Maintainer
Zilu Zhou zhouzilu@pennmedicine.upenn.edu
This is a demo for using the iCNV package in R. iCNV is a normalization and copy number variation detection procedure for multiple study designs: WES only, WGS only, SNP array only, or any combination of SNP and sequencing data. iCNV applies platform specific normalization, utilizes allele specific reads from sequencing and integrates matched NGS and SNP-array data by a Hidden Markov Model (HMM). Figure below shows the overall pipeline. This package specifically emphasizes on the steps within the parenthesis. Below is an example on calling copy number variation using whole-exome sequencing data and array SNPs of 46 modified samples from 1000 Genome Project. Only small portion of chromosome 22 are analyzed for illustration purposes. We will separately shows normalization for WES and SNP array. We will also introduce integrated calling procedure as well as single platform procedure.
NGS | Array
BAM BED(UCSC for WES or bed_generator.R for WGS 2.2) | SNP Intensity(in standard format)
|----------------| | |
| | | |icnv_array_input(2.4)
|SAMTools(2.3) |CODEX(2.2) | |
| | | |-----------|
Variants BAF(vcf) PLR | Array LRR Array BAF
| | | | |
| | | |SVD(2.4) |
|bambaf_from_vcf | | | |
| (2.3) | | Normalized LRR |
| | | | |
-------------------------------------------------------------------------------------
|
|iCNV_detection(2.5,2.6)
|
CNV calling
|
|icnv_output_to_gb(2.5,2.6)
|
Genome Browser file
We strongly recommend combining platform when both WES data and SNP array are available. However, for high quality WGS data, SNP information isn’t so necessary.
2. iCNV workflow
We could separate the basic iCNV workflow into 6 sections: 1. package installation; 2. .bam file normalization; 3. sequence variants BAF calling; 4. SNP array LRR normalization and BAF; 5. CNV detection using iCNV_detection
function. 6. CNV detection using iCNV_detection
function with single platform. We will illustrate them one by one in the following sessions.
2.1 Install iCNV.
Install CODEX
first
## try http:// if https:// URLs are not supported
if (!requireNamespace("BiocManager", quietly=TRUE))
install.packages("BiocManager")
BiocManager::install("CODEX")
Install iCNV
from Bioconductor:
## try http:// if https:// URLs are not supported
if (!requireNamespace("BiocManager", quietly=TRUE))
install.packages("BiocManager")
BiocManager::install("iCNV")
Install the current release from Github:
install.packages("devtools")
library(devtools)
install_github("zhouzilu/iCNV")
2.2 .bam file normalization using CODEX
For researchers work on WGS data, you need to generate your own BED file for CODEX normalization. We made a function bed_generator to help you with this.
After you have BAM file and BED file available, follow code below to get normalized NGS PLR. Code modified from https://github.com/yuchaojiang/CODEX with permission. If you have any additional question, please refer to CODEX
. iCNV only adopt normalized Poisson Likelihood Ratio from CODEX
, representing NGS ‘intensity’. In this example, we utilize toy data from the 1000 Genomes Project for illustration.
### 2.2 code chunk number 1: bambedObj1
library(CODEX)
library(WES.1KG.WUGSC) # Load Toy data from the 1000 Genomes Project.
library(iCNV)
# Assume your work dir set to demo
dir <- system.file("extdata", package = "WES.1KG.WUGSC") # 'PATH/TO/BAM'
bamFile <- list.files(dir, pattern = '*.bam$')
bamdir <- file.path(dir, bamFile)
sampname <- as.matrix(read.table(file.path(dir, "sampname")))
bedFile <- file.path(dir, "chr22_400_to_500.bed")
chr <- 22
bambedObj <- getbambed(bamdir = bamdir, bedFile = bedFile,
sampname = sampname, projectname = "icnv.demo.", chr)
bamdir <- bambedObj$bamdir; sampname <- bambedObj$sampname
ref <- bambedObj$ref; projectname <- bambedObj$projectname; chr <- bambedObj$chr
### 2.2 code chunk number 2: coverageObj1
coverageObj <- getcoverage(bambedObj, mapqthres = 20)
Y <- coverageObj$Y; readlength <- coverageObj$readlength
### 2.2 code chunk number 3: gcmapp1
gc <- getgc(chr, ref)
mapp <- getmapp(chr, ref)
### 2.2 code chunk number 4: qcObj1
qcObj <- qc(Y, sampname, chr, ref, mapp, gc, cov_thresh = c(20, 4000),
length_thresh = c(20, 2000), mapp_thresh = 0.9, gc_thresh = c(20, 80))
Y_qc <- qcObj$Y_qc; sampname_qc <- qcObj$sampname_qc; gc_qc <- qcObj$gc_qc
mapp_qc <- qcObj$mapp_qc; ref_qc <- qcObj$ref_qc; qcmat <- qcObj$qcmat
### 2.2 code chunk number 5: normObj1
normObj <- normalize(Y_qc, gc_qc, K = 1:9)
Yhat <- normObj$Yhat; AIC <- normObj$AIC; BIC <- normObj$BIC
RSS <- normObj$RSS; K <- normObj$K
choiceofK(AIC, BIC, RSS, K, filename = paste0(projectname, chr, "_choiceofK.pdf"))
save(qcObj,normObj,sampname,file=paste0(projectname,'plrObj_', chr,".rda"))
# This saving step is necessary for large dataset, such that you don't need
# to recompute everything again if you would like to view your choice of K
# plot. You could just load this as in the next chunk of code.
CODEX reports all three statistical metrics (AIC, BIC, percent of Variance explained) and uses BIC as the default method to determine the number of latent Poisson factors. Since false positives can be screened out through a closer examination of the post-segmentation data, whereas CNV signals removed in the normalization step cannot be recovered, CODEX opts for a more conservative normalization that, when in doubt, uses a smaller value of K. For example,
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAADIAAAAMgCAMAAADWDghNAAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////isF19AAAACXBIWXMAAD2EAAA9hAHVrK90AAAgAElEQVR4nOzdd2AUZf7H8SeBQOhEAaUXBTERxa4nTeRUBAEVy1lQTw+7ZznFXrCAnhSxoj/sJ4oVUVApKiiohwUUpZyiKEoTBBJayvyeZ3aT7G52k908z5TNvF9/aOaZ3e88G7Kz85mdeR5hAQAAAIBLhNcdAAAAABAcBBAAAAAAriGAAAAAAHANAQQAAACAawggAAAAAFxDAAEAAADgGgIIAAAAANcQQAAAAAC4hgACAAAAwDUEEAAAAACuIYAAAAAAcA0BBAAAAIBrCCAAAAAAXEMAAQAAAOAaAggAAAAA1xBAAAAAALiGAAIAAADANQQQAAAAAK4hgAAAAABwDQEEAAAAgGsIIAAAAABcQwABAAAA4BoCCAAAAADXEEAAAAAAuIYAAgAAAMA1BBAAAAAAriGAAAAAAHANAQQAAACAawggAAAAAFxDAAEAAADgGgIIAAAAANcQQAAAAAC4hgACAAAAwDUEEAAAAACuIYAAAAAAcA0BBAAAAIBrCCAAAAAAXEMAAQAAAOAaAggAAAAA1xBAAAAAALiGAAIAAADANQQQAAAAAK4hgAAAAABwDQEEAAAAgGsIIAAAAABcQwABAAAA4BoCCAAAAADXEEAAAAAAuIYAAgAAAMA1BBAAAAAAriGAAAAAAHANAQQAAACAawggAAAAAFxDAAEAAADgGgIIAAAAANcQQAAAAAC4hgACAAAAwDUEEAAAAACuIYAAAAAAcA0BBAAAAIBrCCAAAAAAXEMAAQAAAOAaAggAAAAA1xBAAAAAALiGAAIAAADANQQQAAAAAK4hgAAAAABwDQEEAAAAgGsIIAAAAABcQwABAAAA4BoCCAAAAADXEEAAAAAAuIYAAgAAAMA1BBAAAAAAriGAAAAAAHANAQQAAACAawggAAAAAFxDAAEAAADgGgIIAAAAANcQQAAAAAC4hgACAAAAwDUEEAAAAACuIYAAAAAAcA0BBAAAAIBrCCAAAAAAXEMAAQAAAOAaAggAAAAA1xBAAAAAALiGAAIAAADANQQQAAAAAK4hgAAAAABwDQEEAAAAgGsIIAAAAABcQwABAAAA4BoCCAAAAADXEEAAAAAAuIYAAgAAAMA1BBAAAAAAriGAAAAAAHANAQQAAACAawggAAAAAFxDAAEAAADgGgIIAAAAANcQQAAAAAC4hgACAAAAwDUEEAAAAACuIYAAAAAAcA0BBAAAAIBrCCAAAAAAXEMAAQAAAOAaAggAAAAA1xBAAAAAALiGAAIAAADANQQQAAAAAK4hgAAAAABwDQEEAAAAgGsIIAAAAABcQwABAAAA4BoCCAAAAADXEEAAAAAAuIYAAgAAAMA1BBAAAAAAriGAAAAAAHANAQQAAACAawggAAAAAFxDAAEAAADgGgIIAAAAANcQQAAAAAC4hgACAAAAwDUEEAAAAACuIYAAAAAAcA0BBAAAAIBrCCAAAAAAXEMAAQAAAOAaAggAAAAA1xBAAAAAALiGAAIAAADANQQQAAAAAK4hgAAAAABwDQEEAAAAgGsIIAAAAABcQwABAAAA4BoCCAAAAADXEEAAAAAAuIYAAgAAAMA1BBAAAAAAriGAAAAAAHANAQQAAACAawggAAAAAFxDAAEAAADgGgIIAAAAANcQQAAAAAC4hgACAAAAwDUEEAAAAACuIYAAAAAAcA0BBAAAAIBrCCAAAAAAXEMAAQAAAOAaAggAAAAA1xBAAAAAALiGAAIAAADANQQQAAAAAK4hgAAAAABwDQEEAAAAgGsIIAAAAABcQwABAAAA4BoCCIC0UfjT4gWzZsz7esU2r3sCAACqiwACIC0sGjWgS5YIy+jY/46vvO4RAACoDgIIAP8rGNtWVNB+wg6v+wUAAFJGAAHge9OaV4wfSpuZXvcMAACkigACwO/uzwwHjrot83oNObFHXqvscEPtiV73DQAApIgAAsDnptpZI3fknM3lbQXzx/RUrZlzvOsXAACoDgIIAH/bsrsMGvvMrrhi6TFyRevt7vcIAABoIIAA8LenZczoEX/c3Uvlqpdc7g4AANBDAAHgb/2FyF4Tf1VxnhCD3e0NAADQRAAB4G+dhTgz0boHhejqZl8AAIA2AggAf6svxMhE62YK0cDNvgAAAG0EEAD+1kSIWxOte0+IHDf7AgAAtBFAAPhbrhADE627T4hubvYFAABoI4AA8LfThchcEn9VQbtK7g8BEFCFPy1eMGvGvK9XxB8+D4DnCCAA/G2aEKLTqnhr8o+Xq6a73R8APrZo1IAuWSIso2P/O77yukcAKiKAAPC3wlx5HNF47ObY9p2T28sV3Yq86BMAPyoY21ZU0H7CDq/7BSAGAQSAzy2qqw4i6g8dN3fpul2qoWjDivmPDdtNtWZ/43XvAPjFtOYV44fSZqbXPQMQjQACwO9mNCk/kmjUvkOTjLKlnPe97hsAv7g/M7xjqNsyr9eQE3vktcoON9Se6HXfAEQhgADwvWU945/X7LPc654B8Iup9l4hd+SciOs1C+aPsfcemXO86xeAigggANLA7P51Y9NH9sAPve4VAN/YsrvcLewzu+KKpcfIFa23u98jAAkRQACkhfy3RgzJrR8a2aZB7kk3TGOATQDlnpb7hh7xdwuXylUvudwdAJUhgABII8Vb16zNL/G6FwB8p78Q2WviryrOE2Kwu70BUCkCCAAASHedK5mW9EEhurrZFwBVIIAAAIB0V1+IkYnWzRSigZt9AVAFAgiAtFH40+IFs2bM+3oF938AiNZEiFsTrXtPiBw3+wKgCgQQAGlh0agBXbJKR8DK6Nj/jq+87hEAH8kVYmCidfcJ0c3NvgCoAgEEgP8VjG1bcRaQ9hN2eN0vAH5xuhCZS+KvKmhXyf0hADxAAAHge9Oax5+IsM1Mr3sGwCemyV1Cp1Xx1uQfL1dNd7s/ACpBAAHgd/dnhgNH3ZZ5vYac2COvVXa4ofZEr/sGwB8Kc+UuofHYzbHtOye3lyu6FXnRJwAJEEAA+NxUO2vkjpwTcWRRMH9MT9WaOce7fgHwk0V11T6h/tBxc5eu26UaijasmP/YsN1Ua/Y3XvcOQCQCCAB/27K7PHzYZ3bFFUuPkStab3e/RwD8aEaT8uszG7Xv0CSjbCnnfa/7BiCKPwIIY2sCSORpefjQI/6+4VK56iWXuwPAr5b1jH+3WJ/lXvcMQDTvAwhjawKoTH8hstfEX1WcJ8Rgd3sDwMdm968bmz6yB37oda8AxPI4gDC2JoAqdK5kAM0HhejqZl8A+Fz+WyOG5NYPndNskHvSDdO4tALwIW8DCGNrAqiKPJQYmWjdTCEauNkXAGmheOuatfklXvcCQCKeBhDG1gRQpSZC3Jpo3XtC5LjZFwAAoM3LAMLYmgCqlivEwETr7hOim5t9AQAA2jwMIIytCSAJpwuRuST+qoJ2ldwfAiCgGFoT8DsPAwhjawJIwjS5P+i0Kt6a/OPlqulu9weAjzG0JpAOPAwgjK0JIAmFufI4ovHYzbHtOye3lyu6FXnRJwB+xNCaQJrwMIAwtiaAZCyyB/avP3Tc3KXrdqmGog0r5j82bDd7iP9vvO4dAL9gaE0gXXgYQBhbE0BSZjQpP5Jo1L5Dk4yypZz3ve4bAL9gaE0gbXgYQBhbE0BylvWMf16zz3KvewbALxhaE0gfHgYQxtYEkKzZ/evGpo/sgR963SsAvsHQmkAa8TCAMLYmgOTlvzViSG790Mg2DXJPumEaA2wCKMfQmkAa8TCAMLYmgFQVb12zNr/E614A8B2G1gTSiIcBhLE1AQCAEQytCaQRDwOIo2NrvnHxcKBmG7fTxNsw4Aru8/qfEXDYJe96/TZziaNDay69xut/R8Bh16/Ueo+kyssA4uDYmm/EHzIHqEkuN/M+TCeFPy1eMGvGvK9XmLr/4yyv/xEBx2V+YOjt4nNODq35ZzOv/xUBx7VzdaQGTwOIc2NrXuruvxnghS5G3oVpY9GoAV2ySl97Rsf+d3xloGiCacuAmuRmA2+VNODk0JpzvP43BFxg4lM1ad4GEMfG1hzuxT8c4K5OBt6B6aJgbNuKv4D2E3bo1s1x/58NcNsIE+9B/3NyaM33vf43BFzwX503Saq8DiAOja2pAsghI2INzY78Pbe4uMIDgHQxVAQqgExL8E1Fm5mahVUAOdvrf0wdfTMjfx+dr/a6P/Cb/URgAoiTQ2uqANLIpX+ygVmRb+q2V7i0WQRcVvACSIjhsTVVALkqtvHBWtHHLs0XGNse4LJpgQog95ceZddtmddryIk98lqVnkyoPVGvsgogH5vppBeKL4hJZPv94nWX4DPnBieAODm0pgogrXUKJO+mmDd1++/c2S4Crn5QA4hh8QLIFPse97onjp383J2HhRLISi/6BhgQqAAy1X6/5o6cE3FkUTB/jH0LWeYcrdJpHkButH8zTc95eMrT/+pi/3xQgdd9gr8EKIA4ObSmewFkgv1GbnDqgy89e/P+9s+d1ruyYQQcAcSMOAFkuX2Z1xnhr2fn2e/rA5lsBGkqSAFky+7yxe4zu+KKpceogwKtYTvSO4BMVWdVat0YymUlL+2p9mrne9wn+EyQAoiDQ2u6FkAW1FbdvWRdaOmdvdTScW5sGEEX0ABifGzNOAHkFPU2Hl22mD9ALU8ytD3AZUEKIE/L19oj/r5BjXf3kk7ttA4gu9SXHnXfLlteta/6SuhLD3sE/wlUAHFuaE3XAshR6k38TNnihiNV999xY8sIuAAGEEfG1qwYQL5WZ0Iui2jI7yYb2hYb2BjgviAFkP5CZK+Jv6o4T4jBOrXdDiAb5r85ZZ6p+zSejj2L8oN6OYMMVUfNEKwA4tjQmm4FkHdVh++OaFjXTjYc4sKWEXRBCyBOja1ZMYDcLFuab4ls+Uht6xPdLQGeCFIA6VzJAJoPCtFVp7arAaRg7F9Cd9Pvd8taE/X6q6+GolrGyJY6Fe7BrZ6Nn7zx3MylZmrBO0ELIA4NrelWAPm73E6XwsiWyeqF/ODCphFwAQsgjo2tWTGAdJctN0U/6EDZdKPmhgBvBCmAyN3iyETrZgrRQKe2mwHkmVbl+7hGdxVW/YQqFKihwF6NasqvJ5te0a5sWbsmHm1fii7aXaF77Qq8FbwAEmJ4aE23AsgecjsPRbUUq/3GBBc2jYALVgBxbmzNigGkfsXjjFtk08l62wE8EqQA0kSIWxOte0+IHJ3a7gWQwiuiT7P0Wqdb8XtZpdbW6Db1pcg9uoUt6629yzuaddmWqp8A3wpqADHMpQDyZ5yvO9RY25fFfzhgTqACiINja1YIIPa7enX0gybJpiO0NgN4JUgBJFeIgYnW3SdEN53argWQ4pNDh/P1u+aFZ1/fX/e4fo4ssmdM22UmjlVKRkfNbij2+1G3IrxDADHCpQCizipkxnw7erdsO8n5TSPoghRAnBxbs0IAWac+RmPOOD4vmw7S2QrgmSAFkNPlR/KS+KsK2lVyf0gyXAsgN9uH8ifOkscWJQuH25c3DU5+DIyN38995eHbLzl7RmSjul21bcwDr5Jt/4hsKHr3jfk/p3hX3T9DuaNe1+4tQz/tGXd2aaSFYAYQ40NruhRAFqnvHGMuHLtftg1wftMIuiAFECfH1qwQQIrVQFsx42uNEpWcWAV8LUgBxH6tcQ+B84+Xq6br1HYrgHytvlNo9Gbp4hdqZBvxn0qfsvPXr6Y/+8C1w/of2LpO6XcRtRZGPMA+Vok5WTpUtt0e2TDIfl6z/Y4998YHX/n4h2QOx560n9L7HRVbVtzcQC0cyPSGaSt4AcSRoTVdCiD2udKYMf+ujD2rADghSAFEf2zNrQ8MT2Df2ABiqdl8Hoh+ej/ZdHk1Ow94K0gBpDBXvtjGYysM7rRzcnu5opvWdKJuBRCVlOrMLV/+Wd1r2rHiNxNbln38xqN3Xj60Z9fdRDyPRTx2owo10RerFjWTTU9FNKyOLZCTe8w5141/ae7yhJHi94aqr0+U9VSN1hEdapBOAhZAnBpa06UAUtyg4pkJeTwUNTAv4IggBRD9sTUHxf2ELtUz6rHqS5W8qCOV5eoqiGnV7DzgrSAFEGuRPbB//aHj5i5dt0s1FG1YMf+xYfYhevY3WqVdCiA/qq6OjmyZrlrejGzZOeLQttnxd2ZlGqyIfIaaoix6J/qqbMmIvNlt++4JazXat89Z14x94cPvY47NLlE1Xi5f3rKfbGiY4GQRfC9YAcSxoTXdGgXrJLmdo6Na5qv+L0zwcMCYIAUQ/bE1K/+wjr47c6ZqejiioWSg+gjWutME8EygAog1o0nEcXP7Dk0yypZy3ter7FIAGS83s0f03kaNtnF+ZMNdle7Pmu7T4+TLRn4fVeI+2Z4ZOZfR1s4idmSNBcd2rCrV1H828gnb1KfQxZEt36tzNTHfH1fT9mn/HHJk37Pv0UuNSEWgAohzQ2u6FUCeU519LaJh1+Gyob258YSBBIIUQPTH1jyh0k/VvaMeW3KobKoTccu7fU/obdXuPeCpYAUQa1nP+O/yPrqTVLgUQE6Rm7kouunR2J3UmRVeXVarA44/55r7n3ln4S9xryDZpL7eaFk+ZudO+0vhNys8buOSWc/d98/Te3auH/+32CTybng1OmGd36Oer+ZGi/5GuXo2jWhYusn9KvYSzghSAHFwaE23AsjOTnJDjcvvWim+UHX+sUqeAZgRpACiP7bm5rsT3QPSVP4eD4x+8AfqpGmdCeFbNv84R72p92B8e6SpgAUQy5rdv27scXP2wA+1y7oUQNTFUpOim76QTfUiG94PzfzXcO+/DL7o1gkvf/Td+irLjlVPaFZ6Ien/jlKLvSp7wubvPnhhzNVn9uraMPIX2TQygFwnG46NfpY69qqtP3Hi9KjLwf66QbsgkhGgAOLk0JpuBZDQxOcNnw9/5bFaXaohuuq/+4CqBCmAODm25r4VA4g976B8I4/+/LeVs65uap9f1D98AbwRuABiWflvjRiSGzqHn9Eg96QbppkYYNOlAKIGwXgrummVeiFRp0C+f2bapz+n9KKK7aMT0ePxRWuXvnmuPVbWHj8n99T8ZR+9OO5fZ/fdt4lo9GLkirNkkZujHxtvGqXUPVgrOj/utUy3IpIRoADi5NCargUQe95BIQ4a/+XvK2ZcbO/wGi6OesCPUze60hEETJACiJNja8YLIMWxVzjUmhT3uUAaCGAACSneumZtvrkLol0KIAfLzTwX3bRYnQNJfiaQ+DYfHLNXa/xJ1U+KsW1X1OKxssq4mIeoaBM1lGnxyrWp/htMtm/cyeo3ctKEq0LzrO/9R8p9ReoCFED0h9ZMzL0AsrNfzJu6bvS5ixlZIvusD7gpBKYFKYA4ObZmvAASO71vo6k6WwA8FdgAYphLAWRgxYPAF0XFaQRTt/2s6G8VvtWueJqoMOhuvir9U0TDWrnzrtVy/2PPVjeofPHrziTKLqmnipwamlO95DV7HpTjtTsbtnHu5Cfe/CyZbgRQgAKI/tCaibkXQKzCK6Pe1M0/il492G7tPOr3+M8GqilIAcTJsTXjBhDLmntE2Xs68zzm9kUaI4CY4VIAuV1upkv01x3qvvST9CuXTO5Utlerf3OF8zmpU9OgnxLdtEA2ZUQe3t8Tc4p2t317nXbFyIlT5/+Qn6isfbFY+UDEaw9Ty+/od1d+bjxzTOjumSZnzDNRr6YJUADRH1ozMRcDiGW9s1/Ze6vOFetiVl4VXpM15G2t87RAtEAFEAfH1kwQQKySD/65bz1Z/sh7ufwYaS3YAWTDK/++/q4nvjZwFYJLAeQrtVuLml5ssfo+9tlEj0/FztfPa19HiD2OfcTIXB0vyH413BrVpO5LPyCyYbxIqEGnIwf9Q91DHz3Rocow4p8RDWvbJthJp+qDvIitD+a8UgUBCiD6Q2sm5moAsYqmX7R3XSGa9R5T8Z6uLeeWjcfR5taVrnUJNV6wAohzY2smCiC2zSbuXQU8FbgA8v2tx5QGhQXHhS+mbHlvwhPuyXJrJvQD5HaaryxfzlcNTTcZq/+HseuPNmbJnt0Z2bKmkYi5KqtgSK34u+4IrX6MfIY6a9sqKpO8pB6kfyJoYlbUVpuZG1lk82tjr73hwelp/3ERoACiP7RmYu4GENumRNO3b5p4QOkffGa/Z9P+LxQ+EbAA4tjYmpUGECD9BSyArFCT/syyfyy6PmJv0XqBZmG3AsgM1du9y+YRXN9bLd/nwoZTp64Ny474vRYdJxtqx5wUKvxt0YznxvxrWP/urbJEfDdGPl7ddn5PVIUSdRuI9vSG94e21XC/nvuEMlG27l9E2Lz+dUKlG5yuf1+NpwIUQJwcWtODAFKZhcPLRtLOGb7I696gRghcAHFobE0CCGq4YAWQ6Q1EWQA5N+oot67WcHnuBRBrqOpto5H2wE/bnmillvb356nLpeqOimZlN77m2z2/uJInrF/y4UsTbrlw0JEdoiY6HBvxkJ3q+tqYw6RLZNMFmn192/4u7LCpaoaH9Q/bv9WWv2rWVDYMiXghtYb78x8qSQEKIE4OremzAGJZW54tHy3r4Ilbq34CULkABpAQw2NrEkBQwwUqgHwaOhltB5BH7R8PO2/UPWd0Vj810bte07UAkt/d7njtHuec99fQcXrkFVm+cpPqXdZl9sXnO1+yh8xtsza5p+b/75M3H7/z8qE9u7Y4N3Lat59VkZhjpAdkU/+ollX//fbXlC6q29ZG1sgcVfrJscUeH+iMVCrEt2Sv6C9zDtWeBMVDAQogTg6t6bsAIi0Z0az0T7TxcEZggKbABhDDCCCo4YIUQArVMXDW5Z+o48wt6hP3gPDp+afVwolatV0LINaaI6MPajv49rqJ8PSGGd1PO++4xvaP9RZqllym6kXPN2I9LNuOjmx4wr6IKqt550P/eurw6+995D/vfLJkdfS97DFGqSdETFpi9zxD+yN01Z72q67/1/OG9QpdYJZnYHgx247pt15wygW3TU90db8DAhRAnBxa048BRP49TelXNnhP7ugNXncHaY0AYgYBBDVckAKIGpep9aehnx+XP/ctO5JdrRLIFzq13Qsg1o7La0fkj8Gxg2v6SP4p0VlJ/87uzapMzHg+N4qYq/I7iHjqtOhy2LGnDR8x6rHJMxbEXF6lRiA+IbJhk/qDGK7Z2R0Hqu22nGhnn0332oM1DtKsGfL7JY3Cr6rRpa7N4hCkAOLg0Jr+DCDS8hF7lL7G7FNnMj8hqi1IAaRDhw4nr3eoNgEENVyQAoi6CWFW+OfBQmStLF/1ilx1i05tFwOIZX1/ZvjG0TrHfVT1oz1UMqpBRATo/WPVz6hKU1Fh0GE1K1PUjeqHxw0gUTKihudapJq+jCp6n4oOmvPLj1Fle5QFxBVd1bKJeWsfifytNnzUQMVkBCqAODe0pm8DiGUVzTy17NxGl9FJXi0JxApSAFFvllazqn5cdRBAUMMFKYC0k4cPpT93FOLIyHW5QhxRdYUVd4xIINvNAGJZ29978IZrxr72p3tbrKbfLm8ROqCp1fstE/XU/Oq9o1q+VfePfxDZ8s1fmlaZQGpH3kjymDrgit7OT+qU9wqtrm7eXZbYb0t5wy/qiqxc7VPLRRfHvJaL3ZlGLlgBxLGhNX0cQKTVozuWvtha/aYUet0dpKWgBRCReaMjbxUCCGq4IAUQGRKuKf1Z7iL/EbnunGSOCtbtVulB7bsO9Dn9FX/yxO3XjXvF0LfUL6pf9OuR5Y+VDc0q7P43/vjlnNefGnvblcMG9dq/XeMK/1aNIm+euFU2/C2mQHPZFvX10meXnjf8qhF3jp4w8fkpb8/8ZOGSH37buN2qhLriLyPqur5X1ZY/S/KVJnR1KEH1vereq/uGTlhfU/WTDAhaAHFoaE1/BxD5hpp5ap3Sd0nrESu97g7SUOACiBCH/+BAbQIIarggBZAmEVNINIqZTmK0EHWqLPBWpfkj8eTJMGanGleqScR99zeo3/y9VT2t+I8fFs569f8euOXyswf22K9N0/avRq5VA/leHvMMte+PfNCv9eP+m9fLadUp7+Ae/U48ddjwf74TVUF9WRM9skGJmmz9puReaEIq14jM8K0fv19ijx/8H82aSQleAAkxPLSmKwGkaOzZGqdDNk7sVvr3ndlvyq54D9n1/UdTPzUxUDVqoIAFkA6Xyf80ftr8bVMEENRwQQog+wlxYenP+8TMHXGLEM2rLLC6oajMeAf6jBj2xOeNXwkvbbJnc2lT6RBXVVPjBZ8V06ZuyJ0Tsfx25eEz5LXICmrMtWeii6qvWo7V62t+SxV73ixbfqOeXG6V0qDD1RTUAGKYKwFE/qHV+krj+SUfnVOv9I+6bcWh6945I3SPfufr/qexEdRUAQsgXa0Zaq/c/T3TtZMJIO8e/TdOBCBdBSmADJEho/TKm9Ni7vnoK8T+VVf44orhCaiP48cc6DNinW8f+hz1xIpt6xbcqG6zEHV0Zy54SBbpFt30m7oHZGlEwx8tkgggF0WWaFDxU/hl2bRfVMv00eMmvjR15n+//aHy67nKjFbbmRzRYF+UNjqp51Zl1/tXDuje7fiL3ox7qREBxAg3Ashv6gjwSb0amx7uHv6r/mvMmi96lP/F17nC1MDSqDkCF0CsDfY0u30/N1s7iQCyNrviGxRIF0EKIOrk+c3hn18XIuu78lXf1xLiHJ3aGQQQl+w4Ouaov9YzVT+pcp+JmLQRmlxk96g7S36+Z8Tlw8869YR+Rx7ctdMeOXVEHC9FPH6naoi5jf092dQmsuGRyGdn5LTe++Bex516/qUj7h4zcfKbMz9b/MOG2C931MUxQ6Ja1KyJSYTnKu0YVzYbXcNbt1RcH/AA0qFDh4dM1HEjgKhhCmrrX5S+8GL75qm+0a0v1Yv8oxWdv9feDmqY4AUQy3pOvVcyTtMdJC9KEgHkc/mQTNeGYgfMClIA2aEOsP4dukpOaWsAACAASURBVFJzV54QPcsu2typzulpDZBKAHHNzr9HHQA10h/YtqSViJn43J4afVjlz8rf+OsP3yycO3PqlGcmjht924grLn4lar0aiuuT6Kc8L5sOimw4Jl6MidZkQuQTflRNC6KKLlBNK5N6oZVZ0jlyq3vMrfCAgAcQ+ervNlHHhQCyXM16eVHVj6ta/tNHZewZ/ef2aPgvpEWn8GDQzfQGi0PNE8QAYv08RL0bap/zkbl7QZIIILvUx8xEY1sEXBWkAGK9Zp/PCx1afVZHiEvDp7iXHKV+C1qTShNAXPRql/JvDc5caaDgzarU8xEN9q0lmkOu5oqo2dWVK0TMfek3Vh1ARK3VEU9Q4yDsGf0JV6JG99Ue43hmk+it1nk29hEEkHQJIKfLTdT7xVCxrdEjzM2yB17r8n9qVLvFI+wMsi9XYSFKIAOIZX1ylL3r3OvuVYZqJ3MPyN/kY443tD3AZYEKINY/7R1E3rVvfL5qx3vyw3Pve9756esXLlUnDDM+0KpMAHHTrlfPVkfddfa/5Rsj9f5U343VLbuUa5d9S88AzaIXyRqHR7XsaC2b7o9s2TnqpH6H79+pWeTMghVEXkszUS73jNlQL9n2uGZnv7Uvtsnocc/zLz5wXJZ9Km9mzEMIIGkSQL5WI6Pd4Ezt7e3U38Z1pSNjrTpULf7TmW0hXQU0gFjWm/vae+zM417WOp1ZKpkAMkU+JmuTia0BrgtWALHuyyw7rMtpFHmQl6k5nzQBxG07fl5jrtjz9h/BYPtDc+frarRc0VT3at7pqsqbkS0PqJYEZf/8/YcvPp455dnHR992/fCzT+l3ZPdOLUJ/oVEDBI+Jc77rBNn278iGT8854/I7Hn5pzuLf4g6hGsd2NWSXODI83tGKgWppt5griwMUQD6MQ776C8I/atV2PoComXGa/uFM7X+rv4yR5csFh6gTAU7MgYD0FdgAYhU90Sp0QNHwr3fO1h6bMJkAslXNgfyi7pYATwQsgFgfHRn3JHNL3UtYCCDp7brQ30HbE07rE7oWqdYM3ZK71IVizSKOzearmbX7pVRjy9ofomOWmgWke8yDDhTR149tiIjWTTofeeL51/376WkLVlR2ocz96rF/21m6WHK9Wo65iyBAASTuPqKcVm3HA8hHqotmhkWrqL2sfWzkJYA/q4NNh75uQZoKbgCxrO3Plh1i1D7smtcTPS0pSc0Dos4Wnaq1GcArQQsgljXjlAqzebS/R3MiCTcDyPZFO6t+EFJUcntG1J9EQ71PDtsrqlCrspnP31JXOWV+UdkzqvahrJG1Mappk7piKvKs/PwEx811Wu1/zN8uv+Phlz9Y/FtxVIltOXL1URF/VyVnqM/Pn6IeRABJjwCijn9aau/Q4vtKvfzoP+F/yZZ9ndka0lSQA4i06JJGZvYVSQWQSerjKrkx3AGfCV4Asayd744888CmtUIHmgeccY/OjF2lXAsgP7YRe/3mxoaC5uVWEYeYh5m4t6TkVFWq1vmflVhW4ezBdmHdc8XbVXqOvlzw0dgPoB1R41nF1y7q+GCqikZRb4N1Ki1Fz6wZoADSqvJfnlZtpwPIq6qHTg2LM77i4daXantrHdoe0lLAA4hlbX38QNcCyAY1LIT2ICSAF4IYQMK2b/h9S3HVD0uOawHkEmHoZljEyL+3a+gzo1avl82MpFhwcKhgk7x9w3eZD9L+gztZVmn1Z0TDn2oS3lOiHvPHozddOKRH17JpPeKJuhRseGxD6Bb6Y6JaAhRA1ts3wTQ797wI6lgg/GMyJd4ekYAaoqqVc10vUoOvdU723p9UqUvzYl5+iZoWRPN7PdQsgQ8g0qonT2niSgCx+shHna+1HcAjAQ4gRrkVQErUQErjqn4cqmPZi2NveejN9cbqbRkUfdR/lv435fNUnf7lB5i7+quG+HPBF61d8tFrj931z7OOO7BN9OxxMbPLqY+wsdHPVV+KRM2ZGKQAYlnj1USTQyMHl0kt+L9YWfgTWcb7W+ZJVX+KU9VVDLs+pk3dFjLdqQ0iHRFAbIXzbj5Yq3ZyAeRBETtpLpAmCCBmuBVAFqrji6VVPw6+UDQ6YnqNlk+ZKGlnmqNLR6j6XWUHMTiJ5+X/9Nk7z4296YLBR6mvRqJnl9tH1ngj+uHfyKbaUd/XBCqAWF+qIQTafVzekFoAGVZpAMkw39+w7W1l+YPNTYUW40pRcYbDOBNuItgIIGYkF0B+UQcfHzjVB8BBQQ8g25d/sszEDZtuBZDb5Xb2dmE7MGT97QfYx5yZR47RHpXRttq+QaHh9QsLrcKF19sDKrReXfXTohRtLIpa7iiLvB39kGWqz1FX8gQrgFhb1eutdWfZLyq1ADLJowBiD5P7vmPl75XVe0U3rVZbXOnYFpGGCCBmJBdALHWl75VO9QFwUPACyLpPp30cniW45C176tKsoycVVf6cqrkVQNS9bde6sB2Ys/rjKa/P32Cs3OfhUdwyc8KT2jT8XLekGjgp5r7l2bKpRVRLwAKIZb2gxrLpVTqrcWoBxHpheAKHqVzjRHeVP3eX1Xs7Vd2y3lWdj77j/GHZ1Fx7/4mahABiRpIB5G75sDaOfesJOCdgAaRo0kH2cKvd7Zl7Lio7JbnvIs3CLgWQ1Wo7ehOhId0t7hB1Or3NQu2Kf5NlTo9uukk2HRbVErgAYq1Qs+zlvBZaSDGAJDTayQCi/tUyFlT9uOrapa63uiqyZbu6BeTvzm0RaShIAaR27dp5TtVOMoAsUR8D+p8CgOuCFUB+P7TssO0Gy7ol4iiu8Ud6lV0KIGrI1d243yzg1l9Su+wPN+sSA/fMPyMLNYia+Ny+l+C2qAcFL4BYu65V7+uLtqmf0yGArFXf2Qx1qLjtH+pPbnZEgxqVT8xxcpNIO0EKIE5KMoDY9/Dd7HhvAOMCFUA27x0ROZ5ZrSamzuzSe097cY81VT+/Ei4FEDXk0VnObwY+t/ymPPuvNu+m5SbKbVBzGZ4b2XKnqv5l1IMCGEAsa0YL+apzF1vpEUAuVbW/c6i47Rc1mlrTWaWLxWpcXnGck1tE+iGAmJFsABmhdlKO9wYwLlAB5Dz1aVmr86DjO8m80PYSIRo9qU5u/vGQmgj6HK3S7gSQ/Gy5mZcc3wzSwJbvPv5ui6li6sg1ciDe19U0ncdHPyaQAcT6vZ982dkPp0UA+VGNHfwPZ2qXGqX+UmpfHhr2YK59D13DJc5uEumGAGJGsgHkU/U2ZGxMpJ8gBZCV6qhqsH1T6dehy+hL76ZY3lx+qP6sU9udAPKGugBiU9WPA1KyRk18Li4PB5qdd6t3Sq2vox8TzABilYxS17sN2pAGAUTdypO9qurH6Sg5w95zZh55/jV/ax/68XVnt4i0QwAxI9kAUtJGPnC0490BTAtSALkr4vzg5+qjc0DZqteF5vR+7gSQv4vY6akBE960R9RqMeLDn3+dP7KjfWAZ+34IaACxrAXq99Ha/wFkkfo3jJ0m0LjtfxNR6j7r9BaRbgggZiQbQOxvsA93ujeAcUEKIMfKI6yyrw/U7egzylaVdEhuNreEXAkgxep2lfFObwVB9EBG9HGluDT2EYENINafp4V+JT4PIMer2zPMDfecSMn9DSL+TLrEjLlVYu66QKQrAogZSQeQmfKBGQ5/9wmYF6QA0laIM8oWrpUv/PvydYM15/dzJYAsUJ/4K5zeCgJpSv3I+FGr4hf6wQ0glvVkff8HkLmqi/c6UTnW6ktywn8mXR/dFb1qVz9Rf8QfbnQC/kUAMSPpAFLYTD7yYae7A5gWpADSQIiRZQtqyuA/y9fdIERTndquBBA1yj+DXcAZy4eWfwnSN86o8kEOINZ3xx1xxBFPm6jkWAD5iyzcMt+JyhUVzhp7zfBbH6t43+s76q+nyV1b3ekG/IkAYkbSAcQaxsXZSEdBCiB1hHigbOEp+cIj1t0rRJZObVcCSDdhz18COGLx7Yc0FqJ+t+vmx1sb6ABijlMBRN3G5sZI4JX7OBRgW4zb7nVP4B0CSCoWdM9JQI0F0j2pGmp4mtoGZoQCXBWkALJH5BiVU6MDyN+FaK5T240A8pP6aP/E4Y0g2AoSXsJPADHCoQBSpCaG6bjTfOEU3RSeI7Ptk8yXGlgEkFREzk5WUdukamxT92UxHATSTZACyIFCHFm28Me7774bsa6n5sVNbgSQCXIbzYsc3ggQX8ADyPblnywrMFDHoQAySR2s+GGKoJXDa4WOnDpMZF8VUASQVDSpNIC0TK7ISfKhQ5ztJ2BckALIlfK1fh5/1a91hBimU9uNAPJXuY3zHN4GkEDgAsi6T6d9/Evox5K37Cn3so6epH1Q7UwA2d5Olj2g2Hjd6lhyavhmorwpJV73BV4ggKTi37EDEEbJS67Ic/Kh9Vy6AwwwJUgB5H35Wtt8E29NySC5apJObRcCyNa6chuvObsNIJFgBZCiSQfZxwXdX1RLF5UdD+y7SLOwMwFkjOrbu1U/zh2fHhP+bR0+y+uuwAMEkJT8ODMBdVYhuZvQrU115GOZEhRpJkgBxDpYvtg6F0z9NvZEwaoBckWO1ukDFwLIFLmJugyyD48EKoD8fmhZ5LjBsm6JOCPZ+CO9yo4EkC0tZNVepqtqmNcz/Os6aq7XXYHrCCBmJD8KlmX1k489x9HeAMYFKoB8VTrVQfkMhFbhc9f0zVJtWhOhuxFAzpGbOM7ZTQAJBSmAbI68MfSZ1eq7x8wuvfe0F/dYo1XakQBiJ6S4Y5d5ZuaB4V9fv6+87gpcRgAxI5UA8oh8bFPvB6EAUhGoAGLNaBr6THy7vOnP8MfkqXqVnQ8gRcw1BC8FKYCcp3YJtToPOr6TfGO3vUSIRk9uk81/PJSjfZ7RiQCyrpEserLhorqKp3QO7VozT13udV/gKgKIGakEkNXqEGSmo90BTAtWALF+HForbgDJvF7z/k3nA4g90fFKRzcBJBagALJS7SUGr1I/ft3B3kF8GF6zvLkQtX/Wqe1EALlc1VxiuKi+Xc92DEWQrOG/et0XuIgAYkYqAcQ6Qj74Uid7AxgXsAAijy0eOeOQDu+VL6sA0nTYd7plnQ8g18ktHODoFoBKBCiA3CXKpwz6XB1BDyhb9bru1ZoOBJCV6hKxC8zWNGPnxD1CEaTOcL0L15BOCCBmpBRA7pMPbuWPcfCAJAUugMTadtOTnxiYMsv5ANJVbuFWR7cAVCJAAeRYIVpsKl04NOqmsZIOQgzWqe1AADlLlszW+lrGOfmjw5e9NhyxqepHo0YggJiRUgBZod5lC5zsDmBa4AOIIY4HkP+p3UuCWUwA5wUogLQV4oyyhWvl6/6+fN1gIfbWqW0+gCzOlCX/ZbSkSX+MCI/9sdvobV73Ba4ggJiRUgCx8uSjr3ewN4BxBBAzHA8gaqD/PfiCFZ4JUABpIMTIsoV/y9f9Z/m6G4RoqlPbfAA5QVZsssFoSbPWjagbiiDNR+/wui9wAQHEjNQCiBoKT+vcCOC2gAaQwp8WL5g1Y97XK0ydk3M8gPSRG7jQyQ0AlQpQAKkjxANlC0/J1x2x7l4hsnRqGw8g89Sh/d0mK5r38/BaoQjSbqL2VPLwPQKIGakFkC/UG+xbB7sDmBbAALJo1IAuWeHBd0VGx/53mBin3ukAskn1eKqDGwAqF6AAskf5PeiWNTU6gPxdiOY6tY0HkKNkwRa+n6D0u1MzQnvcfaeUeN0XOIwAYkZqAcRSY87d5VxvAOOCFkAKxrYVFbSfoH1lgNMB5D+yfr0CBzcAVC5AAeRAIY4sW/jj3XffjVjXU4hcndqmA8ibag/2iMGCTll8anh3u/8Ur7sCZxFAzEgxgPxTPvwg53oDGBewADKtecX4obTRncHH6QByhqw/0MH6QBUCFECuTDzgw691hBimU9twACk+QNbrmB4zIH/SJ7y7/cuHVT8Y6YsAYkaKAeRD9d760bnuAKYFK4Dcnxn+BKzbMq/XkBN75LXKDjfUnqhX2eEAUqhmYNbsIqAjQAHkfXVO4pt4a0oGyVWTdGobDiBPq73Xf8zVc9bMg8L7235feN0VOIcAYkaKAaRInV4d71x3ANMCFUCm2p99uSPnbC5vK5g/pqdqzZyjVdrhADJb3a7yi3P1gaoEKIBYB8vXWueCqd/mx7SvGiBX5MS2psRsANnZSV3TlD6j45W8tE8ogWSey4BYNRYBxIwUA4i6P030dqozgHlBCiBbdpcvdp/ZFVcsPUauaL1dp7bDAeQqWf4Q58oDVQpSAPkqPHVFxAyEVuFz1/S1B6/QmgjdcAAZpzo03Vg5FxROahf61er9GuFjBBAzUg0g6miu1jrHugOYFqQAoq5W6BF/3N1L5aqXdGo7HEA6y/J3OlceqFKQAog1Izx/99vlTX+GM8mpepWNBpCtLWS1nqaquWTHg3uIuH9Lm98cf+Ntj8xOjxtakBgBxIxUA8iOxvIJ/+dYdwDTghRA+guRvSb+quI8IQbr1HY2gCxRH9hfOlYeqFqgAoj149BacQNI5vWa1zsZDSC3qy59Yqqaa/LvyRF7/C+mcW7/OqGE12TYck96BVMIIGakGkCs0+QTBjjVG8C4IAWQzkKcmWjdg0J01antbABRBy2tGT4fXgpWALGslY+ccUiH98qXVQBpOuw73bImA8g6dcZziKFirtr6UczMJesGiXJZV/MtSDojgJiRcgCZrAbY2Vz14wB/CFIAkbvFkYnWzRSigU5tZwOImmvsEseqA0kIWgCJte2mJz8p1C9jMoCo4YJr1Yi5jxd3EFF6rfe6R6g+AogZKQeQLWpUz5ed6g5gWpACSBMhbk207j0hcnRqOxpANtRKtztNUfMEPYAYYjCArKwra51vppa3VobmZ6rXd9iZh9uXvolD4t+sh3RAADEj5QCiLjMXZzjUG8C4IAWQ3Erm8rtPiG46tR0NIM/I4g20BukCdBFAjDAYQM6RperUhInHtnVTmaPVEwVqYf2tDdRSwqtl4XsEEDNSDyBPyGc04lAB6SJIAeR0ITKXxF9V0E7zE8/RAHKKLH6SU8WBpAQzgBT+tHjBrBnzvl5h6oy8uQDyjZpW9RojpTx2r0ocvTeULn7TUS3HGS8d6YEAYkbqAWQtF0sgnQQpgNivdVW8NfnH675tnQwgOxvJ4k85VBxITvACyKJRA7pkld6VkNGx/x1fGShqLoAMlJUarjVSylsbm8hX0j1iescVuwnmPUpjBBAzUg8gVg/5lH840xvAuCAFkMJc+WIbj60wSMTOye3lim5FOrWdDCDvqdE/f3eoOJCcgAWQgrFtRQXtJ2jP320sgMxTHUo4qkY6eUr9Sr6JbFEXnYoacXd9IBFAzKhGABkjn9JC61AGcE+QAoi1SN20KeoPHTd36bpdqqFow4r5jw1Tp9tE9jdVPbtSTgaQy2XtIx2qDSQpWAFkWvOK8UNpM1OzsLEA0kcWar6l6sf532ARO71jsboI6x6PugNdBBAzqhFAVqqd1DxnugOYFqgAYs1oUn4k0ah9hyYZZUs57+tVdjKAdJC173WoNpCkQAWQ+zPDO4a6LfN6DTmxR16r7HBD7Yl6lU0FkLdUZx4yUMh7reUreSm66RrBbW/piwBiRjUCiHWAqCE3hiEIghVArGU945/X7KM7966DAWSR6qDe9zOAtiAFkKn2XiF35JyI6zUL5o+x9x6Zc7RKGwogxd1lnQ7aF4T5QXHtitdbPS2bDvemO9BGADGjOgHkDrVfcKQ3gHEBCyCWNbt/3dj0kT3wQ+2yDgaQu2Tp9s6UBpIWoACyZXf5WveJMwzT0mPkitZaw1waCiDPqT3X8/p1fEBNMS9+jW57UzZ18aY70EYAMaM6AcQ+X2litAzAeYELIJaV/9aIIbn17eiR0SD3pBummRhg08EAcpgsfaUzpYGkBSiAqPPvPeLvFi6teLlQaswEkJ2dZJluxdp1/KCkbsVDJjWfwVHedAfaCCBmVCeAWF3kk25zojeAcQEMICHFW9eszS8xVs65ALJWXY2ue+croCtAAaS/ENlr4q8qzhNisE5tMwHkQXX+5G3tMv6gbnJ7IrrpQtl0mje9gTYCiBnVCiD/EpqTKgOuCWwAMcy5APJ/snLjnY6UBpIXoADSuZJpSeWhf1ed2kYCyNY91Hc0ulX8Qs3ofnRUS0HzGnOHfRARQMyoVgD5RJ2bWOZEdwDTCCBmOBdABnMuEH4QoABSv5IJNmYK0UCntpEAou40FR/rVvGLV0Xsl7x3q+tj484ZizRAADGjWgGkuKV81r+d6A5gWtADSIcOHYycaHMsgGxrUGNuNkVaC1AAaSLErYnWvSdEThIlFj4wOr7jDQSQ9Y1lkUGaRfxjezv5clpG3Ib+UR3ZMNC7DkEPAcSMagUQ6yL5rL840BvAuKAHEPny7zZRx7EA8rY6XlnvRGUgFQEKILmVHP7el9QV1tNL5xGJK0Ozf1fJGplfaxbxkWfUL6XjotLF1xuqnR4ToactAogZ1Qsg76q9w28OdAcwjQDi8wCiTmf0cqIwkJIABZDT5Sf4kvirCtpVcn9IuWGV5Q+hebz0kxo26ly9Gr5SPED9UrIuU0NhFc0ZZP+Kbve6U6g2AogZ1Qsgu3Lk0x53oDuAaQQQfweQkjZc0AlfCFAAsfeKcW9ByFdXUE2vusK4SvOH5jcg6l+izg96Nfxlc27oF9Ns/7xGoZ9OMTdCIdxGADGjegHEOlM+7TjzvQGMC1IA+TAO+fIvCP+oVdupALJQfRgvdaAwkJoABZBCdTzceOzm2Padk9vLFd2Kqq5QdN+x/eLbW+jeA/K9mjn8Kq0SvrOhb3RE+wfj/qUxAogZ1Qwgr6ivEzea7w5gWpACSOVXRejtw5wKILfLuns5UBdIUYACiLVIXeQk6g8dN3fpul2qoWjDivmPDdtNtWZ/o1VafxQsdYlSwwTTlKStXbc1KN8Vt3o2Zu3LN83zpFeoFgKIGdUMIAXq9/8f890BTCOA+DuAHCTrXutAXSBFQQog1owm5TuGRu07NMkoW8p5X6+ydgD5TPXlDr1O+NFvN+xj/4IzjxhTELPqMdl87Gee9ArVQAAxo5oBxDpRPm+o8d4AxgUpgLRKvwCyWtXVuzgMMCJQAcRa1jP+XqLPcs3C2gHkaFmgWYWrw2qEHz98YcrHayu2n2T/6gfVoHG/ajYCSEq+n5lAu2oGkKfk8+rHpnjAf4IUQNYPVB9jzc49L4J6h4d/1KrtUABRp/5yCs3XBVIVrABiWbP7141NH9kD9U8G6AYQNS63GK/djbQyIfTrzzzte697gmQQQFJxb0bsfiZSXjUqblB3iU013lHAtCAFEMsarya4GropokWkNArWw/t2SkA4E0BOEEkN+gk4LmgBxLLy3xoxJLe+fRiQ0SD3pBumbTNQVDOAFB8on99+h4GOpJGSJ1qHjsZqDatRg3/VVASQVDSuLH+IPatTUn1LqndGFXBDsAKI9WUX+XrbfVzekFIAWVTpnkLcZ7y79t1kk42XBVIXvAASUrx1zdp8c4PCagaQF9SeJvYe7Zpv58Q9QzvZrHOIIL5HAElFl0qPKtpWp6T6ynB3rpyA7wUsgFhb1WFUrTvLBtJMKYC8W3kAudV4b99Qn7ibqn4c4LigBhDD9ALIrr3k0/dLYhzgGid/9G6h3Wyd4au97gsqRwBJxcIjE11XoS7Y6F6dkr+qq7rmmO4oYFrQAohlvaBmuupVOstYSgFk5+GVBpBHjff177JqX+NVgWoggBihF0AeUjuatwx2J41sHR0emqz+lTVtEOIahgBiRnVHwbKsQ+QzrzDcG8C44AUQa4V6c+a8FlpIKYBYuz5ONF6FIzehF6vLDsaZrgpUR8ADSIcOHR4yUUcrgOSrPcLhgZ0kfMPt4XnSG47ge2EfI4CYUf0Aco98ZuvA7ieQNgIYQKxd16q4cJF9R2lqASQxRwLIAvVZu8J0VaA6Ah5ATO0ptALISLVH+MBEN9LUuhHZoQiy2+01cyTiGoEAYkb1A8h3wu1/AqAaghhALGtGC/mycxdbPg8gN6lemi4KVAsBxPMAsl5dgzTQRC/S1y9XhkdHbjbaxKBkcAABxIzqBxCrq3zqTWZ7AxgXzABi/d5Pvu7sh30eQLoF+5APvkIA8TyAXCOfm/mViV6ks5+G1w5FkBajt3vdF8RDADFDI4DcIJ+6r9neAMYFNIBYJaPUh9igDX4OID+pD9mPq34c4IIABZAP45Cv/oLwj1q1NQLIr/Xkc8/R2nrN8P05tUIRpN1Exhr1IQKIGRoB5DP19mDeTvhcUAOIZS3oqO7T8nMAsQfzDuKIm/CjAAWQxCPd2bRqawSQ8+VTs/6ntfWa4ttTw9NHd5zIHtJ3fBpAtnz29sINDvfEKI0AUtJWPneU2e4ApgU3gFh/nhb6CPNtAPmrrHmu4ZpANRFAPA4gS9WXtoytGfbZwPC/Ru4URvvxGb8EkJL1S8p+Lp7USf21ZPR4xrE/l8KfFi+YNWPe1ytM3ZykEUCsy+VzDzPUD8AhAQ4glvVkfT8HkK3qZstXzdYEqitAAaSVLwPIEPnMhsyAUeaTvuF/j25TvO4KovgjgLx/Zo5oWLqw6sCyt+9RvznQg0WjBnTJKt1CRsf+d5i4VUsngMxW/VhV9eMADwU6gFjfHXfEEUc8baKSAwFkiixZd4vZmkB1BSiArLfPrjc797wI6lgg/KNW7WoHkM/UPuY2rW3XNPN6ho/4jpjldVcQwQ8BZE1/9YdRGkDyu0ecQOhiOoEUjG1b8TRF+wk7dOvqBJCiZvLJRmYuAhwT7ABijgMB5BxZ8jizJYFqC1AAsazxdeSrHRo5252p70qrHUDU+f5mTH4RbeZBpae19YYGgEk+CCA/dxaRAeQMeykzd1/7W4pjzW59WvP435S2malZWCeA2PvrvpodAJxFADHDfACxz2A8bLQkUH2BCiDWl13ku3jMEgAAIABJREFUy20XMQad1wFkhjqkGWuiBzVKyVv7hw/3+jHvml94H0CKDrcvhTpgaGhxufp8zrhmq2VtvFNFkMkmN35/ZvgvsG7LvF5DTuyR1yo8WaaoPVGvslYAeVPtaNbrdQBwFgHEDPMBZK7ag600WhKovmAFEGurer217iwbY8njAFKiTvW3176oowYqnhI62S0yBgZ+ihSf8D6AjFF/D5eWXWp1tfr7GB/6ebIwe3f2VPuPL3fknIhvJwvmj7GvDsyco1VaK4BsayCf/YzW9gGHEUDMMB9ArpMVDzBaEdAQsABiWS80kq+4V+l9nB4HkBfV8czTJjpQ8+x6PHwJfubZTtxfjFR5HkCK28ke/F/Z4q4cdTlS6ehXJ8mFb4xtesvustw+syuuWHqMXNFaa6pMrQBinSyfPVhn84DTCCBmmA8gXWXFW4xWBDQELoBYKw6RLznntdCCtwFk197yaV2ZdS+B7eP3CEWQ7l73BJYPAoi6XvGs8sV56k/j69KlOXJhnLFNPy2r9Yg/7u6lctVLOrX1Asjz8tn18nW2DziMAGKG8QDyP7XP/MxkRUBH8AKIteta9b6+yD688DaAPKJ2B2+a2H4NlT96dzuBVBw2cMvclya+8nGBB30KLM8DyAgRNQ34bXLxqLKlonpR6URTfyGyE4yNXZyn+RWEXgDZpAbSeE1n+4DD/BNAIr6rHHvZ419415FqMR5A1EWsexSbrAjo8E8AcXFXMaOFur57seVxANnWWl24zoR7ldl8RxMhesc0lkw5vq4dTOoNftuLTgWT5wGkjxBdIxaPlP15vnyxsxD7G9u0LHZmonUPRncjZXoBxJ7J+Gyd7QMO80kA+fpfh0Tc73Chut/y2pWe9aYajAcQuQsVF5osCGjxSQBxeVfxez+5heyHPQ4gd6tjaL0bWgPgj3HjYr4A+e+holzvJfGfBtM8DyAdhBhQvrS5thCZf5Qvy8/WNsY2LV/ryETrZgrRQKe2ZgB5VD696U6dDgDO8kUAmaPGzNuvfPlC+/OizlV/etelVJkOIH+qwQKnGiwI6PFFAHF/V1EySh6+iEEbvAwgG9VNtCeY2HqwvFxfRGrINWzu8DyANBXisvIlNSDtIRFrzyqfH0RfEyFuTbTuPSFydGprBpDf1fjA7+t0AHCWDwLItmH2p0OFowohuv7Pu16lyHQA+Q83kMFffBBAvNlVLOgoN9DaywDyL/mczC9NbD1QnssIXX21X5+80HVYtaZ53aVg8DyA1BZiVPnS5bI7N0SslXuRLGObzhViYKJ19wnRTae2ZgCxLz27RKcDgLO8DyB/9hSxRxVv/LVeqG33H73rV2pMBxA1c2vC/RrgPu8DiFe7ij9PC23DqwCyWh3QmbttNigW2PPB7feyuv9887NqGDHRmKuw3OB5AMkR4urypX1kd2ZFrB0oRHNjmz5diMwEf1UF7Sq5PyQZugHkfsGNpPA17wPIkNAZzNui3sQ7PrhaTaMjDkmXKxgNB5BCdc2F5jSqgEneBxDvdhVP1vcygFwgn5KVPt8G+0RRN/Vv9q/SmSR3qt+i6OVpl4LC8wCyV+Tpu59lb7Ij5+PIE6KzsU3bR1Cr4q3JP16umq5TWzeArFB/8vN1egA4yvMA8rR9lurjiivWDVZrxrrfo2oxHEDUUOUZv5irB+jyPIB4uav47rgjjjjiaROVUg8gy9RNKJdV/ThEeUbE/MHaCYSLsFzgeQA5TogOZWPGqQElj4lYuTkz6hZ1TYW56pu1sZtj23dObi9XdCuK95xk6QYQaz9Z4DqdAoCjvA4gxeqb8X5xB2kvuViuapcmc28ZDiBXi+jb5gCveR1AasiuIvUAomY0bvC7Q92puf6i9qGR15/sVH9AJ3rWnwDxPIDcJTvwcumCGrci4o4Qa5JcvtPcthfZ9xfVHzpu7tJ1u1RD0YYV8x8btptqzdabcV07gNwqC+yt1QXASV4HkHfV/Z2b4q8rPEj3K0z3GA4gnc3uIwFtXgeQGrKrSDmAfK72Lbc41Z0aa40aAuidqKbnBCN7uMLzAPJf2YEuu0I/z1ZJYGH5ukL1tcAHBjc+o4ko06h9hyYZZUs5mkNQaQeQL1Uv9EIQ4CCvA8h1ld3rMFWuvNHN3lSf2QDyndpvMOoN/MTrAFJDdhUpB5Bj1JHMRqe6U2O9IX9tu+2KatqizlXP9ag/QeJ5ALEOkz0Yuk39tL6L/DEvYtXNcnkvo3N6Lusp4uqzXLOwdgCx1AB+CacpAbzmdQD5ixAZWxKt3NUgbe4aNBtA7pPVWjHvMfzE6wBSQ3YVqQaQ99ShzAOOdafGUrOw9Ylp21+2veRJb4LF+wAyQ71rOj4wb+5DLdVP48tWFN6klscZ3v7s/nVj00f2wA+1y+oHkKu0KwAO8jqAtBWideK1vdPmCkazAaSHYPxu+IzXAaSG7CpSDCAlB6srz7Y515+aaqT8vZ0S09ZXtj3kSW+CxfsAYl0cGQZahr9ALPhugvo+RBxo/nax/LdGDMkNzXuZ0SD3pBummXjL6geQj1SH0mYyAwSO1wGkoRA9Eq89XXMmUfcYDSAbaqXNFe0IDK8DSA3ZVaQYQF5SRxCTnOtOjfWQ/L31jWnrLtv+40lvgsUHAaTwzPL8UffTUNun4eVm3zrVj+Kta9bmm7t0QT+AFO/pwPc9gCleB5DsSqfqOV+IOu71RYfRAPKsLNZge9WPA9zjdQCpIbuK1AJIYVf58H3SY3wvf3lV/uJaRE/Ctk0dGH/gTXcCxQcBxCp+MCecN9q/HW4KB5DWaTMbpX4AsceeTo9rUxFEXgeQjkIMSrz2hEqvuvATowFkqCx2kqligBFeB5AasqtILYA8po6YXnewOzXWqowKaUNlkjp/etOdQPFDALGsjU+d3L31gadN2FHaYAeQOtdVmLLDtwwEkLdliUzG8IZPeR1Ajqr0HdZNiEPd64sOkwFkZyNZ7ClDxQAzvA4gNWRXkVIA2dZGPvpQhqOoDnXzTO/IhiJ1D/qxHvUmUPwRQCr4Mq/veZMTDORtQuFPixfMmjHv6xWmbtkyEEB2NJY1njTTHcA0rwPI34TIWp9o5S/ysH6wm72pPpMB5D1OWsB/vA4gNWRXkVIAuVeds53tZHdqrofV7+7+iIYRqoFBsFzg0wDipEWjBnTJKr3pJKNj/zu+MlDUQABRN8eJEwz0BXCA1wHkhcrGJXlArpzgZm+qz2QAuVzWOsJQLcAQrwNIDdlVpBJANqnplI93tDs11y418XlmWQIptsdfPYRvk1wQtABSMLatqKB9+bVf1WUigKhRLOqmz1VnCBavA8jWekK0/CP+ug3NhMj4xd3+VJfJAKImD7rHUC3AEK8DSA3ZVaQSQK5XZ1O/cLQ7Ndj7ajBB0edDdSd60btqajqR/bnXnQqEgAWQac0rxg+lzUzNwiYCyNZsvveDb3kdQCw1Wt7Q4nhrSs6Qq45yuz/VZDCALFL7rm/M1AJM8TqA1JBdRQoBZLU6kDvD2e7UZONCx4F7/PXUvruHfnzO6y4Fg08DyJbP3l64wfzG788MB466LfN6DTmxR16r7HBD7Yl6lU0EEDU8hzhdtwjgCM8DyKqGsgenxvmysuRCdfrvY/d7VC0GA8jd6utbM6UAYzwPIDVjV5FCAPmHfGjWCme7U6NNrB11Rrou86m4wy8BpGR9+Yi7xZM62bdn9HjG8FV4U+2/rdyRcyKucyqYP6anas2co1XaSAB5UhZpyKD+8CXPA4g1Qb1Ru8+LbV7eW7Wf50WPqsNgADlclrrSTCnAGM8DSM3YVSQfQJapw+dLHO5Ozfb+XhH5I29+9Mqfzxr8OreEOMEfAeT9M3NEw9KFVQeW/R0c9ZvJTW9RX67tE2egiKXHyBWttY78jQSQtepKxHd0qwBO8D6AFJ9t7xVOfC3y1ObC4fa3mAds9KxbKTIXQNaqL3R1Lx4FTPM+gNSIXUXyAURNB1TvV4e7U8PtfCh84Jl5+KSimHVHqj+b14gg5vkhgKzpr/7ZSwNIfveIJNrFZAJ5WhbsEX/c3UuF5t0XRgKIpb6LuVC7CuAA7wOIVfyP0G6hcb/rn5n64YL3Xx7zt47hU1brvO1ZCswFkP9Tv4qdRkoB5ngfQNJpV7HqlSnxnZlsAPmv2qfc5HQ/a76fXxl/24TX4hxzNrH/cvZ/Ne5tRdDggwDyc2cRGUDOCKXQ3H3toXJNTgYjc072mvirivM0xwY3E0DGyirNYtM34Ac+CCBWydgGIp6T/XZQUQlzAWSwrHSqkUqAQT4IIOmzq/gkO24/wzKTKdFPPjAnwahfMOCa8L9GtylEELO8DyBF6kJmkXHA0NDicvX5nHHNVsvaeKeKIJPNbVoGnTMTrXtQiK5VV9h02/AEmhoJICvVi5+rXQYwzw8BxLJ+HpJR4UO6VVoNHWcsgGxTR1gM1gLf8UMASZtdxfmV5Q+RzKA989Tj7q/6caiukil54X+O/V4mgpjkfQAZowLHpWVfe12t/pXHh36eLH88zNym5WsdmWjdTCEaVF3h2Ep3FXvpd1Fdfna1fhnAOH8EEMv6302tIt91GUdP2eV1l1JiLIC8LQvVSjjhM+AVfwSQNNlVjKz0oCIjiQrj5eNax7+2HIaUvHVQ+F8k91muUTHH8wBS3E724P/KFnflyMW+pXf7nCRMDnPfRIhbE617T4icqitU+mWp2EO/i3fKMh241wk+5JcAIj8Mlj13+YCjcjsc0Ofk26anyx2lZYwFkItkoZ4mCgFG+SWApMWuYvsVByfQWiR3D8j39YR4wfF+Bh0RxAmeB5AZsgNnlS/a3yZ+Xbo0Ry6MM7bpXCEGJlp3nxDdqq5wcqUBpLN+F79Rdb7UrwOY5p8Akt5MBZCSNoILL+BH/gkgaS3pUbCW/DvO2J4wreStg8OHevsSQQzxPICMkB34vnzxNhE5T2lRvah0oul0ITKXxF9V0K6S+0PKbZswIgE1wq/+PSCW1UVU8jUN4B0CiBmmAshCEb3rBHyCAGJEChMRwhXlEaTTxEKvO1MjeB5A+kTf/a0GXH6+fLGzEPsb27R9BLUq3pr84+Wq6Tq1zYyCZVnXyTr7GagDGEYAMcNUALldGLntDDCNAGIEAcR/St46hAhikOcBpIMQA8qXNtcWIjNiPDkZT9oY23Rhrnyxjcdujm3fObm9XNFN60s1UwFkvvrTXmagEGAWAcQMUwFEXZF8jYE6gGEEECMIIL4089BwBOlIBNHmeQBpKsRl5Utvyu4cErH2rPL5QQxYVFf92dQfOm7u0nX2cBhFG1bMf2zYbqo1W+9md1MBpLglF3bDlwggZhgKIKtVnQ/06wCmEUCMIID4FBHEGM8DSG0hRpUvXS67c0PE2mFCZBnc+Iwm5beMN2rfoUn5OOE57+tVNhVArItloSNNFAKM8jyA3F0FL/uWAkMB5DFZpqkPRxUFPA8gNWNXQQDxrZmHhQ8cOxBBtHgeQHKiJr7YR3ZnVsTagUI0N7n1ZT0rDl6l9FmuWdhYAHlPFspcbaISYJLnAST+W7ecl31LgaEAcoJIatwMwHWeB5CasasggPgYEcQIzwPIXpFj4/4se5O9PWJtnpHBbSPN7l83dm+UPfBD7bLGAog9EYqRaQIAkwggZpgJIAVqzz3ZQHcA0wggRhBAfG3m4aURZPwOr/uStjwPIMdFzrynZkU/JmLl5syoW9TNyH9rxJDc+vZfTkaD3JNumGZiDlFjAUTd9iKONVIJMIgAYoaZAPKGrJLlz5nVEHQEECMIID5XFkHaE0GqyfMAcpfswMulC+rfM+KOEGuSXL7TmX4Ub12zNt/cnOPmAsirHFnAjzwPIBdWwcu+pcBMAPm7rNLXQG8A4zwPIDVjV1FJACn67cuPfzBx5hRa5vUhgmjxPID8V3agS/heytnqX3Jh+brC/US6DPRiLoDY11a8YKQUYI7nAaSGMBJAiveUVcaZ6A5gmucBpGZIGECmn6smPha1jx5fYU4BuGze0eEI0m789qofjRieBxBL3csz1M7y69U04HkRq26Wy3uZ+5bCSeYCiDVYljrFTCnAGAKIGUYCyKfqI0935AzAEQQQIxIEkE//Un4tWbMHtaYvgwFEEA3eB5AZ6p+u4wPz5j6kpsAQ48tWFN4knD/L16FDh4dM1DEYQJ6RpeoXmKkFmEIAMcNIAFHnZnJN9AYwjgBiRPwA8kSdqNtZjt/kQc8Q5f0epRHkP153Jd14H0DsmS/KtAzf/VDw3QT1fYg40OEhzuQmjAwKbjCA/FFb1nrTTC3AFAKIGUYCSDcO8eBbBBAj4gaQu8JHStmlc5odsMWLviHKrPD8DhkfeN2TNOODAFJ4Znn+qPtpqO3T0m8Yv3W6O/4LIFZfWetcQ7UAQ3weQBZe43UPkmQigKjxysXHRroDmEYAMSJeAHnVnjx5n8d+saxtM06zFwYVe9I7RJndyz5iHRvbvmvW1SceetDAK2Zwk3o8PgggVvGDOeG80f7tcFM4gLRe4nh3fBhAHpK1dmNyG/iLnwPIsjs6p8vYmkYCyARZY3eu/oY/+TKArJ3/n2ff/c3rXqQiTgDZ0FSdZr+j9OjgY/uy9Sdd7xnimNNbiIYx9+XtGNus9OR603u5rr4iPwQQy9r41MndWx942oSykGgHkDrXmR3j4cM45GYuCP+oVdtkAPlVHaLMNlQMMMO3AWT12EPsPbzX/UiSiQDyV74khX/5MIB8OcT+tkAc+GJ6jGqjxAkg16jX8Gj58k9qNLzWHNn6wyfj/xfd8M3ekfcXtPvcm275mT8CSAVf5vU9b7Lpu6tE5bRqmwwg1qGy2OWmigFG+DOAbJp0TKaJN7B7DASQrXVljVfNdAcwzRcB5Ltr92/asNvZC+yFFzPLPuf7rPe4Y0mrGEC2NZBNZ0e22FMXPONqt5CsdxtFH2LWY58dy6cBxJlNp0sAuVed1UifEzUIBB8GkO2vnFS37P2b7cw2Cn9avGDWjHlfrzA17ZeBAPKKLFGHe0/hUz4IIMXX1w7vF4YUWNaMrIgP+n3T5Z1TMYC8JVuyVkU19ZdNJ7nZKyTr64bqzy3jqJHPPnfv0bXUz3U/8bpPfhOkANIqXQLIMtUdvq6Dr/gtgBS9d275Caba/Z9z4LBi0agBXcoOXTI69r/jKwNFDQSQYbLEcQa6AjjBBwHkb+Uf7Efs2NlO/b9Zr6NCI0ed423XklYxgFwtW/pFP+hF2dTExU4hWfnt1R/bUV+Elr5VYwuJPf/wtk++E6QAsn6gvRs697wIKjeEf9SqbTSAWF1ltRuNVQMM8FcA+fTKPcqOMDJ7P77B/BYKxrateJai/QTtwUz0A0iRurHxYd1+AA7xPoA8EvmmvVUtHWIf5rzbSZ1K+M7TviWtYgA5VbbcEf2gVeoVpst3OoEy0g67O0sXiy5Ry9d62SMfClIAsazxag6foZH3lggfjoJlWTfKal2MVQMM8FEAWXJLp/LDi0PHrnZiG9Oax/+itM1MzcL6AWSe6sdKzW4ATvE8gGyzxx46a8qSz546ToisFkL0Do9Vu7WDXPEvL/uWvIoBpFfFfccu9Upjxl6CD2xR38/32VXeUKxOgGev9a5HfuT3APJcB6Nb/1LNbtguYgB9fwaQz9VO5Xtj5QB9fgkgq+7vHhkIRjmzlftL71qt2zKv15ATe+S1yg431J6oV1k/gFwvKxyg1wnAOZ4HkKfV96KvhH6+Wb1ps8oG9J8hlw7zql+pqRhATpAt/45+0Eb18tJqdOGAeFn960XNI/FrPcGYyTF8EkAWj73mglueiDmTWbT6/fNqGf7GZKvaN9a6s2wIfX8GkBJ1zeo9xsoB+nwRQP6Y2DujLHscpD6hxzuynan2BnJHzokYCbxg/hh7vtvMOVql9QOIukLzFq0KgIM8DyBnyw4MC/9s3wCyf/m65kLs5kmnUlYxgFwgWy6MftB8dU6EKYH85xz5D3NidJP6sxzkTW/8yhcBZG5oHH+RdbZ9i07R3Ov7HdyxaZ1Qo+kOvKC+GetVOpKEPwOIdYUsd4i5coA27wNIweQTy0ezOeCeFfbb15EAsmV3WXmfOHPxLD1Grmi9Xae2dgD5n3r5n+lUAJzkeQDZR3agbEqGB+XCCeXregtR14s+pa5iAFEvpWV02hjB16H+dFjF/fxkwaX1MfwQQCbVKjuq2O93y1pzROQVFubvGVmh4k7Oa+Hu+DOAzJHlMn42Vw/Q5XkAOatB+X5i5FK7yakAoi7h6BF/3N1L5aqXqq5Q/MXMBLQDyFhZoEWxTgXASZ4HkN2EaF62MFf25vzydRc4cVDhiIoB5KeM2It4NsqXKm53s1dIjhrC5L3ops9kUyNveuNXPgggH5fPESTEIcX5HaPyhwP7il3XqrfxRfbxhU8DiD3OzQRz9QBdngeQ0j3CvrcviWhyJID0FyJ7TfxVxXlCDK6ywK7eojJaAeRoUeE6DMBHPA8g8pCiR9nCT9Hvl4vTOIBYR8mmZj+WL5cMVY9Jk1G9gqWF/Jf5ILrpK9lUlwneIvkggOSpT+TaXQac2Fl9E/LI7eHPaBkSstseNmKuE52Yof44chdbvg0g1nmy3tEG6wGa/BFAutyyOLrJkQDSWYgzE617UIiuVRZ4r9L8IW7V6Nuf6jK0qRoFAGd5HkBE+S0gllVYgwLIR2rvsU/Z1WWF6sVEfr0D3zhA/su8EN2kPkLbe9IZ3/I+gKirjcRZv6sf18kdV5MGMnucNvuHnVbRzorPNuX3fnKj2Q/7N4Com2BrrTdYENDjiwDSftLmmCZHAojcLY5MtG6mEA2qLPBl5QFEZ+guNfNYvXyNAoCz/BBALky0lNYBJDTBYs740GxE8w5XS81+db9rqNIg+U/z9+gmNY9kb08641veB5CrRMTXpcfa331Md74bJaNqyy0N2uDXALJd3Sr/tMGCgB5fBBAhsk+fVhjZ5EgAaVLJlxTvyQOAqivc3zonAfUidC7BUocgAzSeDziMAGJEvACSf6C9F2x0yvV3DO9s/5j1oSedQxXU7JdNoyY+z99TNt3rVX/8yfsAcqTsQdnEHAvUO+ofrnRkgbrXpLVfA4h1imDENviJ5wGkYen3B82vKB0DyqkAkivEwETr7hOim05tzZvQC1WCeVynA4CzCCBGxAsg1m+HRH+Z2uA1L7qGKv2i7m2+LLLlJvXvxf06UbwPIC2FaFm+1F5UuHPHKX+eFnoH+zOAvKBO9m4xWRHQ4XkAKXjxhNqlH7td7rLvxHQqgJwuROaS+KsK2lVyf0gyNAOIPUDeLzodAJxFADEibgCxtp1XPhOSEF2/8qBjSMYw9e8TMWTZyyqRDPGuP77kfQCpJ8QR5Utqpi/XLml8sr5/A8ifahqUV01WBHR4HkCkdQ8dXvrJm9Fj4kbHAoj9WlfFW5N/vFyldY2oZgBR1xEfrLN9wGEEECPiBxDL+u/xpRMXdHq8MM56+MLPauLzjBHh0dx33KnyR9b33vbJd7wPILIDp5cvnSUX3Run7LvjjjjiiKdNVDIeQOzbYc4yWhHQ4IcAIq24Y+/SDFLnZKcCSGGurNx47ObY9p2T1Ve03bQmHtYMIOrC7zt0tg84jABiRKIAYlkbnrtx2Bn/HLM47kr4xAv2V1Wtb/tk9W+f3dXB/sh61Os++Y0vAkha7h2imQ8gj8mKTRwcCAxIiU8CiPTZFS3Kr0E4w5HLkRbVVbXrDx03d+m6XaqhaMOK+Y8NU7N+iexvtErrBZDvVA++1OoA4CwCiBGJAwjSwh0ixlVe98h3CCBmmA8ga9Q3du8aLQlUn38CiGUVTj+zbFr0jN5PbDS/hRlNyj82GrXv0KT8uuuc9/Uq6wWQ++SzWzGXFfzMDwEk76oy0Uvd0uYQgwCS7v6THRk/ao2OXvvT7WM2eNMv/yCAmGE+gFh/kSUvMlsSqDY/BRAp//njSq+EFnWGTNluuv6ynrGnr0L6LNcsrBdAeshnX6zZA8BRfggglfKyb8kjgKS9bweU/9Ed80X0um1thWh4zWpvOuYXBBAzHAgg/5Yl9yg2WxOoLp8FEGnN+EPL9u6Nz5tpuvzs/nVjD1yyB+oPuq8VQDb8f3v3ASZFkfdxvHYJS4YlCYIkFXABEwZ8RUwYUERUMB6IemLOnmA6MWMAzIqYzzPgmUBFBCOCnGLAUwQBRYwEyUja3X6relJP6Jme7TS9/f08z53TNTPVNUPPf+c33V2t5gF70/YYABcRQBxBAKkG5ozcta78w1F25czUe77SN8WS4YsyPS0sCCDOcCGALFKbZ9pWC/ij8AKINP/6HV38VrFh0oiBZfpUeaKoftlxIyf/5UCntgLI0/LJ9R3f2wM4iQDiCAJINbH6z0ytm9pFNsYap9o7qTDQCCDOcCGAaOpg1Ssd7hOoooIMINKs85u7+62iYv0fyzY4d9qFrQAySDCVPAqd7wFkZA5+js06Akj19tPQWpG/XEUDZvs9Fr8QQJzhRgD5p+yzo8N9AlVUqAFE07ZOPrlucOqGnQCypZF88uOODgdwmu8BpHoggFR3Sy6uG90nt/8kv8fiDwKIM9wIIF+qDZOpvlEYCjeASOueOqzY7zFYZCeATJXPLf7d0eEATiOAOIIAUv0tv6FJNILs/rSty0sFFAEkH+93znZg6W5Or66T7PRGpzsFqqSgA4j0mzvdblvy9SfTp8z4aqET538odgLIhfK5vRwaB+ASAogjCCBhsPaeVtEvkN2eDt917QsigBz/TdyJcvGbJF4OLpcOWc9sa+v06i5TudjpToEqKfQA4oK5tx/duVbs413Usd+oLx3o1E4A6Sife6sDYwBcRABxBAEkHDbc0zb6N6bDPU79zBUUBRFAsvJycLmUZh1pa6dX95HqdbHTvQJVEbYAsnHsDumf8fb3bbbbr40AMlcNgYMyUeAIII4ggITFlqe7RP/AtLxhjd8GV54yAAAgAElEQVSD8RQBJB8P1cg20u5Or65C7Zsb63SvQFWELIBMbpH5U97W7vVGbASQW1QEsrl6wG0EEEcQQMKjYlLP6B+YZjdknLS3miKA5OX3OSbUsRFOn4SuaX+XvR7geK9AFYQrgNxZHK0/Ja279Rl4TO9u29eJNtQcb69nGwFkX/nUi+ytHXAdASQf68y+VFxEAAmRykn7Rf/CNLj4F78H4xn/A0jzHLwcXNW5MQuWpr0pmPQGBSJUAeR1/S9B2U3vrU20bZw15gDVWvyera6rHkCWqVD0jq2VA+4jgOTh62bZfn8Nytx+cMCM/tF/9dpDvvd7LB7xP4BUD+4EkM1q2v9HHe8WyF+YAsg69aWgy7vpd8w/VN7RxtalyKseQB5Tv47ZPgcFcBkBJA9nZz0ApMjv4cFLXw6JHuVfPPhbv8fiCQKIM9wJINrJstt+zncL5C1MAeRJ+Vp7Z56Q5Hx51wt2+q56ADlWPnOwnVUDXiCA5OFqAggSvhlSM/ov3z8Ml0cngDjDpQDyouy2ZG3uxwFuC1MA6SdEnT8y31XRTYhj7fRd5QCyuYF85jN2Vg14gQCShzXHNy3NrC6HYIXRj2G6PDoBxBkuBZD16szX553vF8hXmALIzkKcanbfvUJ0tdN3lQPIG/KJNVbYWTXgBQKII5gFK6SW3dA4GkH2nFjp92DcRQBxhksBRDta9nuiC/0CeQpTAJFl8Saz+6YJUd9O31UOIOcI5sRDEBBAHEEACa21o5tGI0iP6n15dAKIM9wKIPp5p7bOeQUcEaYA0liI683umypEqZ2+qxpAKtXlcu+0s2bAEwQQRxBAQmzdna2iEWTnJ6vxXhACiDPcCiAr1BlJb7jQMZCfMAWQMiH6m913hxA97PRd1QDyufpj9J2dNQOeIIA4ggASapse7BCNIJl/DNvq8XhcQQBxhlsBROsjOz7LjY6BvIQpgJwkRLHJNIgb22U5P8SKqgaQG+TzdrSzYsAbBBBHEEBCbtvTZXoA2TX1jq1vnVPWWNTb6aTn1/kxLgcRQJzhWgAZJztuXq2PAkQwhCmA6K91aaZ7Nhwp73rLTt9VDSB7yuddbmfFgDcIII4ggIRexct7yY3gnJTWSTvHp2luOjrYB+gTQJzhWgBZor6vfOhGz0A+whRAtqlfnhqNTZsAe8vz7dV5geV2+q5iAPlVPe99OysGvEEAcQQBBJo29Yybk69IteGEpCvF7PmzTwNzBAHEGa4FEG0P2fOlrvQM5CFMAUSbW6Jqe71B4z6av1w/1rZ85cJZDw/Vpyap8z9bXVcxgDwin9a4Whz2i+qOAOIIAgjSrd5TJGs9z+8h2UAAcYZ7AeQm2XP7ajwNAgIiVAFEm9I4UeEbtu/QuCi+VPqOvZ6rGEDUhNy2zj0BPEIAcQQBBGnKj9D/CvW6d+bCT588Rv+ztNOffg+q6gggznAvgHyjNrHPXekasC5cAURbcIDI6KDvbXZctQCyUVVqLkmKICCAOIIAgjS3qj9CLWKXSP+8m1o8wdcR2UIAcYZ7AUTrIru+zp2uActCFkA07d1+Janpo07/D2x3W7UA8pp8Vs1VtlcOuI8A4ggCCFItbyQ3ijY/xJfX/p/6uzTTxxHZQwBxhosB5CrZdTd3ugYsC10A0bQNk0YMLKunR4+i+mXHjZz8V+7n5FS1AHKWfNYhDqwdcB0BxBEEEKS6Xv0QZfzGvkxdr/Bo38ZjFwHEGS4GkE/U95/57vQNWBXCABJRsf6PZRucOwurSgGkQv2ZGefYGAAXEUAcQQBBqu5ym/h7UstDsqUksJcDIYA4w8UAUtlW9n2HO30DVoU2gDisSgFktvoVwu7ZJ4AnCCCOIIAgxc/q78CnSU0b6sqm13waj20EEGe4GEC089SkBy71DVhEAHFGlQLItfJJu7gxGsBxBBBHEECQ4iM1DWPK3vhDg7xznADiDDcDyDvqEPRAX20G1UBIA8i2JV9/Mn3KjK8WOnH+h1KlALIrX+kQGAQQRxBAkOJFuUl0T2kbJtv+4ctoHEAAcYabAWRrqez8IZc6B6wJYQCZe/vRnWvFZsAq6thv1JcOdFqVAPKTGsDHDqwccB8BxBEEEKT4T4Y94UNk20hfRuMAAogz3Awg2t9k54e51TlgSdgCyMaxO6RfBaT9fZvt9luVAHK/fE6zcrtrBjwRzgDi+L5SAghSzJSbRIOUPwS9Zdt9/gzHPgKIM1wNIC/LzmtxDQD4KmQBZHKL9PihtJ1ms+OqBJDD5XNOt7lewCPhCyCu7CslgCDFsmK5Tbyf1LRKbXdv+zMc+wggznA1gOhXQf6XW70DVoQrgNxZHP02UdK6W5+Bx/Tutn2daEPN8fZ6rkIAWa+uiPgfe6sFvBKyAOLWvlICCFLtK7eJ45NablY7RTb5NBzbCCDOcDWAaAPTtjrAY6EKIK/rXyLKbnpvbaJt46wxB6jW4vdsdV2FAPKSfErtwE71jrAJVwBxbV8pAQSp7lJ72N4wNCxQl0Y/xbfx2EUAcYa7AeRp2Xu9Da51D+QWpgCyrpl8sV3eTb9jvprzsI2t35uqEECGyqccbmedgIdCFUDc21dKAEGq9eqKtI1nx5eXdlEbybc+jsgeAogz3A0gq9Vhfq+61j2QW5gCyJPytfbOfC7p+fKuF+z0nX8AKW8un3K/nXUCHgpTAHFxXykBBGkmqA2rztgt+kLlxO3U4nk+j8kGAogz3A0g+rVmhrrXPZBTmAJIP1nj/8h8V0U3IY6103f+AWSG+iPzo511Ah4KUQBxc18pAQTpztATb5uL//XOi9eV6bf3DewZIAQQp7gcQB6Q3TfZ6l7/QC5hCiA7C3Gq2X33CtHVTt/5B5Cr5DN2tbNKwEshCiBu7islgCDd5v4p5xp1/83vIdlAAHGGywHkF/WtZbp7/QO5hCmAyLJ4k9l904Sob6fv/AOIKi7X2lkl4KUQBRA395USQJBB+T+KjPljYPLsJBUTLniz0qeRVQEBxBkuBxBtH9n/BS72D+QQpgDSWIjrze6bKkSpnb7zDiCL1J+Z2bkfBxSGEAUQN/eVEkCQ0ZxD4vGj68SU++5W30RfrvBlXFVAAHGG2wHkdnXYX4CCLaqdMAWQMiH6m913hxA97PSddwAZK5/QMjB/UYAQBRA395USQGBi/h3H7NG2+xHX/DftO+EAPZd0+3d5pqcVHgKIM9wOIN+rreq/Lq4AyC5MAeQkIYpNpjbc2C7Lb55W5B1ADpZPOMvOGgFPhSiAuLmvlACCvD0c3TWy8xOBOGeYAOIMtwOIvoKRbq4AyCpMAUR/rUsz3bPhSHnXW3b6zjeArFFzcL9mZ42Ap0IUQNzcV0oAQf6e6xqNIO0f2uz3WHIjgDjD9QByjQq1bq4AyCpMAWSbmt+w0di1qe1bnm8v7+hha/d2vgHkOfn4ulyFFMERogDi5r5SAgiqoGJSz2gEaXlD2l+wQkMAcYbrAeQztUEF94KXCLwwBRBtbon6vNUbNO6j+cv1XdnlKxfOenhoU9Va53+2us43gJwiH3+0rTUCngpRAHFzXykBBFUzbd9oBGl+w2q/x5IdAcQZrgeQynZyDbe4uQYgm1AFEG1K48REhw3bd2icmPmw9B17PecZQLaVysc/Ym+VgJdCFEDc3FdKAEFVzTg09sdrxJ9+jyUbAogzXA8g2sVyDT1dXQOQRbgCiLbgAJHRQd/b7DjPAPKefHjRzzbXCXgoRAHEzX2lBBBU3YzYBQsbXFzAVyokgDjD/QDyvvoi8pOrqwDMhSyAaNq7/UpS00ed/h/Y7jbPAHIZPzwgYMIUQFzcV0oAgR1fDI5uiyXDC/YXLAJIXv470UQb1wNIeQu5intdXQVgLnQBRNM2TBoxsKyeXsOL6pcdN3LyXw50mmcA2Vk+fJQDqwW8EqoA4t6+UgII7Jk7pEZkW6w9ZKHfY8mMAJKPazJXmqgyd1d+hqpp7q4CMBXCABJRsf6PZRucuwhofgHkO1VZPnds5YD7whVAXNtXSgCBXd8MqRnZIGsNme/3WDIhgOSjftYA0srdlU9S5Wi5u+sAzIQ2gDgsvwByh3z09s6lH8B9YQsgLu0rJYDAvh8ujqbj4v4F+EMWASQf3bMGkHburnxzQ7mOJ9xdB2CGAOKM/AJIb/noc10cDeC48AWQCIf3lRJA4ISfLq4b+YZa1P9Tv8eSigCSj2+O7GSitnD7HBBNGyTXcYzL6wBMhD2AbPp+5oKNDvSTVwD5U+1Af9OBtQKeCWsAcRgBBM5YNqJe9FfyvrP8HksyAogz3J8FS9P+LddRss7llQCZhS+ALJ89+ePo9CGVk/bXD6Q9+HFbM/sreQWQp+WD6zkRewDPEEAcQQCBU1bc0CQaQfaf5PdYjAggzvAigKxRu1lecnklQGYhCyDlj++pT2K4+3Nq6Zz4gZa7zLXZcV4BRO31HGhzhYC3whlAti35+pPpU2Z8tdCJ8z8UAgics3Z003gEKZyTCgkgzvAigGhHyJWc6vZKgIzCFUB+3zseOUZq2nWGU70afWiv53wCyFZ1jYHH7a0P8Fj4Asjc24/uXCtWIYo69hv1pQOdEkDgpPX3tI5uobs9XeH3YKIIIM7wJIA8IlfSeIvbawEyCVUAWbuTIXI89auaR6S484Gt9MXt/rDVdT4B5B213t9trQ7wWsgCyMaxO4g07e/bbLdfAgictXl82+jm2f1p28cSO4IA4gxPAsgf6qoyU9xeC5BJqALIMFWka+w84MhOMi/scJ4QDSeoAyv+vL9Utg+x1XU+AeQi+dhettYGeC5cAWRyi/T4obSdZrNjAgictvmh9tHNc+81fo9FIYA4w5MAoqkTYYe7vhYggzAFkB9V1D92qbr5VQe9XMcuK/a9/LZR8yc7fecTQDrKx95qZ2WA90IVQO4sjn6jK2ndrc/AY3p3275OtKHmeHs9E0DgvK1P7BzZPB9Iu6vyi2fH3vzENKfOYbKCAOIMbwLI3eoAkMLYdYawCVMAuVm+1rOjtz9Vxfro+F2vyKVxdvrOI4B8rVb9tZ2VAd4LUwB5Xf8yV3bTe2sTbRtnjTlAtRa/Z6WHih8XZ/YPAghcUP7vbmrrTD23cNnl0SMJ6x//iWdjCWkAcXzCCm8CyI9q8/jY9dUA6cIUQA4XouXq2MLeSQc+VnYQ4tjcPXx75XATwnoAuUUdS57v2AGfhSiArGsmX2uXd9PvmH+ovKPNptw9/GA83SxNsfNDRuhVvLxPjcHJ5yhV3tEgsdUVDVrh0UhCGEBcmbDCmwCi7SpXc4X7qwHShCmA7CDEyfGFK+QL/y5x37FC7JSzgz8aZ/tWIe61Nox95UMvynfsgM9CFECelC+1d+afMc+Xd72Qu4cLslaKIofHC2Sy6dTk7a7t596sN2wBxK0JKzwKIDfI1XRwfzVAmjAFkPpC3BRfuEu+cMMJeyOFaJKzg0lZv1WI6y2NYpk6uvydvAcP+CtEAaSfEHVMZsWr6GZpX+mlBBD4rfzIyObW+aiB+9bWbzVb5MmKQxZAXJuwwqMA8pUarN0roQFVEKYAImvw3fGFJ+QLN9x3mxC1cnbwe6OsXyvetDSKx+UjG9j+bQTwWIgCyM5ZLs11rxBdc/fw2z7ZKgWHYMEDl6ttreY536vbax7YTi2VrfdixeEKIO5NWOFRANE6yfWM8mA9QIowBZDtEuegR04zNdx3phAtcvfwzWVm54Coa4pYO49roHzk4DxHDvguRAGknnFfaYppQtS30sf6VZmp4x04CR3u+0p9MW4ev8LuigPVd+J/erHmUAUQ+xNWmPIqgKikupsH6wFShCmA7CHEfvGFP99++23DfbJclNnpu9RqANmszgp8xs6qAD+EKIA0znI85VQhSu30zTS88EY/uaXV/TSxvLGn2vlu74K71oQpgNifsMKcVwFkhgpLiz1YEZAsTAHkYvlaP8181y+1hRhqp2/LAeRN9f3Dq9lIAMeEKICUCdHf7L47hOhhp28CCDzxq5oa/k5jywI1TdN9Hqw6TAHE/oQV5rwKIBXbebRhAMnCFEDeUeeF/S/TPZUDRPoM6nmxHEDOVfXKzpoAX4QogJwkRPG3me/a2C7L+SFWEEDgiYflhtYs+Qd49RE+1INVhymA2J+wwpxXAUQ7R65otBcrApKEKYBoahd07bNe/2ZDSvvSo+UdpamtebEaQCrbygfeYWdNgC9CFED0qrg00z0b1MRCb9npmwACT5whN7TTk5veUMdgebDqMAUQ+xNWmPMsgPywg+i6zIsVAUlCFUC+rBednSJxBUJt2zOXH6JfQMjWhdAtB5DP1aq+y/04oMCEKIBsK5OvtdHYtantW55vL+/oUW6nbwIIPKGi8tjkpp/VX5+0rdp5YQogTkxYYcazAKJt+d82T9YDJAlVANGmNIkEkDcSTWuimcTmxFRWA8go+bgd7a0K8EOIAog2V81qJ+oNGvfR/OVbVUP5yoWzHh7aVLXWyXgUp2UEEHhCTQT9ZHLTX2r7/dH9VYcpgLg5YYV3AQTwRbgCiPbDoBoZA0jxVRX2OrYaQNRRYJfbWxXghzAFEG1KYxHXsH2HxkXxpVKbFxElgMATR8kN7a7kpp/UBuzBlUDCFEDcnLCCAIJqLmQBRNN+fPDkvTpMTSyrANJk6Dy73VoMIPrMJO/bXRngvVAFEG3BASKjg7632TEBBJ44S25opyQ3vaKOLPRg1WEKIG5OWEEAQTUXugCS6q9rJsx04PBHiwHkEfmwxlvtrw7wWrgCiKa9268kNX3U6f+B7W4JIPDEE+pvzbqkppNlUz8PVh2mAOLmhBUEEFRzoQ8gDrEYQI5O/1UKCISwBRD5DWLSiIFlkYkriuqXHTdycubp/vNDAIEnlqujjZMufK5fGv0RD1YdpgDi5oQVBBBUcwQQZ1gLIBtVZX7Og+EATgtfAImoWP/Hsg2VjnVHAIE3TpBbWq33EstruqpTmFZ5sOYwBRA3J6wggKCaC3sA2fT9zAUbHejHWgB5TT6qphd/AQCnhTWAOIwAAm/oFz5v8Fps8afd1VfiO7M9wymhCiAuTlhBAEE1F74Asnz25I9/jtysnLS/KhO1Dn7c1o5SxVoAUecFHmx3VYAfCCCOIIDAIzfrBw+eMEvN8LjkhgZqaZ/NXqw4XAHEvQkrCCCo5kIWQMof31P/fWJ3/Tioc+KlYpe5Nju2FEAqWom0a0MBwRDOALJtydefTJ8y46uFTpz/oRBA4JHKkyJ/3Zrv22enyK02v3qy4pAFENcmrCCAoJoLVwD5fe94fRipadcZykWjD+31bCmAzFZrsvurCOCL8AWQubcf3blWrEIUdew36ksHOiWAwCvbLkr+UtzjB2/WG7oA4tKEFQQQVHOhCiBrdzIU46d+VT9aFHc+sJW+uN0ftrq2FECuVftabK0G8EvIAsjGsTukH1TR/j7bh7AQQOCdx7dLbLw1z0u5BuHMC8a5c1XCEAaQCIcnrPA4gGx85dphx/39hmlcJwBeCVUAGabKcI2dBxzZqUiIHc4TouEE9TvFn/er+DDEVteWAsiu8kFX2VoN4JdwBZDJLdLjh9J2ms2OCSDw0Prbdo9suNsNn59y1/clQrS424kpWFKFNoA4zNMAsmRo3WiNa3L5Sq9WipALUwD5UU2Mfqx+zaCvOuiftNhRmt/Lbxs1f7LTt5UA8pM6/WSGnbUAvglVALmzOPrHuKR1tz4Dj+ndbfs6sd+Rx9vrmQACby19+6mHXv+yIq39WX17bnXvJsfXSABxhocBpPI241ksTf7lzVoRdmEKIGpSkLOjtz9VH7Oj43e9IpfG2enbSgC5Xz6mme35tgBfhCmAvK7/GS676T3D9cU2zhqjz3ZT/J758ywggKAwLG0U+bbZ5sEtDvcc0gDi+IQV3gWQzSen7Okd6dyBZICpMAWQw4VouTq2oE5HnxK/q7KDEMfa6dtKAJHrF0PtrATwT4gCyLpm8rV2eTf9jvmHqi9stn4yJoCgQMwbEL1kRfsJzh72H8IA4sqEFd4FkNMju3uPvOL2Sw+ood++1ZP1IuTCFEB2EOLk+MIV8oV/l7jvWCF2stO3hQCyXu3jfMnOSgD/hCiAPClfau/MP2OeL+96wU7fBBAUjLmDYxFk/DYHuw1bAHFrwgrPAsi9asC1/vGnvrBUTyPFb3mxYoRcmAJIfSFuii/cJV/4msR9I4VoYqdvCwHkJfmQ2muzPwYoVCEKIP2EqGMyK15FN5v7SgkgKCCf9I9+X+443rmjg0MWQFybsMKrALJCXcu9cWKP79M15XJnZ/aKLX980O6tW+8x+MkVjnSH6iVMAaS2EHfHF56QL9xw321C1LLTt4UAMlQ+5HA76wB8FKIAsrMQp5rdd68QXe30TQBBQZl5aPT78i5POxVBwhVA3JuwwqsA8g9Vk6YYGh5Qo5/gQM8rR8TPba813N6VDlAdhSmAbJc4Bz1ymqnhvjOFaGGnbwsBpIN8yH121gH4KEQBpJ5xX2mKaULUt9M3AQQFZsbB0e+I3SY6c+pxqAKIixNWeBRAKtvK9ZyV1HSQbDnYfs9TS417hJpNt99j3MbvZ3+3zsH+4IswBZA9hNgvvvDn22+/bbhPlosyO31bCCD7C1FzqZ11AD4KUQBpLMT1ZvdNFaLUTt8EEBScaftEvyP2cCSChCmAuDlhhUcBZI76l/8+qekNtf9mld2OH62ZfExazcft9hi1ZNQeeoddRnzrUI/wR5gCyMXytX6a+a5fatucoMpCAPnuoO7P2VkF4KcQBZAyIfqb3XeH/JZmp28CCArQtL2iXxL3nWS/szAFEDcnrPAogKiXkPLz6+b6ub/Q5PS2Pp9WvVOeevfdJ0/Wr3JY0+5ZMbo1lyeuWVLjjN+c6BI+CVMAeUedF/a/TPdUDpB32Urnlq6EDgRXiALISUIUm/y0trFdlvNDrCCAoCBN2zP6nW4/2xEkTAHEzQkrPAogt8nVDExpk0MXE+11+0cTtTWd/Gtk6efBaqnpcnt9Kgt3Sdqt0nq2/S4jKj+7/qQD9jv20rdsT18Gq8IUQLSe8sXWPuv1bzaktC89Wt5RmtqaFwIIqrkQBRC9KmY8XHLDkfIuWxNUEkBQmCon7Rb9Trd/hiOK8hGmAGJ/wopllw420cibAHKNXM1pKW37yrYnjA1X1C5qutPeh5907tV3Pfbye18uyX3+hdoBJP4ZX6y8Vi1fZHu038TOK2kSnUK6jr0TbWIqnukYyzSNbljvSJfIKVQB5Mt60Q3MMOHDtmcuP0S/gJCtC6ETQFDdhSiAbCtTf4XGps2ZveX59uo4eVuTBRFAUKgqJnaJRZAP7PQTpgBif8KKA0U2Hnw7U1cBOTSlrV3KDy2fpQ2sZovO+/Y79YLrxjzx2odf/5z+8+1v6muVMZtVnqh+ALY7FdaKTmrldS+etVnb9uV1+k6WZots9qn8vI/xxbWytf0nWfXvs/rtecDJt33jWI/VSagCiDalSWTzeiPRtCa6xQ221zMBBNVciAKINlc/yLjeoHEfzV+uT4dfvnLhrIeHNtV/cMt4FKdlBBAUroqJO0f/IPY1OV3SijAFEPsTVtQR2bR2crCZvax+bkk+7GiJ2rtgLHQzsw5SJYtWu5ydtFfkYdlY/3djy2/qxBK7k/sOUSvb96fo0kp18Io40Gaf0uetk19OrSdyP8eKX86qFety9ym5Hx464Qog2g+DamQMIMVXVdjrmACCai5MAUSb0jjxt6hh+w6Ni+JLpe/Y65kAgkK29ekdYxFkTlX7CFMAsT9hxWlZv9j3dXKwma1Uk1W9mNR0s2xpZfxOVDk0VwKRLjN2cYxsOD15RX8T6Seb5OkrddGV3om5xcrVbhUx2V6nmra0lf4Cuo94+MmbD9G/I9Zw5Erwj9U1vj/Hch3qVCELIJr244Mn79VhamJZBZAmQ+fZ7ZYAgmouVAFEW3BA5r+xB32f+7lZEUBQ2LaObxPZ1ov6f1m1HsIUQOxPWLH1qdEm1FFBlzo73IzUQWCdjTN5/a5+fxme/KBlcz949Ykx155/ypH77ty8RsbimHTGvTqMNWXaz3+J1ES2bs6chYuXr9pieahnyC6aLjM0bNxJpB9Alq+KvdXwd4n+trSgv1pq/FP251hxRcob1M2x6zBsevP2S8667qEFTvXnl9AFkFR/XTNh5jb73RBAUM2FK4Bo2rv9SlL+fIg6/e0fGkwAQaHbMn77yAZfPHh+VZ4fpgDi5oQVwz0KIK+pf+uTEzs8/vo/VaSynrSwdsmX7/5nwp1Xn3viYXvt2DSyg7hW0ovN8JVohmxqZmz4ommstNYrbd2pa899+x4+ePDw4f8Yccvo+8c/M3HStA/nJJ/fUd5CPvb2pKbn1JptXrLkKTWEvvH9E5XqtHwxxF6fWqTWy5d2wph/P3ypfuqK2M3WVEdxi4c2iL5vuzzqwLdXH4U+gDiEAIJqLmwBRH6DmDRiYFlk4oqi+mXHjZycebr//BBAUPg23tMqFkGqsMsvTAHEzQkrvAogWm/1T33Mn9GlH/VrwpyV9RkpVi2eM21iclZQ59vOTH7UxyLlpJghGXekJEvah/SlqsU/J3W6SX0Xfy2fwaapUP9UZcYzWNQfu+LvbHWqae+qw8WKLlyhL1Q+p3+i/mazT6X8mtqG92eXzx3o0jcEEGcQQFDNhS+ARFSs/2PZBieuDx1BAEEQbLinZeQLTq0heU8yFKYA4uaEFZ4FkIX6aJtc/9U2bcvMi/Sz4jvbvQ66ulpHymUY1c6KbsaGSy0EEGE8DjDT99WDZdsDxobfrxn+jxGjRt81fvzzEydNe3fOnAWLf1m1OstQ9TPspxtbVqs35GbLrzWjit1VqU8chfazurZKkf2rlqw9Kvn9qWfzei1G67/7YNZPW53rL6eQBpBtS77+ZPqUGV8tdOI3TYUAgmourAHEYQQQBMPaUdGZGG1cEJoAACAASURBVGqbzjNrIlQBxMUJKzwLINr06OGmxbGLbDS1+/O/pr4mn5ncNEw2DTA2rDy6VORSZMy/j8mG/VJWdKpsu86wXNHdpKcGpa067diz54F9jxp88yZjDyPlnbsnd6rO3tiniq886iW1zrGGhh+by4Yj7HUqv7seob+YWgcPv/zU9vrNGm/b7TNi9d299XN7Gp30inM/uOUQwgAy9/ajO8enRivq2G9UFc+0S0IAQTVHAHEEAQRBseq6hpE/k1/n97xwBRD3JqzwLoBon7RKGnpn2/lDe0B9lU268PkytTU9kvbANat+Wvz1nBnTJk98dvyDo28bMWL48JMGH9l3v55lndqUNmg1xvjY50X6xGIDRPJpIb/nzDQi5YKIx6VEGOl92dQwqeXPKdOmvTdnztzFi39ZtWqTlpu69PtuSbOr3q9q/woLT81GP7G9ztWR4+U+UBeMFE0W2+xTKR/TLPH29PzQgR4jKj+77qhdO+597N0LM90btgCycewO6Rtj+/s2535mdqYB5Jvb+u/ZcY+jb5prdw2Ar0IZQFZ8MvXlp/79+ruf/Zn7sdYQQBAcK65S125IPZZf0355+IT9OnU//PIPMp7jELIA4tqEFR4GEO3X04sTY/+HA/PF/qx+TR9mbFFnfNT8zVanH6hckHKIkLp45tOGZf3Qp1yS9m6kXfZd05aqBxnPClnUPKWH+qWl7Tp12qNnz77qzPlThg+/8Pqk0/a3NkwZl6ZtVpe2/1eVX7xunpozudV/Y4vbLlJjGWSvT2XdMUmvrsZo+13qJif2Rx32RYa7wxVAJrfIvDm2nWazY5MA8vH/xVex93s2VwH4KXQBZNFdBxn+6LTsc9VMmxcL0hFAECTLLqsrTkg5ImPRSfHDjNo9neFDEboA4tKEFV4GEE373z866+Pf80YHJqCV/q46uyOxfJtaPsden8tVqkk+4ug71W3SUSwrbh4+/JTBA/oe2rNnl05tSzMe5ZU0k5ZKLP9OWZF6kHFnxQ2ZvzkmaWB845aolpXJvapdLddW+cXrTpBd1DNeoUfFuiLbn7Z1u0VeQtF2jaIvxpG/9euPM74/xSPTikW4AsidsZBf0rpbn4HH9O62fewqpDXH2+s5YwDZem7S5nm6lf12QGEKWQD57ND0PzAtrl6Z+4k5EEAQLOt+Tml4oJbxQ/F/v6c9I4QBJMLhCSu8DSDS2nkzF2x0qrNf9OP3zox+i1+u/n6IRukbS37U0W59klrUF/D2Od7zDauWLV78+ZyPpk2ZOHHC+HtGj3416QlqvuS7kp/xhWyqbXzQYxYCiHjW8IRP1MtNGceVsu0MY8OMstJWnXr0PPiwwacOv2TEzaMfeWzia9Nmzvl+8ap1WkZr1ARYSWfHr1cHz12S/fXnVDFADwinTNuqaSuf2lV/MU/nflouv++a8gYNSL3iS6gCyOv6e1B203uGHYwbZ43Rj+AstreDIlMAWX9wyrvfK9tMDEBBC1UAqby8SGTS8Fa7Xy8IIAi0ygtSPhM7pF2HL7QBxGGeBxBnvab/3tv47P98+t+X/q7/sF5s+5LlD6tuHjI0vKFWMtJep+p9Piq5aYxs2snYUH5V506tSktriSzqGE9z+FA2NE9Z0bUiZVrhTtl6K23baY+9+56dlNnUSTD11id1eqts6ljFVx7zuFrh9p9ElyruVDuaGtgNi9om/QwVscu1z055+oLIpYVSpiUIVQBZp06y6fJu+h3z1Y+dbWztn8gQQCoie5/aX/7MlH9dtaN++/BgXzQGYRamAFJ5sv55rdFmJ/0Q+NYnHd0rdobewPW5n54NAQSBdqv+MSg94/E3X7xFv4C06JR6Xi0BxBkBDyDaPYnTSnTF99vucov6JlUrcR7FVBVsSm1OGfyy7KNkibGloodsOj/zo9euWvXD4kVz5vx32rS3Jk7813i1R+X6ESPOH35h0hS7C2QPRSlfKtXf0CuNDbknARPiYOMTRoiUC85r2jz1IHu/bf/VVnaxneEdeEb1ea6tPqXzVC/bvRj5zW7z3fp5Uo8nPyRMAeRJ+Vp7Zz4083yRNmd1fjIEkDvU293gkUjmqHhCXZdHXG9nHYCPwhRAHlQf1o4vrJMf3E/6yJvqD+fK/5ylX372UHtnghBAEGT61dWKR0QPIpi+s/pIHJnyGAKIM4IeQLRXYxfs1jWa5ECXk/Vd08Mi155fcZk6JVs8bLPP9XVlJycaWx5R3dqbRHmDGtqUpKbKdtG/JXH318gdQJoanzBUpO3vKVd9JO2FfOXEwX8bfvmI0WPG/2vi1PfnfLt4xZrsY31WrSfpQihq0ysxOQzMqnlqYDsnzouZpcJi6+RrwYcpgPQTos4fme+q6JaWK/OTHkBWqHe7ZWLyq/kqZNZNPZwWCIgQBZCV6ujlK6K/VVSOkwuv6zdXX6/+qNxqq28CCAKsYg+5/dZ8Ob68an/13SXlQgQEEGcEPoBovwyvGfseXTzkV0e6vFHvrcYBl95+xeGRK4Lndc32jNS5GcIw79MMdW5wT5tH2x4oUqenmqpWkzw38y8zp70+8bFHRt884pLhpw4+7JCePTq1Ko2/Z7qkGYMHyobbUlakrkMzy7D8acqOJ11J6Q479tyv77GDzz5/xKjR45Mn7lUzBh+e1PKHegdsXuHwFBU65xsaVNoQdyc9JkwBZOeU4++M7hWiq52+0wPI1epTMsPQMEftgbrQzkoA/4QogEyQL/W8xOIQIdpEf/H9qL4QdWzt8CeAIMBeVd8h7jU0LFfz2u+b/CACiDOCH0A07af7juhcr17nI+5f6lCHlf9I+Wp9WuqJzflbpV8J/sLo0bUVE/S5iTIcrJ8X9cNVkXEu5k3qlOxupo9PGtDyxfPmfDjtPy+Of+T1pD3uapNIOeP8LzVYY6B4NPOelCT1/mfsQs32+Exyr8ck/w2sgs3qZ7xbkppUfOqV1BKmACLLouklXacJUd9O3+kBRE1pd3ZSy6WyZTsnZvIEvBeiAHKUEKWGndYrZCV9NHr7OfkuPGinbwIIAkxddnrXpD9i/1bfZ35MehABxBnVIYC44Jkmhm/Sde/K/YTc3tIPhdru+tl/rP3mvsh1RK6y2+dadc2Hlonz0stPU93avAzIKJF2hfZ3ZVOx8WSTn4zvj5lRhidsUoe1LUruVf2dOsbYMH/f0tLSFp06ddqpZ0918ZO+fU8YPHjwmcOHD79sxIgRo0aPHj3upaQrtLwte6iZfP0sdXnH4mXGljAFkMZZzsGYKr9y2Ok7LYDMV//IyReQ/UF4XZcBx4QogHQRYqhx+RDDDupdUndWZ7TM5OLIEcXODxnwQIX6Q/dYctN2InleIgKIUwggma28LPYVu96ZDu1YuTd11sPj7f9UrC58LprFJv76+Qi1uKfNbj+QfRQtSGo6Uzb9X1LLkntuGnHh8BOP67t/z53al9bN+DfoP4bH/6QaUiZXeUo27W1s6Gch1QxMffm9kzvdpnaKJF3VNEwBpEyI/mb33SFEDzt9pwUQ9ca2TXmQ/O4inrOzFsA3IQogjVOOVL1EiPaG211y93B51jpd5PiIAS8sU5tvyrH86rzYy5JaCCDOIICY2frODX8fOOy615243GPES/WSSvTF5fa7rBiod9Xn0W9X/jTlXD0HNFmQ+2lZlaujpY43tnyjzhi5w+zxunV/Lv5uzofTJv57/LjRV185fOjgI454wHj/KjW0lEvU3yebDjU29LIQQJKuHX+NXD4tZSTyO7h4ydgQpgBykhDFaVOWR2xsl+X8ECvSAog6Dm//lAcdJVJPwQGCIkQBpE7KdaluE6IkdvtOIerl7uE8Agiqoa/k1luScnLuP2XbSUktBBBnEEA8tOD4xE6Q3e1NgBWzfu+Uwl/Xfr/Xq37GJZZXd5HLDZeZP8EKdc5LyoXw1MSwQ4wNb2Tek5Kkk3H/zlWy4fSUFamzYJ43NoQpgOivNeMeuw3qUphv2ek7LYA8JBsOTHmQutrk7XbWAvgmRAGkXcpPN0MMcyHKaNE4dw8L22er0w2dHzLggTnqW1RK202y7YSkljAFkOnZ2eqbAOKpL6/uXiJEcbuz33TqTN1Nf0uq+9t/ar/LdS3VL1j/jO2gma8OqzE/t9kidcHA5FPby9XcEsm/lv+prnwy7Z2J0qPjx4+/a/To0deNGDHiouHDhw8ZPHjwgL59TzVOeaWfhJ+0D0XTKtX35A+NLWEKINvU/p9GY9emtm95Xn1b6GFrn1taAFGzheyY8iB1cpMD17cHfBCiAHKI/Owa/wbtJkRZ9GblrkLsYqGLbYtNPC3fxjYujBlw3y/q687K5LazRcpUoaEKIDl+E7bVNwHEc8t+cfRi0ZXPJa51XvvSlbmfkNskfZLdsidkZ5WfXahPRLyvrYtoa/ou/pQLnz+h+v3e7PGWqK/AdTcmNanfL0TSPoAwBRBtrn4pxnqDxn00f7l+vn75yoWzHh6qT8FW53+5np1VWgD5UnX6Q9JjlqmZFj6ytRrALyEKIHcm//ozWy7+PXpbHVo53E7f7xBAEFjb1HEYKZfsVV+xxiS1EEAIIIjY8tKQtjIyNOpz90+5H2zJndFNq2WH6EFRO9i+wMqiWrKb/obf3H5UM3jta/4EK9aqr9uPJDWp3yq6J7WEKoBoUxonKkPD9h0aJw76K7V5cF5aAKncXqResvJWtZ6kicqAwAhRAFki63FJ/KeCX3aUr/y1yO0HVVF9307fBBAEmDqM+JCkFrVBi3lJTWEKILd1I4Agu/LfNuZ+kHUTaidtYrs7kGz0cxaHxS+osrCrWn4v2zMsUOc8tzaenfKZOl8+eSbacAUQbYHJ7JgH2dvZlOk6IOqftJ5xzoMlKv0M0YBAClEA0T+8ReeuUDc336mmDuymfh1ac3dPkfb9K18EEATYk+oT8LKh4a8eIu0ivmEKIJr21dHqPan994xs9UwAQSazDTNS1b3aiZnA/mil+tpjmr6waaz6OpsysUQVzFC97J+YGOtHdV5Jo+VJjwlZANG0d/uVpKaPOv0/yP28HNIDyGIVU7skjqtbqc4AqfGN7TUBvghTANGnFhGi3VHHdFE7p0UN/cegD/TGVr/Y6poAggDb3FFuvw0T6WLrieozkXJ1tXAFkEhQaOJSvwQQpKl87cRG+h+jHtf97EyPn+gXfxfth1532bH1IztWNtju9DjVT/cvokuT1GFd4tbkh4QugGjahkkjBpZFJn0uql923MjJTiTI9ACiXabWsENsN9bH+slIZ6c9EQiGMAUQ7fukWayK7tcb9QDSdbG9ngkgCLLn1Yeg/uPR48UXHagWU6+uFrYAsrIuAQTe2rrgw8lzbM6+a/RWo+Sf5feyfWKJ/FzoX3qLj336i8Wz79tP7/bwlLmeQhhAIirW/7FsQ2Xux1mUIYBs2ld/xw955NPFcx7Tr4Ipdl2f+dlAwQtVANGWGy78WvpKpE0GkO1u2WyzYwIIAu3v+mei++iPF3794t/0o9GbLkx5SNgCiHpPCCAItG93NcSP4jMducTjt61SjjbafVXKI0IbQByWIYBov+2c8u63/9GPoQFOCFcAkXHjhMhvQruMWhNtmXfdFPtzNBJAEGhbjkz5s9Yg7WTV0AWQie4FkKMmeunGY865LCDOOeYsv4dg1QUDhvo9BCuOaBr9RNfY8w6HtqdHdkwqFT2fTn3ASAKII1QAuTn1zX2yR9K732WCQ/+qurOOu8TvDdaq0469yO8hWHXGMef5PQSrzj7mdie3p5wODFkA0bRt37z7+kx7Z3ykUwGkqaf/cBOOP83vbdWqS4470e8hWDb4eL9HYNkpg550cHt64dikP2vNRqc9oiRsAeRb9wIIUM2FOYB06NDhfif6KfX7HxFwX7gCiCve8fvfEPBAqALI1lquBJBz/P5HBNyXesHuMJEv/xYn+mma810GAm9k7k8Cspvu978h4IHPvfxQ+R1AtLuvc+RrRIqH/P5HBNx3vAsfnaAQDgWQQ/z+RwTc97wTn5WgWP7KAw9MS53l8JPp06fb6vXX2rnfZiDgGqzJ/VFwju8BxB3l1+/d01PqQI5a9QJBTY9e0+9BWKMqfrHfg7BGTcZb09ttrucQB+fyChzhUABZeqLH/2rqIu51/N5crSmWQy3xexDW1JBDre33IKxRFxVt4e02t8/tzk0bV/A+O6xY/yZ1WPLcEt2Fzasba28c6O2/2o7B+vMn/B6ERWqodf0ehDXqb0Vnbze6Q+1eRTk/1TSAeO4UkXql6oJ1nRzqqX4Pwpon5FD39XsQ1nygvlX4PYjq6oMM5Pt9VvSm38PLj/r+OdfvQVjTWQ71Vb8HYY2ae/VuvwdhzYVyqOf7PYjq64ai+I+5Q4xTX9kPIF57WaRdqbpQfaV+gPV7ENasV1vGT36Pwprt5FC9DQReC9hHsmARQNxAAIGSY6ex38PLDwHEDQQQ6K40Vob+mxJ3EEBcRABxBQEE1hBA3EAAgUIA8QcBxA0EEBdNUgWhqGzoVQMbqFsDEvcQQFxEAHEFAQTWEEDcQACBsj0BxBcEEDcQQNxT0UW+ue0/VDdXXqZqw9PxuwggLiKAuIIAAmsIIG4ggEBZ0V/90Wh++jAD2bBH9Kbfw8sPAcQNBBBokR0gO8am8RlfLESTX2N3EUBcRABxBQEE1hBA3EAAQcQ9akK0QasNLcKhWbA8RwBxAwEE0rnyvX0nvjRCLp0cWyCAuIgA4goCCKwhgLiBAIKoL9SX4XaGiTUJIO4jgLiBAOKeHkl/MLbsJkRR7LpqBBAXEUBcQQCBNQQQNxBAELP+dPkO17ixPLZMAHEfAcQNBBD3NBfiXMPih/KtPjx6mwDiIgKIKwggsIYA4gYCCBKebSjf4z5Lo0sEEPcRQNxAAHGP/HDdY1w+Tr7X0yI3CSAuIoC4ggACawggbiCAwGDhXvJNLn05skAAcR8BxA0EEPc0EWKkcfn7WkLsWaHfJIC4iADiCgIIrCGAuIEAAqOtV6irHJ/zl7pNAHEfAcQNBBD3dEq69Id0qXyzx+q3CCAuIoC4ggACawggbiCAINmUlvJ9LvtaI4B4gQDiBgKIe44Totl6Y8P69kLU/0HdIoC4iADiCgIIrCGAuIEAghS/95VvdJ0HCCBeIIC4gQDinnEi+Sx0TZsqW3ZfpxFAXEUAcQUBBNYQQNxAAEGqytvVN/gBKwkg7iOAuIEA4p7ldeWbO2SVseks2XLIagKIqwggriCAwBoCiBsIIEj3SUf5XrchgLiPAOIGAoiLrlBfL+udNmbq77GWNTuocvHsWgKIiwggriCAwBoCiBsIIMhgzYlCRwBxGQHEDQQQF23pFakNone86etStVyrFgHEPQQQVxBAYA0BxA0EEGQ0oR4BxAMEEDcQQNy05pjUAKJ91jYaSgL2bYcA4gYCSCEJ2EeyYBFA3EAAQWbzjujVq9eTfo+iSgggbiCAIKLyuV1TAoi2/OQiAoirCCCuIIDAGgKIGwggqHYIIG4ggCBu3kNnH3NOUsuXF7UjgLiIAOIKAgisIYC4gQCCaocA4gYCCLJbP/fVgGwgMQQQNxBACgkBxBkEEDcQQFDtEEDcQABBdUMAcQMBpJAQQJxBAHEDAQTVDgHEDQQQVDcEEDcQQAoJAcQZBBA3EEBQ7RBA3EAAQbJtS77+ZPqUGV8t/MvvkVQVAcQNBJBCQgBxBgHEDQQQVDsEEDcQQJAw9/ajO9eKzb1b1LHfqC/9HlFVEEDcQAApJAQQZ5wvt5Sxfg/CmjFyqBf4PQhrXpNDPdLvQVjztRxqZ78HgQBoIbeUpX4Pwpp95VA/9HsQ1pwqh/qE34Ow5no51Gv9HkQ1tnHsDiJN+/s2+z2uvL0vx72f34Ow5ic51JZ+D8Ka8rpC1Fjj9yis6Srf1q/8HoSrCCDOmN9K7LLC70FYs6KraDXf70FYs7mPaPSB34Ow6BRR+zm/x4AAeKSmOM/vMVj0Rl1xVLnfg7Dm82Ziz3V+D8KanzuI9gFJoEE0uUV6/FDaTvN7ZPkq7yfqven3ICw6V9Qc7/cYLLqzWFzt9xgseqG2OMnvMbiLAOKQv+Zu83sIVm2bG5ijYiu+CchPFdKC5X6PAIHw2yK/R2DZn/Mq/R6CVRu+DkhU0rTNc4P3a3xgyK+XESWtu/UZeEzvbtvXiTYE5htyXOW8P/0egmWLfvN7BJb9vMTvEVi2fIHfI3AZAQQAAATe63rWKLvpvbWJto2zxhygWour9+H0QOAQQAAAQNCtayaDRpd30++Yf6i8o80m70cEwBQBBAAABN2TMmb0znyEsZon5gWPhwMgGwIIAAAIun5C1Pkj810V3YQ41tvRAMiKAAIAAIJu5yzXuLo3MFfVAEKCAAIAAIKunhA3md03TYj6Xo4FQA4EEAAAEHSNhbje7L6pQpR6ORYAORBAAABA0JUJ0d/svjuE6OHlWADkQAABAABBd5IQxd9mvmtjuyznhwDwAQEEAAAE3WQhRKelme7ZcKS86y2vxwMgCwIIAAAIum1lMmY0Grs2tX3L8+3lHT3K/RgTABMEEAAAEHhzS2TQEPUGjfto/vKtqqF85cJZDw9tqlrr/M/v0QEwIoAAAIDgm9JYxDVs36FxUXyp9B2/xwYgCQEEAABUAwsOEBkd9L3fIwOQjAACAACqhXf7laSmjzr9P/B7VABSEUAAAEA1sWHSiIFl9fToUVS/7LiRk//ye0QA0hFAAABAtVKx/o9lGyr9HgUAMwQQAAAAAJ4hgAAAAADwDAEEAABURx06dLjf7zEAyIAAAgAAqiMhxC1+jwFABgQQAABQHRFAgAJFAAEAANURAQQoUAQQAAAQdB9kIAPIWdGbfg8PgBEBBAAABF3qFdBT+D08AEZ8JAEAQNARQIAA4SMJAACCbnsCCBAcfCQBAEDQreivckbz04cZyIY9ojf9Hh4AIwIIAAAIvntqy8AxaLWhhVmwgAJFAAEAANXAF51l4mj3caKBAAIUKAIIAACoDtafLiNHjRvLY8sEEKBAEUAAAED18GxDGTr6LI0uEUCAAkUAAQAA1cTCvWTqKH05skAAAQoUAQQAAFQXW68okrnjnL/UbQIIUKAIIAAAoPqY0lIGj7KvNQIIULAIIA5Yed+gnZrWarnb+ZMr/B6KVSu2F+IDvweRy+aJx/doUrfDSc+V536sv1bff1zHBnV26HvLEr9HgoIWvFJBpXAWpcIjv/eVyaPOA4ENIJQKVwSnVISiUhBAbNt6Vb34lVa7vuH3aCxS12sq9FrxSovY27rzp36PJattoxrERlrzjDV+jwYFK4ilgkrhJEqFdypvrynf5gErAxlAKBXuCEypCEmlIIDYtWY/YXSV3+Ox5B5R+LXiUsO7WnuK36PJYkMf4wbQ4Ue/x4MCFcRSQaVwEqXCU590lO9ymyAGEEqFOwJTKsJSKQggNlUOUBtI0/4jxg3fW99WbvR7RBZ8UVL4teJONcRmZ95yqf5JbLDI7/GYO0rfAgaOvOHk9vovK+v9HhAKUhBLBZXCUZQKb605MfIFLmgBhFLhjuCUirBUCgKITc+rzWP4Ov321B3l7aI5Po8otw2dRcHXig+L5QhHblI331G/YR3t94BM6VvAhavUzS13qyI8wu8RoSAFsFRQKRxFqfDchHpBDCCUClcEp1SEplIQQGzaXW4cQ2ILa1RaPdzP4Vhyuij8WqF2Qd8ZvT27llyY7+twsthXDu702MI4udBoi4+jQcEKYKmgUjiKUuG9eUf06tXrSb9HkSdKhSuCUypCUykIIPZ8J7eNen/GFz8sEqLGCh/HY8WzcszNC7xWTJHjO6QytnShXPqnn8PJYrn6J4+fJFa5kxzqdD/HgwIVwFJBpXAUpQKWUCpcEZxSEZ5KQQCx5yG5aZxqWC6Ty6/6NhpLFjUUYtDpBV4rTpDj+zC+NFMuHerjaLL5VI6tW2LxFLk4wb/RoGAFr1RQKZxFqYAllApXBKdUhKdSEEDsOVtuGmMMy0Pl8gO+jcaKrXsJ0W71sMKuFVtkPStLLFZOnz79Y/9Gk9WH8p08KLGoptm4z7/RoGAFrlRQKRxGqYAllAo3BKhUhKdSEEDsOUZuGlMNy1cVeqnQrhCixgytwGvFVDm8K/wehDWL5FBLE4sHycVX/BsNClbgSgWVwmGUClhCqXBDgEpFeCoFAcSec3r37v27YXmg3FSm+TYaC6YU6XP6FXituKng9znHlatTBCfHlr6vK0StX/wcDwpU0EoFlcJplApYQqlwQ4BKRXgqBQHEUSsbyg3nZ79HkcXvLYU4oLzga8WpcniFfaHShPvlWFssiNz+cw+5MMzf8SAQCr1UUCmcR6lAFVAqHBGkUhGaSkEAcdRlclPp6/cgsqjsK0TpUq3ga4X6yP2kbX31pK6N6u943IQNfo8nK/Ve1r7io2Vr/ntHqbzZq7BHi8JQ4KWCSuEGSgXyR6lwRKBKRVgqBQHESRPkpiJm+D2KLG6X43tZ3SjwWtFEDm/zZ91FVMtH/B5QNuXXFIuEU9bkfgZCr9BLBZXCDZQK5I1S4YxAlYqwVAoCiHO2Xq22mb/5PYwsZtcU4hz9VoHXihpClL5T2/AJHFbu95CyGZcY6Hl+jwUBUPClgkrhEkoF8kKpcErASkU4KgUBxDEf7qa2laO2+j0Oc2s6ClH2l36zsGvFJjm6hvWFqLXPmbectY+6ZKkY4feYzK27tIahqp30m9/jQaEr+FJBpXAHpQL5oVQ4JVilIiyVggDikIXH61tK/7/8HkgWJwlR5+vIzcKuFSsjH7ve3+pLiw9WC7N9HpOp1fqfiMOu/tfEG0+oKW+1Xuj3iFDQAlAqqBSuoFQgL5QK5wSqVISmUhBAHLH+Mj1RN3nS74Fko44ljc0mXti14ne9VJxbGV3cqj6NR/o6InOb95ODK3s/svDtIXKh3a++DggFLQilgkrhCkoF8kGpK5tvpwAAF51JREFUcFKQSkV4KgUBxAnT1LTNoujkgt5I5tUTYkBsobBrxTr1du6Y2O2sLgxa/KePA8riITm27mtjSxUD5OL5fo4HBS0IpYJK4Q5KBfJAqXBUkEpFeCoFAcS+tWfr2fqwz/0eSHZHCLH9ythCYdeKCvV+3mpo2Ecuv+TbcLKp6CiSpij5TVbkOsv8Gw8KWTBKBZXCFZQKWEepcFiASkWIKgUBxLb/7aC27D0K+Uqlul4igw5+jyqz+nJobxqWVWm7y7fRZLNYjqyZsUEdtfuaX6NBQQtIqaBSuIJSAcsoFY4LTqkIUaUggNj1eVO5cdS7u6BndNMFqVao4zOXGJbVVONX+TaabKbJkR1ibLhNNoz1azQoZEEpFVQKV1AqYBWlwnnBKRUhqhQEEJuWq18qdlvs9zAsCFKtOFkOba5h+Va5fLNvo8nmeTmy040ND4qCnt4PvglMqaBSuIJSAYsoFS4ITqkIUaUggNh0itw0Dl6b+3H+e/IWgz3ksM+S/73f71FlpmrDs4ZlVTse9W002agfK3oZG0bJhrv9Gg0KWGBKBZXCFZQKWESpcEFwSkWIKgUBxJ6vioTYfrXfo8jfMFHI54tpX4jkaR86y+UvfRtNNovkyOpXGBoOkw0v+zYcFKyAlgoqhVMoFbCGUuGG4JSKEFUKAog9F6ek6qAo8FqhtRei9rz40lNytK0qszzcRzvLsU1MLM6rIUTNNf4NB4UqoKWCSuEYSgUsoVS4IjilIjyVggBiTzshagVhV2mqQq8Vandp7y3Rhd+ai+QJ9ArJjaqOxc9t29BTLg70czwoUAEtFVQKx1AqYAmlwhXBKRXhqRQEEFs2yC2jVvcUn/g9KgsKvVZsbC0HeMAC/fbLqlRsv97nEZlZv50cXekjkR2mr6oJvGt+5/OQUICCWiqoFI6hVMAKSoU7glMqwlMpCCC2fJ1pEojpfo/KgkKvFdrrxepTd9g/7xjaXb2ntWf5PSBT79VWA+w06IZRJ5fp//4P+j0iFKCglgoqhXMoFbCAUuGS4JSK0FQKAogtrwa0VBR+rdBnnotr/GbuJ/hmUiPjUGsW5rWN4LOglgoqhYMoFciNUuGW4JSKsFQKAogtYwJaKgJQK7R3O8bf0aMW+D2YrBYPKIoPtVfh/qoCPwW1VFApnESpQE6UCtcEp1SEpFIQQFCoNr96WvfmtVrvc/Vnfo8kp+9u6du+fp02/zdypt8jAUInQJWCUgH4J0ClIhSVggACAAAAwDMEEAAAAACeIYAAAAAA8AwBBAAAAIBnCCAAAAAAPEMAAQAAAOAZAggAAAAAzxBAAAAAAHiGAAIAAADAMwQQAAAAAJ4hgAAAAADwDAEEAAAAgGcIIAAAAAA8QwABAAAA4BkCCAAAAADPEEAAAAAAeIYAAgAAAMAzBBAAAAAAniGAAAAAAPAMAQQAAACAZwggAAAAADxDAAEAAADgGQIIAAAAAM8QQAAAAAB4hgACAAAAwDMEEAAAAACeIYAAAAAA8AwBBAAAAIBnCCAAAAAAPEMAAQAAAOAZAggAAAAAzxBAAAAAAHiGAAIAAADAMwQQAAAAAJ4hgAAAAADwDAEEAAAAgGcIIAAAAAA8QwABAAAA4BkCCAAAAADPEEAAAAAAeIYAAgAAAMAzBBAAAAAAniGAAAAAAPAMAQQAAACAZwggAAAAADxDAAEAAADgGQIIAAAAAM8QQAAAAAB4hgACAAAAwDMEEAAAAACeIYAAAAAA8AwBBAAAAIBnCCAAAAAAPEMAAQAAAOAZAggAAAAAzxBAAAAAAHiGAAIAAADAMwQQAAAAAJ4hgAAAAADwDAEEAAAAgGcIIAAAAAA8QwABAAAA4BkCCAAAAADPEEAAAAAAeIYAAgAAAMAzBBAAAAAAniGAAAAAAPAMAQQAAACAZwggAAAAADxDAAEAAADgGQIIAAAAAM8QQAAAAAB4hgDisJOFEHUXpTTeLRsfsN/3MNlNuf1ucnnhiA51d5qW3FYuV/0391ftJbN3sxq+VBQgKkVQUCngK0pFUFAq8kQAcZiqFeLQlMYg1YqKo9UrEC8ktwbuA/SUehFzsj2CWgE/USkKA5UCBY5SURgoFY4jgDhMrxXiyeTGINWKcYJaEayXikCiUhQGKgUKHKWiMFAqHEcAcVikVpT+kdQYpFqxk1zJsDdmLEtutfABmi4f8ljV1mnjqWaoFShsVIoqoFIgfCgVVUCpCAICiMMitUKclNQYoFrxV7EQh6Q3UysAR1EpqoBKgfChVFQBpSIICCAOi9YKMcnYGKBasUiuY0R6c+BqxewLpZ+yPYJaAT9RKaqASoHwoVRUAaUiCAggDlO14gj5v7brDI0BqxXXpTcHrlbkRq2An6gUVUClQPhQKqqAUhEEBBCHqVrxcRf5fxcYGqkVrj216qgV8BOVogqoFAgfSkUVUCqCgADiMFUr5nxYJETRx4lGy7Vi9QN9dqjder+xq9TChgmHt6/T+qDzPo/dG926Z5zdo2ndTkc+tCLpqeVvn71ri3rdBty0PK3XH+8868LVGda29J7DdqzfYMfDxxn2KlqqFeVvX3D0rqX1u/Y949n18caUD3yW8cwctmvTxnuf9tgmk6fmlHH9URlfbKYnmL2bKbXC5HV8dVXv1iX12h5xyy95jBuIo1LkHg+VAqBUWBgPpSKQCCAO02uFNlz+/y5b4o2JWqE+iqO0pDsiJzW1FWK0Nn276MGe7b7QtI93jC4UxT67+ta96vhos2hyf2Wip493izXXPf/PWGNzfbWjSmTrkrSRbhhREntK7Ssj+3Zni7hsM+Z9tEvicS2e0ZseS7R8k3U8o7U1R8fu6TAz41OjVPvhxiG0lA1zTdaf/mLl4pFZBmz+bibXioyvQ1tyZLy/mtdtS3trgZyoFFQKwAJKBaWimiKAOCxSK9a0lv+5Id5osVa8WBzfApv/NqV2YvuOBnm1da/smmgWf6+IdfRYsaG5++/RVv3jc6nellYr/tzH8Ayxhx7FrdWKN2obnynu09ef8oE3Hc/oZYYX0OCrDE+NWS0/9TVXJpanygfsZbb+9BdrqBWZn2D2bibVisyv45sWxv6GpL61QG5UCioFYAGlglJRTRFAHBapFdor8j+145u+tVpxfF0hSo8ctk8NtQH2lAs19zzzsCZqoU1kK1Zb92FCFB147R2XdNM305HRfp4tkgslx91236UdVPNO0RnD1cfnIRH/+Bht21u1tjp3zNjzVF0Tu6mfVizVihWl6v7el44Zc1kvdavkBy3tA28+nlvVC9jvjNP20D+E/5f+1ITjRNI+VPXqHzJbf/qLTdQKkyeYvZvGWpH5dWzurBb2u/yem09voG5NTN8MgByoFFQKwAJKBaWimiKAOCxaKzS1F65X7LcEa7VCFoc71B672Z0iW/zhastcqe/OW6w/Zpje3H6WvjBZ7VmtETmU85fG8vahejmouFcl87Mi3cvPy0X1hNjzmonvJ3bdRtwoH1X0z63q5rYb1ef2n1p8gNkP17xe3mwZGYP2iVyDuDly23DMZZbxyNd5+CJ1+zN9N+SC1KcavCQMOzy1zY2EqLM6y/pTXmyiVpg8wezdNLxUk9fxsLzV+D395oqDRPQnFCAvVIrs46FSADpKRfbxUCoCiwDisFit+E1tZvdHG63WircjrR/pW/HpkcMHN7WTt9/Ub+pbd/NF0efOV5v9sfrNU9QmHasGk2XArvE//aZ8RLFoMSXDMFfVkU8ZG1u6Xy6UrIwPMHutUMH+g1j7FLlwfOSm4QOfZTxCnBSdJeIX9TvMi6lPNdjUUIhaq2JLL8vHnJZt/SkvNlErTJ5g9m4aXqrJ6zhMNr8Sbf1dlqciwz5dwBoqRfbxUCkAHaUi+3goFYFFAHFYrFZo4+WNBksjjRZrxemx5p5yoWXsU3JrvOjoW/fj8Se/KJdq/CpvLKslRO3v4+2nxT5V+mez7rxMwxwn7zkgsXiQXBwXH2DWWrGtWIhd4u1bZM3pE7mZ+MBnHU+7+IwRI+XSgylPTXK6bH4itnCCXHgv2/pTXmy8Vpg9wezdTLxUs9fRQTZvjrUeIFu/SB87kB2VgkoBWECpoFRUUwQQh8VrRWUfeeuoSKPFWhHfLE+VCzfGFtSRn/fot9TW3aYi8ew95fIj8r93yf9emWj+Rebndvqt5pk/+JI6bvGdxKL6sPaKDzBrrVg9bNiwCYk72gjRO9FH5AOfdTz3xNtfjL8rJrViauId1NbJz3jHymzrT3mx8Vph9gSzdzPxUs1exw5ClMT3Pi+aPXv22vSxA9lRKagUgAWUCkpFNUUAcVi8VmgL1Nxtz+s3rdWKBvEJ8K6QzZNjC58k1YpLDeu6T0QOIOwv//uVob2vXP5N3WhuLEBGW+TYWpQnlitays1/a2yAOafsTthWO0OtyDqeH+PNM3LVCjVHXq3o9NtPi/hxmSbrT3mxxhnzMj7B7N1MvFSz13GIiP20A1QVlYJKAVhAqaBUVFMEEIclaoW+m7OFfiSftVqROO3oStkcO45Qn0UiUSueSDxZ+1Yu7yn/20KIusZ5oy+T7a+rG/LzUsswrXfCZyK+kzHiQBHd55dfrdiqRppWK7KNpyTx88DHuWqFdpFsfypy8wghipdmXX/Ki81cKwxPMHs3Ey/V7HVcIv9bfE76aADrqBRUCsACSgWlopoigDjMUCu29hDRQzCt1Yre8Wa1QccvhplcK941rKuijhA7aNoKEZl6Lu7R2EeveWw3ZarJqR/9v8mGN2IDtFQryhe9NWZIK5GhVmQdT1miOXetUL/T9NdvLa8pxBHZ15/yYtNqReoTTN7NxEs1fR0L1Ml2omiv69/7K8OgASuoFFQKwAJKBaWimiKAOMxQK7T/qpno1EGRDtaKxcaVtRGigdx0RQb6M+TnZb+Mo/yXfMQ1xoZrZMOzsQHmrBWLxh27S+I6PKm1Iut4DJchzV0rtE5C1F6jbjwgjDNjZ1x/yotNqhWZnmDybiZeqvnreLVxdKl2n3t+0YAqoFJQKQALKBWUimqKAOIwY63QL6HZcaOjtWKDcWVdhKglS1KmbVo/tLF5asKPeVgYT9zSIp/FB2MDzFEr5h+RWM3OddNrRdbxGH5AsFArrpV3PKNu7C9Es9gcESbrT3mxhnVlfoLJu5l4qeavQ/ttULyh6JDkKx0BllApqBSABZQKSkU1RQBxWFKt2NBeLl2RpVbclXetSIrX2wvRIrJPMc1V6n6Tc6YiP1Zca2wYK6LHLuauFe9EU3+zA865d45h3PEPvNXxWKgV6hDKAfK/S4qEuETLvv6UF5tYNHmCybuZeKnmr0P64a5eRdGm2klVF7CESkGlACygVFAqqikCiMOSaoV+hZoan5nXiqvyrhXGAwzLS4ToHNmrd0bGwZjWCnW45hBjw3Wy4dXYALPWioUN1Mdj2As/ainjTtpbamU8FmqFtrsQJWs1bbSITx1hun6zWmH2BJN3M3lvaebXEfHbc8M768Wi+OMsjwIyolJQKQALKBWUimqKAOKw5FqhX2dmt22mteKEvGtF4iI3mva1XO6naSsj/8nAtFaoCSsONDYcLxtmxQaYtVacK2/1/Dl+R4ZaYXU8VmrFnUI/jHS3xHQepus3qxVmTzB5NxMv1fx1JHx/fX35qH1yPApIQ6WgUgAWUCooFdUUAcRhKbVihZpI+nbTWrF73rXiAsO6xkU7ayPEdhkHY1orNtcWoqXhejmV2wtRc2NsgFlrRRMhSgznSJVmmDHP4nis1IqlRUIcq82T9z8UbTFdv1mtMHuC2buZeKmmr8PoC/lW1i7P+TAgGZWCSgFYQKmgVFRTBBCHpdQK/cDIOsOTasXl8TtXleRdK1puTfS9q1yeLv97ovzvZ4Z13nPhhZfohcC0Vmj7yKe8l1h8Xy7uER9gtlqxWhjnFtd+FRlqhcXxWKkVWh/59q27Tv5f9NpB5us3qRWmTzB7NxO1wuR1jO/atev4RKu6gtCizIMHTFEpqBSABZQKSkU1RQBxWGqtUBe7EcXxT8ViYZw07g6Rd60QY+OPelYutVOfwefkjUGJNX5XHOvLvFaon0/6JhbV9n67fitXrfhB3jg00f7PTLXC4ngs1YpH5F3/3lGI06LL5us3qRWmTzB7NxO1wuR1PCmbD0s09zH+YwEWUSmoFIAFlApKRTVFAHFYWq34UR3PF/9UqOhcLzZNgn4mU761osEX0fZ5TeXSLerW1tbCcP3NzX3l0gT9pnmtWKF+JnkwtnSPXKi9XL+Zq1aslzdaxK8N+pGaCyJ6XR31gX9Uy2M8ybXi0cwDXVlLiJ1F4swu8/Wb1ArTJ5i9m4laYfI6vpD/LYn/PPGL7LFRKPaWwlFUCioFYAGlglJRTRFAHJZWK/TJ6OKfCk3Nobf/Cv3ml+1ErfxrhWg+WV+YvJ283TFy1czH5c3iGzfpt39Wv47suEW/bV4r9Bkqim/Tt/Gto9Tcb9EJ9HIerql2Kl4fadxwez19QJFBqA/8rVoe40muFbeaDLS//qI7xj/tpus3O1zT7Alm72bipZq8jkr5byW6Rv99vu0iF4aZjB0wRaWwPB4qBcKMUmF5PJSKYCGAOCy9VpTvbawVN6jbTa//z4znT6spiifkWysO6iCX9hxx95XqEyBqxSK8mvhCtBhwzcM3HF9T3qr930hzllqxRZ2qJna45P77Lmqjbu0RPXAxZ624Xz36gAnvvD/+0hZC1FR5fu9b1WGOs+Stti/NfGW11fEkaoXxqame09+9m+LLpus3qxVmTzB7Nw21wuR1PKhaax436qH7RhykbjZYYvImA6aoFFQKwAJKBaWimiKAOCy9VmhzaxpqxYbuIq7onj/yrRWDvmqYeH7Nl2OP2XycMKg3JdqcpVZoy/cwPmWvFdHmnLVi6wGGpzWc+oT+35HyjrXRa+h8Y3U8iVphfGqqDWpvc/HS+LLp+s1qhdkTzN5NY63I/DrKk1pF3SkakC8qBZUCsIBSQamopgggDstQK7RrRPxToWl/HBLbxpq9oVmqFQ3b7/mSfktt3drCPWPP7zE7sYrysU3j2+7BC2Kt2WqFtvayWrFnlPxjfaw1Z63Q1pwQX9OJP2iVQ2KfVW2E4QNvZTwfyxf2auSm8ampTpV3HGFYNlu/Wa0we4LZu2msFSavY8vVNROl4oCvzd5hwByVgkoBWECpoFRUUwQQz1W+/fc+ret0OPjh1Zq26YUXXlhl+Zn/feGFjzVt26RBXRo07HrK69uS7lz9xPGdG9dq2evKzy33t2TMoR3r1+942LiluR9rNPPCwzqUtN3/pm/1pbcuOf++eepGxdO9WtTp+H9LqjCe5KdWcf15PiHru5mQ+XX8eteATo1r1G9z6MgvTJ4H2ESlSEelANJQKtJRKgKAAAIAAADAMwQQAAAAAJ4hgAAAAADwDAEEAAAAgGcIIAAAAAA8QwABAAAA4BkCCAAAAADPEEAAAAAAeIYAAgAAAMAzBBAAAAAAniGAAAAAAPAMAQQAAACAZwggAAAAADxDAAEAAADgGQIIAAAAAM8QQAAAAAB4hgACAAAAwDMEEAAAAACeIYAAAAAA8AwBBAAAAIBnCCAAAAAAPEMAAQAAAOAZAggAAAAAzxBAAAAAAHiGAAIAAADAMwQQAAAAAJ4hgAAAAADwDAEEAAAAgGcIIAAAAAA8QwABAAAA4BkCCAAAAADPEEAAAAAAeIYAAgAAAMAzBBAAAAAAniGAAAAAAPAMAQQAAACAZwggAAAAADxDAAEAAADgGQIIAAAAAM8QQAAAAAB4hgACAAAAwDMEEAAAAACeIYAAAAAA8AwBBAAAAIBnCCAAAAAAPEMAAQAAAOAZAggAAAAAzxBAAAAAAHiGAAIAAADAMwQQAAAAAJ4hgAAAAADwDAEEAAAAgGcIIAAAAAA8QwABAAAA4BkCCAAAAADPEEAAAAAAeIYAAgAAAMAzBBAAAAAAniGAAAAAAPAMAQQAAACAZwggAAAAADxDAAEAAADgGQIIAAAAAM8QQAAAAAB4hgACAAAAwDMEEAAAAACeIYAAAAAA8AwBBAAAAIBn/h+Ez5kISsu00AAAAABJRU5ErkJggg==)
Here we pick optK=2
load(paste0(projectname,'plrObj_',chr,".rda"))
optK <- K[which.max(BIC)] # by default or customize given curves
### 2.2 code chunk number 6: plr
Y_qc <- qcObj$Y_qc; sampname_qc <- qcObj$sampname_qc; gc_qc <- qcObj$gc_qc
mapp_qc <- qcObj$mapp_qc; ref_qc <- qcObj$ref_qc; qcmat <- qcObj$qcmat
Yhat <- normObj$Yhat; AIC <- normObj$AIC; BIC <- normObj$BIC
RSS <- normObj$RSS; K <- normObj$K
ref_qc <- qcObj$ref_qc # IRanges object for exon target
sampname_qc <- qcObj$sampname_qc # sample names
Y_norm <- normObj$Yhat[[optK]] # normalized read count under null (no CNV)
plr <- log(pmax(Y_qc,0.0001)/pmax(Y_norm,0.0001)) # log transformed z-scores
ngs_plr <- lapply(seq_len(ncol(plr)), function(i) plr[,i])
ngs_plr.pos <- lapply(seq_len(ncol(plr)),function(x){return(cbind(start(ref_qc),end(ref_qc)))})
save(sampname_qc,ngs_plr,ngs_plr.pos,file=paste0(projectname,'plrObj_',chr,'_',optK,'.rda'))
For detailed illustration of CODEX, please visit https://github.com/yuchaojiang/CODEX
2.3 sequence variants BAF calling
For sequencing data without sophisticated pipeline and SNVs call set in VCF format, we manually call SNVs from quality controlled BAM files by mpileup module in samtools, and calculate B allele frequency(BAF) on heterogeneous loci by dividing AD (Number of high-quality non-reference bases, FORMAT) from DP (Number of high-quality bases, FORMAT). Example code are:
# Prerequest: samtools, bcftools and reference fasta file
cd PATH/TO/BAM
for i in *bam; do PATH/TO/SAMTOOLS/samtools mpileup -ugI -t AD -t DP -f
PATH/TO/REF/human_hg37.fasta $i | PATH/TO/BAFTOOLS/bcftools
call -cv -O z -o PATH/TO/OUTPUT/$i.vcf.gz; done
# The reference genome depends on your BAM built
for i in *gz; do PATH/TO/BAFTOOLS/bcftools view -g het -i 'FORMAT/DP>10' -O z -o $i.filter $i; done
We could further extract variants BAF info from vcf file by function bambaf_from_vcf.
### 2.3 code chunk number 1: bambaf_from_vcf
projectname <- "icnv.demo."
dir <- system.file("extdata", package="iCNV")
bambaf_from_vcf(dir,'bam_vcf.list',chr=22,projectname)
# ignore chr argement if you want to convert all chromosome 1-22
load(paste0(projectname,'bambaf_22.rda'))
2.4 SNP array LRR normalization and BAF
Because signal intensity files varies from platform, we set a standard signal intensity file format for each individual. The format looks as follow:
Name,Chr,POS,sample_1.Log R Ratio,sample_1.B Allele Freq
rs1,22,15462739,-0.096390619874,0.0443964861333
rs2,22,15520991,-0.154103130102,0.963218688965
rs3,22,15780940,-0.110297381878,0.0457459762692
rs4,22,15863717,-0.21270519495,0.957377910614
rs5,22,16532045,-0.0330782271922,0.0300635993481
First row is the rsid (Name), followed by chromosome (Chr) and position (POS), then the log R ratio (sample1.Log R Ratio) and BAF (sample1.B Allele Freq). We could use function get_array_input to convert into iCNV input. For example, in demo:
### 2.4 code chunk number 1: icnv_array_input
# PATH/TO/FOLDER where you stored the array data
dir <- system.file("extdata", package="iCNV")#PATH/TO/FOLDER where you stored the array data
chr <- 22
projectname <- "icnv.demo."
pattern <- paste0('*.csv.arrayicnv$')
get_array_input(dir,pattern,chr,projectname)
load(paste0(projectname,'array_lrrbaf_',chr,'.rda'))
For some of the SNP array LRR data, we need to apply SVD normalization to remove high dimension noisy and preserve low dimension signal. The best way to decide data sanity is by plotting out the data by plot_intensity
function. Noisy data has the feature of local strip across samples. Conventional way for identifying elbow points as the optK can also apply here. Example code for remove high dimension noisy and plot:
### 2.4 code chunk number 2: svd (optional)
library(iCNV)
projectname <- "icnv.demo."
load(paste0(projectname,'array_lrrbaf_',chr,'.rda'))
# standardize LRR
lrr.sd <- mapply(function(x){
x=pmax(pmin(x,100),-100);(x-mean(x,na.rm=TRUE))/sd(x,na.rm = TRUE)
},snp_lrr,SIMPLIFY = TRUE)
# You may want to substitute all the NAs in lrr by rowMeans
lrr.sd.dena <- apply(lrr.sd,2,function(x){x[is.na(x)]=mean(x,na.rm=TRUE);return(x)})
# lrr is LRR matrix, with row as sample and column as positions
lrr.svd <- svd (t(lrr.sd.dena))
save(lrr.svd,file=paste0(projectname,'array_lrrbaf_svd_',chr,'.rda'))
# Plot out the variance explained with K; You can store the plot in a pdf
# pdf(paste0(projectname,'array_lrrbaf_svd_',chr,'.pdf'),height=8,width=10)
plot(x=seq_len(10),y=(lrr.svd$d[1:10])^2/sum(lrr.svd$d^2),
xlab='rank',ylab='D square',main='Variance explained',type='l')
![](data:image/png;base64,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)
# dev.off() # Close the plot connection
There is no universal rule of picking the optK. Usually we prefer those “elbow points”. We pick optK=2
### 2.4 code chunk number 3: normalization (optional)
library(iCNV)
optK <- 5
D <- diag(lrr.svd$d)
D.lowrank <- diag(c(rep(0,optK),lrr.svd$d[-(seq_len(optK))]))
lrr.denoise <- t(lrr.svd$u %*% D.lowrank %*% t(lrr.svd$v))
snp_lrr <- lapply(seq_len(ncol(lrr.denoise)), function(i) lrr.denoise[,i])
save(snp_lrr,snp_baf,snp_lrr.pos,snp_baf.pos,
file=file.path(dir,paste0(projectname,'array_lrrbaf_',chr,'_svded.rda')))
2.5 Mutiple platform CNV detection using iCNV
At this step, we should already have PLR and variants BAF from sequencing, normalized LRR and BAF from SNP array. All the input should be in list form. This is mainly to accommodate the fact that length for ngs_baf
and ngs_baf.pos
is sample specific
### 2.5 code chunk number 1: iCNV_detection with genotype
str(ngs_plr) # List of n vector, each one is the PLR for an exon
str(ngs_plr.pos) # List of n matrix (p x 2), each one is the start and end location for an exon
str(ngs_baf) # List of n vector, each one is the variants BAF from .bam
str(ngs_baf.pos) # List of n vector, each one is the variants BAF position
str(snp_lrr) # List of n vector, each one is the normalized LRR for a SNP
str(snp_lrr.pos) # List of n vector, each one is a SNP position
str(snp_baf) # List of n vector, each one is the BAF for a SNP
str(snp_baf.pos) # List of n vector, each one is the SNP BAF position
projectname <- 'icnv.demo.'
icnv_res0 <- iCNV_detection(ngs_plr,snp_lrr,
ngs_baf,snp_baf,
ngs_plr.pos,snp_lrr.pos,
ngs_baf.pos,snp_baf.pos,
projname=projectname,CN=1,mu=c(-3,0,2),cap=TRUE,visual = 1)
icnv.output <- output_list(icnv_res0,sampname_qc,CN=1)
head(icnv.output)
The results plot looks are follow. Each row is a sample and each column is a hidden state. The color indicates hidden state Z-score (large positive number prefers amplification, low negative number prefers deletion). Black dots represent amplification detected, while white dots show deletion detected.
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We could further convert icnv.output to Genome Browser input file:
### 2.5 code chunk number 2: covert result to Genome Browser input
icnv.output <- output_list(icnv_res=icnv_res0,sampleid=sampname_qc, CN=0, min_size=10000)
gb_input <- icnv_output_to_gb(22,icnv.output)
write.table(gb_input,file=paste0(projectname,'icnv_res_gb_chr',chr,'.tab'),
quote=FALSE,col.names=FALSE,row.names=FALSE)
The color code for CNV in Genome Browser is:
![](data:image/png;base64,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)
This is different from the color code for us plotting the data. We are just try to make it coordinate with DGV notation. We could also plot out the data in DGV format by setting col='DGV'
in plotHMMscore
.
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We could also plot information in a single individual using function plotindi
. Example shows below:
### 2.5 code chunk number 3: plotindi
I <- 24 # ploting out the 24th individual
plotindi(ngs_plr,snp_lrr,
ngs_baf,snp_baf,
ngs_plr.pos,snp_lrr.pos,
ngs_baf.pos,snp_baf.pos,
icnv_res0,I)
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wsOzs7ZqZJkyYHDhxIuiqpcePGTZs27chPvvOd78ybNy/mSKNGjZ588snvfve7XzSwdu3aK6644q9//Wv8o//7v/87Pz+/RrcFAAAAgNoTYAEAAAD1pHPnzuvXr48ZeOihhyZMmJB0z6xZs0aOHBkz0Lhx4927dzds2PDYHxUVFQ0ZMiR+/5lnnrls2bKcnJyYmVdffXXw4MGHDx+OmZkwYcJDDz107Odbtmzp1KnTwYMH46/RtWvXhQsX5ubmxo/dfvvtkydPjp+Joujf//3ff/CDH8QMBARYZ5xxRp8+fTp06JCTk5ORkVFeXl5eXt6zZ88bb7zx85mysrIzzjijuro6Zs8jjzxy/fXXxz/r448/Pv/887dt2xYzM3bs2OnTp9fojwAAAAAAtSfAAgAAAOpDIpFo3LhxfHW0du3aLl26pLLt3HPPfe+992IGysrKOnXqdOznV1xxxXPPPRdzsHHjxm+88UbXrl2T3mHixIkPPvhgzEDbtm03b96cmZl51Od33XXXvffeG7+8S5cur732Wps2bZJeI0rtfVrnnnvuO++8EzOQeoCVlZX1ox/96JZbbjnzzDOTDiftwwYPHlxcXJzKc+fOnRvzlqwoipo2bbp58+ZmzZqlsg0AAAAA0uXovwEEAAAAqAvbt29P+s6nrKysFLddeuml8QMbN2489sN9+/a9+OKL8QfHjh2bSn0VRdHdd98df+Hy8vK33nrr2M9nzZqVdPnvf//7FOurKIqmTJlyyimnxM+8++678QFWitq0abNgwYI//OEPqdRXURQ9/vjj8QP33HNPio8eMWLEeeedFzOwb9++J554IsVtAAAAAJAuDU70BQAAAICvhB07diSdefjhh++7775UthUUFLz//vsxA8d953dpaWlVVVXMqczMzIkTJ6ZygSiK2rZtW1BQsHjx4piZv/71r927dz/yk40bN27YsCF+81VXXXXxxReneI0oik4++eR77733mmuuiR9bunRpXl5e6muPlZ2dPW/evF69eqU4v2bNmoqKipiBtm3b9uvXL8VtGRkZ1113Xfw/oD//+c/jx49PcSEAAAAApIUACwAAAKgPubm5SWd++9vfrl69+q677urdu3dGRkbM5IgRI0aMGFHTO7z22mvxA927dz/99NNTXzh8+PCkAdZRn7z66qtJ106YMCH1O3ymsLDw5ptvrqysjJlZsmTJuHHjarr5SHfddVfq9VUURcuWLYsfKCgoqNEFhg0bFh9gLV++PJFIxP/LAwAAAADp5SsIAQAAgPqQm5ubnZ2ddGzevHkXXnhhx44db7rppqKiok8//TSNd0jaAw0YMKBGC6+88sr4gWMDrPhgK4qizp07p/5SqM81bNhw1KhR8TNLliyp6dojnXTSSTfddFONjiQt3i688MIaLezUqVN8ybdr165jf+cAAAAAUKcEWAAAAEA9+frXv57i5KZNmx566KEhQ4bk5uZ+5zvfmT59+qZNm2p/gdLS0viB3r1712hhp06dErHmzJlz1JE33ngjfufFF18c9gKnSy65JH5g06ZNH3/8ccDmz/Tv3z+V15gdKe1vwIqi6KyzzoofSPobBgAAAID0EmABAAAA9aRHjx41PbJv37558+b9+Mc/7tChQ7du3e6+++6lS5dWVVUFPD2RSGzbti1+pkuXLgGba6S8vDx+4IILLgjbnJ+fn3Rmy5YtYcujoFhq/fr18QN9+vTJqKGlS5fG71y+fHlN7wkAAAAAtSHAAgAAAOrJtddeW5vjb7/99q9//euLLrqoTZs2o0ePnjlz5vbt21M/vmvXrurq6viZTp061eaGqdixY0f8wHnnnRe2uV27dm3btq3l02PUtE47fPjwnj17gh8X7KOPPqr/hwIAAADwVSbAAgAAAOrJ0KFDk35NXip27Ngxc+bM0aNHt2nTpqCg4P7779+6dWvSUzt37owfyMrKat68ee2vF2P37t2HDx+On2nTpk3w/qRnaxNgtWzZskbzn3zySfCzauNEPRcAAACArywBFgAAAFB/nnrqqa5du6ZrW3V19bJly2677bZTTz115MiRa9asiRlOGmA1adIkXRf7Iqm8sqtFixbB+5OerU2A1bRp0xrNJ/2F15ET9VwAAAAAvrIEWAAAAED9adWq1aJFi66++ur0rq2qqpo1a9Y555xz//33JxKJ484kfTFS48aN03urY+3evTvpTE07pyM1a9YsfqBGX9p4lIyMjBrN1yb2qg0BFgAAAAD1TIAFAAAA1KucnJxZs2Y9++yzPXr0SO/mQ4cO3Xbbbddee+1xG6yGDRsmPZ7e+xwraSAVRdG+ffuC9+/fvz9+oB4is899UQlX1wRYAAAAANQzARYAAABwAlxxxRWlpaXFxcXXXHPNySefnMbNjz/++J133nns5zk5OfEH9+zZk8ZrHFfSO0QpvKkrRtL2KDc3N3h5TaXyh60LVVVVJ+S5AAAAAHxlNTjRFwAAAAC+ugYPHjx48OD9+/fPnz//6aeffv7559NSQd1///1XXXVVr169jvywZcuW8aeqq6v37dtXm28ATKp58+YNGjQ4fPhwzExFRUWHDh3C9ldWVsYPtGrVKmxzgKQBVlZW1r333pv25zZp0iTtOwEAAAAghgALAAAAOMFOOumkwsLCwsLCgwcPLliw4Jlnnvnzn/9cUVERvLC6uvoXv/jF/Pnzj/wwaYAVRdG6devy8vKCn5uKnJyc+D/aypUrw76ccfv27R999FH8TH0GWC1atIgfqKqquvHGG0866aT6uQ8AAAAA1BFfQQgAAAB8WWRnZ1922WXTp0/fsmXLkiVLbrnlli5duoSteuGFF7Zu3XrkJ02aNGnUqFH8qXfeeSfscalr06ZN/MCbb74Ztrm0tDTpTH0GWA0aNGjWrFn8TG0yOwAAAAD4khBgAQAAAF86mZmZF1100f3337927dq//OUvP//5z7t161ajDdXV1SUlJUd9ePbZZ8efCo6fUtezZ8/4geLi4kQiEbC5uLg4fqBZs2ann356wOZg3/jGN+IHNm3aVD83AQAAAIC6I8ACAAAAvtS6du06adKklStXrlu3bvLkyV27dk3x4KpVq4765MILL4w/8swzz9Toblu2bPlWrJ/97GdHHenbt2/8znXr1i1evLhG14ii6ODBg0888UT8TN++fbOysmq6uTYuuuii+IHly5fXz00AAAAAoO40ONEXAAAAAP7/mzdv3rE51JGuvPLKM888M35J586db7311ltvvXXJkiXjx49P+nWB27dvP+qTgoKCqVOnxhxZv37966+/3rt37/jNn/vDH/5w7Hu2jnTJJZcc9Um/fv2Srn344YdTGTvS7Nmzt23bFj/Tv3//Gu2svYsuuuiBBx6IGVi2bNmtt95ab/cBAAAAgLogwAIAAADq3MKFC+NDnJ07d/7mN79Jcdu3vvWtxYsX5+XlffTRRzFjVVVVR31SUFCQdPmkSZOKiopSucahQ4emT58eP9O9e/ejPunUqVOHDh02btwYc2rOnDkLFy4cOHBgKteIomjXrl133nln0rEBAwakuDBdkv7CX3jhhZ07d7Zs2bJ+7gMAAAAAdcFXEAIAAAB1rlOnTvEDs2fPPnz4cOoLW7RokTTuadeu3VGfdOzY8Rvf+Eb8qZdeeulPf/pTKneYMmXKli1bYgYyMzMvuOCCYz//+7//+6TLb7jhhsrKylSukUgkxo8fH3+TKIq6dOly3nnnpbIwjdq1a3fOOefEDPzP//zPjBkzarTziiuu+FqsFP/xAQAAAEC6CLAAAACAOte5c+f4gfXr10+bNi31hYlEIulXELZv3/7YDydMmJB0+fe///0VK1bEzyxcuPAf//Ef42cuv/zy1q1bH/v5zTff3LBhw/iza9euveSSSz755JP4sUQiMWHChKeeeip+LIqiO+64IzPzBPxFUNJf+D/90z99+OGHKW4rKip67rnn9n6xxo0bX3755bW+NQAAAADUgAALAAAAqHN9+/bNzs6On7ntttvmzp2byrbq6up77rnn/fffjx877mu3rrvuumbNmsUf3Lt376BBg5588skvGpg9e3ZhYeGxX3F4lB//+MfH/fzUU08dNWpU/Nkoit56661u3bq9+OKLXzSwdu3aQYMGTZ06Nemqdu3aXXvttUnH6sKYMWNycnJiBvbt2zd06NCysrKkq5566qnCwsKkj0v6bxoAAAAApFdGIpE40XcAAAAA/v8bPnx4Kt8NN3DgwMLCwuHDh7dp0+aoHx06dKi0tPSVV16ZNWtW0tdf5eTkbN269bgvmrrlllv+5V/+JZU79+zZc8yYMQUFBaecckpVVdWHH374wQcfzJgx47XXXkt6tnPnzmvWrMnKyjruT9977728vLwU/1qmd+/eo0aN6tOnzymnnNKoUaPNmze///77s2fPfu655z799NNUNkyePPnWW2+Nn2nSpMmBAwdiBkpKSpJ+7eNx3X333b/+9a/jZ3Jzc+++++6xY8d+7WtfO+pHBw4cWLhw4YwZM5555pn4JSeffPL7779/2mmnBVwSAAAAAIIJsAAAAID68PTTT1911VWpzzdp0qRly5YtWrTIysravXv3rl27du/eXV1dneLxsWPHTp8+/bg/2rx5c9euXbdv3576ZQK88MILQ4YMiRm44447fvvb39bpHT7TvXv3kpKSxo0bx4/VXYBVWVmZl5e3devWpJMNGzbMz8//5je/2aJFi0OHDm3btq2iomLFihX79u1L5UFTpkyZOHFiwA0BAAAAoDYEWAAAAEB9SCQSAwcOfOWVV+rhWVlZWaWlpeeff/4XDTz77LPDhg2ruwuMGTPmP/7jP+JnDh8+PHDgwCVLltTdNaIoysnJWbFiRceOHZNO1l2AFUVRcXHxpZdeWqd/DdWzZ89ly5Z90SvHAAAAAKDuZJ7oCwAAAABfCRkZGY8++mjTpk3r4Vl33HFHTH0VRdHQoUNvuummOnr62WefncpXHDZo0GDWrF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2.6 Single platform CNV detection using iCNV
At this step, we should already have PLR and variants BAF from sequencing OR normalized LRR and BAF from SNP array. Please make sure all the input are in list form.
NGS only CNV detection using iCNV. As we showed in the paper, we highly recommend using iCNV for WGS CNV detection.
### 2.6 code chunk number 1: NGS only iCNV_detection
str(ngs_plr) # List of n vector, each one is the PLR for an exon
str(ngs_plr.pos) # List of n matrix (p x 2), each one is the start and end location for an exon
str(ngs_baf) # List of n vector, each one is the variants BAF from .bam
str(ngs_baf.pos) # List of n vector, each one is the variants BAF position
projectname <- 'icnv.demo.ngs.'
icnv_res0_ngs <- iCNV_detection(ngs_plr=ngs_plr, ngs_baf = ngs_baf,
ngs_plr.pos = ngs_plr.pos,ngs_baf.pos = ngs_baf.pos,
projname=projectname,CN=0,mu=c(-3,0,2),cap=TRUE,visual = 2)
icnv.output <- output_list(icnv_res0_ngs,sampname_qc,CN=0)
head(icnv.output)
plotHMMscore(icnv_res0_ngs,title=projectname)
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SNP array only CNV detection using iCNV
### 2.6 code chunk number 2: array only iCNV_detection
str(snp_lrr) # List of n vector, each one is the normalized LRR for a SNP
str(snp_lrr.pos) # List of n vector, each one is a SNP position
str(snp_baf) # List of n vector, each one is the BAF for a SNP
str(snp_baf.pos) # List of n vector, each one is the SNP BAF position
projectname <- 'icnv.demo.snp'
icnv_res0_snp <- iCNV_detection(snp_lrr=snp_lrr, snp_baf = snp_baf,
snp_lrr.pos = snp_lrr.pos,snp_baf.pos = snp_baf.pos,
projname=projectname,CN=1,mu=c(-3,0,2),cap=TRUE,visual = 2)
icnv.output <- output_list(icnv_res0_snp,sampname_qc,CN=1)
head(icnv.output)
plotHMMscore(icnv_res0_snp,title=projectname)
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