Contents
Introduction
We introduce Cepo, a method to determine genes governing cell identity from scRNA-seq data. We propose a biologically motivated metric—differential stability (DS)—to define cell identity. Our motivation is driven by the hypothesis that stable gene expression is a key component of cell identity. This hypothesis implies that genes marking a cell type should be (i) expressed and (ii) stable in its expression relative to other cell types. We translate these criteria into a computational framework where, using predefined cell-type labels, we compute a cell-type-specific score to prioritise genes that are differential stably expressed against other cell types between all cell-type pair comparisons.
Cepo is therefore distinct from most methods for differential analysis (e.g., differential expression) that prioritise differences in the mean abundance between cell types. Cepo is able to capture subtle variations in distribution that does not necessarily involve changes in mean. Cepo is particularly suitable for large atlas data as it is computationally efficient and fast. Moreover, Cepo can perform differential stability analysis for multi-group comparisons in single-cell data.
To access the R code used in the vignettes, type:
browseVignettes("Cepo")
Questions relating to Cepo should be reported as a new issue at BugReports.
To cite Cepo, type:
citation("Cepo")
Package installation
The development version of Cepo can be installed with the following command:
if (!requireNamespace("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("Cepo")
Differential stability analysis using Cepo
The differential stability analysis in Cepo aims to investigate differential stability patterns between cells of different cell types. To use Cepo one needs data with cell type labels (or cluster labels). If no cell-type labels are provided, cells first need to be clustered and classified in groups via some form of clustering algorithms. Cepo can then be applied to identify differentially stable genes between cell types.
Example data
Load the example dataset, a small and randomly sampled subset of the Cellbench dataset consisting of 3 cell types 895 cells and 894 genes.
library(Cepo)
## Warning: replacing previous import 'utils::findMatches' by
## 'S4Vectors::findMatches' when loading 'AnnotationDbi'
library(SingleCellExperiment)
data("cellbench", package = "Cepo")
cellbench
## class: SingleCellExperiment
## dim: 894 895
## metadata(3): scPipe Biomart log.exprs.offset
## assays(2): counts logcounts
## rownames(894): AP000902.1 TNNI3 ... SCMH1 IGF2BP2
## rowData names(0):
## colnames(895): CELL_000001 CELL_000003 ... CELL_000955 CELL_000965
## colData names(17): unaligned aligned_unmapped ... sizeFactor celltype
## reducedDimNames(0):
## mainExpName: NULL
## altExpNames(0):
cellbench = cellbench[!duplicated(rownames(cellbench)),]
Columns of the colData
indicate the individual id and various metadata for each cell. colData
contains celltype
labels, which will be required to run Cepo. Differential stability analysis performed on the entire cell type repertoire.
colData(cellbench)[1:5,]
## DataFrame with 5 rows and 17 columns
## unaligned aligned_unmapped mapped_to_exon mapped_to_intron
## <integer> <integer> <integer> <integer>
## CELL_000001 167234 8341 526950 40991
## CELL_000003 174510 8608 513021 42270
## CELL_000004 158346 7796 504676 39684
## CELL_000005 159070 6968 486645 38252
## CELL_000006 144914 8610 465126 33435
## ambiguous_mapping mapped_to_ERCC mapped_to_MT number_of_genes
## <integer> <integer> <integer> <numeric>
## CELL_000001 21392 0 22342 11237
## CELL_000003 20170 0 20943 11203
## CELL_000004 18628 0 14021 11237
## CELL_000005 20029 0 14100 10920
## CELL_000006 21732 0 11855 11157
## total_count_per_cell non_mt_percent non_ribo_percent outliers
## <numeric> <numeric> <numeric> <factor>
## CELL_000001 266880 0.823985 0.797096 FALSE
## CELL_000003 251204 0.828956 0.801715 FALSE
## CELL_000004 250040 0.839618 0.816149 FALSE
## CELL_000005 244441 0.838746 0.798577 FALSE
## CELL_000006 235288 0.817904 0.788378 FALSE
## cell_line cell_line_demuxlet demuxlet_cls sizeFactor celltype
## <character> <character> <character> <numeric> <character>
## CELL_000001 HCC827 HCC827 SNG 2.15032 HCC827
## CELL_000003 HCC827 HCC827 SNG 2.00889 HCC827
## CELL_000004 HCC827 HCC827 SNG 2.06447 HCC827
## CELL_000005 HCC827 HCC827 SNG 1.92110 HCC827
## CELL_000006 H1975 H1975 SNG 1.92716 H1975
Note that, if cell-type labels are unknown, we would need to cluster cells into groups via some clustering algorithm. In the example dataset, we have 3 cell types, H1975, H2228 and HCC827, all of which are commonly used cell lines of lung adenocarcinomas.
unique(cellbench$celltype)
## [1] "HCC827" "H1975" "H2228"
Run Cepo to generate list of cell identity genes
Main arguments of Cepo
There are two main arguments to Cepo:
1) exprsMat
is the input data, which should be normalized data, such as counts per million (CPM) or log2-CPM (e.g., logcounts
as created via scater::logNormCounts
).
2) cellTypes
receives as input a vector of cell-type labels. Note that the cell-type labels should be equal in length and ordered the same as the column names in exprsMat
.
ds_res = Cepo(exprsMat = logcounts(cellbench),
cellType = cellbench$celltype)
The Cepo
function returns a list of two elements by default. The first element is a DataFrame
of DS statistics. In this DataFrame
, each column corresponds to the DS statistics for that celltype across all genes. A higher DS statistic value denotes a gene that is more prioritized as a differentially stable gene in that given cell type. In the output DataFrame, the columns correspond to each cell type and each row correspond to a gene.
ds_res
## $stats
## DataFrame with 889 rows and 3 columns
## H1975 H2228 HCC827
## <numeric> <numeric> <numeric>
## AC092447.7 0.852809 -0.450000 -0.402809
## CT45A3 0.834972 -0.408006 -0.426966
## AL049870.3 0.815309 -0.465169 -0.350140
## TDRD9 0.753652 -0.440871 -0.312781
## TNNI3 0.748876 -0.358848 -0.390028
## ... ... ... ...
## STK24 -0.655478 0.369663 0.285815
## CPVL -0.669382 0.136236 0.533146
## BBOX1-AS1 -0.674860 0.436657 0.238202
## COL4A2 -0.689747 0.397331 0.292416
## KCNK1 -0.700702 0.329916 0.370787
##
## $pvalues
## NULL
##
## attr(,"class")
## [1] "Cepo" "list"
Filtering
In many cases, it is beneficial to perform filtering of lowly expressed genes prior to differential analysis. The parameter exprsPct
specifies the threshold for filtering of lowly expressed genes should be performed. By default, this is set of NULL
. A value between 0 and 1 should be provided. Whilst there is no set rule to the threshold, we recommend a value between 0.05
and 0.07
, which will keep any genes that are expressed in 5-7% in at least one cell type, for microfluidic-based data.
ds_res_zprop = Cepo::Cepo(exprsMat = logcounts(cellbench),
cellTypes = cellbench$celltype,
exprsPct = 0.5)
The parameter logfc
specifies minimum log fold-change in gene expression. A value of 0.2
will keep any genes that show at least abs(0.2)
log fold change in gene expression in at least one cell type. By default, this value is NULL
.
ds_res_logfc = Cepo(exprsMat = logcounts(cellbench),
cellTypes = cellbench$celltype,
logfc = 1)
Cepo
outputs some useful stats, including the number of genes nrow
and gene names rownames
. By checking nrow
, we can see that as expected with filtering the number of genes included in the Cepo
run becomes fewer.
nrow(ds_res$stats)
## [1] 889
nrow(ds_res_zprop$stats)
## [1] 841
nrow(ds_res_logfc$stats)
## [1] 853
Computing p-values
There are two methods to compute p-values in Cepo
. The fast approach uses normal approximation of the Cepo statistics to estimate the null distribution. As this only required 100-200 sample runs of Cepo, it is much quicker, and the default approach, than the second permutation approach.
The output of running the p-value computation is a DataFrame
of p-values associated with the DS statistics. In this DataFrame
, each column corresponds to the p-values associated with the DS statistics.
ds_res_pvalues = Cepo(exprsMat = logcounts(cellbench),
cellType = cellbench$celltype,
computePvalue = 200,
prefilter_pzero = 0.4)
## Prefiltering 233 genes....
We can visualise the correlation between the Cepo statistics and -log10 p-values.
idx = rownames(ds_res_pvalues$stats)
par(mfrow=c(1,3))
for (i in unique(cellbench$celltype)) {
plot(rank(ds_res_pvalues$stats[[i]]),
rank(-log10(ds_res_pvalues$pvalues[idx, i])),
main = i,
xlab = "rank Cepo statistics",
ylab = "rank -log10 p-values")
}
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)
par(mfrow=c(1,1))
The permutation approach requires the users to set the computePvalue
argument to a number of bootstrap runs required (we recommend this to be at least 10000). Each column of the DataFrame
corresponds to the p-values associated with the DS statistics obtained through bootstrap on the cells.
ds_res_pvalues = Cepo(exprsMat = logcounts(cellbench),
cellType = cellbench$celltype,
# we use a low value for demonstration purposes
computePvalue = 100,
computeFastPvalue = FALSE)
ds_res_pvalues
## $stats
## DataFrame with 889 rows and 3 columns
## H1975 H2228 HCC827
## <numeric> <numeric> <numeric>
## AC092447.7 0.852809 -0.450000 -0.402809
## CT45A3 0.834972 -0.408006 -0.426966
## AL049870.3 0.815309 -0.465169 -0.350140
## TDRD9 0.753652 -0.440871 -0.312781
## TNNI3 0.748876 -0.358848 -0.390028
## ... ... ... ...
## STK24 -0.655478 0.369663 0.285815
## CPVL -0.669382 0.136236 0.533146
## BBOX1-AS1 -0.674860 0.436657 0.238202
## COL4A2 -0.689747 0.397331 0.292416
## KCNK1 -0.700702 0.329916 0.370787
##
## $pvalues
## DataFrame with 889 rows and 3 columns
## H1975 H2228 HCC827
## <numeric> <numeric> <numeric>
## AC092447.7 0 1 1
## CT45A3 0 1 1
## AL049870.3 0 1 1
## TDRD9 0 1 1
## TNNI3 0 1 1
## ... ... ... ...
## STK24 1 0 0
## CPVL 1 0 0
## BBOX1-AS1 1 0 0
## COL4A2 1 0 0
## KCNK1 1 0 0
##
## attr(,"class")
## [1] "Cepo" "list"
Visualizing results
We can visualize the overlap of differential stability genes between cell types.
library(UpSetR)
res_name = topGenes(object = ds_res, n = 500)
upset(fromList(res_name), nsets = 3)
![](data:image/png;base64,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)
Density plot of two genes from each cell type.
plotDensities(x = cellbench,
cepoOutput = ds_res,
nGenes = 2,
assay = "logcounts",
celltypeColumn = "celltype")
## AC092447.7, CT45A3, HLA-DRB6, AR, CASC9, AC011632.1 will be plotted
## Warning: The dot-dot notation (`..density..`) was deprecated in ggplot2 3.4.0.
## ℹ Please use `after_stat(density)` instead.
## ℹ The deprecated feature was likely used in the Cepo package.
## Please report the issue to the authors.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
![](data:image/png;base64,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)
We can also specify the genes to be plotted.
plotDensities(x = cellbench,
cepoOutput = ds_res,
genes = c("PLTP", "CPT1C", "MEG3", "SYCE1", "MICOS10P3", "HOXB7"),
assay = "logcounts",
celltypeColumn = "celltype")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABcUAAAN3CAIAAAB856UGAAAABGdBTUEAALGPC/xhBQAAACBjSFJNAAB6JgAAgIQAAPoAAACA6AAAdTAAAOpgAAA6mAAAF3CculE8AAAABmJLR0QA/wD/AP+gvaeTAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAAB3RJTUUH5wQZFB8hhRgqIwAAgABJREFUeNrs3XdcU9f7OPAng4Q9wp7KUARx46h7VatWxY2jWkcrto5KW61Wbb9VW2vrbh11b1GciHVvEAcoAk4EVET2XklI8vvjfLi/NIEYIMkluc/7D1/HmzvODSfJvc895zkgQ7ULDAwElSwsLLy9vcePH3/27FnlzR89ekStmZubq+JAly9fhvry8fHRVIWRYcvKytq+ffvo0aP9/Pzs7Oy4XK5AIPDz85s8efKhQ4eEQqGKbRvStDTVvGuzffv29evXZ2Vl6ezdQHpkz5498i3q6NGjam5YVVVlb29PbdilSxeFFVq0aFHX9mxtba36oCKRKDw8fNasWe3bt3d2dubz+WZmZm5ubn369Fm4cOHTp0/pfjtR41VRUbF///7Jkyf7+/vb2toaGRk5Ojq2bdt22LBhO3fuzM/PV1j/5s2bLBaLtMxOnTpJpVJ1jlJWVubm5ka2cnZ2LioqUlihIV+t2vhMEfX7mUAKtPd1umLFCvJSQEDAB/emwZ/v8vLys2fPhoSEBAYGuru78/l8W1vbli1bfvrpp5s2bXr16pX6u6rrB/CDdNBo8a6hccrMzKT+BI8ePVJnkxkzZpD1g4ODVa9Z7zYfFhZG1Wry5MkfrFJVVRXVwCwsLFJSUsjy27dvq251RkZG9vb2vXr1+v3338vLy+n+a6gF6K5Ao/bBLxp5Q4YMefnypfzmjTCeorrCyFAVFxcvXrzY1NRURXtwcnI6duxYbXtoSNPSajzl9evXZM0HDx7o7N1AekThBmD06NFqbnjlyhX5DbUdT5FKpZs3b3ZxcVGxOZvNDg4OTkxM/GDlU1NT586d27ZtW1tbWz6f36JFi+HDh//444+ZmZl0/0GQVuzatcvW1lZF4+HxeD/++KNYLJbfiroEB4AdO3aoc6ClS5dSmxw+fFj+pYZ/tWopnlKPnwlUI+19naoZT9Hgz7dIJNq0aZN8lKdGo0ePfvHixQf3Vr8PoAr1aLRXr1797LPPvL29jY2NnZycevfu/ffff6u+HdXgXQP+6GiQluIpDW/zY8eOpVY7f/686iqtXr2aWnn79u3U8g/GU+R5eHiEh4cr7HnHjh3q74HQdkAQ4ymqUF80lpaWbkoEAoHCX8ve3l4+bqJ+POXWrVtutTAyMiJ7sLKyqnGF7t27a6rCyCClp6e3bt1a4U9vaWlpZmam/I2zfv36GnfSkKalqeZdI+oiTM1rDo28G0iPKNwAmJiYlJaWqrPhrFmz5DdUEU+prfUq8/f3r/FYRUVF/fv3V2h+LBZLIBDw+Xzl5Zs2baqt2mKx+I8//qjtfsPCwuK3335T/5oe6QWFtsrhcJo0adK5c+emTZtyuVz5lz766CP5HiV5eXnUtbW9vf0HH6GnpaUZGxuT9fv16yf/kka+WjX4mZJX158JVBvtfZ2qE0/R4M/3mzdvlHfFZrPt7OyoFk7hcrlbtmxR/+zU/wCqUKdGW1JSIn+jK8/b2/vu3bu1baiRuwb80dE4bcRTNNLmc3JyHBwcyDpNmjRR8fF/+fKliYkJWXPw4MHyL8nHU1xcXBRanbOzs4WFhXxlWCzWpUuX5PeA8RQ9Q33RrFq1qsYV8vLyIiIiWrZsSf3BpkyZQr2qfjxFhbZt25I9/Pnnn9quMDI8ubm5TZo0of7cQ4YMOXnyZHFxMXn13bt3N27cWLBggZWVFfUdeu3aNeX9aKlp1al5K3v27Bn1tavONYem3g2kRxRuAADgyJEjH9xKIpE4OjrKb6UintLAuFtJSUm3bt2oAzk6Ov78889xcXEikUgmk0ml0vT09AsXLgQFBbHZbOoaKCwsrMa9zZ49W/5SqWXLlr169WratCk1sgMAli5dSvefBWnM33//Tf1l27VrFxYWJn/rUlVVdfv27SFDhlDrKPTTPnDgAPXS7NmzVR9rzJgxZE0ej/fs2TNquaa+WjX1mZJX158JpIL2vk4/GE/R4M/348ePnZ2dqV35+PisXr366dOnVVVVZIW8vLxjx46NGTNG/mvzhx9+qHFvDfwA1qhOjbaysrJXr17U/m1tbTt16uTt7U0tsbKyevjwYY3bauTSDn90NE7j8RQNtvnjx49TK8ydO7fGykilUqpNCgSCjIwM+Vfl4ym1RWTS09MXLVpERWScnZ1zcnKoV+sRT7lx44ZW/2QYT1Hlg180hFgs7t69O/U3i42NJcsbYTxFdYWRgZFKpZ988gn5K5uYmBw/fry2Nd++fUv9Xtrb28t/bRFaalr1jqdUVVUdPXrUx8eHOtYHrzk0+G4gPULdALi6upLCyJEjP7jV9evXFbbSUjxFKpX269ePasZff/01dYegLDEx0cPDg6zJ4/Fu376tsEJsbCwVc/niiy/kL2JSUlKoa3oOhxMVFUXLnwNpVmVlpY2NDfmz9u3bV0XmiHXr1lHN7Ny5c/IvUX2jOByOimv3GzduUHtYsmQJtVyDX62ajafU42cCqaa9r1PV8RQNtrHCwkIq1sBms1euXKniU3P//n35MWj79u1TWEEjH0B59Wi0v/zyC/WjsG3bNiqa8+DBA19fX/JS69atqTtneQ2/tMMfHW3QbDxFs21eJpNNmDCB2tudO3eUV9iyZQu1B+WQqzrxFOLgwYPUmqtXr6aWV1ZW5qrh3LlzJDw0fPhwbf/JMJ6iippfNDKZ7OXLl9Sf/NdffyULG208pbYKIwOzbds26pfs4sWLqleWfx6i3M1PS02rrvGUxMTEZcuWjRo1Sj7QruY1hwbfDaRHqBuA/v37+/v7A4CxsbGKmAVBPXCbO3dubTcAGrn32717N9WGP/jhkslkr169orKBduvWTeHVvn37kpdCQkKUtxWLxe3atSMrDB06VDfvP9KqM2fOkD8oi8X6YJ6C4cOHk5WHDRsmv/zly5dUf+/ahlhKJBLq69rT01M+KYMGv1o18plqyM8EUk17X6eq4ykabGPjxo2jdqVOmpXc3Fzq+sfMzEwhW6dGPoCyBjTajIwM6hn+3r17lV+lxuxs27ZNefOGX9rhj442aDaeotk2L5PJ8vLynJycyAr+/v4K0Zm3b99aWlqSV8eNG6e8f/XjKTKZrHPnzrV9alSrqKggPyh2dnY6SOLDBqQJPj4+1GPDFy9e0F0dA6wwqiuJRPL777+T8rx58z7++GPV6/v6+oaEhJDy0aNH631crTat69ev//LLL8ePH3///r1evBuoUSEjzCsrK8+ePatiNZlMduLECQBwcHDo2bOn9upTUlKyaNEiqm4LFy784CZeXl7/93//R8pRUVGPHz+Wr3ZMTAwAsFisJUuWKG/L5XK///57Ur5586b2zgvpzJMnT0jBz89PYUiFMup2jrQTio+PD9Vgbt++LT8CiLJjxw7qEdHGjRupW7hG+NVa758JVCc6+zrVYBt7/PgxtWTJkiWjR4/+4NFtbW3Dw8PJMKKysrJVq1bJv6qRDyA0oNEePny4oqICAAIDAydPnqzwqrOz848//kjKO3furMebT6nx0g5/dBo/jbd5ABAIBFSI88mTJ7/++qv8qyEhIcXFxQDg7Oy8efPmBtafiuzk5eXVacPFixc/e/YMADZv3vzBz2bDYTxFY7y8vEihrn9yrDDShhMnTqSkpACAiYmJ/IwMKowcOZIUbt68mZ2dXe9Da69pWVhYNP0vDofTyN8N1HhQ2R9U38hFR0dnZGQAwMiRIxWyCWrWwYMHyWMoY2Pjv/76S82tJkyY4ODgwOVyuVzupUuXqOVpaWnl5eUA4OXlRfWrVxAQEEAKRUVFlZWV2js1pBtlZWWkIJPJPrhyt27devfu3bt3b+qJMWXBggWkuwEAfP/99yUlJfKvFhUVUTdLI0aM+PTTT6mXGuFXa71/JlCd6OzrVINt7LfffiOfFC8vLzV3BQBNmjT56aefSHnv3r3yIQ9NfQDr3WiPHDlCCtOnT69xhSlTppBd3bt3LzU1tR7vP0X50g5/dBo/jbd5YtiwYVT87rfffktKSiLlQ4cORUZGkvKOHTuUUxrXFfXJqlNMJDo6ev369QAwfvx46ptKqzCeojHU95S5uTnddTHMCqM6oR4ZjRo1ytraWp1NOnXq9OzZs2fPniUlJTWkVWivaU2ePDn1v5Q7xza2dwM1Hv7+/mRo/b///kuen9QoPDycFNR5ktMQp0+fJoXJkyd/cApDirGxcVZWllgsFovF3377LbX89evX5EK8VatWtW2bk5NDCqampsop/ZHeoUbFP3/+PDo6WvXKzZs3v3bt2rVr186fP6/wkpGR0bZt28hQ88zMTKoPFPF///d/pOWYmZmRi1RKI/xqrffPBKoTnX2daqqNiUSiiIgIUp4/f36domwzZswgj+vldwKa+wDWr9EKhcK4uDhSpsbdKLC1taVmdblz5079/gSE8qUd/ug0ctpo85QNGza4uLiQFWbMmCGVSnNycubNm0de/eKLLwYPHtzwU6BauPLkRLURi8VffvmlTCZzcnJS/0lVA2E8RTNSU1OpueLlM5A3WnpXYVRXV65cIYUPdo6lsNls32q1TX33QY2zadH1bqDGhjypEAqFNV4fAICsOn29nZ1d7969tVeT0tLSa9eukXJQUFDDd9i7d29yIX7y5Mna1rl16xYptGnTRnunhnSmS5cuJBmkVCodPnz4rl27JBJJ/XbVvXt3agT+xo0bnz59SsrPnz+nLkmXLVtG9fkn8KuVyXTzdaqpNhYTE0N1J6E6sKjJwsJiwIABpEx9b4NGP4D18PTpU3I4c3Pz5s2b17Za+/btSYHqRFAPNV7a4Y9OI6eNNk+xtrbevn07daBNmzbNnTs3NzcXADw9PdeuXdvw+oeFhZEBZVwul/p5+qDff/+dNPW1a9c2vIOMmjCeogESiWTatGnUf9X/xscKIy15//79u3fvSJkafKgDjbNp0fVuoEbog33U7969+/btWwAYOXKkVocJPHv2TCgUAgCbzZafL1l7bt26Rc0xId+xBekvX1/fL774gpRzc3OnT5/u7Oz85Zdfnj59urCwsK57+/333x0cHABALBbPmTOHLJw/f75YLAYAf3//+fPny6+PX60Mp4OvUw22sbt375KCj48Pea5eJz169CAF+V4emv0A1tXz589JQfWzK+pVkk6iHup9aYc/OvTSRpuXN3jwYKphLFiwgIw+Y7PZe/bsaWDfw6ysrJ9++ona+aZNm2obUKYgIyOD5HNp27ZtcHCwFt7UmmlxZDgTlJSUREdHL1y4MD4+niwJDAzs06cP3fUynAqj+pEfMKzwOFFLGnPT0v27gRot0kc9KSnp/PnzRUVFpDurPKp3uvpjbn/55ReFQRC1WblyJTXRIDUgWSAQUMnwNSs7O/vMmTMlJSVv3ryJjo6+d+8eWU4mktDGEZHurV27trS0lJpXMicnZ/v27du3b2ez2e3bt+/bt2/fvn27d+9uZmb2wV3Z2NisW7du4sSJAHDlypXw8HBTU9N///2XvLplyxYjIyP59bX31Vq/zxTSMW18nSrQYBvLysoiBWqQTp00a9aMFOTnXgGNfgDrqqioiBRUp5agXqXWV19dL+3wR0fjBg8ezOPxPrga6RiiQEttXt7atWsvXbr09u1bkUhElsyfP1/9zNP+/v7UfNuEVCotKyujcvQIBIK1a9dOmTJFzR3+/PPPJEPzr7/+Skaw6gbGU9Ty+++/b926VWFheXm5Qio1GxubvXv36vLvZzAVRppFfbFyOBzNDlDXx6alvXcD6aOxY8f+9NNPIpHozJkzn332mcKr5AbA1tZW/d7p+fn5+fn56qwpn+aTukCxtbVVscn48eOVJ4OgmJqaqujC/fLlS+rZKeHg4BAeHk49dEIGwNTU9MCBAyNHjty5c+eFCxeo4QZSqfTBgwcPHjxYvXq1kZFRjx49pk2bNmrUKNUpDCZMmLBnzx6S5zg0NJSax2fy5MnKl8ja+2qt32cK6Z7Gv04VaLCNUYk8VH/l1sbOzo4UhEJhaWkpVRnNfgDrhGr8qsfNUZ/i0tLS2tbR1KUd/uhoHEnnXD9aavPyrKysVq9ePX78ePJfR0dHau5zdbx580b1Cm3btm3btq2ae3v+/PmuXbsAoEePHoMGDar3+1YPON5HLQUFBWlKFL5lunTpcuPGDSpDPlYY0aiqqooUFOK+DaePTUt77wbSRyr6qN+/f58MER8xYoRWZ/YBAOphjlQqVbFaZmZmWu0+eC2iIDs7e8aMGdSUEMhgjBw5MjIy8v3790ePHp01a1aLFi3kXxWLxVevXp00aVKTJk0uX76seldbtmwht3xv374lE6NaW1v/8ccfymviVyvS9tepBtuYOlPwqCDfOYsM1ZSnwQ+g+sjcOgCguv8Cn88nBRXxFO1d2uGPDo202uYpe/fupcpZWVnK6ZYb4urVq+3atZszZ47qKyVi8eLFJKCpPMeztuFPYINwudwWLVqMGjVq586d0dHRKhJcNxJ6V2FUP1RQWSwWU8motKoxNy3dvxuoMfPz8yMzOF68eFFhiHv9eqevX79epp6ZM2dSW1HNknqCpHFdunQpLCzMycmJi4sLCwsj/QtevHgxfvx4MsAYGRh7e/sxY8Zs3rz56dOn79+/P3z48Jdffik/7Dw7O/uTTz6Rv/xV5u3trTCt5m+//UbyqijQ3ldr/T5TSPc0/nWqQINtjJpDjRpKUCfUFzWfz6/tab9GPoDqozqekAxHtaFi91RgRX11vbTDHx2Ne/TokTrfhDWma9VBm//nn38UAigzZ85U/6qmtLS0xtPJzc29efMmGcspk8n++usv+Qw+NYqJiTlx4gQADB48uGvXrlr7g9QM4ylqWbVqVY1/b7FY/PTp0/Dw8GnTpjWSoQ16WmGkWfJzr6anp2twz/rYtLT3biA9Ra7vRSIRNWMxQW4ABAJBbXNPahDVLAsLC1Vc61y7dq3GT5w6KVc4HI6VlZWdnV27du3Gjh1748aN33//nby0dOlSKpchMkhOTk7BwcHbtm17+/ZtdHT00KFDyXKJRDJ37lwV4+EB4Pvvv6cesLdv3/7LL7+scTX8akWg5a9TDbYxKiaYkpJSj83T0tJIQc28ng35AKqJyslCEkbUhnrVwsKitnU0dWmHPzqNirbbfGpqKpVmePLkySTmkp2dHRIS0sCa29ra9ujR4+DBg9Tscnv37lU94ffKlStJYdasWZp/Kz8E4ykIGSBXV1dra2tSpvJ7q2PevHnNmjVr1qzZpEmT6D4JfDeQtowdO5YU5PuoP3z4kFxz6GCwDwC0bduW6sF+48aNOm0rEonqlzbi+++/79KlCwBIpVJqpkNk2Fgs1kcffXTmzJlt27aRJcXFxZs2bVKxiZGRETVkvX379rUNtcCvVgRa/jrVYBvr2LEjKbx8+bIe4Yzr16+TQl2739bjA6gmGxsbUlAYmKOAelU5YbAO4I8OjbTa5qVS6eeff04GkTVt2nTz5s0bNmwgL504cYLK0NxAX331VefOnUl58+bNta2Wnp5OUqc7OTl98skn2npDa4fxFIQMEIfDoRKwX7hwQf0NIyIikpOTk5OTqd9pA4DvBlLQokUL0kf90qVLBQUFZCHVO3306NE6qINAIKBuWSMiIuq07bNnz+o3LprFYlGfhVevXungNJH23L9/f9CgQYMGDVJzzMuXX345ZMgQUn706FHDK4BfrQi0/HWqwTbWrVs3aoAMGRegvoqKCmpQw4gRI0iB9g+gr68vKahOpEWmrJZfX5fwR4dGGm/z8tavX3/z5k1S/ueff8zMzCZOnDh48GCyZPbs2dRM5w3BYrH69etHyiSfV4127dpFMqd89tlnOngepgzjKQgZpoEDB5LC8ePHa5xHTVlKSkpqaiopU1Ftw4DvBlJAnqmKxeJTp06RJeQGwMbGhvrx1rbhw4eTwqFDh+qUw5+6V5E3bNgw8jz22rVrKrZt0qQJKWgvbwvSDZFIdP78+fPnz6v/JJAaVU7dYjUQfrUi0PLXqabaGJ/Pp6b8WL9+vTrpLSk7d+4kozI5HA41cof2D6Cvry8Zg1NYWKgipPL48WNS8PPza/hB5eGPTiOn8TZPefr06Y8//kjK06ZN+/jjj0l569atZFhZYWHh9OnTNXIWXl5epFBbgEYqlZJpfQDg888/1/a7WiOMpyBkmCZNmkQSuQmFQupbTzWqMyqPx1P+9tRr+G4gBQrTUjx+/Jg8+ggKCpLPaa9VX331FZnnUiQSff/992pu9eTJkz///FN5OZ/PJ89jVfeKf/nyJSlQiR6RnqJSnJSVlcXGxqqzCZWpRz5HZkPgVysCLX+darCNLVq0iBRevnypfnrUN2/eLFu2jJS//PJLKjEn7R9AU1NTKlpU26DR8vJyqm7KU543EP7oNH6abfNEVVXVlClTKisrAcDJyUn+gsTd3Z2aW+fChQvUJ7EhqMRJtQ1Yu3jxIplKrHPnznRNLYrxFIQMk5mZWWhoKCn/888/ynMZKnj69CmV9mnYsGEG1g0b3w2koEWLFmRI8OXLl/Py8jQyFUVd2dnZzZ49m5QPHTq0fv36D24iEokmTJhQY/ZB0uWenFFtm8tkMqqDLjXaCOkpkrGPlOfMmfPBIWClpaXHjh0jZU11wsKvVgRa/jrVYBsLDAykegX+/PPPVG8aFfLy8kaNGkXGMVlbW//yyy/US43hAzhs2DBS2L9/f40rHD16lMzv06pVK29vb40clII/Oo2fZts88dtvv92/f5+U//77b4Wv8VmzZlGfi2+//bZ+qXDlRUdHk0JtsZJ9+/aRgm4Ga9cI4ykIGaz58+e3b9+elCdOnLh169bafu+fPn0aFBRUXl4OAFwud8WKFXTXHd8NpHXkWr+qqurkyZPkBsDa2rp///66rMMvv/zSrl07Up4/f35oaChpeDV68OBB9+7d4+Pja3yVzCwIAFeuXDl+/HiN62zdupVcBrFYrFGjRunyTJE2LF++nBTu3Lkzc+ZMMoC8RlVVVaNHjyajDExNTTWYCBa/WhFo+etUg21s586dHh4eACCRSEaPHv3HH3+omGw4Nja2W7duDx48AAAWi7Vp0yaFHha0fwA///xzMgvypUuXlAfdlJeXU++ANmYWxx8dvaDZNv/o0SOq2Y8ePXrkyJEKe2CxWDt27DA2NgaAsrKyzz//vE7jjBScPn364sWLpFxjGheZTHbp0iVS1ngPrDpQZ1JrxgoMDCTvUm0Tiakmn24qNze3fnWgorl//vmntiuMDM/r16/lvwo/+uij/fv35+XlkVfFYvHDhw+//fZbMuiA+O2335T3o6WmVafmXSM3NzeyhwcPHujs3UB6ZM+ePeRP2b9/f4WXnj17Rl7y8fEhhSlTpiisQz3M6dKli8JLVGfv9evXN6SGycnJVDMGAEdHx59//vn+/ftVVVVkBbFYHBUV9eWXX1LTrPz888+tW7cGAHNzc/ldUVc2pqamK1asKC8vp17Ky8ubN28eh8MhK0ycOJHuvwzSDOqWBgD8/Pz++eeflJQU6lWxWPz27du///6bepIMAGvXrv3gboODg8nKM2bM+ODKmvpq1dRnSkGdfiaQCtr7OqVu+wMCAmo8tAZ/vmNjY+WnYW7evPm6deuSk5OlUilZoaio6NSpU+PGjZOfIXjjxo017k1LH0D1G+38+fOp34579+5RywsKCqiJTjw9PYVCofK2Db+0wx8dbZCfi+fRo0fqbDJjxgyyfnBwsPKrmmrzQqGQmutHIBBkZmbWVp/ffvuN2o/CFf7t27epl0pLS2vbQ3p6+rJly3g8HvWRp2orj4R+SAsUiUR0/ckwnqKKBuMp7u7uTT+kxs8AxlNQAyUkJHh6esJ/WVhYODk5Kc+C+c0339S4E8OIp2jq3UB6RMUNgEwmU5gF8OzZsworqBNPEQgEH/x6pyxbtky5Gm/fvpW/2ibYbLa9vb29vb18y+TxeFu2bJHJZHPmzAGleEpeXh55DEVwOBxPT89u3bq5u7vL77ldu3bFxcV0/2WQZojFYqo7N4XP5zs5OdnZ2clfHBNz585VZ7d1iqfINPTVqsHPlDyMp2iK9r5OPxhPkWn05/vVq1fKyVm5XK6zs7OlpaXCclNT023bttW2Ky19ANVvtBUVFVQWFRaL1bdv35kzZ44cOdLc3Jyqf2xsbI3bNvzSDn90tEHj8RSZhtr8woULqXX27t2roj5isZjqe8vn85OSkqiX5OMpHh4eNX6rk6S2FCMjo9reByopTJ8+fWj8k2E8RRUNxlPU0bt3b+WdYDwFNVxOTs706dNVTyHm4eERFhZW2x4MJp6ikXcD6RHVNwBUt1UAsLKyUn6Cp048pU5mz55dYz0rKytXrVqlfFkjr3///mSmZJlMRsbhK8RTZDJZenq6ipH5pqamv/zyS0VFBd1/FqRJEolk27Zt8o8fa+Tq6nrw4EE191nXeIpME1+tmv1MUTCeoina+zpVJ54i0+jPd2Vl5Zo1axQSbSpgs9lBQUHPnz9XvSttfADr1GizsrKoWZAUuLm53bhxo7YNNXJphz86GqeNeIqswW0+Ojqa6m00YMCAD1YpLi6O+qh26NBBLBaT5fLxFHUIBIJLly7VdpTevXuT1T4YWNcqGqZoRgjpmJ2d3Y4dO3788cfw8PArV668ePEiLy+voqLC2tra0dGxS5cuAwYMGDFiBC1ztuO7gWg0ZsyYpUuXkvLw4cOpnqW6x+fzFy5cGBISEhkZefr06SdPnrx//760tNTBwcHV1bVv375jxoyRT+Y3YMCAI0eOKLdSV1fXS5cuXblyJSws7O7du+/fvy8qKrK2tvby8urdu/fs2bPlxxYhw8Bms7/88ssJEyZcvHjx3LlzsbGxOTk5ubm5bDbb2tq6adOm7du3Hzx48IABA7T6tYZfrQyng69TDbYxPp8fGhoaEhJy6dKlc+fOPXjwICsrKycnx9jY2M7Ozs/Pr1evXiNHjlQnhyvtH0AHB4d///339OnTe/fuffTo0fv3762trb29vceMGfP5559bW1tr46AU/NHRFw1p8+Xl5VOmTCEZgszNzf/5558PHq5du3bff/89GfgTGxu7YsWKn3/+Wc2qcjgcgUDQokWLQYMGffXVV7XN7FNWVkZlq+3evTuN7y1L9qF81AghhBBCCCGEEEJIHs7vgxBCCCGEEEIIIVQ3GE9BCCGEEEIIIYQQqhuMpyCEEEIIIYQQQgjVDcZTEEIIIYQQQgghhOoG4ykIIYQQQgghhBBCdYPxFIQQQgghhBBCCKG6wXgKQgghhBBCCCGEUN1gPAUhhBBCCCGEEEKobjCeghBCCCGEEEIIIVQ3GE9BCCGEEEIIIYQQqhuMpyCEEEIIIYQQQgjVDcZTEEIIIYQQQgghhOoG4ykIIYQQQgghhBBCdcOluwIIIYQQQgihekpLSzt16lRCQkJhYaGtra2Hh8eoUaP8/Pw+uGFYWNjBgwdrfGnLli2urq50nxlCCDV2GE9BCCGEEEJIL92+fXvNmjUSiQQAHBwc8vPzMzMz79+/P27cuAkTJqjeNjMzk+7qI4SQfsN4CkIIIYQQQvqnqKho/fr1EomkR48e06dPFwgEEokkIiJi9+7dYWFhAQEBrVu3VrE5iaesWbPG3d1d4SU+n0/3ySGEkB7A/CkIIYQQQgjpn0uXLolEIj8/v9DQUIFAAAAcDicoKGj48OEymezs2bOqNyfxFHd3d2MlLBaL7pNDCCE9gPEUhBBCCCGE9E9ycjIA9O7dm8PhyC/v2rUr9WptRCJRfn6+tbW1sbEx3eeBEEL6CuMpCCGEEEII6Z+qqio7Ozs3NzeF5UZGRgBAkqrUJisrSyaTOTk50X0SCCGkxzB/CkIIIYQQQvpnyZIlNS6/e/cuAHh7e6vYlgz2sba2Pn78+PXr17Oysuzs7Dw9PUeNGuXl5UX3mSGEkH7AeApCCCGEEEIGIj4+/vjx4wAwYsQIFauReEpMTExMTAyXy7W0tExPT09PT4+Ojp46deqwYcOUN3n+/HlMTIzCQlNT0zFjxtB90gghRA/64ylSqTQtLQ0A+Hw+TnSPmOD169cSiYTD4TRp0oTuuiD0YdeuXbtw4UJaWhqfz/f09AwODm7RooX6m797904oFAJA06ZN2WwcZIoMXHZ2dmlpKQC4ubnxeDy6q4OYRSgUhoWFnThxQiqVTpw4sVWrVipWJvEUc3PzuXPnBgYGcrncsrKyI0eOnD59eteuXf7+/j4+PgqbPH78eNOmTQoLBQJBhw4dHB0dzczM6H4DENKu4uLi3NxcALC1tbWysqK7OqhRYMlkMnprUFpaamFhAQCBgYH379+n+w1BSOscHBxycnJsbW3JNzJCjZZEIlm9evWdO3cAwMLCQiwWV1ZWslisuXPn9uvXT82ddO7c+d69ewBQVFRkaWlJ9zkhpF3BwcFhYWEA8OjRozZt2tBdHcQgUVFRO3fuzM3NNTY2nj59+sCBA1Wvn5qaWlBQ4OHhYWdnJ7/8zz//vHnzZpcuXRYvXqywybFjx37//XeFhSKRKCEh4eTJk0FBQXS/Bwhp17Zt20JCQgBg7dq18+fPp7s6qFGgv38KQgihxunIkSN37txxcHD44YcfyDj8s2fPbt++fevWrW3atFG4BEcIIUSL4uLiLVu2REVFAUD37t0///xzBweHD27l6enp6empvHzgwIE3b95MSUlRfqlDhw4KQZaTJ0+eO3eO7jcAIYRog/EUhBBCNRAKhZGRkRwOZ8WKFdQEEEOHDn3y5ElUVFR0dHSNo+sRQgjpUnZ29sKFC/Py8jw8PGbPnl2n8Zg1cnR0BID8/HyZTMZiseRf8vLyUkhVe//+/fz8fLrfA4QQog3GUxBCCNXg+vXrpaWlXbp0UZhN84svvhg2bBiO3EEIIdqVl5f/9NNPeXl5/fv3nzVrFpkmWc0Nr1y5wmazBw8erBA0IYORPTw8FJYjhBBShvEUhBBCNSDTbXbp0kVhuUAgEAgEdNcOIYQQXL58+d27d4GBgXPnzq3ThiYmJkePHi0qKnJycurQoYP8S9euXQMAX19fuk8OIYT0AMZTEEII1SA9PR0A7O3t09LSbt269eLFCw6H4+XlNWDAAIUeKwghhGhx8eJFAAgKCpJKpTWuQM2qFhkZKZVK/fz8yKw9LBZryJAhhw4dWr9+/XfffUdyJ1dWVh4/fvzixYsWFhbjx4+n++QQQkgPYDwFIYRQDYqLiwHg+fPnYWFhZMJjAIiLizt79uysWbP69OlT41YnTpx49uyZ/BKZTGZra5uXl0f3CSGEkEGRSCQk8L1kyZIaV3B2dt62bRsp7969WyQSTZkyhZoFecyYMRUVFSdPnly6dKmFhYWJiUlOTo5MJrOwsAgNDbW2tqb7/BBCSA9gPAUhhFANSAxl3759LVu2/Oyzzzw9PfPz8yMiIs6dO7dp06ZmzZq5ubkpb3X37t0rV64oLLSwsMB4CkIIaVZOTk5t3VLUweFwpk6dGhAQcPbs2eTk5OLi4mbNmjVv3nzcuHFWVlZ0nxxCCOkHjKfQJj09/e3bt+qs+dFHH9FdWUNTWVl54MCBmJiY4uJib2/vtm3bjh49msPhqLPtu3fvwsLCXr16lZ2d7eTk5OvrGxwcrJGJYx88eCAWiz+4mrOzc9OmTel+C5HhI5kImzRpsmLFCvLpcHV1DQkJKSsru3HjxqFDhxYsWEB3HRFCiLmcnJzOnDmj5srh4eE1Lu/YsWPHjh01Xrc3b968e/fug6txOJxOnTpp801CCCHtwngKbXbu3Pnzzz+rs6ZMJqO7sgYlNzd3+fLlqampAGBlZZWUlJSUlBQfH79o0SILCwvV20ZHR//xxx8SiYTL5VpbW6enp79+/frGjRs///xzy5YtG1ixAQMGFBQUfHC1uXPnbtiwge53ERk+Y2Pj0tLSwYMHK4QaP/nkkxs3biQnJ9e41dy5cz///HP5JVOmTMnIyKD7bBBCCOnOpk2b/vzzzw+uZmZmVlpaSndlEdKW8vJyU1NTumuBtItNdwUQ0rV169alpqa2bNly165d+/fv37p1q7u7e2Ji4s6dO1VvWFBQsHHjRolEMn78+LCwsF27dh0+fPiTTz4RCoVr1qyhEkwgZBgcHBwAQDn1LFlOhtkrb+Xq6ur3XywWSyQSffBwx48f7969u7+//+HDh+k+dYS0LiYmplevXi1btvztt9/orgtCCCFNkslks2bN8vf3DwgIoLsuSOuwfwr9evXq5enpqbz85MmTRUVFdNfO0Dx79iwhIcHc3Hzx4sWkN4qLi8uyZctCQkKuXbs2ceJEe3v72raNj48vLy9v0aIFlfTe2Ng4JCQkLi4uOzs7OTm54V1UyD6Dg4OVl2dkZJA0/gjpho+PT0pKSmZmpsLynJwcAHBxcSEDgjSlqKgoKioKAF6/fk33qSOkdSKR6ObNmwCQkpJCd10Q0qJ+/fq5u7srLz969Gh5eTndtUNIK1gsVlRU1NOnTwGgqKgIExIZNoyn0G/mzJk1Tkp3584djKdoXHR0NAAEBgbKD+1xdHT08/NLTEyMiYkZOnRobduSkcAKlwVsNtvNzS07Ozs9PV0j8RQLC4vdu3crL79w4QLGU5AuDRo06OLFixcuXBg4cCA14yYAXL58GQCaNWum2cPZ2tqSQn5+Pt2njpDWUVm3SIASIUM1b968Gq+sLl26hPEUZMDc3NwSEhIAIDc3F+Mphg3H+yBmefXqFQC0b99eYTlZQl6tjaOjIwC8ePFCfpiDSCQiqViUh0UgpNe8vb39/PxSUlL++OMPMneyWCw+fPjwlStX+Hx+jVHghsB4CmIUqi9kbm4u3XVBCCGkYdRVDX7JGzzsn4KYheTFVJ6OhyxRnYu+R48eERERqamp69atGzdunL29/bt37/bu3VtQUNCmTZvWrVvXuNXVq1cLCwvll5ibm5eVldH9TiD0YXPmzFm4cGFUVFR0dLSdnV1+fr5EIuHz+bNnzybhRQ2int6Q2A1Chs3c3JwU8OcAMceJEyeuXLny999/010RhLSOutfIy8ujuy5IuzCegpiFXLkqz+NDLm1Vdz3l8/krV678888/r1+/fv36dWp5nz59vvrqq9pySezevZuMn6QIBAKhUIj5a1Hj5+bmtmnTprCwsAcPHhQVFbm6uvr4+AQHB2ujNxaPxyMFdZLXIqTv+Hw+KeBvAWKIRYsW/f777zweb926ddQXPkKGysbGhhTUmbsT6TWMpyBmEYvFAGBiYqKwnExm9sHr2jt37pDgiI2NjZ2dXWZmZklJSVxcXHx8fKdOneg+OYQ0TyAQzJo1SwcHoi6v8fYSMQGbzTYyMhKLxdjgEUMkJSXJZDKhUJiYmKg87BohA0N1QsQZwQ0exlMQs1hYWBQWFlZUVCgsJz1TlPutyLtx48amTZssLCyWLVsWGBhIFl67du3vv//+7bfffvnll1atWilvNXXqVIXxPt99911hYaFyTAchJqMe12P/FMQQfD5fLBZXVlbSXRGEdMHPzy8iIgIAUlNTMZ6CDB51T1FSUkJ3XZB2YTwFMYtAICgsLFQOFZMlVN+8Gu3fvx8AvvzySyqYAgB9+vTJz8/fu3fvwYMHV61apbxV3759FZaEhISUl5djPAUhedg/BTENn88vLS3FBo8YomnTpqRAsvgjZNiwfwpz4Pw+iFmsra2hpglEyOBGKhe3sqKiouzsbADo2LGjwktkpE9ycrL8vD8IoTrB/imIaYyNjQEDiIgx3NzcSEF17n+EDAP2T2EOjKcgZvHw8ACAR48eKSyPj48HAE9Pz9o2NDExYbPZACCRSBReqqqqAgBTU9PaUtIihD4I+6cgpiExRGzwiCGoROaZmZl01wUhrcP+Kczxv3hKZWXljh07ZsyYMXbs2EWLFoWFhSnfNKojLS1t1KhRS5cupfu8EKoZ6Uvy4MED+UvY4uLihIQEHo/Xq1ev2jbk8Xju7u4AEBUVpfBSdHQ0APj4+NB9cgjpMR6PRyKS2D8FMQSJp4jF4vpdcSGkXzCeghiF6p+C8RSDxwaA3NzchQsXnjlzJjs7m8/nJyUlHTx4cOnSpXXtniQSidasWUPmT0GocQoICPD19S0oKNi4cSO5hBUKhatWrRKLxT179jQzM6PWjIyMjIiISE5OppaMGzcOAHbt2nX16lWpVAoAVVVVZ86cCQ8PZ7PZo0ePpvvkENJjLBbLyMgI8HE9Ygwc44YYxdHRkRRycnLorgtCWkflSVSeBAMZGC4ArFu3LjU1tWXLlt9++62dnV1GRsbKlSsTExN37tz5zTffqL+vvXv3vn79mu4zQugDQkNDFyxYcOvWrdjYWA8Pj5SUFJFI5OLiMnXqVPnVdu/eLRKJpkyZQnU86d69e3Jy8smTJ9evX79582YbG5vc3FyJRMLhcKZOnerv70/3mSGk33g8nkgkwntLxBBUPEUoFGKGcmTweDyehalpSXl5Xl4e3XVBSOswnsIc7GfPniUkJJibmy9evNjOzg4AXFxcli1bxuFwrl27pn4IOS4u7uzZs1ZWVnSfEUIf4OzsvGHDhgEDBpiYmCQnJ1tbWwcFBa1du1b1ZMnE559/vnr16m7dujk4OBQWFrq5ufXu3Xvjxo3Dhw+n+7QQ0nuYTgIxinw8he66IKQLttbWAJCXl4f5+5HBw3gKc3BJ6ofAwED5m0lHR0c/P7/ExMSYmJihQ4d+cC/FxcUbNmywtrYODg7esmUL3SeF0AcIBILZs2erXic8PLzG5b6+vgsXLqT7DBAyQBhPQYxCBrhBdVJzhAyerZVVWkaGWCzGjBLI4JmampJCeXk53XVB2sV+9eoVALRv317hBbKEvPpBf/31V0FBwZw5c7B/CkIIofrhcrmA95aIMUiDBwBMPIcYQmBpSQoFBQV01wUh7cL+KczBzsjIAAAy0kceWaLOFPEXLlyIiYkZNGhQYGAg3aeDEEJIX5HH9RhPQQyB/VMQ09hgPAUxhpGREZfDAeyfwgDcsrIykJvSiUImzf5gC8jIyNi5c6erq+u0adPUPOQvv/wiv9uqqiovLy/M9Y0QQgyH/VMQo1DxFOyfghjCuvp2o7CwkO66IKR1Jnx+SXk59k8xeFzyK66cWJ4M+lI9jl0ikZAJkufPn0+lVfug69evFxcXyy+xsbEpKiqi+61ACCFEJxJPkclkZNosuquDkHbheB/ENNbm5qSA8RTEBKbGxhhPYQI26Zmi/JcmXUhUz3hy+PDhly9fjh07tnnz5nSfCEIIIf1G3V5iFxXEBDjeBzEN9k9BjMLn8QCz7DMAVyAQFBYWKufZJktsbGxq2/LVq1fh4eHNmzcfO3ZsnQ554MAB+WnSysvLW7VqhRcTCCHEcPKP69Xv84iQnsLxPohpLMzMSAG7pSMmMObxAKCyslImk7FYLLqrg7SFa21tDQD5+fkKL5BMUba2trVtmZGRIZVKX7x4MWLECIWX4uPjhw0bBgBr16718fFReNXFxUX+v6WlpRi3QwghhI/rEaNgPAUxjWV1PEVh4D9CBsmYzwcAmUwmFot5PB7d1UHawvXw8IiLi3v06FGPHj3kX4iPjwcAT0/P2rY0MTFxdnZWWFhZWVlQUMDj8UgghrpWQAghhFTD8T6IUTB/CmIaKp5SUlJCd10Q0jp+9Y1wZWUlxlMMGLdTp06nTp168OCBUCik+lcXFxcnJCTweLxevXrVtmVgYKDyBMnR0dGrVq3y8/Nbvnw53aeGEEJIn2A8BTEKdshCTIP9UxCjGFffWVdWVlpWTxaODA83ICDA19f3+fPnGzduDA0N5XA4QqFw1apVYrG4f//+ZtVffAAQGRkplUr9/PyUh/Cghnvz5k1OTo6Xl5eKnDUIIWTAMJ6CGAXH+yBNSUtLO3XqVEJCQmFhoa2trYeHx6hRo/z8/NTZtrKy8sCBAzExMcXFxd7e3m3bth09erSWZlizqp7fB/OnICYwru6TgqktDBsXAEJDQxcsWHDr1q3Y2FgPD4+UlBSRSOTi4jJ16lT5VXfv3i0SiaZMmYLxFM1KSkrq0KFDXFwcAHA4nDFjxqxfv97R0ZHueiGEkE7h8AfUGLx+/fr48eOvXr3KysqytbXt0qXL2LFj5R8vaQo2eKQRt2/fXrNmjUQiAQAHB4f8/PzMzMz79++PGzduwoQJqrfNzc1dvnx5amoqAFhZWSUlJSUlJcXHxy9atEj1FJ/1Y4HjfRCT8KvjKZWVlXTXBWkRGwCcnZ03bNgwYMAAExOT5ORka2vroKCgtWvXauObFCn79ddfSTAFACQSyZEjRzp16vTq1Su664UQQjqFwx8Q7f7999/58+dfv349KyvL2tr6/fv3J0+enDdvXl5ensaPhQ0eNVxRUdH69eslEkmPHj327NmzY8eOsLCwadOmAUBYWNjjx49Vb75u3brU1NSWLVvu2rVr//79W7dudXd3T0xM3LlzpzZqa25iQgplZWV0v3MIaZ0xxlOY4X/PRgQCwezZs1WvGh4e/sHdde3a9cyZM3SflJ4hs0d7u7m1b9HifHR0SXn5mzdvPv30U6lUSnfVEEJId3C8D6JXWlraP//8AwAzZ84cNGgQm83Oz8/fuHFjXFzcli1blixZotnD4Xgf1HCXLl0SiUR+fn5kzD4AcDicoKCg/Pz8U6dOnT17tnXr1rVt++zZs4SEBHNz88WLF5NnqC4uLsuWLQsJCbl27drEiRPt7e01W1tzU1NSwP4piAnk86fQXRekRWy6K8BcycnJVHne+PFPw8OPrlr16PDhJs7OAPDs2bOcnBy664gQQrqD8RREr3379kkkkhEjRgwZMoTNZgOAQCBYvHixo6Pj/fv3s7OzNXs4HO+DGo5cTPbu3Vsh40nXrl3hv5eayqKjowEgMDBQvkO6o6Ojn5+fTCaLiYnReG3NTUxYLBYAlJaW0v3OIaR11Pw+IpGI7rogLcJ4Cj1ycnJOnjxJysO6dFn/7bdGXC4AeLm6nlqzhgy3KywspLuaCCGkOxhPQfR6+fIlAPTr109+IY/H69evn0wmO3/+vGYPh+N9UMNVVVXZ2dm5ubkpLCetiyRVqQ0ZWt6+fXuF5WSJNgaes9lsEz4fMJ6CmIFX/SWP+WgNG5fuCjBUaGgoGTtqDjBzyBD5l9o2b75g8uTlO3bQXUeEENIpfFyPaFRWVkbmHLGzs1N4ycnJCaqjLRpEdSjAeAqqt9qGod29excAvL29VWybkZEBNTV4suTdu3faqLCFqWl5ZWVJSYl59Vw/CBkqKh8t9k8xbBhPocHt27cPHjwIAGyApgActmIvoYVTpmw/eTJTC9nvEEKo0cLH9YhGZmZmpqam5eXl2dnZ7u7u8i9lZWVR/2oQdshCWhIfH3/8+HEAGDFihIrVyIM95dknSKSjvLxceZNjx479/vvvCgtbtWqVkJCgZt3MTU2z8vPLysownoIMHh/7pzADxlN0TSaTfffddyQHrTMAv6Z1zExMvp006fsNG+iuLEII6Q7eXiJ6eXt7JyQkXLx4cfr06dTCysrKixcvQi0JBc+dO3fz5k35JZmZmS4uLuTJv2pUg1c9KAMh9QmFwrCwsBMnTkil0okTJ7Zq1UrFyqQnoEn1nDsUU1NT0NodoJmJCQBUVVWRK2GEDBiO92EIjKfoWkREBOmEaWtu7lD78NGZo0Yt3rRJLJUCQHp6uvLIWIQQMjDU8Ae8vUS0mDRp0g8//BAREcHn8z/++GMLC4vk5OTdu3eT9PA1TrqXnJx8+fJlhYXKD/xrhON9kGZFRUXt3LkzNzfX2Nh4+vTpAwcOVL2+hYVFYWFhRUWFwnLSM6XGZmxmZubq6iq/JD8/v07JUMyqwzcYT0EGj4f5aJkB4ym6tnz5clL4NDAw8fr12lazMDX1MDN7VVICALt27Vq2bBndFUcIIe3CeAqil5+f37Rp0/bu3Xv06NGjR4+ShVwud+jQoREREcbGxpo9HHbIQppSXFy8ZcuWqKgoAOjevfvnn3/u4ODwwa0EAkFhYaFyNIQssbGxUd5k8ODBgwcPll+yaNGiVatWqV9Vs+rPEcZTkMHD8T4MgfEUnbp06dKDBw8AwMvVtYuPj4p4CgB4WliQeMqePXuWLl1KZphDCCFDhbeXiHbDhw9v06bN5cuXU1JS2Gx28+bN+/Tpk5aWFhERYWlpqbx+cHDwxx9/LL9k8eLFas4EhA0eaUR2dvbChQvz8vI8PDxmz57dokULNTe0trYGgPz8fIXlBQUFAGBra6uN2mL/FMQcmI+WITCeolNr164lhe8nT2Z/KN2spZGRGUAZQGpqalRUVPfu3emuPkIIaRH2T0GNQdOmTWfMmCG/5P79+wCgMMyBcHBwUOgIwOfza8y0ogzzp6CGKy8v/+mnn/Ly8vr37z9r1iwqq7c6PDw84uLiHj161KNHD/nl8fHxAODp6amNClPxlBoH0CFkSDB/CkOwG74LpKZnz55duHABAOysrad8+qk6mwiqC2Q+IIQQMmCYTgLR6927d8nJycrDH0jWs06dOmn2cNjgUcNdvnz53bt3gYGBc+fOrVMwBaqb9IMHD+Rv9oqLixMSEng8Xq9evbRRYXNTU1LA/inI4OF4H4bAeIrubN26lfx4zBw50oTPV2cTAQAZ5HP8+HG83kIIGTZ8XI/odfHixdDQ0MOHD8svTElJefr0qY2NTdeuXTV7OGzwqOHI5FNBQUHSWlBrRkZGRkREJCcnU0sCAgJ8fX0LCgo2btxIGqFQKFy1apVYLO7Zs6eZmZk2Koz5UxBzYD5ahsDxPjpSUVGxb98+AOCw2TNHjVJzKy6ABUAxQE5Ozo0bN/r160f3eSCEkLbgeB9Er169ep0+ffrcuXMtWrTo0aOHTCZ78eLFr7/+CgDDhg2j2qemYP4U1EASiSQ9PR0AlixZUuMKzs7O27ZtI+Xdu3eLRKIpU6b4+PhQK4SGhi5YsODWrVuxsbEeHh4pKSkikcjFxWXq1KlaqrMpxlMQY1D5U7B/imHDeIqOHD9+nOT3Gty9u7ujo/ob2gAUV+8B4ykIIQOGwx8Qvby8vCZNmrRv374//vhj27ZtMpmspKQEAHr16jVy5EiNHw4bPGqgnJycBmYhcXZ23rBhw6FDh2JjY5OTkwUCQdeuXYODg02rR+VoHMZTEHNQ/VPEYjHddUFahPEUHdm9ezcpfBEUVKcNrQHS2WyJVHrq1Km//vqLzcYhWgghw4T9UxDtRo8e7eXldfz48bS0NKlUGhAQMGjQIIVsnZqC431QAzk5OZ05c0bNlcPDw2tcLhAIZs+erbM64/w+iDl41V/yON7HsGE8RRfevHlz/fp1AHCytR3UrVudtuUCdG3T5tbDh+/fv793716XLl3oPhuEENIKvL1EjUH79u3bt2+vgwPheB/EQBhPQY1HWlrat99+6+/vv3z5cm3sH/OnMAR2dtCFgwcPkg6ZEwcN4tZ9APbw6hTr6j+FQAghvYPDHxCjYDwFMRCO90GNhEgkWrNmjVZH4mA8hSEwnqILhw4dIoXPBg+ux+YYT0EIMQH2T0GMggFExEDUfMkNzPyCUAPt3bv39evXWj0ExlMYAsf7aItEIsnKygKAJ0+eJCYmAoBvkyYuNjY5OTlkhfLycjV35ePu7ufp+TQ1NSkpKSUlxcvLi+6TQwghzcP8KYhRMICIGMiEzycF7J+CaBQXF3f27FkrK6uioiLtHQXjKQyB8RRtefXqla+vr/yS0tevBw0aVL+9De3R42lqKgBERkbOmTOH7pNDCCHNw8f1iFFwvA9iIBzvg2hXXFy8YcMGa2vr4ODgLVu2aO9AmI+WITCeojs2Ddh2SPfuq/ftA4ynaEhlZeWBAwdiYmKKi4u9vb3btm07evRojtqpba5du3bhwoW0tDQ+n+/p6RkcHNyiRQu6zwkhvYeP6xGjYDwFMRDGUxDt/vrrr4KCgmXLlmk7zEH1TxEKhXSfNNIijKfoiL2paTd/f/klL168KC4uVnPzrm3aCCwt84uLr1+/Xlpaam5uTvcJ6bHc3Nzly5enpqYCgJWVVVJSUlJSUnx8/KJFiywsLFRvK5FIVq9efefOHQCwsLCoqKiIi4t7+PDh3Llz+/XrR/eZIaTfcLwPYhTskIUYCOMpiF4XLlyIiYkZNGhQYGBgdHS0Vo+F430YAuMpOvLdjBkLJk+WXzJz5szY2Fg1N+dyOAO6dDly8aJQKLx8+XJQUBDdJ6TH1q1bl5qa2rJly2+//dbOzi4jI2PlypWJiYk7d+785ptvVG975MiRO3fuODg4/PDDD97e3gBw9uzZ7du3b926tU2bNnZ2dnSfHEJ6DG8vEaMYVV9qY4NHzIHxFESjjIyMnTt3urq6Tps2TZ31792798MPP8gvEQqFbdu2jY+PV2dzjKcwBM7voyOjG9x5YXD37qRw7tw5us9Gjz179iwhIcHc3Hzx4sUk/OHi4rJs2TIOh3Pt2jUqW3CNhEJhZGQkh8NZsWKFj48Pi8VisVhDhw7t1q2bUCjUdpAbIYOH430Qo7DZ/7sGwwaPmAPjKYguEomETJA8f/58fnVeZNWqqqqK/0soFKqfHwDjKQyB8RRdaN+ihZerawN3MqhrVw6bDQDnzp3DH6F6I1GPwMBA+aE9jo6Ofn5+MpksJiZGxbZksFXHjh2dnJzkl3/xxRe///57hw4d6D45hPQb9k9BjIIBRMRAZiYmpICXskjHDh8+/PLly7FjxzZv3lzNTbhcruV/8fl89b+x+RhPYQYc76MLo/r2bfhO7KytOwUE3Hn8+N27d48fP27Tpg3dp6WXXr16BQDt27dXWN6+ffvExETyam3u3r0LAF26dFFYLhAIBAIB3WeGkN7D/CmIUbDBIwYy5vHYbLZUKsV4CtKlV69ehYeHN2/efOzYsepv1alTp6tXr8ov2bZtW0hIiJqbG+H8PsyA8RRdGKmJeAoADO7W7c7jxwAQGRmJ8ZT6ycjIAADlRCdkybt371Rsm56eDgD29vZpaWm3bt168eIFh8Px8vIaMGCAQo8VeWVlZQrXymw2m+rmjRCi4ON6xCgYT0HMZMLnl1VUYDwF6VJGRoZUKn3x4sWIESMUXoqPjx82bBgArF271sfHR4MHNeJyWSyWTCYTi8V0vwFIizCeoi0pKSmkYGtq2qJpU43sc3C3bku3bAGAyMjIxYsX032KeqmsrAwAlOfxIVMmlZeXq9iWzMf0/PnzsLAwauazuLi4s2fPzpo1q0+fPjVuFRIS8vTpU/klbm5uHA4H505DSAHeXiJGwfmSETNhPAXpnomJibOzs8LCysrKgoICHo9na2sLcjnCNYXFYnE5HHFVFfZPMWwYT9GWixcvkoKP5uZ8aefr6+rg8C47++7du7m5uTibTD2QCLFJ9fBdiqmpKXxofnjy6r59+1q2bPnZZ595enrm5+dHREScO3du06ZNzZo1c3Nzo/v8ENJjmD8FMQoGEBEzkZS0GE9BuhQYGBgYGKiwMDo6etWqVX5+fsuXL9fScXlGRhhPMXg46EBbtBFPYbFYg7t1AwCJRHL+/Hm6T1EvkZ4pFRUVCstJzxTlfivyWCwWADRp0mTFihX+/v4mJiaurq4hISG9evWqqqo6dOhQjVt5enr6/ZdIJMKOfwgpw9tLxCjY4BEzmfD5gPEUxAxkih+87Dds/+ufUllZeeDAgZiYmOLiYm9v77Zt244ePVrN6aDi4uIiIiLS09OLioqcnJx8fX2Dg4NJvynGev369ZMnTwCAD+Bgbl6/nZBMHwAgH08trC589tlnn332GQCMHz++tjt5pEwgEBQWFpaWliosJ0tsbGxUbGtsbFxaWjp48GCFj8Ynn3xy48aN5OTkGrf65ZdfFJY4ODjk5OQw/DOCkDK8vUSMgh2yEDNRUyYjZPBISlrsn2LYuACQm5u7fPny1NRUALCyskpKSkpKSoqPj1+0aJHqx/UAsGfPnhMnTgAAl8u1s7N7+/ZtWlra9evXly9f3qJFC7rPjjYnTpwgcXdrTe/ZEoANIJVbggH+OrG2tgaA/Px8heUFBQUAoDrG4eDgUFpaqpx61sHBAQBycnJkMhnpw4KQQUpLS/v222/9/f211DMW4ymIUTABM2Im0j8FISbgYTyFAbgAsG7dutTU1JYtW3777bd2dnYZGRkrV65MTEzcuXPnN998o2LjFy9enDx5ksPhzJ49u2fPnkZGRmVlZX///fft27fXrVu3efNmNXu4GB4SYwIAm4bth/Dw8JD/b0ZOTpbScBWkJg8Pj7i4uEePHvXo0UN+eXx8PAB4enqq2NbHxyclJSUzM1NheU5ODgC4uLhgMAUZMJFItGbNGq32WcV4CmIUbPCImbB/CmokunbteubMGa0egoz3wXiKYWM/e/YsISHB3Nx88eLFJL+pi4vLsmXLOBzOtWvXyI1ibS5duiSTyYKDg/v160dSIpuZmc2dO9fU1PT9+/dkclkGev/+fXR0NAAYAZhpYocn/uunefPoPkU91qlTJwB48OCBfOrZ4uLihIQEHo/Xq1cvFdsOGjQIAC5cuCCVyvcQgsuXLwNAs2bN6D45hLRo7969r1+/1uoh8PYSMQo2eMRMJhhPQYxB5U/B8QQGjE3u/AMDA+WH9jg6Ovr5+clkspiYGBUbv3nzBgDatGkjv9DY2JjMcsLYeMrx48fJ/bZGOqco+7RHD+wHUW8BAQG+vr4FBQUbN24kl7BCoXDVqlVisbhnz55mZv8/AhYZGRkRESGfFcXb29vPzy8lJeWPP/4gcyeLxeLDhw9fuXKFz+ePHz+e7pNDSFvIvOBWVlZaPQreXiJGwfmSETNh/xTEHEbV3/OYktaAcV+9egUA7du3V3ihffv2iYmJ5NXajBo1SigUKoxGkclk79+/h+pEFQwUHh5OClqKp7g7Orbz9Y179ozuE9VXoaGhCxYsuHXrVmxsrIeHR0pKikgkcnFxmTp1qvxqu3fvFolEU6ZM8fHxoRbOmTNn4cKFUVFR0dHRdnZ2+fn5EomEz+fPnj3b0dGR7jNDSCuKi4s3bNhgbW0dHBy8ZcsW7R0I4ymIUbDBI2bC/CmIOUj/FAAQi8U8Ho/u6iCt4JJJZOyU5vQlS969e6diYzJ0Ql5lZeWuXbtKSkqaNGni7+9P99nR4P3797du3QIABxsb84ICLR1leK9eGE+pN2dn5w0bNhw6dCg2NjY5OVkgEHTt2jU4ONjU1PSD27q5uW3atCksLOzBgwdFRUWurq4+Pj7BwcHKSWoRMhh//fVXQUHBsmXLtD0AGG8vEaOwWCwWiyWTybDBI0bBeApiDiqeIhKJ5HvBI0PCLSsrAwDleXzMzc0BoLy8XM0d/f7776mpqVlZWRKJpF27dnPmzKltTMr3339PDkpIJJJmzZplZWXR/VZoRnh4OBnsM+ijjxLPndPSUYb36vXTtm10n6seEwgEs2fPVr0O1c9IedtZs2bRfQYI6ciFCxdiYmIGDRoUGBhIxodqD8ZTENNwORxxVRWO90GMguN9EHPwqsf7YEpaA8Ylo7lMTEwUXiDP6uVzdqpWWlpaWlpKLoILCgrevXun3OeFiI2NJbknKJaWlsrz1+qpw4cPk8LQbt20F09p07y5u4PD2+xsqEvMCyGE6iQjI2Pnzp2urq7Tpk1Tc5Pt27c/fPhQfolEInFyclKeGEsZxlMQ03DYbDE2eMQw2D8FMQfmT2ECroWFRWFhYYXS/LvkLl2530ptli9fDgAVFRX//vvv3r17f/75519//dXPz4/uE9Sp1NRUksHX3dGxQ4sWWj1W/8DA3efOAYPz/iLNKi8vV7ObmJubm1F190VkwCQSCZkgef78+Xy1L3+Tk5Pv3bunsNBYvaeRGE9BTEPaPDZ4xCgYT0HMYYT9UxiAKxAICgsLS0tLFV4gS2xs6pZT1cTEZOTIkTk5OZGRkWfOnKkxnnL69Gn5KaPKysrc3d2lUqmnpyfd70ZDHT58mJxa8MCBbC1PwfNxx44knvL27Vu6zxsZgvPnz48aNUqdNR8/ftyqVSu664u07vDhwy9fvhw/fnzz5s11c0SMpyCm4WI8BWnU1atXt27dunHjRjXTuoWFhR08eLDGl7Zs2eLq6qqNSuJ4H8Qc8vlo6a4L0hYumYVHebhNQUEBANja2ta2ZUlJSUJCgomJSbt27RReat26dWRkJMl0q0yhzwubzTaYK4n9+/eTwsRPPtH2sdo2a2YEIAbIzc3NysrCyWUQQhr06tWr8PDw5s2bjx07tk4bLly4cO7cufJLRo4cqWY3OoynIKbhsNmA8yUjzbl06VJlZaX666szElPjTDCeghgDx/swAdfDwyMuLu7Ro0c9evSQfyE+Ph4AVPQZqaioWLVqlbGxcVhYmELqWZJ1xdLSku6z06m7d+8+e/YMAFr5+LRp3vzNmzdaPRybxbIGyAGQyWQnT54MCQmh+w1ABsLLy6vG/giPHj2i5cIL0SIjI0Mqlb548WLEiBEKL8XHxw8bNgwA1q5dKz+bOCEQCJT3pubtIsZTENPgeB+kKeXl5UeOHElKSqrTVuRnfc2aNe7u7govqT/Ms65wvA9iDvn5feiuC9IWbqdOnU6dOvXgwQOhUEh9dRYXFyckJPB4vF69etW2pb29vaWlZXFxcXx8fNu2beVfun//PqiMxRikPXv2kMKUTz/VzRFtAHIAAODYsWMYT0GaMm7cuF9//VV5+ZgxY2qb8wgZHhMTE2dnZ4WFlZWVBQUFPB6PdF3UeBodjKcgpiH9U7DBo4a4fPnyxYsXU1NT1Z9EgkLiKe7u7mpmudIIjKcg5sD+KUzADQgI8PX1ff78+caNG0NDQzkcjlAoXLVqlVgs7t+/v/xE2ZGRkVKp1M/PjzyQZLFYAwcOPHbs2F9//TV//vyWLVsCgEgkCg8Pv3XrlrGx8eDBg+k+O90pLy8nM/sYcbmTdHXi5gBcgCqAGzduZGdnOzg40P02IIQMRGBgYGBgoMLC6OjoVatW+fn5kQTkGofxFMQ0JH8KjvdBDZGWlpaRkcHn8/l8fklJiXyOQtVEIlF+fr61tbUugymA8RTEJJiPlgm4ABAaGrpgwYJbt27FxsZ6eHikpKSIRCIXF5epU6fKr7p7926RSDRlyhSqg3dwcPCTJ0+SkpIWLVpkampqYWGRk5MjlUr5fP6cOXPUTIVlGI4ePVpUVAQAQ7p3d6ypu7s2sKq7qEgkkpMnT86cOZPutwEhhOoP4ymIaXC8D2q4GTNmzJgxg5QnTZpUXFys5oZZWVkymUz3l+sYT0HMgflomYALAM7Ozhs2bDh06FBsbGxycrJAIOjatWtwcLCpqanqjY2MjFasWHHu3LkbN25kZGQUFRV5eXl5e3uPGzfOzs6O7lPTqW3btpHCF0q5BrRKfsgPxlMQQnoN4ymIaXC8D6IRGexjbW19/Pjx69evZ2Vl2dnZeXp6jho1ysvLS3vHxfl9EHNg/xQm+N/fWCAQzJ49W/WqNaZO4HA4Q4cOHTp0KN0nQqe4uLiYmBgAaOLs/MlHH+ny0OYApjxeuUh0/fp1HPKDENJrGE9BTIP9UxCNSDwlJiYmJiaGy+VaWlqmp6enp6dHR0dPnTqV5B1X8Pz5c3LFS0lLS7O3t8/JyVH/uDi/DzI80dHRx44dU1jonp39+NEjUt6yZcuFCxcAYPny5ebm5nTXF2kSl+4KNF537ty5dOmSOmumpKSQQsioUWw2W5eVZAH4Ojo+fPtWIpGcOHECs9Ii7aEi65mZmWSe9RrxeDycvdtQde3a9cyZM9rbP8ZTENOQ/ClSqVQmkylMlYiQtpF4irm5+dy5cwMDA7lcbllZ2ZEjR06fPr1r1y5/f3/lGdweP368adMmhYVOTk51i6fgeB9kcOLj49evX6+wsAPAu+oydfm0aNEijKcYGIyn1CoqKuqnn35SZ02Sx8uYx5sRFKT7evo5Oj58+xYAjh49ivEUpD2xsbGkMGDAABWrBQQEJCQk0F1ZpJcwnoKYhlP9DEYikXC5eEmGdKp///4dOnTw8PCgBumbmZlNnz69oKDg5s2bR48eXbx4sTaOi/EUxBwYJmcC/PHWgMrKSgAY/8kndrU/tNceDxsbJ1vbzLy8mzdvZmZmMioNMELIkGA8BTGNfJvHeArSMU9PT09PT+XlAwcOvHnzJtX5Wl6HDh0UgiwnT548d+5cnY6L8RRkwGbOnDl8+HBStkpO3nfx4razZwHAzc0tPT2d7tohrcAf7w/74osvevfurbx8yZIlqamppMxiseZPmEBL9Vgs1si+fTcfO0aG/Hz11Vf0vVWIET766CP5mdQJmUx25coVuquG9BvGUxDTyPdPobsuCP0PGbSbn5+vPAzNy8tLIVXt/fv38/Pz67R/jKcgA+bn5zdo0KD//Sc2NvrVK1I0MTGhu2pIWzCe8mGdOnWaUFOsZM2aNVQ8pX+nTq2URplq1fv370khJiaGa2NDyj/88MOePXuU69mjRw/dvmfIkP3zzz8BAQEKC8ViMY/Ho7tqSL9hPAUxDbe6zVdVVdFdF8Qs5eXlV65cYbPZgwcPVgia5ObmAoCHh4eWcvpgPlrEHNT8PjKZjO66IG3BeIpmfPfZZzo+olAoJIXi4mJZcbERgBigpKTk/v37CmsWFBTQ/fYghNCHYTwFMQ22eUQXExOTo0ePFhUVOTk5dejQQf6la9euAYCvr6+WDs1hs3lGRiKxmO73ACGtw3gKE+h0MhoDU1RURAqtfHwGdOlCY01YANZ0vxvI4FGX+2/fvqW7Lsgwsdls8jgU7y0RQ+B4H6QzkZGRERERycnJ5L8sFmvIkCEAsH79+vj4eLKwsrLy4MGDFy9etLCwGD9+vPYqg0N+EEPwjIxIQSqV0l0XpC0YT6m/rKwsUvhGmz85H9SvX78bN27sXruW/LdPnz5FRUVFRUXz5s2j+x1CBiI3N3f8+PFkYkUAGDx4cL9+/XASH6QNbIynICbBeArSmd27d2/fvp0KnQDAmDFjRowYUVRUtHTp0okTJ86YMWPcuHFhYWHm5uahoaHW2pxjAeMpiCGwfwoT4Hiferp7925paSkA8ABG9+1LY004HI6ZmdnAbt1srazyiopu374tkUhsbGwwmQXSiNevX/fp04dKFURcvXq1Y8eO27ZtmzJlCt0VRAaFw+FIpFK8t0T0unbt2oULF9LS0vh8vqenZ3BwcIsWLbRxIA7mT0H04XA4U6dODQgIOHv2bHJycnFxcbNmzZo3bz5u3DgrKyutHhrjKYghqP4pGE8xYBhPqad169aRgoNc6JFGXA5neK9eu86cEYvFZ8+e/Uzn+VyQQSotLR00aBAJpnBYLFuZjAUgs7HJLigQCoVTp04tLy+fNWsW3dVEhoPL4YjEYoynILpIJJLVq1ffuXMHACwsLCoqKuLi4h4+fDh37tx+/fpp/HBczJ+CNOrAgQO1vRQeHl7j8o4dO3bs2FHH9TTFlLSIGbB/ChPgeJ/6ePv27fHjxwGAA2BHd2UoQdWTOp86dYruuiADMX/+/KdPnwKAm4NDN4HAHcAN4NK6dWM//hgAZDLZ7Nmzsb0hDSLDH/DeEtHlyJEjd+7ccXBwWLt27YEDB8LCwr744guZTLZ161Yy6Ylm4XgfxEzG1f1T8CYTGTYqnoL5UwwY/R0r9NGWLVtI11xbAA7A2bNnlQfX5OXl6bhW/Tt3NjMxKauouHDhQkVFBd1vEtJ7UVFRO3fuBAA+j3d67doloaFlAABgZmJyeOVKC1PTnadPS6XSyZMn379/38vLi+76IkNAhj/gvSWihVAojIyM5HA4K1ascHJyIguHDh365MmTqKio6OjoYcOGafaIOL8PYiYc74MYAsf7MAHGU+pMKBSSm0wAsAcAgN9//53uSgEAmPD5A7p0OXntWllZ2dWrV+muDtJ7CxYsIN/+P06b1v6/uQPYbPbWxYvTs7Mv3LlTUlIyfvz4W7du0V1fZAiwfwqi0fXr10tLS7t06UIFU4gvvvhi2LBhlpaWGj8i9k9BzITxFMQQON6HCXC8T52dPHkyOzsbAKzZ7MY2+nNYz56kEBERQXddkH67fPlydHQ0AHg4OX0/ebLyClwO5+CKFR5OTgDw8OHDX3/9le4qI0OA/VMQje7evQsAXbp0UVguEAj8/PxcXV01fkQu5qNFjGSC430QM/BwvA8DYP+UOqM6pzhxOCCVAsBXX33FVUpJ++bNG93nlRjSvTuHzZZIpZGRkeNpncUZ6bs1a9aQwqKpU41rmSvK1spq7//9X79Zs6RS6R9//EF3lZEhwP4piEbp6ekAYG9vn5aWduvWrRcvXnA4HC8vrwEDBij0WKEIhUKhUCi/RCKRcDgcNdswjvdBzGSC+WgRM2D/FCbAeErdvH79mgylcRQIBOXlQrEYAMaPH29iYqKwZkxMjO7jKfY2Np0CAu48fpyenk460SBUDy9evLhw4QIA2NvYfD50qIo1e3foMGv06L+PHhWLxXTXGhkCjKcgGhUXFwPA8+fPw8LCqChJXFzc2bNnZ82a1adPH+VNtm3btm/fPoWFPj4+z58/V+eION4HMROO90EMgflTmADH+9TN/v37SX+tSYMHs+iuTI0Gd+tGCikpKXTXBemrHTt2kO/9L0aMqK1zCuXXr792sbenu8rIQOB4H0QjEkPZt2+fj4/PqlWrwsLCtmzZMnjw4MrKyk2bNpHeK5qF/VMQM+F4H8QQVDwFx/sYMIyn1M2hQ4dIYcqnn9Jdl5pR8ZTU1FS664L0kkwmO3jwIACwWKzpw4d/cH1LM7M/v/mG+i/+YKCGwP4piEYsFgsAmjRpsmLFCn9/fxMTE1dX15CQkF69elVVVVEXAPLs7e39/ovP51dWVqp5RKp/CuZPQYxiiuN9EDPgeB8mwPE+dfDw4cOnT58CQCsfn1Y+PnRXp2btfH0dBYKs/PyMjAy664L0UlpaGmk8Pdu181Iv/2LwgAF/hYVFP34MALm5uXSfAdJj2D8F0cjY2Li0tHTw4MFUtxHik08+uXHjRnJysvIm48ePV8hWFhwcTJJ5q4OL/VMQI1FdX/EmExk2HO/DBNg/pQ6OHj1KCuMHDqS7LrVisVgDP/oIsJsAqq9nz56RwoRPPlFzExaLRXVRyc3Nxdw9qN7I43qpVIpXHkj3HBwcAEA59SxZnpOTo/FmycH5fRAjYT5axBBGOL8PA2A8pQ6OHz9OCmM//pjuuqgyQGmuR4TU9+LFCwDgcjgj+/ZVf6uO/v42AAAglUpXrlxJ90kgfUUNf8ArD6R7Pj4+AJCZmamwPCcnBwBcXFzIgCANwgaPmAnH+yCGwP4pTIDxFHU9fvz45cuXANDO19fbzY3u6qjSv3NnjV/zIeYoLy8HgF4dOthZW9dpQ1cA0uy2bdv2+vVrus8D6SVMz4loNGjQIAC4cOGCQnTj8uXLANCsWTONH5GL/VMQI2E+WsQQmD+FCTCeoi5q8uM6PbSnhaNA0GjTuzQSlZWVO3bsmDFjxtixYxctWhQWFla/m7e0tLRRo0YtXbqU7hPSvOG9etV1Ez6AHQAACIXCFStW0H0GSC/h9LGIRt7e3n5+fikpKX/88QeZO1ksFh8+fPjKlSt8Pl8hT4pGYAARMRPOl4wYgofjfRgA89Gq68yZM6QQ1Ls33XX5sP6dOj1++ZLuWjRSubm5y5cvJ/MfWVlZJSUlJSUlxcfHL1q0yMLCQv39iESiNWvWiMViuk9IK4Z0716PrZwB8lksiUy2d+/eH374wdvbm+7zQHoGby8RvebMmbNw4cKoqKjo6Gg7O7v8/HyJRMLn82fPnu3o6Kjxw2EAETET9k9BDIHjfZgA+6eoJSMjIy4uDgA8XVwC9OEWsW/HjnRXofFat25dampqy5Ytd+3atX///q1bt7q7uycmJu7cubNO+9m7d6+hjmrx8/RUc2YfBUYA3paWACAWi5cvX073eSD9g7eXiF5ubm6bNm0aNGiQnZ1dUVGRq6tr3759N23a1KvuXfbUgeN9EDNh/xTEEDjehwmwf4pazp07Rz4Gn/boQXdd1NKzfXs2iyXFj66SZ8+eJSQkmJubL168mPRGcXFxWbZsWUhIyLVr1yZOnGhvb6/OfuLi4s6ePWtlZVVUVET3OWneJx99VO9tW9jYpAuF5ZWVBw4c+PHHH7WRcQAZMIynINoJBIJZs2bp5ljYIQsxE+ajRQzBYrG4HE6VRILjfQwY9k9Ry7///ksKg7t1o7suarEwNfWwI7ks4N27d3RXpxGJjo4GgMDAQPmhPY6Ojn5+fjKZLCYmRp2dFBcXb9iwwdraesKECXSfkFZ83IApoow5nFmjRwOARCLBLiqorvD2EjEKBhARM1HzJeNDe2TwyJAfbOoGDOMpHyaVSq9cuQIAJnx+rw4d6K6OunyqR3onJibSXZdG5NWrVwDQvn17heVkCXn1g/7666+CgoI5c+ZYWVnRfUIaQ33Rc9jsnu3aNWRX30+ebGZiAgCHDh0isy8jpCa8vUSMQjV4HO+DGAXH+yDmwHiKwcN4yoelpKSQMR29OnTQox8Ab4yn1CQjIwMA7Ko771DIEnX68ly4cCEmJmbQoEGBgYF0n40mvXnzhhSa2tuTaEi9OQoEX40ZA9hFBdUd9k9BjMKtHlqPDR4xiin2T0GMQVKo4HgfA/a/H/LKysoDBw7ExMQUFxd7e3u3bdt29OjR1HWtamlpaadOnUpISCgsLLS1tfXw8Bg1apSfnx/dp6YxSUlJpDCwAYMgdM/LwYEFIJOrPwKAsrIyAFCex8fc3BwAysvLVW+ekZGxc+dOV1fXadOmqXnETZs2KYRp7OzsGuGjSKqdNHd2bvjevps0afOxY2UVFYcPH/7xxx9btGhB9/kh/YDpORGjYIcsxEx69HgSoQbC/ikGjwsNmz729u3ba9asIdcBDg4O+fn5mZmZ9+/fHzdunMGklnj69CkpNCSphO4ZGxmZAJQD5OXlpaWlNW3alO4aNQpkemMTpf4XpqamACAUClVsK5FIyATJ8+fP56t9KXDv3j2qCVHHMjExUX0s3Xvy5Akp+Dg5NXxvDgLB12PGrN63j3RROXjwIN3nh/QDm8UiBXySg5gAx/sgZsJ4CmIOHvZPMXRsaMD0sUVFRevXr5dIJD169NizZ8+OHTvCwsLIc/uwsLDHjx/TfXaaQSJNznZ2/p6edNelbqhg2K1bt+iuS2NBQoQVFRUKy0nPFNUBxMOHD798+XLs2LHNmzen+zw0jwR9WACe6s1w9EHfffaZuakpABw5cgQ7SSE14XgfxCg43gcxE473QcyB/VMMHlt++liSQoJMH8vhcK5du5aTk6Ni40uXLolEIj8/v9DQUIFAAAAcDicoKGj48OEymezs2bN0n51mkIBiv06dWNUPTvWFeXXh9u3bdNelsSANtbS0VGE5WWJjY1Pbhq9evQoPD2/evPnYsWPrdMRffvll/39lZmaq/mTp3osXLwoLCwHArDqO3nD2NjZzxo0DAKlU+vPPP9N9ikg/4HgfxCg43gcxE/ZPQcxhpKHratRocVVMH5uYmBgTEzN06NDaNk5OTgaA3r17K2Ra6dq166lTp8irBqNfx450V6HOzKoLGE+hWFtbA0B+fr7C8oKCAgCwtbWtbcOMjAypVPrixYsRI0YovBQfHz9s2DAAWLt2rY+Pj8KrnkrdmkQiERl21HhERUWRglnD9gMAUqm0uLiYlGcGBf199GhxWdnx48evX7/eunVrADA1NTWufjCFkAK8vUSMguN9EDOx2Ww2iyWVyfChPTJ4pH8KMmBcFdPHJiYmqp4+tqqqys7Ozs3NTWG5kZERGNzVcF89jKcYAfABhABPnz7Nz88nXTMYzsPDIy4u7tGjRz169JBfHh8fDzXFPigmJibOSolaKysrCwoKeDweCcQYafobUyaTZWRkuLq6avttIXFVkOvTVFfUzUBqamrfvn2p5eYAxQAymaxPnz5kycqVKxcvXqztM0J6Csf7IEbB8T6IsTgAmE8CMQHGUwwetyHTxy5ZsqTG5Xfv3gUAb29vus9OY7zd3Dw0kaRT98wBhAAymSwmJmbw4MF0V4d+nTp1OnXq1IMHD4RCIZVTtri4OCEhgcfj9erVq7YNAwMDlSdIjo6OXrVqlZ+fn5ZmBc7KynJ3d//66683bNig1bflzp07pFDveEptHACyAfDBK1IT9k9BjIINHjEWm8UC7JyCGADjKQaP28DpY5XFx8cfP34cAJSHRRAhISHkoIRUKvXz8yNhnUard4cOdFehnswB8gAAIDo6GuMpABAQEODr6/v8+fONGzeGhoZyOByhULhq1SqxWNy/f38zs/8/3iUyMpI0TuUhPDrz+vVrmUz2119/ubm5tW3bVktHKSwsJMlo+dQM6g1gbGyskK+Xl5t7r3F/wFHjwcH8KYhJcLwP0qyrV69u3bp148aNTmo/BaysrDxw4EBMTExxcbG3t3fbtm1Hjx6tMJBfGzgsFmCSTsQAmspLiBotbkOmj1UgFArDwsJOnDghlUonTpzYqlWrGld78eIFlV6BOha3cTe1PkodE/QFFR6gOiCg0NDQBQsW3Lp1KzY21sPDIyUlRSQSubi4TJ06VX613bt3i0SiKVOm0BhPqaysJIXly5d/cL6tert79y5Jutzw5CkA4OrqumvXLvklQpGoxejRaRhSQWrg4ngfxCQ43gdp1qVLl6grB3Xk5uYuX76cTGRpZWWVlJSUlJQUHx+/aNEi1TMeNhynepIHkUjE4/Hoe88Q0i7sn2Lw2A2ZPlZeVFTUrFmzwsPDeTze119/PW7cOLpPTZN66W3/FBMAM2NjALh37x5erhHOzs4bNmwYMGCAiYlJcnKytbV1UFDQ2rVrtX3pUA+9evUaP3AgAJSVlWlvwqx79+6RgsYH+xB8Hm/lV19R/8XHsEgFHP6AGAX7pyBNKS8v37VrV1JSUp22WrduXWpqasuWLXft2rV///6tW7e6u7snJiZq7xEOhV0dT1G+B0HIkOD8PgaPKxAICgsL6zF9LKW4uHjLli1kfpDu3bt//vnnDg4OKtY/ffq0fO++srIyd3d3qVSqIhUoLahBSc4CgZvKM2rk/Js0uf/8eWlpaWJiYps2beiuTqMgEAhmz56tep3w8PAP7qdr165nzpzRalUXT5t2+MIFALh48aKWDkESHoGG+qfUaPzAgT9v2fLy3TvA2aaQSpiPFjEKBhBRw12+fPnixYupqal16lQOAM+ePUtISDA3N1+8eDF5pOTi4rJs2bKQkJBr165NnDjR3t5ee9Wm+qeUl5dbWVnR9/4hpF3YP8Xgses9fSyRnZ09b968qKgoDw+P1atXL1iwwOFDoQcLCwtLORYWFhKJpBGOnyS9HwHA38OD7ro0iH+TJqQQExNDd11QnQV4e3/UujUAZGdna+kQpH8Kj8s1afCuasNisWYOGkTKN27cePPmjdYOhfQb3l4iRsHxPqjh0tLSMjIy+Hy+paUlqzpIoQ4ytV9gYKB8/1xHR0c/Pz8yj4FWq00laMH+KciwYTzF4HHrPX0sAJSXl//00095eXn9+/efNWuWxieLpVdKSgoptNTPeMqzZ89IITk+nhSWLl26d+9ehdVMTEyuXLlCd2WRKuM+/vjO48da2nlaWlpOTg4A+Li6sl6/1t5ZtHB3FwDkA4hEom+++ebEiRPaOxbSX1zMR4uYBAOIqOFmzJgxY8YMUp40aZJCjkIVXr16BQDt27dXWN6+ffvExETyqvbI90/R5duFkI5hPMXgces9fSwAXL58+d27d4GBgXPnzqX7RDSPiqcEVPfv0C/UeKXSrCxSyMnJIXfO8kjiYdSYDe/V65s1a7S0cyp5Sgt399fajKcAgBtAEYAE4OTJkxEREUOHDtXq4ZA+wvE+iFEwgIhoRObWtLOzU1hOlrx7906rR8d4CmIInN/H4HEbMn0sSegQFBREJgdRxq5+8KJ3CgsL379/DwA8AHs9H9XJBeAD1G1MLWpMmrq4+Hl6Pq0egKZZ9+/fJwVfNzftRlMAjABcAN4CAMBXX33Vs2dPHDKNFODjesQoGEBENCIP3pST8Zubm0MtYY7Tp09v2LBBfklFRYW/v/+TJ0/qenQ2xlMQM2D/FIPHhfpOHyuRSNLT0wFgyZIlNe7a2dl527ZtdJ9gPd2+fZsEiRrdjC91t2LFij03boRdugQAJ06coPoctWrVKgOnsNUTH3furKV4yoMHD0ihuZubthLeyrEHMHJ0TMnKSk9P//bbb3fs2KH9YyJ9gvEUxCjYPwXRSCwWA4CJiWLyNNJzucbstiKRSHk8ERUWrBPsn4IYAuMpBo8N9Z0+Nicnp7ZuKQbg5s2bpKClGWR1ydTUtFvbtqT89OlTQTX97T3EQH0CA7WxW6lUGhcXBwCWZmbu2kzjT2EBTO3Th8/jAcCuXbsiIyN1cFCkR6j0nHh7iZgAA4iIRuQ6XzkdLAlw1HgXYGZm5vpfJiYmIpGoHkfHeAqiRVpa2vr166dPnz5q1Kgvv/xyxYoVT58+1eoRMZ5i8P535VqP6WOdnJy0PVMsjah4igH0TwGATi1bkgKVLAPplx7t2rFYLI1Pg/Xy5UvyoKl9ixZ1mhSgIVwEgp+++GLx33/LZLLp06c/fvz4g5OCIebA20vEKNg/BdFIIBAUFhaWlpYqLCdLbGxslDcZPHjw4MGD5ZcsWrRo1apV9Tg61acF4ylIZ27fvr1mzRpygeHg4JCfn5+ZmXn//v1x48ZNmDBBSwfFeIrBwx4KNSgtLY2NjQUAIwA+3ZXRiLbNm5MPM5UsA+kXWyurpo6OpKzBmQVJOweADn5+ujydBVOmdGvTBgCysrI+//zzRjhdOqILxlMQo3AwnoLoY21tDQD5+fkKywsKCgDA1tZWq0fH/ilIx4qKitavXy+RSHr06LFnz54dO3aEhYVNmzYNAMLCwh5rbSZNI8xHa+gwnlKDqKgocmVjGJ1TAIDP47Vu1gwAMjIySNYbpHdaeXmRQmZmZv32UFZWVvpfd+/eJS8FeHnVr7+u+qjb46qqKmFl5T+LF1uamQHAv//+u3LlSvlaYXiFyTA9J2IULjZ4RB8PDw8AePTokcLy+Ph4APD09NTq0TGegnTs0qVLIpHIz88vNDRUIBAAAIfDCQoKGj58uEwmO3v2rJaOi/P7GDyMp9Tgxo0bpGAAyVMogdUdELCLip7yr563u97xFIFAYPFfGzduJC/9+csvtSWW1pTExERS+Oeff3r27Dl53Di76im9ly5dKl+rtLQ07b+dqJGi+qfg43rEBDjeB9GoU6dOAPDgwQP51LPFxcUJCQk8Ho+avkBLMJ6CdCw5ORkAevfurZBBuWvXrtSr2oDjfQwexlNqYGDJU4iO1SlUMJ6ip1o2bUoKWVlZmt0zB8CYjjOyAdBFClykV7B/CmIUbPBIZyIjIyMiIuRvGgMCAnx9fQsKCjZu3EhaoFAoXLVqlVgs7tmzp5mZmVbrQ82XrMFRzAipUFVVZWdn5+bmprDcyMgItPkljPEUg4cdkBSVl5eTiIOlqamxAYXMO/r7kwLGU/SUp5MTG0AKkJ2dLZPJ6p0+lsfjtWrVCgCEQiHpM2JnaurXpEl2dnZeXp4OTsTBwYEald1cJruYlpZXWQkAHA6H/JiVl5eXVXddUcbhcIyNaYn/IF3A4Q+IUbB/CtKZ3bt3i0SiKVOm+Pj4UAtDQ0MXLFhw69at2NhYDw+PlJQUkUjk4uIydepUbdeH6p+i4hcfIQ2qrSM2Gfzu7e2tpeNiPMXgYTxF0Z07d0giiRaurpKXL+mujsb4e3mZmZiUVVTExsY25G4c0YXNZpsClAJUVlampqZ6VadTqSsXF5cHDx4AQFhYWHBwMACMDwpaFxq6cePGffv26eBERo8eTbJ/Ea/fv+8waVJeURF1/xwQEKBi886dO8fExOignogWON4HMQrGUxC9nJ2dN2zYcOjQodjY2OTkZIFA0LVr1+DgYFNTU20fGsf7oMYgPj7++PHjADBixAjlV+/du/fDDz/ILxEKhW3btiU5htTEx3iKocN4iqJr166Rgp+bW6IBxVM4bHY7X9/bjx4VFBS8evVK/ukE0hckngIAcXFx9Y6nUB4+fEgK7Vu0oPGkmjg7H1yxYvC8eVKplMZqoNqkpaWdOnUqISGhsLDQ1tbWw8Nj1KhRflqbEAqHPyBDtW3bNmpKNYp5dbqouLi4L7/8EgDc3NyWLVtGd2WRvjpw4EBtL4WHh9e4XCAQzJ49W/dVxXgKopdQKAwLCztx4oRUKp04cSLpu62gqqqquLhYYaFC+pUPwv4pBg/jKYquX79OCi3c3BLproxmBfr73370CAAePHiA8RR9RD0tiouLGz16dAP31kjiKQAw8KOPfgkJWbJ5M/lvs2bNLCwUkxdJJJI6PQ1AGnH79u01a9aQ0IaDg0N+fn5mZub9+/fHjRs3YcIEbRwRH9cjQ3Xp0iXyFFQe1RnvzZs327dvB4CAgACMpyAmoG5JcbwP0r2oqKidO3fm5uYaGxtPnz594MCBNa7G5XItLS3llwiFwrpGADGeYvAwnvIfZWVlJL2Io0DgIhDQXR0Nk0+hQgZ6IP1CxVOoUEhDxMXFAYCpsXGL6ky3NFo8der67dtzxWLy35s3bypkwissLLSxsaG7msxSVFS0fv16iUTSo0eP6dOnCwQCiUQSERGxe/fusLCwgICA1q1ba/ygmD8FMQqOvEWMhf1TEC2Ki4u3bNkSFRUFAN27d//8888dHBxqW7lTp05Xr16VX7Jt27aQkJA6HZHP49F90ki7MJ7yH7dv3ybJU3oHBhreVU5gdTyFpM9AescYgAUgA3j06FEDd/XmzZvc3FwAaN2sGZWxgkYsFqulqWlMUZEQ4OXLl3Pnzt25cyfdlWK6S5cuiUQiPz+/0NBQ0ruVw+EEBQXl5+efOnXq7Nmz2oinYP4UZPD27Nnj6elJyhV3736yYAEAtGvXTiOBcoT0BeajRbqXnZ29cOHCvLw8Dw+P2bNnt9BJB20eF2+3DRz+gf+DikH2CQwEg/t+b+bubmVuXlRa+vDhQ8xVoY9YACYA5QCZmZmZmZlOTk713hXpnAIA7Xx96T6t/+GyWF4AzwBkALt27Ro4cODYsWPprhSjkWk1e/furTBUuGvXrqdOnZKfdFODuNWXHRhPQYaqQ4cOVNbtbKGQFMzNzemuF0I6hf1TkI6Vl5f/9NNPeXl5/fv3nzVrlpGuhuFg/xSDh/GU/6CS0fYNDIy5cYPu6mgYi8Xq4Od39f79kpKS58+f010dVB+mAOS6Iz4+viHxFOpBaOOJp5CzcwVIBwCAWbNmdevWzdXVle5KMVdVVZWdnZ2bm5vCcnIJ0vDxOEuWLElNTVVYWJ6URApHjx598uQJAHTo0CE0NJTuNwMhrcAEzIixsH8K0rHLly+/e/cuMDBw7ty5ujwu5k8xeBhP+f8KCgrIQ3sPJ6dmHh4GOSMriacADvnRWybVhcePH9eWPUsdjTOeAgCOAF5t29589Cg/P3/GjBnnzp3Dub3psmTJkhqX3717FwC8vb0buP9///2X6idFoaatevz48ePHjwGgpKQE4ynIUGECZsRkbAApxlOQrly8eBEAgoKCauukz9bO+HecL9ngYTzl/7t27Rp5QNSvUye666ItgdWznGI8RU/Jx1Mash8STzHicgMa30xP6+bN6zd3bmFJyfnz5/ft2zdlyhS6a4T+v/j4eDJHyYgRI2pcYfXq1STNG0Uikbi5uaWnp6uzfwyeIUbBeApiMoynIJ2RSCTkOqS2Z0XOzs7btm3TxqFxvI/Boz8PZeNx6dIlUujXsSPdddEWTEmr76gpfhoyeXBOTg75UWnp5WXc+L7lnWxt13/7LSmHhobm5OTQXSMEACAUCvft2/fTTz+JxeKJEye2atWqxtXy8vLe/RfIZUWp0e3btx9UC50/nyysLV6DkCHB8T6IyUjrx3gK0oGcnBy6ckfieB+Dh/1T/r/Lly8DAIvFMuD+KZ4uLgJLy/zi4kePHgkMbkJoJuAAWJuaFpaXP3v2TCQS8eoVDfn/yWh1kti8HqZ8+unhCxcu3LmTn5//3Xff7d27l+4aMV1UVNTOnTtzc3ONjY2nT5/ekLFmytq2bUtNj515+zYp4PTYiAmwfwpiMvJQVywWi8VinSUHRczk5OR05swZWg6N430MHsZT/ic1NZVMV9HKx8fJ1pbu6mgLSUl76e7d8vJyCwsLuquD6sPZ2rqwvFwsFj99+rRNmzb12EOjTZ4ib/MPPwSMHVshFO7fv/+LL76gpsNAOlZcXLxlyxYyhKd79+6ff/65g4ODivV///13hSWdO3dOS0tT83B4e4kYhcNms1gsmUyGDR4xENVJvqyszNramu7qIKQVON7H4OF4n/8hOYoAYECXLnTXRbuoIT8ikYjuuqD6cLKyIoWEhIT67YGKp7RvrP1TAMDL1fXH6dMBQCaTzZ07FzvD0yI7O3vevHlRUVEeHh6rV69esGCB6mBKw3Fx+ANiEhaLxWGzAQOIiJHk4yl01wUhbcHxPgYP+6f8z4ULF0jB8OMp1SlpxWIx3XVB9eFc/Qyn3vEUMt6HzWa3adaM7rNR5btJk3afOfMqPf3hw4cHDx6kuzqMU15e/tNPP+Xl5fXv33/WrFm66YyN6SQQ7eLi4iIiItLT04uKipycnHx9fYODg2211nGVy+FUSSQYT0EMhPEUxAQ43sfgYf8UAACxWHzlyhUAMOHze7RrR3d1tAv7p+g7Kp5Svyl+pFLpq1evAMC3SRNzU9N67EFn+Dzen998Q8orV66kuzqMc/ny5Xfv3gUGBs6dO1dnI9uxfwqi1549e37++efY2Ni8vDxra+u3b99euHAhJCTk2bNnWjoiydaMTzgQA3GqCxhPQQaMZ2TEYuHshYYM4ykAAHfu3CkuLgaA3h06NMLpTjTLw8nJQSAAvHrTW/YWFqTrYP3iKSKRSCaTQeMe7EMJ6t27d4cOAJCdnU13XRiHjIIMCgqS1kIbB8V4CqLRixcvTp48yeFw5s2bFxYW9s8//xw4cKB79+5CoXDdunVaapNGXC5gg0eMRN2ElJaW0l0XhLSFxWIZcXFEiCHDvy4AwL///ksKg7p1o7suuhDo53cuKorcVCO9w2Gz/Tw941+8yMjIyMvLq2svdKpfkl7EUwDgz2++6Th5MjZXHZNIJGRS7SVLltS4grOz87Zt2zR+XBzvg2h06dIlmUwWHBzcr18/ssTMzGzu3LlxcXHv379PT09v0qSJxg9KYog43gcxEI73QQzBNzIS4WNsw4X9UwDk4yldu9JdF12ghvwgPdXax4cU6tFFRSgUkoK+xFM6+PmN+/hjumvBODk5OVrqgaIa9k9BNHrz5g0AKMybZmxs7ObmBgAkwqhxGE9BjIX9UxBDGPP5dFcBaRFz+6dUVVW9fPkSADIzM8lNaVNnZ05VVWpqKlmhoKCA7jpqS0eMp+i5VnLxlD59+tRpW9I/hcViNebJkhUsnzXr+NWr4qoqwLw/uuLk5HTmzBndHxfnS0Y0GjVqlFAo9PDwkF8ok8nev38PAFqaz5W0eRyBixgI86cghsCUtIaNufGU7Oxs//+GFcrfvx8zZgzd9dIF7J+i76h4SmJiYl23JVftPu7uVubmdJ+Hunzc3Sd98snus2cB4N27d3RXB2kRmTsWAGjpHYMYrlOnTgpLKisrd+3aVVJS0qRJE3/t/HSScfUYQEQMRPVPKSkpobsuCGkR39CzczIcc+MpyqzoroDOONnaujs6vs3KorsiqJ7aNG9OCvVLSQty02briwWTJ+89e1YKkJOTk5KS4uXlRXeNkFZQOdvw9hLR6/fff09NTc3KypJIJO3atZszZ06NEzRERUWRGegpeXl59vb2OTk5ah4Ix/sgxsLxPoghDH62E4bDeAqwWCyZTMbjcIZ060Y9GgWAhISEvLw8umunLR1btiTxFGY+BK6srDxw4EBMTExxcbG3t3fbtm1Hjx5NJcJULS0t7dSpUwkJCYWFhba2th4eHqNGjfLTbXjC2c7O3sYmp6AgMTFRIpGoWXN5etdHydXe3g4gG0Amk61YsWLXrl101whpBeajRY1EaWlpaWkpaYcFBQXv3r2zs7NTXi02Nnbfvn0KCwUCQR3iKVwuMPW3GDEcjvdBDIH9UwwbxlOAzBvyaa9e61avll8+f/78W7du0V07benUsuWJq1eBkddwubm5y5cvJ4lyrKyskpKSkpKS4uPjFy1aZGFhoXrb27dvr1mzhlxhOzg45OfnZ2Zm3r9/f9y4cRMmTNDlWbRp1uzyvXvl5eUvX75sUffMsh30rX8KADgB5AJIAfbv3//jjz96e3vTXSOkedg/BTUSy5cvB4CKiop///137969P//886+//qqN0Dm37gFxhAwD9k9BDIHxFMOG8ZT/GdqjB91V0CkqJS0D4ynr1q1LTU1t2bLlt99+a2dnl5GRsXLlysTExJ07d37zzTcqNiwqKlq/fr1EIunRo8f06dMFAoFEIomIiNi9e3dYWFhAQEDr1q11dhZtmje/fO8eADx+/Liu8RQ2m60vk/vIMwIgXVSqqqpWrlyJXVQMEuajRY2KiYnJyJEjc3JyIiMjz5w5oxxPGTRokEJelfXr19+8eVP9Q1AxRISYhgolYv4UZNgwH61h+19ouLKycseOHTNmzBg7duyiRYvCwsLq0df66tWrY8eOzczMpPuk6v4usNlDunenuxY6FejvTwaCM61T/bNnzxISEszNzRcvXkw6b7u4uCxbtozD4Vy7dk11D+1Lly6JRCI/P7/Q0FCBQAAAHA4nKCho+PDhMpns7NmzujyR1s2akcKjR4/quq2/p6eFqakua6spTtX5Svfv35+cnEx3dZDmYf8URJeSkpLo6OiHDx8qv0Ri5RkZGcovNWvWrP9/mZub1+nmEPunIMbCfLSIIXC+ZMPGBoDc3NyFCxeeOXMmOzubz+cnJSUdPHhw6dKldf12u3TpUmVlJd1nVB9dAgLsbWzoroVOWZqZmXG5ACCTyXJzc+muju5ER0cDQGBgoPzQHkdHRz8/P5lMFhMTo2JbcgPfu3dvhXwlXbt2pV7VmbbVKWnVj6dQfZE6tmypy6pqkBGAr40NVHdRobs6SPO4mD8F0aSiomLVqlW//fYbGQUsTygUAoClpaU2jovxFMRY2D8FMQTmozVsbJAb/rBr1679+/dv3brV3d2dDH9Qcy/l5eW7du1KSkqi+3TqaVivXnRXgQbW1c+B7927R3dddOfVq1cA0L59e4XlZAl5tTZVVVV2dnZubm4Ky42MjEDnt39+np5kNGaNT1NrRN0kdA4I0GVVNSvA3t6EzweAAwcOYBcVw0P1TyETeyOkM/b29paWlpWVlfHx8Qov3b9/HwA8PT21cVyMpyDGwngKYgiMpxg2rvzwB/LEngx/CAkJuXbt2sSJE+3t7VVsf/ny5YsXL6amppKnN3pqODPjKUZG6ZWVAHD37t3BgwfTXR0dIR22ladpIEvevXunYtslS5bUuPzu3bsAUFt61Hv37hUXF8svMTU1NTExaeCJGHG5Ad7esU+fZmZmvn//3tnZ+YObUPGUTnrbPwUATLjckFGj1h06VFVVtWLFij179tBdI6RJ2D8F0YXFYg0cOPDYsWN//fXX/PnzW7ZsCQAikSg8PPzWrVvGxsZa+qHE/Cmo4eo9a2FYWNjBgwdrfGnLli2urq5arTaO90EMgeN9DBtXxfCHxMTj4UCuAACAAElEQVTEmJiYoUOHqtg+LS0tIyODz+fz+fySkhLlXrKN1tu3b0nByti4RdOmdFeHBlbVuZFUD3IxMGROPuV5fMzNzQGgvLy8rjuMj48/fvw4AIwYMaLGFTZt2vT06VP5JXZ2dmKxuOEhyHa+vrFPnwLAw4cPPxhPkclkZLwPh8Vq5eOjyfdU5xZMmbLtxInyysoDBw4sXry4efXQJ2QAMH8KolFwcPCTJ0+SkpIWLVpkampqYWGRk5MjlUr5fP6cOXOcnJy0cVAuxlNQwzRk1kJ6kx6yAVgAMoynIEOH/VMMG1fF8IfExETVwx8AYMaMGTNmzCDlSZMmKTyHb8wuXrxICk2tremuCz0suFw2gBTg7t27UqmUzWY3fJ+NHxlEoNw9xNTUFKoHyatJKBSGhYWdOHFCKpVOnDixVatWOj4Xao6e2NjYDz44ffbsGSlYGxnpe/dyJ1vbWaNHrzlwQCKR/PLLLwcOHKC7Rkhj2Gw2m82WSqUYT0G6Z2RktGLFinPnzt24cSMjI6OoqMjLy8vb23vcuHHKvRo1dlCMp6CGqfeshVAdT1mzZo27u7vCS3ydPFHnsFhVMhnGU5Bhw/4pho3bkOEPeu3ChQukwNh4CgvADKAEoKio6OnTpy31eQyI+iwsLAoLCysqKhSWk54pH3ySQ4mKitq5c2dubq6xsfH06dMHDhxY25qffvppp06d5Jds2rSptLTUqMFzp3WonrnzwYMHH1yZ9EQDABuDiJEvmDx524kTpeXlhw8fXrRoEUNaL0NwORwRxlMQTTgcztChQ1X3zNUsjKeghmjgsH0ST3F3dzc2Nqal/hyAKuyfggwd9k8xbFyND3/4oEmTJsl/b0ql0oCAAB0HbvLz80nOCy6Ao5mZLg/dqJB4CgDExMQw5I5UIBAUFhaWlpYqLCdLbNSY5qm4uHjLli1RUVEA0L17988//9zBwUHF+uPGjVNYsnz58uLiYltb2waeS5tmzXhGRiKxWJ14CqkwAAgM4jvdQSCYM27cb7t3S6XSpUuXnjhxgu4aIY0x4nJFYjHGUxBDYDwFNURDhu2LRKL8/Hxra2u6gikAwGGxQCarrKwUiUQ8g7g+QUgZH9u2QWNrcPiDmjIyMt7Jef/+PZ/P1/Fgk8jISHKxbgXAYrF0eehGxby6QHVeMHjW1tYAkJ+fr7C8oKAAAD4Y48jOzp43b15UVJSHh8fq1asXLFigOpiiVXwer3WzZgCQkZGRnp6ueuXbt2+TgmHEUwDgu88+szI3B4BTp06R8CgyDGQ8GsZTEEPwMJ6CGqAhsxZmZWXJZDItJQZSE07xg5gA+6cYNjaJZzd8+IN+OXPmDClY010TelE9c6jOCwbPw8MDAB49eqSwnEyQqXo6zPLy8p9++ikvL69///7r1q1rUZ2+hEbUTD2qJ71+//79y5cvAcAEwMhQEuUILC0XTJ4MADKZ7IcffqC7OkhjyON6jKcghsD+KaghGjJsnwz2sba2Pn78+Jw5c8aOHfvVV1/98ccfKSkpOqs/t/qhph5lYESorjCeYti4DR/+UFdXr15VOBCJ2qi+ldWgysrK8+fPAwAbwFI3h2ysuAAmLFaFTPbixYvs7Gwau1roTKdOnU6dOvXgwQOhUEjlWisuLk5ISODxeL1Uzpx9+fLld+/eBQYGzp07l+7zqD6dli03HzsGADExMSNHjqxttZs3b5KCuZr71RPzxo//6+jR97m5169fj4yMHDJkCN01QhpA+qfgfMmIITCeghqiIcP2STwlJiYmJiaGy+VaWlqmp6enp6dHR0dPnTp12LBhyps8f/5cYVLItLQ0e3v7nJyc+tWf6p+C8RRkwEzoG1KHdIDbwOEP+ujKlSskWmQJYCBP6hvAks2ukEhkMll0dHRQUBDd1dG6gIAAX1/f58+fb9y4MTQ0lMPhCIXCVatWicXi/v37m8kl04mMjJRKpX5+fj7VswuTOaGCgoLIxMPKdD9H0ketW5OC6hFb165dIwUD629mZmLy05dfhvz6KwAsWLBg4MCBOPOoAcD+KYhRMJ6CGqIhw/ZJPMXc3Hzu3LmBgYFcLresrOzIkSOnT5/etWuXv78/df1Defz48aZNmxQWOjk5NTyeUlRURPd7iZC2mOD8PgaN6+HhERcX9+jRox49esi/oM7wBz11+vRpUrCmuyaNgSWbnSWRAMDt27eZEE8BgNDQ0AULFty6dSs2NtbDwyMlJUUkErm4uEydOlV+td27d4tEoilTppDrCYlEQnKULFmypMbdOjs7b9u2Tcfn0szd3d7GJqeg4MGDB5WVlbWllKM6hRlYPAUApg8fvvHIkScpKU+ePPnnn3+++uorumuEGgrzpyBG4TV4rjfEZA2ZtbB///4dOnTw8PCghguZmZlNnz69oKDg5s2bR48eXbx4sbbrj+N9EBNgPMWwsclMrmT4A7VUzeEP+kgqlUZERAAAh822orsyjYFldZcKakiIwXN2dt6wYcOAAQNMTEySk5Otra2DgoLWrl2r+rIjJyentm4pNGKxWN3btgUAoVBYWwqVtLQ0kjzFlMUyvMegXA7nj3nzSHnZsmV5eXl01wg1FLm9xHgKYgjsn4IaQiAQQPUgfXnqDNv39PRs3769cu6VgQMHAkCNWVQ6dOiw+L/8/PwaMkcnpzqegv1TkAEzxfE+Bo3bkOEP+uju3bukf2Mnf39RYiLd1aGfMYvl6uDwLjv74cOHJSUlhpqBWIFAIJg9e7bqdcLDw+X/6+TkRKUxblR6tGt38to1ALh+/XrPnj2VVyDDlADAisUCmYzu+mre4G7dBnfrdi4qKi8v78cff9y6dSvdNUINQm4vZYbYVhFShvEU1BDaGLbv6OhI9imTyRQmwfTy8vLy8pJfcv/+feWjq49q/RhPQQYM+6cYNjYAhIaGWllZ3bp1a+LEiQsWLJg4cWJiYmKNwx+2b99OxgHpr1OnTpHCoK5d6a5LY9GrfXsAqKqqoqbURXqkT2AgKVy5cqXGFc6dO0cK1vo8sw9JuQcAiYmJHZW8iY4mV3zbtm379ttv6a4sahC8vUSMgg0eNUS9Zy0sLy+PiIiIjIxUDl7n5uaSPSsEU7QB+6cgJsB4imFjQ32HP+gpKnnK4I8+orsujQWJpwDA9evX6a4LqrM2zZrZ29gAwJ07d0pKShReraiouHz5MgCYm5paaP/CSHvkL/hkSvgymWP1q2FhYSQ/H9JTmE4CMQrGU1BD1HvYvomJydGjR7dt2xYXF6fwEslh7+vrq4P6Y/8UxAQ43sew/e97rB7DH5QdOHCA7tP5j0GDBt26dUt+iVQqJSm7zNjsebNm0V3BxqJvx46koDCVNdILLBbr486dD50/LxaLL126pDBr8sWLF0nPjoFdury7dcsAZqDl8XhOTk7Ky61KSgoKCoQA7969+/PPPxctWkR3TVE9YTwFMQo2eNQQ9R62z2KxhgwZcujQofXr13/33Xdt2rQBgMrKyuPHj1+8eNHCwmL8+PE6qD+Vj7awsJDu9xIhbcH5kg2bIT8VKS8vp8YIKLCUSisrK+muYGPh4+7u4eT0JjPz4cOHBQUFqrOXoUZoSPfuh86fB4AzZ84oxFOOHTtGCiP69Pnrv+FFPdW8efM9e/YoL//xxx/fXrjwEgAAFi9eXNs0TACQmZlpb29P93mgWuHtJWIU7J+CGqh+sxYCwJgxYyoqKk6ePLl06VILCwsTE5OcnByZTGZhYREaGkoys2gb1foxnoIMGPZPMWx6nE9Bfc7Ozq6urq6urjwejyzxEghIRnRE9OvUCQAkEgl2UdFHg7t1I7egp0+flu/xW1JSQhIGGfN4Q2tKVWtIZDKZJQA1S4G0dpjotJHD20vEKBhARA1U72H7HA5n6tSpS5cubdeuHQAUFxc3a9bs008/3bx5c4cOHXRTeQ72T0EMgPEUw8aIy9aHDx86Ojqmp6eTrF1NnJ1vnTnz4sWLiRMn0l21xuLjzp13nzkDABcvXhw1ahTd1UF1Y21h8XHnzpG3bxcWFp49e5b6Cx4+fJh00Qrq3dtSrtOvAXMDKGWzK6VSALCxsZGf2iA9PR17pekFHsZTEJPwMZ6CGqwhw/ZJWne6ak593ZMJiRAySGYYTzFoDLpsPXXqFHkuPaJPHx1kLNcv/Tt1YrPZUqn0/PnzdNcF1cdngwdH3r4NAFu3biXxFKlUumHDBvLqjKAguiuoIxyA70aP/jU8XCqVFhUVHTt2rF+/fuSlnj173jKIEU8GDx/XI0bhV/ecRYiBuCwWl8OpkkjqGk/Zv3+/Ol2qrays1q9fT/dZIqbj83hsFkuK/aMNFIPiKSdOnCCFEb17012XRsfexqZDixb3nzx58+ZNYmJiQEAA3TVCdRPUu7ejQJCVn3/58uWYmJguXbocOXLkyZMnANDSy6svfY+edM/f3f27SZNW79snlUonTZr08OHDGvPXokYL4ymIUbDBI4aztrDILSzMz8+v01Z37typMZmaAgcHB4ynoMaAw2ZLJQYwLQSqASPypwBAbm4ueTTtIBB0a9uW7uo0RoO7dyeFyMhIuuuC6ozP482vHr8WEhLy5MmT0NBQ8t+lM2YwrUPWiq++6hwQAACZmZnBwcFVVVV01wjVAeZPQYyC430Qw9lYWgJAYWGhVCqluy4IaYsRmyk33QzUeC9bKysrf/zxR3XWDAoK6tGjh+p1Tp06Re6pgnr35mCDrsmQ7t3/759/ACAiImLhwoV0VwfV2dzg4K3Hj6dlZMTHx7ds2ZIs7NGu3diPP6a7arpmxOUe+fXXDpMm5RcX37hx47vvvsPHU3oEH9cjRsHxPojhBJaWACCRSIqKiuoxxeSmTZs6dOhQUVHx9ddfP3v2jO6zQahmXLz9NFyNN54iFArXrl2rzpru7u4fjKccP36cFEb17Uv3mTVSgX5+rg4O77Kz79y5k5WV5ejoSHeNUN2Y8PmHVqzo/9VX5dVZV90cHA4sX860zilEUxeXgytWDPnmG5JHpk2bNnTXCKkL4ymIUTCeghjO1sqKFPLy8uoRT/H39//oo48+++wzEkwxNzX1cXN79OIFeRVn9EONBNU/paKigu66IA1jRKisoKDgypUrAGBrZdUnMJDu6jRSLBZreK9eACCVSk+ePEl3dVB9fNS69e2dOwd17erj7j5p8OA7e/Z4MDh1yCdduy4PCSHlkJCQoqIiumuE1ILz+yBGwQaPGM7O2poUcnNz67eHU6dOHThwAACMebyLf/11Z8+eDn5+5KXy8nK6zw8hAAAjDocUsE0aHj34FW/evHmNHVX+/fffv//+W509REZGisViAAjq3RtH5qswqm/fzceOAcCxY8dCqm9EkX5p5+t7buNGumvRWCyaOjUhOfnIxYsikejp06d0VwepBR/XI0bBBo8YroHxFKFQOG/ePFJeNWfOR61bA8C2xYsDP/sMAMrLywsLC62rD4EQXajxPqWlpXTXBWmYHgQXrK2thwwZorz87du3au7h1KlTpDBuwAC6z6ZR69WhA5kj5saNGxkZGS4uLnTXCKEGYbFYu376KTUj425iIgmqosYPby8Ro2CDRwxHjfepXzzl6NGjb968AYBOLVvOGTeOLOzg52fP5eZUVclksu3bt3///fd0nyViOmq8T1lZGd11QRrGiPE+d+7cAQBHgYBRs8bWA4fNJrlLJRLJoUOH6K4OQhpgwuefWbvWy9WVWlJSUkJ3pZAqON0JYhRs8Ijh7KtzpmRnZ9dj86NHjwIAi8XatGABWy7lp0d1pPLvv/+W4Dy1iG7UeB/sn2J4GBFPIV+jYz/+GGf2+aDPqrsC7dmzh+66IKQZDgLBv5s2GVeP9Zs8eTImA2vMjPl8uquAkO5gg0cM5yAQkEL94ikkG8W4jz/uVD2zIWHB4ZgBAMDr16///fdfus8SMZ0RjvcxXAyKL3xW06AhJiNhJplM9kaOo7m5r4cHACQlJR05cuTFixdZWVl01xShhmru4THQ25t830VHR48cOVIoFNJdKVQzYxz+gJjEBOMpiNkcqvun5OTk1G8PRlzu8lmzlJfbVxe2b99O91kipqP6p2AvacOjB/lTNMLfy6ujvz/dtWhcCgoKAEAoFI4cOVJ+OZV1evz48QAwffr0HTt20F1ZhBrK3tTUGyAZQAZw/vz5MWPGhIeH8/DWvfHBdBKIUTCeghiO6p+SmZlZvz1MHTbMx91debkNwDsWSyyTnTt37v37987OznSfK2IuHvZPMVxM6Z8ydehQuqugN2yZ0ywQw1gCeAOQSb4iIiJGjx6NvVQaIeyfghgFGzxiOCdbW1KoUzyFuik14nJ/nDatxnXYAE58PgBUVVXt27eP7hNFjMar7p9SXFxMd12QhhnyjXNVVRUp8I2Mpnz6Kd3VaaTYbHbP/+rTs2drnNkHGSgrgO2LFlEhleHDh5Oh16jxwP4piFHYbDYPU9IiBjMzMbEwNYU6xlMePnxICkO7dvVwcqptNZfqH5Tdu3fLZDK6zxUxlxHGUwyXIY/3ef/+PSkM79mTSh6OFPB4vLVr1yosfP3+vU9QUJVEAtgtDRmcoT16HLGwGP/jjyKx+MKFCwMGDIiIiLDBr4hGAx/XI6Yx4fNFOKE7YjAXe/vnr1/n5uaKxWIjNcKLmZmZz549AwAWwJSBA1Wsacnltm3e/NGLF8+fP799+3aPHj3oPlfEUDzMn2K4DLZ/SkVFxbt370g55L/5QdAHNXF2Ht6tGyk/ePCA7uogpGEj+/Y98ccf5L49Kiqqe/fub968obtS6H8wnQRiGmzziOFc7O0BQCqVqtlFZf369aQTugDAuTr9Sm2mDR9OCpiVFtGIXx1PKSoqorsuSMP0LJ5y48aNCRMm/PLLL0+ePFG95ubNm0UiEQBYALRp1ozuiuufmcOGkcbx6tWra9eu0V0dhDRsSPfu/27aZGVuDgBPnjzp3Lnz3bt36a4UAgAwNTamuwoI6RTGUxDDuTo4kAL1KFSF4uLirVu3krLTB9cGmDRoEPmIHTt2LC8vj+5zRQzF5/5vUEhhYSHddUEapmfxlNzc3MOHD//0008BAQH//PNPbavl5OSsXLmSlDERSP3YW1tTadCnTZuGwVRkeHp36HDjn3/IY7HMzMzevXvv3r2b7kohMDMxobsKCOkUtnnEcK72/5vaWJ2+otu2bSMXpTYA6kTfbSwtgwcOBIDKysqdO3fSfa6Ioaj+KRhPMTx6Fk+xsLAgBZlMRmWiUvbVV1+RyYCtAczprrP+cgQgl3hpaWmTJ0+WSqV01wih+nv16hUpDB06tHu1r6dNcy0uNmezAaCysnLatGkeHh6YoZZe2D8FMQ3GUxDDNameyfj169eq1xSJRBs2bCBlR7X3/9Xo0aTw119/iTFXEaIDFU8ht6jIkOhZPKVr164xe/YsnTGD9NIndu/enZWVRf33119/DQ8PBwAum+1Gd4X1GgvAszp/0pkzZ7766itMjY70FxUQFAqFlXKkQmEzqZTKRvv27dt27drFxMTQXV/mwntLxDRkchOEGKtp9bSSaWlpqtc8cuQIGRPkaWdnpnLNyspKACgtLZ0/f/7B7dtdLC0B4O3bt506dRoqZ8eOHXSfPWIEFotFAir5+fl01wVpmJ7N72Nubt45IKBzQMBXY8YMmz37/suXAPD48ePmzZt/+eWXbdu2PXPmzNGjR8nKH7m5lWOOyYYxAQhq1+5YbKxMJtu2bVtZWdn27duN8ekx0mf29vYsFkthoYNU+iQ3Nx1ABvDixYvu3bt//fXXv/zyi5WVFd31ZRyMpyCmMcd4CmI2L1dXUqB6ktZIJpOtWbOGlHv4+ibl5qpYmSSsFYlEt27dguoO1wDw6NGjR48eUat5e3vTffaIKbgAEoCCgoKqqiouV8/uwZEK+vq3dLK1XTh69Le//fYWQApQXFz8559/yq/w7aRJxU+exGE8pb6oh/l+Tk5/zpv33YYNMpnswIEDjx8/3rZtW6tWrag1TUxM2Gw96+iEmOzgwYMCpekAnj17NmnSJHOAVIBKAIlEsnHjxk2bNhkZGSnM3bh58+bJkyfTfRKGDMf7IKbB/imI4TxdXDhstkQqTU5OVrHaxYsXHz9+DAAtmjZt4eycVJdDWAOYAuBoXkQjIwAhgFQqzcvLc3RUf7waauz0+zbYDqAlQOfmzeXv581MTDZ8992f33xDd+30G/WTdvbs2UPr13vIZOSB/uPHjz/66CNzOdevX6e7sgg1FAkgmgL4ATgBkNYuk8lEIlHZf+HQa23jsNkYUkGMgv1TEMPxjIzIkJ+0tDShUFjbatSj0/kTJrDU27OVldWJan//+CNZKBAIqCQsCOkM1YshOzub7rogTdLX/ikUHsDcTz/t1qfP+Tt3svPz3RwchvXqZYtd9DXNDsAYIBVARHdNENIqYx6vnbV1aVXVk9LSPNH/b+8sFovkD8LEzDpgbWFRXllJdy0Q0hH5lHAIMZOfp+er9HSJRPL8+fPWrVsrrxAbG3v58mUAcLK1nfzpp+vXrlVntxwOx8PDg5Q/9/A4cvXqhTt38vPzT506RfcZI8aheju/f/9evqc/0nd6H08hmjg7zxw5ku5aGCZra2snJydSbiOVJuTmPi8okMolpp0xY8acOXMmTJiAXdeQAWjbtu3mzZtJ+dLdu//3zz9R8fEAQCVjnjlz5tdff83hcDgcjnIeFgDIzs42wQwgDWNtYZGRk0N3LRDSERtLS7qrgBDN/D09z966BQAJCQmtW7dOS0ujfouJ06dPk0Kgh8c/W7eSgT91ten779uMH18hFF67do3uM0aMQ8VTSE5lZDAMJJ6CtKd3795LliyRX5KWkbF6377tJ05USaUAkJqaGhoa+v3337du3bp79+4dO3bk8XjUysbGxsOHD6f7JBCqj487d/64c+eo+Pi/wsKOXb4skUoBQCaTicViFaN+cBqshsPH9YhRBBhPQYzXpnlzUnj48OHEiRPfvn37xx9/KK/GAUh/+HDfw4f1O0ozD49Vc+bM+2/KRYR0g7o7Sk9Pp7suSJP+F0+prKw8cOBATExMcXGxt7d327ZtR48ezameKFu1hmyL9FFTF5fNP/yQcf9+7OvXuQCkU75EInn48OFDpV84BweHRhhPwQaP1NetTZtubdpYFxefi4kpACgFUI6XsFgsFotlkEOBaGnw1hhPQfTRfZvHeApqIAO4qgn09yeFu3fvqljNAaCBNZszbtzNuLjjV6+S/+aqnCQIGR4aGzwVT0lNTaX7bUCaxAWA3Nzc5cuXkz+tlZVVUlJSUlJSfHz8okWLLCwsVG/fkG2RXuNxOI4AjgBlAHkABQBVNa1G5qtrVAy1wf/222///vuvihUwkWpD8LlcewB7gNDvv+cKBBfu3Ll09+7brCzyqkwmo7qlDBo0aMKECaNHj7a1taW71g1FV4MXYA4sRBNa2ryttTXd5430mGFc1TRzd7e3sckpKLh//355+f+fh2fAgAHdu3dftmwZAFiamu5cssTM2BgAVq9enZmZWY8DsVisPT//nPjy5fO3bwHgxIkTcXFx7du31+XJIrrQ2+D51QXV81ghvcMGgHXr1qWmprZs2XLXrl379+/funWru7t7YmLizp07P7h9Q7ZFhmHskCHLv/hi/fTpswYMaNu0Kfe/Id78/PyAgIAVK1a8fPmS7pr+j6E2eKFQWK4S3RU0EGbGxmM//njnsmVvIiOfHT++acGCT3v0MJNLmHLz5s2QkBAXF5dhw4Y9efKE7vo2CF0N3tnOju5TRwxFS5t3wQaPGsAwrmpYLFbvDh0AQCgUXrlyhVru6up68OBBUv6/kJBBAwb07NmzZ8+epg2YFcvc1HRNSAiZRq6ioqJ3795nzpzR8fkiWtDb4HnVE+tq8OKwtLR0/fr1gwYN6tSp09ixY7dv315QUKCDc0Hy2M+ePUtISDA3N1+8eLGdnR0AuLi4LFu2jMPhXLt2LUdlRsCGbIsMxqeffjpz5syvZ83a/OuvD8PDsy9d2rp4cfe2bakVkpKSli5d2rx5c4FAMGrUqEn/deDAAV3WlgkN3tra2q4mdNfLAPk2aTJ77NiIdetyr1zp7eZmL5eSSiQSnT171szMjO461h+NDd6pvl17ioqKHj58mJycXFJSQsubhvQaXW3exd6e7lNH+sqQrmqG9uxJCocOHaIW3r179/nz5wDg7+X19dixmjqWjYVFcwDyJKSkpCQoKCg0NLSsrEzHp4x0qTE0eNLk8vLy3rx5U6cNKysr85UcO3asefPm8+fPP3/+/P37948dO/bll1+6urrOmDEjMTFR9+8wY3Gjo6MBIDAwUL6bk6Ojo5+fX2JiYkxMzNChQ2vbuCHbIkNlY2k5c+TImSNHtu7YMU8mKwCoqH6poKDgxIkTCuvb2dlNmjRJZ9VjQoNft25djdOwBQYG0l01g2XM40ny8z0A3AHEfH6ORJIrkZix2cqTPg4ZMkT+SrExo7HBuzk4fHCdx48fP3r0iPrv69evz5w58/DhQ4lEQpbY2tr27t37k08+mTFjBn3vItIndLV5MxMTWyurvKIiut8ApH8M6apmeK9eZiYmZRUVx48fp1LvkSf5XA5nx5IlRlxNTqNhBOALUO7k9CIzUyaTrVu37tChQzNmzOjfv7+3t/e1a9fi4+MBgM1my0+zoEAgEHz77be6fJdQvTWGBm8GQIJ2t2/fnjBhgvobbtq0acGCBeqsWVFRsXPnzl27dnXt2nX06NHt2rWrrKx88uRJUlJSUVGRQCAYMGDAoEGDGtLDCyngvnr1CgCUxw22b98+MTGRvFqbhmyLDB4fwBnAGaACIB+gAMASgPYuHNjgkZaQ23gWAE8odAVwBqiSSBKKixVW06PHXzQ2+OZNmqheQSqVrl+/fvfu3SrWycvLO378+PHjx8+ePVtWVubk5DRz5szu3bvr6O1DeojGNt+iaVMyNXtjSHT16NGjzZs3p6WltWnTZvbs2U0+9HlENDKkqxpLM7OpQ4f+dfSoWCz+/vvv5V9a+fXXHyk9n2gIMmEtB8Cfx7Pz8rqTmiqTybKyslauXLly5Ur19+Pp6YnxFH3RGBq8OUA2AACcPn1azXiKSCS6d++eijzNZgBuAMYA5dU3XFIAmUwWFRUVFRWlvP4///zD5XIdHBwcHBxsbGy4/w1T/vjjj7169dLBW2FIuBkZGQCgPBaALFE9P3ZDtkUMYWlpue+vv0i5UiSStmlDynfu3Jk7d67u64MNHmmbfBraHCMjUpBIJI1nRJiaaGzwfp6eRlyuuKoKAFJSUv6q/g4BAIlE8uTJk4iIiPfv3ytvyAGwAJABiOR6xp0+fZoUDhw40LRpU39/f/nHMt27d583b57u317UCNHY5tv5+pJ4Smlpaf32kJKSUiwXwM3IyHj48OHTp0+FQqGHh0fbtm19fX15PJ6ZmVmzZs2UNz9//vzWrVtLS0tfvXr1+vVrkmD70qVL69ata9asWdOmTfn8/+VS3Lt3rxVmjG40DOyq5ueZM49fvfo+N1d+Qtl548cvmDxZsweiPixv37wBgBYA7wCK676fwsLC8PBwDw8PJycnKysr/Gg0Zo2hwVsBkE5YJ0+evHnzZs/qMW5ZWVl9+/alVpPJZGKxuKKiorS0tKSkpLbpI1nw/9i794Cm6vYB4M822AU2LuOOMEVQBPEKYuI1I69plJqalZnaVa2sn6Zvmm+Wr75v3jO1UsvUxLylYIl3VEQRAgGvCKiAF25jDNgG235/fHGtDcYYbGc7ez5/6OG7c86eM76cnfOc7wV6eHv38fFhMhg5OTkOKpULQADAE4DSZuYJIRoaGkpKSsgHosOSnQZow4E8LNUf05jP5wOA4TEsTdv2xRdf1O7Zrlare/fubaAXWXp6upvW0Pe9n7bl1jzD+fbbb7///nv9DevqGi+nX3rpJQaDofOqpmr+9ddfw4YNM7D5//73v3Xr1umvIJfLycLo0aP1X9W0Ob948aLh/S9fvvw///mP/gqaA2xyc828OadPn25yBc3n/69//avJacDIJyCTyZrcXPPuiYmJJ0+eNLD/+fPnN7l/cjVWXV39/vvvawozn65J1bw/lq/w77zzjs5YvAEBASwWq7mHkGVlZU1WeE2NIs/b9TfUVMgPPviAyWQ2dxSPHj1q8jeuUCjIwu7du3/77Tf9FTQHOGPGDAP7LygoaHL/mvB+/PHHnTt3NvfxAsCUKVP096/5g71+/XqT+5fJyMzd8O23327dutXA/g2fENLT0w3/wf73v/9du3atgQ9Qc6QAUPe0ntviVMqmVfhly5YlJydrl6hUKpFIZOAk36FDB82ypsI7qVSk80Nubu7cuXNbjNYBwPufU2nWABQB6NybFhYWFhYWapfs37//448/bnKfTCbT8C/OwcHB8KnM8B7MvX8Wi6U5b5i2fwaDoZm4ypj9CwQC7T+u9evXT58+HWyHCXV+69at8fHxOjsJCQkxMH1DTEyM5hSnqfAVTxeKi4sNnGAN/EYM/Kb0d2L8HpRK5c2bN2/evKkpcXd3b27Phquc4eoERlRIavev/+fm7Oysff0zf/58Mg2NJVn4qub3339fv369dkldXV14eLiB8TWnTp2qeQDeW+vjJe+ufxXaQaWqYjJrVSoAcAAQsViZR48OO3pUZ7dGXoVWVlYavuYhnAC6AMgBxAB1APUASgBNZWoAqNf6UVtlZeWkSZN0CjV/Yq09hepo91N0a1fQwePxHJ8+JQKAl19+efv27cZvTjkTKvyVK1c+++wz7RK5XN67d2/SF6xJixYt+uKLL8iydoUn+2cCuDc01ADU19eTZiCa2mL8OZwQMJnBHI5rbW1hQYH25g4A/gC+AGKAKgA5AAOAB+AMwAFQAIgBxM3UZwCYPn369OnTm/yaaPdTaGv3b+FrKi6Xq93XLzIyUnuo7H/smdzU8bQmpyDI4zvtGwN9pm1bXV0t+WcbeBaL1dy3OwAolcoqrU7F5/TXUCjgn6dFXYYb2CuVYPhxkFwOBj+HFjZvcf9P7wNN3H9DQwsr1NWBYYY3r68Hw82PDe9frQZTn7aZg+UrfG1trU6FZzKZBi6X1Wp1CxW+xd+I4al8VKoWfiMt/kFZ+f5b/IOl9oRgO0yr8HV1dRK9Xk4GKjwAtFDhjdMAUAJQYtK2zV3EtHih2WLXDMN7MPf+W0xbt7h/w5d3+vvX+dUbPqNaIRPqvFwu16/wTd7daWg/Umqywhv42Ft7wW2OnRjY3HCVa/F9W6yQ1O5f/89NpzFRXYuXW2Zg4asahULR2gqv3cu1iQpv8CqxASBfqcxvy1UuFVehmqrY2lOojnY/Rbd2BR06GQcb6r9MmFDhGxoaWlvh6+rqNKeCpi9p/vlrNfmEXK1SZRp9zpG2csiFJqNq91Noa/dv4Wsq7V8l/PO7W4eDQCAQi8X63wHkb8bwXNymbatTrlarxWKx/q+NyWT6+PhAS0pLS/l8vv7fBgCIxWImk+ni4tLkhiqVqry8HAAcHR21mwNof4jkm1IgEHC5XP0VKisrSb3x9PTUzwcplcqKigoAYLPZTTb/q62tJWciFxcXTTNabRUVFeT36tXUyP8NDQ1kQiwOh9PkMdbU1JBfhKura5MjaZH9MxiMJmd+qa+vF4vFAMDlcpv8VUqlUvKrd3Nz005Xa5SXl6tUKiaT6WFwqo7mfkFmYvkK7+TkpHOMYrG4yQSqj4+PgTHPiIqKCjabTVLpOqqrqxsaGgw8OSwrK1Or1SwWSygU6r+quStwcnJqclYaiURCvmz0O1sSpD+Lg4NDkzHIZDJyJnJ2dm5yEKyqqiryvEgoFOp/V6nV6rKyMjDiD9bACYGcST08PJps/0JOCC3+wZp2QtAw8AuyNqZVeB6Pp1Phm2uq6unpaeAkr1Qqy8vL1Wo1g8HQftYHAA4ODlwuV6VStfYUqlQqa2tr6+vrVSoV+dJRqVTa+9fR4uPuFh/utfFZSov7Nxyh5fev88dlc8PdmVDn9b+Ca2pqmvxU3d3dDV/VqFSqyspK8r1sQvDkN6Wpz0wm09HR0dHRkclk1tfX19fXK5XKxmGemtq/Wq1Wq9WOjo5sNpvH42lOwqTNeUNDg0qlIn84Bv5kWvu4u7WbG67S5v6D1d+/zreh4UsIM7HwVQ2bzdap8Dq3HBouLi4tXsbX1tbW1tYauApt7noD2nwVqlAoSCqfx+M1d01F2r02F4NKpaqurq6vr+dyuUqlkvx1EGQF8sdi1lO0Ye2+f51v2yYvxqyZCRXewcFBp8LL5fImW7I4OTm1WOHJlbaHhweDwaitrZXL5eQXpKk5DAaDfIeSBQcHBzabzWazyfptuQrV3Jbqf2ep1eqGhgbyNSGXyzVf4vpV18pP0e1+zaNzw2LgftZBKBSKxWL9/rqkxPClv2nbarqya1YmNbhz587a5QKB4NGjR4BQu7J8hdfve+Lt7V1aWqr/Z3njxg2qPx6E/mZahV+2bJlOSf/+/Zvs7HP8+HGqDxGhfzChzr/zzjvvvPOOdsmUKVOuXLmiv+YPP/xA9fEhGrLwVc2LL76omXmHWLRo0cqVK/XXXLJkyZIlS6j+eBD6mwkVPjo6+vTp09olW7dufffdd/XXJN1kqD5ERA0mSS6SlJU20vbBcMuCtmyLECWwwiNkJKzwyN5gnUc2B69qEDISVnhkJkyRSAQAmZmZOi+QgXaCgoIMbNyWbRGiBFZ4hIyEFR7ZG6zzyObgVQ1CRsIKj8yEGR0dDQBXr17VHoZHIpFkZ2ez2WzDE1C3ZVuEKIEVHiEjYYVH9gbrPLI5eFWDkJGwwiMzYUZERISGhlZWVm7YsIGM0SKXy1euXFlfXz9kyBDtYSkTExOPHj2qPQWg8dsiZCWwwiNkJKzwyN5gnUc2B69qEDISVnhkJg4AMH/+/AULFpw/fz49PV0kEuXn5ysUCn9//xkzZmivumPHDoVCMX369JCQEE2hkdsiZD2wwiNkJKzwyN5gnUc2B69qEDISVnhkDkwA8PPzW79+/YgRI3g8Xl5enpubW1xc3Jo1a4yZ+K0t2yJECazwCBkJKzyyN1jnkc3BqxqEjIQVHplD44TqQqFwzpw5hlfdv39/k+XGbIuQVcEKj5CRsMIje4N1HtkcvKpByEhY4VG7c6A6AGAymZ07dwaADh06UB0LQpbQsWNHgUBApm1DiPY6dOhATvJMJpPqWBAyO29vb1Lh2Ww21bEgZHZCoZBUeBx+AtkDFxcXUuFdXV2pjgVZC4ZaraY6BoQQQgghhBBCCCFbgk8LEUIIIYQQQgghhFoH8ykIIYQQQgghhBBCrYP5FIQQQgghhBBCCKHWwXwKQgghhBBCCCGEUOtgPgUhhBBCCCGEEEKodTCfghBCCCGEEEIIIdQ6mE9BCCGEEEIIIYQQah3MpyCEEEIIIYQQQgi1DuZTEEIIIYQQQgghhFoH8ykIIYQQQgghhBBCreNAdQAIIYQQQu1JJpPt2rUrNTVVIpEEBwf37t174sSJLBbLyM3PnDlz/PjxwsJCDocTFBQ0ZcqUbt26UX1MCCGEELI6DLVaTXUMCCGEEELto6ysbPny5QUFBQDg6upaVVUFABEREYsWLRIIBIa3VSqV//3vfy9dugQAAoGgvr5eJpMxGIx58+Y999xzVB8ZQgghhKwL9vdBCCGEEH2sXbu2oKCge/fu27dv/+WXX7Zs2RIYGJiTk7Nt27YWt927d++lS5e8vb3XrFmza9eu+Pj42bNnq9XqLVu2lJWVUX1kCCGEELIu1LdPUSgUS5cuBYCAgIA5c+ZQ/YEgZHbLly+vqalxcnIiNR8hetu0adODBw8A4N///jeHw6E6HERzN2/eXLBgAZ/P37p1q6Y1yuPHj999912VSvXjjz96eXk1t61cLp8xY0ZdXd3mzZt9fX015atWrbp48eKsWbPGjx/fYgB79uy5du0aAHz44Yd+fn5Ufx4Imdeff/559uxZAHj99de7d+9OdTgImdfly5cPHToEAC+88MKgQYOoDgdZBerHT1EoFKtWrQKAqKgozKcge7Bx48bS0lIPDw/MpyB7sHPnzitXrgDA4sWLMZ+CzC0lJQUAoqKitLv2+Pj4hIWF5eTkpKamjhs3rrltz549K5VKn3nmGe1kCgDMnj17/PjxLi4uxgRw5MiR+Ph4AJg6dSrmUxDtnTt3jlzGP/PMM5hPQbSXmZlJKryPjw/mUxBBfT4FIYQQQqhd3L17FwD69u2rU963b9+cnBzyanMuX74MAM8884xOuVAoFAqFVB8ZQs0qLCw8fPhwdna2WCz28PAQiUQTJkwICwtrccP4+Pjdu3c3+dLmzZs7dOhA9ZEhhJC1w3wKQgghhGiipKQEADw9PXXKSUlxcbGBbYuKigDAy8ursLDw/Pnzt2/fZrFYnTt3HjFihE6LFY2cnJzbt29rl1RVVbm5uYnFYqo/CWQvLly4sHr1aqVSCQDe3t4VFRWPHj1KS0ubPHnyq6++anjbR48eUR0+QgjZNsynIIQQQogmampqAEB/Hh8+nw8AtbW1BraVSCQAcOvWrfj4eLlcTgozMjISEhLee++9Z599Vn+T06dP79y5U6fQx8cH8ynIMqqqqtatW6dUKgcPHjxz5kyhUKhUKo8ePbpjx474+PiIiIiePXsa2JzkU1avXh0YGKjzEnbPRLSUkZFx9OjRoqKiqqoqX1/f0NDQKVOmeHh4UB0XsmGYT0EIIYQQTdTX1wMAj8fTKXdycgIATZakSeTVnTt3du/e/fXXXw8KCqqoqDh69OixY8c2btzYpUuXgIAAqo8PoX84ceKEQqEICwubP38+i8UCABaLFRcXV1FRcfjw4YSEBGPyKYGBgVwul+pDQcjsfvrpp4MHDwKAg4ODp6fngwcPCgsLz549u3z58m7dulEdHbJVmE9BCCGEEE0IBAKxWFxXV6dTTlqm6Ldb0cZgMACgY8eOX331Fbk17dChw7vvvltTU3Pu3Lk9e/YsWLBAZ5OYmBhXV1ftkj179hQUFFD9MSB7kZeXBwDDhg0jNVYjJibm8OHD5NXmKBSKiooKNzc3TKYge3D79u1Dhw6xWKw5c+YMGTLE0dGxpqZm06ZNFy5cWLt27XfffafzR4SQkTCfghBCCCGaEAqFYrFYKpXqlJMSd3d3A9tyuVypVDpmzBidq+pRo0adO3euyVvTqKioqKgo7ZI//vijoqKC6o8B2YuGhgZPT0/9llOOjo4AQAZVac7jx4/VanVzYwMhRDMnTpxQq9VTpkx57rnnSImzs/O8efMyMjIePnxYVFTUsWNHqmNENgnzKQghhBCiCTc3NwDQz2hUVlYCgOFO8t7e3lKpVP/20tvbGwBKS0vVajVpw4KQlfj888+bLCeTVQUHBxvYlnT2cXNzO3DgwNmzZx8/fuzp6RkUFDRhwoTOnTs3uYlCoZDJZNol9fX1LBbLcOIGIWtw//59AOjVq5d2IZfLDQgIuH37NuZTkMmsN58ik8k+/PBDY9acPHny8OHDqY4XIYQQajfz588nQ6sa9txzz73yyitUB2tFRCJRRkZGZmbm4MGDtcuzsrIAICgoyMC2ISEh+fn5+jOelJaWAoC/vz8mU0x24sSJ/fv3G7Pmt99+S9pWIJNlZWUdOHAAAF566SUDq5Gqnpqampqa6uDg4OLiUlRUVFRUlJKSMmPGjPHjx+tv8vvvv69atUqnMDw8PDs7W6fwwIEDSUlJLYbK5XLXr19P9QeG7MKECRPkcrlIJNIuVKvVDx8+hKe5eJMlJyc3N/W4jm+++cZwz1Nkc6w3nyKXy7///ntj1gwLC8N8CqIfpVJ5//79vLy8nj17+vj4UB0OQsiiduzYYcwcMTweD/Mp2qKjow8fPnz16lW5XK6ZoEQikWRnZ7PZ7KFDhxrYdvTo0UlJScePHx85ciSTydSUnzx5EgC6dOlC9cHZsMzMTCMv6tauXYv5FJPJ5fL4+PiDBw+qVKpp06b16NHDwMokn8Ln8+fNmxcVFeXg4FBTU7N3797ff/99+/bt4eHhISEhJkeSmppqzG/c2dkZ8ynIMqKjo3VKZDLZ9u3bq6urO3bsGB4err+JVCp98OCBdklZWZmTk5P+VHG5ublGnuKWL1+O+RSasd58CkJ2bunSpStWrACA3bt3v/rqq1SHgxBCNiAiIiI0NPTWrVsbNmwgM57I5fKVK1fW19fHxsY6Oztr1kxMTFSpVGFhYZqbxuDg4LCwsBs3bvzvf/977733XFxc6uvr9+/ff+rUKQ6HM3XqVKoPDiFDLl68uG3btrKyMi6XO3PmzJEjRxpePzY2NjIyUiQSeXp6khJnZ+eZM2dWVlYmJyfv27dv8eLFOpsIhcKwsDDtkuLiYp0bToSs36pVqwoKCh4/fqxUKvv06TN37twmmx9eu3Zt3rx5OoVhYWEZGRlUHwGyIjaQTwkLC9u8ebN++ZEjR9asWUN1dAiZi+YS/+7du1THghCihru7+6FDh/TLr1y5oj/XDCLmz5+/YMGC8+fPp6eni0Si/Px8hULh7+8/Y8YM7dV27NihUCimT5+u/RB+7ty5CxcuvHjxYkpKiqenZ0VFhVKp5HA4c+bMwXaC7WLBggVjxozRL589e/adO3eojs5WSSSSzZs3X7x4EQAGDRr05ptvkkF/DAsKCmqyB9zIkSOTk5Pz8/P1X3ruuec0Y3kSixYtOnPmjIF3WbFiRUxMjH75pEmTSE86hCxPKpVKpVIy7k9lZWVxcbEmq9hGc+fOnTBhgn75vHnzrl27RvVxI7OwgXyKQCBosoHujRs3qA4NITPSjIlYXl5OdSwIIWo4Ojo2+Q2oPx8w0vDz81u/fv2ePXvS09Pz8vKEQmFMTMyUKVOcnJxa3DYgIGDjxo3x8fFXr16tqqrq0KFDSEjIlClTcA6U9tK1a9cmqzSfz6c6NFv15MmThQsXlpeXi0SiOXPmdOvWrY07JKnDioqKdhmAOSIiosnfOJvNpugDQwiWL18OAHV1dX/88cfPP/+8bNmyFStW6LS9AgBPT8/Y2Fjtkvz8/PT0dAN7Dg4ObrLCu7q6Un3QyFxsIJ+CkH3S9K6srq6mOhaEELIlQqFwzpw5htdpbnhUoVD43nvvUX0ECBmltrb2iy++KC8vj42Nfe+994wfeqa2tvbUqVNMJnPMmDE6SZOysjIAEIlEOAAzojcej/fyyy+XlpYmJiYeOXJEP5/StWvXlStXapds3br1t99+ozpwZF2Ybd8FQsgcNA/rpFIp1bEghBBCyOqcPHmyuLg4Kipq3rx5rRrHl8fj7du3b+vWrfojQZD+O6GhoVQfHELtprq6OiUl5a+//tJ/qWfPngBQUlJCdYzIVmE+BSErhe1TEEIIIWQAmZM4Li5O1QzNmomJiUePHs3LyyM/MhiMsWPHAsC6devIbOIAIJPJdu/enZSUJBAIzDQAc319PdWfGbJHdXV1K1eu/M9//qNWq3VeksvlAODi4kJ1jMhWYX8fhKwU5lMQQs3R3P98//33u3fvNrDm8ePH+/btS3W8CKH2p1Qqi4qKAODzzz9vcgU/P7+tW7eSZf0BmCdNmlRXV3fo0KElS5YIBAIej1daWqpWqwUCwfz5893c3No3WqlUunTp0qysrFOnTlH9ySG74+Xl5eLiIpFIsrKyevfurf1SWloaADQ5NjNCxsB8CkJWSpNPwf4+CCEdmme8dXV1hsemxafBVuLMmTMFBQUtriYUCuPi4qgOFtmG0tJS7RYorcVisWbMmBEREZGQkJCXlyeRSLp06dK1a9fJkyebY+zM2NjYy5cvM5nMqqoqHJsTWRiDwRg5cuRvv/327bfffvzxx927dwcAhUKxf//+8+fPc7ncJucdQ8gYmE9ByEpxuVwGg6FWq3EiD4RQc7hcbpPT1tTU1JA2zMhKbNq06cCBAy2uFhERgfkUZCRfX98jR44YuXJzAzD369evX79+Fog2ODj48uXLKpUqKytryJAhFvuUECKmTJly/fr13NzcRYsWOTk5CQQCkpHkcDhz587FSdyQyXD8FISsFIPB4HA4ACCTyaiOBSFkpd55553ypkyePJnq0BBC6G+aAW7v3r1LdSzIHjk6On711VezZ8/u2rUraSfVuXPnkSNHbt68efDgwVRHh2wYtk9ByHpxuVyZTIb5FIQQoo358+f7+PjoFKpUqkWLFlEdGkJmpBm3xZiObwiZA4vFGjdu3Lhx46gOBNGKjeVTHj58OGfOnK+++kp/hnCE6IfL5QK2T0EIIRohI1boFNbX12M+BdFbhw4dyMLDhw+pjgUhhNqNLfX3SU1NjYiIOHjw4L59+6iOBSFLwHwKQgghhGjAz8+PLGA+BSFEJ7aUT+FwOBUVFQBw5coVqmNByBJIPkUul7dlAH+EEL2lpqZOnz49IiIiJiZm+fLlVVVVVEeEEEK6NON9Pnr0iOpYEEKo3dhSf5/u3bs7ODg0NDTcunWL6lgQsgSSTwEAuVzO4/GoDgchZHWSk5M3bNigVqvJj5cuXdq+fXtiYiLVcSGE0D+4uLiwOWyFXFFWVkZ1LAgh1G5sqX0Km80WiUQAUFhY2NDQQHU4CJmdJp+CXX4QQk3666+/NMkUorCwcMSIETjPOkLI2rgIXQCgvLyc6kAQsoSbN29+8sknVEeBzM6W8ikAEBgYCABKpfLx48dUx4KQ2WE+BSHUIiaTOWvJrLPis7szdou6igCguLj44sWLVMeFEEL/4OrhCgBSqVQul1MdC0LmtW/fvsjoyDVr1hQWFlIdCzIvG8unaMYGLy4upjoWhMxOu78P1bEghKxIXl5e4xIDvtjxxbtfvst35Yf2Cd2UtMnF3QUASkpKqI4RIYT+geRTAICMh4gQjV2+fLm2uhYA8PEG7dlYPsXf358s4NjgyB44OjqSBYVCQXUsCCFrIZVKDx8+TJa7P9d97BtjNS/5dfSb9995VAeIEEJNINleABCLxVTHgpB59enThyzcuHGD6liQedlYPsXLy4sslJaWUh0LQmbHZrPJAuZTEEIaX331VeMkPs7QY0QPnVfHvzW+c3hnqmNECCFdmE9B9qNbt25k4c6dO1THgszLxvIpnp6eZAHHBkf2APMpCCEd9+/fX79+PQAAA0AEDCZDZwUmk/n6/71OdZgIIaSL78YnC5WVlVTHgpB5kUE/AaCoqIjqWJB52dJ8yfDP9ilubm5Uh4OQeWE+BSGk48svv2wcoNoDwKnpdUZOGfmf9/+jqFMAPn5AtPDkyZOvv/7amDXffPNNTTN7ZG0EbgKygO1TEO15e3s7sh3rFfWYT6E9G8uneHh4kAUcyArZA00+pb6+nupYEELUu3fv3s6dOwGA5chS+iubW43NZfv38C+8UggAJ06cGDt2rNHvgJA1qqys3LBhgzFrDhgwAPMpVsvZxZksYD4F0R6DwfDw9Xh0/9GjR4/UajXV4SAzsrH+PkKhkCxgQ0FkD7B9CkJI2+rVq0l2NXxIODgaWrNDRON0eKdPn6Y6aoQQAgDguzT295FIJFTHgpDZCX2EAKBQKBqHPEM0ZWPtUzT5FGyfguwB5lMQQhqVlZXbt28HAAdHh94je2fHZxtY2S3ADdgACsjNzX306JGvry/V4SPUDgYMGPDFF1/ol+/atWvXrl1UR4dawHfFfAqyI0LvxvvWx48fUx0LMiMby6e4u7uTBcynIHuA+RSEkMa2bdtqamoAIHZSLF/Ib3kDV4BSUKlUCQkJs2bNojp8hNqBl5fXyJEj9csvXbpEdWioZZr+PphPQfZAk0/BeWnpzcb6+zg6OvKceYD9fZB9wHwKQohQqVSbN28my1M/nGrUNq6N///5559Uh48QQn/nU7D7A7IHrh6NX8PYDoDebCyfAk/bCuKJGNkDR8fGARIwn4KQnUtKSsrPzweA8H7h3aO7G7WNoPFL/syZMyqViuojQAjZO+zvg+yKJp9SXl5OdSzIjGysvw8A8F35pSWlNTU1SqWy7XtDyARnzpw5fvx4YWEhh8MJCgqaMmVKt27dzPFG2D4FIUT88MMPZGHiuxON3YYJ4AxQDRUVFX/99VdkZCTVB4EQsmtOgsY53qurq6mOBSGzcxG6kAXMp9Cb7bVP0cxdL5PJqI4F2R2lUvmf//xn7dq1169fZ7FYdXV1GRkZCxcuPHXqlDnejsPhkAXMpyBkzx4/fnz06FEA4LvyR0wZ0YotG78w4dy5c1QfBELI3jkLGvv7SKVSqmNByOzcPNzIAo5TQW+2l0/RtBWsra2lOhZkd/bu3Xvp0iVvb+81a9bs2rUrPj5+9uzZarV6y5YtZWVl7f52Dg6NLcjIDKkIIfu0a9cuchIYOXUk14nbii2f5lPOnz9P9UEghOwdj89jMBiA7VOQfRC4N34HYz6F3mwvn6IZywrbpyALk8vliYmJLBbrq6++CgkJYTAYDAZj3LhxAwcOlMvlKSkp7f6Omv4+mE9ByJ799NNPZGH8jPGt29IZHNgOAHDx4kW1Wk31cSCE7BqTySQZYcynIHug6VQhFoupjgWZke2Nn4L5FESVs2fPSqXSZ555xtfXV7t89uzZ48ePd3Fxafd31IxHi/kU1BYymWzXrl2pqakSiSQ4OLh3794TJ05ksVjGbJuRkXH06NGioqKqqipfX9/Q0NApU6Z4eHhQfUx2JD09PScnBwA6h3c2diRaDQYEdQ+689ed0tLSvLy8Ll26UH00CKH2V1hYePjw4ezsbLFY7OHhIRKJJkyYEBYWZsy2bfmCMIGTwKmupq66ulogELR9bwhZMxf3xlsDbJ9Cb7r5lNOnT2/ZsmXDhg06d4zNiY+P3717d5Mvbd68uUOHDu0eMeZTEFUuX74MAM8884xOuVAoFAqF5nhHzKegtisrK1u+fHlBQQEAuLq65ubm5ubmZmVlLVq0qMXL2Z9++ungwYMA4ODg4Onp+eDBg8LCwrNnzy5fvtxMYzAjfb/88gtZGPvGWBM2D+kVcuevOwCQmpqK+RSE6OfChQurV68mszR4e3tXVFQ8evQoLS1t8uTJr776quFt2/IFYRonvlM5lEulUsynINrjuzUOUiEWizWX9Ih+dPMpJ06caFWe4tGjRxaOWDOWFeZTkIUVFRUBgJeXV2Fh4fnz52/fvs1isTp37jxixAgD+ccrV67ozAvo5OTE4/GMeUfMp6C2W7t2bUFBQffu3T/55BNPT8+SkpKvv/46Jydn27ZtH330kYENb9++fejQIRaLNWfOnCFDhjg6OtbU1GzatOnChQtr16797rvvzPcAE2n79ddfAYDJZI5+bbQJmwf3DCYLly9ffv3116k+GoRQe6qqqlq3bp1SqRw8ePDMmTOFQqFSqTx69OiOHTvi4+MjIiJ69uxpYHOTvyBMxuPzAEClUmEPRER7fBc+g8FQq9VisdjLy4vqcJC5/J1Pqa2t3bt3b25ubqu2J/mU1atXBwYG6rykmZqkfWnap9TV1Vnyk0KIpEVu3boVHx8vl8tJYUZGRkJCwnvvvffss882udXGjRtv3LihXeLp6VlfX6/ZgwGYT0FtdPPmzezsbD6fv3jxYvIw0N/ff+nSpe++++6ZM2emTZtm4Av+xIkTarV6ypQpzz33HClxdnaeN29eRkbGw4cPi4qKOnbsSPXx0Z9CoSD9rqOGR3l38DZhD0ERQWTh6tWrVB8NQqidnThxQqFQhIWFzZ8/n+S4WSxWXFxcRUXF4cOHExISDORT2vIFYTKec+PzJMynINpjspg8Z16ttLaqqgrzKTTmAAAnT55MSkoqKCgw5gZPB8mnBAYGcrmtmXGgDTTz+2D7FGRh5A9k586d3bt3f/3114OCgioqKo4ePXrs2LGNGzd26dIlICCgfd8R8ymojcgwyVFRUdotq318fMLCwnJyclJTU8eNG9fctvfv3weAXr16aRdyudyAgIDbt29jPsUyNN90o6e1rnGK5pFDVV2Vi9BFUiH566+/UlJSNLOGEVwu1/Dja4SQNcvLywOAYcOG6TQYjImJOXz4MHm1OW35gjCZE9+JLGA+BdkDZxdnkk+hOhBkRg4AUFhYWFJSwuFwOBxOdXW18Sc4hUJRUVHh5uZmsWQKPG0oCE9vbhGyGDLJX8eOHb/66ity4dKhQ4d33323pqbm3Llze/bsWbBggf5WL7zwQnR0tHbJxo0bpVKpMR0pMZ+C2uju3bsA0LdvX53yvn375uTkkFebM2HCBLlcLhKJtAvVavXDhw8BwM3NjeqDswvkm47D4wx/eXirNrx9+zZZ+PLLL0EJAKBQKAYOHKizWlBQUH5+PtVHiVCzFArFw4cPyWkH6WtoaPD09NR/nEOuH8igKs1pyxeEyTSX8SqViqLPDCHL4bvyS0tKa2trMYFIYw4AMGvWrFmzZpGfX3vtNZ2xHgx4/PixWq02cuTa9qJJbGM+BVkYl8uVSqVjxozReQo0atSoc+fONfcUaPLkyToly5cvl0gkxsyQgvkU1EYlJSUA4OnpqVNOSoqLiw1sq5MHBACZTLZ9+/bq6uqOHTuGh4dTfXB2gVyBDX1xqKavqymcAPDZGLIpDx8+3LZt2+HDhzMzM7WTAkVFRUqlEgdv0vj888+bLCcj6AcHBxvYti1fECbD/j7IrmimTG5oaKA6FmQubZovmXT2cXNzO3DgwNmzZx8/fuzp6RkUFDRhwoTOnTs3t9W5c+e0bw5lMpm7u3tNTY2Rb+okcNJsSPWnh+yLt7e3VCrVTyB6e3sDQGlpqVqtJm1Y2gvmU1AbkVOr/jQKfD4fAGpra43cz6pVqwoKCh4/fqxUKvv06TN37tzmqvqyZcuSk5O1S1QqlUgkIr2HkGlGvTrK5G1jYmJkD2UZ+zMAoFu3bv369SPlu3fvxufDyApJpdKlS5d+++23TT42y8jIiIyM/OWXX3r06EF1pNYrKyvrwIEDAPDSSy8ZWM2EL4hbt26lpqZqlxQWFnp5eZWWlhoZG/b3QXZFc99quLEYsmntkE9JTU1NTU11cHBwcXEpKioqKipKSUmZMWPG+PHjm9zq3//+t04TmM6dOxcWFhr5ppr5fbB9CrKwkJCQ/Px8/TmtyGWEv79/+yZTAPMpqM1IzdGfT8rJyQlacxaVSqVSqZRcDVRWVhYXF+s/0iTq6ur0GzkymUyqPwnbo0l2uHm6xYyKMXk/b7/9thvPLW5/HAD4+Pjs3LmTlO/duxfzKcgKRUdH37t3T/OjT6BPYEhgXW1dbnouNAAAZGVlDRgwYN++fWPGjKE6WKsjl8vj4+MPHjyoUqmmTZtmOOtkwhfEtWvXNm7cqFPo6+trfD6F69Q4RADmU5A9wHyKPWiHfAqfz583b15UVJSDg0NNTc3evXt///337du3h4eHh4SEtHvEmo6X2D4FWdjo0aOTkpKOHz8+cuRI7fvDkydPAkCXLl3a/R0xn4LaSCAQiMVi/dnQyINH/ceSzVm+fDkA1NXV/fHHHz///POyZctWrFgRFhamv6aHh0eHDh20S4qLi7GZqwk0f/UjJo9wcGzTl3WHzh2cBE611bXXrl2j+rAQagFJprAcWOPeHDd57uQuPbuQwgkvT4Aq4JZxZVWympqal156KTExMTY2lup4rcjFixe3bdtWVlbG5XJnzpw5cuRIw+u31xdEq2B/H2RXNO0AMJ9CY226RIuNjY2MjBSJRJoHlc7OzjNnzqysrExOTt63b9/ixYv1t5o6dap2KkShUKxdu9b4yY+xfQqiSnBwcFhY2I0bN/73v/+99957Li4u9fX1+/fvP3XqFIfDmTp1aru/oyafolAoqD56ZJOEQqFYLJZKpTrlpMTd3b1Ve+PxeC+//HJpaWliYuKRI0eazKfoj8rcv3//oqIiqj8J26P5qx/zelsfwjMYjJCIkGuXrlVWVt6/f19njGGErEF5eblmuUvPLl/+8iXJpPyNAeAGkaMiG243XD5xWaFQTJo0KS0tzRyP7myORCLZvHnzxYsXAWDQoEFvvvkm6YlsmAlfEAMGDFi5cqV2yZ49ew4ePGh8qFxnbJ+C7Ai2T7EHbcqnBAUFBQUF6ZePHDkyOTm5uSkDZs+erf2jVCr99NNPjX9TTWIb8ynI8ubOnbtw4cKLFy+mpKR4enpWVFQolUoOhzNnzhwfH592fztsn4LaiMzCU1FRoVNeWVkJAAYGRa6urs7OzubxeH369NF5qWfPnomJiWQgQ2Qm2dnZ5NqL5cSK6B/R9h2G9Ay5duka2TPmU5C1OXDgwIMHD8jysy89u3zXck2vEB0sNut/R/43Z+ScjOQMsVj86quv6s8Cbm+ePHmycOHC8vJykUg0Z86cbt26GbmhCV8QAQEBOnMJnTp1qlVzwWou47G/IbIH2D7FHpilTzu5sayoqDBH7pnrzCWjVOATe2R5AQEBGzduHD16tKenZ1VVVYcOHYYPH75x48ahQ4ea4+0wn4LaiNw5Z2Zm6pRnZWUBQJMJcaKurm7lypX/+c9/9E/jJJft4uJC9cHR2c8//0wW2H7sdtlhSETjM/zc3FyqDw6hf8jIyHjjjTcaTzUe8O9f/t1cMoVgc9mr9q/y7uANAGlpaWvWrKH6CKhUW1v7xRdflJeXx8bGrl271vhkCrThC6ItsL8Psiuaufkwn0Jjpmf0a2trT506xWQyx4wZozMMZ1lZGQCIRKJ2H54TAJhMJofHkdXKsH0KooRQKHzvvfcs816afAoOP4FMEx0dffjw4atXr8rlcg6HQwolEkl2djabzTaQB/Ty8nJxcZFIJFlZWb1799Z+KS0tDcx2qY0AoKGhYdeuXWSZ489pl30GRzROm5qTk0P18SH0t6qqqkmTJjVOJeMK0BGYrJYf9bl7uS/ZtmTuqLkAsHz58mnTplF9HJQ5efJkcXFxVFTUvHnzWrutyV8QbYHj0SK7okkgYj6Fxkxvn8Lj8fbt27d169aMjAydl86cOQMAoaGhZgqazLWG49Ei2tO0YcZ8CjJNREREaGhoZWXlhg0byHe5XC5fuXJlfX39kCFDnJ2dNWsmJiYePXo0Ly+P/MhgMMhYht9++62mRYNCodizZ8/58+e5XC7OrGE+x44de/z4MQCAAJjc9mlG2rl7Z7Jw/fp1qo8Pob/NnTuXdA9nu7AhCMDox3ADRg4YOXUkAEil0i+++ILq46BMUlISAMTFxamaoVlT5yQPrfmCaEfYPgXZFRw/xR60on1KYmKiSqUKCwsjQ38xGIyxY8fu2bNn3bp1n376aa9evQBAJpMdOHAgKSlJIBCYY3hOgoxlhf19EO1hfx/UdvPnz1+wYMH58+fT09NFIlF+fr5CofD3958xY4b2ajt27FAoFNOnT9cM7jhlypTr16/n5uYuWrTIyclJIBCUlpaqVCoOhzN37lxfX1+qj4y2fvzxx8YlzzbtR5u7l7u7l3tlaeXNmzfVarU5Wo8i1FpHjhz55ZdfAIDD4/gN9it8VNiqzeetmnfm0BmFTPHzzz9brN2oVVEqlWS0788//7zJFfz8/LZu3UqW9U/yYPQXRDvC9inIrpBGAID5FFprRT5F/0Q8adKkurq6Q4cOLVmyRCAQ8Hi80tJStVotEAjmz59PhrkyB1I1sV4i2tO0T8F8CjKZn5/f+vXr9+zZk56enpeXJxQKY2JipkyZ4uTkZHhDR0fHr7766tixY+fOnSspKamqqurcuXNwcPDkyZM1c7qhdldcXPzHH38AAMOBoXZrz/uNoPCgynOVNTU19+7d69SpE9UHiuydVCqdM2cOWf7g6w8SrybCo9btwSfQZ+J7E/es3dPQ0ECmtrE3JMfdlj2Y/AVhMsynILvC42N/H/pr04joLBZrxowZERERCQkJeXl5EomkS5cuXbt2nTx5squrq/mC1rQVRIjecPwU1C6EQqHmvqU5+/fv1y9ksVjjxo0bN24c1UdgR7Zt20b+3h19HBXM9myGGRQWlHEuAwCuX7+O+RREua+//prM6RPRP2LKh1MSX080YSfTF0zfv3m/QqYgQ6jaG19f3yNHjhi5cpMneTDuC6IdYX8fZFdwfh97oJtP0YyBp6+5E3G/fv369etnyaAxn4LsBLZPQciuNDQ0/PDDD2TZ0d9RoWrPfEqnbp3Iws2bN3H4G0StgoKCdevWAQCTxVy0eRGTaeI4QR6+HmNfH3voh0N4r2IrsH0KsivYPsUemGW+ZHMj46cgRHvYPgUhu3L06FEyGkLvQb2Zzu38Ba2dT6H6QJG9W7JkCZlV4MW3Xgzt06bpC6Z+NBXHA7IhmE9BdgXHT7EHtplPccJ8CrIL2D4FIbuyYcMGsvDKB6+0+841+ZTbt29TfaDIrmVnZ//6668A4MR3evfLd9u4t87hnfsO7Uv1MSFjaZ6JtnHkF4RsgqZTBVZ4GrPJfAr290F2gsFgMFlMwPYpCNmBzMzMs2fPAoCXv9fwCcPbff8+gT4cHgcAbt26RfWxIru2bNkycmsx5cMpHr4ebd/hhHcmUH1MyFhcJy5pT4TtU5A9wP4+9gDzKQhZNQdHB8D2KQjZgTVr1pCFSe9PIn/47YvJZIq6iADg0aNHVVVVVB8uslPFxcWHDx8GAIGb4LVPXmuXfQ6LG8Zx4pBlrNtWjslkOrIdAfMpyD5wnbhkfCjMp9AY5lMQsmrktgrbpyBEb0VFRXv37gUArhN3wrvmetjeMbQjWcAuP4gqx44da2ycMm+Ki7tLu+yTzWUHRwWT5UuXLlF9iKgFpNs+5lOQPWAwGKTCYz6Fxmwyn4LjpyD7QYZQwfYpCNHb6tWryZ/5+BnjXT1czfQuoq4isoD5FESVtLQ0AHDiO039cGo77jbkmRCykJKSQvUhohZgPgXZFdLlB/MpNNb+LYotANunIPuB7VMQor3S0tLvv/8eAFgOrPbqAdGkjl0b26fcuXOH6oM2L5lMtmvXrtTUVIlEEhwc3Lt374kTJ7JYrNbup7Cw8JNPPgkPD1++fDnVx0QTpHFK3Ow4F2H7NE4hfDv7AhtAAXl5effu3evYsSPVB4qahfkUZFec+E7lUI7j0dIYtk9ByKqxHFiA7VMQorU1a9bU1tYCwMipI/2D/M33RoFdAskCvfMpZWVlCxcuPHLkyJMnTzgcTm5u7u7du5csWVJdXd2q/SgUCk27IdSOHBwdpn08rZ13ygBwBwBQq9X79++n+hCRIWRgbITsBCYQac828ynOmE9B9gLHo0WI3srLyzdt2gQATCZzxqIZZn2vwBC7yKesXbu2oKCge/fu27dv/+WXX7Zs2RIYGJiTk7Nt27ZW7efnn3++d+8e1UdDQ7GTYn0Cfdp/v+6N/x84cIDqQ0SG4GNRZFewXwXt2WY+BU/EyG5gfx+E6G316tWk3UTsK7FBYUFmfS93L3e+Kx8A8vLyqD5uc7l582Z2djafz1+8eLGnpycA+Pv7L126lMVinTlzprS01Mj9ZGRkJCQkuLqaaywbe6Pd1v3Vj181y3s4A7ABAC5fvvzo0SOqjxg1Cy/jkV3BdgC0Z5P5FMzzIftB+vs0NDRgQ0GE6KesrGzjxo0AwGQyZy2ZZYF3DAgOAIDKykqqD91cyHCkUVFRAoFAU+jj4xMWFqZWq1NTU43ZiUQiWb9+vZub26uvmufO3/7k5uaShcCwwPCocHO9jSsAgEqlOnr0KNVHjJqF+RREocLCwnXr1s2cOXPChAlvv/32V199dePGDbO+I9630h7mUxCyaiSfAjgwOEJ09N///lcqlQLA85Of7xze2QLvqOnyQ9cU7d27dwGgb9++OuWkhLzaom+//baysnLu3LnYPqW9XLx4kSxEvxBtxrdxa/z/yJEjVB8xahaOn4KocuHChY8//vj06dOlpaXu7u4VFRVXrlz57LPP9uzZY743deI7UX3cyLxscn4fTGwj+6HJp9TX15O5kxFCNJCRkXH16tUNGzYAAJPJDH8uPCkpSXsFM/Xyo30+paSkBABITx9tpKS4uLjFPRw/fjw1NXX06NFRUVEtTr57584dnTFWpFKpQCBo7di39Hbt2rX8/HwAAEfo9kw3M76TADhOHHmt/NSpU3V1dTwePn6zRngZjyhRVVW1bt06pVI5ePDgmTNnCoVCpVJ59OjRHTt2xMfHR0RE9OzZ0xzvi+0AaM8mb8/wRIzsBxk/BXAIFYTo5ccff9y8eTNZVrmr1m5ea5n3DQgJoPrQzaumpgYAtDv7EHw+HwDIPEoGlJSUbNu2rUOHDm+99ZYxb/fHH3/s3LlTp9Df3//WrVtUfxJWhIy4DADgBUyWOVtGM6BL3y45F3Lq6upOnz49duxYqg8dNQHbpyBKnDhxQqFQhIWFzZ8/n8ViAQCLxYqLi6uoqDh8+HBCQoKZ8ik4fgrt2WR/H8ynIPuhaZOC+RSE6KSurq5xiQHgZ7n3JeOnAH3bp5DZ0PQbJjg5OQGAXC43sK1SqSQTJH/88cccDt7ytY+qqqrdu3cDADAAPNu6txZ1je5KFv744w+qDx01DS/jESXIQOzDhg0jyRSNmJgYMOcw7VjhaQ/bpyBk1bT7+1AdC0Ko3WRmZpKFgB4Bo98frb/CDz/8YI73DehM83yKQCAQi8V/p6ueIi1T9NutaPv111/v3LkzderUrl27Gvl2MTExOmOs7Nmzp6CggOqPwYr89NNPpNEQuAM4mv3tQvuFMhgMtVr9559/Un3oqGl4GY8o0dDQ4OnpGRCg20jT0dERzDlMIfb3oT2bzKdgvUT2A/v7IEQ/5eXljdOdMGD2F7PHvtxEr4Qff/zRHCkPT39PNpetkCmo/gzMRSgUisViMsqvNlLi7u7e3IZ3797dv39/165dX3nlFePfLioqKioqSrvkjz/+qKiooPpjaLWrV68aOSfOggULnJ2djdytWq3esmVL4w9ehtYUi8VkYdu2bfqDhVVVVRn5jgKhoEuvLrczb9+9ezcvLy8kJMQinx9qBezvgyjx+eefN1l++fJlAAgODjbT+2ICkfZsMp/C5rKZTKZKpaI6EITMTtM+BfMpCNHGt99+29jizB28A70t+dZMJtO/k3/hzUK6tk9xc3MDAP2MBpki2sPDo7kNS0pKVCrV7du3X3rpJZ2XsrKyxo8fDwBr1qyh6/15Wlral19+acyaH3zwgfH5lFOnTt28eRMAPEWeZfwyA2tq8ik7duxo47EMGDngduZtAEhKSqLr78um4e0lsh5ZWVkHDhwAAP0zPwDcvXs3Pj5eu+TGjRsdO3a8f/++8W+B7QBozybzKQwGg8Pj1NXUtX1XCFk5zKcgRDO1tbXffvtt4w++FAQQEBxQeLOQ6o/BXEQiUUZGRmZm5uDBg7XLs7KyACAoKKi5DXk8np+f7kg2MpmssrKSzWaTRAxpFo6MpxmJtudzPU9fO22ZN31mxDM/r/oZAJKSkt5//32qPwOki8vDfAqinlwuj4+PP3jwoEqlmjZtWo8ePfTXefz48cGDB3UKPT09W5VPwQQi7dlkPgUAuE5czKcge6Dp74PjpyBEDz///HNZWRkAgCsAFU+tOnTuQPVnYEbR0dGHDx++evWqXC7XjCkrkUiys7PZbPbQoUOb21C/5w4ApKSkrFy5MiwsbPny5VQfmYVMnz599OgmBvRZtmwZaWlivHv37pE+RAI3QeiAUCPzKV9++aV+f587d+4Y326l18BePGdeXU3dmTNnGhoa9PeGqIX9fRDlLl68uG3btrKyMi6XO3PmzJEjR5rvvZz4TlQfLjIvW/2OwVQfshPYPgUhOlGr1evXr2/8wYeaGOidT4mIiAgNDb1169aGDRvIpJhyuXzlypX19fWxsbHaHVUSExNVKlVYWBh2CdHWp0+fyZMn65dv2rSptfmUzZs3kyEex80Y58gxtmnP8OHDuVzdazw+n298PoXNYfcZ3CflzxSJRHLlyhUyeQeyHngNjygkkUg2b9588eJFABg0aNCbb77p7d1sr9vu3bt/99132iUJCQnr169vVYdZTCDSHuZTELJqOF8yQnSSlJR069YtAHD1c60SGDvEZvvqEETnfAoAzJ8/f8GCBefPn09PTxeJRPn5+QqFwt/ff8aMGdqr7dixQ6FQTJ8+HfMp5lBXV/fjjz8CAJPJnPT+pDMpZ8z6dteuXSMLK1euXLt2bV1hYxPmUaNGaU/qxGAwioqKqP5s7B3eXiKqPHnyZOHCheXl5SKRaM6cOd26dTO8vqura3R0tHbJX3/9JZFIWvWmOH4K7dlqPgXPxchO4HzJCNGJZjiJkJiQ9MJ0SmLwD/Kn+mMwLz8/v/Xr1+/Zsyc9PT0vL08oFMbExEyZMsXJCRtdW86uXbvKy8sBIGZ0TGBIIKSY9+0UisYpqxpvdRiN5dXV1dXV1VR/GOgf8JkookRtbe0XX3xRXl4eGxv73nvvWWw8LKzwtGer+RSsmshO4HzJCNFGUVHRsWPHAMDF3UXUS0RVPoX27VMAQCgUzpkzx/A6+/fvb3E/MTExR44cofpobI9arV63bh1ZnjJviiXfms1mOzg4gBPUOdap69UAwOfzAaCmpoauc1ppO3369JYtWzZs2ODra9Rg1/Hx8bt3727ypc2bN3foYJZzBT4TRZQ4efJkcXFxVFTUvHnzLPm+XGe8aaU5JtUBmAjzKchO4PgpCNHG9u3byXASY98Yy3JkURWGk8DJzdON6g8D0dmff/55/fp1AAiOCO7/fH9LvvWyZcuSk5OTk5OfHf8sKTl06FB1dXWXLl2o/lQs4cSJEzKZzPj1Hz16ZPkgMZ+CKJGUlAQAcXFxqmaY6X3xppX2sH0KQlYN+/sgRA8qlUozoGbcrLjfEn6jMBj/IH9xmZhERfUHg2jom2++IQuvfvQqg8Fo285M1G94v9MHTgPAmTNnYmNjqf5IzK62tnbv3r25ubmt2orkU1avXh0YGKjzkmZ6rHaH1/DI8pRKJRk76fPPP29yBT8/v61bt5rjrXH8FNrDfApCVg37+yBED8nJyYWFhQAQ0T8iOCIYEqgMxr+T//W064CJWmQGaWlpp0+fBgBPP8/Rr41u8/5MFPVs4+zX586do/ojMa+TJ08mJSUVFBTI5fLWbkvyKYGBgfpzKpkPl4fX8MjSSktLqXp+gDettIf5FISsGvb3QYgedu7cSRZemP4C1bH8PSQtnlhQu1uxYgVZmPrhVDaHTVUYnbp18vD1KH9UnpaWVlNTQ/WnYkaFhYUlJSUcDofD4VRXVxs/TIxCoaioqHBzc7NkMgWwvw+igq+vL1WDYTmyHR0cHRrq8duWtmw1n4LnYmQncL5khGhAJpMdOHAAABzZjiMmj6A6HPDvhPkUZBaZmZm///47ALi4u0x8byKFkTAYjMihkUnxSQqFIiXFzNMLUWrWrFmzZs0iy6+99prxk7k+fvxYrVYbOXJtO8JnosjecHgczKfQmK3mU/BcjOwEjp+CEA0cO3aM3OQMHDPQRehCdTjYPgWZyxdffEHaR0z5cIqzizO1wfQd2jcpPgkAzp49S/UHY41IZx83N7cDBw6cPXv28ePHnp6eQUFBEyZM6Ny5s/nel81lMxgMe5huCSGC58yrkdC5lZyds9V8CrZPQXYCx09BiAb27t1LFkZMob5xCmD7FGQely5dIi3qXYQur370KtXhQN+hfckC7YdQMQ3Jp6Smpqampjo4OLi4uBQVFRUVFaWkpMyYMWP8+PH6m/z+++/r16/XLqmrqwsPDyfTORmJwWCwuWx5XatHe0HIRmE7AHqz1XwK1ktkJ5isxknN8bYHIRtSV1f34MEDzXJCQgIAcJ24nXp1un//PgBUV1dTGJ5fRz+ygCcW1F7UavWnn35KlqcvmM535VMdEQSFBQm9hRVPKtLS0jp27Eh1OFaH5FP4fP68efOioqIcHBxqamr27t37+++/b9++PTw8PCQkRGcThUKh35+IxWr17O8cHgfzKch+4H0rvWE+BSGrhuPRImSLrl69OmTIEJ1CGUf26mvUP7QH0sbTEaAeTyyo3ezZs4cMU+Id4D1l3hSqwwEAYDAYvQf3Pn3gtEKhqKurozocqxMbGxsZGSkSiTw9PUmJs7PzzJkzKysrk5OT9+3bt3jxYp1NnJ2dO3TooF1SUVEhlUpb+9ZcHlcCxo7zgpCtwymT6Q3zKQhZNU1/Hxw/BSGb5051AFoYHIa6Xq1SqcrKyjR3UwiZRiwWaxqnzFs1z3o6Zfcd0vf0gdMAgPkUfUFBQUFBQfrlI0eOTE5Ozs/P139pzJgxY8aM0S5ZtGjRypUrW/vWeBmP7ApWeHrDfApCpissLPzkk0/Cw8OXL19uprfA+X0QsmmBgYEPHz5saGhgOjAHjB7AYje2OLt69WptbS2VkXEApAAAhYWFmE9BbfTJJ5+QziM9BvToP7q/WCzWWUEmk1ESWN8hjUOoYD7FeD4+PgBQUVGhVqsZDIY53sJ6Mm4IWQDet9KbzeZTeFgvEcUUCsXq1avN3WwE+/sgZNO6d+9OBlIZNHrQmm/XaMpfeeWVJh//WgyDzVCDGgAKCwujoqKo/pyQDTty5Mj27dsBABiQLcl+/vnnqY7obyE9QwRugmpxNeZTdNTW1p46dYrJZI4ZM0YnaVJWVgYAIpHITMkU0Mqn4Cw/yB5gPoXemFQHYCKsl4hyP//8871798z9LphPQcimkdFnAWDI+CFt21N7e/p42ALnMURj9+7de+uttxp/8AewsqszJpPZa2AvwPt2PTweb9++fVu3bs3IyNB56cyZMwAQGhpqvnfH9inIruB9K73ptk85ffr0li1bNmzY4Ovra+QuZDLZrl27UlNTJRJJcHBw7969J06caMJY362C9RJRKyMjIyEhwdXVtaqqyqxvhPkU1HZtOUsXFhYePnw4OztbLBZ7eHiIRKIJEyaEhYVRfUw2g2QrmEzmkHHWlU9hcBqfPBcWFlIdC7JVNTU1cXFx5eXlAAACAB/g8/nBwcH6axYUFOjPC2MZfYf0vZB4gdLPySokJiaqVKqwsDAyaw+DwRg7duyePXvWrVv36aef9urVCwBkMtmBAweSkpIEAsHUqVPNFwzmU5BdwfFo6U03n3LixIlW9XEtKytbvnx5QUEBALi6uubm5ubm5mZlZS1atEggEJgvbsynIApJJJL169e7ublNmTJl8+bNZn0vHI8WtVFbztIXLlxYvXq1UqkEAG9v74qKikePHqWlpU2ePPnVV61inhrrV1NTAwDdo7sLfYRUx/JP2D4FtU19ff0rr7ySmZkJAEIfYYVPBTAgPDz8u+++01/5o48+unCBmqRG78G9qfyYrMaOHTsUCsX06dM1syBPmjSprq7u0KFDS5YsEQgEPB6vtLRUrVYLBIL58+e7ubmZLxhNt31sN4TsAd630tvf/X1qa2u3b9+em5vbqu3Xrl1bUFDQvXv37du3//LLL1u2bAkMDMzJydm2bZtZ48Z6iSj07bffVlZWzp0719XV1dzvhe1TUBuZfJauqqpat26dUqkcPHjwTz/99OOPP8bHx5OG/fHx8deuXaP6yGzJoLGDqA5BF4Pd2D4F8ynIBA0NDdOmTTt27BgAcHicJT8tAUeqY2pGWGQYXjQ2icVizZgxY8mSJX369AEAiUTSpUuXF1544bvvvouMjDTrW+NvBNkVrPD05gAAJ0+eTEpKKigokMvlrdr45s2b2dnZfD5/8eLF5Dmnv7//0qVL33333TNnzkybNs3Ly8tMcWNDQUSV48ePp6amjh49OioqKiUlpcX1r1y5otPI2cnJiccztuEfzu+D2qItZ+kTJ04oFIqwsLD58+eTzkEsFisuLq6iouLw4cMJCQk9e/ak+vhshhXmU4AF4ADQgPkU1Gr19fXTpk377bffAIDlwPp6z9ehfc041kYbObIdezzTI+10GtWBWMKuXbuae2n//v1Nlvfr169fv34WjhPHo0V2Be9b6c0BAAoLC0tKSjgcDofDqa6uNv7URm4mo6KitBuN+/j4hIWF5eTkpKamjhs3zkxxYz80RImSkpJt27Z16NDh7+H3WrJx48YbN25ol3h6etbX1xuZvsT2Kagt2nKWzsvLA4Bhw4bpjLQSExNz+PBh8ioyhpe/V9feXamOoilsgAaoqqoSi8VmbduP6EQmk7300kuJiYkAwGQxl/20bFjcsCdPnlAdlyG9B/W2k3yKrcDbS2RX8L6V3pgAMGvWrF1PtWrQk7t37wJA3759dcpJCXnVTPBEjCxPqVSSCZI//vhjDsdCNVAzfgrmU5AJ2nKWbmho8PT0DAgI0Cl3dHQEADKoCjJGzOgY80072ibsxv9xSFpkvFdffZUkU1gOrC93fjl62miqI2pZn8F9qA4B/QN2f0B2Be9b6c2hLRuXlJQAgKenp045KSkuLjZf3Gwum8FgYCtBZEm//vrrnTt3pk6d2rVrKx41v/DCC9HR0dolGzdulEql5Ka0Rdg+BbVFW87Sn3/+eZPlly9fBoAmp/Agr+rsVqVSCQSC6upqqj8MysSMiqE6hGY8zafcu3evd+/eVEeDbMPFixcBgM1hr9i7YljcMKrDMUrEMxHAAMBrRqvB5jaeffBKHtkDbJ9Cb23Kp5BpC/SbtPD5fACora1tcqvhw4frDCcRGRnZ2odjDAbDge1QL8cZT5CF3L17d//+/V27dn3llVdateHkyZN1SpYvXy6RSDw8PIzZHOf3QW1h2lnagKysrAMHDgDASy+91OQKBw8ePHXqlE6hh4eHveVTNDcJDCYjOja6bTszG5ziBxlN+76X68RdfXh1/+f7Ux2UsZz4Tmw3tqJSAQAFBQVBQUFUR2TvsH0KsitY4emtTfkUcoOnP7Kmk5MTALR2dNtWh475FGRBJSUlKpXq9u3b+reRWVlZ48ePB4A1a9ZopiFsL0xW4yRc2D4FmaAdz9JyuTw+Pv7gwYMqlWratGk9evSg+uCsmqYvlTBQKHBrRUdai9Jqn0J1KMja3b59myxweJx1Ceuino2iOqLW4XhwSD7l/PnzmE+hHM6XjOwK5lPorU35FIFAIBaL6+rqdMrJM8/mhmLx9/fXfkmlUhUWFqpUqta+uyPHsa66rrVbIWQaHo/n5+enUyiTySorK9lsNmlsYmQXnlbB8VNQW5h2ltZ38eLFbdu2lZWVcbncmTNnjhw5srk1R48eHR4erl2yadOmyspKqj8JS7ty5QpZ8A7xpjqW5mE+BRln7dq1jSPOMmDpT0ttLpkCABwPTnVeNQCcP3/+jTfeoDoce4e3l8iuYIWntzblU4RCoVgslkqlOuWkxN3dvcmtdOZyk0qlrRoEV8OR3XjvirltZAFRUVFRUbpXkCkpKStXrgwLC1u+fLmZ3lczXzL290EmMO0srU0ikWzevJmMmDBo0KA333zT29tQgmDYsGE6Jd99911VVRXVn4SlpaU1TiaC+RRk6zIyMj777LPGH0TQL9bSc+u2C65H4/3M+fPnqY4F4fCcyL5wnTGfQmdtyqeQ6RUrKip0ysmjSCOHhzA9dA7eZyL6w/YpqC3aeJZ+8uTJwoULy8vLRSLRnDlzunXrRvUB2Yba2tpr164BADiAm78b1eE0zwEYDgx1gxrzKag5CoVi+vTpCoUCAMATwLOtO6QKk8MELoAMbt++/eTJE8N5YWRumnwKPhNF9gDbp9Absy0bi0QiAMjMzNQpz8rKAgBzd0915DS2T2n8mkeIjnB+H9QWbTlL19bWfvHFF+Xl5bGxsWvXrsVkivHOnTvXmOgXAINplTMlP8XisQCgrKzMhMGJkT345ptvcnJyAIDjwoFAqqNpIz4AgFqtvnDhAtWh2Du8vUR2BSs8vbUpn0Jmgb169ar2oIYSiSQ7O5vNZg8dOtSsoWvyKdg+BdEYzu+D2qItZ+mTJ08WFxdHRUXNmzfPHGMD0djJkycbl1yoDqUlDjwHAFCr1ffv36c6FmR1SkpKVqxYAQAMBkM0WNS2a0YrwG/8H7v8UE5ze4ntU5A9wPmS6a0V342JiYlHjx7Ny8vTlERERISGhlZWVm7YsEGpVAKAXC5fuXJlfX39kCFDnJ2dzRq6AxvvMxHFYmJijhw5Yr7BUwDbp6C2Mf4srX+GT0pKAoC4uDhVM6g+OOtFPjoAG8insJwazzDY5QfpW7ZsGZlzfdSro/h+/Dbvj2pPB+vD9imUw/FTkF3B9in01orxU3bs2EG60WrPCDt//vwFCxacP38+PT1dJBLl5+crFAp/f/8ZM2aYO3Ts74NoJiEhQb8yp9U0jmr54MGDgwcPAkBISEjPnj2pDhbZDCPP0jpneKVSWVRUBACff/55k7v18/PbunUr1QdnjUpKSnJzcwEAuH8P+Gq1SH8fwHwK0pOfn//TTz8BAJvL/mDFB0uWL6E6ojZjA7ABFJCZmVldXW3aZAioXeD4KciuOLIdGUyGWoW1nZ7aNB4tAPj5+a1fv37Pnj3p6el5eXlCoTAmJmbKlClOTk7mDh3zKYhm3njjjSamle3R+H96evqECRMAYN68eevXr6c6WGQzTDtLl5aWYgsU05w8ebLxDsEWbtYwn4Kas2rVKtL+9+W3X/YV+VIdTjvhA1RAQ0PDpUuXRowYQXU09gsf1yN7w2QxlSol1VEgs9DNp+hMZqxt//79TZYLhcI5c+ZYPnQcPwXZBaseyxLZBmPO0jpneF9f3yNHjlAduE06ceJE45LVd/YBzKegZjx58mTnzp0AwOawpy+cTnU47YcPUAEAkJycjPkUCnF5mE9B9oXpwFTWYz6FntraPoXK0J+On4LtUxCdODk5ffjhh5ofC10Kf732KwB4eXmVlpZSHR1CyBC1Wk0Go2WymCqBDTTw0YyfguPRIm1btmyRyWQAMPq10V7+XlSH036eDgKTnJxMdSh2DcejRfaG6ciEOqqDQOZhw/kUbJ+CaMnZ2ZnMp0CcqTjz6yLMpyBkG3Jzcx89egQAQRFBd1l3qQ6nZSwOy5HtWK+ox/YpSKOhoeH7778ny1M/nEp1OO2KB26ebuIycVpamlwu53BwVFRq4Hi0yN4wHRongcF2APRjw3PfYfsUZA808yXj/D4IWT9NZ5/wZ8KpjsU4DPAO8AaA4uJifDiBiMTExOLiYgDoO7RvSI+QNu/PuvQe1BsAZDLZlStXqI7FfrEcWAwmA7B9CrIbmnxKbW0t1bGgdmbD+RQcjxbZA818yWSyW4SQNdPMlBze30byKQB+Hf0AQKlUkltohLZt20YWXn77ZapjaX99BvchC9jlh2I2fAuCUKtp8il1ddjth25s+GSG/X2QPcB8CkK2Qi6Xkzs0viu/c4/OVIdjLP9O/mQBu/wgAJBKpX/++ScACNwEw18eTnU47a/PkMZ8yrlz56iOxa4xWDjePrIjmE+hMVvOp7Axn4Loj+XAYjAYgPkUhKzehQsXSDveqGejmCyb+Xr17dg4FS7mUxAAZGRkkMuq5yc/z+ayqQ6n/XXr083ZxRkALl26hB1pKUTyKdjfB9kJ7O9DYzZzwafPgYPjpyD6YzAYpIkKXvYhZOU0g6f0f74/1bG0ArZPQdoyMjLIwpjXxlAdi1kwWcxeMb0AQCqVpqenUx2O/dK0T8HHosgeYPsUGrPhfAqb0/jYBPMpiN7Ig25sn4KQlTt+/DhZeGbEM1TH0gpk/BTAfAoCgKfVwFfk22tgL6pjMZe+Q/uSBezyQyEyHi3g7SWyD9g+hcZsOJ+C7VOQnSBT/GA+BSFr9vjx46ysLAAICA4IDAmkOpxW0ORTCgsLqY4FUY/0v4idFEu6mtIS5lOsQuPocHh7iewC5lNozIbzKTi/D7ITJJ+C/X0QsmZJSUnkRtS2GqcAgHeAN2kEh+1TkEbspFiqQzCj8KhwnjMPAC5evIjPKqii6e+D7VOQPcD+PjSG+RSErB22T0HI+mk6+wwYOYDqWFrHwdHB088TAB48eKBSqagOB1HPO8C7e3R3qqMwIwdHh54xPQGgqqoqMzOT6nDa0+nTp1955ZVHjx4Zv4lMJvvxxx9nzZr1yiuvLFq0KD4+3jLXG5r+PjU1NZR8VghZEtMR26fQlgPVAZgO50tGdsLBAfMpCFmdhQsXVlZWkmW1Wn3gwAEAYLKYZ9PPXsi5UF5eTnWAreDfyf9J0RO5XP748WM/Pz+qw0EUGzp+KI07+xCRwyIvn7gMAGfPno2MjKQ6nHZz4sQJmUxm/PplZWXLly8vKCgAAFdX19zc3Nzc3KysrEWLFgkEArOGiu1TkF3B9ik0Rod8CrZPQfSG/X0QskK7d+8uLi7WKVQ5qY4eO0p1aK3m38k/80ImABQWFmI+BQ19cah+oaY72KxZs0iWX5v1f0OVlpaShVdeeQUAZOWNSYdly5Zt375ds9rYsWP/+9//Uh2sKWpra/fu3Zubm9uqrdauXVtQUNC9e/dPPvnE09OzpKTk66+/zsnJ2bZt20cffWTWgDX5FHxcj+wBjp9CY5hPQcjaYT4FIZvhSnUAJvHt6EsW7t27N2CAjfVXQu1C09SXzWVrhmvVprnWun//PtXBmkLzHZqfnw8AoAZgAqhAKpVev35ds1qvXrY3q9HJkyeTkpIKCgrkcnmrNrx582Z2djafz1+8eDFpjeLv77906dJ33333zJkz06ZN8/LyMl/YmE9BdkWTT8EObvRjw+OnMFlMYABgPgXRHcuBBU/nXEAIWRUej3fu3Llu3bqRH79Y/cX333///fffv/rqq1SH1gr+nfzJAk7xY7fu3LlDFjr26MjmsKkOx/wYAHyqY2gnhYWFJSUlHA7HxcWlVR21UlJSACAqKkq7a4+Pj09YWJharU5NTTVr2Jp8Ct5eInuA/X1ozIbbpwAAMAGUmE9BNEfapyCErBCTyQwNDb19+zYA+Ip8x70yjpTn5eVRHVorYD4FafqJBPUOMrzm8ePH3d3ddQpv3Lgxffp0qg/CKFeuXCELP6386bt/fQcAK1aseP755/v160d1aCaaNWvWrFmzyPJrr70mkUiM3PDu3bsA0LevbnOkvn375uTkkFfNCOdLRvZEMx4tJhDpx8bv0zCfguwA5lMQsmZ//PEHmRZn4JiBVMdiIu3+PlTHgqjxdz6lVwv5FAaDwWQy9QupPgJjaYLvN7wxgXLu3LmRI0dSHRcFSkpKAMDT01OnnJTojw8FAPn5+TozIhUVFQmFwoqKita+O/b3QXYFx0+hMRu/T2MCANTX16vVahv6LkeoVTCfgpA1S0hIIAuDxg6iOhYT+Yp8mUymSqXC9in2qbCw8MmTJwAAPOAL6dINpiXhUeHOLs41kpoLFy7Y50yR5Dm5/jw+fD4fmrnrS09PX7VqlU5hhw4dMJ+CkGGYT6ExGx4/BaCxraBarW7V5HAI2RYyfgpCyDolJSUBANeJG/1cNNWxmIjNYXv4egDAvXv3cKgmO0TqMACAC9WhWBDLgdVncB8AqKmpae20OPRAskg8Hk+n3MnJCQBaO7pta2E+BdkVTX8frPD0Y+PPvZ+mg2pqavS/DxCiB2yfgpDVUiqV5Blv/+f7c3gcqsMxnV8nv9KS0rq6usePH/v6+lIdDrIo+8ynAED0c9EXEi8AQFpaGtWxUEAgEIjFYv3RMcn9nn67FQDo2bPn3LlztUv+/PPPU6dOmfDumE9BdkXzcBQrPP3Y+H2aVj5Fv/8nQvSA+RSErJZmEtYh44ZQHUub+Hfyv5ZyDQAKCwsxn2JXVCrVmTNnAACY9JnyxkhRw6PIgmaQWrsiFArFYrFUKtUpJyX6ow4DQGhoaGhoqHbJzZs3S0tLTXh3BhPzKciOYPsUGrPx/j5Pw8eqiWgM+/sgZLWUSiUAMFnMwS8MpjqWNvEPapzip6CggOpYkEVlZGQ0Dn7hbPNXha3VpWcXobcQALKzs6mOhQJubm4AoD/0SWVlJQB4eHiY9d0ZDjhfMrIjDCYDGAB400pHNv7cW6t9CtWhIGQujmxHqkNACDWNjDbSK6aX0EdIdSxtQrMpk2Uy2a5du1JTUyUSSXBwcO/evSdOnMhiGZWbLiwsPHz4cHZ2tlgs9vDwEIlEEyZMCAsLM0ecu3btGjp0aGBgIIWf1d+dNeyssw8AMBiMqGejkuKT7HM8WpFIlJGRkZmZOXjwP9LBWVlZABAUFGTifo2D7VOQ3WECKLHC05CNP4nAfAqyA9g+BSErNyxuGNUhtJWmfQoN8illZWULFy48cuTIkydPOBxObm7u7t27lyxZUl1d3eK2Fy5c+Pjjj0+fPl1aWuru7l5RUXHlypXPPvtsz5495gj1008/7dKly48//kjhx3X69OnGJUGb9mOj+j3Xj+oQKBMdHQ0AV69e1R56ViKRZGdns9nsoUOHmvXdsX0KsjtMAKzwdGTj+ZSnt5lYNRGN4fgpCFkzBoPx7MvPUh1FW2nap9Cgv8/atWsLCgq6d+++ffv2X375ZcuWLYGBgTk5Odu2bTO8YVVV1bp165RK5eDBg3/66acff/wxPj7+rbfeAoD4+Phr1661e6i18lq5XP72228fPXqUks9KoVBcvHgRADhOHHCiJASK9X++P9UhWEhiYuLRo0fz8vI0JREREaGhoZWVlRs2bCBdF+Vy+cqVK+vr64cMGeLs7GzegLDPPqLU6dOnX3nllUePHlnuLVkAAHV1dSqViuqjR+3JxvMp2D4F2QHMpyBkhTQdBMIiwzTJCNvlE+jDZDHB9vMpN2/ezM7O5vP5ixcvJgPV+/v7L126lMVinTlzxvDAmSdOnFAoFGFhYfPnzxcKhQDAYrHi4uJefPFFtVqdkJDQvqGqVKoBIwcAgFqtfvfddyn5uK5cuUKuoALDAoFBSQgU8+/kHxhCZX8ri9mxY8cPP/xA+vJozJ8/39XV9fz589OmTVuwYMG0adNycnL8/f1nzJhh7niwfQqi1okTJ2QymUXfkgkAoFar9SfVQjaNJvkU/cHJEaINHD8FISukuR56buJzVMdiCjLyi0KhyMjIyMjIyM7JdvNyA4B79+6dOXPm3FM21/0nJSUFAKKiorRne/Xx8QkLC1Or1ampqQa2JY/uhw0bpjPSSkxMjObVdsRkMr/a81XksEgAMG2GlLY7e/YsWRBFiCgJwBrYTxMVfX5+fuvXrx8xYgSPx8vLy3Nzc4uLi1uzZk2TkyW3L818yZhPQRZWW1u7ffv23NxcS78x3rfSlI0/98b2KcgOYPsUhKyNWq3WtFGPnRRLdTimIM37y8rK3n777caiGgCA+vr64cOHa1ZbvHjx119/TXWwrXD37l0A6Nu3r0553759c3JyyKvNaWho8PT0DAgI0Cl3dHTUfGLti8lkfvbdZ5N7TFYpqWn+3ThTMkDH7h0hh5IQqNf/+f77N++nOor2sWvXruZe2r+/6WMUCoVz5syxfKiN052o8RoeWc7JkyeTkpIKCgq0xwyyHByngqZs/D4N8ynIDmA+BSFrc/ny5caZkgXMDp07UB1OO2FTHUB7KCkpAQDS00cbKSkuLjaw7eeff95k+eXLlwEgODhY/6U7d+7cu3dPu0QqlQoEAmPGviWCwoJGTB7x554/Lf9ZKRQK0mBH4Cbw7uht+QCsRL/h/VgsljnyZagFTAAlXsMjyyksLCwpKeFwOBwOp7q6mrTTtBxsn0JTNn6f9jTPh/US0RjmUxCyNr/++itZYHna9vRbTk5Oo0aNIss3z9y8fvI6AAwdOpTNZp84cYLq6ExB7s30eyvw+XwwaeTLrKysAwcOAMBLL72k/+off/yxc+dOnUJ/f/9bt24Z/xavfvwqJfmUK1eukA+kz5A+mslr7RDflR/cK/h2xm0AEIvFVIdjT2MI2DYAAIAASURBVDCfgixr1qxZs2bNIsuvvfaaRCKx6NtjOwCasvH7NKyXyA5gPgUhq6JUKuPj48kyy8u28ylubm6LFy8my390/GPJySUAMHjw4N69e9toPoWME8zj8XTKnZycAKBVbbzlcnl8fPzBgwdVKtW0adN69OhhppjDo8JD+4Te+usWWHauE83gKX2H9G3Tjmxfj4E9SD7l4cOHVMdiT3D6WGRXsB0ATdn4fRrmU5AdwHwKQlblxIkTjx8/BgAQAINNn6f6mo5L+fn5vXv3pjocEwkEArFYrD97AslTGD/K5sWLF7dt21ZWVsblcmfOnDly5MgmV4uMjGQw/lEHjhw5cv/+/daGPfaNsSSfYsn2EcnJyWSh79C+1wuvW+x9rVDPQT0PbDwAmE+xMCYAgFKplMlkXC6X6mgQ0nXlypXPPvtMu0Qul/fu3VtnnixjYX8fmrLx+zTM8yE7gPkUhKzKL7/80rgkpDqUdhXQuXEc1vz8fKpjMZ1QKBSLxfpXBaTE3d29xT1IJJLNmzdfvHgRAAYNGvTmm296ezc7tsjAgQMHDhyoXXLx4kUTJut5buJza+avATVIJBKlUqkzwZA51NfXk7mQ+K78bn262Xk+Jah7EDgANEBpaalUKiW9w5DZaT0WxXwKskINDQ36fYJMPz9jPoWmbPw+DeslsgOYT0HIekgkksOHDwMAg8VQu1t2KDszc/d25znz6mrqCgoKqI7FdG5ubgBQUVGhU15ZWQkAHh4ehjd/8uTJwoULy8vLRSLRnDlzunXrZpmwPXw9gA9QDQ0NDSkpKYMHDzb3O6anp5O2vT1jejJZzDbvz7YxWUxwAagAlUp1+vTp8ePHUx2RfdCa7qTFv02ELM/BwcHFxUW7RC6Xm94rE+9bacrGv0GxXiI7gPkUhKzHb7/9Rq6lOD4csO2xU3QxGAz/IH8AePz4sUwmozocE4lEIgDIzMzUKSfNs4OCggxsW1tb+8UXX5SXl8fGxq5du9ZiyZRGbo3/HzlyxALvpunsEzk00qKHabWe3jQdO3aM6lDsBnbbR9YtOjr69D+98cYbmZmZJk4MhP0qaMrG79NwHm9kBzCfgpD12LFjB1ngduDKVLaadGhOQHDA3Zy7APDo0SOqYzFRdHT04cOHr169KpfLORwOKZRIJNnZ2Ww2e+jQoQa2PXnyZHFxcVRU1Lx58ygI3Q3gAQBAQkLC//73v/bdt1Qq1Tn2u3fvkoUjZ46cyD5B2u/YNdfG///44w+qQ7EbmE9BdgUrPE3Z+H3a03pZXV1NdSjIXhQWFh4+fDg7O1ssFnt4eIhEogkTJoSFhZnvHR3ZjlQfNEIIAODWrVtkyAmfQB+1hxpaPUqGtQsIbhxCpXHAXRsUERERGhp669atDRs2zJ8/n8ViyeXylStX1tfXx8bGOjs7a9ZMTExUqVRhYWEhISGkJCkpCQDi4uJUKlWTO2cyzdmqlw3AA6iDmzdv5ufnd+7cuR333dDQkJGR0dQhwb3Se1BmxsOyGQ4AzgA1cP/+/ZycnIiICKoDsgPYzBzZlaftAPC+lWYa8ykymWzXrl2pqakSiSQ4OLh3794TJ040Zrid+Pj43bt3N/nS5s2bO3ToYN7wGQBMABXm+ZCFXLhwYfXq1UqlEgC8vb0rKioePXqUlpY2efLkV1991Uxviu1TUBuZfIbXdvr06S1btmzYsMHX15fqA6LMtm3bSCvfF6a/cDT9KNXhtD9NPsV226cAwPz58xcsWHD+/Pn09HSRSJSfn69QKPz9/WfMmKG92o4dOxQKxfTp00k+RalUFhUVAcDnn3/e5G79/Py2bt1q3tBdAOoAAP7888/333/fEh+WMwB9pqhqM1eAGgCAxMREzKdYAjYzR3YF2wHQFBMAysrKFi5ceOTIkSdPnnA4nNzc3N27dy9ZssSYXzb1l1xMAKyXyCKqqqrWrVunVCoHDx78008//fjjj/Hx8W+99RYAxMfHX7t2zUzvi/kU1BZtOcNrO3HihO2OqdEuFArFzz//DABMJvPFt16kOhyzCAwJJAvUf7m3gZ+f3/r160eMGMHj8fLy8tzc3OLi4tasWWN4suTS0tLmmqVYztMuJ6SljDn069dPKpVq+hO9Ne+t8+fPnz9/PjY2luJjtwZPP//ExESqQ7EP2D4F2RUcP4WmHABg7dq1BQUF3bt3/+STTzw9PUtKSr7++uucnJxt27Z99NFHhrcnl1yrV68ODAzUeUnTb9m8mABYL5FFnDhxQqFQhIWFkTbkAMBiseLi4ioqKg4fPpyQkNCzZ09zvC/290Ft0ZYzPFFbW7t3797c3FyqD4ViJCcFAFHDo8i4rfRDj/YpACAUCufMmWN4nf3792v/6Ovra5mBYA3hA9OBqWpQnTlzpqGhwcGh/ZPpTCbT2dk5NTWV/Bj9XDSPxwNzd2WyFU7A4XPkUvmlS5cqKiqEQnrNiG6FMJ+C7Aq2T6Ep5s2bN7Ozs/l8/uLFiz09PQHA399/6dKlLBbrzJkzpaUt9A4nl1yBgYFcPQyGRZqQsgAAFAqFQqGg+sNENJeXlwcAw4YN0+koERMTo3nVHBzY2D4FmaiNZ/iTJ08uWLBg+vTpZIZgO/f999+ThZdmv0R1LObi19GPNIiz9XyKrWIA15MLABKJJC0tzUxvolarz58/DwCObMcez/Sg+piti1ewFwA0NDTgqLSWgI/rkV3B8VNoikmG1ouKitJuB+vj4xMWFqZWqzVPMJqkUCgqKirc3Ny4XC51R9D4P56Lkbk1NDR4enoGBATolDs6OgIAGVTFHLB9CjJZW87wAFBYWFhSUsLhcFxcXCyUIrdWeXl5J0+eBAChj3BY3DCqwzEXlgPLr6MfAJSV4Qil1OD58MjCqVOnzPQWt27dIi2twvuFc3gWaUpsO7y6eJGFo0dpOECS1cFreESdXbt2HTlyxKJDwmE+haYcyIR5ffv21Xmhb9++OTk5mun0mvT48WO1Wk3x2IRaVRNbZiKzam6QwsuXLwNAcHBwk69euXJFIpFolzg5OZH21UbCfAoyWVvO8AAwa9asWbNmkeXXXntNpybT24oVK7777jvNj1VVVWQkWpmz7MW4F4G+GQdRV9GDvAfkYJHl8bwbvx1Onz7d3JdOGyUnJ5OFPoP7UH24VscjyIPNZStkij///FOhULDZbKojojUcjxbZFSYAA0CN+RS6cSgpKQEA0g5cGykpLi42sDFpD+zm5nbgwIGzZ88+fvzY09MzKChowoQJ7TvPnyGY20aUysrKOnDgAAC89FLTXQA2btx448YN7RJPT8/6+nq5XG7kW2A+BZmsLWd4OycWi5v8fGqdamuf1FIdnRmJuoguwkWqo7BfHDeOi9BFUiG5dOmSTCYzR/tfTT6l75C+bdsTDbEcWdHPRV9IvFBVVXXu3Lnnn3+e6ohoDa/hkb1hAijBrp5O2QMHkhLWH/Sez+cDQG2toatGkk9JTU1NTU11cHBwcXEpKioqKipKSUmZMWPG+PHjm9zqyy+/1N5tQ0ND586dW+zG36ynuW2smsjC5HJ5fHz8wYMHVSrVtGnTevQwVy90zKcgk7XlDG+a//73vxcv/uNuXKlUBgQEkJlobRGXy1Wr1SQBynJnsd0an1fX1dVRHZpZBHYJbPtOkOkY0HdI37OHz8pkstTU1GHDhrX7O5w7dw4AmCxmr4G9qD5aazRk/JALiRcA4PDhw5hPMS/s/oDsDRNAiRWebhzq6+sBQL/3gZOTEwAYfoRO8il8Pn/evHlRUVEODg41NTV79+79/ffft2/fHh4eHhISor/V2bNndXIf7u7uVVVVJh4BnosRFS5evLht27aysjIulztz5syRI0c2t+YLL7wQHR2tXbJx40apVEpGXTEGzpeMTNaWM7xpysvL9Zt1mGOaEouJj4//6quvyOCgq39ZPWjsIFIeHR1N/fS6ZtCxa0eqQ7B3Uc9GnT18FgDOnj3b7vkUuVxOkpuhvUOdXZypPlZrNGTckJXvrVSpVEeOHPn222/tfOgo88LpTpC9YQHUQ21trZlmcEOUcBAIBGKxWP85G3luqf9UU1tsbGxkZKRIJNI0Jnd2dp45c2ZlZWVycvK+ffsWL15s9iPAczGyLIlEsnnzZvIEftCgQW+++aa3t7eB9SdPnqxTsnz5colE4uHhYeQ74vw+yGRtOcMj4vbt2ySZEhAcEDM6hupwzA7bp1Cu79DGbjiajjntSPNAS/MuSIenn2dE/4hrl64VFRVdvXq1X79+VEdEX/hMFNkbrTrv7u5OdTSofTgIhUKxWKzfcZGUGP5NBwUFBQUF6ZePHDkyOTk5Pz+/ya22bNmiPRNKbW3tkCFDTJ/tGM/FyIKePHmycOHC8vJykUg0Z86cbt26WeBNsb8PMllbzvCmWbVqlU5J//79CwsLqf4kTJeQkEAWJr43kclktm1nNsBX5EvG46Q6EPsV0iPExd1FUim5dOmSXC7ncNpzCh5NPiVyaCTVB2q9hsUNu3bpGgAcOnQI8ylmhM9Ekb3BfAodMd3c3ACgoqJC54XKykoAMP4RujYfHx+yzyYnCOjatWuYltDQUNLqycQjwPFTkKXU1tZ+8cUX5eXlsbGxa9eutUwyBTCfgtrAHGd4e0Mao/GceePfGt/mndkAJpMZGIJNVKjEZDJ7D+4NADKZ7MqVK+27c3LjqnkL1KRhLw0jC4cOHaI6FlrDZ6LI3jzNIeJ9K50wRSIRAGRmZuq8kJWVBQBNNj8hamtrjx49mpiYqJ80IbNIikQiS3Q6xXqJLOXkyZPFxcVRUVHz5s0zfvSTtsN8CjKZyWd4pEHS/WNeH+Pi7kJ1LBbSMRSHUKGYpvEIGTu2HZFRk7r06mI/9dkEoi6ikB4hAHDz5s3r169THQ59MQAYAJhPQfYD2wHQEZOMlHn16lXtgQklEkl2djabzR46dGhzW/J4vH379m3dujUjI0PnpTNnzgBAaGioJY4A6yWylKSkJACIi4tTNcNM74v5FGQyk8/wSBuDwZgybwrVUVhOp9BOVIdg78w6hApgZx8jDH95OFnYv38/1bHQGcOBAZhPQfYD71vpyCEiIiI0NPTWrVsbNmyYP38+i8WSy+UrV66sr6+PjY11dv577PfExESVShUWFkZm7WEwGGPHjt2zZ8+6des+/fTTXr16AYBMJjtw4EBSUpJAIJg6daoljgDrJbIIpVJJ5kT4/PPPm1zBz89v69at5nhrRw7mU5CJTD7DI20DRg0ICrOjtjydunWiOgR7RybfqZHUXLp0yRzTQEQOw3xKC56b+Nz3//4eAPbv37906VKqw2mBTCbbtWtXamqqRCIJDg7u3bv3xIkTWSxWixvGx8fv3r27yZc2b97coUMHs4fOAqjHfAqyG0//KE2f2RZZHwcAmD9//oIFC86fP5+eni4SifLz8xUKhb+//4wZM7RX3bFjh0KhmD59uuZqe9KkSXV1dYcOHVqyZIlAIODxeKWlpWq1WiAQzJ8/n/TbNzvMpyCLKC0tpWpuVDaHTfXRIxtm8hnezml3ZZ328TSqw7EozKdQjsli9hrYK+WPFKlUmp6e3r9///bdeZ8hfag+RGsXHBHcqVunwpuF2dnZt27dslCba5OUlZUtX768oKAAAFxdXXNzc3Nzc7OyshYtWtTiJG6PHj2iNngGi6EGdX19fV1dHY/HozYYhMwO71vpyAEA/Pz81q9fv2fPnvT09Ly8PKFQGBMTM2XKFCcnJ8Mbs1isGTNmREREJCQk5OXlSSSSLl26dO3adfLkya6urhY6AszzIYvw9fU9cuQIJW+N7VNQW5h8hrdzeXl5ZKFDSIf+z7fn3az16xjakcFgNDmiPLKYvkP6pvyRAgDJycntm0/p2qsrDp6io6amhiwUFxcfPXqULIt6iQpvFgLA4sWLx40bRwpjY2MDAgKojvcf1q5dW1BQ0L17908++cTT07OkpOTrr7/OycnZtm3bRx99ZHhbkk9ZvXp1YKDuKNTtO7FUs7RuLzGfgugP71vpqLEFqVAonDNnjuFVm+tB2q9fPyonk8N6ieiOyWSyHFjKBmXbd4XsU1vO8Bq7du2i+jgs6vLly2Rh2JRhVMdiac4uzq6eruJSMQBQ1S4P9R3y9xAq//d//9eOe456Norqg7M6paWlZCEnJycnJ6extK7x/4MHDx48eJAsHzlyxKryKTdv3szOzubz+YsXLyatUfz9/ZcuXfruu++eOXNm2rRpXl5eBjYn+ZTAwEAul0tJ/GT8FACQSCRkelCE6AzvW+mI2fZdUOxpvRSLxVSHgpC5YJcfhCzp1KlTDx8+BABgQ5/h9tgzwruTN1kgU2sjywuLCuM6cQHgwoULSmV75tOjn4um+uBsBA+AmiRDK6SkpABAVFSUdtceHx+fsLAwtVqdmppqYFuFQlFRUeHm5kZVMgUAuz8gO4P5FDpq5xHOKMAAB0eHhvoGrJeIxhzZjnU1dW3fD0LIGF999VXjki8wWbb/4KH1fDr63E67DVrP7ZGFObIdezzTI+10mlgsvnbtWp8+bcrraXpvMZiM3oN7U31w1qtr164jRozQ/Hjl9ytXDl8BAJFIdP/+faqja8Ldu3cBoG/fvjrlffv2zcnJIa825/Hjx2q12tfXl8L4GazG9il4GY/sAuZT6Mj28ykAbCd2QxXmUxCd4RAqiH42bNhA5swyrHv37tOnT7dkYOfOnTt79iwAgCOABzUfDuV8OjU2vC8rK6M6FvsVOSwy7XQaAJw7d66N+ZTc3Fyy4OTl5MTHsZOaFRQU9Oabb2p+fHbAsxMOTwArntC3pKQEADw9PXXKSUlxcbGBbUlnHzc3twMHDpw9e/bx48eenp5BQUETJkzo3LmzhQ7g6Y0IXsYju4D5FDqiQz6F48SpraqVSqUqlYrJtMcHiYj2sL8Pop+ff/45IyOjxdXGjRtn4XzKkiVLGpd86dAp1jS+HRsfWWP7FAppZjU+e/ZsiwOLGtaYIgRw9nNuy37sTcfQjt36druZcdNqO76RkXT15/Hh8/kAUFtba2Bbkk9JTU1NTU11cHBwcXEpKioqKipKSUmZMWPG+PHj9Tc5duzY1q1btUsqKipCQ0Nv3bplWvzYPgXZFxyngo7okE/hOnMBQK1WV1VVubu7Ux0OQu0P26cgZBmJiYnnz58HACc3p1rP2jbvz1Zp2qdgPoVC3aO7c3gceZ08OTm5jU+Mzpw5Qxb4/nyqD8vGjHp11M2Mm1RH0az6+noA0J8Zh8zgJpfLDWxL8il8Pn/evHlRUVEODg41NTV79+79/ffft2/fHh4eHhISorNJTU2NfpsXNrsNj3ywfQqyK08rPOZT6IQO+RSOc+OMbmKxGPMpiJawfQqisX379ulPzFlSUvLee+9ZOJKGhoYFCxaQ5V6jel26c4nqz4YyHCcOcADkUFFRIZPJqByu0o6xOeyeA3qmnU6rrKzMzMzUHyPDSHV1dWTUUmABzxOnpG2dEVNGbFiwwWonuhIIBGKxuK5Od4Q10jJFv92KttjY2MjISJFIpOku5OzsPHPmzMrKyuTk5H379i1evNjc8WP7FGRfGMDmsBVyBeZT6IQW+RSnv/MpVMeCkFlgPgXR2JgxY5yddfsg3L592/KRfPfdd9evXweAzuGdQ/qH2HM+BQCAByAHlUp148aNNg7egUwW9WwUGULl9OnTJudTzp07J5PJAAAEwGAwqD4mG+PdwTvq2agrp65QHUjThEKhWCyWSqU65aTE8FPGoKCgoKAg/fKRI0cmJyfn5+frvzRp0qRJkyZplyxatGjlypWmHwC2T0F2hu/Kr3hSYbVdCJEJ6NA1HPMpiPbYXMynIGReJSUlS5cuJcsfr/mYwbT7286n7RiysrKoDsV+9RvejyycPn3a5J38+eefjUuuVB+PbRrz+hiqQ2iWm5sbAFRUVOiUk7s1Dw9ThtT28fEh+9RMC2U+DIfGMy1ewyM7IXAXAEB1dXVDQwPVsaD2QYd8Chk/BZ5+eSBEP5hPQcjc3nvvPfKAdFjcsAEjB1AdjhV4mk/JzMykOhT7Fd4v3EngBADnz59XKBSm7eSPP/5oXHKh+nhs0/AJwx3Yje0oyPiv1kMkEkFTf6QkDdpk8xOitrb26NGjiYmJ+kkTMquXSCSyRGsmHE4C2Rm+Gx8A1Go13rfSBq3yKfrpeYTogcPltH0nCKHmbN269ciRIwDg7OL8fxv+j+pwrMPTSXUxn0IhB0eHyKGRACCVSlNTU03Yw507dxp7z/EAMDNvEie+k6iXiCwnJydTHc4/REdHA8DVq1e1h56VSCTZ2dlsNnvo0KHNbcjj8fbt27d161b9edbI6MWhoaEWiF/TPgXvLZGdIO1TAOs8jdBi/JSn49FivUR0he1TEGqtkSNH3r17t7lXFQoFmdvCycmJz+eXlJSQcnYw+5257wB25gcADgALQAlZWVlqtRrH3aBKdGz0+YTzAHDixIkhQ4a0dvOEhITGJezs0wbB0cH5afkAcPLkSapj+YeIiAgyXfGGDRvmz5/PYrHkcvnKlSvr6+tjY2O1h6ZKTExUqVRhYWFk1h4GgzF27Ng9e/asW7fu008/7dWrFwDIZLIDBw4kJSUJBIKpU6daIH7s74PsjcC1MZ+C7QBogw75FC4f+/sgmsP2KQi11r179wzkUzSqqqr+Tp0IoZJZWVmEXyVP8QCkIBaL7969qz9zKrKMZ0Y8QxaOHz++fPny1m5OGl4BALhRfSS2zDfEl8x4defOnezs7B49elAd0d/mz5+/YMGC8+fPp6eni0Si/Px8hULh7+8/Y8YM7dV27NihUCimT5+u+VueNGlSXV3doUOHlixZIhAIeDxeaWmpWq0WCATz588nI7OYHRPYXLZCpsB7S2QnBMLGfEp5eTnVsaD2QYv+Pk/zKVgvEV1h+xSETMZqCpOp9/XnBMwgpgbVUVuHp11+0tPTqQ7FfgWFBfmKfAEgPT29tLS0VduWl5dfuHABANy93cG5VZuif2IAPB3a9YcffqA6mn/w8/Nbv379iBEjeDxeXl6em5tbXFzcmjVrDE+WDAAsFmvGjBlLliwhE3hJJJIuXbq88MIL3333XWRkpMXiF7gJAJ+JIrvh4t44kBXmEGmDDu1TePzGQfMwn4LoCvMpCJmsySH0d+zY8dZbb2l+FHUV/XDuBw/fv+fCmD59em5uLtWxU+3pHfjVq1cnT55MdTT2K2ZUzMHvD6pUquPHj7/22mvGb3jkyBFS/2NGxyTmJFJ9HDbOE+AhgBp27dq1atUqHo/X9l22F6FQOGfOHMPr7N+/v8nyfv369evXj8LgXYWu5Y/KyXQnDg50uDFByADN+Cl430obdHgEp2mfQgYkR4h+sL8PQu3lr7/++uSTT+bNm6cpCe8XrpNMQY2etk+5evUq1aHYtYFjBpKFvwdDMc6BAwfIwuDxg6k+CNvn2DhBUmVl5b59+6iOhj7I7SVOd4LshIuwsX0K3rfSBh3yKTwBtk9BNIftUxBqoxs3bixatCg4OLhv375r1qyRSqWkXBQpwmRKs7jA5rEB4OrVq0qlkupo7Fd0bDT5Fvjzzz+NnzW5srLyxIkTACBwE5BJglBbeTX+v2XLFqpDoQ9Xj8ahkvEyHtkDTYXHfApt0CGfwnJgOQmcAOsloi8OD9unIGSitLS0kSNHhoeHr1y5Mj8/nxQyGAxwBQiDbiO64d+XAV4dvQBAKpXm5ORQHYv94jnz+g3vBwBVVVVnz541cquDBw+S5MuwuGEObOxG0R5cQegnBIDU1FQcVKi9uHm4kYVWXcbLZLIqI1RXV1N9fAj9gyaf0trxsJDVokM+BQDcvdwBoKysTKVSGblJZWXl77//fvToUYlEQnX4CLWA68SlOgSEbNUzzzyTlJSk+TEsMuz9r9//9OdPIeTv/iyoOV6dG5/IX7p0iepY7NqwuGFk4eDBg0ZusmvXLrIwYsoIqsOnj5gXY8jCxo0bqY6FJtw83chCq9qnkBmIWoQTkyFr4+qJ7VPohlb5lIaGBiP7Xu7du7djx45xcXHjx4/v2LHj9u3bqT4ChAzh8jCfglDraIahJXl2obdw9tLZv9/9/Zerv7y1+C03bzeqA7QNPp19yMLFixepjsWuDX1xKJPFBICDBw82OcSyjsLCwuTkZADw9PPsH9uf6vDpo//Y/qRF2969e588eUJ1OHSA3R+QXXFxd2EwGACAJxDaoEk+RegtJAvGNJ1KSEh47bXXNC0AxWLxzJkzv/zyS6oPAqFmYfsUhFrlzp079+7dI8sOjg4zP5/5e/7v7/z7nQ6dO1Admo3x6uRFbuPJtLuIKkJvYdSwKAAoLS09depUi+v/9NNPJJM46tVR5DeI2oWzi/OoV0cBgFwu37x5M9Xh0AF5Jgqm3l5269YtOjo6Ojo6KiqKz+frvKpWq6k+PoT+wcHRgQxJ+/jxY6pjQe2DJl+x7t6N5+JHjx4ZXrO8vHzGjBlkXL2Y0TGDxg4i5V988cXWrVupPg6Emob5FISMd+/eveHDhzc+w3eEH5J/eG/5ezxnK5rc1IaweeyQHiEAUFhYqElRIUqQ23gA+OWXXwyv2dDQsG3bNrI8/q3xVAdON1M/nEoeL3/33XcymYzqcGye5hretHzKpk2bLl++fPny5fDwcDLQOJPJ1OQQq6qqMKWCrA1pByAWi40fXxxZM5rkUzRTM7SY6lu+fDlpTxg5LHLtkbXrEtbNWDSDvDR37tyUlBSqDwWhJmA+BSEjVVRUjBo1qqioCACAA9ANejzTg+qgbJtmahjjR0JF5vDcxOfId8HBgwfFYrGBNQ8fPkz+BPoM7tM5vDPVgdNBRUUFWcjMzMx/mB/SNwQASktLly1btleLZoJqZLxWtTFvzrFjx3bu3AkAbA77u5PfbbuwjcFiAIBCocBO/cjaCH2EAKBWq7HLDz3QZLx3T19PsmC4fcqjR49IIxQHR4cP/vvByxNeJuVOgU61D2rr6+uHDh0aEBDAZP4jzbRixYrJkydTfYjIrmE+BdmDkpKSqKiorl27Tps2beDAgSbsoaGhYdKkSTdv3gQAFo+lDFECTjXeZlHPRv26/lcAOHPmzPTp06kOx345uzgPf3n4sV3H6urqfv755w8//LC5NdesWUMWJn0wieqoaaKgoIAskJt2qAbwAHW5etWqVdqr8fn8CRMmUB2sjTG+jXlzGhoaPvnkE7L8wYoPop6NAgBOV47shgwAFi1aNHHiRFdXV6oPFKFGmnYAjx49CggIoDoc1FZ0yaf4NeZTHj58qCkcNmzYuXPnmly/wbXhrffe0toeoBygFhoaGgoLC3VWxgmAEOW4zphPQfQnEAgePnz48OHDc+fOdevWzYQ9fPrpp6dPnwYAZxdn12jXksoSqo+JDiKHRTJZTJVSdeLECbVaTXo6IEpMeHfCsV3HAODbb7+dM2cOi8XSX+fMmTNkMiZfke9zE56jOmSaEgAIAFoxHQ1qlpHPRA345ZdfSBo9OCJ46odTSaGjj6OsWAYSKC0tXbly5X/+8x+qDxShRpo6r33fimwXXfIp/o31sqTk76tnQx0mff5eZDAYTEcmhIAyVwlKANLxkslUqVTGz76MkFk58XFaV0R/fD6f78qXVkkBgFwct8ru3bvXr18PAEwmc8WvK9ZsWwNGTfiGWsB35UdER1y7dK2kpCQ7O7tnz55UR2S/eg3sFRYZdiP9Rl5e3r59+6ZOnaq/ztKlS8nC65++znJgte4NUEtGjhzZsWNHsuxX4qcpX7NmjWaiA9QqbC5b4CaoFleblk9RqVQrVqwgyx+s+OAfoy8HANwAUMOGDRs++ugjHx8fE/aPULvTtAMwOYeIrApN8ile/l5kobi4WP/V4OBgFosllUpJtoXrzfXu6l1fX0+SgpGRkVu2bAGAwz8e/mr2VwDg7OyclZV18ODBTz/9lOojQwgA8ynIPjAYjDOVZ1L+SFn5/sqH9xof2jQ3TsS5c+dIUxTi8ePHmk7ykeMicx7kGB5gArXKgFEDrl26BgDHjh3DfAq1pi+c/tkrnwHAsmXLJk6c6OjoqP1qfHw8mYnJJ9DnpdkvUR0sDY0aNWrw4MFkORIiNeU//PAD5lNM5uXvVS2urqiokMvlHA6nVdsmJyfn5eUBQFhk2JBxQ/7xGg84vhz5Q3ltbe3//ve/b775huoDRQgAwKuDoftWZHPok08hLUoaxyD8p4sXL/r4+Lzwwgskn/LFxi+ef+X5W7duTZs2TXu1uFlx5xPOn/v9XHV19Ztvvjlu3DiqDwuhRk4CzKcgu8BgMAaOGbgzbee7se/evXYXAC5fvnzr1q3Q0FCdNc+ePdv0PPdukFaUlvZDGtWHQiuDxg7a+sVWAEhISPjss8+oDseuDZ8wvGuvrrezbt++ffubb75ZtGiR5qXS0tKPPvqILH/w9QdsLo4ehGyDp79n/vV8tVr98OHDTp06tWrb+Ph4sjB9YROjO3E7c+uf1KuUqi1btnz22Weenp5UHytC4BPQ2FSqyftW0yQnJxvzGMnPz69fv35UfwB0Q5N8ioOjg4evR2lJ6YMHD5rs3f3kyZPjx48DgIvQZeiLQ5vbz7++/1f2peyKJxXJyckuLi5UHxZCjbB9CrIr7l7uy3Yve73/61ALCoVi1KhRFy9e9Pf3b3lLLkAnqqOno259u3l38H5S/OTSpUuPHj3y9fWlOiL7xWQyP1n3yTvPvgMAy5YtGzx48KBBgwBALpdPnjyZtB7vM7jP6NdGUx0pQsbSNDMvKSlpbT7l9u3bABAYEjj85eH6r7KcWCOnjPxj9x81NTXr1q376quvqD5WhMA7wJss3L9/v732+dFHH/31118trjZ+/Pjff/+d6g+AbmgyXzIA+Ip8AaCurq7J6db27t3b0NAAAM+/8jyb0+wTG6G3cPHWxWT5zz//pPqYEGrEZDEdOY5t3w9CtsLZxRlCADgAAIWFhSNHjiRT3evTjFzLceJ8tPGjFatWEE0O1YlMw2Awhr00DABUKhXOCEu5yGGRcbPiAEChUIwdO3b79u1nzpyJjY09c+YMAPBd+V/s+AKHDUY2RPO43uTby6kfTf3HyClaZiyaQSbu3LRpU1VVFdXHihB4B3iTOnnv3j2qY0HtgD75FL9OjaOC6U/QAwB79uwhC2NeG2N4P8Piho2fMR4ASP4FISvB4/OoDgEhy3IE6AJsJzYA5OTkDB8+XHvEcY3G2ZEdWP/b/7/XZr024ilysYLaS+ykWLLw66+/Uh0Lgk/Xf9o9ujsASCSSmTNnDh8+nAyb4sh2XLF3RUAwTsCJbIlPYJvyKS5Cl3FvNttJv3P3zsPihgGAWCzetGkT1ceKELA5bDJl8v379w1Nn9IatbW1TZaHh4d/9NFHs2bNovqg6Yw+l5sdgjqQhfz8fJ2XCgoKLl++DAD+Qf49Y1oeSO+TdZ906NyB6gNC6B80+ZT2OvMiZAM40OPlHi7uLgCQnZ0dFRX1+++/kz8B7aaIDAbjX9//K2Z0DNXh0lnvQb3JPU9KSsqdO3eoDsfecZ24G//cOGDkAO1Cdy/39YnrY0bhHwKyMX4dG5+JmpZPmfDOBJ6zoWdOMxbPIC221q5dK5VKqT5chIDcacpksiYfFLXWsWPHNN/LDAajc3hnzRRC169fT01Nffvtt6k+YjqjTz4lsEsgWSAdKbVpGiePmjrKmBawzi7OX+3+StNukDSgRYhamnyKQqGgOhaELMfZy3nzqc1CHyEAPHz4MC4uLiAgICwsTPOYkcliLt66mLQrRObDZDLHvj4WANRq9Y8//kh1OAhc3F02/LFh7dG1L81+adSroz5Z98mBWweiY6OpjguhVvMPahweq6CgwMhN6urqyIKDo8Mrc14xvHJYZBhJuJeVlX377bdUHy5CoHlyf/fu3Tbu6tChQy+99JJKpQIA4ML357/fl7vv2INjn67/lIxxkZqaOn369Da+CzKAJuPRAkDHrh3JAmn7re3gwYNkYdSro4zcW49negyeMvjc7nMAsHfv3uHDh2NDKUQtzRQ/crmc6lgQsqjQPqE7r+z87JXPci7nAEBJScnfz3Mc4I1/v4HzwlrG+LfG/7TyJ5VKtX379mXLlvF42AmRYgwGY/ALgwe/MJjqQBBqE7+OfgwGQ61W67cxb052djZZ6Deqn2Y4W23kYqm2tnbNmjUAwO/CJ+X//ve/Hzx4oJmVeejQoS+++CLVHwCyO6IuIrJw586dIUOGmLyfxMTEKVOmND5qdQHoDGGRYQDAZDGnzJsS2id0/vj51eLqGzduUH3EdEaffEpQeBBZyM3N1XmJnJ279e3WuXtn43fYZ1Sfc8fPQRmo1erZs2efPn36gw8+6NKlC5PJlEgkbDbbx8fH0RGHCEUWommfgvkUZId8Rb7bL25P2Jlw+IfDuWm5ygalq7drFasKvKFLZBeqo7MXAcEBA0YNuHjsYllZ2Y4dO95//32qI0II0QGHx/EJ9Hl0/1F+fn5DQ4ODQwu3J1VVVTk5OWR5xOsjmlynvr4eAGQymWYIRXAFqAKZTPbdd99pVlOpVJhPQZYn6tqYT7l165bJOzlz5szEiRNJMoXfgS/1kcI/u2H0Gdxn04lNc0bMkVRKSAneRJgDffr7uLi7kNmnbt682WSHiLFvjG31TkUAHo2Lv/7666BBg3x8fLy8vIKDgwMDA52cnKKjo1evXo2jhSMLcHJpbJ+iaeOKkF1hspjjZ4zfnrL9kvzSlYYrk5dPBn86PRSwDdPmTyMLq1atwssyhFB7IbeXCoXCmCYqGzdubDz/uIFvJ6Onb8ehEZHV6NStE1m4fv26aXu4evXqiy++KJPJAOCZEc/4D/aHpsa0CI8K33RiE9+1sX3W+fPncQS0dkerS9Guvbo+KXqiUCiys7MjIyO1X3JkO46eNrpVe8vNzQUGQCdw8nCqu1unVuoOAtrQ0JCWlpaWlrZixYqVK1fOmjULpydE5sN3bzwVYj4F2TmcuIdC0c9F94zpeS3l2v379zds2PB///d/VEeEGiUkJBiYehOTX8jKdQ7vfOXkFQDIycnp2rWrgTXFYjHpwgMA4NfCbgUCwVdffaX5cddXu9L+TAOAHj16aHoMIWR5HUM7OrId6xX1ptXDW7dujRkzprq6GgB6D+r9zaFvZs6e2dzKYZFhy35d9un4T6EBamtrn3nmmd9++2348OFUfwb0Qat8Svfo7hcSLwDApUuXdPIpz778rJunW6v2RhJ+AFArqIUIgAoAKQCZQ5kBoAaQAdQDAFRUVLz99tsJCQk//fSTu7s71R8Doie+G+ZTEELUm7ty7uwhswHgyy+/nDRpUqdOnaiOCAEAJCUlpaSkUB0FQibq2qsxh3Lt2rWXX37ZwJqrVq2qrKwEAHADcGpht46OjgMHDvz7XbZ1nRA6oVZai8kURC02h92pW6c71+7cv3+/rKzM09PT8PqbNm1atmwZWVapVGKxmAxAyxKwClgFL4x/geRWmhMUHgShAHkAcqioqBg5cuQ333zz4YcfUv0x0AStnvL1HtSbLJw6dQr+Oa3sKx+8YtIuAQAYDAbDkcHwYTCCGYxQBiOUwejKYIQyoCdANwCXxtWOHDkSHR2N4/0gMxG4C8hCczPMI4SQBfQZ3GfE5BEAIJVKX3/9dTJIAUIItUXX3o35lPT0dAOrFRYWrlu3DgAYTAb4t/pdvPy9Zi3F+SWQVSADxwLA5cuXW1y5tra27KmKiorG2Xw4oAxSVkmrxGKxUqk0sHldXR1wAboBz4sHAA0NDR999NHAgQN/+umnPf9k2pzldq6xfYpMJtu1a1dqaqpEIgkODu7du/fEiRNZLJYxu2jLtu2rV0wvnjOvrqYuKSmpurr64cOHpLxbZDdNqsUE//rXv+Li4vTL4+LiioqKoAu8EPNC0g9JCpkiLy8vMjLy3XffjYiI0KwmEoliY2Mt/2kgM6Gqwrt5u5EFqVRK9WeAbAw9zvDIeny6/tO002mVpZUXLlx45513tm3bZm3dXe25zi9atEi/qaxYLF6xYgXVoSFzoUGFD44I5vA48jp5amqqWq1u7pTy0UcfkfbjnSI7FaiMnVxZ27SPp53cd/L6VRMHrUC2zkoqPAD0GNDjyI4jAHDhwoWxY40d5ZPJZJJkCoPNcO7jzOQ1to2orq7Wbkmgo6KiAgDAAeoC60ANUAYAkJKSot+q8ddffxWJRJb/NGyaAwCUlZUtX76cTPnu6uqam5ubm5ublZW1aNEigUBgePu2bNvu2Fz24HGDk/Ym1dbWLlq0qLCwkJRPX2SWObfLysrIQkJKAnQGuAsgh7q6urVr12qvNm7cOMyn0AaFFd7Ny40sYD4FtQptzvDIegh9hMt3LZ83Zp5KqdqxY0dDQ8P333/P5XKpjquRndf5AQMG+PvrPrjXPGFC9EOPCu/Iduzer3tGckZZWVlOTk6PHj3014mPj//9998BgO/K7z6ie8GfpuRTWA6sf+/897S+0xQyBQBcuHDBkoeJqGU9FR4AIoc2jk2RlJT0n//8x8itSDLFxd3l+3Pfh/QI0ZQPHDjQqHGyGAAdAZwB7gOoW14dGYMJAGvXri0oKOjevfv27dt/+eWXLVu2BAYG5uTkbNu2rcXt27KtOWj69WzatKmhoQEAwA0in41syz6NwgPoBmAb11rIdBRWeFcvVzJwt1gspvpjQLaETmd4ZDGayzKxWHyvKRwvzsT5E8kz5F9++aVXr1579uy5pcfACKnmg3Ue2RXaVPioZ6PIQmJiov6rhYWF7733Hlme8585XL7pCdygsKCpn00ly+np6QsXLjTwYB/RiVVVeFFXkX+QPwD89ddfLfay0X6Y6sR3Wpe4TjuZYrxOnTq988477/zrnZc+e8nZzZkUMpnM4OBgy38CtMG8efNmdnY2n89fvHgxGQvH399/6dKlLBbrzJkzpaWlBjZuy7Zm0ntQ75FTR/79Mwego9nf9P333583b968+fPmrJ/TK7aXzquPHj16/Pix5T8K1O6orfBMJhM4AABSqdTwoFMIadDsDI8s5tatW2Th4MGDE5oye/bsfaf3qUVqkue9ffv2tGnTuukZN26chSPHOo/sCp0q/JDxQ8jCrl277t69O0fL7Nmzo6KiyDC0Pl188iX5f/31V1veK/L5SM3wK//973/Hjh1bXFxs4eNFFmZtFR4Ann3pWQBQq9U//fSTgdVSUlI2bNhAltlc9rrEdT0H9DTtHUUi0ezZs2fPnv2vFf86cP1Az5ieAKBSqe7evWv5w6cNJuk3FRUVpd3MycfHJywsTK1Wp6amGti4Lduazxc7vpi1ZFaPZ3p4hnlCqCWmMJo6deobb7zxxhtvvDnjzW0ntq36bZW7199dl9PS0nx9fZlMpoODA5vN5nK5Tk5OfD7f1dXV3d3d09Pz0KFDlHxQqLWor/C8xv/beBmhIZfLd+3a9fbbb7/22muffPLJZ599Nnny5O7duwuFwj59+nz++eeYCrR19DvDI+viCdAVSKrXSmCdR3aFThW+W99unbt3BoDc3Nz9+/dv0vLjjz+Wl5cDADjCY97jfb/ta4fbPz8AfyAZ4T/++CM0NPTjjz/GeX9ozNoqPACMe7PxkcOGDRsahzj5p+Li4vfff3/IkCGNjdMd4LV/v9Z3SN92eXdPP8+tZ7a+/M4/ptM6deoUDjPfWg7kfNS3r+4vpm/fvjk5OYbPVm3Z1nzYHPa7X7777pfvvv3222UZZZYP4LmJz/Ub3u/ruV+f2nsKVI2FarVaqVQ2OfbytGnTgoODO3bs2KlTJ/Jvp06dOJy/r0979jQxB4naF/UV3hmgEgDg5MmTQ4YMae3W06ZN0z5FFhcXZ2Vl1dTUNLlyZWVlZmbmqlWrunfvHhISwmT+PRfY6tWrO3ToUFFRIZFIGuNydhYKhY6Ojmb/BFAr0e8MjyxMJBI1OSNyamqqQqEAgKhhUVw2tySzpE5c1y+oH3lVrVYfPXqUkoCxziO7QrMKP+3jactnLQeA1atXN/EyCyAEoD2uNRqb4PkBy5mlKlCpG9Q1NTXr1q1bt24dg8FgsViMpxYtWhQVFeXp6enp6al9LVRUVKRWqx0dHX19fWtra+VyeXV1taurK4/HY7PZmtXc3Nz0x4cGgCdPnjx+/Fgulzc0NHC5XBcXlyaH4GWz2R06dLD8L4KWrLDCh/QIGfzC4PMJ58vLy1988cUNGzb4+fkplcp79+5duXLl+PHj/8hu8ACCoUNoe9YHR7bj4i2Le8X0+uqdr+pl9QDw448/JiQkvPjii88880xQUJBmZLSqqqr6+nqpVErqs1gsrqmpKS0tJTW5rKyMZHycnJx8fHxEIlGXLl3CwsI6duyoM9avu7u79k0uPTiUlJQAgP6s16TEcOM307Y9d+6c9k2dTCZzd3dv7qYOACorKw8fPqz58a5bY3W/ffs2WcjLyzt79qz+hpphJlJSUvh8fpPBk9Wa3LwxEQ5w+/btJldonKoK4Pz589qnTiJ4aPCpG6dADFANUAugAGho+gDr6upycnJycnKa+wRef/11Pp/v4OCgP9ofi8UyMD+WZgjo5jg4ODSOMmPSHlq7f2dn5169/tEf6vnnn3d2dgYbYVqFv3LliibvQDg5OfF4PGiGQqFotsK7AhQBAGzcuLGqqkr/fGS4PsTHxxueTU1rRwBKAICGhoasrKysrCztF3/77bfmtmMwGG5ubq+//npz50oGg2Ggl3KLFbLFFQxrcXPDH6Dh4PX3z2Kx+vfvr73CwIEDvby8TI7fBJY/w1+7du3JkyfaJWq12tnZ2cBJPiEhQVNhNBVe0/K2rKysyTOwZsTx69evN1nfNGenJjfXzG1fWlra5AqaXnU5OTkGTnRKpbLJzfPy8sjCw4cPm1xBM/G5gbQmACgUiiY3J8PpAUBRUVGTK9TV1ZGFjIwMzejp+mQyWZObP3jwgCx07dp11KhR+itkZmaSfMqzzz7r4+MDLwMABIsbO2A3NDRQlU+xcJ2/c+eOzhgxUqlUIBAY6JV5+vRpTfXQVHhNHaupqWnyN0IY+NrVXLSkpqYKhUKdV0lHCQCQSCRN7l/zF9fcNZXm5NbkNVVRUZHmjQxfU926davJFTRn1/Pnz+tn5zUd0MrLyw1f8l2/fl3/kgxaOiFcv94428uTJ08MnxCys7M1XxMPxA80K5BJZyzPwhW+qKjo5s2b2iWPHz92dXWtqqpq7l0uX76s+cQ0FR6eDtKkcwoVdBIEdA0oul2k3/mC48wZ9OYgD5EH+fHPP/8kF1emnUI1N89KFyWEAxQDVDQOz6lWq7W/ypctW9aWX1BwcDC59FWpVDU1NVVVVWKxuLy8vKKiwphBWzw9PWfMmNHcqxa+pgoNDfXw8ND8GBAQEBUV1ZYPx8JMqPDl5eU6TcLz8/Pd3d01Z1R92dnZmst47Qqv+RvROYUOnDzwyqkr8jr5hQsX9HM9jRgAPgB+AEyznEKdRc6+w30fXHgAEgCAR48ebd26devWreb4LYwdOzY8PLzJl9p4ld7ut70dO3bUzma6u7sPHTq0yQ0ZkyZNkslkGzdu7NjxHwONXL169csvvwwMDNy0aVNz7/rKK6+YsO3w4cN1bi8BoLCwMCgoKC0tTVNSVVXl5ubWxLuaf2xZc1EDNAA0ANQDKAAUAHIAGYC88d7VDt25cyckxJThlChhWoV//fXXNXduGg8fPpTL5To3OUKhsIkTtE6FvwMggfbkBOAH4AhQD6AGcATgAbAAZAAljc1hUHtJSkp6/vnnLfmOplXatmy7cOHCU6dO6RSWl5cXFhZWVVW5uLhoCiMjIzMyMnS3t90zPAKAdN2CHj16XLt2zZIhWLjOb9iwYefOnTqFUqn01q1bmZmZ2o8QJk6ceODAAd23bGWFd3Jy0mTiEPX0Kjyfz7fwAGcWrvC//fbbqlWrdAoVCkV2dvahQ4fi4uI0hf/3f//3zTff6L6lMRVeAXAHQCc95QLQEYBtxOYmUwCUA1QB1OK8J0Z55ZVX4uPjqY6idQG3tsKnpKTMmzdPf1cZGRmrV6/++OOPNSWbN29+//33ddcz8gwvAchv5maQBSAE8LFUv9oqgMcAOEhjU/r163flypUmX3IgTUX0n5Y7OTmB1gj/TWrLtqZLb/suEDIFPSt8LQC2YacvPMMje2Njdb6VFZ7JZ4K0dZsgeqN3hf+bBAAHNkFtY0sVXkMJUAqAg6FbNweBQCAWizUNgzXIAxDDc3Gbtu3UqVO1W0UqFIq1a9fq74TL5S5cuLDFA0hOTu7cuXNAQID+S5mZmWw2u7k2RQqF4tKlSwDg5uam0wmFKCoqIq0Bu3bt6ufnp79CRkYGeQoxePBg7R6VRF1dHUlieXh4RERE6G9+79490l49LCzM29tb51W1Wl1dXZ2fn19QUBAcHCyXy8nwKzrtlNhsNmlx3STDzaLIh2y4haqjo6OBQYkMv6q/f2dnZ52WgU32KbVaplX4F154ITo6Wrtk48aNUqlUvzHeRx991OKDxytXrpAn/OXl5fqN1gz/Rh48eODq6ioUCknnRj8/P+3OumVlZbm5uQAgEomCgoK0N6yqqiopKSksLJRKpRwOZ8CAAU12WpHJZOnp6WVlZT4+Ps19LRlujMfhcAx/n7W4gmFt3H+L/X10KjyLxRo0aJD2CjofrAVY/gw/bNgwnRPyzp07m2wKPmPGjBZb61y7do3JZDZ3Ci0uLo6JiWlu27S0NBJqk+0zpVJpeno6AHh7e4eFhemvkJ+fT/q8REREaLdw1khNTZXL5Uwmc/DgwfqvVlVVZWZmAoCfn1/Xrl31V7hz5w5pe9yrV68mG2NevHixoaGBzWYPGDBA/9WKigoybmJAQECT0xzevHmTjCfdp08f7WZBGsnJyWq1msvl6vRKI0pLS0kPCP0TAnH9+nXSIL9fv37kYrRJTX57mpWF63xkZKTOqAdHjhxpcubLl156qcX2mLdv35ZIJAaa0Bs4yZP60KNHjyZfbWhouHjxIgC4uLj06dNHf4WSkpI7d+4AQEhISJPjNWRmZpI/5JiYGP3vL7lcTkZzbO6a6sGDB/n5+QAQGhrq6+urv0J6ejqZENS0a6rCwkLS8So8PLzJb6grV66Q36xpJ4S7d++SPk3NnRAIy48LYOEK361bt+nTp2uXnDt3jlQtHcOHD9cZN0HfgwcP7t27p/NFSZBTaFRUVHO9wqk6hTY0NJCrr5SUFAaD4eTk1OQplPTuSU1NFQgE7u7uZKQVNpvN4/GcnJycnJyuX79eX1+v88dCBmGpra2tqamRy+VFRUVyudzLy6u5aw/DlyXtfk2l88fV5F+6NTOhwnfo0EGnwmdmZh4/flx/zb59+7Z430q+WA2cQrt3767fHYmw3VOoXC4Xi8XV1dUSieTOnTteXl5cLrfJLzIL35bq0+kQ1Llz58DAQM2P2su6GwqFQrFYrD2pteZzgZZud03bdvbs2Torf/rpp/qrcTiclStXAkJWw7QKP3nyZJ2S5cuXSyQS/QuypUuXUn2IiG4sf4YfPXq0TsmuXbua7Gk8Z84cqj8eREMWrvMDBw4cOHCgdsnFixebnHdz2rRpVH82iIYsXOF79Oihk7MrKSlpoiMbwOjRo/W/DhCikAkVvmPHjnPnztUu2bp16/bt2/XX7N+/f5OZNWQPmCSnqz9FE7n8NZCDB4C2bIuQzcEKj2wOnuGRvcE6j+wKVniEjIQVHpkJUyQSAQBplqyNzOhhuHV6W7ZFyOZghUc2B8/wyN5gnUd2BSs8QkbCCo/MhElGdrh69ap2DzqJRJKdnc1ms5ubFohoy7YI2Rys8Mjm4Bke2Rus88iuYIVHyEhY4ZGZMCMiIkJDQysrKzds2EDGLpXL5StXrqyvrx8yZIj2KFCJiYlHjx7Ny8vTlBi/LUI0gBUe2Rw8wyN7g3Ue2RWs8AgZCSs8MhMHAJg/f/6CBQvOnz+fnp4uEony8/MVCoW/v/+MGTO0V92xY4dCoZg+fbr2APVGbosQPWCFRzYHz/DI3mCdR3YFKzxCRsIKj8yBCQB+fn7r168fMWIEj8fLy8tzc3OLi4tbs2aN4VnWiLZsi5DNwQqPbA6e4ZG9wTqP7ApWeISMhBUemYOhecstQyqVkkocFRWVlpZG9QeCkNl5e3uXlpZ6eHiUlZVRHQtCZte/f/8rV64AQFVVlYuLC9XhIGReU6ZMiY+PB4DMzMxevXpRHQ5C5rVo0aKVK1cCwKFDh+Li4qgOByHz2rp167vvvgsAa9as+fjjj6kOB1kFB6oDADabTU7Evr6+VMeCkCUsWbKktraWx+NRHQhClvDBBx+8/PLLAMDhcKiOBSGzmzp1ap8+fQDAz8+P6lgQMrtRo0aRaWi7d+9OdSwImV3//v3JfeugQYOojgVZC+rbpyCEEEIIIYQQQgjZFibVASCEEEIIIYQQQgjZGMynIIQQQgghhBBCCLUO5lMQQgghhBBCCCGEWgfzKQghhBBCCCGEEEKtg/kUhBBCCCGEEEIIodahfr5khBBCCCGEkGlk/8/efcc3Ve5/AP8m6d57U+gAWii7gCJLRBCuKApKQb2AXLyiiAoKwlXkJ+gFka0CVwFRhlWWLC97Q0GolFJG6aK0ZXSkTVeSNsnvjwdyY9qmM3mSnM/75evl6ckZ3xOec3LO9zxDLt+0aVNCQoJMJouIiOjatevo0aMlEklD1s3NzY2Pj09PT3/w4EFAQED79u3j4uJ8fHx4HxMAgGXAeMkAAAAAABapoKBg/vz5mZmZROTu7l5SUkJEMTExs2fPdnV1Nbzu2bNnFy9erFKpbGxsPDw8pFKpSqWyt7efN29ex44deR8ZAIAFQD4FAAAAAMAi/etf/0pOTu7YseOMGTN8fHzy8vI+//zzO3fuDBo06L333jOwolQqnTJlSkVFxdixY0ePHm1rayuXy9evX//f//7Xx8dn9erV9vb2vA8OAMDcof8UAAAAAADLc+PGjeTkZBcXlzlz5rBGOkFBQXPnzpVIJMeOHcvPzzewblJSUkVFRVRU1NixY21tbYnIwcHhzTff9PPzKygoSEtL431wAAAWAPkUAAAAAADLc/bsWSKKjY3Vbdrj7+8fHR2t0WgSEhIMrJubm0tErVq10p0pFotDQkKIKCcnh/fBAQBYAPRHCwAAAABgedLT04moe/fuevO7d+9+9epV9mld/P39iSg1NVWj0YhEIjZTqVSyrlgCAgJ4HxxA7ZrTATMRHTt27MCBA1lZWfb29mFhYXFxcVFRUbyPCSxYC9dPycrKGjVq1CeffML7uAAAAAAArFleXh4R1RyOh81hNVDq0q9fv7CwsNu3by9btiw3N5dlUr744gupVNqlS5fOnTvzPjiAWhQUFMyaNWv37t0PHjywt7dPSUnZvHnzJ598UlpaWu+6KpXq3//+97Jly65duyaRSCorKxMTE2fNmnXkyBHehwUWrCXrpyiVyiVLllRVVfE+KAAAAAAAK1deXk5ENcfxcXFxIaKKigoD69rb23/++edfffXV8ePHjx8/rp3/5JNPvvXWW9oaK7p+++23FStW6M308fH55ZdfeH8TIBTLli3LzMzU64D56tWr69atM9wBMxH9/PPP586d8/Pz++ijjyIiIoho796933333Zo1a7p06YJhwqFpWrJ+ysaNG2/fvt3YtcrLy728vLy8vAYNGsT72wAwhXbt2nl5eUVGRvIOBMAUBg8ezC7yDXl3BMBdbm7u0qVL33777Zdeeumdd975+uuvCwoKGr76pEmTWIG/evUq70MB68feYjo6OurNd3JyIiKFQmF49XPnzl2/fp2IPD0927Zty/IyiYmJSUlJtS6vVCplNaSmpnp5ee3fv5/3lwHWrzkdMCsUin379kkkkgULFkRGRopEIpFINGLEiCeeeEKhULCuiOr1ww8/sCv86tWreX8ZYC5arH5KYmLi3r17tePeN5xGo5FKpUSEW20QiOLiYqlUKhajN2gQhNLSUnaR12g0vGMBqMfZs2cXL16sUqlsbGw8PDxycnJu37594sSJefPmdezYsSFbKC8vZwVepVLxPhqwfq6ursXFxZWVlXrzWc2UmvVWdJ04cWLVqlWurq5z586NjY1lM48dO/bNN9/8+9///uyzzzp16qS3irOzc3BwsO6coqKi/Px8qVSqVCp5fxlg/Qx0wHz16tWEhIQRI0bUte7x48fLysoee+wxvb6BJk+e/Nxzz7m5uTUkAIVCwa7wcrmc95cB5qJlnuhkMtmKFSs8PDzGjRvH+4gAAAAAGk0qla5cuVKlUo0dOzY+Pn79+vVbt2595plnFArFkiVL6n3VD2B6Xl5eRFRWVqY3n83x9PQ0sO5PP/1ERG+88YY2mUJETz755NixY1Uq1ebNm2uuMnz48N/+qm/fvjdv3uT9NYBQGOiAWftpXc6fP09Ejz32mN58Ly+v6OhovUQhQMO1TP2Ur7/+WiqVzp07F8lpAAAAsERJSUkVFRVRUVFjx45lcxwcHN58883ExMQHDx6kpaU1sIoKgMl4eHgQUVFRkd589grd29u7rhVLSkoePHhARD179tT7qFevXhs3bkxLS9Md9wfAHDSnA2Y2BLivr29WVtapU6dSU1MlEkl4ePiQIUMwmhU0RwvkUw4cOJCQkDBs2LDY2NgGtj0DAADzFx8fX+srSiJavXo1XuaAlWH34q1atdKdKRaLQ0JCHjx4kJOTg3wKmJvQ0NDExMTLly/369dPdz7rACUsLKyuFR0dHcVisVqtrtkwrbq6moicnJyQTAFz05wOmGUyGRHdvHkzPj5eW9+QdVgxZcqUJ598suYqiYmJ//d//6e3kZiYmJSUFN7fBJiR5uZT8vLy1q1bFxwc/Prrrzdwlc8++0y3uFdXV4eHhxvuQAgAAEzv3r17vEMAMB1/f38iSk1N1X0tzwaRJSK8wAQz1KtXr127dl28eFGhUNjb27OZMpksOTnZzs5uwIABda1oZ2fXqlWr27dvnzlz5plnntH9iL0cRa/5YIaa0wEz+/THH3/s2LHja6+9FhYWVlRUtGfPnv37969atapt27YhISF6q8jl8pp1XrQnGgDTrHyKSqViAyS///77DS9bx48fZwlCLU9Pz8b2YgsAAMbG8ilLlizRe2NPuJ8Aa9SvX789e/ZkZmYuW7ZszJgxvr6+ubm5GzdulEqlXbp06dy5M+8AAfTFxMS0b9/+5s2bK1eunD59ukQiUSgUCxcurKqqGjx4sLOzs3bJffv2qdXq6OhobaJkzJgxX3755fr16+3s7AYOHCgWi6urq/fv379t2zaxWDx69GjeBwegrzkdMLMseevWrRcsWCCRSIgoODj4zTffLC8vP3HixJYtW2bOnMn7+MAiNSufsnXr1lu3bo0dO7Zdu3a8DwQAAFoYy6e0atXKwcGBdywARmdvb//5559/9dVXx48fP378uHb+k08++dZbb9Xa9mH//v0nT57UnXPv3r2goCDWyB/ABKZPnz5z5sxTp05dunQpNDQ0IyNDqVQGBQVNnDhRd7ENGzYolcrx48dr8yl9+/ZNS0vbuXPn8uXLv/32W09Pz4KCApVKJZFIJk6c2KFDB95HBqDPy8uruLi4aR0wOzg4lJWVDR8+nCVTtJ555pkTJ06kpaXVXKVPnz4XL17UnbN27do333yT99cA5qXp+ZT09PRt27a1a9fu5ZdfbtSKmzZt0h01s6KiolOnTqytJgAAmAmlUllUVOTh4YFkCgjHuXPnrl+/TkSenp4+Pj737t0rLS1NTExMSkrq1atXzeXT0tIOHz6sN9PwO1KAlhUYGLhixYotW7ZcunQpLS3Ny8urT58+cXFxrAWEYRMmTHj88cd37dp1+/bt/Pz8kJCQsLCwl156qWadRABz0OQOmInIz8+vrKysZstNPz8/IsrPz0cHzNA0Tc+n5OXlqdXq1NTUF154Qe+jpKSk5557joiWLl1as/llUFCQ7p9lZWUYgxAAwNzcv39fo9GgzwgQjhMnTqxatcrV1XXu3LnaEWSPHTv2zTff/Pvf//7ss886derEO0aAWnh5eU2dOtXwMtu2bat1fvv27WfNmsX7COAvqqqqWAer9VqwYMGHH37IO17TaXIHzEQUGRmZkZFRs2M41olnUFAQkilNdvny5d69ezdkyZ07dw4fPpx3vC2s6fkUR0fHwMBAvZlyuVwqldrZ2bEEoa2tbQvGeuzYsSNHjiQnJy9fvtzwCQNgBW7cuLFz587Tp0+///77gwcP5h0OCA675/Dw8Ni+ffvx48fv37/v4+MTFhY2atSo8PDwFt/dxYsX9+zZc+/evZdeegkFHrj46aefiOiNN97QJlOI6MknnywqKtq4cePmzZsXLlyot8qECRNGjRqlO2fatGl79uypd1/Z2dlbtmxJT09//PHHG96jPwAIgUajUSqVDVlSaBX8m9wBMxENGzbs4MGDBw4cGDp0qFgs1s5ndQzbtm3L++AsmFqtbmCJrTmgmBVoej4lNjZW94aDOXv27MKFC6Ojo+fPn9/ise7cuXPVqlVENGHCBORTwOqdPn16zpw5RBQbG4vHSzA9lk9JSEhISEiwsbFxc3PLycnJyck5e/bsxIkTWSXEmr788sszZ87ozlGpVCEhITk5OYZ3d+XKlc8++4yI2rRpgwIPpldSUvLgwQMi6tmzp95HvXr12rhxY1paWs3a4G5ubm5ubrpzbG1t2QgUht29e3f27NlEVFpainwKANTK1tY2ODhYb2ZJSUlxcTHrPOHYsWMfffSRcCpWNKcD5oiIiOjo6OvXry9evHjKlClubm5VVVXbtm07cuSIvb392LFjeR+cNXB2dvb19a05XyqVWvHgM80dL9mUtL3e3rlzh3csAEan/QG4e/cu71hAiFg+xcXFZdq0abGxsTY2NuXl5T///PNvv/22fv36Dh061DqaZmFhYc3BBW1s6v+tYUPVEtH9+/d5HzoIkaOjo1gsVqvVNd+esTfATk5OLfjQEhERwSaysrJ4HzoAmKmoqKgrV67ozvnXv/71xRdfaP88dOjQe++9t2LFCt6Rmk6TO2AmonfeeWfWrFlnzpw5e/asj49PUVGRSqWyt7efOnWq9iYEmuO5557bsmVLzfkffvjhV199xTs6YxE3fxMmo+20ubi4mHcsAEbn4+PDJgoKCnjHAkI0ePDgefPmrVy58rHHHmMJEWdn50mTJvXv31+tVv/yyy8tuzvtrQyrIwBgYnZ2dqwPTr0KVkR09uxZ0slxtwhPT0+WnZHJZLwPHQAsw7lz53RaHT6si7Fy5crffvuNd2imwzpgHjJkiKOjY1pamoeHx8iRI5cuXdqQjsBDQkJWrVo1bNgwHx+fkpKS4ODgQYMGrVq1ynBDIQDDLKl+ijafYsX1hQC0tPXlkE8BLsLCwmptWTl06NCTJ09mZGTUutaiRYv05vTu3bshb+C11XQrKyt5HzoI1JgxY7788sv169fb2dkNHDhQLBZXV1fv379/27ZtYrF49OjRLbgviUTi6OhYUVFRWlrK+7gBwDLMmjVLrVYTUd++o0+fziS6R5RLRB988MHf/va3hlQFtQ7N6YDZy8trypQpvI8ArEoLn3h9+vTZvXu3kWJlQ2TRozGxAKybl5cXmygsLOQdC8D/sIokRUVFLTuyoHZUZrlczvsQQaD69u2blpa2c+fO5cuXf/vtt56engUFBSqVSiKRTJw4sUOHDi27OxcXl4qKirKyMt7HDQAW4I8//jh16hQR+fu3Gjhw7OnTXxAF+Pra5OffTktLi4+Pf+WVV3jHCCBEltTeR5tPQXsfEAJbW1v2hIm7bTC9ioqKPXv27Nu3j/V4p4tVmAoNDW3ZDvCQTwFzMGHChC+//PKJJ57w8/MrLi4OCQkZOHDgypUrn3/++RbfF6udjvopANAQ69evZxNjxrxjY2PHpmNjR7CJb775hneAAAJlSRXDtLXBy8vLeccCYAouLi5yuRz5FDA9R0fHX375paSkJCAgoEePHrofHTt2jIjat2/fsntEPgXMRPv27WfNmmWCHbm4uBCRSqWqrKx0dHTkfdwAYL6qq6u3b99ORBKJzbPP/v3s2T/Y/LCwboGBre/evX3u3Llbt25h0F8A07Ok+ilOTk5soqKigncsAKaAt5fAi0gk+tvf/kZEy5cvT0pKYjPlcvnmzZsPHjzo6ura4iMLap8nkU8BgdD2noikOQAYdubMmfz8fCLq0WOgl9f/RqIRiUTDhr3Kpn/99VfeYQIIkSXVT0E+BYSGvb2sqqpSKBT29va8wwFheemllyorK3fu3PnJJ5+4uro6Ojrm5+drNBpXV9fp06drG2C2FHt7e5FIpNFokE8BgUCdLABooAMHDrCJAQOe0/to8ODR69d/TkS7du2aM2cO70gBBMeS8imOjo7sbhv5FBAI3beXyKeAibE+OGNiYvbu3ZuWliaTydq2bduuXbsxY8a4u7u3+O5EIpG9vb1cLsezJQgE8ikA0EBHjx5lE489NkTvo3bturImP5cuXXrw4IGfnx/vYAGExZLyKWKx2MHBobKyEvkUEAhWP4WIysrKvL29eYcDQtSzZ8+ePXuaZl8ODg7Ip4BwIJ8CAA1RVlZ26dIlIvL1DWrdupbOy/r0GbZ9+xq1Wn348OFx48bxjhdAWCyp/xR61OQH+RQQCPQoAYLCHi8rKyt5BwJgCsinAEBDXLhwobq6moi6detX6wK9ej3FJliH8QBgShaZT8H4PiAQ2rttPGGCENjZ2RGRUqnkHQiAKSBjDgANkZCQwCY6dXq81gW6dx8gEomI6OTJk7yDBRAcS2rvQ4/yKXK5XKPRsAsHgBXT3m0jnwJCYGtrS0RVVVW8AwEwBdRPAYCG+OOPh6Mjx8T0ZhMZGRlsYvfu3exTBwePykppamrqgAED2MsJZtOmTf7+/o3bHwA0hoXlU1iXnBqNRqlUontOsHrIp4CgsHxKdXW1Wq0Wiy2s+iRAYyGfAgANkZiYSEQSiU27dl3YHJlMxibu3Llz584dIiKSsDl6VVRwAwlgbBZ2w6rNoSgUCt6xABgd8ikgKNpXaqyhOIB1Qz4FAOpVWFiYnZ1NRGFh0fb2jnUv6Mw7UgCBsrB8Cm4+QFCQTwFBYfVTCE1+QBhwSwMA9bpy5Qqb0FZO0TV+/Ph9+/bt27fv229/ZHOeeOKJ7OzsAQMG8A4cQCgssr0PoX4KCAPutkFQkE8BQdFWyMItDQDUJTk5mU1ERnau+amLiwvrHsXX19fJyaWioiwlJSUkJER7AwkAxob6KQDmi3XATBgjHIRBm0/BED8gBNp8Cgo8ANQlJSWFTURGxhhYTCwWt2/fjYiKi4vT09N5Rw0gIBaWT0H9FBAUFHgQFO3jJeqngBAgnwIA9bp27RqbCA/vaHjJqKjubOLPP//kHTXAX1j3i2ELy6do66fg8RKEAPkUEBS09wFBQT4FAOrF8ilOTi7+/q0ML9muXVc2cfnyZd5RAzx07969559//ttvv2V/njp1indELc9S+09Bex8QAuRTQFCQTwFBQT4FAAyrrq4uKioiojZtokQikeGFWXsfQj4FzMa9e/eeeOKJjIwM7ZzFixd//fXX2vs9Pa6urjk5ObyjbjQLy6egfgoICgo8CAr6TwFBQQM3ADBMe/vXpk1UvQuHhUXb2tpVVSmTkpJiYmLqXR7AqNRq9ZgxY1gyRSKxU6lsicqJqLKysq5xS9VqNe+om8LC2vugfgoICgo8CAoeL0FQML4PABimfbsQGtqu3oVtbe3CwqKJKDc3F68lgLvVq1efPHmSiDw8fMLChhFFEXmxj+zs7AL+Siy2sKSELgsLHZVjQVDQ3gcEBe19QFBwSwMAhmlv/xqSTyGdMZXLysp4xw6CVlxcPHfuXDb9ySff29m5ERFRqJubNxEplcoff/zxro6AgADeITcd8ikA5gvtfUBQkE8BQcEtDQAYpr04tGoV2ZDltWMql5aW8o4dBG358uWs65++ff82YMDzj2ZLhgwZz6a++uor3jG2GORTAMwX2vuAoOAKD4KCAg8AhmlfpzU4n9KJTaB+CnBUVla2atUqIhKJRG+//YXuR717D/fy8ieiQ4cO3bx5k3ekLQP5FADzhfY+ICg2Ng+7SK+uruYdC4DRaa/wuKUBgFqxi4OHh4+Li3tDlkc+BczBxo0bWeWU/v2fa9u2s+5HNjZ2L7wwmYg0Gs2GDRt4R9oyLDWfgsdLEAK09wFBQT4FBAWviADAMDbcSUhIRAOX9/MLcXPzJORTgB+NRvPNN9+w6VdemV5zgREjJrDBv7ds2WKhA/rosbB8Cl7mgKCgfgoICvIpICjIpwBAQzQ8n0JE4eEdCT+jwM+JEyeuX79ORG3bdu7evX/NBUJCIjp37kNEd+7cOXfuHO94W4CF5VNw8wGCggIPgoJ8CggKOmAGgIYICgpr+MIRETG84wVBW79+PZt48cV/1rXM00+/zCa2b9/OO94WgHwKgPlCAzcQFORTQFCQTwGAhggJCW/4whERHXnHC8JVVVXFUiT29o7PPDOursWefPIF1uTnt99+4x1yC0A+BcB8oYEbCIpEImETyKeAECCfAgAN0aj6Kay9DwAXd+7cqaioIKInn3zB1dWjrsX8/VtFRXUnooyMjJSUFN5RN5eF5VPweAmCggQiCArqp4CgIJ8CAA0RFNSm4QujvQ9wlJWVxSaGD3/V8JJPPDGcTfz3v//lHXVzWVg+BY+XICho7wNmJSsra9SoUZ988omRto/HSxAUFHgAqJdYLPHzC2n48p6evl5efryjBoF68OABEXl5+ffu/bThJfv0GcYmDh48yDvq5rLhHUDjYLgTEBSJRCIWS9RqFRKIwJ1SqVyyZIlRH/xQPwUEBfkUaClyuXzTpk0JCQkymSwiIqJr166jR4/WtqCs17Fjxw4cOJCVlWVvbx8WFhYXFxcVFcX7mOAhP79gGxvbRq0SERFTVHSUd+AgRBqNhoiefvpliaSeJENMTC83N0+ZTHrq1Cm5XM478GaxsPopuPkAobGzsyckEMEMbNy48fbt20bdBfIpICjaWxpkzKE5CgoKZs2atXv37gcPHtjb26ekpGzevPmTTz4pLS2td12VSvXvf/972bJl165dk0gklZWViYmJs2bNOnLkCO/DgocCA1s3dhV0oQJ8DR0aV+8yYrGkR4+BRFRZWXn27FneITcL8ikAZs3W1o5wtw28JSYm7t27193d3ah7QT4FBAW3NNAili1blpmZ2bFjx/Xr1//0009r1qxp1arV1atX161bV++6P//887lz5/z8/JYuXbpp06b4+PjJkydrNJo1a9YUFBTwPjIgamI+pQPvqEG4AgJCO3V6vCFL9uw5iE0cO3aMd9TNYmH5FPSfAkKDfApwJ5PJVqxY4eHhMW7cuOZvzQDkU0BQJBKJWCwm5FOgGW7cuJGcnOzi4jJnzhwfHx8iCgoKmjt3rkQiOXbsWH5+voF1FQrFvn37JBLJggULIiMjRSKRSCQaMWLEE088oVAoLP2NsdUICAht7CqRkZ14Rw3CNXjwS2ws5HrFxj7JJo4fP8476maxsHwKXuaA0Njaor0PcPb1119LpdJ33nkH9VMAWhZrYY5bGmgylvWIjY11dXXVzvT394+OjtZoNAkJCQbWPX78eFlZWc+ePQMCAnTnT548edGiRT169OB9cEDUpHwK2vsAR4MHv9TAJcPCOrC+ky9cuMA6XrFQLdAfbWJi4p49e3JyckpKSgICAtq3bx8XF+ft7W2McFE/BYSG9Z+CAg+8HDhwICEhYdiwYbGxscZ+XYl8CgiNra1dVZUS+RRosvT0dCLq3r273vzu3btfvXqVfVqX8+fPE9Fjjz2mN9/Ly8vLy4v3kcFDTcinuLp62Nm5KJVlhHQtmMTdu3fZhKOje8eOvRq4lkgk6tq139Gj25VKpUU/6TQ3n/LDDz/s2LGDiGxsbHx8fO7cuZOVlXX8+PH58+cbo29w1E8BoWGduldXV6vValYzHMBk8vLy1q1bFxwc/PrrrzdwlZUrV/7xxx+6c9RqdVBQUF5eXr3ravMpuMIDXyYb7oRd4VHgocnYpZW19NHF5uTm5hpYNycnh4h8fX2zsrJOnTqVmpoqkUjCw8OHDBmiV2MFOGpCPoWInJ29WT4lPT29bdu2vA8CrJy2B2t//6gGNvZhunXrd/TodrLwN8fNyqekpqbu3LlTIpFMnTq1f//+tra25eXl33zzzenTp5ctW/btt982fKi2BkL9FBAa1n8KESmVSgcHB97hgICoVCo2QPL777+vHau+Xrm5udevX9ebqb10G6bNmKtUKt5HDwKlUqm+/PLLc+fOEZGrqysb7uTPP/+cNm3aU0891eK7Qz4Fmqm8vJyIdBv7MC4uLkRUUVFhYF2ZTEZEN2/ejI+P1zYrZr2PT5ky5cknn6y5SkJCwq5du3TnJCcnh4aGZmdn8/4mrFbT8imOjt5S6W0iunnz5jPPPMP7IMDK6eZTGrVily5PsAmLfrRvVj7l0KFDGo0mLi5Oe5Ph7Ow8bdq0xMTEu3fv5uTktG7d6C6pDUP9FBAaG5uHD6JVVVXIp4Apbd269datW2PHjm3Xrp1p9oj2PsCddriTjz76KCIigoj27t373XffrVmzpkuXLjVrATQTu8LjlgaajBUeR0dHvflOTk5UX+dr7NMff/yxY8eOr732WlhYWFFR0Z49e/bv379q1aq2bduGhITorXLnzp3Dhw/rzTR211pCJhbbOTm5NmFFZ+eHHS+kpqbyPgiwcjk5OcnJyUREZOfhEdyoddu37+ro6FxZWW7Rv4PNaj7AstFdunTRneng4MCuv6waYctC/RQQGt36KbxjAQFJT0/ftm1bu3btXn755UatuGjRoot/JZFIsrKyGrIuMubAl+mHO2E5RCQQoclYzZTKykq9+axmSs16K7pYtfzWrVsvWLCgQ4cOjo6OwcHBb7755oABA6qrq7ds2cL74ISrrKyMTdjYODVtC05OD5O/N27c4H00YOV27NjxqDdZj8auK5HYxMT0JiK1Ws37OJquWfVTRo0apVAoQkP/Ug9No9GwPmk8PDxaPFzcbYPQIJ8CXOTl5anV6tTU1BdeeEHvo6SkpOeee46Ili5dGhkZ2YI71TYRRXsf4IINd/LYY4/VHO7kueeec3Nza/E9YnwfaCYvL6/i4mLt47cWm+Pp6WlgXQcHh7KysuHDh+s1z3/mmWdOnDiRlpZWc5XBgwfHxMTozvn66683bNjA+2uwNtp30ra2TcynODp6EImINDVb4AK0rF9//fXRpGcTVu/U6fE//jjK+yCapVn5lF699Pvvlcvl69evLy0tbd26dYcOHVo8XNRPAaFBPgW4cHR0DAwM1Jspl8ulUqmdnR0bwU2b4G4pyKcAX6Yf7oT1n6JSqdDjODQNe3lZVFSkN18qlRKR4dE2/fz8ysrKanY96+fnR0T5+fkajUava0lPT0+9HI2bm1vN2jHQTNp8io2NY9O2IBJJiByIKu/evVtUVIQBm8BI8vLyHlXetCVyacIWOnV6rAlrmZUWGC+ZWbRoUWZm5v3791UqVbdu3d555526evd9/vnnS0tLtX9qNJquXbs2sCMr1E8BoUE+BbiIjY2NjY3Vm3n27NmFCxdGR0fPnz/fGDtF/ynAl+mHO2H1U4iourq6gd02A+gKDQ1NTEy8fPlyv379dOcnJSURUVhYmIF1IyMjMzIy7t27pzc/Pz+fiIKCgho1Tge0IO1jkY2NczM240hUSURXrlwZOHAg72MC67Rjx45HTXWaUjmFiFh7H4vWYvmUsrKysrIy9lJRKpXm5ubW1W1baWkp61FcSyKRNPCSLRaLJRIblaoaz5YgEOztJSGfAgKA+inAVxOGO7l48WJKSoruHKlU6uXlVbO+QK20V3jkU6BpevXqtWvXrosXLyoUCu1AbDKZLDk52c7ObsCAAQbWHTZs2MGDBw8cODB06FDd6lGsx1kMssuRdqDrJtdPISIiJ6IiIrp8+TLyKWAkzWzsQ0Senr4hIRE5OelE9KgfFgvTYvkU9rqysrLy999/37hx47x587744ovo6OiaS+p1jqXRaIqLixv+9bF8CuqngEBox/dBPgWsHuqnAF9NGO7k7NmzP/74o95MX1/fxuZTcFcDTRMTE9O+ffubN2+uXLly+vTpEolEoVAsXLiwqqpq8ODBzs7/q92wb98+tVodHR2t7fcqIiIiOjr6+vXrixcvnjJlipubW1VV1bZt244cOWJvbz927FjeBydcOvmUJvafQkRED3Mxly9f5n1AYJ3y8vJOnz5NRJ6eflJpUxr7MDExvVk+xUJ7pW2xfArj6Oj44osv5ufn79u3b/fu3bXmU3777TfdP8vKyliGJTw8vEER29gqlXLceYBAaNv7oMyD1UM+BfjSHe6E1ZZiw52Ul5efOHFiy5YtM2fObNk96rb34X30YKmmT58+c+bMU6dOXbp0KTQ0NCMjQ6lUBgUFTZw4UXexDRs2KJXK8ePH6/Yj/s4778yaNevMmTNnz5718fEpKipSqVT29vZTp0719/fnfWTCpdN/SnPyKQ/XRT4FjGTbtm0sA9Kz55CDB5ve83HHjr3++98tZLHVk5ueTyktLU1OTnZ0dOzWrZveR507d963b19eXp5RIraxJTxbgnnIysqaMWNGhw4djNSdBKH/FDAnffr02b17t/G2j/Y+wFcThjsZNGiQXqWV7777Lj09vYF7RP0UaL7AwMAVK1Zs2bLl0qVLaWlpXl5effr0iYuLc3Kq/1E8JCRk1apV8fHxFy9eLCkpCQ4OjoyMjIuLM1KHQdBAze+Plq1NZEekvHbtmm5zMICWEh8fzyZ6936mefmUnmxCcPVTKisrFy5c6ODgEB8fr9f7Casxa4yRBQn5FDAbSqVyyZIlxi6KyKeAcKB+CvDVhOFOYmJi9IaP/eWXX4qLixu4R239FNzVQHN4eXlNnTrV8DLbtm2ra90pU6bwPgL4i0ftfWxEIknztuRIpKyqqkpJSenevTvvwwKrkp2dfe7cOSLy8wtp165bczbVrl1XNry3hb5Oa/rgfL6+vm5ubnK5nHUhruuPP/6g+joVbzLkU8BMbNy48fbt28beC/IpIByonwJ8sXYQphzuRLc/Wt5HDwBmQSaTPRq4o/l9VD+so5SYmMj7sMDa/PLLL6z/06efflkkanpKgYgcHJxsbFyISKPR1PwJNn9NP3iRSDR06FAi+vrrr7Wd2yuVyi1btpw6dcrBwWH48OHGiBj5FDAHbMQHd3d3Y+8ItcFBOFA/BfgaNmwYER04cECvyrHxhjvBFR4A9Ny5c+fRZIvlU/7880/ehwXWZuvWrWxi6NC45m/NxubhI9XFixd5H1mjNSuZFBcX17FjxwcPHsyePTsuLm7y5Mkvv/zyzz//bG9v/8477xip7SXyKcCdTCZbsWKFh4fHuHHjjL0vjJcMwoF8CvDFhjvJyMhYvHgxez9cVVW1detW4w13oi3zuKsBAEbbeQqRbbM3hvopYBQ3btxghSokJKJDh57N36Ct7cN8yqVLl3gfXKM1a3wfW1vbBQsW7N+//8SJE3l5eSUlJeHh4REREWPGjPHx8TFWxDa2RKTRaFQqlV6PcQCm8fXXX0ul0rlz55ogx4G3lyAcaO8D3Jl4uBO09wEAPTr5lObXT7Fzd/cuKSlMSkqqrq7WJnABmmnLli1sYtiwV1pkgxZdP6W555VEIhkxYsSIESNMF7HO4yXyKWB6Bw4cSEhIGDZsWGxs7NmzZ+tdPiUlpby8XHeOg4NDw3tZt7FB/ykgFKifAtyZeLgTZMwBQE+L1k+hiIhOiYnHKysrr1+/3qlTJ94H1zLkcvmmTZsSEhJkMllERETXrl1Hjx7dhKdCEwzTaZU0Go02nzJ0aMvU3LSxcWFd0gqufgqfiHVuPhwcHHiHA8KSl5e3bt264ODg119/vYGrLFy48Pr1vwwh5ufnp1Kp2DBY9cLdNggH6qeAOTDlcCfa8X2QQwQApkXrp1B4eKfExONE9Oeff1pHPqWgoGD+/PmZmZlE5O7unpKSkpKSkpSUNHv2bFdX14ZvxzTDdFqlc+fOpaenE1GHDrFt2kS10FbFRI5EFXfv3s3LywsKCuJ9lI0L3cLg8RJ4UalU7Mr7/vvvN7yCSTNhfB8QDtRPAaHBLQ0A6GnZfEpExMMciiW+9q/VsmXLMjMzO3bsuH79+p9++mnNmjWtWrW6evXqunXrGrUd0wzTaZV++uknNjFs2KstumFn9j+LK6uWXT+FdywgLFu3br1169bYsWPbtWvX8LWefPLJ6Oho3Tk//vhjeXl5A1uxosCDcGjrpyCfAgKBKzwA6NEZ36dF2vvEsAnr6JL2xo0bycnJLi4uc+bMYbVRgoKC5s6d++abbx47duyVV17x9fVtyHa0w3SWlJTwPiYLo1AofvnlFyKSSGxaZGQfHf/rPtmUfYk0H/IpAA2Snp6+bdu2du3avfzyy41asWbLoOXLl5eUlHh7ezdkddRPAeHQJhnR3gcEAu19AEDPo/opNi3SjMDfP9TNzVMmk16+fNkKhvJgHRfGxsbqNu3x9/ePjo6+evVqQkJCQ57DtcN0xsXFrV69mvcxWZg9e/YUFRUR0eOPD/Xyatlu2h/mU1A/xfgRI58CPOTl5anV6tTU1BdeeEHvo6SkpOeee46Ili5dGhkZ2bL7RYEH4UB7HxAa5FMAQFdpaemjGhPNauxz8+ZNNvHyyy9XVamJqKyszMXFRSz+S46md+/eR48e5X3QjcC67ejevbve/O7du1+9epV9Wi9TDtNpNVavXl1YWEhEmzZtYnOcnFpp21jl5+e3xE4cWZe0FleXyvLyKXhdD1w4OjoGBgbqzZTL5VKp1M7OjlU2sbVtgZqZerQFHvkUsHrojxaERptPwRUeAKjlGvuo1Wo2oVAoiByISohILpfrLVZZWcn7iBsnLy+PiHx8fPTmszm5ubn1bqFRw3TK5XKWRNAqLS21t7dv4JgS1mT58uWpqak6MyQHD54n+qNFdyISi53V6rLc3Nx79+4ZaVg9Y7C8fApe5gAXsbGxsbGxejPPnj27cOHC6Oho4w20hvopIByonwJCo73Co8wDALV0Z7RE5OPjo1RWy2T3icjV1dXd3Z2INBpNQ1IPZqi8vJwdiN58FxcXIqqoqDC8emOH6UxMTJw2bZrezJiYGIurQGEEXsYY1kYsdlGry4goMTFx+PDhvI+xoSwvn4LHSxAUVMgC4UB/tCA0yCECgC6d+iktk09Zv369XF788ssdiah3796HDh0iIqlU6uXlxftYm4I9/Tk6OurNd3JyooeVcerEZZhOa/XPf84JDv7f6BxXrlzZtm1b8zcrFruwCeRTjBwx8ikgJCjwIBwSiUQkEmk0GrT3AYFAex8A0NWyg/swbdq0d3BwkssrLl++zPv4msvV1bW4uLhmMyVWM6VmvRVdTRim08PDo1evXrpzcnNzr1+/zvtr4CwystPkye/pzhGLxS2bT/nzzz95H2UjIJ8CYNZsbFA/BQRELJaoVNV4Vw8CgSbMAKCrxdv7EJFYLImM7HT16vmCgoKcnJyQkBDeR9l0Xl5excXFZWVlevPZHE9Pz7pWbNownR06dPj2229156xdu3b37t28vwbOnnuuQa2lmkAsdpZIbFSqastqUWWJ+RS8zAFz0adPH2NfVZFABEGRSCQqVTXqp4BAoP8UANDV4u19mHbtul69ep6IkpKSLDqf4uHhQURsvF5dUqmUiNjoELXiNUyn1dD2cGxnZz98+KtG2484LCw6LS05KyursLDQwD+oWWn5jmSMDY+XICjaAo/6KSAE7HU98ikgEGjvAwC6WP0UkUjUgu19iKht285s4sqVK7wPsVlCQ0OJqGbDpaSkJCIKCwura0U2TKceVp/Fzs6O/WmMYTqtRmlpKZsYOHCkh4dP8zZmSPv23diEBVVRscT6KXiZAwKC8ZJBUMRiCeHyDoKB9j4AoIvVT/Hw8JVKW/KdtzafkpyczPsQm6VXr167du26ePGiQqHQ9ikrk8mSk5Pt7OwGDBhQ14q8hum0GiUlJWzi+ecnGXVH7dt327fvRyL6888/n376ad7H3SConwJg1lDgQVBQPwUEBVd4ANAqLi5mtQD8/Vu4SU5kZCeRSESWXz8lJiamffv2Uql05cqV7FZBoVAsXLiwqqqqf//+zs7O2iX37du3Z8+etLQ03iFbgytXrsjlciIisu/Z8ymj7isqqjubsKAuaS24fgpuPkAI0N4HBIUNmYx39SAQGC8ZALSys7PZhJ9fyI0buS24ZRcXd3//VvfuZaemplr6/eT06dNnzpx56tSpS5cuhYaGZmRkKJXKoKCgiRMn6i62YcMGpVI5fvx4dInSfN99992jSW+x2Li1MaKiuonFYrVabUHtfVA/BcCsob0PCArqp4CgoL0PAGhp8ykBAaEtvvGIiBgiqqqqSk1N5X2gzRIYGLhixYohQ4Y4OjqmpaV5eHiMHDly6dKlhgdLhiarrKzctGkTERGJiIzYcwrj5OTaqlVbIkpLS5PJZLyPvkFQPwXArKF+CggK+k8BQcEtDQBoaQf38fNr+SF4IiI6njmzn4hSUlKCg4N5H2uzeHl5TZ061fAy27Ztq3c7Jhim0wr8+uuvxcXFRETk3rLdJNelfftut2/fVKvVly9f7t+/P+8voH6Wl09BZ/ggKKifAnwlJibu2bMnJyenpKQkICCgffv2cXFxxhvBjjV/QP0UEAjtLQ3KPABo8ynGqJ8SHt6RTaSkpAwZMoT3sYLF+P777x9NGr1yChMV1f3gwZ+JKDExEfkU40SMlzkgJCjwwNEPP/ywY8cOIrKxsfHx8blz505WVtbx48fnz58fFRVljD2ifgoICq7wAKClbe/T4v3RElF4eAc2ce3aNd4HCmbn119//fXXX2vOLy0tPXXqFBGJRPYajZtpgomKsrAhk5FPATAX06ZNKysr05t5/34gm7h58+brr79ORE8//fTYsWN5BwvWLzU1defOnRKJZOrUqf3797e1tS0vL//mm29Onz69bNmyb7/9lvUd27LQfwoICqrcAoCWTj6l5euntGkTLRKJNBrN9evXeR8omJ2UlJRa8ylaGo0Xkcg0wURFdWdlFfkUo0WMfApYqU2bNkml0hqzH+ZoCwoKNmzYQESurq7Ip4AJHDp0SKPRxMXFPfXUw7HxnJ2dp02blpiYePfu3ZycnNatW7f4TlmORqPRqNVqY/chD8Ad2vsAgNbt27eJyNbWzts7oMU37uTkwob4uXXrFp6hoPFM1NiHiNzcvAID2+TlZd64caOiosLJyYn3sdfD8u5WtfkUVAgHYTBRMhhAD3tR1qVLF92ZDg4OISEhRJSTk2OMnbL2PoQrPAiDdrxkPN4ACFx1dXVeXh4R+fmFGOl1Qps2UURUVVXFEjcANS1atCjpka+++orN7Ny5n42NSZMaUVHdiUilUiUlJfH+SupnwfkU3HyAVfL09DyjY/36DSKRmIh8fX15hwbCMmrUqA8//DA09C+1jjUazd27d4nIw8PDGDvF63oQFLwiAgAmNzeXXQeM0Rktw/IpRHTr1i3ehwtmKjQ0tPMjhw8fZjPHjXtHJDLp+12WTyEL6UIF7X0AzIuNjU2fPn20f9rbk62tnVIpN/GFDKBXr156c+Ry+fr160tLS1u3bt2hQwdj7FTbJwseL0EItAlEFHgAgdPWGQkMbPm2tExoaDs2kZaWxvtwwdzduXPn0KFDROTh4dO//3NES025d+RTjAudt4HQ2NjYKpVyvK4HjhYtWpSZmXn//n2VStWtW7d33qnzTcXKlSv/+OMP3TlqtTooKIhVY64X6qeAoCCfAgCMNp8SFNTGSLto06Y9m0A+Beq1ceNGdic2fPhrdnb2Jt57dHQPNnHp0iXe30T9LC+fgvopIDSszONuGzgqKysrKytjv6xSqTQ3N9fHp/aeyXJzc2uOHWBnZ9fAHWn7T0E+BYQAr4gAgMnKymITgYFtjLQLbf2U9PR03ocLZk2j0fzwww9s+rnnJpo+AE9P34CA0Hv3slNSUiorKx0dHXl/JYZYcP8peLwEgWBlHo+XwNH8+fM3bdoUHx8/YcKE27dvz5s3z0gDLuJ1PQgKbmkAgNHmU4xXP8Xfv5WDgxOhfgrU59SpUyzp1qFDbGRkJy4xsCoq1dXV5t8lLeqnAJg7W1s7QoEHM+Do6Pjiiy/m5+fv27dv9+7d0dHRNZeZN2/ev/71L905gwcPZkMFNYS2/xQkEEEIkEAEAMYE9VNEIlGrVpG3bl158OAB78MFs6atnDJihIkqp1RWVhJRdXX1Tz/9xObI5Q9vCL/88kttz5JdunR5+umneX89+pBPATB3qJ8CpldaWpqcnOzo6NitWze9jzp37rxv3766+kNxdHTUq5YpEonUanUD94vmDyAo2vGSkU8BEDiWT5FIbPz9Q9RqjZH2wvIpvI8VzFp5efmvv/5KRHZ29kOHxplmpxUVFUSkVCpXrFjxaJ6M/W/nzp07d+5k05MnT0Y+pSUiRj4FBIbVT8HdNphSZWXlwoULHRwc4uPj9bqeVSgUROTm5maM/Wr7T2l4CgbAciGBCABEVF1dfefOHSLy928lkdio1ca6IISERPI+VjB3O3bsKCsrI6L+/Z9zc/PiF4gT72+ioZBPATB32jIPYDK+vr5ubm4ymSwpKalr1666H7Hhe8LCwoyxX7yuB0FB/ykAQER37txhzzXBwUb5bdUKCYngfaxg7n788Uc28be//d3Eu7azs5s5c6b2z1Wr3igpyReLxe++++6yZct4fzF1Mt98ilKpXLt2bc35Fy+Ws4mUlJRVq1YRUf/+/bt06cI7XgBjQT4FTE8kEg0dOvTXX3/9+uuv33///Y4dOxKRUqnctm3bqVOnHBwchg8fboz9YnwfEBT0nwIARJSZmckmgoKMm08JDW3L+1jBrBUVFR07doyIvLz8Hn98qIn3bmNjM3LkSO2fZ8/+dPToDrVaHRlp1vWqzDefUllZOW3atNo+6cD+d/HixYsXLxLRsmXLkE8BK8ba+wCYWFxc3LVr11JSUmbPnu3k5OTq6pqfn69Wq+3t7d95552AgABj7BSPlyAoKPDQIuRy+aZNmxISEmQyWURERNeuXUePHq3t3rvhsrKyZsyY0aFDh/nz5/M+JmHJyMhgE8HB4UbdUatWZv1carl+/vnnefPmNWTJs2fPenlxbERTf3jshdaQIXHcX+hGR8cePbqDiG7evMn7izHEfPMpdRM1fxMAFoT75QyEydbWdsGCBfv37z9x4kReXl5JSUl4eHhERMSYMWN8fHyMtFPtAwAeL0EI0H8KNF9BQcH8+fNZBQd3d/eUlJSUlJSkpKTZs2e7uro2fDtKpXLJkiUoilxo8ykhIcbNp/j6BtvZOSiVct5HbG2kUmkDn/nN/Pbm9OnTbGLYsFd4x0IdOsSyiRs3bvCOxRALyKe0adPmgw8+0P6ZlKT67rt3iSgoKKiuASYArAnqpwAvEolkxIgRI0aMMOEeH/4qob0PCAH6T4HmW7ZsWWZmZseOHWfMmOHj45OXl/f5559fvXp13bp17733XsO3s3Hjxtu3b/M+GoFKT09nE8bu30QsFgcHh2VmXud9xGCm2EUgNLRdx469eMdC0dE9RCKRRqOx/nxKVlbWrl27kpOTi4uLvb29Q0NDR40aFR0d3VIh+vn5vf3229o/9+69zfIpHh4eyKeAEKB+CgiHtv8UPF6CEKADZmimGzduJCcnu7i4zJkzh9VGCQoKmjt37ptvvnns2LFXXnnF19e3IdtJTEzcu3evu7t7SUkJ72MSIm0+xdjtfYgoJCQC+RTjWb58+bvvvltzfv/+/U+dOsU7uoYyh8opROTm5hUSEnHnTlpOTg7vWAwRN3P906dPv//++0ePHs3Pz/f09CwqKrpw4cJHH320ZcsWI0WMlzkgNMingHCgfgqYlaysrFGjRn3yySdG2j7a+0AznT17lohiY2N1m/b4+/tHR0drNJqEhISGbEQmk61YscLDw2PcuHG8D0igbt26RURubp7u7t7G3pcJUjZg6YYOHcs7hIc6dOhJRGq1mncghjQrn1JSUrJ8+XKVStWvX78ffvjh+++/j4+Pf/3114koPj7+ypUrxohY+2xp5t8sQEuxsUF7HxAK9J8C5sME3UlIJDYikYhQ4KGpWL2G7t27681nc7S1Hgz7+uuvpVLpO++84+7uzvuAhOjBgwcymYyIWrUyxeA7yKeAYR069DSfcaA6duzJO4T6Nau9z6FDh5RKZXR09PTp09lNsEQiGTlyZFFR0a5du/bu3du5c+eWj/hRPgVvL0EgUD8FhAP1U8B8mKY7CYnEprq6CvkUaBrW8r1mH+FsTm5ubr1bOHDgQEJCwrBhw2JjY1ltFwNycnL0OjK4f/8+Wgk1E6ucQqYazBj5FDDsmWfMpXIKEZlDNy71alY+JS0tjYgGDhyoNyRbnz59du3axT5t+YiRTwGBQX+0IBzoPwXMhMm6k2D5FLT3gaYpLy8noprj+Li4uBBRRUWF4dXz8vLWrVsXHBzMapfX69y5c4sWLdKbGRoampyczPubsGDafIpp6qcYewghsEQajYZNiESiwYNf5h3O/7Rv300isVGpzPqesFn5lOrqah8fn5CQEL35tra2ZLR8B/IpIDSonwLCoe2eE1d44EjbnURcXNzq1auNui9WJwsJRGgalolzdHTUm+/k5ERECoXCwLoqlYq1aHv//fft7e15H4qwHDt2LCsri01v376dTRQUlO7evZuM/AsYFBTGxkzh/R2AGdFWxgwL6+TnF8w7nP9xcHCKjOx08+afvAMxpFn5lI8//rjW+efPnyeiiIjaR/xKTU3VvUxUVFQ4OTkplcqGRox8CggM8ikgHKifAuaAdScxd+7cht+cNBm7wqN+CjSNq6trcXFxZWWl3nxWM6VmvRVdW7duvXXr1tixY9u1a9fA3UVFRY0fP153zokTJ86cOcP7a7A8X3/99Y4dO/Rm7tixf8eO48betYODk6enX1HRfd7fAZiRq1evsolOnQbyjkVfTExva86n1CopKYnlWV944YVaF3jzzTdZr0ta0dHR2hxtvUQikVgsUatVyKeAQKC9DwgH+k8B7hrVncSDBw8KCwt15ygUCgcHB7lc3sDdsTpZSCBC03h5eRUXF5eVlenNZ3M8PT3rWjE9PX3btm3t2rV7+eVG1O3v1KlTp06ddOfk5eVpq1dAs5mollBAQGuWT0EmF4iourr6+nU2hLYoJqYv73D0dezYa/v2NbyjMKQl8ykKhSI+Pn7Hjh1qtfqVV17Ru+C2ZNA2tkol8ikgFKifAsKhzafg8RK4aGx3Ej///POPP/6oN7N169Y3b95s4B7ZFR4FHprGw8ODiIqKivTmS6VSIvL2rnPw3by8PLVanZqaWvP1Z1JS0nPPPUdES5cujYyM5H2IVu7dd9/9+uuvVSqVi4vnxInvsZlVVVVr1hjxATIwsPW1axeovhZhIBBHjx591NeSq7Oz2Q3yFRPTm3cI9WixfMqZM2fWrVtXUFDg4OAwadKkoUOH1rXkwIEDdfvHqq6u3rlzZ6Oq1NrY2CqVcuRTQCBQPwWEQ9u7Oa7wYHpG7U7i/PnzOTk5ejMzMjyrqqqJSC6Xs5f87u7uXOl3VAAAcYtJREFUgwcP5v1NgMUIDQ1NTEy8fPlyv379dOcnJSURUVhYWF0rOjo6BgYG6s2Uy+VSqdTOzo4lYlh/iGBUTz/99IoVK4ioQ4ce2rZUFRUVxs6nsImG16QDK/bLL788mvRsznaMpE2bKEdHl8rKMtLpN9estEA+RSaTrV69mjWe7Nu374QJE/z8/AwsP3fuXN0/y8rKlixZ0rigbYzY3y2AuUH9FBAO9J8CHDWhO4nIyEi99EdCQsLdu3drLrl48eLamkX0IComoqqqqtGjRxNRTEwMhkqBhuvVq9euXbsuXryoUCi0SUCZTJacnGxnZzdgwIC6VoyNjY2NjdWbefbs2YULF0ZHR8+fP5/3kQlFeno6mwgP72CynQYEPMynoH4KKJXKnTt3EhGRiMiDdzi1EIvFYWEdr107T7XVxTMHzc2nPHjwYNasWYWFhaGhoVOnTo2KijJF0MingJAgnwLCgf5TgJemdScxfPjw4cOH686Ji4s7ceJEY/Ys4n3oYMFiYmLat29/8+bNlStXTp8+XSKRKBSKhQsXVlVVDR482NnZWbvkvn371Gp1dHQ0mvCYFZ18SkeT7TQwsA2bQD4Fjhw58ihJ4WaMnlVbRFhYJ5ZPefDgAe9YatGsb62iouLTTz8tLCwcPHjwlClTTFYtkD1eqtVq0+wOgC/kU0A4tO19UD8FTMxk3UlMnjzZ19eXTd+7F7xz5+dSaR7vowcLNn369JkzZ546derSpUuhoaEZGRlKpTIoKGjixIm6i23YsEGpVI4fPx75FLOSlpbGJiIiTJdPQf0U0IqPj380aY6NfZjw8M5swgrzKYcPH87NzY2NjZ02bZpJg0b9FBAS9J8CwoH6KcCLybqTmDZtWkxMDJu+dInOnPke+RRojsDAwBUrVmzZsuXSpUtpaWleXl59+vSJi4tzcnLiHRrU79atW0QkEolMWT/Fzy+YSESkQT5F4BQKxW+//UZEYrGNWu3BO5w6hYc/HOXm/n1zHOe7WfmUgwcPEtHIkSPrqioiFouNEjTyKSAkqJ8CwoHxfYAXXt1JaMs8QJN5eXlNnTrV8DLbtm2rdzt9+vTZvXs376MRlqysLCLy8wtxdfUw2U4lEhsiWyKlQqFQqVTamqEgNAcPHiwuLiaikJAO2dnmWwycnd2IHIjkJSUlBQUFPj4+vCP6i6b/iqtUKtZT/ccff1zrAoGBgWvXrjVK0Da2ZK4d/AK0OBsb1E8BocD4PiA0yJgDCFlVVRURtW3b2eR7tidSajSa3Nzc0NBQ3l8D8KFt7BMREZudncQ7HMNciOREdPbsWdYC13w0vf5Ifn4+rx5M0PwBBAV32yAcGN8HhMbGBvVTAISuXbsuJt/nw4epzMxM3kcPfFRWVrL6aHZ2Dq1bm74ENtbD3rXPnj3LOxJ9Tf8VDwgI4FUnEJVjQVCQQAThQHsfEBpkzAGgbVvTP80+HF07KyvLwLjaYMX27dtXWlpKRE88MczOzoF3OPVyYf87c+YM70j0WWRiAo+XICgo8CAcyKeAWTFBdxLIpwBA+/bdTL5P1E8Rup9//plNPP30mKysEt7h1MuByIao+uLFiwqFwt7ennc8/2OU/mKNDTcfICjIp4BwoP8UEBpUuQUQOBcX91atTD+I9cPHUeRThEkmk+3bt4+InJxc+vcfwTucBnIhIrlcfvHiRd6R/AXyKQDmDgUehAP1U0BokE8BELioqO4ikcjku0U+RdB27Nghl8uJaMCA5x0cLGVs9YdNfk6fPs07kr9APgXA3KF+CgiH9tkS9VNAIHBLAyBwHTr05LFbWyIRPRqwGYRm8+bNbOKZZ8bxjqXhkE9pObj5AEHBeMkgHKifAkKDWxoAgYuJ6c1pz/ZElJubq1AoeH8HYFJ5eXnHjh0jIk9P3969n+YdTsM5SSS2RHT69GleowzXyiJrmeLmAwQF9VOAo6ysrF27diUnJxcXF3t7e4eGho4aNSo6OtpIu0P/KSA0uKUBEDh++RQ7Irlarc7Ozm7bti3vrwFMZ/Pmzewua+jQsRb1GyTy8mqVn59RXFx85cqVrl278o7nIYvMp+DxEgTFoq50YFVOnz69ZMkS9qPr5+dXVFR07969P/74Y8yYMePGGaWCKOqngNCg/xQAAdL+xnl7B/r5BXOK4n9dqCCfYt3kcnlycrL2zzVr1rCJ6Oi+165dI6L8/HzeMTaIj0+b/PwMIjpx4gTyKc0LGo+XICRIIAIXJSUly5cvV6lU/fr1mzRpkpeXl0ql2rNnz4YNG+Lj42NiYjp37tziO0U+BYQGtzQAAlRUVMQmoqJi+UXx8PYSXahYvdu3b/fq1avGbMdPP13EO7TG8fEJYxOnTp169913eYfzEPpPATB3yKcAF4cOHVIqldHR0dOnT/fy8iIiiUQycuTI559/XqPR7N271xg71bb3QT4FBAK3NAACVFhYyCa45lMwxI/AefMOoNE8PUPs7OyJ6OTJkxqNhnc4DyGfAmDukE8BLtLS0oho4MCB2hwH06dPH+2nLQ7j+4DQ4JYGQIAKCgrYRHQ0l8F9mIe3lxkZGby/DzCR4OBgW1tbIhKLJYMHvzz8EfbazPxJJLasv6H8/PyrV6/yDuchtPcBMHcY3we4qK6u9vHxCQkJ0ZvPfomNlO9Aex8QGvSfAiA0crn8UXsfm1atOHZcgvopguPt7Z2bm0tEgwa9uHDhEu38N954Q9sGzcz16DEwMfEkER0/frxTp068wyGy0PopeF0PgoIEInDx8ccfr1+/vuZv1fnz54koIiLCGDtFPgWEBld4AKE5d+7co3cSLiIRx2cxG7HYllA/RUi0ubNRo97kHUsTxcY+ySaOHj3KO5aHLPKtCG4+QFBYQ0EAc5CUlLR9+3YieuGFF2pd4Lvvvvvzzz9156hUqoCAgHv37ukt+d///lfbgFzr/PmHVaDT0tI2b95MRCEhIQMGDOB93ADGYmNjkXdiANBkOs+BrnwjsbNzlcuLCgsLZTKZm5sb7y8GjK60tJSIwsKitVkJi9Op02N2dg5KpfzkyZNqtVos5l87xCJ/xVE/BTjKysratWtXcnJycXGxt7d3aGjoqFGjoqOjjbdHFHgwBwqFIj4+fseOHWq1+pVXXqmrjmVaWtqFCxf0Zjo4ONRc8l//+ldiYmKN2Q9PpdOnT58+fZqIRowYgXwKWDG8IgIQmiNHjjya5JzCsLNzkcuLiCgzM7NLly6cvxcwlbFj3xWJRLyjaCI7O4euXZ+4cOFIUVFRYmJibCzHHp0fssh8Cm4+gJfTp08vWbKE1dL08/MrKiq6d+/eH3/8MWbMmHHjxhlpp8inAHdnzpxZt25dQUGBg4PDpEmThg4darRdWeoPPEDT4JYGQFCKi4v/+OMPIiKyJXJo5taayc7uYQWZjIwM5FMEwsPDZ/jw13hH0SyxsYMuXDhCREePHkU+palB4+YDeCgpKVm+fLlKperXr9+kSZO8vLxUKtWePXs2bNgQHx8fExPTuXNnY+xXLJaIxRK1GsOdAAcymWz16tVnzpwhor59+06YMMHPz8/A8vPmzfvXv/6lO2fw4MHZ2dkGVvnkk09YH7dElJKiiY//lIgiIyONNIQQgFnBLQ2AoBw/fvxRB2H829fo5lN4xwImEhc3zcHBiXcUzdKr11PffvsvIjp8+PDMmTN5h2Op+RS8rgcODh06pFQqo6Ojp0+fzkaQlUgkI0eOLCoq2rVr1969e42UTyEiW1s7haKS9xcAgvPgwYNZs2YVFhaGhoZOnTo1Kiqq3lUcHR0dHR1154hEIrVabWCVWbNmOTs7s+mdO2+xfEpoaCjyKSAEyKcACMrBgwcfTSKfAiZy7do1NmFjYz9mzDu8w2muDh1iXV09SkuLT58+LZfLa21UbkoWmU9B8wfggj3dDRw4kCVTtPr06bNr1y6jPvshnwKmV1FR8emnnxYWFg4ePHjKlCnaKiRGpT25jDQeM4C5QT4FQFAOHTr0aJJzZ7REZGfnwiYsK58il8s3bdqUkJAgk8kiIiK6du06evRovZvzupi+G0Rz8OWXX7KJkJAerq4evMNpLrFY0rPnoKNHd1RWVp4+fXrw4MF847HIfApuPoCL6upqHx+fkJAQvfnsOdOoj3/IIYLpHT58ODc3NzY2dtq0aSbbqXa8ZORTQCBwSwMgHBkZGez1m4uLX1kZ/3Pfzs5FLBar1er09HTesTRUQUHB/Pnz2bi/7u7uKSkpKSkpSUlJs2fPdnWtJ0XFpRtE7nbs2JGQkEBERLbBwd14h9MyevUafPToDiI6ePAg93wK/xGGmgDPlsDFxx9/vH79+prDmpw/f56IIiIijLdrW1sMmQymxuokjxw5Ul0HY+xUm0+pqqri/QUAmALyKQDCoa2c4uXVhncsREQikcTPL4SIbt++bSmvMZYtW5aZmdmxY8f169f/9NNPa9asadWq1dWrV9etW2d4Rd1uEH/44Yfvv/8+Pj7+9ddfJ6L4+PgrV67wPjKjkMlk77333qO/giQSK3mIfuyxIWxCpwEdNxZZPwX5FDAfSUlJ27dvJ6IXXnih1gX27t1bWFioO8fNza2ysnGNd1DmwcRUKlVOTg4Rffzxx7UuEBgYuHbt2hbfr/bZ0lJu7ACaCfkUAOHQyae0zs42iyY2ISER9+5lK5XK7OzssLAw3uHU48aNG8nJyS4uLnPmzGG1UYKCgubOnfvmm28eO3bslVde8fX1rWtdjt0gcvTBBx/cuXOHiIiciXx4h9NEpaWlbOL27du//fYbm/b0DJBK7125cmXp0qXu7u5s5vDhwwMDA00cnkXmU3DzAeZAoVDEx8fv2LFDrVa/8sorNeutMPHx8devX9ed4+HhUVlZqVAoGr4v5FPAxPLz841UA8UwtPcBocEtDYBAqFSqo0ePEpGdnYOHRwiRueRTLl48RkQZGRnmn085e/YsEcXGxuo27fH394+Ojr569WpCQsKIESPqWpdjN4i87Ny587vvviMiGxvb6urWvMNpunv37rGJxMTExMTER7NVRKTRaGbMmKFd8ujRo8inNAieLYG7M2fOrFu3rqCgwMHBYdKkSUOHDjXq7uzs0N4HTCogIGD37t2m36+NzcNfpUfDSQJYOQxZCCAQiYmJUqmUiLp2fUIsNpdHsJCQh83V09PTn3rqKd7h1IP189K9e3e9+d27d7969arhXmA4doPIRXp6OmvNRERxcdM3bTrMO6IW506UzzsGIgvNp+DmAziSyWSrV68+c+YMEfXt23fChAl+fn4Glp84cWJxcbHunA8++KC4uFhvTFnD8AITBAL1U0BocHkHEIgjR46wid69n05JKWzexlpMcHA4m7CILmnz8vKIyMdHv90Km5Obm2tg3braLxvoBvH+/fvshl/r+vXrPj4+BQUFvL+JepSWlo4cOZI9gPTqNXjkyH9aRz4lJiZm0KBBbLqqSv6f/7ytUlU7OTl17tz5UZ+7HFhoPgU3H8DHgwcPZs2aVVhYGBoaOnXq1KioqHpX0Z72Wm+++WZFRUWj8inojxYEAv3RgtDglgbA+hw9enTmzJl6M2/dusUm9uw5UVjYuH70jKdVq0g2YRENXsrLy4mo5jg+Li4uRFRRUdHYDRruBjE9Pf2LL77Qm9m6dWu9jhHNjUqlGjdu3NWrV4nI37/VggWbS0vNpbw1U9u2bf/+979r/7x06dcLFw5XVFQEBARwjMoi8ylo7wNcVFRUfPrpp4WFhYMHD54yZQqrH2gaaO8DAiGR2IhEIo1Gg/opIBDIpwBYn6KiokuXLtXxoSQr6z6RiHeMD1lWPoW9a6n5StLJyYmIGtU1YQO7QbREH3zwwd69e4nIwcHpq692enn5lZbe5h2UUfTtO/zChcNElJ2dzTEM5FMAGurw4cO5ubmxsbHTpk0z8a5R5kEgRCKRWCxRqaqRTwGBQD4FQGBczCeZQkTOzm5eXn5FRQ/S09M1Go1IZEax1eTq6lpcXFxzlExWM6VmvZW6NLAbxIiIiDlz5ujOOXny5ObNmzUaDe9vok7ffffd8uXLiUgsFn/22Y/R0T14R2RETzwxfOnS6UR0+zbPhBHyKQANxUY4HzlyZF3jnojFYiPtGu19QDgkEhuVqhr90YJA4JYGwIrNnDnzk08+IaKvvvrq//7v/4jo7bc/GjNm2osvvmg+fXCEhEQWFT0oLy+/e/duUFAQ73AM8fLyKi4uLisr05vP5nh6eta7hUZ1g+jv7//iiy/qzsnPzzeff7iazp07N3XqVDY9ZcqCQYNG8Y7IuFq3bh8a2jY7+xbfFljIpwA0iEqlysnJobq7swoMDFy7dq2R9o4yD8JhY2OjVKI/WhAK1E8BsGK2trasaw/W6SkR9e79lJOTk1lVA2nVKvLKlbNEdOvWLTPPp3h4eBBRUVGR3nw2cJK3t7fh1ZvQDaIFKSwsfPnll5VKJRENH/7qxImzeUdkCn37PrtlyzK+MRjrdbpR4V09mF5+fn5d1VJMAP2ngHCwLmlRPwUEAvkUAKunUqnOnj1LRE5Oru3bd+Mdjj4L6kIlNDSUiC5fvqw3PykpiYjCwsIMrKvbDeKyZcusLJmSlpYWFxfHXv22aRMdFzcrTQff5jBG1b//CN4hoH4KQMMEBATs3r2b196RQwThQD4FBAX5FACrd+XKFZlMRkQxMb21w9iZj9DQdmzC/PMpvXr12rVr18WLFxUKhb39w3tjmUyWnJxsZ2c3YMAAA+ty7AbRBJ5++umsrCwiIhJnZUn+/vcJvCMyka5d+7q5ecpkUo4xWGj9FORTQFhQ5kE42OMl2vuAQODyDmD1WG8dRNS1a1/esdQiNLQtm0hNTeUdSz1iYmLat28vlUpXrlzJ7hMUCsXChQurqqr69+/v7OysXXLfvn179uzRzRDpdoNYK94H13RSqZTVTCEiolZEAnoLa2Nj26fPMM4x8P4SmgI3HyA0aO8DwoH6KSAoqJ8CYPXOnTvHJrp2fYJ3LLUIDW0rEok0Gs2tW7d4x1K/6dOnz5w589SpU5cuXQoNDc3IyFAqlUFBQRMnTtRdbMOGDUqlcvz48ZGRkcS7G0Rjmzdv3qO7Jtcnn3yp5vgYRUVFf/75J+8wjWXAgOf/+98tHAOwyHyKjQ3yKSAsaO8DwsHyKaifAgKBV0TQfHK5fNOmTQkJCTKZLCIiomvXrqNHj5ZIJA1ZNysra9euXcnJycXFxd7e3qGhoaNGjYqOjuZ9TFaFdZ4iFktiYnrzjoWISC6Xs4ns7Gw2HrCdnbNCUXbt2rW4uDjdvnInTJhQ11jCvAQGBq5YsWLLli2XLl1KS0vz8vLq06dPXFyck5OTgbX4doNoVGlpaatXryYiIhFR6Pz58x0cHPSWOXv2rBXnU/r0eUYstlGrq4nT27iWzKccPXp0zZo1K1euDAgIMGrQeFcPQoMyD8LBXtejfgoIBPIp0EwFBQXz58/PzMwkInd395SUlJSUlKSkpNmzZ7u6uhpe9/Tp00uWLGH5az8/v6Kionv37v3xxx9jxowZN24c7yOzEvfu3WMdW4SHd3Bycm3u5lqC9he2pKSEtYIhEhGRSqWKj4/XXfLxxx83t3wKEXl5eWlHBa7Ltm3bdP/k2w1i8x09enTXrl21fnTw4MGqqioiIvIlcmjERq2Fs7Obn1/4vXupRHT58uWnn37axAG0ZD7l0KFD2nyncYO2sWXV0kywLwBzgPopIBw2NjZEZK3vkcD8mfh1ParcQjMtW7YsMzOzY8eOM2bM8PHxycvL+/zzz69evbpu3br33nvPwIolJSXLly9XqVT9+vWbNGmSl5eXSqXas2fPhg0b4uPjY2JiOnfuzPvgrEFCQgKb6Nz5cd6xGGBPVMo7BqjTpUuXVq1aZXARMVEg7zC5CQrqyPIpp06d+vDDD02895bpj7aiomL9+vUpKSkmixvvc0BQUD8FhMMMxz4A4Th9+vT7779/9OjR/Px8T0/PoqKiCxcufPTRR1u2GKttNvpPgea4ceNGcnKyi4vLnDlzfHx8iCgoKGju3LkSieTYsWP5+fkG1j106JBSqYyOjp4+fbqXlxcRSSSSkSNHPv/88xqNZu/evbwPzkpcuHCBTcTEPMY7Fn1t27bdvHnz5s2bX3llEpsza9asxMTE2bNn8w4NGsvPQvvxaBFBQdGsjtWZM2dM/0Kuud/74cOHDx48mJmZqVAoTBm3ra29UmnSPQJwhHwKCAceL4EXLq/rxWKxRGKjUqGBGzQF65gjNjZWt2mPv79/dHT01atXExISRowYUde6bOiTgQMH6vW00qdPn127dpn/0LmW4vz582wiJqYX71j0OTg4tG/fnoju339i82YiovLy8m7dumk70AVzM336dG0LLKlU+tprr1VVVdna2hGFVFUJt+mGvb0LkQtRaVFR0ZkzZ/r162fKvTe3fkpWVlZeXp69vb2bm5tu90XGhhtuEBQ7OyG2hwRhwuUdeOH1uh5VbqHJ0tPTiah79+5689kc9mldqqurfXx8QkJC9Obb2mLQ+haj0WguXrxIRM7Obm3amG8vv23atGcTN2/e5B0LGNKhQ4chj9y8eZP1nPK3v/1dLMbviAf73/bt20284+bmU/7xj39seqTeXq9aEF7Xg6CgwINwIJ8CvBh4Xa/91BiQT4Emy8vLIyLW0kcXm5Obm2tg3Y8//nj9+vWdOnXSm8/qU0RERPA+OGtQWFgok8mIqEOH2Jqj2JqP4OBwdiG6ceMG71isx88//7xhwwYj9a9fXV39n//8h03HxU3jfaycJSUlafMpK1eudKxDWFiYMfZuqe2s0D0nCArqp4BwIJ8CvPB6XY8yD01WXl5ORDXfaLq4uBBRRUVFYzeYlJTE3u6+8MILNT/99ddfFy1apDezU6dOycnJvL8JM8USXkTUsaPZNfbRJZHYhIREZGZez8nJKSsr4x2Oldi7d+/mzZvXrVu3f//+Ft/4nj17WMK0R4+BkZGdmr09y6ZWq4nsiFyIyjQaTV0j5FRWVhpj7xzyKVu3blUqldo/lUplQEBASUlJozaC1/UgKCjwIBx4tgRePv7441rnG/t1PeqnQJOx2v6Ojo56852cnIioUZ0bKhSK+Pj4HTt2qNXqV155pWa9FWgCbT6lQ4eevGOpR5s2UZmZ1zUaDZr8tJSsLCkRnTlz5u9//3uLb/z7779nE6NG/ZP3gZoPT6IyInJ1dfX09NT94M6dO8YbGphDPuW7775jNd+0goODH42b3VB4vARBQYUsEA7kU8CsGH5dv3bt2vj4eN055eXlkZGRjWochCGToclcXV2Li4trvnRlNVMa3hL/zJkz69atKygocHBwmDRpkrbDSz3Ozs7BwcG6c4qKilCdwYC7d++yiY4dLSCfwibQ5KelvPTSW4mJJyory3/77beoqKgW3HJubu6BAweIyN3de+DAF5q9PavhIRLlaDQad3f3zMxM3RZ2Hh4eja290XBo7wNgAezt0d4HhAL5FDATDXldr1Ao9F4REZFe9yv1Qv0UaDIvL6/i4uKaGQ02R+8Nba1kMtnq1avPnDlDRH379p0wYYKfn19dCw8fPnz48OG6c2bPnr1w4ULeX4P5un//PhF5ewf4+7fiHUs9tPmU69evBwUF8Q7HGvTt+7cPP1z52WeTiCgrK6sFt7xp0ybWBPWZZ8ahkoEOu/DwzunpSTk5OWfPnu3bt69p9sohnzJ9+nTd9j4KhWLatGms/WfDoeiAoKD/FBAO5FPAHDTwdT0b31B3Tnl5eWN7WkE+BZrMw8ODiIqKivTmS6VSIvL29ja8+oMHD2bNmlVYWBgaGjp16tSWfYUO9KjfJfOvnEJEYWEd2ATyKS1oxIiJv/767fXrl+rq0aNpfvrpJzbx7LPjeR+ieenRY3B6ehIRxcfHW3M+5dlnn9X9s6ysbNy4cY3dCOqngKAgnwLCgXwK8NWo1/X//Oc///nPv7Rdj4uLu3DhQqP2iFdE0GShoaGJiYmXL1/u16+f7vykpCQiMjyYRUVFxaefflpYWDh48OApU6awfpfBGMy8M1qmTZsokUik0WiuX7/+1FNP8Q7HSohEon/845MZM0a24DYvX76ckpJCROHhHaKje/A+RPPSvftT27YtU6vV27ZtW758eWOrizaN+Q7cZRhuPkBQ0N4HuDt69OjLL7987949Y+8I+RTg6MGDB+++++6ZM2dCQ0O//PLLmTNnGkimtBS8IoIm69WrFxFdvHhRt+tZmUyWnJxsZ2c3YMAAA+sePnw4Nzc3NjZ22rRpSKYYVXR0LO8Q6ufk5BIY2JqI0tLSjDTErzD16zciODi8BTe4detWNjFs2Ku8D87seHj4du8+gIju3bt37Ngx0+zUUvMpqBwLgmJv79j8jQA0x6FDh1q2tmpdkE8BXnRf1y9btsxkbR9wSwNNFhMT0759e6lUunLlSta0RKFQLFy4sKqqqn///s7Oztol9+3bt2fPHt2ekg8ePEhEI0eOVNeB98FZCZFIZBHtfehRk5+qqqr8/HzesVgPsVj8wguTW2prGo2GdYIuEomGDo3jfXDmaOjQsWzi559/Ns0eLbU/WjR/AEFBgQeOKioqfv75Z1a51ASQTwFedF/Xm3K/qHILzTF9+vSZM2eeOnXq0qVLoaGhGRkZSqUyKCho4sSJuott2LBBqVSOHz8+MjKSiFQqVU5ODtU9THhgYODatWt5H5w1CAmJcHf3bv52TCA8vMOZM/tJZ1giaBF/+9vfv/lmDhuvt7Fj2urJyMi4ffs2EcXE9A4KCmvOpqzVoEEvLlr0dnV11fbt27/55ht7e6P/wlpq/RQ0fwBBQYEHLg4fPjxz5szx48fv2rXLZDuVSCw10Q+WjtfrerT3geYIDAxcsWLFkCFDHB0d09LSPDw8Ro4cuXTpUsODJefn56MGimlYROcpTHh4RzaRl5fHOxar4usb5OLysIvf06dPN2dTFy9eZBNPP/0y78MyU+7u3o8/PpSIiouLf//9dxPs0VJvW/G6HgQF7X2Ai6ysrLy8PHt7e3t7+9LSUvZqxdjQ9gG44Pi6HvVToJm8vLymTp1qeJlt27bp/hkQELB7927egQtCTExv3iE0VETEw3wK6qe0OE/P8NLSXCLavXv3mDFjmrwdlk8RiUSDB7/E+5jM19ChY0+d2ktEW7ZsGTlypLF315L5lE2bNhk7XC3kU0BQbGxsxWIxXiWBif3jH//4xz/+waZfffVVmUxmgp0inwJccHxdjzIPYMU6dXqMdwgNFRbWQSyWqNUq1E9pcR4ebbKzTxNpfv/99+rqahubJj6Ds6HQO3V63M8vhPcxma8BA553cnKpqCjbs2dPSUmJu7u7UXdnqfVT0PwBhMbGxl6prOQdBYDRof8U4ILj63q09wGwMtrqnBKJbbt2XXmH01COjs4hIeHZ2bfQH22Lk0jsiVyJZFKp9MSJE80ckRqVUwxzdHQeOHDk/v2b5HL5jh079DqTanGWmk/BzQcIjZ0d8ilgAb777rs///xTd45KpQoICGj4QMs2NnhXD8KC9j4AVkbbXsbHp5VlVUCLiIjJzr5lmua9wuNBJCOi3377rTn5FJFI9NRTo3gfi7l75plX9u/fRESbNm1CPqV2qJ8CQoMcIliEtLS0Cxcu6M10cGjEFduybj0Bmg+XdwArc+PGDTbh7x/JO5bGiYzsdOzYTt5RWCsPomwi+u2331asWCESiZq2lY4de/n7t+J9LOaud+/BXl7+RUX3jx8/fufOHaPuy1LH90H/KSA0uOEGgUA+BYQGr4gArMz169fZhL9/BO9YGicyshPvEKyYLZEzEWVnZ1++fLnJWxk0CJVT6ieR2DzzzFgiUqvVW7ZsMeq+UD8FwDJoK4RXV1fzjgWgTrNmzZo2bZrunBdffJENm9JAyKeA0CBdDmBlUlJS2ISfXzjvWBqnbdsuvEOwbu5E5US0Z8+ebt26NW0Tgwa9yPsoLMOwYa9u2bKciH788Uej7shS66dg+FgQGlvbhzlE5FPAnHl5eQX/FTWy0CKfAkKDV0QA1iQzM/NRf65O9vZOvMNpnJCQCCcnF95RWDEP9r/Gdn+em5vLJgIDI0JCLKzSEy/R0T3CwzsS0bVr11QqlfF2ZKn5FLT3AaFB/RQQCPRHC0KDWxoAa3L48OFHk668Y2k0sVgcGdmZdxRWzDEwsA0RJSYmNqrqbnJyMpuIjn6c9yFYkmef/TubUCqVxtuLpeZTUD8FhAb1U0AgUD8FhAb1UwCsyYEDBx5NuvGOpSnat+/KOwRr9thjQ4lIo9Hs2bOn4Wtp8ylRUX14H4ElGTbsVbFYQkRVVVXG24ul5lMcHCys+hxAM2nrpxj1igDAnY2NLe8QAEwK9VMArIZSqTx06BAREYmJLLLhTPv2TezXAxri8ceHsYmGN/m5fPmytgWZt3cQ7yOwJL6+QY89NoSIjDoEuOXmU1A/BYRFe8ON+ilg3VA/BYQG+RQAq3HkyBGZTEZERK4W+pwVFdWddwjWLCbmMTc3TyI6evToo6JSj/j4+EeTnrzDtzwjRkww9i4s8jwn1E8B4UE+BQRCWxULQCDQ3gfAamzbtu3RpAfvWJooIiJGIkFFUWOxsbHt2/dvRKRUKvfv31/v8hqNBvmU5hgw4Hk3Ny82rVarjbELS82noP8UEBo7u4dlHu19gItNmzbt3r07ICDA2DvC2LEgNKifAmAdKioqtm/fTkQSiY3l5lNsbe18fUPZdHFxMe9wrNDAgSPZxI4dO+pd+Ny5c5mZmURE5EyEG6RGs7OzHzbsFTZdWVlpjF1Yaj4F9VNAaNB/CggE6qeA0OAVEYB12Lp1a0lJCRFFRz9GZMM7nKYLDAxnE9nZ2bxjsUKPP/4Me5Ldv39/RUWF4YU3b978aNKLd+CW6vnnJ7GJyspKY1RRsdR8Cm4+QGhQPwUEAu/qQWjQJRyAFVCr1UuXLmXTvXs/yzucZgkIiGQTt2/f5h2LFXJ0dH7iieFEVF5evm/fPgNLKhSKn3/+mYjEYgka+zRZu3ZdxGJXIlKpVDrDmbcYS82nODo68w4BwKTQfwoIBPqSAKFBlVsAK/DDDz9cu3aNiCIiYtq27cE7nGYJCkI+xbiefvplNsHSJXXZtWtXUVEREYWGxhChU5ums7UNZBP/+c9/WnzjlppPsbNzEIksNXiAJtDWyUL9FLBu6D8FhAZVbgEsXVZW1gcffMCmp0yZLxKJeEfULN7eIUQSIsrOzlapVLzDsUL9+j3r7OxGRPv27WMZk1p9//33bKJjx/68Q7ZsNjZ+rEjv3r07Ly+vZTduqSkJkUiEe24QFORTQCBQPwWEBvVTACxaTk7OsGHDpFIpEfXp84y2t1HLJRKJiJyJSKFQJCcn8w7HCtnbOz711CgiUigUW7ZsqXWZmzdvHjlyhIi8vQPCwrrxDtmyiUQS1gFNVVWVNkvVUiw1n0J4hwkCY2//8IZbqVTyjgXAiNB/CggN8ikAFqeoqKiwsLCwsHDfvn2xsbE3btwgIm/vgPffX1FSUlJeXs47wOZ72LXC2bNneUdinZ59dgKbqKsFysqVKzUaDRE9//wksVjCO14r4Mv+t3bt2pZ9OW3B+RTcc4OgODg8/GFD/RSwbhjfB4QG7X0ALE5AQICPj4+Pj8+zzz57//59IiKyLSz0eumlcU899dRnn33GO8Dmc2H/O3XqFO9IrFO3bv3CwzsQUXJy8tGjR/U+vX///oYNG4jIxsZ29Og3eQdrHRxtbT2JKC8vb9u2bS24XQvOp2jrp6B7ThAC1E8BgbC1tbf0lucAjWJjY2tjg44GASyaE1EUkTXlRl2IRER08uRJ3pFYJ5FI9PLLU9n0okWL9D5dtGhRZWUlET3zzDg/vxDewVoJe/tQNrFixYoW3KwF51O0w8fK5XLesQAYnbZCOPIpYN3QPRYIEEYtBLAsarVaO+3pGdGp0+jOnWM7P+Lr68s7wOYTEzkRUV5eXmpqKu9grNOzz4738vIjooMHD+pWUUlNTf3mm2+ISCKxef31f/EO03rY2fkGBbUhovPnz585c6alNmsN+RSFQsE7FgCjQ/0UEA4HB2t6xQdQP0dHF94hAEBDpaamake9GTPmnYMHb23YsHG9jqFDh/KOsUW4sv8dO3aMdyTWycHBaeLEOWz6rbfeYt3uVFVVTZw4kd3tv/jiG6GhbXmHaU1EY8e+x6YWL17cUhu14HyKtr0x6qeAEGj7T0E+BayetrQDCIS2fgrrfRAAzJZarZ4wYQKbdnDwnzFjufW2UX2YT2GjzIAxvPTSW2Fh0UR08+bNUaNGJScnjx07lvUB7OXlP2XKfN4BWpvnn3/dzc2TiPbs2ZOSktIi27TgfAra+4CgiMViNnA6KmSB1cNwJyA0Tk4P66cgnwJg5tauXXvu3DkiIrL18OgmFlvww1R9XCQSWyI6cuSItj4OtCwbG9vPPvuJjbJy4MCBzp07b9++nYjEYsn8+T+5uXnxDtDaODm5vvTS20SkVqu/+OKLFtmmBV8CtM0fkE8BwUA+BQQB+RQQGm17H91OGQDA3BQVFX3yySeP/goVi627J2lxSEgUO+oLFy7wDsZqRUf3WLToV907Hzs7h/nzf+rd+2neoVmnsWPfZe8w4uPj2UjnzWTR+RT0nwJCIyEilUqFHCJYN+RTQGi09VPwEhjAnC1YsKCwsJCIRCIPIg/e4RhdWFgXNrF//37esVizfv2e3bo1KS5uWq9eg19++e3NmxOHDh3LOyir5eHhM3r0W0SkUqk+/fTT5m/QovMpDxsbs9GkAARAwv4nlUp5RwJgRMingNA4O7uxCdRPATBbmZmZ3377LRFJJDZicSjvcEwhPLwbm9i9ezfvWKxcq1aRH3yw4ttvD82c+TXrUQWM5+9//9DJyZWIfv3114sXLzZzaxacT9FWjq2oqOAdC4Bp2LD/FRUV8Y4EwIgwdiwIjTafgvopAGbr008/ZZXin39+kkgkiHHovLyCQkPbEdGVK1fS09N5hwPQMjw8fF577QMi0mg0M2bMaObWLDif4uCAfAoIzcN8CqtrCmCttG0fAATC1dWDTaB+CoB5unLlyubNm4nI0dH5jTdaoI2ApXjyyRfYxLZt23jHAtBiXnlluq9vEBGdPHly69atzdmURedT0N4HhAb5FBAE7bt6AIFwcXFnE6ifAmCePvroI5buHDv2XR+fQN7hmM7TT7/MJrZs2cI7FoAW4+Tk8s47C9n0jBkzmtOXggXnU7TtfcrLy3nHAmAaD/MpDx484B0JgBEhnwJC4+yMfAqAGZkxY0ZrHf7+/r///jsRicV2+/ZdevbZZ4VzqkZFdW/TJoqIrly5kpSUxDscgBYzbNir3br1I6K7d+++9957Td6OBedTnJwe3nyUlpbyjgXANB7mU+7evcs7EgAjQj4FhMbd3ZNNCOchDcCcFRQUZOvQvsdSq/3v3y+4d++eRqPhHaPpDB/+Gps4cuQI71gAWoxIJPrXv/5jZ+dARD/++OMvv/zStO1YcD7F0dGFSESonwICYsv+d//+fd6RABiRtu0DgEB4ePiyCeRTAMyKvb29re3Duy+RyNHOLtjOzs7Ozo53XCb17LPj4+KmXb16dfr06bxjAWhJbdpEvf3252x68uTJN2/ebMJGbHgfRXOIiGyIquqqnzJv3rxr165p/ywoKMjLyysqKqqurnZzc2vbtq2npycRxcTEzJ07l/exADTEw1901E8B66btmxNAIDw8fNhEdXU171gA4H/i4+Nfe+21qqoqIlqxYkefPs+w+bGxsbxDMx0/v+APPljRsSPvOKxXQUHBq6++amAB9BZqPGPHvnf+/KGzZ/8rk8lGjBhx9uxZHx+fRm3BovMpRGRLVKVQKGQymZubfv3wY8eOnTx5stbVpFLp7du32XRBQQHyKWAhHr4Pyc7O5h0JgBFpny0borKy8sKFC+Hh4a1ateIdOEATubt7swnUTwEwK59//jl7cTto0ChtMgWgZanV6oKCAt5RCJRYLJ4/f9Nrr/XMy8u8devWM888c+jQIVbrooFaIJ8il8s3bdqUkJAgk8kiIiK6du06evRoiURikm/g4ev63NzcmvkUAGPgWuAlRBIiFfIpYDJcCnzD8ykXLlwYOXLk3bt3xWLx9OnTFy1aJBZbcDtWMAdcyryXlx+RiEjDXoMDNEpzCi3XuxoL8McffxCRu7v3rFlf844FHrLiAi8Wix0cHGrOVygUyLYbj7u79/Lle//xj74ymfTSpUtPPvnk/v37g4KCGrh6c/MpBQUF8+fPz8zMJCJ3d/eUlJSUlJSkpKTZs2e7uroa//Afvq7PysqKjo42vKifX8jw4RO7dOnn4uKxZcviY8d+ZfNlMpnx4wQrwbvAE5E9UUVhYaFUKm1U6hSgCXgVeO27esPu3bs3YsQI1k2gWq3+6quvVCrV0qVLeX9tYMF4lXmxWMKaMFdVVWk0GpFIxPubAIvRnEJrBnc1TbR48eJt27bVu5i3t/f+/fubv7s5c9Z4ewfwPmjT0fYisXnzZjawERE5O9+oueSBAwc8PDxMGZt1F/jY2Nhvv/225vz33nvv9OnTvKOzZuHhHVau/P3tt4eUl8uSkpJ69uy5devW/v37N2Td5uZTli1blpmZ2bFjxxkzZvj4+OTl5X3++edXr15dt25dc4YdajB79r/09HTDy3Xp8sSqVb87OT08Vbp2jf/wQ9Xx4zuI6OrVq7m5ucHBwcaPFiwe7wJPLJ9CRKmpqb179+b9fYCV41XgfXwCRCKR4dETcnJyXnvtNZZM8fYOLCq6p9Foli1b5u7uPmTIEN0lH3/8cd5fJFgMrhd5O6IqjUbz4MEDf39/3t8EWIzmFFozuKtposzMzAsXLtS7mK+vb9O2X1RUpJ0ePXrKU0+N5n3EJlVRUcEm7t69q9Nn36WaS5q+Sp0wCzw0E6vdU1VVVWtaqqysjNX9f+mlf23fvqi0tCgvL2/o0KE//PCDi4uL7pJ9+/Z1d9cfM6FZ+ZQbN24kJye7uLjMmTOHZfWCgoLmzp375ptvHjt27JVXXmnyVazBHlaIun79es3PtOe/p6fv4sU7tMkUIhKJRO+9t+z48d+JKhUKxZAhQ3bt2tW2bVsjRwuWzQwKPBE5EkmJ6MqVK43Np1y5ckWtVt+9e/fOnTtZWVm3bt3KyMi4d+9eZWWlh4dHcHBweHh469atO3Xq1KtXr1atWqHdhMBxLPB2dg5ubl4lJYUGlpk5c+bx48eJiEhSWOhDJCbKJaJ58+bNmzdPd0lBjWoJzcH7Im9PVE5Et27dQj4FGqg5hZZ3gTeFwsLC7777btKkSY26pblw4cKhQ4fYdFRU7IwZy3kfBzyEAg9NI5fLiai0tLQBibNgIjlRhVwuj4uL0/vs/PnzvXr10pvZrHzK2bNniSg2Nla3ipS/v390dPTVq1cTEhJGjBhh5C/Hkf3v8uXLeh/k5uay2lxENHXql15efnoLqNVEFEl0g6jq2rVr7du3Z9kmkUjk4uLi5eXl4eHh6OhYVVXVt2/fESNGdOvWDY+XAmcGBZ60Zf78+fOTJ09u+GpJSUndu3dXq9W1fiqVSjMzM3VTtmKx2MXFxcnJydbWViKRiEQiR0dHHx8fT0/PlStXhoaGGv9IgTO+Bd7XN4TlUxQKRc1Pc3Jy9uzZ8+ivICI7ogCiMqKSmguXlpaaST1eMHO8L/IPL+/Jycl9+/bl/WWAZWhOoTVqgf/Pf/7zyy+/6M2USqUikcjJyUk73rCjo6POxbwpvvnmm02bNp07d67WT9Vq9RtvvLF+/fq1a9d27ty5IRvcvHnzG2+88einx/Gdd1bY2gprdGRd06ZNe/HFF9l0167/679j2LBhdX3nRmW2BR6siB1RFFE+0Z0GrtCsfAprZdO9e3e9+d27d7969Wq9bXBa6IBtiKovXbpUXl7u7OzM5lZXV//9739/NOigR79+z9Vcs7KyksiOqC1RGpFSo9EUFxezj6RS6Z07//sGjxw58n//93+hoaGTJ09+9dVXtaPQawUFBaGpsxCYQYEnIhfWZ+Hhw4f12thnZ2frVk/VKi4uXr58+e7du+t4Sy8iEhPp93GlVqtlMlmtvQsNHDgQtSKFgG+BDwmJTEtLIiI2sIKuK1eujB49uqysjIiIXLp3HxocHEJEVVWVJ0/+p6JCSkTu7u5KpZKNL+jm5ta1a9f3339/zJgx9vb2vL9XMF+8L/IP8ykJCQlTpkxpzobu3Llz8uTJ4uJif3//bt26hYeHi0QilUqVmJh47ty5vLw8Nze3bt269e/fX3vjBBaqOYXWqAX+1q1bR44cqXex5pfAd999VzvKeLdu/SZM+Khnz6dEItGgQT0rKzOJSokoISGhR48eb7755scff2yg8ldGRsbMmTO3b9/+aIYTUVtnZ0GPd2FnZ6dt76DbyoFXB65mW+DBIjg4OIwaNarm/KtXryYlJRFRVFRUjx492Ex//xztAv/973+vXbtW12ablU/Jy8sjoppDNLM5ubm5Jvlm3IiKFArF1q1b//GPfxBRUVHRG2+8cfTo0UcHaPhFuiNRNNE9IimR0sBy2dnZn3zyySeffFLzo7KyMtyRCIF5FHgbb+9WhYXZt2/f3rt3r24qfe7cuRs3bqxvdZFY7BoYGObk5OXi4uPi4uvo6E5EarXq2rXEvLwMIsWj/+REtbeJff/993/44YeJEyf26dOnZnrR0dGxffv2JvkqwLj4FvjAwAg2cfXq1TFjxrBpqVR669at27dvP0oO2hKFjRo1eujQoWyBjIzXJk8eUFJSWFLyl4oqly9fHj9+/Pjx40WPaD+Ki4vbtGkTry8ZzArvi/zDdPn+/fvlcnmtQzwYMHny5JMnT1ZUVEil0vLyct2PRCKRjY1NzW4OWE0BVllArVazrnCffvrpV199tWvXrnoBlJaWsi04ODhcuXLlxo0bMpnM29s7JiamY8eONjYP7ydtbW0x3qIpNafQ8ijwTqwPOK2KiorXX3990KBBPXv2jIiI0BYkAwoKCs6ePXvs2DH2J0um+PgEzpix/OmnX9YuZmPjRWTr4lLt5FT44EFOdXX1119//f33348aNeq5557r2bNnq1atbGxsFApFVlbW+fPnd+7cuXfvXm1qxt+//f37TkSomW5eLK3Ag3lxcnJ6//33a87//vvvWT6le/fu2gUe5VWIiPLz842VT2E/2DXrUbNEprYrIz2fffaZ7kfV1dXh4eH5+fl17eXWrVsjR47U/llc/PAm+1H3KF5ERUT0z3/+86OPPqquri4tLX3UqEFE1IbIdt68eTWf+h6922RfQghRiM6HykcPk+yWvYqohLVqrlXbtm3rqp/i6OjIXpDWSiKRGB77ysnJqa6vkXFwcGDtwWpla2truJsoZ2dnvbsuPfb29rVWtmfs7OyUSkNJKL3tOzk5dezYUXeBNWvWBARYTH/pTSvwq1at0rtG+/j4aH+wayopKam1wEulUjahUnkSZRPRyJEjPT09bW1tWUs0bQWrOoiJ/In87OxcIiP/1/GK9t/XxsaVyJOI3N3dWVftanW1SlWp0aiISK1W5uffVqvzieRElJSUVFcVFVtbWwMNUA2XecPnCzXgjDDciWm9qxsOQCwW19VgqtbtSyQSvdcg//d//9elSxeyEE0r8Js3b05OTtado1ar/fz8WMextYqLi9O+6dK5wj9ssFlaWlqz0jgREdkTRRLZbd68+eDBg9q5bdv+LSVlT2Wl9NEMGyIJ0cNyrtFo9ErIjh076uqPvN5LaL0lqmUvoY2N0PDeG7J9GxsbAxermj9A3bp1030ceuutt/T6BjZzTSjz+/fvP3nypO6ce/fuBQUFsRv3Wr377rvaXWgLvEajIZIQuRLJCgoK/P39nZycarYyrusSWl1dLZVK6yoMGk3twzBrNJry8nK9MvDzzz///PPPTf4O7e3tvb1rH5+rsZfQmsztnqpDhw66r9NGjx796quvNvmra5qmXaibvG5CQsKuXbt05yQnJ4eGhrKuHGsVGRmp7b4xJ0cklxfJ5UUKRTGbo9FoNmzYsGHDBiISiUQODg52dna2trbsvlr3O2cpP7lcrnfZFInEQUGd27R54r//Pf/f/57XzmdFRal06tq1n53dudzcPzUatVwu37x58+bNmw18LRKJXVhY39JSB6L7RLRy5UoDLUaLiopmzJhRc35GRgabOHz4cK0VH7RJ/8WLFzs5Oel9qj1T7t69W+v2U1NT2cTvv/9+9erVuv5xiejzzz+vmZzVlvPbt2/Xun1tx5S7du1iI0YTkYdHes0FTMzEBT41NXX9+vW6czIyMsLDw7V9StS0bt06bbJPe4UnnSJR62Op9sf61q1btf6LaB/mf/nlF70fHUZ7psyePbvmb4f2ISIlJaXW7WtL6aZNmw4cOFBzAe3VtdbVtfd4f/75Z60LaFt+rF+/Xu8awrB7M4VCUevq2iephISEWhe4d+8em1i9enWtA06x7ZeVldW6uvYKdvLkSe2+dAt8YmIi1a1Z+RT2L+fo6Kg3n10X6rqNO378uF4jAk9PT713ibqkUulvv/2mM6PHXz93J3IjkqnV6sJC3c4LxUStidzpUXu5xrDTjsT8SCBRKVFurVkVnY6voR5paWm6f3711Ve8I2qEphX4Cxcu6P3qODk5OTo61rW8Uqk0WOCpuFhC5ExUXqPMG+BO1IqNhyWXy0+cOGFg0ZKSkjrORz8iX6JCorsGKnNVVVUZeJAQGt2Wg0T09ttv846oEZpW4K9cuVKzjnfNm0Vde/fu1flLt8C7EdU6nr2YyJcokEhCOjcZOsKIPIkURA5E7kQiohKifKJSIv3HucrKSsNZPGg4vXN/+PDhvCNqnCaU+bS0tMOHD+vNNNxfz6P6s4zeFT6IqJRIU1dzywazIfIicmCd6hEpiFREEiJHIlcie6JqolIiWc3Gns2kUCiE8xOgd6TR0dGmj6FpF+omr3vnzp2aBb7maBe6/nrj14PIk8iTSElUTFRMVPbo5SVpNJpGXpBFRF4aTUBuriQ3N6HWJZRK5enTrJuPDkT3iIpq/grokBB5q1QBaWkl2t64DD9H1XtPlZ2dbSDZRETabEWtysvLDW8/IyND+6Beq/Pnzxv4VCaTGd5+Wlqazr/gJeLNxAW+oKCgZoH39PQ0kE9JTk7WeavUo+YChh9LpVKp4X+RmzdvakezrtWpU6cMfFpYWGh4+wZqYTCGV3/w4IGB92fs+zHwqUqlMrz9vw44VQtWzaQuSqXS8PZzcnJycrTNfBpa4JuVT3F1dS0uLq554WMZPqP1/9fAY1MTZRJlNmxhgPqZd4E3rKTWfjoBDDDjAq8mus/eHAK0IB5l3kjPJ9VENe9o1URVdeQowVI1p9BafoHXEBUSNfDFUi1qVMFTET2o7dwBcyHsAg9mqln5FC8vr+LiYp2GMw+xOZ6enrWutWnTJt3q1hUVFZ06dapZo9jV1bUhdckyMzO9vb3d3NxUKlV5eTkblIR9dPfuXYlE4ufnV+uKKpXq9u3bROTk5FRrk5OSkhL28t/X17fmOaZQKKRSaXFxcVFRUUhISF3tfQzXbjXcNqHe1etdoJmrt/j2bW1t9b7q1q1bk+VoWoFfsmSJXg3hnj17PnjwoGZttPPnzxuuq0xEd+7ccXJyYrWpVSpVQUGBtuJrUVFRdXU1K/B2dnaenp7a/vOZrKwstVpta2vbqlWrmluuqKhgleU8PT1rPZYHDx6wIw0JCdFuubKysri4WHv+FhcXKxQKA529GS7zzS+xRt1+Y09YsVis15DEssZFalqBnzVr1rRp03TnvPjiizrJ/v/Zvn27gar11dXV7J2eSqVycHCwtbX18vLSLdLs8ktE/v7+tfZglZOTw86O8PDwmp8WFxeXlpbm5+eLxeImN0+wskt0TY09oYKCgnQ7KQwMDCSL0oQyP2HCBL3O7aZNm1breCUrV65csGCB4QAKCwvlcnlwcHBBQUGtb+kN/IuUlpZ6eHgEBQXV+qlarc7KyiIiBweHWpdhpwMR+fj4sA5Q2H2O9vcrPz+/urrazc2tbdu2NbuilMvlRUVF9+/fp9q6J6g3eMbEl+jmb9/f31/3olTXlcSomnahbvK6w4cP79Onj+6cxYsXr169uuaSM2fOnDRpkuHgS0pKpFJpmzZtdGdWVlbK5XIWg+6/iLu7O2sNxP4sLCysrKwMCQkxsH2pVFpaWmrgl9fAv3h+fn5VVVVdJxQRZWZmajSauu6pysvL2elQ1z3V/fv3WfOTVq1a1Wz9QY+ah9jb29faIrWsrIzVAvD29q61ftC9e/dYmiA0NLRmrzRNuCDUxcvLi0zIxAW+e/fuf60zTlu3bv34449rXmrGjh375JNPGg6elYrWrVvXvISyx9KAgIC66vMafiwlotzcXFbFJiwsrOZjaVVVFasx7ezsXOtdulQqZW2CDN9TiUSisLCwmp8qlUp2p+fq6lprq/+ioiLWL0Fdx5idnV1dXS2RSGp9NpTL5aw+oJubW60/MYWFDzvOCwoKqrX3sdu3b6tUKhsbm1ovCJWVlazai7u7u+Erud71imlWPoU9ENYcUoT9e9QVjd55W1ZWVmsNK7FYHBUVVW8MBpapd3W9vjwADGtaga+Z0auurq41b9K2bdt6Y2jISWGMdZu/OlicphX4Wm+tau2Do9bfJF0xMTHNiR8lFhqrCWXezc1N72Gjrk5tgoKCDDybmUCHDh047h2MpGkX6iav6+zsrPes5ejoWGs/UL6+vgY6UzN/9f6CGPueytjbt9ALgokLvIODg14+y9XVtdbnVg8Pj1q77Wi4Zj6W1vsv3qlTJ6Nuv4HjkTd5+127djXq9rt169bkjTer22qW4Ll8+bLefNZyqdb0FYDlQoEHQUGBB6FBmQeL05xCiwIPFgcFHsxQs/IpvXr1IqKLFy/qJupkMllycrKdnd2AAQN4Hx1AS0KBB0FBgQehQZkHi9OcQosCDxYHBR7MULPyKTExMe3bt5dKpStXrmTtFxQKxcKFC6uqqvr3719r4ysAy4UCD4KCAg9CgzIPFqfhhXbfvn179uzRHW0HBR4sDgo8mKFm9Z9CRNOnT585c+apU6cuXboUGhqakZGhVCqDgoImTpzI+9AAWh4KPAgKCjwIDco8WJwGFtoNGzYolcrx48dHRkY2dl0A84ECD+amWfVTiCgwMHDFihVDhgxxdHRMS0vz8PAYOXLk0qVLjTaUJgBPKPAgKCjwIDQo82BxmlNoUeDB4qDAg7mpZ2w5EygrK2OFOCIi4t///jfvLwTMwvDhw6243p2fn19+fr6rq+u6det4xwJmYcCAAXWN7G4FevfufeHCBSLauHGjo6Mj73CAv9jYWCvu+S8uLi4+Pp6IFi9eXOu4jyA00dHRzRytzJzNnj174cKFRPThhx/27NmTdzjAX2hoaO/evXlHYSxr16598803iWj8+PF/+9vfeIcD/Hl7e5OGt9LSUt7fA5idjIwM3gXTiCx6BEEwhiNHjvAulUbEeoAD0Pr+++95l0ojGjNmDO8vGMzLxx9/zLtUGtFHH33E+wsG8zJu3DjepdKI1qxZw/sLBvPy+OOPN7f/lOZzdnYuKiqaOnXqli1bDC8ZERHBarKkpKRUVVXxDvwvWrdu7enpSUQ3b96srK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Running Cepo in a pipeline
Example data
We will load an example dataset, a small, randomly subsampled subset of the human pancreas datasets from the scMerge paper consisting of 3 batches, 2 cell types, 528 cells, and 1358 genes.
data("sce_pancreas", package = "Cepo")
sce_pancreas
## class: SingleCellExperiment
## dim: 1403 528
## metadata(0):
## assays(1): counts
## rownames(1403): SCGN SCG5 ... IFITM3 ZFP36L1
## rowData names(0):
## colnames(528): human2_lib2.final_cell_0117 human1_lib3.final_cell_0318
## ... 9th_C61_S25 9th_C84_S60
## colData names(2): batch cellTypes
## reducedDimNames(0):
## mainExpName: NULL
## altExpNames(0):
Given the presences of batches, we will visualize the data for any batch effect. Clearly these is separation of the data points by batch.
library(scater)
## Loading required package: scuttle
## Loading required package: ggplot2
sce = sce_pancreas
sce = scater::logNormCounts(sce)
sce = scater::runPCA(sce)
scater::plotPCA(
sce,
colour_by = "cellTypes",
shape_by = "batch")
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)
scMerge to remove batch effect
We can run the analysis on batch corrected data. For this, we can implement batch correction methods on the data suing batch correction methods such as scMerge.
library(scMerge)
data("segList", package = "scMerge")
head(segList$human$human_scSEG)
## [1] "AAR2" "AATF" "ABCF3" "ABHD2" "ABT1" "ACAP2"
corrected <- scMerge(
sce_combine = sce,
ctl = segList$human$human_scSEG,
kmeansK = c(2, 2),
assay_name = "scMerge",
cell_type = sce$cellTypes)
## Dimension of the replicates mapping matrix:
## [1] 528 2
## Step 2: Performing RUV normalisation. This will take minutes to hours.
## scMerge complete!
Let us visualise the corrected data.
corrected = runPCA(corrected,
exprs_values = "scMerge")
scater::plotPCA(
corrected,
colour_by = "cellTypes",
shape_by = "batch")
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)
ds_res = Cepo::Cepo(exprsMat = assay(corrected, "scMerge"),
cellType = corrected$cellTypes)
Running Cepo by batch
Rather than running Cepo on the corrected values, we can run the differential analysis independently on individual batches using the block
argument. By default, the block
argument is set to NULL
, ignoring batch information. If batches are present and the data is not corrected for batch effect, ensure you run the analyses by block.
ds_res_batches = Cepo::Cepo(exprsMat = logcounts(sce),
cellTypes = sce$cellTypes,
block = sce$batch,
minCelltype = 2)
Note that the resulting output in a list of Cepo
class objects where each slot denotes the individual results for the three batches, as well as the averaged results saved as average
.
names(ds_res_batches)
## [1] "batch 1" "batch 4" "batch 5" "average"
We can confirm that the Cepo
statistics from across batches demonstrate a strong correlation. The clustered correlation heatmap below shows that there is high correlation between the scores of the same cell type across batches.
idx = Reduce(intersect, lapply(ds_res_batches, function(x) names(x$stats[, 1])))
combinedRes = as.data.frame(do.call(cbind, lapply(ds_res_batches, function(x)
x$stats[idx,]
)))
batches = rep(names(ds_res_batches), sapply(ds_res_batches, function(x) length(x$stats)))
cty = unlist(lapply(ds_res_batches, function(x) names(x$stats)), use.name = FALSE)
colnames(combinedRes) = gsub("[.]", "_", colnames(combinedRes))
annot = data.frame(
batch = batches,
celltype = cty
)
rownames(annot) = colnames(combinedRes)
pheatmap::pheatmap(cor(combinedRes),
annotation = annot)
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)
Downstream analyses using Cepo genes
Marker gene identification and visualisation
One of the useful applications of Cepo
is to find marker genes or cell identity genes on clustered data. We can visualise the top three marker genes for beta and ductal cells on the PCA.
cepo_genes = Cepo::topGenes(ds_res_batches$average, n = 3)
markersPlot = lapply(cepo_genes, function(x) {
pp = lapply(x, function(gene) {
p = scater::plotPCA(
corrected,
colour_by = gene,
shape_by = "cellTypes")
return(p)
})
pp = patchwork::wrap_plots(pp, ncol = 3) + patchwork::plot_layout(guides = "auto")
return(pp)
})
patchwork::wrap_plots(markersPlot, nrow = 2)
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Gene set enrichment analysis
We can also perform a plethora of downstream analyses, from gene set enrichment analyses to deconvolution of bulk RNA-seq, with the cell identity gene scores generated from the Cepo
package. As an example, we will perform gene set enrichment analysis using the fgsea
and escape
package.
library(escape)
library(fgsea)
hallmark <- getGeneSets(species = "Homo sapiens",
library = "H")
hallmarkList <- geneIds(hallmark)
fgseaRes <- fgsea(pathways = hallmarkList,
stats = sort(ds_res_batches$average$stats[,"beta"]),
minSize = 15,
maxSize = 500)
## Warning in preparePathwaysAndStats(pathways, stats, minSize, maxSize, gseaParam, : There are ties in the preranked stats (1% of the list).
## The order of those tied genes will be arbitrary, which may produce unexpected results.
enriched_beta <- -log10(fgseaRes[order(pval), "padj"][[1]])
names(enriched_beta) <- fgseaRes[order(pval), "pathway"][[1]]
Note the top 5 enriched pathways for beta cells
.
enriched_beta[1:5]
## HALLMARK_PANCREAS_BETA_CELLS HALLMARK_TNFA_SIGNALING_VIA_NFKB
## 9.277631 6.826750
## HALLMARK_INTERFERON_GAMMA_RESPONSE HALLMARK_APICAL_JUNCTION
## 5.950676 2.381990
## HALLMARK_MITOTIC_SPINDLE
## 2.021333
Finally, we can visualise the enrichment using the plotEnrichment
function from the fgsea
package.
plotEnrichment(hallmarkList[["HALLMARK_PANCREAS_BETA_CELLS"]],
sort(ds_res_batches$average$stats[, "beta"])) + labs(title="HALLMARK_PANCREAS_BETA_CELLS")
![](data:image/png;base64,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)
Running out-of-memory computation with Cepo
To facilitate analysis of high-throughput atlas data consisting of millions of cells, Cepo
also enables out-of-memory and parallel computation.
The Cepo
function naturally handles matrices under the DelayedArray
wrapper. Briefly, DelayedArray
is a wrapper around many matrix classes in R
, including matrix
, sparseMatrix
and HDF5Array
. The last of which allows for out-of-memory computation, which means the computation is done outside of RAM. This will inevitably slow down the computational speed, but the major gain in doing this is that we can perform computations on data much larger than what our RAM can store at once.
library(DelayedArray)
## Loading required package: Matrix
##
## Attaching package: 'Matrix'
## The following object is masked from 'package:S4Vectors':
##
## expand
##
## Attaching package: 'DelayedArray'
## The following objects are masked from 'package:base':
##
## apply, rowsum, scale, sweep
library(HDF5Array)
## Loading required package: rhdf5
##
## Attaching package: 'HDF5Array'
## The following object is masked from 'package:rhdf5':
##
## h5ls
da_matrix = DelayedArray(realize(logcounts(cellbench), "HDF5Array"))
class(da_matrix)
## [1] "HDF5Matrix"
## attr(,"package")
## [1] "HDF5Array"
class(seed(da_matrix))
## [1] "HDF5ArraySeed"
## attr(,"package")
## [1] "HDF5Array"
da_output = Cepo(exprsMat = da_matrix, cellType = cellbench$celltype)
Even though out-of-memory computation is slow, one way that we can speed up the computation is through parallel processing. This requires some configurations of the DelayedArray
package via the setAutoBPPARAM
function. BiocParallel
package uses the MulticoreParam
parameter for Linux/Mac and SnowParam
for Windows.
library(BiocParallel)
BPPARAM = if (.Platform$OS.type == "windows") {
BiocParallel::SnowParam(workers = 2)
} else {
BiocParallel::MulticoreParam(workers = 2)
}
DelayedArray::setAutoBPPARAM(BPPARAM = BPPARAM) ## Setting two cores for computation
da_output_parallel = Cepo(exprsMat = da_matrix, cellTypes = cellbench$celltype)
DelayedArray::setAutoBPPARAM(BPPARAM = SerialParam()) ## Revert back to only one core
Session info
sessionInfo()
## R version 4.3.0 RC (2023-04-13 r84269)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 22.04.2 LTS
##
## Matrix products: default
## BLAS: /home/biocbuild/bbs-3.17-bioc/R/lib/libRblas.so
## LAPACK: /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3.10.0
##
## locale:
## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
## [3] LC_TIME=en_GB LC_COLLATE=C
## [5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
## [7] LC_PAPER=en_US.UTF-8 LC_NAME=C
## [9] LC_ADDRESS=C LC_TELEPHONE=C
## [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
##
## time zone: America/New_York
## tzcode source: system (glibc)
##
## attached base packages:
## [1] stats4 stats graphics grDevices utils datasets methods
## [8] base
##
## other attached packages:
## [1] BiocParallel_1.34.0 HDF5Array_1.28.0
## [3] rhdf5_2.44.0 DelayedArray_0.26.0
## [5] Matrix_1.5-4 fgsea_1.26.0
## [7] escape_1.10.0 scMerge_1.16.0
## [9] scater_1.28.0 ggplot2_3.4.2
## [11] scuttle_1.10.0 UpSetR_1.4.0
## [13] SingleCellExperiment_1.22.0 SummarizedExperiment_1.30.0
## [15] GenomicRanges_1.52.0 GenomeInfoDb_1.36.0
## [17] MatrixGenerics_1.12.0 matrixStats_0.63.0
## [19] Cepo_1.6.0 GSEABase_1.62.0
## [21] graph_1.78.0 annotate_1.78.0
## [23] XML_3.99-0.14 AnnotationDbi_1.62.0
## [25] IRanges_2.34.0 S4Vectors_0.38.0
## [27] Biobase_2.60.0 BiocGenerics_0.46.0
## [29] BiocStyle_2.28.0
##
## loaded via a namespace (and not attached):
## [1] batchelor_1.16.0 splines_4.3.0
## [3] bitops_1.0-7 tibble_3.2.1
## [5] rpart_4.1.19 lifecycle_1.0.3
## [7] edgeR_3.42.0 StanHeaders_2.21.0-7
## [9] processx_3.8.1 lattice_0.21-8
## [11] MASS_7.3-59 backports_1.4.1
## [13] magrittr_2.0.3 limma_3.56.0
## [15] Hmisc_5.0-1 sass_0.4.5
## [17] rmarkdown_2.21 jquerylib_0.1.4
## [19] yaml_2.3.7 metapod_1.8.0
## [21] pkgbuild_1.4.0 cowplot_1.1.1
## [23] DBI_1.1.3 RColorBrewer_1.1-3
## [25] ResidualMatrix_1.10.0 zlibbioc_1.46.0
## [27] sfsmisc_1.1-15 purrr_1.0.1
## [29] msigdbr_7.5.1 RCurl_1.98-1.12
## [31] nnet_7.3-18 GenomeInfoDbData_1.2.10
## [33] ggrepel_0.9.3 inline_0.3.19
## [35] densEstBayes_1.0-2.2 irlba_2.3.5.1
## [37] GSVA_1.48.0 pheatmap_1.0.12
## [39] dqrng_0.3.0 cvTools_0.3.2
## [41] DelayedMatrixStats_1.22.0 codetools_0.2-19
## [43] tidyselect_1.2.0 UCell_2.4.0
## [45] farver_2.1.1 ScaledMatrix_1.8.0
## [47] viridis_0.6.2 base64enc_0.1-3
## [49] jsonlite_1.8.4 BiocNeighbors_1.18.0
## [51] Formula_1.2-5 ggridges_0.5.4
## [53] bbmle_1.0.25 tools_4.3.0
## [55] startupmsg_0.9.6 Rcpp_1.0.10
## [57] glue_1.6.2 gridExtra_2.3
## [59] xfun_0.39 mgcv_1.8-42
## [61] dplyr_1.1.2 loo_2.6.0
## [63] withr_2.5.0 numDeriv_2016.8-1.1
## [65] BiocManager_1.30.20 fastmap_1.1.1
## [67] bluster_1.10.0 rhdf5filters_1.12.0
## [69] fansi_1.0.4 callr_3.7.3
## [71] caTools_1.18.2 digest_0.6.31
## [73] rsvd_1.0.5 R6_2.5.1
## [75] colorspace_2.1-0 reldist_1.7-2
## [77] gtools_3.9.4 RSQLite_2.3.1
## [79] tidyr_1.3.0 utf8_1.2.3
## [81] generics_0.1.3 data.table_1.14.8
## [83] robustbase_0.95-1 prettyunits_1.1.1
## [85] httr_1.4.5 htmlwidgets_1.6.2
## [87] pkgconfig_2.0.3 gtable_0.3.3
## [89] blob_1.2.4 XVector_0.40.0
## [91] htmltools_0.5.5 bookdown_0.33
## [93] ruv_0.9.7.1 scales_1.2.1
## [95] png_0.1-8 scran_1.28.0
## [97] knitr_1.42 rstudioapi_0.14
## [99] reshape2_1.4.4 checkmate_2.1.0
## [101] nlme_3.1-162 bdsmatrix_1.3-6
## [103] M3Drop_1.26.0 cachem_1.0.7
## [105] stringr_1.5.0 KernSmooth_2.23-20
## [107] parallel_4.3.0 vipor_0.4.5
## [109] foreign_0.8-84 proxyC_0.3.3
## [111] pillar_1.9.0 grid_4.3.0
## [113] vctrs_0.6.2 gplots_3.1.3
## [115] BiocSingular_1.16.0 beachmat_2.16.0
## [117] xtable_1.8-4 cluster_2.1.4
## [119] beeswarm_0.4.0 htmlTable_2.4.1
## [121] evaluate_0.20 magick_2.7.4
## [123] locfit_1.5-9.7 mvtnorm_1.1-3
## [125] cli_3.6.1 compiler_4.3.0
## [127] rlang_1.1.0 crayon_1.5.2
## [129] rstantools_2.3.1 labeling_0.4.2
## [131] ps_1.7.5 plyr_1.8.8
## [133] ggbeeswarm_0.7.1 stringi_1.7.12
## [135] rstan_2.21.8 viridisLite_0.4.1
## [137] babelgene_22.9 munsell_0.5.0
## [139] Biostrings_2.68.0 patchwork_1.1.2
## [141] sparseMatrixStats_1.12.0 bit64_4.0.5
## [143] Rhdf5lib_1.22.0 KEGGREST_1.40.0
## [145] statmod_1.5.0 highr_0.10
## [147] broom_1.0.4 igraph_1.4.2
## [149] memoise_2.0.1 RcppParallel_5.1.7
## [151] bslib_0.4.2 fastmatch_1.1-3
## [153] DEoptimR_1.0-12 bit_4.0.5
## [155] distr_2.9.1