDzWyoicbAAAAAAAAABCiPzw4cNPPvmE/wCHw3n06BFuGxsbj7acw8WiRYu+++47hFBeXt5AtcCTk5PpdLqMjExwcPBwBPS/fv361KlTuM1vtBluUlJS2trapKWlfXx8CBcpXNclKipq+fLlOLz73r17hKJiZ2f35MkTYU6+f//+w4cPCymJvLz82bNnP/vsM4TQjh07fv3114EExg17e/uBtBTEpaikpaWdOHFC+AotRO4EhJC5ufnGjRuTkpI6OjoCAwN5Cl+Kvw/v3r1LSkpCCJmamvab/wAAAAAAAOCDRerIkSP9utlcuXIFKyqmpqZTpkwZbTmHCysrKzk5OYRQdHR0bW0t/wAajebj4xMWFlZUVDQcWkpHR4erqyuOflmxYsXI64TJycnYhlBWVsZ/dOLEibghfNJkcVi2bBlW1VpaWgIDA/kHcDgcwvokOEectbU1TrH95s2bP/74Q2SRjh49ilUXKpV6/fp1ya43OzsbJ1HAKbABAAAAAAAAAqmLFy+GhIRwe7BwOJz09HQ/Pz/8kydpEoPByPwPREbdMURjYyP3TzU1Nfxm3NXV5eDgUFFRwX20vr7ezs6OxWIhhHx8fCQrCZvNzs7ONjMzu3PnDkJIQUHhzJkzI78hCxYswI29e/f29vZyH+ru7g4LC8NtExMTor+srGzQeB6M8OYUgsjISBwhg0vC8/Do0SNsxFBVVcWFHQdCTk5u7dq1uM1dUGWoD7C6unpkZCRuBwQEcMdrib8Pv//+O25YWlpK4mYCAAAAAAC8P5ARQt98801qauqqVasmTZpUX1//8OHDwsJCfHjPnj0833orKiqsra1x+/nz57NmzRrtJQgFka73/Pnzqqqq48aNs7OzwxVLwsPDs7Kynj59+uDBAyMjo88//9zQ0JBCoTx9+vTy5cu4NuKOHTtsbGxEu3R9fT2h9WF6e3ubmpqKioqICpIKCgq//vrrzJkzR35n3N3do6Ki2Gz277//Pnv2bAcHB21tbRaLRafT09PTsV43depUT0/PkZFHWVk5Li5uoPxXhDnF2dkZl4kUgKurKx6fnp7e3t6OS2qK8AB7eXklJSXl5eXR6fTDhw+Hh4dLZKUcDue3335DCJHJ5CFF0QAAAAAAAHwIkFVVVZubm6urqxMSErgPyMrKHjp0CKdnfQ+YN2+esrIyg8GoqKjAJpTq6mqsqCgoKNy+fdvR0TE3N7e7u5tKpVKpVGKitLT01q1bjx8/LvKlGQwGz97ysHDhwoSEBMKyMcIYGhomJydv2bKlvb29pqbm5MmT/FuXlpampKQ0YiKtXbvWxcUFR5hw09fXl5qaituC/b4wK1euxDe9s7MzIyNj/fr1oskjJSV1+vTpBQsWsFisY8eOubm5zZkzR/xlPn/+/MWLFwghY2NjrEQBAAAAAAAABFJ0Ov3IkSOfffaZjo6OrKyssrLyggULgoODaTRaUFDQGKqIIhhlZeVr164tWbJk/PjxioqKenp63N/jNTQ07ty5k56ejjM7USgUDQ0NMzMzf3//ioqKU6dOSTw6ZcKECXp6eh4eHhkZGX/99ddoaSkYd3f3mpqagwcPLl26VEdHh0KhqKurL1iwwMXFJTMz89GjR/r6+iMsUnR0NHdQOyY7O/v169cIoSlTpuBkXIKRlZV1dHTEbW7vLxGYN2/ezp07EUJ9fX1btmyRSLJmbE5BCFlYWEh+BwEAAAAAAMY4JA6HU1xcHB8fn5OTU19fLy8vr6Oj4+TktHnzZmVl5YGmZWRk2Nvb19XViR9nT6fTh+TytHfv3iNHjiCEenp6srOzcaepqSnxXmtoaPjkyZO5c+f2Gx0+YlRUVBgYGAx0VElJSVtbe9GiRQ4ODjY2NtLS0vxjBlrg2GXHjh04v5mmpubTp08FV4yh0Wg4YbSjo+Mvv/wiYOTly5ednJxwe9q0adXV1YMqlvwPMHG5IWUqe+/J1m4abREAAH32avAs54M+q8KcZFBmBEs4owYwhkhKNh1tEd5DhPnDHCt/d/SIwWMEJLKWQR/FQXd1ZMTYuKFA/KtIhYeHm5qanjt3rqqq6t27d83NzUVFRfv27Zs/f36/0cyYpqYmMpmsra0tvgQi09raav0fSktLBQ+m0WgHDx48ePAgkXN5dGEymRUVFcnJyWvXrv2f//mffrd6SAscWzQ2NuLyjhKBu/5jbW3tvXv3Bp0yig/wvn37SEJDpIQGAAAAAAD40CDv378ft6ytrU1NTdva2q5cuUKn02tra21sbIqKinhsJmw2u6am5uzZs/b29v3aAURmwoQJ7u7ugw5bvHixCCen0Wg4gdWMGTOMjIyGbT/7QUVFhSegoqenp7GxsaioCJfULC4utrS0zMjIWLFixUgKNrpcuHBh3bp1q1evFvM8b9++JXyoMCkpKQKcqYbvAQYAAAAAAAAkCBkhRCaTqVSqra0t7oqIiHBzc7t06VJDQ8PevXt5nPsLCgoWL15sbm5+4sQJyYqioaERExMz2hsieSZNmtTvujgczt27dwMDA0tKSjo7O+3s7EpLS8dKFjWJsHnz5rKyMlztRGQuXryIsyovW7YsJycHIXTp0qXo6OiBcoIN3wMsJDo6OkuXLhU8pqGhAWfKFuA9CAAAAAAA8H5DRgjt2bOH0FIQQrKysklJSfn5+S9fvvz5558PHTqko6NDHP34448bGho0NTVHW3Kkrq4ukZjm0YJEIi1dujQvL8/W1jYnJ6erq8vX1zc7O5tIYDDWFyiAGTNmYKvdV1999d1334lzKiJhcWhoaEdHR0FBQXNzc2Zmpp2dXb/jR/0B3rRp06ZNmwQM6O3txakCzMzMgoKCRktOAAAAAACA0UUKIbRx40aeXkVFRVdXV4QQm82+evUq9yEFBYV/gpby3iAvL//TTz/h5L+3b98mKti83xw5ckRFRQUhFBsb++eff4p8nqqqqry8PITQ9OnTLSws1q1bh/sF5Pj65z/AYWFhBQUFKioqP/30k4yMzGiLAwAAAAAAMDpIGRgY9OtutGbNGtzIzMwU8lxLliwhkUjYONPX13fu3DkLCwtNTU0FBYX58+d7e3tXVVVJVnp8RcGZx3bv3k0ikYgaf15eXjhMmU6n84zMzc318fGZNWuWgoKCqqqqsbFxQEDA06dPBVwaJ5tqb28PDg6eNm0aiUTKysoa6iq0tLQCAwNxm6c4fb8LXLFiBbHP2D1PX19fXl5eRUXFzMzs/PnzhB3m+vXrtra2WlpaFApl9uzZTk5OA2VC43A4N2/edHZ2NjIyUlJSUlNTW7hwoaen5+PHjyV7y4gl44ItHA7H29v73bt3op2HUEg8PDykpKScnZ2xPerq1autra2Skvbt27dGRkb4sdm1a9ewmrnu3r0bERGBEEpOTp42bdrwXQgAAAAAAOAfjtSqVav6PWBmZoaruT958mSoJ21pabGysvL19f3zzz+bmpo6OztLS0uTkpL09fUvXbo02kvuh87OznXr1llaWiYmJlZVVXV2dra0tDx48CA2Nnbu3LkBAQF9fX0DzWUymatWrTpy5EhdXZ3IAhDJnYh8xMJQWFhoZGQUGRn57Nmzrq4uBoORn5+/ceNGf39/Npvt5+dna2t7/fr1xsbGnp4eGo12+fJlIyMjfs2TyWRaWFhYWVn98ssvJSUlra2tzc3NxcXFFy5cmDdv3ldffTUce+7u7m5lZYUQqqys/Prrr0U4A4fDIfy+cBqGyZMn4/CPd+/ecVftFIfm5uaVK1eWlJQghAIDA48fPz58xYUYDIa7uzubzQ4MDBzIdQ0AAAAAAOADQWrSpEn9HiCTydhD5uXLl52dncKfkc1mr1+/Pjs728jIKCQkJDU1NTw8HEe59PX1eXt7v3z5ciRXGBQUVF5eTlgqwsPDy8vLy8vLJ0+ejHtYLNaaNWt+/vlnhBCFQrG3t9+/f/+uXbssLS3xgNjYWCcnp36/o3M4HF9f3/z8fPxz8uTJooWGz5o1CxcVqa6ubmxsFGZKXV2djY1NQ0ODu7t7YmJiXFzcsmXL8KGEhIQlS5YkJCQoKyvv3r07JSXl6NGjU6dOxYv18/NjsVjEeVgs1pdffolT+iopKXl5eR06dGj//v0rV67EAyIiIq5cuSLx+0IikRISEhQUFBBCkZGRDx8+HOoZCgoKnj9/jhAyMzPDJVAQQthlEXHFrogDg8FYtWoVlm379u0nTpwY1hKoe/fura2t1dLSOnTo0PBdBQAAAAAAYExAFlBGUFVVFftHNTY2zpgxQ8gzZmVl9fb2BgQEfPvtt4SH/c6dOy0tLQsLC9va2m7duuXp6TliK9TU1NTU1CQcvbS1tXnqrB8/fhzbMSwsLJKTk7kzB2BR6+vrMzIyUlNT169fz3Py7OxsBoOxePHio0ePmpiYjBs3TjQhSSTSnDlzcnNzEULV1dXCBFGUlpbKysrevHmTSGrs5+fn6up68eJFhFB+fr6+vv6NGzcI9yEfHx8DA4PGxsaamho6na6rq0uc58aNGwih+fPn5+Tk4NARTHJyspeXF0LozJkzX3zxhcRvzfTp0yMiIrZv385isby9ve/fvz+kkAyifAr34+To6IgtYNnZ2a9evRKnUgqTybSyssIlbgICAk6ePDmsWkpZWdm5c+cQQl9//bWYmdAAAAAAAADeA6QEKCpE4fCOjg7hz9jb22tsbHzq1Cnul85x48YR7j3Yi4afqqoqwcXvyGSyxNff1dV17NgxhNCUKVOoVCq3loIQWr58eVpaGi5z3u9HbgaDoaurm5OTY2FhIbKWgiFuREtLi5BT9u3bx116hUQi7d69m/iZlJTEHeSgqqrq7e2N25WVlUQ/YQ7asWMHt5aCEPL09NTW1paWli4pKRmmwIwtW7bgwjgPHz6MiooSfmJvby9hBHN2dib61dXVsS2IzWbjAaLR1tZmbW1dUFCAhYyOjh5WLQUhtGfPHjabPWfOHP7kFgAAAAAAAB8gUgK+3RKHhuT6hRAKDQ3FL/fcGBoa4kZPT89or/q/3Lp1682bNwih7du3E4oZN+bm5jiU4tmzZ69eveIfEBISQqFQxJdEUVERN9rb24WcsmHDBp4ewgNqzpw5/JUx9fT0cKO7u5voJIoe8rvkkUikv//+u6+v79WrV9yv6YaGhkIWVj9w4IDgJUhLSycmJuKaJ2FhYc+ePRNy7ZmZmW/fvkUIrV27lke/Iry/BOT+Ekx7e7u1tTVW4Xx9fWNiYvrVUiS4Dzdv3sSxQ5GRkcOhkAMAAAAAAIw5yAJei4m8SUN9ETc1NeXvHNTgMH78eJ4K7jzwKz/ig2MzEEJycnK3b9/udwxh6ygpKeF3JRK/tjqGMFtNmDBBmPHy8vL8/njEJs+dO5d/Sr+3gLhZYWFh9fX1Xl5eJiYmw2094MbAwCAkJCQkJKS7u9vb2/vu3bvC3GgiBMXDw4PnkL29PYVC6e7uLi4ufvbs2UcffTQkeTo6OmxsbIgHAyE03LvBYrGwKczCwuLzzz8f1msBAAAAAACMFcjNzc0DHSMOER/7hUFRUVG0OhWamprx8fEjvH4iVde2bdsGHcyf8ZZMJmtoaEhEEmK3eewDAyEnJyfgBRpnbBOGTz75JDg4OCIioq+vLz4+Pj4+XldX19LS0tzcfNWqVTgEn4fffvtNSLOYkGsJCgq6ePHi48eP7927d/r06a1btwoez2QycXkfKSmpx48fl5eX8wyYNGlSdXU1QiglJWWoKcViYmJwkjes7Zw9e3bDhg1mZmbDtw+ZmZk4DfTWrVtHUkUEAAAAAAD4JyNIUSGCJQTEsfCjpKQ0hl62GAyG8IOZTCZPj4aGhkTsPBwOhyjYwhMnMwKEh4dbWlqGhIQUFRUhhKqqqqqqqs6fP48QMjY2DgwMdHNz476nEq/vISsrm5iYuGjRIjabvW/fPltb2+nTpwsYf/nyZVx6hc1mBwcHCxiZmpoaFhY2pAcSaykJCQmtra179uxBCPn7+xcVFfEH+ktqH2JjYxFCampq9vb2kt1YAAAAAACAsYtUQ0NDvwfYbHZTUxNCSEtLS1lZebTlHC5welyEUGVlJWcwfH19ebdPQt5oNBoNh8oQeYpHmNWrVxcWFtbW1p4+fdrZ2ZlIWl1cXOzh4eHo6DisVQ4RQiYmJrt27UIItbe3+/n5Cb4cke9rUKqqqu7fvz9UYRISEjZt2hQYGIgDq0pLS6Ojo4dp4VVVVTg6xcPDQyLBTgAAAAAAAO8H5IEqDBYVFeHwFSII/r1ES0sLN8rLy4lI9JGHiLhYvnz5KO7G1KlT/fz8sJ5QXl6elJSUmJjIYDCoVGpKSgpRlfLFixdCujypqakJ7xoXFhZGpVLxi/sPP/zQr7cVQqiurg5HE8nLyzc2NhKqJg9ffvklztT8448/Llq0SPhN8Pf337RpE0JIRkYmPj5+yZIlCKHQ0FAXFxceRziJ7EN8fDzWyoicbAAAAAAAAABCiPzw4cP6+nqi+iHB9evXccPa2nq0hRxGFi1a9N133yGE8vLyBqoFnpycTKfTZWRkgoODhyOg//Xr16dOncJtfqPNcJOSktLW1iYtLe3j40O4SOG6LlFRUcuXL8fh3ffu3SMUFTs7uydPnghz8v379x8+fFhISeTl5c+ePfvZZ58hhHbs2PHrr78OJDBu2NvbD6SlIC5FJS0t7cSJE8JXaOF2dDQ3N9+4cWNSUlJHR0dgYCBP4Uvx9+Hdu3dJSUkIIVNT037zHwAAAAAAAHywSCGEfvrpJ57evr6+X375BSEkJSXl4OAw2kIOI1ZWVnJycgih6Ojo2tpa/gE0Gs3HxycsLKyoqGg4tJSOjg5XV1cc/bJixQpjY+MR3oHk5GRsQygrK+M/OnHiRNwQPmmyOCxbtgyrai0tLYGBgfwDOBwOYX0SnCPO2toa59d+8+bNH3/8IbJIR48exaoLlUoltHdJkZ2djYPEcApsAAAAAAAAgEAKIfT111+XlpYSXRwO58CBAzi2283NjSe2m8FgZP6HIRWC/IfQ2NjI/VNNTQ2/GXd1dTk4OFRUVHAfra+vt7OzY7FYCCEfHx/JSsJms7Ozs83MzO7cuYMQUlBQOHPmzMhvyIIFC3Bj7969vb293Ie6u7vDwsJw28TEhOgvKysbNJ4HI7w5hSAyMhJHyOCS8Dw8evQIGzFUVVVxYceBkJOTW7t2LW5zF1QZ6gOsrq4eGRmJ2wEBAdw1hcTfh99//x03LC0tJXEzAQAAAAAA3h/ICKG2tjZzc3N/f39jY+PW1ta0tLRbt24hhCZPnnzkyBGeCRUVFYQz2PPnz2fNmjXaSxAKIl3v+fPnVVVVx40bZ2dnhyuWhIeHZ2VlPX369MGDB0ZGRp9//rmhoSGFQnn69Only5dxbcQdO3bY2NiIdun6+no/Pz/unt7e3qampqKiIqKCpIKCwq+//jpz5syR3xl3d/eoqCg2m/3777/Pnj3bwcFBW1ubxWLR6fT09HSs102dOtXT03Nk5FFWVo6Lixso/xVhTnF2dsZlIgXg6uqKx6enp7e3t+Ms2yI8wF5eXklJSXl5eXQ6/fDhw+Hh4RJZKYfD+e233xBCZDJ5SFE0AAAAAAAAHwLkQ4cOhYaGtre3Hzt2jPuArq4ulUrlr284Rpk3b56ysjKDwaioqMAmlOrqaqyoKCgo3L5929HRMTc3t7u7m0qlUqlUYqK0tPTWrVuPHz8u8qUZDEZCQoKAAQsXLkxISCAsGyOMoaFhcnLyli1b2tvba2pqTp48yb91aWlpSkpKIybS2rVrXVxccIQJN319fampqbgt2O8Ls3LlSnzTOzs7MzIy1q9fL5o8UlJSp0+fXrBgAYvFOnbsmJub25w5c8Rf5vPnz1+8eIEQMjY2HlKpIgAAAAAAgA8BqQMHDty/f3/jxo0zZ86kUCgqKiomJibHjh17+PDhxx9/PNriSQxlZeVr164tWbJk/PjxioqKenp63N/jNTQ07ty5k56ejjM7USgUDQ0NMzMzf3//ioqKU6dOSTw6ZcKECXp6eh4eHhkZGX/99ddoaSkYd3f3mpqagwcPLl26VEdHh0KhqKurL1iwwMXFJTMz89GjR/r6+iMsUnR0NH/1nuzs7NevXyOEpkyZgpNxCUZWVtbR0RG3ub2/RGDevHk7d+5ECPX19W3ZskUiyZqxOQUhZGFhIfkdBAAAAAAAGOOQRHvlysjIsLe3r6urmzJlyqCD6XT6kJya9u7di13Oenp6iOzJpqamxJuroaHhkydP5s6d22/894hRUVFhYGAw0FElJSVtbe1FixY5ODjY2NhIS0vzjxloge8Z165dYzAYDg4OApJ0YYqLi+Pj43Nycurr6+Xl5XV0dJycnDZv3iy4ko8Is/gfYBqNhvNTDylTmZjk5uYmJiaWl5eXl5crKysbGBgsXLhw586d6urqIyOA+GRrN43MhdqXiRvGo5hzd2RE/aD47NUg+cev/q+BcGcSl0Hv76CPkF1q+aBXmREs4YwawBiiJkJED3BATI4pDJLV6aMnZsKdSSyezc0T/ySDijoyV7H+Y+TcZMSELNq0pqYmMpk83I5hra2tRDhBTk7Op59+KmAwjUbDAQn29vZGRkbDKpgwMJlMJpNZUVGRnJxsbGyckJDAn9FrSAscozQ2Ntrb27NYrLq6OsGKSnh4eEhICJvNxj/fvXvX3NxcVFQUFxd35cqVgfKhiTZrZB5gATQ1NW3bti0tLY3oaWtrq6uru3nzZlxcXEREBE9cEwAAAAAAwIfGkBUVNptdU1Nz9uxZe3v7fq0EApgwYYK7u/ugwxYvXizCSmg0Gk5RNWPGjBFWVFRUVHhCJnp6ehobG4uKiurr6xFCxcXFlpaWGRkZK1asGEnB/gn8+OOPOG2aYOLj4/fv34/b1tbWpqambW1tV65codPptbW1NjY2RUVF/OY7EWaJ8wBLip6eHmtra5zWTFZWds2aNQYGBkwmMy8vr7i4mMFg+Pv7czgcf3//UREPAAAAAADgn8CQFZWCgoLFixebm5ufOHFiqHM1NDRiYmJGe8mSZ9KkSf2ui8Ph3L17NzAwsKSkpLOz087OrrS0dKzkSZMIjx8/DgkJGXRYQ0PDrl27EEJkMplKpdra2uL+iIgINze3S5cuNTQ07N27lyfORLRZ4jzAkiIuLg5rKbq6ujjZGu7ncDhnz57dvHkzQigoKMjZ2XkM+YABAAAAAABIliHHiH/88ccNDQ1//vmnMNEpYqKurk5UohiLblEkEmnp0qV5eXnLli1DCHV1dfn6+nIHBY31BfYLh8Opq6vLzMz08fExNTXlLjwyECdPnuzq6kII7dmzh9A3EEKysrJJSUn4Sfv5559xjiwxZ43kAzwQP/zwA24kJiYSWgpCiEQibdq0ycXFBSHU3t6ekZExWhICAAAAAACMOkNWVBQUFDQ1NUdb7LGEvLz8Tz/9hNP73r59u7CwcLQlGl5sbGymTZtmbW2dmJj47t27QcdzOJxffvkFtzdu3MhzVFFR0dXVFSHEZrOvXr0q5iz0D3iAORwOrqYqLy/fb+4yoko9HgYAAAAAAPBhMjRFZcmSJSQSCX+97uvrO3funIWFhaampoKCwvz58729vauqqiQrH76i4I/fu3fvJpFIRFS6l5cXiUQikUh0Op1nZG5uro+Pz6xZsxQUFFRVVY2NjQMCAgZ6HcSXdnJyQgi1t7cHBwdPmzaNRCJlZWUNdRVaWlqBgYG4zVN+vt8Frlixgthn7L+kr68vLy+voqJiZmZ2/vx5wixz/fp1W1tbLS0tCoUye/ZsJyengTKhcTicmzdvOjs7GxkZKSkpqampLVy40NPT8/Hjx5K9ZT09PUMa/+LFCxqNhhAyMDDo1y9uzZo1uJGZmSnmLNF4+/atkZERfqh27dolfm5ifAYZGZl+014TxUmFie0BAAAAAAB4XxEx61dLS4uTkxORWhchVFpaWlpaeuHChdTUVGdn59FeFy+dnZ3e3t4///wzd09LS8uDBw9iY2O3bt168uRJMrn/3WAymdbW1vn5+eII4Obm9vXXXyOEuDdtUAoLC+3s7HDxEIRQV1dXfn5+fn7+/fv34+LitmzZwl1Kkkaj0Wi09PT0a9eurV69mmcJNjY29+7d4+5sbm4uLi6+cOFCcHCwpKqtI4QuX77c29tL/HRxccnJyREwntCsVq1a1e8AMzMzeXn5zs7OJ0+eiDlLBJqbm1euXFlSUoIQCgwMPH78OIlEEueEJBJJT0/v8ePHTCbz8ePH8+bN4xmQm5uLGx999JE4FwIAAAAAABjTiKKosNns9evXZ2dnGxkZ4YRFdDr93LlzL1686Ovr8/b2Xrx48UgGAAQFBfn4+OTm5m7atAkhFB4e7uDggBCaPHkyHsBisdasWYM1BAqFYm1tPXfu3K6urqKiort37yKEYmNjX758SaVS+d9BORyOr68voaVMnjx5/PjxIgg5a9YsNTW1t2/fVldXNzY2CuN9VFdXZ2Nj8+bNG3d3908//bS7u/vSpUv4pT8hIaG0tDQ/P19ZWdnHx+eTTz55+fJlTExMXV0di8Xy8/OrqqoiUlqxWKwvv/wSaylKSkpffPGFjo7Ou3fvCgoK/vjjD4RQRETEwoULv/jiC4ncDp4a9tyFNfulsrISNyZNmtTvADKZrKmpSafTX7582dnZiQ0Oos0aKgwGY9WqVQ8fPkQIbd++/cSJE2JqKZht27bhZ9XHx+fGjRsqKirEoT/++AMrnyoqKuvWrRP/WgAAAAAAAGMUURSVrKys3t7egICAb7/9VkZGBnfu3LnT0tKysLCwra3t1q1bnp6eI7YGTU1N/EqKf2pra/NUUj9+/DjWUiwsLJKTk3V0dIhDWNT6+vqMjIzU1NT169fznDw7O5vBYCxevPjo0aMmJibjxo0TTUgSiTRnzhz8sby6uloYRaW0tFRWVvbmzZtEUmM/Pz9XV9eLFy8ihPLz8/X19W/cuDFt2jR81MfHx8DAoLGxsaamhk6n6+rqEue5ceMGQmj+/Pk5OTncr8XJycleXl4IoTNnzkhKURkqTU3/VzFQQL1LVVVVfH8bGxtnzJgh8qwhwWQyrayscHqugICAkydPSkRLQQj5+Pg8evQoLi6usLBQT09vw4YNBgYGra2t9+7dw4E3ioqKV69eFVzmEgAAAAAA4P1myMH0CKHe3l5jY+NTp04RWgpCaNy4cdi1CSGE/WT4qaqqIglkIOcrcejq6jp27BhCaMqUKVQqlVtLQQgtX748LS0NhwocOnSIfzqDwdDV1c3JybGwsBBZS8EQr9QtLS1CTtm3bx936RUSibR7927iZ1JSEqGl4PN7e3vjNmFwQAgR5qAdO3ZwaykIIU9PT21tbWlp6ZKSEvFDL0Sjo6ODZ3/4UVNT4xks2izhaWtrs7a2LigoQAht2bIlOjpaUloKQohEIsXExMTHxyOE3rx5ExUV5e3tvXPnTqylzJ49u7S0tN84ewAAAAAAgA8HURQVhFBoaCh/HLChoSFuDDWceli5devWmzdvEELbt28n3ly5MTc3x3mWnj179urVK/4BISEhFApFfEkUFRVxo729XcgpGzZs4OkhstnOmTOHvzKmnp4ebnR3dxOdhA/Yy5cvecaTSKS///67r6/v1atX3C/ihoaGJOE4cOCAmNuCUwwjhAT41BGHiGTHos0Skvb2diIqydfXNyYmpl8tRZxdunHjxtGjR/u9+vPnzw8cONDQ0CDmxgIAAAAAAIxpyM+ePRMhZtfU1JS/c1CDw/jx43kquPPQbxIkMSEiyOXk5G7fvt3vGOKrfElJiba2Ns9RnsB0kSG+60+YMEGY8fLy8vwOS8Qmz507l39Kv7eAuFlhYWH19fVeXl4mJiYStA+ICSGzAP2ttbUVNwiNUbRZwtDR0cGTeEDie5Wamuru7s5ms8eNG/evf/3L3t5eT0+PyWSWlZVFRkbevn07NTX1wYMHOTk5EydOlOylAQAAAAAAxgrklJQUwmVLSBQVFUWrRKGpqYndXUaSuro63Ni2bdugg4lX2/9uEJmsoaEhEUmam5txg8f/aiDk5OQEvCILHx3+ySefBAcHR0RE9PX1xcfHx8fH6+rqWlpampubr1q1aurUqfxTfvvtNyHNYkKuRQAKCgo8+yNg6wirlGizhCEmJqavrw8hRKFQuru7z549u2HDBjMzM0ntUl1d3YYNG9hstpycXEFBAWGHnDBhwtSpU1evXh0UFBQVFVVRUeHn55eeni7m9gIAAAAAAIxRyKmpqWFhYUP6ZqykpPTP+R4/KAwGQ/jBTCaTp0dDQ0Midh6izB9CiCdOZgQIDw+3tLQMCQkpKipCCFVVVVVVVZ0/fx4hZGxsHBgY6Obmxn1PuUNfhhtCDxSgchBRPYTtS7RZwoC1lISEhNbW1j179iCE/P39i4qKuCOyxNml7777DqdvDg0NJbQUAhKJ9M0331Cp1KqqqoyMjOfPn3OXrgcAAAAAAPhwkKqqqrp///5oizGMEJ/eKysrOYPh6+vLu0ES8kaj0Wg4VAbnKR75fVi9enVhYWFtbe3p06ednZ2JrL7FxcUeHh6Ojo6jFUxPxNUMFJXBZrNxji8tLS0iEZZos4QkISFh06ZNgYGBWJEoLS2Njo6W1HpLS0tx47PPPut3gKysrIWFBW5LvBwnAAAAAADAWIGMEPrxxx8XLVo02pIMF1paWrhRXl4+ih+nf/zxR9xYvnz5KO7G1KlT/fz8/Pz8OBxOeXl5UlJSYmIig8GgUqkpKSlubm542IsXL4R0alJTUxPTNY6wKgxUCrOoqAgHonDbH0SbJQz+/v64yImMjEx8fDzOvhUaGuri4sLjJifaLhEmPgH+k8RDK3yCOAAAAAAAgPcMMkIoLS3txIkT/J4t7weLFi367rvvEEJ5eXl2dnb9jklOTqbT6TIyMsHBwcMR0P/69etTp07hNr/RZrhJSUlpa2uTlpb28fEh/LtwXZeoqKjly5d//vnnCKF79+4RioqdnZ2QBd33799/+PBhccTT1dXV0dF58eLFw4cP6+vriTKdBNevX8cNa2trMWcJA7efmLm5+caNG5OSkjo6OgIDA69cucI9UrRdImxZpaWl06dP73c8keCbf10AAAAAAAAfCFIIoTdv3uAK5e8lVlZWcnJyCKHo6Oja2lr+ATQazcfHJywsrKioaDi0lI6ODldXVxz9smLFCmNj4xHegeTkZGwlKCsr4z9K5JUSPmmyZCGRSE5OTrj9008/8Rzt6+vD1UWkpKQcHBzEnCUCR48exaoLlUollB9xIArjREdHs9ls/gGlpaU5OTkIIQqFYm5uLqFtBgAAAAAAGGP833t5SkoK0cVgMDL/gwiV8kadxsZG7p9qamrYiNHV1eXg4FBRUcF9tL6+3s7OjsViIYR8fHwkKwmbzc7OzjYzM7tz5w5CSEFB4cyZMyO/IQsWLMCNvXv34jBugu7u7rCwMNw2MTEh+svKygaN58GIaU7B7Ny5EyuTX3/9NRHCgRDicDgHDhzASQjc3Nx4khCINmuoj7e6unpkZCRuBwQEcJdkEW2X1q9fj93AsrKytm7d2tbWxn25goICJycnXAZn8+bNAqrEAAAAAAAAvN/8XyX49PT09vZ2nMW1oqKC8JZ5/vz5rFmzRltIoSDS9Z4/f15VVXXcuHF2dna4Ykl4eHhWVtbTp08fPHhgZGT0+eefGxoaUiiUp0+fXr58Gb8U7tixw8bGRrRL19fX+/n5cff09vY2NTUVFRURFSQVFBR+/fXXmTNnjvzOuLu7R0VFsdns33//ffbs2Q4ODtra2iwWi06np6enY71u6tSpnp6eIy8bZuLEicePH9+yZUtbW5u5ubm/v7+xsXFra2taWtqtW7cQQpMnTz5y5IhEZonweHt5eSUlJeXl5dHp9MOHD4eHh4uzWCUlpfPnz69du5bFYsXHx1Op1OXLl8+ePbu5ubmsrAzbUhBC8+bNG2recAAAAAAAgPcJsrKyMoPB6OzszMjIWL9+/WjLIzrz5s3Da6moqMAmlOrqaqyoKCgo3L5929HRMTc3t7u7m0qlUqlUYqK0tPTWrVuPHz8u8qUZDEZCQoKAAQsXLkxISCAsGyOMoaFhcnLyli1b2tvba2pqTp48yb91aWlpSkpKoyIext/f/+3bt6Ghoe3t7ceOHeM+pKurS6VS+QtxijxrqEhJSZ0+fXrBggUsFuvYsWNubm5z5swR54Q2NjbXr1/39PRsaGhoaGhITU3lGWBra5uUlDS6dwQAAAAAAGB0kXJ0dMQtbu+vsYiysvK1a9eWLFkyfvx4RUVFPT09WVlZ4qiGhsadO3fS09Nx7iYKhaKhoWFmZubv719RUXHq1CmJR6dMmDBBT0/Pw8MjIyPjr7/+Gi0tBePu7l5TU3Pw4MGlS5fq6OhQKBR1dfUFCxa4uLhkZmY+evRIX19/FMXDHDhw4P79+xs3bpw5cyaFQlFRUTExMTl27NjDqfyfUgAAgABJREFUhw8//vhjyc4aKvPmzdu5cydCqK+vb8uWLeKncraysqLRaLGxsatXr544caKMjIyiouJHH33k7e19586dq1evSqrMKAAAAAAAwBiFNNArV0ZGhr29fV1d3ZQpU0ZbSACQMPB4S4ps7aaRuVD7Mksxz6CYc3dkRP2g+OzVIBr11f81GBlJBr2/gz5Cdqnlg15lRrAEMmoAY5SaCBH9wwExOaYwSFKcj56YjYAYz+bmiX+SQUUdmatY/zFmXDbIAx1oamoik8kS8Zyh0+lDis3Yu3cvDi3o6ekhqmSYmpoSeWMNDQ2fPHkyd+7cftNYjRgVFRUGBgP+H6ykpKStrb1o0SIHBwcbGxtpaWn+MQMt8IOluLg4Pj4+Jyenvr5eXl5eR0fHyclp8+bNgis2ijCL//Gm0Wi4zI74CZeFJzc3NzExsby8vLy8XFlZ2cDAYOHChTt37lRXVx8ZAQZl0LdMRfRPefsX/z1VmJMMijBXWSvEC7H4FPw6Elcp/PWN+CfRXndF8IBXP30x6EkG3flBrwIAwMgjzL9UJh1UwQN+pR8b9CTiMzLq0Mhchey7SfyTkAYbcFWI+7Jmxp5BROXvYrPZNTU1Z8+etbe37/f1esRobW0l4p5zcnI+/fRTAYNpNBouqmhvb29kZDSKYmOYTCaTyayoqEhOTjY2Nk5ISOBPTDykBY4Vdu7cyR8Gw0Nubi4upMhNeHh4SEgIkbH33bt3zc3NRUVFcXFxV65cGSit81Bn/UMe76ampm3btqWlpRE9bW1tdXV1N2/ejIuLi4iI4EnPAAAAAAAA8KHRj6JSUFCwePFic3PzEydOSPZiEyZMcHd3H3TY4sWLRTg5jUbDmXZnzJgxwoqKiorK//7v/3L39PT0NDY2FhUV1dfXI4SKi4stLS0zMjKIGhrvMZWVlSLMio+P379/P25bW1ubmpq2tbVduXKFTqfX1tba2NgUFRXxu2mJMGv4Hm/h6enpsba2Li4uRgjJysquWbPGwMCAyWTm5eUVFxczGAx/f38Oh+Pv7z9aEgIAAAAAAIw6/SgqH3/8cUNDg6ampsQvpqGhERMTM9pLljyTJk3qd10cDufu3buBgYElJSWdnZ12dnalpaVjJd2zyGBFZfz48QLyB/Dks2poaNi1axdCiEwmU6lUW1tb3B8REeHm5nbp0qWGhoa9e/fy5HsQbdbwPd7CExcXh7UUXV1dnDMa93M4nLNnz27evBkhFBQU5Ozs/M/xAQMAAAAAABhh+lFUFBQUFBQURlswhBBSV1cXP73SKEIikZYuXZqXl2dra5uTk9PV1eXr65udnU0ikd6PBfLT29tbXV2NEFq5cuXly5eFnHXy5Mmuri6E0J49ewh9AyEkKyublJSUn5//8uXLn3/++dChQ9zVG0Wb9U94vH/44QfcSExMJLQUhBCJRNq0adOtW7cuXrzY3t6ekZHh7e09uqICAAAAAACMFhLOyQvwIy8v/9NPP2Ebwu3btwsLC0dbomGkurqaxWIhhISvNMLhcH755Rfc3rhxI89RRUVFV1dXhBCbzb569aqYs/4JcDicp0+fIoTk5eX5A3UQQlZWVriBhwEAAAAAAHyYDE1RWbJkCYlEwl+v+/r6zp07Z2FhoampqaCgMH/+fG9v76qqKsnKh68oOIfs7t27SSQSEZXu5eVFIpFIJBKdTucZmZub6+PjM2vWLAUFBVVVVWNj44CAgIFeB/GlnZycEELt7e3BwcHTpk0jkUhZWVlDXYWWllZgYCBunzlzZtAFrlixgthn7L+kr68vLy+voqJiZmZ2/vx5wg5z/fp1W1tbLS0tCoUye/ZsJyengTKhcTicmzdvOjs7GxkZKSkpqampLVy40NPT8/HjxxK8X8+fP8cNAfnQeHjx4gWNRsNT+vWLW7NmDW5kZmaKOUs03r59a2RkhB+qXbt2iW8Ew2eQkZHpt3qPvLw8bmCVDwAAAAAA4MOELNq0lpYWJycnIrUuQqi0tLS0tPTChQupqanOzs6jvS5eOjs7vb29f/75Z+6elpaWBw8exMbGbt269eTJk2Ry/7vBZDKtra3z8/PFEcDNze3rr79GCHFv2qAUFhba2dm9fv0a/+zq6srPz8/Pz79//35cXNyWLVsSEhKIwTQajUajpaenX7t2bfXq1TxLsLGxuXfvHndnc3NzcXHxhQsXgoODw8PDJbLPRCS98IoKoVmtWrWq3wFmZmby8vKdnZ1PnjwRc5YINDc3r1y5sqSkBCEUGBh4/PhxwnNPNEgkkp6e3uPHj5lM5uPHj+fNm8czIDc3Fzc++ugjcS4EAAAAAAAwphHF9YvNZq9fvz47O9vIyCgkJCQ1NTU8PByHAfT19Xl7e798+XIk1xAUFFReXk5YKsLDw3FhismTJ+MeFou1Zs0arKVQKBR7e/v9+/fv2rXL0vL/8u7HxsY6OTn1+6Wcw+H4+voSWsrkyZPHjx8vgpCzZs1SU1NDCFVXVzc2Ngozpa6uzsbGpqGhwd3dPTExMS4ubtmyZfhQQkLCkiVLEhISlJWVd+/enZKScvTo0alTp+LF+vn5cX+MZ7FYX375JdZSlJSUvLy8Dh06tH///pUrV+IBERERV65IpsIAtqhgG1FERISFhYWWlpacnJyOjo6Hh0dWVhb/JhO6zaRJk/o9J5lMxrHvL1++7OzsFGfWUGEwGKtWrXr48CFCaPv27SdOnBBTS8Fs27YNN3x8fFpaWrgP/fHHH1j5VFFRWbdunfjXAgAAAAAAGKOIYlHJysrq7e0NCAj49ttvZWRkcOfOnTstLS0LCwvb2tpu3brl6ek5YmvQ1NTU1NQkHL20tbX19fW5Bxw/fhzbMSwsLJKTk7lDq7Go9fX1GRkZqamp69ev5zl5dnY2g8FYvHjx0aNHTUxMxo0bJ5qQJBJpzpw5+GN5dXW1MFmnSktLZWVlb968SSQ19vPzc3V1vXjxIkIoPz9fX1//xo0b06ZNw0d9fHwMDAwaGxtramrodLquri5xnhs3biCE5s+fn5OTo6KiQlwiOTnZy8sLIXTmzJkvvhi8pNqgYP2BTCbPnTu3qem/Ncurq6urq6t/+OEHW1vbCxcucMtADBNQ71JVVRXf38bGxhkzZog8a0gwmUwrKyucnisgIODkyZMS0VIQQj4+Po8ePYqLiyssLNTT09uwYYOBgUFra+u9e/dw4I2iouLVq1cFl7kEAAAAAAB4vxHFotLb22tsbHzq1ClCS0EIjRs3Drs2IYSwnww/VVVVJIEM5HwlDl1dXceOHUMITZkyhUqlcmspCKHly5enpaXhUIFDhw7xT2cwGLq6ujk5ORYWFiJrKRjilZrnI7oA9u3bx116hUQi7d69m/iZlJREaCn4/ESSKO5iJoQ5aMeOHdwaAkLI09NTW1tbWlq6pKREIvnH8HV7e3ubmppmzpzp7+//73//28PDg4itv3btmrW19bt374gpHR0dPPvDDzZGcQ8WbZbwtLW1WVtbFxQUIIS2bNkSHR0tKS0FIUQikWJiYuLj4xFCb968iYqK8vb23rlzJ9ZSZs+eXVpa2m+cPQAAAAAAwIeDiFm/QkND+eOADQ0NcaOnp2e01/Vfbt269ebNG4TQ9u3biTdXbszNzXGepWfPnr169Yp/QEhICIVCEV8SRUVF3GhvbxdyyoYNG3h6iGy2c+bM4a+Mqaenhxvd3d1EJ1F/nd8lj0Qi/f333319fa9eveJ+ETc0NCQJx4EDB4hZXV1ddXV1uB0WFlZZWRkXFxcWFvb999+XlZUlJiZir7n79+9j1ZGYhRsCfOqIQ4QTl2izhKS9vZ2ISvL19Y2JielXSxFtlzA3btw4evRov1d//vz5gQMHGhoahiQzAAAAAADAewb52bNnIsTsmpqa8ncOanAYP348TwV3HvpNgiQmRAS5nJzc7du3+x1DfJUvKSnR1tbmOcoTmC4yxHf9CRMmCDNeXl6e32GJ2OS5c+fyT+n3FhA3KywsrL6+3svLy8TERIL2AYKurq7Q0FCE0Jw5c1xcXLgPkUikjRs3slisTZs2IYROnDgRHByMDWiEzAL0t9bWVtwgNEbRZglDR0cHT+IBie9Vamqqu7s7m80eN27cv/71L3t7ez09PSaTWVZWFhkZefv27dTU1AcPHuTk5EycOFGylwYAAAAAABgrkFNSUgiXLSFRVFQUrbC3pqYmdncZSYhv/EQEswCIV9v/bhCZrKGhIRFJmpubcYPH/2og5OTkBLwiE0lsB+WTTz4JDg6OiIjo6+uLj4+Pj4/X1dW1tLQ0NzdftWoVDsHn4bfffhPSLMa9FlVV1YMHDwoY7O3tHRUVVVlZ2dLSUlhYiC1CRPlFYn8EbB1hlRJtljDExMT09fUhhCgUSnd399mzZzds2GBmZiapXaqrq9uwYQObzZaTkysoKCDskBMmTJg6derq1auDgoKioqIqKir8/PzS09OFlxwAAAAAAOB9gpyamhoWFjakb8ZKSkrD8T1+mGAwGMIPZjKZPD0aGhoSsfMQZf4QQjxxMiNAeHi4paVlSEhIUVERQqiqqqqqqur8+fMIIWNj48DAQDc3N+57yh36IkGkpKSMjY1xHMuLFy+wokLogQJUDiKqh7B9iTZLGLCWkpCQ0NraumfPHoSQv79/UVERd0SWOLv03Xff9fb2IoRCQ0MJLYWARCJ98803VCq1qqoqIyPj+fPn3KXrAQAAAAAAPhykqqqq7t+/P9piDCPEp/fKykrOYPj6+vJukIS80Wg0Gg6VIfIUjzCrV68uLCysra09ffq0s7MzkdW3uLjYw8PD0dFRIsH0g0IoaUTcCBFXM1BUBpvNxjm+tLS0iERYos0SkoSEhE2bNgUGBmJForS0NDo6WlI7UFpaihufffZZvwNkZWUtLCxwW7LlOAEAAAAAAMYQZITQjz/+uGjRotGWZLjQ0tLCjfLy8lH8OP3jjz/ixvLly0dxN6ZOnern5+fn58fhcMrLy5OSkhITExkMBpVKTUlJcXNzw8NevHghpFOTmpoaYdx4+fJlX18fiUSaPn36QOPr6+txg/AeJKwKA5XCLCoqwoEo3PYH0WYJg7+/Pw6kkZGRiY+Px9m3QkNDXVxceNzkRNslwsQnwH+SeGiFTxAHAAAAAADwnkFGCKWlpZ04cYLfs+X9YNGiRd999x1CKC8vz87Ort8xycnJdDpdRkYmODh4OAL6X79+ferUKdzmN9oMNykpKW1tbdLS0j4+PoR/F67rEhUVtXz58s8//xwhdO/ePUJRsbOzE7Kg+/79+w8fPozbu3fvTktLQwg9ePDgk08+4R/M4XAePXqE28bGxrihq6uro6Pz4sWLhw8f1tfXE2U6Ca5fv44b1tbWRKdos4SB20/M3Nx848aNSUlJHR0dgYGBPGUxRdslwpZVWlo6kEZHJPjmXxcAAAAAAMAHghRC6M2bN3/88cdoSzJcWFlZycnJIYSio6Nra2v5B9BoNB8fn7CwsKKiouHQUjo6OlxdXXH0y4oVK4gX9BEjOTkZWwnKysr4jxJ5pYRPmjwQREq3I0eO9OtIduXKFayomJqaTpkyBXeSSCQnJyfc/umnn3im9PX14eoiUlJSDg4ORL9os0Tg6NGjWHWhUqmE8iMORGGc6OhoNpvNP6C0tDQnJwchRKFQzM3Nxb8iAAAAAADAWOT/3stTUlKILgaDkfkfRKiUN+o0NjZy/1RTU8NGjK6uLgcHh4qKCu6j9fX1dnZ2LBYLIeTj4yNZSdhsdnZ2tpmZ2Z07dxBCCgoKZ86cGfkNWbBgAW7s3bsXh3ETdHd3h4WF4baJiQnRX1ZWNmg8D4YwFCCEVq9ejd2ZLl68GBISwu0WxeFw0tPT/fz88E+eRHM7d+7EyuTXX39NhHDgWQcOHMBJCNzc3HiSEIg2a6iPt7q6emRkJG4HBARwl2QRbZfWr1+P3cCysrK2bt3a1tbGfbmCggInJydcBmfz5s0CqsQAAAAAAAC83/xfJfj09PT29nacxbWiooLwlnn+/PmsWbNGW0ihINL1nj9/XlVVddy4cXZ2drhiSXh4eFZW1tOnTx88eGBkZPT5558bGhpSKJSnT59evnwZvxTu2LHDxsZGtEvX19cTr+AYXJq9qKiIqCCpoKDw66+/zpw5c+R3xt3dPSoqis1m//7777Nnz3ZwcNDW1maxWHQ6PT09Het1U6dO9fT0FPNCsrKyp0+fdnR0RAh98803qampq1atmjRpUn19/cOHDwsLC/GwPXv24AqbBBMnTjx+/PiWLVva2trMzc39/f2NjY1bW1vT0tJu3bqFEJo8efKRI0d4LifaLBEeby8vr6SkpLy8PDqdfvjw4fDwcHF2SUlJ6fz582vXrmWxWPHx8VQqdfny5bNnz25ubi4rK8O2FITQvHnzhpo3HAAAAAAA4H2CrKyszGAwOjs7MzIy1q9fP9ryiM68efPwWioqKrAJpbq6GisqCgoKt2/fdnR0zM3N7e7uplKpVCqVmCgtLb1169bjx4+LfGkGg5GQkCBgwMKFCxMSEgjLxghjaGiYnJy8ZcuW9vb2mpqakydP8m9dWlqakpKS+Nf64osvLly4sGPHjubm5urqap5tkZWVPXToEM75y4O/v//bt29DQ0Pb29u569YjhHR1dalUKn8hTpFnDRUpKanTp08vWLCAxWIdO3bMzc1tzpw54pzQxsbm+vXrnp6eDQ0NDQ0NqampPANsbW2TkpIkckcAAAAAAADGKFL4+zf6/72/xiLKysrXrl1bsmTJ+PHjFRUV9fT0ZGVliaMaGhp37txJT0/HuZsoFIqGhoaZmZm/v39FRcWpU6ckHp0yYcIEPT09Dw+PjIyMv/76a7S0FIy7u3tNTc3BgweXLl2qo6NDoVDU1dUXLFjg4uKSmZn56NEjfX19CV6LTqcfOXLks88+09HRkZWVVVZWXrBgQXBwMI1GCwoKGqgIz4EDB+7fv79x48aZM2dSKBQVFRUTE5Njx449fPjw448/Huhyos0aKvPmzdu5cydCqK+vb8uWLeKncraysqLRaLGxsatXr544caKMjIyiouJHH33k7e19586dq1evSqrMKAAAAAAAwBiFfO7cuXPnznF3LVq0iMPhZGRk2Nvbjxs3jvvQjz/+OHPmzPr6esEFH2NjY2NjYxFCe/fuPXLkyIwZM7q7u3Ea2czMTFNTUyKxkqGh4ZMnT+bOndtvnDdC6M8//+TvHGiwubl5bm7uQFKRSKS1a9euXbuW/1BFRYWBgUG/s+rr65WVlbW1tRctWuTg4GBjYyMtLY0P6evrEy+sPT09RJ5c7gUOSr8LzMrKGmj8uHHjBLwlu7q6urq69ntIVVU1NDQ0NDRUSMH65dq1awwGw8HBgahO0y/jx49fsWIFjUarqamR+g9KSkqDRlyQSCQ8mEQikUgkDofDYrFwBJGkZgl4vAVz7NgxHqONmCgqKn788ccFBQXTpk3r6OhQVlaePn26lpbWnDlzxlBB1c9eSUChKvy1fNAx49GVQUaseyP4ePtPaFDEX87V/xV/P94rtNcNduMAAACA95E1M/aIfxLyQAeamprIZLJEPGcQQq2trURgQE5OzqeffipgMI1Gw1VH7O3tjYyMJLZhosJkMplMZkVFRXJysrGxcUJCAn/mriEtcIzS2Nhob2/PYrHq6uoEKyrh4eEhISFESqt37941NzcXFRXFxcVduXJloLxnIzlLso+3CDQ1NW3btg1nc8a0tbXV1dXdvHkzLi4uIiKCJ+oJAAAAAADgQ6MfRYXNZtfU1Jw9e9be3p6wHvAwYcIEd3f3Qc++ePFiEWSi0Wg4FdWMGTNGWFFRUVEhcuxienp6Ghsbi4qKcKXC4uJiS0vLjIwMIsnsh8OPP/44qHEDIRQfH79//37ctra2NjU1bWtru3LlCp1Or62ttbGxKSoqInITj/wsYR7v4aanp8fa2rq4uBghJCsru2bNGgMDAyaTmZeXV1xczGAw/P39ORyOv7//qIgHAAAAAADwT6AfRaWgoGDx4sXm5uYnTpwYaJqGhkZMTMxoCy95Jk2a1O+6OBzO3bt3AwMDS0pKOjs77ezsSktLx0o+NInw+PHjkJCQQYc1NDTs2rULIUQmk6lUqq2tLe6PiIhwc3O7dOlSQ0PD3r17eQKiRnKWMI/3cBMXF4e1FF1dXZyKDfdzOJyzZ89u3rwZIRQUFOTs7Kyurj5aQgIAAAAAAIwu/USQf/zxxw0NDX/++Sf/B2yRUVdXJ2pKjEW3KBKJtHTp0ry8vGXLliGEurq6fH19uWNFxvoC+4XD4dTV1WVmZvr4+JiamnKXEBmIkydPdnV1IYT27NlDaA4IIVlZ2aSkJPxE/fzzzy9evBitWcPxeA+VH374ATcSExMJLQUhRCKRNm3a5OLighBqb2/PyMgYLQkBAAAAAABGnX4UFQUFBVy2D+BBXl7+p59+wkljb9++TRQGeV+xsbGZNm2atbV1YmLiu3fvBh3P4XBwPXiE0MaNG3mOKioq4kB/Npt99erVUZmF/gGPN4fDwcUo5eXllyxZwj+AKDKDhwEAAAAAAHyYSCGE+vr6zp07Z2FhoampqaCgMH/+fG9v76qqKsleacmSJSQSSfBn7N27d5NIJCIq3cvLC+dxotPpPCNzc3N9fHxmzZqloKCgqqpqbGwcEBAw0IsdvrSTkxNCqL29PTg4eNq0aSQSSUByrYHQ0tIKDAzEbZ4y8/0ucMWKFSQSCX/vx55I+vr68vLyKioqZmZm58+fJ8wy169ft7W11dLSolAos2fPdnJyGii5GYfDuXnzprOzs5GRkZKSkpqa2sKFCz09PR8/fizZW8ZdWl4YXrx4QaPREEIGBgb9+sWtWbMGNzIzM0dllmi8ffvWyMgIP4q7du0SPzcxPoOMjEy/SbGJ0qXCRAQBAAAAAAC8r5BbWlqcnJyI1LoIodLS0tLS0gsXLqSmpjo7O4+2hLx0dnZ6e3v//PPP3D0tLS0PHjyIjY3dunXryZMnyeT+s5kxmUxra+v8/HxxBHBzc8Mlw7k3bVAKCwvt7Oxev36Nf3Z1deXn5+fn59+/fz8uLm7Lli3ctRFpNBqNRktPT7927drq1at5lmBjY3Pv3j3uzubm5uLi4gsXLgQHB4tZN52by5cv9/b2Ej9dXFyIuun9QmhWq1at6neAmZmZvLx8Z2fnkydPRmWWCDQ3N69cubKkpAQhFBgYePz4cTFzB5NIJD09vcePHzOZzMePH8+bN49nAJFi+6OPPhLnQgAAAAAAAGMa8vr167Ozs42MjHDqITqdfu7cuRcvXvT19Xl7ey9evHgkXfmDgoJ8fHxyc3M3bdqEEAoPD3dwcEAITZ48GQ9gsVhr1qzBGgKFQrG2tp47d25XV1dRUdHdu3cRQrGxsS9fvqRSqfxvkxwOx9fXl9BSJk+ePGhZj36ZNWuWmpra27dvq6urGxsbhfEjqqurs7GxefPmjbu7+6efftrd3X3p0iX80p+QkFBaWpqfn6+srOzj4/PJJ5+8fPkyJiamrq6OxWL5+flVVVURyalYLNaXX36JtRQlJaUvvvhCR0fn3bt3BQUFf/zxB0IoIiJi4cKFX3zxhURuB09ldO4Cmv1SWVmJG5MmTep3AJlM1tTUpNPpL1++7OzsxKaDkZw1VBgMxqpVqx4+fIgQ2r59+4kTJyRS4WTbtm34Cffx8blx44aKigpx6I8//sAqq4qKyrp168S/FgAAAAAAwBiF/PvvvwcEBHz77bcyMjK4a+fOnZaWloWFhW1tbbdu3fL09BwxaTQ1NfHLJf6pra3NUzH9+PHjWEuxsLBITk7W0dEhDmFR6+vrMzIyUlNT169fz3Py7OxsBoOxePHio0ePmpiYDKnYHzckEmnOnDn4s3d1dbUwikppaamsrOzNmzeJpMZ+fn6urq4XL15ECOXn5+vr69+4cWPatGn4qI+Pj4GBQWNjY01NDZ1O19XVJc5z48YNhND8+fNzcnK4X3CTk5O9vLwQQmfOnJGUojJUmpqacENAvUtVVVV8fxsbG2fMmDHCs4YEk8m0srLC6bkCAgJOnjwpqTqMPj4+jx49iouLKyws1NPT27Bhg4GBQWtr671793DgjaKi4tWrV5WVlSVyOQAAAAAAgLGIlLGx8alTpwgtBSE0btw47NqEEMIeL/xUVVWRBDKQ85U4dHV14dLgU6ZMoVKp3FoKQmj58uVpaWnY6f/QoUP80xkMhq6ubk5OjoWFhchaCoZ4OW5paRFyyr59+7hLr5BIpN27dxM/k5KSCC0Fn9/b2xu3CdMBQogwB+3YsYNbS0EIeXp6amtrS0tLl5SUiB9EIRodHR08+8OPmpoaz+CRnCU8bW1t1tbWBQUFCKEtW7ZER0dLsFo8iUSKiYmJj49HCL158yYqKsrb23vnzp1YS5k9e3ZpaWm/cfYAAAAAAAAfDlKhoaH8Eb2Ghoa4MdRw6mHl1q1bb968QQht376deAflxtzcHGdMevbs2atXr/gHhISEUCgU8SVRVFTEjfb2diGnbNiwgaeHyEs7Z84c/sqYenp6uNHd3U10Ej5gL1++5BlPIpH+/vvvvr6+V69ecb9SGxoakoTjwIEDYm4LThaMEBLgU0ccIpIdj+QsIWlvbydimXx9fWNiYvrVUsTZ2xs3bhw9erTfqz9//vzAgQMNDQ1i3g4AAAAAAIAxDdnU1JS/d1CDw/jx43kquPPQbzojMSEiyOXk5G7fvt3vGOL7eklJiba2Ns9RnsB0kSG+0E+YMEGY8fLy8vyuR8Qmz507l39Kv7eAuFlhYWH19fVeXl4mJiYS/NIvJoTMAvS31tZW3CA0xpGcJQwdHR086QokvsOpqanu7u5sNnvcuHH/+te/7O3t9fT0mExmWVlZZGTk7du3U1NTHzx4kJOTM3HiRMleGgAAAAAAYKxAFq2mhKamJnZcGUnq6upwY9u2bYMOJl5S/7tUMllDQ0MikjQ3N+MGj//VQMjJyQl42RU+zvuTTz4JDg6OiIjo6+uLj4+Pj4/X1dW1tLQ0NzdftWrV1KlT+af89ttvQprFhFyLABQUFHj2R8DWEVapkZwlDDExMX19fQghCoXS3d199uzZDRs2mJmZSWpv6+rqNmzYwGaz5eTkCgoKCOvlhAkTpk6dunr16qCgoKioqIqKCj8/v/T0dJFvBwAAAAAAwJiG/M/5Hj8oDAZD+MFMJpOnR0NDQyJ2HqJgH0KIJ05mBAgPD7e0tAwJCSkqKkIIVVVVVVVVnT9/HiFkbGwcGBjo5ubGfU+5Q1+GG0IPFKA8EFE9hO1rJGcJA9ZSEhISWltb9+zZgxDy9/cvKirijuMSZ2+/++47nPQ5NDSU0FIISCTSN998Q6VSq6qqMjIynj9/zl26HgAAAAAA4MNB8g5awwfxEb2yspIzGL6+vrxLlZA3Go1Gw6EyOE/xyO/D6tWrCwsLa2trT58+7ezsTOTnLS4u9vDwcHR0HK1geiKuZqD4CjabjbN1aWlpESmtRnKWkCQkJGzatCkwMBArEqWlpdHR0ZLapdLSUtz47LPP+h0gKytrYWGB2xIv4gkAAAAAADBWkHxuruFDS0sLN8rLy0fxM/OPP/6IG8uXLx/F3Zg6daqfn5+fnx+HwykvL09KSkpMTGQwGFQqNSUlxc3NDQ978eKFkO5JampqYrrGEfaBgUphFhUV4ZASbkvCSM4SBn9/f1zkREZGJj4+HmffCg0NdXFx4XGuE21vCcOgAK9L4lEXPq0cAAAAAADAe8ZYUlQWLVr03XffIYTy8vLs7Oz6HZOcnEyn02VkZIKDg4cjoP/169enTp3CbX6jzXCTkpLS1tYmLS3t4+ND+Hfhui5RUVHLly///PPPEUL37t0jFBU7OzshS7Pv37//8OHD4oinq6uro6Pz4sWLhw8f1tfXE2U6Ca5fv44b1tbWozJLGLj9xMzNzTdu3JiUlNTR0REYGHjlyhXukaLtLWEBKy0tnT59er/jibTg/OsCAAAAAAD4QBhLrl9WVlZycnIIoejo6NraWv4BNBrNx8cnLCysqKhoOLSUjo4OV1dXHP2yYsUKY2PjEd6B5ORk/L2/rKyM/yiRIUr4pMmShUQiOTk54fZPP/3Ec7Svrw/XCZGSknJwcBiVWSJw9OhRrLpQqVRC+REHopxOdHQ0m83mH1BaWpqTk4MQolAo5ubm4l8RAAAAAABgLPKPVlQaGxu5f6qpqWEjRldXl4ODQ0VFBffR+vp6Ozs7FouFEPLx8ZGsJGw2Ozs728zM7M6dOwghBQWFM2fOjPyGLFiwADf27t2LA7IJuru7w8LCcNvExIToLysrGzSeByOmOQWzc+dOrEx+/fXXRDAGQojD4Rw4cAAnIXBzc+NJQjCSsxgMRuZ/EKYQpLq6emRkJG4HBARwl2QRbW/Xr1+P3cCysrK2bt3a1tbGfbmCggInJydcPGfz5s0CqsQAAAAAAAC83/wTXb+IdL3nz59XVVUdN26cnZ0drlgSHh6elZX19OnTBw8eGBkZff7554aGhhQK5enTp5cvX8avdzt27LCxsRHt0vX19X5+ftw9vb29TU1NRUVFRAVJBQWFX3/9debMmSO/M+7u7lFRUWw2+/fff589e7aDg4O2tjaLxaLT6enp6Vivmzp1qqen58jLhpk4ceLx48e3bNnS1tZmbm7u7+9vbGzc2tqalpZ269YthNDkyZOPHDkyirMqKioIZ7Dnz5/PmjVr0EV5eXklJSXl5eXR6fTDhw+Hh4eLs0VKSkrnz59fu3Yti8WKj4+nUqnLly+fPXt2c3NzWVkZtqUghObNm/f111+P0m0EAAAAAAAYff6Jisq8efOUlZUZDEZFRQU2oVRXV2NFRUFB4fbt246Ojrm5ud3d3VQqlUqlEhOlpaW3bt16/PhxkS/NYDASEhIEDFi4cGFCQgJh2RhhDA0Nk5OTt2zZ0t7eXlNTc/LkSf6tS0tLU1JSGhXxMP7+/m/fvg0NDW1vbz927Bj3IV1dXSqVyl+Ic4RnDRUpKanTp08vWLCAxWIdO3bMzc1tzpw54pzQxsbm+vXrnp6eDQ0NDQ0NqampPANsbW2TkpJG9z4CAAAAAACMLv9E1y9lZeVr164tWbJk/PjxioqKenp6srKyxFENDY07d+6kp6fjLEwUCkVDQ8PMzMzf37+iouLUqVMSj06ZMGGCnp6eh4dHRkbGX3/9NVpaCsbd3b2mpubgwYNLly7V0dGhUCjq6uoLFixwcXHJzMx89OiRvr7+KIqHOXDgwP379zdu3Dhz5kwKhaKiomJiYnLs2LGHDx9+/PHH/4RZQ2XevHk7d+5ECPX19W3ZskX8BNBWVlY0Gi02Nnb16tUTJ06UkZFRVFT86KOPvL2979y5c/XqVUkVJwUAAAAAABijkEar5gYBnU4fkhvV3r17sT9PT08PkZrW1NSUSNZkaGj45MmTuXPn9htxPmJUVFQYGBgMdFRJSUlbW3vRokUODg42NjbS0tL8YwZa4Nhlx44dOGeapqbm06dPBVehodFoOAm1o6MjjowfiMuXLxOB9dOmTauurh5UWc3IyLC3t6+rq5syZQrP5cTPfiY8ubm5iYmJ5eXl5eXlysrKBgYGCxcu3Llzp7q6+sgI0Hd2kFArsu8mwQOEqRfbO9hVHk60EH8tJmsMBA8o/LV80JN88jpXTDEG3TEk3KaJT4EQ6x0rDHpzhUH8px0hNCNYAhk1gDFKTYSIXuWAAAb9DwIh9PtKphBnGhusmbFH/JP8Sj8m/knEx26wtQijYAy6lsEr0+fm5uJSEv80WltbiWCDnJycTz/9VMBgGo2G65/Y29sbGRmNtuyIyWQymcyKiork5GRjY+OEhAT+HGJDWuDYorGxcdeuXd9//71EzvbDDz8Q7dra2nv37hEFEweiqamJTCZLxDFMNJqamrZt25aWlkb0tLW11dXV3bx5My4uLiIigidWCgAAAAAA4EPjHxSjMmHCBHd390GHLV68WIST02g0nBRrxowZI6yoqKio/O///i93T09PT2NjY1FRUX19PUKouLjY0tIyIyODSFz7IXDhwoV169atXr1azPO8ffv2t99+4+5JSUkRoKiw2eyampqzZ8/a29v3a8gaAXp6eqytrYuLixFCsrKya9asMTAwYDKZeXl5xcXFDAbD39+fw+H4+/uPingAAAAAAAD/BMgIofHjxwuIuxixiF4NDY2YmJjR3hDJM2nSpH7XxeFw7t69GxgYWFJS0tnZaWdnV1paKkwSqveGzZs3l5WViZmB9+LFizhT87Jly3DKrEuXLkVHR3PHNXFTUFCwePFic3PzEydOjNbC4+LisJaiq6uLE7jhfg6Hc/bs2c2bNyOEgoKCnJ2dR8wHDAAAAAAA4J8GGSG0cuXKy5cvj7YkQ0ZdXX3UA2zEgUQiLV26NC8vz9bWNicnp6ury9fXNzs7m3DGG+sLFMCMGTPodHptbe1XX3313XffiXMq7NGHEAoNDe3o6CgoKGhubs7MzLSzs+t3/Mcff9zQ0KCpqTmKyyd81RITEwktBSFEIpE2bdp069atixcvtre3Z2RkeHt7j6KcAAAAAAAAo4gUQkjMXKuAOMjLy//000/YbHX79u3CwsLRlmgkOHLkiIqKCkIoNjb2zz//FPk8VVVVeXl5CKHp06dbWFisW7cO96ekpAw0RUFBYXS1FA6Hg4tRysvL9xv9ZWVlhRt4GAAAAAAAwIeJFEJIQHKqIbFkyRISiWRra4sQ6uvrO3funIWFhaampoKCwvz58729vauqqiQrPb4ikbipX3bv3k0ikYiodC8vLxKJRCKR6HQ6z8jc3FwfH59Zs2YpKCioqqoaGxsHBAQM9LKIL42TTbW3twcHB0+bNo1EImVlZQ11FVpaWoGBgbjNU/C+3wWuWLGC2OeGhoa9e/fq6+vLy8urqKiYmZmdP3+esMNcv37d1tZWS0uLQqHMnj3byclpoExoHA7n5s2bzs7ORkZGSkpKampqCxcu9PT0fPz4sWRvGbFkXASGw+F4e3u/e/dOtPMQComHh4eUlJSzszO2R129erW1tVVS0r59+9bIyAg/Nrt27RLfzIXPICMj0292MqLgKYvFktQSAAAAAAAAxhySVFQIWlparKysfH19//zzz6amps7OztLS0qSkJH19/UuXLo32kvuhs7Nz3bp1lpaWiYmJVVVVnZ2dLS0tDx48iI2NnTt3bkBAQF9f30BzmUzmqlWrjhw5UldXJ7IAbm5uuEHkIxaGwsJCIyOjyMjIZ8+edXV1MRiM/Pz8jRs3+vv7s9lsPz8/W1vb69evNzY29vT00Gi0y5cvGxkZZWZm8i/BwsLCysrql19+KSkpaW1tbW5uLi4uvnDhwrx587766qvh2HN3d3dsOqisrBStBDuHwyH8vnAahsmTJy9duhQh9O7dO+5KoOLQ3Ny8cuXKkpIShFBgYODx48cHTZQnGBKJpKenhxBiMpn96oG5uf+XIfejjz6SyBIAAAAAAADGIlL4g31ERISFhYWWlpacnJyOjo6Hh0dWVpZoX47ZbPb69euzs7ONjIxCQkJSU1PDw8N1dHQQQn19fd7e3i9fvhzJFQYFBZWXlxOWivDwcFy2YvLkybiHxWKtWbPm559/RghRKBR7e/v9+/fv2rXL0tISD4iNjXVycup3Nzgcjq+vb35+Pv45efJk0ULDZ82ahYuKVFdXNzY2CjOlrq7OxsamoaHB3d09MTExLi5u2bJl+FBCQsKSJUsSEhKUlZV3796dkpJy9OjRqVOn4sX6+flxf6pnsVhffvnlvXv3EEJKSkpeXl6HDh3av3//ypUr8YCIiIgrV65I/L6QSKSEhAQFBQWEUGRk5MOHD4d6hoKCgufPnyOEzMzMiEgPV1dX3CB0GHFgMBirVq3Csm3fvv3EiRNiaimYbdu24YaPj09LSwv3oT/++CMhIQEhpKKiQniyAQAAAAAAfICQyWTy3Llzm5qaiK7q6urq6uoffvjB1tb2woULOJZAeLKysnp7ewMCAr799lsZGRncuXPnTktLy8LCwra2tlu3bnl6eo7YCjU1NTU1NQlHL21tbZ7a7cePH8d2DAsLi+TkZKxTYbCo9fX1GRkZqamp69ev5zl5dnY2g8FYvHjx0aNHTUxMxo0bJ5qQJBJpzpw5+FN6dXW1MEEUpaWlsrKyN2/eJJIa+/n5ubq6Xrx4ESGUn5+vr69/48aNadOm4aM+Pj4GBgaNjY01NTV0Ol1XV5c4z40bNxBC8+fPz8nJ4b7dycnJXl5eCKEzZ8588cUXEr8106dPj4iI2L59O4vF8vb2vn//PvHACAMRks79ODk6OmILWHZ29qtXr8SplMJkMq2srHB6roCAgJMnT0pES0EI+fj4PHr0KC4urrCwUE9Pb8OGDQYGBq2trffu3cOlLRUVFa9evaqsrCzxPQcAAAAAABgrSPX29jY1Nc2cOdPf3//f//63h4cHEVt/7do1a2vrocYP9Pb2Ghsbnzp1ivulc9y4cYR7D/ai4aeqqookEDJZ8lVfurq6jh07hhCaMmUKlUrl1lIQQsuXL09LS8OBBIcOHeKfzmAwdHV1c3JyLCwsRNZSMETheZ5P7ALYt28fd+kVEom0e/du4mdSUhKhpeDzEymkKisriX7CHLRjxw4epdTT01NbW1taWrqkpGSY8o9t2bIFF8Z5+PBhVFSU8BN7e3sJI5izszPRr66ujm1BbDYbDxCNtrY2a2vrgoICLGR0dLSktBSEEIlEiomJiY+PRwi9efMmKirK29t7586dWEuZPXt2aWnpP7PKKgAAAAAAwIghhRAKCwurrKyMi4sLCwv7/vvvy8rKEhMTsQvT/fv38Xv8kAgNDeWPEjY0NMSNnp6e0V71f7l169abN28QQtu3b8fOVzyYm5vjUIpnz569evWKf0BISAiFQhFfEkVFRdxob28XcsqGDRt4eggPqDlz5vBXxsShEQih7u5uopMoesjvkkcikf7+++++vr5Xr15xv6YbGhqShOPAgQOClyAtLZ2YmIhrnoSFhT179kzItWdmZr59+xYhtHbtWh79ivD+EpD7SzDt7e3W1tZYhfP19Y2JielXSxFnH27cuHH06NF+r/78+fMDBw40NDSIJjwAAAAAAMD7ATktLc3FxYW7i0Qibdy4kcVibdq0CSF04sSJ4ODgIVkzTE1N+TsHNTiMHz+ep4I7D/2mSBITHJuBEJKTk7t9+3a/YwhbR0lJCb8rkfi11TEdHR24MWHCBGHGy8vLz5gxg6eT2OS5c+fyT+n3FhA3KywsrL6+3svLy8TERILWg0ExMDAICQkJCQnp7u729va+e/euMDeaCEHx8PDgOWRvb0+hULq7u4uLi589ezbUkPSOjg4bGxviwUAISXw3UlNT3d3d2Wz2uHHj/vWvf9nb2+vp6TGZzLKyssjIyNu3b6empj548CAnJ2fixInDsecAAAAAAAD/fMg8WgqBt7d3VFRUZWVlS0tLYWEh/+f5gVBUVBStToWmpiZ2hhlJiFRdRHyzAPgz3pLJZA0NDYlI0tzcjBtCBgXJyckJeIEmUtwOyieffBIcHBwREdHX1xcfHx8fH6+rq2tpaWlubr5q1Socgs/Db7/9JqRZTMi1BAUFXbx48fHjx/fu3Tt9+vTWrVsFj2cymVevXkUISUlJPX78uLy8nGfApEmTqqurEUIpKSlDTSkWExODk7xhbefs2bMbNmwwMzOT1D7U1dVt2LCBzWbLyckVFBQQlsYJEyZMnTp19erVQUFBUVFRFRUVfn5+6enpQxIeAAAAAADgvWFAO4mUlJSxsTEOZnjx4oXwioqSktJIfo8XEwaDIfxgJpPJ06OhoSEROw9RBBAhxBMnMwKEh4dbWlqGhIQUFRUhhKqqqqqqqs6fP48QMjY2DgwMdHNz476n3KEvEkFWVjYxMXHRokVsNnvfvn22trbTp08XMP7y5cs4dIrNZgcHBwsYmZqaGhYWNqQHEmspCQkJra2te/bsQQj5+/sXFRXxB/qLtg/fffddb28vQig0NJTQUghIJNI333xDpVKrqqoyMjKeP3/OXboeAAAAAADgw0HQSzbxxtzZ2Tnacg4XOD0uQqiyspIzGL6+vjzTJeWNRqPRcKgMkad4hFm9enVhYWFtbe3p06ednZ0nTZqE+4uLiz08PBwdHYcpmJ7AxMRk165dCKH29nY/Pz/BlyPyfQ1KVVXV/fv3hypMQkLCpk2bAgMDsSJRWloaHR0tqZWWlpbixmeffdbvAFlZWQsLC9wepoKbAAAAAAAA/3wERZ7U19fjhmiuXGMCLS0t3CgvLx/FT9dExMXy5ctHcTemTp3q5+eH9YTy8vKkpKTExEQGg0GlUlNSUoiqlC9evBDS5UlNTU1417iwsDBsScjMzPzhhx/69bZCCNXV1eFoInl5+cbGRkLV5OHLL7/EmZp//PHHRYsWCb8J/v7+ODpLRkYmPj4eZ98KDQ11cXHhcYQTbR8II56APyvisRQ+BRwAAAAAAMB7htRAhfY4HM6jR49w29jYeLTlHC6IV9i8vLyBxiQnJx88ePCbb75hs9nDIcPr169PnTqF2/xGm+EmJSUlPj7+7Nmz3EYMXNclKioqNTUV93AHl9vZ2RkIB7EuYZCXlz979ixu79ixY6C0V0QuL3t7+4G0FITQl19+iRtpaWnY1UpIiNwJCCFzc/ONGzcihDo6OgIDA3lGirYPhLWKMK3wQ6TwJsqSAgAAAAAAfGhIHTlypF83mytXrmBFxdTUdMqUKaMt53BhZWUlJyeHEIqOjq6treUfQKPRfHx8wsLCioqKhiPtWEdHh6urK45+WbFixcjrhMnJydiGUFZWxn+UyDolfNJkcVi2bBlW1VpaWvgVA4QQh8MhrE+Cc8RZW1vjFNtv3rz5448/RBbp6NGjWHWhUqnXr18Xf41E6Zvo6Oh+Vd/S0tKcnByEEIVCMTc3l8zOAgAAAAAAjDWkLl68GBISwu3BwuFw0tPT/fz88E+epEkMBiPzPxAZdccQjY2N3D/V1NTwm3FXV5eDg0NFRQX30fr6ejs7OxaLhRDy8fGRrCRsNjs7O9vMzOzOnTsIIQUFhTNnzoz8hixYsAA39u7dy2N56O7uDgsLw20TExOiv6ysbNB4Hszhw4eHKk9kZCS2OeCS8Dw8evToyZMnCCFVVVVc2HEg5OTk1q5di9vcBVWG+gCrq6tHRkbidkBAAHe8lmj7sH79euwGlpWVtXXr1ra2Nu7LFRQUODk54UI3mzdvxroWAAAAAADABwgZIfTNN9+kpqauWrVq0qRJ9fX1Dx8+LCwsxIf37NmDyx0SVFRUWFtb4/bz589nzZo12ksQCiJd7/nz51VVVceNG2dnZ4crloSHh2dlZT19+vTBgwdGRkaff/65oaEhhUJ5+vTp5cuX8Svjjh07bGxsRLt0fX09ofVhent7m5qaioqKiAqSCgoKv/7668yZM0d+Z9zd3aOioths9u+//z579mwHBwdtbW0Wi0Wn09PT07FeN3XqVE9Pz5GRR1lZOS4uzt7evt+jhDnF2dkZl4kUgKurKx6fnp7e3t6OS2qK8AB7eXklJSXl5eXR6fTDhw+Hh4eLs0AlJaXz58+vXbuWxWLFx8dTqdTly5fPnj27ubm5rKwM21IQQvPmzRtqYmUAAAAAAID3CbKqqmpzc3N1dXVCQgL3AVlZ2UOHDuH0rO8B8+bNU1ZWZjAYFRUV2IRSXV2NFRUFBYXbt287Ojrm5uZ2d3dTqVQqlUpMlJaW3rp16/Hjx0W+NIPB4NlbHhYuXJiQkEBYNkYYQ0PD5OTkLVu2tLe319TUnDx5kn/r0tLSlJSURkyktWvXuri44FB4bvr6+oiYGcF+X5iVK1fim97Z2ZmRkbF+/XrR5JGSkjp9+vSCBQtYLNaxY8fc3NzmzJkjzgJtbGyuX7/u6enZ0NDQ0NBALIrA1tY2KSlpJPccAAAAAADgn4YUnU4/cuTIZ599pqOjIysrq6ysvGDBguDgYBqNFhQUNIYqoghGWVn52rVrS5YsGT9+vKKiop6eHvf3eA0NjTt37qSnp+PMThQKRUNDw8zMzN/fv6Ki4tSpUxKPTpkwYYKenp6Hh0dGRsZff/01WloKxt3dvaam5uDBg0uXLtXR0aFQKOrq6gsWLHBxccnMzHz06JG+vv4IixQdHc0d1I7Jzs5+/fo1QmjKlCk4GZdgZGVlHR0dcZvb+0sE5s2bt3PnToRQX1/fli1bxE/WbGVlRaPRYmNjV69ePXHiRBkZGUVFxY8++sjb2/vOnTtXr16VVCFRAAAAAACAMQpJtFeujIwMe3v7uro68ePs6XT6kFye9u7de+TIEYRQT09PdnY27jQ1NSXeaw0NDZ88eTJ37tx+o8NHjIqKCgMDg4GOKikpaWtrL1q0yMHBwcbGRlpamn/MQAscu+zYsQPnv9LU1Hz69KngijE0Gg0njHZ0dPzll18EjLx8+bKTkxNuT5s2rbq6elDFkv8BJi63f/9+EUJrRCM3NzcxMbG8vLy8vFxZWdnAwGDhwoU7d+5UV1cfGQHER5gvGYP+E1P4a/kIiGqyxkD8kwwqqjBXGZnPPwUjsqv/HCRyfwdlRrAEMmoAY5SaCBE9wAEBCPMO+iv92GiLOcaY+NhW8IDXH18T/ySmg/2re1WIGzfoVciD2kxyc3P5v143NTWRyWRtbe0hbJukaW1tJYINcnJyPv30UwGDaTQaDlewt7c3MjIaRbExTCaTyWRWVFQkJycbGxsnJCTw5/sa0gLHFo2Njbt27fr+++8lcjbu+o+1tbX37t0jCiYOxKg/wE1NTdu2bUtLSyN62tra6urqbt68GRcXFxERwRPXBAAAAAAA8KFBHuoENptdU1Nz9uxZe3v7fu0AIjNhwgR3d/dBhy1evFiEk9NoNJzAasaMGSOsqKioqPAEVPT09DQ2NhYVFeGSmsXFxZaWlhkZGUTi2g+BCxcurFu3bvXq1WKe5+3bt7/99ht3T0pKigBFZfgeYOHp6emxtrbGac1kZWXXrFljYGDAZDLz8vKKi4sZDIa/vz+Hw/H39x8V8QAAAAAAAP4JkBFC48ePFxAjwRPRW1BQsHjxYnNz8xMnTkhWFA0NjZiYmNHeEMkzadKkftfF4XDu3r0bGBhYUlLS2dlpZ2dXWlo6VrKoSYTNmzeXlZWJmYH34sWLOKvysmXLcMqsS5cuRUdHD5QTbPgeYOGJi4vDWoquri5Otob7ORzO2bNnN2/ejBAKCgpydnYeQz5gAAAAAAAAkoWMEFq5cuXly5eFnPDxxx83NDRoamqOtuRIXV1d/JjmUYREIi1dujQvL8/W1jYnJ6erq8vX1zc7O5twxhvrCxTAjBkz6HR6bW3tV1999d1334lzKiJhcWhoaEdHR0FBQXNzc2Zmpp2dXb/j/wkPMOGrlpiYSGgpCCESibRp06Zbt25dvHixvb09IyPD29t7FOUEAAAAAAAYRaQQQkPKtaqgoPBP0FLeG+Tl5X/66Sdstrp9+zZRweb95siRIyoqKgih2NjYP//8U+TzVFVV5eXlIYSmT59uYWGxbt063C8gx9eoP8AcDufp06cIIXl5+X5zlxGVi/AwAAAAAACADxMphJCA5FRDYsmSJSQSydbWFiHU19d37tw5CwsLTU1NBQWF+fPne3t7V1VVSVZ6fEXBmcd2795NIpGIqHQvLy8SiUQikeh0Os/I3NxcHx+fWbNmKSgoqKqqGhsbBwQEDPSyiC+Nk021t7cHBwdPmzaNRCJlZWUNdRVaWlqBgYG4zVOcvt8FrlixgtjnhoaGvXv36uvry8vLq6iomJmZnT9/nrDDXL9+3dbWVktLi0KhzJ4928nJaaBMaBwO5+bNm87OzkZGRkpKSmpqagsXLvT09Hz8+LFkbxmxZFywhcPheHt7v3v3TrTzEAqJh4eHlJSUs7MztkddvXq1tbVVUtK+ffvWyMgIPza7du0S38yFzyAjI9NvdjKiOCmLxZLUEgAAAAAAAMYcklRUCFpaWqysrHx9ff/888+mpqbOzs7S0tKkpCR9ff1Lly6N9pL7obOzc926dZaWlomJiVVVVZ2dnS0tLQ8ePIiNjZ07d25AQEBfX99Ac5lM5qpVq44cOVJXVyeyAG5ubrhB5CMWhsLCQiMjo8jIyGfPnnV1dTEYjPz8/I0bN/r7+7PZbD8/P1tb2+vXrzc2Nvb09NBotMuXLxsZGWVmZvIvwcLCwsrK6pdffikpKWltbW1ubi4uLr5w4cK8efO++uqr4dhzd3d3bDqorKwUrQQ7h8Mh/L5wGobJkycvXboUIfTu3Tvuqp3i0NzcvHLlypKSEoRQYGDg8ePHxSwuRCKR9PT0EEJMJrNfPTA3Nxc3PvroI4ksAQAAAAAAYCwihT/YR0REWFhYaGlpycnJ6ejoeHh4ZGVlifblmM1mr1+/Pjs728jIKCQkJDU1NTw8XEdHByHU19fn7e398uXLkVxhUFBQeXk5YakIDw/HZSsmT56Me1gs1po1a37++WeEEIVCsbe3379//65duywtLfGA2NhYJyenfneDw+H4+vrm5+fjn5MnTxYtNHzWrFm4qEh1dXVjY6MwU+rq6mxsbBoaGtzd3RMTE+Pi4pYtW4YPJSQkLFmyJCEhQVlZeffu3SkpKUePHp06dSperJ+fH/enehaL9eWXX967dw8hpKSk5OXldejQof37969cuRIPiIiIuHLlisTvC4lESkhIUFBQQAhFRkY+fPhwqGcoKCh4/vw5QsjMzIyI9HB1dcUNQocRBwaDsWrVKizb9u3bT5w4IZESqNu2bcMNHx+flpYW7kN//PFHQkICQkhFRYXwZAMAAAAAAPgAIZPJ5Llz5zY1NRFd1dXV1dXVP/zwg62t7YULF3AsgfBkZWX19vYGBAR8++23MjIyuHPnzp2WlpaFhYVtbW23bt3y9PQcsRVqampqamoSjl7a2to8ddaPHz+O7RgWFhbJyclYp8JgUevr6zMyMlJTU9evX89z8uzsbAaDsXjx4qNHj5qYmIwbN040IUkk0pw5c/Cn9OrqamGCKEpLS2VlZW/evEkkNfbz83N1db148SJCKD8/X19f/8aNG9OmTcNHfXx8DAwMGhsba2pq6HS6rq4ucZ4bN24ghObPn5+Tk8N9u5OTk728vBBCZ86c+eKLLyR+a6ZPnx4REbF9+3YWi+Xt7X3//n3igREGIiSd+3FydHTEFrDs7OxXr16JUymFyWRaWVnh9FwBAQEnT56UiJaCEPLx8Xn06FFcXFxhYaGent6GDRsMDAxaW1vv3buHS1sqKipevXpVWVlZ4nsOAAAAAAAwVpDq7e1tamqaOXOmv7//v//9bw8PDyK2/tq1a9bW1kONH+jt7TU2Nj516hT3S+e4ceMI9x7sRcNPVVUVSSBk8pCrvgxKV1fXsWPHEEJTpkyhUqncWgpCaPny5WlpaTiQ4NChQ/zTGQyGrq5uTk6OhYWFyFoKhig8z/OJXQD79u3jLr1CIpF2795N/ExKSiK0FHx+IoVUZWUl0U+Yg3bs2MGjlHp6empra0tLS5eUlAxT/rEtW7bgwjgPHz6MiooSfmJvby9hBHN2dib61dXVsS2IzWbjAaLR1tZmbW1dUFCAhYyOjpaUloIQIpFIMTEx8fHxCKE3b95ERUV5e3vv3LkTaymzZ88uLS3tN84eAAAAAADgw0EKIRQWFlZZWRkXFxcWFvb999+XlZUlJiZiF6b79+/j9/ghERoayh8lbGhoiBs9PT2jver/cuvWrTdv3iCEtm/fjp2veDA3N8ehFM+ePXv16hX/gJCQEAqFIr4kioqKuNHe3i7klA0bNvD0EB5Qc+bM4a+MiUMjEELd3d1EJ1H0kN8lj0Qi/f333319fa9eveJ+TTc0NCQJx4EDBwQvQVpaOjExEdc8CQsLe/bsmZBrz8zMfPv2LUJo7dq1PPoV4f0lIPeXYNrb262trbEK5+vrGxMT06+WIs4+3Lhx4+jRo/1e/fnz5wcOHGhoaBBNeAAAAAAAgPcDclpamouLC3cXiUTauHEji8XatGkTQujEiRPBwcFDsmaYmprydw5qcBg/fjxPBXce+k2RJCY4NgMhJCcnd/v27X7HELaOkpISflci8WurYzo6OnBjwoQJwoyXl5efMWMGTyexyXPnzuWf0u8tIG5WWFhYfX29l5eXiYmJBK0Hg2JgYBASEhISEtLd3e3t7X337l1hbjQRguLh4cFzyN7enkKhdHd3FxcXP3v2bKgh6R0dHTY2NsSDgRCS+G6kpqa6u7uz2exx48b961//sre319PTYzKZZWVlkZGRt2/fTk1NffDgQU5OzsSJE4djzwEAAAAAAP75kHm0FAJvb++oqKjKysqWlpbCwkL+z/MDoaioKFqdCk1NTewMM5IQqbqI+GYB8Ge8JZPJGhoaEpGkubkZN4QMCpKTkxPwAk2kuB2UTz75JDg4OCIioq+vLz4+Pj4+XldX19LS0tzcfNWqVTgEn4fffvtNSLOYkGsJCgq6ePHi48eP7927d/r06a1btwoez2Qyr169ihCSkpJ6/PhxeXk5z4BJkyZVV1cjhFJSUoaaUiwmJgYnecPaztmzZzds2GBmZiapfairq9uwYQObzZaTkysoKCAsjRMmTJg6derq1auDgoKioqIqKir8/PzS09OHJDwAAAAAAMB7w4B2EikpKWNjYxzM8OLFC+EVFSUlpZH8Hi8mDAZD+MFMJpOnR0NDQyJ2HqIIIEKIJ05mBAgPD7e0tAwJCSkqKkIIVVVVVVVVnT9/HiFkbGwcGBjo5ubGfU+5Q18kgqysbGJi4qJFi9hs9r59+2xtbadPny5g/OXLl3HoFJvNDg4OFjAyNTU1LCxsSA8k1lISEhJaW1v37NmDEPL39y8qKuIP9BdtH7777rve3l6EUGhoKKGlEJBIpG+++YZKpVZVVWVkZDx//py7dD0AAAAAAMCHg6CXbOKNubOzc7TlHC5welyEUGVlJWcwfH19eaZLyhuNRqPhUBkiT/EIs3r16sLCwtra2tOnTzs7O0+aNAn3FxcXe3h4ODo6DlMwPYGJicmuXbsQQu3t7X5+foIvR+T7GpSqqqr79+8PVZiEhIRNmzYFBgZiRaK0tDQ6OlpSKy0tLcWNzz77rN8BsrKyFhYWuD1MBTcBAAAAAAD++QiKPKmvr8cN0Vy5xgRaWlq4UV5ePoqfromIi+XLl4/ibkydOtXPzw/rCeXl5UlJSYmJiQwGg0qlpqSkEFUpX7x4IaTLk5qamvCucWFhYdiSkJmZ+cMPP/TrbYUQqqurw9FE8vLyjY2NhKrJw5dffokzNf/444+LFi0SfhP8/f1xdJaMjEx8fDzOvhUaGuri4sLjCCfaPhBGPAF/VsRjKXwKOAAAAAAAgPcMqYEK7XE4nEePHuG2sbHxaMs5XBCvsHl5eQONSU5OPnjw4DfffMNms4dDhtevX586dQq3+Y02w01KSkp8fPzZs2e5jRi4rktUVFRqairu4Q4ut7OzMxAOYl3CIC8vf/bsWdzesWPHQGmviFxe9vb2A2kpCKEvv/wSN9LS0rCrlZAQuRMQQubm5hs3bkQIdXR0BAYG8owUbR8IaxVhWuGHSOFNlCUFAAAAAAD40JA6cuRIv242V65cwYqKqanplClTRlvO4cLKykpOTg4hFB0dXVtbyz+ARqP5+PiEhYUVFRUNR9qxjo4OV1dXHP2yYsWKkdcJk5OTsQ2hrKyM/yiRdUr4pMnisGzZMqyqtbS08CsGCCEOh0NYnwTniLO2tsYptt+8efPHH3+ILNLRo0ex6kKlUq9fvy7+GonSN9HR0f2qvqWlpTk5OQghCoVibm4umZ0FAAAAAAAYa0hdvHgxJCSE24OFw+Gkp6f7+fnhnzxJkxgMRuZ/IDLqjiEaGxu5f6qpqeE3466uLgcHh4qKCu6j9fX1dnZ2LBYLIeTj4yNZSdhsdnZ2tpmZ2Z07dxBCCgoKZ86cGfkNWbBgAW7s3buXx/LQ3d0dFhaG2yYmJkR/WVnZoPE8mMOHDw9VnsjISGxzwCXheXj06NGTJ08QQqqqqriw40DIycmtXbsWt7kLqgz1AVZXV4+MjMTtgIAA7ngt0fZh/fr12A0sKytr69atbW1t3JcrKChwcnLChW42b96MdS0AAAAAAIAPEDJC6JtvvklNTV21atWkSZPq6+sfPnxYWFiID+/ZsweXOySoqKiwtrbG7efPn8+aNWu0lyAURLre8+fPq6qqjhs3zs7ODlcsCQ8Pz8rKevr06YMHD4yMjD7//HNDQ0MKhfL06dPLly/jV8YdO3bY2NiIdun6+npC68P09vY2NTUVFRURFSQVFBR+/fXXmTNnjvzOuLu7R0VFsdns33//ffbs2Q4ODtra2iwWi06np6enY71u6tSpnp6eIyOPsrJyXFycvb19v0cJc4qzszMuEykAV1dXPD49Pb29vR2X1BThAfby8kpKSsrLy6PT6YcPHw4PDxdngUpKSufPn1+7di2LxYqPj6dSqcuXL589e3Zzc3NZWRm2pSCE5s2bN9TEygAAAAAAAO8TZFVV1ebm5urq6oSEBO4DsrKyhw4dwulZ3wPmzZunrKzMYDAqKiqwCaW6uhorKgoKCrdv33Z0dMzNze3u7qZSqVQqlZgoLS29devW48ePi3xpBoPBs7c8LFy4MCEhgbBsjDCGhobJyclbtmxpb2+vqak5efIk/9alpaUpKSmNmEhr1651cXHBofDc9PX1ETEzgv2+MCtXrsQ3vbOzMyMjY/369aLJIyUldfr06QULFrBYrGPHjrm5uc2ZM0ecBdrY2Fy/ft3T07OhoaGhoYFYFIGtrW1SUtJI7jkAAAAAAMA/DSk6nX7kyJHPPvtMR0dHVlZWWVl5wYIFwcHBNBotKChoDFVEEYyysvK1a9eWLFkyfvx4RUVFPT097u/xGhoad+7cSU9Px5mdKBSKhoaGmZmZv79/RUXFqVOnJB6dMmHCBD09PQ8Pj4yMjL/++mu0tBSMu7t7TU3NwYMHly5dqqOjQ6FQ1NXVFyxY4OLikpmZ+ejRI319/REWKTo6mjuoHZOdnf369WuE0JQpU3AyLsHIyso6OjriNrf3lwjMmzdv586dCKG+vr4tW7aIn6zZysqKRqPFxsauXr164sSJMjIyioqKH330kbe39507d65evSqpQqIAAAAAAABjFJJor1wZGRn29vZ1dXXvcZw98B4DD7CQvCcfKgBRGfS/h5F5QoT5X2pQSSRSCmpGsAQyagBjlJoIET3AAQEI84c5Vv7u6EI8IRJZy6CP4qC7OjJiTJfEVaQQQsXFxb6+vrNmzZKTk1NTUzMxMTl69Kjgku1NTU1kMllbW1t8Ceh0Omko7Nu3D0/s6ekhoqKbm5uJExoaGpJIJP6a3yNMRUWFgFUoKysbGBh4eXldvXoVB+vzM9ACxy47duzAy9fS0nr79q3gwTQaDQ92cnISPPLy5cvExk6fPl2YLNL8DzBxuQMHDozYhuTm5m7YsOF//ud/JkyYMG3aNCsrq/379+PSnwAAAAAAAB845PDw8JCQEOLd7t27d83NzUVFRXFxcVeuXOHPlstms2tqas6ePWtvby8tLT2Kore2thJR0Tk5OZ9++qmAwTQaDcdV29vbGxkZjaLYGCaTyWQyKyoqkpOTjY2NExIS+Ld6SAscWzQ2Nu7atev777+XyNm4C9XX1tbeu3ePqOzOzz/kAW5qatq2bVtaWhrR09bWVldXd/Pmzbi4uIiICJ4EDAAAAAAAAB8a5P379+OWtbW1qalpW1vblStX6HR6bW2tjY1NUVERj29MQUHB4sWLzc3NT5w4IVlRJkyY4O7uPuiwxYsXi3ByGo2GM+3OmDFjhBUVFRUVnsjvnp6exsbGoqKi+vp6hFBxcbGlpWVGRgZRYeND4MKFC+vWrVu9erWY53n79u1vv/3G3ZOSkiJAURm+B1h4enp6rK2tcf5lWVnZNWvWGBgYMJnMvLy84uJiBoPh7+/P4XD8/f1HS0IAAAAAAIBRh4wQIpPJVCrV1tYWd0VERLi5uV26dKmhoWHv3r08Ucgff/xxQ0ODpqamxEXR0NCIiYkZ7Q2RPJMmTep3XRwO5+7du4GBgSUlJZ2dnXZ2dqWlpWMl3bNE2Lx5c1lZmZilQi5evIjLvyxbtgzn9r106VJ0dPRAyYuH7wEWnri4OKyl6Orq4qzQuJ/D4Zw9e3bz5s0IoaCgIGdnZ3V19VGUEwAAAAAAYBSRQgjt2bOH0FIQQrKysklJSdiQ8vPPP7948YJ7goKCwui+5BGoq6sTBfXGolsUiURaunRpXl7esmXLEEJdXV2+vr7cuQ3G+gIFMGPGDIRQbW3tV199JeapiMoqoaGhpqamCKHm5ubMzMyBxv8THmDCVy0xMZHQUhBCJBJp06ZNLi4uCKH29vaMjIzRlRMAAAAAAGAUkUIIbdy4kadXUVHR1dUVIcRms69evTraQr7PyMvL//TTT7hixu3bt4lSm+83R44cUVFRQQjFxsb++eefIp+nqqoqLy8PITR9+nQLC4t169bhfjGTEQ8rHA7n6dOnCCF5efl+kywTJVbxMAAAAAAAgA8TKQMDg37djdasWYMbAj5O87BkyRISiYSNM319fefOnbOwsNDU1FRQUJg/f763t3dVVZVkpcdXFJxhdvfu3SQSiYhK9/Lywsmd6HQ6z8jc3FwfH59Zs2YpKCioqqoaGxsHBAQM9LKIL40TUrW3twcHB0+bNo1EImVlZQ11FVpaWoGBgbh95syZQRe4YsUKYp+xe56+vr68vLyKioqZmdn58+cJs8z169dtbW21tLQoFMrs2bOdnJzKysr6lYHD4dy8edPZ2dnIyEhJSUlNTW3hwoWenp6PHz+W7C0jlvz/2Hv3eKjT/vH/GiaDUeSYdCRupy0lPYpouxNZEkXZzSGhG9lUdyd33Fa1VNiwKiqyNkrFsGVXB1RWtoyKDqQZBtlyiHEOc/j9cd2f93d+gzFmxkhdz7+uuQ7v9+u63u90vd7X6wAzS7LZbC8vr48fPwp2HUwhcXd3l5CQcHZ2hpl/fvvtt87OTlFJ++HDByMjI/ja7N27V/gkKvAKU6ZMGTY/j6ysLCyMFA4OgUAgEAgE4ktAwsrKatgGU1NTuGF6+fLlWC/a3t5ubW3t4+Pz559/trS09Pb2VlRUJCcn6+rqXrt2baKnPAy9vb3ffvuthYVFUlISlUrt7e1tb29/8uTJ6dOnDQwMAgICGAzGSGM7OjqsrKyOHz/e0NAgsACurq6wUFBQwP+o0tJSIyOjkydPvn79uq+vj06nl5SUbN++3c/Pj8Vi+fr62tnZ5ebmNjc3DwwMUCiUzMxMIyOjoZpnR0eHubm5tbX19evXy8vLOzs729raysrKUlNTFy5cKLx11rC4ubnBo4Pq6uojR44IcAU2m43ZfcEwDBoaGqtWrQIAfPz4kUQiiUTOtra2tWvXlpeXAwACAwOjo6OFzIKKw+F0dHQAAB0dHcPqgUVFRbDwj3/8QyRTQCAQCAQCgZiMSMycOXPYBjweD035375929vby/8VWSzW1q1bCwoKjIyMQkJC0tPTw8PDNTU1AQAMBsPLy+vt27finOGBAwcqKyuxk4rw8PDKysrKykoNDQ1Yw2Qy169ff+XKFQAAgUBwcHA4fPjw3r17LSwsYIfTp087OTkN+x2dzWb7+PiUlJTAnxoaGoK5hi9YsEBJSQkAUFtb29zczM+QhoYGW1vbpqYmNze3pKSkM2fOQF8XAEBiYuLKlSsTExMVFBT27duXlpZ24sSJ2bNnw8n6+vpyfqpnMplbtmwpLi4GAMjLy3t6eh49evTw4cNr166FHSIiIrKyskT+XHA4XGJiIpFIBACcPHny6dOnY73C48eP37x5AwAwNTXFPD2gySLg8F0RBjqdbmVlBWXbtWvXqVOnhNRSIN9//z0seHt7t7e3czbduXMnMTERADB9+nTMkg2BQCAQCATiCwSvqKg4UpuioiK0j2pubobez/xw9+7dwcHBgICAn376acqUKbByz549FhYWpaWlXV1d+fn5Hh4eYpuhqqqqqqoqZuilrq6uq6vL2SE6OhqeY5ibm6ekpECdCgJFbWxszMnJSU9P37p1K9fFCwoK6HT6ihUrTpw4YWJiIi0tLZiQOBxOX18ffkqvra3lx9u7oqJCSkrq9u3bWFBjX19fFxeXq1evAgBKSkp0dXVv3bo1Z84c2Ort7a2np9fc3FxXV0ej0bS0tLDr3Lp1CwCwaNGiwsJC6DoCSUlJ8fT0BACcO3du48aNIn80c+fOjYiI2LVrF5PJ9PLyevToEfbC8APmks75Om3atAmegBUUFLx7906YnKQdHR3W1tYwPFdAQEBMTIxItBQAgLe397Nnz86cOVNaWqqjo7Nt2zY9Pb3Ozs7i4uLr168DAOTk5H777TcFBQWRrzkCgUAgEAjEZEGCh6ICv/EDAHp6evi/4uDgoLGxcWxsLOemU1paGjPvgVY0Q6FSqbxz0uPxeJHPv6+vLzIyEgAwa9YsEonEqaUAANasWZORkQEdCY4ePTp0OJ1O19LSKiwsNDc3F1hLgWAPgusTOw8OHTrEmXoFh8Pt27cP+5mcnIxpKfD6Xl5esFxdXY3VY8dBu3fv5tRSAAAeHh7q6uqSkpLl5eXCO2YMi7+/P0yM8/Tp06ioKP4HDg4OYodgzs7OWL2ysjI8C2KxWLCDYHR1ddnY2Dx+/BgKGRcXJyotBQCAw+Hi4+MTEhIAAK2trVFRUV5eXnv27IFaira2dkVFxbB+9ggEAoFAIBBfDhI8TJWwpjGZfgEAQkNDh3oJGxoawsLAwMBEz/r/kZ+f39raCgDYtWsXpphxYmZmBl0pXr9+/e7du6EdQkJCCASC8JLIycnBQnd3N59Dtm3bxlWDWUDp6+sPzYwJXSMAAP39/Vgllp19qEkeDof7+++/GQzGu3fvOLfphoaGOP4IDg7mPQVJScmkpCSY8yQsLOz169d8zj0vL+/Dhw8AgA0bNnDpV5j1l8Cxv7q7u21sbKAK5+PjEx8fP6yWIsw63Lp168SJE8Pe/c2bN8HBwU1NTYIJj0AgEAgEAvF5gOexLcbiJo11Iw7TWXAx6oHD1KlTuTK4czFsiCQhgb4ZAAAZGZl79+4N2wc76ygvLx9qSiR8bnUIdmw1bdo0fvrLysoOtcfDFtnAwGDokGEfAfawwsLCGhsbPT09TUxMRHh6MCp6enohISEhISH9/f1eXl4PHjzg50FjLiju7u5cTQ4ODgQCob+/v6ys7PXr12N1Se/p6bG1tcVeDACAyFcjPT3dzc2NxWJJS0v/+9//dnBw0NHR6ejoePHixcmTJ+/du5eenv7kyZPCwsIZM2aMx5ojEAgEAoFAfPrg29raRmrDmrCP/fwgJycnWEI9VVVVaAwjTrBQXZh/Mw+GRrzF4/EqKioikQRbba7zgZGQkZHhsYHGQtyOyuLFi4OCgiIiIhgMRkJCQkJCgpaWloWFhZmZmZWVFXTB5+L333/n81iMz7kcOHDg6tWrz58/Ly4uPnv27M6dO3n37+jogOl9JCQknj9/XllZydVh5syZtbW1AIC0tLSxhhSLj4+HQd6gtnP+/Plt27aZmpqKah0aGhq2bdvGYrFkZGQeP36MnTROmzZt9uzZ69atO3DgQFRUVFVVla+vb3Z29piERyAQCAQCgfhs4KWoYM4SPPxYhiIvLy/O7/FCQqfT+e/c0dHBVaOioiKScx4sCSAAgMtPRgyEh4dbWFiEhISQyWQAAJVKpVKpFy9eBAAYGxsHBga6urpyPlNO1xeRICUllZSUtHz5chaLdejQITs7u7lz5/Lon5mZCVOvsFisoKAgHj3T09PDwsLG9EJCLSUxMbGzs3P//v0AAD8/PzKZPNTRX7B1+PnnnwcHBwEAoaGhmJaCgcPhfvzxRxKJRKVSc3Jy3rx5w5m6HoFAIBAIBOLLQWIkU3gWi9XS0gIAUFNT+4yjD8HwuACA6upq9mj4+PhwL5+IrNEoFAp0lcHiFIuZdevWlZaW1tfXnz171tnZGQtaXVZW5u7uvmnTpnFypscwMTHZu3cvAKC7u9vX15f37bB4X6NCpVIfPXo0VmESExN37NgRGBgIFYmKioq4uDhRzbSiogIW/vnPfw7bQUpKytzcHJbHKeEmAoFAIBAIxKcPfqQMg2QyGbqvDP3o+zmhpqYGC5WVlRP46RrzuFizZs0Ersbs2bN9fX2hnlBZWZmcnJyUlESn00kkUlpaGpaVsqamhk+TJyUlJf5N48LCwuBJQl5e3q+//jqstRUAoKGhAXoTycrKNjc3Y6omF1u2bIGRmi9durR8+XL+F8HPz2/Hjh0AgClTpiQkJMDoW6GhoZs3b+YyhBNsHbBDPB4WkthryX8IOAQCgUAgEIjPDPzTp08bGxux7IcYubm5sGBjYzPRQo4jy5cv//nnnwEADx8+tLe3H7ZPSkoKjUabMmVKUFDQeDj0v3//PjY2FpaHHtqMN2lpaV1dXZKSkt7e3piJFMzrEhUVtWbNmm+++QYAUFxcjCkq9vb2L1++5Ofihw8fPnbsGJ+SyMrKnj9/Hp4z7N69+8aNGyMJDAsODg4jaSmAQ1HJyMg4deoU/xlaOA0dzczMtm/fnpyc3NPTExgYyJX4UrB1wE6rKioqRrJww0J4D/2HiUAgEAgEAvGFIAEAuHz5Mlctg8GAKR0kJCQcHR0nWshxxNraWkZGBgAQFxdXX18/tAOFQvH29g4LCyOTyeOhpfT09Li4uEDvF0tLS2NjYzGvQEpKCjxDePHixdBWLOoU/0GThWH16tVQVWtvbw8MDBzagc1mY6dPvGPE2djYwPjara2td+7cEVikEydOQNWFRCJh2rswYKlv4uLiWCzW0A4VFRWFhYUAAAKBYGZmJpqVRSAQCAQCgZhsSAAAjhw5gtnNAwDYbHZwcDD07XZ1deXy7abT6Xn/x5gSQX4iNDc3c/5UUlKCO+O+vj5HR8eqqirO1sbGRnt7eyaTCQDw9vYWrSQsFqugoMDU1PT+/fsAACKReO7cOfEvyJIlS2Dh4MGD0Mkbo7+/PywsDJZNTEyw+hcvXozqzwPh/zgF4+TJk/DMAaaE5+LZs2fwEENRUREmdhwJGRmZDRs2wDJnQpWxvsDKysonT56E5YCAAM6cQoKtw9atW6EZ2N27d3fu3NnV1cV5u8ePHzs5OcFEN//61794pDlCIBAIBAKB+LzBAwC6urrMzMz8/PyMjY07OzszMjLy8/MBABoaGsePH+caUFVVhRmDvXnzZsGCBRM9Bb7AwvVevHhRUVFRWlra3t4eZiwJDw+/e/fuq1evnjx5YmRk9M033xgaGhIIhFevXmVmZsIt4+7du21tbQW7dWNjo6+vL2fN4OBgS0sLmUzGMkgSicQbN27Mnz9f/Cvj5uYWFRXFYrH++OMPbW1tR0dHdXV1JpNJo9Gys7OhXjd79mwPDw/xyKOgoHDmzBkHB4dhW7HjFGdnZ5gmkgcuLi6wf3Z2dnd3N4yyLcAL7OnpmZyc/PDhQxqNduzYsfDwcGEmKC8vf/HixQ0bNjCZzISEBBKJtGbNGm1t7ba2thcvXsCzFADAwoULxxpYGYFAIBAIBOJzAn/06NHQ0NDu7u7IyEjOBi0tLRKJNDS/4SRl4cKFCgoKdDq9qqoKHqHU1tZCRYVIJN67d2/Tpk1FRUX9/f0kEolEImEDJSUld+7cGR0dLfCt6XR6YmIijw5Lly5NTEzETjbEjKGhYUpKir+/f3d3d11dXUxMzNCly8jIkJeXF5tIGzZs2Lx5M/Qw4YTBYKSnp8Myb7svyNq1a+FD7+3tzcnJ2bp1q2DySEhInD17dsmSJUwmMzIy0tXVVV9fX5gJ2tra5ubmenh4NDU1NTU1YZPCsLOzS05OFueaIxAIBAKBQHxqSAQHBz969Gj79u3z588nEAjTp083MTGJjIx8+vTpV199NdHiiQwFBYWbN2+uXLly6tSpcnJyOjo6nN/jVVRU7t+/n52dDSM7EQgEFRUVU1NTPz+/qqqq2NhYkXunTJs2TUdHx93dPScn56+//pooLQXi5uZWV1f3ww8/rFq1SlNTk0AgKCsrL1myZPPmzXl5ec+ePdPV1RWzSHFxcUOz9xQUFLx//x4AMGvWLBiMizdSUlKbNm2CZU7rLwFYuHDhnj17AAAMBsPf31/4YM3W1tYUCuX06dPr1q2bMWPGlClT5OTk/vGPf3h5ed2/f/+3334TVSJRBAKBQCAQiEkKTrAtV05OjoODQ0NDw6xZs0btTKPRxmTUdPDgQWhyNjAwgEVPXrZsGbZzNTQ0fPnypYGBwbD+32KjqqpKT09vpFZ5eXl1dfXly5c7Ojra2tpKSkoO7TPSBD8zbt68SafTHR0deQTpgpSVlSUkJBQWFjY2NsrKympqajo5Of3rX//inclHgFFDX2AKhQLjU48pUpkwMBiMy5cvX79+nUwmt7S0yMvLz58/f8OGDTt27JhEWorYcrsOnhfWg2uKzw5xCfsFMer/HwyhHxyfjPp8R32F8Hy8IfOCRBBRAzFJCYi7MNEiTD729ZB4d4gijh6xaV/PKOFncTfF8eedbSeCv2ajiiquu4huXcYZvGDDWlpa8Hj8eBuGdXZ2Yu4EhYWFX3/9NY/OFAoFOiQ4ODgYGRmNq2D80NHR0dHRUVVVlZKSYmxsnJiYODSi15gmOElpbm52cHBgMpkNDQ28FZXw8PCQkBAsENbHjx/b2trIZPKZM2eysrJGiocm2CjxvMA8qK6u3rhxI2d049bW1tbW1tLS0piYmNTU1M87LDgCgUAgEAjEqIxZUWGxWHV1defPn3dwcBj2lIAH06ZNc3NzG7XbihUrBJgJhUKBIarmzZsnZkVl+vTpXC4TAwMDzc3NZDK5sbERAFBWVmZhYZGTk4OFpv1yuHTpEgybxpuEhITDhw/Dso2NzbJly7q6urKysmg0Wn19va2tLZlMHnp8J8AoYV5gUUGj0czMzFpbWwEAysrKVlZWBgYGtbW1hYWFVCq1tbV148aNBQUFgv1DQCAQCAQCgfg8GLOi8vjx4xUrVpiZmZ06dWqsY1VUVOLj4yd6yqJn5syZw86LzWY/ePAgMDCwvLy8t7fX3t6+oqJissRJEwnPnz8PCQkZtVtTU9PevXsBAHg8nkQi2dn970gyIiLC1dX12rVrTU1NBw8e5PIzEWyUMC+wSGCz2du2bYNaCnSaxwy9+vv7g4ODo6KiPn786Ofn9+TJk/FI3YNAIBAIBAIxKRjzNuirr75qamr6888/+fFOERJlZWUsE8VkNIvC4XCrVq16+PDh6tWrAQB9fX0+Pj6cTkGTfYLDwmazGxoa8vLyvL29ly1bxpl4ZCRiYmL6+voAAPv378f0DQCAlJRUcnIyfNOuXLlSU1Mj/ChxvsDDUlxcDDPnzJ0798qVK5zuKAQCITIyEoZmLi8vF0l+SQQCgUAgEIhJypgVFSKRqKqqOtFiTyZkZWUvX74MQ83eu3evtLR0oiUaX2xtbefMmWNjY5OUlPTx48dR+7PZ7OvXr8Py9u3buVrl5ORcXFwAACwW67fffhNyFPgEXmBMnoMHDw7rtIMlL8rMzJxAOREIBAKBQCAmlrEpKitXrsThcPDrNYPBuHDhgrm5uaqqKpFIXLRokZeXF5VKFa188I68P37v27cPh8Nhzseenp44HA6Hw9FoNK6eRUVF3t7eCxYsIBKJioqKxsbGAQEBr1694nFrJycnAEB3d3dQUNCcOXNwONzdu3fHOgs1NbXAwEBY5ko/P+wELS0tsXWG9ku6urqysrLTp083NTW9ePEidiyTm5trZ2enpqZGIBC0tbWdnJxGioTGZrNv377t7OxsZGQkLy+vpKS0dOlSDw+P58+fi/aRDQwMjKl/TU0NhUIBAOjp6Q1rF7d+/XpYyMvLE3KUYHz48MHIyAi+VHv37hUyNnFlZSUsLF68eNgOOjo6MMMPlvwRgUAgEAgE4gtEwKhf7e3tTk5OWGhdAEBFRUVFRUVqamp6erqzs/NEz4ub3t5eLy+vK1eucNa0t7c/efLk9OnTO3fujImJweOHX42Ojg4bG5uSkhJhBHB1dYWJxjkXbVRKS0vt7e1h8hAAQF9fX0lJSUlJyaNHj86cOePv78+ZSpJCoVAolOzs7Js3b65bt45rCra2tsXFxZyVbW1tZWVlqampQUFBQmZb5yQzM3NwcBD7uXnzZt4bbkyzsrKyGraDqamprKxsb28vZ4wswUYJQFtb29q1a8vLywEAgYGB0dHROJxQIXnpdDosKCkpDdsBKq6vXr2qr6/v7u6Wk5MT5nYIBAKBQCAQkxRBFBUWi7V169aCggIjI6P169fr6enRaLQLFy7U1NQwGAwvL68VK1aI0wHgwIED3t7eRUVFO3bsAACEh4c7OjoCADQ0NGAHJpO5fv16qCEQCAQbGxsDA4O+vj4ymfzgwQMAwOnTp9++fUsikYbuQdlsto+PD6alaGhoTJ06VQAhFyxYoKSk9OHDh9ra2ubmZn6sjxoaGmxtbVtbW93c3L7++uv+/v5r167BTX9iYmJFRUVJSYmCgoK3t/fixYvfvn0bHx/f0NDAZDJ9fX2pVCoW0orJZG7ZsgVqKfLy8hs3btTU1Pz48ePjx4/v3LkDAIiIiFi6dOnGjRtF8ji48qlzJtYclurqaliYOXPmsB3weLyqqiqNRnv79m1vb6+srKzAo8YKnU63srJ6+vQpAGDXrl2nTp0SUksBAEyfPh0WsMwtXAwODsLDIgAAjUYzNDQU8o4IBAKBQCAQkxFBFJW7d+8ODg4GBAT89NNPU6ZMgZV79uyxsLAoLS3t6urKz8/38PAQ2xxUVVXhlhT+VFdX58qkHh0dDbUUc3PzlJQUTU1NrAmK2tjYmJOTk56evnXrVq6LFxQU0On0FStWnDhxwsTERFpaWjAhcTicvr5+UVERAKC2tpYfRaWiokJKSur27dtYUGNfX18XF5erV68CAEpKSnR1dW/dujVnzhzY6u3traen19zcXFdXR6PRtLS0sOvcunULALBo0aLCwkJsowwASElJ8fT0BACcO3dOVIrKWGlpaYEFHvkuFRUV4fNtbm6eN2+ewKPGREdHh7W1dVlZGQAgICAgJiZGeC0FALB48eIbN24AAG7fvj1sspS8vDzMfK6rq0sES4xAIBAIBAIxCREk+Ong4KCxsXFsbCympQAApKWloWkTAADayQyFSqXieDKS8ZUw9PX1RUZGAgBmzZpFIpE4tRQAwJo1azIyMmAQ2KNHjw4dTqfTtbS0CgsLzc3NBdZSINiWur29nc8hhw4d4ky9gsPh9u3bh/1MTk7GtBR4fS8vL1jGDhwAANhx0O7duzm1FACAh4eHurq6pKRkeXm5kK4XAtPT08O1PkPBrKSwzoKN4p+uri4bG5vHjx8DAPz9/ePi4kSipQAAMMPI+Pj4Z8+ecbW+f//ez88P+9nd3S2SmyIQCAQCgUBMOgTM0hAaGjo0wwNmozJWd+pxJT8/H+as2LVr17BeAWZmZtbW1gCA169fv3v3bmiHkJAQAoEgvCSYswH/u89t27Zx1WDGQvr6+kMTAuro6MBCf38/VonZgL19+5arPw6H+/vvvxkMxrt37zg34oaGhjj+CA4OFnJZYIhhAAAPmzqsCQt2LNgoPunu7sa8knx8fOLj44fVUgRbJUNDQ5j2lMFgmJqanjhx4vnz5z09PS9fvvz555/19fVhklCISF48BAKBQCAQiMkI/vXr1//4xz/GOmzZsmVDK0c9cJg6dSpXBncuxiO9HeZBLiMjc+/evWH7YF/ly8vL1dXVuVq5HNMFBvuuD2M6jYqsrOxQgyVskQ0MDIYOGfYRYA8rLCyssbHR09PTxMREVOcDwoPJzEN/6+zshAVs4y7YKH7o6enhCjwg8rU6e/ZsTU1NcXFxX1/foUOHDh06xNm6bNkyOTk5aKyIPOkRCAQCgUB8seDT0tIwky0+kZOTEywThaqqakJCgphn2NDQAAvff//9qJ2xre3/WyA8njMlnzC0tbXBApf91UjIyMjw2CLz7x2+ePHioKCgiIgIBoORkJCQkJCgpaVlYWFhZmZmZWU1e/bsoUN+//13Po/F+JwLD7BcItj68Fg6bOMu2Ch+iI+PZzAYAAACgdDf33/+/Plt27aZmpqKcJWIRGJ+fn54ePipU6c4vVDweLyvr294eDg84gMAKCgoCLm8CAQCgUAgEJMUfHp6elhY2Ji+GcvLy3863+NHBYsGyw8dHR1cNSoqKiI552Gz2VjCFi4/GTEQHh5uYWEREhJCJpMBAFQqlUqlXrx4EQBgbGwcGBjo6urK+Uw5XV/GG0wP5KFyYF492NmXYKP4AWopiYmJnZ2d+/fvBwD4+fmRyWROjyzhV4lAIISFhQUFBRUXF1Op1IGBAXV19dWrV0NRoQmilJSUOB8EAoFAIBAIxCcFnkqlPnr0aPny5RMtyXiBfXqvrq4eNhosb0RljUahUKCrDIxTLP51WLdu3bp16xoaGnJzcwsKCoqLi//++28AQFlZmbu7O4lEyszMnBD9E/OraWpqGrYDi8WCMb7U1NSwEwbBRvFJYmLijh07BgcHf/nllxcvXlRUVMTFxf373/8W+dylpaXXrFmzZs0azsrBwUGoqOjo6IxHeAkEAoFAIBCISQEeAHDp0qXPWFFRU1ODhcrKSgEUFVFx6dIlWODalYqZ2bNn+/r6+vr6stnsysrK5OTkpKQkOp1OIpHS0tJcXV1ht5qaGj6NmpSUlIQ0jcNiMIyUCpNMJkNHFM6MIoKN4gc/Pz+YkGfKlCkJCQkrV64EAISGhm7evJnLTG6cVun27dswFsKqVauEWVgEAoFAIBCISQ0eAJCRkXHq1Kmhli2fB8uXL//5558BAA8fPrS3tx+2T0pKCo1GmzJlSlBQ0Hg49L9//z42NhaWfXx8xLwCaWlpXV1dkpKS3t7e2JkJzOsSFRW1Zs2ab775BgBQXFyMKSr29vZ8JnQ/fPjwsWPHhBFPS0tLU1Ozpqbm6dOnjY2NWJpOjNzcXFjgzDoi2Ch+4LQTMzMz2759e3Jyck9PT2BgYFZWFmdPwVapurraysoKAPDNN9+cOXNmaOdff/0VFhwcHIRZWAQCgUAgEIhJjQQAoLW1FWYo/yyxtraWkZEBAMTFxdXX1w/tQKFQvL29w8LCyGTyeGgpPT09Li4u0PvF0tLS2NhYzCuQkpICTwlevHgxtHXGjBmwMFEpO3A4nJOTEyxfvnyZq5XBYFy/fh0AICEh4ejoKOQoAThx4gRUXUgkEqb8CIO2tjaTyayrq0tNTYXWgJy8efMmOzsbdvv6669FudAIBAKBQCAQk4r/7cvT0tKwKjqdnvd/CJApb8Jpbm7m/KmkpAQPMfr6+hwdHauqqjhbGxsb7e3tmUwmAMDb21u0krBYrIKCAlNT0/v37wMAiETiuXPnxL8gS5YsgYWDBw8ODg5yNvX394eFhcGyiYkJVv/ixQs2fwh5nALZs2cPVCaPHDlSUVGB1bPZ7ODgYBiEwNXVlSsIgWCjxvp6Kysrnzx5EpYDAgI4U7IItko4HA7mfOzp6fnuu+84A83V1tZu2LAB2n0dPXoUOaggEAgEAoH4kvnfTig7O7u7uxtGca2qqsKsZd68ebNgwYKJFpIvsHC9Fy9eVFRUlJaWtre3hxlLwsPD7969++rVqydPnhgZGX3zzTeGhoYEAuHVq1eZmZlwX7h7925bW1vBbt3Y2Ojr68tZMzg42NLSQiaTsQySRCLxxo0b8+fPF//KuLm5RUVFsVisP/74Q1tb29HRUV1dnclk0mi07OxsqNfNnj3bw8ND/LJBZsyYER0d7e/v39XVZWZm5ufnZ2xs3NnZmZGRkZ+fDwDQ0NA4fvy4SEYJ8Hp7enomJyc/fPiQRqMdO3YsPDxcyPkeOXIkNze3urr6zp07urq6Dg4OM2bMeP36dVZW1sePHwEAPj4+mzdvnqjHgUAgEAgEAvEpgFdQUKDT6b29vTk5OVu3bp1oeQRn4cKFcC5VVVXwCKW2thYqKkQi8d69e5s2bSoqKurv7yeRSCQSCRsoKSm5c+fO6OhogW9Np9MTExN5dFi6dGliYiJ2siFmDA0NU1JS/P39u7u76+rqYmJihi5dRkaGvLz8hIgH8fPz+/DhQ2hoaHd3d2RkJGeTlpYWiUQamohT4FFjRUJC4uzZs0uWLGEymZGRka6urvr6+sJcUE5OLisry8nJqaqq6t27d2fPnuVs3bVrV2Rk5CSKAI5AIBAIBAIxHkhs2rQJljitvyYjCgoKN2/eXLly5dSpU+Xk5HR0dKSkpLBWFRWV+/fvZ2dnw9hNBAJBRUXF1NTUz8+vqqoqNjZW5N4p06ZN09HRcXd3z8nJ+euvvyZKS4G4ubnV1dX98MMPq1at0tTUJBAIysrKS5Ys2bx5c15e3rNnz3R1dSdQPEhwcPCjR4+2b98+f/58AoEwffp0ExOTyMjIp0+ffvXVV6IdNVYWLly4Z88eAACDwfD392ez2UJe0MDAoLy8PDo62tLSUl1dXUZGRltb28vLq6SkJDY2lvPVRSAQCAQCgfgywV+4cOHChQucVcuXL2ez2Tk5OQ4ODtLS0pxNf/75J49rKSsr897AUalUfr4THzx4EFrsDAwMBAcHw8q2trZR0/aZmZkVFRWN1IrD4TZs2LBhwwY+l4b3ZEcFh8NJSEjw1n9GmuDdu3dHGiItLc1jkV1cXFxcXIZtUlRUDA0NDQ0NFWZSApCXlyfAouFwOBwOx2azmUwm9CAS1SgerzdvIiMjuQ5thERCQkJFRUVWVhaHwzEYjPb29oqKivz8fC0tLSEjPosQxvnRvKp8dky0jP9jymiSDI46Fz4uMir83CVm9x9iWJD/TDMVw11GVal7j4x+VCv73w7hLzLqyo96lwFxR2REIBB8/aXaBz6J/2hwN8UhhnjuIh5wN0fvw7YbpcOI3rotLS14PF4kljMC09nZibkTFBYW8g6CRKFQYK4SBwcHIyOjCRQb0tHR0dHRUVVVlZKSYmxsnJiYODTe15gmOFnYs2fPUOsyLoqKimB+Ek7Cw8NDQkJYLBb8+fHjx7a2NjKZfObMmaysrJGipQk2asJf7+rq6o0bN3JGN25tbW1tbS0tLY2JiUlNTR1rVGUEAoFAIBCIz4xhFBUWi1VXV3f+/HkHBwdJSUkR3mzatGlubm6jdluxYoUAF6dQKDCA1bx588SsqEyfPv27777jrBkYGGhubiaTyY2NjQCAsrIyCwuLnJwcS0tLcQo2IVRXVwswKiEh4fDhw7BsY2OzbNmyrq6urKwsGo1WX19va2tLJpNnzZol/Kjxe735h0ajmZmZwdjEysrKVlZWBgYGtbW1hYWFVCq1tbV148aNBQUFgv1DQCAQCAQCgfg8GEZRefz48YoVK8zMzE6dOiXam6moqMTHx0/0lEXPzJkzh50Xm81+8OBBYGBgeXl5b2+vvb19RUXFZImiJjBQUZk6dSoPtxwux/2mpqa9e/cCAPB4PIlEsrP730FgRESEq6vrtWvXmpqaDh48yOVGJdio8Xu9+YTNZm/btg1qKXZ2dsnJyZihV39/f3BwcFRU1MePH/38/J48eTIeiX0QCAQCgUAgJgXDKCpfffVVU1OTqqrqRMs2utPLJw4Oh1u1atXDhw/t7OwKCwv7+vp8fHwKCgowR53JPsGhDA4O1tbWAgDWrl2bmZnJ56iYmJi+vj4AwP79+zF9AwAgJSWVnJxcUlLy9u3bK1euHD16lDMpimCjJvz1Li4uhnl15s6de+XKFSKRiDURCITIyEgKhZKdnV1eXp6bm7t+/fqJkhOBQCAQCARiYhnmey2RSPwUtJTPBllZ2cuXL8MzhHv37pWWlk60RONIbW0t9GLnP4Avm82GWeQBANu3b+dqlZOTg+EBWCzWb7/9JuQo8Am83pg8Bw8e5NRSMLDcL/xreggEAoFAIBCfH2MzLFm5ciUOh4NfrxkMxoULF8zNzVVVVYlE4qJFi7y8vKhUqmjlg3cc6pzAyb59+3A4HOZ87OnpCaM/0Wg0rp5FRUXe3t4LFiwgEomKiorGxsYBAQEwhflIt3ZycgIAdHd3BwUFzZkzB4fD8QjJNRJqamqBgYGwzJWcftgJWlpaYusM7Zd0dXVlZWWnT59uamp68eJF7BwmNzfXzs5OTU2NQCBoa2s7OTm9ePFiWBnYbPbt27ednZ2NjIzk5eWVlJSWLl3q4eHx/PlzET6vN2/ewIKenh6fQ2pqaigUChwyrF0cdqrAGUBMsFGC8eHDByMjI/hS7d27V8hDsMrKSlhYvHjxsB10dHRg/p/CwkIhJUcgEAgEAoGYvOAFG9be3u7k5FRQUIDVVFRUVFRUpKampqenOzs7T/S8uOnt7fXy8rpy5QpnTXt7+5MnT06fPr1z586YmBg8fvjV6OjosLGxKSkpEUYAV1fXI0eOAAA4F21USktL7e3t379/D3/29fWVlJSUlJQ8evTozJkz/v7+nIkmKRQKtBq6efPmunXruKZga2tbXFzMWdnW1lZWVpaamhoUFCR8tnUI5knPv6KCaVZWVlbDdjA1NZWVle3t7eWMkSXYKAFoa2tbu3ZteXk5ACAwMDA6OlrIVIx0Oh0WlJSUhu0AFddXr17V19d3d3fLyckJczsEAoFAIBCISYogrrosFmvr1q0FBQVGRkYhISHp6enh4eHQDYDBYHh5eb19+1acczhw4EBlZSV2UhEeHl5ZWVlZWamhoQFrmEzm+vXroZZCIBAcHBwOHz68d+9eCwsL2OH06dNOTk7Dfilns9k+Pj6YlqKhoTF16lQBhFywYAHcmNbW1jY3N/MzpKGhwdbWtqmpyc3NLSkp6cyZM6tXr4ZNiYmJK1euTExMVFBQ2LdvX1pa2okTJ2bPng0n6+vry5lFhMlkbtmyBWop8vLynp6eR48ePXz48Nq1a2GHiIiIrKwskTwLeKICt9oRERHm5uZqamoyMjKampru7u53794dusiYbjNz5sxhr4nH46Gx1tu3b3t7e4UZNVbodLqVldXTp08BALt27Tp16pTwCeOnT58OC/BEaCiDg4NY09BTQQQCgUAgEIgvBEFOVO7evTs4OBgQEPDTTz9NmTIFVu7Zs8fCwqK0tLSrqys/P9/Dw0Nsc1BVVVVVVcW2dOrq6lx51qOjo+E5hrm5eUpKCqdrNRS1sbExJycnPT1969atXBcvKCig0+krVqw4ceKEiYnJmFIEcoLD4fT19WE+ytraWn7cJCoqKqSkpG7fvo0FNfb19XVxcbl69SoAoKSkRFdX99atW3PmzIGt3t7eenp6zc3NdXV1NBpNS0sLu86tW7cAAIsWLSosLMQ2ygCAlJQUT09PAMC5c+c2btwo/LOA+gMejzcwMGhpacHqa2tra2trf/31Vzs7u9TUVE4ZsG48EnoqKirC59vc3Dxv3jyBR42Jjo4Oa2vrsrIyAEBAQEBMTIzwWgoAYPHixTdu3AAA3L59e9hkKXl5eQMDA7Dc1dUl/B0RCAQCgUAgJiOCnKgMDg4aGxvHxsZiWgoAQFpaGpo2AQCgncxQYGZ6HoxkfCUMfX19MKH4rFmzSCQSp5YCAFizZk1GRgYMAnv06NGhw+l0upa8KDFqAACAAElEQVSWVmFhobm5ucBaCgTbUre3t/M55NChQ5ypV3A43L59+7CfycnJmJYCr+/l5QXLnMlMsOOg3bt3c2oIAAAPDw91dXVJScny8nKRxB+D9x0cHGxpaZk/f76fn99///tfd3d3zLf+5s2bNjY2Hz9+xIb09PRwrc9QMCsprLNgo/inq6vLxsbm8ePHAAB/f/+4uDiRaCkAAMwwMj4+/tmzZ1yt79+/9/Pzw352d3eL5KYIBAKBQCAQkw4BszSEhoYOzfBgaGgIC9j34E+B/Px8mLNi165dw3oFmJmZWVtbAwBev3797t27oR1CQkIIBILwkmDOBvzvPrdt28ZVo62tDQv6+vpDEwLq6OjAQn9/P1aJpTUcapKHw+H+/vtvBoPx7t07zo24oaEhjj+Cg4OxUX19fQ0NDbAcFhZWXV195syZsLCwX3755cWLF0lJSdBq7tGjR1B1xEbBAg+bOqwJM+ISbBSfdHd3Y15JPj4+8fHxw2opgq2SoaEhTHvKYDBMTU1PnDjx/Pnznp6ely9f/vzzz/r6+jBJKEQkLx4CgUAgEAjEZAT/+vXrf/zjH2MdtmzZsqGVox44TJ06lSuDOxfjkd4O8yCXkZG5d+/esH2wr/Ll5eXq6upcrVyO6QKDfdeHMZ1GRVZWdqjBErbIBgYGQ4cM+wiwhxUWFtbY2Ojp6WliYiKq8wFO+vr6QkNDAQD6+vqbN2/mbMLhcNu3b2cymTt27AAAnDp1KigoCB6gYTLz0N86OzthAdu4CzaKH3p6ergCD4h8rc6ePVtTU1NcXNzX13fo0KFDhw5xti5btkxOTg4aKyJPegQCgUAgEF8s+LS0NMxki0/k5OQEy0ShqqqakJAg5hli3/i///77UTtjW9v/t0B4PJY4XEja2tpggcv+aiRkZGR4bJFlZWX5vO/ixYuDgoIiIiIYDEZCQkJCQoKWlpaFhYWZmZmVlRV0wefi999/5/NYjHMuioqKP/zwA4/OXl5eUVFR1dXV7e3tpaWl8EQIyyWCrQ+PpcM27oKN4of4+HgGgwEAIBAI/f3958+f37Ztm6mpqahWCQqfn58fHh5+6tQpTi8UPB7v6+sbHh4Oj/gAAAoKCvxLjkAgEAgEAvE5gU9PTw8LCxvTN2N5efnx+B4/TmDRYPmho6ODq0ZFRUUk5zxsNhtL2MLlJyMGwsPDLSwsQkJCyGQyAIBKpVKp1IsXLwIAjI2NAwMDXV1dOZ8pp+uLCJGQkDA2NoZ+LDU1NVBRwfRAHioH5tWDnX0JNoofoJaSmJjY2dm5f/9+AICfnx+ZTOb0yBJ+lQgEQlhYWFBQUHFxMZVKHRgYUFdXX716NRQVmiBKSUmN04NAIBAIBAKB+PTBU6nUR48eLV++fKIlGS+wT+/V1dWYgwf/iMoajUKhQFcZLE6xmFm3bt26desaGhpyc3MLCgqKi4v//vtvAEBZWZm7uzuJRMrMzBSD/okpaZjfCOZX09TUNOwQFosFY3ypqalhJwyCjeKTxMTEHTt2DA4OQu+aioqKuLi4f//73yJfDWlp6TVr1qxZs4azcnBwECoqOjo64xFeAoFAIBAIBGJSgAcAXLp06TNWVNTU1GChsrJSAEVFVFy6dAkWuHalYmb27Nm+vr6+vr5sNruysjI5OTkpKYlOp5NIpLS0NFdXV9itpqaGT6MmJSUl7HDj7du3DAYDh8PNnTt3pP6YpzhmPYjFYBgpFSaZTIaOKFhPgUfxg5+fH3SkmTJlSkJCwsqVKwEAoaGhmzdv5jKTE2yVRuX27dswFsKqVavGJDkCgUAgEAjE54QEACAjI2NwcHCiJRkvMB3s4cOHI/VJSUn54YcffvzxRxaLNR4yvH//PjY2FpZ9fHzEvAJpaWkJCQnnz5/nDEAM87pERUWlp6fDGk73cXt7ez3+wOYFANi3b9/8+fPnzZsHMyQOhc1mYwF5jY2NYUFLSwseszx9+pQz4BVGbm4uLHBmHRFsFD9w2omZmZlt374dANDT0xMYGMjVU7BVqq6unjdv3rx58/z9/YcV4Ndff4UFBwcHoR48AoFAIBAIxGRGAgDQ2tp6586diZZkvLC2tpaRkQEAxMXF1dfXD+1AoVC8vb3DwsLIZPJ4hB3r6elxcXGB3i+WlpbYBl1spKSkwFOCFy9eDG2dMWMGLAifsgML6Xb8+PFhs7JkZWVBRWXZsmWzZs2ClTgczsnJCZYvX77MNYTBYFy/fh0AICEh4ejoiNULNkoATpw4AVUXEomEKT/CoK2tzWQy6+rqUlNToTUgJ2/evMnOzobdvv76a+Fvh0AgEAgEAjFJ+d++PC0tDaui0+l5/4cAmfImnObmZs6fSkpK8BCjr6/P0dGxqqqKs7WxsdHe3p7JZAIAvL29RSsJi8UqKCgwNTW9f/8+AIBIJJ47d078C7JkyRJYOHjwINfRWX9/f1hYGCybmJhg9S9evGDzx7Fjx7BR69atgwZdV69eDQkJ4TSLYrPZ2dnZvr6+8CdXoLk9e/ZAZfLIkSMVFRWco4KDg2EQAldXV64gBIKNGuvrraysfPLkSVgOCAjgTMki2CrhcDiY87Gnp+e7777jDDRXW1u7YcMGaPd19OhR5KCCQCAQCATiS+Z/O6Hs7Ozu7m4YxbWqqgqzlnnz5s2CBQsmWki+wML1Xrx4UVFRUVpa2t7eHmYsCQ8Pv3v37qtXr548eWJkZPTNN98YGhoSCIRXr15lZmbCfeHu3bttbW0Fu3VjYyO2BYfA1OxkMhnLIEkkEm/cuDF//nzxr4ybm1tUVBSLxfrjjz+0tbUdHR3V1dWZTCaNRsvOzoZ63ezZsz08PIS8kZSU1NmzZzdt2gQA+PHHH9PT062srGbOnNnY2Pj06dPS0lLYbf/+/Vj4XciMGTOio6P9/f27urrMzMz8/PyMjY07OzszMjLy8/MBABoaGsePH+e6nWCjBHi9PT09k5OTHz58SKPRjh07Fh4eLuRCHTlyJDc3t7q6+s6dO7q6ug4ODjNmzHj9+nVWVtbHjx8BAD4+PlyJaBAIBAKBQCC+NPAKCgp0Or23tzcnJ2fr1q0TLY/gLFy4EM6lqqoKHqHU1tZCRYVIJN67d2/Tpk1FRUX9/f0kEolEImEDJSUld+7cGR0dLfCt6XR6YmIijw5Lly5NTEzETjbEjKGhYUpKir+/f3d3d11dXUxMzNCly8jIkJeXF/5eGzduTE1N3b17d1tbW21tLdeySElJHT16FMb85cLPz+/Dhw+hoaHd3d2ceesBAFpaWiQSaWgiToFHjRUJCYmzZ88uWbKEyWRGRka6urrq6+sLc0E5ObmsrCwnJ6eqqqp3796dPXuWs3XXrl2RkZGTKAI4AoFAIBAIxHggAb9/g/+/9ddkREFB4ebNmytXrpw6daqcnJyOjo6UlBTWqqKicv/+/ezsbBi7iUAgqKiomJqa+vn5VVVVxcbGitw7Zdq0aTo6Ou7u7jk5OX/99ddEaSkQNze3urq6H374YdWqVZqamgQCQVlZecmSJZs3b87Ly3v27Jmurq4I70Wj0Y4fP/7Pf/5TU1NTSkpKQUFhyZIlQUFBFArlwIEDI23Bg4ODHz16tH379vnz5xMIhOnTp5uYmERGRj59+vSrr74a6XaCjRorCxcu3LNnDwCAwWD4+/sP64EzJgwMDMrLy6Ojoy0tLdXV1WVkZLS1tb28vEpKSmJjYzlfXQQCgUAgEIgvE/yFCxcuXLjAWbV8+XI2m52Tk+Pg4CAtLc3ZdOnSpfnz5zc2NvL+3Hv69OnTp08DAA4ePHj8+PF58+b19/fDMLJ5eXnLli3DAisZGhq+fPnSwMBgWD9vAMCff/45tHKkzmZmZkVFRSNJhcPhNmzYsGHDhqFNVVVVenp6w45qbGxUUFBQV1dfvny5o6Ojra2tpKQkbNLV1cU2rAMDA1icXM4JjsqwE7x79+5I/aWlpXnskl1cXFxcXIZtUlRUDA0NDQ0N5VOwYbl58yadTnd0dMSy0wzL1KlTLS0tKRRKXV2dxP8hLy8/depU3tfH4XCwMw6Hw+FwbDabyWRCDyJRjeLxevMmMjKS69BGSCQkJFRUVGRlZXE4HIPBaG9vr6ioyM/P19LS4j+W8YQjrMYGAABASn30hZUdrcOU/452kSOjnxkKPx2GKBbkc0L2vx3CXwSBQCDGG7adsFfA3ZzoOXyOjOit29LSgsfjRWI5AwDo7OzEHAMKCwt5hzOiUCgw64iDg4ORkdFELxHo6Ojo6OioqqpKSUkxNjZOTEwcGrlrTBOcpDQ3Nzs4ODCZzIaGBt6KSnh4eEhICBbr+ePHj21tbWQy+cyZM1lZWSPFPRPnKNG+3gJQXV29cePGly9fYjWtra2tra2lpaUxMTGpqaljjaqMQCAQCAQC8ZkxjKLCYrHq6urOnz/v4OCAnR5wMW3aNDc3t1GvvmLFCgFkolAoMBTVvHnzxKyoTJ8+HYuxCxkYGGhubiaTyTBZR1lZmYWFRU5OjqWlpTgF+xS4dOnSqIcbAICEhITDhw/Dso2NzbJly7q6urKysmg0Wn19va2tLZlMxmITi38UP6/3eEOj0czMzGBsYmVlZSsrKwMDg9ra2sLCQiqV2traunHjxoKCAsH++SAQCAQCgUB8HgyjqDx+/HjFihVmZmanTp0aaZiKikp8fPxECy96Zs6cOey82Gz2gwcPAgMDy8vLe3t77e3tKyoqJks8NJHw/PnzkJCQUbs1NTXt3bsXAIDH40kkkp3d/05SIyIiXF1dr1271tTUdPDgQS6HKHGO4uf1HlfYbPa2bduglmJnZ5ecnIwZevX39wcHB0dFRX38+NHPz+/JkyfjkdgHgUAgEAgEYlIwzDboq6++ampq+vPPP4d+wBYYZWVlLKfEZDSLwuFwq1atevjw4erVqwEAfX19Pj4+nL4ik32Cw8JmsxsaGvLy8ry9vZctW8aZQmQkYmJi+vr6AAD79+/HNAcAgJSUVHJyMnyjrly5UlNTM1GjxuP1HhPFxcUwr87cuXOvXLnC6Y5CIBAiIyNhQvry8nKR5JdEIBAIBAKBmKQMo6gQiUSYtg/Bhays7OXLl2EY33v37mGJQT5XbG1t58yZY2Njk5SUBPN78IbNZsN88ACA7du3c7XKyclBR38Wi/Xbb79NyCjwCbzemDwHDx4c1tUHy/2SmZk5gXIiEAgEAoFATCwSAAAGg3HhwgVzc3NVVVUikbho0SIvLy8qlSraO61cuRKHw/H+jL1v3z4cDoe5EXt6esI4TjQajatnUVGRt7f3ggULiESioqKisbFxQEAATEY+0q2dnJwAAN3d3UFBQXPmzMHhcDyCa42EmppaYGAgLHOlmR92gpaWljgcDn7vh5ZIurq6srKy06dPNzU1vXjxInYsk5uba2dnp6amRiAQtLW1nZycRgpuxmazb9++7ezsbGRkJC8vr6SktHTpUg8Pj+fPn4v2kXGmlueHmpoaCoUCANDT0xvWLm79+vWwkJeXNyGjBOPDhw9GRkbwVdy7d6+QsYkrKythYfHixcN20NHRgfl/CgsLhZQcgUAgEAgEYvKCb29vd3JywkLrAgAqKioqKipSU1PT09OdnZ0nWkJuent7vby8rly5wlnT3t7+5MmT06dP79y5MyYmBo8fPppZR0eHjY1NSUmJMAK4uroeOXIEAMC5aKNSWlpqb2///v17+LOvr6+kpKSkpOTRo0dnzpzx9/fnzI1IoVAoFEp2dvbNmzfXrVvHNQVbW9vi4mLOyra2trKystTU1KCgIOHzpmNkZmYODg5iPzdv3sx764xpVlZWVsN2MDU1lZWV7e3t5Yx2Jc5RAtDW1rZ27dry8nIAQGBgYHR0tJCpGOl0OiwoKSkN2wGqu69evaqvr+/u7paTkxPmdggEAoFAIBCTFPzWrVsLCgqMjIzWr1+vp6dHo9EuXLhQU1PDYDC8vLxWrFghTlP+AwcOeHt7FxUV7dixAwAQHh7u6OgIANDQ0IAdmEzm+vXroYZAIBBsbGwMDAz6+vrIZPKDBw8AAKdPn3779i2JRBq6m2Sz2T4+PpiWoqGhMWpaj2FZsGCBkpLShw8famtrm5ub+bEjamhosLW1bW1tdXNz+/rrr/v7+69duwY3/YmJiRUVFSUlJQoKCt7e3osXL3779m18fHxDQwOTyfT19aVSqVhwKiaTuWXLFqilyMvLb9y4UVNT8+PHj48fP75z5w4AICIiYunSpRs3bhTJ4+DKVT9qFsLq6mpYmDlz5rAd8Hi8qqoqjUZ7+/Ztb2+vrKysmEeNFTqdbmVl9fTpUwDArl27Tp06JXzC+OnTp8MChULR1tYe2mFwcBAeFgEAaDSaoaGhkHdEIBAIBAKBmIzg//jjj4CAgJ9++mnKlCmwas+ePRYWFqWlpV1dXfn5+R4eHmKTRlVVFW4u4U91dXWujOnR0dFQSzE3N09JSdHU1MSaoKiNjY05OTnp6elbt27lunhBQQGdTl+xYsWJEydMTEzGlOyPExwOp6+vDzNL1tbW8qOoVFRUSElJ3b59Gwtq7Ovr6+LicvXqVQBASUmJrq7urVu35syZA1u9vb319PSam5vr6upoNJqWlhZ2nVu3bgEAFi1aVFhYiG15AQApKSmenp4AgHPnzolKURkrLS0tsMAj36WioiJ8vs3NzfPmzRPzqDHR0dFhbW1dVlYGAAgICIiJiRFeSwEALF68+MaNGwCA27dvD5ssJS8vDzO66+rqEv6OCAQCgUAgEJMRCWNj49jYWExLAQBIS0tD0yYAALR4GQqVSsXxZCTjK2Ho6+uDqcFnzZpFIpE4tRQAwJo1azIyMmA416NHjw4dTqfTtbS0CgsLzc3NBdZSINjmuL29nc8hhw4d4ky9gsPh9u3bh/1MTk7GtBR4fS8vL1jGjg4AANhx0O7duzm1FACAh4eHurq6pKRkeXm5kE4UAtPT08O1PkPB7J2wzuIcxT9dXV02NjaPHz8GAPj7+8fFxYlESwEAYOaU8fHxz54942p9//69n58f9rO7u1skN0UgEAgEAoGYdEiEhoYOzdWAWZuM1Z16XMnPz4fZJ3bt2jWsfb+ZmZm1tTUA4PXr1+/evRvaISQkhEAgCC8J5jbA/z5y27ZtXDWY2Y++vv7Q1H46Ojqw0N/fj1ViNmBv377l6o/D4f7++28Gg/Hu3TvOLbWhoSGOP4KDg4VcFhgsGADAw6YOa8KCHYtzFJ90d3djvkw+Pj7x8fHDaimCra2hoSFMlspgMExNTU+cOPH8+fOenp6XL1/+/PPP+vr6MLUoRCSvKwKBQCAQCMRkBL9s2bKhtaMeOEydOpUrgzsX45GoDvMgl5GRuXfv3rB9sO/r5eXl6urqXK1cjukCg32hh9GZRkVWVnao6RG2yAYGBkOHDPsIsIcVFhbW2Njo6elpYmIiqi/9woPJzEN/6+zshAVsCy7OUfzQ09PDFa5A5Ct89uzZmpqa4uLivr6+Q4cOHTp0iLN12bJlcnJy0MQRedIjEAgEAoH4YsELllNCVVU1ISFBzLI2NDTAwvfffz9qZ2yT+v+misdzJtcThra2Nljgsr8aCRkZGR6bXf79vBcvXhwUFBQREcFgMBISEhISErS0tCwsLMzMzKysrGbPnj10yO+//87nsRifc+EBlhUEWx8eS4dtwcU5ih/i4+MZDAYAgEAg9Pf3nz9/ftu2baampiJcWyKRmJ+fHx4efurUKU4vFDwe7+vrGx4eDg8GAQAKCgpjfAgIBAKBQCAQnwn4T+d7/KhgcV35oaOjg6tGRUVFJOc8bDYbS9jC5ScjBsLDwy0sLEJCQshkMgCASqVSqdSLFy8CAIyNjQMDA11dXTmfKafry3iD6YE8lAfMqwc7+xLnKH6AWkpiYmJnZ+f+/fsBAH5+fmQymdOPS/i1JRAIYWFhQUFBxcXFVCp1YGBAXV199erVUFRouCglJSXOx4dAIBAIBALxSSF6l/fxA/uIXl1dPWxcV96IyhqNQqFAVxkYp1j867Bu3bp169Y1NDTk5uYWFBQUFxf//fffAICysjJ3d3cSiZSZmTkh+ifmV9PU1DRsBxaLBaN1qampYWcF4hzFJ4mJiTt27BgcHPzll19evHhRUVERFxf373//W+QrJi0tvWbNmjVr1nBWDg4OQkVFR0dnPIJSIBAIBAKBQEwKJtM2SE1NDRYqKysFUFRExaVLl2CBa38pZmbPnu3r6+vr68tmsysrK5OTk5OSkuh0OolESktLc3V1hd1qamr4NE9SUlIS0jQOi8EwUipMMpkMXUo4c4OIcxQ/+Pn5wTQ+U6ZMSUhIWLlyJQAgNDR08+bNXMZ147S2t2/fhhEUVq1aNSbJEQgEAoFAID4nJpOisnz58p9//hkA8PDhQ3t7+2H7pKSk0Gi0KVOmBAUFjYdD//v372NjY2HZx8dHzCuQlpbW1dUlKSnp7e2NnZnAvC5RUVFr1qz55ptvAADFxcWYomJvb89navbDhw8fO3ZMGPG0tLQ0NTVramqePn3a2NiIpenEyM3NhQXO/CHiHMUPnHZiZmZm27dvT05O7unpCQwMzMrK4uwp2NpWV1dbWVkBAL755pszZ84M7fzrr7/CgoODgzCPA4FAIBAIBGJSI/qt/PhhbW0tIyMDAIiLi6uvrx/agUKheHt7h4WFkcnk8dBSenp6XFxcoPeLpaWlsbGxmFcgJSUFfu9/8eLF0NYZM2bAwkQl38DhcE5OTrB8+fJlrlYGg3H9+nUAgISEhKOj44SMEoATJ05A1YVEImHKjzBoa2szmcy6urrU1FRoQ8jJmzdvsrOzYbevv/5a+NshEAgEAoFATFI+aUWlubmZ86eSkhI8xOjr63N0dKyqquJsbWxstLe3ZzKZAABvb2/RSsJisQoKCkxNTe/fvw8AIBKJ586dE/+CLFmyBBYOHjw4ODjI2dTf3x8WFgbLJiYmWP2LFy/Y/CHkcQpkz549UJk8cuRIRUUFVs9ms4ODg2EQAldXV64gBOIcRafT8/4PfhJBKisrnzx5EpYDAgI4U7IItrY4HA7mfOzp6fnuu+84w9PV1tZu2LAB2n0dPXoUOaggEAgEAoH4kvkUd0JYuN6LFy8qKipKS0vb29vDjCXh4eF379599erVkydPjIyMvvnmG0NDQwKB8OrVq8zMTLjD2717t62trWC3bmxs9PX15awZHBxsaWkhk8lYBkkikXjjxo358+eLf2Xc3NyioqJYLNYff/yhra3t6Oiorq7OZDJpNFp2djbU62bPnu3h4SF+2SAzZsyIjo729/fv6uoyMzPz8/MzNjbu7OzMyMjIz88HAGhoaBw/fnwCR1VVVWHGYG/evFmwYMGok/L09ExOTn748CGNRjt27Fh4eLiQq3TkyJHc3Nzq6uo7d+7o6uo6ODjMmDHj9evXWVlZHz9+BAD4+Phs3rx5gp4hAoFAIBAIxCfBp6ioLFy4UEFBgU6nV1VVwSOU2tpaqKgQicR79+5t2rSpqKiov7+fRCKRSCRsoKSk5M6dO6OjowW+NZ1OT0xM5NFh6dKliYmJ2MmGmDE0NExJSfH39+/u7q6rq4uJiRm6dBkZGfLy8hMiHsTPz+/Dhw+hoaHd3d2RkZGcTVpaWiQSaWgiTjGPGisSEhJnz55dsmQJk8mMjIx0dXXV19cX5oJycnJZWVlOTk5VVVXv3r07e/YsZ+uuXbsiIyMnUdxwBAKBQCAQiPHgUzT9UlBQuHnz5sqVK6dOnSonJ6ejoyMlJYW1qqio3L9/Pzs7G0ZhIhAIKioqpqamfn5+VVVVsbGxIvdOmTZtmo6Ojru7e05Ozl9//TVRWgrEzc2trq7uhx9+WLVqlaamJoFAUFZWXrJkyebNm/Py8p49e6arqzuB4kGCg4MfPXq0ffv2+fPnEwiE6dOnm5iYREZGPn369KuvvvoURo2VhQsX7tmzBwDAYDD8/f3ZbLaQFzQwMCgvL4+Ojra0tFRXV5eRkdHW1vby8iopKYmNjeV84REIBAKBQCC+THDCb7mEhEajjcmM6uDBg9CeZ2BgAAtNu2zZMixYk6Gh4cuXLw0MDIb1OBcbVVVVenp6I7XKy8urq6svX77c0dHR1tZWUlJyaJ+RJjh52b17N4yZpqqq+urVK95ZaCgUCgxCvWnTJugZPxKZmZmYY/2cOXNqa2tHVVZzcnIcHBwaGhpmzZrFdTvho5/xCYPBuHz58vXr18lkcktLi7y8/Pz58zds2LBjxw4h40SLkyji6LEKVvdk8+6wQv2k8JIMvNvPu4OUeuSoFyl5d0BIMYzB6H9R+Vk04fnPNFMx3EU8jPpw+aEMjHJKyc+zmxckgogaiElKQNyFiRbhM2TU/yAAAKwbryZaTJFhsl5P+IuU3qic6HkAAMB9l//w7rCvhzTqRUady+iZ6YuKimAqiU+Nzs5OzNmgsLCQd4gkCoUC8584ODgYGRlNtOygo6Ojo6OjqqoqJSXF2Ng4MTFxaAyxMU1wctHc3Lx3795ffvlFJFfD4vkCAOrr64uLi83NzXkPaWlpwePxIjEME4zq6uqNGzdyRjdubW1tbW0tLS2NiYlJTU0da1RlBAKBQCAQiM+MT8hHZdq0aW5ubqN2W7FihQAXp1AoMCjWvHnzxKyoTJ8+/bvvvuOsGRgYaG5uJpPJjY2NAICysjILC4ucnBxLS0txCjaxpKamfvvtt+vWrRPyOh8+fPj99985a9LS0ngoKiwWq66u7vz58w4ODsMeZIkBGo1mZmYGYxMrKytbWVkZGBjU1tYWFhZSqdTW1taNGzcWFBQI9qojEAgEAoFAfB7gAQBTp07l4XchNs9sFRWV+Pj4iV4Q0TNz5sxh58Vmsx88eBAYGFheXt7b22tvb19RUcFPEKrPhn/9618vXryYOnWqMBe5evUqjNS8evXqwsJCAMC1a9fi4uJGcvN4/PjxihUrzMzMTp06NSGzZrPZ27Ztg1qKnZ1dcnIyZujV398fHBwcFRX18eNHPz+/J0+ejEc6IAQCgUAgEIhJAR4AsHbt2szMzImWZMwoKytPuIONMOBwuFWrVj18+NDOzq6wsLCvr8/Hx6egoAAzxpvsE+TBvHnzaDRafX39f/7zn59//lmYS0GLPgBAaGhoT0/P48eP29ra8vLy7O3th+3/1VdfNTU1qaqqTtTci4uLYTaeuXPnXrlyhUgkYk0EAiEyMpJCoWRnZ5eXl+fm5q5fv36i5EQgEAgEAoGYWCQAAELGWkUIg6ys7OXLl+Gx1b1790pLSydaInFw/Pjx6dOnAwBOnz79559/CnwdKpX68OFDAMDcuXPNzc2//fZbWJ+WljbSECKROIFaCgDgt99+g4WDBw9yaimciwMLk/HzAQKBQCAQCISokAAA8AhONSZWrlyJw+Hs7OwAAAwG48KFC+bm5qqqqkQicdGiRV5eXlQqVbTSwztigZuGZd++fTgcDnNN9vT0xOFwOByORqNx9SwqKvL29l6wYAGRSFRUVDQ2Ng4ICIAJzke6NQw21d3dHRQUNGfOHBwOd/fu3bHOQk1NLTAwEJa5Et4PO0FLS0tsnZuamg4ePKirqysrKzt9+nRTU9OLFy9i5zC5ubl2dnZqamoEAkFbW9vJyWmkSGhsNvv27dvOzs5GRkby8vJKSkpLly718PB4/vy5aB8ZNmWYBIbNZnt5ecEshwKAKSTu7u4SEhLOzs7wPOq3337jzPguJB8+fDAyMoKvzd69e4U85qqs/F+Ai8WLFw/bQUdHB2YNgpZsCAQCgUAgEF8molRUMNrb262trX18fP7888+Wlpbe3t6Kiork5GRdXd1r165N9JSHobe399tvv7WwsEhKSqJSqb29ve3t7U+ePDl9+rSBgUFAQACDwRhpbEdHh5WV1fHjxxsaGgQWwNXVFRaweMT8UFpaamRkdPLkydevX/f19dHp9JKSku3bt/v5+bFYLF9fXzs7u9zc3Obm5oGBAQqFkpmZaWRklJeXN3QK5ubm1tbW169fLy8v7+zsbGtrKysrS01NXbhw4X/+8x/+ReIfNzc3a2trAEB1dfWRI0cEuAKbzcbsvmAYBg0NjVWrVgEAPn78yJkJVBja2trWrl1bXl4OAAgMDIyOjhYyFSOdToeFkaIzY6ppfX19d3e3SGaBQCAQCAQCMemQgLuiiIgIc3NzNTU1GRkZTU1Nd3f3u3fvCvblmMVibd26taCgwMjIKCQkJD09PTw8XFNTEwDAYDC8vLzevn0rzhkeOHCgsrISO6kIDw+vrKysrKzU0NCANUwmc/369VeuXAEAEAgEBweHw4cP792718LCAnY4ffq0k5PTsKvBZrN9fHxKSkrgTw0NDcFcwxcsWAC3rbW1tc3NzfwMaWhosLW1bWpqcnNzS0pKOnPmzOrVq2FTYmLiypUrExMTFRQU9u3bl5aWduLEidmzZ8PJ+vr6MplM7DpMJnPLli3FxcUAAHl5eU9Pz6NHjx4+fHjt2rWwQ0RERFZWlsifCw6HS0xMhLZPJ0+efPr06Viv8Pjx4zdv3gAATE1NYQoUAICLiwssYDqMMNDpdCsrKyjbrl27Tp06JXzCeGjzBgCgUCjDdhgcHMSahp77IRAIBAKBQHwh4PF4vIGBQUtLC1ZVW1tbW1v766+/2tnZpaamYvsqPrl79+7g4GBAQMBPP/00ZcoUWLlnzx4LC4vS0tKurq78/HwPDw+xzVBVVVVVVRXb8Kmrq3Plbo+OjobnGObm5ikpKVCngkBRGxsbc3Jy0tPTt27dynXxgoICOp2+YsWKEydOmJiYSEtLCyYkDofT19cvKiqC68+PE0VFRYWUlNTt27exoMa+vr4uLi5Xr14FAJSUlOjq6t66dWvOnDmw1dvbW09Pr7m5ua6ujkajaWlpYde5desWAGDRokWFhYWcjzslJcXT0xMAcO7cuY0bN4r80cydOzciImLXrl1MJtPLy+vRo0fYC8MPWPoUztdp06ZN8ASsoKDg3bt3wmRK6ejosLa2LisrAwAEBATExMQIr6UAABYvXnzjxg0AwO3bt4dNlpKXlzcwMADLXV1dwt8RgUAgEAgEYjIiMTg42NLSMn/+fD8/v//+97/u7u6Yb/3NmzdtbGzG6j8wODhobGwcGxvLuemUlpbGzHugFc1QqFQqjid4vOizvvT19UVGRgIAZs2aRSKROLUUAMCaNWsyMjJgiNijR48OHU6n07W0tAoLC83NzQXWUiBY4vn29nY+hxw6dIgz9QoOh9u3bx/2Mzk5GdNS4PW9vLxgubq6GqvHjoN2797NpZR6eHioq6tLSkqWl5ePU/wxf39/mC3k6dOnUVFR/A8cHBzEDsGcnZ2xemVlZXgWxGKxYAfB6OrqsrGxefz4MRQyLi5OJFoKAACTNj4+/tmzZ1yt79+/9/Pzw34i0y8EAoFAIBBfLBIAgLCwsOrq6jNnzoSFhf3yyy8vXrxISkqCJkyPHj2C+/gxERoaOjT/g6GhISxgX4s/BfLz82FGi127dg3rM2BmZgZdKV6/fv3u3buhHUJCQggEgvCSyMnJwQL/e9Nt27Zx1WAWUPr6+kPTBero6MBCf38/VoklPRxqkofD4f7++28Gg/Hu3TvObbqhoSGOP4KDg3lPQVJSMikpCeY8CQsLe/36NZ9zz8vL+/DhAwBgw4YNXPoVZv3FI/YXb7q7u21sbKAK5+PjEx8fP6yWItg6GBoaQo8aBoNhamp64sSJ58+f9/T0vHz58ueff9bX14dpQCEiebUQCAQCgUAgJiP4jIyMzZs3c1bhcLjt27czmcwdO3YAAE6dOhUUFDSm04xly5YNrRz1wGHq1KlcGdy5GI/kd9A3AwAgIyNz7969YftgZx3l5eVDTYmEz60O6enpgQUY8WlUZGVl582bx1WJLbKBgcHQIcM+AuxhhYWFNTY2enp6mpiYiOr0gB/09PRCQkJCQkL6+/u9vLwePHjAz4PGXFDc3d25mhwcHAgEQn9/f1lZ2evXr//xj3+MSZ6enh5bW1vsxQAAiHw1zp49W1NTU1xc3NfXd+jQoUOHDnG2Llu2TE5ODpojYuorAoFAIBAIxJcGnktLwfDy8oqKiqqurm5vby8tLR36eX4k5OTkBMtToaqqmpCQIOb5Y6G6vv/++1E7D414i8fjsbTiQtLW1gYLfDoFycjI8NhAy8rK8nnfxYsXBwUFRUREMBiMhISEhIQELS0tCwsLMzMzKysr6ILPxe+//87nsRifczlw4MDVq1efP39eXFx89uzZnTt38u7f0dEBs5FISEg8f/4cC/iLMXPmzNraWgBAWlraWEOKxcfHwyBvUNs5f/78tm3bTE1NRbgORCIxPz8/PDz81KlTnF4oeDze19c3PDwcHuIBABQUFMYkPAKBQCAQCMRnw4jnJBISEsbGxtCZoaamhn9FRV5eXpzf44UEixXLDx0dHVw1KioqIjnnYbPZWMIWLj8ZMRAeHm5hYRESEkImkwEAVCqVSqVevHgRAGBsbBwYGOjq6sr5TDldX0SClJRUUlLS8uXLWSzWoUOH7Ozs5s6dy6N/ZmYmdJ1isVhBQUE8eqanp4eFhY3phYRaSmJiYmdn5/79+wEAfn5+ZDJ5qKO/MOtAIBDCwsKCgoKKi4upVOrAwIC6uvrq1avh8R00MpSSkhL5UiMQCAQCgUBMFnhtsrEdc29v70TLOV5gqcGrq6vZo+Hj48M1XFTWaBQKBbrKYHGKxcy6detKS0vr6+vPnj3r7Ow8c+ZMWF9WVubu7r5p06ZxcqbHMDEx2bt3LwCgu7vb19eX9+2weF+jQqVSHz16NFZhEhMTd+zYERgYCB2rKioq4uLixmPW0tLSa9as2bFjR0BAwKZNm6CWMjg4CBUVHR2d8QgggUAgEAgEAjEp4LUNwpx6BTPlmhSoqanBQmVlJeaJLn4wj4s1a9ZM4GrMnj3b19cX6gmVlZXJyclJSUl0Op1EIqWlpWFZKWtqavg0eVJSUuLfNC4sLIxEIlGp1Ly8vF9//XVYaysAQENDA/QmkpWVbW5uxlRNLrZs2QIjNV+6dGn58uX8L4Kfnx/0zpoyZUpCQsLKlSsBAKGhoZs3b+YyhBundbh9+zaMdgCTVyIQCAQCgUB8mUiMlGiPzWZjsVONjY0nWs7xAtvCPnz4cKQ+KSkpP/zww48//shiscZDhvfv38fGxsLy0EOb8SYtLS0hIeH8+fOchxgwr0tUVFR6ejqs4XQut7e31+MPbF78ICsre/78eVjevXt3U1PTSALDgoODw0haCgBgy5YtsJCRkTE4OMi/GFjsBACAmZnZ9u3bAQA9PT2BgYFcPQVbh+rq6nnz5s2bN8/f339YAbDzIgcHBwEfKgKBQCAQCMTkR+L48ePDmtlkZWVBRWXZsmWzZs2aaDnHC2traxkZGQBAXFxcfX390A4UCsXb2zssLIxMJo9H2LGenh4XFxfo/WJpaSl+nTAlJQWeIbx48WJo64wZM2BBPAk9Vq9eDVW19vb2oYoBAIDNZmOnT7xjxNnY2MAQ262trXfu3BFYpBMnTkDVhUQi5ebmCj9HbW1tJpNZV1eXmpoK7f04efPmTXZ2Nuz29ddfi3BtEQgEAoFAICYXElevXg0JCeG0YGGz2dnZ2b6+vvAnV9AkOp2e939gEXUnEc3NzZw/lZSU4M64r6/P0dGxqqqKs7WxsdHe3p7JZAIAvL29RSsJi8UqKCgwNTW9f/8+AIBIJJ47d078C7JkyRJYOHjwINfJQ39/f1hYGCybmJhg9S9evBjVnwdy7Nixscpz8uRJ6CEDU8Jz8ezZs5cvXwIAFBUVYWLHkZCRkdmwYQMscyZUGesLrKysfPLkSVgOCAjg9NcSbB1wOBzM+djT0/Pdd99xhpKrra3dsGEDtPs6evQoclBBIBAIBALxJYMHAPz444/p6elWVlYzZ85sbGx8+vRpaWkpbN6/fz8WKRVSVVVlY2MDy2/evFmwYMFET4EvsHC9Fy9eVFRUlJaWtre3hxlLwsPD7969++rVqydPnhgZGX3zzTeGhoYEAuHVq1eZmZlw17h7925bW1vBbt3Y2IhpfZDBwcGWlhYymYxlkCQSiTdu3Jg/f774V8bNzS0qKorFYv3xxx/a2tqOjo7q6upMJpNGo2VnZ0O9bvbs2R4eHuKRR0FB4cyZMyNZPWHHKc7OzjBNJA9cXFxg/+zs7O7ubpiTRIAX2NPTMzk5+eHDhzQa7dixY+Hh4ULO8ciRI7m5udXV1Xfu3NHV1XVwcJgxY8br16+zsrJgNDMfH5+R4oYjEAgEAoFAfCHgFRUV29raamtrExMTORukpKSOHj0Kw7N+BixcuFBBQYFOp1dVVcEjlNraWqioEInEe/fubdq0qaioqL+/n0QikUgkbKCkpOTOnTujo6MFvjWdTudaWy6WLl2amJiInWyIGUNDw5SUFH9//+7u7rq6upiYmKFLl5GRIS8vLzaRNmzYsHnzZugKzwmDwcB8ZnjbfUHWrl0LH3pvb29OTs7WrVsFk0dCQuLs2bNLlixhMpmRkZGurq76+vrCTFBOTi4rK8vJyamqqurdu3dnz57lbN21a1dkZOQkivGNQCAQCAQCMR5I0Gi048eP//Of/9TU1JSSklJQUFiyZElQUBCFQjlw4MBns1tSUFC4efPmypUrp06dKicnp6Ojw/k9XkVF5f79+9nZ2TCyE4FAUFFRMTU19fPzq6qqio2NFbl3yrRp03R0dNzd3XNycv7666+J0lIgbm5udXV1P/zww6pVqzQ1NQkEgrKy8pIlSzZv3pyXl/fs2TNdXV0xixQXF8fp1A4pKCh4//49AGDWrFkwGBdvpKSkNm3aBMuc1l8CsHDhwj179gAAGAyGv7+/8MGaDQwMysvLo6OjLS0t1dXVZWRktLW1vby8SkpKYmNjRz0sQiAQCAQCgfjswQm25crJyXFwcGhoaPiM/ewRnzHoBRYVUUTHUfvs6yHx7uBzpm3Ui/xyNElIUQfeieB8WEo9Uvi78LNowvOfaabCX2QSIZLnOyrzgkQQUQMxSQmIuzDRInyGjPofBODj/4gds5tGvcgXhdmOm7w7eIR4iUEMfp7LuQY13h0EPChoaWnB4/Hq6urCT4NGo+HGwqFDh+DAgYEBzCu6re3/vcSGhoY4HA6m6ptAqqqqeMxCQUFBT0/P09Pzt99+g876QxlpgpOX3bt3w+mrqal9+PCBd2cKhQI7Ozk58e6ZmZmJLezcuXP5iSI99AXGbhccHCye1WAwGL/++uuGDRs0NDSkpKRUVFSWLVv2448/trS0iEcABAKBQCAQiE8Z/KjGXUVFRZxmNiwWq66u7vz58w4ODpKSkhMoemdnJ+YVXVhYyDuWK4VCgX7VDg4ORkZGEyg2pKOjo6Ojo6qqKiUlxdjYODExcWhg4jFNcHLR3Ny8d+/eX375RSRX40xUX19fX1xcbG5uPlLnT+QFrq6u3rhxI4xgBmltbW1tbS0tLY2JiUlNTcUePQKBQCAQCMSXyZjjnz5+/HjFihVmZmanTp0SrSjTpk1zc3MbtduKFSsEuDiFQoGRdufNmydmRWX69Olcnt8DAwPNzc1kMrmxsREAUFZWZmFhkZOTY2lpKU7BJpbU1NRvv/123bp1Ql7nw4cPv//+O2dNWloaD0Vl/F5g/qHRaGZmZjCJirKyspWVlYGBQW1tbWFhIZVKbW1t3bhxY0FBgWCvOgKBQCAQCMTnAR4AMHXqVB7O3Fzhnr766qumpiZVVVWRi6KiohIfHz/RCyJ6Zs6cOey82Gz2gwcPAgMDy8vLe3t77e3tKyoqJku4Z5Hwr3/968WLFzAto8BcvXoVpn9ZvXp1YWEhAODatWtxcXEj+aOP3wvMJ2w2e9u2bVBLsbOzS05OVlFRgU39/f3BwcFRUVEfP3708/N78uTJeOQYRSAQCAQCgZgU4AEAa9euzczM5HMAkUgkEokTLTYAACgrKwsffGkCweFwq1atevjwoZ2dXWFhYV9fn4+PT0FBAWaMN9knyIN58+bRaLT6+vr//Oc/P//8szCXwjKrhIaG9vT0PH78uK2tLS8vz97eftj+E/4CFxcXwxSfc+fOvXLlCqcwBAIhMjKSQqFkZ2eXl5fn5uauX79+AkVFIBAIBAKBmEAkAABCJoVACIOsrOzly5fhsdW9e/ewVJufN8ePH58+fToA4PTp03/++afA16FSqQ8fPgQAzJ0719zc/Ntvv4X1QgYjHld+++03WDh48OCwKtPx48dhgf/PBwgEAoFAIBCfHxIAAD09PZFca+XKlTgczs7ODgDAYDAuXLhgbm6uqqpKJBIXLVrk5eVFpVJFKz28I+8Is/v27cPhcJhrsqenJwzuRKPRuHoWFRV5e3svWLCASCQqKioaGxsHBAS8evWKx61hQKru7u6goKA5c+bgcLi7d++OdRZqamqBgYGwfO7cuVEnaGlpia1zU1PTwYMHdXV1ZWVlp0+fbmpqevHiRewcJjc3187OTk1NjUAgaGtrOzk5vXjxYlgZ2Gz27du3nZ2djYyM5OXllZSUli5d6uHh8fz5c9E+MmzKMLMkm8328vKC6dgFAFNI3N3dJSQknJ2d4XnUb7/91tnZKSppP3z4YGRkBF+bvXv3CnnMVVlZCQuLFy8etoOOjg5MRQot2RAIBAKBQCC+TESpqGC0t7dbW1v7+Pj8+eefLS0tvb29FRUVycnJurq6165dm+gpD0Nvb++3335rYWGRlJREpVJ7e3vb29ufPHly+vRpAwODgIAABoMx0tiOjg4rK6vjx483NDQILICrqyssFBQU8D+qtLTUyMjo5MmTr1+/7uvro9PpJSUl27dv9/PzY7FYvr6+dnZ2ubm5zc3NAwMDFAolMzPTyMgoLy9v6BTMzc2tra2vX79eXl7e2dnZ1tZWVlaWmpq6cOHC//znP+Ox5m5ubtbW1gCA6urqI0eOCHAFNpuN2X3BMAwaGhqrVq0CAHz8+JFEGj00Oz+0tbWtXbu2vLwcABAYGBgdHS1kFlQ6nQ4LSkpKw3bAVNP6+vru7m6RzAKBQCAQCARi0iEBd0URERHm5uZqamoyMjKampru7u53794V7Msxi8XaunVrQUGBkZFRSEhIenp6eHi4pqYmAIDBYHh5eb19+1acMzxw4EBlZSV2UhEeHl5ZWVlZWamhoQFrmEzm+vXrr1y5AgAgEAgODg6HDx/eu3evhYUF7HD69GknJ6dhV4PNZvv4+JSUlMCfGhoagrmGL1iwAG5ba2trm5ub+RnS0NBga2vb1NTk5uaWlJR05syZ1atXw6bExMSVK1cmJiYqKCjs27cvLS3txIkTs2fPhpP19fXlzNzCZDK3bNlSXFwMAJCXl/f09Dx69Ojhw4fXrl0LO0RERGRlZYn8ueBwuMTERGj7dPLkyadPn471Co8fP37z5g0AwNTUVFtbG1a6uLjAAqbDCAOdTreysoKy7dq169SpU0JqKQAAaPMGAKBQKMN2GBwcxJqGnvshEAgEAoFAfCHg8Xi8gYEBZ4652tra2traX3/91c7OLjU1FdtX8cndu3cHBwcDAgJ++umnKVOmwMo9e/ZYWFiUlpZ2dXXl5+d7eHiIbYaqqqqqqqrYhk9dXV1XV5ezQ3R0NDzHMDc3T0lJgToVBIra2NiYk5OTnp6+detWrosXFBTQ6fQVK1acOHHCxMREWlpaMCFxOJy+vn5RURFcf35iUlVUVEhJSd2+fRsLauzr6+vi4nL16lUAQElJia6u7q1bt+bMmQNbvb299fT0mpub6+rqaDSalpYWdp1bt24BABYtWlRYWMj5uFNSUjw9PQEA586d27hxo8gfzdy5cyMiInbt2sVkMr28vB49eoS9MPyApU/hfJ02bdoET8AKCgrevXsnTE7Sjo4Oa2vrsrIyAEBAQEBMTIzwWgoAYPHixTdu3AAA3L59e9hkKXl5eQMDA7Dc1dUl/B0RCAQCgUAgJiMSg4ODLS0t8+fP9/Pz++9//+vu7o751t+8edPGxmas/gODg4PGxsaxsbGcm05paWnMvAda0QyFSqXyzkmPx48568uo9PX1RUZGAgBmzZpFIpE4tRQAwJo1azIyMmCI2KNHjw4dTqfTtbS0CgsLzc3NBdZSIIqKirDQ3t7O55BDhw5xpl7B4XD79u3DfiYnJ2NaCry+l5cXLFdXV2P12HHQ7t27uZRSDw8PdXV1SUnJ8vLycYo/5u/vD7OFPH36NCoqiv+Bg4OD2CGYs7MzVq+srAzPglgsFuwgGF1dXTY2No8fP4ZCxsXFiURLAQBg0sbHxz979oyr9f37935+fthPZPqFQCAQCATii0UCABAWFlZdXX3mzJmwsLBffvnlxYsXSUlJ0ITp0aNHcB8/JkJDQ4fmfzA0NIQF7Gvxp0B+fj7MaLFr165hfQbMzMygK8Xr16/fvXs3tENISAiBQBBeEjk5OVjgf2+6bds2rhrMAkpfX39oukAdHR1Y6O/vxyqx7OxDTfJwONzff//NYDDevXvHuU03NDTE8UdwcDDvKUhKSiYlJcGcJ2FhYa9fv+Zz7nl5eR8+fAAAbNiwgUu/wqy/BI791d3dbWNjA1U4Hx+f+Pj4YbUUwdbB0NAQetQwGAxTU9MTJ048f/68p6fn5cuXP//8s76+PkwDChHJq4VAIBAIBAIxGcFnZGRs3ryZswqHw23fvp3JZO7YsQMAcOrUqaCgoDGdZixbtmxo5agHDlOnTuXK4M7FeCS/g74ZAAAZGZl79+4N2wc76ygvLx9qSiR8bnVIT08PLMCIT6MiKys7b948rkpskQ0MDIYOGfYRYA8rLCyssbHR09PTxMREVKcH/KCnpxcSEhISEtLf3+/l5fXgwQN+HjTmguLu7s7V5ODgQCAQ+vv7y8rKXr9+/Y9//GNM8vT09Nja2mIvBgBA5Ktx9uzZmpqa4uLivr6+Q4cOHTp0iLN12bJlcnJy0BwRU18RCAQCgUAgvjTwXFoKhpeXV1RUVHV1dXt7e2lp6dDP8yMhJycnWNpvVVXVhIQEMc8fC9X1/fffj9p5aMRbPB6PpRUXkra2Nljg0ylIRkaGxwZaVlaWz/suXrw4KCgoIiKCwWAkJCQkJCRoaWlZWFiYmZlZWVlBF3wufv/9dz6Pxficy4EDB65evfr8+fPi4uKzZ8/u3LmTd/+Ojg6YjURCQuL58+dYwF+MmTNn1tbWAgDS0tLGGlIsPj4eBnmD2s758+e3bdtmamoqwnUgEon5+fnh4eGnTp3i9ELB4/G+vr7h4eHwEA8AoKCgMCbhEQgEAoFAID4bRjwnkZCQMDY2hs4MNTU1/Csq8vLy4vweLyRYrFh+6Ojo4KpRUVERyTkPm83GErZw+cmIgfDwcAsLi5CQEDKZDACgUqlUKvXixYsAAGNj48DAQFdXV85nyun6IhKkpKSSkpKWL1/OYrEOHTpkZ2c3d+5cHv0zMzOh6xSLxQoKCuLRMz09PSwsbEwvJNRSEhMTOzs79+/fDwDw8/Mjk8lDHf2FWQcCgRAWFhYUFFRcXEylUgcGBtTV1VevXg2P76CRoZSUlMiXGoFAIBAIBGKywGuTje2Ye3t7J1rO8QJLDV5dXc0eDR8fH67horJGo1Ao0FUGi1MsZtatW1daWlpfX3/27FlnZ+eZM2fC+rKyMnd3902bNo2TMz2GiYnJ3r17AQDd3d2+vr68b4fF+xoVKpX66NGjsQqTmJi4Y8eOwMBA6FhVUVERFxc3HrOWlpZes2bNjh07AgICNm3aBLWUwcFBqKjo6OiMRwAJBAKBQCAQiEkBr20Q5tQrmCnXpEBNTQ0WKisrMU908YN5XKxZs2YCV2P27Nm+vr5QT6isrExOTk5KSqLT6SQSKS0tDctKWVNTw6fJk5KSEv+mcWFhYSQSiUql5uXl/frrr8NaWwEAGhoaoDeRrKxsc3MzpmpysWXLFhip+dKlS8uXL+d/Efz8/KB31pQpUxISElauXAkACA0N3bx5M5ch3Ditw+3bt2G0A5i8EoFAIBAIBOLLRGKkRHtsNhuLnWpsbDzRco4X2Bb24cOHI/VJSUn54YcffvzxRxaLNR4yvH//PjY2FpaHHtqMN2lpaQkJCefPn+c8xIB5XaKiotLT02ENp3O5vb29Hn9g8+IHWVnZ8+fPw/Lu3bubmppGEhgWHBwcRtJSAABbtmyBhYyMjMHBQf7FwGInAADMzMy2b98OAOjp6QkMDOTqKdg6VFdXz5s3b968ef7+/sMKgJ0XOTg4CPhQEQgEAoFAICY/EsePHx/WzCYrKwsqKsuWLZs1a9ZEyzleWFtby8jIAADi4uLq6+uHdqBQKN7e3mFhYWQyeTzCjvX09Li4uEDvF0tLS/HrhCkpKfAM4cWLF0NbZ8yYAQviSeixevVqqKq1t7cPVQwAAGw2Gzt94h0jzsbGBobYbm1tvXPnjsAinThxAqouJBIpNzdX+Dlqa2szmcy6urrU1FRo78fJmzdvsrOzYbevv/5ahGuLQCAQCAQCMbmQuHr1akhICKcFC5vNzs7O9vX1hT+5gibR6fS8/wOLqDuJaG5u5vyppKQEd8Z9fX2Ojo5VVVWcrY2Njfb29kwmEwDg7e0tWklYLFZBQYGpqen9+/cBAEQi8dy5c+JfkCVLlsDCwYMHuU4e+vv7w8LCYNnExASrf/Hixaj+PJBjx46NVZ6TJ09CDxmYEp6LZ8+evXz5EgCgqKgIEzuOhIyMzIYNG2CZM6HKWF9gZWXlkydPwnJAQACnv5Zg64DD4WDOx56enu+++44zlFxtbe2GDRug3dfRo0eRgwoCgUAgEIgvGTwA4Mcff0xPT7eyspo5c2ZjY+PTp09LS0th8/79+7FIqZCqqiobGxtYfvPmzYIFCyZ6CnyBheu9ePGioqKitLS0vb09zFgSHh5+9+7dV69ePXnyxMjI6JtvvjE0NCQQCK9evcrMzIS7xt27d9va2gp268bGRkzrgwwODra0tJDJZCyDJJFIvHHjxvz588W/Mm5ublFRUSwW648//tDW1nZ0dFRXV2cymTQaLTs7G+p1s2fP9vDwEI88CgoKZ86cGcnqCTtOcXZ2hmkieeDi4gL7Z2dnd3d3w5wkArzAnp6eycnJDx8+pNFox44dCw8PF3KOR44cyc3Nra6uvnPnjq6uroODw4wZM16/fp2VlQWjmfn4+IwUNxyBQCAQCATiCwGvqKjY1tZWW1ubmJjI2SAlJXX06FEYnvUzYOHChQoKCnQ6vaqqCh6h1NbWQkWFSCTeu3dv06ZNRUVF/f39JBKJRCJhAyUlJXfu3BkdHS3wrel0OtfacrF06dLExETsZEPMGBoapqSk+Pv7d3d319XVxcTEDF26jIwMeXl5sYm0YcOGzZs3Q1d4ThgMBuYzw9vuC7J27Vr40Ht7e3NycrZu3SqYPBISEmfPnl2yZAmTyYyMjHR1ddXX1xdmgnJycllZWU5OTlVVVe/evTt79ixn665duyIjIydRjG8EAoFAIBCI8UCCRqMdP378n//8p6amppSUlIKCwpIlS4KCgigUyoEDBz6b3ZKCgsLNmzdXrlw5depUOTk5HR0dzu/xKioq9+/fz87OhpGdCASCioqKqampn59fVVVVbGysyL1Tpk2bpqOj4+7unpOT89dff02UlgJxc3Orq6v74YcfVq1apampSSAQlJWVlyxZsnnz5ry8vGfPnunq6opZpLi4OE6ndkhBQcH79+8BALNmzYLBuHgjJSW1adMmWOa0/hKAhQsX7tmzBwDAYDD8/f2FD9ZsYGBQXl4eHR1taWmprq4uIyOjra3t5eVVUlISGxs76mERAoFAIBAIxGcPfurUqZaWlhQKpa6uTuL/kJeXh47IQ1m+fDmbzc7JyXFwcJCWluZs+vPPP3ncSVlZmff2jkql8qMXHTx48Pjx4wCAgYGB4OBgWNnW1jZ0X8uFmZlZUVHRSK04HG7Dhg2YV8Oo8J7sqOBwOLjUPPqMNMG7d++ONERaWprHIru4uLi4uAzbpKioGBoaGhoaKsyk+GfLli2vXr3ikTFGTU3t0aNHXAGjrayshp1dZmamk5MTLM+ZM6e2thZb2AsXLly4cIGzM48XmDeRkZGRkZEiXAQJCQkVFRVZWVkcDsdgMNrb2ysqKvLz87W0tPiPZTwpiCI68u7wDz4uIqy9HR9i8MOoYojkLiIhvPOh8BfZ10Pi3UE88x1VDH4k4eciCATiE+ROQ8loHSZaRAAAALSI0X0E5gWJICpPQNwF3h0GRvtzJx4xnHfx491dw7sZHx4eHhISggXe/fjxY1tbG5lMPnPmTFZW1khBqFpaWvB4vLq6uvDzFJjOzk7M2aCwsJB3iCQKhQLdFRwcHIyMjCZQbEhHR0dHR0dVVVVKSoqxsXFiYuLQpR7TBCcXzc3Ne/fu/eWXX0RyNc78j/X19cXFxebm5ryHTPgLXF1dvXHjRhgYANLa2tra2lpaWhoTE5Oamoo9egQCgUAgEIgvE/zhw4dhycbGZtmyZV1dXVlZWTQarb6+3tbWlkwmc8UmZrFYdXV158+fd3BwkJSUFKEo06ZNc3NzG7XbihUrBLg4hUKBAazmzZsnZkVl+vTpXA4VAwMDzc3NZDIZptQsKyuzsLDIycmxtLQUp2ATS2pq6rfffrtu3Tohr/Phw4fff/+dsyYtLY2HojJ+LzD/0Gg0MzMzGJtYWVnZysrKwMCgtra2sLCQSqW2trZu3LixoKBAsFcdgUAgEAgE4vMADwDA4/EkEsnOzg5WRUREuLq6Xrt2ramp6eDBg1zG/Y8fP16xYoWZmdmpU6dEK4qKikp8fPxEL4jomTlz5rDzYrPZDx48CAwMLC8v7+3ttbe3r6iomCxR1ETCv/71rxcvXoxkZMgnV69ehVGVV69eXVhYCAC4du1aXFzcSG4e4/cC8wmbzd62bRvUUuzs7JKTkzFDr/7+/uDg4KioqI8fP/r5+T158mQ8UvcgEAgEAoFATAokAAD79+/HtBQAgJSUVHJyMjxIuXLlSk3N/8967Kuvvmpqavrzzz8nPAskdHqBTEazKBwOt2rVqocPH65evRoA0NfX5+Pjw+mDMdknyIN58+YBAOrr6//zn/8IeSksYHFoaOiyZcsAAG1tbXl5eSP1n/AXuLi4GGbOmTt37pUrVzjdUQgEQmRkJAzNXF5eLpL8kggEAoFAIBCTFAkAwPbt27lq5eTkoNc1i8X67bffOJuIRKKqqupEi/35ICsre/nyZRj89969e1gGm8+b48ePT58+HQBw+vRpYcISUKnUhw8fAgDmzp1rbm7+7bffwnoeMb4m/AXG/kEdPHiQSCQOuziwkJmZOYFyIhAIBAKBQEwsEnp6esOaG61fvx4WeHyc5mLlypU4HA4ezjAYjAsXLpibm6uqqhKJxEWLFnl5eVGpVNFKD+/I+9P4vn37cDgc5prs6emJw+FwOByNRuPqWVRU5O3tvWDBAiKRqKioaGxsHBAQ8OrVKx63hsGmuru7g4KC5syZg8PheITkGgk1NbXAwEBY5kpOP+wELS0tsXWG5nm6urqysrLTp083NTW9ePEidiyTm5trZ2enpqZGIBC0tbWdnJxevHgxrAxsNvv27dvOzs5GRkby8vJKSkpLly718PB4/vy5aB8ZNmWYsIXNZnt5ecEshwKAKSTu7u4SEhLOzs4wcNxvv/3GmfFdSD58+GBkZARfm7179woZm7iyshIWFi9ePGwHHR0dmOEHWrIhEAgEAoFAfJlIWFlZDdtgamoKs7lzBibik/b2dmtrax8fnz///LOlpaW3t7eioiI5OVlXV/fatWsTPeVh6O3t/fbbby0sLJKSkqhUam9vb3t7+5MnT06fPm1gYBAQEMBgMEYa29HRYWVldfz48YYGwcPjubq6wkJBQQH/o0pLS42MjE6ePPn69eu+vj46nV5SUrJ9+3Y/Pz8Wi+Xr62tnZ5ebm9vc3DwwMEChUDIzM42MjIZqnh0dHebm5tbW1tevXy8vL+/s7GxraysrK0tNTV24cKHw1lnD4ubmZm1tDQCorq4+cuSIAFdgs9mY3RcMw6ChobFq1SoAwMePHzmzdgpDW1vb2rVry8vLAQCBgYHR0dFCJhei0+mwMFJ0Zkw1ra+v7+7uFsksEAgEAoFAICYdEjNnzhy2AY/HQwuZt2/f9vb28n9FFou1devWgoICIyOjkJCQ9PT08PBwTU1NAACDwfDy8nr79q04Z3jgwIHKykrspCI8PLyysrKyslJDQwPWMJnM9evXX7lyBQBAIBAcHBwOHz68d+9eCwsL2OH06dNOTk7Dfkdns9k+Pj4lJf+L8K2hoSGYa/iCBQvgtrW2tra5uZmfIQ0NDba2tk1NTW5ubklJSWfOnIG+LgCAxMTElStXJiYmKigo7Nu3Ly0t7cSJE7Nnz4aT9fX1ZTKZ2HWYTOaWLVuKi4sBAPLy8p6enkePHj18+PDatWthh4iIiKysLJE/FxwOl5iYCG2fTp48+fTp07Fe4fHjx2/evAEAmJqaYhlXsEQxmA4jDHQ63crKCsq2a9euU6dOCZ8CFdq8AQAoFMqwHQYHB7Gmoed+CAQCgUAgEF8IeB55EhUVFeE+qbm5GXo/88Pdu3cHBwcDAgJ++umnKVOmwMo9e/ZYWFiUlpZ2dXXl5+d7eHiIbYaqqqqqqqrYhk9dXZ0rz3p0dDQ8xzA3N09JSYE6FQSK2tjYmJOTk56evnXrVq6LFxQU0On0FStWnDhxwsTEZEwJBDnB4XD6+vowH2VtbS0/ThQVFRVSUlK3b9/Gghr7+vq6uLhcvXoVAFBSUqKrq3vr1q05c+bAVm9vbz09vebm5rq6OhqNpqWlhV3n1q1bAIBFixYVFhZi22gAQEpKiqenJwDg3LlzGzduFPmjmTt3bkRExK5du5hMppeX16NHj7AXhh+w9Cmcr9OmTZvgCVhBQcG7d++EyZTS0dFhbW1dVlYGAAgICIiJiRFeSwEALF68+MaNGwCA27dvD5ssJS8vb2BgAJa7urqEvyMCgUAgEAjEZESCh6KCmab09PTwf8XBwUFjY+PY2FjOTae0tDRm3gOtaIYCM9PzAI/Hi3z+fX19MN34rFmzSCQSp5YCAFizZk1GRgYMEXv06NGhw+l0upaWVmFhobm5ucBaCgR7EO3t7XwOOXToEGfqFRwOt2/fPuxncnIypqXA63t5ecFydXU1Vo8dB+3evZtTSwEAeHh4qKurS0pKlpeXC+mYMRL+/v4wW8jTp0+joqL4Hzg4OIgdgjk7O2P1ysrK8CyIxWLBDoLR1dVlY2Pz+PFjKGRcXJxItBQAACZtfHz8s2fPuFrfv3/v5+eH/USmXwgEAoFAIL5YJHiYKmFNYzL9AgCEhoYOzf9gaGgIC9jX4k+B/Px8mNFi165dw/oMmJmZQVeK169fv3v3bmiHkJAQAoEgvCRycnKwwP/edNu2bVw1mAWUvr7+0HSBOjo6sNDf349VYkkPh5rk4XC4v//+m8FgvHv3jnObbmhoiOOP4OBg3lOQlJRMSkqCOU/CwsJev37N59zz8vI+fPgAANiwYQOXfoVZf/GI/cWb7u5uGxsbqML5+PjEx8cPq6UItg6GhobQo4bBYJiamp44ceL58+c9PT0vX778+eef9fX1YRpQiEheLQQCgUAgEIjJCJ7HthiLmzTW3RJMZ8HFqAcOU6dO5crgzsV4JL+DvhkAABkZmXv37g3bBzvrKC8vH2pKJHxudQh2bAUjPo2KrKzsUHs8bJENDAyGDhn2EWAPKywsrLGx0dPT08TERFSnB/ygp6cXEhISEhLS39/v5eX14MEDfh405oLi7u7O1eTg4EAgEPr7+8vKyl6/fv2Pf/xjTPL09PTY2tpiLwYAQOSrcfbs2ZqamuLi4r6+vkOHDh06dIizddmyZXJyctAcEVNfEQgEAoFAIL408G1tbSO1YU1j2i3JyckJlqdCVVU1ISFBzPPHQnV9//33o3YeGvEWj8dzJuwTBmy1uc4HRkJGRobHBhpGbOOHxYsXBwUFRUREMBiMhISEhIQELS0tCwsLMzMzKysr6ILPxe+//87nsRifczlw4MDVq1efP39eXFx89uzZnTt38u7f0dEBs5FISEg8f/4cC/iLMXPmzNraWgBAWlraWEOKxcfHwyBvUNs5f/78tm3bTE1NRbgORCIxPz8/PDz81KlTnF4oeDze19c3PDwcHuIBABQUFMYkPAKBQCAQCMRnAy9FBXOW4OHHMhR5eXlxfo8XEixWLD90dHRw1aioqIjknIfNZmMJW7j8ZMRAeHi4hYVFSEgImUwGAFCpVCqVevHiRQCAsbFxYGCgq6sr5zPldH0RCVJSUklJScuXL2exWIcOHbKzs5s7dy6P/pmZmTD1CovFCgoK4tEzPT09LCxsTC8k1FISExM7Ozv3798PAPDz8yOTyUMd/YVZBwKBEBYWFhQUVFxcTKVSBwYG1NXVV69eDf+tQSNDKSkpkS81AoFAIBAIxGRBoqmpadgGFovV0tICAFBTU/uMP+tiqcGrq6vZo+Hj48O9fCKyRqNQKNBVBotTLGbWrVtXWlpaX19/9uxZZ2dnLGh1WVmZu7v7pk2bxsmZHsPExGTv3r0AgO7ubl9fX963w+J9jQqVSn306NFYhUlMTNyxY0dgYCB0rKqoqIiLixuPWUtLS69Zs2bHjh0BAQGbNm2CWsrg4CBUVHR0dMYjgAQCgUAgEAjEpAA/UoZBMpkM3VcwJ/jPEjU1NViorKzEPNHFD+ZxsWbNmglcjdmzZ/v6+kI9obKyMjk5OSkpiU6nk0iktLQ0LCtlTU0NnyZPSkpK/JvGhYWFkUgkKpWal5f366+/DmttBQBoaGiA3kSysrLNzc2YqsnFli1bYKTmS5cuLV++nP9F8PPz27FjBwBgypQpCQkJK1euBACEhoZu3ryZyxBunNbh9u3bMNoBTF6JQCAQCAQC8WUi8fTpU84oQxi5ubmwMGyqh88GbAv78OHDkfqkpKT88MMPP/74I4vFGg8Z3r9/HxsbC8tDD23Gm7S0tISEhPPnz3MeYsC8LlFRUenp6bCG07nc3t5ejz+wefGDrKzs+fPnYXn37t0jnfVhsbwcHBxG0lIAAFu2bIGFjIyMwcFB/sXgNHQ0MzPbvn07AKCnpycwMJCrp2DrUF1dPW/evHnz5vn7+w8rAHZe5ODgIOBDRSAQCAQCgZj8SAAALl++zFXLYDCuX78OAJCQkHB0dJxoIccRa2trGRkZAEBcXFx9ff3QDhQKxdvbOywsjEwmj0fYsZ6eHhcXF+j9YmlpaWxsLOYVSElJgWcIL168GNo6Y8YMWBBPQo/Vq1dDVa29vX2oYgAAYLPZ2OkT7xhxNjY2ML52a2vrnTt3BBbpxIkTUHUhkUiY9i4M2traTCazrq4uNTUV2vtx8ubNm+zsbNjt66+/FuHaIhAIBAKBQEwuJAAAR44cqaiowKrYbHZwcDD07XZ1deXy7abT6Xn/x5gSQX4iNDc3c/5UUlKCO+O+vj5HR8eqqirO1sbGRnt7eyaTCQDw9vYWrSQsFqugoMDU1PT+/fsAACKReO7cOfEvyJIlS2Dh4MGDXCcP/f39YWFhsGxiYoLVv3jxYlR/HsixY8fGKs/JkyehhwxMCc/Fs2fPXr58CQBQVFSEiR1HQkZGZsOGDbDMmVBlrC+wsrLyyZMnYTkgIIAzp5Bg64DD4WDOx56enu+++44zlFxtbe2GDRug3dfRo0eRgwoCgUAgEIgvGTwAoKury8zMzM/Pz9jYuLOzMyMjIz8/HwCgoaFx/PhxrgFVVVWYMdibN28WLFgw0VPgCyxc78WLFxUVFaWlpe3t7WHGkvDw8Lt377569erJkydGRkbffPONoaEhgUB49epVZmYm3DXu3r3b1tZWsFs3Njb6+vpy1gwODra0tJDJZCyDJJFIvHHjxvz588W/Mm5ublFRUSwW648//tDW1nZ0dFRXV2cymTQaLTs7G+p1s2fP9vDwEI88CgoKZ86cGcnqCTtOcXZ2hmkieeDi4gL7Z2dnd3d3wyjbArzAnp6eycnJDx8+pNFox44dCw8PF3KOR44cyc3Nra6uvnPnjq6uroODw4wZM16/fp2VlQWjmfn4+GzevFk8C45AIBAIBALxaYI/evRoaGhod3d3ZGQkZ4OWlhaJRBqa33CSsnDhQgUFBTqdXlVVBY9QamtroaJCJBLv3bu3adOmoqKi/v5+EolEIpGwgZKSkjt37oyOjhb41nQ6PTExkUeHpUuXJiYmYicbYsbQ0DAlJcXf37+7u7uuri4mJmbo0mVkZMjLy4tNpA0bNmzevBm6wnPCYDAwnxnedl+QtWvXwofe29ubk5OzdetWweSRkJA4e/bskiVLmExmZGSkq6urvr6+MBOUk5PLyspycnKqqqp69+7d2bNnOVt37doVGRk5iWJ8IxAIBAKBQIwHEsHBwY8ePdq+ffv8+fMJBML06dNNTEwiIyOfPn361VdfTbR4IkNBQeHmzZsrV66cOnWqnJycjo4O5/d4FRWV+/fvZ2dnw8hOBAJBRUXF1NTUz8+vqqoqNjZW5N4p06ZN09HRcXd3z8nJ+euvvyZKS4G4ubnV1dX98MMPq1at0tTUJBAIysrKS5Ys2bx5c15e3rNnz3R1dcUsUlxc3NDsPQUFBe/fvwcAzJo1Cwbj4o2UlNSmTZtgmdP6SwAWLly4Z88eAACDwfD39xc+WLOBgUF5eXl0dLSlpaW6urqMjIy2traXl1dJSUlsbOyoh0UIBAKBQCAQnz24MW25aDTamMyTDh48CI3HBgYGsDjIy5Ytw/aghoaGL1++NDAwGNaTW2xUVVXp6emN1CovL6+urr58+XJHR0dbW1tJScmhfUaa4GfGzZs36XS6o6Mjj3BbkLKysoSEhMLCwsbGRllZWU1NTScnp3/961+8c/IINooLCoUCI00fPnx4JCeZnJwcBweHhoaGWbNmTbpV+qSIIoop2MbuGGHDD8bs/kM8on5R7Osh8e7AOC8m17tRn++orxDeZ8eod5kXJIKIGohJSp2ZgBbgXzJsu1E64G6OfpEpPpG8OxSfG+02osBsBx+yjsaooornLibr9fi70sQjJm/dzs5OzDGgsLCQdzgjCoUCXQscHByMjIwmdoEAAB0dHR0dHVVVVSkpKcbGxomJiUNjc41pgpOU5uZmBwcHJpPZ0NDAewseHh4eEhKCRXP++PFjW1sbmUw+c+ZMVlbWSJHNBBslGC0tLXg8fjwsG8d7lRAIBAKBQCC+EARUVCQlJefNm7du3Tre3VasWCHAxSkUCgw2NW/ePDErKtOnT+dyfhgYGGhubiaTyTDbTFlZmYWFRU5OjqWlpTgF+xS4dOkSDIDGm4SEhMOHD8OyjY3NsmXLurq6srKyaDRafX29ra0tmUweeo4h2CgBYLFYdXV158+fd3BwGPZw7FNeJQQCgUAgEIgvBwEVlSlTpty7d+/z20jNnDkzPj5+aD2bzX7w4EFgYGB5eXlvb6+9vX1FRcVkiXgmEp4/fx4SEjJqt6ampr179wIA8Hg8iUSys/vf4WNERISrq+u1a9eampoOHjzI5TEi2CjBePz48YoVK8zMzE6dOjW5VgmBQCAQCATii0JAH3ENDY0xaSnKyspYTonJaBaFw+FWrVr18OHD1atXAwD6+vp8fHw43Xsm+wSHhc1mNzQ05OXleXt7L1u2jDOFyEjExMT09fUBAPbv34/tvwEAUlJSycnJ8J25cuVKTU2N8KME46uvvmpqavrzzz9FpWaLbZUQCAQCgUAgvihEn2r9M0ZWVvby5cswUO+9e/dKS0snWqLxxdbWds6cOTY2NklJSTC/B2/YbPb169dhefv27VytcnJyLi4uAAAWi/Xbb78JOUpgiESiqqrqpFslBAKBQCAQiC8NCQAAg8G4cOGCubm5qqoqkUhctGiRl5cXlUoV7Z1WrlyJw+F4f8bet28fDofDvNI9PT1xOBwOh6PRaFw9i4qKvL29FyxYQCQSFRUVjY2NAwICXr16xePWTk5OAIDu7u6goKA5c+bgcLi7d++OdRZqamqBgYGwzJVIftgJWlpa4nA4+NUc2vPo6urKyspOnz7d1NT04sWL2LFMbm6unZ2dmpoagUDQ1tZ2cnIaKRIam82+ffu2s7OzkZGRvLy8kpLS0qVLPTw8nj9/LtpHNjAwMKb+NTU1FAoFAKCnpzesXdz69ethIS8vT8hRgvHhwwcjIyP4Uu3du1f4KMNiWyUEAoFAIBCILw18e3u7k5MTFloXAFBRUVFRUZGampqenu7s7DzREnLT29vr5eV15coVzpr29vYnT56cPn16586dMTExePzwvjcdHR02NjYlJSXCCODq6nrkyBEAAOeijUppaam9vT1MAwIA6OvrKykpKSkpefTo0ZkzZ/z9/TmTQlIoFAqFkp2dffPmTa6IBR0dHba2tsXFxZyVbW1tZWVlqampQUFBwudNx8jMzBwcHMR+bt68ubCwkEd/TLOysrIatoOpqamsrGxvb+/Lly+FHCUAbW1ta9euLS8vBwAEBgZGR0eLJKmieFYJgUAgEAgE4ksDv3Xr1oKCAiMjo/Xr1+vp6dFotAsXLtTU1DAYDC8vrxUrVojTY/7AgQPe3t5FRUU7duwAAISHhzs6OgIANDQ0YAcmk7l+/XqoIRAIBBsbGwMDg76+PjKZ/ODBAwDA6dOn3759SyKRhu5B2Wy2j48PpqVoaGhMnTpVACEXLFigpKT04cOH2tra5uZmfuyIGhoabG1tW1tb3dzcvv766/7+/mvXrsHtbGJiYkVFRUlJiYKCgre39+LFi9++fRsfH9/Q0MBkMn19falUKhacislkbtmyBWop8vLyGzdu1NTU/Pjx4+PHj+/cuQMAiIiIWLp06caNG0XyOLiy0Y+ahbC6uhoWZs6cOWwHPB6vqqpKo9Hevn3b29srKysr8KixQqfTraysnj59CgDYtWvXqVOnRJX6XTyrhEAgEAgEAvGlgf/jjz8CAgJ++umnKVOmwKo9e/ZYWFiUlpZ2dXXl5+d7eHiITRpVVVW4RYM/1dXVuXKiR0dHQy3F3Nw8JSVFU1MTa4KiNjY25uTkpKenb926leviBQUFdDp9xYoVJ06cMDExkZaWFkxIHA6nr69fVFQEAKitreVHUamoqJCSkrp9+zYW1NjX19fFxeXq1asAgJKSEl1d3Vu3bs2ZMwe2ent76+npNTc319XV0Wg0LS0t7Dq3bt0CACxatKiwsHD69OnYLVJSUjw9PQEA586dE5WiMlZaWlpggUe+S0VFRfh8m5ub582bJ/CoMdHR0WFtbV1WVgYACAgIiImJEZWWIrZVQiAQCAQCgfjSkDA2No6NjcW0FACAtLQ0NG0CAEA7maFQqVQcT0YyvhKGvr6+yMhIAMCsWbNIJBKnlgIAWLNmTUZGhoSEBADg6NGjQ4fT6XQtLa3CwkJzc3OBtRQItsVsb2/nc8ihQ4c4U6/gcLh9+/ZhP5OTkzEtBV7fy8sLlrEP8AAA7Dho9+7dnFoKAMDDw0NdXV1SUrK8vFwkrhcC0NPTw7U+Q1FSUuLqLNgo/unq6rKxsXn8+DEAwN/fPy4ubgK1FDHMF4FAIBAIBOLzQCI0NBRu7jkxNDSEhbE6Co8r+fn5ra2tAIBdu3ZhOzlOzMzMrK2tAQCvX79+9+7d0A4hISEEAkF4SeTk5GChu7ubzyHbtm3jqtHW1oYFfX39oZkxdXR0YKG/vx+rxGzA3r59y9Ufh8P9/fffDAbj3bt3nBtxQ0NDHH8EBwcLuSww5C4AgIdNHdaEhfEVbBSfdHd3Y15JPj4+8fHxw2opn/4qIRAIBAKBQHxp4JctWza0dtQDh6lTp3JlcOdiqPIjPJgHuYyMzL1794btg32lLi8vV1dX52rlckwXGOw797Rp0/jpLysrO9SAB1tkAwODoUOGfQTYwwoLC2tsbPT09DQxMZnY84FhZeahv3V2dsICpjEKNoofenp6uAIPfAprNX7zRSAQCAQCgficwAuWU0JVVTUhIUHMsjY0NMDC999/P2pnbKv3/6aKx6uoqIhEkra2Nljgsr8aCRkZGR5bZP69pRcvXhwUFBQREcFgMBISEhISErS0tCwsLMzMzKysrGbPnj10yO+//87nsRifc+EBkUjkWh8eS4edSgk2ih/i4+MZDAYAgEAg9Pf3nz9/ftu2baamppNxlRAIBAKBQCC+NPCfwjdmPqHT6fx37ujo4KpRUVERyTkPm83GErZw+cmIgfDwcAsLi5CQEDKZDACgUqlUKvXixYsAAGNj48DAQFdXV85nyun6Mt5geiCPLTjm1YOdfQk2ih+glpKYmNjZ2bl//34AgJ+fH5lM5vTImiyrhEAgEAgEAvGlMZky02Ofoqurq9mj4ePjwz1VEVmjUSgU6CoD4xSLfx3WrVtXWlpaX19/9uxZZ2dnLMptWVmZu7v7pk2bJsqZHvOraWpqGrYDi8WCMa/U1NQUFBSEGcUniYmJO3bsCAwMhG5XFRUVcXFxE7I4Qq4SAoFAIBAIxJeG6GNzjR9qamqwUFlZiXmii59Lly7Bwpo1ayZwNWbPnu3r6+vr68tmsysrK5OTk5OSkuh0OolESktLc3V1hd1qamr4NGpSUlIS0jQOi8EwUipMMpkMHTOwngKP4gc/Pz+YkGfKlCkJCQkrV64EAISGhm7evJnLTO7TXyUEAoFAIBCIL43JpKgsX778559/BgA8fPjQ3t5+2D4pKSk0Gm3KlClBQUHj4dD//v372NhYWB56aDPepKWldXV1SUpKent7Y/ZdMK9LVFTUmjVrvvnmGwBAcXExpqjY29vzmeD88OHDx44dE0Y8LS0tTU3Nmpqap0+fNjY2Ymk6MXJzc2HBxsZGyFH8wGk3ZWZmtn379uTk5J6ensDAwKysLM6en/4qIRAIBAKBQHxpTCbTL2traxkZGQBAXFxcfX390A4UCsXb2zssLIxMJo+HltLT0+Pi4gK9XywtLY2NjcW8AikpKfCU4MWLF0NbZ8yYAQv8B00WLTgczsnJCZYvX77M1cpgMK5fvw4AkJCQcHR0FHKUAJw4cQKqLiQSCVMGJssqIRAIBAKBQHxpfNKKSnNzM+dPJSUleIjR19fn6OhYVVXF2drY2Ghvb89kMgEA3t7eopWExWIVFBSYmprev38fAEAkEs+dOyf+BVmyZAksHDx4cHBwkLOpv78/LCwMlk1MTLD6Fy9ejOrPAxHyoACyZ88eqEweOXKkoqICq2ez2cHBwTAIgaurK1cQAsFG0en0vP+Dn8SIysrKJ0+ehOWAgADOFCWTYpUQCAQCgUAgvig+RdMvLFzvxYsXFRUVpaWl7e3tYcaS8PDwu3fvvnr16smTJ0ZGRt98842hoSGBQHj16lVmZibMjbh7925bW1vBbt3Y2Ojr68tZMzg42NLSQiaTsQySRCLxxo0b8+fPF//KuLm5RUVFsVisP/74Q1tb29HRUV1dnclk0mi07OxsqNfNnj3bw8ND/LJBZsyYER0d7e/v39XVZWZm5ufnZ2xs3NnZmZGRkZ+fDwDQ0NA4fvy4SEZVVVVhxlFv3rxZsGDBqOJ5enomJyc/fPiQRqMdO3YsPDx8Eq0SAoFAIBAIxBfFp6ioLFy4UEFBgU6nV1VVwSOU2tpaqKgQicR79+5t2rSpqKiov7+fRCKRSCRsoKSk5M6dO6OjowW+NZ1OT0xM5NFh6dKliYmJ2MmGmDE0NExJSfH39+/u7q6rq4uJiRm6dBkZGfLy8hMiHsTPz+/Dhw+hoaHd3d2RkZGcTVpaWiQSaWgiToFHjRUJCYmzZ88uWbKEyWRGRka6urrq6+tPolVCIBAIBAKB+HL4FE2/FBQUbt68uXLlyqlTp8rJyeno6EhJSWGtKioq9+/fz87OhrGbCASCioqKqampn59fVVVVbGysyL1Tpk2bpqOj4+7unpOT89dff02UlgJxc3Orq6v74YcfVq1apampSSAQlJWVlyxZsnnz5ry8vGfPnunq6k6geJDg4OBHjx5t3759/vz5BAJh+vTpJiYmkZGRT58+/eqrr0Q7aqwsXLhwz549AAAGg+Hv7z9RoZzFNl8EAoFAIBCIScrwJyrKysq8N3BUKpWfTJEHDx6EFiwDAwPBwcGwsq2tbdQ0dmZmZkVFRSO14nC4DRs2bNiwgc9J/vnnn8KsEQ6Hk5CQ4K3/jDTBu3fvjjREWlqaxyK7uLi4uLgM26SoqBgaGhoaGirMpAQgLy9PgEXD4XA4HI7NZjOZTOhBJKpRy5cvZ7PZOTk5Dg4O0tLS/MsWGRnJdYgh2lW6efMmnU7nJ4e9YKskThjnJ8AXSzBidv/Bu8PumNGjqI16kVHh5y5T1HeIYUHIduJI5lsGRrnLIpA46kXKff41ykXOj36RUVd+1LsYA3E8FwQCwQk/f6lY515NtJgAAFB8zk4Mdxl4t3/UPqU3Kid6McSHmEy/Ojs7MXeCwsLCr7/+mkdnCoUCc5U4ODgYGRlN7AIBADo6Ojo6OqqqqlJSUoyNjRMTE4fG+xrTBCcLe/bsGWpdxkVRURHMT8JJeHh4SEgIi8WCPz9+/NjW1kYmk8+cOZOVlTVStDTBRrW0tODx+E/HUKq5udnBwYHJZDY0NGApSkU4XwQCgUAgEIgvBAEVlWnTprm5uY3abcWKFQJcnEKhwABW8+bNE7OiMn369O+++46zZmBgoLm5mUwmNzY2AgDKysosLCxycnIsLS3FKdiEUF1dLcCohISEw4cPw7KNjc2yZcu6urqysrJoNFp9fb2trS2ZTJ41a5bwo1gsVl1d3fnz5x0cHCQlJSd6tf7HpUuX+DkSEWyVEAgEAoFAIL4cBFRUVFRU4uPjJ1p40TNz5sxh58Vmsx88eBAYGFheXt7b22tvb19RUcFPmKlJDVRUpk6dysMth8txv6mpae/evQAAPB5PIpHs7P53ThoREeHq6nrt2rWmpqaDBw+mpaUJP+rx48crVqwwMzM7derURC/V/3j+/HlISMio3QSbLwKBQCAQCMQXhZhMv0Z1evnEweFwq1atevjwoZ2dXWFhYV9fn4+PT0FBAeaoM9knOJTBwcHa2loAwNq1azMzM/kcFRMT09fXBwDYv38/tv8GAEhJSSUnJ5eUlLx9+/bKlStHjx7lTBIi2KivvvqqqalJVVV1YheKzWa/ffv25cuX169fT0tL+/jx4zitEgKBQCAQCMQXxacY9euTRVZW9vLly/AM4d69e6WlpRMt0ThSW1sLTZj4D+DLZrNhVnUAwPbt27la5eTkYHgAFov122+/CTkKAEAkEidcSwEA2Nrazpkzx8bGJikpiR8tReD5IhAIBAKBQHxRSAAAGAzGhQsXzM3NVVVViUTiokWLvLy8qFSqaO+0cuVKHA7H2+x+3759OBwO80r39PSE0ZBoNBpXz6KiIm9v7wULFhCJREVFRWNj44CAAJjSe6RbOzk5AQC6u7uDgoLmzJmDw+F4hOQaCTU1tcDAQFjmSk4/7AQtLS1xOBz8ag7teXR1dWVlZadPn25qanrx4kXsHCY3N9fOzk5NTY1AIGhrazs5Ob148WJYGdhs9u3bt52dnY2MjOTl5ZWUlJYuXerh4fH8+XMRPq83b97Agp6eHp9DampqKBQKHDKsXdz69ethgTOAmGCjBOPDhw9GRkbwpdq7d69IDsEGBgbG1F+c80UgEAgEAoGYvODb29udnJwKCgqwqoqKioqKitTU1PT0dGdn54mWkJve3l4vL68rV65w1rS3tz958uT06dM7d+6MiYnB44c3aevo6LCxsSkpKRFGAFdX1yNHjgAAOBdtVEpLS+3t7d+/fw9/9vX1lZSUlJSUPHr06MyZM/7+/pyJJikUCoVCyc7Ovnnz5rp167imYGtrW1xczFnZ1tZWVlaWmpoaFBQkqmzrmCc9/4oKpllZWVkN28HU1FRWVra3t/fly5dCjhKAtra2tWvXlpeXAwACAwOjo6P5CbE9KpmZmYODg9jPzZs3FxYWinyVEAgEAoFAIL408Fu3bi0oKDAyMlq/fr2enh6NRrtw4UJNTQ2DwfDy8lqxYoU4Qw8dOHDA29u7qKhox44dAIDw8HBHR0cAgIaGBuzAZDLXr18PNQQCgWBjY2NgYNDX10cmkx88eAAAOH369Nu3b0kk0tA9KJvN9vHxwbQUDQ2NqVOnCiDkggULlJSUPnz4UFtb29zczI/1UUNDg62tbWtrq5ub29dff93f33/t2jW4nU1MTKyoqCgpKVFQUPD29l68ePHbt2/j4+MbGhqYTKavry+VSsVCWjGZzC1btkAtRV5efuPGjZqamh8/fnz8+PGdO3cAABEREUuXLt24caPwzwKeqMAzooiIiN9//726urqzs1NdXX3lypXu7u5r1qzhWmRMt5k5c+aw18Tj8aqqqjQa7e3bt729vbKysgKPGit0Ot3Kyurp06cAgF27dp06dUokWgoYEk6AMznpsIhnvggEAoFAIBCTHfwff/wREBDw008/Tfn/2rv3gBiz/3HgZ7pNV6Wr5F4oQiQfulmLkkhtIqukm620omVp6ZuwuaSV1qWktFYImdrFxupio1BJiZLuaalU0101l98f5/t9PvObqWmqaQa9X3+dnuc8z5xznln7nDmXt7g4PrRjxw5TU9OsrKzW1tbk5GQnJyeBlUZVVRW/ouE/1dXV2eKsh4SE4F6KiYlJTEwM61JjXNSamprExMTLly9v3LiR7eYpKSlUKnXRokVHjx41MDAYUIhAViQSacaMGTgeZXl5OS8dlfz8fAkJiXv37hGbGnt4eNjb21+7dg0hlJmZqa2tfffu3QkTJuCzbm5uOjo6dXV1lZWVFRUVmpqaxH3u3r2LEJozZ05qaiprSMGYmBhnZ2eE0Llz5/jSUcHv02JiYjNnzqyvryeOl5eXl5eX//7776tWrbp48SJrGYhsXAJ6Kioq4udbV1c3adKkQV81IM3Nzebm5jk5OQghb2/v0NBQfvVSBkEA9QUAAAAA+AKI6Ovrnzx5kuilIIQkJSXx1CaEEJ4nwwlHpueir8lXQ9HZ2YkDio8bN45CobBtiLR06dK4uDgcP/7gwYOcl1OpVE1NzdTUVBMTk0H3UjDiFbOpqYnHS/bs2cMaeoVEIu3cuZP4Mzo6muil4Pu7urriNGswE2I4aPv27WyBz52cnNTV1UVFRfPy8viy9AJ/bk9PT319/eTJkz09Pf/nf/5n06ZNxNr6W7duWVhYsC4fb29vZ2sfTkpKSmyZB3cV71pbWy0sLJ4+fYoQ8vLyCgsLE2IvRQD1BQAAAAD4MogEBATgl3tWurq6ODHQhcLDKjk5+cOHDwihbdu2EW9yrIyMjMzNzRFCr1+/fvfuHWcGf39/Mpk89JLIysriRFtbG4+XbN68me3I1KlTcWLGjBmckTGnTZuGE11dXcRBYg7Y27dv2fKTSKR///2XRqO9e/eO9UVcV1eXxJt9+/YRV3V2dlZXV+N0YGBgcXHxmTNnAgMDf/vtt4KCgqioKDxr7smTJ7jrSFyFE1zm1BGnOjo6hnIVj9ra2ohVSe7u7qdOneq1lzK4VhqcYa0vAAAAAMAXQ2zBggWcR/sdcJCTk2OL4M6Gs/MzdMQKcikpqbS0tF7zEL9S5+Xlqaurs51lW5g+aMTv3KNGjeIlv7S0NOcEHqKRZ86cyXlJr4+AeFiBgYE1NTXOzs4GBgbDMT7Q2dkZEBCAEJoxY8a6detYT5FIJBcXFzqdjtcRnThxws/PDw+gEWXm0n9raWnBCaLHOLireNHe3s628YBwx1KGu74AAAAAAF8SscFFolBVVQ0PDxdwWYnf+L///vt+MxOvev+tqpiYiooKX0rS2NiIE2zzr/oiJSXF5RWZ99XSc+fO9fPzO3z4MI1GCw8PDw8P19TUNDU1NTIyMjMzGz9+POcld+7c4XFYjLUuioqK+/fv55LZ1dX1+PHjxcXFTU1NWVlZeERIRkaGrX24NB0xKjW4q3hx6tQpGo2GECKTyV1dXZGRkZs3bzY0NORXKw3O8NUXAAAAAOBLIvYp/MbMIyqVynvm5uZmtiMqKip8GedhMplEwBbBBw4PCgoyNTX19/fPzs5GCJWWlpaWll64cAEhpK+v7+Pj4+DgwPpMWZe+8JGIiIi+vj5ex1JWVoY7KkQ/kMsrOLGqhxj7GtxVvMC9lIiIiJaWll27diGEPD09s7OzWVdkDWsr9Wr46gsAAAAA8CX5nCLTEz9FFxcXM/vj7u7OXlU+zUYrKSnBS2XwPsWCb4cVK1ZkZWVVVVWdPXvWzs6O2OU2Jydn06ZNtra2fFlM3y+ik0asoyDW1dTW1vZ6CYPBwHteqampKSgoDOUqHkVERGzZssXHxwcvu8rPzw8LCxNA43AxrPUFAAAAAPhi8H9vruGjpqaGE4WFhcRKdMG7dOkSTixdulSIrTF+/HgPDw8PDw8mk1lYWBgdHR0VFUWlUikUSmxsrIODA85WVlbG46QmJSUl4sf+t2/f0mg0Eok0ceLEvvLX1NTgBDF7kNiDoa9QmNnZ2XhhBpFz0FfxwtPTEy+kERcXDw8PNzY2RggFBASsW7eObZrc4FppcIavvgAAAAAAX5LPqaOycOHCX3/9FSGUkZFhZWXVa56YmJiKigpxcXE/P7/hWND//v37kydP4jTnoM1wi42NbW1tFRUVdXNzI+Z34bgux48fX7p06cqVKxFCjx49IjoqVlZWPAY437t376FDh3B6586dcXFxCKFnz57NnTuXMzOTyXz+/DlO6+vr44SmpuaUKVPKyspyc3NramqIMJ2E27dv44SFhQVxcHBX8YJ13pSRkZGLi0t0dHR7e7uPj8/NmzdZcw6ulQZn+OoLAAAAAPAl+Zymfpmbm0tJSSGEwsLCqqqqODOUlJS4ubkFBgZmZ2cPRy+lvb3d3t4er35ZtmwZ8YIuMDExMXiUoKCggPPsmDFjcIL3TZP7QmzpduTIkV4nkt28eRN3VBYsWDBu3Dh8kEQirV27FqevXLnCdgmNRrtx4wZCSERExMbGhjg+uKsG4ejRo7jrQqFQiM6A4AmsvgAAAAAAn7VPuqNSV1fH+qeSkhIexOjs7LSxsSkqKmI9W1NTY2VlRafTEUJubm78LQmDwUhJSTE0NHzw4AFCSEZG5ty5c4JvkHnz5uHE7t27e3p6WE91dXUFBgbitIGBAXG8oKCg3/U8GOtAwYoVK/CErmvXrvn7+7NOi2IymQkJCR4eHvhPIjYotmPHDtyZPHDgQH5+PutV+/btw5sQODg4sG1CMLirqFRq0v/hJTCisrLysWPHcNrb25s1RMngWmnQBldfAAAAAIAR5VOc+kVs13vhwgVFRUVJSUkrKyscsSQoKOj+/fuvXr169uyZnp7eypUrdXV1yWTyq1ev4uPjcWzE7du3W1paDu6ja2pqiFdwDIdmz87OJiJIysjI/Pnnn5MnTxZ8yzg6Oh4/fpzBYPz1119Tp061sbFRV1en0+kVFRUJCQm4Xzd+/HgnJ6chfpCEhMTZs2dtbW0RQj///PPly5fNzMzGjh1bU1OTm5ublZWFs+3atQtH2CSMGTMmJCTEy8urtbXVyMjI09NTX1+/paUlLi4uOTkZIaShoXHkyBG2jxvcVUVFRcTkqDdv3mhpafVbL2dn5+jo6IyMjIqKikOHDgUFBQn+IQ66vgAAAAAAI8qn2FGZPXu2goIClUotKirCQyjl5eW4oyIjI5OWlmZra5uent7V1UWhUCgUCnGhqKjo1q1bQ0JCBv3RVCo1IiKCS4b58+dHREQQIxsCpqurGxMT4+Xl1dbWVllZGRoaytl0cXFx8vLyQ/+sb7755uLFi9u3b29sbCwvL2drFgkJiYMHD+I9f9l4eno2NDQEBAS0tbWxxq1HCGlqalIoFM5AnIO+aqBERETOnj07b948Op0eHBzs4OAwY8aMod92EARTXwAAAACAz9enOPVLQUHh1q1bxsbGcnJysrKy06ZNk5CQIM6qqKg8ePAgISEB791EJpNVVFQMDQ09PT2LiopOnjzJ99Upo0aNmjZt2qZNmxITEx8/fiysXgrm6OhYWVm5f//+xYsXT5kyhUwmKysrz5s3b926dUlJSc+fP9fW1ubjZ1VUVBw5cuTrr7+eMmWKhISEgoLCvHnz/Pz8SkpKfvzxx76C8Ozbt+/JkycuLi6TJ08mk8mjR482MDAIDg7Ozc2dNWtWXx83uKsGavbs2Tt27EAI0Wg0Ly8vwWzlLMT6AgAAAAB8pvoJ+Hj69OnTp08jhHbv3n3kyJFJkyZ1dXXhbVWTkpIWLFhAbKykq6v78uXLmTNn9rrOGyH08OFDzoN9ZTYyMkpPT++rVCQSac2aNWvWrOE8VVRUpKOj0+tVNTU1CgoK6urqCxcutLGxsbS0FBUVxae0tbWJF9bu7m5i31jWCvar1wrev3+/r/ySkpJc3pLt7e3t7e17PaWoqBgQEBAQEMBjwXp169YtKpVqY2NDRKfplZyc3LJly0pKSiorK0X+j7y8vJycHPf7k0gknJlEIpFIJCaTSafT8Qoifl21cOFCJpOZmJhobW0tKSnJe92Dg4PZBjH4KCkpCbctLzHsB9dKn5Sd7ZSh3yQH9R92Ng8lcM+wpN9N+CL730Vt6NWhRQph9dqnLM/9O2EXAQDweTNYrcM9Q9afhcIuIxguA5761dLSQiwMSE1N/eqrr7hkLikpwVFHrK2t9fT0hF1Z1Nzc3NzcXFRUFBMTo6+vHxERwblz14Aq+Jmqq6uztram0+nV1dXcOypBQUH+/v4MBgP/+fHjx8bGxuzs7DNnzty8ebOvfc8EeVV9fb2YmNinM1FquNsWAAAAAGCEEBs1apSjo2O/+RYtWjSIu5eUlOCtqCZNmiTgjsro0aOJPXax7u7uurq67OxsHKkwJyfH1NQ0MTFx2bJlgizYp+DSpUu8/GwfHh6+d+9enLawsFiwYEFra+vNmzcrKiqqqqosLS2zs7OJvYkFfxWDwaisrIyMjLS2tiYGx4RuWNsWAAAAAGDkEFNRUTl16pSwi8F/Y8eO7bVeTCbzn3/+8fHxycvL6+josLKyys/P52XDqC/Gixcv/P39+81WW1vr6+uLEBITE6NQKKtWrcLHDx8+7ODgcP369dra2t27d8fGxgrrqqdPny5atMjIyOjEiRPCblRBtC0AAAAAwIgy4HXnysrKREyJz3FaFIlEWrx4cUZGxpIlSxBCnZ2d7u7urGtFPvcK9orJZFZXVyclJbm5uS1YsIA1hEhfQkNDOzs7EUK7du0i3qQRQhISEtHR0fjH/qtXr5aVlQnrqlmzZtXW1j58+FC4Iw8Ca1sAAAAAgBHlU9z1SwCkpaWvXLmCt/FNS0sjAoN8qSwtLSdMmGBhYREVFfXx48d+8zOZTBwfHSHk4uLCdlZWVhYv9GcwGH/88YdQrkIIycjI4KiUI6FtAQAAAABGmsF0VIyNjUkkEvefsXfu3EkikYhV6c7Oznhfo4qKCrac6enpbm5uWlpaMjIyioqK+vr63t7eODh3Xx+9du1ahFBbW5ufn9+ECRNIJBKXzbX6oqam5uPjg9NsYeZ7reCyZctIJBL+/RvPzNHW1paWlh49erShoeGFCxeIYZnbt2+vWrVKTU2NTCZPnTp17dq1fW1uxmQy7927Z2dnp6enJy8vr6SkNH/+fCcnpxcvXgzmYfaNNbQ8L8rKykpKShBCOjo6vc6LW716NU4kJeYz3w0AAGMrSURBVCUJ5arBaWho0NPTw19FX19fvuxNLJi2BQAAAAAYaYQZ8LGjo8PV1fXq1ausR5qamp49e3b69OmtW7eGhoaKifVewubmZgsLi8zMzKEUwMHB4cCBAwghYj9iXmRlZVlZWb1//x7/2dnZmZmZmZmZ+eTJkzNnznh5ebHGRiwpKSkpKUlISLh169aKFSvYqmBpafno0SPWg42NjTk5ORcvXvTz8+Nj3PT4+Pienh7iz3Xr1qWmpnLJT/SszMzMes1gaGgoLS3d0dHx8uVLoVw1CI2NjcuXL8/Ly0MI+fj4hISEcN+b+5NqWwAAAACAkWa4Oio//vijm5tbenr6li1bEEJBQUE2NjYIIQ0NDZyBTqevXr0a9xDIZLKFhcXMmTM7Ozuzs7P/+ecfhNDp06ffvn1LoVA43yaZTKa7uzvRS9HQ0Og3rEevtLS0lJSUGhoaysvL6+rqeJlHVF1dbWlp+eHDB0dHx6+++qqrq+v69ev4xTQiIiI/Pz8zM1NBQcHNzW3u3Llv3749depUdXU1nU738PAoLS0lNqei0+nr16/HvRR5eflvvvlmypQpHz9+fPr06d9//40QOnz48Pz587/55hu+PA62WPWsATR7VVxcjBNjx47tNYOYmJiqqmpFRcXbt287OjqkpaUFfNVAUalUMzOz3NxchNC2bdtOnDjBl16KwNoWAAAAAGCkGa6OiqqqKn7Zwn+qq6uzRUwPCQnBvRQTE5OYmJgpU6YQp5KTk52cnGpqahITEy9fvrxx40a2m6ekpFCp1EWLFh09etTAwGBAwf5YkUikGTNm4MiS5eXlvHRU8vPzJSQk7t27R2xq7OHhYW9vf+3aNYRQZmamtrb23bt3J0yYgM+6ubnp6OjU1dVVVlZWVFRoamoS97l79y5CaM6cOampqazBAWNiYpydnRFC586d41dHZaDq6+txgku8S0VFRfx86+rqJk2aJOCrBqS5udnc3DwnJwch5O3tHRoayq9eisDaFgAAAABgpBEpLS0lcdXX5Kuh6OzsxKHBx40bR6FQWHspCKGlS5fGxcWJiIgghA4ePMh5OZVK1dTUTE1NNTExGXQvBSNeFpuamni8ZM+ePayhV0gk0s6dO4k/o6OjiV4Kvr+rqytOEz+lI4SI4aDt27ezhTB3cnJSV1cXFRXNy8vjyyKKQWhvb2drH05KSkpsmQV5Fe9aW1stLCyePn2KEPLy8goLCxNiL0UA9QUAAAAA+DIIZ9ev5OTkDx8+IIS2bdtGvJOxMjIyMjc3Rwi9fv363bt3nBn8/f3JZPLQSyIrK4sTbW1tPF6yefNmtiNTp07FiRkzZnBGxpw2bRpOdHV1EQeJOWBv375ly08ikf79918ajfbu3TvWV2pdXV0Sb/bt2zfEZsGb5yKEuMypI04RG/IK8ioetbW1EWuZ3N3dT5061Wsv5dNvWwAAAACAkUZMTk6OLYI7GzyywV/ECnIpKam0tLRe8xC/N+fl5amrq7OdZVuYPmjEL9ajRo3iJb+0tDTnVBxiVGfmzJmcl/Q65rNgwQKcCAwMrKmpcXZ2NjAwEO4v/b2WmUv/raWlBSeIHqMgr+JFe3s723YFn0ILD199AQAAAAC+JGKqqqrh4eEC/tTq6mqc+P777/vNTLy0/bfQYmIqKip8KUljYyNOsM2/6ouUlBSXl13e1z3PnTvXz8/v8OHDNBotPDw8PDxcU1PT1NTUyMjIzMxs/PjxnJfcuXOHx51weawLFzIyMmztw6XpiFEpQV7Fi1OnTtFoNIQQmUzu6uqKjIzcvHmzoaHh59i2AAAAAAAjjXC2J6ZSqbxnbm5uZjuioqLCl3EeJpNJBGxhWycjAEFBQaampv7+/tnZ2Qih0tLS0tLSCxcuIIT09fV9fHwcHBxYO0WsS1+GG9EP5PIyTazqIca+BHkVL3AvJSIioqWlZdeuXQghT0/P7OxscXFxtpyfftsCAAAAAIw0wlmjQvyoXFxczOyPu7s7e6H5NButpKQEL5XB+xQLvh1WrFiRlZVVVVV19uxZOzs7Yr/anJycTZs22draCmsxPbGupra2ttcMDAYD716lpqamoKAg+Kt4FBERsWXLFh8fH11dXYRQfn5+WFiYUJp0iG0LAAAAADDSCGdERU1NDScKCwuJleiCd+nSJZxYunSpsMqAEBo/fryHh4eHhweTySwsLIyOjo6KiqJSqRQKJTY21sHBAWcrKyvjcXqSkpLSEKfG4dd61HcozOzsbLzEgsgp4Kt44enpicP4iIuLh4eHGxsbI4QCAgLWrVvHNrnu029bAAAAAICRRjgdlYULF/76668IoYyMDCsrq17zxMTEVFRUiIuL+/n5DceC/vfv3588eRKnOQdthltsbGxra6uoqKibmxsxvwvHdTl+/PjSpUtXrlyJEHr06BHRUbGysuIxVPnevXsPHTo0lOJpampOmTKlrKwsNze3pqaGCNNJuH37Nk5YWFgI5SpesM6bMjIycnFxiY6Obm9v9/HxuXnzJmvOT79tAQAAAABGGuFM/TI3N5eSkkIIhYWFVVVVcWYoKSlxc3MLDAzMzs4ejl5Ke3u7vb09Xv2ybNkyfX19AbdATEwM/r2/oKCA8+yYMWNwgvdNk/mLRCKtXbsWp69cucJ2lkaj3bhxAyEkIiJiY2MjlKsG4ejRo7jrQqFQiM7A59K2AAAAAAAjjYA6KnV1dax/Kikp4UGMzs5OGxuboqIi1rM1NTVWVlZ0Oh0h5Obmxt+SMBiMlJQUQ0PDBw8eIIRkZGTOnTsnmEZgNW/ePJzYvXt3T08P66murq7AwECcNjAwII4XFBT0u54HG+JP/tiOHTtwZ/LAgQP5+fnEcSaTuW/fPrwJgYODA9smBIK8ikqlJv0fXgIjKisrHzt2DKe9vb1ZQ5R8Fm0LAAAAADCiDO/UL2K73gsXLigqKkpKSlpZWeGIJUFBQffv33/16tWzZ8/09PRWrlypq6tLJpNfvXoVHx+PYyNu377d0tJycB9dU1Pj4eHBeqSnp6e+vj47O5uIICkjI/Pnn39Onjx5mBu5F46OjsePH2cwGH/99dfUqVNtbGzU1dXpdHpFRUVCQgLu140fP97JyUnwZcPGjBkTEhLi5eXV2tpqZGTk6empr6/f0tISFxeXnJyMENLQ0Dhy5IgQryoqKiImR71580ZLS6vfSjk7O0dHR2dkZFRUVBw6dCgoKOgzalsAAAAAgBFleDsqs2fPVlBQoFKpRUVFeAilvLwcd1RkZGTS0tJsbW3T09O7urooFAqFQiEuFBUV3bp1a0hIyKA/mkqlRkREcMkwf/78iIgIYmRDwHR1dWNiYry8vNra2iorK0NDQzmbLi4uTl5eXijFwzw9PRsaGgICAtra2oKDg1lPaWpqUigUzkCcAr5qoERERM6ePTtv3jw6nR4cHOzg4DBjxozPqG0BAAAAAEaO4Z36paCgcOvWLWNjYzk5OVlZ2WnTpklISBBnVVRUHjx4kJCQgHdhIpPJKioqhoaGnp6eRUVFJ0+e5PvqlFGjRk2bNm3Tpk2JiYmPHz8WVi8Fc3R0rKys3L9//+LFi6dMmUImk5WVlefNm7du3bqkpKTnz59ra2sLsXjYvn37njx54uLiMnnyZDKZPHr0aAMDg+Dg4Nzc3FmzZn0KVw3U7Nmzd+zYgRCi0WheXl7C2gBaYPUFAAAAAPhMkYT4ogbA0CUmJlpbW1dXV48bN07YZRmJSLf6z+NW1cg9Q6TXjX5vkoO+455BHzH7uwMJ9Sf8TMMQGyTSq/8Ynbw02tBlr+q/vp+Lfh8uL9zP9Ps97P/ZTfIT2j4cQOgqjQY5Fx1w0e//IBAP/4/I+tNE2PXglcFqnaHfJOvPwiEXI33oxSDd2sI9A3MVL7fpZ6E4P4csKioqSAOxZ88efGF3dzexKpo1XLeuri6JRBJ6NImioiIutVBQUNDR0XF2dv7jjz/wBgCc+qrg52v79u24+mpqag0N/bzblZSU4MzEbld9iY+PJxp24sSJDAaj35LU19eLiYmxTpQiPm7fvn1CaZxbt25dunSJl/X9OTk57u7uWlpaUlJSSkpKBgYGR48epVKpQik2AAAAAMAnRThxVNi0tLQQq6JTU1O/+uorLplLSkpwoEZra2s9PT1hlx01Nzc3NzcXFRXFxMTo6+tHRERwbnY8oAp+Xurq6nx9fX/77Te+3O33338n0lVVVY8ePTIx6fNnEgaDUVlZGRkZaW1tLSoqKuyW+G+DWFtb0+n06upqGRkZLjmDgoL8/f2JztjHjx8bGxuzs7PPnDlz8+ZNwW+ZDQAAAADwSRmWjsqoUaMcHR37zbZo0aJB3LykpATv3jtp0iQBd1RGjx797bffsh7p7u6uq6vLzs6uqalBCOXk5JiamiYmJi5btkyQBROuixcvbtiwYcWKFUO8T0NDw507d1iPxMbGcumoPH36dNGiRUZGRidOnBB2G/zXpUuX+hpYYxUeHr53716ctrCwWLBgQWtr682bNysqKqqqqiwtLbOzs2EyGwAAAABGsmHpqKioqJw6dUrYVeO/sWPH9lovJpP5zz//+Pj45OXldXR0WFlZ5efn87Jb7hfju+++KygokJOTG8pNrl27hkPKLFmyJDU1FSF0/fr1sLAw1g0YWM2aNau2tlZVVVXYtf+vFy9e+Pv795uttrbW19cXISQmJkahUFat+t9ZnIcPH3ZwcLh+/Xptbe3u3btjY2OFXSEAAAAAAKERTmR6NsrKykRAvc9xWhSJRFq8eHFGRsaSJUsQQp2dne7u7qy7FHzuFeRi0qRJCKGqqqqffvppiLfCM/oQQgEBAQsWLEAINTY2JiUl9ZVfRkbmU+ilMJnM6urqpKQkNze3BQsWsMaR7EtoaGhnZydCaNeuXUQvBSEkISERHR2NB1KuXr1aVlYm7MoBAAAAAAjNJ9FR+TJIS0tfuXIFRz5JS0vLysoSdokE4ciRI6NHj0YInT59+uHDh4O+T2lpaUZGBkJo4sSJJiYmGzZswMc//VEFS0vLCRMmWFhYREVFffz4sd/8TCbzxo3/3cDExcWF7aysrKy9vT1CiMFg/PHHH8KuHAAAAACA0PTeUTE2NiaRSPi3XhqNdv78eRMTE1VVVRkZmTlz5ri6upaWlvK3HPgTuU/K37lzJ4lEIlalOzs7482dKioq2HKmp6e7ublpaWnJyMgoKirq6+t7e3u/evWKy0fjDana2tr8/PwmTJhAIpHu378/0Fqoqan5+Pjg9Llz5zg/ha2Cy5YtI9oZz/bR1taWlpYePXq0oaHhhQsXiGGZ27dvr1q1Sk1NjUwmT506de3atQUFBb2Wgclk3rt3z87OTk9PT15eXklJaf78+U5OTi9evODvIyOqjKNVMplMV1dXXt7Ue0V0SDZt2iQiImJnZ0cikRBCf/zxR0tLC79K29DQoKenh782vr6+fNmbu7u7e0D5y8rKSkpKEEI6Ojq9zg9cvXo1TnAZTQIAAAAA+OL1M6LS1NRkbm7u7u7+8OHD+vr6jo6O/Pz86OhobW3t69evC7vwvejo6NiwYYOpqWlUVFRpaWlHR0dTU9OzZ89Onz49c+ZMb29vGo3W17XNzc1mZmZHjhyprq4edAEcHBxwIiUlhfersrKy9PT0jh079vr1687OTiqVmpmZ6eLi4unpyWAwPDw8Vq1adfv27bq6uu7u7pKSkvj4eD09Pc4X2ebmZhMTE3Nz8xs3buTl5bW0tDQ2Nubk5Fy8eHH27NlDn53VK0dHR3Nzc4RQcXHxgQMHBnEHJpNJzPvC2zBoaGgsXrwYIfTx40cKhcKXcjY2Ni5fvjwvLw8h5OPjExISgvtCQxQfH1/PAk//44LoYZqZmfWawdDQUFpaGiH08uVLvlQcAAAAAOBzxK2jwmAwNm7cmJKSoqen5+/vf/ny5aCgoClTpiCEaDSaq6vr27dvBVnWH3/8sbCwkBipCAoKKiwsLCws1NDQwEfodPrq1auvXr2KECKTydbW1nv37vX19TU1NcUZTp8+vXbt2l5/R2cyme7u7pmZmfhPDQ2NwS0N19LSUlJSQgiVl5fX1dXxckl1dbWlpWVtba2jo2NUVNSZM2eIl92IiAhjY+OIiAgFBYWdO3fGxsYePXp0/PjxuLIeHh6sG0zR6fT169c/evQIISQvL+/s7Hzw4MG9e/cuX74cZzh8+PDNmzf5/lxIJFJERATeivfYsWO5ubkDvcPTp0/fvHmDEDI0NJw6dSo+iGdAIZa1K0NBpVLNzMxw2bZt23bixAm+9FIQQvLy8sos+lr6TyguLsaJsWPH9ppBTEwMr715+/YtLyteAAAAAAC+SNx2/bp//35PT4+3t/cvv/wiLi6OD+7YscPU1DQrK6u1tTU5OdnJyUlgZVVVVVVVVSUmeqmrq2tra7NmCAkJweMYJiYmMTExuE+F4aLW1NQkJiZevnx548aNbDdPSUmhUqmLFi06evSogYGBpKTk4ApJIpFmzJiRnp6OECovL+dltXd+fr6EhMS9e/eITY09PDzs7e2vXbuGEMrMzNTW1r579+6ECRPwWTc3Nx0dnbq6usrKyoqKCk1NTeI+d+/eRQjNmTMnNTUVLx3BYmJinJ2dEULnzp375ptv+P5oJk6cePjw4W3bttHpdFdX1ydPnhBfGF4Q4VNYv062trZ4BCwlJeXdu3esIR0Hqrm52dzcPCcnByHk7e0dGhrKr17KINTX1+OEomKfYbAVFRXx97yurg5vVwAAAAAAMNJwG1Hp6enR19c/efIk60unpKQkMb0Hz6LhVFpayj0mvZgY/7dF7uzsDA4ORgiNGzeOQqGw9lIQQkuXLo2LixMREUEIHTx4kPNyKpWqqamZmppqYmIy6F4KRryANjU18XjJnj17WEOvkEiknTt3En9GR0cTvRR8f1dXV5wmfp5HCBHDQdu3b2ftpSCEnJyc1NXVRUVF8/Ly+LIwg5OXlxcOjJObm3v8+HHeL+zp6SEGwezs7IjjysrKeCyIwWDgDIPT2tpqYWHx9OlTXMiwsDAh9lIQQkTEei4dFTwox5oZAAAAAGCk6WeNSkBAAH65Z6Wrq4sTA11GPKySk5M/fPiAENq2bRvxnsfKyMgIL6V4/fr1u3fvODP4+/uTyeShl0RWVhYn2traeLxk8+bNbEeIGVAzZszgjIw5bdo0nOjq6iIOEtHZOafkkUikf//9l0ajvXv3jvU1XVdXl8Sbffv2ca+CqKhoVFQUnvgUGBj4+vVrHuuelJTU0NCAEFqzZg1b/4qY/TXovb/a2tosLCxwF87d3f3UqVO99lL42A79whsTI4S4zC0kTsHULwAAAACMWP2MbOBwFmz6HXCQk5Nji+DOhrPzM3R4bQZCSEpKKi0trdc8xG/YeXl5nFOJhh5bHSN+BR81ahQv+aWlpTmn9xCNPHPmTM5Len0ExMMKDAysqalxdnY2MDAQ5OiBjo6Ov7+/v79/V1eXq6vrP//8w8uDJpagbNq0ie2UtbU1mUzu6urKycl5/fr19OnTB1Se9vZ2S0tL4ouBEBLuWApGPDsu/VhiozO+9JwBAAAAAD5H3DoqsrKygwuop6qqGh4eLuCaEFt1ff/99/1m5tzxVkxMTEVFhS8laWxsxAm28YG+SElJcXmBxhtA8WLu3Ll+fn6HDx+m0Wjh4eHh4eGampqmpqZGRkZmZmZ4CT6bO3fu8DgsxmNdfvzxx2vXrr148eLRo0dnz57dunUr9/zNzc04WoiIiMiLFy8KCwvZMowdO7a8vBwhFBsbO9AtxU6dOoU3ecO9ncjIyM2bNxsaGgqgHbjAuw4glu8JJ+IUMToHAAAAADDScOuoyMvLfwq/QPOISqXynrm5uZntiIqKCl/GeZhMJhGwhW2djAAEBQWZmpr6+/tnZ2cjhEpLS0tLSy9cuIAQ0tfX9/HxcXBwYH2mrEtf+EJCQiIqKmrhwoUMBmPPnj2rVq2aOHEil/zx8fE49AqDwfDz8+OS8/Lly4GBgQP6QuJeSkREREtLy65duxBCnp6e2dnZnAv9+d4OXBD9YS4dFWJ1E5d1LAAAAAAAX7YvJzI98UN1cXExsz/u7u7sDcGn2WglJSV4qQyxT7GArVixIisrq6qq6uzZs3Z2dsQeuDk5OZs2bbK1tR2mxfQEAwMDX19fhFBbW5uHhwf3jyP2++pXaWnpkydPBlqYiIiILVu2+Pj44IVV+fn5YWFhw1r9fhHri2pra3vNwGAw8M5gampqCgoKwi0tAAAAAICw8H/3LWFRU1PDicLCQmIluuARKy6WLl0qxNYYP368h4cH7icUFhZGR0dHRUVRqVQKhRIbG0tEpSwrK+NxypOSkhLvU+MCAwMpFEppaWlSUtLvv//e62wrhFB1dTVeTSQtLV1XV0d0NdmsX78e79R86dKlhQsX8t4Inp6eW7ZsQQiJi4uHh4cbGxsjhAICAtatW8c2EW6Y2qFXxF4UfYUEzc7OxstXiJwAAAAAACPQlzOiQrzCZmRk9JUnJiZm//79P//8M4PBGI4yvH///uTJkzjNOWgz3GJjY8PDwyMjI1kHMXBcl+PHj1++fBkfYV1cbmVlpcMbol68kJaWjoyMxOnt27f3NXRA7OVlbW3dVy8FIbR+/XqciIuL6+np4b0YrPOmjIyMXFxcEELt7e0+Pj5sOYepHXqlqamJ5wTm5ubW1NRwZrh9+zZOWFhYDPGzAAAAAAA+X19OR8Xc3FxKSgohFBYWVlVVxZmhpKTEzc0tMDAwOzt7OLYda29vt7e3x6tfli1bpq+vL+AWiImJwWMIBQUFnGfHjBmDE7xvmjwUS5YswV21pqYmzo4BQojJZBKjT9z3iLOwsMDb9X748OHvv/8edJGOHj2Kuy4UCoXoDAgeiURau3YtTl+5coXtLI1Gu3HjBkJIRETExsZGWIUEAAAAABA6kaSkpKSkpM8xrlxdXR3rn0pKSvjNuLOz08bGpqioiPVsTU2NlZUVnU5HCLm5ufG3JAwGIyUlxdDQ8MGDBwghGRmZc+fOCb5B5s2bhxO7d+9mG3no6uoKDAzEaQMDA+J4QUFBv+t5sEOHDg20PMeOHcMrZHBIeDbPnz9/+fIlQkhRUREHduyLlJTUmjVrcJo1oAqVSk36P7x8gZWVlY8dO4bT3t7erCFKhrUdOO3YsQN3qg8cOJCfn08cZzKZ+/btw5sxODg4CH4zBgAAAACAT4cYnl7y5s0bLS0tYReGJ8R2vRcuXFBUVJSUlLSyssIRS4KCgu7fv//q1atnz57p6emtXLlSV1eXTCa/evUqPj4ex0bcvn27paXl4D66pqbGw8OD9UhPT099fX12djYRQVJGRubPP/+cPHmy4FvG0dHx+PHjDAbjr7/+mjp1qo2Njbq6Op1Or6ioSEhIwP268ePHOzk5CaY8CgoKZ86csba27vUsMZxiZ2eHw0RyYW9vj/MnJCS0tbXhTXuLioqIyVE8foGdnZ2jo6MzMjIqKioOHToUFBQkmKZgM2bMmJCQEC8vr9bWViMjI09PT319/ZaWlri4uOTkZISQhobGkSNHhFI2AAAAAIBPxOe3mH727NkKCgpUKrWoqAgPoZSXl+OOioyMTFpamq2tbXp6eldXF4VCoVAoxIWioqJbt24NCQkZ9EdTqdSIiAguGebPnx8REUGMbAiYrq5uTEyMl5dXW1tbZWVlaGgoZ9PFxcXJy8sLrEhr1qxZt24dXgrPikajEWtmuM/7wpYvX44fekdHR2Ji4saNGwdXHhERkbNnz86bN49OpwcHBzs4OMyYMUNgrcHK09OzoaEhICCgra0tODiY9ZSmpiaFQuEMSAoAAAAAMKJ8fmtUFBQUbt26ZWxsLCcnJysrO23aNNbf41VUVB48eJCQkIB3diKTySoqKoaGhp6enkVFRSdPnuT76pRRo0ZNmzZt06ZNiYmJjx8/FlYvBXN0dKysrNy/f//ixYunTJlCJpOVlZXnzZu3bt26pKSk58+fa2trC7hIYWFhnMFAUlJS3r9/jxAaN24c3oyLOwkJCVtbW5xmnf01CLNnz96xYwdCiEajeXl5DfdmzVzs27fvyZMnLi4ukydPJpPJo0ePNjAwCA4Ozs3NnTVrlrBKBQAAAADwiRBLSEiwtraWlJRkPfrw4UMu1ygrK3N/vSstLeUlMN/u3bvx/Jbu7u59+/bhg42Njf0GuTMyMkpPT+/rLIlEWrNmDbGqoV/cK9svEokkIiLCvf/TVwXv37/f1yWSkpJcGtne3t7e3r7XU4qKigEBAQEBAUOpFO/Wr1//6tUrLhFj1NTUnjx5wrZhtJmZWa+1i4+PJxaaT5gwoby8nGjY8+fPnz9/njXzwoULmUxmYmIi5xeYu+DgYLZBDD5KSkq6desWlUrlJYY98eUhkUgkEonJZNLpdLyS6ksS6SWIsJU5qJ9/c/RR/53SSK+hfgri4VPAQPHQ7P0/X8F8DwEAAzLS/sPM+rNQAJ9isFqnvyzpvNyHO+aqftZjZ/1pwkNR+8kgVl9fLyYmJtx5Ji0tLcRig9TU1K+++opL5pKSErxcwdraWk9PT4jFxpqbm5ubm4uKimJiYvT19SMiIjj3+xpQBT8vdXV1vr6+v/32G1/uxhr/saqq6tGjRyYm/XzLP4UvMFuDWFtb0+n06upqLnsuI4SCgoL8/f2JnbI/fvzY2NiYnZ195syZmzdvCn7XOAAAAACAT4pYZGSktbW1qKgoH286atQoR0fHfrMtWrRoEDcvKSnBG1hNmjRJwB2V0aNHsy2o6O7urqury87OxgExcnJyTE1NExMTly1bJsiCCdfFixc3bNiwYsWKId6noaHhzp07rEdiY2O5dFQYDEZlZeVwfIGH4tKlS7wMiYSHh+/duxenLSwsFixY0NraevPmzYqKiqqqKktLy+zs7HHjxgm7NgAAAAAAQiMmLi5+4sQJ/t5URUXl1KlTwq4a/40dO7bXejGZzH/++cfHxycvL6+jo8PKyio/P/9z2UWNL7777ruCggIc7WTQrl27hndVXrJkSWpqKkLo+vXrYWFhfe0J9vTp00WLFhkZGfH9CzxoL1688Pf37zdbbW2tr68vQkhMTIxCoaxatQofP3z4sIODw/Xr12tra3fv3j3E1TgAAAAAAJ81kYcPHwr9h1u86AX7HKdFkUikxYsXZ2RkLFmyBCHU2dnp7u7Ougbjc68gF5MmTUIIVVVV/fTTT0O8FbFhcUBAwIIFCxBCjY2NSUlJfeWfNWtWbW2t0L/ATCazuro6KSnJzc1twYIFrOFZ+hIaGtrZ2YkQ2rVrF9FLQQhJSEhER0fj6ly9erWsrEyI9QIAAAAAEK7Pb9evT5a0tPSVK1fw5r9paWlZWVnCLpEgHDlyBK8aP3369FC2JSgtLc3IyEAITZw40cTEZMOGDfg4l1EFGRkZVVVVYTcAsrS0nDBhgoWFRVRU1MePH/vNz2Qycex5hJCLiwvbWVlZWbxNAoPB+OOPP4RdOQAAAAAAoem9o2JsbEwikfBvvTQa7fz58yYmJqqqqjIyMnPmzHF1dS0tLeVvOfAncv9pfOfOnSQSiViV7uzsjPdKqqioYMuZnp7u5uampaUlIyOjqKior6/v7e2NA3739dF4s6m2tjY/P78JEyaQSCQuW3L1RU1NzcfHB6fZgtP3WsFly5YR7Yxn+2hra0tLS48ePdrQ0PDChQvEsMzt27dXrVqlpqZGJpOnTp26du3agoKCXsvAZDLv3btnZ2enp6cnLy+vpKQ0f/58JyenFy9e8PeREVXGAVuYTKarqysvb+q9IjokmzZtEhERsbOzwxvH/fHHHy0tLfwqbUNDg56eHv7a+Pr68mVv4u7u7gHlLysrKykpQQjp6Oj0Oj9w9er/3QKDy2gSAAAAAMAXr58RlaamJnNzc3d394cPH9bX13d0dOTn50dHR2tra1+/fl3Yhe9FR0fHhg0bTE1No6KiSktLOzo6mpqanj17dvr06ZkzZ3p7e9NotL6ubW5uNjMzO3LkSHV19aAL4ODggBMpKSm8X5WVlaWnp3fs2LHXr193dnZSqdTMzEwXFxdPT08Gg+Hh4bFq1arbt2/X1dV1d3eXlJTEx8fr6elxvsg2NzebmJiYm5vfuHEjLy+vpaWlsbExJyfn4sWLs2fPHvrsrF45Ojqam5sjhIqLiw8cODCIOzCZTGLeF96GQUNDY/HixQihjx8/skbtHIrGxsbly5fn5eUhhHx8fEJCQnjZRLtf8fHx9Szw9D8uiB6mmZlZrxkMDQ2lpaURQi9fvuRLxQEAAAAAPkfcOioMBmPjxo0pKSl6enr+/v6XL18OCgqaMmUKQohGo7m6ur59+1aQZf3xxx8LCwuJkYqgoKDCwsLCwkINDQ18hE6nr169+urVqwghMplsbW29d+9eX19fU1NTnOH06dNr167t9Xd0JpPp7u6emZmJ/9TQ0Bjc0nAtLS0cVKS8vLyuro6XS6qrqy0tLWtrax0dHaOios6cOUO87EZERBgbG0dERCgoKOzcuTM2Nvbo0aPjx4/HlfXw8GDdYIpOp69fv/7Ro0cIIXl5eWdn54MHD+7du3f58uU4w+HDh2/evMn350IikSIiIvBWvMeOHcvNzR3oHZ4+ffrmzRuEkKGhIRFxhQgUQ/RhhoJKpZqZmeGybdu27cSJE3zppSCE5OXllVn0tfSfUFxcjBNjx47tNYOYmBie0vb27VteVrwAAAAAAHyRxLicu3//fk9Pj7e39y+//CIuLo4P7tixw9TUNCsrq7W1NTk52cnJSWBlVVVVVVVVJSZ6qaurs8VZDwkJweMYJiYmMTExuE+F4aLW1NQkJiZevnx548aNbDdPSUmhUqmLFi06evSogYHBgAIIsiKRSDNmzMDxKMvLy3lZRJGfny8hIXHv3j1iU2MPDw97e/tr164hhDIzM7W1te/evTthwgR81s3NTUdHp66urrKysqKiQlNTk7jP3bt3EUJz5sxJTU1lDTgYExPj7OyMEDp37tw333zD90czceLEw4cPb9u2jU6nu7q6PnnyhPjC8IIIn8L6dbK1tcUjYCkpKe/evRtKpJTm5mZzc/OcnByEkLe3d2hoKL96KYNQX1+PE1wCmyoqKuLveV1dHd6uAAAAAABgpOE2otLT06Ovr3/y5EnWl05JSUlieg+eRcMJR6bnQkyMWwdpcDo7O3G48XHjxlEoFNZeCkJo6dKlcXFxOMz5wYMHOS+nUqmampqpqakmJiaD7qVgxAtoU1MTj5fs2bOHNfQKiUTauXMn8Wd0dDTRS8H3d3V1xWni53mEEDEctH37draw6E5OTurq6qKionl5eXxZmMHJy8sLB8bJzc09fvw47xf29PQQg2B2dnbEcWVlZTwWxGAwcIbBaW1ttbCwePr0KS5kWFiYEHspCKH29nac4NJRwYNyrJkBAAAAAEaaftaoBAQE4Jd7Vrq6ujgx0GXEwyo5OfnDhw8IoW3bthHveayMjIzwUorXr1+/e/eOM4O/vz+ZTB56SWRlZXGira2Nx0s2b97MdoSYATVjxgzOyJjTpk3Dia6uLuIgEfSQc0oeiUT6999/aTTau3fvWF/TdXV1SbzZt28f9yqIiopGRUXhiU+BgYGvX7/mse5JSUkNDQ0IoTVr1rD1r4jZX4OOKNLW1mZhYYG7cO7u7qdOneq1l8LHdugX3pgYIcRlbiFxCqZ+AQAAAGDE6mdkA4ezYNPvgIOcnBxbBHc2nJ2focNrMxBCUlJSaWlpveYhfsPOy8vjnEo09NjqGPEr+KhRo3jJLy0tzTm9h2jkmTNncl7S6yMgHlZgYGBNTY2zs7OBgYEgRw90dHT8/f39/f27urpcXV3/+ecfXh40sQRl06ZNbKesra3JZHJXV1dOTs7r16+nT58+oPK0t7dbWloSXwyEkHDHUjDi2XHpxxIbnfGl5wwAAAAA8Dni1lGRlZUdXJwKVVXV8PBwAdeE2Krr+++/7zcz5463YmJiKioqfClJY2MjTrCND/RFSkqKyws03gCKF3PnzvXz8zt8+DCNRgsPDw8PD9fU1DQ1NTUyMjIzM8NL8NncuXOHx2ExHuvy448/Xrt27cWLF48ePTp79uzWrVu5529ubsbRQkRERF68eFFYWMiWYezYseXl5Qih2NjYgW4pdurUKbzJG+7tREZGbt682dDQUADtwAXedQCxfE84EaeI0TkAAAAAgJGGW0dFXl7+U/gFmkdUKpX3zM3NzWxHVFRU+DLOw2QyiYAtbOtkBCAoKMjU1NTf3z87OxshVFpaWlpaeuHCBYSQvr6+j4+Pg4MD6zNlXfrCFxISElFRUQsXLmQwGHv27Fm1atXEiRO55I+Pj8ehVxgMhp+fH5ecly9fDgwMHNAXEvdSIiIiWlpadu3ahRDy9PTMzs7mXOjP93bggugPc+moEKubuKxjAQAAAAD4sn05kemJH6qLi4uZ/XF3d2dvCD7NRispKcFLZYh9igVsxYoVWVlZVVVVZ8+etbOzI/bAzcnJ2bRpk62t7TAtpicYGBj4+voihNra2jw8PLh/HLHfV79KS0ufPHky0MJERERs2bLFx8cHL6zKz88PCwsb1ur3i1hfVFtb22sGBoOBdwZTU1NTUFAQbmkBAAAAAISF/7tvCYuamhpOFBYWEivRBY9YcbF06VIhtsb48eM9PDxwP6GwsDA6OjoqKopKpVIolNjYWCIqZVlZGY9TnpSUlHifGhcYGEihUEpLS5OSkn7//fdeZ1shhKqrq/FqImlp6bq6OqKryWb9+vV4p+ZLly4tXLiQ90bw9PTcsmULQkhcXDw8PNzY2BghFBAQsG7dOraJcMPUDr0i9qLoKyRodnY2Xr5C5AQAAAAAGIG+nBEV4hU2IyOjrzwxMTH79+//+eefGQzGcJTh/fv3J0+exGnOQZvhFhsbGx4eHhkZyTqIgeO6HD9+/PLly/gI6+JyKysrHd4Q9eKFtLR0ZGQkTm/fvr2voQNiLy9ra+u+eikIofXr1+NEXFxcT08P78VgnTdlZGTk4uKCEGpvb/fx8WHLOUzt0CtNTU08JzA3N7empoYzw+3bt3HCwsJiiJ8FAAAAAPD5+nI6Kubm5lJSUgihsLCwqqoqzgwlJSVubm6BgYHZ2dnDse1Ye3u7vb09Xv2ybNkyfX19AbdATEwMHkMoKCjgPDtmzBic4H3T5KFYsmQJ7qo1NTVxdgwQQkwmkxh94r5HnIWFBd6u98OHD3///fegi3T06FHcdaFQKERnQPBIJNLatWtx+sqVK2xnaTTajRs3EEIiIiI2NjbCKiQAAAAAgNCJJCUlJSUlfY5x5erq6lj/VFJSwm/GnZ2dNjY2RUVFrGdramqsrKzodDpCyM3Njb8lYTAYKSkphoaGDx48QAjJyMicO3dO8A0yb948nNi9ezfbyENXV1dgYCBOGxgYEMcLCgr6Xc+DHTp0aKDlOXbsGF4hg0PCs3n+/PnLly8RQoqKijiwY1+kpKTWrFmD06wBVahUatL/4eULrKysfOzYMZz29vZmDVEyrO3AaceOHbhTfeDAgfz8fOI4k8nct28f3ozBwcFB8JsxAAAAAAB8OsTw9JI3b95oaWkJuzA8IbbrvXDhgqKioqSkpJWVFY5YEhQUdP/+/VevXj179kxPT2/lypW6urpkMvnVq1fx8fE4NuL27dstLS0H99E1NTUeHh6sR3p6eurr67Ozs4kIkjIyMn/++efkyZMF3zKOjo7Hjx9nMBh//fXX1KlTbWxs1NXV6XR6RUVFQkIC7teNHz/eyclJMOVRUFA4c+aMtbV1r2eJ4RQ7OzscJpILe3t7nD8hIaGtrQ1v2ltUVERMjuLxC+zs7BwdHZ2RkVFRUXHo0KGgoCDBNAWbMWPGhISEeHl5tba2GhkZeXp66uvrt7S0xMXFJScnI4Q0NDSOHDkilLIBAAAAAHwiPr/F9LNnz1ZQUKBSqUVFRXgIpby8HHdUZGRk0tLSbG1t09PTu7q6KBQKhUIhLhQVFd26dWtISMigP5pKpUZERHDJMH/+/IiICGJkQ8B0dXVjYmK8vLza2toqKytDQ0M5my4uLk5eXl5gRVqzZs26devwUnhWNBqNWDPDfd4Xtnz5cvzQOzo6EhMTN27cOLjyiIiInD17dt68eXQ6PTg42MHBYcaMGQJrDVaenp4NDQ0BAQFtbW3BwcGspzQ1NSkUCmdAUgAAAACAEeXzW6OioKBw69YtY2NjOTk5WVnZadOmsf4er6Ki8uDBg4SEBLyzE5lMVlFRMTQ09PT0LCoqOnnyJN9Xp4waNWratGmbNm1KTEx8/PixsHopmKOjY2Vl5f79+xcvXjxlyhQymaysrDxv3rx169YlJSU9f/5cW1tbwEUKCwvjDAaSkpLy/v17hNC4cePwZlzcSUhI2Nra4jTr7K9BmD179o4dOxBCNBrNy8truDdr5mLfvn1PnjxxcXGZPHkymUwePXq0gYFBcHBwbm7urFmzhFUqAAAAAIBPhFhCQoK1tbWkpCTr0YcPH3K5RllZmfvrXWlpKS+B+Xbv3o3nt3R3d+/btw8fbGxs7DfInZGRUXp6el9nSSTSmjVriFUN/eJe2X6RSCQRERHu/Z++Knj//v2+LpGUlOTSyPb29vb29r2eUlRUDAgICAgIGEqleLd+/fpXr15xiRijpqb25MkTtg2jzczMeq1dfHw8sdB8woQJ5eXlRMOeP3/+/PnzrJkXLlzIZDITExM5v8DcBQcHsw1i8FFSUtKtW7eoVCovMeyJLw+JRCKRSEwmk06n45VUXxLSrX6zbOHhNrzkEQCh9WwHav4tPhSVuaqfDDw8XD7otxi8lISXmwAAPkGT/DT6y1ImgGJUHB7kwoH/vy582Mun0qifkvT7rz8PTcqHYkzM4KGyGf2URKy+vl5MTEy480xaWlqIxQapqalfffUVl8wlJSV4uYK1tbWenp4Qi401Nzc3NzcXFRXFxMTo6+tHRERw7vc1oAp+Xurq6nx9fX/77Te+3I01/mNVVdWjR49MTEy4X/IpfIHZGsTa2ppOp1dXV3PZcxkhFBQU5O/vT+yU/fHjx8bGxuzs7DNnzty8eVPwu8YBAAAAAHxSxCIjI62trUVFRfl401GjRjk6OvabbdGiRYO4eUlJCd7AatKkSQLuqIwePZptQUV3d3ddXV12djYOiJGTk2NqapqYmLhs2TJBFky4Ll68uGHDhhUrVgzxPg0NDXfu3GE9Ehsby6WjwmAwKisrh+MLPBSXLl3iZUgkPDx87969OG1hYbFgwYLW1tabN29WVFRUVVVZWlpmZ2ePGzdO2LUBAAAAABAaMXFx8RMnTvD3pioqKqdOnRJ21fhv7NixvdaLyWT+888/Pj4+eXl5HR0dVlZW+fn5n8suanzx3XffFRQU4Ggng3bt2jW8q/KSJUtSU1MRQtevXw8LC+trT7CnT58uWrTIyMiI71/gQXvx4oW/v3+/2Wpra319fRFCYmJiFApl1ar/nZJy+PBhBweH69ev19bW7t69e4ircQAAAAAAPmsiDx8+FPoPt3jRC/Y5TosikUiLFy/OyMhYsmQJQqizs9Pd3Z11DcbnXkEuJk2ahBCqqqr66aefhngrYsPigICABQsWIIQaGxuTkpL6yj9r1qza2lqhf4GZTGZ1dXVSUpKbm9uCBQtYw7P0JTQ0tLOzEyG0a9cuopeCEJKQkIiOjsbVuXr1almZICbdAgAAAAB8mj6/Xb8+WdLS0leuXMGb/6alpWVlZQm7RIJw5MgRvGr89OnTQ9mWoLS0NCMjAyE0ceJEExOTDRs24ONcRhVkZGRUVVWF3QDI0tJywoQJFhYWUVFRHz9+7Dc/k8nEsecRQi4uLmxnZWVl8TYJDAbjjz/+EHblAAAAAACEpveOirGxMYlEwr/10mi08+fPm5iYqKqqysjIzJkzx9XVtbS0lL/lwJ/I/afxnTt3kkgkYlW6s7Mz3iupoqKCLWd6erqbm5uWlpaMjIyioqK+vr63tzcO+N3XR+PNptra2vz8/CZMmEAikbhsydUXNTU1Hx8fnGYLTt9rBZctW0a0M57to62tLS0tPXr0aENDwwsXLhDDMrdv3161apWamhqZTJ46deratWsLCgp6LQOTybx3756dnZ2enp68vLySktL8+fOdnJxevHjB30dGVBkHbGEyma6urry8qfeK6JBs2rRJRETEzs4Obxz3xx9/tLS08Ku0DQ0Nenp6+Gvj6+vLl72Ju7u7B5S/rKyspKQEIaSjo9Pr/MDVq1fjBJfRJAAAAACAL14/IypNTU3m5ubu7u4PHz6sr6/v6OjIz8+Pjo7W1ta+fv26sAvfi46Ojg0bNpiamkZFRZWWlnZ0dDQ1NT179uz06dMzZ8709vam0Wh9Xdvc3GxmZnbkyJHq6upBF8DBwQEnUlJSeL8qKytLT0/v2LFjr1+/7uzspFKpmZmZLi4unp6eDAbDw8Nj1apVt2/frqur6+7uLikpiY+P19PT43yRbW5uNjExMTc3v3HjRl5eXktLS2NjY05OzsWLF2fPnj302Vm9cnR0NDc3RwgVFxcfOHBgEHdgMpnEvC+8DYOGhsbixYsRQh8/fmSN2jkUjY2Ny5cvz8vLQwj5+PiEhITwsol2v+Lj4+tZ4Ol/XBA9TDMzs14zGBoaSktLI4RevnzJl4oDAAAAAHyOuHVUGAzGxo0bU1JS9PT0/P39L1++HBQUNGXKFIQQjUZzdXV9+/atIMv6448/FhYWEiMVQUFBhYWFhYWFGhr/uwcznU5fvXr11atXEUJkMtna2nrv3r2+vr6mpqY4w+nTp9euXdvr7+hMJtPd3T0zMxP/qaGhMbil4VpaWjioSHl5eV1dHS+XVFdXW1pa1tbWOjo6RkVFnTlzhnjZjYiIMDY2joiIUFBQ2LlzZ2xs7NGjR8ePH48r6+HhwbrBFJ1OX79+/aNHjxBC8vLyzs7OBw8e3Lt37/Lly3GGw4cP37x5k+/PhUQiRURE4K14jx07lpubO9A7PH369M2bNwghQ0NDIuIKESiG6MMMBZVKNTMzw2Xbtm3biRMn+NJLQQjJy8srs+hr6T+huLgYJ8aOHdtrBjExMTyl7e3bt7yseAEAAAAA+CKJcTl3//79np4eb2/vX375RVxcHB/csWOHqalpVlZWa2trcnKyk5OTwMqqqqqqqqpKTPRSV1dni7MeEhKCxzFMTExiYmJwnwrDRa2pqUlMTLx8+fLGjRvZbp6SkkKlUhctWnT06FEDA4MBBRBkRSKRZsyYgeNRlpeX87KIIj8/X0JC4t69e8Smxh4eHvb29teuXUMIZWZmamtr3717d8KECfism5ubjo5OXV1dZWVlRUWFpqYmcZ+7d+8ihObMmZOamsoacDAmJsbZ2RkhdO7cuW+++Ybvj2bixImHDx/etm0bnU53dXV98uQJ8YXhBRE+hfXrZGtri0fAUlJS3r17N5RIKc3Nzebm5jk5OQghb2/v0NBQfvVSBqG+vh4nuAQ2VVRUxN/zuro6vF0BAAAAAMBIw21EpaenR19f/+TJk6wvnZKSksT0HjyLhhOOTM+FmBi3DtLgdHZ24nDj48aNo1AorL0UhNDSpUvj4uJwmPODBw9yXk6lUjU1NVNTU01MTAbdS8GIF9CmpiYeL9mzZw9r6BUSibRz507iz+joaKKXgu/v6uqK08TP8wghYjho+/btbGHRnZyc1NXVRUVF8/Ly+LIwg5OXlxcOjJObm3v8+HHeL+zp6SEGwezs7IjjysrKeCyIwWDgDIPT2tpqYWHx9OlTXMiwsDAh9lIQQu3t7TjBpaOCB+VYMwMAAAAAjDT9rFEJCAjAL/esdHV1cWKgy4iHVXJy8ocPHxBC27ZtI97zWBkZGeGlFK9fv3737h1nBn9/fzKZPPSSyMrK4kRbWxuPl2zevJntCDEDasaMGZyRMadNm4YTXV1dxEEi6CHnlDwSifTvv//SaLR3796xvqbr6uqSeLNv3z7uVRAVFY2KisITnwIDA1+/fs1j3ZOSkhoaGhBCa9asYetfEbO/Bh1RpK2tzcLCAnfh3N3dT5061WsvhY/t0C+8MTFCiMvcQuIUTP0CAAAAwIjVz8gGDmfBpt8BBzk5ObYI7mw4Oz9Dh9dmIISkpKTS0tJ6zUP8hp2Xl8c5lWjosdUx4lfwUaNG8ZJfWlqac3oP0cgzZ87kvKTXR0A8rMDAwJqaGmdnZwMDA0GOHujo6Pj7+/v7+3d1dbm6uv7zzz+8PGhiCcqmTZvYTllbW5PJ5K6urpycnNevX0+fPn1A5Wlvb7e0tCS+GAgh4Y6lYMSz49KPJTY640vPGQAAAADgc8StoyIrKzu4OBWqqqrh4eECrgmxVdf333/fb2bOHW/FxMRUVFT4UpLGxkacYBsf6IuUlBSXF2i8ARQv5s6d6+fnd/jwYRqNFh4eHh4erqmpaWpqamRkZGZmhpfgs7lz5w6Pw2I81uXHH3+8du3aixcvHj16dPbs2a1bt3LP39zcjKOFiIiIvHjxorCwkC3D2LFjy8vLEUKxsbED3VLs1KlTeJM33NuJjIzcvHmzoaGhANqBC7zrAGL5nnAiThGjcwAAAAAAIw23joq8vPyn8As0j6hUKu+Zm5ub2Y6oqKjwZZyHyWQSAVvY1skIQFBQkKmpqb+/f3Z2NkKotLS0tLT0woULCCF9fX0fHx8HBwfWZ8q69IUvJCQkoqKiFi5cyGAw9uzZs2rVqokTJ3LJHx8fj0OvMBgMPz8/LjkvX74cGBg4oC8k7qVERES0tLTs2rULIeTp6Zmdnc250J/v7cAF0R/m0lEhVjdxWccCAAAAAPBl+3Ii0xM/VBcXFzP74+7uzt4QfJqNVlJSgpfKEPsUC9iKFSuysrKqqqrOnj1rZ2dH7IGbk5OzadMmW1vbYVpMTzAwMPD19UUItbW1eXh4cP84Yr+vfpWWlj558mSghYmIiNiyZYuPjw9eWJWfnx8WFjas1e8Xsb6otra21wwMBgPvDKampqagoCDc0gIAAAAACAv/d98SFjU1NZwoLCwkVqILHrHiYunSpUJsjfHjx3t4eOB+QmFhYXR0dFRUFJVKpVAosbGxRFTKsrIyHqc8KSkp8T41LjAwkEKhlJaWJiUl/f77773OtkIIVVdX49VE0tLSdXV1RFeTzfr16/FOzZcuXVq4cCHvjeDp6bllyxaEkLi4eHh4uLGxMUIoICBg3bp1bBPhhqkdekXsRdFXSNDs7Gy8fIXICQAAAAAwAn05IyrEK2xGRkZfeWJiYvbv3//zzz8zGIzhKMP79+9PnjyJ05yDNsMtNjY2PDw8MjKSdRADx3U5fvz45cuX8RHWxeVWVlY6vCHqxQtpaenIyEic3r59e19DB8ReXtbW1n31UhBC69evx4m4uLienh7ei8E6b8rIyMjFxQUh1N7e7uPjw5ZzmNqhV5qamnhOYG5ubk1NDWeG27dv44SFhcUQPwsAAAAA4PP15XRUzM3NpaSkEEJhYWFVVVWcGUpKStzc3AIDA7Ozs4dj27H29nZ7e3u8+mXZsmX6+voCboGYmBg8hlBQUMB5dsyYMTjB+6bJQ7FkyRLcVWtqauLsGCCEmEwmMfrEfY84CwsLvF3vhw8f/v7770EX6ejRo7jrQqFQiM6A4JFIpLVr1+L0lStX2M7SaLQbN24ghERERGxsbIRVSAAAAAAAoRNJSkpKSkr6HOPK1dXVsf6ppKSE34w7OzttbGyKiopYz9bU1FhZWdHpdISQm5sbf0vCYDBSUlIMDQ0fPHiAEJKRkTl37pzgG2TevHk4sXv3braRh66ursDAQJw2MDAgjhcUFPS7ngc7dOjQQMtz7NgxvEIGh4Rn8/z585cvXyKEFBUVcWDHvkhJSa1ZswanWQOqUKnUpP/DyxdYWVn52LFjOO3t7c0aomRY24HTjh07cKf6wIED+fn5xHEmk7lv3z68GYODg4PgN2MAAAAAAPh0iOHpJW/evNHS0hJ2YXhCbNd74cIFRUVFSUlJKysrHLEkKCjo/v37r169evbsmZ6e3sqVK3V1dclk8qtXr+Lj43FsxO3bt1taWg7uo2tqajw8PFiP9PT01NfXZ2dnExEkZWRk/vzzz8mTJwu+ZRwdHY8fP85gMP7666+pU6fa2Nioq6vT6fSKioqEhATcrxs/fryTk5NgyqOgoHDmzBlra+tezxLDKXZ2djhMJBf29vY4f0JCQltbG960t6ioiJgcxeMX2NnZOTo6OiMjo6Ki4tChQ0FBQYJpCjZjxowJCQnx8vJqbW01MjLy9PTU19dvaWmJi4tLTk5GCGloaBw5ckQoZQMAAAAA+ER8fovpZ8+eraCgQKVSi4qK8BBKeXk57qjIyMikpaXZ2tqmp6d3dXVRKBQKhUJcKCoqunXr1pCQkEF/NJVKjYiI4JJh/vz5ERERxMiGgOnq6sbExHh5ebW1tVVWVoaGhnI2XVxcnLy8vMCKtGbNmnXr1uGl8KxoNBqxZob7vC9s+fLl+KF3dHQkJiZu3LhxcOURERE5e/bsvHnz6HR6cHCwg4PDjBkzBNYarDw9PRsaGgICAtra2oKDg1lPaWpqUigUzoCkAAAAAAAjyue3RkVBQeHWrVvGxsZycnKysrLTpk1j/T1eRUXlwYMHCQkJeGcnMpmsoqJiaGjo6elZVFR08uRJvq9OGTVq1LRp0zZt2pSYmPj48WNh9VIwR0fHysrK/fv3L168eMqUKWQyWVlZed68eevWrUtKSnr+/Lm2tvYgbstkMl++fBkfHx8WFhYUFBQeHk6E1+xXWFgYZzCQlJSU9+/fI4TGjRuHN+PiTkJCwtbWFqdZZ38NwuzZs3fs2IEQotFoXl5ew71ZMxf79u178uSJi4vL5MmTyWTy6NGjDQwMgoODc3NzZ82aJaxSAQAAAAB8IkgJCQnW1tbV1dXjxo0b3C2OHDnCJVSfkpLS9OnTp0+f7uzsbGJiwna2u7ub2KR1wYIFQwxvp6ur+/Lly5kzZ/a6mny48bcun0jdu7q6QkNDL1y48Pr1a7ZTEhISGzZsCAgIEMo8N0JiYmK/X2A9Pb28vLzp06cTK5cG+rCE+3CHDy1SCIupOOWOMRn6Tfhi7vt0AXyKuPoWAXzKU2ahAD7lS8LL09cq0xB2MYHQVBoNct444IKXf6kWkHSGfhPAqt8mRTy0qmCei1h9fb2YmNjwzTNpaGjIyMjIyMi4cOGCnZ3dqVOnVFVVibMtLS3EMoPU1NSvvvpqmIohAF9SXbCsrCxHR0fOLgrW3d3922+/xcfHX7p0iVjsLniD+wL39bBKSkrwYhhra2s9Pb1+8wMAAAAAgGEiFhkZaW1tLSoqOvR7GRgYLFiwgPVIZ2dndXV1QUEBXmt+/fr18vLyjIwMcXFxYVcc9OPx48dmZmatra0IIVVVVWdn5xUrVowfP769vb2iouLRo0enT59ub29va2tbt25dcnIyLzO4+IvBYFRWVvLxC4wQKikpwdujTZo0ibWjAgAAAAAABExMXFz8xIkTfLnXypUr9+/fz3m8p6fnwoULXl5edDo9Ozv70qVLzs7Owq444Ob9+/crV67EvRRbW9tz586xTnaaPXu2lZXVzp07bWxsHj161N3d7eLi8uLFCzKZLMhCPn36dNGiRUZGRvz6AgMAAAAAgE+H2MOHD4f7M8TFxbds2VJdXY1jUKSmphIdFWVlZSGuZuavL6ku33//fVNTE0LIysrq6tWrYmK97A6noqISHx+vr69fU1Pz5s2bO3fuCDhA4axZs2pra1lnEvJuoA/rS3q4AAAAAACfBcHt+kXE03j27Jmwaw24ycvLw8HRR48eff78+V57KZiampqvry9Ox8fHC7icMjIyg+ulAAAAAACAT5/gOip9vVMaGxuTSKRet2zq6emJjo5etWqVhoaGhISEoqKinp7eDz/8UFJSMtBPH9ytGhsbDxw4MG/ePHl5eTk5ublz5x47dgxHNNfT0yORSA4ODjzW5ePHj6dPn166dOmYMWMkJSWnT59uaWn522+/0en0Xj+6ubk5JCTkq6++mjp1qpSUlLKy8pw5c2xtbf/66y8GgzGsT4qIFbNt2zYVFRXumdevX08ikRBCf/75Jw6pOZRmxw24atUqhBCNRjt//ryJiYmqqqqMjMycOXNcXV1LS0v7KkllZeXOnTt1dXXl5OTk5OR0dXX9/PyIQJx9fRbxsHbu3EkikYgV887OziQSiUQiVVRU9PtwBVlNAAAAAIARQnABHwsL/3eTMh2d/vdEQwgVFxevWbOG2E8WIdTU1NTU1JSXlxcWFhYYGOjn54dfkYfpVqmpqevWrfvw4QNx5Pnz58+fP7948eLt27cHVPf8/Hxra+vy8nLWIhUXF9+5cyckJOTatWts4U1u3Ljh4uKCl4hgHz9+bGhoyM/Pv3nzpomJyd27d6WkpIbjMTGZzJs3b+I0LzHsNTQ0Xr16RaPR+NXsRM61a9cSOwLjNszPz7948eLly5ft7OzY8kdGRm7btu3jx4/EkZcvX758+TIiIuL69evD0VBCqSYAAAAAwMghoI4KjUY7cOAATuNw8tzV1NQYGxvX19cjhOTl5RcvXqynp1dbW5uZmZmfn0+j0fbu3Uun0/39/YfpVtnZ2StXrsQvvpMnT168ePHEiRNzc3PT0tJevnxpaWnJ+k7MXXFxsampaXNzM0JowoQJixcvnjZtWmVl5c2bNxsbG1+8eGFubl5QUCAnJ4fzFxUVffvttz09PQghLS0tCwsLdXX1tra2goKCO3fu0Gi09PT07du3E+Me/FVZWVlbW4sQmjRpEo8BUnoNIjmUJ8hgMDZu3JiSkqKnp7d69WodHZ2Kiorz58+XlZXRaDRXV9dFixaxjmxcvHhxy5b/DUyhoqJiZGSkra1dUFCQnp7e1NRkbW0tKSnZby1+/PFHNze39PR0fKugoCC85EZDg1vYBEFWEwAAAABgRBnejsrHjx/fvn37/PnzI0eO5OTkIIS8vLyWL1/e74Wenp745c/AwCA+Pn78+PH4OJPJDA0N3bVrF51ODwwMtLa27jeG9yBuRaPRnJyccFfE3d391KlTEhIS+FRZWdnq1atfvnzJYwswmUwnJyfcS/n222/Pnz9PjIQcO3bMxsbmwYMHVVVV4eHhu3btwsd///133Evx9vY+efKkiMh/p+cVFBSYmJhQqdTExMTw8HAeB5QG5Pnz5zgxd+7codxnKE/w/v37PT093t7ev/zyC7GT9Y4dO0xNTbOyslpbW5OTk4nRnvfv32/duhWn165dGx0dTXT5amtrbWxsMjMz29ra+i2wqqqqqqoqMdFLXV291w6YsKoJAAAAADDS8HONSmBgIOn/JyUlNXXqVDs7u5ycHGlp6V9++SUsLKzf1+vCwsI///wTIaSgoPD3338TL38IIRKJtGPHjt27dyOE6HR6aGjocNzq1q1br169QggtWbIkIiKC6KUghKZMmXL37l3e48CkpaU9fvwYIaSvr3/p0iXW+VqjR4++fPkyXqp+//594nhmZiZCSEpKKjg4mLWXghDS1dVdvXo1Qqi2trauro6Pz47Q0NCAE2pqaoO+yRCfYE9Pj76+/smTJ1nbWVJSkhiUy8vLI45HRETgfsiSJUuuXbtG9FJwFZKTk7kPiQyFIKsJAAAAADDSCG4x/cePH3NycnhZB5+YmIgTvr6+8vLynBl27NghIyODc3LfNHZwt7p69SpO7Nu3j7NbNW7cuI0bN/JY67i4OJzYs2cP563Gjh27evVqNTW1kpISYpnHjz/+SKFQbt++3euEJaIWeNSF76hUKk6MGjVq0DcZ+hMMCAhg66QhhHR1dXGiu7ubOJiQkIATQUFBnC0sJSWFewvDQZDVBAAAAAAYafg59UtfX3/+/PlsBxkMRlVVVV5e3vv372NjY2/evHnjxo2VK1dyuc+TJ09wwtLSstcMysrKCxcuTE5ObmhoKCsr09TU5O+tMjIyEEKSkpJLlizp9aqVK1fGxMTw0iaPHj0iLuk1A7FynbBixYpec/b09Dx58oR4Lx8mRNBG3hfhcBr6E1ywYAHnVZw9t87Ozvz8fITQuHHjFi5c2Otn2dnZbdu2bTjaSmDVBAAAAAAYgfjZUVm1alWvkekRQj09PcePH//pp586OzvxFklcehfElrJcFnNPmjSJyMzfW9Hp9Ldv3yKEJk6c2NcstYkTJ/LYJtXV1QghFRUVaWnpgbbn27dvnz17VlJSUlJSUlxc/OTJE17WWgwREYG+sbFx0DcZ4hOUlZXlMUDKhw8f8GbNWlpafeVRU1OTlpbGm0rzl8CqCQAAAAAwAglo1y9xcXE/P7/S0tKoqCgajXbs2DEum1bh13EymTx69Oi+8hALD4ipSvy6VWtrK56lM2bMmL4uUVdX56XWTCYTL6PnMT9x1bVr14KCgvBYASsJCYnRo0fjXbmGCdEHKygo4PGS3NxcPLYwffp0PAY1xCcoLy/P4z4B7e3tODF27Ni+8pBIJA0NjTdv3vC9rQRWTQAAAACAEUhwa1QQQq6urjiRlZXFJZusrCxCqKuri0snhFhKjjPz8VbE0AeX/gBrcBUu8HYCaICjEz/88IO9vT3upcjLyy9ZssTHx+fMmTPJycn19fVsISb5Tl9fH28ekJ+fz70TSDh69Kinp6enp+fDhw9ZW5IvT5A7YiHNv//+21ceJpM5TF07gVUTAAAAAGAEEmhHhZghU1NTwyUbMZTBGiGRDRG6m8u4x+BuhSOLI4QqKyv7WqlPbGLbL7x3Vk1NDY8LozMzM0+cOIEQUlRUvH79+ocPH1JSUkJDQz09Pb/++uuhLHDnkaSkpJGREUKIwWBcunSp3/wMBiM5ORmniR2N+fgEuVNWVsbdKi6bNDQ0NLS0tAxHWwmsmgAAAAAAI5BAOyrE+z2XqTIIof/85z848ddff/WaoampCc81kpeXnzZtGt9vtWjRIoRQZ2cnMUTAhjWUOHe4AEwm859//uk1w9atW/FWzviNlkKh4ONnzpxZu3Yt3ryYVVVV1WCbn1ceHh44cfz48X5XxaSmpuLxJWlpaWLvAT4+Qe4kJCRw7+jt27fE0nY2eAfh4SCwagIAAAAAjEAC7ahER0fjBO4J9MXKygonQkJCev0tnDhuZWXFubvr0G/1zTff4MShQ4c4L6mrqzt//jyPVba2tsaJAwcOcI7PfPz4Ee/iNXHixClTpiCWMCY6Ojqcd2tubmaNuDJMbGxspk6dihCqrKzcunUrXq3eq48fP3p5eRGNhrfiHXSzD7q0OPHTTz9xtnBPT0+vD5EvBFlNAAAAAICRRkAvTz09PUePHo2MjMR/EotVejVz5kwLCwuEUGNjo4WFBevyAyaTGRYWdvToUYSQiIjIDz/8wP1zB3erb7/9dty4cQihe/fubdu2jTViyb///rt69Wret+61tbXFPZD09HQPD4+uri7WNvH09MRF+uabb/C6aiKGRmpqKtutGhoaVq5c2dTUhP8cvh3AxMXFY2Ji8Iv1xYsXN23a1OsaDCqV6uLiUlxcjC9h3fCNj0+wX66urjiGSUpKyoYNG1ibpbGx0dLSsqysbBC35SWepiCrCQAAAAAw0vBz169bt269f/+e7SCDwXj79u3z58+JvVzd3NyMjY253yoiImLu3LkNDQ0ZGRmzZs36+uuv58yZU1tbm5GR8ezZM5wnMDBwzpw5/ZZqELeSlJT87bffzMzM6HT6r7/+evfu3cWLF0+aNOnFixd///13Q0PD0qVL3759+/r1a86pWWzExcUvXbr01VdfdXd3nzt37v79+4sXL54+fXptbW1iYiJ+h54xY8bBgwdx/hUrVvj5+XV1de3atauqqurrr7+Wl5evqqp6/PhxdHR0e3u7uLg47jjt3bvXy8vL0NCQNdo9vxgaGp49e9bDw4PJZMbGxt67d8/FxWXFihUTJkxgMBhv3rwpKCg4fvw48TZ/4sQJtr13+fgEuVNWVj5z5gwOwRkXF/fgwQMTExNtbe3CwsIHDx7U19dLS0ubmJjcvXuXl7sRWylcuHBBUVFRUlLSysqKy9IggVUTAAAAAGCk4WdHJScnJycnh3sed3f3U6dO9Xur8ePHp6enr1mz5s2bN42NjTdu3Lhx48Z/Cy0mduDAgT179vBSqsHd6uuvv75+/fqmTZva2tqKi4vxuAFmbW196dKlefPmIYSIyU5cLFq0KCkpad26dR8+fCgrK2P7gX/+/PmXLl0i7qOjo3P69OktW7b09PT88ssvv/zyC2tmZ2fn7777zsjIiE6n37x58+bNm+Xl5USkDv7asmXLqFGjPD09qVRqfX390aNH8fgAGzExsaNHj27dunX4nmC/vv32246ODm9v766urvfv31+/fp04JS8vf/Xq1bS0NB47KrNnz1ZQUKBSqUVFRe7u7gih8vJyLh0VQVYTAAAAAGBEEcTUL0lJySlTpmzevDkzM/PcuXN4m6Z+6ejoFBQUREZGWlhYjBkzRlxcXF5eftasWb6+voWFhX5+frzHoBjcrWxsbIqKin744Yfp06dLSkqOHj36q6++unLlys2bN6WlpXFQSF46KgihJUuWlJSUHDlyxNDQUElJiUwm6+joWFtb//bbb0+ePJk+fTprZldX14KCgk2bNs2aNUtGRkZOTk5XV9fHxyc/Pz86Ovo///nPjRs3pk+fLi0tPXv27GGNYm5vb19cXLxt27Ze4xKKioquXbv26dOnvr6+w/0E++Xm5oYf1syZM2VlZSUlJbW0tLZv356fn79ixQre76OgoHDr1i1jY2M5OTlZWdlp06b1+3UVZDUBAAAAAEYOUl878AIuGhsblZSUEEKnT58mVpN/Ct6/f88luKSIiMikSZOmTp2qo6Pj4uIya9YsHm9Lp9OzsrJKS0vfv3/f3d2toKCgpaW1cOFCOTm5+/fvL1++HCEUGRnp5ubGe1F1dXVfvnw5c+ZMIrJkd3c3sZ3aggUL8CbRg2BsbPzo0SMNDQ3cmRQuPT29vLy86dOnFxUV9Zqhra2tpKSkuLi4tbVVXV194cKFg674oJwb4vWkW1v6zfOUWcg9g11G/+uIrhtOEWCzDK8FJJ2h36Rf/TY7YMPL9xCMZJVGlsIuwudn4qPb3DPw8m97v/9tVhyu6fcmgNUkPw1hF4FXAopM/3nJy8vLzc1FCK1YsaLX8BdEwEq2wZBPHIPBwHPP7t69Gxoa6uvrGxwczMtuVKKiogsXLly4cOGwFq+lpQWvTUcIpaamfvXVV8JusOH16NGjvXv3PnjwgPUgiUSytLQ8dOgQLGsBAAAAwAgHHZVeVFdXOzs7I4QOHz7c6wKDY8eOIYSkpKSG+9190KSlpXEVWDU3N5eUlGRnZ9NoNITQL7/8QiaTg4KChF3YkejixYsuLi50Op3tOJPJvHXr1r1796Kjo/EOAQAAAAAAIxN0VHqxePFivLnWyZMn169fP3nyZNazly9fxjOUrK2teVyjInijR4/ua9OCkpISDw8PHE4+ODjYzc0Nb6AMBObFixfu7u64l/L111/v27dPV1eXTqc/e/bs0KFDmZmZ3d3dmzdvnjJlCveIQwAAAAAAXzDoqPRCTk7u+PHjPj4+79+/NzAw8PLyWrhwoZSUVGFhYUpKSnx8PEJIUlJy+CIJDh2VSvX29u7r7OTJk+Xk5FpbW2k0mqOjIw7ujhBauXLlypUrhVVmZWXlEbJi6ueff+7u7kYIbdy48eLFi8Tsu5UrV65YscLV1TUmJoZGo/n6+mZmZgq7sAAAAAAAwgEdld59//33b9++/eWXXxoaGoggJwQ5OTkKhfIpD0S0t7efPn2al5wZGRkZGRk4raysLMSOygjR1dWVmJiIEJKUlDx69CjbGiEREZFff/31zp07dXV1jx8/rqioGKbtpwEAAAAAPnECikz/2SGRSMeOHSssLPzuu+8WLlyooqIiJiamrKxsZGQUEBBQWlq6dOlSYZeRGw0NDSZXZ86cwTnNzMyIg6dOnSKRSMuWLev1ng8fPiSRSCQSiUsknJSUlLVr144bN05CQkJNTe3rr78+ffp0V1cXj8U2NjYmkUjjxo1jO85kMu/du2dnZ6enpycvL6+kpDR//nwnJ6cXL15wv2FXV9eJEyf+85//KCoqysjIzJ49e/PmzW/evOFySXp6upubm5aWloyMjKKior6+vre396tXr7hcUllZuXPnTl1dXTk5ObydtJ+fHxHhlE1ubu7Hjx8RQkZGRhoavWy7ISsra2RkhNPcPxcAAAAA4AsGIyrcTJ06NTw8XNilGBYlJSU4wRZRftCYTObu3bvxNgNYXV1dXV1dampqaGjorVu3Br1DWnNzs6Wl5aNHj1gPNjY25uTkXLx40c/Pr6/9AP7999+VK1fm5eURR168ePHixYvY2NjLly/b2dmx5e/o6HB1db169SrrkaampmfPnp0+fXrr1q2hoaFiYuz/yURGRm7btg33PbCXL1++fPkyIiKCNfQkgdg0eebMmX1VmdhrDm97AAAAAAAwAkFHZSRqbm7GK20QQnp6eny5Z0RERE5ODkLI0NDQ2NiYTCY/fvw4LS2tp6enpKTE1NQ0Pz9fTU1toLel0+nr16/HvRR5eflvvvlmypQpHz9+fPr06d9//40QOnz48Pz587/55hu2Czs6OszNzQsKCubPn29paamtrV1WVhYREVFVVUWj0dzc3IyNjVljztDp9NWrV+NtEshksoWFxcyZMzs7O7Ozs//55x+E0OnTp9++fUuhUFgDOF68eHHLlv8NJKKiomJkZKStrV1QUJCent7U1GRtbc0ZkVNPT+/3339HCM2bN6+vWuPdsRFC2trafHk6AAAAAACfHeiojDilpaUeHh6VlZUIIVlZWSJ0yRDl5OSIi4tHRESwboucmZlpa2v77t27urq6HTt2XL58eaC3zc/Pv3v3LkJozpw5qampo0ePJk7FxMTgzzp37hxnR6WpqampqemHH344cuQIMQyyffv2RYsW5efnt7S0PHjwwN7ensgfEhKCeykmJiYxMTGsC5CSk5OdnJxqamoSExMvX75M7Br8/v37rVu34vTatWujo6Pl5OTwn7W1tTY2NpmZmW1tbWwF09LS0tLS4lLltLS0x48f45z8Gu8CAAAAAPjsQEfly9TU1MS561dzc3NpaWlWVhYxoSg4OHj8+PH8+tCDBw+yBW9ZtGhRUlISjl147dq1Y8eOca4/4Y7Y9mr79u2svRSEkJOT008//VRXV5eXl8dkMlkHOrD//Oc/wcHBrMelpaUDAgJsbW0RQvn5+URHpbOzMzg4GCE0btw4CoWipKTEep+lS5fGxcWZmpoyGIyDBw8SHZWIiAjcD1myZMm1a9dYP0hNTS05OXnq1Kk1NQMLl/vy5UtiTpq/v7+oqCi/ng4AAAAAwOcFOipfpo6ODu67fklISOzbt++7777j1ycqKip6eXlxHp89e7a9vf3Vq1fpdPrdu3ddXV0HdFviTZ1Y2kEgkUj//vsvl2v9/f05ey+zZ8/GCbxBMJacnPzhwweE0LZt29h6KZiRkZG5uflff/31+vXrd+/e4TljCQkJ+GxQUBDnB0lJSe3evXvbtm081rSnp+f06dN+fn54uYuzs7ODg8MQHggAAAAAwOcNOioji6ysrK6u7pw5c7Zv387f9Q/Lly8nJj6xWbt2LV6hnpWVNdCOyoIFC3AiMDCwpqbG2dnZwMCAs1fA/VpWnItGEELESn0pKam0tLRe76aoqIgTeXl56urqnZ2d+fn5CKFx48YtXLiw10vs7Ox46ajgaPS7du16/fo1PuLs7Hzu3Dm2nYsBAAAAAEYU6Kh8mTQ0NDiHIIYVl6gyxJKM+vr6gd527ty5fn5+hw8fptFo4eHh4eHhmpqapqamRkZGZmZmXOatycnJKSsr8/gp1dXVOPH999/3m7mlpQUh9OHDBwaDwVo7TmpqatLS0h0dHVzuVlpa+t133yUnJ+M/x4wZEx4evmbNmoE2FAAAAADAFwZ+sgX8wbqDVl+nuL+y9yUoKOivv/6aP38+/rO0tPTChQtubm4TJkyYP3/+77//3ms8+1GjRvE48IIQolKpvJenubkZIdTe3o7/HDt2bF85SSRSr5FSMDqdHhYWNnv2bNxLkZWVDQgIKC4uhl4KAAAAAACCERXAOzyS0Jf379/3daqqqgon2FbD827FihUrVqyorq6+fft2SkrKo0eP8OqUnJycTZs2USiU+Ph43rslnGRkZHCiuLh46tSpvFwyatQonOCyTobJZNbW1vZ6qqury9raOikpCSEkIiLi5eXl7++vqqo66CoAAAAAAHxhYEQF8Ip7QPfS0tJ+L5w0adJQCjB+/HgPD49r1669ffv25cuXP/zwg4KCAkKIQqHExsYO5c5EgJfCwkIeL1FWVpaQkEAsoTM5NTQ09Nq7o9PpGzduxL2UmTNnPn78+Ndff4VeCgAAAAAAK+ioAHZdXV29Hs/OzuZy1f3791tbW3s9denSJZwwNDQcaGFiY2PDw8MjIyNZ53eRSKQZM2YcP36cCMzCFrd+oIjV8BkZGX3liYmJ2b9//88//4yXpkhISMydOxch9Pbt2ydPnvR6yZ9//tnr8SNHjuCAm8uWLcvMzDQwMBhK4QEAAAAAvkjQUQH/hYcICgsL6XQ626k3b95cuXKFy7UNDQ2//vor5/GHDx/euXMHIaSsrLxs2bKBFikmJsbT03PLli0FBQWcZ8eMGYMTnHEVB8Tc3FxKSgohFBYWRkxUY1VSUuLm5hYYGJidnU1sxmVjY4MTP/30E+c6mZ6enkOHDnHeqqurCzeUhobGjRs3+toqDQAAAABghIOOCvgvXV1dhFBDQ8Px48dZj1dXV3/77becvRc2//M//3PmzBnWI/fu3Vu9ejVO79ixo9etgbmbN28eTuzevbunp4f1VFdXV2BgIE4PcVBCSUnJ3d0dIdTZ2WljY1NUVMR6tqamxsrKClffzc2NOO7q6iovL48QSklJ2bBhA2tnqbGx0dLSsqysjPOz4uPj8cIVb29vfDkAAAAAAOAEi+nBf9nY2Pz9998IoT179mRkZFhYWEhJSeXk5Fy5cuXDhw+enp5RUVGscRJZLV++/O+//966dWtkZKSRkRGZTM7MzHzy5AmeKLVo0aJdu3YNokiOjo7Hjx9nMBh//fXX1KlTbWxs1NXV6XR6RUVFQkJCXV0dQmj8+PFOTk5DrHtQUND9+/dfvXr17NkzPT29lStX6urqksnkV69excfH4+lw27dvt7S0JC5RVlY+c+YMDlQfFxf34MEDExMTbW3twsLCBw8e1NfXS0tLm5iY3L17l/WDMjMzcSI2NhYvU+Hi/PnzXLY/BgAAAAD4gkFHBfyXh4dHWlratWvXEEJ//PHHH3/8QZxycXEJCwuLjo7u69pff/113759N27ceP78+fPnz1lPLV++/Pr16+Li4oMokq6ubkxMjJeXV1tbW2VlZWhoKFuG2bNnx8XFDX1oQkZGJi0tzdbWNj09vauri0KhUCgU4qyoqOjWrVtDQkLYrvr22287Ojq8vb27urrev39//fp14pS8vPzVq1fT0tLYOirEMEuvk9nYDHFKGwAAAADA5wumfoH/IpFIV69eTUhIMDc3nzRpkoSEhLq6+urVq//888+oqCgxMW7dWjKZfO3atevXr5ubm6upqYmLi6urq69ZsyY+Pv7u3btD6Ug4OjpWVlbu379/8eLFU6ZMIZPJysrK8+bNW7duXVJS0vPnz7W1tflSfRUVlQcPHiQkJKxbt278+PFkMllFRcXQ0NDT07OoqOjkyZO9hop3c3MrKir64YcfZs6cKSsrKykpqaWltX379vz8/BUrVnDm73U+GAAAAAAAYPP/AJ55r0o37S/CAAAAJXRFWHRkYXRlOmNyZWF0ZQAyMDE4LTEwLTMwVDIxOjIzOjMyLTA0OjAwOk9kZwAAACV0RVh0ZGF0ZTptb2RpZnkAMjAxOC0xMC0zMFQyMToyMzozMi0wNDowMEsS3NsAAAAASUVORK5CYII=)
We can see that some clusters are fairly stable across different choices of dimensions while others can vary dramatically.
Notice that again some samples are white (i.e the value -1, meaning they were not clustered). This is from our choices to require at least 5 samples to make a cluster.
We have set whichClusters="workflow"
to only plot clusters created from the workflow. Right now that’s all there are anyway, but as commands get rerun with different options, other clusterings can build up in the object (see discussion in this section about how multiple calls to workflow are stored). So setting whichClusters="workflow"
means that we are only going to see our most recent calls to the workflow (so far we only have the 1 step, which is the clusterMany
step). We seen already that whichClusters
can be set to limit to specific clusterings or specific steps in the workflow .
We cal also give to the whichClusters
an argument indices of clusters stored in the ClusterExperiment
object, which can allow us to show the clusters in a different order. Here we’ll pick an order which corresponds to varying the number of dimensions, rather than k. We can find the parameters for each clustering using the getClusterManyParams
cmParams<-getClusterManyParams(ce)
head(cmParams)
## clusteringIndex
## reduceMethod=PCA,nReducedDims=5,nFilterDims=NA,k=5 1
## reduceMethod=var,nReducedDims=NA,nFilterDims=100,k=5 2
## reduceMethod=PCA,nReducedDims=15,nFilterDims=NA,k=5 3
## reduceMethod=PCA,nReducedDims=50,nFilterDims=NA,k=5 4
## reduceMethod=var,nReducedDims=NA,nFilterDims=500,k=5 5
## reduceMethod=var,nReducedDims=NA,nFilterDims=1000,k=5 6
## reduceMethod
## reduceMethod=PCA,nReducedDims=5,nFilterDims=NA,k=5 PCA
## reduceMethod=var,nReducedDims=NA,nFilterDims=100,k=5 var
## reduceMethod=PCA,nReducedDims=15,nFilterDims=NA,k=5 PCA
## reduceMethod=PCA,nReducedDims=50,nFilterDims=NA,k=5 PCA
## reduceMethod=var,nReducedDims=NA,nFilterDims=500,k=5 var
## reduceMethod=var,nReducedDims=NA,nFilterDims=1000,k=5 var
## nReducedDims
## reduceMethod=PCA,nReducedDims=5,nFilterDims=NA,k=5 5
## reduceMethod=var,nReducedDims=NA,nFilterDims=100,k=5 NA
## reduceMethod=PCA,nReducedDims=15,nFilterDims=NA,k=5 15
## reduceMethod=PCA,nReducedDims=50,nFilterDims=NA,k=5 50
## reduceMethod=var,nReducedDims=NA,nFilterDims=500,k=5 NA
## reduceMethod=var,nReducedDims=NA,nFilterDims=1000,k=5 NA
## nFilterDims k
## reduceMethod=PCA,nReducedDims=5,nFilterDims=NA,k=5 NA 5
## reduceMethod=var,nReducedDims=NA,nFilterDims=100,k=5 100 5
## reduceMethod=PCA,nReducedDims=15,nFilterDims=NA,k=5 NA 5
## reduceMethod=PCA,nReducedDims=50,nFilterDims=NA,k=5 NA 5
## reduceMethod=var,nReducedDims=NA,nFilterDims=500,k=5 500 5
## reduceMethod=var,nReducedDims=NA,nFilterDims=1000,k=5 1000 5
getClusterManyParams
returns the parameter values, as well as the index of the corresponding clustering (i.e. what column it is in the matrix of clusterings). It is important to note that the index will change if we add additional clusterings, as we will do later.
We will set an order with first the PCA, ordered by number of dimensions, then the Var, ordered by number of diminsions
ord<-order(cmParams[,"reduceMethod"],cmParams[,"nReducedDims"])
ind<-cmParams[ord,"clusteringIndex"]
par(mar=plotCMar)
plotClusters(ce,main="Clusters from clusterMany", whichClusters=ind, colData=c("Biological_Condition","Published2"), axisLine=-1)
![](data:image/png;base64,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)
We see that the order in which the clusters are given to plotClusters
changes the plot greatly.
The labels shown are those given automatically by clusterMany
but can be a bit much for plotting. We choose to remove “Features” as being too wordy:
clOrig<-clusterLabels(ce)
clOrig<-gsub("Features","",clOrig)
par(mar=plotCMar)
plotClusters(ce,main="Clusters from clusterMany", whichClusters=ind, clusterLabels=clOrig[ind], colData=c("Biological_Condition","Published2"), axisLine=-1)
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)
We could also permanently assign new labels in our ClusterExperiment
object if we prefer, for example to be more succinct, by changing the clusterLabels
of the object.
There are many different options for how to run plotClusters
discussed in in the detailed section on plotClusters, but for now, this plot is good enough for a quick visualization.
Step 2: Find a consensus with makeConsensus
To find a consensus clustering across the many different clusterings created by clusterMany
the function makeConsensus
can be used next.
ce<-makeConsensus(ce,proportion=1)
The proportion
argument indicates the minimum proportion of times samples should be with other samples in the cluster they are assigned to in order to be clustered together in the final assignment. Notice we get a warning that we did not specify any clusters to combine, so it is using the default – those from the clusterMany
call.
If we look at the clusterMatrix
of the returned ce
object, we see that the new cluster from makeConsensus
has been added to the existing clusterings. This is the basic strategy of all of these functions in this package. Any clustering function that is applied to an existing ClusterExperiment
object adds the new clustering to the set of existing clusterings, so the user does not need to keep track of past clusterings and can easily compare what has changed.
We can again run plotClusters
, which will now also show the result of makeConsensus
. Instead, we’ll use plotClustersWorkflow
which is nicer for looking specifically at the results of makeConsensus
head(clusterMatrix(ce)[,1:3])
## makeConsensus reduceMethod=PCA,nReducedDims=5,nFilterDims=NA,k=5
## SRR1275356 -1 4
## SRR1275251 -1 5
## SRR1275287 -1 1
## SRR1275364 -1 4
## SRR1275269 -1 1
## SRR1275263 -1 5
## reduceMethod=var,nReducedDims=NA,nFilterDims=100,k=5
## SRR1275356 1
## SRR1275251 3
## SRR1275287 4
## SRR1275364 1
## SRR1275269 2
## SRR1275263 1
par(mar=plotCMar)
plotClustersWorkflow(ce)
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)
The choices of proportion=1
in makeConsensus
is not usually a great choice, and certainly isn’t helpful here. The clustering from the default makeConsensus
leaves most samples unassigned (white in the above plot). This is because we requires samples to be in the same cluster in every clustering in order to be assigned to a cluster together. This is quite stringent. We can vary this by setting the proportion
argument to be lower. Explicit details on how makeConsensus
makes these clusters are discussed in the section on makeConsensus.
So let’s label the one we found as “makeConsensus,1” and then create a new one. (Making or changing the label to an informative label will make it easier to keep track of this particular clustering later, particularly if we make multiple calls to the workflow).
wh<-which(clusterLabels(ce)=="makeConsensus")
if(length(wh)!=1) stop() else clusterLabels(ce)[wh]<-"makeConsensus,1"
Now we’ll rerun makeConsensus
with proportion=0.7
. This time, we will give it an informative label upfront in our call to makeConsensus
.
ce<-makeConsensus(ce,proportion=0.7,clusterLabel="makeConsensus,0.7")
par(mar=plotCMar)
plotClustersWorkflow(ce)
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)
We see that more clusters are detected. Those that are still not assigned a cluster from makeConsensus
clearly vary across the clusterings as to whether the samples are clustered together or not. Varying the proportion
argument will adjust whether some of the unclustered samples get added to a cluster. There is also a minSize
parameter for makeConsensus
, with the default of minSize=5
. We could reduce that requirement as well and more of the unclustered samples would be grouped into a cluster. Here, we reduce it to minSize=3
(we’ll call this “makeConsensus,final”). We’ll also choose to show all of the different makeConsensus results in our call to plotClustersWorkflow
:
ce<-makeConsensus(ce,proportion=0.7,minSize=3,clusterLabel="makeConsensus,final")
par(mar=plotCMar)
plotClustersWorkflow(ce,whichClusters=c("makeConsensus,final","makeConsensus,0.7","makeConsensus,1"),main="Min. Size=3")
![](data:image/png;base64,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)
As we did before for RSEC
results, we can also visualize the proportion of times these clusters were together across these clusterings (this information was made and stored in the ClusterExperiment object when we called makeConsensus provided that proportion argument is <1):
plotCoClustering(ce)
![](data:image/png;base64,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)
This visualization can help in determining whether to change the value of proportion
(though see makeConsensus for how -1 assignments affect makeConsensus
).
Step 3: Merge clusters together with makeDendrogram
and mergeClusters
Once you start varying the parameters, is not uncommon in practice to create forty or more clusterings with clusterMany
. In which case the results of makeConsensus
can often result in too many small clusters. We might wonder if they are necessary or could be logically combined together. We could change the value of proportion
in our call to makeConsensus
. But we have found that it is often after looking at the clusters, for example with a heatmap, and how different they look on individual genes that we best make this determination, rather than the proportion of times they are together in different clustering routines.
For this reason, we often find the need for an additional clustering step that merges clusters together that are not different, based on running tests of differential expression between the clusters found in makeConsensus
. This is done by the function mergeClusters
. We often display and use both sets of clusters side-by-side (that from makeConsensus
and that from mergeClusters
).
mergeClusters
needs a hierarchical clustering of the clusters in order to merge clusters; it then goes progressively up that hierarchy, deciding whether two adjacent clusters can be merged. The function makeDendrogram
makes such a hierarchy between clusters (by applying hclust
to the medoids of the clusters). Because the results of mergeClusters
are so dependent on that hierarchy, we require the user to call makeDendrogram
rather than calling it automatically internally. This is because different options in makeDendrogram
can affect how the clusters are hierarchically ordered, and we want to encourage the user make these choices.
As an example, here we use the 500 most variable genes to make the cluster hierarchy (note we can make different choices here than we did in the clustering).
ce<-makeDendrogram(ce,reduceMethod="var",nDims=500)
plotDendrogram(ce)
![](data:image/png;base64,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)
Notice that the relative sizes of the clusters are shown as well.
We can see that clusters 1 and 3 are most closely related, at least in the top 500 most variable genes.
Notice I don’t need to make the dendrogram again, because it’s saved in ce
.
If we look at the summary of ce
, it now has ‘makeDendrogram’ marked as ‘Yes’.
ce
## class: ClusterExperiment
## dim: 7069 65
## reducedDimNames: PCA
## filterStats: var var_makeConsensus.final
## -----------
## Primary cluster type: makeConsensus
## Primary cluster label: makeConsensus,final
## Table of clusters (of primary clustering):
## -1 c1 c2 c3 c4 c5 c6 c7
## 6 15 14 9 8 5 4 4
## Total number of clusterings: 39
## Dendrogram run on 'makeConsensus,final' (cluster index: 1)
## -----------
## Workflow progress:
## clusterMany run? Yes
## makeConsensus run? Yes
## makeDendrogram run? Yes
## mergeClusters run? No
Now we are ready to actually merge clusters together. We run mergeClusters
that will go up this hierarchy and compare the level of differential expression (DE) in each pair. In other words, if we focus on the left side of the tree, DE tests are run, between 1 and 3, and between 6 and 8. If there is not enough DE between each of these (based on a cutoff that can be set by the user), then clusters 1 and 3 and/or 6 and 8 will be merged. And so on up the tree.
If the dataset it not too large, is can be useful to first run mergeClusters
without actually saving the results so as to preview what the final clustering will be (and perhaps to help in setting the cutoff).
mergeClusters(ce,mergeMethod="adjP",DEMethod="edgeR",plotInfo="mergeMethod")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA60AAAOlCAIAAAAJlJblAAAABGdBTUEAALGPC/xhBQAAACBjSFJNAAB6JgAAgIQAAPoAAACA6AAAdTAAAOpgAAA6mAAAF3CculE8AAAABmJLR0QA/wD/AP+gvaeTAAAACW9GRnMAAAC+AAAAAAD66sTLAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAAB3RJTUUH4gofARc2Hmk0eQAAAAl2cEFnAAAEgAAABIAAw6e9VQAAfm9JREFUeNrt3Xd8Tuf/x/HPnT2Q2JvYsVJESqr2iN2gZpFQq7RUUbPqW40KbdCig1IxSrWiJLYiVuwdTWuF2klEQhIZ9/3743y/9y/NRm4nyXk9//C4cs51rvs65/726+3Kda5LZzAYBAAAAKZ08+bNdevWbd261dbWtn79+tOmTStZsuQLtGMwGHQ6ndp3U0DoyMEAAAAmtWnTJm9v79jYWOOREiVKHD58uGbNmllfePDgQRFp3ry52ndQMJmp3QEAAICCbO7cub169VJCsJ2dnXLw3XffrVGjRtYXHjx4sFOnTp06dVLSMHId48EAAACmsmvXro4dOxoMhrJlyy5fvrxjx4737t3btm3bu+++m/X0hitXrjRo0ODp06ciYm9vv337dkaFcx05GAAAwCQeP35cvXr1iIiIMmXKnDhxokKFCunr6PX65ORkKyurNMcNBsP48eMXLVokIuXKlXvy5MnJkyezHULGc2FeBAAAgEls3bo1IiJCRJYtW5Y+BF+4cOGdd94pXbq0vb29u7v7+fPnU5/V6XQLFiwYN27cp59+evHixfLly/fp04fhy9zFeDAAAIBJ9OnTZ+PGjY6OjpGRkWZm/z/4+PDhw0mTJvn7+6eOYTY2NocPH27UqFHqFoyrQ5w/f/611147fvy4m5ub2rdVcDAeDAAAYEJJSUkJCQlKOSUlZeXKlc7OzqtWrVJCsJubW5UqVUQkISFh7Nixaa41ziGuUaOGubl5fHy82ndToJCDAQAATKJy5coi8vTp02HDhp09e3bJkiU1a9YcOnRoVFSUiHh6ep48efL48eOXL1+uX7++iISEhGT2i/qAgIBKlSq5urqqfU8FCvMiAAAAcoHBYJgxY0aDBg169+6tHLlz507t2rVjYmLS1KxYseKSJUu6detmPDJ9+vQ5c+aISHR0tIODQ4aN37p1q1KlSmrfZYHCeDAAAEAumDp16pw5c/r3779x40blSLly5VasWGFra2us4+DgMHfu3LCwsNQhWEQuXbqk1C9UqFCGjet0OkJwrrNQuwMAAAAFQenSpUUkJSWlf//+IqKMCvfq1atevXrr169/+PBhs2bNOnbsWLRo0TQXHjt2bMuWLSIyaNAgc3Nzte9DQ5gXAQAAkDsWLFjw0UcfiYi5ufnPP/9snCCRhRs3bjRr1uzOnTtFixY9e/Ysg76vEvMiAAAAcsf48eP9/Pzkf6PCxgkSqR0/fnz37t0iYjAYdu/e3aRJkzt37uh0urVr1xKCXzHmRQAAAOSa8ePHi8hHH32UZoKEIiQkxMPDIyYmplq1aiJy9epV5fj8+fM7deqkdt81h3kRAAAAuSzDCRIGg6FTp047d+5MXbNw4cKrV69+66231O6yFjEvAgAA4PkYDIbr169nUSHDCRI6nS4oKMjX17dEiRIiUrp06ffff//UqVOEYLUwHgwAAPAcDAbD1KlTFy9evH379ubNm2dRc/bs2TNnzpR0r83p9frHjx8XKVKE1SHURQ4GAAB4DoGBgcrqv/b29llHYb1e37lzZ2UiRM5XkMArQw4GAAB4DgaDYfz48YsWLZIcROF//vmnUqVKStwiCuc1zA8GAAB4DjqdbsGCBePGjRORp0+fdurU6eDBg5lVrlChQtOmTUWkSJEiylzhNO/JIdfdvHlz7ty5zZo1a9eu3fjx4x8+fJhZTcaDAQAAnlvOR4W9vb1XrVoVGBjo7e1dtWrVnTt3Ojo6qt39AmvTpk3e3t6xsbHGIyVKlDh8+HDNmjXTV2Y8GAAA4LnlfFQ4PDxcRKpUqXLgwAFCsEnNnTu3V69eSgi2s7NTDr777rs1atTIsD7jwQAAAC8o21Hh8+fPu7q6Jicnx8bGFipUSO3+FmS7du3q2LGjwWAoW7bs8uXLO3bseO/evW3btr377rs6nS7DS8jBAAAAmbp58+a6deu2bt1qa2tbv379adOmlSxZMnWFNFF469atrVu3Vk5FRka2b9/+zJkzLVu23L9/v9q3UpA9fvy4evXqERERZcqUOXHiRIUKFdLX0ev1ycnJVlZWxiPkYAAAgIzlcLJp6ihsZmY2atSoli1bXr9+/Ztvvrl9+7ZOp/vjjz9atWql9t0UZGvWrBk0aJCIbN26tWvXrmnOXrhwYe7cubt27YqOjm7cuPH333/v4uIi5GAAAIAMzZ07d+rUqUrZzs4uLi5ORCZPnvzFF1+k/z176iichp+f3/jx49W+mwKuT58+GzdudHR0jIyMNDP7//ffHj58OGnSJH9//9SJ18bG5vDhw40aNeI9OQAAgLR27do1bdo0ESlbtmxQUFBsbOzt27eXLVuWYQiW/7025+PjY2lpaTzo4OCwadMmQvArk5SUlJCQoJRTUlJWrlzp7Oy8atUqJQS7ublVqVJFRBISEsaOHSuMBwMAAKTxYpNNFRcvXtyyZcs///zj5ubWtWvXNJOJkVtOnz5duHBh40IQkyZN+vLLL0Wkf//+H3/88eHDh/38/K5du6ac9fT0nDFjhqur67Nnz9zc3C5cuGBubp6UlEQOBgAA+JcXm2yKVyYsLMzV1dXR0XHfvn1KFL5z507t2rVjYmLS1KxYseKSJUuUfbAV06dPnzNnjohER0czLwIAAOBftmzZIiKOjo6dO3dOffzhw4fe3t6vvfbaunXrIiIikpOTQ0JCmjRpcvr0abW7rC0zZ858+vTp7du3lfWbRaRcuXIrVqywtbU11nFwcJg7d25YWFjqECwily5dUuoXKlTIQu0bAQAAyIuUyabKdgwpKSn+/v4TJ06MiopSzrq5uUVERFy/fl2ZbHro0CG1+6shR48eFRE7O7sFCxYYD/bq1atevXrr169/+PBhs2bNOnbsWLRo0TQXHjt2TPlHzqBBg8zNzcnBAAAA/1K5cmURefr06bBhw3Iy2TQkJMRgMGS2WQNyi8FguHfvXtmyZVNSUkTE19e3Vq1aqSvUqlXr008/zezyGzdu9OzZ02AwFC1adPTo0cK+ygAAAGmMHz++SJEiIvLzzz83bNjw/fffV0JwxYoVt2zZEhAQ4OrqKiLW1tbK79xTUlLSz0xF7jIYDFOnTnVxcTl//nz58uVFZMCAAVlfcvz48d27dyvX7t69u0mTJnfu3NHpdGvXrq1UqZKIMB4MAAC0LjY21szMzN7eXvlRmWw6aNCg+Ph45YiDg8PUqVPHjh2begaq/Huyqdo3UcCdPXt2/vz5er2+bdu2yrtxNjY2WdQPCQnx8PCIiYmpVq2aiFy9elU5Pn/+/E6dOill1osAAADadfjw4ZkzZx48eDApKalmzZoLFy40hqSwsLBsJ5u6u7sbDIbJkyfPnTtX7Vsp+NasWePl5aXX65Uff/nll969e2dY02AwdOrUaefOnakPFi5cePXq1W+99ZbxCDkYAABo1JdffjllyhRlsqnR1KlTfXx8sp3se+PGjWbNmt25c6do0aJnz55Vfs8OU0sdhZs3b/7HH39YWGQ8uyElJeWrr76aP39+RERE6dKle/fuPXbsWON6wwpyMAAA0KKVK1cOHTpUp9N169atXr16p06dMg4fZrh58vHjxx8/fty+fXuDwbBnz56BAwc+ePBAp9MFBQUZh5DxCqSOwuPHj/fz88uisl6vf/z4cZEiRczNzdOfJQcDAADNefToUYUKFczNzX///ffWrVsrBzdt2jRw4EBlTnCaKJzZZNMvv/xywoQJat+N5qSOwosXLx4zZsyLtWM+a9Yste8FAADglfrpp582b968YMGCPn36GA/Wrl27adOmGzduTE5OPnz4cEJCQtu2bXU6ncFgGD58eGhoqIg8evTo0aNHIlK4cOFffvllyJAhat+KFrm4uFSrVu333383GAzbtm0rVaqUm5vbC7RDDgYAAFphMBhu3rzp6Oi4bt26P//8c+PGjWkmP1StWjXDKNy/f397e/uzZ8/GxcWVLl16yJAhK1aseOONN9S+oQJLr9cfOHBg5cqVmzZtOnToUGJiYoUKFSwtLY0VciUKMy8CAABogrIA7bfffrtz585169YdOHDg3LlzGdbcu3dvt27d0k+QyHqyKXLL3r17R44caZx8oqhcufKCBQt69OiR+mDqCRJLlixRdsfIOfbRAAAAmqAsQBsTE+Ph4REZGRkREWFcgSuNtm3bbt26VVkq2NfXd+rUqcq4oZmZWdGiRQnBJjV37tz27dunCcEiEh4e3rNnzylTpqQewx04cOCqVavMzMxEZMyYMUuXLn2uzyIHAwAATWjYsKGSmWJiYtatW3fnzp0TJ05kVjmzKAyTWrZsmfKo7e3t58+ff/ny5SdPnpw4cWLQoEFKBV9f3yFDhuRWFGZeBAAA0JDUv0lv06bNrl27shjfzWyCBEzh9u3bNWrUiI+PL1euXHBwsLI0hyI5Oblly5ZHjhwRET8/v/Hjx6e5NvXXevz48RzOFWY8GAAAaEjq4cM//vjjP//5TxaVU48Knz17NiEhQe3uF2QLFy5U/smxcuXKNCHYy8srTQh+9uxZ6muNX+unn36a8xfmGA8GAACa81zvV+3du3fHjh1ffPFFZluXIVfUqVPn8uXL9erVu3DhgvGgEoLXrVsnqUJwSEjIhAkTDh06lGZ4/vz58y4uLjn/RHIwAADQopdcagDPS6/X37x508nJKbMKdnZ28fHxXl5eP/30k3IkwxAcGhrq7u4eExOze/fudu3avUyX+GcNAAAogPR6fXBw8L59+6KiogoXLty8efNWrVopMxwUAwcOFBElCisbkhGFTUev1w8bNmzr1q179+7NbMhWGdx98OCB8mOGIVhErK2tY2JiRCQ4OPglc7AYAAAACpY9e/aknmCqqFy58qZNm9LUXL16tTJXWESWLFmidscLrGXLlikPuUSJEufOnTMYDHq93tfX9/r168Y6jRo1EpHixYvHxMQkJSUNGDBAucTPzy9Naw4ODiIybty4l+wV78kBAIAC5VUuQIsc8vb2VnJtRERE27Ztz58/P3Xq1MmTJ7dq1SoiIkKp4+npKSKRkZGffvpphiPBioSEhLi4OBGxs7N72W6p/c8DAACAXPPDDz8oCSezBWjlf3MhUl/FqPArkHqI18bGRimMGzfO+F3cuXOnUKFCqWNq+pFgg8GwatUq5WxISMhLdon35AAAQAHx6hegxXNJPeVXRAYNGrRq1arUaz4sXLjQ+NUMHDhw9erVaVq4du2am5tbVFRU9erVw8LCjP96eTHMiwAAAAXEq1+AFs/F3Ny8QoUKxh+3b9+eeok0ERk3bpzy/qKIrFmzZsyYMcoUCEVQUFDTpk2joqIsLS3Xrl37kiFYWDcNAAAUGK9+AVo8l2+++Wbs2LEiUrNmzb/++ktESpQokWYFicTExKFDh65du1b5sVChQu7u7mXLlj158mRoaKhycNGiRUo7L4kcDAAACohXvwAtnktUVFS7du1atGjx5ZdfGr+X9FHYYDD4+fnNnDkz9WCwwtbWdunSpd7e3rnSH+ZFAACAAuIFFqBVu8vaUqxYseDg4AULFlhYWKxatSrNChLGajqdbsKECZcvX54yZUqNGjWU+Q+VKlX64IMP/vrrr9wKwcJ4MAAAKDBcXV1Pnz5dvHjx69ev29raZrH2lqOj4+PHj8eNG7dw4UK1e61dqf+hkn5U2CgxMdHMzMwUm1ozHgwAAAoIFRagRXZu3rw5d+7cZs2atWvXbvz48Q8fPjSeynpU2MjKysoUIVgYDwYAAAXG3bt3a9as+eTJE+ORDJdI8/f39/LyEpGQkJAmTZqo3euCbNOmTd7e3rGxscYjJUqUOHz4cM2aNY1HMhsVvn//fnx8vJOTk+m6x3gwAAAoIMqWLTt79mzjjwMHDkwfgq9du6YcrF69OuujmdTcuXN79eqlhGDj0Pu7775bo0aN1NXSjwrv3bv31q1bnp6erVq1unHjhul6yHgwAADIT27evLlu3bqtW7fa2trWr19/2rRpJUuWNJ41GAyDBw9es2aN8uPo0aPnz59vDGFBQUFDhgx5+PChpaXloUOHXn/9dbXvpsDatWtXx44dDQZD2bJlly9f3rFjx3v37m3btu3dd99Ns1adIs0WG1ZWVsq04B07drRv395EnSQHAwCAfCMnv2d/lQvQIkOPHz+uXr16REREmTJlTpw4kXrvDCO9Xp+cnGxlZWU8kiYKi8iCBQs+/PBD0/WTeREAACB/yOHv2a2srFavXv3ll18qdZ48ebJ7925/f38lBNva2q5cuZIQbFJbt26NiIgQkWXLlqUPwRcuXHjnnXdKly5tb2/v7u5ufDdOmSAxbdo0R0fHGjVq/PzzzyYNwcJ4MAAAyBee9/fsInLz5s1vv/32t99+u3r1ql6vr1Sp0ltvvfXxxx9nODyJXNSnT5+NGzc6OjpGRkam3v344cOHkyZN8vf3T50/bWxsDh8+3KhRI+MR5WxmX2suIgcDAIC87sV+z25kugVokSElB9vb2z948EAZlU9JSfH39584cWJUVJRSx83NLSIi4vr16yLSrFmzQ4cOvfp+Mi8CAADkdS/2e3Yj0y1AiwxVrlxZRJ4+fTps2LCzZ88uWbKkZs2aQ4cOVUKwp6fnyZMnjx8/fvny5fr164tISEiIKiOzjAcDAIC87iV/z45X7M6dO7Vr11Y2r06tYsWKS5Ys6datm/HI9OnT58yZIyLR0dEODg6vuJ+MBwMAgPwhKSkpISFBKaekpKxcudLZ2XnVqlVKCHZzc6tSpYqIJCQk8BrcK2MwGKZPn75x48bUB8uVK7dixQpbW1vjEQcHh7lz54aFhaUOwSJy6dIlpX6hQoVefef5HQEAAMjrUv+e/eOPPz58+LCfn9+1a9eUs56enjNmzHB1dX327Jmbm9uFCxeU37O/ghetMHXqVF9fX3NzcxHp3bu38XivXr3q1au3fv36hw8fNmvWrGPHjkWLFk1z7bFjx7Zs2SIigwYNUlp4xZgXAQAA8rr88nt2DVqwYMFHH30kIubm5j///HPqKJy1GzduNGvW7M6dO0WLFj179mylSpVefeeZFwEAAPKc2NjYp0+fGn/ML79n16Dx48f7+fmJSEpKSv/+/dNMkEjt+PHju3fvFhGDwbB79+4mTZrcuXNHp9OtXbtWlRAszIsAAAB5yuHDh2fOnHnw4MGkpKSaNWsuXLiwU6dOkk9+z65N48ePF5GPPvpIicLy7wkSipCQEA8Pj5iYmGrVqonI1atXlePz589Xvl9VMC8CAADkFV9++eWUKVNSUlJSH5w6daqPj0+2k33zwu/ZtSyLCRIGg6FTp047d+5MXb9w4cKrV69+6623VOyz+axZs1T8eAAAAMXKlSvff/99EenevXuvXr3s7OyUUcNDhw4lJCS0bds2TRQ+fvx4aGhotWrVDAbDnj17OnfufO/ePZ1O99tvvzVu3Fjtu9Ecd3d3BweHnTt3GgyGTZs21a5du27dusopnU7Xv39/e3v7s2fPxsXFlS5desiQIStWrHjjjTfU7TPjwQAAQH2PHj2qUKGCubn577//3rp1a+Xgpk2bBg4cGB8fLyKTJ0/+4osvjFE4s9+zf/nllxMmTFD7bgomg8Fw48YNZXG6zGT92pxer3/8+HGRIkXyyKwV3pMDAADqW79+fVxc3Ny5c40hWER69uy5detW5fU4X1/fqVOnKuN3BoNh1qxZyvIRV69eVUJw4cKFN2/eTAh+SX///ffmzZvTHzcYDFOnTq1fv/7BgwezuHz8+PGfffaZZPLanJmZWdGiRfNICBZyMAAAUJHBYAgPDxeRv/76y9HRcdSoUWkqtG3bNn0U1ul0QUFBvr6+JUqUEJHSpUu///77p06dUneyaQHw999/t27d+u23306/7IPywJ8+fdqpU6eso/D06dM9PDwkBytIqI4cDAAA1KEMMbq4uISEhKSkpFSqVCn1nslGGUZhc3Pzjz/++P79+1FRUbdv3/7mm29q1Kih9g3le/v27bt9+3aG+bVLly7jxo0TkWyjsJmZ2fLly5UZLHk8CpODAQCAOs6ePTt//vyYmBgPD4/IyMiIiAi9Xp9hzQyjsOS937PndyNGjMhsMWCdTrdgwYIcRuEKFSo0bdpURIoUKaI0lWaxiDyCHAwAANTRsGHDVatWmZmZxcTErFu37s6dOydOnMiscmZRGLkri30xnisK16xZU0TWrVtXokQJV1fXJk2aqH1nGSAHAwAA1QwcOFCJwsqP06ZNS7N4cGpE4VcjV6KwMu27SpUqBw4c2Llzp6Ojo9q3lQFyMAAAUFPqKPzHH3/85z//yaJy6ih89uzZhIQEtbtfML1kFD5//vyhQ4dEpFKlSnXq1MmbIVjYRwMAAKjOxcWlWrVqv//+u8FgCA4OLlWqlJubW2aVq1at2rRp01KlSq1YscLa2lrtvhdYWe+L4eHhER0dfezYsaSkpF9++cXd3d24rnBkZGSvXr3u3LnTsmXLESNGqH0fWWEfDQAAkCesWbPGy8tLeVVuyZIlo0ePVrtHBVx4ePjq1atDQkIePHhQuHDhBg0aDBw4sGHDhqnrZL1b8vjx4xctWiQiZmZmo0aNatmy5fXr17/55pvbt2/rdLo//vijVatWat9lVsjBAADgVUhOTg4JCTly5EhMTIyTk1OrVq2qV6+epg5R+NWIjY2dMWPG4sWL0y/Q0a1bt08++ST1eHwOo3Aafn5+48ePV/tGs2MAAAAwse3bt9eqVStNCOnQocOlS5fS1Fy9erXxtbklS5ao3fECKDw83DjDIUNz5sxJc4kyV1iJwr/88kvqU3q93sfHx9LS0ni5g4PDpk2b1L7LHGE8GAAAmJDBYJg7d+60adMyPGtpablw4cI0476MCpvOgwcP3Nzcbt68KSIlS5YcNWpU3759HRwc7t27t27dumXLlk2bNm3q1KnpL8xiVFhELl68uGXLln/++cfNza1r164lS5ZU+0ZzhBwMAABM6Jtvvhk7dqyIWFlZTZgwoWnTpo6Ojtu3b1+3bp2SxkRk6tSpc+bMSX0VUdgUEhMT27Ztq6zk0KRJk19//bVChQqpK8TFxdnZ2WV2edZROD8iBwMAAFO5dOmSi4uLXq+vVKlSUFBQvXr1jKfi4uJGjRq1evVq5cdFixYpcdkodRQ+fvx4FitIIId8fX2nTJkiIh06dNiyZcsLrLZRwKIwORgAAJjK22+//dtvv4nI7t2727Vrl+aswWBYsGDBhAkTRMTc3PzMmTP169dPXUGJwp988gnLvL682NhYJyenqKiocuXKXbx4sWjRojm8UK/X37lzxzhyXJCiMDkYAACYREJCQrFixeLj41u2bLl///7Mqg0dOnTlypUi0rZt2z179qQ5e/78eRcXF7VvpSBYtWqVt7e3ZDT0ngW9Xj9s2LBTp06dOHHCyspKOVhgojD7yQEAAJO4detWfHy8iKRfHy21xYsXV65cWUT27t175cqVNGcJwbnlwIEDSuHtt9/O+VWjR49euXLl+fPnFy5caDyYZre5S5cuqX1zL4gcDAAATMK4Nm3Wux/b2dn17dtXKaffoRe5JTQ0VESKFi1arly5nF9VpEgRpfDVV18p/6pRGKPwjBkzsl6FLS8jBwMAgOcWHh7++eefd+3a9fXXX2/btu2ECRPOnDmTpk6VKlWUZWUDAwOfPXuWRWvt27dXCrdu3VL7zgqs5OTkF7hq2rRpxYoVE5EHDx7s3r079anx48cfOXIkX0/dJgcDAIDnEBsbO27cuKpVq37yySdBQUEnTpz4448//Pz8GjVq1L179xMnThhrWllZdevWTUQeP3787bffZtFmVFSUUnBwcFD7/gqsQoUKicijR48ePnyY86scHR2HDBmilPft25fmrLu7u9q39VLIwQAAIKdu3rzp7u7+9ddfp9+PV0S2bt2a5kU3ZS0IEZk0aVJISEhmzR49elQpNGvWTO1bLLAaNmyoFNIM62arUaNGSuHevXtq30QuIwcDAIAcefDgQfPmzZWXokqWLPnJJ59cvHjx1q1bJ06cGD9+fKFChebMmZNmK7I33nhjxIgRIpKcnNyjRw9j3k3t9OnT33zzjYi4uLgYIxdyXcuWLZXC119//VzLhVWsWFEpGPe7LjAK2v0AAABTSExM7NWrl7IDXJMmTU6fPv3ZZ5/VrVu3QoUKjRs39vPzu3//fob78S5atEgZ5b13716LFi0WLlyYeq7w9u3bu3XrlpKSotPpFi5cWPCSVt7RpUuXsmXLisixY8d+/vnnnF9o/NdL7dq11b6JXMb6wQAAIHsvsxXZo0ePunfvrmznKyJFihTp2rWrjY3NX3/9ZTzo5+c3fvx4te+ygJs/f/7HH38sIsWLFz9x4kSVKlWyvUSv1zdr1kyZ03LhwoXUOwIWAORgAACQjZffiiwhIWHcuHE//PBD+joWFhZLly4dPny42ndZ8CUlJTVq1OjixYsiUqtWrUOHDpUoUSLrS4z//mnduvUff/yh9h3kMn77AAAAsrFp0yZlSYfJkyc/VwgeNmxYly5dEhMTbWxsvv/++yNHjrz99tvGsWR7e/t+/fpdunSJEPxqWFparlq1ys7OTkTCwsLefPPN69evZ1F/9+7d06dPVy5csmSJ2t3PfeRgAACQjdzaiszd3X3jxo1Pnjz566+/rly5EhkZ+fPPP9esWVPt+9OQRo0abdiwQZmHHRYW1rhx41WrVqWfHZCSkrJkyZLOnTunpKSIyA8//FDwJgcL8yIAAEC2mjZteuzYsaJFixoX+s2Jjz/+eP78+SJSqlSpGzdu2Nraqn0f+K/ff/+9f//+xv3h6tatO2TIEHd399KlS0dHRx86dGj58uXK9AkRmTt37uTJk9XuskmQgwEAQDYaN2586tSp583B0dHR1apVUy75/fffu3fvrvZ9aIherw8ODt63b19UVFThwoWbN2/eqlWr1P8UOXny5MCBA8PCwrJoxNbWdtWqVb1791b7bkyFeREAACAbptiKDKazd+/emjVrtm7d+rPPPlu8ePEXX3zRuXPn2rVrBwQEGOs0btz43Llzc+bMKVOmTIaNDBgw4MKFCwU4BAs5GAAAZIutyPKRuXPntm/f/urVq2mOh4eH9+zZc8qUKca5ANbW1lOnTr158+bWrVunTZvWs2fPHj16eHl5ffvtt9evX1+7dm21atXUvhvTYl4EAADIxubNm3v06CEiTZo0OXr0qE6ny+GFBw8ebNGihYgMGDBg7dq1at9Hwbds2TJlAz97e/tZs2Z17dq1YsWKly9f/vrrr1evXq3U8fLyWrlyZc6/xAKM8WAAAJANtiLLF27fvj1u3DgRKVeu3Llz5yZOnOjs7Gxvb9+4ceMVK1a88cYbSrXXXnuNEKwgBwMAgGxYWloaN3sbO3Zs1ovOGun1euOEVE9PT7VvouBbuHChsgTEypUrU09pSE5O9vLyOnLkiKTaty/17taaRQ4GAADZ+/DDD5U9dSMjIzt16hQREZHtJfPnz1f2423dunUB2483bwoKChKRevXqdejQwXhQCcHr1q2TVCE4JCSkTZs2TI4lBwMAgOyxFVned+PGDRFxdXU1HskwBIeGhnp4eBw5cmTv3r1qd1ll5GAAAJAjbEWWxymzfh88eKD8mGEIFhFra+uYmBgRCQ4OVrvLKiMHAwCAnOrateumTZuU7RiioqK8vb3r16//1VdfHTly5OrVq6dOnVq0aFGDBg3ef//95ORkEZk7d663t7favdYKZ2dnETl+/HhsbGxmIVhEqlWr5uDgICJKGtYyC7U7AAAA8pastyJ76623goODjVuRXbp0aeLEiekbKfBbkanLYDAYDAZlbN7I09Pz9OnTkZGRn3766f379zMMwSKSkJAQFxcnIsosFy1j/WAAAPD/9u7dO3LkyDS7MFSuXHnBggXKEsKKZ8+e+fn5ff311xlukDFgwIDPPvuswO/CoBaDwTB16tQHDx4sX748dRS+e/duzZo1nzx5YjySPgSLiL+/v5eXl4iEhIQ0adJE7btREzkYAAD819y5c6dNm5ZZNpg8efIXX3yReunZpKSknTt3Hj169M8//zQYDEWKFGnatGnHjh2dnJzUvpWC7Jtvvhk7dqyIDBkyJE0UXrhwoTH4Dhw40Lh3htG1a9fc3NyioqKqV68eFhaWZkRZa8jBAABAhK3I8o+oqKh27dqdOXNG0kVhg8EwePDgNWvWKD+OHj16/vz5xvkPQUFBQ4YMefjwoaWl5aFDh15//XW1b0Vl5GAAACC3b9+uUaNGfHx8uXLlgoOD0+zC0LJlyzS7MEAVT58+3bp166lTp8LDwzdu3KgcTBOFExMThw4datzFulChQu7u7mXLlj158mRoaKhycNGiRcqIssbxnhwAAHjurcisra3V7rLm+Pv7f/TRR5GRkWmOr1y5UkSMUdjKymr16tUNGzacOXNmXFzckydPdu/ebaxsa2u7dOlSFvFQMB4MAACkTp06ly9frlev3oULF4wHM9uKbMKECYcOHWJ2xKs0Z84cZV8SEWnRokWFChUiIiL27Nmj1+uVg+nnCt+8efPbb7/97bffrl69qtfrK1Wq9NZbb3388ccVKlRQ+27yCnIwAAAQOzu7+Ph4Ly+vn376STmS2VZk7u7uMTExu3fvbteundq91oo9e/a0b99eRCpXrrxixYo2bdoox+/evTtr1qwffvhB+TF9FFYkJiaamZlZWDALIC1NvyQIAAAUbEWWlykjwebm5ps2bTKGYBEpW7bs999/v3LlSmWaysqVK4cNG2YcITaysrIiBGeIHAwAgOYYDIYTJ06kPsJWZHnWnTt3jh8/LiLe3t6NGjVKX8Hb2/vHH39UyplFYWSIHAwAgLYouzB89913qQ96enqKiLIVWWYhWNiKTA2XL19WCnXq1MmszjvvvDNmzBilTBTOOXIwAADa8umnn/r6+qZ5QWjYsGGFChUSkQULFmQWgkXkl19+SUpKEpG33npL7fvQnKxfTPzss88sLS2V8sqVKydNmsQ7YNkiBwMAUNBcvXo1Kioqs7Nbt24VkTQhqWzZsrNnzzb+OHDgwPQh+Nq1a8rB6tWru7m5qX2XBdbp06f//vtv44/KlBUR2bx5cxZXFStWzMPDQ0SKFy8uIn5+fgsXLlT7VvI6cjAAAAXK33//3bJly3bt2mUWhZX1BNIPFo4bN27gwIFKec2aNWPGjFGmQCiCgoKaNm0aFRVlaWm5du1aje/HazphYWEtWrRo3bq1MQqXK1euXr16InLw4MGTJ09mcW2xYsVEZPny5dWrVxeRjz/+WJlYjMzwP2IAAAqUsWPH3r59+8yZM5lF4cxysE6n+/HHH9955x3lx6VLl5YuXbpDhw5eXl5169bt2rXrw4cPReTLL79kP17TmTlz5tOnT2/fvj1u3DjliE6n++CDD0TEYDC8/fbbWYz0X79+XUSKFy++adMmW1vb5OTkoUOHMlE4C+RgAAAKlFWrVinDh5lF4cxysPxvK7Ivv/xSeQ1O2YrM399f2Y/X1tZ25cqV7MdrUkePHhUROzu7BQsWGA8OHTrU1dVVRMLDw3v27Jl+SzkR2b1798GDB0WkWrVq9evX9/PzE5FLly5lPZtC48jBAAAUKKVKldq7d28WUTiLHCwiOp1uwoQJly9fnjJlSo0aNZTKlSpV+uCDD/766y/24zURg8Fw9+5dEUlJSRERX1/fWrVqGc9aWFisW7dOmfZw4MCBxo0bnzp1KvXlISEhQ4cOFZGGDRuWLVtWRPr376+8NhcYGKj2zeVd7CcHAEAB9ODBg7Zt2168eFFEGjZsuGfPHiVFiUizZs2OHDnSokWL77//vlatWlmvQsBWZK+AspLdjz/+uHfv3mHDhp04cSIyMtL4fRkdPXq0c+fO0dHRIqLT6Vq0aNGjR4+UlJQLFy74+/sr8x+CgoI6d+6s1H/99ddPnDjRokWLAwcOqH2LeRQ5GACAgimzKNy8efNDhw4pdUqUKPHmm2+++eabzZs3b9iwoXHhLbxKZ86cady4sV6vL1GiRI0aNY4ePfr06dMMV2i+fPny22+/rUxTSW/+/PkTJ05UygaDoVixYtHR0T169Ni0aZPat5hHMS8CAICCKbMJEqmXeoiIiNi8efPEiRObNGni6OjYtm3bTz/9dPfu3bGxsWp3X0MaNmy4atUqMzOziIgIZX5wUFBQhjVr16595swZPz+/qlWrpj7u4uKyfft2YwgWkT179igjx126dFH7/vIuxoMBACjI0o8K9+rVa//+/UrwPXLkSIaR18zMrGHDhm+++eb06dNLliyp9k1owpo1a7y8vJTpDc2bN//jjz+ymI6i1+v/+uuvv/76S0Rq165dvXr11PNbHj58+Nprr929e7d69eoXLlywsbFR++byKMaDAQAoyNKPCj9+/FhE2rVrt2PHjkePHp0+fXrRokW9e/dW3q9S6PX6U6dOOTo6EoJfmYEDByqjwiJy8ODBjz/+OIvKZmZmzs7O3bt37969e40aNVKH4OvXr7dp0+bu3bvW1tarVq0iBGeB8WAAAAq+1KPCiunTp3/++eep6xgMhmvXrh08ePDQoUMHDx7s37//rFmz1O645qQeFV68ePGYMWOyvcRgMIwfP/7cuXNt2rS5du3azz///OzZM0tLy3Xr1r399ttq31CeRg4GAKDgePz48fr164OCgooUKdK+ffvBgwcbRwrTROH0ORivjF6vDw4O3rdvX1RUVOHChZs3b96qVStbW1vlbOoovGTJktGjR2fd2vjx49NsoVyxYsWNGzc2adJE7RvN68jBAAAUENu3bx8wYIDydpSiffv2v/zyi6Ojo/Jj6ijs4uKyb9++9ItzwdT27t07cuTIq1evpj5YuXLlBQsW9OjRQ/nxuaLwsWPHpk2bdvDgwaSkpBo1agwYMOD9998vUaKE2jeaD5CDAQAoCHx9fadOnZr+r/XXX399586dGUbhNOsK4xWYO3futGnTMktfkydP/uKLL5Qh/OcdFTYYDM+ePbO2ts56QWikxntyAADke8uXL58yZYrBYChevPjy5csjIyOPHTtWp04dETl+/LiHh4dxkDjb3eZgOsuWLVP+rWJvbz9//vzLly8/efLkxIkTgwYNUir4+voOGTJEScmpX5sbM2bM0qVLs25cp9PZ2NgQgp8L48EAAORvx44da9GiRWJiYtWqVffs2VOlShXl+M2bN6tWrars08uosOpu375do0aN+Pj4cuXKBQcHV6tWzXgqOTm5ZcuWR44cERE/P7/x48cbTz3vqDCeC+PBAADkb1OnTk1MTLS3t9+yZYsxBIuIlZWVcXQw21Hh+Ph4te+jgFu4cKHykFeuXJkmBHt5eaUJwc+ePVPOphkVPnHihNr3UaCQgwEAyMdu3Lixb98+ERkyZEjdunVTn5o2bVpycvIbb7yh5N0sonD37t2NixXARJQt4urVq9ehQwfjQSUEr1u3TlKF4JCQkDZt2hh/Y2+Mwp9++qmbm5va91GgkIMBAMjHQkJClEL9+vVTH9+/f/9PP/2k0+n8/Pz27t2rRGQlCoeHhx8/fvy9994rWrTo3r17lyxZwjrBr8CNGzdExNXV1XgkwxAcGhrq4eFx5MiRvXv3GmsOHDjwzJkzfE25jhwMAEA+Zpzye/jwYePBu3fv9uvXz2AwzJw5s0mTJqVKlVq/fr3yu/Xjx49XrVq1SZMm3333nY+PT6lSpZhy+mooc1QePHig/JhhCBYRa2vrmJgYEQkODk59uYuLi9p3UACRgwEAyMdatGhRqVIlETlx4kRycrKIJCcn9+vX7/79+y1atPjkk0+Uaql/Ha+8dFWiRImRI0eq3X0NcXZ2FpHjx4/HxsZmFoJFpFq1ag4ODiKipGGYFDkYAIB8zM7ObunSpbVq1dq7d6+FhYWIzJs3Lzg4uFChQv7+/ubm5saahQsXFhEvLy9XV9e33347ODi4bNmyandfQzw9PUUkMjLy008/zSwEi0hCQkJcXJyI2NnZqd3lgo910wAAyPdiYmKKFCkiIvfv369WrdrTp08XLFjw4YcfGisYDIaaNWteuXIlNja2UKFCavdXi+7evVuzZs0nT54Yj6QPwSLi7+/v5eUlIiEhIWyMbGqMBwMAkD9ERUVt2rTp+++/V9b9TU0JwSLy22+/PX361MrKasiQIakrHDhw4MqVK05OTvb29mrfRwGX2ddUtmzZ2bNnG38cOHBg+hB87do15WD16tVZGuIVIAcDAJAPrFu3rnLlyr169Ro1alT9+vXffffdp0+fpq925swZEbGwsFBmQSgePXqkxGJPT0/2GzOprL+mcePGDRw4UCmvWbNmzJgxyhQIRVBQUNOmTaOioiwtLdeuXau81wiT4hEDAJDXzZkz55133kn9K/UVK1Y0b948/ZbISvyNi4vz8/NTjty7d69z5843btywsbGZOHGi2rdSkGX7Nel0uh9//PGdd95Rfly6dGnp0qU7dOjg5eVVt27drl27Pnz4UES+/PLL119/Xe270QTmBwMAkKf98ccfbdu2tbW1nTFjxhtvvHHu3DkfHx8lMKXfEjkkJMTd3V0pe3h4lC5devPmzcrKAytWrEgzWQK5KOdfk8Fg8PPzmzlzZurBYIWtre3SpUu9vb3VvhvNMAAAgDysdevWIhIcHGw8cvv27QYNGih/jzds2DAyMjJ1/enTp6f5u97Kymrp0qVq30cB97xfU3h4+JQpU2rUqKHMf6hUqdIHH3xw69Ytte9DWxgPBgAg70pKSipUqFDPnj1//vnn1MejoqLatWunzAZOPyq8adOmjz/++OrVqzY2Nu3atfvPf/7TqFEjtW+lIHuxr0mRmJhoZmamrHmHV4z5wQAA5F0xMTGJiYmNGzdOc7xYsWJ79uxp2LChiJw5c6Zdu3ap5wr37NnzypUrT58+jYqK2rp1KyHY1F7sa1JYWVkRgtXCcwcAIM+5efPmzz//fPfu3dKlS4tIQkJC+jpKxlKGG5WMlWa4kY0YTC1XviaoiHkRAADkIQaD4ZtvvpkwYYKySbKiVatW+/bty7B+Tn7zjlzH11QwMC8CAIA8ZMGCBePGjUudrkRk//79GzZsyLB+Tn7zjlzH11QwkIMBAMgrLl++PGnSpMKFC3/33Xc3b948cOBAixYtlFPDhw8PCQnJ8Coy1ivG11RgkIMBAMgrvv32W71e/9tvv40cObJixYotWrTYu3fvyJEjRSQ2NtbDwyMnGatChQqWlpZq30pBxtdUYDA/GAAAlRkMhps3b1auXLlVq1bm5uZ79+5NfVav148ZM+a7774TkSJFiuzcubNp06YZthMVFfXTTz+NGzfO3Nxc7XsqgPiaCh7GgwEAUJPBYJg6daqLi0tISEhiYmKdOnXSVDAzM1uyZMmoUaNEJCYmJuvhxo8++oh0ZQp8TQUS48EAAKjp0qVLDRs2TEpKKlKkSKlSpRo1apThu1Y5H26EKfA1FUjkYAAAVPb777/37t07KSlJREqUKHH9+vVChQqlr0bGUhdfU8HDvAgAAFT21ltvbdy4UXlrKiIiYvz48RlWy/lv3mEKfE0Fj/msWbPU7gMAAFrn7Ozs4uLy22+/6fX606dPW1tbN2/ePH01nU7XuXPnBw8enDx58tmzZxs3bhw0aFCRIkXU7r5W8DUVMORgAADyhNQZa+/evTnJWFOmTOnevbvaHdcWvqaChPnBAADkIaknoc6ZM2fq1KkZVtPr9du2bevatava/dUovqaCgfFgAADykJwPN9asWVPtzmoXX1PBQA4GACBvyWHGgrr4mgoAcjAAAHkOGStf4GvK78jBAADkRWSsfIGvKV/jPTkAAPKu1O9jBQcHk7HyJr6mfIp9NAAAyLuMezd8+umnpKs8i68pn2I8GACAvO7PP/90dnZWuxfIBl9TvkMOBgAAgBYxLwIAAABaRA4GAACAFpGDAQAAoEXkYAAAAGiRhdodAAAg98zSqd0DoKCYVfCXUmA8GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgwIRee+01XSZq1ar15MmTNPU/+OADc3Nz6lOf+jqdzsHB4ciRIzn6Lw0AXgg5GDChmzdvZnbq6dOnKSkpaQ4+efJEr9dTn/rUF5Fnz54lJiYKAJiMzmAwqN0HoMCqW7duaGjopUuX6tSpo3ZfAG2YpVO7B0BBMavgR0TGgwEAAKBFFmp3ACjIPD09ixYt6uTkpHZHAABAWsyLAAAUIMyLAHIL8yIAAACAAokcDAAAAC0iBwMAAECLyMEAAADQInIwYEJ6vT4hIUHtXgAAgAyQgwET6tu3b/ny5R89eqR2RwAAQFrkYMCEQkNDo6Ki7t69q3ZHAABAWuRgAAAAaBE5GAAAAFpEDgbUcebMmREjRtSpU8fe3t7Jyal79+6rV69+mf0dX77BjRs3zpo16++//8662s2bN+fMmdO0adMyZcrY29u7uroOHjw4JCRE7ScKAMDzYV9lwITq1q0bGhp66dKlOnXqGA8mJiZOnjx54cKF6et37dp1w4YNdnZ2z/UpudLgjRs3nJ2dnz17du3atSpVqmRYJyUlZe7cuZ9//nn6RTB0Ot177723aNEiCwuLV/yQgX9hX2Ugt2hgX2X+xgJeqeTkZE9Pz+3bt4tI+fLlPT09y5Urd+7cuV9//VWv1wcGBs6bN2/WrFmvuMGUlJSxY8c+e/asZMmSTk5OGdZJTEwcNGjQL7/8IiK2trbu7u5NmzY1GAzBwcGHDx82GAxLly51cnKaNGmS2s8YAIAcYTwYMKH048EffvjhokWLRMTb23vx4sX29vbK8V27dnl4eIiIjY1NeHh4qVKlcvgRL9/gkydPRo0atXbtWhHp2rXr1q1bs/6gJk2arFu3rmrVqspxg8GwevVqLy8vEbG2tr5+/XrZsmXVfvDQMMaDgdyigfFg5gcDr05ISIgSJbt27bp8+XJjZhWRDh069O7dW0QSEhLOnj1r6gafPXt27ty5NWvWjBw5sly5ckoIFpEmTZpk+EEHDhxQPqhFixYHDx40hmAR0el0gwcPHjJkiNLssWPH1H7MAADkCDkYMCFPT89mzZopMw0MBsOUKVNExNbWdunSpebm5mkqt2zZUimEhYXlpPGXaXD48OENGjQYNGjQDz/8EBsbazzetGnTDD/rP//5j4hYWVn98MMPlpaW6St07txZKZw7d07dZw4AQA4xPxgwIR8fH2N53759Bw4cEJHRo0dXrFgxfeUKFSoohYiIiJw0/jINnjx5Mn19nU7n5uaW/vidO3f27dsnIp6enrVq1cqwM8bX45hqBQDILxgPBl6RVatWKYWhQ4dmWOHJkydKoVixYqZuMDQ01PA/SUlJyoISzs7ODg4O6dvZv3+/UmjYsGFmnTl9+rRSKFOmzCt9rAAAvChyMPAqJCQkBAQEiIirq2vqNdRSi4qKUgrFixd/lQ1evHgxLi5OMp8cfPv2baVQvXr1DCvo9fodO3YoZXIwACC/IAcDr8KOHTuUabidOnXKrE54eLhSKFGixKts0PhmW2Y5uFChQkrh5s2bGVZYvHjxiRMnlLJxMgYAAHkc84O1Ijo6euTIkTVq1ChcuLDafdGWSpUq9e/fX5nIKyJt2rTJrObFixeVQv369bNtNhcbzDYH16tXTyn8+OOPY8aMsba2Np4yGAzr169XXtcTESsrq5x0HgCAvIAcrBUzZ85UdkDAq9eiRQtluNTMzCyzBRlE5MKFCyJSpkyZcuXKZdtmLjao5GBbW1tj3k3D1dW1YsWKt27dCg0N7dChw+zZs11cXGJiYk6dOrVmzZpNmzYZazZo0CB1SgYAIC8jB2uF8pr/a6+91rFjR7X7oiGbN2/+559/rKyslNfIqlevbmtrm2HNa9eu3blzR0Tc3Nx0umw2AkhOTs6tBh8/fnz58mURcXV1zXBBNBGxs7Nbvny5sitHcHCwcTk2Rb169Xr06DF79mzJfNk1AADyIHKwViijdG5ubnPnzlW7LxqydevWp0+fHj9+PD4+XkTq1q2bWc29e/cqhebNm2fb7NWrV3OrwRMnTigrnWU2KULRoUOH/fv3jx49OjQ01HjQwsJi7NixPj4+o0aNUo5k3QgAAHkKORgwuUePHikFZUONDG3fvl0p9OnTJ9sGHz58mFsNGicHZzuU27Jly3Pnzl25ciU0NDQyMrJUqVLNmzcvVqxYSkpKUFCQiNjZ2XXp0uUVPlcAAF4KORgwuejoaKVQtGjRDCtEREQEBgaKiLu7e+XKlbNtMDIyMrcazPYludQsLCycnZ2dnZ1THzxy5IiyT0e/fv0yXH4YAIC8iXXTAJN7/PixUrC3t8+wgr+/f1JSkogMGjQoJw0aFwZ+yQYNBkNISIiIlC1b9sXWOzMYDJ999plSHjFihMkfJQAAuYccDJiccZT07t276c9GR0d/8cUXIuLk5JTZznBpGPeHe8kGb9y4oUyxaNKkSWbv0rm5uZUoUaJ06dLJycnpz+7cuXPPnj0i0rBhw9dff12tJwwAwAsgBwMmV6VKFaVw8OBB5aU0I4PBMGHCBGVegY+PTw4XHTPOTHjJBnMyKcLKyioyMvLBgwfKshKpRUdHf/jhhyKi0+mWLFmS7TIXAADkKeRgwOQqVaqkjOAeO3Zs9erVxuOJiYmTJ09esWKFiHTr1q1fv36pr4qPj9//P8rWcUbVqlV7gQbTy0kObtCggVKYMWOGMtdCcePGDQ8Pj7CwMBGZNWuWu7u72o8ZAIDnw3tygMmZm5v7+voOHz5cRLy8vDZv3ty4ceOIiIgtW7ZcvXpVRFxcXNauXWtm9q9/lx48eFBZsldSrTihsLCweIEG01MmB+t0usaNG2dWZ+TIkcuXL09MTNyyZYurq2vXrl2LFCly7ty5zZs3JyQkiMj777//ySefqP2MAQB4buRgwIQ8PT2LFi3q5OTk7OwcHBysjN0GBAQEBAQY6/Ts2XPFihXp97tWQqqIODs7Ozo6pjk7dOjQ520wjcTExDNnzohI3bp1s6js4uLyzTffvP/++0lJSRcuXFD2qFMUKVJk/vz5w4cPZ0YEACA/IgcDJuTj42Ms+/v79+3b97vvvrt48eLdu3fLly/v6uo6YsSItm3bZpgjs560YGZm9rwNpnHu3Llnz55JDlZMGzFiROvWrX18fM6cOXPlyhUbG5uaNWt269Zt5MiRxYsXV/sZAwDwgnRpXrJBQbV8+fLhw4cPGzZs2bJlavcFAExmFr+dAHLJrIIfEXlPDgAAAFpEDgYAAIAWkYMBAACgReRgwIT0er2yuBgAAMhryMGACfXt27d8+fJpVv8FAAB5ATkYMKHQ0NCoqKi7d++q3REAAJAWORgAAABaRA4GAACAFpGDAQAAoEXkYAAAAGgRORgAAABaRA4GAACAFpGDAQAAoEUWancAKMg8PT2LFi3q5OSkdkcAAEBa5GDAhHx8fNTuAgAAyBjzIgAAAKBF5GAAAABoETkYAAAAWkQOBgAAgBbxnhxgQnq9PjEx0cbGRu2OAFrx81u31O4Cstf/94pqdwEQYTwYMKm+ffuWL1/+0aNHancEAACkRQ4GTCg0NDQqKuru3btqdwQAAKRFDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBH7yQEm5OnpWbRoUScnJ7U7AgAA0iIHAybk4+OjdhcAAEDGmBcBAAAALSIHAwAAQIvIwQAAANAicjAAAAC0iBwMmJBer09ISFC7FwAAIAPkYMCE+vbtW758+UePHqndEQAAkBY5GDCh0NDQqKiou3fvqt0RAACQFjkYAAAAWkQOBgAAgBaRgwEAAKBF5GAAAABoETkYAAAAWmShdgeAgi8mJib90mm2trY2NjZpDur1+sePH2fYCPWpr7X6FhYWhQsXFgAwGXIwYEL//POPiLi7u6c/VaxYsStXrhQtWjT1wb59+/76668ZNkV96mutvpmZ2bZt2zw8PAQATIMcDJhQvXr1jh8/XqhQIZ1Ol+ZUjRo1rK2t0xysWbNm8eLF9Xp9+qaoT32t1S9SpEiJEiUEAExGZzAY1O4DXoXly5cPHz582LBhy5YtU7svAGAqP5/5R+0uIHv9f6+odheQA7MKfkTkPTkAAABoETkYAAAAWkQOBgAAgBaRgwEAAKBF5GAAAABoETkYAAAAWkQOBgAAgBaRgwEAAKBF5GAAAABoETkYAAAAWkQOBgAAgBaRgwEAAKBF5GAAAABoETkYAAAAWkQOBgAAgBaRgwEAAKBF5GAAAABoETkYAAAAWkQOBgAAgBaRgwEAAKBF5GAAAABoETkYAAAAWkQOBgAAgBZZqN0BAAByzdRfzqndBWRvqgSq3QVk74baHXgFGA8GAACAFpGDISJy5syZESNG1KlTx97e3snJqXv37qtXrzYYDHmnQQAAgNxFDta6xMTE8ePHN2rUaNmyZZcvX46LiwsPD9+6devgwYO7d+8eFxf3ahp87733dNnZuHGjsf7kyZOzrW/Uq1cvtR8zAADIc8jBmpacnOzp6blw4UIRKV++/JgxY3x8fPr06WNmZiYigYGB8+bNewUNPnv2bP369dk2/vrrrxvLR48ezXmvmjRposLDBQAAeRvvyWnaxIkTt2/fLiLe3t6LFy+2t7dXju/atcvDw0NEfH19R48eXapUKZM2GBgYGB0dLSKNGjUqXLhwhi0XKlSoUqVKStlgMBQqVKhly5ZZd+bo0aOJiYlmZmZt2rRR+0kDAIA8hxysXSEhIYsWLRKRrl27Ll++3Nzc3HiqQ4cOvXv33rhxY0JCwtmzZzt06GDSBv39/UXE0dHx8OHDNjY22X6QTqfbtm1b1nUWLVp04MABEfn+++8bN26s9sMGAAB5DvMiNMpgMEyZMkVEbG1tly5dmjqzKoyjrWFhYSZt8OHDh0qoHTBgQE5CcE5s3rx5/PjxIjJ37txhw4a90icLAADyCXKwRu3bt08ZLh09enTFihXTV6hQoYJSiIiIMGmD69evT05OFpGhQ4fmyq0dP358wIABBoNhwoQJH3/88at6ogAAIJ8hB2vUqlWrlEJm6fPJkydKoVixYiZtUJkUUb9+/UaNGr38fV2/fr1bt27x8fFeXl7z5s3T6XQmfpAAACC/IgdrUUJCQkBAgIi4urrWqVMnwzpRUVFKoXjx4qZrMDQ09OTJkyIyZMiQXbt2vf3223Xq1LGzs6tRo0a3bt3Wrl37XEsOP3r0qHPnzg8ePGjWrNmyZcuURSoAAAAyxHtyWrRjx47Y2FgR6dSpU2Z1wsPDlUKJEiVM1+Dq1auVgp+f3z///GM8fuXKlStXrgQGBi5dujQoKMjR0THbPqSkpPTt2/fPP/8sUaLEhg0bLC0tVXzCAAAg77MYOXLkmjVrSpYsmf7FJhQkSk69deuWiCgTeUUkiwXFLl68qBTq16+fbeMv1mBKSsqaNWuU8j///FO/fv0OHTqULFny3r17R48ePXbsmIgcOXLkvffeW7duXbYzHGbNmrV7926dTrd27dry5cur/bwBAEBeZ7Fz505lxy+1e4JXITIyUkROnDghImZmZk2bNs2s5oULF0SkTJky5cqVy7bZF2tw//79yhiwra2tr6/vmDFjjDMZDAbD6tWrvby8RGT9+vVTp051cXHJogNBQUGff/65iMycOTOHq7wBAACNs6hTp054ePiPP/7YqlUrtTsDE9qwYcO0adMaNGiQnJx8+vRpEalevbqtrW2Gla9du3bnzh0RcXNzy3Yg9oUb1Ov1n376qYgMGDCgZs2aqevrdLrBgwfv3Llz3bp1InLq1KkscvD169cHDRokIm3btv3kk0/UftIAACB/sFBCSZkyZapWrap2Z2BCJUuWVApXr16Nj48Xkbp162ZWee/evUqhefPm2bb8wg22b9++ffv2WbTctm1bJQdfvXo1szoJCQlvv/32o0ePChcu7O/vz/QeAACQQ7xQrzkPHz5UCk5OTpnVUfZGFpE+ffq8+gaNjHssZ7Gxs4+PjzIaPWfOnJxM4QAAAFCQgzVHmSIsIkWLFs2wQkRERGBgoIi4u7tXrlz51TdoZHy1rnr16hlWuHTpkq+vr4g0btz4vffeU+FpAgCAfIt10zTHuI6vvb19hhX8/f2TkpJERJl0a4oG4+LiHjx4ICIODg6ZpWcROXv2rIjY2dm1bt06/Vm9Xj9ixIikpCQzM7Pvv/+eGREAAOC5MB6sOcbt3O7evZv+bHR09BdffCEiTk5OOdzo+AUa3L9/f5UqVapUqTJu3LjMmj116pQyity/f/8MX7/7/vvvjxw5IiIffPBBruxFBwAANIUcrDnOzs5K4eDBg2l2azMYDBMmTIiIiBARHx8fa2trEzVo3Erj8OHDylBxGgkJCcOHD9fr9ba2trNmzUpfISoqasqUKSLi4ODwn//8R+2HCgAA8h9ysOZUq1ZNGcE9duyYcTs3EUlMTJw8efKKFStEpFu3bv369Ut9VXx8/P7/UbbkeJkGXVxcChUqJCLXrl2bMmVKcnJy6gZDQkIaNmx45swZEfnxxx8rVKiQ/i4WLlwYExMjIqNGjXJwcFD7oQIAgPyH+cGaY2Fh4evrO3z4cBHx8vLavHlz48aNIyIitmzZoixP5uLisnbtWuOWFoqDBw96eHgo5UePHr1kgzY2Nh9++KGy84Wfn9+OHTs6dOhQtmzZK1eunD179tSpU3q93szMbNGiRf37909/C9HR0V9//bWIWFlZjR07Vu0nCgAA8iVysBYNHTo0ODhYGbsNCAgICAgwnurZs+eKFSuMC5YZhYSEKAVnZ2dHR8eXb3DmzJm3b99euXKliISGhoaGhqY+6+zsvGTJksx2af7mm28eP34sIoMGDWKtNAAA8GKYF6FFZmZm/v7+gYGBXbt2dXJysra2rlq1au/evXfv3v3rr79mOM3g2LFjSqFJkya50qClpeWKFSvOnz8/ZMiQRo0aFStWzMbGpkqVKn379t2wYcOFCxcyC8GxsbELFy5UyhMmTFD7WQIAgPyK8WDt6tKlS5cuXXJYOSgoKHcbVNSvX1+ZQJxzhQsXNq5YDAAA8MIYDwYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWWajdAbwit27dEpHVq1f/9ttvavcFALJnbW0dEBDQtGlTtTsCoMAiB2tFxYoVReTZs2fPnj1Tuy8AkD0rK6u4uDi1ewGgICMHa8WwYcMGDhwYHx+vdkcAIEfs7e2trKzU7gWAgowcrCE2NjY2NjZq9wIAACBP4D05AAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaJGF2h0AACDXrPjpdbW7gOz9VmOz2l0ARBgPBgAAgDaRgwEAAKBF5GAAAABoETkYAAAAWkQOBgAAgBaRgwEAAKBFWa2bdubMmW+//fbQoUPh4eElS5Z0cXHp3bv3wIEDdTrdy3/wxo0bL1269M4779SoUSPrmgaD4datW2fOnImMjLSysnJ2dq5Zs2aRIkXUfnQAAADIxzLOwYmJiZMnT164cKHxSHh4eHh4+NatW3/55ZcNGzbY2dm9zKfeuHFj0KBBz5498/LyyqKaXq//6aefvvrqq9DQ0H912sLigw8+mDlzpqOjo9oPEAAAAPlSBvMikpOTPT09lRBcvnz5MWPG+Pj49OnTx8zMTEQCAwPnzZv3Mh+ZkpIyduzYZ8+elSxZ0snJKbNqT5486dy587vvvpsmBCs9XLBggZub25MnT9R+gAAAAMiXMsjBEydO3L59u4h4e3uHhYUtXrx42rRpGzZsUA6KiK+v74MHD17s8548eeLl5bV161YRadKkSWZTLPR6fa9evXbu3CkiRYoUmT9//smTJ2NiYq5du7ZkyZJixYqJyJUrVyZOnKj2AwQAAEC+lDYHh4SELFq0SES6du26fPlye3t746kOHTr07t1bRBISEs6ePZvzz3j27Nm5c+fWrFkzcuTIcuXKrV27VjnepEmTzC75/vvvd+3aJSI1a9YMCwubOHGiq6tr4cKFq1SpMnr06KCgIHNzcxH5+eef9Xq92s8QAAAA+c+/crDBYJgyZYqI2NraLl26VMmaqbVs2VIphIWF5fwzhg8f3qBBg0GDBv3www+xsbHG402bNs2wvsFgUKZeWFlZbdiwoUyZMmkqNG3atFmzZiISExNz/fp1tZ8hAAAA8p9/5eB9+/YdOHBAREaPHl2xYsX0tStUqKAUIiIicv4ZJ0+eTH9Qp9O5ubllWP/IkSM3btwQkcGDBzdo0CDDOpUrV1YKycnJ6j5BAAAA5Ef/ysGrVq1SCkOHDs2wtvG9NGWGbg6FhoYa/icpKUlZa8LZ2dnBwSHD+mvWrFEKgwcPzqzNy5cvi4i1tXX16tXVfoYAAADIf/5/3bSEhISAgAARcXV1rVOnToa1o6KilELx4sVf7PMuXrwYFxcnWU4O7ty5c7NmzczMzN58880MKxw9elQZY27dunX6yRsAAABAtv4/B+/YsUOZvNupU6fMaoeHhyuFEiVKvNjnHTt2TClkkYO7deuWRQsPHz4cNmyYiJiZmb3kCm4AAADQrP+fF6HMDBaRNm3aZFb74sWLSqF+/fov9nk5ycFZ+PPPP1u1aqWsKDxjxowX7gYAAAA07v9z8IkTJ0TEzMwss2UcROTChQsiUqZMmXLlyr3Y5yk52NbWtl69es91YXR09NSpU11cXJQQPHv27FmzZqn99AAAAJBf/XdeREpKyunTp0WkevXqtra2GVa9du3anTt3RMTNzS2z/S+y9vjxY+X9NldXV0tLyxxeFRUVtWjRokWLFj1+/FhESpYsuWDBgnfeeUftRwcAAIB87L85+O7du/Hx8SJSt27dzKru3btXKTRv3vzFPuzEiRMGg0FyPCkiISHhq6++8vX1VSYum5mZjRo16vPPPy9atKjazw0AAAD5239zsDLUKiJOTk6ZVTXuq9ynT58X+zDj5OAspl4oDAZDYGDghx9+eO3aNRExMzPr37//jBkznJ2d1X5iAAAAKAj+m4ON27xlNtQaERERGBgoIu7u7sY9LJ5XDl+Si42NHTx48ObNm5Uf+/fvP3PmTBIwAAAAclHaHGxvb59hPX9//6SkJBEZNGjQi32SwWAICQkRkbJlyxr3pUvvzp07Xbt2PXPmjIjUqFHj+++/b926tdpPCQAAAAXNf3Nw4cKFlcLdu3fTV4qOjv7iiy9ExMnJKbOt5rJ148aNhw8fikiTJk0ye80uOjr6jTfeCA8Pt7CwmDJlyvTp021sbNR+RIC2JCUl9e3b9+bNmxmeffvtt6dMmUJ96r+C+tbW1suWLctsXycAeHn/zcHGAdqDBw8aDIbUOdVgMEyYMCEiIkJEfHx8rK2tX+yTcjIpYvLkyUoI3rRpU9a7aQAwkSdPnuzatevp06cZni1WrFiaHEN96puu/l9//UUOBmA6/83BZcuWLVasWFRU1LFjx1avXj148GDleGJi4owZM1asWCEi3bp169evX+qL4+PjjenW1dXVOKicoWxz8OHDh3/44QcRmTp1KiEYUEvRokWvXbt269at9Kd0Ol3t2rWpT/1XU79IkSI1atQQADAZXefOnbdt2xYUFHTnzp3hw4crR3v06NG4ceOIiIgtW7ZcvXpVRFxcXA4dOpQm6e7atcvDw0MpP3r0yNHRMYtPcnd3DwkJ0el0jx8/zjAx9+/ff/369SLi6upaqFChrPsdEBDA6mkAgDT+KPtQ7S4ge7/V2Kx2F5C9JcHD1e6CyVkYS0OHDg0ODl69erWIBAQEBAQEGE/17NlzxYoV6cOr8t6biDg7O2cdghMTE5VX3+rWrZthCH769OmWLVuU8qlTp7LudLly5bL+OAAv4/z588WLFy9fvrzaHQEAwIT+f19lMzMzf3//wMDArl27Ojk5WVtbV61atXfv3rt37/71118dHBzSX5zDddBE5Ny5c8+ePcui5tatW+Pi4nLYaXd39xfb0A5Atu7fv+/q6tqrVy+1OwIAgGlZpPm5S5cuXbp0yeHFQUFBOazp5uam7CSXmX79+qWZfAxAFTExMcnJyVFRUWp3BAAA0zJ7+SYAAACAfIccDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwP4F3Nzc+OfAAAUYBYv3wSAgsTJyWnSpEmvvfaa2h0BAMC0yMEA/sXMzGzevHlq9wIAAJNjXgQAAAC0iBwMAAAALSIHAwAAQIvIwQAAANAicjCAtM6fP3/79m21ewEAgGmRgwH8y/37911dXXv16qV2RwAAMC1yMIB/iYmJSU5OjoqKUrsjAACYFjkYAAAAWkQOBgAAgBaRgwEAAKBF5GAAAABokYXaHQAAINf8VmOz2l0AkG8wHgwAAAAtIgcD+Bdzc3PjnwAAFGDMiwDwL05OTpMmTXrttdfU7ggAAKZFDgbwL2ZmZvPmzVO7FwAAmBzzIgAAAKBF5GAAAABoETkYAAAAWkQOBgAAgBaRgwGkdf78+du3b6vdCwAATIscDOBf7t+/7+rq2qtXL7U7AgCAaZGDAfxLTExMcnJyVFSU2h0BAMC0yMEAAADQInIwAAAAtIj95AA8hzNnznz77beHDh0KDw8vWbKki4tL7969Bw4cqNPpXmWDBoPh1q1bZ86ciYyMtLKycnZ2rlmzZpEiRZ7ro/V6/eLFi6Oiojp16tSkSRO1Hy0A4FUjBwPIkcTExMmTJy9cuNB4JDw8PDw8fOvWrb/88suGDRvs7OxeQYN6vf6nn3766quvQkNDUx+3sLD44IMPZs6c6ejomJNPNxgM48aNW7x4sYi8+eabaj9dAIAKmBcBIHvJycmenp5KZi1fvvyYMWN8fHz69OljZmYmIoGBgfPmzXsFDT558qRz587vvvtumhCsNLhgwQI3N7cnT57kpAMzZsxQQrBOp3Nzc1P7AQMAVEAOBpC9iRMnbt++XUS8vb3DwsIWL148bdq0DRs2KAdFxNfX98GDByZtUK/X9+rVa+fOnSJSpEiR+fPnnzx5MiYm5tq1a0uWLClWrJiIXLlyZeLEidl++ty5c+fMmaOUa9eu7eDgoPYDBgCogBwM4F/Mzc2NfypCQkIWLVokIl27dl2+fLm9vb3xVIcOHXr37i0iCQkJZ8+ezeFHvFiD33///a5du0SkZs2aYWFhEydOdHV1LVy4cJUqVUaPHh0UFKT0+eeff9br9Vl8+pIlS6ZOnWr8kZnBAKBZ5GAA/+Lk5DRp0qQZM2YoPxoMhilTpoiIra3t0qVLU+djRcuWLZVCWFhYTtp/sQYNBoMyU8LKymrDhg1lypRJc1XTpk2bNWsmIjExMdevX8/s0/39/d9//30RqVOnjnKEHAwAmsV7cgD+xczMLPXc3H379h04cEBERo8eXbFixfT1K1SooBQiIiJy0v6LNXjkyJEbN26IyODBgxs0aJBhy5UrV1YKycnJGVb47bffhgwZIiKzZ88ODQ1VJhk3bdpUtWcNAFAVORhAVlatWqUUhg4dmmEF43tpygxdEzW4Zs0apTB48ODMWr58+bKIWFtbV69ePf3ZHTt29O/fX6/XT5w4cfr06UodOzu7unXrqvRoAQAqIwcDyFRCQkJAQICIuLq6GicSpGHcgbl48eKma7Bz587NmjUzMzPLbI2zo0ePnjx5UkRat26dfq7FwYMHe/bsmZSUNHLkyHnz5kVERFy7dk1E3NzcLCz4v0EA0Cj+AgCQqR07dsTGxopIp06dMqsTHh6uFEqUKGG6Brt165ZFsw8fPhw2bJikm9ShOHnyZJcuXeLj4wcMGLB06VKdTnf8+HHlFJODAUDLyMFAfjV//vwNGzZkeKpixYrr16+3trZ+mfoiokzkFZE2bdpk1o2LFy8qhfr162fb51xvUET+/PPPXr16KZN9Z8yYkeaqixcvenh4xMbGvvXWWz/99JOyPvGxY8eUs0wOBgAtIwcD+dUff/xx6tSpDE9dvnz5yZMnaXJtzuufP3++ePHi5cuXP3HihIiYmZllkRcvXLggImXKlClXrly2fc7dBqOjo319fb/66qukpCQRmT179vTp01NXuHLlSvv27aOiotq2bbt+/XpLS0vluDEHMx4MAFpGDgbyq4CAgNDQUIPBkP5U+fLl08/WzWH9+/fvu7q6urq6Hjp06PTp0yJSvXp1W1vbDPtw7dq1O3fuiIibm5tOp8u6w8nJybnVYFRU1KJFixYtWvT48WMRKVmy5IIFC955553UdW7dutWuXbt79+65u7tv3rzZxsZGOa7X65V5ERUrVsxJdgcAFFTkYCC/srGxadSoUa7Xj4mJSU5OjoqKunr1anx8vIhksaLC3r17lULz5s2zbTlXGkxISPjqq698fX2VecZmZmajRo36/PPPixYtmrra/fv327VrFx4e3qBBg23bthUqVMh46u+//46OjhYGgwFA88jBQH518eLFGzdudO3a1UTtP3z4UCk4OTllVse4DXKfPn1M3aDBYAgMDPzwww+VpR7MzMz69+8/Y8YMZ2fn9DU7duz4119/1apVa+fOnY6OjqnP8pIcAEDBfnJAfuXt7d2tWzfj6gq5LjIyUimkGWo1ioiICAwMFBF3d3fjHhYmajA2NrZnz57du3dXQnD//v0vXbq0Zs2a9CFYRP7++29lT+awsLDSpUvr/s24AvGkSZOUI97e3iZ6hgCAvIzxYCC/iouLM/5pCsZ1fO3t7TOs4O/vr7ygNmjQIJM2eOfOna5du545c0ZEatSo8f3337du3TqLDwoJCXmuO3V3dzfRMwQA5GXkYAAZM27ndvfu3fRno6Ojv/jiCxFxcnLKbGe4XGkwOjr6jTfeCA8Pt7CwmDJlyvTp041vvGWmUqVKSlPpxcXFzZ49W0SqVq06fPhw5WDnzp1VfM4AALWQgwFkzDjl4ODBgwaDIfXqDQaDYcKECRERESLi4+OTfuHhXGxw8uTJSgjetGlT1rtpGLVq1apVq1YZnjp06JCSgzt27DhlyhS1nzEAQE3MDwaQsWrVqikjuMeOHVu9erXxeGJi4uTJk1esWCEi3bp169evX+qr4uPj9/+PsqTDyzR4+PDhH374QUSmTp2awxCcNWUBYxF5/fXX1X7AAACVMR4M4F/Mzc2VPy0sLHx9fZXJA15eXps3b27cuHFERMSWLVuuXr0qIi4uLmvXrlV2aDM6ePCgh4eHUn706FHqUy/Q4OLFi5XCtm3bgoODs+55QEBAZm/gGRkXi3Bzc1P7SQMAVEYOBvAvTk5OkyZNeu2110Rk6NChwcHBythtQEBAQECAsVrPnj1XrFhRuHDhNJcb31FzdnZOs2DZ8zb49OnTLVu2KOXMdsIzKleuXPqPS08ZDy5cuHCtWrXUftIAAJWRgwH8i5mZ2bx584xlf3//vn37fvfddxcvXrx792758uVdXV1HjBjRtm3bDPd7y3rL4udqcOvWrTlfDcPd3T3bDe0iIyOVgWdXV1dl2BsAoGXkYCC/srS0FBErKytTf1CXLl26dOmSw8pBQUG51WC/fv3STD5+ScWLF89wW2kAgDaRg4H8asGCBZcuXapataraHQEAIF8iBwP5VZs2bdq0aaN2LwAAyK9YNw0AAABaRA4GkNb58+dv376tdi8AADAtcjCAf7l//76rq2uvXr3U7ggAAKZFDgbwLzExMcnJyVFRUWp3BAAA0yIHA/nVxYsXAwMD1e4FAAD5FTkYyK+8vb27desWHh6udkcAAMiXyMFAfqXstZbhjmtnzpwZMWJEnTp17O3tnZycunfvvnr16pfZQuIFGrx9+/Znn33WpUsX5aoKFSq0atVqzpw5sbGxz/XRer3+66+/njVrlnGnOgAAcgXrBwMFSmJi4uTJkxcuXGg8Eh4eHh4evnXr1l9++WXDhg12dnavoMHFixd//PHH8fHxxiNxcXG3b98+cOCAn5/f7t27GzZsmJNPNxgM48aNW7x4sYi8+eabaj9dAECBQg4GCo7k5GRPT8/t27eLSPny5T09PcuVK3fu3Llff/1Vr9cHBgbOmzdv1qxZpm7Qx8dnxowZSrl9+/avvfZayZIlr127tn79+sePH0dGRvbo0ePcuXMODg7ZdmDGjBlKCNbpdG5ubmo/YABAgUIOBgqOiRMnKpnV29t78eLF9vb2yvFdu3Z5eHiIiK+v7+jRo0uVKpVtU0+ePNm4ceNPP/2kNNiqVat3333X2tra3d29QoUKaRq8efPm9evXlQsvX76sJOMSJUqMHz9+8ODBFSpUUE75+Pg0bdr0ypUr4eHhPj4+GeZapX2lPHfu3Dlz5ijl8uXL79q1K+v6RidPnjT2h/r5t769vb2Hh4e5ubkAgGnoOnfuvG3btqCgoM6dO6vdGQDPoU6dOpcvXw4NDa1du7aIhISEuLu7i0jXrl03b96cJj306dNn48aNIrJz584OHTpk0eypU6caN26c2dk33njj8OHDqRv85ZdfBgwYkJycnHV9xQ8//DBy5MgsPt1Yf8mSJe+//362DyFN+yISERFRtmzZHPaH+nm8/po1a9555x15HmNaLHuu+gAysyR4uNpdMDnGg4GCwGAwTJkyRURsbW2XLl2afgitZcuWSmwNCwvLOge/9tprr7/+uk6nu3bt2sOHD83NzTt27GicBPzWW2+lafDu3bvjx4+/ceOGiDx58kQZP65SpYoSpo31FcahaBcXl1q1aqX/dKW+v7+/EoLr1KkTGhoqIq6urlWrVs2sfmrFihUz9of6+bq+jY1Ny5YtBQBMhhwMFAT79u07cOCAiIwePbpixYrpKxh/GR0REZF1UxYWFseOHfvjjz/atm0rIh9++OGXX36ZRYORkZHz5s1TylOmTFFy8IoVK1q1apX+qsuXLyuFTz/9tGfPnhl24LfffhsyZIiIzJ49OzQ0VMnBP/7442uvvZaTR2FmZmbsD/ULXn0AyEXkYCC/srS0FBErKysRWbVqlXJw6NChGVZ+8uSJUihWrFhOGn+xBnv16tWuXTsRad68efpL4uPj161bJyIlS5bs0qVLhs3u2LGjf//+er1+4sSJ06dPr169uojY2dnVrVtXxUcNACiQyMFAfrVgwYJLly5VrVo1ISEhICBARFxdXevUqZNhZeM+ycWLF8+25RduMIslHR48eDBu3LiLFy+KiJ+fn7W1dfo6Bw8e7NmzZ1JS0siRI+fNmxcREXHt2jWlWQsL/s8KAJDL+KsFyK/atGnTpk0bEdmxY4eyOUWnTp0yq2zcdq5EiRLZtpxbDR44cODGjRu3b98OCwv75ZdfEhISzM3Nv/zyy4EDB6avfPLkyS5dusTHxw8YMGDp0qU6ne748ePKqSZNmqj9sAEABRA5GMg1wcHBbdu2tbKyynCw0xQqV6586NAhZWawiCixOEPKQKyI1K9fP9tmc6XBlJSUbt26pd49rnDhwnv27Hn99dczbM3DwyM2Nvatt9766aefzMzMRMS4gVzTpk1fzfMEAGgKORjINWfPnk1OTk5OTs5wr2NTsLKySk5OPnHihIiYmZllkRcvXLggImXKlClXrly2zeZKg2FhYWm2UI6NjZ04ceLmzZvTzFG+cuVK+/bto6Ki2rZtu379emXes6TKwYwHAwBMgRwM5BploYauXbv6+/u/mk+0s7MzNzc/ffq0iFSvXt3W1jbDateuXbtz546IuLm56XS6rNtMTk7OlQZr1qwZHx+fkpJy69atoKCg+fPn379//+DBg15eXlu3bjVWu3XrVrt27e7du+fu7r5582YbGxvluF6vV+ZFVKxYMSfZHQCA50UOBnKZpaVl0aJFX9nHhYWFxcfHi0gWKyrs3btXKWS4jEMaV69ezZUGLSwslJfbnJ2dnZ2dO3fu7OrqGh8fHxgYGBUVpQwJ379/v127duHh4Q0aNNi2bVuhQoWMl//999/R0dHCYDAAwGTM1O4AgBd08eLFwMDAhw8fKj86OTllVlNZ01dE+vTpk22zud6gonbt2m+++aZSvn//vogYDIaOHTv+9ddftWrV2rlzp6OjY+r6vCQHADA1cjCQX3l7e3fr1u3PP/9UfsxsEDoiIiIwMFBE3N3dK1eunG2zkZGRz9tgfHz8nj179uzZc/bs2SxaNu6dqywx8ffffyv1w8LCSpcurfu3wYMHK5UnTZqkHPH29lb7kQMAChRyMJBfKW/jPXjwQPnR3t4+w2r+/v5JSUkiMmjQoJw0a1wYOOcNXr16tX379u3bt//6668za9ZgMCipt2TJksqSwyEhIc91v+7u7q/oyQIAtIH5wUD+5uDgoBTu3r2b/mx0dPQXX3whIk5OTpntDJeGcTGHnDdojM5ZLBi3d+/eR48eiUj37t2VZdEqVaqkNJVeXFzc7NmzRaRq1arDhw9XDnbu3FndRw0AKGDIwUD+VqVKFaVw8OBBg8GQevUGg8EwYcKEiIgIEfHx8cnhqsbOzs7P26CyUIaInDhxIs0liujoaCU0m5ubT5o0STnYqlWrVq1aZdiHQ4cOKTm4Y8eOU6ZMUfsZAwAKJuZFAPlbpUqVlBHcY8eOrV692ng8MTFx8uTJK1asEJFu3br169cv9VXx8fH7/yfNKr/VqlV73gYrV66sLPVw6tSpefPmGQyG1A3u27fvjTfeuHXrlojMnDmzVq1a2d6UsoCxiGS46QYAALmC8WAgfzM3N/f19VUmD3h5eW3evLlx48YRERFbtmy5evWqiLi4uKxdu1aZimB08OBBDw8PpaxMVzCysLB43gbNzMwmTpw4a9YsEZkyZcqGDRvatWtXrFixK1euXLhwwbjyw6hRoz755JOc3JTxEjc3N7UfMACgwCIHA/ne0KFDg4ODlbHbgICAgIAA46mePXuuWLGicOHCaS4xvqPm7OycZsGyF2tw+vTpp0+f3rJli4icOXPmzJkzqc+WLl167ty5OV/wQRkPLly4cE4GjwEAeDHkYCDfMzMz8/f379u373fffXfx4sW7d++WL1/e1dV1xIgRbdu2zXC/t6y3LH6BBi0sLH7//fe9e/cuWbLkypUr169fNxgMpUqVatSoUefOnfv162dnZ5fD24mMjFQGnl1dXc3NzdV+ugCAAoscDORXlpaWImJlZaX82KVLly5duuTw2qCgoGzrPFeDirZt27Zt2/Yl76t48eJpZhgDAGAK5GAgv1qwYMGlS5eqVq2qdkcAAMiXyMFAftWmTZs2bdqo3QsAAPIr1k0DAACAFpGDAQAAoEXkYAAAAGgRORgAAABaRA4G8quLFy8GBgaq3QsAAPIrcjCQX3l7e3fr1i08PFztjgAAkC+Rg4H8Ki4uzvgnAAB4XuRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgbyK0tLSxGxsrJSuyMAAORLFmp3AMALWrBgwaVLl6pWrap2RwAAyJfIwUB+1aZNmzZt2qjdCwAA8ivmRQAAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwP51cWLFwMDA9XuBQAA+RU5GMivvL29u3XrFh4ernZHAADIl8jBQH4VFxdn/BMAADwvcjAAAAC0iBwMAAAALSIHAwAAQIvIwQAAANAicjAAAAC0iBwMAAAALSIHA/mVpaWliFhZWandEQAA8iULtTsA4AUtWLDg0qVLVatWVbsjQB7iUcFP7S4gezv/+UjtLgAi5GAg/2rTpk2bNm3U7gUAAPkV8yIAAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYOB/OrixYuBgYFq9wIAgPyKHAzkV97e3t26dQsPD1e7IwAA5EvkYCC/iouLM/4JAACeFzkYAAAAWkQOBgAAgBaRgwEAAKBF5GAAAABoETkYAAAAWkQOBgAAgBaRg4H8ytLSUkSsrKzU7ggAAPmShdodAPCCFixYcOnSpapVq6rdEQAA8iVyMJBftWnTpk2bNmr3AgCA/Ip5EQAAANAicjAAAAC0iBwMAAAALSIHAwAAQIvIwUB+dfHixcDAQLV7AQBAfkUOBvIrb2/vbt26hYeHq90RAADyJXIwkF/FxcUZ/wQAAM+LHAwAAAAtIgcDAABAi8jBAAAA0CJyMAAAALSIHAwAAAAtslC7AwBe0LNnz0Rk+fLlpUqVSnOqVq1anp6eaQ5evHhx+/bter0+fVPUp34erO/g4ODl5WVraysAYBrkYCC/unfvnoj4+fllePbOnTtly5ZNfWTEiBFHjx7NrDXqUz8P1rexsfH29hYAMA1yMJBfffbZZzt27HB1dU1/qnz58mXKlElz8PPPP9+1a1eGTVGf+nmwvpWVVffu3QUATEbXuXPnbdu2BQUFde7cWe3OAPlbQEBAz549e/TosWnTpvRnz5w58+233x46dCg8PLxkyZIuLi69e/ceOHCgTqd7sY97gQZv3ry5Zs2aLVu23LhxIzY21tnZuW7duqNHj27atKnaDw/IHVsG1Fa7C8jezn8+UrsLyN6S4OFqd8HkeE8OMLnExMTx48c3atRo2bJlly9fjouLCw8P37p16+DBg7t37/4CG8K9QIMpKSk+Pj61atWaPn36sWPH7t+/HxcXd/r06dWrV7/xxhtjxoxJTk7O8LPee+89XXY2btyo9jMGAOC5MS8CMK3k5GRPT8/t27eLSPny5T09PcuVK3fu3Llff/1Vr9cHBgbOmzdv1qxZJm0wMTFx0KBBv/zyi4jY2tq6u7s3bdrUYDAEBwcfPnzYYDAsXbrUyclp0qRJaT7r2bNn69evz7ZLr7/+utqPGQCA50YOBkxr4sSJSmb19vZevHixvb29cnzXrl0eHh4i4uvrO3r06PRrPuRigx9//LESgps0abJu3bqqVasqxw0Gw+rVq728vETkk08+GThwYJpXlwIDA6Ojo0WkUaNGhQsXzrA/hQoVqlSpktqPGQCA50YOBkwoJCRk0aJFItK1a9fly5ebm5sbT3Xo0KF3794bN25MSEg4e/Zshw4dTNTggQMHlEtatGixZ88eS0tL4yU6nW7w4MH79+9fuXLls2fPjh07lmY1K39/fxFxdHQ8fPiwjY2N2o8TAIDcxPxgwFQMBsOUKVNExNbWdunSpakzq6Jly5ZKISwszHQN/uc//xERKyurH374IXUINjK+I3vu3LnUxx8+fLht2zYRGTBgACEYAFDwkIMBU9m3b9+BAwdEZPTo0RUrVkxfoUKFCkohIiLCRA3euXNn3759IuLp6VmrVq0Mm7Ww+O/vhQwGQ+rj69evV16eGzp0qNrPEgCA3EcOBkxl1apVSiGzHPnkyROlUKxYMRM1uH//fqXQsGHDzJo9ffq0UkizpKsyKaJ+/fqNGjVS8zkCAGAa5GDAJBISEgICAkTE1dW1Tp06GdaJiopSCsWLFzdRg7dv31YK1atXz/ASvV6/Y8cOpZw6B4eGhp48eVJEhgwZsmvXrrfffrtOnTp2dnY1atTo1q3b2rVr0wweAwCQ7/CeHGASO3bsiI2NFZFOnTplVic8PFwplChRwkQNFipUSCncvHkzw0sWL1584sQJpWycViEiq1evVgp+fn7//POP8fiVK1euXLkSGBi4dOnSoKAgR0dHFR8yAAAvw0KZR/jFF1/89NNPancGyN+UwVflvyllIq+ItGnTJrP6Fy9eVAr169fPtvEXa7BevXpK4ccffxwzZoy1tbWxssFgWL9+vfLinYhYWVkZr0pJSVmzZo1S/ueff+rXr9+hQ4eSJUveu3fv6NGjx44dE5EjR468995769ate+H98AAAUNd/c/ChQ4fU7glQQNy6dUtElEFWMzOzLLYsvnDhgoiUKVOmXLly2Tb7Yg26urpWrFjx1q1boaGhHTp0mD17touLS0xMzKlTp9asWZN6/+cGDRoYU/L+/fuVMWBbW1tfX98xY8aYmf13DlXqJYfXr18/depUFxcXtR85AAAvwuKPP/5Yv369cV19AC/s+PHjX375Zf369ZOTk5WXz6pXr25ra5th5WvXrt25c0dE3Nzcsh1SfeEG7ezsli9fruyvERwcbFxYTVGvXr0ePXrMnj1bRFLHa71e/+mnn4rIgAEDatasmfoSZcnhnTt3rlu3TkROnTpFDgYA5FMWlStXnjx5strdAAoCZQEyCwuLq1evxsfHi0jdunUzq7x3716l0Lx582xbfpkGO3TosH///tGjR4eGhqbu6tixY318fEaNGqUcadKkifFs+/bt27dvn0V/2rZtq+Tgq1evqvOsAQB4abwnB+S+hw8fKgUnJ6fM6ih7I4tInz59TN1gy5Ytz507d+XKldDQ0MjIyFKlSjVv3rxYsWIpKSlBQUEiYmdn16VLl5zfoHGP5ZxvBw0AQF5DDgZyX2RkpFIoWrRohhUiIiICAwNFxN3dvXLlyq+gQQsLC2dnZ2dn59QHjxw5orwh0K9fPwcHh5zfoPGFvMyWYwMAIO8jBwO5z7iOr729fYYV/P39k5KSRGTQoEGqNCgiBoPhs88+U8ojRoxQCnFxcQ8ePBARBweHzDK3iJw9e1ZE7OzsWrdu/eoeKwAAuYp9NIDcZ9zO7e7du+nPRkdHf/HFFyLi5OSUwy2LX6xBNze3EiVKlC5dWtkeOY2dO3fu2bNHRBo2bPj6668rB/fv31+lSpUqVaqMGzcus86cOnVKGXvu379/Zi/tAQCQ95GDgdxnnH5w8ODBNPuuGQyGCRMmKLMRfHx8Ui/om+sNWllZRUZGPnjw4PLly2kajI6O/vDDD0VEp9MtWbLEuL6EcQOOw4cPKwPMaSQkJAwfPlyv19va2s6aNUvtJw0AwIsjBwO5r1q1asoI7rFjx4wbs4lIYmLi5MmTV6xYISLdunXr169f6qvi4+P3/4+yddxLNtigQQOlMGPGjNSh9saNGx4eHmFhYSIya9Ysd3d34ykXFxdlC7pr165NmTIlzUBySEhIw4YNz5w5IyI//vhj6v3nAADId3RpxpYAvLCAgICePXv26NFj06ZNy5cvHz58uHK8R48ejRs3joiI2LJli7LQmIuLy6FDh4yrLih27dqlLPQrIo8ePUqzZfELNHj+/Hk3N7fExEQRqV+/fteuXYsUKXLu3LnNmzcnJCSIyPvvv//111+nWb34k08++fzzz5VynTp1OnToULZs2StXrpw9e/bUqVN6vd7MzGzRokXvv/++2s8byMCWAbXV7gKyt/Ofj9TuArK3JHi42l0wOd6TA0xi6NChwcHBythtQEBAQECA8VTPnj1XrFiRJrOKSEhIiFJwdnZOE4JfrEEXF5dvvvnm/fffT0pKunDhgrLbnKJIkSLz588fPnx4+i08Zs6cefv27ZUrV4pIaGho6lWHlb4tWbIki72dAQDIL5gXAZiEmZmZv79/YGBg165dnZycrK2tq1at2rt37927d//6668ZLlJ27NgxpZB6S4uXaVBERowYcenSJS8vLxcXFzs7u2LFijVt2tTHx+fatWsjRozIcB87S0vLFStWnD9/fsiQIY0aNSpWrJiNjU2VKlX69u27YcOGCxcuEIIBAAUD8yKAXJN6XoTafQE0inkR+QLzIvIFLcyLYDwYAAAAWkQOBgAAgBaRgwEAAKBF5GAAAABoETkYAAAAWkQOBgAAgBaxjwYAoOD4zIO/1/KFr9XuAHKCddMAAACAgogcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLyMEAAADQInIwAAAAtIgcDAAAAC0iBwMAAECLLNTuAFDQ3L59e+PGjWr3Asj3HB0d27Zta2bGeA0AUyEHA7nmr7/+EpHjx4/36dNH7b4ABcHatWsHDBigdi8AFFjkYCDXDBgwYMWKFWXLli1VqpTafQHyPWtr6zfffFPtXgAoyMjBQK6pWLFiWFiY2r0AAAA5wrwrAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAWkYMBAACgReRgAAAAaBE5GAAAAFpEDgYAAIAW/R8jtY8Le0/12AAAACV0RVh0ZGF0ZTpjcmVhdGUAMjAxOC0xMC0zMFQyMToyMzo1NC0wNDowMJ/wWNoAAAAldEVYdGRhdGU6bW9kaWZ5ADIwMTgtMTAtMzBUMjE6MjM6NTQtMDQ6MDDureBmAAAAAElFTkSuQmCC)
Notice that unlike our RSEC
calls, we have to explicitly choose the DE method that is used in our call to mergeClusters
. RSEC
chooses the method by default based on the value of isCount
argument (but the user can set it in RSEC
with mergeDEMethod
argument). Since our data is counts, we choose the DE method to be edgeR
(which is also what RSEC
chooses by default since we set isCount=TRUE
).
The default cutoff is cutoff=0.1
, meaning those nodes with less than 10% of genes estimated to be differentially expressed between its two children groupings of samples are merged. This is pretty stringent, and as we see it results in no clusterings being kept.
However, the plot tells us the estimate of that proportion for each node. We can decide on a better cutoff using that information. We choose instead cutoff=0.01
:
ce<-mergeClusters(ce,mergeMethod="adjP",DEMethod="edgeR",cutoff=0.05)
![](data:image/png;base64,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)
Notice that now the plot has given the estimates from all of the methods (the default set by plotInfo
argument), not just the adjP
method. But the dotted lines of the dendrogram indicate the merging performed by the actual choices in merging made in the command (mergeMethod="adjP"
and cutoff=0.01
).
It can be interesting to visualize the clusterings both with the plotClustersWorkflow
and the co-Proportion plot (a heatmap of the proportion of times the samples co-clustered):
par(mar=plotCMar)
plotClustersWorkflow(ce,whichClusters="workflow")
plotCoClustering(ce,whichClusters=c("mergeClusters","makeConsensus"),
colData=c("Biological_Condition","Published2"),annLegend=FALSE)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABDgAAAODCAIAAADW2CbgAAAABGdBTUEAALGPC/xhBQAAACBjSFJNAAB6JgAAgIQAAPoAAACA6AAAdTAAAOpgAAA6mAAAF3CculE8AAAABmJLR0QA/wD/AP+gvaeTAAAACW9GRnMAAAAAAAAAugDEAPD8AAAACXBIWXMAAB2HAAAdhwGP5fFlAAAAB3RJTUUH4gofARgLwZlkpwAAAAl2cEFnAAAEgAAABIAAw6e9VQAAgABJREFUeNrsnXkgVVv//z/HdAyZpyRJqks0SjeJZpGudLs0kRRdNGgutzzSQPMgikTqXg1KUildGW6lwVDRZJ4lhGM85Bzn98d6nvXbzznHcULd5/s86/XXOnuvtffaa7vd9dmf4U3jcDhA+B+Aw+G8f/8+JyensrKypaVFSUlpxIgRP/7444ABA/7uqREIBAKBQCAQCNyI/d0TIHxzOjo6Tp48eeHChdzcXK5TEhISS5cu9fHx0dHR4R1oaGj47t07AwODt2/f/t0PQSAQCAQCgUD434IYKv/lpKenOzo68pooiC9fvly8eDE6OvqPP/5YsGDB3z3Z/09BQcEff/wBALa2tuPGjfu7p0MgEAgEAoFA+N4QQ+W/mefPn1tYWDQ3NwOAmpqas7OzpaWllpZWa2trSUlJampqUFBQa2trS0uLvb19YmLi1KlT/+4p/5OCggJfX18AGDp0KDFUCAQCgUAgEP4HIYbKfy2fPn2aN28eslIWLVp07tw5JSUlfHbMmDE2NjZbt25duHBhamrqly9fVq1a9ebNGzqd/ndPnEAgEAgEAoFAAJG/ewKEb8X69esbGhoAwMbG5urVq1QrBaOqqhodHa2pqQkA+fn59+7d+7tnTSAQCAQCgUAgABBD5b+VrKysGzduAICiouL58+fFxLp1namrq2/evBm1o6Oj/+6JEwgEAoFAIBAIAP8doV+zZ89OTEy0tra+e/dudXX18ePHY2Njy8rK6HS6vr6+q6vrypUraTQaAMTFxZ09ezY9PZ3BYAwZMmTs2LF79uwxNDTs7sqPHz++ePFiSkpKVVUVnU7X0dExMTHx8PAYNWoUb+epU6empqYuWrToxo0bLS0tBw4ciIyMLC8vT0hImD17Nu5WX18fGBh469atwsLCrq6u4cOHL126dN26ddLS0uPGjcvKylq+fDnKI+/LZEJCQlBjw4YNqqqqghdw8eLFW7du5XA4d+7c6ejoEBz9paKiUldXN2vWrIcPH/KeffLkiZmZGQCcPn163bp11FMcDichISE0NDQ/P7+4uFhMTExHR8fAwGDr1q2jR4/G3bZu3Xrs2DH809nZ2dnZGQCKi4uHDh36Td+OkDMk/Gcy1Cvu754C4e9ERW/n3z0Fwrcio5hUnvy/ytqkc3/3FAj/t/lvMFQw6enpNjY2nz59Qj+ZTOazZ8+ePXv24sWLM2fOeHh44O07ABQUFBQUFNy6devu3buWlpZcl2pra1u9evXVq1epRxoaGl6+fBkUFLR27dqTJ09256ZobGy0srJ69uwZ76nk5GR7e/vPnz/jI69fv379+vWlS5fi4rrdZn3tZDgczs2bN1Hbycmpx3XT1NR8//49i8X6dq+msbHR2to6NTWVerC+vj4zM/PSpUteXl5+fn7CX+1bvJ3+nSGBQCAQCAQCoY/89xgq5eXl1tbWnz9/dnR0nD59ekdHx/Xr15OTkwEgJCQkOzv72bNnCgoKLi4u48ePr6ioCAwMLC8vZ7PZbm5uhYWFoqKi+FJsNvunn35KSkoCADqdbmVlZWBgwGQyMzIyHj16BABBQUEVFRUxMTHIUUOFw+G4urrifbCmpqasrCxqZ2RkzJs3r729HQB0dHSmTZumra396tWrlJSUd+/eWVtbo1Nc9GIypaWl1dXVADB06FC+Aim86OnpfbtXw2azFy9ejGwAeXn5n3/+ediwYe3t7WlpaQkJCQDg7+8/ceLEn3/+GQC2b9/u4uLy+PHjNWvWAICfn9/ChQvRSn67t/NVMyQQCAQCgUAgfAf+ewyV7OxsCQmJP//8E0fyuLm5LVmyJCoqCgCePXump6f34MGDIUOGoLMuLi76+vo1NTWlpaUlJSW6urr4UseOHUP7YDMzs4iIiGHDhuFTiYmJTk5OlZWVsbGxly9fXr58Odc0kpKSGAyGiYnJoUOHjI2NJSUl0XEWi+Xk5IRMEVdX18DAQAkJCXSqqKjop59+evfuHd/n6sVkXr9+jRrjx4//u1/LP1/NgwcPAGDs2LHJycmKior4VEREBIrsOnfuHDID1NTU1NTUSkpKUAcNDQ0uI+pbvJ2vmiGBQCAQCAQC4TvwX5VMv3PnTmo2CI1G27p1K/4ZHh6OrRQAUFJSWr16NWrn5eXh40wm88iRIwAwePDgmJgY6j4YAGbNmnXt2jUREREA2LdvH+8cGAyGrq5ucnKymZkZ3gcDwN27d9+/fw8AM2bMCAkJwVYKAAwbNuzBgwfi4uK8V+vdZOrq6lBDXV39734nAADYg7Fx40aqDQAATk5OGhoaoqKiWVlZHA6nx0t9o7fTjzMkEAgEAoFAIPQL/9GGCofDeffuXXR0dEBAgJ+fX3BwcGJiYktLS3f9V65cyXVkxIgRqDFq1CgTExOusyNHjkSNjo4OfDAxMRHlkGzYsEFZWZn3LqampnPnzgWA3Nzcqqoq3g7e3t68+eg4oWL37t28IUmDBw/m/fzf68kwGAzUkJOT+0av5qvAYXUVFRVcp2g02sePH1ksVlVVFe+y9NeCUOH7dvpxhgQCgUAgEAiEfkGo0K+CggK049+1a9f+/fu/w7Q6OjpOnjx54cKF3NxcrlMSEhJLly718fHhyr6QlpbmqgoFAPiruYGBAe9dqN/UMTidWkpKKiUlhe/0sCZJVlaWhoYG11ne1HwAePr0KbrjjBkz+F5z3rx5ERER/TIZvBHnm/Ty/Zk0aRJq+Pr6VlZWOjs7Gxsb8276v3z5EhgYGBERUVhYiLwiANDa2hofH4/aM2fO/EZvR/AMDQ0N3717Z2Bg8PYtqTxDIBAIBAKB8J34T8xRSU9Pd3R05DVREF++fLl48WJ0dPQff/yxYMECfFxKSkrAB29paWkh715eXo4a69ev77FzU1MT1xExMTHecsBsNht9qtfW1u5uktra2v01GbxTr6+vF/Kpvynjx4/38vLy9/dnsVjBwcHBwcG6urrm5uampqYWFhZaWlqo25YtWwIDA3lXAJc5rq2t/RZvp8cZ/t3rRyAQCAQCgfC/yH+cofL8+XMLC4vm5mYAUFNTc3Z2trS01NLSam1tLSkpSU1NDQoKam1tbWlpsbe3T0xMnDp1av9OAMdNCUNjYyPXEVVVVewNwDQ3N6P0hoEDB3Z3Kd5v/72eDLZ5hPcAvHr16sWLFwDwww8/dOfz6Qt+fn7m5ube3t4ZGRkAUFhYWFhYeOHCBQAwMjLy9PRctGjRmTNnAEBWVtbV1VVCQuLgwYP9tSAYvm+nxxlKSUn1+4IQCAQCgUAgEATzn2WofPr0ad68echKWbRo0blz57BzAADGjBljY2OzdevWhQsXpqamfvnyZdWqVW/evOnfOcjIyKBGXl4eTnERHr77YOzPQVWD+UIVV+njZIyMjCQkJL58+ZKdnc1gMBQUFHoccujQoWvXrgHA3r17+2Ko8DoxMJaWlpaWluXl5XFxcUlJSampqR8/fgSAzMzMFStWXLx4saurCwA8PDwOHjwYHx/P11D5Fm+nxxkymUwAKC8v53A4JE2FQCAQCAQC4fvwn5VMv379+oaGBgCwsbG5evUq1UrBqKqqRkdHI1WN/Pz8e/fu9e8ccKWsDx8+9Nc1JSQk0LOUlpZ2VzkKF+Tt+2QkJSVNTU0BoKuri6/IPRddXV2JiYmo3ceKxvn5+YI7aGlpubm5RUVFVVRUvHv3bsuWLciOwhPgMqv09PQ4/0JFReVbvJ0eZ4hS7ZuamiIjI7/RTQkEAoFAIBAIXPwHeVSysrJu3LgBAIqKiufPn+9OWRwA1NXVN2/evGXLFgCIjo7u32lMnjz59OnTAPD06VMbGxu+fSIiIkpKSsTFxb28vAR/pMeYmJjExcUxmcwnT56YmZnxdkDaIP01GTc3NyR2efTo0ZUrVw4YMEDA3JKTk5E/R1paWkh3CrVOGhUUN8VFZGRkc3OzqKioi4sL9kjQaLRRo0YdPXp01qxZ8+bN+3vfjuAZ3rhxo7S0FABSU1MdHByEnCqBQCAQCH8LVxaU/91T+BdJ9//uGfxnMXfw8b97CsIyIPnR3z0FAACRESNGSElJqaiojB07dtGiRffv30cROEJSV1c3btw4Go1Go9E2b97M5S54/Pixi4vL8OHDZWRklJSUjIyM1q1bh+REeAkJCUGNDRs28M14prJ48WK0obxz5w7vhDs7O8PDw+fPn491Nu7cubNly5aCggK+V/Py8qLRaPPnzweAWbNmIUmTw4cPS0tLjx07dvXq1YWFhbhzQUGBi4uLr69vRkYGjUb7888/7ezsxo0b9/z5cwCoqalxcnLiDUjDWoH79+/nXZbVq1eHhobyTmzu3Lloq3306NGysjIWi3X+/HkzMzM1NTUZGZmxY8fa2dnhyVA35QsXLkSRUaWlpUOGDJGXl1dWVp44cSLv3Nrb2z08PFBbTk4Ox1ZRefLkCXrFWKfyw4cPbDYbADgcDl4BWVlZ7MBBQVOIiIgId3f3NWvW8M2Z+euvv3jfhZWVFT6ioqJCo9GQQs7cuXNRxsiRI0fwK6Mui7S09KpVq3x9ff/666/urJTGxsZjx45Nnz4d//G7ubmhGWZnZ/P2xzazgNLYBAKBQCAQCIT+RQzt3dvb2+vq6rKzs2/evGlmZvbgwQNhEojr6+vnzJmTlZUFAJ6enseOHcNfo9va2lavXo3FQ9CRhoaGly9fBgUFrV279uTJk1SfCYfDuXnzJmo7OTn1eGtNTc3379+zWCwA2LBhA/VUXl7eggULcnJyuKZ6/PjxgIAAX19ftBXme9mGhoZly5Z1dnaiKTGZzOzs7Ozs7EuXLl2+fNnOzq6ystLGxgbt0ZcuXWpmZoYL5iI6OzsvXbp06dIlLy8vPz8/fHzZsmU+Pj4VFRV//vnnn3/+ybssfOejrKysrq5eVVXFZrNtbGykpKSQOYRAc0NtFxcX6sC2tjb8BlE0HVqEzMxM6twYDIaHhwfWu+TST+SLoaFhVVVVXV3d0aNH3dzcrK2tuVYA4e/vDwDoLhMmTHj48CEA7NixIzY2lipt2dHRcf++oM8tNTU1XAvi6uoaEBCArNOWlpaGhoZffvmF1x+VlJR0/fp1Ozs7ruM3btxYtWoVyoNCUIs4z5gxo6SkhKo/09HRgedgbGzc4/oQCAQCgUAgEPoFsfXr12toaLS0tLx9+/bevXssFuvx48cbN27E/o3uYDAYFhYWr169AoANGzacOHEC7/7ZbPZPP/2E9o50Ot3KysrAwIDJZGZkZDx69AgAgoKCKioqYmJi8JDS0lKUaD506FAugZTu0NPTQw3qh/PKysqpU6fW1tYCgLy8vJmZ2d27dwFAUVGxoaGBxWLt2rWLzWZ7e3vzXrCrq2v58uVJSUljxoypqqpCF6HRaBwOh8ViOTo6Xr58+f79+yjqydPTMzw8HO3R5eXlf/7558TExLKyMjqdjjr4+/tPnDgRO1IkJSUvXLhgYWGBnE40Gk1bW3vo0KFVVVVFRUXINPrnK/n3mDdtbW0kXIgMQnl5+TFjxmhoaOTm5mZnZ6OrSUhIjB07Fg9hs9mLFy/mcg5IS0urqamhTBh/f38RERF5efmjR49SLQFhrNOFCxcmJCQAwM6dO48fP46GS0hIiIiItLe3GxkZvXr1ClkReAUcHR2PHj3a1dV1//79ESNGLFy4UENDg81ml5SU3Lp1C11BRUUFhZ9t2rRpzZo1GRkZjo6OAHDhwgW0nsgoBQA/P7+HDx8iv9zjx4/19fWrq6s1NDSUlZVzc3PxSrLZ7NWrV5uYmAwePBhPnsViYUN0+PDhVlZW6I//2bNnKFKuoaFBU1PTxcWFOkNk1YiLiwtjQhMIBAKBQCAQ+gWxgIAA/OPt27dmZmYMBiM2NjY4OFhAgaPGxsa5c+dmZmYCwLp1606ePEntfOzYMWSlmJmZRUREUL/TJyYmOjk5VVZWxsbGXr58Gcuxv379GjX6mMzt7u6ODAxjY+Po6GhVVVW0+baxsRk7duy2bdvYbLavr6+tre3o0aO5xj58+LCzs3PdunXHjx9nMBiLFi16/PgxDmbr6Oi4desWAIiKiq5du9bR0XHixIkAMHbs2OTkZEVFxalTp5aVlamoqOzfv9/Z2RkAzp07hw0VAHj58iW+GofDKSkpwQn0pqamxcXFKFyqsrKSOiuUyY3sJbTyjx8/xmfR8S9fvqCFRQezs7MfPHiA5rZ+/fqtW7cyGIy2tjZqvv6BAwf+/x+BmBidTm9tbRVmhd3c3FJSUqKiooDi7vjy5QsArFq1KiQkZMCAATiDBa2AoaFhRESEh4dHS0tLaWnpyZMnua45ZswYX1/fhQsXAoCampqent7AgQMVFBQYDAb2jGFDRUZGJiUlZfjw4U1NTV1dXci+raqqQuacqKiom5tbWlpaenp6c3MzdVkAoK2tDVkp69atO3XqFNXE9ff337VrF4fDaWlp4Z0hAGhra8vLy/flj5NAIBAIBAKBIDz/FsRvaGj4008/AUB1dTVXyA2V5uZmKyurtLQ0APDw8AgICKBaKUwm88iRIwAwePDgmJgYrmiiWbNmXbt2DW0Q9+3bh4/X1dWhBi7r1As+fPhw584dAFBQUEhISMBKgohNmzbt2LEDANhsNt+daGdnp5GR0alTp8TFxVVVVf/6669bt27Z29vjhJlBgwa5u7vn5OScOnUKqY4AwMaNGxUVFanXcXJy0tDQEBUVzcrKwpYJXhYNDQ0PD48ffvhBUlJSUVFx+vTpV65cefz4MaoODAB8w8A4HI6urq6dnZ2WlhadTldVVZ0yZYq7u/v58+dRB+RvQTx79gzPbfXq1Xl5eRs2bFBTU+O9rKio6C+//JKWliYpKSnkItNotKtXr966dUtfXx8dUVBQ+Omnn+7cuRMWFobdQXJyctQVcHR0LC0t3bNnz7Rp04YNG0an01VUVCZMmGBvbx8fH//69euhQ4dS76KgoHD37t2pU6fKysqivy7q35iqqiq2MyUkJKgLkpOTExgYuHfvXt5lgX8ZVFJSUkeOHOHKYPHy8sJxYtra2tQZIl0aOp3e2z9MAoFAIBAIBMJXw11ZC28H+UoTHjhwgPolHgDwPvLLly/Ii/LixQsUw7NhwwZlZWVDQ8N3794ZGBjgRGpTU9O5c+fev38/Nze3qqoKCR1iIT9qeoCQoPwHAMDKG5s3b0YfvyUlJdFGOScnh7rTDQ8PDw8Pxz9xUV0rKytsWtBotAULFixYsKCiogLZPEZGRjY2NgUFBUpKSsjRAQBIch4Anjx5gi9ITSVHJCYm4tCmbdu28T7FqFGjUKO+vh4vC5UTJ04gM5IKvjvagiO45qaqqnrq1Knjx4+np6cXFhZ++vTpy5cvyJaLiYm5cePGo0eP+BZNxq8MP9r69etTUlJu3LixYMGCT58+ubm5AcCWLVt2796NR0VGRv7yyy9IUEVCQgJrjygpKfn4+Pj4+AjzTgsKCpCU565du4KDg+vq6rqzE27cuMG7LIaGhlzLgh4hPj6+vb1dXl6er2GGbbknT55QA8bw1QgEAoFAIBAI343/b6h0dna+ePGCmuf9VTQ1NVErNQGAlJRUSkoKCihqbW1NSUnBp3A6dUxMDCo5hbeh1MzmrwV7Oaytrb9qIEqOB4D9+/ffv38/JCTEyMgIn8Wb2jt37iCPTXJy8qRJk9BBX1/fyspKZ2dnY2NjAcFyMTExeJ2pS4FJT0/H7aysLF5DBd+RCt8NN9+5iYqKTp48efLkybhbbm4uatTU1PTCXdDdCvz++++4T1lZWWpqKt9yzP2F8MsCAJaWlnyPe3p6UmMguXxxiLa2tm/3FAQCgUAgEAgELsSOHz9eUFCQl5f34sULavXVAQMG4OD+xsZGVHZWREQE5UmLioqizT1X1BOV9evX43ZJSQlfgQ78zR5rO9bX1/f6YVCWAgAISMfHye4///wzMga+fPkSHR2N75uZmWlubh4bG4vq4XbH+PHjvby8/P39WSxWcHBwcHCwrq6uubm5qamphYUF7063qKgINXbt2tXjg/Dquw8YMIBv7Fa/zA2610X52rv8+OOPqHoBJjIy8tsZKl+1LFQqKipevnxZUFCA/vj5mo4EAoFAIBAIhL8RMSSbiJCQkJCTk0MRSsrKyoGBgeh4QUEBMlSQlRISEtLU1ITily5fvrx582ZqwdmvgslkogZKAwCK6dIjr169Qi6UH374AVlByNCi0+kCzCc5OTmUbe/s7IxUOADg/fv3qampKioqmpqaWVlZbW1tNjY22dnZw4cPFzABPz8/c3Nzb29vpHJYWFhYWFh44cIFADAyMvL09HRwcMA+lq9yWTQ2NnIdkZeXF+Cu6d3ceEdhz1Jf7oJOycrKomJZ169fDwgIQOor/c7XLguHw4mKivLz8+Orl4IrFkyePJn6vjIyMlpbW4XUjiQQCAQCgUAg9AsiM2bM8PT0PHPmTGJiYm1tLaq8JICQkJA1a9Z4enqiwP3s7GwUM6OiosLhcDgcjr29PeqZl5fH4XAMDAwAwMDAgEMBS2dMmzYNNYyMjNBeNjs7G+erCObQoUPu7u7u7u44gwLpr3d0dAi4At6L84q10+n0p0+fIpuHyWS6urpyZW6sXbsWzX/69OnoiKWlZXp6ellZ2dmzZ+3s7AYNGoSOZ2ZmrlixYtGiRfgK1IJRysrK3t7ecXFxSUlJQUFBixYtQsclJSULCws5HI6rq2vfX22Pc8M9cSJ7d4KYvB6e7u6CDRIsVFJfXx8fH9/3x+kXtmzZsmTJEmSlyMvLoz/+06dPIyME26XXr19PoYDWR/h6AwQCgUAgEAiEviOSlJR08uRJd3f3mTNn9pjIjtS7AUBcXDw4OBgd9PHxKS8vx31w2a4PHz4IPw9JSUlTU1MA6OrqwurmAujq6kpMTERtXNEYFwAoLi7ubiDOruZbLUBaWvrKlSvIqEhJSaHmjQhAS0vLzc0tKiqqoqLi3bt3W7ZsUVBQAICYmJjIyEiuZREREamrq9u3b5+1tfXMmTPXrl0bHR0NALKysnfv3hVGcvGrEDA3XPn34MGDyC9RUVFBLQmAwcUGBN/F398fLa+cnBy6CwIvwt/Ls2fPTpw4AQBKSkrXr1///Pkz+uO3sLBArkJlZeW/e44EAoFAIBAIhH/CXfWLS8SDC5xJAgCmpqarVq0KDw9vbW319PS8efPm1KlTU1NTcdjV06dPbWxsuK6wdevWY8eO4Z/Ozs5IcqS4uNjNzQ2J7h09enTlypWvXr26ePFiSkpKVVUVnU7X0dExMTHx8PBA1bGSk5NRiJq0tPSMGTPQrXF1pk2bNhUVFZWXlyckJHClmqCUaHl5+ZEjR/J9RnV1dU9PT1Tf9ty5c9Rc7Zs3bwYFBWlqalZUVERGRjY3N4uKil67di0xMdHa2vru3bs1NTUXL168e/cuTrwOCwtbvnw5jUabPHny6dOn4V9JMqgcFovFUlRU/OGHH2bPnr127dq4uLg9e/aIi4vv3LkzMTExNDQ0Pz8fxcLV1NQ4OTlt3bqVV/6FFzw3FxcXHBlFo9FGjRp19OjRWbNmzZs3DyilydTV1WVkZFDg3OrVq7Oysri8Byiyq8e7YIPE09PTxMQE3QUAbt++3dTU1It6bnypq6ubNWsWqjvc2NiIq4r1CK5ncObMmV9++QUfx2YY39Jn/91MvNjDn1NGsbChmAJYm3ROcIe5g4/3w8NoH+23dSEQCIT/yyyN1er7RfqFJ3Cu7xch/C1Ej7j1He7S4wbg38LuGxsbkdS6kBw6dAiZLjExMXFxceigpKQk0lgMCAgoKysT/moLFy4cMWIEAJSWlo4ePdrc3DwsLKywsLCtra2hoeHly5dBQUEGBgbr1q1raWlBtcIA4Oeff5aRkUFtXCnrr7/+ojp5qKBv5zY2NgJSDnD+Biq4zJeIiAjkX8IVCNLT08eNG3f48OHc3Fzst0lJSXF3d+/q6sLl1JhMZldXV3t7O8pf//333588ebJnz57GxkYXFxdfX99nz55NmzZt7ty5N27cyMrKQrFqnZ2dly5dGjNmzG+//dbjSuK58U34wa4kLOIOALKysqiRl5eHRUgQ+fn5V65c6fEuHA4Hu8IcHR2pDqv29nZsJPSR+vr6OXPmYHWUr8pRwVo9WAEGPzJqfJUPkEAgEAgEAoHwTRHBQhx1dXXz5s3DadzCfF1WUVE5fPgwaq9btw7ZACIiIijFgslkLly4kKuclKOjo66uLv7p5+f34cOHDx8+aGpqiouLR0REIPsBaajT6XRbW9tdu3Zt3rzZ3NwcDQkKCtLX10ebS3Fx8T179uCrycrKUvfHAwcOxPtv6uOIiIhQSwjwMnz4cBQFVFxc3J3w5YQJE1AD5XWUl5dbW1tXV1c7OjqGhISMGTMG9wwJCZk6derFixdxframpiaaJ5vNdnNzY7PZlZWVNjY2yCapqqpC5qK8vLyzs/OQIUOAkovv7+9/8+ZNwe8Fz23Hjh1UawQAOjo6fH19UZuqrUmVCjl8+PCrV69Qu7y8fNmyZXyT7LnukpaWhlwTU6ZMGTJkCL4LAtkwDAYj/l+gutVfBYPBsLCwQHPjLd/cI/gZkeMOgz0qOBVn3LhxUlJSw4YNW7FiBVbpIRAIBAKBQCB8T0TOnj17+fLlDRs2aGtrP336FCuL19XVJSYm4qpc3eHs7DxlyhQAKCkpwU4MPz8/FKD18uVLVAaqpqbmwIEDy5cv//HHH3FhKADQ0NDQ09PT09NDdcOmTJlia2uLz8rIyOCwqLCwMD8/P5Q9go2rEydOUM2epKSkT58+4Uf48uXL0aNH9+/fv379emqoj6+v79ixYwU8FIqSQu3u0l0cHR2RTYW+02dnZ9fX1zs7O0tJSXl7e6N0bWlpadT52bNnenp6r1+/RpetrKxsaGhAtkdpaenPP/+sq6uLPucvW7YMKdOPHTu2uLg4PDwcVRNWUVFBNbsA4Ny5HhypeG73798fMWLEpk2bDh8+7O/v/+uvvw4ZMiQ2NhYAtLS0qI4FahEFNpu9YMGC8PDwDRs2TJgwISMjw93dnbewG9ddfv31V3RcVFQU30VTUxO9jqSkpKqqqpycHKt/gWtJCwmLxZo7d25mZiYArFu3rhfJPJaWlmjNt23btmXLlri4uCdPnly+fJmrnjJ6p+3t7cXFxb///vucOXO+yjFIIBAIBAKBQOgXRPz8/JYvX3769OnW1lZnZ+fr16+jE62trbNnz5aWlqbRaCgiCwAOHDhA+xdoAyoiInL27FkkhY7zW2RkZFJSUpB6BnJl1NbW7t69+/Llyx0dHaKiogsWLOA7GyaT+ejRI3RZAKivrz906NCMGTN0dXVHjBjx22+/YYcPjUY7duzY2rVrqcMZDIaurm5GRgaacH19/Y0bN7y9vQMDA9+/f4/6qKurC6NkgrNxGhoa+HYwNDSMiIiglg5js9nh4eHnzp1DTpgxY8ZERETgs+Hh4Xp6enhZOjo6sK/p9u3baFk2bNiArD4A2LhxI1eRZScnJw0NDVFR0aysLMH+LurcSktLT548uWPHjt9++406tz///JNagdfNzQ2XawOA8vLy1atXnz59+vPnz6tWrQoICOCNsOK6Cw7Hevz4Mb7Lw4cP58yZAwBdXV1Xr17tzV/ov3j9+nVaWhoAeHh4UMUZhUdfXz8oKEhERKSzs/P48ePz5883MzNbvnx5d1GC+M8eVTD7H8xgIRAIBAKBQPgbEREXFzc0NPT09MzOzg4PDx83btzXXmLMmDGbNm2Cf9/Jqaqq/vXXX7du3UI+EBqNpqqqOmXKFHd395ycHDc3N76XSkxMRCny3t7eGzZs4Kvlh3bMHA5n6dKlvGe9vb3Hjh379u3b0NBQKyurgQMHiouLU1PnVVRUhMlqwBYIVQSTC0dHx9LSUvxpX0JCQkVFZcKECfb29vHx8a9fv0Z7dAAYNWqUiYkJdVns7e2xLaSnp4eW5dSpU9gdhL1G1Af/+PEji8WqqqrifYSgoCAahRUrVvDOfODAgXhuenp6XBe/evXqrVu3pk6dii5Oo9FmzJhx586dsLAwPCu+K7Bnzx4cVUWn06kroKent2TJEnSq17W/0N8VslFdXV0DAwP5vkFDQ0P8+KqqqnyXxcXFpaura/To0aNHj5aRkZGVlcWuMwDw9fW9cePGDz/8IC0tPWbMmL/++issLAxHD6K/TAKBQCAQCATC90Gss7Pz7du3b9++PXXqFN8e48aN+/HHHwGgq6sL+0zU1NRQxjwAGBoavnv3zsDAQEFBgZqLT6PRFixYMHjw4MbGxlGjRlETu7vT68DDVVRUpk+fvmDBgpycnI8fP9bX13d2dg4YMEBTUzM9PT0qKgoAsrKyeBMVVq5cuXLlSq6DjY2NKH8GAJqbm9lsNnIBYVBN3i9fvmDFD+xIkZOTQxIxADB16lSugCUlJSUdHZ2ioiJpaemWlhauDTSunYXEZKjLsmDBgqtXryJby9/fHwe84SJjvr6+lZWVzs7Ojx8/FmBZqaioGBgYvHv3TpiXvXr16v3799+9ezcyMpJXMAdPbP/+/d7e3hwOp76+/tatWxs3bqysrJSSkkIVAriSXpSUlHx8fN6/f4/eb3R09MCBA4ODg9euXVtZWSktLa2trS0mJsZisTIzMxUVFTkcTmxsrK2tLVdhsXHjxlEN3dLSUtRISEgwNDREfjY8T/zKeoeNjc3+/ftRu76+HvlnRo0ahXxKVIWZVatWsdlsVJK7s7OTxWJ1Z7MRCAQCgUAgEPqXnnddc+fOPXjwIAB8/vwZf6hOTk7Good8wWL27e3tws8GB+GsX7++x84CVAh5wfqDZWVlP/74Y0hIiJGREe8FraysUBtnwwsQuaciJSUlwJzAySo9Mn78eC8vL39/fxaLFRwcHBwcrKura25ubmpqamFhgfJVuLh37x4uMiYYRUXFmpoaW1tbNpvdXbwTAGzfvj0qKurNmzdZWVk4oAu/x4cPH2ZmZlJXr7Gx8fbt2wAgIiISEBCQkJCATY729vb6+nrcMzIycu/evbW1tWJiYkJmw2dkZCAjE5V1Dg0NXblyJQ6Q6/U64LaSktKePXs2bdq0ePHixYsXCxjV0NCQnp6OPGMEAoFAIBAIhG+NGCoEjH83NzdfunQJAOTl5VGV3t7tzAoKClDdJ01NTeFHCalJj8D5KlwoKiouW7aMeuTLly9FRUVYIDIzM9Pc3Dw2NpZLYoUK/qLf7wqMPeLn52dubu7t7Y3USwoLCwsLC1EmvZGRkaenp4ODA9UoQmXBhOT48eN8S3hRkZCQsLa2fvPmDfo5ffr0adOmlZeXh4eHA0BbW5u1tXVGRsbgwYNRh+joaGTGUKsw8+XSpUsrV64MDQ21tbXlcmp1B7JSQkJCmpqatm3bBgDu7u4ZGRm8yf1ftQ5c4ArFgikqKiKGCoFAIBAIBML3Qczc3DwwMBD/LikpQYaKiooK9fj3ASui5OXl4VTmr2XQoEG8M8/JyUFFriQlJdvb29va2mxsbLKzs4cPH873IsgKwnWKvzOWlpaWlpbl5eVxcXFJSUmpqalInDEzM3PFihUxMTHR0dHC64dg3rx54+3t3WO36upqahygpKSkj49PYWEhMlRQhx07duCck99//13ICZSWlurq6pqamiKFeCEJCQlZs2ZNZ2fnxYsX3759m52dHRAQILjA9NeCDBVZWVlcc5lKcXExKvyFdTwJBAKBQCAQCN+arwi4x6ka3w6s7PHhw4deGyqC0dHRGThwYHJyMpPJdHV1TUpKwjt+/IA+Pj5I9HDWrFnf9HkFo6Wl5ebm5ubmxuFwPnz4EB4eHhYWxmAwYmJiIiMjsSplUVGRgJAnDodTXV2dn5//4MGDu3fvcsna8OXkyZOoLLWiomJDQ0N8fPzvv/+Oo62kpKSYTObVq1f37ds3bNiw8vLylJQUABAXF0fpK15eXn5+ftQLtrS0qKmpoWva2dmhFCMhMTIyQiki4uLiwcHBU6dORS/I3t6eKxBO8DpQUVZWxkGMFRUVqBIxAMyZMyc6Opq3v7OzMyrgxre6A4FAIBAIBALhW/CflRk8efLk06dPA8DTp09tbGz49omIiCgpKREXF/fy8hKgLt8dIiIiV65c+eGHHxobG1NSUtLT03H+OuLTp0/Yn4CUK78nkZGRzc3NoqKiLi4u2IJCui5Hjx6dNWvWvHnzACA1NRUbKjY2NkIm0wsDh8O5ceMGagcEBDg6OgLAxo0b79y5gw5qaWnl5eV1dXXdvn1748aN2K8iKSmJDJVVq1ZxXXPAgAEWFhZIWeXevXudnZ28gVvdQc25NzU1XbVqVXh4eGtrq6enJ5fwpfDrsGvXLpxMv3Xr1mvXrqE2tQIYdUFev36N2rx5TQQCgUAgEAiEb8TXGSpTp05NTU3V1NTkLZ6LaWxspEYloUJh7969KykpGTp0KFfnCxcu7N+/v6qqik6n6+jojB8/HoVmBQQEeHh4ULMO0K3nzp378OFDNps9cuTIkJCQ8vLyhIQEAakmfFFXV/f09EQ+k3PnzlENFRMTk+fPn6P27Nmz0cZ09uzZiYmJ1tbW+AH19PTKysrodLq+vj41VSYuLu7s2bPp6ekMBmPIkCFUuXcuOBwOEoUEgOXLl0tKSuro6BgYGOTl5aEJTJ48efTo0VyjkJ49CCya3EeKiopQTTZ9fX0HB4dHjx6FhoY2NDR4enqiDhoaGihQKj4+3tPTE5VMgH+VK9DX1+cbTbd27VpkqLS2tiYkJCBzqxccOnQoJiamoaEhJiaGRqNt2rTp2LFjvYiCwyxbtgwbKlwlmxE3b95EhsqkSZNwWs5/DT+GbRDc4copq364TdJ9wef3zu35H6Iepwra/bo0BML/PD3/R9cfTBXmH5lirZ77ECgM7bjbY58S+nzBHa4sKO/xIj3T07///2s8qNj8d0/hP4seF+Tv8ajgACRcdratra2hoQGJsgMAk8lcuHBhZGQk197x6dOnKBdcyOzn7nBwcECGSlJSEjrS1dWVkpKCM8hlZGR4BeCRedDS0pKbm4sm+ezZM3zWzc0tJCQE/ywoKOiuCnNjY6O1tTWuxdzW1tbW1lZfX49k1xE7duyIjY2leh46OjpQfQIAMDY2xsepdZ/53otaUNje3j45OVlAf3w1CwsLADh8+HBcXNzHjx/x3JSVlaWlpdva2t69e/f69WvkxBgwYABaHDSKlxkzZqAixQAQGRmJDRUGg4EtQzMzM5yk1B0iIiKysrKoeLScnNy+ffuwlSJ4HbrD0tISTz45OdnOzk5CQgKdQpWUseYP+oMhEAgEAoFAIHwf+t9QkZWVTU9Pf/z4MUotUFdXr66uHj58OC7/xWaz8Z6PRqONGzduyJAhWlpa2dnZVLmMly9fjhs3bt68eYaGhnQ6HVkmuMowQlNTE+vxCUllZSXaeiLXTXFx8fLly5ubmzMyMrBGCo1Gu3Pnjo6ODnVgeXn5hw8fAEBaWvr06dMdHR3Xr1/Hm/7GxsaQkBAFBQUXF5fx48dXVFQEBgbiEsDU3B42m7148WKq4MyyZct0dHTS0tISEhLwwfv3748YMWLhwoUaGhpsNrukpOTWrVtI8V1LS8vJyUnI50WCmxi8C+8ObAEOGjQIABQUFM6cOYNlXtDiqKmplZSUVFRUoMwNADA0NET2BhrFi5iYmLKycnV1NQDcunWrpaUFSWrm5OTgktD5+fnd1TZAMBgMCwsLlNcOAE1NTQcOHODKh/laJCQkTE1NHzx4AABhYWE3b96k0+nNzc3t7e1iYmLYot62bdvcuXP7ciMCgUAgEAgEwlfR/4aKiIiInp5eSUnJP28gJgYAdDodOweOHTuGPSccDufVq1evXr0qLi4eOnRoYmKik5MTlpXs6OiIiYmJiYnhuoWJicmhQ4eMjY25RAOFgcFgUP0eAHD58mWuPqqqqjNmzOA6mJ2djT7eKyoqojQMNze3JUuWoNRwFoulp6f34MEDHK7m4uKip6dXW1sL/x6plZ2djbbF2traqAiynZ0dsgQiIiKcnZ0BQFRUlM1ml5aWnjx5kmsaY8aMuXbtGpf50Y+gCQOAkpISaixYsMDe3p6aAa+kpITe75UrV9ARHR0dZKjgUbwMGjQIGSptbW2xsbHLly//qok1NjbOnTsXOXaWLl0aFRXFZrOPHDni4ODAN7dEeJCfB4GFPgEA13HW19ffuXPnN1pwAoFAIBAIBAJfRIKCgmgUsBuhsLDwW4hwM5nMI0eOAICamtrkyZNlZWUHDBgwcuRI9KV/1qxZ165dQynympqaqLITnU5XVVXFnhNdXd3k5GQzM7NeWCndIScnN3LkyBUrVqASxt2lenOlKNBotK1bt+Kf4eHh1KQaJSWllStXojZVmxJHi2FPAsbJyUlDQ0NUVFRZWdnHx2fatGnDhg2j0+kqKioTJkywt7ePj49//fo131SK/qK1tRXPHx8MCAig/sQlm5FVM3jwYAUFBd5RXKioqOA2TsEXkubmZisrq7S0NADw8PCIjIzctGkTALBYLA8Pjz4Wo6OGEUpJScnJyYmKikpISOA/sA8fPsybN++rpEsJBAKBQCAQCH1EUNUsNptN+3dQwFJlZSU+gr80czic3bt3379///z581Qxci4SExM/f/4MAFu3bn327FlTU1Nzc3Nubi4OGTI1NUUxNpWVlSdPniwrK2tvb6+pqcFS8d7e3nQ6neuyT548QXFZvYNGo4mIiPRYQ2zv3r1cD4hrKI8aNYpXChB/6V+7di0+iIUONTU1ORwOh8PBgVU0Gu3jx48sFqu6unrPnj0pKSmFhYXt7e3q6uovX76MioqytLQUERGhdc/u3bt78fiLFy+uq6tDbVREGACoMXXq6uovXrzAP/GptLQ0DodTXl6ON/GysrJI4wWhra2NFBu5Rt27dw+1J0+ezOFwbt26Bf9e4ItKS0uLlZUVMvBcXV0DAwNpNNqRI0fQ6qWkpCBPl6GhIU04qKvEZDJxhJ6vr29TU1NjYyOLxero6GhrawsLC0PTfvHiBTKwCQQCgUAgEAjfB7Fff/2V+ru5uZk3FEoYurq6sItAQLo2zs1ITk5+9+7d1KlTedMS8Ff5rKwsDQ0NrrOWlpb9vgqNjY2NjY05OTnoJzX7HCMlJYXistDkp0+fDpS9tYGBAe8QvjtvXGTM19e3srLS2dnZ2Ni4L3Wr+k5NTc3mzZsvXrxInbOAwmLYQYQtRuooqv5jWVlZamqqmZkZ31GY2tpaMTEx3ncNAJ2dndTCAwDQv2vFZDJ9fHwePHjw/PlzHx8fHx+f7noeOXLEy8vrW7gZCQQCgUAgEAi8iAUHB1N/l5SUIENFTk4OaWhQuXnzZlVVlYyMDA5qMjExuXu35yp4GPz1+v79+wCANsfdQY2Y+ud0xcSwVF/vUFRUXLZsGQDExMQguXdbW1sOh5ORkYFzY2prax8+fMhV9RgJHXZ3WWlpaSEnMH78eC8vL39/fxaLFRwcHBwcrKura25ubmpqamFhwSViiLh3756QUoaKioq9W5ZLly4tXbrU0tIS190S4BbDp1BCPADgUWVlZdhbgoiMjESGCu8oAOjq6iotLQ0NDbW1tcW+JioZGRnIJ0On0zs6OkJDQ1euXInVJ/u+SkpKSnv27ElPT+9xVHNzc3p6Oq/fjEAgEAgEAoHwLej287CqqmpgYCDXwdevX1dVVSkoKFBP7dq1S/j7MRgM4TtTJUrwrHoh8khl0KBBgYGBHA4Hq2ecP39eWVmZw+E8evTI2tq6tbWVw+HY2NhkZ2cLLkLVa/z8/MzNzb29vTMyMgCgsLCwsLDwwoULAGBkZOTp6eng4ED1G1BTX74dv/7669u3b7EdKMBQwRnn2PeFR/3111/IHzVjxgzkWLt+/XpAQICEhATvKABIS0szMTExNTU9ceIE33shKyUkJKSpqWnbtm0A4O7unpGRwZtH1JdVQmkqsrKyEyZM4D374cMHVG+tqKiIGCoEAoFAIBAI34c+bfqpiIqKcv4FCoviC5dQxoULFzjdwysM30crBVNQUIBSZYYPH45Sw2k02rRp03AmDJPJdHV1pWZp02g0YR5QSCwtLdPT08vKys6ePWtnZ4dTdDIzM1esWLFo0aI+Joh/FUiIs6ys7Lfffhs5ciQ6iCp08cLhcFAOvbq6Os6hx6NwKouPjw8Kcquvr4+Pj+/q6uIdBQCjR4+urq5+8uSJAC3FkJCQNWvWeHp6IgHN7OzsgICAfnz8zs7O4uJiAJgzZ04KP/DfYVtb23d7KQQCgUAgEAj/43zvgHt1dfW/+5EBALCe+qxZs6jHkSEkIiKC9B/T09OpuvX9jpaWlpubm5ubG4fD+fDhQ3h4eFhYGIPBiImJiYyMdHBwQN2KioqEDGpSVlbuRWjcwYMH3d3dGxoagoKCTE1N0UEshclFQ0MDSl9BZgMCt1E0nba2tpmZ2dKlS1GdrsjIyIEDB/KOAgAZGRnBIo9GRkZIkEdcXDw4OHjq1KkA4OPjgyrCUXv2bpUqKiry8/NRJeLuyhzjmEA1NbWvXVsCgUAgEAgEQu/oT0Nl6tSpqampmpqaFRUV3fUpLCyk/nR2dkYZ6khHBR2MiIgoKSmprKzs6ur666+/qqqq6HQ6CiiiSl7w3hq1u7q6vLy8IiMjy8vLExISuFJNAODTp0+nTp1CbV6nDQDIyMggZclz585RDRUBD5iYmAgA1dXVx48fj42NLSsrQ1WVqX3i4uLOnj37+PHjtrY2JSUlMzOzPXv2oI07jUYbNWrU0aNHZ82ahVTbr169Ghsbm5+fX1xc3NraijU9BLNr1679+/d/7YtTV1c/efKkk5MTh8Px8fHR0dEpLi5+9epVZWUllumkrh5qUMsr6+rqDhs2rKioCP1csWKFiIiInZ3d5s2bORzO7du3cdlr3qLMgqEWJDA1NV21alV4eHhraysK9Nq0adOxY8dQmJyNjc27d+++dpW2bt2KgwBRcWouOBzO69evUdvIyOhr1/Y/nBere/JNeX6PafwYtuHvXgkCgcBNz/8+9Mtdsnu+y9K/eyn+01ibdE5wh5KZ8/t+l6WxWn2/yBM41/eLEPqdoEeuPfZZax7a94v0nX4L/RISbI10R0FBgYuLi6+v7/nz58PDwwsLC9va2vBX/Orq6nXr1nVnriBKS0sPHjyIs/a56OrqWrJkCcp+mT17Nt+tJ86M786rwJf09PRx48YdPnw4NzeXyWQyGIz8/Hx0isPhuLm5zZ8/Py4urqmpicVi1dTUREdHjxs3Lj4+nnqRgQMHokZcXNyNGzeysrKampqEtFL6gqOjI6oKnZeXh71eWM+RCnIviIiILFy4EB+k0Wi//PIL9WoAoKmpOW3aNABob29HpcC4RvWCnTt34px7GxsbbKX0GlRZAcFXoObmzZvIUJk0aZKA+DQCgUAgEAgEQv8iVlFR8U23X1xGhY+PT3NzM65gu2nTJhTYg77cV1ZW2tjY4H05nU63srIyMDBgMpnnz59HRcCCgoIqKipiYmK626HiRAJNTU2qGAiiuLgYKa7IyMicO8ff0BcTE1NWVq6rqysuLkZZ1D3S2tpqbW39+fNnR0fH6dOnd3R0XL9+HZdp9vLyys3NVVBQcHFxycnJwXXS2Gy2m5tbYWEh2nx3dHTs2bMHX1NeXv7nn38eNmxYe3t7WlpaQkICOh4dHf3zzz/372ui0WghISEGBgatra3p6emoxNbevXstLCxw3g4CvQUHB4dhw4ZRj0+bNu3w4cMAICoqisujLVmyJCUlBf4VEsY7isFgIEl7ADAzMxMcBsZgMJYuXYr/PLKzs5lMJrYq375924sHt7S0xPXc/vjjj3v37j148CAvL6+pqUlDQ0NbW/vVq1eo5969e/t3zQkEAoFAIBAIAhBLTEx0cnLq9+vi7SMq88VgMJqamuTk5NTU1M6ePfvXX3+VlZUBwOnTp0tKSgwNDel0+vv376Ojozs6OtBAMzOziIgIvK998eJFamqqqKgom82OjY29fPny8uXL+T+SmNi8efPU1NRERUUvXLhw4cIFnC0NAEiaUEZG5s6dOzgeiZdRo0Y9fvwYAPBAwTQ0NEhISPz555840szNzW3KlCloF56bm6unp/fgwYMhQ4a8ffv23r17WAaxtLT0t99+U1BQKCkpuXXrFraLDA0NHz16RC2kGxERgcLkzp071++GCgBoa2v7+/tv2LCBzWYPGjSovLy8ubnZ1NTU3d3dyMiooKAA99TU1Dx48CDXcFyVmM1m41FtbW2oCAEADBw4kHdUTk4ODgbLz88XUGatsbFx7ty5mZmZAKChoVFVVVVSUrJ//34/P7++PLWEhMTw4cPfvHkDAFyVx4qLi/HbX79+PfI4EQgEAoFAIBC+D2JZWVl8TxQWFnbnskDK9KKiogJCsMaMGaOgoMBgMJDhUVlZWV9fLycnBwAyMjKHDx9esmQJALBYrJiYmJiYGK7hgwcPjomJQfW4qCgpKdXV1XV1de3bt687Q4XFYt2+fVvAM0+cODEkJIRvIVrqjVADF9XtkZ07d1LzYWg02vz587G7IDw8HKVVGBoaRkREeHh4YEVF5IjgYsuWLVyiKE5OTr/99ltNTU1WVhaHw/kWGpEeHh5Xrlx59uxZeXn5nDlzEhMTW1pauBTZZWRk7t+/zyXO2NnZefXqVQAQExPr6uriHQUAjo6OfCUdhaG5udnKygql5nt4eKxZs8bIyIjNZh85csTBwaG7JHghEaZkdlpaWnt7O18FTwKBQCAQCATCt0BEyEJJX4uCgsLdu3enTp2K6mhJSEhISEjgs/Ly8qgxadIkLS0tlHc+ZcoUlEcOABs2bOC1UtB10Ift3Nzcqqoq4eeDRQaHDBny/PlzwVYKtb8AgXYusAgmBu/LtbS0qPobjo6OpaWltra26Ke4uLiKisqECRPs7e03bPhnVjFvvj6NRvv48SOLxaqqqqJaKYaGhjTh2L17t+BHEBUVDQsLQ2/q0aNHUVFRq1at0tHRodPp+JXNnj179OjRXAPj4+Pr6uoA4Oeff37x4gUepaioiN1WX5XwQ6WlpcXKyurZs2cA4OrqGhgYOHbs2E2bNgEAi8Xy8PBAHpverQOTycTpTHPmzJkxY8awYcMkJCQUFBQmTJgwb9489Jfw4sULXtOLQCAQCAQCgfDt4E6mF1Cwiws2m02j0Xbu3Pn27VsOh/Py5UvkfGhvb0dagaampo8fP0bCfDQaDUuFUHF3dy8rK2tvb6+pqUlNTcXpEFJSUlxaFvv3709OTv7jjz+wr4OvL+jTp098JVlwZaeysjIxMTGunauCgoK+vr6zs/P27dtZLFZFRUVrayvqLycn9/DhQw6H8/HjR64HBABJSUlU4FhaWpq3TgBO1J48eTLXKSUlpcWLF6N2VFRUbW1tZmbmtWvXsLXj6+vr7u6elpbWv4Iq8fHxaEEGDx78119/oYMLFy5EZgYA6Ovre3t7A0BHR8eJEydCQ0OLiora29ujo6NRByRSyQUu97xixYrS0tLw8PDi4uKOjg5ZWdmXL1/S6XQAyMzMzM3N5Ro4efJkDodz69Yt+PcCX5jOzk5ra2tc0g39LQHAkSNH0IOkpKT0xbnEZDJ9fHx8fHyuXbv2559/JiUlFRYWdnR0NDQ0ZGZmxsXFHT9+HPU8ceKE4CoOBAKBQCAQCIR+pN/KEzc1Nb1//x4A6urqsrOzBUsiotRqAECZKhj8bXv9+vXC3JH7YcTEeqEiAgCNjY2NjY05OTkRERFGRkYhISHYFMHxV4IfUEpKSsB2GWfs9Mj48eO9vLz8/f1ZLFZwcHBwcLCurq65ubmpqamFhQWXcgji3r17QrrFuGLJMAwGY/PmzRcvXkQ/t2/fHhUV9ebNm9TU1LNnz65du7bH1UOxdiIiIm/evMFGCwCUlZXt2rVr0KBBKNkjMjKSb0p6bW2tmJgY38CwjIwMlM+D8vtDQ0NXrlw5ZcqU/loHJSWlPXv2bNq0afHixdh05EtDQ0N6ejpRpicQCAQCgUD4PnRrqIiIiLi7u/c4vnf7tu4MFWGyBTCoxDAVVVXVHqXrRUVF3dzcqEe+fPlSU1OTkZGBCu9mZmaam5sjRxAAcFWp+g74+fmZm5t7e3sj30VhYWFhYeGFCxcAwMjIyNPT08HBgWoUodSXPnLp0qWlS5daWloCgISERFhY2OTJk7u6unbu3Dl//nxtbW0BY6Ojo1GJAqRgw3X2zJkzuH358mVfX1/q5Lu6ukpLS0NDQ21tbXHdYSrISgkJCWlqatq2bRsAuLu7Z2Rk4BfUL+uQl5cnTLeioiJiqBAIBAKBQCB8H7o1VERFRQMDA7/zbHB12ry8vBEjRnzt8B6tFAAQExPj+1wcDufRo0eenp5ZWVm4wPHw4cP5psp8aywtLS0tLcvLy+Pi4pKSklJTU5Fpl5mZuWLFipiYmOjo6H5Ppv/111/fvn2LCjobGxtv3rz56NGjLS0tbm5uuKIXX3Cx6R4pLCx88eIFNRAuLS3NxMTE1NSUq+IWlZCQkDVr1nR2dl68ePHt27fZ2dkBAQFbtmzpx2dHhoqsrCzf5KXi4mJkUeM/DAKBQCAQCATCt6bfQr9UVFRMTU2RcLvguC8BYKnBDx8+9MJQ6Qs0Gm3atGlPnz6dP38+1j9B+Sf9+IBfhZaWlpubm5ubG4fD+fDhQ3h4eFhYGIPBiImJiYyMdHBwQN2KioqEDHlSVlbmGxo3cODAT58+lZWV/fbbb6dPn0YHfX19Y2JiCgsL4+Pjf//9d16JekR5eTlSSpGWlq6pqbGwsHj69CkApKSkbN++HdXpio2NjYyMjIqKAoA//viDaqiMHj26urpaTU2tuzkbGRkhpR1xcfHg4OCpU6cCgI+Pj729PVcgXO/WoaKior29HUWmzZkzB6fiUHF2do6IiAAAAfMkEAgEAoFAIPQv31uZXjB4C4s2u3yJiIjYs2fPgQMHsBRJPyItLX3q1CnsrOCbC/FNiYyMDA4ODg0NpebQ02i0UaNGHT169PLly+gINbncxsZGXzhOnTrF96Zr1qxBaRtBQUFPnjzBSxEaGoraGzdu/Pz5c3cTRg1bW9tPnz6hF6etrW1mZrZ06VLcB6d/XLt2rbOzEw+XkZERvPunZtibmpquWrUKAFpbWz09Pbl69m4dtm7dOmLECCQiybfMMYfDQcr0AGBkZPTt/wQIBAKBQCAQCAD96FEBAKSa9+nTJwF9tm7deuzYMfwzLCwsLCwMAIqLi4cOHTp37lwkEx4QEDBx4sT4+PiUlJSqqio6na6jo2NiYjJ//nwXFxc2m21ra0sN9EK3RhnwLS0tBw4ciIyMLC8vT0hIoGqb9Ehra+v69euxkfDo0aMVK1YIfkCkXN7c3AwA1dXVx48fj42NLSsro9PpP/zwA7VnXFzc2bNn09PTGQzGkCFDcPkyKhEREQ8fPgSArq6uhw8f5ufnFxcXi4mJ6ejoGBgYzJ8/H3UTvmiyMCgqKp48edLJyYnD4axevTorKwuZBzNmzHB1dQ0NDW1oaNi/fz/vQA6Hg1Pnly1bho2WFStWiIiI2NnZbd68mcPh3L59OyAgQFZWtrm5+fPnzwkJCbgO9ddy6NChmJiYhoaGmJgYGo22adOmY8eO9SUKbtmyZbginJ6eHm+HmzdvIkNl0qRJgwcP7sdl/z9BnOmgvl+kxN/6e0zVK+473IVAIHx/hnbc/bun8P1Q0dvZY5/PPf3LHLSn53qhQ7/Lv5kqq3t+HEK/k+H0RnCHiRdH93yV1dDTRQK+w7P0p6HSd5SVlV1dXQMCAphMpp2dHT7e1tbW0NDw8uXLoKAgdMTFxYXvFRobG7HmxlfR1dWVkpKyadOm7OxsfPCrpD/S09NtbGywGcNkMl+8eIHaHA7Hzc0tJCQEd6YKvVOZMGECMlS4Mv7r6+szMzMvXbqEfhobG+NTb9++7fvKOzo6Xr58+cGDB3l5eXv37sVy74cPH46Li/v48SPfu7x+/frdu3cAoKSkNHv2bKRtgq4GAJqamtOmTUtJSWlvb4+Pj1+wYAGyaiIjI7GhwmAwsCammZkZTlLqDhEREVlZWVQnWk5Obt++fdhK6d06WFpaDhgwABl+ycnJdnZ2WPCHw+HExsbiF8G3XhmBQCAQCAQC4Rsh1r/f5ntk+/btLi4u4eHhSD5PVVV1w4YNEhISKIcbAPbt2xcWFoZlTDQ0NHR1dTkcTn5+fk1NDTqoq6vb3Sd5V1dXbKVoamriy2JYLBaXDdDZ2VlbW5uRkYEVJGVkZERFRZuamoqLi2tqaoTJTGCz2dbW1p8/f3Z0dJw+fXpHR8f169dxrsv9+/dra2sVFBRcXFzGjx9fUVERGBiIazFTY9iWL1+OFEIAQERERF9fX1NTs7OzMz8/H0vcqKioODk59e97odFoISEhBgYGra2thw8ftrOzGz9+PAAoKCicOXMGa1Nygd0pdnZ2r1+/zs/PB4ApU6bg/KIlS5agDJY//vhj48aNqP+tW7daWlqQkGJOTo6VlRXqnJ+fP3z4cAGTZDAYFhYWuFJcU1PTgQMHsE3VOyQkJExNTR88eAAAYWFhN2/epNPpzc3N7e3tYmJiHR0dqNu2bduQ0iiBQCAQCAQC4fsgJrzCY7+gpqampqb2448/op+1tbVIXtDe3h7V1woODsZWCgBUVVXxKtAXFhZevnx5+fLlXMeReWBiYnLo0CFjY2O+AoJsNpvq2eBl4sSJISEhGzdufPz4MQAUFxcLaag0Njb++eefONLMzc3Nzs4OJWfX1tbq6ek9ePAAl9B1cXHR0dFBUjDYAEPXwYFnXV1d7969Qy4LKnp6elgnvh/R1tb29/ffsGEDm81evXr1ixcvUAngBQsW2Nvbo1R4KiwWC+fMLFu2DNf+ohpRixYtWrduHYvFSkpKCgsLU1BQYDAYbW1tsbGxvK9PMI2NjXPnzs3MzASApUuXRkVFsdnsI0eOODg48M0tER6qjCPy1eB3gRr6+vo7dxLnNYFAIBAIBMJ3RaS7JOnOzk6aQMTEeh82hiN8JCUlBwwYMHLkSBRvw2Qykadl8ODBv//+O6rsRKfTVVVVp0yZ4u7ufvXqVZSasm/fPt7LdnV16erqJicnm5mZ8bVSukNOTm7kyJErVqyIjY19/vz5hAkTcAIJdecqmJ07d1LzYVAGBf4ZHh5OFfpQUlKaMWMGamNVGQDA7iBbW9tp06YNGzaMTqerqKhMmDDB3t5eSUlJVFS0oKCgf+XqMR4eHkgn5NWrV0ePHsXHAwICeE2jpKQkFOc2ePDgH3/88erVqwBAp9OpMXsqKipz5sxBryY6OnrRokXoOM5mEZLm5mYrKytUQ8zDwyMyMhKtLYvF8vDw6ONqUEVUpKSk5OTkREVFJSQk8J/Qhw8f5s2bh7RiCAQCgUAgEAjfBxFU7xXTl3Th0aNHA8DAgQOpB1EwT3chPWfPnm1ubs7NzR00aBAAJCYmIsNpw4YNDg4O165dKysra29vr6mpSU1NPXPmzOLFi1EETm5uLtXTgm4NAN7e3nQ6nfdGWLfRwMCAw0NjY2Nubu7FixdtbGyQ7CAKTIJ/T1vn+4AoRAoAVq5cyXVTAwMD1Bg1ahSvUCCOp6Jqd2DRQyMjo5SUlMLCwvb29tra2szMzGvXrtXV1bFYrKqqKmr6uKGhIU04du/eTZ3AtGnTUGPcuHH47mFhYcho9PX1zc3NRcfV1dWR+iRQKrNZWFig1SsvL//zzz/r6uoAYMGCBVTddwBYsmQJakRGRp4/fx4NwcIskydP5nA4t27dgn8v8IUlJqdPn97S0oLzjlxdXQMDA2k0GgqQ43A4KSkpaDV6tw5MJhPH4Pn6+jY1NTU2NrJYrI6Ojra2trCwMBQ9+OLFC2RCEwgEAoFAIBC+D2JBQUE4Q50v48aNQ5FaXV1dSLsdANTU1KSkpFDb0NDw3bt3BgYGCgoKfZwNrrorJSWFcht4wb6OrKwsDQ0NrrMrV67kNRgAACerNDc3s9lsviLoX758wdnz2JEiJycnzMylpaWHDh3KdRDvvLHFwvcslUmTJqGGr69vZWWls7OzsbFxv2s7CkBfX9/b29vb27ujo2Px4sUTJ05MSUmprKzE5h+1uDAGJ6usWLEiMzMzODg4OTm5srJSWlpaW1tbTEyMxWJlZmbm5uZyVUJD1NbWiomJUd9maWkpaiQkJDx+/Jhajrl/V4PJZPr4+ADAqFGj7O3tqadoNNqqVavYbDYScjlx4oSXl1dfHIkEAoFAIBAIBOHpedc1d+7cgwcPAsDnz5+xTF5ycrJg0cOCggK0ef2qgBn8bXv9+vU9dkYJHkKCygcDQFlZ2Y8//hgSEsKridHU1IQTu8eMGYMaXP6B7pCSkhKwgZaWlhZynuPHj/fy8vL392exWMHBwcHBwbq6uubm5qamphYWFlwSh4h79+4JEDo8cOAAEitE7QMHDvD2efPmDfVtbt++PSoq6s2bN1lZWVlZWeggfo8PHz7MzMykrl5jY+Pt27cBQEREJCAgICEhAcditbe3o5rRiMjISK7aWV1dXaWlpaGhoba2tnytx4yMDFRsgE6nd3R0hIaGrly5kq++jeB1oEJ9p0pKSnv27Nm0adPixYux2AtfGhoa0tPTeT1jBAKBQCAQCIRvgdjo0aPNzc3x7+bmZlQDV15eHmmf925nVlBQ4OvrCwDdKZrzhcFgCN+5sbGR73FFRcVly5ZRj3z58qWoqCgxMRH9zMzMNDc3j42NFSCxgr/o45ix74afn5+5ubm3tzeKtiosLCwsLLxw4QIAGBkZeXp6Ojg4UI0iauoLL9RMfSGRkJCwtrZGojEAMH369GnTppWXl4eHhwNAW1ubtbV1RkYGjhKMjo5GZkxXV9eff/4p4MqXLl3y9fWlTj4tLc3ExMTU1PTEiRN8hyArJSQkpKmpadu2bQDg7u6ekZGBEv2pCF4HwVDTVARQVFREDBUCgUAgEAiE74OYubl5YGAg/l1SUoIMFRUVFerx7wNOss/Ly8Mlbr+WQYMG8c48JydHX18fACQlJdvb29va2mxsbLKzs7tLnkFW0PDhw1Etsu+MpaWlpaVleXl5XFxcUlJSamoqSrjPzMxcsWJFTExMdHS0kBFQaAsuKytLzYRBFBQUoFg+LvWS6upqqna7pKSkj49PYWEhMlRQhx07duCEeFzvq0dKS0tfvHiBs1wAYPTo0dXV1YLrqoWEhKxZs6azs/PixYtv377Nzs4OCAjYsmVLPy64gFUCgOLiYlQTua2trR9vSiAQCAQCgUAQwFcE3KuoqHyjYlMYdXV11Pjw4UOvDRXB6OjoDBw4MDk5mclkurq6JiUl4R0/fkAfHx8UoTRr1qxv+ryC0dLScnNzc3Nz43A4Hz58CA8PDwsLYzAYMTExkZGRyN8FAEVFRd2FPLFYrOLiYgCYPHlyQECAsrIyDt4DgI0bNyKDhMtrdPLkSSaTCQCKiooNDQ3x8fG///47jraSkpJiMplXr17dt2/fsGHDysvLUTaRuLg4Sl/x8vLi0jZpaWlRU1ND1zxz5gzVUJGRkREs8mhkZIRSRMTFxYODg1HtBx8fH1QRjtpTwDpwQV2HioqK9vZ2tEpz5sxB5aS5cHZ2RuFzwhSqJhAIBAKBQCD0C/9ZmcGTJ08+ffo0ADx9+tTGxoZvn4iIiJKSEnFxcS8vL1Sq+KsQERG5cuXKDz/80NjYmJKSkp6ejvPXEZ8+fcL+BFdX1++8ApGRkc3NzaKioi4uLtiCotFoo0aNOnr06KxZs5DSZWpqKjZUbGxseLVWuEhISNDX19+1a9f+/fsF9+RwODdu3EDtgIAApDG/cePGO3fuoINaWlp5eXldXV23b9/euHEj9qtISkoiQ2XVqlVc1xwwYICFhUVsbCwA3Lx5MywsjDdwqzuoJQdMTU1XrVoVHh7e2trq6el58+ZNak9h1gFBXYetW7deu3YNtfnqsXA4nNevX6M2b17T/3W2jLkvuINXTpbgDuERk6AnkiJqv8fDrPweNyEQCN+fgNKtf/cUviOlwnTqYUGGevV8iR5XdYP20T5eAQBa7RP6viTq8+h9v8h/CNX3Or7DXa686kEjscf/+/cLwry4Hhfk6zb6U6dOpdFogksYNzY20mg0nJWOgovevXtXUlLC2/nChQvDhw+XkZFRUlIyMjJKSkpCG9OAgAAsQE69taWlpYuLi6+v76VLl4YOHUqj0R4+fPjVC6eu7unpidrnzp2jnjIxMdHQ0EBxX7Nnz0Yb09mzZ9NotPnz5+MH1NPTk5aWVlRUnDJlCrVKclxc3Pz589XV1el0+ogRI5YuXdrdHDgcTnZ2NmovX75cWVl54sSJTk5OgYGB7u7ua9asefv2Le8oXBmZWjS5fykqKiooKAAAfX19BwcHZKo1NDTgFcO1ueLj4zkcDq73hcoV6Ovr842mW7t2LWq0trYmJPT+n61Dhw6hVPiYmBgajbZ58+Y+evmo6Ux6enq8HW7evIkMlUmTJvWleDeBQCAQCAQC4av4ezwqHR3/tJ8ePXqEGm1tbQ0NDS9fvkQ/mUzmwoULIyMjufaOT58+RXrhQmY/d4eDgwMK7sL1iLu6ulJSUnAGuYyMDJcNA/8yD1paWpDACJPJxPqMAODm5kbVvC8oKEA7fl4aGxutra1xyd22tra2trb6+noku47YsWNHbGws1fPQ0dGB6hMAgLGxMT7O16RBnDhxYvPmzQDw8uVLrPciGHw1CwsLADh8+HBcXNzHjx/x3JSVlaWlpdva2t69e/f69WvkxBgwYABaHDSKlxkzZqAixQAQGRmJ/EIAwGAwnj9/jtpmZmaCw8AAQERERFZWFhWPlpOT27dvH/Y7CVgHAVhaWuLJJycn29nZIRkZAOBwOLGxsW5ubugnV70yAoFAIBAIBMI3pf8NFVlZ2fT09MePH6PUAnV19erq6uHDh+PyX2w2G+/5aDTauHHjhgwZoqWllZ2dje0WAHj58uW4cePmzZtnaGhIp9ORZYKrDCM0NTWxQIqQVFZWoq0nyqovLi5evnx5c3NzRkYG9o3QaLQ7d+7o6OhQB5aXl3/48AEApKWlT58+3dHRcf369eTkZHS2sbExJCREQUHBxcVl/PjxFRUVgYGBuNoy9as/m81evHgxVRhk2bJlOjo6aWlpVFfD/fv3R4wYsXDhQg0NDTabXVJScuvWLVTCS0tLy8nJSZiHzc/PR48zePBgf3//e/fu5eXlNTU1aWhoTJ06la9bBluASIJTQUHhzJkzWJsSXU1NTa2kpKSiogIXPjY0NET2BhrFi5iYmLKycnV1NQDcunWrpaUFSWrm5ORg51t+fn53tQ0QDAbDwsICu9qampoOHDjAlQ/ztUhISJiamj548AAAwsLCbt68SafTm5ub29vbxcTEsEW9bds2pDRKIBAIBAKBQPg+9L+hIiIioqenhwO9kEAenU7HzoFjx45hzwmHw3n16tWrV6+Ki4uHDh2amJjo5OSEZSU7OjpiYmJiYmK4bmFiYnLo0CFjY2O+momCYTAYVL8HAFy+fJmrj6qq6owZM7gOZmdno4/3ioqKKA3Dzc1tyZIlUVFRAMBisfT09B48eICL5Lq4uOjp6dXW1sK/R2plZ2ejbbG2tjYqgmxnZ4csgYiICGdnZwAQFRVls9mlpaUnT57kmsaYMWOuXbsmLy8vzMMiq0NMTMzAwADNBFFcXIzSx3nB3bCw5oIFC+zt7dFj4lPo/V65cgUd0dHRQYYKHsXLoEGDkKHS1tYWGxu7fPnyr3pxjY2Nc+fORY6dpUuXRkVFsdnsI0eOODg48M0tER7k50FgoU8AQL47ANDX19+5c2dfbkEgEAgEAoFA+FpEgoKCaBSwG6GwsPBbiHAzmcwjR44AgJqa2uTJk2VlZQcMGDBy5EgUbzNr1qxr166hFHlNTU1U2YlOp6uqqmLPia6ubnJyspmZWS+slO6Qk5MbOXLkihUrUAnj7lK9uVIUaDTa1q3/P5MsPDycKuWhpKS0cuVK1KZqU+JoMexJwDg5OWloaIiKiiorK/v4+EybNm3YsGF0Ol1FRWXChAn29vbx8fGvX7/mm0rBF2SodHZ21tbW6ujouLu7/+Mf/1ixYgXXzp5aLKu1tRXPHx8MCAig/sQlm5FVM3jwYAUFBd5RXKioqOA2TsEXkubmZisrq7S0NADw8PCIjIzctGkTALBYLA8Pjz6mqVDDCKWkpOTk5ERFRSUkJPAf2IcPH+bNm/dV0qUEAoFAIBAIhD7y1VWzBPDkyRMOh1NR8W+lBvbv38/hcHD+QGJi4ufPnwFg69atz549a2pqam5uzs3NxSFDpqamqARtZWVlVFRUeXl5R0dHbW0tDvr6+PHjuHHjnJ2db9++jb95P3nyBMVlIb58+RL/L5Ayup6eHuffwV/0r1+/3tjYmJube/HiRQH7bAD466+/uB4Q11AeNWoUrxQgtgdwKjkAYP11TU1NNBMcWEWj0T5+/Mhisaqrq/fs2ZOSklJYWNje3q6urv7y5cuoqChLS0sRERFa9+zevRvfiMlk4tizX3/9dcaMGX/++efhw4fv3r0rLS39yy+/oOArAHjx4gV1FGrIyspmZma6uroOHz586NChADBx4sSDBw+eP38eG41paWkcDqe8vBxv4qmjpKSklJWVjY2NDx06xGAwqKPu3buH2pMnT+ZwOLdu3YJ/L/BFpaWlxcrKChl4rq6ugYGBNBrtyJEjaPVSUlKQp8vQ0JAmHN2tkq+vb1NTU2NjI4vF6ujoaGtrCwsLQ9N+8eIFMrAJBAKBQCAQCN8HsZ9++gkbCVFRUQ0NDYqKivb29gCAPBsFBQWoshM1UaHX4NwMKSkppL/Bi+C4JiaTmZOTk5OTExERYWRkFBISwls0tqmpCfsrkpOTp0+fznsd7DqQk5MTZubS0tJov04F760NDAx4h/DdeeNqyL6+vpWVlc7OzsbGxkKqN34VTCbTx8cHAHJzc0NDQ5HEOwC0t7fX19dnZGRgq+zEiRNeXl7IgYbnfPHixStXrvCOOnPmDC4+RqfTuZ70q0ZhamtrxcTEcD0xKp2dndTCAwDQv2uFVunBgwfPnz/38fFBK8aXI0eO4FUiEAgEAoFAIHxrxDZv3oz38U+ePGloaBg0aFBwcDDuUVBQgIpN8W7TewH+er1+/foeO8vIyODoqZs3b1ZVVYmIiMyfPz8zMxPlsWRmZpqbm8fGxs6ePftrZ4I8LQCAyt32iJSUlIAtsrS0tJD3HT9+vJeXl7+/P4vFCg4ODg4O1tXVNTc3NzU1tbCw4BIxRNy7d49XyjA8PNzf3x8AHj9+jG0A6rMoKSnt2bMnODgY1wqzsrKaNGlSc3PzzZs3S0pK6uvrUTJMQ0NDeno68gjhuls4OotrVFlZGa46gH0yvRsFAF1dXaWlpaGhoba2ttjXRCUjIwOZPXQ6vaOjIzQ0dOXKlVh9ssdV4gvvKqWnp/c4qrm5Ga8SgUAgEAgEAuFb870/DzMYDOE7y8vLBwYGovbr16+rqqrU1dVjY2M5HM6jR488PT2zsrLa2tpsbGywJomQcDic9+/fozaXLvt3wM/Pz9zc3NvbOyMjAwAKCwsLCwsvXLgAAEZGRp6eng4ODlSjiJr6gnjz5g1WpRw6dGh3+h7V1dWoPLGYmFhMTAyWgvH393dwcLh+/TqOnSsqKkJbcKp0fXejkLAjUDJSejcKANLS0kxMTExNTU+cOMH3EZCVEhIS0tTUtG3bNgBwd3fPyMjgzSPiXSXhQWkqsrKyEyZM4D374cMHVG8NrxKBQCAQCAQC4Vsjwjcs6tuBP73n5eVxugFnm/D6OlA0Go1GmzZt2tOnT1FtLiaT6erqSs2oVlFRwVfj+4AFBQUoVWb48OE4Nfx7YmlpmZ6eXlZWdvbsWTs7Oxx9l5mZuWLFikWLFvEmiKNskPj4eBcXl0mTJrW1tfV4l5MnT6Kck23btmHLAQAkJCTCw8Op5g2+2siRI/FBwaNUVFRwDn3vRgHA6NGjq6urnzx5IkBLMSQkZM2aNZ6enoaGhgCQnZ0dEBDQj++is7MT1UCbM2dOCj+Q6iV1lQgEAoFAIBAI35rv7VFRV1dHjQ8fPuBM9N4hLS195cqVH374obGxkarVKAxYT33WrFnfeQWoaGlpubm5ubm5IfMsPDw8LCyMwWDExMRERkY6ODigbkVFRV++fPn111+pOjOYgoICXP5YWVkZOzfKy8tx+WBUT5nKgAEDlixZcvToUfRTTU0NNajJNnxHTZs2DcV3UR0jvRsFADIyMoJFHo2MjJAgj7i4eHBwMCq04OPjgyrCUXuiVRJm2amrVFFRkZ+fjzxL3ZU5xvWy8SoRCAQCgUAgEL41ggyVrVu3Hjt2DP9EEh9A0Zeg8vHjx+HDh1dVVdHpdB0dHSzvyMXkyZNPnz4NANu3b7exsWlpaTlw4EBkZGR5eXlCQgJKNeEVTukOdXV1T09PJB9JFfoAgKlTp6ampmpqalKLdM2ePTsxMXH27Nk4JyE+Pl5aWppOp+vr6+MP5wAQFxd39uzZ9PR0BoOBcif4PjUmJSVl3LhxxcXFYmJiOjo6BgYG1MrFVCIjI5ubm0VFRV1cXHB8F41GGzVq1NGjR2fNmoVU21NTU7GhYmNjgwTg+UKVfNm1a9f+/ftR293dHem06Ojo8BVSnD9/PjZUcEECasiZlJQU7yicTU7t2btRwkAtSGBqarpq1arw8PDW1lYU6LVp06Zjx46hawpeJSrUVdq6deu1a9dQGxWn5oLD4bx+/Zprlf5rOJZt1VOXg4JPr1qZ1uNdwiMm/d0PSiAQCP9D+NuP7bFPKyT0cJE+XwEA1OfRe+zzP0WP/9s9vDOp73epvtfR94t8n3fX4136Wp64ra0NWQINDQ2FhYVtbW0NDQ0vX768c+cO6oALQCHmzp2Li4m9e/fOwsLi4MGDOMMeHff29hZ+Ang3T62xK5hXr141NjaidmlpKZPJZDAYz549W7VqVWFhIQAwGIz58+fHxcXV1NR8+fIFRU8xGIz4+HiuS1Gvk5WV1dTUVF9fn5mZeenSpTFjxly9epX37hEREe7u7mvWrMElm6ngtHi+svFfxdix//x3SkxMjK/SCJJfBAAJCQkceUXd62OHDIbFYiExE+qz93pUL9i5cyfOubexscFWSq9ZtmwZbvMVqLl58yYyVCZNmiQgPo1AIBAIBAKB0L8IMlS2b9/+4cOHc+fOoZ9+fn4o1RhZGgDAZrN/+ukntPWk0Wi2tra7du3avHmzubk5vsixY8eou2RlZWUU/cVms83MzLD6oaampqysbGVlpY2NjWDfBRc4yYRLv4WXrq4upDteV1eHjixcuDAsLOzMmTPYKfHp0ycAaG1tVVBQ2Lp1a2Rk5KFDh/BHfTc3N+rc2Gy2o6MjaktISDg7O+/bt2/Xrl1z5sxBB2NjY3mngdO1d+zYgfPLER0dHbhCl7GxMT7+9u1b3kyeuXPnorPl5eX4IHYUAADWLcnPz/f29qaGRSHpEqzu8uXLF5x9QVU/3Lt3L7VKAYfD2b17N84g+vTpUx9Hwb/MPwQuGN0dDAZj6dKl+BVkZ2dj1ZfuVokv1FWytLTELqA//vhj//79ZmZm6urqUlJSw4YNmzFjxurVq/FzAYFAIBAIBALheyEo9EtNTU1NTa2kpAT91NDQQFs6/A372LFjSUn/dFENHz6cGrJ14sQJVG/q/fv3a9asmTZtmo2NDVIs0dbWRpVqGxoaREREpk6dampqKiMjExAQEB0d3dHxde4qFDT1+PFjfKSystLNzQ37Rtzc3JA0e0ZGBq6QCwBHjhzB0Vlubm5LlizBwWNiYmJZWVm4ilRcXBxKDiktLS0pKdHV1UXHs7OzExL+6fdctGhReHg4vnhERASOlOPC0dHx6NGjXV1d9+/fHzFixMKFCzU0NNhsdklJya1bt1B1KS0tLScnpz6+Wlx/GQAOHDhw+fJlCwuLQYMGVVZWvnr1iqsgb01NDSo/jcTmEc3Nzaampu7u7kZGRk1NTdeuXUtMTAQAcXFxZGL1cRQA5OTkYMWb/Px8viFqiMbGxrlz52ZmZgKAhoZGVVVVSUnJ/v37/fz8+rJKEhISw4cPRwlOXJXHiouLUZI9AKxfvx5bhgQCgUAgEAiE70Dvk+mZTCbS6kYbUAkJCepZZ2fnf/zjHyh+6fz58+fPny8uLkaGClUuo6ur69GjR9QccVFR0WXLlv3+++/Cz4QrP5vBYISEhKB2a2srblNxdXWl5pDQaLStW7diQ0VRUZFa65ZaCTcvLw8bKtgdBABcj+/k5PTbb79VV1dzRb4BgKGhYUREhIeHR0tLS2lp6cmTJ7k6jBkz5tq1a4JVL4UBOygGDBjQ0tJSXFzMtRQSEhLa2tr5+fnUzrixdOnSa9eutbS0cCmy6+rqqqmpoWfv4yjhaW5utrKyQvFjHh4ea9asMTIyYrPZR44ccXBw6C4JXkiEKZmdlpbW3t7OV8GTQCAQCAQCgfAt6H2OSmJiIqrwy2UnIBQUFOLj43F94WHDhnFt5QFgw4YNqHYTnU5XVVWdMmWKu7t7Tk7Ob7/99lUzoQoIdoecnNzIkSOx9rmXlxdXB2oJMt6pYqgOH74ChQgajfbx40esfogxNDSk0WgrVqwQkIKSnZ2tr6+/e/fur1oEXnBYVGRk5MGDB2fOnInegoKCwoQJE7y8vAoKCkaPHo364HAsPMrZ2fnFixerVq3S0dGh0+mKiorGxsZHjhx59eoVXsY+jhKSlpYWKysrZOS4uroGBgaOHTt206ZNAMBisTw8PFBsIVpbYaCuLZPJxClSc+bMmTFjBnWV5s2bh/66Xrx4wWV6EQgEAoFAIBC+KXw8Ku/eveOboIxjmSorK6kddu/ebWhoyGKxDh8+jI7o6+ujBIl58+ahzTqbzcZSIZjffvsNVyumkpOTw3vwyZMn3T0D/kL/4MEDCwsL1Oaq+pWTk0Ot6cQl8igvL4+z2H/55Zfr169Tzz58+PDq1atLly4FgFevXklKSk6aNElJSWnSpH/WMhITE5OSkkpLSzM2NqauzJIlS5YsWfLtXp5g8Od/Npu9Y8eOHTt2cHXYuHHjzZs3URtbGnhUS0vLnDlzwsLC0M+CgoIRI0akp6c/f/68qakJHaTT6byjmpqacBScurr68+fPUVIT7ygAmDx5MofDiY2NtbW15euv6OzstLa2Tk1NxUfQCh85cqRfLAcmk+nj4wMAo0aNWrBgwdWrVyMjI798+fL58+f29vYBAwZ4eHigP+wTJ054eXnh8mUEAoFAIBAIhG9KP+y61q9f32Mf3vx4ERGRM2fOLFy4cNy4cX2cAE7G4BWIFJLGxkZcjSo5OTkzM7O7QrQoozo5OXn69Onjx4/38vLy9/dnsVjBwcHBwcG6urrm5uampqYWFhZcKh+Ie/fuCan10etnwWB9EmqySnecPHkSlUAQZhQ+hX1Z1FG44BsAlJWVpaammpmZ8R2Fqa2tFRMTwy4XKhkZGSh8jk6nd3R0hIaGrly5csqUKf21tkpKSnv27AGA/Px8ExOTV69e4VPv379///49AMjJyTU1NTU0NKSnpxNlegKBQCAQCITvQ7eGipycHCppVVZWhraes2bNotZvvXv3LpLpEAbeVI2urq69e/fq6Oj00VDhcDhoNwk8fpLukJSUxKWcAODLly81NTXp6ekfP34EgLq6OnNz89jYWCTqIhg/Pz9zc3Nvb++MjAwAKCwsLCwsvHDhAgAYGRl5eno6ODhQfSzU1JdvDdY0FMZQiYmJiY+Pt7S0FGYUKp4GlKg/qn7ivXv3qJ0jIyORocI7CgC6urpKS0tDQ0NtbW35htKhv5yQkJCmpqZt27YBgLu7e0ZGBjVxqO9rW11dPWvWLBQDNnTo0AULFsjLy7958yY2Nrarqwv7goqKioihQiAQCAQCgfB96NZQUVVVDQwMBID4+HhkqDg4OKxcuRJ3qK2tRYZKXl7eiBEjPn/+jHeryOGA2oaGhu/eveu7f6A7CgoKUKoMrlPcIzIyMujRqDCZTGlpadRua2uzsbHJzs4WUIQKY2lpaWlpWV5eHhcXl5SUlJqaigyezMzMFStWxMTEREdH91Hro3eMHDkSNbBeChdc4iq//vrr27dvhRmFanypq6srKChw3evJkyeotNeMGTOSk5MB4Pr16wEBAWJiYryjACAtLc3ExMTU1JSr4haVkJCQNWvWdHZ2Xrx48e3bt9nZ2QEBAVu2bOnHtXJxcUFWyrp1606cOIHju9LT02fOnIkTir42u4ZAIBAIBAKB0Gt6H/qF00s+fPgwYsQIFRUVvqqC35o//vgDNWbNmtWX62BbYuDAgZ8+fWIyma6urklJSVw2RkxMjK2tLe9wLS0tNzc3Nzc3Dofz4cOH8PDwsLAwBoMRExMTGRmJVSmLioqEDE9SVlbGhl/vMDQ0RA1cQpoLbIpISkq2t7eXlZX99ttvnp6egkc1NDSgjTu+PrWNK6H5+Pi0trampaXV19fHx8cPHDiQdxQAjB49urq6Wk1NrbunMDIyWrNmDQCIi4sHBwdPnToVXRyVYaD27N3aVlRUvHjx4u7duwAwZ86cU6dOYZkgADA2Nj569Kibmxv6KWCeBAKBQCAQCIT+pfdVvyZPnowaT58+7a5PREQEEgb5Rnz69OnUqVOo7erq2i/XNDc3R6WBU1JSuMRGuIiMjAwODg4NDaVaaEjX5ejRo5cvX0ZHqIngNjY2+sKBn6vX6Orqoli4V69eVVZW8nbACjm//PILcnkFBQVVVVUJHoU0MQEA659Q74UKG2hra5uZmaHyA2ih4uLieEcBgIyMjODdPzXD3tTUdNWqVegu2KDq49pu3br1l19+Qe0tW7ZQrRTE0qVLcfZ/d5lLBAKBQCAQCIR+p/celblz50pJSTGZzICAAA8PjyFDhnAV2iooKHBxceFKo9+6dSt14+7s7IyKiRUXF2MRQMzHjx+HDx9eVVVFp9N1dHRMTEw8PDywaEZra+uSJUtQEryCgsLEiRMXLVp048aNlpaWAwcOoKSRr5WPBAApKSlPT0+UNH/u3Dlc2guxcOFC/IAREREPHz4EgDVr1lhbW9+9e7e6uvr48eOxsbFlZWU4fAgHDsXFxZWVlQk5jaKiIjs7u/z8/OLiYjExMR0dHQMDg61bt+KCwj1Co9F++eUXVLHqypUrVN0YAGCxWEhBBQDmzZs3Z84cJycnDofj4uJia2t7/PhxvqMAAFkvIiIiCxcu5HsvAFixYoWIiIidnd3mzZs5HM7t27eRVj3XqF5w6NChmJiYhoaGmJgYGo22adOmY8eO9SWybvHixdeuXQMASUnJmTNn8nZISEhAf0WTJk0aPHhwXyb/f5GA0q19vwjAI8GnZ1X1yXmI0Pbq+zUIBAKhT7RuS+jjFWSOzPk+U+37jfr+sP+DZDq9EdxhVl/lvoXi8quKv3sl/vW8PW0AvsKjwuUbUVZWRk4MJpO5cOFCrprClZWVNjY2vMW+hKG9vR01GhoaCgsL29raGhoaXr58GRQUZGBgsG7dui9fviQlJU2ZMuWvv/4CABkZGSzC2NjYaGFhcfDgwV6YKBgcqdVd+BNiwoQJuM3hcNLT08eNG3f48OHc3Fwmk9nc3IxOFRcXd3V1ubm5zZ8/Hx9EiIqK3r9/n/PvMBgMU1PTK1eu3LhxIysrq6mpqb6+PjMz89KlS2PGjPkqkZlNmzZJSUkBwN69e5GpgGe7e/dunC6voaHh6OiIlNfz8vJYLBbfUQiUWe7g4MBVumDjxo3YYEDWnaam5rRp09ALRX8evKMYDEb8vxBGCFJERARVvgYAOTm5ffv24Zu+ffuWIxz79+/HF8Qp+O3t7b6+vtTgMQ6Hc+vWLRz3hWxXAoFAIBAIBML3QayiokLwd2KcYn7hwgUlJSVJSUkbGxukMe/n5/fw4cP379+/fPly3LhxqOxsc3Pz8uXLo6OjkamgrKxcV1eHr7Z9+/bk5OSXL1+in35+fugTu6amJjrCZrPd3d1x/6FDhyopKbFYrNra2qqqKgAICgoKCwvDxoyMjMydO3e8vb0BgMPhuLq6UgXje/etHeXl19XVFRcX19TUdBeb5OjoePToUVSW6uHDh8nJye3t7ePHj5eTk3v58iW2SVJTU6dOnfrs2TMFBQUXF5fx48dXVFQEBgaWl5ez2Ww3N7fCwkJc8IrNZi9evBg5neTl5X/++edhw4a1t7enpaUlJCQAgL+//8SJE3/++WdhHmTgwIHHjh3z8PBobm42NTV1d3c3MjJqamq6du1aYmIitSeNRgsJCTEwMGhtbQ0KCtq+fbu/vz91VEFBAe6sqal58OBBrnuVlZXhELilS5eiUdQ/Lb6jcnJycDBYfn6+4OoFDAbDwsICe6WampoOHDjg5+fXi1eMoT7XgQMHLl++bGxszGazq6qqPn36VFRUhE5t27YNGXIEAoFAIBAIhO+DWGJiopOTID/TmDFjFBQUGAxGTk4OcqEUFxcjQ0VGRiYlJWXRokWPHz/u6OhAlklTUxNKzxAVFV27dm1iYiLVUFFTU0Nf6xEaGhrUkscAcOzYsefPn+OfJSUlOJUCg62UiRMnhoSEYM9GUlISg8EwMTE5dOjQjh07nj17JkBjXgAoz+Tx48foYbszVAwNDSMiIpydndlsNv4STxXiQOsGAM+ePdPT03vw4AH+fu/i4qKvr19TU1NaWlpSUoI9QtnZ2Q8ePACAsWPHJicnU6uloXsBwLlz54Q0VADA3d29rq7Ox8enpaWFSyFRXl4eq8cAgLa2tr+//4YNG9hsdnx8/J49e/bu3cs7SkZG5v79+7yaJ7///jtePd5RAHDp0iW+SilC0tjYOHfu3MzMTABYunRpVFQUm80+cuSIg4MDjgbsBTj+TUZGprW1tbi4uLi4mNqBRqOtWrXq0KFDvb4FgUAgEAgEAqEXiGRlZfE9UVhYSKPRaDSaoqIi2m1jdHR0aDQaysFQVVX966+/bt26ZW9vj3KORUREpkyZ4u7unpOT87UZ4UwmU0i5cTk5udjY2OfPn1PjrxgMhq6ubnJyspmZGW9W9FeBtT6w+gdfHB0dTU1NUVtRUZFOp6uoqEyYMMHe3j4+Ph6ZHIjw8HCq0IeSkhLWcsnLy8PHsTto48aNXDWdnZycNDQ0REVFs7KyvqrA2u7du1+8eLFq1SodHR06na6oqGhsbHzkyJFly5Zx9fTw8EA6Ia9evZKQkKCOQgUGAGD27Nm8eTKdnZ1Xr14FADqd/vDhQ+q98MDu/tKEobm52crKKi0tDU0yMjJy06ZNAMBisTw8PPpSbg7/bS9fvpyvkAuHwwkLC+t7bQMCgUAgEAgEwlchcuLECdq/ePfuXS8uMXr0aFtb23fv3k2cOBEANDQ0UlNTz5w5010Yz5MnT+7fv8/3VGJiIhJFOXz4cHcJBihSqKmpydjYmHdnWVhYKCkpSaPRUPRUZWUlejScEz9kyBC+CiGSkpIdHR33799fsmRJfHw8dsWgVPglS5ZwOBxsk1DByoOZmZnt7e21tbWZmZnXrl2bO3cuVhcZNWoUr1AgPktNp8FPhPL1qdBotI8fP7JYrKqqKhqNFh8fjxbE0tKS1hPGxsbh4eHLli1rb2+/dOnShg0b3N3ded1NoqKiYWFh6Livr29ZWZmIiIiIiAg1go6vVRAfH4/8ZkgqEY+i0WjY5IuMjOQdOHnyZJQKAv9e4ItKS0uLlZUVMuFcXV0DAwNpNNqRI0fQ46ekpKDpGRoa9rgOiN27d+OL48SYc+fOsdns4cOHjx8/XkNDg06nDx06dNCgQejs5s2bBScsEQgEAoFAIBD6l56rfo0bN+7HH38EgPb29osXL6KDP/30k+DMloKCAqRwgsO0hAEXBJOSkkpJSeHbB298s7KyhA8lwhkjZWVlP/74Y0hICG+p2aamJpwvgfQ6AAAFufWItLQ0b9UyvPM2MDDgHcJ3X44NKl9f38rKSmdnZ2Nj437Ui6ypqbG1tWWz2UjfkBd9fX1vb29vb++Ojo5Fixbh4/g9Pnz4MDMzk2v1sJqNpKTkpEmTUN4OGoVT9jMzM3Nzc3/44Qfem9bW1oqJifF9m52dndbW1tRKcf2rnknNnldRUaGmrFBjDjkczo4dOwSXqyYQCAQCgUAg9CNio0ePNjc3x7+bm5svXboEAPLy8qj41Zw5cxYsWAAAnz9/xobK5s2bsfY8XwoKCnx9fYGSJS8MePe8fv36Hjuj8lO8KCoqcgU1ffnypaioCKePZ2Zmmpubx8bGzp49u8eLc8VfdYeUlJSADTQuSNAj48eP9/Ly8vf3Z7FYwcHBwcHBurq65ubmpqamFhYWXBKHiHv37gkpdKioqHjx4sUeS7Ft3749ODgYi6hYWVlNmjSpvLw8PDwcANra2qytrTMyMrCl2tjYePv2bQCg0WjojwcA9PT0tLS0Ojo63rx5g8Pnzp49e/LkSeq9urq6SktLQ0NDbW1t+UZeZWRkILOHTqd3dHSEhoauXLlyypQpfVwH3lcjKiqKvHlDhw5FfqE3b97ExsZioysjI6OoqIirahmBQCAQCAQC4RshZm5uHhgYiH+XlJSgvaaKigr1+PeBKxlGMNREcCqDBg3inXlOTo6+vj78S4W9ra3NxsYmOzu7u/i00tJS1Pj+G1M/Pz9zc3Nvb28kBVNYWFhYWHjhwgUAMDIy8vT0dHBwoBpF1NQXwbx58waVRxNMQ0MD2rKj5Tp79qy2tnZBQQEyVACgurp6x44dOJQrOjoa+VuoUWE5OTlcFasBICwsDIUa4iNpaWkmJiampqYnTpzgOxlkJ4SEhDQ1NW3btg0A3N3dMzIycMRdL9aBCipVBwDIflu3bt2JEyewBk56evrMmTOxEs7Lly+JoUIgEAgEAoHwffiKjHMVFRWcKCLYndJrZGRkUCMvL69HNYzeSdHr6OjMmDEDAJhMpqurK3VvjR8wLy8PWUGoTvG3eFLBWFpapqenl5WVnT171s7ODmdKZGZmrlixYtGiRcKnj3M4nPLy8vj4eBcXl0mTJrW1tfU45OTJkzhtpr293c3NjXo7VLTt6tWruHQvrvfVIy0tLTdv3qQeGT16dHV19ZMnTwREEoaEhKxZs8bT09PQ0BAAsrOzAwIC+mupqYbHnDlzTp06ha0UADA2Nj569Cj+icPYCAQCgUAgEAjfmt4r038L1NXVUePDhw8jRoz4FrcQERG5cuXKDz/80NjYmJKSkp6ezqU9D5SMi1mzZv2Nq6GlpeXm5obshA8fPoSHh4eFhTEYjJiYmMjISKxKWVRUJCDk6ddff3306JGwtwTgcDg3btxA7SFDhpSVlcXHx//+++842kpLSysvL6+rq+v27dsbN24sLy9H2UQ0Gg3ZM3zlUPT09HJzcwHg5MmT1NQXGRkZbJ3yxcjIaM2aNQAgLi4eHByMcod8fHzs7e25AuEErwMVZWVlVdV/KqFSSxtv2bKFt1jcsmXLtm/fjkIBFRQU+vhOCQQCgUAgEAhC8nWGytSpU1NTUzU1NXlrUmEaGxupsT0o1eHdu3clJSW86eYXLlzYv39/VVUVnU7X0dHB7ounT5/a2Njw3nrRokXz58/Py8tLTU0tLi4uLy9PSEgQkGrCF3V1dU9PTyQ0fu7cOaqhgu6Cd6vIaTN79uzExERra2v8gHp6emVlZXQ6XV9fnxqBFhcXd/bs2fT0dAaDMWTIEOQB4AuHw8Gi78uXL5eUlNTR0TEwMNDX11dQUBAVFXVxccHLiHRdjh49OmvWrHnz5gFAamoqNlRsbGx6V66NL0VFRSihXF9fPygoaObMmQCwcePGO3fuoA4aGhqonnJ8fPzGjRtxABiyUvT19flG0zk4OKCos7S0tM7OTt7Are6glhwwNTVdtWpVeHh4a2srCvTatGnTsWPH0EIJvw67du3C4vRjx45FJpa4uDh6WC5kZWVHjBiB9FtQ9OB/E4d39lDKzHxvTN/vct8vQnAHo4uXeryIz7QVgjush97L6RAIBF56/PehXxDmH5l7cEKIK/1HIHNkzt89BQAAr6ie9QB6jEyYN2NTDz0y7vV4l/vPGnvs0yMyJiv7a2X6QuuziL5fJFHjP+JZAOh/9wT+SaJGreAOf49HBUcW4Y/9bW1tVMWSgIAADw8P3qyDlpYWFxeXHtPBe8TBwQEZKlw1Z9GVUV7E7NmzuWpboVyFlpYW5BxgMplY9gQA3NzcQkJC8M+CggJqCSkqjY2N1EpWbW1tbW1t9fX1aDeMmDx5Mq9cycCBA6kz+Vo2bdr0+vXr5ORkAX3evn2LGhYWFjNmzHB1dQ0NDW1oaPD09ETHlZWVpaWl29ra3r17x+FwsPcJj+J7WU9Pz3/84x8cDufLly8JCQnI3OoFO3fuxPUAbGxssJXSa4qKipCJ1dnZefv2baq3B3H79m30XnR0dARYngQCgUAgEAiE/qX/DRVZWdn09PTHjx+jiB11dfXq6urhw4fj8l9sNtvHx+eftxcTmz9/voGBAZPJzMjIwHYLk8lcuHBhZGQkl27906dPqVaKpqamrKxsLyaJkk/q6uqKi4tramrU1NS6urpSUlLevHmDOsjIyJw7d446pLy8/MOHDwAgLS19+vTpjo6O69ev401/Y2NjSEiIgoKCi4vL+PHjKyoqAgMDcREzao4Hm81evHgxtd7usmXLdHR00tLSEhIS8MEdO3bExsZSPQ8dHR2okBoAGBsb4+PYtBAGS0tLwR2w+iRKjDl8+HBcXNzHjx+xEUWj0dTU1EpKSioqKp4/f46cGMh0waP4/lXIyMgg++rixYvYUGEwGM+fP0dtMzMzwWFgDAZj6dKl+A8gOzubyWTisl1ftQ4Y9E4Ra9asERcX19XVff36dV1dnZKS0pcvX7y8vNDZXbt29W9lZAKBQCAQCASCAPrfUBEREdHT08MaFCg1mU6n4z33sWPHsEi5tra2tbW1pKSkjY2NnJxcYmLiihUrPn78CAAvX74cN27cvHnzDA0N6XQ62kAjORQNDY1r164ZGxt3JxEogMrKSjc3NwDAcocuLi4AkJGRUVVVhY7QaLQ7d+7o6OhQB2ZnZ6N9qqKi4qpVqwDAzc1tyZIlUVFRAMBisfT09B48eIC9QC4uLnp6erW1tfDvDpDs7GykWK+trY1qi9nZ2dna2gJARESEs7Mz6nb//v0RI0YsXLhQQ0ODzWaXlJTcunWrpqYGALS0tJycnPr9xSHQhOFfejUKCgpnzpxB08MoKSmh94vrgI0YMQK9U6xyw4u6ujpahzt37rS0tKByWzk5OVi7hm9yC6axsXHu3LnIXtLQ0KiqqiopKdm/f7+fn19fnjc/Px+36+vrUSVuXhYtWoRfDYFAIBAIBALhOyASFBREFe3Gu/PCwkJq+aP+gslkHjlyBABQHkhhYaGrq6ujoyOqpzRr1qyoqCicItLR0RETE7Nv377du3fjDbS8vHxhYaGZmVkvrBQAYDAYISEhISEh2Cy5c+fOnTt38E8AUFVVRZXBuOCqTEWj0bZu3Yp/hoeHU2PVlJSUVq5cidpUyRccLYY36BgnJycNDQ2sBF9aWnry5MkdO3b89ttv586dQ1bKmDFj/vzzT3l5+X5/NQis1I5NjgULFtjb21P74FQipCgPAPjPRoChgjOUmExmbGzsV82qubnZysoqLS0NADw8PO7fv49EV44cOfL+/fu+PC9yqOBcAACAAElEQVSuiD1mzBgB3UxMTHjz7AkEAoFAIBAI347vvfdKTExEGh1ubm5Tp06VlZUdMGDAyJEjsX/D1NR07ty5qG1jY6OlpUWn01VVVXGI16lTp1CF3H5ETk5u5MiRK1asQNnS3aV6q6mpcR3BpclERUVNTEy6O0sNV8Oyhry1bmk02sePH9ls9ufPn/fs2TNt2rRhw4bR6XSqEmJ2dra+vj6tG3bv3t3HpWAymahBjakLCAigWiD4FHqVgwcPxuWwBETiUY0rnIIvDC0tLVZWVsjAc3V1DQwMHDt27KZNmwCAxWJ5eHigyDpDQ0OacFBXCRtmqLaBmprawIEDpaSkpKSktLS0sHG1bds2rnQmAoFAIBAIBMI3RezXX3+l/m5ubr58+TJqs9lsvkH5lZWV+PiOHTtQg8Ph4P2fALkJnJuhr69vZ2eHj+fl5eHsCLwndnd3xzkVqB4XdJNl8eTJEyzp2AtoNJqIiIjgT+bS0tL79u1DD15fX48mib06P//8M+8QvGvfsGEDPoiLjN28edPNzc3Z2ZmacIJXwMfHB2fyGBoa9mNdL14WL178/v175CfBT0QNV1NXV3/x4gW2u7CDKCsrCzkiPDw88Kjo6OhffvkF/RwyZEhxcTFaWN5RADB58mQOhxMbG2tra8vXRdbZ2UktPIBeFgAcOXIEueb6CLWisYuLi6mp6eXLlz98+PD582dZWVlDQ0MTE5MrV65wOJwdO3akp6d/u7dAIBAIBAKBQKAiFhwcTP1dUlKCDZWvoqurC8cyCagrhfPL169f3+M1qRFT/5yumBhWwOhHGhsbGxsbsZJ6Z2cnbx9JSUmcAp6cnMwleYlTuntk/PjxXl5e/v7+LBYrODg4ODhYV1fX3Nzc1NTUwsKCSxsEce/ePSEVQhQVFXvx+DU1NZs3b7548SJQNDcFWJv4FJZ1p47ChYwBoKysLDU11czMjO8oTG1trZiYmIaGBu+9MjIyUBE2Op3e0dERGhq6cuVKLOrS91XCL05DQyM9Pf38+fP41Pv371FcmZSUFCr2UFRURJTpCQQCgUAgEL4P3WahyMnJOTo6ch28efNmVVWVjIwMzr4wMTG5e/eu8PfDKQHCQJUoQaiqqvYxVUBRUXHZsmUAEBYW1t7eDgCOjo5NTU0ZGRlI8gUAamtrHz58+LXyLMLj5+dnbm7u7e2dkZEBAIWFhYWFhRcuXAAAIyMjT09PBwcHqi+Lt0xzv3Pp0qWlS5daWlpiO1CAoYILSWPfFx5VUVFx796/FVaPjIxEhgrvKADo6uoqLS0NDQ21tbWlRrhROwBASEhIU1PTtm3bAMDd3T0jI4M3PK93q4StpqamJpSnNHTo0AULFsjLy7958yY2NrarqwuHw718+ZIYKgQCgUAgEAjfh24NFVVV1cDAQK6Dr1+/rqqqUlBQoJ7atWuX8Pfjqj974cIFbPMIQ98TmgcNGhQYGJifnx8UFAQAw4cPv3TpEgBwOJxHjx5ZW1u3trZyOBwbG5vs7GwBRaj6iKWlpaWlZXl5eVxcXFJSUmpqKqp1lpmZuWLFipiYmOjo6O9cDPfXX399+/btyJEj0c/q6mq+3TgcDipsoK6ujlNT8KgnT54gf9SMGTOQY+369esBAQFiYmK8owAgLS3NxMTE1NT0xIlu9bxCQkLWrFnT2dl58eLFt2/fZmdnBwQEbNmypV+eGhseKFll3bp1J06cwGUk0tPTZ86ciaPgBBhvBAKBQCAQCIT+pd/qeomKilLVQuLj4/l2U1dX/7sfGQAAyxTOmjULNWg02rRp08aMGYOStplMpqura1JSElUenvqA/YKWlpabm5ubmxuHw/nw4UN4eHhYWBiDwYiJiYmMjMTa80VFRUIGNSkrK/ciNG7o0KElJSVlZWW//fYbFnbsLne8oaEBbdyp6oe4jWua+fj4tLa2pqWl1dfXx8fHDxw4kHcUAIwePbq6upq3SgHGyMgICfKIi4sHBwdPnToVXdze3p4rTK53qzRq1P+XM58zZ86pU6eoxrCxsfHRo0dRPWsAoJpYBAKBQCAQCIRvyvdWpp88efLp06cF94mIiCgpKREXF/fy8voWNWE/ffp06tQp1HZ1daWeQrcTERFB+o/p6ek4972/iIyMbG5uFhUVdXFxoVpBo0aNOnr06KxZs1AmTGpqKjZUbGxshEym37Vr1/79+792SgcPHnR3d29oaAgKCrK3tx82bFhRUdGrV68qKyuxTCd19VCDWl5ZV1cXjUJ+CW1tbTMzs6VLl6KCwlThTq6izDIyMoJFHqkZ9qampqtWrQoPD29tbfX09Lx58ya1Z+9WycjISExMjMViAcDmzZt5/96WLVvm6enZ0dEBAL2u1kAgEAgEAoFA+Fr601BBhbk0NTUrKiq660Mt3wQAzs7OSEevuLgYlYItKChwcXFhs9lmZmbFxcUpKSlVVVV0Oh0FFKENZXe3Ru2uri4vL6/IyMjy8vKEhASuVJOurq4lS5ag7JfZs2cbGRnxXk1GRgYpS547d45qqAh4wMTERACorq4+fvx4bGxsWVkZqqpM7RMXF3f27NmEhAT04T8qKurEiRNcHoaBAweiRn5+vp2dXX5+fnFxMS6h+41QV1c/efKkk5MTh8NxcXGxtbU9fvw4AFy5coUqFINAmTwiIiILFy7EB2k02i+//HL48GH0c8WKFSIiInZ2dps3b+ZwOLdv30bFf7lG9YJDhw7FxMQ0NDTExMTQaLRNmzYdO3asLzFyYmJi2DjhLd4AAMnJychK0dHR4XpZ/wVsPzhTcIfDO/uhKLPMP3rocBhW9sPDrEzrp1UhEAgAQvz78N3o6Z+Q/zkGJD8S3CFghnnf73Iv+UTfLzLgH4/6fpH/EGRMVvb9IjOregh7SdKo/Q4X6fEK/XWRvvPNPSpcpoVgCZTKykobGxukOvL48ePHjx+j421tbahRXV29bt26kydPChCjLC0tPXjwYHdni4uLP3z4AAAyMjLnzp3j20daWhoZKl8lnZGenm5jY4MdDkwmE1cO4HA4bm5uISEh1P4PHz4cN27c3bt3ccHljo4OX19f1EaWDy9eXl591GLni6Oj4+XLlx88eJCXl8disVCdq71791pYWHApIaLdvIODA1da+caNG48cOYKi45B1p6mpOW3atJSUlPb2dlRRjXcUg8F4/vw5apuZmQn2rgCAiIiIrKwsysuXk5PDBaMB4O3bt7148Pfv3+OAMXd3d0lJSRsbG3w2ISEB+9x27dr1nbOGCAQCgUAgEP6XEauoqOASXO8XcNVXtFlnMBhNTU1ycnLbt29fvny5tbU1qrAkJiY2ffr0ESNGXLp0KTc3Nzo6Gn29RtDpdCsrKwMDAyaTef78ebRFDgoKqqioQB/U+d4aWzUyMjJnzpy5ceNGZ2dncXExOogqfcnIyNy5cwfrqXMvipiYsrJyXV1dcXEx0oPvkdbWVmtr68+fPzs6Ok6fPr2jo+P69eu4TLOXl1dubq6CgoKLi4uqqurOnTvRhp7NZi9evNjLy4vD4ZSUlNy6dYt6O3l5+Z9//nnYsGHt7e1paWkJCQkA4O/vP3HiRL6yLX2BRqOFhIQYGBi0trYGBQVt377d39+/ubnZ1NTU3d3dyMiooKAAd9bU1OQ1BcvKynAOz9KlS9Eo6p8W31E5OTk4GCw/P19w9QIGg2FhYVFWVoZ+NjU1HThwoI9mG7JaEfX19QsWLBg/fvzAgQM7Ojo+ffqEZe8XLVqEXH8EAoFAIBAIhO+DWGJiopOTU79fd8yYMQoKCgwGAxkelZWV9fX1cnJyampqampqJ06cWLJkCQCwWKyHDx8+fPgQD0T5IQBgZmYWERGBP8C/ePEiNTVVVFSUzWbHxsZevnx5+fLlgufQ2toaExPDe3zixIkhISETJkwQMHbUqFHIn4MtHME0NDRISEj8+eefONLMzc1typQpyF2Qm5urp6f34MEDVEJXQ0PD3d0dBXQ1NTV5eXnxXnDs2LHJyclUxY+IiAi0Vz537ly/GyoAoK2t7e/vv2HDBjabHR8fv2fPnr1797a0tHDpKsrIyNy/f59X8+T3339HDRqNxjsKAC5dusRXKUVIGhsb586dm5mZCQBLly6Niopis9lHjhxxcHCgJsR/Lfn5+agxc+ZM5EB79eoVVx9ra+vLly9/i3QpAoFAIBAIBEJ3iGRlZfE9UVhYSOMB5YEgZXoBwVcAoKCgcPfu3alTp6LtnYSEhISEBD4rLy+PGpMmTdLS0kLpHFOmTHF1dUWnBg8eHBMTw6tZoaSkhC64b9++r3pOLJcxZMiQ58+fC7ZSgKL1gdU/emTnzp3UfBgajTZ//nz8Mzw8HAt9ODo6lpWVIXURABAXF1dRUZkwYYK9vf26devQwY0bN3KpNzo5OWloaIiKimZlZfV7/TGEh4eHiYkJALx69UpCQuLFixerVq3S0dGh0+n4lc2ePXv06NFcAzs7O69evQoAdDr94cOHeJSioiIe2N1fmjA0NzdbWVmh1HwPD4/IyMhNmzYBAIvF8vDw6Mtq4PA8fX397v6k4+Lizpw58y0WnEAgEAgEAoHQHSJCVnQVwNu3bzkcDm+GgKmp6ePHj1GhpBEjRgwaNIh3rLu7e1lZWXt7e01NTWpqqo2NDTIMNmzYoKysTO355MkTDodTU1Mzd+5cAMjNzUXBY1xERERw+JGeno46yMrK8hUWpN6loqICGzYtLS0PHz7kcDifP3/m7S8pKYkLHPMKwqxduxY1Ro0ahQwAjJKS0qpVq1A7KiqqtrY2MzPz2rVrOF2bN1+fRqN9/PiRxWJVVVVRw94MDQ1pwrF79+74+Hi0IHzj/URFRcPCwpBJ6evrKysrGxYWVlRU1N7ejrQpAYDvbj4+Pr6urg4AFixYMHPmTDyqvr4+ICAA9YmMjOQdOHnyZA6Hc+vWLfj3Al/a2tqoMX369JaWFisrK1T42NXVNTAwkEajoXwYDoeTkpKCVuOr1gHfCBcqCAoKYrFYSMC0vLy8rq4uJSUF56ts3rz5qxKWCAQCgUAgEAh9hDuaRUDBLi7YbDaNRtu5cyf6+eXLF2RjoO0p7oZyG6gZDgLAlbukpKRSugH7Ovh+oceJ6VwUFRWhxrt373h3rgoKCvr6+s7Ozrdv30ap/Hj/KicnJ/gBEdLS0qhqGRW88zYwMOCdEnVfjsFFxnx9fd3d3dPS0r6R8wQA/vrrL9RYuHAhMjMAQF9f39vbGwA6OjpWr16NwvAAoLS0FDVw7jsVrEuzYsUKJFWJ0NbWtrGxodPpAJCZmZmbm8t3JrW1tWJiYtTAMHy7hIQEa2trarG4/s1opxrqLi4ua9asOXXqlImJiaampoeHh6Sk5NKlSwGAw+Hs2LHjG70IAoFAIBAIBAIv/Vb1q6mpCWUe19XVZWdnT58+XUBnpMIOADgxGlFeXo4a69evF+aO3A8jJtYLuUMAaGxsbGxszMnJiYiIMDIyCgkJwaYIjr8S/IBSUlICNtC4tECPjB8/3svLy9/fn8ViBQcHBwcH6+rqmpubm5qaWlhYcEkcIu7duyekW4wrlgzDYDA2b9588eJF9HP79u1RUVFv3rxJTU09e/Ys9gsJWL3bt28DgIiIyJs3b7DRAgBlZWW7du0aNGgQSvWJjIzcu3cvdWxXV1dpaWloaKitrS1fT1dGRgYyluh0ekdHR2ho6MqVK6dMmdJf64BfjYaGRnp6+vnz5/Gp9+/fozeOaqBlZGQUFRXxhiMSCAQCgUAgEL4F3RoqIiIi7u7uPY7nimgSku4MFZwwIAxIC4WKqqpqjxnPoqKiWGgc8eXLl5qamoyMDKQQkpmZaW5uLi4ujs5+/42pn5+fubm5t7c3irYqLCwsLCy8cOECABgZGXl6ejo4OFCNIpz60hcuXbq0dOlS5I+SkJAICwubPHlyV1fXzp0758+fjwOx+BIdHY1qqSEFG66z1OyOy5cv+/r6UieflpZmYmJiamp64gT/eu3ISgkJCWlqatq2bRsAuLu7Z2Rk4BfUx3XAMX5NTU0omHDo0KELFiyQl5d/8+ZNbGxsV1cXk8lEfV6+fEkMFQKBQCAQCITvQ7eGiqioaGBg4HeeDZbRyMvLGzFixNcOF6Yuk5iYGN/n4nA4jx498vT0zMrKwgWOhw8fzpUq832wtLS0tLQsLy+Pi4tLSkpKTU1Fpl1mZuaKFStiYmJQeFX/3vTXX399+/atrKwsABgbG2/evPno0aMtLS1ubm737t0TMBDX++qRwsLCFy9eTJ48GR8ZPXp0dXW1mpqagFEhISFr1qzp7Oy8ePHi27dvs7OzAwICtmzZ0i9PjQ0PFOy3bt26EydO4Dyc9PT0mTNntrS0oJ+8IX8EAoFAIBAIhG9Ev1VcVVFRMTU1BQBNTU3BcV8CUFdXRw2qusX3gUajTZs27enTpzNmzMAHcaJ8fz3gV6GlpeXm5hYVFVVRUfHu3bstW7YoKCgAQExMDDUxvaioKEc4amv5i4wOHDgQAMrKyn777Td80NfXV1dXFwDi4+MFmCLl5eUpKSkAIC0t3dLSgoOyUlJScL5NbGysvb09alMDwwBARkZGsJViZGS0Zs0aABAXFw8ODkYHfXx8cJRgH9eBWtp4zpw5p06dolYLMDY2Pnr0KP6J1p9AIBAIBAKB8B345sr0X8XkyZNPnz4NAE+fPqUKhFOJiIgoKSkRFxf38vLqd2kLaWnpU6dOjR07FqWw882F+KZERkY2NzeLioq6uLhgnwmNRhs1atTRo0dnzZo1b948AEhNTXVwcEBnbWxs3r17J8zFd+3atX//ft7ja9asOX36dENDQ1BQ0OLFi6dOnYqWIjQ0dObMmQCwcePGs2fPdjdh1LC1tf306dPTp08BQFtb28zMbOnSpaigcGRk5OLFi6OiogDg2rVrJ06c4A3c6g5qyQFTU9NVq1aFh4e3trZ6enrevHmT2rN362BkZCQmJsZisQBg8+bNvH9Ry5Yt8/T0RHJAqITd/xSrVqb1/SIl/tbfY65efb8EgUD4T2SD9tG+X6TvCPNP2VCvuD7eRUVvZ499Pmv38C9ziX/PX3v7PlWhHufgzO9wl/9LXOypw8F+uEhG1RvBHSZeHA090uNMenyW/qA/N/pv3rwBgE+fPgnos3XrVhqNhupKAUBYWBgqD1VSUgIAc+fOlZKSAoCAgIAbN264uLgMHz5cRkZGSUnJyMho3bp18fHxLi4uvr6+GRkZ1D0lujWKzGlpafHy8hoyZAiNRqNKSQpDa2vr+vXrcaGtR48e9fiASB+wubkZAKqrq3fs2KGnpyctLa2oqMjleImLi5s/f766ujqdTh8xYgTfrIyIiAh3d/c1a9acO3fOzs5u3Lhx8vLyysrKEydOdHJywjFIuNEvKCoqnjx5EgA4HM7q1atRwgkAzJgxw9XVFQAaGhr4WjgcDgd7SJYtW4aNlhUrVoiIiNjZ2SFb6/bt26ampiio7PPnzwkJCb2e6qFDh1AqfExMDI1G27x5cx+roomJieE/JN7yDACQnJyMrBQdHR1cPJpAIBAIBAKB8K35z/KoKCsru7q6BgQEMJlMOzs7fLytra2hoeHly5dBQUHoiIuLC98rNDY2Ys2Nr6KrqyslJWXTpk3Z2dn44FdJZ6Snp9vY2GAzhslkvnjxArU5HI6bm1tISAju3F295gkTJiDjiivjv76+PjMz89KlS+insbExPsWrYNMLHB0dL1++/ODBg7y8vL179/r5+aHjhw8fjouL+/jxI9+7vH79GjkxlJSUZs+ejUQY0dUAQFNTc9q0aSkpKe3t7fHx8QsWLEBWTWRkJPILAQCDwcD1js3MzHCSUneIiIjIysqiOtFycnL79u3DfqfercP79+9xrTB3d3dJSUmqKy8hIQGZagCwa9eufs8LIhAIBAKBQCB0h1j/fpvvke3bt7u4uISHhx85cgQAVFVVN2zYICEhgT63A8C+ffvCwsKwjImGhoauri6Hw8nPz6+pqUEHdXV18U6XC1dXV2ylaGpq4stiWCwWlw3Q2dlZW1ubkZGBFSRlZGRERUWbmpqKi4tramoEJ1Eg2Gy2tbX158+fHR0dp0+f3tHRcf369eTkZHT2/v37tbW1CgoKLi4u48ePr6ioCAwMxFkWWKsEAJYvX46kDAFAREREX19fU1Ozs7MzPz8fS9yoqKg4OTn173uh0WghISEGBgatra2HDx+2s7MbP348ACgoKJw5c8bW1pbvKOxOsbOze/36dX5+PgBMmTIFF0JYsmQJymD5448/Nm7ciPrfunWrpaUFldvKycmxsrJCnfPz84cPHy5gkgwGw8LCAleKa2pqOnDgALapegc1G6q+vn7BggXjx48fOHBgR0fHp0+fUHliAFi0aJGzs3P/rjmBQCAQCAQCQQBiwis89gtqampqamo//vgj+llbW4vCwOzt7VF9reDgYGylAEBVVRWvAn1hYeHly5eXL1/OdRyZByYmJocOHTI2NuarqMhms6meDV4mTpwYEhKycePGx48fA0BxcbGQhkpjY+Off/45e/ZsdMTNzc3Ozi46Oho9pp6e3oMHD3AJXRcXFx0dHRRrhA0wdB0cy9TV1fXu3TvevAs9PT15efl+fzXa2tr+/v4bNmxgs9mrV69+8eIFyiRZsGCBvb09yjChwmKxLl++jNrLli3DCfdUI2rRokXr1q1jsVhJSUlhYWEKCgoMBqOtrS02Npb39QmmsbFx7ty5mZmZALB06dKoqCg2m33kyBEHBwdqQvzXgowrAJg5cyZyoKFYPirW1taXL1/u94QoAoFAIBAIBIIARD5//sz3RGdnJ00g1OJIXwuO8JGUlBwwYMDIkSMlJCQAgMlkIk/L4MGDf//9d3t7ey0tLTqdrqqqOmXKFHd396tXr6L94r59+3gv29XVpaurm5ycbGZmxtdK6Q45ObmRI0euWLEiNjb2+fPnEyZMUFJSQqdQlJEw7Ny5E1spAECj0XAoFACEh4dThT6UlJRweTGsKgMA2B1ka2s7bdq0YcOG0el0FRWVCRMm2NvbKykpiYqKFhQUfCO5eg8PDySM8+rVK2q1q4CAAF7TKCkpCcW5DR48+Mcff7x69SoA0Ol0asyeiorKnDlz0KuJjo5etGgROk6tWiYMzc3NVlZWKDXfw8MjMjISrS2LxfLw8OjLamDpHn19/e7+pOPi4qhqMAQCgUAgEAiE74BIVlYW1fwwMzP72ksYGhrSaDRDQ8PRo0fDv2rdYlAwT3chPWfPnm1ubs7NzR00aBAAJCYmIsNpw4YNDg4O165dKysra29vr6mpSU1NPXPmzOLFi+fOnQsAubm5VE8LujUAFBYWSkpK8ppVS5YsQR2GDBnCYrE4/05jY2Nubm5oaKiEhERCQkJ8fDwynODf09b5PiAKkQKAlStXcj2dgYEBaowaNYpXGRPHU02YMAEfxOrsRkZGKSkphYWF7e3ttbW1mZmZ165dq6urY7FYVVVV1GQJtP7CsHv3buoEpk2bhhrjxo3Ddw8LC0PP7uvre/PmTVdX1+HDhw8dOhSPMjIyQg0LCwu0euXl5X/++WddXR0ALFiwoKioCI2SkpJSVlbOyclB/SMjI8+fP4+GYGGWyZMnczicW7duwb8X+KLS0tKC845cXV0DAwNpNBoKkONwOCkpKWg1ercO2H0XFBTEYrGGDx8+fvx4DQ0NOp0+dOhQ9GcJAJs3b/6qhCUCgUAgEAgEQh/p2Ssybtw4FKnV3t5+8eI/S5H99NNPgwcPFjCqoKAAJSTgElLCkJqaihpSUlIot4EX7OvIysrS0NAQ8sqoKhcAlJWV/fjjjyEhIXjDjWlqasL5EqhELwDIyckJc31paWnqbh6Bd97YYuF7lgrWHvH19a2srHT+f+y9eUDNaf///zp1dFq0KSVJKkwlBsm0qBi0TCYZoxEtmGpOzVKMLXQ3WQoxTEJHSsx9LBmTEJmkBlnaKJnSvkgqdNpLZ/n9cd1z/d73OXU6Kt335/5ej7/e532u671c72a8X+f1ej2fa9eamZkNVw/3nj179uzZI7r/6dOnWKDMyMgoODg4ODi4p6cHJ0CA8hxv3bqVm5srtHq4WUVWVnbu3Lm466a7uxubJObm5j5//vyjjz4SvYCmpiY6nd7n0+zt7XVycsJ/GAAwvB3tuJMeANTV1akiB0iJDiEQCLZs2ZKdnT2MpyYQCAQCgUAgiIE+ffp0Gxsb/LmtrQ1JSykrKyOnjsWLFy9duhQAXr9+jQOVDRs2iDc9LCsrCw0NBQBtbW3Jrwb3l3///fcDDu5TTBYAVFVVV61aRd3z7t27ioqKtLQ09DE3N9fGxiYpKYlaqdXfwZEY7oDIycmJeYGWl5eXcAVmzZoVFBQUHh7O5XKjo6Ojo6MNDAxsbGysrKzs7Ox0dHREp1y/fp36ti2Ej49PfyFff2zevDk6Orqurg59dHR0nDt3bm1tbVxcHAB0dnY6OTnl5OTgSLWlpeXKlSsAQKPRsC6ZoaGhjo5OT0/P06dPcfnc8ePHkQ4yhs/nV1dXx8TEuLi44GwSlZycHBT2MBiMnp6emJiYNWvW9OlvI34dqFCfKX400tLSKJs3adKkpUuXKisrP336NCkpCQddOTk5FRUV2MmeQCAQCAQCgfBBodvY2ERFReHPVVVV6F1TXV2dun9kwA0DktDS0tLn/vHjx4teeXFxMXLrk5WV7e7u7uzsdHZ2Ligo6K8mrbq6Gm2M/ItpWFiYjY1NcHBwTk4OAJSXl5eXl586dQoATE1NAwIC3N3dqUERtfVFFCSWoKioSC0wQ5SVlaFoREgUuLm5GXcuycrKHj9+XFdXt6ysDAUq8LddDO4zuXTpEsq3UHtFkAe80BljY2MPHTpEvfisrCwLCwsrK6s+XWXgb0k0FovV2tq6adMmAPDz88vJyRG1jBS/Dv2BxMcAgMfjAcB333136NAh3KySnZ396aef4vK/vLw8EqgQCAQCgUAgjAzvIWSkrq6OmzrEp1MGDX5jLikpEQwENrh4L/T09FAXe1dXl4+PD/XdGt9gSUkJioImT56MtMhGGAcHh+zs7JqamuPHj69YsQJ3SuTm5np6ei5fvlzC9vHe3t7KykoAWLx4cYYIX375JRom9PJ9+PBhZHEIAN3d3Uwmk3o65Mh5/vz5iooKtAfrfQ1Ie3u7kJ389OnTGxoa7t27J6aSkMVi+fr6BgQEIL/FgoKCyMjI4Vpq6r0vXrz4l19+obbUm5mZUUUFcBkbgUAgEAgEAuFD89+luKqpqYk2qO4Ww3zDUlLnzp1DGlYZGRl9dh3gjouFCxf+B1dDR0eHyWQmJCS8ePHi2bNnP/74o4qKCgAkJiZSVbMqKiqK+yEtLQ0lCjQ1NYuLi5uamgY8qUAg+O2339A2ylGkpKRQQxFUfsbn81G5V21tLSotw3mS0tJS0agSt6YIlX4pKCiIV382NTX19fUFgFGjRkVHR6OdISEhuEpQknUQgroOVGnjH3/8UVSDeNWqVbhPCa0/gUAgEAgEAmEEeD+J4Xnz5mVmZmpra4txX2lpaaHW9qDiomfPnlVVVYm2m586dWr37t319fUMBkNPTw+nL+7fv081CMenXr58+ZIlS0pKSjIzMysrK2tra1NTU8W0mvSJpqZmQEDAzp07AeDEiRO4fx2fBb+toqTNokWL0tLSnJyc8A0aGhrW1NQwGAwjIyNqBVpycvLx48ezs7M5HM7EiRNRBqBPBAJBQUEB2l69erWsrKyent60adOMjIxUVFSkpaW9vb3xMtJoNGNj4wMHDixcuBA5XWZmZqIOIgBwdnYW9VoR4vjx48ePH9++ffvu3bvFj6yoqEAN5UZGRkePHv30008BIDAw8OrVq2iAlpZWSUkJAKSkpAQGBuKQCWVdjIyM+qymc3d3R4Y5WVlZvb29ooVb/UGVHLCyslq3bl1cXFxHRwcKotavX3/w4EG0UJKsA4K6Dh9//DGNRhMIBKNGjUI3K4SiouKUKVOQfwuqHvxfItfrqfgBukHJ4geU6dcNeBZuzIkRuZv3aIcjEAj/hzjyzV//6UsAALhaNfBlHPlm6OfxHHiI7YBX4jTgMarCBx4z0IJEDDjGedJTCY40AL0j9I/ISDDKx/c/fQkAEvzrPyxI8uAGXJDBe6EMBVxZdOfOHbTR2dlJdSyJjIz09/cX7Tpob2/39vZGWYKh4O7ujgIVIc1ZdGTUF7Fo0SIhbSvUq9De3v78+XMA6OrqwrYnAMBkMqlWkmVlZVQJKSotLS1UJavOzs7Ozs63b9+it2GEubk51lzGYGVkqmjy8FJYWIg27OzsFixY4OPjExMT09zcHBAQgParqanJy8t3dnY+e/ZMIBDg7BOe1edhAwIC/vGPfwgEgnfv3qWmpqJwaxBs3br19OnT6DE5OzvjKGXQVFRUoBCrt7f3ypUrVKEzxJUrV9Bz0dPTExN5EggEAoFAIBCGl+EPVBQVFbOzs+/evYsqdjQ1NRsaGiZPnozlv3g8XkhIyL9OT6cvWbJk2rRpXV1dOTk5OG7p6upatmwZm802NDSkHvz+/fvUKEVbW1tRUXEQF4maT968eVNZWdnY2KihocHn8zMyMp4+/VeIqaCgcOLEvwWCtbW1qCBNXl7+yJEjPT09Fy9eTE9PR9+2tLSwWCwVFRVvb+9Zs2a9ePEiKioKlydRezx4PN5XX31F1dtdtWqVnp5eVlZWamoq3rlly5akpCRq5qGnpwcJqQGAmZkZ3o9DC1H8/f2PHz9Oo9EaGhpOnjx5/fp1TU3N1tZWLS2tefPm9RntoGwJAKDGmP379ycnJ798+RIHUTQaTUNDo6qq6sWLFw8fPkRJDBS64Fl9/lUoKCigM54+fRoHKhwO5+HDh2jb2tpaqK1fCA6H4+bmhv8ACgoKurq6sGyXmHUQA7XI0NfXd9SoUQYGBk+ePHnz5s2YMWPevXsXFBSEvt2+ffvwKiMTCAQCgUAgEMQw/IGKlJSUoaEh9qBArckMBgO/cx88eDA/Px9t6+rqOjk5ycrKOjs7KykppaWleXp6Iqf2vLy8mTNnfvbZZyYmJgwGA71AIzsULS2tCxcumJmZvZf9PKKuro7JZAIAtnT09vYGgJycHOwgSaPRrl69qqenR51YUFCA3lNVVVXXrVsHAEwmc+XKlQkJCQDA5XINDQ1v3ryJs0De3t6GhoaoHYIaEhQUFNy8eRPdO9IWW7FiBTJ/jI+PX7t2LRp248aNKVOmLFu2TEtLi8fjVVVVXb58ubGxEQB0dHS8vLwkuVm0aHQ6fdq0adTGjMrKStRkLwoehvxqVFRUjh07hr0p8Vfo+WIdsClTpqBnil1uRNHU1ETrcPXq1fb2diS3VVxcjL1rSktL+xNhA4CWlhZ7e3sUL2lpadXX11dVVe3evTssLOx9/waolJaW4u23b98iJW5Rli9fjh8NgUAgEAgEAmEEkDp69CjVtBu/nZeXl1Plj4aLrq6uiIgIAEB9IOXl5T4+Ph4eHkhPaeHChQkJCbhFpKenJzExcdeuXTt27MAv0MrKyuXl5dbW1oOIUgCAw+GwWCwWi4XDkqtXr169epXqcz927FikDCaEkDIVjUbbuHEj/hgXF0etVRszZgz2qqdavuBqMfyCjvHy8tLS0pKSkkIRUXV19eHDh7ds2bJt27YTJ06gKGXGjBl//PEHEgMYEBSo9Pb2NjU16enp+fn5/eMf//D09KR2kMO/mx5ip3YccixdutTV1ZU6HrcSIUd5AMB/NmICFdyh1NXVlZSU9F5Pra2tzdHRMSsrCwD8/f1v3LiBTFciIiL++mtItctYEXvGjBlihllYWIj22RMIBAKBQCAQPhwj/e6VlpaGPDqYTOa8efMUFRVHjx49depUnN+wsrKyt7dH287Ozjo6OgwGY+zYsbjE65dffkEKucOIkpLS1KlTPT09Ubd0f63eovpUU6ZMQRvS0tIWFhb9fUstV8O2hqJatzQa7eXLlzwe7/Xr1z/99JOtra2+vj6DwaA6IRYUFBgZGdH6YceOHXhkV1cXrj0LDQ0tKSk5duxYaGjo6dOnCwsLY2Nj8ZqfP3+eOgttUGvqIiMjqREI/go9ygkTJmA5LDGVeNTgiqpaNiDt7e2Ojo4owPPx8YmKivr444/Xr18PAFwu19/fH1XWmZiY0CSDuko4MEPaBhoaGuPGjZOTk5OTk9PR0cHB1aZNm4TamQgEAoFAIBAIHxT6mjVrGAwG+pCQkNDc3Kyqqop+QX/fn5Dv3bsnunP37t04sQAAuDfDyMhoxYoVeH9JSQnujsCZHCSAC5R6JAD44Ycf9u7da25uvmzZMicnJ/QSf+/ePWzpCADv3r3Dr5Vz584dM2aMoaGhkPfIsmXLUELg5s2buAV83rx5/d2dvLx8dna2UJcCzup88cUXolPwW/sPP/yAd2KRsd9//53JZK5du5bacIIYM2ZMSEgI7uQxMTGRUM+KSldXFzqCsbGxgYGBn59fenp6XV2dvLy8vr7+l19+uX///sDAQAC4fPnyiRMn0LLjO2pvb8/NzY2Ojsaz5syZ8+WXX37zzTf4weXn56NEhL+/f3+z0Lm++eYbnFbCswDA3NxcIBAkJSW5uLj0mSLr7e2lCg/A3zrIERERKDU3RKjZJG9vbysrq7NnzxYVFb1+/VpRUdHExMTCwuLcuXMCgWDLli19ilkTCAQCgUAgED4EdC8vL+zeeO/evebm5vHjx2PDCgAoKytDyk5CjQqDA//G//333w/uCK2tra2trcXFxfHx8aampiwWS0ibC43BhVXp6el92lPihIaqqqok55WTkxPTS41bugdk1qxZQUFB4eHhXC43Ojo6OjrawMDAxsbGysrKzs4OuZQIcf36der7NOLNmzdWVlY8Hu/u3btYDYx6L2PGjPnpp58AICwszM3NDUmZAUB3d/fbt29zcnImTpw4ceLEmpqa5ubm7OxslBHC7ey//vprUlKS6Kxjx47hm8W27oObhWlqaqLT6VpaWqL3npOTg47GYDB6enpiYmLWrFljaWkp4Sr1CXWV8FVpaWllZ2efPHkSf/XXX3+hujI5OTkk9lBRUUGc6QkEAoFAIBBGhoG7UMrKypDYlKgLyiDALQGSIC8vjzuYf//99/r6enl5+cWLF+fk5CB7ltzcXBsbm6SkpPe1UhEIBLi3YeRfPcPCwmxsbIKDg3NycgCgvLy8vLz81KlTAGBqahoQEODu7k4NikRlmgHgypUrqKJs0qRJYmzdo6Ojt2/fjrYdHR3nzp3b1tb2+++/V1VV1dTU4CRGRUUFClTGjh2L9iQmJvY3C5ei4Xqwwc0CAD6fX11dHRMT4+LiQq1wow4AABaL1draumnTJgDw8/PLyckRLc/rc5UGBEdNra2tqE9p0qRJS5cuVVZWfvr0KQq6cDlcXl4eCVQIBAKBQCAQRoaR9lHBP72XlJTgFg4hcBGXnp5eVFQU2vnkyZP6+npVVdXLly8LBII7d+4EBATk5+d3dnY6Oztj80QJKSsrQ/0VSKd4hBcBABwcHBwcHGpra5OTk2/fvp2ZmYm0znJzcz09PRMTEy9duiQmgfP06VPknyiehoaGDRs2AACdTk9MTFyyZAnaHx4e7u7ufvHixe7ubrQHiQsDwNSpU/H0/mZht3vcmjK4WQCQlZVlYWFhZWV16NCh/u6CxWL5+vr29vai7pqCgoLIyMgff/xxWB4EDjxQs8p333136NAhXHyYnZ396aefYtE20bYiAoFAIBAIBMIHgt5nWdSHQ1NTE20UFRX1F6gMCI1Gs7W1vX///pIlS9LT07u6unx8fI4dO4YHqKurC3WkCIFtChcuXDiSty+Ejo4Ok8lkMpkCgaCoqCguLi42NpbD4SQmJrLZbOw9X1FR8e7dO4FA0NDQUFpaevPmzWvXrmHTzLKyMvwmraamhpMbL168CAsLQ9mATZs24cgBAGRkZOLi4h48ePDixQu0B+sEUD0N+5z1559/Iv0xAwMD/NXgZgHA9OnTGxoaRFUKMKampsiQZ9SoUdHR0aiJKCQkxNXVVahMDq2SJMtOXSWqANrixYt/+eUXamuWmZnZgQMHkJ41AFBDLAKBQCAQCATCB2WkVb/Mzc3Rxv379/sbg8uHxCMvL3/u3DmkJUX1ahyQV69e/fLLL2jbx8dnhFeAzWZHR0fHxMRQQykajWZsbHzgwIGzZ8+iPdT2cWdnZyMjI2Nj4wULFvj6+l66dAlHKQCwYMECo7/B9wUAGzduPH78ONpGxi9URo8evXLlSvwR9/no6+vjqionJyfRWTjSwO/6g54FAAoKCmKiFKA09wOAlZUVupGOjo6AgAChkWiVJIG6Sqampjh/smHDBlEBiVWrVmG1CazWQCAQCAQCgUD40Igr/dq4cePBgwfxR9wuQhXbxbx8+XLy5Mn19fUMBkNPTw/70Athb28vJSXF5/MPHDjg7+8/ZsyYPXv2sNns2tra1NTURYsWlZWVSVLUhNDU1AwICNi5cycAIONFzLx58zIzM7W1tXHSAAAWLVqUlpampqbW0tICALq6uqtXr66pqWEwGEZGRtSgJTk5+fjx49nZ2RwOB/VO9HnXmIyMjJkzZ1ZWVtLpdD09vWnTplEtVqjEx8ffunULAMzNzadPny70LW6L79M2/r349NNPL1y4AABKSkpCeQyEkpIS2lBWVsZdLpWVlb29vWj7wYMHVlZW1ClcLhcbzjQ3N+P9g5s1CPbt25eYmNjc3JyYmEij0davX3/w4MGhGMbT6XQcnFDtbjDp6ekoLNTT06Mmjv43EAw0YNJAAyZXaA80BMr06/7TN0ogEAj/D3Fbq2noBxkQBVgz4JjenSf+04vx38WA/+wOCwP+AaRJcBCbnRKlDYZIb8wAfyFD7VHp7OxEkUBzczN6B+3s7Gxubs7Ly0MDXr16RR2vpqamqalZX1/P4/GcnZ1pNNqTJ0/wt3V1dc7OzuJDAiHc3d1RoPLo0SPxI/l8PrrCN2/eAACNRkPG8ADQ1dX14MGDBw8eoDiBw+FQi5cQHA4nJSXFwcGBuhMFPABQXV2Nj/b27dvc3NwzZ870aXM+e/ZsFKhs2bIlKSmJ2hTe09ODdAsAgKpZXFhYiM6FgwEAcHV1TU9PB4Da2to+m+lx701ra2twcPA//vEPbJyCFIEjIyPRR+o1oHMhdu7caWdnh6WEBQLBjh07kCc9AFRUVAxxFlrVhw8fom1ra2vcwtQfUlJSioqK6DkqKSnt2rULRynUa5Ccv/76CxeM+fn5ycrKOjs7429TU1Nx+Lp9+/ahREQEAoFAIBAIhPdCXKCyefNmb2/vu3fvoiaBsLCw3377LS8vD/8CzePxPv/8c/SyTqPRli5dOm3aNCTkeufOHTRmz549ampqcnJyzs7O6Cd8XV1d9Pt6fn4+PpeSktKBAwcyMjKoRU2SgLrh37x5gzMndXV1TCazvLwcADgcDpPJRNbsOTk5+Hd99Mbp4eExf/78np6eixcvopd+FFZ1dHSoqKh4e3vPmjXrxYsXISEhqOkcHRaLU/F4PA8PD7QtIyOzevVqfX397u7urKys1NRUAOjTf93Dw+PAgQN8Pv/GjRtTpkxZtmyZlpYWj8erqqq6fPkyauTQ0dHx8vISmijkRo+jjv6ghgR79uw5e/asnZ3d+PHj6+rqHj9+TLUEef36dWdnJxLqxW42ANDW1mZlZeXn52dqatra2nrhwoW0tDQAkJaW5vF4L168GOIsACguLsZC0qWlpZMnTxZzRxwOx87OrqamBn1sbW3ds2dPWFjYe/3BCFFUVIS33759u3Tp0lmzZo0bN66np+fVq1dYGm758uU4o0ggEAgEAoFAGAHEBSoaGhoaGhr4t3AtLS1kCY9/Vz548CD2VZw8eTK1tyQpKemLL77g8/nt7e0ozqmsrESBCnrRp9PpXC4Xj29tbb158yb6dtWqVb/++quEN4C6O+7evYv3cDgcFouFtjs6OvD2v902nX79+nUsasxkMleuXImLx+h0en5+Ppa7TU5ORnFXdXV1VVUVLqMqKChAAQkALF++PC4uDh8/Pj6+v/daExOT+Ph4f3//9vb26urqw4cPCw2YMWPGhQsXhMKSQYBdMhUUFDo6OiorK4WWQkZGZuzYsUjoubGxEclP41kuLi5Xrlxpb28X8lU0MDCQkZFB7/dDnPVetLS02Nvb5+bmAoCbm1tCQgKPx4uIiHB3d6c2xL8vpaWlaOPTTz9Ff8yPHz8WGuPk5HT27Nn39T8lEAgEAoFAIAyFwb97dXV1oZdRVDgk9AP/0qVLjx49+q9zSElNnTpVaACXyx03btyXX36po6PDYDDGjh1raWnp5+dXXFy8bdu297oSqi9HfygpKU2dOhVbCgYFBVGtV2g0GrWlRFVVlWrKQa2MoqYOHjx4gLeF7s7Ly0tLS6u/V1sPD4/q6uqffvrJ1tZWX1+fwWCoq6vPnj3b1dU1JSXlyZMnhoaGg34uGKS3CwAsFmvv3r2ffvqpvr6+jIyMiorK7Nmzg4KCysrK8Cs+How3PDw8Hj16tG7dOj09PQaDoaqqamZmFhER8fjxY1xpNsRZktPW1ubo6JiVlQUA/v7+bDZ7/fr1AMDlcv39/cUrvIkHG/sYGRnhrnohkpOTqZpyBAKBQCAQCIQRoI83s2fPnvVZi49TBHV1ddQBe/bs2bRp07t371JSUtCeuXPnjhkzhslkXrly5caNG3w+n0ajjR8/XuiAe/fuFS1wAoDi4mLRnffu3evvHrBn38WLF7/88ku0LdRMj71ZEDt37kSdLQhlZWWsPWVsbPzs2TPq8W/duoUzJA8fPqTRaOgGcQ3Yrl27duzYQZ1Co9GQL4oQJiYmQgdH9PT0vH79Oi8vD2d1tm/fvnv37sE+VgAAbFOooaGxevXqLVu2CA0IDAzEGaH6+vpp06ZRZykqKs6ZMyc2NhZ9LCsrmzJlSnZ29sOHDxUVFdFO7L5CnVVdXY2TS5qamg8fPkQBm+gsADA3N0cNMy4uLlSBLyrt7e2Ojo4oLPTx8YmKiqLRaBEREUJJm/7WVhTq2uKoCcXVFhYW27dv//jjj+Xl5Z8+ffrzzz9fuXIFADZs2DBjxoxPP/10KE+EQCAQCAQCgSA5w2D4KCcnl5GR0dLS4uLigvYcOnRo5syZQMl1YGNBKoWFhU+ePEEjhwJ+18QyVu9LS0sLbouvr6/Pzc3Fcr0I/A6Nwpv09PT58+fPnTsX7QwNDa2rq1u7dq2Zmdl/T781vmZJBMQiIyNRikmSWVgdC+v2UmdRy/ZqamoyMzOtra37nIVpamqi0+k430Wlt7fXycmJKtY8vCssJJP94MEDUR0FABAIBAsXLly9ejV24CEQCAQCgUAgfFD6DVSUlJRQp3hNTc3Vq1cBYOHChdSSpNTUVFQH9f333wvNRWU5VPoU8jpw4MC0adOGHqhgv3BVVVVJxsvKyn799df447t37xobG7Ozs1EOpLm52cbGJikpiVob1iezZs0KCgoKDw/ncrnR0dHR0dEGBgY2NjZWVlZ2dnZCdoSI69evS2hKKOG9iAEraEnip3716lWkaSbJLPwVzmXhWTU1NdevX6cOZrPZKFARnQUAfD6/uro6JibGxcUFZ6io5OTk8Pl8AGAwGD09PTExMWvWrLG0tByute2v3KtPhq4ZTSAQCAQCgUCQkH7f0saOHRsVFQUAKSkpKFBxd3dfs2YNHrBkyRJqw4Z40Lvmh0AgEGBpJn19fUmmKCgooFuj0tXVhaWoOjs7nZ2dCwoKxItQAUBYWJiNjU1wcHBOTg4AlJeXl5eXnzp1CgBMTU0DAgLc3d2pGQBq68uHBlsrShKoAMA333xTWFgoySzshYIzZnjWn3/+iTSUFyxYgITULl68GBkZKSMjIzoLALKysiwsLKysrA4dOtTnudBfDovFam1t3bRpEwD4+fnl5ORQG4eGsra45G/cuHEfffRRn2Py8vLa2toAAP+FEAgEAoFAIBA+NINvpsc/opeUlAj6B3U+DD0/0B9lZWWvX7+Gv3WKB30cHE4gK5Wuri4fHx/RLu3ExESBQDB//ny8x8HBITs7u6am5vjx4ytWrMCtOLm5uZ6ensuXLx9Kq/dQmDp1KtpoaGjocwC+MJTKqKmp2bZtmySzkMaXpqamioqK0Lmwm01ISAgqjXv79m1KSgqfzxedBQDTp09vaGi4d+9en1YwCBaL5evrGxAQgPwWCwoKsAPM0Pniiy/QRkBAQEZfpKam4u4alBoiEAgEAoFAIIwAg+9R0dTURBtFRUVTpkz5T90A7hlYuHDhsBzQxsbm5s2bLS0tGRkZ2dnZuBFFPDo6Okwmk8lkCgSCoqKiuLi42NhYDoeTmJjIZrPd3d3RsIqKCgnLk9TU1HCaYnBgG3UsIS0EDkWMjIzq6uqam5uPHj2KTeX7m9Xc3IwqoKg27Xgblc/p6upaW1u7ubkhnS42mz1u3DjRWQCgoKAg3uTR1NQUyVuPGjUqOjp63rx5ABASEuLq6ipUXDe4tcW6Z0imWZTQ0FCsizCUSJhAIBAIBAKB8F4MPlAxNzc/cuQIANy/fx+ZeQsJbQFAfHw8cjDEbNy4kdoYvXbtWqSmVVlZKeqt8fLly8mTJ9fX1zMYDD09PQsLC39/f6ppxqtXr3755Re0zWKxXr9+/dtvv7W3t+/ZswfVYr2vfSQAyMnJBQQEoKb5EydOCAUqy5YtwzfIZrPb2tp++eWX4uJiJyena9euNTQ0/Pzzz0lJSTU1NVibODMzEwUqycnJbm5uqIhoQNzc3Hp7e0tLSysrK+l0up6e3rRp0zZu3Dh9+nQJb8TAwEBfX7+iouLx48d1dXXa2tpCA7BDjrW1tbm5uZeXl0AgCAkJ0dPTq6ys7G8W8sQEAGzUSD0X+ujp6SklJbVixYoNGzYIBIIrV67o6emJzpIEqhSYlZXVunXr4uLiOjo6UKHX+vXrDx48iLJhzs7Og1D9MjU1RT4zWVlZAoFAqFP/zp074eHh+CNVOO5/gzmnB/hzOvKN5zCcJnUAU6BRPr5DP4luUPKwrQuBQCAMis8nbRriEa5WRQzxCADwaf3AP3QO/USS3Cw3Zuh38z/FCAkuDfQHIEmpz9CfHX04/nEffOmXvb098n+MjIzEZuFUysrKvL29sRWg5GCJsObm5vLy8s7Ozubm5ry8vKNHj06bNu27775DTpEdHR0rV65Eal24mqilpcXOzm7v3r2DCFEwOAHSX1YBER8fj4xf0Mfs7OyZM2fu37//+fPnXV1dWIssLS2Nz+czmcwlS5ZIGKUAwLlz53777bf8/PzW1ta3b9/m5uaeOXNmxowZkpvM0Gg0LNZ87tw5oW+5XC72OrS2tvbw8LC3tweAkpISnCsTnQV/Zx6kpKSWLVvW57kAAMkwaGtr29raogeKpMCEZg2CrVu34p57Z2dnHKUMGllZWScnJwDIysr6/fffqV9xOBwPDw/cXqWnpyeUDiIQCAQCgUAgfDikcPZjQIRyI2pqaj4+PgDQ1dW1bNkyIfOTuro6Z2dnUbGvzZs3z549G38MCwsrKioqKirCv9zzeDw/Pz+0TaPRXFxctm/fvmHDBhsbG7Tz6NGjy5cvT0tLs7S0/PPPPwFAQUEBucULBAIfHx+qD+Pg3mJxu0tlZaXQXVOh3khNTY2Tk1NDQ4OHh0dsbGxkZKS6ujr6qrS0dN68eSwWS0VFZePGjWw2e9++fbhsSVdXl8vl4pYeLpeLAgYAUFZWXrt27a5du7Zv37548WK0Mzw8XOh9Wgzr169HweTOnTsLCgrwfoFAsGPHDtwur6WlRaPRWCwWqsLKzs5GCsJCsxBIZdjd3V1IugDFJAAgLS2NbVVWrlyJNlD1lOgsDoeT8jcDGkFyOBw3Nzf8R1VQUIBPBACFhYUCyRAyqNm6dSva8PX1Ra4piC1btlAzY9u3b//v0Z4mEAgEAoFA+J+HnpaW1qfrIgYrHZ06dWrMmDGysrLOzs7IsSQsLOzWrVt//fVXXl7ezJkzkexsW1vb6tWrL126hHIaampqb968wUfT0NBAr84ILS0tIRf2gwcPPnz4EG0rKipqamqiXnkjIyMlJaXbt293dnZeuXIFv1AqKChcvXo1ODgYAG7fvs3hcCwsLPbt27dly5YHDx4IGcZLCI1GMzY2vnv3LgBUVlZiYSghPDw8Dhw4gH5xf/r0qbS09Ndff62vr//o0aPLly+jy0Y8ePDA0NDw5s2bWJnK29vbyMiosbGxurq6qqoKBVoAUFBQcPPmTQD4+OOP09PTqSIE2HTyxIkTuAVcPOPGjTt48KC/v39bW5uVlZWfn5+pqWlra+uFCxfS0tKEBuvq6oaHh//www88Hm/8+PG1tbXUWWVlZXiktrb23r17haZjVWIej4dndXZ20mg01LU/btw40VnFxcW4GKy0tFSMzFpLS4u9vX1ubi76s6mvr6+qqtq9e3dYWNggHjGVWbNmbdy48cCBA2/fvl26dKmVldXcuXObm5tPnz4Nf8uOLV++HBueEggEAoFAIBBGAHp+fn6fX5SXlwv9flxcXIxSKAhpaWkul5uRkbF8+fK7d+/29PSgyKS1tfXs2bNowLfffpuWlkYNVMTT1dVFtRtvbW1lsVhixs+ZM4fFYuHMBofDMTAwSE9PZzAY+IfwwYEldLGorigmJiYoeEC/8fN4vJMnT1IHTJ48Gb/fx8XFUfVzx4wZ8/XXX6P+h5KSEhyo4HRQYGCgkFSal5fXtm3bGhsb8/PzJVcS8/Pze/PmTUhISHt7u5CVu7KyMra5RPj7+587d+7Bgwe1tbWLFy9OS0sTnaWgoHDjxg0hc8be3t7z588DAJ1O5/P5orMAwMPDo09LR0loa2tzdHRErfn+/v6+vr6mpqY8Hi8iIsLd3Z3atjQ49u3b19PTg3quMjMzqW1UAPDNN99ERkYO8S+KQCAQCAQCgfBeSEkolNQfY8eO/fPPPy9fvuzq6orqhaSkpCwtLVHzBu50l5C0tDRqIqJPsENffHz8w4cPqfVXABAcHCxqfD4IsCmheI8/Dw8PLJM1ceJEBoOhrq4+e/ZsV1fXlJQU9GINAMbGxhYWFkJzsaQvtZ0GN2CIluTRaLSXL19yudz6+npqDLlw4UKaWIKDg1FaQEVFhcFgqKqqmpmZRURErFq1SugU0tLSsbGxKA11586dhISEdevW6enpMRgMZeV/9UMvWrRItKE/JSUFhaNffPHFo0eP8CxVVVXcRi++4UcM7e3tjo6OKITz8fGJior6+OOPkakol8v19/dHYZuJiQlNMnbs2CF0CikpqcjIyMzMzHXr1unr6+M/IUdHx9zc3Ojo6MGl5ggEAoFAIBAIg4Z+9OjRo0ePihkxc+bMTz75BAD4fD6WcKVWcE2fPv3Zs2fTpk2bM2dOZmamlpaW0A/SQty7dy8lJaVP9Sc88ciRI/01Lp88eZLNZgOApqamqJf5mjVrqK6UdXV16J0eW2FMnDgRi1NRkZWV7enpQS/TKSkpOJGCitxWrly5cuVKJGsmNBE5D8rLy1dVVQnloLAqADKTET2j6E4sMhYaGlpXV7d27VozM7M+WyNSUlLQhuQd3t9+++3u3buvXbvG4XCWLVu2fft20TFGRkbBwcHBwcE9PT27du2aM2eOlJQU9QL6TOZgkWhPT08ajSYlJYVm0Wg0FRUVOp3O5XJzc3OfP38uZKpobm4uEAiSkpJcXFz6XJDe3l4nJyfqsqOLiYiIEE3aDBFLS0tLS0sejzdr1qynT59aW1snJyeTvhQCgUAgEAiE/wgDyxPb29uj1oLXr19j94n09HSq6aEoZWVl6OUVv6xLQm1tLdr4/vvvBxyMurolBMtt1dTUfPLJJywWy9TUVPSAOHyaMWMG2pDQqlJOTk7MG63kjuazZs0KCgoKDw/ncrnR0dHR0dEGBgY2NjZWVlZ2dnZCziGI69evS5gWU1VVbWxsdHFx4fF4eKlF2bx5c0JCwtOnT/Pz83FlIH6Ot27dys3Npa5eS0sLahlCeYnU1FQczHR3d1Md7tlsNtJ9FqKpqYlOp/dZGJaTk4PSQQwGo6enJyYmZs2aNZaWlkNcB7y9devWffv29Tns7t27QuVeq1evxiEZgUAgEAgEAuGDQp8+fToW1AKAtra2M2fOAICysjJS6RWtWZKEsrKy0NBQABA14hADh8ORfLBQfwVGVVVVqKjp3bt3FRUVuH08NzfXxsYmKSlp0aJF/R28uroabQipVI0AYWFhNjY2wcHByAqmvLy8vLz81KlTAGBqahoQEODu7k4NiqitLwPy888/i0qxCSEjI+Pk5PT06VP0cf78+ba2trW1tXFxcQDQ2dnp5OSUk5ODveQvXbqEwhg+n//HH3+IOfKZM2dCQ0OpF8/n86urq2NiYlxcXETzY/B3LzuLxWptbd20aRMA+Pn55eTkoEQWlfdaBwKBQCAQCATCfzl0GxubqKgo/LmqqgoFKurq6tT9IwM2KS8pKRm02/348eNFr7y4uBi59cnKynZ3d3d2djo7OxcUFPQnM4WiIKxTPMI4ODg4ODjU1tYmJyffvn07MzMTyfvm5uZ6enomJiZeunRpECVJT58+RfJo4mloaKA2F8nKyoaEhJSXl6NABQ3YsmULKsADAOSRIgnV1dWPHj0yNzfHe7KysiwsLKysrA4dOtTfLBaL5evr29vbe/r06cLCwoKCgsjIyB9//HFYllpfXx8LKwNAV1cX6iyaMGECVjhoaGhA6tv/e4aPBAKBQCAQCP+1vIczvbq6uuRiU4MDWw0WFRUNOlARj56e3rhx49LT07u6unx8fG7fvo3f+PENhoSEoAqlhQsXftD7FY+Ojg6TyWQymQKBoKioKC4uLjY2lsPhJCYmstls7EpZUVEhpuRJIBA0NDSUlpbevHnz2rVrkvhgHj58GPmTqKqqNjc3p6Sk/Prrr7jaSk5Orqur6/z587t27dLX16+trc3IyACAUaNG9fb2AkBQUJCQZHB7e7uGhgY65rFjx6iByvTp0xsaGvoTgAYAU1NTX19fdPzo6Oh58+ahB+Tq6ipUCCd+HaioqanhIkZfX190fMSmTZtQoJKSkoI6i3p7e9FJLS0tN2/e/EGfOIFAIBAIBAIB8x6Byghgbm6OJGLv37/v7Ozc55j4+PiqqqpRo0YFBQUNQjFWSkrq3LlzH330UUtLS0ZGRnZ2Nu5fR7x69QrnE6hyzCMDm81ua2uTlpb29vbGERTydTlw4MDChQs/++wzAMjMzMSBirOz87Nnz4brAgQCwW+//Ya2IyMjkcd8YGDg1atX0U4dHZ2SkhI+n3/lypXAwECcV5GVlUWByrp164SOOXr0aDs7u6SkJAD4/fffY2NjceGWgoICTqP1CbXD3srKat26dXFxcR0dHQEBAULGl5Kvw/bt24U8HxHd3d0oazR37lysfxAaGpqVlaWqqnru3DnRejMCgUAgEAgEwgfi/QIVJHulra0txs++paWFWpWEhMKePXtWVVU1adIkocGnTp3avXt3fX09g8HQ09ObNWsWKs2KjIz09/endh2gU9vb29+6dYvH402dOpXFYtXW1qampoppNekTTU3NgIAAlDM5ceIENVCxsLDAdpOLFi1CLeOLFi1KS0tzcnLCN2hoaFhTU8NgMIyMjKitMsnJycePH8/OzuZwOBMnThSjxyUQCLDp++rVq2VlZfX09KZNm1ZSUoIuwNzcXFQFeNy4cWhDvGjyUKioqEDeL0ZGRu7u7nfu3ImJiWlubg4ICEADtLS0SkpKACAlJSUgIAA3lyO5AiMjoz6r6b799lsUqHR0dKSmpqJwaxDs27cvMTGxubk5MTGRRqOtX7/+4MGDwyXMdfv2bdT6b29vj/bcuXMHed3Ex8f/T/bAPHw3gGrFqEJfyY4kjojAZeIHmMocGfAgK/0nix8Q9YP3MK8OgfD/NgP+/2FYGKUlyf9khlnj8cNxter/zKUOiHPhpgFGFA58kIjAG0O/ko0dieIHcGNOjMCCHB6Oe+kdgQsFoPsMw7/dQ2dYnst/JqOCC5Du3LmDNjo7O5ubm/Py8tDHrq6uZcuWsdlsId/6+/fvo15w9K48aNzd3VGggs09+Hx+RkYG7iBXUFA4cUJ4fVF40N7e/vz5c3SR2J8RAJhMJtWesqysjOrmTqWlpYUqudvZ2dnZ2fn27Vtku47YsmVLUlIS9Sf8np4epE8AAGZmZnh/YaG4/1W0tLSgRAfC1dU1PT1dzHh8NDs7OwDYv39/cnLyy5cv8bWpqanJy8t3dnY+e/bsyZMnKIkxevRotDholigLFixAIsUAwGazcaDC4XBwZGhtbS0+uwIAUlJSioqKSDxaSUlp165dOEoRvw6ScOPGv/4fhOQlOByOh4cHn88PCAjoL79HIBAIBAKBQPhADH+goqiomJ2dfffuXVT6r6mp2dDQMHnyZCz/xePxsEYtjUabOXPmxIkTdXR0CgoKcNwCAHl5eTNnzvzss89MTEwYDAaKTLDKMEJbWxsbpEhIXV0dk8mEv7vqKysrV69e3dbWlpOTU19fj6/q6tWr2KkQUVtbW1RUBADy8vJHjhzp6em5ePEifulvaWlhsVgqKire3t6zZs168eJFVFQUlgCm9vbweLyvvvqKagyyatUqPT29rKys1NRUvPPGjRtTpkxZtmyZlpYWj8erqqq6fPlyY2MjAOjo6Hh5eUl4v9ioETGgcSGOAMePHw8AKioqx44dc3FxwQNoNJqGhkZVVdWLFy/i4+PRThMTExRvoFmi0Ol0NTW1hoYGALh8+XJ7ezuy1CwuLsaS0KWlpf1pGyA4HI6dnV1NTQ362NraumfPHqF+mEEjEAiuX7+OLhV10WzZsqWmpkZTU3PXrl3DcgoCgUAgEAgEguQMf6AiJSVlaGhYVVX1rxPQ6QDAYDBwcuDgwYM4cyIQCB4/fvz48ePKyspJkyalpaV5eXlhW8menp7ExMTEROGUn4WFxb59+8zMzPq0CBQPh8Oh5j0A4OzZs0Jjxo4du2DBAqGdBQUF6Md7VVVV1IbBZDJXrlyZkJAAAFwu19DQ8ObNm7hAyNvb29DQsKmpCf69UqugoODmzZsAoKuri0SQV6xYgSKB+Pj4tWvXAoC0tDSPx6uurj58+LDQZcyYMePChQtC4ccwgi4YAMaMGYM2li5d6urqim4Tf4We77lz59AePT09FKjgWaKMHz8eBSqdnZ1JSUmrV69+rwtraWmxt7dHiR03N7eEhAQejxcREeHu7m5sbDz0Gy8tLUVOoKampqNHjy4sLDx58iQA7Ny5832DYQKBQCAQCATC0JE6evQojQJOI5SXl6MYY3jp6upChuIaGhrm5uaKioqjR4+eOnUq+qV/4cKFFy5cQC3y2traSNmJwWCMHTsWvywaGBikp6dbW1sPIkrpDyUlpalTp3p6eiL92f56prFzCIJGo23cuBF/jIuLo7YxjBkzZs2aNWib6k2Jq8VwJgHj5eWlpaUlLS2tpqYWEhJia2urr6/PYDDU1dVnz57t6uqakpLy5MkToXK44aWjowNfP94ZGRlJ/Yglm1FUM2HCBBUVFdFZQqirq+Nt3IIvIW1tbY6OjkiPy9/fn81mr1+/HgC4XK6/v/+wiNGhdAoAWFtbA8CmTZv4fL6xsbGoNgCBQCAQCAQCYQR4b9UsMdy7d08gEAj12e/evVsgEOD+gbS0tNevXwPAxo0bHzx40Nra2tbW9vz5c1wyZGVlhVqZ6+rqDh8+XFNT093d3djYiK3ig4ODGQyG6KlRXVZ/GBoaCv4d/Iv+xYsXW1panj9/fvr0aTHv2QDw559/Ct0g1lA2NjYWdcbEv/R/++23eCe2NdTW1kZXgguraDTay5cvuVxuQ0PDTz/9lJGRUV5e3t3drampmZeXl5CQ4ODgICUlReufHTt2SP68Dh8+jC5g/vz5eCcSEQYAahpBU1PzzZs3aPBvv/2Gv8rKyhIIBLW1tdi3XkzygToLRwXm5uYCgeDy5cvw7wJfurq6aGP+/Pnt7e2Ojo4owPPx8YmKiqLRaBEREeh6MjIyUKbLxMSEJhl9rlJgYCA6YERExB9//JGSkgIA+/fv/xDhOoFAIBAIBAJhQOjffPMN9XNbWxsuheLxeH3qKdXV1eH9W7ZsQRsCgQC92wEAVUdrx44da9eunTZtGopVcG+GnJwc8t8QBUcL+fn5WlpaQt86ODgM4j6x4aMoK1asUFZW1tLSMjc3R6JPfSIvL19cXIza6OfOnYsuEr9bYzVbKn3mfPDihIaG1tXVrV271szMbLh0q96LwMBAJMSsoaHx119/oTwJvmYhYbGysjIUlS1fvhwniHDESJ116dKlL7/8En2cOHFiZWUlSpGJzsI0NTXR6XTqs0ZFcQCQmpp69+5dakvPh14rHo+HEmXW1taDVicjEAgEAoFAIAwRenR0NPVzVVWVaM+GJPD5fFzLJEZXCveXf//9wLqH1Iqpf10unY6t+oaRlpaWlpYW5D4OAFSZLIysrCx+bU1PT6dmIQBAXl5ewnPNmjUrKCgoPDycy+VGR0dHR0cbGBjY2NhYWVnZ2dkJmRgirl+/LqGVoaqq6iBuv7GxccOGDadPnwYArLslJmbDX6GGeKFZ2HEFAGpqajIzM1ExlegsAODz+dXV1TExMS4uLjjXRCUnJ4fP5wMAg8Ho6emJiYlZs2YNdp8c+ipt3bp13759fQ67e/eukFHP6tWrsRwzgUAgEAgEAuGD0m9Zi5KSEjL7o/L777/X19crKCjg7gsLC4tr165Jfj4OhyP5YKpFCWLs2LGDMHmkoqqqumrVKgCIjY1FBUseHh6tra05OTm4ib+pqenWrVvva88iOWFhYTY2NsHBwTk5OQBQXl5eXl5+6tQpADA1NQ0ICHB3d6fmDUbAwePMmTNubm4ODg44DhQTqCB1YKDkvvCsFy9e4LIuBJvNRoGK6CwAyMrKsrCwsLKyOnToUJ/nQlEKi8VqbW3dtGkTAPj5+eXk5Ij2Ef1P+pwQCAQCgUAg/D9Lv4HK2LFjo6KihHY+efKkvr5eRUWF+tX27dslP5+QUcapU6dwzCMJQ4xSAGD8+PFRUVGlpaVHjx4FgMmTJ585cwYABALBnTt3nJycOjo6BAKBs7NzQUGBeLXcoeDg4ODg4FBbW5ucnHz79u3MzMyXL18CQG5urqenZ2Ji4qVLl0a4Huybb74pLCycOnUq+ogUukQRCASoh15TUxP30ONZ9+7dQ/moBQsWoMTaxYsXIyMj6XS66CwAmD59ekNDg4aGhpgLY7FYvr6+vb29p0+fLiwsLCgoiIyM/PHHH4flrvX19W1tbfHHrq4u1LI/YcIEAwMDvBQo29Zf9SCBQCAQCAQCYdgZtkZhaWlpqvgS7lcRQlNT8z99ywAAuIBn4cKFaINGo9na2s6YMQM1bXd1dfn4+Ny+fRtHCzQabVjUpajo6OgwmUwmkykQCIqKiuLi4mJjYzkcTmJiIpvNdnd3R8MqKiokLGpSU1MbRGncpEmTqqqqampqtm3bhh3osRWmEM3Nzah9xcTEBO/E21jTLCQkpKOjIysr6+3btykpKePGjROdBQAKCgriTR5NTU2RIc+oUaOio6PnzZuHDo4U4agjB7dKvr6+6PiITZs2oUAlJSUF9R319vaik1paWm7evPl915ZAIBAIBAKBMDhGWtHI3Nz8yJEj4sfEx8dXVVWNGjUqKCho6CkUUV69eoWayAHAx8eH+hU6nZSUFDKqz87OpgoDDAtsNrutrU1aWtrb25saBRkbGx84cGDhwoWoEyYzMxMHKs7OzsgAfkC2b9++e/fu972kvXv3+vn5NTc3Hz161NXVVV9fv6Ki4vHjx3V1ddimk7p6aIMqr2xgYIBmIXVjXV1da2trNzc39NLPZrOxpLKoKLN4qIIEVlZW69ati4uL6+joCAgI+P3336kjh75K3d3dcXFxADB37lysjhAaGpqVlaWqqnru3Ln+dKv/72IuM8B/jBFf3RiBy1jp/6FSlwQCYdAM+P+HYcH0jSRn8fxPL8Z/F8+n3Rc/4POOYTjLFZOIYbjU4bjfAwrLhuMw/xXQfXzFD5DkZjd2JA44ZugcDhzgBWBkLmM4w4B58+bRaDQhsxEhqPJNALB27VqkGIsNIsvKyry9vUNDQ2/evOnr6zt58mQFBYUxY8bk5+cDAJfL7e/UuCyHz+cHBQVNnDiRRqPdunVLaCSfz1+5ciXqflm0aJGpqano0fBv/CdOnJDwBtPS0gCgoaFhy5YthoaG8vLyqqqq//jHP6hjkpOTlyxZsm7dOj8/P19fXzs7O6zajBk3bhzaKC0tXbFixcyZM5WVlXGX/wdCU1MTOUsKBAJvb28sl4z9HKmgTh4pKally/7//5ZoNBpW+gIAT09PKSmpFStWoEjsypUryC9SaNYg2LdvH2qFT0xMpNFoGzZsGMY01+3bt1FnDhLIBoA7d+6Eh4cDQHx8POmBIRAIBAKBQBhJPnhGRSi0kJOTEzO4rq7O2dmZx+MBwN27d+/evYv2d3Z2oo2Ghobvvvvu8OHDYtwtqqur9+7d29+3lZWVyHFFQUFBKA7ByMvLt7W1Qf/lT32SnZ3t7OyMEw5dXV1YOUAgEDCZTBaLRR1/69atmTNnXrt2DQsu9/T0hIaGom0U+YgSFBQUFhY2xIciioeHx9mzZ2/evFlSUsLlcuXk5Lq6unbu3GlnZ4cdbBBIis3d3V1fX5+6PzAwEHmbwN8SzNra2ra2thkZGd3d3SjWEp3F4XCQpT0AWFtbiy8DAwApKSlFRUXUl6+kpLRr1y6clRKN+t6XGzf+9eOBjY0NujYPDw8+nx8QEODs7Dzsa04gEAgEAoFAEAP9xYsX4nMggwPL9aKXdQ6H09raqqSktHnz5tWrVzs5OdXX1wMAnU6fP3/+lClTzpw58/z580uXLvX09OCDMBgMR0fHadOmdXV1nTx5Er0iHz169MWLF+gH9T5PjaMaBQWFY8eO/fbbb729vZWVlWgnUvpSUFC4evWqnp5e34tCp6upqb1586aysrKxsVGS++3o6HBycnr9+rWHh8f8+fN7enouXryIZZqDgoKeP3+uoqLi7e09duzYrVu3ohd6Ho/31VdfBQUFCQSCqqqqy5cvU0+nrKz8xRdf6Ovrd3d3Z2VlpaamAkB4ePicOXO++OKL4X1eNBqNxWJNmzato6Pj6NGjmzdvDg8Pb2trs7Ky8vPzMzU1LSsrw4O1tbVFQ8Gamhqc3HBzc0OzqH9afc4qLi7GxWClpaXi1Qs4HI6dnV1NTQ362NraumfPnuEK2wQCAdIro9Pp5ubmALBly5aamhpNTc1du3YN72oTCAQCgUAgEAaEnpaW5uXlNezHnTFjhoqKCofDQYFHXV3d27dvlZSUNDQ0NDQ0Dh06tHLlSgDgcrm3bt2iFmih/hAAsLa2jo+Pxz/AP3r0KDMzU1pamsfjJSUlnT17FlvL90dHR0diYh/1c3PmzGGxWLNnzxYz19jYGOVzcIQjnubmZhkZmT/++AOLGjOZTEtLS5QueP78uaGh4c2bN1H5kJaWlp+fH2rnaG1tDQoKEj3gxx9/nJ6eTnX8iI+PX7t2LQCcOHFi2AMVANDV1Q0PD//hhx94PF5KSspPP/20c+fO9vb2iIh/q1JVUFC4ceOGqBHnr7/+ijZoNJroLAA4c+aM6CzJaWlpsbe3z83NBQA3N7eEhAQejxcREeHu7m5sbDz02y8tLa2oqAAAU1PT0aNHFxYWnjx5EgB27typqKg47KtNIBAIBAKBQBCPFOr9EKW8vJwmAuowQc70YoqvAEBFReXatWvz5s1D7ekyMjIyMjL4W2VlZbQxd+5cHR0dBoMxduxYS0tLHx8f9NWECRMSExOFyoQAYMyYMeiA7/sjNzYZnDhx4sOHD8VHKUDx+sDuHwOydetWqvUKjUZbsmQJ/hgXF4ebHDw8PGpqapC7CACMGjVKXV199uzZrq6u3333HdoZGBgo5N7o5eWlpaUlLS2dn58/7PpjCH9/fwsLCwB4/PixjIzMo0eP1q1bp6enx2Aw8CNbtGjR9OnThSb29vaeP38eABgMxq1bt/AsVVVVPLG/vzRJaGtrc3R0RK35/v7+bDZ7/fr1AMDlcv39/YdlNbD9C3oumzZt4vP5xsbG69at+xBLTSAQCAQCgUAQj5SQouuLFy8knMnj8Wg02tatWwsLCwUCQV5eHnqn7+7uRh3JVlZWd+/eRUJJNBpt/Pjxogfx8/Orqanp7u5ubGzMzMx0dnZGB/nhhx/U1NSoI+/duycQCBobG1Gj8/Pnz1HxmBDx8fGCvrhw4QIaUFNTQ6fThQIwFRUVIyOjtWvXbt68mcvlvnjxAgc27e3tt27dEggEL1++FLpBAJCVlcUCx6KGMN9++y3aMDY2RgEAZsyYMfgNOCEhoampKTc398KFC1i9V/RB0Gi0ly9fcrnc+vp6atmbiYkJTTJ27NiRkpKCFmTChAl//vknOsKyZcvevHkDANLS0rGxsSikDA0NVVRUjI2Nraio6O7uvnTpEhqMTCqFSElJQUdYunRpc3NzXFxcZWVlT0+PoqIiFlhjs9miE83NzQUCweXLl+HfBb6otLe3Ozo6IuFjHx+fqKgoGo2G+mEEAkFGRgZajfdaB9GzBAYGogNGRET88ccfSF97//794gNyAoFAIBAIBMIHYthUv1pbW//66y8AePPmTUFBgfjByNwQAHC/AQJrgsnJyWX0A8519PkLPW5Mfy9aWlqKi4vj4+OXLl36ySef5ObmorosAFBSUpLkBuXl5SdNmiS0E795Y63bPr+lgtWQQ0ND/fz8srKyPlDyhAqHw9mwYQPaNjIyCg4OBoCenp6vv/4aleENCPal8fT0xDVgAIB6PBgMBgDk5uY+f963UGFTUxOdTu+zMKy3t9fJyYkqFje8Pphbt24VjWSw6teSJUuo+7FgNIFAIBAIBALhQ9Pvr8VSUlJ+fn4DzhdKFEhIf4FKbW0t2vj+++8HPAjqrf+3m6HTB7Q7lJaWZjKZ1D3v3r1rbGzMyclBwru5ubk2NjbYlVyo/qo/5OTkxLxAY2mBAZk1a1ZQUFB4eDiXy42Ojo6OjjYwMLCxsbGysrKzsxOyOERcv35dQqNDMfdy5swZNzc3FOZt3rw5ISHh6dOnmZmZx48fx3mh/mhpably5QoASElJPXr06Nq1a9RvQ0NDx48fj1p92Gz2zp07qd/y+fzq6uqYmBgXFxdpaWnRg+fk5KBgicFg9PT0xMTErFmzxtLS8gOtA4FAIBAIBALhv4R+AxVpaemoqKgRvhqs5ysJyAuFytixYwc0iKTT6X3el0AguHPnTkBAQH5+fmdnJ9a6Fe2T+dCEhYXZ2NgEBwejIqvy8vLy8vJTp04BgKmpaUBAgLu7OzUoGi5/j2+++aawsFBRUVFGRiY2Ntbc3JzP52/dunXJkiW6urpiJl66dAlpqfH5fNHeIaw+DABnz54NDQ2lXnxWVpaFhYWVldWhQ4f6PDiKUlgsVmtr66ZNmwDAz88vJydH1HtxcOugr69va2tL3fP06dO3b9+OGjXK3Nwc/Tk1NDQgeWXs1UMgEAgEAoFA+NAMW+mXurq6lZUVAGhra8+fP39wB8E2GiUlJYKBEDKVh7995QcHjUaztbW9f//+ggULAAAVXE2ePBm3ygzLDUqIg4NDdnZ2TU3N8ePHV6xYgdt7cnNzPT09ly9fPrz1YMhlsqamZtu2bWiPmZkZKgZrb29nMpniT0et9RJPeXn5o0ePqHumT5/e0NBw7949MRrZLBbL19c3ICAANfAUFBRERkYO1737+vpSCwtjY2NRJ9J33313586djIyM1NRUVP5naWm5efPmYVx2AoFAIBAIBIIY/rsahTU1NdFGUVHRlClTRv4C5OXlz507p6uri1SVReWtRhIdHR0mk4nihKKiori4uNjYWA6Hk5iYyGazcb9ERUWFhCVPampqfZbG+fr6HjlypLm5+ejRo1999dW8efMAIDQ0NDExsby8PCUl5ddff9XW1u7zmLW1tRkZGWjpHj16hFZMV1e3oqIiMjISaXO5uroCADKn/+c//4lcShAKCgriTR5NTU19fX0BYNSoUdHR0ejaQkJCXF1dhQrhhr4OABAdHY2isq+//hrtCQ0NzcrKUlVVPXfunGgah0AgEAgEAoHwgRjOQOXp06cAgK3Z+2Tjxo0HDx7EH2NjY2NjYwGgsrJy0qRJ5ubmR44cAYD79++rqqqePn06IyOjvr6ewWDo6elZWFj4+/tnZWVVVVWNGjUqKCgIp1DQqZEYV3t7+549e9hsdm1tbWpqKlUyWBKo2QOhVvI+b/Dx48cAgJzsGxoafv7556SkpJqaGgaD8dFHH1FHJicnHz9+PDs7m8PhTJw4EasCUGGz2W1tbVJSUrq6uidPniwtLa2srKTT6Xp6etOmTQsLC/P39weAzMxMHKg4Ozs/e/ZMklvbvn377t27RferqqoePnzYy8tLIBB8/fXX+fn5srKy8vLyMTExn376KQAEBgYeP368z2NiLS8XF5fff/8dbXt6ekpJSa1YsWLDhg0CgeDKlSsnT55EgcqFCxcOHTok+Rs/VXLAyspq3bp1cXFxHR0dqNBr/fr1Bw8eRLVkQ1+H7u7uuLg4AJg7dy7SP7hz5054eDgAxMfHD1eJ3f8ton7wHvpBqsKdRuJSg5JH4CwEAmHk+Z41DGZZQ0eS/5VNGvL/iNQNtw44Jqfj6dBvZ2RWVf3YmRE4y/8hzp8e6BfwY8NwkByvAf5C5gx4GRJcycD3Mhz8d2VU7O3t5eTkurq6Dhw4sG/fPry/s7Ozubk5Ly/v6NGjNBpNIBC4uLj0WejV0tKCpWwHQUdHx8qVK1E6BQAGlC+jkp2d7ezsjMOYrq4uXOYkEAiYTCaLxcKDqUbvVOLj46n2l5i3b9/m5uaeOfOv/+Db29uHd+U9PDzOnj178+bNkpKSnTt3Irv3BQsW+Pj4xMTENDc39/lmLxAIsN6Xm5sblg7z8PAAAG1tbVtb24yMjO7u7s7OTkVFxba2ttevX6empn722WeDu86tW7eePn2ax+MBgLOzM45ShoXbt2+jWBepfnE4HA8PDz6fHxAQ4OzsPLwLTiAQCAQCgUAQj9Swv/KKZ/PmzUVFRQEBAeijg4NDUVFRUVERqixSU1Pz9vYGAPQmKiMj4+Lisn379g0bNtjY2KApQpU5Qvj4+OAoRVtbW3JPcT6ff/v2bUtLS+Qugl5/KysrGxsbJZnO4/GcnJwaGho8PDxiY2OPHTuGel0QN27cYLFYKioqGzduZLPZ+/bto5YtUfM2s2bNwtvKyspr167dtWvX9u3bFy9eTD2dmZkZ3kY+NpLQZ7CBoNFoLBYLVWHt378fpYnQNuqQweoCVJ48eYKSGGPGjFFRUSktLQUAS0tLXLa3cuVKtJGQkLB06VK0TTVU4XA4KX+DJaH7g8PhuLm5ob8NACgoKOjq6hrGdbhx4wbaQH9sW7ZsQfLK7+suSiAQCAQCgUAYOnTJHR6HBQ0NDQ0NDdw5nZ+ff+/ePVlZ2fHjx6NyIA0NDep4Go0mJSU1ZsyYCRMmjBo1qre3F+0XlfwCgJ6enosXL1pYWOzbt8/MzKxPoxIulyskT9zb29vU1JSTk4MdJBUUFPT19VGhV2VlpdAl9QmPx2tpafnjjz9wpRmTyVyxYgXySWxqajI0NLx58yYuH/L29tbT00MKy9RYiBqBKCkpKSsry8jISEtL6+npKSkpofGysrJeXl7D/mh0dXXDw8N/+OEHHo/39ddfP3r0aNSoUSoqKseOHXNxcelzCk6nrFixAjnTAwD12pYvX/7dd99xudzbt2/Hx8ej8ZcvX25vb0eWmsXFxY6OjmhwaWnp5MmT+7u8lpYWe3v73NxcANDS0qqvr6+qqtq9ezdK/gwdgUCAzOnpdLq5uXlhYeHJkycBYOfOnZKHuwQCgUAgEAiE4YL++vXrPr/o7e0VX1QjLS3N5XIHd1Y9PT20UV9fj8S7KisrlZSUurq6kJE5Ms149+5dYmJiYmIiniglJYV+FN+1a9fq1auFDsvn8w0MDNLT05HDYJ/weDxqCZYoc+bMYbFYO3fuRIEK0oCShK1bt1L7YWg02vr167Ghe1xcHLXJYcyYMQsWLEhKSgKKqwwANDU14e3a2trDhw8LnYVGo40ePRrbUA4v/v7+586de/DgwePHjw8cOBAUFAQAS5cudXV1RR0mVLhc7tmzZ9G2q6sr6phnMBgrVqzAY9TV1RcvXnzjxg0+n9/Q0KCiosLhcDo7O5OSkkQfnxja2tocHR2zsrLQRfr6+pqamvJ4vIiICHd3d2PjYSi0LS0traioAABTU9PRo0dv2rSJz+cbGxuvW7fuQyw1gUAgEAgEAkE8UhJajw8vWOhJVlZ29OjRU6dOlZGRAYC0tDQUOO3cufPy5ctI2YnBYIwdO9bS0tLPz+/58+fIlPD58+c4AUIlODhYTJTSH0pKSlOnTvX09ExKSnr48OHs2bPR7/3wPt0ga9asEdqD8wMqKiqizpjYiB2niQAAmx5++umntra2+vr6DAZDXV199uzZrq6uKSkpPB6vqamJGkOamJjQJGPHjh3ib0FaWjo2NhY9i9DQUGwkHxkZqaysLDT49u3bqCFnwoQJ7e3tb968AYClS5cK2Sni6q/z588vX74cbVOrvwakvb0d9x35+PhERUV9/PHHSE+My+X6+/ujasAhrgNKpwCAtbX1H3/8kZKSAgD79++n0/+7+rgIBAKBQCAQ/h+B/vTpU/GZk5kzZ37yyScAwOfzkXc7AGhoaMjJyaFtExOTZ8+eTZs2bfr06ZmZmciUAzN58uRnz571V9Jz/Phx6vt9ZmYm2pCXl1dWVvbz8/Pz86OOf/HiBRbLys/Px+/66NQAsGbNGtGAAQBw9c7EiRMrKir6NEF/9+7d7du3U1NTgZJIoeYu+rzBWbNmpaWlycvLT5o0SeiA+OVeqMMEYWtrGx0dDQBoeRFz585FG3fu3PH29t6/f7+Zmdkw9osLXcCTJ08AYObMmXinkZFRcHBwcHBwT0/PV199NWfOnIyMjLq6Ohz+mZqaog07OzuskPbVV1+hDU9Pz9zc3Ojo6PT09Lq6Onl5eV1dXTqdzuVyc3Nz2Ww2qqfCmJubCwSCpKQkFxeXPkv1ent7nZyc8B8G/N0+FBERERERMYyrERgYGBgYCAA8Hg91CllbWw+66Z9AIBAIBAKBMEQG/rXY3t5+7969APD69WvsPpGeni7e9LCsrAw1JCDPcgmpra1FG99///2Ag1HDhoQg+WAAqKmp+eSTT1gsFn7hph4Q90vMmDEDbQjlB/pDTk5OTDghLy8v4XXOmjUrKCgoPDycy+VGR0dHR0cbGBjY2NhYWVnZ2dkJOYcgrl+/LsY/ZM+ePfHx8Xh7z549omOePn1KfZqbN29OSEh4+vRpfn5+fn4+2omf461bt3Jzc6mr19LScuXKFQCQkpKKjIxMTU3FAUx3dzfS0UKw2eydO3eKXkBTUxOdTsdhJ5WcnByU9EPVgDExMWvWrLG0tHzfdaBCfaZbt26l6stRuXv3rpCy3OrVq3FbDoFAIBAIBALhg0KfPn06FtQCgLa2NqSBq6ysjJw6RGuWJKGsrCw0NBQA+jMK7BMOhyP54D776QFAVVV11apV1D3v3r2rqKhIS0tDH3Nzc21sbJKSksRYrFRXV6MNfX39ISzvYAgLC7OxsQkODs7JyQGA8vLy8vLyU6dOAYCpqWlAQIC7uzs1KBLv7yGhahkVGRkZJycn1KIDAPPnz7e1ta2trUUeI52dnU5OTjk5OVgR4dKlSyiM4fP5f/zxh5gjnzlzJjQ0lHrxfD6/uro6JibGxcWlzzQXilJYLFZra+umTZsAwM/PLycnR9SJ5f9NnxMCgUAgEAiE/1XoNjY2UVFR+HNVVRUKVNTV1an7Rwbcu1JSUjJoZ/rx48eLXnlxcbGRkREAyMrKIlsPZ2fngoKC/mrSUBQ0efJkNTW1EV4EAHBwcHBwcKitrU1OTr59+3ZmZiZquM/NzfX09ExMTLx06ZKE9WAlJSUAoKioOHv2bKGvysrKUC2fkDd8Q0MDkjRAyMrKhoSElJeXo0AFDdiyZQvuM/n1118lvK/q6upHjx5RnemzsrIsLCysrKwOHTrU3ywWi+Xr69vb23v69OnCwsKCgoLIyMgff/xxWJZaX1/f1tYWf+zq6kIt+xMmTDAwMMD3W1xcDADoT4hAIBAIBAKBMAK8R6Owuro61bX9Q6CpqYk2ioqKBh2oiEdPT2/cuHHp6eldXV0+Pj63b9/Gb/z4BkNCQlCF0sKFCz/o/YpHR0eHyWQymUyBQFBUVBQXFxcbG8vhcBITE9lsNnamr6io6K/kicvlVlZWAoC5uXlkZKSamhou3gOAwMBAFJAIZY0OHz6M/ElUVVWbm5tTUlJ+/fVXXG2FHDnPnz+/a9cufX392trajIwMAMDi0UFBQUKSwe3t7RoaGuiYx44dowYq06dPb2hoECMAbWpq6uvri44fHR09b9489ICQ0AJ1pJh1EIK6Dr6+vuj4iE2bNqFAJSUlBZnT9/b2opNaWlpu3rx5JP8ACAQCgUAgEP5fRmrohxhG8Cvs/fv3+xsTHx//008/7dmzZ3B6ZVJSUufOnUNt7hkZGdnZ2UIDXr16hfMJSDp5JGGz2dHR0TExMdSYkEajGRsbHzhwAMsBU5vLnZ2djfph+vTpyB4xNTXVyMiImifpD4FA8Ntvv6HtyMhItBEYGNjQ0IC2UXjA5/NRXwrOq+BWeFE939GjR9vZ2aHt33//napypqCgIN6mhtphb2VlhQ7e0dGBPUMlWQch+luH7u5ulDWaO3cuilIAIDQ0NCsrS1VV9dy5c6L1ZgQCgUAgEAiED8T7Sa/OmzcvMzNTW1tbjE1kS0sLtSoJFRc9e/asqqpKVBfr1KlTu3fvrq+vZzAYenp6s2bNQqVZkZGR/v7+1K4DdGp7e/tbt27xeLypU6eyWKza2trU1FQxrSZ9oqmpGRAQgHImJ06cwEJbAGBhYfHw4UO0vWjRItQyvmjRorS0NCcnJ3yDhoaGNTU1DAbDyMiI2iqTnJx8/Pjx7OxsDoczceJEExOT/q5BIBAUFBSg7dWrV8vKyurp6U2bNq2kpARdgLm5+fTp04VmYcExyUWT35eKioqysjIAMDIycnd3v3PnTkxMTHNzMw4MtLS0UDlZSkpKQEAAbi5HcgVGRkZ9VtN9++23yDSmo6MjNTV10Gpa+/btS0xMbG5uTkxMRE41Bw8eHC5VtNu3b6PWf3t7e7Tnzp074eHhABAfH/8/2QOTq/ZU/ABB+DCc5YDCspG4mR+8R+IsBAJhxLloOdLNon2SfbVoRC41YcARA16J2ecDFypXhTuNwILMpT2V4EgDEPHViPwjMiJsupA49IMMnQH/9R8WJHlwAy7If8YjoqenB23cuXMHbXR2djY3N+fl5aGPXV1dy5YtY7PZhoaG1In3799HKQL0rjxo3N3dUaBy+/ZttIfP52dkZOAOcgUFhRMnTgjNQuFBe3s7Mhjp6upC5h4IJpNJtZIsKytDb/yitLS0UCV3Ozs7Ozs73759i2zXEVu2bElKSqL+hN/T04P0CeDfDewLCwv7u81Dhw5t2LABAPLy8pDk7oDgo6EcyP79+5OTk1++fImvTU1NTV5evrOz89mzZ0+ePHn27BkAjB49Gi0OzpwIsWDBAiRSDABsNhsHKhwOB0eG1tbWQt0yokhJSSkqKiLxaCUlpV27duEoRcw6SMiNGzfQBpKX4HA4Hh4efD4/ICDA2dl5iAcnEAgEAoFAILwXwx+oKCoqZmdn3717F5X+a2pqNjQ0TJ48Gct/8Xg8rFFLo9Fmzpw5ceJEHR2dgoICHLcAQF5e3syZMz/77DMTExMGg4EiE6wyjNDW1sYGKRJSV1fHZDLh7676ysrK1atXt7W15eTkYAdJGo129epVPT096sTa2tqioiIAkJeXP3LkSE9Pz8WLF9PT09G3LS0tLBZLRUXF29t71qxZL168iIqKwmrL1DouHo/31VdfUWu3Vq1apaenl5WVhSxcEDdu3JgyZcqyZcu0tLR4PF5VVdXly5eRhJeOjo6Xl5ckN1taWopuZ8KECeHh4devXy8pKWltbdXS0po3b16faRkcAY4fPx4AVFRUjh075uLiggfQaDQNDY2qqqoXL15g4WMTExMUb6BZotDpdDU1NVQ/dvny5fb2dmSpWVxcjCWhS0tL+9M2QHA4HDs7u5qaGvSxtbV1z549Qv0wg0YgECDPRzqdjkoQt2zZUlNTo6mpuWvXrmE5BYFAIBAIBAJBcoY/UJGSkjI0NKyqqvrXCeh0AGAwGDg5cPDgQZw5EQgEjx8/fvz4cWVl5aRJk9LS0ry8vLCtZE9PT2JiYmKicFbIwsJi3759ZmZmfVoEiofD4VDzHgCAGz8wY8eOXbBggdDOgoIC9OO9qqoq6pRgMpkrV65MSEgAAC6Xa2hoePPmTVwg5O3tbWho2NTUBP9eqVVQUHDz5k0A0NXVRSLIK1asQJFAfHz82rVrAUBaWprH41VXVx8+fFjoMmbMmHHhwgVRn/g+QVEHnU6fNm0auhJEZWUlarIXBQ/DxppLly51dXVFt4m/Qs/33LlzaI+enh4KVPAsUcaPH48Clc7OzqSkpNWrV7/Xg2tpabG3t0eJHTc3t4SEBB6PFxER4e7ubmxs/F6H6pPS0tKKigoAMDU1HT16dGFhIfKm3Llz5/sGwwQCgUAgEAiEoSN19OhRGgWcRigvL0cxxvDS1dWFDMU1NDTMzc0VFRVHjx49depUGRkZAFi4cOGFCxeQy562tjZSdmIwGGPHjsUviwYGBunp6dbW1oOIUvpDSUlp6tSpnp6eSH+2v55p7ByCoNFoGzduxB/j4uKobQxjxoxZs2YN2qZ6U+JqMZxJwHh5eWlpaUlLS6upqYWEhNja2urr6zMYDHV19dmzZ7u6uqakpDx58kSoHE4MKFDp7e1tamrS09Pz8/P7xz/+4enpKfRmTxXL6ujowNePd0ZGRlI/YslmFNVMmDBBRUVFdJYQ6urqeBu34EtIW1ubo6Mj0uPy9/dns9nr168HAC6X6+/vPyxidCidAgDW1tYAsGnTJj6fb2xsLKoNQCAQCAQCgUAYAYZT9evevXsCgUCoz3737t0CgQD3D6Slpb1+/RoANm7c+ODBg9bW1ra2tufPn+OSISsrK6QGW1dXl5CQUFtb29PT09TUhIu+Xr58OXPmzLVr1165cgX1q6BTo7osxLt371L+BrVHGxoaCv4d/Iv+xYsXW1panj9/fvr0aTHv2QDw559/Ct0g1lA2NjYWdcbE8cC3336Ld2JbQ21tbXQluLCKRqO9fPmSy+U2NDT89NNPGRkZ5eXl3d3dmpqaeXl5CQkJDg4OUlJStP7ZsWMHPlFXVxeuPfvmm28WLFjwxx9/7N+//9q1a/Ly8l9++SUqvgKAR48eUWehDUVFxdzcXB8fn8mTJyMVhDlz5uzdu/fkyZM4aMzKyhIIBLW1tdi3njpLTk5OTU3NzMxs3759HA6HOgtHBebm5gKB4PLly/DvAl9U2tvbHR0dUYDn4+MTFRVFo9EiIiLQ6mVkZKBMl4mJCU0yqKuECQwMRAeMiIj4448/UlJSAGD//v0fIlwnEAgEAoFAIAwI/fPPP8dBQkJCQnNzs6qqqqurKwCgzEZZWRlSdqI2Kgwa3JshJyeH/DdEEV/X1NXVVVxcXFxcHB8fb2pqymKxkDYXldbWVpyvSE9Pnz9/vuhxcOpASUlJkiuXl5cXVS3D79ZYzbbPb6lgkbHQ0NC6urq1a9eamZkNl26V0EKFhIQAwPPnz2NiYrCac3d399u3b3NycnBUdujQoaCgIPRGjq/59OnT586dE5117NgxLD7GYDCE7vS9ZmGamprodLqWlpboXfT29lKFBwBgeNdq69at+/bt6+/bJUuWUD+uXr0aq5wRCAQCgUAgED4o9A0bNuD3+Hv37jU3N48fPz46OhqPKCsrQ2JToq/pgwD/xv/9998POFhBQQFXT/3+++/19fVSUlJLlizJzc1FfSy5ubk2NjZJSUnvq1AMACjTAgCqqqqSjJeTkxPziiwvLy/heWfNmhUUFBQeHs7lcqOjo6Ojow0MDGxsbKysrOzs7IRMDBHXr18XtTKMi4tDyrl3797FMQD1XsaMGfPTTz9FR0djrTBHR8e5c+e2tbX9/vvvVVVVb9++Rc0wzc3N2dnZKCOEdbdwdZbQrJqaGqw6gHMyg5sFAHw+v7q6OiYmxsXFBeeaqOTk5KCwh8Fg9PT0xMTErFmzBrtPDrhKfSLhEycQCAQCgUAg/AcZ6bIWDocj+WBlZeWoqCi0/eTJk/r6ek1NzaSkJIFAcOfOnYCAgPz8/M7OTmdnZ+xJIiECgeCvv/5C20K+7CNAWFiYjY1NcHBwTk4OAJSXl5eXl586dQoATE1NAwIC3N3dqUGRqIPH06dPsWvhpEmThJpnMA0NDUiemE6nJyYm4vxAeHi4u7v7xYsXce1cRUUFClSo1vX9zcKOjTgnM7hZAJCVlWVhYWFlZXXo0KE+bwFFKSwWq7W1ddOmTQDg5+eXk5Mj2kc0OJ8TfX19W1tbobV9+/btqFGjzM3NUVKxoaGhuLgYAFALE4FAIBAIBAJhBJDqsyzqw4F/ei8pKRH0A+42Ef3lG7040mg0W1vb+/fvI22urq4uHx8fake1uro6PlqfN1hWVoZaZSZPnoxbw0cSBweH7Ozsmpqa48ePr1ixAlff5ebmenp6Ll++XLRBHHWDpKSkeHt7z507t7Ozc8CzHD58GPWcbNq0iVrFJCMjExcXRw1v8NGmTp2Kd4qfpa6ujnvoBzcLAKZPn97Q0HDv3r3+Yi0AYLFYvr6+AQEByECzoKAgMjJyuB6Er69vBoXY2Fhk0vLdd9/duXMnIyMjNTUVFQdaWlpu3rx5uM5LIBAIBAKBQBDPSGdUNDU10UZRURHuRB8c8vLy586d++ijj1paWqhejZKAOw0WLlw4witARUdHh8lkMplMFJ7FxcXFxsZyOJzExEQ2m+3u7o6GVVRUvHv37ptvvqH6zGDKysqw/LGamhpObtTW1mL5YFHpqtGjR69cufLAgQPoo4aGBtqgNtv0OcvW1hbVd1ETI4ObBQAKCgriTR5NTU2RIc+oUaOio6OR0EJISAhShKOORKskybJTV0mI6OhoFCJ+/fXXaE9oaGhWVpaqquq5c+f6k4MjEAgEAoFAIAw74gKVjRs3Hjx4EH9EFh8AgOuFqLx8+XLy5Mn19fUMBkNPTw/bOwphbm5+5MgRANi8ebOzs3N7e/uePXvYbHZtbW1qaipqNRE1TukPTU3NgIAAZB9JNfoAgHnz5mVmZmpra1NFuhYtWpSWlrZo0aLs7Gy0JyUlRV5ensFgGBkZ+fj44JHJycnHjx/Pzs7mcDiod6LPu8ZkZGTMnDmzsrKSTqfr6elNmzaNqlxMhc1mt7W1SUtLe3t74/ouGo1mbGx84MCBhQsXItf2zMxMHKg4OzsjA/g+oVq+bN++fffu3Wjbz88P+bTo6en1aaS4ZMkSHKhgQQJqyZmcnJzoLKyCRR05uFmSQBUksLKyWrduXVxcXEdHBztpSKkAAIAASURBVCr0Wr9+/cGDB9Exxa8SFeoqUenu7o6LiwOAuXPnotDrzp07qBEoPj5+cKVl/+UIlgwwYFJQ8tDP8lLJUvyAsNb7/+mVIBAIhP8lTozAOcw+H3hMhMK2//RS/Hcx4D+7w8QAfwCjfFoGPMSA/zRvG+gf9wEHAMAonwjxA4YqT9zZ2Ykigebm5vLy8s7Ozubm5ry8vKtXr6IBWAAKYW9vj8XEnj17Zmdnt3fvXtxhj/YHBwdLfgH4bZ6qsSuex48ft7T86wlVV1d3dXVxOJwHDx6sW7euvLwcADgczpIlS5KTkxsbG9+9e4eqpzgcDpKspUI9Tn5+fmtr69u3b3Nzc8+cOTNjxozz58+Lnj0+Pt7Pz8/X1xdLNlPBbfF92sa/Fx9//DHaoNPpfTqNIPtFAJCRkcGVV9R3fZyQwXC5XGRmQr33Qc8aBFu3bsU9987OzjhKGRZu376NJBbs7e0BgMPheHh48Pn8gIAAZ2fn4ToLgUAgEAgEAkESxAUqmzdvLioqOnHiX2FZWFjY7Nmz4e9GEQDg8Xiff/45evWk0WguLi7bt2/fsGGDjY0NPsjBgwepb8lqamqo+ovH41lbW2P3Q21tbUVFxbq6OmdnZ/G5CyFwk4mQf4sofD4ftR+8efMG7Vm2bFlsbOyxY8dwUuLVq1cA0NHRoaKisnHjRjabvW/fPvyjPpPJpF4bj8fz8PBA2zIyMmvXrt21a9f27dsXL16MdiYlJYleBlpDANiyZQvuL0f09PRghS4zMzO8v7CwULSTB71MA0BtbS3eSU0UYN+S0tLS4OBgalkUsi7B7i7v3r3DPSrIIxKxc+dOqkqBQCDYsWMH7iB69erVEGfB3+EfAgtG9weHw3Fzc8OPoKCgALu+9LdKfdJnOgUAbty4gTbQH/CWLVtqamo0NTV37doFBAKBQCAQCISRRVzpl4aGhoaGRlVVFfqopaWFqnrwb9gHDx68ffs22p48eTK1ZOvQoUNIb+qvv/7y9fW1tbV1dnZGTcm6urpIqba5uVlKSmrevHlWVlYKCgqRkZGXLl3q6el5rxtARVN3797Fe+rq6phMJs6NMJlMZM2ek5ODFXIBICIiAldnMZnMlStX4uIxOp2en5+PS32Sk5NRc0h1dXVVVZWBgQHaX1BQkJqairaXL1+OqoYQ8fHxuFJOCA8PjwMHDvD5/Bs3bkyZMmXZsmVaWlo8Hq+qqury5cuNjY0AoKOj4+XlNcRHi/WXAWDPnj1nz561s7MbP358XV3d48ePcfEborGxEclPI7N5RFtbm5WVlZ+fn6mpaWtr64ULF9LS0gBg1KhRKMQa4iwAKC4uxo43paWlfZaoIVpaWuzt7XNzcwFAS0urvr6+qqpq9+7dYWFhQ1wohEAgQDaUdDrd3Ny8sLDw5MmTALBz504c8hEIBAKBQCAQRozBN9N3dXVFRETA3y+gMjIy1G/Xrl37j3/8A9UvnTx58uTJk5WVlShQodpl8Pn8O3fuUHvEpaWlV61a9euvv0p+JUL92RwOh8Vioe2Ojg68TcXHx4faQ0Kj0TZu3IgDFVVVVWpDArWFuqSkBAcqOB0EAEK37+XltW3btoaGBqHKNwAwMTGJj4/39/dvb2+vrq4+fPiw0IAZM2ZcuHBBvOulJOAExejRo9vb2ysrK4WWQkZGRldXt7S0lDoYb7i5uV24cKG9vR09ZYyBgYGGhga69yHOkpy2tjZHR0dUP+bv7+/r62tqasrj8SIiItzd3Y2NjYe4VgBQWlpaUVEBAKampqNHj960aROfzzc2NhbVBiAQCAQCgUAgjACD71FJS0tDCr9CcQJCRUUlJSUF6wvr6+sLvcoDwA8//IC0mxgMxtixYy0tLf38/IqLi7dte7/WK6qBYH8oKSlNnToVe58HBQUJDaBKkIleKoaa8OnToBBBo9FevnyJ3Q8xJiYmNBrN09NTTAtKQUGBkZHRjh073msRRMFlUWw2e+/evZ9++il6CioqKrNnzw4KCiorK5s+fToag8ux8Ky1a9c+evRo3bp1enp6DAZDVVXVzMwsIiLi8ePHeBmHOEtC2tvbHR0dUZDj4+MTFRX18ccfr1+/HgC4XK6/vz+qLURrKwl9ri1KpwCAtbX1H3/8gfqR9u/fj2UACAQCgUAgEAgjSR8vYc+ePeuzQRnXMtXV1VEH7Nixw8TEhMvl7t+/H+0xMjJC1TKfffYZelnn8XjYKgSzbds2rFZMBZnrCXHv3r3+7gH/Qn/z5k07Ozu0LaT6VVxcTHXrEzJ5VFZWxl3sX3755cWLF6nf3rp16/z5825ubgDw+PFjWVnZuXPnjhkzZu7cuf9aRDpdTk4uKyvLzMyMujIrV65cuXLlh3t44sGtNTweb8uWLVu2bBEaEBgY+Pvvv6NtHGngWe3t7YsXL46NjUUfy8rKpkyZkp2d/fDhw9bWVrSTwWCIzmptbcVVcJqamg8fPkRNTaKzAMDc3FwgECQlJbm4uFAFvjC9vb1OTk6ZmZl4D1rhiIgIoaTNEAkMDDQ1NY2Njf3zzz9//vlnAFBVVb1///4nn3yirq4+As+LQCAQCAQCgUBlGH4t/v777wccI9ofLyUldezYsWXLls2cOXOIF4CbMUQNIiWkpaUFq1Glp6fn5uZiuV4hkBRyenr6/PnzZ82aFRQUFB4ezuVyo6Ojo6OjDQwMbGxsrKys7OzshFw+ENevX5fQ62PQ94LB/iTUZpX+OHz4MOogl2QW/grnsqizsOAbANTU1GRmZlpbW/c5C9PU1ESn03HKhUpOTg4qn2MwGD09PTExMWvWrLG07EPwbihr29TU9P3331+4cIG6s7m5OSws7NixY+Hh4Uwmc4iPg0AgEAgEAoHwXvQbqCgpKSFJq5qaGvTquXDhQkNDQzzg2rVryKZDEkRbNfh8/s6dO/X09IYYqAgEgr/++gttC+VJ+kNWVhbb+QHAu3fvGhsbs7OzX758CQBv3ryxsbFJSkpCpi7iCQsLs7GxCQ4OzsnJAYDy8vLy8vJTp04BgKmpaUBAgLu7OzXHMpJeHNjTUJJAJTExMSUlxcHBQZJZSDwNKFV/eNaLFy9wDRWCzWajQEV0FgDw+fzq6uqYmBgXF5c+S+nQXw6LxWptbd20aRMA+Pn55eTkiHovDnpt37175+joiNr0ZWRkxowZ8+rVK1lZWWNj47y8PA6H4+fnJxAI/Pz8hvkJEQgEAoFAIBD6p98elbFjx0ZFRUVFRfn7+6M97u7uURQ++eQTtL+kpEQgEFB1n9LT07EULDLOG3p+oD/KyspQqwzWKR4QBQUF6o2cOHHi8uXLZWVleEBnZ6ezszN1jxgcHByys7NramqOHz++YsUKXOGWm5vr6em5fPnyPj1MRoCpU6eiDeyXIoTQhX3zzTdtbW2SzELPWlNTU0VFRehc9+7dQ9JeWPH54sWL79694/P5orMAICsrS19ff9SoUYcOHervRlgslq+vb0BAgImJCQAUFBRERkYO40IdO3YMRSkGBgbXr19HN47CISw/sHnzZvRnRiAQCAQCgUAYGQZf+oXbS4qKiqZMmaKurv4feSP/5z//iTYWLlw4lOPgvMe4ceNevXrV1dXl4+Nz+/ZtoXadxMREFxcX0ek6OjpMJpPJZAoEgqKiori4uNjYWA6Hk5iYyGazsStlRUWFhOVJampqOE0xONBrPQBgCWkhcCgiKyvb3d1dU1Ozbdu2gIAA8bOam5uREgA+PnUbK6GFhIR0dHRkZWW9ffs2JSVl3LhxorMAYPr06Q0NDRoaGv3dhampqa+vLwCMGjUqOjp63rx56OBIhoE6ctBriyXmYmNjr127hv6Mv/76axqN5uvrm5aWlpCQ0N7enpSURE3EEQgEAoFAIBA+KINX/TI3N0cb9+/f729MfHw8Mgb5QLx69eqXX35B2z4+PsNyTBsbGyQNnJGRIWQ2IgSbzY6Ojo6JiaFGaMjX5cCBA2fPnkV7qI3gzs7ORpKB72vQGBgYoFq4x48f19XViQ7ADjlffvklSnkdPXq0vr5e/CzkiQkA2P+Eei4kbKCrq2ttbY3kB9BCJScni84CAAUFBTFRClDa9AHAysoKiQV3dHTggGqIa4tLB+Xl5efMmYNkAObOnYsygfC3Sz0A4ApDAoFAIBAIBMIIMPiMir29vZycXFdXV2RkpL+//8SJE4WEtsrKyry9vYXa6Ddu3Eh9cV+7di0SE6usrMQmgJiXL19Onjy5vr6ewWDo6elZWFj4+/tj04yOjo6VK1eiJngVFZU5c+YsX778t99+a29v37NnD2oaeV/7SACQk5MLCAhATfMnTpzA0l6IZcuW4RuMj4+/desWAPj6+jo5OV27dq2hoeHnn39OSkqqqanBsrZYiTg5ObmmpkbCy6ioqFixYkVpaWllZSWdTtfT05s2bdrGjRuxoPCA0Gi0L7/8EkmxnTt3juobAwBcLhc5qADAZ599tnjxYi8vL4FA4O3t7eLigmSvRGcBAIpepKSkli1b1ue5AMDT01NKSmrFihUbNmwQCARXrlxBXvVCswbBvn37EhMTm5ubExMTaTTa+vXrDx482KdIneSgOHPUqFEZGRmoMwcHJwAgLy+PNkQFIf4HmHN6gD+ni5YJQz+LWbiT+AG0a8NwL7qZycO2LgQCgTAozD43GuIRsq8WDceF+I7AiSS72Rviv97YkTjgIQ4oDOnN4b+KYfn3TgIG+AMQ1A98iAGXPaz1vvgBkjzcAXmPjIpQbkRNTQ0lMbq6upYtWyakKVxXV+fs7Dy4d7vu7m600dzcXF5e3tnZ2dzcnJeXd/To0WnTpn333Xfv3r27ffu2paXln3/+CQAKCgrYhLGlpcXOzm7v3r2DCFEwuFKrv/InxOzZs/G2QCDIzs6eOXPm/v37nz9/3tXV1dbWhr6qrKzk8/lMJnPJkiV4J0JaWvrGjRuCf4fD4VhZWZ07d+63337Lz89vbW19+/Ztbm7umTNnZsyY8V4mM+vXr5eTkwOAnTt3olABX+2OHTtwu7yWlpaHhwd6Oy8pKeFyuX3OQiCVYXd3dyHpgsDAQBwwoOhOW1vb1tYWPVD05yE6i8PhpPyNJEaQUlJS2CdeSUlp165d+KSFhYUCydi9ezc+II1GQw02LS0t2PcGCaAh7t69izY++uijQfwtEQgEAoFAIBAGhxRKDogB/6J86tSpkydP/vOf/8SGGGFhYSi/kZeXN3PmTPQy2tbWtnr1agMDg6KiIgAQanDfvHkz9f0+LCysqKioqKhIW1sb7eHxeFR5pUmTJs2ePXvGjBlYu/bo0aPKysoLFy5E79AKCgpXr15FBUICgcDHx4dqGD+439pxX35lZaWY0jUPDw/kEAIAt27dsrW1bWhomDVrlq2tLX6ZBoDMzMx58+axWCwVFZWNGzey2ex9+/ah/goej8dkMqnhHI/H++qrr1DSSVlZee3atbt27dq+ffvixYvRgPDwcGx+MiDjxo07ePAgeihWVlabN2++cOFCTEzM4sWL9+3bRx1Jo9FYLBZSGT569GhgYKDQLKp0r7a29t69e4XOVVNTg0vg3Nzc0KwJEyaIn1VcXOz4N/X1AwT4HA7Hzs4OZ6VaW1v37NkziOcrBNbXRgtLp9NxWWNqairqp1dVVcWVbAQCgUAgEAiEEYCelpbm5eUlZsSMGTNUVFQ4HE5xcTFKoVRWViopKQGAgoJCRkbG8uXL796929PTg5IYra2tqD1DWlr622+/TUtLe/PmDT6ahoYG+rUeoaWlRZU8BoCDBw8+fPgQf6yqqsKtFBiccpkzZw6LxcKRz+3btzkcjoWFxb59+7Zs2fLgwQMxHvNiQH0m6Kf0ysrK/pooTExM4uPj165dy+PxcBv348eP8QC0bgDw4MEDQ0PDmzdvYgldb29vIyOjxsbG6urqqqoqnBEqKCi4efMmAHz88cfp6elUtTR0LgA4ceLEF198IeG9+Pn5vXnzJiQkpL29XcghUVlZGbvHAICurm54ePgPP/zA4/FSUlJ++umnnTt3is5SUFC4ceOGqOcJbkmn0WiiswDgzJkzfTqlSEhLS4u9vT2S53Jzc0tISODxeBEREe7u7rgacHB4e3s/efLk2LFj6A947NixCQkJra2tmZmZv/32GwCMHj36ypUrVLEyAoFAIBAIBMKHRio/P7/PL8rLy2k0Go1GU1VVRW/bGD09PRqNhnowxo4d++eff16+fNnV1RU5jktJSVlaWvr5+RUXF79vR3hXV5eEduNKSkpJSUkPHz6k5mc4HI6BgUF6erq1tTXOdQwO7PWB3T/6xMPDw8rKCm2rqqoyGAx1dfXZs2e7urqmpKSgkAMRFxdHNfoYM2YMlpAqKSnB+3E6KDAwUEjT2cvLS0tLS1paOj8//70E1nbs2PHo0aN169bp6ekxGAxVVVUzM7OIiIhVq1YJjfT397ewsACAx48fy8jIUGchgQEAWLRokWifTG9v7/nz5wGAwWDcunWLei48sb+/NEloa2tzdHTMyspCF8lms9evXw8AXC7X399/iHJzNBotKipqxYoV6GN9ff3XX3+9fv16FKVMmTKloKAAqY0RCAQCgUAgEEYMKaqia2FhYWVl5fsegkajLV269MKFC3PmzAEALS2tzMzMY8eOTZ48uc/x9+7du3Gj7+aqtLQ05Faxf//+/hoMkGxUa2urmZmZqEVgcHAwipfu3bsnEAhEC9umTZvWpyGGrKwsOn58fDxQ3NNRK/zKlSsFAgGOSahg58Hc3Nzu7u6mpqbc3NwLFy7Y29tjdxFjY2MUAFDB31LbafAdiV45jUZ7+fIll8utr6+n0WgpKSnogh0cHGgDYWZmFhcXt2rVqu7u7rdv32ZlZW3cuFE03SQtLR0bG4v2h4aGKioqxsbGVlRUdHd3I3ECAMAiAVRSUlJQ3mzp0qWffvopnvX27VvseYI7QKiYm5sLBILLly/Dvwt86erqoo358+e3t7c7OjqiEM7HxycqKopGo0VERKDbz8jIQAV+JiYmA64DYseOHUKXcfPmTXyDQpSWlu7YsaM/VxkCgUAgEAgEwgeCfvTo0aNHj4oZMXPmTOTtyOfzsV4ttYLLxMTk2bNn06ZNG3ptDBYEk5OTy8jI6HMMznXk5+eLlhKtWbNmzZo1orNw00hbWxuPx+vTBB316KNtnEhBRW4DIi8vL6paht+8sdZtn99SwSJjoaGhdXV1a9euNTMzG6KqlRDXrl3jcDj9qW8ZGRkFBwcHBwf39PR89dVXc+bMycjIqKurQ+EfACA/RyGwm42np2dubm50dHR6enpdXZ28vLyuri6dTudyubm5uc+fP++zJb2pqYlOp1OfZnV1NdpITU29e/cuVSlueFcDAM6ePevh4cHn82VkZAwNDXk8XnV1tZKS0rhx4968eVNdXX327Nm8vLz09PRx48YN76kJBAKBQCAQCP0xsDyxvb096oF+/fo1tslLT0+fP3++mFllZWXo5RX3k0hCbW0t2sD9zWLAPf2SgOW2ampqPvnkExaLZWpqKnpA7PIxY8YMtCFUf9UfcnJyYl6gsSDBgMyaNSsoKCg8PJzL5UZHR0dHRxsYGNjY2FhZWdnZ2QlZHCKuX78uodGhqqpqY2Oji4sLj8fDSy3K5s2bExISnj59mp+fj+u18HO8detWbm4udfVaWlquXLkCAFJSUpGRkampqbgWCyVV8Eg2m410nzF8Pr+6ujomJsbFxaXP6DEnJ4fP5wMAg8Ho6emJiYlZs2aNpaXlENcBb9fW1q5Zs4bP50tLS7979w6rnLW3t798+RKft7i4mMlkoswPgUAgEAgEAmEEoE+fPp0qxtrW1nbmzBkAUFZWRiq9ojVLklBWVhYaGgoAWM5LEoSaYcRDbQSnoqqqKtR98e7du4qKirS0NPQxNzfXxsYmKSlp0aJF/R0c/6IvJKc7AoSFhdnY2AQHB6NipPLy8vLy8lOnTgGAqalpQECAu7s7NSiitr4MyM8//zygZrSMjIyTk9PTp0/Rx/nz59va2tbW1iIzxM7OTicnp5ycHKzodenSJRTG8Pn8P/74Q8yRz5w5ExoaSr34rKwsCwsLKyurQ4cO9TkFRSksFqu1tXXTpk0A4Ofnl5OTgyvuBrcOmCNHjqAcEVoWGRmZzz//3MjIqKWl5f79+7m5ubgwLykpqbS0dMqUKYM4C4FAIBAIBALhfaHb2NhERUXhz1VVVShQUVdXp+4fGZA8LgCUlJQM+o1w/PjxoldeXFxsZGQEALKyst3d3Z2dnc7OzgUFBf010qAoCOsUjzAODg4ODg61tbXJycm3b9/OzMxEv+7n5uZ6enomJiZeunRpEBVQT58+DQ4OHnBYQ0MDVQVBVlY2JCSkvLwcBSpowJYtW3DPCdb7GpDq6upHjx5h8V8AmD59ekNDg3hzehaL5evr29vbe/r06cLCwoKCgsjIyB9//HFYlppqFGNgYHDjxg38hycQCGJiYr755hvqApJAhUAgEAgEAmFkeA9nenV19SHKKw2IpqYm2igqKvpAb4R6enrjxo1LT0/v6ury8fG5ffs2fuPHNxgSEoIqlBYuXPhB71c8Ojo6TCaTyWQKBIKioqK4uLjY2FgOh5OYmMhms7ErZUVFhZiSJ4FA0NDQUFpaevPmzWvXrknig3n48OGuri4AUFVVbW5uTklJ+fXXX3G1lZycXFdX1/nz53ft2qWvr19bW4u6iUaNGoVSE0FBQWFhYdQDtre3a2hooGMeO3aMGqgoKCjg6LRPTE1NfX190fGjo6OR+lZISIirq6tQIZz4daCipqaGixipSbzY2FjqXx2NRvP19U1LS0tI+Jc7u3gJOAKBQCAQCATCMPIegcoIYG5ufuTIEQC4f/++s7Nzn2Pi4+OrqqpGjRoVFBQ0CA1iKSmpc+fOffTRRy0tLRkZGdnZ2bh/HfHq1SucT0C+MSMJm81ua2uTlpb29vbGERTydTlw4MDChQs/++wzAMjMzMSBirOz87Nnz4brAgQCAZLlBYDIyEgPDw8ACAwMvHr1Ktqpo6NTUlLC5/OvXLkSGBiI8yqysrIoUFm3bp3QMUePHm1nZ5eUlAQAv//+e2xsrGjhVn9QJQesrKzWrVsXFxfX0dEREBAgZHwp+Tps374dm9OPHz8ebTAYjD41iO3t7XGg8l51jP8nWOk/WfyAExGaQz+LldYAmuOme88MeJCCrZ4DjFgzJDsdAoEgxID/fxgWnkfEDjxozAC6i1Kfj8R//vyrfw04Jvtq0ZAvdeCzSHCQYfhZ+UTtAP//P3Hs7YAHOa1kKX7AtoH+gQCAdx2J4gccUFg24EGGzraB7kUSIr4aiUvdONCKjQzD8lze70V/3rx5NBqNajcuSktLC41Gw13pSCjs2bNnor6NAHDq1KnJkycrKCiMGTPG1NT09u3b6MU0MjISG5BTT+3g4ODt7R0aGnrmzJlJkybRaLRbt2697z1ramoGBASg7RMnTlC/srCw0NLSQnVfixYtQi3jixYtotFoS5YswTdoaGgoLy+vqqpqaWlJ9VNPTk5esmSJpqYmg8GYMmWKGC9zgUCAi45Wr16tpqY2Z84cLy+vqKgoPz8/X1/fwsJC0VlYdQqJJn8IKioqysrKAMDIyMjd3R2Fas3NzXjFsDYX0kfGel9IrsDIyKjParpvv/0WbXR0dKSmpg768vbt24da4RMTE2k02oYNG4aY5cNJs/5ad7CYtbS0dJ/61AQCgUAgEAiED8F/JqOCC5Du3LmDNjo7O5ubm/Py8tDHrq6uZcuWsdlsId/6+/fvoxdKqkniIHB3d0fFXViPmM/nZ2Rk4A5yBQUFoRgG/g4P2tvbnz9/ji4S+zMCAJPJZLFY+GNZWRl64xelpaXFyckJS+52dnZ2dna+ffsW2a4jtmzZkpSURM089PT0IH0CADAzM8P7+wxpqOeiCgq7urqmp6eLGY+PZmdnBwD79+9PTk5++fIlvjY1NTV5efnOzs5nz549efIEJTFGjx6NFgfNEmXBggVIpBgA2Gw2ygsBAIfDefjwIdq2trYWXwYGAFJSUoqKiqgES0lJadeuXTjvJH4d+sPd3T0wMJDL5XK5XDc3t9jYWKxkDQBZWVm4jM3Gxob6FYFAIBAIBALhgzL8gYqiomJ2dvbdu3dRa4GmpmZDQ8PkyZNx2QyPx8MatTQabebMmRMnTtTR0SkoKMBxCwDk5eXNnDnzs88+MzExYTAYKDLBKsMIbW3t9313rKurYzKZ8HdXfWVl5erVq9va2nJycnBuhEajXb16VU9Pjzqxtra2qKgIAOTl5Y8cOdLT03Px4kX80t/S0sJisVRUVLy9vWfNmvXixYuoqCgsAUz91Z/H43311VdUY5BVq1bp6ellZWVRUw2oq3vZsmVaWlo8Hq+qqury5cuNjY0AoKOj4+XlJeH9YmN4hKjJoxA4AkQ1USoqKseOHXNxccEDaDSahoZGVVXVixcvkDkmAJiYmKB4A1dSCUGn09XU1JBt4uXLl9vb25GlZnFxMU6+lZaW9qdtgOBwOHZ2djjV1traumfPHqF+mPdFWVnZz88PFRxevHgxIyNj8eLFU6ZMefv2bWFhIX6+0tLS+GYJBAKBQCAQCCPA8AcqUlJShoaGuNALGZkzGAycHDh48CDOnAgEgsePHz9+/LiysnLSpElpaWleXl7YVrKnpycxMTExUbjSzsLCYt++fWZmZn16JoqHw+FQ8x4AcPbsWaExY8eOXbBggdDOgoIC9OO9qqoqasNgMpkrV65EDQxcLtfQ0PDmzZtYJNfb29vQ0LCpqQn+vVKroKDg5s2bAKCrq4tEkFesWIEigfj4+LVr1wKAtLQ0sh08fPiw0GXMmDHjwoULQuHHMIIuGCjGmkuXLnV1dcV9Gugr9HzPnTuH9ujp6aFABc8SZfz48ShQ6ezsTEpKWr169XtdWEtLi729PUrsuLm5JSQk8Hi8iIgId3d3Y+MhVSf/8ssvlZWV165dQ7cv+vdAp9MTExMHJ39MIBAIBAKBQBgcUkePHqVRwGmE8vJyFGMML11dXREREQCgoaFhbm6uqKg4evToqVOnol/6Fy5ceOHCBdQir62tjZSdGAzG2LFjcebEwMAgPT3d2tp6EFFKfygpKU2dOtXT0xNJGPfX6i3UnEOj0TZu3Ig/xsXFUd9lx4wZs2bNGrRN9abE1WI4k4Dx8vLS0tKSlpZWU1MLCQmxtbXV19dnMBjq6uqzZ892dXVNSUl58uSJUDnc8NLR0YGvH++MjIykfsSSzSiqmTBhgoqKiugsIdTV1fE2bsGXkLa2NkdHx6ysLADw9/dns9nr168HAC6X6+/vP8Q2FRqNduXKFaoiM5UJEyY8f/4cdygRCAQCgUAgEEYGcc30PB6P9u+ggqW6ujq8Z+vWrWiwQCDYsWPHjRs3Tp48STUjFyItLQ11J2/cuPHBgwetra1tbW3Pnz/HJUNWVlb29vboLIcPH66pqenu7m5sbMRW8cHBwQwGQ+iw9+7dQ3VZg4NGo0lJSQ2oIbZz506hG8RqtsbGxqLOmPiXftxKDgDYf11bW1sgEAgEAlxYRaPRXr58yeVyGxoafvrpp4yMjPLy8u7ubk1Nzby8vISEBAcHBykpKVr/7NixYxC3/9VXX7158wZtIxFhAKDW1Glqaj569Ah/xF9lZWUJBILa2lrsW6+oqIg8XhC6urrIsVFo1vXr19G2ubm5QCBAju/9RZ7t7e2Ojo4owPPx8YmKiqLRaBEREWj1MjIyUKbLxMSEJhmiq3Tz5k3R5BXixYsXwcHBKBdEIBAIBAKBQBgx6FQ/OwBoa2sTLX2RBD6fj1MEYtq1cW9Genr6s2fP5s2bJ9qWgH+Vz8/PxxpTGAcHh2FfhZaWlpaWluLiYvSR2n2OkZOTQ3VZ6OLnz58PlHfradOmiU7p880bqyGHhobW1dWtXbvWzMxsEO6Nw0hjY+OGDRtOnz5NvWYxwmI4QYQjRuosqv9jTU1NZmamtbV1n7MwTU1NdDpd9FkDQG9vL1V4AACGfa3Onj3r4eGBA6o+B+Tl5aWnp2PVNQKBQCAQCATCh4YeHR1N/VxVVYUCFSUlJeShQeX333+vr69XUFDARU0WFhaouF9CcH/5jRs3AAC9HPcHtWLqX5dLp2OrvsGhqqq6atUqAEhMTER27y4uLgKBICcnB/fGNDU13bp1a9GiRdSJyOiwv8PKy8tLeAGzZs0KCgoKDw/ncrnR0dHR0dEGBgY2NjZWVlZ2dnZCJoaI69evS2hliKR7B8GZM2fc3NwcHByw7paYtBj+CjXEAwCeVVNTg7MlCDabjQIV0VkAwOfzq6urY2JiXFxccK6JSk5ODgohGAxGT09PTEzMmjVrsPvk0FeptrZ2zZo1OEqRkZH5/PPPjYyMWlpa7t+/j7XOiouLmUwmyvwQCAQCgUAgEEaAfrtQxo4dGxUVJbTzyZMn9fX1Kioq1K+2b98u+fmoRuADgvxMhK5qECaPVMaPHx8VFSUQCC5cuID2nDx5Uk1NTSAQ3Llzx8nJqaOjQyAQODs7FxQUiBehGjRhYWE2NjbBwcE5OTkAUF5eXl5efurUKQAwNTUNCAhwd3en5g1Gpo37m2++KSwsxHGgmEAFG7Tj3Bee9eeff6J81IIFC1Bi7eLFi5GRkTIyMqKzACArK8vCwsLKyurQoUN9nguFECwWq7W1ddOmTQDg5+eXk5Mj2kc0uFU6cuQITqAZGBggsTX0USAQxMTE4JRjUlJSaWkp1bqeQCAQCAQCgfDhGNJLPxVpaWnB36CyqD4RMso4deqUoH9EjeGHGKVgysrKUKvM5MmTUWs4jUaztbXFnTBdXV0+Pj7ULm0ajSbJDUqIg4NDdnZ2TU3N8ePHV6xYgVt0cnNzPT09ly9fPsQG8fdi0qRJAFBTU7Nt27apU6einf11ZQgEAtRDr6mpiXvo8SzcyhISEoKK3N6+fZuSksLn80VnAcD06dMbGhru3bsnxkWUxWL5+voGBASYmJgAQEFBQWRk5HDdO7bdBIDY2FhqHEKj0Xx9fV1dXfEebLNDIBAIBAKBQPjQjLTho6am5n/6lgEAsJ86NiZHoEBISkoK+T9mZ2fjlpIPgY6ODpPJZDKZAoGgqKgoLi4uNjaWw+EkJiay2Wx3d3c0rKKiQsKiJjU1tUGUxu3du9fPz6+5ufno0aPYfB1bYQrR3NyM2ldQ2IDA26iaTldX19ra2s3NDel0sdnscePGic4CAAUFBfEmj6ampsiQZ9SoUdHR0fPmzQOAkJAQpAhHHTm4VcIpPjk5OXRwIezt7bE0M04KEQgEAoFAIBA+NMMZqMybNy8zM1NbW/vFixf9jSkvL6d+XLt2LepQRz4qaGd8fHxVVVVdXR2fz//zzz/r6+sZDAaqz0HW5v2dGm3z+fygoCA2m11bW5uamirUagIAr169wlq0okkbAFBQUEDOkidOnKAGKmJuMC0tDQAaGhp+/vnnpKSkmpoapKpMHZOcnHz8+PG7d+92dnaOGTPG2tr6p59+Qi/uNBrN2Nj4wIEDCxcuRK7t58+fR7VGlZWVHR0dPB5Pkkewffv23bt3v++D09TUPHz4sJeXl0AgCAkJ0dPTq6ysfPz4cV1dHbbppK4e2qDKKxsYGOjr61dUVKCPnp6eUlJSK1as2LBhg0AguHLlCpa9FhVlFg9VkMDKymrdunVxcXEdHR2o0Gv9+vUHDx5EZXLOzs7Pnj1731XCuSyk/CY6mNp9JLoa/9c5f6xM/ICCrbEjcBk5XhKkqgbyOJ0UlDwCl0og/L/DgP9/GCZsJRiTIP5r/tW/RuRSh4FhuVQLrf3iB7yrH4ZL9dUZBrnL00M/BICMVsQAI5QsJTrQfwEbOxLFDxj4ZgHe1W8agUvdNtCqjsxlDFvpl4TgaKQ/ysrKvL29Q0NDT548GRcXV15e3tnZiX/Fb2ho+O677/oLVxDV1dV79+7FXftC8Pn8lStXou6XRYsWmZqaio7B76b9ZRX6JDs7e+bMmfv373/+/HlXVxeHwyktLUVfCQQCJpO5ZMmS5OTk1tZWLpfb2Nh46dKlmTNnpqSkUA+CdaWSk5N/++23/Pz81tZWCaOUoeDh4YFUoUtKSnDWC/s5UkGSA1JSUsuWLcM7aTTal19+ST0aAGhra9va2gJAd3c3kgITmjUItm7dinvunZ2dcZQyaHAc29nZmZ+fLzoAN9DT6XScbiIQCAQCgUAgfGjoL168ENMeMHSEgoqQkJC2tjasYLt+/XpU2IN+q66rq3N2dsbv5QwGw9HRcdq0aV1dXSdPnkQiYEePHn3x4kViYmJ/b6idnZ1oQ1tbm2oGgqisrESOKwoKCidOnOh7Ueh0NTW1N2/eVFZWNjY2SnKbHR0dTk5Or1+/9vDwmD9/fk9Pz8WLF7FMc1BQ0PPnz1VUVLy9vYuLi7FOGo/HYzKZ5eXl6OW7p6fnp59+wsdUVlb+4osv9PX1u7u7s7KyUlNT0f5Lly598cUXw/uYaDQai8WaNm1aR0dHdnY2ktjauXOnnZ0d7ttBoKfg7u6ur69P3W9ra7t//34AkJaWxvJoK1euzMjIgL9LwkRncTgcZGkPANbW1uLLwDgcjpubG/7zKCgo6OrqwlFlYWHhIG589erVW7duRQk0e3v7nJwcakVZVFQUFl34+uuvRf+cCAQCgUAgEAgfCHpaWpqX10BFFe8Pfn1EPQAcDqe1tVVJSUlDQ+P48eN//vlnTU0NABw5cqSqqsrExITBYPz111+XLl3q6elBE62trePj4/F77aNHjzIzM6WlpXk8XlJS0tmzZ1evXt33LdHpn332mYaGhrS09KlTp06dOtXb21tZWYm+RdaECgoKV69exfVIohgbG9+9excA8ETxNDc3y8jI/PHHH/gXeiaTaWlpid7Cnz9/bmhoePPmzYkTJxYWFl6/fh3r4VZXV2/btk1FRaWqqury5cs4LjIxMblz5w5VSDc+Ph6VyZ04cWLYAxUA0NXVDQ8P/+GHH3g83vjx42tra9va2qysrPz8/ExNTcvK/v8aAG1t7b179wpNx6rEPB4Pz+rs7EQiBAAwbtw40VnFxcW4GKy0tFSMzFpLS4u9vT3SC9bS0qqvr6+qqtq9e3dYWNhQ7lpZWfns2bPOzs4CgaCxsXHSpEkfffTRlClTmpubi4uLkQAAABgYGOzbt2/Y15xAIBAIBAKB0B/0PstdAKC8vLy/lAVyppeWlhZTgjVjxgwVFRUOh4MCj7q6urdv3yopKQGAgoLC/v37V65cCQBcLjcxMTExUbhib8KECYmJiUiPi8qYMWPevHnD5/N37drVX6DC5XKvXLki5p7nzJnDYrFmz54tZgyW0JW8f3rr1q3UfhgajbZkyRKcLoiLi0NtFSYmJvHx8f7+/thRESUihPjxxx+FTFG8vLy2bdvW2NiYn58vEAg+hEekv7//uXPnHjx4UFtbu3jx4rS0tPb29oiIfyuXVFBQuHHjhpA5Y29v7/nz5wGATqfz+XzRWQDg4eHRp6WjJLS1tTk6OqLWfH9/f19fX1NTUx6PFxER4e7ubmxsPJS7XrJkyfXr17/66qvW1lY+n19UVIRybphPP/30/PnzysrKw77gBAKBQCAQCIT+kJJQKOl9UVFRuXbt2rx581CDsoyMjIyMDP4Wv/PNnTtXR0cH9Z1bWlqiPnIA+OGHH0SjFHQc1Erx/Pnz+vr3aBbDJoMTJ058+PCh+CiFOl6MQbsQ2AQTg9/LdXR0LCws8H4PD4/q6moXFxf0cdSoUerq6rNnz3Z1df3hhx/QTtF+fRqN9vLlSy6XW19fT41STExMaJKxY8cO8bcgLS0dGxuLntSdO3cSEhLWrVunp6fHYDDwI1u0aNH06dOFJqakpLx58wYAvvjii0ePHuFZqqqqOG31Xg0/VNrb2x0dHR88eAAAPj4+UVFRH3/88fr16wGAy+X6+/ujjM0Q10GMV+a4cePE+NYTCAQCgUAgED4Ews30YgS7hODxeDQabevWrYWFhQKBIC8vDyUfuru7kVeglZXV3bt3kTEfjUbD8kpU/Pz8ampquru7GxsbMzMzcTuEnJxcxr+ze/fu9PT0f/7znzjX0Wcu6NWrV31asuBOg5qaGjqdLvTmqqKiYmRktHbt2s2bN3O53BcvXnR0dKDxSkpKt27dEggEL1++FLpBAJCVlUUCx/Ly8qI6AatWrUIb5ubmQl+NGTPmq6++QtsJCQlNTU25ubkXLlzA0U5oaKifn19WVtbwGqqkpKSgBZkwYcKff/6Jdi5btgyFGQBgZGQUHBwMAD09PYcOHYqJiamoqOju7r506RIagEwqhcByz56entXV1XFxcZWVlT09PYqKinl5eQwGAwByc3OfP38uNNHc3FwgEKCGdarAF6a3t9fJyQlLuqG/JQCIiIhAN5KRkTHE5NLZs2ednJyqq6tlZGRmzJgxbdq00aNHjx8/fvbs2bq6umjA/PnzsdwZgUAgEAgEAmEEGDZ54tbW1r/++gsA3rx5U1BQIN4SEbVWAwDqVMFgqa7vv/9ekjMK3wydPggXEQBoaWlpaWkpLi6Oj483NTVlsVg4FME/tIu/QTk5OTGvy1SJW/HMmjUrKCgoPDycy+VGR0dHR0cbGBjY2NhYWVnZ2dkJOYcgrl+/LmFarL+kAYfD2bBhw+nT/1IR3Lx5c0JCwtOnTzMzM48fP/7tt98OuHqo1k5KSurp06c4aAGAmpqa7du3jx8/HrX6sNnsnTt3ih6hqamJTqf3WRiWk5ODshmovz8mJmbNmjWWln1I5g1uHWpra9esWcPn86Wlpd+9e4f9H9vb29FfKTpvcXExk8nECmAEAoFAIBAIhA9Nv4GKlJSUn5/fgPOpFU2S01+ggt33JAFJDFMZO3bsgNb10tLSTCaTuufdu3eNjY05OTlIeDc3N9fGxgYlggBASKVqBAgLC7OxsQkODka5i/Ly8vLy8lOnTgGAqalpQECAu7s7NShCrS9D5MyZM25ubg4ODgAgIyMTGxtrbm7O5/O3bt26ZMkSlFjoj0uXLiGJAuRgI/TtsWPH8PbZs2dDQ0OpF8/n86urq2NiYlxcXLDuMBUUpbBYrNbW1k2bNgGAn59fTk4OfkBDXIcjR44gix4kJiYjI/P5558bGRm1tLTcv38/NzcXqzsgWxuqdT2BQCAQCAQC4cPRb6AiLS0dFRU1wleD1WlLSkoG8UY4YJQCAHQ6vc/7EggEd+7cCQgIyM/PxwLHkydP7rNV5kPj4ODg4OBQW1ubnJx8+/btzMxMFNrl5uZ6enomJiZeunRp2Jvpv/nmm8LCQqTAa2ZmtmHDhgMHDrS3tzOZTKzo1SdYbHpAysvLHz16RC2Ey8rKsrCwsLKyOnToUH+zWCyWr69vb2/v6dOnCwsLCwoKIiMjf/zxx2G5a5xCAQADA4MbN27gPzyBQBATE/PNN9/gAU+fPiWBCoFAIBAIBMLIMGyGj+rq6sgOT1tbW3zdlxiw1aCQ7NIIQKPRbG1t79+/v2DBArwT9Z8M4w2+Fzo6OkwmMyEh4cWLF8+ePfvxxx9VVFQAIDExkc1m42EVFRXFkoHFdoVALpM1NTXbtm3DO0NDQw0MDAAgJSVFTChSW1uLnFLk5eXb29txUVZGRsbcuXPRdlJSkqurK9qmFoYBwPTp0xsaGu7du9efmY+pqSly2hk1alR0dDTaGRISImroObh1oCbxYmNjqXEIjUbz9fXFVw7vIwFHIBAIBAKBQBgiI+1MLx78W/v9+/f7GxMfH//TTz/t2bPnQwgxycvL//LLLzhZ0WcvxAeFzWZHR0fHxMRQe+hpNJqxsfGBAwfOnj2L9lCby52dnY0k45dffunzpL6+vqht4+jRo/fu3cNLERMTg7YDAwNfv37d3wWjDRcXl1evXqEHp6ura21t7ebmhsdg5YALFy6gUiuEgoKChoaGmAWhdthbWVmtW7cOADo6OgICAoRGDm4dsMYDg8GYN2+e6AUglTkEsiUlEAgEAoFAIIwAw9ZMDwBPnz4FAPHiSBs3bjx48CD+GBsbGxsbCwCVlZWTJk2yt7eXk5Pr6uqKjIycM2dOSkpKRkZGfX09g8HQ09OzsLBYsmSJt7c3j8dzcXGhFnqhU6MO+Pb29j179rDZ7Nra2tTUVKq3yYB0dHR8//33OEi4c+eOp6en+Bt8/PgxACBr84aGhp9//jkpKammpobBYHz00UfUkcnJycePH8/OzuZwOBMnTsTyZVTi4+Nv3boFAHw+/9atW6WlpZWVlXQ6XU9Pb9q0aUuWLEHDJBdNlgRVVdXDhw97eXkJBIKvv/46Pz8fhQcLFizw8fGJiYlpbm7evXu36ESBQIAzJKtWrcJBi6enp5SU1IoVKzZs2CAQCK5cuRIZGamoqNjW1vb69evU1FSsQ/2+7Nu3LzExsbm5OTExkUajrV+//uDBg0Opglu4cCGy8cGG90LgCE1aWhql1P6fYvyaIXnUIKrCnf7T90EgEP4Ps+J+xX/6EgAk+1/ZpKDkIZ5F3XDrgGPe1T8d+u2MzKrO2HtmBM4yLOR4DbCqc05Pl+xI4g8ywILM2DsMBxmWexnwSga8jGFhOAOVoaOmpubj4xMZGdnV1bVixQq8v7Ozs7m5OS8v7+jRo2iPt7d3n0doaWnBnhvvBZ/Pz8jIWL9+PbVp4b2sP7Kzs52dnXEY09XV9ejRI7QtEAiYTCaLxcKDqUbvVGbPno0CFaGO/7dv3+bm5p4586+/CTMzM/xVYWHh0Ffew8Pj7NmzN2/eLCkp2blzJ7Z7379/f3Jy8suXL/s8y5MnT549ewYAY8aMWbRoEfI2QUcDAG1tbVtb24yMjO7u7pSUlKVLl6Kohs1m40CFw+FgT0xra2vcpNQfUlJSioqKqARLSUlp165dOEoZ3Dq4u7sHBgZyuVwul+vm5hYbG4u6dBBZWVl4KWxsbKhfEQgEAoFAIBA+KPTh/W1+QDZv3uzt7R0XF4ecy8eOHfvDDz/IyMjgV8Bdu3bFxsZiGxMtLS0DAwOBQFBaWtrY2Ih2GhgY9PeTvI+PD45StLW1Rd8suVyuUAzQ29vb1NSUk5ODHSQVFBSkpaVbW1srKysbGxvF1yYheDyek5PT69evPTw85s+f39PTc/HixfT0dPTtjRs3mpqaVFRUvL29Z82a9eLFi6ioKNxlQa1hW716NXIIAQApKSkjIyNtbe3e3t7S0lJscaOuru7l5TW8z4VGo7FYrGnTpnV0dOzfv3/FihWzZs0CABUVlWPHjmFvSiFwOmXFihVPnjwpLS0FAEtLS9zpsXLlStTB8s9//jMwMBCNv3z5cnt7O7LULC4udnR0RINLS0snT54s5iI5HI6dnR1Wimttbd2zZw8OJAaHsrKyn5/fkSNHAODixYsZGRmLFy+eMmXK27dvCwsL8ROUlpaOj48f3jUnEAgEAoFAIIiBLrnD47CgoaGhoaHxySefoI9NTU3IXtDV1RXpa0VHR+MoBQDq6+tFHejLy8vPnj27evVqof0oPLCwsNi3b5+ZmVmfBoI8Ho+a2RBlzpw5LBYrMDDw7t27AFBZWSlhoNLS0vLHH3/gSjMmk7lixQrkk9jU1GRoaHjz5k0soevt7a2np4esYHAAho6DC8/4fP6zZ89QyoKKoaEh9okfRnR1dcPDw3/44Qcej/f1118/evQISQAvXbrU1dU1ISFBaDyXy8U9M6tWrcIN99Qgavny5d999x2Xy719+3ZsbKyKigqHw+ns7ExKShJ9fOJpaWmxt7fPzc0FADc3t4SEBB6PFxER4e7ubmw8pPKkX375pbKy8tq1a+hJ4ZvC0On0xMTEYZGBJhAIBAKBQCBIiFR/TdK9vb00sdDpgy8bwxU+srKyo0ePnjp1qoyMDAB0dXWhTMuECRN+/fVXV1dXHR0dBoMxduxYS0tLPz+/8+fPo9aUXbt2iR6Wz+cbGBikp6dbW1v3GaX0h5KS0tSpUz09PZOSkh4+fDh79mzcQCK50NPWrVup/TCogwJ/jIuLo77pjhkz5v9j78wDmjrW/v8EImGRHUVEREAtKFoVtWAUa7UIxSLWSl3YtEADbUWtG1Uu4oaKVktRQAqivbjggrhiEcEFrSxaUCt7IIAIKIQ1IEnO74+5nffcJIQI6H3f+5vPX5OTmXPOzIk4z3mWLy4vhlVlAAC7g1xdXWfPnm1ubs5isQwMDKZMmeLm5qanp6esrFxaWjqwcvWYgIAAJIzz+PHj/fv34+MRERHSptGtW7dQnNuIESM++uij06dPAwCLxaLH7BkYGHz66afo0Zw/f37x4sXoOL1qmSK0trY6OTllZ2ejm0xMTERrKxQKAwIC+rkaDAbj0qVLPVUaGDFiRFFREc4OIhAIBAKBQCC8H5Ty8/Pp5sesWbPe9hTW1tYMBsPa2nrChAnwd61bDArm6SmkJyoqqrW1taioCBVfSk9PR4bT6tWr3d3dz5w5w+PxOjs76+vrs7Kyjhw58tVXX6EqTEVFRXRPC7o0AJSVlamqqkqbVUuXLkUdRo4cKRQKqX+nubm5qKgoNjZWRUUlLS0tNTUVGU7w72nrMieIQqQAwNvbW2J248ePR41x48ZJK2PieKopU6bgg1j00MbGJjMzs6ysrLOzs6GhIS8v78yZM69fvxYKhbW1tfT0cbT+irB161b6DcyePRs1Jk2ahK8eFxeH5h4aGnrhwgVfX9/Ro0ePGjUKj7KxsUENBwcHtHpVVVW///7769evAWDhwoXl5eVolJqamr6+fmFhIeqfmJj466+/oiFYmMXW1paiKKT43pNt2dbWhvOOfH19IyMjGQwGCpCjKCozMxOtRp/XAQBu3Lhx6NAhmVevrq4ODg6uq6vr7d8BgUAgEAgEAmEg6d0rMmnSJBSp1dnZefz4cXTw888/70n4AlFaWooSEpBmuYLgqrtqamoot0Ea7OvIz883MjJS8MyoKhcA8Hi8jz76KCYmBm+4MS0tLThfAleq1dLSUuT86urq9N08Au+8scUi81s6WHskNDS0pqZm5cqV06ZNGyhtx127du3atUv6+JMnT7AyjJWVVXBwcHBwcFdXF3aAAO053rx5My8vT2L1cLKKqqrq9OnTcdZNZ2cnKsUGAHl5eUVFRRKV0BANDQ1MJlPm0+zu7nZ2dqaXYx5wpcuTJ096eHjIqXZ98uTJR48eZWRkSNioBAKBQCAQCIR3B3PChAn29vb4c2trKyotpa2t7e7uDgCffvrpwoULAeDVq1fYUFm3bp180cPS0tLQ0FB4S+kJnF/+/fff99oZJXhIo6uru3z5cvqRN2/elJeXp6eno495eXn29vYpKSlyKhfjkyOBkV5RU1OTs4FWV1dXcAUmT54cFBQUFhYmFAqjo6Ojo6MtLCzs7e3ZbLaDg4OJiYn0kGvXrr1586anE/r6+vZk8vXExo0bo6Oja2pq0EcnJ6fp06dXVVXFx8cDQEdHh7Ozc25uLrZUm5ubL126BAAMBgPXJbO0tDQxMenq6nry5AkOn4uKipJwXIjF4srKytjYWFdXV+xNopObm4tMCBaL1dXVFRsb6+3tLVPfRv460KE/06qqKm9vb2ylqKiofP7551ZWVs3Nzffv30cpMQBQWFjI4XCQ54dAIBAIBAKB8B5g2tvbR0ZG4s8VFRVor2lgYEA//n6gy4T3SnNzs8zjw4cPl77zwsJCKysrAFBVVe3s7Ozo6HBxcSkoKOgpJq2yshI1zM3N3/Mi7N69297ePjg4ODc3FwDKysrKysqOHTsGADY2NoGBge7u7nSjSH6SNyqWoKmpSQ8wQ5SWliJrRKIocFNTE85cUlVVjYqKMjU1LS0tRYYKANTV1W3atAnnmZw/fx75W+i5IkgDXuKKcXFxBw8epN98dna2nZ0dm80+ePCgzPtHJkRMTExLS8uGDRsAwN/fPzc3FyX60+lbsvsvv/yCBSgtLCyuX7+OS5ZRFBUbG/vNN9+gjykpKSUlJXTpegKBQCAQCATCu+MtlOkNDAxwUod8d0qfwTvm4uJiqjd8fX37cAkzMzOUxS4QCHx9fel7azzB4uJiZAWNHj0a1SJ7zzg6Oubk5PB4vKioqCVLlmD19Ly8PE9Pz8WLFyuYPt7d3c3lcgHg008/zZTiyy+/RN0kjLFDhw51dXWhdmdnJ4fDoV9OTU0NAE6fPl1e/i+tKFzvq1fa2touXLhAPzJhwoS6urp79+7JiSSMiYnx8/MLDAy0trYGgIKCgoiIiIFaarpsTlxcHN0OYTAYfn5+bm5u+AhS/CQQCAQCgUAgvAfewlB5DxgaGqLG8+fP39WElZROnTqFalhlZmbm5ORI98EZF3Pnzv0ProaJiQmHw0lKSqqurn727NkPP/ygo6MDAMnJyfSqWeXl5YU9kJ6ejgTXDQ0NCwsLGxoaer0oRVHnzp1DbeSjSE1NpZsiKPxMLBajcK+qqioUWob9JCUlJdJWJU5NkQj90tDQkF/92cbGxs/PDwAGDRoUHR2NDoaEhOAoQUXWQQL6OmAnnpqaGk5MooOKNyAULwFHIBAIBAKBQOgnb1dieObMmVlZWcbGxnLUV5qbm+mxPSi46NmzZxUVFdLp5seOHdu5c2dtbS2LxTIzM8Pui/v377u4uEhfevHixQsWLCguLs7KyuJyuVVVVWlpaXJSTWRiaGgYGBi4fft2ADh69CjOX8dXQRWQAQA5bebNm5eenu7s7IwnaGlpyePxWCwWSmbAw69evRoVFZWTk8Pn80eOHIk8ADKhKAq/y1+xYoWqqqqZmdn48eOtrKx0dHSUlZV9fHzwMjIYjHHjxu3fv3/u3LlI6TIrKwtlEAGAi4uLtNaKBFFRUVFRUVu2bNm5c6f8nuXl5aWlpQBgZWV1+PDhTz75BADWrFlz+fJl1MHIyKi4uBgAUlNT16xZg00m5HWxsrKSGU3n7u6OBHOys7O7u7ulA7d6gl5ygM1mr1q1Kj4+vr29HRlRa9euPXDgAFooRdYBQV8H7K1iMBj4udOh5xe9VcLV/wlyvXpNBnPu/1VyLvfy3oHtd6X/Vxnu3S85HQKB8L+WSvYA/CHqPwxF/lD1+1YrFfir2+udUApU1K8I6++tKrIgZ6le4uenfX6315OoGDX32qf/qGwOl98h62iS/A6K/F/2pnbgdfD6QJReUq99en00OZffulBwH+i7Fkp/wJFFd+7cQY2Ojg766+qIiIiAgADprIO2tjYfHx/kJegP7u7uyFC5desW/Tg6M8qLmDdvnkRtK1SquK2traioCAAEAgGWPQEADodDl5IsLS1FO35pmpub6ZWsOjo6Ojo6Ghsbceo2ANja2uKayxhcdYpeNHlgefr0KWo4ODjMmTPH19c3Nja2qakpMDAQHdfX11dXV+/o6Hj27BlFUdj7hEfJPG1gYOA//vEPiqLevHmTlpaGzK0+sHnz5uPHj6PH5OLigq2UPjNv3rzk5GQA6OjoyM/Px5WaMTiBnslkstnsd7TsBAKBQCAQCAQJBj70S1NT8/nz50ePHkUfUTTX6NGj8dtokUgUEhKC2kwm09XVdcuWLevWraMXHxMIBIsWLZLOxr5//z7dSjE2NtbU1OzDTeLkEy6Xi4ThxWLxrVu3cBKChoYGngKiqqrqr7/+AgB1dfW4uLgjR45gxUYAaG5ujomJ0dHRWb9+fWJi4t69e+kVuug5HiKR6KuvvqLX212+fPmWLVuQMCJm06ZNOMkb0dXVhQqpAcC0adPw8adPn/aUxuPv7w8ADAajvr5+9+7dt2/fNjQ0VFNTMzc39/T05PF40iuDvCXwt6th3759qIGNKAaDgYK1qqur//jjD+TEwG4H7KCQ/lXgBCRcOw4A+Hx+6t+0t7fLf2p8Pn/ZsmX4B1BQUCAQCBRZBwnobqUVK1bgn9D8+fMlIsoiIyPPnDmD2l9//XXffmwEAoFAIBAIhD4w8B4VJSUlS0vLioqKf12AyQQAFouFo30OHDiQn5+P2qamps7Ozqqqqi4uLlpaWunp6Z6enkip/dGjR5MmTfrss8+sra1ZLBbaQCM5FCMjozNnzkybNu2t5OcRNTU1HA4HALCko4+PDwDk5uZiBUkGg3H58mUzMzP6wIKCAvTyXldXd9WqVQDA4XCWLl2alJQEAEKh0NLS8saNG9gL5OPjY2lpidIh6A6QgoKCGzduoLmj2mJLlixB4o8JCQkrV65E3VD5qUWLFhkZGYlEooqKiosXLyKbysTExMvLS5HJokVjMpnjx4+nJ2ZwuVyUZC8N7ob0anR0dI4cOYK1KfFX6PniOmBjxoxBzxSr3EhjaGiI1uHy5cttbW2DBw8GgMLCQqxdU1JS0lMRNgBobm6eP38+speMjIxqa2srKip27ty5e/fut/0N0NHW1j558qSLiwtFUfX19aNGjfrggw/GjBnT1NREz2axsLDYu3dvfy5EIBAIBAKBQHgrmIcPHz58+LD0F2VlZUwmUygUDuz1BAJBeHg4ACgpKYnF4rKyMpQHwuVytbS05s6dm5SUZG9vj4Kvurq6kpOTUWQORltbu6ysDNWe6gN8Pp8eoAUAOPsCM2TIELq3BDNixAj6G3cGg7F+/XpkqABAfHw8PVZNT0/P29sbTZYu+YKjxZycnHB2OMLLy+vHH3+sq6tDL/4rKyul5dInTpx45swZVAygV5Ch0t3d3dDQYGZm5ujoOGTIkIqKitzcXOQdQtDlR7BbA5scCxcudHNzw9MEAJxKhMOizMzMejVURo0aVVZWhn4DKSkpK1asUPyptba2Ojk5ZWdnA0BAQICfn5+NjY1IJAoPD3d3dx83rl/JCQsWLLh27dpXX33V0tIiFoufP38uUcvhk08+OX36tIJrTiAQCAQCgUAYEN531a/09HSk0cHhcGbOnKmpqTl48OCxY8di/wabzcZ1llxcXExMTFgs1pAhQ3DUzc8//9xnK6UntLS0xo4d6+npibRWekr1lq5PhavZKisr29nZ9fQtPVwNyxpiyXYMg8F48eKFSCR69erVtm3bZs+ebW5uzmKx6EqIBQUFVlZWjB7YunUr7ikQCLBZFRoaWlxcfOTIkdDQ0OPHjz99+jQuLg6v+enTp+mjUIMe5hQREUG3QPBX6FGOGDEClSOTGCUBfaNPr1rWK21tbU5OTsjA8/X1jYyM/PDDD9euXQsAQqEwICAARdZZW1szFIO+Shg5yp7Dhg2To1tPIBAIBAKBQHgXML29vVksFvqQlJTU1NSkq6uLtCNkFkGSw71796QP7ty509vbG3/EuRlWVlZLlizBx4uLi3F2BIoWAwBUABdo8UgAsHr16j179tja2i5atMjZ2Rlt4u/du4clHQHgzZs3OEt++vTpenp6lpaWEtojixYtQg6BGzdu4BRwmQVqEerq6jk5ORKp2zj27IsvvpAegnftq1evxgdxkbELFy5wOJyVK1fSE04Qenp6ISEhOJPH2tpawXpWdAQCATrDuHHjLCws/P39MzIyampq1NXVzc3Nv/zyy3379q1ZswYALl68ePToUbTseEZtbW15eXnR0dF41NSpU7/88stvvvkGP7j8/PyJEycCQEBAQE+j0LW++eYb7FbCowDA1taWoqiUlBRXV1eZgXzd3d30wgPwdx3k8PBw5K3qPydPnvTw8BCLxSoqKpaWliKRqLKyUktLa9iwYa9fv66srDx58uSjR48yMjJwMQMCgUAgEAgEwruG6eXlhdUb792719TUNHz4cHpIUmlpKarsJJGo0DfwO/7vv++1LqpsWlpaWlpaCgsLExISbGxsYmJiJGpzoT448yEjI0OmPCV2aMh5lU5HTU1NToEpehFb+UyePDkoKCgsLEwoFEZHR0dHR1tYWNjb27PZbAcHB3oKPubatWv06CzE69ev2Wy2SCS6e/cu3kDT56Knp7dt2zYA2L1797Jly7BPoLOzs7GxMTc3d+TIkSNHjuTxeE1NTTk5OcgjhFPef/vtt5SUFOlRR44cwZNFeSZ9HoVpaGhgMplGRkbSc8/NzUVnY7FYXV1dsbGx3t7eM2bMUHCVZEJfpaqqKm9vb7FYrKys/ObNG1wzuq2tDeVKoesWFhZyOBwc6kYgEAgEAoFAeNf0nkxfWlqKik1Jq6D0Aayvpwjq6uo4ufzChQu1tbXq6uqffvppbm4ukmfJy8uzt7dPSUl5WykViqJwkoaELvt7YPfu3fb29sHBwbm5uQBQVlZWVlZ27NgxALCxsQkMDHR3d6cbRdJlmgHg0qVLKKJs1KhRcmTdo6Ojt2zZgtpOTk7Tp09vbW29cOFCRUUFj8fDTozy8nJkqAwZMgQdwalB0qNwKBqOB+vbKAAQi8WVlZWxsbGurq70CDd6BwCIiYlpaWnZsGEDAPj7++fm5kqH58lcpV755ZdfUHU1tJgqKiqff/45kse5f/9+Xl4eLqWdkpJSUlJCl64nEAgEAoFAILw73reOCn71Xlxc3NOeDwdxmZmZRUZGooN//vlnbW2trq7uxYsXKYq6c+dOYGBgfn5+R0eHi4sLfhGuIKWlpSi/Atcpfs84Ojo6OjpWVVVdvXr11q1bWVlZ6P19Xl6ep6dncnLy+fPn5Thwnjx5gvQT5VNXV7du3ToAYDKZycnJCxb8SwIqLCzM3d397NmznZ2d6EhHRwdqjB07Fg/vaRRWu8epKX0bBQDZ2dl2dnZsNvvgwYM9zSImJsbPz6+7uxtl1xQUFERERPzwww8D8iDovxwLCwtUbA19pCgqNjb2m2++oS87MVQIBAKBQCAQ3g9MmWFR7w4kqwIAz58/7/Oej8FgzJ49+/79+wsWLMjIyBAIBL6+vkeOHMEdDAwMJDJSJMAyhXPnzn2f05fAxMSEw+FwOByKop4/fx4fHx8XF8fn85OTkxMTE7H2fHl5+Zs3byiKqqurKykpuXHjxpUrV/Cb/tLSUlz+WF9fHzs3qqurd+/ejZLjN2zYgC0HAFBRUYmPj3/w4EF1dTU6gusEWFtb424yR92+fRtVSbawsMBf9W0UAEyYMKGurk66SgHGxsbGz88PAAYNGhQdHY2SiEJCQtzc3CTC5NAqKbLs9FWiu/ji4uLov0kGg+Hn55eeno4rntE1SQkEAoFAIBAI75T3XfXL1tYWNe7fv99TH4l6xD2hrq5+6tQpVEsqMzMTazX2ysuXL3/++WfURsWR3yeJiYnR0dGxsbF0U4rBYIwbN27//v0nT55ER+jp4y4uLlZWVuPGjZszZ46fn9/58+exlQIAc+bMsfobPC8AWL9+fVRUFGoj4Rc6gwcPXrp0Kf6I83zMzc1xVJWzs7P0KGxp4L1+n0cBgIaGhhwrBWjJ/QDAZrPRRNrb2wMDAyV6olVSBPoqYYVKFosls5QCrkEHAFi0lEAgEAgEAoHwrpEX+rV+/foDBw7gjzhdhF5sF/PixYvRo0fX1tayWCwzM7OetnTz589HCir79+8PCAjQ09PbtWtXYmJiVVVVWlravHnzSktLFQlqQhgaGgYGBm7fvh0A6EIfADBz5sysrCxjY2PsNACAefPmpaen6+vrNzc3A4CpqemKFSt4PB6LxbKysqIbLVevXo2KisrJyeHz+Sh3QuasMZmZmZMmTeJyuUwm08zMbPz48evXr5fZMyEh4ebNmwBga2s7YcIEiW9xWjxdI7JvfPLJJ0hVXUtLS8KPgdDS0kINbW1tnOXC5XJRzgYAPHjwgM1m04cIhUIsi0l3L/RtVB/Yu3dvcnJyU1NTcnIyg8FYu3btgQMH5MTI9crcuXORYdzT80UhggCgrKwsMa//Cvz+0zdAIBAIhP+TUAt676NidOU/fZsDBttvQObyf+a/XRWjZvkdso6+j9vob45KR0cHsgSamprQHrSjo6OpqenRo0eow8uXL+n99fX1DQ0Na2trRSKRi4sLg8H4888/8bc1NTUuLi7yTQIJ3N3dkaHy8OFD+T3FYjG6w9evXwMAg8FAwvAAIBAIHjx48ODBA2Qn8Pl8evASgs/np6amOjo60g8igwcAKisr8dkaGxvz8vJOnDixcOFC6duYMmUKMlQ2bdqUkpJCTwrv6upCdQsAgF6z+OnTp+ha2BgAADc3t4yMDACoqqqSmUyPc29aWlqCg4P/8Y9/YOEUVBE4IiICfaTfA7oWYvv27Q4ODriUMEVRW7duRZr0AFBeXt7PUWhV//jjD9SeNWsWTmHqCSUlJU1NTfQctbS0duzYga0U+j0ojru7+5o1a4RCoVAoXLZsWVxcHF0KJjs7e/ffyvf29vZyVGIIBAKBQCAQCAOLPENl48aNPj4+d+/eRUkCu3fvPnfu3KNHj7C+ikgk+vzzz9FmncFgLFy4cPz48QKBIDc3986dO6jPrl279PX11dTUXFxc0Ct8U1NT9H4daZkjtLS09u/fn5mZSQ9qUgSUDf/69WvsOampqeFwOEgEnc/nczgcJM2em5uL3+uj3a2Hh8fHH3/c1dV19uxZtOlHZlV7e7uOjo6Pj8/kyZOrq6tDQkJQ0jk6LS5OJRKJPDw8UFtFRWXFihXm5uadnZ3Z2dlpaWkAkJKSIn3DHh4e+/fvF4vFKG970aJFRkZGIpGooqLi4sWLKJHDxMTEy8tLYqCEMjq2OnqCbhLs2rXr5MmTDg4Ow4cPr6mpefz4cU5ODv721atXHR0dqHwwVrMBgNbWVjab7e/vb2Nj09LScubMmfT0dABQVlYWiUTV1dX9HAUAhYWFuJB0SUnJ6NGj5cyIz+c7ODjweDz0saWlZdeuXdiQ6Bva2tr+/v6//PILAJw9ezYzM/PTTz8dM2ZMY2Pj06dP0a8C3XxCQkJ/LkQgEAgEAoFAeCvkGSpDhw4dOnQofhduZGSEJOHxO+wDBw5gXcXRo0fTc0tSUlK++OILsVjc1taG7Bwul4sMFbTRZzKZQqEQ929pablx4wb6dvny5b/99puCE0DZHXfv3sVH+Hx+TEwMare3t+P2v02bybx27RouaszhcJYuXYqDx5hMZn5+Pi53e/XqVWR3VVZWVlRU4DCqgoICZJAAwOLFi+Pj4/H5ExIScKScBNbW1gkJCQEBAW1tbZWVlYcOHZLoMHHixDNnzkiYJX0Aq2RqaGi0t7dzuVyJpVBRURkyZAgq9FxfX4/KT+NRrq6uly5damtrk9BVtLCwUFFRef78ef9HvRXNzc3z58/Py8sDgGXLliUlJYlEovDwcHd393HjxvVnoX7++Wcul3vlyhU0EZwmhEF1zPpW/phAIBAIBAKB0Df6nkwvEAjQZhQFDkm84F+4cOHhw4f/dQ0lpbFjx0p0EAqFw4YN+/LLL01MTFgs1pAhQ2bMmOHv719YWPjjjz++1Z3QdTl6QktLa+zYsVhSMCgoiC69wmAw6Cklurq69F0pPTKK7jp48OABbkvMzsvLy8jICLueJPDw8KisrNy2bdvs2bPNzc1ZLJaBgcGUKVPc3NxSU1P//PNPS0vLPj8XTHt7O2rExMTs2bPnk08+MTc3V1FR0dHRmTJlSlBQUGlpKd7i48644eHh8fDhw1WrVpmZmbFYLF1d3WnTpoWHhz9+/BhHmvVzlOK0trY6OTllZ2cDQEBAQGJi4tq1awFAKBQGBATIr/DWKwwG49KlS/QMezojRowoKiqSDgUkEAgEAoFAILxT3i5H5d69e7idnp6O8ox37dqFlPgk4HA4ly5dun79ulgszszMlNYd37Nnj3SAEwAUFhbKv7QEWOn87NmzX375JWr3lEyPor+8vb0lToLr0o4bN+7Zs2f0r27evIk9JPTINBwDtmPHjq1bt9KHMBgMpIsigbW1tcTJEV1dXa9evXr06BH26mzZsmXnzp1v9XQkQIWJAWDo0KErVqzYtGmTdB+cdIF1VPAoTU3NqVOnxsXFvbtRAGBra4sSZlxdXekFvkxNTVHj448/bmtrc3JyQmahr69vZGQkg8EIDw+XcNr0tLbSSK/tjRs3pF1biOrq6uDg4J9++glX1iYQCAQCgUAgvAdkGCrPnj2TWUZp5cqVMsOZ1NTUMjMzhUIhTqC3srJCu1Ls67Czs8MhZBiJxPQ+g9/Q4zJW0mARSYSEGr22tjYutyUzjgjvoR8/fqyqqjp9+nQ9Pb3p06ejg6GhoTU1NStXrpw2bVp/KlANLPieeyogtmbNmgsXLqA2tjR6GlVaWopsucWLF7e0tKCDLBZLetT58+exuThy5Egul4s8S9KjMA0NDUwmk27K4soEaWlpd+/epRdrHvAVPnnypIeHh1gsHjRokJmZWVNTE5/P19TUNDAw6O7u5nK5J0+efPToUUZGBv6REAgEAoFAIBDeNQOgTP/999/32ke6kJeSktKRI0cWLVo0adKkft5AY2Mjaujq6vbtDM3Nzbh+V0ZGRl5eHtYVkQBVGMvIyPj4448nT54cFBQUFhYmFAqjo6Ojo6MtLCzs7e3ZbLaDg4OEHCHi2rVrCooS9nkuGFxBC6+PHA4dOmRvb6/gKPwV9mXRR12+fBn35PF4WVlZs2bNkjkKAMRicWVlZWxsrKurK/ZQ0cnNzRWLxQDAYrG6urpiY2O9vb1nzJgxUGtbVVXl7e0tFouVlJS6u7txaF9jYyO6YTU1NYFAUFhYyOFwLl682M+HQiAQCAQCgUBQkB4NFS0tLVTSisfjoa3n3Llz6bkTV65cwa+9ewXtNSWObN++3czMrJ+GCkVRf/31F2pL+El6QlVV9euvv8Yf37x5U19fn5OTg4K1Xr9+bW9vn5KSQk9i6Yndu3fb29sHBwfn5uYCQFlZWVlZ2bFjxwDAxsYmMDDQ3d2d7gF4nwnZWFpREUMlOTkZFV9WZBTWQsEeMzyqurr62rVr9M6JiYnIUJEeBQDZ2dl2dnZsNvvgwYMyr4V+OTExMS0tLSjC0N/fPzc3l5441J+1/eWXX1DRZ3QhAwMDBweH8ePHc7ncjIyMsrIygUDAYDBQfFpJSQldup5AIBAIBAKB8O7o0VAZMmRIZGQkAKSmpiJDxd3dnZ7a0dDQgAyV4uLiMWPGvHr1Cu9WkcMBtVHmQP/9Az1RWlqKUmVQnWJFhmhoaKCp0REIBLhmbkdHh4uLS0FBgfxquQhHR0dHR8eqqqqrV6/eunUrKysLGTx5eXmenp7Jycnnz5//j8SDjR07FjXq6upkdpDIQf/mm2+ePn2qyChU48vQ0FBHR0fiWvfu3UP7/jlz5qDavmfPno2IiGAymdKjAGDChAl1dXXyxeljYmL8/Py6u7uPHz/+9OnTgoKCiIiIH374YUBWqaCgALcXLFgQHx+Pf8ZdXV1bt27dv38/XqgnT54QQ4VAIBAIBALh/dD30C+cW/z8+fMxY8YYGBj0s/hS3/jnP/+JGnPnzu3PebAtMWzYsJcvXwoEAl9f31u3bknYGMnJya6urtLDTUxMOBwOh8OhKOr58+fx8fFxcXF8Pj85OTkxMdHd3R11Ky8vVzA8SV9fH++Y+4a1tTVq4BLSEmBTRFVVtbOzk8fj/fjjj4GBgfJHNTU1ofQVfH56G1dCCwkJaW9vz87ObmxsTE1NHTZsmPQoANDQ0JAv8mhjY4PKWw8aNCg6OnrmzJno5G5ubhLBdX1b26qqKtQwNjY+ffo0/WZYLFZ4eHhpaSmO+MJOIQKBQCAQCATCu6bvhoqtrS2Sybt//76Li4vMPgkJCUjB8B3x8uVLXFXW19d3QM5pb29/48aN5ubmzMzMnJwcnDEvTWJiYmtrq7Kyso+PD7ZnkK7L/v37586d+9lnnwFAVlYWNlRcXFz6XJnqbbGwsDA3Ny8vL3/8+HFNTY2xsbFEB1ze4Msvv7x69WpTU9Phw4fd3Nzkj0KamACAhRrp10KFDUxNTWfNmrVs2TJUUDgxMREHDdJHKQK9FBibzV61alV8fHx7e3tgYCCuBNCftUX+HzRcpsm0Z88ebKhIr8b/daYenyC/Q57+k/5fhfrcSn6H3S1vV5FcJpHQLzkdAoFA6D9Uv0vZM668p1vt/4X6P1kAeFO7odc+KkbhCpzp/wb7NRa9h6usb0+W32Fab/8vAwBALz8Rtl8vHRR5uL3Sdx2V+fPnI/3HiIgIJBY+c+ZMBoOB5TJKS0t9fHywFOC/1m79enoFp5UrVzIYDAaDIV0TDABevHgxevRoDQ0NPT09Gxub7777DqejAEB7e/vSpUtREryOjs7UqVNRsam2tragoCCUNPK2OvcAoKamhr0KR48elfh20aJFeIIJCQn+/v5+fn5KSkpIZ6Ourm7Tpk2Wlpbq6upfffUV6obLZ129ehWrqvdKeXn5kiVLJk2apK2tra+vP3XqVC8vrydP3mLXyGAwcPWtU6dOSXwrFApLSkpQ+7PPPkPFeSmK8vHxwS4j6VEAgAQilZSUFi1aJPNaAODp6amkpLRkyRJkv126dAmVXZYY1Qf27t2LwgiTk5MZDMa6dev66cfDJchw1r4EnZ2deI5sNrs/1yIQCAQCgUAgKM5bGCoSvhF9fX3kxBAIBIsWLZIQP6mpqXFxcZEu9qUIeGvY1NRUVlbW0dHR1NT06NGjw4cPjx8//rvvvnvz5s2tW7dmzJhx+/ZtANDQ0MBq8c3NzQ4ODnv27OmDiYLBDpCewp8QU6ZMwW2KonJyciZNmrRv376ioiKBQNDa2oq+4nK5YrGYw+EsWLAAH0QoKytfv36d+nf4fD6bzT516tS5c+fy8/NbWloaGxvz8vJOnDgxceLEt1LDXLt2LTImt2/fTk/GoChq69atOF3eyMjIw8Nj/vz5AFBcXCwUCmWOQqAqw+7u7hKlC9asWYPdSsgNZWxsPHv2bPRA0c9DehSfz0/9G0WEIJWUlLAei5aW1o4dO/BFnz59SikG3VWFS5Dl5OR8++23Eg8oOzt7yZIleNH+99SeJhAIBAKBQPivh1ldXY1dBDLBKebHjh3T09NTVVV1cXFBiiW7d+++efPmX3/99ejRo0mTJqE9X2tr64oVK86fP49MBX19/devX+Ozbdy4MSMjAyuu7N69G71ix0E1IpHI398f9x81apSenp5QKGxoaEBajYcPH46Li8PGjIaGxuXLl4ODgwGAoihfX1+6YHzfdpYoL//169dcLre+vr6nVG8PD4/9+/ej1/A3b97MyMjo7OycPHmylpbWo0eP8JY3Kytr5syZDx480NHR8fHxmTx5cnV1dWRkZFVVlUgk4nA4ZWVluDKvSCT66quvkNNJW1v7iy++MDc37+zszM7OTktLA4CwsLCpU6d+8cUXikxk2LBhBw4cCAgIaG1tZbPZ/v7+NjY2LS0tZ86cSU9Pp/dkMBgxMTHjx49vb28/fPjwxo0bw8LC6KNKS0txZ2Nj4z179khci8fjYefGsmXL0Cj6T0vmqMLCQhwMVlJSIr96AZ/Pd3BwwF6plpaWXbt27d69uw+PGENPBIqOjk5OTp47d+6YMWMaGxufPn2K6gFgKioqJHJsCAQCgUAgEAjvCGZ6erpMeXjMxIkTdXR0+Hx+YWEhcqFwuVxkqGhoaGRmZi5evPju3btdXV3IMmlpaTl58iQAKCsrf/vtt+np6XRDZejQoehtPcLIyIhe8hgADhw48Mcff+CPFRUV0lFh2EqZOnVqTEwM9mzcunWLz+fb2dnt3bt306ZNDx48UFFR6cOioDyTu3fvosn2ZKhYW1sjxXqRSITTuB8/fow7oHUDgAcPHlhaWt64cQOX0PXx8bGysqqvr6+srKyoqMAeoYKCghs3bgDAhx9+mJGRQa+Whq4FAEePHlXQUAEAf3//169fh4SEtLW1SUi5a2trY/UYADA1NQ0LC1u9erVIJEpNTd22bdv27dulR2loaFy/fp0uzoj47bff8OpJjwKAEydOSI9SnObm5vnz5+fl5QHAsmXLkpKSRCJReHi4u7u7TI1OBZk8eTIqaqeurt7R0VFXV4d+vTKR8LcQCAQCgUAgEN4dSvn5+TK/KCsrQ9kjurq6aLeNMTMzYzAYTCYTAIYMGXL79u2LFy+6ubmhcH8lJaUZM2b4+/sXFhbiTHcFEQgE0htcmWhpaaWkpPzxxx/0+Cs+n29hYZGRkTFr1iykht5nsNaH/EJPHh4eOG9BV1eXxWIZGBhMmTLFzc0tNTUVmRyI+Ph4utCHnp4e1nLBIoNAq5q1Zs0aiZrOXl5eRkZGysrK+fn5b5WYsXXr1ocPH65atcrMzIzFYunq6k6bNi08PHz58uUSPQMCAuzs7ADg8ePHKioq9FHa2tqoz7x58yZMkMzA7u7uPn36NACwWKybN2/Sr4UH9vRLU4TW1lYnJyeUmh8QEJCYmLh27VoAEAqFAQEB/UlTwZFdb968CQoKcnR0HDZs2KBBgwYPHvzBBx8sX77cwMAAd8bpRgQCgUAgEAiEd43SwYMHGX+jYNEkCSZMmODq6vrs2bOpU6cCgJGRUVZW1pEjR3oK47l3797169dlfpWeno5EUfbt29dTggGKFGppaZk2bZq0lnlZWZmqqiqDwUDRUzU1NWhquHjXyJEjZSqEqKqqdnV1Xb9+fenSpampqdgVg/amS5cupShKZi41Vh7My8vr7OxsaGjIy8s7c+bM/PnzsbrIuHHjkAFAB39LT6fBM6qurpboz2AwXrx4IRQKa2trGQxGamoqWhBHR0dGb0ybNi0+Pn758uWdnZ0nTpxYvXq1v7+/tLtJWVk5Li4OHQ8NDeXxeEpKSkpKSvQIOplWQWpqKvKbLVy4UFtbG49iMBjY5EtMTJQeaGtrS1EUKqtFL/BFp62tzcnJCZlwvr6+kZGRDAYjPDwcTT8zMxPdnrW1da/rgNi6dSs+ubW1NRI2FQqFBw4c4PF4KLFq0KBBAoEgOTkZ/SAROPOeQCAQCAQCgfCu6b088aRJkz766CMA6OzsPH78ODr4+eefy89sKS0tRQonOExLEXBBMDU1tczMTJl98MY3Pz9f8VAiHLTD4/E++uijmJgYGxsbiT4tLS04XwLpdQAACnLrFXV19VGjRkkcxDvv8ePHSw+RuS/HBlVoaGhNTc3KlSunTZs2gDnc9fX1rq6uIpEI64dIYGVlFRwcHBwc3NXVtXjxYnwcP8ebN2/m5eVJrB5Ws1FVVZ0+fToun9XZ2YlT9vPy8oqKij744APpizY0NDCZTJlPs7u729nZmV4pbsAz2qOiop49e/bo0aM3b97gsnJNTU3ImcZkMsePH4/cQTjznkAgEAgEAoHwrmFOmDDB3t4ef25tbT1x4gQAaGtro+JXn3766cKFCwHg1atX2FBZt24d1p6XSWlpaWhoKLyl9ATePX///fe9dkblp6TR1dWVCGp68+ZNeXk5Th/Py8uzt7dPSUmZN29eryeXiL/qCTU1NTkbaFyQoFcmT54cFBQUFhYmFAqjo6Ojo6MtLCzs7e3ZbLaDg4OExCHi2rVrCgod6urqHj9+vNdSbBs3boyOjkZliAHAyclp+vTpVVVV8fHxANDR0eHs7Jybm4st1ebm5kuXLgEAg8FAPx4AsLS0NDEx6erqevLkCQ6fi4qKQnWQMWKxuLKyMjY21tXVVdo/BrSqwSwWq6urKzY21tvbe8aMGf1cB/rHhoaGyspK6W4MBoOiKKFQiKtC6+joKPgcCQQCgUAgEAj9hGlvbx8ZGYk/V1RUoL2mgYEB/fj7QSIZRj70RHA6w4cPl77zwsJCKysr+FuFvaOjw8XFpaCgoKf4NLxzlSin+x7YvXu3vb19cHAwkoIpKysrKys7duwYANjY2AQGBrq7u9ONInrqi3yePHmCyqPJp6mpCcc7qaqqRkVFmZqalpaWIkMF/paLwaFc58+fR/4WelRYYWGhRMVqAIiLi0OhhvhIdna2nZ0dm80+ePCgzJtBVkpMTExLS8uGDRsAwN/fPzc3F0fc9WEd6FAU5e3tjeLWPvvss6+//vrVq1dv3rwxMjKaMWPGTz/9hAu7qaio9O0SBAKBQCAQCIQ+8BYZ5wYGBjhRRL47pc9gafDi4uJe1TD6JkVvZmY2Z84cABAIBL6+vvS9NZ5gcXExsoJQneJ3MVP5ODo65uTk8Hi8qKioJUuWDB8+HB3Py8vz9PRcvHix4unjFEVVVVWlpqb6+PhMnz69o6Oj1yGHDh3CaTOdnZ0cDod+OVS07fTp0+Xl5egIrvfVK21tbRJy8hMmTKirq7t3756cSMKYmBg/P7/AwEBUGrigoCAiImKgljorKwup8ZiamiYlJX3xxRd+fn7ffffd4sWLjYyMwsPDXVxcUE8jIyNUQIJAIBAIBAKB8B7437XxMjQ0RI3nz5+PGTPmXVxCSUnp1KlTH3zwQXNzc2ZmZk5ODk4LweCMi7lz5/4HV8PExITD4SA74fnz5/Hx8XFxcXw+Pzk5OTExEatSlpeXywl5+uabb+7cuaP4RSmKOnfuHGqPHDmSx+Olpqb+9ttvONrKxMSkuLhYLBZfunRpzZo1VVVVKJsIBUpBD3IolpaWRUVFAHDo0CF66ouGhga2TmViY2Pj5+cHAIMGDYqOjka5QyEhIW5ubhKBcPLXgY6+vj6WT0FBawCwadMmmXfy2WefoT70stoEAoFAIBAIhHfN2xkqM2fOzMrKMjY2lq5JhWlubqbH9qBUh2fPnlVUVEinmx87dmznzp21tbUsFsvMzAy7L+7fv4/fZNMvvXjx4gULFhQXF2dlZXG53KqqqrS0NDmpJjIxNDQMDAzcvn07ABw9epRuqKCr4NLGyGkzb9689PR0Z2dnPEFLS0sej8disaysrOgRaFevXo2KisrJyeHz+SNHjpQjDkhRFBZ9X7FihaqqqpmZ2fjx462srHR0dJSVlX18fPAyIl2X/fv3z50797PPPgOArKwsbKi4uLj0rVybTMrLy5G2o5WV1eHDhz/55BMAWLNmDRIbAQAjIyNUTzk1NXXNmjU4AAxZKVZWVjKj6dzd3VHUWXZ2dnd3t3TgVk/QSw6w2exVq1bFx8e3t7ejKKy1a9ceOHAALZTi67BlyxYsTo/i6wDg5s2bdKVRDNZ8xFUB/pso2OwpvwNVOwBX8T3Sy9I9PlLa60kmt9/upUfVg15PQiAQMLleT+R3UDFSSC2gn7yp3dBrH8aV3uayYICLrMhk6pXeYxkG4lZ7v8qAnKRXqAX9Pwd4BX8tv0Ov/0GAAj+S9/Nb7XUuivDjjvdwp7D+fVykdwbkufxnPCo4sgi/7O/o6KArlkRERAQEBEinBLS1tfn4+PSaDt4r7u7uyFC5desW/Tg6M8pJmDdvnkRtK1SquK2tDTkHBAIBlj0BAA6HExMTgz+WlpbS1dzpNDc30ytZdXR0dHR0NDY2IjVDhK2trbRcybBhw+h38rasXbv2zz//lFBbl+Dp06eo4eDgMGfOHF9f39jY2KampsDAQHRcX18faSM+e/aMoijsfcKjZJ42MDDwH//4B0VRb968SUtLQ+ZWH9i8eTOuB+Di4oKtlD7T3d2NGtevX3/16hVdNQUASkpKUOlkAKivr29rayOFvwgEAoFAIBDeD/1SRZSJpqbm8+fPjx49ij6iaK7Ro0fj8l8ikSgkJAS1mUymq6vrli1b1q1bRy8+JhAIFi1aJJ2Nff/+fbqVYmxsrKmp2YebxMknXC63vr4eAMRi8a1bt3B9Jw0NDTwFRFVVFapdq66uHhcXd+TIEZTrgmhubo6JidHR0Vm/fn1iYuLevXvpgUn0HA+RSPTVV1/R6+0uX758y5Ytn376Kf1ymzZtwntoRFdXFyqkBgDTpk3Dx58+fdprPg/ip59+ktZOkQCrT6LEmH379qEGNqIYDMbQoUMBoLq6+o8//kBODFzWDKfTSP8qcGAVrh0HAHw+P/Vv2tvb5d8bn89ftmwZ/gEUFBQIBII+rAN2pwCtAphAIFi+fDm9lByXy124cCFd5aaiouItfmQEAoFAIBAIhH4w8B4VJSUlS0tLvKVD+ccsFgtH+xw4cACLlJuamjo7O6uqqrq4uGhpaaWnp3t6er548QIAHj16NGnSpM8++8za2prFYqENNJJDMTIyOnPmzLRp03qSCJRDTU0Nh8MBALxl9/HxAYDc3Nza2n+FuTAYjMuXL5uZmdEHFhQUoJf3urq6q1atAgAOh7N06dKkpCQAEAqFlpaWN27cwF4gHx8fS0vLhoYG+HcHSEFBAVKsNzU1RbXFlixZ4urqCgAJCQkrV65E3a5fvz5mzJhFixYZGRmJRKKKioqLFy8im8rExMTLy2vAHxwC3TD8rVejo6Nz5MgRdHsYPT099HxxHbAxY8agZ4pVbqQxNDRE63D58mXsmigsLMTaNTKTWzDNzc3z589H9pKRkVFtbW1FRcXOnTt3797dn/lOnjwZR7WlpaVZWlq6uroOGzasqKjowoULEipAWI2HQCAQCAQCgfCuUTp8+DBdtBvvzsvKyt5FjSOBQBAeHg4AKA+krKzM19fXw8MDJQDMnTs3KSkJp4h0dXUlJyfv2LFj69ateAOtra1dVlY2a9asPlgpAMDn82NiYmJiYrBZcvny5cuXL+OPADBkyBC6twQjUZmKwWCsX/8/cYDx8fH0WDU9PT1vb2/Upr+nx9FieIOO8fLyMjIywkrwlZWVhw4d2rRp048//nj06FFkpUycOPH333/X1tYe8EeDwG4NbHIsXLjQzc2N3genEuGwKPyzkWOo4AwlgUCQkpLyVnfV2trq5OSUnZ0NAAEBAdevX0eiK+Hh4ViisW8sWbIENdCa19bWRkVFhYSEnDx5Elkp9FivvkXcEQgEAoFAIBD6wMCHfsknPT0daXRwOJyZM2dqamoOHjx47Nix2L/BZrPnz5+P2i4uLiYmJiwWa8iQITjE6+effx7w+ktaWlpjx4719PREWis9pXqjkCc6uDSZsrKynZ1dT9/Sw9WwrKF0cjaDwXjx4oVIJHr16tW2bdtmz55tbm7OYrHoSogFBQVWVlaMHti6dWs/lwIHU9Fj6iIiIugWCP4KPcoRI0ZgJUQ5kXh04wqn4CtCW1ubk5MTMvB8fX0jIyM//PDDtWvXAoBQKAwICECRddbW1gzFoK+StbW1h4cHAFAUNWjQoNGjRw8ZMkRNTc3U1NTOzk5TU5NunLBYrH4uL4FAIBAIBAJBQZjffPMN/XNra+vJkydRWyQSycxUrqmpwcc3bdqEGhRF4f2fnPpIODfDysoKv8wGgOLiYpwdgffE/v7+jo6OqI3qcQEAPkLn3r17WNKxDzAYDCUlJezJkYm6uvqOHTvQxBsbG9FNYq/OF198IT0E79pXr16ND+IiYxcuXOBwOCtXrqQnnOAVCAkJwZk81tbWA1jXS5qvvvrqr7/+Qn4SPCP6Bt3Q0PDhw4fY7sIOovz8/IkTJwJAQEAAHnX+/Pkvv/wSfRw5ciSXy0ULKz0KAGxtbSmKSklJcXV1leki6+7uphcegL9dH+Hh4cg113+ioqLKy8uzsrK6u7tx/YPKykoUmDdlyhQdHR1UdIFk0hMIBAKBQCC8N5jR0dH0zxUVFdhQeSvEYjGOZZJTV6qqqgo1vv/++17PSY+Y+tftMplYAWMAaW5ubm5uxrn7ElnsCFVVVVyrKiMjQ0LyEmeT98rkyZODgoLCwsKEQmF0dHR0dLSFhYW9vT2bzXZwcJDQBkFcu3ZNQYUQnBr+VtTX169btw7luOOUdznWJv4Kb9zpo3DKBwDweLysrKxZs2bJHIVpaGhgMplGRkbS18rNzUVF2FgsVldXV2xsrLe3NxZ1GZBV0tDQiI6O/uSTT3B4IZ3KykrsZcKOIwKBQCAQCATCu6bHLBQtLS0UEkPnwoULtbW1GhoaOPvCzs7uypXeyobT4PP5inemS5QghgwZIt/v0Su6urrLly8HgLi4OJSE4OHh0dLSkpubiyRfAKChoeHmzZtvK8+iOLt377a3tw8ODkYiHmVlZWVlZceOHQMAGxubwMBAd3d3ui9LukzzgHPixIlly5Y5OjpiO1COoYILSWPfFx5VXV197do1eufExERkqEiPAgCxWFxZWRkbG+vq6kqPcKN3AICYmJiWlpYNGzYAgL+/f25urnR4Xp9XqaKiYs6cOSiMTVtb+4MPPjA0NOzo6CgvL+dyua9fv0ZLoaKi8h4eBIFAIBAIBAIB0aOhMmTIkMjISImDf/75Z21trY6ODv2rLVu2KH49CfHvY8eOYZtHEfpppQDA8OHDIyMjS0pKDh8+DACjR48+ceIEAFAUdefOHWdn5/b2doqiXFxcCgoK5BSh6ieOjo6Ojo5VVVVXr169detWVlYWqnWWl5fn6emZnJx8/vz5fiqEvC3ffPPN06dPx44diz7W1dXJ7EZRFPI8GBoaYg8DHnXv3j3kj5ozZw5yrJ09ezYiIoLJZEqPAoDs7Gw7Ozs2m33w4MGebiwmJsbPz6+7u/v48eNPnz4tKCiIiIj44YcfBmTWFEV5e3sjK2XBggXx8fHY6Orq6tq6dev+/ftRDszYsWPfRXkJAoFAIBAIBIJMBmzjpaysTFcLSU1NldkNyar8x8EyhXPnzkUNBoMxe/bsiRMnoqRtgUDg6+t769Ytujw8fYIDgomJCYfD4XA4FEU9f/48Pj4+Li6Oz+cnJycnJiZi7fny8nIFg5r09fX7EBo3atSoiooKHo/3448/YmFHCSlMTFNTE0pfsba2xgdxG9c0CwkJaW9vz87ObmxsTE1NHTZsmPQoAJgwYUJdXZ10lQKMjY2Nn58fAAwaNCg6OnrmzJno5G5ubhJhcn1bpaysrNu3bwOAqanp6dOn6YY0i8UKDw+/d+/eH3/8gTq87cISCAQCgUAgEPrM+35DbGtr+8svv8jvk5CQUFFRMWjQoKCgoP67UKR5+fLlzz//jNq+vr70r9DllJSUxGJxZmZmTk4Ozn0fKBITE1tbW5WVlX18fOhW0Lhx4/bv3z937lyUCZOVlYUNFRcXFwWT6bds2UJXM1SQPXv2+Pv7NzU1HT582M3NzdzcvLy8/PHjxzU1NVimk756qEEvr2xhYYFGoerGpqams2bNWrZsGSoonJiYaGlpKT0KADQ0NCScbBLQM+zZbPaqVavi4+Pb29sDAwMvXLhA79m3VcLqk6ampjLvBAeqycxcIhAIBAKBQCC8IwbSUEGFuYyNjaurq3vqQy/fBAArV65EEodcLhfpbJSWlvr4+IhEolmzZnG53MzMzNraWhaLhbaJQqFQzqVRWywWBwUFJSYmVlVVpaWlSaSaiMXipUuXouyXefPm2djYSJ9NQ0MDSfsdPXqUbqjImWB6ejoA1NXV/fTTTykpKTweD1VVpve5evVqVFRUWloaevGflJR08OBBCQ/DsGHDUKOkpGTJkiUlJSVcLrdXyfZ+YmhoeOjQIS8vL4qifHx8XF1df/rpJwA4deoUXSgGgTJ5lJSUFi1ahA8yGIwvv/xy37596KOnp6eSktKSJUvWrVtHUdSlS5cKCgqkR/WBvXv3JicnNzU1JScnMxiMtWvXHjhwoD8xctjuysnJefXqlYGBAf3bkpIS9GQBANda+G9i4p4T8jvkXF4wENfpxY+a6/Wk/9cYFTRQq0Ig/H/B1OMT5HeYuOd93IZCf2QYvZT0nHplgOMd3h0DcqvRR17L7xAb0PtJsqnn8jvkXO7lDNN7ey4A4NP/2QL4HmmU38Er+OuBuM774E3thn5OFgBiA/R67dN/so728m9z2ud9rLX7Vrxzj4qEaSFfAqWmpsbFxQWpjty9e/fu3bvoeEdHB2rU1dV99913hw4dkpMtUFlZuWdPj39fuVzu8+fPAUBDQ+Po0aMy+6irqyNDpafwJ5nk5OS4uLjgja9AIMCVAyiK4nA4MTEx9P43b96cNGnSlStXcMHlrq6u0NBQ1Mb7YwmCgoL6qcUuEw8Pj5MnT964caO4uFgoFKqpqQkEgu3btzs4OOBSwghUis3d3d3c3Jx+fM2aNeHh4Sg6Dll3xsbGs2fPzszM7OzsRLt86VF8Ph8FVgHArFmz5HtXAEBJSUlTUxPl5WtpaeGC0QDw9OnTPkwcPyOBQLB8+fJz585paWmhI1wud+HChV1dXegjj8dra2sjFYoJBAKBQCAQ3g/M6upqCcH1AQGX60UbQT6f39LSoqWltXHjxhUrVjg7OyMleCaT+fHHH48ZM+bEiRNFRUXnz5/H+0IAYLFYTk5O48ePFwgEv/76K9oiHz58uLq6Gr1Ql3lpbNVoaGgcOXLk3Llz3d3dXC4XHUSVvjQ0NC5fvoz11CUXhcnU19d//fo1l8tFevC90t7e7uzs/OrVKw8Pj48//rirq+vs2bO4THNQUFBRUZGOjo6Pj8+QIUM2b96MNvQikeirr74KCgqiKKqiouLixYv0y2lra3/xxRfm5uadnZ3Z2dlpaWkAEBYWNnXqVJmyLf2BwWDExMSMHz++vb398OHDGzduDAsLa21tZbPZ/v7+NjY2WGAEAIyNjaVNQR6Ph3N4li1bhkbRf1oyRxUWFuJgsJKSEvnVC/h8voODA4/HQx9bWlp27drVT7ONXqo4LS3N0tLS1dV12LBhRUVFFy5cQL8WFAoIABUVFRIeMAKBQCAQCATCO4KZnp7u5eU14OedOHGijo4On89HhkdNTU1jY6OWltbQoUOHDh168ODBpUuXAoBQKLx58+bNmzfxQLwpnDVrVkJCAn4B//Dhw6ysLGVlZZFIlJKScvLkyRUrVsi/h/b29uTkZOnjU6dOjYmJmTJlipyx48aNQ/4cbOHIp6mpSUVF5ffff8eRZhwOZ8aMGchdUFRUZGlpeePGDVTf1sjIyN/fHwV0tbS0BAXJiFn58MMPMzIy6NvohIQEFCZ39OjRATdUAMDU1DQsLGz16tUikSg1NXXbtm3bt29va2uT0FXU0NC4fv26tObJb7/9hhoMBkN6FACcOHFCplKKgjQ3N8+fPz8vLw8Ali1blpSUJBKJwsPD3d3dx40b1+fTTp48GQm/6OnpNTY21tbWRkVF0Tt8/vnnWBkG+dkIBAKBQCAQCO8Bpfz8fJlflJWVMaRAeSBImV5+qVYdHZ0rV67MnDkTpaerqKioqKjgb7W1tVFj+vTpJiYmKJ1jxowZvr6+6KsRI0YkJydLhAkBgJ6eHjrhjh073mqeOGJn5MiRf/zxh3wrBWgp1Fj9o1c2b95Mz4dhMBgLFvxPeF98fDxW4fDw8ODxeEhdBAAGDRpkYGAwZcoUNze37777Dh1cs2aNhC6hl5eXkZGRsrJyfn7+gNcfQwQEBNjZ2QHA48ePVVRUHj58uGrVKjMzMxaLhR/ZvHnzJkyQjGzu7u4+ffo0ALBYrJs3b+JRurq6eGBPvzRFaG1tdXJyQqn5AQEBiYmJa9euBQChUBgQENCf1ViyZAlqtLS0rFu3bt68eUZGRmpqamPGjPn666+vXLny6NEj3BkVLiMQCAQCgUAgvAeUJCq6ysmDl0AkEjEYjM2bNz99+pSiqEePHqE9fWdnJxLIY7PZd+/eRcJ8DAZj+PDh0ifx9/fn8XidnZ319fVZWVkuLi7oJKtXr9bX16f3vHfvHkVR9fX18+fPB4CioiIUPCZBQkICJYszZ86gDjwej8lkShhgOjo6VlZWK1eu3Lhxo1AorK6uxoZNW1vbzZs3KYp68eKFxAQBQFVVFRc4lhaE+fbbb1Fj3LhxyADA6OnprVq1CrWTkpIaGhry8vLOnDmDI4ukHwSDwXjx4oVQKKytraWHvVlbWzMUY+vWrampqWhBRowYgcryAsCiRYtev34NAMrKynFxccikDA0N1dTUjIuLKy8v7+zsPH/+POqMRColSE1NRWdYuHBh4W02IQAAgABJREFUU1NTfHw8l8vt6urS1NTEBdYSExOlB9ra2lIUdfHiRfj3Al902tranJycUOFjX1/fyMhIBoOB8mEoisrMzESr8VbrQF89JGwqFAojIyPRCguFwlevXqWlpS1ZsgTLgAIAi8VS8F8HgUAgEAgEAqGfDFjx35aWlr/++gsAXr9+jUo8yQGJGwIAzjdA4MpdampqmT2AfR0y39DjxPS3orm5ubCwMCEhYeHChR999FFeXh4utIVTq+VPUF1dHVUto4N33uPHj5e+qMx9OS4yFhoa6u/vn52d/Y6cJ3T4fP66detQ28rKKjg4GAC6urq+/vprFIbXK1iXxtPTE8eAAQCPxzM0NET7+7y8vKKiIpnDGxoamEymzMCw7u5uZ2dnerG4AdfBjIqKQh62N2/e/PXXXw0NDd3d3U1NTTweTyAQMJnMDz/8EPUkmfQEAoFAIBAI740ew7eUlJT8/f17HS/hKFCQngyVqqoq1Pj+++97PQnKrf+3yTCZvcodKisrczgc+pE3b97U19fn5uaid+d5eXn29vYWFhboW4n4q55QU1OTs4HGpQV6ZfLkyUFBQWFhYUKhMDo6Ojo62sLCwt7ens1mOzg4SEgcIq5du6ag0KGcuZw4cWLZsmXIzNu4cWNSUtKTJ0+ysrKioqKwX6gnmpubL126BABKSkoPHz68cuUK/dvQ0NDhw4ejVJ/ExMTt27fTvxWLxZWVlbGxsa6ursrKytInz83NRcYSi8Xq6uqKjY319vaeMWPGAK5DQ0NDZWWldDck8SkUCp88+VfxXB0dHYWeIoFAIBAIBAKh3/RoqCgrK0dGRr7nu8G1YhUBaaHQGTJkSK8CkUwmU+a8KIq6c+dOYGBgfn5+R0cHrnUrnSfzrtm9e7e9vX1wcDAKsiorKysrKzt27BgA2NjYBAYGuru7040inPrST7755punT59qamqqqKjExcXZ2tqKxeLNmzcvWLBAvij7+fPnUXUssVgsnTuEqw8DwMmTJ0NDQ+k3n52dbWdnx2azDx48KPPkyEqJiYlpaWnZsGEDAPj7++fm5qKQQjp9WweKory9vVHc2mefffb111+/evXqzZs3RkZGM2bM+Omnn/bv34/uQUVFZaCWmkAgEAgEAoHQKwMW+mVgYMBmswHA2Nj4448/7ttJsIxGcXEx1RsSovLwt65832AwGLNnz75///6cOXMAAAVcjR49GqfKDMgEFcTR0TEnJ4fH40VFRS1ZsgSn9+Tl5Xl6ei5evHhg48GQyiSPx/vxxx/RkWnTpqFgsLa2Ng6HI/9y9Fgv+ZSVlT18+JB+ZMKECXV1dffu3ZNTIzsmJsbPzy8wMBAl8BQUFERERAzU3LOyslCujqmpaVJS0hdffOHn5/fdd98tXrzYyMgoPDzcxcUF9TQyMpJfQIJAIBAIBAKBMIAMmKEyIBga/kvBGmkyvn/U1dVPnTqFc6aly1u9T0xMTDgcTlJSUnV19bNnz3744QcUepScnExPTC8vLy9UjIaGBpkX8vPzQ9FQhw8fvnfvHjoYGhqK4t9SU1PlmCJVVVWZmZlo6XCIlKmpqUgkwk4SNzc3Nzc31MbZLAgNDY2hQ4fKWQQbGxs/Pz8AGDRoUHR0NDoYEhKCowT7uQ4oaA0ANm3aJFNu8rPPPkMN+VqlBAKBQCAQCISBZSDfEKN9KpZml8n69esPHDiAP8bFxcXFxQEAl8sdNWqUra3tL7/8AgD379/X1dU9fvx4ZmZmbW0ti8UyMzOzs7MLCAjIzs6uqKgYNGhQUFAQdqGgS6NiXG1tbbt27UpMTKyqqkpLS6OXDFYEuvdAIpVc5gQfP34Mfyts1NXV/fTTTykpKTwej8ViffDBB/SeV69ejYqKysnJ4fP5I0eOxFUB6CQmJra2tiopKZmamv76668lJSVcLpfJZJqZmY0fP3737t0BAQEAkJWV5e7ujoa4uLg8e/ZMkalt2bJl586d0sd1dXUPHTrk5eVFUdTXX3+dn5+vqqqqrq4eGxv7ySefAMCaNWsk1EXoN4warq6uFy5cQG1PT08lJaUlS5asW7eOoqhLly79+uuvSUlJAHDmzJmDBw9KB271BL3kAJvNXrVqVXx8fHt7O4rCWrt27YEDB1AsWd/WARcxu3nzpsykLKzaiUu9/X/Fkvvl/T9JRZjVf3oeBALhfyn+jW699jEt3KPAmd45FWHOvfYZFXS1n1cxsNzca5/YgCf9n07//7ybQu9neKzAdP6XkOvVy6pOPT4AL6+nHu+th8YAnKTXuShC7/82e53LQPC/K5Rl/vz5ampqAoFg//79e/fuxcc7OjqampoePXp0+PBhlOLs6uoqM9CrubkZl7LtA+3t7UuXLkUilQDQa/kyOjk5OS4uLtiMEQgEOMyJoigOhxMTE4M704Xe6SQkJNDlLzGNjY15eXknTpxAHwdc0MPDw+PkyZM3btwoLi7evn07knufM2eOr69vbGxsU1OTTAuHoijsIVm2bBkuHYYK/hobG8+ePTszM7Ozs7Ojo0NTU7O1tRWV/cVuirdl8+bNx48fF4lEAODi4oKtlD7T3d2NGtevX3/16pWBgQH925KSElQ6GQDq6+vb2tpI4S8CgUAgEAiE94PSe9aw27hx4/PnzwMDA9FHR0fH58+fP3/+3NjYGAD09fV9fHwAAO1EVVRUXF1dt2zZsm7dOnt7ezQEeTy+/vprmef39fXFVoqxsbGmpqaCNyYWi2/dujVjxgyUsYC2v1wut76+XpHhIpHI2dm5rq7Ow8MjLi7uyJEjKNcFcf369ZiYGB0dnfXr1ycmJu7du5dev4vut5k8eTJua2trr1y5cseOHVu2bPn000/pl5s2bRpuIx0bRZBpbCAYDEZMTAyKfdq3bx9yE6E2ypDB1QXo/Pnnn8iJoaenp6OjU1JSAgAzZswYM2YM6rB06VLUSEpKWrhwIWrT49b4fH7q3+CS0D3B5/OXLVuGfhsAUFBQIBAI+rkOuAKYQCBYvnw5vZQcl8tduHAhtloBoKKiQsGfE4FAIBAIBAKhnzAVV3gcEIYOHTp06FCcOZ2fn3/v3j1VVdXhw4ejcCCJjAUGg6GkpKSnpzdixIhBgwbh99/SJb8AoKur6+zZs3Z2dnv37p02bZpMoRKhUChRnri7u7uhoSE3NxcrSGpoaJibm6NALy6XKz+JAiESiZqbm3///XccacbhcJYsWYJ0EhsaGiwtLW/cuIHLRvn4+JiZmaFtMd0WolsgWlpa2traKioqysrKZmZmWlpaqL+qqqqXl9eAPxpTU9OwsLDVq1eLRKKvv/764cOHgwYN0tHROXLkiKurq8wh2J2yZMkSpEwPAPR7W7x48XfffScUCm/dupWQkID6X7x4EbsmCgsLnZycUOeSkpLRo0f3dHvNzc3z58/Py8sDACMjo9ra2oqKip07dyLnT5+ZPHny5cuXUTstLc3S0tLV1XXYsGFFRUUXLlxA1cwwKMCPQCAQCAQCgfAeYL569UrmF93d3fKDapSVlYVCYd+uamZmhhq1tbWoeBeXy9XS0hIIBEjIHIlmvHnzJjk5OTk5GQ9UUlJCL8V37NixYsUKidOKxWILC4uMjAw5CuIikYgegiXN1KlTY2Jitm/fjgwVpEavCJs3b6bnwzAYjLVr12JB9/j4eHpxWz09vTlz5qSkpABNVQYA6HneVVVVhw4dkrgKg8EYPHgwlqEcWAICAk6dOvXgwYPHjx/v378/KCgIABYuXOjm5oYyTOgIhcKTJ0+iNk6XZ7FYS5YswX0MDAw+/fTT69evi8Xiuro6HR0dPp/f0dGRkpIi/fjk0Nra6uTklJ2djW7Sz8/PxsZGJBKFh4e7u7uPGzeuz1NesmQJknZBIYW1tbUS2TiDBw/GXsf37H4kEAgEAoFA+P8ZJQWlxwcWXF5JVVV18ODBY8eOVVFRAYD09HRkOG3fvv3ixYtubm4mJiYsFmvIkCEzZszw9/cvKipCooRFRUXYAUInODhYjpXSE1paWmPHjvX09ExJSfnjjz+mTJmCUxEU35t6e3tLHMH+AR0dHWllTCzEjt1EAIBFDz/55JPZs2ebm5uzWCwDA4MpU6a4ubmlpqaKRKKGhga6DWltbc1QjK1bt8qfgrKyclxcHHoWoaGhWEg+IiJCW1tbovOtW7dQQs6IESPa2tqQFMnChQsl5BRx9Nfp06cXL16M2vTor15pa2vDeUe+vr6RkZEffvjh2rVrAUAoFAYEBKBowL6tg7W1NcqooShq0KBBo0ePHjJkiJqamqmpqZ2dnaamJv0H0IefFoFAIBAIBAKhbzCfPHki33MyadKkjz76CADEYjHSbgeAoUOH4mqt1tbWz549Gz9+/IQJE7KyspAoB2b06NHPnj3rKaQnKiqKvr/PyspCDXV1dW1tbX9/f4lCTNXV1bhYVn5+Pt7ro0sDgLe3t7TBAAA4WWXkyJHl5eUyRdDfvHlz69attLQ0oDlS6L4LmROcPHlyenq6urr6qFGjJE6IN/cSGSaI2bNno3q7aHkR06dPR407d+74+Pjs27dv2rRp/cwX74nZs2f/+eefADBp0iR80MrKKjg4ODg4uKur66uvvpo6dWpmZmZNTQ3eo9vY2KCGg4MDrpD21VdfoYanp2deXl50dHRGRkZNTY26urqpqSmTyRQKhXl5eYmJib/++iv9HmxtbSmKSklJcXV1lRmq193d7ezsjH8Y8Hf6UHh4eHh4+ICsQ1RUVHl5eVZWVnd3Ny5yUFlZieTqp0yZoqOjc+vWLQAgmfQEAoFAIBAI743eq37Nnz9/z549APDq1ashQ4aggxkZGfJFD0tLS1FCgkSUv3ywOMb333/fa2d63nOv4OwCHo/30UcfxcTE4A03/YQ4X2LixImoIeEf6Ak1NTU55oS6urqC9zl58uSgoKCwsDChUBgdHR0dHW1hYWFvb89msx0cHOgp+Jhr1669efOmpxPu2rUrISEBt3ft2iXd58mTJ/SnuXHjxqSkpCdPnuTn5+fn56OD+DnevHkzLy+PvnrNzc1IjURJSSkiIiItLQ0bMJ2dnfSqvomJiSjOSoKGhgYmk4nNTjq5ubnI6YeiAWNjY729vWfMmPG260BH4plqaGhER0d/8sknMnVmKisrcco+0rEhEAgEAoFAILwHmBMmTMAFtQCgtbUV1cDV1tZGSh3SMUuKUFpaGhoaCgConJeC8Pl8xTvLzKcHAF1d3eXLl9OPvHnzpry8PD09HX3My8uzt7dPSUmRI7GC3qYDgLm5eT+Wty/s3r3b3t4+ODgYSXyUlZWVlZUdO3YMAGxsbAIDA93d3elGET31RRoFq5bRUVFRcXZ2xuqNH3/88ezZs6uqquLj4wGgo6PD2dk5NzcXV0Q4f/48MmPEYvHvv/8u58wnTpwIDQ2l37xYLK6srIyNjXV1dZXp5kJWSkxMTEtLy4YNGwDA398/NzdXWolF/jrIoaKiYs6cOSjmUFtb+4MPPjA0NOzo6CgvL+dyua9fv0a2loqKSp8vQSAQCAQCgUB4W5j29vaRkZH4c0VFBTJUDAwM6MffDzh3pbi4GJe4fVuGDx8ufeeFhYVWVlYAoKqqimQ9XFxcCgoKeopJQ1bQ6NGj9fX13/MiAICjo6Ojo2NVVdXVq1dv3bqVlZWFEu7z8vI8PT2Tk5PPnz+vYDxYcXExAGhqak6ZMkXiq9LSUhTLJ6HIXldXh0oaIFRVVUNCQsrKypChgjps2rQJ55nI0a2XoLKy8uHDh7a2tvhIdna2nZ0dm83GMvbSxMTE+Pn5dXd3Hz9+/OnTpwUFBRERET/88MOALDVFUd7e3shKWbBgQXx8PHYbdnV1bd26df/+/chBNHbsWCbzf5fuEIFAIBAIBMJ/MW+x8TIwMKCrtr8LDA0NUeP58+d9NlTkY2ZmNmzYsIyMDIFA4Ovre+vWLbzjxxMMCQlBEUpz5859p/OVj4mJCYfD4XA4FEU9f/48Pj4+Li6Oz+cnJycnJiZiZfry8vKeQp6EQiGXywUAW1vbiIgIfX19vAsHgDVr1iCDRMJrdOjQIRTspKur29TUlJqa+ttvv+FoK6TIefr06R07dpibm1dVVWVmZgIALh4dFBQkUTK4ra1t6NCh6JxHjhyhGyoTJkyoq6uTUwDaxsbGz88PnT86OnrmzJnoAaFCC/SectZBAvo6ZGVlIeUcU1PT06dP0202FosVHh5+7969P/74A3V4r4+fQCAQCAQC4f9vlPp/igEEb2Hv37/fU5+EhIRt27bt2rWrb/XKlJSUTp06hdLcMzMzc3JyJDq8fPkS+xNQ6eT3SWJiYnR0dGxsLN0mZDAY48aN279/Py4HTE8ud3FxseqBCRMmIHnEtLQ0Kysrup+kJyiKOnfuHGpHRESgxpo1a+rq6lAbmQdisRjlpWC/Ck6FX7VqlcQ5Bw8e7ODggNoXLlygVznT0NCQL1NDz7Bns9no5O3t7VgzVJF1kIC+DsePH0cNU1NTCc8SAhdvoN82gUAgEAgEAuFd83ahLDNnzszKyjI2NpYjE9nc3EyPSkLBRc+ePauoqJCui3Xs2LGdO3fW1tayWCwzM7PJkyej0KyIiIiAgAB6SgC69Pz582/evCkSicaOHRsTE1NVVZWWliYn1UQmhoaGgYGByGdy9OhRXGgLAOzs7NDrcwCYN28eShmfN29eenq6s7MznqClpSWPx2OxWFZWVvRUmatXr0ZFReXk5PD5/JEjR1pbW/d0DxRFFRQUoPaKFStUVVXNzMzGjx9fXFyMbsDW1nbChAkSo3DBsXcn6FFeXo4qX1lZWbm7u9+5cyc2NrapqQkbBkZGRiicLDU1NTAwEGs+onIFVlZWMqPpvv32WyQa097enpaW9tlnn/Xt9vbu3ZucnNzU1JScnIyUag4cONCfqmiowjIA5OTkvHr1ysDAgP5tSUkJTm0qLCx8R2v+H2Ry+235HWLD9Pp/lfa8Xv7O6C4I6/9Vhnv3XU6HQPj/kFyvJ/I7TD0+QbEzvdvbAIA8eCelL9+WPAX6nB+AP2aK3EkvC2IDvce/VIQ5v+vbAADLPGX5HdY87D2T9viOuH7eqiKobO6llGjTlefyOyjyf5lX8NfvYS690uv/ywAwub2XR3Poo9710PvPfybmvqurCzXu3LmDGh0dHU1NTY8ePUIfBQLBokWLEhMTLS0t6QPv37+PXARor9xn3N3dkaGCys4CgFgszszMxBnkGhoaR48elRiFzIO2tjYkMCIQCJC4B4LD4dClJEtLS3GtWwmam5vpJXc7Ojo6OjoaGxuR7Dpi06ZNKSkp9JTxrq4uVJ8A/l3A/unTpz1N8+DBg+vWrQOAR48eTZ48WZGVwWdDPpB9+/ZdvXr1xYsX+N709fXV1dU7OjqePXv2559/Pnv2DGiqiNhzIsGcOXNQkWIASExMxIYKn8/HluGsWbNk+jToKCkpaWpqouLRWlpaO3bswFaKnHWQA67fIBAIli9ffu7cOVyQmsvlLly4EP9WeTxeW1sbqVBMIBAIBAKB8H4YeENFU1MzJyfn7t27KLXA0NCwrq5u9OjRuPyXSCTCNWoZDMakSZNGjhxpYmJSUFCA7RYAePTo0aRJkz777DNra2sWi4UsE1xlGGFsbIwFUhSkpqaGw+HA31n1XC53xYoVra2tubm5WEGSwWBcvnzZzMyMPrCqqur58+cAoK6u/ssvv3R1dZ09ezYjIwN929zcHBMTo6Oj4+PjM3ny5Orq6sjISFxtmR7HJRKJvvrqK3rs1vLly83MzLKzs5GEC+L69etjxoxZtGiRkZGRSCSqqKi4ePEiKuFlYmLi5eWlyGRLSkrQdEaMGBEWFnbt2rXi4uKWlhYjI6OZM2fKdMtgC3D48OEAoKOjc+TIEVdXV9yBwWAMHTq0oqKiuroaFz62trZG9gYaJQ2TydTX10fxYxcvXsQ7/sLCQlwSuqSkpKfaBgg+n+/g4MDj8dDHlpaWXbt2SeTDvC30UsVpaWmWlpaurq7Dhg0rKiq6cOECqmampPQvXdSKigo5XjICgUAgEAgEwgAy8IaKkpKSpaVlRUXFvy7AZAIAi8XCzoEDBw5gzwlFUY8fP378+DGXyx01alR6erqXlxeWlezq6kpOTk5OTpa4hJ2d3d69e6dNmyZTIlA+fD6f7vcAAJz4gRkyZMicOXMkDhYUFKCX97q6uihTgsPhLF26NCkpCQCEQqGlpeWNGzdwuJqPj4+lpSWS5qCbBAUFBTdu3AAAU1NTVAR5yZIlyBJISEhYuXIlACgrK4tEosrKykOHDkncxsSJE8+cOSOtEy8TZHUwmczx48fTRUK4XC5KspcGd8O5GQsXLnRzc0PTxF+h53vq1Cl0xMzMDBkqeJQ0w4cPR4ZKR0dHSkrKihUr3urBNTc3z58/Hzl2li1blpSUJBKJwsPD3d3dx43re8zP5MmTL1++jO68sbGxtrY2KiqK3uHzzz9HHUDKTiYQCAQCgUAgvDuUDh8+zKCB3QhlZWXvohirQCBAguJDhw61tbXV1NQcPHjw2LFjVVRUAGDu3LlnzpxRUlICAGNjY1TZicViDRkyBHtOLCwsMjIyZs2a1QcrpSe0tLTGjh3r6emJShhLa3QgsHIIgsFgrF+/Hn+Mj4+nJ9Xo6el5e3ujNl2bEkeLYU8CxsvLy8jISFlZWV9fPyQkZPbs2ebm5iwWy8DAYMqUKW5ubqmpqX/++adEOJwckKHS3d3d0NBgZmbm7+//j3/8w9PTU2JnTy+W1d7eju8fH4yIiKB/xCWbkVUzYsQIrIQox1Chp3/gFHwFaW1tdXJyys7OBoCAgIDExMS1a9cCgFAoDAgI6E8xuiVLluBntG7dunnz5hkZGampqY0ZM+brr7++cuUKNqrhXaYGEQgEAoFAIBAkGMiqX/fu3aMoSiLPfufOnRRF4fyB9PR0pFmxfv36Bw8etLS0tLa2FhUV4ZAhNps9f/58AKipqTl06BCPx+vs7Kyvr8dS8cHBwSwWS/rSKC6rJywtLal/B7/RP3v2bHNzc1FR0fHjx+XsswHg9u3bEhPENZTHjRsnrYyJ7YFvv/0WH8SyhsbGxuhOcGAVg8F48eKFUCisq6vbtm1bZmZmWVlZZ2enoaHho0ePkpKSHB0dlZSUGD2zdetWfCGBQIBjz0JDQ4uLi48cORIaGorUSOLi4rDt9/DhQ/oo1KDH1BkaGr5+/Rrd7blz5/BX2dnZFEVVVVVh3Xo5kXj0UdeuXUNtW1tbiqIuXrwI/17gC9cC/vjjj9va2pycnJCB5+vrGxkZyWAwwsPD0f1kZmYiT5e1tTVDMeirZG1t7eHhAQBCoTAqKmrevHk3btxoaGhITk7+8MMPPTw8sH8PAKR/eAQCgUAgEAiEdwTT29sbb7+SkpKampp0dXXd3NwAAHk2Bhacm6Gmpob0N2Tc09+eHJkJD6tXr96zZ4+tre2iRYucnZ1lypm/efMGZ8lPnz5dpvmBXQc4eVo+6urq0lXL8N56/Pjx0kNk+nxwkbHQ0NCampqVK1dOmzatP3WrekIgEISEhADAuHHjLCws/P39MzIyampq1NXVzc3Nv/zyyx07dqxZswYADh48GBQUhJYd33NbW1teXl50dLTEqG+++QY7iPAvp2+jMA0NDUwm08jICB9BQXEAkJaWdvfuXXpKz4CvVVRUVHl5eVZWlkAg2Lx58+bNm+nfTpkyRUdHB/2cSCY9gUAgEAgEwnuD6eXl9fHHH6MP9+7da2pqGj58eHR0NO5RWlqKStDSM6r7DH7H//333/ftDC0tLS0tLYWFhQkJCTY2NjExMaiIsEQfHFiVkZGBJ0insbERNejp1HJQU1OTs0VWV1dX8P4nT54cFBQUFhYmFAqjo6Ojo6MtLCzs7e3ZbLaDg4OEiCHi2rVr0lKGr1+/ZrPZIpHo7t27uGwxfS56enrbtm0DgN27dy9btgzLznR2djY2Nubm5o4cOXLkyJE8Hq+pqSknJwd5hHDdrd9++y0lJUV61JEjR/Bk8ca9b6MAQCwWV1ZWxsbGurq6yrQ5c3Nz0dlYLFZXV1dsbKy3tzdWn+x1lWQi8cQ1NDSio6M/+eQTehoPprKyEnuZcIQbgUAgEAgEAuFd03sWSmlpKaqKK+1P6AO4GqwiqKuro+RyALhw4UJtba26uvqnn36am5uLAnLy8vLs7e1TUlLeVkqFoqi//voLtSV02d8Du3fvtre3Dw4Ozs3NBYCysrKysrJjx44BgI2NTWBgoLu7O90ooqe+YC5duoQqNY8aNUoieYZOdHT0li1bUNvJyWn69Omtra0XLlyoqKjg8XjYE1JeXo4MFSzZjmsYSI/CFgV2VfVtFABkZ2fb2dmx2eyDBw/KvH9kpcTExLS0tGzYsAEA/P39c3NzpfOIZK6SIlRUVMyZMwdFJGpra3/wwQeGhoYdHR3l5eVcLvf169fIplVRUenzJQgEAoFAIBAIb8v71lHBr96Li4txgocEhYWFKKndzMwsMjISHfzzzz9ra2t1dXUvXrxIUdSdO3cCAwPz8/M7OjpcXFyweKKClJaWoo3p6NGjcWr4+8TR0dHR0bGqqurq1au3bt3Kysp68eIFAOTl5Xl6eiYnJ58/f16OA+fJkyfBwcG9XqWurg7pqDCZzOTk5AULFqDjYWFh7u7uZ8+exbklHR0dqDF27Fg8vKdRyEAyNDTEHoa+jQKACRMm1NXVyRenj4mJ8fPz6+7uRtk1BQUFERERP/zww4A8CIqivL290Y9hwYIF8fHx2Ojq6uraunXr/v37UbL+2LFj30V5CQKBQCAQCASCTJgyw6LeHYaGhqjx/PnzngyVXmEwGLNnz75///6CBQsyMjIEAoGvr++RI0dwBwMDA/mVoLCe+ty5c9/n9CUwMTHhcDgcDoeiqOfPn8fHx8fFxfH5/OTk5MTERHd3d9StvLz8zZs3FEXV1dWVlJTcuHHjypUrWIiwtLQUV6PS19fH++zq6urdu3ejsKUNGzZgywEAVFRU4uPjHzx4gAsDYFOBrhMic9Tt27eRnIuFhQX+qm+jAEBDQ0O+yKONjQ0S5Bk0aFB0dPTMmTMBICQkBFWEo/dEq6TIstNXKSsr6/bt2wBgamp6+vRp+s2wWKzw8PB79+6hyss4v59AIBAIBAKB8B5432+IbW1tf/nlFwC4f/++i4uLzD7SwikyUVdXP3Xq1AcffNDc3EwXle+Vly9f/vzzz6jt6+v7nlcgMTGxtbVVWVnZx8cH+0wYDMa4ceP2798/d+5cpNqelZWFDRUXFxckAC8TuuTLli1bdu7cidrr168/c+YMaiPhFzqDBw9eunTp/v370Uec52Nubj5o0KDu7m4AcHZ2lh5lYWGBTA681+/zKEWgFyRgs9mrVq2Kj49vb28PDAy8cOECvaf8VaJDX6Xjx4+jhqmpqUyTCQeqodn9lxEboNf/kxAIBMI7xQZ6qUGfBwNQZOX9XOX/N3QXhPXWJe4/fY8DOJfe+T/03+7xHb08mkNX3sdtyKvrtX79egaDgbPSV65ciYovoRgeCV68eDF69GgNDQ09PT0bGxu6f4PO/PnzUTGx/fv383i8tra2oKCgkSNHMhiMmzdvAkBpaakiQU0IQ0PDwMBA1KYrEgLAzJkzkSI7/eC8efMYDIa1tXVzczMAmJqarlixQl1dXVdXd8aMGShLBHH16tUFCxYYGhqyWKz79+/3NGtMZmbmpEmTtLW19fX1p06d6uXl1ZPhlJCQ4O/v7+fnh0s208Fp8f2X7Pjkk09QQ0tLS8KPgY+jhra2Nl4oLpeLd+RY8gUjFApra2tRu6mpCR/v26g+sHfvXpQKn5yczGAw1q1b1x8RFQB4+fIlauTk5KAAMDolJSXp6emoXVhY2J8LEQgEAoFAIBDeiv56VDo6OlD4UFNTE9qDdnR0NDU1YZk8vBFE6OvrGxoa1tbWikQiFxcXBoPx559/4m9rampcXFzkmwQSuLu7b9++Hf5dDEQmYrEY3eHr168BgMFg4Bq4AoHgwYMHDx48QHYCn8+nBy8h+Hx+amqqo6Mj/SAyeACgsrISn62xsTEvL+/EiRMLFy6Uvo0pU6Ygk2zTpk0pKSn0pPCuri5UtwAApk2bho8jk6a5uZn+Ut/NzS0jIwMAqqqqZCbT49yblpaW4ODgf/zjH0hVEwAoikpJSYmIiEAf6fdAN5+2b9/u4OCAFWwoitq6dSvSpAeA8vLyfo5Cq4oCqwBg1qxZ8sPAAEBJSUlTUxM9Ry0trR07dmCvlEzDr1dwdQeBQLB8+fJz585h+43L5S5cuBCH2CG7mlQoJhAIBAKBQHg/yDNUNm7c6OPjc/fuXZQksHv37nPnzj169Ajrq4hEos8//xxt1hkMxsKFC8ePHy8QCHJzc+/cuYP67Nq1S19fX01NzcXFBW0BTU1N0fv1/Px8fC0tLa39+/dnZmbifaGCoGz4169f43SLmpoaDodTVlYGAHw+n8PhIGn23Nxc/F4f7W49PDw+/vjjrq6us2fPok0/Mqva29t1dHR8fHwmT55cXV0dEhKCks7RaXH1KpFIhLQCAUBFRWXFihXm5uadnZ3Z2dlpaWkAkJKSIn3DHh4e+/fvF4vF169fHzNmzKJFi4yMjEQiUUVFxcWLF1F8lImJiZeXl8RAbW1t+kdsdfQE3STYtWvXyZMnHRwchg8fXlNT8/jx45ycHPztq1evOjo6UPlgJGaPaG1tZbPZ/v7+NjY2LS0tZ86cQe4FZWVlkUhUXV3dz1EAUFhYiF12JSUlo0ePljMjPp/v4ODA4/HQx5aWll27du3evfutfjAS0EsVp6WlWVpaurq6Dhs2rKio6MKFC+i5KykpoeJjFRUV9GwcAoFAIBAIBMK7Q56hMnTo0KFDh+J34UZGRmpqakBT3Dtw4ADWVRw9ejQ9tyQlJeWLL74Qi8VtbW3IzuFyuchQQRt9JpMpFApx/5aWlhs3bqBvly9f/ttvvyk4AZTdcffuXXyEz+fHxMSgdnt7O27/27SZzGvXruGixhwOZ+nSpTh4jMlk5ufn41q0V69eRXZXZWVlRUUFDqMqKChABgkALF68OD4+Hp8/ISEBF1aWwNraOiEhISAgoK2trbKy8tChQxIdJk6ceObMGQmzpA9gVRANDY329nYulyuxFCoqKkOGDEGFnuvr61H5aTzK1dX10qVLbW1t4eHh9FEWFhYqKirPnz/v/6i3orm5ef78+Xl5eQCwbNmypKQkkUgUHh7u7u4+bty4Pq/S5MmTL1++DAB6enqNjY21tbVRUVH0Dp9//jnqAACtra39fCgEAoFAIBAIBAXpu/a8QCBAm1EUOCTxgn/hwoWHDx/+1zWUlMaOHSvRQSgUDhs27MsvvzQxMWGxWEOGDJkxY4a/v39hYeGPP/74VnciU3heAi0trbFjx2Lt86CgILr0CoPBWL9+Pf6oq6tLV8ygR0bRXQf0ZAyJ2Xl5eRkZGWHXkwQeHh6VlZXbtm2bPXu2ubk5i8UyMDCYMmWKm5tbamrqn3/+aWlp2efngmlvb0eNmJiYPXv2fPLJJ+bm5ioqKjo6OlOmTAkKCiotLcVbfNwZNzw8PB4+fLhq1SozMzMWi6Wrqztt2rTw8PDHjx/jSLN+jlKc1tZWJyen7OxsAAgICEhMTFy7di0ACIXCgICA/qSpLFmyBDVaWlrWrVs3b948ZJCPGTPm66+/vnLlCg5ihIFIHCIQCAQCgUAgKAgTu0c2bdqEGhRFpaamovb06dNx161bt9bU1IwfPx4lA6Snp6Pk4127diElPgk4HM6lS5euX78uFoszMzOxkYDZs2ePdIAT9JC1fO/ePfwtUlmRiba2tpGRka2t7cOHD58/f25sbIxDwgBg3rx5KPrLzMwMzXH69OnIzsG1kseNGydRPOrmzZvYQ0KPTMMxYDt27Ni6dSt9CIPBQLooElhbW8usTNXV1fXq1atHjx5hrw69MlWvrFmzBtUxGzp06F9//YWyU7Ce+tChQ1esWIGfb2lp6ZgxYx49elRcXKypqYkOYh0VPEpTU7OyshK7iQwNDf/44w9keskfNXXq1Li4/6kUgS63YcMGbH3hUQBga2uLEmZcXV3pBb5wLeCPP/64ra3NyckJmYW+vr6RkZEMBiM8PFzCadPT2kpDX1tra2sPD4/ffvtNKBQePnx44sSJTCaToqj6+vq0tLSTJ0/iqQEAi8VS8IkQCAQCgUAgEPqJjNAvsViM0wZQ5oZMUAUw1OfZs2czZ86UTjDAvo78/HxpQ0UiMX1AaG5ubm5uxqaOzJKyampqOC4rIyMDKcngXfL48eOlh9D30BhsxYWGhtbU1KxcuXLatGlyVBrfA/X19evWrUMld/E9y/EDtLS0oAbegtNH0QPweDxeVlbWrFmzeh3V07WwjSe93W9oaGAymdK/EABob293dnbGPzagRR4OFFFRUeXl5VlZWV1dXTh1p7OzEyVfqaiofPjhh+g4yaQnEAgEAoFAeG8wv/32W9Sys7O7cuUtSiJXVVWhxvXr14GmRyETvLX9nwszmW8rqSGBrq7u8uXLASA5ORm5L1xdXSmKys3NRXkXANDQ0HDz5k16lBcAqKmp0V+TS4DzvHtl8uTJQUFBYWFhQqEwOjo6OjrawsLC3t6ezWY7ODhIyBEirl27pqAoIT3J+604ceLEsmXLHB0dcQWtxsbGnjrjr/AWHI/i8XjXrl2jd05MTESGipxRcq6F15y+3ReLxZWVlbGxsa6urthDRScyMhLlMrFYrK6urtjYWG9v7xkzZii4tvHx8WFhYQBw9+5dXPpZYm01NDSWLl1Kt4UQDAaDoqg3b97gwnQ6Ojp9eygEAoFAIBAIhLeFGRkZiT9s2bJF8ZG4rqsi4DK+mCFDhvSUwqEgw4cPj4yMpCgKyxr++uuv+vr6FEXduXPH2dm5vb2doigXF5eCggL55aT6zO7du+3t7YODg3NzcwGgrKysrKwM6bHY2NgEBga6u7vTPQD01Jd3xzfffPP06VNsB8oxHrCqCfZ94VG3b99G/qg5c+Ygx9rZs2cjIiJUVFTkjJJzLVRBC/49pyg7O9vOzo7NZh88eFDmKGSlxMTEtLS0oAhDf3//3NxceuJQT2v75MkTrOw5atQomUWcAaCurm7jxo0AwGQyt23bNmTIkDdv3hgZGbHZ7NWrV589exatg4qKyvt5fAQCgUAgEAgEkJlMr6ysTP0NCouSiYTkxbFjx6iekRaA76eVgiktLUWpMqhOMQAwGIzZs2djHQ+BQODr60vPt0ZvynudoII4Ojrm5OTweLyoqKglS5YMHz4cHc/Ly/P09Fy8eHE/FQnfClRNi8fj/fjjj2PHjkUH6+rqZHamKApV6zI0NMS+AjwK69KEhISgILfGxsbU1FSxWCxnVE/Xgr9TU+ijAGDChAl1dXX37t3ryYoAgJiYGD8/v8DAQFQauKCgACvAyJxUVVVVamqqj4/P9OnT6fkwPXHo0CHk7dmwYcOWLVv8/Py+++67xYsXDxs2LD4+3tjYGK8tk9lf3SECgUAgEAgEgoL0feNlaGj4n755AIB//vOfqDF37lz6cWQIIQWMzMzMnJwcemGAAcfExITD4XA4HIqinj9/Hh8fHxcXx+fzk5OTExMT3d3dUbfy8nIFQ7/09fX7EBq3Z88ef3//pqamw4cPs9lsdBCXkJagqakJpZTQtUFwG0XTmZqazpo1a9myZajiVmJi4rBhw+SM6ulaAIAmLqFDoqGhIV/k0d/fH5W3HjRoUHR09MyZMwEgJCTEzc1NIrgOre0333yDNXzolJaW4vwZ+tpSFHXu3DnUXrVqlcSowYMHf/TRRxcuXACAoUOHvu3jIBAIBAKBQCD0GdmGysyZM7OysiRKZkmAFBUxK1euRBnqXC4Xq2QkJCRUVFTU1NSIxeLbt2/X1tayWCwUSEMXUZG+NGqLxeKgoKDExMSqqqq0tDSJVBMAePnyJY7tkXbaAICGhgbSvjh69CjdUJEzQaROWFdX99NPP6WkpPB4PFQ9md7n6tWrUVFRd+/e7ejo0NPTmzVr1rZt29AWHOm67N+/f+7cuZ999hkAnD59OiUlpaSkhMvltre3i0QiRR7MW1X9whgaGh46dMjLy4uiqJCQEDMzMy6X+/jx45qaGuwZoK8eauDaCQBgYWFhbm6OxSI9PT2VlJSWLFmybt06iqIuXbpkZmYmZ1RP18LQR71+/Xru3LlI93Pt2rUHDhyQTpSnx4mx2exVq1bFx8e3t7cHBgYi+wHj4uIip+rXnDlzZK5tenp6aWkpAOjq6sqMD8Qhjjh07b+JqccnyO+Q5/20/1fp1am4S7+q/1c5DAUDtzAEwn8/vf7z/99zGzFeA/CHqFfyYAAqtdhAf2MoBuQ2FKH/lWkUCxgJl//1m9oNvZ5CxSi81z7/Vwi3HoD/73plw1MT+R00bIS9nqT7ZS+/EN0F++R3UOTh9krf46961ewrLS318fEJDQ399ddf4+Pjy8rKOjo68Fv8urq67777ridzBVFZWblnzx6ctS+BWCxeunQpyn6ZN2+ejY2NdB+cGS/nTb80OTk5kyZN2rdvX1FRkUAg4PP5JSUl6CuKojgczoIFC65evdrS0iIUCuvr68+fPz9p0iRc0xmBU7evXr167ty5/Pz8lpYWBa2U/uDh4TF//nwAKC4uxl6vU6dOSfdEJQeUlJQWLVqEDzIYjC+//JJ+NgAwNjaePXs2AHR2dqJSYHJGybwWgj6qsbHx008/RVZKYGCgTCtFmr179yLTJTk5+erVq/1fLuxmaWtrQzGEdEpKSrDZjO06AoFAIBAIBMJ74C0MFQmjIiQkBO1iEWvXrn3+/DmSLgGAmpoaFxcXvC9nsViurq5btmxZt24d0qcHgMOHD3/55ZdyLHKcYGBsbIy1OzBcLvf27dsAoKGhcfToUZlnYDKZKHGFy+XW19crMk1UD7eurs7DwyMuLu7IkSP0l/FBQUExMTE6Ojrr169fsGABPi4SiTgcDp5vV1fXtm3b8Lfa2torV67csWPHli1bPv30U3z8/PnzPWX19MGdgmAwGDExMSieKicnB9UC3r59e0GB5PtmVIrN3d3d3NycfhzZJACgrKyMS3UtXboUNVBImPSotWvXqqmpSV+L/nzxKD6f7+Dg8PjxYwBYuHDh/Pnzb9y4oYgQpIGBwb59/7Lgv/vuO3oKytOnT6WXEdlsAFBVVSVzbbEJ2t3dvXz5cnp5Oi6Xu3DhQlxVubq6WpGMFwKBQCAQCATCgNB7jgp2SqAYGD6f39LSoqWlNXTo0KioqNu3b/N4PAD45ZdfKioqrK2tWSzWX3/9df78ebzDmzVrVkJCAt7XPnz4MCsrS1lZWSQSpaSknDx5csWKFbJvjsn87LPPhg4dqqysfOzYsWPHjnV3d3O5XPQtCsXR0NC4fPkyjkeSZty4cXfv3gUAPFA+TU1NKioqv//+O44043A4M2bM+OOPPwCgqKjI0tLyxo0bI0eOfPr06bVr18RiMepWWVn5448/6ujoVFRUXLx4EdtF1tbWd+7coZfExfKRR48e/eKLLwb8oZqamoaFha1evVokEg0fPryqqqq1tZXNZvv7+9vY2KBIJ4SxsfGePXskhuOqxCKRCI/q6OhARQgAYNiwYdKjhg0bduDAgYCAAPq1WlpaEhISUAdNTU00qrm5ef78+Xl5eQDw5Zdfnjt3LiUlBQBKSkoUKc62cuXK+Pj4+/fvV1RU7Ny5c/fu3f1ZK1QYAJGWlmZpaenq6jps2LCioqILFy6g35iBgQFyttTX1/fqSCQQCAQCgUAgDAhMBoOhrKwsJwRr4sSJOjo6fD4fGR41NTWNjY3IK6KhobFv3z70rl0oFCYnJycnJ0sMHzFiRHJyMnJr0NHT03v9+rVYLN6xY0dPhopQKLx06ZKcu586dWpMTMyUKVPk9MFJDriobq9s3ryZng/DYDAWLFiADBUAiI+PR2Vqra2tExISAgICcPgQftlP54cffpAQ7vDy8vrxxx/r6+vz8/MpinoXGpEBAQGnTp168OBBVVXVp59+mp6e3tbWJiHlrqGhcf36dQmZxe7u7tOnTwMAk8kUi8XSowDAw8NDpjijv7//69evQ0JCZI5aunSpkZFRa2urk5MTSs0PCAhwd3fHuewKoqSkFBUVNWXKFJFIFB4e7u7uPm7cuD4vFHbjGBsb19TU1NbWRkVF0TusXr362bNnKHNJEZ8PgUAgEAgEAmFA6D30S0dH58qVKzNnzkR1tFRUVFRUVPC32traqDF9+nQTExOUdz5jxgyURw4Aq1evlrZS0HlQWE5RUVFtba3id4zlAkeOHPnHH3/It1Lo/eWIpkvg7e0tcQTvy01MTOzs7PBxDw+PyspKV1dX9HHQoEEGBgZTpkxxc3NbvXo1Oiidr89gMF68eCEUCmtra+lWirW1NUMxtm7dKn8KysrKcXFx6EnduXMnKSlp1apVZmZmLBYLP7J58+ZNmCCZxZiamvr69WsA+OKLLx4+fIhH6erqYreVnISfrVu3SozCdaKHDh3a1tbm5OT04MEDAPD19Y2MjJRppFlbW48ZMwa1d+3aJT39Dz/8EEXZCYXCgICA/hSAxrFtsbGxBw4cmDdvnpGRkZqa2pgxY77++usHDx78/PPPeMVI6BeBQCAQCATCe0PJ29sblX+VA5vNvnv3rpWVFQCMGTMGS4XQ8ff35/F4nZ2d9fX1WVlZeHuqpqaW+e/s3LkzIyPjn//8J/Z1oIxqBVHE//DmzZutW7dev379119/xY4ULS2tmzdvUhQlnTMNAKqqqqjAsbq6unR4z/Lly1HD1tZW4is9Pb2vvvoKtZOSkhoaGvLy8s6cOYOtndDQUH9//+zs7IEVVElNTb18+fJvv/3Wk4a9lZVVcHAwAHR1de3YsYPBYCgpKdFXT+b94HLPnp6eaAgaxWAwdHR0kJBIXl5eUVFRTzc2derUuLi48vLyzs7OxsbGn376CR1PS0tzdnamC8AzGAxbW1uKoi5evIgewdsuwpYtWzIzMxX5SfRkY+CLdnZ2zp49e9SoUerq6hRFvX79Oj8///bt2yjWEfVBCT8EAoFAIBAIhPcA08vLS77oYWlpKdq8vlV5Vlyq6/vvv++1Mz2DuVdQuWEA4PF4H330UUxMjHS9r5aWFlwGF5tMPW3oJVBTU5Oz8cUZO70yefLkoKCgsLAwoVAYHR0dHR1tYWFhb2/PZrMdHBwkNEAQ165dU1BlRVdXt76+3tXVVSQS9VQVDQA2btyYlJT05MmT/Px8bA3i53jz5s28vDz66jU3N6NYOyUlpYiIiLS0NGzMIKsD90xMTNy+fbvCDw0AIDc3F+XzsFisrq6u2NhYb2/vGTNmAEBDQwOTycRuq7daB/kd8HlQdThpsIrLb7/9lpKSgjOO0Hxzc3OPHDmCHzr2zhEIBAKBQCAQ3jW9J9OXlpaGhoYCgBxxDGmw+oQi9LSJ1NXVxa4MxJs3b8rLy1HCAADk5eXZ29unpKRIS6xgKisrUUOiStV7YPfu3fb29sHBwbm5uQBQVlZWVlZ27NgxALCxsQkMDHR3d6cbRSj1RUF++umnXosdq6ioODs7P3nyBH38+OOPZ8+eXVVVFR8fDwAdHR3Ozs65ublYFf78+fPIjBGLxb///rucM584cSI0NPStsmuQDRATE9PS0rJhwwYAQI6mFy9exMbGurq6Kisr92Ed5INqlMkBK+Tg9ConJ6fp06e3trZeuHChoqKCx+PhG6OLuhAIBAKBQCAQ3il9V6aXD35RXVxcjPMN3pbhw4dHRkZKHCwsLERBaKqqqp2dnR0dHS4uLgUFBT0VjEJW0OjRo2WmyrxrHB0dHR0dq6qqrl69euvWraysLLR1zsvL8/T0TE5OPn/+fB+S6Z88eYLCuuRTV1eHBTHRioWEhJSVlSFDBXXYtGlTYmIi+og0UhShsrLy4cOH0oFw8omJifHz8+vu7j5+/PjTp08LCgo2bNjwyy+/sNnsgwcPDvjiP3nyhF7iTCZjx47FbSaTmZycjKtOh4WFubu7nz17FhmEhoaGOjo6A36TBAKBQCAQCASZMOXHffUZLDX4/PnzPhsq8jEzMxs2bFhGRoZAIPD19b116xbe8RsYGKCYpZCQEBShhPJP/lOYmJhwOBwOh0NR1PPnz+Pj4+Pi4vh8fnJycmJioru7O+pWXl4uJ+SJoqi6urqSkpIbN25cuXIFV3+Ww6FDh1CyuK6ublNTU2pq6m+//YairQBATU1NIBCcPn16x44d5ubmVVVVmZmZADBo0KDu7m4ACAoKkij+29bWNnToUHTOI0eOvJWhYmNjg7KhBg0aFB0dPXPmTACIj49//PjxpEmT6D3lrwMdfX197BLBq1RdXf3s2bNz584lJib26nSytrbG7Q0bNtC1cVRUVOLj42/fvo0qTVtYWCg+WQKBQCAQCARCP3lXHhVbW9tffvkFAO7fv+/i4iKzT0JCQkVFxaBBg4KCglBJsbdCSUnp1KlTH3zwQXNzc2ZmZk5OzvTp0+kdXr58if0Jvr6+73QdpUlMTGxtbVVWVvbx8cEWFIPBGDdu3P79++fOnYsKo2VlZWFDxcXF5dmzZwN1AxRF4cq/ERERSJ1zzZo1ly9fRgdNTEyKi4vFYvGlS5fWrFmD/SqqqqrIUFm1apXEOQcPHuzg4IBkTy5cuBAXFzdo0CAF74eeK89ms1etWhUfH9/e3r59+/YLFy7Qeyq+Dlu2bJFQxnR2dr5+/briq2Rubo4NM2dnZ+n5WlhYIENFwiIiEAgEAoFAILxT5Bkqzc3N9KikmpoaAHj27FlFRYV0Xaxjx47t3LmztraWxWKZmZlNnjwZhWZFREQEBATQsw5mzpyZlZU1f/78mzdvikSisWPHxsTEVFVVpaWlyUk1kYmhoWFgYCDymRw9epRuqNjZ2WHlk3nz5qGU8Xnz5qWnp+P9aHNzs6WlJY/HY7FYVlZW9FSZq1evRkVF5eTk8Pn8kSNH0t+7S0BRFBZiX7FihaqqqpmZ2fjx44uLi9EN2NraSlcBHjZsGGooXjT5bSkvL0eBT1ZWVu7u7nfu3ImNjW1qagoMDEQdjIyMiouLASA1NTUwMBDX+0LlCqysrGRG03377bfIUGlvb09LS8N1qN+WvXv3JicnNzU1JScnMxiMtWvXHjhwoP+SMgq6YjBcLhdZKQDw4MEDNptN/xaVkEZtxXV4/g9RsNlTfgeK2tD/q7iobpLf4UXMtV5PMvybXn9p9gO6NgTCfzm5Xk/kd1AxClfsTP3iTW3vf2QejftZfgfqrzXv4VYZ4w71fqvQ31tV5CoDMt88q14uNOWvwP5fxbHplfwOvf4HAQBvOvfK7/B+fqu9zkURtsDp93CrG2AA/u8eNGxfP88wIM+lvx4VHIB0584d1Ojo6Ghqanr06BH6KBAIFi1alJiYaGlpSR94//59FJaD9sp9xt3dHRkqWNxDLBZnZmbiDHINDY2jR49KjELmQVtbGyqzKxAIkLgHgsPhxMTE4I+lpaU9pTo0NzfTS+52dHR0dHQ0NjYi2XXEpk2bUlJS6J6Hrq4uVJ8AAKZNm4aPP336VM5Mm5ub8ZYaANzc3DIyMuT0x2dzcHAAgH379l29evXFixf43vT19dXV1Ts6Op49e/bnn38iJ8bgwYPR4qBR0syZM4fJZCKF0MTERGyo8Pl8bBnOmjULJyn1hJKSkqamJtr9a2lpoQLKiqyDfM6fP09fpQ8++IBerEzOKgHA9u3bHRwccJk4iqK2bt1aUVGBPpaXl/f5rggEAoFAIBAIb4s8Q0VTUzMnJ+fu3bsotcDQ0LCurm706NG4/JdIJMI1ahkMxqRJk0aOHGliYlJQUIDtFgB49OjRpEmTPvvsM2traxaLhSwTXGUYYWxsrKmp+Va3XlNTw+Fw4O+sei6Xu2LFitbW1tzcXPwWnMFgXL58GSsVIqqqqp4/fw4A6urqv/zyS1dX19mzZ/Gmv7m5OSYmRkdHx8fHZ/LkydXV1ZGRkbgEMF17RCQSffXVV3RhkOXLl5uZmWVnZ6elpeGD169fHzNmzKJFi4yMjEQiUUVFxcWLF1E0kYmJiZeXl4LzxbKDCLrspkywBYh0b3R0dI4cOYK1KdHiDB06tKKiorq6OiEhAR20trZG9oZMtRwAYDKZ+vr6dXV1AHDx4sW2tjZUtLewsBCXhC4pKemptgGCz+c7ODjweDz0saWlZdeuXRL5MH1DYpV6DSmk28mtra1sNtvf39/GxqalpeXMmTOovpyysrJIJKquru7o6FC8PjWBQCAQCAQCoT/IM1SUlJQsLS3xG2Uk9sdisbBz4MCBA9hzQlHU48ePHz9+zOVyR40alZ6e7uXlhaLFAKCrqys5ORlXgMXY2dnt3bt32rRpfRD74/P5dL8HAJw8eVKiz5AhQ+bMmSNxsKCgAL2819XVRWkYHA5n6dKlSUlJACAUCi0tLW/cuIHD1Xx8fCwtLRsaGuDfI7UKCgpu3LgBAKampqgI8pIlS5AlkJCQsHLlSvh7j1tZWXno0CGJ25g4ceKZM2ckNtYDCLphoBXVXbhwoZubG5om/go931OnTqEjZmZmyFCRU4p3+PDhyFDp6OhISUlZsWLFW91Yc3Pz/PnzkWNn2bJlSUlJIpEoPDzc3d193Lhx72g1el0lV1fXS5cutbW1hYf/m6fSwsJCRUUFWbb19fXSQY8EAoFAIBAIhHfBW6ewYwQCAdrSDR061NbWVlNTc/DgwWPHjkVv+ufOnXvmzBn0PtvY2NjNzc3ExITFYg0ZMgR7TiwsLDIyMmbNmtUHK6UntLS0xo4d6+npiUoY95TqjZVDEAwGY/369fhjfHw8PalGT08Py8zTtSlxtBj2JGC8vLyMjIyUlZX19fVDQkJmz55tbm7OYrEMDAymTJni5uaWmpr6559/SoTDDSzt7e34/vHBiIgI+kdcshnt10eMGIEr8MoxVAwMDHAbp+ArSGtrq5OTU3Z2NgAEBAQkJiauXbsWAIRCYUBAAN1h9X7Aq+Th4fHw4cNVq1aZmZmxWCxdXd1p06aFh4c/fvwY/1pwZwKBQCAQCATCu0aJ8TebN29Gh1Bo/vXr13/99Vc58f3p6emvXr0CgPXr1z948KClpaW1tbWoqAiHDLHZ7Pnz5wNATU3NoUOHeDxeZ2dnfX09zgEIDg5msVgSp7137x56e903GAyGkpJSrwE/27dvl5ggrqE8btw4Ozs7if74Tf+3336LD2IdQGNjY4qiKIrCgVUMBuPFixdCobCurm7btm2ZmZllZWWdnZ2GhoaPHj1KSkpydHRUUvqfxZdm69atfZj+V1999fr1a9RGRYQBgB5TZ2ho+PDhQ/wRf5WdnU1RVFVVFdat19TURBovCFNTU6zaTh917dq/0qBtbW0pirp48SL8e4EvOm1tbU5OTsjA8/X1jYyMZDAY4eHhaPUyMzORp8va2pqhGL2uEiqiAFIhYRj6KuEfDzo5RVEikUgkEuH5dnR09OGhEAgEAoFAIBD6gIzQL7FYjF0EctK1cW5GRkbGs2fPZs6cKZ2WgN/K5+fnGxkZSXzr6Og44PNpbm5ubm4uLCxEH+l51Rg1NTUUl4VuHinJ4L31+PHjpYfI3HnjImOhoaE1NTUrV66cNm1a/+tW9Yf6+vp169YdP36cfs9yCothBxG2GOmj6PqPPB4vKytr1qxZMkdhGhoamEym9LMGgO7ubnrhAQB4D2uFi4DRS7rRwfM9fvz4qVOnsDHW2dnZ2NiYm5t75MgRXKJNer4EAoFAIBAIhHcEE7sI7Ozsrly5ovhInF+OZCvQ5rgn6BFT/7owk9lPYQpdXd3ly5cDQHJyMpJ7d3V1pSgqNzcX58Y0NDTcvHlTouoxEjrs6bSKZ0tPnjw5KCgoLCxMKBRGR0dHR0dbWFjY29uz2WwHBwcTExPpIdeuXVOwfq6urm7fluXEiRPLli1zdHTEdbfkuMXwVyghHgDwKB6Ph70liMTERGSoSI8CALFYXFlZGRsb6+rqin1NdHJzc5EZwGKxurq6YmNjvb29sfrkO1ol9MOQA54vjmFzcnKaPn16a2vrhQsXKioqeDwers1Any+BQCAQCAQC4Z3CjIyMxB+2bNmi+Eg+n694Z+n32UOGDOmDyCOd4cOHR0ZGUhR15swZdOTXX3/V19enKOrOnTvOzs7t7e0URbm4uBQUFMgvQtVndu/ebW9vHxwcnJubCwBlZWVlZWXHjh0DABsbm8DAQHd3d7rfgJ768u745ptvnj59iu1AOYYK1gbBvi886vbt28gfNWfOHORYO3v2bEREhIqKivQoAMjOzrazs2Oz2QcPHpR5LWSlxMTEtLS0bNiwAQD8/f1zc3Ol84gGapWePHnSU11pDN1aZjKZycnJWJw+LCzM3d397Nmz2C8nJ2+HQCAQCAQCgTCwyDAVlJWVqb9BYVEykRDKOHbsGNUz0sLw/bRSMKWlpShVZvTo0Sg1nMFgzJ49G2fCCAQCX19fepY2Sj/odYIK4ujomJOTw+PxoqKilixZglN08vLyPD09Fy9e/D4TxFFNKh6P9+OPP44dOxYdRBW6pKEoCuXQGxoa4hx6PAqnsoSEhKAgt8bGxtTUVLFYLD0KACZMmFBXV3fv3j2JQgV0YmJi/Pz8AgMDkYBmQUFBRETEwK4AyrRJTU318fGZPn060uqRA54vAGzYsAFbKQCgoqISHx+Pp2NgYECfL4FAIBAIBALhndJ3wUdDQ8P/9M0DAGA99blz59KPI0NISUkJ6T/m5OTQdesHHBMTEw6Hw+FwKIp6/vx5fHx8XFwcn89PTk5OTEx0d3dH3crLyxUMatLX1+9DaNyePXv8/f2bmpoOHz6MRdaxFKYETU1NKH0FmQ0I3EZBU6amprNmzVq2bBmq05WYmDhs2DDpUQCgoaEhX+TRxsYGCfIMGjQoOjp65syZABASEoIqwtF79meVnJ2dUSyigtBTklCtajqDBw+ePXs2igoj7hQCgUAgEAiE94lsQ2XmzJlZWVnGxsbV1dU9jSwrK6N/XLlyJcpQRzoq6GBCQkJFRUVNTY1YLL59+3ZtbS2LxUKBNEjavKdLo7ZYLA4KCkpMTKyqqkpLS5NINQGAly9f/vzzz6gt7bQBAA0NDaQsefToUbqhImeCSOOvrq7up59+SklJ4fF4qKoyvc/Vq1ejoqLu3r3b0dGhp6c3a9asbdu2oY07g8EYN27c/v37586di1TbT58+nZKSUlJSwuVy29vbe33Hj9iyZcvOnTvf9nEaGhoeOnTIy8uLoqiQkBAzMzMul/v48eOamhos00lfPdSgl1e2sLAwNzfHKuyenp5KSkpLlixZt24dRVGXLl3C6pnSRZnlQy9IwGazV61aFR8f397ejgK91q5de+DAARQm5+Li8uzZs76tkoIWDoYemKempibdAckHwXtJ/X//TNxzQn6H9ryggbjOD/K/zvV60vs5elNGHRV0dQBXhkD4r2fq8QnyO0zc8z5uQ7E/Mgfkf80Yd+h93OtAMCC3agMDEKnxwW+9/GVuz+ulQ5FHL89loHBR3SS/w8CXZnpnvKnd0M/JAsClzr3v4VabrvTyb1PDRqjYmfpF3+OvelW+Ky0t9fHxCQ0N/fXXX+Pj48vKyjo6OvBb/Lq6uu+++64ncwVRWVm5Z88enLUvgVgsXrp0Kcp+mTdvHi5ESwdnxvfkVZBJTk7OpEmT9u3bV1RUJBAI+Hx+SUkJ+oqiKA6Hs2DBgqtXr7a0tAiFwvr6+vPnz0+aNCk1NZV+Elwq6urVq+fOncvPz29paVHQSukPHh4eqCp0cXEx9nphPUc6qOSAkpLSokWL8EEGg/Hll1/SzwYAxsbGs2fPBoDOzk5UCkxiVB/YvHkzzrl3cXHBVko/OX/+fAONXt0gdItIepWEQiFyJUHPdcMIBAKBQCAQCO+Ctwj9kjAqQkJCWltbcQXbtWvXosAe9Oa+pqbGxcUF78tZLJaTk9P48eMFAsGvv/6KioAdPny4uro6OTm5px0qlq0wNjami4EguFwuUlzR0NA4evSo7Okxmfr6+q9fv+ZyufX19YpMs7293dnZ+dWrVx4eHh9//HFXV9fZs2dxmeagoKCioiIdHR0fH5/CwkJcJ00kEnE4nLKyMrT57urq2rZtGz6ntrb2F198YW5u3tnZmZ2dnZaWho6fP3/+iy++GNgnymAwYmJixo8f397enpOTg0psbd++3cHBAeftINBTcHd3Nzc3px+fPXv2vn37AEBZWRmXR1u6dGlmZib8HRImPYrP5yNJewCYNWuW/DAwPp+/bNky/PMoKCgQCATYqnz69Gmfpy+hl9JrKlRxcTFuS6wSEhTCqj4vX77s6OhQvCgcgUAgEAgEAqE/9G6o4J0ZKvPF5/NbWlq0tLSGDh0aFRV1+/ZtHo8HAL/88ktFRYW1tTWLxfrrr7/Onz/f1dWFBs6aNSshIQHvax8+fJiVlaWsrCwSiVJSUk6ePLlixQrZN8dkfvbZZ0OHDlVWVj527NixY8e6u7u5XC76FkkTamhoXL58GccjSTNu3Li7d+8CAB4on6amJhUVld9//x1HmnE4nBkzZqBdeFFRkaWl5Y0bN0aOHPn06dNr165h5Y3Kysoff/xRR0enoqLi4sWL2C6ytra+c+cOvZBuQkICCpM7evTogBsqAGBqahoWFrZ69WqRSDR8+PCqqqrW1lY2m+3v729jY0MvhGVsbLxnj6R3H1clFolEeFRHRwcqQgAAw4YNkx5VWFiIg8FKSkrklFlrbm6eP39+Xl4eABgZGdXW1lZUVOzcuXP37t0DvhS9ggoDIOir1NLScubMGRQHOGjQIBSvWF9f36sjkUAgEAgEAoEwIDAZDIaysrKcEKyJEyfq6Ojw+XxkeNTU1DQ2NmppaQGAhobGvn37li5dCgBCoTA5OTk5OVli+IgRI5KTk1E9Ljp6enqvX78Wi8U7duzoyVARCoWXLl2Sc/dTp06NiYmZMmWKnD44+AcX1e2VzZs30/NhGAzGggULsLsgPj4epVVYW1snJCQEBARgRUXkiJDghx9+kJD78PLy+vHHH+vr6/Pz8ymKehfJDwEBAadOnXrw4EFVVdWnn36anp7e1tYWHh5O76OhoXH9+nUJccbu7u7Tp08DAJPJFIvF0qMAwMPDQ6akoyK0trY6OTmheKqAgAA/Pz8bGxuRSBQeHu7u7j5u3LgBXwr5tLe3o8ayZcvOnDkjPV8LC4uhQ4c+ePCA3plAIBAIBAKB8K7pPUdFR0fnypUrM2fORFE0KioqKioq+FscaTN9+nQTExOUdz5jxgyURw4Aq1evlrZS0HlQKkVRUREW1FMELLo3cuTIP/74Q76VQu8vR6BdAm9vb4kjeF9uYmJiZ2eHj3t4eFRWVrq6uqKPgwYNMjAwmDJlipub2+rVq9FB6Xx9BoPx4sULoVBYW1tLt1Ksra0ZirF161b5U1BWVo6Li0NP6s6dO0lJSatWrTIzM2OxWPiRzZs3b8IEyWTK1NTU169fA8AXX3zx8OFDPEpXVxe7rd4q4YdOW1ubk5MT2vT7+vpGRkZ++OGHa9euBQChUBgQEIA8NgO4Dr2CY9tWrlwpMd9p06aFh4c/fvwYP30ci0ggEAgEAoFAeNcoAYBIJGIwGJs3b3769ClFUY8ePULOh87OTqQVyGaz7969i4T5GAwGlgqh4+/vz+PxOjs76+vrs7KycKC/mppa5r+zc+fOjIyMf/7zn9jXkZ+fL33Cly9fypRkwfKOPB6PyWRK7Fx1dHSsrKxWrly5ceNGoVBYXV2N34JraWndvHmToqgXL15ITBAAVFVVUYFjdXV16fCe5cuXo4atra3EV3p6el999RVqJyUlNTQ05OXlnTlzBls7oaGh/v7+2dnZAyuokpqaihZkxIgRt2/fRgcXLVqEzAwAsLKyCg4OBoCurq6DBw/GxsaWl5d3dnaeP38edUAilRLgcs+enp6VlZXx8fFcLrerq0tTU/PRo0csFgsA8vLyioqKJAba2tpSFHXx4kX49wJfmO7ubmdnZ1zSDf6uoxUeHo4mkpmZOeDOJVxiQSJ3BYNvta2tjcFgKCkpKSkpod8SRVEikUgkEqFkHgBA0ycQCAQCgUAgvAdk5Ki0tLT89ddfAPD69euCggL5kogotRoAUKYKBpfq+v7773u9CbwR/J/bYjL7oCICAM3Nzc3NzYWFhQkJCTY2NjExMdgUwfFX8ieopqYmZ7useC715MmTg4KCwsLChEJhdHR0dHS0hYWFvb09m812cHCQUA5BXLt2TcHquhKxZBg+n79u3brjx4+jjxs3bkxKSnry5ElWVlZUVNS3337b6+qhWDslJaUnT55gowUAeDzeli1bhg8fjlJ9EhMTt2/fLn2GhoYGJpMpMzAsNzcX5fOg/P7Y2Fhvb+8ZM2a8i3XA4PP0VLMLJ/3/9ttvKSkpOOMIGbG5ublHjhzBDx175wgEAoFAIBAI7xom3rzSI5oUpydDBWXeK4j0JnLIkCG91mtSVlbmcDj0I2/evKmvr8/NzUWFd/Py8uzt7ZEjCAAkqlS9B3bv3m1vbx8cHIx8F2VlZWVlZceOHQMAGxubwMBAd3d3ulGEUl/6yYkTJ5YtW+bo6AgAKioqcXFxtra2YrF48+bNCxYsMDU1lTP2/PnzqEQBUrCR+PbIkSO4ffLkydDQUPrNi8XiysrK2NhYV1dXXHeYDrIBYmJiWlpaNmzYAAD+/v65ubn4AQ3sOiDw77MnsD2M06ucnJymT5/e2tp64cKFiooKHo+Hp0M0HwkEAoFAIBDeG8zIyMh3cV78orq4uHjMmDFvO7xXKwUAmEzZN09R1J07dwIDA/Pz83FSwejRo2WmyrxrHB0dHR0dq6qqrl69euvWraysLLR1zsvL8/T0TE5OPn/+/IDHO33zzTdPnz5FBZ2nTZu2bt26/fv3t7W1cTgcXNFLJrjYdK+UlZU9fPiQHgiXnZ1tZ2fHZrMPHjzY06iYmBg/P7/u7u7jx48/ffq0oKAgIiLihx9+UOiSb8+TJ0/oJc5kMnbsWNxmMpnJyckLFixAH8PCwtzd3c+ePYvKKBsaGuro6LyjWyUQCAQCgUAgSCDDHjAwMGCz2QBgbGwsP+5LDlhqEMtQvDcYDMbs2bPv378/Z84cfBDlnwzgBN8KExMTDoeTlJRUXV397NmzH374AW15k5OTExMTcbfy8vJCxaAX1aWDVCZ5PN6PP/6ID4aGhlpYWABAamqqHFOkqqoKKaWoq6u3tbXhoKzMzMzp06ejdkpKipubG2rTA8MAYMKECXV1dffu3RsxYoTM89vY2CClnUGDBkVHR6ODISEh0oKe/VkHiqKqqqpSU1N9fHymT5/eq8KmtbU1bm/YsAFbKQCgoqISHx8/dOhQ9BGtIYFAIBAIBALh/dB3ZXr54Hft9+/f76lPQkLCtm3bdu3ahRMDBhB1dfWff/4ZOytk5kK8UxITE6Ojo2NjY+k59AwGY9y4cfv37z958iQ6Qk8ud3FxsVKMn3/+WeZF/fz8UNrG4cOH7927h5ciNjYWtdesWfPq1auebhg1XF1dX758iR6cqanprFmzli1bhvvgygFnzpxB6iIIDQ0NvKeXCT3Dns1mr1q1CgDa29sDAwMlevZnHZydnUeOHOnk5BQXF4fC2ORjbm6OY8+cnZ0lvh08eDC2T/qWNEUgEAgEAoFA6BuyBR+fPHkCAC9fvpQzcv369QcOHMAf4+Li4uLiAIDL5Y4aNWr+/PlqamoCgSAiImLq1KmpqamZmZm1tbUsFsvMzMzOzm7BggU+Pj4ikcjV1ZUe6IUujTLg29radu3alZiYWFVVlZaWRtc26ZX29vbvv/8eGwl37tzx9PSUP8HHjx8DQGtrKwDU1dX99NNPKSkpPB6PxWJ98MEH9J5Xr16NiorKycnh8/kjR46UmbqQkJBw8+ZNABCLxTdv3iwpKeFyuUwm08zMbPz48fjNveJFkxVBV1f30KFDXl5eFEV9/fXX+fn5yDyYM2eOr69vbGxsU1PTzp07pQdSFIU9JMuXL8dGi6enp5KS0pIlS9atW0dR1KVLlyIiIjQ1NVtbW1+9epWWlobrUL8te/fuTU5ObmpqSk5OZjAYa9euPXDgQP+j4BTMwsdwuVxsbj148AC52jCohDRqK67D89/E+HMp/T9JRadz/09CIBD+K5n91KrXPrl/BcrvMCro6nu41Yqw3v+U9f9ODCw3974gEKjAmXphAP68L1RkOr/2/1bfD7leT+R3mHp8gmJnkn+Sa730iBmAk/Q6F0Xo/d/m0wFYkF7pXZm+b+jr6/v6+kZERAgEgiVLlvw/9s49IObs//+vqdGolG5K0ibFlmKRrKSwSMknWesSKdmy1WdXWLeWNrmF+LAJhRK7g7IkNrJJLbK6DMql+72kQjPTZUozze+P89nze39mpmm62s/3cx7/fM6855z35bz72POa83o9n/h4S0tLQ0PDkydPTpw4gY54enpKPAOHw8GeG92io6MjNTV148aNOTk5+GC3rD8yMzOdnJxwGMPj8dLT01FbKBR6e3tHRPz/v6POqiAmT56MAhWRiv/379+zWKwLFy6gj5aWlvirFy9e9H7mV69effHixTt37hQUFOzevRvbvR86dCghIeH169cSr/Ls2bOXL18CgIaGxty5c5G3CTobAOjp6c2cOTM1NbW1tTUxMXHRokUoqmEymThQYbPZ2BPTxsYGFyl1hpycnIqKClr9q6qq7tmzB0cpvZmHq1evUvd5Pv30Uyz7JhHqtXbv3m1nZ4eVtYVC4c6dO8vKytDHkpKS3r8dAoFAIBAIBIKM9DxQ2bp1q6enZ1RUFHLyHjZs2Pr16xUUFFANNwDs2bMnMjIS25jo6uoaGRkJhcLCwsK6ujp00MjIqLOf5L28vHCUoqenh0+L4fP5IjFAe3t7fX19VlYW/hVcWVlZXl6ey+WWlpbW1dVJz01CCAQCR0fHt2/frl69etasWW1tbVeuXElJSUHf3r59u76+Xk1NzdPTc9KkSVVVVWFhYbjKgprDtmrVKuQQAgBycnKmpqZ6enrt7e2FhYXYAlJLS8vd3b1v3yiNRouIiDAzM2tubj506NDSpUsnTZoEAGpqaidPnsTelCLg7ZSlS5c+e/assLAQAKZPn46FEFasWIEqWH755ZcNGzag/tevX29qakKivXl5eQ4ODqhzYWGhsbGxlJtks9l2dnZYKY7L5e7btw/HVL1BxC+lS1WGgoIC3G5sbLS2tvbx8bGwsOByuTExMcnJyQAgLy8vEAiqqqpaWlpk16cmEAgEAoFAIPSGngcq2tra2tran3/+OfpYX1+P7AWXLVuG9LXCw8NxlAIANTU14g70xcXFFy9eXLVqlchxFB5YWVkdPHjQ0tJSooGgQCCg7myIM2XKlIiIiA0bNjx48AAASktLZQxUOBzO77//jjPNvL29ly5dinwS6+vrTUxM7ty5gyV0PT09DQ0NkRUMDsDQeXDiWUdHx8uXL9GWBRUTE5POjAh7g4GBQXBw8Pr16wUCwddff52eno7KMBYtWrRs2bLY2FiR/nw+H9fMrFy5EhfcU4OoJUuWfPvtt3w+/969e5GRkWpqamw2u6WlJT4+Xvz1SYfD4cyfP5/FYgGAi4tLbGysQCAICQlxdXUdN25cn8+GdHA5vrOz840bN5qamlDgjTEyMlJQUECaEHV1deJmoAQCgUAgEAiE/kCORqPR6T0PV3CGz+DBg4cMGTJ27FgFBQUA4PF4aME3cuTIn3/+edmyZfr6+gwGY9iwYdOnT/fx8bl8+TL6tXvPnj3ip+3o6DAyMkpJSbGxsZEYpXSGqqrq2LFj3dzc4uPjHz9+PHnyZFxAInuNwfbt26n1MKiCAn+MioqiGn1oaGhgeTGqawfeDnJ2dp45c+bo0aMZDIaWltbkyZOXLVumoaEhLy9fVFTUt3b1GF9fX2SM8/Tp08OHD+PjoaGh4qHRvXv3UJ7byJEjP//888uXLwMAg8Gg5uxpaWnNmzcPvZqrV68uWbIEHaeqlslCY2Ojg4NDRkYGukkmk4nmls/n+/r69tNsSAHH0qtXr05PT1+7dq2hoSGDwVBXV7e0tAwJCXn69CnWMaMG3gQCgUAgEAiEfkVyYsz48ePhL61bDErm6Syl59SpU42Njfn5+SNGjACA5ORkpC61fv16V1fXmJiYioqK1tbWurq6tLS0kydPLl++fP78+QCQn59P3WlBlwaAgIAABoMhfiHs22hmZiYUg8Ph5Ofnnz9/3snJCfn0YTdxatm6xAdEKVIAsGbNGpGLmpmZoca4cePEnTFxPtXkyZPxQewSaGFhkZqaWlxc3NraWl9fz2KxYmJi3r17hwq1qeXj5ubmNNnYuXMn9QZmzpyJGhMnTsRXj4yMREFjUFBQfn4+Oq6jo4PcJ4GizGZnZ4dmr7Ky8vfff3/37h0ALFq0SMT3fcWKFajBZDLPnj2LhmBjlmnTpgmFwuvXr8N/Cnxhi8lZs2Y1NTXhuiMvL6+wsDAajYYS5IRCYWpqKpqNHs+DOBYWFqihq6srsQOPx0MNFRWVKVOmREZGlpSUIFv6jIyMzZs3q6io4LRDbMtDIBAIBAKBQOhv6GvWrFFUVEQfzM3NX758aWZm1ntjO6y6q6ioiGobxMF7HdnZ2eLryDVr1ogHDACAV42NjY0CgUCiCfqHDx9w9TzeSFFVVZXlzpWUlMTTe/DKG0csEr+lgr1HgoKCqqurPTw8LC0t+9zbUQqmpqYBAQEBAQFtbW3Lly+fMmVKampqdXU1Dv+oRecYXKzi5ubGYrHCw8NTUlKqq6uVlJQMDAzodDqfz2exWPn5+SJKaIj6+no6nU59m+Xl5aiRlJT04MEDqhzzQM5GZzEGfndNTU0izzt69Oivvvrqm2++QXl9ACAxciYQCAQCgUAg9Ad0d3d36aaHRUVFaPEqiysFBteXf/fdd112xgtBWUDywQBQUVHx+eefR0RE4F/NqSfEhd1YxElkf6AzFBUVpSygZa+lnjRpkr+/f3BwMJ/PDw8PDw8PNzIysrW1tba2trOz09fXFx9y69YtKeq6+/bti46Oxu19+/aJ93n+/Dn1bW7dujU2Nvb58+fZ2dnZ2dnoIH6Pd+/eZbFY1NnjcDg3btwAADk5udDQ0KSkJJyLhTYZcE8mk7l7927qpTs6OsrLy8+cOePs7CwxeszKykJiAwwGo62t7cyZM2vWrJHobyN9Hqh0+U7xeTgcjsQOOHfx559/jo+Px3II6HmzsrJOnjyJXzrenSMQCAQCgUAg9DddV6cUFRUFBQUBgJ6enuznZbPZsnfubBGprq6+cuVK6pEPHz6UlJQgLSYAYLFYtra28fHxUixW8C/6OGdswNi/f7+trW1AQADKtiouLi4uLj537hwAWFhY+Pn5ubq6UoMiaumLONRKfRlRUFBwdHREpjEAMGvWrJkzZ1ZWVkZFRQFAS0uLo6NjVlYWrsG4evUqCmM6Ojp+//13KWe+cOFCUFAQ9eYzMjKsrKysra2PHj0qcQiKASIiIrhc7pYtWwDAx8cnKysL+y3KOA/dglo1JBFs4xgXF4caDg4OU6dObWxsvHbtWllZWUVFBY67JBrmEAgEAoFAIBD6g/7yUcE/VBcUFGCJ2+4yYsSIsLAwkYN5eXmmpqYAMHjw4NbW1paWFicnp5ycnM6KZ1AUZGxsjLTIBhh7e3t7e/vKysqEhIR79+6lpaWhpTOLxXJzc4uLi7t69aqMGVBISFdFRYVaCYMoKiqqrq6mTjuitraW6t0+ePDgwMDA4uJiFKigDtu2bcMF8Vjvq0vKy8vT09NxlQsAjB8/vra2VrquWkRExLp169rb28+fP//ixYucnJzQ0NDvv/++nyb/+fPnnbncYMaOHYvbdDo9Li4Oe3EGBwe7urpeuXJFIBAAgI6OTu9TIgkEAoFAIBAIMiInPe+rx+jo6KAG0nXtDwwNDZHcFo/H8/LyogpGaWlpofrsH3/8ER2ZM2dOP92GLOjr63t7e8fGxlZVVb18+fL7779HS964uDiqalZJSUleJ7x48aK0tBQApk2bFh4efuXKlVQKX331FTqDyK7RsWPHULE4SpFKTEykhiKoNuny5cvIyrCyshJVE+EtDn9/fxGtgsbGRlzRdPLkSeq1lJWVpUcpFhYW69atQ+cPDw9HBwMDA3GWoCzzIAIWF8YgSYDExERPT8+pU6eiGEMK5ubmuL1lyxYcpQCAgoJCVFQUfigjI6MB+WMhEAgEAoFAIAD0347KtGnTjh8/DgCPHj1ycnKS2Cc6OrqsrGzQoEH+/v5dGvOJIycnd+nSpU8//ZTD4aSmpmZmZuL6dcSbN2/wfoKXl1e/zqM4TCazsbFRXl7e09MT75nQaLRx48YdPnx4zpw5yOkyLS3N1dUVfevk5CTutSJCUlKSqanpjh079u7dK72nUCj89ddfUTs0NBR5zG/YsOHmzZvooL6+fkFBQUdHx40bNzZs2IBDpsGDB6M6+7Vr14qcc8iQIXZ2dvHx8QBw7dq1yMhI8cStzqBKDlhbW69duzYqKqq5udnPz+/atWvUnrLMA0J8HhwdHW/fvi37axo9evSgQYPQ8zo6Ooo/r5GREUq6w0li/5eIcH8hvYMFOMp2Jmk0s7r4d2bIFIFsZ5KGwfbf+m5iCIT/+2S5P5feYcr58X+H2wAABd0QGc7U7yhEv+qyz4eaLb18ltfg1vWdbO/iJF3eBgC87upxZDlJlzSzFknvkGfR9b//UwZEeYe2povLNGXJS+8gy3/LsgbahUEyXf53GQAi3Lt4HBOWfJcn6T3SwgMOh0Oj0XBVOkouevnyZVlZmXjnc+fOGRsbKysra2hoWFhY3Lt3Dy1MQ0NDsQE5YsaMGTQazd7e3tPTMygo6MKFC6NGjaLRaHfv3u3u3evo6Pj5+aH26dOnqV9ZWVnp6uqivK+5c+eikvG5c+fSaDT8qzmHwzExMVFSUlJXV58+fTpVJTkhIWHhwoU6OjoMBmPMmDEuLi6d3YNQKMzJyUHtVatWaWpqTpkyxd3dPSwszMfHZ926dS9eSFgLYmVkqmhy31JSUoISn0xNTV1dXVGo1tDQgGcMa3MlJiYKhUKs94XkCkxNTSVm0/3zn/9Ejebm5qSkpB7f3sGDB9E+T1xcHI1G27RpU5+YqMhYhY8pLS3F6mfY+gaDJKRRW3YfHgKBQCAQCARC7+ntjkpbWxtq3L9/HzVaWloaGhqePHmCPvJ4vMWLFzOZTBMTE+rAR48eobQcVHrRY1xdXZH8FNYj7ujoSE1NxRXkysrKIjEM/BUeNDU1IYMRHo9HXaR6e3tTPe+Lioo6K3XgcDiOjo5YcrelpaWlpeX9+/fIdh2xbdu2+Ph46s5DW1sb0icAAEtLS3xcYkiDOHr06KZNmwDgyZMn2O9FOvhsdnZ2AHDo0KGEhITXr1/je9PU1FRSUmppaXn58uWzZ8/QJsaQIUPQ5KBR4syePRuJFAMAk8lE+0IAwGazHz9+jNo2NjYi1TLiyMnJqaiooNW/qqrqnj178L6TlHnokqtXr1Jllz/99FOqWJmUWQKA3bt329nZYZk4oVC4c+dOHJajBDkCgUAgEAgEwsAgLVBRUVHJzMx88OABKi3Q0dGpra01NjbG8l8CgQBr1NJotIkTJ37yySf6+vo5OTk4bgGAJ0+eTJw4ccGCBebm5gwGA0UmWGUYoaenhw1SZKS6utrb2xv+qqovLS1dtWpVY2NjVlYW/hWcRqPdvHnT0NCQOrCyshJVzigpKR0/frytre3KlSspKSnoWw6HExERoaam5unpOWnSpKqqqrCwMFxHQf3VXyAQLF++nGoMsnLlSkNDw4yMDOpWw+3bt8eMGbN48WJdXV2BQFBWVnb9+nWUTaSvr+/u7i7LwxYWFqLHGTlyZHBw8K1btwoKCrhcrq6u7owZMyRuy+AIEFlwqqmpnTx5EntTorNpa2uXlZVVVVVh4WNzc3MUb6BREv5i6HRNTc3a2loAuH79elNTExLtzcvLw5tvhYWFnWkbINhstp2dHd5q43K5+/bt279/f7f+ACQydOhQ6scuUwqpcXJjY6O1tbWPj4+FhQWXy42JiUH6cvLy8gKBoKqqqqWlRXZ9agKBQCAQCARCb5AWqMjJyZmYmOBflOl0OgAwGAy8OXDkyBG8cyIUCp8+ffr06dPS0tJRo0YlJye7u7ujbDEAaGtri4uLwwqwGCsrq4MHD1paWkr0TJQOm82m7nsAwMWLF0X6DBs2DBXcU8nJyUE/3qurq6MyDG9v7xUrVsTGxgIAn883MTG5c+cOFsn19PQ0MTFBddvUkCAnJ+fOnTsAYGBggESQly5diiKB6OhoDw8P+GuNW15efuzYMZHbmDBhQkxMjMjCujPQeppOp5uZmVEryEtLS1GRvTi4GxbVXbRo0bJly9Bj4q/Q+7106RI6YmhoiAIVKVK8I0aMQIFKS0tLfHz8qlWruvXiOBzO/Pnz0caOi4tLbGysQCAICQlxdXUdN25ct07Ve/AsOTs737hxo6mpKSTkP3J/jYyMFBQUUGRbV1cnbgZKIBAIBAKBQOgPul3CjuHxeGhJp62tPW3aNBUVlSFDhowdO1ZBQQEA5syZExMTg37P1tPTW7Zsmb6+PoPBGDZsGN45MTIySklJsbGx6UGU0hmqqqpjx451c3NDEsadlXpj5xAEjUbbvHkz/hgVFUW18tDQ0FizZg1qU70pcbYY3knAuLu76+rqysvLa2pqBgYGzpw5c/To0QwGQ0tLa/LkycuWLUtMTHz27JlIOpwUUKDS3t5eX19vaGjo4+Pz448/urm5iazsqRUazc3N+P7xwdDQUOpHLNmM1usjR47ECrxSAhUtLS3cpqqWyUJjY6ODg0NGRgYA+Pr6MpnMjRs3AgCfz/f19e2TMpVugWdp9erV6enpa9euNTQ0ZDAY6urqlpaWISEhT58+xX8tuDOBQCAQCAQCob+RHKg8fPhQKBRWVVVRD+7du1coFOKc/uTk5Ldv3wLA5s2b//zzTy6X29jYmJ+fj1OGrK2tZ8yYAQDV1dWxsbGVlZVtbW319fU46ev169cTJ0708PC4ceMGlpF9+PAhVdH4w4cPiX+Big1MTExENHPxL/pXrlzhcDj5+fnnz5+X7s33xx9/iDwgNnsZN26clZWVSH8cD+BScgDAPoB6enroTnBiFY1Ge/36NZ/Pr62t3bVrV2pqanFxcWtrq46OzpMnT2JjY+3t7eXk5Gids3PnTnwhHo+Hc8+++eab2bNn//7774cOHfrtt9+UlJS++uor7Jienp5OHYUaKioqLBbLy8vL2NgYbQhMmTLlwIEDZ8+exUFjRkYGEvbFvvXUUYqKipqampaWlgcPHmSz2dRRt27dQu1p06YJhcLr16/Dfwp8UWlqanJwcEABnpeXV1hYGI1GCwkJQbOXmpqKdrrMzc1pskGdJYkgEQUQSwmTOEs0Gk1OTg6/F6FQKBAIBAIBft6WlhYgEAgEAoFAIAwIPS+mx7UZioqKyH9DHOl5TTweD7lhREdHW1hYRERE4GUlhsvl4v2KlJQUia4v+HduVVVVWe5cSUlJPIEHr63NzMzEh0hceWM15KCgoOrqag8PD0tLSxndG7sFj8cLDAwEgPz8/DNnziCLdwBobW19//59VlYWjsqOHj3q7++PkvTwPZ8/f/7SpUvio06ePInFxxgMhsiTdmsUpr6+nk6nYz0xKu3t7VThAQDoj7kSAW8xIf03cXr5vAQCgUAgEAiEfqLngQr+jf+7777rsrOysjLOnrp27VpNTY2cnNzChQtZLBaqY2GxWLa2tvHx8XPnzu3unWBZJyR32yWKiopSlsiyV0tPmjTJ398/ODiYz+eHh4eHh4cbGRnZ2tpaW1vb2dnp6+uLD7l165a4fm5UVFRwcDAAPHjwAK+Jqc+ioaGxa9eu8PBwrBXm4OAwderUxsbGa9eulZWVvX//HhXDNDQ0ZGZmoh0hrLuFs7NERlVUVGDVAbwn07NRANDR0VFeXn7mzBlnZ2e810QlKysLhQEMBqOtre3MmTNr1qyZPn26jLMkkS7f+OvXr6V36PHzEggEAoFAIBD6lZ4HKmw2W/bOQ4cODQsLQ+1nz57V1NTo6OjEx8cLhcL79+/7+fllZ2e3tLQ4OTlhTxIZEQqFr17927RIxJd9ANi/f7+trW1AQEBWVhYAFBcXFxcXnzt3DgAsLCz8/PxcXV2pQRG19AXx/Plz7Eo5atQokeIZTG1tLZInptPpcXFx2AomODjY1dX1ypUrOHeupKQEBSpUg8LORmElX7wn07NRAJCRkWFlZWVtbX306FGJj4CilIiICC6Xu2XLFgDw8fHJysoSryMSn6We8fz58850pTE9fl4CgUAgEAgEQr/S82J6/FN0QUGBsBNwtYn4L9+ozp5Go82cOfPRo0dIm4vH43l5eVErqrW0tPDZJOZ9FRUVoVIZY2NjXBo+kNjb22dmZlZUVJw6dWrp0qW4RIfFYrm5uS1ZskS8QBxVgyQmJnp6ek6dOlWWyodjx46haootW7bglTQAKCgoREVFUcMbfLaxY8fig9JHaWlp4Rr6no0CgPHjx9fW1j58+LCzWAsAIiIi1q1b5+fnZ25uDgA5OTmhoaF9+zpE5hbHb53R4+clEAgEAoFAIPQrPd9R0dHRQY3c3Fxcid4zlJSULl269Omnn3I4HKpXoyxgP/U5c+b0+2x1jr6+vre3t7e3NwrPoqKiIiMj2Wx2XFwck8l0dXVF3UpKSj58+PDNN99QfWYwRUVFWP5YU1MT/9hfWVmJ5YORnjKVIUOGrFix4vDhw+ijtrY2alCLbSSOmjlzJsp3om4U9GwUACgrK0s3ebSwsECGPIMGDQoPD0dCC4GBgUgRjtoTzZIs006dJYSjo+Pt27dlf3E9fl4CgUAgEAgEQr8iIVB5/fq1sbFxTU0Ng8EwNDTE9o4iTJs27fjx4wCwdetWJyenpqamffv2MZnMysrKpKQkVGoibpzSGTo6On5+fsg+kmr0AQAzZsxIS0vT09OjinTNnTs3OTl57ty5mZmZ6EhiYqKSkhKDwTA1NfXy8sI9ExISTp06lZmZyWazUe2E9F/ZU1NTJ06cWFpaSqfTDQ0NzczMqMrFVJhMZmNjo7y8vKenJ87votFo48aNO3z48Jw5c5Bre1paGg5UnJyckAG8RKiWLzt27Ni7dy9q+/j4IJ8WQ0NDiUaKCxcuxIEKFiSgppwpKipKePd0unjPno2SBaoggbW19dq1a6Oiopqbm1Gi18aNG48cOYLOKX2WqFBnCSFjhDMAz/tfgQUMtB40gUAgEP4OfKjZMgBXGTJF0PuT/E3ok2f5L/rP7pSuVj1NWQNxG/8/9aulpQVFAg0NDcXFxS0tLQ0NDU+ePLl58ybqgAWREPPnz0fpW0VFRS9fvrSzsztw4ACusEfHAwICZL8VvJqnauxK5+nTp1jNqby8nMfjsdnsP//8c+3atcXFxQDAZrMXLlyYkJBQV1f34cMHlD3FZrMTExNFTkU9T3Z2NpfLff/+PYvFunDhwoQJEy5fvix+9ejoaB8fn3Xr1mHJZiq4LF6ibXy3+Oyzz1CDTqdLdBpB9osAoKCggFOVqGt9vCGD4fP5yMwE/lMRq2ejesD27dtxzb2TkxOOUnrJ1atX6yl0uQ0yYM9LIBAIBAKBQOgW//61WCAQ/OMf/0BLMRqNtmjRIjMzMx6Pl5WVhZOUjhw54uHhgVeTmpqaOjo6NTU1AoHAxsamoaEBHdfT01NRUamurnZycuqyQoAKKjJ59+6diH+LOB0dHehy7969Q0cWL168cOHCtra2K1eupKSkAMCbN28AoLm5WU1NzdPTc9KkSVVVVYGBgcgnxNvbu7i4GC+UBQLB6tWrUVtBQWHVqlWjR49ubW3NyMhISkoCgPj4ePHbmDx58t27dwFg27Zt8fHx1KLwtrY2rNBlaWmJj0sMaezt7ZHDfWVlpcQCD+zjUVhYGBAQ8OOPPyJXTQAQCoXx8fHY3eXDhw8tLS1IuAx5RCJ2795tZ2c3YcIEPGrnzp24gujNmze9HAUAbDYbWdoDgI2NjfQ0MDab7eLigv88cnJyeDwePpXEWZIREUVsFEtLocfPSyAQCAQCgUDoV/4dqBw5cuTevXuobWxsTE3ZOnr0KNKbevXq1bp162bOnOnk5IQcSwwMDJBya0NDg5yc3IwZM6ytrZWVlUNDQ69evdrW1tatW0FJUw8ePMBHqqurUUQBAGw229vbG1mzZ2VlYcVYAAgJCcHZWd7e3itWrMDJY3Q6PTs7G6tIJSQkoLirvLy8rKzMyMgIHc/JyUEBCQAsWbIkKioKnzw6OtrDw0PiDa9evfrw4cMdHR23b98eM2bM4sWLdXV1BQJBWVnZ9evX6+rqAEBfX9/d3b2XLwnrLwPAvn37Ll68aGdnN2LEiOrq6qdPn+LkN0RdXR1yiUFm84jGxkZra2sfHx8LCwsulxsTE5OcnAwAgwYNQpJWvRwFAHl5edjxprCwUGKKGoLD4cyfP5/FYgGArq5uTU1NWVnZ3r179+/f38uJ6gE9fl4CgUAgEAgEQr9CBwAejxcSEgJ/Lcjwr/UIDw+PH3/8EeUvnT179uzZs6WlpShQodpldHR03L9/n1ojLi8vv3Llyp9//ln2uxFJ1GGz2REREajd3NyM21S8vLyoNSQ0Gm3z5s04UFFXV6dq3VI3PQoKCnCggrzSESKP7+7u/sMPP9TW1opkvgGAubl5dHS0r69vU1NTeXn5sWPHRDpMmDAhJiZGuuulLGBHyyFDhjQ1NZWWlopMhYKCgoGBQWFhIbUzbri4uMTExDQ1NaG3jDEyMtLW1kbP3stRstPY2Ojg4IDyqXx9fdetW2dhYSEQCEJCQlxdXceNG9fLuerx3PbT8xIIBAKBQCAQeoYcACQnJyOFX4kJ/WpqaomJiVhfePTo0SJLeQBYv3490m5iMBjDhg2bPn26j49PXl7eDz/80K27kcVQT1VVdezYsdj73N/fX6QDVYJM/FYx1A0fiQaFCBqN9vr1a+wGiDE3N6fRaG5ublJKUHJyckxNTXfu3NmtSRAHldYAAJPJPHDgwBdffIHegpqa2uTJk/39/YuKisaPH4/6YHliPMrDwyM9PX3t2rWGhoYMBkNdXd3S0jIkJOTp06d4Gns5SkaampocHBzQot/LyyssLOyzzz7buHEjAPD5fF9fX1SBg+ZWFvpwbvvjeQkEAoFAIBAIPYYOAGlpaejDzp07kcFFamqqSL8FCxagxfqJEyewVQjmhx9+wGrFVPLy8sQPPnz4sLO7wb9Y37lzx87ODrU7U/2qqalRUlIST8XB6lJLly4VERC7e/fu5cuXXVxcRIZMnTr139NBpysqKmZkZFhaWlJru1esWLFixYoBeidi4CcSCATbtm3btm2beB8ul4saDAZDZFRTU9O8efMiIyP7bxQATJs2DRXMODs7UwW+DAwMUMPS0tLR0RH/scFfOlohISEimxh9iIWFBar/wcFGZ3Pb3eclEAgEAoFAIPQrdADAUl3fffddlwPwou3/n4JOF/Gy6DG4GEPcIFIiioqKUqSiZK97njRpkr+/f3BwMJ/PDw8PDw8PNzIysrW1tba2trOzE3H5QNy6dUtGJVwZn0UKuDCdWqzS2dThXamBHIWpr6+n0+kSo4KwsDA+nw8ADAajra3tzJkza9asmT59+n/j3BIIBAKBQCAQ+hs6ALDZbNkHiIu0Dhs2rEttJVkQCoWvXr1C7dGjRw/wROzfv9/W1jYgICArKwsAiouLi4uLz507BwAWFhZ+fn6urq7UoIha+tLf4DhQymIaq67h/L2BHAUAHR0d5eXlZ86ccXZ2lphKh6KUiIgILpe7ZcsWAPDx8cnKyqIWDv23zC2BQCAQCAQCob+RA8qPygUFBcKuoHop/vsUfRGlAEBRUREqlUE6xQM/F/b29pmZmRUVFadOnVq6dCnOcGOxWG5ubkuWLJHoYTIAjB07FjWwX4oIHR0dSL1KR0dHTU1t4EcBQEZGxujRowcNGnT06NHOHiQiImLdunV+fn4owzAnJyc0NPSjTGkv55ZAIBAIBAKB0N/QAQCXl+Tm5lIr0QeYX375BTXmzJnzEWdEX1/f29vb29tbKBTm5uZGRUVFRkay2ey4uDgmk4ldKUtKSmRMT9LU1Oxlahxa1gMAlpAWISsrC9X0454DPAoAxo8fX1tbq62t3dlTIHNMABg0aFB4ePiMGTMAIDAwEMkwUHv+/eeWQCAQCAQCgdDf0AFg2rRpx48fB4BHjx45OTlJ7BcdHV1WVjZo0CB/f/++2kKh8ubNm59++gm1xTdt+hsmk9nY2CgvL+/p6Ynzu5Cvy+HDh+fMmbNgwQIASEtLw4GKk5MT1dRcCjt27Ni7d29vbs/IyGj06NElJSVPnz6trq7W09MT6ZCQkIAa2MlkgEcBgLKysnSTR2relLW19dq1a6Oiopqbm/38/K5du0bt+fefWwKBQCAQCARCf0MHgPnz5ysqKvJ4vNDQUF9fX/EKgaKiIk9PT4FA4Ozs3B9RSnNz84oVK1D1y9y5cy0sLAZ4FqKjo5HH/LRp07DOL2b48OGoIUWJuF+h0WhfffXVoUOHAODSpUtU3xgA4PP5v/76KwDIycktXrz4o4zqAQcPHrx+/fr79+/j4uISEhIcHR3/i+aW0C2ULfjSO3yknErC/zE+zr8h/4fJcn/+sW/h33yo2fKxb4E8Sw/5WDnzBOl0+d9l+Nv8p1kOADQ1NdEmBo/HW7x4sYimcHV1tZOTk0AgAABPT8++vXxHR8e9e/emT5/+xx9/AICysvLp06cHfhYmT56MGtu2bUMe5Ji2tragoCDUtrS0xMdfvHjRZT0Popc/+SM2btyoqKgIALt3787JycHHhULhzp07kQiBq6uriAjBQI5is9mJfyGLMaKWlhYKDwDg22+/pVqU/FfMLYFAIBAIBAKhX6Gj/9m/f//du3dfvXr15MmTiRMnLliwwNzcnMFgvHr16urVq8gbccOGDT3+2bu6utrb25t6pL29vb6+Pisrq6amBh1RVla+efOmoaHhwM/C6tWrDx8+3NHRcfv27TFjxixevFhXV1cgEJSVlV2/fr2urg4A9PX13d3dB/7eEMOHDz9y5Iivr29jY6O1tbWPj4+FhQWXy42JiUlOTgYAPT29AwcOfMRReXl5ODmqsLDQ2Ni4y4fy8PCIiop69OhRWVnZ3r179+/f/180twQCgUAgEAiE/gX/OF1XV2djYyOxj7y8/Pr16wUCgcjv2dbW1gCgp6fX2Q/eubm5Mt7GlClTWCyWxJNIvAoquNfU1BTvj73G3d3dxb+9dOkS+jYuLo56/MKFC1JcMiZMmJCbmyvjz/zdZf78+egqlZWV0nvu2bNHYuqdkZFRTk7Oxx2F/OYRhYWF+HhhYSE6uGPHDvFR2dnZSMuYTqe/fPnyv25uCQQCgUAgEAj9xP9fmQ0bNuyPP/64fv06UmFiMBjDhg2bPn26j49PXl7eTz/91OfVKaqqqmPHjnVzc4uPj3/8+DHOv/oorF69ury8fNeuXTNnzhw9ejSDwdDS0po8efKyZcsSExOfPXtmYmLyEW8PsXPnzvT09LVr1xoaGjIYDHV1dUtLy5DsVCPnAACAAElEQVSQkKdPn4qX1nyUUd1lwoQJGzduBAA+n+/r6yv8eBmRA/O8BAKBQCAQCAQZoX3EpSHh/x7x8fHOzs6VlZUjR4782PdCIBAIBAKBQPgvpu8lvAj/y9TX19PpdF1d3Y99IwQCgUAgEAiE/27oH/sGCP9H6OjoKC8vP3PmjLOzMyo7IRAIBAKBQCAQegzZUSH0DRkZGaNHjx40aNDRo0c/9r0QCAQCgUAgEP7rITUqhL6hubm5ublZW1v7Y98IgUAgEAgEAuH/AiRQIRAIBAKBQCAQCH87SOoXgUAgEAgEAoFA+NtBAhUCgUAgEAgEAoHwt4MEKgQCgUAgEAgEAuFvBwlUCAQCgUAgEAgEwt8OEqgQCAQCgUAgEAiEvx0kUCEQCAQCgUAgEAh/O0QDlbKyMlp32L59Oxr44cOHxL94//49PqG5uTmNRjM3N/+4z5mXlyflKdTU1ExNTT08PG7cuCEQCCSeobMH/O9lw4YN6PF1dHTevXsnvXNRURHq/NVXX0nvefXqVTyxBgYGHR0dPbg3fLmdO3d+7HkiEAgEAoFAIHwE+mxHhcvlOvxFTk6O9M5FRUW7du3atWvXs2fPPvYMAABwOJy8vLzo6OhFixZ9/vnnLBarlw/430VdXd2mTZv66mw///wzbldUVKSlpX3s5+uajRs3dhmTP3z48GPfJoFAIBAIBML/EPTOvlBVVV29enWX462srHpw1aKioqCgIAAYNWrUxIkTB/KB1dXVV65cST3y4cOHurq6rKys6upqAGCxWLa2tvHx8XPnzh3IG/u4XLhwwcXFxd7evpfneffu3a1bt6hHmEymjY3Nx36+LigoKPjYt0AgEAgEAoFA+A86DVSGDRsWFhb2sW+v7xkxYoTE5xIKhffv3/fz88vOzm5paXFycsrJyTE2Nv7Y9ztwfPPNNy9evFBRUenNSWJjY9vb2wFg9uzZKSkpAHDlypXQ0FAFBYWP/XzSQIGKiorK5MmTO+szdOjQj32bBAKBQCAQCP9D0Ht/CoSWlpZQKPzYj9NzaDTazJkzHz16tHDhwpSUFB6P5+Xlde/ePRqN9n/jAaUwatSosrKyioqKH3744fjx47051S+//IIagYGBzc3NGRkZ79+/T0xMdHJy+thP2Snt7e2lpaUAMG/evKtXr37s2yEQCAQCgUAgABDVLxGUlJQuXbqEfjtPTU3NzMz82Hc0EBw4cEBdXR0ATpw40ZtKjOLi4kePHgGAgYGBjY2Ni4sLOs5kMj/2I0qjtLQUKSiMGzfuY98LgUAgEAgEAuHf9NmOCgDMmDEjLS1NT0+vqqqqsz6bN28+cuQI/ujh4eHh4QEApaWlo0aNovZ88ODB+fPnU1NTa2pqGAyGoaGhlZWVr6+vxNUkuvSSJUt+/fXXpqamffv2MZnMysrKpKSk7paa6Ojo+Pn57d69GwBOnz49depU6Q84d+7c5ORkR0fH3377rba29l//+ld8fHxFRQWDwTA1NfXy8lqzZg3alklISDh16lRmZiabzf7kk08+++yzXbt2SdRDEwqFSUlJZ86cKSwsLC0tpdPphoaGZmZmmzdvHj9+fB++MvzIx44dc3d3FwqFX3/9dXZ29uDBg3twHhyQuLm5ycnJLV26dNOmTUKh8MaNG1wuV1VVtU/u9t27d3PmzMnOzgaAjRs3HjlyBO969YzCwkLUMDU17cNZ/a9gyvku/pxytrv1/irtb7ZK7+B54p1sZ5JGUuWffTcxhP8+tEy2f+xbIPQXffIPEeGj0OW///9r9Ml/7waGs//UHICrdDkhf8cdlZaWFhcXF1tb28jIyOLi4paWloaGhidPnpw4ccLMzOzbb7/l8/mdjeVwOHZ2dgcOHKisrOzxDbi6uqLGvXv3ZB+VmZk5ceLEQ4cO5efn83g8Npv9559/rl271sfHp6Ojw9vbe+HChQkJCXV1dR8+fCgqKrp69erEiRMTExPFH8HGxmb+/Pm//vprdnY2l8t9//49i8W6cOHChAkTfvjhh/6Y89WrV8+fPx8ACgoKUJDWXYRCIc77QjIMenp6M2fOBIDW1ta4uLg+uc/379/PmzcPRSl+fn69j1KAUkn/PxioEAgEAoFAIPxtkZOy+9EfbN26NTc39/Tp0+jj/v37c3Nzc3Nz9fT00BGBQPCPf/zj8uXLAMBgMJydnXfs2LFp0yZbW1vU4cSJE1999ZXEchGhUOjl5fXnn//+YVVPT69npeHGxsaampoAUFpaWldXJ8uQyspKR0fH2tra1atXR0ZGnjx5cvbs2eiriIiIGTNmREREqKmpbd68mclkHjx4UF9fHz2st7c31blFIBAsX74cSfoOHTrUw8Njz549O3bsmDdvHuoQHBx87dq1Pn8vNBotIiJCWVkZAA4dOvT06dPuniEjIwNtTUyfPn3MmDHo4IoVK1ADxzC9gc1m29nZoXtbv3790aNHex+lwF87KjQabeTIkcHBwTY2Njo6OoqKiqNHj3Zzc7t79+7/1dokAoFAIBAIhL8z9OTkZHd39wG7nra2tra2dllZGfqoq6trYmJC7XDkyBG0j2FjYxMdHT169Gj8FbrV6urq+Pj4ixcvrlq1SuTk9+7dY7PZVlZWBw8etLS07Fn+EgDQaLRx48Y9ePAAAEpLS7W1tbsckpOTo6Cg8Pvvv+NMM29v7xUrVsTGxgLAn3/+aWJicufOnU8++QR96+npaWpqWldXV15eXlZWZmRkhM9z584dAPjss89SUlJQ6QgiOjoapcmdPn36yy+/7PNXY2BgEBwcvH79eoFA8PXXX6enpw8aNEj24dg+hfrntGTJErQDdu/evZqaGl1d3R7fHofDmT9/PrK4+fbbb48dO9YnUQr8taNCp9PNzMzq6+vx8dLS0tLS0p9//nnhwoUXLlygvgsCgUAgEAgEQn8jh7JoxCkuLpbuf0en92V9C4LH44WEhADAyJEj4+LiqFEKAMyZMycmJkZOTg4A9uzZIz6czWYbGRmlpKTY2Nj0OEpBaGhooEZDQ4OMQ7Zv306th6HRaJs3b8Yfo6KicJSCzv/111+jNtXEA28HbdiwQWRl7O7urqurKy8vn52d3U+/8fv6+iJjnKdPnx4+fFj2ge3t7XgTbOnSpfi4lpYW2gvq6OhAHXpGY2Ojg4NDRkYGusnQ0NC+ilLgr/lvb2+vr683NDT08fH58ccf3dzccDXUb7/95uDg0Nra2qeTTSAQCAQCgUCQhtyHDx8+9j38f5KTk9++fQsA69evR8lXIlhbW6NSivz8/JqaGvEOAQEBDAaj93cyZMgQ1GhqapJxyJo1a0SO4AyocePGiTtjjh07FjXa2trwQXl5edQQT8mj0WivX7/m8/k1NTXUZbq5uXmXruqInTt3Sn8EeXn5yMhI5HkSFBSUn58v47MnJia+e/cOABYtWiQSX+Hsrx5rfzU1NTk4OKAQzsvLKywsTGKU0rN54PF4uJwpKCiooKDg5MmTQUFB58+ff/HiRWRkJMoeTE9PRyE0gUAgEAgEAmFgoJ84ceLEiRNSekycOPHzzz8HgI6ODuTdDgDa2tqKioqobW5u/vLlSzMzMzU1tV7eDarNAABFRcXU1FSJffBeR3Z2tngq0Zo1a8QDBgDAxSqNjY0CgQDHA1Q+fPiAq+fxRoqMWlVKSkoiqmUAgHd1zMzMxIdI3PPBImNBQUHV1dUeHh6WlpZ9uHsAAL/99hubzV68eLHEb01NTQMCAgICAtra2pYvXz5lypTU1NTq6moc/iE/RxFwCYqbmxuLxQoPD09JSamurlZSUjIwMKDT6Xw+n8Vi5efnf/rpp7LcZHl5OWokJSU9ePAA/2EAQN/OBo/HCwwMBIBx48YtW7aM+hWNRlu7dq1AIFi3bh0AHD161N/fvz82EgkEAoFAIBAI4nS96po/f/6BAwcA4O3bt8OGDUMHU1JSZs2aJWVUUVERWrx2K2EG/7b93XffddmZy+XKfubGxkbUqKio+PzzzyMiIiwsLMRP6ODggNoTJkxADRkrExQVFaUsoJWUlGS8z0mTJvn7+wcHB/P5/PDw8PDwcCMjI1tbW2trazs7O1SCL8KtW7dk3BZTV1evq6tzdnYWCARSVNG2bt0aGxv7/Pnz7OxsnBmI3+Pdu3dZLBZ19jgczo0bNwBATk4uNDQ0KSkJZ6a1tra+f/8e92Qymd2VFMvKyuro6AAABoPR1tZ25syZNWvWTJ8+vZfzgNsaGhq7du3auHHj8uXLly9fLmVUQ0NDZmam+M4YgUAgEAgEAqE/oI8fPx4LagFAY2PjhQsXAGDo0KFIpbdnK7OioqKgoCAAwHJessBms2XvzOFwJB5XV1dfuXIl9ciHDx9KSkqSk5PRRxaLZWtrGx8fL8ViBf+iL1InMwDs37/f1tY2ICAgKysLAIqLi4uLi8+dOwcAFhYWfn5+rq6u1KCIWvrSJf/617+oImMSUVBQcHR0fP78Ofo4a9asmTNnVlZWRkVFAUBLS4ujo2NWVtbIkSNRh6tXr6IwpqOj4/fff5dy5gsXLgQFBXVrSwRFKREREVwud8uWLQDg4+OTlZUlXujfrXkQgVomJIWSkhISqBAIBAKBQCAMDHRbW9uwsDD8uaysDAUqWlpa1OMDA5LHBYCCggJc4NFdRowYIX7neXl5yCVj8ODBra2tLS0tTk5OOTk5xsbGEk+CoiCsUzzA2Nvb29vbV1ZWJiQk3Lt3Ly0t7fXr1wDAYrHc3Nzi4uKuXr3agwyo58+fBwQEdNmttrb2p59+wh8HDx4cGBhYXFyMAhXUYdu2bbjmBOt9dUl5eXl6evq0adO6ddsRERHr1q1rb29HdSM5OTmhoaHff/99H044ClRUVFQmT54s/m1paWlFRQUAtLS09OFFCQQCgUAgEAhS6EbCvZaWVn8bSujo6KBGbm5ujwMV6RgaGg4fPjwlJYXH43l5ed27dw+v+PEDBgYGogylOXPm9OvzSkdfX9/b29vb21soFObm5kZFRUVGRrLZ7Li4OCaTiV0pS0pKpKQ8CYXC2trawsLCO3fu/Pbbb9TC/c44duwYj8cDAHV19YaGhsTExJ9//hlnWykqKvJ4vMuXL+/Zs2f06NGVlZWommjQoEGofMXf33///v3UEzY1NWlra6Nznjx5sluBioWFBSoRGTRoUHh4+IwZM9ALWrZsmUginPR5oKKpqYmTGKuqqlpbW0tLSwFg3rx5V69eFe/v4eERHR0NALIIVRMIBAKBQCAQ+oS/V2XwtGnTjh8/DgCPHj1ycnKS2Cc6OrqsrGzQoEH+/v5IqrhbyMnJXbp06dNPP+VwOKmpqZmZmbh+HfHmzRu8n+Dl5TXAM8BkMhsbG+Xl5T09PXEEhXxdDh8+PGfOnAULFgBAWloaDlScnJxevnzZVzcgFAp//fVX1A4NDUUe8xs2bLh58yY6qK+vX1BQ0NHRcePGjQ0bNuB9lcGDB6NAZe3atSLnHDJkiJ2dXXx8PABcu3YtMjJSdocWquSAtbX12rVro6Kimpub/fz8RIwvZZ+HHTt27N27F7U3b94cExOD2liPWGRCnj17htridU3/7bDWvJDe4ZDZit5fZeubrdI7PFWe2ftbNdj+Wx/PDoHwv02X/6frEw6ZVXTZJwd6rm7/v8mINeO67PM6+pX0Dvs0B+Lf//81zv7zI+Tp/J3pckK6t9CfMWMGMvCW0ofD4dBoNFyVjoTCXr58iU0eqZw7d87Y2FhZWVlDQ8PCwuLevXtoYRoaGoqSbUQubW9v7+npGRQUdOHChVGjRtFotLt373Z3UnR0dPz8/FD79OnT1K+srKx0dXVR3tfcuXPRwnTu3Lk0Gm3hwoX4AU1MTJSUlNTV1adPn05VSU5ISFi4cKGOjg6DwRgzZoyLi0tn9yAUCnNyclB71apVmpqaU6ZMcXd3DwsL8/HxWbdu3YsXEv4LMXz4cNSQXTS5u5SUlBQVFQGAqampq6srCtUaGhrwjGGltcTERKFQiPW+kFyBqampxGy6f/7zn6jR3NyclJTU49s7ePAgKoWPi4uj0WibNm3q5S4ftZxJxHsUce3aNRSoTJ06VfpfPoFAIBAIBAKhD/k4Oyo4Aen+/fuo0dLS0tDQ8OTJE/SRx+MtXryYyWSKrB0fPXqEasFlrH7uDFdXV5TchfWIOzo6UlNTcQW5srKySAwDf4UHTU1NyGCEx+Nhf0YA8Pb2joiIwB+LiorQil8cDofj6OiIJXdbWlpaWlrev3+PbNcR27Zti4+Pp+48tLW1IX0CALC0tMTHJYY01GtRBYWXLVuWkpIipT8+m52dHQAcOnQoISHh9evX+N40NTWVlJRaWlpevnz57NkztIkxZMgQNDlolDizZ89GIsUAwGQy0b4QALDZ7MePH6O2jY0NLlLqDDk5ORUVFSQeraqqumfPHrzvJH0eOsPe3h7ffEpKytKlS5GNDAAIhcL4+Hhvb2/0sbt6ZQQCgUAgEAiE3tD3gYqKikpmZuaDBw9QaYGOjk5tba2xsTGW/xIIBHjNR6PRJk6c+Mknn+jr6+fk5OC4BQCePHkyceLEBQsWmJubMxgMFJlglWGEnp4eNkiRkerqarT0RFX1paWlq1atamxszMrKwnsjNBrt5s2bhoaG1IGVlZW5ubkAoKSkdPz48ba2titXruBFP4fDiYiIUFNT8/T0nDRpUlVVVVhYGJYApv7qLxAIli9fTjUGWblypaGhYUZGBnWr4fbt22PGjFm8eLGurq5AICgrK7t+/XpdXR0A6Ovru7u7y/i8Q4cOpX7Eq/DOwBHgiBEjAEBNTe3kyZPOzs64A41G09bWLisrq6qqQpUbAGBubo7iDTRKHDqdrqmpWVtbCwDXr19vampClpp5eXl4862wsLAzbQMEm822s7PDW21cLnffvn0i9TDdRUFBwdra+s6dOwAQGRl57do1BoPR2NjY2tpKp9NxRL1lyxbkNEogEAgEAoFAGBj6PlCRk5MzMTHBiV7III/BYODNgSNHjuCdE6FQ+PTp06dPn5aWlo4aNSo5Odnd3R3bSra1tcXFxcXFxYlcwsrK6uDBg5aWlhI9E6XDZrOp+x4AcPHiRZE+w4YNmz17tsjBnJwc9OO9uro6KsPw9vZesWJFbGwsAPD5fBMTkzt37mCRXE9PTxMTk/r6evjPTK2cnBy0LDYwMEAiyEuXLkWRQHR0tIeHBwDIy8sLBILy8vJjx46J3MaECRNiYmJEwo8+BN0wUIw1Fy1atGzZMvSY+Cv0fi9duoSOGBoaokAFjxJnxIgRKFBpaWmJj49ftWpVt26Mw+HMnz8fbey4uLjExsYKBIKQkBBXV1eJtSWyg/Z5ENjoEwCwjrOpqen27dv7acIJBAKBQCAQCBKRO3HiBI0C3kYoLi7uDxNuHo8XEhICANra2tOmTVNRURkyZMjYsWPRL/1z5syJiYlBJfJ6enpI2YnBYAwbNgzvnBgZGaWkpNjY2PQgSukMVVXVsWPHurm5IQnjzkq9RUoUaDTa5s2b8ceoqCiqlYeGhsaaNWtQm+pNibPF8E4Cxt3dXVdXV15eXlNTMzAwcObMmaNHj2YwGFpaWpMnT162bFliYuKzZ88kllL0Fc3Nzfj+8cHQ0FDqRyzZjKKakSNHqqmpiY8SQUtLC7dxCb6MNDY2Ojg4ZGRkAICvry+Tydy4cSMA8Pl8X1/fXpapUNMIFRUVVVVV5eXlFRQU8B9Ybm7uggULumVdSiAQCAQCgUDoJdKK6QUCAe0/QQlL1dXV+Aj+pVkoFO7cufP27dtnz56lmpGLkJyc/PbtWwDYvHnzn3/+yeVyGxsb8/PzccqQtbU1yrGprq4+duxYRUVFa2trXV0dtooPCAhgMBgip3348CHKy+oZNBpNTk6uSw2x3bt3izwg1lAeN26cuBUg/qUfl5IDgLy8PGro6ekJhUKhUIgTq2g02uvXr/l8fm1t7a5du1JTU4uLi1tbW3V0dJ48eRIbG2tvby8nJ0frnJ07d/bg8ZcvX/7u3TvURiLCAEDNqdPR0UlPT8cf8VcZGRlCobCyshIv4lVUVJDHC8LAwAA5NoqMunXrFmpPmzZNKBRev34d/lPgi0pTU5ODgwMK8Ly8vMLCwmg0WkhICJq91NRUtNNlbm5Okw3qLPF4PJyhFxQUxOVyORwOn89va2traWmJjIxEt52eno4CbAKBQCAQCATCwED/5ptvqJ8bGxvFU6FkoaOjA28RSCnXxrUZKSkpL1++nDFjhnhZAv5VPjs7G2tMYezt7ft8FjgcDofDycvLQx+p1ecYRUVFlJeFbn7WrFlAWVubmZmJD5G48sZqyEFBQdXV1R4eHpaWlj1wb+xD6urqNm3adP78eeo9SxEWwxtEOGKkjqL6P1ZUVKSlpdnY2Egchamvr6fT6eLvGgDa29upwgMA0LdzxePxAgMD79y58/jx48DAwMDAwM56hoSE+Pv798c2I4FAIBAIBAJBHHp4eDj1c1lZGQpUVFVVkYcGlWvXrtXU1CgrK+OkJisrq99+64Z9Af71+vbt2wCAFsedQc2Y+vft0unYqq9nqKurI0XauLg4ZPfu7OwsFAqzsrJwbUx9ff3du3fnzp1LHYiMDjs7rZKSkow3MGnSJH9//+DgYD6fHx4eHh4ebmRkZGtra21tbWdnJ2JiiLh165aMVoZIurcHXLhwwcXFxd7eHutuSdkWw1+hgngAwKMqKirwbgmCyWSiQEV8FAB0dHSUl5efOXPG2dkZ7zVRycrKQnsyDAajra3tzJkza9aswe6TvZ8lDQ2NXbt2ZWZmdjmqsbExMzNTfN+MQCAQCAQCgdAfdPrz8LBhw8LCwkQOPnv2rKamRk1NjfrVjh07ZL8em82WvTPyMxG5qx6YPFIZMWJEWFiYUCjENn9nz57V1NQUCoX37993dHRsbm4WCoVOTk45OTnSRah6zP79+21tbQMCArKysgCguLi4uLj43LlzAGBhYeHn5+fq6krdN6CWvvQf33zzzYsXL3AcKCVQwRXneO8Lj/rjjz/QftTs2bPRxtqVK1dCQ0MVFBTERwFARkaGlZWVtbX10aNHJV4LRSkRERFcLnfLli0A4OPjk5WVJV5H1JtZQmUqKioqkydPFv82NzcX6a2VlJSQQIVAIBAIBAJhYOjVop+KvLy88C9QWpRERIwyzp07J+wccWP4XkYpmKKiIlQqY2xsjErDaTTazJkzcSUMj8fz8vKiVmnTaDRZHlBG7O3tMzMzKyoqTp06tXTpUlyiw2Kx3NzclixZ0ssC8W4xatQoAKioqPjhhx/Gjh2LDiKFLnGEQiGqodfR0cE19HgULmUJDAxESW7v379PTEzs6OgQHwUA48ePr62tffjwoRQvxYiIiHXr1vn5+ZmbmwNATk5OaGhoHz5+e3t7aWkpAMybNy9VEvjvsKWlZcBeCoFAIBAIBML/OAOdcK+jo/OxHxkAAPupz5kzh3ocBUJycnLI/zEzMxOXlPQH+vr63t7e3t7eQqEwNzc3KioqMjKSzWbHxcUxmUxXV1fUraSkRMakJk1NzR6kxh04cMDHx6ehoeHEiRPW1tboILbCFKGhoQGVr6CwAYHbKJvOwMDAxsbGxcUF6XQxmczhw4eLjwIAZWVl6SaPFhYWyJBn0KBB4eHhM2bMAIDAwECkCEft2bNZqqqqKiwsRErEnckc45xAbW3t7s4tgUAgEAgEAqFn9GWgMmPGjLS0ND09vaqqqs76FBcXUz96eHigCnXko4IORkdHl5WVVVdXd3R0/PHHHzU1NQwGAyUUUS0vxC+N2h0dHf7+/kwms7KyMikpSaTUBADevHnz008/obb4pg0AKCsrI2fJ06dPUwMVKQ+YnJwMALW1tf/617/i4+MrKiqQqjK1T0JCwqlTpx48eNDS0qKhoWFjY7Nr1y60cKfRaOPGjTt8+PCcOXOQa/vly5fj4+MLCwtLS0ubm5uxp4d0duzYsXfv3u6+OB0dnWPHjrm7uwuFwsDAQENDw9LS0qdPn1ZXV2ObTursoQZVXtnIyGj06NElJSXoo5ubm5yc3NKlSzdt2iQUCm/cuIFlr8VFmaVDFSSwtrZeu3ZtVFRUc3MzSvTauHHjkSNHUJqck5PTy5cvuztLmzdvxkmASJxaBKFQ+OzZM9S2sLDo7tz+zbGINpfeYeuagUg7ZK158bFngkAgiNLlvw99Qgws6LrTdrePPRl/L9rfbJXe4XX0od5fZce7yx/7QQn9hSxpO11qFw1M7k+fpX7JCI5GOqOoqMjT0zMoKOjs2bNRUVHFxcUtLS34V/za2tpvv/22s3AFUV5efuDAAVy1L0JHR8eKFStQ9cvcuXMlLj1xZXxnuwoSyczMnDhx4qFDh/Lz83k8HpvNLiwsRF8JhUJvb++FCxcmJCRwuVw+n19XV3f16tWJEycmJiZSTzJ8+HDUSEhI+PXXX7Ozs7lcroxRSm9YvXo1UoUuKCjAu17Yz5EK2l6Qk5NbvHgxPkij0b766ivq2QBAT09v5syZANDa2oqkwERG9YDt27fjmnsnJyccpfQYpKyAkGhQc+3aNRSoTJ06VUp+GoFAIBAIBAKhb6FXVVX16/JLJKgIDAxsbGzECrYbN25EiT3ol/vq6monJye8LmcwGA4ODmZmZjwe7+zZs0gE7MSJE1VVVXFxcZ2tUHEhgZ6eHtUMBFFaWoocV5SVlU+fPi15Uuh0TU3Nd+/elZaWoirqLmlubnZ0dHz79u3q1atnzZrV1tZ25coVLNPs7++fn5+vpqbm6emZl5eHddIEAoG3t3dxcTFafLe1te3atQufc+jQoV9++eXo0aNbW1szMjKSkpLQ8atXr3755Zd9+5poNFpERISZmVlzc3NmZiaS2Nq9e7ednR2u20Ggt+Dq6jp69Gjq8ZkzZx46dAgA5OXlsTzaihUrUlNT4a+UMPFRbDYbWdoDgI2NjfQ0MDab7eLigv88cnJyeDwejipfvOjJr/L29vZYz+2XX365devWnTt3CgoKuFyurq6ugYHB06dPUc/du3f37ZwTCAQCgUAgEKRAT05Odnd37/Pz4uUjkvlis9lcLldVVVVbW/vUqVN//PFHRUUFABw/frysrMzc3JzBYLx69erq1attbW1ooI2NTXR0NF7Xpqenp6WlycvLCwSC+Pj4ixcvrlq1SvIj0ekLFizQ1taWl5c/d+7cuXPncLU0ACBrQmVl5Zs3b+J8JHHGjRv34MEDAMADpdPQ0KCgoPD777/jTDNvb+/p06ejVXh+fr6JicmdO3c++eSTFy9e3Lp1C9sglpeX//DDD2pqamVlZdevX8dxkbm5+f3796lCutHR0ShN7vTp030eqACAgYFBcHDw+vXrBQLBiBEjKisrGxsbra2tfXx8LCwsioqKcE89Pb0DBw6IDMeqxAKBAI9qaWlBIgQAMHz4cPFReXl5OBmssLBQiswah8OZP38+i8UCAF1d3ZqamrKysr179+7fv783T62goGBsbPz8+XMAEFEeKy0txW//u+++QztOBAKBQCAQCISBgZ6dnS3xi+Li4s62LJAzvby8vJQUrAkTJqipqbHZbBR4VFdXv3//XlVVFQCUlZUPHTq0YsUKAODz+XFxcXFxcSLDR44cGRcXh/S4qGhoaLx7966jo2PPnj2dBSp8Pv/GjRtSnnnKlCkREREShWipF0INLKrbJdu3b6fWw9BotIULF+LtgqioKFRWYW5uHh0d7evrix0V0UaECN9//72IKYq7u/sPP/xQV1eXnZ0tFAr7wyPS19f30qVLf/75Z2Vl5bx585KTk5uamkQc2ZWVlW/fvi1iztje3n758mUAoNPpHR0d4qMAYPXq1RItHWWhsbHRwcEBleb7+vquW7fOwsJCIBCEhIS4urp2VgQvI7JIZmdkZLS2tkp08CQQCAQCgUAg9AdyMgoldRc1NbXffvttxowZSEdLQUFBQUEBfzt06FDUmDp1qr6+Pqo7nz59OqojB4D169eLRynoPOiH7fz8/JqaGtnvB5sMfvLJJ48fP5YepVD7SzFoFwGbYGLwulxfX5/qv7F69ery8nJnZ2f0cdCgQVpaWpMnT162bNn69evRQfF6fRqN9vr1az6fX1NTQ41SzM3NabKxc+dO6Y8gLy8fGRmJ3tT9+/djY2PXrl1raGjIYDDwK5s7d+748eNFBiYmJr579w4Avvzyy/T0dDxKXV0db1t1q+CHSlNTk4ODw59//gkAXl5eYWFhn3322caNGwGAz+f7+vqiHZuezQOPx8PlTPPmzZs9e/bo0aMVFBTU1NQmT568YMEC9JeQnp4uHnoRCAQCgUAgEPoP0WJ6KYJdIggEAhqNtn379hcvXgiFwidPnqDNh9bWVuQVaG1t/eDBA2TMR6PRsFUIFR8fn4qKitbW1rq6urS0NFwOoaioKOJlsXfv3pSUlF9++QXvdUjcC3rz5o1ESxas7FRRUUGn00VWrmpqaqamph4eHlu3buXz+VVVVc3Nzai/qqrq3bt3hULh69evRR4QAAYPHowEjpWUlMR1AnCh9rRp00S+0tDQWL58OWrHxsbW19ezWKyYmBgc7QQFBfn4+GRkZPStqEJiYiKakJEjR/7xxx/o4OLFi1GYAQCmpqYBAQEA0NbWdvTo0TNnzpSUlLS2tl69ehV1QCaVImC5Zzc3t/Ly8qioqNLS0ra2NhUVlSdPnjAYDABgsVj5+fkiA6dNmyYUCq9fvw7/KfCFaW9vd3R0xJJu8JcMRUhICHqQ1NTU3mwu8Xi8wMDAwMDAmJiY33///d69e8XFxW1tbQ0NDSwWKyEh4V//+hfqefToUekqDgQCgUAgEAiEPqTP5Im5XO6rV68A4N27dzk5OdItEVFpNQCgShUM/m37u+++k+WKog9Dp/fARQQAOBwOh8PJy8uLjo62sLCIiIjAoQjOv5L+gIqKilKWy7hip0smTZrk7+8fHBzM5/PDw8PDw8ONjIxsbW2tra3t7OxEnEMQt27dknFbTCSXDMNmszdt2nT+/Hn0cevWrbGxsc+fP09LSzt16tQ///nPLmcP5drJyck9f/4cBy0AUFFRsWPHjhEjRqBiDyaTKbEkvb6+nk6nS0wMy8rKQvU8qL7/zJkza9asmT59el/Ng4aGxq5duzZu3Lh8+XIcOkqkoaEhMzOTONMTCAQCgUAgDAydBipycnI+Pj5dju/Zuq2zQEWWagEMkhimMmzYsC6t6+Xl5b29valHPnz4UFdXl5WVhYR3WSyWra0t2ggCABGVqgFg//79tra2AQEBaO+iuLi4uLj43LlzAGBhYeHn5+fq6koNilDpSy+5cOGCi4uLvb09ACgoKERGRk6bNq2jo2P79u0LFy40MDCQMvbq1atIogA52Ih8e/LkSdy+ePFiUFAQ9eY7OjrKy8vPnDnj7OyMdYepoCglIiKCy+Vu2bIFAHx8fLKysvAL6pN5KCgokKVbSUkJCVQIBAKBQCAQBoZOAxV5efmwsLABvhusTltQUDBmzJjuDu8ySgEAOp0u8bmEQuH9+/f9/Pyys7OxwLGxsbHEUpn+xt7e3t7evrKyMiEh4d69e2lpaSi0Y7FYbm5ucXFxV69e7fNi+m+++ebFixdI0NnS0nLTpk2HDx9uamry9vbGil4SwWLTXVJcXJyenk5NhMvIyLCysrK2thZR3KISERGxbt269vb28+fPv3jxIicnJzQ09Pvvv+/DZ0eBioqKisTipdLSUhRR4z8MAoFAIBAIBEJ/02epX1paWtbW1si4XXrelxSw1WBubm4PApXeQKPRZs6c+ejRo4ULF2L/E1R/0ocP2C309fW9vb29vb2FQmFubm5UVFRkZCSbzY6Li2Myma6urqhbSUmJjClPmpqaElPjhg8f/ubNm4qKih9++OH48ePoYFBQUFxcXHFxcWJi4s8//yxuUY+orKxETilKSkp1dXV2dnaPHj0CgNTU1K1btyKdrvj4eCaTGRsbCwC//PILNVAZP358bW2ttrZ2Z/dsYWGBnHYGDRoUHh4+Y8YMAAgMDFy2bJlIIlzP5qGqqqq1tRVlps2bNw+X4lDx8PCIjo4GACn3SSAQCAQCgUDoWwbamV46eAmLFrsSiY6O3rVr1759+7AVSR+ipKT0008/4c0KibUQ/QqTyQwPDz9z5gy1hp5Go40bN+7w4cMXL15ER6jF5U5OTqay8dNPP0m86Lp161DZxokTJx4+fIin4syZM6i9YcOGt2/fdnbDqOHs7PzmzRv04gwMDGxsbFxcXHAfXP4RExPT3t6OhysrK0tf/VMr7K2trdeuXQsAzc3Nfn5+Ij17Ng+bN28eM2YMMpGUKHMsFAqRMz0AWFhY9P+fAIFAIBAIBAIBoA93VAAAuea9efNGSp/NmzcfOXIEf4yMjIyMjASA0tLSUaNGzZ8/H9mEh4aGTpkyJTExMTU1taamhsFgGBoaWllZLVy40NPTUyAQODs7UxO90KVRBXxTU9O+ffuYTGZlZWVSUhLV26RLmpubv/vuOxwk3L9/383NTfoDIufyxsZGAKitrf3Xv/4VHx9fUVHBYDA+/fRTas+EhIRTp05lZmay2exPPvkEy5dRiY6Ovnv3LgB0dHTcvXu3sLCwtLSUTqcbGhqamZktXLgQdZNdNFkW1NXVjx075u7uLhQKv/766+zsbBQezJ4928vL68yZMw0NDXv37hUfKBQKcen8ypUrcdDi5uYmJye3dOnSTZs2CYXCGzduhIaGqqioNDY2vn37NikpCetQd5eDBw/GxcU1NDTExcXRaLSNGzceOXKkN1lwK1euxIpwJiYm4h2uXbuGApWpU6eOHDmyD6f9vwKD7b/1/iRlwY4DcKuj/BMG4CoEAmHgGbGmV2ZZ/11omWzvss/bvC7+ZZblX92B+TdTy8R8AK5CECHL/bn0DlPOj+/yJBbR5r0/Se/py0Cl92hqanp5eYWGhvJ4vKVLl+LjLS0tDQ0NT548OXHiBDri6ekp8QwcDgd7bnSLjo6O1NTUjRs35uTk4IPdsv7IzMx0cnLCYQyPx0tPT0dtoVDo7e0dERGBO1ON3qlMnjwZBSoiFf/v379nsVgXLlxAHy0tLfFXL1686P3Mr169+uLFi3fu3CkoKNi9eze2ez906FBCQsLr168lXuXZs2cvX74EAA0Njblz5yJvE3Q2ANDT05s5c2Zqampra2tiYuKiRYtQVMNkMnGgwmazsSemjY0NLlLqDDk5ORUVFaQTraqqumfPHhyl9Gwe7O3thwwZggK/lJSUpUuXYsMfoVAYHx+PX4REvTICgUAgEAgEQj9B79vf5rtk69atnp6eUVFRyD5v2LBh69evV1BQQDXcALBnz57IyEhsY6Krq2tkZCQUCgsLC+vq6tBBIyOjzn6S9/LywlGKnp4ePi2Gz+eLxADt7e319fVZWVnYQVJZWVleXp7L5ZaWltbV1clSmSAQCBwdHd++fbt69epZs2a1tbVduXIF17rcvn27vr5eTU3N09Nz0qRJVVVVYWFhWIuZmsO2atUq5BACAHJycqampnp6eu3t7YWFhdjiRktLy93dvW/fC41Gi4iIMDMza25uPnTo0NKlSydNmgQAampqJ0+exN6UIuDtlKVLlz579qywsBAApk+fjuuLVqxYgSpYfvnllw0bNqD+169fb2pqQkaKeXl5Dg4OqHNhYaGxsbGUm2Sz2XZ2dlgpjsvl7tu3D8dUPUNBQcHa2vrOnTsAEBkZee3aNQaD0djY2NraSqfT29raULctW7Ygp1ECgUAgEAgEwsBAl93hsU/Q1tbW1tb+/PPP0cf6+npkL7hs2TKkrxUeHo6jFACoqakRd6AvLi6+ePHiqlWrRI6j8MDKyurgwYOWlpYSDQQFAgF1Z0OcKVOmREREbNiw4cGDBwBQWloqY6DC4XB+//13nGnm7e29dOlSVJxdX19vYmJy584dLKHr6elpaGiIrGBwAIbOgxPPOjo6Xr58ibYsqJiYmGCf+D7EwMAgODh4/fr1AoHg66+/Tk9PRxLAixYtWrZsGSqFp8Ln83HNzMqVK7H2FzWIWrJkybfffsvn8+/duxcZGammpsZms1taWuLj48Vfn3Q4HM78+fNZLBYAuLi4xMbGCgSCkJAQV1dXibUlskO1cUR7NfhdoIapqen27V3vxRMIBAKBQCAQ+hC5zoqk29vbaVKh03ueNoYzfAYPHjxkyJCxY8eifBsej4d2WkaOHPnzzz8jZScGgzFs2LDp06f7+PhcvnwZlabs2bNH/LQdHR1GRkYpKSk2NjYSo5TOUFVVHTt2rJubW3x8/OPHjydPnowLSKgrV+ls376dWg+DKijwx6ioKKrRh4aGxuzZs1Ebu8oAAN4OcnZ2njlz5ujRoxkMhpaW1uTJk5ctW6ahoSEvL19UVNS3dvUYX19f5BPy9OnTw4cP4+OhoaHiodG9e/dQntvIkSM///zzy5cvAwCDwaDm7Glpac2bNw+9mqtXry5ZsgQdx9UsMtLY2Ojg4IA0xHx9fZlMJppbPp/v6+vby9mgmqgoKiqqqqrKy8srKCjgP6Hc3NwFCxYgrxgCgUAgEAgEwsAgh/ReMb0pFx4/fjwADB8+nHoQJfN0ltJz6tSpxsbG/Pz8ESNGAEBycjIKnNavX+/q6hoTE1NRUdHa2lpXV5eWlnby5Mnly5ejDJz8/HzqTgu6NAAEBAQwGAzxC2HfRjMzM6EYHA4nPz///PnzTk5OyHYQJSbBf5atS3xAlCIFAGvWrBG5qJmZGWqMGzdO3CgQ51NRvTuw6aGFhUVqampxcXFra2t9fT2LxYqJiXn37h2fz6+pqaGWj5ubm9NkY+fOndQbmDlzJmpMnDgRXz0yMhIFjUFBQfn5+ei4jo4Ocp8EijKbnZ0dmr3Kysrff//93bt3ALBo0SKq7zsArFixAjWYTObZs2fREGzMMm3aNKFQeP36dfhPgS9sMTlr1qympiZcd+Tl5RUWFkaj0VCCnFAoTE1NRbPRs3ng8Xg4By8oKIjL5XI4HD6f39bW1tLSEhkZibIH09PTUQhNIBAIBAKBQBgY6CdOnMAV6hKZOHEiytTq6OhA3u0AoK2traioiNrm5uYvX740MzNTU1Pr5d1g1V1FRUVU2yAO3uvIzs7W1dUV+XbNmjXiAQMA4GKVxsZGgUAg0QT9w4cPuHoeb6SoqqrKcudKSkqjRo0SOYhX3jhikfgtlalTp6JGUFBQdXW1h4eHpaVln3s7SsHU1DQgICAgIKCtrW358uVTpkxJTU2trq7G4R9VXBiDi1Xc3NxYLFZ4eHhKSkp1dbWSkpKBgQGdTufz+SwWKz8/X0QJDVFfX0+n06lvs7y8HDWSkpIePHhAlWPu29ng8XiBgYEAMG7cuGXLllG/otFoa9euFQgEyMjl6NGj/v7+vdlIJBAIBAKBQCDITterrvnz5x84cAAA3r59i23yUlJSpJseFhUVocVrtxJm8G/b3333XZedUYGHjCD5YACoqKj4/PPPIyIixD0xuFwuLuyeMGECaojsD3SGoqKilAW0kpKSjPc5adIkf3//4OBgPp8fHh4eHh5uZGRka2trbW1tZ2cnYnGIuHXrlhSjw3379iGzQtTet2+feJ/nz59T3+bWrVtjY2OfP3+enZ2dnZ2NDuL3ePfuXRaLRZ09Dodz48YNAJCTkwsNDU1KSsK5WK2trUgzGsFkMkW0szo6OsrLy8+cOePs7CwxeszKykJiAwwGo62t7cyZM2vWrJHobyN9HqhQ36mGhsauXbs2bty4fPlybPYikYaGhszMTPGdMQKBQCAQCARCf0AfP368ra0t/tzY2Ig0cIcOHYq8z3u2MisqKgoKCgKAzhzNJcJms2XvzOFwJB5XV1dfuXIl9ciHDx9KSkqSk5PRRxaLZWtrGx8fL8ViBf+ij3PGBoz9+/fb2toGBASgbKvi4uLi4uJz584BgIWFhZ+fn6urKzUoopa+iEOt1JcRBQUFR0dHZBoDALNmzZo5c2ZlZWVUVBQAtLS0ODo6ZmVl4SzBq1evojCmo6Pj999/l3LmCxcuBAUFUW8+IyPDysrK2tr66NGjEoegKCUiIoLL5W7ZsgUAfHx8srKyUKE/FenzIB1qmYoUSkpKSKBCIBAIBAKBMDDQbW1tw8LC8OeysjIUqGhpaVGPDwy4yL6goABL3HaXESNGiN95Xl6eqakpAAwePLi1tbWlpcXJySknJ6ez4hkUBRkbGyMtsgHG3t7e3t6+srIyISHh3r17aWlpqOCexWK5ubnFxcVdvXpVxgwotARXUVGhVsIgioqKUC6fiHtJbW0t1bt98ODBgYGBxcXFKFBBHbZt24YL4rHeV5eUl5enp6fjKhcAGD9+fG1trXRdtYiIiHXr1rW3t58/f/7Fixc5OTmhoaHff/99H064lFkCgNLSUqSJ3NLS0ocXJRAIBAKBQCBIoRsJ91paWv0kNoXR0dFBjdzc3B4HKtIxNDQcPnx4SkoKj8fz8vK6d+8eXvHjBwwMDEQZSnPmzOnX55WOvr6+t7e3t7e3UCjMzc2NioqKjIxks9lxcXFMJhPtdwFASUlJZylPfD6/tLQUAKZNmxYaGqqpqYmT9wBgw4YNKCAR2TU6duwYj8cDAHV19YaGhsTExJ9//hlnWykqKvJ4vMuXL+/Zs2f06NGVlZWommjQoEGofMXf31/E26SpqUlbWxud8+TJk9RARVlZWbrJo4WFBSoRGTRoUHh4ONJ+CAwMRIpw1J5S5kEE6jxUVVW1traiWZo3bx6SkxbBw8MDpc/JIlRNIBAIBAKBQOgT/l6VwdOmTTt+/DgAPHr0yMnJSWKf6OjosrKyQYMG+fv7I6nibiEnJ3fp0qVPP/2Uw+GkpqZmZmbi+nXEmzdv8H6Cl5fXAM8Ak8lsbGyUl5f39PTEERSNRhs3btzhw4fnzJmDnC7T0tJwoOLk5CTutSJCUlKSqanpjh079u7dK72nUCj89ddfUTs0NBR5zG/YsOHmzZvooL6+fkFBQUdHx40bNzZs2ID3VQYPHowClbVr14qcc8iQIXZ2dvHx8QBw7dq1yMhI8cStzqBKDlhbW69duzYqKqq5udnPz+/atWvUnrLMA4I6D5s3b46JiUFtiX4sQqHw2bNnqC1e1/TfzohvFkjv8HZjF2e4Fl/U5VWexP/UZZ8+YJFx789BIBD+hvzz5oSPfQsDyM1bvT/HKEjosk+Xs3riHzm9PAMAPDi6oMs+XbJr9Ijen+Rvwq6S170/SZc4fbNNeocR0AfvpeuHleHFdTkh3Vvoz5gxg0ajSZcw5nA4NBoNV6Wj5KKXL1+WlZWJdz537pyxsbGysrKGhoaFhcW9e/fQwjQ0NBQbkFMvbW9v7+npGRQUdOHChVGjRtFotLt373Z34nR0dPz8/FD79OnT1K+srKx0dXVR3tfcuXPRwnTu3Lk0Gm3hwoX4AU1MTJSUlNTV1adPn05VSU5ISFi4cKGOjg6DwRgzZoyLi0tn9yAUCnNy/v1PwKpVqzQ1NadMmeLu7h4WFubj47Nu3boXL16Ij8LKyFTR5L6lpKSkqKgIAExNTV1dXVGo1tDQgGcMa3MlJiYKhUKs94XkCkxNTSVm0/3zn/9Ejebm5qSkpB7f3sGDB1EpfFxcHI1G27RpUy93+ajlTCYmJuIdrl27hgKVqVOn9ka8m0AgEAgEAoHQLT7OjkpbWxtq3L9/HzVaWloaGhqePHmCPvJ4vMWLFzOZTJG146NHj5BfuIzVz53h6uqKkruwHnFHR0dqaiquIFdWVhaJYeCv8KCpqQkZjPB4POzPCADe3t5Uz/uioiK04heHw+E4Ojpiyd2WlpaWlpb3798j23XEtm3b4uPjqTsPbW1tSJ8AACwtLfFxiSEN4ujRo5s2bQKAJ0+eYL8X6eCz2dnZAcChQ4cSEhJev36N701TU1NJSamlpeXly5fPnj1DmxhDhgxBk4NGiTN79mwkUgwATCYT7QsBAJvNfvz4MWrb2NhITwMDADk5ORUVFSQeraqqumfPHrzvJGUepGBvb49vPiUlZenSpchGBgCEQmF8fLy3tzf6KKJXRiAQCAQCgUDoV/o+UFFRUcnMzHzw4AEqLdDR0amtrTU2NsbyXwKBAK/5aDTaxIkTP/nkE319/ZycHBy3AMCTJ08mTpy4YMECc3NzBoOBIhOsMozQ09PDBikyUl1djZaeqKq+tLR01apVjY2NWVlZeG+ERqPdvHnT0NCQOrCysjI3NxcAlJSUjh8/3tbWduXKlZSUFPQth8OJiIhQU1Pz9PScNGlSVVVVWFgYVlum/uovEAiWL19ONQZZuXKloaFhRkYGdavh9u3bY8aMWbx4sa6urkAgKCsru379OpLw0tfXd3d3l+VhCwsL0eOMHDkyODj41q1bBQUFXC5XV1d3xowZErdlcASILDjV1NROnjyJvSnR2bS1tcvKyqqqqrDwsbm5OYo30Chx6HS6pqZmbW0tAFy/fr2pqQlZaubl5eHNt8LCws60DRBsNtvOzg5vtXG53H379onUw3QXBQUFa2vrO3fuAEBkZOS1a9cYDEZjY2NrayudTscR9ZYtW5DTKIFAIBAIBAJhYOj7QEVOTs7ExAQneiGDPAaDgTcHjhw5gndOhELh06dPnz59WlpaOmrUqOTkZHd3d2wr2dbWFhcXFxcXJ3IJKyurgwcPWlpaSvRMlA6bzabuewDAxYsXRfoMGzZs9uzZIgdzcnLQj/fq6uqoDMPb23vFihWxsbEAwOfzTUxM7ty5g0VyPT09TUxM6uvr4T8ztXJyctCy2MDAAIkgL126FEUC0dHRHh4eACAvLy8QCMrLy48dOyZyGxMmTIiJiRk6dKgsD4uiDjqdbmZmhu4EUVpaisrHxcHdsLHmokWLli1bhh4Tf4Xe76VLl9ARQ0NDFKjgUeKMGDECBSotLS3x8fGrVq3q1ovjcDjz589HGzsuLi6xsbECgSAkJMTV1VVibYnsoH0eBDb6BAC0dwcApqam27dv780lCAQCgUAgEAjdRe7EiRM0Cngbobi4uD9MuHk8XkhICABoa2tPmzZNRUVlyJAhY8eORfk2c+bMiYmJQSXyenp6SNmJwWAMGzYM75wYGRmlpKTY2Nj0IErpDFVV1bFjx7q5uSEJ485KvUVKFGg02ubNm/HHqKgoqpWHhobGmjVrUJvqTYmzxfBOAsbd3V1XV1deXl5TUzMwMHDmzJmjR49mMBhaWlqTJ09etmxZYmLis2fPJJZSSAQFKu3t7fX19YaGhj4+Pj/++KObm5vIyp4qltXc3IzvHx8MDQ2lfsSSzSiqGTlypJqamvgoEbS0tHAbl+DLSGNjo4ODQ0ZGBgD4+voymcyNGzcCAJ/P9/X17WWZCjWNUFFRUVVVVV5eXkFBAf+B5ebmLliwoFvWpQQCgUAgEAiEXtJt1SwpPHz4UCgUVlVVUQ/u3btXKBTi+oHk5OS3b98CwObNm//8808ul9vY2Jifn49ThqytrZEEbXV1dWxsbGVlZVtbW319PU76ev369cSJEz08PG7cuIF/83748CHKy0J8+PAh8S+QM7qJiYnwP8G/6F+5coXD4eTn558/f17KOhsA/vjjD5EHxBrK48aNE7cCxPEALiUHAOy/rqenh+4EJ1bRaLTXr1/z+fza2tpdu3alpqYWFxe3trbq6Og8efIkNjbW3t5eTk6O1jk7d+7EF+LxeDj37Jtvvpk9e/bvv/9+6NCh3377TUlJ6auvvkLJVwCQnp5OHYUaKioqLBbLy8vL2Nh41KhRADBlypQDBw6cPXsWB40ZGRlCobCyshIv4qmjFBUVNTU1LS0tDx48yGazqaNu3fq3qsm0adOEQuH169fhPwW+qDQ1NTk4OKAAz8vLKywsjEajhYSEoNlLTU1FO13m5uY02ehsloKCgrhcLofD4fP5bW1tLS0tkZGR6LbT09NRgE0gEAgEAoFAGBjo//jHP3CQEBsb29DQoK6uvmzZMgBAOxtFRUVI2YlaqNBjcG2GoqIi8t8QR3peE4/Hy8vLy8vLi46OtrCwiIiIEBeN5XK5eL8iJSVl1qxZ4ufBWweqqqqy3LmSkhJar1PBa2szMzPxIRJX3lgNOSgoqLq62sPDw9LSUkb3xm7B4/ECAwMBID8//8yZM8jiHQBaW1vfv3+flZWFo7KjR4/6+/ujDTR8z+fPn7906ZL4qJMnT2LxMQaDIfKk3RqFqa+vp9PpWE+MSnt7O1V4AAD6dq7QLN25c+fx48eBgYFoxiQSEhKCZ4lAIBAIBAKB0N/QN23ahNfxDx8+bGhoGDFiRHh4OO5RVFSExKbEl+k9AP96/d1333XZWVlZGWdPXbt2raamRk5ObuHChSwWC9WxsFgsW1vb+Pj4uXPndvdO0E4LACC52y5RVFSUskRWUlKS8bqTJk3y9/cPDg7m8/nh4eHh4eFGRka2trbW1tZ2dnYiJoaIW7duiVsZRkVFBQcHA8CDBw9wDEB9Fg0NjV27doWHh2OtMAcHh6lTpzY2Nl67dq2srOz9+/eoGKahoSEzMxPtCGHdLZydJTKqoqICqw7gPZmejQKAjo6O8vLyM2fOODs7470mKllZWSjsYTAYbW1tZ86cWbNmDXaf7HKWJCI+S5mZmV2OamxsxLNEIBAIBAKBQOhvBvrnYTabLXvnoUOHhoWFofazZ89qamp0dHTi4+OFQuH9+/f9/Pyys7NbWlqcnJywJ4mMCIXCV69eobaIL/sAsH//fltb24CAgKysLAAoLi4uLi4+d+4cAFhYWPj5+bm6ulKDImrpC+L58+fYlXLUqFGd+XvU1tYieWI6nR4XF4etYIKDg11dXa9cuYJz50pKStASnGpd39koZOwIlIqUno0CgIyMDCsrK2tr66NHj0p8BBSlREREcLncLVu2AICPj09WVpZ4HZH4LMkOKlNRUVGZPHmy+Le5ublIbw3PEoFAIBAIBAKhv5GTmBbVf+Cf3gsKCoSdgKtNxPc6UDYajUabOXPmo0ePkDYXj8fz8vKiVlRraWnhs0l8wKKiIlQqY2xsjEvDBxJ7e/vMzMyKiopTp04tXboUZ9+xWCw3N7clS5aIF4ijapDExERPT8+pU6e2tLR0eZVjx46hmpMtW7bgyAEAFBQUoqKiqOENPtvYsWPxQemjtLS0cA19z0YBwPjx42trax8+fCjFSzEiImLdunV+fn7m5uYAkJOTExoa2ofvor29HWmgzZs3L1USyPWSOksEAoFAIBAIhP5moHdUdHR0UCM3NxdXovcMJSWlS5cuffrppxwOh+rVKAvYT33OnDkDPANU9PX1vb29vb29UXgWFRUVGRnJZrPj4uKYTKarqyvqVlJS8uHDh2+++YbqM4MpKirC8seampp4c6OyshLLByM9ZSpDhgxZsWLF4cOH0UdtbW3UoBbbSBw1c+ZMlN9F3Rjp2SgAUFZWlm7yaGFhgQx5Bg0aFB4ejoQWAgMDkSIctSeaJVmmnTpLVVVVhYWFaGepM5ljrJeNZ4lAIBAIBAKB0N9IC1Q2b9585MgR/BFZfADFX4LK69evjY2Na2pqGAyGoaEhtncUYdq0acePHweArVu3Ojk5NTU17du3j8lkVlZWJiUloVITceOUztDR0fHz80P2kVSjDwCYMWNGWlqanp4eVaRr7ty5ycnJc+fOxTUJiYmJSkpKDAbD1NQU/3AOAAkJCadOncrMzGSz2ah2QuJTY1JTUydOnFhaWkqn0w0NDc3MzKjKxVSYTGZjY6O8vLynpyfO76LRaOPGjTt8+PCcOXOQa3taWhoOVJycnJABvESoli87duzYu3cvavv4+CCfFkNDQ4lGigsXLsSBChYkoKacKSoqio/C1eTUnj0bJQtUQQJra+u1a9dGRUU1NzejRK+NGzceOXIEnVP6LFGhztLmzZtjYmJQG4lTiyAUCp89eyYyS/9neB1xq4seebbSv/9ykTF0xbX4oo/9oAQCgfA/xISj97vs8wDud3WS3p4BAHaNHtFln/8puvzP7umDnr2/yq6S131wkgF5d11epbfyxC0tLSgSaGhoKC4ubmlpaWhoePLkyc2bN1EHLACFmD9/PhYTe/nypZ2d3YEDB3CFPToeEBAg+w3g1TxVY1c6T58+5XA4qF1eXs7j8dhs9p9//rl27dri4mIAYLPZCxcuTEhIqKur+/DhA8qeYrPZiYmJIqeinic7O5vL5b5//57FYl24cGHChAmXL18Wv3p0dLSPj8+6deuwZDMVXBYv0Ta+W3z22WeoQafTJTqNIPtFAFBQUMCZV9S1Pt6QwfD5fGRmQn32Ho/qAdu3b8c1905OTjhK6TErV67EbYkGNdeuXUOBytSpU6XkpxEIBAKBQCAQ+hZpgcrWrVtzc3NPnz6NPu7fvx+VGqNIAwAEAsE//vEPtPSk0WjOzs47duzYtGmTre3//xX2yJEj1FWypqYmyv4SCAQ2NjbY/VBPT09FRaW6utrJyUn63oUIuMhExL9FnI6ODuQ7/u7dO3Rk8eLFkZGRJ0+exJsSb968AYDm5mY1NbXNmzczmcyDBw/iH/W9vb2p9yYQCFavXo3aCgoKHh4ee/bs2bFjx7x589DB+Ph48dvA5drbtm3D9eWItrY2rNBlaWmJj7948UK8kmf+/Pno28rKSnwQbxQAAPYtKSwsDAgIoKZFIesS7O7y4cMHXH1BdT/cvXs3VaVAKBTu3LkTVxC9efOml6Pgr/APgQWjO4PNZru4uOBXkJOTg11fOpsliVBnyd7eHm8B/fLLL3v37rWxsdHR0VFUVBw9evTs2bO//vpr/FxAIBAIBAKBQBgopKV+aWtra2trl5WVoY+6urpoSYd/wz5y5Mi9e/dQ29jYmJqydfToUaQ39erVq3Xr1s2cOdPJyQk5lhgYGCCl2oaGBjk5uRkzZlhbWysrK4eGhl69erWtra1bD4CSph48eICPVFdXe3t7470Rb29vZM2elZWFFXIBICQkBGdneXt7r1ixAieP0en07OxsrCKVkJCAikPKy8vLysqMjIzQ8ZycnKSkJNResmRJVFQUPnl0dDTOlBNh9erVhw8f7ujouH379pgxYxYvXqyrqysQCMrKyq5fv47UpfT19d3d3Xv5arH+MgDs27fv4sWLdnZ2I0aMqK6ufvr0qYggb11dHZKfRmbziMbGRmtrax8fHwsLCy6XGxMTk5ycDACDBg1CIVYvRwFAXl4edrwpLCyUmKKG4HA48+fPZ7FYAKCrq1tTU1NWVrZ37979+/f3ZpYUFBSMjY1RgZOI8lhpaSkqsgeA7777DkeGBAKBQCAQCIQBoOfF9DweD3l1owWogoIC9VsPD48ff/wR5S+dPXv27NmzpaWlKFCh2mV0dHTcv3+fWiMuLy+/cuXKn3/+WfY7EanPZrPZERERqN3c3IzbVLy8vKg1JDQabfPmzThQUVdXp2rdUpVwCwoKcKCCt4MAQOTx3d3df/jhh9raWpHMNwAwNzePjo729fVtamoqLy8/duyYSIcJEybExMRId72UBbxBMWTIkKamptLSUpGpUFBQMDAwKCwspHbGDRcXl5iYmKamJhFHdiMjI21tbfTsvRwlO42NjQ4ODih/zNfXd926dRYWFgKBICQkxNXVtbMieBmRRTI7IyOjtbVVooMngUAgEAgEAqE/6HmNSnJyMlL4FYkTEGpqaomJiVhfePTo0SJLeQBYv3490m5iMBjDhg2bPn26j49PXl7eDz/80K07oRoIdoaqqurYsWOx97m/v79IB6oEmfitYqgbPhINChE0Gu3169fY/RBjbm5Oo9Hc3NyklKDk5OSYmpru3LmzW5MgDk6LYjKZBw4c+OKLL9BbUFNTmzx5sr+/f1FR0fjx41EfnI6FR3l4eKSnp69du9bQ0JDBYKirq1taWoaEhDx9+hRPYy9HyUhTU5ODgwMKcry8vMLCwj777LONGzcCAJ/P9/X1RbmFaG5lgTq3PB4Pl0jNmzdv9uzZ1FlasGAB+utKT08XCb0IBAKBQCAQCP2KhB2Vly9fSixQxrlM1dXV1A47d+40Nzfn8/mHDh1CR0xNTVGBxIIFC9BiXSAQYKsQzA8//IDViqnk5eWJH3z48GFnz4B/ob9z546dnR1qi6h+5eXlUTWdREwehw4diqvYv/rqqytXrlC/vXv37uXLl11cXADg6dOngwcPnjp1qoaGxtSpU/89iXS6oqJiRkaGpaUldWZWrFixYsWK/nt50sE//wsEgm3btm3btk2kw4YNG65du4baONLAo5qamubNmxcZGYk+FhUVjRkzJjMz8/Hjx1wuFx1kMBjio7hcLs6C09HRefz4MSpqEh8FANOmTRMKhfHx8c7OzhL3K9rb2x0dHdPS0vARNMMhISF9EjnweLzAwEAAGDdu3KJFiy5fvsxkMj98+PD27dvW1tYhQ4b4+vqiP+yjR4/6+/tj+TICgUAgEAgEQr/SB6uu7777rss+4vXxcnJyJ0+eXLx48cSJE3t5A7gYQ9wgUkY4HA5Wo0pJSWGxWJ0J0aKK6pSUlFmzZk2aNMnf3z84OJjP54eHh4eHhxsZGdna2lpbW9vZ2Ym4fCBu3bolo9dHj58Fg/1JqMUqnXHs2DEkgSDLKPwV3suijsKCbwBQUVGRlpZmY2MjcRSmvr6eTqfjLRcqWVlZKH2OwWC0tbWdOXNmzZo106dP76u51dDQ2LVrFwAUFhZaWVk9ffoUf/Xq1atXr14BgKqqKpfLbWhoyMzMJM70BAKBQCAQCANDp4GKqqoqkrSqqKhAS885c+ZQ9Vt/++03ZNMhC+KlGh0dHbt37zY0NOxloCIUCtFqEsT2STpj8ODBWMoJAD58+FBXV5eZmfn69WsAePfuna2tbXx8PDJ1kc7+/fttbW0DAgKysrIAoLi4uLi4+Ny5cwBgYWHh5+fn6upK3WOhlr70N9jTUJZAJS4uLjEx0d7eXpZRSDwNKFl/VP/EW7f+QyOcyWSiQEV8FAB0dHSUl5efOXPG2dlZYiod+suJiIjgcrlbtmwBAB8fn6ysLGrhUO/ntra2ds6cOSgHbNSoUYsWLRo6dOjz58/j4+M7OjrwXlBJSQkJVAgEAoFAIBAGhk4DlWHDhoWFhQFAYmIiClRcXV3XrFmDO9TX16NApaCgYMyYMW/fvsWrVbThgNrm5uYvX77s/f5AZxQVFaFSGaxT3CXKysro0ajweDwlJSXUbmlpcXJyysnJkSJChbG3t7e3t6+srExISLh3715aWhoKeFgslpubW1xc3NWrV3vp9dEzxo4dixrYL0UEEXOVb7755sWLF7KMQhpfOjo6ampqItd6+PAhkvaaPXt2SkoKAFy5ciU0NJROp4uPAoCMjAwrKytra2sRxS0qERER69ata29vP3/+/IsXL3JyckJDQ7///vs+nCtPT08UpXz77bdHjx7F+V2ZmZlffPEFLijqbnUNgUAgEAgEAqHH9Dz1C5eX5ObmjhkzRktLS6KrYH/zyy+/oMacOXN6cx4cSwwfPvzNmzc8Hs/Ly+vevXsiMUZcXJyzs7P4cH19fW9vb29vb6FQmJubGxUVFRkZyWaz4+LimEwmdqUsKSmRMT1JU1MTB349w9zcHDWwhLQIOBQZPHhwa2trRUXFDz/84OfnJ31UQ0MDWrjj81PbWAktMDCwubk5IyPj/fv3iYmJw4cPFx8FAOPHj6+trdXW1u7sKSwsLNatWwcAgwYNCg8PnzFjBjo5kmGg9uzZ3FZVVaWnp//2228AMG/evJ9++gnbBAGApaXl4cOHvb290Ucp90kgEAgEAoFA6Ft6HqhMmzbt+PHjAPDo0SMnJyeJfaKjo5ExSD/x5s2bn376CbW9vLz65Jy2trZ37tzhcDipqamZmZm4Yl4cJpPZ2NgoLy/v6emJ4xnk63L48OE5c+YsWLAAANLS0nCg4uTkRDVxl8KOHTuovoQ9wMjIaPTo0SUlJU+fPq2urtbT0xPpgB1yvvrqq4SEhIaGhhMnTixbtkz6KOSJCQDY/4R6LSRsYGBgYGNj4+LiggSFmUwmThqkjgIAZWVlXN8iEWqFvbW19dq1a6Oiopqbm/38/LASQG/mdvPmzTExMaj9/fffU6MUhIuLi5+fH1J766xy6f8w/7w5oS9OUyT9a4tcv95fw2BRwkDMCIFAIHTOg6KwXp7BxvjbgbnV3l+o9w/7PwhrzXPpHQZmnfEPxrben6RP6HIB0HN54vnz5yP/x9DQ0IqKCgCYMWMGjUYbOXIk6lBUVOTp6Um1AgSAzZs3UxWcPDw8kGIsXjRTef36tbGxsbKysoaGhoWFxbfffovLUQCgubl5xYoVqAheTU1typQpX331FQA0NTX5+/ujopHu2kcCgKKiIt5VOH36tMi3ixcvxg8YHR3t4+Ozbt06OTm5hQsXAkBtbe22bdtMTEyUlJSWL1+OuuHEoYSEBDRRslBSUrJ06dKJEycOHTpUU1NzypQp7u7uyJdQRmg0GpoQALh06ZLIt3w+HzmoAMCCBQuQnYtQKPT09MRbRuKjAKC6uhoA5OTkFi9eLPFaAODm5iYnJ7d06VIUv924cQN51IiM6gEHDx5EaYRxcXE0Gm3Tpk293MfDr2nw4MFffPGFeIekpCT0VzR16lT86gkEAoFAIBAI/U03AhWRvRFNTU20icHj8RYvXiyiKVxdXe3k5CQu9iULra2tqNHQ0FBcXNzS0tLQ0PDkyZMTJ06YmZl9++23Hz58uHfv3vTp0//44w8AUFZWxiaMHA7Hzs7uwIEDPQhRMHgDpLP0J8TkyZNxWygUZmZmTpw48dChQ/n5+Twer7GxEX1VWlra0dHh7e29cOFCfBAhLy9/+/Zt4X/CZrOtra0vXbr066+/Zmdnc7nc9+/fs1isCxcuTJgwoVsmMxs3bkTB5O7du3Nycqh3u3PnTlwur6uru3r1auS8XlBQwOfzJY5CoMpyV1dXEemCDRs24G0ltA2lp6c3c+ZM9ELRn4f4KDabnfgXshhBysnJIeVrAFBVVd2zZw++6IsXL4SyQd2qwiX4ra2tQUFB1OQxoVB4/fp1nPeFBN8IBAKBQCAQCAMDvaqqSvrvxLjE/Ny5cxoaGoMHD3ZyckIe8/v377979+6rV6+ePHkyceJEJDvb2Ni4atWqq1evolBBU1Pz3bt3+Gxbt25NSUl58uQJ+rh//370EztOMRIIBD4+Prj/qFGjNDQ0+Hx+fX19TU0NAJw4cSIyMhIHM8rKyjdv3gwICAAAoVDo5eVFNYzvWRU7qst/9+5daWlpXV1dZ5UJq1evPnz4MJKlunv3bkpKSmtr66RJk1RVVZ88eYJjkrS0tBkzZvz5559qamqenp6TJk2qqqoKCwurrKwUCATe3t7FxcVY8EogECxfvhxtOg0dOvTLL78cPXp0a2trRkZGUlISAAQHB0+ZMuXLL7+U5UGGDx9+5MgRX1/fxsZGa2trHx8fCwsLLpcbExOTnJxM7Umj0SIiIszMzJqbm0+cOLF169bg4GDqqKKi/5+9o6end+DAAZFrVVRU4M0NFxcXNIr6pyVxVF5eHk4GKywslK5ewGaz7ezs8K4Ul8vdt2/f/v37e/CKMdTn2rdv38WLFy0tLQUCQU1NzZs3b0pKStBXW7ZsQYEcgUAgEAgEAmFgoCcnJ7u7u0vpMWHCBDU1NTabnZeXh7ZQSktLUaCirKycmpq6ZMmSBw8etLW1ociEy+VevHgRAOTl5f/5z38mJydTAxVtbW30az1CV1eXKnkMAEeOHHn8+DH+WFZWJp4VhqOUKVOmRERE4J2Ne/fusdlsKyurgwcPbtu27c8//5TiMS8FVGfy4MED9LCdBSrm5ubR0dEeHh4CgQD/Ek814kDzBgB//vmniYnJnTt38O/3np6epqamdXV15eXlZWVleEcoJyfnzp07APDZZ5+lpKRQ1dLQtQDg9OnTMgYqAODj4/Pu3bvAwMCmpiYRh8ShQ4di9xgAMDAwCA4OXr9+vUAgSExM3LVr1+7du8VHKSsr3759W9zz5Oeff8azJz4KAC5cuCDRKUVGOBzO/PnzWSwWALi4uMTGxgoEgpCQEFdX13HjxvX4tDj/TVlZubm5ubS0tLS0lNqBRqOtXbv24MGDPb4EgUAgEAgEAqEHyGVnZ0v8ori4GFWPqKuro9U2xtDQkEajIQnXYcOG/fHHH9evX1+2bBlyHJeTk5s+fbqPj09eXh6udJcRHo8no924qqpqfHz848ePqflXbDbbyMgoJSXFxsZGvCq6W2CvD+z+IZHVq1dbW1ujtrq6OoPB0NLSmjx58rJlyxITE1HIgYiKiqIafWhoaGAvl4KCAnwcbwdt2LBBRNPZ3d1dV1dXXl4+Ozu7W4UZO3fuTE9PX7t2raGhIYPBUFdXt7S0DAkJWblypUhPX19f5BPy9OlTBQUF6qihQ4eiPnPnzh0/frzIwPb29suXLwMAg8G4e/cu9Vp4YGd/abLQ2Njo4OCASvN9fX2ZTObGjRsBgM/n+/r69qZMBf9tr1q1SqKRi1AojIyM7O5fMoFAIBAIBAKhl8gdPXqU9hcyiiaJMH78eGdn55cvX06ZMgUAdHV109LSTp482Vkaz8OHD2/fvi3xq+TkZGSKcujQoc4KDFCmEJfLtbS0FF9ZFhcXDx48mEajoeyp6upq9GhYvOuTTz6R6BAyePDgtra227dvr1ixIjExEW/FoFL4FStWCIVCHJNQwc6DLBartbW1vr6exWLFxMTMnz8fu4uMGzdO3CgQf0stp8FPVFVVJdKfRqO9fv2az+fX1NTQaLTExEQ0Ifb29rSusLS0jIqKWrlyZWtr64ULF9avX+/j4yO+3SQvLx8ZGYmOBwUFVVRUyMnJycnJUTPoJEYFiYmJaN8MWSXiUTQaDYd8TCZTfOC0adNQKQj8p8AXlaamJgcHBxTCeXl5hYWF0Wi0kJAQ9Pipqano9szNzbucB8TOnTvxyXFhzOnTpwUCgbGx8aRJk3R1dRkMxqhRo0aMGIG+3bRpk/SCJQKBQCAQCARC39K1PPHEiRM///xzAGhtbT1//jw6+I9//EN6ZUtRURFyOMFpWrKABcEUFRVTU1Ml9sEL3+zsbNlTiXDFSEVFxeeffx4RESEuNcvlcnG9BPLrAACU5NYlSkpKo0aNEjmIV95mZmbiQySuy3FAFRQUVF1d7eHhYWlp2Yd+kXV1dc7OzgKBAPkbimNqahoQEBAQENDW1rZkyRJ8HL/Hu3fvslgskdnDbjaDBw+eOnUqqttBo3DJPovFys/P//TTT8UvWl9fT6fTJb7N9vZ2R0dHqlJc37pnUqvntbS0qCUr1JxDoVC4bdu2zMzMPrw0gUAgEAgEAkEK9PHjx9va2uLPjY2NFy5cAIChQ4ci8at58+YtWrQIAN6+fYsDlU2bNmHveYkUFRUFBQUBpUpeFvDq+bvvvuuyM5KfEkddXV0kqenDhw8lJSW4fJzFYtna2sbHx8+dO7fLk4vkX3WGoqKilAU0FiTokkmTJvn7+wcHB/P5/PDw8PDwcCMjI1tbW2trazs7OxGLQ8StW7dkNDpUV1c/f/58l1JsW7duDQ8PRzLEAODg4DB16tTKysqoqCgAaGlpcXR0zMrKwpEqh8O5ceMGANBoNPTHAwAmJib6+vptbW3Pnz/H6XOnTp1COsiYjo6O8vLyM2fOODs7S8y8ysrKQmEPg8Foa2s7c+bMmjVrpk+f3st5EH818vLyaDdv1KhRaF/o+fPn8fHxOOjKysoqKSkRUS0jEAgEAoFAIPQTdFtb27Cw/2/ZU1ZWhtaaWlpa1OMDg0gxjHSoheBURowYIX7neXl5pqam8JcLe0tLi5OTU05OTmf5aeXl5agx8AvT/fv329raBgQEICuY4uLi4uLic+fOAYCFhYWfn5+rqys1KKKWvkjn+fPnSB5NOg0NDWjJjqbr1KlTBgYGRUVFKFCBv+xicCrX1atX0X4LNSssLy9PRLEaACIjI1GqIT6SkZFhZWVlbW199OhRiTeD4oSIiAgul7tlyxYA8PHxycrKwhl3PZgHKkiqDgBQ/Pbtt98ePXoU1V8BQGZm5hdffIGdcJ48eUICFQKBQCAQCISBoRsV51paWrhQRPp2So/BJuUFBQVdumH0zIre0NBw9uzZAMDj8by8vKhra/yABQUFKApCOsX98aTSsbe3z8zMrKioOHXq1NKlS3GlBIvFcnNzW7Jkiezl40KhsLKyMjEx0dPTc+rUqS0tLV0OOXbsGC6baW1t9fb2pl4OibZdvnwZS/diva8uaWpqErGTHz9+fG1t7cOHD6VkEkZERKxbt87Pz8/c3BwAcnJyQkND+2qqqYHHvHnzfvrpJxylAIClpeXhw4fxR5zGRiAQCAQCgUDob7quURlIdHR0UCM3N3fMmDH9cQk5OblLly59+umnHA4nNTU1MzMTl4VgcMXFnDlzPuJs6Ovre3t7ozghNzc3KioqMjKSzWbHxcUxmUzsSllSUiIl5embb765f/++7BcVCoW//voran/yyScVFRWJiYk///wzzrbS19cvKCjo6Oi4cePGhg0bKisrUTURjUZD8YxEOxQTE5P8/HwAOHbsGLX0RVlZGUenErGwsFi3bh0ADBo0KDw8HNUOBQYGLlu2TCQRTvo8UNHU1Bw2bBhqU6WNv//+e3GxuJUrV27duhWlAqqpqfXynRIIBAKBQCAQZKR7gcqMGTPS0tL09PTENakwHA6HmtuDSh1evnxZVlYmXm5+7ty5vXv31tTUMBgMQ0NDvH3x6NEjJycn8UsvWbJk4cKFBQUFaWlppaWllZWVSUlJUkpNJKKjo+Pn54eMxk+fPk0NVNBV8GoVbdrMnTs3OTnZ0dERP6CJiUlFRQWDwTA1NaVmoCUkJJw6dSozM5PNZn/yySdoB0AiQqEQm76vWrVq8ODBhoaGZmZmpqamampq8vLynp6eeBqRr8vhw4fnzJmzYMECAEhLS8OBipOTU8/k2iRSUlKCCspNTU1PnDjxxRdfAMCGDRtu3ryJOujq6iI95cTExA0bNuAEMBSlmJqaSsymc3V1RVlnGRkZ7e3t4olbnUGVHLC2tl67dm1UVFRzczNK9Nq4ceORI0fQRMk+Dzt27MDm9J999hkKsQYNGoQeVgQVFZUxY8Yg/xaUPfh/idMHPaV32L86pvdXWfXlZOkdLB6P7/IkN6Z1oRA9Pbpv54ZA+F+ny38f+oT9q9s/9oP2JTbG337sWwAAyNlo22Ufm5tddEhf1cW//wowrMurDP+y63/eu+TN4ud9ODk9ZnhcHzwLa/HfxO1gxMe+gX/DMu1iQj7OjgrOLMI/9re0tFAdS0JDQ319fcWrDpqamjw9PbssB+8SV1dXFKiIaM6iM6O6iLlz54poW6FahaamJrQ5wOPxsO0JAHh7e0dEROCPRUVFVAkpKhwOh6pk1dLS0tLS8v79e7QaRkybNk3crmT48OHUO+kuGzdufPbsWUpKipQ+L168QA07O7vZs2d7eXmdOXOmoaHBz88PHdfU1FRSUmppaXn58qVQKMS7T3iUxNP6+fn9+OOPQqHww4cPSUlJKNzqAdu3b8d6AE5OTjhK6TElJSUoxGpvb79x4wZ1twdx48YN9F4MDQ2lRJ4EAoFAIBAIhL6l7wMVFRWVzMzMBw8eoIwdHR2d2tpaY2NjLP8lEAgCAwP/fXk6feHChWZmZjweLysrC8ctPB5v8eLFTCZTxLf+0aNH1ChFT09PRUWlBzeJik/evXtXWlpaV1enra3d0dGRmpr6/Pm/o3ZlZeXTp09Th1RWVubm5gKAkpLS8ePH29rarly5ghf9HA4nIiJCTU3N09Nz0qRJVVVVYWFhWMSMWuMhEAiWL19O1dtduXKloaFhRkZGUlISPrht27b4+HjqzkNbWxsSUgMAS0tLfByHFrJgb28vvQN2n0SFMYcOHUpISHj9+jUOomg0mra2dllZWVVV1ePHj9EmBgpd8CiJfxXKysoovjp//jwOVNhs9uPHj1HbxsZGehoYm812cXHBfwA5OTk8Hg/LdnVrHjDonSLWrVs3aNAgIyOjZ8+evXv3TkND48OHD/7+/ujbHTt29K0yMoFAIBAIBAJBCn0fqMjJyZmYmGAPClSazGAw8Jr7yJEj2KTcwMDA0dFx8ODBTk5OqqqqycnJbm5ur1+/BoAnT55MnDhxwYIF5ubmDAYDLaCRHYqurm5MTIylpWVnFoFSqK6u9vb2BgBsd+jp6QkAWVlZNTU16AiNRrt586ahoSF1YE5ODlqnqqurr127FgC8vb1XrFgRGxsLAHw+38TE5M6dO3gXyNPT08TEpL6+Hv5zAyQnJwc51hsYGCBtsaVLlzo7OwNAdHS0h4cH6nb79u0xY8YsXrxYV1dXIBCUlZVdv369rq4OAPT19d3d3fv8xSHQDcNffjVqamonT55Et4fR0NBA7xfrgI0ZMwa9U+xyI46Ojg6ah5s3bzY1NSG5rby8POxdI7G4BcPhcObPn4/iJV1d3ZqamrKysr179+7fv783z1tYWIjb79+/R0rc4ixZsgS/GgKBQCAQCATCACB34sQJqmk3Xp0XFxdT5Y/6Ch6PFxISAgCoDqS4uNjLy2v16tVIT2nOnDmxsbG4RKStrS0uLm7Pnj07d+7EC+ihQ4cWFxfb2Nj0IEoBADabHRERERERgcOSmzdv3rx5E38EgGHDhiFlMBFElKloNNrmzZvxx6ioKGqumoaGxpo1a1CbavmCs8XwAh3j7u6uq6uLneDLy8uPHTu2bdu2H3744fTp0yhKmTBhwu+//z506NA+fzUI7NSOQ45FixYtW7aM2geXEiFHeQDAfzZSAhVcocTj8eLj47t1V42NjQ4ODhkZGQDg6+t7+/ZtZLoSEhLy6tWr3jwvVsSeMGGClG5WVlbidfYEAoFAIBAIhP5joNdeycnJyKPD29t7xowZKioqQ4YMGTt2LN7fsLa2nj9/Pmo7OTnp6+szGIxhw4bhFK+ffvoJKeT2IaqqqmPHjnVzc0PV0p2Vemtra4scwdJk8vLyVlZWnX1LTVfDtobiWrc0Gu3169cCgeDt27e7du2aOXPm6NGjGQwG1QkxJyfH1NSU1gk7d+7s5VTweDzUoObUhYaGUiMQ/BV6lSNHjsRyWFIy8ajBFS7Bl4WmpiYHBwcU4Hl5eYWFhX322WcbN24EAD6f7+vrizLrzM3NabJBnSUcmCFtA21t7eHDhysqKioqKurr6+PgasuWLSLlTAQCgUAgEAiEfoX+zTffUD83NjZevHgRtQUCgcSk/Orqanx827ZtqCEUCvH6T4rdBK7NMDU1Xbp0KT5eUFCAqyPwmtjHxwfXVCA9LuikyuLhw4fY0rEH0Gg0OTk56T+ZKykp7dmzBz34+/fv0U3iXZ0vv/xSfAheta9fvx4fxCJj165d8/b29vDwoBac4BkIDAzElTzm5uZ9qOslzvLly1+9eoX2SfATUdPVdHR00tPTcdyFN4iys7PRRoSvry8edfXq1a+++gp9/OSTT0pLS9HEio8CgGnTpgmFwvj4eGdnZ4lbZO3t7VThAfSyACAkJARtzfUSqqKxp6entbX1xYsXc3Nz3759q6KiYm5ubmVldenSJaFQuG3btszMzP57CwQCgUAgEAgEKvTw8HDq57KyMhyodIuOjg6cyyRFVwrXl3/33XddnpOaMfXv26XTsQNGH8LhcDgcDnZSb2+XoJY4ePBgXAKekpIiYnmJS7q7ZNKkSf7+/sHBwXw+Pzw8PDw83MjIyNbW1tra2s7OTsQbBHHr1i0ZHULU1dV78Ph1dXWbNm06f/48UDw3pUSb+Cts604dhYWMAaCioiItLc3GxkbiKEx9fT2dTtfV1RW/VlZWFhJhYzAYbW1tZ86cWbNmDTZ16f0s4Renq6ubmZl59uxZ/NWrV69QXpmioiISeygpKSHO9AQCgUAgEAgDQ6dVKKqqqqtXrxY5eO3atZqaGmVlZVx9YWVl9dtvv8l+PVwSIAtUixLEsGHDelkqoK6uvnLlSgCIjIxsbW0FgNWrV3O53KysLGT5AgD19fV3797trj2L7Ozfv9/W1jYgICArKwsAiouLi4uLz507BwAWFhZ+fn6urq7UvSxxmeY+58KFCy4uLvb29jgOlBKoYCFpvPeFR1VVVd26dYvamclkokBFfBQAdHR0lJeXnzlzxtnZmZrhRu0AABEREVwud8uWLQDg4+OTlZUlnp7Xs1nCUROXy0V1SqNGjVq0aNHQoUOfP38eHx/f0dGB0+GePHlCAhUCgUAgEAiEgaHTQGXYsGFhYWEiB589e1ZTU6Ompkb9aseOHbJfT0R/9ty5czjmkYXeFzSPGDEiLCyssLDwxIkTAGBsbHzhwgUAEAqF9+/fd3R0bG5uFgqFTk5OOTk5UkSoeom9vb29vX1lZWVCQsK9e/fS0tKQ1hmLxXJzc4uLi7t69eoAi+F+8803L168GDt2LPpYW1srsZtQKETCBjo6Org0BY96+PAh2o+aPXs22li7cuVKaGgonU4XHwUAGRkZVlZW1tbWR48e7ezGIiIi1q1b197efv78+RcvXuTk5ISGhn7//fd98tQ48EDFKt9+++3Ro0exjERmZuYXX3yBs+CkBG8EAoFAIBAIhL6lz3S95OXlqW4hiYmJErvp6Oh87EcGAMA2hXPmzEENGo02c+bMCRMmoKJtHo/n5eV17949qj089QH7BH19fW9vb29vb6FQmJubGxUVFRkZyWaz4+LimEwm9p4vKSmRMalJU1OzB6lxo0aNKisrq6io+OGHH7CxY2e14w0NDWjhTnU/xG2saRYYGNjc3JyRkfH+/fvExMThw4eLjwKA8ePH19bWiqsUYCwsLJAhz6BBg8LDw2fMmIFOvmzZMpE0uZ7N0rhx4/DxefPm/fTTT9Rg2NLS8vDhw0jPGgCoIRaBQCAQCAQCoV8ZaGf6adOmHT9+XHqf6OjosrKyQYMG+fv794cm7Js3b3766SfU9vLyon6FLicnJ4f8HzMzM3Hte1/BZDIbGxvl5eU9PT2pUdC4ceMOHz48Z84cVAmTlpaGAxUnJycZi+l37Nixd+/e7t7SgQMHfHx8GhoaTpw4sWzZstGjR5eUlDx9+rS6uhrbdFJnDzWo8spGRkZoFNqXMDAwsLGxcXFxQYLCVONOEVFmZWVl6SaP1Ap7a2vrtWvXRkVFNTc3+/n5Xbt2jdqzZ7NkYWFBp9P5fD4AbNq0SfzvbeXKlX5+fm1tbQDQY7UGAoFAIBAIBEJ36ctABQlz6enpVVVVddaHKt8EAB4eHshHr7S0FEnBFhUVeXp6CgQCGxub0tLS1NTUmpoaBoOBEorQgrKzS6N2R0eHv78/k8msrKxMSkoSKTXp6OhYsWIFqn6ZO3euhYWF+NmUlZWRs+Tp06epgYqUB0xOTgaA2traf/3rX/Hx8RUVFUhVmdonISHh1KlTSUlJ6If/2NjYo0ePiuwwDB8+HDUKCwuXLl1aWFhYWlqKJXT7CR0dnWPHjrm7uwuFQk9PT2dn53/9618AcOnSJapRDAJV8sjJyS1evBgfpNFoX3311aFDh9BHNzc3OTm5pUuXbtq0SSgU3rhxA4n/iozqAQcPHoyLi2toaIiLi6PRaBs3bjxy5EhvcuTodDoOTsTFGwAgJSUFRSmGhoYiL+v/AOu2nZXe4fRBz95f5c3Pz7u4CnR9lTfQxUlgUX8lahII/5t0+e/DgPE5LP/Yt/D3Yk7HtS563PxSphNJ5XNmH0z7m5+7utX/Ht4s7uo/QzIw+ZWf9A5Pxv00ACfp8gx9dZLe0+87KiKhhXQLlOrqaicnJ+Q68uDBgwcPHqDjLS0tqFFbW/vtt98eO3ZMihlleXn5gQMHOvu2tLQ0NzcXAJSVlU+fPi2xj5KSEgpUumWdkZmZ6eTkhDcceDweVg4QCoXe3t4RERHU/nfv3p04ceJvv/2GBZfb2tqCgoJQG0U+4vj7+/fSi10iq1evvnjx4p07dwoKCvh8PtK52r17t52dnYgTIlrNu7q6ipSVb9iwISQkBGXHoehOT09v5syZqampra2tSFFNfBSbzX78+DFq29jYSN9dAQA5OTkVFRVUl6+qqooFowHgxYsXPXjwV69e4YQxHx+fwYMHOzk54W+TkpLwntuOHTsGuGqIQCAQCAQC4X8ZelVVlYjhep+AVV/RYp3NZnO5XFVV1a1bt65atcrR0REpLNHp9FmzZo0ZM+bChQv5+flXr15Fv14jGAyGg4ODmZkZj8c7e/YsWiKfOHGiqqoK/aAu8dI4qlFWVj558uSvv/7a3t5eWlqKDiKlL2Vl5Zs3b2I/ddFJodM1NTXfvXtXWlqK/OC7pLm52dHR8e3bt6tXr541a1ZbW9uVK1ewTLO/v39+fr6ampqnp+ewYcO2b9+OFvQCgWD58uX+/v5CobCsrOz69evUyw0dOvTLL78cPXp0a2trRkZGUlISAAQHB0+ZMkWibUtvoNFoERERZmZmzc3NJ06c2Lp1a3BwcGNjo7W1tY+Pj4WFRVFREe6sp6cnHgpWVFTgGh4XFxc0ivqnJXFUXl4eTgYrLCyUrl7AZrPt7OwqKirQRy6Xu2/fvl6GbShqRbx//37RokWTJk0aPnx4W1vbmzdvsO39kiVL0NYfgUAgEAgEAmFgoCcnJ7u7u/f5eSdMmKCmpsZms1HgUV1d/f79e1VVVW1tbW1t7aNHj65YsQIA+Hz+3bt37969iwei+hAAsLGxiY6Oxj/Ap6enp6WlycvLCwSC+Pj4ixcvrlq1Svo9NDc3x8XFiR+fMmVKRETE5MmTpYwdN24c2s/BEY50GhoaFBQUfv/9d5xp5u3tPX36dLRdkJ+fb2JicufOHSShq6ur6+PjgxK6uFyuv7+/+Ak/++yzlJQUquNHdHQ0WiufPn26zwMVADAwMAgODl6/fr1AIEhMTNy1a9fu3bubmppEfBWVlZVv374t7nny888/owaNRhMfBQAXLlyQ6JQiIxwOZ/78+SwWCwBcXFxiY2MFAkFISIirqyu1IL67FBYWosYXX3yBNtCePn0q0sfR0fHixYv9US5FIBAIBAKBQOgMuezsbIlfFBcX08RAdSDImV5K8hUAqKmp/fbbbzNmzEDLOwUFBQUFBfzt0KFDUWPq1Kn6+vqonGP69OleXl7oq5EjR8bFxYl7VmhoaKAT7tmzp1vPie0yPvnkk8ePH0uPUoDi9YHdP7pk+/bt1HoYGo22cOFC/DEqKgobfaxevbqiogK5iwDAoEGDtLS0Jk+evGzZsm+//RYd3LBhg4h7o7u7u66urry8fHZ2dp/rjyF8fX2trKwA4OnTpwoKCunp6WvXrjU0NGQwGPiVzZ07d/z48SID29vbL1++DAAMBuPu3bt4lLq6Oh7Y2V+aLDQ2Njo4OKDSfF9fXyaTuXHjRgDg8/m+vr69mQ2cnmdqatrZn3RCQsLJkyf7Y8IJBAKBQCAQCJ0hJ6OiqxRevHghFArFKwSsra0fPHiAhJLGjBkzYsQI8bE+Pj4VFRWtra11dXVpaWlOTk4oMFi/fr2mpia158OHD4VCYV1d3fz58wEgPz8fJY+JEB0dLZREZmYm6qCioiLRWJB6laqqKhzYNDU13b17VygUvn37Vrz/4MGDscCxuCHMP//5T9QYN24cCgAwGhoaa9euRe3Y2Nj6+noWixUTE4PLtcXr9Wk02uvXr/l8fk1NDTXtzdzcnCYbO3fuTExMRBMiMd9PXl4+MjIShZRBQUEqKiqRkZElJSWtra3ImxIAJK7mExMT3717BwCLFi364osv8Kj379+HhoaiPkwmU3zgtGnThELh9evX4T8FvgwMDFBj1qxZTU1NDg4OSPjYy8srLCyMRqOhehihUJiamopmo1vzgC+EhQpOnDjB5/ORgWllZeW7d+9SU1NxvcqmTZu6VbBEIBAIBAKBQOglotksUgS7RBAIBDQabfv27ejjhw8fUIyBlqe4G6ptoFY4SAErdykqKqZ2At7rkPgLPS5MF6GkpAQ1Xr58Kb5yVVNTMzU19fDwuHHjBirlx+tXVVVV6Q+IUFJSQqplVPDK28zMTPyWqOtyDBYZCwoK8vHxycjI6KfNEwD4448/UGPx4sUozAAAU1PTgIAAAGhra/v6669RGh4AlJeXowaufaeCfWnc3NyQVSXCwMDAycmJwWAAAIvFys/Pl3gn9fX1dDqdmhiGL5eUlOTo6EgVi+vbinZqoO7p6blu3bqffvrJyspKT0/P19d38ODBLi4uACAUCrdt29ZPL4JAIBAIBAKBIE6fqX5xuVxUefzu3bucnJxZs2ZJ6Yxc2AEAF0YjKisrUeO7776T5YqiD0On98DuEAA4HA6Hw8nLy4uOjrawsIj4f+yde0BN6f7/P6u2dhfdU5KkwlRikEwXFYPK5CRjNC5dMNXsOjMTxq2hY3IpxDAJbSkxZ7tkSIhMUoMMXVCY0v0iqdDuukv78vvj+c7zXWfv2m2Vzvme3/P6a+21n2ddntWY9dmfz+f9ZrNxKILrr6TfoJKSkpQXaCwt0CdTp04NCQmJiIjg8/kxMTExMTGmpqaOjo729vbOzs5iFoeIa9euyZgWE6slw3C53HXr1p08eRJ93LhxY2Ji4pMnT7Kyso4ePYrzQlJW7/LlywAgJyf35MkTHLQAQHV19ZYtW0aNGoVafTgczvbt2+lzhUJhVVVVbGysh4dHj5mu3NxcFCwxmcyurq7Y2NiVK1fa2dkN1jrgR6Ovr5+Tk3P8+P/Kcf7555/oiSMNtNzc3PLycslyRAKBQCAQCATCh6DXQEVOTi4wMLDP+WIVTTLSW6CCGwZkAXmh0BkxYkSfHc/y8vLYaBzx7t27hoaG3Nxc5BCSl5fn6Og4bNgw9O3Qv5iGh4c7OjqGhoaiaquysrKysrITJ04AgJWVVXBwsJeXFz0owq0vA+HUqVPLli1D+SgFBYW4uDgbGxuhULh58+YFCxbgQqweuXDhAtJSQw42Yt/SuztOnz4dFhZGv/js7GxbW1t7e/sDBw70eHAUpbDZ7JaWlg0bNgBAYGBgbm4ufkADXAdc49fS0oKKCceOHbtw4UJ1dfUnT54kJycLhUIej4fGPHz4kAQqBAKBQCAQCENDr4GKvLx8dHT0EF8NttEoLi4eP378+06XRZeJwWD0eF8ikej27dvBwcH5+flY4HjcuHFirTJDg6urq6ura01NTUpKyq1bt7KyslBol5eX5+Pjk5SUhMqrBvekX3/99dOnT1VVVQHA2tp63bp1+/bta2trY7FY165dkzIR6331SVlZ2YMHD2xsbPCeSZMm1dfX6+rqSpnFZrMDAgK6u7tPnjz59OnTgoKCqKio77//flDuGgceqNjvm2++OXDgAO7DycnJ+fTTT9va2tBHyZI/AoFAIBAIBMIHYtAUV3V0dOzt7QHAwMBAet2XFPT09NAG3d1iaKAoysnJ6d69e7Nnz8Y7caP8YN3ge2FoaMhisRITE1+8ePHs2bPvv/9eQ0MDAJKSkuiN6eXl5UWy0djY2OOJRo4cCQDV1dU//PAD3hkWFmZqagoAqampUkKRmpqazMxMAFBWVm5ra8NFWZmZmbjfJjk52dPTE23TC8MAQEVFRXqUYmVlFRAQAADDhg2LiYlBO7dt24arBAe4DnRp43nz5v388890tQBra+t9+/bhj2j9CQQCgUAgEAhDwAd3pn8vbGxsDh06BAD37t2jG4TTSUhIqKysHDZsWEhIyKBbWygrK//8888ff/wxamHvsRfig8LhcFpbW+Xl5f38/HDOhKIoCwuLffv2zZkz57PPPgOArKwsLy8v9K27u/uzZ89kOfiWLVt27twpuT8gIODQoUNNTU2HDx/+8ssvZ86ciZYiNjb2008/BYA1a9YcPXq0twtGGx4eHq9evbp37x4AGBkZOTg4LFu2DAkKczicL7/8MjExEQDOnTt34MABycKt3qBLDtjb269evTo+Pr69vT04OPjixYv0kf1bBysrKwaDwefzAWDdunWSf1HLly8PDg5GdkBIwu7/Kz5fOG7gB6mMcBuKaw1JGYqzEAiEIefw3wr+3ZcAINs/ZWMH/A+RjtnmvhekaLf0AZURhn0eZOCXKgvnzI4P/CD/VZzsa0FkEe7p6yC5fz6RPmD6yUnQJ31eSZ/3MhgM5ov+kydPAODVq1dSxqxfv56iKKQrBQBxcXFIHqqyshIAXFxclJSUACAqKurXX3/18/MbN26cioqKlpaWlZXVN998k5qa6ufnFxYWlpubS3+nRKdGlTltbW0hISFjxoyhKIpuJSkL7e3t3377LRbaun37dp83iPwBW1tbAaC+vn7Tpk1mZmbKysqamppiiZeUlJQFCxbo6ekxmczx48f32JWRkJAQGBgYEBBw7NixJUuWTJkyRV1dXVtbe/r06b6+vrgGCW8MCpqamgcPHgQAkUj01VdfoYYTAJg9e7a/vz8ANDU19RjhiEQinCFZvnw5Dlp8fHzk5OSWLFmCYq3Lly/b29ujorLXr1+npaX1+1L37NmDWuGTkpIoilq3bt0AVdEYDAb+Q5KUZwCAjIwMFKUYGxtj8WgCgUAgEAgEwofmPyujoq2t7e/vHxUVxePxlixZgvd3dHQ0NTU9fPjw8OHDaI+fn1+PR2hubsaeG++FUCjMzMxcu3ZtQcH//nLzXtYZOTk57u7uOIzh8XgPHjxA2yKRiMVisdlsPLg3veZp06ah4Eqs4//t27d5eXmnTp1CH62trfFXkg42/cDb2/v06dM3btwoLi7evn17eHg42r93796UlJSXL1/2eJbHjx+jJIaWltbcuXORCSM6GgAYGBg4OTllZmZ2dnampqYuXLgQRTUcDgflhQCAy+VivWMHBwfcpNQbcnJyqqqqSCdaTU1tx44dOO/Uv3X4888/sVZYYGCgoqIiPZWXlpaGQjUA2LJly6D3BREIBAKBQCAQeoMxuL/N98nGjRv9/Pzi4+MjIyMBYMSIEd99952CggL6uR0AduzYERcXh21M9PX1TU1NRSJRSUlJQ0MD2mlqaorfdMXw9/fHUYqBgQE+LIbP54vFAN3d3Y2Njbm5udhBUkVFRV5evqWlpaKioqGhQXoTBUIgELi5ub1+/drb23vWrFldXV3nz5/PyMhA316/fr2xsVFDQ8PPz2/q1KkvXryIjo7GXRbYqwQAVqxYgawMAUBOTs7c3NzAwKC7u7ukpARb3Ojo6Pj6+g7uc6Eois1mT5w4sb29fe/evUuWLJk6dSoAaGhoHDlyxMPDo8dZOJ2yZMmSx48fl5SUAICdnR0WQli6dCnqYPnnP/+5Zs0aNP7SpUttbW1IbquoqGj+/PlocElJybhx0gqNuFyus7MzVopraWnZtWsXjqn6B70b6u3btwsXLpw6derIkSO7urpevXqF5IkBYPHixatWrRrcNScQCAQCgUAgSIEhu8PjoKCrq6urq/vJJ5+gj42NjagMzNPTE+lrxcTE4CgFAOrq6iQd6MvKyk6fPr1ixQqx/Sg8sLW13bNnj7W1dY+OigKBgJ7ZkGT69OlsNnvNmjV37twBgIqKChkDlebm5t9++23u3LloD4vFWrJkyYULF9BtmpmZ3bhxA0vo+vn5GRsbo1ojHICh4+BaJqFQ+OzZM8m+CzMzM3V19UF/NEZGRhEREd99951AIPjqq68ePHiAOkkWLlzo6emJOkzo8Pn806dPo+3ly5fjhnt6ELV48eJvvvmGz+ffunUrLi5OQ0ODywe0kGAAAIAASURBVOV2dHQkJydLPj7pNDc3u7i45OXlAcCyZcsSExMFAkFkZKSXlxe9If59QcEVAHz66acogYZq+ei4ubmdPn160BuiCAQCgUAgEAhSkHv9+nWPX3R3d1NSoYsjvS+4wkdRUXH48OETJkxQUFAAAB6PhzIto0eP/uWXXzw9PQ0NDZlM5ogRI+zs7AIDA8+ePYveF3fs2CF5WKFQaGpqmpGR4eDg0GOU0htqamoTJkzw8fFJTk6+f//+tGnTtLS00FeoykgWNm/ejKMUAKAoCpdCAUB8fDzd6ENLSwvLi2FXGQDA6SAPDw8nJycTExMmk6mjozNt2jRPT08tLS15efnS0tIPZFcfFBSEjHEePXpEV7uKioqSDI1u3bqF6txGjx79ySefnD17FgCYTCa9Zk9HR2fevHno0Vy4cGHx4sVoP121TBZaW1vnz5+PWvODgoI4HA5aWz6fHxQUNJDVwNY95ubmvf1Jp6Sk0N1gCAQCgUAgEAhDgFx+fj49/HBwcHjfQ1haWlIUZWlpOWnSJPhL6xaDinl6K+k5evRoa2vr8+fPR40aBQDp6ekocPruu++8vLzOnTtXXV3d2dnZ0NCQlZV15MiRL7/80sXFBQCeP39Oz7SgUwNAWVmZoqKiZFi1dOlSNGDMmDF8Pl/0rzQ3Nz9//jw2NlZBQSEtLS01NRUFTvCvbes93iAqkQKAlStXit3dxIkT0YaFhYWkMyaup5o2bRreid3ZraysMjMzy8rKOjs7Gxsb8/Lyzp079+bNGz6fX1dXR2+WQOsvC1u3bqVfgJOTE9qYMmUKPntcXBy697CwsIsXL/r7+48bN27s2LF4lpWVFdpwdnZGq1dTU/Pbb7+9efMGABYuXFheXo5mKSkpaWtrFxUVofEcDuf48eNoCjZmsbGxEYlEly5dgn8V+KLT1taG+478/f2jo6MpikIFciKRKDMzE61G/9YBp+8OHz7M5/PHjRs3depUfX19JpM5duxY9GcJAOvWrXuvhiUCgUAgEAgEwgDpOysyZcoUVKnV2dl58uRJtPNvf/vb6NGjpcwqLS1FDQlYQkoWsrKy0IaSkhLqbZAE5zry8/P19fVlPDJS5QKA6urqTz75hM1m4xduTEtLC+6XQBK9AKCmpibL8ZWVlelv8wj85o0jlh6/pYO9R8LCwmpra1etWmVtbT1YPdy7du3atWuX5P4nT55ggTJzc/PQ0NDQ0NCuri6cAAHac7x582ZeXp7Y6uFmFUVFxRkzZuCum87OTmySmJeX9/z5848++kjyAhobGxkMRo9Ps7u7283NDf9hAMDgdrTjTnoA0NHRoYscICU6hEgk2rRpU05OziCemkAgEAgEAoEgBcakSZMcHR3x59bWViQtpa6ujpw65s2bt3DhQgB4/fo1DlTWrVsn3fSwtLQ0LCwMAAwMDGS/Gtxf/u233/Y5uEcxWQDQ1NRcvnw5fc+7d+/Ky8vT09PRx7y8PEdHx+TkZHqlVm8HR2K4faKkpCTlBVpZWVnGFZg6dWpISEhERASfz4+JiYmJiTE1NXV0dLS3t3d2djY07EEZ/dq1a/S3bTH8/f17C/l6Y+PGjTExMbW1tejj/PnzZ8yYUVNTEx8fDwAdHR1ubm65ubk4Um1ubr58+TIAUBSFdcnMzMwMDQ27urqePHmCy+eOHj2KdJAxQqGwqqoqNjbWw8MDZ5Po5ObmorCHyWR2dXXFxsauXLmyR38b6etAh/5M8aORl5dH2byxY8cuXLhQXV39yZMnycnJOOjKzc0tLy/HTvYEAoFAIBAIhA8Kw9HRMTo6Gn+urKxE75o6Ojr0/UMDbhiQhebm5h73jxo1SvLKi4qKkFufoqJiZ2dnR0eHu7t7QUFBbzVpVVVVaGPoX0zDw8MdHR1DQ0Nzc3MBoKysrKys7MSJEwBgZWUVHBzs5eVFD4rorS+SILEEVVVVeoEZorS0FEUjYqLATU1NuHNJUVHx6NGjRkZGpaWlKFCBv+xicJ/JhQsXUL6F3iuCPODFzhgXF3fgwAH6xWdnZ9va2trb2/foKgN/SaKx2eyWlpYNGzYAQGBgYG5urqRlpPR16A0kPgYAAoEAAL755psDBw7gZpWcnJxPP/0Ul/89fPiQBCoEAoFAIBAIQ8N7CBnp6Ojgpg7p6ZR+g9+Yi4uLRX2BDS7eC2NjY9TFzuPx/P396e/W+AaLi4tRFDRu3DikRTbEuLq65uTkVFdXHz16dMmSJbhTIi8vz8fHZ/HixTK2j3d3d1dUVADAvHnzMiX44osv0DCxl++DBw8ii0MA6OzsZLFY9NMhR86zZ8+Wl5ejPVjvq0/a2trE7OQnTZpUX19/9+5dKZWEbDY7ICAgODgY+S0WFBRERUUN1lLT733evHk///wzvaXe2tqaLiqAy9gIBAKBQCAQCB+a/yzFVT09PbRBd7cY5BuWkztz5gzSsMrMzOyx6wB3XMyZM+ffuBqGhoYsFisxMfHFixfPnj37/vvvNTQ0ACApKYmumlVeXl7UC+np6ShRoKenV1RU1NjY2OdJRSLRr7/+irZRjiI1NZUeiqDyM6FQiMq9ampqUGkZzpOUlJRIRpW4NUWs9EtFRUW6+rOVlVVAQAAADBs2LCYmBu3ctm0brhKUZR3EoK8DXdr4+++/l9QgXr58Oe5TQutPIBAIBAKBQBgC3k9ieObMmVlZWQYGBlLcV5qbm+m1Pai46NmzZ5WVlZLt5idOnNi5c2ddXR2TyTQ2Nsbpi3v37tENwvGpFy9evGDBguLi4qysrIqKipqamrS0NCmtJj2ip6cXHBy8fft2ADh27BjuX8dnwW+rKGkzd+7c9PR0Nzc3fINmZmbV1dVMJtPc3JxegZaSknL06NGcnBwulztmzBiUAegRkUhUUFCAtlesWKGoqGhsbDxx4kRzc3MNDQ15eXk/Pz+8jBRFWVhY7Nu3b86cOcjpMisrC3UQAYC7u7uk14oYR48ePXr06JYtW3bu3Cl9ZHl5OWooNzc3P3z48KeffgoAa9asuXLlChqgr69fXFwMAKmpqWvWrMEhE8q6mJub91hN5+XlhQxzsrOzu7u7JQu3eoMuOWBvb7969er4+Pj29nYURK1du3b//v1ooWRZBwR9HT7++GOKokQi0bBhw9DNiqGqqjp+/Hjk34KqB/+byFv5RPoAo80p0gdMV+v7N4UvIj7U7w7/yn/b0yEQCIh7K5X+3ZcAAPDyed/aj4NxqT/3PcRmEG6nMsJtCBbEwOyJDEfqg8Xh+wZ+kP8QLvywfihO05creJ//9x8UZHlwfS5I/71QBgKuLLp9+zba6OjooDuWREVFBQUFSXYdtLW1+fn5oSzBQPDy8kKBipjmLDoy6ouYO3eumLYV6lVoa2t7/vw5APB4PGx7AgAsFotuJVlaWkqXkKLT3NxMV7Lq6Ojo6Oh4+/YtehtG2NjYYM1lDFZGposmDy5Pnz5FG87OzrNnz/b394+NjW1qagoODkb7tbW1lZWVOzo6nj17JhKJcPYJz+rxsMHBwf/4xz9EItG7d+/S0tJQuNUPNm/efPLkSfSY3N3dcZTSb8rLy1GI1d3dffnyZbrQGeLy5cvouRgbG0uJPAkEAoFAIBAIg8vgByqqqqo5OTl37txBFTt6enr19fXjxo3D8l8CgWDbtm3/c3oGY8GCBRMnTuTxeLm5uThu4fF4ixYt4nA4ZmZm9IPfu3ePHqUYGBioqqr24yJR88mbN28qKioaGhp0dXWFQmFmZuaTJ/8TYqqoqBw7dow+paamBhWkKSsrHzp0qKur6/z58xkZGejb5uZmNputoaHh5+c3derUFy9eREdH4/Ikeo+HQCD48ssv6Xq7y5cvNzY2zs7OTktLwzs3bdqUnJxMzzx0dXUhITUAsLa2xvtxaCFJUFDQ0aNHKYqqr68/fvz4tWvX9PT0Wlpa9PX1Z86c2WO0g7IlAIAaY/bu3ZuSkvLy5UscRFEUpaurW1lZ+eLFi/v376MkBgpd8Kwe/ypUVFTQGU+ePIkDFS6Xe//+fbTt4OAg1tYvBpfLXbZsGf4DKCgo4PF4WLZLyjpIgV5kGBAQMGzYMFNT08ePH79580ZLS+vdu3chISHo2y1btgyuMjKBQCAQCAQCQQqDH6jIycmZmZlhDwrUmsxkMvE79/79+/Pz89G2kZGRm5uboqKiu7u7mppaenq6j48Pcmp/+PDhlClTPvvsM0tLSyaTiV6gkR2Kvr7+uXPnrK2t38t+HlFbW8tisQAAWzr6+fkBQG5uLnaQpCjqypUrxsbG9IkFBQXoPVVTU3P16tUAwGKxli5dmpiYCAB8Pt/MzOzGjRs4C+Tn52dmZobaIeghQUFBwY0bN9C9I22xJUuWIPPHhISEVatWoWHXr18fP378okWL9PX1BQJBZWXlpUuXGhoaAMDQ0NDXt6+sHgD8FXUwGIyJEyfSGzMqKipQk70keBjyq9HQ0Dhy5Aj2psRfoeeLdcDGjx+Pnil2uZFET08PrcOVK1fa2tqQ3FZRURH2rikpKelNhA0AmpubXVxcULykr69fV1dXWVm5c+fO8PDw9/0boFNSUoK33759i5S4JVm8eDF+NAQCgUAgEAiEIUDu8OHDdNNu/HZeVlZGlz8aLHg8XmRkJACgPpCysjJ/f39vb2+kpzRnzpzExETcItLV1ZWUlLRjx46tW7fiF2h1dfWysjIHB4d+RCkAwOVy2Ww2m83GYcmVK1euXLlC97kfMWIEUgYTQ0yZiqKo9ev/t7QuPj6eXqumpaWFverpli+4Wgy/oGN8fX319fXl5ORQRFRVVXXw4MFNmzb98MMPx44dQ1HK5MmTf/vtNyQG0CcoUOnu7m5sbDQ2Ng4MDPzHP/7h4+ND7yCHfzU9xE7tOORYuHChp6cnfTxuJUKO8gCA/2ykBCq4Q4nH4yUnJ7/XU2ttbZ0/f352djYABAUFXb9+HZmuREZG/vnnn+91KDGwIvbkyZOlDLO1tZXssycQCAQCgUAgfDiG+t0rPT0deXSwWKyZM2eqqqoOHz58woQJOL9hb2/v4uKCtt3d3Q0NDZlM5ogRI3CJ188//4wUcgcRNTW1CRMm+Pj4oG7p3lq9JfWpxo8fjzbk5eVtbW17+5ZeroZtDSW1bimKevnypUAgeP369Y8//ujk5GRiYsJkMulOiAUFBebm5lQvbN26FY/k8Xi49iwsLKy4uPjIkSNhYWEnT558+vRpXFwcXvOzZ8/SZ6ENek1dVFQUPQLBX6FHOXr0aCyHJaUSjx5c0VXL+qStrW3+/PkowPP394+Ojv7444/Xrl0LAHw+PygoCFXWWVpaUrJBXyUcmCFtA11d3ZEjRyopKSkpKRkaGuLgasOGDWLtTAQCgUAgEAiEDwpj5cqVTCYTfUhMTGxqatLU1ES/oL/vT8h3796V3Llz506cWAAA3Jthbm6+ZMkSvL+4uBh3R+BMDhLABVo9EgB89913u3fvtrGxWbRokZubG3qJv3v3LrZ0BIB3797h18oZM2ZoaWmZmZmJeY8sWrQIJQRu3LiBW8BnzpzZ290pKyvn5OSIdSngrM7nn38uOQW/tX/33Xd4JxYZu3jxIovFWrVqFb3hBKGlpbVt2zbcyWNpaSmjnhUdHo+HjmBhYWFqahoYGJiRkVFbW6usrGxiYvLFF1/s3bt3zZo1AHDp0qVjx46hZcd31NbWlpeXFxMTg2dNnz79iy+++Prrr/GDy8/PR4mIoKCg3mahc3399dc4rYRnAYCNjY1IJEpOTvbw8OgxRdbd3U0XHoC/dJAjIyNRam6A0LNJfn5+9vb2p0+fLiwsfP36taqqqqWlpa2t7ZkzZ0Qi0aZNm3oUsyYQCAQCgUAgfAgYvr6+2L3x7t27TU1No0aNwoYVAFBaWoqUncQaFfoH/o3/22+/7d8RWlpaWlpaioqKEhISrKys2Gy2mDYXGoMLqzIyMnq0p8QJDU1NTVnOq6SkJKWXGrd098nUqVNDQkIiIiL4fH5MTExMTIypqamjo6O9vb2zszNyKRHj2rVr9PdpxJs3b+zt7QUCwZ07d7AaGP1etLS0fvzxRwAIDw9ftmwZkjIDgM7Ozrdv3+bm5o4ZM2bMmDHV1dVNTU05OTkoI4Tb2X/55Zfk5GTJWUeOHME3i23d+zcL09jYyGAw9PX1Je89NzcXHY3JZHZ1dcXGxq5cudLOzk7GVeoR+irhq9LX18/JyTl+/Dj+6s8//0R1ZUpKSkjsoby8nDjTEwgEAoFAIAwNfXehlJaWIrEpSReUfoBbAmRBWVkZdzBfvHixrq5OWVl53rx5ubm5yJ4lLy/P0dExOTn5fa1URCIR7m0Y+lfP8PBwR0fH0NDQ3NxcACgrKysrKztx4gQAWFlZBQcHe3l50YMiSZlmALh8+TKqKBs7dqwUW/eYmJgtW7ag7fnz58+YMaO1tfXixYuVlZXV1dU4iVFeXo4ClREjRqA9SUlJvc3CpWi4Hqx/swBAKBRWVVXFxsZ6eHjQK9zoAwCAzWa3tLRs2LABAAIDA3NzcyXL83pcpT7BUVNLSwvqUxo7duzChQvV1dWfPHmCgi5cDvfw4UMSqBAIBAKBQCAMDUPto4J/ei8uLsYtHGLgIi5jY+Po6Gi08/Hjx3V1dZqampcuXRKJRLdv3w4ODs7Pz+/o6HB3d8fmiTJSWlqK+iuQTvEQLwIAuLq6urq61tTUpKSk3Lp1KysrC2md5eXl+fj4JCUlXbhwQUoC58mTJ8g/UTr19fXr1q0DAAaDkZSUtGDBArQ/IiLCy8vr/PnznZ2daA8SFwaACRMm4Om9zcJu97g1pX+zACA7O9vW1tbe3v7AgQO93QWbzQ4ICOju7kbdNQUFBVFRUd9///2gPAgceKBmlW+++ebAgQO4+DAnJ+fTTz/Fom2SbUUEAoFAIBAIhA8Eo8eyqA+Hnp4e2igsLOwtUOkTiqKcnJzu3bu3YMGCjIwMHo/n7+9/5MgRPEBHR0esI0UMbFM4Z86cobx9MQwNDVksFovFEolEhYWF8fHxcXFxXC43KSmJw+Fg7/ny8vJ3796JRKL6+vqSkpIbN25cvXoVm2aWlpbiN2ltbW2c3Hjx4kV4eDjKBmzYsAFHDgCgoKAQHx//xx9/vHjxAu3BOgF0T8MeZ/3+++9If8zU1BR/1b9ZADBp0qT6+npJlQKMlZUVMuQZNmxYTEwMaiLatm2bp6enWJkcWiVZlp2+SnQBtHnz5v3888/01ixra+t9+/YhPWsAoIdYBAKBQCAQCIQPylBnVGxsbA4dOgQA9+7dc3d373EMLh+SjrKy8pkzZz766KPm5ma6V2OfvHr16ueff0bb/v7+Q7wCHA6ntbVVXl7ez88P50woirKwsNi3b9+cOXOQGWJWVhYOVNzd3aU009OVlLds2bJz5060vX79+nPnzqFtZPxCZ/jw4UuXLt23bx/6iPt8TExMhg0b1t3dDQBubm6Ss0xNTVHIgd/1+z0LAFRUVKSbPNI77O3t7VevXh0fH9/e3h4cHHzx4kX6SOmrRIe+SlZWVgwGg8/nA8C6deskBSSWL18eHByMwkKs1vBfg9RwHgBgbEgfA3Jb+l6T6WqFfY4hEAgEwmDx0OLnf/cl/A+Lwx/+uy/hP4s+/7c7KPT5B5Anw+tMuHf3EFzq4vB90gdI0/Vav349RVG4K33VqlVIfIkutot5+fLluHHjVFRUtLS0rKys6PkNOi4uLuhdcN++fdXV1W1tbSEhIWPGjKEo6ubNmwBQWloqS1ETQk9PLzg4GG0j40XMzJkzKYoSa96YO3cuRVGWlpbNzc0AYGRktGLFCmVlZU1NTTs7O9QlgkhJSVmwYIGenh6Tybx3715vd43JzMycMmWKurq6trb29OnTfX19ewucEhISAgMDAwICenRSx23xPdrGvxeffvop2lBTUxPLY+D9aENdXR0vVEVFBYo3gGb5guHz+dhwpqmpCe/v36x+sGfPHtQKn5SURFHUunXrRAP7j57BYODghG53g8nIyEBRirGxMT1xRCAQCAQCgUD4oAw0o9LR0YHKh5qamtA7aEdHR1NT08OH/xNDv3r1ij5eW1tbT0+vrq5OIBC4u7tTFPX48WP8bW1trbu7u/SQQAwvL6/t27cDwIMHD6SPFAqF6ArfvHkDABRFIWN4AODxeH/88ccff/yB4gQul0svXkJwudzU1FRXV1f6ThTwAEBVVRU+2tu3b/Py8k6dOtWjzfm0adNQSLZp06bk5GR6U3hXVxfSLQAAumYxCmmam5txMAAAnp6eGRkZAFBTU9NjMz3uvWlpaQkNDf3HP/6BjVOQInBUVBT6SL8Gevi0fft2Z2dnLCUsEom2bt2KPOkBoLy8fICz0Krev38fbTs4OEjPrgCAnJycqqoqeo5qamo7duzAWakeA78++fPPP3HBWGBgoKKiIj3Rl5aWhnNuW7ZskdI1RCAQCAQCgUAYXKQFKhs3bvTz87tz5w5qEggPD//1118fPnyIf4EWCAR/+9vf0Ms6RVELFy6cOHEiEnK9ffs2GrNr1y5tbW0lJSV3d3f0E76RkRH6fT0/Px+fS01Nbd++fZmZmbj1QkZQN/ybN29wu0VtbS2LxSorKwMALpfLYrGQNXtubi7+XR+9cXp7e8+aNaurq+v8+fPopR+FVe3t7RoaGn5+flOnTn3x4sW2bdtQ0zk6LBanEggE3t7eaFtBQWHFihUmJiadnZ3Z2dlpaWkA0KP/ure39759+4RC4fXr18ePH79o0SJ9fX2BQFBZWXnp0iVUH2VoaOjr6ys2UcyNHkcdvUEPCXbt2nX69GlnZ+dRo0bV1tY+evSIbgny+vXrjo4OJNSL3WwAoLW11d7ePjAw0MrKqqWl5dy5c+np6QAgLy8vEAhevHgxwFkAUFRUhFN2JSUl48aNk3JHXC7X2dm5uroafWxpadm1a1d4ePh7/cGIUVj4v1VJb9++Xbhw4dSpU0eOHNnV1fXq1SssDbd48WIsQEcgEAgEAoFAGAKkBSq6urq6urr4t3B9fX1kCY9/V96/fz/2VRw3bhy9tyQ5Ofnzzz8XCoVtbW0ozqmoqECBCnrRx40BiJaWlhs3bqBvly9f/ssvv8h4A6i7486dO3gPl8tls9lou729HW//y20zGNeuXcOixiwWa+nSpbh4jMFg5OfnY7nblJQUFHdVVVVVVlbiMqqCggIUkADA4sWL4+Pj8fETEhJ6e6+1tLRMSEgICgpqa2urqqo6ePCg2IDJkyefO3dOLCzpB9glU0VFpb29vaKiQmwpFBQURowYgYSeGxoakPw0nuXh4XH58uW2tjYxX0VTU1MFBQX0fj/AWe9Fc3Ozi4tLXl4eACxbtiwxMVEgEERGRnp5edEb4t+XkpIStPHpp5+iP+ZHjx6JjXFzczt9+vT7+p8SCAQCgUAgEAZC/9+9eDweehlFhUNiP/AvXLjw8OHD/3MOObkJEyaIDeDz+SNHjvziiy8MDQ2ZTOaIESPs7OwCAwOLiop++OGH97oSui9Hb6ipqU2YMAFbCoaEhNCtVyiKWr9+Pf6oqalJN+WgV0bRUwf0Zgyxu/P19dXX1+/t1dbb27uqqurHH390cnIyMTFhMpk6OjrTpk3z9PRMTU19/PixmZlZv58LBuntAgCbzd69e/enn35qYmKioKCgoaExbdq0kJCQ0tJS/IqPB+MNb2/vBw8erF692tjYmMlkampqWltbR0ZGPnr0CFeaDXCW7LS2ts6fPz87OxsAgoKCOBzO2rVrAYDP5wcFBQ2kTQUb+5ibm2NVYjFSUlJ667kiEAgEAoFAIHwgengze/bsWY+1+DhFUFtbSx+wa9euDRs2vHv3LjU1Fe2ZMWOGlpYWi8W6fPny9evXhUIhRVGjRo0SO+Du3bslC5wAoKioSHLn3bt3e7sH7Nl3/vz5L774Am3PnDkzKyvLwMAAlYRhbxbE9u3bUWcLQl1dHSvkWlhYiIlH3bx5E2dI7t+/T1EUukFcA7Zjx46tW7fSp1AUhXxRxLC0tOxRmaqrq+v169cPHz7EWR26MlX/wDaFurq6K1as2LRpk9iANWvW4IxQXV3dxIkT6bNUVVWnT58eFxeHPpaWlo4fPz4nJ+f+/fuqqqpoJ3Zfoc+qqqrCySU9Pb379++jgE1yFgDY2NighhkPDw+6wBedtra2+fPno7DQ398/OjqaoqjIyEixpE1vaysJfW1x1ITialtb2y1btnz88cfKyspPnjz56aefLl++DADr1q2bPHky1icgEAgEAoFAIHxoBkGeWElJKTMzs7m52cPDA+05cODAlClTgJbrwMaCdJ4+ffr48WM0ciDgd00sY/W+NDc347b4urq6vLw8LNeLwO/QKLzJyMiYNWvWjBkz0M6wsLDa2tpVq1ZZW1v/5/Rb42uWRUAsKioKpZhkmYXVsZhMpuS56GV71dXVWVlZDg4OPc7CNDY2MhgMnO+i093d7ebmhuTmEIO7wkjSDfPHH39I6igAgEgkmjNnzooVK7ADD4FAIBAIBALhg9JroKKmpoY6xaurq69cuQIAc+bMoZckpaWloTqob7/9VmwuKsuh06OQ1759+yZOnDjwQAX7hSPh2j5RVFT86quv8Md37941NDTk5OSgHEhTU5Ojo2NycjK9NqxHpk6dGhISEhERwefzY2JiYmJiTE1NHR0d7e3tnZ2dxewIEdeuXZPRlFDGe5ECVtCSxU/9ypUrSNNMlln4K5zLwrOqq6uvXbtGH8zhcFCgIjkLAIRCYVVVVWxsrIeHB85Q0cnNzRUKhQDAZDK7urpiY2NXrlxpZ2c3WGvbW7lXjwxcM5pAIBAIBAKBICO9vqWNGDEiOjoaAFJTU1Gg4uXltXLlSjxgwYIF9IYN6aB3zQ+BSCTC0kwmJiayTFFRUUG3RofH42Epqo6ODnd394KCAukiVAAQHh7u6OgYGhqam5sLAGVlZWVlZciPxcrKKjg42MvLi54BoLe+fGiwtaIsgQoAfP3110+fPpVlFvZCwRkzPOv3339HGsqzZ89GQmrnz5+PiopSUFCQnAUA2dnZtra29vb2Bw4c6PFc6C+HzWa3tLRs2LABAAIDA3Nzc+mNQwNZW1zyN3LkyI8++qjHMQ8fPmxtbQUA/BdCIBAIBAKBQPjQ9L+ZHv+IXlxcLOod1Pkw8PxAb5SWlr5+/Rr+0inu93FwOIGsVHg8nr+/v2SXdlJSkkgkmjVrFt7j6uqak5NTXV199OjRJUuW4FacvLw8Hx+fxYsXD9CRsN9MmDABbdTX1/c4AF8YSmVUV1f/8MMPssxCGl96enoaGhpi58JuNtu2bUOlcW/fvk1NTRUKhZKzAGDSpEn19fV3797t0QoGwWazAwICgoODkd9iQUEBdoAZOJ9//jnaCA4OzuyJtLQ03F2DUkMEAoFAIBAIhCGg/z0qenp6aKOwsHD8+PH/rhvAPQNz5swZlAM6OjreuHGjubk5MzMzJycHN6JIx9DQkMVisVgskUhUWFgYHx8fFxfH5XKTkpI4HI6XlxcaVl5eLmN5kra2Nk5T9A9so44lpMXAoYi5uXltbW1TU9Phw4ft7e2lz2pqakIVUHSbdryNyueMjIwcHByWLVuGdLo4HM7IkSMlZwGAioqKdJNHKysrJG89bNiwmJiYmTNnAsC2bds8PT3Fiuv6t7ZY9wzJNEsSFhaGdREGEgkTCAQCgUAgEN6L/gcqNjY2hw4dAoB79+4hM28xoS0ASEhIQA6GmPXr19Mbo1etWoXUtCoqKiS9NV6+fDlu3Li6ujomk2lsbGxraxsUFEQ3zXj16tXPP/+Mttls9uvXr3/99de2trZdu3ahWqz3tY8EACUlpeDgYNQ0f+zYMbFAZdGiRfgGORxOa2vrzz//XFRU5ObmdvXq1fr6+p9++ik5Obm6uhprE2dlZaFAJSUlZdmyZaiIqE+WLVvW3d1dUlJSUVHBYDCMjY0nTpy4fv36SZMmyXgjpqamJiYm5eXljx49qq2tNTAwEBuAHXIcHBxsbGx8fX1FItG2bduMjY0rKip6m4U8MQEAGzXSz4U++vj4yMnJLVmyZN26dSKR6PLly8bGxpKzZIEuBWZvb7969er4+Pj29nZU6LV27dr9+/ejbJi7u3s/VL+srKyQz0x2drZIJBLr1L99+3ZERAT+SBeO++9g+sk+/pzurfx54Gf57mIfAy78sF6mA0nFaHPKoK0LgUAg9ItRHw1UHPLl81sDPAIATPszeAhOJNPNRuwb+O38NzFUikt9/AHIVOsz4Gf3a8gg/M+9/6VfLi4uyP8xKioKm4XTKS0t9fPzw1aAsoMlwpqamsrKyjo6Opqamh4+fHj48OGJEyd+8803yCmyvb196dKlSK0LVxM1Nzc7Ozvv3r27HyEKBidAessqIBISEpDxC/qYk5MzZcqUvXv3Pn/+nMfjYS2y9PR0oVDIYrEWLFggY5QCAGfOnPn111/z8/NbWlrevn2bl5d36tSpyZMny24yQ1EUFms+c+aM2Ld8Ph97HTo4OHh7e7u4uABAcXExzpVJzoK/Mg9ycnKLFi3q8VwAgGQYDAwMnJyc0ANFUmBis/rB5s2bcc+9u7s7jlL6jaKiopubGwBkZ2dfvPgvL9RcLtfb2xu3VxkbG4ulgwgEAoFAIBAIHw45nP3oE7HciLa2tr+/PwDweLxFixaJmZ/U1ta6u7tLin1t3Lhx2rRp+GN4eHhhYWFhYSH+5V4gEAQGBqJtiqI8PDy2bNmybt06R0dHtPPw4cOLFy9OT0+3s7P7/fffAUBFRQW5xYtEIn9/f7oPY//eYnG7S0VFhdhd06HfSHV1tZubW319vbe3d1xcXFRUlI6ODvqqpKRk5syZbDZbQ0Nj/fr1HA5nz549uGzJyMiIz+fjlh4+n48CBgBQV1dftWrVjh07tmzZMm/ePLQzIiJC7H1aCmvXrkXB5Pbt2wsKCvB+kUi0detW3C6vr69PURSbzUZVWDk5OUhBWGwWAqkMe3l5iUkXoJgEAOTl5bGtytKlS9EGqp6SnMXlclP/ok8jSC6Xu2zZMvxHVVBQgE8EAE+fPhXJhphBzebNm9FGQEAAck1BbNq0iZ4Z27Jly3+O9jSBQCAQCATCfz2M9PT0Hl0XMVjp6MSJE1paWoqKiu7u7sixJDw8/ObNm3/++efDhw+nTJmCZGdbW1tXrFhx4cIFlNPQ1tZ+8+YNPpquri56dUbo6+uLubDv37///v37aFtVVVVPTw/1ypubm6upqd26daujo+Py5cv4hVJFReXKlSuhoaEAcOvWLS6Xa2tru2fPnk2bNv3xxx9ihvEyQlGUhYXFnTt3AKCiogILQ4nh7e29b98+9Iv7kydP5OXlv/rqKxMTkwcPHly6dAldNuKPP/4wMzO7ceMGVqby8/MzNzdvaGioqqqqrKxEgRYAFBQU3LhxAwA+/vjjjIwMuggBNp08duwYbgGXzsiRI/fv3x8UFNTa2mpvbx8YGGhlZdXS0nLu3Ln09HSxwUZGRhEREd99951AIBg1alRNTQ19VmlpKR5pYGCwe/duselYlVggEOBZHR0dFEWhrv2RI0dKzioqKsLFYCUlJVJk1pqbm11cXPLy8tCfTV1dXWVl5c6dO8PDw/vxiOlMnTp1/fr1+/bte/v27cKFC+3t7WfMmNHU1HTy5En4S3Zs8eLF2PCUQCAQCAQCgTAEMPLz83v8oqysTOz346KiIpRCQcjLy/P5/MzMzMWLF9+5c6erqwtFJi0tLadPn0YD/v73v6enp9MDFenweDy63XhLSwubzZYyfvr06Ww2G2c2uFyuqalpRkYGk8nEP4T3Dyyhi0V1JbG0tETBA/qNXyAQHD9+nD5g3Lhx+P0+Pj6erp+rpaX11Vdfof6H4uJiHKjgdNCaNWvEpNJ8fX1/+OGHhoaG/Px82ZXEAgMD37x5s23btra2NjErd3V1dWxziQgKCjpz5swff/xRU1Mzb9689PR0yVkqKirXr18XM2fs7u4+e/YsADAYDKFQKDkLALy9vXu0dJSF1tbW+fPno9b8oKCggIAAKysrgUAQGRnp5eVFb1vqH3v27Onq6kI9V1lZWfQ2KgD4+uuvo6KiBvgXRSAQCAQCgUB4L+RkFErqjREjRvz++++XLl3y9PRE9UJycnJ2dnaoeQN3ustIeno6PRHRI9ihLyEh4f79+/T6KwAIDQ2VND7vB9iUULrHn7e3N5bJGjNmDJPJ1NHRmTZtmqenZ2pqKnqxBgALCwtbW1uxuVjSl95OgxswJEvyKIp6+fIln8+vq6ujx5Bz5syhpBIaGorSAhoaGkwmU1NT09raOjIycvny5WKnkJeXj4uLQ2mo27dvJyYmrl692tjYmMlkqqurozFz586VbOhPTU1F4ejnn3/+4MEDPEtTUxO30Utv+JFCW1vb/PnzUQjn7+8fHR398ccfI1NRPp8fFBSEwjZLS0tKNrZu3Sp2Cjk5uaioqKysrNWrV5uYmOA/ofnz5+fl5cXExPQvNUcgEAgEAoFA6DeMw4cPHz58WMqIKVOmfPLJJwAgFAqxhCu9gmvSpEnPnj2bOHHi9OnTs7Ky9PX1xX6QFuPu3bupqak9qj/hiYcOHeqtcfn48eMcDgcA9PT0JL3MV65cSXelrK2tRe/02ApjzJgxWJyKjqKiYldXF3qZTk1NxYkUVOS2dOnSpUuXIlkzsYnIeVBZWbmyslIsB4VVAZCZjOQZJXdikbGwsLDa2tpVq1ZZW1v32BqRmpqKNmTv8P773/++c+fOq1evcrncRYsWbdmyRXKMubl5aGhoaGhoV1fXjh07pk+fLicnR7+AHpM5WCTax8eHoig5OTk0i6IoDQ0NBoPB5/Pz8vKeP38uZqpoY2MjEomSk5M9PDx6XJDu7m43Nzf6sqOLiYyMlEzaDBA7Ozs7OzuBQDB16tQnT544ODikpKSQvhQCgUAgEAiEfwt9yxO7uLig1oLXr19j94mMjAy66aEkpaWl6OUVv6zLQk1NDdr49ttv+xyMurplBMttVVdXf/LJJ2w228rKSvKAOHyaPHky2pDRqlJJSUnKG63sjuZTp04NCQmJiIjg8/kxMTExMTGmpqaOjo729vbOzs5iziGIa9euyZgW09TUbGho8PDwEAgEeKkl2bhxY2Ji4pMnT/Lz83FlIH6ON2/ezMvLo69ec3MzahlCeYm0tDQczHR2dtId7jkcDtJ9FqOxsZHBYPRYGJabm4vSQUwms6urKzY2duXKlXZ2dgNcB7y9efPmPXv29Djszp07YuVeK1aswCEZgUAgEAgEAuGDwpg0aRIW1AKA1tbWU6dOAYC6ujpS6ZWsWZKF0tLSsLAwAJA04pACl8uVfbBYfwVGU1NTrKjp3bt35eXluH08Ly/P0dExOTl57ty5vR28qqoKbYipVA0B4eHhjo6OoaGhyAqmrKysrKzsxIkTAGBlZRUcHOzl5UUPiuitL33y008/SUqxiaGgoODm5vbkyRP0cdasWU5OTjU1NfHx8QDQ0dHh5uaWm5uLveQvXLiAwhihUPjbb79JOfKpU6fCwsLoFy8UCquqqmJjYz08PCTzY/BXLzubzW5padmwYQMABAYG5ubmokQWnfdaBwKBQCAQCATCfzgMR0fH6Oho/LmyshIFKjo6OvT9QwM2KS8uLu632/2oUaMkr7yoqAi59SkqKnZ2dnZ0dLi7uxcUFPQmM4WiIKxTPMS4urq6urrW1NSkpKTcunUrKysLyfvm5eX5+PgkJSVduHChHyVJT548QfJo0qmvr6c3FykqKm7btq2srAwFKmjApk2bUAEeACCPFFmoqqp68OCBjY0N3pOdnW1ra2tvb3/gwIHeZrHZ7ICAgO7u7pMnTz59+rSgoCAqKur7778flKU2MTHBwsoAwOPxUGfR6NGjscJBfX09Ut/+7zN8JBAIBAKBQPiP5T2c6XV0dGQXm+of2GqwsLCw34GKdIyNjUeOHJmRkcHj8fz9/W/duoXf+PENbtu2DVUozZkz54Per3QMDQ1ZLBaLxRKJRIWFhfHx8XFxcVwuNykpicPhYFfK8vJyKSVPIpGovr6+pKTkxo0bV69elcUH8+DBg8ifRFNTs6mpKTU19ZdffsHVVkpKSjwe7+zZszt27DAxMampqcnMzASAYcOGdXd3A0BISIiYZHBbW5uuri465pEjR+iByqRJk+rr63sTgAYAKyurgIAAdPyYmJiZM2eiB+Tp6SlWCCd9Hehoa2vjIsaAgAB0fMSGDRtQoJKamoo6i7q7u9FJ7ezsNm7c+EGfOIFAIBAIBAIB8x6ByhBgY2ODJGLv3bvn7u7e45iEhITKysphw4aFhIT0QzFWTk7uzJkzH330UXNzc2ZmZk5ODu5fR7x69QrnE+hyzEMDh8NpbW2Vl5f38/PDERTyddm3b9+cOXM+++wzAMjKysKBiru7+7NnzwbrAkQi0a+//oq2o6KikMf8mjVrrly5gnYaGhoWFxcLhcLLly+vWbMG51UUFRVRoLJ69WqxYw4fPtzZ2Tk5ORkALl68GBcXhwu3VFRUcBqtR+gd9vb29qtXr46Pj29vbw8ODhYzvpR9HbZs2SLm+Yjo7OxEWaMZM2Zg/YOwsLDs7GxNTc0zZ85I1psRCAQCgUAgED4Q7xeoINkrAwMDKX72zc3N9KokJBT27NmzysrKsWPHig0+ceLEzp076+rqmEymsbHx1KlTUWlWVFRUUFAQvesAndrFxeXmzZsCgWDChAlsNrumpiYtLU1Kq0mP6OnpBQcHo5zJsWPH6IGKra0ttpucO3cuahmfO3duenq6m5sbvkEzM7Pq6momk2lubk5vlUlJSTl69GhOTg6Xyx0zZowUPS6RSIRN31esWKGoqGhsbDxx4sTi4mJ0ATY2NpIqwCNHjkQb0kWTB0J5eTnyfjE3N/fy8rp9+3ZsbGxTU1NwcDAaoK+vX1xcDACpqanBwcG4uRzJFZibm/dYTff3v/8dBSrt7e1paWko3OoHe/bsSUpKampqSkpKoihq7dq1+/fvHyxhrlu3bqHWfxcXF7Tn9u3byOsmISHhv7IHZuxLX+kDivU+HfhZokbHSR9QmTCpz4NclpssfYDdn8v7PAiBQJCdPv99GBS+CVzf96D6fqrbDz0vn/+fudQ+6fPf/2Ju3weJGv1o4FcyypsjfcAXEfuGYEEG5V4gfCgu9dcQGf6z+vAMynP592RUcAHS7du30UZHR0dTU9PDhw/RRx6Pt2jRIg6HI+Zbf+/ePdQLjt6V+42XlxcKVLC5h1AozMzMxB3kKioqx44dE5uFwoO2trbnz5+ji8T+jADAYrHo9pSlpaV0N3c6zc3NdMndjo6Ojo6Ot2/fItt1xKZNm5KTk+k/4Xd1dSF9AgCwtrbG+58+fSrlTpubm1GiA+Hp6ZmRkSFlPD6as7MzAOzduzclJeXly5f42rS1tZWVlTs6Op49e/b48WOUxBg+fDhaHDRLktmzZyORYgDgcDg4UOFyuTgydHBwkJ5dAQA5OTlVVVUkHq2mprZjxw4cpUhfB1m4fv062kDyElwu19vbWygUBgcH95bfIxAIBAKBQCB8IAY/UFFVVc3Jyblz5w4q/dfT06uvrx83bhyW/xIIBFijlqKoKVOmjBkzxtDQsKCgAMctAPDw4cMpU6Z89tlnlpaWTCYTRSZYZRhhYGCADVJkpLa2lsViwV9d9RUVFStWrGhtbc3Nza2rq8NXdeXKFexUiKipqSksLAQAZWXlQ4cOdXV1nT9/Hr/0Nzc3s9lsDQ0NPz+/qVOnvnjxIjo6GksA03t7BALBl19+STcGWb58ubGxcXZ2dlpaGt55/fr18ePHL1q0SF9fXyAQVFZWXrp0qaGhAQAMDQ19fWX9oQsbNSL6NC7EEeCoUaMAQEND48iRIx4eHngARVG6urqVlZUvXrxISEhAOy0tLVG8gWZJwmAwtLW16+vrAeDSpUttbW3IUrOoqAhLQpeUlPSmbYDgcrnOzs7V1dXoY0tLy65du8T6YfqNSCS6du0aulTURbNp06bq6mo9Pb0dO3YMyikIBAKBQCAQCLIz+IGKnJycmZlZZWXl/5yAwQAAJpOJkwP79+/HmRORSPTo0aNHjx5VVFSMHTs2PT3d19cX20p2dXUlJSUlJSWJncLW1nbPnj3W1tY9WgRKh8vl0vMeAHD69GmxMSNGjJg9e7bYzoKCAvTjvaamJmrDYLFYS5cuTUxMBAA+n29mZnbjxg1cIOTn52dmZtbY2Aj/WqlVUFBw48YNADAyMkIiyEuWLEGRQEJCwqpVqwBAXl5eIBBUVVUdPHhQ7DImT5587tw5sfBjEEEXDABaWlpoY+HChZ6enug28Vfo+Z45cwbtMTY2RoEKniXJqFGjUKDS0dGRnJy8YsWK97qw5uZmFxcXlNhZtmxZYmKiQCCIjIz08vKysLAY+I2XlJQgJ1ArK6vhw4c/ffr0+PHjALB9+/b3DYYJBAKBQCAQCANH7vDhwxQNnEYoKytDMcbgwuPxkKG4rq6ujY2Nqqrq8OHDJ0yYgH7pnzNnzrlz51CLvIGBAVJ2YjKZI0aMwC+LpqamGRkZDg4O/YhSekNNTW3ChAk+Pj5If7a3nmnsHIKgKGr9+v+tAoyPj6e3MWhpaa1cuRJt070pcbUYziRgfH199fX15eXltbW1t23b5uTkZGJiwmQydXR0pk2b5unpmZqa+vjxY7FyuMGlvb0dXz/eGRUVRf+IJZtRVDN69GgNDQ3JWWLo6OjgbdyCLyOtra3z589HelxBQUEcDmft2rUAwOfzg4KCBkWMDqVTAMDBwQEANmzYIBQKLSwsJLUBCAQCgUAgEAhDwHurZknh7t27IpFIrM9+586dIpEI9w+kp6e/fv0aANavX//HH3+0tLS0trY+f/4clwzZ29ujVuba2tqDBw9WV1d3dnY2NDRgq/jQ0FAmkyl5alSX1RtmZmaifwX/on/+/Pnm5ubnz5+fPHlSyns2APz+++9iN4g1lC0sLCSdMfEv/X//+9/xTmxraGBggK4EF1ZRFPXy5Us+n19fX//jjz9mZmaWlZV1dnbq6ek9fPgwMTHR1dVVTk6O6p2tW7fK/rwOHjyILmDWrFl4JxIRBgB6GkFPT+/Nmzdo8K+//oq/ys7OFolENTU12LdeSvKBPgtHBTY2NiKR6NKlS/CvAl9GRkZoY9asWW1tbfPnz0cBnr+/f3R0NEVRkZGR6HoyMzNRpsvS0pKSjR5Xac2aNeiAkZGRv/32W2pqKgDs3bv3Q4TrBAKBQCAQCIQ+YXz99df0z62trbgUSiAQ9KinVFtbi/dv2rQJbYhEIvRuBwB0Ha2tW7euWrVq4sSJKFbBvRlKSkrIf0MSHC3k5+fr6+uLfevq6tqP+8SGj5IsWbJEXV1dX1/fxsYGiT71iLKyclFREWqjnzFjBrpI/G6N1Wzp9JjzwYsTFhZWW1u7atUqa2vrwdKtei/WrFmDhJh1dXX//PNPlCfB1ywmLFZaWoqissWLF+MEEY4Y6bMuXLjwxRdfoI9jxoypqKhAKTLJWZjGxkYGg0F/1qgoDgDS0tLu3LlDb+n50GslEAhQoszBwaHf6mQEAoFAIBAIhAHCiImJoX+urKyU7NmQBaFQiGuZpOhK4f7yb7/9ts9j0ium/udyGQxs1TeINDc3Nzc3I/dxAKDLZGEUFRXxa2tGRgY9CwEAysrKMp5r6tSpISEhERERfD4/JiYmJibG1NTU0dHR3t7e2dlZzMQQce3aNRmtDDU1Nftx+w0NDevWrTt58iQAYN0tKTEb/go1xIvNwo4rAFBdXZ2VlYWKqSRnAYBQKKyqqoqNjfXw8MC5Jjq5ublCoRAAmExmV1dXbGzsypUrsfvkwFdp8+bNe/bs6XHYnTt3xIx6VqxYgeWYCQQCgUAgEAgflF7LWtTU1JDZH52LFy/W1dWpqKjg7gtbW9urV6/Kfj4ulyv7YLpFCWLEiBH9MHmko6mpuXz5cgCIi4tDBUve3t4tLS25ubm4ib+xsfHmzZvva88iO+Hh4Y6OjqGhobm5uQBQVlZWVlZ24sQJALCysgoODvby8qLnDYbAwePUqVPLli1zdXXFcaCUQAWpAwMt94VnvXjxApd1ITgcDgpUJGcBQHZ2tq2trb29/YEDB3o8F4pS2Gx2S0vLhg0bACAwMDA3N1eyj+i/0ueEQCAQCAQC4f9beg1URowYER0dLbbz8ePHdXV1Ghoa9K+2bNki+/nEjDJOnDiBYx5ZGGCUAgCjRo2Kjo4uKSk5fPgwAIwbN+7UqVMAIBKJbt++7ebm1t7eLhKJ3N3dCwoKpKvlDgRXV1dXV9eampqUlJRbt25lZWW9fPkSAPLy8nx8fJKSki5cuDDE9WBff/3106dPJ0yYgD4ihS5JRCIR6qHX09PDPfR41t27d1E+avbs2Sixdv78+aioKAaDITkLACZNmlRfX6+rqyvlwthsdkBAQHd398mTJ58+fVpQUBAVFfX9998Pyl2bmJg4OTnhjzweD7Xsjx492tTUFC8Fyrb1Vj1IIBAIBAKBQBh0Bq1RWF5eni6+hPtVxNDT0/t33zIAAC7gmTNnDtqgKMrJyWny5MmoaZvH4/n7+9+6dQtHCxRFDYq6FB1DQ0MWi8VisUQiUWFhYXx8fFxcHJfLTUpK4nA4Xl5eaFh5ebmMRU3a2tr9KI0bO3ZsZWVldXX1Dz/8gB3osRWmGE1NTah9xdLSEu/E21jTbNu2be3t7dnZ2W/fvk1NTR05cqTkLABQUVGRbvJoZWWFDHmGDRsWExMzc+ZMdHCkCEcf2b9VCggIQMdHbNiwAQUqqampqO+ou7sbndTOzm7jxo3vu7YEAoFAIBAIhP4x1IpGNjY2hw4dkj4mISGhsrJy2LBhISEhA0+hSPLq1SvURA4A/v7+9K/Q6eTk5JBRfU5ODl0YYFDgcDitra3y8vJ+fn70KMjCwmLfvn1z5sxBnTBZWVk4UHF3d0cG8H2yZcuWnTt3vu8l7d69OzAwsKmp6fDhw56eniYmJuXl5Y8ePaqtrcU2nfTVQxt0eWVTU1M0C6kbGxkZOTg4LFu2DL30czgcLKksKcosHboggb29/erVq+Pj49vb24ODgy9evEgfOfBV6uzsjI+PB4AZM2ZgdYSwsLDs7GxNTc0zZ870plv9f5fKUSelD5hw5dEQXMZlucn/7pUgEAji9Pnvw6CwPrnvs1y2+fnfvRj/YWTH9THgo08HfpIJ9bcGfpBB4eUvfRivRY2W7UD/Afwasl76gD5vFgBGeb+fx0P/iBrdxwvA0FzGYIYBM2fOpChKzGxEDLp8EwCsWrUKKcZig8jS0lI/P7+wsLAbN24EBASMGzdORUVFS0srPz8fAPh8fm+nxmU5QqEwJCRkzJgxFEXdvHlTbKRQKFy6dCnqfpk7d66VlZXk0fBv/MeOHZPxBtPT0wGgvr5+06ZNZmZmysrKmpqa//jHP+hjUlJSFixYsHr16sDAwICAAGdnZ6zajBk5ciTaKCkpWbJkyZQpU9TV1XGX/wdCT08POUuKRCI/Pz8sl4z9HOmgTh45OblFixbhnRRFYaUvAPDx8ZGTk1uyZAmKxC5fvoz8IsVm9YM9e/agVvikpCSKotatWzeIaa5bt26hzhwkkA0At2/fjoiIAICEhATSA0MgEAgEAoEwlHzwjIpYaKGkpCRlcG1trbu7u0AgAIA7d+7cuXMH7e/o6EAb9fX133zzzcGDB6W4W1RVVe3evbu3bysqKpDjioqKilgcglFWVm5tbYXey596JCcnx93dHScceDweVg4QiUQsFovNZtPH37x5c8qUKVevXsWCy11dXWFhYWgbRT6ShISEhIeHD/ChSOLt7X369OkbN24UFxfz+XwlJSUej7d9+3ZnZ2fsYINAUmxeXl4mJib0/WvWrEHeJvCXBLOBgYGTk1NmZmZnZyeKtSRncblcZGkPAA4ODtLLwABATk5OVVUV9eWrqant2LEDZ6Uko7735fr162jD0dERXZu3t7dQKAwODnZ3dx/0NScQCAQCgUAgSIHx4sUL6TmQ/oHletHLOpfLbWlpUVNT27hx44oVK9zc3Orq6gCAwWDMmjVr/Pjxp06dev78+YULF7q6uvBBmEzm/PnzJ06cyOPxjh8/jl6RDx8+/OLFC/SDeo+nxlGNiorKkSNHfv311+7u7oqKCrQTKX2pqKhcuXLF2Ni450VhMLS1td+8eVNRUdHQ0CDL/ba3t7u5ub1+/drb23vWrFldXV3nz5/HMs0hISHPnz/X0NDw8/MbMWLE5s2b0Qu9QCD48ssvQ0JCRCJRZWXlpUuX6KdTV1f//PPPTUxMOjs7s7Oz09LSACAiImL69Omff/754D4viqLYbPbEiRPb29sPHz68cePGiIiI1tZWe3v7wMBAKyur0tJSPNjAwEAyFKyursbJjWXLlqFZ9D+tHmcVFRXhYrCSkhLp6gVcLtfZ2bm6uhp9bGlp2bVr12CFbSKRCOmVMRgMGxsbANi0aVN1dbWent6OHTsGd7UJBAKBQCAQCH3CSE9P9/X1HfTjTp48WUNDg8vlosCjtrb27du3ampqurq6urq6Bw4cWLp0KQDw+fybN2/SC7RQfwgAODg4JCQk4B/gHzx4kJWVJS8vLxAIkpOTT58+ja3le6O9vT0pKUly//Tp09ls9rRp06TMtbCwQPkcHOFIp6mpSUFB4bfffsOixiwWy87ODqULnj9/bmZmduPGDVQ+pK+vHxgYiNo5WlpaQkJCJA/48ccfZ2Rk0B0/EhISVq1aBQDHjh0b9EAFAIyMjCIiIr777juBQJCamvrjjz9u3769ra0tMjKSPkxFReX69euSRpy//PIL2qAoSnIWAJw6dUpyluw0Nze7uLjk5eUBwLJlyxITEwUCQWRkpJeXl4WFxcBvv6SkpLy8HACsrKyGDx/+9OnT48ePA8D27dtVVVUHfbUJBAKBQCAQCNKRQ70fkpSVlVESoA4T5EwvpfgKADQ0NK5evTpz5kzUnq6goKCgoIC/VVdXRxszZswwNDRkMpkjRoyws7Pz9/dHX40ePTopKUmsTAgAtLS00AHf90dubDI4ZsyY+/fvS49SgOb1gd0/+mTz5s106xWKohYsWIA/xsfH4yYHb2/v6upq5C4CAMOGDdPR0Zk2bZqnp+c333yDdq5Zs0bMvdHX11dfX19eXj4/P3/Q9ccQQUFBtra2APDo0SMFBYUHDx6sXr3a2NiYyWTiRzZ37txJkyaJTezu7j579iwAMJnMmzdv4lmampp4Ym9/abLQ2to6f/581JofFBTE4XDWrl0LAHw+PygoaFBWA9u/oOeyYcMGoVBoYWGxevXqD7HUBAKBQCAQCATpyIkpur548ULGmQKBgKKozZs3P336VCQSPXz4EL3Td3Z2oo5ke3v7O3fuIKEkiqJGjRoleZDAwMDq6urOzs6GhoasrCx3d3d0kO+++05bW5s+8u7duyKRqKGhATU6P3/+HBWPiZGQkCDqiXPnzqEB1dXVDAZDLADT0NAwNzdftWrVxo0b+Xz+ixcvcGDT1tZ28+ZNkUj08uVLsRsEAEVFRSxwLGkI8/e//x1tWFhYoAAAo6Wlhd+AExMTGxsb8/Lyzp07h9V7JR8ERVEvX77k8/l1dXX0sjdLS0tKNrZu3ZqamooWZPTo0b///js6wqJFi968eQMA8vLycXFxKKQMCwtTVVWNi4srLy/v7Oy8cOECGoxMKsVITU1FR1i4cGFTU1N8fHxFRUVXV5eqqioWWONwelCHsLGxEYlEly5dgn8V+KLT1tY2f/58JHzs7+8fHR1NURTqhxGJRJmZmWg13msdJM+yZs0adMDIyMjffvsN6Wvv3btXekBOIBAIBAKBQPhADJrqV0tLy59//gkAb968KSgokD4YmRsCAO43QGBNMCUlpcxewLmOHn+hx43p70Vzc3NRUVFCQsLChQs/+eSTvLw8VJcFAGpqarLcoLKy8tixY8V24jdvrHXb47d0sBpyWFhYYGBgdnb2B0qe0OFyuevWrUPb5ubmoaGhANDV1fXVV1+hMrw+wb40Pj4+uAYMAFCPB5PJBIC8vLznz5/3OL2xsZHBYPRYGNbd3e3m5kYXixtcH8zNmzdLRjJY9WvBggX0/VgwmkAgEAgEAoHwoen112I5ObnAwMA+54slCmSkt0ClpqYGbXz77bd9HgT11v/LzTAYfdodysvLs1gs+p537941NDTk5uYi4d28vDxHR0fsSi5Wf9UbSkpKUl6gsbRAn0ydOjUkJCQiIoLP58fExMTExJiamjo6Otrb2zs7O4tZHCKuXbsmo9GhlHs5derUsmXLUJi3cePGxMTEJ0+eZGVlHT16FOeFeqO5ufny5csAICcn9+DBg6tXr9K/DQsLGzVqFGr14XA427dvp38rFAqrqqpiY2M9PDzk5eUlD56bm4uCJSaT2dXVFRsbu3LlSjs7uw+0DgQCgUAgEAiE/xB6DVTk5eWjo6OH+Gqwnq8sIC8UOiNGjOjTIJLBYPR4XyKR6Pbt28HBwfn5+R0dHVjrVrJP5kMTHh7u6OgYGhqKiqzKysrKyspOnDgBAFZWVsHBwV5eXvSgaLD8Pb7++uunT5+qqqoqKCjExcXZ2NgIhcLNmzcvWLDAyMhIysQLFy4gLTWhUCjZO4TVhwHg9OnTYWFh9IvPzs62tbW1t7c/cOBAjwdHUQqbzW5padmwYQMABAYG5ubmSnov9m8dTExMnJyc6HuePHny9u3bYcOG2djYoD+n+vp6JK+MvXoIBAKBQCAQCB+aQSv90tHRsbe3BwADA4NZs2b17yDYRqO4uFjUF2Km8vCXr3z/oCjKycnp3r17s2fPBgBUcDVu3DjcKjMoNygjrq6uOTk51dXVR48eXbJkCW7vycvL8/HxWbx48eDWgyGXyerq6h9++AHtsba2RsVgbW1tLBZL+unotV7SKSsre/DgAX3PpEmT6uvr7969K0Ujm81mBwQEBAcHowaegoKCqKiowbr3gIAAemFhXFwc6kT65ptvbt++nZmZmZaWhsr/7OzsNm7cOIjLTiAQCAQCgUCQwn9Wo7Cenh7aKCwsHD9+/NBfgLKy8pkzZ4yMjJCqsqS81VBiaGjIYrFQnFBYWBgfHx8XF8flcpOSkjgcDu6XKC8vl7HkSVtbu8fSuICAgEOHDjU1NR0+fPjLL7+cOXMmAISFhSUlJZWVlaWmpv7yyy8GBgY9HrOmpiYzMxMt3YMHD9CKGRkZlZeXR0VFIW0uT09PAEDm9P/85z+RSwlCRUVFusmjlZVVQEAAAAwbNiwmJgZd27Zt2zw9PcUK4Qa+DgAQExODorKvvvoK7QkLC8vOztbU1Dxz5oxkGodAIBAIBAKB8IEYzEDlyZMnAICt2Xtk/fr1+/fvxx/j4uLi4uIAoKKiYuzYsTY2NocOHQKAe/fuaWpqnjx5MjMzs66ujslkGhsb29raBgUFZWdnV1ZWDhs2LCQkBKdQ0KmRGFdbW9uuXbs4HE5NTU1aWhpdMlgW6NkDsVbyHm/w0aNHAICc7Ovr63/66afk5OTq6momk/nRRx/RR6akpBw9ejQnJ4fL5Y4ZMwarAtDhcDitra1ycnJGRkbHjx8vKSmpqKhgMBjGxsYTJ04MDw8PCgoCgKysLByouLu7P3v2TJZb27Jly86dOyX3a2pqHjx40NfXVyQSffXVV/n5+YqKisrKyrGxsZ9++ikArFmz5ujRoz0eE2t5eXh4XLx4EW37+PjIycktWbJk3bp1IpHo8uXLx48fR4HKuXPnDhw4IPsbP11ywN7efvXq1fHx8e3t7ajQa+3atfv370e1ZANfh87Ozvj4eACYMWMG0j+4fft2REQEACQkJAxWid3/Lez+XD7wg1RGuA3FtYakDMVZCATCkGOXwPt3XwKAbP+UjR3wP0Q6Zpv7HJPr+2TgtzM0q6pjVjDwg/xXcXIwfgHv6yB9/oVMH5LLGBT+szIqLi4uSkpKPB5v3759e/bswfs7OjqampoePnx4+PBhiqJEIpGHh0ePhV7Nzc1YyrYftLe3L126FKVTAKBP+TI6OTk57u7uOIzh8Xi4zEkkErFYLDabjQfTjd7pJCQk0O0vMW/fvs3Lyzt16hT62NbWNrgr7+3tffr06Rs3bhQXF2/fvh3Zvc+ePdvf3z82NrapqanHN3uRSIT1vpYtW4alw7y9vQHAwMDAyckpMzOzs7Ozo6NDVVW1tbX19evXaWlpn332Wf+uc/PmzSdPnhQIBADg7u6Oo5RB4datWyjWRapfXC7X29tbKBQGBwe7u7sP7oITCAQCgUAgEKQjN+ivvNLZuHFjYWFhcHAw+ujq6lpYWFhYWIgqi7S1tf38/AAAvYkqKCh4eHhs2bJl3bp1jo6OaIpYZY4Y/v7+OEoxMDCQ3VNcKBTeunXLzs4OuYug19+KioqGhgZZpgsEAjc3t/r6em9v77i4uCNHjqBeF8T169fZbLaGhsb69es5HM6ePXvoZUv0vM3UqVPxtrq6+qpVq3bs2LFly5Z58+bRT2dtbY23kY+NLPQYbCAoimKz2agKa+/evShNhLZRhwxWF6Dz+PFjlMTQ0tLS0NAoKSkBADs7O1y2t3TpUrSRmJi4cOFCtE03VOFyual/gSWhe4PL5S5btgz9bQBAQUEBj/e/PwgNfB2uX7+ONtAf26ZNm5C88vu6ixIIBAKBQCAQBg5DdofHQUFXV1dXVxd3Tufn59+9e1dRUXHUqFGoHEhXV5c+nqIoOTk5LS2t0aNHDxs2rLu7G+2XlPwCgK6urvPnz9va2u7Zs8fa2rpHoxI+ny8mT9zd3d3Y2Jibm4sdJFVUVExMTFChV0VFhdgl9YhAIGhubv7tt99wpRmLxVqyZAnySWxsbDQzM7tx4wYuH/Lz8zM2NkYKy/RYiB6BqKmpqaurKygoyMvLGxsbq6mpofGKioq+vr6D/miMjIwiIiK+++47gUDw1VdfPXjwYNiwYRoaGkeOHPHw8OhxCk6nLFmyBDnTAwD92hYvXvzNN9/w+fxbt24lJCSg8ZcuXWpra0OWmkVFRfPnz0eDS0pKxo0b19vlNTc3u7i45OXlAYC+vn5dXV1lZeXOnTtR8mfgiEQiZE7PYDBsbGyePn16/PhxANi+fbvs4S6BQCAQCAQCYbBgvH79uscvuru7pRfVyMvL8/n8/p3V2NgYbdTV1SHxroqKCjU1NR6Ph4zMkWnGu3fvkpKSkpKS8EQ5OTn0o/iOHTtWrFghdlihUGhqapqRkYEcBntEIBDQS7AkmT59OpvN3r59OwpUkAaULGzevJneD0NR1Nq1a7Ghe3x8PL3JQUtLa/bs2cnJyUBzlQGAxsZGvF1TU3Pw4EGxs1AUNXz4cGxDObgEBQWdOXPmjz/+ePTo0b59+0JCQgBg4cKFnp6eqMOEDp/PP336NNr29PREHfNMJnPJkiV4jI6Ozrx5865fvy4UCuvr6zU0NLhcbkdHR3JysuTjk0Jra+v8+fOzs7PRRQYEBFhZWQkEgsjISC8vLwsLi4Hfe0lJSXl5OQBYWVkNHz58w4YNQqHQwsJi9erVH2KpCQQCgUAgEAjSkZPRenxwwUJPioqKw4cPnzBhgoKCAgCkp6ejwGn79u2XLl1Cyk5MJnPEiBF2dnaBgYHPnz9HpoTPnz/HCRA6oaGhUqKU3lBTU5swYYKPj09ycvL9+/enTZuGfu+H9+kGWblypdgenB/Q0NCQdMbERuw4TQQA2PTw008/dXJyMjExYTKZOjo606ZN8/T0TE1NFQgEjY2N9BjS0tKSko2tW7dKvwV5efm4uDj0LMLCwrCRfFRUlLq6utjgW7duoYac0aNHt7W1vXnzBgAWLlwoZqeIq7/Onj27ePFitE2v/uqTtrY23Hfk7+8fHR398ccfIz0xPp8fFBSEqgEHuA4onQIADg4Ov/32W2pqKgDs3buXwfjP6uMiEAgEAoFA+P8ExpMnT6RnTqZMmfLJJ58AgFAoRN7tAKCrq6ukpIS2LS0tnz17NnHixEmTJmVlZSFTDsy4ceOePXvWW0nP0aNH6e/3WVlZaENZWVldXT0wMDAwMJA+/sWLF1gsKz8/H7/ro1MDwMqVKyUDBgDA1TtjxowpLy/v0QT93bt3t27dSktLA1oihZ676PEGp06dmp6erqysPHbsWLED4pd7sQ4ThJOTU0xMDACg5UXMmDEDbdy+fdvPz2/v3r3W1taD2C8udgGPHz8GgClTpuCd5ubmoaGhoaGhXV1dX3755fTp0zMzM2tra3H4Z2VlhTacnZ2xQtqXX36JNnx8fPLy8mJiYjIyMmpra5WVlY2MjBgMBp/Pz8vL43A4qJ4KY2NjIxKJkpOTPTw8eizV6+7udnNzw38Y8Ff7UGRkZGRk5CCuxpo1a9asWQMAAoEAdQo5ODj0u+mfQCAQCAQCgTBA+v612MXFZffu3QDw+vVr7D6RkZEh3fSwtLQUNSQgz3IZqampQRvffvttn4NRw4aMIPlgAKiurv7kk0/YbDZ+4aYfEPdLTJ48GW2I5Qd6Q0lJSUo4oaysLON1Tp06NSQkJCIigs/nx8TExMTEmJqaOjo62tvbOzs7izmHIK5duybFP2TXrl0JCQl4e9euXZJjnjx5Qn+aGzduTExMfPLkSX5+fn5+PtqJn+PNmzfz8vLoq9fc3Hz58mUAkJOTi4qKSktLwwFMZ2cn0tFCcDic7du3S15AY2Mjg8HAYSed3NxclPRD1YCxsbErV660s7N733WgQ3+mmzdvpuvL0blz546YstyKFStwWw6BQCAQCAQC4YPCmDRpEhbUAoDW1lakgauuro6cOiRrlmShtLQ0LCwMAHozCuwRLpcr++Ae++kBQFNTc/nyfzF/ePfuXXl5eXp6OvqYl5fn6OiYnJwsxWKlqqoKbZiYmAxgeftDeHi4o6NjaGhobm4uAJSVlZWVlZ04cQIArKysgoODvby86EGRdH8PGVXL6CgoKLi5uaEWHQCYNWuWk5NTTU0N8hjp6Ohwc3PLzc3FiggXLlxAYYxQKPztt9+kHPnUqVNhYWH0ixcKhVVVVbGxsR4eHj2muVCUwmazW1paNmzYAACBgYG5ubmSTiz/f/qcEAgEAoFAIPy3wnB0dIyOjsafKysrUaCio6ND3z804N6V4uLifjvTjxo1SvLKi4qKzM3NAUBRURHZeri7uxcUFPRWk4aioHHjxmlraw/xIgCAq6urq6trTU1NSkrKrVu3srKyUMN9Xl6ej49PUlLShQsXZKwHKy4uBgBVVdVp06aJfVVaWopq+cS84evr65GkAUJRUXHbtm1lZWUoUEEDNm3ahPtMfvnlFxnvq6qq6sGDB3Rn+uzsbFtbW3t7+wMHDvQ2i81mBwQEdHd3nzx58unTpwUFBVFRUd9///2gLLWJiYmTkxP+yOPxUMv+6NGjTU1N8f0WFRUBAPoTIhAIBAKBQCAMAe/RKKyjo0N3bf8Q6OnpoY3CwsJ+ByrSMTY2HjlyZEZGBo/H8/f3v3XrFn7jxze4bds2VKE0Z86cD3q/0jE0NGSxWCwWSyQSFRYWxsfHx8XFcbncpKQkDoeDnenLy8t7K3ni8/kVFRUAYGNjExUVpa2tjYv3AGDNmjUoIBHLGh08eBD5k2hqajY1NaWmpv7yyy+42go5cp49e3bHjh0mJiY1NTWZmZkAgMWjQ0JCxCSD29radHV10TGPHDlCD1QmTZpUX18vRQDaysoqICAAHT8mJmbmzJnoASGhBfpIKesgBn0dAgIC0PERGzZsQIFKamoqMqfv7u5GJ7Wzs9u4ceNQ/gEQCAQCgUAg/P/Mf5aikY2NzaFDhwDg3r17vXmBJyQkVFZWDhs2LCQkpEdzeunIycmdOXPmo48+am5uzszMzMnJwf3riFevXuF8ApJOHko4HE5ra6u8vLyfnx+OoCiKsrCw2Ldv35w5c1B7d1ZWFg5U3N3dkeuiFNLS0szNzbds2SLF8xEhEol+/fVXtB0VFYU85tesWXPlyhW009DQsLi4WCgUXr58ec2aNTivoqioiAIVST3f4cOHOzs7Iy3mixcvxsXF4cItFRUVsXyOGPQOe3t7+9WrV8fHx7e3twcHB1+8eJE+UpZ1QPS2Dp2dnShrNGPGDBSlAEBYWFh2drampuaZM2ck683+r7Nv4RPpA2YNhmHPy1/eQ4p6ACwf+CEIBMJ/IEVKKgM/yMDp3J45FJdadWjgV6L4j1l9HqQywm0IFuR+X/+XkYUJV4bmfyJDQfHf3kP19MPR5//9BwVZHlyfC/J+L/ozZ86kKAo3J/RIc3MzRVG4Kx0VFz179qyyslJy8IkTJ8aNG6eioqKlpWVlZXXr1i30YhoVFVVdXS15aldXVz8/v7CwsFOnTo0dO5aiqJs3b77vwunp6QUHB6PtY8eO0b+ytbXV19dHdV9z585FLeNz586lKGrBggX4Bs3MzJSVlTU1Ne3s7OgqySkpKQsWLNDT02MymePHj1+2bFlv1yASiQoKCtD2ihUrtLW1p0+f7uvrGx0dHRgYGBAQ0KMTPBYck100+X0pLy8vLS0FAHNzcy8vLxSqNTU14RXDLe+pqakikQg3lyO5AnNz8x6r6f7+97+jjfb2dqSr1j/27NmDWuGTkpIoilq3bt0gZvlu3bqFWv9dXFzQntu3b0dERABAQkIC6YEhEAgEAoFAGEr+PRmVrq4utHH79m200dHR0dTU9PDhQ/SRx+MtWrSIw+GYmZnRJ967d08gEMBfrRf9xsvLCxV33bp1C+0RCoWZmZm4g1xFRUUshoG/woO2tjZkMMLj8ZC5B4LFYtGtJEtLS9EbvyTNzc10yd2Ojo6Ojo63b98i23XEpk2bkpOT6T/hd3V1IX0C+FcD+x5DGsSBAwfWrVsHAA8fPkSSu32Cj+bs7AwAe/fuTUlJefnyJb42bW1tZWXljo6OZ8+ePX78GCUxhg8fjhYHzZJk9uzZSKQYADgcDpb95XK59+/fR9sODg7SsysAICcnp6qqisSj1dTUduzYgfNOUtZBRq5fv442kLwEl8v19vYWCoXBwcG95fcIBAKBQCAQCB+IwQ9UVFVVc3Jy7ty5g0r/9fT06uvrx40bh+W/BAIB1qilKGrKlCljxowxNDQsKCjAcQsAPHz4cMqUKZ999pmlpSWTyUSRCVYZRhgYGGCDFBmpra1lsVjwV1d9RUXFihUrWltbc3NzcW6EoqgrV64YGxvTJ9bU1BQWFgKAsrLyoUOHurq6zp8/n5GRgb5tbm5ms9kaGhp+fn5Tp0598eJFdHQ0Vlum/+ovEAi+/PJLujHI8uXLjY2Ns7Oz6amG69evjx8/ftGiRfr6+gKBoLKy8tKlS0jCy9DQ0NdXpoqckpISdDujR4+OiIi4du1acXFxS0uLvr7+zJkze0zL4Ahw1KhRAKChoXHkyBEPDw88gKIoXV3dysrKFy9eYOFjS0tLFG+gWZIwGAxtbe36+noAuHTpUltbG7LULCoqwsm3kpKS3rQNEFwu19nZGafaWlpadu3aJdYP029EIhHyfGQwGKiLZtOmTdXV1Xp6ejt27BiUUxAIBAKBQCAQZGfwAxU5OTkzMzNc6IWMvZlMJk4O7N+/H2dORCLRo0ePHj16VFFRMXbs2PT0dF9fX2wr2dXVlZSUlJSUJHYKW1vbPXv2WFtb92gRKB0ul0vPewDA6dOnxcaMGDFi9uzZYjsLCgrQj/eampqoDYPFYi1dujQxMREA+Hy+mZnZjRs3cIGQn5+fmZlZY2Mj/GulVkFBwY0bNwDAyMgIiSAvWbIERQIJCQmrVq0CAHl5eYFAUFVVdfDgQbHLmDx58rlz5yR94nsERR0MBmPixInoShAVFRWoyV4SPAwbay5cuNDT0xPdJv4KPd8zZ86gPcbGxihQwbMkGTVqFApUOjo6kpOTV6x4v5LT5uZmFxcXlNhZtmxZYmKiQCCIjIz08vKysLB4r0P1SElJSXl5OQBYWVkNHz786dOnyJty+/bt7xsMEwgEAoFAIBAGjtzhw4cpGjiNUFZWhmKMwYXH4yFDcV1dXRsbG1VV1eHDh0+YMEFBQQEA5syZc+7cOdQib2BggJSdmEzmiBEj8MuiqalpRkaGg4NDP6KU3lBTU5swYYKPjw/Sn+2tZ1qsOYeiqPXr1+OP8fHx9DYGLS2tlStXom26NyWuFsOZBIyvr6++vr68vLy2tva2bducnJxMTEyYTKaOjs60adM8PT1TU1MfP34sVg4nBRSodHd3NzY2GhsbBwYG/uMf//Dx8RF7s6eLZbW3t+PrxzujoqLoH7FkM4pqRo8eraGhITlLDB0dHbyNW/BlpLW1df78+UiPKygoiMPhrF27FgD4fH5QUNCgtKmgdAoAODg4AMCGDRuEQqGFhYWkNgCBQCAQCAQCYQh4b9UsKdy9e1ckEr148YK+c+fOnSKRCPcPpKenv379GgDWr1//xx9/tLS0tLa2Pn/+HJcM2dvbIzXY2traxMTEmpqarq6uxsZGXPT18uXLKVOmrFq16vLly6hfBZ0a1WUh3r17l/oXqD3azMxM9K/gX/TPnz/f3Nz8/PnzkydPSnnPBoDff/9d7AaxhrKFhYWkMyaOB3ArOQBgW0MDAwN0JbiwiqKoly9f8vn8+vr6H3/8MTMzs6ysrLOzU09P7+HDh4mJia6urnJyclTvbN26FZ+Ix+Ph2rOvv/569uzZv/322969e69evaqsrPzFF1+g4isAePDgAX0W2lBVVc3Ly/P39x83btzYsWMBYPr06bt37z5+/DgOGrOzs0UiUU1NDfatp89SUlLS1ta2trbes2cPl8ulz8JRgY2NjUgkunTpEvyrwBedtra2+fPnowDP398/OjqaoqjIyEi0epmZmSjTZWlpSckGfZUwa9asQQeMjIz87bffUlNTAWDv3r0fIlwnEAgEAoFAIPQJ429/+xsOEhITE5uamjQ1NT09PQEAZTZKS0uRshO9UaHf4N4MJSUl5L8hifS6Jh6PV1RUVFRUlJCQYGVlxWazkTYXnZaWFpyvyMjImDVrluRxcOpATU1NlitXVlZG7+t08Ls1VrPt8Vs6WA05LCystrZ21apV1tbWMro3vhc8Hm/btm0A8Pz589jYWGTxDgCdnZ1v377Nzc3FUdmBAwdCQkLQGzm+5pMnT545c0Zy1pEjR7D4GJPJFLvT95qFaWxsZDAYWE+MTnd3N114AAAGd602b968Z8+e3r7FUm+IFStWYJUzAoFAIBAIBMIHhbFu3Tr8Hn/37t2mpqZRo0bFxMTgEaWlpUhsSvI1vR/g3/i//fbbPgerqKjg6qmLFy/W1dXJycktWLAgLy8P9bHk5eU5OjomJyfPnTv3fa8EZVoAAMnd9omSkpKUV2RlZWUZzzt16tSQkJCIiAg+nx8TExMTE2Nqauro6Ghvb+/s7CxmYoi4du2apJVhfHw8Us69c+cOjgHo96KlpfXjjz/GxMRgrbD58+fPmDGjtbX14sWLlZWVb9++Rc0wTU1NOTk5KCOEdbdwdZbYrOrqaqw6gHMy/ZsFAEKhsKqqKjY21sPDA+ea6OTm5qKwh8lkdnV1xcbGrly5ErtP9rlKPSLjEycQCAQCgUAg/BsZ6rIWLpcr+2B1dfXo6Gi0/fjx47q6Oj09veTkZJFIdPv27eDg4Pz8/I6ODnd3d+xJIiMikejPP/9E22K+7ENAeHi4o6NjaGhobm4uAJSVlZWVlZ04cQIArKysgoODvby86EGRpIPHkydPsCvl2LFje3O2qa+vR/LEDAYjKSkJ5wciIiK8vLzOnz+Pa+fKy8tRoEK3ru9tFjJ2BFpHSv9mAUB2dratra29vf2BAwd6vAUUpbDZ7JaWlg0bNgBAYGBgbm6uZB9R/3xOTExMnJycxNb27du3w4YNs7GxQUnF+vr6oqIiAEAtTAQCgUAgEAiEIUCux7KoDwf+6b24uFjUC7jbRPKXb/TiSFGUk5PTvXv3kDYXj8fz9/end1Tr6Ojgo/V4g6WlpahVZty4cbg1fChxdXXNycmprq4+evTokiVLcPVdXl6ej4/P4sWLJRvEUTdIamqqn5/fjBkzOjo6+jzLwYMHUc/Jhg0b6FVMCgoK8fHx9PAGH23ChAl4p/RZOjo6uIe+f7MAYNKkSfX19Xfv3pXiIspmswMCAoKDgy0tLQGgoKAgKipqsB5EQEBAJo24uDhk0vLNN9/cvn07MzMzLS0NFQfa2dlt3LhxsM5LIBAIBAKBQJDOUGdU9PT00EZhYSHuRO8fysrKZ86c+eijj5qbm+lejbKAOw3mzJkzxCtAx9DQkMVisVgsFJ7Fx8fHxcVxudykpCQOh+Pl5YWGlZeXv3v37uuvv6b7zGBKS0ux/LG2tjZObtTU1GD5YEnpquHDhy9dunTfvn3oo66uLtqgN9v0OMvJyQnVd9ETI/2bBQAqKirSTR6trKyQIc+wYcNiYmKQ0MK2bduQIhx9JFolWZadvkpixMTEoBDxq6++QnvCwsKys7M1NTXPnDnTmxwcgUAgEAgEAmHQkRaorF+/fv/+/fgjsvgAAFwvROfly5fjxo2rq6tjMpnGxsbY3lEMGxubQ4cOAcDGjRvd3d3b2tp27drF4XBqamrS0tJQq4mkcUpv6OnpBQcHI/tIutEHAMycOTMrK8vAwIAu0jV37tz09PS5c+fm5OSgPampqcrKykwm09zc3N/fH49MSUk5evRoTk4Ol8tFvRM93jUmMzNzypQpFRUVDAbD2Nh44sSJdOViOhwOp7W1VV5e3s/PD9d3URRlYWGxb9++OXPmINf2rKwsHKi4u7sjA/geoVu+bNmyZefOnWg7MDAQ+bQYGxv3aKS4YMECHKhgQQJ6yZmSkpLkLKyCRR/Zv1myQBcksLe3X716dXx8fHt7Oyr0Wrt27f79+9Expa8SHfoq0ens7IyPjweAGTNmoNDr9u3bqBEoISGhf6Vl/+HM0uhjwNiQlIGf5TuztdIHLJU7INuRCAQCgdA3gp++GoKzDBve95gJV2L/3Yvxn0Wf/9sdFPr8A3ioHdjnQfr8X/NZYR//c38IfQwAAEjOlf79QOWJOzo6UCTQ1NRUVlbW0dHR1NT08OHDK1euoAFYAArh4uKCxcSePXvm7Oy8e/du3GGP9oeGhsp+Afhtnq6xK51Hjx41Nzej7aqqKh6Px+Vy//jjj9WrV5eVlQEAl8tdsGBBSkpKQ0PDu3fvUPUUl8tFkrV06MfJz89vaWl5+/ZtXl7eqVOnJk+efPbsWcmzJyQkBAYGBgQEYMlmOrgtvkfb+Pfi448/RhsMBqNHpxFkvwgACgoKuPKK/q6PEzIYPp+PzEzo997vWf1g8+bNuOfe3d0dRymDwq1bt5DEgouLCwBwuVxvb2+hUBgcHOzu7j5YZyEQCAQCgUAgyIK0QGXjxo2FhYXHjh1DH8PDw6dNmwZ/NYoAgEAg+Nvf/oZePSmK8vDw2LJly7p16xwdHfFB9u/fT39L1tbWRtVfAoHAwcEBux8aGBioqqrW1ta6u7tLz12IgZtMxPxbJBEKhaj94M2bN2jPokWL4uLijhw5gpMSr169AoD29nYNDY3169dzOJw9e/bgH/VZLBb92gQCgbe3N9pWUFBYtWrVjh07tmzZMm/ePLQzOTlZ8jLQGgLApk2bcH85oqurCyt0WVtb4/1Pnz6V7ORBL9MAUFNTg3fSEwXYt6SkpCQ0NJReFoWsS7C7y7t373CPCvKIRGzfvp2uUiASibZu3Yo7iF69ejXAWfBX+IfAgtG9weVyly1bhh9BQUEBdn3pbZV6pMd0CgBcv34dbaA/4E2bNlVXV+vp6e3YsQMIBAKBQCAQCEOLtNIvXV1dXV3dyspK9FFfXx9V9eDfsPfv33/r1i20PW7cOHrJ1oEDB5De1J9//hkQEODk5OTu7o6ako2MjJBSbVNTk5yc3MyZM+3t7VVUVKKioi5cuNDV1fVeN4CKpu7cuYP31NbWslgsnBthsVjImj03Nxcr5AJAZGQkrs5isVhLly7FxWMMBiM/Px+X+qSkpKDmkKqqqsrKSlNTU7S/oKAgLS0NbS9evBhVDSESEhJwpZwY3t7e+/btEwqF169fHz9+/KJFi/T19QUCQWVl5aVLlxoaGgDA0NDQ19d3gI8W6y8DwK5du06fPu3s7Dxq1Kja2tpHjx7h4jdEQ0MDkp9GZvOI1tZWe3v7wMBAKyurlpaWc+fOpaenA8CwYcNQiDXAWQBQVFSEHW9KSkp6LFFDNDc3u7i45OXlAYC+vn5dXV1lZeXOnTvDw8MHuFAIkUiEbCgZDIaNjc3Tp0+PHz8OANu3b8chH4FAIBAIBAJhyOh/Mz2Px4uMjIS/XkAVFBTo365ateof//gHql86fvz48ePHKyoqUKBCt8sQCoW3b9+m94jLy8svX778l19+kf1KxPqzuVwum81G2+3t7Xibjr+/P72HhKKo9evX40BFU1OT3pBAb6EuLi7GgQpOBwGA2O37+vr+8MMP9fX1YpVvAGBpaZmQkBAUFNTW1lZVVXXw4EGxAZMnTz537px010tZwAmK4cOHt7W1VVRUiC2FgoKCkZFRSUkJfTDeWLZs2blz59ra2tBTxpiamurq6qJ7H+As2WltbZ0/fz6qHwsKCgoICLCyshIIBJGRkV5eXhYWFgNcKwAoKSkpLy8HACsrq+HDh2/YsEEoFFpYWEhqAxAIBAKBQCAQhoD+96ikp6cjhV+xOAGhoaGRmpqK9YVNTEzEXuUB4LvvvkPaTUwmc8SIEXZ2doGBgUVFRT/88MN7XQndQLA31NTUJkyYgL3PQ0JCxAbQJcgkLxVDT/j0aFCIoCjq5cuX2P0QY2lpSVGUj4+PlBaUgoICc3PzrVu3vtciSILLojgczu7duz/99FP0FDQ0NKZNmxYSElJaWjpp0iQ0Bpdj4VmrVq168ODB6tWrjY2NmUympqamtbV1ZGTko0eP8DIOcJaMtLW1zZ8/HwU5/v7+0dHRH3/88dq1awGAz+cHBQWh2kK0trLQ49qidAoAODg4/Pbbb6gfae/evVgGgEAgEAgEAoEwlPTwEvbs2bMeG5RxLVNtbS19wNatWy0tLfl8/t69e9Eec3NzVC3z2WefoZd1gUCArUIwP/zwA1YrpoPM9cS4e/dub/eAf6G/ceOGs7Mz2hZT/SoqKqK79YmZPKqrq+Mu9i+++OL8+fP0b2/evHn27Nlly5YBwKNHjxQVFWfMmKGlpTVjxoz/WUQGQ0lJKTs729ramr4yS5cuXbp06Yd7eNLBrTUCgWDTpk2bNm0SG7BmzZqLFy+ibRxp4FltbW3z5s2Li4tDH0tLS8ePH5+Tk3P//v2Wlha0k8lkSs5qaWnBVXB6enr3799HTU2SswDAxsZGJBIlJyd7eHjQBb4w3d3dbm5uWVlZeA9a4cjISLGkzQBZs2aNlZVVXFzc77///tNPPwGApqbmvXv3PvnkEx0dnSF4XgQCgUAgEAgEOoPwa/G3337b5xjJ/ng5ObkjR44sWrRoypQpA7wA3IwhaRApI83NzViNKiMjIy8vD8v1ioGkkDMyMmbNmjV16tSQkJCIiAg+nx8TExMTE2Nqauro6Ghvb+/s7Czm8oG4du2ajF4f/b4XDPYnoTer9MbBgwdRB7kss/BXOJdFn4UF3wCguro6KyvLwcGhx1mYxsZGBoOBUy50cnNzUfkck8ns6uqKjY1duXKlnZ3d4K5tY2Pjt99+e+7cOfrOpqam8PDwI0eOREREsFisAT4OAoFAIBAIBMJ70WugoqamhiStqqur0avnnDlzzMzM8ICrV68imw5ZkGzVEAqF27dvNzY2HmCgIhKJ/vzzT7QtlifpDUVFRWznBwDv3r1raGjIycl5+fIlALx588bR0TE5ORmZukgnPDzc0dExNDQ0NzcXAMrKysrKyk6cOAEAVlZWwcHBXl5e9BzLUHpxYE9DWQKVpKSk1NRUV1dXWWYh8TSgVf3hWS9evMA1VAgOh4MCFclZACAUCquqqmJjYz08PHospUN/OWw2u6WlZcOGDQAQGBiYm5sr6b3Y77V99+7d/PnzUZu+goKClpbWq1evFBUVLSwsHj58yOVyAwMDRSJRYGDfouMEAoFAIBAIhMGi1x6VESNGREdHR0dHBwUFoT1eXl7RND755BO0v7i4WCQS0XWfMjIysBQsMs4beH6gN0pLS1GrDNYp7hMVFRX6jRw7duzSpUulpaV4QEdHh7u7O32PFFxdXXNycqqrq48ePbpkyRJc4ZaXl+fj47N48eIePUyGgAkTJqAN7JcihtiFff31162trbLMQs9aT09PQ0ND7Fx3795F0l5Y8fn8+fPv3r0TCoWSswAgOzvbxMRk2LBhBw706ivEZrMDAgKCg4MtLS0BoKCgICoqahAX6siRIyhKMTU1vXbtGrpxFA5h+YGNGzeiPzMCgUAgEAgEwtDQ/9Iv3F5SWFg4fvx4HR2df8sb+T//+U+0MWfOnIEcB+c9Ro4c+erVKx6P5+/vf+vWLbF2naSkJA8PD8nphoaGLBaLxWKJRKLCwsL4+Pi4uDgul5uUlMThcLArZXl5uYzlSdra2jhN0T/Qaz0AYAlpMXAooqio2NnZWV1d/cMPPwQHB0uf1dTUhJQA8PHp21gJbdu2be3t7dnZ2W/fvk1NTR05cqTkLACYNGlSfX29rq5ub3dhZWUVEBAAAMOGDYuJiZk5cyY6OJJhoI/s99piibm4uLirV6+iP+OvvvqKoqiAgID09PTExMS2trbk5GR6Io5AIBAIBAKB8EHpv+qXjY0N2rh3715vYxISEpAxyAfi1atXP//8M9r29/cflGM6OjoiaeDMzEwxsxExOBxOTExMbGwsPUJDvi779u07ffo02kNvBHd3dzeXDXxf/cbU1BTVwj169Ki2tlZyAHbI+eKLL1DK6/Dhw3V1ddJnIU9MAMD+J/RzIWEDIyMjBwcHJD+AFiolJUVyFgCoqKhIiVKA1qYPAPb29kgsuL29HQdUA1xbXDqorKw8ffp0JAMwY8YMlAmEv1zqAQBXGBIIBAKBQCAQhoD+Z1RcXFyUlJR4PF5UVFRQUNCYMWPEhLZKS0v9/PzE2ujXr19Pf3FftWoVEhOrqKjAJoCYly9fjhs3rq6ujslkGhsb29raBgUFYdOM9vb2pUuXoiZ4DQ2N6dOnL168+Ndff21ra9u1axdqGnlf+0gAUFJSCg4ORk3zx44dw9JeiEWLFuEbTEhIuHnzJgAEBAS4ubldvXq1vr7+p59+Sk5Orq6uxrK2WIk4JSWlurpaxssoLy9fsmRJSUlJRUUFg8EwNjaeOHHi+vXrsaBwn1AU9cUXXyAptjNnztB9YwCAz+cjBxUA+Oyzz+bNm+fr6ysSifz8/Dw8PJDsleQsAEDRi5yc3KJFi3o8FwD4+PjIycktWbJk3bp1IpHo8uXLyKtebFY/2LNnT1JSUlNTU1JSEkVRa9eu3b9/f48idbKD4sxhw4ZlZmaizhwcnACAsrIy2pAUhPgvYPrJPv6cipQODfwsir7TpQ/I5HJkO5JU/kwZtHUhEAiEfqH4j1kDPELn9syBX4b8urghOJFMN/vLCunfj/Lu+9//l30d5P8QmdwhOc3qPv4A1mn0fYyXfTkaLpU7IH2ALA+3T94joyKWG9HW1kZJDB6Pt2jRIjFN4draWnd39/6923V2dqKNpqamsrKyjo6Opqamhw8fHj58eOLEid988827d+9u3bplZ2f3+++/A4CKigo2YWxubnZ2dt69e3c/QhQMrtTqrfwJMW3aNLwtEolycnKmTJmyd+/e58+f83i81tZW9FVFRYVQKGSxWAsWLMA7EfLy8tevXxf9K1wu197e/syZM7/++mt+fn5LS8vbt2/z8vJOnTo1efLk9zKZWbt2rZKSEgBs374dhQr4ardu3Yrb5fX19b29vdHbeXFxMZ/P73EWAqkMe3l5iUkXrFmzBgcMKLozMDBwcnJCDxT9eUjO4nK5qX8hixGknJwc9olXU1PbsWMHPunTp09FsrFz5058QIqiUINNc3Mz9r1BAmiIO3fuoI2PPvqoH39LBAKBQCAQCIT+IYeSA1LAvyifOHHi+PHj//znP7EhRnh4OMpvPHz4cMqUKehltLW1dcWKFaampoWFhQAg1uC+ceNG+vt9eHh4YWFhYWGhgYEB2iMQCOjySmPHjp02bdrkyZOxdu3hw4fV1dXnzJmD3qFVVFSuXLmCCoREIpG/vz/dML5/v7XjvvyKigoppWve3t7IIQQAbt686eTkVF9fP3XqVCcnJ/wyDQBZWVkzZ85ks9kaGhrr16/ncDh79uxB/RUCgYDFYtHDOYFA8OWXX6Kkk7q6+qpVq3bs2LFly5Z58+ahAREREdj8pE9Gjhy5f/9+9FDs7e03btx47ty52NjYefPm7dmzhz6Soig2m41Uhg8fPrxmzRqxWXTpXgMDg927d4udq7q6GpfALVu2DM0aPXq09FlFRUXz/6Kurk767XC5XGdnZ5yVamlp2bVrVz+erxhYXxstLIPBwGWNaWlpqJ9eU1MTV7IRCAQCgUAgEIYARnp6uq+vr5QRkydP1tDQ4HK5RUVFKIVSUVGhpqYGACoqKpmZmYsXL75z505XVxdKYrS0tKD2DHl5+b///e/p6elv3rzBR9PV1UW/1iP09fXpkscAsH///vv37+OPlZWVuJUCg1Mu06dPZ7PZOPK5desWl8u1tbXds2fPpk2b/vjjDyke81JAfSbop/SKioremigsLS0TEhJWrVolEAhwG/ejR4/wALRuAPDHH3+YmZnduHEDS+j6+fmZm5s3NDRUVVVVVlbijFBBQcGNGzcA4OOPP87IyKCrpaFzAcCxY8c+//xzGe8lMDDwzZs327Zta2trE3NIVFdXx+4xAGBkZBQREfHdd98JBILU1NQff/xx+/btkrNUVFSuX78u6XmCW9IpipKcBQCnTp3q0SlFRpqbm11cXJA817JlyxITEwUCQWRkpJeXF64G7B9+fn6PHz8+cuQI+gMeMWJEYmJiS0tLVlbWr7/+CgDDhw+/fPkyXayMQCAQCAQCgfChkcvPz+/xi7KyMoqiKIrS1NREb9sYY2NjiqJQD8aIESN+//33S5cueXp6IsdxOTk5Ozu7wMDAoqKi9+0I5/F4MtqNq6mpJScn379/n56f4XK5pqamGRkZDg4OONfRP7DXB3b/6BFvb297e3u0rampyWQydXR0pk2b5unpmZqaikIORHx8PN3oQ0tLC0tIFRcX4/04HbRmzRoxTWdfX199fX15efn8/Pz3EljbunXrgwcPVq9ebWxszGQyNTU1ra2tIyMjly9fLjYyKCjI1tYWAB49eqSgoECfhQQGAGDu3LmSfTLd3d1nz54FACaTefPmTfq58MTe/tJkobW1df78+dnZ2egiORzO2rVrAYDP5wcFBQ1Qbo6iqOjo6CVLlqCPdXV1X3311dq1a1GUMn78+IKCAqQ2RiAQCAQCgUAYMuToiq5Pnz6tqKh430NQFLVw4cJz585Nnz4dAPT19bOyso4cOTJu3Lgex9+9e/f69es9fpWeno7cKvbu3dtbgwGSjWppabG2tpa0CAwNDUXx0t27d0UikWRh28SJE3s0xFBUVETHT0hIAJp7OmqFX7p0qUgkwjEJHew8mJeX19nZ2djYmJeXd+7cORcXF+wuYmFhgQIAOvhbejsNviPJK6co6uXLl3w+v66ujqKo1NRUdMGurq5UX1hbW8fHxy9fvryzs/Pt27fZ2dnr16+XTDfJy8vHxcWh/WFhYaqqqnFxceXl5Z2dnUicAACwSACd1NRUlDdbuHDhp59+ime9ffsWe57gDhA6NjY2IpHo0qVL8K8CX0ZGRmhj1qxZbW1t8+fPRyGcv79/dHQ0RVGRkZHo9jMzM1GBn6WlZZ/rgNi6davYZdy4cQPfoBglJSVbt27tzVWGQCAQCAQCgfCBYBw+fPjw4cNSRkyZMgV5OwqFQqxXS6/gsrS0fPbs2cSJEwdeG4MFwZSUlDIzM3scg3Md+fn5kqVEK1euXLlypeQs3DTS2toqEAh6NEFHPfpoGydSUJFbnygrK0uqluE3b6x12+O3dLDIWFhYWG1t7apVq6ytrQeoaiXG1atXuVxub+pb5ubmoaGhoaGhXV1dX3755fTp0zMzM2tra1H4BwDIz1EM7Gbj4+OTl5cXExOTkZFRW1urrKxsZGTEYDD4fH5eXt7z5897bElvbGxkMBj0p1lVVYU20tLS7ty5Q1eKG9zVAIDTp097e3sLhUIFBQUzMzOBQFBVVaWmpjZy5Mg3b95UVVWdPn364cOHGRkZI0eOHNxTEwgEAoFAIBB6o295YhcXF9QD/fr1a2yTl5GRMWvWLCmzSktL0csr7ieRhZqaGrSB+5ulgHv6ZQHLbVVXV3/yySdsNtvKykrygNjlY/LkyWhDrP6qN5SUlKS8QGNBgj6ZOnVqSEhIREQEn8+PiYmJiYkxNTV1dHS0t7d3dnYWszhEXLt2TUajQ01NzYaGBg8PD4FAgJdako0bNyYmJj558iQ/Px/Xa+HnePPmzby8PPrqNTc3X758GQDk5OSioqLS0tJwLRZKquCRHA4H6T5jhEJhVVVVbGysh4dHj9Fjbm6uUCgEACaT2dXVFRsbu3LlSjs7uwGuA96uqalZuXKlUCiUl5d/9+4dVjlra2t7+fIlPm9RURGLxUKZHwKBQCAQCATCEMCYNGkSXYy1tbX11KlTAKCuro5UeiVrlmShtLQ0LCwMALCclyyINcNIh94ITkdTU1Os++Ldu3fl5eXp6enoY15enqOjY3Jy8ty5c3s7OP5FX0xOdwgIDw93dHQMDQ1FxUhlZWVlZWUnTpwAACsrq+DgYC8vL3pQRG996ZOffvqpT81oBQUFNze3J0+eoI+zZs1ycnKqqalBZogdHR1ubm65ublY0evChQsojBEKhb/99puUI586dSosLIx+8dnZ2ba2tvb29gcO9KzGjaIUNpvd0tKyYcMGAAgMDMzNzcUVd/1bB8yhQ4dQjggti4KCwt/+9jdzc/Pm5uZ79+7l5eXhwrzk5OSSkpLx48f34ywEAoFAIBAIhPeF4ejoGB0djT9XVlaiQEVHR4e+f2hA8rgAUFxc3O83wlGjRkleeVFRkbm5OQAoKip2dnZ2dHS4u7sXFBT01kiDoiCsUzzEuLq6urq61tTUpKSk3Lp1KysrC/26n5eX5+Pjk5SUdOHChX5UQD158iQ0NLTPYfX19XQVBEVFxW3btpWVlaFABQ3YtGkT7jnBel99UlVV9eDBAyz+CwCTJk2qr6+Xbk7PZrMDAgK6u7tPnjz59OnTgoKCqKio77//flCWmm4UY2pqev36dfyHJxKJYmNjv/76a/oCkkCFQCAQCAQCYWh4D2d6HR2dAcor9Ymenh7aKCws/EBvhMbGxiNHjszIyODxeP7+/rdu3cJv/PgGt23bhiqU5syZ80HvVzqGhoYsFovFYolEosLCwvj4+Li4OC6Xm5SUxOFwsCtleXm5lJInkUhUX19fUlJy48aNq1evyuKDefDgQR6PBwCamppNTU2pqam//PILrrZSUlLi8Xhnz57dsWOHiYlJTU0N6iYaNmwYSk2EhISEh4fTD9jW1qarq4uOeeTIEXqgoqKigqPTHrGysgoICEDHj4mJQepb27Zt8/T0FCuEk74OdLS1tXERIz2JFxcXR/+roygqICAgPT09MTERUMWqiQAAgABJREFU7ZEuAUcgEAgEAoFAGETeI1AZAmxsbA4dOgQA9+7dc3d373FMQkJCZWXlsGHDQkJC+qFBLCcnd+bMmY8++qi5uTkzMzMnJwf3ryNevXqF8wnIN2Yo4XA4ra2t8vLyfn5+OIJCvi779u2bM2fOZ599BgBZWVk4UHF3d3/27NlgXYBIJEKyvAAQFRXl7e0NAGvWrLly5QraaWhoWFxcLBQKL1++vGbNGpxXUVRURIHK6tWrxY45fPhwZ2fn5ORkALh48WJcXJxk4VZv0CUH7O3tV69eHR8f397eHhwcLGZ8Kfs6bNmyBZvTjxo1Cm0wmcweNYhdXFxwoPJedYz/J7gsN1n6AKUFswd+lv0nc6QPOA2r+jzIcjgxhAtDIBD6/vdhUDCYeLrvQVV9fM9VGoqXGQ0ev88xndszB3ipGjJcSZ8HGRThl77//X/Y90H2C/v49x9O5vZ5kHW+HOkDXv6yYjDuuA/OCtcO/CBLrwzFpY7y5gz8IANnUJ7L+73oz5w5k6Iout24JM3NzRRF4a50JBT27NkzSd9GADhx4sS4ceNUVFS0tLSsrKxu3bqFXkyjoqKwATn91K6urn5+fmFhYadOnRo7dixFUTdv3nzfe9bT0wsODkbbx44do39la2urr6+P6r7mzp2LWsbnzp1LUdSCBQvwDZqZmSkrK2tqatrZ2dH91FNSUhYsWKCnp8dkMsePHy/Fy1wkEuGioxUrVmhra0+fPt3X1zc6OjowMDAgIODp06eSs7DqFBJN/hCUl5eXlpYCgLm5uZeXFwrVmpqa8IphbS6kj4z1vpBcgbm5eY/VdH//+9/RRnt7e1paWr8vb8+ePagVPikpiaKodevWDTDLh5NmvbXuYDFreXn5HvWpCQQCgUAgEAgfgn9PRgUXIN2+fRttdHR0NDU1PXz4P+E5j8dbtGgRh8MR862/d+8eeqGkmyT2Ay8vL1TchfWIhUJhZmYm7iBXUVERi2Hgr/Cgra3t+fPn6CKxPyMAsFgsNpuNP5aWlqI3fkmam5vd3Nyw5G5HR0dHR8fbt2+R7Tpi06ZNycnJ9MxDV1cX0icAAGtra7y/x5CGfi66oLCnp2dGRoaU8fhozs7OALB3796UlJSXL1/ia9PW1lZWVu7o6Hj27Nnjx49REmP48OFocdAsSWbPno1EigGAw+GgvBAAcLnc+/fvo20HBwfpZWAAICcnp6qqikqw1NTUduzYgfNO0tehN7y8vNasWcPn8/l8/rJly+Li4rCSNQBkZ2fjMjZHR0f6VwQCgUAgEAiED8rgByqqqqo5OTl37txBrQV6enr19fXjxo3DZTMCgQBr1FIUNWXKlDFjxhgaGhYUFOC4BQAePnw4ZcqUzz77zNLSkslkosgEqwwjDAwM3vfdsba2lsViwV9d9RUVFStWrGhtbc3NzcW5EYqirly5YmxsTJ9YU1NTWFgIAMrKyocOHerq6jp//jx+6W9ubmaz2RoaGn5+flOnTn3x4kV0dDSWAKb/6i8QCL788ku6Mcjy5cuNjY2zs7PpqQbU1b1o0SJ9fX2BQFBZWXnp0qWGhgYAMDQ09PX1lfF+sTE8QtLkUQwcAaKaKA0NjSNHjnh4eOABFEXp6upWVla+ePECmWMCgKWlJYo3cCWVGAwGQ1tbG9kmXrp0qa2tDVlqFhUV4eRbSUlJb9oGCC6X6+zsjFNtLS0tu3btEuuHeV/U1dUDAwNRweH58+czMzPnzZs3fvz4t2/fPn36FD9feXl5fLMEAoFAIBAIhCFg8AMVOTk5MzMzXOiFjMyZTCZODuzfvx9nTkQi0aNHjx49elRRUTF27Nj09HRfX19sK9nV1ZWUlJSUlCR2Cltb2z179lhbW/fomSgdLpdLz3sAwOnT4gWyI0aMmD1bvDSzoKAA/XivqamJ2jBYLNbSpUtRAwOfzzczM7tx4wYWyfXz8zMzM2tsbIR/rdQqKCi4ceMGABgZGSER5CVLlqBIICEhYdWqVQAgLy+PbAcPHjwodhmTJ08+d+6cWPgxiKALBpqx5sKFCz09PXGfBvoKPd8zZ86gPcbGxihQwbMkGTVqFApUOjo6kpOTV6x4v8rF5uZmFxcXlNhZtmxZYmKiQCCIjIz08vKysLAYyC3//PPPFRUVV69eRbcv+ffAYDCSkpL6J39MIBAIBAKBQOgfcocPH6Zo4DRCWVkZijEGFx6PFxkZCQC6uro2NjaqqqrDhw+fMGEC+qV/zpw5586dQy3yBgYGSNmJyWSOGDECZ05MTU0zMjIcHBz6EaX0hpqa2oQJE3x8fJCEcW+t3mLNORRFrV+/Hn+Mj4+nv8tqaWmtXLkSbdO9KXG1GM4kYHx9ffX19eXl5bW1tbdt2+bk5GRiYsJkMnV0dKZNm+bp6Zmamvr48WOxcrjBpb29HV8/3hkVFUX/iCWbUVQzevRoDQ0NyVli6Ojo4G3cgi8jra2t8+fPz87OBoCgoCAOh7N27VoA4PP5QUFBA2xToSjq8uXLdEVmOqNHj37+/DnuUCIQCAQCgUAgDA3SmukFAgH1r6CCpdraWrxn8+bNaLBIJNq6dev169ePHz9ONyMXIz09HXUnr1+//o8//mhpaWltbX3+/DkuGbK3t3dxcUFnOXjwYHV1dWdnZ0NDA7aKDw0NZTKZYoe9e/cuqsvqHxRFycnJ9akhtn37drEbxGq2FhYWks6Y+Jd+3EoOANh/3cDAQCQSiUQiXFhFUdTLly/5fH59ff2PP/6YmZlZVlbW2dmpp6f38OHDxMREV1dXOTk5qne2bt3aj9v/8ssv37x5g7aRiDAA0Gvq9PT0Hjx4gD/ir7Kzs0UiUU1NDfatV1VVRR4vCCMjI+TYKDbr2rVraNvGxkYkEiHH994iz7a2tvnz56MAz9/fPzo6mqKoyMhItHqZmZko02VpaUnJhuQq3bhxQzJ5hXjx4kVoaCjKBREIBAKBQCAQhgwG3c8OAFpbWyVLX2RBKBTiFIGUdm3cm5GRkfHs2bOZM2dKtiXgX+Xz8/OxxhTG1dV10Fehubm5ubm5qKgIfaR3n2OUlJRQXRa6+FmzZgHt3XrixImSU3p888ZqyGFhYbW1tatWrbK2tu6He+Mg0tDQsG7dupMnT9KvWYqwGE4Q4YiRPovu/1hdXZ2VleXg4NDjLExjYyODwZB81gDQ3d1NFx4AgEFfq9OnT3t7e+OAqscBDx8+zMjIwKprBAKBQCAQCIQPDSMmJob+ubKyEgUqampqyEODzsWLF+vq6lRUVHBRk62tLSrulxHcX379+nUAQC/HvUGvmPqfy2UwsFVf/9DU1Fy+fDkAJCUlIbt3Dw8PkUiUm5uLe2MaGxtv3rw5d+5c+kRkdNjbYZWVlWW8gKlTp4aEhERERPD5/JiYmJiYGFNTU0dHR3t7e2dnZzETQ8S1a9dktDJE0r394NSpU8uWLXN1dcW6W1LSYvgr1BAPAHhWdXU1zpYgOBwOClQkZwGAUCisqqqKjY318PDAuSY6ubm5KIRgMpldXV2xsbErV67E7pMDX6WampqVK1fiKEVBQeFvf/ububl5c3PzvXv3sNZZUVERi8VCmR8CgUAgEAgEwhDQaxfKiBEjoqOjxXY+fvy4rq5OQ0OD/tWWLVtkPx/dCLxPkJ+J2FX1w+SRzqhRo6Kjo0Ui0blz59Ce48ePa2tri0Si27dvu7m5tbe3i0Qid3f3goIC6SJU/SY8PNzR0TE0NDQ3NxcAysrKysrKTpw4AQBWVlbBwcFeXl70vMHQtHF//fXXT58+xXGglEAFG7Tj3Bee9fvvv6N81OzZs1Fi7fz581FRUQoKCpKzACA7O9vW1tbe3v7AgQM9nguFEGw2u6WlZcOGDQAQGBiYm5sr2UfUv1U6dOgQTqCZmpoisTX0USQSxcbG4pRjcnJySUkJ3bqeQCAQCAQCgfDhGNBLPx15eXnRX6CyqB4RM8o4ceKEqHckjeEHGKVgSktLUavMuHHjUGs4RVFOTk64E4bH4/n7+9O7tCmKkuUGZcTV1TUnJ6e6uvro0aNLlizBLTp5eXk+Pj6LFy8eYIP4ezF27FgAqK6u/uGHHyZMmIB29taVIRKJUA+9np4e7qHHs3Ary7Zt21CR29u3b1NTU4VCoeQsAJg0aVJ9ff3du3eluIiy2eyAgIDg4GBLS0sAKCgoiIqKGqx7x7abABAXF0ePQyiKCggI8PT0xHuwzQ6BQCAQCAQC4UMz1IaPenp6/+5bBgDAfurYmByBAiE5OTnk/5iTk4NbSj4EhoaGLBaLxWKJRKLCwsL4+Pi4uDgul5uUlMThcLy8vNCw8vJyGYuatLW1+1Eat3v37sDAwKampsOHD2PzdWyFKUZTUxNqX0FhAwJvo2o6IyMjBweHZcuWIZ0uDoczcuRIyVkAoKKiIt3k0crKChnyDBs2LCYmZubMmQCwbds2pAhHH9m/VcIpPiUlJXRwMVxcXLA0M04KEQgEAoFAIBA+NIMZqMycOTMrK8vAwODFixe9jSkrK6N/XLVqFepQRz4qaGdCQkJlZWVtba1QKPz999/r6uqYTCaqz0HW5r2dGm0LhcKQkBAOh1NTU5OWlibWagIAr169wlq0kkkbAFBRUUHOkseOHaMHKlJuMD09HQDq6+t/+umn5OTk6upqpKpMH5OSknL06NE7d+50dHRoaWk5ODj8+OOP6MWdoigLC4t9+/bNmTMHubafPXsW1RpVVFS0t7cLBAJZHsGWLVt27tz5vg9OT0/v4MGDvr6+IpFo27ZtxsbGFRUVjx49qq2txTad9NVDG3R5ZVNTUxMTk/LycvTRx8dHTk5uyZIl69atE4lEly9fxrLXkqLM0qELEtjb269evTo+Pr69vR0Veq1du3b//v2oTM7d3f3Zs2fvu0o4l4WU3yQH07uPJFfj/zruwgLpA/Y/yRmCy8j1HYRUVVRIyhBcKoHw/w99/vswKFg9sRz4QTR4/IEfZGgYlEs9rduHPcO6wbhU3tWMgR/kiNEgXMlPJ3P7GrJ2MO54KBjl3Yc9gww3C+t8pw/BpZ4V9rGqQ3MZg1b6JSM4GumN0tJSPz+/sLCw48ePx8fHl5WVdXR04F/x6+vrv/nmm97CFURVVdXu3btx174YQqFw6dKlqPtl7ty5VlZWkmPwu2lvWYUeycnJmTJlyt69e58/f87j8bhcbklJCfpKJBKxWKwFCxakpKS0tLTw+fyGhoYLFy5MmTIlNTWVfhCsK5WSkvLrr7/m5+e3tLTIGKUMBG9vb6QKXVxcjLNe2M+RDpIckJOTW7RoEd5JUdQXX3xBPxoAGBgYODk5AUBnZyeSAhOb1Q82b96Me+7d3d1xlNJvcBzb0dGRn58vOQA30DMYDJxuIhAIBAKBQCB8aBgvXryQ0h4wcMSCim3btrW2tmIF27Vr16LCHvRbdW1trbu7O34vZzKZ8+fPnzhxIo/HO378OBIBO3z48IsXL5KSknp7Q+3o6EAbBgYGdDMQREVFBXJcUVFROXbsWM+LwmBoa2u/efOmoqKioaFBlttsb293c3N7/fq1t7f3rFmzurq6zp8/j2WaQ0JCnj9/rqGh4efnV1RUhHXSBAIBi8UqKytDL99dXV0//vgjPqa6uvrnn39uYmLS2dmZnZ2dlpaG9l+4cOHzzz8f3MdEURSbzZ44cWJ7e3tOTg6S2Nq+fbuzszPu20Ggp+Dl5WViYkLf7+TktHfvXgCQl5fH8mhLly7NzMyEv0rCJGdxuVxkaQ8ADg4O0svAuFzusmXL8J9HQUEBj8fDUeXTp0/7ceMrVqzYvHkzSqC5uLjk5ubSK8qio6Ox6MJXX30l+edEIBAIBAKBQPhAMNLT0319fQf9uPj1EfUAcLnclpYWNTU1XV3do0eP/v7779XV1QBw6NChyspKS0tLJpP5559/XrhwoaurC010cHBISEjA77UPHjzIysqSl5cXCATJycmnT59esWJFz7fEYHz22We6urry8vInTpw4ceJEd3d3RUUF+hZZE6qoqFy5cgXXI0liYWFx584dAMATpdPU1KSgoPDbb7/hX+hZLJadnR16C3/+/LmZmdmNGzfGjBnz9OnTa9euYT3cqqqqH374QUNDo7Ky8tKlSzgusrS0vH37Nl1INyEhAZXJHTt2bNADFQAwMjKKiIj47rvvBALBqFGjampqWltb7e3tAwMDraysSktL8UgDA4Pdu3eLTceqxAKBAM/q6OhAIgQAMHLkSMlZRUVFuBispKREisxac3Ozi4sL0gvW19evq6urrKzcuXNneHj4QO5aXV399OnT7u7uIpGooaFh7NixH3300fjx45uamoqKipAAAACYmpru2bNn0NecQCAQCAQCgdAbjB7LXQCgrKyst5QFcqaXl5eXUoI1efJkDQ0NLpeLAo/a2tq3b9+qqakBgIqKyt69e5cuXQoAfD4/KSkpKSlJbPro0aOTkpKQHhcdLS2tN2/eCIXCHTt29Bao8Pn8y5cvS7nn6dOns9nsadOmSRmDJXRl75/evHkzvR+GoqgFCxbgdEF8fDxqq7C0tExISAgKCsKOiigRIcb3338vZori6+v7ww8/NDQ05Ofni0SiD+ERGRQUdObMmT/++KOmpmbevHnp6eltbW2RkZH0MSoqKtevXxczZ+zu7j579iwAMBgMoVAoOQsAvL29e7R0lIXW1tb58/8fe2ce0NSx9v8nEAmL7CAiIgJqAdGKqAVR1GoRikWsBTc2LWCgrah1o+pF3BWtFlFACqK9uOCCqCgWEVzQyqKCWtmXAFJAIawBSXJ+f8ztvOcmECIg973vbz5/TU5mzjkzJ+I851m+Dig139/f39fX19LSUiAQhISEuLm5mZmZ9WfWCxYsuHnz5pIlS5qbm4VC4evXr5HPDfP555+fP39eVVV1wBecQCAQCAQCgdATMlIWSvpQ1NTUbty4MWPGDJSgLCcnJycnh7/Fe75p06bp6+ujvPPp06ejPHIAWLNmjbiVgs6DUikKCgpqamqkvx8sMjhq1Kg//vhDspVC7y9BoF0ELIKJwftyfX19a2trfNzd3b2iosLZ2Rl9HDJkiJaW1uTJk11dXdesWYMOiufrMxiMN2/e8Pn8mpoaupVibm7OkI5t27ZJnoKsrGx0dDR6Uvfv34+Pj1+1apWhoSGLxcKPbN68eRMmTBAZmJyc/O7dOwD4+uuvnzx5gkepq6tjt9UHJfzQaW1tdXBwePz4MQD4+PiEhYV9+umn69atAwA+n+/v7488Nv1cBwlamcOHD5egW08gEAgEAoFA+BiIJtNLKNglgkAgYDAYW7ZsefnyJUVRT58+Rc6Hjo4OpBVoY2Pz4MEDJMzHYDBweSU6fn5+HA6no6Ojrq4uIyMDp0MoKCik/zu7d+9OS0v75z//iX0d3fqC/vrrr24lWXCmAYfDYTKZIjtXNTU1U1PTlStXbtq0ic/nV1VVtbW1of4qKip37tyhKOrNmzciEwQAeXl5VOBYUVFRvE7A8uXLUcPKykrkKw0NjSVLlqB2fHx8fX19Tk7OhQsXsLUTHBzs5+eXmZk5sIIqycnJaEFGjhx57949dHDRokXIzAAAU1PT7du3A0BnZ+eRI0eioqJKS0s7OjouX76MOiCRShFwuWcPD4+KioqYmJiysrLOzk5lZeWnT5+yWCwAyMnJKSgoEBloZWVFURRKWKcX+MJ0dXU5Ojrikm7otwQAISEhaCLp6en9dC6dPXvW0dGxoqJCTk5u4sSJ48ePHzp06IgRIyZPnmxgYIA6zJ49G5c7IxAIBAKBQCAMAgNWnri5ufnPP/8EgHfv3uXl5UmWRESp1QCAMlUwuFTXDz/8IM0VRSfDZPZBRQQAmpqampqa8vPzY2NjLS0tIyMjsSmCX7RLnqCCgoKE7TK9xK1kLCwsAgMD9+3bx+fzIyIiIiIijI2NbW1tbWxs7OzsRJRDEDdv3pTSLdaT04DL5a5fv/706dPo46ZNm+Lj41+8eJGRkREeHv7dd9/1unoo1k5GRubFixfYaAEADoezdevWESNGoFSfuLi4nTt3ip+hvr6eyWR2GxiWnZ2NvBkovz8qKsrLy2v69OkDtQ6VlZVeXl5CoVBWVvb9+/dY/7G1tRX9StF18/Pz2Ww2rgBGIBAIBAKBQPjY9GioyMjI+Pn59TqeHtEkPT0ZKlh9TxpQiWE62travUrXy8rKstls+pH379/X1dVlZ2ejwrs5OTm2trbIEQQAIlWqBoG9e/fa2tpu374d+S5KSkpKSkpOnToFAJaWlgEBAW5ubnSjCKW+9JMzZ84sW7bM3t4eAOTk5KKjo62srIRC4ZYtWxYsWIAcCz1x+fJlVKIAKdiIfHvixAncPnv2bHBwMP3mhUJhRUVFVFSUs7MzrjtMB1kpkZGRzc3NGzduBAA/P7/s7Gz8gPq5DseOHUMSPaiYmJyc3FdffWVqatrU1PTo0aOcnBxc3QHJ2tCl6wkEAoFAIBAIH48eDRVZWdmwsLBBvhtcnbawsLAPO8JerRQAYDKZ3c6Loqj79+8HBATk5ubiAsdjxozpNlXmY2Nvb29vb19ZWZmUlHT37t2MjAxk2uXk5Hh4eCQkJFy+fHnAk+lXr1798uVLVIF36tSp69evP3ToUGtrK5vNxhW9ugUXm+6VkpKSJ0+e0APhMjMzra2tbWxsjhw50tOoyMhIX1/frq6u06dPv3z5Mi8vLzQ09McffxyQWWMXCgAYGxvfunUL//AoioqKilq9ejXu8OLFC2KoEAgEAoFAIAwOAyb4qKWlheTw9PT0JMd9SQBLDYqUXRoEGAzGrFmzHj16NGfOHHwQ5Z8M4AQ/CH19fTabHR8fX1VV9erVqx9//FFNTQ0AEhIS4uL+R9m0tLQ0XzpwsV0RkMokh8P56aef8MHg4GBjY2MASE5OlmCKVFZWIqUURUXF1tZWHJSVnp4+bdo01E5MTHR1dUVtemAYAEyYMKG2tvbhw4c9iflYWloipZ0hQ4ZERESgg0FBQeKCnn1bB7oTLzo6mm6HMBgMX19ffOfwISXgCAQCgUAgEAj9ZMByVAYEKyurY8eOAcCjR4+cnJy67RMbG1teXj5kyJDAwEBpXCgfhKKi4i+//PLpp5+iFPZucyE+KnFxcS0tLbKyst7e3thnwmAwzMzMDh06NHfuXFQYLSMjw83NDX3r5OT06tUraU6+devW3bt3ix/39fU9duxYY2Pj8ePHlyxZMmPGDLQUUVFRn3/+OQCsXbs2PDy8pxtGDWdn57/++uvRo0cAYGBgMHPmzGXLlqGCwnFxcUuWLImPjweACxcuHDlyBAduKSkpSRZ5pGfY29jYrFq1KiYmpq2tLSAg4MqVK/SefVsHXOOBxWKhiYswf/58dOfwtyzp/1eE5tf2/yTl+xz/0/MgEAj/xZjw2v7TtwAg3Z+y0YFJ/byKlsmWXvtke77o/3QGZ1W1oPeU4/8l9LqqU05PkO5Mkjh7egButdeT/BfNpVcGcqP/4sULAJBcHGnDhg0MBgPVlQKA6OhoVHervLwcAObPn6+goAAAoaGhly5d8vb2HjNmjJKSkoaGhqWl5ffff5+cnOzt7R0cHJydnU23UtClUQZ8a2trYGDgqFGjGAzGnTt3PmgKbW1tP/zwAy60df/+/V4n+OzZMwBA0ua1tbWbN282MTFRVFRUV1cXcbwkJSUtWLBAR0eHxWKNHTu222Cn2NhYPz8/X1/fkydPuri4TJo0SVVVVVNTc8qUKZ6enrhWsvRFk6VBXV396NGjAEBR1LfffosSTgBgzpw5Pj4+ANDY2NithUNRFPaQLF++HBstHh4eMjIyLi4uyNa6du2ajY0NCip7+/ZtSkpKn2/1wIEDKBU+ISGBwWCsX7++n1XRsNMMC96L8PbtW9SQlZVFLjUCgUAgEAgEwiDwv8ujoqmp6ePjExoayuPxXFxc8PH29vbGxsanT58eP34cHfH29u72DE1NTVhz44MQCoXp6enr1q2jJy18kPRHVlaWk5MTNmN4PN6TJ09Qm6IoNpsdGRmJO9OF3ulMnjwZGVciGf8NDQ05OTlnzpxBH6dOnYq/evnyZf9X3t3d/ezZs7dv3y4sLNy5cyeWez948GBSUtKbN2+6vcrz58+RE0NDQ2PevHlI2wSdDQD09PRmzZqVnp7e0dGRnJy8cOFCZNXExcVhwRwul4s1MWfOnCnZuwIAMjIyysrKKARLRUVl165d2O/Ut3Vwc3Nbu3Ytn8/n8/nLli2Ljo5GBhUiMzMTL4WtrS39KwKBQCAQCATCR4U5sO/me2XTpk3e3t4xMTFIuVxbW3vNmjVycnJ4C7hr167o6GgsY6Krq2tsbExRVFFRUV1dHTpobGyMd7oi+Pj4YCtFT09PfGfJ5/NFbICurq76+vrs7GysIKmkpCQrK9vc3FxWVlZXVzds2LBe5yUQCBwdHd++fevu7j579uzOzs6LFy+mpaWhb2/dulVfX6+mpubt7W1hYVFVVRUWFoazLOhigitWrEAKIQAgIyNjamqqp6fX1dVVVFSEJW60tLQ8PT0H9rkwGIzIyMjx48e3tbUdPHjQxcXFwsICANTU1E6cOIG1KUXA7hQXF5fnz58XFRUBwPTp03Gmx9KlS1EGyz//+c+1a9ei/levXm1tbUWSmvn5+Q4ODqhzUVHRmDFjJNwkl8u1s7PDleKam5v37NmDDYm+oaqq6ufnhwIOL168mJ6e/sUXX4wdO7ahoeHly5f4CcrKysbGxg7smhMIBAKBQCAQJMCUXuFxQBg2bNiwYcM+++wz9LG+vh6Fgbm6uqL6WhEREdhKAYCamhpxBfqSkpKzZ8+uWLFC5DgyD6ytrQ8cODB16tRuBQQFAgHdsyHOlClTIiMj165d++DBAwAoKyuT0lBpamr6/fff582bh46w2WwXFxekk1hfX29iYnL79m1cQtfb29vQ0BBJwWADDJ0HxzIJhcJXr16J512YmJhgnfgBxMDAYN++fWvWrBEIBN9+++2TJ09QJsnChQtdXV1xngaGz+efPXsWtZcvX44T7ulG1OLFi7///ns+n3/37t3o6Gg1NTUul9ve3p6YmCj++CTT1NQ0f/78nJwcAFi2bFl8fLxAIAgJCXFzczMzM+vPxH/55ZeysrIbN26gJ4UnhWEymQkJCQNSBppAIBAIBAKBICUyOARfhK6uLoZEmMy+h43hCB95efmhQ4eOGzdOTk4OAHg8HvK0jBw58rfffnN1ddXX12exWNra2tOnT/fz8zt//jxKTdm1a5f4aYVCobGxcVpa2syZM7u1UnpCRUVl3LhxHh4eiYmJf/zxx+TJkzU0NNBX0hd62rJlC7ZSAIDBYOBQKACIiYmh73Q1NDRweTGsKgMA2B3k7Ow8a9YsIyMjFoulpaU1efJkV1dXDQ0NWVnZ4uLigZWrx/j7+yNhnGfPnh06dAgfDw0NFTeN7t69i+LcRo4c+dlnn50/fx4AWCwWPWZPS0vriy++QI/m8uXLixcvRsfpVcukoaWlxcHBAaXm+/v7x8XFobXl8/n+/v79XA0Gg3Ht2rVffvml229HjhxZUFCwYMGCj7HgBAKBQCAQCISekMnNzaWbHzNnzvzQU5ibmzMYDHNz8wkTJsDftW4xKJinp5Ce8PDwlpaWgoICVHwpNTUVGU5r1qxxc3O7cOECh8Pp6Oioq6vLyMg4ceLEkiVL5s+fDwAFBQV0Twu6NACUlJTIy8uLm1VLly5FHUaNGsXn86l/p6mpqaCgICoqSk5OLiUlJTk5GRlO8O9p691OEIVIAYCXl5fI7MaPH48aZmZm4sqYOJ5q8uTJ+CAWPbS0tExPTy8pKeno6Kivr8/Jyblw4cK7d+/4fH5NTQ1dRAWtvzRs27aNfgOzZs1CjUmTJuGrR0dHo7kHBwdfuXLFx8dnzJgxo0ePxqMsLS1Rw87ODq1eZWXl77///u7dOwBYuHBhaWkpGqWgoKCpqZmfn4/6x8XF/frrr2gIFmaxsrKiKAopvvdkW7a2tuK8Ix8fn7CwMAaDgQLkKIpKT09Hq9HndQCA27dvo3IC4lRVVW3fvr22dgCKXxEIBAKBQCAQpKd3r8ikSZNQpFZHR8fp0/8qRfbVV1/1JHyBKC4uRgkJuISUNGRkZKCGgoICym0QB/s6cnNzdXV1pTwzqsoFABwO57PPPouMjMQbbkxzczPOl8CValVUVKQ5v6KiIn03j8A7b2yxdPstHaw9EhwcXF1dvXLlyqlTpw6UtuOePXv27NkjfvzFixe4QJmpqen27du3b9/e2dmJHSBAe4537tzJyckRWT2crCIvLz9t2jScddPR0YFKsQFATk5OQUHBJ598In4D9fX1TCaz26fZ1dXl6OiIfxgAMOBKl2fPnnV3d6dnCol3ePr0aVpamoiNSiAQCAQCgUD4eDAnTJhga2uLP7e0tKDSUqqqqkip44svvli4cCEAvH37Fhsq69evlyx6WFxcHBwcDB8oPYHzy3/4offC2yjBQxx1dfXly5fTj7x//760tDQ1NRV9zMnJsbW1TUxMpEdq9XRyVAy3VxQUFCRsoBUVFaVcAQsLi8DAwH379vH5/IiIiIiICGNjY1tbWxsbGzs7O319ffEhN2/efP/+fU8n9PHx6cnk64lNmzZFRERUV1ejjw4ODtOmTausrIyJiQGA9vZ2R0fH7OxsbKk2NTVdu3YNABgMBq5LZmJioq+v39nZ+eLFCxw+Fx4eLuK4EAqFFRUVUVFRzs7O2JtEJzs7G5kQLBars7MzKirKy8urW30byetAh/5MKysrvby8sJUiJyf31VdfmZqaNjU1PXr0CKXEAEB+fj6bzUaeHwKBQCAQCATCIMC0tbUNCwvDn8vLy9FeU0tLi358cKDLhPdKU1NTt8dHjBghfuf5+fmmpqYAIC8v39HR0d7e7uTklJeX11NMWkVFBWoYGRkN8iLs3bvX1tZ2+/bt2dnZAFBSUlJSUnLq1CkAsLS0DAgIcHNzoxtFkpO8UbEEZWVleoAZori4GFkjIkWBGxsbceaSvLx8eHi4gYFBcXExMlTgb7kYnGdy+fJl5G+h54ogDXiRK0ZHRx85coR+85mZmdbW1jY2Nt2qysDfJdEiIyObm5s3btwIAH5+ftnZ2VgyUsp16Iljx451dXWhtrGx8a1bt3DJMoqioqKiVq9ejT4mJiYWFRXRpesJBAKBQCAQCB+PDxB81NLSwkkdkt0pfQbvmAsLC6neQFqEH4qhoSHKYufxeD4+PvS9NZ5gYWEhsoLGjBmDapENMvb29llZWRwOJzw83MXFBaun5+TkeHh4LF68WMr08a6urrKyMgD44osv0sX45ptvUDcRY+zo0aOdnZ2o3dHRwWaz6ZdDipznz58vLS1FR3C9r15pbW0VkZOfMGFCbW3tw4cPJUQSRkZG+vr6BgQEmJubA0BeXl5oaOhALTVdNic6OppuhzAYDF9fX1dXV3wEKX4SCAQCgUAgEAaBgVSm7z86Ojqo8fr16481YRmZc+fOoRpW6enpWVlZ4n1wxgWWLf+PoK+vz2az4+Pjq6qqXr169eOPP6qpqQFAQkICvWpWaWlpfg+kpqYiwXUdHZ38/Pz6+vpeL0pR1KVLl1Ab+SiSk5PppggKPxMKhSjcq7KyEoWWYT9JUVGRuFWJU1NEQr+UlJQkV3+2tLT09fUFgCFDhkRERKCDQUFBOEpQmnUQgb4O2ImnoKCAE5PooOINCOlLwBEIBAKBQCAQ+smHlRieMWNGRkaGnp6eBPWVpqYmemwPCi569epVeXm5eLr5qVOndu/eXVNTw2KxDA0Nsfvi0aNHTk5O4pdevHjxggULCgsLMzIyysrKKisrU1JSJKSadIuOjk5AQMDOnTsB4OTJkzh/HV8FVUAGAOS0mTdvXmpqqqOjI56giYkJh8NhsVgomQEPT0pKCg8Pz8rK4nK5o0aNQh6AbqEoCr/LX7Fihby8vKGh4fjx401NTdXU1GRlZb29vfEyMhgMMzOzQ4cOzZ07FyldZmRkoAwiAHBychLXWhEhPDw8PDx869atu3fvltyztLS0uLgYAExNTY8fP/75558DwNq1a69fv4466OrqFhYWAkBycvLatWuxyYS8Lqampt1G07m5uSHBnMzMzK6uLvHArZ6glxywsbFZtWpVTExMW1sbMqLWrVt3+PBhtFDSrAOCvg7YW8VgMPBzp0PPL/qghKv/Cp68mya5g+w+x/5fpWNnuuQOJwyG/qdXgkAg/O8ldvMA/CHqP+ncwbnV3s/Q653MVuv9MuX9/vMuzYJYhSpJ7jBkaO9BGb9o+vXzVqXh59PZkjs8rDgmuYM0/5cFvAsfhLn0Sq9zASkeTVer+yDcat+1UPoDjiy6f/8+arS3t9NfV4eGhvr7+4tnHbS2tnp7eyMvQX9wc3NDhsrdu3fpx9GZUV7EvHnzRGpboVLFra2tBQUFAMDj8bDsCQCw2Wy6lGRxcTHa8YvT1NREr2TV3t7e3t7e0NCAU7cBwMrKCtdcxuCqU/SiyQPLy5cvUcPOzm7OnDk+Pj5RUVGNjY0BAQHouKampqKiYnt7+6tXryiKwt4nPKrb0wYEBPzjH/+gKOr9+/cpKSnI3OoDW7ZsOX36NHpMTk5O2ErpM/PmzUtISACA9vb23NxcXKkZgxPomUymjY3NR1p2AoFAIBAIBIIIAx/6pays/Pr165MnT6KPKJprzJgx+G20QCAICgpCbSaT6ezsvHXr1vXr19OLj/F4vEWLFolnYz969Ihupejp6SkrK/fhJnHySVlZGRKGFwqFd+/exUkISkpKeAqIysrKP//8EwAUFRWjo6NPnDiBFRsBoKmpKTIyUk1NbcOGDXFxcQcOHKBX6KLneAgEgiVLltDr7S5fvnzr1q1IGBGzefNmnOSN6OzsRIXUAGDq1Kn4+MuXL3tK4/Hz8wMABoNRV1e3d+/ee/fu6ejoKCgoGBkZeXh4cDgc8ZVB3hL429Vw8OBB1MBGFIPBQMFaVVVVf/zxB3JiYLcDdlCI/ypwAhKuHQcAXC43+W/a2tokPzUul7ts2TL8A8jLy+PxeNKsgwh0t9KKFSvwT2j+/PkiEWVhYWEXLlxA7W+//bZvPzYCgUAgEAgEQh8YeI+KjIyMiYlJeXn5vy7AZAIAi8XC0T6HDx/Ozc1FbQMDA0dHR3l5eScnJxUVldTUVA8PD6TU/vTp00mTJn355Zfm5uYsFgttoJEciq6u7oULF6ZOnfpB8vOI6upqNpsNAFjS0dvbGwCys7OxgiSDwbh+/bqhoSF9YF5eHnp5r66uvmrVKgBgs9lLly6Nj48HAD6fb2Jicvv2bewF8vb2NjExQekQdAdIXl7e7du30dxRbTEXFxck/hgbG7ty5UrUDZWfWrRoka6urkAgKC8vv3r1KrKp9PX1PT09pZksWjQmkzl+/Hh6YkZZWRlKshcHd0N6NWpqaidOnMDalPgr9HxxHbCxY8eiZ4pVbsTR0dFB63D9+vXW1tahQ4cCQH5+PtauKSoq6qkIGwA0NTXNnz8f2Uu6uro1NTXl5eW7d+/eu3fvh/4G6Kiqqp49e9bJyYmiqLq6utGjR3/yySdjx45tbGykZ7MYGxsfOHCgPxciEAgEAoFAIHwQzOPHjx8/flz8i5KSEiaTyefzB/Z6PB4vJCQEAGRkZIRCYUlJCcoDKSsrU1FRmTt3bnx8vK2tLQq+6uzsTEhIQJE5GFVV1ZKSElR7qg9wuVx6gBYA4OwLjLa2Nt1bghk5ciT9jTuDwdiwYQMyVAAgJiaGHqumoaHh5eWFJkuXfMHRYg4ODjg7HOHp6fnTTz/V1taiF/8VFRXicukTJ068cOECKgbQK8hQ6erqqq+vNzQ0tLe319bWLi8vz87ORt4hBF1+BLs1sMmxcOFCV1dXPE0AwKlEOCzK0NCwV0Nl9OjRJSUl6DeQmJi4YsUK6Z9aS0uLg4NDZmYmAPj7+/v6+lpaWgoEgpCQEDc3NzMzM+lPJc6CBQtu3ry5ZMmS5uZmoVD4+vVrkVoOn3/++fnz56VccwKBQCAQCATCgDDYVb9SU1ORRgebzZ4xY4aysvLQoUPHjRuH/Rs2Nja4zpKTk5O+vj6LxdLW1sZRN7/88kufrZSeUFFRGTdunIeHB9Ja6SnVW7w+Fa5mKysra21t3dO39HA1LGuIJdsxDAbjzZs3AoHg7du3O3bsmDVrlpGREYvFoish5uXlmZqaMnpg27ZtuCePx8NmVXBwcGFh4YkTJ4KDg0+fPv3y5cvo6Gi85ufPn6ePQg16mFNoaCjdAsFfoUc5cuRIVI5MZJQI9I0+vWpZr7S2tjo4OCADz8fHJyws7NNPP123bh0A8Pl8f39/FFlnbm7OkA76KmEkKHsOHz5cgm49gUAgEAgEAuFjwPTy8mKxWOhDfHx8Y2Ojuro60o7otgiSBB4+fCh+cPfu3V5eXvgjzs0wNTV1cXHBxwsLC3F2BIoWAwBUABdo8UgAsGbNmv3791tZWS1atMjR0RFt4h8+fIglHQHg/fv3OEt+2rRpGhoaJiYmItojixYtQg6B27dv4xTwbgvUIhQVFbOyskRSt3Hs2ddffy0+BO/a16xZgw/iImNXrlxhs9krV66kJ5wgNDQ0goKCcCaPubm5lPWs6PB4PHQGMzMzY2NjPz+/tLS06upqRUVFIyOjb7755uDBg2vXrgWAq1evnjx5Ei07nlFra2tOTk5ERAQeNWXKlG+++Wb16tX4weXm5k6cOBEA/P39exqFrrV69WrsVsKjAMDKyoqiqMTERGdn524D+bq6uuiFB+DvOsghISHIW9V/zp496+7uLhQK5eTkTExMBAJBRUWFiorK8OHD3717V1FRcfbs2adPn6alpeFiBgQCgUAgEAiEjw3T09MTqzc+fPiwsbFxxIgR9JCk4uJiVNlJJFGhb+B3/D/88EPfztDc3Nzc3Jyfnx8bG2tpaRkZGSlSmwv1wZkPaWlp3cpTYoeGhFfpdBQUFCQUmKIXsZWMhYVFYGDgvn37+Hx+RERERESEsbGxra2tjY2NnZ0dPQUfc/PmTXp0FuLdu3c2NjYCgeDBgwd4A02fi4aGxo4dOwBg7969y5Ytwz6Bjo6OhoaG7OzsUaNGjRo1isPhNDY2ZmVlIY8QTnn/7bffEhMTxUedOHECTxblmfR5FKa+vp7JZOrq6orPPTs7G52NxWJ1dnZGRUV5eXlNnz5dylXqFvoqVVZWenl5CYVCWVnZ9+/f45rRra2tKFcKXTc/P5/NZuNQNwKBQCAQCATCx6b3ZPri4mJUbEpcBaUPYH09aVBUVMTJ5VeuXKmpqVFUVPziiy+ys7ORPEtOTo6trW1iYuKHSqlQFIWTNER02QeBvXv32trabt++PTs7GwBKSkpKSkpOnToFAJaWlgEBAW5ubnSjSLxMMwBcu3YNRZSNHj1agqx7RETE1q1bUdvBwWHatGktLS1XrlwpLy/ncDjYiVFaWooMFW1tbXQEpwaJj8KhaDgerG+jAEAoFFZUVERFRTk7O9Mj3OgdACAyMrK5uXnjxo0A4Ofnl52dLR6e1+0q9cqxY8dQdTW0mHJycl999RWSx3n06FFOTg4upZ2YmFhUVESXricQCAQCgUAgfDwGW0cFv3ovLCzsac+Hg7gMDQ3DwsLQwefPn9fU1Kirq1+9epWiqPv37wcEBOTm5ra3tzs5OeEX4VJSXFyM8itwneJBxt7e3t7evrKyMikp6e7duxkZGej9fU5OjoeHR0JCwuXLlyU4cF68eIH0EyVTW1u7fv16AGAymQkJCQsWLEDH9+3b5+bmdvHixY6ODnSkvb0dNcaNG4eH9zQKq93j1JS+jQKAzMxMa2trGxubI0eO9DSLyMhIX1/frq4ulF2Tl5cXGhr6448/DsiDoP9yjI2NUbE19JGiqKioqNWrV9OXnRgqBAKBQCAQCIMDs9uwqI8HklUBgNevX/d5z8dgMGbNmvXo0aMFCxakpaXxeDwfH58TJ07gDlpaWiIZKSJgmcK5c+cO5vRF0NfXZ7PZbDaboqjXr1/HxMRER0dzudyEhIS4uDisPV9aWvr+/XuKompra4uKim7fvn3jxg38pr+4uBiXP9bU1MTOjaqqqr1796Lk+I0bN2LLAQDk5ORiYmIeP35cVVWFjuA6Aebm5rhbt6Pu3buHqiQbGxvjr/o2CgAmTJhQW1srXqUAY2lp6evrCwBDhgyJiIhASURBQUGurq4iYXJolaRZdvoq0V180dHR9N8kg8Hw9fVNTU3FFc/omqQEAoFAIBAIhI/KYFf9srKyQo1Hjx711EekHnFPKCoqnjt3DtWSSk9Px1qNvfLXX3/98ssvqI2KIw8mcXFxERERUVFRdFOKwWCYmZkdOnTo7Nmz6Ag9fdzJycnU1NTMzGzOnDm+vr6XL1/GVgoAzJkzx/Rv8LwAYMOGDeHh4aiNhF/oDB06dOnSpfgjzvMxMjLCUVWOjo7io7Clgff6fR4FAEpKShKsFKAl9wOAjY0NmkhbW1tAQIBIT7RK0kBfJaxQyWKxui2lgGvQAQAWLSUQCAQCgUAgfGwkhX5t2LDh8OHD+CNOF6EX28W8efNmzJgxNTU1LBbL0NCwpy3d/PnzkYLKoUOH/P39NTQ09uzZExcXV1lZmZKSMm/evOLiYmmCmhA6OjoBAQE7d+4EALrQBwDMmDEjIyNDT08POw0AYN68eampqZqamk1NTQBgYGCwYsUKDofDYrFMTU3pRktSUlJ4eHhWVhaXy0W5E93OGpOenj5p0qSysjImk2loaDh+/PgNGzZ02zM2NvbOnTsAYGVlNWHCBJFvcVo8XSOyb3z++edIVV1FRUXEj4FQUVFBDVVVVZzlUlZWhnI2AODx48c2Njb0IXw+H8ti0t0LfRvVBw4cOJCQkNDY2JiQkMBgMNatW3f48GEJMXK9MnfuXGQY9/R8UYggAMjKyorM6/8Asuuj/9O3QCAQCIT/Smar9d7nZ4OhvXXx+0/PQ1pO9D6X3vkv+m/3F81eHo1/v3eq0tDfHJX29nZkCTQ2NqI9aHt7e2Nj49OnT1GHv/76i95fU1NTR0enpqZGIBA4OTkxGIznz5/jb6urq52cnCSbBCK4ubkhQ+XJkyeSewqFQnSH7969AwAGg4GE4QGAx+M9fvz48ePHyE7gcrn04CUEl8tNTk62t7enH0QGDwBUVFTgszU0NOTk5Jw5c2bhwoXitzF58mRkqGzevDkxMZGeFN7Z2YnqFgAAvWbxy5cv0bWwMQAArq6uaWlpAFBZWdltMj3OvWlubt6+ffs//vEPLJyCKgKHhoaij/R7QNdC7Ny5087ODpcSpihq27ZtSJMeAEpLS/s5Cq3qH3/8gdozZ87EKUw9ISMjo6ysjJ6jiorKrl27sJVCvwfpcXNzW7t2LZ/P5/P5y5Yti46OpkvBZGZm7v1b+d7W1laCSgyBQCAQCAQCYWCRZKhs2rTJ29v7wYMHKElg7969ly5devr0KdZXEQgEX331FdqsMxiMhQsXjh8/nsfjZWdn379/H/XZs2ePpqamgoKCk5MTeoVvYGCA3q8jLXOEiorKoUOH0tPT6UFN0oCy4d+9e4c9J9XV1Ww2G4mgc7lcNpuNpNmzs7Pxe320u3V3d589e3ZnZ+fFixfRph+ZVW1tbWpqat7e3hYWFlVVVUFBQSjpHJ0WF6cSCATu7u6oLScnt2LFCiMjo46OjszMzJSUFABITEwUv2F3d/dDhw4JhUKUt71o0SJdXV2BQFBeXn716lWUyKGvr+/p6SkyUEQZHVsdPUE3Cfbs2XP27Fk7O7sRI0ZUV1c/e/YsKysLf/v27dv29nZUPhir2QBAS0uLjY2Nn5+fpaVlc3PzhQsXUlNTAUBWVlYgEFRVVfVzFADk5+fjQtJFRUVjxoyRMCMul2tnZ8fhcNDH5ubmPXv2YEOib6iqqvr5+R07dgwALl68mJ6e/sUXX4wdO7ahoeHly5foV4FuPjY2tj8XIhAIBAKBQCB8EJIMlWHDhg0bNgy/C9fV1UWS8Pgd9uHDh7Gu4pgxY+i5JYmJiV9//bVQKGxtbUV2TllZGTJU0EafyWTy+Xzcv7m5+fbt2+jb5cuX//bbb1JOAGV3PHjwAB/hcrmRkZGo3dbWhtv/Nm0m8+bNm7ioMZvNXrp0KQ4eYzKZubm5uNxtUlISsrsqKirKy8txGFVeXh4ySABg8eLFMTEx+PyxsbE4Uk4Ec3Pz2NhYf3//1tbWioqKo0ePinSYOHHihQsXRMySPoBVMpWUlNra2srKykSWQk5OTltbGxV6rqurQ+Wn8ShnZ+dr1661traK6CoaGxvLycm9fv26/6M+iKampvnz5+fk5ADAsmXL4uPjBQJBSEiIm5ubmZlZfxbql19+KSsru3HjBpoIThPCoDpmfSt/TCAQCAQCgUDoG31PpufxeGgzigKHRF7wL1y48Pjx4/+6hozMuHHjRDrw+fzhw4d/8803+vr6LBZLW1t7+vTpfn5++fn5P/300wfdCV2XoydUVFTGjRuHJQUDAwPp0isMBoOeUqKurk7fldIjo+iug8ePH+O2yOw8PT11dXWx60kEd3f3ioqKHTt2zJo1y8jIiMViaWlpTZ482dXVNTk5+fnz5yYmJn1+Lpi2tjbUiIyM3L9//+eff25kZCQnJ6empjZ58uTAwMDi4mK8xcedccPd3f3JkyerVq0yNDRksVjq6upTp04NCQl59uwZjjTr5yjpaWlpcXBwyMzMBAB/f/+4uLh169YBAJ/P9/f3l1zhrVcYDMa1a9foGfZ0Ro4cWVBQIB4KSCAQCAQCgUD4qHxYjsrDhw9xOzU1FeUZ79mzBynxicBms69du3br1i2hUJieni6uO75//37xACcAyM/Pl3xpEbDS+cWLF7/55hvU7imZHkV/eXl5iZwE16U1MzN79eoV/as7d+5gDwk9Mg3HgO3atWvbtm30IQwGA+miiGBubi5yckRnZ+fbt2+fPn2KvTpbt27dvXv3Bz0dEVBhYgAYNmzYihUrNm/eLN4HJ11gHRU8SllZecqUKdHR0R9vFABYWVmhhBlnZ2d6gS8DAwPUmD17dmtrq4ODAzILfXx8wsLCGAxGSEiIiNOmp7UVR3xtb9++Le7aQlRVVW3fvv3nn3/GlbUJBAKBQCAQCINAN4bKq1evui2jtHLlym7DmRQUFNLT0/l8Pk6gNzU1RbtS7OuwtrbGIWQYkcT0PoPf0OMyVuJgEUmEiBq9qqoqLrfVbRwR3kM/e/ZMXl5+2rRpGhoa06ZNQweDg4Orq6tXrlw5derU/lSgGljwPfdUQGzt2rVXrlxBbWxp9DSquLgY2XKLFy9ubm5GB1kslvioy5cvY3Nx1KhRZWVlyLMkPgpTX1/PZDLppiyuTJCSkvLgwQN6seYBX+GzZ8+6u7sLhcIhQ4YYGho2NjZyuVxlZWUtLa2urq6ysrKzZ88+ffo0LS0N/0gIBAKBQCAQCB+bAVCm/+GHH3rtI17IS0ZG5sSJE4sWLZo0aVI/b6ChoQE11NXV+3aGpqYmXL8rLS0tJycH64qIgCqMpaWlzZ4928LCIjAwcN++fXw+PyIiIiIiwtjY2NbW1sbGxs7OTkSOEHHz5k0pRQn7PBcMrqCF10cCR48etbW1lXIU/gr7suijrl+/jntyOJyMjIyZM2d2OwoAhEJhRUVFVFSUs7Mz9lDRyc7OFgqFAMBisTo7O6Oiory8vKZPnz5Qa1tZWenl5SUUCmVkZLq6unBoX0NDA7phBQUFHo+Xn5/PZrOvXr3az4dCIBAIBAKBQJCSHg0VFRUVVNKKw+GgrefcuXPpuRM3btzAr717Be01RY7s3LnT0NCwn4YKRVF//vknaov4SXpCXl7+22+/xR/fv39fV1eXlZWFgrXevXtna2ubmJhIT2Lpib1799ra2m7fvj07OxsASkpKSkpKTp06BQCWlpYBAQFubm50D8BgJmRjaUVpDJWEhARUfFmaUVgLBXvM8KiqqqqbN2/SO8fFxSFDRXwUAGRmZlpbW9vY2Bw5cqTba6FfTmRkZHNzM4ow9PPzy87OpicO9Wdtjx07hoo+owtpaWnZ2dmNHz++rKwsLS2tpKSEx+MxGAwUn1ZUVESXricQCAQCgUAgfDx6NFS0tbXDwsIAIDk5GRkqbm5u9NSO+vp6ZKgUFhaOHTv27du3eLeKHA6ojTIH+u8f6Ini4mKUKoPqFEszRElJCU2NDo/HwzVz29vbnZyc8vLyJFfLRdjb29vb21dWViYlJd29ezcjIwMZPDk5OR4eHgkJCZcvX/6PxIONGzcONWpra7vtIJKDvnr16pcvX0ozCtX40tHRUVNTE7nWw4cP0b5/zpw5qLbvxYsXQ0NDmUym+CgAmDBhQm1trWRx+sjISF9f366urtOnT798+TIvLy80NPTHH38ckFXKy8vD7QULFsTExOCfcWdn57Zt2w4dOoQX6sWLF8RQIRAIBAKBQBgc+h76hXOLX79+PXbsWC0trX4WX+ob//znP1Fj7ty5/TkPtiWGDx/+119/8Xg8Hx+fu3fvitgYCQkJzs7O4sP19fXZbDabzaYo6vXr1zExMdHR0VwuNyEhIS4uzs3NDXUrLS2VMjxJU1MT75j7hrm5OWrgEtIiYFNEXl6+o6ODw+H89NNPAQEBkkc1Njai9BV8fnobV0ILCgpqa2vLzMxsaGhITk4ePny4+CgAUFJSkizyaGlpicpbDxkyJCIiYsaMGejkrq6uIsF1fVvbyspK1NDT0zt//jz9ZlgsVkhISHFxMY74wk4hAoFAIBAIBMLHpu+GipWVFZLJe/TokZOTU7d9YmNjkYLhR+Kvv/7CVWV9fHwG5Jy2tra3b99uampKT0/PysrCGfPixMXFtbS0yMrKent7Y3sG6bocOnRo7ty5X375JQBkZGRgQ8XJyanPlak+FGNjYyMjo9LS0mfPnlVXV+vp6Yl0wOUNvvnmm6SkpMbGxuPHj7u6ukoehTQxAQALNdKvhQobGBgYzJw5c9myZaigcFxcHA4apI+SBnopMBsbm1WrVsXExLS1tQUEBOBKAP1ZW+T/QcO7NZn279+PDRXx1fhvZ8rpCZI7HFr4ov9Xmf2P2ZI7LP1tRf+vEgrLB2xdCAQCoU/MVuvvGdK5g3Sr/b9Q/ycLAOs9p/Ta5+fT2R9/PQaJNwPx/12vjHCPk9xBvrf/lwEAelv2EwZDJXeQ5uH2St91VObPn4/0H0NDQ5FY+IwZMxgMBpbLKC4u9vb2xlKAiA0bNtArOK1cuZLBYDAYDPGaYADw5s2bMWPGKCkpaWhoWFpafv/99zgdBQDa2tqWLl2KkuDV1NSmTJmCik21trYGBgaipJEP1bkHAAUFBexVOHnypMi3ixYtwhOMjY318/Pz9fWVkZFBOhu1tbWbN282MTFRVFRcsmQJ6obLZyUlJWFV9V4pLS11cXGZNGmSqqqqpqbmlClTPD09X7z4gF0jg8HA1bfOnTsn8i2fzy8qKkLtL7/8EhXnpSjK29sbu4zERwEAEoiUkZFZtGhRt9cCAA8PDxkZGRcXF2S/Xbt2DZVdFhnVBw4cOIDCCBMSEhgMxvr16/vpx8MlyHDWvggdHR14jjY2Nv25FoFAIBAIBAJBej7AUBHxjWhqaiInBo/HW7RokYj4SXV1tZOTk3ixL2nAW8PGxsaSkpL29vbGxsanT58eP358/Pjx33///fv37+/evTt9+vR79+4BgJKSElaLb2pqsrOz279/fx9MFAx2gPQU/oSYPHkyblMUlZWVNWnSpIMHDxYUFPB4vJaWFvRVWVmZUChks9kLFizABxGysrK3bt2i/h0ul2tjY3Pu3LlLly7l5uY2Nzc3NDTk5OScOXNm4sSJH6SGuW7dOmRM7ty5k56MQVHUtm3bcLq8rq6uu7v7/PnzAaCwsJDP53c7CoGqDLu5uYmULli7di12KyE3lJ6e3qxZs9ADRT8P8VFcLjf5b6QRgpSRkcF6LCoqKrt27cIXffnyJSUddFcVLkGWlZX13XffiTygzMxMFxcXvGj/e2pPEwgEAoFAIPyfh1lVVYVdBN2CU8xPnTqloaEhLy/v5OSEFEv27t17586dP//88+nTp5MmTUJ7vpaWlhUrVly+fBmZCpqamu/evcNn27RpU1paGlZc2bt3L3rFjoNqBAKBn58f7j969GgNDQ0+n19fX4+0Go8fPx4dHY2NGSUlpevXr2/fvh0AKIry8fGhC8b3bWeJ8vLfvXtXVlZWV1fXU6q3u7v7oUOH0Gv4O3fupKWldXR0WFhYqKioPH36FG95MzIyZsyY8fjxYzU1NW9vbwsLi6qqqrCwsMrKSoFAwGazS0pKcGVegUCwZMkS5HRSVVX9+uuvjYyMOjo6MjMzU1JSAGDfvn1Tpkz5+uuvpZnI8OHDDx8+7O/v39LSYmNj4+fnZ2lp2dzcfOHChdTUVHpPBoMRGRk5fvz4tra248ePb9q0ad++ffRRxcXFuLOent7+/ftFrsXhcLBzY9myZWgU/afV7aj8/HwcDFZUVCS5egGXy7Wzs8Neqebm5j179uzdu7cPjxhDTwSKiIhISEiYO3fu2LFjGxoaXr58ieoBYMrLy0VybAgEAoFAIBAIHwlmampqt/LwmIkTJ6qpqXG53Pz8fORCKSsrQ4aKkpJSenr64sWLHzx40NnZiSyT5ubms2fPAoCsrOx3332XmppKN1SGDRuG3tYjdHV16SWPAeDw4cN//PEH/lheXi4eFYatlClTpkRGRmLPxt27d7lcrrW19YEDBzZv3vz48WM5Obk+LArKM3nw4AGabE+Girm5OVKsFwgEOI372bNnuANaNwB4/PixiYnJ7du3cQldb29vU1PTurq6ioqK8vJy7BHKy8u7ffs2AHz66adpaWn0amnoWgBw8uRJKQ0VAPDz83v37l1QUFBra6uIlLuqqipWjwEAAwODffv2rVmzRiAQJCcn79ixY+fOneKjlJSUbt26RRdnRPz222949cRHAcCZM2fER0lPU1PT/Pnzc3JyAGDZsmXx8fECgSAkJMTNza1bjU4psbCwQEXtFBUV29vba2tr0a+3W0T8LQQCgUAgEAiEj4dMbm5ut1+UlJSg7BF1dXW028YYGhoyGAwmkwkA2tra9+7du3r1qqurKwr3l5GRmT59up+fX35+Ps50lxIejye+we0WFRWVxMTEP/74gx5/xeVyjY2N09LSZs6cidTQ+wzW+pBc6Mnd3R3nLairq7NYLC0trcmTJ7u6uiYnJyOTAxETE0MX+tDQ0MBaLlhkEGhVs9auXStS09nT01NXV1dWVjY3N/eDEjO2bdv25MmTVatWGRoaslgsdXX1qVOnhoSELF8umnzs7+9vbW0NAM+ePZOTk6OPUlVVRX3mzZs3YYJoBnZXV9f58+cBgMVi3blzh34tPLCnX5o0tLS0ODg4oNR8f3//uLi4devWAQCfz/f39+9PmgqO7Hr//n1gYKC9vf3w4cOHDBkydOjQTz75ZPny5VpaWrgzTjciEAgEAoFAIHxsZI4cOcL4GymLJokwYcIEZ2fnV69eTZkyBQB0dXUzMjJOnDjRUxjPw4cPb9261e1XqampSBTl4MGDPSUYoEih5ubmqVOnimuZl5SUyMvLMxgMFD1VXV2NpoaLd40aNapbhRB5efnOzs5bt24tXbo0OTkZu2LQ3nTp0qUURXWbS42VB3Nycjo6Ourr63Nyci5cuDB//nysLmJmZoYMADr4W3o6DZ5RVVWVSH8Gg/HmzRs+n19TU8NgMJKTk9GC2NvbM3pj6tSpMTExy5cv7+joOHPmzJo1a/z8/MTdTbKystHR0eh4cHAwh8ORkZGRkZGhR9B1axUkJycjv9nChQtVVVXxKAaDgU2+uLhualBYWVlRFIXKatELfNFpbW11cHBAJpyPj09YWBiDwQgJCUHTT09PR7dnbm7e6zogtm3bhk9ubm6OhE35fP7hw4c5HA5KrBoyZAiPx0tISEA/SATOvCcQCAQCgUAgfGx6L088adKkzz77DAA6OjpOnz6NDn711VeSM1uKi4uRwgkO05IGXBBMQUEhPT292z5445ubmyt9KBEO2uFwOJ999llkZKSlpaVIn+bmZpwvgfQ6AAAFufWKoqLi6NGjRQ7inff48ePFh3S7L8cGVXBwcHV19cqVK6dOnTqAOdx1dXXOzs4CgQDrh4hgamq6ffv27du3d3Z2Ll68GB/Hz/HOnTs5OTkiq4fVbOTl5adNm4bLZ3V0dOCU/ZycnIKCgk8++UT8ovX19Uwms9un2dXV5ejoSK8UN+AZ7eHh4a9evXr69On79+9xWbnGxkbkTGMymePHj0fuIJx5TyAQCAQCgUD42DAnTJhga2uLP7e0tJw5cwYAVFVVUfGrL774YuHChQDw9u1bbKisX78ea893S3FxcXBwMHyg9ATePf/www+9dkblp8RRV1cXCWp6//59aWkpTh/PycmxtbVNTEycN29erycXib/qCQUFBQkbaFyQoFcsLCwCAwP37dvH5/MjIiIiIiKMjY1tbW1tbGzs7OxEJA4RN2/elFLoUF1d/fTp072WYtu0aVNERAQqQwwADg4O06ZNq6ysjImJAYD29nZHR8fs7GxsqTY1NV27dg0AGAwG+vEAgImJib6+fmdn54sXL3D4XHh4OKqDjBEKhRUVFVFRUc7OzuL+MaBVDWaxWJ2dnVFRUV5eXtOnT+/nOtA/1tfXV1RUiHdjMBgURfH5fFwVWk1NTcrnSCAQCAQCgUDoJ0xbW9uwsDD8uby8HO01tbS06McHB5FkGMnQE8HpjBgxQvzO8/PzTU1N4W8V9vb2dicnp7y8vJ7i0/DOVaSc7iCwd+9eW1vb7du3IymYkpKSkpKSU6dOAYClpWVAQICbmxvdKKKnvkjmxYsXqDyaZBobG3G8k7y8fHh4uIGBQXFxMTJU4G+5GBzKdfnyZeRvoUeF5efni1SsBoDo6GgUaoiPZGZmWltb29jYHDlypNubQVZKZGRkc3Pzxo0bAcDPzy87OxtH3PVhHehQFOXl5YXi1r788stvv/327du379+/19XVnT59+s8//4wLu8nJyfXtEgQCgUAgEAiEPvABGedaWlo4UUSyO6XPYGnwwsLCXtUw+iZFb2hoOGfOHADg8Xg+Pj70vTWeYGFhIbKCUJ3ijzFTydjb22dlZXE4nPDwcBcXlxEjRqDjOTk5Hh4eixcvlj59nKKoysrK5ORkb2/vadOmtbe39zrk6NGjOG2mo6ODzWbTL4eKtp0/f760tBQdwfW+eqW1tVVETn7ChAm1tbUPHz6UEEkYGRnp6+sbEBCASgPn5eWFhoYO1FJnZGQgNR4DA4P4+Pivv/7a19f3+++/X7x4sa6ubkhIiJOTE+qpq6uLCkgQCAQCgUAgEAaB/10bLx0dHdR4/fr12LFjP8YlZGRkzp0798knnzQ1NaWnp2dlZeG0EAzOuJg7d+5/cDX09fXZbDayE16/fh0TExMdHc3lchMSEuLi4rAqZWlpqYSQp9WrV9+/f1/6i1IUdenSJdQeNWoUh8NJTk7+7bffcLSVvr5+YWGhUCi8du3a2rVrKysrUTYRCpSCHuRQTExMCgoKAODo0aP01BclJSVsnXaLpaWlr68vAAwZMiQiIgLlDgUFBbm6uooEwkleBzqamppYPgUFrQHA5s2bu72TL7/8EvWhl9UmEAgEAoFAIHxsPsxQmTFjRkZGhp6ennhNKkxTUxM9tgelOrx69aq8vFw83fzUqVO7d++uqalhsViGhobYffHo0SP8Jpt+6cWLFy9YsKCwsDAjI6OsrKyysjIlJUVCqkm36OjoBAQE7Ny5EwBOnjxJN1TQVXBpY+S0mTdvXmpqqqOjI56giYkJh8NhsVimpqb0CLSkpKTw8PCsrCwulztq1CgJ4oAURWHR9xUrVsjLyxsaGo4fP97U1FRNTU1WVtbb2xsvI9J1OXTo0Ny5c7/88ksAyMjIwIaKk5NT38q1dUtpaSnSdjQ1NT1+/Pjnn38OAGvXrkViIwCgq6uL6iknJyevXbsWB4AhK8XU1LTbaDo3NzcUdZaZmdnV1SUeuNUT9JIDNjY2q1atiomJaWtrQ1FY69atO3z4MFoo6ddh69atWJwexdcBwJ07d+hKoxis+YirAvxfYjmcktxhttoAXIXxtJf6B5bC3mU0cya8lNzB4M/lvZ6EQCBgsj1fSO7w8+nsQbiN9Z5Teu2Tzu2lg0nUw0G41XyfGYNxq1JcpfeTbOz9JL0yIH//f5wwtZcOT3s/CeXZSxTJ4PxWe52LVLzIGoRbXT8I15CCAXku/xmPCo4swi/729vb6YoloaGh/v7+4ikBra2t3t7evaaD94qbmxsyVO7evUs/js6MchLmzZsnUtsKlSpubW1FzgEej4dlTwCAzWZHRkbij8XFxXQ1dzpNTU30Slbt7e3t7e0NDQ1IzRBhZWUlLlcyfPhw+p18KOvWrXv+/LmI2roIL1/+aztoZ2c3Z84cHx+fqKioxsbGgIAAdFxTUxNpI7569YqiKOx9wqO6PW1AQMA//vEPiqLev3+fkpKCzK0+sGXLFlwPwMnJCVspfaarqws1bt269fbtW7pqCgAUFRWh0skAUFdX19raSgp/EQgEAoFAIAwO/VJF7BZlZeXXr1+fPHkSfUTRXGPGjMHlvwQCQVBQEGozmUxnZ+etW7euX7+eXnyMx+MtWrRIPBv70aNHdCtFT09PWVm5DzeJk0/Kysrq6uoAQCgU3r17F9d3UlJSwlNAVFZWotq1ioqK0dHRJ06cQLkuiKampsjISDU1tQ0bNsTFxR04cIAemETP8RAIBEuWLKHX212+fPnWrVu/+OIL+uU2b96M99CIzs5OVEgNAKZO/R+z/uXLl73m8yB+/vlnce0UEbD6JEqMOXjwIGpgI4rBYAwbNgwAqqqq/vjjD+TEwGXNcDqN+K8CB1bh2nEAwOVyk/+mra1N8r1xudxly5bhH0BeXh6Px+vDOmB3CtAqgPF4vOXLl9NLyZWVlS1cuJCuclNeXv4BPzICgUAgEAgEQj8YeI+KjIyMiYkJ3tKh/GMWi4WjfQ4fPoxFyg0MDBwdHeXl5Z2cnFRUVFJTUz08PN68eQMAT58+nTRp0pdffmlubs5isdAGGsmh6OrqXrhwYerUqT1JBEqgurqazWYDAN6ye3t7A0B2dnZNTQ06wmAwrl+/bmhoSB+Yl5eHXt6rq6uvWrUKANhs9tKlS+Pj4wGAz+ebmJjcvn0be4G8vb1NTEzq6+vh3x0geXl5SLHewMAA1RZzcXFxdnYGgNjY2JUrV6Jut27dGjt27KJFi3R1dQUCQXl5+dWrV5FNpa+v7+npOeAPDoFuGP7Wq1FTUztx4gS6PYyGhgZ6vrgO2NixY9EzxSo34ujo6KB1uH79OnZN5OfnY+2abpNbME1NTfPnz0f2kq6ubk1NTXl5+e7du/fu3duf+VpYWOCotpSUFBMTE2dn5+HDhxcUFFy5ckVEBQir8RAIBAKBQCAQPjYyx48fp4t24915SUnJx6hxxOPxQkJCAADlgZSUlPj4+Li7u6MEgLlz58bHx+MUkc7OzoSEhF27dm3btg1voFVVVUtKSmbOnNkHKwUAuFxuZGRkZGQkNkuuX79+/fp1/BEAtLW16d4SjEhlKgaDsWHDBvwxJiaGHqumoaHh5eWF2vT39DhaDG/QMZ6enrq6ulgJvqKi4ujRo5s3b/7pp59OnjyJrJSJEyf+/vvvqqqqA/5oENitgU2OhQsXurq60vvgVCIcFoV/NhIMFZyhxOPxEhMTP+iuWlpaHBwcMjMzAcDf3//WrVtIdCUkJARLNPYNFxcX1EBrXlNTEx4eHhQUdPbsWWSl0GO9+hZxRyAQCAQCgUDoAwMf+iWZ1NRUpNHBZrNnzJihrKw8dOjQcePGYf+GjY3N/PnzUdvJyUlfX5/FYmlra+MQr19++WXA6y+pqKiMGzfOw8MDaa30lOqNQp7o4NJksrKy1tbWPX1LD1fDsobiydkMBuPNmzcCgeDt27c7duyYNWuWkZERi8WiKyHm5eWZmpoyemDbtm39XAocTEWPqQsNDaVbIPgr9ChHjhyJlRAlROLRjSucgi8Nra2tDg4OyMDz8fEJCwv79NNP161bBwB8Pt/f3x9F1pmbmzOkg75K5ubm7u7uAEBR1JAhQ8aMGaOtra2goGBgYGBtba2srEw3TlgsVj+Xl0AgEAgEAoEgJczVq1fTP7e0tJw9exa1BQJBt5nK1dXV+PjmzZtRg6IovP+TUB8J52aYmpril9kAUFhYiLMj8J7Yz8/P3t4etVE9LgDAR+g8fPgQSzr2AQaDISMjgz053aKoqLhr1y408YaGBnST2Kvz9ddfiw/Bu/Y1a9bgg7jI2JUrV9hs9sqVK+kJJ3gFgoKCcCaPubn5ANb1EmfJkiV//vkn8pPgGdE36Do6Ok+ePMF2F3YQ5ebmTpw4EQD8/f3xqMuXL3/zzTfo46hRo8rKytDCio8CACsrK4qiEhMTnZ2du3WRdXV10QsPwN+uj5CQEOSa6z/h4eGlpaUZGRldXV24/kFFRQUKzJs8ebKamhoqukAy6QkEAoFAIBAGDWZERAT9c3l5OTZUPgihUIhjmSTUlaqsrESNH374oddz0iOm/nW7TCZWwBhAmpqampqacO6+SBY7Ql5eHteqSktLE5G8xNnkvWJhYREYGLhv3z4+nx8REREREWFsbGxra2tjY2NnZyeiDYK4efOmlAohODX8g6irq1u/fj3Kcccp7xKsTfwV3rjTR+GUDwDgcDgZGRkzZ87sdhSmvr6eyWTq6uqKXys7OxsVYWOxWJ2dnVFRUV5eXljUZUBWSUlJKSIi4vPPP8fhhXQqKiqwlwk7jggEAoFAIBAIH5ses1BUVFRQSAydK1eu1NTUKCkp4ewLa2vrGzduSH89LpcrfWe6RAlCW1tbst+jV9TV1ZcvXw4A0dHRKAnB3d29ubk5OzsbSb4AQH19/Z07dz5UnkV69u7da2tru337diTiUVJSUlJScurUKQCwtLQMCAhwc3Oj+7LEyzQPOGfOnFm2bJm9vT22AyUYKriQNPZ94VFVVVU3b96kd46Li0OGivgoABAKhRUVFVFRUc7OzvQIN3oHAIiMjGxubt64cSMA+Pn5ZWdni4fn9XmVysvL58yZg8LYVFVVP/nkEx0dnfb29tLS0rKysnfv3qGlkJOTG4QHQSAQCAQCgUBA9GioaGtrh4WFiRx8/vx5TU2Nmpoa/autW7dKfz0R8e9Tp05hm0ca+mmlAMCIESPCwsKKioqOHz8OAGPGjDlz5gwAUBR1//59R0fHtrY2iqKcnJzy8vIkFKHqJ/b29vb29pWVlUlJSXfv3s3IyEC1znJycjw8PBISEi5fvtxPhZAPZfXq1S9fvhw3bhz6WFtb2203iqKQ50FHRwd7GPCohw8fIn/UnDlzkGPt4sWLoaGhTCZTfBQAZGZmWltb29jYHDlypKcbi4yM9PX17erqOn369MuXL/Py8kJDQ3/88ccBmTVFUV5eXshKWbBgQUxMDDa6Ojs7t23bdujQIZQDM27cuI9RXoJAIBAIBAKB0C0DtvGSlZWlq4UkJyd32w3JqvzHwTKFc+fORQ0GgzFr1qyJEyeipG0ej+fj43P37l26PDx9ggOCvr4+m81ms9kURb1+/TomJiY6OprL5SYkJMTFxWHt+dLSUimDmjQ1NfsQGjd69Ojy8nIOh/PTTz9hYUcRKUxMY2MjSl8xN/8fNXHcxjXNgoKC2traMjMzGxoakpOThw8fLj4KACZMmFBbWytepQBjaWnp6+sLAEOGDImIiJgxYwY6uaurq0iYXN9WKSMj4969ewBgYGBw/vx5uiHNYrFCQkIePnz4xx9/oA4furAEAoFAIBAIhD4z2G+Iraysjh07JrlPbGxseXn5kCFDAgMD++9CEeevv/765ZdfUNvHx4f+FbqcjIyMUChMT0/PysrCue8DRVxcXEtLi6ysrLe3N90KMjMzO3To0Ny5c1EmTEZGBjZUnJycpEym37p1K13NUEr279/v5+fX2Nh4/PhxV1dXIyOj0tLSZ8+eVVdXY5lO+uqhBr28srGxMRqFqhsbGBjMnDlz2bJlqKBwXFyciYmJ+CgAUFJSEnGyiUDPsLexsVm1alVMTExbW1tAQMCVK1foPfu2Slh90sDAoNs7wYFq3WYu/bdzFlZK7uC/85h0Z5LIgl6+z/Z80f+LjL6YNFDLQiD8/8CU0xP+07cAIOUfmTWzJX+f7zPjPz0PaRmQW9WdO1NyBwp6f69qFZouuUNHb2f4o7fnMlAwnvYWYPK/4rcsFes9p/R3sgDU5AF+b94t/hW9SDLI/2P2INzGQJoBM2bMYDAYImIjItDLNwHAypUrUcVYLBBZXFzs7e0dHBx8+/ZtX1/fMWPGKCkpaWhoID1BPp/f06VxyS+hUBgYGDhq1CgGg3Hnzh2RnkKhcOnSpSj7Zd68eZaWluJnwxtWEXF6CRNMTU0FgNra2s2bN5uYmCgqKqqrq//jH/+g90lKSlqwYMGqVav8/Px8fX3t7Oxevnwpcp7hw4ejRlFRkYuLy6RJk1RVVXGW/0dCR0fn6NGjAEBRlLe3N5Z3PHfunHhnlMkjIyOzaNEifJDBYOBKXwDg4eEhIyPj4uKCLLFr164hWUyRUX3gwIEDKBU+ISGBwWCsX7++n24ubHdlZWWhADA6RUVF6MkCwMd+CgQCgUAgEAgEOh/doyJiWkiWQKmurnZyckKqIw8ePHjw4AE63t7ejhq1tbXff//90aNHJWQLVFRU7N+/v6dvy8rKXr9+DQBKSkoidghGUVERaZD3FP7ULVlZWU5OTnjjy+PxcOUAiqLYbHZkZCS9/507dyZNmnTjxg1ccLmzszM4OBi18f5YhMDAwH5qsXeLu7v72bNnb9++XVhYyOfzFRQUeDzezp077ezscClhBCrF5ubmZmRkRD++du3akJAQZDYgN5Sent6sWbPS09M7OjrQLl98FJfLRYFVADBz5kzJ3hUAkJGRUVZWRnn5KioquGA0AIhbfdKAnxGPx1u+fPmlS5dUVFTQkbKysoULF3Z2dqKPHA6ntbWVVCgmEAgEAoFAGByYVVVVkn0gfQOX60UbQS6X29zcrKKismnTphUrVjg6OiIleCaTOXv27LFjx545c6agoODy5ct4XwgALBbLwcFh/PjxPB7v119/RVvk48ePV1VVoRfq3V4aWzVKSkonTpy4dOlSV1dXWVkZOogqfSkpKV2/fh3rqYsuCpOpqan57t27srIypAffK21tbY6Ojm/fvnV3d589e3ZnZ+fFixdxmebAwMCCggI1NTVvb29tbe0tW7agDb1AIFiyZElgYCBFUeXl5VevXqVfTlVV9euvvzYyMuro6MjMzExJSQGAffv2TZkypVvZlv7AYDAiIyPHjx/f1tZ2/PjxTZs27du3r6WlxcbGxs/Pz9LSEguMAICenp64KcjhcLBzY9myZWgU/afV7aj8/HwcDFZUVCS5egGXy7Wzs+NwOOhjc3Pznj17+mm20UsVp6SkmJiYODs7Dx8+vKCg4MqVK+jXgkIBAaC8vFwkx4ZAIBAIBAKB8JFgpqamenp6Dvh5J06cqKamxuVykeFRXV3d0NCgoqIybNiwYcOGHTlyZOnSpQDA5/Pv3LlDD9DCm8KZM2fGxsbiF/BPnjzJyMiQlZUVCASJiYlnz55dsWKF5Htoa2tLSEgQPz5lypTIyMjJkydLGGtmZob8OdjCkUxjY6OcnNzvv/+Oixqz2ezp06cjd0FBQYGJicnt27dRfVtdXV0/Pz+UztHc3BwYGCh+wk8//TQtLY2+jY6NjV25ciUAnDx5csANFQAwMDDYt2/fmjVrBAJBcnLyjh07du7c2draKqKrqKSkdOvWLXHNk99++w01GAyG+CgAOHPmTLdKKVLS1NQ0f/78nJwcAFi2bFl8fLxAIAgJCXFzczMzM+vzaS0sLJDwi4aGRkNDQ01NTXh4OL3DV199hZVhkJ+NQCAQCAQCgTAIyKDcD3FKSkoYYqAME6RML7lUq5qa2o0bN2bMmIHS0+Xk5OTk5PC3qqqqqDFt2jR9fX0Wi6WtrT19+nQfHx/01ciRIxMSEkTChABAQ0MDnXDXrl0fNE8csTNq1Kg//vhDspUCtBRqrP7RK1u2bKFLrzAYjAUL/ieJOCYmBqtwuLu7czgcpC4CAEOGDNHS0po8ebKrq+v333+PDq5du1ZEl9DT01NXV1dWVjY3N3fA648h/P39ra2tAeDZs2dycnJPnjxZtWqVoaEhi8XCj2zevHkTJoimrXV1dZ0/fx4AWCzWnTt38Ch1dXU8sKdfmjS0tLQ4ODig1Hx/f/+4uLh169YBAJ/P9/f3789quLi4oEZzc/P69evnzZunq6uroKAwduzYb7/99saNG0+fPsWdUeEyAoFAIBAIBMIgICNS0bWqqkrKkQKBgMFgbNmy5eXLlxRFPX36FO3pOzo6kECejY3NgwcPkDAfg8EYMWKE+En8/Pw4HE5HR0ddXV1GRoaTkxM6yZo1azQ1Nek9Hz58SFFUXV3d/PnzAaCgoAAFj4kQGxtLdceFCxdQBw6Hw2QyRQwwNTU1U1PTlStXbtq0ic/nV1VVYcOmtbX1zp07FEW9efNGZIIAIC8vjwsciwvCfPfdd6hhZmaGDACMhobGqlWrUDs+Pr6+vj4nJ+fChQs4skj8QTAYjDdv3vD5/JqaGnrYm7m5OUM6tm3blpycjBZk5MiRqCwvACxatOjdu3cAICsrGx0djUzK4OBgZWXl6Ojo0tLSjo6Oy5cvo85IpFKE5ORkdIaFCxc2NjbGxMSUlZV1dnYqKyvjAmtxcXHiA62srCiKunr1Kvx7gS86ra2tDg4OqPCxj49PWFgYg8FA+TAURaWnp6PV+KB1oK8eEjbl8/lhYWFohfl8/tu3b1NSUlxcXLAMKACwWCwp/3UQCAQCgUAgEPrJgFX9am5u/vPPPwHg3bt3eXl5kjsjcUMAwPkGCFwTTEFBIb0HsK+j2zf0ODH9g2hqasrPz4+NjV24cOFnn32Wk5OD4rIAAKdWS56goqLi6NGjRQ7inff48ePFL9rtvhxXQw4ODvbz88vMzPxIzhM6XC53/fr1qG1qarp9+3YA6Ozs/Pbbb1EYXq9gXRoPDw8cAwYAHA5HR0cH7e9zcnIKCgq6HV5fX89kMrsNDOvq6nJ0dKQXixtwHczw8HDkYXv//v2ff/5ZX1/f1dXV2NjI4XB4PB6Tyfz0009RT5JJTyAQCAQCgTBo9Bi+JSMj4+fn1+t4EUeBlPRkqFRWVqLGDz/80OtJUG79v02GyexV7lBWVpbNZtOPvH//vq6uLjs7G707z8nJsbW1NTY2Rt+KxF/1hIKCgoQNNC4t0CsWFhaBgYH79u3j8/kRERERERHGxsa2trY2NjZ2dnYiEoeImzdvSil0KGEuZ86cWbZsGTLzNm3aFB8f/+LFi4yMjPDwcOwX6ommpqZr164BgIyMzJMnT27cuEH/Njg4eMSIESjVJy4ubufOnfRvhUJhRUVFVFSUs7OzrKys+Mmzs7ORscRisTo7O6Oiory8vKZPnz6A61BfX19RUSHeDUl88vn8Fy/+pfKhpqYm1VMkEAgEAoFAIPSbHg0VWVnZsLCwQb4bXCtWGpAWCh1tbe1eBSKZTGa386Io6v79+wEBAbm5ue3t7bjWrXiezMdm7969tra227dvR0FWJSUlJSUlp06dAgBLS8uAgAA3Nze6UYRTX/rJ6tWrX758qaysLCcnFx0dbWVlJRQKt2zZsmDBAsmi7JcvX0bVsYRCoXjuEK4+DABnz54NDg6m33xmZqa1tbWNjc2RI0e6PTmyUiIjI5ubmzdu3AgAfn5+2dnZKKSQTt/WgaIoLy8vFLf25Zdffvvtt2/fvn3//r2uru706dN//vnnQ4cOoXuQk5MbqKUmEAgEAoFAIPTKgIV+aWlp2djYAICent7s2bP7dhIso1FYWEj1hoioPPytK983GAzGrFmzHj16NGfOHABAAVdjxozBqTIDMkEpsbe3z8rK4nA44eHhLi4uOL0nJyfHw8Nj8eLFAxsPhlQmORzOTz/9hI5MnToVBYO1tray2WzJl6PHekmmpKTkyZMn9CMTJkyora19+PChhBrZkZGRvr6+AQEBKIEnLy8vNDR0oOaekZGBcnUMDAzi4+O//vprX1/f77//fvHixbq6uiEhIU5OTqinrq6u5AISBAKBQCAQCIQBZCCV6fuPjo4OaiBNxsFHUVHx3LlzOGdavLzVYKKvr89ms+Pj46uqql69evXjjz+i0KOEhAR6YnppaWm+dNTX13d7IV9fXxQNdfz48YcPH6KDwcHBKP4tOTlZgilSWVmZnp6Olg6HSBkYGAgEAuwkcXV1dXV1RW2czYJQUlIaNmyYhEWwtLT09fUFgCFDhkRERKCDQUFBOEqwn+uAgtYAYPPmzd3KTX755ZeoIVmrlEAgEAgEAoEwsAzkG2K0T8XS7N2yYcOGw4cP44/R0dHR0dEAUFZWNnr0aCsrq2PHjgHAo0eP1NXVT58+nZ6eXlNTw2KxDA0Nra2t/f39MzMzy8vLhwwZEhgYiF0o6NKoGFdra+uePXvi4uIqKytTUlLoJYOlge49EEkl73aCz549g78VNmpra3/++efExEQOh8NisT755BN6z6SkpPDw8KysLC6XO2rUKFwVgE5cXFxLS4uMjIyBgcGvv/5aVFRUVlbGZDINDQ3Hjx+/d+9ef39/AMjIyHBzc0NDnJycXr16Jc3Utm7dunv3bvHj6urqR48e9fT0pCjq22+/zc3NlZeXV1RUjIqK+vzzzwFg7dq1Iuoi9BtGDWdn5ytXrqC2h4eHjIyMi4vL+vXrKYq6du3ar7/+Gh8fDwAXLlw4cuSIeOBWT9BLDtjY2KxatSomJqatrQ1FYa1bt+7w4cMolqxv64CLmN25c6fbpCys2olLvf1/hQmvrf8noSZ/9IIQBALhv5QZBr2npL49sF+KM310yvc59tpndGBSP6+iZbKl1z6U5wD8UR2AP+8Hep+spcl/jUpytucLyR2mnB6Al9dTXvRyEkvofcV6PUmvc5GG3v9tnu7/RXrnf1coy/z58xUUFHg83qFDhw4cOICPt7e3NzY2Pn369Pjx4yjF2dnZudtAr6amJlzKtg+0tbUtXboUiVQCQK/ly+hkZWU5OTlhM4bH4+EwJ4qi2Gx2ZGQk7kwXeqcTGxtLl7/ENDQ05OTknDlzBn0ccEEPd3f3s2fP3r59u7CwcOfOnUjufc6cOT4+PlFRUY2Njd1aOBRFYQ/JsmXLcOkwVPBXT09v1qxZ6enpHR0d7e3tysrKLS0tqOwvdlN8KFu2bDl9+rRAIAAAJycnbKX0ma6uLtS4devW27dvtbS06N8WFRWh0skAUFdX19raSgp/EQgEAoFAIAwOMoOsYbdp06bXr18HBASgj/b29q9fv379+rWenh4AaGpqent7AwDaicrJyTk7O2/dunX9+vW2trZoCPJ4fPvtt92e38fHB1spenp6ysrKUt6YUCi8e/fu9OnTUcYC2v6WlZXV1dVJM1wgEDg6OtbW1rq7u0dHR584cQLluiBu3boVGRmppqa2YcOGuLi4AwcO0Ot30f02FhYWuK2qqrpy5cpdu3Zt3br1iy++oF9u6tSpuI10bKShW2MDwWAwIiMjUezTwYMHkZsItVGGDK4uQOf58+fIiaGhoaGmplZUVAQA06dPHzt2LOqwdOlS1IiPj1+4cCFq0+PWuFxu8t/gktA9weVyly1bhn4bAJCXl8fj8fq5DrgCGI/HW758Ob2UXFlZ2cKFC7HVCgDl5eVS/pwIBAKBQCAQCP2EKb3C44AwbNiwYcOG4czp3Nzchw8fysvLjxgxAoUDiWQsMBgMGRkZDQ2NkSNHDhkyBL//Fi/5BQCdnZ0XL160trY+cODA1KlTuxUq4fP5IuWJu7q66uvrs7OzsYKkkpKSkZERCvQqKyuTnESBEAgETU1Nv//+O440Y7PZLi4uSCexvr7exMTk9u3buGyUt7e3oaEh2hbTbSG6BaKioqKqqionJycrK2toaKiiooL6y8vLe3p6DvijMTAw2Ldv35o1awQCwbfffvvkyZMhQ4aoqamdOHHC2dm52yHYneLi4oKU6QGAfm+LFy/+/vvv+Xz+3bt3Y2NjUf+rV69i10R+fr6DgwPqXFRUNGbMmJ5ur6mpaf78+Tk5OQCgq6tbU1NTXl6+e/du5PzpMxYWFtevX0ftlJQUExMTZ2fn4cOHFxQUXLlyBVUzw6AAPwKBQCAQCATCIMB8+/Ztt190dXVJDqqRlZXl8/l9u6qhoSFq1NTUoOJdZWVlKioqPB4PCZkj0Yz3798nJCQkJCTggTIyMuil+K5du1asWCFyWqFQaGxsnJaWJkFBXCAQ0EOwxJkyZUpkZOTOnTuRoYLU6KVhy5Yt9HwYBoOxbt06LOgeExNDL26roaExZ86cxMREoKnKAAA9z7uysvLo0aMiV2EwGEOHDsUylAOLv7//uXPnHj9+/OzZs0OHDgUGBgLAwoULXV1dUYYJHT6ff/bsWdTG6fIsFsvFxQX30dLS+uKLL27duiUUCmtra9XU1Lhcbnt7e2Jiovjjk0BLS4uDg0NmZia6SV9fX0tLS4FAEBIS4ubmZmZm1ucpu7i4IGkXFFJYU1Mjko0zdOhQ7HUcZPcjgUAgEAgEwv/PyEgpPT6w4PJK8vLyQ4cOHTdunJycHACkpqYiw2nnzp1Xr151dXXV19dnsVja2trTp0/38/MrKChAooQFBQXYAUJn+/btEqyUnlBRURk3bpyHh0diYuIff/wxefJknIog/d7Uy8tL5Aj2D6ipqYkrY2IhduwmAgAsevj555/PmjXLyMiIxWJpaWlNnjzZ1dU1OTlZIBDU19fTbUhzc3OGdGzbtk3yFGRlZaOjo9GzCA4OxkLyoaGhqqqqIp3v3r2LEnJGjhzZ2tqKpEgWLlwoIqeIo7/Onz+/ePFi1KZHf/VKa2srzjvy8fEJCwv79NNP161bBwB8Pt/f3x9FA/ZtHczNzVFGDUVRQ4YMGTNmjLa2toKCgoGBgbW1tbKyMv0H0IefFoFAIBAIBAKhbzBfvHgh2XMyadKkzz77DACEQiHSbgeAYcOG4Wqt5ubmr169Gj9+/IQJEzIyMpAoB2bMmDGvXr3qKaQnPDycvr/PyMhADUVFRVVVVT8/P5FCTFVVVbhYVm5uLt7ro0sDgJeXl7jBAAA4WWXUqFGlpaXdiqC/f//+7t27KSkpQHOk0H0X3U7QwsIiNTVVUVFx9OjRIifEm3uRDBPErFmzUL1dtLyIadOmocb9+/e9vb0PHjw4derUfuaL98SsWbOeP38OAJMmTcIHTU1Nt2/fvn379s7OziVLlkyZMiU9Pb26uhrv0S0tLVHDzs4OV0hbsmQJanh4eOTk5ERERKSlpVVXVysqKhoYGDCZTD6fn5OTExcX9+uvv9LvwcrKiqKoxMREZ2fnbkP1urq6HB0d8Q8D/k4fCgkJCQkJGZB1CA8PLy0tzcjI6OrqwkUOKioqkFz95MmT1dTU7t69CwAkk55AIBAIBAJh0Oi96tf8+fP3798PAG/fvtXW1kYH09LSJIseFhcXo4QEkSh/yWBxjB9+6L1eIT3vuVdwdgGHw/nss88iIyPxhpt+QpwvMXHiRNQQ8Q/0hIKCggRzQlFRUcr7tLCwCAwM3LdvH5/Pj4iIiIiIMDY2trW1tbGxsbOzo6fgY27evPn+/fueTrhnz57Y2Fjc3rNnj3ifFy9e0J/mpk2b4uPjX7x4kZubm5ubiw7i53jnzp2cnBz66jU1NSE1EhkZmdDQ0JSUFGzAdHR00Kv6xsXFoTgrEerr65lMJjY76WRnZyOnH4oGjIqK8vLymj59+oeuAx2RZ6qkpBQREfH55593qzNTUVGBU/aRjg2BQCAQCAQCYRBgTpgwARfUAoCWlhZUA1dVVRUpdYjHLElDcXFxcHAwAKByXlLC5XKl79xtPj0AqKurL1++nH7k/fv3paWlqamp6GNOTo6trW1iYqIEiRX0Nh0AjIyM+rG8fWHv3r22trbbt29HEh8lJSUlJSWnTp0CAEtLy4CAADc3N7pRRE99EUfKqmV05OTkHB0dsXrj7NmzZ82aVVlZGRMTAwDt7e2Ojo7Z2dm4IsLly5eRGSMUCn///XcJZz5z5kxwcDD95oVCYUVFRVRUlLOzc7duLmSlREZGNjc3b9y4EQD8/Pyys7PFlVgkr4MEysvL58yZg2IOVVVVP/nkEx0dnfb29tLS0rKysnfv3iFbS05Ors+XIBAIBAKBQCB8KExbW9uwsDD8uby8HBkqWlpa9OODA85dKSwsxCVuP5QRI0aI33l+fr6pqSkAyMvLI1kPJyenvLy8nmLSkBU0ZswYTU3NQV4EALC3t7e3t6+srExKSrp7925GRgZKuM/JyfHw8EhISLh8+bKU8WCFhYUAoKysPHnyZJGviouLUSyfiCJ7bW0tKmmAkJeXDwoKKikpQYYK6rB582acZyJBt16EioqKJ0+eWFlZ4SOZmZnW1tY2NjZYxl6cyMhIX1/frq6u06dPv3z5Mi8vLzQ09McffxyQpaYoysvLC1kpCxYsiImJwW7Dzs7Obdu2HTp0CDmIxo0bx2T+79IdIhAIBAKBQPg/zAdsvLS0tOiq7R8DHR0d1Hj9+nWfDRXJGBoaDh8+PC0tjcfj+fj43L17F+/48QSDgoJQhNLcuXM/6nwlo6+vz2az2Ww2RVGvX7+OiYmJjo7mcrkJCQlxcXFYmb60tLSnkCc+n19WVgYAVlZWoaGhmpqaeBcOAGvXrkUGiYjX6OjRoyjYSV1dvbGxMTk5+bfffsPRVkiR8/z587t27TIyMqqsrExPTwcAXDw6MDBQpGRwa2vrsGHD0DlPnDhBN1QmTJhQW1sroQC0paWlr68vOn9ERMSMGTPQA0KFFug9JayDCPR1yMjIQMo5BgYG58+fp9tsLBYrJCTk4cOHf/zxB+owqI+fQCAQCAQC4f9vZPp/igEEb2EfPXrUU5/Y2NgdO3bs2bOnb/XKZGRkzp07h9Lc09PTs7KyRDr89ddf2J+ASicPJnFxcREREVFRUXSbkMFgmJmZHTp0CJcDpieXOzk5mfbAhAkTkDxiSkqKqakp3U/SExRFXbp0CbVDQ0NRY+3atbW1taiNzAOhUIjyUrBfBafCr1q1SuScQ4cOtbOzQ+0rV67Qq5wpKSlJlqmhZ9jb2Nigk7e1tWHNUGnWQQT6Opw+fRo1DAwMRDxLCFy8gX7bBAKBQCAQCISPzYeFssyYMSMjI0NPT0+CTGRTUxM9KgkFF7169aq8vFy8LtapU6d2795dU1PDYrEMDQ0tLCxQaFZoaKi/vz89JQBdev78+Xfu3BEIBOPGjYuMjKysrExJSZGQatItOjo6AQEByGdy8uRJXGgLAKytrdHrcwCYN28eShmfN29eamqqo6MjnqCJiQmHw2GxWKampvRUmaSkpPDw8KysLC6XO2rUKHNz857ugaKovLw81F6xYoW8vLyhoeH48eMLCwvRDVhZWU2YMEFkFC449vEEPUpLS1HlK1NTUzc3t/v370dFRTU2NmLDQFdXF4WTJScnBwQEYM1HVK7A1NS022i67777DonGtLW1paSkfPnll327vQMHDiQkJDQ2NiYkJCClmsOHD/enKhqqsAwAWVlZb9++1dLSon9bVFSEU5vy8/M/0pr/B8mZ8FJyB8rTsf9X+cusl/psZzfP+U+vBIHw/x3Zni8kd5hyeoJ0Z/q4twEAf4U8HJw16f9t/KGhKsWZJFIX3muXXu9k+MYZvZ6kfF9//7xL9VwOeEj+Xvefm3o9x+EXWb326T8/n86W3OFGb3OR5v+yHydM7bXPINDr/8sAkPPPXnYINW4HB+FW/zMx952dnahx//591Ghvb29sbHz69Cn6yOPxFi1aFBcXZ2JiQh/46NEj5CJAe+U+4+bmhgwVVHYWAIRCYXp6Os4gV1JSOnnypMgoZB60trYigREej4fEPRBsNpsuJVlcXIxr3YrQ1NREL7nb3t7e3t7e0NCAZNcRmzdvTkxMpKeMd3Z2ovoE8O8C9i9f9vhLOnLkyPr16wHg6dOnFhYW0qwMPhvygRw8eDApKenNmzf43jQ1NRUVFdvb21+9evX8+fNXr14BTRURe05EmDNnDipSDABxcXHYUOFyudgynDlzZrc+DToyMjLKysqoeLSKisquXbuwlSJhHSSA6zfweLzly5dfunQJF6QuKytbuHAh/q1yOJzW1lZSoZhAIBAIBAJhcBh4Q0VZWTkrK+vBgwcotUBHR6e2tnbMmDG4/JdAIMA1ahkMxqRJk0aNGqWvr5+Xl4ftFgB4+vTppEmTvvzyS3NzcxaLhSwTXGUYoaenhwVSpKS6uprNZsPfWfVlZWUrVqxoaWnJzs7GCpIMBuP69euGhob0gZWVla9fvwYARUXFY8eOdXZ2Xrx4MS0tDX3b1NQUGRmppqbm7e1tYWFRVVUVFhaGqy3T47gEAsGSJUvosVvLly83NDTMzMxEEi6IW7dujR07dtGiRbq6ugKBoLy8/OrVq6iEl76+vqenpzSTLSoqQtMZOXLkvn37bt68WVhY2NzcrKurO2PGjG7dMtgCHDFiBACoqamdOHHC2dkZd2AwGMOGDSsvL6+qqsKFj83NzZG9gUaJw2QyNTU1UfzY1atX8Y4/Pz8fl4QuKirqqbYBgsvl2tnZcTgc9LG5uXnPnj0i+TAfCr1UcUpKiomJibOz8/DhwwsKCq5cuYKqmcnI/EsXtby8XIKXjEAgEAgEAoEwgAy8oSIjI2NiYlJeXv6vCzCZAMBisbBz4PDhw9hzQlHUs2fPnj17VlZWNnr06NTUVE9PTywr2dnZmZCQkJCQIHIJa2vrAwcOTJ06tVuJQMlwuVy63wMAcOIHRltbe84cUf9dXl4eenmvrq6OMiXYbPbSpUvj4+MBgM/nm5iY3L59G4ereXt7m5iYIGkOukmQl5d3+/ZtADAwMEBFkF1cXJAlEBsbu3LlSgCQlZUVCAQVFRVHjx4VuY2JEydeuHBBXCe+W5DVwWQyx48fTxcJKSsrQ0n24uBuODdj4cKFrq6uaJr4K/R8z507h44YGhoiQwWPEmfEiBHIUGlvb09MTFyxYsUHPbimpqb58+cjx86yZcvi4+MFAkFISIibm5uZmdkHnYqOhYXF9evX0Z03NDTU1NSEh/+b2/2rr75CHUDMTiYQCAQCgUAgfDxkjh8/zqCB3QglJSUfoxgrj8dDguLDhg2zsrJSVlYeOnTouHHj5OTkAGDu3LkXLlyQkZEBAD09PVTZicViaWtrY8+JsbFxWlrazJkz+2Cl9ISKisq4ceM8PDxQCWNxjQ4EVg5BMBiMDRs24I8xMTH0pBoNDQ0vLy/UpmtT4mgx7EnAeHp66urqysrKampqBgUFzZo1y8jIiMViaWlpTZ482dXVNTk5+fnz5yLhcBJAhkpXV1d9fb2hoaGfn98//vEPDw8PkZ09vVhWW1sbvn98MDQ0lP4Rl2xGVs3IkSOxEqIEQ4We/oFT8KWkpaXFwcEhMzMTAPz9/ePi4tatWwcAfD7f39+/P8XoXFxc8DNav379vHnzdHV1FRQUxo4d++233964cQObQoLFAABmjElEQVQb1fAxU4MIBAKBQCAQCCIMZNWvhw8fUhQlkme/e/duiqJw/kBqairSrNiwYcPjx4+bm5tbWloKCgpwyJCNjc38+fMBoLq6+ujRoxwOp6Ojo66uDkvFb9++ncViiV8axWX1hImJCfXv4Df6Fy9ebGpqKigoOH36tIR9NgDcu3dPZIK4hrKZmZm4Mia2B7777jt8EMsa6unpoTvBgVUMBuPNmzd8Pr+2tnbHjh3p6eklJSUdHR06OjpPnz6Nj4+3t7eXkZFh9My2bdvwhXg8Ho49Cw4OLiwsPHHiRHBwMFIjiY6OxrbfkydP6KNQgx5Tp6Oj8+7dO3S3ly5dwl9lZmZSFFVZWYl16yVE4tFH3bx5E7WtrKwoirp69Sr8e4EvXAt49uzZra2tDg4OyMDz8fEJCwtjMBghISHoftLT05Gny9zcnCEd9FUyNzd3d3cHAD6fHx4ePm/evNu3b9fX1yckJHz66afu7u7YvwcA4j88AoFAIBAIBMJHgunl5YW3X/Hx8Y2Njerq6q6urgCAPBsDC87NUFBQQPob3dzT356cbhMe1qxZs3//fisrq0WLFjk6OnYrZ/7+/XucJT9t2rRuzQ/sOsDJ05JRVFQUr1qG99bjx48XH9KtzwcXGQsODq6url65cuXUqVP7U7eqJ3g8XlBQEACYmZkZGxv7+fmlpaVVV1crKioaGRl98803u3btWrt2LQAcOXIkMDAQLTu+59bW1pycnIiICJFRq1evxg4i/Mvp2yhMfX09k8nU1dXFR1BQHACkpKQ8ePCAntIz4GsVHh5eWlqakZHB4/G2bNmyZcsW+reTJ09WU1NDPyeSSU8gEAgEAoEwaDA9PT1nz56NPjx8+LCxsXHEiBERERG4R3FxMSpBS8+o7jP4Hf8PP/zQtzM0Nzc3Nzfn5+fHxsZaWlpGRkaiIsIifXBgVVpaGp4gnYaGBtSgp1NLQEFBQcIWWVFRUcr7t7CwCAwM3LdvH5/Pj4iIiIiIMDY2trW1tbGxsbOzExExRNy8eVNcyvDdu3c2NjYCgeDBgwe4bDF9LhoaGjt27ACAvXv3Llu2DMvOdHR0NDQ0ZGdnjxo1atSoURwOp7GxMSsrC3mEcN2t3377LTExUXzUiRMn8GTxxr1vowBAKBRWVFRERUU5Ozt3a3NmZ2ejs7FYrM7OzqioKC8vL6w+2esqdYvIE1dSUoqIiPj888/paTyYiooK7GXCEW4EAoFAIBAIhI9N71koxcXFqCquuD+hD+BqsNKgqKiIkssB4MqVKzU1NYqKil988UV2djYKyMnJybG1tU1MTPxQKRWKov7880/UFtFlHwT27t1ra2u7ffv27OxsACgpKSkpKTl16hQAWFpaBgQEuLm50Y0ieuoL5tq1a6hS8+jRo0WSZ+hERERs3boVtR0cHKZNm9bS0nLlypXy8nIOh4M9IaWlpchQwZLtuIaB+ChsUWBXVd9GAUBmZqa1tbWNjc2RI0e6vX9kpURGRjY3N2/cuBEA/Pz8srOzxfOIul0laSgvL58zZw6KSFRVVf3kk090dHTa29tLS0vLysrevXuHbFo5Obk+X4JAIBAIBAKB8KEMto4KfvVeWFiIEzxEyM/PR0nthoaGYWFh6ODz589ramrU1dWvXr1KUdT9+/cDAgJyc3Pb29udnJyweKKUFBcXo43pmDFjcGr4YGJvb29vb19ZWZmUlHT37t2MjIw3b94AQE5OjoeHR0JCwuXLlyU4cF68eLF9+/Zer1JbW4t0VJhMZkJCwoIFC9Dxffv2ubm5Xbx4EeeWtLe3o8a4cePw8J5GIQNJR0cHexj6NgoAJkyYUFtbK1mcPjIy0tfXt6urC2XX5OXlhYaG/vjjjwPyICiK8vLyQj+GBQsWxMTEYKOrs7Nz27Zthw4dQsn648aN+xjlJQgEAoFAIBAI3cLsNizq46Gjo4Mar1+/7slQ6RUGgzFr1qxHjx4tWLAgLS2Nx+P5+PicOHECd9DS0pJcCQrrqc+dO3cwpy+Cvr4+m81ms9kURb1+/TomJiY6OprL5SYkJMTFxbm5uaFupaWl79+/pyiqtra2qKjo9u3bN27cwEKExcXFuBqVpqYm3mdXVVXt3bsXhS1t3LgRWw4AICcnFxMT8/jxY1wYAJsKdJ2Qbkfdu3cPybkYGxvjr/o2CgCUlJQkizxaWloiQZ4hQ4ZERETMmDEDAIKCglBFOHpPtErSLDt9lTIyMu7duwcABgYG58+fp98Mi8UKCQl5+PAhqryM8/sJBAKBQCAQCIPAYL8htrKyOnbsGAA8evTIycmp2z7iwindoqioeO7cuU8++aSpqYkuKt8rf/311y+//ILaPj4+g7wCcXFxLS0tsrKy3t7e2GfCYDDMzMwOHTo0d+5cpNqekZGBDRUnJyckAN8tdMmXrVu37t69G7U3bNhw4cIF1EbCL3SGDh26dOnSQ4cOoY84z8fIyGjIkCFdXV0A4OjoKD7K2NgYmRx4r9/nUdJAL0hgY2OzatWqmJiYtra2gICAK1eu0HtKXiU69FU6ffo0ahgYGHRrMuFANTS7/2NQk/te2ZlAIBAGh+EbZ0ju8FfIw/+Wq/z/xtnNcyR3OPwi6z99jwM2F2n4L/pvV4pHkzYItyGprteGDRsYDAbOSl+5ciUqvoRieER48+bNmDFjlJSUNDQ0LC0t6f4NOvPnz0fFxA4dOsThcFpbWwMDA0eNGsVgMO7cuQMAxcXF0gQ1IXR0dAICAlCbrkgIADNmzECK7PSD8+bNYzAY5ubmTU1NAGBgYLBixQpFRUV1dfXp06ejLBFEUlLSggULdHR0WCzWo0ePepo1Jj09fdKkSaqqqpqamlOmTPH09OzJcIqNjfXz8/P19cUlm+ngtPj+S3Z8/vnnqKGioiLix8DHUUNVVRUvVFlZGd6RY8kXDJ/Pr6mpQe3GxkZ8vG+j+sCBAwdQKnxCQgKDwVi/fn1/RFQA4K+//kKNrKwsFABGp6ioKDU1FbXz8/P7cyECgUAgEAgEwgfRX49Ke3s7Ch9qbGxEe9D29vbGxkYsk4c3gghNTU0dHZ2amhqBQODk5MRgMJ4/f46/ra6udnJykmwSiODm5rZz5074dzGQbhEKhegO3717BwAMBgPXwOXxeI8fP378+DGyE7hcLj14CcHlcpOTk+3t7ekHkcEDABUVFfhsDQ0NOTk5Z86cWbhwofhtTJ48GZlkmzdvTkxMpCeFd3Z2oroFADB16lR8HJk0TU1N9Jf6rq6uaWlpAFBZWdltMj3OvWlubt6+ffs//vEPpKoJABRFJSYmhoaGoo/0e6CbTzt37rSzs8MKNhRFbdu2DWnSA0BpaWk/R6FVRYFVADBz5kzJYWAAICMjo6ysjJ6jiorKrl27sFeqW8OvV3B1Bx6Pt3z58kuXLmH7raysbOHChTjEDtnVpEIxgUAgEAgEwuAgyVDZtGmTt7f3gwcPUJLA3r17L1269PTpU6yvIhAIvvrqK7RZZzAYCxcuHD9+PI/Hy87Ovn//PuqzZ88eTU1NBQUFJycntAU0MDBA79dzc3PxtVRUVA4dOpSeno73hVKCsuHfvXuH0y2qq6vZbHZJSQkAcLlcNpuNpNmzs7Pxe320u3V3d589e3ZnZ+fFixfRph+ZVW1tbWpqat7e3hYWFlVVVUFBQSjpHJ0WV68SCARIKxAA5OTkVqxYYWRk1NHRkZmZmZKSAgCJiYniN+zu7n7o0CGhUHjr1q2xY8cuWrRIV1dXIBCUl5dfvXoVxUfp6+t7enqKDFRVVaV/xFZHT9BNgj179pw9e9bOzm7EiBHV1dXPnj3Lyvofj97bt2/b29tR+WAkZo9oaWmxsbHx8/OztLRsbm6+cOECci/IysoKBIKqqqp+jgKA/Px87LIrKioaM2aMhBlxuVw7OzsOh4M+Njc379mzZ+/evR/0gxGBXqo4JSXFxMTE2dl5+PDhBQUFV65cQc9dRkYGFR8rLy+nZ+MQCAQCgUAgED4ekgyVYcOGDRs2DL8L19XVVVBQAJri3uHDh7Gu4pgxY+i5JYmJiV9//bVQKGxtbUV2TllZGTJU0EafyWTy+Xzcv7m5+fbt2+jb5cuX//bbb1JOAGV3PHjwAB/hcrmRkZGo3dbWhtv/Nm0m8+bNm7ioMZvNXrp0KQ4eYzKZubm5uBZtUlISsrsqKirKy8txGFVeXh4ySABg8eLFMTEx+PyxsbG4sLII5ubmsbGx/v7+ra2tFRUVR48eFekwceLECxcuiJglfQCrgigpKbW1tZWVlYkshZycnLa2Nir0XFdXh8pP41HOzs7Xrl1rbW0NCQmhjzI2NpaTk3v9+nX/R30QTU1N8+fPz8nJAYBly5bFx8cLBIKQkBA3NzczM7M+r5KFhcX169cBQENDo6GhoaamJjw8nN7hq6++Qh0AoKWlpZ8PhUAgEAgEAoEgJX3XnufxeGgzigKHRF7wL1y48Pjx4/+6hozMuHHjRDrw+fzhw4d/8803+vr6LBZLW1t7+vTpfn5++fn5P/300wfdSbfC8yKoqKiMGzcOa58HBgbSpVcYDMaGDRvwR3V1dbpiBj0yiu46oCdjiMzO09NTV1cXu55EcHd3r6io2LFjx6xZs4yMjFgslpaW1uTJk11dXZOTk58/f25iYtLn54Jpa2tDjcjIyP3793/++edGRkZycnJqamqTJ08ODAwsLi7GW3zcGTfc3d2fPHmyatUqQ0NDFoulrq4+derUkJCQZ8+e4Uizfo6SnpaWFgcHh8zMTADw9/ePi4tbt24dAPD5fH9///6kqbi4uKBGc3Pz+vXr582bhwzysWPHfvvttzdu3MBBjDAQiUMEAoFAIBAIBClhYvfI5s2bUYOiqOTkZNSeNm0a7rpt27bq6urx48ejZIDU1FSUfLxnzx6kxCcCm82+du3arVu3hEJheno6NhIw+/fvFw9wgh6ylh8+fIi/RSor3aKqqqqrq2tlZfXkyZPXr1/r6enhkDAAmDdvHor+MjQ0RHOcNm0asnNwrWQzMzOR4lF37tzBHhJ6ZBqOAdu1a9e2bdvoQxgMBtJFEcHc3LzbylSdnZ1v3759+vQp9urQK1P1ytq1a1Eds2HDhv35558oOwXrqQ8bNmzFihX4+RYXF48dO/bp06eFhYXKysroINZRwaOUlZUrKiqwm0hHR+ePP/5AppfkUVOmTImOjsb3hi63ceNGbH3hUQBgZWWFEmacnZ3pBb5wLeDZs2e3trY6ODggs9DHxycsLIzBYISEhIg4bXpaW3Hoa2tubu7u7v7bb7/x+fzjx49PnDiRyWRSFFVXV5eSknL27Fk8NQBgsVhSPhECgUAgEAgEQj/pJvRLKBTitAGUudEtqAIY6vPq1asZM2aIJxhgX0dubq64oSKSmD4gNDU1NTU1YVOn25KyCgoKOC4rLS0NKcngXfL48ePFh9D30BhsxQUHB1dXV69cuXLq1KkSVBoHgbq6uvXr16OSu/ieJfgBmpubUQNvwemj6AF4HA4nIyNj5syZvY7q6VrYxhPf7tfX1zOZTPFfCAC0tbU5OjriHxvQIg8HivDw8NLS0oyMjM7OTpy609HRgZKv5OTkPv30U3ScZNITCAQCgUAgDBrM7777DrWsra1v3Lgh/cjKykrUuHXrFtD0KLoFb23/58JM5odKaoigrq6+fPlyAEhISEDuC2dnZ4qisrOzUd4FANTX19+5c4ce5QUACgoK9NfkIuA8716xsLAIDAzct28fn8+PiIiIiIgwNja2tbW1sbGxs7MTkSNE3Lx5U0pRQnqS9wdx5syZZcuW2dvb4wpaDQ0NPXXGX+EtOB7F4XBu3rxJ7xwXF4cMFQmjJFwLrzl9uy8UCisqKqKiopydnbGHik5YWBjKZWKxWJ2dnVFRUV5eXtOnT5dybWNiYvbt2wcADx48wKWfRdZWSUlp6dKldFsIwWAwKIp6//49LkynpqbWt4dCIBAIBAKBQPhQmGFhYfjD1q1bpR+J67pKAy7ji9HW1u4phUNKRowYERYWRlEUljX89ddfNTU1KYq6f/++o6NjW1sbRVFOTk55eXmSy0n1mb1799ra2m7fvj07OxsASkpKSkpKkB6LpaVlQECAm5sb3QNAT335eKxevfrly5fYDpRgPGBVE+z7wqPu3buH/FFz5sxBjrWLFy+GhobKyclJGCXhWqiCFvx7TlFmZqa1tbWNjc2RI0e6HYWslMjIyObmZhRh6Ofnl52dTU8c6mltX7x4gZU9R48e3W0RZwCora3dtGkTADCZzB07dmhra79//15XV9fGxmbNmjUXL15E6yAnJzc4j49AIBAIBAKBAN0m08vKylJ/g8KiukVE8uLUqVNUz4gLwPfTSsEUFxejVBlUpxgAGAzGrFmzsI4Hj8fz8fGh51ujN+W9TlBK7O3ts7KyOBxOeHi4i4vLiBEj0PGcnBwPD4/Fixf3U5Hwg0DVtDgczk8//TRu3Dh0sLa2ttvOFEWhal06OjrYV4BHYV2aoKAgFOTW0NCQnJwsFAoljOrpWvB3agp9FABMmDChtrb24cOHPVkRABAZGenr6xsQEIBKA+fl5WEFmG4nVVlZmZyc7O3tPW3aNHo+TE8cPXoUeXs2bty4detWX1/f77//fvHixcOHD4+JidHT08Nry2T2V3eIQCAQCAQCgSAlfd946ejo/KdvHgDgn//8J2rMnTuXfhwZQkgBIz09PSsri14YYMDR19dns9lsNpuiqNevX8fExERHR3O53ISEhLi4ODc3N9SttLRUytAvTU3NPoTG7d+/38/Pr7Gx8fjx4zY2NuggLiEtQmNjI0opoWuD4DaKpjMwMJg5c+ayZctQxa24uLjhw4dLGNXTtQAATVxEh0RJSUmyyKOfnx8qbz1kyJCIiIgZM2YAQFBQkKurq0hwHVrb1atXYw0fOsXFxTh/hr62FEVdunQJtVetWiUyaujQoZ999tmVK1cAYNiwYR/6OAgEAoFAIBAIfaZ7Q2XGjBkZGRkiJbNEQIqKmJUrV6IM9bKyMqySERsbW15eXl1dLRQK7927V1NTw2KxUCANXURF/NKoLRQKAwMD4+LiKisrU1JSRFJNAOCvv/7CsT3iThsAUFJSQtoXJ0+epBsqEiaI1Alra2t//vnnxMREDoeDqifT+yQlJYWHhz948KC9vV1DQ2PmzJk7duxAW3Ck63Lo0KG5c+d++eWXAHD+/PnExMSioqKysrK2tjaBQCDNg/mgql8YHR2do0ePenp6UhQVFBRkaGhYVlb27Nmz6upq7Bmgrx5q4NoJAGBsbGxkZITFIj08PGRkZFxcXNavX09R1LVr1wwNDSWM6ulaGPqod+/ezZ07F+l+rlu37vDhw+KJ8vQ4MRsbm1WrVsXExLS1tQUEBCD7AePk5CSh6tecOXO6XdvU1NTi4mIAUFdX7zY+EIc44tC1/0tMOT1BcoeTiov6f5XJf+6U3EG3wGUAJpPvNVDLQiD8/0Cv//z/99zGjbpwKc7UX/4Kedj/kwzfOON/w21Iw9OL/+jnGSZv3Nl7p9PZkr9f7zml13P83NtJ/os4NyD/3/XGsk8uSu4w/M+NvZ5kdm+/kLObnSR3kObh9krf46961ewrLi729vYODg7+9ddfY2JiSkpK2tvb8Vv82tra77//vidzBVFRUbF//36ctS+CUChcunQpyn6ZN2+epaWleB+cGS/hTb84WVlZkyZNOnjwYEFBAY/H43K5RUVF6CuKoths9oIFC5KSkpqbm/l8fl1d3eXLlydNmoRrOiNw6nZSUtKlS5dyc3Obm5ultFL6g7u7+/z58wGgsLAQe73OnTsn3hOVHJCRkVm06H82owwG45tvvqGfDQD09PRmzZoFAB0dHagUmIRR3V4LQR/V0NDwxRdfICslICCgWytFnAMHDiDTJSEhISkpqf/Lhd0sra2tKIaQTlFRETabsV1HIBAIBAKBQBgEPsBQETEqgoKC0C4WsW7dutevXyPpEgCorq52cnLC+3IWi+Xs7Lx169b169cjfXoAOH78+DfffCMhhQMnGOjp6WHtDkxZWdm9e/cAQElJ6eTJk92egclkosSVsrKyuro6aaaJ6uHW1ta6u7tHR0efOHGC/jI+MDAwMjJSTU1tw4YNCxYswMcFAgGbzcbz7ezs3LFjB/5WVVV15cqVu3bt2rp16xdffIGPX758uaesnj64UxAMBiMyMhLFU2VlZaFawDt37szLyxPpiUqxubm5GRkZ0Y8jmwQAZGVlcamupUuXogYKCRMftW7dOgUFBfFr0Z8vHsXlcu3s7J49ewYACxcunD9//u3bt6URgtTS0jp48CBqf//99/QUlJcvX4ovI7LZAKCysrLbtcUmaFdX1/Lly+nl6crKyhYuXIirKldVVUmT8UIgEAgEAoFAGBB6z1HBTgkUA8Plcpubm1VUVIYNGxYeHn7v3j0OhwMAx44dKy8vNzc3Z7FYf/755+XLl/EOb+bMmbGxsXhf++TJk4yMDFlZWYFAkJiYePbs2RUrVnR/c0zml19+OWzYMFlZ2VOnTp06daqrq6usrAx9i0JxlJSUrl+/juORxDEzM3vw4AEA4IGSaWxslJOT+/3333GkGZvNnj59+h9//AEABQUFJiYmt2/fHjVq1MuXL2/evCkUClG3ioqKn376SU1Nrby8/OrVq9guMjc3v3//Pr0kLpaPPHny5Ndffz3gD9XAwGDfvn1r1qwRCAQjRoyorKxsaWmxsbHx8/OztLREkU4IPT29/fv3iwzHVYkFAgEe1d7ejooQAMDw4cPFRw0fPvzw4cP+/v70azU3N8fGxqIOysrKaFRTU9P8+fNzcnIA4Jtvvrl06VJiYiIAFBUVSVOcbeXKlTExMY8ePSovL9+9e/fevXv7s1aoMAAiJSXFxMTE2dl5+PDhBQUFV65cQb8xLS0t5Gypq6vr1ZFIIBAIBAKBQBgQmAwGQ1ZWVkII1sSJE9XU1LhcLjI8qqurGxoakFdESUnp4MGD6F07n89PSEhISEgQGT5y5MiEhATk1qCjoaHx7t07oVC4a9eungwVPp9/7do1CXc/ZcqUyMjIyZMnS+iDkxxwUd1e2bJlCz0fhsFgLFiwABkqABATE4PK1Jqbm8fGxvr7++PwIfyyn86PP/4oItzh6en5008/1dXV5ebmUhT1MTQi/f39z5079/jx48rKyi+++CI1NbW1tVVEyl1JSenWrVsiMotdXV3nz58HACaTKRQKxUcBgLu7e7fijH5+fu/evQsKCup21NKlS3V1dVtaWhwcHFBqvr+/v5ubG85llxIZGZnw8PDJkycLBIKQkBA3NzczM7M+LxR24+jp6VVXV9fU1ISH/1sw9Jo1a169eoUyl6Tx+RAIBAKBQCAQBoTeQ7/U1NRu3LgxY8YMVEdLTk5OTk4Of6uqqooa06ZN09fXR3nn06dPR3nkALBmzRpxKwWdB4XlFBQU1NTUSH/HWC5w1KhRf/zxh2Qrhd5fgmi6CF5eXiJH8L5cX1/f2toaH3d3d6+oqHB2dkYfhwwZoqWlNXnyZFdX1zVr1qCD4vn6DAbjzZs3fD6/pqaGbqWYm5szpGPbtm2SpyArKxsdHY2e1P379+Pj41etWmVoaMhisfAjmzdv3oQJolmMycnJ7969A4Cvv/76yZMneJS6ujp2W0lI+Nm2bZvIKFwnetiwYa2trQ4ODo8fPwYAHx+fsLCwbo00c3PzsWPHovaePXvEp//pp5+iKDs+n+/v79+fAtA4ti0qKurw4cPz5s3T1dVVUFAYO3bst99++/jx419++QWvGAn9IhAIBAKBQBg0ZLy8vFD5VwnY2Ng8ePDA1NQUAMaOHYulQuj4+flxOJyOjo66urqMjAy8PVVQUEj/d3bv3p2WlvbPf/4T+zpQRrWUSON/eP/+/bZt227duvXrr79iR4qKisqdO3coihLPmQYAeXl5VOBYUVFRPLxn+fLlqGFlZSXylYaGxpIlS1A7Pj6+vr4+JyfnwoUL2NoJDg728/PLzMwcWEGV5OTk69ev//bbbz1p2Juamm7fvh0AOjs7d+3axWAwZGRk6KvX7f3gcs8eHh5oCBrFYDDU1NSQkEhOTk5BQUFPNzZlypTo6OjS0tKOjo6Ghoaff/4ZHU9JSXF0dKQLwDMYDCsrK4qirl69ih7Bhy7C1q1b09PTpflJ9GRj4It2dHTMmjVr9OjRioqKFEW9e/cuNzf33r17KNYR9UEJPwQCgUAgEAiEQYDp6ekpWfSwuLgYbV4/qDwrLtX1ww8/9NqZnsHcK6jcMABwOJzPPvssMjJSvN5Xc3MzLoOLTaaeNvQiKCgoSNj44oydXrGwsAgMDNy3bx+fz4+IiIiIiDA2Nra1tbWxsbGzsxPRAEHcvHlTSpUVdXX1uro6Z2dngUDQU1U0ANi0aVN8fPyLFy9yc3OxNYif4507d3Jycuir19TUhGLtZGRkQkNDU1JSsDGDrA7cMy4ubudOKeoS0sjOzkb5PCwWq7OzMyoqysvLa/r06QBQX1/PZDKx2+qD1kFyB3weVB1OHKzi8ttvvyUmJuKMIzTf7OzsEydO4IeOvXMEAoFAIBAIhI9N78n0xcXFwcHBACBBHEMcrD4hDT1tItXV1bErA/H+/fvS0lKUMAAAOTk5tra2iYmJ4hIrmIqKCtQQqVI1COzdu9fW1nb79u3Z2dkAUFJSUlJScurUKQCwtLQMCAhwc3OjG0Uo9UVKfv75516LHcvJyTk6Or548QJ9nD179qxZsyorK2NiYgCgvb3d0dExOzsbq8JfvnwZmTFCofD333+XcOYzZ84EBwd/UHYNsgEiIyObm5s3btwIAMjR9ObNm6ioKGdnZ1lZ2T6sg2RQjTIJYIUcnF7l4OAwbdq0lpaWK1eulJeXczgcfGN0URcCgUAgEAgEwkel78r0ksEvqgsLC3G+wYcyYsSIsLAwkYP5+fkoCE1eXr6jo6O9vd3JySkvL6+nglHIChozZky3qTIfG3t7e3t7+8rKyqSkpLt372ZkZKCtc05OjoeHR0JCwuXLl/uQTP/ixQsU1iWZ2tpaLIiJViwoKKikpAQZKqjD5s2b4+Li0EekkSINFRUVT548EQ+Ek0xkZKSvr29XV9fp06dfvnyZl5e3cePGY8eO2djYHDlyZMAX/8WLF/QSZ90ybtw43GYymQkJCbjq9L59+9zc3C5evIgMQh0dHTU1tQG/SQKBQCAQCARCtzAlx331GSw1+Pr16z4bKpIxNDQcPnx4Wloaj8fz8fG5e/cu3vFraWmhmKWgoCAUoYTyT/5T6Ovrs9lsNptNUdTr169jYmKio6O5XG5CQkJcXJybmxvqVlpaKiHkiaKo2traoqKi27dv37hxA1d/lsDRo0dRsri6unpjY2NycvJvv/2Goq0AQEFBgcfjnT9/fteuXUZGRpWVlenp6QAwZMiQrq4uAAgMDBQp/tva2jps2DB0zhMnTnyQoWJpaYmyoYYMGRIRETFjxgwAiImJefbs2aRJk+g9Ja8DHU1NTewSwatUVVX16tWrS5cuxcXF9ep0Mjc3x+2NGzfStXHk5ORiYmLu3buHKk0bGxtLP1kCgUAgEAgEQj/5WB4VKyurY8eOAcCjR4+cnJy67RMbG1teXj5kyJDAwEBUUuyDkJGROXfu3CeffNLU1JSenp6VlTVt2jR6h7/++gv7E3x8fD7qOooTFxfX0tIiKyvr7e2NLSgGg2FmZnbo0KG5c+eiwmgZGRnYUHFycnr16tVA3QBFUbjyb2hoKFLnXLt27fXr19FBfX39wsJCoVB47dq1tWvXYr+KvLw8MlRWrVolcs6hQ4fa2dkh2ZMrV65ER0cPGTJEyvuh58rb2NisWrUqJiamra1t586dV65cofeUfh22bt0qoozp6Oh469Yt6VfJyMgIG2aOjo7i8zU2NkaGiohF9H+D5XBKcofJLlP6f5Xrvdl4h//Re+pX0M7eSq65eg3o2hAI/8fJ9nwhucPPp7MH4TbWe0rzRyZH8td/hfAG4VaHb1QYhFuV5ioDMt/JLgt762IpzXkkM3bnEskdrkuR7rq+pERyh8H5rfY6F2ko+seFQbhV+GQAzpHe7tTPMwzIc5FkHjQ1NTEYDJyVXl1dDQCvXr0qLy8X73zq1KkxY8YoKSlpaGhYWlrevXsXbUxDQ0ORIiRmxowZDAbD3t7e29s7ODj4zJkzo0ePZjAYd+7c+dC719HRCQgIQG0RcXpra2tdXV0U9zVv3jyUMj5v3jwkioInaGJioqioqK6uPn36dHqV5KSkpAULFujo6LBYrLFjxy5btqyne6AoCguxr1ixQlNTc8qUKZ6enmFhYX5+fr6+vi9fvhQfNXz4cNSQvmjyh1JaWooCn0xNTd3c3JCp1tjYiFcMJ68nJydTFIXrfaFyBaampt1G03333Xeo0dbWlpKS0ufbO3DgAEqFT0hIYDAY69evH5CqaFK6YjBlZWXISgEAVDeZDiohjdrS6/AQCAQCgUAgEPpPfz0qOADp/v37qNHe3t7Y2Pj06VP0kcfjLVq0KC4uzsTEhD7w0aNHKCynsLCwPzfg5uaGgruwuIdQKExPT8cZ5EpKSiI2DPxtHrS2tqIyuzwej75JZbPZkZGR+GNxcXFPqQ5NTU30krvt7e3t7e0NDQ1Idh2xefPmxMREuuehs7MT1ScAgKlTp+Lj3Zo09GvhLTUAuLq6pqWlSeiPz2ZnZwcABw8eTEpKevPmDb43TU1NRUXF9vb2V69ePX/+HDkxhg4dihYHjRJnzpw5TCYTKYTGxcVhwRwul4s1MWfOnImTlHpCRkZGWVkZ7f5VVFRQAWVp1kEyly9fpq/SJ598Qi9WJmGVAGDnzp12dna4TBxFUdu2bcNmeWlpaZ/vikAgEAgEAoHwoUgyVJSVlbOysh48eIBSC3R0dGpra8eMGYPLfwkEAlyjlsFgTJo0adSoUfr6+nl5edhuAYCnT59OmjTpyy+/NDc3Z7FYyDLBVYYRenp6ysrKH3Tr1dXVbDYb/s6qLysrW7FiRUtLS3Z2Nn4LzmAwrl+/jpUKEZWVla9fvwYARUXFY8eOdXZ2Xrx4EW/6m5qaIiMj1dTUvL29LSwsqqqqwsLCcAlg+lt/gUCwZMkSujDI8uXLDQ0NMzMz6a6GW7dujR07dtGiRbq6ugKBoLy8/OrVqyiaSF9f39PTU8r5YtlBBF12s1uwBYh0b9TU1E6cOIG1KdHiDBs2rLy8vKqqKjY2Fh00NzdH9ka3ajkAwGQyNTU1a2trAeDq1autra2oaG9+fj52vhUVFfVU2wDB5XLt7Oywq625uXnPnj0i+TB9Q2SVeg0ppNvJLS0tNjY2fn5+lpaWzc3NFy5cQPXlZGVlBQJBVVVVe3u79PWpCQQCgUAgEAj9QZKhIiMjY2Jigt8oI7E/FouFnQOHDx/GnhOKop49e/bs2bOysrLRo0enpqZ6enqiaDEA6OzsTEhIwBVgMdbW1gcOHJg6dWofxP64XC7d7wEAZ8+eFemjra09Z84ckYN5eXno5b26ujpKw2Cz2UuXLo2PjwcAPp9vYmJy+/ZtXCTX29vbxMSkvr4e/j1SKy8v7/bt2wBgYGCAiiC7uLggSyA2NnblypXw9x63oqLi6NGjIrcxceLECxcuiGysBxB0w0Arqrtw4UJXV1c0TfwVer7nzp1DRwwNDZGhIqEU74gRI5Ch0t7enpiYuGLFig+6saampvnz5yPHzrJly+Lj4wUCQUhIiJubm5mZ2UdajV5XydnZ+dq1a62trSEhIfQOxsbGcnJyyLKtq6sTFwMlEAgEAoFAIHwMPjiFHcPj8dCWbtiwYVZWVsrKykOHDh03bhx60z937twLFy6g99l6enqurq76+vosFktbWxt7ToyNjdPS0mbOnNkHK6UnVFRUxo0b5+HhgUoY95TqjZVDEAwGY8OGDfhjTEwMXcpDQ0MDy8zTtSlxtBj2JGA8PT11dXVlZWU1NTWDgoJmzZplZGTEYrG0tLQmT57s6uqanJz8/PlzkXC4gaWtrQ3fPz4YGhpK/4hLNqP9+siRI3EFXgmGipaWFm7jFHwpaWlpcXBwyMzMBAB/f/+4uLh169YBAJ/P9/f3H5A0lb6tkru7+5MnT1atWmVoaMhisdTV1adOnRoSEvLs2TP8a8GdCQQCgUAgEAgfGxnG32zZsgUdQqH5t27d+vXXXyXE96empr59+xYANmzY8Pjx4+bm5paWloKCAhwyZGNjM3/+fACorq4+evQoh8Pp6Oioq6vDOQDbt29nsVgip3348CF6e903GAyGjIxMrwE/O3fuFJkgrqFsZmZmbW0t0h+/6cep5ACAdQD19PQoiqIoCgdWMRiMN2/e8Pn82traHTt2pKenl5SUdHR06OjoPH36ND4+3t7eXkbmfxZfnG3btvVh+kuWLHn37h1qoyLCAECPqdPR0Xny5An+iL/KzMykKKqyshLr1isrKyONF4SBgQFWbaePunnzJmpbWVlRFHX16lX49wJfdFpbWx0cHJCB5+PjExYWxmAwQkJC0Oqlp6cjT5e5uTlDOnpdJVREAcRCwjD0VcI/HnRyiqIEAoFAIMDzbW/vrfAUgUAgEAgEAmGA6Cb0SygUYheBhHRtnJuRlpb26tWrGTNmiKcl4Lfyubm5uMYUxt7efsDn09TU1NTUlJ+fjz7S86oxCgoKKC4L3TxSksF76/Hjx4sP6XbnjashBwcHV1dXr1y5curUqX1QbxxA6urq1q9ff/r0afo9Sygshh1E2GKkj6LrP3I4nIyMjJkzZ3Y7ClNfX89kMsWfNQB0dXXRCw8AwCCsFS4Chuq/iYPne/r06XPnzmFjrKOjo6GhITs7+8SJE7hEm/h8CQQCgUAgEAgfCSZ2EVhbW9+4cUP6kTi/HMlWoM1xT9Ajpv51YSazn8IU6urqy5cvB4CEhAQk9+7s7ExRVHZ2Ns6Nqa+vv3Pnzrx58+gDkdBhT6eVPlvawsIiMDBw3759fD4/IiIiIiLC2NjY1tbWxsbGzs5OX19ffMjNmzelrJ+LSvf2gTNnzixbtsze3h7X3ZLgFsNfoYR4AMCjOBwO9pYg4uLikKEiPgoAhEJhRUVFVFSUs7Mz9jXRyc7ORmYAi8Xq7OyMiory8vLC6pMfaZXQD0MCeL44hs3BwWHatGktLS1XrlwpLy/ncDi4NgN9vgQCgUAgEAiEjwozLCwMf9i6dav0I7lcrvSdxd9na2tr90Hkkc6IESPCwsIoirpw4V/qOb/++qumpiZFUffv33d0dGxra6MoysnJKS8vT3IRqj6zd+9eW1vb7du3Z2dnA0BJSUlJScmpU6cAwNLSMiAgwM3Nje43oKe+fDxWr1798uVLbAdKMFSwNgj2feFR9+7dQ/6oOXPmIMfaxYsXQ0ND5eTkxEcBQGZmprW1tY2NzZEjR7q9FrJSIiMjm5ubN27cCAB+fn7Z2dnieUQDtUovXrzoqa40hm4tM5nMhIQELLOzb98+Nze3ixcvYr+chLwdAoFAIBAIBMLA0o2pICsrS/0NCovqFhGhjFOnTlE9Iy4M308rBVNcXIxSZcaMGYNSwxkMxqxZs3AmDI/H8/HxoWdpo/SDXicoJfb29llZWRwOJzw83MXFBafo5OTkeHh4LF68eDATxFFNKg6H89NPP40bNw4dRBW6xKEoCuXQ6+jo4Bx6PAqnsgQFBaEgt4aGhuTkZKFQKD4KACZMmFBbW/vw4UORQgV0IiMjfX19AwICzM3NASAvLy80NHRgVwBl2iQnJ3t7e0+bNg1p9UgAzxcANm7ciK0UAJCTk4uJicHT0dLSos+XQCAQCAQCgfBR6bvgo46Ozn/65gEAsJ763Llz6ceRISQjI4P0H7OysnBKycdAX1+fzWaz2WyKol6/fh0TExMdHc3lchMSEuLi4tzc3FC30tJSKYOaNDU1+xAat3//fj8/v8bGxuPHj9vY2KCDWApThMbGRpS+gswGBG6joCkDA4OZM2cuW7YM1emKi4sbPny4+CgAUFJSkizyaGlpiQR5hgwZEhERMWPGDAAICgpCFeHoPfuzSo6OjigWUUroKUmoVjWdoUOHzpo1C0WFEXcKgUAgEAgEwmDSvaEyY8aMjIwMPT29qqqqnkaWlJTQP65cuRJlqCMdFXQwNja2vLy8urpaKBTeu3evpqaGxWKhQBokbd7TpVFbKBQGBgbGxcVVVlampKSIpJoAwF9//fXLL7+gtrjTBgCUlJSQsuTJkyfphoqECSKNv9ra2p9//jkxMZHD4aCqyvQ+SUlJ4eHhDx48aG9v19DQmDlz5o4dO9DGncFgmJmZHTp0aO7cuUi1/fz584mJiUVFRWVlZW1tbb2+40ds3bp19+7dH/o4dXR0jh496unpSVFUUFCQoaFhWVnZs2fPqqursUwnffVQg15e2djY2MjICKuwe3h4yMjIuLi4rF+/nqKoa9euYfVM8aLMkqEXJLCxsVm1alVMTExbWxsK9Fq3bt3hw4dRmJyTk9OrV6/6tkpSWjgYemCegoKCeAckHwSDkvo/+JyFlZI7LDfzGITbyPZ80Xun3pRRfwhMGoRbJRD+zzDl9IT/9C0ASPdHZvifn/fSYaNCryf5X8KA3OrwjTP6f5K/zO721qWXDr0+l4HiurGx5A5jB+c+BoL1nlP6OVkA+Orfd+AfieUH0iR3GP7nxkG4jb7HX/WqfFdcXOzt7R0cHPzrr7/GxMSUlJS0t7fjt/i1tbXff/99T+YKoqKiYv/+/ThrXwShULh06VKU/TJv3jxciJYOzozvyavQLVlZWZMmTTp48GBBQQGPx+NyuUVFRegriqLYbPaCBQuSkpKam5v5fH5dXd3ly5cnTZqUnJxMPwkuFZWUlHTp0qXc3Nzm5mYprZT+4O7ujqpCFxYWYq8X1nOkg0oOyMjILFq0CB9kMBjffPMN/WwAoKenN2vWLADo6OhApcBERvWBLVu24Jx7JycnbKX0k8uXL9fT6NUNQreIxFeJz+cjVxL0XDeMQCAQCP+vvXMPiLLa+v8aGJgAIRSEEMkAM26aMmLIKNSroYQvYqV54SIcIOCcRC1TTDO8kaKvRaQQgWihggcRS8U7qWjgjAheArnfRCBlYLjqXH5/7NrnOTPDMHLzdH7r80979uz9PHvvZ4y9nr3W+iIIggwFz+D6JWdUbNq0SSQS0Qy2q1atIo495M19fX29l5cX3ZdzOBwPDw97e/uurq7vv/+eJAH79ttv6+rqMjMze9uhUtkKc3NzphgIobKykiiu6Onpfffdd8qnx2YbGRk9evSosrKyqalJnWl2dHR4enr+/vvvvr6+b775Zk9Pz9GjR2ma5sjIyJKSEkNDw6CgoOLiYponTSKRhIaGlpeXk813T0/PF198Qa/54osvvvvuu1ZWVt3d3fn5+efOnSP1GRkZ77777uA+URaLlZCQYG9v39HRcePGDZJia/Pmze7u7jRuh0Cego+Pj5WVFbPezc1t586dAKCpqUnToy1evDgnJwf+dAlT7CUUComkPQDMnDlTtRuYUChcsmQJ/XkUFRV1dXVRq/LOnTv9nr6cXkqfoVD379+nZblVIoJCVNXn4cOHnZ2d6ieFQxAEQRAEQQZC34YK3ZmRNF9CobCtrc3AwMDExGTfvn2//PJLTU0NAHzzzTdVVVUODg4cDufevXsZGRk9PT2k48yZM1NSUui+Ni8vLzc3V1NTUyKRZGVlHTp0aNmyZcoHx2a/8847JiYmmpqa+/fv379//9OnTysrK8m3RJpQT0/vp59+ov5IitjZ2V25cgUAaEfVtLS0aGtrnz17lnqahYaGuri4kF14SUmJjY3NmTNnXn755Tt37pw6dYoqb1RXV69fv97Q0LCqqur48ePULnJwcLh8+TIzkW5KSgpxk/vuu+8G3VABgHHjxkVHR69YsUIikYwZM6a2tlYkEvF4vLCwMC6Xy0yEZW5u/uWXX8p1p1mJJRIJ7dXZ2UmSEADASy+9pNiruLiYOoOVlpaqSLPW2to6Z84cgUAAAGZmZg0NDVVVVVu3bt2+ffugL0WfkMQABOYqtbW1paWlET9ALS0t4q/Y1NTU50EigiAIgiAIMiiwWSyWpqamChesSZMmGRoaCoVCYnjU19c/fvzYwMAAAPT09Hbu3Ll48WIAEIvFmZmZmZmZct3Hjh2bmZlJ8nExGTVq1KNHj6RS6ZYtW3ozVMRi8YkTJ1SMfurUqQkJCY6OjiraUOcfmlS3T9atW8eMh2GxWPPmzaPHBcnJySSswsHBISUlJTw8nCoqkoMIOT7++GM5uQ9/f//169c3NTUVFhbKZLKhCH4IDw8/fPjw9evXa2tr33777QsXLrS3t8fExDDb6OnpnT59Wk6c8enTp0eOHAEANpstlUoVewGAr6+vUklHdRCJRB4eHsSfKjw8PCQkhMvlSiSSmJgYHx8fOzu7QV8K1XR0dJDCkiVL0tLSFOdrbW1tYmJy/fp1ZmMEQRAEQRBkqOk7RsXQ0PDnn3+eMWMG8aLR1tbW1tam31JPm2nTpllYWJC4cxcXFxJHDgArVqxQtFLIdUgoRUlJCRXUUwcquvfyyy//+uuvqq0UZnsVAu1yLF++XK6G7sstLCymT59O6319faurq729vclHLS0tY2NjR0fHRYsWrVixglQqxuuzWKwHDx6IxeKGhgamleLg4MBSjw0bNqiegqamZlJSEnlSly9fTk9PDwwMtLS05HA49JHNnj174kT5YMrs7OxHjx4BwLvvvpuXl0d7jRw5kh5bPVPAD5P29nYPDw+y6Q8ODo6Li3v99ddXrVoFAGKxODw8nJzYDOI69An1bQsICJCbr5OTU0xMTEFBAX361BcRQRAEQRAEGWo0AEAikbBYrHXr1t25c0cmk928eZMcPnR3dxOtQB6Pd+XKFSLMx2KxqFQIk7CwsJqamu7u7qamptzcXOror6Ojk/PvbN269dKlSz/++CM96ygsLFS84MOHD5VKslB5x5qaGjabLbdzNTQ0tLW1DQgI+PTTT8VicV1dHX0LbmBgcP78eZlM9uDBA7kJAsALL7xAEhzr6uoquvcsXbqUFJydneW+GjVq1AcffEDK6enpzc3NAoEgLS2NWjtRUVFhYWH5+fmDK6iSnZ1NFmTs2LG//PILqVywYAExMwDA1tZ248aNANDT07Nnz57ExMSKioru7u6MjAzSgIhUykHTPfv5+VVXVycnJ1dWVvb09Ojr69+8eZPD4QCAQCAoKSmR6+js7CyTyY4fPw7/nuCL8vTpU09PT5rSDf7MoxUTE0MmkpOTM+iHSzTFglzsCoUOtb29ncViaWhoaGhokN+STCaTSCQSiYQE8wAAmT6CIAiCIAgyDCiJUWlra7t37x4APHr0qKioSLUkIgmtBgASqUKhqbo++uijPgdBN4L/Ghab3Q8VEQBobW1tbW0tLi5OSUnhcrkJCQnUFKH+V6onqKOjo2K7rH4s9ZQpUyIjI6Ojo8VicXx8fHx8vLW1taurK4/Hc3d3l1MOIZw6dUrN7LpyvmQUoVC4evXqAwcOkI+ffvppenr67du3c3Nz9+3b9/e//73P1SO+dhoaGrdv36ZGCwDU1NR89tlnY8aMIaE+qampmzdvVrxCc3Mzm81W6hjG5/NJPA+J709MTFy+fLmLi8tQrAOFXqe3nF006P+HH37IysqiEUfEiOXz+Xv37qUPnZ7OIQiCIAiCIEMNm25emR5N6tOboUIi79VEcRM5evToPvM1aWpqhoaGMmuePHnS1NTE5/NJ4l2BQODq6koOggBALkvVMLB9+3ZXV9eNGzeSs4vy8vLy8vL9+/cDAJfLjYiI8PHxYRpFJPRlgBw8eHDJkiVz584FAG1t7aSkJGdnZ6lUum7dunnz5o0bN05F34yMDJKigCjYyH27d+9eWj506FBUVBRz8FKptLq6OjEx0dvbm+YdZkJsgISEhLa2tjVr1gBAWFgYn8+nD2hw14FAf5+9Qe1hGl7l4eExbdo0kUh07NixqqqqmpoaOh3UfEQQBEEQBBk22HFxcUNxXfqi+v79+6+++sxSPH1aKQDAZisfvEwmu3z5ckRERGFhIQ0qGD9+vNJQmaFm7ty5c+fOra2tPXny5MWLF3Nzc8nWWSAQ+Pn5ZWZmZmRkDLq/04cffnjnzh2S0NnJyWn16tW7du1qb28PDQ2lGb2UQpNN90l5eXleXh7TES4/P3/69Ok8Hm/Pnj299UpISAgJCXn69OmBAwfu3LlTVFQUGxv78ccfD9Hi3759m5niTCkTJkygZTabnZmZOW/ePPIxOjrax8fn6NGjJI2yqampoaHhEA0VQRAEQRAEkUOJPWBsbMzj8QDA3Nxctd+XCqjUIJWhGDZYLJabm9u1a9feeustWkniTwZxgs+EhYVFaGhoenp6XV3d3bt3P/74Y7LlzczMTE1Npc0qKiqK1YOZVJcJUZmsqalZv349rYyKirK2tgaA7OxsFaZIbW0tUUrR1dVtb2+nTlk5OTnTpk0j5aysrEWLFpEy0zEMACZOnNjY2Hj16tWxY8cqvT6XyyVKO1paWvHx8aRy06ZNioKeA1kHmUxWW1ubnZ0dFBQ0bdq0PhU2HRwcaHnNmjXUSgEAbW3t5ORkExMT8tFaDbFYBEEQBEEQZLDovzK9aui79mvXrvXWJiUl5Ysvvti2bRsNDBhEdHV1v/76a3pYoTQWYkhJTU2Nj49PTExkxtCzWCw7O7tdu3YdOnSI1DCDy728vGzV4+uvv1Z605CQEBK28e233169epUuRWJiIimvXLny999/723ApODt7f3w4UPy4MaNGzdz5swlS5bQNjRzQFpaGlEXIejp6dE9vVKYEfY8Hi8wMBAAOjo6IiIi5FoOZB08PT1ffvllDw+PpKQk4samGisrK+p75unpKfftiBEjqH3Sv6ApBEEQBEEQpH8oF3y8ffs2ADx8+FBFz08++WT37t30Y1JSUlJSEgBUVla+8sorc+bM0dHR6erqio2NnTp1anZ2dk5OTkNDA4fDsbS0nD59+rx584KCgiQSibe3N9PRi9yaRMC3t7dv27YtNTW1trb23LlzTG2TPuno6Pjoo4+okXD58mU/Pz/VEywoKAAAkUgEAI2Njf/3f/+XlZVVU1PD4XBee+01ZsuTJ0/u27fvxo0bQqHw5ZdfVhq6kJKScv78eQCQSqXnz58vLS2trKxks9mWlpb29vb0zb36SZPVYeTIkV999ZW/v79MJvvb3/5WWFhIzIO33norODg4MTGxpaVl69atih1lMhk9IVm6dCk1Wvz8/DQ0NBYuXLh69WqZTHbixInY2Fh9fX2RSPT777+fO3eO5qF+Vnbs2JGZmdnS0pKZmclisVatWrV79+6Be8GpGYVPqayspObW9evXyVEbhaSQJmX1dXj+m3CePwjKNlXR5c97HgiC/Icyb+3BPtvwYY3qBq9EnhyGoVZFe/bZZuAjMbZZ1/eC+N8e+HQG4X/vkQ/7bGL8ubopiJ47fa7q1AMT1buSKqL6vIgaK9bnRQblF9L3v80Dff/jHTh9K9P3DyMjo+Dg4NjY2K6uroULF9L6zs7OlpaWmzdvfvvtt6QmKChI6RVaW1up5sYzIZVKc3JyVq1aVVRURCufSfrjxo0bXl5e1Izp6urKy8sjZZlMFhoampCQQBv3FgXh6OhIDBW5iP/Hjx8LBIKDB/94uk5OTvSrO3fuDHzlfX19Dx06dObMmfv372/evJnKve/cufPkyZMPHjxQepdbt27dvXsXAEaNGjV79myibUKuBgDm5uZubm45OTnd3d3Z2dnz588nVk1qaio1VIRCIdXEnDlzJg1S6g0NDQ19fX2y+zcwMNiyZQu1UgayDhkZGcxzntdee42mfVMK816bN292d3enmbVlMtmGDRuqqqrIx4qKioE/HQRBEARBEERN+m+ofPrpp0FBQcnJyUTJe/To0StWrNDW1iYx3ACwZcuWpKQkKmNiZmZmbW0tk8lKS0ubmppIpbW1dW+v5IODg6mVYm5uTi9LEYvFcjbA06dPm5ub+Xw+fQuup6enqanZ1tZWWVnZ1NSk2jeJIJFIPD09f//9d19f3zfffLOnp+fo0aOXLl0i354+fbq5udnQ0DAoKGjKlCl1dXVxcXE0yoLpw7Zs2TKiEAIAGhoatra25ubmT58+LS0tpRKQxsbG/v7+g/tEWSxWQkKCvb19R0fHzp07Fy5cOGXKFAAwNDTcu3cv1aaUgx6nLFy48NatW6WlpQDg4uJCEyEsXryYRLD8+OOPK1euJO2PHz/e3t5OkvYWFxd7eHiQxqWlpePHj1cxSKFQ6O7uTjPFtbW1bdu2jdpUA0FOL6XPrAz379+nZZFIxOPxwsLCuFxuW1tbWlrahQsXAEBTU1MikdTV1XV2dqqfnxpBEARBEAQZCP03VExMTExMTN544w3ysbm5mcgLLlq0iOTXio+Pp1YKADQ0NCgq0JeXlx86dGjZsmVy9cQ8mD59+o4dO5ycnJQKCEokEubJhiJTp05NSEhYuXLllStXAKCyslJNQ6W1tfXs2bPU0yw0NHThwoVEJ7G5udnGxubMmTM0hW5QUJClpSWRgqEGGLkOdTyTSqV3794lRxZMbGxsehMiHAjjxo2Ljo5esWKFRCL529/+lpeXR8Iw5s+fv2jRovT0dLn2YrGYxswsXbqUBtwzjaj33nvvH//4h1gsvnjxYlJSkqGhoVAo7OzszMrKUnx8qmltbZ0zZ45AIACAJUuWpKenSySSmJgYHx8fO7tBcDR6Jmg4vre394kTJ9rb24nhTbG2ttbW1iY5IZqamhTFQBEEQRAEQZChQIPFYrHZ/TdXqIfPCy+8MGLEiAkTJmhrawNAV1cX2fCNHTv2hx9+WLRokYWFBYfDGT16tIuLS1hY2JEjR8jb7i1btiheViqVWltbX7p0aebMmUqtlN4wMDCYMGGCn59fVlbWr7/+6ujoSANI1I8xWLduHTMehkRQ0I/JyclMoY9Ro0bR9GJM1Q56HOTt7e3m5mZlZcXhcIyNjR0dHRctWjRq1ChNTc2ysrLBlaunhIeHE2GcgoKCXbt20frY2FhF0+jixYvEz23s2LFvvPHGkSNHAIDD4TB99oyNjd9++23yaDIyMt577z1Sz8xapg4ikcjDwyM/P58MMjU1laytWCwODw8fotVQAbWlfX198/LyAgMDLS0tORzOyJEjnZycYmJiCgoKaB4zpuGNIAiCIAiCDCnKHWMmTpwIf+a6pRBnnt5cevbt2ycSiUpKSsaMGQMAFy5cINmlVqxY4ePjk5aWVlNT093d3dTUlJubu3fv3g8++GDOnDkAUFJSwjxpIbcGgI0bN3I4HMUbUd1Ge3t7mQKtra0lJSUHDhzw8vIiOn1UTZwZtq50gsRFCgCWL18ud1N7e3tSsLOzU1TGpP5Ujo6OtJKqBHK53JycnPLy8u7u7ubmZoFAkJaW9ujRIxKozQwfd3BwYKnHhg0bmANwc3MjhcmTJ9O7JyUlEaMxKiqqpKSE1JuamhL1SWBkZnN3dyerV1tbe/bs2UePHgHA/Pnz5XTfFy9eTAqpqanff/896UKFWZydnWUy2fHjx+HfE3xRick333yzvb2dxh0FBwfHxcWxWCziICeTyXJycshq9HsdFOFyuaRgZmamtEFXVxcp6OvrT506NSkpqaKigsjS5+fnf/LJJ/r6+tTtkMryIAiCIAiCIEMNe/ny5To6OuSDg4PD3bt37e3tBy5sR7Pu6ujokNgGRehZR2FhoeI+cvny5YoGAwDQXaNIJJJIJEpF0J88eUKj5+lBioGBgToj19XVVXTvoTtvarEo/ZYJ1R6Jioqqr68PCAhwcnIadG1HFdja2m7cuHHjxo09PT0ffPDB1KlTc3Jy6uvrqfnHDDqn0GAVPz8/gUAQHx9/6dKl+vp6XV3dcePGsdlssVgsEAhKSkrkMqERmpub2Ww282lWV1eTwrlz565cucJMxzycq9GbjUGfXXt7u9x8rays3n///Q8//JD49QGAUssZQRAEQRAEGQrY/v7+qkUPy8rKyOZVHVUKCo0v/+ijj/psTDeC6kDSBwNATU3NG2+8kZCQQN+aMy9IA7tpEie584He0NHRUbGBVj+WesqUKZGRkdHR0WKxOD4+Pj4+3tra2tXVlcfjubu7W1hYKHY5deqUiuy627ZtS0lJoeVt27Yptrl9+zbzaX766afp6em3b98uLCwsLCwklfQ5nj9/XiAQMFevtbX1xIkTAKChoREbG3vu3Dnqi0UOGWjL1NTUzZs3M28tlUqrq6sTExO9vb2VWo98Pp8kG+BwOD09PYmJicuXL1eqb6N6HZj0+UzpdVpbW5U2oL6LP/zwQ1ZWFk2HQObL5/P37t1LHzo9nUMQBEEQBEGGmr6jU8rKyqKiogDA3Nxc/esKhUL1G/e2iRw5cuTSpUuZNU+ePKmoqCC5mABAIBC4urpmZWWpkFihb/Spz9iwsX37dldX140bNxJvq/Ly8vLy8v379wMAl8uNiIjw8fFhGkXM0BdFmJH6aqKtre3p6UlEYwDgzTffdHNzq62tTU5OBoDOzk5PT08+n09jMDIyMogZI5VKz549q+LKBw8ejIqKYg4+Pz9/+vTpPB5vz549SrsQGyAhIaGtrW3NmjUAEBYWxufzqd6imuvwTDCjhpRCZRwzMzNJwcPDY9q0aSKR6NixY1VVVTU1NdTuUiqYgyAIgiAIggwFQ6WjQl9U379/n6a4fVbGjBkTFxcnV1lcXGxrawsAL7zwQnd3d2dnp5eXV1FRUW/BM8QKGj9+PMlFNszMnTt37ty5tbW1J0+evHjxYm5uLtk6CwQCPz+/zMzMjIwMNT2gSCJdfX19ZiQMoaysrL6+nrnshMbGRqZ2+wsvvLBp06by8nJiqJAGa9eupQHxNN9Xn1RXV+fl5dEoFwCYOHFiY2Oj6rxqCQkJISEhT58+PXDgwJ07d4qKimJjYz/++OMhWvzbt2/3pnJDmTBhAi2z2ezMzEyqxRkdHe3j43P06FGJRAIApqamA3eJRBAEQRAEQdREQ7XfV78xNTUlBZLXdSiwtLQk6ba6urqCg4OZCaOMjY1JfPbnn39OambNmjVEw1AHCwuL0NDQ9PT0urq6u3fvfvzxx2TLm5mZycyaVVFRUdwLd+7cqaysBABnZ+f4+PijR4/mMHj//ffJFeROjb766isSLE5cpLKzs5mmCIlNOnLkCJEyrK2tJdFE9IgjMjJSLleBSCSiEU179+5l3ktPT0+1lcLlckNCQsj14+PjSeWmTZuol6A66yAHTS5MISkBsrOzg4KCpk2bRmwMFTg4ONDymjVrqJUCANra2snJyXRS1tbWw/JjQRAEQRAEQQCG7kTF2dn5m2++AYBr1655eXkpbZOSklJVVaWlpRUZGdmnMJ8iGhoahw8ffu2111pbW3Nycm7cuEHj1wkPHz6k5wnBwcFDuo6KpKamikQiTU3NoKAgembCYrHs7Ox27do1a9YsonSZm5vr4+NDvvXy8lLUWpHj3Llztra2n3322datW1W3lMlk//znP0k5NjaWaMyvXLnyp59+IpUWFhb379+XSqUnTpxYuXIlNZleeOEFEmcfGBgod80RI0a4u7tnZWUBwLFjx5KSkhQdt3qDmXKAx+MFBgYmJyd3dHREREQcO3aM2VKddSAoroOnp+fp06fVf0xWVlZaWlpkvp6enorztba2Jk531Ensv4mfm/apbvBS9IyB3+WhXYzqBg+iRIMxmzcGa1kQ5P8H+P63VTeYemDif8IwAOD/DvBVN1hhYzoMQ+1zGABQFe054IvsH/hIVvtP7fMifS6aOhfpk4d29/poETC9z4s8eOVsn20Gzs2jn6tu8PMOvz7GqcbfsjFV7sMwlz7p8+8yAPwc0McOAfZfH4ahqjIPWltbWSwWjUonzkV3796tqqpSMtr9+8ePH6+npzdq1Cgul3vx4kWyMY2NjaUC5IQZM2awWKy5c+cGBQVFRUUdPHjwlVdeYbFY58+ff9bRm5qaRkREkPJ3333H/Gr69OlmZmbE72v27NkkZHz27NksFou+NW9tbbWxsdHV1R05cqSLiwszS/LJkyfnzZtnamrK4XBeffXVJUuW9DYGmUxWVFREysuWLTMyMpo6daq/v39cXFxYWFhISMidO3cUe9HMyMykyYNLRUUFcXyytbX18fEhplpLSwtdMZqbKzs7WyaT0XxfJF2Bra2tUm+6v//976TQ0dFx7ty5fg9vx44d5JwnMzOTxWKtXr16UERU1IzCp1RWVtLsZ1T6hkJSSJOy+jo8CIIgCIIgyMAZ6IlKT08PKVy+fJkUOjs7W1pabt68ST52dXUtWLAgNTXVxsaG2fHatWvELYeEXvQbHx8fkn6K5iOWSqU5OTk0glxPT0/OhoE/zYP29nYiMNLV1cXcpIaGhjI178vKynoLdWhtbfX09KQpdzs7Ozs7Ox8/fkxk1wlr167Nyspinjz09PSQ/AQA4OTkROuVmjSEPXv2rF69GgBu3rxJ9V5UQ6/m7u4OADt37jx58uSDBw/o2IyMjHR1dTs7O+/evXvr1i1yiDFixAiyOKSXIm+99RZJUgwAqamp5FwIAIRC4a+//krKM2fOlIuWUURDQ0NfX5/s/g0MDLZs2ULPnVSsQ59kZGQw0y6/9tprzGRlKlYJADZv3uzu7k7TxMlksg0bNlCznDjIIQiCIAiCIMODKkNFX1//xo0bV65cIaEFpqamjY2N48ePp+m/JBIJzVHLYrEmT5788ssvW1hYFBUVUbsFAG7evDl58uR33nnHwcGBw+EQy4RmGSaYm5tTgRQ1qa+vDw0NhT+j6isrK5ctWyYSifh8Pn0LzmKxfvrpJ0tLS2bH2tpaEjmjq6v7zTff9PT0HD169NKlS+Tb1tbWhIQEQ0PDoKCgKVOm1NXVxcXF0TgK5lt/iUTywQcfMIVBli5damlpmZ+fzzxqOH369KuvvrpgwQIzMzOJRFJVVXX8+HHiTWRhYeHv76/OZEtLS8l0xo4dGx0dferUqfv377e1tZmZmc2YMUPpsQy1AIkEp6Gh4d69e6k2JbmaiYlJVVVVXV0dTXzs4OBA7A3SS8kvhs02MjJqbGwEgOPHj7e3t5OkvcXFxfTwrbS0tLfcBgShUOju7k6P2tra2rZt27Z9+/Zn+gEo5cUXX2R+7NOlkGkni0QiHo8XFhbG5XLb2trS0tJIfjlNTU2JRFJXV9fZ2al+fmoEQRAEQRBkIKgyVDQ0NGxsbOgbZTabDQAcDoceDuzevZuenMhksoKCgoKCgsrKyldeeeXChQv+/v7EWwwAenp6MjMzaQZYyvTp03fs2OHk5KRUM1E1QqGQee4BAIcOHZJrM3r0aBJwz6SoqIi8vB85ciQJwwgNDV28eHF6ejoAiMViGxubM2fO0CS5QUFBNjY2JG6baRIUFRWdOXMGAMaNG0eSIC9cuJBYAikpKQEBAfDnHre6uvqrr76SG8akSZPS0tLkNta9QfbTbDbb3t6eGUFeWVlJguwVoc1oUt358+cvWrSITJN+RZ7v4cOHSY2lpSUxVFSk4h0zZgwxVDo7O7OyspYtW/ZMD661tXXOnDnkYGfJkiXp6ekSiSQmJsbHx8fOzu6ZLjVw6Cp5e3ufOHGivb09JubfHDetra21tbWJZdvU1KQoBoogCIIgCIIMBc8cwk7p6uoiWzoTExNnZ2d9ff0RI0ZMmDBBW1sbAGbNmpWWlkbeZ5ubmy9atMjCwoLD4YwePZqenFhbW1+6dGnmzJn9sFJ6w8DAYMKECX5+fiSFcW+h3lQ5hMBisT755BP6MTk5mSnlMWrUqOXLl5MyU5uSeovRkwSKv7+/mZmZpqamkZHRpk2b3NzcrKysOByOsbGxo6PjokWLsrOzb926JecOpwJiqDx9+rS5udnS0jIsLOzzzz/38/OT29kzIzQ6Ojro+GllbGws8yNN2Uz262PHjqUZeFUYKsbGxrTMzFqmDiKRyMPDIz8/HwDCw8NTU1NXrVoFAGKxODw8fFDCVJ4Jukq+vr55eXmBgYGWlpYcDmfkyJFOTk4xMTEFBQX010IbIwiCIAiCIEONckPl6tWrMpmsrq6OWbl161aZTEZ9+i9cuPD7778DwCeffHL9+vW2tjaRSFRSUkJdhng83owZMwCgvr4+PT29tra2p6enubmZOn09ePBg8uTJAQEBJ06coGlkr169ysxo/OTJk+w/IcEGNjY2cjlz6Rv9o0ePtra2lpSUHDhwQLU23y+//CI3QSr2YmdnN326fA4Kag/QUHIAoDqA5ubmZCTUsYrFYj148EAsFjc2Nn7xxRc5OTnl5eXd3d2mpqY3b95MT0+fO3euhoYGq3c2bNhAb9TV1UV9zz788MO33nrr7NmzO3fu/Pnnn3V1dd9//32qmJ6Xl8fsRQr6+voCgSA4OHj8+PHkQGDq1Klffvnl999/T43G/Px8ktiX6tYze+no6BgZGTk5Oe3YsUMoFDJ7nTp1ipSdnZ1lMtnx48fh3xN8MWlvb/fw8CAGXnBwcFxcHIvFiomJIauXk5NDTrocHBxY6sFcJaWQJAqg4BKmdJVYLJaGhgZ9LjKZTCKRSCQSOt/Ozk5AEARBEARBhoX+B9PT2AwdHR2iv6GIar+mrq4uooaRkpLC5XITEhLotpLS1tZGzysuXbqkVPWFvuc2MDBQZ+S6urqKDjx0b21vb6/YRenOm2ZDjoqKqq+vDwgIcHJyUlO98Zno6uratGkTAJSUlCQmJhKJdwDo7u5+/Pgxn8+nVtmePXsiIyOJkx4d84EDBw4fPqzYa+/evTT5GIfDkZvpM/WiNDc3s9lsmk+MydOnT5mJBwBgKNZKDnrERPK/KTLA+SIIgiAIgiBDRP8NFfqO/6OPPuqzsZ6eHvWeOnbsWENDg4aGxrx58wQCAYljEQgErq6uWVlZs2fPftaR0LROJN1tn+jo6KjYIqsfLT1lypTIyMjo6GixWBwfHx8fH29tbe3q6srj8dzd3S0sLBS7nDp1SjF/bnJycnR0NABcuXKF7omZcxk1atQXX3wRHx9Pc4V5eHhMmzZNJBIdO3asqqrq8ePHJBimpaXlxo0b5ESI5t2i3llyvWpqamjWAXom079eACCVSqurqxMTE729velZExM+n0/MAA6H09PTk5iYuHz5chcXFzVXSSl9PvEHDx6obtDv+SIIgiAIgiBDSv8NFaFQqH7jF198MS4ujpRv3brV0NBgamqalZUlk8kuX74cERFRWFjY2dnp5eVFNUnURCaT3bv3h5yQnC77MLB9+3ZXV9eNGzfy+XwAKC8vLy8v379/PwBwudyIiAgfHx+mUcQMfSHcvn2bqlK+8sorcsEzlMbGRpKemM1mZ2ZmUimY6OhoHx+fo0ePUt+5iooKYqgwBQp760Uz+dIzmf71AoD8/Pzp06fzeLw9e/YonQKxUhISEtra2tasWQMAYWFhfD5fMY5IcZX6x+3bt3vLK03p93wRBEEQBEGQIaX/wfT0VfT9+/dlvUCjTRTffJM4exaL5ebmdu3aNZKbq6urKzg4mBlRbWxsTK+m1O+rrKyMhMqMHz+ehoYPJ3Pnzr1x40ZNTc2+ffsWLlxIQ3QEAoGfn997772nGCBOokGys7ODgoKmTZumTuTDV199RaIp1qxZQ3fSAKCtrZ2cnMw0b+jVJkyYQCtV9zI2NqYx9P3rBQATJ05sbGy8evVqb7YWACQkJISEhERERDg4OABAUVFRbGzs4D4OubWl9ltv9Hu+CIIgCIIgyJDS/xMVU1NTUvjtt99oJHr/0NXVPXz48Guvvdba2srUalQHqqc+a9asIV+t3rGwsAgNDQ0NDSXmWXJyclJSklAozMzMTE1N9fHxIc0qKiqePHny4YcfMnVmKGVlZTT9sZGREX3ZX1tbS9MHk3zKTEaMGLF48eJdu3aRjyYmJqTADLZR2svNzY34OzEPCvrXCwD09PRUizxyuVwiyKOlpRUfH08SLWzatIlkhGO2JKukzrIzV4ng6el5+vRp9R9cv+eLIAiCIAiCDClKDJUHDx6MHz++oaGBw+FYWlpSeUc5nJ2dv/nmGwD49NNPvby82tvbt23blpqaWltbe+7cORJqoiic0humpqYRERFEPpIp9AEAM2bMyM3NNTc3Zybpmj179oULF2bPnn3jxg1Sk52draury+FwbG1tg4ODacuTJ0/u27fvxo0bQqGQxE6ofsuek5MzefLkyspKNpttaWlpb2/PzFzMJDU1VSQSaWpqBgUFUf8uFotlZ2e3a9euWbNmEdX23Nxcaqh4eXkRAXilMCVfPvvss61bt5JyWFgY0WmxtLRUKqQ4b948aqjQhARMlzMdHR0lz57NVmzZv17qwExIwOPxAgMDk5OTOzo6iKPXqlWrdu/eTa6pepWYMFeJoKaFMwzz/Uvw0poZz3sICIIgyHNgtf/UYbjLgyhRX03OPu+VGMS59M1f6M/ug1f6eDRj4NmE2vvHv1y/Ojs7iSXQ0tJSXl7e2dnZ0tJy8+bNn376iTSgCZEIc+bMIe5bZWVld+/edXd3//LLL2mEPanfuHGj+kOhu3lmjl3VFBQU0GxO1dXVXV1dQqHw+vXrgYGB5eXlACAUCufNm3fy5MmmpqYnT54Q7ymhUJidnS13KeZ1CgsL29raHj9+LBAIDh48OGnSpCNHjijePSUlJSwsLCQkhKZsZkLD4pXKxj8Tr7/+Oimw2WylSiNEfhEAtLW1qasSc69PD2QoYrGYiJnAv2fE6l+vfrBu3Toac+/l5UWtlAGSkZHRzKDPY5Bhmy+CIAiCIAjyTPzxtlgikfzv//4v2YqxWKz58+fb29t3dXXx+XzqpLR79+6AgAC6mzQyMjI1NW1oaJBIJDNnzmxpaSH15ubm+vr69fX1Xl5efUYIMCFBJo8ePZLTb1FEKpWS2z169IjULFiwYN68eT09PUePHr106RIAPHz4EAA6OjoMDQ2DgoKmTJlSV1e3adMmohMSGhpaXl5ON8oSicTX15eUtbW1ly1bZmVl1d3dnZ+ff+7cOQDIyspSHIajo+P58+cBYO3atVlZWcyg8J6eHpqhy8nJidYrNWnmzp1LFO5ra2uVBnhQHY/S0tKNGzd+/vnnRFUTAGQyWVZWFlV3efLkSWdnJ0lcRjQiCZs3b3Z3d580aRLttWHDBhpB9PDhwwH2AgChUEgk7QFg5syZqt3AhELhkiVL6M+jqKioq6uLXkrpKqmJXEZsYkuroN/zRRAEQRAEQYaUPwyV3bt3X7x4kZTHjx/PdNnas2cPyTd17969kJAQNzc3Ly8volgybtw4krm1paVFQ0NjxowZPB5PT08vNjY2IyOjp6fnmYZCnKauXLlCa+rr64lFAQBCoTA0NJRIs/P5fJoxFgBiYmKod1ZoaOjixYup8xibzS4sLKRZpE6ePEnsrurq6qqqKmtra1JfVFREDBIAeO+995KTk+nFU1JSAgIClA7Y19d3165dUqn09OnTr7766oIFC8zMzCQSSVVV1fHjx5uamgDAwsLC399/gA+J5l8GgG3bth06dMjd3X3MmDH19fUFBQXU+Y3Q1NREVGKI2DxBJBLxeLywsDAul9vW1paWlnbhwgUA0NLSIimtBtgLAIqLi6niTWlpqVIXNUJra+ucOXMEAgEAmJmZNTQ0VFVVbd26dfv27QNcqH7Q7/kiCIIgCIIgQwobALq6umJiYuDPDRl9W08ICAj4/PPPif/S999///3331dWVhJDhSmXIZVKL1++zIwR19TUXLp06Q8//KD+aOQcdYRCYUJCAil3dHTQMpPg4GBmDAmLxfrkk0+ooTJy5Ehmrlvmocf9+/epoUK00gly0/f391+/fn1jY6Oc5xsAODg4pKSkhIeHt7e3V1dXf/XVV3INJk2alJaWplr1Uh2oouWIESPa29srKyvllkJbW3vcuHGlpaXMxrSwZMmStLS09vZ28pQp1tbWJiYmZO4D7KU+IpHIw8OD+FOFh4eHhIRwuVyJRBITE+Pj42NnZzfAter32g7RfBEEQRAEQZD+oQEAFy5cIBl+lTr0GxoaZmdn0/zCVlZWclt5AFixYgXJ3cThcEaPHu3i4hIWFlZcXLx+/fpnGo06gnoGBgYTJkyg2ueRkZFyDZgpyBSHSmEe+CgVKCSwWKwHDx5QNUCKg4MDi8Xy8/NTEYJSVFRka2u7YcOGZ1oERUhoDQCkpqZ++eWX//M//0OegqGhoaOjY2RkZFlZ2cSJE0kbmp6Y9goICMjLywsMDLS0tORwOCNHjnRycoqJiSkoKKDLOMBeatLe3u7h4UE2/cHBwXFxca+//vqqVasAQCwWh4eHkwgcsrbqMIhrOxTzRRAEQRAEQfoNGwByc3PJhw0bNhCBi5ycHLl277zzDtmsf/vtt1QqhLJ+/XqarZhJcXGxYuXVq1d7Gw19Y33mzBl3d3dS7i3rV0NDg66urqIrDs0utXDhQrkEYufPnz9y5MiSJUvkukybNu2P5WCzdXR08vPznZycmLHdixcvXrx48TA9EwXojCQSydq1a9euXavYpq2tjRQ4HI5cr/b29rfffjspKWnoegGAs7MzCZjx9vZmJvgaN24cKTg5OXl6etIfG/yZRysmJkbuEGMQ4XK5JP6HGhu9re2zzhdBEARBEAQZUtgAQFN1ffTRR312oJu2f12CzZbTsug3NBhDUSBSKTo6OipSRakf9zxlypTIyMjo6GixWBwfHx8fH29tbe3q6srj8dzd3eVUPginTp1SMxOumnNRAQ1MZwar9LZ09FRqOHtRmpub2Wy2UqsgLi5OLBYDAIfD6enpSUxMXL58uYuLy19xbREEQRAEQZChhg0AQqFQ/Q6KSVpHjx7dZ24ldZDJZPfu3SNlKyurYV6I7du3u7q6bty4kc/nA0B5eXl5efn+/fsBgMvlRkRE+Pj4MI0iZujLUEPtQBWbaZp1jfrvDWcvAJBKpdXV1YmJid7e3kpd6YiVkpCQ0NbWtmbNGgAICwvj8/nMwKG/ytoiCIIgCIIgQ40GMF4q379/X9YXTC3FPy4xGFYKAJSVlZFQGZKnePjXYu7cuTdu3Kipqdm3b9/ChQuph5tAIPDz83vvvfeUapgMAxMmTCAFqpcih1QqJdmrTE1NDQ0Nh78XAOTn51tZWWlpae3Zs6e3iSQkJISEhERERBAPw6KiotjY2OeypANcWwRBEARBEGSoYQMADS/57bffmJHow8yPP/5ICrNmzXqOK2JhYREaGhoaGiqTyX777bfk5OSkpCShUJiZmZmamkpVKSsqKtR0TzIyMhqgaxzZ1gMATSEtB5/PJzH9tOUw9wKAiRMnNjY2mpiY9DYLIo4JAFpaWvHx8TNmzACATZs2kTQMzJb/+WuLIAiCIAiCDDVsAHB2dv7mm28A4Nq1a15eXkrbpaSkVFVVaWlpRUZGDtYRCpOHDx9+/fXXpKx4aDPUpKamikQiTU3NoKAg6t9FdF127do1a9asd955BwByc3OpoeLl5cUUNVfBZ599tnXr1oEMz9ra2srKqqKioqCgoL6+3tzcXK7ByZMnSYEqmQxzLwDQ09NTLfLI9Jvi8XiBgYHJyckdHR0RERHHjh1jtvzPX1vkmXjp3po+GgzGXaoWPu95Is8Zz+c9gP82+P63n/cQ/mC1/9TnPQScSz9xXLj5eQ8BUUKff5dBnT/Nw/JnVwMA5syZo6OjAwCxsbE1NTWKjcrKyoKCgqKiovh8/lBYKR0dHYsXLybRL7Nnz+ZyucMxdQYpKSnkfb9STfSXXvrjYanIRDyksFis999/n5QPHz4s961YLP7nP/8JABoaGgsWLHguvfrBjh07iOmSmZlJjYG/ytoiCIIgCIIgQ40GABgZGZFDjK6urgULFsjlFK6vr/fy8pJIJAAQFBQ0uLeXSqUXL150cXH55ZdfAEBPT++7774b/lVwdHQkhbVr1xINckpPT09UVBQpOzk50fo7d+70Gc9DGOArf8KqVauIMbl58+aioiJaL5PJNmzYQJIQ+Pj4yCUhGM5eQqEw+0/UEUY0NjbeuXMnKf/jH/9gSpT8JdYWQRAEQRAEGVLY5D/bt28/f/78vXv3bt68OXny5HfeecfBwYHD4dy7dy8jI4NoI65cudLTs59n6/X19aGhocyap0+fNjc38/n8hoYGUqOnp/fTTz9ZWloO/yr4+vru2rVLKpWePn361VdfXbBggZmZmUQiqaqqOn78eFNTEwBYWFj4+/sP/9gIL7300u7du8PDw0UiEY/HCwsL43K5bW1taWlpFy5cAABzc/Mvv/zyOfYqLi6mzlGlpaXjx4/vc1IBAQHJycnXrl2rqqraunXr9u3b/0JriyAIgiAIggwt9OV0U1PTzJkzlbbR1NRcsWKFRCKRe5/N4/EAwNzcvLcX3r/99puaw5g6dapAIFB6EaV3IQH3RkZGiu2p1ri/v7/it9S9JzMzk1l/8OBBFSoZkyZN+u2339R8zf+szJkzh9yltrZWdcstW7Yodb2ztrYuKip6vr2I3jyhtLSU1peWlpLKzz77TLFXYWEhyWXMZrPv3r37l1tbBEEQBEEQZIj4185s9OjRv/zyy/Hjx0kWJg6HM3r0aBcXl7CwsOLi4q+//nrQo1MMDAwmTJjg5+eXlZX166+/Uv+r54Kvr291dfUXX3zh5uZmZWXF4XCMjY0dHR0XLVqUnZ1969YtGxub5zg8woYNG/Ly8gIDAy0tLTkczsiRI52cnGJiYgoKCiZOnPif0OtZmTRp0qpVqwBALBaHh4fLnlMC6GGbL4IgCIIgCKImrOe4NUT++8jKyvL29q6trR07duzzHguCIAiCIAjyF2bwU3gh/z/T3NzMZrPNzMye90AQBEEQBEGQvzbs5z0A5L8EqVRaXV2dmJjo7e1Nwk4QBEEQBEEQpN/giQoyOOTn51tZWWlpae3Zs+d5jwVBEARBEAT5y4MxKsjg0NHR0dHRYWJi8rwHgiAIgiAIgvw38P8AcQJbVcCdwMEAAAAldEVYdGRhdGU6Y3JlYXRlADIwMTgtMTAtMzBUMjE6MjQ6MTEtMDQ6MDCrXmL+AAAAJXRFWHRkYXRlOm1vZGlmeQAyMDE4LTEwLTMwVDIxOjI0OjExLTA0OjAw2gPaQgAAAABJRU5ErkJggg==)
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)
Notice that mergeClusters
combines clusters based on the actual values of the features, while the coClustering
plot shows how often the samples clustered together. It is not uncommon that mergeClusters
will merge clusters that don’t look “close” on the coClustering
plot. This can be due to just the choices of the hierarchical clustering between the clusters, but can also be because the two merged clusters are not often confused for each other across the clustering algorithms, yet still don’t have strong differences on individual genes. This can be the case especially when the clustering is done on reduced PCA space, where an accumulation of small differences might consistently separate the samples (so that comparatively few clusterings are “confused” as to the samples). But because the differences are not strong on individual genes, mergeClusters
combines them. These are ultimately different criteria.
Finally, we can do a heatmap visualizing this final step of clustering.
plotHeatmap(ce,clusterSamplesData="dendrogramValue",breaks=.99,
colData=c("Biological_Condition", "Published1", "Published2"))
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)
By choosing “dendrogramValue” for the clustering of the samples, we will be showing the clusters according to the hierarchical ordering of the clusters found by makeDendrogram
. The argument breaks=0.99
means that the last color of the heatmap spectrum will be forced to be the top 1% of the data (rather than evenly spaced through the entire range of values). This can be helpful in making sure that rare extreme values in the upper range do not absorb too much space in the color spectrum. There are many more options for plotHeatmap
, some of which are discussed in the section on plotHeatmap.
##RSEC
The above explanation follows the simple example of PAM. The original RSEC result called RSEC
which calls these steps internally. Many of the options described above can be set through a call to RSEC, but some are restricted for simplicity. A detail explanation of the differences can be found in the section RSEC below. But briefly, the following RSEC command, which uses most of the arguments of RSEC
:
rsecOut<-RSEC(se, isCount=TRUE, reduceMethod="PCA", nReducedDims=c(50,10), k0s=4:15,
alphas=c(0.1,0.2,0.3),betas=c(0.8,0.9), minSizes=c(1,5), clusterFunction="hierarchical01",
consensusProportion=0.7, consensusMinSize=5,
dendroReduce="mad",dendroNDims=500,
mergeMethod="adjP",mergeCutoff=0.05,
)
would be equivalent to the following individual steps:
ce<-clusterMany(se,ks=4:15,alphas=c(0.1,0.2,0.3),betas=c(0.8,0.9),minSizes=c(1,5),
clusterFunction="hierarchical01", sequential=TRUE,subsample=TRUE,
reduceMethod="PCA",nFilterDims=c(50,10),isCount=TRUE)
ce<-makeConsensus(ce, proportion=0.7, minSize=5)
ce<-makeDendrogram(ce,reduceMethod="mad",nDims=500)
ce<-mergeClusters(ce,mergeMethod="adjP",DEMethod="edgeR",cutoff=0.05,plot=FALSE)
Note that this mean the RSEC
function always calls sequential and subsampling.
ClusterExperiment Objects
The ce
object that we created by calling clusterMany
is a ClusterExperiment
object. The ClusterExperiment
class is used by this package to keep the data and the clusterings together. It inherits from SingleCellExperiment
class (which inherits from SummarizedExperiment
) which means the data and colData
and other information orginally in the fluidigm
object are retained and can be accessed with the same functions as before. The ClusterExperiment
object additionally stores clusterings and information about the clusterings along side the data. This helps keep everything together, and like the original SummarizedExperiment
object we started with, allows for simple things like subsetting to a reduced set of subjects and being confident that the corresponding clusterings, colData, and so forth are similarly subset.
Typing the name at the control prompt results in a quick summary of the object.
ce
## class: ClusterExperiment
## dim: 7069 65
## reducedDimNames: PCA
## filterStats: var var_makeConsensus.final
## -----------
## Primary cluster type: mergeClusters
## Primary cluster label: mergeClusters
## Table of clusters (of primary clustering):
## -1 m1 m2 m3 m4
## 6 15 14 13 17
## Total number of clusterings: 40
## Dendrogram run on 'makeConsensus,final' (cluster index: 2)
## -----------
## Workflow progress:
## clusterMany run? Yes
## makeConsensus run? Yes
## makeDendrogram run? Yes
## mergeClusters run? Yes
This summary tells us the total number of clusterings (40), and gives some indication as to what parts of the standard workflow have been completed and stored in this object. It also gives information regarding the primaryCluster
of the object. The primaryCluster
is just one of the clusterings that has been chosen to be the “primary” clustering, meaning that by default various functions will turn to this clustering as the desired clustering to use. clusterMany
arbitrarily sets the ‘primaryCluster’ to the first one, and each later step of the workflow sets the primary index to the most recent, but the user can set a specific clustering to be the primaryCluster with primaryClusterIndex
. Often, if a function is not given a specific clustering (usually via an option whichCluster
or whichClusters
) the “primary” cluster is taken by default.
There are also additional commands to access the clusterings and their related information (type help("ClusterExperiment-methods")
for more).
The cluster assignments are stored in the clusterMatrix
slot of ce
, with samples on the rows and different clusterings on the columns. We saw that we can look at the cluster matrix and the primary cluster with the commands clusterMatrix
and primaryCluster
head(clusterMatrix(ce))[,1:5]
## mergeClusters makeConsensus,final makeConsensus,0.7
## SRR1275356 -1 -1 -1
## SRR1275251 -1 -1 -1
## SRR1275287 3 6 -1
## SRR1275364 4 4 4
## SRR1275269 3 6 -1
## SRR1275263 4 5 5
## makeConsensus,1
## SRR1275356 -1
## SRR1275251 -1
## SRR1275287 -1
## SRR1275364 -1
## SRR1275269 -1
## SRR1275263 -1
## reduceMethod=PCA,nReducedDims=5,nFilterDims=NA,k=5
## SRR1275356 4
## SRR1275251 5
## SRR1275287 1
## SRR1275364 4
## SRR1275269 1
## SRR1275263 5
primaryCluster(ce)
## [1] -1 -1 3 4 3 4 3 1 1 1 2 2 4 2 3 4 3 1 3 3 2 2 2 1
## [25] -1 1 1 1 4 2 2 4 4 3 3 -1 3 2 -1 4 3 1 1 4 1 1 4 -1
## [49] 3 2 2 2 1 2 3 4 4 1 1 4 4 4 2 4 4
Remember that we made multiple calls to makeConsensus
: only the last such call will be shown when we use whichClusters="workflow"
in our plotting (see this section for a discussion of how these repeated calls are handled.)
clusterLabels
gives the column names of the clusterMatrix
; clusterMany
has given column names based on the parameter choices, and later steps in the workflow also give a name (or allow the user to set them).
head(clusterLabels(ce),10)
## [1] "mergeClusters"
## [2] "makeConsensus,final"
## [3] "makeConsensus,0.7"
## [4] "makeConsensus,1"
## [5] "reduceMethod=PCA,nReducedDims=5,nFilterDims=NA,k=5"
## [6] "reduceMethod=var,nReducedDims=NA,nFilterDims=100,k=5"
## [7] "reduceMethod=PCA,nReducedDims=15,nFilterDims=NA,k=5"
## [8] "reduceMethod=PCA,nReducedDims=50,nFilterDims=NA,k=5"
## [9] "reduceMethod=var,nReducedDims=NA,nFilterDims=500,k=5"
## [10] "reduceMethod=var,nReducedDims=NA,nFilterDims=1000,k=5"
As we’ve seen, the user can also change these labels.
clusterTypes
on the other hand indicates what call made the clustering. Unlike the labels, it is wise to not change the values of clusterTypes
unless you are sure of what you are doing because these values are used to identify clusterings from different steps of the workflow.
head(clusterTypes(ce),10)
## [1] "mergeClusters" "makeConsensus" "makeConsensus.2" "makeConsensus.1"
## [5] "clusterMany" "clusterMany" "clusterMany" "clusterMany"
## [9] "clusterMany" "clusterMany"
The information that was in the original fluidigm
object has also been preserved, like colData
that contains information on each sample.
colData(ce)[,1:5]
## DataFrame with 65 rows and 5 columns
## NREADS NALIGNED RALIGN TOTAL_DUP PRIMER
## <numeric> <numeric> <numeric> <numeric> <numeric>
## SRR1275356 10554900 7555880 71.5862 58.4931 0.0217638
## SRR1275251 8524470 5858130 68.7213 65.0428 0.0351827
## SRR1275287 7229920 5891540 81.4884 49.7609 0.0208685
## SRR1275364 5403640 4482910 82.9609 66.5788 0.0298284
## SRR1275269 10729700 7806230 72.7536 50.4285 0.0204349
## ... ... ... ... ... ...
## SRR1275259 5949930 4181040 70.2705 52.5975 0.0205253
## SRR1275253 10319900 7458710 72.2747 54.9637 0.0205342
## SRR1275285 5300270 4276650 80.6873 41.6394 0.0227383
## SRR1275366 7701320 6373600 82.76 68.9431 0.0266275
## SRR1275261 13425000 9554960 71.1727 62.0001 0.0200522
Another important slot in the ClusterExperiment
object is the clusterLegend
slot. This consists of a list, one element per column (or clustering) of clusterMatrix
, that gives colors and names to each cluster within a clustering.
length(clusterLegend(ce))
## [1] 40
clusterLegend(ce)[1:2]
## $mergeClusters
## clusterIds color name
## [1,] "-1" "white" "-1"
## [2,] "1" "#1F78B4" "m1"
## [3,] "2" "#33A02C" "m2"
## [4,] "3" "#FF7F00" "m3"
## [5,] "4" "#6A3D9A" "m4"
##
## $`makeConsensus,final`
## clusterIds color name
## [1,] "-1" "white" "-1"
## [2,] "1" "#1F78B4" "c1"
## [3,] "2" "#33A02C" "c2"
## [4,] "3" "#FF7F00" "c3"
## [5,] "4" "#6A3D9A" "c4"
## [6,] "5" "#B15928" "c5"
## [7,] "6" "#A6CEE3" "c6"
## [8,] "7" "#bd18ea" "c7"
We can see that each element of clusterLegend
consists of a matrix, with number of rows equal to the number of clusters in the clustering. The columns store information about that cluster. clusterIds
is the internal id (integer) used in clusterMatrix
to identify the cluster, name
is a name for the cluster, and color
is a color for that cluster. color
is used in plotting and visualizing the clusters, and name
is an arbitrary character string for a cluster. They are automatically given default values when the ClusterExperiment
object is created, but we will see under the description of visualization methods how the user might want to manipulate these for better plotting results.
We can assign new values with a simple assignment operator, but we also provide the functions renameClusters
and recolorClusters
to help do this. Here we change the internal cluster names of the first clustering from lowercase to uppercase “M” using the function renameClusters
:
newName<-gsub("m","M",clusterLegend(ce)[[1]][,"name"])
renameClusters(ce,whichCluster=1,value=newName)
## class: ClusterExperiment
## dim: 7069 65
## reducedDimNames: PCA
## filterStats: var var_makeConsensus.final
## -----------
## Primary cluster type: mergeClusters
## Primary cluster label: mergeClusters
## Table of clusters (of primary clustering):
## -1 M1 M2 M3 M4
## 6 15 14 13 17
## Total number of clusterings: 40
## Dendrogram run on 'makeConsensus,final' (cluster index: 2)
## -----------
## Workflow progress:
## clusterMany run? Yes
## makeConsensus run? Yes
## makeDendrogram run? Yes
## mergeClusters run? Yes
print(ce)
## class: ClusterExperiment
## dim: 7069 65
## reducedDimNames: PCA
## filterStats: var var_makeConsensus.final
## -----------
## Primary cluster type: mergeClusters
## Primary cluster label: mergeClusters
## Table of clusters (of primary clustering):
## -1 m1 m2 m3 m4
## 6 15 14 13 17
## Total number of clusterings: 40
## Dendrogram run on 'makeConsensus,final' (cluster index: 2)
## -----------
## Workflow progress:
## clusterMany run? Yes
## makeConsensus run? Yes
## makeDendrogram run? Yes
## mergeClusters run? Yes
Note that if you choose to not use these functions and instead replace the whole matrix (e.g. clusterLegend(ce)[[1]]<- ...
) you should be careful not assign new values to clusterIds
column, as the entries must exactly correspond to the internal ids of the clustering stored in the clustering matrix.
Subsetting ClusterExperiment objects
Like SummarizedExperiment
or SingleCellExperiment
classes, standard subsetting of a ClusterExeriment
object will result in a new ClusterExperiment
object with all of the relevant parts of the data similarly subsetted.
smallCe<-ce[1:5,1:10]
smallCe
## class: ClusterExperiment
## dim: 5 10
## reducedDimNames: PCA
## filterStats: var var_makeConsensus.final
## -----------
## Primary cluster type: mergeClusters
## Primary cluster label: mergeClusters
## Table of clusters (of primary clustering):
## -1 m1 m3 m4
## 2 3 3 2
## Total number of clusterings: 40
## No dendrogram present
## -----------
## Workflow progress:
## clusterMany run? Yes
## makeConsensus run? Yes
## makeDendrogram run? No
## mergeClusters run? Yes
Notice from looking at the clusterMatrix
below that the clustering results have been subset and that after subsetting, the internal cluster ids may change (because they are required to be consecutive).
clusterMatrix(smallCe)[,1:4]
## mergeClusters makeConsensus,final makeConsensus,0.7
## SRR1275356 -1 -1 -1
## SRR1275251 -1 -1 -1
## SRR1275287 2 5 -1
## SRR1275364 3 3 3
## SRR1275269 2 5 -1
## SRR1275263 3 4 4
## SRR1275338 2 2 2
## SRR1274117 1 1 1
## SRR1274089 1 1 1
## SRR1274125 1 1 1
## makeConsensus,1
## SRR1275356 -1
## SRR1275251 -1
## SRR1275287 -1
## SRR1275364 -1
## SRR1275269 -1
## SRR1275263 -1
## SRR1275338 -1
## SRR1274117 1
## SRR1274089 1
## SRR1274125 1
clusterMatrix(ce)[1:10,1:4]
## mergeClusters makeConsensus,final makeConsensus,0.7
## SRR1275356 -1 -1 -1
## SRR1275251 -1 -1 -1
## SRR1275287 3 6 -1
## SRR1275364 4 4 4
## SRR1275269 3 6 -1
## SRR1275263 4 5 5
## SRR1275338 3 3 3
## SRR1274117 1 1 1
## SRR1274089 1 1 1
## SRR1274125 1 1 1
## makeConsensus,1
## SRR1275356 -1
## SRR1275251 -1
## SRR1275287 -1
## SRR1275364 -1
## SRR1275269 -1
## SRR1275263 -1
## SRR1275338 -1
## SRR1274117 1
## SRR1274089 1
## SRR1274125 1
However, the names (and colors) of each cluster should stay the same, which we can see by looking at the clusterLegend
information
clusterLegend(smallCe)[["mergeClusters"]]
## clusterIds color name
## [1,] "-1" "white" "-1"
## [2,] "1" "#1F78B4" "m1"
## [3,] "2" "#FF7F00" "m3"
## [4,] "3" "#6A3D9A" "m4"
clusterLegend(ce)[["mergeClusters"]]
## clusterIds color name
## [1,] "-1" "white" "-1"
## [2,] "1" "#1F78B4" "m1"
## [3,] "2" "#33A02C" "m2"
## [4,] "3" "#FF7F00" "m3"
## [5,] "4" "#6A3D9A" "m4"
However subsetting will lose some saved information. In particular, the hierarchy of the clusters that you created with makeDendrogram
will be deleted in the new object, as will any saved information about the merging in the mergeClusters
step (since that depended on the dendrogram which is now gone).
nodeMergeInfo(ce)
## Node Contrast isMerged mergeClusterId Storey
## 1 Node1 (X2+X5+X4+X7)/4-(X1+X3+X6)/3 FALSE NA 0.4400905
## 2 Node2 X2-(X5+X4+X7)/3 FALSE NA 0.4058566
## 3 Node3 X1-(X3+X6)/2 FALSE NA 0.3526666
## 4 Node4 X3-X6 TRUE 3 0.2477012
## 5 Node5 X5-(X4+X7)/2 TRUE 4 0.4115151
## 6 Node6 X4-X7 TRUE NA 0.2295940
## PC adjP locfdr MB JC
## 1 0.3780116 0.12137502 NA 0.4041590 NA
## 2 0.3512809 0.09478003 NA 0.3702080 NA
## 3 0.2905322 0.05658509 NA 0.3131985 NA
## 4 0.1886942 0.01938039 NA 0.2138916 NA
## 5 0.3429098 0.03437544 NA 0.3760079 NA
## 6 0.2254791 0.02447305 NA 0.2837742 NA
nodeMergeInfo(smallCe)
## NULL
The actual clustering created in the mergeClusters
step, however, are retained as we’ve seen above.
Another useful type of subsetting can be to subset to only samples contained in a set of particular clusters within a clustering. This can be useful, for example, if you want to visualize the data in only those clusters. The function subsetByCluster
allows you to do this, and it returns a new ClusterExperiment
object with only those samples. The required input is to identify the values of the clusters you want to keep (by default matching to the clusters’ names)
subCe<-subsetByCluster(ce,whichCluster="mergeClusters",clusterValue=c("m1","m2"))
subCe
## class: ClusterExperiment
## dim: 7069 29
## reducedDimNames: PCA
## filterStats: var var_makeConsensus.final
## -----------
## Primary cluster type: mergeClusters
## Primary cluster label: mergeClusters
## Table of clusters (of primary clustering):
## m1 m2
## 15 14
## Total number of clusterings: 40
## No dendrogram present
## -----------
## Workflow progress:
## clusterMany run? Yes
## makeConsensus run? Yes
## makeDendrogram run? No
## mergeClusters run? Yes
The object subCe
now can be used for visualizing, or any other analysis.
This kind of subsetting can also be useful in comparing clusterings, where the user might want to subset to all of the samples assigned to Cluster 1 in one clustering and then see what clusters that corresponds to in the other clusterings.
Samples not assigned to a cluster (Negative Valued Cluster Assignments)
The different clusters are stored as consecutive integers, with ‘-1’ and ‘-2’ having special meaning.
Unassigned Samples (-1) ‘-1’ refers to samples that were not clustered by the clustering algorithm. In our example, we removed clusters that didn’t meet specific size criterion, so they were assigned ‘-1’.
Missing from Clustering Run (-2) ‘-2’ is for samples that were not included in the original input to the clustering. This is useful if, for example, you cluster on a subset of the samples, and then want to store this clustering with the clusterings done on all the data. You can create a vector of clusterings that give ‘-2’ to the samples not originally used and then add these clusterings to the ce
object manually with addClusters
.
We can also wish to go back and assign these samples to the best cluster possible. This can be done with the assignUnassigned
function. This function will assign the samples with negative-valued cluster ids to the cluster to which the sample is the closest. Closest is determined by the euclidean distance between an unassigned sample and the median value of the samples assigned to the cluster. The data used by the function to determine the euclidean distances and medians of clusters can be determine by arguments like we see in RSEC
and other functions.
ce<-assignUnassigned(ce,whichCluster="mergeClusters",reduceMethod="PCA",nDim=50,makePrimary=FALSE, filterIgnoresUnassigned=TRUE,clusterLabel="mergeClusters_AssignToCluster")
tableClusters(ce,whichCluster="mergeClusters_AssignToCluster")
##
## 1 2 3 4
## 15 15 15 20
Note that we chose makePrimary=FALSE
(not the default) so that our original mergeClusters
clustering remains the primary one, and doesn’t affect our future calls.
plotClusters(ce,whichCluster=c("mergeClusters_AssignToCluster","mergeClusters"))
![](data:image/png;base64,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)
You can also create a new object where all of the samples that are not assigned are removed with the removeUnassigned
function. This is just a special case of subsetByCluster
(above) for the special case of subsetting down to those samples assigned to any cluster.
Dimensionality reduction and SingleCellExperiment Class
There are two varieties of dimensionality reduction supported in clusterExperiment
package.
- reducing to a subset of features/genes based on the values of a filter statistic calculated for each gene or
- creation of a smaller number of new features that are functions of the original features, i.e. not a simple selection of existing variables, but rather create new variables to represent the data
For simplicity, we’ll refer to the first as filtering of the data and second as a dimensionality reduction. This is because in the first case, the reduced data set can be quickly recreated by subseting the original data so long as the per-gene statistics have been saved. This means only a single vector of the length of the number of genes needs to be stored for the first type of dimensionality reduction (filtering) while the second kind requires saving a matrix with a value for each observation for each new variable.
ClusterExperiment
inherits from the standard Bioconductor SingleCellExperiment
class. Briefly, the SingleCellExperiment
class extends the SummarizedExperiment
class to give a structure for saving the reduced matrices from dimensionality reductions as we described above. They are saved in the slot reducedDims
, which is a SimpleList
of datasets that have the same number of observations as the original data in the assay slot, but reduced features (?SingleCellExperiment
). This gives a unified way to save the results of applying a dimensionality reduction method of the second type; the package also gives helper functions to access them, etc. Multiple such dimensionality reductions can be stored since it is a list, and the user gives them names, e.g. “PCA” or “tSNE”.
ClusterExperiment
uses the slot reducedDims
to both save the results of dimensionality reductions if they are calculated and and also to reuse them if the necessary ones have already been created. This allows clusterExperiment
to make use of any dimensionality reduction method so long as the user saves it in the appropriate slot in a SingleCellExperiment
object. The user can also choose like before to have the function (like clusterMany
) do the dimensionality reduction (i.e. PCA) internally. The difference is that now the results of the PCA will be stored in the appropriate slot so that they will not need to be recalculated in the future.
We also added in clusterExperiment
package a similar procedure for storing the filtering statistics (i.e. statistics calculated on each gene). An example is the the variance across observations, calculated for every gene. clusterExperiment
when calculating statistics (like var
or mad
) will add the per-gene value of the statistic as a column of the rowData
of the ClusterExperiment
object. Similarly, if the user has already calculated a per-gene statistic and saved it as a column in the rowData
slot, this user-defined statistic can be used for filtering. This means that the user is not limited to the built-in filtering functions provided in clusterExperiment
.
The functions makeReducedDims
and makeFilterStats
calculate the dimensionality reduction and filtering statistics, respectively, provided by clusterExperiment
and store them in the appropriate slot. To see the current list of built-in functions:
listBuiltInReducedDims()
## [1] "PCA"
listBuiltInFilterStats()
## [1] "var" "abscv" "mad" "mean" "iqr" "median"
The clustering workflow
We will now go into more detail about important options for the main parts of the clustering workflow.
clusterMany
In the quick start section we picked some simple and familiar clustering options that would run quickly and needed little explanation. However, our workflow generally assumes more complex options and more parameter variations are tried. Before getting into the specific options of clusterMany
, let us first describe some of these more complicated setups, since many of the arguments of clusterMany
depend on understanding them.
Base clustering algorithms and the ClusterFunction class
This package is meant to be able to use and compare different clustering routines. However, the required input, arguments, etc. of different clustering algorithms varies greatly. We create the ClusterFunction
class so that we can ensure that the necessary information to fit into our workflow is well defined, and otherwise the other details of the algorithm can be ignored by the workflow. In general, the user will not need to know the details of this class if they want to use the built in functions provided by the package, which can be accessed by character values. To see the set of character values that correspond to built-in functions,
listBuiltInFunctions()
## [1] "pam" "clara" "kmeans" "hierarchical01"
## [5] "hierarchicalK" "tight" "spectral"
If you are interested in implementing your own ClusterFunction
object, after reading this section look at our (example)[#customAlgorithm] below.
There are some important features of any clustering algorithm that are encoded in the ClusterFunction
object for which it is important to understand because they affect which algorithms can be used when at different parts of the workflow.
algorithmType
We group together algorithms that cluster based on common strategies that affect how we can use them in our workflow. Currently there are two “types” of algorithms we consider, which we call type “K” and “01”. We can determine the type of a builtin function by the following:
algorithmType(c("kmeans","hierarchicalK","hierarchical01"))
## kmeans hierarchicalK hierarchical01
## "K" "K" "01"
The “K” algorithms are so called because their main parameter requirement is that the user specifies the number of clusters (\(K\)) to be created and require an input of k
to the clustering function. Built in ‘K’ algorithms are:
listBuiltInTypeK()
## [1] "pam" "clara" "kmeans" "hierarchicalK"
## [5] "spectral"
The “01” algorithms are so named because the algorithm assumes that the input is a disimilarities between samples and that the similarities encoded in \(D\) are on a scale of 0-1. The clustering functions should use this fact to make the primary user-specified parameter be not the number of final clusters, but a measure \(\alpha\) of how dissimilar samples in the same cluster can be (on a scale of 0-1). Given \(\alpha\), the algorithm then implements a method to then determine the clusters (so \(\alpha\) implicitly determines \(K\)). These methods rely on the assumption that because the 0-1 scale has special significance, the user will be able to make an determination more easily as to the level of dissimilarity allowed in a true cluster, rather than predetermine the number of clusters \(K\). The current 01 methods are:
listBuiltInType01()
## [1] "hierarchical01" "tight"
requiredArgs
The different algorithm types correspond to requiring different input types (k
versus alpha
). This is usually sorted out by clusterMany
, which will only dispatch the appropriate one. Clustering functions can also have additional required arguments. See below for more discussion about how these arguments can be passed along to clusterMany
or RSEC
.
To see all of the required arguments of a function,
requiredArgs(c("hierarchical01","hierarchicalK"))
## $hierarchical01
## [1] "alpha"
##
## $hierarchicalK
## [1] "k"
Internal clustering procedures
clusterMany
iteratively calls a function clusterSingle
over the collection of parameters. clusterSingle
is the clustering workhorse, and may be used by the user who wants more fine-grained control, see documentation of clusterSingle
.
Within each call of clusterSingle
, there are three possible steps, depending on the value of the arguments subsample
and sequential
:
- Subsampling (
subsampleClustering
) – if subsample=TRUE
- Main Clustering (
mainClustering
)
- Sequential (
seqCluster
) – if sequntial=TRUE
If both sequential
and subsample
are FALSE
, then step 1 and step 3 are skipped and clusterSingle
just calls the mainClustering
(step 2), resulting in a basic clustering routine applied to the input data. If subsample=TRUE
, then step 1 (subsampleClustering
) is called which subsamples the input data and clusters each subsample to calculate a co-occurance matrix. That co-occurance matrix is used as the input for mainClustering
(step 2). If sequential=TRUE
this process (step 1 then step 2 if subsample=TRUE
or just step 2 if subsample=FALSE
) is iterated over and over again to iteratively select the best clusters (see ?seqCluster
for a detailed description). Each of these steps has a function that goes with it, noted above, but they should not generally be called directly by the user. However, the documentation of these functions can be useful.
In particular, arguments to these three functions that are not set by clusterMany
can be passed via named lists to the arguments: subsampleArgs
, mainClusterArgs
, and seqArgs
. Some of the arguments to these functions can be varied in clusterMany
, but more esoteric ones should be sent as part of the named list of parameters given to clusterMany
; those named lists will be fixed for all parameter combinations tried in clusterMany
.
Main Clustering (Step 2): mainClustering
The main clustering (step 2) described above is done by the function mainClustering
. In addition to the basic clustering algorithms on the input data, we also implement many other common cluster processing steps that are relevant to the result of the clustering. We have already seen such an example with dimensionality reduction, where the input \(D\) is determined based on different input data. Many of the arguments to mainClustering
are arguments to clusterMany
as well so that mainClusterArgs
is usually not needed. The main exception would be to send more esoteric arguments to the underlying clustering function called in the main clustering step. The syntax for this would be to give a nested list to the argument mainClusterArgs
clusterMany(x,clusterFunction="hierarchicalK", ... , mainClusterArgs=list(clusterArgs=list(method="single") ))
Here we change the argument method
in the clustering function hclust
called by the hierarchicalK
function to single
.
Subsampling (step 1) subsampleClustering
A more significant process that can be coupled with any clustering algorithm is to continually by subsample the data and cluster the subsampled data. This creates a \(n x n\) matrix \(S\) that is a matrix of co-clustering percentages – how many times two samples co-clustered together over the subsamples (there are slight variations as how this can be calculated, see help pages of subsampleClustering
). This does not itself give a clustering, but the resulting \(S\) matrix can then form the basis for clustering the samples. Specifically, the matrix \(D=1-S\) is then given as input to the main clustering step described above. The subsampling option is computationally expensive, and when coupled with comparing many parameters, does result in a lengthy evaluation of clusterMany
. However, we recommend it if the number of samples is not too large as one of the most useful methods for getting stable clustering results.
Note that the juxtaposition of step 1 then step 2 (the subsampling and then feeding the results to the main clustering function) implies there actually two different possible clustering algorithms (and sets of corresponding parameters) – one for the clustering on the subsampled data, and one for the clustering of the resulting \(D\) based on the percentage of coClustering of samples. This brings up a restriction on the clustering function in the main clustering step – it needs to be able to handle input that is a dissimilarity (inputType
is either diss
or either
).
Furthermore, the user might want to set clustering function and corresponding parameters separately for step 1 and step 2. The way that clusterMany
handles this is that the main arguments of clusterMany
focus on varying the parameters related to step 2 (the main clustering step, i.e. the clustering of \(D\) after subsampling). For this reason, the argument clusterFunction
in clusterMany
varies the clustering function used by the main clustering (step 2), not the subsampling step. The clustering function of the subsampling (step 1) can be specified by the user via subsampleArgs
, but in this case it is set for all calls of clusterMany
and does not vary. Alternatively, if the user doesn’t specify the clusterFunction
in subsampleArgs
then the default is to use clusterFunction
of the main clustering step along with any required arguments given by the user for that function (there are some cases where using the clusterFunction
of the main step is not possible for the subsampling step, in which case the default is to use “pam”).
More generally, since few of the arguments to subsampleClustering
are allowed to be varied by the direct arguments to clusterMany
, it is also more common to want to change these arguments via the argument subsampleArgs
. Examples might be resamp.num
(the number of subsamples to draw) or samp.p
(the proportion of samples to draw in each subsample) – see ?subsampleClustering
for a full documentation of the possible arguments. In addition, there are arguments to be passed to the underlying clustering function; like for mainClustering
, these arguments would be a nested list to the argument subsampleArgs
.
An example of a syntax that sets the arguments for subsampleClustering
would be:
clusterMany(x,..., subsampleArgs=list(resamp.num=100,samp.p=0.5,clusterFunction="hiearchicalK", clusterArgs=list(method="single") ))
Sequential Detection of Clusters (Step 3): seqCluster
Another complicated addition that can be added to the main clustering step is the implementation of sequential clustering. This refers to clustering of the data, then removing the “best” cluster, and then re-clustering the remaining samples, and then continuing this iteration until all samples are clustered (or the algorithm in some other way calls a stop). Such sequential clustering can often be convenient when there is very dominant cluster, for example, that is far away from the other mass of data. Removing samples in these clusters and resampling can sometimes be more productive and result in a clustering more robust to the choice of samples. A particular implementation of such a sequential method, based upon (Tseng and Wong 2005), is implemented in the clusterExperiment
package when the option sequential=TRUE
is chosen (see ?seqCluster
for documentation of how the iteration is done). Sequential clustering can also be quite computationally expensive, particularly when paired with subsampling to determine \(D\) at each step of the iteration.
Because of the iterative nature of the sequential step, there are many possible parameters (see ?seqCluster
). Like subsample clustering, clusterMany
does not allow variation of very many of these parameters, but they can be set via passing arguments in a named list to seqArgs
. An example of a syntax that sets the arguments for seqCluster
would be:
clusterMany(x,..., seqArgs=list( remain.n=10))
This code changes the remain.n
option of the sequential step, which governs when the sequential step stops because there are not enough samples remaining.
Arguments of clusterMany
Now that we’ve explained the underlying architecture of the clustering provided in the package, and how to set the arguments that can’t be varied, we discuss the parameters that can be varied in clusterMany
. (There are a few additional arguments available for clusterMany
that govern how clusterMany
works, but right now we focus on only the ones that can be given multiple options).
Recall that arguments in clusterMany
that take on multiple values mean that the combinations of all the multiple valued arguments will be given as input for a clustering routine. These arguments are:
sequential
This parameter consists of logical values, TRUE and/or FALSE, indicating whether the sequential strategy should be implemented or not.
subsample
This parameter consists of logical values, TRUE and/or FALSE, indicating whether the subsampling strategy for determining \(D\) should be implemented or not.
clusterFunction
The clustering functions to be tried in the main clustering step. Recall if subsample=TRUE
is part of the combination, then clusterFunction
the method that will be used on the matrix \(D\) created from subsampling the data. Otherwise, clusterFunction
is the clustering method that will be used directly on the data.
ks
The argument ‘ks’ is interpreted differently for different choices of the other parameters and can differ from between parameter combinations!. If sequential=TRUE
is part of the parameter combination, ks
defines the argument k0
of sequential clustering (see ?seqCluster
), which is approximately like the initial starting point for the number of clusters in the sequential process. Otherwise, ks
is passed to set k
of both the main clustering step (and by default that of the subsampled data), and is only relevant if clusterFunction
is of type “K”. When/if findBestK=TRUE
is part of the combination, ks
also defines the range of values to search for the best k (see the details in the documentation of clusterMany
for more).
reduceMethod
These are character strings indicating what choices of dimensionality reduction should be tried. These can indicate any combination of either filtering statistics or dimensionality reductions. The character strings can either refer to built-in methods, meaning clusterMany
will do the necessary calculations and save the results as an initial step, OR the vector can refer to filtering statistics/dimensionality reductions that have already been calculated and saved in the object (see (above)[#dimReduce] for more information). The vector cannot be a combination of these two.
If either a dimensionality reduction or a filtering statistic are chosen, the following parameters can also be varied to indicate the number of such features to be used (with a vector of values meaning all will be tried):
distFunction
These are character values giving functions that provide a distance matrix between the samples, when applied to the data. These functions should be accessible in the global environment (clusterMany
applies get
to the global environment to access these functions). To make them compatible with the standard R function dist
, these functions should assume the samples are in the rows, i.e. they should work when applied to t(assay(ce)). We give an example in the next subsection below.
minSizes
these are integer values determining the minimum size required for a cluster (passed to the mainClustering
part of clustering).
alphas
These are the \(\alpha\) parameters for “01” clustering techniques; these values are only relevant if one of the clusterFunction
values is a “01” clustering algorithm. The values given to alphas
should be between 0 and 1, with smaller values indicating greater similarity required between the clusters.
betas
These are the \(\beta\) parameters for sequential clustering; these values are only relevant if sequential=TRUE
and determine the level of stability required between changes in the parameters to determine that a cluster is stable.
findBestK
This option is for “K” clustering techniques, and indicates that \(K\) should be chosen automatically as the \(K\) that gives the largest silhouette distance between clusters.
removeSil
A logical value as to whether samples with small silhouette distance to their assigned cluster are “removed”, in the sense that they are not given their original cluster assignment but instead assigned -1. This option is for “K” clustering techniques as a method of removing poorly clustered samples.
silCutoff
If removeSil
is TRUE, then silCutoff
determines the cutoff on silhouette distance for unassigning the sample.
clusterMany
tries to have generally simple interface, and for this reason makes choices about what is meant by certain combinations of parameters. For example, in combinations where findBestK=TRUE
, ks=2:10
is taken to mean that the clustering should find the best \(k\) out of the range of 2-10. However, in other parameter combinations where findBestK=FALSE
the same ks
might indicate the specific number of clusters, \(K\), that should be found. To see the parameter choices that will be run, the user can set run=FALSE
and the output will be a matrix of the parameter values indicated by the choices of the user. For parameter combinations that are not what is desired, the user should consider making direct calls to clusterSingle
where all of these options combinations (and many more) can be explicitly called.
Other parameters for the clustering are kept fixed. As described above, there are many more possible parameters in play than are considered in clusterMany
. These parameters can be set via the arguments mainClusterArgs
, subsampleArgs
and seqArgs
. These arguments correspond to the different processes described above (the main clustering step, the creation of \(D\) to be clustered via subsampling, and the sequential clustering process, respectively). These arguments take a list of arguments that are sent directly to clusterSingle
. However, these arguments may be overridden by the interpretation of clusterMany
of how different combinations interact; again for complete control direct calls to clusterSingle
are necessary.
ks |
sequential=TRUE |
seqCluster |
k0 |
- |
sequential=FALSE, findBestK=FALSE, clusterFunction of type ‘K’ |
mainClustering |
k |
- |
sequential=FALSE, findBestK=FALSE, subsample=TRUE |
subsampleClustering |
k |
- |
sequential=FALSE, findBestK=TRUE, clusterFunction of type ‘K’ |
mainClustering |
kRange |
reduceMethod |
none |
transform |
reduceMethod |
nFilterDims |
reduceMethod in ‘mad’,‘cv’,‘var’ |
transform |
nFilterDims |
nReducedDims |
reduceMethod=‘PCA’ |
transform |
nReducedDims |
clusterFunction |
none |
mainClustering |
clusterFunction |
minSizes |
none |
mainClustering |
minSize |
distFunction |
subsample=FALSE |
mainClustering |
distFunction |
alphas |
clusterFunction of type ‘01’ |
mainClustering |
alpha |
findBestK |
clusterFunction of type ‘K’ |
mainClustering |
findBestK |
removeSil |
clusterFunction of type ‘K’ |
mainClustering |
removeSil |
silCutoff |
clusterFunction of type ‘K’ |
mainClustering |
silCutoff |
betas |
sequential=TRUE |
seqCluster |
beta |
Example changing the distance function
Providing different distance functions is slightly more involved than the other parameters, so we give an example here.
First we define distances that we would like to compare. We are going to define two distances that take values between 0-1 based on different choices of correlation.
corDist<-function(x){(1-cor(t(x),method="pearson"))/2}
spearDist<-function(x){(1-cor(t(x),method="spearman"))/2}
These distances are defined so as to give distance of 0 between samples with correlation 1, and distance of 1 for correlation -1.
We will also compare using different algorithms for clustering. Currently, clusterMany
requires that the distances work with all of the clusterFunction
choices given. Since some of the clusterFunction
algorithms require a distance matrix between 0-1, this means we can only compare all of the algorithms when the distance is a 0-1 distance. (Future versions may try to create a work around so that the algorithm just skips algorithms that don’t match the distance). Since the distances we defined are between 0-1, however, we can use any algorithm that takes dissimilarities as input.
Note on 0-1 clustering when subsample=FALSE
We would note that the default values of \(\alpha\) in clusterMany
and RSEC
for the 0-1 clustering were set with the distance \(D\) the result of subsampling or other concensus summary in mind. In generally, subsampling creates a \(D\) matrix with high similarity for many samples who share a cluster (the proportion of times samples are seen together for well clustered samples can easily be in the .8-.95 range, or even exactly 1). For this reason the default \(\alpha\) is 0.1 which requires distances between samples in the 0.1 range or less (i.e. a similarity in the range of 0.9 or more).
To illustrate this point, we show an example of the \(D\) matrix from subsampling. To do this we make use of the clusterSingle
which is the workhorse mentioned above that runs a single clustering command directly; it gives the output \(D\) from the sampling in the “coClustering” slot of ce
when we set replaceCoCluster=TRUE
(and therefore we save it as a separate object, so that it doesn’t write over the existing “coClustering” slot in ce
). Note that the result is \(1-p_{ij}\) where \(p_{ij}\) is the proportion of times sample \(i\) and \(j\) clustered together.
ceSub<-clusterSingle(ce,reduceMethod="mad",nDims=1000,subsample=TRUE,subsampleArgs=list(clusterFunction="pam",clusterArgs=list(k=8)),clusterLabel="subsamplingCluster",mainClusterArgs=list(clusterFunction="hierarchical01",clusterArgs=list(alpha=0.1),minSize=5), replaceCoClustering=TRUE)
plotCoClustering(ceSub,colorScale=rev(seqPal5))
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)
We see even here, the default of \(\alpha=0.1\) was perhaps too conservative since only two clusters came out (at leastwith size greater than 5).
However, the distances based on correlation calculated directly on the data, such as we created above, are also often used for clustering expression data directly (i.e. without the subsampling step). But they are unlikely to have dissimilarities as low as seen in subsampling, even for well clustered samples. Here’s a visualization of the correlation distance matrix we defined above (using Spearman’s correlation) on the top 1000 most variable features:
dSp<-spearDist(t(transformData(ce,reduceMethod="mad",nFilterDims=1000)))
plotHeatmap(dSp,isSymmetric=TRUE,colorScale=rev(seqPal5))
![](data:image/png;base64,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)
We can see that the choice of \(\alpha\) must be much higher (and we are likely to be more sensitive to it).
Notice to calculate the distance in the above plot, we made use of the transform
function applied to our ce
object to get the results of dimensionality reduction. The transform
function gave us a data matrix back that has been transformed, and also reduced in dimensions, like would be done in our clustering routines. transform
has similar parameters as seen in clusterMany
,makeDendrogram
or clusterSingle
and is useful when you want to manually apply something to transformed and/or dimensionality reduced data; and you can be sure you are getting the same matrix of data back that the clustering algorithms are using.
Comparing distance functions with clusterMany
Now that we have defined the distances we want to compare in our global environment, we can give these to the argument “distFunction” in clusterMany
. They should be given as character strings giving the names of the functions. For computational ease for this vignette, we will just choose the dimensionality reduction to be the top 1000 features based on MAD and set K=8 or \(\alpha=0.45\).
Since we haven’t yet calculated “mad” on this object, it hasn’t been calculated yet. clusterMany
does not let you mix and match between uncalculated and stored filters (or dimensionality reductions), so our first step is to store the mad results. We will save these results as a separate object so as to not disrupt the earlier workflow.
ceDist<-makeFilterStats(ce,filterStats="mad")
ceDist
## class: ClusterExperiment
## dim: 7069 65
## reducedDimNames: PCA
## filterStats: var var_makeConsensus.final mad
## -----------
## Primary cluster type: mergeClusters
## Primary cluster label: mergeClusters
## Table of clusters (of primary clustering):
## -1 m1 m2 m3 m4
## 6 15 14 13 17
## Total number of clusterings: 41
## Dendrogram run on 'makeConsensus,final' (cluster index: 2)
## -----------
## Workflow progress:
## clusterMany run? Yes
## makeConsensus run? Yes
## makeDendrogram run? Yes
## mergeClusters run? Yes
ceDist<-clusterMany(ceDist, k=7:9, alpha=c(0.35,0.4,0.45),
clusterFunction=c("tight","hierarchical01","pam","hierarchicalK"),
findBestK=FALSE,removeSil=c(FALSE),dist=c("corDist","spearDist"),
reduceMethod=c("mad"),nFilterDims=1000,run=TRUE)
clusterLabels(ceDist)<-gsub("clusterFunction","alg",clusterLabels(ceDist))
clusterLabels(ceDist)<-gsub("Dist","",clusterLabels(ceDist))
clusterLabels(ceDist)<-gsub("distFunction","dist",clusterLabels(ceDist))
clusterLabels(ceDist)<-gsub("hierarchical","hier",clusterLabels(ceDist))
par(mar=c(1.1,15.1,1.1,1.1))
plotClusters(ceDist,axisLine=-2,colData=c("Biological_Condition"))
![](data:image/png;base64,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)
Notice that using the “tight” methods did not give relevant results (no samples were clustered)
Example using a user-defined clustering algorithm
Here, we show how to use a user-defined clustering algorithm in clusterSingle
. Our clustering algorithm will be a simple nearest-neighbor clustering.
To do so, we need to create a ClusterFunction
object that defines our algorithm. ClusterFunction
objects recognize clustering algorithms of two different types, based on the required input from the user: 01
or K
(see (ClusterFunction)[#ClusterFunction] section above for more). Type K
refers to a clustering algorithm where the user must specify the number of clusters as input parameter, and this is the type of algorithm we will implement (though as we’ll see, in fact our clustering algorithm doesn’t have the user specify the number of clusters…).
First, we need to define a wrapper function that performs the clustering. Here, we define a simple shared nearest-neighbor clustering using functions from the scran
and the igraph
packages.
library(scran)
library(igraph)
SNN_wrap <- function(x, k, steps = 4, ...) {
snn <- buildSNNGraph(x, k = k, d = NA, transposed = FALSE) ##scran package
res <- cluster_walktrap(snn, steps = steps) #igraph package
return(res$membership)
}
Here the argument k
defines the number of nearest-neighbors to use in constructing the nearest neighbor graph.
To create a type K
algorithm, the wrapper must have two required arguments:
- an argument for the input data. This can be
x
if the input is a matrix of \(N\) samples on the columns and features on the rows, or diss
if the input is expected to be a \(NxN\) dissimilarity matrix. Both x
and diss
can be given as parameters if the algorithm handles either one)
- a parameter
k
specifying the number of clusters (or any other integer-valued parameter that the clustering relies on)
Our k
value for SNN_wrap
will not in fact specify the number of clusters, but that is not actually required anywhere. But setting it up as type K
mainly distinguishes it from the 01
type (which expects a dissimilarity matrix taking values between 0 and 1 in its dissimilarity entries, as input). Also setting it up as type K
allows us to use the findBestK
option, where a range of k
values is tried and those with the best results (in silhouette width) is reported.
Our wrapper function should return a integer vector corresponding to the cluster assignments of each sample (see ?ClusterFunction
for information about other types of output available).
clusterExperiment
provides the function internalFunctionCheck
that validates user-defined cluster functions. Among other things, it checks that the input and output are compatible with the clusterExperiment
workflow (see ?internalFunctionCheck
for details). The call to internalFunctionCheck
contains, in addition to the function definition, arguments specifying information about the type of input, the type of algorithm, and type of output expected by the function. This information is passed to clusterMany
and clusterSingle
so that they know what to pass and what to expect from the user-defined method.
internalFunctionCheck(SNN_wrap, inputType = "X", algorithmType = "K",
outputType="vector")
## [1] TRUE
If it passes all checks (returns TRUE
), we can then create an object of the S4 class ClusterFunction
to be used within the package using this same set of arguments. If it fails, it will return a character string giving the error. Among the checks is running the function on a small randomly generated set of data, so the errors may not be about the format of the function, but also whether the series of code runs.
Since we passed the checks, we are ready to define our ClusterFunction
object.
SNN <- ClusterFunction(SNN_wrap, inputType = "X", algorithmType = "K",
outputType="vector")
Now that we have our object SNN
, we can treat our custom method as a base clustering routine to be used in clusterMany
, similarly to how we used kmeans
and pam
earlier. However, unlike before, you should pass the actual object SNN
, and not a quoted version (i.e. not "SNN"
).
In this example, we use clusterSingle
to implement a subsample clustering based on SNN. clusterSingle
is useful if you just want to create a single clustering.
We give SNN
to the subsampleArgs
that will be passed to the subsampling. (Note that to create a consensus clustering from the different subsamplings we use a different function, "hierarchical01"
, that is passed to mainClusterArgs
),
ceCustom <- clusterSingle(
ce, reduceMethod="PCA", nDims=50,
subsample = TRUE, sequential = FALSE,
mainClusterArgs = list(clusterFunction = "hierarchical01",
clusterArgs = list(alpha = 0.3),
minSize = 1),
subsampleArgs = list(resamp.num=100,
samp.p = 0.7,
clusterFunction = SNN,
clusterArgs = list(k = 10),
ncores = 1)
)
ceCustom
## class: ClusterExperiment
## dim: 7069 65
## reducedDimNames: PCA
## filterStats: var var_makeConsensus.final
## -----------
## Primary cluster type: clusterSingle
## Primary cluster label: clusterSingle
## Table of clusters (of primary clustering):
## 1 2 3 4 5
## 29 20 13 2 1
## Total number of clusterings: 42
## Dendrogram run on 'makeConsensus,final' (cluster index: 2)
## -----------
## Workflow progress:
## clusterMany run? Yes
## makeConsensus run? Yes
## makeDendrogram run? Yes
## mergeClusters run? Yes
Similarly, we can use clusterMany
to compute clusters using many different methods, including built-in and custom functions. To mix and match built-in functions, you need to get the actual ClusterFunction
objects that match their names, using the getBuiltInFunction
function.
clFuns<-getBuiltInFunction(c("pam","kmeans"))
Then we will add our function to the list of functions. Note that it is important we give a name to every element of the list, including our new function!
## currently does not work
clFuns<-c(clFuns, "SNN"=SNN)
Now we can give this list of functions to clusterMany
ceCustom <- clusterMany(ce, dimReduce="PCA",nPCADims=50,
clusterFunction=clFuns,
ks=4:15, findBestK=FALSE)
Note that if I call getBuiltInFunction
for only one cluster, it returns the actual ClusterFunction
object, not a list of length 1. To combine it with other functions you need to make it into a list.
Dealing with large numbers of clusterings
A good first check before running clusterMany
is to determine how many clusterings you are asking for. clusterMany
has some limited internal checks to not do unnecessary duplicates (e.g. removeSil
only works with some clusterFunctions so clusterMany
would detect that), but generally takes all combinations. This can take a while for more complicated clustering techniques, so it is a good idea to check what you are getting into. You can do this by running clusterMany
with run=FALSE
.
In the following we consider expanding our original clustering choices to consider individual choices of \(K\) (rather than just findBestK=TRUE
).
checkParam<-clusterMany(se, clusterFunction="pam", ks=2:10,
removeSil=c(TRUE,FALSE), isCount=TRUE,
reduceMethod=c("PCA","var"),
nFilterDims=c(100,500,1000),nReducedDims=c(5,15,50),run=FALSE)
dim(checkParam$paramMatrix) #number of rows is the number of clusterings
## [1] 108 14
Each row of the matrix checkParam$paramMatrix
is a requested clustering (the columns indicate the value of a possible parameter). Our selections indicate 108 different clusterings (!).
We can set ncores
argument to have these clusterings done in parallel. If ncores>1
, the parallelization is done via mclapply
and should not be done in the Rgui interface (see help pages for mclapply
).
Create a unified cluster from many clusters with makeConsensus
After creating many clusterings, makeConsensus
finds a single cluster based on what samples were in the same clusters throughout the many clusters found by clusterMany
. While subsampling the data helps be robust to outlying samples, combining across many clustering parameters can help be robust to choice in parameters, particularly when the parameters give roughly similar numbers of clusters.
As mentioned in the Quick Start section, the default option for makeConsensus
is to only define a cluster when all of the samples are in the same clusters across all clusterings. However, this is generally too conservative and just results in most samples not being assigned to a cluster.
Instead makeConsensus
has a parameter proportion
that governs in what proportion of clusterings the samples should be together. Internally, makeConsensus
makes a coClustering matrix \(D\). Like the \(D\) created by subsampling in clusterMany
, the coClustering matrix takes on values 0-1 for the proportion of times the samples are together in the clustering. This \(D\) matrix is saved in the ce
object and can be visualized with plotCoClustering
(which is just a call to plotHeatmap
). Recall the one we last made in the QuickStart, with our last call to makeConsensus
(proportion=0.7
and minSize=3
).
plotCoClustering(ce)
![](data:image/png;base64,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)
makeConsensus
performs the clustering by running a “01” clustering algorithm on the \(D\) matrix of percentage co-clustering (the default being “hierarchical01”). The alpha
argument to the 01 clustering is 1-proportion
. Also passed to the clustering algorithm is the parameter minSize
which sets the minimum size of a cluster.
Treatment of Unclustered assignments -1 values are treated separately in the calculation. In particular, they are not considered in the calculation of percentage co-clustering – the percent co-clustering is taken only with respect to those clusterings where both samples were assigned. However, a post-processing is done to the clusters found from running the clustering on the \(D\) matrix. For each sample, the percentage of times that they were marked -1 in the clusterings is calculated. If this percentage is greater than the argument propUnassigned
then the sample is marked as -1 in the clustering returned by makeConsensus
.
Good scenarios for running makeConsensus
Varying certain parameters result in clusterings better for makeConsensus
than other sets of parameters. In particular, if there are huge discrepancies in the set of clusterings given to makeConsensus
, the results will be a shattering of the samples into many small clusters. Similarly, if the number of clusters \(K\) is very different, the end result will likely be like that of the large \(K\), and how much value that is (rather than just picking the clustering with the largest \(K\)), is debatable. However, for “01” clustering algorithms or clusterings using the sequential algorithm, varying the underlying parameters \(\alpha\) or \(k_0\) often results in roughly similar clusterings across the parameters so that creating a consensus across them is highly informative.
Consensus from subsets of clusterings
A call to clusterMany
or to RSEC
can generate many clusterings that result from changing the underlying parameters of a given method (e.g., the number of centers in k-means), the dimensionality reduction, the distance function, or the base algorithm used for the clustering (e.g., PAM vs. k-means).
To highlight interesting structure in the data, it may be useful to understand whether a set of samples tends to cluster together across paramter choices of the same method or across very different methods.
clusterExperiment
makes it easy to extract a subset of clusterings and to compute a consensus clustering for any given subset, to help addressing this type of questions, as we have already seen in the section on makeConsensus
.
As an example, assume that we want to explore the role of PCA in the clustering results. We can separately calculate a consensus of those clusterings that used 15 or 50 principal components of the data.
First, we use the getClusterManyParams
function to extract the information on the clusterings performed.
params <- getClusterManyParams(ce)
head(params)
## clusteringIndex
## reduceMethod=PCA,nReducedDims=5,nFilterDims=NA,k=5 5
## reduceMethod=var,nReducedDims=NA,nFilterDims=100,k=5 6
## reduceMethod=PCA,nReducedDims=15,nFilterDims=NA,k=5 7
## reduceMethod=PCA,nReducedDims=50,nFilterDims=NA,k=5 8
## reduceMethod=var,nReducedDims=NA,nFilterDims=500,k=5 9
## reduceMethod=var,nReducedDims=NA,nFilterDims=1000,k=5 10
## reduceMethod
## reduceMethod=PCA,nReducedDims=5,nFilterDims=NA,k=5 PCA
## reduceMethod=var,nReducedDims=NA,nFilterDims=100,k=5 var
## reduceMethod=PCA,nReducedDims=15,nFilterDims=NA,k=5 PCA
## reduceMethod=PCA,nReducedDims=50,nFilterDims=NA,k=5 PCA
## reduceMethod=var,nReducedDims=NA,nFilterDims=500,k=5 var
## reduceMethod=var,nReducedDims=NA,nFilterDims=1000,k=5 var
## nReducedDims
## reduceMethod=PCA,nReducedDims=5,nFilterDims=NA,k=5 5
## reduceMethod=var,nReducedDims=NA,nFilterDims=100,k=5 NA
## reduceMethod=PCA,nReducedDims=15,nFilterDims=NA,k=5 15
## reduceMethod=PCA,nReducedDims=50,nFilterDims=NA,k=5 50
## reduceMethod=var,nReducedDims=NA,nFilterDims=500,k=5 NA
## reduceMethod=var,nReducedDims=NA,nFilterDims=1000,k=5 NA
## nFilterDims k
## reduceMethod=PCA,nReducedDims=5,nFilterDims=NA,k=5 NA 5
## reduceMethod=var,nReducedDims=NA,nFilterDims=100,k=5 100 5
## reduceMethod=PCA,nReducedDims=15,nFilterDims=NA,k=5 NA 5
## reduceMethod=PCA,nReducedDims=50,nFilterDims=NA,k=5 NA 5
## reduceMethod=var,nReducedDims=NA,nFilterDims=500,k=5 500 5
## reduceMethod=var,nReducedDims=NA,nFilterDims=1000,k=5 1000 5
We can select only the clusterings in which we are interested in and pass them to makeConsensus
using the whichClusters
argument.
clusterIndices15 <- params$clusteringIndex[which(params$nReducedDims == 15)]
clusterIndices50 <- params$clusteringIndex[which(params$nReducedDims == 50)]
#note, the indices will change as we add clusterings!
clusterNames15 <- clusterLabels(ce)[clusterIndices15]
clusterNames50 <- clusterLabels(ce)[clusterIndices50]
shortNames15<-gsub("reduceMethod=PCA,nReducedDims=15,nFilterDims=NA,","",clusterNames15)
shortNames50<-gsub("reduceMethod=PCA,nReducedDims=50,nFilterDims=NA,","",clusterNames50)
ce <- makeConsensus(ce, whichClusters = clusterNames15, proportion = 0.7,
clusterLabel = "consensusPCA15")
ce <- makeConsensus(ce, whichClusters = clusterNames50, proportion = 0.7,
clusterLabel = "consensusPCA50")
Analogously, we’ve seen that many visualization functions have a whichClusters
argument that can be used to visually inspect the similarities and differences between subsets of clusterings.
Here we show using this features with plotClustersWorkflow
for the two different consensus clusterings we made.
par(mar=plotCMar,mfrow=c(1,2))
plotClustersWorkflow(ce, whichClusters ="consensusPCA15",clusterLabel="Consensus",whichClusterMany=match(clusterNames15,clusterLabels(ceSub)),clusterManyLabels=c(shortNames15),axisLine=-1,nBlankLines=1,main="15 PCs")
plotClustersWorkflow(ce, whichClusters = c("consensusPCA50"),clusterLabel="Consensus",clusterManyLabels=shortNames50, whichClusterMany=match(clusterNames50,clusterLabels(ceSub)),nBlankLines=1,main="50 PCs")
![](data:image/png;base64,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We can also choose a subset and vary the parameters
wh<-getClusterManyParams(ce)$clusteringIndex[getClusterManyParams(ce)$reduceMethod=="var"]
ce<-makeConsensus(ce,whichCluster=wh,proportion=0.7,minSize=3,
clusterLabel="makeConsensus,nVAR")
plotCoClustering(ce)
![](data:image/png;base64,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)
We can compare to all of our other versions of makeConsensus
. While they do not all have clusterTypes
equal to “makeConsensus” (only the most recent call has clusterType exactly equal to “makeConsensus”), they all have “makeConsensus” as part of their clusterType, even though they have different clusterLabels (and now we’ll see that it was useful to give them different labels!)
wh<-grep("makeConsensus",clusterTypes(ce))
par(mar=plotCMar)
plotClusters(ce,whichClusters=rev(wh),axisLine=-1)
![](data:image/png;base64,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)
Creating a Hierarchy of Clusters and Merging clusters
As mentioned above, we find that merging clusters together based on the extent of differential expression between the features to be a useful method for combining many small clusters.
We provide a method for doing this that consists of two steps. Making a hierarchy between the clusterings and then estimating the amount of differential expression at each branch of the hierarchy.
makeDendrogram and plotDendrogram
makeDendrogram
creates a hierarchical clustering of the clusters as determined by the primaryCluster of the ClusterExperiment
object. In addition to being used for merging clusters, the dendrograms created by makeDendrogram
are also useful for ordering the clusters in plotHeatmap
as has been shown above.
makeDendrogam
performs hierarchical clustering of the cluster medoids (after transformation of the data) and provides a dendrogram that will order the samples according to this clustering of the clusters. The hierarchical ordering of the dendrograms is saved internally in the ClusterExperiment
object.
Like clustering, the dendrogram can depend on what features are included from the data. The same options for clustering are available for the hierarchical clustering of the clusters, namely choices of dimensionality reduction via reduceMethod
and the number of dimensions via nDims
.
ce<-makeDendrogram(ce,reduceMethod="var",nDims=500)
plotDendrogram(ce)
Notice that the plot of the dendrogram shows the hierarchy of the clusters (and color codes them according to the colors stored in colorLegend slot).
Recall that the most recent clustering made is from our call to makeConsensus
, where we experimented with using on some of the clusterings from clusterMany
, so that is our current primaryCluster:
show(ce)
## class: ClusterExperiment
## dim: 7069 65
## reducedDimNames: PCA
## filterStats: var var_makeConsensus.final var_makeConsensus.nVAR
## -----------
## Primary cluster type: makeConsensus
## Primary cluster label: makeConsensus,nVAR
## Table of clusters (of primary clustering):
## -1 c1 c2 c3 c4 c5 c6 c7
## 10 15 13 9 7 5 3 3
## Total number of clusterings: 44
## Dendrogram run on 'makeConsensus,nVAR' (cluster index: 1)
## -----------
## Workflow progress:
## clusterMany run? Yes
## makeConsensus run? Yes
## makeDendrogram run? Yes
## mergeClusters run? No
This is the clustering from combining only the clusterings from clusterMany
that use the top most variable genes. Because it is the primaryCluster, it was the clustering that was used by default to make the dendrogram.
We might prefer to get back to the dendrogram based on our makeConsensus
in quick start (the “makeConsensus, final” clustering). We’ve lost that dendrogram when we called makeDendrogram
again. However, we can rerun makeDendrogram
and choose a different clustering from which to make the dendrogram.
ce<-makeDendrogram(ce,reduceMethod="var",nDims=500,
whichCluster="makeConsensus,final")
We will visualize the dendrogram with plotDendrogram
. The default setting plots the dendrogram where there are color blocks equal to the size of the clusters (i.e number of samples in each cluster).
plotDendrogram(ce,leafType="sample",plotType="colorblock")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA84AAAQ6CAIAAAAa07OOAAAABGdBTUEAALGPC/xhBQAAACBjSFJNAAB6JgAAgIQAAPoAAACA6AAAdTAAAOpgAAA6mAAAF3CculE8AAAABmJLR0QA/wD/AP+gvaeTAAAACW9GRnMAAACsAAAAQQBdlhkfAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAAB3RJTUUH4gofARkZKzskrgAAAAl2cEFnAAAEgAAABIAAw6e9VQAAd4pJREFUeNrt3XuclnPiP/7r7jiddNCRlGarIYdQJFLIKpWUQ2zlkFNyCiHWxhIWy9plI6cVciiksLTkVHJeh5IyptKJolJE0zTN/fvj+n7u3733TNM0M1d3Nc/nH/O45rre9/t+X4e57tdc9/t6X7F4PB7A9m3dunV16tQpvkyNGjXq1atXv379/fffv2vXrr17927RokW6G14+7rzzzquuuirxa926ddesWZPuRpFm77///h133DFv3rxvv/02Pz+/evXq+++//3vvvZfudu1s/vnPf15yySWJX2vVqrVu3bp0NwrYkVRJdwOgfKxfv379+vXff//9V1999cwzz1StWvX888//85//3LBhw3Q3DcrZ3XfffcUVVyTPyc/P//nnn9PdLgBSVUp3AyASGzduHDNmTJcuXRYvXpzutkB5Wrhw4bXXXpvuVgBQIqI2O7Ovv/76qKOO+uWXX9LdECg3M2fO3LBhQ7pbAUCJ6EDCDmmXXXbZe++9E7/G4/G1a9cuWbLkt99+Sym5YMGCq666auzYseluMpSP7OzslDkvvfTSUUcdtWnTpnQ3DYBUojY7pM6dO0+dOjVlZl5e3rRp00aOHPnll18mz3/ggQfOOOOMww47LN2thnKQ8v9k27Zt+/Tpk+5GAVA0HUjYeVSrVq1Xr16ffPLJMccck7Lo73//e7pbB5GoWrVqupsAwGaJ2uxsqlevPnHixPr16yfPfOGFF7777rsiy8fj8ddff/3iiy/ef//9GzduXK1ataZNm3bo0OHKK6+cOXPm5t7l4osvjiXp2LFjOP/9998///zz27ZtW6dOnZo1a2ZmZg4ePPitt97a4qia06dPP/fcc9u2bVuzZs0GDRoccMABN9544/Lly7e4vptryQ8//DBixIj99tuvWrVqn3zySeEXbtiwYcKECeeee+5+++3XuHHjqlWr7rrrrm3btj311FPHjh27evXqkmztzz//fPjw4e3atatdu3aDBg06der0z3/+M7zs+txzzyU37NBDDy17sxctWvSXv/zlD3/4w2GHHda8efPq1au3bNny8MMPP/XUU//6178uWbKkyEb26dMn+b0GDx4cBEFubu7dd999+OGHN2zYsHr16nvuuedJJ500ZcqU5D310UcfDRs2rG3btrvsskuDBg0OP/zwc84555133inJlileKTb+bbfdFrb/rrvuSp4/Z86cxKrl5+dvbUt+/vnnBx988JRTTmndunXdunWrVKmy6667tmvXbtCgQePGjdviwHbb8x7p0qVL8ruce+65QRDk5eU9+uijRx55ZLNmzcJ36dWr17hx49avX1/GfVq6M0l57Qhg+xWH7V7h+xp79OhR/EtuuOGGlJc88MADhYt98cUXxXcs6dmz5zfffFP4hRdddFFysQ4dOuTl5V166aWbq+e000777bffimzqjz/+eMoppxT5qkaNGk2bNu2vf/1r8sy6desW35J4PP7uu+/usssuiZkff/xxypuOGzdujz32KGbF69SpM2rUqLy8vM1t4fXr119yySWxWKzwa9u3b79w4cJnn302eWanTp3K0uz169dfdtlllSoVd3WgSpUqV1111caNG1Oa2rt37+RigwYN+vLLL7Oysoqs5IQTTvjll1/y8/OHDx9e5NoFQXD22WcXfpeSK93G/8tf/hJsyVa1qqCgYMyYMckbvLC6devee++9mzZtKvIA2M73yOGHH55c5pxzzvn+++839/feunXr6dOnF17Ne++9N7lYrVq1ityYpT6TlH1HANs5UZsdQCmidkp37SAIzjzzzJQyr7/++hafjBMEQcOGDT/88MOU16YkxYMOOuj8888vvp4zzjijcDuXL1++zz77FPOq2rVrn3nmmSkfusW0pEOHDrNnz65du3byzOTMmp+fP3To0C2udeiII45YuXJl4Wbn5ub26tWrmBe2bt36wQcfTJ6zxahdTLPz8vJ69uxZwjYPHjw4pbUpwe7ggw9u1KhRMTUMGjRoyJAhxb/L1VdfXYojuSwbv9yj9uWXX17Clpx77rkFBQXJr90h9khK1D7jjDNSvlpJUb169VdffTWlkpJE7bKcScq4I4Dtn6jNDqAUUbugoCAjIyP5JW3atEkusGDBguIvIyVr1KjR8uXLk1+ekhSrVCnRHcYffPBBciWbNm3q1q1bCduQUHzUPuigg44++uiUlyRH7euuu26r3q5Hjx6Fr6UNHz58iy9s0KBB8q/FR+3im33nnXduVZunTp2a/F4pwa5cVK1addmyZVt7JJdl47/xxhsjRowYMWJEhw4dUrbziP+Tn59fwpa89NJLW9WShx56KPnlO8QeSYnaKSeEItWuXXvx4sXJlWwxapfxTFLGHQFs/0RtdgCliNrxeDwzMzP5JVWqVEm+IJRy62SVKlWuvvrq6dOn5+TkvPbaawMGDEh5x1NOOSW58pSkmJCVlXXqqaeec845KXkoNHTo0ORK7rvvvsJl2rVrd8EFF1x44YXt27cv8i2Kj9rVqlUr/JJEZn3//feLbPMVV1wxbty4UaNGdenSpXCBMWPGJL/jRx99VPh7/MzMzHPOOeeiiy7af//9i2x28VG7mGbn5+c3bdo0eX6NGjXOO++8sWPHTpgw4b777jv++ONTXjho0KDk9yoy2NWpU6dXr15Dhw5NCWTJdtlll969ew8dOrRz586Flz733HNbdRiXy8aPx+MjRoxILrDPPvuU4m/qiCOOSK6katWql19++csvvzxjxoznnnvuwgsvrFGjRnKB5s2bJ0L/jrJHNlfP7373uyFDhlx22WVFXuQ+8cQTkyvZYtQu45mkLDsC2CGI2uwAShe1C3/Q/vzzz+GiTz/9NGVRePdVsltuuSW5QCwWy8nJSSwtHLVr1qw5fvz4RJovKCh4+OGHU8rst99+iRry8/P33HPPlAK33XZb8v8D99xzT+G+sMVH7VClSpVOO+2022+//emnn77//vu///77sHDhDHTGGWckdyIvKCj461//mvKme+65Z3LPhFNPPTWlkvPOOy+5wNixYytXrpxSpvioXUyz33vvvZRiKZdI4/H4WWedlVygffv2yUsLB7uDDjpo0aJFiQKPPPJI4cZ06tRp6dKliTIPPPBASoEbb7xxqw7jctn48fKI2r/99lvKP0v33ntvSpnCg2l+8skn4aIdZY8UGbWvuOKK5Gv/zz//fM2aNZMLxGKxhQsXJgoUH7XLeCYp444AdgiiNjuA0kXtwvcaJj5BU/o/FFlbfn5+mzZtkotdd911iaWFk2Lhq4/xeDylU0TDhg0Ti1577bWUGi6//PLCNRTucrDFqN24ceNPP/20cFU//vhjSsmOHTsW2fWzcH/iadOmhYtWr16d0lvm6KOPLlxJ4dEVtxi1N9fslP9YMjMzC5f5xz/+kVymefPmyUtTgl0sFvv8889TamjdunVymcqVK3/11VfJBQoKClL+NSqy8/3mlMvGD5U9ai9YsCDlLR588MHCxfbZZ59dk0yePHnH2iOFo/aAAQMKN/Vf//pXSrGbb745sbT4qF3GM0kZdwSwQzDYHzutwp0cEtcL33333eT5Rd7hV7ly5R49eiTPmTFjxubeq2rVquFQYilSBiVI/p/hrbfeSl5UvXr1q666qnANw4cPT/kGeYvuuOOOAw88sPD8wmOi3XjjjUUO6XDttdem5Onp06cnNl3KiHLXXHNN4UqGDh262267lUuz//CHP/yYpPB1xNzc3BdffDF5TrzYoRXbtGlTuHNOq1atkn/dZ599kh9HGgRBLBZLKbNVT2csl41fXmrVqpUy59JLLz3nnHPefvvtvLy8xMwvv/xyZZITTjghnL/j7pE//elPhWcOGjQoZUCYwpftN6eMZ5Iy7ghgh+Bpkey0Cg+kveuuuwZBsGnTps8//zx5/vDhw0tyn1/YdbjIeNSmTZsiexs3a9asmNqSfz300EOLLNyoUaMuXbq8/vrrJVzrsA9GkYu++OKL5F+rVKly7LHHFlmyZcuW++67b/JW+uyzz8KJjz76KLlk7dq1Cz8wKAiCjIyMAQMGlPzJQcU0u2bNmilf8W/atCknJ2f27Nlz5syZPXv2hx9+uHTp0hK+URAEKZ34Ew3Y2jJbpVw2fnlp2LBh48aNf/jhh8Sc3Nzcf/3rX//617/CHXrcccf16NGjZcuWRb58B90jrVq12m+//QrPr1at2nHHHZc8YE4JN3jZzyRl3BHADkHUZqf1/fffJ/9arVq1MB+sWbNmq65HJqxfv37dunVFjuq1uQvPxUSB5M/XYDNJIpRy6a54LVq0qF69epGLVq5cmfzrnnvuWczAKZmZmckxIvHaFStWJBdr2bLl5oY6TvnSvNTNTvj6669ffPHF11577d13383NzS155Sm2+EYlLLNVymXjl5dKlSpdf/31F198ceFF69atmzx58uTJk4MgaNeuXc+ePc8444zN3aG7Y+2RYv6OUhatWrVqc/9UJyv7maS8dgSwPdOBhJ1TPB5PuaqdmZkZfnauWbOm1NWuWrWqvFq4du3a5F+Luf7dvHnzklcbXrkv0s8//5z8a/EdPHbffffkX3/66aeUiSKLJduqS3HFNDsIgl9//fXKK69s167d1VdfPW3atLKkunQpl41fji666KKHH344ZSDzFF999dXf/va3Aw444Nhjj035x3VH3CPF/ImlbPC8vLzk/hubUy5nkjLuCGD756o2O6d58+alPGk5cY9U4eF1BwwYUPzT+xKK/0TcKilVpVwtTpZy/bvUUkb/3dyT6kMpz4RPXMtP2XrFPL+98I2ApROPx08++eTC4zBUqlSpdevWHTp0+P3vf//jjz+OHDmyXN4uIuWy8cvXOeecc+qppz7zzDOPPvro+++/X0x36tdff71Tp06fffZZ+B/RDrpHigmpKRu8evXqRfYHS1FeZ5JS7whghyBqs3NKeSp4kHSHYsqjVYIg6Nu376BBg7ZxCxs2bJj8a+GxCBLmz59fLu+Y8vH87bff5ufnb64bQ05OTpGtrV+/fvL8hQsXbu7tvvnmm3Jp9tNPP52S6vr27Tts2LAuXbok8srdd99dLu8VnXLZ+OWudu3a55577rnnnvvDDz/8+9//fumll1577bVff/21cMklS5bceuutd911V7DD7pFijtWUDd6oUaMt9h4JyvVMUrodAewQdCBhJ/TTTz+l3JBXrVq1Pn36hNM1atRI+fo+Ozt72zfyoIMOSv71gw8+KPLq9Zo1a0o+HkLxUjp65ufnb+5uy0WLFqU82T7xYJq2bdsmz1+1alXKnWGhgoKCV155pVyaPWXKlORfe/bsOXny5J49eyZfF0yJStuhctn40WncuPGQIUMmTZq0cuXKV1555YILLij8BMTE8JQ76B5ZuHDh7NmzC8/Py8v7z3/+kzynyOdPFRbFmWSrdgSwQxC12dnk5eWddtppKd1bBwwY0Lhx48SvKU9oe/XVV4v80nbZsmXvJkkZfKOMUtqwfv36v/71r4WL/eMf/0jp1V1qhR8Cf/311xe54jfddNPGjRuT53Tv3j2cSBm+MAiClCd0hCZOnFhkBC+FefPmJf/aqVOnlCuO69ate/7558vlvaJTLhu/vPTv3/+AJMljYGdkZBx33HH333//4sWLU97322+/DSd23D0yevTowjPHjRu3aNGi5Dldu3YtYYVlPJOUcUcAOwRRm53Hxo0b//Of/xxyyCEpV31isVjKCFwnnXRS8q8ff/zxhAkTUmrLzc3t37//EUlKPnRdSfTq1SulY8Bdd9111113JX9U33///UWGg9Jp1KhRyri/n3zyyZlnnpncqb2goODmm29+9NFHk4u1aNEikRTbt2+f8tyQ5557LiU1Tpw48bzzziuvZqeMvzF9+vSCgoLEr7m5uZdeemkxPd23E+Wy8cvL+vXrv0hy5513Fu5YX7du3Xbt2iXPSfSX2HH3yLPPPnvllVcmDxsyYcKElJNDtWrVSt4JpIxnkjLuCGCHoK82O6T333//0EMPTfwaj8d/+eWXJUuWrFu3rnDhSy+9tGPHjslz+vfv36pVq+S+m4MGDfrkk0/69u3bokWLX3755aOPPvrHP/6R/HVzLBZLeUpfGVWvXv2SSy654YYbktfiyiuvfOyxx4444ohYLPbee++V+4DK1113XUq/jieeeOLDDz/s1avXfvvtN3/+/GnTphW+eP/HP/4xcZdY5cqVL7zwwquvvjq5wOjRoydNmtStW7dKlSp9+OGHKUOGl1Hz5s2TbyJ86623jj766JNPPrlOnTrZ2dkvvPDC3Llzy3crRaTsG7+8HH/88cldJpYuXXrooYcOGzasffv2derUyc3NXbZs2auvvvrkk08mvyrRrWKH3iN33XXXlClTunbtussuu7z//vsffvhhSoEzzjijSZMmJaytjGeSMu4IYMeQ7sdVwpYVfjB7ye21116//vpr4TrfeOONktz5lHDNNdckvzzlueIdOnQosuX3339/crHq1asnL12/fv1ee+21tWtU/IPZN9eShGuuuWar3q5v376bNm1KaXbKZbaSKP7B7MU0O/m/kRJq1qxZcg0pjwE/4YQTCr9LyvP8Tj311MJlUr7HHzRo0NYeyWXf+PHyeDD72rVrSzhQRrLXXnttx9ojhR/MXpJ2hoNqJxT/YPZ42c4kZdwRwA5BBxJ2Zu3bt3/rrbdSnmwXOvroo8eMGVPCp81dcMEFRfZILqOMjIwXX3yxadOmxRfLysoqxze9+eabi3yGfJGOPfbYJ554ImUrZWRkTJgwoVGjRsW8MBaLpUSlUrvkkkuKH4IjIyPj7LPPTp6zYsWKIkdvSLuyb/xyscsuu0yYMKFevXolf8kVV1zx+9//PpzeQfdIv379ih+ivn79+i+++OLWds8oy5mkjDsC2CGI2uycMjIyrrrqqnfeeaeYIDts2LCXX365mMc0BkHQvn37Z5555v77748i8QRB0KZNmxkzZqTcXJVQtWrVO+64o+ThrCQqV6784IMPPvLII8U8fSYIgnr16t1yyy2vvPJK4QEQgiDYd999p0+fvrkvsuvXrz9x4sTyavauu+46derU3/3ud0Uubd++/YwZM84555zkmQUFBffcc085brTyUi4bv1x07tz5ww8/7Nmz5xZLNmjQYMyYMXfeeWdizg66R3bdddfJkydvLm0fdNBB06dPT+lpVkJlOZOUZUcAOwR9tdlJZGRk1K9fv0GDBgcccEC3bt369OlTzMPhEo477rh58+Y9//zzr7zySjjc3vr165s3b96yZcvWrVuffvrpXbp02apvh0uhdevWb7/99ssvv/zkk09+8skn3333XbVq1Zo3b37ssccOHTp0r732KvcP11gsdvbZZw8aNGjSpEmvv/56uOJr1qzZZZddGjZseNBBBx1zzDEDBgwoPufttddeH3744fPPPz9hwoT//ve/33//fUZGRsuWLY8//vjhw4c3btz4ueeeK68Gd+jQ4auvvnrooYdeeOGFb775Zvny5Y0bN+7YseNpp5128sknV65ceePGjU2aNEm+Fe+6664766yzSnIMbGPlsvHLRdu2bV999dU5c+a88MILX3311bJly7777rtly5ZVrVq1efPmu++++x577HH00Uf37du38DN0dtA90qFDh88//3zMmDGTJ0/+9ttv161b16xZswMPPPAPf/hD2OxS11yWM0lZdgSw/YvFN/9gKoBSGzdu3JAhQxK/dunSZcaMGeluFBVIly5dZs6cmfj1nHPOefjhh9PdKKDC0YEEiETKuNrb4QVmAIiaqA1shdmzZ7f+XylDNIR++OGHZ555JnnOgQcemO62A8C2pq82sBX23HPP7777LvnBKzfccEPnzp2T7ydbuHDhmWeemdxPt1KlSqecckq62w4A25qoDWyFOnXqXHDBBXfffXdizk8//dSpU6fjjjvugAMOKCgo+Oqrr/7zn//k5uYmv2r48OGtW7dOd9sBYFsTtYGtc+utt37xxRdvvvlmYk5BQcG///3vf//730WW79+//2233ZbuVgNAGuirDWydjIyMqVOn3nTTTbVr1y6+ZP369e+9995nn3223B8tDgA7BFe1ga1WtWrVUaNGXXLJJVOmTJk+ffqSJUsWL168ZMmSTZs27bLLLs2bNw/Hhz7hhBNq1KiR7sYCQNoYVxsAACKhAwkAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRqJLuBgBAuv05lu4WwM7iz/F0t2D74qo2AABEQtQGAIBIiNoAABAJURsAACIhagMAQCREbQAAiISoDQAAkRC1AQAgEqI2AABEQtQGAIBIiNoAABAJURsAACIhagMAQCREbQAAiISoDQAAkRC1AQAgEqI2AABEQtQGAIBIiNoAABAJURsAACIhagMAQCREbQAAiISoDQAAkRC1AQAgEqI2AABEQtQGAIBIiNoAABAJURsAACIhagMAQCSqpLsBAABUREuXLn3//ffLq7ZYLHb00Uc3aNAg3av1P0RtAADSYNCgQdOnTy/HCgcPHvzEE0+ke7X+h6gNAEAarFmzJgiCGq0OjFWvVcaqNq1bvWHpV2GF2xVRGwCAtKl31DnVGu9ZxkrW53z0w3M3pXEtXn755TVr1vTv379Wrf/5t0HUBgCA0vvhhx/69eu3adOmJUuWpERtI5AAAEDpjR8/ftOmTUUuErUBAKCUZs+ePWrUqM0t1YEEAAC2QjweX7p06Zw5c5577rknn3wyNzd3cyVFbQAA2Aq9e/d+9dVXS1JSBxIAACq63NzcMWPGdO/evWnTphkZGVlZWb17937ssceK7ISdl5dXwmpd1QYAoEKbNWtWv379Fi5cmJiTnZ2dnZ39yiuv3HXXXRMnTtxrr72Syz///PMbN25M/DpgwIC33nqryJpFbQAAKq7s7OyuXbuuXbs2CIIWLVp069atbdu2ixYtmjRp0urVq2fPnt2jR48vv/yyTp06iZfUrVs3uYZq1aptrnIdSAAAqKDi8fiZZ54Z5uyBAwfOmzfv8ccf/9Of/vTQQw/l5OR069YtCILFixePHTu2dPWL2gAAVFBvv/32Bx98EARBhw4dxo8fX6NGjcSi+vXrP/XUU1WqVAmCYNq0aaWrX9QGAKCCmjBhQjhxzTXXxGKxlKW77bbb8ccf36RJk5ycnPz8/FLUr682AAAV1MyZM8OJXr16FVlg0qRJZanfVW0AACqoJUuWBEHQqFGjmjVrRlG/qA0AQEUUj8fDGyKbNWsW0VuI2gAAVESxWCy8D3L16tURvYWoDQBABdWkSZMgCJYtW1byB0BuFVEbAIAKqlOnTkEQxOPx6dOnF1ngoosuisVisVhs/vz5pahf1AYAoILq169fOHHTTTfF4/GUpbm5uZMnTw6CoGXLlpmZmaWoX9QGAKCCOumkk8IMPWPGjAsuuGDDhg2JRRs3bhw2bNh3330XBMGJJ55YeNTtkjCuNgAAFVTVqlXHjx9/5JFH5uXlPfjgg9OmTevWrVtWVtaKFSumTJmyYMGCIAjatWs3evTo0tUvagMAUHF17tx56tSpAwYMWLly5YIFC8J4ndCxY8fx48fXqlWrdJWL2gAAVGhHHXVUTk7O2LFjX3zxxa+//nrdunWZmZlZWVn9+/cfPHhwpUql73EdK9wBHEiv9u3bz5o1K92tgB1SvXr1/v3vfx922GFb97I/l6YLJlCEP29FsAw/76o2bBGrUq2Mb1uw4df8n77v06fPSy+9lO5N8D9c1YbtzuLFi9PdBNhRrV+/PqLBcYFy16JFi1mzZm1cWW6fei1atEj3OqUStWG7s9tuu61Zs2bOnDnt2rVLd1sAICrPPvvsnDlzyqu2jIyMrKysdK9TKlEbAIA0yMjI6NChQ7pbES3jagMAQCREbQAAiISoDQAAkRC1AQAgEqI2AABEQtQGAIBIiNoAABAJURsAACIhagMAQCQ8LRIAgDQYOXLkQw89VF61xWKxG2644dJLL033av0PURsAgDSYOnXqTz/9VI4Vvv7666I2AAD8P1l/zKyxe/UyVrL2y3UL71+y7Ru/bt26nJyc7OzsX375pVmzZoceemiDBg2SC4jaAACkTeUalSrXqlzWSqpv6/sPZ86ced11173zzjvJM2OxWO/evW+++eb27duHc9wWCQAAW+Hxxx/v1q1bSs4OgiAej7/88suHHHLIk08+Gc4RtQEAoKRmz5593nnnbdq0KQiCo48++s033/zhhx++//77f//73507dw6CIC8v76yzznr//fcDURsAAErulltuycvLC4Jg0KBBr7/++lFHHdWoUaOmTZv26tXr3XffPeuss4IgyM/Pv+KKKwJRGwAASmjDhg1TpkwJgiAjI+P222+vVOl/snSlSpXuvffexo0bB0HwwQcffPvtt6I2AAAVXW5u7pgxY7p37960adOMjIysrKzevXs/9thjYUeRhM8++yw3NzcIgsMPP3z33XcvXE/t2rUPP/zwcPqrr74yAgkAABXarFmz+vXrt3DhwsSc7Ozs7OzsV1555a677po4ceJee+0Vzl+6dGk4sc8++2yutqZNm4YT+fn5ojYAABVXdnZ2165d165dGwRBixYtunXr1rZt20WLFk2aNGn16tWzZ8/u0aPHl19+WadOnSAIDjjggCeeeCIIgoMOOmhzFX722WfhxF577SVqAwBQQcXj8TPPPDPM2QMHDnz44Ydr1KgRLrrjjjv69+//zjvvLF68eOzYsVdddVUQBK1bt27dunUxFb799tsffPBBWPJ3v/udqE1x1qxZM3To0DZt2oT/ybFtrFy5Mt1NAIAKIZGMO3ToMH78+FgsllhUv379p556qmXLlvn5+dOmTQujdvHmzJlzyimnhNOjRo2qXLmyqE1xrr/++okTJ6a7FRXUihUr2rVrl+5WAMDObMKECeHENddck5yzQ7vtttvxxx//3nvv5eTk5OfnV6my2eS8cePGMWPGXHvtteFNk0OGDBk8eHDgwewULysrKwiC9u3b9+zZM91tqUAeeeSRlStXNmnSJN0NAYCd3MyZM8OJXr16FVlg0qRJxdcQPiHyqquu+vrrr8M5Q4YMefDBB8NxAEVtilO9evUgCA4++ODbbrst3W2pQF566SV9SABgG1iyZEkQBI0aNapZs2YpXj5//vyhQ4e+8cYb4a9NmzYdO3bsCSeckChgXG0AACqieDwe3hDZrFmzrX3tpk2b7rnnnv333z/M2bVr177hhhuys7OTc3bgqjYAABVTLBarUaPG+vXrV69evVUv3LBhQ79+/aZOnRoEQaVKlS688MJRo0aFD4lM4ao2AAAVVHhn1LJly/Ly8kr4kk2bNg0aNCjM2fvss88HH3yQeBh7YaI2AAAVVKdOnYIgiMfj06dPL7LARRddFIvFYrHY/Pnzwzm33Xbb888/HwTBMccc8/777x988MHF1C9qAwBQQfXr1y+cuOmmm+LxeMrS3NzcyZMnB0HQsmXLzMzMIAg2bNhw7733BkGw++67P/fcc1t88IioDQBABXXSSSeFGXrGjBkXXHDBhg0bEos2btw4bNiw7777LgiCE088MRx1+/nnn1+xYkUQBBdffHHdunW3WL/bIgEAqKCqVq06fvz4I488Mi8v78EHH5w2bVq3bt2ysrJWrFgxZcqUBQsWBEHQrl270aNHh+Xff//9cOLJJ58Mu2sX4+GHHxa1AQCouDp37jx16tQBAwasXLlywYIFYbxO6Nix4/jx42vVqhX+mlj65ZdfbrHmdevWidoAAFRoRx11VE5OztixY1988cWvv/563bp1mZmZWVlZ/fv3Hzx4cPjcx1BKEN8iURsAgLT56ZOff53/WxkrWb90QxlrqFu37siRI0eOHFl8sblz525VtaI2AABpULVq1SAIvp/yQ/lWuF0RtQEASIPbb7/92WefLTzEXulkZGScccYZ6V6nVKI2AABp0L179+7du6e7FdEyrjYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAETC0yIBAEiDmTNnvvTSS+VVWywWGzRo0L777pvu1fofojYAAGlw2WWXffLJJ+VYYXZ29vPPP5/u1fofojYAAGmQl5cXBMFlhwZNa5e1qnkrg3Gf/78KtyuiNgAAaTPkgGD/JmWt5OXsYNzn27TZq1ateuCBB1599dV58+atXbt29913b9u27f7773/eeee1bds2UUzUBgCArfCf//zntNNOW7NmTWLOt99+++2337722mt33333LbfcMnLkyHC+qA0AACU1a9asfv365ebmBkGQmZnZvXv3zMzM5cuXv/XWW7Nmzdq0adM111xTr169oUOHBqI2AACU3NVXXx3m7LPPPvuf//xnjRo1wvmbNm265ZZbbrjhhiAIrr322sGDB9eqVUvUBqCie/qEJeluAuwk/pDuBkRtzZo1//nPf4Ig2G233e69995Ezg6CoHLlyqNGjfrPf/7z3nvv/fTTT2+99VafPn08wgYAAEpk7ty54cSAAQNq1qyZsjQWix177LHh9Lx58wJPiwQAgNzc3DFjxnTv3r1p06YZGRlZWVm9e/d+7LHHNm3alFwsEbXbtGlTZD2NGzcOJzZu3Bjoqw0AQAUX3um4cOHCxJzs7Ozs7OxXXnnlrrvumjhx4l577RXO7969+1tvvRUEwT777FNkVdnZ2eFE69atA1EbAICKLDs7u2vXrmvXrg2CoEWLFt26dWvbtu2iRYsmTZq0evXq2bNn9+jR48svv6xTp04QBC1btmzZsuXmqvrkk08eeOCBIAgaNmzYu3fvQNQGAKDCisfjZ555ZpizBw4c+PDDDyfudLzjjjv69+//zjvvLF68eOzYsVdddVWRNTz77LPLly9fvXr1W2+99c477wRBUKNGjYkTJ4Y9uUVtAAAqqLfffvuDDz4IgqBDhw7jx4+PxWKJRfXr13/qqadatmyZn58/bdq0zUXtYcOGrVq1KvFrhw4dnn322VatWoW/ui0SAIAKasKECeHENddck5yzQ7vtttvxxx/fpEmTnJyc/Pz8klT43//+d8iQIV999VX4q6gNAEAFNXPmzHCiV69eRRaYNGnS8uXL58+fX6VK0Z1BVq5cmZ+f/+2337766qu///3vgyB45513unbtOmfOnEDUBgCgwlqyZEkQBI0aNSo8SHbJVa5cuWXLlj179nzttdeGDx8eBMGqVatGjRoViNoAAFRM8Xg8vCGyWbNm5VXnbbfdVqtWrSAIJk+enJeXJ2oDAFARxWKxcLyR1atXl/AlU6dOffnll994443NFcjIyNhvv/2CIIjH40uXLjUCCQAAFVSTJk2+/fbbZcuW5eXlVatWbYvlr7322s8//7xatWrr1q2rWrVqkWUSt1fG43FXtQEAqKA6deoUBEE8Hp8+fXqRBS666KJYLBaLxebPnx8EQYcOHYIgyMvLmzdvXpHlCwoKwhsiK1eu3KxZM1EbAIAKql+/fuHETTfdFI/HU5bm5uZOnjw5CIKWLVtmZmYGQdCxY8dw0d/+9rciK3zkkUd+/vnnIAi6dOlSs2ZNURsAgArqpJNOCjP0jBkzLrjggg0bNiQWbdy4cdiwYd99910QBCeeeGLYLeTEE08Mu3ePGzfu3nvv3bRpU6J8PB6fNGnSlVdeGf4aTuirDQBABVW1atXx48cfeeSReXl5Dz744LRp07p165aVlbVixYopU6YsWLAgCIJ27dqNHj06LN+4ceObb755xIgRQRBceumlDzzwwKGHHtqiRYvvv//+v//978cffxwWO+ecc3r37h2I2gAAVGSdO3eeOnXqgAEDVq5cuWDBgjBeJ3Ts2HH8+PHh+H2hyy+/fN26dX/+85/j8ficOXPCntkJsVjs6quvvvnmm8Or4KI2AAAV2lFHHZWTkzN27NgXX3zx66+/XrduXWZmZlZWVv/+/QcPHlyp0v/0uI7FYtdff/3JJ5/88MMPz5kzZ/78+YsXL65du3ZmZuZRRx01dOjQ1q1bJwqL2gAApE37seluQRAEQVC3bt2RI0eOHDmyhOXbtWu3uTsjk7ktEgCANOjWrVs51paRkXHEEUeke51SuaoNAEAa3HPPPffcc0+6WxEtV7UBACASojYAAERCBxLYTv38888//fRTulsBO5gqVarUqVMn3a0A+H9EbdjuLF26NAiCzp07p7shsOOpVKnSK6+80qNHj3Q3BCAIRG3YDu27774fffRR7dq1w9HvgZKrV69ew4YN090KgP9H1IbtzsyZM9PdBACgHLgtEgAAIiFqAwBAJERtAACIhL7aAACkwcaNG5csWVJetcVisZYtW1aqtH1dRxa1AQBIg1NPPfWFF14oxwqHDx/+97//Pd2r9T9EbQAA0mD+/PlBENSuXr9SrKyJNL9gw295P4cVbldEbQAA0qb3PpfsWqt5GSv5dvWsV+b8M70rEo/Hn3vuuQ0bNhx99NG77bZbOFPUBgCAsvrHP/5x+eWXB0Hw6quvJqL29tVzHAAAdjiffPLJ1VdfXXi+qA0AAKW3du3aU089dePGjYUXidoAAFBK8Xj8/PPPX7BgQZFLRW0AACilhx56aOLEiUEQ7L333oWXitoAAFR0ubm5Y8aM6d69e9OmTTMyMrKysnr37v3YY49t2rSpmFfNnj17+PDhQRCce+65ffv2LVxA1AYAoEKbNWtWu3btLr744jfffHPFihUbNmzIzs5+5ZVXzjrrrAMPPHDevHlFvurXX38dMGBAbm7u3nvvvblH5xjsDwCAiis7O7tr165r164NgqBFixbdunVr27btokWLJk2atHr16tmzZ/fo0ePLL7+sU6dOygsvvvjiefPmZWRkTJgwoVatWkVW7qo2AAAVVDweP/PMM8OcPXDgwHnz5j3++ON/+tOfHnrooZycnG7dugVBsHjx4rFjx6a88Iknnhg3blwQBH//+9/322+/zdUvagMAUEG9/fbbH3zwQRAEHTp0GD9+fI0aNRKL6tev/9RTT1WpUiUIgmnTpiW/6uuvvx42bFgQBKeccsr5559fTP2iNgAAFdSECRPCiWuuuSYWi6Us3W233Y4//vgmTZrk5OTk5+eHM3NzcwcMGPDrr7/uueeeDz74YOFXJdNXGwCACmrmzJnhRK9evYosMGnSpJQ5V1xxxaxZs6pUqfL000/Xq1ev+Ppd1QYAoIJasmRJEASNGjWqWbNmSco/99xz999/fxAEt9xyy6GHHrrF8qI2AAAVUTweD2+IbNasWUnKr1279txzzw2C4Nhjj73yyitL8hIdSAAAqIhisViNGjXWr1+/evXqkpT/5Zdfwmj+2muvVa5ceXPFjjvuuHBi0KBBrmoDAFBBNWnSJAiCZcuW5eXlRVG/q9oAVHTXTvwi3U2AncQfDmye7iZsnU6dOn377bfxeHz69OnHHHNM4QIXXXTRfffdFwRBTk5Oo0aNbrjhhs1VNW3atPAmy0GDBrVu3ToIgv3331/UBgCggurXr1843t9NN93UvXv3lJH7cnNzJ0+eHARBy5YtMzMzY7HYn//8581VlZubG0btwYMH9+zZM5ypAwkAABXUSSedlJmZGQTBjBkzLrjggg0bNiQWbdy4cdiwYd99910QBCeeeGLx42dvjqvaAABUUFWrVh0/fvyRRx6Zl5f34IMPTps2rVu3bllZWStWrJgyZcqCBQuCIGjXrt3o0aNLV7+oDQBAxdW5c+epU6cOGDBg5cqVCxYsCON1QseOHcePH1+rVq3SVS5qAwBQoR111FE5OTljx4598cUXv/7663Xr1mVmZmZlZfXv33/w4MGVKpW+x7WoDQBA2nyy+N/Vq5TymnHCug2rylhD3bp1R44cOXLkyFLXcNttt912220pM0VtAADSoE6dOkEQzF/53/KtcLsiagMAkAZPPPHE66+/Xl61ZWRk9OjRI93rlErUBgAgDVq1anX++eenuxXRMq42AABEQtQGAIBIlLIDydChQ8ePH9+oUaPKlSunexWI0C+//BIEwZIlS9LdEACAHU8po/Z//vOf3377bdGiReluP9vCqlVlHUAHAKACKmXUbteu3aJFix555JEjjzwy3atAhCZMmPDHP/7xgAMOSHdDAAB2PKWM2rFYLAiCpk2bZmZmpnsViFCjRo3S3QQAgB2V2yIBACASojYAAERC1AYAgEh4WiQAAGnw6KOPPvXUU+VVWywWGz58eO/evdO9Wv9D1AYAIA3uueeezz//vBwrrFGjhqgNAABBQUFBEAQXHty0ae2qZazq61W5T876MaxwuyJqAwCQNlkNa+xZr3oZK8nbFE/3ehTNbZEAALAVLr/88tiWvPvuu4GoDQAAWyU7O7uEJXUgAQCArRBG7Tp16hx00EGbK1O3bt1A1AYAgJLbuHHjwoULgyD4/e9///zzzxdfWAcSAAAoqYULF27atCkIgnbt2m2xsKgNAEBFl5ubO2bMmO7duzdt2jQjIyMrK6t3796PPfZYmKqTffPNN+HE3nvvvcVqdSABAKBCmzVrVr9+/cJuIaHs7Ozs7OxXXnnlrrvumjhx4l577ZW8KJwoSdR2VRsAgIorOzu7a9euYc5u0aLF6aefPnr06HPPPbdBgwZBEMyePbtHjx6//PJLonx4VTsWizVv3vwvf/nLEUcc0aRJkxo1amRmZp5xxhnTpk2Lx///Qb5d1QYAoIKKx+Nnnnnm2rVrgyAYOHDgww8/XKNGjXDRHXfc0b9//3feeWfx4sVjx4696qqrwvnhVe0qVarss88+P/74Y6KqhQsXLly48IknnujTp8/jjz9ev379wFVtAAAqrLfffvuDDz4IgqBDhw7jx49P5OwgCOrXr//UU09VqVIlCIJp06Yl5odRe+PGjT/++GOrVq2GDRt2/fXXn3HGGYm7JF9++eXjjjsuNzc3cFUbAIAKa8KECeHENddcE4vFUpbutttuxx9//HvvvZeTk5Ofn1+lSpX169cvWbIkXHrjjTf+8Y9/DLN4EATxePzRRx+97LLLfvnllw8//PCvf/3rqFGjRG0AACqomTNnhhO9evUqssCkSZOSf12/fv0NN9wQBEG7du0GDBiQvCgWi5199tmbNm06//zzgyC4++67r732WlEbAIAKKrxE3ahRo5o1a5akfIMGDf785z8XU+Ccc8658847s7Ozf/rpp48//lhfbQAAKqJ4PB7eENmsWbPyqrNSpUodOnQIpxcsWCBqAwBQEcVisfA+yNWrV5djtZmZmeHEb7/9JmoDAFBBNWnSJAiCZcuW5eXllaT80qVLv/3220WLFhVTZtmyZeFE48aNRW0AACqoTp06BUEQj8enT59eZIGLLrooFovFYrH58+cHQXDllVe2atVqzz33/Oyzz4osH4/HP//883C6Q4cOojYAABVUv379wombbrop+SmPodzc3MmTJwdB0LJly7BbyMCBA8NFt912W+HyQRBMmjQpjNqHHHJI8+bNRW0AACqok046KczQM2bMuOCCCzZs2JBYtHHjxmHDhn333XdBEJx44onhqNs9e/Zs3LhxEAQTJ04cNWpUcreTeDw+efLkCy64IPz1pptuCjzCBgCACqtq1arjx48/8sgj8/LyHnzwwWnTpnXr1i0rK2vFihVTpkxZsGBBEATt2rUbPXp0WL5atWr333//SSedFATBLbfc8tRTTx177LG77bbbsmXLPvvss48//jgsdtVVV/Xo0SMQtQEAqMg6d+48derUAQMGrFy5csGCBWG8TujYseP48eNr1aqVmHPiiSc+/vjjl1122erVqxcuXPjAAw8kl69Wrdro0aOvuuqq8FdRGwCAtFmydsOmgngZK/l+XYnGD9mco446KicnZ+zYsS+++OLXX3+9bt26zMzMrKys/v37Dx48uFKl1B7Xp59+er9+/e67777XXnvt22+/Xbp0ac2aNTMzM3v06DFs2LA99tgjUVLUBgAgDcLez3e+9135Vlg6devWHTly5MiRI0tYvk6dOiUpL2oDAJAGQ4cOfeSRR8qrtoyMjDPPPDPd65RK1AYAIA2GDRs2bNiwdLciWgb7AwCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASHhaJAAAabB06dL333+/vGqLxWJHH310gwYN0r1a/0PUBgAgDQYNGjR9+vRyrHDw4MFPPPFEulfrf4jaAACkwZo1a4Ig2L9z1xq1dylrVT+u+Przj8MKtyuiNgAAaTPwsj+1aLN3GSv5bMa0vw4fso1bvmHDhmeeeebJJ5+cO3fuypUrMzMz991330suuaRLly6JMqI2AABsnW+++ebUU0/97LPPEnO++uqrr776auLEiUOGDHnwwQerVKkSiNoAALBVVqxY0b179yVLlgRBsOeee55wwgl169adPXv2lClTCgoKHn300d1333306NGBqA0AAFvl3HPPDXP2xRdffPfdd4cXsIMg+Pjjj48++uh169bdcsstJ5100gEHHGBcbQAAKKn33nvv5ZdfDoLg97///T/+8Y9Ezg6C4OCDD77zzjuDIIjH488991zgETYAAFByDzzwQDgxYsSISpVSs/TAgQNbt27dsmXLzz//PNCBBAAAcnNzH3nkkUmTJs2ZM2fNmjUtW7Zs3br1gAEDBg8eXLly5USx/Pz88JJ206ZNu3fvXrieOnXqfPPNN4lfRW0AACq0WbNm9evXb+HChYk52dnZ2dnZr7zyyl133TVx4sS99tornP/VV1+tXr06CII+ffokdx3ZHFEbAICKKzs7u2vXrmvXrg2CoEWLFt26dWvbtu2iRYsmTZq0evXq2bNn9+jR48svv6xTp04QBHPnzg1f1aJFi3Bizpw5n3/++apVqxo0aNCxY8esrKxYLJaoXNQGAKCCisfjZ555ZpizBw4c+PDDD9eoUSNcdMcdd/Tv3/+dd95ZvHjx2LFjr7rqqiAIEp1DmjZt+tFHH1144YX//e9/kyts3779HXfcceyxx4a/ui0SAIAK6u233/7ggw+CIOjQocP48eMTOTsIgvr16z/11FNhL5Fp06aFMxPPfv/iiy+6dOmSkrPD+T169Pj73/8e/ipqAwBQQU2YMCGcuOaaa5I7foR22223448/vkmTJjk5Ofn5+UEQ/Prrr+GiMWPGbNy4sXPnzi+//PKSJUtWrVr19ttv9+3bN1x6xRVXvPnmm4GoDQBAhTVz5sxwolevXkUWmDRp0vLly+fPnx9e3s7Ly0ssGjp06Lvvvtu7d+/mzZs3aNCgW7dukydPDvuZxOPxkSNHBqI2AAAVVvjQx0aNGtWsWbMk5RPF9thjj7vuuitlXO1YLHbDDTc0bdo0CIJPPvlkwYIFojYAABVRPB4Pb4hs1qxZCV9Su3btcOKYY46pVatW4QK1atXq0qVLOP3pp5+K2gAAVESxWCy8DzIcKrskMjMzw4m2bdturkybNm3CidWrV4vaAABUUE2aNAmCYNmyZcmdsIvRrl27cGLZsmWbK7Ny5cpwol69eqI2AAAVVKdOnYIgiMfj06dPL7LARRddFIvFYrHY/PnzgyDo0KFD2G/ko48+isfjRb7k008/DSf23ntvURsAgAqqX79+4cRNN91UODrn5uZOnjw5CIKWLVuGXUcyMjJ69+4dBMFHH300adKkwhW++OKL4WDbrVq12nfffUVtAAAqqJNOOinM0DNmzLjgggs2bNiQWLRx48Zhw4Z99913QRCceOKJiVG3r7nmmnDi/PPPf/HFF5Nre/31188777xw+rrrrovFYh7MDgBABVW1atXx48cfeeSReXl5Dz744LRp07p165aVlbVixYopU6YsWLAgCIJ27dqNHj068ZIDDzzwyiuvvPPOO1evXn3CCSccfvjhhxxySOXKlf/73/++9dZbYZmTTjppyJAhQRCI2gAAVFydO3eeOnXqgAEDVq5cuWDBgjBeJ3Ts2HH8+PEp4/rdfvvtGzZsuPfee4MgmDlzZuI5OKGhQ4fec8894ZDbojYAABXaUUcdlZOTM3bs2BdffPHrr79et25dZmZmVlZW//79Bw8enPKcmiAIKlWqdM8995x22mmPPPLI22+/vXz58iAImjdvftRRR51//vkHHXRQoqSoDQBA2tx77UXVqmeUsZLf1v1Sxhrq1q07cuTI8GnqJXTYYYcddthhxZcRtQEASIMWLVrMmjVr2YJvyrHCdK9TKlEbAIA0ePbZZ+fMmVNetWVkZGRlZaV7nVKJ2gAApEFGRkaHDh3S3YpoGVcbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCY+woThLliwJguCJJ554/vnn090WgC2rXr36Cy+8cOihh6a7IQBBIGpTvD322CMIgg0bNmzYsCHdbQHYsmrVqv3222/pbgVQIiNHjnzooYfKq7ZYLHbDDTdceuml6V6t/yFqU5xzzz138ODB69evT3dDAEqkVq1a1apVS3crgBKZOnXqTz/9VI4Vvv7666I2O5iMjIyMjIx0twIA2Dn9o8FLLatklbGST/LeunnN0HSvShFEbQAA0qZmpTp1KtUrYyU1YrW2TWuvueaa22+/vYSFBw0aZAQSAACIhKvaAABQIpmZmd26dSu+zIoVK+bNmxcEwd577y1qAwBAiZx//vnnn39+MQU2btzYpUuXIAgOO+ywq6++WgcSAAAoHzfeeONHH31Uv379p59+umrVqqI2AAAVXW5u7pgxY7p37960adOMjIysrKzevXs/9thjmzZtKnkl06dP/8tf/hIEwbhx41q0aBHoqw0AQAU3a9asfv36LVy4MDEnOzs7Ozv7lVdeueuuuyZOnLjXXnttsZI1a9acfvrpBQUFw4cP79u3bzhT1AYAoOLKzs7u2rXr2rVrgyBo0aJFt27d2rZtu2jRokmTJq1evXr27Nk9evT48ssv69SpU3w9I0eOXLx4cZMmTUaPHp2YqQMJAAAVVDweP/PMM8OcPXDgwHnz5j3++ON/+tOfHnrooZycnHCwkcWLF48dO7b4er788suHH344CIKbbropOZSL2gAAVFBvv/32Bx98EARBhw4dxo8fX6NGjcSi+vXrP/XUU1WqVAmCYNq0acXXc9VVVxUUFLRr1+7ss89Oni9qAwBQQU2YMCGcuOaaa2KxWMrS3Xbb7fjjj2/SpElOTk5+fv7mKnnttdemTp0aBMEdd9wRRvMEfbUBAKigZs6cGU706tWryAKTJk0qvoZNmzZdeeWVQRAcccQRhStxVRsAgApqyZIlQRA0atSoZs2apath6tSps2fPDoLgoosuKnxdXNQGAKAiisfj4Q2RzZo1K3UlY8aMCYJg11137devX+GlojYAABVRLBYL74NcvXp16WqYP39+2Ev7jDPOqF69euECojYAABVUkyZNgiBYtmxZXl5eKV4+duzYeDweBME555xTZAFRGwCACqpTp05BEMTj8enTpxdZIOyBHYvF5s+fn7IoNzf3X//6VxAEhxxyyD777FPky0VtAAAqqEQH65tuuim8Pp0sNzd38uTJQRC0bNkyMzMzZembb74Z9jzp0aPH5uoXtQEAqKBOOumkMEPPmDHjggsu2LBhQ2LRxo0bhw0b9t133wVBcOKJJxYeXeTVV18NJ7p27bq5+o2rDQBABVW1atXx48cfeeSReXl5Dz744LRp07p165aVlbVixYopU6YsWLAgCIJ27dqNHj065YXxePyVV14JgqBKlSqHHnro5uoXtQEAqLg6d+48derUAQMGrFy5csGCBWG8TujYseP48eNr1aqV8qpvvvkmLNmhQ4fatWtvrnJRGwCACu2oo47KyckZO3bsiy+++PXXX69bty4zMzMrK6t///6DBw+uVKmIHtfhJe0gCI444ohiaha1AQBIm+m5L39V6ZMyVrIwf24Za6hbt+7IkSNHjhxZwvKXXXbZZZddtsViojYAAGlQtWrVIAieWHdn+Va4XRG1AQBIg9tvv/3ZZ58tPMRe6WRkZJxxxhnpXqdUojYAAGnQvXv37t27p7sV0TKuNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQiSrpbgAApNm/xh2S7ibAzuIv6W7AdsZVbQAAiISoDQAAkRC1AQAgEqI2AABEQtQGAIBIiNoAABAJURsAACIhagMAQCREbQAAiISoDQAAkRC1AQAgEqI2AABEQtQGAIBIiNoAABAJURsAACIhagMAQCREbQAAiISoDQAAkRC1AQAgEqI2AABEQtQGAIBIiNoAABAJURsAACJRJd0NAHYGv/32W5s2bWKxWNOmTdPdFiq06tWrP/TQQ+3atUt3QwCCQNQGysXcuXO/++67IAiWLVuW7rZQ0WVnZ4vawHZC1AbKwS677BIEQYsWLSZNmpTutlCh1a9fPzMzM92tAPh/RG2g3FSvXr1Dhw7pbgUAbC/cFgkAAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkqqS7AQCQZs+3mZzuJsBO4ujgvHQ3YfviqjYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRqJLuBgDbVJ8+fWbOnJmZmRmLxcqx2g0bNgRB8NNPP6V7/QBgOyJqQ8XyzjvvrFu37tNPP42i8t9++y3d6wcA2xFRGyqW5s2bz5s379lnn23VqlU5Vrt48eITTzxxt912S/f6AcB2RNSGiiXsN7LPPvvsvffe5VjtLrvskqgcAAi5LRIAACIhagMAQCREbQAAiISoDQAAkRC1AQAgEqI2AABEQtQGAIBIiNoAABAJURsAACIhagMAQCREbQAAiISoDQAAkRC1AQAgEqI2AABEQtQGAIBIiNoAABAJURsAACIhagMAQCREbQAAiISoDQAAkRC1AQAgElXS3QBg57Fu3bpnn3023a2gQmvQoMGRRx5ZuXLldDcEIAhEbaBc/Pzzz0EQfP/99wMGDEh3W6joxo8fP2jQoHS3AiAIRG2gXLRv3/6QQw6JxWItWrRId1uo0DIyMrp165buVgD8P6I2UA6qVKny4YcfprsVALB9cVskAABEQtQGAIBIiNoAABAJfbUhzaZPn969e/dq1apVr159G7xdOFTI+vXr073eALDzE7UhzT7//PP8/Pz8/Pzffvttm71pfn5+utcbAHZ+ojak2R577BEEQZ8+fR5//PFt8HaHHnpodnZ2nTp10r3eALDzE7Vhu1C1atX69etvgzfyFD0A2GbcFgkAAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBJV0t0AAEizHs3/lu4mwE7jvHQ3YPviqjYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJKqkuwHANrVhw4YgCB5++OHGjRunuy1Q/urVq3fGGWfUqFEj3Q0BCAJRGyqa5cuXB0Hwt7/9Ld0NgahUr179rLPOSncrAIJA1IaK5qabbpo6dWqHDh3S3RCIRLVq1fr27ZvuVgD8P6I2VCwjRowYMWJEulsBABWC2yIBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASpXxa5MqVK4Mg+Mtf/jJu3Lh0rwLs2JYtWxb8398UALAzKVPUfvfdd9PdfthJLFmyJN1NAADKWSmj9ptvvvnMM89kZmamu/2ww/voo4/uvPPO/fbbL90NAQDKWSmjdsuWLUeOHJnuxsPOoEqVKomfAMDOxG2RAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASFRJdwMAIM1u6uHTEMpH33Q3YHvjqjYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRELUBACASojYAAERC1AYAgEiI2gAAEAlRGwAAIiFqAwBAJERtAACIhKgNAACRqJLuBgBBEATLli179tln090K2OHVq1eve/fulSq5kARsF0RtSLPs7OwgCD766KMBAwakuy2wM3jyyScHDhyY7lYABIGoDWk3cODAf/3rX82aNWvcuHG62wI7vOrVq3fp0iXdrQD4f0RtSLM99tjj66+/TncrAIDypzcbAABEQtQGAIBIiNoAABAJURsAACIhagMAQCREbQAAiISoDQAAkRC1AQAgEqI2AABEQtQGAIBIiNoAABAJURsAACIhagMAQCREbQAAiISoDQAAkRC1AQAgEqI2AABEQtQGAIBIiNoAABAJURsAACIhagMAQCREbQAAiISoDQAAkRC1AQAgEqI2AABEQtQGAIBIiNoAABAJURsAACIhagMAQCREbQAAiISoDQAAkRC1AQAgEqI2AABEQtQGAIBIiNoAABAJURsAACIhagMAQCREbQAAiISoDQAAkRC1AQAgEqI2AABEQtQGAIBIiNoAABAJURsAACIhagMAQCREbQAAiISoDQAAkRC1AQAgEqI2AABEQtQGAIBIiNoAABAJURsAACIhagMAQCREbQAAiISoDQAAkRC1AQAgEqI2AABEQtQGAIBIiNoAABAJURsAACIhagMAQCREbQAAiISoDQAAkRC1AQAgEqI2AABEQtQGAIBIiNoAABAJURsAACIhagMAQCREbQAAiISoDQAAkRC1AQAgEqI2AABEQtQGAIBIiNoAABAJURsAACIhagMAQCREbQAAiISoDQAAkRC1AQAgEqI2AABEQtQGAIBIiNoAABAJURsAACIhagMAQCREbQAAiISoDQAAkYjF4/F0twEAAHZCrmoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASIjaAAAQCVEbAAAiIWoDAEAkRG0AAIiEqA0AAJEQtQEAIBKiNgAARELUBgCASFRJdwMAtjvxePyrr76aN2/esmXL1q1b16BBgzZt2nTq1Kl27drpbhoAO5JK8+bNi21evXr19t577yFDhrz44oubNm1Kd2tL5IADDojFYnvttVe6G0L67SgHQ15e3tT/s3r16pK8pEuXLrFYrHnz5uXSgAkTJvTs2bNnz54PPfRQujfG/8jJyQnPRX/605+2zTtu2LDh9ttv33vvvffdd9+TTz55+PDh11133bBhw4455phdd931rLPOWrhwYbq3CuUsLy/vb3/72/7771+rVq0GDRp88MEHQRCsXr068VeZl5eXlobtu+++sVhs3333TcxJ459q4cZUQKU4V5fFjvIRRvG2cFV77dq1a9eunTdv3rhx4zp06PDAAw906NAh3W2Gnc3PP/983HHHhdNvvfXWkUceGU7n5OSMHz8+CIJ+/fodcMAB0TVg4cKF//nPf4IgqOCfox9//PHpp5/+9ddfF7k0Ly/vsccee/7558ePH3/CCSeku7GUmxEjRvzzn/8Mp3/77bfc3NwgCGbNmpX4q/zxxx8bNmyY7mYGQUX9U91mZ8It2ty5ukK5/PLL//73vxdfZsaMGV26dEl3S7cX/3/Url+//sCBA5OX5eXl/fDDD5988smyZcuCIPjvf//btWvXKVOmHHPMMeluNlQIOTk5N954YxAEe+65Z3o/YCqCDz744Nhjj/3ll1+CIGjcuPGQIUN69uy5xx57/Prrr99+++3MmTPHjBnz66+/rlu3bsCAAW+88YYPkp3D+vXr77vvviAI6tSpc9555x188MH77LNPuhvF/3Am3K5kZ2enuwk7mP8/au+2226Jf+uTxePx6dOnDx8+/Isvvvjtt9/69u07a9as1q1bp7vlQLmJxWIpExXN8uXLe/XqFebsk0466cEHH2zQoEFi6f7779+3b98rr7yyf//+M2fOzMvLO/vss2fPnl29evV0N5yymj9/fkFBQRAEF1544W233Zbu5myBP1XSLozaderUOeiggzZXpm7duulu5nZky7dFxmKxbt26vffee3369HnrrbfWr19/3nnnvfnmm/7Oobw0bNgwHo+nsQGJf57btGmT7o2RHpdccslPP/0UBEHfvn2feeaZKlWKODc2atTo+eef79Chw7Jly7755ptXXnmlf//+6W44ZZWfnx9O1KtXL3n+kUcemd6/yiL5U02vtJ+r027jxo3h/Sq///3vn3/++XQ3Z8dQ0sH+atas+fTTT4f/prz99tsff/xxulsOlJuDDz44nOjYsWO625IGX3zxxXPPPRcEQf369R9++OEic3aoSZMmV1xxRTjtY4Ztr4L/qZJ2CxcuDAfJaNeuXbrbssPYinG1mzRpMnz48HD6wQcfLLLMjBkzzj333NatW4f3cXfo0OHiiy/+6quviiwcDqHQp0+fIAjy8/MffvjhI444onHjxrVq1Wrfvv0555wzf/78zTVm0aJFV1555b777lunTp06dersu+++11577ffff7+58uF7nXzyyUEQrFu37tprr23RokUsFps2bVpysY0bN/7rX//q06fP7rvvXq1atQYNGhxwwAEjRozIyckpZsusXr36pptuOuigg+rWrVunTp0DDzzwjjvu+O2334L/u3148ODBpWjM2rVr77rrriOPPLJNmzY1atRo2LBh+/btTzrppFdffTX8ujPFMccck9ieK1asGDly5F577VWzZs369esfdthhjz76aOJ/8X//+999+vRp0qRJ9erV27Rpc/LJJ3/55ZdbddxE9F5bu8qlOxgStupwLdLJJ58cjo/x+uuvpyx68sknEyP5zJs3L2Xp6NGjw0WjRo1KPioSI4pceeWVsVgscf/NkCFDwvLffvtt4WZs2LDh7rvv7tSpU4MGDWrVqrX//vufddZZ33zzTclXZI899mjcuHG1atWS77XarvZyYatWrQr/vmKx2BVXXJFyqWmrdu4DDzwQTlx66aWNGjUq/n1PPfXU8Du9l156acOGDSlLt/YcUurTYDwef+2110455ZQDDjigbt26u+66a8eOHc8888zZs2cX0/htc4reqrY1bNgwFott7hagd999N9zFhfs3lm4LJPvnP/8Zi8UOPPDA8Ndrr702fK+33367mLaV5ZOr7Ad/kX+qZZGbmztmzJju3bs3bdo0IyMjKyurd+/ejz32WAnHHIt695X8TFiKY3uLn8LFvDZl9KdtmWe2apXz8/MPPvjgcKNNnz69cCXjx48Pl5511lkl2eOJT5a99967JOUJgiCYO3duOLHPPvvEtyTRF75Vq1Ypi3799dfTTjttc+9y0UUXbdy4MeUlhx9+eBAEvXv3Xr169dFHH134VVWqVJk4cWLhZjz44IMZGRmFy9evX3/atGnt27cPgiArK6vwe5100klr1qzp3Llz4iWvv/56oszXX3+9uSF1qlSpcssttxQUFBRuzJtvvlnknen77LPPt99+GzZm0KBBW9uYZ599tk6dOpvbnkccccRvv/2W0pLu3buH2/Ojjz5q2rRp4VcNHTp006ZNQ4cOLbyocuXKr7766hYPgEjfqxSrXLqDoXSHa5Eefvjh8CXXXHNNyqLzzz8/UeHYsWNTliYO+Pfffz/5qNh9993DX0eMGFFk2xYuXJhSftmyZeFqFj5oi/zz2Zw+ffocfPDB29teTpzWr7vuuuT5q1atSiSk4cOHJ/9tbu3OLSgoaNKkSbh0wYIFJdlWc+fOnT179uzZs3Nzc5Pnl+IcUrrT4Jo1a8IXFunaa68t3OZtdore2rbtuuuuQRB07969yE09Y8aM8IX33ntvGbdAYffee2+RL3/rrbeKaVupP7lKcYoLb9BM+XQu/Kdaal988UWrVq2KbM9+++03d+7cLTYm6t23xTNhvAzHdvGfwpuTcq4u41GxDT7C5syZU61atSAI2rRpk3KMLV++PLwpZY899lizZk1Jjpm//e1v4bt8+umnZTn2KpSti9oFBQXh31UQBCtWrEjMz8/PTxxb1atX79ev33XXXXfFFVd07do1se9POOGElI+Z8NA87rjjwn9YDzjggFGjRj311FO33nprZmZm+Ko6deosWbIk+VWPPfZYos5GjRr169fvmmuu6dOnT9i5pXbt2mHwLTJqn3jiiaecckri5bvvvvsHH3wQFli6dGnialbdunX79u17/fXXDx06dP/990+Uv+mmm1I2yMcff5z4I2nVqtVZZ511ww039O3bd5dddgk36e9+97tgM1G7mMbMnTu3atWq4fzWrVtfcsklt9566x//+Me+ffsmvto+//zzUxoTBqP999+/UaNGsVjs9NNPf+SRR+67776jjjoq8S7hOaVevXpXXnnlk08+efvtt++xxx7hopYtW+bn55fwuCn39yrdKpfuYCjd4VqkpUuXhuUPOeSQlEXJkesPf/hD8qLc3NzwsNl1110T2yHl9L1ixYq5c+cmvj669dZb586dO3fu3Ly8vOTy9evXDy9udezY8YYbbnj66advueWWFi1ahK/aZZddvvvuuxLu0+1zLxcZtX/66afEqKOXXnpp8p4qxc5NjJO95557lnpbxUt7DinFaTA/P79Hjx6JNxoyZMjo0aOvu+663//+94k3ev7558t+zG+btpUiq5XiXYq0evXquXPnTpo0KXzJ5ZdfHv6V/frrr8W0rXSfXKU7xRWZbsvL119/nbh3rUWLFqeffvro0aPPPffcxA3BLVq0+Pnnn4tvTNS7b4tnwrIc28V8ChejmKi9bfJMKVb59ttvD+dfddVVyVWF1/WDIJg2bVoJD5thw4YFQRCLxX744Ydbb721S5cujRs3zsjIaNWq1emnn/7666+X5KOzotm6qB2Px4844oiwfPIRmdiLRxxxxPz585PLT5s2bffddw+Xjh8/PnlReGiGZ5+LL7448ZcTj8fXr1+f6JE2bty4xPzvv/8+8bS2k08+OfkssHz58uT/TYuM2uFdL507d54+ffr69euTCxx//PHhCw8++ODFixcn5hcUFPztb3+rXLlyEASVK1eeNWtWYtHGjRsTfZXOO++8DRs2JBbNnz8/uRtTkVG7mMb88Y9/DF948cUXb9q0KXnR7Nmzwxc2adIk5YAOg1EQBNWqVUv+17ygoGDAgAGJxuy1116LFi1KLF21alXjxo3DRTk5OSU8bsr9vUqxyqU+GEp3uG5OeNWhUqVKyZcEVqxYEVYSHt7NmjVLbvk777xT+MAo8vT96quvhiXD3hqFj6LQiBEjkq9h/Prrr4l49/TTT5dwn26fe7lw1F6zZs0hhxySqCflr6AUO/eFF14IZ/bv37/U2ypeqnNIvFSnwU8//TSc2b59+9WrVyfX9uijj4aLevToUcbNss3aVoqsVop3KcZnn30WvuQvf/lLyqJiovZWbZZ4ac/q0UXtgoKCQw89NGzSwIEDky92rl69ulu3buGiO+64o/jGbJvdV8yZsCzHdjGfwsUoJmpvmzxTilXOz8/v1KlT+FH10UcfhTMTd5tceumlJT9yws+FqlWrbq6vXZ8+fVJ2K1sdtRMPbkh8O/zbb7+F/3g1b9585cqVhV/y7rvvVqpUKdhM/A2CoEOHDimnnnjSn9bll1+emPnnP/85nHnUUUcV/s/pt99+Sxxkm3uv3/3udynf+cbj8UTfpnr16hX5HUriLHn22WcnZiY+oYtszJIlSxLXMIqM2ptrTDweD68a1qhRo8g//tNPPz18+fLly5PnJ4LR9ddfn/KSjz76KPFn8N5776Usvfbaa8NFr7zySkmOgSjeqxSrXLqDodSH6+Yk1ujFF19MzAzvsQuC4IILLggnsrOzE0vDAWKDIHjyySdTjopSRO1OnToVXv3EObSE36Rvt3s5JWr//PPPiU+gCy+8MGXFS7dzE72ALrjgglJvq9KdQ+KlOg2OGTNmc0dFQUFBs2bNKleu3LRp08TG2Zan6K1tW7xUWa0U71KM0kXtrdos8dKe1aOL2m+++WZiLQpvqGXLloXX2o899tjiG7Ntdt/mzoRlP7Y39ylcjGKi9jbIM6Ve5blz54bfpu67774bNmxYtWpV2HGubdu2ia9xSiLxvWUQBK1atRo2bNj1119/xhlnJF9e7NSpU8n/dakItuK2yFDin7B169aFE2+88cbKlSuDILj00ksT3UuSHX744eG3RV9//XWRPf1vuOGG8MhIlrjnI/mJuJMnTw4nbr311sKjDdaoUWPkyJHFt3/UqFGFh8KdMmVKOHHFFVcUORjk5ZdfXqtWrbBk/P/uvnrmmWfCiT/96U+FG9O8efNBgwaVojFBEFx99dUvvPDCv//97yK7cCVauHHjxiKrLXxzQ2JYqHbt2iX/rxxq27ZtOFH4Hq8tKq/3KsUql+5gKPvhmiJxv84bb7yRmBnefdKmTZs//OEP4ZzEjVZBELz11ltBEMRisWOPPXZrN3hho0aNKrz6iava5fJA6TTu5WTr1q077rjj3n///SAIzjvvvPCetuQCpdu5a9asCSfCfl+lU7pzSLKSnwbDC+RBECT6LyXEYrHvvvsuPz//+++/T2ycbXmK3tq2lc62eZctKvlmCcp88Je7CRMmhBPXXHNN4Q212267HX/88U2aNMnJyUkMhlheynH3lf3Y3tyncKlFnWdKvcp77bXXLbfcEgTBl19+eeutt15++eUrVqyoXLny448/XrNmzRKu3fr165csWRJO33jjjdnZ2ffdd9+NN9742GOPffnll4888kh4N8KHH37417/+tRy36o5uy+Nqp/j111/DicTH0syZM8OJGjVqJOeJZIm+X1988UWzZs1Slia+Dk5W+Hy0fv36WbNmBUHQvHnzxDdfKU455ZRLL720mPb37Nmz8MwPP/wwnOjdu3eRr2rYsOGhhx76xhtvrFq1asGCBWEP7Pfeey9sZ3LX1WS9evUaN27c1jammPkbN2788MMPE3+fRapZs+aee+65uY1Z5FPQijz1l0Q5vtfWrnKpD4ayH64pOnfuXLdu3bVr1yauEgX/F7W7du3aqVOnjIyM3Nzcd95557zzzguCIDc3NwyLhx56aLk86rmEfz6llsa9nOzXX3/t3bt3YvcFRT3Co3Q7N/FBGz6Ou3RKdw5JVvL9mCh54403Llu2bMiQIeEIA5tr2zY7RZeibaWzbd6l5M3Y4mYJynbwRyFxVPTq1avIAoku7OWuHHdf2Y/tze2Xsq9dsnLMM2VZ5eHDh0+aNGnmzJk333xzOMLMtddeG3YsKaH169ffcMMNQRC0a9cuuRthEASxWOzss8/etGlTOCTA3Xfffe211xYzcGqFstVbYfXq1eFE/fr1w4nEvziXXHLJFl/+888/p8ypXbt2omdn8VauXBkOh1TMsyqbNGlSs2bNcKC9Ita2SpUiexcl/vPb3L3YQRAk0sb333//u9/9btOmTeF/5C1bttzcOaJly5bFrM7mGpNs6dKln376aU5OTk5OTnZ29ocffpj4MmFzatSoUcw5q+T/vJZEFO9VwlUu9cFQxsO1sCpVqhx77LHPPvvs7Nmzf/jhh8aNG69Zs+aLL74IgqBr167Vq1c//PDD33jjjbfffjsej8disQ8++CC81ru5T7itUqdOnXLJ68VI415O9s9//jO8ula9evUNGzY89NBDZ5111mGHHZZcpnQ7N/GxlDi5lUIpziHJi0p+GgyC4MADD7z22mv/8pe/5Ofnjx07duzYsb/73e+6du16+OGHH3vssclf75Zls2ybtpXOtnmX4m3VZklWioM/CuFR0ahRo/L9UCiJctx9ZTy2S/IpvFW2QZ4pyypXrlz50Ucfbd++/fr164MgOPDAAxOjzZZQgwYNEv1einTOOefceeed2dnZP/3008cff1z4O8+KaeuidjypS2LiptrE168lsXbt2pQ5devWLeG/s4kL6rvtttvmysRisd13331zIwo3atSo8Dc7wf91hqlevXri/4fCEr2mwvX95Zdfwm+BixwELVT8BdHNNSbczhMnTrz11lvD/3qTVatWrX79+om77nYaW7vKpT4Yyni4Fum444579tlngyB4++23BwwYMHPmzPDYCO8HP+qoo954441ly5aF1zIT1yHKJWrvsssuO9BzW8tyYIc5+4EHHvj555+vuuqqIAiGDRv2ySefJO6ICEq7cxP/Epd8dPnPPvssvIydlZUVfqlVinNIspKfBkO33npr165dR40a9cknnwRBMH/+/Pnz54e3lHXo0GH48OGDBw9OVLjNTtGlaFupbZt3KcbWbpbt6qwej8fDHb3Fb+0iUl67r4zHdjGfwqWzDfJMGVe5TZs2RxxxxGuvvRYEwRFHHBEOAliOKlWq1KFDh3Bg6AULFojaoa07yHJycsJOQq1bt050Ego7IAb/e+PX5oTfoZdOosvKd999t7ky8aTBH4pY2838UYUd0Dds2FDMQfzDDz8kF05cCSjm7cJttbWNCYJgxIgRp512WnhGrlu37lFHHTV8+PD77rvvjTfe+PHHH1MeiLNz2NpVLvXBEMXhmvgKMuxDEvYeadGiRXgVMzEqUxiyw59NmzZNDAtdcZTxwH7ggQfOP//84cOHhx0fZ82adc899yQXKN3O7dChQ/h5M2vWrBJ+jN1+++3Dhg0bNmzYu+++G84pxTmkjHr27Pnxxx8vXrz4/vvvP+WUUxIf2P/973/POOOMk046KdEjfJudokvRti0q5pulcnyXbWC7OqvHYrEaNWoEZfsmpySi3n1lPLbLN2dvlXR9hD3//PNhzg6C4J///GfyDe7lJXEddnP9CyqgrTvOxo8fH04khiYIgiDx9IfEYCYRadiwYfiJWMyzG1etWlWSL/1TJK5MJ0bYLSzxqKewcPgcuCAIwmHOinxJkQ/226L333//7rvvDoKgQYMGzz777MqVK998882///3vw4YNO/roo8ty59Z2qxSrXOqDIYrDtVmzZmFuDu+MTHTUDpd27NgxPDm+884769evDztq9+rVawe6Gl0uynhgDxs2LOwCWLVq1bFjx4Yzb7jhhsTXqUFpd25GRkY4ekBBQUHiFFeMgoKCxC2wif+XSnEOKRd77LHHBRdcMHHixKVLl86ZM2fEiBHh+GUvvPDCk08+WZbNsm3atkVbfOhpubxL1LbDs3p4VCxbtqxc7pzenKh3X7qO7bJLy0fY8uXLwyeOtWnTpkqVKgUFBUOGDNmq4RCWLl367bffLlq0qJgyy5YtCydK18Nqp7QVUXv58uX/+Mc/wunkf5USPfrD2wSLNG7cuD//+c/hw9JK3dZq1aqFH2xLly5N3ISU4qWXXipFzYnbAhIj8qT46aefwnesW7duYnSF8JuR9evXJ65spUi+T67kEmMI3nfffSeffHLhuwoWL15c6m24fSrFKpf6YIjocA3HIcnJyZk3b174lWgialetWjUcjf7tt99+//33ww+2cuk9smMp44Gd6FEdBMHhhx9+9tlnB0Hw66+/Dh8+PDG/1Ds3MSbjnXfeucWOs2+99Vb4hVXNmjUTt0SX7hxSOk8++eTYsWMfeuih5H/yY7FYu3bt7rzzzqeeeiqck7h9apudokvRtoTNfd6Hf03l9S7psh2e1cMjNh6PF/mw7iAILrroovB53cU8UTwhXbtvWx7b5Wvbf4TF4/Hzzz9/1apVlStXfuaZZ8IhWb/66qvRo0eXvNlXXnllq1at9txzz8QQmSni8fjnn38eTiceNEZJo3b4FNCw388xxxyTvAV79OgRfhV1zz33FHm+yMnJOffcc2+88cZPPvmkjN/X9O/fP5z44x//WPha8saNG2+++eZSVNu3b99w4q677iryonhift++fROrcOKJJ4YTRb7pDz/8kBivd6usWrUqnNh7770LL127du20adPKsg23Q6Vb5dIdDBEdronofOutt4a9ipMf3BUGsiVLloQj0lSpUuWYY45J19ZOl/I9sG+//fYwfIcDqIUzS71z+/fvHw5fuGjRoosuuqiYj+Tc3NwLL7wwnD7xxBMTX+aW7hxSOuPGjQuv8RfZuTxxyTzxP8O2PEVvbduCIAiv7c2dOzccEiHZN9988/TTT5fLu6TXdnhW79evXzgRPsE0ZWlubm44KErLli0T/QGKlN7dty2P7XK3jT/Cxo0bF2b3q6+++qCDDrruuuvCRxrfdtttiYcKbdHAgQPDidtuu63I7/MnTZoURu1DDjmkefPm6d7G24stH3kFBQVvvvnmYYcdFj7irlatWolHpIZ23XXX8CL3+vXr+/fvP2/evOSly5Yt69u3b/hHeO6555axueecc044/uibb775hz/8IflPcfXq1b17916wYEEpqt1nn33Cq5KrV68+7rjjkvtOxePxe+65J3w4U6VKlUaMGJFYNHDgwPBIeu211y699NLk8VC/++67448/vnRjhyUG4AxHX062atWqXr16/fTTT+Gv288HSRmVbpVLdzBEdLh26tQp/N4z/NKzcePGyVcuE9c+w6VdunQpcujlYiS6+e64yvfAbtiw4R133BFOX3zxxWGnwFLv3KpVq44bNy78WHr88cfPOOOMIrtcr1mz5uyzzw7v+KlatWrynfilO4eUzkEHHRROjBw5MmUY5g0bNiQekJR4QN22PEVvbduC/zswVq1adeeddyaXX7JkycCBAwsHuNK9y5o1a6b+n8QdadtM1Gf1UqzdSSedFGboGTNmXHDBBcmXpTdu3Dhs2LDwGD7xxBOL7+q2bXZfQsqZcFse2+VuW36ELVq0KPwCcK+99rr++uuDIKhevfrDDz8ci8U2bdp09tlnl3BA9549e4bdQiZOnDhq1Kjk3kfxeHzy5MmJbwhvuummdG/g7Umiu0+9evWG/q+zzz77+OOPT75DuVatWm+++Wbhrvfr1q1LPCioevXq/fv3HzVq1M033zxw4MDEmLWXXXZZyquKfORSwo8//hi+8KKLLkqen9x/q2nTpqeccsqoUaNOPvnkcMiemjVrhoO3F/loqM29VzweX7x4ceJGzwYNGpx88smjR4+++OKLEyeFIAhGjx6d8qo33ngjMRp/27ZtzzvvvFtuueW0005LPEArKysrCIIzzzyz5I356quvwo1WtWrVK6644uWXX54xY8aTTz55ySWXhJfQEkMunHjiidOmTUs8UDfsQL/rrrsWrjMc2adwS0KJCw8vvPDCFm+ziOK9Sr3KpTsYSne4btGpp56aaMzJJ5+cvGjjxo3J3TGTn3Vc/FGReIT7Xnvt9dBDDz3xxBNr164tyVGU6ME8YsSIrV2R7WovF34we8KmTZsSg/0lHopZlp37wAMPJFJFo0aNRo4c+dZbb82fP/+bb7555ZVX7rjjjuSuh//85z9TXl66c0gpToOzZ89OXKxq2bLlZZdddvvtt996663nn39+ooV77LFH8kMrt9kpuhRtu++++xLbp2/fvvfff/+4ceMuueSScBTLYcOGhddNkx83WIp3Ce+RCH3zzTfJK1K6p0Vu1WYp9SmuhE+LLGbtivHee+8lBqDIzMwcMmTIbbfddvnllycuY7dr127dunWJ8kU2ZtvsvmLOhFEc28Ur5mmR2ybPbO0qb9q0KbzcE4vFwgGyEi666KKw/I033ljC1U88ijgIglatWg0dOvTGG288//zzk/81uuqqq0qxYXdiW9GzvmPHjv/97383V9EPP/wQdkgtrHLlypdeemnhR5WW7tCMx+MPPfRQkY93qlu37quvvho+YGlro3Y8Hv/qq68Sz8BLUaVKlVtvvbXIx/xOmjSpyPEE+vXrt27duvDS5oUXXrhVjXn44Yc391XXkCFDPvjgg0S+D4Jg4cKF4at23Khd6lUu3cEQL9XhukXJjyu65557Upb26dMnsfTLL78s/PIij4qffvopvFheeN13uKhdur1cTNSOx+NffPFF+JIqVarMmTOn7Dv36aefTtngRZ4N7rrrriJfXopzSOlOg48//ngxw5jsv//+c+fOTalqm52it7ZtBQUFKc/CSAgvtoV/4MlZrRTvkt6oXbqDPx5x1I7H42+++ebmBubv2LHjvHnzkgsX2Zhts/uKORNGcWwXrxyjdnybfIQl7rIr/C/H2rVrwy/nq1atOmvWrBJugccffzz55plk1apVu/3224sMSxXZFqL2Lrvs0rZt2zPOOGPKlCn5+fnF11VQUDB58uQBAwbsscce1atXb9So0WGHHTZs2LDN/eWX+tCMx+MLFy4cMWLEPvvsU7t27YyMjNatW1922WXhYCCljtrxeDx8NMZxxx3XtGnTqlWr1q1bd7/99rviiiuKP3ktXbp0xIgRWVlZGRkZ9evXP/LII59++umCgoKCgoJwTMCU//BKmPvPOOOM/fbbr1atWnXq1Nl3332HDx+e+Et44YUXsrKyatasuf/++3///ffhzB06apdulUt3MIS29nDdouXLlyf+cD7//POUpX/729/CRS1atCjyNLS5o+Ldd9/t0qVLnTp1ateu3bZt22XLlhVfPrR9Ru1S7OXio3Y8Hr/yyivDAt26dUts2LLs3B9++OHSSy8t8t75ypUrn3zyyZ9++mkxL9/ac0ipT4OrVq3685//3K1bt8zMzOrVqzds2PCggw4aMGDA1KlTN/c5t81O0VvbtrBhPXr02HPPPatVq9asWbPjjz/+pZdeCpcWmdW29l3SHrXjpTrFRR214/H4mjVrbrvttsMOO2zXXXetXr363nvv3a9fv8cee6xwPN1cY7bB7otv/kyY3IbyOraLV75ROx7xR9i8efPCvt2tWrVK/o4i4eWXXw7b1qFDh40bN5ZwI/z888+33Xbb0UcfnZmZWa1atXr16h100EHXXnvt4sWLS7FJd3qx+PY08uhOZvXq1eGZesyYMYlbqYDt36ZNmz7++OP58+cvX748Ly+vXr16rVu3PvTQQ+vUqZPuplF6U6ZM6dev35IlS3bKG7Z27rWDHZfH05feF198EV4O6dmzZ5ED5X788cfhRNhjG9hRVK5c+dBDD02Mq8XO4ccff6xSpUq6HpFo7aBi2r7GvtmxLFmyZMiQIUOGDEnupJssHCGhRo0aPrAB0qigoGDhwoUPPfRQv379kntF7xx27rWDHZ2oXXrdunULbxv/xz/+UfgRcU899VT4CJt+/folBt8FYNv76KOPMjMzq1atGj61cSezc68d7Oj01S6Te+65Jxyrctddd73wwgsPPfTQGjVqzJ0798033wwHxMnIyJgzZ07xjwAAIFK//vrrr7/+urM+KXrnXjvY0YnaZRKPx0eOHPm3v/2tyIH669Sp88ILL4TDOAAAUNGI2uXgm2++ueuuu7744ov58+eHw39mZWUdc8wxF110UTgQPQAAFdD/By74RDXEOU7zAAAAJXRFWHRkYXRlOmNyZWF0ZQAyMDE4LTEwLTMwVDIxOjI1OjI1LTA0OjAwPlwqMAAAACV0RVh0ZGF0ZTptb2RpZnkAMjAxOC0xMC0zMFQyMToyNToyNS0wNDowME8BkowAAAAASUVORK5CYII=)
We can actually use plotDendrogram
to compare clusterings too, like plotClusters
using the whichClusters
argument to identfy which clusters to show. For example, lets compare our different makeConsensus
results
par(mar=plotDMar)
whCM<-grep("makeConsensus",clusterTypes(ce))
plotDendrogram(ce,whichClusters=whCM,leafType="sample",plotType="colorblock")
![](data:image/png;base64,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)
Unlike plotClusters
, however, there is no aligning of samples to make samples with the same cluster group together.
Designating among many clustering results to use for downstream analysis
Note that if we look at the clusterType of the “makeConsensus,final” cluster, it is not of type “makeConsensus”, but “makeConsensus.x”. This is because we’ve run additional makeConsensus
steps on this data, and the clustering “makeConsensus,final” is not the most current one. So to distinguish old iterations from the most recent run, the “.x” is added to the “clusterType” where “x” indicates what iteration it was (it would have added “.x” to the clusterLabel as well as if we had assigned it our own label)
clusterTypes(ce)[which(clusterLabels(ce)=="makeConsensus,final")]
## [1] "makeConsensus.3"
We can choose reset this past call to makeConsensus
to be the current ‘makeConsensus’ output (which will also set this clustering to be the primaryCluster).
ce<-setToCurrent(ce,whichCluster="makeConsensus,final")
show(ce)
## class: ClusterExperiment
## dim: 7069 65
## reducedDimNames: PCA
## filterStats: var var_makeConsensus.final var_makeConsensus.nVAR
## -----------
## Primary cluster type: makeConsensus
## Primary cluster label: makeConsensus,final
## Table of clusters (of primary clustering):
## -1 c1 c2 c3 c4 c5 c6 c7
## 6 15 14 9 8 5 4 4
## Total number of clusterings: 44
## Dendrogram run on 'makeConsensus,final' (cluster index: 5)
## -----------
## Workflow progress:
## clusterMany run? Yes
## makeConsensus run? Yes
## makeDendrogram run? Yes
## mergeClusters run? No
We don’t need to recall makeDendrogram
, since we already used this clustering to make the dendrogram by our explicit call of the argument whichCluster
.
Merging clusters with little differential expression
We then can use this hierarchy of clusters to merge clusters that show little difference in expression. We do this by testing, for each node of the dendrogram, for which features is the mean of the set of clusters to the right split of the node is equal to the mean on the left split. This is done via the getBestFeatures
(see section on getBestFeatures), where the type
argument is set to “Dendro”.
Starting at the bottom of the tree, those clusters that have the percentage of features with differential expression below a certain value (determined by the argument cutoff
) are merged into a larger cluster. This testing of differences and merging continues until the estimated percentage of non-null DE features is above cutoff
. This means lower values of cutoff
result in less merging of clusters. There are multiple methods of estimation of the percentage of non-null features implemented. The option mergeMethod="adjP"
which we showed earlier is the simplest: the proportion found significant by calculating the proportion of DE genes a given False Discovery Rate threshold of 0.05 (using the Benjamini-Hochberg procedure). However, other more sophisticated methods are also implemented (see ?mergeClusters
).
Notice that mergeClusters
will always run based on the clustering that made the currently existing dendrogram. So it is always good to check that it is what we expect.
ce
## class: ClusterExperiment
## dim: 7069 65
## reducedDimNames: PCA
## filterStats: var var_makeConsensus.final var_makeConsensus.nVAR
## -----------
## Primary cluster type: makeConsensus
## Primary cluster label: makeConsensus,final
## Table of clusters (of primary clustering):
## -1 c1 c2 c3 c4 c5 c6 c7
## 6 15 14 9 8 5 4 4
## Total number of clusterings: 44
## Dendrogram run on 'makeConsensus,final' (cluster index: 5)
## -----------
## Workflow progress:
## clusterMany run? Yes
## makeConsensus run? Yes
## makeDendrogram run? Yes
## mergeClusters run? No
We see in the summary “Dendrogram run on ‘makeConsensus,final’”, showing us that this is the clustering that will be used (and also showing us the value of giving our own labels to the results of makeConsensus
if we are going to try different strategies).
We will run mergeClusters
with the option mergeMethod="adjP"
. We will also set plotInfo="adjP"
meaning that we would like the mergeClusters
command to also produce a plot showing the dendrogram and the estimates from the adjP
method for each node. We also set calculateAll=FALSE
for illustration purposes, meaning the function will only calculate the estimates for the methods we request, but as we explain below, that is not necessarily the best option if you are going to be trying out different cutoffs.
ce<-mergeClusters(ce,mergeMethod="adjP",plotInfo=c("adjP"),calculateAll=FALSE)
![](data:image/png;base64,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)
The info about the merge is saved in the ce
object.
mergeMethod(ce)
## [1] "adjP"
mergeCutoff(ce)
## [1] 0.05
nodeMergeInfo(ce)
## Node Contrast isMerged mergeClusterId Storey PC
## 1 Node1 (X2+X5+X4+X7)/4-(X1+X3+X6)/3 FALSE NA NA NA
## 2 Node2 X2-(X5+X4+X7)/3 FALSE NA NA NA
## 3 Node3 X1-(X3+X6)/2 FALSE NA NA NA
## 4 Node4 X3-X6 TRUE 3 NA NA
## 5 Node5 X5-(X4+X7)/2 TRUE 4 NA NA
## 6 Node6 X4-X7 TRUE NA NA NA
## adjP locfdr MB JC
## 1 0.12137502 NA NA NA
## 2 0.09478003 NA NA NA
## 3 0.05658509 NA NA NA
## 4 0.01938039 NA NA NA
## 5 0.03437544 NA NA NA
## 6 0.02447305 NA NA NA
Notice that nodeMergeInfo
gives for each node the proportion estimated to be differentially expressed at each node (as displayed in the plot that we requested), as well as whether that node was merged together in the mergeClusters
call (the isMerged
column). Because we set calculateAll=FALSE
only the methods needed for our command were calculated (adjP
). The others have NA
values. The column mergeClusterId
tells us which nodes in the tree are now equivalent to a cluster; this is different than the isMerged
column, since some nodes can be merged but if their parent nodes were also merged, then that node will not be equivalent to a cluster in the “mergeClusters” clustering.
mergeClusters
can also be run without merging the cluster, and simply drawing a plot showing the dendrogram along with the estimates of the percentage of non-null features to aid in deciding a cutoff and method. By setting plotInfo="all"
, all of the estimates of the different methods are displayed simultaneously, while before we only showed the values for the specific mergeMethod
we requested.
ce<-mergeClusters(ce,mergeMethod="none",plotInfo="all")
![](data:image/png;base64,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Notice that now if we call nodeMergeInfo
, all of the methods now have estimates.
nodeMergeInfo(ce)
## Node Contrast isMerged mergeClusterId Storey
## 1 Node1 (X2+X5+X4+X7)/4-(X1+X3+X6)/3 NA NA 0.4400905
## 2 Node2 X2-(X5+X4+X7)/3 NA NA 0.4058566
## 3 Node3 X1-(X3+X6)/2 NA NA 0.3526666
## 4 Node4 X3-X6 NA NA 0.2477012
## 5 Node5 X5-(X4+X7)/2 NA NA 0.4115151
## 6 Node6 X4-X7 NA NA 0.2295940
## PC adjP locfdr MB JC
## 1 0.3780116 0.12137502 NA 0.4041590 NA
## 2 0.3512809 0.09478003 NA 0.3702080 NA
## 3 0.2905322 0.05658509 NA 0.3131985 NA
## 4 0.1886942 0.01938039 NA 0.2138916 NA
## 5 0.3429098 0.03437544 NA 0.3760079 NA
## 6 0.2254791 0.02447305 NA 0.2837742 NA
This means in any future calls to mergeClusters
there will be no more need for calculations of per-gene significance, which will speed up the calls if you just want to change the cutoff (all of the methods used the same input of per-gene p-values, so recalculating them each time is computationally inefficient). In practice, the default is calculateAll=TRUE
, meaning all methods are calculated unless the user specifically requests otherwise.
Now we can pick a cutoff and rerun mergeClusters
. We’ll give it a label to keep it separate from the previous merge clusters run we had made. Note, we can turn off plotting completely by setting plot=FALSE
.
ce<-mergeClusters(ce,cutoff=0.05,mergeMethod="adjP",clusterLabel="mergeClusters,v2",plot=FALSE)
ce
## class: ClusterExperiment
## dim: 7069 65
## reducedDimNames: PCA
## filterStats: var var_makeConsensus.final var_makeConsensus.nVAR
## -----------
## Primary cluster type: mergeClusters
## Primary cluster label: mergeClusters,v2
## Table of clusters (of primary clustering):
## -1 m1 m2 m3 m4
## 6 15 14 13 17
## Total number of clusterings: 46
## Dendrogram run on 'makeConsensus,final' (cluster index: 7)
## -----------
## Workflow progress:
## clusterMany run? Yes
## makeConsensus run? Yes
## makeDendrogram run? Yes
## mergeClusters run? Yes
Notice that the nodeMergeInfo
has changed, since different nodes were merged, but the estimates per node stay the same.
nodeMergeInfo(ce)
## Node Contrast isMerged mergeClusterId Storey
## 1 Node1 (X2+X5+X4+X7)/4-(X1+X3+X6)/3 FALSE NA 0.4400905
## 2 Node2 X2-(X5+X4+X7)/3 FALSE NA 0.4058566
## 3 Node3 X1-(X3+X6)/2 FALSE NA 0.3526666
## 4 Node4 X3-X6 TRUE 3 0.2477012
## 5 Node5 X5-(X4+X7)/2 TRUE 4 0.4115151
## 6 Node6 X4-X7 TRUE NA 0.2295940
## PC adjP locfdr MB JC
## 1 0.3780116 0.12137502 NA 0.4041590 NA
## 2 0.3512809 0.09478003 NA 0.3702080 NA
## 3 0.2905322 0.05658509 NA 0.3131985 NA
## 4 0.1886942 0.01938039 NA 0.2138916 NA
## 5 0.3429098 0.03437544 NA 0.3760079 NA
## 6 0.2254791 0.02447305 NA 0.2837742 NA
If we want to rerun mergeClusters
with a different method, we can do that instead.
ce<-mergeClusters(ce,cutoff=0.15,mergeMethod="MB",
clusterLabel="mergeClusters,v3",plot=FALSE)
ce
## class: ClusterExperiment
## dim: 7069 65
## reducedDimNames: PCA
## filterStats: var var_makeConsensus.final var_makeConsensus.nVAR
## -----------
## Primary cluster type: mergeClusters
## Primary cluster label: mergeClusters,v3
## Table of clusters (of primary clustering):
## -1 m1 m2 m3 m4 m5 m6 m7
## 6 15 14 9 8 5 4 4
## Total number of clusterings: 47
## Dendrogram run on 'makeConsensus,final' (cluster index: 8)
## -----------
## Workflow progress:
## clusterMany run? Yes
## makeConsensus run? Yes
## makeDendrogram run? Yes
## mergeClusters run? Yes
We can use plotDendrogram
to compare the results. Notice that plotDendrogram
can recreate the above plots that were created in the calls to mergeClusters
via the argument mergeInfo
(of course, this only works after mergeClusters
has actually been called so that the information is saved in the ce
object).
par(mar=c(1.1,1.1,6.1,2.1))
plotDendrogram(ce,whichClusters=c("mergeClusters,v3","mergeClusters,v2"),mergeInfo="mergeMethod")
![](data:image/png;base64,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)
Requiring a certain log-fold change
With a large number of cells, it can be overly easy to get significant results, even if the size of the differences is small. Another reasonable constraint is to require the difference between the contrasts to be at least of a certain fold-change for the gene to be counted as different. We allow this option for the merge method adjP
. Namely, the proportion significant calculated at each node requires both an adjusted p-value less than 0.05 but also that the estimated \(log_2\) fold-change have an absolute value greater than an amount specified by the argument logFCCutoff
.
ce<-mergeClusters(ce,cutoff=0.05,mergeMethod="adjP", logFCcutoff=2,
clusterLabel="mergeClusters,FC1",plot=FALSE)
ce
## class: ClusterExperiment
## dim: 7069 65
## reducedDimNames: PCA
## filterStats: var var_makeConsensus.final var_makeConsensus.nVAR
## -----------
## Primary cluster type: mergeClusters
## Primary cluster label: mergeClusters,FC1
## Table of clusters (of primary clustering):
## -1 m1 m2 m3 m4
## 6 15 14 13 17
## Total number of clusterings: 48
## Dendrogram run on 'makeConsensus,final' (cluster index: 9)
## -----------
## Workflow progress:
## clusterMany run? Yes
## makeConsensus run? Yes
## makeDendrogram run? Yes
## mergeClusters run? Yes
In this case, we can see that it did not make a difference in the merging.
par(mar=c(1.1,1.1,6.1,2.1))
plotDendrogram(ce,whichClusters=c("mergeClusters,FC1","mergeClusters,v3","mergeClusters,v2"),mergeInfo="mergeMethod")
![](data:image/png;base64,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)
Keeping track of and rerunning elements of the workflow
The commands we have shown above show a workflow which continually saves the results over the previous object, so that additional information just gets added to the existing object.
What happens if some parts of the clustering workflow are re-run? For example, in the above we reran parts of the workflow when we talked about them in more detail, or to experiment with parameter settings.
The workflow commands check for existing clusters of the workflow (based on the clusterTypes
of the clusterings). If there exist clusterings from previous runs and such clusterings came from calls that are “downstream” of the requested clustering, then the method will change their clusterTypes value by adding a “.i”, where \(i\) is a numerical index keeping track of replicate calls.
For example, suppose we rerun ‘makeConsensus’, say with a different parameter choice of the proportion similarity to require. Then makeConsensus
searches the existing clusterings in the input object. Any existing makeConsensus
results will have their clusterTypes
changed from makeConsensus
to makeConsensus.x
, where \(x\) is the largest such number needed to be greater than any existing makeConsensus.x
(after all, you might do this many times!). Their labels will also be updated if they just have the default label, but if the user has given different labels to the clusters those will be preserved.
Moreover, since mergeClusters
is downstream of makeConsensus
in the workflow, currently existing mergeClusters
will also get bumped to mergeClusters.x
. However, clusterMany
is upstream of makeConsensus
(i.e. you expect there to be existing clusterMany
before you run makeConsensus
) so nothing will happen to clusterMany
.
This is handled internally, and may never be apparent to the user unless they choose whichClusters="all"
in a plotting command. Indeed this is one reason to always pick whichClusters="workflow"
, so that these saved previous versions are not displayed.
However, if the user wants to “go back” to previous versions and make them the current iteration, we have seen that the setToCurrent
command will do this. setToCurrent
follows the same process as described above, only with an existing cluster set to the current part of the pipeline.
Note that there is nothing that governs or protects the clusterTypes
values to be of a certain kind. This means that if the user decides to name a clusterTypes of a clustering one of these protected names, that is allowed. However, it could clearly create some havoc if done poorly.
Erasing old clusters You can also choose to have all old versions erased by choosing the options eraseOld=TRUE
in the call to clusterMany
, makeConsensus
,mergeClusters
and/or setToCurrent
. eraseOld=TRUE
in any of these functions will delete ALL past workflow results except for those that are both in the current workflow and “upstream” of the requested command. You can also manually remove clusters with removeClusters
.
Finding workflow iterations Sometimes which numbered iteration a particular call is in will not be obvious if there are many calls to the workflow. You may have a mergeClusters.2
cluster but no mergeClusters.1
because of an upstream workflow call in the middle that bumped the iteration value up to 2 without ever making a mergeClusters.1
. If you really want to, you can see more about the existing iterations and where they are in the clusterMatrix
. “0” refers to the current iteration; otherwise the smaller the iteration number, the earlier it was run.
workflowClusterTable(ce)
## Iteration
## Type 0 1 2 3 4 5 6 7 8
## final 0 0 0 0 0 0 0 0 0
## mergeClusters 1 0 0 1 0 0 1 1 1
## makeConsensus 1 1 1 0 1 1 1 0 0
## clusterMany 36 0 0 0 0 0 0 0 0
Explicit details about every workflow cluster and their index in clusterMatrix
is given by workflowClusterDetails
:
head(workflowClusterDetails(ce),8)
## index type iteration label
## 1 1 mergeClusters 0 mergeClusters,FC1
## 2 2 mergeClusters 8 mergeClusters,v3
## 3 3 mergeClusters 7 mergeClusters,v2
## 4 4 mergeClusters 6 mergeClusters.6
## 5 5 makeConsensus 6 makeConsensus,nVAR
## 6 6 makeConsensus 5 consensusPCA50
## 7 7 makeConsensus 4 consensusPCA15
## 8 8 mergeClusters 3 mergeClusters.3
A note on the whichCluster
argument Many functions take the whichCluster
argument for identifying a clustering or clusterings on which to perform an action. These arguments all act similarly across functions, and allow the user to give character arguments. As described above, these can be shortcuts like “workflow”, or they can match either clusterTypes or clusterLabels of the object. It is important to note that matching is first done to clusterTypes, and then if not successful to clusterLabels. Since neither clusterTypes nor clusterLabels is guaranteed to be unique, the user should be careful in how they make the call. And, of course, whichCluster
arguments can also take explicit numeric integers that identify the column(s) of the clusterMatrix that should be used.
Designate a Final Clustering
A final protected clusterTypes is “final”. This is not created by any method, but can be set to be the clusterType of a clustering by the user (via the clusterTypes
command). Any clustering marked final
will be considered one of the workflow values for commands like whichClusters="workflow"
. However, they will NOT be renamed with “.x” or removed if eraseOld=TRUE
. This is a way for a user to ‘save’ a clustering as important/final so it will not be changed internally by any method, yet still have it show up with the “workflow” clustering results. There is no limit to the number of such clusters that are so marked, but the utility of doing so will drop if too many such clusters are chosen.
For best functionality, particularly if a user has determined a single final clustering after completing clustering, a user will probably want to set the primaryClusterIndex to be that of the final cluster and rerun makeDendrogram. This will help in plotting and visualizing. The setToFinal
command does this.
Here we will demonstrate marking a cluster as final. We go back to our previous mergeClusters that we found with cutoff=0.05
and mark it as our final clustering. First we need to find which cluster it is. We see from our above call to the workflow functions above, that it is clusterType equal to “mergeClusters.4” and label equal to “mergeClusters,v2”. In our call to setToFinal
we will decide to change it’s label as well.
ce<-setToFinal(ce,whichCluster="mergeClusters,v2",
clusterLabel="Final Clustering")
par(mar=plotCMar)
plotClusters(ce,whichClusters="workflow")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABDgAAAN4CAIAAACpjc86AAAABGdBTUEAALGPC/xhBQAAACBjSFJNAAB6JgAAgIQAAPoAAACA6AAAdTAAAOpgAAA6mAAAF3CculE8AAAABmJLR0QA/wD/AP+gvaeTAAAACW9GRnMAAAAAAAAAwAAR0GGAAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAAB3RJTUUH4gofARouuKvSYgAAAAl2cEFnAAAEgAAABIAAw6e9VQAAgABJREFUeNrs3Xs81Nn/OPAzyITkzqqUUFtRKelTbm1buUQiUbvrsm4tUtR2s61Pqdal2GQpaskq3TahrbbawqbYXCoS0si4bVEYcsllZn5/nN/n/ZnvDGPMjFH7eT3/+DzOvN/nvOe8z9unfZ85lxeJyWQi8OFhMpnl5eWVlZWNjY2dnZ2KioozZsz417/+NWHChLGuGgAAAAAAAKNOYqwrMCQqlTp9+nTe8+/evTs8PBwh1NfXl5WVhQ8uXrxYUVFR9JXX09N79uyZrq5uWVnZSMv29vZGR0efPn36+fPnbKckJSW/+OKLffv2Ddoygnzpx+VDeMTgQ6MZdH2sqwDGkvKsPWNdBTBaimr+4f9R+wfbnHVyrKsAPm4fbkeFbx0dHVZWVjidnZ392WefjXWNRqCwsNDFxYWzi4L19fX98ssvaWlpZ8+eXbt27VhX9r8oFMrZs2cRQnZ2dvr6+qP9dR/1IwYAAAAAALz4CDoqEydOdHFxGTbb0qVLx7qmgvrrr7/Mzc3fvXuHEFJVVXV3d7e0tNTQ0Ojq6qJSqQ8ePIiLi+vq6urs7HRycrp7966JiclYV/n/o1AoISEhCCFNTU0RdFQAAAAAAMA/3kfQUVFRUYmNjR3rWoy6169fr169GvdSHBwcTp48yTqjad68eba2tjt27LC3t3/w4EFfX5+Hh8fTp0/JZPJYVxwAAAAAAADh+wg6KiOlrKz8Me4QsGXLlra2NoSQra3thQsXJCQGeTQqKippaWkGBgaNjY0vXry4ceOGvb39WFd8DHykjxgAAAAAAPBObKwrABBCqKSk5PLlywghBQWFn3/+edBeCqamprZ9+3acTktLG+uKAwAAAAAAMCr+mR0VExMTEok0ZcoUzoM2NjYIoYGBgZ9//tnU1FRVVVVGRmb+/Pmenp7V1dVDXbC9vT0qKuqzzz6bMWOGlJSUsrLy/PnzHRwcfv/9dwaDIXiFExIScGLr1q0qKircM2/YsIFEIiGEfvvtt97eXu6ZlZWVSSTSypUrBz17//59EolEIpE4J9cxmczbt287Ojrq6+vLyckpKSktWrTIzc3t6dOnrNl27NhBIpGIpe3u7u74glQqle2Cubm5Xl5eOjo6MjIyioqKBgYG/v7+5eXlXJ7g+vXrEUKdnZ1BQUFTp04lkUh37twZpUfc2tp64MCBhQsXysnJycrKLliw4PDhw93d3QghfX19Eonk7Ows+IMGAAAAAAA8+gdO/RpWW1vb+vXrif1tEUKlpaWlpaUpKSnnzp1zdHRky3/58mUPDw+8egR7//59S0tLaWnplStXTE1Nb926JSUlxXd9mEzmlStXcNrNzW3Y/JMnTy4vLx8YGBi9Jmpvb7e2tn7w4AHrwdbW1uLi4pSUlKCgoNDQUN6v1t3d7enpeeHCBdYjbW1tjx49iouL27x5c3R09FCDSO3t7VZWVvn5+SOq/0gfcXZ2tpOT09u3b4kjT548efLkSUpKyvXrsOktAAAAAMAY+J/rqDAYjK+++iorK0tfX3/NmjWzZ8+mUqk///zzy5cvBwYGPD09ly5dyvo7fWVl5Zdfftnf348Q0tHRsbKyUldX7+zsLCsru3HjxsDAQG5ubmBgIDEkwofa2tqmpiaEkKamJo+hY2bNmjV6TUSn0zds2IB7KXJycuvWrdPS0nr//n1BQcEff/yBEAoLC1u0aNG6desQQrt27fLy8srNzd20aRNCKDQ0FC+bmTx5MnG1NWvW4D4DmUy2srLS1dXt6ekpKiq6d+8eQiguLq6hoSE9PR0PE7FiMpne3t5EL2Xy5MmysrJCf8RFRUWrV69+//49Qmj69OnLli2bNm3a48ePc3Jynj17Zm1tjU8BAAAAAABR+p/rqNy5c6e/v9/f3//HH38cN24cPrht2zYzM7PCwsJ3797dvXuXdVjjzJkzuJfi7+9/7NgxMbH/TpYrKyszNTWl0WiZmZnx8fGc79k8evLkCU4sWLBgrJsHIYRKS0tv3bqFEJo/f352draCggJxKjk52d3dHSF08uRJ3FFRVVVVVVUlJnqpq6uzdaKioqJwL8XU1DQ5OVlLS4s4hZu6sbExMzPz3LlzX331FVtNsrKyaDTa0qVLIyIiDA0Nx48fz0v9R/SIBwYG3NzccFfE29s7NjZWUlISn3r58uWaNWuePXs21g8EAAAAAOB/0UewRqW6uprEFZel55z6+/sNDAyOHTtGvMIihMaPH3/gwAGcLikpYc2Pf86XkpI6cuQIay8FIaSnp7dmzRqEUFNTU3NzM9832NLSghNqampj29Sst4wQCgwMZO2lIITc3NzU1dXFxcVLSkp42Xerp6fnyJEjCKEpU6akp6ez9lIQQitWrLh48SJu1YMHD3IWp9Fo2tra2dnZpqamPPZS0Agf8bVr1/A6meXLlyckJBC9FISQlpbWrVu3WC8CAAAAAABE5iPoqAjdvn372LocCCE9PT2c6OvrYz2+a9eu9PT069evD/qiLCcnhxN41IU/NBoNJyZOnDjWbYMQQuLi4jjR0NDAdopEIv39998DAwOvXr3iZQTp7t27eOHH1q1blZSUODMYGxtbWFgghJ4/f/7q1SvODMHBwXzEiuH9ERMrZ77//nvOO5oyZQrnOA8AAAAAABCBj2Dql6ys7JdffsklA+crKXeLFy/mPDjUD/aWlpaDHu/v73/48GFGRobgN0i8iH8gayGI9gkJCWlsbHR3dzc0NORvYhuxHF9KSionJ2fQPERcy5KSEnV1dbazQ7U/j7fAatBHnJeXh08tX7580EutXr06OTlZsBYFAAAAAAAj9hF0VFRVVePj44V1tQkTJqiqqvJRsKGh4dGjRxQKhUKhVFVVPXz4sLOzUyhVIt7UW1tbhXWbgliwYEFQUFBYWNjAwEB8fHx8fLy2traZmZmxsbG5ubmGhgbvl6qvr8eJLVu2DJu5o6OD7YiEhMSwmzVz4v0R0+l0PGo0bdq0oXpi06ZNE06zAgAAAACAkfgIOirCJScnN6LBASaTeenSpdDQ0NLSUrZTkpKSCgoKeMMuQRCvwmVlZTwWefz48cOHDxFCn3766VBDAYIIDQ01MzMLDg4uKipCCFVXV1dXV58+fRohZGBgEBAQ4OzszEszErPaeNHe3s52REVFZaTDZWgkj/jdu3d4pc0nn3wyVB7OQR4AAAAAACAC/4trVEbk22+/3bhxI+6lyMnJLV++PCAg4Pjx43fv3n3z5o1QggAaGBjgNdylpaU8vtlHRET4+vr6+vrev39fkK/mHMQgWFpaFhYW1tXVnThxwtHRcdKkSfh4cXGxq6urg4MDL4vpZWRkcKKqqoo5HG9vb7bifPRSRkRaWhonuPQ2WYOrAAAAAAAAkYGOCjf5+flHjx5FCCkqKv76669v377NysqKjo729fX9/PPPhbX2ffz48cbGxgghBoNx9uzZYfMzGIy7d+/itIA7Gr948YJ7Bg0NDR8fn0uXLjU0NDx79uzbb7+Vl5dHCKWnp6empg57fWIfs4qKCqG0lXBJSkrieXe1tbVD9buInZcBAAAAAIAoQUeFm/T0dJw4fvz4+vXrOfdBrqurE8oX+fj44ERkZOSwS1+ys7Pxz/zS0tI8zvvq7e0d9Die2cUmNTU1Pj7+1KlTrO/uJBJpzpw5kZGR586dw0fY4tYPasmSJTiB16wPKjk5ef/+/T/88AODwRBKY47I0qVLEUI9PT1DjU2xhrcHAAAAAAAiAx0VbogIJ7Nnz+Y8297efufOHaF8kb29/YwZMxBCtbW1mzdv5vLK/v79ez8/P5xet24dMbdqKHhSWUVFBZ1OZzv14sWL8+fPcxZJTk729fXdtGnToGtmiOUcvOwlYGFhISUlhRCKiYkZtFNHoVC8vLxCQkKKiopGe6LXoHDYSoTQoUOHOM82Nzf//PPPoq8VAAAAAACAjgo3ROSN7OxstlMtLS2rV69ua2vDHwXcAWzcuHHJycn4TT0lJcXV1XXQxSo0Gs3Dw6OqqgoX2b9/P4+30NLSEhkZyXq8vr7+yy+/5Oy9IIQWLlyIE7t372aLD9Pb2xsSEoLThoaGnGXZAl8qKSnhlSc9PT329vaVlZWsZxsbG21tbXEdvLy8BGlAvn355ZdTpkxBCN2+fXvr1q2s9/v333+vWbPmA9kzGgAAAADgf83/3K5fI2JpaRkUFNTb27tz5866urrPP/9cTk6urq7ur7/+SkpK6urqGjduHH613bt3r5+fn5GRER5A4IORkdGJEyd8fHyYTGZqaurt27c9PDwsLS2nTp3KYDBevHhRVlYWGRlJ9ASOHj2qra097GXt7e3/+OMPhNCePXvy8vKsrKykpKSKi4vPnz//9u1bX1/fxMREthiXLi4ukZGRDAbj999/nzFjhr29vbq6Op1Op1KpGRkZuAIaGhpubm5EEWJV+unTpxUVFcePH29ra4vX8ISGht65c6e8vPzRo0f6+vqrV6/W09Mjk8nl5eVpaWl4TlpgYKC1tfWYPOLx48f/8ssv5ubmdDr9p59+unXr1rJlyzQ1NZ8+ffrHH3+0tLSsWLGioaHh+fPnnBP/AAAAAADA6IF3r8Exmczy8vLKysp169ZduHChv7//xx9//PHHH1nzuLu7f/PNN8bGxnQ6/cqVK1euXKmpqdHU1OT7Szdt2jRx4kRfX18ajfbmzZuIiIiIiAjObBISEhEREZs3b+blmj4+Pjk5OZcuXUIIXb169erVq8QpDw+PmJiYpKQktiJ6enrJycl+fn6dnZ21tbXR0dFsGebNm3fx4kU5OTnWI/Ly8jQarbKyEg+h1NTU4I6KjIxMTk6Og4NDbm5ub29veno6sfIHISQuLr558+aoqCghPrv+/v60tLTGxsbOzk5FRcUZM2b861//mjBhwlD5P//8819//dXV1bWzs7OqqgoPWGF2dnZnz57FQ0zDzrIDAAAAAABCBB0VdnQ6PSIi4vTp08+fP+c8O27cuOnTp1tZWXl6es6dOxchdPny5T179tTX1zMYjOnTp+vq6vIeDoXTxo0bV6xYcejQoQsXLrBNo0IIiYuL29vbf/fdd7xv9kUikS5cuPDll1+eOHHi+fPnf//9t5KS0qJFizZt2mRjYzNUKRcXF2tr659++ik7O7u+vr6xsVFWVnbq1Kk6OjoeHh7m5uZsgUrk5eWvXbu2Z8+ekpISJpM5adIkvDYGU1FR+fPPP69evXru3Ln8/Pzm5uaJEyfOmDFj/vz527dvl5CQEBcXH7QajY2NnBFRdu/eHR4ezpm5t7cXR29sbm5ev3496ylJSckvvvhi69atQ90vnpZ29OjRa9eu1dbWSklJTZkyxczMLDw8XFpaGl8WOioAAAAAAKJE4iUaxv+OwsJCFxeXQbsohAkTJpw9e3bt2rVsx/X09J49eyZgR4VAp9MLCwurq6tfv37d19cnLy+vo6OzZMkSWVlZzswUCgXva2xnZ6evrz/WrTgyVCp1+vTpvOcftKMiyIPj1NzcPGnSJDqdXl9fLy0traSkhBCKi4sjtjEAHyDNoOtjXQUwlpRn7RnrKoDRUlQjhP+qgjGxOevkWFcBfNxgROW//vrrL3Nz83fv3iGEVFVV3d3dLS0tNTQ0urq6qFTqgwcP4uLiurq6Ojs7nZyc7t69a2JiMnqVERcXX7JkCbG9L3cUCgWvcdfU1PzoOiqEiRMnuri4DJsNbyjMSpAHV1JS8vjxY4SQpaUlsaHZ2bNniW0GCgsLceLTTz8d6xYCAAAAAPgfAh2V/+/169erV6/GL7sODg4nT57EoQCxefPm2dra7tixw97e/sGDB319fR4eHk+fPiWTyWNd8X8OFRWV2NjYkZYS8MHV19e7u7sjhMLCwvbs2YMQevr0aXBwMHGFw4cPI4SkpKR47DQCAAAAAAChgO2J/78tW7bgvYZtbW0vXLjA+rJLUFFRSUtLmzx5MkLoxYsXN27cGOtaA0Ef3LJly8aNG4cQ+vHHH5OTk728vBYvXtzd3Y3PZmRk4ICPdnZ2sEYFAAAAAECUoKOCEEIlJSWXL19GCCkoKPz8889cNqJVU1Pbvn07TqelpY11xf/XCf7gZGVlcYSZN2/euLu7JyYmsgZO2bJlC0Jo/Pjxg4aDBAAAAAAAo0ds9+7ds2bNkpaWVlBQMDIyOn36NLG8/vr16zY2NmpqamQyecaMGevXr+e+TDw3N9fLy0tHR0dGRkZRUdHAwMDf37+8vHzQzCYmJiQSCe/O1NnZGRQUNHXqVBKJxBbrvbW19cCBAwsXLpSTk5OVlV2wYMHhw4fxD976+vokEsnZ2VnwyiQkJODE1q1bVVRUuDfZhg0b8FZUv/32Gw4DwoWysjKJRFq5cuWgZ+/fv08ikUgkEueUJyaTefv2bUdHR319fTk5ObxVl5ub29OnT1mz7dixg0QiWVlZ4Y/u7u74glQqdbSfDo81HFVCeXBbtmyZNm3aUKVkZWWvXbumpaUlspsCAAAAAAAIIQk8BR8h1NPTk5+fn5+f//Dhw+PHj/v5+RFvgQghCoVCoVAyMjKuXbtmaWnJdpXu7m5PT88LFy6wHmlra3v06FFcXNzmzZujo6OH+rW7vb3dysoqPz+f81R2draTk9Pbt2+JI0+ePHny5ElKSsr160Pu8DPSyjCZzCtXruA0axDDoUyePLm8vHxgYGD0nkp7e7u1tfWDBw9YD7a2thYXF6ekpAQFBYWGhvJ+tdF4OsKtIX+E9eBIJFJJScnz58+PHz/+7Nmzmpqa1tZW3F3ftm1bUFDQsF0gAAAAAAAgdBIuLi6fffZZb2/vr7/+mp2djRBKSEgoLS3Nz8+Xl5f38vJasGBBQ0NDbGxsfX09nU738fGprq5mDXxBp9PXrFmDp/KTyWQrKytdXd2enp6ioqJ79+4hhOLi4hoaGtLT0zljYjCZTG9vb+I9ePLkycT2u0VFRatXr8bzcKZPn75s2bJp06Y9fvw4Jyfn2bNn1tbWrFN0BKlMbW1tU1MTQkhTU5PHfXJnzZo1eo+ETqdv2LAB9wHk5OTWrVunpaX1/v37goICHGM+LCxs0aJF69atQwjt2rXLy8srNzd306ZNCKHQ0FB7e3vckqP3dEZUw9EjxAcnJye3ePHixYsX44+Wlpa3bt1CCG3fvh16KQAAAAAAY0IiJSUFp3x8fDZu3IhDmOfn58+aNevWrVtTp07FZ728vGbPnt3c3FxbW0ulUrW1tYlLREVF4fdgU1PT5ORk1kkyd+/edXNza2xszMzMPHfu3FdffcX29VlZWTQabenSpREREYaGhuPHj8fHBwYG3NzccFfE29s7NjaWCCD48uXLNWvWPHv2bND74aMyT548wQneoyiOqtLSUvyWPH/+/OzsbAUFBeJUcnIy3qLq5MmTuBugqqqqqqpKTPRSV1dnexcfjaczohqOng/twQEAAAAAACH672J6Eom0Y8cO4mNSUhLRS0EIKSoqenp64nRVVRVxvKen58iRIwihKVOmpKens03lX7FixcWLF8XExBBCBw8e5Px6Go2mra2dnZ1tampKvAcjhK5du4aXTyxfvjwhIYE1zLmWltatW7fwTk1s+KtMS0sLTqipqY3140AIIWIEIzAwkLUPgBByc3NTV1cXFxfHAeCHvdQoPR0h1pBVdXU1iSu2+Wkf2oMDAAAAAABC9H92/ZoxYwZOzJkzhzOs3syZM3GCdSHy3bt38RqSrVu34gDebIyNjS0sLBBCz58/f/XqFWeG4OBgzmgkxIKK77//nnNK0pQpUzh//ue7MjQaDScmTpwo8vYfBDGtrqGhge0UiUT6+++/BwYGXr16xdkswmoQVoM+HSHWUBAf2oMDAAAAAABC9H9+oiZ+NdfV1eXMyvqbOoFYTi0lJZWTkzPodxChLUpKStTV1dnOci7NRwjl5eXhb1y+fPmg11y9enVycrJQKkO8iA+66EX0iJUSISEhjY2N7u7uhoaG/L30j9LTEWINWcnKyn755ZdcMuDBH8KH9uAAAAAAAIAQDb7Xk7S0NI/l6+vrcQJHnOCuo6OD/eslJDgXK9PpdPxT/bRp04Z6/R10P1n+KkO8qbe2tgrWmMKxYMGCoKCgsLCwgYGB+Pj4+Ph4bW1tMzMzY2Njc3NzDQ0N3i81Gk9HuDVkpaqqGh8fz3v+D+3BAQAAAAAAIRI04CMx/YYX7e3tbEdUVFTYfiZHCL179w4vb/jkk0+GuhTnb/98V4bo83CPEsPq8ePH+AUd75MmdKGhob///vuiRYvwx+rq6tOnT3t5eU2dOnXRokVnzpzhcfnHaDwd4dZQEB/ggwMAAAAAAMIiaEdFRkYGJ6qqqpjD8fb2Zv/6wd6DifEcvPnsoFiDqwhYGQMDA7xYv7S0lMc3+4iICF9fX19f3/v37wvSepyDGARLS8vCwsK6uroTJ044OjpOmjQJHy8uLnZ1dXVwcOClJzAaT0e4NRTEGD44AAAAAAAw2gTtqBAbLlVUVAirTpKSknhWT21t7VAvu5yR1/muzPjx442NjRFCDAbj7Nmzw+ZnMBh3797FaQE3xn3x4gX3DBoaGj4+PpcuXWpoaHj27Nm3334rLy+PEEpPT09NTR32+qPxdIRbQ0GM4YMDAAAAAACjTdCOypIlS3ACL38fVHJy8v79+3/44QcGg8HjZfGeYz09PUP98o1jgwirMj4+PjgRGRnZ2dnJvW7Z2dl4PEdaWnqotf5sWPdJY1VUVMR5MDU1NT4+/tSpU6ydNBKJNGfOnMjIyHPnzuEjbFHhBzVKT0eINRTQaD84AAAAAAAwVgTtqFhYWEhJSSGEYmJi6urqODNQKBQvL6+QkJCioiLuU4lYEbECDx06xHm2ubn5559/FmJl7O3t8dbMtbW1mzdv5vLK/v79ez8/P6KSxNyqoeC5SRUVFXQ6ne3Uixcvzp8/z1kkOTnZ19d306ZNgy69INbtDPtePnpPR4g1FNDoPTgAAAAAADC2BO2oKCkp4bUNPT099vb2lZWVrGcbGxttbW3xO7qXlxfvl/3yyy+nTJmCELp9+/bWrVv7+/uJU3///feaNWsG3ZGW78qMGzcuOTkZv6mnpKS4uroOuuaBRqN5eHjgeJfjxo3bv3//sDeip6eHEGppaYmMjGQ9Xl9f/+WXX3L2XhBCCxcuxIndu3ez3jhCqLe3NyQkBKcNDQ05yzY3N4vg6fBRQxqNdvM/urq6eP8u7kbvwQEAAAAAgLElIfglQkND79y5U15e/ujRI319/dWrV+vp6ZHJ5PLy8rS0NDzrKTAw0Nramvdrjh8//pdffjE3N6fT6T/99NOtW7eWLVumqan59OnTP/74o6WlZcWKFQ0NDc+fP2eLVs53ZYyMjE6cOOHj48NkMlNTU2/fvu3h4WFpaTl16lQGg/HixYuysrLIyEiiJ3D06FFtbe1hb8Te3v6PP/5ACO3ZsycvL8/KykpKSqq4uPj8+fNv37719fVNTEzs6+tjLeLi4hIZGclgMH7//fcZM2bY29urq6vT6XQqlZqRkYEroKGh4ebmRhQhth84ffq0oqLi+PHjbW1tcRjE0Xg6fNSwsrLSysoKp1+8eKGjoyP4H96oPjgAAAAAADC2hNBRkZGRycnJcXBwyM3N7e3tTU9PT09PJ86Ki4tv3rw5KipqpJf9/PPPf/31V1dX187OzqqqKvxzOGZnZ3f27Fn8uz7bHB5BKrNp06aJEyf6+vrSaLQ3b95EREREREQM0mQSEhEREZs3b+blLnx8fHJyci5duoQQunr16tWrV4lTHh4eMTExSUlJbEX09PSSk5P9/Pw6Oztra2ujo6PZMsybN+/ixYtycnKsR+Tl5Wk0WmVlJR5CqampwR2V0Xg6fNRwVI3GgwMAAAAAAGNL0KlfmIqKyp9//pmRkeHk5KShoUEmk1VUVIyMjHx9fSsrK48dO8b7+gdWdnZ2V69etbW1VVVVlZCQkJaWnj9//unTp69cuSItLY2DQnIuNhCkMhs3bqyqqtq6dauqqirnWXFx8fXr1xcUFGzfvp3HWyCRSBcuXMjIyLCwsNDU1JSUlFRXV1+zZs1vv/2WmJjINhxEcHFxqa2t3b9//7Jly7S0tMhksrKy8sKFC52cnG7evPnkyZNZs2ax5peXl7927ZqJiYmsrOyECRNmzpyJ18aM3tMZaQ1Hm9AfHAAAAAAAGFskXoJdUCgUvGR57969g65uF7re3t7o6OjTp08/f/6c7ZSkpOQXX3wREBCAR1Ti4uKIRdJCRKfTCwsLq6urX79+3dfXJy8vr6Ojs2TJEllZWRHc/j9VZmamnZ1dfX09XoDEpq+vLzY2Njk5ubq6mkwm37hxY8mSJa2trQUFBTjD559/ztoBG9RoPDg9Pb1nz57p6uryHlkSiJ5m0PWxrgIYS8qz9ox1FcBoKaqBf3tH5vza+rGuwv93P+D3sa7Ch8Viyo9jXQVeTci+N9ZVQEgoU7+ErrCw0MnJadBIKQihvr6+X375BU+mQgh9+umno1EHcXHxJUuWENv7AqF48+aNhISEurr6oGe//fbb2NhYnO7u7sb7JZSWlhKLW968eaOsrMz9K+DBAQAAAAD8M3xwHZW//vrL3Nz83bt3+OOyZcv279+voaHR1dVFpVIfPHgQFxfX1dXV09ODECKTyfBK+lFgMBi1tbWnTp2ys7MTFxfnzNDT03P8+HGEkKysrLe3t6Ghoa6u7ljXGgAAAAAAjJkPq6Py+vXr1atX416KmJgYg8F4/vz5tGnTpk+fjhCaN2+era3tjh07TExM8Np6SUnJoZZ5gA9KQUHB0qVLjY2Njx49OmiG6upqHAXFz88vPDx8rOsLAAAAAADG2If1lr9ly5a2tjaEkK2t7fLly7dt2/b69WtDQ0M/P78lS5ZISUlVVFRkZWURO4C9e/fuxo0b9vb2Y11xMIy5c+c2NTUNutIdGxgYwAl5eXnW45999hkvy6gAAAAAAMA/zAfUUSkpKbl8+TJCSEFB4eeff1ZWVv77779//PHHlpaWgwcPsmUmk8k4BkhaWhp0VD58MjIyEAweAAAAAADwTmzGjBlSUlLKysrz5893cHD4/fff8QwcHrW0tOjr65NIJBKJtH37drYfv3Nzc728vHR0dGRkZBQVFQ0MDPz9/cvLywe9VEJCAk5s3bpVRUWFRCIdPny4oqLim2++WbJkiYqKioSEhLKysrGx8b59+woKCkgkEkLot99+wz0WVv39/UlJSTY2NpMnT5aUlFRUVNTX1//2228pFMqgX21iYkIikWxsbBBCAwMDP//8s6mpqaqqqoyMzPz58z09PaurqwctyGQyb9++7ejoqK+vLycnp6SktGjRIjc3t6dPn3JptBE1i2jqpqysTCKRVq5cOeil7t+/jx8xsdhdwBZgFRsbSyKRFixYgD8GBQXh78rJyeFSN76bBSHU3t4eFRX12WefCfjHDwAAAAAARo8Efnd///59S0tLaWnplStXTE1Nb926JSUlNWzh1tbWVatWlZSUIIQCAgKioqJw5wEh1N3d7enpeeHCBSJzd3d3W1vbo0eP4uLiNm/eHB0dzbq8hMlkXrlyBadZI5rPmDEjPj5+0G8vLy8n5guxqqqqWrt2bWVlJXGkra2tra2tpKQkJiYmJCQEvwoPes22trb169dnZWURR0pLS0tLS1NSUs6dO+fo6Miaub293dra+sGDB2xtUlxcnJKSEhQUFBoaynb9kTaLKOvGB9F8C3cjahaE0OXLlz08PIjdGhC/f/wAAAAAAGBUSWzZskVdXb2zs7OsrOzGjRsDAwO5ubmBgYHE+MZQaDSaubn548ePEUJbt249evQo8fZPp9PXrFmD3x3JZLKVlZWurm5PT09RUdG9e/cQQnFxcQ0NDenp6USR2trapqYmhJCmpiZeOj+sQUMKNjY2mpiYvHnzBiEkJye3bNkyfX39pqam/Pz80tLSgYGBvXv30un04OBgzrIMBuOrr77KysrS19dfs2bN7NmzqVTqzz///PLly4GBAU9Pz6VLlxIBQOh0+oYNG/A7upyc3Lp167S0tN6/f19QUPDHH38ghMLCwhYtWrRu3Tri+nw0i8jqxgdhfctXX321cuXKiooKnHPbtm2bNm1CCE2dOnXYOoyoWRBClZWVX375ZX9/P0JIR0fHysqKvz9+AAAAAAAw2iRiYmKID2VlZaampjQaLTMzMz4+fqhhB4RQe3u7hYVFcXExQsjf3z86Opo1c1RUFH4dNzU1TU5O1tLSIk7dvXvXzc2tsbExMzPz3LlzX331FT7+5MkTnCCmAPHH19cX91IMDQ3T0tI0NDTwcSaTGR0dvXPnTjqdHhISYmdnN3fuXLayd+7c6e/v9/f3//HHH8eNG4cPbtu2zczMrLCw8N27d7jy+HhpaemtW7cQQvPnz8/OzlZQUCCuk5yc7O7ujhA6efIk62s6H80isrrxQVjfoqCgoKCggKOmIIRUVVV5j2o/omZBCJ05cwb3Uvz9/Y8dOyYmJkac4v2PHwAAAAAAiIAY6wc9Pb01a9YghJqampqbm4cq8+7dOysrKxwv3M/PLyYmhvWtrqen58iRIwihKVOmpKens76OI4RWrFhx8eJF/ILIukS+paUFJ9TU1Pi+mYqKit9++w0hJC8v/8cffxC9FIQQiUTatm3b7t27EUJ0Oj06OpqzeH9/v4GBwbFjx4hXXoTQ+PHjDxw4gNN4khuWn5+PE4GBgazv6AghNzc3dXV1cXHxkpISYtEOf80imrrxRzTfwt2ImoWos5SU1JEjR1h7KYjnP34AAAAAACAaYmyf5eTkcAL/8Myps7PTysoKv/B5e3vjldCsGe7evfv27VuE0NatW5WUlDivYGxsbGFhgRB6/vz5q1ev8EEajYYTEydO5PtmMjMzcWL79u3EjbDatm0b3nsqMzNz0Bfoffv2sb2/IoT09PRwoq+vjzhIRC1saGhgy08ikf7++++BgYFXr14RjcNfs4imbvwRzbcMi/dmQQjt2rUrPT39+vXr48eP57zUsH/8AAAAAABAZP67bru/v//hw4cZGRlccnd1dbEtnuZ8DSXOSklJERs3sVFUVMSJkpISdXV1hBCZTMZHiClAfHj48CFOWFtbD5pBWVl5yZIld+/ebWlpefnypba2NluGxYsXc5Ya9KWWyBkSEtLY2Oju7m5oaMjlpZy/ZhFN3fgjmm/hvRrDNgtCyNLSctDjvPzxAwAAAAAAUZL48ccfKRRKVVXVw4cPOzs7ueeOjY3FG23hMCanTp36+uuvjYyMWPPU19fjxJYtW4b9+o6ODpwg3tFbW1v5vhliIILLcnxNTU0iM1tHZcKECVwiErJZsGBBUFBQWFjYwMBAfHx8fHy8tra2mZmZsbGxubk566wzQZpFNHXjj2i+hbsRNQurhoaGR48eUSgU3v/4AQAAAACAKEl8++23xAdJSUkFBQW8+9agcC8lISGho6Nj586dCCFfX9+ioiLWFQLEJC5etLe348S0adNwoqysjMeyjx8/xkMon3766fLlyxFC+F2TTCazLZlgNXny5KHqKScnN6IBgdDQUDMzs+Dg4KKiIoRQdXV1dXX16dOnEUIGBgYBAQHOzs7EBflrFtHUjW+i+RYuRtosTCbz0qVLoaGhpaWlbKeG/eMHAAAAAACiJLZ8+fKAgIDjx4/fvXv3zZs3zs7O3AskJCRs2rQpICAALwMoLS1l3TcMIUQEIK+qqmIOx9vbG2c2MDCQlJTEF+TxnT4iIsLX19fX1/f+/fv4yIQJExBCvb29XK5ArJPGmQVkaWlZWFhYV1d34sQJR0fHSZMm4ePFxcWurq4ODg7EShj+mkU0dRsW5wjPaHyLCHz77bcbN27EvRQ5ObmR/vEDAAAAAACREcvKyoqOjvb19f3888+HXcju6+uLY1yMGzeOiMO4b98+Yl4TYtm2q6Kigvd6jB8/3tjYGCHEYDDOnj07bH4Gg3H37l2cJnY0/uSTT3CipqZmqIJEwHIis+A0NDR8fHwuXbrU0NDw7Nmzb7/9Vl5eHiGUnp6empoqSLOIpm7DevHihQi+ZbTl5+cfPXoUIaSoqPjrr7++fft2RH/8AAAAAABAlNi3S6qrq+OSm1hJghAyNjb28PBACHV1dQUEBBDHlyxZghN5eXlDXSc5OXn//v0//PADg8EgDvr4+OBEZGTksAsGsrOz8SZa0tLSeN4XQuhf//oXTvz++++Dlmpra8OzxeTk5GbOnClIw6WmpsbHx586dYp1xIBEIs2ZMycyMvLcuXP4CLGGnu9mEUHdCL29vYNeEM/sEta3jJX09HScOH78+Pr16yUkJNgycP/jBwAAAAAAovR/Oirt7e137tzhvXBERATuuuAtX/FBCwsLKSkphFBMTMygb34UCsXLyyskJKSoqIh1Y1l7e/sZM2YghGprazdv3szlZf39+/d+fn44vW7dOmJWla2tLU5ERUUNOluJOG5ra8u5p+2IJCcn4/GlQRfVEMM1RI+L72YRQd0QQnjeXUVFBZ1OZ8v/4sWL8+fPC+VbxhYRq2f27NmcZ0f6xw8AAAAAAEbVf1+IW1paVq9e3dbWhj/y8n6prKx8+PBhnPb39+/u7kYIKSkp4SUWPT099vb2lZWVrEUaGxttbW3x27CXlxfrqXHjxiUnJ+N39JSUFFdX10GXmtBoNA8Pj6qqKlxk//79xCldXV0rKyuEUGtrq5WV1d9//02cYjKZMTExERERCCExMTHWLQT4s3DhQpzYvXs3W9iN3t7ekJAQnDY0NMQJvptFBHVD/wk80tLSEhkZyZq/vr7+yy+/5Oy98PctNBrt5n90dXUJeJsjRQRXyc7OZjvFxx8/AAAAAAAYVRL379+vq6v766+/kpKSurq6xo0bh1869+7d6+fnZ2RkhMcBhuLu7p6UlJSXl0elUg8dOhQaGooQCg0NvXPnTnl5+aNHj/T19VevXq2np0cmk8vLy9PS0vD8osDAQM5oJ0ZGRidOnPDx8WEymampqbdv3/bw8LC0tJw6dSqDwXjx4kVZWVlkZCSxIP7o0aNsWwwnJCQsWLCgpaUlLy9v7ty5n3/++fz585uamvLy8h49eoTzhISEzJ8/X8CGc3FxiYyMZDAYv//++4wZM+zt7dXV1el0OpVKzcjIwDXU0NBwc3MjivDdLCKom729/R9//IEQ2rNnT15enpWVlZSUVHFx8fnz59++fevr65uYmMgWPJGPb6msrMQ9SYTQixcvdHR0BLzTEbG0tAwKCurt7d25c2ddXd3nn38uJycnyB8/AAAAAAAYPRKmpqbEB3d392+++cbY2JhOp1+5cuXKlSs1NTVE4JFBiYmJnThxYuHChXQ6/ciRI87OznPmzJGRkcnJyXFwcMjNze3t7U1PTyeWByCExMXFN2/eHBUVNegFN23aNHHiRF9fXxqN9ubNm4iICDwMwl5vCYmIiIjNmzezHdfQ0MjNzV27du2LFy9aW1svX758+fJl1lIHDhzYs2eP4A2np6eXnJzs5+fX2dlZW1sbHR3NlmHevHkXL14kgp0jhARpltGum4+PT05OzqVLlxBCV69evXr1KnHKw8MjJiYmKSlJ8G8ZW7Nnz46Li9u0aVN/f/+PP/74448/sp7l448fAAAAAACMHjFZWVk9Pb2AgIDS0tKkpCQ1NTXWeT7Tp08nkUh46QhC6IcffiD9X3v27Jk3b962bdsQQgMDAxs3bvz9999bW1tVVFT+/PPPjIwM/J5KIpFUVFSMjIx8fX0rKyuPHTvGZRnGxo0bq6qqtm7dOmgsP3Fx8fXr1xcUFGzfvn3Q4rNnzy4rKzt16pSVldUnn3wybtw4Yun8wMDAd999JyYmxnYXf/31F0Kora3t6tWrg05zwurq6vC0JRyV0sXFpba2dv/+/cuWLdPS0iKTycrKygsXLnRycrp58+aTJ09mzZrFdgWiWZycnDQ0NMhkMu/NMiK81C0wMBDfvpqaWmtr64ULFzIyMiwsLDQ1NSUlJdXV1desWfPbb78lJiZKSEjgFfNbtmxZv34992/R0tLCZ0tLSy0sLPjbGIBCoeC6ff/990JpEMzT07OsrMzV1XXu3LkyMjJsf/z/+te/Ll++/Omnn0pLS8+bN2+o8PYAAAAAAEAESGxhLqhUKpew7px2794dHh6OEHr79q2Kigo+mJ2d/dlnn+G0np7es2fPdHV1WZdcUygUvAexnZ2dvr7+UBen0+mFhYXV1dWvX7/u6+uTl5fX0dFZsmSJrKzsSO+zsrJy0CXUnAwMDBISEgwMDNiOD3WDH6/AwMBjx47htKur6y+//MIlM4VCwf1VBwcH1kEqTnZ2dpmZmcTHe/fusY7aIYQyMzPt7Ozq6+unTJky7Nft3bv30KFDo90U27Zt4xwRYpObm2tiYjLaNRGxRb/M5Z6hqIbXAKxcbM46yT2DxZQfebsSN1unRQp+EfDxUp4lhKFy8GESyj9EYEwM++///xqh/PdONG41bBf8IsMatkEkhjoxceJEFxeXYb9g6dKlfFSLQqHgxdaamppcOiri4uJLliwhNvYVCgUFhS+//JL1SF9fX3Nzc1FRUWNjI0KouLjYzMwsMzNz5cqVQvzeD1xKSsoXX3xhaWkp4HVaWlpu3LjBeiQ1NZWto/LmzRsJCQl1dfWxvun/wnszAAAAAACAD8eQHRUVFZXY2Nixrp7wTZo0adD7YjKZ9+7dCwgIKCkp6e7utrW1LS0tFfFq77H1zTfflJWV8TFaxerSpUt4Pfry5cvx5lq//vprTEwM3v6YwWDU1taeOnXKzs5OXFx8rO/4v3BHRVZWltjKjNOHs9gGAAAAAOB/gYTgl8CUlZXZZpF9XEgk0rJly/Ly8mxsbLKzs3t6ery9vbOyskgk0j/jBrnQ1NSkUql1dXXffffdTz/9JMil8Iw+hNC+ffu6uroKCgpaW1tv3ryJQ9wUFBQsXbrU2NgYR4j/QPT399fU1CCEVq1alZaWNtbVAQAAAAAACHFGpv8fJy0tff78efzbeU5OTmFh4VjXSBTCw8MVFBQQQnFxcffv3+f7OtXV1Xl5eQihadOmmZqafvHFF/h4amoqTsydO7epqen+/ftcVqeIXk1NDd5BYc6cOWNdFwAAAAAA8P8Js6NiYmJCIpG4v4Pu2LGDRCIRwTTc3d3x5k5UKpUtZ25urpeXl46OjoyMjKKiooGBgb+/f3l5OZevxhtSdXZ2BgUFTZ06lUQi8RFrXE1NLSAgAKdPnjzJ+S1sN7hy5UoSiWRjY4MQampq2r1796xZs6SlpRUUFIyMjE6fPk2Mw1y/ft3GxkZNTY1MJs+YMWP9+vWDxnRHCDGZzNu3bzs6Ourr68vJySkpKS1atMjNze3p06dCfF6st4yXkjOZTE9Pz/fv3/N3HaJD4urqKiYm5ujoiMejrl692tHRgRCSkZEZdCe3EWlpadHX18d/Ntu3bxd8mOvFixc4weN2CwAAAAAAQAQ+xBGV7u7uL774wszMLDExsbq6uru7u62t7dGjR3Fxcbq6uv7+/gMDA0OVbW9vNzc3Dw8Pr6+v57sCzs7OOJGVlcV7qcLCQn19/cOHDz9//rynp4dGo+Xn53t4ePj6+jIYDB8fHxsbm+vXrzc3N/f19VEolLS0NH19/Zs3b3LegqmpqYWFxeXLl0tKSjo6OlpbW4uLi1NSUubNm/fdd9+NRpu7uLhYWFgghKqqqg4cOMDHFZhMJjHvC2/DMHny5GXLliGE3r9/zxoxRhCtra2rVq0qKSlBCAUEBERFRRFz8/hGrKSHjgoAAAAAwIdDrKGhQZTft2vXroqKCmKkIjQ0tKKioqKiYvLkyfgInU5fs2bNhQsXEEJkMtnOzm7v3r3bt283MzPDGeLi4tavXz/o7+hMJtPb2zs/Px9/nDx5Mn9Lw3V0dJSUlBBCNTU1OML6sOrr662trZuamlxcXBITE48fP758+XJ8KiEhwcTEJCEhQV5efseOHampqRERERoaGvhmfXx8WCO30On0DRs2PHjwACEkJyfn7u5+8ODBvXv3rlq1CmcICwu7cuWK0J8LiURKSEiQkZFBCB0+fPjx48cjvUJBQQEemjAyMiIC72zcuBEniD6MIGg0mrm5Oa7b1q1bjx49KngvBf1nRAWPlYWFhZmamqqpqUlJSWlpabm6ut65c+efujYJAAAAAOBDJnH37l03NzeRfZ+qqqqqqiox0UtdXZ0tKmJUVBQexzA1NU1OTiaiByKEcFUbGxszMzPPnTv31VdfsV08KyuLRqMtXbo0IiLC0NCQ74B9JBJpzpw5ubm5CKGamhpeZiuVlpZKSkrevn2b2NTYx8dn48aNONZ7fn7+rFmzbt26NXXqVHzWy8tr9uzZzc3NtbW1VCpVW1ubuM6tW7cQQvPnz8/OzsZLR7Dk5GR3d3eE0MmTJ9etWyf0RzNt2rSwsLCtW7fS6XRPT8+HDx+OGzeO9+JnzpzBCdY/JwcHBzwClpWV9erVK0G2JG5vb7ewsCguLkYI+fv7R0dHC6WXgv4zoiIhIaGrq/vmzRvieE1NTU1NzZkzZ2xsbFJSUlifBQAAAAAAGG1ieBYNp+rqahJXEhJC2zGM0NPTc+TIEYTQlClT0tPTWXspCKEVK1ZcvHgRx24/ePAgZ3EajaatrZ2dnW1qaipgWHFFRUWcaGtr47HInj17WEOvkEikHTt2EB+TkpKIXgq+vqenJ06zBvEghoMCAwPZ3ozd3NzU1dXFxcVLSkpG6Td+Pz8/HBjn8ePHkZEjCJ/X399PDII5OjoSx5WVlfFYEIPBwBn48+7dOysrq4KCAlzJmJgYYfVS0H/av7+//82bN9OnT/f19f33v//t6upKrK2/du2alZUV30t3AAAAAAAAH8T6+vrGug7/dffu3bdv3yKEtm7diidfsTE2NsZLKZ4/f/7q1SvODMHBwWQyWfCaTJgwASc6Ozt5LPL111+zHSFmQM2ZM4czMubMmTNxore3lzhIRBfhnJJHIpH+/vvvgYGBV69esb6m6+npkXjz/fffc78FcXHxxMREHPMkJCTk+fPnPN77zZs3W1paEEJr165l618Rs7+IpfYj1dnZaWVlhbtw3t7esbGxg/ZS+GuHnp4eYjlTSEhIVVXV8ePHQ0JCfvnll7KyssTERDx78OHDh7gLDQAAAAAARGPIURFZWVm2CO5s8MiGcOG1GQghKSmpnJycQfMQYx0lJSWcU4kEj62OdXV14cTEiRN5yS8tLa2pqcl2kBjV0dXV5Swy6JjP4sWLcSIkJKSxsdHd3d3Q0FCIowfDmj17dnBwcHBwcG9vr6en571793h50MQSFFdXV7ZTdnZ2ZDK5t7e3uLj4+fPnn3766Yjq09XVZW1tTfxhIISE2xo9PT379u1DCM2ZM8fJyYn1FIlE8vDwoNPpmzZtQggdPXo0KChoNAYSAQAAAAAApyHfulRVVePj40VcG+K37S1btgybGe94+39uRkJCRUVFKDVpbW3FCR5XJkhJSXF5gZaWlubxexcsWBAUFBQWFjYwMBAfHx8fH6+trW1mZmZsbGxubo6X4LO5ceMGj8NiPN7Lrl27Ll269PTp0wcPHpw4cWLz5s3c87e3t1+9ehUhJCYm9vTp04qKCrYMkyZNwhEVU1NTR7qlWGxsLN7kDfd2Tp069fXXXxsZGQmrHRQVFffv388ls6enZ2RkZFVVVVtbW2FhIefIGAAAAAAAGA0f1s/DNBqN98zt7e1sR1RUVIQyzsNkMomALWzrZEQgNDTUzMwsODi4qKgIIVRdXV1dXX369GmEkIGBQUBAgLOzM2uniHXpi1BISkomJiYuWbKEwWDs2bPHxsZm2rRpXPKnpaXh9RsMBiMoKIhLznPnzoWEhIxoSAT3UhISEjo6Onbu3IkQ8vX1LSoq4lzoL/R2wMTExAwMDPA6lpcvX0JHBQAAAABAND6sOCp4e1yEUFVVFXM43t7e7DcjpNloFAoFL5Uh9ikWMUtLy8LCwrq6uhMnTjg6Ok6aNAkfLy4udnV1dXBwGO0Ncw0NDbdv344Q6uzs9PHx4f51xH5fw6qurn748OFIK5OQkLBp06aAgAA9PT2EUGlpaUxMzKjePhuis9rd3S3K7wUAAAAA+F/2YY2oqKmp4URFRQWxEl30iBUXK1asGMPW0NDQ8PHxwf2EioqKpKSkxMREGo2Wnp6emppKRKV8+fIlj1OelJSUeJ8aFxISkp6eXl1dffPmzTNnzgw62wohVF9fj1cTSUtLNzc3E11NNhs2bMA7NZ89e3bJkiW8N4Kvry9eIjJu3Lj4+HgTExOE0L59+5ycnNgmwvHXDg0NDQMDAyQSicuoUWNjI07wslE1AAAAAAAQig9rRIV4hc3LyxsqT3Jy8v79+3/44QcGgzEadXj9+vWxY8dwmnPQZrSlpqbGx8efOnWKdRADx3WJjIw8d+4cPsK6uNzW1nY2b4j74oW0tPSpU6dwOjAwsKmpaagK44Sdnd1QvRSE0IYNG3Di4sWL/f39vFeD2DsBIWRsbOzh4YEQ6urqCggIYMvJXzvs2LFj+vTpmpqaQ8W4ZDKZT548wWkDAwM+nysAAAAAABihD6ujYmFhISUlhRCKiYmpq6vjzEChULy8vEJCQoqKikZj27Gurq6NGzfi1S8rV64U/YtpcnIyHkMoKyvjPPvJJ5/gBO+bJgti+fLluKvW1tbG2TFACDGZTGL0ifsecVZWVnif37dv3/7xxx98VykiIgJ3XdLT069fvy74PRLVDg8PH3SG25UrV3BHZfHixVOmTBFKwwIAAAAAgGGNcUelubmZ9aOSkhJ+M+7p6bG3t6+srGQ929jYaGtrS6fTEUJeXl7CrQmDwcjKyjIyMvrzzz8RQjIyMidPnhR9gyxcuBAndu/ezTby0NvbGxISgtOGhobE8bKysmHX82CHDh0aaX0OHz6MV8jgkPBsnjx58uzZM4SQoqIiDuw4FCkpqbVr1+I0a0AVGo128z+ILaG5UFZWPnz4ME77+/uzLhrhrx0sLS3xhK5Lly4FBwezTh5jMpkZGRk+Pj7440j3KwMAAAAAAIIYmzUqxHa9p0+fVlRUHD9+vK2tLY5YEhoaeufOnfLy8kePHunr669evVpPT49MJpeXl6elpeHYiIGBgdbW1vx9dWNjI/HqieGQ5EVFRUQESRkZmd9++2369OmibxkXF5fIyEgGg/H777/PmDHD3t5eXV2dTqdTqdSMjAzcr9PQ0HBzcxNNfeTl5Y8fP25nZzfoWWI4xdHREYeJ5GLjxo04f0ZGRmdnJw6pWVlZaWVlhTO8ePFCR0dn2Cq5u7snJSXl5eVRqdRDhw6FhoYKcoOSkpInTpxwcHBACP3www/nzp0zNzefNGlSY2Pj48ePCwsLcbadO3fiSKMAAAAAAEA0xqajMm/ePHl5eRqNVllZiYdQampqcEdFRkYmJyfHwcEhNze3t7c3PT09PT2dKCguLr558+aoqCi+v5pGoyUkJHDJsGjRooSEBGJkQ8T09PSSk5P9/Pw6Oztra2ujo6M5m+7ixYtycnIiq9LatWudnJzwUnhWAwMDxJoZ7vO+sFWrVuGH3t3dnZmZ+dVXX/FXHzExsRMnTixcuJBOpx85csTZ2XnOnDmC3OC6detSUlICAwNbW1tramrY/jwkJSUPHjyId0YGAAAAAAAiMzZTv+Tl5a9du2ZiYiIrKzthwoSZM2ey/h6voqLy559/ZmRk4J2dyGSyioqKkZGRr69vZWXlsWPHhL46ZeLEiTNnznR1dc3MzPzrr7/GqpeCubi41NbW7t+/f9myZVpaWmQyWVlZeeHChU5OTjdv3nzy5MmsWbNEXKWYmBjWRe1YVlbW69evEUJTpkzBm3FxJykpiQcu0P+d/cWHefPmbdu2DSE0MDDg5+cn+GbNLi4uVCo1PDz8888/19LSkpSUlJeXX7hwYVBQEIVC2bVr14hivwAAAAAAAMEN//q1e/fu8PBwhFBfX19WVhY+uHjxYuLNVU9P79mzZ7q6uoOu/xaZysrK2bNnD3VWTk5OXV19yZIl9vb21tbW4uLinHmGusF/mGvXrtFoNHt7ey6bdGHFxcXx8fHZ2dmNjY3S0tJaWlrr16//5ptv5OXlhVsqMzPTzs6uvr6eWK1OoVDw/tR79+7lY2kN4NFms1PcM5gcsxL8W+4H/M49w0PP4QPj/CtxK/cM140nCbl1wEdFedaesa7CP82w/6cTCl7+kfkiU4OHK4H/0uy9NmweKtmGe4bza+sFr8mw//4DwN0Ipn51dHQQywmys7M/++wzLpkpFApekGBnZ6evrz/Wt4na29vb29srKyuTk5MNDAwSEhI4d/Qa0Q1+pJqbm+3s7Oh0en19PfeOSmhoaHBwMLEH9Pv371tbW4uKio4fP37lypWh9kPjr9SbN28kJCTU1dXHqlm2bdvGOcuOTW5uLi8DRwAAAAAAQCgkNm/ezD3H0qVL+bguhULBW1RpamqKuKOioKDAtmSir6+vubm5qKgIR+4rLi42MzPLzMxcuXKlKCv2ITh79izeNo27+Pj4vXv34rSVldXixYvfvXt35coVKpVaV1dnbW1dVFTEuVcvH6UYDEZtbe2pU6fs7OwGHeYSjaqqqrH6agAAAAAAMCiJ2NjYsa6DkE2aNGnQm2Iymffu3QsICCgpKenu7ra1tS0tLeVlm6l/jKdPnwYHBw+brampafv27QghCQmJ9PR0G5v/PzocFhbm7Oz866+/NjU17d69m22dCX+lCgoKli5damxsfPTo0TFsGdxRkZWV5bI8SZQbGAAAAAAAgBFM/VJWVhZ81fIYIpFIy5Yty8vLs7Gxyc7O7unp8fb2zsrKItZJf+w3OCgmk9nQ0PDs2bPLly+npqa+f/9+2CLR0dE9PT0IoZ07dxL9DYSQpKRkUlJSfn5+Q0PDhQsXDh48qKWlJWCpuXPnNjU14UgmY6W/v7+mpgYhtGrVqrS0tDGsCQAAAAAAIHxYkelFQFpa+vz58/jX8ZycHCJQxj+VtbX11KlTraysEhMTeemlMJnMy5cv47SHhwfb2QkTJmzcuBEhxGAwrl69KmAphJCMjMzY9lIQQjU1NXg6nIDbHAMAAAAAACEaWUfFxMSERCJxLk5gtWPHDhKJRKxKd3d3J5FIJBKJSqWy5czNzfXy8tLR0ZGRkVFUVDQwMPD39y8vL+fy1evXr0cIdXZ2BgUFTZ06lUQi3blzZ6T3rKamFhAQgNNs4ecHvcGVK1eSSCQ8SoDnL82aNUtaWlpBQcHIyOj06dPEOMz169dtbGzU1NTIZPKMGTPWr18/1E5oTCbz9u3bjo6O+vr6cnJySkpKixYtcnNze/r0Kf8PczCsodZ58fLlSwqFghCaPXv2oPPi1qxZgxM3b94UsBR/Wlpa9PX18R/V9u3bBR8Ee/HiBU5w2TUOAAAAAACI2NgEfOzu7vb09Lxw4QLrkba2tkePHsXFxW3evDk6OlpCYvC6tbe3W1lZ5efnC1IBZ2fnAwcOIISI/Yh5UVhYaGtri4OHIIR6enry8/Pz8/MfPnx4/PhxPz8/1liBFAqFQqFkZGRcu3bN0tKS7Rasra0fPHjAerC1tbW4uDglJSUoKEjAaOus0tLS+vv7iY9OTk7Z2dlc8hM9K3Nz80EzGBkZSUtLd3d3P3v2TMBSfGhtbV21alVJSQlCKCAgICoqSvAIJ8RKeuioAAAAAAB8OITfUdm1a5eXl1dubu6mTZsQQqGhofb29gihyZMn4wx0On3NmjW4h0Amk62srHR1dXt6eoqKiu7du4cQiouLa2hoSE9P53wHZTKZ3t7eRC9l8uTJsrKyfFRSR0dHSUmppaWlpqamubmZl9lH9fX11tbWb9++dXFx+eyzz3p7e3/99Vf80p+QkFBaWpqfny8vL+/l5bVgwYKGhobY2Nj6+no6ne7j41NdXU1saUWn0zds2IB7KXJycuvWrdPS0nr//n1BQcEff/yBEAoLC1u0aNG6deuE8jjYloCzBtYcFPHWPmnS4FEpJCQkVFVVqVRqQ0NDd3e3tLQ036VGikajmZubP378GCG0devWo0ePCiUOIx5RwSNpYWFhN27cqKqq6ujoUFdXNzExcXV1XbFiBQR8BAAAAAAQMeF3VFRVVfErKf6orq7OFkk9KioK91JMTU2Tk5NZl1bfvXvXzc2tsbExMzPz3LlzX331FdvFs7KyaDTa0qVLIyIiDA0Nx48fz18lSSTSnDlzcnNzEUI1NTW8dFRKS0slJSVv375NbGrs4+OzcePGS5cuIYTy8/NnzZp169atqVOn4rNeXl6zZ89ubm6ura2lUqna2trEdW7duoUQmj9/fnZ2toKCAvEVycnJ7u7uCKGTJ08Kq6MyUm/evMEJLvEuFRUV8fNtbm7W1NTku9SItLe3W1hYFBcXI4T8/f2jo6OF1XnAvSwJCQldXV3iRhBCNTU1NTU1Z86csbGxSUlJYX1SAAAAAABgtImRhjbU5CtB9PT0HDlyBCE0ZcqU9PR01l4KQmjFihUXL14UExNDCB08eJCzOI1G09bWzs7ONjU15buXghGv1G1tbTwW2bNnD2voFRKJtGPHDuJjUlIS0UvB1/f09MRp1jAdxHBQYGAg27uvm5uburq6uLh4SUnJWO0/1tXVxdY+nJSUlNgy81eKd+/evbOysiooKEAI+fn5xcTECHGIAz+d/v7+N2/eTJ8+3dfX99///rerqyuxtv7atWtWVla8bEUAAAAAAACERdS7ft29e/ft27cIoa1btxJvrqyMjY0tLCwQQs+fP3/16hVnhuDgYDKZLHhNJkyYgBOdnZ08Fvn666/ZjsyYMQMn5syZwxkZc+bMmTjR29tLHCTmgDU0NLDlJ5FIf//998DAwKtXr1hfxPX09Ei8+f777wVsFrzFMEKIy5w64lR3d7cgpXjU2dlJrEry9vaOjY0dtJfCXyv19PTU19fjdEhISFVV1fHjx0NCQn755ZeysrLExERc7YcPH+IONgAAAAAAEA2Jb775ZqhzeGRDuIgV5FJSUjk5OYPmIX6VLykpUVdXZzvLtjCdb8Tv+hMnTuQlv7S0NOeEJWJUR1dXl7PIoGM+ixcvxomQkJDGxkZ3d3dDQ8MPZwkEUWcu/beOjg6cIHqM/JXiRVdXF9vGA8Jtq56enn379iGE5syZ4+TkxHqKRCJ5eHjQ6XS82uro0aNBQUGjMcwIAAAAAAA4ScTHx4vy+4hfr7ds2TJsZuLV9r/VlZBQUVERSk1aW1txgse1B1JSUlxekXlfHb5gwYKgoKCwsLCBgYH4+Pj4+HhtbW0zMzNjY2Nzc3MNDQ3OIjdu3OBxl2HB11HIyMiwtQ+XpiNGpfgrxYvY2NiBgQGEEJlM7u3tPXXq1Ndff21kZCSsVlJUVNy/fz+XzJ6enpGRkVVVVW1tbYWFhZzjZgAAAAAAYDSI+udhGo3Ge+b29na2IyoqKkIZ52EymUTAFrZ1MiIQGhpqZmYWHBxcVFSEEKqurq6urj59+jRCyMDAICAgwNnZmbVTxLr0ZbQR/UAuXQ5iVQ8x9sVfKV7gXkpCQkJHR8fOnTsRQr6+vkVFRePGjWPLOUqtJCYmZmBggNexvHz5EjoqAAAAAACiIeo1KsRP71VVVczheHt7s1dXSLPRKBQKXiqD9ykWcSMghCwtLQsLC+vq6k6cOOHo6Ejs6ltcXOzq6urg4DBWi+mJdTVNTU2DZmAwGHhrLDU1NXl5eUFK8SghIWHTpk0BAQF6enoIodLS0piYGFG2CdGVHenqGgAAAAAAwDdRj6ioqanhREVFBbESXfTOnj2LEytWrBirOiCENDQ0fHx8fHx8mExmRUVFUlJSYmIijUZLT09PTU11dnbG2V6+fMnjpCYlJSUBp8bhzgAaOhRmUVERXohC5OS7FC98fX3xEpFx48bFx8ebmJgghPbt2+fk5MQ2TY6/VmpoaBgYGCCRSNOmTRsqf2NjI07wso01AAAAAAAQClF3VJYsWfLTTz8hhPLy8mxtbQfNk5ycTKVSx40bFxQUNBoL+l+/fn3s2DGc5hy0GW2pqanv3r0TFxf38vIi5nfhuC6RkZErVqxYvXo1QujBgwdER8XW1pbHgO579+49dOiQINXT1tbW0tJ6+fLl48ePGxsbiTCdhOvXr+OElZWVgKV4wTpPzNjY2MPDIykpqaurKyAg4MqVK6w5+WulHTt2XLx4ESH06NGjBQsWcGZmMplPnjzBaQMDA0HaFgAAAAAA8E7UU78sLCykpKQQQjExMXV1dZwZKBSKl5dXSEhIUVHRaPRSurq6Nm7ciFe/rFy5UvSvnsnJyXiUoKysjPPsJ598ghO8b5osXCQSaf369Th9/vx5trMDAwOXL19GCImJidnb2wtYig8RERG465Kenk50fgTx5Zdf4kR4ePig0+2uXLmCOyqLFy+eMmWKcFoZAAAAAAAMZ9Q7Ks3NzawflZSU8CBGT0+Pvb19ZWUl69nGxkZbW1s6nY4Q8vLyEm5NGAxGVlaWkZHRn3/+iRCSkZE5efLkaN8+p4ULF+LE7t27+/v7WU/19vaGhITgtKGhIXG8rKxs2PU8mIDDKdi2bdtwZ/LAgQOlpaXEcSaT+f333+NNCJydndk2IeCvFI1Gu/kfvASCVFZWPnz4ME77+/uzLhrhr5UsLS3xhK5Lly4FBwezTh5jMpkZGRk+Pj7444EDB4TzFwAAAAAAAHgwWlO/iO16T58+raioOH78eFtbWxyxJDQ09M6dO+Xl5Y8ePdLX11+9erWenh6ZTC4vL09LS8OxEQMDA62trfn76sbGRuLlEsNBx4uKiogIkjIyMr/99tv06dNF0sj/h4uLS2RkJIPB+P3332fMmGFvb6+urk6n06lUakZGBu7XaWhouLm5ib5u2CeffBIVFeXn5/fu3TtjY2NfX18DA4OOjo6LFy/evXsXITR58uTw8HChlKqsrCQmg7148UJHR2fY6rm7uyclJeXl5VGp1EOHDoWGhgpys5KSkidOnHBwcEAI/fDDD+fOnTM3N580aVJjY+Pjx48LCwtxtp07d+I4pAAAAAAAQDRGq6Myb948eXl5Go1WWVmJh1BqampwR0VGRiYnJ8fBwSE3N7e3tzc9PT09PZ0oKC4uvnnz5qioKL6/mkajJSQkcMmwaNGihIQEYmRDxPT09JKTk/38/Do7O2tra6Ojozmb7uLFi3JycmNSPczX17elpWXfvn2dnZ1sEdm1tbXT09M5A3HyXWqkxMTETpw4sXDhQjqdfuTIEWdn5zlz5ghywXXr1qWkpAQGBra2ttbU1LD98UhKSh48eBDvjAwAAAAAAERmtKZ+ycvLX7t2zcTERFZWdsKECTNnzpSUlCTOqqio/PnnnxkZGXjvJjKZrKKiYmRk5OvrW1lZeezYMaGvTpk4ceLMmTNdXV0zMzP/+uuvseqlYC4uLrW1tfv371+2bJmWlhaZTFZWVl64cKGTk9PNmzefPHkya9asMawe9v333z98+NDDw2P69OlkMllBQcHQ0PDIkSOPHz+eO3eucEuN1Lx587Zt24YQGhgY8PPzE3wrZxcXFyqVGh4e/vnnn2tpaUlKSsrLyy9cuDAoKIhCoezatYtLrE8AAAAAADAaSGwveVQqdUQTonbv3o3n8/T19RFb0y5evJjYrElPT+/Zs2e6urqDrh0XmcrKytmzZw91Vk5OTl1dfcmSJfb29tbW1uLi4px5hrrBj1dgYCDe/UxVVbW8vJx7PBkKhYK3k3ZwcMAr44eSlpZGLKyfOnVqTU3NsN3OzMxMOzu7+vp6YrU68XWC72MGuFj0yzC9x38lbh3rOvLquvGksa4CGEvKs/aMdRXAaCmqGcv3hw/Q5qxhVtjGfb5prOvIa1XBmIi7N/yet5vNTgl+EcEJbeCio6PD6j9Y11IPikKh7N+/f//+/cTGr2Orvb29srIyOTl57dq1//rXv4qLiwW8wY9Lc3Pz9u3bhXW1M2fOEOm6uroHDx4MW+TNmzcSEhJCmRjGn23btpGGc//+/bGqHgAAAADA/6Ah16hMnDjRxcVl2PJLly7l41spFAre3kpTU1NfX1+UN6ygoEDsSIv19fU1NzcXFRXhuH7FxcVmZmaZmZkrV64UZcXGVkpKyhdffGFpaSngdVpaWm7cuMF6JDU11dTUdKj8DAajtrb21KlTdnZ2gw5kiUZVVdVYfTUAAAAAABjUkB0VFRWV2NjYsa6e8E2aNGnQ+2Iymffu3QsICCgpKenu7ra1tS0tLeVlE6p/jG+++aasrExWVlaQi1y6dAnvubx8+fLs7GyE0K+//hoTE8O6QolVQUHB0qVLjY2Njx49Oob3jjsqsrKyXBYvje32BgAAAAAA/2uEtuuXsrKy4GuaxxCJRFq2bFleXp6NjU12dnZPT4+3t3dWVhaxivpjv0EuNDU1qVRqXV3dd99999NPPwlyqbNnz+LEvn37urq6CgoKWltbb968aWtrO2j+uXPnNjU14UgmY6W/v7+mpgYhtGrVqrS0tDGsCQAAAAAAIIg6Mv0HTlpa+vz58/i385ycHCKMxj9beHi4goICQiguLk6QlRjV1dV5eXkIoWnTppmamn7xxRf4eGpq6lBFZGRkxraXghCqqanBMUYF3OYYAAAAAAAIkTA7KiYmJiQSidi4aVA7duwgkUhEjD93d3e8UplKpbLlzM3N9fLy0tHRkZGRUVRUNDAw8Pf3xwHOh/pqvNlUZ2dnUFDQ1KlTSSTSnTt3RnoXampqAQEBOM0Wun7QG1y5ciWJRLKxsUEINTU17d69e9asWdLS0goKCkZGRqdPnybGYa5fv25jY6OmpkYmk2fMmLF+/fqhdkJjMpm3b992dHTU19eXk5NTUlJatGiRm5vb06dPhfi8WG8Zh3NhMpmenp7v37/n7zpEh8TV1VVMTMzR0RGPR129erWjo0NYtW1padHX18d/Ntu3bxd8mOvFixc4wWVfOAAAAAAAIGIf4ohKd3f3F198YWZmlpiYWF1d3d3d3dbW9ujRo7i4OF1dXX9//4GBgaHKtre3m5ubh4eH19fX810BZ2dnnCD2I+ZFYWGhvr7+4cOHnz9/3tPTQ6PR8vPzPTw8fH19GQyGj4+PjY3N9evXm5ub+/r6KBRKWlqavr7+zZs3OW/B1NTUwsLi8uXLJSUlHR0dra2txcXFKSkp8+bN++6770ajzV1cXHDk9aqqqgMHDvBxBSaTScz7wtswTJ48edmyZQih9+/fs8b0FERra+uqVatKSkoQQgEBAVFRUYJHOCFW0kNHBQAAAADgwyHW0NAgyu/btWtXRUUFMVIRGhpaUVFRUVExefJkfIROp69Zs+bChQsIITKZbGdnt3fv3u3bt5uZmeEMcXFx69evH/R3dCaT6e3tnZ+fjz9OnjyZv6XhOjo6OKhITU1Nc3MzL0Xq6+utra2bmppcXFwSExOPHz++fPlyfCohIcHExCQhIUFeXn7Hjh2pqakREREaGhr4Zn18fPC8I+L2N2zYgLf0lZOTc3d3P3jw4N69e1etWoUzhIWFXblyRejPhUQiJSQkyMjIIIQOHz78+PHjkV6hoKAAD00YGRnhECgIoY0bN+IE0YcRBI1GMzc3x3XbunXr0aNHhRKHEVcbj5WFhYWZmpqqqalJSUlpaWm5urreuXPnn7o2CQAAAADgQyZx9+5dNzc3kX2fqqqqqqoqMdFLXV2dLQp7VFQUHscwNTVNTk7W0tIiTuGqNjY2ZmZmnjt37quvvmK7eFZWFo1GW7p0aUREhKGh4fjx4/mrJIlEmjNnTm5uLkKopqaGl0UUpaWlkpKSt2/fJjY19vHx2bhx46VLlxBC+fn5s2bNunXr1tSpU/FZLy+v2bNnNzc319bWUqlUbW1t4jq3bt1CCM2fPz87OxsvHcGSk5Pd3d0RQidPnly3bp3QH820adPCwsK2bt1Kp9M9PT0fPnw4btw43osT4VNY/5wcHBzwCFhWVtarV68EiZTS3t5uYWGBQ9z4+/tHR0cLK1o8HlGRkJDQ1dV98+YNcbympqampubMmTM2NjYpKSmszwIAAAAAAIw2MTyLhlN1dTX3+HcSEkLbMYzQ09Nz5MgRhNCUKVPS09NZeykIoRUrVly8eBGHOT948CBncRqNpq2tnZ2dbWpqyncvBSMCz7e1tfFYZM+ePayhV0gk0o4dO4iPSUlJRC8FX9/T0xOnWYN4EMNBgYGBbG/Gbm5u6urq4uLiJSUlo/Qbv5+fHw6M8/jx48jISN4L9vf3E4Ngjo6OxHFlZWU8FsRgMHAG/rx7987KyqqgoABXMiYmRli9FPSf9u/v73/z5s306dN9fX3//e9/u7q6Emvrr127ZmVlxffSHQAAAAAAwAexvr6+sa7Df929e/ft27cIoa1bt+LJV2yMjY3xUornz5+/evWKM0NwcDCZTBa8JhMmTMCJzs5OHot8/fXXbEeIGVBz5szhjIw5c+ZMnOjt7SUOEkEPOafkkUikv//+e2Bg4NWrV6yv6Xp6esNGVce+//577rcgLi6emJiIY56EhIQ8f/6cx3u/efNmS0sLQmjt2rVs/Sti9heXvb+46+zstLKywl04b2/v2NjYQXsp/LVDT08PsZwpJCSkqqrq+PHjISEhv/zyS1lZWWJiIp49+PDhQ9yFBgAAAAAAojHkqIisrCxbBHc2eGRDuPDaDISQlJRUTk7OoHmIsY6SkhLOqUSCx1bHurq6cGLixIm85JeWltbU1GQ7SIzq6OrqchYZdMxn8eLFOBESEtLY2Oju7m5oaCjE0YNhzZ49Ozg4ODg4uLe319PT8969e7w8aGIJiqurK9spOzs7Mpnc29tbXFz8/PnzTz/9dET16erqsra2Jv4wEELCbY2enp59+/YhhObMmePk5MR6ikQieXh40On0TZs2IYSOHj0aFBQ0GgOJAAAAAACA05BvXaqqqvHx8SKuDfHb9pYtW4bNzLnjrYSEhIqKilBq0traihM8rkyQkpLi8gItLS3N4/cuWLAgKCgoLCxsYGAgPj4+Pj5eW1vbzMzM2NjY3NwcL8Fnc+PGDR6HxXi8l127dl26dOnp06cPHjw4ceLE5s2buedvb2+/evUqQkhMTOzp06cVFRVsGSZNmoQjKqampo50S7HY2Fi8yRvu7Zw6derrr782MjISVjsoKiru37+fS2ZPT8/IyMiqqqq2trbCwkLOkTEAAAAAADAaPqyfh2k0Gu+Z29vb2Y6oqKgIZZyHyWQSAVvY1smIQGhoqJmZWXBwcFFREUKourq6urr69OnTCCEDA4OAgABnZ2fWThHr0hehkJSUTExMXLJkCYPB2LNnj42NzbRp07jkT0tLw+s3GAxGUFAQl5znzp0LCQkZ0ZAI7qUkJCR0dHTs3LkTIeTr61tUVMS50F/o7YCJiYkZGBjgdSwvX76EjgoAAAAAgGh8WHFU8Pa4CKGqqirmcLy9vdlvRkiz0SgUCl4qQ+xTLGKWlpaFhYV1dXUnTpxwdHScNGkSPl5cXOzq6urg4DDaG+YaGhpu374dIdTZ2enj48P964j9voZVXV398OHDkVYmISFh06ZNAQEBenp6CKHS0tKYmJhRvX02RGe1u7tblN8LAAAAAPC/7MMaUVFTU8OJiooKYiW66BErLlasWDGGraGhoeHj44P7CRUVFUlJSYmJiTQaLT09PTU1lYhK+fLlSx6nPCkpKfE+NS4kJCQ9Pb26uvrmzZtnzpwZdLYVQqi+vh6vJpKWlm5ubia6mmw2bNiAd2o+e/bskiVLeG8EX19fvERk3Lhx8fHxJiYmCKF9+/Y5OTmxTYTjrx0aGhoGBgZIJBKXUaPGxkac4GWjagAAAAAAIBQf1ogK8Qqbl5c3VJ7k5OT9+/f/8MMPDAZjNOrw+vXrY8eO4TTnoM1oS01NjY+PP3XqFOsgBo7rEhkZee7cOXyEdXG5ra3tbN4Q98ULaWnpU6dO4XRgYGBTU9NQFcYJOzu7oXopCKENGzbgxMWLF/v7+3mvBrF3AkLI2NjYw8MDIdTV1RUQEMCWk7922LFjx/Tp0zU1NYeKcclkMp88eYLTBgYGfD5XAAAAAAAwQh9WR8XCwkJKSgohFBMTU1dXx5mBQqF4eXmFhIQUFRWNxrZjXV1dGzduxKtfVq5cKfoX0+TkZDyGUFZWxnn2k08+wQneN00WxPLly3FXra2tjbNjgBBiMpnE6BP3PeKsrKzwPr9v3779448/+K5SREQE7rqkp6dfv35d8Hskqh0eHj7oDLcrV67gjsrixYunTJkilIYFAAAAAADDGuOOSnNzM+tHJSUl/Gbc09Njb29fWVnJeraxsdHW1pZOpyOEvLy8hFsTBoORlZVlZGT0559/IoRkZGROnjwp+gZZuHAhTuzevZtt5KG3tzckJASnDQ0NieNlZWXDrufBDh06NNL6HD58GK+QwSHh2Tx58uTZs2cIIUVFRRzYcShSUlJr167FadaAKjQa7eZ/EFtCc6GsrHz48GGc9vf3Z100wl87WFpa4gldly5dCg4OZp08xmQyMzIyfHx88MeR7lcGAAAAAAAEMTZrVIjtek+fPq2oqDh+/HhbW1scsSQ0NPTOnTvl5eWPHj3S19dfvXq1np4emUwuLy9PS0vDsREDAwOtra35++rGxkbi1RPDIcmLioqICJIyMjK//fbb9OnTRd8yLi4ukZGRDAbj999/nzFjhr29vbq6Op1Op1KpGRkZuF+noaHh5uYmmvrIy8sfP37czs5u0LPEcIqjoyMOE8nFxo0bcf6MjIzOzk4cUrOystLKygpnePHihY6OzrBVcnd3T0pKysvLo1Kphw4dCg0NFeQGJSUlT5w44eDggBD64Ycfzp07Z25uPmnSpMbGxsePHxcWFuJsO3fuxJFGAQAAAACAaIxNR2XevHny8vI0Gq2yshIPodTU1OCOioyMTE5OjoODQ25ubm9vb3p6enp6OlFQXFx88+bNUVFRfH81jUZLSEjgkmHRokUJCQnEyIaI6enpJScn+/n5dXZ21tbWRkdHczbdxYsX5eTkRFaltWvXOjk54aXwrAYGBog1M9znfWGrVq3CD727uzszM/Orr77irz5iYmInTpxYuHAhnU4/cuSIs7PznDlzBLnBdevWpaSkBAYGtra21tTUsP15SEpKHjx4EO+MDAAAAAAARIa9o9LQ0IAT1dXVvMS72L17d3h4OEKor6+vra0NIfT+/fvW1lZiDTSFQiH+lyAvL3/t2rU9e/aUlJQwmcxJkyax/h6voqLy559/Xr169dy5c/n5+c3NzRMnTpwxY8b8+fO3b9/Oy4/unF6+fMnlLIlEGjdunIaGxsaNG//9738POjgw1A0KnYuLi7W19U8//ZSdnV1fX9/Y2CgrKzt16lQdHR0PDw9zc3NhhWbHk9wQQvb29hQKhctGzDExMbdu3cJLd/766y98MCsr6/Xr1wihKVOm4M24sLS0tPXr1+P01KlTa2pq8GoiSUlJBweHxMREhFBqair3jkptbS1O4C3F2MybN2/btm2RkZEDAwN+fn7Z2dkCtomLi4udnd3x48dv375NpVIbGhqkpaW1tLQsLCx8fX0HjbP5P+K68STBL0IN43P8c2RVDRLCmiUAwAdIs/faWFdBdJRn7Rk2z9vh/mWO2z98DANNkfybqew5/O0AoStye8o9w6Jf5g5/FU803EVEESuCxLaAmEqljmjKE9FRefv2LbHla3Z29meffYbTenp6z54909XVZV0dTqFQ8CwgOzs7fX19EdxnZWXl7NmzeclpYGCQkJDAuYx+qBv8eAUGBhL7X7m6uv7yyy9cMlMoFLxhtIODw+XLl7nktLOzy8zMJD7eu3fP1NSUe00yMzPt7Ozq6+uJ1erE1+3du5ePpTUjtW3bNs7BKza5ubms/bF/hmH/qXpbGS74t4imoyKa/+iCDxYvr3fgIyWUf4g+Fjx1VIZrEF7+1RVRRwX+jzkWhNNR+TAMOfVr4sSJLi4uw5bnL1A3hULB68I1NTVF01EhKCgosM1T6uvra25uLioqwuEyiouLzczMMjMzV65cKcqKja2UlJQvvvjC0tJSwOu0tLTcuHGD9UhqauqwHZU3b95ISEioq6uP1e3jwPMAAAAAAODDMWRHRUVFJTY2dqyrJ3yTJk0a9L6YTOa9e/cCAgJKSkq6u7ttbW1LS0v5m2b2kfrmm2/KysrwJsJ8u3TpEt6sbPny5dnZ2QihX3/9NSYmZqil9gwGo7a29tSpU3Z2duLi4mN177ijIisry2VtkijXBQEAAAAAAKEtpldWVh40DMXHgkQiLVu2LC8vz8bGJjs7u6enx9vbOysri1j88LHfIBeamppUKrWuru6777776aefBLkUsQ/Yvn37urq6CgoKWltbb968aWtrO2j+goKCpUuXGhsbHz16dKxuv7+/v6amBiG0atWqtLS0saoGAAAAAABg9WEFfBxz0tLS58+fx7+d5+TkELvT/rOFh4crKCgghOLi4u7fv8/3daqrq/Py8hBC06ZNMzU1/eKLL/Bx1sApbObOndvU1HT//v0xjKVYU1ODg/MIuHsYAAAAAAAQImF2VExMTEgkEvc3zh07dpBIJCJ0hru7O4lEIpFIVCqVLWdubq6Xl5eOjo6MjIyioqKBgYG/v395eTmXr8abTXV2dgYFBU2dOpVEIt25c2ekd6GmpkZEYWeL+TjoDa5cuZJEItnY2CCEmpqadu/ePWvWLGlpaQUFBSMjo9OnTxPjMNevX7exsVFTUyOTyTNmzFi/fv2g4ecRQkwm8/bt246Ojvr6+nJyckpKSosWLXJzc3v6dJjVUfxRU1PDS8mZTKanp+f79+/5uw7RIXF1dRUTE3N0dMTjUVevXu3o6Bi0iIyMDI63yLuWlhZ9fX38Z7N9+3bBh7levHiBEzxutwAAAAAAAETgQxxR6e7u/uKLL8zMzBITE6urq7u7u9va2h49ehQXF6erq+vv7z8wMDBU2fb2dnNz8/Dw8Pr6er4r4OzsjBNZWVm8lyosLNTX1z98+PDz5897enpoNFp+fr6Hh4evry+DwfDx8bGxsbl+/Xpzc3NfXx+FQklLS9PX17958ybnLZiamlpYWFy+fLmkpKSjo6O1tbW4uDglJWXevHnffffdaLS5i4sLDmhYVVXFXwh2JpNJzPvC2zBMnjx52bJlCKH379+zBsMRRGtr66pVq0pKShBCAQEBUVFRgm/WTKykh44KAAAAAMCHQ4wInCIau3btqqioIEYqQkNDKyoqKioqJk+ejI/Q6fQ1a9ZcuHABIUQmk+3s7Pbu3bt9+3YzMzOcIS4ubv369YP+js5kMr29vfPz8/HHyZMn87c0XEdHBwcVqampwcHgh1VfX29tbd3U1OTi4pKYmHj8+PHly5fjUwkJCSYmJgkJCfLy8jt27EhNTY2IiMChOeh0uo+PD553RNz+hg0bHjx4gBCSk5Nzd3c/ePDg3r17V61ahTOEhYVduXJF6M+FRCIlJCTIyMgghA4fPvz48eORXqGgoAAPTRgZGeGdhRFCGzduxAmiDyMIGo1mbm6O67Z169ajR48KJaQMrjYeKwsLCzM1NVVTU5OSktLS0nJ1db1z584/dW0SAAAAAMCHTOLu3btubm4i+z5VVVVVVVViope6uvqsWbNYM0RFReFxDFNT0+TkZC0tLeIUrmpjY2NmZua5c+c4IwZmZWXRaLSlS5dGREQYGhqOHz+ev0qSSKQ5c+bk5uYihGpqaniZm1RaWiopKXn79m1iU2MfH5+NGzfigO75+fmzZs26devW1KlT8VkvL6/Zs2c3NzfX1tZSqVRtbW3iOrdu3UIIzZ8/Pzs7Gy8dwZKTk93d3RFCJ0+eXLdundAfzbRp08LCwrZu3Uqn0z09PR8+fDhu3Djei585cwYnWP+cHBwc8AhYVlbWq1evBNmAuL293cLCori4GCHk7+8fHR0trMCXeERFQkJCV1f3zZs3xPGampqampozZ87Y2NikpKSwPgsAAAAAADDaxPAsGk44Mj0XEhJC2zGM0NPTc+TIEYTQlClT0tPTWXspCKEVK1ZcvHgRhzk/ePAgZ3EajaatrZ2dnW1qasp3LwUjAs/jaPS82LNnD2voFRKJtGPHDuJjUlIS0UvB1/f0/P8xP1mDeBDDQYGBgWxvxm5uburq6uLi4iUlJaP0G7+fnx8OjPP48ePIyEjeC/b39xODYI6OjsRxZWVlPBbEYDBwBv68e/fOysqqoKAAVzImJkZYvRT0n/bv7+9/8+bN9OnTfX19//3vf7u6uhJr669du2ZlZcX30h0AAAAAAMAHsb6+vrGuw3/dvXv37du3CKGtW7fiyVdsjI2N8VKK58+fv3r1ijNDcHAwmUwWvCYTJkzAic7OTh6LfP3112xHiBlQc+bM4YyMOXPmTJzo7e0lDhKxRDin5JFIpL///ntgYODVq1esr+l6enok3nz//ffcb0FcXDwxMRHHPAkJCXn+/DmP937z5s2WlhaE0Nq1a9n6V8TsLy57f3HX2dlpZWWFu3De3t6xsbGD9lL4a4eenh5iOVNISEhVVdXx48dDQkJ++eWXsrKyxMREPHvw4cOHuAsNAAAAAABEY8hREVlZWbYI7mzwyIZw4bUZCCEpKamcnJxB8xBjHSUlJZxTiQSPrY51dXXhxMSJE3nJLy0trampyXaQGNXR1dXlLDLomM/ixYtxIiQkpLGx0d3d3dDQUIijB8OaPXt2cHBwcHBwb2+vp6fnvXv3eHnQxBIUV1dXtlN2dnZkMrm3t7e4uPj58+effvrpiOrT1dVlbW1N/GEghITbGj09Pfv27UMIzZkzx8nJifUUiUTy8PCg0+mbNm1CCB09ejQoKGg0BhIBAAAAAACnId+6VFVV4+PjRVwb4rftLVu2DJuZc8dbCQkJFRUVodSktbUVJ3hcmSAlJcXlBVpaWprH712wYEFQUFBYWNjAwEB8fHx8fLy2traZmZmxsbG5uTlegs/mxo0bPA6L8Xgvu3btunTp0tOnTx88eHDixInNmzdzz9/e3n716lWEkJiY2NOnTysqKtgyTJo0CUdUTE1NHemWYrGxsXiTN9zbOXXq1Ndff21kZCSsdlBUVNy/fz+XzJ6enpGRkVVVVW1tbYWFhZwjYwAAAAAAYDR8WD8P02g03jO3t7ezHVFRURHKOA+TySQCtrCtkxGB0NBQMzOz4ODgoqIihFB1dXV1dfXp06cRQgYGBgEBAc7OzqydItalL0IhKSmZmJi4ZMkSBoOxZ88eGxubadOmccmflpaG128wGIygoCAuOc+dOxcSEjKiIRHcS0lISOjo6Ni5cydCyNfXt6ioiHOhv9DbARMTEzMwMMDrWF6+fAkdFQAAAAAA0fiw4qjg7XERQlVVVczheHt7s9+MkGajUSgUvFSG2KdYxCwtLQsLC+vq6k6cOOHo6Dhp0iR8vLi42NXV1cHBYbQ3zDU0NNy+fTtCqLOz08fHh/vXEft9Dau6uvrhw4cjrUxCQsKmTZsCAgL09PQQQqWlpTExMaN6+2yIzmp3d7covxcAAAAA4H/ZhzWioqamhhMVFRXESnTRI1ZcrFixYgxbQ0NDw8fHB/cTKioqkpKSEhMTaTRaenp6amoqEZXy5cuXPE55UlJS4n1qXEhISHp6enV19c2bN8+cOTPobCuEUH19PV5NJC0t3dzcTHQ12WzYsAHv1Hz27NklS5bw3gi+vr54ici4cePi4+NNTEwQQvv27XNycmKbCMdfOzQ0NAwMDJBIJC6jRo2NjTjBy0bVAAAAAABAKD6sERXiFTYvL2+oPMnJyfv37//hhx8YDMZo1OH169fHjh3Dac5Bm9GWmpoaHx9/6tQp1kEMHNclMjLy3Llz+Ajr4nJbW9vZvCHuixfS0tKnTp3C6cDAwKampqEqjBN2dnZD9VIQQhs2bMCJixcv9vf3814NYu8EhJCxsbGHhwdCqKurKyAggC0nf+2wY8eO6dOna2pqDhXjkslkPnnyBKcNDAz4fK4AAAAAAGCEPqyOioWFhZSUFEIoJiamrq6OMwOFQvHy8goJCSkqKhqNbce6uro2btyIV7+sXLlS9C+mycnJeAyhrKyM8+wnn3yCE7xvmiyI5cuX465aW1sbZ8cAIcRkMonRJ+57xFlZWeF9ft++ffvHH3/wXaWIiAjcdUlPT79+/brg90hUOzw8fNAZbleuXMEdlcWLF0+ZMkUoDQsAAAAAAIY1xh2V5uZm1o9KSkr4zbinp8fe3r6yspL1bGNjo62tLZ1ORwh5eXkJtyYMBiMrK8vIyOjPP/9ECMnIyJw8eVL0DbJw4UKc2L17N9vIQ29vb0hICE4bGhoSx8vKyoZdz4MdOnRopPU5fPgwXiGDQ8KzefLkybNnzxBCioqKOLDjUKSkpNauXYvTrAFVaDTazf8gtoTmQllZ+fDhwzjt7+/PumiEv3awtLTEE7ouXboUHBzMOnmMyWRmZGT4+PjgjyPdrwwAAAAAAAhibNaoENv1nj59WlFRcfz48ba2tjhiSWho6J07d8rLyx89eqSvr7969Wo9PT0ymVxeXp6WloZjIwYGBlpbW/P31Y2NjcSrJ4ZDkhcVFRERJGVkZH777bfp06eLvmVcXFwiIyMZDMbvv/8+Y8YMe3t7dXV1Op1OpVIzMjJwv05DQ8PNzU009ZGXlz9+/Lidnd2gZ4nhFEdHRxwmkouNGzfi/BkZGZ2dnTikZmVlpZWVFc7w4sULHR2dYavk7u6elJSUl5dHpVIPHToUGhoqyA1KSkqeOHHCwcEBIfTDDz+cO3fO3Nx80qRJjY2Njx8/LiwsxNl27tyJI40CAAAAAADRGJuOyrx58+Tl5Wk0WmVlJR5CqampwR0VGRmZnJwcBweH3Nzc3t7e9PT09PR0oqC4uPjmzZujoqL4/moajZaQkMAlw6JFixISEoiRDRHT09NLTk728/Pr7Oysra2Njo7mbLqLFy/KycmJrEpr1651cnLCS+FZDQwMEGtmuM/7wlatWoUfend3d2Zm5ldffcVffcTExE6cOLFw4UI6nX7kyBFnZ+c5c+YIcoPr1q1LSUkJDAxsbW2tqalh+/OQlJQ8ePAg3hkZAAAAAACIzNhM/ZKXl7927ZqJiYmsrOyECRNmzpzJ+nu8iorKn3/+mZGRgXd2IpPJKioqRkZGvr6+lZWVx44dE/rqlIkTJ86cOdPV1TUzM/Ovv/4aq14K5uLiUltbu3///mXLlmlpaZHJZGVl5YULFzo5Od28efPJkyezZs0ScZViYmJYF7VjWVlZr1+/RghNmTIFb8bFnaSkJB64QP939hcf5s2bt23bNoTQwMCAn5+f4Js1u7i4UKnU8PDwzz//XEtLS1JSUl5efuHChUFBQRQKZdeuXSOK/QIAAAAAAAQ3/OvX7t27w8PDEUJ9fX1ZWVn44OLFi4k3Vz09vWfPnunq6g66/ltkKisrZ8+ePdRZOTk5dXX1JUuW2NvbW1tbi4uLc+YZ6gb/ZxUXF8fHx2dnZzc2NkpLS2tpaa1fv/6bb76Rl5cXbqnMzEw7O7v6+npitTqFQsH7U+/du5ePpTWAR+cfN3DPEHSphHuGpOTFY30T/5/H1wVjXQUwlpRn7RnrKoDR8u9bA2NdhY/M1mmRw+aJqd0h4EWGvQJCqGsn/9vnENRWk4XZOmOq6UbvWFdBdHh5cMM2yAiGJjo6Oqz+o7S0lHtmCoWyf//+/fv3E1u7jq329vbKysrk5OS1a9f+61//GnRp+Ihu8GOxbds20nDu37/PWTA0NHTx4sU///xzdXX1+/fvW1tbi4qK9uzZM3/+/EFbT5BSb968kZCQUFdX/+haCQAAAAAAjBKJzZs3c8+xdOlSPq5LoVDwFlWampr6+vqivCUFBQW2JRN9fX3Nzc1FRUU4cl9xcbGZmVlmZubKlStFWbExUVVVxUep+Pj4vXv34rSVldXixYvfvXt35coVKpVaV1dnbW1dVFTEuVcvH6UYDEZtbe2pU6fs7OwGHeb6kFsJAAAAAACMHonY2NixroOQTZo0adCbYjKZ9+7dCwgIKCkp6e7utrW1LS0t5WWbqY8afgWXlZXlsvCGbWl+U1PT9u3bEUISEhLp6ek2Njb4eFhYmLOz86+//trU1LR79262dSb8lSooKFi6dKmxsfHRo0c/rlYCAAAAAACjagS7fikrKwu+ankMkUikZcuW5eXl2djYZGdn9/T0eHt7Z2VlEeukP/Yb5NTf319TU4MQWrVqVVpaGo+loqOje3p6EEI7d+4k+hsIIUlJyaSkpPz8/IaGhgsXLhw8eFBLS0vAUnPnzm1qasKRTD6uVgIAAAAAAKPqw4pMLwLS0tLnz5/Hv47n5OQQgTL+kWpqanB8TN438GUymZcvX8ZpDw8PtrMTJkzYuHEjQojBYFy9elXAUgghGRmZse2l8NdKAAAAAABgtI2so2JiYkIikTgXJ7DasWMHiUQiovi5u7vjtchUKpUtZ25urpeXl46OjoyMjKKiooGBgb+/f3l5OZevXr9+PUKos7MzKCho6tSpJBLpzp07I71nNTW1gIAAnGYLPz/oDa5cuZJEIuFRAjx/adasWdLS0goKCkZGRqdPnybGYa5fv25jY6OmpkYmk2fMmLF+/fqhdkJjMpm3b992dHTU19eXk5NTUlJatGiRm5vb06dP+X+YHF68eIETXPZDY/Py5UsKhYKLDDovbs2aNThx8+ZNAUvxp6WlRV9fH/9Rbd++XfBBMD5aCQAAAAAAjLaxCfjY3d3t6el54cIF1iNtbW2PHj2Ki4vbvHlzdHS0hMTgdWtvb7eyssrPzxekAs7OzgcOHEAIEfsR86KwsNDW1hYHD0EI9fT05Ofn5+fnP3z48Pjx435+fqyxAikUCoVCycjIuHbtmqWlJdstWFtbP3jwgPVga2trcXFxSkpKUFCQgNHWCcQacd5fwYmelbm5+aAZjIyMpKWlu7u7nz17JmApPrS2tq5ataqkpAQhFBAQEBUVJXiEEz5aCQAAAAAAjDbhT/3atWtXRUUFMVIRGhpaUVFRUVExefJkfIROp69Zswb3Ushksp2d3d69e7dv325mZoYzxMXFrV+/ftBfyplMpre3N9FLmTx5sqysLB+V1NHRUVJSQgjV1NQ0NzfzUqS+vt7a2rqpqcnFxSUxMfH48ePLly/HpxISEkxMTBISEuTl5Xfs2JGamhoREaGhoYFv1sfHB88sIm5/w4YNuJciJyfn7u5+8ODBvXv3rlq1CmcICwu7cuWKUJ4FHivAY0RhYWGmpqZqampSUlJaWlqurq537tzhbGTirX3SpEmDXlNCQgJP1mpoaOju7hak1EjRaDRzc/PHjx8jhLZu3Xr06FGhxGHko5UAAAAAAMBoE/6IiqqqqqqqKjHRS11dnS2SelRUFB7HMDU1TU5OZl1afffuXTc3t8bGxszMzHPnzn311VdsF8/KyqLRaEuXLo2IiDA0NBw/fjx/lSSRSHPmzMnNzUUI1dTU8LJMorS0VFJS8vbt28Smxj4+Phs3brx06RJCKD8/f9asWbdu3Zo6dSo+6+XlNXv27Obm5traWiqVqq2tTVzn1q1bCKH58+dnZ2crKCgQX5GcnOzu7o4QOnny5Lp16wR/Frj/ICEhoaur++bNG+J4TU1NTU3NmTNnbGxsUlJSWOtAZOMS71JRURE/3+bmZk1NTb5LjUh7e7uFhQUOxuLv7x8dHS2saPF8tBIAAAAAABhtYlwi3A01+UoQPT09R44cQQhNmTIlPT2dtZeCEFqxYsXFixfFxMQQQgcPHuQsTqPRtLW1s7OzTU1N+e6lYMQrdVtbG49F9uzZwxp6hUQi7djx37CsSUlJRC8FX9/T0xOnWcN0EMNBgYGBbO++bm5u6urq4uLiJSUlQvkVH39vf3//mzdvpk+f7uvr++9//9vV1ZVYNX7t2jUrK6v3798TRbq6utjahxMejGLNzF8p3r17987KyqqgoAAh5OfnFxMTI6xeCn+tBAAAAAAARpuod/26e/fu27dvEUJbt24l3lxZGRsbW1hYIISeP3/+6tUrzgzBwcFkMlnwmkyYMAEnOjs7eSzy9ddfsx2ZMWMGTsyZM4czMubMmTNxore3lzhIhDVsaGhgy08ikf7++++BgYFXr16xvojr6ekNGzcd+/7774lSPT099fX1OB0SElJVVXX8+PGQkJBffvmlrKwsMTERz5p7+PAh7joSpXCCy5w64hQxiYu/Ujzq7OwkViV5e3vHxsYO2ksRZSsBAAAAAIDRJvHNN98MdQ6PbAgXsYJcSkoqJydn0DzEr/IlJSXq6upsZ9kWpvON+F1/4sSJvOSXlpbmnLBEjOro6upyFhl0zGfx4sU4ERIS0tjY6O7ubmhoKMTxAUJPT8++ffsQQnPmzHFycmI9RSKRPDw86HT6pk2bEEJHjx4NCgrCA2hEnbn03zo6OnCC6DHyV4oXXV1dbBsPCLet+GslAAAAAAAw2iTi4+NF+X3Er9dbtmwZNjPxavvf6kpIqKioCKUmra2tOMHj2gMpKSkur8jS0tI8fu+CBQuCgoLCwsIGBgbi4+Pj4+O1tbXNzMyMjY3Nzc3xEnw2N27c6Ovr4+XirPeiqKi4f/9+Lpk9PT0jIyOrqqra2toKCwvxiJCMjAxb+3BpOmJUir9SvIiNjR0YGEAIkcnk3t7eU6dOff3110ZGRmPbSgAAAAAAYLSJ+udhGo3Ge+b29na2IyoqKkIZ52EymUTAFrZ1MiIQGhpqZmYWHBxcVFSEEKqurq6urj59+jRCyMDAICAgwNnZmbVTxLr0RYjExMQMDAzwCo2XL1/iV3CiH8ily0Gs6iHGvvgrxQvcS0lISOjo6Ni5cydCyNfXt6ioaNy4cWw5RdlKAAAAAABgtIl6jQrx03tVVRVzON7e3uzVFdJsNAqFgpfKEPsUi5ilpWVhYWFdXd2JEyccHR2JXX2Li4tdXV0dHBxEsyUu0Ukj1o0Q62qampoGLcJgMPDWWGpqavLy8oKU4lFCQsKmTZsCAgL09PQQQqWlpTExMSJoHC6tBAAAAAAARpuoR1TU1NRwoqKigliJLnpnz57FiRUrVoxVHRBCGhoaPj4+Pj4+TCazoqIiKSkpMTGRRqOlp6enpqY6OzvjbC9fvuRxUpOSkhIxuNHQ0DAwMEAikaZNmzZU/sbGRpwgNmjGnQE0dCjMoqIivBCFyMl3KV74+vriJSLjxo2Lj483MTFBCO3bt8/JyYltmpwoWwkAAAAAAIw2UXdUlixZ8tNPPyGE8vLybG1tB82TnJxMpVLHjRsXFBQ0Ggv6X79+fezYMZzmHLQZbampqe/evRMXF/fy8iLmd+G4LpGRkStWrFi9ejVC6MGDB0RHxdbWlseA7nv37j106BBO79ix4+LFiwihR48eLViwgDMzk8l88uQJThsYGOCEtra2lpbWy5cvHz9+3NjYSITpJFy/fh0nrKysiIP8leIF6zwxY2NjDw+PpKSkrq6ugIAAtrCYomwlAAAAAAAw2kQ99cvCwkJKSgohFBMTU1dXx5mBQqF4eXmFhIQUFRWNRi+lq6tr48aNePXLypUrRf/qmZycjEcJysrKOM9+8sknOMH7pslD+fLLL3EiPDx80IlkV65cwa/gixcvnjJlCj5IIpHWr1+P0+fPn2crMjAwcPnyZYSQmJiYvb09cZy/UnyIiIjAXZf09HSi8yP6VgIAAAAAAKOn6/yyAACAAElEQVRt1Dsqzc3NrB+VlJTwIEZPT4+9vX1lZSXr2cbGRltbWzqdjhDy8vISbk0YDEZWVpaRkdGff/6JEJKRkTl58uRo3z6nhQsX4sTu3bv7+/tZT/X29oaEhOC0oaEhcbysrGzY9TwYMVCAELK0tMRTlS5duhQcHMw6LYrJZGZkZPj4+OCPBw4cYK3Gtm3bcGfywIEDpaWlrKW+//57vAmBs7Mz2yYE/JWi0Wg3/4OXQJDKysqHDx/GaX9/f9ZFIyJuJQAAAAAAMKpGa+oXsV3v6dOnFRUVx48fb2triyOWhIaG3rlzp7y8/NGjR/r6+qtXr9bT0yOTyeXl5WlpaTg2YmBgoLW1NX9f3djYSLxcYjjoeFFRERFBUkZG5rfffps+fbpIGvn/cHFxiYyMZDAYv//++4wZM+zt7dXV1el0OpVKzcjIwP06DQ0NNzc3Ab9IUlLyxIkTDg4OCKEffvjh3Llz5ubmkyZNamxsfPz4cWFhIc62c+dOHGGT8Mknn0RFRfn5+b17987Y2NjX19fAwKCjo+PixYt3795FCE2ePDk8PJzt6/grVVlZSUwGe/HihY6OzrD35e7unpSUlJeXR6VSDx06FBoaOiatBAAAAAAARtVodVTmzZsnLy9Po9EqKyvxEEpNTQ3uqMjIyOTk5Dg4OOTm5vb29qanp6enpxMFxcXFN2/eHBUVxfdX02i0hIQELhkWLVqUkJBAjGyImJ6eXnJysp+fX2dnZ21tbXR0NGfTXbx4UU5OTvDvWrduXUpKSmBgYGtra01NDVuzSEpKHjx4EO/5y8bX17elpWXfvn2dnZ1sEdm1tbXT09M5A3HyXWqkxMTETpw4sXDhQjqdfuTIEWdn5zlz5oxJKwEAAAAAgNEjxhr4Qk9Pj0QijXRfpkHJy8tfu3bNxMREVlZ2woQJM2fOlJSUJM6qqKj8+eefGRkZeO8mMpmsoqJiZGTk6+tbWVnp6+srLi5O+r9wbPLGxkZ5efnZs2e7u7tfvXoVTxLjxcSJE2fOnOnq6pqZmfnXX3+NVS8Fc3Fxqa2t3b9//7Jly7S0tMhksrKy8sKFC52cnG7evPnkyZNZs2bxcp1r166dPXuW+4wpFxcXKpW6ZcuWSZMm4dgjJBJJWlp6+fLljx492rVr11BRLL///vvk5OSZM2cSpWRkZFavXp2TkzN37tyhvo6/Upxqa2txIicnh/PsvHnztm3bhhAaGBjw8/MTfCtn3Erh4eGff/65lpaWpKSkvLz8woULg4KCKBQKl1YCAAAAAACjhJSdnf3ZZ5/hD3p6es+ePdPV1WVd502hUPBmvnZ2dvr6+iKoU2Vl5ezZs3nJaWBgkJCQwLkg/u3bt8T+s6w3+E/S3Nw8adIkOp1eX1/PfZF3aGhocHAwg8FgOz516tQrV64MtZ2AKEtlZmba2dmx3giFQsG7V7Pu0DV6tm3bxjm0xSY3NxdvjvxPsuiXYXqPbyvDebsSN0nJi0VwLx5fF4jgW8AHS3nWnrGuAhgt/741MNZV+Mh07fxjrKvw/6mtJo91FT4su8I/557h8J4s3q7ETdONXsEv8oE8u+GnflEoFLzCW1NTUzQdFYKCggKxKRPW19fX3NxcVFSEQ1sUFxebmZllZmauXLlSlBX7EJw9e5aXAaX4+Pi9e/fitJWV1eLFi9+9e3flyhUqlVpXV2dtbV1UVMTZzxFlKYTQmzdvJCQkhDIxjD848DwAAAAAAPhwiDqOyohMmjQpNjaW8ziTybx3715AQEBJSUl3d7etrW1paSkv67D/MZ4+fRocHDxstqampu3btyOEJCQk0tPTbWxs8PGwsDBnZ+dff/21qalp9+7dqampY1WKwWDU1taeOnXKzs5OXFx8rNoTd1RkZWW5zAkUyqohAAAAAADAI7GPcVoUiURatmxZXl7e8uXLEUI9PT3e3t6sCxWUlZWJvWg/xhscFJPJrK+vv3nzppeX1+LFi1l35h1KdHR0T08PQmjnzp1EzwEhJCkpmZSUhAc3Lly48PLly7EqVVBQoKWlNW7cuKNHj45Vw/b399fU1CCEVq1alTO0Ea2xAQAAAAAAAhJ1wEchkpaWPn/+PP6dOycnh9hJ9p/K2tp66tSpVlZWiYmJ79+/HzY/k8nEYRYRQh4eHmxnJ0yYsHHjRoQQg8G4evXqmJRCCM2dO7epqen+/ftjGEuxpqYGT6ITcPcwAAAAAAAgRNw6Kjt27CCRSESYC3d3d7wBF5VKZcuZm5vr5eWlo6MjIyOjqKhoYGDg7++PY/xxMjExIQKZd3Z2BgUFTZ06lUQi3blzZ6S1V1NTCwgIwGm26I34W9hef1euXEkikfDv/Xgm0qxZs6SlpRUUFIyMjE6fPk0My1y/ft3GxkZNTY1MJs+YMWP9+vWDBpJHCDGZzNu3bzs6Ourr68vJySkpKS1atMjNze3p06fCfVSssQh58fLlSwqFghCaPXv2oPPi1qxZgxM3b94ck1IIIRkZGRxvkXctLS36+vr4T3H79u2Cb/n14sULnOBxCwcAAAAAACACgq5R6e7u9vT0vHDhAuuRtra2R48excXFbd68OTo6WkJi8G9pb2+3srLKz88XpALOzs44ZHhW1gj2SSgsLLS1tX39+jX+2NPTk5+fn5+f//Dhw+PHj/v5+bEG06BQKBQKJSMj49q1a5aWlmy3YG1tjbdOJrS2thYXF6ekpAQFBQkYjpBVWloaayR7Jyen7OxsLvmJnpW5ufmgGYyMjKSlpbu7u589ezYmpfjQ2tq6atWqkpIShFBAQEBUVJTgGwcTK+mhowIAAAAA8OHg1lHZtWuXl5dXbm7upk2bEEKhoaH29vYIocmTJ+MMdDp9zZo1uIdAJpOtrKx0dXV7enqKioru3buHEIqLi2toaEhPT+d8m2Qymd7e3kQvZfLkybKysnzcgI6OjpKSUktLS01NTXNzMy8/z9fX11tbW799+9bFxeWzzz7r7e399ddf8Ut/QkJCaWlpfn6+vLy8l5fXggULGhoaYmNj6+vr6XS6j49PdXU1seabTqdv2LAB91Lk5OTWrVunpaX1/v37goKCP/74AyEUFha2aNGidevWCeVRsS3mZo1LMyji/XvSpEmDZpCQkFBVVaVSqQ0NDd3d3dLS0iIuNVI0Gs3c3Pzx48cIoa1btx49elQo4U3wiAoefwsLC7tx40ZVVVVHR4e6urqJiYmrq+uKFSsgjgoAAAAAgIhx66ioqqril0v8UV1dnS0QYVRUFO6lmJqaJicna2lpEafu3r3r5ubW2NiYmZl57ty5r776iu3iWVlZNBpt6dKlERERhoaG48eP5+8GSCTSnDlzcnNzEUI1NTW8dFRKS0slJSVv375NbGrs4+OzcePGS5cuIYTy8/NnzZp169atqVOn4rNeXl6zZ89ubm6ura2lUqna2trEdW7duoUQmj9/fnZ2toKCAvEVycnJ7u7uCKGTJ08Kq6MyUm/evMEJRUXFofIoKiri59vc3KypqSniUiPS3t5uYWFRXFyMEPL394+OjhZW5wH3siQkJHR1dYkbQQjV1NTU1NScOXPGxsYmJSWF9fkCAAAAAIDRxv9i+p6eniNHjiCEpkyZkp6eztpLQQitWLHi4sWLYmJiCKGDBw9yFqfRaNra2tnZ2aampnz3UjDi5bitrY3HInv27GENvUIikXbs2EF8TEpKInop+Pqenp44zRpwgxgOCgwMZHuLdXNzU1dXFxcXLykpEXwRBX+IiPVcOg9KSkpsmUVZinfv3r2zsrIqKChACPn5+cXExAhxiAM/0/7+/jdv3kyfPt3X1/ff//63q6srsbb+2rVrVlZWvGxgAAAAAAAAhIX/jsrdu3ffvn2LENq6dSvxDsrK2NjYwsICIfT8+fNXr15xZggODiaThRD2csKECTjR2dnJY5Gvv/6a7QiOg44QmjNnztKlS9nOzpw5Eyd6e/8b7JOYA9bQ0MCWn0Qi/f333wMDA69evWJ9pdbT0yPx5vvvvxewWfBmwQghLnPqiFPEZseiLMWjzs5OYi2Tt7d3bGzsoL0U/tq2p6envr4ep0NCQqqqqo4fPx4SEvLLL7+UlZUlJibiaj98+BB3ywEAAAAAgGjwv5ieWEEuJSWVk5MzaB7i9/WSkhLOuONsC9P5RvxCP3HiRF7yS0tLc049IkZ1dHV1OYsMOuazePFinAgJCWlsbHR3dzc0NPxwFjMQdebSf+vo6MAJoscoylK86OrqYtuuQLgt3NPTs2/fPoTQnDlznJycWE+RSCQPDw86nY7XaB09ejQoKGionSEAAAAAAIBw8f/WRfwOvWXLlmEzEy+p//1iCQkVFRWh3ENraytO8LiKQEpKisvLLu/rvBcsWBAUFBQWFjYwMBAfHx8fH6+trW1mZmZsbGxubq6hocFZ5MaNGzzuMiz4iggZGRm29uHSdMSolChL8SI2NnZgYAAhRCaTe3t7T5069fXXXxsZGQmrbRUVFffv388ls6enZ2RkZFVVVVtbW2FhIedoGwAAAAAAGA38d1RoNBrvmdvb29mOqKio4BUsAmIymUTAFrZ1MiIQGhpqZmYWHBxcVFSEEKqurq6urj59+jRCyMDAICAgwNnZmbVTxLr0ZbQR/UAunQdiVQ8x9iXKUrzAvZSEhISOjo6dO3cihHx9fYuKisaNG8eWc5TaVkxMzMDAAK9jefnyJXRUAAAAAABEg/+uAvEjelVVFXM43t7e7F8sjF4KQohCoeClMnifYtG3oKWlZWFhYV1d3YkTJxwdHYn9eYuLi11dXR0cHMZqMT2xrqapqWnQDAwGA29ypaamJi8vL/pSPEpISNi0aVNAQICenh5CqLS0NCYmRpQtSXSAR7q6BgAAAAAA8I3/ERU1NTWcqKioIFaii97Zs2dxYsWKFWNVB4SQhoaGj4+Pj48Pk8msqKhISkpKTEyk0Wjp6empqanOzs4428uXL3mcnqSkpCTg1Dj8Wo+GDoVZVFSEl5QQOUVcihe+vr54ici4cePi4+NNTEwQQvv27XNycmKbXMdf2zY0NAwMDJBIpGnTpg2Vv7GxESd42fwaAAAAAAAIBf8dlSVLlvz0008Ioby8PFtb20HzJCcnU6nUcePGBQUFCWsIhdXr16+PHTuG05yDNqMtNTX13bt34uLiXl5exPwuHNclMjJyxYoVq1evRgg9ePCA6KjY2tryGJp97969hw4dEqR62traWlpaL1++fPz4cWNjIxGmk3D9+nWcsLKyGpNSvGCdJ2ZsbOzh4ZGUlNTV1RUQEHDlyhXWnPy17Y4dOy5evIgQevTo0YIFCzgzM5nMJ0+e4LSBgYEgTwQAAAAAAPCO/86DhYWFlJQUQigmJqauro4zA4VC8fLyCgkJKSoqGo1eSldX18aNG/Hql5UrV4r+JTI5ORn/3l9WVsZ59pNPPsEJ3jdNFi4SibR+/XqcPn/+PNvZgYGBy5cvI4TExMTs7e3HpBQfIiIicNclPT2d6PwI4ssvv8SJ8PDwQSfpXblyBXdUFi9ePGXKFMG/EQAAAAAA8GIE/Yfm5mbWj0pKSngQo6enx97evrKykvVsY2Ojra0tnU5HCHl5eQm30gwGIysry8jI6M8//0QIycjInDx5UvRtt3DhQpzYvXt3f38/66ne3t6QkBCcNjQ0JI6XlZUNu54HE3A4Bdu2bRvuTB44cKC0tJQ4zmQyv//+e7wJgbOzM9smBKIsRaPRbv4HL4EglZWVDx8+jNP+/v6si0b4a1tLS0s8oevSpUvBwcGsk8eYTGZGRoaPjw/+eODAAcGfCAAAAAAA4NHwU7+I7XpPnz6tqKg4fvx4W1tbHLEkNDT0zp075eXljx490tfXX716tZ6eHplMLi8vT0tLw7ERAwMDra2t+atcY2Mj8ZqI4fDhRUVFRARJGRmZ3377bfr06aJvOxcXl8jISAaD8fvvv8+YMcPe3l5dXZ1Op1Op1IyMDNyv09DQcHNzE33dsE8++SQqKsrPz+/du3fGxsa+vr4GBgYdHR0XL168e/cuQmjy5Mnh4eFjWKqyspKYDPbixQsdHZ1hb8rd3T0pKSkvL49KpR46dCg0NFSQJpKUlDxx4oSDgwNC6Icffjh37py5ufmkSZMaGxsfP35cWFiIs+3cuRNHLwUAAAAAAKIxfEdl3rx58vLyNBqtsrISD6HU1NTgjoqMjExOTo6Dg0Nubm5vb296enp6ejpRUFxcfPPmzVFRUXxXjkajJSQkcMmwaNGihIQEYmRDxPT09JKTk/38/Do7O2tra6Ojozmb7uLFi3JycmNSPczX17elpWXfvn2dnZ1ssdW1tbXT09M5A3GKuNRIiYmJnThxYuHChXQ6/ciRI87OznPmzBHkguvWrUtJSQkMDGxtba2pqWH7k5OUlDx48CDeGRkAAAAAAIjM8FO/5OXlr127ZmJiIisrO2HChJkzZ0pKShJnVVRU/vzzz4yMDLwLE5lMVlFRMTIy8vX1raysPHbsmNBXp0ycOHHmzJmurq6ZmZl//fXXWPVSMBcXl9ra2v379y9btkxLS4tMJisrKy9cuNDJyenmzZtPnjyZNWvWGFYP+/777x8+fOjh4TF9+nQymaygoGBoaHjkyJHHjx/PnTv3Qyg1UvPmzdu2bRtCaGBgwM/PT/ANoF1cXKhUanh4+Oeff66lpSUpKSkvL79w4cKgoCAKhbJr1y4uEUIBAAAAAMBoILG95FGp1BFNo9q9ezeez9PX10dsTbt48WJisyY9Pb1nz57p6uoOuuJcZCorK2fPnj3UWTk5OXV19SVLltjb21tbW4uLi3PmGeoGP16BgYF4zzRVVdXy8nLuUWgoFArehNrBwQGvjB9KWloasbB+6tSpNTU1w3ZWMzMz7ezs6uvridXqxNcJvvsZ73p7ey9cuJCamlpRUfH27VstLS09Pb0tW7bgPZH/kRb9Mkzv8d+3BgT/lgnZ97hnWPFKoJ24sWlBQthcAXy8lGftGesqgNEilH+IRKNr5x8CXkHmyCrRVEPwL+LlW9RWkwW/nX8Sofz3TnDnHjcMm0c0z27YBuF/e2I2HR0dxGKD7Ozszz77jEtmCoWC45/Y2dnp6+uLoCG4a29vb29vr6ysTE5ONjAwSEhI4NxDbEQ3+HFpbm7evn37L7/8IpSrnTlzhkjX1dU9ePDA1NSUe5E3b95ISEgIZWIY3168eLFhw4bHjx8TR8rLy8vLyy9duuTu7n7y5EkJCaH9nwUAAAAAAAxryHeviRMnuri4DFt+6dKlfHwrhULBm2JpamqKuKOioKBA7EiL9fX1NTc3FxUV4bh+xcXFZmZmmZmZK1euFGXFxlZKSsoXX3xhaWkp4HVaWlpu3LjBeiQ1NZVLR4XBYNTW1p46dcrOzm7QgSzRaGpqWrFiRX19PUJIU1Nz7dq1cnJyT58+zczMZDAYp0+fnjx58sGDB8eqegAAAAAA/4OG7KioqKjExsaOdfWEb9KkSYPeF5PJvHfvXkBAQElJSXd3t62tbWlpKS+bUP1jfPPNN2VlZbKysoJc5NKlS3in5uXLl2dnZyOEfv3115iYGNZ1TawKCgqWLl1qbGx89OjRMbx3Ly8v3Evx9/c/evQoMXhSWFj4+eefd3Z2/vDDDw4ODh/C6B8AAAAAwP8Ioa10V1ZWJuJUfIzTokgk0rJly/Ly8pYvX44Q6unp8fb2Zl3A87HfIBeampoIobq6uu+++07AS+EZfQihffv2LV68GCHU2tp68+bNofLPnTu3qanp/v37YxhLMS8v79q1awihVatWHTt2jHWKl6GhYWRkJEKIyWRyX5kDAAAAAACES/gB4z9q0tLS58+fxxsK5+TkEGE0/tnCw8MVFBQQQnFxcffv3+f7OtXV1Xl5eQihadOmmZqafvHFF/h4amrqUEVkZGRwvMUxROxH/O2333Ku+//yyy91dHSmTZuG49MDAAAAAADREGZHxcTEhEQicf9pfMeOHSQSiViV7u7uTiKRSCQSlUply5mbm+vl5aWjoyMjI6OoqGhgYODv748DnA/11Xizqc7OzqCgoKlTp5JIpDt37oz0LtTU1AICAnCaLeD9oDe4cuVKEolkY2ODEGpqatq9e/esWbOkpaUVFBSMjIxOnz5NDMtcv37dxsZGTU2NTCbPmDFj/fr1Q+2ExmQyb9++7ejoqK+vLycnp6SktGjRIjc3t6dPnwrxebHeMg4Cw2QyPT09379/z991iA6Jq6urmJiYo6Mj3tX36tWrHR0dwqptS0uLvr4+/rPZvn27gHsTDwwM4OGUTz75ZMWKFZwZZGVlX7x4QaVScTYAAAAAACAaH+KISnd39xdffGFmZpaYmFhdXd3d3d3W1vbo0aO4uDhdXV1/f/+BgSF3Kmxvbzc3Nw8PD8dLDvjj7OyME8R+xLwoLCzU19c/fPjw8+fPe3p6aDRafn6+h4eHr68vg8Hw8fGxsbG5fv16c3NzX18fhUJJS0vT19fnnBbV3t5uampqYWFx+fLlkpKSjo6O1tbW4uLilJSUefPmCT47a1AuLi448npVVdWBAwf4uAKTySTmfeFtGCZPnrxs2TKE0Pv371kjgQqitbV11apVJSUlCKGAgICoqCgBI5yUl5e3trYihGxsbGBfLwAAAACAD4dEQ0ODKJcH7Nq1y8vLKzc3d9OmTQih0NBQe3t7hNDkyZNxBjqdvmbNGtxDIJPJVlZWurq6PT09RUVF9+7dQwjFxcU1NDSkp6dzvqEymUxvb+/8/Hz8cfLkyfwtDdfR0VFSUmppaampqWlubuZlblJ9fb21tfXbt29dXFw+++yz3t7eX3/9Fa8mT0hIKC0tzc/Pl5eX9/LyWrBgQUNDQ2xsbH19PZ1O9/Hxqa6uJja8otPpGzZsePDgAUJITk5u3bp1Wlpa79+/Lygo+OOPPxBCYWFhixYtWrdunXCfC4lESkhI0NXV7erqOnz4sKOj44IFC0Z0hYKCghcvXiCEjIyMcAgUhNDGjRtzcv4fe3ce19S1Lg5/hSlCVGYQFQdAq0IVZbgyWguCCEUoorRlEA0KSMV6VKTKj2I9oAwflYKCXoZjRautRqxanABF4QhBBRVQg4SpCgoGZJAhyfvHeu++uQmEkIRgT5/vH/ez2Fk7e+2Nt2c/rLWepxAhdOrUqYCAAAkHyWKxnJyccAbhrVu3Hjp0SPI6jNXV1bgxY8YM3Hj69OmjR4/a2to0NDTMzc0/+eQTqPYIAAAAACB7Crdu3ZL8DVJ0Ojo6Ojo6xEIvPT09vtrtSUlJOEqxs7PLzs42MDAgPsJDbW5uzs3NPX369DfffMP35fn5+SwWy8rK6uDBgxYWFhMmTBBvkCQSacGCBUVFRQihuro6UQKVyspKJSWl69evE0mNg4ODfXx8zp07hxAqKSmZN2/etWvXiLdhKpU6f/781tbW+vp6JpNpaGhIfM+1a9cQQosWLSooKMBbR7Ds7OzAwECE0PHjx6UeqCCEZs6cGRcXt3XrVjabvXHjxvv37ysqKop+OlE+hfefk5eXF54By8/Pf/XqlSSVUjo6OpydncvLyxFCYWFhhw8flkr8gIMrhNCUKVNKS0tDQ0PxJQiLFi2Kj493cnKS2oMGAAAAAAAikMOraATV1taShBqLdTK9vb0JCQkIoenTp9NoNN4oBSHk4OBw9uxZvN15yKIWLBbL0NCwoKDAzs5O7CgFIwrPv3v3TsRTdu/ezVt6hUQi7dixg/gxMzOTiFLw92/cuBG3nz9/ThwnpoO2bdvGG6UghAICAvT09OTl5SsqKiTcmDGc0NBQXBjn4cOHONuViAYGBn755ReEEJlM9vb2Jo5raWmtWLECIcThcHAH8bx//97FxaW0tBQPMjk5WVqzHCwWCzcqKipsbW35ohR83NnZGe/hAQAAAAAAMiPX398/3mP4X7du3Xr79i1CaOvWrZqamoIdbGxs8FaKZ8+evXr1SrBDVFQUmUyWfCQTJ07Eja6uLhFPWb9+Pd8RYgXUggULBCtjzp07Fzf6+vqIg8QasKamJr7+JBLpzz//HBwcfPXqFe9ruomJCUk0e/fuFX4L8vLyGRkZuOZJTEzMs2fPRLz3vLy8trY2hNDq1av54isfHx/cEJL7S7iuri4XFxccwgUFBaWkpAwZpYj3HLq7u3EjNTV1YGDAysrq8uXLjY2NbW1thYWF7u7u+NPt27ePasMSAAAAAACQ0LCzIpMmTeKr4M5HMJGr5PDeDISQsrIy3tsgiJjrqKioEFxKJHltdYx4f508ebIo/VVUVHA1El7ErI6xsbHgKUPO+eDaIwihmJiY5ubmwMBACwsLWe6RmD9/flRUVFRUVF9f38aNG+/cuSPKL5rYRu/v78/3kYeHB5lM7uvrKy8vf/bs2SeffDKq8XR3d7u6uhL/MBBC0n0avIH65s2bjx49StzvsmXL7O3tIyIiEhISuFxuRETE3yRdNQAAAADAx2DYQEVHRyctLU3GoyFSdX377bcjdhbMeKugoKCtrS2VkeBMUAghvvmB4SgrKwt5gVZRURHxuosXL46MjIyLixscHExLS0tLSzM0NLS3t7exsXFyctLX1xc85erVqyJOi4l4L7t27Tp37tzjx4/v3bt37NixLVu2CO/f0dFx6dIlhJCcnNzjx4+J7emEqVOn1tXVIYRycnJGm1IsJSUFJ3nD0c6JEyfWr19vbW0tredA/Gr09fWTkpL4ojISiRQdHf3zzz+/fv2aTqe/fPmSbzkiAAAAAAAYIx9XPlZiw4AoOjo6+I5oa2tLZZ6Hy+USBVtk/2IaGxtrb28fFRVFp9MRQrW1tbW1tVlZWQghMzOz8PBwX19f3qCId+uLVCgpKWVkZCxdupTD4ezevdvNzW3mzJlC+p8/fx6XXuFwOJGRkUJ6nj59OiYmZlRTIjhKSU9P7+zs3LlzJ0IoJCSETqcLbvQX7zkQa/wcHR0pFIpgBwqFYmtri8vSP3jwAAIVAAAAAADZ+LjqqBBvis+fP+eOJCgoiP9mpLQajcFg4K0yOE+x7J/DypUry8rKGhoajh075u3tPXXqVHy8vLzc39/fy8trjDbTEywsLLZv344Q6urqCg4OFn45It/XiGpra+/fvz/awaSnp2/atCk8PNzExAQhVFlZmZycLK07JQIPYsuQIGKvETHPBgAAAAAAxtrHNaOiq6uLG9XV1cTboewROy6GLFUuM/r6+sHBwThOqK6uzszMzMjIYLFYNBotJyeHqEr58uVLEZc8aWpqir40LiYmhkaj1dbW5uXl/fzzz0OutkIINTY24t1EKioqra2tQ05KIITWrVuHMzWfOnVq6dKloj+EkJAQXHJHUVExLS3N1tYWIRQdHb127Vq+hXDiPYcFCxbgRnNz83D9cdSKEFJTUxN95AAAAAAAQBIfV6CydOnSn376CSFUXFxMJFzik52dzWQyFRUVIyMjx2JD/+vXr48cOYLbgpM2Yy0nJ+f9+/fy8vJUKpVYIoXruiQmJjo4OKxatQohdO/ePSJQcXd3f/r0qShfvmfPnv3794s4EhUVlRMnTnz++ecIoW3btv3+++/DDRg3PDw8hotSEE+gcvbs2UOHDoleoYXInYAQsrGx2bBhQ2ZmZnd3d3h4+IULF3h7ivcczMzMKBRKd3d3aWkpl8sdclnagwcPcGP+/PkiDhsAAAAAAEjo41r65ezsrKysjBBKTk5uaGgQ7MBgMKhUakxMDJ1OH4sopbu728fHB+9+cXR0NDMzk/ETyM7OxnMIT548Efx0ypQpuCF60mRJLF++HIdq7969Cw8PF+zA5XKJ2SfhOeJcXFwmTZqEEHr79u2NGzfEHtLBgwdx6EKj0a5cuSL5PU6YMMHV1RUhVFpayhf5YJcuXcLFVWbPno3XngEAAAAAABkY50CltbWV90dNTU38Ztzb2+vp6VlTU8P7aXNzs7u7O5vNRghRqVTpjoTD4eTn51tbW9++fRshRKFQjh8/LvsHsmTJEtyIiIgYGBjg/aivry8mJga3LSwsiONPnjwZcT8PJvp0CiE+Ph7vkBGshIgQevToEZ7E0NDQwIUdh6OsrLx69Wrc5i2owmKx8v4HkRJaCC0trfj4eNwOCwvr6emR/Dns3r0bNzZt2oTTlxFu3LhBzKrt2bNHlnmiAQAAAAD+5sZn6ReREzYrK0tDQ2PChAnu7u64YklsbOzNmzerqqoePHhgamq6atUqExMTMplcVVV1/vx5XBtx27Zt+K/gYmhubg4ODuY9MjAw8ObNGzqdTlSQpFAov//+++zZs2X/ZPz8/BITEzkczh9//DFnzhxPT089PT02m81kMi9evIjjOn19/YCAANmMR01N7ejRox4eHkN+SkyneHt74zKRQvj4+OD+Fy9e7Orqwum2ampqXFxccIcXL14YGRmNOKTAwMDMzMzi4mImk7l///7Y2FgJ73Hx4sU7duxITExsb29fvXq1jY2NpaWlvLx8eXl5QUEB7uPl5RUYGCibZw4AAAAAANB4BSoLFy5UU1NjsVg1NTX4L9Z1dXU4UKFQKIWFhV5eXkVFRX19fTQajUajESfKy8tv2bIlKSlJ7EuzWKz09HQhHczNzdPT04mZDRkzMTHJzs4ODQ3t6uqqr68/fPiw4KM7e/asqqqqzIa0evXqtWvX4h0mvAYHB0+fPo3bwtd9YStWrMC/9J6entzc3G+++Ua88cjJyR07dmzJkiVsNjshIcHX15fYEC+2gwcP9vX14f1R9+7d460viRDavHlzcnLyWCw1BAAAAAAAwxmfdy81NbXLly/b2tpOmjRp4sSJc+fO5f17vLa29u3bty9evIgzO5HJZG1tbWtr65CQkJqamiNHjkj9lXHy5Mlz58719/fPzc3997//PV5RCubn51dfX//DDz8sW7bMwMCATCZraWktWbJk7dq1eXl5jx49mjdvnoyHlJyczLupHcvPz3/9+jVCaPr06TgZl3BKSkpeXl64zbv6SwwLFy787rvvEEKDg4OhoaGSJ2uWk5NLTk6+d+/ehg0bDAwMVFRUVFRU5s6du3nz5vLy8rS0tBHniwAAAAAAgHSNvOY+IiLiwIEDCKH+/v78/Hx80NLSknhzNTExefr0qbGx8ZD7v2WmpqZGSFImVVVVPT29pUuXenp6urq6ysvLC/YZ7gb/w1y+fJnFYnl6egpJ0oXhd/SCgoLm5mYVFRUDA4M1a9Zs3rxZeJZeMc7Kzc318PBobGycPn06PsJgMHB+6lFlKpNQX1/fL7/8kpOTU11d/fbtWwMDAxMTk2+//VaUMOwvKl/vjfAO9vtoon2TMH+s6BDeIeb2yRG/JHqZv/AO36ZLOrEG/tK05u0e7yH8p4nfnS+Dq4jyH5mrBYfG+2H8xWydmThin+T6HcI7rFr+neQjGfG//6KgWK2XznORTHdJ9n/MvfyFjGLpV2dnJ7GdoKCg4LPPPhPSmcFg4A0JHh4epqam432bqKOjo6Ojo6amJjs728zMLD09XTCj16hu8C+qtbXVw8ODzWY3NjYKD1RiY2OjoqI4HA7+8cOHD+3t7XQ6/ejRoxcuXBguH5p4Z71580ZBQUFPT28cn8yLFy/WrVv38OFD4khVVVVVVdW5c+cCAwOPHz+uoPBx5fIGAAAAAPjPprBlyxbhPaysrMT4XgaDgVNUzZo1S8aBirq6Ot+Wif7+/tbWVjqdjov6lZeX29vb5+bmOjo6ynJgH4NTp07htGnCpaWl7dmzB7ddXFwsLS3fv39/4cIFJpPZ0NDg6upKp9OJ2Q9JzuJwOPX19SdOnPDw8Bhymks2WlpaHBwcGhsbEUKzZs1avXq1qqrq48ePc3NzORxOVlbWtGnTfvzxx/EaHgAAAADA35BCSkrKeI9ByqZOnTrkTXG53Dt37oSHh1dUVPT09Li7u1dWVoqSZuo/xuPHj6Oiokbs1tLSsn37doSQgoICjUZzc3PDx+Pi4nx9fX/99deWlpaIiAi+fSbinVVaWmplZWVjY3Po0HjO7FOpVBylhIWFHTp0iJg8KSsr+/zzz7u6uv75z396eXl9DHODAAAAAAB/E6PYla6lpUVUovgrLosikUjLli0rLi5evnw5Qqi3tzcoKIh3H/Zf/QaHxOVyGxsb8/LyqFSqpaUlb+GR4Rw+fLi3txchtHPnTiLeQAgpKSllZmbiKZFffvnl5cuXkp/16aeftrS03L17V3B+RmaKi4svX76MEFqxYsWRI0d4l3hZWFgkJibix/jbb7+N1wgBAAAAAP6G/nYZV1VUVM6cOYPT+xYWFpaVlY33iMaWq6vrjBkzXFxcMjIyPnz4MGJ/3jfyDRs28H06ceJEHx8fhBCHw+GtjSjeWQghCoWio6Mzvo+ISFf9j3/8QzCh3Ndff21kZDRz5sxHjx6N7zgBAAAAAP5WRheo2Nrakkgk4X/83rFjB4lEInalBwYGkkgkEonEZDL5ehYVFVGpVCMjIwqFoqGhYWZmFhYWVlVVJeTSa9asQQh1dXVFRkbOmDGDRCLdvHlztPesq6sbHh6O23zl54e8QUdHRxKJhGcJ8PqlefPmqaioqKurW1tbZ2VlEdMyV65ccXNz09XVJZPJc+bMWbNmzXCZ0Lhc7vXr1729vU1NTVVVVTU1Nc3NzQMCAh4/fiz+L3Mo/f39o+r/8uVLBoOBEJo/f/6Q6+K++OIL3MjLy5PwLPG0tbWZmprif1Tbt2+XMDfx4OAgnk6ZMmWKg4ODYIdJkya9ePGCyWTibgAAAAAAQDbGJ5FRT0/Pxo0bf/nlF94j7969e/DgQWpq6pYtWw4fPjxckqWOjg4XF5eSkhJJBuDr67tv3z6EEJGPWBRlZWXu7u64eAhCqLe3t6SkpKSk5P79+0ePHg0NDeUtJclgMBgMxsWLFy9fvrxy5Uq+W3B1deWrKtje3l5eXn7y5MnIyEjJq60Tzp8/PzAwQPy4du1aotr6kIjIysnJacgO1tbWKioqPT09T58+lfAsMbS3t69YsaKiogIhFB4enpSURCKNnGJbiKqqqvb2doSQm5sb5PUCAAAAAPh4SP/NbNeuXVQqtaioaNOmTQih2NhYT09PhNC0adNwBzab/cUXX+AIgUwmu7i4GBsb9/b20un0O3fuIIRSU1ObmppoNJrgOyiXyw0KCiKilGnTpk2aNEmMQRoZGWlqara1tdXV1bW2toqy+qixsdHV1fXt27d+fn6fffZZX1/fr7/+il/609PTKysrS0pK1NTUqFTq4sWLm5qaUlJSGhsb2Wx2cHBwbW0tkdKKzWavW7cORymqqqpffvmlgYHBhw8fSktLb9y4gRCKi4szNzf/8ssvpfLr4KthP2LhwufPn+PG1KlTh+ygoKCgo6PDZDKbmpp6enpUVFTEPmu0WCyWk5MTziC8devWQ4cOSRilIISqq6txY8aMGbjx9OnTR48etbW1aWhomJubf/LJJ5JfBQAAAAAAjJb0AxUdHR38Sop/1NPT46uknpSUhKMUOzu77OxsAwMD4qNbt24FBAQ0Nzfn5uaePn36m2++4fvy/Px8FotlZWV18OBBCwuLCRMmiDdIEom0YMGCoqIihFBdXZ0ogUplZaWSktL169eJpMbBwcE+Pj7nzp1DCJWUlMybN+/atWvE+y6VSp0/f35ra2t9fT2TyTQ0NCS+59q1awihRYsWFRQUqKurE5fIzs4ODAxECB0/flxagcpovXnz/1cAFFLvUkNDA/9+W1tbZ82aJfZZo9LR0eHs7FxeXo4QCgsLO3z4sFTihxcvXuDGlClTSktLQ0ND8SUIixYtio+PH26mCAAAAAAAjBE50vDGYiVMb29vQkICQmj69Ok0Go03SkEIOTg4nD17Fm9oHrJsBYvFMjQ0LCgosLOzEztKwYhX6nfv3ol4yu7du3lLr5BIpB07/rewa2ZmJhGl4O/fuHEjbhMTDgghYjpo27ZtvFEKQiggIEBPT09eXr6iokLCrRdi6+7u5ns+gjQ1Nfk6i3eW6N6/f+/i4lJaWooQCg0NTU5OltYsB4vFwo2KigpbW1u+KAUfd3Z2Pnz4sFQuBwAAAAAARCTrrF+3bt16+/YtQmjr1q3EmysvGxsbZ2dnhNCzZ89evXol2CEqKopMJks+kokTJ+JGV1eXiKesX7+e78icOXNwY8GCBYKVMefOnYsbfX19xEFiDVhTUxNffxKJ9Oeffw4ODr569Yr3RdzExIQkmr1790r4WHCKYYSQkDV1xEdEsmPxzhJRV1cXsSspKCgoJSVlyChFvKdERE2pqakDAwNWVlaXL19ubGxsa2srLCx0d3fHn27fvn1U25kAAAAAAICEFDZv3jzcZ4KpWiVH7CBXVlYuLCwcsg/xV/mKigo9PT2+T/k2pouNeEOdPHmyKP1VVFQEFywRszrGxsaCpww552NpaYkbMTExzc3NgYGBFhYWH88uCGLMQuK3zs5O3CAiRvHOEkV3dzdf4gHpPiverGibN28+evQo8c9+2bJl9vb2ERERCQkJXC43IiLiPz6ZNQAAAADAx0MhLS1NltfD9b8RQt9+++2InYlX2/8droKCtra2VEaCcz0hhPjWXw1HWVlZyCuy6LvDFy9eHBkZGRcXNzg4mJaWlpaWZmhoaG9vb2Nj4+TkpK+vL3jK1atXRcwyLOK9CEGhUPiej5BHR8xKiXeWKFJSUgYHBxFCZDK5r6/vxIkT69evt7a2ltZTIn5x+vr6SUlJfME5iUSKjo7++eefX79+TafTX758ybdYEQAAAAAAjBFZ52MltgSIoqOjg++Itra2VOZ5uFwuUbBF9q+esbGx9vb2UVFRdDodIVRbW1tbW5uVlYUQMjMzCw8P9/X15Q2KeLe+jDUiDhQSchC7eoi5L/HOEgWOUtLT0zs7O3fu3IkQCgkJodPpioqKfD3Fe0pE1OTo6EiEW7woFIqtrS0uZ/ngwQMIVAAAAAAAZEPWe1SId8Hnz59zRxIUFMQ/XCmtRmMwGHirDM5TLOOHgBBauXJlWVlZQ0PDsWPHvL29iay+5eXl/v7+Xl5e47WZnthX09LSMmQHDoeDc3zp6uqqqalJcpaI0tPTN23aFB4ebmJighCqrKxMTk6W1v0SgQdxC4KInUhCwjAAAAAAACBdsp5R0dXVxY3q6mri/U/2Tp06hRtDFiOXGX19/eDg4ODgYC6XW11dnZmZmZGRwWKxaDRaTk6Or68v7vby5UsRFzVpampKuDQOBwNo+FKYdDodb0Qheop9lihCQkJwQR5FRcW0tDRbW1uEUHR09Nq1a/mWyYn3lBYsWIAbzc3Nw/XHMS1CaLQhFgAAAAAAEJusA5WlS5f+9NNPCKHi4mIipRKf7OxsJpOpqKgYGRk5Fhv6X79+feTIEdwWnLQZazk5Oe/fv5eXl6dSqcT6LlzXJTEx0cHBYdWqVQihe/fuEYGKu7u7iAXd9+zZs3//fkmGZ2hoaGBg8PLly4cPHzY3NxNlOglXrlzBDRcXFwnPEgXvOjEbG5sNGzZkZmZ2d3eHh4dfuHCBt6d4T8nMzIxCoXR3d5eWlnK53CG3IT148AA35s+fL8mzBQAAAAAAopP10i9nZ2dlZWWEUHJyckNDg2AHBoNBpVJjYmLodPpYRCnd3d0+Pj5494ujo6OZmZmMn0B2djaeJXjy5Ingp1OmTMEN0ZMmSxeJRFqzZg1unzlzhu/TwcFBvFtDTk7O09NTwrPEcPDgQRy60Gg0IviRxIQJE1xdXRFCpaWlfJEPdunSJVxcZfbs2aOdDgIAAAAAAGIb80CltbWV90dNTU08idHb2+vp6VlTU8P7aXNzs7u7O5vNRghRqVTpjoTD4eTn51tbW9++fRshRKFQjh8/Pta3L2jJkiW4ERERMTAwwPtRX19fTEwMbltYWBDHnzx5MuJ+HkzC6RTsu+++w8Hkvn37KisrieNcLnfv3r04CYGvry/ftnLxzmKxWHn/Q5RCkFpaWvHx8bgdFhbGW5JF7Ke0e/du3Ni0adOlS5d4P7px4wYx57Znz56PJ4s0AAAAAMB/vLFa+kVkfc3KytLQ0JgwYYK7uzuuWBIbG3vz5s2qqqoHDx6YmpquWrXKxMSETCZXVVWdP38e10bctm0b/ju3GJqbm4ODg3mPDAwMvHnzhk6nExUkKRTK77//Pnv2bJk85P/Dz88vMTGRw+H88ccfc+bM8fT01NPTY7PZTCbz4sWLOK7T19cPCAiQ/diwKVOmJCUlhYaGvn//3sbGJiQkxMzMrLOz8+zZs7du3UIITZs27cCBA1I5q6amhlgM9uLFCyMjoxGHFxgYmJmZWVxczGQy9+/fHxsbK+H9Ll68eMeOHYmJie3t7atXr7axsbG0tJSXly8vLy8oKMB9vLy8AgMDx+s3AgAAAADwNzRWgcrChQvV1NRYLFZNTQ3+m3RdXR0OVCgUSmFhoZeXV1FRUV9fH41Go9FoxIny8vJbtmxJSkoS+9IsFis9PV1IB3Nz8/T0dGJmQ8ZMTEyys7NDQ0O7urrq6+sPHz4s+OjOnj2rqqo6LsPDQkJC2traoqOju7q6EhISeD8yNDSk0WiChTjFPmu05OTkjh07tmTJEjabnZCQ4OvrS2yIF9vBgwf7+vrw7ql79+7x1pdECG3evDk5OXksFiICAAAAAIDh8AcqTCZzxHmG5uZmYg1MREQEbnC53Ly8PNy2tLTU0NC4fPny7t27i4uLORyOkpKSkpIS8Q3a2tq3b9++dOnS6dOnS0pKWltbJ0+ePGfOnEWLFm3fvl2UP6uP1sSJE4ldH3Q6nW9riqqqqp6e3tKlS4Xnn+W7QbEH4+fn5+rq+tNPPxUUFDQ2NjY3N0+aNGnGjBlGRkYbNmxwcnKSzRKjbdu24aQCOjo6VVVVfGma9+7du3LlymPHjhUUFPz5558TJkzAG3tMTEw+/fTT4b5z7969SkpKxL8KOTk5MzOztWvXbt68edKkSaKPrb6+HjcKCwsFP124cOF3332XmJg4ODgYGhpaUFAg4ROTk5NLTk728vLCxW0+fPjA5XKVlJT09fW///77DRs2yODXMS52HfhceIf43fmifZMwlP83Qod4tF4KN7O+VEpPBQCAkAj/fZCZkf4T8rczseCO8A7Jy+0lv8rVgkNSGOr/uyP5l3wkKFbrJf+Sz1+NkJo1X++NDL5kxG+Q1pdITgozKnhT+Nu3b4mUrwUFBZ999pmNjU1RUZGJicnTp0/nzJlDlApBCDEYDJwgODIy0tTUVJSr3L17V3iHefPmCak9UlNTIyRlU0dHR0dHB94wY2Zmxjchc/PmzSFvECE0YcIEIRf18fHx8fEZ8iMNDY3o6Ojo6GjJn/+oELEWr9bW1u3bt//rX//iO25ubp6RkYHbDAYDp5NWUBjh30xxcTHR5nA4SUlJdnZ2w3VeunQpl8vNzc318PCYMGECcXzmzJm4gZ+zoISEBL5JGwm9ePHiu+++e/jwIXGkv7+/trZ248aNd+/ePX78+Ig3DgAAAAAApGjYd6/Jkyf7+fmNeL6VlZUYV2UwGHjX+KxZs0QMVKRFXV3966+/5j3S39/f2tpKp9NxJY3y8nJ7e/vc3FxHR0dZDmx8nTx58quvvlq5cqWE39PW1nb16lXeIzk5OUICFezNmzcKCgpSWRgmnpaWFgcHh8bGRoTQrFmzVq9eraqq+vjx49zcXA6Hk5WVNW3atB9//HG8hgcAAAAA8Dc0bKCira2dkpIy3sOTvqlTpw55X1wu986dO+Hh4RUVFT09Pe7u7pWVlWOxCO2jtXnz5idPnoxqgZagc+fO4VRmy5cvxzvRf/311+TkZN6Ff7w4HE59ff2JEyc8PDzk5eXH696pVCqOUsLCwg4dOkRMnpSVlX3++eddXV3//Oc/vby8ZBxUAwAAAAD8nUltf7CWlhaR/nW45TofMxKJtGzZsuLi4uXLlyOEent7g4KCeJd1/dVvUIhZs2YhhBoaGr7//nsJvwqv6EMIRUdHW1paIoTa29uHXG+GlZaWGhgYKCoqHjokhbWw4ikuLr58+TJCaMWKFUeOHOFd4mVhYZGYmIgQ4nK5uBQMAAAAAACQDUhk9H+oqKicOXMGZ9wqLCwsKysb7xHJwoEDB9TV1RFCqampI+4FEqK2thZvUJk5c6adnd1XX32Fj+fk5Ax3yqefftrS0nL37t3p06eP1+0TW5L+8Y9/CKb2+vrrr42MjGbOnPno0aPxGiEAAAAAwN+QNAMVW1tbEokk/I1zx44dJBKJKJ0RGBhIIpFIJBKTyeTrWVRURKVSjYyMKBSKhoaGmZlZWFgYrhs43KVxcfSurq7IyMgZM2aQSCS8D35UdHV1w8PDcZuvIuSQN+jo6Egikdzc3BBCLS0tERER8+bNU1FRUVdXt7a2zsrKIqZlrly54ubmpqurSyaT58yZs2bNmiGL0yOEuFzu9evXvb29TU1NVVVVNTU1zc3NAwICHj9+LMXfF+8t4yzJXC5348aNHz58EO97iIDE399fTk7O29sbJ+O6dOlSZ2fnkKdQKBQdHZ1RXaWtrc3U1BT/s9m+fbuQZAaiGBwcxNMpU6ZMcXBwEOwwadKkFy9eMJlM3A0AAAAAAMjGxzij0tPT89VXX9nb22dkZNTW1vb09Lx79+7BgwepqanGxsZhYWGDg4PDndvR0eHk5HTgwAG85UA8vr6+uJGfP4rcrGVlZaampvHx8c+ePevt7WWxWCUlJRs2bAgJCeFwOMHBwW5ubleuXGltbe3v72cwGOfPnzc1NRVcFtXR0WFnZ+fs7Pzbb79VVFR0dna2t7eXl5efPHly4cKFkq/OGpKfn5+zszNC6Pnz5/v27RPjG7hcLrHuC6dhmDZt2rJlyxBCHz584C2VI4n29vYVK1ZUVFQghMLDw5OSkiRMTFxVVYVzUru5uUFeLwAAAACAj4dCU1OTLFfd7Nq1i0qlFhUVbdq0CSEUGxvr6emJEJo2bRruwGazv/jiCxwhkMlkFxcXY2Pj3t5eOp1+584dhFBqampTUxONRhN8Q+VyuUFBQSUlJfjHadOmibc13MjISFNTs62tra6urrW1VZQ/+Tc2Nrq6ur59+9bPz++zzz7r6+v79ddf8W7y9PT0ysrKkpISNTU1KpW6ePHipqamlJSUxsZGNpsdHBxcW1tL7CNns9nr1q3DBQdVVVW//PJLAwODDx8+lJaW3rhxAyEUFxdnbm7+5ZdfSvf3QiKR0tPTjY2Nu7u74+Pjvb29Fy9ePKpvKC0tffHiBULI2toaJzJGCPn4+OBCKKdOnQoICJBwkCwWy8nJCWcQ3rp166FDhyQvOFNdXY0bM2bMwI2nT58+evSora1NQ0PD3Nz8k08+kU1ZGwAAAAAAwEvh1q1bkr9Bik5HR0dHR4dY6KWnpzdv3jzeDklJSThKsbOzy87ONjAwID7CQ21ubs7NzT19+vQ333zD9+X5+fksFsvKyurgwYMWFha8dTlGhUQiLViwoKioCCFUV1cnSqBSWVmppKR0/fp1IqlxcHCwj4/PuXPnEEIlJSXz5s27du0a8TZMpVLnz5/f2tpaX1/PZDINDQ2J77l27RpCaNGiRQUFBXjrCJadnR0YGIgQOn78uNQDFYTQzJkz4+Litm7dymazN27ceP/+fUVFRdFP//nnn3GD95+Tl5cXngHLz89/9eqVJAmIOzo6nJ2dy8vLEUJhYWGHDx+WSvyAgyuE0JQpU0pLS0NDQ/ElCIsWLYqPj3dycpLagwYAAAAAACKQw6toBNXW1pKEGot1Mr29vbiK3/Tp02k0Gm+UghBycHA4e/Ys3u48ZFELFotlaGhYUFBgZ2cndpSCEYXn3717J+Ipu3fv5i29QiKRduzYQfyYmZlJRCn4+zdu3Ijbz58/J44T00Hbtm3jjVIQQgEBAXp6evLy8hUVFRJuzBhOaGgoLozz8OFDnO1KRAMDA7/88gtCiEwme3t7E8e1tLRWrFiBEOJwOLiDeN6/f+/i4lJaWooHmZycLK1ZDhaLhRsVFRW2trZ8UQo+7uzsjPfwAAAAAAAAmZHr7+8f7zH8r1u3br19+xYhtHXrVk1NTcEONjY2eCvFs2fPXr16JdghKiqKTCZLPpKJEyfiRldXl4inrF+/nu8IsQJqwYIFgpUx586dixt9fX3EQWINWFNTE19/Eon0559/Dg4Ovnr1ivc13cTEhCSavXv3Cr8FeXn5jIwMXPMkJibm2bNnIt57Xl5eW1sbQmj16tV88ZWPjw9uCMn9JVxXV5eLiwsO4YKCglJSUoaMUsR7Dt3d3biRmpo6MDBgZWV1+fLlxsbGtra2wsJCd3d3/On27dtHtWEJAAAAAABIaNhZkUmTJvFVcOcjmMhVcnhvBkJIWVkZ720QRMx1VFRUCC4lkry2Oka8v06ePFmU/ioqKrgaCS9iVsfY2FjwlCHnfHDtEYRQTExMc3NzYGCghYWFLPdIzJ8/PyoqKioqqq+vb+PGjXfu3BHlF01so/f39+f7yMPDg0wm9/X1lZeXP3v27JNPPhnVeLq7u11dXYl/GAgh6T4N3kB98+bNR48eJe532bJl9vb2ERERCQkJXC43IiLib5KuGgAAAADgYzBsoKKjo5OWlibj0RCpur799tsROwtmvFVQUNDW1pbKSHAmKIQQ3/zAcJSVlYW8QKuoqIh43cWLF0dGRsbFxQ0ODqalpaWlpRkaGtrb29vY2Dg5Oenr6wuecvXqVRGnxUS8l127dp07d+7x48f37t07duzYli1bhPfv6Oi4dOkSQkhOTu7x48fE9nTC1KlT6+rqEEI5OTmjTSmWkpKCk7zhaOfEiRPr16+3traW1nMgfjX6+vpJSUl8URmJRIqOjv75559fv35Np9NfvnzJtxwRAAAAAACMkY8rHyuxYUAUHR0dfEe0tbWlMs/D5XKJgi2yfzGNjY21t7ePioqi0+kIodra2tra2qysLISQmZlZeHi4r68vb1DEu/VFKpSUlDIyMpYuXcrhcHbv3u3m5jZz5kwh/c+fP49Lr3A4nMjISCE9T58+HRMTM6opERylpKend3Z27ty5EyEUEhJCp9MFN/qL9xyINX6Ojo4UCkWwA4VCsbW1xWXpHzx4AIEKAAAAAIBsfFx1VIg3xefPn3NHEhQUxH8zUlqNxmAw8FYZnKdY9s9h5cqVZWVlDQ0Nx44d8/b2njp1Kj5eXl7u7+/v5eU1RpvpCRYWFtu3b0cIdXV1BQcHC78cke9rRLW1tffv3x/tYNLT0zdt2hQeHm5iYoIQqqysTE5OltadEoEHsWVIELHXiJhnAwAAAAAAY+3jmlHR1dXFjerqauLtUPaIHRdDliqXGX19/eDgYBwnVFdXZ2ZmZmRksFgsGo2Wk5NDVKV8+fKliEueNDU1RV8aFxMTQ6PRamtr8/Lyfv755yFXWyGEGhsb8W4iFRWV1tbWISclEELr1q3DmZpPnTq1dOlS0R9CSEgILrmjqKiYlpZma2uLEIqOjl67di3fQjjxnsOCBQtwo7m5ebj+OGpFCKmpqYk+cgAAAAAAIImPK1BZunTpTz/9hBAqLi4mEi7xyc7OZjKZioqKkZGRY7Gh//Xr10eOHMFtwUmbsZaTk/P+/Xt5eXkqlUoskcJ1XRITEx0cHFatWoUQunfvHhGouLu7P336VJQv37Nnz/79+0UciYqKyokTJz7//HOE0LZt237//ffhBowbHh4ew0UpiCdQOXv27KFDh0Sv0ELkTkAI2djYbNiwITMzs7u7Ozw8/MKFC7w9xXsOZmZmFAqlu7u7tLSUy+UOuSztwYMHuDF//nwRhw0AAAAAACT0cS39cnZ2VlZWRgglJyc3NDQIdmAwGFQqNSYmhk6nj0WU0t3d7ePjg3e/ODo6mpmZyfgJZGdn4zmEJ0+eCH46ZcoU3BA9abIkli9fjkO1d+/ehYeHC3bgcrnE7JPwHHEuLi6TJk1CCL19+/bGjRtiD+ngwYM4dKHRaFeuXJH8HidMmODq6ooQKi0t5Yt8sEuXLuHiKrNnz8ZrzwAAAAAAgAyMc6DS2trK+6OmpiZ+M+7t7fX09KypqeH9tLm52d3dnc1mI4SoVKp0R8LhcPLz862trW/fvo0QolAox48fl/0DWbJkCW5EREQMDAzwftTX1xcTE4PbFhYWxPEnT56MuJ8HE306hRAfH493yAhWQkQIPXr0CE9iaGho4MKOw1FWVl69ejVu8xZUYbFYef+DSAkthJaWVnx8PG6HhYX19PRI/hx2796NG5s2bcLpywg3btwgZtX27NkjyzzRAAAAAAB/c+Oz9IvICZuVlaWhoTFhwgR3d3dcsSQ2NvbmzZtVVVUPHjwwNTVdtWqViYkJmUyuqqo6f/48ro24bds2/FdwMTQ3NwcHB/MeGRgYePPmDZ1OJypIUiiU33//ffbs2bJ/Mn5+fomJiRwO548//pgzZ46np6eenh6bzWYymRcvXsRxnb6+fkBAgGzGo6amdvToUQ8PjyE/JaZTvL29cZlIIXx8fHD/ixcvdnV14XRbNTU1Li4uuMOLFy+MjIxGHFJgYGBmZmZxcTGTydy/f39sbKyE97h48eIdO3YkJia2t7evXr3axsbG0tJSXl6+vLy8oKAA9/Hy8goMDJTNMwcAAAAAAGi8ApWFCxeqqamxWKyamhr8F+u6ujocqFAolMLCQi8vr6Kior6+PhqNRqPRiBPl5eW3bNmSlJQk9qVZLFZ6erqQDubm5unp6cTMhoyZmJhkZ2eHhoZ2dXXV19cfPnxY8NGdPXtWVVVVZkNavXr12rVr8Q4TXoODg6dPn8Zt4eu+sBUrVuBfek9PT25u7jfffCPeeOTk5I4dO7ZkyRI2m52QkODr60tsiBfbwYMH+/r68P6oe/fu8daXRAht3rw5OTl5LJYaAgAAAACA4YzPu5eamtrly5dtbW0nTZo0ceLEuXPn8v49Xltb+/bt2xcvXsSZnchksra2trW1dUhISE1NzZEjR6T+yjh58uS5c+f6+/vn5ub++9//Hq8oBfPz86uvr//hhx+WLVtmYGBAJpO1tLSWLFmydu3avLy8R48ezZs3T8ZDSk5O5t3UjuXn579+/RohNH36dJyMSzglJSUvLy/c5l39JYaFCxd+9913CKHBwcHQ0FDJkzXLycklJyffu3dvw4YNBgYGKioqKioqc+fO3bx5c3l5eVpa2ojzRQAAAAAAQLpIfC95TCZzVEueIiIiDhw4gBDq7+/Pz8/HBy0tLYn3WhMTk6dPnxobGw+5O1xmampqhKRsUlVV1dPTW7p0qaenp6urq7y8vGCf4W7wr2vbtm04v5mOjk5VVZXwijEMBgMnjPby8sLVD4dz/vz5NWvW4PaMGTPq6upGDCxzc3M9PDwaGxunT5/Od7lRZSqTUF9f3y+//JKTk1NdXf327VsDAwMTE5Nvv/1WlDDsL8r8X58K7/C25oDkV2HGiblQc1RmRUohuQL469Kat3u8hwDGilT+QyQ5Uf5TJvl/iET5lzziA5HNUKV1O0Dq6AGPhXcY8X/9Px5SW/rV2dlJbDYoKCj47LPPhHRmMBh4u4KHh4epqel4PwTU0dHR0dFRU1OTnZ1tZmaWnp4umO9rVDf419La2rp9+/Z//etfUvk23vqPDQ0N9+7ds7OzE37KmzdvFBQU9PT0xvEhvHjxYt26dQ8fPiSOVFVVVVVVnTt3LjAw8Pjx4woKH1cubwAAAACA/2zDvntNnjzZz89vxPOtrKzEuCqDwcAJrGbNmiXjQEVdXZ1vQ0V/f39rayudTscl/8rLy+3t7XNzcx0dHWU5sPF18uTJr776auXKlRJ+T1tb29WrV3mP5OTkCAlUOBxOfX39iRMnPDw8hpzIko2WlhYHB4fGxkaE0KxZs1avXq2qqvr48ePc3FwOh5OVlTVt2rQff/xxvIYHAAAAAPA3NGygoq2tnZKSMt7Dk76pU6cOeV9cLvfOnTvh4eEVFRU9PT3u7u6VlZWiJKH6j7F58+YnT57gaidiO3fuHM6qvHz5cpwy69dff01OTh5uj0dpaamVlZWNjc2hQ4fG8d6pVCqOUsLCwg4dOkRMnpSVlX3++eddXV3//Oc/vby8PobZPwAAAACAvwmp7UrX0tIi6lT8FZdFkUikZcuWFRcXL1++HCHU29sbFBTEu4Hnr36DQsyaNQsh1NDQ8P3330v4VUTC4ujoaEtLS4RQe3t7Xl7ecP0//fTTlpaWu3fvErtTZK+4uPjy5csIoRUrVhw5coR3iZeFhUViYiJCiMvlCt+ZAwAAAAAApAsyrv4fKioqZ86cwcl/CwsLy8rKxntEsnDgwAF1dXWEUGpq6t27d8X+ntra2uLiYoTQzJkz7ezsvvrqK3xcSI4vCoWio6MzvrdPpKv+xz/+Ibjv/+uvvzYyMpo5c+ajR4/Gd5wAAAAAAH8r0gxUbG1tSSSS8D+N79ixg0QiEbvSAwMDSSQSiURiMpl8PYuKiqhUqpGREYVC0dDQMDMzCwsLq6qqEnJpnGyqq6srMjJyxowZJBLp5s2bo70LXV3d8PBw3OYrTj/kDTo6OpJIJDc3N4RQS0tLRETEvHnzVFRU1NXVra2ts7KyiGmZK1euuLm56erqksnkOXPmrFmzZrhMaFwu9/r1697e3qampqqqqpqamubm5gEBAY8fj5DGQTy6urq4YAuXy924ceOHDx/E+x4iIPH395eTk/P29sal3C9dutTZ2Smt0ba1tZmamuJ/Ntu3b5cwN/Hg4CCeTpkyZYqDg4Ngh0mTJr148YLJZOJuAAAAAABANj7GGZWenp6vvvrK3t4+IyOjtra2p6fn3bt3Dx48SE1NNTY2DgsLGxwcHO7cjo4OJyenAwcO4C0H4vH19cUNIh+xKMrKykxNTePj4589e9bb28tisUpKSjZs2BASEsLhcIKDg93c3K5cudLa2trf389gMM6fP29qaiq4LKqjo8POzs7Z2fm3336rqKjo7Oxsb28vLy8/efLkwoULJV+dNSQ/Pz9nZ2eE0PPnz/ft2yfGN3C5XGLdF07DMG3atGXLliGEPnz4wFu1UxLt7e0rVqyoqKhACIWHhyclJeFYSGxVVVXt7e0IITc3N8jrBQAAAADw8VBoamqS5faAXbt2UanUoqKiTZs2IYRiY2M9PT0RQtOmTcMd2Gz2F198gSMEMpns4uJibGzc29tLp9Pv3LmDEEpNTW1qaqLRaIJvqFwuNygoqKSkBP84bdo08baGGxkZaWpqtrW11dXVtba2irI2qbGx0dXV9e3bt35+fp999llfX9+vv/6Kd5Onp6dXVlaWlJSoqalRqdTFixc3NTWlpKQ0Njay2ezg4ODa2loi4RWbzV63bh2ujK6qqvrll18aGBh8+PChtLT0xo0bCKG4uDhzc/Mvv/xSur8XEomUnp5ubGzc3d0dHx/v7e29ePHiUX1DaWnpixcvEELW1ta4BApCyMfHp7CwECF06tSpgIAACQfJYrGcnJxwBuGtW7ceOnRIwigFIVRdXY0bM2bMwI2nT58+evSora1NQ0PD3Nz8k08+kfwqAAAAAABgtBRu3bol+Ruk6HR0dHR0dIiFXnp6enx11pOSknCUYmdnl52dbWBgQHyEh9rc3Jybm3v69OlvvvmG78vz8/NZLJaVldXBgwctLCwmTJgg3iBJJNKCBQuKiooQQnV1daIEKpWVlUpKStevXyeSGgcHB/v4+Jw7dw4hVFJSMm/evGvXrhFvw1Qqdf78+a2trfX19Uwm09DQkPiea9euIYQWLVpUUFCAt45g2dnZgYGBCKHjx49LPVBBCM2cOTMuLm7r1q1sNnvjxo33799XVFQU/XSifArvPycvLy88A5afn//q1StJKqV0dHQ4OzuXl5cjhMLCwg4fPiyV+AEHVwihKVOmlJaWhoaG4ksQFi1aFB8f7+TkJLUHDQAAAAAARCCHV9EIqq2tJQk1Futkent7ExISEELTp0+n0Wi8UQpCyMHB4ezZs3i785BFLVgslqGhYUFBgZ2dndhRCkYUnn/37p2Ip+zevZu39AqJRNqxYwfxY2ZmJhGl4O/fuHEjbj9//pw4TkwHbdu2jTdKQQgFBATo6enJy8tXVFRIuDFjOKGhobgwzsOHD3G2KxENDAz88ssvCCEymezt7U0c19LSWrFiBUKIw+HgDuJ5//69i4tLaWkpHmRycrK0ZjlYLBZuVFRU2Nra8kUp+LizszPewwMAAAAAAGRGrr+/f7zH8L9u3br19u1bhNDWrVs1NTUFO9jY2OCtFM+ePXv16pVgh6ioKDKZLPlIJk6ciBtdXV0inrJ+/Xq+I8QKqAULFghWxpw7dy5u9PX1EQeJNWBNTU18/Ukk0p9//jk4OPjq1Sve13QTExOSaPbu3Sv8FuTl5TMyMnDNk5iYmGfPnol473l5eW1tbQih1atX88VXPj4+uCEk95dwXV1dLi4uOIQLCgpKSUkZMkoR7zl0d3fjRmpq6sDAgJWV1eXLlxsbG9va2goLC93d3fGn27dvH9WGJQAAAAAAIKFhZ0UmTZrEV8Gdj2AiV8nhvRkIIWVlZby3QRAx11FRUSG4lEjy2uoY8f46efJkUfqrqKjgaiS8iFkdY2NjwVOGnPPBtUcQQjExMc3NzYGBgRYWFrLcIzF//vyoqKioqKi+vr6NGzfeuXNHlF80sY3e39+f7yMPDw8ymdzX11deXv7s2bNPPvlkVOPp7u52dXUl/mEghKT7NHgD9c2bNx89epS432XLltnb20dERCQkJHC53IiIiL9JumoAAAAAgI/BsIGKjo5OWlqajEdDpOr69ttvR+wsmPFWQUFBW1tbKiPBmaAQQnzzA8NRVlYW8gKtoqIi4nUXL14cGRkZFxc3ODiYlpaWlpZmaGhob29vY2Pj5OSkr68veMrVq1dFnBYT8V527dp17ty5x48f37t379ixY1u2bBHev6Oj49KlSwghOTm5x48fE9vTCVOnTq2rq0MI5eTkjDalWEpKCk7yhqOdEydOrF+/3traWlrPgfjV6OvrJyUl8UVlJBIpOjr6559/fv36NZ1Of/nyJd9yRAAAAAAAMEY+rnysxIYBUXR0dPAd0dbWlso8D5fLJQq2yP7FNDY21t7ePioqik6nI4Rqa2tra2uzsrIQQmZmZuHh4b6+vrxBEe/WF6lQUlLKyMhYunQph8PZvXu3m5vbzJkzhfQ/f/48Lr3C4XAiIyOF9Dx9+nRMTMyopkRwlJKent7Z2blz506EUEhICJ1OF9zoL95zINb4OTo6UigUwQ4UCsXW1haXpX/w4AEEKgAAAAAAsvFx1VEh3hSfP3/OHUlQUBD/zUhpNRqDwcBbZXCeYtk/h5UrV5aVlTU0NBw7dszb23vq1Kn4eHl5ub+/v5eX1xhtpidYWFhs374dIdTV1RUcHCz8ckS+rxHV1tbev39/tINJT0/ftGlTeHi4iYkJQqiysjI5OVlad0oEHsSWIUHEXiNing0AAAAAAIy1j2tGRVdXFzeqq6uJt0PZI3ZcDFmqXGb09fWDg4NxnFBdXZ2ZmZmRkcFisWg0Wk5ODlGV8uXLlyIuedLU1BR9aVxMTAyNRqutrc3Ly/v555+HXG2FEGpsbMS7iVRUVFpbW4eclEAIrVu3DmdqPnXq1NKlS0V/CCEhIbjkjqKiYlpamq2tLUIoOjp67dq1fAvhxHsOCxYswI3m5ubh+uOoFSGkpqYm+sgBAAAAAIAkPq5AZenSpT/99BNCqLi4mEi4xCc7O5vJZCoqKkZGRo7Fhv7Xr18fOXIEtwUnbcZaTk7O+/fv5eXlqVQqsUQK13VJTEx0cHBYtWoVQujevXtEoOLu7v706VNRvnzPnj379+8XcSQqKionTpz4/PPPEULbtm37/fffhxswbnh4eAwXpSCeQOXs2bOHDh0SvUILkTsBIWRjY7Nhw4bMzMzu7u7w8PALFy7w9hTvOZiZmVEolO7u7tLSUi6XO+SytAcPHuDG/PnzRRw2AAAAAACQ0Me19MvZ2VlZWRkhlJyc3NDQINiBwWBQqdSYmBg6nT4WUUp3d7ePjw/e/eLo6GhmZibjJ5CdnY3nEJ48eSL46ZQpU3BD9KTJkli+fDkO1d69exceHi7YgcvlErNPwnPEubi4TJo0CSH09u3bGzduiD2kgwcP4tCFRqNduXJF8nucMGGCq6srQqi0tJQv8sEuXbqEi6vMnj0brz0DAAAAAAAyMM6BSmtrK++Pmpqa+M24t7fX09OzpqaG99Pm5mZ3d3c2m40QolKp0h0Jh8PJz8+3tra+ffs2QohCoRw/flz2D2TJkiW4ERERMTAwwPtRX19fTEwMbltYWBDHnzx5MuJ+Hkz06RRCfHw83iEjWAkRIfTo0SM8iaGhoYELOw5HWVl59erVuM1bUIXFYuX9DyIltBBaWlrx8fG4HRYW1tPTI/lz2L17N25s2rQJpy8j3Lhxg5hV27NnjyzzRAMAAAAA/M2Nz9IvIidsVlaWhobGhAkT3N3dccWS2NjYmzdvVlVVPXjwwNTUdNWqVSYmJmQyuaqq6vz587g24rZt2/BfwcXQ3NwcHBzMe2RgYODNmzd0Op2oIEmhUH7//ffZs2fL/sn4+fklJiZyOJw//vhjzpw5np6eenp6bDabyWRevHgRx3X6+voBAQGyGY+amtrRo0c9PDyG/JSYTvH29sZlIoXw8fHB/S9evNjV1YXTbdXU1Li4uOAOL168MDIyGnFIgYGBmZmZxcXFTCZz//79sbGxEt7j4sWLd+zYkZiY2N7evnr1ahsbG0tLS3l5+fLy8oKCAtzHy8srMDBQNs8cAAAAAACg8QpUFi5cqKamxmKxampq8F+s6+rqcKBCoVAKCwu9vLyKior6+vpoNBqNRiNOlJeX37JlS1JSktiXZrFY6enpQjqYm5unp6cTMxsyZmJikp2dHRoa2tXVVV9ff/jwYcFHd/bsWVVVVZkNafXq1WvXrsU7THgNDg6ePn0at4Wv+8JWrFiBf+k9PT25ubnffPONeOORk5M7duzYkiVL2Gx2QkKCr68vsSFebAcPHuzr68P7o+7du8dbXxIhtHnz5uTk5LFYaggAAAAAAIYjl5qaSuJBTCPU1tbiI8TCmP7+fmKVDm+eVhMTExKJNKrl+2pqapcvX7a1tZ00adLEiRPnzp3L+/d4bW3t27dvX7x4EWd2IpPJ2tra1tbWISEhNTU1R44cGe6Vsbm5mTQMouL7kCZPnjx37lxfX9/o6OiYmJjW1tZxTETr5+dXX1//ww8/LFu2zMDAgEwma2lpLVmyZO3atXl5eY8ePZo3b55sRlJeXh4UFGRkZJSbm0useiIWpOXn579+/RohNH36dJyMi+8sZWVlTU1NCwuLgwcPslgsJSUlLy8v3Id39deQ6uvrcQOnFOOzcOHC7777DiE0ODgYGhoqebJmOTm55OTkwsJCOzs7onankpKSoaFhRkZGWlraiPNFAAAAAABAukZecx8REXHgwAGE0Nu3b4mkrgUFBZ999hlum5iYPH361NjYmHf/N4PBwOt8PDw8TE1NZXAnNTU1IiZlMjMzS09PF9woP9wN/qV99913gtMyfIqKingjDSw2NjYqKorD4fAdnzFjxoULF4ZLMyDeWbm5uR4eHo2NjdOnT8dHGAwGzk89qkxlknjx4sW6desePnwo+FFgYODx48cVFD6uFHlSMeL//8+MHCFjAcOgeaTvkBGjl9PGewhgPGnN2z3eQwBjJXqZ/3gP4S/mi1k7ZXCV35kJI/Zxl8ZIBk6Mw57hMaIYtEkGVxnxz7ey2XEryi9uxAeisGXLFuE9rKysxBgcg8HAO79nzZolm0CFoK6uzrcSqb+/v7W1lU6n41oZ5eXl9vb2ubm5jo6OshzYuHj+/LkYZ6Wlpe3Zswe3XVxcLC0t379/f+HCBSaT2dDQ4OrqSqfTiaBCwrMQQm/evFFQUNDT0xuvp9TS0uLg4NDY2IgQmjVr1urVq1VVVR8/fpybm8vhcLKysqZNm/bjjz+O1/AAAAAAAP6GFFJSUsZ7DFI2derUIW+Ky+XeuXMnPDy8oqKip6fH3d29srJSlN3bf2k4UJk0aZKQXTd8O15aWlpwWXoFBQUajebm5oaPx8XF+fr6/vrrry0tLREREXzLt8Q7i8Ph1NfXnzhxwsPDQ15efryeEpVKxVFKWFjYoUOHiMmTsrKyzz//vKur65///KeXl5eMQ24AAAAAgL+zUewP1tLSIhK8/hWXRZFIpGXLlhUXFy9fvhwh1NvbGxQUxLu94a9+g4IGBgbq6uoQQitWrCgc3qeffsp71uHDh3t7exFCO3fuJOINhJCSklJmZiaeEvnll19evnwp+VmlpaUGBgaKioqHDh0ar6dUXFx8+fJl/JSOHDnCu8TLwsIiMTERIcTlcn/77bfxGiEAAAAAwN/Q3y6RkYqKypkzZ/AcQmFhYVlZ2XiPaAzV1dXhsjOi58XifSPfsGED36cTJ0708fFBCHE4HN6SI+KdhRD69NNPW1pa7t69O+SSMNkgssD94x//EMzT8PXXXxsZGc2cOfPRo0fjNUIAAAAAgL+h0QUqtra2JBJJ+Dvljh07SCQSURwjMDAQ591iMpl8PYuKiqhUqpGREYVC0dDQMDMzCwsLq6qqEnLpNWvWIIS6uroiIyNnzJhBIpFu3rw52nvW1dUl6qzzVXUc8gYdHR1JJBKeJcDrl+bNm6eioqKurm5tbZ2VlUVMy1y5csXNzU1XV5dMJs+ZM2fNmjVDFphHCHG53OvXr3t7e5uamqqqqmpqapqbmwcEBDx+/Fj8X6aAFy9e4IaIaQYQQi9fvmQwGPiUIdfFffHFF7iRl5cn4VkIIQqFoqOjM6qbamtrMzU1xf+otm/fLmHKr8HBQTydMmXKFAcHB8EOkyZNevHiBZPJxN0AAAAAAIBsjE8io56eno0bN/7yyy+8R969e/fgwYPU1NQtW7YcPnx4uCRLHR0dLi4uJSUlkgzA19d33759CKH8/HzRzyorK3N3d8c5eRFCvb29JSUlJSUl9+/fP3r0aGhoKG+FFgaDwWAwLl68ePny5ZUrV/LdgqurK1+xjvb29vLy8pMnT0ZGRkpexBAjdtKLHqgQkZWTk9OQHaytrVVUVHp6enBNeknOEkN7e/uKFSsqKioQQuHh4UlJSRJWi6+qqsKpqN3c3P4j83oBAAAAAPxFSf/NbNeuXVQqtaioaNOmTQih2NhYT09PhNC0af9/8lA2m/3FF1/gCIFMJru4uBgbG/f29tLp9Dt37iCEUlNTm5qaaDSa4Dsol8sNCgoiopRp06ZNmjRJjEEaGRlpamq2tbXV1dW1traK8kf9xsZGV1fXt2/f+vn5ffbZZ319fb/++iuuXJ6enl5ZWVlSUqKmpkalUhcvXtzU1JSSktLY2Mhms4ODg2tra4md4mw2e926dThKUVVV/fLLLw0MDD58+FBaWnrjxg2EUFxcnLm5+Zdffin57wLPqOA5ori4uKtXrz5//ryzs1NPT8/W1tbf39/BwYHvIROxzdSpU4f8TgUFBR0dHSaT2dTU1NPTo6KiIvZZo8VisZycnHAG4a1btx46dEjCKAUhVF1djRszZszAjadPnz569KitrU1DQ8Pc3PyTTz6R/CoAAAAAAGC0pB+o6Ojo4FdS/KOenh5fgcKkpCQcpdjZ2WVnZxsYGBAf3bp1KyAgoLm5OTc39/Tp04LFy/Pz81kslpWV1cGDBy0sLCZMmCDeIEkk0oIFC4qKihBCdXV1ogQqlZWVSkpK169fJ5IaBwcH+/j44JLtJSUl8+bNu3btGvG+S6VS58+f39raWl9fz2QyDQ0Nie+5du0aQmjRokUFBQXq6urEJbKzswMDAxFCx48fl0qgguMHBQUFY2PjN2/eEMfr6urq6up+/vlnNze3kydP8o6B6KahoTHc12poaODfb2tr66xZs8Q+a1Q6OjqcnZ3Ly8sRQmFhYYcPH5ZK/ECsjpsyZUppaWloaCi+BGHRokXx8fHDzRQBAAAAAIAxIkca3lishOnt7U1ISEAITZ8+nUaj8UYpCCEHB4ezZ8/iDc1Dlq1gsViGhoYFBQV2dnZiRykY8Ur97t07EU/ZvXs3b+kVEom0Y8cO4sfMzEwiSsHfv3HjRtzmLWZCTAdt27aNN0JACAUEBOjp6cnLy1dUVEhebZ247sDAwJs3b2bPnh0SEvL//t//8/f3J/bWX7582cXF5cOHD8Qp3d3dfM9HkKamJl9n8c4S3fv3711cXEpLSxFCoaGhycnJ0prlYLFYuFFRUWFra8sXpeDjzs7OIxbNBAAAAAAA0iXrrF+3bt16+/YtQmjr1q3EmysvGxsbZ2dnhNCzZ89evXol2CEqKopMJks+kokTJ+JGV1eXiKesX7+e7wiuno4QWrBggWBlzLlz5+JGX18fcZBYA9bU1MTXn0Qi/fnnn4ODg69eveJ9ETcxMSGJZu/evcRZvb29uDYIQigmJub58+dHjx6NiYn517/+9eTJk4yMDLxq7v79+zh0JM7CDSFr6oiPenp6JDlLRF1dXcSupKCgoJSUlCGjFPGeEhE1paamDgwMWFlZXb58ubGxsa2trbCw0N3dHX+6ffv2UW1nAgAAAAAAElLYvHnzcJ8JpmqVHLGDXFlZubCwcMg+xF/lKyoqBKuV821MFxvxhjp58mRR+quoqAguWCJmdYyNjQVPGXLOx9LSEjdiYmKam5sDAwMtLCzGYhdEb29vdHQ0QmjBggVr167l/YhEIm3YsIHNZuN9RIcOHYqMjMQTaMSYhcRvnZ2duEFEjOKdJYru7m6+xAPSfVb9/f1Ee/PmzUePHiX+2S9btsze3j4iIiIhIYHL5UZERPxnJ7MGAAAAAPioKKSlpcnyesTf+L/99tsROxOvtv87XAUFbW1tqYwE53pCCPGtvxqOsrKykFdk0XeHL168ODIyMi4ubnBwMC0tLS0tzdDQ0N7e3sbGxsnJSV9fX/CUq1ev8r5PC8F7LxoaGj/88IOQzhs3bkxMTHz+/Pm7d+/KysrwjBCFQuF7PkIeHTErJd5ZokhJSRkcHEQIkcnkvr6+EydOrF+/3traWlpPifjF6evrJyUl8QXnJBIpOjr6559/fv36NZ1Of/nyJd9iRQAAAAAAMEZknY+V2BIgio6ODr4j2traUpnn4XK5RMEW2b96xsbG2tvbR0VF0el0hFBtbW1tbW1WVhZCyMzMLDw83NfXlzco4t36IkVycnJmZmZ4H8vLly9xoELEgUJCDmJXDzH3Jd5ZosBRSnp6emdn586dOxFCISEhdDpdUVGRr6d4T4mImhwdHYlwixeFQrG1tcXlLB88eACBCgAAAACAbMh6jwrxLvj8+XPuSIKCgviHK6XVaAwGA2+VwXmKZfwQEEIrV64sKytraGg4duyYt7c3kdW3vLzc39/fy8tLKpvpR0S8dhP7Roh9NS0tLUOewuFwcI4vXV1dNTU1Sc4SUXp6+qZNm8LDw01MTBBClZWVycnJUn8CxC0IInYiCQnDAAAAAACAdMl6RkVXVxc3qqurifc/2Tt16hRuDFmMXGb09fWDg4ODg4O5XG51dXVmZmZGRgaLxaLRaDk5Ob6+vrjby5cvRVzUpKmpSUxuNDU1DQ4OkkikmTNnDte/ubkZN4gEzTgYQMOXwqTT6XgjCtFT7LNEERISgjfSKCoqpqWl2draIoSio6PXrl3Lt0xOvKdEJEAjHoUgHNMihEYbYgEAAAAAALHJOlBZunTpTz/9hBAqLi4mUirxyc7OZjKZioqKkZGRY7Gh//Xr10eOHMFtwUmbsZaTk/P+/Xt5eXkqlUqs78J1XRITEx0cHFatWoUQunfvHhGouLu7i1jQfc+ePfv378ftHTt2nD17FiH04MGDxYsXC3bmcrmPHj3CbTMzM9wwNDQ0MDB4+fLlw4cPm5ubiTKdhCtXruCGi4sLcVC8s0TBu07MxsZmw4YNmZmZ3d3d4eHhFy5c4O0p3lMyMzOjUCjd3d2lpaVcLnfIbUgPHjzAjfnz549q8AAAAAAAQGyyXvrl7OysrKyMEEpOTm5oaBDswGAwqFRqTEwMnU4fiyilu7vbx8cH735xdHQkXtBlJjs7G88SPHnyRPDTKVOm4IboSZOH8/XXX+PGgQMHhlxIduHCBRyoWFpaTp8+HR8kkUhr1qzB7TNnzvCdMjg4iHdryMnJeXp6EsfFO0sMBw8exKELjUYjgh9JTJgwwdXVFSFUWlrKF/lgly5dwsVVZs+ePdrpIAAAAAAAILYxD1RaW1t5f9TU1MSTGL29vZ6enjU1NbyfNjc3u7u7s9lshBCVSpXuSDgcTn5+vrW19e3btxFCFArl+PHjY337gpYsWYIbERERAwMDvB/19fXFxMTgtoWFBXH8yZMnI+7nwYiJAoTQypUr8YKuc+fORUVF8S6L4nK5Fy9eDA4Oxj/u27ePdxjfffcdDib37dtXWVnJe9bevXtxEgJfX1++beXincVisfL+hyiFILW0tOLj43E7LCyMtySLeE8JIbR7927c2LRp06VLl3g/unHjBjHntmfPnrHIIg0AAAAAAIY0Vku/iKyvWVlZGhoaEyZMcHd3xxVLYmNjb968WVVV9eDBA1NT01WrVpmYmJDJ5KqqqvPnz+PaiNu2bcN/5xZDc3Mz8QqO4dLsdDqdqCBJoVB+//332bNny+Qh/x9+fn6JiYkcDuePP/6YM2eOp6ennp4em81mMpkXL17EcZ2+vn5AQICEF1JSUjp27JiXlxdC6J///Ofp06ednJymTp3a3Nz88OFDoiTIzp07cYVNwpQpU5KSkkJDQ9+/f29jYxMSEmJmZtbZ2Xn27Nlbt24hhKZNm3bgwAG+y4l3Vk1NDbEY7MWLF0ZGRiPeV2BgYGZmZnFxMZPJ3L9/f2xsrIQPavHixTt27EhMTGxvb1+9erWNjY2lpaW8vHx5eXlBQQHu4+XlFRgYKOGFAAAAAACA6MYqUFm4cKGamhqLxaqpqcF/k66rq8OBCoVCKSws9PLyKioq6uvro9FoNBqNOFFeXn7Lli1JSUliX5rFYqWnpwvpYG5unp6eTsxsyJiJiUl2dnZoaGhXV1d9ff3hw4cFH93Zs2dVVVUlv9aXX3558uTJbdu2tbe319XV8T0WJSWlH3/8Eef85RMSEtLW1hYdHd3V1cVbtx4hZGhoSKPRBAtxin3WaMnJyR07dmzJkiVsNjshIcHX15fYEC+2gwcP9vX14d1T9+7d460viRDavHlzcnLyWCxEBAAAAAAAwxmrdy81NbXLly/b2tpOmjRp4sSJc+fOVVJSIj7V1ta+ffv2xYsXce4mMpmsra1tbW0dEhJSU1Nz5MgRqb8UTp48ee7cuf7+/rm5uf/+97/HK0rB/Pz86uvrf/jhh2XLlhkYGJDJZC0trSVLlqxduzYvL+/Ro0fz5s2T4rWYTOaBAwc+//xzAwMDJSUlNTW1JUuWREZGMhiMXbt2Dbecae/evffv39+wYcPs2bPJZLK6urqFhUVCQsLDhw8//fTT4S4n3lmjtXDhwu+++w4hNDg4GBoaKnkqZzk5ueTk5Hv37m3YsMHAwEBFRUVFRWXu3LmbN28uLy9PS0vj/dcLAAAAAABkQKG9vZ1IrGRiYvL06VNjY+Mh93kjhO7evSt4cLjONjY2RUVFw12YRCKtXr169erVgh/V1NQMl16publZTU1NT09v6dKlnp6erq6u8vLy+KN58+YRL6z9/f1EnlxLS0vRKwwOeYM3b94crv+ECROEvCX7+Pj4+PgM+ZGGhkZ0dHR0dLSIAxvS5cuXWSyWp6fnkJUKCZMmTXJ0dGQwGPX19XL/Q1VVddKkScK/n0Qi4c4kEolEInG5XDabjXcQSeuspUuXcrnc3NxcDw+PCRMmiH7vCQkJfJM2kjMzM3vx4kVjY2N/f//bt28VFBTevXvHuw3mP8+IEd6skToYvZw2UhfEMGgesQ8AAABpydd7I4OrUND6EfsM7BuHzcAfM1nUyBPhH8AtEb7Efh9NhF6SGjgxwr8QhcrKys8++0xIDwaDgauOeHh4mJqaymDQwnV0dHR0dNTU1GRnZ5uZmaWnpwtm7urs7CR2PhQUFAi/wb+o1tZWDw8PNpvd2NgoPFCJjY2NioricDj4xw8fPrS3t9Pp9KNHj164cGG4vGeyPOvNmzcKCgpSWRgmthcvXqxbt+7hw4fEkaqqqqqqqnPnzgUGBh4/flxBQda5vAEAAAAA/s5GfvdiMBg4FdWsWbNkHKioq6sTOXax/v7+1tZWOp2Oy/OVl5fb29vn5uY6OjrKcmAfg1OnTo04uYEQSktL27NnD267uLhYWlq+f//+woULTCazoaHB1dWVTqcTuYllfxaHw6mvrz9x4oSHhwcxOSZ7LS0tDg4OjY2NCKFZs2atXr1aVVX18ePHubm5HA4nKytr2rRpP/7443gNDwAAAADgb+ij/iPx1KlTU1JSBI9zudw7d+6Eh4dXVFT09PS4u7tXVlaKkjDqP8bjx4+joqJG7NbS0rJ9+3aEkIKCAo1Gc3Nzw8fj4uJ8fX1//fXXlpaWiIiInJyc8TqrtLTUysrKxsbm0KFD4/g8qVQqjlLCwsIOHTpETJ6UlZV9/vnnXV1d//znP728vD6GGUUAAAAAgL8Jub/isigSibRs2bLi4uLly5cjhHp7e4OCgnj3imhpaRFFM/6KNzgkLpfb2NiYl5dHpVItLS1F2Ttx+PDh3t5ehNDOnTuJyAEhpKSklJmZiSc3fvnll5cvX47XWZ9++mlLS8vdu3cF52dkpri4+PLlywihFStWHDlyhHeJl4WFRWJiIn74uGYlAAAAAACQjb9wxlUVFZUzZ87gNL6FhYVEYZD/VK6urjNmzHBxccnIyPjw4cOI/XnfrTds2MD36cSJE/FGfw6Hw1vlUJZnIYQoFAquSjmOiKzN//jHPwTTzX399ddGRkYzZ8589OjR+I4TAAAAAOBvRVigsmPHDhKJROxKDwwMxHmcmEwmX8+ioiIqlWpkZEShUDQ0NMzMzMLCwnAxckG2trYkEmnNmjUIoa6ursjIyBkzZpBIJCHJtYajq6sbHh6O23xl5vFV+P5O7+joSCKR8N/78UqkefPmqaioqKurW1tbZ2VlEdMyV65ccXNz09XVJZPJc+bMWbNmzXDJzbhc7vXr1729vU1NTVVVVTU1Nc3NzQMCAh4/fizdXxVvaXlRvHz5ksFgIITmz58/5Lq4L774Ajfy8vLG5SzxtLW1mZqa4n+K27dvlzA38eDgIJ5OmTJlioODg2CHSZMmvXjxgslk4m4AAAAAAEA2JN2j0tPTs3Hjxl9++YX3yLt37x48eJCamrply5bDhw8Ply6po6PDxcWlpKREkgH4+vru27cPIUTkIxZFWVmZu7v769ev8Y+9vb0lJSUlJSX3798/evRoaGgob21EBoPBYDAuXrx4+fLllStX8t2Cq6srX33A9vb28vLykydPRkZGSl43nXD+/PmBgQHix7Vr1xJ104dERFZOTk5DdrC2tlZRUenp6Xn69Om4nCWG9vb2FStWVFRUIITCw8OTkpKGqwMjoqqqqvb2doSQm5sb5PUCAAAAAPh4CHsz27VrF5VKLSoq2rRpE0IoNjbW09MTITRt2v9fOYHNZn/xxRc4QiCTyS4uLsbGxr29vXQ6/c6dOwih1NTUpqYmGo0m+DbJ5XKDgoKIKGXatGkjlvUYkpGRkaamZltbW11dXWtrqyjriBobG11dXd++fevn5/fZZ5/19fX9+uuv+KU/PT29srKypKRETU2NSqUuXry4qakpJSWlsbGRzWYHBwfX1tYSyanYbPa6detwlKKqqvrll18aGBh8+PChtLT0xo0bCKG4uDhzc/Mvv/xSKr8qvlr1I5YgfP78OW5MnTp1yA4KCgo6OjpMJrOpqamnp0dFRUXGZ40Wi8VycnLCGYS3bt166NAhCaMUhFB1dTVuzJgxAzeePn366NGjtrY2DQ0Nc3PzTz75RPKrAAAAAACA0RIWqOjo6OCXS/yjnp4eX8X0pKQkHKXY2dllZ2cbGBgQH926dSsgIKC5uTk3N/f06dPffPMN35fn5+ezWCwrK6uDBw9aWFiMqtgfLxKJtGDBAlxZsq6uTpRApbKyUklJ6fr160RS4+DgYB8fn3PnziGESkpK5s2bd+3aNeLNlUqlzp8/v7W1tb6+nslkGhoaEt9z7do1hNCiRYsKCgrU1dWJS2RnZwcGBiKEjh8/Lq1AZbTevPn/y/0IqXepoaGBf7+tra2zZs2S8Vmj0tHR4ezsXF5ejhAKCws7fPiwVOKHFy9e4MaUKVNKS0tDQ0PxJQiLFi2Kj48fbqYIAAAAAACMEfE30/f29uLS4NOnT6fRaLxRCkLIwcHh7NmzeGvykAUoWCyWoaFhQUGBnZ2d2FEKRrwcv3v3TsRTdu/ezVt6hUQi7dixg/gxMzOTiFLw92/cuBG3iakDhBAxHbRt2zbeKAUhFBAQoKenJy8vX1FRIeEmCrF1d3fzPR9BmpqafJ1leZbo3r9/7+LiUlpaihAKDQ1NTk6W1iwHi8XCjYqKCltbW74oBR93dnY+fPiwVC4HAAAAAABEJH6gcuvWrbdv3yKEtm7dSryD8rKxsXF2dkYIPXv27NWrV4IdoqKiyGSy5PcwceJE3Ojq6hLxlPXr1/MdmTNnDm4sWLDAysqK79O5c+fiRl9fH3GQWAPW1NTE159EIv3555+Dg4OvXr3ifaU2MTEhiWbv3r0SPhacLBghJGRNHfERkexYlmeJqKuri9jLFBQUlJKSMmSUIt6zJaKm1NTUgYEBKyury5cvNzY2trW1FRYWuru740+3b98+qk1QAAAAAABAQuLvHiZ2kCsrKxcWFg7Zh/j7ekVFhZ6eHt+nfBvTxUa8a06ePFmU/ioqKoJLj4hZHWNjY8FThpzzsbS0xI2YmJjm5ubAwEALC4uPZz8DMWYh8VtnZyduEBGjLM8SRXd3N1+6Auk+Yd5caps3bz569CiRoXjZsmX29vYREREJCQlcLjciIuI/PgU2AAAAAMDHQ/xABVfyRgh9++23I3YmXlL/98IKCtra2lK5B5y1CSHEt/5qOMrKykJedkXf57148eLIyMi4uLjBwcG0tLS0tDRDQ0N7e3sbGxsnJyd9fX3BU65evSpilmER70UICoXC93yEPDpiVkqWZ4kiJSVlcHAQIUQmk/v6+k6cOLF+/Xpra2tpPVvi162vr5+UlMRXR4VEIkVHR//888+vX7+m0+kvX77kW+IIAAAAAADGiPiBCrG4XxQdHR18R7S1tQWL64mBy+USBVtk/xIZGxtrb28fFRVFp9MRQrW1tbW1tVlZWQghMzOz8PBwX19f3qCId+vLWCPiQCHBA7Grh5j7kuVZosBRSnp6emdn586dOxFCISEhdDpdUVGRr6d4z5aImhwdHYlwixeFQrG1tcXlLB88eACBCgAAAACAbIgfKhBvdc+fP+eOJCgoiP/C0ohSEEIMBgNvlcF5imX/BFeuXFlWVtbQ0HDs2DFvb28iP295ebm/v7+Xl9d4baYn9tW0tLQM2YHD4eBsXbq6umpqarI/S0Tp6embNm0KDw83MTFBCFVWViYnJ0vrKRGBB3ELgoj9S0LCMAAAAAAAIF3iz6jo6uriRnV1NfEmJ3unTp3CjSHLisuMvr5+cHBwcHAwl8utrq7OzMzMyMhgsVg0Gi0nJ8fX1xd3e/nypYjLkzQ1NSVcGodf69HwpTDpdDreUkL0lPFZoggJCcFlfBQVFdPS0mxtbRFC0dHRa9eu5VtcJ96zXbBgAW40NzcP1x9Hwgih0YZYAAAAAABAbOIHKkuXLv3pp58QQsXFxURyJD7Z2dlMJlNRUTEyMlJaUyi8Xr9+feTIEdwWnLQZazk5Oe/fv5eXl6dSqcT6LlzXJTEx0cHBYdWqVQihe/fuEYGKu7u7iKXZ9+zZs3//fkmGZ2hoaGBg8PLly4cPHzY3NxNlOglXrlzBDRcXl3E5SxS868RsbGw2bNiQmZnZ3d0dHh5+4cIF3p7iPVszMzMKhdLd3V1aWsrlcofcvPTgwQPcmD9/viS/EQAAAAAAIDrxgwdnZ2dlZWWEUHJyckNDg2AHBoNBpVJjYmLodPpYRCnd3d0+Pj5494ujo6OZmZnsHhtCCKHs7Gz89/4nT54IfjplyhTcED1psnSRSKQ1a9bg9pkzZ/g+HRwcxPsu5OTkPD09x+UsMRw8eBCHLjQajQh+JDFhwgRXV1eEUGlpKV/kg126dAkXV5k9e/Zop4MAAAAAAIDYRhE/tLa28v6oqamJJzF6e3s9PT1ramp4P21ubnZ3d2ez2QghKpUq3UFzOJz8/Hxra+vbt28jhCgUyvHjx2X/7JYsWYIbERERAwMDvB/19fXFxMTgtoWFBXH8yZMnI+7nwSScTsG+++47HEzu27evsrKSOM7lcvfu3YuTEPj6+vJtEJflWSwWK+9/iFIIUktLKz4+HrfDwsJ4S7KI/Wx3796NG5s2bbp06RLvRzdu3CBm6vbs2fPx5J4GAAAAAPiPN/LSLyJ/a1ZWloaGxoQJE9zd3XHFktjY2Js3b1ZVVT148MDU1HTVqlUmJiZkMrmqqur8+fO4NuK2bdvwX6zF0NzcHBwczHtkYGDgzZs3dDqdqCBJoVB+//332bNny/7Z+fn5JSYmcjicP/74Y86cOZ6ennp6emw2m8lkXrx4Ecd1+vr6AQEBsh8bNmXKlKSkpNDQ0Pfv39vY2ISEhJiZmXV2dp49e/bWrVsIoWnTph04cGAcz6qpqSEWg7148cLIyGjEmwoMDMzMzCwuLmYymfv374+NjZXwKS1evHjHjh2JiYnt7e2rV6+2sbGxtLSUl5cvLy8vKCjAfby8vAIDA8fjdwgAAAAA8Dc1cqCycOFCNTU1FotVU1OD/7pcV1eHAxUKhVJYWOjl5VVUVNTX10ej0Wg0GnGivLz8li1bkpKSxB4ci8VKT08X0sHc3Dw9PZ2Y2ZAxExOT7Ozs0NDQrq6u+vr6w4cPCz66s2fPqqqqjsvwsJCQkLa2tujo6K6uroSEBN6PDA0NaTSaYCFOGZ81WnJycseOHVuyZAmbzU5ISPD19SU2xIvt4MGDfX19eM/VvXv3eOtLIoQ2b96cnJw8FssXAQAAAADAcEZ+91JTU7t8+bKtre2kSZMmTpw4d+5cJSUl4lNtbe3bt29fvHgRZ2Eik8na2trW1tYhISE1NTVHjhyR+uvd5MmT586d6+/vn5ub++9//3u8ohTMz8+vvr7+hx9+WLZsmYGBAZlM1tLSWrJkydq1a/Py8h49ejRv3rxxHB62d+/e+/fvb9iwYfbs2WQyWV1d3cLCIiEh4eHDh59++unHcNZoLVy48LvvvkMIDQ4OhoaGSp4AWk5OLjk5+d69exs2bDAwMFBRUVFRUZk7d+7mzZvLy8vT0tJ4/80DAAAAAAAZIPG95DGZzFEto4qIiMDrefr7+4nUtJaWlkSyJhMTk6dPnxobGw+541xmampqhKRsUlVV1dPTW7p0qaenp6urq7y8vGCf4W7wr2vbtm04Z5qOjk5VVZXwKjQMBgMnofby8sI744dz/vx5YmP9jBkz6urqRgxWc3NzPTw8Ghsbp0+fznc5ybOfASHM/zVC9Bi9zF/yq7jcGGFSUTFok+RXmRkpheQK4K9La97u8R4CGCtS+Q+RbHwxa6eE3/A7M0HCbxBxGJJfSJSrDJ4Yhy3EHzOp/O+d5ET5+67kvzsFadys1KY7OiBZz88AAIAASURBVDs7Xf4H717qITEYjB9++OGHH3549OiRtAYgiY6Ojpqamuzs7NWrV//Xf/0XzvIkyQ3+tbS2tm7fvl1a3/bzzz8T7YaGBr5lVEN68+aNgoKCVBaGjdbu3btJIiPSTAMAAAAAgLE27B6VyZMn+/n5jXi+lZWVGFdlMBg4KdasWbNMTU1lecPq6upff/0175H+/v7W1lY6nY5L/pWXl9vb2+fm5jo6OspyYOPr5MmTX3311cqVKyX8nra2tqtXr/IeycnJsbOzG64/h8Opr68/ceKEh4fHkBNZAAAAAADg72nYQEVbWzslJWW8hyd9U6dOHfK+uFzunTt3wsPDKyoqenp63N3dKysrRUlC9R9j8+bNT548mTRpkiRfcu7cOZypefny5Thl1q+//pqcnDzcHo/S0lIrKysbG5tDhw6Ny10bGBgsW7ZMeJ+WlhacfRsKPgIAAAAAyIz4len5aGlpSb6neRyRSKRly5YVFxe7ubkVFBT09vYGBQXl5+cTpTP+6jcoxKxZs5hMZkNDw/fff48zX4nt1KlTuBEdHY3Lvbe3t+fl5bm7uw/Z/9NPP21padHR0Rmve9+0adOmTcLWUA4MDNja2iKErK2td+3aNV7jBAAAAAD4u4GMq/+HiorKmTNncELhwsLCsrKy8R6RLBw4cEBdXR0hlJqaevfuXbG/p7a2tri4GCE0c+ZMOzu7r776Ch/PyckZ7hQKhTKOUYooYmJiSktL1dXVz5w5o6ioON7DAQAAAAD4u5BmoGJra0sikYjETUPasWMHiUQiavwFBgbibcpMJpOvZ1FREZVKNTIyolAoGhoaZmZmYWFhuMD5cJfGyaa6uroiIyNnzJhBIpFu3rw52rvQ1dUNDw/Hbb6C90PeoKOjI4lEcnNzQwi1tLRERETMmzdPRUVFXV3d2to6KyuLmIe5cuWKm5ubrq4umUyeM2fOmjVrhsuExuVyr1+/7u3tbWpqqqqqqqmpaW5uHhAQ8PjxYyn+vnhvGReB4XK5Gzdu/PDhg3jfQwQk/v7+cnJy3t7eeD7q0qVLnZ2d0hptW1ubqakp/mezffv2MZ3munPnTlxcHEIoOzt7xowZY3chAAAAAADA52OcUenp6fnqq6/s7e0zMjJqa2t7enrevXv34MGD1NRUY2PjsLCwwcHB4c7t6OhwcnI6cOBAY2Oj2AMgkjsR+YhFUVZWZmpqGh8f/+zZs97eXhaLVVJSsmHDhpCQEA6HExwc7ObmduXKldbW1v7+fgaDcf78eVNT07y8PMFbsLOzc3Z2/u233yoqKjo7O9vb28vLy0+ePLlw4cLvv/9+LJ65n5+fs7MzQuj58+f79u0T4xu4XC6x7gunYZg2bRre/vHhwwfeSqCSaG9vX7FiRUVFBUIoPDw8KSmJWJsndSwWy8/Pj8PhhIeHD7d0DQAAAAAAjBG5pqYmWV5v165d1dXVxExFbGxsdXV1dXX1tGnT8BE2m/3FF1/88ssvCCEymezh4bFnz57t27fb29vjDqmpqWvWrBny7+hcLjcoKKikpAT/OG3aNPG2hhsZGeGiInV1da2traKc0tjY6Orq2tLS4ufnl5GRcfTo0eXLl+OP0tPTbW1t09PT1dTUduzYkZOTc/DgQX19fXyzwcHBbDab+B42m71u3Tqc0ldVVTUwMPDHH3/cs2fPihUrcIe4uLgLFy5I/fdCIpHS09MpFApCKD4+/uHDh6P9htLS0hcvXiCErK2tcQkUhJCPjw9uEDGMJFgslpOTEx7b1q1bDx06NHZRCkIoIiKioaFBV1f3xx9/HLurAAAAAACAISncunUrICBAZtfT0dHR0dEhFnrp6enx1W5PSkrC8xh2dnbZ2dkGBgbER3iozc3Nubm5p0+f/uabb/i+PD8/n8ViWVlZHTx40MLCYsKECeINkkQiLViwoKioCCFUV1cnyiaKyspKJSWl69evE0mNg4ODfXx8zp07hxAqKSmZN2/etWvXiOVDVCp1/vz5ra2t9fX1TCbT0NCQ+J5r164hhBYtWlRQUIC3jmDZ2dmBgYEIoePHj3/55ZdS/9XMnDkzLi5u69atbDZ748aN9+/fH9WWDKJ8Cu8/Jy8vLzwDlp+f/+rVK0kqpXR0dDg7O+MSN2FhYYcPHx7TKOXJkyf//d//jRDat2+fhJnQAAAAAACAGOTwKhpBtbW1wovfKShILWMYobe3NyEhASE0ffp0Go3GG6UghBwcHM6ePYvLnA/5R24Wi2VoaFhQUGBnZyd2lIIRheffvXsn4im7d+/mLb1CIpF27NhB/JiZmcm7yUFDQ2Pjxo24/fz5c+I4MR20bds23igFIRQQEKCnpycvL19RUTFGGzNCQ0NxYZyHDx8mJiaKfuLAwAAxCebt7U0c19LSwnNBHA4HdxDP+/fvXVxcSktL8SCTk5PHNEpBCO3cuZPD4SxYsGDDhg1jeiEAAAAAADAkuf7+/vEew/+6devW27dvEUJbt27Fi6/42NjY4K0Uz549e/XqlWCHqKgoMpks+UgmTpyIG11dXSKesn79er4jxAqoBQsWCFbGnDt3Lm709fURB4mih4JL8kgk0p9//jk4OPjq1Sve13QTExMRC6vv3btX+C3Iy8tnZGTgmicxMTHPnj0T8d7z8vLa2toQQqtXr+aLr4jVX0JyfwnX1dXl4uKCQ7igoKCUlJQhoxQpPofr16/jvUPx8fFjEZADAAAAAIARDfsSNmnSJL4K7nzwzIZ04b0ZCCFlZeXCwsIh+xBzHRUVFYJLiSSvrY51d3fjxuTJk0Xpr6KiMmvWLL6DxKyOsbGx4ClDzvlYWlriRkxMTHNzc2BgoIWFxVjPHvCaP39+VFRUVFRUX1/fxo0b79y5I8ovmtiC4u/vz/eRh4cHmUzu6+srLy9/9uzZJ598MqrxdHd3u7q6Ev8wEEJj/TTYbDaeCrOzs1u1atWYXgsAAAAAAAxn2EBFR0cnLS1NxqMhUnV9++23I3YWzHiroKCgra0tlZG0t7fjBt/8wHCUlZWFvECrqKiIeN3FixdHRkbGxcUNDg6mpaWlpaUZGhra29vb2Ng4OTnhLfh8rl69KuK0mIj3smvXrnPnzj1+/PjevXvHjh3bsmWL8P4dHR2XLl1CCMnJyT1+/Li6upqvw9SpU+vq6hBCOTk5o00plpKSgpO84WjnxIkT69evt7a2HrvnkJeXh9NAb9myRZYhIgAAAAAA4PVxLWthsViid+7o6OA7oq2tLZV5Hi6XSxRs4dsnIwOxsbH29vZRUVF0Oh0hVFtbW1tbm5WVhRAyMzMLDw/39fXlfYGWen0PJSWljIyMpUuXcjic3bt3u7m5zZw5U0j/8+fP49IrHA4nMjJSSM/Tp0/HxMSM6u0fRynp6emdnZ07d+5ECIWEhNDpdMGN/tJ6DqmpqQghTU1NDw8P6T5YAAAAAAAguo+rjgpOj4sQev78OXckQUFB/DcjpdVoDAYDb5Uh8hTL2MqVK8vKyhoaGo4dO+bt7T116lR8vLy83N/f38vLa0yrHCKELCwstm/fjhDq6uoKDg4Wfjki39eIamtr79+/P9rBpKenb9q0KTw83MTEBCFUWVmZnJw8RjdeW1uLd6f4+/tLZbMTAAAAAAAQz8c1o6Krq4sb1dXVxE502SN2XDg4OIzj09DX1w8ODsZxQnV1dWZmZkZGBovFotFoOTk5RFXKly9firjkSVNTU/SlcTExMTQaDb+4//zzz0OutkIINTY24t1EKioqra2tRKjJZ926dThT86lTp5YuXSr6QwgJCdm0aRNCSFFRMS0tzdbWFiEUHR29du1avoVwUnkOaWlpOCojcrIBAAAAAIBx8XEFKkuXLv3pp58QQsXFxcPVAs/OzmYymYqKipGRkWOxof/169dHjhzBbcFJm7GWk5Pz/v17eXl5KpVKLJHCdV0SExMdHBzw9u579+4RgYq7u/vTp09F+fI9e/bs379fxJGoqKicOHHi888/Rwht27bt999/H27AuOHh4TFclIJ4ApWzZ88eOnRI9AotRO4EhJCNjc2GDRsyMzO7u7vDw8P5Cl9K/hw+fPiQmZmJELK0tBwy/wEAAAAAAJCZj2vpl7Ozs7KyMkIoOTm5oaFBsAODwaBSqTExMXQ6fSyilO7ubh8fH7z7xdHR0czMTMZPIDs7G88hPHnyRPDTKVOm4IboSZMlsXz5chyqvXv3Ljw8XLADl8slZp+E54hzcXHBZRPfvn1748YNsYd08OBBHLrQaLQrV65I937z8/NxEgWcAhsAAAAAAIyjcQ5UWltbeX/U1NTEb8a9vb2enp41NTW8nzY3N7u7u7PZbIQQlUqV7kg4HE5+fr61tfXt27cRQhQK5fjx47J/IEuWLMGNiIiIgYEB3o/6+vpiYmJw28LCgjj+5MmTEffzYKJPpxDi4+PxDhlcEp7Po0eP8CSGhoYGLuw4HGVl5dWrV+M2b0EVFouV9z+IlNBCaGlpxcfH43ZYWFhPT48Un8Mff/yBG/b29tL4ZQIAAAAAAPGNz9IvIl1vVlaWhobGhAkT3N3dccWS2NjYmzdvVlVVPXjwwNTUdNWqVSYmJmQyuaqq6vz587g24rZt21xdXcW7dHNzc3BwMO+RgYGBN2/e0Ol0ooIkhUL5/fffZ8+eLfsn4+fnl5iYyOFw/vjjjzlz5nh6eurp6bHZbCaTefHiRRzX6evrBwQEyGY8ampqR48eHS7/FTGd4u3tjctECuHj44P7X7x4saurC5fUrKmpcXFxwR1evHhhZGQ04pACAwMzMzOLi4uZTOb+/ftjY2OlcqdcLvfq1asIIQUFhVHtogEAAAAAAGNhfAKVhQsXqqmpsVismpoaPIVSV1eHAxUKhVJYWOjl5VVUVNTX10ej0Wg0GnGivLz8li1bkpKSxL40i8VKT08X0sHc3Dw9PZ2Y2ZAxExOT7Ozs0NDQrq6u+vr6w4cPCz66s2fPqqqqymxIq1evXrt2Ld5hwmtwcPD06dO4LXzdF7ZixQr8S+/p6cnNzf3mm2/EG4+cnNyxY8eWLFnCZrMTEhJ8fX0XLFgg+W2+ePHi5cuXCCEzMzMcRAEAAAAAgHGkkJqaigtH8KmtrcWbuSMiIg4cOIAQ6u/vz8/Px59aWloSu5xNTEyePn1qbGyspqYm4lXV1NQuX768e/fuiooKLpc7depU3r/Ha2tr3759+9KlS6dPny4pKWltbZ08efKcOXMWLVq0fft2IX90b25uHq5GB94gMZzJkydPmTLF0tLS0NDQ0tKytbW1vb2ddxu3LPn5+bm6uv70008FBQWNjY3Nzc2TJk2aMWOGkZHRhg0bnJycJKxCePnyZRaL5enpOWLP8vLytLS0goKCpqYmEomE02ERC9Ly8/Nfv36NEJo+fTpOxsV3VnNzs4qKioGBwZo1azZv3qympubl5ZWRkYEQysnJER6o1NfX4wZOKcZn4cKF3333XWJi4uDgYGhoaEFBgeSVGfF0CkLIzs5Owq/6C/l3/wiVVRWfbJL8KgnbRvjHZqb004hf4hM6wmxbylYpLwcF4G9uxP8+SIWinij/kUkY74chqt+Zf5mhjsj9yc4RejwZ+UsStv0h+Uh2dNOEdxg8IYu1+oelcS8Dkn+FCBSCpPC/3ZKTyu9lFDMqnZ2dxCqdgoKCzz77jK/D3bt3iTaDwcDrfE6dOmVqair4bTY2NkVFRcNdi0QirV69mtjVMKK7d+/W1NTMnz9/uA7v378n2mZmZunp6YIb5d++fUtkrR3xBgk3b94c7qITJkwQUoHEx8fHx8dnyI80NDSio6Ojo6NFvH3Rtba2enh4sNnsxsbGw4cPC87YEGJjY6OiojgcDt/xR48elZeXm5mZOTk5Cd4d31kfPnxob2+n0+lHjx69cOHCf//3f//3f/83b/+lS5dyudzc3FwPD48JEyYQx4kSk4K/BSwhISEhQQr/e7B79+6DBw/yHklMTExMTByy8zfffEOsdgMAAAAAAGNKYcuWLcJ7WFlZifG9DAYD7/yeNWvWkIHK2FFXV+dbidTf39/a2kqn05ubmxFC5eXl9vb2ubm5jo6OshzYx+DUqVM4G4FwaWlpe/bswW0XFxdLS8v3799fuHCByWQ2NDS4urrS6fTp06dL5SyE0Js3bxQUFPT09Mb78QAAAAAAgI+FQkpKyniPQcqmTp065E1xudw7d+6Eh4dXVFT09PS4u7tXVlaKsnv7P8bjx4+joqJG7NbS0oLL0isoKNBoNDc3N3w8Li7O19f3119/bWlpiYiI4E3eJfZZHA6nvr7+xIkTHh4e8vLysn8mBgYGy5YtG/GB4AR0QqbsAAAAAACAdI1i6ZeWlpaQhUwfPxKJtGzZsuLiYjc3t4KCgt7e3qCgoPz8fGJ7w1/9BofE5XKbmpqePn3622+/5eTkfPjwYcRTDh8+3NvbixDauXMnEW8ghJSUlDIzM0tKSpqamn755Zcff/zRwMBAwrNKS0utrKxsbGwOHTo0Ls9n06ZNmzYJW8o5MDCAd+BYW1vv2rVrXAYJAAAAAPA39HEVfJQBFRWVM2fO4KxZhYWFZWVl4z2iseXq6jpjxgwXF5eMjAxRohQul/vbb7/h9oYNG/g+nThxIt5Xw+FwLl26JOFZCKFPP/20paXl7t27Qy4J+xjExMSUlpaqq6ufOXNGUVFxvIcDAAAAAPB3MbpAxdbWlkQiCX+n3LFjB4lEIrbdBwYGkkgkEonEZDL5ehYVFVGpVCMjIwqFoqGhYWZmFhYWVlVVJeTSa9asQQh1dXVFRkbOmDGDRCIJ2cs+HF1dXaLOOl9VxyFv0NHRkUQi4VkCvH5p3rx5Kioq6urq1tbWWVlZxDzMlStX3NzcdHV1yWTynDlz1qxZM2SBeYQQl8u9fv26t7e3qampqqqqpqamubl5QEDA48ePxf9lDqW/v39U/V++fMlgMBBC8+fPH3Jd3BdffIEbeXl5Ep6FEKJQKDo6OqMaYVtbm6mpKf5HtX379jGdBLtz505cXBxCKDs7e8aMGWN3IQAAAAAAwGd86qj09PRs3Ljxl19+4T3y7t27Bw8epKambtmy5fDhwwoKQ4+to6PDxcWlpKREkgH4+vru27cPIUQkXBZFWVmZu7s7zsmLEOrt7S0pKSkpKbl///7Ro0dDQ0N5K7QwGAwGg3Hx4sXLly+vXLmS7xZcXV3v3bvHe7C9vb28vPzkyZORkZHSKmKIEDp//jxvhfu1a9cWFBQI6U9EVk5OTkN2sLa2VlFR6enpwTXpJTlLDO3t7StWrKioqEAIhYeHJyUlSZ6YeDgsFsvPz4/D4YSHh7u7u4/RVQAAAAAAwJCkH6js2rWLSqUWFRXhpf+xsbG4ZMe0adNwBzab/cUXX+AIgUwmu7i4GBsb9/b20un0O3fuIIRSU1ObmppoNJrgOyiXyw0KCiKilGnTpgkvkDIcIyMjTU3Ntra2urq61tZWUf6o39jY6Orq+vbtWz8/v88++6yvr+/XX3/FL/3p6emVlZUlJSVqampUKnXx4sVNTU0pKSmNjY1sNjs4OLi2tpbYKc5ms9etW4ejFFVV1S+//NLAwODDhw+lpaU3btxACMXFxZmbm3/55ZdS+XXwlYYcsX788+fPcWPq1KlDdlBQUNDR0WEymU1NTT09PSoqKmKfNVosFsvJyenhw4cIoa1btx46dGjsohSEUERERENDg66u7o8//jh2VwEAAAAAAEOSfqCio6ODX0nxj3p6evPmzePtkJSUhKMUOzu77Oxs3q3Vt27dCggIaG5uzs3NPX36tGBNwPz8fBaLZWVldfDgQQsLC97KG6NCIpEWLFiAC7nU1dWJEqhUVlYqKSldv36dSGocHBzs4+ODS7aXlJTMmzfv2rVrxAIhKpU6f/781tbW+vp6JpNpaGhIfM+1a9cQQosWLSooKFBXVycukZ2dHRgYiBA6fvy4tAKV0Xrz5g1uCKl3qaGhgX+/ra2ts2bNEvusUeno6HB2di4vL0cIhYWFHT58eEyjlCdPnuCSL/v27RMvGAYAAAAAAJKQIw1vuMVXkujt7cV1+qZPn06j0XijFISQg4PD2bNn5eTkEEJD/hmbxWIZGhoWFBTY2dmJHaVgxCv1u3fvRDxl9+7dvKVXSCTSjh07iB8zMzN5tzFoaGhs3LgRt4kJB4QQMR20bds23igFIRQQEKCnpycvL19RUTFe+ce6u7v5no8gTU1Nvs7inSW69+/fu7i4lJaWIoRCQ0OTk5PHNEpBCO3cuZPD4SxYsEAwNwAAAAAAAJABWWf9unXr1tu3bxFCW7duJd5cednY2Dg7OyOEnj179urVK8EOUVFRZDJZ8pFMnDgRN7q6ukQ8Zf369XxH5syZgxsLFiwQrIw5d+5c3Ojr6yMOEmvAmpqa+PqTSKQ///xzcHDw1atXvC/iJiYmJNHs3btXwseCUwwjhIRMIxAf9fT0SHKWiLq6uohdSUFBQSkpKUNGKVJ8StevX8eb/uPj48ciXAcAAAAAACNS2Lx583Cf4ZkN6SJ2kCsrKxcWFg7Zh/irfEVFhWC1cr6N6WIj/q4/efJkUfqrqKgILlgiZnWMjY0FTxlyzsfS0hI3YmJimpubAwMDLSwsxnp+QHTEmIXEb52dnbhBRIzinSWK7u5uvsQDY/2s2Gw2niizs7NbtWrVmF4LAAAAAAAMRyEtLU2W12tsbMSNb7/9dsTOxKvt/w5XQUFbW1sqI2lvb8cNvvVXw1FWVhbyiiz67vDFixdHRkbGxcUNDg6mpaWlpaUZGhra29vb2Ng4OTnp6+sLnnL16lURswyLeC9CUCgUvucj5NERs1LinSWKlJSUwcFBhBCZTO7r6ztx4sT69eutra3H7inl5eXhJNFbtmz5eAJIAAAAAIC/G1kva2GxWKJ37ujo4Duira0tlXkeLpdLFGzh2ycjA7Gxsfb29lFRUXQ6HSFUW1tbW1ublZWFEDIzMwsPD/f19eV9RZZlBQ8iDhQSchC7eoi5L/HOEgWOUtLT0zs7O3fu3IkQCgkJodPpgrUXpfWUUlNTEUKampoeHh7SeaYAAAAAAGD0ZL1HhfjT+/Pnz7kjCQoK4h+ulFajMRgMvFUG5ymW8UNACK1cubKsrKyhoeHYsWPe3t5EVt/y8nJ/f38vL6/x2kxP7KtpaWkZsgOHw8E5vnR1ddXU1CQ5S0Tp6embNm0KDw83MTFBCFVWViYnJ4/R7dfW1uLdKf7+/lLZCgUAAAAAAMQj6xkVXV1d3KiuriZ2osveqVOncMPBwWG8xoAQ0tfXDw4ODg4O5nK51dXVmZmZGRkZLBaLRqPl5OT4+vribi9fvhRxUZOmpqaES+NwMICGL4VJp9PxRhSip9hniSIkJAQX5FFUVExLS7O1tUUIRUdHr127lm+ZnFSeUlpaGg4RiYxtAAAAAABgXMg6UFm6dOlPP/2EECouLh6u2nd2djaTyVRUVIyMjByLDf2vX78+cuQIbgtO2oy1nJyc9+/fy8vLU6lUYn0XruuSmJjo4OCAN3Dfu3ePCFTc3d1FLOi+Z8+e/fv3SzI8Q0NDAwODly9fPnz4sLm5mSjTSbhy5QpuuLi4SHiWKHjXidnY2GzYsCEzM7O7uzs8PPzChQu8PSV/Sh8+fMjMzEQIWVpaDpkdAQAAAAAAyIysl345OzsrKysjhJKTkxsaGgQ7MBgMKpUaExNDp9PHIkrp7u728fHBu18cHR3NzMxk/ASys7PxLMGTJ08EP50yZQpuiJ40WbpIJNKaNWtw+8yZM3yfDg4O/vbbbwghOTk5T09PCc8Sw8GDB3HoQqPRiOBHWvLz8/EeG5wgGwAAAAAAjKMxD1RaW1t5f9TU1MSTGL29vZ6enjU1NbyfNjc3u7u7s9lshBCVSpXuSDgcTn5+vrW19e3btxFCFArl+PHjY337gpYsWYIbERERAwMDvB/19fXFxMTgtoWFBXH8yZMnI+7nwSScTsG+++47HEzu27evsrKSOM7lcvfu3YuTEPj6+vIlIRDvLBaLlfc/RCkEqaWlFR8fj9thYWG8JVkkf0p//PEHbtjb20v+GAEAAAAAgCTGaukXka43KytLQ0NjwoQJ7u7uuGJJbGzszZs3q6qqHjx4YGpqumrVKhMTEzKZXFVVdf78eVwbcdu2ba6uruJdurm5OTg4mPfIwMDAmzdv6HQ6UUGSQqH8/vvvs2fPlslD/j/8/PwSExM5HM4ff/wxZ84cT09PPT09NpvNZDIvXryI4zp9ff2AgADZjw2bMmVKUlJSaGjo+/fvbWxsQkJCzMzMOjs7z549e+vWLYTQtGnTDhw4IJWzampqiMVgL168MDIyGnF4gYGBmZmZxcXFTCZz//79sbGxUrlrLpd79epVhJCCgsLSpUvH6+EDAAAAAABsrAKVhQsXqqmpsVismpoaPIVSV1eHAxUKhVJYWOjl5VVUVNTX10ej0Wg0GnGivLz8li1bkpKSxL40i8VKT08X0sHc3Dw9PZ2Y2ZAxExOT7Ozs0NDQrq6u+vr6w4cPCz66s2fPqqqqjsvwsJCQkLa2tujo6K6uroSEBN6PDA0NaTSaYCFOsc8aLTk5uWPHji1ZsoTNZickJPj6+i5YsEDyr33x4sXLly8RQmZmZqOq9AIAAAAAAMbCWC39UlNTu3z5sq2t7aRJkyZOnDh37lwlJSXiU21t7du3b1+8eBHnbiKTydra2tbW1iEhITU1NUeOHJH67pTJkyfPnTvX398/Nzf33//+93hFKZifn199ff0PP/ywbNkyAwMDMpmspaW1ZMmStWvX5uXlPXr0aN68eeM4PGzv3r3379/fsGHD7NmzyWSyurq6hYVFQkLCw4cPP/30U+meNVoLFy787rvvEEKDg4OhoaFSSeWMp1MQQnZ2dmP+cAEAAAAAwEhIfC95TCZzVAuiIiIi8Hqe/v5+IjWtpaUlkazJxMTk6dOnxsbGQ+4dl5mampr58+cP96mqqqqent7SpUs9PT1dXV3l5eUF+wx3g39d27Ztw9nPdHR0qqqqhNeTYTAYOJ20l5cX3hk/nPPnzxMb62fMmFFXVzdi2Jmbm+vh4dHY2Dh9+nS+y0mexwwIYf6vEaJHn9CRF+N9JFK2SnlXG/hr0Zq3e7yHAMZK9DL/8R7Cx+WZcbHwDju6aSN+ye/MhBH7yGCofzcj/moSKSPnHBLl9yu5EUcim2FIbeKis7PT5X/w7qUeEoPB+OGHH3744YdHjx7J4CZH1NHRUVNTk52dvXr16v/6r/8qLy+X8Ab/WlpbW7dv3y6tb/v555+JdkNDw71790Y85c2bNwoKClJZGDZau3fvJomMSBgNAAAAAADG2rB7VCZPnuzn5zfi+VZWVmJclcFg4PRWs2bNMjU1leUNq6urf/3117xH+vv7W1tb6XR6c3MzQqi8vNze3j43N9fR0VGWAxtfJ0+e/Oqrr1auXCnh97S1tRFrqLCcnBwhi6k4HE59ff2JEyc8PDyGnMgCAAAAAAB/T8MGKtra2ikpKeM9POmbOnXqkPfF5XLv3LkTHh5eUVHR09Pj7u5eWVkpShKq/xibN29+8uTJpEmTJPmSc+fO4ZzLy5cvLygoQAj9+uuvycnJvDuUeJWWllpZWdnY2Bw6dGhc7trAwGDZsmXC+7S0tOA82kJWDwIAAAAAAOmSWtYvLS0tqexpHi8kEmnZsmXFxcVubm4FBQW9vb1BQUH5+flE8fi/+g0KMWvWLCaT2dDQ8P333//000+SfNWpU6dwIzo6uru7u7S0tL29PS8vz93dfcj+n376aUtLi46Oznjd+6ZNmzZt2iSkw8DAgK2tLULI2tp6165d4zVOAAAAAIC/G1lXpv/IqaionDlzBqcGLiwsLCsrG+8RycKBAwfU1dURQqmpqXfv3hX7e2pra4uLixFCM2fOtLOz++qrr/DxnJyc4U6hUCjjGKWIIiYmprS0VF1d/cyZM4qKiuM9HAAAAACAvwtpBiq2trYkEolI3DSkHTt2kEgkosZfYGAg3qbMZDL5ehYVFVGpVCMjIwqFoqGhYWZmFhYWhgucD3dpnGyqq6srMjJyxowZJBLp5s2bo70LXV3d8PBw3OYrXT/kDTo6OpJIJDc3N4RQS0tLRETEvHnzVFRU1NXVra2ts7KyiHmYK1euuLm56erqksnkOXPmrFmzZrhMaFwu9/r1697e3qampqqqqpqamubm5gEBAY8fP5bi74v3lnE5Fy6Xu3Hjxg8fPoj3PURA4u/vLycn5+3tjeejLl261NnZKa3RtrW1mZqa4n8227dvH9Nprjt37sTFxSGEsrOzZ8yYMXYXAgAAAAAAfD7GGZWenp6vvvrK3t4+IyOjtra2p6fn3bt3Dx48SE1NNTY2DgsLGxwcHO7cjo4OJyenAwcONDY2ij0AIrkTkY9YFGVlZaampvHx8c+ePevt7WWxWCUlJRs2bAgJCeFwOMHBwW5ubleuXGltbe3v72cwGOfPnzc1Nc3LyxO8BTs7O2dn599++62ioqKzs7O9vb28vPzkyZMLFy78/vvvx+KZ+/n5OTs7I4SeP3++b98+Mb6By+US675wGoZp06bh7R8fPnzgrekpifb29hUrVlRUVCCEwsPDk5KSiLV5Usdisfz8/DgcTnh4+HBL1wAAAAAAwBiRa2pqkuX1du3aVV1dTcxUxMbGVldXV1dXT5s2DR9hs9lffPHFL7/8ghAik8keHh579uzZvn27vb097pCamrpmzZoh/47O5XKDgoJKSkrwj9OmTRNva7iRkREuKlJXV9fa2irKKY2Nja6uri0tLX5+fhkZGUePHl2+fDn+KD093dbWNj09XU1NbceOHTk5OQcPHtTX18c3GxwczGazie9hs9nr1q3DKX1VVVUDAwN//PHHPXv2rFixAneIi4u7cOGC1H8vJBIpPT2dQqEghOLj4x8+fDjabygtLX3x4gVCyNraGpdAQQj5+PjgBhHDSILFYjk5OeGxbd269dChQ2MXpSCEIiIiGhoadHV1f/zxx7G7CgAAAAAAGJLCrVu3AgICZHY9HR0dHR0dYqGXnp4eXxX2pKQkPI9hZ2eXnZ1tYGBAfISH2tzcnJube/r06W+++Ybvy/Pz81kslpWV1cGDBy0sLCZMmCDeIEkk0oIFC4qKihBCdXV1omyiqKysVFJSun79OpHUODg42MfH59y5cwihkpKSefPmXbt2jVg+RKVS58+f39raWl9fz2QyDQ0Nie+5du0aQmjRokUFBQV46wiWnZ0dGBiIEDp+/PiXX34p9V/NzJkz4+Litm7dymazN27ceP/+/VFtySDKp/D+c/Ly8sIzYPn5+a9evZKkUkpHR4ezszMucRMWFnb48OExjVKePHny3//93wihffv2SZgJDQAAAAAAiEEOr6IRVFtbK7z4nYKC1DKGEXp7exMSEhBC06dPp9FovFEKQsjBweHs2bO4zPmQf+RmsViGhoYFBQV2dnZiRykYUXj+3bt3Ip6ye/du3tIrJBJpx44dxI+ZmZm8mxw0NDQ2btyI28+fPyeOE9NB27Zt441SEEIBAQF6enry8vIVFRVjtDEjNDQUF8Z5+PBhYmKi6CcODAwQk2De3t7EcS0tLTwXxOFwcAfxvH//3sXFpbS0FA8yOTl5TKMUhNDOnTs5HM6CBQs2bNgwphcCAAAAAABDkuvv7x/vMfyvW7duvX37FiG0detWvPiKj42NDd5K8ezZs1evXgl2iIqKIpPJko9k4sSJuNHV1SXiKevXr+c7QqyAWrBggWBlzLlz5+JGX18fcZAoeii4JI9EIv3555+Dg4OvXr3ifU03MTERsbD63r17hd+CvLx8RkYGrnkSExPz7NkzEe89Ly+vra0NIbR69Wq++IpY/SUk95dwXV1dLi4uOIQLCgpKSUkZMkqR4nO4fv063jsUHx8/FgE5AAAAAAAY0bAvYZMmTeKr4M4Hz2xIF96bgRBSVlYuLCwcsg8x11FRUSG4lEjy2upYd3c3bkyePFmU/ioqKrNmzeI7SMzqGBsbC54y5JyPpaUlbsTExDQ3NwcGBlpYWIz17AGv+fPnR0VFRUVF9fX1bdy48c6dO6L8ooktKP7+/nwfeXh4kMnkvr6+8vLyZ8+effLJJ6MaT3d3t6urK/EPAyE01k+DzWbjqTA7O7tVq1aN6bUAAAAAAMBwhg1UdHR00tLSZDwaIlXXt99+O2JnwYy3CgoK2traUhlJe3s7bvDNDwxHWVlZyAu0ioqKiNddvHhxZGRkXFzc4OBgWlpaWlqaoaGhvb29jY2Nk5MT3oLP5+rVqyJOi4l4L7t27Tp37tzjx4/v3bt37NixLVu2CO/f0dFx6dIlhJCcnNzjx4+rq6v5OkydOrWurg4hlJOTM9qUYikpKTjJG452Tpw4sX79emtr67F7Dnl5eTgN9JYtW2QZIgIAAAAAAF4f17IWFosleueOjg6+I9ra2lKZ5+FyuUTBFr59MjIQGxtrb28fFRVFp9MRQrW1tbW1tVlZWQghMzOz8PBwX19f3hdoqdf3UFJSysjIWLp0KYfD2b17t5ub28yZM4X0P3/+PC69wuFwIiMjhfQ8ffp0TEzMqN7+cZSSnp7e2dm5c+dOhFBISAidThfc6C+t55CamooQ0tTU9PDwkO6DBQAAAAAAovu46qjg9LgIoefPn3NHEhQUxH8zUlqNxmAw8FYZIk+xjK1cubKsrKyhoeHYsWPe3t5Tp07Fx8vLy/39/b28vMa0yiFCyMLCYvv27Qihrq6u4OBg4Zcj8n2NqLa29v79+6MdTHp6+qZNm8LDw01MTBBClZWVycnJY3TjtbW1eHeKv7+/VDY7AQAAAAAA8XxcMyq6urq4UV1dTexElz1ix4WDg8M4Pg19ff3g4GAcJ1RXV2dmZmZkZLBYLBqNlpOTQ1SlfPnypYhLnjQ1NUVfGhcTE0Oj0fCL+88//zzkaiuEUGNjI95NpKKi0traSoSafNatW4czNZ86dWrp0qWiP4SQkJBNmzYhhBQVFdPS0mxtbRFC0dHRa9eu5VsIJ5XnkJaWhqMyIicbAAAAAAAYFx9XoLJ06dKffvoJIVRcXDxcLfDs7Gwmk6moqBgZGTkWG/pfv3595MgR3BactBlrOTk579+/l5eXp1KpxBIpXNclMTHRwcEBb+++d+8eEai4u7s/ffpUlC/fs2fP/v37RRyJiorKiRMnPv/8c4TQtm3bfv/99+EGjBseHh7DRSmIJ1A5e/bsoUOHRK/QQuROQAjZ2Nhs2LAhMzOzu7s7PDycr/Cl5M/hw4cPmZmZCCFLS8sh8x8AAAAAAACZ+biWfjk7OysrKyOEkpOTGxoaBDswGAwqlRoTE0On08ciSunu7vbx8cG7XxwdHc3MzGT8BLKzs/EcwpMnTwQ/nTJlCm6InjRZEsuXL8eh2rt378LDwwU7cLlcYvZJeI44FxcXXDbx7du3N27cEHtIBw8exKELjUa7cuWKdO83Pz8fJ1HAKbABAAAAAMA4GudApbW1lfdHTU1N/Gbc29vr6elZU1PD+2lzc7O7uzubzUYIUalU6Y6Ew+Hk5+dbW1vfvn0bIUShUI4fPy77B7JkyRLciIiIGBgY4P2or68vJiYGty0sLIjjT548GXE/Dyb6dAohPj4e75DBJeH5PHr0CE9iaGho4MKOw1FWVl69ejVu8xZUYbFYef+DSAkthJaWVnx8PG6HhYX19PRI8Tn88ccfuGFvby+NXyYAAAAAABDf+Cz9ItL1ZmVlaWhoTJgwwd3dHVcsiY2NvXnzZlVV1YMHD0xNTVetWmViYkImk6uqqs6fP49rI27bts3V1VW8Szc3NwcHB/MeGRgYePPmDZ1OJypIUiiU33//ffbs2bJ/Mn5+fomJiRwO548//pgzZ46np6eenh6bzWYymRcvXsRxnb6+fkBAgGzGo6amdvTo0eHyXxHTKd7e3rhMpBA+Pj64/8WLF7u6unBJzZqaGhcXF9zhxYsXRkZGIw4pMDAwMzOzuLiYyWTu378/NjZWKnfK5XKvXr2KEFJQUBjVLhoAAAAAADAWxidQWbhwoZqaGovFqqmpwVModXV1OFChUCiFhYVeXl5FRUV9fX00Go1GoxEnysvLb9myJSkpSexLs1is9PR0IR3Mzc3T09OJmQ0ZMzExyc7ODg0N7erqqq+vP3z4sOCjO3v2rKqqqsyGtHr16rVr1+IdJrwGBwdPnz6N28LXfWErVqzAv/Senp7c3NxvvvlGvPHIyckdO3ZsyZIlbDY7ISHB19d3wYIFkt/mixcvXr58iRAyMzPDQRQAAAAAABhH/Eu/mpqacKO2tpYkgt27d+P+/f397969Qwh9+PCBqJaIEGIwGMT/JaipqV2+fNnW1nbSpEkTJ06cO3cu79/jtbW1b9++ffHiRZzZiUwma2trW1tbh4SE1NTUHDlyRIzdKfgddDgkEklJScnQ0HDPnj337t0bMkoZ7galzs/Pr76+/ocffli2bJmBgQGZTNbS0lqyZMnatWvz8vIePXo0b948qVwIL3JDCHl6era1tQnpmZycTIRG//73v3EjPz//9evXCKHp06fjZFzY+fPniX8eM2fO5HA4+LiSkpKXlxdu867+GlJ9fT1u4JRifBYuXPjdd98hhAYHB0NDQ6WSrBlPpyCE7OzspPJ4AQAAAACAJEh8L3lMJnNUS54iIiIOHDiAEHr79i2R8rWgoOCzzz7DbRMTk6dPnxobG/PuDmcwGHgVkIeHh6mpqQzus6amZv78+aL0NDMzS09PF9xGP9wN/nVt27aNyG/m7+//r3/9S0hnBoOBE0Z7eXn99ttvQnp6eHjk5uYSP965c2fEV//c3FwPD4/Gxsbp06fzXW5UmcrEsHv37oMHD4rY+ZtvviFWu/1nMP/Xp8I7vK05IPlVmHFiLtQclVmRUk6uAP5atObtHu8hgLEilf8QSU6U/5RJ/h8iUf4l0wMeS347svlvJvw/5rgY8V/IiP/r//EYdunX5MmT/fz8RjzfyspKjKsyGAy8L3zWrFmyCVQI6urqfOuU+vv7W1tb6XR6c3MzQqi8vNze3j43N9fR0VGWAxtfJ0+e/Oqrr1auXCnh97S1tRFTE1hOTs6IgcqbN28UFBT09PTG+zEAAAAAAICPxbCBira2dkpKyngPT/qmTp065H1xudw7d+6Eh4dXVFT09PS4u7tXVlaKsrf7P8bmzZufPHmCkwiL7dy5czhZ2fLlywsKChBCv/76a3Jy8nBb7TkcTn19/YkTJzw8POTl5WV/1wYGBsuWLRPep6WlBSegE3FSDgAAAAAASE5qm+m1tLSkslVgvJBIpGXLlhUXF7u5uRUUFPT29gYFBeXn5xNVF//qNyjErFmzmExmQ0PD999/jwtuio1YGRUdHd3d3V1aWtre3p6Xlzdc+c7S0lIrKysbG5tDhw6Ny71v2rRp06ZNQjoMDAzgHTjW1ta7du0al0ECAAAAAPwNfVwFH8ediorKmTNn8MbxwsLCsrKy8R6RLBw4cEBdXR0hlJqaevfuXbG/p7a2tri4GCE0c+ZMOzu7r776Ch8XsnX+008/bWlpuXv3LrE75WMTExNTWlqqrq5+5swZRUXF8R4OAAAAAMDfhTQDFVtbWxKJJPyNc8eOHSQSiSidERgYiNNDMZlMvp5FRUVUKtXIyIhCoWhoaJiZmYWFhVVVVQm59Jo1axBCXV1dkZGRM2bMIJFIN2/eHO1d6OrqElXY+Wo+DnmDjo6OJBLJzc0NIdTS0hIRETFv3jwVFRV1dXVra+usrCxiHubKlStubm66urpkMnnOnDlr1qwZsvw8QojL5V6/ft3b29vU1FRVVVVTU9Pc3DwgIODxYynsnxvylnEeZC6Xu3Hjxg8fPoj3PURA4u/vLycn5+3tjeejLl261NnZOeQpFApFR0dnVFdpa2szNTXF/2y2b98+ptNcd+7ciYuLQwhlZ2fPmDFj7C4EAAAAAAD4fIwzKj09PV999ZW9vX1GRkZtbW1PT8+7d+8ePHiQmppqbGwcFhY2ODg43LkdHR1OTk4HDhxobGwUewC+vr64kZ+fL/pZZWVlpqam8fHxz5496+3tZbFYJSUlGzZsCAkJ4XA4wcHBbm5uV65caW1t7e/vZzAY58+fNzU1zcvLE7wFOzs7Z2fn3377raKiorOzs729vby8/OTJkwsXLvz+/2PvzuOautLGgZ/LFlmUXUTFKggVpJSK+FMQbIuKCCJUoHRklaCAC+q4McpY1IIofFREJDosYwsWWw24Fa0CSoEKQQVRUINsUgsoJqyCJPn9cd65b94AISQhtNPn+8d8Djfn5p57YWqenHOe5x//GItn7uvr6+joiBB69uzZgQMHxHgHHo9HrvvCaRimTZuGt3+8e/eOvxiOJNrb25ctW1ZRUYEQCg8Pj4+PJ9fmSR2LxfL19eVyueHh4cMtXQMAAAAAAGNEjiycIhu7du2qrq4mZyqio6Orq6urq6unTZuGj3A4nFWrVn3//fcIIQqF4ubmtnfv3u3bt9vb2+MOp06d8vDwGPJ7dB6PFxwcXFJSgn+cNm2aeFvDZ8+era2tjRCqq6vDxeBH1NTU5Ozs3NLS4uvrm5KSkpSU9Nlnn+GXaDTa4sWLaTSahobGjh07MjIyYmNjDQwM8M2GhIRwOBzyfTgczpdffllUVIQQUldXDwwMPHjw4N69e5ctW4Y7xMTEXLp0Seq/F4IgaDSaqqoqQujIkSMPHjwY7TuUlpY+f/4cIWRjY4MzCyOEvL29cUMqWX1ZLNby5cvx2LZs2XLs2LGxi1IQQrt3725sbNTT0zt48ODYXQUAAAAAAAxJ4fbt2/7+/jK73uTJkydPnkwu9NLX1xcoXxgfH4/nMezs7NLT0w0NDcmX8FCbm5tzcnIyMzMHlzbPy8tjsViLFi2KjY21traeMGGCeIMkCMLMzKywsBAhVFdXJ8rapMrKSiUlpZs3b5JJjUNCQry9vXFB95KSkjlz5ty4cYNcPkSlUk1NTVtbWxsaGurr642MjMj3uXHjBkLo448/zs/Px1tHsPT09MDAQITQmTNnvvjiC6n/aj744IOYmJgtW7ZwOJygoKB79+6NakvGt99+ixv8f05r1qzBM2B5eXmvXr2SJAExm812dHQsLy9HCG3atOn48eNjGqVUVVX961//QggdOHBAwkxoAAAAAABADHJ4Fc1gI1amV1CQWsYwUm9v79GjRxFC06dPp9Pp/FEKQsjBwSErKwuXpR/yS24Wi2VkZJSfn29nZyd2lIJpaWnhBq5GL4o9e/bwl14hCGLHjh3kj6mpqfybHLS0tIKCgnD72bNn5HFyOmjr1q38UQpCyN/fX19fX15evqKiYow2ZoSFheHCOA8ePIiLixP9xPfv35OTYJ6enuRxHR0dPBfE5XJxB/F0dnY6OTmVlpbiQSYkJIxplIIQ2rlzJ5fLNTMzW7du3ZheCAAAAAAADEmuv79/vMfwv27fvv369WuE0JYtW/DiKwG2trZ4K8XTp09fvXo1uENkZCSFQpF8JGpqarjR1dUl4ikBAQECR8gVUGZmZoMrY5qYmOBGX18feZCsJTJ4SR5BEL/99tvAwMCrV6/4P6abm5sTotm3b5/wW5CXl09JScE1T6Kiop4+fSrivefm5r558wYhtHr1aoH4ilz9JST3l3BdXV1OTk44hAsODk5MTBwySpHic7h58ybeO3TkyJGxCMgBAAAAAMCIhv0QNnHiRIEK7gLwzIZ04b0ZCCFlZeWCgoIh+5BzHRUVFYOXEkleWx3r7u7GjUmTJonSX0VFZebMmQIHyVmduXPnDj5lyDmfBQsW4EZUVFRzc3NgYKC1tfVYzx7wMzU1jYyMjIyM7OvrCwoKunv3rii/aHILip+fn8BLbm5uFAqlr6+vvLz86dOnH3744ajG093d7ezsTP5hIITG+mlwOBw8FWZnZ7dy5coxvRYAAAAAABjOsIHK5MmTk5OTZTwaMlXX5s2bR+w8OOOtgoKCrq6uVEbS3t6OGwLzA8NRVlYW8gFaRUVFxOt+8sknERERMTExAwMDycnJycnJRkZG9vb2tra2y5cvx1vwBVy/fl3EaTER72XXrl0XLlx49OhRUVHR6dOnN27cKLw/m82+fPkyQkhOTu7Ro0fV1dUCHaZOnVpXV4cQysjIGG1KscTERJzkDUc7Z8+eDQgIsLGxGbvnkJubi9NAb9y4UZYhIgAAAAAA4PfHWtbCYrFE78xmswWO6OrqSmWeh8fjkQVbBPbJyEB0dLS9vX1kZCSDwUAI1dbW1tbWpqWlIYSsrKzCw8N9fHz4P0BLvb6HkpJSSkrKwoULuVzunj17XFxcPvjgAyH9L168iEuvcLnciIgIIT0zMzOjoqJG9ekfRyk0Gq2jo2Pnzp0IodDQUAaDMXijv7Sew6lTpxBC2trabm5u0n2wAAAAAABAdH+sOio4PS5C6NmzZ7yRBAcHC96MlFajMZlMvFWGzFMsYytWrCgrK2tsbDx9+rSnp+fUqVPx8fLycj8/vzVr1oxplUOEkLW19fbt2xFCXV1dISEhwi9H5vsaUW1t7b1790Y7GBqNtn79+vDwcHNzc4RQZWVlQkLCGN14bW0t3p3i5+cnlc1OAAAAAABAPH+sGRU9PT3cqK6uJneiyx6548LBwWEcn4aBgUFISAiOE6qrq1NTU1NSUlgsFp1Oz8jIIKtSvnjxQsQlT9ra2qIvjYuKiqLT6fiD+7fffjvkaiuEUFNTE95NpKKi0traSoaaAr788kucqfm7775buHCh6A8hNDR0/fr1CCFFRcXk5OTFixcjhPbv3+/l5SWwEE4qzyE5ORlHZWRONgAAAAAAMC7+WIHKwoULT548iRAqLi4erhZ4enp6fX29oqJiRETEWGzo//3330+cOIHbgydtxlpGRkZnZ6e8vDyVSiWXSOG6LnFxcQ4ODnh7d1FRERmouLq6Pn78WJQ337t376FDh0QciYqKytmzZz///HOE0NatW69cuTLcgHHDzc1tuCgF8QUqWVlZx44dE71CC5k7ASFka2u7bt261NTU7u7u8PBwgcKXkj+Hd+/epaamIoQWLFgwZP4DAAAAAAAgM3+spV+Ojo7KysoIoYSEhMbGxsEdmEwmlUqNiopiMBhjEaV0d3d7e3vj3S9Lly61srKS8RNIT0/HcwhVVVWDX50yZQpuiJ40WRKfffYZDtXevn0bHh4+uAOPxyNnn4TniHNycsJlE1+/fv3zzz+LPaTY2FgcutDp9GvXrkn3fvPy8nASBZwCGwAAAAAAjKNxDlRaW1v5f9TW1safjHt7e93d3WtqavhfbW5udnV15XA4CCEqlSrdkXC53Ly8PBsbmzt37iCEVFVVz5w5I/sHMm/ePNzYvXv3+/fv+V/q6+uLiorCbWtra/J4VVXViPt5MNGnU0hHjhzBO2RwSXgBDx8+xJMYWlpauLDjcJSVlVevXo3b/AVVWCxW7n+QKaGF0NHROXLkCG5v2rSpp6dHis/hp59+wg17e3tp/DIBAAAAAID4xmfpF5muNy0tTUtLa8KECa6urrhiSXR09K1bt548eXL//n1LS8uVK1eam5tTKJQnT55cvHgR10bcunWrs7OzeJdubm4OCQnhP/L+/fu2tjYGg0FWkFRVVb1y5cqsWbNk/2R8fX3j4uK4XO5PP/1kbGzs7u6ur6/P4XDq6+uzs7NxXGdgYODv7y+b8WhoaCQlJQ2X/4qcTvH09MRlIoXw9vbG/bOzs7u6unBJzZqaGicnJ9zh+fPns2fPHnFIgYGBqampxcXF9fX1hw4dio6Olsqd8ni869evI4QUFBRGtYsGAAAAAACMhfEJVCwsLDQ0NFgsVk1NDZ5Cqaurw4GKqqpqQUHBmjVrCgsL+/r66HQ6nU4nT5SXl9+4cWN8fLzYl2axWDQaTUiH+fPn02g0cmZDxszNzdPT08PCwrq6uhoaGo4fPz740WVlZamrq8tsSKtXr/by8sI7TPgNDAxkZmbitvB1X9iyZcvwL72npycnJ2ft2rXijUdOTu706dPz5s3jcDhHjx718fExMzOT/DafP3/+4sULhJCVlRUOogAAAAAAwDgan6VfGhoaV69eXbx48cSJE9XU1ExMTPi/j9fV1b1z5052djbO7EShUHR1dW1sbEJDQ2tqak6cOCH13SmTJk0yMTHx8/PLycn59ddfxytKwXx9fRsaGr7++uslS5YYGhpSKBQdHZ158+Z5eXnl5uY+fPhwzpw5Mh5SQkIC/6Z2LC8v7/fff0cITZ8+HSfjEk5JSWnNmjW4zb/6SwwWFhbbtm1DCA0MDISFhUklWTOeTkEI2dnZSf8JAgAAAACAURq59N7u3bsPHz6MEOrv78/Ly8MHFyxYQH5yNTc3f/z48dy5c4fc/y0zNTU1pqamw72qrq6ur6+/cOFCd3d3Z2dneXn5wX2Gu8G/rPLy8uTk5Pz8/ObmZhUVFUNDQw8Pjw0bNmhoaEj3rJycHDc3t6ampunTp+MjTCYT56ceVaYyMFrE1RE68FykcJU4VXcZ3EviFinvWwN/Ljpz9oz3EMBYOa11QfI3+UuxXmUq+ZuMqOxK9Yh9FhBSGMnRL2Xxj4hs7MyiS/4mIxrx3+4R//WXClF+cSM+kFFMTXR0dDj9R2VlpfDOTCbz66+//vrrrx8+fCiLhzESNptdU1OTnp6+evXq//f//t+QW8NHdYN/Ftu2bSNG8ssvvww+MTo6esGCBf/6179qa2vfvXvX3t7OYDD27Nnz8ccfD/n0JDmrra1NQUFBX19f9s9nz549Iz4fEpkSGgAAAAAAjDWFjRs3Cu+xaNEiMd6XyWTiFFUzZ860tLSU5S1pamoKbJno7+9vbW1lMBjNzc0IofLycnt7+5ycnKVLl8pyYOPi2bNnYpyVnJy8d+9e3HZyclqwYEFnZ+elS5fq6+sbGxudnZ0ZDAY5+yHJWVwut6Gh4ezZs25ubkNOcwEAAAAAgL8mhcTExPEeg5RNnTp1yJvi8Xh3794NDw+vqKjo6elxdXWtrKwUJc3UnxoOVCZOnChk443A1vyWlpbt27cjhBQUFOh0uovL/8wgxsTE+Pj4/PDDDy0tLbt37xbYZyLeWaWlpYsWLbK1tT127Ni4PB9DQ8MlS5YI79PS0oIzZQtZWwgAAAAAAKRrFFm/dHR0pLJrebwQBLFkyZLi4mIXF5f8/Pze3t7g4OC8vDyyAPyf/QYHe//+fV1dHUJo2bJlFy9eFPGs48eP9/b2IoR27txJxhsIISUlpdTU1JKSkpcvX37//fcHDx40NDSU8KyPPvqopaVl8uTJ4/WI1q9fv379euHPEKcKsLGx2bVr13iNEwAAAADgr+aPVZleBlRUVM6fP4/nEAoKCsrKysZ7RGOorq4O18cUPYEvj8f78ccfcXvdunUCr6qpqXl7eyOEuFzu5cuXJTwLIaSqqjqOUYoooqKiSktLNTU1z58/r6ioON7DAQAAAAD4qxhdoLJ48WKCIAZvTuC3Y8cOgiDIKn6BgYF4I3J9fb1Az8LCQiqVOnv2bFVVVS0tLSsrq02bNj158kTIpT08PBBCXV1dERERM2bMIAji1q1bo71nPT298PBw3BYoPz/kDS5dupQgCDxLgNcvzZkzR0VFRVNT08bGJi0tjZyHuXbtmouLi56eHoVCMTY29vDwGC4TGo/Hu3nzpqenp6Wlpbq6ura29vz58/39/R89eiT+L3OQ58+f44boa5ZevHjBZDLxKUOui1u1ahVu5ObmSniWeN68eWNpaYn/qLZv3z6mk2B3796NiYlBCKWnp8+YMWPsLgQAAAAAAASMT8HHnp6eoKCg77//nv/I27dv79+/f+rUqY0bNx4/flxBYeixsdlsJyenkpISSQbg4+Nz4MABhBCZj1gUZWVlrq6uuHgIQqi3t7ekpKSkpOTevXtJSUlhYWH8pSSZTCaTyczOzr569eqKFSsEbsHZ2bmoqIj/YHt7e3l5+blz5yIiIqRVbZ3cSS96oEJGVsuXLx+yg42NjYqKSk9Pz+PHjyU8Swzt7e3Lli2rqKhACIWHh8fHx5Mr96SOxWL5+vpyudzw8HBXV9cxugoAAAAAABiS9AOVXbt2UanUwsJCvPQ/Ojra3d0dITRt2jTcgcPhrFq1CkcIFArFyclp7ty5vb29DAbj7t27CKFTp069fPmSTqcP/gzK4/GCg4PJKGXatGkTJ04UY5CzZ8/W1tZ+8+ZNXV1da2urKKuPmpqanJ2dX79+7evr++mnn/b19f3www/5+fkIIRqNVllZWVJSoqGhQaVSP/nkk5cvXyYmJjY1NXE4nJCQkNraWjKlFYfD+fLLL3GUoq6u/sUXXxgaGr579660tPTnn39GCMXExMyfP/+LL76Q/HeBZ1TwHFFMTMz169efPXvW0dGhr6+/ePFiPz8/BwcHgYdMxjZTp04d8j0VFBQmT55cX1//8uXLnp4eFRUVsc8aLRaLtXz58gcPHiCEtmzZcuzYsbGLUhBCu3fvbmxs1NPTO3jw4NhdBQAAAAAADEn6gcrkyZPxR1L8o76+vkAl9fj4eByl2NnZpaen82+tvn37tr+/f3Nzc05OTmZm5tq1awXePC8vj8ViLVq0KDY21traesKECeINkiAIMzOzwsJChFBdXZ0ogUplZaWSktLNmzfJpMYhISHe3t4XLlxACJWUlMyZM+fGjRvkAiEqlWpqatra2trQ0FBfX29kZES+z40bNxBCH3/8cX5+vqamJnmJ9PT0wMBAhNCZM2ekEqjg+EFBQWHu3LltbW3k8bq6urq6um+//dbFxeXcuXP8YyC7Cal3qaWlhX+/ra2tM2fOFPusUWGz2Y6OjrgYy6ZNm44fPz6mUUpVVdW//vUvhNCBAwfEC4YBAAAAAIAk5ISUtxtu8ZUkent7jx49ihCaPn06nU7nj1IQQg4ODllZWXJycgihIb/GZrFYRkZG+fn5dnZ2YkcpGPmR+u3btyKesmfPHv7SKwRB7Nixg/wxNTWVfxuDlpZWUFAQbvMXMyGng7Zu3cofISCE/P399fX15eXlKyoqpLL1Al/3/fv3bW1ts2bNCg0N/ec//+nn50furb969aqTk9O7d+/IU7q7uwWez2Da2toCncU7S3SdnZ1OTk6lpaUIobCwsISEhDGNUhBCO3fu5HK5ZmZmg3MDAAAAAAAAGZB11q/bt2+/fv0aIbRlyxbykys/W1tbR0dHhNDTp09fvXo1uENkZCSFQpF8JGpqarjR1dUl4ikBAQECR4yNjXHDzMxscGVMExMT3Ojr6yMPkmvAXr58KdCfIIjffvttYGDg1atX/B/Ezc3NRSydvm/fPvKs3t7epqYm3I6Kinr27FlSUlJUVNS///3vqqqqlJQUPFFw7949HDqSZ+GGkGkE8qWenh5JzhJRV1cXuSspODg4MTFxyChFvKc0pJs3b+JN/0eOHBmLcB0AAAAAAIxIYcOGDcO9hmc2pIvcQa6srFxQUDBkH/Jb+YqKCn19fYFXBTami438Xn/SpEmi9FdRURm8YImc1Zk7d+7gU4ac81mwYAFuREVFNTc3BwYGWltbj8X8QG9v7/79+xFCZmZmXl5e/C8RBLFu3ToOh4P3ER07diwiIgJ/IifHLCR+6+jowA0yYhTvLFF0d3cLJB4Y67kUDoeDJ8rs7OxWrlw5ptcCAAAAAADDUUhOTpbl9cjv+Ddv3jxiZ/Kj7f8OV0FBV1dXKiNpb2/HDYH1V8NRVlYW8hFZ9N3hn3zySURERExMzMDAQHJycnJyspGRkb29va2t7fLlyw0MDAafcv369f7+flHenP9etLS0vv76ayGdg4KC4uLinj179vbt27KyMjwjpKqqKvB8hDw6clZKvLNEkZiYODAwgBCiUCh9fX1nz54NCAiwsbGR1lMaLDc3FyeJ3rhx41gHRQAAAAAAYDiyXtbCYrFE78xmswWO6OrqSmWeh8fjkQVbBPbJyEB0dLS9vX1kZCSDwUAI1dbW1tbWpqWlIYSsrKzCw8N9fHz4PyKPUQUPOTk5KysrvI/lxYsXOFAh40AhIQe5q4ec+xLvLFHgKIVGo3V0dOzcuRMhFBoaymAwBtdelNZTOnXqFEJIW1vbzc1NKm8IAAAAAADEIOs9KuRX78+ePeONJDg4WHC4UlqNxmQy8VYZnKdYxg8BIbRixYqysrLGxsbTp097enqSWX3Ly8v9/PzWrFkzpnUMSWSQRu4bIffVtLS0DHkKl8vFOb709PQ0NDQkOUtENBpt/fr14eHh5ubmCKHKysqEhIQxeiC1tbV4d4qfn59UtkIBAAAAAADxyHpGRU9PDzeqq6vJneiy99133+GGg4PDeI0BIWRgYBASEhISEsLj8aqrq1NTU1NSUlgsFp1Oz8jI8PHxwd1evHgh4qImbW1tcnLj5cuXAwMDBEF88MEHw/Vvbm7GDTJBMw4G0PClMBkMBt6IQvYU+yxRhIaG4o00ioqKycnJixcvRgjt37/fy8tLYJmceE9JQHJyMg4RyYxtAAAAAABgXMg6UFm4cOHJkycRQsXFxcNV+05PT6+vr1dUVIyIiBiLDf2///77iRMncHvwpM1Yy8jI6OzslJeXp1Kp5PouXNclLi7OwcEBb+AuKioiAxVXV1cRC7rv3bv30KFDuL1jx46srCyE0P379z/55JPBnXk83sOHD3HbysoKN4yMjAwNDV+8ePHgwYPm5mayTCfp2rVruOHk5EQeFO8sUfCvE7O1tV23bl1qamp3d3d4ePilS5f4e4r3lPi9e/cuNTUVIbRgwYIhsyMAAAAAAACZkfXSL0dHR2VlZYRQQkJCY2Pj4A5MJpNKpUZFRTEYjLGIUrq7u729vfHul6VLl5If0GUmPT0dzxJUVVUNfnXKlCm4IXrS5OH87W9/w43Dhw8PuZDs0qVLOFBZsGDB9OnT8UGCIDw8PHD7/PnzAqcMDAz8+OOPCCE5OTl3d3fyuHhniSE2NhaHLnQ6nQx+pCUvLw/vscEJsgEAAAAAwDga80CltbWV/0dtbW08idHb2+vu7l5TU8P/anNzs6urK4fDQQhRqVTpjoTL5ebl5dnY2Ny5cwchpKqqeubMmbG+/cHmzZuHG7t3737//j3/S319fVFRUbhtbW1NHq+qqhpxPw/GP1GwYsUKvKDrwoULkZGR/MuieDxednZ2SEgI/vHAgQP8w9i2bRsOJg8cOFBZWcl/1r59+3ASAh8fH4EkBOKdxWKxcv9DlEKQOjo6R44cwe1Nmzbxl2QR7ynx++mnn3DD3t5eJn8LAAAAAABgWGO19ItM15uWlqalpTVhwgRXV1dcsSQ6OvrWrVtPnjy5f/++paXlypUrzc3NKRTKkydPLl68iGsjbt261dnZWbxLNzc3kx/BMVyancFgkBUkVVVVr1y5MmvWLJk85P/D19c3Li6Oy+X+9NNPxsbG7u7u+vr6HA6nvr4+Ozsbx3UGBgb+/v4SXkhJSen06dNr1qxBCH3zzTeZmZnLly+fOnVqc3PzgwcPysrKcLedO3cKTCBMmTIlPj4+LCyss7PT1tY2NDTUysqqo6MjKyvr9u3bCKFp06YdPnxY4HLinVVTU0MuBnv+/Pns2bNHvK/AwMDU1NTi4uL6+vpDhw5FR0dL5ffC4/GuX7+OEFJQUFi4cKFU3hMAAAAAAIhtrAIVCwsLDQ0NFotVU1ODp1Dq6upwoKKqqlpQULBmzZrCwsK+vj46nU6n08kT5eXlN27cGB8fL/alWSwWjUYT0mH+/Pk0Go2c2ZAxc3Pz9PT0sLCwrq6uhoaG48ePD350WVlZ6urqkl/riy++OHfu3NatW9vb2+vq6gQei5KS0sGDB3HOXwGhoaFv3rzZv39/V1cXf916hJCRkRGdTh9ciFPss0ZLTk7u9OnT8+bN43A4R48e9fHxMTMzk/xtnz9//uLFC4SQlZXVqCq9AAAAAACAsTBWS780NDSuXr26ePHiiRMnqqmpmZiYKCkpka/q6ureuXMnOzsb526iUCi6uro2NjahoaE1NTUnTpyQ+u6USZMmmZiY+Pn55eTk/Prrr+MVpWC+vr4NDQ1ff/31kiVLDA0NKRSKjo7OvHnzvLy8cnNzHz58OGfOHCleq76+/vDhw59//rmhoaGSkpKGhsa8efMiIiKYTOauXbuGq2m4b9++e/furVu3btasWRQKRVNT09ra+ujRow8ePPjoo4+Gu5x4Z42WhYXFtm3bEEIDAwNhYWFSSeWMp1MQQnZ2dtIaJwAAAAAAEJtCe3s7mVjJ3Nz88ePHc+fOHXKfN0Lol19+GXxwuM62traFhYXDXZggiNWrV69evXrwSzU1NaampkOe1dzcrKGhoa+vv3DhQnd3d2dnZ3l5efzSnDlzyA+s/f39ZJ7cBQsWiF5hcMgbvHXr1nD9J0yYIORTsre3t7e395AvaWlp7d+/f//+/SIObEhXr15lsVju7u5kdZohTZw4cenSpUwms6GhQe4/1NXVJ06cKPz9CYLAnQmCIAiCx+NxOBy8g0haZy1cuJDH4+Xk5Li5uU2YMEH0ez969KjApI2Etm7dunXrVim+4Z8Cz2WEDjMjpJCx4LdJNsI7RHcUj/eTAACA/yay2IJrvWrkPkdV/zHej+KPZcR/dqVkhD8AxWD2iG8x4j/N/xjpH/cROyCEFINH+CynUFlZ+emnnwrpwWQycdURNzc3S0tLcR+Z1LDZbDabXVNTk56ebmVlRaPRBmfu6ujoIHc+5OfnC7/BP6nW1lY3NzcOh9PU1CQ8UImOjo6MjORyufjHd+/etbe3MxiMpKSkS5cuDZf3TJZntbW1KSgoSGVh2Gjt2bMnNjZWxM5r164lK/AAAAAAAIAxNfIeFSaTiVNRzZw5U8aBiqamJpljF+vv729tbWUwGLhSYXl5ub29fU5OztKlS2U5sD+C7777bsTJDYRQcnLy3r17cdvJyWnBggWdnZ2XLl2qr69vbGx0dnZmMBhkbmLZn8XlchsaGs6ePevm5kZOjgEAAAAAACDrgo+jMnXq1MTExMHHeTze3bt3w8PDKyoqenp6XF1dKysrRUkY9V/j0aNHkZGRI3ZraWnZvn07QkhBQYFOp7u4/M+MY0xMjI+Pzw8//NDS0rJ79+6MjIzxOqu0tHTRokW2trbHjh0blydpaGi4ZMmSER8jzqM93IpEAAAAAAAgdQp/xmVRBEEsWbKkuLjYxcUlPz+/t7c3ODg4Ly+P3Beuo6MjlQ3Wfyg8Hu/ly5ePHz/+8ccfMzIy3r17N+Ipx48f7+3tRQjt3LmTjBwQQkpKSqmpqSUlJS9fvvz+++8PHjzIX95Elmd99NFHLS0tuN7LuFi/fv369euFdHj//v3ixYsRQjY2Nrt27RqvcQIAAAAA/NXIujK9FKmoqJw/fx6n8S0oKCALg/y3cnZ2njFjhpOTU0pKiihRCo/Hw/XgEULr1q0TeFVNTQ1v9OdyuZcvXx6XsxBCqqqq4xiliCIqKqq0tFRTU/P8+fOKiorjPRwAAAAAgL8KYYHKjh07CIIgd6UHBgbiPE719fUCPQsLC6lU6uzZs1VVVbW0tKysrDZt2oSLkQ+2ePFigiA8PDwQQl1dXRERETNmzCAIQkhyreHo6emFh4fjtkCZeXwVgR0RS5cuJQgCf9+PVyLNmTNHRUVFU1PTxsYmLS2NnIe5du2ai4uLnp4ehUIxNjb28PAYLrkZj8e7efOmp6enpaWlurq6trb2/Pnz/f39Hz16JN1fFX9peVG8ePGCyWQihExNTYdcF7dq1f8k7MjNzR2Xs8Tz5s0bS0tL/Ke4ffv2MZ06u3v3bkxMDEIoPT19xowZY3chAAAAAAAgQNI9Kj09PUFBQd9//z3/kbdv396/f//UqVMbN248fvy4gsLQV2Gz2U5OTiUlJZIMwMfH58CBAwghMh+xKMrKylxdXX///Xf8Y29vb0lJSUlJyb1795KSksLCwvhrIzKZTCaTmZ2dffXq1RUrVgjcgrOzc1FREf/B9vb28vLyc+fORURESKtuOkLo4sWL79+/J3/08vLKz88X0p+MrJYvXz5kBxsbGxUVlZ6ensePH4/LWWJob29ftmxZRUUFQig8PDw+Pn64OjCSY7FYvr6+XC43PDzc1dV1jK4CAAAAAACGJCxQ2bVrF5VKLSwsxIv4o6Oj3d3dEULTpk3DHTgczqpVq3CEQKFQnJyc5s6d29vby2Aw7t69ixA6derUy5cv6XT64E+TPB4vODiYjFKmTZs2YlmPIc2ePVtbW/vNmzd1dXWtra2irCNqampydnZ+/fq1r6/vp59+2tfX98MPP+AP/TQarbKysqSkRENDg0qlfvLJJy9fvkxMTGxqauJwOCEhIbW1tWRyKg6H8+WXX+IoRV1d/YsvvjA0NHz37l1paenPP/+MEIqJiZk/f/4XX3whlV+VQK16/gKaQ3r27BluTJ06dcgOCgoKkydPrq+vf/nyZU9Pj4qKiozPGi0Wi7V8+fIHDx4ghLZs2XLs2LGxi1IQQrt3725sbNTT0zt48ODYXQUAAAAAAAxJWKAyefJk/OES/6ivry9QMT0+Ph5HKXZ2dunp6fybpG/fvu3v79/c3JyTk5OZmbl27VqBN8/Ly2OxWIsWLYqNjbW2th5VsT9+BEGYmZnhypJ1dXWiBCqVlZVKSko3b94kkxqHhIR4e3tfuHABIVRSUjJnzpwbN26QS32oVKqpqWlra2tDQ0N9fb2RkRH5Pjdu3EAIffzxx/n5+ZqamuQl0tPTAwMDEUJnzpyRVqAyWm1tbbghpN6llpYW/v22trbOnDlTxmeNCpvNdnR0LC8vRwht2rTp+PHjYxqlVFVV/etf/0IIHThwQLwQGgAAAAAASEL8zfS9vb24NPj06dPpdDp/lIIQcnBwyMrKkpOTQwgN+YU0i8UyMjLKz8+3s7MTO0rByA/Hb9++FfGUPXv28JdeIQhix44d5I+pqan8GxK0tLSCgoJwm5w6QAiR00Fbt27lj1IQQv7+/vr6+vLy8hUVFeOVf6y7u1vg+Qymra0t0FmWZ4mus7PTycmptLQUIRQWFpaQkDCmUQpCaOfOnVwu18zMbHBuAAAAAAAAIAPiByq3b99+/fo1QmjLli3kZ1B+tra2jo6OCKGnT5++evVqcIfIyEgKhSL5PaipqeFGV1eXiKcEBAQIHDE2NsYNMzOzRYsWCbxqYmKCG319feRBcg3Yy5cvBfoTBPHbb78NDAy8evWK/yO1ubk5IZp9+/ZJ+FhwsmCEkJAJAfKlnp4e2Z8loq6uLnIvU3BwcGJi4pBRihSf7c2bN/Gm/yNHjgy3wwoAAAAAAIwp8T+EkTvIlZWVCwoKhuxDfr9eUVGhr68v8KrAxnSxkd/QT5o0SZT+Kioqg5cekbM6c+fOHXzKkHM+CxYswI2oqKjm5ubAwEBra+ux/qZfdOSYhcRvHR0duEFGjLI8SxTd3d0C6QrG+glzOBw8vWZnZ7dy5coxvRYAAAAAABiO+IFKU1MTbmzevHnEzuSH1P+9sIKCrq6uVO6hvb0dNwTWXw1HWVlZyIdd0fd5f/LJJxERETExMQMDA8nJycnJyUZGRvb29ra2tsuXLzcwMBh8yvXr10XMMizivQihqqoq8HyEPDpyVkqWZ4kiMTFxYGAAIUShUPr6+s6ePRsQEGBjYzN2zzY3Nxenlt64ceMfJ+wEAAAAAPirET9QYbFYondms9kCR3R1dfEOFgnxeDyyYIvAPhkZiI6Otre3j4yMZDAYCKHa2tra2tq0tDSEkJWVVXh4uI+PD/+HXVnW4iDjQCHBA7mrh5z7kuVZosBRCo1G6+jo2LlzJ0IoNDSUwWAMrr0orWd76tQphJC2trabm5tU3hAAAAAAAIhB/FCB/BL92bNnvJEEBwcLXlgaUQpCiMlk4q0yOE+x7J/gihUrysrKGhsbT58+7enpSebnLS8v9/PzW7NmzXhtpif31bS0tAzZgcvl4mxdenp6Ghoasj9LRDQabf369eHh4ebm5gihysrKhISEMXpotbW1eHeKn5+fVDZQAQAAAAAA8Yg/o6Knp4cb1dXV5E502fvuu+9ww8HBYbzGgBAyMDAICQkJCQnh8XjV1dWpqakpKSksFotOp2dkZPj4+OBuL168EHF5kra2toRL4/DHejR8KUwGg4G3lJA9ZXyWKEJDQ3EZH0VFxeTk5MWLFyOE9u/f7+XlJbC4TirPNjk5GQeWZJ43AAAAAAAwLsQPVBYuXHjy5EmEUHFx8XB1u9PT0+vr6xUVFSMiIqQ1hcLv999/P3HiBG4PnrQZaxkZGZ2dnfLy8lQqlVzfheu6xMXFOTg44K3YRUVFZKDi6uoqYmn2vXv3Hjp0SJLhGRkZGRoavnjx4sGDB83NzWSZTtK1a9dww8nJaVzOEgX/OjFbW9t169alpqZ2d3eHh4dfunSJv6fkz/bdu3epqakIoQULFgyZUwEAAAAAAMiM+MGDo6OjsrIyQighIaGxsXFwByaTSaVSo6KiGAzGWEQp3d3d3t7eePfL0qVLraysZPfYEEIIpaen4+/7q6qqBr86ZcoU3BA9abJ0EQTh4eGB2+fPnxd4dWBg4Mcff0QIycnJubu7j8tZYoiNjcWhC51OJ4MfacnLy8N7bHBabQAAAAAAMI5GET+0trby/6itrY0nMXp7e93d3WtqavhfbW5udnV15XA4CCEqlSrdQXO53Ly8PBsbmzt37iCEVFVVz5w5I/tnN2/ePNzYvXv3+/fv+V/q6+uLiorCbWtra/J4VVXViPt5MAmnU7Bt27bhYPLAgQOVlZXkcR6Pt2/fPpyEwMfHRyAJgSzPYrFYuf8hSiFIHR2dI0eO4PamTZv4S7JI/mx/+ukn3LC3t5f84QMAAAAAAEmMvPSLTNeblpampaU1YcIEV1dXXLEkOjr61q1bT548uX//vqWl5cqVK83NzSkUypMnTy5evIhrI27dutXZ2Vm8wTU3N4eEhPAfef/+fVtbG4PBICtIqqqqXrlyZdasWbJ/dr6+vnFxcVwu96effjI2NnZ3d9fX1+dwOPX19dnZ2TiuMzAw8Pf3l/3YsClTpsTHx4eFhXV2dtra2oaGhlpZWXV0dGRlZd2+fRshNG3atMOHD4/jWTU1NeRisOfPn8+ePXvEmwoMDExNTS0uLq6vrz906FB0dLRUnhWPx7t+/TpCSEFBYeHChTL/XQEAAAAAgP9j5EDFwsJCQ0ODxWLV1NTgKZS6ujocqKiqqhYUFKxZs6awsLCvr49Op9PpdPJEeXn5jRs3xsfHiz04FotFo9GEdJg/fz6NRiNnNmTM3Nw8PT09LCysq6uroaHh+PHjgx9dVlaWurr6uAwPCw0NffPmzf79+7u6uo4ePcr/kpGREZ1OH1yIU8ZnjZacnNzp06fnzZvH4XCOHj3q4+NjZmYm+ds+f/78xYsXCCErK6tRVXoBAAAAAABjYYilX48fPyb4aGpqCpRMmTVrFvlqfHz8nTt3srOzPTw8dHV1FRUV1dXVFyxYEBoaWlNTc+LECQsLC4IgRpvrSYhJkyaZmJj4+fnl5OT8+uuvIkYpNTU1BEHgr/bfvHlD/F8aGhqWlpa4p/Bswg8ePMjNzSWrhfj6+jY0NHz99ddLliwxNDSkUCg6Ojrz5s3z8vLKzc19+PDhnDlzxvLXJ5J9+/bdu3dv3bp1s2bNolAompqa1tbWR48eXb58Of7t6OnpvXnzRvhZZLhlbm7+0UcfCblWTEwM+aOcnBy+1oMHD4ScNVhDQwNuFBQUDH7VwsJi27ZtCKGBgYGwsDCpJIDG0ykIocbGxkmTJs2YMcPR0XHv3r04+TUAAAAAAJAxQuBDXn19/aiWUe3evRuv53n9+jWZ8jU/P//TTz/FbXNz88ePH8+dO5d/xzmTycRphd3c3MgIYUzV1NSYmpqK0tPKyopGow3emj/cDf55bd26lcyZ5ufn9+9//1tIZyaTiZNQr1mzBu+MH46bm1tOTg754927d+3s7ISPJCcnx83Nrampafr06QKXkzz7mSja2to2b96clZU1+CUNDY2YmBiBJYj/Neb/e4To8bTWBcmvYr1qhP/rEVelcC8fFEk5uQL4c9GZs2e8hwDGilT+QyQbI/7nbkRlV6plMwzJLyTKVeJUR8igs6ObLvmb/InszBr5fmWA5zJyH8kfuyi/3BENu/Rr0qRJvr6+I56/aNEiMa7KZDLxXvOZM2fKJlAhaWpq/u1vf+M/0t/f39raymAwmpubEULl5eX29vY5OTlLly6V5cDG17lz57766qsVK1ZI+D5v3rwhpyawjIyMEQOVtrY2BQUFqSwME0N/f7+Tk1N5eTlCSElJadWqVaampmw2u7i4uLy8nMVihYaG8ni80NDQcRkeAAAAAMBf07CBiq6ubmJi4ngPT/qmTp065H3xeLy7d++Gh4dXVFT09PS4urpWVlaKsrf7v8aGDRuqqqomTpwoyZtcuHABJ0D77LPP8vPzEUI//PBDQkKCkpLSkP25XG5DQ8PZs2fd3Nzk5eXH5caTkpJwlGJkZITzIuDjPB7v7NmzGzZsQAjt2rXL09NTR0dnXEYIAAAAAPAXJLXyJjo6OmT61z/jsiiCIJYsWVJcXPzZZ58hhHp7e4ODg/nXxf3Zb1CImTNnIoQaGxv/8Y9/SPhWeEUfQmj//v0LFixACLW3t+fm5g7Xv7S01NDQUFFR8dixY+N1+99++y1upKSkkFEKQoggiPXr13t5eSGEurq6+NezAQAAAACAsSb9Oox/aioqKufPn8cbxwsKCsrKysZ7RLJw+PBhTU1NhNCpU6d++eUXsd+ntra2uLgYIfTBBx/Y2dl99dVX+HhGRsZwp3z00UctLS2//PILuTtFxng8Hq7xoqKisnjx4sEdyOKPuBsAAAAAAJANaQYqixcvJghC+CfOHTt2EARBls4IDAzEebfq6+sFehYWFlKp1NmzZ6uqqmppaVlZWW3atGm4D4v40rg4eldXV0RExIwZMwiCuHXr1mjvQk9PLzw8HLcF6kgOeYNLly4lCMLFxQUh1NLSsnv37jlz5qioqGhqatrY2KSlpZHTMteuXXNxcdHT06NQKMbGxh4eHkOWtEcI8Xi8mzdvenp6Wlpaqqura2trz58/39/f/9GjR1L8ffHfMs6tzOPxgoKC3r17J977kAGJn5+fnJycp6cnQRAIocuXL3d0dAx5iqqq6uTJk0d1lTdv3lhaWuI/m+3bt0ue8gu/g6KiopzcEP93IOsI4eqlAAAAAABANv6IMyo9PT1fffWVvb19SkpKbW1tT0/P27dv79+/f+rUqblz527atGlgYGC4c9ls9vLlyw8fPtzU1CT2AHx8fHAjLy9P9LPKysosLS2PHDny9OnT3t5eFotVUlKybt260NBQLpcbEhLi4uJy7dq11tbW/v5+JpN58eJFS0vLwcui2Gy2nZ2do6Pjjz/+WFFR0dHR0d7eXl5efu7cOQsLC8lXZw3J19cXTx08e/bswIEDYrwDj8cj133hNAzTpk1bsmQJQujdu3f8BXYk0d7evmzZsoqKCoRQeHh4fHw8joXERhCEiYkJQojNZg8ZBxYWFuLGhx9+KJVbAAAAAAAAopB7+fKlLK+3a9eu6upqcqYiOjq6urq6urp62rRp+AiHw1m1atX333+PEKJQKG5ubnv37t2+fbu9vT3ucOrUKQ8PjyG/R+fxeMHBwSUlJfjHadOmibc1fPbs2dra2gihuro6XGB+RE1NTc7Ozi0tLb6+vikpKUlJSXivC0KIRqMtXryYRqNpaGjs2LEjIyMjNjbWwMAA32xISAj/V/UcDufLL78sKipCCKmrqwcGBh48eHDv3r3Lli3DHWJiYi5duiT13wtBEDQaTVVVFSF05MiRBw8ejPYdSktLnz9/jhCysbEhd3p4e3vjBhnDSILFYi1fvhyPbcuWLceOHZMwSsE2b96MG1Qq9e3bt/wv/fzzz7jkqKamJrmSDQAAAAAAyIDC7du3/f39ZXa9yZMnT548mVzopa+vL1ASMT4+Hs9j2NnZpaenGxoaki/hoTY3N+fk5GRmZq5du1bgzfPy8lgs1qJFi2JjY62trSdMmCDeIAmCMDMzw1+l19XVibI2qbKyUklJ6ebNm2RS45CQEG9v7wsXLiCESkpK5syZc+PGjRkzZuBXqVSqqalpa2trQ0NDfX29kZER+T43btxACH388cf5+fl46wiWnp4eGBiIEDpz5swXX3wh9V/NBx98EBMTs2XLFg6HExQUdO/ePUVFRdFPJ7ek8/85rVmzBs+A5eXlvXr1SpIExGw229HREafn2rRp0/Hjx6USpSCEqFTqw4cPk5KSysrKTExMAgICTE1NOzo6ioqKcMUYNTW1y5cva2hoSP2ZAwAAAACA4cjhVTSD1dbWEkIpKCiM8loj6+3tPXr0KEJo+vTpdDqdP0pBCDk4OGRlZeGNBAcPHhx8OovFMjIyys/Pt7OzEztKwbS0tHBD4Ct2Ifbs2cNfeoUgiB07dpA/pqamklEKfv+goCDcfvbsGXmcnA7aunUrf5SCEPL399fX15eXl6+oqJBKLfbBwsLCcGGcBw8exMXFiX7i+/fvyUkwT09P8riOjg6eC+JyubiDeDo7O52cnEpLS/EgExISpBWlIIQIgkhMTExOTkYIvX79Oi4uLigoaNu2bThKMTY2rqysHHKfPQAAAAAAGDty/f394z2G/3X79u3Xr18jhLZs2YIXXwmwtbXFWymePn366tWrwR0iIyMpFIrkI1FTU8ONrq4uEU8JCAgQOEKugDIzMxtcGRNvjUAI9fX1kQfJWiKDl+QRBPHbb78NDAy8evWK/2O6ubk5IZp9+/YJvwV5efmUlBRc8yQqKurp06ci3ntubu6bN28QQqtXrxaIr8jVX0JyfwnX1dXl5OSEQ7jg4ODExMQhoxRJnsONGzdiY2OHvPrz58/37dvX0tIi3uABAAAAAIB4hp0VmThxokAFdwFDpkiSEN6bgRBSVlYuKCgYsg8511FRUTF4KZHktdWx7u5u3Jg0aZIo/VVUVHA1En7krM7cuXMHnzLknA+uPYIQioqKam5uDgwMtLa2luLswYhMTU0jIyMjIyP7+vqCgoLu3r0ryi+a3ILi5+cn8JKbmxuFQunr6ysvL3/69Olot6R3d3c7OzuTfxgIIak/jczMTF9fXy6XO2HChL///e9ubm4mJiZsNruqqurIkSMFBQWZmZn379/Pz8+fMmXKWDxzAAAAAAAw2LCByuTJk/FiGFkiU3WR+5uFGJzxVkFBQVdXVyojaW9vxw2B+YHhKCsrC/kATaa4HdEnn3wSERERExMzMDCQnJycnJxsZGRkb29va2u7fPlyvAVfwPXr10WcFhPxXnbt2nXhwoVHjx4VFRWdPn1648aNwvuz2ezLly8jhOTk5B49elRdXS3QYerUqXV1dQihjIyM0aYUS0xMxEnecLRz9uzZgIAAGxsbaT2HpqamgIAALperrKxcWlpqbm6Oj0+aNMnAwGDFihW7du2Ki4urqakJCQnJzs4e1eABAAAAAIDYpL/PRBIsFkv0zmw2W+CIrq6uVOZ5yCKACCGBfTIyEB0dbW9vHxkZyWAwEEK1tbW1tbVpaWkIISsrq/DwcB8fH/6giH/ri1QoKSmlpKQsXLiQy+Xu2bPHxcXlgw8+ENL/4sWLuPQKl8uNiIgQ0jMzMzMqKmpUUyI4SqHRaB0dHTt37kQIhYaGMhiMwRv9xXsOJ0+efP/+PUJo//79ZJRCIgjim2++odPptbW1OTk5z58/5y9dDwAAAAAAxs4fq44KTo+LEHr27BlvJMHBwYI3I6XVaEwmE2+VIfMUy9iKFSvKysoaGxtPnz7t6ek5depUfLy8vNzPz2/NmjVjtJmeZG1tvX37doRQV1dXSEiI8MuR+b5GVFtbe+/evdEOhkajrV+/Pjw8HAcSlZWVCQkJ0rrTyspK3Pj888+H7KCkpGRnZ4fbY1RwEwAAAAAADPbHmlHR09PDjerq6nH86prcceHg4DCOT8PAwCAkJATHCdXV1ampqSkpKSwWi06nZ2RkkFUpX7x4IeKSJ21tbdGXxkVFReGZhNzc3G+//XbI1VYIoaamJrybSEVFpbW1lQw1BXz55Zc4U/N33323cOFC0R9CaGjo+vXrEUKKiorJyck4+9b+/fu9vLwEFsKJ9xzISTwhSajJP0vRU8ABAAAAAAAJ/bEClYULF548eRIhVFxc7OrqOmSf9PT0+vp6RUXFiIiIsdjQ//vvv584cQK3B0/ajLWMjIzOzk55eXkqlUoukcJ1XeLi4hwcHFauXIkQKioqIgMVV1fXx48fi/Lme/fuPXTokIgjUVFROXv2LJ5n2Lp165UrV4YbMG64ubkNF6UgvkAlKyvr2LFjoldoIXMnIIRsbW3XrVuXmpra3d0dHh4uUPhSvOdAzlZVVlYOt8KNTOFNliUFAAAAAABj7Y+19MvR0VFZWRkhlJCQ0NjYOLgDk8mkUqlRUVEMBmMsopTu7m5vb2+8+2Xp0qVWVlYyfgLp6el4DqGqqmrwq2TWKdGTJkvis88+w6Ha27dvw8PDB3fg8Xjk7JPwHHFOTk4TJ05ECL1+/frnn38We0ixsbE4dKHT6deuXZP8HsnSNwkJCVwud3CHysrK/Px8hBCFQrG1tZXOkwUAAAAAACMZ50CltbWV/0dtbW38ybi3t9fd3b2mpob/1ebmZldXVw6HgxCiUqnSHQmXy83Ly7Oxsblz5w5CSFVV9cyZM7J/IPPmzcON3bt3403epL6+vqioKNy2trYmj1dVVY24nwcTfTqFdOTIETzngEvCC3j48CGexNDS0sKFHYejrKy8evVq3OYvqMJisXL/g0wJLYSOjs6RI0dwe9OmTT09PRI+h7Vr1+JlYLdu3dq4cWNnZyf/5UpLSz08PHChmw0bNuBYCwAAAAAAyMD4LP0i0/WmpaVpaWlNmDDB1dUVVyyJjo6+devWkydP7t+/b2lpuXLlSnNzcwqF8uTJk4sXL+KPjFu3bnV2dhbv0s3NzSEhIfxH3r9/39bWxmAwyAqSqqqqV65cmTVrluyfjK+vb1xcHJfL/emnn4yNjd3d3fX19TkcTn19fXZ2No7rDAwM/P39ZTMeDQ2NpKQkNze3IV8lp1M8PT1xmUghvL29cf/s7Oyuri5cUrOmpsbJyQl3eP78+ezZs0ccUmBgYGpqanFxcX19/aFDh6KjoyW5QXV19bS0tNWrV3M4nOTkZDqd7uDgYGxs3N7eXlVVhedSEEIWFhajTawMAAAAAAAkMT6BioWFhYaGBovFqqmpwVModXV1OFBRVVUtKChYs2ZNYWFhX18fnU6n0+nkifLy8hs3boyPjxf70iwWi0ajCekwf/58Go1GzmzImLm5eXp6elhYWFdXV0NDw/Hjxwc/uqysLHV1dZkNafXq1V5eXniHCb+BgYHMzEzcFr7uC1u2bBn+pff09OTk5Kxdu1a88cjJyZ0+fXrevHkcDufo0aM+Pj5mZmaS3KCzs/O1a9f8/f1bWlpaWlrImyK5uLikpqbK8pkDAAAAAIDxWfqloaFx9erVxYsXT5w4UU1NzcTEhP/7eF1d3Tt37mRnZ+PMThQKRVdX18bGJjQ0tKam5sSJE1LfnTJp0iQTExM/P7+cnJxff/11vKIUzNfXt6Gh4euvv16yZImhoSGFQtHR0Zk3b56Xl1dubu7Dhw/nzJkj4yElJCTwb2rH8vLyfv/9d4TQ9OnTcTIu4ZSUlNasWYPb/Ku/xGBhYbFt2zaE0MDAQFhYmOTJmh0dHZlM5qlTp1asWDFlyhRFRUU1NbUPP/wwKCjozp07ly9fllYhUQAAAAAAIKKRS+/t3r378OHDCKH+/v68vDx8cMGCBeQnV3Nz88ePH8+dO3fI/d8yU1NTY2pqOtyr6urq+vr6CxcudHd3d3Z2lpeXH9xnuBv8L3P16lUWi+Xu7i4kSRdWXl6enJycn5/f3NysoqJiaGjo4eGxYcMGDQ0N6Z6Vk5Pj5ubW1NQ0ffp0fITJZOL81KPKVCahwsLClJSU6urq6upqDQ0NU1PT+fPnb9u2TUdHRzYDkL04VXfhHZ4eTZH8Kv8+OMKbWBw+N+KbVO7xE95haoBEE2vgz05nzp7xHsJ/G++wkdfiSk6U/8isN2gR3kFulSz+78+98kTyNxlxqKJcZcQ3sUIjf39XdqVaeIczTXqS3++I//0XRf+rncI7jPhvmVT8Y5KN5G8S3VEsg6Hu6KZL/iayeaojGsXSr46ODnI7QX5+/qeffiqkM5PJxBsS3NzcLC0tx/s2EZvNZrPZNTU16enpVlZWNBptcEavUd3gn1Rra6ubmxuHw2lqahIeqERHR0dGRpKJsN69e9fe3s5gMJKSki5dujRcPjTxzmpra1NQUNDX1x+vx9LW1rZ58+asrCzySGdnZ1NT082bN5OSkmJiYgT2NQEAAAAAgLGmsHHjRuE9Fi1aJMb7MplMnKJq5syZMg5UNDU1BbZM9Pf3t7a2MhiM5uZmhFB5ebm9vX1OTg6Zmvav47vvvsNp04RLTk7eu3cvbjs5OS1YsKCzs/PSpUv19fWNjY3Ozs4MBoOc/ZDkLC6X29DQcPbsWTc3tyGnuWSgv7/fyckJpzVTUlJatWqVqakpm80uLi4uLy9nsVihoaE8Hi80NHRchgcAAAAA8NekkJiYON5jkLKpU6cOeVM8Hu/u3bvh4eEVFRU9PT2urq6VlZWipJn6r/Ho0aPIyMgRu7W0tGzfvh0hpKCgQKfTXVxc8PGYmBgfH58ffvihpaVl9+7dAvtMxDurtLR00aJFtra2x44dG6/HkpSUhKMUIyMjnGwNH+fxeGfPnt2wYQNCaNeuXZ6env/Fa8AAAAAAAP5oRrErXUdHh6xE8WdcFkUQxJIlS4qLiz/77DOEUG9vb3BwMP8+7D/7DQ6Jx+M1NTXl5uZSqdQFCxbwFx4ZzvHjx3t7exFCO3fuJOMNhJCSklJqaiqeEvn+++9fvHgh+VkfffRRS0vLL7/8Mnh+Rma+/fZb3EhJSSGjFIQQQRDr16/38vJCCHV1deXk5IzXCAEAAAAA/oL+WJXpZUBFReX8+fM41WxBQUFZWdl4j2hsOTs7z5gxw8nJKSUl5d27dyP25/F4P/74I26vW7dO4FU1NTVvb2+EEJfLvXz5soRnIYRUVVUnT548js+Hx+M9efIEIaSiojJk7jJHR0fcwN0AAAAAAIBsjC5QWbx4MUEQwr/83rFjB0EQ5K70wMBAgiAIgqivrxfoWVhYSKVSZ8+eraqqqqWlZWVltWnTpuE+DuJLe3h4IIS6uroiIiJmzJhBEMStW7dGe896enrh4eG4LVB+fsgbXLp0KUEQeJYAr1+aM2eOioqKpqamjY1NWloaOS1z7do1FxcXPT09CoVibGzs4eExXCY0Ho938+ZNT09PS0tLdXV1bW3t+fPn+/v7P3r0SPxf5lD6+/tH1f/FixdMJhMhZGpqOuS6uFWrVuFGbm6uhGeJ582bN5aWlviPavv27ZLnJsbvoKioOGTaa7I4qSh7ewAAAAAAgLSMT8HHnp6eoKCg77//nv/I27dv79+/f+rUqY0bNx4/flxBYeixsdlsJyenkpISSQbg4+ODC42T+YhFUVZW5urqiouHIIR6e3tLSkpKSkru3buXlJQUFhbGX0qSyWQymczs7OyrV6+uWLFC4BacnZ2Lior4D7a3t5eXl587dy4iIkLCauv8Ll68+P79e/JHLy8vstr6kMjIavny5UN2sLGxUVFR6enpefz4sYRniaG9vX3ZsmUVFRUIofDw8Pj4eIIYOcW2EARBmJiYPHr0iM1mP3r0yMLCQqBDYWEhbnz44YeSXAgAAAAAAIyK9AOVXbt2UanUwsLC9evXI4Sio6Pd3d0RQtOmTcMdOBzOqlWrcIRAoVCcnJzmzp3b29vLYDDu3r2LEDp16tTLly/pdPrgz6A8Hi84OJiMUqZNmzZx4kQxBjl79mxtbe03b97U1dW1traKsvqoqanJ2dn59evXvr6+n376aV9f3w8//IA/9NNotMrKypKSEg0NDSqV+sknn7x8+TIxMbGpqYnD4YSEhNTW1pIprTgczpdffomjFHV19S+++MLQ0PDdu3elpaU///wzQigmJmb+/PlffPGFVH4dAvXU+QtrDunZs2e4MXXq1CE7KCgoTJ48ub6+/uXLlz09PXjCQbyzRovFYi1fvvzBgwcIoS1bthw7dkzCKAXbvHkz/lulUqk3btzQ1NQkX/r5559x8KmpqfnVV19Jfi0AAAAAACAi6QcqkydPxh9J8Y/6+voCldTj4+NxlGJnZ5eenm5oaEi+dPv2bX9//+bm5pycnMzMzLVr1wq8eV5eHovFWrRoUWxsrLW19YQJE8QbJEEQZmZm+Mvyuro6UQKVyspKJSWlmzdvkkmNQ0JCvL29L1y4gBAqKSmZM2fOjRs3ZsyYgV+lUqmmpqatra0NDQ319fVGRkbk+9y4cQMh9PHHH+fn5/N/LE5PTw8MDEQInTlzRlqBymi1tbXhhpB6l1paWvj329raOnPmTLHPGhU2m+3o6IjTc23atOn48eNSiVIQQlQq9eHDh0lJSWVlZSYmJgEBAaamph0dHUVFRXjjjZqa2uXLl4WXuQQAAAAAANIlRwxvuMVXkujt7T169ChCaPr06XQ6nT9KQQg5ODhkZWXhrQIHDx4cfDqLxTIyMsrPz7ezsxM7SsHIj9Rv374V8ZQ9e/bwl14hCGLHjh3kj6mpqWSUgt8/KCgIt8kJB4QQOR20detW/igFIeTv76+vry8vL19RUSH51gvxdHd3CzyfwbS1tQU6i3eW6Do7O52cnEpLSxFCYWFhCQkJ0opSEEIEQSQmJiYnJyOEXr9+HRcXFxQUtG3bNhylGBsbV1ZWDrnPHgAAAAAAjB1ZZ/26ffv269evEUJbtmwhP7nys7W1xXmWnj59+urVq8EdIiMjKRSK5CNRU1PDja6uLhFPCQgIEDhCZrM1MzMbXBnTxMQEN/r6+siD5Bqwly9fCvQnCOK3334bGBh49eoV/wdxc3NzQjT79u2T8LHgFMMIISFr6siXyGTH4p0loq6uLnJXUnBwcGJi4pBRiiRP6caNG7GxsUNe/fnz5/v27WtpaZHwwQIAAAAAgFFRwPXshjRkEiQJkTvIlZWVCwoKhuxDfitfUVGhr68v8KrAxnSxkd/rT5o0SZT+KioqgxcskbM6c+fOHXzKkHM+CxYswI2oqKjm5ubAwEBra2spzg9IiByzkPito6MDN8iIUbyzRNHd3S2QeEDqzyozM9PX15fL5U6YMOHvf/+7m5ubiYkJm82uqqo6cuRIQUFBZmbm/fv38/Pzp0yZIt1LAwAAAACA4SjgFS8y09TUhBubN28esTP50fZ/h6ugoKurK5WRtLe344bA+qvhKCsrC/mILPru8E8++SQiIiImJmZgYCA5OTk5OdnIyMje3t7W1nb58uUGBgaDT7l+/bqIWYZFvBchVFVVBZ6PkEdHzkqJd5YoEhMTBwYGEEIUCqWvr+/s2bMBAQE2NjbSekpNTU0BAQFcLldZWbm0tNTc3BwfnzRpkoGBwYoVK3bt2hUXF1dTUxMSEpKdnS3h4wUAAAAAACKSdXpiFoslemc2my1wRFdXVyrzPGSZP4SQwD4ZGYiOjra3t4+MjGQwGAih2tra2tratLQ0hJCVlVV4eLiPjw9/UMS/9WWs/Bb5eQAAgABJREFUkXGgkJCD3NVDzn2Jd5YocJRCo9E6Ojp27tyJEAoNDWUwGIqKigI9xXtKJ0+exOmb9+/fT0YpJIIgvvnmGzqdXltbm5OT8/z5c/7S9QAAAAAAYOzIeo8K+dX7s2fPeCMJDg4WHK6UVqMxmUy8VQbnKZbxQ0AIrVixoqysrLGx8fTp056enmRW3/Lycj8/vzVr1ozXZnpyX81wuzK4XC7O8aWnp0cmwhLvLBHRaLT169eHh4fjQKKysjIhIUFa91tZWYkbn3/++ZAdlJSU7OzscFvq5TgBAAAAAMBwZD2joqenhxvV1dXj+OX0d999hxsODg7jNQaEkIGBQUhISEhICI/Hq66uTk1NTUlJYbFYdDo9IyPDx8cHd3vx4oWIi5q0tbUlXBpHzioMVwqTwWDgjSj88w/inSWK0NBQXOREUVExOTkZZ9/av3+/l5eXwDI58Z4SOcUnJEU1+UcreoI4AAAAAAAgIVkHKgsXLjx58iRCqLi42NXVdcg+6enp9fX1ioqKERERY7Gh//fffz9x4gRuD560GWsZGRmdnZ3y8vJUKpVc34XrusTFxTk4OKxcuRIhVFRURAYqrq6uIhZ037t376FDhyQZnpGRkaGh4YsXLx48eNDc3EyW6SRdu3YNN5ycnCQ8SxT868RsbW3XrVuXmpra3d0dHh5+6dIl/p7iPSVyLquysvKDDz4Ysn9FRQVuDL4vAAAAAAAwRmS99MvR0VFZWRkhlJCQ0NjYOLgDk8mkUqlRUVEMBmMsopTu7m5vb2+8+2Xp0qVWVlYyfgLp6el4lqCqqmrwq2ReKdGTJksXQRAeHh64ff78eYFXBwYGcHUROTk5d3d3Cc8SQ2xsLA5d6HQ6GfxIgiyMk5CQwOVyB3eorKzMz89HCFEoFFtbWyk9ZgAAAAAAMIIxD1RaW1v5f9TW1saTGL29ve7u7jU1NfyvNjc3u7q6cjgchBCVSpXuSLhcbl5eno2NzZ07dxBCqqqqZ86cGevbH2zevHm4sXv3bryNm9TX1xcVFYXb1tbW5PGqqqoR9/NgEk6nYNu2bcPB5IEDB8gtHAghHo+3b98+nITAx8dHIAmBeGexWKzc/xClEKSOjs6RI0dwe9OmTfwlWcR7SmvXrsXLwG7durVx48bOzk7+y5WWlnp4eOAyOBs2bBBSJQYAAAAAAEjXWC39ItP1pqWlaWlpTZgwwdXVFVcsiY6OvnXr1pMnT+7fv29pably5Upzc3MKhfLkyZOLFy/iD4Vbt251dnYW79LNzc0hISH8R96/f9/W1sZgMMgKkqqqqleuXJk1a5ZMHvL/4evrGxcXx+Vyf/rpJ2NjY3d3d319fQ6HU19fn52djeM6AwMDf39/2Y8NmzJlSnx8fFhYWGdnp62tbWhoqJWVVUdHR1ZW1u3btxFC06ZNO3z4sFTOqqmpIReDPX/+fPbs2SMOLzAwMDU1tbi4uL6+/tChQ9HR0ZLcrLq6elpa2urVqzkcTnJyMp1Od3BwMDY2bm9vr6qqwnMpCCELC4sDBw6M128EAAAAAOAvaKwCFQsLCw0NDRaLVVNTg6dQ6urqcKCiqqpaUFCwZs2awsLCvr4+Op1Op9PJE+Xl5Tdu3BgfHy/2pVksFo1GE9Jh/vz5NBqNnNmQMXNz8/T09LCwsK6uroaGhuPHjw9+dFlZWerq6uMyPCw0NPTNmzf79+/v6uo6evQo/0tGRkZ0On1wIU6xzxotOTm506dPz5s3j8PhHD161MfHx8zMTJI3dHZ2vnbtmr+/f0tLS0tLS2ZmpkAHFxeX1NTU8f2NAAAAAAD81YzV0i8NDY2rV68uXrx44sSJampqJiYmSkpK5Ku6urp37tzJzs7GuZsoFIqurq6NjU1oaGhNTc2JEyekvjtl0qRJJiYmfn5+OTk5v/7663hFKZivr29DQ8PXX3+9ZMkSQ0NDCoWio6Mzb948Ly+v3Nzchw8fzpkzZxyHh+3bt+/evXvr1q2bNWsWhULR1NS0trY+evTogwcPPvroI+meNVoWFhbbtm1DCA0MDISFhUmeytnR0ZHJZJ46dWrFihVTpkxRVFRUU1P78MMPg4KC7ty5c/nyZWmVGQUAAAAAACIiBD7k1dfXj2pB1O7du/F6nv7+fjI17YIFC8hkTebm5o8fP547d+6Qe8dlpqamxtTUdLhX1dXV9fX1Fy5c6O7u7uzsLC8vP7jPcDf457V161ac/Wzy5MlPnjwRXk+GyWTidNJr1qzBO+OHc/HiRXJj/YwZM+rq6kYMO3Nyctzc3JqamqZPny5wOcnzmImusLAwJSWlurq6urpaQ0PD1NR0/vz527Zt09HRkc0AZG/+v0eIHiv3+MlgGP2vdkr+JjMjpJBcAfx56czZM95DAGPltNaF8R7CH4vt+qvCO4jyH9WyK9V/hKH+1Yz4q1HSPyr5m0jFiCORzTCktvSro6OD3GyQn5//6aefCunMZDJxJRM3NzdLS0sZ3KdwbDabzWbX1NSkp6dbWVnRaLTB2cBGdYN/Lq2trdu3b//3v/8tlXf79ttvyXZjY2NRURFZMHE4bW1tCgoKUlkYJp62trbNmzdnZWWRRzo7O5uamm7evJmUlBQTEyOw6wkAAAAAAIy1YQOVSZMm+fr6jnj+okWLxLgqk8nE6a1mzpwp40BFU1Pzb3/7G/+R/v7+1tZWBoPR3NyMECovL7e3t8/JySET1/4VnDt37quvvlqxYoWE7/PmzZvr16/zH8nIyBASqHC53IaGhrNnz7q5uQ05kSUD/f39Tk5O5eXlCCElJaVVq1aZmpqy2ezi4uLy8nIWixUaGsrj8UJDQ8dleAAAAAAAf03DBiq6urqJiYnjPTzpmzp16pD3xePx7t69Gx4eXlFR0dPT4+rqWllZKUoSqv8aGzZsqKqqkjAD74ULF3DO5c8++wynzPrhhx8SEhL4dyjxKy0tXbRoka2t7bFjx8brxpOSknCUYmRkhFOx4eM8Hu/s2bMbNmxACO3atcvT0/O/eA0YAAAAAMAfjdT2rOvo6JB1Kv6My6IIgliyZElxcfFnn32GEOrt7Q0ODubfwPNnv0EhZs6ciRBqbGz8xz/+IeFb4RV9CKH9+/cvWLAAIdTe3p6bmztc/48++qilpeWXX34hd6fIHrlWLSUlhYxSEEIEQaxfv97Lywsh1NXVlZOTM14jBAAAAAD4C5J1Zfo/OBUVlfPnz+NEtAUFBWVlZeM9Ilk4fPiwpqYmQujUqVO//PKL2O9TW1tbXFyMEPrggw/s7Oy++uorfDwjI2O4U1RVVSdPnjyO987j8XAxShUVlcWLFw/u4OjoiBu4GwAAAAAAkA1pBiqLFy8mCEL4V+M7duwgCILclR4YGEgQBEEQ9fX1Aj0LCwupVOrs2bNVVVW1tLSsrKw2bdo03IdFfGmcbKqrqysiImLGjBkEQdy6dWu0d6GnpxceHo7bAqXrh7zBpUuXEgTh4uKCEGppadm9e/ecOXNUVFQ0NTVtbGzS0tLIaZlr1665uLjo6elRKBRjY2MPD4/hMqHxeLybN296enpaWlqqq6tra2vPnz/f39//0aNHUvx98d8yLufC4/GCgoLevXsn3vuQAYmfn5+cnJynpydBEAihy5cvd3R0SGu0b968sbS0xH8227dvlzw3MX4HRUXFIbOTkaVLORyOtG4BAAAAAACM6I84o9LT0/PVV1/Z29unpKTU1tb29PS8ffv2/v37p06dmjt37qZNmwYGBoY7l81mL1++/PDhw01NTWIPwMfHBzfIfMSiKCsrs7S0PHLkyNOnT3t7e1ksVklJybp160JDQ7lcbkhIiIuLy7Vr11pbW/v7+5lM5sWLFy0tLQcvi2Kz2XZ2do6Ojj/++GNFRUVHR0d7e3t5efm5c+csLCwkX501JF9fXzx18OzZM/FKsPN4PHLdF07DMG3atCVLliCE3r17x1/TUxLt7e3Lli2rqKhACIWHh8fHx+NYSGwEQZiYmCCE2Gz2kHFgYWEhbnz44YdSuQUAAAAAACAKuZcvX8ryert27aquriZnKqKjo3HZimnTpuEjHA5n1apV33//PUKIQqG4ubnt3bt3+/bt9vb2uMOpU6c8PDyG/B6dx+MFBweXlJTgH6dNmybe1vDZs2fjoiJ1dXWtra2inNLU1OTs7NzS0uLr65uSkpKUlIT3uiCEaDTa4sWLaTSahobGjh07MjIyYmNjDQwM8M2GhITwf1XP4XC+/PLLoqIihJC6unpgYODBgwf37t27bNky3CEmJubSpUtS/70QBEGj0VRVVRFCR44cefDgwWjfobS09Pnz5wghGxsbcqeHt7c3bpAxjCRYLNby5cvx2LZs2XLs2DEJoxRs8+bNuEGlUt++fcv/0s8//0yj0RBCmpqa5Eo2AAAAAAAgAwq3b9/29/eX2fUmT548efJkcqGXvr6+QBX2+Ph4PI9hZ2eXnp5uaGhIvoSH2tzcnJOTk5mZuXbtWoE3z8vLY7FYixYtio2Ntba2njBhgniDJAjCzMwMf5VeV1cnyiaKyspKJSWlmzdvkkmNQ0JCvL29L1y4gBAqKSmZM2fOjRs3ZsyYgV+lUqmmpqatra0NDQ319fVGRkbk+9y4cQMh9PHHH+fn5+OtI1h6enpgYCBC6MyZM1988YXUfzUffPBBTEzMli1bOBxOUFDQvXv3FBUVRT+d3JLO/+e0Zs0aPAOWl5f36tUrSSqlsNlsR0dHnJ5r06ZNx48fl0qUghCiUqkPHz5MSkoqKyszMTEJCAgwNTXt6OgoKirCpS3V1NQuX76soaEh9WcOAAAAAACGI4dX0QxWW1tLCKWgILVikaTe3t6jR48ihKZPn06n0/mjFISQg4NDVlYW3khw8ODBwaezWCwjI6P8/Hw7OzuxoxSMLDwv8BW7EHv27OEvvUIQxI4dO8gfU1NTySgFv39QUBBuP3v2jDxOTgdt3bqVP0pBCPn7++vr68vLy1dUVEi+MWNIYWFhuDDOgwcP4uLiRD/x/fv35CSYp6cneVxHRwfPBXG5XNxBPJ2dnU5OTqWlpXiQCQkJ0opSEEIEQSQmJiYnJyOEXr9+HRcXFxQUtG3bNhylGBsbV1ZWDrnPHgAAAAAAjB25/v7+8R7D/7p9+/br168RQlu2bMGLrwTY2trirRRPnz599erV4A6RkZEUCkXykaipqeFGV1eXiKcEBAQIHCFXQJmZmQ2ujIm3RiCE+vr6yINk0cPBS/IIgvjtt98GBgZevXrF/zHd3NycEM2+ffuE34K8vHxKSgqueRIVFfX06VMR7z03N/fNmzcIodWrVwvEV+TqLyG5v4Tr6upycnLCIVxwcHBiYuKQUYokz+HGjRuxsbFDXv358+f79u1raWkRb/AAAAAAAEA8w86KTJw4UaCCu4AhUyRJCO/NQAgpKysXFBQM2Yec66ioqBi8lEjy2upYd3c3bkyaNEmU/ioqKrgaCT9yVmfu3LmDTxlyzgfXHkEIRUVFNTc3BwYGWltbS3H2YESmpqaRkZGRkZF9fX1BQUF3794V5RdNbkHx8/MTeMnNzY1CofT19ZWXlz99+nS0W9K7u7udnZ3JPwyEkNSfRmZmpq+vL5fLnTBhwt///nc3NzcTExM2m11VVXXkyJGCgoLMzMz79+/n5+dPmTJlLJ45AAAAAAAYbNhAZfLkyXgxjCyRqbrI/c1CDM54q6CgoKurK5WRtLe344bA/MBwlJWVhXyAJlPcjuiTTz6JiIiIiYkZGBhITk5OTk42MjKyt7e3tbVdvnw53oIv4Pr16yJOi4l4L7t27bpw4cKjR4+KiopOnz69ceNG4f3ZbPbly5cRQnJyco8ePaqurhboMHXq1Lq6OoRQRkbGaFOKJSYm4iRvONo5e/ZsQECAjY2NtJ5DU1NTQEAAl8tVVlYuLS01NzfHxydNmmRgYLBixYpdu3bFxcXV1NSEhIRkZ2ePavAAAAAAAEBs0t9nIgkWiyV6ZzabLXBEV1dXKvM8ZBFAhJDAPhkZiI6Otre3j4yMZDAYCKHa2tra2tq0tDSEkJWVVXh4uI+PD39QxL/1RSqUlJRSUlIWLlzI5XL37Nnj4uLywQcfCOl/8eJFXHqFy+VGREQI6ZmZmRkVFTWqKREcpdBotI6Ojp07dyKEQkNDGQzG4I3+4j2HkydPvn//HiG0f/9+MkohEQTxzTff0On02tranJyc58+f85euBwAAAAAAY+ePVUcFp8dFCD179ow3kuDgYMGbkdJqNCaTibfKkHmKZWzFihVlZWWNjY2nT5/29PScOnUqPl5eXu7n57dmzZox2kxPsra23r59O0Koq6srJCRE+OXIfF8jqq2tvXfv3mgHQ6PR1q9fHx4ejgOJysrKhIQEad1pZWUlbnz++edDdlBSUrKzs8PtMSq4CQAAAAAABvtjzajo6enhRnV19Th+dU3uuHBwcBjHp2FgYBASEoLjhOrq6tTU1JSUFBaLRafTMzIyyKqUL168EHHJk7a2tuhL46KiovBMQm5u7rfffjvkaiuEUFNTE95NpKKi0traSoaaAr788kucqfm7775buHCh6A8hNDR0/fr1CCFFRcXk5GScfWv//v1eXl4CC+HEew7kJJ6QJNTkn6XoKeAAAAAAAICE/liBysKFC0+ePIkQKi4udnV1HbJPenp6fX29oqJiRETEWGzo//3330+cOIHbgydtxlpGRkZnZ6e8vDyVSiWXSOG6LnFxcQ4ODitXrkQIFRUVkYGKq6vr48ePRXnzvXv3Hjp0SMSRqKionD17Fs8zbN269cqVK8MNGDfc3NyGi1IQX6CSlZV17Ngx0Su0kLkTEEK2trbr1q1LTU3t7u4ODw8XKHwp3nMgZ6sqKyuHW+FGpvAmy5ICAAAAAICx9sda+uXo6KisrIwQSkhIaGxsHNyByWRSqdSoqCgGgzEWUUp3d7e3tzfe/bJ06VIrKysZP4H09HQ8h1BVVTX4VTLrlOhJkyXx2Wef4VDt7du34eHhgzvweDxy9kl4jjgnJ6eJEycihF6/fv3zzz+LPaTY2FgcutDp9GvXrkl+j2Tpm4SEBC6XO7hDZWVlfn4+QohCodja2krnyQIAAAAAgJGMc6DS2trK/6O2tjb+ZNzb2+vu7l5TU8P/anNzs6urK4fDQQhRqVTpjoTL5ebl5dnY2Ny5cwchpKqqeubMGdk/kHnz5uHG7t278SZvUl9fX1RUFG5bW1uTx6uqqkbcz4OJPp1COnLkCJ5zwCXhBTx8+BBPYmhpaeHCjsNRVlZevXo1bvMXVGGxWLn/QaaEFkJHR+fIkSO4vWnTpp6eHgmfw9q1a/EysFu3bm3cuLGzs5P/cqWlpR4eHrjQzYYNG3CsBQAAAAAAZGB8ln6R6XrT0tK0tLQmTJjg6uqKK5ZER0ffunXryZMn9+/ft7S0XLlypbm5OYVCefLkycWLF/FHxq1btzo7O4t36ebm5pCQEP4j79+/b2trYzAYZAVJVVXVK1euzJo1S/ZPxtfXNy4ujsvl/vTTT8bGxu7u7vr6+hwOp76+Pjs7G8d1BgYG/v7+shmPhoZGUlKSm5vbkK+S0ymenp64TKQQ3t7euH92dnZXVxcuqVlTU+Pk5IQ7PH/+fPbs2SMOKTAwMDU1tbi4uL6+/tChQ9HR0ZLcoLq6elpa2urVqzkcTnJyMp1Od3BwMDY2bm9vr6qqwnMpCCELC4vRJlYGAAAAAACSGJ9AxcLCQkNDg8Vi1dTU4CmUuro6HKioqqoWFBSsWbOmsLCwr6+PTqfT6XTyRHl5+Y0bN8bHx4t9aRaLRaPRhHSYP38+jUYjZzZkzNzcPD09PSwsrKurq6Gh4fjx44MfXVZWlrq6usyGtHr1ai8vL7zDhN/AwEBmZiZuC1/3hS1btgz/0nt6enJyctauXSveeOTk5E6fPj1v3jwOh3P06FEfHx8zMzNJbtDZ2fnatWv+/v4tLS0tLS3kTZFcXFxSU1Nl+cwBAAAAAIBgoPLy5UvcqK2tFaXexe7duw8fPowQ6u/vxzmR3r17197eTu6BZjKZ5P+SNDQ0rl69umfPnoqKCh6PN3XqVP7v43V1de/cuXP58uXMzMySkpLW1tZJkyYZGxt//PHH27dvF+VL98FevHgh5FWCIBQVFQ0MDLy9vf/5z38OOTkw3A1Kna+vr7Oz88mTJ/Pz85uampqbmydOnDhjxozZs2evW7du+fLl0irNjhe5IYTc3d2ZTKaQRMwJCQk3btzAW3d+/fVXfDAvL+/3339HCE2fPh0n48IuXrzo4eGB2zNmzKirq8O7iZSUlNasWZOSkoIQysjIEB6oNDQ04AZOKSbAwsJi27ZtcXFxAwMDYWFh+fn5Ej4TR0dHJpP5z3/+88KFC62tre/fvycIQkVFZfbs2QcPHnRxcZHWM//TmRogURCI1ceIOf8JAAAIIc/iF5K/ieRE+U/ZzAhJN0/qzNkzYp/+V1LIlS+bp2px+JwMriIVDP8Rnur8f38k+VXm/3uEB2JxWApvIpV7GXEkIw5DKuQSExP5f54+fbp4b9TR0YGLJL5584asTYEQwnGFQHTBZDJ//vlnBweHu3fvdnZ2Pn36lEy+hBEEsXr16qysrMbGxnfv3rW2thYVFSUlJQ0Xpfzyyy88Ho+MsgYTXreRx+P19/fX1tZ+8803NjY2Q+7HGO4Gb926xePxcN0VARMmTMCbItLT0we/6u3tjV8dvLBKS0tr//79BQUFtbW17969a2trKy8vz8rKcnR0lOIn5iVLluAGi8XCVVOGo6enh6tPIoTI5MLLly/H429qauJPbMBfVqWxsbGoqIj88V//+hc+5fr16+S78Xg8XPF9woQJZE8yAdenn3465JCOHj2K36qgoEDyZ9LW1kalUo8dO9bc3Iy3BvF4vO7u7oqKCj8/P+FTcAAAAAAAYCwMu/Rr0qRJvr6+I56/aNEiMa7KZDLxvvCZM2daWlrK8oY1NTUF1in19/e3trYyGIzm5maEUHl5ub29fU5ODpkP6q/g3LlzX3311YoVKyR8nzdv3pBBCJaRkUEWTBxOW1ubgoKCvr7+uNx7f3+/k5MTjk6VlJRWrVplamrKZrOLi4vLy8tZLFZoaCiPxwsNDR2X4QEAAAAA/DUNG6jo6uoKTLb8d5g6deqQ98Xj8e7evRseHl5RUdHT0+Pq6lpZWSneMrM/qQ0bNlRVVUmY2OrChQt4RuKzzz7DO9F/+OGHhISE4bbac7nchoaGs2fPurm5ycvLj8uNJyUl4SjFyMgI5zDAx3k83tmzZzds2IAQ2rVrl6enp46OzriMEAAAAADgL0hq6Yl1dHTI9K/DLdf5IyMIYsmSJcXFxZ999hlCqLe3Nzg4mMfj/dfcoBAzZ85ECDU2Nv7jH/+Q8K3IPGD79+9fsGABQqi9vT03N3e4/qWlpYaGhoqKiseOHRuv2yfXqqWkpJBRCkKIIIj169d7eXkhhLq6unJycsZrhAAAAAAAf0F/rIKP405FReX8+fM4v1NBQUFZWdl4j0gWDh8+rKmpiRA6derUL7/8Ivb71NbWFhcXI4Q++OADOzu7r776Ch/nL5wi4KOPPmppafnll1/E3hwlIR6Ph7ceqaio8KcEIDk6OuIG7gYAAAAAAGRDmoHK4sWLCYIQ/olzx44dBEGQpTMCAwMJgiAIor6+XqBnYWEhlUqdPXu2qqqqlpaWlZXVpk2bhvuwiC+Nk011dXVFRETMmDGDIIhbt26N9i709PTIKuwCNR+HvMGlS5cSBOHi4oIQamlp2b1795w5c1RUVDQ1NW1sbNLS0shpmWvXrrm4uOjp6VEoFGNjYw8PjyHLzyOEeDzezZs3PT09LS0t1dXVtbW158+f7+/v/+iRFBJ9DHnLOA8yj8cLCgp69+6deO9DBiR+fn5ycnKenp54m/vly5c7OjqGPEVVVXXy5MmjusqbN28sLS3xn8327dv5Z73Eg99BUVGRPyUAiaz5gyuNAgAAAAAA2fgjzqj09PR89dVX9vb2KSkptbW1PT09b9++vX///qlTp+bOnbtp06aBgYHhzmWz2cuXLz98+HBTU5PYA/Dx8cGNvLw80c8qKyuztLQ8cuTI06dPe3t7WSxWSUnJunXrQkNDuVxuSEiIi4vLtWvXWltb+/v7mUzmxYsXLS0tBy+LYrPZdnZ2jo6OP/74Y0VFRUdHR3t7e3l5+blz5ywsLCRfnTUkX19fPHXw7Nkz8Sob8ng8ct0XTsMwbdo0nFjs3bt3/MVwJNHe3r5s2bKKigqEUHh4eHx8vIQpvwiCMDExQQix2ewh48DCwkLc+PDDD6VyCwAAAAAAQBRyQlL6joVdu3ZVV1eTMxXR0dHV1dXV1dXTpk3DRzgczqpVq77//nuEEIVCcXNz27t37/bt2+3t7XGHU6dOeXh4DPk9Oo/HCw4OLikpwT9OmzZNvK3hs2fPxkVF6urqcDH4ETU1NTk7O7e0tPj6+qakpCQlJeG9LgghGo22ePFiGo2moaGxY8eOjIyM2NhYAwMDfLMhISH8X9VzOJwvv/wSp/RVV1cPDAw8ePDg3r17ly1bhjvExMRcunRJ6r8XgiBoNJqqqipC6MiRIw8ePBjtO5SWlj5//hwhZGNjQ+708Pb2xg0yhpEEi8Vavnw5HtuWLVuOHTsmlWTNmzdvxg0qlYpL5ZB+/vlnnJtYU1OTXMkGAAAAAABkQOH27dv+/v4yu97kyZMnT55MLvTS19efM2cOf4f4+Hg8j2FnZ5eens5f/wQPtbm5OScnJzMzc3DFwLy8PBaLtWjRotjYWGtra/66HKNCEISZmRn+Kr2urk6UtUmVlZVKSko3b94kkxqHhIR4e3vjgu4lJSVz5sy5cePGjBkz8KtUKtXU1LS1tbWhoaG+vt7IyIh8nxs3biCEPv744/z8fLx1BEtPTw8MDEQInTlz5osvvpD6r+aDDz6IiYnZsmULh8MJCgq6d++eoqKi6KeTW9L5/5zWrFmDZ8Dy8vJevXolSQJiNpvt6OiI03Nt2rTp+PHj0iopQ6VSHz58mJSUVFZWZmJiEhAQYGpq2tHRUVRU9OOPPyKE1NTULl++rKGhIfVnDgAAAAAAhiOHV9EMhivTC6GgoDDKa42st7f36NGjCKHp06fT6XSBKo0ODg5ZWVl4I8HBgwcHn85isYyMjPLz8+3s7MSOUjCy8LzAV+xC7Nmzh7/0CkEQO3bsIH9MTU0loxT8/kFBQbj97Nkz8jg5HbR161b+KAUh5O/vr6+vLy8vX1FRIfnGjCGFhYXhwjgPHjyIi4sT/cT379+Tk2Cenp7kcR0dHTwXxOVycQfxdHZ2Ojk5lZaW4kEmJCRIsfAlQRCJiYnJyckIodevX8fFxQUFBW3btg1HKcbGxpWVlUPuswcAAAAAAGNHrr+/f7zH8L9u376NS7xv2bIFL74SYGtri7dSPH369NWrV4M7REZGUigUyUeipqaGG11dXSKeEhAQIHCEXAFlZmY2uDIm3hqBEOrr6yMPkrVEBi/JIwjit99+GxgYePXqFf/HdHNzc0I0+/btE34L8vLyKSkpuOZJVFTU06dPRbz33NzcN2/eIIRWr14tEF+Rq7+E5P4Srqury8nJCYdwwcHBiYmJQ0YpkjyHGzduxMbGDnn158+f79u3r6WlRbzBAwAAAAAA8Qw7KzJx4kSBCu4ChkyRJCG8NwMhpKysXFBQMGQfcq6joqJi8FIiyWurY93d3bgxadIkUfqrqKjgaiT8yFmduXPnDj5lyDkfXHsEIRQVFdXc3BwYGGhtbS3F2YMRmZqaRkZGRkZG9vX1BQUF3b17V5RfNLkFxc/PT+AlNzc3CoXS19dXXl7+9OnT0W5J7+7udnZ2Jv8wEEJSfxqZmZm+vr5cLnfChAl///vf3dzcTExM2Gx2VVXVkSNHCgoKMjMz79+/n5+fP2XKlLF45gAAAAAAYLBhA5XJkyfjxTCyRKbqIvc3CzE4462CgoKurq5URtLe3o4bAvMDw1FWVhbyAZpMcTuiTz75JCIiIiYmZmBgIDk5OTk52cjIyN7e3tbWdvny5XgLvoDr16+LOC0m4r3s2rXrwoULjx49KioqOn369MaNG4X3Z7PZly9fRgjJyck9evSourpaoMPUqVPr6uoQQhkZGaNNKZaYmIiTvOFo5+zZswEBATY2NtJ6Dk1NTQEBAVwuV1lZubS01NzcHB+fNGmSgYHBihUrdu3aFRcXV1NTExISkp2dParBAwAAAAAAsUl/n4kkWCyW6J3ZbLbAEV1dXanM85BFABFCAvtkZCA6Otre3j4yMpLBYCCEamtra2tr09LSEEJWVlbh4eE+Pj78QRH/1hepUFJSSklJWbhwIZfL3bNnj4uLywcffCCk/8WLF3HpFS6XGxERIaRnZmZmVFTUqKZEcJRCo9E6Ojp27tyJEAoNDWUwGIM3+ov3HE6ePPn+/XuE0P79+8kohUQQxDfffEOn02tra3Nycp4/f85fuh4AAAAAAIydP1YdFZweFyH07Nkz3kiCg4MFb0ZKq9GYTCbeKkPmKZaxFStWlJWVNTY2nj592tPTc+rUqfh4eXm5n5/fmjVrxmgzPcna2nr79u0Ioa6urpCQEOGXI/N9jai2tvbevXujHQyNRlu/fn14eDgOJCorKxMSEqR1p5WVlbjx+eefD9lBSUnJzs4Ot8eo4CYAAAAAABjsjzWjoqenhxvV1dXj+NU1uePCwcFhHJ+GgYFBSEgIjhOqq6tTU1NTUlJYLBadTs/IyCCrUr548ULEJU/a2tqiL42LiorCMwm5ubnffvvtkKutEEJNTU14N5GKikpraysZagr48ssvcabm7777buHChaI/hNDQ0PXr1yOEFBUVk5OTcfat/fv3e3l5CSyEE+85kJN4QpJQk3+WoqeAAwAAAAAAEvpjBSoLFy48efIkQqi4uNjV1XXIPunp6fX19YqKihEREWOxof/3338/ceIEbg+etBlrGRkZnZ2d8vLyVCqVXCKF67rExcU5ODisXLkSIVRUVEQGKq6uro8fPxblzffu3Xvo0CERR6KionL27Fk8z7B169YrV64MN2DccHNzGy5KQXyBSlZW1rFjx0Sv0ELmTkAI2drarlu3LjU1tbu7Ozw8XKDwpXjPgZytqqysHG6FG5nCmyxLCgAAAAAAxtofa+mXo6OjsrIyQighIaGxsXFwByaTSaVSo6KiGAzGWEQp3d3d3t7eePfL0qVLraysZPwE0tPT8RxCVVXV4FfJrFOiJ02WxGeffYZDtbdv34aHhw/uwOPxyNkn4TninJycJk6ciBB6/fr1zz//LPaQYmNjcehCp9OvXbsm+T2SpW8SEhK4XO7gDpWVlfn5+QghCoVia2srnScLAAAAAABGMs6BSmtrK/+P2tra+JNxb2+vu7t7TU0N/6vNzc2urq4cDgchRKVSpTsSLpebl5dnY2Nz584dhJCqquqZM2dk/0DmzZuHG7t378abvEl9fX1RUVG4bW1tTR6vqqoacT8PJvp0CunIkSN4zgGXhBfw8OFDPImhpaWFCzsOR1lZefXq1bjNX1CFxWLl/geZEloIHR2dI0eO4PamTZt6enokfA5r167Fy8Bu3bq1cePGzs5O/suVlpZ6eHjgQjcbNmzAsRYAAAAAAJCB8Vn6RabrTUtL09LSmjBhgqurK65YEh0dfevWrSdPnty/f9/S0nLlypXm5uYUCuXJkycXL17EHxm3bt3q7Ows3qWbm5tDQkL4j7x//76trY3BYJAVJFVVVa9cuTJr1izZPxlfX9+4uDgul/vTTz8ZGxu7u7vr6+tzOJz6+vrs7Gwc1xkYGPj7+8tmPBoaGklJSW5ubkO+Sk6neHp64jKRQnh7e+P+2dnZXV1duKRmTU2Nk5MT7vD8+fPZs2ePOKTAwMDU1NTi4uL6+vpDhw5FR0dLcoPq6uppaWmrV6/mcDjJycl0Ot3BwcHY2Li9vb2qqgrPpSCELCwsRptYGQAAAAAASGJ8AhULCwsNDQ0Wi1VTU4OnUOrq6nCgoqqqWlBQsGbNmsLCwr6+PjqdTqfTyRPl5eU3btwYHx8v9qVZLBaNRhPSYf78+TQajZzZkDFzc/P09PSwsLCurq6Ghobjx48PfnRZWVnq6uoyG9Lq1au9vLzwDhN+AwMDmZmZuC183Re2bNky/Evv6enJyclZu3ateOORk5M7ffr0vHnzOBzO0aNHfXx8zMzMJLlBZ2fna9eu+fv7t7S0tLS0kDdFcnFxSU1NleUzBwAAAAAA47P0S0ND4+rVq4sXL544caKampqJiQn/9/G6urp37tzJzs7GmZ0oFIqurq6NjU1oaGhNTc2JEyekvjtl0qRJJiYmfn5+OTk5v/7663hFKZivr29DQ8PXX3+9ZMkSQ0NDCoWio6Mzb948Ly+v3Nzchw8fzpkzR8ZDSkhI4N/UjuXl5f3+++8IoenTp+NkXMIpKSmtWbMGt/lXf4nBwsJi27ZtCKGBgYGwsDDJkzU7OjoymcxTp06tWLFiypQpioqKampqH374YVBQ0J07dy5fviytQqIAAAAAAEBEI5fe27179+HDhxFC/f39eXl5+OCCBQvIT67m5uaPHz+eO3fukPu/ZaampsbU1HS4V9XV1fX19RcuXOju7u7s7CwvLz+4z3A3+JdVXl6enJycn5/f3NysoqJiaGjo4eGxYcMGDQ0N6Z6Vk5Pj5ubW1NQ0ffp0fITJZOL81KPKVCahwsLClJSU6urq6upqDQ0NU1PT+fPnb9u2TUdHR1aPXPZG3Ii1XvJrlF2pFt7Bdv1Vya8yNUCiiTXwZ6czZ894DwGMlXJtqGE1OjwXWVyFEOG/3KW8Ef77b72qcMQ3UdJnj9hHBorOjPBYRfm3rP+VbFZnjPBv94j/LiMRfjVlV+xkcCejWPrV0dFBbifIz8//9NNPhXRmMpl4Q4Kbm5ulpaUM7kQ4NpvNZrNramrS09OtrKxoNNrgjF6jusE/i23btg1ePyagsLBw8JRIdHR0ZGQkmQjr3bt37e3tDAYjKSnp0qVLw+VDE++strY2BQUFfX398XpKbW1tmzdvzsrKIo90dnY2NTXdvHkzKSkpJiZGYF8TAAAAAAAYawobN24U3mPRokVivC+TycQpqmbOnCnjQEVTU1Ngy0R/f39rayuDwWhubkYIlZeX29vb5+TkkKlp/4s9e/ZMjLOSk5P37t2L205OTgsWLOjs7Lx06VJ9fX1jY6OzszODwSBnPyQ5i8vlNjQ0nD171s3NbchpLhno7+93cnLCac2UlJRWrVplamrKZrOLi4vLy8tZLFZoaCiPxwsNDR2X4QEAAAAA/DUpJCYmjvcYpGzq1KlD3hSPx7t79254eHhFRUVPT4+rq2tlZaUoaab+1HCgMnHiRCEbbwS2ibe0tGzfvh0hpKCgQKfTXVz+Z64zJibGx8fnhx9+aGlp2b17t8A+E/HOKi0tXbRoka2t7bFjx8brESUlJeEoxcjICCdbw8d5PN7Zs2c3bNiAENq1a5enp+d/9RowAAAAAIA/llEs/dLR0ZF81/I4IghiyZIlxcXFLi4u+fn5vb29wcHBeXl5ZAH4P/sNDvb+/fu6ujqE0LJlyy5evCjiWcePH+/t7UUI7dy5k4w3EEJKSkqpqaklJSUvX778/vvvDx48aGhoKOFZH330UUtLy+TJk8fxKX377be4kZKSQkYpCCGCINavX3/79u0LFy50dXXl5OQEBQWN4zgBAAAAAP5S/liV6WVARUXl/PnzeA6hoKCgrKxsvEc0hurq6nB9TNET+PJ4vB9//BG3161bJ/Cqmpqat7c3QojL5V6+fFnCsxBCqqqq4xul8Hi8J0+eIIRUVFSGzF3m6OiIG7gbAAAAAACQjdEFKosXLyYIYvDmBH47duwgCILclR4YGEgQBEEQ9fX1Aj0LCwupVOrs2bNVVVW1tLSsrKw2bdo03MdBfGkPDw+EUFdXV0RExIwZMwiCuHXr1mjvWU9PLzw8HLcFys8PeYNLly4lCALPEuD1S3PmzFFRUdHU1LSxsUlLSyPnYa5du+bi4qKnp0ehUIyNjT08PIbLhMbj8W7evOnp6Wlpaamurq6trT1//nx/f/9Hj6SZ2+T58+e4ISQfmoAXL14wmUx8ypDr4latWoUbubm5Ep4lnjdv3lhaWuI/qu3bt0s+CYbfQVFRcci012RxUhzyAQAAAAAA2Rifgo89PT1BQUHff/89/5G3b9/ev3//1KlTGzduPH78uILC0GNjs9lOTk4lJSWSDMDHxwcXGifzEYuirKzM1dUVFw9BCPX29paUlJSUlNy7dy8pKSksLIy/lCSTyWQymdnZ2VevXl2xYoXALTg7OxcVFfEfbG9vLy8vP3fuXEREhITV1knkTnrRAxUyslq+fPmQHWxsbFRUVHp6eh4/fizhWWJob29ftmxZRUUFQig8PDw+Pp5cuScegiBMTEwePXrEZrMfPXpkYWEh0KGw8H/S83344YeSXAgAAAAAAIyK9Jd+7dq1q7q6mpypiI6OxoUppk2bho9wOJxVq1bhKIVCobi5ue3du3f79u329va4w6lTpzw8PIb8ppzH4wUHB5NRyrRp0yZOnCjGIGfPnq2trY0Qqqura21tFeWUpqYmZ2fnlpYWX1/flJSUpKSkzz77DL9Eo9EWL15Mo9E0NDR27NiRkZERGxtrYGCAbzYkJIT/y3gOh/Pll1/iKEVdXT0wMPDgwYN79+5dtmwZ7hATE3Pp0iWp/C7wjAqeI4qJibGzs9PT01NWVjY0NPTz87t169bgh0zGNlOnTh3yPRUUFPBirZcvX/b09Ehy1mixWKzly5c/ePAAIbRly5Zjx45JGKVgmzdvxg0qlfr27Vv+l37++WccfGpqan711VeSXwsAAAAAAIhI+jMqkydPnjx5MrnQS19fX6CSenx8PJ7HsLOzS09P599affv2bX9//+bm5pycnMzMzLVr1wq8eV5eHovFWrRoUWxsrLW19YQJE8QbJEEQZmZm+Mvyuro6UbZJVFZWKikp3bx5k0xqHBIS4u3tfeHCBYRQSUnJnDlzbty4MWPGDPwqlUo1NTVtbW1taGior683MjIi3+fGjRsIoY8//jg/P19TU5O8RHp6emBgIELozJkzX3zxheS/Cxw/KCgozJ07t62tjTxeV1dXV1f37bffuri4nDt3jn8MZDch9S61tLTw77e1tXXmzJlinzUqbDbb0dERp+fatGnT8ePHpRKlIISoVOrDhw+TkpLKyspMTEwCAgJMTU07OjqKiorwxhs1NbXLly8LL3MJAAAAAACkS44Y3nCLryTR29t79OhRhND06dPpdDp/lIIQcnBwyMrKwlsFDh48OPh0FotlZGSUn59vZ2cndpSCkR+pBb5EF2LPnj38pVcIgtixYwf5Y2pqKhml4Pcnk0TxFzMhp4O2bt3KHyEghPz9/fX19eXl5SsqKqSSfwxf9/37921tbbNmzQoNDf3nP//p5+dH7q2/evWqk5PTu3fvyFO6u7sFns9geDKKv7N4Z4mus7PTycmptLQUIRQWFpaQkCCtKAUhRBBEYmJicnIyQuj169dxcXFBQUHbtm3DUYqxsXFlZeWQ++wBAAAAAMDYkXXWr9u3b79+/RohtGXLFvKTKz9bW1ucZ+np06evXr0a3CEyMpJCoUg+EjU1Ndzo6uoS8ZSAgACBI2Q2WzMzs8GVMU1MTHCjr6+PPEiWNXz58qVAf4Igfvvtt4GBgVevXvF/EDc3NydEs2/fPvKs3t7epqYm3I6Kinr27FlSUlJUVNS///3vqqqqlJQUvGru3r17OHQkz8INIWvqyJfIRVzinSWirq4ucldScHBwYmLikFGKeE8Ju3HjRmxs7JBXf/78+b59+1paWkY1ZgAAAAAAICEFXM9uSEMmQZIQuYNcWVm5oKBgyD7kt/IVFRX6+voCrwpsTBcb+b3+pEmTROmvoqIyeMESOaszd+7cwacMOeezYMEC3IiKimpubg4MDLS2tpbi/ACpt7d3//79CCEzMzMvLy/+lwiCWLduHYfDWb9+PULo2LFjEREReAKNHLOQ+K2jowM3yIhRvLNE0d3dLZB4QOrPKjMz09fXl8vlTpgw4e9//7ubm5uJiQmbza6qqjpy5EhBQUFmZub9+/fz8/OnTJki3UsDAAAAAIDhKOAVLzJDfsdP7mAWgvxo+7/DVVDQ1dWVykja29txQ2D91XCUlZWFfEQmk9iO6JNPPomIiIiJiRkYGEhOTk5OTjYyMrK3t7e1tV2+fDnegi/g+vXr/f39orw5/71oaWl9/fXXQjoHBQXFxcU9e/bs7du3ZWVleEZIVVVV4PkIeXTkrJR4Z4kiMTFxYGAAIUShUPr6+s6ePRsQEGBjYyOtp9TU1BQQEMDlcpWVlUtLS83NzfHxSZMmGRgYrFixYteuXXFxcTU1NSEhIdnZ2aKPHAAAAAAASELW6YlZLJbondlstsARXV1dqczzkGX+EEIC+2RkIDo62t7ePjIyksFgIIRqa2tra2vT0tIQQlZWVuHh4T4+PvxBEf/WFymSk5OzsrLC+1hevHiBAxUyDhQScpC7esi5L/HOEgWOUmg0WkdHx86dOxFCoaGhDAZDUVFRoKd4T+nkyZPv379HCO3fv5+MUkgEQXzzzTd0Or22tjYnJ+f58+f8pesBAAAAAMDYkfUeFfKr92fPnvFGEhwcLDhcKa1GYzKZeKsMmadYxlasWFFWVtbY2Hj69GlPT08yq295ebmfn9+aNWukspl+RGSQRu4bIffVDLcrg8vl4hxfenp6ZCIs8c4SEY1GW79+fXh4OA4kKisrExISpPUEKisrcePzzz8fsoOSkpKdnR1uS7ccJwAAAAAAEELWMyp6enq4UV1dPY5fTn/33Xe44eDgMF5jQAgZGBiEhISEhITweLzq6urU1NSUlBQWi0Wn0zMyMnx8fHC3Fy9eiLioSVtbm5zcePny5cDAAEEQH3zwwXD9m5ubcYNM0EzOKgxXCpPBYOCNKPzzD+KdJYrQ0FC8kUZRUTE5ORln39q/f7+Xl5fAMjnxnhI5xSckRTX5Ryt6gjgAAAAAACAhWQcqCxcuPHnyJEKouLjY1dV1yD7p6en19fWKiooRERFjsaH/999/P3HiBG4PnrQZaxkZGZ2dnfLy8lQqlVzfheu6xMXFOTg4rFy5EiFUVFREBiqurq4iFnTfu3fvoUOHcHvHjh1ZWVkIofv373/yySeDO/N4vIcPH+K2lZUVbhgZGRkaGr548eLBgwfNzc1kmU7StWvXcMPJyYk8KN5ZouBfJ2Zra7tu3brU1NTu7u7w8HCBspjiPSVyLquysnK4iK6iogI3Bt8XAAAAAAAYI7Je+uXo6KisrIwQSkhIaGxsHNyByWRSqdSoqCgGgzEWUUp3d7e3tzfe/bJ06VLyA7rMpKen41mCqqqqwa+SeaVET5o8nL/97W+4cfjw4SEXkl26dAkHKgsWLJg+fTo+SBCEh4cHbp8/f17glIGBAVxdRE5Ozt3dnTwu3lliiI2NxaELnU4ngx9JkIVxEhISuFzu4A6VlZX5+fkIIQqFYmtrK/kVAQAAAACAKMY8UGltbeX/UVtbG09i9Pb2uru719TU8L/a3Nzs6urK4XAQQlQqVboj4XK5eXl5NjY2d+7cQQipqqqeOXNmrG9/sHnz5uHG7t278TZuUl9fX1RUFG5bW1uTx6uqqkbcz4OREwUIoRUrVuDlTBcuXIiMjORfFsXj8bKzs0NCQvCPBw4c4B/Gtm3bcDB54MABcgsHPmvfvn04CYGPj49AEgLxzmKxWLn/IUohSB0dnSNHjuD2pk2b+EuyiPeU1q5di5eB3bp1a+PGjZ2dnfyXKy0t9fDwwGVwNmzYIKRKDAAAAAAAkK6xWvpFputNS0vT0tKaMGGCq6srrlgSHR1969atJ0+e3L9/39LScuXKlebm5hQK5cmTJxcvXsQfCrdu3ers7CzepZubm8mP4Bguzc5gMMgKkqqqqleuXJk1a5ZMHvL/4evrGxcXx+Vyf/rpJ2NjY3d3d319fQ6HU19fn52djeM6AwMDf39/CS+kpKR0+vTpNWvWIIS++eabzMzM5cuXT506tbm5+cGDB2VlZbjbzp07cYVN0pQpU+Lj48PCwjo7O21tbUNDQ62srDo6OrKysm7fvo0QmjZt2uHDhwUuJ95ZNTU15GKw58+fz549e8T7CgwMTE1NLS4urq+vP3ToUHR0tCRPSV1dPS0tbfXq1RwOJzk5mU6nOzg4GBsbt7e3V1VV4bkUhJCFhYVAOAcAAAAAAMbUWAUqFhYWGhoaLBarpqYGT6HU1dXhQEVVVbWgoGDNmjWFhYV9fX10Op1Op5MnysvLb9y4MT4+XuxLs1gsGo0mpMP8+fNpNBo5syFj5ubm6enpYWFhXV1dDQ0Nx48fH/zosrKy1NXVJb/WF198ce7cua1bt7a3t9fV1Qk8FiUlpYMHD+KcvwJCQ0PfvHmzf//+rq4u/rr1CCEjIyM6nT64EKfYZ42WnJzc6dOn582bx+Fwjh496uPjY2ZmJskbOjs7X7t2zd/fv6WlpaWlJTMzU6CDi4tLamqqVH4jAAAAAABARHL8hS/Mzc0JghhtXqYhaWhoXL16dfHixRMnTlRTUzMxMVFSUiJf1dXVvXPnTnZ2Ns7dRKFQdHV1bWxsQkNDa2pqQkND5eXlif8L1yZvbm7W0NAwNTUNDAy8fPkyXiQmikmTJpmYmPj5+eXk5Pz666/jFaVgvr6+DQ0NX3/99ZIlSwwNDSkUio6Ozrx587y8vHJzcx8+fDhnzhxR3ufq1avfffed8BVTvr6+9fX1mzdvnjp1Kq49QhCEiorKZ599dv/+/V27dg1XxXLfvn3p6ekmJibkWaqqqitXriwoKPjoo4+Gu5x4Zw3W0NCAGwUFBYNftbCw2LZtG0JoYGAgLCxM8lTOjo6OTCZz27Zt06ZN4x/5xx9/fPny5cuXL0urzCgAAAAAABARkZ+f/+mnn+IfzM3NHz9+PHfuXP593kwmEyfzdXNzs7S0lMGYampqTE1NRelpZWVFo9EGb4h//fo1+cmS/wb/m7S2tk6dOpXD4TQ1NZFb4YcUHR0dGRk5eKf4jBkzLl26NFw6AVmelZOT4+bmxn8jTCYTZ6/mz9A1dtra2jZv3oyTpAnQ0NCIiYkRWEwIRqXsSrXwDrbrr0p+lakBEk2sgT87nTl7xnsIYKyUa0MNq9HhuYz3CP5DSf+o5G/y36T/1U7J30RyI/67jET4p7nojCz+zkZe+sVkMvEO75kzZ8omUCFpamqSqauw/v7+1tZWBoOBC4CUl5fb29vn5OSQuZv+Or777jtRJpSSk5P37t2L205OTgsWLOjs7Lx06VJ9fX1jY6OzszODwRgc58jyLIRQW1ubgoKCVBaGiaG/v9/Jyam8vBwhpKSktGrVKlNTUzabXVxcXF5ezmKxQkNDeTxeaGjouAwPAAAAAOCvSdZ1VEZl6tSpiYmJg4/zeLy7d++Gh4dXVFT09PS4urpWVlaKsg/7v8ajR48iIyNH7NbS0rJ9+3aEkIKCAp1Od3H5n9g3JibGx8fnhx9+aGlp2b17d0ZGxnidxeVyGxoazp496+bmJi8vPy4PMykpCUcpRkZGOMMBPs7j8c6ePbthwwaE0K5duzw9PXV0dMZlhAAAAAAAf0Fyf8ZlUQRBLFmypLi4+LPPPkMI9fb2BgcH829U0NHRIXPR/hlvcEg8Hq+pqSk3N5dKpS5YsIA/M+9wjh8/3tvbixDauXMnGTkghJSUlFJTU/Hkxvfff//ixYvxOqu0tNTQ0FBRUfHYsWPj9WC//fZb3EhJSSGjFIQQQRDr16/38vJCCHV1deXk5IzXCAEAAAAA/oJkXfBRilRUVM6fP49zMRUUFJD5dv9bOTs7z5gxw8nJKSUl5d27dyP25/F4uMwiQmjdunUCr6qpqXl7eyOEuFzu5cuXx+UshNBHH33U0tLyyy+/CN9mM3Z4PB6u8aKiorJ48eLBHcjczbgbAAAAAACQDWGByo4dOwiCIMtcBAYG4gRc9fX1Aj0LCwupVOrs2bNVVVW1tLSsrKw2bdo03Ae7xYsXk4XMu7q6IiIiZsyYQRDErVu3Rjt6PT298PBw3Bao3oivIvDxd+nSpQRB4O/78UqkOXPmqKioaGpq2tjYpKWlkdMy165dc3Fx0dPTo1AoxsbGHh4eQxaSRwjxeLybN296enpaWlqqq6tra2vPnz/f39//0SMpb/7jr9goihcvXjCZTISQqanpkOviVq1ahRu5ubnjchZCSFVVFVelFN2bN28sLS3xn+L27dslT/mF30FRUVFOboj/O5AVgURPMQcAAAAAACQn6R6Vnp6eoKCg77//nv/I27dv79+/f+rUqY0bNx4/flxBYeirsNlsJyenkpISSQbg4+ODK/Hl5eWJflZZWZmrq+vvv/+Of+zt7S0pKSkpKbl3715SUlJYWBh/yREmk8lkMrOzs69evbpixQqBW3B2dsapk0nt7e3l5eXnzp2LiIiQsBwhv4sXL/JXsvfy8iLLEQ6JjKyWL18+ZAcbGxsVFZWenp7Hjx+Py1liaG9vX7ZsWUVFBUIoPDw8Pj5+uPTKIiIIwsTE5NGjR2w2+9GjRxYWFgIdCgsLcePDDz+U5EIAAAAAAGBUhM2o7Nq1q7q6mpypiI6Orq6urq6unjZtGj7C4XBWrVqFoxQKheLm5rZ3797t27fb29vjDqdOnfLw8BjyO28ejxccHExGKdOmTZs4caIYNzB79mxtbW2EUF1dHS7rPqKmpiZnZ+eWlhZfX9+UlJSkpCS81wUhRKPRFi9eTKPRNDQ0duzYkZGRERsba2BggG82JCSE/2t1Dofz5Zdf4ihFXV09MDDw4MGDe/fuXbZsGe4QExNz6dIlaf2q1NXVdfjw16UZ0rNnz3Bj6tSpQ3ZQUFDAsxkvX74kd7zI8qzRYrFYy5cvf/DgAUJoy5Ytx44dkzBKwTZv3owbVCr17du3/C/9/PPPOGTV1NT86quvJL8WAAAAAAAQkbAZlcmTJ0+ePJlc6KWvry9QiDA+Ph7PY9jZ2aWnpxsaGpIv3b5929/fv7m5OScnJzMzc+3atQJvnpeXx2KxFi1aFBsba21tPWHCBPFugCAIMzMz/LV3XV2dKOuIKisrlZSUbt68SSY1DgkJ8fb2vnDhAkKopKRkzpw5N27cmDFjBn6VSqWampq2trY2NDTU19cbGRmR73Pjxg2E0Mcff5yfn6+pqUleIj09PTAwECF05syZL774Ygx/gcNra2vDDS0treH6aGlp4d9va2vrzJkzZXzWqLDZbEdHR5yea9OmTcePH5dKlIIQolKpDx8+TEpKKisrMzExCQgIMDU17ejoKCoqwhtv1NTULl++rKGhIZXLAQAAAAAAUYi/mb63t/fo0aMIoenTp9PpdP4oBSHk4OCQlZWFF/0fPHhw8OksFsvIyCg/P9/Ozk7sKAUjPxwLfB0uxJ49e/hLrxAEsWPHDvLH1NRUMkrB7x8UFITb5NQBQoicDtq6dSt/lIIQ8vf319fXl5eXr6iokHwThXjIivVCggc8GcXfWZZnia6zs9PJyam0tBQhFBYWlpCQIK0oBSFEEERiYmJycjJC6PXr13FxcUFBQdu2bcNRirGxcWVl5ZD77AEAAAAAwNgRP1C5ffv269evEUJbtmwhP4Pys7W1xRmTnj59+urVq8EdIiMjKRSK5PegpqaGG11dXSKeEhAQIHCEzEtrZma2aNEigVdNTExwo6+vjzxI1v14+fKlQH+CIH777beBgYFXr17xf6Q2NzcnRLNv3z4JHwtOFowQErKmjnyJXI4ly7NE1NXVRe5lCg4OTkxMHDJKkeTZ3rhxIzY2dsirP3/+fN++fS0tLRL+OgAAAAAAwKiIv5me3EGurKxcUFAwZB/y+/WKiorBdccFNqaLjfyGftKkSaL0V1FRGbz0iJzVmTt37uBThpzzWbBgAW5ERUU1NzcHBgZaW1tL8Zt+CZFjFhK/dXR04AYZMcryLFF0d3cLpCuQ+hPOzMz09fXlcrkTJkz4+9//7ubmZmJiwmazq6qqjhw5UlBQkJmZef/+/fz8/ClTpkj30gAAAAAAYDjiBypNTU24Qe5FFoL8kPq/F1ZQ0NXVlco9tLe344bA+qvhKCsrC/mwS6ajHdEnn3wSERERExMzMDCQnJycnJxsZGRkb29va2u7fPlyvAVfwPXr10XMMizivQihqqoq8HyEPDpyVkqWZ4kiMTFxYGAAIUShUPr6+s6ePRsQEGBjYyOtZ9vU1BQQEMDlcpWVlUtLS83NzfHxSZMmGRgYrFixYteuXXFxcTU1NSEhIdnZ2WL/OgAAAAAAwKiIH6iwWCzRO7PZbIEjurq6Q5atGC2yYB9CSGCfjAxER0fb29tHRkYyGAyEUG1tbW1tbVpaGkLIysoqPDzcx8eHPyji3/oy1sg4UEjwQO7qIee+ZHmWKHCUQqPROjo6du7ciRAKDQ1lMBiKiooCPcV7tidPnsRJn/fv309GKSSCIL755hs6nV5bW5uTk/P8+XP+0vUAAAAAAGDsiB8qkF+iP3v2jDeS4OBgwQtLI0pBCDGZTLxVhsxTLGMrVqwoKytrbGw8ffq0p6cnmZ+3vLzcz89vzZo147WZntxXM9z+Ci6Xi7N16enpkSmtZHmWiGg02vr168PDw3EgUVlZmZCQIK2nVFlZiRuff/75kB2UlJTs7OxwW+pFPAEAAAAAwHDEn1HR09PDjerq6nH8mvm7777DDQcHh/EaA0LIwMAgJCQkJCSEx+NVV1enpqampKSwWCw6nZ6RkeHj44O7vXjxQsTlSdra2hIujSPnB4YrhclgMPCWEv6ZBFmeJYrQ0ND169cjhBQVFZOTk3H2rf3793t5eQksrhPv2ZITg0ISW5N/6qKnlQMAAAAAABISP1BZuHDhyZMnEULFxcWurq5D9klPT6+vr1dUVIyIiJDWFAq/33///cSJE7g9eNJmrGVkZHR2dsrLy1OpVHJ9F67rEhcX5+DgsHLlSoRQUVERGai4urqKWJp97969hw4dkmR4RkZGhoaGL168ePDgQXNzM1mmk3Tt2jXccHJyGpezRMG/TszW1nbdunWpqand3d3h4eECxTTFe7bkDFhlZeUHH3wwZP+KigrcGHxfAAAAAABgjIgfPDg6OiorKyOEEhISGhsbB3dgMplUKjUqKorBYIxFlNLd3e3t7Y13vyxdutTKykp2jw0hhFB6ejr+vr+qqmrwq2SGKNGTJksXQRAeHh64ff78eYFXBwYGcJ0QOTk5d3f3cTlLDLGxsTh0odPpZPAjCbKcTkJCApfLHdyhsrIyPz8fIUShUGxtbSW/IgAAAAAAEMUo4ofW1lb+H7W1tfEkRm9vr7u7e01NDf+rzc3Nrq6uHA4HIUSlUqU7aC6Xm5eXZ2Njc+fOHYSQqqrqmTNnZP/s5s2bhxu7d+/GG7JJfX19UVFRuG1tbU0er6qqGnE/DybhdAq2bds2HEweOHCA3IyBEOLxePv27cNJCHx8fASSEMjyLBaLlfsfohSC1NHROXLkCG5v2rSJvySLeM927dq1eBnYrVu3Nm7c2NnZyX+50tJSDw8PXDxnw4YNQqrEAAAAAAAA6Rp56ReZrjctLU1LS2vChAmurq64Ykl0dPStW7eePHly//59S0vLlStXmpubUyiUJ0+eXLx4EX+827p1q7Ozs3iDa25uDgkJ4T/y/v37trY2BoNBVpBUVVW9cuXKrFmzZP/sfH194+LiuFzuTz/9ZGxs7O7urq+vz+Fw6uvrs7OzcVxnYGDg7+8v+7FhU6ZMiY+PDwsL6+zstLW1DQ0NtbKy6ujoyMrKun37NkJo2rRphw8fHsezampqyMVgz58/nz179og3FRgYmJqaWlxcXF9ff+jQoejoaEkekbq6elpa2urVqzkcTnJyMp1Od3BwMDY2bm9vr6qqwnMpCCELC4sDBw6M068RAAAAAOCvaORAxcLCQkNDg8Vi1dTU4CmUuro6HKioqqoWFBSsWbOmsLCwr6+PTqfT6XTyRHl5+Y0bN8bHx4s9OBaLRaPRhHSYP38+jUYjZzZkzNzcPD09PSwsrKurq6Gh4fjx44MfXVZWlrq6+rgMDwsNDX3z5s3+/fu7urqOHj3K/5KRkRGdTh9ciFPGZ42WnJzc6dOn582bx+Fwjh496uPjY2ZmJskbOjs7X7t2zd/fv6WlpaWlJTMzU6CDi4tLamrq+P4eAQAAAAD+akZe+qWhoXH16tXFixdPnDhRTU3NxMRESUmJfFVXV/fOnTvZ2dk4CxOFQtHV1bWxsQkNDa2pqTlx4oTUd6dMmjTJxMTEz88vJyfn119/Ha8oBfP19W1oaPj666+XLFliaGhIoVB0dHTmzZvn5eWVm5v78OHDOXPmjOPwsH379t27d2/dunWzZs2iUCiamprW1tZHjx598ODBRx999Ec4a7QsLCy2bduGEBoYGAgLC5M8AbSjoyOTyTx16tSKFSumTJmiqKiopqb24YcfBgUF3blz5/Lly9IqTgoAAAAAAERECHzIq6+vH9Uyqt27d+P1PP39/WRq2gULFpDJmszNzR8/fjx37twhd5zLTE1Njamp6XCvqqur6+vrL1y40N3d3dnZWV5efnCf4W7wz2vr1q04Z9rkyZOfPHkivAoNk8nESajXrFmDd8YP5+LFi+TG+hkzZtTV1Y0YrObk5Li5uTU1NU2fPl3gcpJnPxPRwMDA+fPnf/zxRwaD0dbWpq6uPmvWrNWrV69fv/6/OEqZ/+8RosdybSmUjuG5jNAhTlWiFAtY4hYp74UDfy46c/aM9xDAWJHKf4hkY8T/3I2IuCqjYUh+IVGuoqR/VHiH/lc7JX+TP5HojmIZXGVHN13yN5H8sYvyyx2R+OmJBXR0dJCbDfLz8z/99FMhnZlMJq5/4ubmZmlpKa0xiI3NZrPZ7JqamvT0dCsrKxqNNjiH2Khu8M+ltbV1+/bt//73v6Xybt9++y3ZbmxsLCoqIgsmDqetrU1BQUEqC8PE8+zZsy+++II/u/Hr169fv35dVlZ2/Pjxc+fOjTarMgAAAAAAkNCwgcqkSZN8fX1HPH/RokViXJXJZOKkWDNnzpRxoKKpqfm3v/2N/0h/f39rayuDwWhubkYIlZeX29vb5+TkkIlr/wrOnTv31VdfrVixQsL3efPmzfXr1/mPZGRkCAlUuFxuQ0PD2bNn3dzchpzIkoH6+v/P3t/HQ539j+P/Y5DJRUsu0/UmXsK2SvyKaPskEomi7C5JaJFN27u2vMq3Vb2UcEtWMXUj266uNiaVXV1RWbyqUdEFaVxni0qjXORiZn5/nPf7+Z73YIyZMbbXPu5/Hc/nec6c55nZ9nnmnPN41Nra2r5+/RoAdHR0HB0dzczMampq8vPzq6qqXr9+vWLFiry8PMm+6gghhBBCSDIDDlR0dXWTkpJGunmyN378+H7vi8/n37p1Kzw8vLS0tKOjw83NraysTJwgVP8xvvnmm0ePHkkZgffs2bMkUvPChQtJyKxff/01MTFRcF+ToDt37sybN8/W1vbgwYMjctd8Pn/t2rVklEI2zVMLvbq6unbu3BkXF/fhw4eQkJB79+4NRzoghBBCCCHUL5k9eOno6FB5Kj7GZVE0Gm3BggVFRUULFy4EgM7OzqCgIMENPB/7DYowdepUAKivr//nP/8p5UuRFX0AsGvXLmtrawBoaWnJzc0dqP5nn33W1NT0xx9/ULtT5KywsJBk45kyZcrp06cFt6PQ6fTY2Fh3d3cAKC0tlUl+SYQQQgghJCb8hfj/UFVVPXXqFAlEe+PGjbt37450i+Rh//79Y8eOBYDDhw//8ccfEr9OVVVVUVERAEyZMsXOzu7LL78kxzMyMga6RE1NTU9PbwTv/cKFC6Swbds2NTW1fjuHFDIzM0ewnQghhBBCfzeyHKjMnz+fRqOJ/ml8y5YtNBqN2prs7+9Po9FoNFptba1QzYKCgsDAwOnTp6upqWlpaVlaWoaFhZEE5wO9NQk21dbWFhERMXnyZBqNdu3ataHehb6+fnh4OCkLJbzv9wYdHBxoNJqrqysANDU1bdu2zcTERFVVdezYsTY2NsePH6emZXJyclxdXfX19el0upGRkaen50CR0Ph8/pUrV7y8vCwsLDQ0NLS1tefMmePn5/fw4bBEPtHX1ydJYPh8fkBAwIcPHyR7HWpAsmbNGgUFBS8vLxqNBgAXLlx49+6drFr75s0bCwsL8rXZvHmzlLGJy8vLSWHWrFn9VjA2NiZZg6jkjwghhBBCSA7+ijMqHR0dX375pb29fWpqalVVVUdHx9u3b+/du3f48GEzM7OwsLDe3t6Brm1tbXV0dNy/f39DQ4PEDfDx8SEFKh6xOO7evWthYXHgwIGnT592dnZyOJzi4uJ169aFhITweLzg4GBXV9ecnJzm5ubu7m42m52ZmWlhYdF3WVRra6udnZ2Tk9O5c+dKS0vfvXvX0tJSUlJy4sSJmTNnSr86q1++vr5OTk4AUFlZKVkKdj6fT637ImEYJkyYsGDBAgD48OGDYCZQabS0tCxevLi0tBQAwsPD4+PjyVhIYhwOhxQGis5MDU3r6+vb2tpkchcIIYQQQmhQCs+fP5fn+33//ffl5eXUTEV0dHR5eXl5efmECRPIES6Xu2zZstOnTwMAnU53d3ffsWPH5s2b7e3tSYXDhw97enr2+zs6n88PCgoqLi4mf06YMEGyreHTp08nj601NTXNzc3iXNLQ0ODi4tLU1OTr65uamnrkyBGy1wUAGAzG/PnzGQyGpqbmli1bMjIyYmJiJk2aRG42ODiYy+VSr8PlclevXl1YWAgAGhoa/v7+e/bs2bFjx+LFi0mFffv2ZWVlyfxzodFoDAaDrH06cODA/fv3h/oKd+7cefbsGQDY2NiQFCgA4O3tTQrUGEYaHA7H0dGRtG3jxo0HDx6UcpQCAGTNGwCw2ex+K/T09FCn+s77IYQQQgihYaJ0/fp1Pz8/ub2fnp6enp4e9cBnYGAglLs9Pj6ezGPY2dmlp6dPmzaNOkWa2tjYmJ2dffLkya+//lroxfPy8jgczrx582JiYqysrEaPHi1ZI2k0mqmpaUFBAQDU1NSIs4mirKxMWVn5ypUrVFDj4OBgb2/vs2fPAkBxcbGJicnly5cnT55MzgYGBs6YMaO5ubmurq62ttbQ0JB6ncuXLwPA559/np+fTz1GA0B6erq/vz8AHD16dMWKFTL/aKZMmbJv376NGzdyudyAgIDbt2+PGjVK/Mup9CmCX6eVK1eSGbC8vLwXL15IkymltbXVycmppKQEAMLCwhISEqQfpQDArFmzLl68CABXrlzpN1lKbm5ud3c3Kb9//176d0QIIYQQQuJQIKto+qqqqqKJpKQks2SRlM7OztjYWACYOHEik8kUHKUAwKJFi86cOUNCxO7Zs6fv5RwOx9DQMD8/387OTuJRCkElnn/79q2Yl2zfvl0w9QqNRtuyZQv1Z1paGjVKIa8fEBBAypWVldRxajpo06ZNgqMUAPDz8zMwMFBUVCwtLZVyY8ZAQkNDSbaQ+/fvx8XFiX9hT08PNQnm5eVFHdfR0SFzQTwej1SQzPv3752dne/cuUMamZiYKJNRCgBQrU1KSnrw4IHQ2ZcvX4aEhFB/4tIvhBBCCCG5UaB+Lf4ruH79OslosXHjxn73DNja2pKtFE+fPn3x4kXfCpGRkXQ6XfqWqKurk4L4z6Zr164VOkKtgDI1Ne2bLtDY2JgUurq6qINU0sO+S/JoNNqff/7Z29v74sULwcd0c3Nzmnh27twp+hYUFRVTU1NJzpOoqKinT5+Kee+5ublv3rwBgOXLlwuNr6jVXyJif4nW1tbm7OxMhnBBQUFJSUn9jlIk6wdzc3Oyo6a3t9fGxiYmJubhw4ft7e2PHz/+8ccfTU1NSRpQQiZfLYQQQgghJI4BZ0XGjBkjlMFdyHAkvyN7MwBARUXlxo0b/dah5jpKS0v7LiWSPrc60d7eTgok4tOgVFVVSTYSQdSsjpmZWd9L+p3zIblHACAqKqqxsdHf39/KykpWswfimDFjRmRkZGRkZFdXV0BAwK1bt8T5oKktKGvWrBE65e7uTqfTu7q6SkpKnj59+o9//GNI7Wlvb3dxcaG+GAAg895ITk6urq4uLCzs7Ozcvn379u3bBc9aW1urq6uT5YjU8BUhhBBCCA23AQcqenp6KSkpcm4NFarr22+/HbRy34i3SkpKggn7pNHS0kIKQvMDA1FRURHxAK2qqirm+86aNSsiImLfvn29vb0pKSkpKSmGhob29va2traOjo5kC76Q3377TcxpMTHv5fvvvz979uzDhw8LCwuTk5M3bNggun5rayvJRqKgoPDw4UMq4C9l/PjxNTU1AJCRkTHUkGJJSUkkyBsZ7Rw7dmzt2rU2NjYy7Ac1NbXr169HR0cfPHhQcBeKkpJScHBwdHQ0mcQDAE1NzSE1HiGEEEIISUz2+0ykQcWKFUdra6vQEV1dXZnM8/D5fCphi9A+GTmIjo62t7ePjIxksVgAUFVVVVVVdfz4cQCwtLQMDw/38fERHBQJbn2RCWVl5dTU1Llz5/J4vO3bt7u6uk6ZMkVE/czMTJJ6hcfjRUREiKh58uTJqKioIU2JkFEKg8F49+7d1q1bASAkJITFYvXd6C9NP9Dp9KioqIiIiMLCwqqqqu7ubgMDg4ULF5LpO7LIUFlZWeZdjRBCCCGEBvLXyqNCpQavrKzkDyYoKEj4ZmS0Go3NZpOtMlScYjlbsmTJ3bt36+vrk5OTvby8xo8fT46XlJSsWbNm5cqVw7SZnmJlZbV582YAaGtrCw4OFv12VLyvQVVVVd2+fXuojWEwGOvXrw8PDzc3NweAsrKyxMTE4bjr0aNHL1q0aP369WFhYStXriSjlJ6eHjJQMTY2Ho4AEgghhBBCqF9/rQcvfX19UigvL6d2ossfteNi0aJFI9gbkyZNCg4OJuOE8vLytLS01NRUDofDZDIzMjKorJTV1dViLnnS1tYWf2lcVFQUk8msqqrKzc39+eef+11tBQANDQ1kN5GqqmpzczM11BSyevVqEqn5l19+mTt3rvidEBISsn79egAYNWpUSkrK/PnzAWDXrl2rVq0SWgg3TP1w5coVEu2AJK9ECCGEEELy8deaUaEeYYuKigaqk56e/sMPP/zrX//i8XjD0YaXL18eOnSIlPtO2gy3jIyMlJSUY8eOCU5ikLwucXFxJ0+eJEcEN5e7ubnNEA91X+JQVVU9duwYKW/atKmpqWmgBpOCu7v7QKMUAFi9ejUpnDlzpqenR/xmULETAMDW1nbdunUA0N7eHh4eLlRTsn6orKycOnXq1KlTQ0ND+20ANV/k7u4u4YeKEEIIIYSG7q81UHFyclJRUQGAxMTE+vr6vhXYbHZgYGBUVBSLxRqOsGPt7e3e3t5k94uDg4OlpaWceyA9PZ3MITx69Kjv2XHjxpGCfBJ6LFy4kAzV3r5923dgAAB8Pp+afRIdI87Z2XnMmDEA8Pr166tXr0rcpJiYGDJ0YTKZOTk50t+jkZERl8utq6s7ceIEWe8n6NmzZ+fPnyfVvvjiCxn2LUIIIYQQEm2EByrNzc2Cf2pra5Mn487OTg8Pj4qKCsGzjY2Nbm5uXC4XAAIDA2XbEh6Pl5eXZ2Njc/PmTQBQU1M7evSo/Dtk9uzZpLBt2zahmYeurq6oqChStrKyoo4/evRo0P08xN69e4fangMHDpAdMiQlvJAHDx48fvwYALS0tEhix4GoqKgsX76clAUTqnA4nNz/QYWEFkFHR+fAgQOkHBYW1tHRIWU/0Gg0kvOxvb39q6++EgwlV1NTs3z5crLua8+ePbhBBSGEEEJInkbm2YsK13v8+HEtLa3Ro0e7ubmRjCXR0dHXrl178uTJvXv3LCwsli5dam5uTqfTnzx5kpmZSZ4aN23a5OLiItlbNzY2BgcHCx7p6el59eoVi8WiMkiqqaldvHjx008/lX/P+Pr6xsXF8Xi833//3cjIyMPDw8DAgMvl1tbWnj9/nozrJk2a5OfnJ5/2aGpqHjlyZKBVT9R0ipeXF0kTKYK3tzepf/78+ba2NpKTpKKiwtnZmVR49uzZ9OnTB22Sv79/WlpaUVFRbW3t3r17o6OjpbzH3bt35+TkVFZWXr161cTExN3dfdy4cU+fPs3KyiLRzIKCglatWiWfDkcIIYQQQsTIDFRmzpypqanJ4XAqKirIFEpNTQ0ZqKipqd24cWPlypUFBQVdXV1MJpPJZFIXKioqbtiwIT4+XuK35nA4DAZDRIU5c+YwGAxqZkPOzM3N09PTQ0ND29ra6urqEhIS+nbdmTNnNDQ05Nak5cuXr1q1imyFF9Tb20vtmRG97otYvHgx+dA7Ojqys7O//vprydqjoKCQnJw8e/ZsLpcbGxvr4+NjamoqzQ2qq6tnZWV5enpWVFS8ePEiOTlZ8OzGjRtjY2PlmXMTIYQQQgjBSC390tTUvHTp0vz588eMGaOurm5sbCz4e7yuru7NmzfPnz9PIjvR6XRdXV0bG5uQkJCKiopDhw7JfHfKJ598YmxsvGbNmuzs7H//+98jNUohfH196+rqfvjhhwULFkybNo1Op+vo6MyePXvVqlW5ubkPHjwwMTGRc5MSExMFN7UTeXl5L1++BICJEyeSYFyiKSsrr1y5kpQFV39JYObMmd999x0A9Pb2hoaGSh+s2czMrLS0ND4+3sHBwcDAQEVFxcjIKCAgoLi4+NChQ4NOFiGEEEIIIZkb/Hfibdu27d+/HwC6u7vz8vLIQWtra+rJ1dzc/PHjx2ZmZv3u/5abioqKGTNmDHRWQ0PDwMBg7ty5Hh4eLi4uioqKfesMdIP/YS5dusThcDw8PEQE6SJKSkpSUlLy8/MbGxtVVVWnTZvm6en5zTffiE7QLsFV2dnZ7u7uDQ0NEydOJEfYbDaJT71jxw4JttZIoLe399SpU+fOnWOxWK9evdLQ0Pj000+XL1++fv168WMZf3SUDWJFV+h+sVX6dwk60iK6wn21wUM/z2q/KbrC1YZiGfcO+qjomGwf6SZ8ZFh+D0VXGPTfB5kQ5x8Z2qXB7sVVHpPecy7JIIPZoE0V510GfRFLGPxFBu1Vvqv0tzv4v//iOBY6yPOYfL6rfpEB0r/IT3tS5dBUmfy/Wz69OqghLP169+4dtZ0gPz9fdBAkNptNNiS4u7tbWFiM9G1Ca2tra2trRUVFenq6paUlg8HoG9FrSDf4kWpubnZ3d+dyuQ0NDaIHKtHR0ZGRkVQM6A8fPrS0tLBYrCNHjmRlZQ0UD02yq169eqWkpGRgYDBS3VJZWblixQoSGIB4/fr169ev7969m5CQcOLECeqLgRBCCCGE5ENpw4YNomvMmzdPgtdls9kkRNXUqVPlPFAZO3as0JaJ7u7u5uZmFovV2NgIACUlJfb29tnZ2Q4ODvJs2F/BL7/8QsKmiZaSkrJjxw5SdnZ2tra2fv/+fVZWVm1tbX19vYuLC4vFomY/pLmKx+PV1dUdO3bM3d2932kuOaitrbW1tSWxiXV0dBwdHc3MzGpqavLz86uqql6/fr1ixYq8vDzJ/kNACCGEEEKSUUpKShrpNsjY+PHj+70pPp9/69at8PDw0tLSjo4ONze3srIyccJM/cd4+PBhZGTkoNWampo2b94MAEpKSkwm09X1v2d/9+3b5+Pj8+uvvzY1NW3btk1on4lkV925c2fevHm2trYHDx4ckT7h8/lr164loxRXV9e0tDRqoVdXV9fOnTvj4uI+fPgQEhJy79694UjdgxBCCCGE+jWEBy8dHR0qE8XHuCyKRqMtWLCgqKho4cKFANDZ2RkUFCS4D/tjv8F+8fn8hoaG3NzcwMBAa2trwcQjA0lISOjs7ASArVu3UuMNAFBWVk5LSyNTIqdPn66urpb+qs8++6ypqemPP/7oOz8jH4WFhSRzzpQpU06fPi24HYVOp8fGxpLQzKWlpTLJL4kQQgghhMT0t/uFWFVV9dSpUyS8740bN+7evTvSLRpeLi4ukydPdnZ2Tk1NJVlBROPz+efOnSPldevWCZ1VV1f39vYGAB6Pd+HCBSmvAgA1NTU9Pb0R7B+qPdu2bet30w6JJAEAmZmZI9hOhBBCCKG/m6ENVObPn0+j0UT/+L1lyxYajUZtPvb396fRaDQarba2VqhmQUFBYGDg9OnT1dTUtLS0LC0tw8LCnjx5IuKtPT09AaCtrS0iImLy5Mk0Gu3atWtDvWd9ff3w8HBSFko/3+8NOjg40Gg0MktA1i+ZmJioqqqOHTvWxsbm+PHj1LRMTk6Oq6urvr4+nU43MjLy9PQcKBIan8+/cuWKl5eXhYWFhoaGtrb2nDlz/Pz8Hj4cJAzLUHV3dw+pfnV1NZvNBoAZM2b0uy5u2bJlpJCbmyvlVZJ58+aNhYUF+VJt3rxZytjE5eXlpDBr1qx+KxgbG5MMP/n5+VK2HCGEEEIIiW9kEj52dHQEBAScPn1a8Mjbt2/v3bt3+PDhDRs2JCQkKCn137bW1lZnZ+fiYqlCkfr4+OzevRsAqHjE4rh7966bmxtJHgIAnZ2dxcXFxcXFt2/fPnLkSGhoqGAqSTabzWazz58/f+nSpSVLlgjdgouLS2FhoeDBlpaWkpKSEydORERESJ9tnZKZmdnT00P9uWrVKtEP3NTIytHRsd8KNjY2qqqqHR0dgjGyJLtKAi0tLYsXLy4tLQWA8PDw+Ph4KVMxcjgcUtDW1u63Ahm4PnnypL6+vq2tTV1dXZq3QwghhBBCYpL9QOX7778PDAwsKChYv349AERHR3t4eADAhAkTSAUul7ts2TIyQqDT6c7OzmZmZp2dnSwW69atWwBw+PDh58+fM5nMvs+gfD4/KCiIGqVMmDBhzJgxEjRy+vTp2trab968qampaW5uFmf1UUNDg4uLy+vXr319fb/44ouurq5ff/2VPPQzGIyysrLi4mJNTc3AwMBZs2Y9f/48KSmpoaGBy+UGBwdXVVVRIa24XO7q1avJKEVDQ2PFihXTpk378OHDnTt3rl69CgD79u2bM2fOihUrZPJxCOWwHzR3YWVlJSmMHz++3wpKSkp6enq1tbXPnz/v6OhQVVWV+Kqh4nA4jo6O9+/fB4CNGzcePHhQ+oTxY8eOJQUqc4uQnp4eMlkEALW1tebm5lK+I0IIIYQQEofsByp6enrkkZT8aWBgIJRJPT4+noxS7Ozs0tPTp02bRp26fv26n59fY2Njdnb2yZMnv/76a6EXz8vL43A48+bNi4mJsbKyGj16tGSNpNFopqamBQUFAFBTUyPOQKWsrExZWfnKlStUUOPg4GBvb++zZ88CQHFxsYmJyeXLlydPnkzOBgYGzpgxo7m5ua6urra21tDQkHqdy5cvA8Dnn3+en59PPSgDQHp6ur+/PwAcPXpUVgOVoXr16hUpiMh3qaWlRT7f5ubmqVOnSnzVkLS2tjo5OZWUlABAWFhYQkKC9KMUAJg1a9bFixcB4MqVK/0mS8nNzaWWz71//14GXYwQQgghhMSgQBvYQIuvpNHZ2RkbGwsAEydOZDKZgqMUAFi0aNGZM2dIENg9e/b0vZzD4RgaGubn59vZ2Uk8SiGoR+q3b9+Kecn27dsFU6/QaLQtW7ZQf6alpVGjFPL6AQH/ncSUmnAAAGo6aNOmTYKjFADw8/MzMDBQVFQsLS2VcuuFxNrb24X6py9qlRRVWbKrxPf+/XtnZ+c7d+4AQGhoaGJiokxGKQDg5eVFCklJSQ8ePBA6+/Lly5CQEOrPtrY2mbwpQgghhBAalLyjfl2/fp3krNi4cWO/uwJsbW2dnJwA4OnTpy9evOhbITIykk6nS98SarOB+E+fa9euFTpCLRYyNTXtmxDQ2NiYFLq6uqiD1Bqw58+fC9Wn0Wh//vlnb2/vixcvBB/Ezc3NaeLZuXOnlN1CQgwDgIg1ddQpKtixZFeJqa2tjdqVFBQUlJSU1O8oRbJeMjc39/X1BYDe3l4bG5uYmJiHDx+2t7c/fvz4xx9/NDU1JUlCCZl88RBCCCGEkDiUvvnmm4HODUd6O2oHuYqKyo0bN/qtQ/0qX1paamBgIHRWaGO6xKjf9UlMp0Gpqqr2XbBEzeqYmZn1vaTfOR9ra2tSiIqKamxs9Pf3t7KyktX8gPSoNosYv717944UqAd3ya4SR3t7u1DgAZn3VXJycnV1dWFhYWdn5/bt27dv3y541traWl1dnSxWxJ30CCGEEEJyo5SSkiLP92toaCCFb7/9dtDK1KPt/zZXSUkwJZ80WlpaSEFo/dVAVFRURDwii787fNasWREREfv27evt7U1JSUlJSTE0NLS3t7e1tXV0dJw0aVLfS3777TcxowyLeS8iULlEqP4R0XXUg7tkV4kjKSmpt7cXAOh0eldX17Fjx9auXWtjYyPDXlJTU7t+/Xp0dPTBgwcFd6EoKSkFBwdHR0eTKT4A0NTUlLJ7EUIIIYSQmOQdnpiKBiuO1tZWoSO6uroymefh8/lUwhahfTJyEB0dbW9vHxkZyWKxAKCqqqqqqur48eMAYGlpGR4e7uPjIzgoEtz6MtyocaCIIQe1q4ea+5LsKnGQUQqDwXj37t3WrVsBICQkhMVijRo1SqimNL1Ep9OjoqIiIiIKCwurqqq6u7sNDAwWLlxImkqWICorK8vzg0AIIYQQ+puT90CF+um9srKy32iwoslqNRqbzSZbZUicYjl3AgAsWbJkyZIlDQ0NOTk5eXl5hYWFf/75JwCUlJSsWbOGyWRmZmaOyHowal9NU1NTvxV4PB6J8aWvr0/NMEh2lZgYDMb69et7enp++umnR48elZWVJSYm/td//ZfM73306NGLFi1atGiR4MGenh4yUDE2Nh6O8BIIIYQQQqhf8n7w0tfXJ4Xy8nIJBiqy8ssvv5CC0FOpnE2aNCk4ODg4OJjP55eXl6elpaWmpnI4HCaTmZGR4ePjQ6pVV1eLuahJW1tbyqVxVJ6QgVJhslgsshFFMKOIZFeJIyQkhCTkGTVqVEpKyvz58wFg165dq1atElomN0y9dOXKFRILYcGCBdJ0LEIIIYQQGhJ5D1Tmzp37448/AkBRUZGbm1u/ddLT02tra0eNGhURETEcG/pfvnx56NAhUg4KCpJzD2RkZLx//15RUTEwMJCaMyF5XeLi4hYtWrR06VIAKCwspAYqbm5uYiZ037Fjx969e6VpnqGh4bRp06qrq+/fv9/Y2Eil6aTk5OSQgmDWEcmuEofgOjFbW9t169alpaW1t7eHh4dnZWUJ1pSslyorKx0dHQFg6dKlR44c6Vv5559/JgV3d3dpOhYhhBBCCA2JvMMTOzk5qaioAEBiYmJ9fX3fCmw2OzAwMCoqisViDccopb293dvbm+x+cXBwsLS0lHMPpKenk1mCR48e9T07btw4UhiplB00Gs3T05OUT506JXS2t7f33LlzAKCgoODh4SHlVRKIiYkhQxcmk0kNfqRhZGTE5XLr6upOnDhBVgMKevbs2fnz50m1L774QpYdjRBCCCGERBr2gUpzc7Pgn9ra2mQSo7Oz08PDo6KiQvBsY2Ojm5sbl8sFgMDAQNm2hMfj5eXl2djY3Lx5EwDU1NSOHj063Lff1+zZs0lh27ZtPT09gqe6urqioqJI2crKijr+6NEjvniknE4hvvvuOzKY3L17d1lZGXWcz+fv3LmTBCHw8fERCkIg2VUcDif3f4iTCFJHR+fAgQOkHBYWJpiSRbJeotFoJOdje3v7V199JRhorqamZvny5WTd1549e3CDCkIIIYSQPA3XsxcVrvf48eNaWlqjR492c3MjGUuio6OvXbv25MmTe/fuWVhYLF261NzcnE6nP3nyJDMzkzwXbtq0ycXFRbK3bmxsDA4OFjzS09Pz6tUrFotFZZBUU1O7ePHip59+KpdO/j98fX3j4uJ4PN7vv/9uZGTk4eFhYGDA5XJra2vPnz9PxnWTJk3y8/OTf9uIcePGxcfHh4aGvn//3tbWNiQkxNLS8t27d2fOnLl+/ToATJgwYf/+/TK5qqKigloM9uzZs+nTpw/aPH9//7S0tKKiotra2r1790ZHR0t5v7t3787JyamsrLx69aqJiYm7u/u4ceOePn2alZX14cMHAAgKClq1atVIfRwIIYQQQn9PwzVQmTlzpqamJofDqaioIFMoNTU1ZKCipqZ248aNlStXFhQUdHV1MZlMJpNJXaioqLhhw4b4+HiJ35rD4TAYDBEV5syZw2AwqJkNOTM3N09PTw8NDW1ra6urq0tISOjbdWfOnNHQ0BiR5hEhISFv3rzZtWtXW1tbbGys4ClDQ0Mmk9k3EafEVw2VgoJCcnLy7NmzuVxubGysj4+PqampNC+orq6elZXl6elZUVHx4sWL5ORkwbMbN26MjY3962TkRAghhBD6mxAeqNTW1g46z9DY2Eg9t23bto0U+Hx+bm4uKVtbW2tpaV26dGn79u1FRUU8Hk9ZWVlZWZl6BV1d3Zs3b164cOHkyZPFxcXNzc2ffPKJkZHR559/vnnzZnF+Vh8qdXV1atcHi8US2pqioaFhYGAwd+5cEWlAAEDoBiVujK+vr4uLy48//pifn9/Q0NDY2DhmzJjJkydPnz593bp1jo6O8nks3rRpEwkqoKen9+TJE6EwzTt37lyyZElycnJ+fv6ff/45evRosrHH3Nz8s88+G+g1d+7cqaysTH0rFBQULC0tV61a9c0334wZM0b8ttXV1ZHCjRs3+p6dOXPmd999FxcX19vbGxoamp+fL2WPmZmZlZSUBAUFXb16taWlhcvlKioqamlprVixgtyRHD6OETFz/wnRFe5edJXF++iLPs3yeyj9e0yNkFWvIPS3MOenz0RXmLlfvBeSjlj/yNBmDHIvl/jyaKssyKSpKUfeiK5wLHTwF7nDLxdd4e7FQV7BerDPBQBksog/6EiL6Ap+kQGyeB956H6xVcqbBYBjoZI/goqv8Ogg/21aLRv8CyA9GcyokE3hr1+/pkK+5ufnf/HFF7a2tgUFBebm5o8fPzYyMho/fjx1CZvNJgGCIyIiLCwsxHmXP/74Q3QFExMTPn/A//4rKipmzBiwQ1tbW1tbW8mGGUtLS6EJmWvXrvV7gwAwevRoEW/q7e3t7e3d7yktLa1du3bt2rVL+v4fEmqsJai5uXnz5s0//fST0PE5c+akpqaSMpvNJuGkB92qUVRURJV5PF58fLydnd1AlefOncvn87Ozs93d3UePHk0dnzJlCikMtIU9NjZWaNJGGpWVlStWrBAMGsblcl+9esVgMDIzM0+cODHUYGUIIYQQQkhKAz50fvLJJ76+voNeP2/ePAnelc1mk13jU6dOFXOgIitjx4796quvBI90d3c3NzezWKzGxkYAKCkpsbe3z87OdnBwkGfDRtaJEye+/PLLJUuWSPk6b968+e233wSPZGRkiBioEK9evVJSUpLJwjAJ1NbW2trakpBfOjo6jo6OZmZmNTU1+fn5VVVVr1+/XrFiRV5enmRfdYQQQgghJJkBByq6urpJSUkj3TzZGz9+fL/3xefzb926FR4eXlpa2tHR4ebmVlZWNhyL0P6yvvnmm0ePHg1pgVZfZ8+eJaHMFi5cmJ+fDwC//vprYmLiQKuneDxeXV3dsWPH3N3dFRUV5X/XfD5/7dq1ZJTi6uqalpZGzZt1dXXt3LkzLi7uw4cPISEh9+7dG4542QghhBBCqF8ye/DS0dGhwr9+jBknaDTaggULioqKFi5cCACdnZ1BQUGCy7o+9hsUYerUqQBQX1//z3/+U8qXIiv6AGDXrl3W1tYA0NLS0u96M+LOnTvTpk0bNWrUwYMHR+TeCwsLSbjqKVOmnD59WjBjPZ1Oj42NJXkeS0tLZZK2BSGEEEIIiQl/If4/VFVVT506RSJu3bhx4+7duyPdInnYv3//2LFjAeDw4cOD7gUSoaqqimxQmTJlip2d3ZdffkmOZ2RkDHTJZ5991tTU9Mcff0ycOHFE7v3ChQuksG3bNjU1tX47hxQyMzNHpIUIIYQQQn9PshyozJ8/n0ajiX7i3LJlC41Go7Ym+/v702g0Go1WW1srVLOgoCAwMHD69OlqampaWlqWlpZhYWEkb+BAb02So7e1tUVEREyePJlGo5F98EOir68fHh5OykIZIfu9QQcHBxqN5urqCgBNTU3btm0zMTFRVVUdO3asjY3N8ePHqWmZnJwcV1dXfX19Op1uZGTk6enZb3J6AODz+VeuXPHy8rKwsNDQ0NDW1p4zZ46fn9/DhzIIjtTvLZMoyXw+PyAggCQPkQA1IFmzZo2CgoKXlxcJxnXhwgXBRIqC1NTU9PT0hvQub968sbCwIF+bzZs3iwhmII7y8v8OezJr1qx+KxgbG5Ow2mQlG0IIIYQQko+/4oxKR0fHl19+aW9vn5qaWlVV1dHR8fbt23v37h0+fNjMzCwsLKy3t3ega1tbWx0dHffv39/Q0CBxA3x8fEghLy9P/Kvu3r1rYWFx4MCBp0+fdnZ2cjic4uLidevWhYSE8Hi84OBgV1fXnJyc5ubm7u5uNpudmZlpYWHRd1lUa2urnZ2dk5PTuXPnSktL371719LSUlJScuLEiZkzZ0q/Oqtfvr6+Tk5OAFBZWbl7924JXoHP51PrvkgYhgkTJixYsAAAPnz4IJgqRxotLS2LFy8uLS0FgPDw8Pj4eCkDE3M4HFIQis5MoYam9fX1VIRrhBBCCCE03BSeP38uz/f7/vvvy8vLqZmK6Ojo8vLy8vLyCRMmkCNcLnfZsmWnT58GADqd7u7uvmPHjs2bN9vb25MKhw8f9vT07Pd3dD6fHxQUVFxcTP6cMGGCZFvDp0+fTh5ba2pqSKr4QTU0NLi4uDQ1Nfn6+qamph45coTsdQEABoMxf/58BoOhqam5ZcuWjIyMmJiYSZMmkZsNDg7mcrnU63C53NWrVxcWFgKAhoaGv7//nj17duzYsXjxYlJh3759WVlZMv9caDQag8Ega58OHDhw//79ob7CnTt3nj17BgA2NjYkkDEAUNGZqTGMNDgcjqOjI2nbxo0bDx48KH3CGbLmDQDYbHa/FXp6eqhTfef9EEIIIYTQMFG6fv26n5+f3N5PT09PT0+PeuAzMDAwMTERrBAfH0/mMezs7NLT06dNm0adIk1tbGzMzs4+efLk119/LfTieXl5HA5n3rx5MTExVlZWgnk5hoRGo5mamhYUFABATU2NOGuTysrKlJWVr1y5QgU1Dg4O9vb2Pnv2LAAUFxebmJhcvnx58uTJ5GxgYOCMGTOam5vr6upqa2sNDQ2p17l8+TIAfP755/n5+dRjNACkp6f7+/sDwNGjR1esWCHzj2bKlCn79u3buHEjl8sNCAi4ffv2qFGjxL/8559/JgXBr9PKlSvJDFheXt6LFy+kCUDc2trq5ORUUlICAGFhYQkJCTJJizlr1qyLFy8CwJUrV/pNlpKbm9vd3U3K79+/l/4dEUIIIYSQOBTIKpq+qqqqaCINmvhPAp2dnSSL38SJE5lMpuAoBQAWLVp05swZEiJ2z549fS/ncDiGhob5+fl2dnYSj1IIKvH827dvxbxk+/btgqlXaDTali1bqD/T0tKoUQp5/YCA/06kWllZSR2npoM2bdokOEoBAD8/PwMDA0VFxdLSUik3ZgwkNDSUZAu5f/9+XFyc+Bf29PRQk2BeXl7UcR0dHTIXxOPxSAXJvH//3tnZ+c6dO6SRiYmJMhmlAADV2qSkpAcPHgidffnyZUhICPUnLv1CCCGEEJIbBerX4r+C69evk4wWGzdu7HfPgK2tLdlK8fTp0xcvXvStEBkZSafTpW+Juro6KYj/bLp27VqhI9QKKFNT077pAo2NjUmhq6uLOkjlEum7JI9Go/3555+9vb0vXrwQfEw3NzeniWfnzp2ib0FRUTE1NZXkPImKinr69KmY956bm/vmzRsAWL58udD4ilr9JSL2l2htbW3Ozs5kCBcUFJSUlNTvKEWyfjA3Nyc7anp7e21sbGJiYh4+fNje3v748eMff/zR1NSUpAElZPLVQgghhBBC4hhwVmTMmDFCGdyFDEfyO7I3AwBUVFRu3LjRbx1qrqO0tLTvUiLpc6sT7e3tpEAiPg1KVVWVZCMRRM3qmJmZ9b2k3zkfknsEAKKiohobG/39/a2srGQ1eyCOGTNmREZGRkZGdnV1BQQE3Lp1S5wPmtqCsmbNGqFT7u7udDq9q6urpKTk6dOn//jHP4bUnvb2dhcXF+qLAQAy743k5OTq6urCwsLOzs7t27dv375d8Ky1tbW6ujpZjkgNXxFCCCGE0HAbcKCip6eXkpIi59ZQobq+/fbbQSv3jXirpKQkmLBPGi0tLaQgND8wEBUVFREP0KqqqmK+76xZsyIiIvbt29fb25uSkpKSkmJoaGhvb29ra+vo6Ei24Av57bffxJwWE/Nevv/++7Nnzz58+LCwsDA5OXnDhg2i67e2tpJsJAoKCg8fPqQC/lLGjx9fU1MDABkZGUMNKZaUlESCvJHRzrFjx9auXWtjYyPDflBTU7t+/Xp0dPTBgwcFd6EoKSkFBwdHR0eTSTwA0NTUHFLjEUIIIYSQxGS/z0QaVKxYcbS2tgod0dXVlck8D5/PpxK2CO2TkYPo6Gh7e/vIyEgWiwUAVVVVVVVVx48fBwBLS8vw8HAfHx/BQZHg1heZUFZWTk1NnTt3Lo/H2759u6ur65QpU0TUz8zMJKlXeDxeRESEiJonT56Miooa0pQIGaUwGIx3795t3boVAEJCQlgsVt+N/tL0A51Oj4qKioiIKCwsrKqq6u7uNjAwWLhwIZm+I4sMlZWVZd7VCCGEEEJoIH+tPCpUavDKykr+YIKCgoRvRkar0dhsNtkqQ8UplrMlS5bcvXu3vr4+OTnZy8tr/Pjx5HhJScmaNWtWrlw5TJvpKVZWVps3bwaAtra24OBg0W9HxfsaVFVV1e3bt4faGAaDsX79+vDwcHNzcwAoKytLTEwcjrsePXr0okWL1q9fHxYWtnLlSjJK6enpIQMVY2Pj4QgggRBCCCGE+vXXevDS19cnhfLycmonuvxROy4WLVo0gr0xadKk4OBgMk4oLy9PS0tLTU3lcDhMJjMjI4PKSlldXS3mkidtbW3xl8ZFRUUxmcyqqqrc3Nyff/6539VWANDQ0EB2E6mqqjY3N1NDTSGrV68mkZp/+eWXuXPnit8JISEh69evB4BRo0alpKTMnz8fAHbt2rVq1SqhhXDD1A9Xrlwh0Q5I8kqEEEIIISQff60ZFeoRtqioaKA66enpP/zww7/+9S8ejzccbXj58uWhQ4dIue+kzXDLyMhISUk5duyY4CQGyesSFxd38uRJckRwc7mbm9sM8VD3JQ5VVdVjx46R8qZNm5qamgZqMCm4u7sPNEoBgNWrV5PCmTNnenp6xG8GFTsBAGxtbdetWwcA7e3t4eHhQjUl64fKysqpU6dOnTo1NDS03wZQ80Xu7u4SfqgIIYQQQmjo/loDFScnJxUVFQBITEysr6/vW4HNZgcGBkZFRbFYrOEIO9be3u7t7U12vzg4OFhaWsq5B9LT08kcwqNHj/qeHTduHCnIJ6HHwoULyVDt7du3fQcGAMDn86nZJ9Ex4pydnceMGQMAr18DmG4eAACAAElEQVS/vnr1qsRNiomJIUMXJpOZk5Mj/T0aGRlxudy6uroTJ06Q9X6Cnj17dv78eVLtiy++kGHfIoQQQggh0UZ4oNLc3Cz4p7a2Nnky7uzs9PDwqKioEDzb2Njo5ubG5XIBIDAwULYt4fF4eXl5NjY2N2/eBAA1NbWjR4/Kv0Nmz55NCtu2bROaeejq6oqKiiJlKysr6vijR48G3c9D7N27d6jtOXDgANkhQ1LCC3nw4MHjx48BQEtLiyR2HIiKisry5ctJWTChCofDyf0fVEhoEXR0dA4cOEDKYWFhHR0dUvYDjUYjOR/b29u/+uorwVByNTU1y5cvJ+u+9uzZgxtUEEIIIYTkaWSevahwvcePH9fS0ho9erSbmxvJWBIdHX3t2rUnT57cu3fPwsJi6dKl5ubmdDr9yZMnmZmZ5Klx06ZNLi4ukr11Y2NjcHCw4JGenp5Xr16xWCwqg6SamtrFixc//fRT+feMr69vXFwcj8f7/fffjYyMPDw8DAwMuFxubW3t+fPnybhu0qRJfn5+8mmPpqbmkSNHBlr1RE2neHl5kTSRInh7e5P658+fb2trIzlJKioqnJ2dSYVnz55Nnz590Cb5+/unpaUVFRXV1tbu3bs3OjpaynvcvXt3Tk5OZWXl1atXTUxM3N3dx40b9/Tp06ysLBLNLCgoaNWqVfLpcIQQQgghRIzMQGXmzJmampocDqeiooJModTU1JCBipqa2o0bN1auXFlQUNDV1cVkMplMJnWhoqLihg0b4uPjJX5rDofDYDBEVJgzZw6DwaBmNuTM3Nw8PT09NDS0ra2trq4uISGhb9edOXNGQ0NDbk1avnz5qlWryFZ4Qb29vdSeGdHrvojFixeTD72joyM7O/vrr7+WrD0KCgrJycmzZ8/mcrmxsbE+Pj6mpqbS3KC6unpWVpanp2dFRcWLFy+Sk5MFz27cuDE2NlaeOTcRQgghhBCM1NIvTU3NS5cuzZ8/f8yYMerq6sbGxoK/x+vq6t68efP8+fMkshOdTtfV1bWxsQkJCamoqDh06JDMd6d88sknxsbGa9asyc7O/ve//z1SoxTC19e3rq7uhx9+WLBgwbRp0+h0uo6OzuzZs1etWpWbm/vgwQMTExM5NykxMVFwUzuRl5f38uVLAJg4cSIJxiWasrLyypUrSVlw9ZcEZs6c+d133wFAb29vaGio9MGazczMSktL4+PjHRwcDAwMVFRUjIyMAgICiouLDx06NOhkEUIIIYQQkjma0ENebW3tkJY8bdu2bf/+/QDQ3d2dl5dHDlpbW1PPtebm5o8fPzYzM+t3d7jcVFRUzJgxY6CzGhoaBgYGc+fO9fDwcHFxUVRU7FtnoBv8eG3atInEv9LT03vy5InojDFsNpsEjF65cuW5c+dE1MzMzPT09CTlyZMn19TUDDqwzM7Odnd3b2homDhxotDb7dixQ4KtNRLo7e09derUuXPnWCzWq1evNDQ0Pv300+XLl69fv178WMYfnTk/fSa6wuuK/dK/S+0+CRdqDsnUCBkEV0AfLx2T7SPdBDRcZPIPkfTE+adM+n+IxPkms/weSn878vk38yP6D3PQXh30/5h/HTL5hvxF7ldmS7/evXtHbTbIz88XHSKJzWaT7Qru7u4WFhYj3QnQ2tra2tpaUVGRnp5uaWnJYDD6xvsa0g1+XJqbmzdv3vzTTz/J5NUE8z/W19cXFhba2dmJvuTVq1dKSkoGBgYj1QOVlZUrVqwggQGI169fv379+u7duwkJCSdOnKA+eoQQQgghJB8DDlQ++eQTX1/fQa+fN2+eBO/KZrNJAKupU6fKeaAyduxYoQ0V3d3dzc3NLBarsbERAEpKSuzt7bOzsx0cHOTZsJF14sSJL7/8csmSJVK+zps3b3777TfBIxkZGSIGKjwer66u7tixY+7u7v1OZMlBbW2tra0tiU2so6Pj6OhoZmZWU1OTn59fVVX1+vXrFStW5OXlSfZVRwghhBBCkhlwoKKrq5uUlDTSzZO98ePH93tffD7/1q1b4eHhpaWlHR0dbm5uZWVl4gSh+o/xzTffPHr0iGQ7kdjZs2dJVOWFCxfm5+cDwK+//pqYmDjQNo87d+7MmzfP1tb24MGDI3LXfD5/7dq1ZJTi6uqalpZGLfTq6urauXNnXFzchw8fQkJC7t27NxypexBCCCGEUL9k9uClo6ND5an4GJdF0Wi0BQsWFBUVLVy4EAA6OzuDgoIEN/B87DcowtSpUwGgvr7+n//8p5QvRQUs3rVrl7W1NQC0tLTk5uYOVP+zzz5ramr6448/qN0pclZYWEgy50yZMuX06dOC21HodHpsbCwJzVxaWiqT/JIIIYQQQkhM+Avx/6Gqqnrq1CkS/PfGjRt3794d6RbJw/79+8eOHQsAhw8f/uOPPyR+naqqqqKiIgCYMmWKnZ3dl19+SY6LiPGlpqamp6c3gvd+4cIFUti2bZuamlq/nUMKmZmZI9hOhBBCCKG/G1kOVObPn0+j0UT/NL5lyxYajUZtTfb396fRaDQarba2VqhmQUFBYGDg9OnT1dTUtLS0LC0tw8LCnjx5IuKtSbCptra2iIiIyZMn02i0a9euDfUu9PX1w8PDSVkoOX2/N+jg4ECj0VxdXQGgqalp27ZtJiYmqqqqY8eOtbGxOX78ODUtk5OT4+rqqq+vT6fTjYyMPD09B4qExufzr1y54uXlZWFhoaGhoa2tPWfOHD8/v4cPZRDGod9bJglb+Hx+QEAAyXIoAWpAsmbNGgUFBS8vL5J+5MKFC4IZ36X05s0bCwsL8rXZvHmzlLGJy8vLSWHWrFn9VjA2NiYZfshKNoQQQgghJB9/xRmVjo6OL7/80t7ePjU1taqqqqOj4+3bt/fu3Tt8+LCZmVlYWFhvb+9A17a2tjo6Ou7fv7+hoUHiBvj4+JACFY9YHHfv3rWwsDhw4MDTp087Ozs5HE5xcfG6detCQkJ4PF5wcLCrq2tOTk5zc3N3dzebzc7MzLSwsOi7LKq1tdXOzs7JyencuXOlpaXv3r1raWkpKSk5ceLEzJkzpV+d1S9fX18nJycAqKys3L17twSvwOfzqXVfJAzDhAkTFixYAAAfPnwQzNopjZaWlsWLF5eWlgJAeHh4fHy8lKkYORwOKQwUnZkamtbX17e1tcnkLhBCCCGE0KAUnj9/Ls/3+/7778vLy6mZiujo6PLy8vLy8gkTJpAjXC532bJlp0+fBgA6ne7u7r5jx47Nmzfb29uTCocPH/b09Oz3d3Q+nx8UFFRcXEz+nDBhgmRbw6dPn04eW2tqapqbm8W5pKGhwcXFpampydfXNzU19ciRI2SvCwAwGIz58+czGAxNTc0tW7ZkZGTExMRMmjSJ3GxwcDCXy6Veh8vlrl69urCwEAA0NDT8/f337NmzY8eOxYsXkwr79u3LysqS+edCo9EYDAZZ+3TgwIH79+8P9RXu3Lnz7NkzALCxsSEpUADA29ubFKgxjDQ4HI6joyNp28aNGw8ePCh9wniy5g0A2Gx2vxV6enqoU33n/RBCCCGE0DBRun79up+fn9zeT09PT09Pj3rgMzAwEMqzHh8fT+Yx7Ozs0tPTp02bRp0iTW1sbMzOzj558uTXX38t9OJ5eXkcDmfevHkxMTFWVlajR4+WrJE0Gs3U1LSgoAAAampqxNlEUVZWpqysfOXKFSqocXBwsLe399mzZwGguLjYxMTk8uXLkydPJmcDAwNnzJjR3NxcV1dXW1traGhIvc7ly5cB4PPPP8/Pz6ceowEgPT3d398fAI4ePbpixQqZfzRTpkzZt2/fxo0buVxuQEDA7du3R40aJf7lVPoUwa/TypUryQxYXl7eixcvpMmU0tra6uTkVFJSAgBhYWEJCQnSj1IAYNasWRcvXgSAK1eu9JssJTc3t7u7m5Tfv38v/TsihBBCCCFxKJBVNH1VVVXRRFJSklmySEpnZ2dsbCwATJw4kclkCo5SAGDRokVnzpwhIWL37NnT93IOh2NoaJifn29nZyfxKIWgEs+/fftWzEu2b98umHqFRqNt2bKF+jMtLY0apZDXDwgIIOXKykrqODUdtGnTJsFRCgD4+fkZGBgoKiqWlpZKuTFjIKGhoSRbyP379+Pi4sS/sKenh5oE8/Lyoo7r6OiQuSAej0cqSOb9+/fOzs537twhjUxMTJTJKAUAqNYmJSU9ePBA6OzLly9DQkKoP3HpF0IIIYSQ3ChQvxb/FVy/fp1ktNi4cWO/ewZsbW3JVoqnT5++ePGib4XIyEg6nS59S9TV1UlB/GfTtWvXCh2hVkCZmpr2TRdobGxMCl1dXdRBKulh3yV5NBrtzz//7O3tffHiheBjurm5OU08O3fuFH0LioqKqampJOdJVFTU06dPxbz33NzcN2/eAMDy5cuFxlfU6i8Rsb9Ea2trc3Z2JkO4oKCgpKSkfkcpkvWDubk52VHT29trY2MTExPz8OHD9vb2x48f//jjj6ampiQNKCGTrxZCCCGEEBLHgLMiY8aMEcrgLmQ4kt+RvRkAoKKicuPGjX7rUHMdpaWlfZcSSZ9bnWhvbycFEvFpUKqqqiQbiSBqVsfMzKzvJf3O+ZDcIwAQFRXV2Njo7+9vZWUlq9kDccyYMSMyMjIyMrKrqysgIODWrVvifNDUFpQ1a9YInXJ3d6fT6V1dXSUlJU+fPv3HP/4xpPa0t7e7uLhQXwwAkHlvJCcnV1dXFxYWdnZ2bt++ffv27YJnra2t1dXVyXJEaviKEEIIIYSG24ADFT09vZSUFDm3hgrV9e233w5auW/EWyUlJcGEfdJoaWkhBaH5gYGoqKiIeIBWVVUV831nzZoVERGxb9++3t7elJSUlJQUQ0NDe3t7W1tbR0dHsgVfyG+//SbmtJiY9/L999+fPXv24cOHhYWFycnJGzZsEF2/tbWVZCNRUFB4+PAhFfCXMn78+JqaGgDIyMgYakixpKQkEuSNjHaOHTu2du1aGxsbGfaDmpra9evXo6OjDx48KLgLRUlJKTg4ODo6mkziAYCmpuaQGo8QQgghhCQm+30m0qBixYqjtbVV6Iiurq5M5nn4fD6VsEVon4wcREdH29vbR0ZGslgsAKiqqqqqqjp+/DgAWFpahoeH+/j4CA6KBLe+yISysnJqaurcuXN5PN727dtdXV2nTJkion5mZiZJvcLj8SIiIkTUPHnyZFRU1JCmRMgohcFgvHv3buvWrQAQEhLCYrH6bvSXph/odHpUVFRERERhYWFVVVV3d7eBgcHChQvJ9B1ZZKisrCzzrkYIIYQQQgP5a+VRoVKDV1ZW8gcTFBQkfDMyWo3GZrPJVhkqTrGcLVmy5O7du/X19cnJyV5eXuPHjyfHS0pK1qxZs3LlymHaTE+xsrLavHkzALS1tQUHB4t+Oyre16Cqqqpu37491MYwGIz169eHh4ebm5sDQFlZWWJi4nDc9ejRoxctWrR+/fqwsLCVK1eSUUpPTw8ZqBgbGw9HAAmEEEIIIdSvv9aDl76+PimUl5dTO9Hlj9pxsWjRohHsjUmTJgUHB5NxQnl5eVpaWmpqKofDYTKZGRkZVFbK6upqMZc8aWtri780LioqislkVlVV5ebm/vzzz/2utgKAhoYGsptIVVW1ubmZGmoKWb16NYnU/Msvv8ydO1f8TggJCVm/fj0AjBo1KiUlZf78+QCwa9euVatWCS2EG6Z+uHLlCol2QJJXIoQQQggh+fhrzahQj7BFRUUD1UlPT//hhx/+9a9/8Xi84WjDy5cvDx06RMp9J22GW0ZGRkpKyrFjxwQnMUhel7i4uJMnT5IjgpvL3dzcZoiHui9xqKqqHjt2jJQ3bdrU1NQ0UINJwd3dfaBRCgCsXr2aFM6cOdPT0yN+M6jYCQBga2u7bt06AGhvbw8PDxeqKVk/VFZWTp06derUqaGhof02gJovcnd3l/BDRQghhBBCQ/fXGqg4OTmpqKgAQGJiYn19fd8KbDY7MDAwKiqKxWINR9ix9vZ2b29vsvvFwcHB0tJSzj2Qnp5O5hAePXrU9+y4ceNIQT4JPRYuXEiGam/fvu07MAAAPp9PzT6JjhHn7Ow8ZswYAHj9+vXVq1clblJMTAwZujCZzJycHOnv0cjIiMvl1tXVnThxgqz3E/Ts2bPz58+Tal988YUM+xYhhBBCCIk2wgOV5uZmwT+1tbXJk3FnZ6eHh0dFRYXg2cbGRjc3Ny6XCwCBgYGybQmPx8vLy7Oxsbl58yYAqKmpHT16VP4dMnv2bFLYtm2b0MxDV1dXVFQUKVtZWVHHHz16NOh+HmLv3r1Dbc+BAwfIDhmSEl7IgwcPHj9+DABaWlokseNAVFRUli9fTsqCCVU4HE7u/6BCQougo6Nz4MABUg4LC+vo6JCyH2g0Gsn52N7e/tVXXwmGkqupqVm+fDlZ97Vnzx7coIIQQgghJE8j8+xFhes9fvy4lpbW6NGj3dzcSMaS6Ojoa9euPXny5N69exYWFkuXLjU3N6fT6U+ePMnMzCRPjZs2bXJxcZHsrRsbG4ODgwWP9PT0vHr1isViURkk1dTULl68+Omnn8q/Z3x9fePi4ng83u+//25kZOTh4WFgYMDlcmtra8+fP0/GdZMmTfLz85NPezQ1NY8cOTLQqidqOsXLy4ukiRTB29ub1D9//nxbWxvJSVJRUeHs7EwqPHv2bPr06YM2yd/fPy0traioqLa2du/evdHR0VLe4+7du3NyciorK69evWpiYuLu7j5u3LinT59mZWWRaGZBQUGrVq2ST4cjhBBCCCFiZAYqM2fO1NTU5HA4FRUVZAqlpqaGDFTU1NRu3LixcuXKgoKCrq4uJpPJZDKpCxUVFTds2BAfHy/xW3M4HAaDIaLCnDlzGAwGNbMhZ+bm5unp6aGhoW1tbXV1dQkJCX277syZMxoaGnJr0vLly1etWkW2wgvq7e2l9syIXvdFLF68mHzoHR0d2dnZX3/9tWTtUVBQSE5Onj17NpfLjY2N9fHxMTU1leYG1dXVs7KyPD09KyoqXrx4kZycLHh248aNsbGx8sy5iRBCCCGEAEDh8OHDNAHUNEJVVRU5QiXq7u7uplbpUPkQAcDc3JxGo5HQsWLS1NS8dOnS/Pnzx4wZo66ubmxsLPh7vK6u7s2bN8+fP08iO9HpdF1dXRsbm5CQkIqKikOHDg20O6WxsZE2ACrje78++eQTY2NjHx+fXbt2RUVFNTc3C96gnPn6+tbV1f3www8LFiyYNm0anU7X0dGZPXv2qlWrcnNzHzx4YGJiIp+WlJSUBAUFTZ8+PTs7m3pSpxak5eXlvXz5EgAmTpxIgnEJXaWioqKtrW1lZRUTE8PhcJSVlVeuXEnqCK7+6lddXR0pkJBiQmbOnPndd98BQG9vb2hoqPTBms3MzEpKSr766itdXV1FRUUAUFRU1NXV/eabb3bu3DnoZBFCCCGEEJK5wX8n3rZt2/79+wHg9evXVFDX/Px8am+xubn548ePzczMBPd/s9lsss7H3d3dwsJCDndSUVExY8YMcWpaWloyGIy+G+UHusGP2nfffdd3WkZIQUGB4EiDiI6OjoyM7BtabfLkyVlZWQOFGZDsquzsbHd394aGhokTJ5IjbDabxKfesWOHBFtrhqqysnLFihVkv40QHR2dEydOUOvT/sMEHRlkQH4sVEu8VxKlvWSQmduxrvukf5fxa6WaWEMfOx2T7SPdhI8My++h6Apzfvrsr9AMACgR41kFCbKE4U22RojzuZiUKIqusOl286Av8tOeVDnczqDeXooQXUGc/5f5RQbIoamD/r970P8vgxgfTcL/T08O96K0YcMG0TXmzZsnweuy2Wyy83vq1KnyGahQxo4dK7QSqbu7u7m5mcViNTY2AkBJSYm9vX12draDg4M8GzYiKisrJbgqJSVlx44dpOzs7Gxtbf3+/fusrKza2tr6+noXFxcWi0UNKqS8CgBevXqlpKRkYGAwIl1UW1tra2tLQn7p6Og4OjqamZnV1NTk5+dXVVW9fv16xYoVeXl5kv2HgBBCCCGEJKOUlJQ00m2QsfHjx/d7U3w+/9atW+Hh4aWlpR0dHW5ubmVlZeLs3v6okYHKmDFjROy6Edrx0tTURNLSKykpMZlMV1dXcnzfvn0+Pj6//vprU1PTtm3bhJZvSXYVj8erq6s7duyYu7s7WXMlZ3w+f+3atWSU4urqmpaWRs2qdXV17dy5My4u7sOHDyEhIffu3RuOiNgIIYQQQqhfQ3jw0tHRoQK8fozLomg02oIFC4qKihYuXAgAnZ2dQUFBgtsbPvYb7Kunp6empgYAFi9efGNgn332f+b3ExISOjs7AWDr1q3UeAMAlJWV09LSyJTI6dOnq6urpb/qzp0706ZNGzVq1MGDB0ekiwoLC0lA6ilTppw+fVowYz2dTo+NjSURz0pLS2WStgUhhBBCCInpb/cLsaqq6qlTp8gcwo0bN+7evTvSLRpGNTU1JO2M+HGx+Hz+uXPnSJmkgRekrq7u7e0NADwe78KFC1JeBQCfffZZU1PTH3/80e+SMDmg2rNt2zY1NbW+FcgGLQDIzMwckRYihBBCCP09DW2gMn/+fBqNJvqZcsuWLTQajdp87O/vT+Ju1dbWCtUsKCgIDAycPn26mpqalpaWpaVlWFjYkydPRLy1p6cnALS1tUVEREyePJlGo127dm2o96yvr0/lWRfK6tjvDTo4ONBoNDJLQNYvmZiYqKqqjh071sbG5vjx49S0TE5Ojqurq76+Pp1ONzIy8vT07DfBPADw+fwrV654eXlZWFhoaGhoa2vPmTPHz8/v4cPBtxWK79mzZ6QgZpgBAKiurmaz2eSSftfFLVu2jBRyc3OlvAoA1NTU9PSGthnrzZs3FhYW5Eu1efNmKUN+lZeXk8KsWbP6rWBsbEwCZ+fn50vzRgghhBBCaEhGJo9KR0dHQEDA6dOnBY+8ffv23r17hw8f3rBhQ0JCwkCJwFtbW52dnYuLi6VpgI+Pz+7duwEgLy9P/Kvu3r3r5uZGYvICQGdnZ3FxcXFx8e3bt48cORIaGiqYoYXNZrPZ7PPnz1+6dGnJkiVCt+Di4lJYWCh4sKWlpaSk5MSJExEREdInMSSonfTiD1SokZWjo2O/FWxsbFRVVTs6OgRjZEl2lQRaWloWL15cWloKAOHh4fHx8VJmOOFwOKSgra3dbwUycH3y5El9fT2VpxIhhBBCCA032S/9+v7778vLy6mZiujo6PLy8vLy8gkTJpAjXC532bJlZJRCp9Pd3d137NixefNme3t7UuHw4cOenp79/lLO5/ODgoKoUcqECRPGjBkjQSOnT59OHkxrampIuvdBNTQ0uLi4NDU1+fr6pqamHjlyhOx1AQAGgzF//nwGg6Gpqblly5aMjIyYmJhJkyaRmw0ODibrr6jbX716NRmlaGho+Pv779mzZ8eOHYsXLyYV9u3bl5WVJZPPgsyokEftffv22dnZ6evrq6ioTJs2bc2aNdeuXevbydTYZvz48f2+ppKSEpkDef78eUdHhzRXDRWHw3F0dLx//z4AbNy48eDBg9LnYRw7diwpkBmhvnp6eqhTfWcFEUIIIYTQMJH9jIqenp6enh71SGdgYCCUoDA+Pp7MY9jZ2aWnp0+bNo06df36dT8/v8bGxuzs7JMnT/ZNXp6Xl8fhcObNmxcTE2NlZTV69GjJGkmj0UxNTQsKCgCgpqZGnNVHZWVlysrKV65coYIaBwcHe3t7k5TtxcXFJiYmly9fnjx5MjkbGBg4Y8aM5ubmurq62tpaQ0ND6nUuX74MAJ9//nl+fj71oAwA6enp/v7+AHD06NEVK1ZI/1mQ8YOSkpKZmdmrV6+o4zU1NTU1NT///LOrq+uJEycE20BV09IaMAi3lpYW+Xybm5unTp0q8VVD0tra6uTkVFJSAgBhYWEJCQkyyRY/a9asixcvAsCVK1f6TZaSm5vb3d1Nyu/fv5f+HRFCCCGEkDgUaAMbaPGVNDo7O2NjYwFg4sSJTCZTcJQCAIsWLTpz5gwJArtnz56+l3M4HENDw/z8fDs7O4lHKQT1SP327VsxL9m+fbtg6hUajbZlyxbqz7S0NGqUQl4/IOC/0/oIJjOhpoM2bdokOEIAAD8/PwMDA0VFxdLSUumzrVPv29PT8+rVq08//TQkJOT/+//+vzVr1lB76y9duuTs7Pzhwwfqkvb2dqH+6YtaJUVVluwq8b1//97Z2fnOnTsAEBoampiYKJNRCgB4eXmRQlJS0oMHD4TOvnz5MiQkhPqzra1NJm+KEEIIIYQGJe+oX9evXyc5KzZu3NjvrgBbW1snJycAePr06YsXL/pWiIyMpNPp0reE2mwg/tPn2rVrhY6Q7OkAYGpq2jchoLGxMSl0dXVRB6lsIc+fPxeqT6PR/vzzz97e3hcvXgg+iJubm9PEs3PnTuqqzs7OhoYGUo6KiqqsrDxy5EhUVNRPP/306NGj1NRUsmru9u3bZOhIXUUKItbUUaeoRVySXSWmtrY2aldSUFBQUlJSv6MUyXrJ3Nzc19cXAHp7e21sbGJiYh4+fNje3v748eMff/zR1NSUJAklZPLFQwghhBBC4lD65ptvBjo3HOntqB3kKioqN27c6LcO9at8aWlp32zlQhvTJUb9rk9iOg1KVVW174IlalbHzMys7yX9zvlYW1uTQlRUVGNjo7+/v5WVlazmBwR1dnbu2rULAExNTVetWiV4ikajrVu3jsvlrl+/HgAOHjwYERFBJtCoNosYv717944UqAd3ya4SR3t7u1DgAZn3VXJycnV1dWFhYWdn5/bt27dv3y541traWl1dnSxWxJ30CCGEEEJyo5SSkiLP96N+4//2228HrUw92v5vc5WUBFPySaOlpYUUhNZfDURFRUXEI7KqqqqY7ztr1qyIiIh9+/b19vampKSkpKQYGhra29vb2to6OjqSLfhCfvvtN2qbhGiC96KlpfXDDz+IqBwQEBAXF1dZWfn27du7d++SGSEqlwjVPyK6jnpwl+wqcSQlJfX29gIAnU7v6uo6duzY2rVrbWxsZNVLpPHXr1+Pjo4+ePCg4C4UJSWl4ODg6OhoMsUHAJqamuK3HCGEEEIISUPe4YmpaLDiaG1tFTqiq6srk3kePp9PJWwR2icjB9HR0fb29pGRkSwWCwCqqqqqqqqOHz8OAJaWluHh4T4+PoKDIsGtLzKkoKBgaWlJ9rFUV1eTgQo1DhQx5KB29VBzX5JdJQ4ySmEwGO/evdu6dSsAhISEsFisUaNGCdWUppfodHpUVFRERERhYWFVVVV3d7eBgcHChQtJU8kSRGVl5WH6IBBCCCGEUF/yHqhQP71XVlZSGzzEJ6vVaGw2m2yVoeIUy9mSJUuWLFnS0NCQk5OTl5dXWFj4559/AkBJScmaNWuYTGZmZuZwrAcTQg3SqH0j1L6apqamfi/h8Xgkxpe+vj41wyDZVWJiMBjr16/v6ekhu2vKysoSExP/67/+S+a9MXr06EWLFi1atEjwYE9PDxmoGBsbD0d4CYQQQggh1C95P3jp6+uTQnl5uQQDFVn55ZdfSEHoqVTOJk2aFBwcHBwczOfzy8vL09LSUlNTORwOk8nMyMjw8fEh1aqrq8Vc1KStrU1Nbjx//ry3t5dGo02ZMmWg+tROcSpAs7m5OSkMlAqTxWKRjShUTYmvEkdISAjZSDNq1KiUlJT58+cDwK5du1atWiW0TE6yXhrUlStXSCyEBQsWDKnlCCGEEEJIGvIeqMydO/fHH38EgKKiIjc3t37rpKen19bWjho1KiIiYjg29L98+fLQoUOkHBQUJOceyMjIeP/+vaKiYmBgIDVnQvK6xMXFLVq0aOnSpQBQWFhIDVTc3NzETOi+Y8eOvXv3kvKWLVvOnDkDAPfu3Zs1a1bfynw+nwrIa2lpSQqGhobTpk2rrq6+f/9+Y2MjlaaTkpOTQwqCWUcku0ocguvEbG1t161bl5aW1t7eHh4eLpQWU7JeqqysdHR0BIClS5ceOXKkb+Wff/6ZFNzd3YfUcoQQQgghJA15hyd2cnJSUVEBgMTExPr6+r4V2Gx2YGBgVFQUi8UajlFKe3u7t7c32f3i4OBAPaDLTXp6OpklePToUd+z48aNIwXpU3Z89dVXpLB///5+s7JkZWWRgYq1tfXEiRPJQRqN5unpScqnTp0SuqS3t/fcuXMAoKCg4OHhQR2X7CoJxMTEkKELk8mkBj/SMDIy4nK5dXV1J06cIKsBBT179uz8+fOk2hdffCH92yGEEEIIITEN+0ClublZ8E9tbW0yidHZ2enh4VFRUSF4trGx0c3NjcvlAkBgYKBsW8Lj8fLy8mxsbG7evAkAampqR48eHe7b72v27NmksG3btp6eHsFTXV1dUVFRpGxlZUUdf/ToEV881EQBACxZsoQs6Dp79mxkZKTgsig+n3/+/Png4GDy5+7duwWb8d1335HB5O7du8vKygSv2rlzJwlC4OPjIxSEQLKrOBxO7v8QJxGkjo7OgQMHSDksLEwwJYtkvUSj0UjOx/b29q+++kow0FxNTc3y5cvJuq89e/bgBhWEEEIIIXkarmcvKlzv8ePHtbS0Ro8e7ebmRjKWREdHX7t27cmTJ/fu3bOwsFi6dKm5uTmdTn/y5ElmZiZ5Lty0aZOLi4tkb93Y2Eg9ghMkNTuLxaIySKqpqV28ePHTTz+VSyf/H76+vnFxcTwe7/fffzcyMvLw8DAwMOByubW1tefPnyfjukmTJvn5+Un5RsrKysnJyStXrgSAf/3rXydPnnR0dBw/fnxjY+P9+/fv3r1Lqm3dupUKv0uMGzcuPj4+NDT0/fv3tra2ISEhlpaW7969O3PmzPXr1wFgwoQJ+/fvF3o7ya6qqKigFoM9e/Zs+vTpg96Xv79/WlpaUVFRbW3t3r17o6Ojpeyo3bt35+TkVFZWXr161cTExN3dfdy4cU+fPs3Kyvrw4QMABAUFCSWiQQghhBBCw224BiozZ87U1NTkcDgVFRVkCqWmpoYMVNTU1G7cuLFy5cqCgoKuri4mk8lkMqkLFRUVN2zYEB8fL/FbczgcBoMhosKcOXMYDAY1syFn5ubm6enpoaGhbW1tdXV1CQkJfbvuzJkzGhoa0r/XihUrTpw4sWnTppaWlpqaGqFuUVZW3rNnD4n5KyQkJOTNmze7du1qa2sTzFsPAIaGhkwms28iTomvGioFBYXk5OTZs2dzudzY2FgfHx9TU1NpXlBdXT0rK8vT07OiouLFixfJycmCZzdu3BgbGyuHCGwIIYQQQkjQcC390tTUvHTp0vz588eMGaOurm5sbKysrEyd1dXVvXnz5vnz50nsJjqdrqura2NjExISUlFRcejQIZnvTvnkk0+MjY3XrFmTnZ3973//e6RGKYSvr29dXd0PP/ywYMGCadOm0el0HR2d2bNnr1q1Kjc398GDByYmJjJ8r9ra2v379/+///f/pk2bpqysrKmpOXv27IiICDab/f333w/0CL5z587bt2+vW7fu008/pdPpY8eOtbKyio2NvX///meffTbQ20l21VDNnDnzu+++A4De3t7Q0NB+d+AMiZmZWWlpaXx8vIODg4GBgYqKipGRUUBAQHFx8aFDhwS/ugghhBBCSD6UWlpaqMBK5ubmjx8/NjMz63efNwD88ccffQ8OVNnW1ragoGCgN6bRaMuXL1++fHnfUxUVFTNmzOj3qsbGRk1NTQMDg7lz53p4eLi4uCgqKpJTJiYm1ANrd3c3FSfX2tpa/AyD/d7gtWvXBqo/evRoEU/J3t7e3t7e/Z7S0tLatWvXrl27xGxYvy5dusThcDw8PKjsNP0aM2aMg4MDm82uq6tT+B8aGhpjxowR/fo0Go1UptFoNBqNz+dzuVyyg0hWV82dO5fP52dnZ7u7u48ePVr8e4+NjRWatJGSgoKCrq6uqqoqjUbr7e19+/ZtWVnZ9evXDQ0NxY9l/NE5FjqE5JsIITQiLGGQX6NKQAaT3vJ5l7+bsa77BquSOtJtlOG9DO4j+t/uT3sG+WgSLsmjGUplZWWiwxmx2WySdcTd3d3CwkJe/TOg1tbW1tbWioqK9PR0S0tLBoPRN3LXu3fvqJ0P+fn5/5Hxmpqbm93d3blcbkNDg+iBSnR0dGRkJI/HI39++PChpaWFxWIdOXIkKytroLhn8rzq1atXSkpKMlkYJpnKysoVK1YIRjd+/fr169ev7969m5CQcOLEiaFGVUYIIYQQQlIafI8Km80moaimTp0q54HK2LFjqRi7RHd3d3NzM4vFIpkKS0pK7O3ts7OzHRwc5Nmwv4Jffvll0MkNAEhJSdmxYwcpOzs7W1tbv3//Pisrq7a2tr6+3sXFhcViUbGJ5X8Vj8erq6s7duyYu7s7NTkmZ7W1tba2tiQ2sY6OjqOjo5mZWU1NTX5+flVV1evXr1esWJGXlzdv3rwRaR5CCCGE0N/TXzri6vjx45OSkvoe5/P5t27dCg8PLy0t7ejocHNzKysrEydg1H+Mhw8fRkZGDlqtqalp8+bNAKCkpMRkMl1dXcnxffv2+fj4/Prrr01NTdu2bcvIyBipq+7cuTNv3jxbW9uDBw+OSE/y+fy1a9eSUYqrq2taWhq10Kurq2vnzp1xcXEfPnwICQm5d+/ecCT2QQghhBBC/VL4GJdF0Wi0BQsWFBUVLVy4EAA6OzuDgoIE94ro6OhQSTM+xhvsF5/Pb2hoyM3NDQwMtLa2FkwhMpCEhITOzk4A2Lp1KzVyAABlZeW0tDQyuXH69Onq6uqRuuqzzz5ramr6448/+s7PyEdhYSHJqzNlypTTp08Lbkeh0+mxsbEkIX1paalM8ksihBBCCCExfcS/EKuqqp46dYqE8b1x4waVGOQ/lYuLy+TJk52dnVNTU0l+D9H4fD7JBw8A69atEzqrrq5ONvrzeLwLFy6MyFUAoKamRrJSjhSqPdu2bet3qw+V+yUzM3ME24kQQggh9HcjaqCyZcsWGo1GbSP29/cncZxqa2uFahYUFAQGBk6fPl1NTU1LS8vS0jIsLIwkI+9r/vz5NBrN09MTANra2iIiIiZPnkyj0UQE1xqIvr5+eHg4KQulmSfvIvQ7vYODA41GI7/3k5VIJiYmqqqqY8eOtbGxOX78ODUtk5OT4+rqqq+vT6fTjYyMPD09Bwpuxufzr1y54uXlZWFhoaGhoa2tPWfOHD8/v4cPH8r2oxJMLS+O6upqNpsNADNmzOh3XdyyZctIITc3d0SuksybN28sLCzIV3Hz5s1SxiYuLy8nhVmzZvVbwdjYmOT/yc/Pl7LlCCGEEEJIfNLuUeno6AgICDh9+rTgkbdv3967d+/w4cMbNmxISEhQUur/XVpbW52dnYuLi6VpgI+Pz+7duwGAikcsjrt377q5ub18+ZL82dnZWVxcXFxcfPv27SNHjoSGhgrmRmSz2Ww2+/z585cuXVqyZInQLbi4uBQWFgoebGlpKSkpOXHiREREhPR50ymZmZk9PT3Un6tWrRL96EyNrBwdHfutYGNjo6qq2tHRIRjtSp5XSaClpWXx4sWlpaUAEB4eHh8fL2UqRg6HQwra2tr9ViDD3SdPntTX17e1tamrq0vzdgghhBBCSEyiBirff/99YGBgQUHB+vXrASA6OtrDwwMAJkyYQCpwudxly5aREQKdTnd2djYzM+vs7GSxWLdu3QKAw4cPP3/+nMlk9n2a5PP5QUFB1ChlwoQJg6b16Nf06dO1tbXfvHlTU1PT3NwszjqihoYGFxeX169f+/r6fvHFF11dXb/++it56GcwGGVlZcXFxZqamoGBgbNmzXr+/HlSUlJDQwOXyw0ODq6qqqKCU3G53NWrV5NRioaGxooVK6ZNm/bhw4c7d+5cvXoVAPbt2zdnzpwVK1bI5KMSylU/aBbCyspKUhg/fny/FZSUlPT09Gpra58/f97R0aGqqirnq4aKw+E4Ojrev38fADZu3Hjw4EHpE8aPHTuWFNhstpGRUd8KPT09ZLIIAGpra83NzaV8R4QQQgghJA5RAxU9PT3ycEn+NDAwEMqYHh8fT0YpdnZ26enp06ZNo05dv37dz8+vsbExOzv75MmTX3/9tdCL5+XlcTicefPmxcTEWFlZDSnZnyAajWZqakoyS9bU1IgzUCkrK1NWVr5y5QoV1Dg4ONjb2/vs2bMAUFxcbGJicvny5cmTJ5OzgYGBM2bMaG5urqurq62tNTQ0pF7n8uXLAPD555/n5+dTj7wAkJ6e7u/vDwBHjx6V1UBlqF69ekUKIvJdamlpkc+3ubl56tSpcr5qSFpbW52cnEpKSgAgLCwsISFB+lEKAMyaNevixYsAcOXKlX6TpeTm5lKL7t6/fy/9OyKEEEIIIXFIvpm+s7OTpAafOHEik8kUHKUAwKJFi86cOUPCue7Zs6fv5RwOx9DQMD8/387OTuJRCkE9HL99+1bMS7Zv3y6YeoVGo23ZsoX6My0tjRqlkNcPCAggZWrqAACo6aBNmzYJjlIAwM/Pz8DAQFFRsbS0VMpNFBJrb28X6p++qPVOVGV5XiW+9+/fOzs737lzBwBCQ0MTExNlMkoBAC8vL1JISkp68OCB0NmXL1+GhIRQf7a1tcnkTRFCCCGE0KAkH6hcv36dZJ/YuHFjv+v7bW1tnZycAODp06cvXrzoWyEyMpJOp0t/D9S2AfGfI9euXSt0hFr2Y2pq2je1n7GxMSl0dXVRB6k1YM+fPxeqT6PR/vzzz97e3hcvXgg+Upubm9PEs3PnTim7hQQLBgARa+qoU1SwY3leJaa2tjZqL1NQUFBSUlK/oxTJ+tbc3NzX1xcAent7bWxsYmJiHj582N7e/vjx4x9//NHU1JSkFiVk8nVFCCGEEELikHwzPbWDXEVF5caNG/3WoX5fLy0tNTAwEDortDFdYtQv9CQ606BUVVX7Lj2iZnXMzMz6XtLvnI+1tTUpREVFNTY2+vv7W1lZyeqXfulRbRYxfnv37h0pUI/g8rxKHO3t7ULhCmTew8nJydXV1YWFhZ2dndu3b9++fbvgWWtra3V1dbLEEXfSI4QQQgjJjeQDlYaGBlL49ttvB61MPaT+7xsrKQkm15NGS0sLKQitvxqIioqKiIdd8fd5z5o1KyIiYt++fb29vSkpKSkpKYaGhvb29ra2to6OjpMmTep7yW+//SZmlGEx70UEKisI1T8iuo56BJfnVeJISkrq7e0FADqd3tXVdezYsbVr19rY2Miwb9XU1K5fvx4dHX3w4EHBXShKSkrBwcHR0dFkYhAANDU1h/ghIIQQQgghCUk+UKHiuoqjtbVV6Iiuri7ZwSIlPp9PJWwR2icjB9HR0fb29pGRkSwWCwCqqqqqqqqOHz8OAJaWluHh4T4+PoKDIsGtL8ONGgeKGDxQu3qouS95XiUOMkphMBjv3r3bunUrAISEhLBYrFGjRgnVlKZv6XR6VFRUREREYWFhVVVVd3e3gYHBwoULSVPJwkVlZWV5fnwIIYQQQn9zkg9UqB/RKysr+43rKppMRikAwGazyVYZEqd4WDpJpCVLlixZsqShoSEnJycvL6+wsPDPP/8EgJKSkjVr1jCZzMzMzBFZD0btq2lqauq3Ao/HI9G69PX1qbkCeV4lJgaDsX79+p6enp9++unRo0dlZWWJiYn/9V//JfMeGz169KJFixYtWiR4sKenhwxUjI2NB8oIhBBCCCGEZE7yBy99fX1SKC8vl2CgIiu//PILKQg9X8rZpEmTgoODg4OD+Xx+eXl5Wlpaamoqh8NhMpkZGRk+Pj6kWnV1tZjLk7S1taVcGkdl/BgoFSaLxSJbSgRzg8jzKnGEhISQND6jRo1KSUmZP38+AOzatWvVqlVCi+uGqW+vXLlCIigsWLBgSC1HCCGEEELSkHygMnfu3B9//BEAioqK3Nzc+q2Tnp5eW1s7atSoiIgIWU2hCHr58uWhQ4dIOSgoSB4dJiAjI+P9+/eKioqBgYHUnAnJ6xIXF7do0aKlS5cCQGFhITVQcXNzEzM1+44dO/bu3StN8wwNDadNm1ZdXX3//v3GxkYqTSclJyeHFATzh8jzKnEIrhOztbVdt25dWlpae3t7eHh4VlaWYE3J+raystLR0REAli5deuTIkb6Vf/75Z1Jwd3eX5uNACCGEEEJDIvngwcnJSUVFBQASExPr6+v7VmCz2YGBgVFRUSwWazhGKe3t7d7e3mT3i4ODg6Wlpfy6DQAA0tPTye/9jx496nt23LhxpDBSyTdoNJqnpycpnzp1Suhsb2/vuXPnAEBBQcHDw2NErpJATEwMGbowmUxq8CMNIyMjLpdbV1d34sQJsoZQ0LNnz86fP0+qffHFF9K/HUIIIYQQEtMQxg/Nzc2Cf2pra5NJjM7OTg8Pj4qKCsGzjY2Nbm5uXC4XAAIDA2XbaB6Pl5eXZ2Njc/PmTQBQU1M7evSo/Ptu9uzZpLBt27aenh7BU11dXVFRUaRsZWVFHX/06BFfPFJOpxDfffcdGUzu3r27rKyMOs7n83fu3EmCEPj4+AgFIZDnVRwOJ/d/iJMIUkdH58CBA6QcFhYmmJJFsr6l0Wgk52N7e/tXX30lGJ6upqZm+fLlZN3Xnj17cIMKQgghhJA8Df7sRYXrPX78uJaW1ujRo93c3EjGkujo6GvXrj158uTevXsWFhZLly41Nzen0+lPnjzJzMwkT3ibNm1ycXGRrHGNjY3BwcGCR3p6el69esVisagMkmpqahcvXvz000/l33e+vr5xcXE8Hu/33383MjLy8PAwMDDgcrm1tbXnz58n47pJkyb5+fnJv23EuHHj4uPjQ0ND379/b2trGxISYmlp+e7duzNnzly/fh0AJkyYsH///hG8qqKigloM9uzZs+nTpw96U/7+/mlpaUVFRbW1tXv37o2Ojpayl3bv3p2Tk1NZWXn16lUTExN3d/dx48Y9ffo0Kyvrw4cPABAUFLRq1aoR+gwRQgghhP6mBh+ozJw5U1NTk8PhVFRUkCmUmpoaMlBRU1O7cePGypUrCwoKurq6mEwmk8mkLlRUVNywYUN8fLzEjeNwOAwGQ0SFOXPmMBgMamZDzszNzdPT00NDQ9va2urq6hISEvp23ZkzZzQ0NEakeURISMibN2927drV1tYWGxsreMrQ0JDJZPZNxCnnq4ZKQUEhOTl59uzZXC43NjbWx8fH1NRUmhdUV1fPysry9PSsqKh48eJFcnKy4NmNGzfGxsb+dfJ4IoQQQgj9TQy+9EtTU/PSpUvz588fM2aMurq6sbGxsrIydVZXV/fmzZvnz58nUZjodLqurq6NjU1ISEhFRcWhQ4dkvjvlk08+MTY2XrNmTXZ29r///e+RGqUQvr6+dXV1P/zww4IFC6ZNm0an03V0dGbPnr1q1arc3NwHDx6YmJiMYPOInTt33r59e926dZ9++imdTh87dqyVlVVsbOz9+/c/++yzv8JVQzVz5szvvvsOAHp7e0NDQ/l8vpQvaGZmVlpaGh8f7+DgYGBgoKKiYmRkFBAQUFxcfOjQIcEvPEIIIYQQko///Z1427ZtZGVOd3c3FWTW2tqaCrtkbm7++PFjMzOzfveOy01FRcWMGTMGOquhoWFgYDB37lwPDw8XFxdFRcW+dQa6wY/Xpk2bSPQzPT29J0+eiM4nw2azSTjplStXkj3uA8nMzKS2yE+ePLmmpkaCYSf1diLimGVnZ7u7uzc0NEycOFHmnXPp0iUOh+Ph4UFl/hlISUlJSkpKfn5+Y2OjqqrqtGnTPD09v/nmm//ghPRzfhpk9FiyVgb/sQ86kow1b5D+XQ4vK5P+RdDHS8dk+0g3AQ0Xht9IPnUMiSVI+8NZCchgAl+cZki/UkCcXwmVDWJFV+h+sVX6F/mI/EvbWw7vsvXRJOlfZNBvyKhxB0RXEOfDHVQ/S7/evXtHbRvIz88XHeyIzWaTTCbu7u4WFhbSN0hKra2tra2tFRUV6enplpaWDAajbzSwId3gx6W5uXnz5s0//fSTTF6NiswLAPX19YWFhXZ2dsPR7FevXikpKclkYVjfDnF3d+dyuQ0NDaIHKtHR0ZGRkTwej/z54cOHlpYWFot15MiRrKws+ceUQwghhBD6m1PasGEDKc2bN0+C69lsNglvNXXqVDkPVMaOHfvVV18JHunu7m5ubmaxWI2NjQBQUlJib2+fnZ3t4OAgz4aNrBMnTnz55ZdLliyR8nXevHnz22+/CR7JyMiQ+UCFx+PV1dUdO3bM3d293+kvKf3yyy8k9JxoKSkpO3bsIGVnZ2dra+v3799nZWXV1tbW19e7uLiwWKzhmO1BCCGEEEIDUUpKShrpNkho/Pjx/Taez+ffunUrPDy8tLS0o6PDzc2trKxMnHBS/zG++eabR48ejRkzRpoXOXv2LIm5vHDhwvz8fAD49ddfExMTZbth486dO/PmzbO1tT148KDM++Hhw4eRkZGDVmtqatq8eTMAKCkpMZlMV1dXcnzfvn0+Pj6//vprU1PTtm3bMjIyZN5ChBBCCCE0kH62HOjo6FAZJz7GZVE0Gm3BggVFRUULFy4EgM7OzqCgIMGVlB/7DYowdepUAKivr//nP/8p5UuRFX0AsGvXLmtrawBoaWnJzc2VbYM/++yzpqamP/74Q1bzFXw+v6GhITc3NzAw0NraWjDRykASEhI6OzsBYOvWrdQoBQCUlZXT0tJIw06fPl1dXS3be0cIIYQQQiLIPmH8X4SqquqpU6dIaOAbN27cvXt3pFskD/v37x87diwAHD58+I8//pD4daqqqoqKigBgypQpdnZ2X375JTku81kFNTU1PT09Gb6gi4vL5MmTnZ2dU1NTSRYU0fh8PhVRYN26dUJn1dXVvb29AYDH4124cEG2944QQgghhETof6Ayf/58Go0m+kfuLVu20Gg0ale6v78/jUaj0Wi1tbVCNQsKCgIDA6dPn66mpqalpWVpaRkWFkZSlQ/01iTYVFtbW0RExOTJk2k02rVr14Z6b/r6+uHh4aQslLq+3xt0cHCg0WjkN3Wy2sfExERVVXXs2LE2NjbHjx+npmVycnJcXV319fXpdLqRkZGnp+dAkdD4fP6VK1e8vLwsLCw0NDS0tbXnzJnj5+f38OFD2X+YAPr6+iSdC5/PDwgIEOdJvV/UgGTNmjUKCgpeXl4k+MOFCxcEc7dL6c2bNxYWFuRrs3nzZumjDANAd3f3kOpXV1ez2WwAmDFjRr/rA5ctW0YKMp9NQgghhBBCIgzvjEpHR8eXX35pb2+fmppaVVXV0dHx9u3be/fuHT582MzMLCwsrLe3d6BrW1tbHR0d9+/f39AgeehSHx8fUqDiEYvj7t27FhYWBw4cePr0aWdnJ4fDKS4uXrduXUhICI/HCw4OdnV1zcnJaW5u7u7uZrPZmZmZFhYWfR9kW1tb7ezsnJyczp07V1pa+u7du5aWlpKSkhMnTsycOVP61Vn98vX1dXJyAoDKysrdu3dL8Ap8Pp9a9+Xr6wsAEyZMWLBgAQB8+PBBMKenNFpaWhYvXlxaWgoA4eHh8fHxMkmqmJmZ+UoAWf4nAjXCdHR07LeCjY2NqqoqADx+/FgmN44QQgghhMQh+UDl+++/Ly8vp2YqoqOjy8vLy8vLJ0yYQI5wudxly5adPn0aAOh0uru7+44dOzZv3mxvb08qHD582NPTs9/f0fl8flBQUHFxMflzwoQJkm0Nnz59OkkqUlNT09zcLM4lDQ0NLi4uTU1Nvr6+qampR44coR52GQzG/PnzGQyGpqbmli1bMjIyYmJiJk2aRG42ODhYMMAUl8tdvXp1YWEhAGhoaPj7++/Zs2fHjh2LFy8mFfbt25eVlSWTT1EQjUZjMBgkFO+BAwfu378/1Fe4c+fOs2fPAMDGxoakQAEAsgIKBPauSIPD4Tg6OpK2bdy48eDBg7JK/a6hoaEjYNCt/5WVlaQwfvz4fisoKSmRxWnPnz8XZ8cLQgghhBCSCSWJr9TT09PT06MWehkYGAhlYY+PjyfzGHZ2dunp6dOmTaNOXb9+3c/Pr7GxMTs7++TJk19//bXQi+fl5XE4nHnz5sXExFhZWY0ePVqyRtJoNFNT04KCAgCoqakRZztEWVmZsrLylStXqKDGwcHB3t7eZ8+eBYDi4mITE5PLly9PnjyZnA0MDJwxY0Zzc3NdXV1tba2hoSH1OpcvXwaAzz//PD8/n2wdIdLT0/39/QHg6NGjK1askOoD7M+UKVP27du3ceNGLpcbEBBw+/btUaNGiX85lT7Fz8+POrhy5UoyA5aXl/fixQtpcp60trY6OTmVlJQAQFhYWEJCgqxGKRJ49eoVKYjI+6mlpUW+583NzSRcAUIIIYQQGm4KNBpNSUny4cpAOjs7Y2NjAWDixIlMJlNwlAIAixYtOnPmDElzvmfPnr6XczgcQ0PD/Px8Ozs7iUcpBPUA+vbtWzEv2b59u2DqFRqNtmXLFurPtLQ0apRCXj8gIICUqZ/nAYCaDtq0aZPgKAUA/Pz8DAwMFBUVS0tLZbIxo6/Q0FCSGOf+/ftxcXHiX9jT00NNgnl5eVHHdXR0yFwQj8cjFSTz/v17Z2fnO3fukEYmJiaO4CgFANrb20lBxECFTMoJVkYIIYQQQsNtuPaoXL9+/fXr1wCwceNG6jlPkK2tLdlK8fTp0xcvXvStEBkZSafTpW+Juro6KbS1tYl5ydq1a4WOUCugTE1N+2bGNDY2JoWuri7qIJW+8Pnz50L1aTTan3/+2dvb++LFC8HHdHNzc5p4du7cKfoWFBUVU1NTycKnqKiop0+finnvubm5b968AYDly5cLja+o1V8Sx/5qa2tzdnYmQ7igoKCkpKR+Ryky7IdBkcDEACBibSF1Cpd+IYQQQgjJjdI333xDZjZki+zNAAAVFZUbN270W4f6Dbu0tLTvUiLpc6sT1K/gn3zyiTj1VVVV+y7voWZ1zMzM+l7S75wPyT0CAFFRUY2Njf7+/lZWVvKcPZgxY0ZkZGRkZGRXV1dAQMCtW7fE+aCpLShr1qwROuXu7k6n07u6ukpKSp4+ffqPf/xjSO1pb293cXGhvhgAMLJzKQT12YkYx1KBzmQyckYIIYQQQuJQSklJGY7XpUJ1ffvtt4NW7hvxVklJSVdXVyYtaWlpIQWh+YGBqKioiHiAJgGgxDFr1qyIiIh9+/b19vampKSkpKQYGhra29vb2to6OjqSLfhCfvvtNzGj64p5L99///3Zs2cfPnxYWFiYnJy8YcMG0fVbW1tJthAFBYWHDx+Wl5cLVRg/fnxNTQ0AZGRkDDWkWFJSEgnyRkY7x44dW7t2rY2NjRz6QQQSdQAEvid9Uaeo2TmEEEIIITTcZL87heBwOOJXbm1tFTqiq6srk3kePp9PJWwR2icjB9HR0fb29pGRkSwWCwCqqqqqqqqOHz8OAJaWluHh4T4+PoKDIsGtLzKhrKycmpo6d+5cHo+3fft2V1fXKVOmiKifmZlJUq/weLyIiAgRNU+ePBkVFTWkKREySmEwGO/evdu6dSsAhISEsFisvhv9Zd4PIlDjYREDFWp3k4h9LAghhBBCSLaGa48K9UN1ZWUlfzBBQUHCzZLRajQ2m022ylBxiuVsyZIld+/era+vT05O9vLyomLglpSUrFmzZuXKlcO0mZ5iZWW1efNmAGhrawsODhb9dlS8r0FVVVXdvn17qI1hMBjr168PDw83NzcHgLKyssTExGG9/UFR+4uampr6rcDj8UhkMH19fU1NzZFtLUIIIYTQ38dwzajo6+uTQnl5ObUTXf6oHReLFi0aqTYAwKRJk4KDg8k4oby8PC0tLTU1lcPhMJnMjIwMKitldXW1mEuetLW1xV8aFxUVxWQyq6qqcnNzf/75535XWwFAQ0MD2U2kqqra3NxMDTWFrF69mkRq/uWXX+bOnSt+J4SEhKxfvx4ARo0alZKSMn/+fADYtWvXqlWrhBbCDVM/9IsMmWDglKAsFotsX6FqIoQQQgghORiuGRXqEbaoqGigOunp6T/88MO//vUvHo83HG14+fLloUOHSLnvpM1wy8jISElJOXbsmOAkBsnrEhcXd/LkSXJEcHO5m5vbDPFQ9yUOVVXVY8eOkfKmTZsGmjqgYnm5u7sPNEoBgNWrV5PCmTNnenp6xG+G4LopW1vbdevWAUB7e3t4eLhQzWHqh34ZGhqSNYH3799vbGzsWyEnJ4cUnJ2dpXwvhBBCCCEkvuEaqDg5OamoqABAYmJifX193wpsNjswMDAqKorFYg1H2LH29nZvb2+y+8XBwcHS0nKY7nQg6enpZA7h0aNHfc+OGzeOFMQPmiyNhQsXkqHa27dv+w4MAIDP51OzT1999ZWIl3J2dibhel+/fn316lWJmxQTE0OGLkwmkxoMyB+NRvP09CTlU6dOCZ3t7e09d+4cACgoKHh4eIxUIxFCCCGE/oZkNkJobm4W/FNbW5s8GXd2dnp4eFRUVAiebWxsdHNz43K5ABAYGCjbW+LxeHl5eTY2Njdv3gQANTW1o0ePDlsHDmj27NmksG3bNqGZh66urqioKFK2srKijj969GjQ/TzE3r17h9qeAwcOkB0yJCW8kAcPHjx+/BgAtLS0SGLHgaioqCxfvpyUBROqcDic3P8hTmJEHR2dAwcOkHJYWJhgipJh7Ye+vvvuOzKo3r17d1lZGXWcz+fv3LmTBGPw8fGRfzAGhBBCCKG/M2n3qFDheo8fP66lpTV69Gg3NzeSsSQ6OvratWtPnjy5d++ehYXF0qVLzc3N6XT6kydPMjMzSW7ETZs2ubi4SPbWjY2NwcHBgkd6enpevXrFYrGoDJJqamoXL1789NNP5d+zvr6+cXFxPB7v999/NzIy8vDwMDAw4HK5tbW158+fJ+O6SZMm+fn5yac9mpqaR44ccXd37/csNZ3i5eVF0kSK4O3tTeqfP3++ra2NBO2tqKigFkc9e/Zs+vTpgzbJ398/LS2tqKiotrZ279690dHR8ukKIePGjYuPjw8NDX3//r2trW1ISIilpeW7d+/OnDlz/fp1AJgwYcL+/ftHpG0IIYQQQn9b0g5UZs6cqampyeFwKioqyBRKTU0NGaioqanduHFj5cqVBQUFXV1dTCaTyWRSFyoqKm7YsCE+Pl7it+ZwOAwGQ0SFOXPmMBgMamZDzszNzdPT00NDQ9va2urq6hISEvp23ZkzZzQ0NOTWpOXLl69atYpshRfU29tL7ZkRve6LWLx4MfnQOzo6srOzv/76a8nao6CgkJycPHv2bC6XGxsb6+PjY2pqKrfeEBQSEvLmzZtdu3a1tbXFxsYKnjI0NGQymX0TkiKEEEIIoWGl1NLSQu1yNjc3f/z4sZmZmfhhWDU1NS9durR9+/bS0lI+nz9+/HjB3+N1dXVv3rx54cKFkydPFhcXNzc3f/LJJ0ZGRp9//vnmzZtF/Oje2Ng4UI4OskFiIJ988sm4ceOsra0NDQ2tra2bm5sFb1DOfH19XVxcfvzxx/z8/IaGhsbGxjFjxkyePHn69Onr1q1zdHSUMjX7pUuXOByOOHsnSkpKUlJS8vPznz9/TqPRyP5+akFaXl7ey5cvAWDixIkkGJfQVY2NjaqqqtOmTfP09Pzmm280NTVXrlyZmpoKABkZGaIHKnV1daRAQooJmTlz5nfffRcXF9fb2xsaGpqfnz9M6eoFl5b1a+fOnVOmTNm7d29NTU1PTw+NRlNVVV2wYAGDwZg4ceJwNOmvoGz7GtEV+Pyt0r+L2+htoiv8yfht0BcZ/83SwarYy7RvEPoPx/J7KLqCskGseK8kle4Xg/8jc890kLgp/Ceb5NBUmmnC4E0FaZsqzrvI5H5LZgzyRrOfhIv1QiIteftadIVB/wcBAN0fYkRXkM93ddB7EccOOC2Hpm4FGfy/e9S4A1K+gkw+F1p+fv4XX3xB/qAGKoL7v9lsNlnn4+7ubmFhIf1bDqqiomLGjBni1LS0tGQwGH03yr9+/ZqKWit4g/9Jmpubx48fz+VyGxoaRD9JR0dHR0ZG9g2tNnny5KysrIHCDEh2VXZ2tru7u2CT2Gw2iU+9Y8cOmWwp+Uv10sdu0H9ExHmGGJR8Bipl3+FA5W9Nx2T7SDfhI4MDlaESZwgxKPkMVCxh8BRtg/aqTAYq4oxDBnXhP2igkjtWRw5Nlcn/u+XTq4MafOkXm80mO7+nTp0qn4EKZezYsUIrkbq7u5ubm1ksFokkW1JSYm9vn52d7eDgIM+G/RX88ssvJBqBaCkpKTt27CBlZ2dna2vr9+/fZ2Vl1dbW1tfXu7i4sFisvk/wkl0FAK9evVJSUvrrLJQa1l5CCCGEEELDZ7gSPsrE+PHjk5KS+h7n8/m3bt0KDw8vLS3t6Ohwc3MrKysTZ/f2f4yHDx9GRkYOWq2pqYmkpVdSUmIyma6uruT4vn37fHx8fv3116ampm3btgkG75L4Kh6PV1dXd+zYMXd3d0VFxZHuoWHvJYQQQgghNKwUPsZlUTQabcGCBUVFRQsXLgSAzs7OoKAgwbyKOjo6VATbj/EG+8Xn8xsaGnJzcwMDA62trQfddAEACQkJnZ2dALB161bq+RsAlJWV09LSyBTB6dOnq6urpb/qzp0706ZNGzVq1MGDB/8OvYQQQgghhIbVcCV8lANVVdVTp06RqFk3bty4e/fuSLdoeLm4uEyePNnZ2Tk1NfXDhw+D1ufz+SRZIQCQNPCC1NXVvb29AYDH4124cEHKqwDgs88+a2pq+uOPP0Z2iZR8egkhhBBCCA03UQOVLVu20Gg0KjmGv78/jUaj0Wi1tbVCNQsKCgIDA6dPn66mpqalpWVpaRkWFkYy5fU1f/58Kh14W1tbRETE5MmTaTTatWvXhtp6fX19Ks+6UFZH8i5CD80ODg40Go38ak7W85iYmKiqqo4dO9bGxub48ePUtExOTo6rq6u+vj6dTjcyMvL09Ow3wTwA8Pn8K1eueHl5WVhYaGhoaGtrz5kzx8/P7+HDQfYpDlV3d/eQ6ldXV7PZbACYMWNGv+vili1bRgq5ublSXgUAampqenp6Q2rhmzdvLCwsyJdq8+bNgnNif/FeQgghhBBCw03aPSodHR0BAQGnT58WPPL27dt79+4dPnx4w4YNCQkJSkr9v0tra6uzs3NxcbE0DfDx8dm9ezcA5OXliX/V3bt33dzcSExeAOjs7CwuLi4uLr59+/aRI0dCQ0MFM7Sw2Ww2m33+/PlLly4tWbJE6BZcXFwKCwsFD7a0tJSUlJw4cSIiIkKGSQwzMzMFM9yvWrUqPz9fRH1qZOXo6NhvBRsbG1VV1Y6ODpKTXpqrJNDS0rJ48eLS0lIACA8Pj4+Pl0lgYvn0EkIIIYQQGm6iBirff/99YGBgQUHB+vXrASA6Opqk7JgwYQKpwOVyly1bRkYIdDrd2dnZzMyss7OTxWLdunULAA4fPvz8+XMmk9n3GZTP5wcFBVGjlAkTJohOkDKQ6dOna2trv3nzpqamprm5WZwf9RsaGlxcXF6/fu3r6/vFF190dXX9+uuv5HGWwWCUlZUVFxdramoGBgbOmjXr+fPnSUlJDQ0NXC43ODi4qqqK2inO5XJXr15NRikaGhorVqyYNm3ahw8f7ty5c/XqVQDYt2/fnDlzVqxYIZOPSig15KD54ysrK0lh/Pjx/VZQUlLS09Orra19/vx5R0eHqqqqxFcNFYfDcXR0vH//PgBs3Ljx4MGDskqfIp9eQgghhBBCw03UQEVPT488opE/DQwMTExMBCvEx8eTUYqdnV16evq0adOoU9evX/fz82tsbMzOzj558mTfnIB5eXkcDmfevHkxMTFWVlajR4+W7AZoNJqpqWlBQQEA1NTUiDNQKSsrU1ZWvnLlChXUODg42Nvbm6RsLy4uNjExuXz58uTJk8nZwMDAGTNmNDc319XV1dbWGhoaUq9z+fJlAPj888/z8/PHjh1LvUV6erq/vz8AHD16VFYDlaF69eoVKYjId6mlpUU+3+bm5qlTp0p81ZC0trY6OTmVlJQAQFhYWEJCwjAleRy+XkIIIYQQQsNN8s30nZ2dsbGxADBx4kQmkyk4SgGARYsWnTlzRkFBAQD27NnT93IOh2NoaJifn29nZyfxKIWgHjHfvn0r5iXbt28XTL1Co9G2bNlC/ZmWlkaNUsjrBwQEkDL1AzwAUNNBmzZtEhylAICfn5+BgYGiomJpaalMtl5IoL29Xah/+tLW1haqLNlV4nv//r2zs/OdO3cAIDQ0NDExcQRHKXK4X4QQQgghJBnJByrXr19//fo1AGzcuJF6khNka2vr5OQEAE+fPn3x4kXfCpGRkXQ6Xfp7UFdXJ4W2tjYxL1m7dq3QEZI9HQBMTU3nzZsndNbY2JgUurq6qIPUGrDnz58L1afRaH/++Wdvb++LFy8EH8TNzc1p4tm5c6eU3UJC7gKAiDV11CkqjK9kV4mpra2N2pUUFBSUlJTU7yjlr99LCCGEEEJouEm+mZ7aQa6ionLjxo1+61C/UpeWlvbNVi60MV1i1O/cn3zyiTj1VVVV+y7goWZ1zMzM+l7S75yPtbU1KURFRTU2Nvr7+1tZWY3s/EC/bRYxfnv37h0pUCNGya4SR3t7u1Dggb9CXw3f/SKEEEIIIWlIPlBpaGgghW+//XbQytSj3v++sZKSrq6uTO6hpaWFFITWXw1ERUVFxCOy+LulZ82aFRERsW/fvt7e3pSUlJSUFENDQ3t7e1tbW0dHx0mTJvW95LfffhMzfq6Y9yKCmpqaUP+I6DpqVkqyq8SRlJTU29sLAHQ6vaur69ixY2vXrrWxsfkYewkhhBBCCA03yQcqHA5H/Mqtra1CR3R1dckOFinx+XwqYYvQPhk5iI6Otre3j4yMZLFYAFBVVVVVVXX8+HEAsLS0DA8P9/HxERwUCW59GW7UOFDEIzi1q4ea+5LsKnGQUQqDwXj37t3WrVsBICQkhMVijRo1SqjmX7+XEEIIIYTQcJN8qED9FF1ZWckfTFBQkPAby2KUAgBsNptslSFxiuXfg0uWLLl79259fX1ycrKXlxcV5bakpGTNmjUrV64cqc301L6apqamfivweDwS80pfX19TU1Oaq8TEYDDWr18fHh5ubm4OAGVlZYmJiSPSOVL2EkIIIYQQGm6Sz6jo6+uTQnl5ObUTXf5++eUXUli0aNFItQEAJk2aFBwcHBwczOfzy8vL09LSUlNTORwOk8nMyMjw8fEh1aqrq8Vc1KStrS3l0jgyGICBU2GyWCyyMYOqKfFV4ggJCSEJeUaNGpWSkjJ//nwA2LVr16pVq4SWyf31ewkhhBBCCA03yQcqc+fO/fHHHwGgqKjIzc2t3zrp6em1tbWjRo2KiIiQ1RSKoJcvXx46dIiU+07aDLeMjIz3798rKioGBgZS67tIXpe4uLhFixYtXboUAAoLC6mBipubm5gJznfs2LF3715pmmdoaDht2rTq6ur79+83NjZSaTopOTk5pODs7CzlVeIQXDdla2u7bt26tLS09vb28PDwrKwswZp//V5CCCGEEELDTfLBg5OTk4qKCgAkJibW19f3rcBmswMDA6Oiolgs1nCMUtrb2729vcnuFwcHB0tLS/l1GwAApKenk1mCR48e9T07btw4UhA/aLJs0Wg0T09PUj516pTQ2d7e3nPnzgGAgoKCh4eHlFdJICYmhgxdmEwmNRj4WHoJIYQQQggNtyGMH5qbmwX/1NbWJpMYnZ2dHh4eFRUVgmcbGxvd3Ny4XC4ABAYGyrbRPB4vLy/Pxsbm5s2bAKCmpnb06FH5993s2bNJYdu2bT09PYKnurq6oqKiSNnKyoo6/ujRo0H38xBSThQQ3333HRlM7t69u6ysjDrO5/N37txJghD4+PgIBSGQ7CoOh5P7P8RJjKijo3PgwAFSDgsLE0xR8lH0EkIIIYQQGlaDL/2iwvUeP35cS0tr9OjRbm5uJGNJdHT0tWvXnjx5cu/ePQsLi6VLl5qbm9Pp9CdPnmRmZpLciJs2bXJxcZGscY2NjcHBwYJHenp6Xr16xWKxqAySampqFy9e/PTTT+Xfd76+vnFxcTwe7/fffzcyMvLw8DAwMOByubW1tefPnyfjukmTJvn5+cm/bcS4cePi4+NDQ0Pfv39va2sbEhJiaWn57t27M2fOXL9+HQAmTJiwf/9+mVxVUVFBLY569uzZ9OnTB22ev79/WlpaUVFRbW3t3r17o6OjP6JeQgghhBBCw2rwgcrMmTM1NTU5HE5FRQWZQqmpqSEDFTU1tRs3bqxcubKgoKCrq4vJZDKZTOpCRUXFDRs2xMfHS9w4DofDYDBEVJgzZw6DwaBmNuTM3Nw8PT09NDS0ra2trq4uISGhb9edOXNGQ0NjRJpHhISEvHnzZteuXW1tbbGxsYKnDA0NmUxm30ScEl81VAoKCsnJybNnz+ZyubGxsT4+Pqamph9RLyGEEEIIoeEz+NIvTU3NS5cuzZ8/f8yYMerq6sbGxsrKytRZXV3dmzdvnj9/nsRuotPpurq6NjY2ISEhFRUVhw4dkvnulE8++cTY2HjNmjXZ2dn//ve/R2qUQvj6+tbV1f3www8LFiyYNm0anU7X0dGZPXv2qlWrcnNzHzx4YGJiMoLNI3bu3Hn79u1169Z9+umndDp97NixVlZWsbGx9+/f/+yzz2R71VDNnDnzu+++A4De3t7Q0NCRCuUst/tFCCGEEEJi+t9chNu2bSPrW7q7u6lQrdbW1lSwJnNz88ePH5uZmfW7d1xuKioqZsyYMdBZDQ0NAwODuXPnenh4uLi4KCoq9q0z0A1+vDZt2kSin+np6T158kR0Phk2m03CSa9cuZLsFB9IZmYmtdF88uTJNTU1gw47s7Oz3d3dGxoaJk6cKPR20kfoksylS5c4HI6HhweV+WcgJSUlKSkp+fn5jY2Nqqqq06ZN8/T0/Oabb/6D06fM+WmQMdhN83Lp3+VL2/8SXeHChxjp32VqxIiFZEB/BTom20e6CUgS4vwj89RX8qUZ/5FmPwmX/kXaSySP+0qI87n8UP2nfPrkYzHo/+/cRm+T/kVkYtBviJplrxya0U8j3r17R202yM/P/+KLL0Rcz2azSSYTd3d3CwsLObRYtNbW1tbW1oqKivT0dEtLSwaD0Tca2JBu8OPS3Ny8efPmn376SSav9vPPP1Pl+vr6wsJCOzs70Ze8evVKSUnpr7NQqrm52d3dncvlNjQ0iB6oREdHR0ZG8ng88ueHDx9aWlpYLNaRI0eysrLkH1MOIYQQQuhvTmnDhg2kNG/ePAmuZ7PZJLzV1KlT5TxQGTt27FdffSV4pLu7u7m5mcViNTY2AkBJSYm9vX12draDg4M8GzayTpw48eWXXy5ZskTK13nz5s1vv/0meCQjI0PEQIXH49XV1R07dszd3b3fiawR8csvv5DQc6KlpKTs2LGDlJ2dna2trd+/f5+VlVVbW1tfX+/i4sJisag5IoQQQgghJAdKSUlJI90GCY0fP77fxvP5/Fu3boWHh5eWlnZ0dLi5uZWVlYkThOo/xjfffPPo0aMxY8ZI8yJnz54lMZcXLlyYn58PAL/++mtiYqLgDiVBd+7cmTdvnq2t7cGDB0e6A/7bw4cPIyMjB63W1NS0efNmAFBSUmIyma6uruT4vn37fHx8fv3116ampm3btmVkZIz0DSGEEEII/Y30s+VAR0eHylPxMS6LotFoCxYsKCoqWrhwIQB0dnYGBQUJ7tL+2G9QhKlTpwJAfX39P//5TylfiqzoA4Bdu3ZZW1sDQEtLS25u7kD1P/vss6ampj/++GNkZx74fH5DQ0Nubm5gYKC1tbVgepaBJCQkdHZ2AsDWrVupUQoAKCsrp6Wlkds5ffp0dXX1CN4XQgghhNDfjewTxv9FqKqqnjp1ioQGvnHjxt27d0e6RfKwf//+sWPHAsDhw4f/+OMPiV+nqqqqqKgIAKZMmWJnZ/fll1+S4yJmFdTU1PT09Ea6A8DFxWXy5MnOzs6pqakfPnwYtD6fz6ciCqxbt07orLq6ure3NwDweLwLFy6M9M0hhBBCCP2N9D9QmT9/Po1GE/3T+JYtW2g0GrUr3d/fn0aj0Wi02tpaoZoFBQWBgYHTp09XU1PT0tKytLQMCwsjCb8HemsSbKqtrS0iImLy5Mk0Gu3atWtDvTd9ff3w8P+OjCGUur7fG3RwcKDRaOQ3dbLax8TERFVVdezYsTY2NsePH6emZXJyclxdXfX19el0upGRkaen50CR0Ph8/pUrV7y8vCwsLDQ0NLS1tefMmePn5/fw4UPZf5gA+vr6JJ0Ln88PCAgQ50m9X9SAZM2aNQoKCl5eXjQaDQAuXLjw7t07WbX2zZs3FhYW5GuzefNmmcQm7u7uHlL96upqNpsNADNmzOh3feCyZctIQcRsEkIIIYQQkrnhnVHp6Oj48ssv7e3tU1NTq6qqOjo63r59e+/evcOHD5uZmYWFhfX2DhjarLW11dHRcf/+/Q0NDRI3wMfHhxSoeMTiuHv3roWFxYEDB54+fdrZ2cnhcIqLi9etWxcSEsLj8YKDg11dXXNycpqbm7u7u9lsdmZmpoWFRd8H2dbWVjs7Oycnp3PnzpWWlr57966lpaWkpOTEiRMzZ86UfnVWv3x9fZ2cnACgsrJy9+7dErwCn8+n1n35+voCwIQJExYsWAAAHz58EMzpKY2WlpbFixeXlpYCQHh4eHx8PBkLSSkzM/OVALL8TwRqhOno6NhvBRsbG1VVVQB4/PixTG4cIYQQQgiJQ/KByvfff19eXk7NVERHR5eXl5eXl0+YMIEc4XK5y5YtO336NADQ6XR3d/cdO3Zs3rzZ3t6eVDh8+LCnp2e/v6Pz+fygoKDi4mLy54QJEyTbGj59+nSSVKSmpqa5uVmcSxoaGlxcXJqamnx9fVNTU48cOUI97DIYjPnz5zMYDE1NzS1btmRkZMTExEyaNIncbHBwsGCAKS6Xu3r16sLCQgDQ0NDw9/ffs2fPjh07Fi9eTCrs27cvKytLJp+iIBqNxmAwSCjeAwcO3L9/f6ivcOfOnWfPngGAjY0NSYECAGQFFAjsXZEGh8NxdHQkbdu4cePBgwdlMkoBAA0NDR0BA239p1RWVpLC+PHj+62gpKRElrQ9f/5cnB0vCCGEEEJIJiRP96Onp6enp0ct9DIwMBDKwh4fH0/mMezs7NLT06dNm0adun79up+fX2NjY3Z29smTJ7/++muhF8/Ly+NwOPPmzYuJibGysho9erRkjaTRaKampgUFBQBQU1MjziaKsrIyZWXlK1euUEGNg4ODvb29z549CwDFxcUmJiaXL1+ePHkyORsYGDhjxozm5ua6urra2lpDQ0PqdS5fvgwAn3/+eX5+Ptk6QqSnp/v7+wPA0aNHV6xYIdUH2J8pU6bs27dv48aNXC43ICDg9u3bo0aNEv9yKn2Kn58fdXDlypVkBiwvL+/FixfSZEppbW11cnIqKSkBgLCwsISEBFmNUiTw6tUrUhCR91NLS4t8z5ubm0m4AoQQQgghNNwUaDSakpK02Un76uzsjI2NBYCJEycymUzBUQoALFq06MyZMyTN+Z49e/pezuFwDA0N8/Pz7ezsJB6lENQD6Nu3b8W8ZPv27YKpV2g02pYtW6g/09LSqFEKef2AgABSpn6eBwBqOmjTpk2CoxQA8PPzMzAwUFRULC0tlcnGjL5CQ0NJYpz79+/HxcWJf2FPTw81Cebl5UUd19HRIXNBPB6PVJDM+/fvnZ2d79y5QxqZmJg4gqMUAGhvbycFEQMVMiknWBkhhBBCCA234dqjcv369devXwPAxo0bqec8Qba2tmQrxdOnT1+8eNG3QmRkJJ1Ol74l6urqpNDW1ibmJWvXrhU6Qq2AMjU17ZsZ09jYmBS6urqog1TSw+fPnwvVp9Fof/75Z29v74sXLwQf083NzWni2blzp+hbUFRUTE1NJQufoqKinj59Kua95+bmvnnzBgCWL18uNL6iVn9JnFGkra3N2dmZDOGCgoKSkpL6HaXIsB8GRQITA4CItYXUKVz6hRBCCCEkN0rffPMNmdmQLbI3AwBUVFRu3LjRbx3qN+zS0tK+S4mkz61OUL+Cf/LJJ+LUV1VV7bu8h5rVMTMz63tJv3M+JPcIAERFRTU2Nvr7+1tZWclz9mDGjBmRkZGRkZFdXV0BAQG3bt0S54OmtqCsWbNG6JS7uzudTu/q6iopKXn69Ok//vGPIbWnvb3dxcWF+mIAwMjOpRDUZydiHEsFOpPJyBkhhBBCCIlDKSUlZThelwrV9e233w5auW/EWyUlJV1dXZm0pKWlhRSE5gcGoqKiIuIBmgSAEsesWbMiIiL27dvX29ubkpKSkpJiaGhob29va2vr6OhItuAL+e2338SMrivmvXz//fdnz559+PBhYWFhcnLyhg0bRNdvbW0l2UIUFBQePnxYXl4uVGH8+PE1NTUAkJGRMdSQYklJSSTIGxntHDt2bO3atTY2NnLoBxFI1AEQ+J70RZ2iZucQQgghhNBwk/3uFILD4YhfubW1VeiIrq6uTOZ5+Hw+lbBFaJ+MHERHR9vb20dGRrJYLACoqqqqqqo6fvw4AFhaWoaHh/v4+AgOigS3vsiEsrJyamrq3LlzeTze9u3bXV1dp0yZIqJ+ZmYmSb3C4/EiIiJE1Dx58mRUVNSQpkTIKIXBYLx7927r1q0AEBISwmKx+m70l3k/iECNh0UMVKjdTSL2sSCEEEIIIdkarj0q1A/VlZWV/MEEBQUJN0tGq9HYbDbZKkPFKZazJUuW3L17t76+Pjk52cvLi4qBW1JSsmbNmpUrVw7TZnqKlZXV5s2bAaCtrS04OFj021HxvgZVVVV1+/btoTaGwWCsX78+PDzc3NwcAMrKyhITE4f19gdF7S9qamrqtwKPxyORwfT19TU1NUe2tQghhBBCfx/DNaOir69PCuXl5dROdPmjdlwsWrRopNoAAJMmTQoODibjhPLy8rS0tNTUVA6Hw2QyMzIyqKyU1dXVYi550tbWFn9pXFRUFJPJrKqqys3N/fnnn/tdbQUADQ0NZDeRqqpqc3MzNdQUsnr1ahKp+Zdffpk7d674nRASErJ+/XoAGDVqVEpKyvz58wFg165dq1atEloIN0z90C8yZIKBU4KyWCyyfYWqiRBCCCGE5GC4ZlSoR9iioqKB6qSnp//www//+te/eDzecLTh5cuXhw4dIuW+kzbDLSMjIyUl5dixY4KTGCSvS1xc3MmTJ8kRwc3lbm5uM8RD3Zc4VFVVjx07RsqbNm0aaOqAiuXl7u4+0CgFAFavXk0KZ86c6enpEb8ZguumbG1t161bBwDt7e3h4eFCNYepH/plaGhI1gTev3+/sbGxb4WcnBxScHZ2lvK9EEIIIYSQ+IZroOLk5KSiogIAiYmJ9fX1fSuw2ezAwMCoqCgWizUcYcfa29u9vb3J7hcHBwdLS8thutOBpKenkzmER48e9T07btw4UhA/aLI0Fi5cSIZqb9++7TswAAA+n0/NPn311VciXsrZ2ZmE6339+vXVq1clblJMTAwZujCZTGowIH80Gs3T05OUT506JXS2t7f33LlzAKCgoODh4TFSjUQIIYQQ+huS2QihublZ8E9tbW3yZNzZ2enh4VFRUSF4trGx0c3NjcvlAkBgYKBsb4nH4+Xl5dnY2Ny8eRMA1NTUjh49OmwdOKDZs2eTwrZt24RmHrq6uqKiokjZysqKOv7o0aNB9/MQe/fuHWp7Dhw4QHbIkJTwQh48ePD48WMA0NLSIokdB6KiorJ8+XJSFkyowuFwcv+HOIkRdXR0Dhw4QMphYWGCKUqGtR/6+u6778igevfu3WVlZdRxPp+/c+dOEozBx8dH/sEYEEIIIYT+zqTdo0KF6z1+/LiWltbo0aPd3NxIxpLo6Ohr1649efLk3r17FhYWS5cuNTc3p9PpT548yczMJLkRN23a5OLiItlbNzY2BgcHCx7p6el59eoVi8WiMkiqqaldvHjx008/lX/P+vr6xsXF8Xi833//3cjIyMPDw8DAgMvl1tbWnj9/nozrJk2a5OfnJ5/2aGpqHjlyxN3dvd+z1HSKl5cXSRMpgre3N6l//vz5trY2ErS3oqKCWhz17Nmz6dOnD9okf3//tLS0oqKi2travXv3RkdHy6crhIwbNy4+Pj40NPT9+/e2trYhISGWlpbv3r07c+bM9evXAWDChAn79+8fkbYhhBBCCP1tSTtQmTlzpqamJofDqaioIFMoNTU1ZKCipqZ248aNlStXFhQUdHV1MZlMJpNJXaioqLhhw4b4+HiJ35rD4TAYDBEV5syZw2AwqJkNOTM3N09PTw8NDW1ra6urq0tISOjbdWfOnNHQ0JBbk5YvX75q1SqyFV5Qb28vtWdG9LovYvHixeRD7+joyM7O/vrrryVrj4KCQnJy8uzZs7lcbmxsrI+Pj6mpqdx6Q1BISMj/v727j4sx3R8H/rkrDYWeJQ+h4htiI/WiEg5KIiXSni0pZStWeLH0pW8bTiG9pA3Fq7TWUywji41FEVpMKE9hqkm1VMr0LJqZ3x/XOfeZ30xN0zQP7H7ef5xzzX1f18x9X7W6P3M9fGpra6OiopqamuLi4oRPmZubM5lM8YSkCCGEEEJIodSo/9i0aRM59PHjR5I44sOHD8LJJdhsNv2/NF1d3QsXLjg6Ovbr169v376jRo0S/j7eyMjoxo0b586dIzs7MRgMIyMje3v70NDQoqKivXv3yrA6paSkRMJZiqI0NTXNzc03b958+/btDqOUzm5Q7vz8/MrKyn744Ydp06aZmZkxGAxDQ8OJEyd6e3tnZWU9evTI0tJSLh9EJrkBgKenZ21trYSaiYmJdGj0xx9/kML169ffvn0LAEOGDCGbcRFnzpyhfz2GDRtG73mgqanp5eVFysKzvzpUVlZGCmRLMRHjx49fu3YtALS3t4eFhSlus2bhqWUd2rJlS3p6+qhRo0heF4qitLW1586dm5OTM27cOAVdFUIIIYQQ6sx/E/Zt3LiRzG959+4dveVrdnb29OnTSdnKyurp06djx44VXh3OZrPJLCAPDw9ra2slXHFRUdHo0aOlqWljY5OSkiK+jL6zG/xyrVmzht7/aunSpT/99JOEymw2m2wY7eXlRVaKd8bDwyMzM5N+efPmzalTp0q+kszMTA8Pj/Ly8iFDhoh83ObNm+WypKRbqqurBw0axOPxhC+pQzExMZGRkeIb0Jmamp49e1b5mzEox6SfuojB3hXJYc4bJ1bG6Z3dMjxCZVsyoM+BoeUmVV8CUhSW/2PJFZTzn780/5T1/Eqk+U3uskOkoZxO+4L+w+yyV7v8i/n5kMtvyGdyvxorV64kpSlTpsjQns1mk3Xhw4cPV06gQtPT0xOZp/Tx48fq6moWi0X2mc3Pz3dycsrMzJw1a5YyL0y1jhw58vXXX8+ZM6eH71NbW3vp0iXhI8eOHesyUKmpqdHQ0Ph8JkodPXqU7NkgWXJy8ubNm0nZ1dXVzs6usbHx7NmzHA7n9evXbm5uLBZLcpyDEEIIIYTkSyMpKUnV1yCjQYMGdXjxAoHg5s2b4eHhBQUFLS0t7u7uhYWF0qzt/sv49ttvnzx5QjYRltmpU6fIZmUzZszIzs4GgNOnTycmJna21J7P55eVlR06dMjDw0NdXV3VfQAA8Pjx48jIyC6rVVVVrVu3DgA0NDSYTOa8efPI8djYWF9f39OnT1dVVW3cuLHLSW4IIYQQQkiOOlgiYmhoSG//+iVOi6Ioatq0aXfu3JkxYwYAtLa2BgcHCy9++NJvUILhw4cDwOvXr//3f/+3h29F7wMWFRVlZ2cHAHV1dVlZWZ3Vv3fvnpmZWa9evfbs2aPCHhAIBOXl5VlZWUFBQXZ2dl0uTQGAhISE1tZWANiwYQMdpQCApqZmWloaGUg5efKk5MVRCCGEEEJIvhSV8FHltLS0Tpw4QRaO5+Tk3L9/X9VXpAw7duzQ09MDgH379t26dUvm9ykuLr5z5w4ADBs2bOrUqV9//TU5LmFUYdy4cVVVVbdu3VLtFCk3NzdTU1NXV9fU1NQPHz50WV8gENALdQIDA0XO9u3b18fHBwD4fP758+dVeF8IIYQQQn83HQcqjo6OFEVJfuJcv349RVF06oyAgACyPRSHwxGpmZubGxQUZGFhoa2tra+vb2Njs2rVKpJHr7OPJsnCm5qaIiIiTE1NKYq6evVqd+/N2NiYzsIukvOxwxucNWsWRVHkO3Uy28fS0lJLS0tPT8/e3v7w4cP0sMzFixfnzZtnbGzMYDBGjhy5aNGiDtPPA4BAILhy5crixYutra11dHQMDAwmTZrk7+//+LEc1jl1eMtkH2SBQLB8+XJpntQ7RAckS5cuVVNTW7x4MUVRAHD+/PmGhoYOm2hraw8YMKBbn1JbW2ttbU1+bdatWyeXLb8+fvzYrfolJSVkI7vRo0d3OD9w/vz5pCBhNAkhhBBCCMmdYkdUWlpavv76aycnp9TU1OLi4paWlvfv3z948GDfvn1jx45dtWpVe3t7Z23r6+udnZ137NhRXl4u8wX4+vqSwvXr16Vvdf/+fWtr6127dr148aK1tZXL5ebl5QUGBoaGhvL5/JCQkHnz5l28eLG6uvrjx49sNvvMmTPW1tbiD7L19fVTp051cXH55ZdfCgoKGhoa6urq8vPzjxw5Mn78+J7PzuqQn5+fi4sLALx8+XLr1q0yvINAIKDnffn5+QHA4MGDp02bBgAfPnwQTobTE3V1dbNnzy4oKACA8PDw+Ph4Egv10JkzZ2qEkOl/EtARprOzc4cV7O3tSVbTp0+fyuXGEUIIIYSQNGQPVL7//vvnz5/TIxUxMTHPnz9//vz54MGDyREejzd//vyTJ08CAIPB8PDw2Lx587p165ycnEiFffv2LVq0qMPv0QUCQXBwcF5eHnk5ePBg2ZaGW1hYGBgYAEBpaSlJBt+l8vJyNze3qqoqPz+/1NTU/fv30w+7KSkpjo6OKSkpurq669evP3bs2M6dO4cOHUpuNiQkRHiDKR6Pt2TJktu3bwOAjo5OQEDAtm3bNm/ePHv2bFIhNjb27NmzcvkpCqMoKiUlRVtbGwB27dr18OHD7r7DvXv3Xr16BQD29vZkZ2EAIDOgQGjtSk9wuVxnZ2dybatXr96zZ49cohQA0NHRMRTS2dJ/2suXL0lh0KBBHVbQ0NAgI0UVFRXSrHhBCCGEEEJyIXtm+gEDBgwYMICe6GViYiKSvjA+Pp6MY0ydOjU9Pd3MzIw+de3aNX9//8rKyszMzOPHj4unNr9+/TqXy50yZcrOnTttbW179+4t20VSFDVmzJjc3FwAKC0tlWZuUmFhoaam5pUrV+hNjUNCQnx8fEhC97y8PEtLy8uXL5uampKzQUFBo0ePrq6uLisr43A45ubm9PtcvnwZAL766qvs7GyydIRIT08PCAgAgIMHDy5cuLBHP8CODBs2LDY2dvXq1Tweb/ny5Xfv3iVJDKX0888/k4K/vz990MvLi4yAXb9+/c2bNz3ZgLi+vt7FxSU/Px8AVq1alZCQIK8oRQY1NTWkoK+v31kdfX198nteXV1NtitACCGEEEKKpkZRlIaG7OFKZ1pbW+Pi4gBgyJAhTCZTOEoBgJkzZ2ZkZJC09Nu2bRNvzuVyzc3Ns7Ozp06dKnOUQtAPoCQbvTQ2bdoknHqFoqj169fTL9PS0ugohbz/8uXLSZn+eh4A6OGgNWvWCEcpAODv729iYqKurl5QUKCgXOxhYWEkMc7Dhw93794tfcNPnz7Rg2CLFy+mjxsaGpKxID6fTyrIprGx0dXV9d69e+QiExMTVRilAEBzczMpSAhUyKCccGWEEEIIIaRoilqjcu3atXfv3gHA6tWr6ec8YQ4ODmQpxYsXL968eSNeITIyksFg9PxK+vbtSwpNTU1SNlm2bJnIEXoG1JgxY8QzY44aNYoU2tra6IN0LpGKigqR+hRF/fnnn+3t7W/evBF+TLeysqKks2XLFsm3oK6unpqaSiY+RUdHv3jxQsp7z8rKqq2tBYAFCxaIxFf07C+ZM4o0NTW5urqSEC44ODgpKanDKEWO/dAlsjExAEiYW0ifwqlfCCGEEEJKo/Htt9+SkQ35ImszAKBPnz45OTkd1qG/wy4oKBCfStTz3OoE/S14//79pamvpaUlPr2HHtUZO3aseJMOx3xI7hEAiI6OrqysDAgIsLW1VebowejRoyMjIyMjI9va2pYvX37z5k1pftD0EpSlS5eKnPLw8GAwGG1tbfn5+S9evPif//mfbl1Pc3Ozm5sb/YsBAKodSyHon52EOJbe6EwukTNCCCGEEJKGRnJysiLel96q67vvvuuysviOtxoaGkZGRnK5krq6OlIQGR/oTJ8+fSQ8QJMNoKQxYcKEiIiI2NjY9vb25OTk5ORkc3NzJycnBwcHZ2dnsgRfxKVLl6TcXVfKe/n+++9PnTr1+PHj27dvHzhwYOXKlZLr19fXk2whampqjx8/fv78uUiFQYMGlZaWAsCxY8e6u6VYUlIS2eSNRDuHDh1atmyZvb29EvpBArLrAAj9noijT9GjcwghhBBCSNHkvzqF4HK50leur68XOWJkZCSXcR6BQEAnbBFZJ6MEMTExTk5OkZGRLBYLAIqLi4uLiw8fPgwANjY24eHhvr6+wkGR8NIXudDU1ExNTZ08eTKfz9+0adO8efOGDRsmof6ZM2dI6hU+nx8RESGh5vHjx6Ojo7s1JEKilJSUlIaGhg0bNgBAaGgoi8USX+gv936QgI6HJQQq9OomCetYEEIIIYSQfClqjQr9RfXLly8FXQkODha9LDnNRmOz2WSpDL1PsZLNmTPn/v37r1+/PnDgwOLFi+k9cPPz85cuXerl5aWgxfQ0W1vbdevWAUBTU1NISIjkj6P3++pScXHx3bt3u3sxKSkpK1asCA8Pt7KyAoDCwsLExESF3n6X6PVFVVVVHVbg8/lkZzBjY2NdXV3VXi1CCCGE0N+HokZUjI2NSeH58+f0SnTlo1dczJw5U1XXAABDhw4NCQkhccLz58/T0tJSU1O5XC6TyTx27BidlbKkpETKKU8GBgbST42Ljo5mMpnFxcVZWVk///xzh7OtAKC8vJysJtLS0qqurqZDTRFLliwhOzUfPXp08uTJ0ndCaGjoihUrAKBXr17JycmOjo4AEBUV5e3tLTIRTkH90CESMkHnKUFZLBZZvkLXRAghhBBCSqCoERX6EfbOnTud1UlPT//hhx/+9a9/8fl8RVzD27dv9+7dS8rigzaKduzYseTk5EOHDgkPYpC8Lrt37z5+/Dg5Iry43N3dfbR06PuShpaW1qFDh0h5zZo1nQ0d0Ht5eXh4dBalAMCSJUtIISMj49OnT9JfhvC8KQcHh8DAQABobm4ODw8XqamgfuiQubk5mRP48OHDyspK8QoXL14kBVdX1x5+FkIIIYQQkp6iAhUXF5c+ffoAQGJi4uvXr8UrsNnsoKCg6OhoFouliG3HmpubfXx8yOqXWbNm2djYKOhOO5Oenk7GEJ48eSJ+duDAgaQg/abJPTFjxgwSqr1//148MAAAgUBAjz7985//lPBWrq6uZLved+/e/f777zJf0s6dO0nowmQy6WBA+SiKWrRoESmfOHFC5Gx7e/svv/wCAGpqap6enqq6SIQQQgihvyG5RQjV1dXCLw0MDMiTcWtrq6enZ1FRkfDZyspKd3d3Ho8HAEFBQfK9JT6ff/36dXt7+xs3bgCAtrb2wYMHFdaBnZo4cSIpbNy4UWTkoa2tLTo6mpRtbW3p40+ePOlyPQ+xffv27l7Prl27yAoZkhJexKNHj54+fQoA+vr6JLFjZ/r06bNgwQJSFk6owuVys/5DmsSIhoaGu3btIuVVq1YJpyhRaD+IW7t2LQmqt27dWlhYSB8XCARbtmwhmzH4+voqfzMGhBBCCKG/s56uUaG36z18+LC+vn7v3r3d3d1JxpKYmJirV68+e/bswYMH1tbWc+fOtbKyYjAYz549O3PmDMmNuGbNGjc3N9k+urKyMiQkRPjIp0+fampqWCwWnUFSW1v7119/HTFihPJ71s/Pb/fu3Xw+/7fffhs5cqSnp6eJiQmPx+NwOOfOnSNx3dChQ/39/ZVzPbq6uvv37/fw8OjwLD2csnjxYpImUgIfHx9S/9y5c01NTWTT3qKiInpy1KtXrywsLLq8pICAgLS0tDt37nA4nO3bt8fExCinK0QMHDgwPj4+LCyssbHRwcEhNDTUxsamoaEhIyPj2rVrADB48OAdO3ao5NoQQgghhP62ehqojB8/XldXl8vlFhUVkSGU0tJSEqhoa2vn5OR4eXnl5ua2tbUxmUwmk0k3VFdXX7lyZXx8vMwfzeVyU1JSJFSYNGlSSkoKPbKhZFZWVunp6WFhYU1NTWVlZQkJCeJdl5GRoaOjo7RLWrBggbe3N1kKL6y9vZ1eMyN53hcxe/Zs8kNvaWnJzMz85ptvZLseNTW1AwcOTJw4kcfjxcXF+fr6jhkzRmm9ISw0NLS2tjYqKqqpqSkuLk74lLm5OZPJFE9IihBCCCGEFKqnU790dXUvXLjg6OjYr1+/vn37jho1Svj7eCMjoxs3bpw7d47s7MRgMIyMjOzt7UNDQ4uKivbu3Sv31Sn9+/cfNWrU0qVLMzMz//jjD1VFKYSfn19ZWdkPP/wwbdo0MzMzBoNhaGg4ceJEb2/vrKysR48eWVpaKvmSEhMTxZOBXL9+/e3btwAwZMgQshmXZJqaml5eXqQsPPtLBuPHj1+7di0AtLe3h4WFKXqzZgm2bNly9+7dwMDAESNGMBgMPT09W1vbuLi4hw8fjhs3TlVXhRBCCCH0t0XV1tbST65WVlZPnz4dO3Zsh+u/laaoqGj06NGdndXR0TExMZk8ebKnp6ebm5u6urp4nY8fP9K7zdrZ2WGevvz8/OTk5Ozs7MrKSi0tLTMzs0WLFn377beSE4PI0CozM9PDw6O8vHzIkCHkCJvNJvtTb968WS5LSrrrwoULXC7X09NTwlZmPemlL1o+dJGy0wbkEDo253cxctt3Eq/nnzJs0wX5dQz68hhablL1JXxhWP6PJVeY9JMyvqPp8jIAQNMkTop3+ix8fLPhc7iXLi9DmiuR5k261OW//0U2Xf/7P6kbyaUVqImlLrmCNH/LWEr5PrbLv91d/lxAih+NZb56l2/ScxqFhYXTp0+XUIPNZpMFCR4eHtbW1kq4Jsnq6+vr6+uLiorS09NtbGxSUlLEd/RqaGig10tkZ2dLvsEvxdq1a8Xnj4nIzc0VHxKJiYmJjIyk94D+8OFDXV0di8Xav3//2bNnO9sPTbZWNTU1Ghoan89Eqerqag8PDx6PV15eLjlQke1+EUIIIYSQgnQdUbHZbLJF1fDhw5UcqOjp6Yksmfj48WN1dTWLxSIpL/Lz852cnDIzM2fNmqXMC1OJly9fytAqOTl58+bNpOzq6mpnZ9fY2Hj27FkOh/P69Ws3NzcWi0WPfvSkFZ/PLysrO3TokIeHR4fDXCpx9OhRsrmcInoJIYQQQggpjqIy08vFoEGDkpKSxI8LBIKbN2+Gh4cXFBS0tLS4u7sXFhZKs83UF40EKv369ZOw8EZkaX5VVdW6desAQENDg8lkzps3jxyPjY319fU9ffp0VVXVxo0bRe6bRygAAB0mSURBVNaZyNbq3r17U6ZMcXBw2LNnj6q76t8eP34cGRnZZTXZ7hchhBBCCCmU2pc4LYqiqGnTpt25c2fGjBkA0NraGhwcLLwO29DQkE618SXeoLhPnz6VlpYCwOzZs3M6J7LsOyEhobW1FQA2bNhAP38DgKamZlpaGhkiOHnyZElJSc9bjRs3rqqq6tatW6odeRAIBOXl5VlZWUFBQXZ2dsLpWToj2/0ihBBCCCGFUlRmeiXQ0tI6ceIEGUPIycm5f/++qq9IgUpLS8kUJuk38BUIBCSrOgAEBgaKnO3bt6+Pjw8A8Pn88+fP97AVAGhraw8YMEDV/QRubm6mpqaurq6pqakfPnxQUC8hhBBCCCFFkxSorF+/nqIoelV6QEAARVEURXE4HJGaubm5QUFBFhYW2tra+vr6NjY2q1atIim9xTk6OlIUtWjRIgBoamqKiIgwNTWlKOrq1avdvXpjY+Pw8HBSFkk/Tz5F5Nv9WbNmURRFvjUn83ksLS21tLT09PTs7e0PHz5MD8tcvHhx3rx5xsbGDAZj5MiRixYt6mwnNIFAcOXKlcWLF1tbW+vo6BgYGEyaNMnf3//x4653MpHeq1evSEHCfmgiSkpK2Gw2adLhvLj58+eTQlZWVg9byaa2ttba2pr8Uq1bt04uexN//PixW/WVeb8IIYQQQkh6PV2j0tLSsnz58pMnTwofef/+/YMHD/bt27dy5cqEhAQNjY4/pb6+3tXVNS8vrycX4Ovru3XrVgCg9yOWxv37993d3UnyEABobW3Ny8vLy8u7e/fu/v37w8LChFNJstlsNpt97ty5CxcuzJkzR+QW3Nzcbt++LXywrq4uPz//yJEjERER8sq2Tq+klz5QoSMrZ2fnDivY29traWm1tLQ8ffq0h61kUFdXN3v27IKCAgAIDw+Pj4+nKDlsQHjmzJlPnz7RL729vbOzs+XeSwghhBBCSNEkBSrff/99UFBQbm7uihUrACAmJsbT0xMABg8eTCrweLz58+eTCIHBYLi6uo4dO7a1tZXFYt28eRMA9u3bV1FRwWQyxZ9BBQJBcHAwHaUMHjy4X79+MtyAhYWFgYFBbW1taWlpdXW1NLOPysvL3dzc3r175+fnN3369La2ttOnT5PH2ZSUlMLCwry8PF1d3aCgoAkTJlRUVCQlJZWXl/N4vJCQkOLiYnpLKx6Pt2TJEhKl6OjoLFy40MzM7MOHD/fu3fv9998BIDY2dtKkSQsXLuz5z4mMqJAxotjY2EuXLr18+bKhocHExMTR0XHp0qUzZ84U6WQ6thk0aFDHP3sNjQEDBnA4nIqKipaWFi0tLZlbdReXy3V2dn748CEArF69es+ePXKJUkBsOwHh9KMdUs79IoQQQgih7pIUqAwYMIA8opGXJiYmIpnU4+PjSZQyderU9PR0MzMz+tS1a9f8/f0rKyszMzOPHz/+zTffiLz59evXuVzulClTdu7caWtr27t3b9lugKKoMWPG5ObmAkBpaak0gUphYaGmpuaVK1foTY1DQkJ8fHxOnToFAHl5eZaWlpcvXzY1NSVng4KCRo8eXV1dXVZWxuFwzM3N6fe5fPkyAHz11VfZ2dl6enr0R6SnpwcEBADAwYMH5RKokOdpDQ2NsWPH1tTU0MdLS0tLS0t//vnnefPmHTlyRPga6GoS8l3q6+uTn291dfXw4cNlbtUt9fX1Li4u+fn5ALBq1aqEhAR5RSkyUML9IoQQQgghGci+mL61tTUuLg4AhgwZwmQyhaMUAJg5c2ZGRoaamhoAbNu2Tbw5l8s1NzfPzs6eOnWqzFEKQT9ivn//XsommzZtEk69QlHU+vXr6ZdpaWl0lELef/ny5aQsnMyEHg5as2aNcIQAAP7+/iYmJurq6gUFBXJZekE+99OnTzU1NSNGjAgNDf2///u/pUuX0mvrL1y44OrqKrx8vLm5WaR/xBkYGIhUlq2V9BobG11dXe/duwcAYWFhiYmJKoxSlHC/CCGEEEJINrIHKteuXXv37h0ArF69mn6SE+bg4ODi4gIAL168ePPmjXiFyMhIBoPR83vo27cvKTQ1NUnZZNmyZSJHRo4cSQpjxoyZMmWKyNlRo0aRQltbG32QngNWUVEhUp+iqD///LO9vf3NmzfCD+JWVlaUdLZs2UK3am1tLS8vJ+Xo6OiXL1/u378/Ojr6p59+evLkSWpqKpk1d/fuXRI60q1IQcKcOvoUvY2vbK2k1NTURK9KCg4OTkpK6jBKka2XZKPQ+0UIIYQQQjKTfTE9vYK8T58+OTk5Hdahv6UuKCgwMTEROSuyMF1m9Pfc/fv3l6a+lpaW+AQeelRn7Nix4k06HPOxs7Mjhejo6MrKyoCAAFtbW0WMD7S2tkZFRQHAmDFjvL29hU9RFBUYGMjj8cg6oj179kRERJDdC+hrlhC/NTQ0kAIdMcrWShrNzc0iGw+odixF0feLEEIIIYR6QvZAhf6O/7vvvuuyMv2o998P1tAwMjKSyz3U1dWRgsj8q8706dNHwiOy9KulJ0yYEBERERsb297enpycnJycbG5u7uTk5ODg4OzsPHToUPEmly5dknL/XOF70dfX/+GHHyRUXr58+e7du1++fPn+/fv79++TESFtbW2R/pHQdfSolGytpJGUlNTe3g4ADAajra3t0KFDy5Yts7e3l1cvyUZx94sQQgghhHpC9kCFy+VKX7m+vl7kiJGREVnB0kMCgYBO2CKyTkYJYmJinJycIiMjWSwWABQXFxcXFx8+fBgAbGxswsPDfX19hYMi4aUvcqSmpmZjY0PWsZSUlJBAhY4DJTyC06t66LEv2VpJg0QpKSkpDQ0NGzZsAIDQ0FAWi9WrVy+RmgrqpQ4p7n4RQgghhFBPyB4q0F9Fv3z5UtCV4OBg0Q+WR5QCAGw2myyVIfsUK78H58yZc//+/devXx84cGDx4sX0Lrf5+flLly718vKSy2L6LtFBGr2Ogl5XU1VV1WETPp9P9rwyNjbW1dXtSSsppaSkrFixIjw83MrKCgAKCwsTExOV0DkSKPR+EUIIIYSQzGQfUTE2NiaF58+f0yvRle/o0aOkMHPmTFVdAwAMHTo0JCQkJCREIBA8f/48LS0tNTWVy+Uymcxjx475+vqSaiUlJVJOajIwMKC/7K+oqGhvb6coatiwYZ3Vr6ysJAV6g2YSDEDnqTBZLBZZmEHXlLmVNEJDQ8lCml69eiUnJzs6OgJAVFSUt7e3yDQ52XpJNoq7X4QQQggh1BOyByqTJ0/+8ccfAeDOnTvu7u4d1klPT+dwOL169YqIiJDXEIqwt2/f7t27l5TFB20U7dixY42Njerq6kFBQfT8LpLXZffu3TNnzpw7dy4A3L59mw5U3N3dpUxwvnnz5u3bt5Py+vXrMzIyAODBgwcTJkwQrywQCB49ekTKNjY2pGBubm5mZlZSUvLw4cPKyko6TSft4sWLpODq6koflK2VNITnTTk4OAQGBqalpTU3N4eHh589e1a4pmy9JBvF3S9CCCGEEOoJ2YMHFxeXPn36AEBiYuLr16/FK7DZ7KCgoOjoaBaLpYgopbm52cfHh6x+mTVrFv2ArjTp6elklODJkyfiZwcOHEgK0m+a3Jl//vOfpLBjx44OJ5KdPXuWBCp2dnZDhgwhBymKWrRoESmfOHFCpEl7e/svv/wCAGpqap6envRx2VrJYOfOnSR0YTKZdDCgfEq7X4QQQggh1C3diB+qq6uFXxoYGJBBjNbWVk9Pz6KiIuGzlZWV7u7uPB4PAIKCguR70Xw+//r16/b29jdu3AAAbW3tgwcPKr/vJk6cSAobN2789OmT8Km2trbo6GhStrW1pY8/efKky/U8hPBAwZw5c8iErlOnTkVGRgpPixIIBOfOnQsJCSEvt27dKnwZa9euJcHk1q1bCwsLhVtt2bKFbELg6+srsgmBbK24XG7Wf0iTGNHQ0HDXrl2kvGrVKuEUJbL1ksxku1+EEEIIIaRQXU/9orfrPXz4sL6+fu/evd3d3UnGkpiYmKtXrz579uzBgwfW1tZz5861srJiMBjPnj07c+YMyY24Zs0aNzc32S6usrKSfgQnSGp2FotFZ5DU1tb+9ddfR4wYofy+8/Pz2717N5/P/+2330aOHOnp6WliYsLj8Tgczrlz50hcN3ToUH9//x5+kKam5oEDB7y8vADgX//61/Hjx52dnQcNGlRZWfnw4cP79++Tahs2bCAZNmkDBw6Mj48PCwtrbGx0cHAIDQ21sbFpaGjIyMi4du0aAAwePHjHjh0iHydbq6KiInpy1KtXrywsLLq8r4CAgLS0tDt37nA4nO3bt8fExCj/hyjz/SKEEEIIIYXqOlAZP368rq4ul8stKioiQyilpaUkUNHW1s7JyfHy8srNzW1ra2MymUwmk26orq6+cuXK+Ph4mS+Oy+WmpKRIqDBp0qSUlBR6ZEPJrKys0tPTw8LCmpqaysrKEhISxLsuIyNDR0en55+1cOHCI0eOrFmzpq6urrS0VKRbNDU1t23bRvb8FREaGlpbWxsVFdXU1CSctx4AzM3NmUymeCJOmVt1l5qa2oEDByZOnMjj8eLi4nx9fceMGdPzt5WBcu4XIYQQQghJr+upX7q6uhcuXHB0dOzXr1/fvn1HjRqlqalJnzUyMrpx48a5c+fI3k0MBsPIyMje3j40NLSoqGjv3r1yX53Sv3//UaNGLV26NDMz848//lBVlEL4+fmVlZX98MMP06ZNMzMzYzAYhoaGEydO9Pb2zsrKevTokaWlpRw/i8Ph7Nix4x//+IeZmZmmpqauru7EiRMjIiLYbPb333/fWRbLLVu23L17NzAwcMSIEQwGQ09Pz9bWNi4u7uHDh+PGjevs42Rr1V3jx49fu3YtALS3t4eFhSlnK2cV3i9CCCGEEJLS/zei0uGicABwcHDIzc3t7C0oilqwYMGCBQvETxUVFY0ePbrDVpWVlbq6uiYmJpMnT/b09HRzc1NXVyenLC0t6QfWjx8/0vvG2tnZSZ9x79atW+IHr1692ln93r17S3hK9vHx8fHx6fCUvr5+VFRUVFRUd7pd1IULF7hcrqenJ52dpkP9+vWbNWsWm80uKytT+w8dHZ1+/fpJfn+KokhliqIoihIIBDwej6wgkleryZMnCwSCzMxMDw+P3r17S3/vcXFxIoMYcpSVlUX6Vpoc9rL10hfNBlQWGSKEEFKhj2829PxNutR30l/nb6hc7uUL+rM7ieqiQhNLGZch+/bEPVdfX19fX19UVJSenm5jY5OSkiK+c1dDQwO98iE7O3v69OkqvGAFqa6u9vDw4PF45eXlkgOVmJiYyMhIPp9PXn748KGuro7FYu3fv//s2bOd7XumzFY1NTUaGhqfz0QpRfctQgghhBBSECUFKnp6evQeu8THjx+rq6tZLBbJVJifn+/k5JSZmTlr1ixV94myHT16VJqv7ZOTkzdv3kzKrq6udnZ2jY2NZ8+e5XA4r1+/dnNzY7FY9N7Eym/F5/PLysoOHTrk4eFBD46pnEL7FiGEEEIIKY6SApVBgwYlJSWJHxcIBDdv3gwPDy8oKGhpaXF3dy8sLJRmw6i/jMePH0dGRnZZraqqat26dQCgoaHBZDLnzZtHjsfGxvr6+p4+fbqqqmrjxo3Hjh1TVat79+5NmTLFwcFhz549qu5UZfQtQgghhBBSKPnnYewWiqKmTZt2586dGTNmAEBra2twcLDwWhFDQ0M6acZfZt6XQCAoLy/PysoKCgqys7MTTiHSmYSEhNbWVgDYsGED/SQNAJqammlpaeTL/pMnT5aUlKiq1bhx46qqqm7duqXakQel9S1CCCGEEFIoFQcqhJaW1okTJ8g2vjk5OXRikL8qNzc3U1NTV1fX1NTUDx8+dFlfIBCQ/OgAEBgYKHK2b9++ZKE/n88/f/68SloBgLa2NslK+XfoW4QQQgghpGiigUpubm5QUJCFhYW2tra+vr6Njc2qVatIcm5xjo6OFEUtWrQIAJqamiIiIkxNTSmKkrC5VmeMjY3Dw8NJWSTNPPkUke/pZ82aRVEU+f6bzMyxtLTU0tLS09Ozt7c/fPgwPSxz8eLFefPmGRsbMxiMkSNHLlq0qLPNzQQCwZUrVxYvXmxtba2jo2NgYDBp0iR/f//Hjx/Lt9OFU8tLo6SkhM1mA8Do0aM7nBc3f/58UsjKylJJK9nU1tZaW1uTLbbWrVsnl72JldO3CCGEEEJI0f67RqWlpWX58uUnT54UPvL+/fsHDx7s27dv5cqVCQkJGhodr2mpr693dXXNy8vryaX4+vpu3boVAOj9iKVx//59d3f3t2/fkpetra15eXl5eXl3797dv39/WFiYcG5ENpvNZrPPnTt34cKFOXPmiNyCm5vb7du3hQ/W1dXl5+cfOXIkIiJCjnnTz5w58+nTJ/qlt7d3dna2hPp0ZOXs7NxhBXt7ey0trZaWlqdPn6qklQzq6upmz55dUFAAAOHh4fHx8Z3lgfkM+xYhhBBCCCnavwMPHo83f/58EiEwGAxXV9exY8e2trayWKybN28CwL59+yoqKphMpvjTpEAgCA4OpqOUwYMHd5nWo0MWFhYGBga1tbWlpaXV1dXSzCMqLy93c3N79+6dn5/f9OnT29raTp8+TR5MU1JSCgsL8/LydHV1g4KCJkyYUFFRkZSUVF5ezuPxQkJCiouL6c2peDzekiVLSJSio6OzcOFCMzOzDx8+3Lt37/fffweA2NjYSZMmLVy4UC6dLpKrXjiBZodevnxJCoMGDer4p6ihMWDAAA6HU1FR0dLSoqWlpeRW3cXlcp2dnR8+fAgAq1ev3rNnj1yiFKX1LUIIIYQQUrR/Byrx8fEkSpk6dWp6erqZmRld49q1a/7+/pWVlZmZmcePH//mm29E3uL69etcLnfKlCk7d+60tbXtVrI/YRRFjRkzhmSWLC0tlSZQKSws1NTUvHLlCr2pcUhIiI+Pz6lTpwAgLy/P0tLy8uXLpqam5GxQUNDo0aOrq6vLyso4HI65uTn9PpcvXwaAr776Kjs7Wzg5YHp6ekBAAAAcPHhQXoFKd9XU1JCChHyX+vr6HA4HAKqrq4cPH67kVt1SX1/v4uKSn58PAKtWrUpISJBXlKK0vkUIIYQQQoqmBgCtra0kNfiQIUOYTKZwlAIAM2fOzMjIUFNTA4Bt27aJvwWXyzU3N8/Ozp46darMUQpBPyy+f/9eyiabNm0STr1CUdT69evpl2lpaXSUQt5/+fLlpEx/lQ4A9HDQmjVrRFKY+/v7m5iYqKurFxQUyGURhQyam5tF+kecgYGBSGVltpJeY2Ojq6vrvXv3ACAsLCwxMVGFUYoS7hchhBBCCMlGDQCuXbv27t07AFi9ejX9TCbMwcHBxcUFAF68ePHmzRvxCpGRkQwGo+dX07dvX1JoamqSssmyZctEjowcOZIUxowZM2XKFJGzo0aNIoW2tjb6ID0HrKKiQqQ+RVF//vlne3v7mzdvhB+praysKOls2bKlh91CNs8FAAlz6uhT9Ia8ymwlpaamJnotU3BwcFJSUodRyufftwghhBBCSNE0AIBeQd6nT5+cnJwO69HfNxcUFJiYmIicFVmYLjP6G+v+/ftLU19LS0t8Kg49qjN27FjxJh2O+djZ2ZFCdHR0ZWVlQECAra2tar/p7/CaJcRvDQ0NpEBHjMpsJY3m5maR7Qo+hx5W3P0ihBBCCKGe0ACA8vJy8uK7777rsgH90Pbft9DQMDIyksvV1NXVkYLI/KvO9OnTR8LDrvTrnidMmBAREREbG9ve3p6cnJycnGxubu7k5OTg4ODs7Dx06FDxJpcuXZJyJ1wp70UCbW1tkf6R0HX0qJQyW0kjKSmpvb0dABgMRltb26FDh5YtW2Zvb/8l9i1CCCGEEFI0DQDgcrnSN6ivrxc5YmRkRFaw9JBAIKATtoisk1GCmJgYJyenyMhIFosFAMXFxcXFxYcPHwYAGxub8PBwX19f4aBIeOmLotFxoISHaXpVDz32pcxW0iBRSkpKSkNDw4YNGwAgNDSUxWL16tVLpObn37cIIYQQQkjR1EDoS+WXL18KuhIcHCz6FvKIUgCAzWaTpTJkn2Ll98WcOXPu37//+vXrAwcOLF68mN6vNj8/f+nSpV5eXqpaTE+vq6mqquqwAp/PJ7tXGRsb6+rqKr+VlFJSUlasWBEeHm5lZQUAhYWFiYmJKunSHvYtQgghhBBSNA0AMDY2Ji+eP39Or0RXvqNHj5LCzJkzVdgjQ4cODQkJCQkJEQgEz58/T0tLS01N5XK5TCbz2LFjvr6+pFpJSYmU05MMDAx6ODWOPNZD56kwWSwWWWJB11RyK2mEhoauWLECAHr16pWcnOzo6AgAUVFR3t7eIpPrPv++RQghhBBCiqYBAJMnT/7xxx8B4M6dO+7u7h3WS09P53A4vXr1ioiIkNcQirC3b9/u3buXlMUHbRTt2LFjjY2N6urqQUFB9Pwuktdl9+7dM2fOnDt3LgDcvn2bDlTc3d2lTFW+efPm7du39+TyzM3NzczMSkpKHj58WFlZOXjwYJEKFy9eJAVXV1eVtJKG8LwpBweHwMDAtLS05ubm8PDws2fPCtf8/PsWIYQQQggpmhoAuLi49OnTBwASExNfv34tXonNZgcFBUVHR7NYLEVEKc3NzT4+PmT1y6xZs2xsbJTcC+np6eT7/idPnoifHThwIClIv2myfFEUtWjRIlI+ceKEyNn29vZffvkFANTU1Dw9PVXSSgY7d+4koQuTyaSDgS+lbxFCCCGEkKKpAYCBgQEZxGhtbfX09CwqKhKuUVlZ6e7uzuPxACAoKEi+H8/n869fv25vb3/jxg0A0NbWPnjwoPJ7YeLEiaSwcePGT58+CZ9qa2uLjo4mZVtbW/r4kydPulzPQ/TwK39i7dq1JJjcunVrYWEhfVwgEGzZsoVsQuDr6yuyCYEyW3G53Kz/kCYxoqGh4a5du0h51apVwilKvoi+RQghhBBCCqVB/i8mJubq1avPnj178OCBtbX13LlzraysGAzGs2fPzpw5Q3Ijrlmzxs3NTbaPqaysDAkJET7y6dOnmpoaFotFZ5DU1tb+9ddfR4wYofxe8PPz2717N5/P/+2330aOHOnp6WliYsLj8Tgczrlz56qrqwFg6NCh/v7+yr82YuDAgfHx8WFhYY2NjQ4ODqGhoTY2Ng0NDRkZGdeuXQOAwYMH79ixQ4WtioqK6MlRr169srCw6PKmAgIC0tLS7ty5w+Fwtm/fHhMT8wX1LUIIIYQQUqh/Byra2to5OTleXl65ubltbW1MJpPJZNKV1NXVV65cGR8fL/PHcLnclJQUCRUmTZqUkpJCj2womZWVVXp6elhYWFNTU1lZWUJCgkiF8ePHZ2Rk6OjoqOTyiNDQ0Nra2qioqKampri4OOFT5ubmTCZTPBGnklt1l5qa2oEDByZOnMjj8eLi4nx9fceMGfMF9S1CCCGEEFIcDbpkZGR048aN8+fPHz9+PC8vr7q6un///iNHjvzqq6/WrVsnzRfk3dW/f/+BAwdOnjzZy8vLzc1NXV1dhR3h5+fn5ub2448/Zmdnl5eXV1ZW9uvXz9TU1MLCIjAw0NnZ+XNIo75ly5Y5c+YcOHAgOzv7zz//1NLSsrCw8Pb2/vbbb/v16/c5tOqu8ePHr127dvfu3e3t7WFhYdnZ2arqZ+Xc79+Ttk275Aoq2vcb/cXIOOCPOsPyf6zqS/i3j282qPoS8F5kpKq8DkiyLv8uw2fzp5nC3yEkR5mZmR4eHuXl5UOGDFH1tSCEEEIIoS+Y/LfwQn9nNTU1GhoaOFEKIYQQQgj1kEbP3wIhAODz+WVlZYcOHfLw8FDtLD6EEEIIIfQXgCMqSD7u3btnZmbWq1evPXv2qPpaEEIIIYTQFw/XqCD5aG5ubm5uHjBggKovBCGEEEII/RX8PyUYoGaNNoAbAAAAJXRFWHRkYXRlOmNyZWF0ZQAyMDE4LTEwLTMwVDIxOjI2OjQ1LTA0OjAwEwSYtAAAACV0RVh0ZGF0ZTptb2RpZnkAMjAxOC0xMC0zMFQyMToyNjo0NS0wNDowMGJZIAgAAAAASUVORK5CYII=)
Note that because it is labeled as “final” it shows up automatically in “workflow” clusters in our plotClusters
plot. It has also been set as our primaryCluster and has the new clusterLabel we gave it in the call to setToFinal
.
This didn’t get rid of our undesired mergeClusters
result that is most recent. It still shows up as “the” mergeClusters result. This might be undesired. We could remove that “mergeClusters” result with removeClusters
. Alternatively, we could manually change the clusterTypes to mergeClusters.x
so that it doesn’t show up as current.
A cleaner way to do this would have been to first set the desired cluster (“mergeClusters.4”) to the most current iteration with setToCurrent
, which would have bumped up the existing mergeClusters
result to be no longer current.
RSEC
RSEC
is a single function that follows the entire workflow described above, but makes the choices to set subsample=TRUE
and sequential=TRUE
to provide more robust clusterings. This removes a number of options from clusterMany, making for a slightly reduced set of arguments. RSEC
also implements the makeConsensus
, makeDendrogram
and mergeClusters
steps, again with not all the arguments available to those function to be set by the user, only the most common. Furthermore, the defaults set in RSEC
are those we choose for our algorithm, and occassionally vary from stand-alone method. The final output is a ClusterExperiment
object as you would get from following the workflow.
We give the following correspondence to help see what arguments of each component are fixed by RSEC, and which are allowed to be set by the user (as well as their correspondence to arguments in the workflow functions).
|
Name of Argument in original function (if different) |
Notes |
|
clusterMany |
sequential=TRUE |
k0s |
ks |
RSEC only sets ‘k0’, no other k |
- |
distFunction=NA |
clusterFunction |
|
|
- |
removeSil=FALSE |
reduceMethod |
|
|
- |
subsample=TRUE |
nFilterDims |
|
|
- |
silCutoff=0 |
nReducedDims |
|
|
- |
|
alphas |
|
|
- |
|
betas |
|
|
- |
|
minSizes |
|
|
- |
|
mainClusterArgs |
|
|
- |
|
subsampleArgs |
|
|
- |
|
seqArgs |
|
|
- |
|
run |
|
|
- |
|
ncores |
|
|
- |
|
random.seed |
|
|
- |
|
isCount |
|
|
- |
|
transFun |
|
|
- |
|
isCount |
|
|
makeConsensus |
propUnassigned = (default) |
consensusProportion |
proportion |
- |
consensusMinSize |
minSize |
|
|
makeDendrogram |
filterIgnoresUnassigned=TRUE |
dendroReduce |
reduceMethod |
|
- |
unassignedSamples= (default) |
dendroNDims |
nDims |
|
mergeClusters |
plot=FALSE |
mergeMethod |
|
|
- |
|
mergeCutoff |
cutoff |
|
- |
|
mergeDEMethod |
DEMethod |
|
- |
|
mergeLogFCcutoff |
logFCcutoff |
|
Finding Features related to a Clustering
The function getBestFeatures
finds features in the data that are strongly differentiated between the clusters of a given clustering. Finding the best features is generally the last step in the workflow, once a final clustering has been decided upon, though as we have seen it is also called internally in mergeClusters
to decide between which clusters to merge together.
The function getBestFeatures
calls either limma
(Smyth 2004, Ritchie et al. (2015)) or edgeR
(Robinson, Mccarthy, and Smyth 2010) on input data to determine the gene features most associated with a particular clustering. getBestFeatures
picks the primaryCluster
of a ClusterExperiment
object as the clustering to use to find features. If the standard workflow is followed, this will be the last completed step (usually the result of mergeClusters
or manually choosing a final cluster via setToFinal
). The primaryCluster can of course be changed by setting primaryClusterIndex
to point to a different clustering.
The basic implementation of these functions fits a linear model per feature and tests for the significance of parameters of that linear model, with appropriate adjustment to a negative binomial model in the case of edgeR
. The main contribution of getBestFeatures
is to interface with limma
or edgeR
so as to pick appropriate parameters or tests for comparing clusters. Naturally, getBestFeatures
also seamlessly works with ClusterExperiment
objects to minimize the burden on the user. The output is in the form of topTable
or topTags
in limma
or edgeR
respectively, i.e. a data.frame giving the relevant features, the p-value, etc.
Note that getBestFeatures
will remove all samples unassigned to a cluster (i.e. -1
or -2
), so that these samples will not in anyway influence the DE analysis (see [#unassigned] for more information about unassigned samples).
Types of Significance Tests
There are several choices of what is the most appropriate test to determine whether a feature is differentially expressed across the clusterings. All of these methods first fit a linear model where the clusters categories of the clustering is the explanatory factor in the model (samples with -1 or -2 are ignored). The methods differ only in what significance tests they then perform, which is controlled by the argument type
. By default, getBestFeatures
finds significant genes based on a F-test between the clusters (type="F"
). This is a very standard test to compare clusters, which is why it is the default, however it may not be the one that gives the best or most specific results. Indeed, in our “Quick Start”, we did not use the \(F\) test, but rather all pair-wise comparisons between the clusters.
The \(F\) test is a test for whether there are any differences in expression between the clusters for a feature. Three other options are available that try to detect instead specific kinds of differences between clusters that might be of greater interest. Specifically, these differences are encoded as “contrasts”, meaning specific types of differences between the means of clusters.
Note that for all of these contrasts, we are making use of all of the data, not just the samples in the particular cluster pairs being compared. This means the variance is estimated with all the samples. Indeed, the same linear model is being used for all of these comparisons.
All Pairwise
The option type="Pairs"
, which we saw earlier, performs all pair-wise tests between the clusters for each feature, testing for each pair of clusters whether the mean of the feature is different between the two clusters. Here is the example from above using all pairwise comparisons on the results of rsec:
pairsAllTop<-getBestFeatures(rsecFluidigm,contrastType="Pairs",DEMethod="edgeR",p.value=0.05)
dim(pairsAllTop)
## [1] 100 8
head(pairsAllTop)
## IndexInOriginal Contrast Feature logFC logCPM LR
## 1 1465 Cl01-Cl02 DLK1 13.90356 8.804668 172.58983
## 2 5044 Cl01-Cl02 RPS4Y1 12.51876 7.424298 119.76806
## 3 2291 Cl01-Cl02 GPC3 12.21939 7.126492 110.84635
## 4 3788 Cl01-Cl02 NNAT -13.34129 8.751824 110.37000
## 5 3985 Cl01-Cl02 OTX2 11.80412 6.714252 87.07782
## 6 1640 Cl01-Cl02 EFNA5 11.35424 8.430487 84.19065
## P.Value adj.P.Val
## 1 2.011624e-39 1.422017e-34
## 2 7.110712e-28 2.513281e-23
## 3 6.393907e-26 9.579242e-22
## 4 8.130634e-26 9.579242e-22
## 5 1.043343e-20 9.219237e-17
## 6 4.492896e-20 3.528920e-16
Notice that compared to the quick start guide, we didn’t set the parameter number
which is passed to topTable, so we can get out at most 10 significant features for each contrast/comparison (because the default value of number
in topTable
is 10). Similarly, if we didn’t set a value for p.value
, topTable
would return the top number
genes per contrast, regardless of whether they were all significant or not. These are the defaults of topTable
, which we purposefully do not modify, but we urge the user to read the documentation of topTable
carefully to understand what is being asked for. In the QuickStart, we set number=NROW(rsecFluidigm)
to make sure we got all significant genes.
In addition to the columns provided by topTable
, the column “Contrast” tells us what pairwise contrast the result is from. “Cl01-Cl02” means a comparison of cluster 1 and cluster 2 (note that these refer to the cluster ids, not any name they might have). The column “IndexInOriginal” gives the index of the gene to the original input data matrix, namely assay(ce)
. The other columns are given by topTable
(with the column “Feature” renamed – it is usually “ProbeID” in limma
).
One Against All
The choice type="OneAgainsAll"
performs a comparison of a cluster against the mean of all of the other clusters.
best1vsAll<-getBestFeatures(rsecFluidigm,contrastType="OneAgainstAll",DEMethod="edgeR",p.value=0.05,number=NROW(rsecFluidigm))
head(best1vsAll)
## IndexInOriginal ContrastName Contrast Feature
## 1 3788 Cl01 Cl01-(Cl02+Cl03+Cl04+Cl05)/4 NNAT
## 2 1465 Cl01 Cl01-(Cl02+Cl03+Cl04+Cl05)/4 DLK1
## 3 5044 Cl01 Cl01-(Cl02+Cl03+Cl04+Cl05)/4 RPS4Y1
## 4 2291 Cl01 Cl01-(Cl02+Cl03+Cl04+Cl05)/4 GPC3
## 5 4285 Cl01 Cl01-(Cl02+Cl03+Cl04+Cl05)/4 PLXNA2
## 6 1640 Cl01 Cl01-(Cl02+Cl03+Cl04+Cl05)/4 EFNA5
## logFC logCPM LR P.Value adj.P.Val
## 1 -13.99068 8.751824 115.39303 6.454855e-27 2.281468e-22
## 2 14.75266 8.804668 95.24763 1.679989e-22 2.968961e-18
## 3 13.36825 7.424298 66.29970 3.873178e-16 4.563249e-12
## 4 13.06897 7.126492 61.43385 4.578701e-15 4.045854e-11
## 5 -11.22931 8.736883 60.23644 8.412054e-15 5.946481e-11
## 6 13.83358 8.430487 55.30939 1.029755e-13 6.066113e-10
Notice that now there is both a “Contrast” and a “ContrastName” column, unlike with the pairs comparison. Like before, “Contrast” gives an explicit definition of what is the comparisons, in the form of “(Cl02+Cl03+Cl04+Cl05+Cl06)/5-Cl01”, meaning the mean of the means of clusters 2-6 is compared to the mean of cluster1. Note that the contrasts here are always written in terms of the internal (numeric) cluster id, with an “Cl” in front of the number and a ‘0’ to make the number 2 digits. “ContrastName” interprets this into a more usable name, namely that this contrast can be easily identified as a test of “Cl01” (cluster 1).
We can plot the contrasts with a heatmap for these results. Here we notice that the color next to the gene group matches the cluster that the contrast matches.
plotContrastHeatmap(rsecFluidigm,signifTable=best1vsAll,nBlankLines=10, whichCluster="primary")
![](data:image/png;base64,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)
Dendrogram
The option type="Dendro"
is more complex; it assumes that there is a hierarchy of the clusters (created by makeDendrogram
and stored in the ClusterExperiment
object). Then for each node of the dendrogram, getBestFeatures
defines a contrast or comparison of the mean expression between the daughter nodes.
bestDendro<-getBestFeatures(rsecFluidigm,contrastType="Dendro",DEMethod="edgeR",p.value=0.05,number=NROW(rsecFluidigm))
head(bestDendro)
## IndexInOriginal ContrastName Contrast Feature logFC
## 1 1284 Node1 (X4+X1+X3)/3-(X5+X2)/2 CXADR -7.193510
## 2 5211 Node1 (X4+X1+X3)/3-(X5+X2)/2 SEMA3C -10.818739
## 3 2325 Node1 (X4+X1+X3)/3-(X5+X2)/2 GRIA2 -9.884674
## 4 4285 Node1 (X4+X1+X3)/3-(X5+X2)/2 PLXNA2 -8.490279
## 5 3724 Node1 (X4+X1+X3)/3-(X5+X2)/2 NEUROD6 -10.873128
## 6 5333 Node1 (X4+X1+X3)/3-(X5+X2)/2 SLA -9.636881
## logCPM LR P.Value adj.P.Val
## 1 10.907220 44.56590 2.459383e-11 1.159025e-07
## 2 8.749876 43.15285 5.062611e-11 1.789380e-07
## 3 8.238138 38.89834 4.464602e-10 1.238610e-06
## 4 8.736883 38.74945 4.818470e-10 1.238610e-06
## 5 7.752301 37.92304 7.359106e-10 1.669422e-06
## 6 8.897872 37.71454 8.189169e-10 1.669422e-06
Again, there is both a “ContrastName” and “Contrast” column. The “Contrast” column identifies which clusters ids were on each side of the node (and hence commpared) and “ContrastName” is the name of the node, determined internally during makeDendrogram
.
levels((bestDendro)$Contrast)
## [1] "(X4+X1+X3)/3-(X5+X2)/2" "X4-(X1+X3)/2"
## [3] "X5-X2" "X1-X3"
We can look at the results again with plotContrastHeatmap
.
plotContrastHeatmap(rsecFluidigm,signifTable=bestDendro,nBlankLines=10)
![](data:image/png;base64,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)
We can plot the dendrogram to help make sense of which contrasts go with which nodes and choose to show the node names with show.node.label=TRUE
(plotDendrogram calls plot.phylo
from the ape
package and can take as imput those arguments like show.node.label
).
plotDendrogram(rsecFluidigm,show.node.label=TRUE,whichClusters=c("makeConsensus","mergeClusters"),leaf="samples",plotType="colorblock")
![](data:image/png;base64,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)
DE Analysis for count and other RNASeq data
The getBestFeatures
method for ClusterExperiment
objects has an argument DEMethod
to determine what kind of DE method should be run. The options are limma
, limma-voom
and edgeR
. The last two options assume that assay(x)
are counts.
limma
In this case, the data is assumed to be continous and roughly normal and the limma
DE method is performed on transformData(x)
, i.e. the data after transformation of the data with the transformation stored in the ClusterExperiment
object.
limma-voom
refers to calling limma with the voom
(Law et al. 2014) correction which uses the normal linear model of limma
but deals with the mean-variance relationship that is found with count data. This means that the differential expression analysis is done on \(log_2(x+0.5)\). This is regardless of what transformation is stored in the ClusterExperiment
object! The voom
call within getBestFeatures
sets normalize.method = "none"
in the call to voom
. Unlike edgeR or DESeq, the voom correction does not explicitly require a count matrix, and therefore it has been proposed that it can be used on FPKM or TPM entries, or data normalized via RUV. However, the authors of the package do not recommend using voom on anything other than counts, see e.g. this discussion.
edgeR
Performs a likelihood-ratio test (glmLRT
function in edgeR
(Robinson, Mccarthy, and Smyth 2010)) based on a negative binomial distribution and a empirical bayes estimation of the dispersion.
edgeR
with zero-inflated weights Weights can be provided to getBestFeatures
, in which case the LRT is performed using the function glmWeightedF
in the zinbwave
package following the work of (Van den Berge et al. 2018). The best way to do this is to save the weights in an assay entitled weights
. Here is an example of mock code:
assay(rsecFluidigm,"weights")<- myweights
If the initial SummarizedExperiment
object is set up this way, then the functions getBestFeatures
, mergeClusters
, and RSEC
will all automatically look for such an assay in order to use these weights, if DEMethod="edgeR"
. Indeed for RSEC
this is the only way to get weights used – unlike getBestFeatures
and mergeClusters
, RSEC
doesn’t give a way for the user to make choices about the weights (this is to simplify the number of parameters). For getBestFeatures
and mergeClusters
you can manually set the argument weights
to be NULL
to force the functions to NOT use the weights stored here (and the standard edgeR routine is followed instead) or alternatively set weights
to be another assay name or even a matrix of weights.
Normalization Factors Both limma-voom
and edgeR
calls first set up a DGEList
object which is then given to either the voom
function in the limma
package or the estimateDisp
function of edgeR
. The argument counts
to the DGEList
function is given by the data in the assay, but you can pass other arguments to the call to DGEList
by giving them in a list format to the argument dgeArgs
of getBestFeatures
(or the other functions that call getBestFeatures
). In particular, you can pass arguments such as norm.factors
or lib.size
to specify normalization factors, which will then be used by the voom
/edgeR
commands.
Piping into other DE routines
Ultimately, for many settings, the user may prefer to use other techniques for differential expression analysis or have more control over certain aspects of it. The function clusterContrasts
may be called by the user to get the contrasts that are defined within getBestFeatures
(e.g. dendrogram contrasts or pairwise contrasts). These contrasts, which are in the format needed for limma
or edgeR
can be piped into programs that allow for contrasts in their linear models for mRNA-Seq; they can also be chosen to be returned in the formated needed by MAST (Finak et al. 2015) for single-cell sequencing by settting outputType="MAST"
.
Similarly, more complicated normalizations, like RUV (Gagnon-Bartsch and Speed 2011), adjust each gene individually for unwanted batch or other variation within the linear model. In this case, a matrix \(W\) that describes this variation should be included in the linear model. Again, this can be done in other programs, using the contrasts provided by clusterContrasts
in combination with \(W\).
Multiple Testing adjustments
The user should be careful about questions of multiple comparisons when so many contrasts are being performed on each feature; the default is to correct across all of these tests (see the help of getBestFeatures
and the argument contrastAdj
for more). As noted in the introduction, p-values created in this way are reusing the data (since the data was also used for creating the clusters) and hence should not be considered valid p-values regardless.
As mentioned, getBestFeatures
accepts arguments to limma
’s function topTable
(or topTags
for edgeR
) to decide which genes should be returned (and in what order). In particular, we can set an adjusted p-value cutoff for each contrast, and set number
to control the number of genes returned for each contrast. By setting number
to be the length of all genes, and p.value=0.05
, we can return all genes for each contrast that have adjusted p-values less than 0.05. All of the arguments to topTable
regarding what results are returned and in what order can be given by the user at the call to getBestFeatures
.