Contents
Introduction
The InTAD analysis is focused on the processing of generated object that
combines all input datasets. Required input data is the following:
- epigenetic signals data.frame i.e. enhancers along with their coordinates in
GRanges format
- gene expression counts data.frame along with gene coordinates
in GRanges format
- TAD borders GRanges i.e. result of HiC technique application
Further explained example of performing the analysis procedure is based on
H3K27ac data reflecting activity of enhancers in medulloblastoma brain tumour
descrbied in the manuscript from C.Y.Lin, S.Erkek et al., Nature,
2016.
This dataset includes normalized enhancer signals obtained from H3K27ac
ChIP-seq data and RNA-seq gene expression RPKM counts from 25 medulloblastoma
samples. The test subset is extracted from a selected region inside
chromosome 15. Additionally, the coordinates for enhancers and genes along
with specific sample annotation are provided.
The analysis starts from preparing and loading the data. Here is the
overview of integrated input test data, that can serve as a useful example
describing supported input formats:
library(InTAD)
# normalized enhancer signals table
enhSel[1:3,1:3]
## MB176 MB95 MB40
## chr15:26003055-26004347 0.1936792 0.8005544 -0.4829619
## chr15:26007354-26009802 0.6658638 1.3044401 0.7630649
## chr15:26012427-26015263 -1.3077170 1.0948566 -0.6673826
# enhancer signal genomic coordinates
as.data.frame(enhSelGR[1:3])
## seqnames start end width strand
## 1 chr15 26003055 26004347 1293 *
## 2 chr15 26007354 26009802 2449 *
## 3 chr15 26012427 26015263 2837 *
# gene expression normalized counts
rpkmCountsSel[1:3,1:3]
## MB176 MB95 MB40
## ENSG00000215567.4 0 0.000000 0
## ENSG00000201241.1 0 0.000000 0
## ENSG00000258463.1 0 4.183154 0
# gene coordiantes
as.data.frame(txsSel[1:3])
## seqnames start end width strand gene_id gene_name
## 1 chr15 20083769 20093074 9306 + ENSG00000215567.4 RP11-79C23.1
## 2 chr15 20088867 20088969 103 + ENSG00000201241.1 RNU6-978P
## 3 chr15 20104587 20104812 226 + ENSG00000258463.1 RP11-173D3.3
## gene_type
## 1 pseudogene
## 2 snRNA
## 3 pseudogene
# additional sample info data.frame
head(mbAnnData)
## Subgroup Age Gender Histology M.Stage
## MB176 WNT 9 F Classic M0
## MB95 Group3 3 M Classic M0
## MB40 Group4 3 M Classic M0
## MB37 SHH 1 F Desmoplastic M0
## MB38 Group4 6 M Desmoplastic M0
## MB28 SHH 1 M Desmoplastic M0
Importantly, there are specific requriements for the input datasets. The names
of samples should match in signals and gene expression datasets.
summary(colnames(rpkmCountsSel) == colnames(enhSel))
## Mode TRUE
## logical 25
Next, the genomic regions should be provided for each signal as well as for
each gene.
# compare number of signal regions and in the input table
length(enhSelGR) == nrow(enhSel)
## [1] TRUE
The genomic regions reflecting the gene coordinates must include “gene_id”
and “gene_name” marks. These are typical GTF format markers. One more mark
“gene_type” is also useful to perform filtering of gene expression matrix.
All the requirements are checked during the generation of the InTADSig
object. Main part of this object is MultiAssayExperiment subset
that combines signals and gene expression. Specific annotation information
about samples can be also included for further control and visualization. In
provided example for medulloblastoma samples annotation contains various
aspects such as tumour subgroup, age, gender, etc.
inTadSig <- newSigInTAD(enhSel, enhSelGR, rpkmCountsSel, txsSel,mbAnnData)
## Created signals and genes object for 25 samples
The created object contains MultiAssayExperiment that includes both signals and
gene expression data.
inTadSig
## S4 InTADSig object
## Num samples: 25
## Num signals: 65
## Num genes: 2080
During the main object generation there are also available special options to
activate parallel computing based on usage of R multi-thread librares
and log2 adjustment for gene expression. The generated data subsets can be
accessed using specific call functions on the object i.e. signals or exprs.
Notably, the main object can be also loaded from the text files representing
the input data using function loadSigInTAD. Refer to the documetation of this
function for more details.
Main data analysis
General first from gene expression counts matrix filtering with non- or low expressed genes. However if this counts were not filtered before starting the InTAD analysis it’s possible to adjust gene expression limits using function filterGeneExpr. This function provides parameters to control
minimum gene expression and type. There is additionally a special option to
compute gene expression distribution based on usage of mclust
package in order to find suitable minimum gene expression cut limit.
Here’s example how to activate this:
# filter gene expression
inTadSig <- filterGeneExpr(inTadSig, checkExprDistr = TRUE)
## Initial result: 2080 genes
## Gene expression cut value: 1.79413740491486
## Filtered result: 671 genes
The analysis starts from the combination of signals and genes inside the TADs.
Since the TADs are known to be stable across various cell types, it’s possible
to use already known TADs obtained from IMR90 cells using HiC technology
(Dixon et al 2012). The human
IMR90 TADs regions object is integrated into the package.
# IMR90 hg19 TADs
head(tadGR)
## GRanges object with 6 ranges and 0 metadata columns:
## seqnames ranges strand
## <Rle> <IRanges> <Rle>
## chr1:770137-1250137 chr1 770137-1250137 *
## chr1:1250137-1850140 chr1 1250137-1850140 *
## chr1:1850140-2330140 chr1 1850140-2330140 *
## chr1:2330140-3650140 chr1 2330140-3650140 *
## chr1:4660140-6077413 chr1 4660140-6077413 *
## chr1:6077413-6277413 chr1 6077413-6277413 *
## -------
## seqinfo: 23 sequences from an unspecified genome; no seqlengths
However, since the variance is actually observed between TAD calling methods
(i.e. described in detailed review by Rola Dali and Mathieu Blanchette, NAR
2017 ), novel obtained
TADs can be also applied for the analysis. The requried format: GRanges object.
Composition of genes and signals in TADs is performed using function
combineInTAD that has several options. By default, it marks the signal
belonging to the TAD by largest overlap and also takes into account genes that
are not overlaping the TADs by connecting them to the closest TAD. This can be
sensetive strategy since some genomic regions can be missed due to the limits
of input HiC data and variance of existing TAD calling methods.
# combine signals and genes in TADs
inTadSig <- combineInTAD(inTadSig, tadGR)
## Combined 520 signal-gene pairs in TADs
Final step is the correlation analysis. Various options are avialble for this
function i.e. correlation method, computation of q-value to control the
evidence strength and visualization of connection proportions. This last option
allows to show differences in gene and signal regulations.
par(mfrow=c(1,2)) # option to combine plots in the graph
# perform correlation anlaysis
corData <- findCorrelation(inTadSig,plot.proportions = TRUE)
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J9+3ZljsFg6N27t4h4e3vHxMTExcX5+fmJSGBgoCkU8+fPF5FNmzapXCoAAC6IcsjxckhNeaN+2bZLIDXHoeaBvWhnANpjfv02Go3Kf4+nTp1qmlDh67ePj8/Vq1eVkWfPnoWGhorI888//9NPPymDmZmZbm5uwcHBpuMo1283N7fVq1crIzk5OYMHDxaR6Ojo4uJio9F4+fJlT0/PgICAw4cPK3MeP348cOBAEYmPj1dGlAuhu7u78pbRsva+Z88eEQkKCkpPT1dGbt++/atf/UpEZs2apYwUFBSISMuWLW3E8OWXX1auu8pNg8Hw1ltvicj48ePN12NqZyQlJYlI27Ztb926pYykpqbWrFlTucqa/4iPj09KSorpgQ4cOKCUF8rNgwcPKoXCgwcPlJH8/Hylkli5cqUyYtHOKHepAAC4IMohx8shNeWN+mXbLoHUHIeaB/ainQFoj8X1+9q1a97e3h4eHufOnVNGKnz9Hj16tPkc5TK8Zs0a80Glc69cmI0/X7+HDRtmPqeoqKhp06YisnPnTqPROGTIEBFJTk42n5Ofn9+kSRMRuX79uvHnC2F0dLTBYLCxd+XhPv30U/PBzMxMDw+PWrVqKa/JqLl+BwYGisiTJ09MI99///306dPXrVun3DRvZxgMhqCgIJ1O95///Mf8IDNmzCjdzujYsaP5nOLiYk9Pz4YNGyo3d+zY0bt379TUVPM5u3btEpHJkycrNy3aGeUuFQAAF0Q55GA5pLK8Ub9s2yWQmuNQ88BefHYGoHlNmzb94IMPiouL33rrLaPR6MihoqOjzW8q7XmrgxbeeOMN85seHh6/+93vRCQjI0NE0tPTvb29+/XrZz7H29u7Z8+eyr2mwT59+ri5lXleMhgMGRkZvr6+AwYMMB9v0qRJ586dc3Nzr169qnKnERERIjJy5EjTo4eGhi5cuPDNN98sPfnWrVt37tyJjY1t3ry5+fiIESNKT7b49FB3d/caNWqY8jJo0KD9+/e/+uqrpgn379/fv39/ZS0VAADXRDlkbzmksrxRv2zbJZCa41DzwF60M4DqIDExMTIy8sSJExs3bnTkOMrveaoZtKC8+GAuKipKRK5evVpQUJCVlVVQUODt7a37/9auXSsijx8/Nv1UUFCQjUe5detWYWFheHi4TqezuoBr166p3OmqVatCQ0NTU1M7dOgQHBw8ePDgjRs3PnjwwOpkpSwovcewsLDSKwkODrb90Pn5+fv27Vu4cOHQoUOjoqICAwPXr19fWUsFAMBlUQ7ZVQ6pKW/sWraNEkjlcah5YC8PZy8AQCXw8vJas2ZNjx49EhMTLdreZSksLKzEBZS+oCrN+Jo1axYXF5eUlPj6+k6YMMHqz7Zq1cr0d9tfjW7jxRblE7DUb6p169bffffdrl279uzZk5aWlpKSkpKSUqtWrZUrV1q8tCIiz549s7pHd3f30i+euLu723jcc+fO9e3b9/bt2x4eHh07dhwwYEBsbOyDBw9MH+jl4FIBAHBZlEN2lUNqyhu7lm2jBFJ5HGoe2It2BlBNdO/ePSEhYfv27e+9957yQdC22fjerwq4cuWK8kFZJpcuXRKRyMhIvV4fFBR0//79uXPnqnllw4bQ0FBPT0/lI74trr7KCxHKJ42r5OPjM2zYsGHDhimr3bRp0+LFi8eNG9enTx/lVzdNlMOWjtitW7cMBoNdW3jjjTdu3769cOHCcePG1a1bVxncvXt3ZS0VAABXRjkkqsshNeVNZS1b/XGoeWAXftkEqD6WLl3q5+e3adOm48ePl7730aNH5jctvnfdQRs2bDC/WVRUtG7dOhGJi4sTkTZt2hQXF+/du9fip4YOHdqxY0fztyna5u7u3rJly6dPn1os/ubNm2lpad7e3spbOst1/fr1tm3bmv/GaVRU1KJFi+Li4oqKikpf18PDw+vUqfPNN99cvnzZfHz79u12RamwsPDMmTN169adPn26qZchIv/+978ra6kAALg4yiGV5ZDK8qayll3ucah5UAG0M4DqIzAwcP78+Uaj8dixY+bj4eHhIrJu3bq8vDxl5NChQytWrLDxKVP2SklJWbp0qfL33NzcYcOGZWZmdu/evVOnTiIyZ84cnU43ceLEkydPKnOKi4tnz579j3/8w8/Pr169euofaM6cOSLy9ttvf/vtt8rI3bt3ExISioqKpk6dWrt2bTUHCQkJuXTp0meffWZeB5w7d+67775zd3c3f9ukwsPD44MPPigpKRkxYsTdu3eVwSNHjixZssSuKHl5edWvX//p06dXrlwxDe7atetPf/qTiDx8+NDxpQIA4OIoh1SWQyrLm8padrnHoeZBRTj7q1UA2M3im8nMGQyGmJgY5dlt+maye/fu1a9fX0SCgoIGDhzYvn17Nze3yZMnBwcHW3wz2fLly82PNmrUKBH56quvzAeVlr/5N5M1bty4b9++IhIQEBAbG6v8wmd4ePilS5dMP6Vcw3Q6XbNmzbp06dKgQQMRCQsLu3PnjjLB/ItRbRs7dqyIuLm5RUdHx8TEeHl5iciLL76ofC2ZUd0XtZou1c2bN+/WrVurVq2Ut2suXbrU6nry8/O7desmIl5eXrGxsZGRkTqdbvLkybGxsSEhIba3oNfrAwMDlb/PnTtXRGrVqvXKK68MHDgwMjLSy8srMTHRx8fHzc1N+YYziy9qLXepAAC4IMohx8shNeWNI8s2L4HUHIeaB/bi3RlAteLm5paUlGTxOkODBg2OHTs2YMCAkpKSvXv35ufnf/LJJ8uWLfvNb37TtWtXBx+xW7du8fHxn3322bx58/z8/C5cuBAVFTVx4sRTp041a9bMNG327NlHjhx59dVXCwsLT58+HRgY+Mc//vHs2bMNGza09xHXr1+/Y8eOXr16ZWdn37hxo2PHjh9//PGXX36p1+vVH+Tdd99NSUnp0qXLkydPvv7665ycnPj4+EOHDk2ZMsXqfG9v74MHDy5YsKBt27YXL14UkTVr1ixbtuz+/ft2bWHGjBlJSUnPP//80aNHMzIyYmNj09PTFy1atH379q5duyrXdQeXCgCAi6McUklleVNZyy73ONQ8sJfO6NjXMgNwNcXFxXl5eb6+vs5eiPMVFBTo9fr4+HjlBaKyFBUV5efnEzEAAKqNalwOqSxv1KAEwv8a784AYB8PDw8XvCy1aNGiRo0at2/fNh9cu3atwWDo0aOH7Z/19PR0wYgBAFCNVY9yyJHyRg1KIPyv0c4AgPINGTKksLBw8ODBp06dKigoyMrKWr58+fvvv1+3bl2+CB0AAGgR5Q20jl82AYDyGQyG0aNHb9261fycqdfr//a3v7322mvOXh0AAIDdKG+gdbQzAECt8+fPp6WlZWVl+fv7R0REdOnSxd/f39mLAgAAqDjKG2jX/wGqwZg6GzB0XwAAACV0RVh0ZGF0ZTpjcmVhdGUAMjAxOS0wNS0wMlQyMzowMDoyOS0wNDowML8aK1EAAAAldEVYdGRhdGU6bW9kaWZ5ADIwMTktMDUtMDJUMjM6MDA6MjktMDQ6MDDOR5PtAAAAAElFTkSuQmCC)
The result data.frame has a special format. It includes each signal, TAD, gene
and correlation information.
head(corData,5)
## peakid tad gene
## 1 chr15:26003055-26004347 chr15:25728907-27128907 ENSG00000114062.13
## 2 chr15:26003055-26004347 chr15:25728907-27128907 ENSG00000261529.1
## 3 chr15:26003055-26004347 chr15:25728907-27128907 ENSG00000206190.7
## 4 chr15:26003055-26004347 chr15:25728907-27128907 ENSG00000166206.9
## 5 chr15:26003055-26004347 chr15:25728907-27128907 ENSG00000235518.2
## name cor pvalue eucDist corRank
## 1 UBE3A -0.04096321 0.8458537 26.412693 8
## 2 RP13-487P22.1 0.04206502 0.8417581 6.995550 6
## 3 ATP10A 0.09644601 0.6465118 6.644602 5
## 4 GABRB3 0.02421908 0.9085147 22.698792 7
## 5 AC011196.3 0.13491773 0.5202224 7.540166 3
Further filtering of this result data can be performed by adjusting p-value and
correlation effect limits (i.e. p-val < 0.01, positive correlation only).
Visualization
The package provides post-analysis visualization function: the specific signal
and gene can be selected for correlation plot generation. Here’s example of
verified medulllobastoma Group3-specifc enhancer assoicated gene GABRA5 lying
in the same TAD as the enhancer, but not close to the gene:
# example enhancer in correlation with GABRA5
cID <- "chr15:26372163-26398073"
selCorData <- corData[corData$peakid == cID, ]
selCorData[ selCorData$name == "GABRA5", ]
## peakid tad gene name
## 230 chr15:26372163-26398073 chr15:25728907-27128907 ENSG00000186297.7 GABRA5
## cor pvalue eucDist corRank
## 230 0.878531 7.724306e-09 10.92154 1
For the plot generation it is required to provide the signal id and gene name:
plotCorrelation(inTadSig, cID, "GABRA5",
xLabel = "RPKM gene expr log2",
yLabel = "H3K27ac enrichment log2",
colByPhenotype = "Subgroup")
## ENSG00000186297.7
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABeEAAAOfCAIAAADARp9DAAAABGdBTUEAALGPC/xhBQAAACBjSFJNAAB6JgAAgIQAAPoAAACA6AAAdTAAAOpgAAA6mAAAF3CculE8AAAABmJLR0QA/wD/AP+gvaeTAAAACW9GRnMAAAAQAAAAEACTPqYEAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAAB3RJTUUH4wUCFwAdRIJdWwAAAAl2cEFnAAAGAAAAA8AAv77hJAAAgABJREFUeNrs3WdgE0fawPFZSa64Ygymm95774QSaugJEFpy4dK4JKSRTjqQQC4hhRLSgECAAKGGagKY3qvBphoDNgYbF9wl7fthc/sqtizLksza+P/7gtidGc2zklfaR7MzkizLAoW0du3aIUOGCCFCQ0OvXLmidXcAAEKW5UOHDq1du/bAgQOxsbFxcXEZGRlly5YNCQlp06ZN165dhw0b5uXl5Vjjr7zyypdffqn+d968ec8884w9Fb28vDIzM20U0Ov1QUFB1atX79y587hx41q0aGGj8OzZsydPnlzgk+p0uoCAgAoVKrRu3bp///7Dhw93c3O7P/HeZzt27OjZs2f16tWjoqLc3d217g5KvE2bNvXv379evXonT5708PDQujsAgNJIIkfjAHI0AFB8yLK8ePHid999NyYmxkaxgICAZ5999t133y1Tpkyh2jebzVWqVImNjVW3dO3addeuXfbULTBHk8vQoUO///77cuXKWd1rZ44ml2rVqv300089e/a8D/HeTxkZGU2bNr148eIvv/wyYcIErbuDB0TXrl3Dw8Pffffdjz/+WOu+AABKI53WHUCh3bx5U6/XS5K0du3aAgvXqVNHss+WLVsc7lJkZORbb73VpUuXSpUqeXp6+vn51alTZ8yYMUuXLs3JybGnhQsXLkydOrVdu3aVK1f28PAICQnp37//ggULsrKybFc0Go3Lli0bO3Zs3bp1AwMD3d3dK1So0K5du1deeeX48eNWq+zdu9fOY2Ipv5/fnY/dsVdWk0PnmJL19sjlwIEDr7zySosWLYKDgz08PKpWrdqxY8cPP/wwMjLSnuoXL158++23O3ToUKFCBXd39+Dg4FatWr3yyisnT560p/qdO3dmz57drVu3qlWrenp6Vq5cuWPHjtOnT88vE+HC9/Z9e3s478qVK23btp0wYYLtBI0QIikpacaMGQ0bNjx8+HChnmLHjh2WCQshRHh4eIFP55g//vijQ4cOd+7ccWGb165d69Onz/r16+9PvPfnc0cI8eGHH168eLFhw4bjxo1z4eEqbQp7nimswp4GXfsZ7cA5fNq0aUKIzz777MyZM1q/OACAUklG4a1Zs0Y5eqGhoff/2T/77DPl2desWWO7ZFZWll6vt/OdsHnzZgc6c+/evQkTJkiSlF+z1apV27Rpk+1Ovv766zqd9XRhrVq1jhw5kl/dAwcO1KxZ00ZQQ4cOjY+Pz1Vrz549DvyleHp6ujx2h19ZrQ5daXh7qGJiYvr06ZNfXYPB8PLLL2dmZuZXPS0t7dlnn82v50KIxx57LCEhwUbsv//+e1BQkNW63t7e3333Xd4qrnpv35+3h0scO3YsJCTEsm8tW7b84IMP1q5de/DgwQMHDixduvTjjz/u0KGDZRkfH59du3bZ/yxPPPFE3oPw+eef21PX09NTKT9y5MjzeZw5cyYsLGzx4sXjxo0zGAxq40OGDLHa2ldffaWW2bJly3lrzp07t3Pnzl9++eXpp5+2vMUpICAgMTGxqOO9D587ihMnTihHzM4TJqxy4DxjP8dOg646jzlzDu/Xr58Qon379iaTSeuXCABQ6pCjcYSGOZrU1NRatWopz17gF9OIiAj7v9848F05LS2tVatWudrJe0EuSdJXX31ltYWsrKzu3bvb7pivr++xY8fy1t21a1fe2QfyPnu9evVu375tWdGx73/e3t6ujd2ZV1arQ1ca3h6KY8eO5b3ZJG/1/v37Z2VlWY29U6dOBb6p6tevn98RXrhwYYHVP/3001y1XPLevj9vD5e4fPmyv7+/2qVWrVrt3Lkzv8K7d+/u0qWLWrh8+fI3b96051nS09N9fX2VWgMGDChfvrzyuHnz5vZUV3M0zz77rO2SkZGRllfLJ06cyFvGMkdz8eLFAp89KiqqWrVqapVp06YVdbxF/bmjevjhh4UQjRs3drgFOHaesZPDp0GXnMecPIfv3btXKbB8+XKtXyUAQKlDjsYRWuVosrOzlXlwFAVeyav9LFeu3LKCxMbGFrY/Tz31lNqZcuXKzZs378yZM5mZmXFxcdu2bRs6dKjlFyOrwyUsf63t1q3bhg0b4uPjk5KS9u3b9+ijj6q76tWrl+tbVEpKSoUKFdQCo0aNCg8Pj4uLy8nJuXjx4sKFC0NDQy33Wta9fft2gUdD8dtvv9WtW1dpZPr06a6N3ZlXVqtDVxreHrIsx8bGVqxYUS3Qq1evP//8MyYmJisr6/Tp0/Pnz69UqZK697XXXsvb82effVYtUKNGjZ9++uncuXPp6ekXLlxYvnx5kyZN1L0DBw7MW/3EiRNqlsTb2/vTTz+9ePFiRkbG1atXv/rqq8DAQPW4bdmyxbXv7fv29nBeTk5Ou3bt1M6MHTs2OzvbdpXMzMz+/furVR599FF7nmj58uVqleXLl1tOnXv27NkCq9ufo5Fl+bffflMb//jjj/MWKGyORpbldevWqVU6d+5c1PEW9eeOIiIiQrnenjlzpmMtwOHzjJ0cPg06fx5z/hwuy3KdOnWEEB07dtT6hQIAlDrkaBxxn3M0iYmJe/funTp1aq4h/QVeyav3zvTo0cPlvbpw4YI6oL1JkyZWb3xYuXKl+rNVnTp1co0Z3rlzpxrLpEmT8o4o/uijj9QCv/76q+Wuzz//XN31/fff531qZS5JtcyFCxcciPGXX35Rqvfv399sNrswdoXDr2zxP3Ql+u1hmV2aM2dO3uopKSkDBw5UCri5uUVGRlruvXr1qjq2v3Xr1hkZGbmqm0ymAQMGqE+xf//+XAWUYfZCCE9Pz8OHD+faGxkZqV4+NW/e3PKdab/83tv35+3hEl988YXajWHDhtl5HDIzM9XhXTqdLiIiosAqgwYNUsr7+vqmp6dv375dfd533323wOqFytEkJyerjU+YMCFvAQdyNLIs+/j4KFXKly9f1PEW6eeOSrn+1+v1N27cKLpnebAV6XnG+dOgPfI7jzl5DleoEwYfOnTovrwgAAD8jRyNI4oiR7Nnz57PPvvsrbfeOn/+vLrxzp07ua7eC3Ul/69//Usp+cILL7j8ILz77rtqT3bs2JFfsTfeeEMtlus2BHWGiI4dOxqNxrx1zWZzy5YtlTK5fvFu27atsr1Dhw75fXfcv3+/+tSzZ88ubIBRUVHKhU3VqlXv3Lnj2tidfGWL+aFzySHSKsbExER1WpBx48bl1/OEhITKlSsrxXL9DGt5FX369Gmr1ePj49ULmClTpljuspxHc8aMGVar//jjj2oZB37itvHevj9vD+dlZ2dXqVJF6UOVKlXu3r1rf90VK1ao/Z86dartwgkJCeqULuPHj5dl2Wg0qvdQ1KxZs8CnK1SORpbl4OBgG28/x3I0zZs3V6q4u7sXdbxF+rmjSExM9Pb2FkL06dOniJ7Chax+uGuuqM8zTp4G7ZHfecz5c7jiypUryq8IY8aMKZoXAQAA61jX6W87dux47rnnGjVqFBgY6O/v36ZNmzFjxsyZM+fevXv2VI+Ojn7vvfeUhQPKlCnTpEmTYcOG/fHHH1YLr127VlmG4LnnnhNCpKamDho0qHPnzm+88cb06dMt1xEwGo1xcXEOBxUVFaU8aNSokQPVH330UXXFhFWrVuXaq/642qFDh4ceeii/Rp5//nn1seXSrREREeqV3qeffmp1jklJkv71r3/5+Pj4+PiEh4dnZ2cr2zMzM48ePao8fuyxx/KbkrZNmzbq1VFhl0jPzs4ePXr0vXv33Nzcli9fnmtKRSdjF869ssX80LnkEGkY45YtW4xGo/L4pZdeyq/nZcuWVTtveX+KEOLixYvKg8DAwMaNG1utHhwcXL9+feXxhQsXLHetXr1aeVCmTBnLmwUsPfroo2rn8zvP5MfGe/u+vT2c9/vvv1+/fl15/MYbbwQEBNhfd9iwYY8//viQIUOGDBliNpttF16xYoW6+tjjjz8uhNDr9eqdepcvXz548KAL40pPT09ISFAe16hRw1XNqi+lOrlM0cXr5OeOPX7++ef09HQhxNixYwss7PCH+6FDh1577bWWLVtWqFDBw8OjYsWKbdu2ffPNN48dO5ZfFfs/3DVX1OcZJ0+DBbJxHnP+HK4IDQ1VZrBasWLFrVu3nD3iAADYzeB8EyVdTEzMxIkTt27darnxyJEjR44cWbp06YcffrhgwQJ17LdVixYt+s9//pOamqpuOXPmzJkzZ/7444+OHTuuXbs278R1qrS0tD59+lj+Lm3Jx8fnk08+sdySkZHx6aef2hmaurRkUXxXVieGzDsvrKVq1aqVL18+Pj5eCGG5mKv6BbFmzZo25oWdNGnSpEmTcm2Mi4szmUzKY/Ve9Lz0en1gYKDypAVeieXy9ttvKxerM2bMyLUijPOxC+de2WJ+6FxyiDSM8fLly8oDNzc3yxkT8mrdurXy4MaNG9HR0dWrV1f+q/4ybGM1E6V9tSeW2//880/lQY8ePSwnxLXk6+v78MMPK/OMbNy4sRAvjM339n17ezhPjdrX11cduGEnvV6/ZMkSOwurJcuXL9+rVy/l8YgRIxYsWKA8Xrp0qeW0OE7avXu3ekgLnDDbfuoFsOV0QkUUb5F+7ig2bNigPOjRo4eNYg5/uN++ffvpp59WB8wq4uLi4uLiDh8+/Pnnnz/66KPz5s1TbwWyyvaHu+aK+jzj5GmwQDbOY86fw1W9evXavXt3Tk7O1q1bWd8dAHDflPYcTWRkZK9evdTfYxWSJMmyrDyOj48fNmzYihUrhg0bZrWFn3/+Wb1C8PT0rFKlyrVr19Sf9Pft2zdhwoQNGzbk94v05MmTLb/DBQUF+fn5qf8tU6bMO++8Y1k+OTnZziv5u3fv3r59W3ncqFGjY8eOfffdd+fPn4+KijKbzSEhIe3bt3/kkUcGDx5sY2nk/KSnp6ekpCiPLSenyEuW5bS0NOWx5Sx9W7ZsUR7YWBozP4GBgStXrlQed+zYMb9iKSkp6mV/7dq17W8/LCzsv//9rxCiQ4cOr7zyistjF869ssX50LnqEGkYo/L7vBBCkiTbVxeWFzanTp1Sv98rM00KIRISEs6dO9egQYO8de/evav+qG757LIsnz17tsDOCyEGDRqkXDvFxMQkJSXZOZDE9nv7/rw9XEKdrqhr167KbS9F4erVq+ryLiNHjlQvI3v06FG2bNnExEQhxPLly//73/8W9grTqjt37qgT9DZv3tzGALRC2bp1qzpmZMyYMUUab5F+7igyMjL27dsnhKhevXqu86olhz/co6Oje/bseenSJcuNOp1OzZ3JsrxixYpTp06FhYXZ6IDtD3dtFfV5Rjh3GixQgZ/RygOHz+Gq9u3bq89IjgYAcP9ofbOVljIyMho2bKgcB0mSnnrqqUOHDmVkZKSnp586derll19WlzwIDAy0nPRU/XnN09NTue25b9++x44dy8nJkWXZaDQuXrzYcraRrVu3Wj6vWl35UqLcsrFnz56EhIQC+5yUlKQ2a3vWkgMHDijFvL29lbuWrL4BGjdunHeyQMWIESPUYitXrrTcZTab7/yP1XUrVeo3fiHE77//rm5Xf4H88ssvi+j1fe+995Sn8PLyiouLs7OW0WhU3xVWZzF0Pnar7H9li+2hc+Eh0jDGb775Ru2S7QllLUvmmtFGnaK1Xbt2mZmZuSqaTCb113u9Xm85q4j6C7AQYvHixTaefdu2bWrJAwcO2BNyge9tJw/dfXPjxg019vym0nAJy7RpriNmOXgn1xk+F9vz0RiNxpiYmH379k2dOlW9YgwKCoqKirLaWmHno7l27Zq69nZoaOi9e/eKNF7nP3cKpCZwR44cmV8Zhz/ccy0W1qFDhz/++EP5aE5ISFi9enWbNm3UvQ899FCuucyd+XC/n4r0PKNw5jRoW4HnMefP4aqkpCTlPVylSpWieSkAALCiVOdo3n//ffU73NKlS/MW2Lhxo/oV86OPPlK35xoC/frrr+edXHP//v3qIN5PP/3Ucleu6kuWLLG/z/ZfyS9cuFDYx8PDw57Fnh2Qk5PTuXNn5VnKlSuXkpKibL9586b67MuWLVO2TJs2rX379hUqVHB3d69UqVLPnj1nzZqVmJho53OZTKakpKSrV68eO3Zs9uzZnTp1Ul9cq8s65Oe7775TKo4ePbooYs+Pna9scT50rjpE2sZ44sQJ9dnffPPN/BrMzMxUZywWQnzyySeWe9etW6dOWlmrVq2FCxdGRkamp6dfunRpxYoVlmOL5s+fb1lx9+7d6q4///zTRkTHjx9XSy5fvtyeg+DYe1urt4edsRfq/FlY6qVg3rlyN23apPbhiSeesNGImqOxU/v27W0scW2ZowkLC7tozYULF/bv3798+fIXXnjBw8NDKVy+fPn88j4ujPc+fO689tprSgs2ErgOf7irfyNCiGeeeSbvJ7vJZHriiSfUMrkSHM58uN9PRXqeUTl8GrStwPOYS87hKvWWvWI15TMA4MFWenM0GRkZ6jQxQ4cOza+Y+m2sWbNm6kbL72G1a9dWhs/k1bVrV6VMrkUBLKs//vjjheq2/Tmat99+2/LL4vjx43fu3JmQkJCamnr48OEffvjBcmhxmTJlbFwVOCYrK2vkyJHqU1h+n7YcAb579+6ffvopv0Hgfn5+c+fOtefpLBcSUlWpUkW5yLf/8CrvCk9Pz6tXrxZF7Dae2p5XttgeOhceIs1jbNasmVJAr9dbXZQqKysr1xwoea8Etm3bZuM+CCFE2bJl817zqJNEiIIWfI2JiVFL/vjjjwUeAYff25q8PWyz/G1/8+bNNkrOmjVLFCS/0QGWV6d515zOzs5WR3v5+fnlXVpYVagcjZub21dffZV30IHKMkdjvxEjRly/ft32UXVJvPfhc0edfOSvv/6yWsDhD3ez2azeoVOtWrX8xgCmpaVVqFBBKda6dWvLXc58uFsKDw+fWEgffvih/e0X3XkmF8dOgzbYeR5zyTlcoc5L7UD4AAA4pvTmaNavX69+Nh85ciS/Yhs3bjQYDAaDwcvLS83FWH4PszFO+MUXX1TKjBo1ynK7ZXUbyxJbZX+OZvjw4UoxT0/PDRs25C2QkZFhuarOgAEDXHh4Dx48aLmUw9ChQy0zWZaTOL788ssFXmBMnjy5wGfMeyVpMBi++eYb2/fa5PLqq68qdd9+++0iij0/dr6yxfbQufAQaR5jWFiY5YSXEydO3L17961bt9LT00+ePPnDDz/UrFkzV2vvv/9+3nZ++uknG93+/PPP81axXBb68uXLNiJS51wQ9i2A7fB7+/6/PQq0efNmtTMbN260UdKZHI16xEQ+d0xYjqfIdTeopcKOoxFCVKlSZdu2bVZbcyBHU6lSpVwL2xddvPfhc0edNCS//I7DH+7qFC2ioAvyL774Qi1548YNdbszH+6Wfvjhh8K+ys2bN7e//aI7z+TlwGnQBjvPY646h1s+o+V4KwAAilTpzdFMmTJF+dytVatWYetafg+7dOlSfsXefPNNpYyNHE1hZ3OwP0ezbNmyr7766quvvtq3b19+ZYxGY/PmzdUGL1y44PyBvXjx4ujRoy2nIRg8eHB2drZlGXXVHlVwcPCsWbP279+fmJh469at3bt3v/zyy+rNYkKIX375xfbzfvXVV/Xr12/WrNkjjzzy/PPPDxgwQJnVskqVKgcPHrSz58okBcHBwQXemuRw7Pmx85UtnofOtYeoOMRoz5Xwq6++ql4GzJo1y7L6zZs3e/fubVnYzc2tWrVq6o0nio4dO+aahWH58uXq3itXrtiISJ1rOe+zWz3sDr+37+fbw05HjhxRY7c9m4bDORqTyVS5cmWlQIsWLaw2rq4uJIQYNmxYfn1QczQjR448n48jR44o08+r7yh3d/dVq1ZZfTkKjMiq559/3saBclW89+FzR/0junXrltUCDn+4z58/X+2V7T8Ty6mILSfScubD3VJR52iK6DyTi8OnwfwU6jzm5DlcNW3aNHv+ggAAcKHSm6MZPHiw8rnbs2fPwtZVv4e5ubkZjcb8ihWYozEYDLlmHCyQ/TkaO+3YsUNt8JtvvnGmqdu3b0+aNMnyytnf33/evHl5b+n/7bffLL8n9e7dOzk5OW+Dp06d8vX1VcqEhISkp6cXqj979uxROuPj42PPxaQ68vmtt94qutjzY+crq+2h27NnT35fdkNCQlx1iIrJ22PVqlXly5e3Gqynp+esWbMsr9Ms51O4cuVKrVq1lO3e3t6vv/76hQsXlBOFyWS6evXqRx99pC6PUrFixdOnT6t1LRe4tTEEQJbla9euWX12q5x5bztw6GxUdPj9Yyk6OlqtmGu2r1wSEhLyS4uoL4HVHE1YWJj6FDNnzrTaeFZWljrLr4eHR1JSktVitucMzmXfvn3qu87Pzy/vjEt2zhmcmZl59uzZ77//3vI9/PXXX+dX3oXx2sPhz527d++qFfMbn+jwh7t6o1ZwcLDtkmazWU00WI4EcebD/X4qovOMJWdOg/kp7HnM4XO4JTVzZyMPCwCAa5XeHI06WelTTz1V2Lrq97CqVavaKFZgjqZy5cqFfWqX52jS09PV35EmTZrkcDs///xzUFCQ2jeDwfDkk0/GxsZaLays5amoVKnS7du382t23rx5zsT70UcfKXUfeugh2yXv3LmjXEpJkmT/AhMOxJ4fO19ZbQ+dw9fYJfTtkZaWNnfu3IEDB1apUsXDwyMgIKBx48ZvvPGG8g45fPiw+uxbtmxRa3Xr1k3Z6Ofnl9+qIjdu3KhYsaJSrHHjxurl3K5du6y2mZfl7CG//fabjZLOvLcdPnRWuSpHYzQa1SmK+vfv70D/zWazmi60mqPJNVeFPX766Serz1WoHI0sy4sWLVLb/OCDD3LtLey6Trdv31b/9Bo2bJhfMRfGaw+HP3fOnTun1PL398+vjMMf7s8++6xSsV27dgUWrlevnlLYch4TZz7c76eiOM/k4sxp0CrHzmOOncMtrVq1SinQoUOHonxNAAD4f7rCfi17YGRnZysPvLy8HG5EGfPvMMsxBVrx8vJSb++/ffu2Ay1ERkY+9NBDTz75ZEJCgnJMxo0bd+7cuZ9++slyAXJL6vAHIcSIESPU+R3zGjdunPpV3nIpCjupA63/+uuvixcv2ij5ww8/ZGZmCiF69uyp/vpXFLE7SdtD5+fn1zkfbdu2ddUhKj5vD29v72effXb9+vUxMTGZmZl37949ffr0jBkzlHdIbGysWlJdEOevv/5Sr3++++67Bg0aWH3qSpUqLV68WHl85syZlStXKo+rVKmillGOWH4s99p+szn23nby0FnlwPvHKr1er87IvmfPHsspM+wUGxubk5OT397MzEz1wsx+S5cudeKI/r9x48YFBwcrj/ft2+dka+XKlXvrrbeUxxEREZbDIjSM1+HPHfU2SVmW8yvj/Id7fkuGW1JX77b6RioOH+42FMV5xpKTp0GrHDuPOXAOz0V9M5jNZqcOOgAAdjNo3QHNlC1bVnlw9epVrfuiMW9vb+WB5bWxnTZt2vToo4+qt6wPGDDgiy++UH9gzI/67VwIYbn4pdW+1axZU7kIVJdkfvHFF5Wfv3r27PnJJ5/YqK4u0iGEuHz5suWSIpZMJtPcuXOVx08//XSRxu4kbQ9dkyZNwsPD7e/tg/H2yM+FCxeUBwEBAeo1j+UPs/3797dRvXv37j4+Pvfu3VNqPfbYY0KI0NBQLy+vjIwMIcSNGzdsVL9165b6WF0dNq9CvbeL+tAV9v1jQ+/evZXpUVJSUhYtWqSOgLCT5bzUeW3YsCE5ObmwXdqxY0dsbKw6LsAZjRo12rlzpxDiypUrzrfWpUsX9fH169erVatWHOJ17HNHXVApJSUlJyfHairE4Q93teLly5cLLKyWsZFELrZcfp7JxcnTYF6OfUYXyOo5PBc1S+WSP20AAOxRenM0VatWVR4U+CX45s2byk92QUFBDqzQoYl9+/YpXz6CgoIGDhxoo6TRaFS/ptheIzOvv/76a9CgQUajUQhRoUKFOXPmDBs2zJ6KoaGhfn5+KSkpQojU1FTbhdUfr8qUKaM8SEtLO3DggBDi3r17tq8kLdcNVX6Cs2r9+vXKDBfBwcHqXAZFFLuTituhK4pDVFJiVFcX6tOnj7pRTRUFBgaql3xW6fX6GjVqnD59WgihToug0+kaNWqkzIm7adOm1157Lb/qBw8eVB5UqFBBHXaRV6He2/fz7eGksWPHvvPOO8ql3WeffTZmzBj7L/Xlf94ll9eSJUvUxwcOHGjXrp2Nwv/6179+/vlnIYTZbF6xYsVLL73kfHQGw98fzcqfj5Msk56JiYlFF+99+NwJCAjw8PDIyspSYlFTNpYc/nBXD1R8fPy9e/d8fHzyqxgbG6umntWnc6E9e/YsXLiwUFWqVq06depUOwu7/DyT98AqDxw7DeblwGe0Payew3O5c+eO8qCIxsYCAJBX6c3RdO7cecGCBUKIyMjIS5cu5Td09tq1a+r3tiNHjrRq1UrrjtvlxIkTkyZNEkK4ubldu3bNxneLM2fOqCPD1dsH7JGYmPjYY48plxCNGzfeuHFj3p9n8yNJUvv27ZWfsi2XaMnr7t276s+VNWrUUB6oY5LPnz+fkZFhY0D7mTNn1Mf5/UomhPjmm2+UBxMmTFBHsBdR7E4qboeuKA6R5jF26tQpIiJCCPH0009/9tlnVutGR0f/9ddfymPL3JN60Xj37t2bN2/auP7MysqKjIzMVUsI0b9/fyXqXbt2JSQkWM7jY2nLli3KA9sXw4V6b9+3t4fzypYt+/TTT//3v/8VQly9evX5559Xb5oo0Pfff69eeeZ19+7dP//8U3lct25d2wkLIcTYsWOVnIUQYunSpS7J0aiLQBc2b26VZfYqb47GhfHeh88dIURISIhyuZ6QkGA1R+Pwh3vHjh3VvatWrZowYUJ+fbC8NUyd/saFIiMjC7u0U/Pmze3P0QhXn2dycf40mEthP6OdOYfnwjgaAIAGtJ4QRzNxcXHqJ/24cePyK/bFF18oZby9vTMyMpSN6ryAoaGhNp6iwDmDbVe3ys6ZZa9evarO02F7BYRevXopxcqWLZuZmWl/T9Rf3gIDA69fv17YQH766Sf1wJ47dy6/Yh988IEa74kTJ5SNym9uio8++ii/ujk5Oc2aNVOKlS9fPr8lluLi4tQbzsPCwu5D7FbZPxt08Tl0RXeItI1Rnb8jJCQkvz+K8ePHK2UqVKiQlpambrecFje/9XEUltN5rFy5Ut1+4sQJdXt+S41s27ZNLbNp06b8nqKw7+379vZwidu3b6vLRQshnnnmGRur7Kn++OMPdZSKItecwZYLMNteNEphuWq1sLaSdGHnDLZce/6dd97JtbewcwbL/zy3zJkzJ9deF8Z7Hz53ZFnu0KGDUvevv/6yWsDhD3ez2VyzZk1lY40aNbKzs61WTEtLU9NPTZo0sdzlzIe7paJee1t26XkmL+dPg7le0MJ+RjtzDs+v2IIFCwp1hAEAcFjpzdHIsvzEE08oH706nW7t2rV5C0RGRqpLjVp+1Sv+ORpZlocMGaIUkyTp999/z1vAaDR++OGHamszZsywvxs5OTnqTfiWK4/aLyUlRR043bx58xs3buQts2HDBnVW5m7dulnuatGihbLd09PT6rIsOTk5r7zyihrd+++/n19P1HSAu7u7Pes3Ox+7Vfa/ssXn0BXdIdI2RstBFhMnTsxb/bvvvlMLfPfdd5a7zGazOhrFYDDkt1bIkSNH1DspKlasmOuN9/DDDyu7ypcvn3f1q9TU1Lp16yoFmjVrZmMxlMK+t50/dPfZ7t27LSdu79Sp0/79+/MrfOfOnZdeekm52PP09FRTJ7nCVId1SJIUHR1tTzdef/11tQ95c1uFytGcOXNGHZek0+nyLojjQI7Gcr3qvBfMro23SD93FGr+98svv8yvjMMf7paH98UXX8xb0WQyWY6v+fnnny33uipHc3+46jyTl0tOgyoHzmPOnMNzadKkiVIsv9WpAABwuVKdo4mNjVWvA/V6/XPPPbd169bbt28bjcZr167Nnj1bHXnr6elp+W24RORozp8/r96qoNPpRo8eHR4efuvWrczMzNOnT//222/NmzdXm2rTpo06Skj12GOPGf5n1apVlruUSSvUi/CV9sl1RaF+8RJC+Pr6Tp8+/dChQ/fu3YuLiwsLCxs9erS6t0yZMqdOnbKsq0wXqkb3/PPP79q16+bNm5mZmREREcuWLVO/VwkhatasmZqamt+BGj58uHqBZ89L4JLYnXlli8+hK9JDpG2MPXr0UAv06dNn9+7dSUlJ9+7d279//+OPP67u6tSpU94f23ft2mWZOBg+fPjWrVujo6Ozs7Ojo6PDwsIsl6MSQuS9lD1+/Lg6GWrNmjUtfzreu3dv06ZNlV2SJG3fvt3GC1HY9/b9eXu41pIlS3Ld+9C2bduPPvpow4YNhw8fjoiI2LNnz08//TR27Fh1klp/f/+dO3eqF6iWOZro6Gj1F/sePXrY2YeTJ0+qz16vXr1ce9UczejRoy/m49SpU8uXL588ebJlLP/+97/zPpcDORqz2ay+IXMtdO3yeJ3/3CmQOofIY489ll8Zhz/cs7KyLO9o7tat2/Llyy9cuGA0GiMjI5csWWK5AFm3bt1yZS5KVo7GyfOMjW8IsitOgyoHzmOyc+dwVUpKitLJSpUqaf1yAQBKkVKdo5FleefOnXlnmsy1orYkSUuWLLGsVSJyNLIs//rrr/asDt6oUSOrd6OMGDFCLZNrELL9Uz9Y+vbbb3M9hTJ5gW1eXl4bNmzI27033njDnicNCQmJjIzM7xBlZ2erb4C3337bnpfAVbE788oWh0N3Hw6RhjFGR0db3tBhVe3atW/fvp3fEch1Q41VkiR98cUXVltQp/xQlCtXrkmTJuXLl7fcOGvWLBuvggPv7fvz9nC5HTt22L+2Tq1atZTb4j7++GNli2WOZvr06WrJX375xf4+WKaujh07ZrnLsZnmO3ToYDV/4UCORpZlNSXRrFkzy+1FEa+TnzsFSktLUzJZ1apVs1HMsQ93WZYvXboUGhqaq6JlNkHRoEGDvOP7SlaORnbuPGPjG4LC+dOg7MR5zMlzuCIsLEwpaeOmOQAAXK6052hkWT5+/LjlL3u5VKhQIe8VYEnJ0ciyvHHjRhtfU/R6/VNPPZXfL+E2voFZzgNiv7wX4WazecaMGerv23m1atXq5MmT+UX39ddf25jWVAgxaNCguLg4G8dn+/btauH8xmPn4qrYnXxlNT909+EQaRvjxYsXbaz8PWrUqLt379o4CAcPHrS8js2rVq1a27Zts9HCsmXL8lsSxdfX9/vvv7f9Kjjw3r4/b4+icPfu3ddff93Dw8NGn8uUKfPJJ5+ok1Ps2rVL2W6Zo2ncuLFauFBDhCznJX3ttdcsdxU2R6PT6f7973/nN8DEsRyN5frH8+bNK9J4Zec+d+zRvXt3pSmrd0GqHPhwV8TGxtqYIleSpMceeywxMTFvxRKXo5GdOM8UmKORXXEadOY85uQ5XJZldXm7hQsXavUCAQBKIXI0sizLZrN59erVY8eOrV27tq+vr4eHR+XKlR955JF58+ZZnUmuBOVoZFlOS0v75ZdfxowZ06lTp8qVK7u7u1esWLFjx47vv/9+VFSUjYo2voGNGzfO/ksOVX55ipiYmM8//7xr165VqlTx8PDw9/evX7/+xIkT//zzzwKju3PnzsyZM/v371+lSpUyZcq4u7uHhIR06NDhzTffzHX/i1Uvv/yy0jeDwWDnNYNrY3fmldX20N23Q6RhjEajcdmyZRMmTGjdurWPj0+5cuWaN2/+wgsvHD582M5DsXXr1ueee65p06ZBQUEGgyEwMLBhw4YTJ05cs2aNPfM7xMfHf/nll126dFH/cjt06DBjxgzbl6YKB97bLjx0mrh79+6SJUtGjRrVrFmzkJAQNze3ChUqNGvWbNSoUcuXL891ELKystasWbNmzRr1YtvyFp7C/mweExOjDrWoXLmy5YtrT45GkqRy5cq1atVqypQptqe9cCxHM2fOHMunS05OLrp4FQ5/7thj1qxZylMvWrTIdsnCfrhb2rdv3+TJk5s1a1auXDk3N7fy5cu3bNny9ddfzzVuyFJJzNHIjp5n7MnRKJw5DTp5HnPyHP7QQw8pT513vh4AAIqOJMuyA1dTAAAA99/du3erVKmSnp7+8MMPq4tDA651/fr16tWrm83m0aNHW64/BQBAUdM53wQAAMD9ERgYOHbsWCHE9u3bb968qXV38GBavHix2WwWQrz00kta9wUAULqQowEAACXJiy++KIQwm80McEARWbRokRCiXbt27dq107ovAIDShRwNAAAoSRo1atS7d28hxMKFC7XuCx5Ahw4dOn/+vBBi8uTJWvcFAFDqkKMBAAAlzGeffabX68+cObN27Vqt+4IHjbKiU9u2bR977DGt+wIAKHXI0QAAgBKmRYsWr776qhDi7bffVuYNAVxi375969evd3Nz++GHH9T1ywAAuG/47AEAACXPBx98UKtWrYiIiMWLF2vdFzw43nrrLSHElClTmjRponVfAAClEWtvAwCAEiksLKxXr17Vq1ePjIz08PDQujso8TZv3tyvX7+6deuePHnS09NT6+4AAEojcjQAAAAAAADa414nAAAAAAAA7ZGjAQAAAAAA0B45GgAAAAAAAO2RowEAAAAAANAeORoAAAAAAADtkaMBAAAAAADQHjkaAAAAAAAA7ZGjAQAAAAAA0B45GgAAAAAAAO2RowEAAAAAANAeORoAAAAAAADtkaMBAAAAAADQHjkaAAAAAAAA7ZGjAQAAAAAA0B45GgAAAAAAAO2RowEAAAAAANAeORoAAAAAAADtkaMBAAAAAADQHjkaAAAAAAAA7ZGjAQAAAAAA0B45GgAAAAAAAO2RowEAAAAAANAeORoAAAAAAADtkaMBAAAAAADQHjkaAAAAAAAA7ZGjAQAAAAAA0B45GgAAAAAAAO2RowEAAAAAANAeORoAAAAAAADtkaMBAAAAAADQHjkaAAAAAAAA7ZGjAQAAAAAA0B45GgAAAAAAAO2RowEAAAAAANAeORoAAAAAAADtkaMBAAAAAADQHjkaAAAAAAAA7ZGjAQAAAAAA0B45GgAAAAAAAO2RowEAAAAAANCeQesOAABQDBiN8u1bcnKSfC9VcvcQfv5SUDnJ10/rbsHFjKbM26nnUjJvpmXd8nDz9/UICfKpU8ajvNb9goulm8zn09NvZmffys4JNBhC3N3renuWc3PTul+ljjlbZNwW2akiJ00YvISbr/AqJwxeWncLAIoxcjQAgFJMls1nT5lOHjNHRoisrH/skiSpUhV9o6a6dh0lH1+tOwqnyLL5zI3fz9xYcfHWlmxTmuUuSUiVA9s0qDSkdejT3u5BWvcUTjHJ8rL4O7/fvrPtblK6yWy5SydEe3/fIeWC/l2xQoCBL8BFSzaJO6dE4lmRfEmYjf/YJemET1VRtoEo31roPbTuKAAUP5Isy1r3AQCKi927dy9btmzfvn3Xr19PTk729fUtX75869at+/fvP2LECHd3d5c8y5YtW/r27SuE+OWXXyZMmKB10KWX+VKUceNa+UZMAeU8PAzdeuq79hBurnkD4D67eGvLlrNT4pJP2S7m6ebfpe6bHWtNNug9te4yHLE+IfHNy9ERaem2i5V1M7xTrep/Kld010lad/nBlBghrm0TmXcKKOZWRlTuLiq0FRJTLwCABXI0ACCEEJcvX37iiSfCw8PzK1CpUqX58+cPHDjQ+eciR6M9WTaFbTFu3yTs/hCUKld1Gz9RCgjUuusoBFk2b494NzxqhizsfaGrlm0/ut1qX8+KWvcdhWCS5dcvXf3y+k37q3QN8FvZqH4wdz+5lGwSVzeKW4cLUcW/lqgzkrufAOD/kbgGABEVFdWhQwc1QdOqVatx48a98cYbY8eO7dSpk8FgEELcvHlz0KBBixcv1rqzcJosG5f/atz2p/0JGiGEfCMm59sv5Fux96uP8oYNG5588skGDRoEBAQEBga2bdt27Nixa9as0eSYlURm2bT88MjdUdPtT9AIIWISD8zb2Tbh3oX700leaOflyPKQM+cLlaARQuxOSml39FR0ZlahajkmNTX1k08+6d+/f+3atb29vevVq9e/f/9p06alpqbmLVy1alVJkj788EMbDVasWFGSpM8++8zJWq5lNorziwuXoBFCJF8SZ+aL7NTC1bLfmjVrJEmSJGnlypV59+7YsUPZ+8orr+Tdm5WV5eHhIUnSuHHjhBDJyclK4RYtWhiNxvyesXfv3pIkvffee0KIzz77TLLb2bNni+ooAChRyNEAKO3MZvPo0aPj4+OFEC1atNi7d++RI0cWLVo0Y8aMxYsX79mzJzIycsyYMUIIWZaffvrpq1evat1lOMW4daPpeCEvI4QQQsipKTm/fC+npzlQt1DOnDnTsWPHRx555Jdffjl//nxycnJSUtLhw4eXLFkydOjQ1q1bHzp0SIMD54T4+Pj//Oc/7du3DwgIqFixYrdu3WbMmJGZmVmkT7rlzOtnb6x0oGJKxvUlBwZl5iQX9WF58F7oXObPny9J0r///e8ifZYXLlzekJDoQMUrmZmDz5y7ZzIVafdWr15du3bt9957b9OmTZcuXcrIyIiKitq0adM777xTq1atX3/9tUif/X66vFYkX3KkYmaCiFoizDlF0qtu3brpdDohxL59+/Lu3bZtm/Jg69atefcePXo0OztbCNG9e3fL7SdOnPjqq6+KpLsAQI4GADZt2nTs2DEhRNWqVTdv3tyxY8dcBWrWrPnrr78OGTJECJGZmfnf//5X6y7DceaI06a/tjlcXU5MMP62qEh7uG/fvi5duhw4cECv148fP37NmjVnz549ffr06tWrx48fbzAYjh492rdv3/Pnz9/vY+eoHTt2NGjQ4Lvvvjt48GBycnJcXNzu3bvfeuutBg0a3Lhxo4ie9PT15fsufulw9dup5/849mSRHpYH74XOJTIy0urYBNf6OS5+/s04h6ufvJf2bJRDeQX7nD59euzYsfHx8Y0aNVq2bNnVq1fT09MjIyMXLlxYv37927dvjx8/fsuWLUV9lO6DuIPizgnHq9+7Ia7+WSQdCwwMbNq0qSgoR3P27Nnr16/n2rt//37lQa4cjRDi/fffj46OLvDZn3/++ev/NH/+fGVXZGRkrl316tUrkkMAoKQhRwOgtNuwYYPy4MUXXyxfPt8leOfMmaM82Lhxo9ZddkpycvKyZctmz55982bhbg14EJhMxo1rC3WLU17mqHPm80U1Ij0+Pn7o0KFJSUlVq1Y9evTowoULBw8e3LBhw8aNGw8dOnThwoXHjx8vX7783bt3+/XrV9TjUFwiKyvr3//+d2JiYvPmzXfu3JmSkhIfH//jjz8GBARcvXr1qaeeKoonNZoyt559w8lGIm7+ceX2X0V0WB68FzqXnJycMWPGpKenO9+UDWkm09uXowtzK5sVS2/dPphSVHfaPP/88xkZGc2bNz906NDIkSOrV6/u5eVVt27d8ePHHz9+vHnz5rIsT506tUiP0n1gzBTXdzjbSPxRke54ts2Whx56SAhx7NixXH9KCQkJx48fF0KEhIQIi3yNSsnRVK5cuVatWpbbfXx80tPTn3/++QKf2tfXt/I/BQX9vXhc5TwMLDcGQAhBjgYA1HuXWrZsaaNYxYoVK1euLISIjo42m/9/Sdfg4GBJknr37m211t69e5X7zL/77rv8Wt61a9djjz1WtWpVDw+PkJCQ3r17L1iwwMa97snJyZ9++mmbNm0CAwP9/PxatGjx8ccfJyUlCSGaNGmi3jmv6tKliyRJo0ePFkJs3ry5du3ao0ePnjx58rlz5yyLmUymRYsWDR48WOlJUFBQy5Yt33jjjfzu7XIg8F27dikbT548KYQ4dOjQuHHjatSo4enpWbly5f79+y9durRIZ7I3HTko34l3vh3jpvVOJnry8+qrr8bHx/v6+v7111/NmjXLW6Bx48br168XQly9elV5YNXx48eXL1+enFzkd+sUaNGiRZcvXy5TpsyWLVu6devm6+sbHBz8r3/9S0l6btmy5dq1ay5/0kNX5iWlF/wTd4G2nn2ziA7Lg/dC5/Lee+8dPXq0qJ9l9vXYuOxs4dzqTLIQb152wbslr5ycnMOHDwsh3n77bW9v71x7PT09lalhjh8/rtxQU3LF7hFG59Nxsrjm+BhHW5RRMDk5OUeOHLHcHhYWZjabGzdu/Oijjwoh8g5oOnDggLA2iEaZ9+fPP//8/fffi6THAEo3cjQASjv1l6sCx5X8+eefe/bs2bVrlwvzCO+9995DDz30+++/X79+PTs7+9atW9u3b3/66aebNWt25cqVvOXDw8Pr16//7rvvHjlyJCkpKTU19cSJE1OnTm3YsOGePXtsP9eePXuGDBly546VBVEvX77cvHnzCRMmrFu3TulJYmLi8ePHP//88/r163/xxReuPeayLH/66acdOnT49ddfr169mpWVdfPmzU2bNo0ZM6Zr166JiY5MLWEP8zHXzO4hx92UY11/k87169eXLVsmhPjoo49y/WxrqW3btj169DAYDEuXLlU3Hjx4UEmZmUym8ePHt2zZctSoURcvXlQLJCQkvP32202aNClTpoyfn1/z5s3ff/99JbWnWr58uSRJHTp0yPukbdq0kSRp1apVyn+fe+45SZKWL1+elpY2derUevXqeXl5hYSEPProo7mmUFHycYMGDco1SG3o0KF6vV4IcepUAUtiO+BEjGvuR7t+99Cde5Eu794D+UJb2rVr18yZM6tVq+aShfBsWHzLBSlXIcSupORrRTB5cFRUVFZWlhCiRo0aVgu0atWqdevWzZo1i4mJKcrjVMRkp+5yspR8UeQUwXxfXbt2tToljTJwpnfv3n369BFCbN++3fIHmGvXrik3Y+bN0fTs2XP8+PFCiJdeeqkYZkgBlHTkaACUdnXq1FEefPLJJ3fv3rVRsmnTpp06derUqZNybem8BQsWfPLJJ7Ist2zZcuLEiU8//XTTpk0lSRJCRERE5M1WnDhxol+/fnFxcUKIqlWrjh49+s033+zTp0+ZMmViY2P79Olj44t+cnLy2LFjs7KyatSo8fjjj3/44YcNGjRQdsXFxXXq1OnMmTNCCF9f3z59+rzxxhsTJkxQ7o3Pysp67bXXZs6c6cJj/v3337/77rtly5adM2fOmTNnrly58ttvv7Vp00YIsWfPnocffjgnx/WzR8r3Us3XrrqqNdPZ0y7v4dq1a41Go6en58SJE22XDAsLy8nJ+eOPP/Lueu2119TVx5T3khDixIkTDRs2nD59+pkzZ9LT01NTU0+ePPnRRx81btw413CqQklMTGzfvv2nn37q5eWljKhauXJlhw4d1AkXhBDKdCp5MxGenp6enp5CiJSUFNcexqT06LikE65q7VzsWtd2TzygL7QqKSlJGcq3ePHigIAAlx891bn0jPPpGS5pShZinUOzDtum3tWS30iooKCgw4cPHz582EaqrvhLixVZLkpTyGZx1/VJUREQENC8eXORT46mV69e3bt3d3d3T0hIsBz8ZWMyGiHEF198ERQUFBsb+9Zbb7m+xwBKN3I0AEq70aNHK1c4kZGR9evXnz17dmzsfVpfee/evR4eHj/99NPRo0cXLFgwf/78kydPrlu3zt/fXwhx/fr11157TS1sNpuffPLJtLQ0IcQTTzxx4cKFpUuXTp8+ffPmzceOHatTp056erqNH/Q2bdoUHR09ffr0CxcuLFmyZOrUqZUqVVJ2Pfvss0rep2XLlqdOndq8efOMGTN++eWXc+fOTZ8+XUlIvfPOOy6cu3Tu3LmhoaEHDhx47rnnGjVqFBoaOmrUqN27dz/22GNCiKNHj7o2JaSQr14RFr+ROtvalYvON5KLsvp73bp1fXx8HGvh9OnTs2fP7tOnT3h4eGJionL7ntlsVmYtDQ4O/u23327duhUbG7tkyZKyZcveuHFj6NChDk938vbbb1+/fn3nzp0nTpxYt25dbGzslClTzGbzf/7zn8uXLytltm/fLsvyxx9/nKvu8ePHlTez1Tt9nBGdsKdQi20X0Nqd3a7tnnhAX2jVM888ExMTM2XKlK5du7r80Fnak+zK7N7uJBfnCoUQISEhymy1H3/88TPPPKPkwR88qS69USz1apF0UsmzWOZoLly4EB0d7ebm1rVr1zJlynTq1En8c3UnJUdTqVKl2rVr522wXLlys2bNEkLMmzdPzeYAgEuQowFQ2rVp00ad+S8+Pn7y5MlVqlRp3779e++9t2vXrqKeJmD69OlPPvmP5WMGDhyoTmO8ZMkSJXsihNi0adOJEyeEED169Pj55589PDzUKnXr1t22bVuB0w326dPnzTffzDUI6Pz58+vWrRNClC1b9q+//goNDVV3SZL05ptvvv7660KInJwc1y41+tlnn+X66djT03PevHl+fn5CiNmzZ7t8KI2c6soR6XIRjG9Xpv5xZmmPW7duDR48ePPmzZ07dw4MDFQ2Lly48OzZsx4eHvv37x81alT58uVDQkIef/zxPXv2GAyGyMjIJUuWOPZ0SUlJ3333XZcuXZT/SpL02WefDRo0yGg0fvLJJ1YOmiynpKRcvnz5xx9/HD58uBBi5MiRjRo1cu1hTM105WTYKRmuv6ntAX6hFy1atGLFihYtWnz00UcuP2653Mxy5cn5Rrbr73USQsybN8/f31+W5e+//75Jkya1atV67rnnVq9enevus7w++OADKX/q54JLajkp26UTLme7PlcmxP+mDb59+7Z6Y6AyiKZDhw5KqvThhx8W/5ySRsm8KBWteuKJJ7p37y7L8tNPP10UYz8BlFrkaABAfPvtt1988YUyekUIYTabDx48+Mknn3Tv3j0wMLBfv35ffPFF3lU5nVe+fPlnn3027/bOnTsPGDBACJGdna3+rPfbb78pD6wuAlK9evVRo0bZfro337QyAeoff/yhTK/z6quvKvmRXF555ZUyZcooJV0VeM2aNUeMGJF3e2Bg4HPPPSeEiI+P/+svFy+pI6e4NEfj0oyPQrm1zerUFePGjbN60XXpUu5lg/MOvP/111+FEE8++WSupFiDBg1Gjhwp8r8Ro0CVK1dWhj5ZUpJ6ixcvznvRsnTpUn9//1q1ak2cODE6Ovqtt95atMj1C5mnZrpyHJxrW1M8qC/05cuX//Of/3h5eS1ZssTNzc3lxy2XWJcm0GOziuQau0OHDocPH37iiSeUs+jly5fnzZs3fPjwcuXKtW/f/ptvvnkAZjNxcY6maJbY6tKli/L7hDqURr3RSfmvMiXN/v37U1NThRCZmZnKjyLdunWz0ey8efM8PDzOnDnj8lnbAJRm5GgAQAghXnnlldjY2MWLFz/66KPqJAJCiPT09M2bN7/22muhoaHDhw/Pe6XkjIcfftjLy8vqrjFjxigP1Ik59+7dK4QoU6ZMfl8ZH3nkEdtP16JFi7wblXUrbFQPDg5u3769ECI+Pj6/NZ4Kq0OHDsoMjnl17NgxV+CuIrl0WVPXtqZQVn5x8rdu5d4KS8rvxuqliKWePXsKIRx+V7ds2TLv6C1l0lmj0RgdnfsWCE9Pz5CQkEaNGnXu3Fmv169du3b3btffSWTQeTjfiEqvd2VrigfyhTaZTGPHjk1NTZ01a5Y611WR8tA5t55TUbZmqU6dOj///POdO3e2bdv2xhtvtGrVSqfTmUymgwcPvvjii7Vq1dq5c2feWq+88sr1/AUHB1t9LsdqOUnnmvnZ/tda0Sw/7e/vr3wCKjkak8mk/AygLk3YvHnz8uXLG43GHTt2CCGOHj2qjKK1OhmNql69ekq29KOPPsp73x8AOIYcDQD8zcvLa+zYsStWrIiPjz969Ohnn3328MMPe3t7ly1btnr16iaTafXq1W3btnXhVWXNmjXz26XOZHzr1i0hhNlsVpYozm99ECGE5W1KeXl7e6sDhSypk+/YqK4+qbLIhfPsea4LFy645Ln+n6+/8238P78AF3dPiAoVKgghoqKi8u76+uuvLa+1rl27ZvXWtsDAQGUiXlVWVpYyBMzqMa9evboQwuFLi2rVquXd6OHhUbFiRavNDh8+PDY29syZM+Hh4ZcuXbpz586AAQNyzeLpPB/Pii5szc+zsmu7Jx7QF/qTTz7Zv39/v3791FtHi1pFd3cXtlbZw5Wt5eXp6dmrV68ZM2YcOXIkPj5+69at33zzTaNGjRISEvr27Zv3pfHz86ucv/zmrXeslpPc/Zxvo6has2Q5Jc2hQ4eSk5P9/f2VueqFEMpyaeJ/U9Kok9Gon8X5eeutt+rVq5eRkaEMAgUA55GjAVCqJSYmRkZGRkZGWi4uo9PpWrZsOWXKlC1btqSlpSUkJFy9evXy5csNGzZMTEwcOXLkvXv3XPLsyhWOVZUr/31lqMyrmpqaqqwJGhISkl8VdQ5gq9RJK3JRxnX7+Pj4+voW2JkC51CwU7ly5Qrc5fLlfqTAssW2NUW7du2EEOfPnzcajbl2BQYGWl5rpaen5y0jhLCcpUghy7JyL5u69I8l5frfaDSaTCbbfbP6dPlNwaCsN2x7goaqVatOnDgxOzv7888/d+1hDPQOdUk7yrTDAd7VXds98SC+0GfOnPn444+DgoK+//57kwXlrGU2m5X/Kj10ldB/ZqmcVN2lrSl++OGH9957LywsLNf2oKCg3r17/+c//zl06FCDBg2ysrKmT5/u8me/b9wDXNmah0tz6ZaUmWXOnj2bnJys3Oj00EMPWeatLKekUXI0tgfR/B2+u7uywNnWrVuXLl1aVL0HUJqQowFQqi1fvrx+/fr169e3uoispRo1aig3nMfFxX3zzTd2tm97rgEbC0ipq2gruRXl5gjxv2E1Vt2+fdvGc1m9chNCKKmZe/fu2Ug8qU9qI49TqMBtjMdRb5DxdPUlk65GLeHhsvtWdPVcfzdHv379hBBJSUkrV660XVK9Q61Anp6eSoot751HQogrV64IIWrWrFngD+xWq1vdmJKSkpCQIISoXbt2fHx8nTp16tSpo4wCy0UZnaFO4ekqNYN7GPQuePMofzB1K/RzbffEg/hCR0dHm0ymhISEqlWrGiwol6w//fST8t8///zThYexd2CAQXLZDUr9ygY630gu69ev/+STT3788cf8Cnh7eyvToERERLj82e+bgDr/+2txSWt1i6qfyi2Wynxz27dvF3luDFRyNJcuXbp06ZLyp2dPjkYI0a1bN2Xu/5dffvnu3btFFQCAUoMcDYBSTbnpQAhx+vTpAgtXrVpVeWD/92nbN+zYmB5CrajcueDm5qYMMFGutaxybLIYdSyPjepqP22M4ilU4DaiUCuqg3dcxmDQ1XVRYkWSdA2auLh7QnTo0EGZ+ue1115Trn6tSkpKsjpvdH6UGWSVSRZyUTbmGsyvDI6wdOXKFasXHgcOHMg73GnNmjVCCL1eX6NGjfLly6ekpFy8ePH48eN5qyuvdZUqVVx7GN0NPjXKPeR8O0IInaSvG9Lftd0TD+IL7fJDZI8gN0Mnf9fcGOOh0/UpG+DyHirryu/cudNGzlrJf7n8r+B+cvcVPpWcb0YIIfTuwq+m881Y5+fnp6xSv2XLFiUFkytHo66VvmDBgps3b4qCJgy2NHPmzHLlysXHx0+ZMqWoAgBQapCjAVCqdezYURlg8ueffxY4heexY8eUB3kX5M7MzLRaxfbEt5s3b85v9IqyRIsQonPnzmpXhRD37t1TJg/OK++Iensot10IITZu3Gi1QGJi4sGDB4UQZcuWzXtnvmOBh4WF5Xcrkxp4hw4dHAjHNn3Hri5pR9e4meRfJCPyv/rqKzc3txs3bvTs2dPq2JPY2NiRI0da3ZUfZf7pH3/8MddoiHPnzinDHNQVwZSlZ6KionK9LadNm2a15eTk5P/+97+WW1JSUj799FOlTXd3d/G/N1iuYkKIO3fuLFy4UAjRtm1blx/GdjUnuaSdplUf93Yv53w7eT1gL/SAAQNka8aOHSuEmDhxovJfZbk6F5pU+X9ZY+duonoipLxvEczVMmrUKJ1OFxsbO3HiRKunyn379m3atElYzJVeQlVo55p2yrcuqjmDFcrtTt9//31OTk6VKlXq1auXq4AyrOm7774TQlSsWLFuXXtH9QQFBSl/Iz/++OOpU6eKMAYApQA5GgClWkhISNeuXYUQCQkJTz75pI3JGlJSUmbOnKk8Vr7GKZQL0XPnzikzL1iKjIxcvny5jWdPSEiYPXt23u27du3avHmzEKJChQrKgixCiOHDhysPPv7447xV4uLibIyot2HIkCHKg1mzZllNGM2cOVPJpwwePNjyhilnAk9KSrIaeHh4uDJfo6+vrzLs3LV0NWvr6jV0uhWdoc9Al/dN0a5duzlz5uh0upMnT9avX3/SpEmbN2++cOFCVFTUunXr3nnnnbp1627duvWpp56yOo2rVf/6178aNGiQkZHRoUOHNWvW3L17986dO8uWLevcubPRaGzduvXo0aOVks2bNxdCpKWljR8/XlkfOjEx8bXXXvvhhx/Kly9vtfEPP/xwypQpkZGRqamp27Zt69ixY1RUlMFg+PDDD5UC77//vl6v371799ChQ48dO5aenp6QkLB+/fouXbrcuXOnevXqr7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2bm44cdL4lXaOmwt1d63gAAABKF0PeTZMnTxZCBAcHa903AABQOPpe/Uwnjgqj0blW9IaH+2sdCgAAQKljJUfz5Zdfat0rAADgCCmwrL5Td9Ou7c40ou/YVQripxoAAID7zdk5gwEAQLFi6DNAV6uOw9V1oTUN/QZpHQQAAEBpZMhvR2xsbFhY2MmTJzMzMwts5dVXXw0NDdU6FgAAIIRebxj7r5z5X8txsYWtKgVXMIx7Suj1WscAAABQGlnP0axZs+bJJ59MSkqys5UXX3xR60AAAMDfJO8y7s+9nLNskfncGftr6eo1cBv9hPDy0rr7AAAApZSVHM2VK1dGjhyZnZ1tfysVK1bUOhAAAGDB09Ntwr9NB/aYtm+W76VaKSALIf39UCpTRt+zr75DF6HjJmgAAADNWMnRfPLJJ9nZ2Xq9/pVXXnnssceqV6+uK+gbm4+Pj9aBAACAf5IkfYcu+lZtTQf2mk+fMMdEC1m22CuEJElVqumbNNO36yw8PbXuLgAAQGlnJUdz+PBhIcS0adOmTJmidfcAAIBz3D30XXvou/aQU1PkW3FySrJIuye8y0h+/lJIRcnXT+v+AQAA4G9WcjSXLl3S6XQvvPCC1n0DAAAuI/n6kZEBAAAozqzkaLy9vf38/LyYMhAAAAAAAOB+sTLRTL169eLi4hITE7XuGwAAAAAAQGlhJUfz5JNPCiFWr16tdd8AAAAAAABKCys5mieeeKJ3794vvviiMnkwAAAAAAAAipqVHI1er//999979+7dsWPHp59++vjx42lpaVr3EwAAAAAA4EFmZc7gRx55RAghy7LBYFiwYMGCBQuEEMHBwR4eHvm1EhMTo3UgAAAAAAAAJZiVHM2GDRvybrx9+7bWXQUAAAAAAHhgWcnRdO7cWeteAQAAAAAAlC5WcjTh4eFa9woAAAAAAKB00TnfBAAAAAAAAJxEjgYAAAAAAEB7hgJL3L1798SJE8nJyampqf379w8KCpJlWZIkrXsOAAAAAADw4LA1jmbbtm3t2rUrV65cjx49hg4dOn78+OvXrwshfvzxx4EDB65fv17rzgMAAAAAADwg8s3RPP/88w8//PChQ4fMZnOuXSaTaePGjYMGDZo8ebIsy1qHAAAAAAAAUOJZz9F88MEHc+fOFUJIktS7d+93333Xcm/lypXd3d2FELNnz3711Ve1DgEAAAAAAKDEs5KjuXr16ieffCKEqFChQlhY2NatWz/++GPLAgMHDoyMjGzcuLEQ4ttvv7169arWUQAAAAAAAJRsVnI0X3/9tclkEkL89NNPDz30kNVqoaGhmzZtcnd3z8nJ+fLLL7WOAgAAAAAAoGSzsq5TeHi4EKJ9+/b9+/e3UbNKlSqDBg1auXLliRMntI4CAABAa2azfCNGvpsopyQLk1H4+El+frqq1YWnl9Y9K1py0l35VqycmirS04SPr+TrJ1WsJPn4at0vAABKHis5msuXLwsh2rRpU2Dl+vXrCyGioqK0jgIAAEAz8o0Y0/5wc8QZOe1e7n16va5WHV2LNvrmrYRO50jrxZWclmbat9t89qQcezP3PknSVQvVNWmub99JuLlr3VMAAEoMKzmazMxMIYSHh0eBlbOzs4UQycnJWkcBAACgATk5yfjnOvPJoyK/lS5NJnPUeXPUedOu7YYBQ3V162vdZVcwGk27woy7w0RmZj7HRTZHXzFHXzHt3qHv3V/fpr2QJK07DQBACWDl95yKFSsKIc6cOVNg5bNnzwohQkJCtI4CAADgfjNfvZzz9UzziSP5JmgsyHGxOT/NNW3fZE/h4ky+l5rz/TfGrRvzTdBYFk5JNq76LWfpLyInW+uOAwBQAljJ0XTr1k0IERYWpqRg8nP+/Pnt27cLITp16qR1FAAAAPeV+dyZnAXfyvdSC1FHlo3bNhlXLCm5aRr5bmLOt1+Yo68Uqpb51PHseV+LrCytuw8AQHFnJUfz5JNPCiFycnLGjRt3/fp1q9Vu3rw5YcKErKwsIcSYMWO0jgIAAOD+kWNv5ixdKIxGB+qajh0y7diqdQQOyc7KWbhAvpvoQFX5+rWcZYtKbnIKAID7w0qOpnPnzqNHjxZCHD9+vGnTph988MHu3buVXdevX9+8efOHH37YoEGDQ4cOCSH69OnTt29fraMAAAC4X4w5OYsWiGzHR4UYt/1pvnRB6zAK3+0/VsixNxyubo44bdq1XesgAAAo1iTZ2g8aGRkZjzzySFhYmO3KLVq02LFjR0BAgNZRFEJERESjRo2EEMOGDVu1apXW3QEAACWMaVeY8c+1TjYiVa7q/sJrJWgmXfn6texvv3B2IIyHh/uUqSzLDQBAfqyvAenl5bVly5Zp06YFBQVZLeDj4zNlypR9+/aVrAQNAACAU7KzjH9tc74Z+UaM+fQJrYMpBOOWjS64Uykry+SKowcAwIPKkN8OvV7/1ltvvfTSS1u3bt2zZ09MTExKSoqvr2/FihU7duzYt29ff39/rTsPAABwX5nPR4iMdJc0ZTpxVNe0hdYB2UW+l2q+cN4lTZlPHBUDh5agAUQAANxPBtu7vb29hwwZMmTIEK37CQAAoD3T2dOuasocdU7kZAs3d61jsqOrEWdcNd2vfC/VfO2qrnoNrWMCAKA40jnfRFEzm82rVq0aOXJkjRo1fHx8vL29a9WqNX78+G3bGCsLAADuKznmqsvayskxx97UOiD7oi7kYtsFtHb1stYBAQBQTBmcb6JI3bhxY8SIEQcOHLDcePny5cuXLy9evPjhhx9evHhx+fLlte4mAAAoFeSUZFc2l5ykdUD2RZ3qyqhdfAwBAHiA5JujMZvN165di4qKysjIKLCVLl26lC1b1uWdS09P79ev3+nTp4UQBoOhd+/eDRs2NJlMx48f3717tyzLW7du7dWr1969e319WSAAAAAUscwMkZPjwvbke6lah2RfP1NTim1rAAA8SKznaMLCwp599tmLFy/a2cqZM2eKIkcze/ZsJUFTo0aNFStWtG7dWt21Z8+esWPHRkdHnz59eurUqV9++aUGBw8AAJQqbu5Cklw1M8vfDZYEkpu762IWkpub1gEBAFBMWZmP5ty5c/369bM/QSOECAkJKYrOzZkzR3kwd+5cywSNEKJz587Lly83GAxCiAULFmRmZt63QwYAAEopvV7yLuPC9qSSskqmr58rW/MP0DoeAACKKSvjaN5///2cnBwhxEMPPdS/f//KlSvrdAVMLVwUg2iioqKuX78uhGjRokWfPn3yFmjXrl3Hjh13796dlpZ25MiRzp07a3IEAQBA6SEFlZPT7rmstbLltA7Izn4GubK1QNd/bwQA4MFgJUdz4sQJIcQbb7wxY8YMDXsWFRWlPGjZsmV+ZZo0abJ7924hREJCgoZdBQAApYSuXkPztasuaUoqFywFlYwcja5+Q9PuHa5pS5J0dRtoHRAAAMWUlRzNtWvX9Hr9+++/r23PfHx8RowYIYR45JFH8iujDLQRQtSoUUPb3gIAgNJA16ip2Pani5pqpnU0dnc1tJbw8hYZ6c43JVWuKnGvEwAA+bCSo/H39xdCeHl5aduz7t27d+/e3UaBmJiYzZs3CyECAgLq1q1rtUx4eHhcXJzlFjWtAwAAUFhSxUq6OvXMFyKdbUiv17fvpHU0helth86mHVudb8nQpbvWwQAAUHxZydG0bdt2w4YNsbGxFStW1Lp7+bp3796IESOysrKEEK+99pqnp6fVYtOnT9+0aZPWnQUAAA8OQ99Hsi9GObm6k75TN9dO8lLkUXfrZT64V05Lc6YRqXJVXbNWWocCAEDxZWUy4Oeff14IMXXqVK37lq99+/a1bt360KFDQoj27du//PLLWvcIAACUFlKVavpO3ZxqoVx5Q48+zrSgAU9Pw6ARQpIcb8Hg5jb0MadaAADgQWdlHE2/fv0mTZr03XffeXh4fPrpp/7FaVXIK1euvPPOO8uWLZNlWQjRrl27zZsEsA2mAAB0l0lEQVQ3e3t751e+du3arVr94+eazMzMs2fPah0HAAAowQwDhsh34s3nIxyp7OHhNv4pofVN5Q7QNW+lj7tp+mubY9UNQ0ZIVatrHQQAAMWaJFsbqSvLcu/evcPCwvz8/Fq0aFGzZk29Xm+jlQULFhR1R9PS0j744IOvv/46OztbCOHp6fnBBx+8+uqrBoOhUO1EREQ0atRICDFs2LBVq1YVdbcBAMCDKTMzZ+nP5shzhaok+foZxj2lq15i1zqQZeOGP0x7dhaulk5nGDhM36mr1r0HAKC4s56jefnll7/66iv7W5GduyW7QJs3b3722Wejo6OFEHq9fvz48VOnTg0NDXWgKXI0AADANcxm46Z1pvC/7JybRqpa3W3sv6SAQK377SzT4f3GtStFTo5dUZcpYxg9QVenvta9BgCgBLAyCOXXX38tVIKmSMmy/Nxzz82fP1/572OPPfbxxx/nt4oTAADA/aPTGQYM0bdsa9y0zhxp674nKbCsvs8AffPWD8ZsLPo2HXR1G5i2/Wk6ekiYzfmWc3PTd+5u6N5LeJa8G7sAANCElRzN3LlzhRD+/v4ffPBB3759K1eurNPpCt2wi0yaNElJ0NSqVWv+/Pk9e/bU7lgBAADkJlWs5PavZ+WE2+azp83nI+S7CXJKijAZJR9f4eevq1FL17CJrkYtod23qSKJ2j/AMOJxfe8B5nOnzRFn5Pg4OTVFGI3CzV3y95cqVtY1aqKv30h4eTv/XAAAlB5WcjQRERFCiIULFw4ePFjbzs2ePVtJGHXr1u2PP/4IDCzxY4MBAMADSQoK1nftoe/a4+//y/KDMWSmgKj9/fXtO+vbd/77/9lZwt1D604BAFCCWcnRZGVleXt7P/LII9r2zGg0zpo1SwhRpUqVtWvXFqvlpQAAAGwpBQkaK0jQAADgHCvDbqtWrerm5iZp/d1i1apV169fF0K88MILJGgAAAAAAMCDzco4mqFDh3722WcnTpxo0aKFhj0LDw9XHvz8889//PGH7cKLFi2qU6eOhr0FAAAAAABwhpUczWuvvfbrr79OnDhx7969np6eWvXs0qVLyoPz588XWDg9PV2rfgIAAAAAADjPyr1O5cqV27Bhw61bt5o3b7527dqkpCRNeqbmaAAAAAAAAB54VsbRKLMFh4SEHD16dMiQIUKIwMBAvV5vo5Xbt2+7vGdRUVFaHxwAAAAAAID7xEqOZsOGDbm23L17V+t+AgAAAAAAPMis5Gh69eqlda8AAAAAAABKFys5mm3btmndKwAAAAAAgNJF53wTAAAAAAAAcBI5GgAAAAAAAO2RowEAAAAAANCeIb8dt27d2rVr16lTp7KysgpsZebMmVoHAgAAAAAAUIJZz9GsXr36qaeeSkpKsrMVcjQAAAAAAADOsJKjuXTp0qhRo3JycrTuGwAAAAAAQGlhJUfzySefKAmaBg0afPjhhy1atPDy8tK6nwAAAAAAAA8yKzmao0ePCiFCQkIOHjzo6+urdQ8BAAAAAAAefFbWdbp06ZIQYuLEiSRoAAAAAAAA7g8rORoPDw8hRI0aNbTuGwAAAAAAQGlhJUdTp04dIURkZKTWfQMAAAAAACgtrORoRo8eLYTYtGkTSzsBAAAAAADcH1ZyNJMmTWrZsuXp06cnT56sdfcAAAAAAABKBSs5Gjc3tz///LNFixZz5sxp06bN+vXrb9++rXU/AQAAAAAAHmSGqlWrWt2RmZkphDhy5MigQYOEEL6+vv7+/vm1EhMTo3UgAAAAAAAAJZjh+vXr9pRLTU1NTU3VurcAAAAAAAAPJkPnzp217gMAAAAAAEBpZwgPD9e6DwAAAAAAAKWdzvkmAAAAAAAA4KSCczSyLOfawgzBAAAAAAAArpVvjsZoNH7zzTcDBw6sX7++5XaTyVStWrW6deu+8847WVlZWvcfAAAAAADgQWA9R3P9+vVu3bq9+OKLGzduTElJyVvgwoUL06ZN69Chw5UrV7QOAQAAAAAAoMSzkqORZXno0KH79u0TQhgMhnbt2v2jgk739NNPh4SECCGOHz8+YcIErUMAAAAAAAAo8azkaH777bcjR44IITp27HjlypU1a9ZY7pUkaf78+ZcuXXr88ceFEOHh4StWrNA6CgAAAAAAgJLNeo5GCOHv77927doqVapYrebt7f3TTz9VrVpVCLFq1SqtowAAlApGU+a9rFtm2ah1RwAAAADXM+TddOHCBSHE4MGDy5UrZ6Omh4fHwIED586de+7cOa2jAAA8sOJTI87Hrj0fu+7OvaiM7EQhhCTpyniUr+jfomGlIfVDBvl4hmjdRwAAAMAFrORooqOjhRDVq1cvsLIyK83Fixe1jgIA8ACKT43Ydvat87Hrcm2XZfO9zLgLmZsu3Nq0QfdCu5rPd6v3rrd7kNb9BQAAAJxi5V4nPz8/8b/RNLadP39eCOHr66t1FACAB4os5F2R074La5o3QZOLyZy97+JXX22tE3Vrk9a9BgAAAJxiJUfTqFEjIcSePXsyMjJs1MzMzNyzZ48Qol69elpHAQB4cJjM2SuPjN0e8Y5ZNtlZJSPn7pL9j+y7+JXWfQcAAAAcZyVH8+ijjwohrl+//uSTT9qo+fzzz8fExAghhgwZonUUAIAHx4aTL5yKWVrYWmbZtOn0y0ejf9S6+wAAAICDrORo/vWvf9WuXVsIsXz58jZt2qxevTo7O1vdazQaw8LCunbt+vPPPwshKlas+Mwzz2gdBQDgAbH/0tdHrn7vcPUNJ/9z4+5hrYMAAAAAHGFlzmAPD481a9Z069YtISHhyJEjw4cPlyQpJCSkUqVKCQkJMTExJtPfg889PT1XrFhRpkwZraMAAI3JQs7MSfJ0C5CEpHVfSrB7mXHbI95xpgWjKXP9yUnPdD/ICwEAAIASx2B1a6NGjQ4dOvTEE0+Eh4cLIWRZjo2NjY2NtSxTr169X3/9tXXr1lqHAADaSM28eT523bnYdbdSTqVlxZvMOTrJ4ONZobxf4wYhg+pXHOznVVnrPpYwO85/mG2852QjN+4ePnN9RZMqI7WOBgAAACgcQ347atasuXv37j179vz222979+6Njo5OTk729vauUKFChw4dhg4dOmTIEL1er3X/AUADqZmxf53/8OjVH82y0XK7WTamZNxIybhx8daWjadealn9yR4NPvD1rKR1f0uGbFPa8Wu/uKSpg5e/JUcDAACAEsdge3fnzp07d+6sdScBoBg5fX3ZmmMTs01ptouZZeORqwtOxiwZ3GJ+s6pjte51CXDh1majKdMlTV1L3HcvM87HM0TrmAAAAIBC0DnfBACUHjvOvf/74ccLTNCockzpK4+M23b2LVnIWve9uLt4a4urmpJl86XbYVoHBAAAABSOQQixd+9e5T/169cPCgrSuksAUEztuTDzr/MfOVBxd9QMDze/rnXf0jqCYu1u+lWXtnZF64AAAACAwjEIIdS7mVauXDl8+PCqVasWtpWYmBitAwGAonXh1uZtZx1PsmyPeLe8X+P6IY9oHUfxdS8zzoWtpWbGOt8IAAAAcD9ZmY/m+vXrWvcKAIoXozlr/YnnzbLJ4RZk2bzhxKRavXu56b20jqaYMppdMxnN3625aGobAAAA4L6xkqNhkmAAyOXQ5TnO3zuTnBFz4PI3XepM0TqaYsrXs2LCvQuuas2P5bQAAABQ0hiEEHFxfw8vDwgIEEKEh4dr3SsAKF4OXP7WNe1c+qZzndclIWkdUHHk51nZla15ubI1AAAA4D7QCSEq/I+Hh4fW/QGAYicu+dTdtMsuaSol4/rNu0e1DqiYql6ui0tb66p1QAAAAEDh5F57++bNm2FhYWFhYTdv3tS6bwBQLFyMd9ma0EKIC7c2aR1QMVU/5BFXjTAqW6Z2ed+GWgcEAAAAFE7uHM2KFSt69erVq1evH3/8Ueu+AUCxkOiiQTQK164w/SDx86pSI/ghlzTVvNo4raMBAAAACi13jqZChQrKg6ioKK37BgDFgqvXhGaUYr56N5rm/FAaH48KHWu/rHUoAAAAQKHlztH069cvKChICLF//36z2ax19wBAe65dEzrHlKF1QMVXlcB2Tas+7mQjvRp+4mHw1ToUAAAAoNBy52gCAgJ+/fVXDw+PS5cuzZo1S+vuAYD2fDxCXNiar2dFrQMq1gY1nxfi38zh6i2r/6tV6EStgwAAAAAcocu7qW/fvtu2batevfobb7zRt2/fnTt3Jicna91PANCMn1cll7bGmtC2uBt8xrRfG+Ad6kDd2uUfHtR8rtYRAAAAAA4y5N00evRoIUTDhg2jo6O3bNmyZcsWIYS3t3dgYKAkWZ8mICYmRutAAKCoVAvq7MLWqge5coXpB1KAd/Vnux9admjE1Tu77a/VruZ/+jf9UicZ7K8CAAAAFCtWvssuW7Ys78b09PT09HStewsAGqgZ3MPD4JtlTHW+KTe9V+3yvbUOqAQo4xH8RKdtBy59sytqWkZ2ou3Cwb71ezea0aDiYK17DQAAADjFSo6mc2dX/mIMACWdQefRqPKjx6J/cr6phpWGuem9tQ6oZNDr3DvVebVV6FOHr35/7uYf1+8ekuV/zGRv0HvWCu7VuPKjTas+zvAZAAAAPACsfKkNDw/XulcAULz0qP/+qetLjSanFnjS69x7NPhQ61BKGE+3gC51pnSpMyUtK/7OvajUzJuZOck+HhV8PEPK+zVy15fRuoMAAACAy/DDIwAUzN+7Wqfar+yKnOZMIx1qvVi2TC2tQympyniUL+NRXuteAAAAAEVI53wTAFAa9GjwYa3yvRyuXqNc914NnUrxAAAAAHiwkaMBALvoJMPItitC/Js6ULe8b8NR7X7X69y0DgIAAABA8ZXvvU6xsbFhYWEnT57MzCx4/oVXX301NDRU61gAoGh5uQX+u+velUfGnYtdY3+teiEDH22zxMPgp3X3AQAAABRr1nM0a9asefLJJ5OSkuxs5cUXX9Q6EAC4H9wNPqPbrTpydcFf5z9MzYy1XdjHo8JDDd5vE/qMJDFoEQAAAEABrORorly5MvL/2rvvwCiq7uHjZ0t6rxAIkNAh9BoQAZWqIIIIKIqgIJbHRx+7WEARKxZsiCigWECJgIJ0pEkV6QRCCxBICKT3TXb3/WN884tpJNlNbsr384+TmTtnzhlWZU9m7h071mQylT1KUFCQ6kIAoIrodPruoVM7Nr73r3Pzj1+OuJi4y2I1FxrQyCe8bYNR3UOnOhrdVecLAAAAoGYopkfzxhtvmEwmg8Hw1FNPjRkzpkmTJnr9dX4D7O7OlxAAdYujwa138yd7N38yI+fq1bTI1KyYTFOCi6Ovl0sjf49W7k71VCcIAAAAoIYppkezb98+EXnzzTefe+451ekBQHXn5hTg5hSgOgsAAAAANV4xD8icOXNGr9c//vjjqnMDAAAAAACoK4p5jsbV1dXT09PFxUV1bgAAAAAAAHVFMc/RtGrVKi4uLjExUXVuAAAAAAAAdUUxPZpJkyaJyC+//KI6NwAAAAAAgLqimB7NxIkTBw4c+N///lebPBgAAAAAAACVrZgejcFg+PnnnwcOHNi7d++HHnrowIEDGRkZqvMEAAAAAACozYqZM3j48OEiYrVajUbj/Pnz58+fLyIBAQFOTk4lRbl48aLqQgAAAAAAAGqwYno0q1atKrrz6tWrqlMFAAAAAACotYrp0fTp00d1VgAAAAAAAHVLMT2a7du3q84KAAAAAACgbtHbHgIAAAAAAAA2okcDAAAAAACgnvG6I5KSkg4ePJiSkpKWlnbrrbf6+flZrVadTqc6cwAAAAAAgNqjtOdoNmzY0LNnT39//5tvvnnkyJETJkyIiYkRka+//nrYsGG//fab6uQBAAAAAABqiRJ7NI8++uigQYP27t1rsVgKHTKbzatXr7799tuffPJJq9WqugQAAAAAAIAar/gezYwZM+bOnSsiOp1u4MCBL7/8csGjDRs2dHR0FJE5c+Y8/fTTqksAAAAAAACo8Yrp0URHR7/xxhsiUq9evU2bNq1fv37mzJkFBwwbNuzkyZPt2rUTkU8//TQ6Olp1FQAAAAAAADVbMXMGf/zxx2azWUQWLFhw0003FXtaSEjImjVrmjVrZjKZPvzwwzlz5qguBACASmbKsZyMtJyMtCZes6alSm6uztNLPDz1IU31YR10vn6q8wMAAEDNVkyPZvv27SISHh5+6623lnJmcHDw7bffvmzZsoMHD6quAgCASmRNSzVvXGv+a4/k5f5rf1KiiFiOHpJVy/VNQg1DhuubNledLAAAAGqqYno0Z8+eFZHu3btf9+TWrVuLSFRUlOoqAACoLOad2/LW/ComU+nDLOfPWeZ9rG/XwWH0eHFxUZ01AAAAap5iejTZ2dki4uTkdN2TTSaTiKSkpKiuAgCASmA256342bx3Z9nPsBw9bLoS5zDxIZ1/oOrsAQAAUMMUM2dwUFCQiBw9evS6Jx87dkxE6tevr7oKAADsL2/FT+Vq0GisV+Nzv/jYmpKsOn0AAADUMMX0aPr16ycimzZt0lowJTlx4sTGjRtF5IYbblBdBQAAdmbeutG8d1fFzrWmpeZ++5Xk5lbsdAAAANRNxfRoJk2aJCK5ubn33XdfTExMsaddvnz5/vvvz8nJEZHx48errgIAAHuyXovPW7fapggxF8xbN6muAwAAADVJMT2aPn363H333SJy4MCBDh06zJgxY9u2bdqhmJiYtWvXvvbaa23atNm7d6+IDB48eMiQIaqrAADAnvLWrhKz2dYgWzdZ01JVlwIAAIAaQ2e1WovuzcrKGj58+KZN1/kFYOfOnTdv3uzt7a26inI4fvx4WFiYiIwaNSoiIkJ1OgCAaseacM303kwp7v+P5WUYMMQ48FbVBQEAAKBm0Be718XFZd26dW+++aafn1+xA9zd3Z977rmdO3fWrAYNAADXZTl22C4Nmn9CAQAAAGVjLOmAwWB48cUXn3jiifXr1+/YsePixYupqakeHh5BQUG9e/ceMmSIl5eX6uQBALA/S+Qx24NorLGXrUmJOh9f1TUBAACgBjCWftjV1fWOO+644447VOcJAEAVsV6Lt280ejQAAAAoC73tIQAAqD0sFmt6mh3jWVOZNhgAAABlQo8GAIACTCaxWOwZMCtTdUkAAACoGejRAABQgLOzGB3sGE/n4am6JAAAANQM9GgAAPgXnadduyqeTLEPAACAMqFHAwDAv+iCG9stlsGgr99AdUEAAACoGejRAADwL/q27e0Rxioi+qYtxMVFdUEAAACoGejRAADwL4bWbcXR0eYwOhHRd+isuhoAAADUGPRoAAD4NxdXw4032R5G5xdg6NpDdTEAAACoMejRAABQmLHvLTp3D1uDDB0uBoPqUgAAAFBjXL9HY7VaC+25ePGi6rQBAKhMzs7GeyfZ0mExhPfRt++kugwAAADUJCX2aPLy8j755JNhw4a1bt264H6z2dy4ceOWLVu+9NJLOTk5qvMHAKBS6EObG0eOEZ2uIuc2b2m8/U7VFQAAAKCGMRa7NyYmZuzYsTt37hSR+vXrFx1w6tSpN998c82aNREREaGhoaqrAADA/gzde+lcXHOXLhaT6bqDrdoswSKGbuHGkWN4ywkAAADlVcxzNFardeTIkVqDxmg09uzZ818n6PUPPfSQ1rg5cODA/fffr7oEAAAqi75dR8fHntKHNrvuSJ2Izt3DeOfdxrvuEaOxDLEBAACAfymmR/Pjjz/+9ddfItK7d+9z586tWLGi4FGdTjdv3rwzZ87cc889IrJ9+/affvpJdRUAAFQWXf0GDg8/4TDxIX2LViU9HaMLCDQOus3x+VcNPXqpzhcAAAA1VTG/6Pvxxx9FxMvLa+XKlf7+/sWe5urqumDBgu3bt1+8eDEiImLMmDGqCwEAoBLp27TTt2knWVmW0yetSYnWlGQxm3Xu7uLlrQ9pqguopzpBAAAA1HjF9GhOnTolIiNGjCipQaNxcnIaNmzY3LlzIyMjVVcBAECVcHFhtSYAAABUkmLedTp//ryINGnS5Lona7PSnD59WnUVAAAAAAAANVsxz9F4enpmZ2drT9OU7sSJEyLi4eGhugoolmVKjE05kJp1OT3nipPR3cOloa9r00DPMNV5AQAAAABQYxTTowkLC4uPj9+xY0dWVpaLi0tJZ2ZnZ+/YsUNEWrVqpboKqGG25B64sPBIzNLoa9ss1rxCR31cQ9s0GBHe7L8+rqzODgAAAADAdRTzrtNdd90lIjExMZMmTSrlzEcfffTixYsicscdd6iuAgocu7Ts441tVh6Yevbq5qINGhFJyjy38/RHcza0XnPkf9m5yarzBQAAAACgWiumR/PAAw80b95cRJYuXdq9e/dffvnFZDLlH83Ly9u0aVPfvn0XLlwoIkFBQVOnTlVdBaqUxZq36tDjS/belZhxxnq9wWaLaefpj+Zt6Xkt/aTqxAEAAAAAqL6KedfJyclpxYoV/fr1S0hI+Ouvv+68806dTle/fv0GDRokJCRcvHjRbDZrI52dnX/66Sc3NzfVVaDqmC25P+y5Iyrud+1HXdnOupYeNW9L+MQb1jf06a66AgAAAAAAqiN9sXvDwsL27t174403aj9ardbY2Nj9+/dHR0fnN2hatWq1ffv2Pn36qC4BVer3w0/kN2jKJTs3+fvdd6RlX1ZdAQAAAAAA1ZG+pANNmzbdtm3b9u3bH3300Y4dO3p7e+t0Ojc3t6ZNm44fP37ZsmXHjh3r1q2b6vxRpQ5d/H7vubkVPj0t+/LSvWOtct0XpAAAAAAAqHOMpR/u06cPT8pAk2fO3nB8mo1BzifsOH4pIqzhaNXVAAAAAABQvehtOTklJeXSpUtpaWmqq0BV2Hvui5TMC7bH2Xj8JR6lAQAAAACgEJt6NLNmzQoODn711VcrO8u9e/dOnjy5efPmrq6u/v7+PXr0ePvtt5OSkqruPkHkcMwPdolzLT3qUtI+1dVUIzl5qfGpx07Hr4+MXXkxcVdqVgw9LAAAAACog67zrlNiYmJubm6xhy5duvTrr7+KyOnTpys1xZdffvmtt96yWCzaj1lZWQkJCfv27fv0009//vnnXr16KbhtdU9q1qXLSX/ZK9qJ2JXBPj1U16RYlinxwIVvImNXXkjYYbGaCx7ycmnUOuj2jo3GN/Ll4w0AAAAAdUXxPRqTyfTMM8+sWLHi4sWL1w3RqFGjysvvnXfemTVrlojodLqbbrqpS5cu6enpq1atiomJuXTp0vDhw/fs2dOsWTNFd68OuZi4y44Pd1xI2Km6IJXyzNm7zszZFvV2dm5ysQNSsi7uOfvZnrOfta4/fGDYW4GeYapTBgAAAABUuuJ7NEOHDt28eXNZzq9Xr96zzz5bSclFR0drL1I5OzsvX758yJAh2v45c+bcf//9S5YsSUhIeOqpp1auXKngztUxqXZdMzs1+5LqgpRJzYr5fvcdl5P3l2XwibjfTsevv73zvM6N71edOAAAAACgchXTo1m/fr3WoPH09Bw2bJinp+fKlStjY2ObN28+bNgwq9UaFRW1devWzMzMNm3abNmyJTAwsJKSe/fdd00mk4hMnz49v0EjIo6OjgsXLty7d+/Zs2d//fXXo0ePtmvXTvWdrOXSs+OqbbQa5ErqkW/+HJyWHVv2U/IsOb/sn5iQfmpA2zdUpw8AAAAAqETFzBk8f/58ETEYDFu2bPn+++/nzp37ww8/iEhWVtYHH3zw0Ucf/f7775GRkc2bN4+MjFy2bFklZWa1Wn/55RcR0el0EydOLHTU2dl5/Pjx2rY2DJXKwehqz2gGe0arKTJy4r/bNbxcDZp8W0/O+it6vuoKAAAAAACVqJgeTVRUlIgMGjSoc+fO2p4bbrjBzc3t0qVL58+f1/Y0btx45cqVOp3u+eefv3LlSmVkdvjwYS1yr1696tevX3TAqFGjtI3169ervo21n4dzkB2jebo0VF1QVbOKdcneMcmZ5yscYdWhx1gPCwAAAABqsWJ6NJcuXRKRgm8POTg4hIeHi8jJkyfzd7Zt2/bWW29NT0+fN29eZWR2/PhxbaN///7FDujUqZOnp2fBkag8vq5N7RjNxzVUdUFV7dilZdHXttoSwWzJXXPkKdV1AAAAAAAqSzHz0WRmZoqIm5tbwZ3NmzfftGnTyZMnBw8enL+zV69eq1evXrVqlTazr32dOnVK2yhlvpuAgIDU1NSkpKSEhAQ/P7+iA37++eezZ88W3BMfH1+pN7S2auzXx9nBu6R1iMqrZf3bVBdUpSxW88bjL9ke53zCjhNxv7WuP1x1QQAAAAAA+yumR9OwYcPTp08XeoOpadOmInLkyJGCO5s0aSIiZ86cqYzMkpOTtY1imy8af39/7erJycnFDlu4cOGaNWsq9xbWDQa9Q4t6g4/ELLU9lF5naFXHejQXEv5MSD9ll1AHz39DjwYAAAAAaqVi3nUKDg4WkXXr1lkslvydzZo1E5G9e/cWHJmSkiIiubm5lZFZRkaGtlFKjyb/UHp6etXet7qod/OndKKzPU6HRuPdnCprLbDqKTJ2hb1CnbqyNs+crbogAAAAAID9FfMczfDhw7ds2XL27Nn//ve/77//vpOTk4h06dJFRA4fPrx///6uXbtqIzdt2iQizZs3r4zMrFartqHT6a47Ji8vr9gBffr0cXd3L7gnNTV13bp1lXtTa6lgnx5tGow8ftmmVbSMBudb2ryuupSqZuNMNAWZzBmXkvc18btRdU0AAAAAADsrpkczZcqU119/PSUl5bPPPlu0aNGGDRt69eoVGhraqlWrkydPjhkz5pNPPmnYsGFERMSKFStEpFu3bpWRWX5vJTExsaQx+Yc8PDyKHTBt2rRCe44fPx4WFlbZt7W2Gtr+/ehr2zJN1yoc4ZY2r3u7NlFdR1VLyYqpttEAAAAAANVEMe86eXh4LFy40NHRUUQyMjJSU1O1/S+88IKInD179rbbbuvUqdPMmTOtVqujo+OLL75YGZl5eXlpGwkJCSWNyT+kLfCEyubtGnJP+HKD3rFip3dsdG+fFs+qLqKqWax5tnS1ikrLjlVdEwAAAADA/vTF7h05cuShQ4deeumlm266SXvXSUTuv//+qVOnFhzm7u6+aNGi0NBKWUc5/xWqa9dK/H6r9Wg8PDzq1aun4u7VRU38+oztsdTR6C4i1vKc2D543B2d56tOXwGd6HUl/ItWMXqd0fYgAAAAAIDqpsQve61bt37jjTcK7tHpdF988cW4ceNWrVqVmpravn372267TVvvqTK0bdtW29i1a1exA06ePJmUlKSNLGXOGthdm6A7pvTd8eOeOxMzyrSkl0HvcHOb125s+YJdphyucXQ6vbtzvdSsS/YK6OnSUHVNAAAAAAD7K/cv5Pv379+/f/8qyKxjx44BAQFXr17dsmVLcnKyt7d3oQHabDgiMmjQoCrIBwXV9+r4+IBje85+tu3km5mmEl9G04mubcM7B7Z908+9heqUVfJyaWzHHo2XSyPVBQEAAAAA7M+er2DYOTO9fuTIkSKSm5v7888/FzpqtVp/+uknbXv06NGqk62LjHqnG5o/9cyQC/eEr+jSZFKgZ5iLg4+239u1SbPAgbd2+Oh/g8+M6/FzHW/QiEjzQLu1EV0d/Rp4d1FdEAAAAADA/owiMmnSJBFp0aLFc889ZzRWo6kunn/++YULF+bm5k6bNq1v376tWrXKP/T666///fffIjJixIgOHTqozrTucjC4tgka0SZohPZjnjnbaHBWnVS10yZoxB8nXrNLqFb1hzEfDQAAAADUSkYRWbRokfbD6tWrlyxZ0qhRdXmTomnTpq+99tq0adOuXbvWo0ePyZMnd+rUKTU19Zdfftm8ebOIBAQEfPjhh6rTxP+hQVOs+t6dgn16xiTtsTGOTnTdQ6faGAQAAAAAUD396xfyO3fu7NSp06JFi4YPH646sX+8+OKLqamp77zzTmpq6gcffFDwUOPGjSMiIippVSnAjnSiG9zuna+397cxTpsGIxv59lJdDQAAAACgUvzffDShoaG9e/dOTEy8/fbbn3zyyYyMDNW5/eOtt97atWvXxIkTQ0NDnZ2dfX19u3fv/vbbbx85cqRbt26qswPKJMS/X8dG422J4OzgPbjdu6rrAAAAAABUlv/r0fj5+W3btm369OkGg2HOnDnNmzefP3++2WxWnaGISM+ePRcuXHj27NmsrKyEhIS9e/c+//zznp6eqvMCymFE5/nBPj0qdq5Opx/d7Ttft2aqiwAAAAAAVJZ/retkMBhmzJixbdu2kJCQuLi4hx56qGPHjmvWrFGdJFAbOBhc7glfHuTVqbwnGvSOI7t83ar+baorAAAAAABUomLW3u7du/ehQ4cefvhhg8Fw7NixW2+9tX///suWLTOZTKqzBWo2D+cGk/vtCGtwZ9lPcXMKnNRnY+fGE1XnDgAAAACoXPpi93p6es6dO/fw4cNDhw4Vka1bt951110NGzZ85plnIiMjVecM1GCOBrdxPZfdE74iwKNN6SONBuc+LZ59YuCJJn43qs4aAAAAAFDpdFarVafTiUi3bt327dtXdMSGDRueeeaZw4cP5+8JDw8fPHhw3759w8PDXV1dVZdQPsePHw8LCxORUaNGRUREqE4HdZfFmnf6yvrI2JWnrqxJybqYv9/B4NLIt3eboBFhDe/0cG6gOk0AAAAAQBUxXnfEwIEDDxw48Pvvv3/22Wfr1q2zWq27d+/evXu3iDg4OHTt2rVv377vvPOO6kKAGkavM7asf2vL+reKSJ4lJz07zpSX7uEc5OLoqzo1AAAAAIAC+jIN0uuHDRu2Zs2aqKiop556ysfHR9ufm5u7e/fud99lPWDAJka9k7drk0DPMBo0AAAAAFBnlalHk6958+bvv//+pUuXfvvtt0ceeSQkJER1/gAAAAAAALXB9d91KsrFxWXYsGHDhg0TkcjIyN9//111FQAAAAAAADVbRXo0BbVp06ZNmzY2BgEAAAAAAKjjyveuEwAAAAAAACqDUUReeOEFEWnYsKHqZAAAAAAAAOooo4i89dZbqtMAAAAAAACo03jXCQAAAAAAQL3CcwZnZWXt378/ISEhNDS0ZcuWzs7OpZx86tSpzMxMEenYsaPqQgAAAAAAAGqw/+vRpKamTp8+ff78+RkZGdoeb2/vZ5999sknn3R1dS325AkTJuzevVtErFar6kIAAAAAAABqsH/edYqPj+/Tp89HH32U36ARkeTk5JdeemnAgAEpKSmq8wQAAAAAAKjN/unR3HvvvUeOHBERo9HYt2/fxx57bMSIEY6OjiKya9euIUOG5OXlqU4VAAAAAACg1tKLyLp16zZs2CAiTZo0+fPPP7du3frpp5+uWLHi9OnT3bt3F5Hdu3d/8MEHqlMFAAAAAACotfQisnjxYhHR6XQ//PBDjx498o81atRo06ZNLVq0EJEZM2acP39edbYAAAAAAAC1k15E/vzzTxHp379/7969Cx328PBYtGiRTqfLysp6/fXXVWcLAAAAAABQO+lFJC4uTkQ6depU7IjevXuPHTtWRL755puoqCjVCQMAAAAAANRCehHx8PAQEYPBUNKgN99809HR0Ww2v/rqq6oTBgAAAAAAqIX0IqLNOHP8+PGSBoWGhj7++OMisnTp0s2bN6vOGQAAAAAAoLb5vx7N+vXr9+/fX9K4GTNmNGnSRESmTp2anJysOm0AAAAAAIBaRS8it912m4jk5eXddddd69atK3acu7v73LlzReT06dMjR45MSUlRnTkAAAAAAEDtoReRUaNGaUtunzt3bsiQIV26dJk8efLKlSsLDR06dOhDDz0kIlu2bGnfvv17773HAzUAAAAAAAB2YRQRg8EQERExdOjQo0ePisiBAwcOHDiQkpIyYsSIQqO/+OILvV7/xRdfXLx48bnnnlOdPAAAAAAAQC2h1/4RHBy8e/fuWbNmBQcHlzJap9PNnTv3o48+atiwoerMAQAAAAAAag+d1WottCsqKioqKsrd3b1///4lnZaXlxcREbF9+/YzZ86cOXMmKipKdSFldfz48bCwMBEZNWpURESE6nQAAAAAAABEiu3R1G70aAAAAAAAQDWk/+CDD2w5/+rVq0WnrQEAAAAAAEC56J9++uk5c+ZU7OTff/+9ffv2v/76q+oqAAAAAAAAaja9iDz55JOffvppuU7Lysr6z3/+c9ttt125ckV1CQAAAAAAADWeUafTWa3Wxx9/3Gg0Pvzww2U55++//x4/fvyJEye0H7t27aq6CgAAAAAAgJpNP2/ePJ1OJyKPPvro/PnzSx9tsVjeeeed8PBwrUFjMBheeumlXbt2qa4CAAAAAACgZjNOmTJFRKZOnWq1WqdOnWowGB544IFih164cOG+++7btm2b9mPTpk0XL17cu3dv1SUAAAAAAADUeHoRmTJlypdffqm99DRlypRvvvmm6LgffvihQ4cO+Q2aBx988NChQzRoAAAAAAAA7MKo/WPy5Mk6nW7KlCkWi+WBBx7Q6/X33Xefdig5OfmRRx5ZsmSJ9mNAQMD8+fNZbxsAAAAAAMCOjPlbDz74oIhobZpJkyYZjca77757y5YtEyZMuHjxojZm2LBhX331Vb169VSnDQAAAAAAUKsYC/7w4IMPak/TmM3m++67b8WKFcuWLbNYLCLi5ub2/vvvT506VXXCAAAAAAAAtZCx0M8PPPCATqebPHmy2Wz+6aeftJ09e/b87rvvmjdvrjpbAAAAAACA2klfdNekSZO++uorvf6fQ48++uiff/5JgwYAgCqWZ8lRnQIAAACqjrHYvZMmTdLpdA8++KDFYvn999+ff/75xo0bq04VAIBaLtOUcDJu1YnYX+NTj6ZmXTKZMxwMrp4uDQM9wloHDW9Vf7ibU4DqHAEAAFBZjCUdmDhxoog8+OCD0dHR/fv337p1a6NGjVRnCwBA7ZRpSth6ctbes58XenYm15yZkH4qIf1UZOwKg96xe+jU/q1eoVMDAABQK+lLOTZx4sQFCxbo9fpz5871798/JiZGdbYAANRCkbErP1zfbOfpD0t/uclsMe0+88mH65sfu7RMdcoAAACwP+Nrr71W+oiOHTseOHDg7Nmz/fv3v++++4odM336dNWFAABQI22Lenvj8ZesVksZx+fkpS7dO+amNjNuav2q6twBAABgTzq7RLFaraoLKavjx4+HhYWJyKhRoyIiIlSnAwCo0/ac/XTVoccrdu6Q9u/f0Pwp1RUAAADAbvS2hwAAABVw9uqm3w//r8Knrz/63Okr61QXAQAAALsxvvHGG6pzAACgzjFbclceeNhizatwBIvV/OvBR/47MNKod1JdDQAAAOzA+NJLL6nOAQCAOuev6HmJGaettr11nJR5bu/Zz3s3r/jDOAAAAKg+eNcJAAAFdp35WOwxLdyuM3OsUmNmhQMAAEAp6NEAAFDV4lOPJaSfskuo5MzzcckHVRcEAAAAOyhfj+bq1avR0dHZ2dmq0wYAoAaLurLGrtF+V10QAAAA7OBfPZq0tLRt27Z99NFHn3322eHDh/P3Z2dnv/rqq35+foGBgaGhoZ6engMGDFi3jrUkAACoiKSMs3aNdk51QQAAALADY/7W+++/P3369IyMDO1HnU732GOPffLJJ3l5eaNHj169enX+yNzc3E2bNm3atOmRRx755JNPDAaD6ioAAKhJ0nPi7BgtNfuS6oIAAABgB//0aN57773nnnuu4AGr1frpp582bdrUw8NDa9C4urq2a9fOYrFERkZqrZy5c+cGBAS89tprqqsAAKAmMZkz7Rgt167RAAAAoIpeROLj42fOnKn9PHTo0Hffffett94KDw8XkVmzZr399tsi8thjjyUmJu7Zs2ffvn2pqakff/yxu7u7NiA6Olp1FQAA1CQeTvXtGc25geqCAAAAYAd6Efnggw/S0tK0jd9///3ZZ5994YUXtm7d2qdPn4SEhDNnznTr1u3TTz91cnL65xy9/vHHH587d66ImM3mL7/8UnUVAADUJPbtqnjSowEAAKgV9CLy999/i0i7du2efPLJ/AOOjo6TJk3Stu+7776iZ957773t2rUTkc2bN6uuAgCAmqSx3w12jdZHdUEAAACwA72InDp1SkRuvPFGnU5X8NgNN/zzN0jttaaiunbtKiJnz9pzcQoAAGq9ZgG3OBrdbY8jIkaDc/PAgaoLAgAAgB3oReTKlSsiEhgYWOiYj4/PP4P0+mJPbtCggYikpqaqrgIAgJrEaHBu22CUXUK1CRphr3YPAAAA1NKLSEhIiIhcuHCh0DEvLy9vb29vb+/8mWgKOX/+vIg0btxYdRUAANQwN7eZYdA72hjEoHe4uc3rqksBAACAfehFpFWrViKybdu23NzcgsecnJySkpKSkpLuvvvuomfm5eXt3btXRJo3b666CgAAahgf19Bezf5rY5AeoY/4u7dUXQoAAADsQy8i3bp1E5EzZ85MmzbNbDaX8cyPPvro9OnTIhIWFqa6CgAAap4Bbd8M8e9X4dMb+/Ye1O5d1UUAAADAbvQi8tBDD3l6eorI7Nmzu3Tp8uqrr65cubKkE8xm87Fjx+6///5nn31WRPR6/YMPPqi6CgAAah6D3uHunssCPNpU4Fw/9xZ3h/9i1DtV4FwAAABUT3oRCQgIWLx4saOjo4gcPnx45syZL7/8crGjN27c6OHh0a5du2+//VbbM2PGjNatW6uuAgCAGsnV0f+hfrta1BtarrOaBQ6c2m+3u1M91ekDAADAnv5ZsOn222/fsmVLz549Sx+dkZGRlZWlbbu6ur7//vuvvPKK6hKAGi/LlBifeuxM/Iboa9uupZ/MNWeqzghA1XF28Lq312+3dvjI1dH/uoNdHH2HtH9/Qu/fXRx9VScOAAAAOzPmb/Xq1Wv37t1xcXFHjhyJj48vdrTBYOjQoUO3bt26det25513Fl2uG0DZXU07cfji95GxK6+kHim4X68zNvG/sU3QiI6NxpflOxuAmk6vM/Rq9kTnxhP3nvv82KWI2OS/rWItNCbIu3PbBqN6Nn3MxcFHdb4AAACoFDqr1Wp7lBrk+PHj2iTHo0aNioiIUJ0O6qjUrJhNkdMPXvjGYv1nlm6riK7IMGcHrz4tnuvd/EkHg6vqlAFUndSsS3Gph9Oz4zJy4t2cAtyd6tfzau/l0kh1XgAAAKhcRttDACiXM/Eblu4dm5WbVHCnrriR2bkpG4+/dCTmx/HhK33cmqpOHEAV8XRp6OnSUHUWAAAAqGp61QkAdctf0fO/3XlroQZN6a6kHv1iS8+YpD2qc1cvz5ydnBl9IeHPc1f/iE87Xq7bCAAAAADVnPGRRx6xPcrcuXNVFwLUAFFX1vx28JH895vKLtN07ftdIx7uv9fLtbHqIhTIyUs9fPHHyNgV567+kWfJKXgo0DOsTdCIDsH3BHqGqU4TAAAAAGyisz2EiNSgSW2YjwaqJGWe+3xz5+zclApHaODdZWr/PXpdHXpF0Wwx7T03d8uJNzJN10oZptPpOzYaf0ubmd6uTVSnDAAAAAAVxLtOQBXZcGyaLQ0aEbmc/Pf+6K9V11F10rJjv9rW9/fDT5beoBERq9Vy8MLiTze1PxH7q+qsAQAAAKCCjIsWLSrl8MSJE0WkT58+kydPVp0qUINdTv77aMxS2+P8ceK1To3vqwvLPMWnHf/mz8GpWTFlPyUnL+2HPSOHtHu/d/MnVacPAAAAAOVmvP/++0s5rPVomjdvXvowAKU7cGGRVezwSmBadmzUlTVhDe5UXVDlyjRd+27nsHI1aDRWq2Xtkae8XILDGo5WXQQAAAAAlA/vOgFV4UTsb/YLtVJ1NZXLKtYle8ckZZ6r8Om/7J94NS1SdR0AAAAAUD70aIBKl5hxJjkz2l7Rzl7drLqgynXs0rJzV/+wJYLJnLHu6LOq6wAAAACA8qFHA1S6lKyLdoyWlh1rseaprqmyWKx5G4+/ZHuck3Gro69tVV0NAAAAAJQDPRqg0qVnx9kxmtVqSc++orqmynL+2vaE9FN2CbX/fB1aAwsAAABALUCPBqh0Op2d/0Wze8DqIzJ2hb1CnYxbXYsfOAIAAABQ+9Tab3pA9eHh3MCO0fQ6o5tToOqaKstZ22aiKSjLlBibfFB1QQAAAABQVvRogErn5dLIjtE8XRrqdQbVNVUW+87dk5pd7tW7AQAAAEAVejRApfN2beLv3tJe0ZoHDlJdUGXJM2dn5ybbMWBa1mXVNQEAAABAWdGjAapC66Dbq2Goaken04nOvgFVlwQAAAAAZUWPBvaXY7Gcz87ZmZK2NTklMjMrNc+sOiP1ujR5QK8z2h7HxzW0Fj9HY9Q7uTj62jGgp3ND1TUBAAAAQFkZJ02adN1BO3bsKH3YwoULVRcC9VLyzEvir668lrg5OSXHYil4qKO72wh/37sDA1q7uqhOU40Ajzadm0zcH/2VjXFuaTvToHdUXU0l8nJplGlKsGM01QUBAAAAQFnZ50UAq9WqupCyOn78eFhYmIiMGjUqIiJCdTq1hMli/fxy7KzzMddyc0sZZtDp7q8f+FpI42Cn2txlKEladuznmzun51ypcIQQ/34P9NlcixfeFpF1R5/dcWq2XUK5OQU+N/RyLZ5fGQAAAEAtU5u/7KFqXM4x9Tlw+H+nz5XeoBERs9W6IPZKu31/r01MUp21Ah7OQXeH/2LUO1XsdG/XJuN6/FS7GzQi0jpohL1Ctao/jAYNAAAAgBrE+N1336nOATXY0YzMIYePXcoxlf2UlDzzsCORHzcPfbRhkOr0q1pj396ju38f8dd9ueascp3o5dr4vt6/uzkFqq6g0jX27V3Ps92V1KM2xtGJrlvIFNXVAAAAAEA5GMePH686B9RU8abcYUeOl6tBozFbrY+fOtvI2Wm4nz0niK0Rwhrc6X1j4x/2jEzNulTGU5r49bm7Z0RdaNCIiE6nHxj21ne7htsYp22DUY18w1VXAwAAAADlUMvfm0DlsVhl9LET57NzKni6yPjjUaezslXXoUBDn+6P33Ksb8sXHQyupY/0dGl4R+f5D9y4pY40aDSt6g9rVf82WyI4O3gNaveO6joAAAAAoHzo0aCClsRf3Z6SakuENLP5+bPRqutQw9nBa2DYm/8bdPq2Dh83DbjFoHcodLRdwzF3df/hyYFRXUMm18FJVe7q/mOgZ1jFztXp9KO7fefr1kx1EQAAAABQPkbVCaBGyrVaX4m+YHuc5VcTdqWm9fL0UF2QGh7OQeHNHg9v9rhVrBnZV9Jzruh1Rk+Xhs4O3qpTU8zJ6DE+fOW3O4cmpJ8q14kGvcPwjp+3qj9MdQUAAAAAUG48R4OK+CMp5aw9XlOyiiyIrfha1LWGTnTuzvXre3UM9AyjQaPxdWs2td/uZoEDyn6Kq6Pf/b3XdQ2ZrDp3AAAAAKgIejSoiBXXEuwV6teERLPVqrogVEcujr739153Z9dvvFwblz7SoHcIb/b4fwdEhgbcpDprAAAAAKgg3nVCRfyRnGKvUPGm3OOZWe3dXG0PhdpHp9N3ajyhXcMxkbErImNXRMWtyclLLXi0kU946wYj2jcc4+0aojpZAAAAALAJPRpUxMXyr7ddWrTsHHo0KIXR4Nw+eFz74HEikmlKSMuOzTVneDoHuzkFFppuGQAAAABqLno0KLfUPHOG2WzHgJdN9uz4oHZzdfRzdfRTnQUAAAAA2B/z0aDcdDp7B1RdEQAAAAAAytGjQbl5GAweBoMdAzZ0clRdEwAAAAAAivGuE0qTa7VuTU759Vri/vT0yzmm+NxcL4MxyMnRvo/SNHJyUl0oAAAAAACK0aNB8XKt1i8vx808f/GKKbfg/kyzKdau08c0cHJsy4TBAAAAAIA6jx4NinEkI3P0sRNRmVlirfTZYob7+TIfDQAAAAAA9GhQ2G8JieOPR6VpKzeVq31S/oaOTmRyUD3VFQMAAAAAoB49GvzL9pTU0cdOmCzWipxc/udhxgb6d/NwV100AAAAAADqsa4T/s/ZrOyRRyMr2KApPx+j8a2mIaqLBgAAAACgWqBHg//z+OmzCbl5VXMtg073XZuWIc6s6AQAAAAAgAg9GuTblpz6e0JS1VzLQaeb36r5rX4+qosGAAAAAKC6YD4a/OO9i5eq5kL+Dg7Lwlr18/ZSXTEAAAAAANUIPRqIiKSbzRuTkiv7Ko563cMN6r/SpJG/g4PqigEAAAAAqF7o0UBEZHNSSrbFYq9oDnp9boFoepFwL48Rfn5jA/2bMAENAAAAAADFoUcDEZHTWdl2jNbXy+P7Nq2umEwZFkuwk2N9R0cHXfnX5QYAAAAAoC6hRwMRkViTyY7RLuWY6jk61HPkhSYAAAAAAMqKHg1ERNLNZvsEsto1GgAAAAAAdQY9GoiI1Hd0tE8gnV2jAQAAAABQZ+hVJ4BqIciu7yU1cKJHAwAAAABA+dSAHo3FYomIiBg7dmxoaKi7u7urq2uzZs0mTJiwYcMG1anVHj09PewYLdyu0QAAAAAAqAuq+7tOly5dGj169O7duwvuPHv27NmzZxcvXjxo0KDFixcHBgaqTrPG6+juFuLsFJ2VI/ZYf+l2P1/VBQEAAAAAUMNU6x5NZmbm0KFDjxw5IiJGo3HgwIFt27Y1m80HDhzYtm2b1Wpdv379gAED/vzzTw8PHtyw1bjAgLcvxNgep72ba5ibq+pqAAAAAACoYap1j2bOnDlagyY0NPSnn37q1q1b/qEdO3bce++958+fP3LkyKuvvvrhhx+qTrbGe6ZRwy8uxyXn5dkYZ1bTJqpLAQAAAACg5qnW89F8/vnn2sbcuXMLNmhEpE+fPkuXLjUajSIyf/787Oxs1cnWeH4OxpeaBNsY5GYfr+G86AQAAAAAQPlV3x5NVFRUTEyMiHTu3Hnw4MFFB/Ts2bN3794ikpGR8ddff6nOtzZ4KrjhCP/yd1is//wz2MnxuzYtVRcBAAAAAECNVK17NNpGly5dShrTvn17bSMhIUF1vrWBXifftWnZ1cO9fKfpRES8jIYV7doEObLqNgAAAAAAFVF956Nxd3cfPXq0iAwfPrykMdqDNiISGhqqOt9awt1g2Nqp3YQTp365miBWKeMyTy1cXH5t36a1q4vq9AEAAAAAqKmqb4+mf//+/fv3L2XAxYsX165dKyLe3t4tW/KKTfGOZWRuSko5n5N9xZRrtlrrOzoGOzne5O3VpeSHZdwMhmVhrT+7FPt69MWrubmlx3fQ6SYH1ZvVtImPsfp+lgAAAAAAqP5q6vfq9PT00aNH5+TkiMgzzzzj7Oxc7LBPPvnk6NGjBfckJSWpzr0qZFssn16KnXc57nRW8bMpN3Z2mlQ/8OlGDT0MhqJHdSL/aRg0oV7gx5cu/xR/7UhGZtEx9R0db/f3fTq4QUsenwEAAAAAwGY6q9Vqe5QqtnPnzgceeODkyZMiEh4evmnTJldX12JH3nrrrWvWrCn20KhRoyIiIlSXUikirib87/S5izk5pQ2yiugk0NHh7aYhk+oHlh7wbFb2/vT0yzmmK6ZcL6OhgZNjSxeX7h4e+rK9CQUAAAAAAK6rhj1Hc+7cuZdeemnJkiVaa6lnz55r164tqUFTB1lFXj13Ydb5i9dvvOlEROJzch84cWpfatqcFk0ddCV2XJq6ODd1cb5uyLJlaE3KOJOWHZuWHWvUO7s71/NxDXVzCrQ9MgAAAAAANZqyHs2LL7749ttvF91/7do1Pz+/ovszMjJmzJjx8ccfm0wmEXF2dp4xY8bTTz9tLHUalLvuuqtDhw6F4n/99deqqq5sj0SdmXc5rhwn6ERE5l6OizPlLgtrXanPxVxI3HnwwuKTcb+lZl0qdKiBd5fWQSO6NnnA0yW4yu8ZAAAAAADVQs14jmbt2rUPP/zw+fPnRcRgMEyYMOHVV18NCQm57omTJk0qtOf48eO1tUfzcUxs+Ro0BSy/lvBq9Pk3QptURmLxacc3HH3hRNxvJQ24nPz35eS/t0e93avZEze2fMHZwatq7hiqmFWsiemn07JjU7NiDAYnD+cgb5cmni4NVecFAAAAANWCsh7NfffdFx4eXnS/h4dHwR+tVusjjzwyb9487ccxY8bMnDmTVZyKOpaR+fSZc7ZEePN8zGBfnxu9PO2b2OGYH5f//UCeOfu6I3PNWdui3j52OWJ8+K8BHq0r9Xahil1M3H3wwrcn4n4t+hRVoGdYm6ARXUMm+7iGqk4TAAAAAFSq7nMGP/roo3PnzhWRZs2azZs375ZbbrEx4PHjx8PCwqTWzRl8+5HI3xISbQzS09NjV5cOdnzhaevJNzcdf9kq5fuMOTt439vrtyZ+fex/m1DlrqWfXH/0hcjYFaUPM+gde4Q+0r/1K66OfmWKCwAAAAC1jl51AqWZM2eO1qDp16/fvn37bG/Q1Fb709JtbdBYRUT2pKatTbTb2uSHLn5fgQaNiGTnJv+we2RSpk2PBaE6OHZp2eebu1y3QSMiZotp15k5c//oGpdySHXWAAAAAKBG9e3R5OXlzZ49W0SCg4NXrlzp4+OjOqPqK+Jqgq0h/v/DM8tsDyUiIldSj644MLkCDRpNpunaD7tHWqx59rpFqHp/nnp/6d4xuebMsp+SnHl+/rY+Z+I3qM4dAAAAABSovj2aiIiImJgYEXn88ce9vJhEtjQrbX7LKd+qhESLPd5+W3f0ubLMQVOKuJRD+6O/slddqGLHLi1bd/TZCjTpTHnpS/bedTXthOoKAAAAAKCqVd91nbZv365tLFy4cPny5aUP/vbbb1u0aKE6ZTVMFmtkRjkeVShdvCn3sskU7ORoS5Doa1tPXVljezKbT7zWqfH9DgYXe1WHqnEt/eQv+ydW+Cmq7NyUH3aPeOzmQ0aDs+pSAAAAAKDqVN8ezZkzZ7SNEyeu/xv1zEy7NSlqnDiTyb7TPl/OsbVHc+DCN3bJJD077nT8ujZBd9i1PlS6DcdeNJkzbIlwLT1q99lP+7R4RnUpAAAAAFB1qu+7Tvk9GpTuWm6ufQNetS2gxWo+GbfKXslEXl5p3+pQ2WKS9hy/vNz2ONtOvpmdm6K6GgAAAACoOtX3OZqoqCjVKdQMPg52/kP0tS3g1bTjGTlX7ZVM9LWt9q0Ole3AhW/tEicrN+lk3G8dG92ruiAAAAAAqCLV9zkalFGQo6PO9igFNHC06UWn1KxLdkwmNftShac1QdWzivVE7K/2ihYZy1NUAAAAAOoQejQ1nrNeH+ribK8+hpfR0NC2yWjSc+LsWJ3ZYsoy2Wc5cFSBpIyzqVkx9ooWfW2b6oIAAAAAoOrQo6kNhvv5ip2epbnV19eosymWXudg3+rsHhCVx75PUWXmXM2z5KiuCQAAAACqSPWdjwZlN8rfb07MZbuEGhnga2MED+cgO5bmaHR3dvCyY0A7MqVKcpTkJIspVSx54uAujh7i0VjcG4murjY/07Jj7RjNKtb07Dhv1yaqywIAAACAqkCPpjbo6+3Zx8tzR0qqjXHauLqM9PezMYh9v1F7uzS2YzT7sMq1QxK7SzJipdhXzBzcxK+9NOwnDu6qU61yBr1NL8oVF5CnqAAAAADUFXX11/21zuxmIba/7fR20xAbX3QSEV+3Zn7uLexVV4t6Q+wVyi7SL8rhz+V0hGRclpLmAMrNkLjdcvBDubRV6tp8x/Z9ikqvM7o51VNdEwAAAABUEXo0tURPT4/nGgfbEmFS/cDb/W190UnTOuh2e9Vlx1C2u3pQji+QzLLNiWw2ycWNcvJ7MdelCVXs+xSVp0uwXmdQXRMAAAAAVBF6NLXHm6FNhvtVsMlyg5fn3JbN7JVJt5Apep0dXqOr59m+id+N9srKRnG75UyEWPLK92RM0kk5vlAsuaqzryoezkH1vTrYK1p1e4oKAAAAACoVPZraQ6+Tn8NaTawfWN4Th/j6rGrfxklvtw+Dv3urriEP2h5nUNjbuuox+27yaTm/5p/t8r4MlnFJzvxSh156ah00wn6hqtFTVAAAAABQ2arFF2DYi5Nev7B1iw+ah7obyvSGiLNePz2k0er2bb2Ndp49+uY2r3k4N7AlQtsGI1vWv7Xy7lXZ5WXL6Z/Faql4hISjEv+36jKqStcmDxr1TrbH8Xdv2SxggOpqAAAAAKDq0KOphf4X3OB0z66PNgxyK7lT46zX318/8GSPLjNCGuttn224CHenevf2+s3B4Fqx0wM82ozquqiK7tf1XN4meZm2BonZVFfeePJ2bdKz6WO2xxkQ9iaLOgEAAACoU1h7u3aq5+jwWYum7zcL2ZiUvDEp5Xx2TpzJZLZag5wcGzk53eTtNcTX261sz9pUWAPvLmN7LP1p392mvPSyjLf+/9eI6nm2u6/Xaiejp+q7KCKSlyVxu+0Qx5QmV/ZJUG/V9VSJfq1fPn55eVLmuQpHaFn/1rYNRqmuAwAAAACqFD2a2sxZrx/m5zusohMJ265V/WFT+v75w+47yvJ1XWvQtAkacWe3xU5GD1U5F5IcZbfnXxKP1ZUejYuDz729V83f2js7N6UCp/u7t7qr2/e6cs/8AwAAAAA1G+86oXLV9+rw+ICjA9rOuu5zMQEebe4JX3FP+Irq06ARkcRIu4VKuyi5ZXqiqDYI9Gh7d89fXBx8yntigEfrCb1/d3bwVl0BAAAAAFQ1nqNBpXMwuPZrNa1H00dOxK6MvLzyfML2TFOCdkivM3i6NGpRb0jboDuaBt5ilxW77Sszzn6xrJJ5RbzcVZdUVZoG3PxQ/90/7B5xNe1EGU9pVf+20d2+d3bwUp07AAAAAChQ7b4So7ZycfDp3Hhi58YTRSTPnJ2ec8Wgd3BzqqfXVe60ODYypVXfaNWfv3vLR28+uPfs51tPzspvzJUwstXAsDeZgwYAAABAXUaPBgoYDc7erk1UZ3F9llyxmOwZsGyzJ9cqRr1T7+b/6xry4Mm41ZGXV5xP2J6eHWcVq4jodUYvl0bN6w1uEzSiacAtrOIEAAAAoI6jRwOUSG8UvVEseXYLWNG1yGs8J6Nnh+C7OwTfLSJmS25GzhWdzuDuVE+nY0osAAAAAPgHPRqgZDpx8JCcJLvFc6xGsyErY9A7eLoEq84CAAAAAKodfokNlMYloPpGAwAAAADUJvRogNL4tLZbKNf64uStuh4AAAAAQHVFjwYojU9rsX3KFKuIiPi2UV0MAAAAAKAao0cDlMbRQwI62xpEJ2JwlvrhqosBAAAAAFRj9GiA6wi+RWxfFbrhjWKsq4s6AQAAAADKgh4NcB2OHhI6zKYIHk0k6AbVZQAAAAAAqjd6NMD1BXQp0GSxlu9cJ29pebfoDKprAAAAAABUb/RogDJpMlgaDxLRiejKcZZrfWn7oDi4qc4eAAAAAFDtGVUnANQQOmlwozj5SPQqyc0o0/iAzhJ6m+gdVWcOAAAAAKgJ6NEA5eDXTrxbSOyfErdb8rKKH6PTi1czaTRQ3IJUpwsAAAAAqDno0QDlY3CS4JulYX9JOy/JUZKdJLlpYjaJo6c4eohHY/FuxctNAAAAAIByo0cDVIROL56h4hmqOg8AAAAAQG3BnMEAAAAAAADq8RwNqk5umiSdlKSTkp0oualiNomDmzh4intD8W0jnqEsUA0AAAAAqLvo0aAq5CTLxU1y7ZCI9V/7TWliSpOMS3Jlrzi4S/BNEtiVTg0AAAAAoC6iR4NKF7tTLm4QS951huWmy7nfJG63tBwnLoGqkwYAAAAAoGrRo0HFWUySkyy56WI2iYPHPwsbFWQ1y7nfJH5/OWJmXZWjX0qLMeLdUnV5AAAAAABUIXo0KLe8LLl2UBJPSFq0WC3/OuTkLT5txL+DuAeLiESvLl+DRmPOkZM/SJuJ4hmiulQAAAAAAKoKPRqUgyVPruyWS9skL6v4ATnJErdL4naJbxtxCZAr+ypyFauImOXUUmn/sDh6qa4ZAAAAAIAqQY8GZWVKk6jvJf1SmQYnRoqcqOCFdCIikpsu59dKi7GqywYAAAAAoEroVSeAmiErXo5+UdYGzT+s5RlcnIRjknZRdeUAAAAAAFQJejS4vrxMOfGdmFKr/MJWidulungAAAAAAKoEPRpcj1WilkpOkpqLJ0eJ1az6DgAAAAAAUPno0eA6EiMl9ayyq5tzJO286lsAAAAAAEDlo0eD0lgtcnGD4hyyE1XfBQAAAAAAKh89GpQm/aJkXVOcgylN9V0AAAAAAKDy0aNBaRIjVWcgYjGpzgAAAAAAgMpHjwalST2nOgMRB3fVGQAAAAAAUPno0aA0CtbbLsLRU3UGAAAAAABUPno0KJHVInmZqpMQcQ9WnQEAAAAAAJWPHg1KpNOpzkDELUicfFQnAQAAAABA5aNHg5Lp1M8F49de9U0AAAAAAKBK0KNBaZy8VV7d0UPqh6u+BQAAAAAAVAl6NCiNVzOVV280UPQOqm8BAAAAAABVgh4NSuPTRtmlA7tIQGfV9QMAAAAAUFXo0aA0bvXVLKvkGSohw1UXDwAAAABAFaJHg1LppPGgqr5mYFdpc7/ojaprBwAAAACgCtGjwXV4hop/B5siGJzEv4PoyvBZc/KS5qOl6R2iM6guGwAAAACAqsWzCri+pndIdoKkX6rQyTppfpf4tJKGN0ncTkk6Iaa0Ysa4B4t/ewnszuMzAAAAAIA6ii/EuD69g7S8R04slsy48p2oM0jocPFpJSLi4i+ht0vocMmIlewEMaWJOVscPMTRQ9wbioOH6iIBAAAAAFCKHg3KxNFTwqbImWWSGFnWUxzcpMU48Qz5916duDUQtwaq6wEAAAAAoJqhR4OyMjhKy3sk8bhc3CBZ10obqTdKvR7SsJ8YXVUnDQAAAABADUGPBuXj21Z8WktylCSdkKQoyS0wuYzeKO6NxKe1+LUTR0/ViQIAAAAAUKPQo0G56fTi01p8WouIWHLFlCaWXHFwFwc31ZkBAAAAAFBj0aOpSZLz8nalpl3OMV3KMTnpdQ2cHJs4OYd7ejjqdapS0juIs6/q+wIAAAAAQM1Hj6YGsFjl+/j4b+Oubk1OybVaCx31MhqG+Po81jDoRi/eLwIAAAAAoKaiR1PdbUxKfur0uSMZmSUNSMkzL42/tjT+2nA/3/ebh7RwcVGdMgAAAAAAKDe96gRQIqvIWxdiBh86VkqDpqDfEhK77z+0JjFJdeIAAAAAAKDc6NFUX49EnZl29rylPKek5JmHH4n8Ji5ede4AAAAAAKB86NFUU+9fvDTvclwFTjRbrQ9Fnd6Rkqq6AgAAAAAAUA70aKqjXalpz589X+HTTRbr6GMnUvLMqusAAAAAAABlRY+mOnr2TLS5yPpN5XLFlPvOhRjVdQAAAAAAgLKiR1Pt/J6Q9Kf2ppJNXRr5KOZyvClXdTUAAAAAAKBM6NFUO0vir/2zpbMpTpbFsjIhUXU1AAAAAACgTOjRVC95VuvviXZprFhFZOW1BNUFAQAAAACAMqFHU71EZWYl5ObZI5JORHanpqkuCAAAAAAAlAk9muol1mSyY7TE3Lxsi0V1TQAAAAAA4Pro0VQvcXad5ddq74AAAAAAAKCS0KOpXtwNBnsH5I8YAAAAAIAagC/w1UuQo6Mdoznp9X4ODqprAgAAAAAA10ePpnoJdXGy4x9JMxdn29bvBgAAAAAAVYQeTfUS4ODQw9PDXtFu8/VRXRAAAAAAACgTejTVzgh/X1tDWO0XCgAAAAAAVAl6NNXO5KB6XkbbZg7WiYj08HTv7eWpuhoAAAAAAFAm9GiqHX8Hh2cbBdseZ3azUCajAQAAAACgpqBHUx091ahBFw93WyI81KD+jTxEAwAAAABAzUGPpjpy0et/a9emoVMF1+G+wcvzk+ZNVRcBAAAAAADKgR5NNdXAyXFth7BQZ+fynniLj9dv7ds46nnPCQAAAACAmoQeTfXVzs11b9cOA3y8yzheL/JkcIO1HcJ8jEbVuQMAAAAAgPKhR1Ot+Ts4bOgYtqJdmzauLqWPHOzr/Xe3Th82DzXqeIIGAAAAAICahwcuaoAR/r63+/vuS01fcS1he0rqxZycOFOuUadr5OTY2NlpsI/PCH/fZi7lfisKAAAAAABUH/RoagadSA9P9x6eNi32BAAAAAAAqi3edQIAAAAAAFCPHg0AAAAAAIB69GgAAAAAAADUo0cDAAAAAACgHj0aAAAAAAAA9ejRAAAAAAAAqEePBgAAAAAAQD16NAAAAAAAAOrRowEAAAAAAFCPHg0AAAAAAIB69GgAAAAAAADUo0cDAAAAAACgHj0aAAAAAAAA9ejRAAAAAAAAqEePBgAAAAAAQD2j6gSU2bNnz5gxY1RnAQAAAAAAIIsWLRJrHRMdHT1gwABfX1/VNx8AAAAAAOAfycnJde5dpyZNmmzYsKFTp06qEwEAAAAAAPg/OqvVqjoHBWJjY7OyslRnUbx169Y9+uijItK5c+dly5apTgcASvPYY4+tXbtWRKZPnz5hwgTV6QBAiUwmU5s2bbTt/fv3e3t7q84IAEr0888/v/DCCyLSt2/fhQsXqk4HVSQkJKSOzkcTFBSkOoUS1atXT9twcnJq2rSp6nQAoDRubm7ahp+fH//JAlCd5eTk5G83adLEz89PdUYAUKKAgABtw9XVlb9i1Sl17l0nAAAAAACAaogeDQAAAAAAgHr0aAAAAAAAANSjRwMAAAAAAKBeHZ0zuDoLDAwcMGCAiOQvPQAA1VaHDh1SUlJEpFGjRqpzAYDS6PV67a9YIuLg4KA6HQAoTYMGDbT/ZHXu3Fl1LqhSdXTtbQAAAAAAgGqFd50AAAAAAADUo0cDAAAAAACgHj0aAAAAAAAA9ejRAAAAAAAAqEePBgAAAAAAQD16NAAAAAAAAOrRo6lG9u7dO3ny5ObNm7u6uvr7+/fo0ePtt99OSkpSnRcAFGaxWCIiIsaOHRsaGuru7u7q6tqsWbMJEyZs2LBBdWoAcH179uxxdHTU6XSbNm1SnQsA/Et2dvZXX301cODARo0aubq6tmvXbty4cTt27FCdF6qIzmq1qs4BIiIvv/zyW2+9ZbFYCu1v2LDhzz//3KtXL9UJAsA/Ll26NHr06N27dxd7dNCgQYsXLw4MDFSdJgAULzExsXPnzhcuXBCRjRs33nLLLaozAoB/HD58eNy4cZGRkUUPTZgw4euvvzYajapzROWiR1MtvPPOOy+88IKI6HS6m266qUuXLunp6atWrYqJiRERPz+/PXv2NGvWTHWaACCZmZnh4eFHjhwREaPROHDgwLZt25rN5gMHDmzbtk37f0r79u3//PNPDw8P1ckCQGFWq3X48OGrV6/WfqRHA6D6OHPmTK9eva5evSoiTZo0GTJkiIeHR2Rk5Jo1a7Tf5T/99NOzZ89WnSYqFz0a9aKjo1u1amUymZydnZcvXz5kyBBtv8lkuv/++5csWSIit99++8qVK1VnCgDy1ltvTZs2TURCQ0N/+umnbt265R/asWPHvffee/78eRF58sknP/zwQ9XJAkBh+b8Y09CjAVB99OrVS3tO+cUXX5w5c6bBYND2Hzx48JZbbklMTBSRXbt2hYeHq84UlYj5aNR79913TSaTiEyfPj2/QSMijo6OCxcubNq0qYj8+uuvR48eVZ0pAMjnn3+ubcydO7dgg0ZE+vTps3TpUu0R3Pnz52dnZ6tOFgD+Zfv27S+//LKI+Pj4qM4FAP5l+fLlWoNm7Nixb775Zn6DRkQ6deqU/xewpUuXqs4UlYsejWJWq/WXX34REZ1ON3HixEJHnZ2dx48fr21rwwBAoaioKO0dzM6dOw8ePLjogJ49e/bu3VtEMjIy/vrrL9X5AsD/iY+PHzduXF5eXv/+/e+//37V6QDAvyxYsEDbeOaZZ4oeHTVq1NSpUydPnuzl5aU6U1QuejSKHT58+MqVKyLSq1ev+vXrFx0watQobWP9+vWqkwVQ10VFRWkbXbp0KWlM+/bttY2EhATV+QLAPywWy/jx4y9fvlyvXr0ff/yRSTcBVCvp6ena4pgdOnQo9JyyxsHB4Ysvvpg/f/6MGTNUJ4vKxf+fFDt+/Li20b9//2IHdOrUydPTMzU1NX8kAKji7u4+evRoERk+fHhJY7QHbUQkNDRUdb4A8I/XX39948aNer3++++/L/a3YgCg0KFDh3JyckRkwIABqnOBYvRoFDt16pS2Uco6tQEBAampqUlJSQkJCX5+fqpTBlB39e/fv6SGsubixYtr164VEW9v75YtW6rOFwBERDZu3Dhz5kwRefXVV5khGEA1dOzYMW2jQYMGIrJs2bJFixYdOHDg2rVrvr6+Xbt2HTt27D333FNwkhrUVrzrpFhycrK2UUrzxd/fv9BgAKiG0tPTR48erf0W6JlnnnF2dladEQDI5cuXx48fb7FYbrnllldeeUV1OgBQjAsXLmgb3t7ew4cPv+uuu1avXn358mWTyRQXF7d69eoJEyZ07949OjpadaaodDxHo1hGRoa2UUqPJv9Qenq66nwBoHg7d+584IEHTp48KSLh4eH/+9//VGcEAJKXlzdu3Lj4+Pj69et///33ej2/ngRQHaWlpWkbr7/++oULF3Q6Xa9evdq1a+fs7Hz8+PGtW7fm5uYeOHDglltu2bt3L69W1G70aBSzWq3ahk6nu+6YvLw81fkCQGHnzp176aWXlixZov3HqmfPnmvXrnV1dVWdFwDIyy+/vH37doPB8MMPP9SrV091OgBQvPzf3F+4cKFFixaLFi3SFsrUHDly5J577jl69OjZs2dfeeWV/HW4USvxywTF3N3dtY3ExMSSxuQf8vDwUJ0vAPyfjIyMZ599tnXr1j/++KPVanV2dn777bd37NjBqpAAqoPVq1e/++67IjJjxoybbrpJdToAUCJHR0dtw8nJ6ZdffinYoBGR9u3b//jjjw4ODiKyYMGC/IYOaiV6NIrlf5MpZZHa/EOenp6q8wWAf6xduzYsLGz27Nkmk8lgMEyaNCkyMvL5559nRVsA1UFaWtqECROsVuvAgQOnTZumOh0AKE3+b+5HjBjRrl27ogPatWt38803i0hOTs7OnTtV54tKRI9GsebNm2sb165dK2mM1qPx8PDgGV0A1YHVan344YeHDh16/vx5ERkzZszx48cXLFgQEhKiOjUA+Edqaqr2JPKGDRsMBoPu32bPnq0NGzBggLZn0qRJqlMGUHcFBQVpGx07dixpTFhYmLZx+fJl1fmiEvHbTsXatm2rbezatavYASdPnkxKStJGljJnDQBUmccee2zevHki0qxZs3nz5rGQLQAAgC3y+y+lvMdkNpu1DRcXF9X5ohLRo1GsY8eOAQEBV69e3bJlS3Jysre3d6EBK1as0DYGDRqkOlkAkDlz5sydO1dE+vXrt3z5ch8fH9UZAUAxPDw8XnjhhZKObt68ee/evSIybtw47RnArl27qk4ZQN3Vo0cPBweH3Nzcv/76q6QxBw4c0DZatGihOl9UIl3+mkFQZerUqV9++aWIfPnll1OmTCl4yGq1duvW7e+//xaRQ4cOdejQQXWyAOq0vLy80NDQmJiY4ODgo0ePMjcwgBrq2Wef1V532rhxIw8DAqgOhg4dunbtWp1Ot2nTpqLTnG/ZsuXmm2+2Wq3BwcHa4tyq80VlYT4a9Z5//nltju5p06adPHmy4KHXX39da9CMGDGCBg0A5SIiImJiYkTk8ccfp0EDAABgLy+++KKIWK3W8ePHr1+/vuChP/74495779Werpg2bRoNmtqNd53Ua9q06WuvvTZt2rRr16716NFj8uTJnTp1Sk1N/eWXXzZv3iwiAQEBH374oeo0AUC2b9+ubSxcuHD58uWlD/722295FhcAAKAs+vbtO2XKlPnz58fGxg4ePLh3795dunTR6XQHDx7csWOH1qC5/fbbp06dqjpTVC56NNXCiy++mJqa+s4776Smpn7wwQcFDzVu3DgiIiI0NFR1jgAgZ86c0TZOnDhx3cGZmZmq8wUAAKgx5s6da7Vav/rqKxHZuXNnwTW2dTrdlClTPv74Y72eV2FqOf6Aq4u33npr165dEydODA0NdXZ29vX17d69+9tvv33kyJFu3bqpzg4ARAr0aAAAAGBfBoNh/vz527ZtmzRpUrNmzdzc3Nzc3Fq1ajV16tT9+/fPmzfPyclJdY6odMwZDAAAAAAAoB7P0QAAAAAAAKhHjwYAAAAAAEA9ejQAAAAAAADq0aMBAAAAAABQjx4NAAAAAACAevRoAAAAAAAA1KNHAwAAAAAAoB49GgAAAAAAAPXo0QAAAAAAAKhHjwYAAAAAAEA9ejQAAAAAAADq0aMBAAAAAABQjx4NAAAAAACAevRoAAAAAAAA1KNHAwAAAAAAoB49GgAAqlROTo6uVHq9Pjg4uF+/fg8++ODatWuLDXLlypVSIjg4OLRs2XLYsGHPP//8qVOnip4+a9YsbeRrr71Werbz58/X6/Xa4A8++EDbOWXKlPxrjRw5sixV5+bm+vr65p+1dOlS1X8OqFLt27fX6XTt27dXnQgAANUaPRoAAKoXq9V66dKlbdu2LViwYOjQoYMGDUpKSipXhLy8vFOnTq1evfrdd99t06bNjBkzKpbJV199NXXqVKvVKiIfffTRU089VXTMmjVrUlJSrhtqw4YN5a0CsDuLxRIRETF27NjQ0FB3d3dXV9dmzZpNmDBhw4YNqlMDAEBExKg6AQAA6ihHR8d77rmn6P709PTz589HRkamp6eLyIYNG0aNGrV582adTld0sLu7++jRowvtTElJOXXq1PHjxy0Wi9lsfu211xwdHadNm1au9L7++uuHHnpIa9B88skn//nPf4odlpOTs3z58okTJ5Ye7aefflJ1nwHNpUuXRo8evXv37oI7z549e/bs2cWLFw8aNGjx4sWBgYGq0wQA1Gn0aAAAUMPV1XXhwoUlHU1KSnrllVc+++wzEdmyZcvKlSvvuOOOosP8/f1LCnL06NFHHnlkx44dIjJz5sz777+/YcOGZczt66+/njJlitVq1el0n3322SOPPFLsMIPBYDablyxZUnqPxmQyrVixIn981d9qIDMzc+jQoUeOHBERo9E4cODAtm3bms3mAwcObNu2zWq1rl+/fsCAAX/++aeHh4fqZAEAdRfvOgEAUB35+Ph88sknffv21X5cvnx5eSO0a9du5cqVWl8mOzs7IiKijCcuWLAgv0HzxRdflNSgEZH+/fuLyKZNm65evVpKwHXr1mnvQ2njgao3Z84crUETGhq6a9eu33//ffbs2R9++OGWLVu2bdvWpEkTETly5Mirr76qOlMAQJ1GjwYAgGpKp9ONGjVK2z59+nQFIvj6+ua/CfXXX3+V5ZSFCxdOnjzZarXq9fqvvvrqoYceKmXwuHHjRCQvL2/ZsmWlDNNmCA4ICLjpppsU3EdUjpSUlCVLlsyZM+fy5cuqc7m+zz//XNuYO3dut27dCh7q06fP0qVLjUajiMyfPz87O1t1sgCAuoseDQAA1VejRo20DYvFUrEIzZs31zYSExOvO7hgg+brr79+4IEHSh/fqVOnVq1aiciSJUtKGpOdnf3rr7+KyOjRo7WvwRWQkpIya9as7t27+/j4eHp6du7ceebMmcnJyfL/Fwy67777ij3xzz//nDJlSosWLdzc3Pz9/Xv27Pnss8+eP3++2ME33nijTqcbPny4iJjN5oULF/bt27devXru7u6dO3d+6KGHoqOjS0myXNcqi7IENJvNPXr00Ol0BoNh165dRYMsWrRIW0tr0qRJ2p6tW7dqew4dOiQie/fuve+++0JDQ52dnRs2bHjrrbf+8MMP2jxExd6fu+++W0TWrl3bvHnzu++++8knn4yMjKxwjVoJ33777YgRIxo1auTk5OTn59elS5fnn3++9Ltdro9EVFRUTEyMiHTu3Hnw4MFFo/Xs2bN3794ikpGRUcZuJgAAlcIKAACqUP5v6b29va87+KOPPtIGjxkzpuD+uLg4bX9ISEjpEZ544glt5BNPPJG/84033tB2zpgxI3/nggUL9Hq9iOj1+m+//baUmJMnT9ZO/+uvv6ZPny4iOp3u4sWLxQ7+5ZdftMFbtmx5++23te0lS5aU/Y5t27atfv36Rf8OExQUtH379nbt2onIvffeW+isrKys8ePHF/uXH4PBULDwfH369BGRYcOGpaSkDBo0SBtcr1497baIiJOT0/Lly4ueWIFrla5cAY8dO+bk5CQirVu3zs7OLngoNjbWx8dHRBo3bpySkqLt3LJlixbqwIEDb7zxRn51BfXp0ychIaHY+zNu3Ljt27drV9Rs3LjxuhVpf0zt2rUrtP/MmTPaoaKcnJxmz55tl4/Eb7/9pg148MEHS8rwscce08asWLGivH9eAADYC3MGAwBQfeV/tyy6eFNZJCUl5bdIOnXqVMrIRYsWTZ482WKxGAyGb7/9ttgFp4o1bty41157zWq1/vTTT8Uuzq296NSgQYMbb7yx0JI6ZXHw4MGhQ4dmZGSISKNGjfr06dOkSZMDBw7s2LEjNjZ28ODBDg4ORc+yWCzDhw/fuHGjiDg4ONx0000dOnTIysrat2/f3r17zWbzjBkz4uPjtSmZC7FarRMmTNi+ffu8efPuvPNOPz+/zMzMjz/++OWXX87JyZk0aVJ4eHjBBoEt1ypWeQO2bdv2tddee+GFF06cOPH666/PmjUrP9Sjjz6alJSk0+kWLlzo6elZ6EJffvnl3Llz/f39X3/99b59+7q5ue3evfuDDz7Yt2/fjh07Bg0atGvXrqK3NyUl5d57783JyQkNDe3Vq1erVq3atGlT3j9WTVxc3A033KA1HD08PHr37t2pU6e4uLjdu3efPHkyJyfnmWeesVgszz77rI0fifzlz7SHpIqlPWgjIqGhoRUrBwAAO1DdJAIAoG4p43M0KSkp+S2Pfv365eXlFTxaludoTpw40a9fP22Yj49PbGxs/qFCz9EsWrQo/2GKQg/sFKvgczRWq7Vjx44i0r1796IjMzIy3Nzc5P8/xVPe52jMZnN+a2nixIkFHxI5efJkixYt8v8+U+g5mvwLderU6fDhwwUP/fbbb/Xq1dOOrl+/vuAh7TkRZ2dno9G4d+/eQsnkdwq+++47269VigoEzMvL69mzp4gYjca///5b25m/3nnBR6isBZ6j0T4/p0+fLng0KytrzJgx2tFZs2YVvT+at956q9BnsnTFPkczYsQILVqXLl3OnTuXv99isbz11lsGg0FEHBwcIiMjbf9IlO7ChQvak0He3t5ZWVllPxEAAPuiRwMAQJXK79E4OjpOLs7dd99944035j/1cNttt6WmphYKkt+jcXd3Lxrhrrvu6tq1q/YVV1Po3aWCPZqCDRoR0ev1f/zxR+klFOrRvPXWW9qPp06dKjQyv02wc+dOa/l7NKtWrdLG33zzzUWPRkdH509wU/ALeWZmpr+/v/Z9+8KFC0VP3LRpk06nE5EePXoU3J/fg9CWtSpk37592tFnnnnG9muVpMIBIyMjnZ2dtc5Obm7utWvXAgMDRaRVq1aZmZkFRxbs0SxdurToJRITE7WPX2BgoMlkKnp/Bg8eXJZaCirao4mMjNQK8fX1zX8Pq6AXXnhBu9zUqVPzd1bsI1G6tLS0Hj16aGe98cYb5S0NAAA7okcDAECVKteqMf/973+LDZLfo7kuFxeX9957r9Dp+T2aLl26aA2akJCQ/DW2GzVqlJSUVEoJhXo0Z8+eLen77Z133ikijRs3tlgs1vL3aPLnZNmyZUuxA+69996iX8hXrFih7Zw+fXpJkQcOHKg1pBITE/N35vcg8h9FKSg+Pl47+p///Mf2a5XEloDvvfde/h+EduuKfSAov0fTtGlTs9lc7CWef/55bcy6deuK3p/rdvGKKtqjefPNN7VohZ7WKXjDtYewAgMD83dW7CNRij///FOb91pEwsPDMzIyylsaAAB2xLpOAABUXx9//PFdd92Vm5tb3hM9PT1vuOGGxx577MiRI88880xJw/7++2+LxRIaGrply5aPP/5Ye1/m4sWL+f2asggNDdVO/PHHHwvuT09P//3330VkzJgx2hMT5fXnn3+KiJubW/5LW4UUO73Ijh07tI1SlvrWErZYLAcPHix6tGXLlkV3Fju3ru3XsmPAp556qlevXiIyY8aM77//XkSmTZvWvXv3kuL06tWr2KJERFvkSET27t1b9Gjnzp2vW8h15U9OVNIcMQEBAeHh4SISHx+fv8ZTxT4SxTp37tw999zTp0+fkydPand17dq1rq6utpcGAECFMWcwAABqeHt7JyUlFd1vsVguXLiwZcuWF1544cqVK8uWLQsODv7www+LDRISEnLu3Dlb0mjatOkff/zRuHFjEVm8eHHnzp0zMjKWLFkyfPjwcs0cvGfPnmPHjh09ejR/mZ7ffvstKytLO1qBxLT7IKXO4RoSElJ0p3aWiPTv3/+6V0lJSSm0JyAgQHt8oyxsvJZ9A+r1+kWLFnXq1Em77V26dHn55ZdLOb3Yu6fJv+enTp0qdMjV1dXLy6uM96cUsbGxZU/j0qVLISEhFf5IFJKRkTFjxoyPP/7YZDKJiLOz84wZM55++ukKrw0PAIC98BwNAADVi16vDwkJmThx4po1a7THTxYvXmw2myvjWs2aNduyZYvWoBGRFi1avP/++9r2o48+mt8vuK4xY8ZoT2QsWbIkf6c2GU2zZs26du1agdzS0tIsFouIFLvKsqZBgwZFd6amppbrKoX2FFxV+rpsvJbdA7Zs2fKGG27Qtm+++eZiF73Kp018U/qhovloi3nbTkve3d3dw8OjpDENGzbUNpKTk8WGj0RBa9euDQsLmz17tslkMhgMkyZNioyMfP7552nQAACqA/5vBABANdW5c+d+/fpt2bIlISEhKiqqwiscl+K+++5r1KhRwT1Tp05dtWrVqlWrUlJSJkyYsHnz5pJehylIW1p769atS5Ys0Sa7SU1NXbNmjYiMHTu2Yrnlv3Vy5cqVksZcvXq16M787/yrVq0KDg4u/SrXHVA6u1/LxoA//fSTtmi3iHz00Uf33HNPKe8lXbp0qaRD58+f1za0eYgLqthrayVVmp6enp6e7u7uXuyY/D96bXCFPxIaq9X6yCOPzJs3T/txzJgxM2fOLPa9NgAAVKFHAwBA9aU95yIiiYmJVXbRr776qn379levXt26det7772XP31s6caNG7d169YzZ87s27eve/fuK1euzMnJERt6NA4ODv7+/teuXSvlZa78aUoKCgoK0jYMBoO2Lnjlsfu1bAkYFxenTSTUqlWrM2fO5OXlTZo0ad++fSU9TVPKjc1/xSn/SZbKu3XR0dH578cVcubMGW1De3Cmwh8JzWOPPaY1aJo1azZv3rxbbrmlkkoDAKDCeNcJAIDqy9fXV9tISEiosovWq1dv/vz52vYrr7xy4MCBspw1evRo7W0RbeZg7UWn1q1bd+jQocKZaDPXpqenazPFFrVp06aiO7V5c6WE+W41q1atmjdv3ldffWW1Wm25V3a/li0BJ0+enJiY6ODgsHTp0ueee05EDh06lL8yerF3r6RXq7777rtC+didNvOxiKxevbrYAYmJiXv27BERX1/fFi1aaDsr9pEQkTlz5sydO1dE+vXrt2/fPho0AIDqiR4NAADVV/40NPkLP1eNESNGPPjggyKSm5s7fvx4bQ7a0vn7+2vfe5cuXZqYmLh+/Xqp6GzB+bSlu0Vk5syZRY/GxcV9/fXXRfcPGTJEm/T3/fffz5+YtqDz58/feeedDz/88IoVK2x8c8fu16pwwK+++kprdrzwwgsdO3Z89dVXtSWlZ82adeTIkWKvlZycPGfOnKL7t2/frv3xeXh4DBo0yJb7U4o77rhD25g9e3Z6enrRAe+9957WQhoxYkR+pRX7SOTl5c2ePVtEgoODV65caa8pdQAAsDt6NAAAVF8Gg0HbKGUCjkry0UcfNW3aVEQiIyOfffbZspyidWQuX7789NNPayvmVPhFp/yA2jI969ate/TRRwuuQX7hwoVbb701Ozu76Fne3t7aKz+pqakjR47UVlbOFxMTM2zYMC29qVOn2niX7H6tigWMjo5+6qmnRKRt27baWk5OTk5ffvmlTqczmUyTJk3Ky8sr9nKvv/76xx9/XHDP2rVrb7/9dm37kUceKWVCXxu1bdt22LBhInLt2rWBAwfGxMQUPPruu+++9957IuLg4FBw8fiKfSQiIiK0+I8//rhdFqUCAKCSMB8NAADVV/7yOpcvX67iS7u7uy9evLhv375ms/mzzz677bbbhg4dWvopI0eOfPjhh3NychYtWiQiHTp0aN26tS05ODo6fvPNNwMGDMjNzZ07d+7atWtvvPHGkJCQw4cPb9myJTk5+bbbbjt16lRUVFShqW1nzpy5cePGgwcP7tmzp2PHjoMGDWrbtq2Tk1NkZOSvv/6qTZTz+OOPDx8+3PYbZfdrlTeg1WqdOHFiWlqaXq9fsGCBo6Ojtr9v375Tp0794osv9u/f/95777344ouFLtSoUaOLFy8+8cQTX375Za9evZydnffs2bN//35t7aSwsLAZM2bYfn9KMW/evM6dO8fHx+/evbtdu3Z9+/bt2LHjlStXdu7ceezYMW3MrFmz2rZta+NHYvv27drGwoULly9fXnpW3377bf6rVQAAVDUrAACoQvm/5/f29r7u4J9//lkbXK9evYSEhPz9cXFx2v6QkJAK5KAtvSQiM2bMKH3kSy+9lJ9AfHy8tnPy5Mnazr/++qvQ+BEjRuT/HWPWrFmFjr799tvaoSVLlpQ9219//dXT07Po32HGjh2blZXVpEkTEXniiScKnZWYmDhw4MBi//Lj4ODwxBNPmM3mQqf06dNHRIKDg4tN49q1a9rp//nPf2y/VunKFfCDDz7QDj311FOF4qSkpGiT/jo5OR0/flzbqc1CLSKff/659sxOUT179rxy5Uq57k/ptFmB27VrV2h/KQuWOTk5vf/++3b5SAwZMqTsfzc+ePBgBQoEAMAueNcJAIDqa+DAgdqiPFeuXHnooYeqPoHp06d37dpVSyC/NVOKghPQ2PiiU77hw4efOHHimWeeadWqlYuLi5+f38033/zzzz8vWbLEwcFBW0Daz8+v0Fk+Pj7r169fvXr13Xff3aRJE2dn58DAwBtuuOGxxx47ceLERx99VJY1xcvI7tcqe8DIyMhp06aJSNOmTYtO0eLp6fn555+LSE5OzqRJk7QHZPLp9frPP/9848aNd955Z1BQkIODQ2Bg4KBBg7755pudO3cGBgba6/6UokWLFocPH16wYMGwYcMaNGjg6Ojo7e3dqVOn55577uTJk9oLXEWV9yORvz4UAADVnM5q23IGAAAAqkRHR4eGhorIzz//PHr06Mq+XFpaWmxsrIODg3bRGmrr1q39+/cXkS+++ML2GXmqmyr+SAAAYF/MRwMAAKqpdevWaYtA/+9//+vSpUvRAQsWLNA2tId9KpuHh0flzaGLsqhuHwkAAOyLHg0AAKim6tWrp30hz8zMXLZsWaG1q0+fPv3hhx+KSLdu3Wr0gy0oOz4SAIDajfloAABANdWpU6fw8HAR+eWXX0aOHLl169akpKSMjIxDhw7Nnj27U6dO6enpIjJ9+nTVmaKK8JEAANRuzEcDAACqr6tXr95www2nTp0qacCLL7745ptvqk6zJqnp89HwkQAA1GI8RwMAAKqvgICAgwcPfvjhh4VeXXFwcLjxxhtXrVrFt/G6ho8EAKAW4zkaAABQM2RmZkZHRycnJ3t5eYWGhrq6uqrOCIrxkQAA1DL/D27fiO0YOP36AAAAJXRFWHRkYXRlOmNyZWF0ZQAyMDE5LTA1LTAyVDIzOjAwOjI5LTA0OjAwvxorUQAAACV0RVh0ZGF0ZTptb2RpZnkAMjAxOS0wNS0wMlQyMzowMDoyOS0wNDowMM5Hk+0AAAAASUVORK5CYII=)
Note that in the visualization it’s also possible to mark the colours
representing the samples using option colByPhenotype based on the sample
annotation information included in the generation of the main object. In the
provided example medulloblastma tumour subgroups are marked.
Specific genomic region of interest can be also visualised to observe the
variance and impact of TADs using special function that works on result
data.frame obtained from function findCorrelation. The resulting plot
provides the location of signals in X-axis and genes in Y-axis. Each point
reflects the correlation stength based on p-value: -log10(P-val). This
visualization strategy was introduced in the study by S. Waszak et al, Cell,
2015
focused on investigation of chromatin architecture in human cells.
By default only detected TADs with signals inside are visualized,
but it is also possible to include all avaialble TAD regions using special
option. Here’s the example plot covering the whole chromosome 15 region used
in the test dataset:
plotCorAcrossRef(inTadSig,corData,
targetRegion = GRanges("chr15:25000000-28000000"),
tads = tadGR)
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)
One more option of this function allows to activaite representation of postive
correlation values from 0 to 1 instead of strength.
plotCorAcrossRef(inTadSig,corData,
targetRegion = GRanges("chr15:25000000-28000000"),
showCorVals = TRUE, tads = tadGR)
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)
It’s also possible to focus on the connections by ignoring the signal/gene
locations and focusing only on correlation values by adjusting for symmetery.
This is typical approach used for HiC contact data visualization in such
tools as for example JuiceBox. This can be activate by using the corresponding option:
plotCorAcrossRef(inTadSig,corData,
targetRegion = GRanges("chr15:25000000-28000000"),
showCorVals = TRUE, symmetric = TRUE, tads = tadGR)
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)
These visualization strategies allow to investigate the impact of TADs.
Additional documentation is available for each function via standard R help.
Session info
Here is the output of sessionInfo()
on the system on which this
document was compiled:
## R version 3.6.0 (2019-04-26)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 18.04.2 LTS
##
## Matrix products: default
## BLAS: /home/biocbuild/bbs-3.9-bioc/R/lib/libRblas.so
## LAPACK: /home/biocbuild/bbs-3.9-bioc/R/lib/libRlapack.so
##
## locale:
## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
## [3] LC_TIME=en_US.UTF-8 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
##
## attached base packages:
## [1] parallel stats4 stats graphics grDevices utils datasets
## [8] methods base
##
## other attached packages:
## [1] InTAD_1.4.0 MultiAssayExperiment_1.10.0
## [3] SummarizedExperiment_1.14.0 DelayedArray_0.10.0
## [5] BiocParallel_1.18.0 matrixStats_0.54.0
## [7] Biobase_2.44.0 GenomicRanges_1.36.0
## [9] GenomeInfoDb_1.20.0 IRanges_2.18.0
## [11] S4Vectors_0.22.0 BiocGenerics_0.30.0
## [13] BiocStyle_2.12.0
##
## loaded via a namespace (and not attached):
## [1] qvalue_2.16.0 tidyselect_0.2.5
## [3] xfun_0.6 purrr_0.3.2
## [5] reshape2_1.4.3 splines_3.6.0
## [7] lattice_0.20-38 colorspace_1.4-1
## [9] htmltools_0.3.6 rtracklayer_1.44.0
## [11] yaml_2.2.0 XML_3.98-1.19
## [13] rlang_0.3.4 pillar_1.3.1
## [15] ggpubr_0.2 glue_1.3.1
## [17] GenomeInfoDbData_1.2.1 plyr_1.8.4
## [19] stringr_1.4.0 zlibbioc_1.30.0
## [21] Biostrings_2.52.0 munsell_0.5.0
## [23] gtable_0.3.0 evaluate_0.13
## [25] labeling_0.3 knitr_1.22
## [27] Rcpp_1.0.1 scales_1.0.0
## [29] BiocManager_1.30.4 XVector_0.24.0
## [31] Rsamtools_2.0.0 ggplot2_3.1.1
## [33] digest_0.6.18 stringi_1.4.3
## [35] bookdown_0.9 dplyr_0.8.0.1
## [37] grid_3.6.0 tools_3.6.0
## [39] bitops_1.0-6 magrittr_1.5
## [41] RCurl_1.95-4.12 lazyeval_0.2.2
## [43] tibble_2.1.1 crayon_1.3.4
## [45] pkgconfig_2.0.2 Matrix_1.2-17
## [47] assertthat_0.2.1 rmarkdown_1.12
## [49] R6_2.4.0 mclust_5.4.3
## [51] GenomicAlignments_1.20.0 compiler_3.6.0
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