From 9da067faf96e30f44aec35deb5666778df7ec414 Mon Sep 17 00:00:00 2001 From: Daniel Nachun Date: Wed, 9 Sep 2026 16:35:00 -0700 Subject: [PATCH 1/5] add and clean up vignettes --- NAMESPACE | 20 +- R/AllClasses.R | 2 +- R/AllGenerics.R | 92 +- R/GenotypeHandle.R | 2 +- R/LdEigen.R | 97 +++ R/LdScore.R | 107 +++ R/LdStatistic.R | 272 ++++++ R/SldscData.R | 4 +- R/causalInferencePipeline.R | 8 +- R/colocboostPipeline.R | 4 +- R/ctwasPipeline.R | 192 ++++- R/exampleData.R | 41 +- R/fineMappingWrappers.R | 2 +- R/gwasSumStats.R | 4 +- R/h2EstimationWrappers.R | 593 ++++++++++++- R/jointEngine.R | 6 +- R/jointSpecification.R | 4 +- R/ld.R | 601 +++++++------ R/manifestLoaders.R | 7 +- R/mashPipeline.R | 167 +++- R/mashWrapper.R | 4 +- R/qtlSumStats.R | 9 +- R/regularizedRegressionWrappers.R | 63 +- R/relatednessQc.R | 18 +- R/sldscPostprocessingPipeline.R | 11 +- R/sldscWrapper.R | 19 +- R/sumstatsQc.R | 15 +- R/twasWeights.R | 32 +- R/twasWeightsPipeline.R | 74 +- R/variantId.R | 65 +- R/vcfWriter.R | 16 +- _pkgdown.yml | 80 +- data/ctwasEstExample.rda | Bin 166424 -> 256672 bytes data/ctwasFinemapExample.rda | Bin 158036 -> 257572 bytes data/ctwasInputsExample.rda | Bin 165836 -> 255828 bytes data/ldEigenExample.rda | Bin 1544 -> 963236 bytes data/ldScoreExample.rda | Bin 1056 -> 552056 bytes inst/extdata/sldsc/reference.2.annot.gz | Bin 165188 -> 167227 bytes .../extdata/sldsc_trait/sumstats2.parquet.log | 41 + .../sldsc_trait/sumstats2.parquet.part_delete | 200 +++++ .../sldsc_trait/sumstats2.parquet.results | 9 + .../extdata/sldsc_trait/sumstats3.parquet.log | 41 + .../sldsc_trait/sumstats3.parquet.part_delete | 23 + .../sldsc_trait/sumstats3.parquet.results | 9 + inst/scripts/build_ctwas_examples.R | 145 ++++ inst/scripts/build_h2_examples.R | 114 +++ man/buildLdEigen.Rd | 68 ++ man/buildLdScore.Rd | 75 ++ man/checkGenomeBuild.Rd | 6 +- man/dot-penalizedRssWeights.Rd | 2 +- man/enforceDesignFullRank.Rd | 4 +- man/estimateH2.Rd | 47 +- man/filterRelatedness.Rd | 8 +- man/findOverlappingRegions.Rd | 27 - man/getSumStats.Rd | 5 +- man/{getSumstatDf.Rd => getSumStatsDf.Rd} | 16 +- man/getTraitNames.Rd | 46 - man/getTraits.Rd | 8 +- man/l0learnRssWeights.Rd | 6 +- man/lassosumRssWeights.Rd | 6 +- man/ldEigenExample.Rd | 21 +- man/ldLoader.Rd | 84 -- man/ldScoreExample.Rd | 20 +- man/loadLdBlock.Rd | 28 - man/loadLdMatrix.Rd | 30 +- man/loadLdSketch.Rd | 35 - man/mashCovarianceComponents.Rd | 4 +- man/mashModelFit.Rd | 9 +- man/mashPipeline.Rd | 44 +- man/mashPosterior.Rd | 2 +- man/mashPriorCovariances.Rd | 16 +- man/mashResidualCorrelation.Rd | 8 +- man/mcpRssWeights.Rd | 6 +- man/mrAshRssWeights.Rd | 8 +- man/pecotmr-h2-sldsc.Rd | 61 ++ man/raiss.Rd | 15 +- man/readSldscFrq.Rd | 2 +- man/regionsOverlap.Rd | 23 - man/rescaleCovW0.Rd | 1 + man/scadRssWeights.Rd | 6 +- man/sdpr.Rd | 14 +- man/sldscPostprocessingPipeline.Rd | 9 +- man/twasWeightsPipeline.Rd | 2 +- man/updateMashModelCov.Rd | 2 +- man/variantIdToDf.Rd | 26 - man/writeSumstatsVcf.Rd | 16 +- .../_problems/test_ctwasPipeline-468.R | 166 ++++ .../_problems/test_ctwasPipeline-469.R | 167 ++++ .../_problems/test_ctwasPipeline-470.R | 168 ++++ .../_problems/test_ctwasPipeline-471.R | 169 ++++ .../_problems/test_ctwasPipeline-497.R | 169 ++++ .../_problems/test_ctwasPipeline-498.R | 170 ++++ .../_problems/test_ctwasPipeline-506.R | 175 ++++ .../_problems/test_ctwasPipeline-527.R | 175 ++++ tests/testthat/_problems/test_ld-3256.R | 153 ++++ tests/testthat/helper-h2Classes.R | 80 ++ tests/testthat/helper-sldsc.R | 5 +- tests/testthat/test_AllClasses.R | 2 +- tests/testthat/test_LdEigen.R | 76 ++ tests/testthat/test_LdScore.R | 67 ++ tests/testthat/test_LdStatistic.R | 82 ++ tests/testthat/test_SldscData.R | 4 +- tests/testthat/test_causalInferencePipeline.R | 4 +- tests/testthat/test_colocboostPipeline.R | 6 +- tests/testthat/test_ctwasPipeline.R | 201 ++++- tests/testthat/test_exampleData.R | 70 ++ tests/testthat/test_h2EstimationWrappers.R | 714 ++++++++++++++- tests/testthat/test_jointEngine.R | 4 +- tests/testthat/test_jointSpecification.R | 2 +- tests/testthat/test_ld.R | 816 ++++++------------ tests/testthat/test_mashPipeline.R | 239 ++++- tests/testthat/test_mashWrapper.R | 2 +- .../test_regularizedRegressionWrappers.R | 38 +- tests/testthat/test_relatednessQc.R | 22 +- tests/testthat/test_rrDispatch.R | 10 +- tests/testthat/test_rrLassosum.R | 4 +- tests/testthat/test_rrMrAshRss.R | 10 +- .../test_sldscPostprocessingPipeline.R | 22 + tests/testthat/test_sldscWrapper.R | 18 + tests/testthat/test_sumstatsQc.R | 2 +- tests/testthat/test_twasWeights.R | 14 +- tests/testthat/test_twasWeightsPipeline.R | 34 +- tests/testthat/test_variantId.R | 163 +--- tests/testthat/test_vcfWriter.R | 86 +- vignettes/constructing-qtl-datasets.Rmd | 45 +- vignettes/constructing-sumstats.Rmd | 40 +- vignettes/ctwas-pipeline.Rmd | 328 +++++++ vignettes/fine-mapping.Rmd | 37 +- vignettes/finemapping-postprocessing.Rmd | 286 ++++++ vignettes/heritability.Rmd | 385 +++++++++ vignettes/ld-infrastructure.Rmd | 241 ++++++ vignettes/mash-pipeline.Rmd | 313 +++++++ vignettes/rss-qc.Rmd | 83 +- vignettes/twas-weights.Rmd | 80 ++ vignettes/twas-zscore.Rmd | 10 + 135 files changed, 8282 insertions(+), 1904 deletions(-) create mode 100644 inst/extdata/sldsc_trait/sumstats2.parquet.log create mode 100644 inst/extdata/sldsc_trait/sumstats2.parquet.part_delete create mode 100644 inst/extdata/sldsc_trait/sumstats2.parquet.results create mode 100644 inst/extdata/sldsc_trait/sumstats3.parquet.log create mode 100644 inst/extdata/sldsc_trait/sumstats3.parquet.part_delete create mode 100644 inst/extdata/sldsc_trait/sumstats3.parquet.results create mode 100644 inst/scripts/build_ctwas_examples.R create mode 100644 inst/scripts/build_h2_examples.R create mode 100644 man/buildLdEigen.Rd create mode 100644 man/buildLdScore.Rd delete mode 100644 man/findOverlappingRegions.Rd rename man/{getSumstatDf.Rd => getSumStatsDf.Rd} (88%) delete mode 100644 man/getTraitNames.Rd delete mode 100644 man/ldLoader.Rd delete mode 100644 man/loadLdBlock.Rd delete mode 100644 man/loadLdSketch.Rd create mode 100644 man/pecotmr-h2-sldsc.Rd delete mode 100644 man/regionsOverlap.Rd delete mode 100644 man/variantIdToDf.Rd create mode 100644 tests/testthat/_problems/test_ctwasPipeline-468.R create mode 100644 tests/testthat/_problems/test_ctwasPipeline-469.R create mode 100644 tests/testthat/_problems/test_ctwasPipeline-470.R create mode 100644 tests/testthat/_problems/test_ctwasPipeline-471.R create mode 100644 tests/testthat/_problems/test_ctwasPipeline-497.R create mode 100644 tests/testthat/_problems/test_ctwasPipeline-498.R create mode 100644 tests/testthat/_problems/test_ctwasPipeline-506.R create mode 100644 tests/testthat/_problems/test_ctwasPipeline-527.R create mode 100644 tests/testthat/_problems/test_ld-3256.R create mode 100644 vignettes/ctwas-pipeline.Rmd create mode 100644 vignettes/finemapping-postprocessing.Rmd create mode 100644 vignettes/heritability.Rmd create mode 100644 vignettes/ld-infrastructure.Rmd create mode 100644 vignettes/mash-pipeline.Rmd diff --git a/NAMESPACE b/NAMESPACE index 95e2ca3a..09b8093d 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -42,6 +42,8 @@ export(bayesCWeights) export(bayesLWeights) export(bayesNWeights) export(bayesRWeights) +export(buildLdEigen) +export(buildLdScore) export(buildMrmashPriorMatrices) export(buildTopLoci) export(calculateFeatureScores) @@ -84,7 +86,6 @@ export(filterInvalidSummaryStat) export(filterMixtureComponents) export(filterRelatedness) export(filterVariantsByLdReference) -export(findOverlappingRegions) export(fineMappingPipeline) export(fineMappingRow) export(finemapCtwasRegions) @@ -177,14 +178,13 @@ export(getSnpIdx) export(getStandardized) export(getStudy) export(getSumStats) -export(getSumstatDf) +export(getSumStatsDf) export(getSusieAlpha) export(getSusieFit) export(getSusieResult) export(getTauBlocks) export(getTopLoci) export(getTraitName) -export(getTraitNames) export(getTraitPosition) export(getTraitRun) export(getTraitRuns) @@ -210,15 +210,12 @@ export(lassosumRss) export(lassosumRssWeights) export(lbfToAlpha) export(ldClumpByScore) -export(ldLoader) export(ldMismatchQc) export(ldPruneByCorrelation) export(learnTwasWeights) export(loadGenotypeRegion) export(loadGwasSumStatsFromManifest) -export(loadLdBlock) export(loadLdMatrix) -export(loadLdSketch) export(loadMultiStudyQtlDatasetFromManifest) export(loadQtlDatasetFromManifest) export(loadQtlSumStatsFromManifest) @@ -240,7 +237,7 @@ export(mergeSusieCs) export(mergeVariantInfo) export(metaAnalysisPerCondition) export(metaSldscRandom) -export(mrAshRssWeights) +export(mrashRssWeights) export(mrashWeights) export(mrmashRssWeights) export(mrmashWeights) @@ -271,7 +268,6 @@ export(readSldscAnnot) export(readSldscFrq) export(readSldscTrait) export(regionToDf) -export(regionsOverlap) export(resolveWeights) export(sanitizeMashData) export(scadRssWeights) @@ -300,9 +296,8 @@ export(twasWeightsPipeline) export(twasWeightsRow) export(twasZ) export(updateMashModelCov) -export(variantIdToDf) export(waldTestPval) -export(writeSumstatsVcf) +export(writeSumStatsVcf) exportClasses(AnnotationMatrix) exportClasses(ColocBoostResult) exportClasses(ColocResult) @@ -416,13 +411,12 @@ exportMethods(getSnpIdx) exportMethods(getStandardized) exportMethods(getStudy) exportMethods(getSumStats) -exportMethods(getSumstatDf) +exportMethods(getSumStatsDf) exportMethods(getSusieAlpha) exportMethods(getSusieFit) exportMethods(getTauBlocks) exportMethods(getTopLoci) exportMethods(getTraitName) -exportMethods(getTraitNames) exportMethods(getTraitPosition) exportMethods(getTraitRun) exportMethods(getTraitRuns) @@ -449,7 +443,7 @@ exportMethods(show) exportMethods(subsetChr) exportMethods(subsetRegion) exportMethods(twasWeightsPipeline) -exportMethods(writeSumstatsVcf) +exportMethods(writeSumStatsVcf) importClassesFrom(GenomicRanges,GRanges) importClassesFrom(MultiAssayExperiment,MultiAssayExperiment) importClassesFrom(S4Vectors,DataFrame) diff --git a/R/AllClasses.R b/R/AllClasses.R index 6b553525..80c6aedb 100644 --- a/R/AllClasses.R +++ b/R/AllClasses.R @@ -85,7 +85,7 @@ setClassUnion("LdMixtureWeights", c("numeric", "NULL")) # # getZ / getN / getMaf / nSnps are # defined once on SumStatsBase (they only delegate to getSumStats); subsetChr / -# getVarY / getSumStats / getSumstatDf stay on the concrete subclass because +# getVarY / getSumStats / getSumStatsDf stay on the concrete subclass because # they rely on the tuple shape (3-tuple QtlSumStats, 1-tuple GwasSumStats). # ============================================================================= diff --git a/R/AllGenerics.R b/R/AllGenerics.R index 45e9db69..5b6c2041 100644 --- a/R/AllGenerics.R +++ b/R/AllGenerics.R @@ -23,11 +23,30 @@ NULL # ============================================================================= #' @title Estimate SNP Heritability -#' @description Estimate SNP heritability from GWAS summary statistics using one -#' of three methods: LDER, g-LDSC, or HDL/sHDL. +#' @description Estimate SNP heritability from GWAS summary statistics using +#' one of four methods: S-LDSC, g-LDSC, LDER, or HDL/sHDL. Supplying +#' \code{annotations} makes any of them stratified. #' @param sumstats A \code{GwasSumStats} object. -#' @param ldRef An \code{LdStatistic} object (method-appropriate subclass). -#' @param method Character, one of "lder", "gldsc", "hdl". +#' @param ldRef An \code{LdStatistic} object (method-appropriate subclass): +#' an \code{\link{LdScore}} for \code{"sldsc"} / \code{"gldsc"}, an +#' \code{\link{LdEigen}} for \code{"lder"} / \code{"hdl"}. Build either +#' from loaded LD with \code{\link{buildLdScore}} / +#' \code{\link{buildLdEigen}}. +#' @param method Character, one of \code{"lder"} (the default), +#' \code{"sldsc"}, \code{"gldsc"} or \code{"hdl"}: +#' \describe{ +#' \item{\code{"sldsc"}}{Stratified LD score regression (Finucane et al. +#' 2015): weighted least squares of \eqn{\chi^2} on LD scores. Needs +#' only per-variant scores when unstratified, so it is the cheapest of +#' the four and the only one that runs on a scores-only +#' \code{LdScore}.} +#' \item{\code{"gldsc"}}{Generalized LD score regression (Xiong et al. +#' 2024): GLS using the full per-block LD matrices.} +#' \item{\code{"lder"}}{LD eigenvalue regression (Song et al. 2022).} +#' \item{\code{"hdl"}}{High-definition likelihood (Ning et al. 2020), +#' stratified as sHDL. Models reference-panel noise explicitly, so it +#' shrinks hard when \code{nRef} is small.} +#' } #' @param annotations An \code{AnnotationMatrix} object, or NULL for #' unstratified estimation. #' @param local Logical, whether to compute per-block local estimates. @@ -36,17 +55,23 @@ NULL #' this study; \code{NULL} matches all studies. #' @return An \code{H2Estimate} object. #' @examples -#' data(ldEigenExample) -#' gr <- GenomicRanges::GRanges("chr1", -#' IRanges::IRanges(seq(50, by = 100, length.out = 20), width = 1)) -#' S4Vectors::mcols(gr) <- S4Vectors::DataFrame(SNP = paste0("rs", 1:20), -#' A1 = "A", A2 = "G", Z = rnorm(20), N = 10000L) +#' data(ldScoreExample) +#' # The estimators index the z-scores by the reference's own variant order, +#' # so build the sumstats from the reference rather than alongside it. +#' gr <- as(ldScoreExample, "GRanges") +#' set.seed(1) +#' S4Vectors::mcols(gr) <- S4Vectors::DataFrame( +#' SNP = names(ldScoreExample), +#' A1 = S4Vectors::mcols(ldScoreExample)$A1, +#' A2 = S4Vectors::mcols(ldScoreExample)$A2, +#' Z = rnorm(length(ldScoreExample)), +#' N = 100000L) #' panel <- readGenotypes( #' system.file("extdata", "toy_ref.bed", package = "pecotmr") #' ) #' ss <- GwasSumStats(study = "trait1", entry = list(gr), -#' genome = "hg19", ldSketch = panel) -#' estimateH2(ss, ldEigenExample, method = "lder") +#' genome = getGenome(ldScoreExample), ldSketch = panel) +#' estimateH2(ss, ldScoreExample, method = "sldsc") #' @export setGeneric( "estimateH2", @@ -561,9 +586,9 @@ setGeneric("getSumStats", function(x, ...) standardGeneric("getSumStats")) #' @return A \code{data.frame}. #' @examples #' data(qtlSumStatsExample) -#' getSumstatDf(qtlSumStatsExample) +#' getSumStatsDf(qtlSumStatsExample) #' @export -setGeneric("getSumstatDf", function(x, ...) standardGeneric("getSumstatDf")) +setGeneric("getSumStatsDf", function(x, ...) standardGeneric("getSumStatsDf")) #' @title Get the Embedded QtlDataset List #' @description Return the named list of \code{QtlDataset} objects carried by a @@ -1230,11 +1255,11 @@ setGeneric("getDataType", function(x, ...) standardGeneric("getDataType")) #' @return Invisible path to the written file. #' @examples #' data(gwasSumStatsS4Example) -#' writeSumstatsVcf( +#' writeSumStatsVcf( #' gwasSumStatsS4Example, outputPath = tempfile(fileext = ".vcf")) #' @export -setGeneric("writeSumstatsVcf", function(x, outputPath, sampleName = NULL, ...) { - standardGeneric("writeSumstatsVcf") +setGeneric("writeSumStatsVcf", function(x, outputPath, sampleName = NULL, ...) { + standardGeneric("writeSumStatsVcf") }) # ============================================================================= @@ -1262,7 +1287,8 @@ setGeneric("getContexts", function(x) standardGeneric("getContexts")) #' @title Get Unique Trait Names #' @description Return the unique trait identifiers carried by a collection -#' class (e.g., \code{QtlSumStats}). +#' class (e.g., \code{QtlSumStats}), or the trait names of an +#' \code{\link{SldscData}}. #' @param x The object. #' @return Character vector of unique trait names. #' @examples @@ -1893,38 +1919,6 @@ setGeneric("getFrqData", function(x) standardGeneric("getFrqData")) #' @export setGeneric("getTraitRuns", function(x) standardGeneric("getTraitRuns")) -#' @title Get the trait names from an SldscData -#' @param x An \code{\link{SldscData}} object. -#' @return A character vector of trait names. -#' @rdname getTraitNames -#' @examples -#' mkRun <- function(cats) { -#' n <- length(cats) -#' list(categories = cats, tau = setNames(rep(1e-7, n), cats), -#' tauSe = setNames(rep(3e-8, n), cats), -#' enrichment = setNames(rep(2, n), cats), -#' enrichmentSe = setNames(rep(0.4, n), cats), -#' enrichmentP = setNames(rep(0.01, n), cats), -#' propH2 = setNames(rep(0.2, n), cats), -#' propSnps = setNames(rep(0.1, n), cats), h2g = 0.3, -#' tauBlocks = matrix(1e-7, 10, n, dimnames = list(NULL, cats)), -#' nBlocks = 10L) -#' } -#' annot <- data.frame(CHR = c(1, 1, 1, 2, 2, 2), SNP = paste0("rs", 1:6), -#' annot_A = c(1, 0, 1, 0, 1, 0), annot_B = c(2.1, 1.8, 2.5, 1.9, 2.3, 2)) -#' frq <- data.frame(CHR = c(1, 1, 1, 2, 2, 2), SNP = paste0("rs", 1:6), -#' MAF = rep(0.2, 6)) -#' mkTrait <- function() { -#' list(single = list(mkRun(c("annot_A_0", "baselineLD_0")), -#' mkRun(c("annot_B_0", "baselineLD_0"))), -#' joint = mkRun(c("annot_A_0", "annot_B_0", "baselineLD_0"))) -#' } -#' traits <- setNames(list(mkTrait(), mkTrait()), c("traitX", "traitY")) -#' sd <- SldscData(annot = annot, frq = frq, traits = traits) -#' getTraitNames(sd) -#' @export -setGeneric("getTraitNames", function(x) standardGeneric("getTraitNames")) - #' @title Get the annotation column names from an SldscData #' @param x An \code{\link{SldscData}} object. #' @return A character vector of annotation column names. diff --git a/R/GenotypeHandle.R b/R/GenotypeHandle.R index 59ef8689..8a5bc7c4 100644 --- a/R/GenotypeHandle.R +++ b/R/GenotypeHandle.R @@ -310,7 +310,7 @@ GenotypeHandle <- function( msg <- glue( "GenotypeHandle: the LD-meta row for region {regionStr} points ", "at a pre-computed correlation matrix ({ldPath}). Use ", - "loadLdMatrix() / loadLdSketch() for .cor.xz inputs; ", + "loadLdMatrix() for .cor.xz inputs; ", "GenotypeHandle accepts only genotype payloads (VCF/GDS/PLINK)." ) abort(msg) diff --git a/R/LdEigen.R b/R/LdEigen.R index e7598adf..5b696c68 100644 --- a/R/LdEigen.R +++ b/R/LdEigen.R @@ -110,6 +110,103 @@ LdEigen <- function( obj } +#' @title Build an LdEigen from loaded LD +#' @description Eigendecompose already-loaded LD, block by block, into the +#' \code{LdEigen} that \code{\link{estimateH2}} consumes for +#' \code{method = "lder"} and \code{method = "hdl"}. This is the supported +#' route from an LD reference to an h2 input: \code{\link{LdEigen}} itself +#' is the low-level constructor and expects the decompositions to have been +#' computed already. +#' +#' No file I/O happens here. Read the LD first with +#' \code{\link{loadLdMatrix}} -- passing a vector of regions returns one +#' \code{LdData} per block -- then pass the result in. +#' @param ldBlockData An \code{\link{LdData}}, or a list of them, covering +#' the reference variants. An \code{LdData} whose correlation is a list of +#' per-block matrices contributes one LD block per matrix; one whose +#' correlation is a single matrix contributes one block. Blocks are kept in +#' the order given, and that order defines the variant order of the result. +#' +#' Block structure matters downstream: \code{\link{estimateH2}} takes its +#' standard error from a delete-one-block jackknife, so it requires at +#' least two blocks and wants many more. Loading a whole region as one +#' dense matrix yields a single block. +#' @param nRef Integer, the LD reference panel sample size. Defaults to the +#' size recorded by the supplied \code{LdData}; required when they record +#' none, and an error when they disagree. +#' @param inSample Logical, whether the reference is the GWAS cohort itself. +#' Selects LDER's weighting and HDL's finite-reference correction. +#' @param genome Character, genome build. Defaults to the build recorded by +#' the supplied \code{LdData}, which \code{\link{loadLdMatrix}} leaves +#' unset. +#' @param eigenvalueTruncation Numeric in (0, 1]; the proportion of each +#' block's eigenvalue mass to retain. \code{1} (the default) keeps every +#' component; HDL conventionally uses \code{0.9}. +#' @return An \code{LdEigen} over every variant in \code{ldBlockData}. +#' @seealso \code{\link{buildLdScore}} for the g-LDSC input, +#' \code{\link{estimateH2}}, \code{\link{loadLdMatrix}} +#' @examples +#' meta <- system.file("extdata", "ld_reference", "ld_meta_file.tsv", +#' package = "pecotmr") +#' ld <- loadLdMatrix(meta, region = "chr22:10000000-19000000") +#' ldEigen <- buildLdEigen(ld, genome = "hg38") +#' ldEigen +#' length(getEigenList(ldEigen)) +#' @export +buildLdEigen <- function( + ldBlockData, + nRef = NULL, + inSample = FALSE, + genome = NA_character_, + eigenvalueTruncation = 1 +) { + prep <- .ldRefPrepare(ldBlockData, nRef, genome) + eigenList <- map2( + prep$blocks, + prep$snpIdx, + .ldEigenOneBlock, + truncation = eigenvalueTruncation + ) + LdEigen( + snpInfo = prep$snpInfo, + eigenList = eigenList, + ldBlocks = prep$ldBlocks, + nRef = prep$nRef, + inSample = inSample, + genome = prep$genome, + eigenvalueTruncation = eigenvalueTruncation + ) +} + +# One block's decomposition, truncated to the leading components carrying +# `truncation` of its eigenvalue mass. +# @noRd +.ldEigenOneBlock <- function(block, snpIdx, truncation) { + e <- eigen(block$R, symmetric = TRUE) + keep <- .ldEigenKeep(e$values, truncation) + list( + values = e$values[keep], + vectors = e$vectors[, keep, drop = FALSE], + snpIdx = as.integer(snpIdx) + ) +} + +# Rounding can leave a near-singular block with slightly negative trailing +# eigenvalues, so the cumulative mass is taken over the clamped values -- +# otherwise the running total can dip and pick the wrong cut point. +# @noRd +.ldEigenKeep <- function(values, truncation) { + if (truncation >= 1) { + return(seq_along(values)) + } + positive <- pmax(values, 0) + total <- sum(positive) + if (total <= 0) { + return(seq_along(values)) + } + seq_len(which(cumsum(positive) / total >= truncation)[[1L]]) +} + #' @describeIn LdEigen-class Refused. Subsetting would narrow the variants #' while \code{eigenList} -- a slot, because it is per block rather than #' per variant -- stayed as it was, leaving decompositions that describe diff --git a/R/LdScore.R b/R/LdScore.R index 8f9b7afe..273a3622 100644 --- a/R/LdScore.R +++ b/R/LdScore.R @@ -106,6 +106,113 @@ LdScore <- function( obj } +#' @title Build an LdScore from loaded LD +#' @description Compute per-variant LD scores from already-loaded LD, block by +#' block, into the \code{LdScore} that \code{\link{estimateH2}} consumes +#' for \code{method = "gldsc"}. This is the supported route from an LD +#' reference to an h2 input: \code{\link{LdScore}} itself is the low-level +#' constructor and expects the scores to have been computed already. +#' +#' The score is \eqn{\ell_j = \sum_k r^2_{jk}} within each block, the same +#' quantity \code{\link{computeLdScores}} reconstructs from an +#' \code{\link{LdEigen}}, so the two agree on a shared reference. +#' +#' No file I/O happens here. Read the LD first with +#' \code{\link{loadLdMatrix}} -- passing a vector of regions returns one +#' \code{LdData} per block -- then pass the result in. +#' @param ldBlockData An \code{\link{LdData}}, or a list of them, covering +#' the reference variants. An \code{LdData} whose correlation is a list of +#' per-block matrices contributes one LD block per matrix; one whose +#' correlation is a single matrix contributes one block. Blocks are kept in +#' the order given, and that order defines the variant order of the result. +#' +#' Block structure matters downstream: \code{\link{estimateH2}} takes its +#' standard error from a delete-one-block jackknife, so it requires at +#' least two blocks and wants many more. Loading a whole region as one +#' dense matrix yields a single block. +#' @param nRef Integer, the LD reference panel sample size. Defaults to the +#' size recorded by the supplied \code{LdData}; required when they record +#' none, and an error when they disagree. +#' @param inSample Logical, whether the reference is the GWAS cohort itself. +#' @param genome Character, genome build. Defaults to the build recorded by +#' the supplied \code{LdData}, which \code{\link{loadLdMatrix}} leaves +#' unset. +#' @param ldScoreWeights Optional numeric regression weights, one per variant. +#' Defaults to the conventional \eqn{1/\max(\ell_j, 1)}. +#' @param keepLdMatrices Logical. Keep each block's LD matrix on the result. +#' \code{TRUE} (the default) is required for \code{method = "gldsc"}, +#' which forms its FGLS residual covariance from them and errors without +#' them. \code{FALSE} drops them, leaving a scores-only object. +#' @return An \code{LdScore} over every variant in \code{ldBlockData}. +#' @seealso \code{\link{buildLdEigen}} for the LDER / HDL input, +#' \code{\link{estimateH2}}, \code{\link{computeLdScores}} +#' @examples +#' meta <- system.file("extdata", "ld_reference", "ld_meta_file.tsv", +#' package = "pecotmr") +#' ld <- loadLdMatrix(meta, region = "chr22:10000000-19000000") +#' ldScore <- buildLdScore(ld, genome = "hg38") +#' ldScore +#' head(getLdScores(ldScore)) +#' @export +buildLdScore <- function( + ldBlockData, + nRef = NULL, + inSample = FALSE, + genome = NA_character_, + ldScoreWeights = NULL, + keepLdMatrices = TRUE +) { + prep <- .ldRefPrepare(ldBlockData, nRef, genome) + l2 <- .ldScoreVector(prep$blocks, prep$snpIdx, nrow(prep$snpInfo)) + ldMatrixList <- if (isTRUE(keepLdMatrices)) { + map2(prep$blocks, prep$snpIdx, .ldScoreKeepMatrix) + } else { + list() + } + LdScore( + snpInfo = prep$snpInfo, + ldScores = matrix(l2, ncol = 1, dimnames = list(NULL, "base_l2")), + ldScoreWeights = .ldScoreResolveWeights(ldScoreWeights, l2), + ldBlocks = prep$ldBlocks, + nRef = prep$nRef, + inSample = inSample, + genome = prep$genome, + ldMatrixList = ldMatrixList + ) +} + +# Per-variant sum of r^2 within the variant's own block, scattered back into +# reference order. +# @noRd +.ldScoreVector <- function(blocks, snpIdx, nVariants) { + l2 <- numeric(nVariants) + for (b in seq_along(blocks)) { + l2[snpIdx[[b]]] <- rowSums(blocks[[b]]$R^2) + } + l2 +} + +# @noRd +.ldScoreKeepMatrix <- function(block, snpIdx) { + list(R = block$R, snpIdx = as.integer(snpIdx)) +} + +# The conventional LDSC heteroskedasticity weight, with the score floored at +# 1 so a variant in near-perfect linkage equilibrium cannot dominate. +# @noRd +.ldScoreResolveWeights <- function(ldScoreWeights, l2) { + if (is.null(ldScoreWeights)) { + return(1 / pmax(l2, 1)) + } + if (length(ldScoreWeights) != length(l2)) { + abort(glue( + "`ldScoreWeights` has {length(ldScoreWeights)} value(s) for ", + "{length(l2)} variant(s)." + )) + } + as.numeric(ldScoreWeights) +} + #' @rdname show-methods #' @export setMethod("show", "LdScore", function(object) { diff --git a/R/LdStatistic.R b/R/LdStatistic.R index e2d92a2c..19fdefcb 100644 --- a/R/LdStatistic.R +++ b/R/LdStatistic.R @@ -80,6 +80,278 @@ setClass( gr } +# ============================================================================= +# Building an LD statistic from already-loaded LD +# ----------------------------------------------------------------------------- +# buildLdEigen() and buildLdScore() both start from LD that has already been +# read -- one or more LdData, as loadLdMatrix() returns them -- +# and differ only in what they compute per block. Everything before that +# (splitting into blocks, assembling the variant table, resolving nRef and the +# genome build) is shared, so it lives here next to .ldStatRanges(). +# ============================================================================= + +# Shared front half of buildLdEigen()/buildLdScore(): validate the input, +# split it into blocks, and resolve what the LdStatistic base needs. +# @noRd +.ldRefPrepare <- function(ldBlockData, nRef, genome) { + dataList <- .ldRefAsDataList(ldBlockData) + blocks <- list_flatten(map(dataList, .ldRefBlocksOf)) + if (length(blocks) == 0L) { + abort("`ldBlockData` yielded no LD blocks.") + } + resolvedGenome <- .ldRefResolveGenome(dataList, genome) + list( + blocks = blocks, + snpInfo = .ldRefSnpInfo(blocks), + snpIdx = .ldRefSnpIdx(blocks), + ldBlocks = .ldRefBlockRanges(blocks, resolvedGenome), + nRef = .ldRefResolveNRef(dataList, nRef), + genome = resolvedGenome + ) +} + +# Accept a single LdData as well as a list of them. +# @noRd +.ldRefAsDataList <- function(ldBlockData) { + if (is(ldBlockData, "LdData")) { + return(list(ldBlockData)) + } + if (!is.list(ldBlockData) || length(ldBlockData) == 0L) { + abort(glue( + "`ldBlockData` must be an LdData or a non-empty list of them ", + "(got {class(ldBlockData)[[1L]]})." + )) + } + bad <- which(!map_lgl(ldBlockData, is, class2 = "LdData")) + if (length(bad) > 0L) { + abort(glue( + "`ldBlockData` element(s) {str_flatten(bad, ', ')} are not ", + "LdData objects." + )) + } + ldBlockData +} + +# The per-block LD matrices of one LdData, each paired with the variants it +# describes. An LdData holds either a single matrix (one block) or a list of +# them (block-diagonal LD across a multi-block region). +# @noRd +.ldRefBlocksOf <- function(x) { + R <- getCorrelation(x) + gr <- getVariantInfo(x) + if (!is.list(R)) { + return(list(.ldRefOneBlock(R, gr))) + } + idx <- .ldRefBlockIndices(x, R, length(gr)) + map2(R, idx, .ldRefBlockFromIdx, gr = gr) +} + +# @noRd +.ldRefBlockFromIdx <- function(R, idx, gr) { + .ldRefOneBlock(R, gr[idx]) +} + +# @noRd +.ldRefOneBlock <- function(R, gr) { + R <- as.matrix(R) + if (nrow(R) != length(gr)) { + abort(glue( + "an LD block's correlation matrix is {nrow(R)}x{ncol(R)} but ", + "covers {length(gr)} variant(s)." + )) + } + list(R = R, gr = gr) +} + +# Which variants each block matrix covers. blockMetadata's startIdx/endIdx is +# authoritative when it lines up with the matrices; otherwise the blocks are +# taken in order, each covering as many variants as its matrix has rows. +# @noRd +.ldRefBlockIndices <- function(x, R, nVariants) { + sizes <- map_int(R, nrow) + if (sum(sizes) != nVariants) { + abort(glue( + "the LD block matrices cover {sum(sizes)} variant(s) but the ", + "LdData carries {nVariants}." + )) + } + md <- getBlockMetadata(x) + hasIdx <- is.data.frame(md) && + all(is_in(c("startIdx", "endIdx"), names(md))) && + nrow(md) == length(R) + if (hasIdx) { + return(map2(as.integer(md$startIdx), as.integer(md$endIdx), seq.int)) + } + ends <- cumsum(sizes) + map2(as.integer(ends - sizes + 1L), as.integer(ends), seq.int) +} + +# Global (concatenated) variant positions of each block. +# @noRd +.ldRefSnpIdx <- function(blocks) { + sizes <- map_int(blocks, .ldRefBlockSize) + ends <- cumsum(sizes) + map2(as.integer(ends - sizes + 1L), as.integer(ends), seq.int) +} + +# @noRd +.ldRefBlockSize <- function(block) length(block$gr) + +# The variant table .ldStatRanges() expects, stacked over the blocks in +# order. An LdData names its variants `variant_id`, and reports frequency as +# allele_freq rather than MAF. +# @noRd +.ldRefSnpInfo <- function(blocks) { + bind_rows(map(blocks, .ldRefSnpInfoOne)) +} + +# @noRd +.ldRefSnpInfoOne <- function(block) { + gr <- block$gr + md <- S4Vectors::mcols(gr, use.names = FALSE) + info <- tibble( + SNP = .ldRefVariantIds(gr, md), + CHR = as.character(seqnames(gr)), + BP = as.integer(start(gr)), + A1 = .ldRefAllele(md, "A1"), + A2 = .ldRefAllele(md, "A2") + ) + maf <- .ldRefMaf(md) + if (is.null(maf)) info else mutate(info, MAF = maf) +} + +# @noRd +.ldRefVariantIds <- function(gr, md) { + if (is_in("variant_id", colnames(md))) { + return(as.character(md$variant_id)) + } + if (is_in("SNP", colnames(md))) { + return(as.character(md$SNP)) + } + if (!is.null(names(gr))) { + return(as.character(names(gr))) + } + str_c(as.character(seqnames(gr)), ":", start(gr)) +} + +# @noRd +.ldRefAllele <- function(md, which) { + if (!is_in(which, colnames(md))) { + abort(glue( + "the LD reference's variants carry no `{which}` column; an ", + "LdStatistic needs both alleles." + )) + } + as.character(md[[which]]) +} + +# @noRd +.ldRefMaf <- function(md) { + if (is_in("MAF", colnames(md))) { + return(as.numeric(md$MAF)) + } + if (is_in("allele_freq", colnames(md))) { + af <- as.numeric(md$allele_freq) + return(pmin(af, 1 - af)) + } + NULL +} + +# One range per block, spanning the variants it covers. These are the blocks +# the jackknife leaves out one at a time, so they must line up with +# eigenList / ldMatrixList element for element. +# @noRd +.ldRefBlockRanges <- function(blocks, genome) { + gr <- GRanges( + seqnames = map_chr(blocks, .ldRefBlockChrom), + ranges = IRanges::IRanges( + start = map_int(blocks, .ldRefBlockStart), + end = map_int(blocks, .ldRefBlockEnd) + ) + ) + if (.ldRefNamedGenome(genome)) { + GenomeInfoDb::genome(gr) <- genome + } + gr +} + +# An LD block is within-chromosome by construction, and .ldRefBlockRanges() +# collapses each to a single range, so a block spanning chromosomes would +# silently get a range covering everything between them. +# @noRd +.ldRefBlockChrom <- function(block) { + chrom <- unique(withChrPrefix(as.character(seqnames(block$gr)))) + if (length(chrom) != 1L) { + abort(glue( + "an LD block spans {length(chrom)} chromosomes ", + "({str_flatten(chrom, ', ')}); each block must lie on one." + )) + } + chrom +} + +# @noRd +.ldRefBlockStart <- function(block) as.integer(min(start(block$gr))) + +# @noRd +.ldRefBlockEnd <- function(block) as.integer(max(start(block$gr))) + +# @noRd +.ldRefNamedGenome <- function(genome) { + !is.null(genome) && + length(genome) == 1L && + !is.na(genome) && + nzchar(genome) +} + +# nRef comes from the LdData unless the caller names one. Differing panel +# sizes are an error rather than a silent pick: nRef drives HDL's +# finite-reference correction, so the wrong one shifts h2. +# @noRd +.ldRefResolveNRef <- function(dataList, nRef) { + if (!is.null(nRef)) { + return(as.integer(nRef)) + } + found <- unique(map_int(dataList, .ldRefNRefOf)) + found <- found[!is.na(found)] + if (length(found) == 0L) { + abort(glue( + "`nRef` is required: none of the supplied LdData records a ", + "reference panel sample size." + )) + } + if (length(found) > 1L) { + abort(glue( + "the supplied LdData record differing reference panel sizes ", + "({str_flatten(found, ', ')}); pass `nRef` to choose one." + )) + } + found[[1L]] +} + +# @noRd +.ldRefNRefOf <- function(x) { + n <- getNRef(x) + if (length(n) == 0L) NA_integer_ else as.integer(n[[1L]]) +} + +# @noRd +.ldRefResolveGenome <- function(dataList, genome) { + if (.ldRefNamedGenome(genome)) { + return(genome) + } + found <- unique(map_chr(dataList, .ldRefGenomeOf)) + found <- found[!is.na(found)] + if (length(found) == 1L) found[[1L]] else NA_character_ +} + +# @noRd +.ldRefGenomeOf <- function(x) { + g <- unique(GenomeInfoDb::genome(as(x, "GRanges"))) + g <- g[!is.na(g)] + if (length(g) == 1L) g[[1L]] else NA_character_ +} + #' @rdname getNRef #' @export setMethod("getNRef", "LdStatistic", function(x) x@nRef) diff --git a/R/SldscData.R b/R/SldscData.R index faf4d93a..65a87abf 100644 --- a/R/SldscData.R +++ b/R/SldscData.R @@ -174,9 +174,9 @@ setMethod("getFrqData", "SldscData", function(x) x@frq) #' @export setMethod("getTraitRuns", "SldscData", function(x) x@traits) -#' @rdname getTraitNames +#' @rdname getTraits #' @export -setMethod("getTraitNames", "SldscData", function(x) names(x@traits)) +setMethod("getTraits", "SldscData", function(x) names(x@traits)) #' @rdname getAnnotCols #' @export diff --git a/R/causalInferencePipeline.R b/R/causalInferencePipeline.R index 1973e60a..5cbb02af 100644 --- a/R/causalInferencePipeline.R +++ b/R/causalInferencePipeline.R @@ -349,7 +349,11 @@ causalInferencePipeline <- function( # @noRd .cipScoreGwasPair <- function(gi, tuple, weightsInfo, fmrEntry, p) { gStudy <- as.character(p$gwasSumStats$study)[[gi]] - gdf <- getSumstatDf(p$gwasSumStats, study = gStudy, require = c("SNP", "Z")) + gdf <- getSumStatsDf( + p$gwasSumStats, + study = gStudy, + require = c("SNP", "Z") + ) twasOut <- .cipComputeTwasZ( weights = weightsInfo$weights, variantIds = weightsInfo$variantIds, @@ -706,7 +710,7 @@ causalInferencePipeline <- function( } # Compute the per-tuple TWAS Z from a single GwasSumStats tuple's -# unpacked data.frame (produced by getSumstatDf upstream). Returns +# unpacked data.frame (produced by getSumStatsDf upstream). Returns # NULL when the overlap is too small. .cipComputeTwasZ <- function( weights, diff --git a/R/colocboostPipeline.R b/R/colocboostPipeline.R index 733f8fc0..4e88db00 100644 --- a/R/colocboostPipeline.R +++ b/R/colocboostPipeline.R @@ -665,7 +665,7 @@ setGeneric("colocboostPipeline", function(qtlData, gwasSumStats = NULL, ...) { tr <- as.character(ss$trait)[[i]] label <- str_c(st, ctx, tr, sep = ":") pair <- .cbSumstatPair( - df = getSumstatDf( + df = getSumStatsDf( ss, study = st, context = ctx, @@ -696,7 +696,7 @@ setGeneric("colocboostPipeline", function(qtlData, gwasSumStats = NULL, ...) { for (i in seq_len(nrow(gws))) { st <- as.character(gws$study)[[i]] pair <- .cbSumstatPair( - df = getSumstatDf(gws, study = st, require = "Z"), + df = getSumStatsDf(gws, study = st, require = "Z"), ldSketch = ldSketch, varY = if (is_in("varY", .tupleColumnNames(gws))) { gws$varY[[i]] diff --git a/R/ctwasPipeline.R b/R/ctwasPipeline.R index ae1314a3..a0bc9fc6 100644 --- a/R/ctwasPipeline.R +++ b/R/ctwasPipeline.R @@ -507,7 +507,7 @@ assembleCtwasInputs <- function( } ldPanel <- ldPanelsByRegion[[ldKey]] ldFileByRegion[[rid]] <- ldKey - zSnpPieces[[rid]] <- .ctwasBuildZSnp(gss) + zSnpPieces[[rid]] <- .ctwasBuildZSnp(gss, ldPanel$snpInfo$id) regionInfoPieces[[rid]] <- .ctwasBuildSingleRegionInfo(rid, gss) snpMap[[rid]] <- .ctwasSnpInfoForGwasBlock(gss, ldPanel$snpInfo) } @@ -657,6 +657,7 @@ estCtwasParam <- function( } groupPriorVarStructure <- arg_match(groupPriorVarStructure) ncore <- as.integer(ncore) + inputs <- .ctwasResolveLdPaths(inputs) extra <- list(...) zGene <- .ctwasEnsureZGene(inputs, ncore) regionData <- .ctwasAssembleRegionData(inputs, zGene, thin, ncore, extra) @@ -844,6 +845,7 @@ screenCtwasRegions <- function(estResult, L = 5L, ncore = 1L, ...) { abort("Package 'ctwas' is required for screenCtwasRegions.") # nocov end } + estResult <- .ctwasResolveLdPaths(estResult) # ctwas::screen_regions requires thin = 1 region_data; expand the # thinned set first when assemble_region_data was called with thin < 1 # (matches ctwas_sumstats's own expand-before-screen step). @@ -925,6 +927,7 @@ finemapCtwasRegions <- function(screenResult, L = 5L, ncore = 1L, ...) { abort("Package 'ctwas' is required for finemapCtwasRegions.") # nocov end } + screenResult <- .ctwasResolveLdPaths(screenResult) rd <- screenResult$screened_region_data fmRes <- if (length(rd) == 0L) { list(finemap_res = NULL, susie_alpha_res = NULL) @@ -1025,6 +1028,7 @@ mergeCtwasBoundaryRegions <- function( abort("Package 'ctwas' is required for mergeCtwasBoundaryRegions.") } # nocov end + finemapResult <- .ctwasResolveLdPaths(finemapResult) fmRes <- finemapResult$finemap_res if (is.null(fmRes) || nrow(fmRes) == 0L) { msg <- glue( @@ -2099,7 +2103,52 @@ asCtwasResult <- function(finemapResult, keepSnps = FALSE) { # helper (R/sumstatsQc.R), then projects to ctwas's column shape and # bolts on the `study` column ctwas uses to disambiguate stacked rows. # @noRd -.ctwasBuildZSnp <- function(gwasSumStats) { +# Match variant ids against the LD panel's ids the way every other LD consumer +# in the package does -- by (chrom, pos, allele) with ref/alt swaps tolerated -- +# rather than by exact string identity. +# +# ctwas already harmonizes TWAS weights this way (see +# `.ctwasHarmonizeWeights()` below). The GWAS side used plain string joins, so +# one variant could be kept for the weights and dropped for the z-scores. +# `removeStrandAmbiguous = FALSE` matches `.ldFromSketchMatch()`, the shared +# entry point: the panel defines the frame, so an A/T variant is not discarded +# merely for being palindromic. +# @noRd +.ctwasMatchToPanel <- function(ids, panelIds) { + matchVariants(ids, panelIds, removeStrandAmbiguous = FALSE) +} + +# Put the GWAS z-scores in the LD panel's allele frame. +# +# The z-scores arrive in the GWAS's own frame, while `R`, `variance` and the +# harmonized weights are all in the panel's. Where the two spell a variant with +# its alleles swapped, an exact-string join drops it silently -- it is present +# on both sides, so nothing reports a missing variant and the gene just loses an +# instrument. Matching allele-aware keeps it, and negating its z (with A1/A2 +# swapped to match) is what makes the retained z agree in sign with the LD it +# gets modelled against. Variants with no panel match are left alone; ctwas +# drops them itself when it intersects with `snp_map`. +# @noRd +.ctwasHarmonizeZToPanel <- function(zSnp, panelIds) { + if (nrow(zSnp) == 0L || length(panelIds) == 0L) { + return(zSnp) + } + m <- .ctwasMatchToPanel(zSnp$id, as.character(panelIds)) + if (length(m$idxA) == 0L) { + return(zSnp) + } + zSnp$id[m$idxA] <- as.character(panelIds)[m$idxB] + flip <- m$idxA[m$sign < 0] + if (length(flip) > 0L) { + zSnp$z[flip] <- -zSnp$z[flip] + swapped <- zSnp$A1[flip] + zSnp$A1[flip] <- zSnp$A2[flip] + zSnp$A2[flip] <- swapped + } + zSnp +} + +.ctwasBuildZSnp <- function(gwasSumStats, panelIds) { pieces <- list() for (i in seq_len(nrow(gwasSumStats))) { df <- .entryToSumstatDf(gwasSumStats[[i]], keepChrPrefix = FALSE) @@ -2113,7 +2162,7 @@ asCtwasResult <- function(finemapResult, keepSnps = FALSE) { study = as.character(gwasSumStats$study)[[i]] ) } - bind_rows(pieces) + .ctwasHarmonizeZToPanel(bind_rows(pieces), panelIds) } # Derive the single-row region_info from the LD sketch's snpInfo @@ -2202,6 +2251,13 @@ asCtwasResult <- function(finemapResult, keepSnps = FALSE) { # weights to the correlation scale that ctwas expects. # @noRd .ctwasComputeFullPanelLd <- function(gwasLd) { + # Share the validator with `.ldFromSketch()`, the entry point every other + # pipeline uses. This function cannot use `.ldFromSketch()` itself -- it + # needs the whole panel rather than a matched subset, and returns the + # per-variant variance alongside R -- but skipping the guard meant a NULL + # or non-panel sketch surfaced as "unable to find an inherited method for + # 'getSnpInfo'" instead of saying the LD reference was missing. + .ldFromSketchValidate(gwasLd, "ctwasPipeline") snpInfoCtwas <- .ctwasSnpInfoForBlock(gwasLd) geno <- .ldSketchDosage( gwasLd, @@ -2380,7 +2436,10 @@ asCtwasResult <- function(finemapResult, keepSnps = FALSE) { # this block's own set: it bounds the weight vector actually FITTED, because # ctwas fine-maps one region at a time. if (!is.null(gwasSnpIds)) { - panelSnps <- intersect(panelSnps, as.character(gwasSnpIds)) + # Allele-aware, not `intersect()`: a swapped spelling is the same + # variant, and dropping it here silently shortens the gene's cis span. + m <- .ctwasMatchToPanel(panelSnps, as.character(gwasSnpIds)) + panelSnps <- panelSnps[sort(m$idxA)] } ctx <- list( ldPanel = ldPanel, @@ -2721,6 +2780,9 @@ asCtwasResult <- function(finemapResult, keepSnps = FALSE) { } } # Steps 2-3: PIP / CS rescue (only when fineMappingResult was passed). + # Relabel first: the auxiliaries are keyed in the fine-mapping result's + # frame, the vids in the panel's, and every join from here on is exact. + finemapAux <- .ctwasRelabelFinemapAux(finemapAux, vids) mustKeep <- .ctwasMustKeep(vids, finemapAux, csMinCor, minPipCutoff) # Step 4: cap, keeping must-keep variants first. if (length(vids) > maxNumVariants && is.finite(maxNumVariants)) { @@ -2737,6 +2799,53 @@ asCtwasResult <- function(finemapResult, keepSnps = FALSE) { list(vids = vids, w = w) } +# Move a set of variant ids into the frame `vids` uses, leaving ids with no +# match alone. +# @noRd +.ctwasRelabelIds <- function(ids, vids) { + if (length(ids) == 0L) { + return(ids) + } + m <- .ctwasMatchToPanel(ids, vids) + if (length(m$idxA) > 0L) { + ids[m$idxA] <- vids[m$idxB] + } + ids +} + +# Relabel a gene's fine-mapping auxiliaries into the weight/panel frame. +# +# `pip` and `csMembers` are keyed by the fine-mapping result's own spelling of +# a variant, while `vids` arrive harmonized to the LD panel. Where the two +# spell one variant with its alleles swapped, the exact-string joins below -- +# `intersect(csMembers, vids)` and `pip[vids]` -- miss it: the credible-set +# member silently loses its must-keep protection, and its PIP silently reads +# NA so the cap falls back to |w|. The net effect is dropping the variant the +# fine-mapping was most confident about, with nothing reported. +# +# Only the LABEL moves here. A PIP and a credible-set membership do not depend +# on which allele is counted, so unlike the z-scores there is no sign to apply. +# @noRd +.ctwasRelabelFinemapAux <- function(finemapAux, vids) { + if (is.null(finemapAux)) { + return(NULL) + } + if (!is.null(finemapAux$pip)) { + names(finemapAux$pip) <- .ctwasRelabelIds( + names(finemapAux$pip), + vids + ) + } + if (length(finemapAux$csMembers) > 0L) { + finemapAux$csMembers <- map( + finemapAux$csMembers, + .ctwasRelabelIds, + vids = vids + ) + } + finemapAux +} + # Variants that must survive the cap: members of any high-purity (>= csMinCor) # credible set, plus any with PIP > minPipCutoff. Empty when no finemapAux. # @noRd @@ -2808,6 +2917,75 @@ asCtwasResult <- function(finemapResult, keepSnps = FALSE) { ) } +# A cTWAS payload's `LD_file` token does double duty: ctwas asserts the file +# exists, and pecotmr dispatches on the same string into the cached per-region +# LD panels. Both make the token machine-specific, so a payload that was +# serialised (the bundled ctwas*Example objects) carries a path from whatever +# machine built it. Re-point it at this installation on the way in, using the +# same "pecotmr://extdata/" convention the genotype handles use. +# +# The panels themselves travel with the closures and are never re-read, so +# this only has to keep the token and the cache keys agreeing with each other. +# @noRd +.ctwasResolveLdPaths <- function(payload) { + ldMap <- payload$LD_map + # Anything that is not a table with an LD_file column is passed through: + # callers hand the granular steps hand-built payloads whose LD_map may be + # a stub, and there is nothing to re-point in one. + if (!is.list(ldMap) || is.null(ldMap[["LD_file"]])) { + return(payload) + } + stored <- as.character(ldMap[["LD_file"]]) + resolved <- map_chr(stored, .resolveCtwasLdToken) + if (identical(resolved, stored)) { + return(payload) + } + keyMap <- set_names(resolved, stored) + payload$LD_map$LD_file <- unname(resolved) + payload$LD_map$SNP_file <- unname(resolved) + .ctwasRekeyLdLoaders(payload, keyMap) +} + +# Only "pecotmr://" tokens move; an ordinary path is the caller's own and is +# left alone (an unresolvable bundled reference is an error worth hearing). +# @noRd +.resolveCtwasLdToken <- function(token) { + if (!str_detect(token, "^pecotmr://")) { + return(token) + } + .resolveGenotypeResourcePath(token) +} + +# Rebuild the loader closures over a cache re-keyed to the resolved tokens, +# so `LD_loader_fun(LD_file)` still finds its panel after the rename. +# @noRd +.ctwasRekeyLdLoaders <- function(payload, keyMap) { + panels <- .ctwasCachedPanels(payload) + if (is.null(panels)) { + return(payload) + } + hit <- is_in(names(panels), names(keyMap)) + names(panels)[hit] <- unname(keyMap[names(panels)[hit]]) + payload$LD_loader_fun <- .ctwasMultiBlockLdLoader(panels) + payload$snpinfo_loader_fun <- .ctwasMultiBlockSnpInfoLoader(panels) + payload +} + +# The panel cache the loader closures were built over, or NULL when the +# payload carries loaders this package did not create. +# @noRd +.ctwasCachedPanels <- function(payload) { + loader <- payload$LD_loader_fun + if (!is.function(loader)) { + return(NULL) + } + env <- environment(loader) + if (is.null(env) || !exists("ldPanelsByRegion", envir = env)) { + return(NULL) + } + get("ldPanelsByRegion", envir = env) +} + # Multi-block LD loader for ctwas. ctwas invokes # `LD_loader_fun(LD_file)` per region during region_data assembly and # fine-mapping; we dispatch by `LD_file` (the same string set on @@ -2891,8 +3069,10 @@ asCtwasResult <- function(finemapResult, keepSnps = FALSE) { if (length(blockIds) == 0L) { return(panelSnpInfo[FALSE, , drop = FALSE]) } - keep <- is_in(panelSnpInfo$id, blockIds) - panelSnpInfo[keep, , drop = FALSE] + # Allele-aware, not `is_in()`: see `.ctwasMatchToPanel()`. Rows stay in + # panel order, which the ctwas engine indexes positionally. + m <- .ctwasMatchToPanel(panelSnpInfo$id, blockIds) + panelSnpInfo[sort(m$idxA), , drop = FALSE] } # ---- map/apply helpers (lambda-free callbacks) --------------------------- diff --git a/R/exampleData.R b/R/exampleData.R index 07d6785e..19ef9b03 100644 --- a/R/exampleData.R +++ b/R/exampleData.R @@ -669,16 +669,23 @@ NULL #' #' @docType data #' -#' @description A small synthetic \code{LdEigen} reference (per-block LD -#' eigen-decompositions over 20 SNPs in 2 blocks) for the heritability -#' estimators (\code{\link{estimateH2}} with \code{method = "lder"} or -#' \code{"hdl"}, and \code{\link{computeLdScores}}). All identifiers are -#' synthetic. +#' @description An \code{LdEigen} reference for the eigendecomposition-based +#' heritability estimators (\code{\link{estimateH2}} with +#' \code{method = "lder"} or \code{"hdl"}, and +#' \code{\link{computeLdScores}}). Built by \code{\link{buildLdEigen}} from +#' the first 14 chr22 LD blocks of the de-identified \code{protocol_example} +#' reference panel, so the LD is real rather than simulated. Describes the +#' same variants as \code{\link{ldScoreExample}}, so the four estimators can +#' be compared on one reference. +#' +#' The panel behind it has \code{nRef = 1000}. That is small enough that +#' \code{method = "hdl"}, which models reference-panel noise explicitly, +#' shrinks its estimate hard -- correct behaviour for a panel this size +#' rather than a fault. #' #' @format An \code{LdEigen} object (extends \code{LdStatistic}) with an #' \code{eigenList} of per-block \code{values} / \code{vectors} / -#' \code{snpIdx} -#' over 20 SNPs in 2 LD blocks. +#' \code{snpIdx} over 1300 variants in 14 LD blocks. #' #' @keywords data #' @@ -695,15 +702,21 @@ NULL #' #' @docType data #' -#' @description A small synthetic \code{LdScore} reference (per-SNP LD scores, -#' weights, and per-block LD matrices over 20 SNPs in 2 blocks) for the -#' heritability estimators (\code{\link{estimateH2}} with -#' \code{method = "gldsc"}). All identifiers are synthetic. +#' @description An \code{LdScore} reference (per-variant LD scores, weights, +#' and per-block LD matrices) for the LD-score-based heritability estimators +#' (\code{\link{estimateH2}} with \code{method = "sldsc"} or +#' \code{"gldsc"}). Built by \code{\link{buildLdScore}} from the first 14 +#' chr22 LD blocks of the de-identified \code{protocol_example} reference +#' panel, so the LD is real rather than simulated. Describes the same variants +#' as \code{\link{ldEigenExample}}. +#' +#' The per-block LD matrices are retained because \code{"gldsc"} and +#' stratified \code{"sldsc"} both need them; unstratified \code{"sldsc"} +#' reads only the scores. #' #' @format An \code{LdScore} object (extends \code{LdStatistic}) carrying -#' \code{ldScores}, \code{ldScoreWeights}, and \code{ldMatrixList} over 20 -#' SNPs -#' in 2 LD blocks. +#' \code{ldScores}, \code{ldScoreWeights}, and \code{ldMatrixList} over +#' 1300 variants in 14 LD blocks. #' #' @keywords data #' diff --git a/R/fineMappingWrappers.R b/R/fineMappingWrappers.R index fde45fa3..28bb180c 100644 --- a/R/fineMappingWrappers.R +++ b/R/fineMappingWrappers.R @@ -1398,7 +1398,7 @@ buildTopLoci <- function( } # The per-variant N column. Numeric, so a fractional *effective* N (e.g. -# 4 / (1 / nCase + 1 / nControl)) matches getSumstatDf(entry)$N exactly rather +# 4 / (1 / nCase + 1 / nControl)) matches getSumStatsDf(entry)$N exactly rather # than being truncated. With no per-variant n this falls back to the fit's # scalar N (integer nrow on the QTL path, NA otherwise); a scalar n recycles. # @noRd diff --git a/R/gwasSumStats.R b/R/gwasSumStats.R index 876f039b..eb742045 100644 --- a/R/gwasSumStats.R +++ b/R/gwasSumStats.R @@ -398,10 +398,10 @@ setMethod( # getZ / getN / getMaf / nSnps are provided once by SumStatsBase (AllClasses.R). -#' @rdname getSumstatDf +#' @rdname getSumStatsDf #' @export setMethod( - "getSumstatDf", + "getSumStatsDf", "GwasSumStats", function( x, diff --git a/R/h2EstimationWrappers.R b/R/h2EstimationWrappers.R index 4ce55c99..fc83e9ad 100644 --- a/R/h2EstimationWrappers.R +++ b/R/h2EstimationWrappers.R @@ -276,13 +276,18 @@ shrinkLd <- function( #' @title Validate Genome Build Consistency #' @description Check that genome builds match between objects. Each object -#' contributes a single genome build (from its \code{genome} slot). +#' contributes a single genome build (from its \code{genome} slot). An +#' object that records no build is skipped rather than treated as a +#' mismatch: \code{loadLdMatrix()} leaves the build unset, so an LD +#' reference built from it names no build, and an unknown build cannot +#' contradict a known one. #' @param ... Objects with a \code{genome} slot. #' @return TRUE if all match, error otherwise. #' @keywords internal checkGenomeBuild <- function(...) { objects <- list(...) genomes <- map_chr(objects, .h2GenomeOfObject) + genomes <- genomes[!is.na(genomes)] if (n_distinct(genomes) > 1L) { msg <- glue( "Genome build mismatch: {str_flatten(genomes, ', ')}" @@ -508,6 +513,14 @@ NULL # IRWLS weight w = 1/(1 + predGenetic)^2 * w2(lam); predGenetic uses the current # (clamped) slopes, w2 = pmin(1,lam) (in-sample) or logistic (out-of-sample). .lderWeights <- function(lam, ldAnnot, slopes, N, M, rough) { + # A correlation matrix's eigenvalues cannot be negative, but a real, + # rank-deficient LD block decomposes with a tail of tiny negative values + # (order -1e-15) that are pure floating-point noise. Left alone they make + # `pmin(1, lam)` negative, and the IRWLS step then takes sqrt() of a + # negative weight -- NaN designs and an "NA/NaN/Inf in 'x'" abort from + # lm.fit. Clamping at zero drops those null directions from the fit, + # which is what a zero-information direction should contribute anyway. + lam <- pmax(lam, 0) predG <- lam * as.vector(ldAnnot %*% pmin(pmax(slopes, 0), N / M)) w2 <- if (rough) 1 / (1 + exp(-5 * (lam - 1))) else pmin(1, lam) 1 / (1 + predG)^2 * w2 @@ -1146,7 +1159,13 @@ NULL # s_i = (ldAnnotScaled %*% h2a)_i and h2Total = sum(h2a). With a single 1/M # score column this is exactly upstream HDL's llfun (Ning et al. 2020). # param = c(h2_1, .., h2_nTau, int). -.hdlNll <- function(param, n, nRef, lam, bstar, ldAnnotScaled, lim = exp(-18)) { +# `lim` is upstream HDL's floor on the modelled per-direction variance +# (llfun.R uses exp(-10)). It has to match: with 40% of a real reference's +# eigen-directions near zero the floor is active for most of them, and the +# `bstar^2 / lamh2` term it feeds dominates the likelihood -- a smaller floor +# changes the objective by orders of magnitude and moves the optimum. +# @noRd +.hdlNll <- function(param, n, nRef, lam, bstar, ldAnnotScaled, lim = exp(-10)) { nTau <- ncol(ldAnnotScaled) h2a <- param[seq_len(nTau)] int <- param[nTau + 1L] @@ -1210,8 +1229,10 @@ NULL # Fit HDL by L-BFGS-B over (h2_1..h2_nTau, int); bounds h2_a in [0,1], int in # [0,10] (Ning et al. 2020). Parametrizing by per-annotation h2 (scale ~1) # keeps the L-BFGS-B finite differences well conditioned. -.hdlFit <- function(design, n, nRef) { +.hdlFit <- function(design, n, nRef, warnOnBound = TRUE) { nTau <- ncol(design$ldAnnotScaled) + lower <- c(rep(0, nTau), 0) + upper <- c(rep(1, nTau), 10) opt <- optim( c(rep(0.1, nTau), 1), .hdlNll, @@ -1221,16 +1242,58 @@ NULL bstar = design$bstar, ldAnnotScaled = design$ldAnnotScaled, method = "L-BFGS-B", - lower = c(rep(0, nTau), 0), - upper = c(rep(1, nTau), 10) + lower = lower, + upper = upper ) + if (warnOnBound) { + .hdlWarnIfAtBound(opt$par, lower, upper, n, nRef) + } h2a <- opt$par[seq_len(nTau)] list(h2a = h2a, int = opt$par[nTau + 1L], h2 = sum(h2a)) } +# HDL's likelihood carries a finite-reference term, -lam * h2 / nRef, that +# subtracts from the modelled variance. Once the reference is small enough +# relative to the GWAS, that term outgrows the signal term, the modelled +# variance is driven negative across most directions, and the optimiser walks +# the intercept out to its upper bound. The heritability that comes back then +# reflects the boundary rather than the data -- on the bundled reference, +# nRef = 1000 against N = 1e5 returns 0.08 for a true 0.4 with the intercept +# pinned at 10. +# +# It is a silent failure otherwise, and a detectable one: say so. +# +# Only the UPPER bounds are diagnostic. An intercept pinned at 0 simply means +# no inflation was detected and leaves the heritability sound -- it happens +# routinely on a well-sized reference -- and a heritability of 0 is a +# legitimate estimate for a null trait. Warning on those would fire on +# healthy fits and train the reader to ignore the message. +# @noRd +.hdlWarnIfAtBound <- function(par, lower, upper, n, nRef) { + tol <- 1e-6 + atUpper <- par >= upper - tol + if (!any(atUpper)) { + return(invisible(FALSE)) + } + which <- if (atUpper[[length(atUpper)]]) { + "intercept" + } else { + "heritability" + } + warn(glue( + "HDL: the fitted {which} sits at the top of its range, so the ", + "estimate reflects that bound rather than the data. This usually ", + "means the LD reference is too small for the GWAS -- the ", + "finite-reference correction scales as 1/nRef, and here nRef = ", + "{nRef} against N = {round(n)}. Compare the other estimators, or ", + "use a larger reference panel." + )) + invisible(TRUE) +} + # Baseline modeled variance lamh2_i at the fitted parameters (for local h2 and # the sHDL candidate score test). -.hdlBaselineVar <- function(design, ft, n, nRef, lim = exp(-18)) { +.hdlBaselineVar <- function(design, ft, n, nRef, lim = exp(-10)) { s <- as.vector(design$ldAnnotScaled %*% ft$h2a) pmax( s * design$lam^2 - design$lam * ft$h2 / nRef + ft$int * design$lam / n, @@ -1288,7 +1351,7 @@ NULL # Local h2 for one block: MLE of the block's genome-wide-scaled h2 with the # intercept fixed at the global fit; SE from the Gaussian-variance Fisher # information sum((dlamh2/dh2)^2 / (2 lamh2^2)). -.hdlLocalBlock <- function(bd, b, n, nRef, int, M, lim = exp(-18)) { +.hdlLocalBlock <- function(bd, b, n, nRef, int, M, lim = exp(-10)) { varOf <- function(h2) { pmax(h2 / M * bd$lam^2 - h2 * bd$lam / nRef + int * bd$lam / n, lim) } @@ -1453,6 +1516,415 @@ hdlUnivariate <- function( #' @importFrom stats median NULL +# ============================================================================= +# S-LDSC (Finucane et al. 2015) -- stratified LD score regression +# ----------------------------------------------------------------------------- +# The original method the other three descend from. It regresses per-variant +# chi-square on annotation-stratified LD scores: +# +# E[chi2_j] = N * sum_C tau_C * l(j, C) + N*a + 1 +# with l(j, C) = sum_{k in C} r2_jk +# +# Unlike g-LDSC it needs only the per-variant scores, not the per-block LD +# matrices, so an unstratified run works off a scores-only LdScore. The +# stratified run needs the matrices, since the per-annotation scores are +# formed from them exactly as g-LDSC forms its own. +# ============================================================================= + +#' @title S-LDSC: Stratified LD Score Regression +#' @description Estimate heritability and functional enrichment by weighted +#' least squares on LD scores (Finucane et al. 2015) -- the original method +#' the other three estimators descend from. Per-variant \eqn{\chi^2_j} is +#' regressed on annotation-stratified LD scores +#' \eqn{\ell_{jC} = \sum_{k \in C} r^2_{jk}} with a confounding +#' intercept, fitting +#' \eqn{E[\chi^2_j] = N \sum_C \tau_C \ell_{jC} + Na + 1}. +#' +#' Weights are LDSC's two multiplied factors, both floored at 1: the +#' heteroskedasticity term \eqn{1 / (2 E[\chi^2_j]^2)}, iterated on the +#' fitted values, and the overcounting term \eqn{1 / \ell_j} that stops +#' variants in strong LD from being counted many times. Standard errors come +#' from a delete-one-block jackknife over the LD blocks. +#' +#' Two routes are taken, matching \code{ldsc.py} -- the split is on +#' annotation count, not on preference: +#' \describe{ +#' \item{unstratified}{the two-step estimator: the intercept is fit on +#' the variants with \eqn{\chi^2 < 30}, then held fixed while the +#' slope is fit over all of them.} +#' \item{stratified}{no two-step -- upstream refuses one on a +#' partitioned design. Variants with \eqn{\chi^2 >} \code{max(0.001 +#' N, 80)} are dropped, the design is weighted once, and a single +#' weighted least-squares fit follows.} +#' } +#' +#' The intercept is reported as estimated and is not floored at 1: the +#' model implies at least 1, but a value below it is informative rather +#' than an error to clamp away, and clamping would move the heritability +#' too. +#' +#' Estimates agree with upstream \code{ldsc} to roughly 1e-6 relative; +#' the residual is a small ridge in the weighted solve, which upstream has +#' no equivalent of and which exists so an exactly singular design returns +#' a value rather than \code{NA}. +#' +#' Unlike \code{\link{pecotmr-h2-gldsc}} this needs only the per-variant +#' scores when unstratified, so it runs on a scores-only +#' \code{\link{LdScore}}; the stratified fit forms per-annotation scores +#' from the per-block LD matrices and therefore requires them. +#' +#' \strong{Scale.} LD score regression is a genome-scale method -- real +#' analyses regress over roughly a million variants. On a reference of a +#' few thousand the intercept is not identifiable (an unweighted OLS on +#' such data returns an intercept several times its true value), and the +#' heritability estimate is attenuated as a result. Treat small-reference +#' estimates as illustrative. \code{\link{pecotmr-h2-lder}} is much less +#' sensitive to reference size and is the better choice there. +#' @name pecotmr-h2-sldsc +#' @keywords internal +#' @references +#' Finucane HK, Bulik-Sullivan B, Gusev A, et al. (2015). Partitioning +#' heritability by functional annotation using genome-wide association +#' summary statistics. Nature Genetics 47(11):1228-1235. +NULL + +# @noRd +sldscUnivariate <- function( + z, + n, + ldRef, + annotations = NULL, + local = FALSE, + nIter = 2L +) { + M <- length(ldRef) + chi2 <- z^2 + baselineMat <- .h2BaselineMat(annotations) + # Same design g-LDSC uses: an all-ones "base" annotation ahead of the + # baseline columns, so `crossprod(A)` is the annotation overlap matrix. + A <- .gldscAnnotMatrix(annotations, M) + scores <- .sldscScoreMatrix(ldRef, baselineMat, M) + baseScore <- scores[, 1L] + blockIdx <- .sldscBlockIndex(ldRef, M) + fit <- .sldscFit(chi2, scores, baseScore, n, A, nIter) + jk <- .sldscJackknife(chi2, scores, baseScore, n, A, nIter, blockIdx) + .sldscResult(fit, jk, annotations, baselineMat, chi2, baseScore, local, M) +} + +# The design's LD-score columns: the base score first, then one stratified +# score per baseline annotation. Stratified scores come from the per-block LD +# matrices, the same source g-LDSC uses. +# @noRd +.sldscScoreMatrix <- function(ldRef, baselineMat, M) { + base <- as.vector(getLdScores(ldRef)[, 1L]) + if (is.null(baselineMat)) { + return(matrix(base, ncol = 1L, dimnames = list(NULL, "base_l2"))) + } + ldMatrixList <- getLdMatrixList(ldRef) + if (length(ldMatrixList) == 0L) { + msg <- glue( + "stratified S-LDSC requires full per-block LD matrices ", + "(ldMatrixList) to form the per-annotation LD scores. Build the ", + "reference with `buildLdScore(keepLdMatrices = TRUE)`." + ) + abort(msg) + } + strat <- matrix(0, M, ncol(baselineMat)) + for (block in ldMatrixList) { + idx <- block$snpIdx + strat[idx, ] <- (block$R^2) %*% baselineMat[idx, , drop = FALSE] + } + cbind(base_l2 = base, strat) +} + +# Per-block variant indices, from the LD matrices when present and otherwise +# by overlapping the reference's variants with its LD blocks. The jackknife +# leaves one of these out at a time. +# @noRd +.sldscBlockIndex <- function(ldRef, M) { + ldMatrixList <- getLdMatrixList(ldRef) + if (length(ldMatrixList) > 0L) { + return(map(ldMatrixList, "snpIdx")) + } + snpInfo <- tibble( + CHR = as.character(seqnames(ldRef)), + BP = start(ldRef) + ) + idx <- snpsPerBlock(snpInfo, getLdBlocks(ldRef)) + keep <- idx[map_int(idx, length) > 0L] + if (length(keep) == 0L) { + abort("S-LDSC: no LD block covers any reference variant.") + } + keep +} + +# Upstream `Hsq.weights` verbatim (ldsc/ldscore/regressions.py): +# +# hsq = clamp(hsq, 0, 1) +# ld = max(ld, 1); w_ld = max(w_ld, 1) +# c = hsq * N / M +# het_w = 1 / (2 (intercept + c*ld)^2) +# w = het_w / w_ld +# +# `ld` is the LD score entering the model and `w_ld` the one computed over +# just the regression variants. pecotmr carries a single score, so both read +# the same column -- also the usual case upstream, where --w-ld-chr names the +# same file as --ref-ld-chr. +# @noRd +.sldscWeights <- function(ld, wLd, n, M, hsq, intercept) { + hsq <- min(max(hsq, 0), 1) + ld <- pmax(ld, 1) + wLd <- pmax(wLd, 1) + hetW <- 1 / (2 * (intercept + (hsq * n / M) * ld)^2) + hetW / wLd +} + +# LDSC's `aggregate`: the method-of-moments h2 that seeds the first weights. +# h2 = M (mean(chi2) - intercept) / mean(N * ld) +# @noRd +.sldscAggregateH2 <- function(chi2, baseScore, n, M, intercept = 1) { + M * (mean(chi2) - intercept) / mean(n * baseScore) +} + +# Upstream takes two different routes and the split is on annotation count, +# not on preference (ldscore/sumstats.py): +# +# univariate -- two-step estimator, chi2 < 30 selects step 1, IRWLS twice +# partitioned -- NO two-step; it raises rather than attempt one. Variants +# with chi2 > max(0.001*N, 80) are dropped outright, the +# design is weighted once by the initial weights, and a plain +# least-squares jackknife follows (its `old_weights` path). +# +# Both are reproduced so the estimates line up with `ldsc.py`. +# @noRd +.sldscFit <- function(chi2, scores, baseScore, n, A, nIter) { + if (ncol(scores) == 1L) { + return(.sldscFitUnivariate(chi2, scores, baseScore, n, A, nIter)) + } + .sldscFitPartitioned(chi2, scores, baseScore, n, A) +} + +# @noRd +.sldscFitUnivariate <- function(chi2, scores, baseScore, n, A, nIter) { + M <- nrow(A) + keep <- chi2 < 30 + if (sum(keep) < 4L) { + keep <- rep(TRUE, length(chi2)) + } + # One set of initial weights, formed on the full data, reused by both + # steps -- upstream computes `initial_w` once and subsets it for step 1. + xTot <- rowSums(scores) + aggH2 <- .sldscAggregateH2(chi2, xTot, n, M) + w0 <- .sldscWeights(xTot, baseScore, n, M, aggH2, 1) + step1 <- .sldscIrwls( + chi2[keep], + scores[keep, , drop = FALSE], + baseScore[keep], + n, + M, + nIter, + freeIntercept = TRUE, + w0 = w0[keep] + ) + # Not floored at 1. The model implies an intercept of at least 1, but + # upstream reports whatever step 1 estimates -- a value below 1 is + # informative (it says the data are inconsistent with the model, often + # deflation) and clamping it silently would change the h2 as well. + intercept <- step1$intercept + step2 <- .sldscIrwls( + chi2 - intercept, + scores, + baseScore, + n, + M, + nIter, + freeIntercept = FALSE, + intercept = intercept, + w0 = w0 + ) + .sldscCoefToFit(c(step2$coef, intercept), n, A) +} + +# @noRd +.sldscFitPartitioned <- function(chi2, scores, baseScore, n, A) { + M <- nrow(A) + keep <- chi2 < max(0.001 * n, 80) + if (sum(keep) < ncol(scores) + 2L) { + keep <- rep(TRUE, length(chi2)) + } + chi2 <- chi2[keep] + scores <- scores[keep, , drop = FALSE] + baseScore <- baseScore[keep] + # `x_tot` upstream: the row-sum of the design's annotation columns, which + # coincides with the base score only when there is a single column. + xTot <- rowSums(scores) + hsq <- .sldscAggregateH2(chi2, xTot, n, M) + w <- .sldscWeights(xTot, baseScore, n, M, hsq, 1) + .sldscCoefToFit(.sldscWlsCoef(cbind(scores, 1), chi2, w), n, A) +} + +# Two IRWLS passes, matching upstream's `for i in range(2)`. +# @noRd +.sldscIrwls <- function( + y, + scores, + baseScore, + n, + M, + nIter, + freeIntercept, + intercept = 1, + w0 = NULL +) { + design <- if (freeIntercept) cbind(scores, 1) else scores + xTot <- rowSums(scores) + if (is.null(w0)) { + hsq <- .sldscAggregateH2(y, xTot, n, M) + w0 <- .sldscWeights(xTot, baseScore, n, M, hsq, intercept) + } + w <- w0 + coef <- NULL + for (i in seq_len(max(1L, nIter))) { + coef <- .sldscWlsCoef(design, y, w) + # Upstream builds the weight from the FIRST coefficient and `x_tot` + # alone -- a univariate approximation even for a partitioned design -- + # rather than from the full fitted values. + hsq <- M * coef[[1L]] / n + if (freeIntercept) { + intercept <- max(coef[[length(coef)]], 0) + } + w <- .sldscWeights(xTot, baseScore, n, M, hsq, intercept) + } + # Upstream's loop updates the weights `nIter` times and then solves once + # more with the converged weights -- three solves for its two passes, not + # two. Stopping at the loop's last solve leaves the final weight update + # unused and shifts the estimate by around a percent. + coef <- .sldscWlsCoef(design, y, w) + list( + coef = coef[seq_len(ncol(scores))], + intercept = if (freeIntercept) coef[[length(coef)]] else intercept + ) +} + + +# Solved through ridge-regularised normal equations rather than lm.fit. The +# base LD-score column is the sum of the stratified ones whenever the baseline +# annotations partition the genome, which makes the design exactly singular; +# lm.fit then returns NA coefficients that poison the next IRWLS weight. The +# ridge is the same negligible one g-LDSC uses for the same reason. +# @noRd +.sldscWlsCoef <- function(design, y, w) { + sw <- sqrt(pmax(w, 0)) + x <- design * sw + xtx <- crossprod(x) + ridge <- 1e-8 * mean(abs(diag(xtx))) + as.vector(solve(xtx + diag(ridge, ncol(xtx)), crossprod(x, y * sw))) +} + +# Regressing chi2 on raw LD scores gives coef_C = N * tau_C, so tau = coef/N. +# Partitioned heritabilities are A'A tau, not tau * M_C: annotations overlap +# in general (the all-ones base column overlaps every one of them), and the +# overlap matrix is what turns per-annotation effects into per-annotation +# heritability. Its leading entry is the total, since A[, 1] is all ones. +# @noRd +.sldscCoefToFit <- function(coef, n, A) { + nS <- ncol(A) + tau <- coef[seq_len(nS)] / n + estH <- as.vector(crossprod(A) %*% tau) + list( + tau = tau, + h2 = estH[[1L]], + estH = estH, + intercept = coef[[nS + 1L]], + coef = coef + ) +} + +# Delete-one-block jackknife over the LD blocks. +# @noRd +.sldscJackknife <- function(chi2, scores, baseScore, n, A, nIter, blockIdx) { + loo <- map( + blockIdx, + .sldscLooFit, + chi2 = chi2, + scores = scores, + baseScore = baseScore, + n = n, + A = A, + nIter = nIter + ) + tauBlocks <- exec(rbind, !!!map(loo, "tau")) + estHBlocks <- exec(rbind, !!!map(loo, "estH")) + intLoo <- map_dbl(loo, "intercept") + nB <- length(loo) + jkSe <- function(v) sqrt(var(v) * (nB - 1)^2 / nB) + list( + h2Se = jkSe(estHBlocks[, 1L]), + intSe = jkSe(intLoo), + tauSe = apply(tauBlocks, 2, jkSe), + tauBlocks = tauBlocks, + estHBlocks = estHBlocks + ) +} + +# The left-out block is dropped from the regression rows, but `A` stays whole: +# the annotation sizes are genome-wide constants, not per-fold quantities. +# @noRd +.sldscLooFit <- function(idx, chi2, scores, baseScore, n, A, nIter) { + keep <- setdiff(seq_along(chi2), idx) + .sldscFit( + chi2[keep], + scores[keep, , drop = FALSE], + baseScore[keep], + n, + A, + nIter + ) +} + +# @noRd +.sldscResult <- function( + fit, + jk, + annotations, + baselineMat, + chi2, + baseScore, + local, + M +) { + localDf <- if (local) .sldscLocal(chi2, baseScore, fit, M) else NULL + enrichmentDf <- NULL + if (!is.null(baselineMat)) { + nm <- SummarizedExperiment::colData(getBaseline(annotations))$name + enrichmentDf <- .gldscEnrichmentDf(fit, jk, baselineMat, nm, M) + } + tau <- if (is.null(baselineMat)) fit$h2 else fit$tau[-1] + tauSe <- if (is.null(baselineMat)) jk$h2Se else jk$tauSe[-1] + jkRes <- list( + se = c(jk$h2Se, jk$intSe), + tauSe = tauSe, + tauBlocks = if (is.null(baselineMat)) { + NULL + } else { + jk$tauBlocks[, -1, drop = FALSE] + } + ) + .h2Result(fit$h2, jkRes, fit$intercept, tau, localDf, enrichmentDf, NULL) +} + +# Per-variant local h2 contribution: the fitted non-intercept signal spread +# over the variant's own LD score. +# @noRd +.sldscLocal <- function(chi2, baseScore, fit, M) { + tibble( + variantIdx = seq_along(chi2), + chi2 = chi2, + ldScore = baseScore, + h2Local = fit$tau[[1L]] * pmax(baseScore, 0) + ) +} + # ============================================================================= # estimateH2 -- main dispatch # ============================================================================= @@ -1486,10 +1958,87 @@ NULL method, "lder" = lderUnivariate(z, n, ldRef, annotations, local, ...), "gldsc" = gldscUnivariate(z, n, ldRef, annotations, local, ...), + "sldsc" = sldscUnivariate(z, n, ldRef, annotations, local, ...), "hdl" = hdlUnivariate(z, n, ldRef, annotations, local, ...) ) } +# The estimators read `z` and the annotation rows positionally, by each LD +# block's own snpIdx -- nothing is matched on variant id along the way. A +# sumstats or annotation set that is not the reference's variant list, in the +# reference's order, therefore yields a silently wrong h2 rather than an +# error. This is the one place holding all three objects, so check here. +# @noRd +.h2ValidateInputs <- function(sumstats, study, ldRef, annotations) { + checkGenomeBuild(sumstats, ldRef) + .h2CheckBlockCount(ldRef) + entry <- getSumStats(sumstats, study = study) + .h2CheckVariantCount(length(entry), length(ldRef), glue("study '{study}'")) + .h2CheckPositions(entry, ldRef, study) + if (is.null(annotations)) { + return(invisible(TRUE)) + } + checkGenomeBuild(ldRef, annotations) + .h2CheckVariantCount(nrow(annotations), length(ldRef), "`annotations`") + invisible(TRUE) +} + +# Every estimator takes its standard error from a delete-one-block jackknife, +# which needs at least two blocks. With one, LDER and g-LDSC fail deep inside +# a fold fit ("'x' must be a matrix") and HDL reports an SE of exactly 0, so +# say so here instead. +# @noRd +.h2CheckBlockCount <- function(ldRef) { + nBlocks <- length(getLdBlocks(ldRef)) + if (nBlocks >= 2L) { + return(invisible(TRUE)) + } + msg <- glue( + "estimateH2: the LD reference carries {nBlocks} LD block(s). The ", + "estimators take their standard error from a delete-one-block ", + "jackknife, so at least two are required, and a usable SE needs ", + "many more. Build the reference from per-block LD -- see ", + "`buildLdEigen()` / `buildLdScore()`." + ) + abort(msg) +} + +# @noRd +.h2CheckVariantCount <- function(n, M, what) { + if (n == M) { + return(invisible(TRUE)) + } + msg <- glue( + "estimateH2: {what} carries {n} variant(s) but the LD reference ", + "carries {M}. The estimators index by the reference's variant ", + "order, so both must hold the same variants in the same order." + ) + abort(msg) +} + +# Element-wise coordinate check. Coordinates are compared rather than variant +# ids because the two sides routinely name the same variant differently +# (rsid vs chr:pos:A2:A1), while the same variant always sits at the same +# coordinate once the chr prefix is normalized. +# @noRd +.h2CheckPositions <- function(entry, ldRef, study) { + same <- withChrPrefix(as.character(seqnames(entry))) == + withChrPrefix(as.character(seqnames(ldRef))) & + start(entry) == start(ldRef) + if (all(same)) { + return(invisible(TRUE)) + } + nBad <- sum(!same) + firstBad <- which(!same)[[1L]] + msg <- glue( + "estimateH2: study '{study}' and the LD reference disagree at ", + "{nBad} of {length(same)} position(s), the first at index ", + "{firstBad}. The estimators index by the reference's variant ", + "order, so both must hold the same variants in the same order." + ) + abort(msg) +} + # Wrap a univariate estimator result list into an H2Estimate S4 object. .h2EstimateFromResult <- function(result, method, M, study) { new( @@ -1522,9 +2071,10 @@ setMethod( study = NULL, ... ) { - method <- arg_match(method, c("lder", "gldsc", "hdl")) + method <- arg_match(method, c("lder", "gldsc", "sldsc", "hdl")) .validateMethodRef(method, ldRef) study <- .estimateH2ResolveStudy(sumstats, study) + .h2ValidateInputs(sumstats, study, ldRef, annotations) z <- getZ(sumstats, study = study) n <- median(getN(sumstats, study = study)) M <- nSnps(sumstats, study = study) @@ -1556,9 +2106,10 @@ setMethod( ) abort(msg) } - if (method == "gldsc" && !is(ldRef, "LdScore")) { + if (is_in(method, c("gldsc", "sldsc")) && !is(ldRef, "LdScore")) { msg <- glue( - "Method 'gldsc' requires an LdScore object, got {class(ldRef)}" + "Method '{method}' requires an LdScore object, ", + "got {class(ldRef)}" ) abort(msg) } @@ -1766,13 +2317,20 @@ h2EstimateToSldscTrait <- function(h2Est) { } } -# The single build named by a GRanges' seqinfo, or an error saying it carries -# none -- silently returning NA would make a mismatch check pass by accident. +# The single build named by a GRanges' seqinfo. A GRanges naming none returns +# NA and checkGenomeBuild() skips it: loadLdMatrix() leaves the build unset, +# so demanding one here would reject every LD reference the package's own +# loader produces. Naming more than one is still an error -- such an object +# is internally inconsistent rather than merely unlabelled, and the +# coordinate check in .h2CheckPositions() is the stronger guard regardless. # @noRd .h2GenomeOfRanges <- function(x) { g <- unique(GenomeInfoDb::genome(x)) g <- g[!is.na(g)] - if (length(g) != 1L) { + if (length(g) == 0L) { + return(NA_character_) + } + if (length(g) > 1L) { abort(glue( "genome build check: the GRanges names {length(g)} genome ", "build(s) in seqinfo(); set one with genome(x) <- \"hg38\"." @@ -1856,7 +2414,14 @@ h2EstimateToSldscTrait <- function(h2Est) { # One HDL delete-one-block jackknife fold: refit leaving block `b` out. # @noRd .hdlLooFit <- function(b, blockData, M, baselineMat, n, nRef) { - .hdlFit(.hdlDesign(blockData[-b], M, baselineMat), n, nRef) + # The full-data fit already reported any bound it hit; repeating that + # once per left-out block would bury it in noise. + .hdlFit( + .hdlDesign(blockData[-b], M, baselineMat), + n, + nRef, + warnOnBound = FALSE + ) } # One HDL local-heritability row for block `b`. diff --git a/R/jointEngine.R b/R/jointEngine.R index 3c14a321..43f77986 100644 --- a/R/jointEngine.R +++ b/R/jointEngine.R @@ -786,7 +786,7 @@ setMethod( ) { ma[[adapter$fitArg]] <- fittedModels[[token]] } - if (isTRUE(cfg$estimatePi) && is_in(token, c("bayes_c", "bayes_b"))) { + if (isTRUE(cfg$estimatePi) && is_in(token, c("bayesC", "bayesB"))) { ma <- .jointTwasSpikeSlabPi(ma, token, Xc, Yc, cond, cfg, stdz) } ma @@ -809,10 +809,10 @@ setMethod( seed = cfg$seed ) piHat <- as.numeric(estimateSparsity(mrA)) - if (token == "bayes_c" && is.null(ma$pi)) { + if (token == "bayesC" && is.null(ma$pi)) { ma$pi <- piHat } - if (token == "bayes_b" && is.null(ma$probIn)) { + if (token == "bayesB" && is.null(ma$probIn)) { ma$probIn <- piHat } ma diff --git a/R/jointSpecification.R b/R/jointSpecification.R index d29e59e0..72d7b6a4 100644 --- a/R/jointSpecification.R +++ b/R/jointSpecification.R @@ -1010,7 +1010,7 @@ validateMethodsVsJointSpec <- function(methodsParsed, jointSpecParsed) { context = as.character(data$context), trait = as.character(data$trait) ) - firstDf <- getSumstatDf( + firstDf <- getSumStatsDf( data, study = cols$study[[tupleRows[[1L]]]], context = cols$context[[tupleRows[[1L]]]], @@ -1057,7 +1057,7 @@ validateMethodsVsJointSpec <- function(methodsParsed, jointSpecParsed) { nVec <- numeric(length(tupleRows)) for (kk in seq_along(tupleRows)) { i <- tupleRows[[kk]] - d <- getSumstatDf( + d <- getSumStatsDf( data, study = cols$study[[i]], context = cols$context[[i]], diff --git a/R/ld.R b/R/ld.R index e3cbdad3..bdfc1805 100644 --- a/R/ld.R +++ b/R/ld.R @@ -434,6 +434,22 @@ createLdMatrix <- function(ldMatrices, variants) { #' @param ldMetaFilePath Path to the LD metadata TSV file. #' @param region Region of interest: "chr:start-end" string or data.frame with #' chrom/start/end. +#' @param block Integer block index (or vector of them), for sources that +#' carry no coordinates: an \code{ldInfo} table (the cTWAS \code{LD_map} +#' shape -- an \code{LD_file} column and optionally \code{SNP_file}), a +#' correlation or genotype matrix, or a list of either. Supply exactly one +#' of \code{region} and \code{block}. +#' @param dropMonomorphic Logical. Drop variants with no variation, which +#' carry no LD and make a correlation undefined. Needs allele frequencies, +#' so it applies to genotype sources. +#' @param materializeGenotypes Logical. Read the dosages once and keep them on +#' the returned object, so later access does no file I/O. Costs memory and +#' saves repeated reads. +#' @param maxVariants Integer or \code{NULL}. Randomly thin any block larger +#' than this, to bound memory. +#' @param seed Integer or \code{NULL}. Seeds the \code{maxVariants} draw, +#' offset by the block index so blocks are independent yet reproducible, via +#' a scoped \code{withr::local_seed} that leaves the session RNG alone. #' @param extractCoordinates Optional data.frame with columns "chrom" and "pos" #' for specific coordinates extraction (only for pre-computed LD blocks). #' @param returnGenotype Controls what ldMatrix contains in the return value. @@ -462,13 +478,259 @@ createLdMatrix <- function(ldMatrices, variants) { #' meta <- system.file("extdata", "ld_reference", "ld_meta_file.tsv", #' package = "pecotmr") #' loadLdMatrix(ldMetaFilePath = meta, region = "chr22:16000000-18000000") +#' # Several regions at once return one LdData per block. +#' length(loadLdMatrix(meta, region = rep("chr22:16000000-18000000", 2))) #' @export loadLdMatrix <- function( ldMetaFilePath, - region, + region = NULL, + block = NULL, extractCoordinates = NULL, returnGenotype = FALSE, + dropMonomorphic = FALSE, + materializeGenotypes = FALSE, + maxVariants = NULL, + seed = NULL, nSample = NULL +) { + .ldLoadValidateAddress(ldMetaFilePath, region, block) + keys <- if (is.null(region)) block else region + # Only an atomic vector addresses several blocks. `region` also accepts a + # single data.frame / GRanges spec, whose length is its column count -- + # treating that as many keys would map over the columns. + if (is.atomic(keys) && length(keys) > 1L) { + return(map( + keys, + .loadLdOne, + source = ldMetaFilePath, + byRegion = is.null(block), + extractCoordinates = extractCoordinates, + returnGenotype = returnGenotype, + dropMonomorphic = dropMonomorphic, + materializeGenotypes = materializeGenotypes, + maxVariants = maxVariants, + seed = seed, + nSample = nSample + )) + } + .loadLdOne( + keys, + ldMetaFilePath, + byRegion = is.null(block), + extractCoordinates = extractCoordinates, + returnGenotype = returnGenotype, + dropMonomorphic = dropMonomorphic, + materializeGenotypes = materializeGenotypes, + maxVariants = maxVariants, + seed = seed, + nSample = nSample + ) +} + +# A source is addressed either by genomic region (an LD meta file, which +# carries coordinates) or by block index (an `ldInfo` table or in-memory +# matrices, which do not). Exactly one addressing mode applies. +# @noRd +.ldLoadValidateAddress <- function(source, region, block) { + if (is.null(region) && is.null(block)) { + abort("loadLdMatrix: supply either `region` or `block`.") + } + if (!is.null(region) && !is.null(block)) { + abort("loadLdMatrix: supply `region` or `block`, not both.") + } + if (!is.null(region) && !is.character(source)) { + msg <- glue( + "loadLdMatrix: `region` addresses an LD meta file, but ", + "`ldMetaFilePath` is a {class(source)[[1L]]}. Coordinate-free ", + "sources (an `ldInfo` table, a matrix, or a list of matrices) ", + "are addressed with `block`." + ) + abort(msg) + } + invisible(TRUE) +} + +# One block, whatever the source. Everything that is not an LD meta file is +# coordinate-free and indexed by `block`. +# @noRd +.loadLdOne <- function( + key, + source, + byRegion, + extractCoordinates, + returnGenotype, + dropMonomorphic, + materializeGenotypes, + maxVariants, + seed, + nSample +) { + result <- if (byRegion) { + .loadLdFromMeta( + source, + key, + extractCoordinates, + returnGenotype, + nSample + ) + } else { + .loadLdFromIndexed(source, key, returnGenotype) + } + result <- .loadLdDedup(result) + result <- .ldApplyMonomorphic(result, dropMonomorphic) + result <- .ldApplySubsample(result, maxVariants, seed, key) + .ldApplyMaterialize(result, materializeGenotypes) +} + +# Coordinate-free sources, addressed by block index: an `ldInfo` table (the +# cTWAS LD_map shape -- LD_file plus optional SNP_file, no coordinates), a +# single in-memory matrix, or a list of them. Every source returns an LdData, +# so callers never have to branch on what they loaded from. +# @noRd +.loadLdFromIndexed <- function(source, block, returnGenotype) { + if (is.data.frame(source)) { + return(.ldInfoBlock(source, block)) + } + mat <- if (is.list(source)) source[[block]] else source + if (!is.matrix(mat)) { + msg <- glue( + "loadLdMatrix: cannot address a {class(source)[[1L]]} by block. ", + "Supply an LD meta file path, an `ldInfo` data.frame, a matrix, ", + "or a list of matrices." + ) + abort(msg) + } + .ldDataFromMatrix(mat, isGenotype = nrow(mat) > ncol(mat)) +} + +# One row of an `ldInfo` table. Genotype paths are read and correlated; +# pre-computed .cor.xz blocks are read directly. +# @noRd +.ldInfoBlock <- function(ldInfo, block) { + if (!is_in("LD_file", colnames(ldInfo))) { + abort("loadLdMatrix: an `ldInfo` table needs an `LD_file` column.") + } + ldPath <- as.character(ldInfo$LD_file)[block] + if (isGenotypeSource(ldPath)) { + geno <- loadGenotypeRegion(ldPath) + return(.ldDataFromMatrix(geno, isGenotype = TRUE)) + } + snpFile <- if (is_in("SNP_file", colnames(ldInfo))) { + as.character(ldInfo$SNP_file)[block] + } else { + NULL # processLdMatrix auto-detects the .bim / .pvar companion + } + processLdMatrix(ldPath, snpFile) +} + +# Wrap a bare matrix as an LdData so every source returns one type. Variant +# identity comes from the dimnames when present. +# @noRd +.ldDataFromMatrix <- function(mat, isGenotype) { + ids <- if (isGenotype) colnames(mat) else rownames(mat) + n <- if (isGenotype) ncol(mat) else nrow(mat) + if (is.null(ids)) { + ids <- str_c("v", seq_len(n)) + } + gr <- GRanges( + seqnames = rep("chrNA", n), + ranges = IRanges::IRanges(start = seq_len(n), width = 1L) + ) + S4Vectors::mcols(gr) <- S4Vectors::DataFrame(variant_id = ids) + LdData( + correlation = if (isGenotype) NULL else mat, + genotypeHandle = if (isGenotype) mat else NULL, + variants = gr, + blockMetadata = tibble(blockId = 1L, size = n), + nRef = if (isGenotype) nrow(mat) else 0L + ) +} + +# Drop variants with no variation. They carry no LD, and a zero-variance +# column makes a correlation undefined. +# @noRd +.ldApplyMonomorphic <- function(ld, dropMonomorphic) { + if (!isTRUE(dropMonomorphic)) { + return(ld) + } + refPanel <- getRefPanel(ld) + if (is.null(refPanel) || !is_in("allele_freq", colnames(refPanel))) { + return(ld) + } + p <- refPanel$allele_freq + keep <- !is.na(p) & p > 0 & p < 1 + if (all(keep)) { + return(ld) + } + .ldSubsetData(ld, which(keep)) +} + +# Randomly thin an oversized block, seeded per block so a run is reproducible +# without disturbing the session RNG. +# @noRd +.ldApplySubsample <- function(ld, maxVariants, seed, key) { + if (is.null(maxVariants) || length(ld) <= maxVariants) { + return(ld) + } + if (!is.null(seed)) { + offset <- if (is.numeric(key)) as.integer(key) else 0L + withr::local_seed(as.integer(seed) + offset) + } + .ldSubsetData(ld, sort(sample(length(ld), maxVariants))) +} + +# Read the dosages once and keep them on the object, so later access does no +# file I/O. +# @noRd +.ldApplyMaterialize <- function(ld, materializeGenotypes) { + if (!isTRUE(materializeGenotypes) || !hasGenotypes(ld)) { + return(ld) + } + X <- getGenotypes(ld) + if (!is.matrix(X)) { + return(ld) + } + LdData( + correlation = NULL, + genotypeHandle = X, + snpIdx = NULL, + variants = getVariantInfo(ld), + blockMetadata = getBlockMetadata(ld), + nRef = getNRef(ld) + ) +} + +# Narrow an LdData to a subset of its variants, keeping correlation and +# genotypes consistent with the ranges. +# @noRd +.ldSubsetData <- function(ld, idx) { + R <- ld@correlation + if (!is.null(R) && is.matrix(R)) { + R <- R[idx, idx, drop = FALSE] + } + gh <- ld@genotypeHandle + if (is.matrix(gh)) { + gh <- gh[, idx, drop = FALSE] + } else if (!is.null(ld@snpIdx)) { + ld@snpIdx <- ld@snpIdx[idx] + } + LdData( + correlation = R, + genotypeHandle = gh, + snpIdx = if (is.matrix(gh)) NULL else ld@snpIdx, + variants = getVariantInfo(ld)[idx], + blockMetadata = getBlockMetadata(ld), + nRef = getNRef(ld) + ) +} + +# @noRd +.loadLdFromMeta <- function( + ldMetaFilePath, + region, + extractCoordinates, + returnGenotype, + nSample ) { source <- resolveLdSource(ldMetaFilePath) isGeno <- is_in(source$type, c("plink2", "plink1", "vcf", "gds")) @@ -476,7 +738,7 @@ loadLdMatrix <- function( if (identical(returnGenotype, "auto")) { returnGenotype <- isGeno } - result <- .loadLdDispatch( + .loadLdDispatch( source, isGeno, region, @@ -484,7 +746,6 @@ loadLdMatrix <- function( returnGenotype, nSample ) - .loadLdDedup(result) } # ---------- Internal: resolve LD source type ---------- @@ -909,7 +1170,15 @@ loadLdFromGenotype <- function( # The panel's variant ranges: seqnames = chromosome (chr-prefixed), start = # position, mcols = SNP / A1 / A2. # @noRd -.ldSketchRanges <- function(x) { +.ldSketchRanges <- function(x, label = "LD sketch") { + # The chokepoint every panel accessor funnels through, so the guard lives + # here rather than being repeated at each entry point. Without it a NULL + # or non-panel sketch surfaces as "unable to find an inherited method for + # 'getSnpInfo'" from whichever accessor happened to touch it first, which + # says nothing about the LD reference being the problem. Callers that + # validate with their own label (`.ldFromSketch`, the ctwas assembler) do + # so first, so their message wins. + .ldFromSketchValidate(x, label) if (methods::is(x, "RangedSummarizedExperiment")) { return(SummarizedExperiment::rowRanges(x)) } @@ -985,6 +1254,8 @@ loadLdFromGenotype <- function( # layered on here rather than pushed down. # @noRd .ldSketchDosage <- function(x, snpIdx, meanImpute = TRUE) { + # The other primitive that does not pass through `.ldSketchRanges()`. + .ldFromSketchValidate(x, "LD sketch") if (!methods::is(x, "RangedSummarizedExperiment")) { return(.dosageMatrix(x, snpIdx, meanImpute = meanImpute)) } @@ -1034,7 +1305,11 @@ loadLdFromGenotype <- function( return(NULL) } o <- order(m$idxA) # restore the caller's requested order - list(keptIds = variantIds[m$idxA[o]], idx = m$idxB[o]) + list( + keptIds = variantIds[m$idxA[o]], + idx = m$idxB[o], + sign = m$sign[o] + ) } .ldFromSketch <- function( @@ -1054,6 +1329,16 @@ loadLdFromGenotype <- function( method = "sample", snpIdx = matched$idx ) + # The match above is allele-aware, so a panel entry whose alleles are + # swapped relative to the caller's id still matches -- but the dosage it + # returns counts the OTHER allele, which negates every correlation that + # variant takes part in (r(2 - x, y) = -r(x, y)). Put the matrix back in + # the caller's frame exactly as `.cbFlipPairToCanonical()` does: + # LD_ij -> sign_i * sign_j * LD_ij. A no-op on a harmonized panel, where + # every sign is +1. + if (any(matched$sign < 0)) { + ldMat <- ldMat * outer(matched$sign, matched$sign) + } dimnames(ldMat) <- list(matched$keptIds, matched$keptIds) if (onMissing == "drop") { attr(ldMat, "keptVariantIds") <- matched$keptIds @@ -1402,63 +1687,6 @@ standardizeGenotypeHwe <- function(X, alleleFreq) { sweep(Xstd, 2, sqrt(2 * alleleFreq * (1 - alleleFreq)), "/") } -#' Load LD sketch genotypes for a region -#' -#' Loads genotype data for a region via \code{loadLdMatrix(returnGenotype=TRUE)} -#' and removes monomorphic variants. Returns the raw genotype matrix and -#' metadata, which callers can use to derive either a correlation matrix R (for -#' summary-based weight training or fine-mapping) or an SVD (for TWAS z-score -#' computation). -#' -#' @param ldMetaFilePath Path to the LD metadata TSV file. -#' @param region Region of interest: "chr:start-end" string or data.frame with -#' chrom/start/end. -#' @param nSample Optional original panel sample size for computing variance (= -#' 2*p*(1-p)*n/(n-1)). Passed through to \code{loadLdMatrix()}. -#' -#' @return An \code{LdData} S4 object with monomorphic variants removed. -#' Consumers should use S4 accessors: \code{getGenotypes()}, -#' \code{getRefPanel()}, \code{getVariantIds()}. The number of sketch samples -#' is \code{nrow(getGenotypes(result))}. -#' @examples -#' meta <- system.file("extdata", "ld_reference", "ld_meta_file.tsv", -#' package = "pecotmr") -#' loadLdSketch(ldMetaFilePath = meta, region = "chr22:16000000-18000000") -#' @export -loadLdSketch <- function(ldMetaFilePath, region, nSample = NULL) { - result <- loadLdMatrix( - ldMetaFilePath, - region, - returnGenotype = TRUE, - nSample = nSample - ) - if (!is(result, "LdData")) { - abort("loadLdMatrix must return an LdData object") - } - X <- getGenotypes(result) - refPanel <- getRefPanel(result) - - # Remove monomorphic variants (zero variance under HWE) - p <- refPanel$allele_freq - polymorphic <- p > 0 & p < 1 - if (!all(polymorphic)) { - X <- X[, polymorphic, drop = FALSE] - refPanel <- refPanel[polymorphic, , drop = FALSE] - } - - # Rebuild LdData with the extracted (and filtered) genotype matrix stored - # directly in genotypeHandle so getGenotypes() returns it without needing - # the original file handle. - variantsGr <- .refPanelToGranges(refPanel) - LdData( - correlation = NULL, - genotypeHandle = X, - snpIdx = NULL, - variants = variantsGr, - blockMetadata = getBlockMetadata(result), - nRef = getNRef(result) - ) -} # ---------- Internal: load LD from pre-computed blocks ---------- @@ -2253,11 +2481,11 @@ ldPruneByCorrelation <- function( #' @param strategy One of \code{"correlation"} (remove the column with the #' largest sum of absolute pairwise correlations among the candidates; when #' only two candidates, one is picked at random), \code{"variance"} (remove -#' the lowest-variance candidate), or \code{"response_correlation"} (remove +#' the lowest-variance candidate), or \code{"responseCorrelation"} (remove #' the candidate whose correlation with \code{response} has the smallest #' magnitude). #' @param response Numeric vector required when \code{strategy = -#' "response_correlation"}; the outcome to correlate against. +#' "responseCorrelation"}; the outcome to correlate against. #' @param verbose Logical. If TRUE, print which column was removed. Default #' FALSE. #' @@ -2331,7 +2559,7 @@ ldPruneByCorrelation <- function( if (is.null(response)) { msg <- glue( "response must be supplied for strategy = ", - "'response_correlation'" + "'responseCorrelation'" ) abort(msg) } @@ -2355,7 +2583,7 @@ ldPruneByCorrelation <- function( dropCollinearColumns <- function( X, problematicCols, - strategy = c("correlation", "variance", "response_correlation"), + strategy = c("correlation", "variance", "responseCorrelation"), response = NULL, verbose = FALSE, seed = NULL @@ -2536,7 +2764,7 @@ dropCollinearColumns <- function( #' Pass \code{NULL} or a zero-column matrix when there are no covariates. #' @param strategy Passed through to \code{dropCollinearColumns}. #' @param response Passed through to \code{dropCollinearColumns} when -#' \code{strategy = "response_correlation"}. +#' \code{strategy = "responseCorrelation"}. #' @param maxIterations Integer. Hard cap on the iterative-prune loop. Default #' 300. #' @param corrThresholds Numeric vector of |cor| thresholds used for the @@ -2566,7 +2794,7 @@ dropCollinearColumns <- function( enforceDesignFullRank <- function( X, C, - strategy = c("correlation", "variance", "response_correlation"), + strategy = c("correlation", "variance", "responseCorrelation"), response = NULL, maxIterations = 300L, corrThresholds = seq(0.75, 0.5, by = -0.05), @@ -2755,243 +2983,8 @@ extractLdMatrix <- function(ld, wantGenotype = FALSE) { getCorrelation(ld) } -# Validate an ldLoader spec: exactly one source + per-mode requirements. -.ldLoaderValidate <- function(rList, xList, ldMetaPath, regions, ldInfo) { - nSources <- sum( - !is.null(rList), - !is.null(xList), - !is.null(ldMetaPath), - !is.null(ldInfo) - ) - if (nSources != 1) { - abort("Provide exactly one of rList, xList, ldMetaPath, or ldInfo.") - } - if (!is.null(ldMetaPath) && is.null(regions)) { - abort("'regions' is required when using ldMetaPath.") - } - if ( - !is.null(ldInfo) && - (!is.data.frame(ldInfo) || !is_in("LD_file", colnames(ldInfo))) - ) { - abort("ldInfo must be a data.frame with column 'LD_file'.") - } -} - -#' Create an LD loader for on-demand block-wise LD retrieval -#' -#' Constructs a loader function that retrieves per-block LD matrices on demand. -#' This avoids loading all blocks into memory simultaneously, which is critical -#' for genome-wide analyses with hundreds of blocks. -#' -#' Four modes are supported: -#' -#' \describe{ -#' \item{list mode (R)}{Pre-loaded list of LD correlation matrices. -#' Simple but uses more memory. Set \code{R_list}.} -#' \item{list mode (X)}{Pre-loaded list of genotype matrices (n x p_g). -#' Set \code{X_list}.} -#' \item{region mode}{Loads LD from a pecotmr metadata TSV file on the fly -#' via \code{\link{loadLdMatrix}}. Memory-efficient for large datasets. -#' Set \code{ld_meta_path} and \code{regions}.} -#' \item{ldInfo mode}{Loads pre-computed LD blocks from \code{.cor.xz} -#' files listed in an \code{ldInfo} data.frame (as returned by -#' cTWAS meta-data utilities). Set \code{ldInfo}.} -#' } -#' -#' @param rList List of G precomputed LD correlation matrices (p_g x p_g). -#' @param xList List of G genotype matrices (n x p_g). -#' @param ldMetaPath Path to a pecotmr LD metadata TSV file (as used by -#' \code{\link{loadLdMatrix}}). -#' @param regions Character vector of G region strings (e.g., -#' \code{"chr22:17238266-19744294"}). Required when \code{ldMetaPath} is used. -#' @param ldInfo A data.frame with column \code{LD_file} (paths to genotype -#' files or \code{.cor.xz} LD matrix files) and optionally \code{SNP_file} -#' (paths to companion \code{.bim} files for pre-computed blocks; defaults to -#' \code{paste0(LD_file, ".bim")} if absent). Genotype paths can be PLINK2 -#' prefixes, PLINK1 prefixes, VCF files, or GDS files. As returned by cTWAS -#' meta-data utilities. -#' @param returnGenotype Logical. When using region mode, return the genotype -#' matrix X (\code{TRUE}) or LD correlation R (\code{FALSE}, default). -#' @param maxVariants Integer or \code{NULL}. If set, randomly subsample blocks -#' larger than this to control memory usage. -#' @param seed Integer or \code{NULL}. When \code{maxVariants} triggers -#' subsampling, seeds the draw (offset by the block index so each block is -#' independent yet reproducible) via a scoped \code{withr::local_seed}, so the -#' session RNG is left untouched. \code{NULL} (default) leaves the draw under -#' the session RNG, so an outer \code{set.seed()} still governs it. -#' -#' @return An \code{ldLoaderSpec} object (an opaque list describing the source). -#' Pass it with a block index to \code{\link{loadLdBlock}} to load one block. -#' -#' @seealso \code{\link{loadLdBlock}} -#' @examples -#' # List mode with pre-computed LD -#' R1 <- diag(10) -#' R2 <- diag(15) -#' spec <- ldLoader(rList = list(R1, R2)) -#' loadLdBlock(spec, 1) # returns R1 -#' loadLdBlock(spec, 2) # returns R2 -#' -#' @export -ldLoader <- function( - rList = NULL, - xList = NULL, - ldMetaPath = NULL, - regions = NULL, - ldInfo = NULL, - returnGenotype = FALSE, - maxVariants = NULL, - seed = NULL -) { - .ldLoaderValidate(rList, xList, ldMetaPath, regions, ldInfo) - mode <- if (!is.null(rList)) { - "rList" - } else if (!is.null(xList)) { - "xList" - } else if (!is.null(ldMetaPath)) { - "meta" - } else { - "info" - } - structure( - list( - mode = mode, - rList = rList, - xList = xList, - ldMetaPath = ldMetaPath, - regions = regions, - ldInfo = ldInfo, - returnGenotype = returnGenotype, - maxVariants = maxVariants, - seed = seed - ), - class = "ldLoaderSpec" - ) -} - - -# ---- Per-block loaders (one per ldLoader source mode) ----------------------- -# Top-level workers dispatched by .ldLoadBlock() on the spec's $mode; formerly -# branch closures inside ldLoader(). - -# @noRd -.ldLoadRList <- function(g, rList, maxVariants) { - R <- rList[[g]] - if (!is.null(maxVariants) && ncol(R) > maxVariants) { - keep <- sort(sample(ncol(R), maxVariants)) - R <- R[keep, keep] - } - R -} - -# @noRd -.ldLoadXList <- function(g, xList, maxVariants) { - X <- xList[[g]] - if (!is.null(maxVariants) && ncol(X) > maxVariants) { - keep <- sort(sample(ncol(X), maxVariants)) - X <- X[, keep] - } - X -} - -# @noRd -.ldLoadRegionMeta <- function( - g, - ldMetaPath, - regions, - returnGenotype, - maxVariants -) { - ld <- loadLdMatrix( - ldMetaPath, - region = regions[g], - returnGenotype = returnGenotype - ) - mat <- extractLdMatrix(ld, wantGenotype = returnGenotype) - if (!is.null(maxVariants) && ncol(mat) > maxVariants) { - keep <- sort(sample(ncol(mat), maxVariants)) - if (returnGenotype || nrow(mat) > ncol(mat)) { - mat <- mat[, keep] - } else { - mat <- mat[keep, keep] - } - } - # Center and scale genotype matrices - if (returnGenotype || nrow(mat) > ncol(mat)) { - mat <- scale(mat) - mat[is.na(mat)] <- 0 - } - mat -} - -# @noRd -.ldLoadIdInfo <- function(g, ldInfo, maxVariants) { - ldPath <- ldInfo$LD_file[g] - - # Auto-detect format: genotype source or pre-computed block - if (isGenotypeSource(ldPath)) { - geno <- loadGenotypeRegion(ldPath) - mat <- computeLd(geno) - } else { - # Pre-computed .cor.xz block - snpFile <- if (is_in("SNP_file", colnames(ldInfo))) { - ldInfo$SNP_file[g] - } else { - NULL # let processLdMatrix auto-detect .bim/.pvar/.pvar.zst - } - ld <- processLdMatrix(ldPath, snpFile) - mat <- extractLdMatrix(ld) - } - - if (!is.null(maxVariants) && ncol(mat) > maxVariants) { - keep <- sort(sample(ncol(mat), maxVariants)) - mat <- mat[keep, keep] - } - mat -} - -# Dispatch a single block load by the spec's source mode. -# @noRd -.ldLoadBlock <- function(spec, g) { - if (!is.null(spec$seed)) { - withr::local_seed(as.integer(spec$seed) + as.integer(g)) - } - switch( - spec$mode, - rList = .ldLoadRList(g, spec$rList, spec$maxVariants), - xList = .ldLoadXList(g, spec$xList, spec$maxVariants), - meta = .ldLoadRegionMeta( - g, - spec$ldMetaPath, - spec$regions, - spec$returnGenotype, - spec$maxVariants - ), - info = .ldLoadIdInfo(g, spec$ldInfo, spec$maxVariants) - ) -} - -#' Load one LD block from an ldLoader spec -#' -#' Given an \code{ldLoaderSpec} (from \code{\link{ldLoader}}) and a block index -#' \code{g}, load the corresponding LD correlation matrix (or the genotype -#' matrix, in region mode with \code{returnGenotype = TRUE}). -#' -#' @param spec An \code{ldLoaderSpec} object returned by \code{\link{ldLoader}}. -#' @param g Integer block index (1-based). -#' @return The LD correlation matrix or genotype matrix for block \code{g}. -#' @seealso \code{\link{ldLoader}} -#' @examples -#' spec <- ldLoader(rList = list(diag(10), diag(15))) -#' loadLdBlock(spec, 1) -#' @export -loadLdBlock <- function(spec, g) { - if (!inherits(spec, "ldLoaderSpec")) { - abort("`spec` must be an ldLoaderSpec (from ldLoader()).") - } - .ldLoadBlock(spec, g) -} +# ---- Per-block helpers ------------------------------------------------------ # ============================================================================= # LD correlation matrix from a dosage matrix diff --git a/R/manifestLoaders.R b/R/manifestLoaders.R index f1e04383..5f9330f7 100644 --- a/R/manifestLoaders.R +++ b/R/manifestLoaders.R @@ -377,10 +377,15 @@ NULL canonChrom(as.character(GenomicRanges::seqnames(sketchGr))), reqChrom ) + # Same matching relation `.ldFromSketch()` will use when the LD is + # actually loaded, palindromes included -- otherwise this counts an A/T + # variant as absent, under-reports the overlap and warns about a panel + # that will in fact match. nOverlap <- length( matchVariants( .grVariantIds(entryGr), - .grVariantIds(sketchGr[keep]) + .grVariantIds(sketchGr[keep]), + removeStrandAmbiguous = FALSE )$idxA ) if (nOverlap == 0L) { diff --git a/R/mashPipeline.R b/R/mashPipeline.R index b1b08a95..eec4b7b5 100644 --- a/R/mashPipeline.R +++ b/R/mashPipeline.R @@ -7,19 +7,44 @@ #' @param sumStatsList Named list (or \code{SimpleList}) of #' \code{\link{QtlSumStats}} or \code{\link{GwasSumStats}} objects. Required #' names: \code{"strong"} (discovery variants), \code{"random"} (random -#' background). Optional: \code{"null"} (for residual correlation estimation). +#' background, the partition the mixture weights are fit on). Optional: +#' \code{"null"} (null variants), needed only by the +#' \code{residualCorrelationMethod} values that estimate \eqn{\hat V} from +#' them. #' @param alpha Numeric (length 1). Variance-stabilising-transform exponent #' forwarded to \code{mashr::mash_set_data()}. Use \code{alpha = 0} on the #' BETA scale, \code{alpha = 1} on the Z scale. #' @param residualCorrelation Optional pre-computed residual correlation matrix -#' (\code{Vhat}). When supplied, replaces the inline -#' \code{mashr::estimate_null_correlation_simple()} call entirely and the -#' \code{"random"} slot of \code{sumStatsList} becomes optional (the function -#' does not need it for anything else). Useful when \code{Vhat} was estimated -#' previously on a larger reference and shipped as a static artefact (the -#' legacy MWE pattern). +#' (\code{Vhat}). When supplied, it is used as-is: +#' \code{residualCorrelationMethod} is not consulted, and the +#' \code{"random"} slot of \code{sumStatsList} becomes optional (the +#' function does not need it for anything else). Useful when \code{Vhat} was +#' estimated previously on a larger reference and shipped as a static +#' artefact (the legacy MWE pattern). +#' @param residualCorrelationMethod How to estimate \eqn{\hat V} when +#' \code{residualCorrelation} is not supplied; forwarded to +#' \code{\link{mashResidualCorrelation}}, which is where each estimator is +#' described. +#' +#' \code{"identity"} (the default) takes the residual correlation to be the +#' identity, needs no extra partition, and never depends on which partitions +#' were supplied. It is the safe default rather than the best one: it +#' assumes conditions share no residual correlation, which +#' overlapping-sample designs -- the usual multi-context QTL case, where the +#' same donors are measured in every context -- violate. Supplying a +#' \code{"null"} partition while leaving this at \code{"identity"} reports +#' that the partition is unused, since that combination is more often an +#' oversight than an intent. +#' +#' The estimators differ in what they require: \code{"simple"}, +#' \code{"simpleSpecific"} and \code{"corshrink"} need a \code{"null"} +#' entry; \code{"mle"} needs \code{"random"} plus a supplied +#' \code{priorCovariances} to refine against. A named method whose +#' requirement is unmet is a hard error, not a silent fallback. #' @param priorCovariances Optional named list of square covariance matrices -#' (the \code{Ulist} \code{mashr::mash()} consumes). When supplied, replaces +#' (the \code{Ulist} \code{mashr::mash()} consumes), or a +#' \code{\link{mashPriorCovariances}} result, which is unwrapped to its +#' \code{U}. When supplied, replaces #' the canonical + PCA + flash + ED chain (\code{cov_canonical} / #' \code{cov_pca} / \code{cov_flash} / \code{cov_ed}) entirely; mash sees only #' the supplied matrices. Every entry must be a \code{ncol(Bhat) x ncol(Bhat)} @@ -57,12 +82,20 @@ mashPipeline <- function( sumStatsList, alpha, residualCorrelation = NULL, + residualCorrelationMethod = c( + "identity", + "simple", + "simpleSpecific", + "corshrink", + "mle" + ), priorCovariances = NULL, nPcs = NULL, inputScale = c("auto", "beta", "z"), setSeed = 999 ) { inputScale <- arg_match(inputScale) + residualCorrelationMethod <- arg_match(residualCorrelationMethod) .mashRequirePriorPackages() # Accept either a base list or a S4Vectors::SimpleList. if (methods::is(sumStatsList, "SimpleList")) { @@ -74,7 +107,9 @@ mashPipeline <- function( sumStatsList, alpha, inputScale, - residualCorrelation + residualCorrelation, + residualCorrelationMethod, + priorCovariances ) # mashPriorCovariances() owns the cov_* chain, the supplied-prior bypass, # and the mash() weight fit; mashPipeline just forwards its arguments. @@ -128,8 +163,52 @@ mashPipeline <- function( } } -# Vhat: the supplied residualCorrelation, else estimate it via -# mashResidualCorrelation ('simple' when a null set exists, else 'identity'). +# Identity ignores the null partition entirely, so a caller who assembled one +# and still landed on identity has gone to real trouble for nothing -- most +# likely they expected the null set to be used. Say so rather than quietly +# discarding it. Identity assumes conditions share no residual correlation, +# which overlapping-sample designs (the usual multi-context QTL case, where +# the same donors appear in every context) violate. +# @noRd +.mashNoteUnusedNull <- function(method, sumStatsList) { + hasNull <- is_in("null", names(sumStatsList)) && !is.null(sumStatsList$null) + if (method != "identity" || !hasNull) { + return(invisible(FALSE)) + } + inform(glue( + "mashPipeline: `sumStatsList` carries a 'null' partition, but ", + "residualCorrelationMethod = 'identity' does not use it -- the ", + "residual correlation is taken to be the identity. Pass ", + "'simple' (or 'simpleSpecific' / 'corshrink') to estimate it from ", + "those null variants instead." + )) + invisible(TRUE) +} + +# A prior covariance list reaches the consumers in one of two shapes, because +# the two producers disagree: mashCovarianceComponents() returns a bare Ulist +# (a named list of matrices) while mashPriorCovariances() wraps it as +# list(U, w, loglik). Accept either, so the output of either producer can be +# handed straight to any consumer. A real Ulist entry named "U" would be a +# matrix rather than a list, so the two shapes cannot be confused. +# @noRd +.mashAsUlist <- function(priorCovariances) { + isWrapped <- is.list(priorCovariances) && + is_in("U", names(priorCovariances)) && + is.list(priorCovariances$U) && + !is.matrix(priorCovariances$U) + if (isWrapped) { + return(priorCovariances$U) + } + priorCovariances +} + +# Vhat: the supplied residualCorrelation, else whatever +# `residualCorrelationMethod` names. The method used to be inferred from the +# partitions present ('simple' when a null set existed, else 'identity'), +# which meant a caller without a null set silently assumed zero residual +# correlation between conditions -- a statistical choice, made invisibly. +# It is now always the caller's, named up front. # setSeed = NULL leaves the RNG stream (seeded by the caller) untouched, so # delegated calls consume it in the original order. # @noRd @@ -137,16 +216,19 @@ mashPipeline <- function( sumStatsList, alpha, inputScale, - residualCorrelation + residualCorrelation, + method, + priorCovariances ) { if (!is.null(residualCorrelation)) { return(residualCorrelation) } - hasNull <- is_in("null", names(sumStatsList)) && !is.null(sumStatsList$null) + .mashNoteUnusedNull(method, sumStatsList) mashResidualCorrelation( sumStatsList, alpha, - method = if (hasNull) "simple" else "identity", + method = method, + priorCovariances = priorCovariances, inputScale = inputScale, setSeed = NULL ) @@ -166,13 +248,15 @@ mashPipeline <- function( #' @param method Estimator, all on the \code{"null"} partition unless noted. #' \code{"simple"} = mashr \code{estimate_null_correlation_simple()}; #' \code{"identity"} = \code{diag(nConditions)} (reads only \code{"strong"}); -#' \code{"simple_specific"} = \code{Matrix::nearPD(cov(nullZ), corr = TRUE)}; +#' \code{"simpleSpecific"} = \code{Matrix::nearPD(cov(nullZ), corr = TRUE)}; #' \code{"corshrink"} = \code{CorShrink::CorShrinkData()} adaptive-shrinkage #' correlation (needs the \pkg{CorShrink} package); \code{"mle"} = #' \code{mashr::mash_estimate_corr_em()} on a random subset (needs #' \code{"random"} + \code{priorCovariances}). #' @param priorCovariances Prior \code{U} list (required by \code{method = -#' "mle"}). +#' "mle"}). Accepts a bare named list of covariance matrices or a +#' \code{\link{mashPriorCovariances}} result, which is unwrapped to its +#' \code{U}. #' @param nSubset,maxIter \code{method = "mle"} controls (random-subset size and #' EM iterations). #' @param inputScale SumStats -> matrix conversion scale (\code{"auto"} / @@ -191,7 +275,7 @@ mashPipeline <- function( mashResidualCorrelation <- function( sumStatsList, alpha, - method = c("simple", "identity", "mle", "corshrink", "simple_specific"), + method = c("simple", "identity", "mle", "corshrink", "simpleSpecific"), priorCovariances = NULL, nSubset = 6000L, maxIter = 6L, @@ -289,6 +373,7 @@ mashResidualCorrelation <- function( ) abort(msg) } + priorCovariances <- .mashAsUlist(priorCovariances) randomMats <- .mashSumStatsToMatrices( sumStatsList$random, "random", @@ -311,7 +396,7 @@ mashResidualCorrelation <- function( fit$V } -# methods 'corshrink' / 'simple_specific': estimate V on the null z-matrix. The +# methods 'corshrink' / 'simpleSpecific': estimate V on the null z-matrix. The # `null` partition is already the null variants (max|z| < 2), so no # re-thresholding is needed. # @noRd @@ -329,7 +414,7 @@ mashResidualCorrelation <- function( inputScale = inputScale ) nullZ <- nullMats$b / nullMats$s - if (method == "simple_specific") { + if (method == "simpleSpecific") { return(as.matrix( Matrix::nearPD( stats::cov(nullZ), @@ -343,7 +428,7 @@ mashResidualCorrelation <- function( # nocov start msg <- glue( "mashResidualCorrelation: method 'corshrink' needs the CorShrink ", - "package. Install it, or use 'simple' / 'simple_specific'." + "package. Install it, or use 'simple' / 'simpleSpecific'." ) abort(msg) # nocov end @@ -358,7 +443,7 @@ mashResidualCorrelation <- function( } # Internal: build the requested data-driven covariance components off a prepared -# mashr data object, in a fixed order (canonical, pca, flash, flash_nonneg) so a +# mashr data object, in a fixed order (canonical, pca, flash, flashNonneg) so a # given `components` set reproduces the same ordering everywhere. RNG is # consumed only by cov_flash / cov_flash(nonneg). Shared by mashPriorCovariances # and the exported mashCovarianceComponents. @@ -377,7 +462,7 @@ mashResidualCorrelation <- function( if (is_in("flash", components)) { comps <- c(comps, mashr::cov_flash(mashData)) } - if (is_in("flash_nonneg", components)) { + if (is_in("flashNonneg", components)) { comps <- c(comps, mashr::cov_flash(mashData, factors = "nonneg")) } comps @@ -396,7 +481,7 @@ mashResidualCorrelation <- function( #' @param alpha mash \code{alpha}. #' @param vhat Residual correlation matrix (\code{V}); \code{NULL} -> identity. #' @param components Any of \code{"canonical"}, \code{"pca"}, \code{"flash"}, -#' \code{"flash_nonneg"}. Built in that fixed order. +#' \code{"flashNonneg"}. Built in that fixed order. #' @param nPcs PCs seeded into \code{cov_pca}. Default \code{ncol(Bhat) - 1}. #' @param inputScale SumStats -> matrix conversion scale. #' @param setSeed Integer seed (\code{cov_flash} is stochastic), or \code{NULL} @@ -413,7 +498,7 @@ mashCovarianceComponents <- function( sumStatsList, alpha, vhat = NULL, - components = c("canonical", "pca", "flash", "flash_nonneg"), + components = c("canonical", "pca", "flash", "flashNonneg"), nPcs = NULL, inputScale = c("auto", "beta", "z"), setSeed = 999 @@ -443,7 +528,7 @@ mashCovarianceComponents <- function( #' collection. Split out of \code{\link{mashPipeline}} so the #' covariance-estimation chain lives in one place. The default builds every #' non-udr covariance component (\code{canonical + pca + flash + -#' flash_nonneg}) and refines them with mashr extreme deconvolution +#' flashNonneg}) and refines them with mashr extreme deconvolution #' (\code{cov_ed}). #' @param sumStatsList Named list (or \code{S4Vectors::SimpleList}) with at #' least \code{"strong"} (the discovery set the covariances are learned on). @@ -452,7 +537,7 @@ mashCovarianceComponents <- function( #' \code{\link{mashResidualCorrelation}}. \code{NULL} -> identity. #' @param components Data-driven covariance components, any of #' \code{"canonical"}, \code{"pca"}, \code{"flash"} (default -#' \code{cov_flash}), \code{"flash_nonneg"} (\code{cov_flash(factors = +#' \code{cov_flash}), \code{"flashNonneg"} (\code{cov_flash(factors = #' "nonneg")}). Built in that fixed order. Ignored by the \code{"ud"} / #' \code{"ud_ted"} engines. #' @param engine Covariance-refinement engine. \code{"cov_ed"} (default; mashr's @@ -463,11 +548,15 @@ mashCovarianceComponents <- function( #' not the default; \code{"ud_ted"} additionally needs i.i.d. (z-scale) data). #' @param nPcs PCs seeded into \code{cov_pca}. Default \code{ncol(Bhat) - 1}. #' @param priorCovariances Optional caller-supplied prior \code{U}: a non-empty -#' named list of \code{nCond x nCond} matrices. When supplied, the covariance -#' chain is bypassed and only the mixture-weight fit runs. +#' named list of \code{nCond x nCond} matrices, or a +#' \code{\link{mashPriorCovariances}} result, which is unwrapped to its +#' \code{U}. When supplied, the covariance chain is bypassed and only the +#' mixture-weight fit runs. #' @param priorComponents Optional caller-supplied raw covariance components (a #' non-empty named list, e.g. the concatenated -#' \code{\link{mashCovarianceComponents}} outputs). When supplied, these are +#' \code{\link{mashCovarianceComponents}} outputs, or a +#' \code{\link{mashPriorCovariances}} result, which is unwrapped to its +#' \code{U}). When supplied, these are #' refined by \code{engine} instead of being rebuilt internally -- the #' mixture-prior pipeline where separate steps built the components. #' \code{components} / \code{nPcs} are then ignored. Distinct from @@ -494,7 +583,7 @@ mashPriorCovariances <- function( sumStatsList, alpha, vhat = NULL, - components = c("canonical", "pca", "flash", "flash_nonneg"), + components = c("canonical", "pca", "flash", "flashNonneg"), engine = c("cov_ed", "ud", "ud_ted"), nPcs = NULL, priorCovariances = NULL, @@ -545,7 +634,7 @@ mashPriorCovariances <- function( components, caller = "mashPriorCovariances" ) { - valid <- c("canonical", "pca", "flash", "flash_nonneg") + valid <- c("canonical", "pca", "flash", "flashNonneg") bad <- setdiff(as.character(components), valid) if (length(bad) > 0L) { msg <- glue( @@ -601,6 +690,7 @@ mashPriorCovariances <- function( # matrices. Returns list(U, w = NULL, loglik = NULL). # @noRd .mashUserPriorCovariances <- function(priorCovariances, mashData) { + priorCovariances <- .mashAsUlist(priorCovariances) if ( !is.list(priorCovariances) || length(priorCovariances) == 0L || @@ -659,6 +749,7 @@ mashPriorCovariances <- function( components, nPcs ) { + priorComponents <- .mashAsUlist(priorComponents) if (is.null(priorComponents)) { return(.mashBuildComponents( mashData, @@ -782,8 +873,11 @@ mashPriorCovariances <- function( #' \code{\link{QtlSumStats}} / \code{\link{GwasSumStats}}; must contain the #' \code{fitOn} entry. #' @param alpha mash \code{alpha} (forwarded to \code{mashr::mash_set_data()}). -#' @param priorCovariances The prior covariance list (\code{U}) to fit with -- -#' e.g. the \code{$U} of a \code{\link{mashPriorCovariances}} result. +#' @param priorCovariances The prior covariance list (\code{U}) to fit with. +#' Either shape the producers return is accepted: a bare named list of +#' covariance matrices (\code{\link{mashCovarianceComponents}}) or the +#' \code{list(U, w, loglik)} a \code{\link{mashPriorCovariances}} result +#' carries, which is unwrapped to its \code{U}. #' @param vhat Residual correlation matrix (\code{V}); \code{NULL} -> identity. #' @param fitOn Partition to learn the mixture weights on: \code{"random"} #' (default, the standard unbiased choice) or \code{"strong"}. @@ -808,7 +902,7 @@ mashPriorCovariances <- function( #' dimnames(vhat) <- list(conds, conds) #' prior <- mashPriorCovariances(ssl, alpha = 0, vhat = vhat, #' components = "canonical") -#' model <- mashModelFit(ssl, alpha = 0, priorCovariances = prior$U, +#' model <- mashModelFit(ssl, alpha = 0, priorCovariances = prior, #' vhat = vhat) #' @export mashModelFit <- function( @@ -835,6 +929,7 @@ mashModelFit <- function( if (methods::is(sumStatsList, "SimpleList")) { sumStatsList <- as.list(sumStatsList) } + priorCovariances <- .mashAsUlist(priorCovariances) .mashValidatePriorCovList(priorCovariances) if (is.null(sumStatsList[[fitOn]])) { msg <- glue( @@ -911,7 +1006,7 @@ mashModelFit <- function( #' dimnames(vhat) <- list(conds, conds) #' prior <- mashPriorCovariances(ssl, alpha = 0, vhat = vhat, #' components = "canonical") -#' model <- mashModelFit(ssl, alpha = 0, priorCovariances = prior$U, +#' model <- mashModelFit(ssl, alpha = 0, priorCovariances = prior, #' vhat = vhat) #' mashPosterior(model, mk("strong.b", "strong.s"), alpha = 0, vhat = vhat) #' @export @@ -1274,7 +1369,7 @@ mashPosteriorContrast <- function( #' dimnames(vhat) <- list(conds, conds) #' prior <- mashPriorCovariances(ssl, alpha = 0, vhat = vhat, #' components = "canonical") -#' model <- mashModelFit(ssl, alpha = 0, priorCovariances = prior$U, +#' model <- mashModelFit(ssl, alpha = 0, priorCovariances = prior, #' vhat = vhat) #' updateMashModelCov(model, allSamples = conds, samples = conds[1:3]) #' @export diff --git a/R/mashWrapper.R b/R/mashWrapper.R index f4570463..c274204c 100644 --- a/R/mashWrapper.R +++ b/R/mashWrapper.R @@ -1227,7 +1227,7 @@ qtlSumStatsFromBetaMatrix <- function( # @noRd .mashRowDf <- function(x, rIdx, setup, requireCols) { if (setup$isQtl) { - getSumstatDf( + getSumStatsDf( x, study = setup$studyCol[[rIdx]], context = setup$contextCol[[rIdx]], @@ -1235,7 +1235,7 @@ qtlSumStatsFromBetaMatrix <- function( require = requireCols ) } else { - getSumstatDf(x, study = setup$studyCol[[rIdx]], require = requireCols) + getSumStatsDf(x, study = setup$studyCol[[rIdx]], require = requireCols) } } diff --git a/R/qtlSumStats.R b/R/qtlSumStats.R index 488c4974..f68764c7 100644 --- a/R/qtlSumStats.R +++ b/R/qtlSumStats.R @@ -390,8 +390,9 @@ QtlSumStats <- function( #' enriched by \code{\link{qtlAssociationPostprocess}}, a logical #' \code{significant} mcol for that method is added to the returned entry (the #' significance is derived on the fly, not stored). Flat export flattens this -#' full entry GRanges (all mcols) directly; note \code{\link{getSumstatDf}} is -#' a fixed GWAS-schema view and does not carry the association columns. +#' full entry GRanges (all mcols) directly; note +#' \code{\link{getSumStatsDf}} is a fixed GWAS-schema view and does not +#' carry the association columns. #' @export setMethod( "getSumStats", @@ -429,10 +430,10 @@ setMethod( # getZ / getN / getMaf / nSnps are provided once by SumStatsBase (AllClasses.R); # they only delegate to getSumStats(). -#' @rdname getSumstatDf +#' @rdname getSumStatsDf #' @export setMethod( - "getSumstatDf", + "getSumStatsDf", "QtlSumStats", function( x, diff --git a/R/regularizedRegressionWrappers.R b/R/regularizedRegressionWrappers.R index 8ae5681f..03a6a5be 100644 --- a/R/regularizedRegressionWrappers.R +++ b/R/regularizedRegressionWrappers.R @@ -23,10 +23,10 @@ #' }) #' stat <- list(b = vapply(ss, `[`, numeric(1), 1L), #' seb = vapply(ss, `[`, numeric(1), 2L), n = rep(nrow(X), ncol(X))) -#' mrAshRssWeights(stat, cor(X), varY = var(y), sigma2E = var(y), +#' mrashRssWeights(stat, cor(X), varY = var(y), sigma2E = var(y), #' s0 = c(0, 0.1, 0.5), w0 = c(0.8, 0.1, 0.1)) #' @export -mrAshRssWeights <- function( +mrashRssWeights <- function( stat, LD, varY, @@ -229,8 +229,9 @@ prsCsWeights <- function(stat, LD, ...) { #' #' @param seed Integer or \code{NULL}. Random seed for the Gibbs sampler; #' \code{NULL} leaves the RNG state unchanged. -#' @return A list containing the estimated effect sizes (beta) and heritability -#' (h2). +#' @return A list with \code{betaEst} (the estimated effect sizes) and +#' \code{h2} (the estimated heritability). \code{sdprWeights()} returns +#' only \code{betaEst}; call this directly when you also want \code{h2}. #' @examples #' # Generate example data #' set.seed(985115) @@ -272,10 +273,11 @@ prsCsWeights <- function(stat, LD, ...) { #' # In sample prediction correlations #' cor(X %*% out$betaEst, y) # #' -#' @note This function is a wrapper for the SDPR C++ implementation, which is a -#' rewritten and adopted version -#' of the SDPR package. The original SDPR documentation is available at -#' https://htmlpreview.github.io/?https://github.com/eldronzhou/SDPR/blob/main/doc/Manual.html +#' @note This function wraps a rewritten and adapted version of the SDPR C++ +#' implementation. SDPR is described in Zhou G, Zhao H (2021), "A fast and +#' robust Bayesian nonparametric method for prediction of complex traits +#' using summary statistics", PLoS Genetics 17(7): e1009697. +#' \doi{10.1371/journal.pgen.1009697} #' #' @export sdpr <- function( @@ -593,7 +595,7 @@ mrmashRssWeights <- function( if (ncol(Z) < 2) { msg <- glue( "mrmashRssWeights expects stat$z to have >= 2 columns ", - "(one per context). For single-context use mrAshRssWeights()." + "(one per context). For single-context use mrashRssWeights()." ) abort(msg) } @@ -796,7 +798,7 @@ mrashWeights <- function(X, y, initPriorSd = TRUE, retainFit = FALSE, ...) { } else if (length(argsList$beta.init) == ncol(X)) { argsList$beta.init <- argsList$beta.init[keep] } - mrAshArgs <- c( + mrashArgs <- c( list( X = XKeep, y = y, @@ -804,7 +806,7 @@ mrashWeights <- function(X, y, initPriorSd = TRUE, retainFit = FALSE, ...) { ), argsList ) - fit.mr.ash <- exec(mr.ash, !!!mrAshArgs) + fit.mr.ash <- exec(mr.ash, !!!mrashArgs) eff.wgt[keep] <- predict(fit.mr.ash, type = "coefficients")[-1] if (retainFit) { attr(eff.wgt, "fit") <- fit.mr.ash @@ -1513,7 +1515,7 @@ lassosumRss <- function( list( beta = candidateBeta[, idx], index = idx, - mode = "min_fbeta" + mode = "minFbeta" ) } @@ -1528,7 +1530,7 @@ lassosumRss <- function( list( beta = candidateBeta[, idx], index = idx, - mode = "ld_quadratic" + mode = "ldQuadratic" ) } @@ -1684,7 +1686,7 @@ lassosumRss <- function( # Shared scaffold for the RSS shrinkage-grid weight functions # (lassosumRssWeights / .penalizedRssWeights / l0learnRssWeights). Standardizes # the stat -> solverInput conversion, the outer LD-shrinkage grid over `s`, the -# candidate accumulation, and the ld_quadratic / min_fbeta selection. `method` + +# candidate accumulation, and the ldQuadratic / minFbeta selection. `method` + # `config` pick the per-`s` solver (.rssFitOne) and the finalizer # (.rssFinalize). .rssShrinkGridWeights <- function( @@ -1693,7 +1695,7 @@ lassosumRss <- function( s, method, config, - selection = c("ld_quadratic", "min_fbeta") + selection = c("ldQuadratic", "minFbeta") ) { selection <- arg_match(selection) n <- median(stat$n) @@ -1709,7 +1711,7 @@ lassosumRss <- function( candidateMeta[[length(candidateMeta) + 1L]] <- one$meta } candidateMeta <- bind_rows(candidateMeta) - selectorResult <- if (selection == "ld_quadratic") { + selectorResult <- if (selection == "ldQuadratic") { .lassosumSelectLdQuadratic(candidateBeta, corInput, LD) } else { .lassosumSelectMinFbeta(candidateBeta, candidateMeta) @@ -1743,9 +1745,9 @@ lassosumRss <- function( #' @param LD LD correlation matrix R (single matrix, NOT pre-shrunk). #' @param s Numeric vector of shrinkage parameters to search over. Default: #' \code{c(0.2, 0.5, 0.9, 1.0)} following Mak et al (2017) and OTTERS. -#' @param selection Selection strategy. Default \code{"ld_quadratic"} uses +#' @param selection Selection strategy. Default \code{"ldQuadratic"} uses #' \eqn{c^T \beta / \sqrt{\beta^T R \beta}} on the supplied LD matrix. -#' \code{"min_fbeta"} is retained as an explicit alternative for debugging. +#' \code{"minFbeta"} is retained as an explicit alternative for debugging. #' @param ... Additional arguments passed to \code{lassosumRss()}. #' #' @return A numeric vector of the posterior SNP coefficients at the best (s, @@ -1768,7 +1770,7 @@ lassosumRssWeights <- function( stat, LD, s = c(0.2, 0.5, 0.9, 1.0), - selection = c("ld_quadratic", "min_fbeta"), + selection = c("ldQuadratic", "minFbeta"), ... ) { selection <- arg_match(selection) @@ -1897,7 +1899,7 @@ penalizedRss <- function( alpha = 1.0, lambda0 = 0, lambda2 = 0, - selection = c("ld_quadratic", "min_fbeta"), + selection = c("ldQuadratic", "minFbeta"), ... ) { selection <- arg_match(selection) @@ -1931,8 +1933,8 @@ penalizedRss <- function( #' 0.5, 0.9, 1.0)}. #' @param gamma SCAD concavity parameter. Default 3.7. #' @param alpha Elastic-net mixing (1 = pure L1). Default 1. -#' @param selection Selection strategy: \code{"ld_quadratic"} (default) or -#' \code{"min_fbeta"}. +#' @param selection Selection strategy: \code{"ldQuadratic"} (default) or +#' \code{"minFbeta"}. #' @param ... Additional arguments passed to \code{penalizedRss()}. #' @return A numeric vector of SNP coefficient weights. #' @examples @@ -1955,7 +1957,7 @@ scadRssWeights <- function( s = c(0.2, 0.5, 0.9, 1.0), gamma = 3.7, alpha = 1.0, - selection = c("ld_quadratic", "min_fbeta"), + selection = c("ldQuadratic", "minFbeta"), ... ) { .penalizedRssWeights( @@ -1983,8 +1985,8 @@ scadRssWeights <- function( #' 0.5, 0.9, 1.0)}. #' @param gamma MCP concavity parameter. Default 3. #' @param alpha Elastic-net mixing (1 = pure L1). Default 1. -#' @param selection Selection strategy: \code{"ld_quadratic"} (default) or -#' \code{"min_fbeta"}. +#' @param selection Selection strategy: \code{"ldQuadratic"} (default) or +#' \code{"minFbeta"}. #' @param ... Additional arguments passed to \code{penalizedRss()}. #' @return A numeric vector of SNP coefficient weights. #' @examples @@ -2007,7 +2009,7 @@ mcpRssWeights <- function( s = c(0.2, 0.5, 0.9, 1.0), gamma = 3.0, alpha = 1.0, - selection = c("ld_quadratic", "min_fbeta"), + selection = c("ldQuadratic", "minFbeta"), ... ) { .penalizedRssWeights( @@ -2044,8 +2046,8 @@ mcpRssWeights <- function( #' @param lambda Numeric vector of L1 penalty values (for L0L1). Default: #' \code{c(0)} (no L1 unless L0L1 is used). #' @param lambda2 L2 penalty weight (for L0L2). Default 0. -#' @param selection Selection strategy: \code{"ld_quadratic"} (default) or -#' \code{"min_fbeta"}. +#' @param selection Selection strategy: \code{"ldQuadratic"} (default) or +#' \code{"minFbeta"}. #' @param maxSwaps Maximum swap rounds per lambda. Default 100. #' @param ... Additional arguments passed to \code{penalizedRss()}. #' @return A numeric vector of SNP coefficient weights. @@ -2071,7 +2073,7 @@ l0learnRssWeights <- function( lambda0 = exp(seq(log(0.001), log(1), length.out = 10)), lambda = NULL, lambda2 = 0, - selection = c("ld_quadratic", "min_fbeta"), + selection = c("ldQuadratic", "minFbeta"), maxSwaps = 100, ... ) { @@ -2929,13 +2931,13 @@ computeW0 <- function(Bhat, ncomps) { return(w0) } -compute_w0 <- computeW0 #' Re-normalize mrmash weight w0 to have total weight sum to 1 #' @param w0 is the weight of mr.mash prior matrices that was generated from #' mr.mash() function. #' @return A named numeric vector of prior-matrix weights with the \code{null} #' component removed and the remaining weights renormalized to sum to 1. +#' @keywords internal rescaleCovW0 <- function(w0) { # remove null component w0 <- w0[names(w0) != "null"] @@ -2968,7 +2970,6 @@ rescaleCovW0 <- function(w0) { return(updatedW0) } -rescale_cov_w0 <- rescaleCovW0 ### Function to compute grids computeGrid <- function(bhat, sbhat) { diff --git a/R/relatednessQc.R b/R/relatednessQc.R index 285e558c..a74e75c6 100644 --- a/R/relatednessQc.R +++ b/R/relatednessQc.R @@ -9,8 +9,8 @@ #' .kin0 output). Must contain columns for IID1, IID2, and relatedness value. #' @param relatednessThreshold Kinship threshold above which individuals are #' considered related (default 0.0625, i.e. 2nd degree). -#' @param analysisType One of \code{"maximize_unrelated"} (default) or -#' \code{"maximize_cases"}. The latter preserves cases in case-control +#' @param analysisType One of \code{"maximizeUnrelated"} (default) or +#' \code{"maximizeCases"}. The latter preserves cases in case-control #' studies. #' @param relatednessIid1 Column name for first individual ID (default "IID1"). #' @param relatednessIid2 Column name for second individual ID (default "IID2"). @@ -19,7 +19,7 @@ #' @param relatednessValue Column name for the relatedness measure (default #' "PI_HAT"). #' @param phenoData A data.frame with columns \code{IID} and the column named by -#' \code{phenoCol}. Required when \code{analysisType = "maximize_cases"}. +#' \code{phenoCol}. Required when \code{analysisType = "maximizeCases"}. #' @param phenoCol Column name for the phenotype (default "pheno"). Expected to #' be binary (1 = case, 0 = control). #' @param otherCriterion Optional data.frame with additional filtering criteria @@ -47,7 +47,7 @@ filterRelatedness <- function( relatedness, relatednessThreshold = 0.0625, - analysisType = c("maximize_unrelated", "maximize_cases"), + analysisType = c("maximizeUnrelated", "maximizeCases"), relatednessIid1 = "IID1", relatednessIid2 = "IID2", relatednessFid1 = NULL, @@ -69,8 +69,8 @@ filterRelatedness <- function( analysisType <- arg_match(analysisType) p <- as.list(environment()) p$relatedness <- as_tibble(relatedness) - if (analysisType == "maximize_cases" && is.null(phenoData)) { - abort("Must provide phenoData when analysisType is 'maximize_cases'") + if (analysisType == "maximizeCases" && is.null(phenoData)) { + abort("Must provide phenoData when analysisType is 'maximizeCases'") } # Phase 1: graph-based pre-pruning of large components. highRelatedIndiv <- .relatednessPrune(p) @@ -90,11 +90,11 @@ filterRelatedness <- function( allExclude } -# Phase-2 dispatch: maximize_unrelated runs plinkQC directly; maximize_cases +# Phase-2 dispatch: maximizeUnrelated runs plinkQC directly; maximizeCases # preserves cases. Returns list(allExclude, kin). # @noRd .relatednessPhase2 <- function(kin, plinkqcArgs, analysisType, p) { - if (analysisType == "maximize_unrelated") { + if (analysisType == "maximizeUnrelated") { return(list( allExclude = .relatednessRunPlinkqc(kin, plinkqcArgs)$IID, kin = kin @@ -211,7 +211,7 @@ filterRelatedness <- function( ) } -# maximize_cases: preserve cases, preferentially remove controls. Returns +# maximizeCases: preserve cases, preferentially remove controls. Returns # list(allExclude, kin) (kin is restricted to phenotyped individuals). # @noRd .relatednessMaximizeCases <- function(kin, plinkqcArgs, p) { diff --git a/R/sldscPostprocessingPipeline.R b/R/sldscPostprocessingPipeline.R index 4a91c1f1..1b6cf573 100644 --- a/R/sldscPostprocessingPipeline.R +++ b/R/sldscPostprocessingPipeline.R @@ -36,8 +36,10 @@ #' enrichmentP = setNames(rep(0.01, n), cats), #' propH2 = setNames(rep(0.2, n), cats), #' propSnps = setNames(rep(0.1, n), cats), h2g = 0.3, -#' tauBlocks = matrix(1e-7, 10, n, dimnames = list(NULL, cats)), +#' tauBlocks = matrix(1e-7 * seq(0.9, 1.1, length.out = 10), 10, n, +#' dimnames = list(NULL, cats)), #' nBlocks = 10L) +#' } #' annot <- data.frame(CHR = c(1, 1, 1, 2, 2, 2), SNP = paste0("rs", 1:6), #' annot_A = c(1, 0, 1, 0, 1, 0), annot_B = c(2.1, 1.8, 2.5, 1.9, 2.3, 2)) #' frq <- data.frame(CHR = c(1, 1, 1, 2, 2, 2), SNP = paste0("rs", 1:6), @@ -48,9 +50,8 @@ #' joint = mkRun(c("annot_A_0", "annot_B_0", "baselineLD_0"))) #' } #' traits <- setNames(list(mkTrait(), mkTrait()), c("traitX", "traitY")) -#' sd <- SldscData(annot = annot, frq = frq, traits = traits) -#' sldscPostprocessingPipeline(sldscData = sd) -#' } +#' sldscData <- SldscData(annot = annot, frq = frq, traits = traits) +#' sldscPostprocessingPipeline(sldscData = sldscData) #' @export sldscPostprocessingPipeline <- function( sldscData, @@ -108,7 +109,7 @@ sldscPostprocessingPipeline <- function( ) abort(msg) } - traitNames <- getTraitNames(sldscData) + traitNames <- getTraits(sldscData) if (length(traitNames) == 0L) { abort("sldscPostprocessingPipeline: SldscData has no traits.") } diff --git a/R/sldscWrapper.R b/R/sldscWrapper.R index 36150a79..9757b2f9 100644 --- a/R/sldscWrapper.R +++ b/R/sldscWrapper.R @@ -193,11 +193,11 @@ readSldscAnnot <- function(targetAnnoDir, annotCols = NULL) { #' `.frq`). Falls back to all `*.frq` in the directory when #' the prefix matches nothing. #' @return A \code{data.frame}: \code{CHR}, \code{SNP}, \code{MAF}. -#' @importFrom vroom vroom +#' @importFrom readr read_table cols #' @importFrom tidyselect all_of #' @examples #' sldsc <- system.file("extdata", "sldsc", package = "pecotmr") -#' readSldscFrq(sldsc, plinkName = "reference.") +#' head(readSldscFrq(sldsc, plinkName = "reference.")) #' @export readSldscFrq <- function(frqfileDir, plinkName = "ADSP_chr") { if (!dir.exists(frqfileDir)) { @@ -1001,13 +1001,18 @@ sldscSubsetMeta <- function( ) } -# Read one .frq file's CHR/SNP/MAF columns. +# Read one .frq file's CHR/SNP/MAF columns. PLINK writes .frq +# whitespace-aligned rather than delimited, so the columns need read_table's +# whitespace collapsing: vroom guesses a single-space delimiter, reads the +# padding as empty fields, and shifts every value one or more columns left +# (CHR and SNP come back all-NA, MAF picks up NCHROBS). read_table also +# accepts the tab-delimited .frq some pipelines emit, since a tab is +# whitespace too. # @noRd .sldscReadFrqFile <- function(f) { - vroom( - f, - col_select = all_of(c("CHR", "SNP", "MAF")), - show_col_types = FALSE + select( + read_table(f, col_types = cols()), + all_of(c("CHR", "SNP", "MAF")) ) } diff --git a/R/sumstatsQc.R b/R/sumstatsQc.R index d19603ee..5ae7777f 100644 --- a/R/sumstatsQc.R +++ b/R/sumstatsQc.R @@ -2038,12 +2038,15 @@ raissSingleMatrixFromX <- function( #' Impute Summary Statistics Using LD (RAISS) #' -#' This function is a part of the statistical library for SNP imputation from: -#' https://gitlab.pasteur.fr/statistical-genetics/raiss/-/blob/master/raiss/stat_models.py -#' It is R implementation of the imputation model described in the paper by -#' Bogdan Pasaniuc, Noah Zaitlen, et al., titled "Fast and accurate imputation -#' of summary statistics enhances evidence of functional enrichment", published -#' in Bioinformatics in 2014. +#' An R port of the RAISS summary-statistic imputation library, described in +#' Julienne H, Shi H, Pasaniuc B, Aschard H (2019), "RAISS: robust and accurate +#' imputation from summary statistics", Bioinformatics 35(22):4837-4839. +#' \doi{10.1093/bioinformatics/btz466} +#' +#' The imputation model it implements is the one introduced in Pasaniuc B, +#' Zaitlen N, et al. (2014), "Fast and accurate imputation of summary +#' statistics enhances evidence of functional enrichment", Bioinformatics +#' 30(20):2906-2914. \doi{10.1093/bioinformatics/btu416} #' #' This function can process either a single LD matrix or a list of LD matrices #' for different blocks. For a list of matrices, it processes each block diff --git a/R/twasWeights.R b/R/twasWeights.R index 1e3699bd..8d7a4dfd 100644 --- a/R/twasWeights.R +++ b/R/twasWeights.R @@ -599,52 +599,52 @@ setMethod("show", "TwasWeights", function(object) { impl = "lassoWeights", args = list() ), - bayes_r = list( + bayesR = list( fn = "bayes_r_weights", impl = "bayesRWeights", args = list() ), - bayes_l = list( + bayesL = list( fn = "bayes_l_weights", impl = "bLassoWeights", args = list() ), - bayes_a = list( + bayesA = list( fn = "bayes_a_weights", impl = "bayesAWeights", args = list() ), - bayes_b = list( + bayesB = list( fn = "bayes_b_weights", impl = "bayesBWeights", args = list() ), - bayes_c = list( + bayesC = list( fn = "bayes_c_weights", impl = "bayesCWeights", args = list() ), - bayes_n = list( + bayesN = list( fn = "bayes_n_weights", impl = "bayesNWeights", args = list() ), - b_lasso = list( + bLasso = list( fn = "b_lasso_weights", impl = "bLassoWeights", args = list() ), - dpr_vb = list( + dprVb = list( fn = "dpr_vb_weights", impl = "dprVbWeights", args = list() ), - dpr_gibbs = list( + dprGibbs = list( fn = "dpr_gibbs_weights", impl = "dprGibbsWeights", args = list() ), - dpr_adaptive_gibbs = list( + dprAdaptiveGibbs = list( fn = "dpr_adaptive_gibbs_weights", impl = "dprAdaptiveGibbsWeights", args = list() @@ -673,7 +673,7 @@ setMethod("show", "TwasWeights", function(object) { ) ) -# Expand the `default` / `fast_default` preset strings to their method vectors. +# Expand the `default` / `fastDefault` preset strings to their method vectors. # @noRd .twasExpandPresets <- function(methods) { fastDefault <- c( @@ -687,11 +687,11 @@ setMethod("show", "TwasWeights", function(object) { "l0learn" ) if (length(methods) == 1) { - if (methods == "fast_default") { + if (methods == "fastDefault") { return(fastDefault) } if (methods == "default") { - return(c(fastDefault, "bayes_r", "bayes_c")) + return(c(fastDefault, "bayesR", "bayesC")) } } methods @@ -699,7 +699,7 @@ setMethod("show", "TwasWeights", function(object) { # Map short method names and presets to weightMethods lists. # @param methods A character vector of short method names, or a preset string -# ("default" or "fast_default"). +# ("default" or "fastDefault"). # @return A named list suitable for the weightMethods parameter. # @importFrom purrr map_chr set_names # @noRd @@ -711,8 +711,8 @@ setMethod("show", "TwasWeights", function(object) { unknown <- setdiff(methods, names(.twasMethodMap)) if (length(unknown) > 0) { msg <- glue( - "Unknown TWAS method(s): {str_flatten(unknown, ', ')}. ", - "Available methods: {str_flatten(names(.twasMethodMap), ', ')}" + "unknown method token(s): {str_flatten(unknown, ', ')}. ", + "Known tokens: {str_flatten(names(.twasMethodMap), ', ')}." ) abort(msg) } diff --git a/R/twasWeightsPipeline.R b/R/twasWeightsPipeline.R index d20819b9..5385f5b6 100644 --- a/R/twasWeightsPipeline.R +++ b/R/twasWeightsPipeline.R @@ -212,7 +212,7 @@ combineTwasWeights <- function(..., ldSketch = NULL) { # input-class compatibility to .fmCheckMethodCapabilities. mrash = list( individualImpl = "mrashWeights", - sumstatImpl = "mrAshRssWeights", + sumstatImpl = "mrashRssWeights", multivariate = FALSE ), lasso = list( @@ -240,7 +240,7 @@ combineTwasWeights <- function(..., ldSketch = NULL) { sumstatImpl = "mrmashRssWeights", multivariate = TRUE ), - dpr_gibbs = list( + dprGibbs = list( individualImpl = "dprGibbsWeights", sumstatImpl = "sdprWeights", multivariate = FALSE @@ -252,48 +252,48 @@ combineTwasWeights <- function(..., ldSketch = NULL) { multivariate = FALSE ), # Individual-only DPR variants (sumstat counterparts not implemented). - dpr_vb = list( + dprVb = list( individualImpl = "dprVbWeights", sumstatImpl = NULL, multivariate = FALSE ), - dpr_adaptive_gibbs = list( + dprAdaptiveGibbs = list( individualImpl = "dprAdaptiveGibbsWeights", sumstatImpl = NULL, multivariate = FALSE ), # qgg Bayes alphabet -- individual-only until qgg CRAN release. - bayes_a = list( + bayesA = list( individualImpl = "bayesAWeights", sumstatImpl = NULL, multivariate = FALSE ), - bayes_b = list( + bayesB = list( individualImpl = "bayesBWeights", sumstatImpl = NULL, multivariate = FALSE ), - bayes_c = list( + bayesC = list( individualImpl = "bayesCWeights", sumstatImpl = NULL, multivariate = FALSE ), - bayes_l = list( + bayesL = list( individualImpl = "bLassoWeights", sumstatImpl = NULL, multivariate = FALSE ), - bayes_n = list( + bayesN = list( individualImpl = "bayesNWeights", sumstatImpl = NULL, multivariate = FALSE ), - bayes_r = list( + bayesR = list( individualImpl = "bayesRWeights", sumstatImpl = NULL, multivariate = FALSE ), - b_lasso = list( + bLasso = list( individualImpl = "bLassoWeights", sumstatImpl = NULL, multivariate = FALSE @@ -337,7 +337,7 @@ combineTwasWeights <- function(..., ldSketch = NULL) { # Character `methods`: resolve regular tokens via .twasMethodLookup and append # empty stub entries for fine-mapping tokens with no learner counterpart (e.g. # fsusie) so the downstream gate can produce a method-specific error rather than -# "Unknown TWAS method". +# the generic "unknown method token(s)". # @noRd .twasNormalizeCharMethods <- function(methods) { fmExtra <- setdiff( @@ -396,16 +396,16 @@ combineTwasWeights <- function(..., ldSketch = NULL) { "mrash", "enet", "lasso", - "bayes_r", - "bayes_l", - "bayes_a", - "bayes_b", - "bayes_c", - "bayes_n", - "b_lasso", - "dpr_vb", - "dpr_gibbs", - "dpr_adaptive_gibbs", + "bayesR", + "bayesL", + "bayesA", + "bayesB", + "bayesC", + "bayesN", + "bLasso", + "dprVb", + "dprGibbs", + "dprAdaptiveGibbs", "scad", "mcp", "l0learn", @@ -428,16 +428,16 @@ combineTwasWeights <- function(..., ldSketch = NULL) { mrash = "mrash", enet = "enet", lasso = "lasso", - bayes_r = "bayes_r", - bayes_l = "bayes_l", - bayes_a = "bayes_a", - bayes_b = "bayes_b", - bayes_c = "bayes_c", - bayes_n = "bayes_n", - b_lasso = "b_lasso", - dpr_vb = "dpr_vb", - dpr_gibbs = "dpr_gibbs", - dpr_adaptive_gibbs = "dpr_adaptive_gibbs", + bayesR = "bayesR", + bayesL = "bayesL", + bayesA = "bayesA", + bayesB = "bayesB", + bayesC = "bayesC", + bayesN = "bayesN", + bLasso = "bLasso", + dprVb = "dprVb", + dprGibbs = "dprGibbs", + dprAdaptiveGibbs = "dprAdaptiveGibbs", scad = "scad", mcp = "mcp", l0learn = "l0learn", @@ -941,7 +941,7 @@ combineTwasWeights <- function(..., ldSketch = NULL) { #' embedded individual-level \code{QtlDataset} entries and the optional #' embedded \code{QtlSumStats}, then rbinds the results. #' @param methods A character vector of short method names, a preset string -#' (\code{"default"} or \code{"fast_default"}), or a named list of +#' (\code{"default"} or \code{"fastDefault"}), or a named list of #' \code{_weights = args} entries. For QtlSumStats / GwasSumStats #' inputs the default switches to the RSS preset (\code{c("susieRss", #' "susieInfRss", "lassosumRss", "prsCs", "sdpr")}). @@ -1529,7 +1529,7 @@ setMethod( # @noRd .twasSumStatsMethodTokens <- function(methods) { if (is.null(methods)) { - tokens <- c("lasso", "prsCs", "dpr_gibbs") + tokens <- c("lasso", "prsCs", "dprGibbs") return(list(tokens = tokens, methodArgs = .twasEmptyMethodArgs(tokens))) } if (is.character(methods)) { @@ -1821,7 +1821,7 @@ setMethod( ldSketch, cutoffs = NULL ) { - df <- getSumstatDf( + df <- getSumStatsDf( data, study = st, context = ctx, @@ -1994,7 +1994,7 @@ setMethod( ldSketch = NULL, cutoffs = NULL ) { - firstDf <- getSumstatDf( + firstDf <- getSumStatsDf( data, study = st, context = ctxNames[[1L]], @@ -2037,7 +2037,7 @@ setMethod( .twasQssFillContexts <- function(data, st, tr, ctxNames, variantIds, Z) { nVec <- numeric(length(ctxNames)) for (kk in seq_along(ctxNames)) { - d <- getSumstatDf( + d <- getSumStatsDf( data, study = st, context = ctxNames[[kk]], diff --git a/R/variantId.R b/R/variantId.R index 56de6bc2..af71ee71 100644 --- a/R/variantId.R +++ b/R/variantId.R @@ -384,23 +384,6 @@ normalizeVariantId <- function(ids, chrPrefix = TRUE, convention = NULL) { out } -#' Parse variant IDs into a data frame -#' -#' Convenience wrapper around \code{\link{parseVariantId}} returning the parsed -#' \code{chrom}/\code{pos}/\code{A2}/\code{A1} data frame for a vector of -#' variant IDs. -#' -#' @param variantId A character vector of variant IDs. -#' @return A data.frame with columns \code{chrom}, \code{pos}, \code{A2}, -#' \code{A1}. -#' @seealso \code{\link{parseVariantId}} -#' @examples -#' variantIdToDf("chr1:100:A:G") -#' @export -variantIdToDf <- function(variantId) { - parseVariantId(variantId) -} - # Complement a DNA allele string (A<->T, C<->G) for strand flipping. # @noRd .strandFlip <- function(ref) chartr("ATCG", "TAGC", ref) @@ -593,14 +576,14 @@ harmonizeAlleles <- function( variantDf <- targetData |> select(all_of(variantCols)) otherCols <- targetData |> select(-all_of(variantCols)) targetData <- bind_cols( - variantIdToDf(variantDf), + parseVariantId(variantDf), otherCols, .name_repair = "minimal" ) } else { - targetData <- variantIdToDf(targetData) + targetData <- parseVariantId(targetData) } - refVariants <- variantIdToDf(refVariants) + refVariants <- parseVariantId(refVariants) dropCols <- c("chromosome", "position", "ref", "alt", "variant_id") if (any(is_in(dropCols, colnames(targetData)))) { targetData <- select(targetData, -any_of(dropCols)) @@ -1252,48 +1235,6 @@ asGranges <- function(regions) { ) } -# Backwards-compat alias for external callers - -#' Test whether two genomic regions overlap -#' -#' @param regionA A region string ("chr1:100-200" or "1_100_200") or a -#' single-row data.frame with chrom/start/end columns. -#' @param regionB A region string or single-row data.frame. -#' @return Logical scalar: TRUE if the regions share at least one base pair. -#' @importFrom GenomicRanges GRanges -#' @importFrom IRanges IRanges findOverlaps -#' @examples -#' regionsOverlap("chr1:100-200", "chr1:150-250") -#' @export -regionsOverlap <- function(regionA, regionB) { - grA <- asGranges(regionA) - grB <- asGranges(regionB) - length(IRanges::findOverlaps(grA, grB)) > 0 -} - -#' Find which target regions overlap a query region -#' -#' @param query A single region string or single-row data.frame with -#' chrom/start/end columns. -#' @param targets A character vector of region strings, or a multi-row -#' data.frame with chrom/start/end columns. -#' @return Integer vector of 1-based indices into \code{targets} that overlap -#' the query. Empty integer vector if no overlaps. -#' @importFrom GenomicRanges GRanges -#' @importFrom IRanges IRanges findOverlaps -#' @importFrom S4Vectors subjectHits -#' @examples -#' query <- "chr1:100-200" -#' targets <- c("chr1:150-250", "chr1:300-400") -#' findOverlappingRegions(query = query, targets = targets) -#' @export -findOverlappingRegions <- function(query, targets) { - grQuery <- asGranges(query) - grTargets <- asGranges(targets) - hits <- IRanges::findOverlaps(grQuery, grTargets) - unique(S4Vectors::subjectHits(hits)) -} - #' Classify variant type from allele strings #' #' Determines whether each variant is a SNP, insertion, deletion, or diff --git a/R/vcfWriter.R b/R/vcfWriter.R index af2d89d9..c2c0f936 100644 --- a/R/vcfWriter.R +++ b/R/vcfWriter.R @@ -9,16 +9,16 @@ #' @importFrom purrr map map_chr keep set_names list_flatten NULL -#' @rdname writeSumstatsVcf +#' @rdname writeSumStatsVcf #' @export setMethod( - "writeSumstatsVcf", + "writeSumStatsVcf", signature("GwasSumStats"), function(x, outputPath, sampleName = NULL, study = NULL, ...) { # nocov start if (!requireNamespace("VariantAnnotation", quietly = TRUE)) { abort( - "Package 'VariantAnnotation' is required for writeSumstatsVcf" + "Package 'VariantAnnotation' is required for writeSumStatsVcf" ) } # nocov end @@ -87,10 +87,10 @@ setMethod( ) } -#' @rdname writeSumstatsVcf +#' @rdname writeSumStatsVcf #' @export setMethod( - "writeSumstatsVcf", + "writeSumStatsVcf", signature("FineMappingResultBase"), function( x, @@ -107,7 +107,7 @@ setMethod( # nocov start if (!requireNamespace("VariantAnnotation", quietly = TRUE)) { abort( - "Package 'VariantAnnotation' is required for writeSumstatsVcf" + "Package 'VariantAnnotation' is required for writeSumStatsVcf" ) } # nocov end @@ -171,7 +171,7 @@ setMethod( rows <- rows[as.character(x$method)[rows] == method] } if (length(rows) == 0L) { - abort("writeSumstatsVcf: no rows match the supplied selectors.") + abort("writeSumStatsVcf: no rows match the supplied selectors.") } if (!isTRUE(splitByContext) && !isTRUE(splitByTrait)) { if (length(rows) != 1L) { @@ -349,7 +349,7 @@ setMethod( base <- marg m <- marg } else { - msg <- glue("writeSumstatsVcf: entry [{sn}] has no variants to write") + msg <- glue("writeSumStatsVcf: entry [{sn}] has no variants to write") abort(msg) } list(base = base, m = m, hasPost = hasPost) diff --git a/_pkgdown.yml b/_pkgdown.yml index 907d04aa..653509b1 100644 --- a/_pkgdown.yml +++ b/_pkgdown.yml @@ -52,11 +52,12 @@ articles: contents: - constructing-qtl-datasets - constructing-sumstats - - title: "Quality Control" + - title: "LD and quality control" desc: > - Allele alignment and LD-mismatch QC for GWAS and QTL summary - statistics. + Loading, computing and conditioning LD references, and the allele + alignment and LD-mismatch QC that matches summary statistics to them. contents: + - ld-infrastructure - rss-qc - title: "Fine-mapping" desc: > @@ -64,14 +65,25 @@ articles: summary statistics, and GWAS summary statistics. contents: - fine-mapping + - finemapping-postprocessing - title: "TWAS" desc: > Training TWAS weights from QTL data (individual-level and - summary-statistics, single and multi-context) and computing - per-gene TWAS Z-scores from GWAS summary statistics. + summary-statistics, single and multi-context), computing per-gene + TWAS Z-scores from GWAS summary statistics, and fine-mapping genes + jointly with SNPs so a gene's PIP is conditioned on the signal + beside it. contents: - twas-weights - twas-zscore + - ctwas-pipeline + - title: "Cross-context modeling" + desc: > + Multivariate adaptive shrinkage across contexts: learning the + covariance structure of effect sharing and shrinking per-context + estimates toward it. + contents: + - mash-pipeline - title: "Colocalization" desc: > Pairwise QTL/GWAS colocalization (coloc.bf_bf) and multi-trait @@ -79,8 +91,13 @@ articles: contents: - coloc-pipeline - colocboost-pipeline - - title: "Enrichment Analysis" + - title: "Heritability and enrichment" + desc: > + SNP heritability from GWAS summary statistics by four estimators, + functional enrichment across annotations, postprocessing of external + polyfun sLDSC runs, and per-variant molecular-QTL enrichment. contents: + - heritability - xqtl-enrichment - title: "Resources" navbar: ~ @@ -206,7 +223,7 @@ reference: - getVariantIds - intersectVariants - resolveWeights - - writeSumstatsVcf + - writeSumStatsVcf - subtitle: "QtlFineMappingResult" contents: @@ -258,18 +275,19 @@ reference: - subtitle: "GwasSumStats" contents: + - as.data.frame.GwasSumStats - combineGwasSumStats - - getSumstatDf + - getSumStatsDf - "getSumStats,GwasSumStats-method" - getVarY - - writeSumstatsVcf + - writeSumStatsVcf - subtitle: "QtlSumStats" contents: - combineQtlSumStats - getContexts - getSignificantQtls - - getSumstatDf + - getSumStatsDf - getSumStats - getTraitPosition - getTraits @@ -396,7 +414,6 @@ reference: - getAnnotCols - getAnnotData - getFrqData - - getTraitNames - getTraitRun - getTraitRuns @@ -456,13 +473,10 @@ reference: design-matrix conditioning utilities. contents: - loadLdMatrix - - loadLdSketch - - loadLdBlock - computeLd - checkLd - enforceDesignFullRank - ldClumpByScore - - ldLoader - ldPruneByCorrelation - filterVariantsByLdReference @@ -484,13 +498,10 @@ reference: (`chr:pos:A2:A1`) and genomic regions (`chr:start-end`). contents: - parseVariantId - - variantIdToDf - normalizeVariantId - classifyVariantType - parseRegion - regionToDf - - regionsOverlap - - findOverlappingRegions - asGranges - title: "Fine-mapping" @@ -571,7 +582,7 @@ reference: - subtitle: "mr.mash / mr.ash" contents: - mrashWeights - - mrAshRssWeights + - mrashRssWeights - mrmashWeights - mrmashRssWeights - mrmashWrapper @@ -629,12 +640,16 @@ reference: - title: "Heritability and enrichment" desc: > - Heritability estimation, LD-score computation, stratified - LD-score regression utilities, and per-variant QTL/GWAS - enrichment analysis (low-level kernel that powers - \code{qtlEnrichmentPipeline}). + Heritability estimation, the two builders that turn a loaded LD + reference into the statistic each estimator needs + (\code{buildLdEigen} for LDER/HDL, \code{buildLdScore} for + g-LDSC), LD-score computation, stratified LD-score regression + utilities, and per-variant QTL/GWAS enrichment analysis (low-level + kernel that powers \code{qtlEnrichmentPipeline}). contents: - estimateH2 + - buildLdEigen + - buildLdScore - computeLdScores - computeSldscAnnotSd - computeSldscMRef @@ -688,27 +703,6 @@ reference: - ldScoreExample - h2EstimateExample - - title: internal - desc: > - Implementation details that have `.Rd` topics but no front-facing - role. Hidden from the reference index but still searchable and - rendered. - contents: - - GenotypeHandle - - GenotypeHandle-class - - getSnpInfo - - getFormat - - getPath - - getSampleIds - - getPgenPtr - - getNSamples - - getChromPaths - - getGenotypeHandle - - extractBlockGenotypes - - genotypeDelayedArray - - as.data.frame.GwasSumStats - - rescaleCovW0 - footer: structure: left: developed_by diff --git a/data/ctwasEstExample.rda b/data/ctwasEstExample.rda index 3e680a86f64b9d9b9dc0833e0b17a41bcfc94359..656d1143dcd96cd225d2e864ba897a998bedb87b 100644 GIT binary patch literal 256672 zcmV(jK=!}=H+ooF0004LBHlIv03iV!0000G&sfamUoh|gT>vQ&2UKVgRpfklJ z?$kMYTNN2WFvDQa3Knb9m$qXf;ze8PGeN(tXGIx9j71y~gE%9a2>n?=C4^Po3+F{^OV^V;sMUhnv`miBUMrnf3n(ta=A z3%asCU45O;X97XtGBN&D=&Za$ux1y{t_^i?nV!gfly7VuL@+e){<<(2KJAE2osfaG zsX&>z;(J$P8`Ysc5)6Z4BRzxQ`>jE0N#ec1T(dgn9%^h?60+)CJs6x+Fi?8|bYV#v z6(9D2TU29O_zo)lorVGhCg2+}+woH)=gR zr<$C($%%YI0m1Xn<)af%pr#W+G5XFFg;1!2UuIBv<(K>@G;xkh7pcQEr;>FhUhzZW zT|!QP#;*`%pbo_3;yONzODMk(s|nz%xir95MbN@ynoS?47-F#Keq>|?<}~q{_mB<7 z>~8yY<+EgHdTt_RJMa4>_U?*KQ2aZ?K?hO}wDvbqu*eHfV05sB(oO{54USDqH9ykG zn06n)UVh;owqp5J5fTWfQ}HNzH4mlrWU<7J^j5Uqs7Fp^K^e`B)D1Lf^*`P`0T$UH zoRN_&+x3`=XRlLy803l#D&AH`cbJamF=cN`6$ zbZ!k4-%Gd7JGzFXA8*uT-`uq@7+bdbTZYX|4M*Jbk-RXghs4Yo7D~t=(V?(z`;c2K z&OC-XJyEKEU@gp9|8F&&NqceFQF=H8dL1SeCm7-ZL^>wI9M>=neO*BY?T$fz6Edzq z)40m#A#r#Lv(~icNdxF@F>j{7bK%CF_tFW)p4Z217MG5%ZF1~Z$HE3&hGdUqh8=iX zXF#SE^OS&}mj*lRXD}WKF zD~{4Y!fPQAILiNa+_(@i^Xarq-2U04EX_U|>-pw*#?p4LGox21L}#)01Wp4z8>L2j1e{uUT~I(h6v+kB7rH*pVP)FtL@a{IUzt z_p$^;n?PN3L`R~Dyn^yU(A=kaHM7CX3TuKpL zUlf=Lb&I|QQw`eFutR^(LOfG6e0`X*ZB{{ZuVRGDxAj#{sbu1=+V?DNqv*r#*_8@? z*AcTE_$Nr4?yIkrZKIRz;Dk5|gl)V#qmg14AZ3?IU2;Kjx>Auv6?bP*LgacM|FN9A z;evzOZRUyp%pwrTCT^J{|Du1QI2g|OG& zh^H7c`)&hH7EjkFfcC_IySQn5doXux04J?*xf?t^gTK*H-(t;%Bi;@MjGnFZGB!OV z3Qf{X`q1ZBmVe4RFn;H=Q=;n$5rlTw2bJfiWC?Y@jis(;DguINQ$=RPi_-!7DngkB zy9a#Pd$07lVpy;q1GEY<875hgR@@G0)-4O4KM7d8%T+zJ16zY zE|cj3lYv<5$^iCXG$OocGT#b?wiRt>!m)ht(+LIwF-bCucj{Dj2!p&*f|7k^mHnGg#ectvC5 zG8jYEJ6wv&X2?!|w+Z>gbJH11z0rBQ^~Nu`H+C{stF{h7GU<3~!7fPNPK zAv0YRd`{d>n0{}~Fe!w@@E&^INYinEVbk^{fWU+;i`TpA@SR{{AU{rrAAAeE#4YdD zq$W#bnNu`k4L}IC>oH9{CYD%SKWen`tDuO`)@VBsKjMeos8gd6f1=rfnq4Zf)e1k6V<&mQkZ3>^@0KOvzDPpo(`^VxDq~tUazL5nIxq&V z9x{bO_dF0e-scy%*^eyafF`G?pBZQwSI2l03Oe1`7YS>6-^G-?N8W2>(?sqdjg}t? z2KJCpzt0fKJm4571o(+LxNkH3qg9*==&&=z_02)kH#W)6Oo?-QMV18{I?$Cu*^T$r z+xI{nW6Bdt-*Y5J^XAd>Owk>gSAAo_L$A)G{S}za*5|T}0;RE#6mM8$tWupuOPwV{ zuws0)iA+F6J!c{k(6v#;d?GvJ`aqPV%3so9_g$h6=cSmmi{y0;N0Dgj16lA=Lba|Q z5cd8#Bpm-4g?LxJ$RRD1AoHJD?&ni_)H~J+g0Sml-T%oaA~G?TJxRB}l_NqsV!uF+ z`P4dBlUy|}G73O{J%*%}*CNP2K?m~INKXAOI0AUVEMRl`+==0AzhAZGa|^jxYjiA8 zfE6$PuI4nVe%V*++^v%lsKW|{j+X%=X)PCRD#}{UE|ICXvCF;?@uMA*&afD`1f(jt zSGYmcw*WO->$J{m!Bz@AS?46(Q@I6&(>C)iUp8`Qu%;@E-z9HTs0p0Slt~@*#i1}`}DUo~q zoaX%*LwWJ$-6+J4VKvbZ*FUGXii~%(8^I1Y%H@D9+`3R?{wIS)IRJq4@xkv1(_jJT zV`W9&HiIy^uVnuR!=Z&Y$u3AE;Sbj`dS^ysO{uQ(#NlKd#2F8?%-%}n!5Ug_&NrK6 zki1QGD0tpG)ix`K8&P-ylIViB#kfq0Gt@_GV~aRN!eih&kjpsDbz>ZJmD3dBf(hWraG+z z^N;k&$1`YP!Xn*7Sc->%$0%pN8Fza9`;g}V+A#*sXyso4G@wKz}kuAmRB7CX!mc)ZxBE92C+5wX|j zrQ^yyFt(?b2btt2@jo}_7<*sGUj#7f5HS}p(Lg&ht~DB3o`nW6H1xJYB~Ve0(M^>swIUK&h90_<`n$=jDl>fF7x&35ydRe(IC)K zFwE|bkyTFNf25^^0;oU#R(New;1Zm!L7E?>RF6634pY)J2AZ8D_*eoCl6skof%KEf z$K3QR2q1iTq?+njuSJs*6%PQo$5{{vK0QWQoJ7Ro=|m&pgC$Tt814j%!HelLmx5CX zBf<@#qJq|Tu*Dj4>KvYl~mi0bNMMidl29OjuGWuwEr4#TR;2Gsg<4fCF56$Jx?#C+w z^N-oQwmLr&&cMFUcKo6@yCcSL7|qPZ2$T1T;;@AD`!x_u98XJuz)4K$;R z7`LCZMwNOAz3|ghQR`5cO_V*POLaMfyWD&%?Rpb&!icC1rLXMC5FCA)l($&Zi(snw)vh|s&iT%f|faCT?XLf zY@)}CJJDfI4-N#dx&}w*MG+O;a@sol$ z4$Kt5Au1t`*t1;{tkNEpS@SBpQ+@AimEdlvr+&*-nyEW!=LL1)>3Dl2ChmZ9D@m@& z@gew88L0|-UT^k8=b+6vreS1A2fxW@I3f3HTvP$iZVXIHP+~n6A$6X6cVY^cIc@n0 z=z0DJ+@drr6)R+hh)@W|YcP|2Jp-73(kMsixO@Re5f0GCF`|6fgwI?Lc7kmn|K|^Y zV&H6U2%k!yR+<_|{8k;|P3M=ENVJ{@$7xhI$HiweqOn9Oq5z)aK_^`}V4Mc*F^R~lIhVVx*MPRu|9*oO6 zAH@WI85_6E-HbCYZNxStXd$vMQEkv@4hYx5ud%iPFz{b@xxd@;z{1_-EW6%gw+aV- zC?j;sebzt}HVwN5-8d5914F%4=?p`YV9mRXPra9183AiB=<-ceWm)TO?C^Fn?Q?DP zchEQjMy{mX&Yc@ZU-*s1W|Z@JaV!x%UgTT)r<*9P%HMzuux zM;ft%a{ z4S>Vt|9_t)CyO0fuO`lhOcZr>i+=e4|G#a1g{rJHZ$Z2G;PrPRC9*f6SnJ#sDKE;| zq>f}4DA5q*xH62e}#%qP-Dwm=OkP1^L1qn*FXO5 z-_C04z)KjD@nyg#cs0rmxRW6B)0ZTAdgHa^Ra!Xh#He3Y{JkB$(CL^v`{Lto6?Ji# z_vKw9naNqHUsHh7%B;(1Vrt~_YnglQ`~Z+JCyHku)!Oiw{Qw=D4)mfRwR`#aM~*_t zgfn!bAW0!>ruX7PR{5u-&u3ZfSAt>=9R+lm=ZY20M=)d$p}HR&g3)uH9Sjc?)pf7N z3gv3dSXmb|y2U(kqCEF2sbJ1`8cC?E<@vRr4H%iEzBnu9T4-#oe5f-f%GiTU8fDK$ zx!W!&d0cdBsRSAkl|@mZ6Q!q;G+^d9tCbitl&Ytv$U{Oy;zfT77eLB(>^V#B(+8;+6(!3Rp&|gRE;lm|jWZ9wG?-Z1Y zq;$?fX42tXif5*fe5M5^p&40Yz8k*X8!I_?3N;{aPXHG~LeqR*{E2L6leWV-V$HO1 zaczsh=-YFAJX^BY&iY;I^>&NhuJKQBNyMe2p_4Qb{21|jEPQan{~x*EZ*GN#29AgC8qWqG~@Yvq%umJVVMGQ8tysSK^4ov z1(kPP+m)UTTLp&tXP`6ULr)j7t9AZmtDUhv)>TPsLp+|T6ltfd`81T85hzm63vkXtU2i=y@ z?q8bzthg^FMa$f+q`61l@&xj)7ZUiOg(v&E&w{pl= zy8Q6t9a@GrS{y97qlwfR^ZpEohmVX5^J0vR2|c2mgi->L&(cH6A~`j88^Yxs35st( z731hg`^ZUYS75^`w2DXqfgl(ZFm8*wr|qq3^HG62NA)n4XbS?`gixqyZH)HZ($J%} z6iC&|ALhV5U5c_j2xN&!d(%L<@c{Gl_%tP&ERUac4@)^Pw-;qDfqM%mDw8{z36-G^ zl%O$vo5uwW$abi^ge5S~GMg#a~c&{4=H4j#*5DX`o z3t#nfuML8tgrB|Z-G>Oz=KttEfkX)eyG)O&^RjuNDe*uLK$0s1UeZGa0VUD~C{cKL zly*}NB0g?k>~}VOS)2&dtFSdtaFVH#WGPL=Gcf~Gw^;GnYM&Vn^`rnwQ*KC@I=UDL zPK?p6!N-R9gSJOO{~lnLKofCCmsN_=WlvCC(IvIwAOFIy zUa}sqiE3Zvo9=t<%KX4fqO;00@6^gt!T>^_VmN2u-sTKqsq^YCdE#o$z6faY&$Ozfb+IQh+GT*t^6>Or#T`HhB9qwHKX@ zWHNDpl+3ENEuEA88Wu$#M zG*>@crGa$?@qIxn>BKnhOx-qWEU^_4(wA)8P&7K&KLNeXRV^h!*$l_`I~o3`>H|0a zKcG9aH+3XvQQKH1GkJE_XO61{qL}DfR0Q{`LsSYylL82o$M^Ky*CGq>Xf}L{t-s(R`nzhW)=rESPO)mH>Edm=&V?da**e#30~+s^iuOyzGF=p2p{H z_J(^96Kd(SL|qHp4AprVSL80%bHp!oah$@TxYj}gl+ia@lQgw-@t^NHWb?9@PbobT zJp5RMqV*a01EDU5lX&+6{h9}_$HORm*ZJsg~7v&Wy=>0f(%!b>PdqGvCs089yYs+!_$ z2^7?9K^!&Br;XRMAJUIP!TcCE&}WCTiB{UT$9*LU)rPI#f^6%;@3!^*z+L)TyeC(@ z9c5A!)i9CepGgw~Zni$x!f(@CuWur3-V-oO)_DScTeV1^O)-Iif(60?hi~+vEUf>q zus&CgA3$5yBWAu7$z=$%6&$$V1;QDyl7rpA78K5qdA$_||7&3lzB{wzkN|TFEF21s zyx7Ni;qc~zJYChEbOjo=Z4l4eUHc5WE_)|J^Is`xd2g>)1p2MV|Nl(sbDsA^t1G4_>G7L<_FBVUv+Dq|b2uI@ zFBg_SXYnVf455t)b!&Js0&Mo)aoLJ*aw1P1CDDmq3+NR9u)< zgXn(unB?V(r0WJ)6UsVw{Cwisk?VA-mBu}sQWj3rgUN+&&1(TR>YY?b91HHj zf#r(A`B0n@Vo?+6UKxv{`oV>cou)J5`XbHP2$$|Nuze0urX{?|l0K<@`~l-S z++XOL*F8Aw|Zim#baJ1XAWOyYT zcrHL>L-$9j@_?b^G&Fbp`P7BpRJ4_k-%x6jt&Tof8B+F#9D<<|ryNL1A(WvvHe%;* zZ)#R1Lq`3=noGPuz3)~+=*0`7J0bAQpjmi1FC zl=LI<_}d?Y(Tfww?kgqim)U9^cuW{y3^G{FKzEKKSFnu+OG?L%c~MdnK%~}Jc$J?6 zX_LP@9b)jZVqJnZuvkwo(6rlmNEM9dE2%$<-nICty zRio6=pD8z-@IpH;DX;E*H&>z^t+&)dh8{NL{D_1f8odgXVcjjRxq8OZ_J_;3gUO>( z5x|B+g{o6M+7WSkG*BaJO{>upm3q|1wKLuWLO5{++fWfK)EZ$Caw`RVQ9q5?AWn(C zZ-YCguKNN+(*|LL{>5Q2V-m(mr&^>ct6z7lT-^jX4DlBoRB)8m-gqm8E6TGjWEIHY zDuny(Ynkyd0s{u+gJcGR?v~oRGGp^dl&2cQM>R{+*4q!_(u7!XI%MF2nG6%=*t-5)?r9b#yi`D| z7~Mn5nj6|pmC6vYo8g2GDC@`YP{d^pUg)+LFL@CR=j4__MR-m|zaD7PRC*S+gJ^#y zl{*?GP|*!2;0hua{eelQkaxzLv1>&-0a9}%PcOBDxrz5EqcOj@Lrt~T)ttQpDmFQV zFCE06vZ-1bHdI6Ou{7SKa|e2DoXs7N&j2%yEV$5q6Ak^Qhvk`i?odW@)SHLz_lo{E z3tn4X;^RX2vrSt`Mz`O5JsEQzTeqGv3P(#@H#`A}QCkhza5T+_089g+hL(13l_!@S z!r(EfSAxID#rq;U7`Cy)xI33`Ijb4BM^4*Og{a^%Tux_?SXR!(p6_8>-s~t|YPk&p z2YA}O(%^0U3xDuKvWOj3{e4qOLYiGKF2Tid@%&f~*pbHSYY49DiJ^ojKq@`|pmOT% zjY$Kh|EMI{3nF*5-tSsl>-OH_QxQfXP{n2kIt6=mRRJ{{A_xDVL8W_}bsYERl|`@) zR$quGigqCaCIrM}0D?coEsrCzfem=Hg+Q^_x(IDhQlvZR17y*{QE~O|_ipz2&Sn;q zg-rZGzySgw=X%>mL-oZ1idb&om6!n#^p+ve%V^s5(VW0ne%Y0P(4dRNk!r(|i`JSY z1Z8}T*r;{y*+)F_=wQ)o$KSy^9z{6S-k+kRL?@E0{<2Ay3Q}Zx&MV}!tmNKs8^_}z zk|h6tDDoJ|cRj*YA(kqM1>}iUz>dTA;li78p{?$&()rfKA0}y4v{G9o5D}XNm!7Z` z3!K(8f$LZ6L}Wuo=)88`J&a-P6^hA(lRcwS=5T_*cL^5NgRty!sB(r@e`0O5l9Ha$ z+VRT2Ti5URBy4L#UE#Ss8pop+qhFv#*_+o&B*za6^-@{=Kc5zN*mk*EHVSLZyak+; zaaDMC6fx}uh_B*aGnsuo!0znnkL(lgcWwhGXOGhaq}yodzGzjPiz4lI!x=y-4dW!( zH<2^CB&_#t>VjgD2#L`UxA(lzN!j2Aj!~LAF^=Uf84T+@`)ObXZ8+XN)RKl~bmP97 zO?md}!8xURemS`sB<)3HPugl% zXi%e%)lhNoAOC+w=;8P~G!TifB2E5182`JE5?0eTZB6jLOkmUn%JSK$BHVYS6efr8 z@om=%-PWBe^p-67inS?oRg*^TCxo56ZTX>|!Q$l^bJ?y@Br%kpg8Uvs_y7`4RVm;r zWKz{BZyFE;dJ{ml9V;aR9Z~*ugwQ#N{>R=1?0|dy&-MH9#L`!y3jo{yB`^5-a63!e ziF361-*b7T%?0)|Gz3L_!b?ED`$4# zPLP1YCaV$=$}=8!-86~}IJ*$#U*>bk4%{T!SUfBjsbAn?7%2wP2kOK7v zV9zwk*kiR2DonIg@-m3;-;K=|ddXYgL7&X#)Dp}Qq`e&W7A-nN-wY;&iojmy4R9Kh zp^(RRa%I{HTvd30!?Opux=B(_T+>9o3(&(}+(uIbYBy`s4ey{Vrv$OC;NPIWQA}3* zn)0`oNsT-j=LM+9VR1#O zuZ2;qr|NnG&a_Gzqjh+Zhg41S1{s~8DwOJVbd#T_m=rS0=+1G6BO~=ED8B}<4hHz5k@wZ8H~9!2pu2y0Z4ns33Q`p8Pv|O8zPC zlf~cZL$qxOO(v&A?z9KWR@GwE$_p*O-HTjmbmYL%By2V%{Ld^)gZqMe6I%I%n|Rgd zv_POaBlP$KUlE0x?(q)t3|p{NHUorm4p7_*FaB0+E#L#WqO{T$O*iZm#jPuhh<@}; zfMTO1)ph=R%+QDb)f=$SU%~+Vjv#;gAn+W2TntaV0vuI^O=$r{% zdN4w@Hb@*-HS$It-%lj|6Q^50h0OG8@8H-4yrc?Xbg(?Oa1aiUGdova&tQ_5HHhg^ z-M}umKP$anmru+Z4o#|4IENXbgwIq^tZ*RE8wy(u#hvWt(>Usp`mX}DZ11nu13d^| zFaNL+D_Uqblcncu)7KEFzMvp~Q1`*D2*5k#&!CSTEhJVJ7Ga{(2M&r{-+z8}-(3St ziE7A-x6%1ilWNAtsg;lI_JlPBB}UjmG?2iBN~h=J>)4b{Q2riJ`kjqZ5od?{D%6u) za{e-@Lk%35yeVK}C`(NsNq@wgCM}hx?zyG!4nQ`oy+!?9u3!eE6+fW$E6^=VSf&E^ z?!>(eufq!k{0rq1yr&0CLqu})_2BVUf88Bcb&vpZvxp6?EE#djmMZq!p~P3b@Ob#S zSW}>Ioo3RJU4=L)f08WGkGmfdB3yn=_ zYZQXRy{>*lSaG{FMkT74E`RhH;n3>abYro7loUT*9U>l9{h5u)4Z02I+oxmu+H-zZ zl#~78*Z7lZ)i;92IJ`pV*_j0>W89^MRk}!LiAu!!xF7cQpu~0r@}tpM(g$ys9(!y> zoATwuh&3W$UQfpR0$hkU3mU!4mK3O>h^>-vG2)(8^umRDS95$p6DBDHyjCTwd(5}~ zlZ^Zg%OAAzaw%KM9MvMdiSU6)u-;RUgP7=9FaClbz~G;;4R*{l+PFuh+agNOmx zr3$K?F=hG`xqD_Sb1&*%`+O>zq2SH2)|l^pcl8zCw;MRnomre|*txaa=zQOAfLue1 zj(cwE9()#-u0+W{O3=l$<-KU_hVJ%F32KXEzwsH`*YL*PLUV3wb!lHXg?FLeaozz` zwN{SpWOdPbB5q_|cbIe$R|_(v!}R#KGTW+TB!>vm(Gk3LyuZ#Q!F$t+M$1|+Sbpdb zQ{D1ABVx&h-&K~xB4(P4C5^f1w@q(zB?&-5ve)l#714ES`R*LGqu_RWT-27+y6=zm z`R-;O<7SJ|Re{c@0Y;X4qyH(m>%Ou=?_?v+pUNInT>K7mG^F}0(Mo!$kiKK3F4aYPkhyAO_i*&TWGOFXfHtj#S)aGDvUQv8bcmDuK! z`Hd)`K&6ZbE?Fr_bC1$^4e|?At!1PhNcwg+8a}9yW>Qsoa^CquX$sJ;+49t-p7Yt7 z(a*UvNulx_gzc1H_h*Um$A|}JOL+!l0XmXg7DYWi?7C3rtae{z_EUIxoHb+nbAm_P zRAyEhG^_9>#sv4fF5hV;a=+?ephIVWDn$pNbQ#+9TPCxZ(JA3qS`_FDwh$>|JLT%p zCc0s3qOi~6JwxqaIX3v<287^TB|p(g!>_o>9BO6$^uMmoH*om<%q8Fh)hhj3VdC_SeSDaPdTk~4*Wc1Wdk0TE;_1J01|vRPR+#DE)MeF zbg))-bBR_<3NND5)g{QJ`^Q*=GKO1U8X(N~BUB*~^Jn|DV1LvBgFtHF?L=Erd?!28XPu~WpdD>WC7?)IEk{d3gPt)Pn zK&wgXdJGBoJHSqh0a#UuALbeUk0cN+9OFrf${J&fV$16E@FO*9ad$~VU|=?`H>8S> z)By^D1ZME6y4i@d50nsT0l;0wWMx!s0q-o@Hd!x?)fYLzl8vK{O6^pYcqJjs`I-nv zwJooH-O%}atKretPaeiC$wZ)`zscrfc{_Cvlfr`@RolnDT_Bpcfs&Drgx(X-JH`~0 z5P)Z4mT9(W!+pJ>8!86O$K0CQi7W@^MYZq5{yxm7oEUZsGGRI`jpl&bGG|%3BPmEn ze&#YWs*8xMd?wjptK%N|L4uAG;%v%OEF1W+MYa+*N4zP($U-d))8i=)>OzZRc^Nn4qD_O(;-qnI86tWEQ zHVGN>D?z~1JC)lt>Y{Cnrpl#_Hl*7^%=HSY$FaadE+Axn}1?S zYtfjn67s9p{PEs=2@|dOA>%3AXHt*&1pxV58M=SxFMXIlyo|X0RUn{jMHX()fFoL< z8s}MZ=ArQ4VW6wCRCf|@OdEClKKCEvI5JA-NIqC0IqT^urX*- z_xb{R-cjW)?Q9^E^~y9hc0z{?XppRZYPHO6tx@o>f~wl76J*OrFZ*O!q5@c3$Q;EY z-H`Ymbj=nPu+6I%IT3K*M8w!1P}GhFOn=oepWMhMo%gi{U^>N%tZ$c~QAwwdE%3Hj zW2@U-caJIWJqEgHFCNcdxn*mrMQwr#i9Tql4KZ}j()L6|3v30(v6pO1qD8jWxHokB zKO5=Wq+%M`o|8}q5Q=#>u7ehHkVHv;D%p$$cKK;b`nz?|bv%6PhKzuZ5=#P9I(8Wm z89ZYnL&VbROkG~SUxwHn(pJB9GR#6fE9N~+U#_X)L|tA;M(;8WU=Tgg-6zn)s(R3s z|4bE(^_OVoj2%5Ub!1Y)R+eQ+IpW&DahI2hMQo4UYFcZ3+n$UDnF{v$XZW?VtjTs* z%RZ4slXC30fXqxZ5cD*HuOO%sdW58NpqJUgaNU3Z6b-I*hLCmHv7$I>3JF}QWd%|l z4Uzh3zkM^;k^QGUI!=kkyR=IyyurMroOVdU-{qMWp-981J3zm{iuE8mc|1Y3CdF~0 zZ(d@(B&jJ~=K7(Drix0yZBVN=z?Ih#saV;NJZ$C{2YZ*hj3tOa6f@Qj8I=Ok81_;f z;6U3N`Dg-;cYWrPMa0ZG55@CAo9~xEyh-Bj?;myDum72N(@X5m6v~ov;mCpD{)|Ne z3S~Ez*EGd!7a8LCZCA^BS?C z8q%t`4YnLWAVK=ufFTV?U&iO{B~i3=2ou1@YE zD}!ku`f0jer`I^`1^qh1#lV(3{bqx0!7H8*#$tDZR})X4mu3X`!k?gx_HR=h(_n0d z7{Gh5Jto?C?dU1lqBxu@7xFW@^ouNCPf!_Wa^w|yptkyC1d!1DQRT7CNGqL(dKZNu z2l{r&@!Eb@y|VV|Y{z7Q5H5ax*d) zFcvSWq9%$y|XV3)EDI1)ow{1D$c!?wUS!eBQ zD@Ir5Or&)$T)R44TJ?I;@-nzQhZt;{c~^E~d7gDjR|{($FW)M#YmUKaYw^S?il9xz z-jRGS$oL|=Vr+84wVj_(j`yt&Y>Z3+tcl;CIXBKlI~uQ~Mazrmw&yrMUIkngd1h$S z5lyh_qk_b0YTht35OKPqS_Re}Am(<{v>6AD$?+nQhzvPT)`JCkRLi;Z?Yz2t+EUXOWfzWf8!UE$(B~BeN~(Xhq?Ya@m8ord%&H48-MlC2qu4~AaYjM zs~WXKT6TqrS^hU&>BbyZCb01hb-I_qoQEK!22E*t^l+C}8u3%l@ekc3$owb_2_grn zeY8(4bd={W?9h1VsmBxEqZiYld3?N@ck31SW6a;2rO7qyjMDqpq4 ztO*mdm?1nS33Q~3D&UMv|KesNh0DcH<|tYbl2qsUPyl+=#V?GcCp`9u?j3et8`wp| z#q7A!lvtk0{5UM@B~I{Y=H7J0d}YY!;*S3qKrXa^|Fh;b@QJGrbB2YV52}C?ufplh zegCC_qUmZ-j`=76q0gRd~Lv%^BT zM&9j(t_FsQwl``;uS3!*u+EI@R$~lX(~bMcyekD8bOso}2!h;GP#cNN zo-U0v6%|DZxPq1L0%48jlg=coWY%P%_D{Y$tCLU0=RojiDX-HU_dO<)zLYKwoLdYL zGG@IXU4(nyg zI*+pOxKnZhntL;3f|>`hm!#orN;5dsN=1-w*RE(j(>{^WIfQwD@|9;8GZfR+VGY{B zC*i;On);imv#F$~tOf?Qkz0~OwIbQLN`w;bS$2j(rC}rC0+$YS&s@I|?m~*vZAgYj4 zke~R!4_rgO6q#B<%7PUasuwQyq5=;E1bvdMqUYaMdq9Pan%Oz+@xtKIM&QKYUF>#;Jg9z^%;2->UwnsjtP<7);Kv&6KQ?<^(lap|nM+5D*2N$cWD`naJ-)ht zkh{?aixyF2=->-I=qiO+6+{rpnGMTOYSSiLRq^w?{k$B=dJQ!Rv7)G^aUYN+OLt?l zwb7I0jK3rT;jpTOlYAoHi!0{@?izwjB{0ma76aGBgDkawEQSD}vMM7E(GryFIzOs{H=f~d=bE8T zm|1PU-!5{lY4u+->4&{#MHl|W)=#kNdZG2Wy*UNT`uY&(tN zA^o=FZL-SMSlKZ$TORlz9tLleF_wNnaNX?eYNjk1&u=AZr&L7m^S|99pwdMV4&2~J z`5_;VRVcR1l^MV+!sOA{`v8{9;h=WwB~e|-yQj7^g3lUv=KHiJ z32Dgzr5H#~b{?P>6KS!P2HeecQ5ls8>Iv_0mJL!Fo!*5aLcL2Sd|D#Ts{1D@kIlZ0 zet?V~ulJOTie>;GeuTfv+iZpyIi+5;-&WZRb^4D! zv6GoNGEAycQ9-yX0ojcij!Hp3VLRg-Piu$W%c){W=9l&gmVTnh+pPV9E06vnftDU^ zK04j)VRRn#k@H*z+vvEvB4y1w`%~0y1_PFE--@Dg(rb_U6f$H+g9$1YkvspDc#p>N z$EZ`-SUVl1$~wxU9%DCIVuqQ5-9>3E?-I0IS5!+dz{moq2VOymvVrLzXSgl7_z+WY zX0P#D>jt#R?;aq_*-du*Dy9D%Vb_k!5Pp3HW&r6*ez($yOD^RhizUQD?G`ss3@49g zdct(7+P`x3(}Z6Ux^GsmOc{%t&)}tn#z4O%`Tp=y#(F4qL-iTf-)oWkQ?QalE!f=? zQI017$^ozkAIKWylBl6=+rrbdByCooBqP}pSlKz8{eoi>8bLq&i+Q2lEPZ?J-9q;)vZdd?_G3YC6hf#GU@E zn`L2Sd1-S;*gpZF|LB`FN7PeX)744!!YPTUA3&I{fge*5uK2@Q%ToWun8>c5eUM*4 zSY*J4TRRGh8H9v9DHWQ&4+Lv6+9-?SB8XQj6@mTaj@Dl^%y0p?zLRnL00VU&xtcEU z&XRc0t>&b9*Vz*c;P?4CCXM_fhOIn1TBKPXbVR4n#-oBBuBI3W)|&{aT5-2I7y zY2KB~xU=M&x}kKF81eH!Pnm0|!c;z2^aw0X|6EC9@D@=&F}C^^Q?IYBpXPeoQ-Meh zb1nX83ZWb1LSP-`zB)%^wKI84qhbK}USju7b-zfpKa4#Y0r`a=)EqsQoXQ)MTvf}; z=aqACKYf#+cX6H?1p|65U{cTcO~M7|gMW(f6y0_-~Iz^C8B^Rpt=Xnroh^n%LMm9Pwd$QHSi41DwsGQ8f1PDv+2S2rm9U z4X;xov3ydM0WqP!=lsFVldC{1f|n!X3Umv$sejT;d?k*rs~fUcgn??nMbZ_SwEX6s z-4w^G6hg?mAtDQ7Nqo!0zM!uYbGlzpi$$9)`AHy?A_HOP{Rm8)yRJbhI@&6!--i5{z_Y4~1^od>oSK_x4oaJJXzw+JO7MDNc4+YH}H#IAV z*aRAlyfCBVUTZ$pF47hB90*3Ru@*(-usJeI;~T6yVDXk1{5TGpiSjGmn2_BH!3n9W ztVN15i#=r zVA}urMN{R^&MgC;ZyBG{rka5XF>QIu`HS1U%QN#|^ItQ$xg7TibIn_pc>Xb2hXyvV!@ow5#;l$fmjm)IPCD}y0sJqYRO z@hX;zP+mf#bI_F>#AnAp`t8FfPeQzwl2%%*EALj{^l5IAVHiNOS@8_hnK5MY9n2hb zN*+^-MqB7}N-aMw*=mq)!btr7)2VG~&` z?Vos#i*?03FRz9`%VN>R7?Aq;o{ejMrp%gbB?FUd3I{B+oW_WDY7>iK1Z~7mq$L4b zH{pxNnyV6MVPYH&uQ?+fx2$(0YXV76GGQ=9li(5DxC{9Zjmf>;3WC{&i^bztU1D7m4tQY>`~5l^jF z(l1aceXwHR);Z$Xo5q#Zusk?Z0H4&lR&js^_0)KNz<&M$9aK9dwsyy74LWl1Tc`!v z&o6Ow_ch^mwT+lfmNK-)H#uhEc`q#xKjZuoMQDs>7Gsioa!#A{iR9b23SKu@M-C0j z?}YI&bNi;=-Z-xY<-M~)@#UVr?scDInm8gx?Dza2NX4YoI`cgK5`KOdAbc#8SDk!| zudo2k6cM~~h=%3g==i@Z8Uya1T7Vg~Reej}D&Ud+pU6T=b710XG-dfSGe{e3GI6U6 zie17G^kD7GlYJNY#wtX6!9zMisTptk#q`vBK^WyZ!fs8uHdh##Yv`huL ztnkPh=)^63Z^Gq2rQzms&GO)rkN7xn}zM=V= z7Q`!bwv*FCN-{dkv#Lr)VQ=D}Ms_)a7BmKLl2OR@3_f8s6>x0YJN-|Yv3Nw~{wqS; z6FRRyBz<^!y2BF>S&DH)|IftUWpjuf|NRf2AS131urx8`BdPf6a%nkdSZK6Kz6m}S zuOr**f{hZA`xQW@q`c`a#z{c!%PyYh;vTe<9I-4Zs+3*!VzHCkKdC{Io5nu-Q3}h1 z%P#toB5}XS7)ZQny0e)mvg1#|BPy_d%l3yi2LX@RqslvDZ6x5a_nJPC z`f=vw+0r2CP|tc}IqvG8XgeJl5p42MuVM2<0`hoJgiuH)=U@j2j56MsDo#gGqK;>!)l<&aG5mLPXH_6hE&$tO$!;1%&j}y9dD69%G`t9btbp3j4wZd0kV$iUQ9zS>y84 z+uuMN$Qqc!WLnY8N%iw(^*h4rTv$ydt<~&oVi$L^IRUYr82q9!i&|?cM%+=vQQ?vj zMb4|7A~#Sf-Po?XPC(~b*VHni3-LNsOuJ{jO*ScNV86H9cLB+5H;x%>^brdEBY-+9 zi~W7^^*Xdfh71z^p=lChXY_Lb=`>mJWOUE@tlZv0y(4za@qa=jJ_40{Q2NfWgRKEor;;uIE7jerowDT1;|xY)wWWw1DU%iwWpprIy($y`0>0 z_IKnoPlJEWDsRu4RNfUxO1x@=y&Q>dzFSBK`yN=H5SNVV=rQp4U&)Sb_G=M2$_Jsv z9ZLPS9wo<3!D>4Y)qtC_4()b1~7;PtFF2M{eGUgqw zDbKiV2?VxNBD_%U9BUXP+Oo}Y&#B{xZ(}*E8M;2u86Z}^;$E~d*H?0n^Obd-H=b}; zQwQmRW7p{`zEMaI?b%Rb*5Q`hxBB3Gwpn5BbcnJ#dlBgs=ax%x^w$zG|V8&KvU z(`y%&pNk9IgiBWbAuKMd+O?)i4T?bp`jf53e42#`qLot$JI~0hF>M(T3)&^z`mwC; zX=c=r9%1vpWaX#|-_*-RuTeGL1nead zIR8K#9VnfyBsH*iL=-CWhe@(Ul633gRluM;&Cnn(}ODO3%15QH-Q#Tk4MS9k!d?&NtY8rvc)$d890G_Vn>iGbNpd^5XU z--EEk6UyxS##l}ih;HO$Xo@(U_t)oIyAvi3 zfQ#^r?0ecL{TAGmy=Q*A-}7*C-+H*tbS~%)oy!2C%s4wL_Q;mNO=d6m*Gl5ehEXt$ z!r&k~C@i9$-T=(WQp;y4Ym?@xEsmkOW}Y!7h+J5EaO5t^BJGjI(pCw0IXp^qqjI`e zNNeKQ5hSSD9p`ulU;~Ocp3$g2gbODYEi4bRUPS|&49l)(jl;F4i;=)z#J(Ql-fX`B z=7H~hf#Zto{g&Qk`$?K1a=@un!&CkQ-HID*4n<`H71WW+oZ$|XV;x-M$c%ZSVK;qu zlw~RiZ|w}wGL!=^S}0%0aF1N>Im*EQOtReem8w2_Y9ds#!$F90e7?WirEz`C1zD2a z9%gLtuMr|I3#7J&v2e_|d8C>>J|GWkN7#{o473Y#@@TMEf%N22;H6xsj-`MjS!CY< zu5+##Q9uFi zVT_g##`Q|OXCG3dB%}RQ$EEc^)<_v94X7u9^~~bR*ZbAo@k9hXAx$bZP)d>g4$JZj z$2p34q~fiDUoEbsL124WGntoyGI|1t+zn zAgXg2*%OfMb|%CZ_BMrP#&X^7Y!96U1U{Bf&6?DcBP0EASK&2PCWh-M(h+xKvbnY@ zbNZQERAT`hX1C#Z--Z%#Hzlp!&cuLLu|8Lejsw+2xd2vxTr)^1@)1&yGf(xlMgmf~ zpLVEJvu>w5u*-;;{qFyKJP^4qz>~}oz8l97GzKETYg|52fxL~j^sZY6TSW48MzA%z zl=!g{6pri|Md8WNaspnIb637M1Q!$^CLz*W%a2`{PW6vyM|OrY^nJ0yw~R!@F=Lq{ zBw+R1?U6AqD+_3Jn_$s|cG+J6Pv{RqO?pH$QZ(n8g7$mh|< zktCAaH3F^SP2I;;lg4$8dp}F3)w%npq^lwjNClxv`Fg+bn6>sKlHpn{zxe8W5BI)Z zpi=7rY#bqbtt8v2kouA9-Mn*Xxu7hSZ&}Ppm~9`cHEZZNoVnRbFkZ_k36>HvE7DB(h}vSWMJ>UjN=dW?wJbFTFLxW<0fOJdTT*s(CMqaH?FVO^ zz{&D)Nn6N}>b<$CU>|>-TSH)Cszj-4{K=U@QdGW?PS67`J+V8=-*2=?4x}x4Af(gX z&rLxb`fEvLmlwbX33$%04R3!#ARUjujKd_|$YY~m#78<3-Vbo|S#ZDD3dtv2XUiy7 z@!j}i$#KLY%Yc|9IG1|M29pB7h0k z)|{_h(}$fa+X4h6s=rl#Bs}hlj~mixYXBjVAo;@v3-YpwspX;Tp+WVse}$Btrrtdr z4iJfOU@*8A#@?>WBGH(pJ%!5{>%xf-B@2Tlo66&~tweepD(8;In!bx%{MxLA!v|Ms z!907e8XhjeQfeb&gswpjDe9^M4T!|IW81>(pOpe=V;l*PT|tmIx||66a@u`&8GpjH z=~^KlBOMcYn%Bznv)z9^$P}lfeEqjsT)`lq9!6G*f-gBMY=kX?I!0q!WU64tIGear z%$kMQ#k8nUWuMD{G;af3p&epuD{kU!X%RbOm9QsT3nV7hcMt*^G}`^s6UE*m<_;uz z0YHiKU1E<^VE-D8iowPSYGA&1bbi#!Kw>_%-!pgL)|{CSDgCwKsX6rQE5Z53bY`OY z+)A+toQkes0vM;~p>94LQZB#1O4+{)vBhsyuhNYnOIvtDhK~$N2QS*Ij)ua3ptytm@sT)owSIl^)XEY42h@zR{1l$Fn7%)h5O~`CDZ~j9>wTibYrw+2- z>L3*Qt1NS-$AZ0BDkBm5 zp*6eCP>#ZTf3hBp9dL261~rxeJ~;o*oCY%Y6J|O|_&%5qjbj!N_i^RkTPj2ulZy66 zgEaMc4)j`ogl zTpb-6T9Mz%eyd%;pEAQ3GVqn8t78X#7@jpRYV0z~Lbtti~vq>(DO+U#yO9d}5O zw%|9-`7A1WGQXVD2x+3bT}@EPuFja(APJ&&f;s~m53JTr=53&cf7d(A8fn8Sk|0p? z8r}HBlf+KWO1m0o=@s*Ekkcm;f^@#nr(1isYm4xD$SI@-tkX8b2r=2qNgyV#%ea#f zmk$SnD(H=6u~>4%S+Ubkdn(J4h2e?97LR(cz#C>IX-u*5ZD$Ui#dJ!IIyyc1OF@6Y z1RIt=FqR_4R#8^+9b%gPaouUU96t6lxpSN@)ZZ_&q-iBywze3$%E-p~Wpb)7oJl2xxaJXShF)07qPO97Cy{k*mHpkf}NsdPkfB)ylJ*qGBipw(#{+{iF7 zW(C3f;#WAR9iTxX3C9_&F<&yQhE8EAm1706=VSQ&4f$PX;5Ud|4pPrMAJ6>PT5T^b z%3W%UQl%!OMMy-&YXQ?CWxp|yj;kA7D?QJa+#Q$2+IETA23*lWR8 z8_PG;>9w{MJwd*jalGmy z==QKkpzDt6M=5ZoNk2y(;@)Dw=c#@yweHHohDFO$EB`=s&WL+ zYCQKyioI)Hm>q`%rL^+em()@PsS7=497_i2l-?U=$sE$Pyj!;Ke!f=%r<#JgO%OT@ zw%oE46r83qQxpp;M^)M3^G^haLm-NCpm(!XXA7|K+6o%KQI@TIV05frXUOEoA?6n~ z=*fWaQ?6a#)W`P=j={16VxC7Dl*2gfGG8@ZjgTqVGga9PGe$3IoX7qh$HPa4DceAV z%gsyIR=Z(XhxN;lEEN@6LZ9)A7uS-x$Dfg8G-oy~0nlwFveh5C(B-VSr2s5bhTGF2(6n zOL(iISG~-_5E_YNw3MTUY-V;q>203NClgr5^mjo;tV4fgHO&Ly1Rs!4P7FWN644q; zXONY|p%wcv;f%qa<|p0hP12M}g6IO+OR+Ip-q>btF0WLs+UlIx7Ygjxr+yH94D`+( zND_tt=jp8%ttQQ|Z)Z`2woC*GsJp(Np?;aXh5`SeUsv}ctnT)ufB!NxyDn0@6;&sq zcUEH2+P^g=tWXXSB%+(v+BQ({N@mX0Bb@^xxaNYM_Iy%$%;It7R4(3;*|1%Kfl|{d zIl;PfnhKKC`r{M;=-$@Zma5G0xgG%p#)N^QbL^Gi%eWYFXPDkc;Q^;R^KGHHsWCpb z7G2@#WfJG;O-=i;&t%)=T@6BZwal4bSX!)e^X)v@oy8v@VbM(fHqf+e^%4u2z6NNc zlG?**h(8YdNQL)(5_PzMCyoI_O~EQw8ljOr;w;`8?NvjS;kMp{0;%}qx#R};Unl1P zMYsdj-NcnlO4WmB$%k#wNF-73B)eB%UKf)ly8EOy&l_y+3ZUr=2 z$MY!}O*6T_-Li8?6$1bJ+rmeDGqCg?8I@j(SfRYE^li>g%2}3#e#Hep;@gW4fz4gd z8ooUcXo(6L^EQ_k0WQD2l(SX#{^foKhjYL{ElEqc{}~GFk3=inX|6n9z%rZJ%wd(c z4X?`9XjGeUqF}cn^Pn87 zf_B)f)&#LomAv4lNel>y(a)P6UC;6w2wsUD==4E+N>q|>Ccmmgg4WlIy8ZrE9tFeS zt#2-Ep$VL|E93(Du!fR<=4x$eiVbjOM=N`fVt`K);daxx`fy)`nuYNVJz+xBZZaO& zMb_`NlTMX?uSeN}j!-)0eo5b&=MZ#IBwirXYooLDgi2+Ho~-zvzWNnjbbj-04So_C zW&v@e)C&s_sy+oGiDyAN%I`4B7pt;(I|*s@;~%yhh+YObD9QAFw|G+N(OClbD4%K4 zTM7wixSIikq=|~l33F$?#{q+2*lNByGKBFF1TG}arv}gYPr>c5@U*1sgd|9Wc zJy)QJTZBTvvL#c}5O_f1Aw4BfPhQW`AW>_G5;L89uEZd*JUv2JW5AWXazW;vtz3v2 z?VDNn2xgwOE`0gKF@eE`mDDTI3^G;hrey5b2c0{!#!lCG9%-h9=p(TEb*8Y((WtRi z7LoKGBu~KW_kqaLVH~z98)Z;|DTPy+Rt$+7X-CFP9XEPAkHAtDt-TZ=}w)w@)6K z!od-Y{=`T&C_Ig5rAV~$HP@2YP+Xw*Pzk05+FOyKa|V+u7m^CnD&_H|b=t-yF)NvM8B6G_=>bxk%W+MN}bp5g0m?a9Zw~io% z1+2?o`yRTP7UCK?UObUaD=K)3EJX@MSZLR%en#MRUC_bOT)&tWdLt7Vs#`>C)Gm2s zuMVi-fuqi`-q!~xd2iQL$Nm$OFBk~prLx@N;9p^jK2DlRO(_s@J?2aM)Yaq&Svw=d zYOR!=7nZDY`Pf>QD7JWn&KoG+AXHRSk^+(sd61Inp7quy0tWV>(qsvw-&CmXj2^5%>}A_H*q1Wr?6Lk-<_XsU{M*iJdpn%(@|AAf zRf`P~c>DUe6Y5YGs&+y=w=`aqeJGV~onoe)Wahg)-0+0T5p!-GZp3nvlwUYdNMoWP zqH1I1<$F<=U+3U(PhK#t5^2Ft0gJyF5Yv;4PFM!kTdM^1*NJJVFo#aTc|Akz)PBLr z3og?^b}T!2HOf8<_(boPXi6#ch~}DA5B0{^OL8e^bQLO|>CTQ0lC!F9UQWBxULXq|PF^MWIZuSIKxqS5y97YrD*P}iUcW*P+XYlwKdN9N-Bqv_noWW-qUWrPXNg$n^e`gvz^d!zlquzm>QG!eNiwwRwBivX3%7^}uJaHB z6RV-C*K=+?<(peszcAvkqPalMWy_0JIjBbUlVMDZm71<&%3<{fL}hfv*1|jY;sRAr z2}JRS{9*nzCi7Wy@KGBO0{oi=KJVpvOv26ly!@EBY-JV0hy85Vq^=)m;!WCr8_7J`;n3hCqROi&PQZ%!*%nLH=~MS$d+GvlIg+mEW1FGj&2$cTVU*zLi&W` z7S2xe1i&g-vvfANsx&a3CGt_Ve!5z{s{S;vPb7CXC2ffK5KO7Pn&mdhRzHBqxv%TW zFN+Lf^f?+)aq`GX8V1Ysijt6f*NPT2)cc<;f6f+v`k?qw)pb&wFE~?K2+&B}b>%`V zUY0Gour4Ln`^>kgAmFBAT}HJR1#_G<;#k7b$`ot{m0cP9#=)P6v1iigUj_F^B%42r zRN#Rd^!y;bjPkP@8S*C|1};rE)n?!y28YVGU1Y$xzP!&j`&Deiiu3RoFOyrMmTo>W ztNEei%tXi_-fZiaozC~WFD2>wFeF^Jm)D}@dElS=0m%y%>dUCQkYP7;$7I0gxS9NC z2znR7%RY?vhg9dj)pVd5w2MHSaXK%e=(hyD7})OLn}7981`0QAFz*sw-6qYxOZsxS z**_*JtTa6Vv4AG@>q+TO z`viQpq+)Kwe3uoX&&b`FwPQ5;MYQ4%leE7(%!9KNAhnXlB(!I~qx&z!sYuH}LYQ#; zz$d^Wv#)Cl$7I~|-yP;ufFUwz3Y_U5=lvgOo18>noL8I@8yB^`r9l5FY~?U8W_?AC zX6tvYG3~6KUKVHyk0I^ss2_g^kugZ&wTq8hCnHc+MnjBridTjV1{h@>%uEIReg=e4KI?Hvv4QMQwKl&tJY6X84WnhnGTrXGa z>9TRKwU2j%8gHO7B{L>d{t$Wsa%5?w(ZnS{=`o@a?U`Gxkz3%i`^anbc-WxYaqmPZ z#R}5jr5|w#Yxk9tElz7)Og_WA75TF-L-2+N?z;nT=m83E=TakhP~7_(z4C>>zCX?K zsG$tl`)o9kzE879rk>OX6sY@jMO7gxJmVo-ckNi3zNnc^ZFjL;MG#LlH0N-3_LS>E zywZXh*vov9(u=eU)&d=bjhsV@sFIdNgrX)}*zz_`C?dg-XEe)!ZPAsRL<`fd&DI=L zo!7rvPCRENXlyMTl?o$y>IY9GH9OMA3nqDtt?SdREz2M*4Awb5EpM!LqY2RhW&A^_ z6aw3+2&7sIM}pMa$;fC5;&Edj{xG!zCUe#kzd%TK8#mr1dtKb&!JOtURl;E8hqz3S zGD^QfhI<^WPBO^~T-S%1bz4=rav%ef)Z+ErS-myNRRiw79I({4VonLOY!hq?^f_^iDgARCOc;qh)k%XCdN2|>`o)750ukfr& zwZ}ek0E3YXjym0TDfhO0*3S$sTdzUoOJSv~so$m@%a2`QpKVtw=ECVRui|`6PJrBZ zX%C;<6sMt($5hogth*oW(VzeBhNQZMN{HEeY-9zJrUO~!Di&mQ_lh^#U@#9gr)K&T zy12|F?qaiKEz;I8tTbXsnoI%KbdbI2>^KoBJNS0aeR5r#U#udr-2{Q)u8P*&A^ydS zVgKpS3No8UeK}U)M6^_)P7PdO7w}-hhG6Vie_(c+UJ4uEPLe;1lNlT1@_(J+|`bJTNshAQyy4^WI`B3{;b-oD|bp2!UWD?x!BlX~H!mM_f4qGZEyCKesh zL6qXw6m|c=8bt7uQi^VXdcK!cxTPKvv4H_>two}y(giqRf!DiJ!5EnvdQTWR=znN; zOK#%P+BbmINYuHcKPZKVq$k1k8waz%rL8sMS%aX(yBVUnPqJ7exLW}9e@5mjsF%Rn zGn=y?sC=P%Kc5>cv9l&p1`RmDYM<{*41xK8`OKiAQlxUqorv|&c7vCY00(`;{kI&I z2U@-!#gXnhI>hJQ)GP}cHEle!AR8H$mQ1S`Phf0)M6rU;j7Ybgg${Q~X)EKsC9aOp z|7<1_(-`=)ohXm@_nD<&ZuUgeV$CeKqR@A^WK{7I(*+=OpFwd1t?msI$bbo+gvG_1 ztCk?ck|1~I-vi_(eX}A`Zb3rVwg#O5p?2n_Y0Hq;y za!N!^7~&xa1wMZDP>ZwZ7S+&7=2S0F>#8Ncnnjhh)G2&#N~;}D;rz0_9w+8;v};1@ z>9oRWdVYD3V);OgRnONc9t8IhL0v?@FLEnblH(p73JxCy;~0W*o~Vr+b0a+5MK*!d z=rUBOSBuVNL-k2hEOdm1TDB!dLF({}RV3Sk(F{t1x^jCx8v2R~`M{m*bO7-Hi^4t4 z$NVlR5yps&)HtzOci&yC^*4zdh|U)VoX;Dww?tC^khr9i%{Oj?f^`U1L?u(0BPhAg zp;PU{d2;nSRDErZKi%LmOG!@8UZpKYvT;C&@2~9^9Z)lI9|xt#Ht5>P!Ak;}&!)o3 zaM_*!5CRIj@kBbaN8k$PQ|~e78!_|eWh~`TCf0SXcoDBNetO|KfjP9?OqwcN5ZU9% z1m7$k?KY-OV^swTy^v(~{^j6h>>Q*N#74Pnb{?L;NmWX+Cu?}B7MTqM@zYu~%%W@_ zGjO8Do=IOkU87Y!VS^aebm3>jE^_sVx7!LNLW~ZSbsPP=fm7Zmh9W)|5YzBu9suO$ zcrI6yNLpw4g0TM3Y(oZjSW76(Ks(qgSY|1MRaRMv>RhivIdWM@ z-=?@4K(|LPFrwQ93>Qx!0EYwS&~cdP*pqyhG)=w`sc{8cMP|Bdsz(yO{k8hS@t(2Z zd&hYZFVxSqo`(UO1LFm9*?}eP0^z>OUR6{xN`A9%4wh{%^ieL?KTUREZT6;wqQV$P52}k~{WdjHTm#6mdqs@Z-319t3wxi`d^s>%X&5AhJ+0 z!-F~Xlt6G1(b&8M2bYjqnP6;8hBgA=b}biO21-6aRXK=JaL}wBlzuxR&n^rsTR-#F z-*W?A%Jj8+pF&|cPyRNdtszE$0v;v`5BG651O@UENzz^n&>f%^iIZUk7Qi(mMq;vW zj{f{EV5zPu6Mp~!&+E;^}-BcAjFx$&zO@%i1+1nOkmPL z5NIiOoZWlHXB5<%bZ+HD)p>?`M9&;jaYE>h;9xeYNg1TfMC`bA!l@+`NU{$FU!2>z z<-^dc=U@M7uAl{0R0C|WUt4bw>vSNU^At)R0buma_?Zn+5NB1aMEDW8fW7j}9oZ9| zf195fuv_)R=^3Ks%VBq3G?yu7NIVspTS@j^oF%G0JrLi|+CXznW*UUhfXMNJ`x-;% zg)K#MySnlS@0HRs?+K9Rmc{acE4B%KjlZ0@j2S?y*U*hswtXcp#w-2a%wvy*Ynzk2 zMuX#F{ujLPLuE(bCba%V6d|o$hGDC%BKf5!=>BMR-+U!Xq`%!m>jbBexd;Hub$Eja z`|}BaBEDlhoOrt48Z6Ox2w_^~Frdmq+iK%3T)B=TuslC7y#FbB4v!e#NdBnePWG${ zfsoPf*%rhRWZc*JPm11*sje!&{MvMNu;pt|Rm z=y5bil)vs*sTt-dH#$S0!+sly03b$y-T^cRFb_se{J-tlj0-o@$*L95GKQeD2h41h zb2wKE_(vY!t)+r?tj|oSohVVBQ6&6S?I{_$G7M4F=(L=i7!zbb)(?2a?iz0C*ikhV zVXCdU+b({ycZj7Z2S05^9~=5ce2yVH7Ubi3n9?u#m&fc^kFFcqZ%V0_S&P4g0z`li zvW|l2)2uQhs6i%&lQw8rP!^1>?wy#;1t_xDFLR<%j{q-xNL@3M4#SPi&iQqDW40#4 zTu+~6*5fm>f9>P&XV0GcH1($&L5Erj@kVt2?p2#QMU?ZUC&p zKIOw{H2O)4G0ZSS#HC2K2a8)KS-?J6J|YlQr)HlUP`tE=tG)99qPO$)TkzR*X-v5; zi)92WgGYZ<_{*?`qi($$uYE&R_>8z4OtmB>^LR_4FxS`I&p_mz)K3QF^r8qkjmrE% z-Vf_=FBO78#0by!}^&Z<2?v{=J;KB@k)V%s_JfF_tKD$Ne>W(=%U$u zdV#i?*lm$Xel0 zp0mzHv#$Ytl~N~b&RWj`WTbG^H_aK&{H1-dab1{A21viy-|;A>W2L-6pzbSsG;+f| z(=P?y70&snuURGQt%0^{)wGiC=44eZ-}7Fc$}7!4ijj zxUN%$75BH&a60C9r>IpS?GwxvUuB#w0XEcOkmKrqp5u0G_8`j==Y1)6#nbt+a;{;7e zFuW3}o$6e;U8UwkK6V&$3gVxCp>%3GYeaI`a5RdQyq0IIplR>RiU1xumUBhKsoIVx z>f~wWkYhXM&&0-!n~B2!QZj0)p_f26S?X@XV@ZgPvdre7?24fHyg*rPyQ$h(QqA45 zJ~zgi1f31N*!-jN9J@A4PO}pYL!JLtvQa`JRxvlQ5@BT9l$m3mDhWs#qr=rX4^yiDu@D*_5G! z2j?Z7)Aq70a4!*f8QmN&xqsO;w%Y06F^k{AxVO>Aq!1}gc z>fV}(0j_041lt?R#n(`1m%R}u=V}1d!|Z-Z&Uh;-KM1yPS3xsPK^K{K5rP|-)fh($ zVkEBH{Q`_Vahf+2DJE4;zv#$1jx~eyc_nMXL+rO;VMR3eb*RcYm!ERu=yV5?B5S8> zUiMbW`Yc66^urC+w2A`WiWKq9WF6IYHVLXiQEVD%q%53_B=CW}4;L-t_%WI} zA1K6?!-t%GkcVXv9snABfQm9mMDqrH`{e z+-9v!liFvaL%3hhSOjEoQkFi5+%Fm~p5Qq(R7p^v=>kgo;&CxRVQM=k4EMuV*6rM{ zx>?dX)1y9bMC%>x_}&SS`u0r6fjT~JbSFlgmle3-tYt!pw_z;;*w9!csxr;%!otoZhWKmG*j}`Uw<0 z)i7i`f}XPr((vvbrcfTNt()r2YMgz&;JME^kSXE7t|p=R9CD3?Tj&Zby$BT`k&Q1D zcuc)p7W)CPmiNo*rtAM%Onb4pFzH*thPw$HJ1esAS`}fe+wmz4oAN0!yD65Mo2aRm zQohl#sNzyU?Y;DKA|FB@F=J6yL3)Ej~4`{^>9#|bU#{}eXwYEF1Mw#PWRn#=$ zRAog+l)&pGVw+QdBRMWFdwRMk8IfEbP$Cvc802PL88^;-Y8l3`hw_${Q|zlVtG|^u zQag+@Aq%oN%+^a*$nM2p(sTs$s+E+TI3Gy$NAVdvz(faZ#5oI3_4R2+?{?b zExH@-P~AT=SAne%m$aCxLge_^)s~N zm~T>ZQ&6GS1q#@bdDzzZ{e~s;3?{^?4&-`@cJ|foc>+B2vMZlkvR9r5z z1)kSVRu^)P`7g=wxz0xf`3g%9jJEWDffBdkI=bH0o7JXhR5g8%`AoH`jZG@Fpy4g8 z-^O8*&$IsxU$mJnWAVF+wJ}+**R7)zIb9Ke(DxcG_8Yoh&cagfC;3kR|fvh6;j_msFFR-_?DcX%VD`y#mFzq zB0=nOBs*OZRfKHHkdo0}N_5azm$l9CMub!6-33h6inj&seSr@pCRVudQh6Uu^Q287 z!=E4}34FSMBRPs}AK&P3AXXd&c`0Fd?=^8;_wZ^WpiB-apd_njyJ4r;1;#+q3Y|k- z@9ukYNZBz5MmU~OrY0Lcp6Tdtox>q&jB=&RFqQK0D$P50M#}fjoF1c7{2V)QrJxPg z2#4Cz7W2U^wv>4hDUtk1`_v{@ohgfUmgsetZ<=f~bbKV5&=GdGpgS82pa3Qmy@X=I zsa+jMUrRs`%lC?N6&Fx@a}u8`#GUx%+Ya3B5zgi@jd02{5`>?y3(XewG5b;k^fGqJ zX!Q6J81yDiDvD9!S)O0hBZQaDv6;B;krY~ulcieX&e7u?gimHzs{N@p55tKlv<3#Y z>*4K>InTG4jz}V)Q?)e*q}n^6Jp}<$C9F!{-v@+(p+@JJF@6@C6{u8(hL}~iEW(0O zlIHd5T}P4&kiJgC>{J;H>Z)UvU4vWp@(?nLVP{n_1hH&`flbmB3*EhIwFTsQhe3yH zBEyc9iR1kW)d*ytMe@hM^nC*hPjJ1j7o|KqXwrv{CdPGI4muw>_&}J9mw4-gjco6XidG#P@=hU3E}EbQNiU@mEQ2;$c+ zze^5*`!Tc&hY_IocB(Joj%{+pw=aYUwe?4Lyw7_w}- zfOMe9FfVT5Rxj19*xb8H=2~wt<}EKcAYw)5rB;NKYImy=P4UU_iHM=Z$|z=G=J(SU z#lMAd`1+E797I$x{8Xr|ekNM*Pp2(jj-45i}4nZt;Fsa#?iv35`u0M#UZ|d%@%ft4{8vzfQ*7&(*15_YMod9lRjf# z{WxG#CHA%2$w8eA}1;(&9zi`;Y!f zUl(ED8r`Up^ySNdKx7eG>Yr-c}MWzE%8A)vx`K~$28R3hWFH?8v98sbqC zk;B!liQ&|)3s&qVW3{#G`Hl?MsiyAjSQMKa(O>w@%c$8FML_IggN3OND4|27^fZyyZI}E1-POQkhix2b2<|@?gAd$A+7}}RB4QUgW_sqe-ikJ&iK_(h| z?CS(EnTO0w+g>gvQ`+LN9iBy+T>S2!VWNba(IG>hOuOIc1D-5ve3A{&neI>dfYu+Er0`wpQXTlXn7BqvK^jngF^~4M76;J=7IS;>jVI0hK&b zpU(c1BZ?_bR4nxM{&P*S(Szn_nT8=$XjlAY_4bB|y= z7S!O(l$?L6OmhtDG+ADOG9`5)1+_Zc$=|j^MRf|>fDRA2v`X7OxWy&O(_F0_n{>rY z_1V-)1IU)&ju_sv{=#y(*g`n&6g$OhW20~!%6pB_@2oPXT@Juo5t4i}M$h`NenNz; z%%wBe-9$Y*CK$oxbFRly?!1r2fJ15@EVUP0^`sfKENUPFWR?~vqwWZ9Zhn0KzksR~ zu=DQd_mIAs8knynx!rKc1&R*Z1lpY9k>WFDz_2Bi)XscbYala-ja+)QR}C{@OS;yu znBaZ2?R*qzIr9s4=|X9_vjDNEOQ(Afk*QWR#A>|M?+;QSfp}IaF}aod_6BNr?B@#6 zLo~GNFXAHd<1+i|m3%!ysqo$}8c-84G$jCrlOHi=1qlsMY}>SDLartg8UCGN%K5;< z`+x{|-l>&TR`0lV11BpMnPd00sE%;)p$>SQu{vS#N~Egbq(JCrhMy8= z?7^Fres5$kjdpKzT~GTzKTqkv>0cWDnUC^N{Os`Nx|@=Rfc!Xyl?}buq|ClP$+a2r z_kNz=rv3{Q9Ut^pI7;54oje|JiqpBiBkyp7Rzn!n%?M`D?>C7dv4`191^(8Fd8l%gG6bLG3 z;mn@0Lu{~Cj?Y3UlfpnI0>=gsr#YnE@b@k&$_qYu3ynp7VCXZ9hL(E)JpBcON@s~- z_Uf<>j#LJTvKe%l|3MIp&*FviFpBY=VNjMT4>XQOYEKUJb{Rje#x#M*e5a5X5us~H zmhI$`3{GB0)|?}y6o8SNM!#R*k;)*uKD^?A&&&0@^d~)W`l0^S1mf|v!pW__%e}F{ zF@2VeS{cM z+(4uE3WrlJ721v0y0ceD0AHb)UMDFQ$tLbD*S_*#U;7Ijxz?e$KC(cJg1O)z0l=gI+KS@tce1QZcSS>@GztTs=Kh-OFC#G#PKU zbu>B>8*8p+s@ziR%)F6XqD;-KDu3ewEm+#W0{4;CjTO2}X7r)lk3r9hXS#Iqn4oO# z5B0vUQs=U!enI7Ac+?KzcLsTi#+D8>X)EfVX8yzF>o)JE12SG#V^0C2m3el>5ec-z z5Vg4b{M(LdFHXM5XTRsSa+*wfBys7L>4HWo!^YZ~Q1Kw*ymjA)OVLC0DKTXK)AAb+}~fF0YeN#v$e0MBL%8aeoc0r-x( zZ5^U$6gdh;wLTO>iqG$t1SFWy1Oou8*vW=7Oy|O&{!(`4F~+%4T5&F>UD^$;6R?QxY!=IZ} zMI|`^8FX1dvbfr*inti0Y+H=WcJ+q#>AB)^9Um=1AlQuvxT#tU-duCDE(d?qPz?=T z03!l31rfbL7fE+$6Xxg*pRLD<#)!eGm@rv-Q-NQ4W zL<^q0nKJ7N)WFo-qP4*yz)Sj=7+;W1S=oeUh1S_0)6I()fta;0bySzOB@qGt5i{uA zVEbwpT9)0bGP>m&+YdLYt8NWAA zAzU>9S&T8=R&vgqzav3P#Lys?A%Qcn-6e0Sd(2yB0CIB~P0I4z<9WWL$(6^xd5k0u zY;nlaXAL`~@o!x@>9 z`N)X19jfLv^PGmE;UrH_5T)(mM|7L_TJd3S;KhK`F=SKeiy z@=~Epu-Jfo5p8`Hy#}`kH-)XW`Vle42pgyNXeAH4G>p0dQaZSpPlYZ+}ZcMO3H|{ z?9rI-2FE8Dsm))m;IR+f7Uovk(|l=IZ~qFMl3$p>-kqgep6Szn)3?25d+rX@vToO zEsLLh76N3N=6~|mWl=NU{Y)(lldh0vlRW-jr}U9)*PMk}Ca6vmjm`r|LH!EGr8!X% z1Q#0a@f@75KCJ)IPAASXJ^aWS-iR_qdFlYdB{Ttpw#lkY9~@c4s7^4HR{P>f+CXJ! zu_PJ@ZqV}7Y}}`%*1bz@bhn~i&*DMW*T$0pt4%Mb$VBd;^y}9rowcPE`o{v+2R^0i zBG1*~R~<$SW)z8#mg|`>XX~KZfxhvwi6{Na!`;nNUZ99uNQA?5WH70$Y0@2WDg^#+NHifqOxzDW*WSUMh(*~BHUrQW%m@axC{ zhV8N^#8NoRwdDYz=?dy*@Lb7ON@i$g$pQ$Q+I(kEc}1Gu6c&3SOt>lL*6 zKR-neQSbJ{m&E*>p+FbUp-iYytS+aFWt%%SY_!v?flIi%4-(8$MN_!&hkoGRJAHcb z`dNG3z{3M=hZ7A%9{nPZsvB0n!(SK8eGmO=^gtAduY+*yQ9Nj!q(dT@UCednwWorV z-%l4S@BPOeDb4J&;pAj8JdIt^03(^2@U>M#CV7~`rU^qX4H;Fy`Wi=+Gl_d+g%>xl zG7SusA!qXog)C_`D5=K4NDtTGrD<`QXpz~bwef>m38oO8xhybR_O)QwQl`H2W|qv^ zyje5j97K`R2Nz5|%I+3$Baeub(|o8I=Igt1(V$yFT+*Qi^_9`mmJ+eac#Z)CcE{>` zPqb2L8|>#Acl==n{0EARbBvGDq3O~7T6)GWUg36;yw?q(rAOO+2D$t!|Fx*r4nl$U zq}>H!np`UloZ!%gLsngrWbPoLk&^BBRu`C zX!*P8+cmwU=g~giH8Mw1~Tc1N@Y>WqUEx5z@2|~SzQ|!VvUV> zYT+(BU?T)SpwV*vU~H5hgOHTp<0;QcQrDr16SJacaN#3yvcRv4U^6^|KF=1ZlStP` zZ800hz;b-{Is9H?GeDzBQFqxOwF=9UTX;<5Njmk#fk$}avR&mFg&L|iqc{N>buLhUi1eZMMMSB<5wvJWd9x&y#{*Pd4 zQ{^0|zCu%_*Leb8ua>*ylE#q(D!N*;ch9UTBM7(Pn~^z%+$)ba#1=DBWqkSeaDvQE zWi@K~{S}K84jd@pakbDvwhRjpbuNjNwcW)J{S^UA`E?2%%g1ra4WFdtm4bm!>A zwK&U+m$}Hxp`|~)DYwmF^BYAL_9=d>eAMpd!~8N6fXJI~K<%WWgaS=raEyzH1&#Hf z+X4j_1|{5+M=n=iM{>}ZC!hzhAG(#ct*MeW5L$2K9>;aLJv zBj)L`A%cxG{%zqDRi?s{W{n1Q+r{l$fBWUJ>8;sepjoN!VaX%I4)hUtkqfvG^<$VO z8vS3MSKEZqrKzoyF})TCzBR#h5bt1Xt0jd*S}QTt1q#;zF`nz)+LO2IT}PVov=v8V znOg3W7d9DpMx9|>g*G|zMXR#JY3Sch){kk^?rjX!(Po!SN{508r0EZs*NeAe+@wL_ z!E7^dIiH+@!lOplN=_>f^GCrmp)<>hXA^Up@L(Z8GM5fC>nPu$y!EZm1O_;!S)a_9 zXI|RQv8X};K%U?XmFo6b5`E4#D=Q_m<@Y#ON%$qJfAxo*ud!{q$&w_v8{k9mdl+|N zgA8Yl^s}&r^oN5a@>frxnn)om;n77|UzZX&T=x%IRK%Iio=e>sn%2@oGMzKk!|w3E zO--j9S8O!>oYlAx|BTq#_?a^+F zJnFRni}V;GvICg?3w`bi5bgvMLLuYxPTSomKFl&?AT2-G=T#Ipl|(vDPKrL3iih7U zH7Z)Qx~Oqg?J)GXxuz>L8j}a$Xb2g|?nasgw0M=~j+Nvb)&nR%dpY&+=7(2E_3Agk_FMblJ2Fi=o<8^HKy(NixtsQ6Ro_MR%*{ ztaB59n#sn-GG)>r+%Qf@2uJ7CJ#;L(;z@SdU$TKa4Em)8CLKRb{~2J_Qr4bAjxv`_ zsY&NWBU#{g%ESVca97Lb7kVfI%URZ_*Ls9j{ZtwrO9^)`{y4#pMbJwQmd3dI(pGbf ze)&I2g%!?BasO)Ltb~~AXRJ3#$I|33hF=e+u_b-cUq$xffw5&CT*Ir{Si`b<+$fih>rWE8dy!aACye~~d^arn7*7tZ#;3#-gA(6`ClOOaxrnc{u z&jeX;)NZ%uGqAw%6gaVRVCqZY@Da*|sk&6L&iTX@1y+d4Fdgn?FR}u9KP`jtkVFOl zx>s#}e=1AJ>WXAI#}uSA#E=nX{~f#PJ-aN|*{j{R$xwaRJRk+NIN;>ZpwEJ#bPVz?^+EmVgKlC z!sIFKW~xjOl(}vt7F?=T51`PP9zr9Dy$LeAfvf+4h!JH2?b7n*5IhMg-;OUc{2vgc7qdv`Z*X9}bS#Q<9W+u?~{1(P^ z9>8Xe#jyDO13-y+yc5ap-GC%#KbhBzRvYzjJE7XSlP|^SmWn9o{g}+e>c3AQafncP zdle|{a^dp?(+0WyS3wA(0e!f4;G7DQ0^S!u5N_g-B%??L=)MooUS3T@GGDE=6>3Um zqFSOxhvg~R3c1x@4pgMN^Ci?u^+ms|iQtJbFFPeB9Tk3vq&9G&=)?B#kFh-6==cT{ zPZu$CKh?zqfcvSP{=>Zp7qip2=(dLNS93(ha=RT%t$z-ggnzrP;?h(i674Ra*dd(f zq3sbYorf+T^UxuXA{nf+A!z&k#;3QG{64W1N82Usg7uQB&?i4KvEx!4YY1VZVaRwr zd7SH(7P48t_B+M^gR;OkrHF?)rp^rYo!F1`qb9yN;F8zG0?qD@>w>!EQaRJcfT`Mr zuEi1-Vv(@t+Wfmt68g&mt)wQQe~8oZPXh748>jmSs$Lziz0Y7jQ!s8nU`ESMPvDp1 zyS#x@&7%g)d8$BHnQgMk3_pG)$`(_=tj;F@E+&;*7%MiP+UxL_9rw5a7~?n`WUENT zmb^7c0)(^H+Z=hy=F8H|tKs~|GmjvDPY6SRBc)FrQPkb5NHSNZ)(p_axN9c*=F$SG z?PgWmNH>lQ!%W5m4h7x1rl1^CY4}oLOM8lg??jeqhmW9>+I{Y>SAoD-T{14D?Gk|b z76FE3JH*;v;{7r$)p_Z7a|)>2#c+TFdO-?XC6ms{j`*ZPz0&QoB~#egOK~tHs4JWi zO#BSwMbEg3@5`diAnLo9GbmNzfyEK)VFqjBI<)NUnwJ$`6GC)^=LD&F6?;dmTvI$Z z&+5h~kYEYR9t}ltnuIRzEq*;qmu71+BZ+^^56-;f4$kFp&ooH4Vs#|LMmdPK|9vKB zMoYBA&sU=xP~Qz1Hd3%2jtEQeGl$<@H~ArR24yTVXWAu`$4uv{euRz80ha^^8JbG( z??ToaX%2BPCQlgTALrUz`dBV1aATP7P?VNz*${cOO=O(S=U-Z$WpHGDY&b(Wy3aXP=_ z`dW@H24V%x;CWnNQ`l=<-&tuDpZIy}d~jIwRY{{AGHSzpe2AszQThJHtJe|5@x0B* zPE>bld>`WQNU{9Ln(!B?{Ds^)1M&ga_75IO;fn^T_brtqhSd4iT2A=2KKDI=wW-i? zC~bbqG=2K4Y&%iPvENsvSM&zN7ne!*?fLN;8#$-spz1UZRz=*Zn#Uilso(H<@fxkZ zgiC3S4{=mfgmv}!$XL_8O_Z*C$k6h{jb`H-^QFN31WK+{-+yc)`t05PARwx z){9FPL>d=VqF@|KdA(cuS%>AkE1(3rbARervut;TUC+F$54Z|RFJ~`DH%7brn+bU* zLjZ|_UwgoaoNoNR^2mBi=mzOw`h|~)BLo+caprEuirU?C3U6p5+z^r?4iCJ3-&VLvkk!L!k<-3F*o(xzPJEfr$e-~30AL{|TD@LK+y-JWU7dOh; zTxvfF?bF$ZlHmuzNsJTMisp^YM$%BO5^@^y-gS>Xn3EHMDT)xLIp7RZ;HHjHq>!L3 z+}@njmI6MP+&|&AtscEui}3F_FzU-*u&lAx4{#x$!_O@l{2)^|8SB~ZrN-~9Bx(~l za09j|zi~asv#ETwX(@sOTKW!cK0?e#=Uw9B~C1aY~)E+Qb2WA{CbeT@C!Qz?O zWMnB*O!k+?FrRd8fW(hxvkOs&$x{=AA3R31W(lHT6=aI|=2zjlh5^oQ#XcS}rWn|p zINd|92)rn>(nnsR-l*%$?Vq-&s5d2~nlhl88TL0)YhsH6b|=C^Kqp;Ul2q<~0920} z;(@U9=x90M5qCggwEtm|J6-l!ma_-WmHFlXZ8-Ar53VUHFm@9G9 zm1(6|6}$mFY(A4`C>7cgI}c*YqT)MzFA2sr!OGl@SN_1^O|E%xbZVzS{D+>{oiqa# zp0rwe&A47#{w7iLur#iwel;WoN~egIh`*`+I%u1}&(KrAX_FCM^)|$0f{rgixWq@C zIRkz#BKej8{m@!j>g+nPV!}L_xJ`Fwxo7KHAWoNuVgSttrvpdmy5+Ocj~0BDou1~a zJvlE_36BEEah~=nE5t1RMvF$D7#9)fDK&$rQuHbs%ciVV4DuydypDQ1-1cT>ATIJk zJxUB(_trGC$@K68ZHy1c*u|;(RGd_lwt(Q>n0?2{HVwX7IN{Og(v- zp0CV)La+crZ35mKSPf9}4>Pd2c=c;35}=lwjAKbFA*7m#=@WCcK{b=p%|=K@C>Tz5~4D3zw}Jm8}AJ9 z@sW!#arBV>ttnf?ITOq(ZJgj)0i+X5>`R1!#z2QzgEAjAn6K09*zXId)uzIn_N?by z8DpnZ)ip1C<-+pTvR6u)!vcLZ5DSf)^IA`#YI6gBz%^wxdbpkl;wW2x2*v@glfS`y zSAQ75+k;ynGBp;0pzB-#FJr51lOMYZ*o%Kky{rF^D$^KZD0KL9&WYe{gd&T#mvq zS7!ZPbYleKk!^Fc&YD9cgt%}8Kfxy1B1T5L3_7-9UK+_vd($RybD4u)dyD_uH~!G! zpkAq+Z?<>yeZQiJ)*o9lfv=v4l@8#~!9|bNp?u~w5M}m$p=jC0rixhR02~fL8JIk= zv)X*i8MYX5mpG|*)0pW3`I<6N!x6%g^I%YRSna=Rq~k=fXhAf8zVR4lLnU2^eDsdN ze@U1y5>Me-h`Uy$H?XD%e}~nVGc`GuJc5Tht*PBuwtz64wY@}Jo?ww#EF9W(d$ru-!2s>I5-je(Dy(NZN&w@f0QjdEq@cLWufvB zN%18$7}N~)P&Y5~`9z{vnZKJxaK9X%Bo676CO7cfbbjbe zN?N$1V(2e#l7E-+Ro~4Hqb@3^I8Ulr6EX&i*Q8QXdx2+VqQ`4i%RISxJ{Vs5?S?Jh zy4HWBrXnfHn5cGdF>bpWi0dRe5xn6}d96@gi_U*7#F{0Cu$8Jvl%X!7A)&sz!=`%6 zX3XEd$`v=_Kr`YG6j*Rz8V?21&3O$|aeR;;27UR=ddG+EVe!L^(w4DL z2SbBmK%^o7HI~Yz&^_gfC6PG=n-s@&CI5n!ap4&(r@V|F#R5hx9XW)dk6@oFkXX)B zmr6C|6Z*{4+_ds1!_wxGiF`=d&pEOCfC&`#yy$k$KIZ1`bjq>p%~PoNVQ+&OrZrH}kJCJSe(on&#WN5n6essTl!-k0A| z^{O)+`t5^p0ABwW=e=KwHvm4C#1Z+tgw7jzG54nbI4E}9EBQml6T|0-)X}KSIo+Jb z(T6XRmHAN=qL(xO-)IadLEpmPw$JZM-;Bpw00DNbBOlN`rd%^xMnwZ#{*b>aYobA< zsd4G_;xlhPWCm~RFpd2sWz6X9g`_ZgTBz+2xthsDd{x=kvS7NEw6)HIe@lhdT@Fpd zenZiyFSN9`=qgNl2a|{fU+Klu>X*);B9U_;%-J;R?9b1v9WOK=9epRvCm*>$U9G>= z;@iz_w>i1Z$&-i8vTSssqefX8kFj$mj<0on9t`8G>r|Py?g>R z!gy`gxEgN?tc`BiD95m+8I^4p37KK&EoB+vC|PhC2isK9t7efGbDB6h?M92K5Zr=< zbm9|0A^H_m03~&)09k5UnFH-kBj4Vk_o4gyf9FMDKd=SGu=+TLoJaZNP0>DHv{DLy z!aK2NT{X!gK+5996_~-h=zI2_0cI0VUv+$B#xOM`3GAQ`&bm{4``?*hmew?HivkMM z@fO`(r$AgD)^l;_cfnlbfrA^cHSh>L_mZ(oyku^Y0vn}4LsReB@ss7m1Q9QnZ0IC{ zQ8H4x!6UW1P}$>(kaeAGftbXVcg&%fLYU6bo42Dtp+|^V>n!CM#swu_X`Y<}&G;MN z-!_a3DI)J<1{6`EIfJScg~PCXYO|yZ%Yvnc_Rqm^V@ZlmNC`6gygSGhR2a+aG<#<2*5$udRoyrqwhu2eh7<&hT z3rJalXgiFbG%`SgaTgX@DiUkR+XX@fgWBr@Mj0pUhPK#)dhhJQI;*m(tUzfa4z{)} z{R?a5z^Z8HPCyGN!y*XB}SA!004|j(W!`1c8-FDaJOHWR=V4g;2XX-GB>6Q`hfu|=4Os?F8 zJ${%_f`8UL6Z{-m`{G%Nq@^s!gOx51$jIC?hhu!p@(;MDYrMrK(00VH^4P`xv#jr` zq@z?kVzV4@|B|1BhWjT`Dptb4H$F&|IcS||S@vv9V(-;T@jQY?oOwe3?u^|$2q)0= z?TbnM!;Q4^9F&+k8LiMM9xX@d{p9FClJ8wTIa6sx(aD+$VE?`CTXn7Pa?shc<>L6a zSC9V~&On#Y2DFAKrmmsmBxTNWO0csyDNExm*I-rG+o49Xt%tGs`d~~L1*id3GolZ<98_1f$v)fB)L|7BU>{PatENw1MrTE#= zVq=~RY-Q+k{<$q4uP#eQIa^mAO%MQ{vS8+0bx9S`H0!?Iu&V9m8@L!3vAAgNZSbuJ z=Uzr1aXTn-jdM%E^-3zue5;DVa;CoSy_&)6rPhy2if zdZ^m_kL0#LL^$F`AZ)1lrhoZ#Pv5 zAY=@VhfrF~^V)z^a@M-}cK9DL(Xtkk*o_q>1-?aCAJXX&kqqTAnC&_lcw%1!zhZXm z(WyNcqjclAx5b@G@!)1llhkt9AXpY{HCYttf7;M6O=@{VuA=OxvBt!&9z99|=4VL78Yx}#=~oV0MmD2+#!}5WGR(+8duv#cu_d< zND&53@;+E7oT zhy@l68o27G{-j=g;sjc!CfK5oHT@^>8>kj7`p8eQx0O1b961L8RcZln?j*_e0X|o1GE!cA z5_ZeNjy-`c^afc^AhNDU&fFvaIeaW~_9ME~U++o%l!%eAU6`v4E{7B0v#X|)Po;N* za{xQ{G<5QG3KLux`U9L+pW2<4o4GbrMB?AqETEsh5wc810mfXOUq?rY3AG6*fYZ-0 zTBxBiGWdSVYMj9+a71?e^(SH>Xv5*9urVdVd-u>l+J_NE##5aLb~|=w3s_E=%xiT8(G6L794~~Tv>R2w6Imw`t@*8Elc{k6Lv8Z02}~~d~~-s zmNaqOdI=-AMHS=Xm@o+_5vq(NK3nd`8CdD6KObHiF1o>T@BUDlbbtx@`jhw_`5+g~ zsa$;CcIPrT+$swvlsh7>FqKs8!@kk%$exKE6LhIIsH6rJ{2-9K2_D!j2S7`>Y`*yd z%MLFD(e1!c$5(8;wJWd|=cnkXw7c$zw_w%O(BvaotX6-=m%;d(G;6gB|%-R6+CJluwTcfD8Dwa&hP3F9A4k=|Nh7ESgh2+e{t|pgn z_m%c)W5qk?%nH3gj$a7Q^Dqg+--aEYC{isS8YOKvM940-XlPm{-x&lc)x3<%?<~05Nq#z?Mv+#iSE>^b( zt;Qu8iJiY)r$;6%w35?Y?e!RYvq;gM-qMB!`P=u!`yth zCaE$~D>2?lHdlRR!0vv*5sconTk7Sr+cf2Oeh%!5zvMowqQT|8J_99s@iW&C634w+ zYDA42w)y&?5UDmi_Y+LvR&i}5U;wMnp=`>dY2lnk#3X|44~>@lb0E($dNWnUhs(A? zl(UFu6q^Q6m1A?))eb5m_jETD~AA>&I(qY$Q(#=HJdiD(qU}1kcEI<4}bk6 zg^OU$ZJ*uq{{y*^5YK_y=C{6nSByCl=10hFn9J+k)|9f~m7)4O)uDHSHtj(ly{AyI zmoWBJQ^^kqXt`NQJLv=of1nk!KFXEM>Lx1-fs6tFLx$lQu3rGWzANNw5xdXHv&cZL z-7=DkI3B38f6^&{6?;tJd<>D%g8|k6k5*LxJp6XNh2m-4G!-+r_I$i-80#(VWaTsq z8${WRH)3vbV5YEYJcLlpyvD#>5|Tp+tk?6uah9L0k$lW)28xtC@`;)^W)82uXbN` zwRxvO&(2k&+7e>f*+6C z%#%C6p_`VSbwoE|)$JUR^h8aN>-`C`9Zf=Poj_tsHP}}zl znjwi$q7#50BB1GmM3q%_Ih|q21M)|}FvP@FLH?I_=2t|bvKk@)&oJ3FKBEuM=Cb$L zn5H#_%}OMu|5E&*i9W~2FehE)Q&mMN4KmRzDcOHYy9>GrlDA}Ojc3(iwd>3!AK zvA$HdGF1)F(;t(??h!8*VSm<#e^ZX1rQFxvnNj;_n&O6VLM>xSP&Ph2s@{V49I_XN z9)DETz>0NLkOJ%2FKR$o#uX1>+NK%Mf*TIG7pDN{MDYU_rAfkm&^x!Q8^Wk-%vhI8 zTQPzF8D!}f2*o%pcPlK&AqGQT8|@}z*3pTYA=gWYgX&SIt91qO}oAz-9 z_T(JNjzbgVD0F}V{k|>Rm;vyY+zqV5_AX*z;nZ)8Ay{ElruFTaSBqe>I3?tkh$)O# zovUej-?5*7;4M1q94yra<2Ju?%g>uHagtP!H}U?Qb3n`!pTl2`DU@p4V|;^@?)l(T z0LXVi^;E3OV##KSWgA`UaaEzOKHoszu=l%ZC6fE?l+~gOlyukIJZhCubiumgm`)Vd zak#n&RZ3ATBQU^l7!6hsVTLEncbR?FvA$ZeWCIOeNzJ=`B=1*t@+51oDJ&ojD=)_?k2qC*}-k|P_Rxwu=? zs90|c6D@SQc+l_GM<^OJ^eY_83Wcg0rP#6nR9G+*vHERlr&b+LABdzzeyShPFHQAi zaSkJUUn=Pw#u^!k1>7{Qe&HS5kz&9DQ#+|IVoUE$s;Wbq=1Z;m>@kY%bj7dWq1+xjgf@I0ENlv?2rzo_}BTPQ(C5ug|Tb8dR=k7-94}TXy#Sg0s`l&Ix5BT8Rd*= zj9IQGmW#80LaOw#kw~2{u5U!A$r>)kA8XP@c2MTbhJ%fEY_s8ifag=p#RhX0Zj$J1vQk_EGsnZMz>_3XLzk z^4JQn7&f)hwI`~H-6Vk&ofOt04#B6V`!^iqprgkMe@tH(LP9>@8I_Ty^Ncvza26CD%7$|+q%v=sKVdVd=5X3 zTAvkSJ=27kcEFARiznAY%4j5pm&|MIM}jeOxyyA3%zoC{%NC{s$&0(Ce5;tPb?*Ol zu2@7#e1AQ9j5?_c<+m)7HuIx=F;xhIkP-aPB7tVX<(H*GuK6<~d1~5|aC9h-2*z^1 zP+{-Rkp=dC({&vn3Rx1TSfW@-a4;Rpn!e1^O_brH+VL!c9d5Vo%%Gr{Fx7<&m-0iP zFd_m{F>Q-dzquM^BGv+Vq4;;2EB8)Bpk!v!4<+4 zs^x)d_)jiIn#qk6UdHn=6PUYTAl=B%ecPCccvz~l#HW7(1}ew=f$)gG&*Vo%>ioLX zZ(HRTJ}3Zr-{(Q_CsBZSI-_~Nv{$-E#Z~bR%94Mqf5+e^BEh25l5I`Xj4}hKbGRjc zCN+KoEJRlA)!z_Ql&|N_=KJEiWB6Hc_~oWC82$mF*oat(;}EuuPz!*pz4!SB;CB5M z1XrPN8wPzq^bmXt<8f#a@>%pyNZR^|;=d&qaeAxxiRB$Q~)tg|5!jIyaY0V2(@}P2JM?OYIh)sHNmXtLco#&8^Jp?gN6>%!1v|}2 zECuftls;0u{iIYskJp+y0=T90m;6wA{dq?uO=fP@cI%SqORgKFLk^Rab#zI+_j&EbpnrTpJtrpvd66B`FS<3N=vnM{W!2UmbnN9 z+&@dP8;QRlSfQXO9BTnMii4`R0#-8RbT5OEH0)23a~^Xnjj<#@PxZ!4T&ow8ZfZ?w zNL9y{4NCQ_lGeEW71c%aV}`Jaea7jfw!nhr_2Moki5*du=q^pa#+O}BjlSCqr`eGZ z{MOU>+zO`r&sUNatKWv5qbRf;6l61>p0U7@*9TOr$~$N-$2zhek$XiUE^s4}#vyL|Z6!m35T1SMg=@v|x=Gr=Bt;|xJX1A0LF1qR4KeVr;K z2P+I`=Ox+4`oXe%M~A1BpqLc4HE{Oli5KSAgvTp73yCE?z!v(3ZMelv&$DbH)eRIi zfDtvy0(BDCJ=Ho0E^L$Bdm{xB1J;Wh6@42^pNa1Tz+p-T>;evF+>LnDdx5Db(cMFS z)QY^kyw!V$6EQ1qvQFLcocH>%XXsRyFWbrl{QXlYJC@WT?44OWe>1P_`j@ug);yRa zY(djYA0r5G2v2`+$a(~ItdJzmL4-uYi1!;wUn%o15n~duHnM4>NE$jH?fkgnK>MGz z9dK0vgW&b_m6#axL;AnYBEBZPTk+fjLHflJv>Gfu0({Hjc?0qm7^>N8&f^!JOPh#v z26Kbj%a5*$tq;{bxaw(k-qY;^iT0JCQxP;9OJlNxO~8AbRWPHkEIyEz(@4mbL{$t< z_d^x0>S2amJsU~X@2G<6IoGK$8R9ho;K%6rrfwxz8S2_OP?u4Ui7*GS-8$p!7D+4r z{bU=vfM3*IByu44@ElF}rZy^ROJ%OnoS$|=re+xNfiwj!f873s&WaTrHVbE+7zJC)~0>WNk(RcWmx`{L&R3W z>-DMdz#}I=aTn15nvE(5@$~;hp!I+kG;k()@cB@X4*yfzIk`VYB|ltA2VJc0|dnZ*=n6d>r$&`=Wc zjJZKCnO(&7j2DN9EGs9(wV%psnyWCx}UT8m7)*mIY;v-IQs}66_xeRzhA4jJnp9>2=PL;u*KR9mF_T@ zo9K0$r7Zu4^mP3xOOUNzJs~)oKWrZX{M1B98_M2U(m3*>I8&ro))kn)`*O0T8ZC)g z@0l$->@ySVHNbYi5uD>1OFox(Qo~3$0AfZWvWz6tKXOi^QX9PG`_&N>P zo26fpX;BEDjIyFfd)EKex-^XiM)TdOy?nBld2P4ObyJiZ62~TZ2`|+ll{ukI;jt5HsMx4v*g~OnFIV+f?^$HQ9>O<~cjsUyPDpQ>8tDP|7u+ z>rI%GM0HVWNo3SK?2756r+Cu~9-ywsSbhsj8yPk44&%L{W$QvP<~RKDdkT)fvCQ6gHp) zV1Nvca(Ro*AAd;70a)sZHC@Qt>@Y&eIw+}a0Y9oYYjjRuuIv+(|Cq6i_nXEDtD;sy zTMal2`?bU+fBuo`p-}ZL47gn&=_I_Jq?bTOt5l!DTTKCf-h#`w=hf)>moeiEL)R4C zy{#O;YiyiU)qbi*7X3YI30^7ORYE?~o%Tg;4N|<$HiSL==5$=?W^4I!67!Bt6{7xnXN(FPtJosmJHtH|yMHJ&-rrso? zlq5Y2KtWjZMCkQU(ePh5q6GNQIt}#bjzpV0LIY1b_?7CQdLwK%Ri$cZhnth~3amqu zvQ!Fp`^iVKXp7#=Nzn{g*^{ixR-qcN9n+=|_*oI-pPs;_a-;fLn$12BU$(5A<62o} zW-8b%@+3~fz9O17{8;9oO52#4zy~gOQ?H_R7h#+g1aRB*8ULtXS^QbfiOY{L$nhWB zv|){7Q|^y&q_ld!W~Bb}C`W*1m&tr3pCL4$ZE81w%I4QpDs#_324Ek-S(;WhWV_R}xJbrG4?P zUOz$haqn>xM?5!LdDSzz&4OS!!@ z@6kJB67eQhce;&i#U^^Z_ca)=| z>Obl>EBp*Br*gEy=&*ZJ3O}@MwMG_EfeG9TgvhxyUv@-@z4+=fYBElgIE|)`oEQ0FV7N=xsHRU5it4+?5$^=z(8Kesw6%?DTFxTft zV|H_Z@S-fSWHMjiwxP<|cX)wlWvpjF zd_S7Z_GCC)nK3@mICGRltcB}x?2k0Q>?&8JhvP!7zJ9^Y_g|@P57!1>)y$`?UlZOC z8t-SPh+h|Dxb()HDwlX91wq^F^CTJ9#S_@o71~90|)SlRv1^O zJ_a*qKvk@EZi$ox&|cyfo+uHkbhZ2-oFGz^<^U?#+ z&}osBtz)V9g;IjsfRLzr_iwL=1=+vHH8Ocn-RA=71kT{ZV)Wi+P}-c~^*&SC{D3&= zVd~N81N7^#6bkk$PR0a^2Dzm){?hkYVLS1flJX}$|D8(Qe_Cs8(p7uvo8 z`hk_jYkTJ)*DAdT44tSGcJU`dO5CR7n%}MLWrjw!t!y&$wG{x|IF}XRcBvfBb~+zg z^MsWSb>(Eoop~^z@bKQwOe2Q02!k+h{dJFv*G*Pbe?m9R%=EeBF=`abEU|rr{jags zm~Yw~1ta?m=Mbv&Gbnws0^FjOg7$e2+887XKvHFANf+6qqjJJ3_#D-Xz$<)msDtW8 zm{LhMo*#x|yQ9k+#LwhmMqy_-;)2D$C3dDv+!@^)4Kd6o`{r$KRoN1jl4xvKLUd_U z3D0@496-=Z`dCl{$0=wWK&1v=5t?dbWXy~Lo;KeO%WpO(wdH*Uu1?H*s{-i0*V|Z@ zqe;&sZ5l~!=Iu_MY>Iic+BO52X313@!RrjB35+K_pxLg9V{e7^=B+lQ~#ZneC(yarh* z_2Ic#x?!ifz*Y0KNY5??OQa@KH^W3&JRdnuEHd}FO80(9i@WtK1n<{Yf%ZTj9_2j;yjO3-gO4U8t!U$16r*X799 zM@830lEpcVQz9$ z9Njx5WxLhL4wL>`G`igD?siDqK(%{2cDEbnuyP`oZJXH?&DFF73p4ugGa#P|V97|F z0{%8SZ+}=wbI@4JdBzjIWo1maZ!&r?m zKAg&I8MZVj2SL zr-$r|RF#&uRjhY9(MXY01E9F&-J zLr2O4{i>IW%p&?1!Jw%crn`<2)L)IE_p@D}ccpM~p_&h_Lqq%co4G-34j{-XzmGq; zssMi;(PoC*DjM0K`r5#t{bDJRv+M^8GD4rKU~OA2>n5*7m&5qsJ>54iqFNivH#SnmSp?L>~Q1fl#_YaRW(c(Of1T zVYe|r_E^&5bG_Yf0vRLkOj6@ygzibNr3b`lC8OW{5i_?a(zw;fUOkpby|FV63QEgg zZe`%Px#B#bTR>QJfqc7mnh*RA9ar$=Njc@W5dybICT7YocNsq*Dk%{qLmtsU9!7iX zmb`B28XyE4TJNfm6&ruW9maci6We z;#qZtMG71EN7nl_&iz^6UCr9t1lGwM(q0D<1B0_g>V&}E3vk^)17a|62w$)e(9aWq z=34gQ73=$8PoodkBjor-+VqpC#bAMeWU)p6lReKdc`~`%>eVxA!RN+?f0P#y5V+XQib)6ld{;R1s17&FC%TdteTe81ZvBLc z9CBAP{cIfxovAw-?x9Sz6@B_{0z;@lTQuq(3#zkhW4(C+>rVzk1E_sWIc)r_4t`4m zzU(ML@rm@5)%pv(8Z{R2#L<_5V>yh%AF(b?<2Z+}#^}oC!WLh{LI@9y8;&$-6k-o^ zb8u$|YH;iXqe7mr{CwmCH52>Y18qrl-TWJ4c4YE5TSUA5f2V>cJjbxYFUI}x(5U5J zq;G@Hswwc)WC_KUR0X6LOq_Jkg$Kk_D5z)KrA*#qXc7o$VncU@BHS}eMBNO0Euc(C zJewweHQ2jD4(!E3ORfU6t4Cx$bwKQHcX2m#lx%@6jVQu9m5>|&%3%g(=mrS-s*+tS z8IN5BK}g-@5mx|mugBFPUr#{XP0EC;s+qeQ3nNw1T5O$TD`}AHFCQS3z;o0zDGWbU zbY0!p1I&X*G-+Zz-cqE|_d(fKkCDRT)gE|qGW|a{avgQlmqBYrI9+cw<`=DsAtV_7 zYAg|Hyk4D<96b}jV2`sjxY8m9Jn8A|^gON87HcH|)#=e$ys9BVQH(bF#{Ghs%b_Rc zSOL&4On%yStNe;5Q1UwZT|G*2Un?3}zZxwkk`bo3_WhLhQ3f=!T4A8-4r4g@Y8#u+ zYL={TG1$d?h^a1^h@BP(nT@w zz|1y*htUcT?cZ8{WuUL4>hCJ5`Y9&<#KcyDbh-APbgxN_s32xQLTqPU{zfOVbqOqp zs*Fa_YN*U;1Cprup?JIJfu^4Qc9&bK`-E1mgnYQ2%*l!Y^wq#nDvs3X^T;RXq>w*y zqDxJT$E|eF_eRQ0b*9j2CGaH^$_mQr0aHIbr?L#SayJHrL|#gC576-H)N8@dhWI|- z0rw89WxRz84ncb<-Oy@z`lu8S8p9A8wgpuSp62L2VV2&#C=MrE;=c}JmC&Bl1RCYj-8m@HTo%iZG%r05k zNn8bbeAc-{*sKxjx)xMAy_Kl3q{{Q(v!F7BvYOAC4hBIEjZGtO(VQ`?M_9#Duq~9)+ar4ibz{ z7bgo1|BHTg`D{89QoG)mbG>nL-D|Uq{~6B3b0;QxrGKDk5$Xo&;B}~Vl$7#=jFu8OhufO$unuibG0A~!_nq-utAac-?E^@{Hq`El^ycz{)Ly?6>a8}f) zu@s9D!HS7S-3Eww<~juekUBJXMv8!+=3!()*?UG-5iMy|RsHqe!}Nduid$NORX4R= z*iovB_t%Go5SkOWSHBBl(3vGVR!`UsIX0jsqB!lG?+1itFmA$(jn<)=zWa8nPHy_W zN`sW}8tsNKZp&n#Q2TB;6my@uQxL;A0<-CMqY_yeAOz=+{FixYazn4&b2B~U?}Or8 zP$0^O&C*x1Q71X*ziG+TTVRt18_A>=Ek@xD_^TJO#^&_5Jqmg>>4jO56uHcr-GMB*#kUpp3=xQdo<8a`Eq;m!FMq z(kd-mxoovoL>mC*gOPxK?m6B`U9qNj8me5BdUDJxPaJf?58Z)if&(f!0Mb8eu%&XT zG@mBe0lLk)Yn_Rv#hr@OSp*DPcZ$wb2);X?Vwj=c7)Wnj8IYM4jat&qj6hbamGLWY zfz#!`7*^_*``yr0;LQhG5)!sd1qJ`YUlF9g%*FZVwz{VQUayha zJ49nw*2n=n8BQ2pQI8K%#Jav7I(IIGtRwoPDw)6C#B$GHO=mjl%xtnu`<1$CSFGBy`ktVBT;k z66~K;1$O>{K%`Y&C`V?Og_XirXEMrOT=GO$V=v-(tN_bt{FXsx5QL&ef{R3^w1T=% zbHAOzkY%U=l;5Xk%zhH<*bjXhO2(B&MC+$(6(oX?;84S^t&Y@WyYWO!W_G>qPFfa6 zHCr4yPg*xU(3WbEAFTKzjsb5&w_7x&;1L2glTIRbljll5M&#TPpZFaH<|T~O zq7030#d`_Bmth))ddXK+G96fuFLslRxOgHl?9hFO)qIaAKbbUcEWAz>85>^TbbX?B zyJZyC6oX0Xj6ck-j%JRMI>hGbt z+P}(18pM)S86)KU7^Yymk)(w;ty>w6dGy}q^2JopIIXGm_DCdfbQ9}l2$h*QR>jte zR0QQN?gjwPj)Ru;$mdM_CMLkZ3n1@*<4;<@RSG%>+_TtYy%NbLU{Or@l|mH)xv-aJ zI&EqLx#w@WNT9uK%#!QaaxrxAyF9jsv8>%L2tFqa;hfJNXySI@7%|OPJP05f%6~A4 zJn+YZM3&YmKY{r%8EXV#kp$2DKR+(>shi?HJhyS}-Anr0Yp`AJ=cD{*K*qM#v`;62&1UiZcZ|>K;I?*#lMCD!xpK}Ky)d986#A6g z2Q+G-&7=wBk<(_jkoXoFdaW~qWldAt+`0d%GXUCWQjl|AR_-sbw@+}6m z8;~OsmIm|G6$ta-_*_c|&{5-8p!2CLHOVMXOz-+`lWO?wH3$rx^nhf<{M58=gs|vA zE~b*9$6{_+PLhKfU|^(IN^Q^-`&b=x3^rIhs|0mDl65hM!+1L;x`qV}%Yp@p)-I(cL^iFg`2JiM!e_cN#Sk z=@IwIsfVwqIl5koW`-2OShPJ5Z?S=lo;AyXHj|b7p5eIPIj=?9%vBhX_%yR)PG362 zUgj5lS%j=C@rG6Kn`43BPJ4qwV-;CG`=aX})NpjHT|m;CIV4nTq9F%VUrwAYO>_sH z^l>eiTlS2UA-Kc}ut)ZnfGKw#JsN-9 z^+m;vnA#OyTk|l1|JUeBy40RnRQS4_h;($2nK9LTF7*+nX@D;>zzmc)X8H`!TkHD&fm#4XY6Ll2zsz=z-V|9!4 z3V-;M2l3cL6X#j1z8l#Eq@~!CN^18cvRe`BW4KDyC+rG5Gc48Upj{3Y7R@89_ z(EN?1@KP89Y8kH8#(FXR0HAtuuo0QWAqnR#dHuzmI$Q&|MO^!B9cRE6&pY23iurH0 z{j{t0UYApBJPUzej2^KmR$7D_J$zf$dg=U{O2Sk~!Hv@gmQ**5)T8IV6N?Zjia&gM zcFM_v1p(7Zf{sF-aQht4c_qB8i8~tpLbYEy%>eH1H-rBglDe~<&4{uL6YNt7LvkdX zEeTCY0w0OfxdY3Oj7!(_E=qXY%wD{yZ-0Z`#bLfH6?q{Y{i&z;Sc9AuLYu~{&4Dqo z%Wzr$c$KIWJYr*iMIk&VrqFA7bWAzYqdtkgqF{0!CbC|6xwW!7fZ~jk{+hE3+P5Qpva12DU?bEz;3)bY7R&PmUySFYDc>-eG zDp!@7ye|J(DdnrXkDWN#P69Px3KVYp)4W!syOgqcHAeaMh}lG7Uo|D zs#rtF4`QYjD3$Ue3VT&FppS|!=tM!*kBexieUetIa}-)ErKMBn!X@Y_yP6QunJ#a! zRj&Eo^DH&!-el-tT-|6gO8R6KZl{&z;Kw&y6TpdW{AgRcuRM>Lrb-#5tw;rya>uU3 zFzD}(M&(~k9{ABZF>2MwA)RX(T?vj?BDN&M(|OKi_KKfhoat#b%N|<4VY9d@`&OI` zB2J?%)O~X~m(Qry#F(7KFxdcN_Hdw}cm<5H{faM%r9Y<{M7LICFkLKOC8^`7jmCjR zsv7*J9li6&@CL=D2!%zFGZaB7S}m!4QFT1ongZC;gOz6h>NJ|{L+o;yIglT$Ev=Y- zu=!i`W9(W)UstIEnCFZzQ)Ohu#JsC~BMp=K{meoM-V^~iJeYY;G36Y&e^NAo?&PI? zs8)!qJTRCx-Sj#FqXi6wQ$dc|);?WX>fdU^>y=H?u6^(yG|qxXUg=nW=W>*$5!J5+ z=vtEDVqLdUet3g>$2~Ov=j%z`G4;z@PyGv1;=*Me?;d)|q^M5j@4Y?T#b@!rbn6^e zH&IlxfZAV>YoOz$^NJN4OMlDLGUmipq~w;5#Il-oj`y(80(x{GAwH#ETD@WT3W*De zD}b^m0t8L5t<|m`7gxqe-`-oB?CBeP7RY2?1PE$b7$%OFHul8G{8j=VIMc~k<$-hd z$ca?Sl69%pVJQZDjMXUeE^oEnAp<8EbJZM?PB0N&HgGc92~R+shN7!J&=iOU{glGjRvEZa_O`Iopc^euAmzIYNVv z;hdO4?`MYk@~{MsLDNXj*2M`}NN&0XxI!2TzTb}=XtOD=`7H5qC|W-Cmy|EfOpfNt zhq`YBEt-b*c}Di&BE`1Z_L5Ear18S9uEUrlmj5Nr`3)LuYmOl#>%>??bfXuNc0}QC zt{Vs2InW-jDQ+4lGv$x)T)c zLb&abP&8#2m*fD0W?C0wDDcFnot3FgZ~qZXctSs=`wRxuxsDOfe6jqWw*1c)g!Rz) zhbwO$Z(u)vfz>b$Yw5PSuM`=?F0c03eE;=>zEyag?_3p$gk1aiQo!yTQBIq~+PBt_ zhV&I^_4y30cF$-@+iZ&)D!ZCy6We+!NDEzTvMm!OC6eT?6a_f5J5?giN>KGwF*2lN zLA|SwKNL15J}e=ZAeij5M{wt8B;MT__ngzn>%++qefg0Q^VDQ|JsR7Z#Ec0uppm~? z${Grgr|43rMa=g$5F=GA0FT*7Cz5US+_@;Q-asrsT9(hmUVVM>mbW85)hm-T=i+B;qxI z)=*{hk40iV(m#p~-MEqmU4A)M8*`ffInOicsD-0F;KqJRzRU$p9JpE1Pu;v>p3v4_ zFawEsl4DJ`+F#A=scnIQ0QDp5!!RFqExdRlE|QH1T{0FEZ#RzJ9c1D;#^})GVk4$7 zX&74n1Y|Em9P`v3G%vb>Azo@d$nTb%_IRYn2W`IKrf$2%BsK0cMd~N5MFhe5y$`oH= zGvsrkaLfu$6{XAZLGQ_#PX>rG2}R7-fA?w6WZej2tb}>H=YvPr)4D$=36EVRJqe|( z$b!$7^D>N+b234&w0~+<3+{dYo+KRrsCHB2dtlo{CJ|Xf9c(j`74hG4h=DRO>s$+R z`5a1TUN_Ur$8&P>5mJuY>za0RXO42vL_a-P`&nf>05DCkN%?d~BqiW}xq*ua#1>p1 zwcC$7Vom)dQ}6|8*xue5z=N!(j}Y${LHCJ1W2=ZbVYa_sUjOBiQSSE1?!>u0HMSwo znkuX=&iog#R?ef9&c6}dtp9y?{e+=4(Neu3FNOPZJ1!;qQO z>+R)_@?S(e5xC+4dUE)7*#Ssc)9?{h0QoAMVh3QtFm~*N13Ha!aVcei;%XVKCYVftVXpvM@_xIKn$``i@xEYf~ z+BwAxM!w--V;R9P3$68QJMe%LVT)@Ls>MJe#wCXFY;pyyVcd^KUrt1N z(u>Cog90{CcD<80+X;#)x$3Vmn1TOi$LX<~|E>%=Wf(E{kPz#jfLpl)$T{4kxBVMv z8ydSiwm-DffK*iwiYM7(aB17)k>v$g>X2d6)Uv^#K&Jwe=kJ@cRn2P~ax8#QY`6Q=T6R4{VxqEHorSQSO<#6W|6BGR_zoLM|8!t4PqmS*Qsv_ankXlT z_+ZAvml2pugq-tyY^nLRGGfgxMp~gXmA3xo)%&>8wfhpi-J32lgSiLoEYz9z%^J4O zsSjDEmd`On0m}OZIBb;1LE9`CEqhB?s_8IMmKA#tNycMrWjApHMr?T>_riw?@+I~z z1_i}(JiVr_)G%;ktbLc5#6~j0;0G*`uE7D2S`uCF>>^V4TI{Qk*E6)#Xk}QFhC-2f`yi)*Y@Z!{ZwY@r}w>|N#c>i@*-+0*Q2O1dE=7|oO>;c2Z} zc!|)t*oriiA$_j`ST`R*;jM3rOv#C!lM8`I74PaRoT48CrUZPGm|B0Tkj1{k5aUp-smRpz;>+)IYt%01KX@ ziziy;64#KD8+Cbjp}}H?{NN_{o!UeWb9~Y-s^3rrwE@q+NPY(|aA=D4Kn~2F)G)sq z7@~nsq5V;nET3qk)dX}W&6_Z8^3Yk;zu-tG6g>ard>#MUgH|LIo(@A81{XdA>IW&J8zbKk=>r#`(_U%EShi+tb?1?uAXbiT`U7|7 zB~IVAuO>#N#mw*b!|B|(q9hms5dE`c8izU_Mk2T`8iObbM*6?j z1=j}vu{#b&5qz&WKV&M1CTynHNi~qk>NCqb2|2ycO`UtY4?P|N91f_kblbs1hbufd zUJIa)8#TW;Z!RXEfN^K3)T{mbr$57CKV6u2q#n8y5<^IPxj9l8K;M zX)^jqkqOwk_BUIM9`kj}-F=kIPd2rJcZREe$z)b@H2rHgkT`e?GV1P}i+eeoho82e zln-InIHSW)PF`2ft6CUv^3yciRd^WkJelju7P3+aegQ z?q@`VTp^c2SE5Bja-c#c;OEaBgS=ro)v^YCH)d#_yO(&-LOdRD>@^3`VysDf!hkHX z5m7ar?rPAKjQ;sK!{~+&&5`a=f>k&Oj|~bR=Ay$->h?R0A4{{-%e-b*b^(xFf*&hE zq$_Gyc|%uvQ+J9C2<*P&4^4G6EkWE-YB(BTq`{Wi(BfqJcqFiMKQWW17Y*5;9pD~qn+m~^iFp$QBPU z%5-j*J6R$5IMF@yUsT-% zCIpgQr06JUkK4d?!gDs*bI({3Xoo5;U&O7z$8jzZdK%bac(rbxodqyn?cF4MDAxPe zFpwb3PUuo%KhI(~+EUYPt-MN_SY0pSKpxW6$h>BhYo}@vi`87p57HpOVu}meT^6zn z{1L6-klte0V&3=|s?v#tWY9@Deu#v21UnB({nmwOEnr+KW2WTTIsZZ(m}?xKLf0v6 zz9FBtQM;RmZ+onYa%0u@(N2SxB!V<&p9Ej`0*3T^KC(f{oFT}ZnE5xhe&rE5f8ghf z72F>`Ewz>mEe@t0f^MTBulupKOD-fAd&7D7k>I|9Fnm&CH-d>`USML#%&BRKNqBLf zORX>3i{bKk{R!XQO^k$|UzuDc@CNH}yu9C#^Ww^@_{tT#R*~=2c4)VL9si(t7qRd7 z)HF{LkylZ$B4%OlHjEETuh<#x!OF?P_wwJQpmch@UJ+<#kO|h>X}Tas*5}p@n?KGs z0C&-q)-KQg>tBWoS;nwZ%!v|cP`HSJGtkOq@2(dkrfSxl^&!OGor^iy&gS39W@|uv zO_in|NK5dPG6gzj$3?5xo1m-PMFKOAPc_>UbVPMK(v}hU1yUOP&ddv;g0ki5s>z(4 zqOeRRegRh0!hx)e1gTdjWt{3RD7{epMeW>=$2^SP?19Q}SRiIyX1*K7Xxp_%Q64wQ zDPBsv*U9TwLj%U;(tHj(`KBV0oiE8O-I{%tNL1N0zy8@VJe!&20bxD}h_OCYO2}zT zk*6ys0r$^s`z9smk?Z(~^fS|V8T1Dk7(gRJQ4lN&%8Cq(v!U81Mf>r*j}$*ra< zTxSe*M6CdpZA&fNXe_wd~lXyPDHdb}&|P+H6iMqb3&ED{mQmJ0|z zZP$$u|H;)6BaHh{8V}($%LlGc9_|Y7M|&e=yHDdsPqn|}D0P4?tb3kQtk$n|pg`5p z!ne(hQ44L32ky@-k4c>72M5ch8^1jqyVVm2X<1#iv$hr%l@7aKS=t-)I*O*BchJTv zRw*0GtO1+CvV(b9X~+?O4_L`%aP}>8K6A@ooPN81<#T~6&p6Sme6Gq2&ByO@-*sAS z<|epd#G_@5W++0+FCT*NHW5ER;FB%zolBBiUWdgNQPkh zkE`aHhUS>NKDMB}CeFJZO`_XooB72RK_7dLSMUA@a5O~$2;|MPY@0EkyU2K4s>jNb z&H?4k_PSGmY0hw~Xjk46qky5oJ9Mcz$3K(sP^}5%C>0{nu-GFIsQ$U{3N4V>-p&=p z{Ezl6lmeMXN!DipK;s48qY*)%Bwc|dzo+9kR*I!&_sw}kww#|7eY7DAj}p%Mar)gD zwkWM6+{Ik!C7>g0v!8OR*9I8^5(&nv7^Z}#JZbg%-PqSIIbbjnD*eUC@5%QrpXgWi zv6#bjyn`C>9krDA6Lnqz@cu#^3a^N{8AONZiiDplN|aXG9Y8@$4t`i5%9zGg_h^cM zj%IZ1`mA~HIX?Y^{9X=8r=R+_5WhFfHj7G>FQLWDijq){DR8S4^@m~4K#?rJHz~6A zT`5u-nkZe{D|0U?fI@?%A#x^0Jp^)=e*O;6_e>?G@KIFMIUN~_y1auN=t0}(vJU-8Ca_>0kCS1C0HA_BUx8-nWoUuAKdZD zr(~Pb*xbl>Ch)Tk1hT12i59+lXMfvPhKJoQ!xWrpTmpdyDrXpC@!m#N6G`{lT~@#r zI7*NgN62rrZ=CW=XH^#ywOTLZ7i$zcd+6;tOYM}dO`AIO)% zu8_!juvx1{b&b`we`jwjp4+k0Q5tDa3q{cU5Q3a3a_u-8L)C(+)53#xhl#x81f6xt za{td`6IpBM1mMBQQKS!HA`Towo$*KP2MJ%|W(3MB~oK&4B= zVhlqUrRq|ZD4yR%Huq%nGH|TgI#Dig8WGP0Y-R4X(fO*l@ zRYcHTUT}h`bUD!jC|w%WjVSn1D!x5fH{Fc4$;8wsy5EP9EIOHs>woi0gyW!F`~&&z zt|REp*TNI6vesN>*TbPVw{1Fxj|w^G96meW`Og2n4Y7eNS!4T+1tHYp4&V(L(4%2- z$IzwTEr!z%DjXBO#P=c=HFwGpX7EC2{&}lEzXxY2P3nD8#-}wx?z_q?#bY|sSrx_= z!4og&Y&@C7EuHSE`wCyD(_RJI5`Qi^Y-faDaCB$6;{KnZ5~tTnjCuGgDD6RZYRcn0 zvb#J10GeCoud&cr2n=P$I2&a5^UaxyPXf7HI0+W!4eL*(0h0kMAn??p?6yIr#2>s% zdl7CE7~K6J7R5^>Ed1*YLUydUP2hw^y*8KxkbLp$04#~y5Bl81fruzIB}UX8dgIr)l#do8$({@G!0z4b~5Go4B0T`<@gx1hw_ ze9|e}|590}&rYUJ@9JHjq`-V3&yPDzzX`lh1S9wTH#ewxzfZ4#}ol{bXf-nI|4qm>FgRc3X4RtZ`Pcx?+I| z%r4EpG~zq1qJDAugMIk*%IygJr(#P{c6#Jq>2Y-=wQvaxf&-V0Ysi-(HnDNW8{iaQ zU@56&r7pVuD!q~0J+YR5NK4#8P4ylf-}2Sola%JTCX9uI2lhm~-lOq#X6w@?MEiISK8f zAPY6|7$sK<-P<_#Rt&x@CK|e=wMY9};wq>gNvmvx=Tyf&0c@nIrrQ+NHAAdmkJd9k z$Hd}-&-PH1;Q`-tx+Y(dm4jo+Un#xeI}btYY+mPt;vgWC;TF>ZOwDK>0WqUPX^~xAX@VRNFuOEeOalFgnLTWrK67tA;kRxO z3~|902b89YUOBQ-FoX(*OKPd~2_wv&$jVe+AT8FoRuGarYO$RU3k=OT@^KQ=Z`J=8 zc_6WS1cdgsWo6E1$=-5UgFi;HT+#C8enD82M+CLLt2BBRBV>3VLJT3RZVVc$-z9$^`Xz(- z5pPc+O$i9B1$b|+G#RXYOh5e7U>7SA{# zFFwAZ91L__g5KE^4&a7P9tSui1E-<(qCvJ)#CSpwC0}`WQOtzgsDLHdkF3?!Ua*)Q zAu9ieJzUuridZDlq|N|>5&HG5vXK{<5I=t(VZq7eeM|1YItj{7b6;NzR#0q^kF-#9Yqi?0Qv)UvTw@I{Z&AQdpx}X35!1WLqjQ0%QnJ`$|L7B#7q_Cg zaI(SICd@FuKt^wrx;7i)Zz3psd#24sAVpXvYgfQd&2(B@xV{tJ>hL%3u@m*jI#;d( zrFsp9MfeRbm1~qXF;~vAANQ~;@XmX=AQ?Q5;#M+RElJlk;0BoXS&q z2jwH>)!q~&7AmW!mv=0?MzTi$@(zS0Vnh8x{@t51!gOuXse-2gZC(_|a$pxwjG@Z) z?Op{(NG7m`JG(3RPs1l)HB+wKCQ0wupgx*e?Ug~4ec|SDQkUCB-%lTx%WEw~g`EbQ zfE_U(ZI~%MH(G_BE;*AI*-eDDn^)eqC9zWBeXTtE_Kw{@&55sNKwROv{OW(WSaD1j@Ow{>cc3g>{wF; zF179fy|i}M)52@D;)^4{c$QgbU;F+{d)z~4p*0X%1pQVZ;+9$^ps=NIAs3zSTW^?y zsXS7LiMq1fLi6oXj>}Nvr?1r)sgUC*x6n$JF7@Xywh%9Z9?&R12Eab8jY9|md6$)0 z5?TI;6zC?KBPXyV=U@UB7ggm)BZrhNtR>;=Y8ejp&HxHX>*YT^y(j7JT9i_p8TH*K z(4&}{D9*?;07c(3who4@*li{ky4@2-Zn-c&jysZga58q3C_jRw_p#CD~$An)5`_lsSh3TNkCHx*Jl%BWxEMa71%>_(q*8)ZRvy z77~DH@*-AgHs*F{t4tJ1a1?25rw3`ngw1atavlaL|Hc)NV5h&$Iw&k<8s0qsaWcoK5_khh6(H6r`D4O$vY8WoXFPRn>fkI6B% zh#Zwt?IZR2&&udQJC-Ll(DX8#Ku}nuJxy8s_v~U~r#vvSYu`b_f5!y?=_}!06C43< zY67H{C<+jDscgpJw@4YHUme&z4u)H!xz{dB_|iRUuVty@q&IRP(ZnCgob1Js4B@#_ z8U+j*1~kZaX0w{X9?!CE#-eb_wPfp=Y9oQN1#FHn6+&*=_9w)EILZ|p_UodQpDB4a zmkck7uG)M8M{_{AF@_|vYa)ll6!ZGNNhX=Z1=w!2#kqksms`7MrJXe0Y1V@>Or(;0 z8WvH$G0hRu>UNQO-41CX$*iwwxt966QtLX9rd?b;AbwH?iZ~1E%p4ApBL(`JhyIyJ z7DCUxxc>m*pI=(NlZ?FCeVAFCCEaXC5go=yw!|>X2*{;?fRVfm%FQP&?ZquwXRV zNgOcONNhTg5-?VPoH@8iCQg>)2H7zzDJJ~o3@}J{6usz>%F{d@C550dNVk-_@Q|Ei zSq=rz!{R#3s5qb0dP7d2wslNA6-(;X%ZWtG8#K6oR!o!C0V&uutC|B-6Z;+krv|^| z2$5c6$q=#ZA5=J=%!$IrJ&52aOtABO%TIFonGbHm7<856k!XRjX%@lmiQNMO|rpTP&S1P(_6CrTI6cI7(eM%zd#D%$tZLJvgtm{x%-OLv5$*47NeTA^*JK$LJw(|vEBtiSuwk{Z8 zGJxf070h;romdCBF_M#~Ql`OhC@c)|r@0)T*k}3+(E+ybR{MMnY+#lC3-N>o7tS=u z`+32gO$yHXS{a5>$41y=vCD3|7hZ~Bg^RWDS)Gi7Gz+;V_~xjL$0S@7j{aZx6zG2V}EmqVV2w06D;FKA(l(FHCJwH(r`i~})@}82GZhtB27l|iz z%$Dww^xLzTw>mPr13}=WD)F-E+3d|z0RE%W*;*>>Jm zoIJfjIk4W1;!DCN@NJGdbnL{JeUHLWs~Ms*$oqiCBD86l%n&_5mc{EzJZJQ{>Fy!Z z^yQ|eHMglUkVzyIS!>$Y2avvh3Hc9lndGDLjNF{2i3L!;Ty^;FQPuOIMWTkspcUd* zk@{{|qC*(3pSGAY8zeQ~x?m|t;~x03|EFI!LZA0Pc(tZBzR~U|lzvkqeb~mcGcTE9 z`XY4ZU$Th_C3+XlHq>9!vfrP7AWuCh<%2xjSQ%S7E4*%EbhN_;Kx^9%p{CY%YKz6c z0<8ph*KVZ%%?8YIkE-mhk9J7BoV(}_66?b)@lv>Vqyt^bXu{RU2KHmwlZxZnAZn*o zzaC(PS)UjjkY-e@)5oFM@%e{>(-jE*Rx%*(B~*sL`+8{F2^hm3aTZjtmYH)XewMyx zs;)V-DHc5!zpI+Htq5<~l>sKvd5FJGW6*_&G1xh(z9f&jX7Kr`M$Ntd8jJwaUI53W ziWfte`?SGZ!)YA9q6MvDGib_}3ckj>*^k2cE8U%5ByT6Uhr;YC#VH3q35GU( zXiW6$f%bouK)k!h*QZK+R(rb2Y9?rfDexJS7}<8&k_yOetAt=KF9^XQ6878?xy7 z_*Utfx(3p5FbqkeGmnzM8$U>mc(K>LtNpHul$I8f?c_FnVv!#6G{5PeE(x3t%GH`L z7NlYGiP^+otuXevrP9-rk)5wF5JRxWlzmhkoQ8!ym5a`|>Pr&#=JqWW9)kW|BCx#~ zzrw?FYL_~OJez?w4OYD1YlIYf^ox?F#Tw~1@%&oKa?Uy(Di{op`(s>%XTs!qSpa_rR{ zT>bv3FKM(?7PT;Evyz&m=ETo4Oy&VvB(hb-?;4TlzMrK=@>6OYSAUZL7cDG(pams9 zm;wK2Hz$kjWkb8M4fU{3f5N>7J9mp(SN}zW z5XwJoTA(I$Vm4V`F(F&r^M0Y9)D1wfM?riR7!LPvXD~9rJ}J4kNKIFw(CXed#a{%O zCE|HOUS>$P_Q*%ex_2Zu0M-#7fp#S@NTWr|39<+DQ1)l@5L8C^MS@US#nhIBK)A~I zI;?Kl8L{w*1MjO4v(mz^15ax_p5*hNyA)YwdPQ9st4Xqk4oigvd7{;g;uFMAIqm+z z5%ttbMzLy0LiHGbM%XXLBXLP0yv@WGT}p=Toy}IcdI{DKF>+52cr)PC=*GUoBu3%& z9jBP|HPS9j1J?fw6KfZ>Cpb7#UH42$Zj#h$oQSMMmLBBtEKd;$;iWM}*}3a~gdE*1 z4;|ms_GWLqWkI#xUiy{q4YnW$w!6ze2R0Qek5xa2ei0{S@Ji=s2h5nfMr-fGMc93@ z|AIA3!^4VD?5N%bh14S{6Ug}erG-V0)$v2l$*5itfb_PIAaB(GH4~fX=Z)U}^N%ky09!u^`4Xrx65N4y;Jw=>OYsyBFryD@{Rt@&m z!%GyCHemM6l(B>NtW1F)0q>}5hO}29iz(Yo5X9@_n4mjS;Eferp}9{SMJ}0R z2s^5;nI|uZt*Cm>GNK?&$W#r)q3H7Xogxkl6j7KL;yVbqHSQeKr!MSfF<`^1WlM`V z_dC2#nbvL6D{pNZuXFlzm_ci#`a4$9V*7CF{^?hZ0K=z)xDKp#m9yRQqXq`4)<%Y~ zsbY9#%t1u_AA4gatJdwRE)~^c zby3_nBvtnZ&1&b?)z=4q(6Q4U1S{a3q1&*}9SQBum?z7L*GZFXk9|zg5|KHG_{?OeOwi+%8`4(veQ+60LTju9 zT1`n0eOl*Ap{k1ywt$qmRSXnK-(S0BI^FAPl|ng=8-ectV9~uQ@;g4~O`skmfnml#wOuyamq)pdc-x(R{^`gLhOp zPGiV^DdmhB0VU5ic>}W`Gf2EU=)$mF3+NZJHt&aj*ii>TlaKOv+lhy7cDt4^%l(Yw zV=%;7f6@1||ER0+@sU3~oBXKAcW?`73z+Ka+09|~QiE_iKbs8sUh@+jFHCm>)kGUE zrdhD;o5+{UyJvLdDu4t`<<_-T@SVHlKQcWhf?|B&!CbfQ!|fPlYjq{~zwF}y{A{bk z|M63L)&AaTy&xe0CxJh~`0qRYu6f1h70CYsy~0P80EZzlgO0xZTtCYDXEJ9rRLPB- zhIpIpyB)u5;q{FcH8O89Hdbewtwo(TMg~8s(*V*m;%OaHV~PRw(i7=TXM86tGdHzm zDNwkOqZ%Y%Y)!Pc+qep+{0j2>wc|Qtf^|jv3U^w7&NntmT}t5f`&KEP35U7-IX3kd zP^WLGsvr8Gs&FdnvYKRlE&x_?W|sLrnJ?McD93*YWQ|eke7gi=8EkVfb9G|Z_#Ym` z4E$X}R?B3aZ2^FsLbQEyT$ucfmMNDMvGCdaHkw9+UhxaQVKY2V5>AE2;fGC0_4q8i z8*=#e`(x~t#S~J=TMF8p0WbYpw)%dlqQ4;Bka-B4T@6qz-VJtNXH+qmCrb*;32j8< zQ|x^xJ)gRqF(yR9(%cAoAV+fQ1mMn8oDY28#F9}E7{IHbvb(Ki)I9c^k4N5kRolRA z`#!P?7KAu!sI;W&2@E-#n!kiCZ|*-xNcUQ7fSfP}b|ozHc{1hd(^v@r zO`oXW9`Ny$LmEwsm+ZvwAB%&m);lK_0rkZl~7bBzi=d(>Tu zWWA|7`?JhXE@3rjsXpJ;VL3o{(1H!zalT=G9E3U~FYqLSY0MY@ptsUqKm0TzYvk>x`#%PRt&$wjRu|0wTbUAo${5%pon5yyaI<|Ig5kE5OQ&eZ5d8l z?geQnsSmNEFM0q~lI(HvC6Vz}r9U`lAU1J3wdYyk&L0xJcfpeFfSvIQ>l0jTuV3P- zMZ}KUM7rggI&vapHevSvtw3r7Q1~I8o})LV?AR?t0yO{dx~i`tXQZWcr-5xHu3B@BbzA{|UFWLEhY%^46 z9Zphb%gum+{qX5=wr=8GS_}}xfEVS>hxS;nElHOiTyzolNbc@JxW(>;tjs(wX@N=+ zsm=`}C17N54rRP`mcUs@e@Pv0dh2PY==Df(-*4RXCE}{DTE84gB)3sw*Nx`u#2tSF zupznR0DT}dVCb0bB)E)=CI>-#Eo9uUO0gU>yu|I1%8-*JM}eSDdoo#)b9k6C@Ej^jt4R29``q!<)H#ty%V`grji7Ak=Zmq`vQ z^W3yUn!g zncLf+HKm*&*iD{F2n=0#PXmr^AUp0M!f`gzDTI&ChFnxJb%|67D`Qo8R><*@G-tuC zi&puY#YVDkii692l82Y1%%5+i*TZJHeFm{)_f>H&$00dIP20bSk5iCA>-xf3#d=*=>fo^LW2+uad7AXjW_v42-M*0)utC{t@2)_>@;02F-6D39Dpf?O78bhS_5d7@b>B9yN zQllfUUbncYg?DIJ>hD04~{-_|qcV4+f5<+i-=GV2j7YH1$XI$E+~t!3x6&9yd!q=gNncTL*x&CvQ^z*B0LF+ePH zMiQ8-n#shI3VY_7^GS(gaBY+`y1U6%0-||-rVS-NcPxXXmkz|R>{r=yIF;W8WZxM~ zBKfut_>;Ovx71gZHi?Ta+w~CavAI3don1(^)?XuU#jm+yBVae zK4}}6T}LgjOZ|wYFicF0dzK(BX#-W;;&w4kx*O-W9|*ZZx-y4`l_meC^K1K$>Zx7H zQU(Ps%Qlrwb#H46uee5DD15XVF)?eaCu+Ajat0o(N^-Od+{7!j3J2STcV@P*K0{eW z4mF!qr<5tPgy%6@xWqCU{krjD+w*{uycnTfX*TG5(7i+-Uyj_)Lg^9sNv5U2H4+Iu zu+PQ{di_zFD7zA7$?;A9zR#^V7h|1Hc%Dcuz-=p?rkls7(Q<&k>Br0FiL>UR=!`wx zPMf(Zdm%Q9i7)D5V2$%;zEcf=G?^iw{wc)b9S^gT`)dfZKk^C$zV}U*ErVjSdU^p6 zmLK%LzRG;RH`leH-*iTeS>GzVUi;&7K^rhP04T+yr_*3FvZ-`)C$ZE#_Y?rTJK%y_ zz+P4#J~!N4$wjgOQt?3ve`HO|Km~p_-P(~iKRGT%&4qEr7{!*n_NSNILUh0uSfqE_ z@98htL2O%#YWu)HDR(FtyCs!ZNjfc}Wd*{>=`ShZ+yL8n5jA4H&MhJ&4wE1{{9LpT z`>V~I<=`&&PS~+V+9bSFB(eiU>Jo!EV&S1f`|)#v-^qX|1lR|&Yz2WP@gs&ygg`%9 z+IlVv#lvB0I3@Bkb|zNZ#CGZy+ux{vf9*o`8PmtW?!TpSiZ>h+#*75paT}}xSR}k zsts(W(LG@3G|IEy>8Oz~Cq}4YFC*2EOMpR0T;{-=u;C(%jD5XNRibg3j0!FH!x^R% zOr8rNHGveYujo!PZv@VX)pT%}VUWVQ5Sl#@cucI((%b@lRfy*eWZ?+<*zX(*)eSVr zNsU03m)yP57^YEC!oAlALW6QkN*oiV`-mVlME+#ZaM|*EuxauZ+D7-9{n9{7-eSvZ zpR1hOYvmIXqm(Q@t+VPMaaXuVs;)ZJB%ARfI|uB^HI7ZtoGhI7EH3`4a^ z*vc7qJ8~b~S`(J|hgSfB0XcEe8Z0PH9sm0>aCt4~=Ae6uf1iytX5T)j7OO>)H;cX` z>D#gjF4Z^fu^&}ZuL%ni77@(<=p>WEc zdWP)Lz5A~1dsGF8(WOf%6zb!IE9FD{T`uN18k*zGYe3Go!&&u}5`~+(XB&WM z*7eZg*hqFB9Q2b9uZKtC#gJRI4+_1wOT&;1A4-C}N=9NPFv@j~+LD%6?XmPrKsj9{ z1?TnFG;D|i%r$`d(BX0)y^r{VV`+=1Bjb!H{AMK}fF5t)Ri`+SgF^6rU5cdlKgV+1 z*|}%;HcNMC+>>G>5On-?LVvHqfA>p&9kN3r*jW@3_vkk z^V1`$SZZxo+x6>+^{xZ`7}OO2uo&l^Kwwoc?iXlpT)3TD(h60{bLSIdL=;8Uv-u>? zN_BR~lqL2tRpu2+XN|XG2!Koqr0*_b$H#bTeqvX@%Z^zRHd~9h>o%Mz#TsG?e?9Xn z5R4*KNco(FPL^=iG^EA)nqB!_NjbC`$q(KDlV8H{K$CcD43>PL90pLHx*0OCNxfEUHvkywDzq1FR;euP$)~YeJukufzZOM>N4i;3-nlP{5(_T;~$| zgqrqKXl|~hNcD`!+_y}NJSvGfzLE&y7`_~z7?_O3RL4N7T`m~=?$m=gkrgd6^#bRw zKtaQc(ySQ}t-Jr{gI2}DV-3@yuG1E5TVPxxzfFaZ=!)wi`2`g=%+-BQ2%PANtANXM z`4I@Y+tNXp6Ubkd7pt9r+5j#d=xHc*%oT86Y>l#NHCaZS%u;XGd+`dYB)g3VabEnw zFhg>7Nva>mSQn7Ovf2j9v%W}+F~ce9TWa)uS2zF^07WCsQ;m_)r7kD`Em*N`I8L1( zoa5y$WZe$-dK=i9p}}_+UtZ}

iZXp&IlU!IkZ2{4ZXMFYq>LQ;SMTezMoZl^=Zt zS8igi<|bDMYat|PJR*m3*(?BfQ!4E@CR8G_fi$$)L5gZUC;RtN09ZSd2RQw(-2!*^ z)@2e((coGnjK-9Mo7aYXH8u~8g@s6~Hqm*lddlO1;XKLEM#=i=y$Eg9mD$qRh%RFf zO4->KC`CYJ2zy8wNmohU{H-Yp-Qa-ZEcS(Pn$Bz3WW9yYZ>1PcPaE8p9|OcXO1PSS zo`RGvQ-fF@0t^Oag2)d|&@DxCFyUh_Li6wKu|>|?JI-Xn#@eW8wgsVYc!e+js;Bs9kUHH)+t zDud6#tDyf9nfDqE>=( z)aLi}Lc5;&A>j8jt$A&$bH98amk3dbZJA{ z?20m+j`kE<*-$<=09g<10Vq>Tj{A7pY5RrzD{BiQTAK`>6h(c2Iq<7!O4c)-$XFIE9g=N|kk2eiZ@ykaPF6we5DsAV!Hn_NkJ0F1YbV0V*Hx`K%`vW? znc^Q)-2lPpWOI68D6CkX6r8JULbK3ei6d@ip%z-D?Y;(JIUfQAeZuKM4|pkj^f4~m zC4;EiimI?V>noWLUBu_cHGYdimaYeGqlT!eDnA@af+OhK&v3uy#hoP!C~!X0i@XHG zWtH4Z*a%F27KLEGF*NXgf9dMN8np-)r%A|TEhv8Jp7|3g8~Hoc;^eQDW-=aPt`qLRmj_+LC07R} z+)9K3*EYyc0gI;H&PeEsQ9h7WcGNs$q1VntxF{`!Jc{1`Hr2!()ug1DuVTT1541+% z1W6#a&!oSVV`!bCHvtrb_o2ZHOGfvtEHpd1iom&23OA4!=!dRU>bT>w`h_2LmN+jt zWBg7~Ue%2TfvW-+F6F~TRY+W^!(Jj$57fxq`n2kxD52B`8wKHxp|We*S1oPX6MmXR zC~W_SrWtMi5b@mY@u+TGRz!=;!2mYpNMPm#1Eh~ZHX_wtj%AX=F&5}@h$TBvD}*0u z#(DqrgM#g3#pIUEy=A7Ly|Aa}=y&4B-xhoeYqA1k5aTjWcc!Na>B?E{Vfur5l z4b17)%#F??L+8&%PSj52@Dw3HRl&e&Dlmy?TfvLn z@#z7fSX}X30LcrU5=if#51`L5xm{lcg{SLkvG=0GPa;0E#h~5=L0VBH64y>PRR3l! z>PGy_%1WrFKoGnJZ>c(7z^q&f7wM7cLfD=O;LEIN5s<lOJh35i?ky%6f@}-RdO|ob+7b@K^#W4Z5zS$$0wVc_Haa)+9`1t*YAgO(f`$#K zDqRVeSsnH~;*3)g`l)=>Az1*KoCyG?bKgjtL+u$lntCVsZ8B4XZ*0mbk+2PM=@Wio z_YNG_!#Ut`78^AH6||Zy14w5jJk=sgf29KyFmh=fxHv;rQs}d{D7+bn|lEGw#G`?U$uqm$qlYp|yh&IzvChU2!H* zZi3I~f)RV71~yFxDiw+BhGtf18LcfM86aZYt=}rVUX>o3E&r5puHsg!ls>~A$G63G zO_DYIhaSM9W_eNEyk&7Tpu|i1W7gKLmhz8zPNg{89G`D0~S#bry^dPkp zExOdeM#RPvxcgS8i!0`yA21#Xm%J4R3u$n%vIWY4cX8La`sX*JP$oWU!OuZr_eU?l zPH`s85FfjB*+qKhWQez;;arEGd^iO|4OME0oHHuZuHAzyN@(Y`mV+y5F>!ciMNr;Ag6k9LxR8GJLi4fw| zNd$R(88p658Ty0b;XwmhW)as{0}F8gql3TxUcR*kERAFcFb109*cpGzf6$s0*M8o0 zlY?QT*q}&;@5rXp6=YeQClD15dSKzLjy3X6=2#iJR|(r*@_)Xr$63ucsy)d; z{q9B0@=`hO1_oF9THaOx5>|aS!iYnF9cdj%7L1Ecie?mium^Y)KYYrX= zBGMn7QUqlnZs;6RZV(FvVziM1tsct)~|o$^06$jEFIo}0#kj0=^nTK0s7JQF}PG!wyz)I z9hJSowhZ-?1DH0u_l|nqg9AE(*pw2b&Puvw*@q?T2z91g zP_w^58}hG%USTflb&KJnZq11jRQ)-A0lifZ_B&~M|cgcobLdQ?EHGVd2bS&h->43@}dTZoB_YQyG zXBC?oe4HrB=0~i(bDNx|scjxoUM)1BCS)g*C)7=5;q5tKLKETXL=@+1Q25{X!h%@& zCaj(Y>l*2R57pC4XT_MnH`kz^-8pic#Q>rjc{PA^>O{)3x0N6@r&Lf2kjSh8A9p*; zz4x$ijPBlTo8{k<%ZePV5h>SzwV$^)Na1lrC!l|RZRPo9XcpI?BbvjYqp8DLoty(8QV!9JZ4(=U2x z2~g)15(Jb(_(V>O72BZf!~`T02?qlg>8O-Z)Dda4zYMO!#?adVrlQbm{v6zFH=}3> z_E3d$ger zy&c^7B7TT&dxbv4FE{g&gofW#Xh$c9TH+9nmons;)2yi8uc z(%^rCpB!`AxY2w`s_am(y8z^9ng&2~K#Ru|Pp&TzN zwaj8^M*krebUNpVKSkQH$~ujZ>d{}Nt8Bs^`cDejtwI}gS zPzAq_Jh#W37-@(x!uBxw4-Nn3)W_xSo(=51r+t|h%g07Gh@Rh?FPnj8;xclhZvu^j}v zw$@rKY;Jk7I~<^_k!2f|R?n{Q<(>)Z&z{KzfEmk9I7{6tNA#RLK6q9fdU&KXOwKzb z0^9`q{9$L-Gw%*bAoid;npCUC1B&|@JC{N5yw%v;3u_wjQ{sh;{l~N*+!#T$*9i>& zgPx0So;Y06k}fTrwF0Onxmz> ztSJW5e^iXj&@RNr1jd#1^yRMuOtHaYGXV!*GM$=crmslZ4UFY~2U7IRTNtN#Qbtav zjH>ovWBZVY4sdv^HHP8`HSCByd?uRIgjmSq2%1^|hOX}>W@awj{F|T&hKm7aA0(x!cSgVOh@R#z_=;pT8Nfo=YRpI=?b3Z%nBJ;eP3^0@3xT@-ri zkdBfM2Aci$H7hS0>PPw+m7SY+ugw{CtC5=aKDrvvnp}I3G_P`uNtMpzu^gURVHBo? zL1Lh~UY0yMekF&ULX)*^OOtA_ni}e9Ch7Z?Q3!1Ab6dFt{kX_4c$Cy8odk!pa!ol5 z;T$9%8fgh@IZ00Ix&F%_E<^kl`gnhN{9JI%h=zv%Uo){i)jDF06iGYLGtt->J8y~!`Aj5 zou=~UpU7T1TaY&^cDSSBJeoV)o*d@xpBKlMDl%6mg50dnAH?zBo5W02;PQB9RL2G< zLQozqcJA9;LO6LNA>j{8Wj4mw>CO5UmUre3J(WyL5AiPVG2?y4mSSDYDuZ!T;??MK zegg4QO8~0(>1pkLI+^hqbcyTFh?&98`g<`qKe5EAr*T%83aQw*qwBh*zAGF^df8c7t+x@Ry^dkZck5Xuu zKZEh6Xiq@6_9Mj;Q%tYL_2ESm()8E3{LK!vGs^M7Q+Baq@6(SsMsA_DyG%btms9wd z1q~$(S)-On(%#2_a3aJTH%66yK578qTk9?3xVyCPqy>F}eu5e5Ky(C_^sv^MaSQK) zt)8xQ3*KNkeb@AV;~E+tT2xQ=TSojvnbD_CKx#@L z%oIr8^_So5zmR|%>@aOFZ5^gHTDt?0e6;mzc#GSF;`hKlnfMBca{-<)A+J61dLss% zxlAxTMEDbvC-hmeAws!4 za+csKfa(KJQ5B%?aVhQcfHI0zd*^Y)Xh1_UV&CS|#SnNb1Z2>FZ(B_rQ{~R_ELrq- zrKu(AeMY{8x6GExfZrt(#Sz6Nbzoh>4L$lb@8Us6fzX!=pp+C!ue>xc8KILMEO&S( zK{|9eU;jRD!r*_*9~Q|FVJ#FT0BHC83yn1^Ks0 z1Iz>y-#&|=s8{I?42@UTF7n+!(kaNSa)XXpc*`vkG1#29ABk#(EmEH#4;llA0;-3o%^42yr(yCYRXquobQXc%XypY-yxQ{ieOqpW{_&l5j~5!@ZwB(Mm^t+xGF&n(#dOcE~_h zSQ#{p-clPTq3g$>9OpS(Zg!`XJR_lN+%)hJf5EXXk1%Pa5 zoVW9FSu79K!PO7F*nOJ%1Mr4r|YO$g29?=LD2ee++@e4Fx3z5;5rVQzaQcgVM6S4{z}U*A{3$@g)bFB-MY8F#nf_Qd2+j>6khD?V;xT>KT z*v(NA(dfbU12n8!6v2Yyw~4@gsK>GEH!9Qi2X!~%{jq#r;H1N;Go>rS$HUpXoRZcW z(Mac+&5SRm>#*e%1d|NkUQNr9^l9NJIY6{j#iVb62Z^EF-`@rfp?@=mMOns#AJrI$ z36vUyyufQI6-NgUwBPI!gVz~L7lYQBirV)&M!G%uukgO8!=z{aoa>T-RuOm*5?fTq zwC_caI=0%>OiVJpfKO&T&7+0RtjKf97-ZSqA!tsS!rs4Xv7H@X>C-C`Zq+gp*5~Er zE#QEsd0LBou{_J4*aRZb&XxkjR?!0({LPsMvL||j(M#O@$P^}LsKrp{47^GhCY;2j zm4UcQA8e=WH6hmKmX4H}!z5YQBnaoKF+MAQffCH4TmLX@QXivZiW9Tf>RoeJ znn>Sb2924@PRkXb^n`J|k_K=m$AWG7K0Sm`)(hA%GwX(RTqxNm{}OWC9l0s3ArTw* z-7~sTw6*sOcJAshV?*zHs35lB-d{VVpI1?ItQgYF=GXPg-3AP2z+i*IE9`qxD;2j1 za)%JzpY!ysK== z&tMD?!s@4Cgi(OJH_~nA>_@_G$_jTFJvIfj_4``zuLMP=-wo62m#021tvJcpi-oW= zu>{(U1SzO)g|T7W#a0s{4YqGO%}%^XfIxP$OzR2Y%*Lb2EzC_qPR|GxiD*-K-RnHac6d^iI}{%v6k^JQ)1W%|BL`1f__rZcJZB8spGRHikACzR^%<|^y{5J_IG~v ziwH)XR^!XJoHSGs_t~

V{4cs1-Ek>A*aZ9p^{O*5bm>fs#reD24eMlp^>OKRr9l z1yF)gQQ+R9;?5fCxZ5xA=x`JyWyBKgvFkA2uKJu%T}n>L?$6oIkPEDp$p6x}7{m58 zTK{AjNoQvsaHsJsf9S8+bMr}n^QHMcf8F#A;Dh%QEuq=XvnYejKf7in(!LZ>qws9m zdZg-)EZT@1w3D(4`~vjz#m+M4!Q!Q3H2OFf;hH7dK)ovUTYOe~J#kE-B{IS|3gz@& z+ODHRr$Dy_#6#b$I9V3v5*i+zpF+A*G#uTt3ze9doW_Dat=FsHzUrg3_PU51_8lwj;FRkyicB&t26x zj>Ns!EoApUI#Lmm8oWBct-~PK++klFJ@+H zSG}uP)fv^l(yd7_<0r&|iFltE67m`vVqh8YR4rh~8VJ5N{3SMD@q}93^~@BvU*VGV zJ)xoQuIvS?Nx#i_f-Jm!0`}EIP-nJyMt6RgUIx4pvxlqV{v@#{x6*=Yyyi9FJ-379@jikc|rl^IfFU6819=s-ULilkY(>(`NzvJucCD3H%gyDeI^Hp`-#J*6cXjL@tYg^2rJtm z!IgqlIP`;4CXsKPWf`4_B+Q@8J84KT+C{J;s-1OOZi{9^k5j+7+o!Is-xlBco{{iq?JvyGK3NJU7NLdr?YU@+<$L zE)$*NW_YRv!d-tOpo+&%IOM;?((_X&!ZsZX>ZjvL<1^XDsVMgg zPD=^Mt8K=j*z|c=A?Tt|Lfl@dI(;4}WvgX7n@69vK*;NoXEcvdL5(x|au=_?*`MDWO-}5Sn*bvJzFa(|QjCKakK$9Lp`hHM z6(c4u&4{t@ag&$ktxy|B2@%{GcmNigdG~2oW{D^^Q!#WN$dp0$$r685llv@_Qcxf`4O1h80}W(mVhGEa zR*vJR1)oKq%`Bn@e=(n#u2^p$3xc%_CV5p-08^?p1dM3$Fm5IhT&=9SWhz%HF65d% z{Xp7=XqOaCksp?Qm3q(59(zdoxZwE(SO3&0xVo+c9sT%aj45b;<_b5w^j%+L|e+;vi!O5YHN5v*D1aa=?0 z6I*$Ey6ykQFXEnxSC#%OWDToEObk7U#X4($zbO?7>5lKokmvASLvqwTjW~=^3tyK^ zaPdv0dLx%VZf>F$)p)BHNaevNEI`4->K$x1fs<5b-3dH!E(L$>$UhS@g>HeoU7vw3 zan3W0tq|K7;r%J$w@nHu39n@f>}w-+e;qF-^Q?q6f_=Zn_tQ1onrDu#l_wv-7Tu7r z=8Qa?ASZZe4UjOgvbu0crCoxwVS8y>tyxr_UcC@k;$yMYdm22=Jd46xy$#1_f5QiD z#UJT9B(@hj>$&GF-f%c1erp4!f)F`Eb=X-1g9oe;G%w>Ra&XN(P~wRRu~F#(h(-6R z`niB3XLMS0R1CWdfR*9{hhCIXh}CK=bV%+@a1)9l)a^K6eW2>otKDGduw7n^B48#(Ekft@qEGNT0d68k?eGm4di$x;+&Y=FT(y^T+L*Un(tNbA$T)sOoT;9^4v+(tvFb05d?$zbG@Y5(q*gA)+_V+JIfa zexWF7w6D4clXPbvu=+g5onV!~vv8AM@4L8Gr|)5&yf}L@Xd7*|W9ncuhMiTbdd+Zj z%c63N{RAusLSHc!i9sXQfW0n+n+L}*qR2T`sJ`Zd=I0PQm#GjxsToE}&;f#QsG~-Kx`gilUNFEN2Op9^K_VPZTu2 zjP{D{3_5hY=DS_Ud{NHOF?-GmSXUTcIR-Yx86p9MsyCj_WiXw#Uiz)=G#^)7Pa5Z0 zq#D8cy$V5K%sVjWt~@eK=Hvlgs_0ILo8BPmaZmr)8cpY0S45I1 zCJi`x1fYrt>>I=_iIMNns=RzcmimA`#<`>MpHDUeArmm!E##iCMj1kn#IrEgXcLD*QL2AvOo~wv4EMp|I-ufX(qSA& z&gM;gmOc)g^ZO1>);U=GfQ?ERa-H#u2efCWDM3#D4xRi09U(voWR&n8(^j#k@mr!j z2T=^_!O>fw|EQ3B;qTCG`bVYGgEngJWA3{VkS}s81r@dp&ZmGQVv-~@Y~n?wZ8pBK zEZ&|l{RWuoWp?Moc(VwH&<^c~&7JeDaio|Ymhmlz>Qc-a ze;||QP`IWy4G|tY4W>+JzqNP|&ZvyFtn2sLLf_8uyJ{L~ffES}VI3M9a187Q@>pqo zBG(qT?$2Z&%oHKpPTN0bJ@tWFtF|*$v^qIIhnSRM(<71%Ss^>K^@#5b%ISOiKpSg1 zAP?rE`1e+wPa(Gp2_I6_j zXu)_2^-6!q{KxjSQkrCZSc+`%+h~rWq61Rmk@mYJ2*BXVAhQ6s+Qp< zJxq}iCqL~!njDsRAhZ^GtBT7&%J=(lG#jTm^=^_(Z`iBnC2)MME;YF>_@fdD6v)tF z&shMlcZfNAdPG0$B+*GB;#ClCNlA@a0_&ryh8~pg=iGwoHlA7u>5U%sc2|x|n2k1b z+RIWSD;~sXe%vS1`G10nSOl04ABjub1mwZvP8HXI*f7>e*{djdalld#+3B;614Eeg zKI#sIE2byu+8}db>+{`}^F@{?8sLQ?E6FpPFjd^{3e9w)?U;ZBQpveGa@n-$B94dy zVi*QEeh@_4CV1A4Tg?C{_Tj~mkN#h>1)+|%-1Gfsx~V(Oxd}MFp24VF(<)=j0Q9oQj#e^J|g}CW*_eP7Cg(mY2Hj&c`pV$=jrSW%)A*! zWu@Vt1k2I#!})PwU9KUj`j(^Jy)14w6?J4)7+vsjuH?%>I|0ARkTly%YFbR+%KSuG zrxhgHjZ84ln;97e@V~V{#+TesOyGkvl3VYdfjKZNRd`RS)vW|0>xVwiz|LZZ+o}xp zpN1-03uQ(pND(H?X>_YIdKUmwRD(wj^GO?w;dGa+Pog!>CJQ!V1g`VM10t7p^fP*Z z_$#ZaOt$#igR8HOO0k0R4YBgS!uEZYU*X$^GKQE(y?4U~G}Gef^(K%Ce2j?P!<)BP z*3go{4UHqMs$PPue4=1p^(bAcQLv%GWGPy^I&sDsVU&as)^;Iuyuc3iUOdBbhDcUJ z#Ty)0d@)8KGVk+vBga@@G`Ig*TjoHo0Sym4-X~JKC7XV>o37oj`4_YrNP611ni%}b z+o27TptrKB`imMSi~}k?hWI@WI>f{gu+q#@jT3)62x$0_E?Xykyl460xmhV`ZB9DT z0`N+QZ`zPE>moeRj8~@t8&2TvYyN@k+utlUB=ZevR#Qv5YhG1?0<*RC^u+-wb%|Bm z8)Cu0H$C|8QzfsUAu2SAHef98)%bT-6ALc^p@N=vq{E{?oS_r)!)H*ZK>JHnFokpl zyQ^)x$4u*BT*{6iWR57_O5m(fd!*!N-?JU(teSa)>xatBuWw#FLB=adI<=wNWy4

;jFZ;2G-p;Hh**-P$O>gNV?i7;l$+;4>d5M8A1#0fkQfK@05?Y|O;$bo;esLx>XjlK0|Po9QyQdVO8vjjqV!K;u0%hMhE@$p1I8t^hqLtpNtIQOSS!K2rXi#9a+M z0|`w|6naWUkBLZOdue0*Bz8cQ*x1HRS66hfedvsCQw0_|ltmK(C6fO+kui}ue zFbef@yrpI!oh(qEU8)$T-K)Tt#Pp1p*ISRoxmj0GI+5DudTLgF7xUUO3a8PMEy}@{ zCC|aZnBN5Lk-0^tYf+;9)#=S<`}InN{4&+~rc3)83|aZ|y(H&2S?WF7a{wIBy;%G? zUohg)=uMRg#Fv-^f0M+I?$e$a|FSaZ&k2p~Y8M&pSvGXMf8lN&eKLl{34~@@*sH5i zpitbJz8R{_1MpRx-!4}SOi;HoL5XxpwsD@H=;Rs=KWY&sh98@QUr9u@ z@!=pR?$;%G+u^d2E|ak_*KOjE1dYzaYg1Uu*p!UNXB4hCQ8=AopTBbqIrG-VA#Vjn zV#dHdQ(mdXjdrbyuK!ODMX-1PVm&{0zkmZyh||z9z6rG=KG$8n$Dh~mS#7}D-fWMFQ~dEvI_HM{Rx^cZ%iLMNt0E<--(X+i!VIupZ{@grC{ zx8sLXS2f1{y~e+bY8Dc|lzLgsnvar_Sy4ZD2)0eGsk-=u@lMjuSn#ZBq0PT(Glsar zIzA40LcC;Ei)S~od#DT_5VPGWt4M1w1l}D-!m9NLUzn)DNhXk}*f^GS6;&ftx_~Hn zRXapr-t-lvQ%+e|(nl^dA(b`JxZK^C8@0e!gF=C4pRFxr!lY9!`z=z(Y5R&t9_ke5 zhMcPrEhT56jFZCSS=7oNM2Zd-i-?dGIDkmm`awk#P*=6B{F2n}@!X`Mw~bJTLJ{cZLkz;()daq%MQF zeesOf({%!An+lZr$weaD)q#?-m{+F%p=#ISboQ7N79926pOP_&vzH3;xT?4LBA5HQ zllO3(a0eI2{YePaOYuyD=QZO;Hho-;=6$L4I_Tb(Xnfgc>klJq7%=>Z@T%Akw0YjR z(wLc}))4)J#Y$w+o6l@4$0U0g*h0X_f)P;&{RUQRznE?}9Qd3;#)=*er7)o(YWW&R z4gX8MiTUN5$WhNgZXm)Ux8|LOOSwJ9dU6Vzr;oTGJs(#dy7hvC;~)94&pe`rt{hzn z%CRuM=0JCIWp5Or`OUfC`2P1;Hr$Q;d6!3`SAT^>IqprG{Z3<=Hm^AM#P^gO5X3nr z_TFDRk_+f!g`&)wzPBrET3>j8b;SEf!} z7p4G6t7S-L+M-yz1~bl=mP?^HC0 zT4tO9#sj{NQIG|;HQdou3N#EL{7IOb$<}M<%qx|NvMI|q(dfn(CG9KHdMD8Sf>J^j z#j%BK+hRgenQ5q^Ya)J2=K_-&N5g+4s+H~Az`g+s5Zk#1kM)%Dc@UCbYq3yVarL0b zX?*G2E+@4K!(S2N!>M7`HAG4~YQ*Jq1g*t}uRT8l_6@zq*-?sKfcH{aAVE$!e!S;6 zd8aHwPt(=L^l3Pgo4bl~Lxh$pv|r;TrccK*?nEl!gm!@1GUi4S(`CwAhT|s$<@Y}u zX=6@#G%2X2_)t-{ zE=psU$QE#@lp+5bb;I9()Y`RE!`OrNjFA4+0&J=|3@NF{HJ7o)`O$yLOVJ6MUMeKFp#Bxv`_g3|vOb6F=`Yx~AeDYF!P* z>y#soh?g7;(UnMb9ZPe^4~eaq@V3W6VQ6^1byO3cTNo(5NExk6s5UV)dT9+O;vW$m zVs^K(@f@LMoyL)4qG&gDBrZB66TS^po4}{7!#^g>uf`!p1D``a!_DKNawV$IQooMH3l(7SIXQPkPnk$^Z#dF;a->s^{Ba^8(%H}#lH zMKQU^dr0elt>kcOq$VxFyJ-h4bZq^c0?QZKT>NG2a`d~~1q6}TgQ94)9%2#FoO7UN z95G|%=cS)9YT6d3eq^HlDCBrjMgt4eaf?4^XO4R@>Prj5&SE4>I;5PgCWBJ;|7@b4 zRDDIB$WQXo8a`b=vm1E_riqPO7rKtJdH>5VxI`IhsJahTfGyL5CiZ+XVb_Ssw_O4% znTzVc&v`p?Sr0s0=1O?0apd2s^-eqzzi6?}gjH_|c4lzNkmO48tnaHMe-kuxnAp@1 zy4EwR_Bc*iaReIVMJOb#d^c3v=>e0CN(Ul>aZ%8r6e5}FdT&st*mIk5Jx2kIaNBhm zf4eNkmL}96r+Iw3-&ruM9PUnevz{*c-&E8BSyXdiDr*k(^;YB+S#f7Q@KR;@K$^Ck zj!E7tCP7JTVXs_acF>xZu_MWgh6kq>qoE>=Ql-%?WF`g-Gg3EB@tBZ>|?a88$U4gbC?T)DR%J-v`8(1#sPvy^4}cjm~S1F zV1!Z-SKDv!qQ)jc;(STiM1PxzXc=}=ApRL6!?dOJH_81W={VS5G>2?0uM0O#NkGQ~ zZ~;B*W}2sPVT;5t-d!wDE;V}Wzd!te%Q&H9OIoR6s3)I+{=3yuNNZF&;lCMWGrqgk zEx$6nO-AFl|GI}6+ZoG${-nJ z8vhNjfoO^MWUzsrvokT42m&O|u}UL@H}SetlPGvExlDNBbRP~F7{OARu=x~bZUF}ykKz|;hkv%axQf1%=l^>)+%~3Ho29Rv7faCO)GT;a zB2D|6G&<5s$9|63sq~ox7V*IzTbNfw3Hi)MdMH{k?6h06?MGv+`kSs3UzviJ0u zBBfa9;_cGqIklq~G-UoR7h8+FH^Ak-yYyQ{(Pfyy3twP5d`p$Iqy#GjyAaVG5eR0Xj!(HI*Yb+Kxr{&#!#WFcW{O zcseoHe}w&MqKh>9VhWyr;u8McfGX%*j?Ed#;=`z3OuhcS{9!`|9MnunLKRG^6DctJ z(Dn*wPR-%Gnal~pRD_S;jb6tiY9t1W)J%-|s+^6cyA2-%)dY15;i3tw zGW;g}{TBx|N~^r-bM}Y&2QcP=ngO$G6q4QLq&nucR?J-DN)8Ivo6!4^MTm_M_L-Ly zgeOzr5UKu9#+k(a{j>*uzTqn#Ba-<-&zzMTm(OJQgb6ju`@BGoNq|FQojUNuYa(_y zfC)RQ+CAEdRoige@WEK)U2mYIt6u}|uYLfRDyJSVzx|A(n8FdBp3e@*y>EJG_+Azc z+l!w~Fec$KcTM;u^wR_MJgPIcc#?UP$<|%c87^0wMwKrhk>>UWkG0+neArz)2Q`gS z24jTDXNT3T6D*i-nyGlw{$^P;ow3dc#WJ#jT{E5xpfT9jM=j%E3Idh2y{PrvK z>}*hBk8-3yI3F6j3%hQlV-Jk(rX4QQv^S~8mBk}0^L{_WAX7O%M?TLdlT^}S_=>#T zn3Y-^;+L&wxuX8}*?wJrj$GY?76UL%Y=0aVu1vNq1xBV3`Bd(LtrG4KBdsB3ZTzTb z)9Xvf!}ZjO)e5h%mt}C-^o^TU6S|ie7jJ89z~1j8%Gi*uK0TYzGDqpWWKJ-ho+%j{ z761*aHDYiFfc)i{O%>!ID-XPY#U|#(q-JOZmVMEyp3|inpKxygK5CdaN#t*chQqwa zIxPp=h2!FbZ@T)N`Kr#B>)F7^#&9UDK=)%%$Yz+!%MkAHUX+?lWbRvXgpq-rocb#k z-*sOU=8yQ)Pbq_=64qoxw}7o3%%`^qd5ffI?;M`DF>ltTHwXfk=;q}Bq_g`>$}eu- z6}jB=O&y~MA~AmSmP?%*yfV|Vrqzr#&7)5d5ucGW9Pcf>F8$=RA;yQ?Qr%lcSFeNr zt0rdouAvafv@Zue0r41r49uNHF2nhq$HtBY;K3o2;im zcRZUEH)j>LXfAAXLkjl(9u);jrXn(-V9R`6L5l)dEt61y^GZ-CUjONWt)&3(oR|>*C4YD2d z4kJPBlH+_CeLESEZO*e6-#2cTR? zWD^E>G($irB9XexI9uaI2ZF2ahX``xHx3{#qvA@H_vtQM@iMx5`@lz$0|jh_bU;=B zu_15{p&(SYn?1}GlO?;@{7l=mO1-V4C-1661V!S+&_YZr=x6}*7dAUpLQ@2^t%kXVJl;AEGUX&Sf$}{~nVc0+C!82&x4rWZFjeD|AQ6|kg8)JBi zTymZT!Yzh@bg9DA8sV|3eAf!~nptK6sw()iK!UNxw)ZgRDsMP)8oV zum{c@Eeemoa!al6W)?#8n{dQo-nySV9(cV%V-WUrYm&2klh9!+sUp>kT~WfxE}pI{ z$nK_@uzr%Y=}?m8Ezu25!J29l`vVHw-X}BN2 zqtIRyG(|FW5;S$IKOw;6ofhc-I?Ahpr|jJf9CKNFkQ{0KICtO}I0&8E*6#(s1y2d^ z+vSF086c#z+==V<_O>mvWuE5sz>VUM12-T0qG{Mv*D+q*h|%RFnZq{|2^YvMLcm(a zM;1XGw)_yA=F&J*Xeru%08!*}=eJ}lODfnsIZYsCzFq+hQHYN9W@(oGDXK5Nc(#En%9k9BHOJ%b@ zkvNv5g{@LY`tFG+J{UQ@jW&sQRCP8~^6N@k>I?QidyB(9K7RI?Hh64)8;WY*)+$YX zo_EBr;WwLGKpn$x7TpI8l|6UpFKfhzG*q;65_ehFNuehF zA_8crm({B{wt=kG!cUTuAx7|R=NI{2%!Oa#ih3U}-poAndQ&nE`{Aei0}>>5cd&9& z#i50S=Ej%4bBE#a!wVTJK2mle#?9V>E0R|(!~#r+ zJ9fhSK@^k#NsF$>Y^iQlGr4NkwpjJMN?Ti0S7*o`MgQ_hYYC2b9ASXyIJsKkV(fcQTm? z@(Y1@yFjlMz$~NqJi&`4`zOGnL#`KFr?9c<@z$6gr0<|Q`wKlPRMhI)Ro{5X@j=Jw zQvS6iU*f|njU3z2M{jYrR~G7GBm+=+`7KVxw8(b?P+vi z5YWGoW-{dZv@$fDmnC4W+6)yZ&O{zuMrZJAvllF=qhY~QOQf$xC+S*sS$t$L7k5TI zS0DNX8H1NuQ$t^sj@4p;>#k0L*qY}hDi{KC4yfZ4vsR_tiSeGes7rJLU1JK@Z`&}M z%ge--D6%=<<3s=zyB#%nKd{|xnLf??f8&{oWc7v0BcodLSwU?mH*WTbTb%cu`hwbw+@$S+! z%9p3;D_w3G*kbjH)qX;tXj%N=K)NMAT&szW_UEy*!W}Jo|KaW zcw<-(Z=$?mNa+769ci^B)v6;NmB}8eavvC5j@vxuRsR+Y z*p3=Fzp|+YDD#1UcG)M>1;oIO$9p9{P}1AhmKY9_rfl4Ao1as2kJ%@J4dFmF1A z)6;D10C6(_RmP0G1rb845)t2lVrQ~uozVCQh=~1YKKOYR$kX4hF?|LmrQy>VoF+;- zu!t~fs_I;3$1QTh=}XPD^x**b<^hk+A?l2t<%9yQotGWjiS6FU^1c;)%hhGKYs&4Y zeuX}bZLo9?6E-XXKm%myN!3?f?ry^$YoO;OMZrG>@Uzy(u7YgncK5kY-J2ixdgXLiasC8YkK!eBot6(wgVrE1YlN4iKA;NFq)2>}}hhKq0(<9b&l~ zYC+UVR;?n43d`)CLTJt&kAy|B&nJkyDG^p`EIjLfh^N2RLj81H+G0MA zN}qq~no9e6hPKlXkt-R6a1igJHEd}|zN&(6h>grLH#?dG&C9BTjaAOXFqsW)4~0OB zYKEj>d7)_Htbcb_KME*lbe85I^#JOvd&x zo@3S%r>;Xmb8HpmTSW+NPqAEC55j=7?^pMw5GaiLh}AVzc&tbe+K

w+KHNwQT|AqN1%YBT15$OysN7Byh;_Y9i|F(02eDT+G8J_UCQ(kROvlaK1F#btLNOE;*3u8>PZej>^6Z0AHHI=Zcv13 zQ<^AX_L0Y&QC0C1cI%vQt+ZRQwg=nAIzR?-ld9Rt_qsp7M3+sK&9HC_etQSoPpK|& zwOmN$$Aw6i3iJfKZDip-))lW1Qyy)!*{-rV))FX%+40AX2|$To`5tdM@?96=T}u-I z_)sz54~b}|a?^@RxJ#J2?wg`R;I0EjlDca4l+@DMku(9J=O(m7mEMJ zGo6W_?0Kin=7ATlZn+a|V2;t*)5{i%Z40l+kTPlP8Cm(Kd7VuCX+!&x$kGJ32W?-cW ztVQR8dc%drj`0RPAft_U!^wjS90cg~ERx95xC8br<{i1oYKp!4X>JleS5uOsNKWC= ze?hA{9$gSCWj*Ml)37wTuMK~rTA;Tf2N_+Pg?n5!=6m3S22*+ZY9ydZKq|7I+GKm- zbm)zEBnaa=0UrQC>NTQQ;y}}3MzkcLrh40ztXO%>G`3N50aRQDLv@a)vl^Hr?W%b| zN@!4ldh|iUt5iErD%lC9;dk7OSqUZL2_J4{rI&%L9gI`<)~>Z3($Ag2Sp0kCM?G@J zCT*Xk?(ZQ;hHVye6jAeG5Qxh=&L9}IoGz4XW%VW0G+sPOk?4rCAZHJ5)@bRmH_5Hp!aNdS zRttW4l;jEiJ|rF&j(k-p7WiE59IPNdb5kVplX?L0+UM3C4*s+yF&Y~;?<6;gAf4WV zh(PSx*17&9+L6}D%}P+CFljv#K!{qvUoiD(TvlwHMqZM~oqDR;Kv37)Liw3W+3Ptt z*!!At^kl2FHbR?u&{xu}!;2pc$l`Y-Rvy1)xH}_iA&94xu^X9CD9%0}S{OFPO<$&M zq|>gTb7mO^i>B9s9Q-NWa1H6@qzygebN{sI)T-y*Rvnf7l_pMAbe85-*oH&Y+J!=m zSpzI-#by0}wTO6d;vOr4^U;`_5Z0?GvS();MCeR({j~Vs+-5TXjZL!#{&YnLh|yD` zYGJ)pUdEAcPl*_U4Tp)pWV3v zLq}Mae1I<)SlUOXsq5;S0WS|7_qJ!9>DU12u>okV^NOhm2KViM8O&5TAN21}nAenl zjMM`T^C?1jF^kVyK7xgc7^3Intz&cx6Cm6a0~#Pc4*(LGzHQJi zMCX0Pr1&uc6CQ4sp+9pZC8?qMzN%u=AeOCrra25l|6QhpBZD#gqH|A;$!H#o0{XBX zZm@irL#=vru#2r!KsY_;$S)Hx0LMv>;woFsKZ5Ak@=bGG+l?>wR3JgF)u@_lQ4T&v zjZJ}3Y)&XSeU@H0J&EHxp3a>Jqe7=^8nAMqqUNFf+`FBmH-yY^p|)iNix`}v$`p`X zR18n2SW5?C|!e4@o2rogoB(r=TFB85}qRQ8F4IvZHtO8-hZ_c*0on_ZO z>f8&)k*RhAz0+iV`H#Omh>{0-3{MO0$+3&Im#$X~xTX<={z zTI`K!WF$amqx6y}r~$dn0OOs`@{kisSPvf;W?V0!^Z;XA`Q8RHR&JcoBj_1Gh;q8G zufQqMTs9wic1qSUxE`2q-PlU*bL8n9Dfe8RvSp8{G&J0;WJH@e89c3gx&t2xvXt( zUZ2laOnv#I!s%^1XD%-jcat*m8%W{S8#pu+9bTzNXHOzE7}`{<@PF0)AtUA6M=&p6 zWT+Iq zqIZKiPCwlQJTFY|$8Sl&t>I0mGeoO7{kkHKKHz^V&*cREi(A?FJ-01`72V4+a?#f6WOsboWCQp6e=-B<5$-A&$ zp-U%cSa8SmZJLmy_uJ!LUy0hwGd9Fn%s>9@0oJrXGSvhz;X zUM-j5`0*UjO#a@!yVQm=lRN~vCskkJ!CV5h>RmU!`@oaeyplC>CIkrU!I%gQQ}pP3$H!LH9?!roG)l|^jmHp(1Z+Ggy0=a|l>QOvy6F@GIk z4sGl;K8X8lcyMx|d_!Zl<6e2a+Y-tGJ+;Wc-nj?;d|movn&Qt7mFb5jqweZ%+A>5& z9C0$#G_t}1k96C8$x?R>c5yGe?sfbNb&H?D`6YEX7im0U;`6ravQ(R+^Y7PbDaU9R zx7!Y!&RvtXj8iwSkP(R1q03}bfw>pjQYo}u%r5YD$5ANXAIqV=GV19opez;Yn;$J` z!#%w$Rp1A0_J7eU}6gH!NPU!WJ* z^nTHk?<)ld6%rSOkCA+SAo(C(E}kN%NUcqK8Dz=9nzKTjN#mHCP4#751}gDHe$&N8 zcVh>h+zyEb#5pk{u-z;62PNH{Hjhvq5&WlKHmMUQUkT;uB0|Pn@TL| ztkiVUT~UHOlHPq#!f+Jf*UA_FgGo+pTG&bPEJme;+%UR8buzo5Gi5_#JC$7wFf;}r z`$a2yZ$qbFke2?lUH4ar0IfoZX@9tj%(jDdCrrz-ob`MMgmP;S55DNCN9?F$x zG2AoD|31ECvr9R~`HMrg!jly~{}}xtV+oZc+3aG9c!#3y_dJ}24%!1s51y>Cln&Q~ zCyEO~*Sx2Uv0zhzQb8V`gjc68^U$S)7O;6g#FyNI(>4HbR{eGzg~PV zx1B`y4fA{kz+ckMD z3ez;0{cK3>9x=7Uppr^#N_;3lse$r{j;z4FX!M;a*^+(+uEUU3i=1=8s=pHNKj% zh)z=_M>@EC?97#+5-2ekRAU0EK$pS)wlcoLdYmq+!A#YMH?D3^Z*8UI@qDt#|{yapPg6m@Q z9cR^!15(X9BhRuI5I731qxN119^}G6|2TF*l4Zu*_uTxE2Th>F0Uxn6MlKjsz@92UXC47bQSLPgWBP)G(XlfvmdCy5+0Fj7 zv#^p95ghB};(}$TSFA8Ej1YsORV90#lLflDSL1+x& ze@y_=d|T7;;1b5{L5s`Wk&jNytVV10)-m3@)xv{pG-d#^@-x@y9AtWJV{mmzu1tDi zGqicmf+vT=pxv|Y7}@D01#jVj09=V?&b5Qt3GM=`1M7&7;JTT=jeQfb8w?!$QgJ4D z^u4H<55)O=b?JwdY8hGZ7Md*%p=5zfJ)5~jN0+(FYDe3W8P<;3yENIiqrBccs#$vz z0&(!Nw9-}K0cDNvU^e1hz3@W3#BB$&#Hp%CEE9f;sGsAY>SlqCiK_5I@BfhUWS9l^oC5IH(FMCPs!?((;uf$Wf{(w zicqb=17)%pEaAlNs3G)F!aq>g00874xyhjw@n$B>9^42N7!dW63;OUJzi&Z+98~=b z_l24XKd8Dcu-9g^K<(`1Z!SrzD1Mam3ymIVwEW0;<%9zn1A(n&=*!wr``&)3*gXGH z3X}+MKi?-_wOKl;gDrq10KfK>fo0@z4go6llKx*x#`IvuEql+JT!A%tG>i-^Un4&tvMWeVKLUOy6#jyIXj%Gyg&n3qPD72&>Wfm}H;Gar|IUZ@#HTnCim}#n z>lIz9(j6AmX1a@|W!4_&4-Wg!l#s%y3V?rf0F;CZT z;>hf|6B?m0Ly|(*98rrH82AvV!E?W|jJx5-u9_D3L@+G9vZ4t#JyEKtXJnH%8;VYD z_S&+LQauGZZYD?vq8uIGzGMitA@?X9#F0&ZEF0<^EXS1zuY)HbRa zd}$ml+XYG7?e}kKLQ?{&S+1V=8B^~IQJ{kchre*An=c)&i3GKydTpr}%)jv|R#A#R z3$Oqr#G<7bBt+9$TII-H;O_-pMe&{OTHx-OYzoGBt;hA2oahcEb;!fR5AEne!BBga z7IVQtXXcJ*2u*yo(?xYKIFgN?AiPF%4w;9Ro`O^{eUWkJ5ZflkSuzd!!t!>lntuE; zpF@(d8ch%=HhBR9y@!_&Ee91LI+>E-gb1eRaF&(&!wBYINjy$HTeTx_8}je0fi1#U_cAnu9MbVl<&OY2Z`v1F^EC8zrC;c=5-ldmhVQ?sE1W z1mP~c`He-H?c$jb_Q{5lfQS~mO@7xhf=hQ+MHm3GycRu`#xK6{7%jJ|3M`l41Vnd2 z&!*3lO*)ll32SohQ0I{eo&?4xvs0SaRM=<(I?6z|6N+xSg3PHKr7}cn`iqmxiL;~( zDPAH=FXW!<_s5XeqG1G#-~=7>wGh;cQbVXh!jdfNVdu}vrmKCBA1EM%A)SJ{SE51T z*8+=jGv;iwJ6}tx=RU&>*-ENiY+Q^11Mlms*h6vLA|{Q!O@gnT&6+w^yyXk*Q8Gjh zmd)d4_j_}W69Pncm7L1h12({|g^A}o7dWdxmj{7H2s)jsBkAOya#d|O;7~czT@7@8=wwWI z3=X*+JT_)+QBp>CEgmx0rnoao&Dk-^q1OI5q+(qp73gw?I^#rea!GY-uIVa2BsVA* zTCHByu}h?ehum3;#l35{WjUcWo|}Pn+C3fYpT;int1h!PqyhzOaANF3ht)M4#Mc|9 zUz8CO>5ufGu!|AQB`Y1NanI)-8;+<5q^QVU#g96|-cvFxfkjbcMCFze$lQ8efuyKu zSwzf?(DIs9cdLm?aKCpXGtThLM)>5JMRU?%>a)RuIgO(4wOTeU`(vS871vMplOVI~ z;E{{Cq}Ebyf_J+6G$F2mGS%}~u2NZ9MiBJ>x88^o{%-Jux3}Im+#7p#zrIUy+l6{U zP$JJsWdzK7I_=9n)7EyB4p5F?x%|-}D!14_)mh$e>TMY2MQ;N}2Y92=^#SBL_MBaB zz*Nl$&2RgwR`Kf%i|GEIJuV#rxv&3-{UivmD%~3FR}(N0U0{^=Ep4Nz+6yX%{-Lx& zy;lWQqU)HPKE!O!c2d`<$Ri1sGVz;wd_}cUmiTJp2X#S02i?~{LS1tQoG#68^>W`#*YI~v$arC3iGHUnkfND z*U=EOQyQT*1!c-c6&>O#Y*+EN%N(U|mY$~_l~D9w-A&ngd|p^C&`@+UViN2yY@;H_ zL91g8gTY0iI?VvBd;`CVyP$ZN-cE7@Ibdqiq|`#IZzA`yyF}U-NUVH#fz^Il@8S)T zJ@xJSs?SNChy);CmM|zBJbbGJ9E?fx?v8Idwc3<@2Mf0rE|)XxMO!((8KD0s!{fi}D>ocDk2!Tg7?+(x) zS?n~h+gyn%O0>(&TDBx2j{vo~fd!)L=BZSamNCU08hixt zIq&@=M(1tW|J#tI05I0s);WXeGF~KMPdA*c`j|G9_N;JMfp7Zz`nj2fI!a<4Rjiq9jL|sCl=@I8@WUJfKRd`@#(3;AcSvAUC1MyE z3oS)3FTYBE))b>e?)WT@pbqv5+E93ue9($1(q8_^naHhbae~G*SMO7J?kByne5a5N zPXK9v+k{IL>*f@LwS7|{Ld<7qeVR9;)fyZzU4%&#>Y|Jj*IvGPmHi1;(CEr{ z_LyD<6G!zPGVS5(`w`rJlGyx@Nr^0cl|(Z{82a$`z320pObBxFK0bv?hufgo$&L^4 zInh%Dd0r5q+TVAdf%+UBPuZM{Hr>emRBx~~3i3SpH9I|TuaO{4069R$zxOC|M%6Tj z5XPyNkOeP~5OUPIhr^V`4$0ODgBO~(XTQXmTwphGZrxr;^zNp~!X0HqUR)$cHo1(0 z>TD~-8zLZxRk&TZqaq-B^e)K&r~!X2<(%=;v2FeHSJi*h8LgZFCf>NQpW`ih0!N_| z-pe`buhFQXu8G)AELh%>0A#Q^M2ivEx>XD_>qImSPRZF?0C*2a1#8rJyR-(u+~2Lk zKY(=CJv`J3H7Y}_9Dl1&ql4#ue=|c05Jp&(XRg!`}+$q2C-oD zOJ-hC&ZvbXbZhOA8}1)hY+g@3B$sZmbd^x_zC)ZDaWxKQ&9@%ROKHIsB(yB1hYmgW zfL^}Q;Zi4nTL(X6;HCCa~T6|y`@swNOMT++c zLQ6JgnlYEtA46b?#=IX&R_D~7%So71j{A<%q4epBQmw>#nj>BvvlNcmI~gA95x95q z+UP{Jh~>;V7q91)iqty@RrcNd^6Dt`kEvFhrnw>N%oLcI@)5bj|E$uSBtkHt0q@ARm9%u+wjvZtapdyb` z27h#w^Jo40vHqk`XW%TT&=-f6LHnlviXUqTG5d=zCgZhtp147(a!% zv_VtUxM&>kS8he91H9gy^}60R{P6L?>D31L&PL;t@N|l)>5nqlg_ZA>!pek{y;32~ zwz0`nH)Eq|wdyCYL;6DQ92DMGXuI!u{`H^I5I;~z;3ZWUWSzR+`2D@iQkd@e3Z1LgmSdb+H>ib$39$PiaIAfqYJ6>clCxgkiTqIi8mw85 zthCkj@l`PCIw{`0mXgGJM7RzI_v-q`j-Hg~w#3w3lHtvVEhVHK7wU;cv%Oc zDl>{~4al9aLSA*PYZEV6ekyUsd?NA_*H+RC4lCMnGVVK+(LaXPJM-p1N52N$IvrOS z=0Qm+!EhzpevwH})h~GDc-^Q5jab3hawkNj_2<n?V^rZV$1?QoImURi%d8scVv{|2K}W!3b?MzFb|>&YO~%>9cW zgsyY3FH;gYqAWj&d;fc#bNDUXB(_Yy36~k6Z;pzL?sXN>ewd&l!(krpxk>)RB3?eP zX5YLBY0mc~;3yG>SM7$$6FV5pqE62;D;z=kvF;KT%HI&-jSsfs?>u>rQDp+8^58%4 zRNg}qbCDc=T~|_z?hA~#9!+q-#Fx#sdY@U+OGhJl7|EQJ?@%>vl50n}S{2-hOgxh} zs}ca0M$>^{da?eDm<9y*0vfs&61AnQ?6rQdroS@BS#$WtEnzYM>Vuz4t8w1apmLl8 zEF&JlC`gCeFX=T9)-3^*L(+7Ujn{-fd7CEtrC%G0nxMP&$y!ki^ehJ`TMPzQlkK%* zX6+Vi>N4l1Ep92_4jb;xCcM_3$5nn>YjMVQ57Sh@DogweAgkS=?r@*O0RMQh-X*?l zers1r)El3=8g#R4fvRxsQCk3{Czn>Y4aVsflEt$A9`R`$!H8Nua1tVlPY(&0btCen z8c(@0>fhP7iNr7L0;ROF5T!#PMJj-<5|}yBpN3d|)0m4&P(@a^0f!PzA^Y;Via;CsP+)6Q1LM=TyxUOtwT;e*Gk zO+~%|Q6wrntj~ZDBPA$Z+gsb;1NDv!@> zL8x!6tkWYCNO20y}Qph%r zy?4EcnWmOl5tHr6t2A#pK{92~ID6Mfi^O8XaQmcb^7uRouA)h5qKFQeVZCtQaSIyz zj^b3!f0hDSlA4w@WP2#l-hdo%UJlBc2Xu;ajwyL?N2RYwX6)Z)#zeFRLM>v3&$d8f z6kKBT6i>_DGw;zdqAV$}50Wy(#5!}d^f3-x6{IJqReT=|T${~Cs($+kwfSxjl9WrTauf*vV+tAg985{^e096+=3-rH$7qV0Am@;@jAOsXSS|+_=*co zgp|rzQtki2*JMYh;tlVuk~cFa%T5izz!A}$`sNO8Rc)M=DiS^U%>K%WJ%|qj%7R5OHmKS6luSFju+I&(s9k(%cAsN^HapJ5=n9k{$54 zd*r5FwdKW2h+S9SPCHl-Jrhj%`Z1c=F~~NB!nk&8awt@;@6i^4bG)f{V2`{R$?q8v zj*LM89OFOn5s=Hx51|4JyUy>MIl>Px*4Bdb%6OBAuH;{xx{{j~aHixhYFc@Hfk01edN?hEeO8`W@%4)&j3$~F@bVYQ z6VcX^WA#7`3e5zw2=;r2-ZkH3RaX&?#al0g^Ho`)rJrm2Q608(x_VrD_fIo9S+NSt zi#c>gO=3qSqYAoA%cg~S$?ub%KXs&j|3$7S1oCmqA<60gAc!CV4@>jSBk06qqzxyc zKx_{t%Pzt^EgV#g%(t1E7EWWRCp2-z?p}I5YkX+dsx%P`TTWj1Y4-PMq~TV#t%bEEwh$~MUo_Jj0;U5~_u-0c|Y z3Lb6W)5`xWx*SZ2ioI;1;N^&1RUc!|1brVk8slqwR3)fM-}794pHL&>uwq(SHS5fA zQ+&(;%8oYzuF&t>dKCXVQurj{NXX1EP3m)$f2VMU+-iI%@$P;&atKTiQt}{82(NH> z94k4G(f8eaUmeT$YdjgNxXOh^GKy*~NKxKt1!6YyPw3n)Y_-A*_G-B2` zJ89J;p?lmPS(h4K;w5uN4=l0lkOMxt@T_J=QAIu(mKPe?P1WqTMiHflJSj7fPz-<@ z0t&y(dFzexyguo7wdq8Il~KVFgR1mRnXpH>3)N+?t~SS)5S|RLyO%hbi8EXG)txGs z&%b)3k$S)tP!TuJH;k9RoeR+Yg&!Dirbn@s2guIYCfZu^5U@P|4~AYvU0AH(Onilc zMqKUckVXpYIZgcJ#s2lsSj*vw}NEx$BPW z(B2G&B^Z_EaA9Th6t}GQ)q+RYflt7N4poFY$v!Wy96F=kjaK$kuC2+A&lXFh@@0T{ zw@gAd@2(mBH(R*8-(E=0@XrrxxR&_fK zWq8bc2+)^^uo}F{Eo>Y~zTd=PvYPj5kV^)kreD2klK(*he*7o$rTgxzO&30t(t z;|HwuEa!M}GVhAdpu{jXAq^}Ly2B~A5q>*^?nAel_(z$1>W<-@C+)b-!R4Te$vIf7xnO*eZ!ldy|bF>gVlNT3<-}$$fw64_{^G+^s|7?0;FK z&=R0%bucFMy?^8DF4ih>{&$uG)RpHex$hIo!4buLfKZ&-^ib~>CRpkz-dj<-{7ubC zsJs58U=t1x`izil+3uq4kcR1ZP@AhC~814qrSed-4nft|IK<>qk>ieQzZz(;|xMP4?K}v~9Y7{>bku|KEnRl|C zxo#DTNU9L7KBG^7Z~dDP1)l+$AF61jS(4+>sU2-V?2p(no##bmldI~aJ4~gHD>XNX zO%knOH-aLTjNAR4_%#Enwzpfr{?*7Wt7Wd4BuxwqT7Rg9mAkyBT@xSbHd?~bbvlg< zbQG})wOwtUb}ln6(`7%v35VA(+pqYDr_kZbbx`7a8mxvao)u;bl!?Dg!x>TNTjTLN zz}81c`!?{fRhk$ceVOEzz*XX8SoTauF(KWXa3S_W^{DxOsm4Bq_2JokS$H9s)bcpe z92VhoLp|!P1a|l%-T)9CT-4`sDBv?)2lz8EJ9LU#O~c&_v)Uw}eiTh{n{QeD+~QPM zV0vwUYxtp2#!u#kiFkTY%``H~QxV#SGheHEuhPR#C1YL%S1?G25(zgzaU~5h7n{YM z28ZGm=g^N8i64J~mBs^q?kyGTU=v1-&dr90Hq59iZS2%(*YWlA^=>Juu(4XC_I23% zid7^_Xy9p>gK>dgJ|1GQz_(t;$6vQWK6PI-EMho+OP>$dLPnx-MR8B<wK9pFKP=*guOO)t!io`Al%6L z8-|X=6WU`*)R!Crp+}T;^0Z9qP*yIkI7t9aPl~oywhW^k?m%$lG8MfM9jix}^F}D9XkavwCQG$N87Auf;68CV%ZMmHT+>F8lIBDh+ zXV<|q^bluyQd{K*sh^Nt!>rz1ICbOW#x1rseS};pXahpMtQ#oVX-ue3-k_I5GdoW% zWrNkrm7rfV(QGp?Q;l~e=Ozq!L$g!P1EnMuAXWW5w`H1pFlHBLHjyhxd4<{%KiXx` zc@j3~FI{{YA_oU%UX&Angg-0tu?D0>xx66YO)8!puz#rG~nTAqG1OLeS|tKqQZlmF|Ip~(MiF=*x~5Qely(4^<=;Npps6*N1@ zs?4#{Y7v%*I0i-~6SX!Hg{%Yyqa56W&{ zm37#$I(#x$5Y%se-z|Zb?>$y!yh$VwrZ#ws+Bi209|iWuV2n}`W<`$xO@+a?8kw1+ zdg4%c)G%_k3@K|t6y-4B2+S6|GsHjy9Jtv#V}A1A*-%6#AH)<-7qLK9mhgWxWKkg? zTUU8Vj2<6#e<_4+6mHT*?=GWw(~Ayld5jc{i#|vxwsT7HF0t$BljUwC7D$=B)7`t0 z;`Qx@bpy|RNAOr8SZ4T{1=vN6Da+MB7S6peY2K&*Gr!lQK0higZ*-9-aapcq39`b| zX`US4r1vkwD?89=nuH3ybo#9^$8wADeWBa$SlW}LmrGF6LUMbRv8}!yS1Jsi<^z2J z1P19_+}=?Uz3U{$%Y*meWj&U7Q2gI6#qo4p=L1j5h|AB`{_<47)F;Z*(d%6K8#O+#=b&jqE#gm~+d{X;Vy> z6;QGNl`A}~XgVm~MM!^RM5ptya=)5*=hgmJFSyvHDKz&#^)1B{1S;ZG0+ZtmO){>r4|)YNCrwxFP$IdTd_ym1;A* z-g5fJn7r&--u>gfNBDKc9ZKGDV_Pg*hO8bva3KWJ8S)cK&?vQ#zktvyHWN`VSKLs6 z(vIhco{ncNThu=J<6+@{B>Aa2O#O5})LZk8X@7V!0 zmTn9x5Y1e|gaIPlR)+CXRF(Vy?Ah$!1&b2`lcPFT!i%bSDIGm?^hrxTyNeI7D4P~D zKnErt0|box+gTK{scPiWdatqb;fh7Hm?2NJhs*iKS%sKBG4q*>;O@OZkM6hlE1yB6uZq6Lq@RXzh z4Mebs0OT$*kcf^y4}p~>oq~$G13SBK)I@`sk9?=9O^K~K5d*$L$QaK64aBt&P^gOi2OtCH1CvW45}xDN0rInZ`QEdQF=AxsQ{9H1Tee3| z0{a}Y-T122e6k{pHF>o6k@dh}znQbyV$uO`zhNO~R$P)*}*OyahGY2Yf@g8A1vVK4AG6jDcs;1(4Uo zST1q&C&OtMnfYXT1}xYekeNGSgj(Lf+HkLhp8lIE5cY2+{-Gqi@64{`S;c2Z7XP>| zBR+7#b>(;dTO1tUb9}J%NZW|9?UZr$E{|B45$xIZcfra#wN+ zN>KCLlBMluZpgtO?P0YqHQ(P(0ZRe>QH@ieZR{uFnN-gs$Wtc>L7SI8n`D&;i{%wYdk- z!Wx)c6R6wRL}HWJ2%f(swy-}!c!xPZ32>aiMt4W?-nUX+@3< zb4Vp(2qfxFoA+bQzwOPm22ihke}dn2nSjw}P%79@j4J0x06A{eD)1FKsN0{mzX>3?owjfZuH@igq;y)tma(F|MulwQ! zuZvcf3B3|K%c;WOM6Jr2F8UN;DGDN2U;upSMKBomgb{xzEo>^hl!`}}9xtwZ03~|? z#{>`}F3Ln5j$Qbwa$KC29O8>Jm!?*@X(O7wbfv2EC(kn#`y9$wKnn&H73#(pCOj6J z$(s9?%B;z^cqW~60)Y203tK7FL={g29V-l^?xcjn9>0QYjGUBRVfsqfvSRN0pvMcY zRxx@Zc2IIW{bRF2J>AuJfXdu?k9gIJ{R#Boi19OmgLm><4*(Ze9wl3>?F0VoSQ=pH zU_0CQEU7IACpzF=Eu6vm?K{UxL+8d)+ky=-E+-UscjK+oOGbf1tvUZ7kzUfy>7no| zE0*oEvlN*sCv~#i!1mcXi}}O;GQvdopWNa;p$#0Ps)o;_A&yiPIg?9kfS=vtH5kSC z_?+dTWsIDCKMPK+tnyg|e4DdaJ}z*1AR4MU!%mVhw0*wHCo^tNbm%!^Wx!ZHe5PKD z%0%YzzK7((IH$$DwB%dL*?T8^0|tmcXt)BB1j&m|(tEaB8P084Lg zEdw5BCaGtXlOQPHPpvhDY4byD%AJzPSv_-7R~^5HfrVaZPN8E3kASm^^+_J?%49FB z(y_*$aTzg4N&55UHYZUvkSUs(*R{ka(F^(f7Bd<9_J zXJxmSH@R<&Kk5{sB!huhN}PKBI!_Ap>m?QWmd0HWDJ_tMd}4Ey$hR9tUMI-(j*P*y zwLNv&O*^b31}b^2rK_oLh9g@P9gBY%qL6v$97|^Tss^qv6*se!Izo$Irm=L{{nO5H zSh=U(F(b)JshU66;f!GV5ti|yYauPg6$B}GFdxEc3b*u zw|iMV)sl5iUcQaLJy*?oX`h;+#+Qy~YN!1CB$8Mm|GQj*Zl|=2+!%itwjU+Ys15P0F!f?HMZDAejHV9%+$x}9 zWUDg(4u{sn+%+v4N1J{F;}ogsO^W1l!x@^NyEPQAWLoTPe`OWWCMF`RaN+Wk&=jng zIercP;w_!QtHR(ieZuckT7ZqMX<@5ijAX7-q+gq~+(oT(j-_H#K?+B&oQSHkto|CBfvs8!^#4?jbQ8F|lP-S-sY5gjxu zW?@0dYuooAcfiYd)(P*vFDogSw0WRZmCX(FjZT5t++m70xRbcqXe9WB{d>M+CjRqn z)y;?Y4Jh%LNL=H6hEH>;d6;1Hk`w8O*&?=op@(qw)q~VU9Z&XgM({oo2+X~cnyMPN zCETiMgR(N*YIe&dfdlSEg$f0TSh21zEXNLEY*_%MH7(HOk{(j1C6ZGxysNq(|FL`X ze1OPAphSY9>!B8b({GgBV2>^UD$hU=swLz+h?3NsP}v?;GLpsvktMW-mP@k|n`?6z zMucY>oRlWt_K}?Y+GzN}M_c1mXTN9#Q*bB)Ssh?N*R+BjR{% zXc8E@H8&2uO*l?937s>+1y7ZP0-2A7HNuhEA_vM=hZ70P7Gx=s0i-`;)f)sVAb14s zF)!8J_sp)`|cd}W$%tZXn*?sfZ%qn36qT^t>qGG1pD(;7G>sMCXD+QT&9@M@#WxRwwu)4#bQus}KO{!#h|=k_%6sn+mcd*-1RY22ST0J2}t z>Iero{_1%Axw)zYsvf@Bz9CB4Btg*Qr$q3Ks&3J(0P}(6%t|t-6op}Zli!G7!ZJrR zq<&oP7%*DJpMmJhi`z4{f1Du%T)wxthm_xL8F*&dgayjEqwaQc7D9n>xw_9x(sgjH z2~6~^4p_xy|MsOEvLsNZKf*c_RN4Z9(h{^KcMSyB`r1>zVoC?eyVDlHHYv}#tRXku zld%v95z>Ra#u5`!p1OmSlebv$>eKt)0>Cxokgp&$&s06{O=_Q*tq&^~hcslG2*ct@ zHE@DH9rx`ds=ZoLxQY5PY;AHMR1vG|Lf)kkm<2`~qFVoPDaNAA+&hv`PY>PE?eTn0 zY(2U8P~(JzyAUv{LG*#CC-AOzGoV?LL1f}XWovk0A~R&GrvKm6P*;Hu9r6I6kHv~Z zVR$%|$JHc1`%7xHC>iq!9ta z*=&_o{s#pg40a|;L>X%WiB4i=`R@zv4W_6cx4*<}l$jvE>jN1zbS8hAvfeh1rNvI+ zmLRlEJPG;&CwVoZ$?vkXHYG!g<6nNcRzzN~_&UX-_2JeLA)=GrE7JrJnGWiSmJGpG zMvQ}$&EzNDSVZLAnGyIL&&NDCQwmYNl2k(CyQ`RT8bL>R?1q-rhbj#=$hgeq$?+ge6O2es^xts7? zrZqT^H?l?}oybX>alN`P)j7V&5a;txXx+%_gY4klAa;eH0{Nk6eKQ&~d**mp_Zk#5 z3a1qi6Oj4fI1TheyeXQjrha_}WJnwK!xa|59S}%?_t20UZli#9Va5VQ9L8)k367Zi z3iRD#-(e|>Tb-thclis)nP2oF{@|FZM{zj9+#}ASN|$ltt`iD5bQzIrNbSd39K03 zz$=EW0b**zwCBQfumUv_;lW|2;P~14H$0Ea(He;Yh#ig=Y$c z=|fV`Qpuri?;E0pW;2jx&6trN?7Lbjltg?-1h|N+j`JeGNGv67zA}66Ehm_SxvQ>5XJJ+r0m{2%DtV5 z7miZ|6&P)wFdiyqox(v|~gSth@~x&F9j2e-^jB@Q|3y~8`Sp!pY6bHRO6+3PIe6c5pV-1L~Y&|D%+NO-* z+o-?9k(N6+z%ja?qr9LEPqU%fzoZ$S=2SaSE<6JQbcW`9#@ep()Yr6Med$?${_jQ{JVwDm1hm2}`I@Tp%<+6=2w z1?>n(?Q#b5fZ7u4(GdjA@ir2Hxe0Y8!BBBYznDcZaLg5C?y|P9Mf1lxDI!W;2k(cj z{~+mc!KyFO(tHp%zOtSsG-dtOXE9b&bGtwEJHrki7L~;p)g97mvb>6>a z@COvjP6-J8o4ra-mPf|0MYW2Z?j&1y)DfF7hx(}o1%Ph2N^{&RC5^g@!l0$QO@+ZA z1f;BatAbF=9*a2YyGK3M1DqZt71Ys`L#k2mZzkX7mR;-e8*8R}8bM6xl3iX0?`!mp zFU*052~OkW?Xem?8^=Ybpf4q%pc*^X_Z{&+vQ`U)-nogO!pmwP-DJ!%00*KHYyf%Go6mh5B*~k4G#93hYC`!oxdq@O)dBJLCFY=QB=V}Og3;w4u(sVnwr>( z>xY^hbayyM2xsjs=9;3|ImS~434+aGWdTj5L2;f-V(fd3M7xzhKVNb9b8xZ15-N2j z0a68TeD&^FE)c_TeJ)ye`0`OdWfrY+?Yr9Ltl8f$eZKj#zlhG5Qq-#8;n}=!ROU-2 z5nN=3@wOW52C6bEy?&0PZy0=J@a^VbrCixjoO{y6k<9P1X`V0uP595kjuK-_br0{k zy`EFoTJUZv{{{+U2mr1E;Dz$*-*eJ?=f})^NQ4%DGCjkEgqL(}rEQ6Ey;Wa$2OG?m z6@}Kzuz^>RF~*G`=gmU>Ag*~b*5IaMXdx3DRePLW=*_{lO{$3mzFa%sPU%q!r;VJSptjefTY(N~VDZc9gPY}lCypa(kYAJl~o zEJ)@{%b8oIomu=@%@$A2c7cvwe&&~vfUAfAEQD(_EiCJabrnb_%*S{4g5IG1v-gS2NZRj`^9{2#ktH-%H9xJG|4*7p zGYK_-@ZYt2eY(KUhCI%Jy5{ zF$K)~v$jM~CZo*t5X5s4>OS13Rp8h@{QNrYH>BlnpnzW>2nUcAIXui{l8V;=WDA2I zOB(~G3d$XBfT`gTj;MWj*JnWvr76v*po4?qriB>$=V&$Rm(n8TtMqMD_Xf!D8!NqU0I(Ia@|xt;^NSxh=E z!0^>}IMEX9pdx_fcCBM}DW3D)A%~`F2?!Z@53+K`2U~p+a0|If{Xb`{Y(s(yZH#ac zBpvzO(;nZI@cB(b3_`x4Op}yW0~n#n+!E$JZT|#y0P#-bicB|=j5n72AhNYrPtv7; z1nqDi zi^%X+!)ymNsa1<^iQVdT!P!Y>0$?gJ>#+!(Qto-$CM{w8Pz_SF%7-6)@oAzeF~iuy z$wtZ0$EH9L$L%#)8^*G`WXpoa$%ysD;(KmKPO!7SQ#r!e$Y@A63FoekSknwt4OpMS zI@i7q{1^}g;MKp_goVQq01-&A`PElzQ@w6IldxUJe9?K|=q+SWCppuu6P}J&MB-E2 zxwGj91>2z)(=|W4h`+JDZRl}qe%e!IzOVnXi#Ii&s%Yy(1XfFmWtc3(wr*5Qe<0@wQZ!wT^FA9D-*9NgBmxn|hQ)#bV(u%arbSQ>xQ z)hyF8DgJC?#?SIXyM}Kfp|9n6hx?8nV6lT)4vKAYoyT>&w^-THycv3X*Lwc9PW-;* zFpDr!)4f69^(oP_ZDnoZ(knc?FDOKLZ4)&+@oRq6FKr3jt^)uY+Cwm0DEpo!j4Ar9 z_8-h--nV-7CpnU|YEngiX<2O+MKQ%79wx#7V)0SMH3gcuT-|B+CXEh}b5Ip-E~*0V zH*dc$kC0M9vjIr=c1VVB#+>iO|H2%1ZJ*S>Vl&=dE}4>Vtjgwbyj+1YJuv-mqABtv z9CgDuNh%O)r!8Y^+YA80oXg8|Z9#ZsQ%SGh97UumjsvidRPKjX0l`Rlli53`gI&xL zr;XN_ic-$MK@;`JkPwKIll~+2-;;#>IC)*J{9dfX8`rjsl-^vxtSHb?{LQ7!v&>5!h z8*HntKng9x(pO_vpzHeE-(mIZEmQ+`p*-C=vrtavwL{4fGi>;Y`|x!@uM0U~&A{kv zK#-vx7OisR1SX3^*GtRN$B0=@$<5KgWQ%?W&+ph#PEeOUYL1oxTnyCypl=VZx}#Ot zKO8o<^xXtKwXNrN)&c|$7irbiDBAV)WKvmlnqtAvxk<(Zr3`2Bx`fO>hHhI;Z31PI zLbrT4ZPw@!u3c7Uz_SyE#(ZYMv1HkNIBNS+EId#j7Xf_*2W4cn{ION>)2R3RftT3> znvoYS37}XrUGQbPiGnP?1NCM)NE5rAV>O$EctIwKR(7W)ow8* zw`lIZmUAe$PsAW%3w0v|hnCy%l>dG2yd#=zW$0OXMONtXjx3hhi>ER1VLI6cUP0g= zyX0s5`+@u^x*1ye-k+N73_l-A&_27tCGujT>h;h?c=|JL%@S6E;BCLLJJE3g3WwDk z_j^@(Wz!H?M*NAC(He}!-U5WhQ=TB!cO9q&y#c?Svj;`xUWu%8jPl!4 zUuQr|I8OQA(padMW3xz2zj0geOE&IS+xMK`%wStWw@V^24^L0K=F<$sgXX{k>*i##c(`WeylU zIrgv-FxeJpImc0Bq#tqYw%llNV-i(oatNfI0g@X9+aS%HIWTu1tRK9|@J=1@wg#Gs z`%*{Z&X79U2?5T+QE*&;nDzk7+fm9VG(mPK1ye#VSuO60`x%vNTU;O}F;b|0{aRt0 z3s@rhxGkQ$d2nARdwhAlz#Wt4CnHs718^I%1*Z(deg3N;!pE?SpI7L+S>D1xH;{bu$jqV3aZ>@p1v9IAWUwZA5pxzOUfzx|&aP(mgmXzOt|>v?C)Y0I<-wG$q7cZN4q06)lxKj{_Z>N zHze>r7gj1qSSVt6VYi?s>$O%7lFy_|)FO39;hr9QBu8$OO61lzV`nlNo0X(5#)RB+ zZ=yR-e3PmC%1-yp$w)dA@KZDD7)r0tXOo=JUt{33~)fUf7d8_zn97kWeODjN234vfPc;`v%6U9Qa~L^Y$>uPBifI z=MA3d=<%n;M%~5dyNZ-Jw5ktXDMC1+IwdSMka?M!;CFVf6}?`K6!pD;$2D+~J!sbz zbkMei<#0ui;818hxJX~ElZhyCPvt&AiWx%_l!#pn#L$0E?KD@qI0r(LObrs$x|^C3 zh$)W*?YLBaRYu+AILeyjz}cp+3A6GyF#v;>A9HGGOoK}LGPdpUSSC4&xr{O279BJ7 ztI7&pcbEo{+EK3-yLWs0W;J*aT5k}cIdMmxkxgcp67rN33kWuhQAy0m?>)j;G#8{} zKbCTOe9FUOcU?sO`KzDTFw#*RC7Uwq+D!IzATXE2nk^|V z=q#_26g+F;wD5iQ|7pZY48?c_4=V<-TT&cqwN2(&Dq$}U+86GTV~qt)ylSrC8q`u1 z4rbt7lDsomsmoEhyzC)M`cbcq@g?JM4=aDE_Br-|SDc4pi#!NgG=mm|9%~=!ST?#U zoEf=Be5u5-43kRy2(V)6hZCy<2@A!ya`M-!*7WD^Pp%xWC|#dMj*d7R!pq=9;X$IE z`6j_*rcb7u^TDHLdxvy|)=rB%HbRLSJD%1~gKwuK5PzLEjQ>s{hzB<}LI9lMSUTtN!E1Y_*qun{&P#q z zr!~(m1+3Eg^R;*qm&$JSu9x-?h)-kV4mx@NwU2O$dK(al;jeKVC z_2o)8GC6AYoM;7MyxV=WE8l?#SI8L}c8Ixsvb%=#^yOr3oFi#jsQq@&e}CGs`x}5L z{WOKsM}$cVM9;Sc*%OJUP8~RmQilAtSNR2$r{}LFz*l~Q*wr|Nv}Kjz9e63Y)Dl5W zSQ^CDCJDMfuUwWqhfX5(a|G`|rs`)}5B9*W3iW7LF-r|v^`JPC>E_j(mU$jm$4SHb zkYkcxxJEZQ^jN}LLO&nac7M}3qZbaVn6qdk;(D+rzueyXa(T)0MMu|EQcb7%E_Pwn zGPoKc0Na~b8^~(Ph4ctkZ+{9SLIvXh7^EP-eie2=UQ>|&FLLbLR;8~;h{uT?7!g5n zVBYsK(F&%!lRZLa^=Kf8R{Yit;zN6iWxzoP)0l z#t6e4qP?F0E2%AJTR@exizJG(PENO;#HTRw?E>c?zK=l)Er5a;R>8TAb5+dRq1_9T zA;d&IxiqfrT6>>JlVCS3nYx1RQL$SgAS9=c4Xx1c(aMCsh+JO@)LwEwI$1pW0Dy+p z!Hg{Riif^sS>ni&f22PsET)*MhJH>X6yK51y8ATC1>u$t-{v<%G93S|?Ln}+B~;IM zkG_VgLkz=-BJ{VbH_#-Yu4qIZnRA*@8Y=-q*gWjofhTvtk`$v|Ht&FubR2G=_vLj& zG-d3ij}Ja0E`2G1RmPGGhsAityf7X1(pJgR}Z>2JtDP7K+g+hto-g`XsdO8>MV zowHBsDdg831aNc*;q5zTVyfJ-Q`B9FJIa`)o029{w31>e#KuMn)*@#wseGdR8_lOI zo*IgR)q*A7ip9&)F{?;)p3#^U?|xq?C=}Z9d!s%-b&03{Ms+DYUmLJ2DK?VaNmVML zLaW)JPzi$~8JG^c)t|XR&iK0&^ga*hXr9ljQWMhG?qZhkVp#R7B=a(XQEQe)?nWN?T&0YTf6JL#)5uvaVtxu+#8rCKOYl| zvR-02Cwmb$8BKXcfFdl=Rfd$<@Ab%#&f1z4|0A>iGeIzs$OT zUswpLimrnI00h*A_RL-xm_l}uN)ipOJ?wJVQ}&2&&UYBlfIsrep33Xf>e79GbNA=I&XW_vCjyR^`RoJ55Q1|vqI`X6z$ ze>LVC#c{g{II&e4Ys7Yf(hxjvMjorC(~NI#A@T0&ZQy~@F1u}7gM^w?2Y}k_X&l-s zcgd`=R!2S1Gf1&OMO>vs>z+4~UjN0H%Sp!wH_P^DvM9MZ?CbTEz%k4m{G2{S7F*_3 z3Uu9ZyVu?855c??RXO3O8g5f+0-pHKeON|>Iwvy0ILBysENJi2c8b2IQit~(r;OeV z%Fx|~a0V!?v}UYT6w2a$9f_hLQ8~M%K%s55$2#y%=)(qIpoN7wMG^kyp9$*Bx&|IN zzE2<4yNTc|xp0Dn6a64Qo^z&Ry;)L#!n+o)>UTxgm7KCIDN+c_Q|9s%(Mh!<3q z`cZ+S4+eWPTU&<>f5sfV-(Roj;nY*ubf5SXbLX#R__-Z!vTpOfB>Xq+`M(XtglJN9qL*Nyl%clHQ5l_aioQh;#=oOHUWtT-wS)b|5cfEfZr{&! z`3g5qppJw);I^eu%u(Q0orVyq4aUoz@sBiYT?g382&xdw{g3Q$NlM zJrSe?_l_6fg;#ExNOa>v1AZG;#Uq&^^?0dX4z-++ZAKH`p#+lR!VauCHIPD@0;#lB zbSN$rHMp0ZT**L&rhZ8 zf(cjJ$r)uGxFVHZ1zrlYki_8=S1>_LAi>pQ^bmeRlK+S#9fEwKoE}wze`Pp=hXCM= zNkV=3$3sh)eXr>}JBc}4KYT05WqFX&KpqdKyAr*okGrmPwbuV()-|N!0j*aqY?lI8 zdqYQ@XqqWrEz)5+@w;$dR@@+eO=YOUPt>#NX)DAs0>uM?MA#4~RkbHs827Btr5uiN@QCaZ*mlHpU_E`uT{t5zEh|j@3Off+I=% zc7;mIUhA^IlyeQr9VOD4Pi6Eajf~)PsGDD9!D8x?JNAe)j+G?wIx+?3 zKl?FafS3L>h+ztQ<|T6{piz-YB7%z8iSTRU1&B*5P{=}ocf>7#4gl>z$L#H)27U)@ zys0>i&@nW%_zy#yL0`>`Gs^<;k)Kw@TE+l}E?@gJ)v2I-7Bx}yPZ>|6UC{VdNn^K# zWm*vDC55F_E5kWAiae@d38<*DoG%8wV80PhIIukA9B=g89s(Q2KyFyB9;woIc+YC` zD9z5m7M;$QZ>B?s7y=a^RP6r>y+VZtG8Sg6$b>)RRTVuCv2|C0`av8;ge*K5o(08| z>2RMCuP%&6jv|f_SpbGmO8?Jl2tsbjyY-lTt}%6qcn|ScgC&@`(uGknE@F$b9QdK5+D$p@>sk|`)JdS7sHe9z!YiqNZ?s*FJX!F7_a=>e#aPGdlIoZPe z1_XBDDKe?UVca(!v7+5sSkBV9z`X8a76IKOw-FVic;YS8vhRLnplst=x>ptu?>CHk zov&eb8nYI?u|_f`o2$>pz~VINExmTzk6q;Xf>mqCcXD^{N(38x*YsfI7fn%!rXM34k*D%1TVM zd^?7OLGkj&bYt`C3j&`8?<1C3Ifr0F30US9B%3yAY?;9o%-C&?nId3y47bDzQ{4u1 z#2|dVzPJ+0(dbpAv+7{ZK5pu4yoEmY{orc=f0`>I!RXN$BgeR(D$pCT4IKX3s z62%D?Q={oe^SvM|91dh{-DFM01i_?`h?CLM=*cd{K@F~BGX3WP0EXVni@Xxst#rvC zmP^(-su(l}YaZ(%4Z)FIvtA9|?kP@yVCPq$s(M$74>7y$dV5t1&OP4XLLmerrl(K7 zAsDRdyI2Ddr835UH+;|A4L?ttS-T&qi9YL$@Mg`WAg3=n+$H4?8bH8Ap;# zC$($v*U++^L#fMii)XqR+)b+-aQ?f0Txd67)g%-1MLIpU?<@uKf7C0n$BaSTW-fGh zMa4J;|GXrw+6kMLv&J3)a)zXsPj_+5aR8S6=>U8=^X3!_MpY!cP-f-ZcKbjnq(i+$ z>eJLylGTyVC)k7V3xR9h!|$9Xa_N7rBnl;t%tj7^Q9^&@6()-UV8hn&XdOXBY$2cv z!m1Tfj*N1HtA-Vmy*}Zz(ansla^=!MsZ;D}d)2ErR%dnQ^?%LHG6d%OK$g0aN_ecb z`f(JX+9A5o^~;@kAB}Ww_PXojCJH&H&qB_=G#)#KA<#W2x%XHvcUlOfnkxLW<(*LL z5%=gIK-Z=e`*LQ@P7SS@26+$c!7Y1jIs(9iwVnCk8>BB7hz^y2aJIKz_QB19n~uo8 zf(hq!YRVV2-Wft(^ko)9f`Tx_jT?64P`R#VI@|kfmX^9vQ(B{~RM3Bfi*0jf1Te$P?Iw&_=3mn( zaQ*Byu^!e5GrJkTcKL?^<{hZ7yB6VFQkd`8?a5{H#kZ{TW7IC2}dG$zL0N2?>}& zA*FRg!WWa}I@!>u8DuUS2v&${-9};$g`#kuxikeEhRV(`}44r6=USxb7! zk`)adev{c_3`g*TNM%szk>(Pmu_rz2G9PZ{c|8W63k1x z(8s81cuB0SELK>>!6y%lYU5SNx0vf*?m!Fp#JGf0Fd8FVXM?ZH$}jOsCI(mzWOoil z70EYlz$O7e;Q)>1yW`g)|CMG(sYvM&vP0fBN8}6ijoBxUhmDG}xCA*l zaV0AfoJZx|RKyrdO`3l{{l~3gF!2rO)J^Ch^d{5QPF!doB*3#txb@gtxg%-Vt?ao- zA2I;2afdfMlqAzV(a72r%^?}2PR(G7$&z4{CoTEYW^=hKl-dRPAS#}t4E}kvKJ!8% z)1bT?)kPs+Yr~%*4oK6}W6-mKd{B~953{nl#SN-M?XFxaa~L-W02PaQP9kk`T>-;# z;6zvu+C|_iXxYT5v9<8|BM6s=j+jqvcn-B~BuQU5FLp@^#kpOIjGsaOGcIDkbNwLqzfQO}v$(51mCPmhZ{?LYCotfU`|3a&fq&DOYgH{XG~ z2|a2yJQZI$HUha(K*B*P5;vuWx{#OZxHU-voQF$XqG~`*+|XY96nfgId4L4k>SBl{ z{LzLUxrCPSOs%4ZE%+v}tpzIP4xg5;Wa1QsGy&azh<)w1nqQizJ1^g#KmK3LVLU%j zkkl|s$M@1_7lry{pp7Koy2VB7U04du)+?$cD*Pvfux!B-cG*x*scv0>nz`z(+Q113_uOuzUTqTtuL@9s-K#yCElmjTbYVhAHk7 z)s5r8xU|C`>8iYpCpJ7ZxR=6sP7!t`*6DmS>8p;IocZI&4UQ`!n_*& zyqa1}O~p@gr$6tt+^7N@1+~#3DXqJv&;|f1^@LpZKak_6XLN8?o*iShli)UogZTjM zz}4Q;)-iM0lwS{`9oPlrSYHb$QI+YI+iyzZ8txxZ69kWV`8P<0NVT6qbY_QyOJ&A) z+WYI?pjkyXzJ_ad&{#a7i$h@*#!AkGE2&>{OUTnJIozMeg75 zDSnSOsBp~nbX9C7GLYt1HnX%G5mqs7BcCS@Cs){~jZ73tT=oe4Nz?U^m!vh7NHhR-tX%^5x4Wsf9)6L zsNn4pSh60$OZn;U5Z!DE%IAxO)ta=uuX(7KYB(k68x1Sn_!PUH8SHoJ*)~NpvS7!s zf>NBZ{{Y<$m}BvkfYv{ge2R2%v$F1sCL8}K;O;;&k23m9ER+@0V|+W|yus!K4%D$e z(m)3E;6I+@x4XQHZ+V$ttVD;=zpNPV6iyLxfKXmm6YPyt;tTdfn^0HXg`3}YxmsL7BC^0TRaVu2*h!S zWR2Al^2PqpxC(+qM(+37&5xi?(putW|Uat(!Mxa zL7)Ga3Kub9fGdX-@1<+ynTV#6X~EDlU1r-;>@V4#sBJJH{3(#CdIMycv9A9S`cjdP zNYA?A#9vNe<1BE_kijE;_qswtWtB>|4E%x(C*M#s6UrV?ybj`uYo6hQyTViLdKDx8U9*z2%xvbu3n zfFyF8>H2kUs=$?lAFqtAUo`IOCGwOgjWn_(H82ycLfrOLm(=H`1OIAjm%=+eqCZJM z;nqOfDS2TI+0?Fw)OJHo5S?XEIT3hhkLyBvs!aCWq7sM0Airmbp*EWOvz#K z9ZZr%2Z>7tnw#x%-A23{x`Jl(>5_WNw6nT;;F{hOEY;Or!gM252ojF?6f-Ss$y>|+ zAp9L7H>ta)nbCP!u?OTm$c%q5NTm5l5=r)Wc{E`#admyCTnC#Jh`W6{qy{+%afbrg zp~yqFApDu(+!u+fUnw$j6u6&%?~Yyngi=!4 z>tvp#01CU14W*kiT>>pJ!g#d-^^!;45(yR?ey97Pb{D3}-#ZluHC)V|wSHqxEh9R< zDq8(<*ZPmDRYp@LJ>>!1!=H)GStksFwS?8#DqLOoO#$GnUBjnS{mKP3g@%pvDxTf- zD<3W#JPZ`jr?OZqnM~ANTQJWyk(j?n+}dL+@Aa@|A`l-A%QaFZtvz?Zc_$eIbT3_>5 zu0LJ4Ngrnx&c}K3D%FS7_q(Ujc=52Jvo=UtW$$0kKNo<$_ks8Ba%!a()c4i&&>wS5 zkm;WFjGJp(v6V&mJnk1|gZ4bGYjuGh)+;F>XXGOSa0u~{YUpq_cAej(#KzTF3n!vvuUpD%%#@vZAxk-x5rTw zw9g)S*QArm^oj6TGFk&40TgrpxC;J7e~ydPtwe56L`9z-QyM@P7`^}RcS&t&i!u%q z3vZ#p!3JW?alGOgRNU(jUwfi%Yv;1$~CV7N`8jWL4(_-4T4lhw8o)3j2Ai9 zvgIES(?B3={SkmKf&A+&$24444?t`Rh2y`Fc}B2u*qjZ?jY-t)i%kHX7AG}_urW2FH#v($=py%h`b~pwlUpuBmd}lHLr!wv;Z>cQvru zbwkDBN+Ta3uPnIB$QB%{^NWT3GFE7q4N%Lv=-mLkgaQ)KF7x44|Dh-isYz{xdZiE! z`VlVS;v2c$2^pinFLVE!i%eR7+CgQHD|hrZyKXqgTELc2A>qB2!P%VLZ`4H)Kbx_D zLBsiqyKrLqu47N-4Cm8So31O!k|;lI@Zhva58JuYB&f(_LKd?btPMEHPk#isaMO7>~iNeGhrWxaf??&Gn(Uf0SrKG5-W46m-y>Z zziwx^qXmV$uz{Ulo++#5+#T3bS_6@)6bbo!E4u`=j3$w6V<%9j&Xq=)FlhM5j&CgC zhO+Jn#)w7)xM4C4Tan6~5=+PFcEbRUf2=hJA|{}^i{-jF-FR;U~X0rz<#IG~2C z-0$6Ph~j5fGip+h>P9ti$MQAFTuy7iMi)$cBH6Rt{C;SBx%`wIBb8boHfa8xg%m;U zl?(qsVZRzxiVYOfBS2^>VI8Gk`H?`^JdbmG-+npzZW?SahCW;p531@fYC+nBqDGwv z*w$beHYHj;ORufM(&fa$ztu8s+tQP3cH&1$FAsc*(1cRw`)2wN!?uU*>Fs6Tib!^)b{7}0_x3IB@VaF}nb|ao zRszZy%;$%-K;Mg8D8$3CJ^_45h7iGlx(K%Pm>jcXTX3iL59-|0C@2mgfQy3K47nq> z4w-Xs_*U}z&~~Tx0XUQge*h_;)NB{e+He^(al(f+(TE1YwP2`37_XfP3v;pwKS9s? zxKMi0S2eg^Uc@_$|5Jxq0}*-)kunDm%leBIZ~Myqo`V`N+JQwmW{qScnDJOtPuQIV zxo>RhgBD!R@Fw|Olz| z`8;bJ5XAHVLH%3NnoN)XKK+ooA~LQlXFlN2n@B2;qn6?CkArQ7&yOXdst;Rfw za$K7Z`UR7&Cp)sEFx|2qBTfr9ng^pHJJ(252JG z5looqRv!UvOE_H`XG!`_%vieWM>_3rfQ!?&A_MD7BF{~>G+HELAFQC*xiL1g{2xT_j zl(T%HrCrJ$f~uSAFdQX_Zv(opvs`ZnH%emhn~BdnGTd`LZ6`R1Ixk)SX)o_T*1({B z6bt|oUHf`fe?nCZ0wL{Hf+A_gW066blpk`(46~ThN5Fbeg*Q71z*2eRR{^Nlp$|8C%+z)hVe-J!P9~SHdafpC zK=x2?fr{keHIf;?jptgW!0~4}Gr)w03(dt2F`xm~W`Paule^bxHVy3FuwWC=bKrZ< zPLTwq&(}c|^dk~vAN2xt-G?c|Fi4r$^sLFlx~phL?1vU=%}_M>`XhvwrdXd?=1Y5t zeIFj#&_>!1Ih_9brT@o-IU%V)Yh%(w)#_M|3b&o~r)_cO>U?zGnOMx6j^+SRC&#>U zEo`Q^DzZ3Iz&@Q5quc*KEbJ&bpjbPAZ6=$-B{IFuktT@ZUX;j~ei>D1YED|Iz0SXZ z%2sDE#i4vUv*DZqR0uqlbLe{rf@Ruh(#MsZ*G=|7+dcFNN`x<4EmRN{yq$&2XdBHtmGxIDzg$2=HJT{Xg;yWH~DQ@LHe&FsT;>0T`D9Km# zj+ayCQrA$98?efEs8ap9nQSfDTEQmsi!YuP!vx?B$I`LkniQ-x z*$-$DM%E>l-grH;|LSx>ghqpFoTd8oa#XEsPnk~h2)V7y z16gFAYxIUeR`Dy?^Kd7*cO30V_~ujZhqw&ihTe!66+;WKXL7PZbQHl0gR{v)K$P{6 z*ekxLo!Mzi^!=OQ;{x?9tazeDAr!Lz*R);$qny%mmJGtf@#{SScG~d-%Q#%`wCDB5 zYA90KrAkac{tv9!_9HGBF&~}AJWgJ_vtC_Vm!Mz=#tEwc{=rWTDYq^WOtSdD|Hz28 zkY{fb}n8um#HRM1sW+pv~;*owYk?`Gq1R`|FI+Zne6B>cS9>A#Mf|2nZjM=(eo1}wv+>v%Fr(3cL>JYNuNtNw3!$W&59l7*meCh zHQAWz7sDsfHIqujBZHu2PzVnVJ;r@4zu*D5BDLK?zN2C>mq>~ConA=33y^Mon0^b# z`-fut=}EHhOt=CEW!LDAUHLZ2QYFC7UQK=y_mBb0dJWjm!17QN`o;c2DsOG~tf zb5WUZpp*<>+jCPSW4M#=n-#G+d6a0QJC0>VKZ7v<@BRQ<(sd;jp)wMz3v@s_UD3ys zj)nH1-Ds+K-@vU}%ZElu`9V(G`qrn7?nZq^g8L{U#uu=(T{(54mkh84Nei>$+9*H$ zdm3A3We^W4f(8%zA3dHv_cudcbh;_nYnV|4^M6m4E^`5!I$*ROh8>jw$}iF|@$qZ8H)t+&GeIk$T(F5I#y!2a{uRl%MVtX_3?w){1mh$0S{Zd% zjiySEVYn_cWB{Fo?ie1=^*MwBvx7)=ExVxznKz%cTp3h5mJj6}7^lwqIU10JzP>H( zz&bF^%d1b%WG9C=RIGnGOz1oN+lXieW-*;oGfW@~96Q}0)FqEN;10bDlui5+LY;JI zUZA>C{e>ci+=Gw=*P~*&Ma-``8}zvf9X3Ua_q& zgjho2rxt!x4K*biZJn&3+pBPWKB@>e94Y_7_6>8t``w%;|A#ytmZZx$s$$kj?=v>5 z>-I^Frr<3t^Rv`NwOdcqRpW?N3XW>ad;4qb_7v-4^$A7f6Sy)ltp86hxm)^y>Ln@G zjQeF+e*;=Fa8)RvFZZvw!x}g5-{X$hsYpL~s`mUuVVxBxt;vdL z8%50a*3`*@=^Lp|v%+J1$J@pOf)PV&-(JK&S;lUniJv0-wI9*3fQ_qKEyveZ-W|97KXWlU!Q_}>CiTLO&-qs{x zQx8zf2<=I-jN5{thnf}w>3kJSSNi8RrIbpV4VQ!#LV8Na)?JlQrZK(Pp_}L=%EgHn z&>evbt*S;Kq6Xi&mS>21({mGGu5 zlE8IBJUDv?8f)yI5qQt!eka~eU3U|^6)3V*QkPX62QDeM4Zex0Va+!E#qUvyJ*_AF zd@m}_yQC$TtmMn!h&;e;$Ohh!!O zJsMSh+B1Ti>h@u_kwJttW|CgL__Tq!i$<5)`j{W2P?Bo>D;($z^J+MoXyP`iNd$>X zuPz!>Zm$IK2Xm*i_mdRi8<^* z-KKBzr`PJYM$O+7!vfPoON2UTrh%?hG`O%Y}PlLZTu0fuVC`cl0MGCIn;E*{JJj(4ECp`%Hvi6 zU?j6vbqX(bMI~|TIiWD;pPc#8GCCR)OD=7G6B`XWYrq_19VSUAI<|+-gDOO=wNzz2 zq)5`;Vt<%h${`OQLEUg`TgexDp&-4z7*l{;{2~vjwfs@SmJ#HU!y`GEE^S8%g0b}h z#Igk78tpF|@kTJ7G*0#YwZ?>p<;xGNPl2>4Bso;Oxm_YZ;aZ zWw@i(-csvlgZj2-4rIOpWkA&s=?(9TM%Z?AT~%_9_Rymu!o7*V2GK!WD2{8#jD72l z@)UzoF&GkY^eVj+pGj$cM)Dkp?GsZ5Qk!2tth3IZ@Jg){bEw|s1WQ9LCq|QQ=Ew1o z;BO!3t*`tp2#8)~eRgEbtl0^NwtMjtrmtW`;>v9}N226{r#R)n6M$&nhFJ?%!poAS zmo3TB!i*!G+>tQwcfElam1_~@`*E~Y%du%7FS>=AtTl2~U!9*8Cb#X2sZ&(oa=g-5 z^-e9$qez0$i5$NEDn;BmHX|Ma&yRMtR?xLrIvDwUY93ZK*=Q%zUGIF{bz&8ib<1zBSd1Z7Qo(Iz zoUjDshAa)8E!C)CV{j*$n+)4+LLjUGM-egtxDhxXAqjSN1^aObH7T}BP4aWjLQ}<#@?G*IeESk- zs^Jj<)O!2#P0GRSdD27nM?!m_8>n&ebV^pd0peS)EL zLc|(ok_S}*GOLY?zsdrZ!Aq%e(%E}+60B9}Mg!?B7mXZd^lFMCcNpv^_Ppp#BAJzw67>rg9ZXMA9GZ)h$uPj;jeSf6P*dS()z4G<0@rvy zZ3GL(qX6!zSn0G&{G#s(uu3d>+1BWWyy3ijEG5D?pxld4r4p~0-I^<#T$#%bqz-*I zlw&E1alMA3XLSQj8eiADeQ?P6asUi5MhoYl!U$cF+M+2MfQu~AzA?jr9LvYw-p0pP ze*H9W%A<9`^uD5aFmhX)7t4~&4Q|Af3icodn$Mjf(9AX~V##k4zZN&(2x@@p@4l$M z0O9-VTb|!2#~0-h8fcK@d3}Ku`%dq<4*OE`SGVA*%ws4u!S}*z>nfD9;Kig>DMN%* z>zGQrkZKfhoJ|g{bzS1-z`HzlwK`0D`}Z9yPtJ>Yd^+~kBgB6frznth+8#raJDS%v z@Y*&jk3!6g8*lStoBPFogjsuV?V;J*M#3kihH0lQ3OqATGmlwH&fl*zstX=kg*j%9 zwYw7g;_XTBWXT7n#{>aMQA&xid!$?d)o?i@B$Yk$?d&v9KA3?s?}f=~vfWML9B519 z4!GJCm4UECK3kesKnV`ZdM6``inPkGJ{)WuG|Y=*Fx+!na$5|?wzn8_-c-l~+8d_n z2$tmr-;Up1dqT)1F%9dl(kyI$JsfA@`ruN1TmIUXY87Ud)C-MS`vIS_-Sa}kGs~V| zFX#?)C!HHV3tIl7Pi|nofNMV_`C#>PGZstdn0H2EdmDJ+(`xrwY4}j{4@i<& z(^AxEPB;(O?T{UI;tX=gGNZ}o#YB9D&h^MhLb zN|7IBWU4)mb40e2#7({?WH#y*T0%14CrjXlCUzqgpWTF>4Nv_`K?}CjVmYm=Ky2R0 z_~6PS9nuUgf*@v!)JjJjPk*=tUOKm7l-mQn138CIGB_EUT5k#S>D(H)e57{8{^>pD z;+NVE@KElqj=B5uX14goB7_sBuA;y$`OB)igRq5!)WEm4Ql{MY7lDZR@Y>Wf#mL;+ zr|QRPbjB$o*~&ubr?3~!2STpPrs;`huN5-G$^^I_XNTilT=?6IA(#!sd#F`GaU7i^ zNQmEB`gkX;gus)ts(yfAO1@K#6_HWbu&6AkI+6KjZ|o=6J|_9r_rhEjvYsmzT@F_P zo({MX<^xFw;GV7PS)E#f-RSpG+70D7o>-~3tk3HGKTNE)g7GmY;`PJc1WY95q!_3W z|IUre<>XYBEcr0;-Cqv{S{#OMd_IaRiuk7XDs0W(!yfv~48pa^Ood-lhchhWlx)J! zEJb1W$C}^g3J4OpRFi4B*$4V$@qHS^C#)>bDM&UeE}Vqp9S8aR^wd4-WKP(Li|SBr zgq~ew+G$gKL5J>I#eUOES*uqEUVFfuTKRTbk#I2S>WcbJ-^IEW6*yG#gsuUZF*8TD8)(d0wN? z2Sy(TRJuAaY{m_{=nc)*dY=6#nJPOvvtHgX2-i-XWHALzWRdp_jLw_;b(zFyt-CQj z>S?2FBxEbPkfz5aOampH&|qwm?p50QDLZwH?-H%Th{O$BW$Ex`YJ*;ce@p-(osoXj z6y$60{4pYsF$nHc(d$Mf54QT=qx1*1SuRj9lqUJz z;GVDh#;$o!GKshdP4vP-xar)tZT#==z=s99$)#K}o&U7=~i(8u-~sv;j%DCpw7p2YF58a-5+ zFVl{bV7sWVb*4@PuuGS=LAqil)GC9hUfFI!=R$KoAV-lCK;-FGIB6T9#X5(jag3679%G8kkOxLsX=T zGXHL9{>BQGQAE#*W};fDy=?bsefI&Uy=3u2#|eS#yWx3Oyt}GJzg+)BA%c}qntvng zUNP{|zf_4WQ|iy60mAZ?g^&e+TZzA~LB>;@o<6G?KV3d#_;(Sd5_t1J3WiRHhe1@k1N>%A6_Hm_0B@Sue*n;*24+RNt8|$6;A(aT&JWZ&#vv-HaywMqjZC0?Hs7 zZHH`_ZscwtmC(am$!Ha>9Y|eRaZkXUxRedz`Ph1s2fY8iFrx8^CCHZW3$Hi z;a$(+erTH|6l}!d-kNO3Z_iN_kU%F`uNPUG$Z?HcR4iT`GlFU;?56GsT~d0!J8QCq zV9w|caBz!)qL{{hF&i70;-JQX)5pHI!S}tCHm3_$kA`uek(^Y-Ex*2Dlw@maD?8Gz zJ;u!gxRtOm73EDTS7`q2l)Ts==QhAZ>kmGut6%@92AY?IQ&S^cORPHb91gQIK@U0$_myfrjUU0Bo!Ue(-5D8=C%iih?HY`IwyN5WGXOA4 z)ft{QzTX2+D#cuLMjAlY)@pY#9~zhf2R+>Ydi@g%-l|9=0j zW0s((uKrU~O#!UPP3WI}y65d)ievwO`smL*6bs~`ah6sp6gow`reBThW6BSg2lj@C zmr5&)4Vgfj-HYH}hmsP{LTiAlxbA7pAf&MrkEhz@d~m2{9F&s?vub`J!0|P1^r=ss z+tCju{_U%yj@n-SupjD^fAVh|lMInCdNjUagtnRx)Y<`KGp0Tl&M7E;N6Zvlg+xhy z9o>e+2Cz5pOEnoI#DOdm)!xaU?jVaZFZCoMP+21 zl24HAk`lY0b4WF{3$1)h)bv?9OTx7j$b$6VO5ASvqFGXKyvL47=OaOMLoa zCGhPO)rVV`?>^~(LDE3_*NV2l$K}E|Vlhgym#hF{f15Zqax}WEX+_w%>@$`QYQ}-z z9DN!ni58w>1HRKD=e>K51#+yO53_Dj^VhQMP|tM*e#a?yJ%L^$Tz8`rX+ibG>kjojWMa?OH?HC2N*oH8L7?nZ&}q9 zGz*c@e!yzfwh)H+!3c02;37%tb4(Ulm^jD){Ll~sP(Yo+k2#YS$J0OSq9vpy1A(y! z0_TeFybxC!?*wdyK|^GaRzZ$i3`{QizVd2tvXR>y>DUwrwwrhC?;q{U`*_+_owQ?_ zjjcQ3C&YJlq^kVo3FlLzb>;E09ZkL2BF4?=pP2I=kPZ{F*2WQXa#nRK30cd&YBXjMThE8C?hA!^Yq4??J-~2h_nJsb+li-9W%MaO`tjiq!(6>hUcA-d~;u;!O zu<41B1R*we#crbwhzO*g^`tKlQ2+7(1S%3qX5<7 zyLMQEsYWFG(nH20_6rzL$1e-*T-b`dvJ}pvS1p@bWD#TEAB5R*e(QK5_sHpEN9?$R zKRz3ta@PU87FS#!h?00yY$)Em;VE&;HJn!6?7#m$zFkkE%T28zABVceiS^2g*K&hB z&xG4Eh8up~bnJRrZm9j1-~-HpCz-#|7)ZIOYpiLImjj?+K2VDF#(a{ESCr)*kh$Q!Eo3f)`@TbD?Yq6Yqi>4k-@+f!yP*>a%FiCpgAJ=IK)gk?tlY(aTHr zgb=z390Pwg;SjNg%J6@w;IIABUiY{Ov6kt{)xN3Vg}(}4L5Y6d@>acO0WR>oF{80R z??zqxe#2QPPwp>GxEWf+^MPuvU)ME)-gS@ziOW&*=iOxpe+_d@j#D33#H- z_UmTi9Tj9Ac{-O9$!c%{Q?58+^G3JLf0{_M-xwyPW}BGEJ@*}U$x*Z|M%OEy_jLNs z#P?8{$0Pp3M7|Gc=P0uEw;EN~Ofk{6;0^g@P%=Hac2c4$uR*ei>Bso&D;k%eTGaC$ zWHpfwi-nhS5o7n=&zSK_O{dqHlJ^IayoNh#u{4tL+EZhyb3v0QeQKP~PrSG#nTpS9 z1=^zXF;midWE zI0<)KvZ@C|uw`dI=H^yU4b4f_mE=0=5`*Wau5?0R8+lJGwF)KYQBYA{q4M=dqUHa! zhWT^54{Q)+a*viOu^ZSGZ6B|tj7f9JCQ^2l2~Dq!Oa;5U9YO#sc&Y%Yu356Y0OfBG zw)9-CtQ=)$V5#J-*!b3Q-n4FHWJpHXjq0H#OM<@5TdlUKa-RlgU-c4=hI&$FmP4l9 z*gF0n3&^h_gb&lk1xZPnbF$8LhJ3KA@O)@U;l;eo|MWmW3UnJN%p{6I4DdN4h zY&L*VLG_M&=m*|#HnD)=jZ}U-8bMP&3rE2Z^JExZ1{X(2D|N*E1rSkLi;)hNDk`R5 zfIm%9Of4Wa0tGG^loii}Hn;|%GU+g(5(%GN0Telj#f-I5b|A^ISO*YkTd3`AV2m+a1MJq^Dvwne_C|S@E z?!(_uiFseuz2WV6dJV?kTPDa;YWB$p9s^XKVCpThMm1EP2lEkz__m02xB8lr5~N>f z@@c8ju0G&=IJL|>di@BjKuUH1SRF4%!UPeEFKk$hI`FEy&{d7R)wD8o{L;6Eq8&O< z1OJ**3EgQ8Ts(o+V1jN))$A3d9Zx(kA;E{8Mr(qzpjPN8E{06{K;MB5`&H-8Ip`s* zE*y_o@w+;kx8?SfR#?QX5b!0EmG@!WivDnY2$*J`hKHsg-)U->-Pl5w#0q|^YA%m) zDH|^aUbx^weBW+)n0L{}Ngj7j?QI%BHhOn+Q(1_^EJiDagr9g-Twd0QFDyw?Y5rg; zD-l`e(YHeYn2@4PKePMVP@Siwoi-+>K3`Wf?+_BAtsNI5DqJuZJ zJ0}2pbqOz)=qkI;0>AHpT&7|H-uQGz<{X{D7^QmVq`^%&6?0n&&Q(&9(3_C-G2biR zc!-nIL2rwa6%ee2J>~dg?i;=G(?cWPNf|H%kwL4oyqr~0X6}@ zb;;SZgnj8iUrK~jnG3_hJ3a4_=ZKhf+^ogHS6xjavkZCE1;@xo zphHJuHK6@P-T9Aqc!K{6R0L_8Jm$ zu&{v|_(&)K7r*YivT%#(VFE}6vsIt8Mo4>u)MhFzc&b~perb_(m`p$2*(sTQUe5n7 zbIO00;#_M#+lS;e&`~eA9nkvTcFLZ$1rsH1@8%AL0iamAFMufnA5<;5Gxc>H7YVqk ziu=lG$uXL5Xe~V-{vwdeq@zW9k~F48=J_24LN=m2&0ab9A4AhPm{%TZVN0x4Z&4%I z;=Z-;GjsP}(SycS!c`=qQitj-nS1JszXJGzBkBc9Lh0hA{&*aAf>KG;CtW-7uf0<$ z77@4%L(tt6-N1dW?X=CkW6egXsYyK2$(dugzf$vvyenbp3nQq{@c`vdETID!)-%%6 zH%49J&MHcy|2*QrJrPIbsvn+u#4sEFoWgUZ_vT<5;k)UhT!ZJ0DG~}Of0Z6NVo#R_ zHquN2qhi;6Yn`2bT}mS39k7MqxaT_Gz~2iFLjS<)&r|oSSG-L97KSq~8`%gTYPv9^>s4$(@%o};E0ajm z%My&Jd^n&Mi_Icf`P*^hxFu+Zy(mdx^!U}k4qf?3ye;u5Ykn4Y7xH_gwYfH55QYZM z7@4f;h_7x+Y@u(*a&W!dzTHFcScq({&mTOrY!tIYp-|MFpii(jc$(4bL}fIXV|w&1 zdz-eK?a_0iz`Y+B4DtD#FzkPn=()G%;eZ>w{hhXuYQVFUCcesGUDI=)m8UpQ4T`0R z-T4?*+2GK%tq%>JCNmE*MRo2Idr%+zMg?tOZCo2page$q%|{_FSRKzwh=dMGfc0^P zMLz*)@%`<4q9Axg8(RnKAfvsUs>o`vd7f#!V14FCcV+-PK*Yc46^2hCYj5j6eOH`P69qYnjmsM{_& zMJbAoqz)|{K|UQlPRW0LOc+9TICRNi2?nt=xY8<}QSy9)4yu5`an9ZEVZo8Lk*8ds zsV5udoSYo&E^2>0>x@}|C&|b+X;XMB&9^wm#SmJ~Sb~DzW+2>%LAR56^Vf+5_70Aa zw2iYVm1tDi_+M%vO!tjNVrim6qa4r6@p`y@)ypQ^#!dpnnp^ntq*xCWVGBab7ji3p>FN$WXapDWJJ$shD=mct+;<2Vdqn&(tloPm) zeaY|b^)`>ZV50+~C;VStjg}=jw$uYgcODd}9F;vBX$cdnS-w!K_+7pv};7w48PUVD|XR zo`FMwn-%3_Z-ok{U~8K#m6=C_8aF^`TPy!G2yGsvzPhA*f6={oiJ$y@`^O3jd;YP3 z&M!4AF1&PobJSIpf_D1iK2HmCn;01^GS))Lo7?O7(X6;gkXp6@6fMWvbN*5Ng{=83 z6$mAC+PYF(whKKjuRKge!&z^TLsP?nK2bD;K2)dvly0ErexXAN!u31-B+X&Rgh>feQa;%U!yVm-$baMv4Q!464)RKh)<{{ zcXeDzCXB{kUKO+sE25%LM%;<_w1xBL&syum5bKH>jRKn^==5Y|SFH4W&tOmRdte_E z<@wWYLacHH{6bpyKe)maYUi(`(CIF_Lnaglj4sL)rL%#e9n+>)SZJw>wBN+#2R9Q* zZ@--NA@8G6P%*;rF_Y#C0hRL}xSwW3>N6!yoxdrcu9`1L@jR?AFo!JE6z9J_Gd)!g z?p(w@C*zNEQSuJoP#&wQ?*+TsT;|K8HcmY#4R-kCqq&MTB0$NX*Qi}mkl+tIfDOsJ1hzMY05`=*x`<+mrWP$!Z)dHNlDOmQY?J z=*c-pF_yKTVv%l#v|+5Bit4MxT0!|zhlQ{Odt4BhOyV(-A+mD9t+vZ?>~`RPJ@=X` zmjmF%L&LgXf`Xazoi^wio)z})R$$Iw1tv7Nm9sY|DACI%;J7hMVzI*j1+n}RFSgve zaDa?_WceOHXVIq||M?Z4Y3>M!6^b5M^~I2kz=bN>)qb8}nF7?Z3}2h-N0^0^PL{ic z1}cK~nvC(}{hj`Yfa;it*$YnL47e~}Mptx)kd=Ds@+cS=CiM#g0`f!l#Z!$dZ$U82 z4Lbq3X!#d1;6?+)oYNX?IrlftwtxE}eUIT=2$6?yz~ z((?j_k{c$Kq7*2q@B@T1cJiS}#vYd1R@cI@hLJ%;Y!VPfu5B5$~22f zd)#ibDdK+4Upz&Vd=COp%T^X1d@g~4+!IQuq`N6v4{I~5lpAcsoIHIW}+S0q<~)2eu_ z#bZgj#WE=9%V*um_eWYUaSB=^F3dvh!njC}&pBuNbg?MM(!uJeYSc>PHoL<1~PdTg)h`%~Hm4JZ`(=GqtK^v8+ z1k^1m1QQb%$T-{iPugDgp}EL`2s}zcHp9g8umqD&s5*f(>R~P7-<5i>#FvrUc5rsf zk>{6#ltH-&LL0QNMvPtB-?eFn#MsSX(lqvtd=kxXcbvuY___ z!DWS{|i0EN=BA@pi^qAm!|5LzZ zH;LXd3quDkgwF-I^%(ph7sdk9jBTg9?~J&jRs(`byawW~qUc47u5V~Z^n_U=jK!Bb zq-@RmB#E|S>uyz)*8$kv4{xc^Yds#*P&mN%q72DH%W;h9$Hf?belJ*clrI`u%%5ln zK?c>CB!lUXlyQA_nr%e;Bm(b+AzNQRq4RzZGf&8*3ptjAB2=Zklo`O|M?V4?!#Z4# zw6?|{(d*?($?+^N_b@?#D@RvZFAF;9p}b+Vmm)=_avjr{?lyq2;<6Rcl)c6kgyoK7 zzjI~EyRu6MNI}GfntzjDE8hKfz#;~4ikfp6ipew4p@X|S0V+yrBnZkl=1TLu0CC-J!3SOEnrRFpIQB6RYJ ztT;Il)h2gpozdE#U^0B@ckL&d+5nYAW^8oR_0eBj%4R}LvZS*SVs#(jTzwXJj#k<3 znye(g(|zq|>3bBEAEoNhS>BZzF;rf_w?gCmuyT%obx8X50-s-VAZvPTTNiurz?nMcL1(KkYhbIcARZ!J z3@o9UZ`{Zm^)6}sTkaf)z`kx%BcWtK2Nf^|H+nzby-5wF&FmC{hthP|Si7H53!~O6 zxvH|yd3HRcO_$tF;5na5@=v&30o2x(s8t-LtRKgd`We>%THQJvUb0+hd14ENvU9)L>Fn8v5- zSCJ5lieCnM#(h||FWjxfsj;&?-sa#;yK_i%RT|||*O2EuqWp`el?Am3TM`tIP?9K@ zm5O<4-g`O0ytnZM?deHLr0byx3v2E5aNbpFhW~JY=u7=Ixsiibar553y5IUszhgzG z*N(*;kgLn5o~%Sek0)0t%hpIP#Y`T;JzgUf*0s@|FebQj%p@Oe5^a!v@!~E&Bt_hb z!oDS=Lb8=|ma8)}BF0SqgQ!_$JU;pvVye#FCQNuK%bui>B%YhVH|A^5jkEVG`R#sm zkHVd>nX|?s%qB`VwZRvBIOlkq99z^7Y6py*Hi>u7OMFDYGw8wEBo5QujW=`wRQ54Lr%wlZfM$$urD35;Qie0!$ZoOFua-Q~D6!_pli8!40thFXlMLVXsM1NX4n!hNK@ZGrmB&Z~!2G%ZGR@lzPk&*MDiXNX` z9;~c3JTDqwj%dsr;WjigcGY&96)vw4F;9j*K#JEpRg&e5S2(#7{O$y4%?OG|Gu1>e zH8q{v{OwpATUKcOwJfUhPXMf`~rzzB9lF2wLxHiz)Jrj)Pmh7lnB251{L#aTrsw(@> zM?OG#HyMKRC->^MS#c8B(p2x-inSxMyWRH;zRMn^6NB?OYg)+z7a=$>-IZa8ad zkD218U+>gzNWcgg0cG?{vWb~_Wa(R&PX<+dOg`ySTNymDuZjWa`K30Z;iXjkiknsP zfuo9ygC2*%5txLGj_rUVk~t+*GaP+IpM5iK4m)xUXA(-zr?pyKb5Y5Zpl?y<$zi07 z*?GrFwYf3+kCAUF%s&OAG7QrZ*>hHrGDGkI9g5JmzeddVypXIJ+PT$jSmuVjgU1n# z5$K-5VG_+xxzh*22GCQZh?Ikvjx>2+j=gWim5U827a6@Nnv8)gxgYegz1KTRAuIU1Ey)CVeEh^VZ)l;FB=tVX=vuw7rei<|x2*wlQ?tAdjD!^) zkGW;(p+2v635n%PFQ*e1?SFb-CYV0@fM8SP;W)15)^npor zNP3H&`TxWAzH?TP-y51@v+t${wehfU`fY1OP%>dRYX|_}phRXU<84hJE(=|1Uga+A zWNEl2PlSqrs*9Xv9tP=3TksylYPsjkiLkDF;U&P3N;RtN+JZ{(Yy6oKiU5pC~$iCrUiyan(J7Qw72&xD#wCZt*=?FBDX?8%v zQpsQ<;$ckk&h*#68%uBJ`p2}Z!}<5USut6EkA0-Yy9O^_l#nM^Q8TRO~dG67^O6#_P~@gAc|ziK;E^ zIzJQS-?L7j)2BFmWg3iD^Re?!S-6eaIRyoDd8XuTPS z=S@&pho~(yfWGI)wQ_fEIY6-{j$}@DlR<4|{z>o+az2ikVoY4JF8$Z>9VoiWZAwZs zX}RS(4F-sX7#@rF8J7hDY-z(PF4vDab^rihAJG~TPpT`SX{``$ zhr;gpWUg@y1dZS7hrNioS!_Qt8%1xy%D-FOSD-juzS$@`OO1_HdbVM zzFt@;3|FyEdh=jTKJ%Z!Q8UyuuSpwP^%*5hLJLw?mPW5Z5nW!(&kL$* z6icVP0}EBW?CCnCkG+h^`^ktjg!i+nT()$Uh?JOt(}Engo6ynB2f4Gnox|hoaR5OO zkL3rnkEs2e7_PqFW~y5>Q+)w}waCkjJ8H-3lUB#n;UAm~+AN(R%0ra=zWBe+ToXEv zSmbPwa%ZH$Ew~e`pOl|5=ZIfjM9SS`&^thae^nT{ZRLYRE#ut;4xAID=PLd(GpUZ? zo}AS#&mV5q3G4&$E;Xp(g2~D3>KEIyv5O};a957;%adW0O&%tX%c7pp%y=;Csn01g z`NWCd|B}(D;FY)EdDTt@5Jt^)RK|3hmC6A2Lfg^&fna1^Jg!OGJXh4=#0;Z-im$mm zI1}Y}T82|aHK_$)Ef>xbF8wtLTQs;llU2wBvrOX*_jdy?FRt_|#SWsB zCFGm^Oqv!QM2@gmktzc181QI0)EmR!PkehQG>XiIhtI%@6?|ly&iGO8UGtc}c>M@> z;wZokCPsT=8o3P>^N-i9Y?l``gkJtR!WrJl3_ZSi^Ri%>u^^xaUBpAh{3$sgG z)by0k^2}VH8^6;_G@K~Y7wCb@$;D)43as-M8d8iBba~Y~Y}wjORc*0*hC{^tCCf`O z{PTU_Jvfhq6EsMf0pEt&1m%N-H5Obi&=Y6e2cB1p9PK2rTFkI#QAb5{_x%SoL%_D9 zB36cbLswYY&o4>&t0qVIRj%1NUCoI8B6@)q8qvxUyvR3A7u%n4tr|di53qX@TCDet)sN5q@tZbXRuOGJp^sXxd^?#KtH9 zv+rdNi_1EAG{$rbn*4@S+>_1%CXoF7jaV~yJ+|#SVA`*Sh_bvK!LrA{c})>RSfJQe;LI;Gdm@C+lENb?vlsu}#gpc(MTKGF96lngXQn7_+^*fUxeYo#% z=lDg~Qcp5sTy;_5N(7jRr0V}02OBHxwf>|<&Fv7D7SwZwkWlrL%JqB&;mS&t9%Ar z(N_uQ?O+4Ivba&nD3hxWqz2Ai1vx8m&*>($kKSC^y-BlOJrIe!uC%^L4vz!>;>etm z85Rme9Rfl#iZ5b63D*nC!LVzGEC5CL$x2{dX+a3$d9z#4WN=m3v56v`afY|+GT z31;WCt)AO9pkzi0sPF&U+g25kvN+^zPZE@g|L7Hf`QcxY0Hl*0ta3GUTRSQEjJ^zO zMWGLjkz-V`B8s5WRfJ%Z*uPl}P-GW~ZhSaZZxssCz<%k0^Y*ixF5`77N%tQ$38oaS zc)gDKQx|`e=KizYa?4ChOPP$v57$nz7G9+$=Wy$X{`Vn`^Y?l+FKcy!6ubMMULS`G zyyNfHR+FbaWaa-2pB6`#wvAGQ4Ao*Iw1L8#wgduw@llH{m;OcSMR+jy^ie=8RhPp4 zbjVEPRMRL$&;h@b6x#T&hNib?0~kWJVBU2J(#cxsaJCeGO}!b%p-Iho~Xe ztT>Aeuj0w?|8}TpPo6jLJwetkg^*zt{9OUYJP~o1|3fOS{XK4u=vRSR(DwRk@2-F2 zwG5x|F1N*nVoF?U0q~R~&4KAu8ilR>eepI>cb^2OLl5YD_b?i?bQ4;6UH@pUu~LQV zy5@(SJK!XRcmk)bfmR(pK`sH#X?b(Cr_<>kb^k#K#&DW4M;0%OVgGeuo4}|;NHXG4 z5*U-F19vx8+wC8RE$$ww@!p8xy`Li-n&bQZEgmvX8xeyRtn8R|9wdUx z_YxC}8d?ZWZJ_|}PpaYOn;`A=8vX1&7I;4jL0vKO zPHRTK=z3bTyb5JEOZCG{hKehh#+yO_sc(+buYNYkvlW68f9`gEf}CxCQQ6iNW|>QN z?mX#f*6nVIBj_?ho-A0m?_gH*qdXCZNqAGxg^ln=AVi7zO6iC42R5c}fCA-S&w0pP{dY8!O^N|1P&ZT> z$uth@icfK)h1v9^P2XkE*Yuua3Ygh+XS;4(^cPS4k6#|e9eFx}d#E!eBjbiw<9;tD zT>|pVT@NAzck;{|?fA2olAjoDi$tXIj2(cKIBGFP601NsY=H+tbc@z`I_508hj#pJ zU8pberc+&-AQZf~_^9sEu7gI0Z%S3ZFZTzM?6&$}2@eL$=G|_x*5A1G`^^V? zt>;0BCv=4xJh;yYj0~}h{i#CU{l!pP+JcRlBWi>;^~PBJ`D_Cj4>Y4&XIYIVAI3LU z(`CMe%^~eURMi3@%WAr&7-YZUzB}wk>tGy^g}#CWs$b1F+92%qioLo%16CvsZhTrB zd2JJi?cB)-((Ap?Dnh3y+3MXb%PZ>4cVa)9NwOUK0xS+sL z)I7Iw+;6%IRDH~my_Gv!6Y)fPOS)?clyU@jLkc)-;6`jeEy`( zh}S)PeXvQwla{(ZZ6m6_Ch{VwDdj&(I5Kxa>&^E+Vq4KYqdz$fXng?0vE>h)|mEAgfv~=VZE`2C>JjxWq>NS zz{P87+JRaRaZP3FaeFHk%N(M7*@L#R@Yq9HzW%P4#4NDUbE%WCl{u^m3`Jh8|wbPGt(DId(*o+_p-4}?r z6&6F(5Ak7;Ey1p=edxuHvD51S6z%rk&S|E|qH9~?U4vVE zel=<4P!yj$!n?67kcHI^j+L~CyzF6Kpi7=!YJHy5-lHi=-D<3P(_{0iGKrsM8bHTI zGAok4;);(l+)49Rdpi+CyLwxQd&TXieP(r@->+WoSI1HtzP?TX{~G{FVB|<7z!*0tjzV(>QX7 zCzGs)TstVOd4Npc*p;z%%BS4luDigY4<^?|9$QyO5qZwCTqVLQPg^#Xgfou^zw{NK z#L}J!AQN-%f0{^7RRb)@9bm3#SDK6vT_BE^d9PlT_2VIAi$D8>KAnZOjl_;7{#^z8 zK=xY40?>z5Dwdu{Mf)OljTuPq%X7y zkPC3!$Op1ubolF1ct?A2ykL7C{UD$8s7s7eGuceh8+#olfWM2lT66b(`b?7^79CZC zsO#mMLX(!_Rov^`b6G}RRhPD*EBd~UTqDoT`<}vDtLlNI%6&?t>?>^q#;w%egsiH3 zu+2B+TF?CrB*?m1epztQUT~0P!Z?#wE73lnIxgvZZ4t=(qQn3DbSttnwLUAPV-Cos z_wzP3y4sdHXPzp^@(CPx7{B-X2@%=fuKHMj^&QY?`5aBBi}xzrjpzmD1T2gv5i%iv zUj}uz{%XjJL~r&BA&ym(Lwf#~0y$7rWrNtsj@pJ7zQvWY*wnbzfGfEIJ3Xexra7>+ zUsG|45Bp;nO|`gT%(3N}<1}B&TetRA3OzrWnv|a;i8(xU5Jk^<&+9M1u(Kpy%y2nB zRM(MG3ZV&Vu{5DLT(*HnA<^HXBP=3+UD*1*k!nh-?iOk#7o)x*<8i={<1=6@*0sgZ z1Jfgfi}c@18528-eGnY2nfLD>MvvPQY?q0fLI3b%NETZPd^ou%@c7CgIS=nWTZP{H zlYb-O|CUEd`kO-~qF-9wRkFE&?>v=^W-A#=!d>Q$yZm!YD?fT)L^N1tudBG{{;FUe{I(!P z6$Y5mbhQ7qS$A9dCUkxaroq|oa|Sa$f4>L{P+1-0j&Q3vvZ zAqU5KKdcdJy4b7=mr?*NC9*PdTD-m^<9-WEx9Wc_{|bI0z~pw&meRn{+l^e#HHP(c zVkyN%{IWL;+8MM+;XAm3U_S#0YTvD4QWBzEG%awm<~BN3DL^zt)xt#dFh70J4c?bd zq48cka9Nx0KLprZrxl%7DMN*&(^M0stN|l|F#Id#zueTKGPp$F5uZiFL?nnvJf_BW zt0Di&?2xDQhZ6@@kAk7gBYG#OVV1ksxyew`MOwYXG$nNz3(<&_Csd(hxCu%WHoZpNHQaP%%Q#r@IepN~# zmOW(rBV}}cPVSJKh+BGeiKhkT3qP|u^NBF4i{%cf7V6xDK54CPl#6DZFnKGZ3mK-q zG#lV9lg`7B#uok#z?B<>tXqq`qvll4@AfC=2gj3aCCQ=+l$>6_gUT0)&Hjh~;0s?8|;~Fs0yh35hf(OW9uG*?B?-G*xW;$D1ktP9&s+u6j7E zOe7>kayA@Hgm;ER#fjG03f_gV6Ko%Z%kkvfuqjwGztF~#AdyA!rDm`%H$g_s?mJUw z$3=VNn%dB~-K7`bQ(}!UE>+~Lv`K&lvGB0jbt8=(9H}6vNG|YkmkrHlQZ)T2X)`Z- z&{oaEEf*EUQc~s&Uu7e7)<}ex^p&W(l(k{g9F@D>1iW?65MiFt%c?On_k}_VW(x=0 z^q&2tOYaDmR!*PS(q?PKXYzh4;*gvE`kZN=++C*6At@#8>i0xr3mGvvehkb<@3Jsalza_6o+YG!~oM*rT$Hup9Of_*#qG> zr-h7z3Gyc2WA6j*i1`)`|4b7H%>l~{rb~!+zt zern$rQN8DDkrH_cZ@r$>_fV^f!Mj=Mjtk8mhERT(ck9WoU<+T5q`QaFA%nJF;;9)i z+4*sZFI`>T-)0=NdgMYayiunT{VeWt=@2H#S!`zS_HsuC6dBag)Vf=9g0DAhOWBpL%tI!YmpB5lP!SoPogqK5s^ z8yOO7hNLL!{maNS2JbCS;+kv%5*+S%UQ*7u!fEo9@lT=J4XNX%a&Z2^cWFrHsnN z{w{}dKX&%uVqu1_^rvLMyZ^~gHO}K8%0tcfElko>MP*Q-YX$=>)b;0Gl8}(Z>D?}{ zWeu$<1J;Y8ajzbxDkHmRM$)wNrAT*b5LX*g6`0SNdoXtnRt1tNV-|FnId@X68mS8khf&(zi+qFGc?9&kZ*SLkw(76T4XEo zSpsa+mE&+QE59YQdhS~jlCP_Bt>1Z1a9bn2eR{%C-K9V2lv#;avo_tSMAPdZIjxg) zd!+@oR;k7+BK7W-3EULgpf>3J1|%dVrRGzQ)J4_kLie}ze=vLFZ0W&25IRPMb`<4w1&I z3;}Q{Nm3h|cz)OiO>=-iCHjvvtD5)+YqdpvVowL8FS_fS6{5&IxSNPyC~`#2d>YBB z(SNv9G{JUI5xjpPT{x!Iw1vO{TN)AjfLwcwGeDe(OD2+_EGmXJ31F-BdNlvfOO@#aqzij^nPi)qCYcRGry;}c zMIx(342EMtM>LZtb2Gz?qYH=6x;&5ou>qRsDgA;H4{4F#`5>cDWrRI2@Ob3NwGO${ zm<`4k3I&87iD`2)?J+zmCPtghm(tyBBLi?(1-TRxryzn_aACSBa3ga+(^B32KHP#+ z{%PJ^4{?T2I#xGkw2wPmmR?LxVD)k-$8Ec#IxQ8j#pBc7d~I;WWAm^V1I<@ zoIg(Q9v9SS!8^0w*NZG;zf5}MnQ(>7uj|ox(p|TJ@37ngcygTDBP_M7uPkQK591OH zv}a%mn$G9+3`y3?i&OL+`LMlfLv}!(Yhl>M$I9|ZG~z`{l|ZYaMJ+7XgNN?KR)A8u z$Go|3)R%wcyQHX>8L~_0;-!amJS)#d&UNdN@Ff{L7TXjch}Z4n@7+SMw~*%j%f=)2 zq)_oGd!6<}NJwpPDSzM9(|1O6NHI(-Q_k7w>~(1ixUvUR!Ssgyj-p9Lz5_`D&QP2g z?ap?ygzXZjK^k$BQ}^Q$YWUwZjMA$QZM6!AWLoQHuslewBMS1EYcQ&g)B2c{Wq;_Z z&1ny8I zmA^{K30pr4D94pImhV+gu#YK@%4ML3UzDn${CL`?`O~ zCT^_bcZ?pjK$O0_O7%&|14ow|JiJ zB{S%I%~u-<%4ke|pN%2m`_i@8QD>ErMGjS;f1lwRQZBEJ)dR+F_L#+R182Yn5Qs40 zw7pu~)+MLQt!w&_(|ArzZ#nCo=$gXL62dAM8Zrv2nhj^XJ9ckWEzx>cww<9g;;c6+ zy>}-!2KH5b$)N>Jzr@-v3AmpQWG**^!Xvc`e;HgF1Fv;f91g5{54R%fFK7hQW9!|( z{`GBi<3?Ee?mBDCb_l_;_&8M8v2aH)g*6zsB*i_I2R@E7^RKv z2jh+Ns-RK{{HI+|tPH5jvP8HSY)VHNrg2=G>09y8CMV{5oKDlNdAV;qHxWdgE^rRE zRG*i6bFI!QQn7A2zt~o4V_D;^10=Gjn#>3mr;X!waE|10s0W4jH*TeCsPPl%`g|n% zNe5QNgOXueRlpc$9Mdm?(Z|{d5lZ-txysJWW^?u1w~xq%Rsi$A>L{&<29Gw<*pdK= zkQ$*p@bgG90UkWjj<-1VZu_kkF`CRo;?DlWK5#Kh%;ZWQ{$| z&L?DcE#vKj1#4^d6do&^5mP8#%|_RZqq5>nKr#I*YOc+=+q{|RMUdcLjF?+Ayng3y zJHMJ@P+kc`Kp)o9=EVQa+ii5`x^_{rUptyw?7N>QI1z9g-w98*yS06ah3YcX{4mr_ zUB3cbYA4NOdj6{2B5Mek``vjlV)aG-6qy+>Rp{s0bv)fsTV(G{Ukn$Vb1w!41I`q0 z9BWXsCiz;x>}6O&uhSp7H&n`A4_(S&(Jq*UYmS`c5)Q-0Y5S8r0oJ4Pb^?l7#gx*R zrmvVy4bswLgu&;=qrNx2C+K#CVb(;jJ|v$-;TLaxSr zO52iYX-uJs!@yYWcbGO&(l6dnk#U8_M4ED;^eeEY>ufSm*!f2}=ps+gJL>wF?)lWc z{b=D2j)Pwib*e>1x>=oCr`W6`ivvtz1VM2wVCG89bnom;fMbus9BTwqvZwE={ z-+Ci?Sr?@e-@bG~wa~bmov0!A7$J}~XAw9Ow=~kLa})5VLTtD)n?Dp0s$j@Gi>DMHWg;evjBJl(H312`PY#B&qTTNvVXH#JHJT{RFCA`7C@U1Gh!0Oxz4WRqqrDLsqi^h z`V0Xs4b*V1iB(?^4z~a0H}sYt!#dbwiet}i2r(e+q>hSW*Fxi1=JbWZVl;7VFVMQw z`Xc>{?RAl5fk!`eR6SJ`$C{fUKTvxS^}51Tw(H;AP{rb#uhhV2K#^tWCYuY;6!gSI z`+nv!zVkb}!P3x*0ik~SVlS-`m^{}7_1OI=ZQg#(GKhd-*@UpkwajI9aCBtt(z=hM zMfom}E4useC=sLE zlP3UdK@McDF}0DG_jQW-%)$F2G7F(@W++QVD0}&hhLuZv8)0tTpQq8P^aPwJrQVAB zEXOXhCt2kkRAh2w(($0&>`SL-XpMl+iwDhzEe=`2~$5>*p z2VT{ZQmj)&)=6=7quVe%fIi}7^EDyUhPp2^zRfz(8vW(BStD|j+rdG(^p3Hu+@vd_ zP?+KZ+XScg2W^mD&83^#6q^)?upwyX%@13NC&T^tmHL>#)3RWvvKOAsJvBIt<2rN- z4?;}_Ihyo(^lPdw0|O1RRd`v(%hyP{>!Bj%!a*(5RDjI`nLjJweL}RSKDxCbB!E zlu1cgSAk_6l62`N<0INH_1oRW60{$(3ohs|<^h4FMv%VoA9P$EFo8U`xRs94>6I=J zq7&Lgns`FFgl%1HA4?X}>(Ujrh5$YOl$J8!cw6*P4|U&ab6Hof9eCOxhgL zKXI|&!%u>G;lox8WblL(1iwaA_w6k+aJMD4Z~ut;P`&|<;U~}iw!RZH*s47jy#dN+YF@kTpZvt0`G;vfu+b&Ubp zlGsY>;ARAcnmu2qi6Kfgqdc1smj*r9{#w8=7Xg79YyHP+T9s6CDlma6aUvw2X;asj zBaDCVY_Hn6ZwN9aoa6ls=GV=a3X*5%B|8oer2G49QVKQ?9uPz5@Xtq~HRTpG70BSP z=KGOFw@_yFZsNa!WY{|GwShzOsPJQUh370vQS7Rl( zjCBvV#BicK{WV0(qRcF5)++_)N3{cRW#kn@$1{LrCiM8?BnfU6zc!H6BG z9qfXks0|T9WAhRF=xT!x!^wN1LZ@?0vmUm}YA=~m>V2-1+wd-A9YI-KLe~|D7e+Vg z83l%*!Ft*L8W;WC8&*bujFZ(K3CZqmmt?cvq{}Oz-$2dPYbH(w4Bf|lBJW)^`#@>o z1bTX?mW&wRV!J&oMsY_aMuI27Twfv0I9^=tpvOK1h2vWl{K6dHsj60e;;tt?!@t+O z6+@X}yaphSV}ZV$OC-DESr=E2G{Mg4DMR%voto=q4f%`mL@?4Cy&64M*%*oU9$W_1 zPG(5rg=PC66om+$0YJ?rTUD9+DphBT4+pTnG%q>H6zTGAxPH)nJG>wU>-YtC5!)aq zx(ZS%>d0*5qp~6O4qES>uF}7Xrdt6d?$lTiogauBcvvk_#ISgYll|*vAnzslwmCu| zBlgYc>2Bb8*Q55@gv}~}4Dn{(GBNRgSYt2$VvlV}-R<|ZkHl%SN32G(X(#O@&^y}ggG=y;;ODx}$BD_zRl(dI!WAVU@*>AY^bP{U@5RMX2IWh;~-bS^fYEV9c*L#|SL{*Q?GZD^eN$413gttYvl&oF-Mq%*LSF@%x zcz(l^PxuKRfOO^JQToNXvD`<~rV+9Z8X6wp3* zAn>xCzPB{^Dj)S-C^n?LW|s&oo4%Cr9lTImZ|$ zw#4Ci`jrlxSNCCFICE;$abfO(y2w4l+f$h4{GtR60-93lfoz#Bw!a?r%3<)+*2MAA zFA^Rraf20?#wh#=GB3r39?oD;_D{N-wu(Bz_mP0UV|lPxY@ZCT)`#hu!ihRP7u#nu`q_<|*Ob$EbJ+ zJJe$#TIzClV&LF-MM;3bJcuA3EO+Ch0DPsLR-y3iW>Wx_qQ-VFU+BQ*4QaP=T58H% z8q16cm+UNa0+`cM4!c@^8OTK9#2-nKTpdCc)hru@0fYr3ZUfJQ?21PD9=NENK(v0C z5A~ugnU{nm$!qX||FmR=8hLS zu96?tk!wB75a>cKQ0Qg^l`KE{T5L8S&O{K<3Grui?;@g@J!piskO6=uZkd6W=!x7B zm(xxcm`1dQPu!dBQfeTcjsw+%pq7~)!qwyY?@wm@O~`Mu)c-%3<2cicD?{gO>yRYN zhz+>+v?;&>#&`*NQ9!*)3ukLXZP_Y2;p96Ckud8Kj(wl&aGF!Z`w&CGG$-D2hBy&x znfWrn>1c;ZHeGlZz5}r{5w3GBB-tu{mNP#Nh~X>S)>r?<^aIRJvjJUFV%cLLI&}DC zlHmlU40;2V40SO7=A`~ApPMcW;Bmk{l#nmF^$r@@*c=E1`M&1s9@#zemx7M5CZ~jK zA4?{{bv6wO?zOQbgbokxscTGF7nnrE#M;r^_wE_1AFZx12$3yTDQVMeYk0plUz0_{ zBXfmE9aJC@DA-4(RN9TaK+l;YHh1#l+Bm8jCdT}bwdyB&W~~Htm=RfF1$$~eGclF__a^jTYfTrYIPaF+K9GoUd$%VMWrI{ z`rBt9H>x9G;E8IlQ!034U~SJ_Y8?905e@F~b5}$dog!PnmY_Sx5(5eYhkO!@PIGgA zobr&CyJwXG4SM=~BZ2qbZxX=2lwdO9TgNFU<5_Po50<9nHVCm%AK!V%je*_6Isr}_ zJ@DZ|jIqZNGeUrAx3mda%5i{xMppK)6$9;-21}{MiTHd}tYif5=@x0`2H=;FOcwx2 zK(@a&%%Klsf{q1&El-QiK3y3)Pb4&8Bm&>hwZ;=GICqE-<1p&-7Hq~j2f26?I5XFO z2`>wTWCi6Xt~1P;cDfDwdE?tQwW#8q-Sgx+TTA!VrQUzW^FBj`8}drUa{C-JDDyZy zXd%wnVUtM|pmY=(@I|`e5{_3c4G8;9}?_7OP=I;@I(sT5ibcTSKmq;!@cl`Oa1 zaaFwIO2RrIS(ISGDFf&zu%^b)s1cfp8-F3Iou%tr7w~uMX`*ia{wwSQfbz)#+-o(h zlcIrlMls*${#T||OZrx)C5iXN@5^qbo~meP_pYG0F;1rYfT;hgVJwRuDaL~wOyWJ_ z@o6h8Um5LKdW2MR1L`y)AaF@3`h^!v*e?}BWGva)0pLqB%vshZ^u*x|wu!l?GpA38 ze*-rg-zPrZ9C`8XKcWDZs2}3E-Gt}DS!ey0HPixuqNg@Kn1l0@7KgWVi5l4R`F}T>z6OxL5TtTC(0+pQ;Av$zjsK>00L++pvc)r6aV5~ z{+AEc`VX#x?%oFK5%2vIw@EF2kkeg%`fHz@5^thtd*o6$(YE`C)rR#0*H6k8YSJmY zc{Si&DCmBR32*bch*_-Xp@vX5-4>|{LIk<9%db4R)|paSx{Za<6@i4uBbd+tQs zI0Q0pyObWHpP<~HIKRnGhQwhXo(AA43z3TUv}Y<8N!nqoCRUbl<~TjZ1#9J_xDW0L z&xUPF6aZNz(Ut*?=EC4dT3h{y8WE^fr=wlgSi4pt^uBK?3b{~@WEanh%K;9BGOL#p zw+(HHFIaKK-V~;3bME~Twal%|bxmzr z!{Jh446f)1*IqBw2j)2CZ&?LBoFmoMcw1kT%(~N2Pu%SK;g9f9E|tr4o1bRg`qxv> zKvb(jWrFO{APrc8*bUt>lqi3nNk6(}k0OppG=zB|%iX|L_S!s^zs<`%Oq_;y5y9#i zA3r;J$Ucm%>k~FVKxLl~>r|hUEO>KOL($DGH)hs}!?!{Akue<>=)gUBd4kCG?3js-H#>K&NqF{O~q-@JLZE+Hj4_+443B zK*5KrP|+^C13#W=Hr0H^xci=1IZX8d(KWsRxuS=vCB1fxEV<2W{m%Fauh8)kclp4T zddvzq%kDb*n^MexR8~hYbfkO+h&i8L# zTPc`JT!$qTA3fNo+D`bCLXr)7Lx zQZU;<|4x*z>#Piqc-^Bqy4r|8xlzbzu2_TmR8_@nv$yMrle|UNYKHv|&oO+UtP#YmrS0n=hP+k#sBd8tKpK|HHlZe`m2(Tr-(jnzA zuE{cVk&{B*ZOi^HPcvukg&8zb(P1=`7t^vUVl^Yi4pe~s+}=>)7L@lJ;)7jy@b9d_ zwOy!Z>WsZrS^{WnMe1^bw*&8$z~nIBt@xxtxi~!&GswE1l#HFvH|k0A=CG;@3YA(r z#DAKtQ@&C(SWzh+Ixk?Vuk6 zMS>YD;s(>d#_puoRmW6`u-c#3P|X$PgtDj`nYXX{ zFHf}UVR(ug?4tZ1&Zu9)2JfAWKrg1I7)5zO5-J}`l)2vm-7@2$3ZbY8`-0Zn5JCW9 z6kFKNCD^c%r`|z}Xdkky`o}2slG|Hvy`2-PEo=ur@k!Y*z0jmf{sw`Haetf6dIq#R zVs(^YsXQJ#59-Or7~Nh~<_N3yJBn7Bhy%vK3jH4EZ1PX5vu(Nv0*}GpU6)`Ryc4=qfPP5A z41MK%;Q_JfcY3H((`$mBwyTlwDU+yGT26S*%wIyw#7c;wpT{xWE2+$;NRK2<4<~ZD zI!Ayr^}K6Id9o#ZuY#lsB6KYQkZEI7zqtm;NP#PI^wK}1q-TRQxICdKXFaH)*dIc$ zb`NDiQ*cuv3?aAJ^eb2M^qFUmpjbr#l~I2&7H__IVkAI=vEdmH7iKK_%R9H66s`+f z$L7Y#L&*WA(waPvu&f?=USs2xM@$Cd+siQUHs}{isza*W+{KxC%s)0gRE7~oa&hAf z^KoY2#~Jn#sUussybh5Gn6eoROGmTxE$=?njZ_SnC8g{xHGTPA!}ICP+jq}+qEEe| zdw6oD@rNcZsW8CA;SbE9U|M0U)!XfVB)*~v{U12wsCR`^{<`UXa$)t=aU8L(*i$M*}kF>-W|^d$@7Gv*s2qn0JuB4qiVJI5q3 zW^bMIUC39H#`DSjZgLQ&7z=Jw37i-#9BGIoGxT-do>Hi-uS?iDcZcYrjmli~UD@0_ z$gdH>92ap&jOPFE@AYOQBX@LNkqR#z$hsi=)_s>gK?|vxqWIEAQuN5{9=pLVmK0W= zHKNij6{Z!6Vsc=Oy2$YPM#TFWel3I_w-u8BqX=QPkUCEI;NB7{%E?*U`8Iz|ui>K5 zv{MUsIzxtxN*~^KX|fisq)SnfP;CQy(NZ62nsR$s{2J{m0tyneBuxSPq5gbF!~{HT zu&|qW#AICK8xF!J}WYnaE zpk~iYw%-2|EAg?AWDyp$q?KTcIxb|AKd1VR5ewR&9G7`FlMBI92M$i&=+j?a{F4Xp zDgz@502M3~;Fw+8a5nM7Nts8n8f#JSnggz;^3zY>w4TMy(fHeo0w?Rk(wUR${2&@` z7K=mUWQiwg?EGe!iS7NaJ1hJtcv0x55v|~3X%g!^1SYk zQw0Amh(Ox8G6KeYPv+Y-03^?`?#W>Ql2MRKpM=WrO4A+n5uu*oa_)A9_Ne=0Q`3XL z!W?bP8Sc-C8(#6rCP@05r5w}>qe5uv-KVY5*48uawjM;1?VJ96017LyEppC}@OtlL z19!ZI83_=nSdVFp=^|bX(nrJatn=z>+Ay*+$5Bcz>?0!iQTHkx7eq!@^{JWQe^%`~ z-PSkSnguYTgu1Cc|1QeP=3-AYLSTnZ^cfLBQn9!t2=jUe^l1quL_Ur3DEYXPZ8ni7$py|Cy}Cf9IZm1vp&JFWq3QYorbsog%`6Ilfro%r2{A>JyD~chNVJR6WTok2KLh3SO0x4=t$ady zi7NRwtwdG&1P4&5W}(`w#^}tFMlp*FZR+4cY~|F;^b^{9IYia1K{ls1%1%~a8T@&^ zt%>3Box@|Mygio>!=xy+X5HAoT?VqKI5dh_+Sk5r=|e>BZa3M zTV@mMrM=YdRbnc5g-ksxQg1!Ao@$TF3{=|#THF~f%?5vCuSD4`m#DfW?0$#qGKtQO^m6uv@3fDD%;TFNc}zW_064l3D1 z$mKOz@qMV`sp;!Vm4z8?8qkoj6$s&b_#)&btuBS}5zrz8=X^|dq8)2n_NQSx4V2Ru z7vS9l=L=LxI2GX$=7m+oOrm{^*6Z!|mV<%JXPk>QZA^6Md!kfJh&ETCXW5=@!Q5oe zkQ@gMim(GZ@sr`e!=2ZaD~sSRycPBV5sF+4T-_4DK=IN}kTX?`HtBu~;exepGJCuq z8=7>+@R2y^X(0(yS1uOC@<_xp?kg9=2qS(0k3x+{yGc?&GH4VTkWFe^@i{yL{Gpw$ zP8P4iICP$Wz;=*YS=FZKV?9GrY&)k`4+sIOcQ$#wg6EL7gNLHf z`Yo-oGuFJvz{|ttBU^6#1C4F*%v3Tl%d>@Z1V zBYwr6*^s*!@-6AaP#DB-E8PM*y;GOEG?%m9xVp?+Ec$v>b5Us8%*S9@-b47xA%=V(`ZhEk(8*j8=UXyW|vR zCNuN(LkO$hsZN7~DYxqdlHax_W|rXOxKd+azY(@cqVxTrBJc6aL`3~G4#mx%yIFpeE4Zdvg=so z3)n#&{w}r|Iq)a#H3!Kn{589_oe#d7MBoxW=>o06PW;xuNUes_;=VQJTx@kL#a&K310VAHiuY2cWMgoEI@c5Ee$ z7N>L9kDQf%tmRG)lH=#(WcAO->5Brv%m}+q45908BXA5!Q6_jKhx1Ex04vcpDs)?2 zAZgibsbR;4(HWjo7_?mcWt_4dUDYyVTeQPV^z*eFK5c0Eomn=Ug)MBc6Z5tamEnLw zZcpN}Ff-#WnHu}h*hp?7mKft!I{r(6Z9(sxI3d?M9IOk zz>aFGo`#ytI4P%VGSR^V%alR+-EUM<4wM|kHiF8w0O-zU`j%nMIIYwUbBs-YuE+umsJV^m$+LkqR?Nn+;^!vbB;bL#x+ z$Dn%!kWIFPm<*ABbb@vic!uA8_7e~A2iokwkV{6H#5^r4n+ zvU97fdK}nLfmjujqCh3GNjbSxYCIa@Xo&NTIyZPBzmDp1!u_l1X_p}w_7Jz<63usP zk~)LHAqGW(GQQNvijyM>Q(qe59{^AgbyE&54@HwS;7SjRdomL}epN4I%k>;p0&60z zt*DICyA@QOQ{S!BR(-Hk*es4?S{q7tM!{>q0ZbLM1fQ;lQ({1oU)WbZD z0Ut!5YZ}UA@Qakxu@*Dc1RaSUL+O&WD1*%XyGCIL$`wWa71i?^w-cmY1p4ZvKJioz z-s^Uw^6-2>ulP`9A44|V?%6~C6?nqK&y1Vp^c5G!}~Kcvy!>TBI16L#E6_H zhs2Rf4uG_cMOx*$8YJlinmJfvokABy0LbqkVJv10yBv!zsSxRUvNzm$t^umjv98}; z{$1z>;KZhF(3%Sgh|jX@6F+p*!{8*`*6)gmnBKWRe?=6SPm@$g#&4*XA89-Sw7mPl z&)Htl;|#44lU5`9$;wmUVmdeUTpip28}2ol)Cr{?;46@A&x)0__evuN{SYyeeetO|mU)BizleOiAs+uy#u`FWsUpl^Vz#So3%}bLG5ezu$ zU-ISmK|T%Ic&|oF3uh1@Gqmp=Q6nsL@)ai%J1_x&H53}yF3&!$7GpV7t{iPl*+Yv; zMcC24h(ybo=ZFF->SrRMZ}4^q`UFk>Rc)3%mi-$xle7e4sAH`m4OE^-`7i?D#9QN)v1MzBX$tGyJ0s*A~aLkfxKH55?0w zoc8kLp{CP7F>7U_sl%Xz&XK;<-O`Kpq`?JLvz};dD1!&5tA5X_B>eK-yJvKy@iLw) zHU7Bx!$mp`7>equ;ro*)d4RKd7ScG{fCrskPZ0_gJ*H(jxgsKdg}f2%1E1C~QGg5* zA3DqDZX=40RsAltsf}~JW*=J+VqCT8rgjS0r3S?#dF^cxC8(;%rauXI}^ytf32X_B3iuLiwj9U!Up1Rn8j3FqHPClPj`hA;M113%>t@|b0_*3?5g8Xy&!6gi*e%_2CN{3lu%+9=9(29aL;u}UEKek-45y}W(`0e% z!S{;+kfon(I(D8cJU>i?@wJDw^oMmjTJv$&#FE}v^<`b;b`9WNwE;?k%*X!TMcVW< zHAseK=QZ35m3KS`HlZP_v@Qd^E00bPtF3xnTjuemJBL@m*);EAwLhMH&3@PXV%>!|RC3`D`^?lehNhgzBR(ShmglYqEX+ zOU3Ja-JG8isYg37r&GxHF?4^W%voM>YgwJ%chTUKE;QWA@9-e32x&IFtTVgLy5OyY zbO)RCxgY9`7uoC1STa5L{@m3^Kx~`Li9Z@IVI@Y`eNOk66?|EWcM z+u&CxI(NANMqb)*FPXcYO%TW3|3mUGIhMeH;eBh*sUgwmiyfj9A8Z^oXbKyzR@NXu zR8L*eUf8{k^@_ibu{J4Bh@pNi>?_w(pmFvRW0e9DFX4)3e*;C3td;5Hh6Hk9kI*;L z#vhsOfL_>|gwM0(4CVvaI1L81@8tie#yV&Julk#qsS}Al&s?NL2Sv%bGP%z=a+ubYoFgR&k^Xt}Y>bIv^wqOreQdwRDKIdclswB!&~v4i z;Up`DYJ+sj5A5!fA!x_-eLyJL`TZ3kG-E{p$)@ygNMULb+m1BPQ_|g86+m7MYZB+! z6KT#j-xzqkruySt&qtO)?BUaZv_r1{DVm+q=>jdoCM_~xmPiW;5tLsa{x< zz7lY-Ypf-p7F*E(BXfZ879{$1yQ%qF#un2V({CT+bM#PGA za8&_WLK_Rs^@D0sOs;I}Hm{PL*?%{7Tu(*4ZkWgi>ux(RpV#)X&_rhs;&@+XH#4{o z(7;RuWU4e)UD_pBhfi9B{#n-?lyL1MsqIWI@PK1wvl=m!rI4ss8y(;B4LE%m!WYef zZo1D2OFk2-cyp@QQP)5r&!#bZjLCg>S++i6uj;pFKWi>w(KPW~qT~J5OgX<9K{_e`&m@*+IB893#Q@@fY2yxAzX?70BQSA_$6z*1?~CO-(3;d&Ua*g!IJtWTg;hYh)@El|pM znC&7X>;&#tH#KjG+g7xo zY)9x>KF*%!8?kW+PG^N$xcC`0OI%JrhtL{|iN5=INLyQj7fo`kVP6Fv?@{SCo1Ac) z_Md*-c<(@a?S6Ty&@3{jiiD1C++dM|qX3jldDD4RZe)mT?ak&2itXwY-S(yeOl=@R z5%1v|tc}7{HwcQs_2<@kU6s2gyie>25PXgV#cX0i-IUkVPDdmf@1c+KLb3Fhby7(| zq|f(b0Y=6>mZ}nlG?I*9E-&S05zwxygX%N8v6_hSN-Rg?{3{_90*>zp(!BB~duRM~ zIp2y+{8Jz4za9_*Hsg`9K3E{gW*gcx(Bg5FV2Fg- zVo*Hrk9_*G6Hu04qhnk>7R~CdO<8bBEb|f7`pfD>*)4Zj1U4yX=KITwDLx|U^XaZ$ zU*@W*GDut?_pE!-aysRD#q_;=LB(r(R528)WuFYHpIjvh3)bg_1aL)ykxl&;oxAr>vq z`038Mr)FR4)u`^m6MfPo?)gLeorPFfCrQX!br1kPHgYh$kkaWE(zVp=KfIj`mYc|; zm@OBjl%RObElPl!Xm`T)_AAA;hK+phbjlfvBm66qavrzVoiXiM`%Pp1_&G%*gk()- z1O2{+S%i^iN!jfw!8p8T5*R_-Nk59E(?8d3|P(O3(>e!H3cFMIB+ z`Rgimq#(T6x}*H-7()Prhq!8M#i-gJ$t73iuphOgtgkhXx=@X%)g$Y8b%JfIMnaW; zGSh3CxMnK5n^XOYz0B9?1lf$q8zPl$Z=BGUZC)P~sCcy`<9@EV`{FASsL@=HUofDq zMt8CH!$981c4vEJ{p~hWnSEUC@2Tyqgy!8LEDsU@V2I=*a#q4AEvO$}1y%xPA(;HL z()tZy*b|un()Pip`p|}l#%6_|3eDV^djrl~RoXblMU=@)=tiQ>qlFlcY}{8cn+4X|&YduSDpo|I*#}MW8Y-xBJVmW++8+X` zr1BX4(kg6=O4T5D5>?A=uuKhGzNKc8LXWjG$G>RW*3C$5R&|9JLz=&TADq*iLK64l509H(jGGD6*Z zFf008j%OpOc|0JyU>c~>+h^?E$Z@xSU6Q~i7CDnl&BI0IRG98|oET6{Kws3dZ%k3M zj|vAmhq}`3I=|+gX8OYM0BQrZEIJ*gAF-Ov!;f?7U?Y5AA>ns&!5=0+(|g98MI>R- z0Ll7D{1UIq;H2KcK(1;x=HZEgXISTd_{BZh1l72?oiR`p{g`XIz417lJ-yT4=`{%k zZ&fG~l|_YkhmXJoK2+6!@<*0R_c@*bAaMsjh!)G6!hR}TG6oJcM(1SnMv4!hG_vS| z4*Ba{4S6_?r>pAo#}UUF1xLuEcKc44-`-$3Q@ z#zBOevC^J#O6&go6DJttHZC|qzN&QIu6!S%02FV$1XIIUBm^WytoDkPshdQVUlv*C zhkUo}WUr+`Y)Ni{(go7(l9@rXqh53$G}r3%@|XdPycc5wF2JwvXtAC0f=VePn(U{# zsf_)PDk}JyyR@5>G}1+N&2kmu!pj8;9e9E-cGsGq8xbe>ZO}GVGrtwHJJxt~zxn+< z?}z!f2TcG!woyilsnyF}id{AhWXYojCGq9u9s8^Z+Tu%6vGS}q)P>E(vC_2140kS`;OQN1rQ>e*1~5Jpklv1 zD={z2x(wvY7Ccz14SA!42B?zR;|Y}sfBPKm#C(0IxGA3DRZbp9^v_ELV$I{jjH1jQ zvw#SHlq7|RW0hKcpD*sU&D7lD4#{7a(O`JTwk_^4P}fckp;CnAw|z>1YahbZ+yh!@ zIv^H9o?I?FTyiRSbKiff+qHY;&mowz%$RP-M&zl9l<|<}&I2q={W|RBe~<4e6;gbI z)LM6PF_q@Eg4pwwCr){uvl(|E+|zMh_&VfK8$ z)ZUc0_HwbzkGi>IVb?$n@6I)_Zb7S zNlKHva*#~qq^v+O+-a1aWDhBwQpMv*d2S?q4e=0|POB9tr%fkfAXH<8$~F!5EZS*a zZ_4G+ynaAX!eaQIp=(UZ)QtMZ`+Wn>i(iA#Q`e|L8*^cxgRC)v)SM%j&lYWY*pZdG-9XK?98Eu9bRTp98_wLiy zZFL!38;~QBM^NS_)Ed6GQMede#M5`6xg2b$zk5Oi`y=0a8pqVLiPp(#km++w7r!kW z<7!Fi7((m*4LiX9moMU$6hd1r3r zq4ZnU!mfx}p|?hZUK7Y`CaNv7d-YB=eIMLZj!YFV&f|c0o+GL2_re8I*;kM*h9hI8 zD^?wv1*p<&WSXc|O0U8MWrHB!LGNLLaSi!FrASiqEMOiuAXlw0iCE6=X>}i^Q0>46 zgcPml=2jG%&*!;o)LjB>!r_1qoe>R3C0dten^3A5s^W6=Ys6#1w@7VV7?kn4HKOg_?1df-Nb&>nY3Hg0Ac-)Zb(Uuh#_p*M=BSko)F zhJ|dgNo;RWW?xhR4C1wSH+m!cstJ*Re=s_AA`kgb+ms6~ATi%kw9PRzrGf)$A1CCBz^ z#-4{A!hu2x$v9^ z-3<>}`~1%4nFbD|kcW(3S5z3>Dq|SflAE!cpX}q1x6StBtT!ItD4k<-!^KOFN^5No z*z*5Vfc=NIpJn{Pi`{?~mN_u$)xhm5&x6<}L zixU=chHRpaE;6C9I4>IJBx02j<>3i~_Ug5UAnOpC$#2|W%YNHw>=Zv0AMqEPac`#+t zEN7a$z4w?~X8UJaA(iSMa{O;&Vo(i_1Gs zt{Q|_-rsIj18x=UGEZ?3k{Ih7PEMnnKFCfc%9Vxqu;ssJ%ULL%s#&NpdvwDzt3uA* z|7NbQn+}=Yt83|F)M;}v&vyf$#~&+I#Ahzt+7YU)5VtG!j2XBD6;OnCslB?@ZB`EZ zn^u%^?SEv=@75HevImeI%sZ{Q1Wf;L>nJs7)g>+lh2hmLPJzvUxT2Mh z{c(!7sAu-w1~~&rOucn~Hl=?~BX+5A80koGht3-hudL}%Jk%5n31ja;lw$Ex-rWOj(i1Y`yAW%DDG3MeN-f|1nu7F%!_sZX=bQiecv>G6mv`6 zdms0Oq6KQ6m_cI_byk|aIRl|Pq)SF@09{6Nqj+(6m#bHm@IrKB3qx%+j=c!CA7|lr zTd3hZP7Rq=#-F!2$SxQZm6koaaaH#<%_+LW$<36&Knxs>|M3CW$w5=uE-#BD@f%w^yK3?{DdS;D+DY zjKVMov6;-2KvGz*xW&5PiW7%E6WPX+b87a3t{iKmWgIIj6VH){|Bpfk>qLdG=*r4`_(oGIWViYo-1mg2S2jRfSbe9m=#3lju#T(i&<)R$UuNrbSp&m7xJ zX~*$9%k_^C+Q~J+KqY6L=36RXM$uHsKf(aya9xAr zUMoB#&Er;iHnvIVuGEckx2{Q2+GB+AOw_Iwb3w7-2Ra~QW;tY-xblmO6c~aSj1Y`4 zE%L0Iq#@*=BytnVmA`W}%rW*1!H$5uM?gS<1pgF|VR!m9s@+H$4RD=bJ(jZ>b`GHF z-+VJ*2dGD(pxvjMI&?#N0**pe!0`}JQ8LVBzO%piLGviMPbasBmoI+{M&01LFwjxd z2yEW1wN$Z6q8Er5_A^=3-!_XD4F5b>M8~8R=G0TOjqV?h$+<OC=dNK~Y@X*n{V6F1>*I$h~i}5}k#t6V6 zgAJzTE^gS1PA=UplTDe)1$uVYPd^j&8!Kj`hS|N_PlDY z*`}NHdNRPsV#7J;!Uig9Q@indB9}NY2S5*W1HRgNarx*}DJ#fwzB68VSNt+RJoW$# z>&yyQ`OiaHMTB#P`0YnuLVCQTu;?4T7osSjS> zk|M`Mw*!4>0eePZFv5qH!jConKGo9Q_4dF!h;9Q2ZeG2t5W9DBnc%AD^({hx@zW?wb6JF&ADPHPQFCnDBq-T4MOr8uU{gMnbiNdCkRz~IQ%0WTh{=G^ ztT^Xqam%s2RraYfkCUhlm#@v9zf2yL;FBr*2Vt>F3VWY{MhFGj%S^8}6hL9c*yBQp zL$)DQwvo!J`lP5Qxlq`(?oO3Ep$yU%$8bU?Ca^Be=#NRu-U;)@HABJN=Zj6N4ajMh zFI!iOgB;}|$Yr5>%%KW>u|YO{@rip)$Y*Jc_N3Ec5$kR!{v5yHVD9vSW@0NNt6h0x zy&)mA%ZR!OdvR#%k*KZo4PzP!6P=x%DJwV!c}VPI9~o;-eE$bpa2geCNK?KyXdYysMAj9{>(h6iPcwLNEPy2b2&lc^t zqzO=);b{-s53~ZWc=>1hXU{$)*jM!!`_N3nU=)_J-s-c@<-;hge6kH^gdOyIQWXXE zS0L`kB+_NaX^pJOzzoJ|F~qR^D%P>RA272w=gi?szk(Ni*1>90pZq z2SCCv$GKhDvXqX@)XpwA(y6@S#(klcuDS}#5TPA2N=Z8O#&9C!QN>`BD2X_vaaA?X zkv98^b~)6El)ff!@lQniHSjHLYuzDYia!AOG-!NxN*8!x3Km%bvG#a&&&h-88;5Mk zZ~1uEg7e5SWZop{$v&|TQsE!#$t88nQN$57r;(}^3b#9Nv|geXP@ST*eRl$RA` z%hU@-furIFgbm41a!aS@fC4;k+adZLk#i6ldQ{WdQt6}>fM8wY?e_tzq;DakZ2d+L zQOmK7zm#o`WCI4?n>aIdxO!|TXnCLk=&aO7?qU(@EtCk~CA%p9HV^TFV0FG|9Lbfod1IG%&{0XXNmMbNK9EJ{tndN&OGx?wm3qSQs1 zbIGN)vNX~G(2=utDi7F*<&Ex3W?aqI^{(AgG3ObVt=ZnBA{6XvlRBp_(D#T>9eD}NI5RFU?6-38BrYt721V+-Dg44#Ei!2{dA!( zm;?`;X_VRHk%scyveJf=K@BC|zpOn@vk>kjW%y}EyZ0E_)mBhjh@EvAVUNOB-~EF!ox!M855pmV zxpZ(RgL^7%3R3K|F>GjfU4mst~oETcM(K{iYlHuciE0V7S~tXnyIS?%f?3RxARAAYjRREmT$h9)5z$ple*^hZw(l7T|Ma;&iTdS50A0ZGtv;$q^ z+4$U)A%azo9&B*r#AU4Dlm!pl@AejSNIWyj^8r#TWop!1?+HM18;@kAp9F9EinCfD z5lb!*eaClexI*|K_7q zFiM|@gU%s2CM&6#9B_4Z9M3sDyGu7$QAfP5EF=x-{NEL}#MvX?+wLnI{)O-37 zP{QuDgl-NIy3Pv=v1%CZ{igMAtp_&U;8IRPv3_1&+0QH6;dF4j^vipjj5?&Ij-k-?vxS5B@e!i!lghI-|$aIvMYCWKxmi@U*={ z1r`@3egZu_+Ce7xq~IAm=xv`Ou9y2)-uQnX+ZWF;Gw+S(4UlbUkjUGDmnZE3Fvpf2 za9-49b>3@RnyFo~|54JDjBjmcJL#?wVpYwBjEVrVoNKWlOq854y&pE<@sMD`UK{vX zzcSw8$r5ZI5tyOUs25Y$9a}ev{XSBn}*=$w(((0 z^!zv~^>7ZJ$7tnTHr$L4cz+9RMZMts-6f(wYW#MW>^+p$-R32Lw{|f3xr0Y~rhy?S zK6To|g;Y4}z=0Iyl>Z zhl=7}`7}pFa%cLZvD!E#(fAF$Ii6qKnTbj8Mdl!2EXyTbkliVg31m8 zH;II!m4*nz@y&zz2L936hjdyKuV4`j?4)Jmk84^`Zuz4YeCzr$mM$nG{<^fFROC6T z%8MtU)F!|;uw>4(+AUe09o@DWbJZ7NmSHpMIF`f*85{_wR24}B-Z0QQ2ojCY-u(Wa zG%YamzH%p1;`cwvMZ0B}sxTm_tXwiyHFd&mBtgd3smFlnqd686gETrSx49IoZB%oj zeYK<}6IDu|PDNB39Y_wE!PlWAWVh=tEtR*Uq+q*M+{gq?y*{0)2CQWQKl zg2J2~)h6b}b3c>oGwC@qqvh%@k=ejWY(zi9NJXA|d^a|4UA%q;W`5N=Zch+C4fVD; zP~`&1A4(vmU6tpW@L?wkzJ&M?^oviuf*r)dWM-YA3uf{t^=;f5pWds&K&<;<4Z|BUkbHKcZ)3}TcV*fVf1K- zVFy9R_VsLgbmeai4vp!WGGaMmFZ$X_Q~%i)2V_zM-7%osGJCX-giQAJAsdx+%sa0yNOBNoF-Em9~<1)s(=riAq~vu0$zL+E6s z(PnzkeN8{w^lqHG1eQf$-Wum3!LM3bwMyvSRZK`!c`RTgX(KlLO1Ej-XPF#VG&c{w zJ-`DH*xoOr)trN%Rzk-Y$5vYz{Y@Qr_gjY>a8HbRL)1fx*6>3U=BTrOyhs4_IEOb4 z)O3)}-PUOUpygLOGKf|lwkQs2P`jPf4wllU1K-+M?(wmpblK}o9fGK)5oz?FFTAIp zi)<_Y0Gh2uVfwmLB0qa0m78O8A?;6EOY#K?Ii(QGloNX5tyVM9(o9J%RM~T8Wl9$7 zV5Gn%q`RQ+q((uZ>)ovl3$11ACTA_NF5UJo!j@*Vhkxh7LC$SS_Tqw{R>tAbWBZo6 zbqzmAFMU%t?h{0dcFSQ*&U5wT=_BE{H@-J?g3imi%%E)g%)k9D!D!kBs$bl7Zw7xN zj?iA&6isppuF>Opo69+cUaOppDo0@X>U{r61kjUTKia9Rm;)NF&qO=>v?j07F2$zxeZV@8$MX%ox%Q>&hQmo2=r^ z&ed&9yj+5&Xp?2im^V3ZMHax!`InsnT+J$}*yJcmMHQ4)zl+oYd2<1lhshhwqY=B<>>jC&|f0LKu z%k;GFWIMomGl{bP@$hmu441)D=5 z(W1pgh`Z~Ei1@EBggr~#|$<3 zp%^M<|0s*rhjt4hDk7`v<|DbFpC`ScPgUOY#-ECl;I57<0WTf7AqYhyJ4+MTKyJPK zCunrU4VD%*o-dSqg8@LYrGZCf3vh;+)C3L~O;UyxD3Neu=f~4yMMwoG7!x|c=>tPT?X(h<;DkP&KZJ<7g`{AxOFj-l zmKW>WxyU>f7bZ9wROq+(x3v%&S6uVgMvWw^VG&4UkT+d(P3tQVg&2p8Xe{2P;jvkI zPa>0SSVUYn7FwT#KHFnQ-34cvOg(g;0-n$oS?gN_j&!?uIOJTOSWj7mSq$B}p`BVE z0Zu%})gK8~?x6gWa$H~`4_f3w3YEn>xpCKLtaJp14UG@~KmM0^6yuk)Tv9rX6C|T$ z&6q!-HqTZIQ>~Kq>JmcxlOi0-)J{`$8LV|TQ~PdP{@d*|)z-1Iw;1~Z5Q8+q?%o3l zUz-pPO-$e>RL@N;ohU;dd0&9J%R&d%cJqKi3{W!MyVf<}qmh|#vdsYGg z;fH+@e1)&GIp6(Jan*)kWcL)b?8+zU?R%#1` ztoW|ZPp%wZ$1af4zxNFs!ie(M=6-6WbQ5QpYcrE?ry|S9Gj{m=TtMTKmoZmld|Yh( z^~by1c%(q6PU^~`iV}A3w9tZoiMxx%B;1I+KO&8Sq^Tr$cwRFV05Xw z*rr{R3+&S+<@BpVh#?HwZy6kaFnKcNi_tK2*D`tWrIPKGUMB%K2t8@_Pe)w=> zbO$J1@9x7*KBr*D@&&|mA;P5MfZOA5u25X!v^C|Yewo4Y07&xgf!voAin)~cYyWNr zJG^^U2kF9v_j77QM%1KeKimMbtPpio3aNp=XiGlP*@w5X?(X+}6n7Qj<%r4$L@x`x z8=wl>?TCuWb*yD;hj~8UUxhHDK9=~E*xN9gCKkg?5Z9w(zFX1QLk9@yj$BpU#c-RG zwMeh#{!#A9YxRt~aPf^u+$a-(sqbez_{K2rH~Qd_aG7=~@9TUa%e8hToKyKqye;9oOG1BzPN^MzHpZ%AUh7%(xmB2OqOP2^jnN?P_Tw zf#dTY>a#x?spBU%tJ%p&D=&jRc1WhXpn5m@NCauUFzh@*6Hg{``*d_3!G}f;f~^#HCyj2@V6Pg3F}Eo=1`@^74%gq0LvK zE5cqWY@O(*bU;2!w00mTRFC6S>sA3}LTR&o@q)-S!5!(GeV&-qnF=0z>7aC`ZW+D@GAfJCADX& zw@Lo``#kCUU{(M@5anr1L|jkKy|7gJJ-aHt^%|x$^($sog+|m}m;N#=Xnch;1{qe4 zwBykb_|;%eroZoe4ZZSQ(~+N1nWt`)Du$Q4Jt~_f3zqk>ApqR>)EniTAr!-2&85cu zUztdH&D9=q)9GILV&lEUQ$etuA?U74ObWV^J@pRnfKtD`Z$Z=TOTAw1s5y3BhI^Ijem0|o?g8Cl$mJRb1pR6 z2u43^h%q3J>aU}bJkt6Faz3T;k@pJhw5C+-+4aVbdlxC^+Gfzx7+0f1ZyO2m|APQj zrzU#aA`E05aJ8%DQ$?Hz#!yul@7No2n=bg+vy{Vas5a~ce)D{A+FHlV+?H?~SODq43(-0134omv#&Al?%bFfbU0h5dL;+kseBkm8+8RTGE-CcbnHfs z7s-{?ehi<**@_X=9$VfJI!m|>g98xV4`%5aMZvHwnN&(~^)bn$xNB{XJVdx__7|jh zmK*6K1L`3;0hxu3mbA@dzfy5i<#xI=qreu={W4e#f`gCScDDCD&FVNST8%s@G`52s zR0%vW`s7{p-JuwkP56KY6_o0ojNPA6UX;SE(_0Ttv;rB9-@9eA=G6+3#o?4I4Z9-N z{Hu1We18L&N~$f?{c$iQXMuc4-*17^RVD~RoK2`_#An&H0jO5aeL{80z;|XG|A;V1 z>Pu9`TqC3XKLi%9j)bURcE}Q)IsiX2wL9Q6q~w1Qv2y`_E%h;Un8aIJiI~Io{@f?s z7F0L&>?wPh*BazQM+}EZNsBQs5Nn;C&~Eu*HQb2!6IQzm`ae_2?u^Tp>UdOCx2Mmr#0l0;2aojd~M3I&IL;|nJB^WXUci`H5 znCa=+$Rj=pkyurtKG7oKF6Y}zi{oQ}mix*_rOb&S-a%aFLIu6*+XTarkaG|JD>Vz# z^tq|{e20cf<7drMTvco@tSBoM-ds^t>$)eY6uv^BpuzTF0RDCbIrgbsDC_}HV&?~? zd@1$W;n+f-P4&cpCVT5QrwCqnMS=Yt)lAyjqj0hdRuT3P3>uBU@(}NES&A(|R?iYO zd0zC?lx)J_3Rvy7EXvwS5~i|eK6s?WtxX%}eIpE-cZ}Nk4CO z;}EiFf@xwhAit!&frAZ#vA+klEO@lXb_tdIt%5aG0pS*rZNKJhU{*-mrBpfReiQ3= zL6%oLjMUjs^OKiwOsmuqxTpL=n<7oK(t>@%IJafI#=7>h3~5Y1?UHyY~NwA z44kR*x=Zc9DemS3M)|JnqMjAxcV9yl^wwHlt%p+h@N{_#5Tk4V|Ky=9&>)w$N2{1_ zr9}kkQd5d`y}0=SM3$Zde?m2pHqtP$8YpTC#WfICL8lolH=w4OSb8wc#Q-(xe+&DC z2R{ZchIlE!D^a?A+3z9y-VHvt<+OeD)W26bs;ZT~v-(rqOwZr-AtMEK2?5aSlWW~l zafw$>951LPWOIvO1T4%KyxVQq{KV^YJwblHHz0;jAA&{SS<`;H#CVdHhlEvNr*V;l zNs~xTp2u*DyH{&0W!!W`PlPi|)7Ko^oI7;Sj)rT_6l1|L!?vaqwjpi7B@sg`rl)1G zY2Egxr*F+uG=Tsi^YOvJIWF`nR`x`(#~LPV?z@;(N>~`H(REwy5I$YUc<>X`xJxP9O5Cgf!p;$< zZZPQkePG|^76@%*VygQ^JZRD>0xEMSJBB3ntSHAv`l+39IsTz+)F^9y(bKam2%nv_ zbeKPZK?#gG0RadbGKV#wt-42-a!d8kU99 z39D=(M8CeL4yKI|eO-w*Xa^K>8V<-*RK$K0>BZ9w1Dy_3b@Z#K*=z4K=o==sWwX>} zKu5>TkO@u5K?G4Wwa(^|`rO!#hpdqD6JQvA4Zkm23Q7AYl3wzHhCZ1T!LdVxZ>jg< zre~kIo$Zg6KJ44+%e71#hZ1TFK0Br$z={*eT{27d#s9y=(!OTJU>o5A~9o zv|qpa+M29vHnFIHPeO3~-_;o;<7x{1fm}dzr!g+hT+xOji6sB&5AgH~6ROEGSG z?Kz>Pui|Q3(7D2zoVU6lJlNW1lD6qXq%L$Z3qvh%0!he|0GJ}fzvb5lH}UIUdXTV0 z5})|Vl?atMHHkTnKhv&)fbRgy!21ip6;3ZrE%4tKy1DVp$q<_A%Qm?8} z{OVvz6%`7LmzX)JDV>x-$J;7bZhdpB3ukLD;^X1>{ty@0qJw^CC@~JVO0wn4Sr-~HmEQGW=r1fk}Qwe+Mk+*xDWo`K^Sa- zd+)#HoL=(Z$ab#5uyTl36Ki-A{U=1eaB!<2bvqMmT!?>LP+1$2??+XqcF;)ti99DO}%ENTz%OYab)M?>jZLMjs$(cbt%zHzv{H8 z&bxt>@XJV&;sY-px*l#AVc1Wa`~P!hBOY*8(EI328Y zcf!t0M($_;y3%<>%j7kkzRF|1MB@)J;q98oq9vV`4tsuA8f5r#uvHwd7*3{C8w17d z&=2P%dLs}0L)(kZDU!+)uyxXA&P}e=KUBKSz9yQG^fj`%qpz`J7j31YOtmIKPuAA& zD!-z_jJM~!z5X7j1D!)1*Ka3t?RufbX+W54hXiaE&p`9dv=96#pGLUK0}ie_o=09& zOC-xosSkZXy2&z5g&(JWg)8zKeY{xK!d7zl8n&v*TS2dG^Re@YK{RLSg#n87X;2b5 z1av%&Dd*xAUuJwQ{_)^yn6W$e%aH3FS)*B;m(Vibs^ZZ_5J}O%ivnFIPCg))$B@b& zs9gcd<)wzS9f7;-8>KYV?O!QBKYlsIEU{a7zqsZ(K}52{cQY^BEBDy^BzuyZj2DZk zT25v&G6VJ}tghMWG!NSH$nyJeW#mqN5)+DXeZ)@vhJ#YhD_Aas{xnDL_Z?%fYG2s9 z)nHLqE?zOLQvu>lN3?uHgqE!D$I|Bj_bz{*6zIP)2VziLcabdQZyLH~q(E54MhDIg zeUx^)?P4a*0rLnyE7%}jH8$~);gG%Z(zg=40eUFV^ZqQ8{@09kx=bE_HkMa0_?MHM z*Wyx-sLTY5?!9?j1VY&gLyKC_76`;1J~82*^Vcem)R+tx;phOoSP61-aL=p2=JTj(-8#{M z#iV;qIoZOHr~h~h(*YsFt~98$=8;@p3n#D_WCRmmAEcn7KjNWyZuX}p=;?cPkMsRh z4kj9{)Tu!VAUrf0%lc8%^E{{r z)}Le^ygd{3aj5DftU{^+Q(|L*SKzAf>R?kq8boXPXkk*Y(6MKMv>cu-5tDc(i?f++ z1Q*be<)pBJ!y}Xpcu^d0z`iE*h}TzxVVqiAwY0mzXn7T^#YLfhv zB*_VzN9G*5gafnvs|UoIDHqT!U>u-09`DrK2ROSdazh<@wMdW)pFjqJ>B!gi-{TII zI72_N51qBpJI&j;Hc(E1(M{-@AjE+G>gCqoUdD6vGiC zKa*0dj%P;Jm)`U4f&HRKcZ=5Y>?%KNB)s(4C8C{RZvO-}n8}E1Qqm&tC*-0uzJ6$C zaoKwrQf}~1F6XMPZt24`38qusbk@cmpt*0}xx^{DY4UB_Pl*os`3jM>ndwAHtsH%F z*>yi!yb3LIQ2*SK=m61tS1Akw8aVvBF$Px82Ojj(Sr|=n=2=wP2c&eHri}1OT@xr3 zKmu`~!uObEXkf>rSZT|L6L0th05asKIuc-0em@6oQwdEKA(CbkffDNvg&dzaJbPv* zQcid|!R3_R2m98#CEdp!fS!+R5>dB?0NIS1iRQd!(mGtGQiyq9vXLS@H8(sNG!~N; zp}-TDPo^vYSsUDd1X_WgAzn!Ww$zEsge@Xsy`<_ADN9hgw<_wDWp=TR6XgrW*@10p z6vhvXv%+=Q=GSrAF&4Lgb~YNGx!**d0xl!rv0ijKzb*hUs&VDu=)R(uEZn>|?-)~H z0aZnmboA9t6EgbWEog73%{Kr1`yI3N4?uKjqmOIskMk;V z-^pc(Xp>+4mHNvjIjpX*#0$d>M(&`N6x;BWWC2#J+if+~u6`7~0ufs$gI-GcPX6;v zkoL4)1ZXy(Z|t8HZu}pEwg(CzK)eOZSV=>I0o;765gS%YX||;JyQK#(4*{f79b<_Z zM|x7z&1Zfxye)^RN>Fv<25}9V#^zH34xPV9;TH#o#1tJ%U-}eYuuOc zj!A@0S77Bj(`n>rhH8+ zCY#aJAb;WKf*Ug49FYTc0C5Rij#XUMX@xRLL?^zgqwrs4Z!@ApW_S-JkRrH}f%(i(0^QPw|bJ`L_Far9C+1qNQ8rf(X5=)fH^;4&1S zbXI4}-HT{Q##1Bt0Jwn&HQHypNbz=qnq||8D70ZkK~u}XqPU8fZtTtS>EVi;aG%-c z371C{2d--fp6c-b!ttUSnP$!5VNwOr?MCK2KD^*KOaVKw9^I)*-{mu!KwiKP zsi{n1VX)`uI;!}=X^3x{yEbF4Q+aeeCdQ9~?pQfwi6?#VrQkUGqc#!R@*o{`$JI)N z_5?1rX-jn03u(7?f@u4L=+htA$uS4&g#ME}BCD#VZrK9NWrBa59KG8P-?#{zAX?o` zj=NdTgbl{&-V@2ZPXW3jtz-fp7M39zCB+CF$Y&dWGpCDOS(z9ntDwxaT_^vE1cnuL z{KiK(gzZHTSuIs)|BZZffqB3SyfItRT#0DTr1z$?1Loq}c0p09czYMLhR3o#o=~Ef z9&UEQB~JD)!EbG8`1E2uD)qvNI4Cu@2}Ao1P9XVktEtVnSnV*E?W>a#wUX6j97{U; zg?e1w5=K?gXp3iJ;rYCL0|y@<`b-)1GSG4{q0fRgZzeg!EoO>5w&**3pnRwConY>C zgjv(1s#i;E8!pJlKR%Yn}QguHKjh$eLRC={2v5?64QpX2HokBO*%itt{ zfHTGF)r)&vxp!QoR?kR4$3;|^*sQWH|W&b9PmWf&XtX}hj2Upz%5eL;1N48zO75KOmNJsb zO)F1;-8)&DiQ948%s^LDvBNtI$aK7{j;+t=g^;DnWOnmb{uexl*R-i4^G!i(6un%7 zgIH47`V4x;+4Ap>AraP)Xs8T4QCGgEj)EF??kQrn4m$wpyYNgKoC#AIrPW8F3v!IUPnSr1yS;4RH@|@l%Vz}8`I8C8hy$hThlCt9e4x=9qz%(z4?*FR ze6zw1F;f5sHX4WEjn+Q@KMZsW2+bz7eh%Iypj-1YKJZ)plwwhX2o#T8>6Fo}92J3R zeT)D*@hS$S&1T*a76~7zEh&8A1;6Eljm4OiZ>;do2C=14Qx?4}{pB*NMLl`h@8YDD zy_#x>SRsZL*q0(y%<(qGOHcdktv#il!pAY0t+@}d1P|1RV2yd-*TrksgqafC`GxP0 zb7x&jbg?V`9oiOiqCxNnyaaa$?OfqMUrG>o|zc7jc*rRW$BBM15U)CAQ_Gjhra8w5+VGp6Cat4(#Bn+fFzperTcWE~9igD>UHKS8 zrNvnO2C#Gol9z|O52E#r+i3{0knHkz`oki}aIv}?oq0RC7v`_1-IxA{tk;&qT>-4N z&p?#}if$cVZuyd>Y`H5Ga8&oYEl=jA7jDC=jI`|iruYmuS=<&8s`u9flbibII;!$Ni4El* z2{toevlw{0CX<> zB!E+#tNo026(+XcB;5--xzYn=OOas9 z-$9?d3Pb)0bmdbN{dNgyDg6L;^%zHv5)WS2%~{}IZuuwri5OBzvZz(Py3<$Z`evA&#N|PV{o00nfQ%^paZ=@ z%iGh!U9+;b3)oT7z|NOVFa}BtH%;=2m9UyeN-F?z4%&K8R;qA0Czg|4j;=ZT0I4CW ztME~KopEB6)wZf6W<7_~Rn!!RHIiW|&5>L^SkuO79mYDfI^d=Ts`)nOx<7@p6SE{A zij~jjZeJ^51`^WaMlg-WMLu1gu1|tti2Sl>roPwjmw2OPeuwp+pB&O@JXTyMI>W7Q z3Sw3qTk$e%%=f94^V>mc$7})-?v8s^{aEEOV-cXjA1}kd#+%K237*G+;j_m#!^~BS zXOzG*<#|(%vftGFGqg9$Kwc7r*X2!{9RGIzyS7t=x&Up2Ui`L38R3>%Aw3QC6jRDm(!E}=$tb_-mKY)aarrgHykw8y(5f6d_tyTsyw25BsbFg^AOaghJF<5a? zcnpl7yzp6vfg73=f1GQ-#G=GmC<2L5&MR2D_ZGEqFJh}9^bZ?OmPg5 zCB6&DjrC~^rGb6B`abgdTpEC-{ci*j6R!=YLT1t-LuLg*%qk*k<#2RS6MLWc#*a^e zx#6~u-6CiNFWdqoc7o2aY}D5t8{N|H9A>u7H)%{;gkn@R+Jds{{|z@Yd16^5gm(r> z(<+N4^$aE)9F$Qj89XiB837J(V!vK$f8QXuY(*Q2QC*+U3ZvX>`yXHOUo7%C8{8E& zX-6xM9VVT8K}7Jp0dNpi%XJY_D0Q6adwR5128em|U^`vhLCN$Oi)QhvSde=}ify0$ zjy&5r(k`ZIlU)GX;ey!^c{uQ|=?Z@6wu=@VUy%s?^?{af)i&>Yz7XP<4Yu6~8DQ(! zS4O*qRrH)Amj#x}!tIp^vx^sYItj9bmHDsqKja^yPswD6PS8RDD!_p;Gg&KayS{eS zgmjhQgR9BVNsT37-*KjY*fmW@ZAqY5IskSR>;fNSDaI+D{MAn0{jhFhunk##se_xx zBGC4SUN_Y;qk#mH z!>ToH%o0BhHEI7qcN&p8j9b9d`uS^_5_VLh1aJ7y4vxRk1g{j5*L0{~u_VZi()$ff zvgtN4<(m@ql?KIySmXv-4N3~*T|d+()|K^poavAt5V6dTIaJh!m&V|mX7~DYYe+5t_HGKjO!)tou|JINKZ=OG3jQah>L}RKU z!FW&1N%29j3iZGeYRE3TWW9&~UtgT2IqlHfEj8Yu!(@R_bJv|BHEv_9M&kdWc$*M6 zxA9Sa9)zsDMpQ(9$m8$xeD(WS-BZd*x2R}5m=KyG)XF?vN~USYGTfYY?X*LkUXC#I zSbv}oS_AcOa|f>=+_WbiE&ia&(>Z zpe0`UltWQ>j(kO~sHr>C3u^tf!v929kJsd=Ky55BFO&yNykZB(HQUT5%w=*w+2MVT zW`1s&)t0xb3Q4J~`Z_FaePz$;#JRHaIMOK-QRohmXL@V9r+21<8w?xyP@y@VkVCcS zS2`0q`kS9)c|nOf0zXJ9Bc?BAVryTyMJu%F8X9sm$F<2`S^5SVq$iTi85S`?kf(RU z(fFpxJrRtLSct3h6D)|-)0%u&LJI#{)dM0_-14;EXo7Gf(5HyZTh$*IjHz zm$|$Ttpx?X`=fR{3J4DNeQXS51f5?jU@(wj{lMn{iUx%&Pk1?`P$&LcP|7m%lA}H zo5?8jOiMc&8G9d_kDHXj1i(2xlWWuo+^N}kfMe}9sxKyqN>KsT!sz)zJJSnIhS3`; zD8`AE1~{G_p-?%F=m@{Sy3z-7Il`5H7U{k;-*N!Ke0dpV-+jixg27f0n+DWdTsg~8 z#O@iDa7C|pUD&CAdjpXA7Q6Vz`nNs!Y*3f8`0)LN5?@xA6?zPNv6F%d8cNOVpFl7n z?wn+TSHp&5Uu@85*;mk>#E*YmQVd_^*CTP1*N?A=9UUU#%W?wjWtHKIxlB zG(Y;5oTy?(v}iLQ%UoiN;#O9P-2)!SUnF*ipEoceK!ttRChI-SJ5=a^QPTFf;s@-H zpsVY-2pSWO5jj|@^pzw1jj4;MI^f6yA*UBM+h`P-Tr-T%(j%Sno8@H6e>?q`$rSdW zrQR7=wf(-hfFq*oASdrLh6GZ0K6p5fBf+iT-02^|bYJbaI^Q)PiIzE=bLmd&zj3px zph#0^AV}p}tAd<^zG&_=mhfP0Cc`It=vn8ru(o7Rj*HNspZx9*RG-UCz=bB!MZqjT zno3_$t-0hf#wdrDrPm$p3CR4pePNT0g<0q1gAHS;d?eELRRk0@`Zt zr(M=ot(DjvtNKkYUmZvPfg&J)rpKL`fQ_RWWSw*evl5u5p^#CwB)d}v=mzmnf?2Nk z7i~g;ky1ROivHeoJ@x7R%S5hzXwW&V*+b2J8C?*!N=Gf#iJX@_46K`XpX- zh3ke}J100VZ>KNP!TbZ&qW(MhKcuH&N>L3H2kw_SHIs0%4Sn@%(LrCE@PI}{|aSD+HT{=$nw%_ zpx9!-WW+mVfB4jpl|QmJE3u8@@giz!)EUYT!1w&?GOz0r5FSy>iz=}WtD9I1~I`f0;8EU73pKN4rL$n z78c>tpZ0Neinih8?+g&((1b^`TNTrDOx2RLNly!wcQo3?8SOKA{}Y8JZTp7JyMFqx z*dFU^?p!d=g$TcTfTA~s`)(|VZco~S4HADbeu18wm~p1TVVn7mV>EP8&4uOJe;OF$?U&6Ta zUqqK}+1KE2Oj5%E-ICX@iFLd*K&_U;caPB63F3|HWS6qIPH}Y3Oc=qXGMSb2aT+*Z znXpB2EES)r3uDa-%H6dGvT>u;f$f|x0J`46P?G}nLi@k0;M3>VH zm_&)6WReI<$7CUc2e#M9(Z-*}u7I2%43Wkde2yk&4k4 z4z{Rq6jcbpSN=lN%kLwoXS40sfS?17@P9$x(cceqE|CmX5eH08!uFo}Gkp;r4dzo1 zk&OBb8H9}vZX_7m?@HiIhxvqc=-K^RQ}oUKy)ReP#i~&1c6c}Fi0dt6!%Le-6_mEF zmZ*K7ZAb0fKuHXqyM9TEQw#b5MkijaUVde#KAePWt)Sm>(rI0prpV zLVC0u2AVV3oGVFC`f4=g{M^@aSx_>ZBA|g$vj(X5_)@Pz<+BdV=uyJosWtk61V(^p zLoC}PACRedz^yjlj;)6oel zb%&o#F>R8ucnW)OAyH(a4P3TrJ?oFmWjiu>H^?c3p?p>c^=(#jRi*8no{`!bw+o@) zx_|rv$V_B&RUIsSg1>-;MD2J!e+8>og3cgZO`XH4T}_9-9S<<2#gNO>A-fcYo3Mws z!fZsz5nw9yb68!Oc>!0}zW(Pnct!|wKV8Wzvk_^}$`K~jMvDI-2@UREg3dfCKc1Iy zv=}mrv-Q>`Zj1O4bq`r%<0h~t`Wt!QZ{j+0hXnG7_Jfr<9{^B=g=7KwR;fVN=9rC+ z9MHft@DcG*1iaMmbzG8RMS~)Pftew&hK{gZ*F8bZ1GH{!?qGbZ|U87&< z6as+ece$m(kTiD>mo$aNJ(h{&+>KF@dojRQx;SmD(}&j^b3+u)YD7~DZ#m062nYmp zu=_3GZzIx?Xxu3lwraHSdDVx_Rj*O74Wan+^_2|gn9nKAtyW!Fp~Le`VVFdNvBwET zgeQcY93r6QfIw_!MaT9nMa;E2EoEq%B9>Ksqic9P{;XAXI>ggXX111U0kqT`(Bip^ zHjug=WBB5yFttbXht#cExXTAO;vHovG)th! z^UQmV0Zj(vgk;aS)h-H&Gzu_L_^1(KzIW)Kd<#7s|yx2@-~6%4$HjmxTDixWZy zni5b#Q5*a7dJ#0tqqvRr_&q~`9zBRmg7c?=F&J>>-dR|crM+sHev97;@$7ESM8u<$zTr{-3qzO%ZPWj%|o4I`h4()rk_Yu!weF->_=X5#u> zhv%Egmv97i{#A@z!1@>M+-P2?S8!@*=ZEi4>c&lJm0MK-ck_nbE2tW{J$hxeDaMp- zQaN2ddST(B<%i9MxQ7Zl?uNnQ&ehZguSTMzIb zz_&6?cP2raV>ZH*Qo||rSShqgCMtv6C!?}gSVL538s9hgr(l%Z8bnQo8r-l(W=f9KZzJVBUvxLtz5vN5NZyR$s1G+kf6dD6yo7U3uPFL=a-2|49- z>P?(g5MlW@#l4&|VOavD{CAHg6xS^YcBg)1lexdxc_nUjCAwAKA+SBg?ZWr3kNeY5uD#vZp+6V^PgJLOW&w z{3v|%qdPvXW9mWsw%1iL>r82l-yPGvHME%kWNk8L{QNh2T2X4{M)2e1 zg$~$j>9IU{d#%0yCOIsZ#jmTg%e4N-B|)%|2DP*0*Xt5Qh9u!$|#984wBzs-I)C1@h8yrI_sM4bhYF0%vXk>^0|&U1>y0O5yT zf}H7>h+qVh2XdcpL^=>35rp>zy`=taeM5udHC%uZV+xl9X`GF?ScS%D6Ld!fBwS~z zJU^{o)B&XnmB>QzKi7qUZ);>)uX1^qm(OFYfpZKv*fv3N_F7wc@P@hR_RD8KkG%$` zQW%4zF=|QxQ#P~Iw*}>k*grjSC>E9m$Z{|&G@d4;==bt>y4&cr$>mQ^uV~jcC)N&h z`}FRkwZ@z46^Y%7(ii=!(Dy*BQ@~rS|J$^yQdFTX>=n^Bi?w z?i?Q?(q|DMSByv+Pz!|fm2WfiYrpX(U>sgc=Mu%oY}38gC(`@)xOS4F!OcpG>h66! z{@dmCXi0&IngQjSLLQOs;_mrIk+D>8Om{^mT41k9am{_ZutZex9r)IrsSa)ZNw4ik zoN-ZDR_jheQWsKS;nzr1Oz?<4^7G#{!^zU;hVt>9c|N%RN)(#^L-A)8kcz;IIUF|B z`FY!mqC2UK{M<4dw36Zy0}CiQCOE79Zo7*c8ZSi>+j%6gHf|?F#AW1OK%96zvB-kdmnnt(TGbw&mnbooV7%DGaEA5`;MRP2GL zEOoSa#1zed1BT&NWCVPSmkqUlOE91e{K%YxXNaet4O;0nc)IkWGOcp;E=(r6mk7hA z=Oa|5GMK_@oxM+^;i+!sNV_)tb+f>0=TPkpP>kn-$$&aP-<)Rk>|PfdLB?@j`Ls7f zX()Gd2)dtkfFZ;{`~~?_Z(i=kpnttB-hx!0{is9s6J774r1e@c?brCS2TY_<&sl)bgd%N&oa4PyvM-}o z&JWQ>r|eyCwg0a~jsWf3%AcdvmT|%lff9-`jG?!BB>F0ZVM`I@ulKdI#Ud#o0j^sTc3P zxD_exizoVx6`P3@`AK;gia+@{qtuE-wS~4KmAf=udUfq`lnsex(ET#M&kczf7>9QCMiAoQI9XnrRM=|JyXXfM=r5=XHvXgc5O7HGBENdPTAz5nt64{%$h&kij7d> z&Qtv@oXhr)Iwmhqf{d36SWrT(>ZxfuIXMeDd)E~pa>(CmT?dt6Ni7F!km2Q8Z=`X3|+LQ+vBz%(Ui*zO?2y6JqZMA;=! z;XgF85qd09@91Yu)i zh{1yqFhd32_?Y*IRY;5&w&NaSZl3aUzu&Ng4TNQJT!q zHyO#chp4}iH~bg|egNk;CQTk$5?*?2>T~ARZUAxAr-*gf2uns|!`S#oA=P@*pJUfD z(hWhng)g2m0*RgA9yAVH2y4h|;$WiT2kZ0Z+pcN-U{&Qqf7_UeM?0V|;prJ&OICP) zr-+rCSex5df9Y3dPy2)fwF;D83sMN20}VHNm-&rqTQ?fCAulxBpDi!2JAro_3p5)J zooS%DsL&NAI5`3xFW*@bzAY-nuWnjldWO$0`4t;s&T$I_zrAT0xI$;-#m7@X+Z&-i z6yUW*k;E(D%qE`CFmcBn%CPtA;7jKUwJke1*y)&$jvruWM?wOSS5y@|p1G%<2~qM> zPg_Ze-xpnvG_uo4Nv^5vJ0SZq|mFHcMNPb|I0q z!|BA8s8|}%ixAHO5h^Bojl3sF+H*}ZK-cR$cIdGLwlY1Fc=MeHMGIo81|@V91Cu&R zCizDRv%RKYe>nMIX*})Ddtm}Jfa#UnXZRFB4EYrzn9kUCpqd9?iLj?V@ivh$N_b%rh3AcE4R3 z@s9r&>J;yv2lIH7L z**k4t^%mqolOTnrTxLgp z$cYiGFSM7UKUCJr$+2Z!Z8Ao}_6z7{>6Mb33(GzsRfz%@J-A@#>(1D1+zexw!ht;m4>*#6x~vePAgsK&bVjpn6)^e`^&H@fIGrj@Aw0B(eH;_kiYjj)nvt#LBMq8&Nm$-;78dd$Py>YiYZ={QT1zh*INj^S+ zdn`%{0Wlp9sz9d=2bs8*0ouI$UWa^Ef99i}tfD47hZc{(F$gXyXrp?`Sq{I`et#4_ zcV?6`B7!A%mdg^oEouyLGySYf2CT#;qWl$qkDh@IkZ%riDn9G!4%nM{X1LN@oR)ab zK0trc7{)I9Qxe31Ef7BaX{wfoG9x9EFAhncyy}T=6)mYC^v9W=aRmGVRD0lxT;9-K zbTn*}V3qLvCaZ@m=RKcA>EZ}+) zX&?)gWd~5@w!AB-1EW+e!~NY1)c-G2^`vr<}|_y7mF3Uac<_>g!GfA~AaS<&BDV&`;cEI}D8u(S2U5KKeF&u^`93!LxGA z;#U}^G()x#+lX>-1K8Uf^`0=__$>YZIt88Q<5r(HisT{VWL4lH78GemH$n<1W><+1 zCyCe=SXYNwoSFLn5xu5Ju%Cf$vUuNfo|d78^$a=3rO^T3G@CqB{^tSV?&Z2&h2j%@HI(xWbsl&a+k5VMso_4Iu1Xlp z@(fG%ID7MlfaD@xfk!G>hRhm1Vs{ymaY$2K{6Oqpqf{dkTGoe4o$7a!q%s}Dd>aAK z_Lmr1|2`4}GI))(Ut6afwf-~>avPe3OR3Gao0TD9DAb@;Ci;|!s^$|P1QUmH>dbQ) zD}NaCbZ{I?`yPpm3ilQCggoI~>Ry>oWNWBxzmBRp&(4L4(_g2T!p2=6bv~~kKkPnd}G=8$z=R}k-J&^f|eJNdq1VRor%pzG9 zqtQsd-cW|Uxc!Ez;&|cCQHhj$4_$OJX3LB6e*NVHFQefPU$L>AvY8 z2gz(6dFbnH4+TghO)S9pIvd8j`dPKk9+9Q8KBGXlxM5W>vT(pab{ED3Ny%^j?X=iU zRt+LIvbc@wI)^?Vvu%S_haehb(l(DF{@=TpUWTeJk2tralU+AfNAV1*qjTWzmueVi zTHoj*Av#8C$Q$z}BKdajJ~5w{c=8(O%!eieGKq1ef`+=zfXSbd0gpRQe+4Eu_RTyK zGfx6hH)Td?5Xv{DtW2s>8j6*O)KoWx=n1F?onla3;j%Cu%wF#uZ+T&*`}$HblrcRN zqVcT&vfI!$o`+k!C??i>NYYsIcDVXFi&o*7`HuW?@eKE1SXqWHd=}=60TBewncr&= zLcH#u=X}^@8`jbn?5%Ir4_(?Zbk#$S5QdC0YrR8GS8n$66(-^ccGuNM#`o~f1R=IM z7w&Eo1kx6uB)N|jXq#JmFzTM+@$}3dvDB%RVbc_w(HuQh~go)~K5i4R5!Y{yH{Q!kE>KPB-vNWUmK-to^i-t0eEm!uD;MDa>;eJP0 z?-#$@9?+(TFeZw}U-5^kTqfl@5>gcWtd{M*g+{39UifZOG~P|(xcf z8~BS!(bFoID8jd0*4r1>y``aGZ^luDqo&NX+dHD0ap!JnI>a;UCL+1|lNetrE@HTM zKWBrsCp+9-%j&VbfZ)kT(LkpD_hs+rAFdo}1MOkdT73BJ8=)HVW!u*4`H;1Ji~-E1 zV)rAvz`R~S*~~}Jay~E_OGk|+C(KVq0y^}T`#j2eSC&Gs?aw^C`F4EU{0sF|GWe&X z)q^U`Ci@6tGR5EM?KumkhvI&(7=;NeV}ZR(&Y@xVJbfOa%N-l8!g;#eAQ)~exh14K zDMS5Ip8It0dkGfM#%5HBzOYffbnf38JW~H^LO%1A!_(>_J)%|Keo2?>V%=q?a+BMRg2EU6oW3UXZ0~dXJ|ILm3+iUh`q! z$jKVh1ue)&`uN;*c52W&ldNheNa?2reC9wo7D-IKRAy3NLKr0wqr!t+e1hETfD7@ z)WO{Al7h~q^d2HE&BV>Ww1BZ2%)G;oAYr%MvT31l3PR@PwaWS?DmUI^9|pxXvQzD% zYg`i{oQY4!2p3woMbZV>((utcn!k29efZ3WdFiy}l^Q><%A$dM3(UU8)Uhley0iGX za9j5ObVQ0nYaSgGvA0$GohTc$(%X9qq*!PLO*Dq{n5WCA1z`mf$(QH3Bl}j+yQHxG zBQs2spP;ujL`Xd09*F8s%HQd3EAlR?iQ^Z|BVV$2nO@6%>%4EM(@D*3J-hUC zFCLe`VneZx#Q2>IAjP=tBrRLMIPOw%H`I4F@fa`iT2a&k`|o1r%A%{}#%W$%s{`q^NIjJ}mAfp}n_Mk`iWr2Sh0uR?{B*}ps z^xnZP8qz)S`Cc!!*5g7r|6jWyy9ri2Lci7&2E{bUwu6W3Yho3Sn#Cqs)P@VOK-i?C z%4`CqEsaA)sW#5q_q?b{9RA&Uy30M2yq{)NK9}6hz)C*jq|O)os?o>2s6$)2sx5#k zF(&8GDaq+b&Onb8FT536-?7WAsi_3cmA>4N=GNkz*2ZxOMA}xOJqOwbxKY!de4SEJ zpe;?RDB&0>0g-dwzHCAW35>+4T6c584KKcrS`YvqcL;G5&A1P~1@}DT>|nE?6`Z0# z-2{#(?$ILL=B1zu_Kusb@r?SzU=I$-dm6!MS z9fMVP%-&)N!gD|Q=4n|TkP=@l9u5h3;1H^SNDV&Tw(IVc|3JL-bNW)wn}6UfT{=;4 zJ2)7pP|Gh6#G3r3*d6Y8t-68V*TJ91+w!ecX1^|+C4GkuiE`4cY+Cv@BRQjQz9AJt_WQan%9G^s%uvF zbZd;kc8l%dUxAGre)y^BbhHQ;J>Ls=sls?cj>(KT?g%I)I71>kiLRo*<-ap|fJ9!L zLdOgRE%AZF4DiYZ8*l4j1&H|tjE6VU#CWtW^N9q2C| z*w0m(q_!AeXa?K(zsxBm`a!IeY35K3ZhFBQ>v5dMB8_L4r1Zf*#pxFsxBYke668wZ z!lVdhey6E>v-0~3o6oh#!HUzlO>bER@RG-kuZ;ZPM$JtKpyg#PdVG-a6!~FT;DqO- zejS>7hLqbDXegg~0&T_8E!=5tg~-a9NkYJ2E6y`^m0#5ZZ7ciCqNIta1ME;5QJ!t2 zAefh4+a;^zE(#jlWr!)DX@aXu`*z40*sJ}@`Tnf(>o1MY8LiQ+ z@v4N?xDcLz;49uxW~2ivLl^g4uk8^wLYioWbmas< zMj*n(YLL0Xa{(LlV%Gv6N+x_7BA6!S!B>;qfQ#NfaMMztdV&wc^5iKUHun}cf;G%JrT){ zT62UWMv8hj{_Ko1%xB00i=LHXj^_0=xhx423$2473a16wZ)DCkIGrZMNeMb%7^{5O z#x5SP(ZiLS;lj>Ed&J|4Xob20M)2q37y65(duLHmeTcPlX`&&ZQPhCOD1b^d?wyBt zjx3E;5b*9tdH>#4_80asRsZ-csGFtz29N0sb{r%T*xc0Af+`U&WNM!g&N~*>QZGL$ z74YbdVS0?q?s#uRcZC!$>AKIr8u4g`vwnsTDy)!1K)1OS`^KQGK)c`OsMHJ|n3u{e zm~p#Ney&VIsUbDYbbzFWD`00D0VPn>Kk)BK4BQMLt~7Mk4!1i)v_6!vrs+2wY8t1W zs^NN5b*t%ps;~z+G%Nte8h#cwiV-Y?m<|~6oA>6{xgh{Pql(&hkR8cz7{&5!EH@v7E>S@IXBhj( zU4tBlTl{~XN3VeyJ2ixXZrXQ3>b1+LX@l3A>Etc^%5GHpbU}%M{sa_h(B`g7)_k~c z9i-EbE}(>da7W0CyIhl-LCm|6`fvN3^aT;jfdU-a;NOLl8IcfZWy6qi>-Y~{k144G zl0ORaQ!xCph!6{C;luAgC0;I$=SFSj_bE6|BTBFnR#$RNmDkIYVsY_E#QF|DDNBa? zwoF0Io|-K|miO{51Ug8Qhd)F{i#Q^_3OEYl8L^htg1H0J<+~~PxNHh~CJb3`Z<pMP57aOg~d{}J4k1Z&qUFfl#udIK@0&ed7UUslg zwr1I&-%MJTbLUn#)U^Z$x@pdtQs5!G(VyilD-;YPbpV0y`?*z0BKjaau}2FO)91Y= z3n49&=HWR(BR$0%Y`iw89;n1p`d$O)1DWQKuaY#I_4>LI8h z%1J#!MPt!H@D0%j$k=jdBx&`6m?kMm87mO86XII$dGqiuwgsLd{7g?Zq=zP~5?cGw zCYz+YG3LuN#)%c-;6x5&57sGXm4C_z1ud{7EB}F)={C?h0m&AQ(Tq=^(PqU(o@9i2 z1tg@{^yP}ZGBmAcQ%&+CP0CB4rpSa{BC)Ifa0^?cWJuzuYt_UBFI3^T?i`;a;O@dsR)-E>YbCdD=1F%eE9Lt6 zm)a@|rD<_%`ecKf7X&bXUu-HaO0}?gk<`@Wcb5-o_Q$|-+M(dWQonko)HaY}?tg8$ zHj@-={L1S;YDB;loJi5?zQERNxv{x2n5|HiI*&bNBqN~POfJQiwaPu!H4%3`twh_s znu41?JO}xLiwvg_0L=YFHIS7>R&KrO#3Jh`L3-1*$|O0;bIkPj-q4P(k>D!wa4k1%eyXNR+P95dXZ6 zJ+_o_ZQaXDfLTh(POR*m&Ex$Bqa)`6c&D`tT$N_7L-Jjoi~eYL%M!3Hgza$J4RMJ) zmJTsBN56(-gmP~-D-Qw@NI6vUkklHvhZs>8>Qv$d{lwRp1s#2t&XC}x>^uwCa7X-+ zQ~wv)u#1ZydW2wexp}2w6Wb-QmfeYm@EHt`y{A(KyuMH| zWp3RNlP>p)coTO`0gMoh+Yht_9;KuEG%oX8U73X+y0D0Ut+?!;M;4PJkIQRz|Pd5k9V~cA@L-O%6Y&3 z6WZuA9GPnoNKvXDpQ{vv+yQ*$b68Fay03CA5D;tt1}EbS-yM@TP|)c>e1H6KPvS=u zh}NhgGU;Trt<7oz2G3rJJCVDL(J_&x6;7Civ==2^WAfbbzb|dahNU1Y3vWL>2{xn) zVgj{M#Q$>FFDEyNO($o)4jRfBlBM+{I0-5sS0(B zF~6U2L&tQ-bW?b_BO6Onh-(PcY6wZxw0tN#-XC6n)S$vBQk9($AaOi+U{7nLg-(tl ziFi*&l0;VA{_C&gN%Ertyxgyv9&|eyTsX`rESG6XE;FzyIa!(`oW;AED>yMQu#ZiL zX6Q*VwZ1W=!X5JIaC|e(9Y>OMPT~`WpGhZ#x%q{HVNzq>0&VwB#7QtADsJ9H()ECX z{*Xa9`hiw5YIzK-=S;l)Teu3b+`w){1|#}5%C`9H4yJb|t!@=#N>s$1_5^@Qd`2&q zVPdZmt5V4w^A;Xs(82YTWqHONEJQj;2M_(IXC=lJi8Fam%YNr6*N*%Q=)ZDs(JpxIyhT@SPk=!^u#?H3Gk zl(v$ow)x-8J51wlq&d zayJCcw(?kBBYeT46)6G{5JE!Kk89TS8$?pwCzS^4iL44CWdZ5+;`m-h2q*kB^>j}%p|qp{|A8k z8z1DWSEvcJk!wOHTV2cGP?t~%pI2+#N*>uBOy=5=6n@fD4w|eUmT?939;CfNY#1?e zYK-qvKlJDsnWu)97~?u|hc}E36-S%iR6g0-1jE_Dnx^ksbQ$O6YTem2>NVd}2{7J5 z{8qeXqOhYU&0f(vM^GMj{WUqqEood_`jdM26rn=A4FOr+NW+vOiPoQwSj4)-qKT6E zyT1}#4N42z6xodskFk6G0GjYs4Hvj|^1%9S& z!U4zx3!*lS1v4OOyJsTw&m>=9RzPn&nhLW>M+VXeM zICH*}4*&h_snU$f0R==fpOc{Ha$PJDw5;8P;pp}OUE!G0rWRu4x=>;Ci0QEZ?Hz?> z>llUr6fw>N1*ka*_dSOGK-WglBUrHZN&?8(!6gks`^CALc_1C0f`HZiZcwDQn`V$> zuo1o~9~WNR!v)T2K|yvvrghRZiW(oyMhO!5#Z9b*vzru9^p2gRY?WNEr){_#Us(GX z^SanrNxlKDHAD&qaNhr@&fTaC4*#{)bb?zVzYjN8F8XgM-P|PXm&z52yb%86&?Wa7 zY;=`AvR}e@VV0W^C z;L$i*Y80ho*N_bqK>%EgHQ#S1(l{Im%#^8BXa@kmS5HnW)g#&ISSKLd@X@7&T*vgC z_BQ2lPk04b9m#yNVJUno>#NL%3JdiAjr>7n*h6P#TrmE_voyZG`JbDU#ljGS)1b9H zv~ICI1(Pmv(VdE`ew$a5zHwkqMpMN+tWrxlg0dwjc9()s&?vr8C9O zg?E|2ftLj9J^ZsE|Gnd!hl!OD8Y31tub&UaTAVbV!s!@6yYxy}k-$_!h~$yy(ZVye z`D#n1c@tGh_Qkd_ruQPxn-t>!FiX42wPL%j?@M-=SQ&5peS156E^%bC?gh!hajI`8 zdJWWL-EA5H?l&n3EJ0(e?I}VdCLOmDw{6#FtZSz|nn+Edq`9@t^-8f6qmK27%-NSC z5SQV-ZEUwK?vG7rVLv)MED0#JR;n0VuHH6<(o95mQo31}md4w%cH4ie$9dQrc&W z6`FC%Rh7c6(3<; zf}?6_2S!fdZm0Oh#z=dKGCe|NTK}TIe8sYNh1eC7Vv|Bnwg;Kex5(+BHaUCKkoxJF zAU+5JqF7bnQQ4e}DHEhUxgu^A-62t?S^4auf;BrlYDIzuez)*JOX9rcw?CK0z4@E^ z449@%p|WiWhzhyT5dq>%RHQxyDQ-}0EG0S=%0ie~^k}vTDh4-pqU#Hl6m@;gRI1)Y zr%u+or>wfUEM{ryt5C%-#`t=>4t*a~EV*@e?(cmD+Vx-~)MB3j`m?4*Sufae5=AOnbL zW+87zpsUv{aoPgIM%jiRr7mNcASm+11!_hPE<=RfnqP2ulU^gkw={KgjR z%$Yjj+hf(sYcKt22IWgo+qK(Kz1XZSA4W|+Apmd{Ck;3Kj@*oLsDYEdj=cccP@Rmf z#TSSBGze1j?_P%7s~v#u)MA!jOQ+gB{2Gv5aoAmgMbRD4Z3uSheQ*r1)=>?ip#q=V zcJ+HkpL?bztD_{_8tPZ%IJ*hy$-Wv2K*a1!WtIJ~9;>2hu?AYCw%G zsicuKK*;Kv;5|5CWL}Kg7MP15&3i5Y+vKHH_Luhlb(3T9y|a|78d$&qU7p9D1HFzH zkZ#`MhLC;3Bg|w(hK4g_I5)U1H$0>m(E7{BAqDpm4H(w`V{%0z?~m>$VNbiZNS%YE zEgKSxp9K$gmmpsqc^e>w9lthU8lI+OBe}d>3yhntn1GUDw*3#rH^+fF>||yrdHMqS zhFR#`As!i~m~5my`?3p`7>cx|*dD69QU%)VzLDR`y~{e69tdb<9oZO4K*NUBc1)W$H@<7g0T9^9D5gfKiPHg)jsx;_>j=Masu(-FV?Ae2GOfYQ&>ZU?M_I zm_%CdxnJs|PSWUZnI1MS4G!ykF`Tpji0_|i+_XfU zm=AeReu`bHxD`zT;X! z%7Bk7a^KgMxHzFd;n~`!HH<=-WSYoj=9m^ZueEISW1%ZVtF72r$GqpAPdPmV^ZWnU zL1Sn(byhWSI#yMF^?#l1V5-E`J_!$3RFDl&LqLvbd2QIwF$?+DjmRm`3QzgSZBXMh z0rHKM!tNHX)>5o+t%yF3%M7)V&yqamINdO>QrQ{hSP|;Fu^7)a45Fc1;UO!G)^DYI?C#WFN9-bx(YiImLPt`{vW8O4&fOlzN~67;zn!_I z2Zw3qaSeLJCo)->l(>{gFUopUXc~vTZvmNRacIIpB8ZzlBZha3_0&c^K=Ih%RG-jErQC$%lquwHiL+tB}tJ~UHuFmE?epEZ`wdXjI z@+)2#S^pFqk%`*Ql1M*B8xQkU=uSA6-}uc{+suh?#l7PbkLcNmb&<&H=8Gwk=4DTZ z+yY%*Gcgorp2*wQ{E+tKE`idWXbm1NVRs#{Wjrg8h>3jT_>g{Om#I)}Ak-?2ipH|; z-3GbA(W>vIqrAjLJln(+-3Ei(zS}B)Un(UyaZPCrFB|v?KT|x*3R_64NOXl6#Wj=_ z4@Zv%nEXe|7*jQk8_*qphGe02GuQB;J}=V7b%_sfTL*~~%;y_t)Py1;{>M~-w$5#gke1kVgpza*GfExLxvV%J&;@Lyk@r>r)>&R7Tp|L%$k6OCe&n-A3q&TgnW|7KpM z|NJ`mC1{_&lm;|M5J!wQi`-qJz(N#}tM95LX9rJbkU?8XJcDjLANRXNAq6OT7$*4W z7LT4=qA~GGTTet4DhA|CEHoD_ zTIn1lLS+!AcFkvr-vsX|e6Jf1UadA3gW<0W(=y-IVNyaLrn-35EDKSGkS_>!2nX5X zqjw2QwtEw$0wL9O2q^r(!bFUo8norMJ>gx`1+Jm;y?mdigu@5mjzJ3&D@4Sm0=^We zbm75^bl(tQi=U{XaOC6kWuGYBBR&PdegHB5$s#n{PuzLm)p=Q@55vQL)Tew zXCzk=bpf}ahwGvT&c?tPiTS3UxDK%NZ_4)NaN!`iQ8-%ujHuqV`>B!$_6%lX6TlL) z$$AvQ@T}Nq{e3|N|Bq^`5^nUKiW8!ZUq~Rb)zN0M%-@xSTA0FoJ&D~0xbDiUNm(c1 zki++VoL(35e`fq0>JMnA@HLX^?NF4}yaT`kJ>`CGG=R`iY96m-!um_LidB@Ki~7Th zm@Zlil(9z-YACL932!jf4cc|{vX6aBc;v zX+RR^powAY0V}JNfusg{#s86yqy?1*JGyYE0lVP^w%Sfp7ONJ^6B6D$KyP7Q`!XoR zMo#UAun~YU(%;imsx7KS|6+np1%qC62&aKU8n#kzqby0%7?A+^fYZzPtp?*9Ee zRNb7vkV>8`c5Ri^H6H{sm0-`yDsypF*kdsoMmIiQG94V=IoZhCAMnQ@c4So{*eEb2a(IP<5 zEpwLLQFPD4`q={eVHe1A0wWbPa%_Er2K(iWeioe)mq|ajY?OkI$$o)d`ZwWY`_!wX z;uKH|OBGta>|{;FOfSM*ESmY5#j*Q;$c6`KZ_kBBha8K;$O}Yqg+RPUp^@J4TdLex z_ZSK}F(*=fRxBd?m^P#iFm{0XNc4zKCNB%pR|DOJ91>;sn5xj(L-v|Y1Ww+*z@zMQ zSg0}*dA<;u%=@gZJN6ml6k$LLP$gh%BGyHYwYbBq5*UXsy_zv%r954!3XtRb^`<_z zF1N!XvzZb-^j@%^uqamoqO`@%CJy}cU+BrwuB6B342XzFLF}>y2LPpc=@R-z^E8q6 zPQMT8valv%aYLCt#Dw(0;JTFWJ8NqoGJMl3ax^A`F@L+}WB7tmjekBLTv`)2g{*E= ztdPeYAYIki!07@O*(Z)vy?AMBzE@W_dEwLGNn7yz1m8B%5@US0`|C8oe{JrXEDKC} zu@4rU7od~~&2g2GMFXtCRjaehxC*OGhs@N-;FH4yt35rsV(`Y|l6jabG@4UPmWX8b zH!dR($v$iOxP9e$Y5Rn+NMQcBMspkwY<)32FioXsGj?LvyE8=2ND78vWe|N*|06CU zaK+x~$i-3uAn>BJw(^-4fUAc8d@R#SWL@flIprwurK4j`Ls9F7!?6hQhWt;^{XE=h zp;6T3fB&+2<&IGi1EhjH5EC>LqoQEdV@DJ=n9@Q{ACy@1(}9KA2ta{Zo$!_lRMHyH z<4WQ>P;)D#?SrI&m!zX;Y4-E6GQyhHap%b*Ay-qbJ+ThscB+;ELbE&+q9POa=*kC0uz8QwDXACvi7T+x8aORSOCooK3TAb zQtYvO;%J7jQTae)CTZ7HvE`|j*6$BiH*hcgRwU{%7TZ`H`3||JC3h8w!La1eEl}pa zz(Ge2->^OvCZ_H->(GM1-_o&2Bs2N4!7BR)JA;*)D+wQ_zxgJng`=&qNfJ89o`R5- z+z!05&^L&|r6+YS{ z7&xFi(|deC_*%e_di@M#JXb5GpA-wnxDp(UPTfzwPxW2xmZ$PvQY`7HUyHmU!(6xV zhwN9@H|-vZeD96XU3O{S+AdAhD;!`?mTU+=Jtcf5Dyc#Rew;WHv$dOk{rNs1Xp9E{ zJViRx_zDh)XuRXCEq}@1crVG(^=yRdQJ3L1jo=y8MXWMM1B8$_-v$A&U}b(OpwGYG zT=Rqa7^-bDh(+n!qjFmk*`y^B>XgUXD&B6d+JqF$v4)YC>W{{(pa;z=od-~M@%ZWW z9W^8Yv1MF0ht}P`bE$VWAgz+ldW&8LV;kl{9s59{i4PHnUHBKq&Rai*pm1XJx^uVQ z!QmD&ATJvcPPpDQF@wu~gbvki^wYchr&M$(%=(EEcby(<028h@a)tU_-ljF_tTE-N zF-Es$2SGfZjf^oqVq!Jn3rub-9ife5esfH=?-~n8c}KEmP;G(v9txTUuYS7I6WK*Q zY7GB`8(Cw~4xf_%%4aIgXHjFoj7tiTPEj$^$0`!=i)k8L?l%7XCYNKT$NnWE$Piz5 z-m}H!#>{RMWt5%Ro3x7IQS}b=w6DwbHzEW6g*eZOuyKGP$ApnnEK?G<4pb^u=n({W zwI>Z)NS2M-1OYZ$$Uc5wmP+*JgbxeCww#n<;)sjLvT>ZwZAQ?Ey5H7gXuqY7QqD2r z*cQTJmjblm7VRw%Ks?WuuWKV3x623gJaDnwpGaNxv`}D<4J*SO@Sc<%FoT0E0X^iC z^1lD1Lv1IPBNvIAN!5KzYaK?zgkW(*4juaMxrI^^kv@jf;mFXF#LPhF&rvU*4+^~c zvCSs?A+ur)4N^ej;pgO{$6*Nm!jY;p#s-7S3IV#Zy~$uaL}!eE2&5)~@Pz$pAjM7+ zJS$v|*jM%9w#EyxS4sPs_iBov)-GR2FN!~L>+BN9Fg$PII{hXv46imZsJ$Dc}(#&J(CZ~i<|_I6cgni zIlZ0~W&==iV2h0|(?BQ)B`ShG#Q6r~lX}AhL~-4QbDg4Mgt728iSXw(*j|5-FtTnVmqR6>Dy;FpIQQpi1~1S zZsqS&B~++4q8$J>9+e?Cjg<&VkLGOFwx?oonmhZ>v)Y!QB7`IX4r$%PL!jw6i-%OX zUV#-XzT&ktms{mP3v=;DKi$^^u2ZTJbPi?ryFq%ky7R5*g`|+IVpzCY*0lVfIRtJo z3|pn9I2?04tuF<-h2@=b4+jW zDOMVN@aMH^O7Q=2xA)oA_-(E;A(>QVrqHcR+ATs#m%!^9OvA)q)cIBi&<{LC0Jw*< z3*c#H%M_??usn`nO_FiuznPsud+h`Rs+H5or4wxOuPYE!=c_!11K;4=yHlBYXjhC- zpsL+F@~1^y?vJb{)sP-a?4}1D`YjWA`<#~$5%w)OWX28Jz~x%foOpi3LBGa?#@of1 zSHKr+E$&HaF$8o1zctwmuBmxjgv(e&B+>N~AXEBcIYX+bF;_|Qqva@N!UX+8ivifR zW10N{)ahdY(RKSo88`%%8=->je8%$0c13eJvh_!W;+4^XBz>bDVm+I=FQ;_~FDM1@ zR&)G$C>6k;?&MbWslg^CY1pj-y4a}BO>GFuOdS zo5Fv1@3Q2GHq-|eFU`eV#gbFubC}(7q?DrG7D;nu<<;)**QP%D_3Fn(b>5lc@(u9f z(YOO~Zq8);S^1NwrFvZo(w#1~Po-ySUX&kee-K(fi29aX3G3AtZW$^py+=-GuIT1U zh@}ClJtHjoHBb+!FRqG|Pz`wRI}kaH8MnA62Nh0*mn+Xg7Y8z5g#9E;f&r&6loMz585sIsM`Sx{Q%O3bw@zjVbAyW8=K|C4K-r5= zj(nKWs5vOuRr0?4J<1Kid9g6w`}pP9p3H@d262mjWW5V99NKja+l3Y&U#65 zNx_2auMZdfswIK|%mf*fL)hxi*s=Cy4e3VozWMIAWi#-6cibE++*IIe&aBVbn>Tzq zeJc#c2Gvf6E$2DotEL@brfPy9a5Qu^Ugqy+XyoecJ3 zcw^>(d5)N#O?$~6ZFEun_z5FG!ll??ZGBw6#`UXuD~?xpJPLsQ3D^$Nsy7-RrNOrz z_8-iM5pJV})pH-keec0>fllQw{w(P&(>`0%sjhB~9js0}jQj(+2EqXZjmZwQm`7u{ zGRTWQYs$Hwc3f4729B;zMd6kcv=mass=S@@UC9EdoQz z#n%#j_e(_`b>!xujAkhgt;a?qBNVNw);ziQoXxN37(+`5+sCe( zn*7KJpFh@=e=NkK6R~VbXhIeN8i=Mfsw)l$B;9W7+*2JCU*qak`hSO94ok`1UI*@Qg?t!hBuHu&=0Kag_9!oR)d4De17-No(fgBHpr0p!(V|5x)yfZMnO{rK)wV(@erh1aD@j}%gq5Ei zgCfUQ*keC_QiM5LlfPG_4=43X1lsTyM2Enf2ji2IO@;DXG9-(vje#m#Rb1fa&u|v0 z2KtaZ4?_hWv%G|_aHndyxcx+r`cvEqF$@`?+4;;b;c!ya zt^3LdASc+^j<%Z@c=`FwPUi^Rcw`n?zN2&XCxfq_bX4&y?F0$+(!xLFrW}Azu%B8%EVis zzxGVr22y8g}>~;2uuyw zs*y$u(zDP3PcBWN7~JkdA;Yv#2I&WsOb!3IiVC{WL0@FVzf&|%5D8rGJK|cj!=D_2 zk$=fX6uYst?$YAutNWG^eU8j|ME6t17cCTRV%=ZMeux+7tMVOM4-a3jkYD41s0|s! zIuE*4t0~NMCS2lnvJHRoxuJ$ZrMLfe-Sx!!G*4BhIauhegTl*j^{#=lIwu7tbF!Vh z;Gm{-i#}&8qXF$0mhbTIlzw5(_7;kMN!osqTtFFEg}aCiau@%1|8Ff!IKnWvD({K| zQ0^06AMDTQ0R8B)Ciw!7@Wy?j+DRfuir4HUE56L%f8aFxtC&XA9?{shY$XXS3HTZb z6pk*YT%TG~*A$PgT9LEtkt6<|OTlw$XATrltzQtGg-1*56!u?iq}{f?RlxGdFPov5I)V#S3M*cyYl`DDTH|rG`J2( zg4$+oteDM=Uo!Rm0KRDjr%GSjE&GPa!Ndm@MKxz;8#Cv-ixArlc)}6Fy}z8er~Irm za4*rI2DM8XWLl}$cwaD0^`j(0I^P`YJ8R#M{V9h#l!aUUu({0rcEtV<1+euE*|LY* zg8S4_N+nFCm$CT!NqE~>N6YVl4bAn&2uG>zVTHh@=SFtGTpIh4sLB+z&wZ!Xfphs3 z2I&G z{*B}3ETzBeZ_~e8^tayf@>NaD#_M<>)en>zyn9&ss5?R}d#pfKcLb>);Y%0MSV+#d zcP`NXy29&fTR6lHqdcreptY5uw?{kdFXpW8)y`e#17h}5*^UXkk$l3wfYD~Oa1;l= z08D(WJJL2cg~q%75uv*OEFHsyY2*2Ucs;lVSw6l?c&m!q5Nidxc5#0P= zgxM}07-JjeD$Dw`-l=DB_AJWcH$3#m!sL8)HG&(l`Mlw@p~ZodB{r;{l0rw8?bz3r z$XVRF3W)qV11)?x2OBA6Zl7Z>5q12d6!BJ01b;TLa?Gdu4eZL|pj(vTcvDDXdsX&= z@oBbZmf-v`ke1VnnEjy1>USELUZR8}kr(jvj&uJq=QX#ONR1SC0j}0kMwX_6moc!S zcJlfO^W&-H;S@+Dg#z^%QA5ckKy~@6U-X6DojAvvMLTKga$nHIlmWZNqmqOA_BEhl z8skt9tmIv90yPY9uMsC*9naxz77db7?@Ae-n2$;3-2NpZFn-1#2!`5A!Iu}>m(OZO zP2)3ku0!@-nr)OqUUfu2XGqIHaJ4m-gBUD??i-_{QnRQ6&tFFZ56w zltUi2o~TZf3~HOh>Hdm8GAEL8&d_VqjVBI+)L8BDti_63`c*G6UV( z8qWH`&Sy&w>SR>v1M#EC2H}Z+b`5*^yFroLk{Rv{AL%JdthiNI<1kzGPwRRlgW<92 zl92zjP2M>Y)eSmkSS8%d#vR@9{JWkxGIgdO+-Lt0$9r#+WNnW0WSb{eC>F*`wKE4V z>|>3U-qJ-W(l+i;{$rYHRkPy**}_;W?HB4V zVBp>3!m+ue-x9F+yN34Tt;Rzg3`Ee(cgeF@uL&30s*v%mVI>9!-Lq4^k2qGfL|Kkh z$y|;aLXC|_EL-)VN55rUY2-;qlbO<87Rq&t`QN~Gp)wvn1t_ z1dbUFoHW}@voj15-V-kq{Bjv-;>&WiIGGI2x+LyL;tgG?M0MOn-96|!N!(G!g@Kj> zkJ4z;#DC8x)|GbPXS<&3H6lq`Gq(*+ph3DBMJbH8jQrI|s(kH2Q+7^(vZ$VfVuwjo zu8+y}{iT>_mk~Q#y>|`NNUyzxad6&}Kt%1Uj7EbHTz4r{?H6r6U`?086GG=tJf_3T+Ti`g z^pBUiso-=Q5Nf|3jRldBXe$p~@`99Fd@P7&yA|ee4gBgnK@3jkS4c%Fl|rWx19{jH z)_?HoGy@}oiEwhocj3rBu)c3bWT=u^K*4<4cq{u4!$^L&!wkJBX|2@%u}^%jk&dyJ zGgB_gA6{ERhIxY_diDotKByVeeVGY7R7x3jqM{T^^+`k7jku^eP}S|ku@s) z%KcGLLA->JM;SF0`PV7}X%8;8R6Hk^HB=ft( z9)}J?`!4phiLADo;De^x7UgoqK4N9Fwa^9o3@34Od(xg3-^Md{_H2HLc>dT7k05y6 z90Fd`#kv&RcF>cpB@8%m9dT4qOQ3j5iF7JcH5YZQhYodv-xXU&`%T1Z3Q*E=<7SRr zk>12wf19k{>8Cl5yJ%}ofpPJ-A8BL}(9QK2Xk@v>V4-brS%Zy*aE3OG3=M)#g3k^W zI#H*@`RviLmGTazt0sR!gxSeq$9R1a#u*)-Ze1A4{=gMhg{|MD^^$o%thATxMBP|z za~hZ?o}&p-({YBwo;gC2p6b=5cGcUi?Gvj)>5}+l$3|UODLDkjK;gi*vXG=B0@HXW z%g5w$pRvG&l1Qh3kx_nT=v>km?Y)-I$tPm=0X1diG1Hy#n0gLH{}y0_!4CF4RAB6I zOG}_g!7-^uTl>DdA5!O|B-k3FPx?18Lz;XzEUma5C#qH!8)pc_*$oUZOS-`gu??AI zxVyozTku$FK}UfWD7lSt0%{(%#F^~x$;W0$g$x!AWMjqdISj3b9CcR>+Fesn5YHQ* zo`tO@;Ea4ow)mN$K_+Nuz{(H6jX%19nJV&n&c(+%D(x!bJr&YUr!GhcPLwyO;j&&Y zQtVrsKSBvwG{A(WLigXgbKTDUi4D5qi_2~8WBXA5M7;+sATbZ_%u+fOZlIg=d-j!M zD%B4R)CT#V!~AH|t)K1d3QxsFQdl4QgnWkO5X1C{onj4(g`4jbXN%ICW|AQNPAUV~ zO)p|%F$%p6DArt>lbri$Lalo)Q?`gjdzhul&c}6a(*U**yC2+qE1S5ayR$~TOtn4V zuC#-IFc+^G0fq3VPtn0dv0PN9m?eo@j-bT1tS1V)!par0*rAd5WJW(j@0aXz{T8hm zt!hvA=%x;F78d2nr+~njZKD`xl;#A?KAf*fsseB24YH-(VjUeF@I_hYnZnQ(6M_{` zPeTq+ycP94_FJm8-IV*K1)vec6qZh z7P#Z8F?pQRF_Uj!*b|=-qaavP7Ww93yPS6K6J+ox+_LzFo*F9!vl&t{L?b<^R}e#} zZ`~>|)K>nh^o)yEh76xvk0{2Sz%WA*Z@l+nDso(DCkmTjy#9#JC#>s`VNdKc z3d_vzx~<5q8{bxLNbba4kS49aua;e6X`-DhAogW`@gb6GDSw*sg3Y&p__u0`VcGC- z8wGeoEalrH{+<(ucZ==3-W{|wjH3tw`h>BW4PY}kLj z0UrP3$Bf2$O9H6ucND%{%=h@Ze2z(yxoDYAQht}yB0_U4ka@nPO82N0ea<+~r|cd3 zkO^P(DLF^Is4(lB-;+7KY#(vQU2woC<3DbYBtn+%frb?(j2 zt>4=suF1_sB`#R|_<&FNk3ZfNM^&nhpNdJz}gRUWJ|3^u*EH$7ZAt2;*o`liju zN5>paaZLneAMsZfo;Wwemb&oKM{QDP%Z_8_*?ZeP=gsrJ$4nR1&sLv^LpI>-|7fh2 z`Q@RK&F$dDxEzQa=p>MhBI$u}&|5i>DanI&(q&lH#+{y2t<6iU9(9dJ=%~XTfMfUV zDh}^<6$g7Yk=$|5OD0U~yb>3lUo(il^seua*{L$CZXP0w;9qsLl7O`X?rwQr=wEH} zoS(r)g<~8#wDos@T%51(-)a=CQH40O#A`5tgmB%KE<)DV&kEF7KitAZ?T=p4d&P(=AU`RUKFYb;B&U^n1JGhd6ggj@aPDVSgEqzAh$v=j%Jf z1@p%`@H&QJPvfnN!nNNMK1(8oM9_o=AUVDx4$SIy(&bol&ULpObub*LflRT*fxL3E zCfz#g88RcSR5!{}CYPH=QqazMQh2J;Ti3|30@G$Uxpw{n{?lIkN|90r$9F+hedE75 z2epoOw`i$ltsQ2l|jGN;@YIxy$i>o1NWj_q7 zDX7cWvB0JXEeCwGCujuimb=`i$O^mbnS0_DunV?EH!+hv(Kv^4J7y%_-kZ>Fl=bbb#Tx9n*mkbB zF%Pzc(&!@`=T*|&$-_7aWsNCxP<;z=vXEOYrfOtKkgQI;I5vnX6~e z;Kqs~vXo%CZ9heJnVAzvtEtCf)GX1yb=FSRX&rIeZky<^>KnB2>H)b(ia8{kcuoXi z`8KvTC9T4(HKe5YCWszvmtHWPMJKluxSDr=EXsbJ! z+lCPiz>Iecsw(p(a3k%_5!KP5l)ZlW>X@gwb`S`mAjjxdl_i?!C=4BEwfSTyRttCg zyv%WVCFR47ZRNtzoeNjWqC-d6mmEhPf7&@tE zFFy2X#-5Z*n(kd=qr2#;0Z$W# zKgXe+YDT{7Vrb`|!TGmmNaxj-xkOnCa>vISN+0>)e~KEwD{I-1-)xF_*9L{?gzAw< zw{R!3oeu||^(jbq4NZu}ijFs*^W#a6)-<$J>o#N2c|Uz-$l*FM&VD?fy!d& zFxY#WvaH;ThaJcTd?+RPKRmvnKG%9(OIg6cl=1AGaN^%f7|j*+{wz0lyVTDjFV~Y9 znVfG9&+8^WY6*NvLyy)4Gs1*={v7SemMRr<0=d8EXDdrAg>RJO>1ClV1caPMky2+X zbEZB?&s8*0x3$n&}5lyKF>;P}aMRMaw5xCpoiB5+T zwwq6Cy%3`AufPXX5G38qtJrO{HPG*2!oh}*vZpeiJG}3};=0>20uT%dChxFu{MasZ zv_YtfvXRXj!V;d>^#-0~7(@Mz6)ypZB?=MFYN*x)B9|${xB>?u9+z2VNmN2iu-U{5 zHQJ6&Z|EO+7{+UFp$-N1KK;KC_LJ_Q=^?9L)OPf`?6(6|Vtg4BsT9iXhdcGpZ=QO~ z1{=sw3#y7^MVwTBQNOQjx%%V)bu++gX2XgIl!ZZ}P+>`s$xm9TO^~^B#0BZn6qE~x zKXO#uO;n2T&PH#}qKacRw+P2`HfNdPYNFt02}YU8BiX=}&B}7T%;--b62JoT&a#KK z=miOE-b3K!bi<0)SzIeab}hJ9LSKK+FDs2sH)yDC;Z$81cCLeioC4Z7^#@@r_r4z{ zK&Rk%N*JR4mOo;!#R+eT9UC5QqS9qglqIZBN{u3scicYna$yhVoHt8HA*~^oG{ti&Ar`>@Lfh?!xl4FX@t%#e~mx ze%0Vr2H9}ZPbO!yYMWiUWOBG1P+#8ElkrtMFX{gaa{65rxfXqKA~FvryxMskZfQPQ zOGqp}mI~S4qat>lwr-;ZkIC^e-Z3zAwZ_Q=_0nR?tHdI{h8RIrKTR5W7gE5 zwE@arJr|*+RI!wtYtU4*IM>AdZ1Uh)RixC7@v(w z6c+4jSJ{TDvFipgi%`_gh=_NEO1QIpHqsO`AhuyGL}eZ;sn^@`LwcQ$27Nz1wX9AG zY}rd14I6oXlam`VUtKprxw^jreq}<6aBa5QC5P~h!cxsw8Uwd6damH%gs3y9XSw*b zOwP<2z*=$1uEhMdU^YOHjl-isqimGr{g4PIbp!caq2o^yy^eE1a!|2&$ICf7Mq?Qaivh|;}KB8D1vJv*>CY@iKDqr!_2#Wn=Hb43iM3*T6jKA`VNPdTW=BalQt56cQQ=y+ z&M&}6u#w6;FnuP~!DXGHnVTj#ja*3*MmAVdDOw#>M5?h6W-8p><@IEahLMgY%0nkR zc?#Iu16koD)wmsv2G^^H^>fRjambOEgOEZ0Er{rTIwB0V#OVEixs)kd=kKXRgJ%sB zrez59eM3b1@N28=@x&_GGmpRc8Q@AVsMvKH{A3m=d7Lhop9!UZeH>2!w9|&rhE%?9 zHc;JSadVe0g|y`Q1?vTOZ$Q+cye7tAx63OdS1>5*t!byZP4r9rg8f2V@|$`4%_O*% z=%a(3tsUSSD+MSaAZ3SMSR@N_dRyVOEvDs(de}sFlHIYy_8}#;$XG}~Hp+yEOk98* z=?nE#P$^VA!jd&&qJse*lDYY7i8Y6%@_>~%L|7V}+W__Z8ebh-#LQ%lCqCB(T~5|} zh^Q+oDn`ilo|-`Lyd3Cw65Y{k+~x8?4L>WBFmF>wDf^mzE!=2QqNy)LDf`XYIEOY1 z!!#=IMdeJg_(U#WS_A!i=;4$YAo%;kq~_I__7L3aI<*F z1o;r)m%_Wy6b180M%eh^p_DD5BGcIs!WC8DazPvklR#o8u$@{LCk1Y}mbP}n@z^q88+uXwfCzQZQSC{6}(gXqI zL4eM`%-B*IM-y5lTdVX}{eEG{UQON%k{kPsQ}eZ~*fJ1Egatt+A6pdo5TVWH^6W)( z+53logF$J;t5n5u8ck$+le8QVAW5>{nbQKxEKKi<N* z|0BwOBpw)y+ZQZw#{nlNka( zc@6l2z#k2Z&nN{C(K$T;xeA^?npS%fFLrGn2D^+W4GKHuBDv+Ufh+701`v%t}(!a)F|+SlN;*5apW7l zF->9A8BuLIlh>?UAIRu)s%%B)KdDOdFs#zePi#Z+4P!gN>ps^?QdpPL81I^wiE*26 z%*fbaBE{%@Ff1kTU6TU@vsztME` zMqLa(3pc+7O$L$U_VF>msI*%aD}0$$@zmCGA&pIHkE#Hh6kt!-TMAW|RO{FsNfknZ z9kv}ahT4+?%gJ8Q#|`E9TNcK~A9miHbmv9LFhiG#v*Y9`GVi2Z(avVbw%FToD(LbhIw`+ypx%r3^T?Qy?#H9j8;@iS=XWCrp_nd7BN%>ju?ch3BD!SG|oSECT{;E)!qD zTs(uUQRt}2!O6l!+q8ZiPgiI#jMYf&dD7B>qGNL@i6>6gP^`@AE~R^O>NVS0)e9;?p)bb!R>LYj{rw? z;+n=(n@D${g_A}l?^4#2Af~v+43*bVSYmMC`)0*S{H(2?<7v=8aQzyIfkai?3_LTW^5`(&WIU%akB63nu1FMhj#GC(kT* zC4ON+)P7Jts{QW_`={PV6n_odQoJQg`{C`8QWtnB5T+281LT4>1+g~Y6aSXX6NB+>KS5)|qE0|k+xT<8AU zIit;N_v=0z!tv{j?(uZ8^xqQvT+jkZ3c7=Mh*(M2Z1=4VI`@oOr%ZGhqY_@G7T_JF zMuFTbC+kLj2#y|V%$r62?pdyk_XwnU!Xs(lzaZ}L$~9(n!bJvWZ2BYI#^?#!+{<8v zc)iu)jD@Re*2~LtINyXTtds@pk;>i+7GRR)3RXE3qox}nRUWJ zsjV`HaEXSI<$s*Mnr4}XDW*#{`gWd&xei01eRdN7_z9ObOj5PgU~IwERkxyef<`Nt zf;HM%F2 z7GHWkg3gKf1hB6ROgM~&vLf)Q06cQ@Sn<1v&ZT&!wml8#b_Ap}zxL_HegDKF3%U{C z)H@r{hJo9Or~Z~*q8+IHay6jYaK)B&KMUcikMr%Q(Qg`StTX!_-@oF!b$Y6eC|KHp z9FVZd7(_dgK=2T+QOSd?AmU1Xd2ZwJT%T2^6#uXj1YxeoKPl7%ktd)S-=D=xJh1bw zyAOYDTWn%dX<6B39TDeHNDOm)qEik^dq4&>zZYJ5nxQHG9ozO={z$Wm<0{Kv@3>-nhc1^B4%k>d#ZKc#|DPE~vS){0gH0+)yVUWdgUgO|O|$jVb(Lq%W-4d95Z5pFLzSVVICK-tG=y%<_=4YEWgJ|&K&aB26sv*F75nVUbM~&cc(P0K- z8dOK*Tq!{zae*4n$m+xvHeMxPooK1_FpoMNel^G23&^)K2+xDtPxG*cT z27Tz_Z-<0+u`I(t_R!5Ge>=I{ua0iK{b|fZ!?gFYG(yKvb=OVxx3GD2 z7k3aSVa+WnQX@o3WJu*U`>09Bszz2>NS-0U445%1R!gimF1@M?&iJB%ToyR_f-!oo zqNQc!xRTdvsZT0V8o47o9N0IiG*T=Jmh1`Uxe2d~KLv_n@KP325`D2DiFsgIpfR&_Gyfd zLlQ&h%5O?CWx+KxF`*@I_vVOL#LryLf@Ve8kyv|Aev#1nWu@;ge#S9HLalxZoG~WK zK7mlBnZ5!=1M$LuD4e7DWx)R@wYA*EBi)^A-3s-OPOb)|xrpwm z8_6Es?Q_R&t9#5M{|SlKF>8&__zmhdk%GVXCb%Ny2F_Zi$91zspzl)sc8f8_VxsO? zGBb5|XNdI1wbv_H231~UwCM-mu{cvlnV^MGJ)#@X};l-3mH+%MDl^%vRq($^cBKT=<@Hs%lY-$zoxFk(kEK(bVSt zn|BZLold$_{4VKt#?UY1!qYsLrk3hjROfuaP}EpWWDb8FaY8O``n^-?et;6{5pnjMu?+T zEqyQjyJIGR3eUAKyi}_~HYEpl2W@zMYOvn5B{&kYtM^j!etPJ0L}YNCm4Ut!qS}c6 z|8EC;8Cklwm zAV)2zr7*q;E&Dt(Nj(;|$i-XTg`e9ht*xE@+)Nzp_*>j6K%}K@tC6)u?pRN-bZ3qB z`&e}z#Qx&f9O;=-!>ePRfZ(Ewcr$%7*Kp?a6M?i-fz_^bPFD!Sz1OIAK}h&FkhlJy z(j!I}qqX!Q$=ge33(Mc~bbFjRfDIy9LHzmHICOHivfEnjnJR9V4$)$e&k5}|7t85m z_+9~#0pbx|*a7wP_&h6dKE0tI9dUVAb?D4-=Xl!VCiDKUK7~E`K(o8$gdCY{gA-;h z(=|s@5(=1lSR)F>N-^$hGv&e5J$Nicp{?hOM-KrQIFB zMkI(Fj4?KdRM#-FwCa)3OjGZfnExou%KW8&>cr%0grte-O4JGq_ABaT2o0#LX86qJ zLg*)<<>YmH65TDyLoqzP(m1y`d;zg{*|o0&oG9K=v+U1)RJt(1A*yYlHr-Lf^T%O) z+^I=#;2YQEkn|NK9G6jK#q7++*b7Mm)YD;^F~9ZJ5*f=upkBU36+=V+9sTt}`Uh9( zXqrkHq}qg7i1n-_;Gus0A?FLfs>TTh+5DWEV@@5M1K1Kgy}fl9gW+MUGN`K{Z+|*_D$eiQ4r#+wP|M{y=b1VclfZ3X-850n~y% zSYeop(76*C_&CAVmM8&1X0nWdzQ+TKYgLS(&1zwqPhC2Y-9IJt*gCPCF;-B_nf(Ch zAEUm`EFRwovrd{A6E?0C|19n4wPp927&pil7O~TGHKzndV8xmqX{ptw_4H3ISIUk-h}zEX7a_S2R+Qo=x0qF zb=XUsaOWrJsgIQ!{dIsvav1}0^x4iL&7q1-$7cl zt~0dnVB6E?ailH58;cp8)p}O>z|$-1m5c6&QF{jovpRVF*5GWhws|wk7@&32(p&=;$y~#I2 zKt#k3qYQEY8plLfB%2Nj>1=y{*uVW~H4g5*$zjCGSPAHj7O5pcs7%b!geim(9V?5| z`RDJfLtnhLP#s(NK++Z7Gl-O(e?J*T?u;B;i=EyZv~~3>vDnxs!Ga$$Pc=9q+Jc{p zUMp$Or1|&rPMg5PP9_7eC0}LYS-y$oaE z1jYxzw7pN;;LM($v?7E`_)UZ^ky06U2Rwbyv9H)E_?#Nzs%OLHv#7T#y{1e-<*pMB zM#%feCIxdESr3x`9zE48#y zt}x06%2A&HxSsqUBLnXW0|{px-cj69BuQ}Hr8&Nf)Bsjly`%5UnV-Dx5bsDCKX!MC zK)OR9m7Q}vl{1IatAs=SU*(qHZ($>3%rR%BtM1aclq8dd^2m;^C&^qz6~_8B@Qj~6 zV;hsor7;WFQ#BMXu|?+c$9>4jL1V$xR-VT4_9$d*_QgAA{T4qo02MZS@;NbyS_km-bi-H$qHLDB@~Yj62bywP>? zYoOC4RaW++Gtk$BR#%x-NNel%qZvK&4!)_-*Q`Xqc;^@UuSZ8HTKiDzlJZG%Mw=~c zGGNLP^S0?($vx`z;{_te&SXm>f|E7^0-h{PEnXC@Ug)i04zo5zGJ#+)8Bc9!xI=HH z9f_x?fugO1yRw-W?#TH>=)eLGlLz3TFyXF?F$FS2OQbq03w2T&WGQ$*OrUXT3(NN% zgh%tPTj&mR9od68R{F@obmtK^V$u0O7ND}^irrwQuqI=8DAZb`3In(=00@cs`}J#1 z1WCIT&qlao>1J`bAZs7!ABny!08J5QdD73}HvJT#(9RwbLuS+>T%9tl5dgNP68GP7 zhR~D&BzPjJcg`T-8na7gk4lgRql+y7kl)c*kl_o#Iy%e$G!i7E z9Ngm9(74YecvL+@{rq%n*u%mXSa}S8x|Un((PK2&oE0{C;dCW^U`YTnUksVT2jd#w;7?1A zHPo29bc@!`8$de-Cg^%3ckWT+XT@-CqHqgtn|@~dLfeF#Kz8@N zyMMpE>MvWSED)e+9k;*>HyDR+=AAPJs_=7kqn{gSpb>JKv&G8luxxjQ#-hH`D`cNO zq6NK15e+xb-AFSPU$L&q&2{R^h-`B9S?zrK5HT55C*jJV3qy|R$yp&LEA?Oh+UrGZ z38X9tWGm9MU(-S#-OfL4Ug%z-{{lOXe?`5w&neV96tnhJVd%d+ zh6z~|5u7?HMR#WXBOt2m7MXx2Y*rb`iJ#~V2c|ByI}?+|6HpQ&0DvVI|GO(QDj0J! zyH#?}3=|KktzBVXBDpg!6}lM2{i86)+8=CGIC~+X*3-PL<=!Q04?tjYXl{A7vE2$U zGS=jqRw+&Ye&H@*Rs!a+>F-jw7Rs6YUZrrh5-;?=d$y~6XqI(}6}KXI-zsnzxQ!9o z1VpzdZ*fJ+lr&wzIN$?i=){s)wdnI1;db!R>p;lq98{1gFZ}g`TOpy!PLJGV;%taI zTdD$@lnmwnL!^*4^9dMBpv@Xj4i^&Tx7QNh)w(YifZool%I~lJevy9c^0wFN51L-8 z@=_NEwBRuethphiUq`A9r`tBcm>Y^;X-)1K|5jcHVnj2HR@Ns0prFoObU^KK1IzcF zz)fd??#fP@uaUdo;rhmtrZ{%Su!7r2@MyQ5=RzYI-%{}hqsRL|vP)lBB#`EGMEo?Y zUy0|rf966JC-K?|;wmFdjpOy!cApykgX+$>=C==nqex)=^|GXS@9%w66m%;f(>4)LTtX6T5l>#1Ny@UZ}7nq58-@P$C_ZbKT}d*++-IpSxr)F z^JYZjI%4OYmA@1Gja+Qar>rZmW3-?K&;74WQx1Baw5FDs7gIM&gzh}Fa9Qa`s{>N^ zT>V(LUAOC9)pgACDxvt2G)An9qwI#iw`A9q3_QA8#kr$@A4JTRg^*hS)*ozO<3oHZ!B!&# z5wy*Q4{Gcks721*?(cV^09{xyRABn$w$iewypnVp2!B8xHY;3@m!z9R9Jgx8Oi%Hs znG>~QRmBF6zBn%J+nR}^YaXa25a>PYNvVaF|>rwV>pbyJKr$*jrG&PASw^W<7V@!}y^o zDFuEp4O1oB!33p6{>|&2lc|_>lj;pbNvNbVwD?H;dnlo8@cCB)#sj9Gq`6dmY z=E&M*p)uy>P7~U1^IL~d%=eeUjP?VFe+V#H4D#il#>Bky#w|swe)4VW;g&gBqX7V2 z9c2(7!Ft#iUmwfbcg^uGnBm;IO1C{yGcd9Qt9@=5X#lsyk_g8JbU(H&G6|4qo0>=i zRKV(v%RF4jkrOuBl)6Z_01tPByO2Cv&kL`%6S3`9}Dqr-h^J*Zpl)XyTt6Sn%5 zu*P+gIP*E4N15~SEN__LEV*el38HFvHvEcK74+K$Rg$F+V5Kbl;H5Wa4k0Ih>&-gN z5SSVpJiEHPw1fag0qx@$`}!QsV(DG)kEVDm${+P&UN=i6F`!jDK%7|yy|gwmFGJV4 z$xM4T?sor)a0)GDC}ky)CP#F@)YYnt7(TIcyn{*1Ulnu2hg*L1$2aUIBbEu^nXB;? zSvn;tUc0X=99iwVxP&oup%sJ&=)MZPB^?fxXFUp~vOI6)vu|7_*P+L&^+Y@MP>LiR zyHaMNPnS88ZG-lW`{}r~4-S54KqwHJs221_e)Zh~h7@w_E)n(8()hJwv67b|U7?a! zH0k}kQO1%ehGwn<+XNH}7?rY;VCFutag(}xQ-nsO)egxs^hu&IoKr$`pq=#e)D&(C z9}-Q*g%`<$2magEhZit(T+C>=d~z~42^LqG!?z-spMbY<%*a}7&Bn~+Ek{d%3N>nX z2SUO_I!$F{Nbi|u7j{kBZu~>C(v=w&NZTK}?}mCEdF{K7-i4Vek#iAWNoWt?f_L52s!D?Ps!!?d-YK-WlW7f@|W zq)^6&oZ=Zj|#cM$5P$iQaZ=BIw3F$#IPM$`L)`CUGS^ zv-YlHuEKP{T+z`&7fP)K6}E<)p5LM07ODrtG>ek{p_Z_@FwqxCbsJhJQxHE5TcUfwGPB1RDhA(? zhX5HXmcF2;siB{4C+)4)IbV;e@GEEdh*7Zx`gzgJgFkL^lWhen@!nNxJt6~57h}6% zy8B5PMBGkz9Q#V?v|>GmxtHU|ZJU#_rX?lM8dQ%1i^`H_sK8YXW0|(Rst81QTwq?#eyYr{t7&(MSBtwZ z{elXWQxS5smLV*P(rgr4&S{zD@oFNBl3T&csmEM1@G>yU`hSg5@W_uADBrq08A!*vPr_zm5*H-WhPGw>w3t4S4`aov_@c{@hFRp4zsss3CoV)u!m+}o8aqD^{G zU?8T#mm8fyniy;llQ9lILp)LSWYcfL5MjQfVo*T|?}fn;ZGQ;`sYo9w#?Yw<9RWB2 zeA|l_4oPjCNoPz&mz#*n04SY8XgL{VP_ij89rARG!rIyKA5$I0&Zhx+5DxNn7=1kp zm(hR>*QoQe!Q@Cs(L`O5zaoPUC01#rc63|NMZjm&=HsY;nLatGu>ZkVVt+e2GU?+` z4uQ2>tf=lZUairbRBiGTRzGtJa~4~kB6Ww_wek2b$x_2q;>6`_i03}4Lb#Xn4uED? zuN)2go*sQ#KXVEb<{1>7gqtiV=(SsaigL_X63{gKj(^0sEV&j*gqF)LqBXj-YtS_J zeK$@@)CTNCYWG_I0h4EixIF5>n>zG_O)vbRgZeQq%?(u4pml4pJ+bQO=dvM>ChX1M z$~hVCF`sVoktJ?Gv6SWOnJHNnWJ0joC;!cX$oH$bt3S6Py8T;V#fS9{>~}lQtc$oe z?EFI3qk(%PeaD>EpOm7nhh};OOwireLo8c|-(FRwPxTelsI6UR)awXD-5)Mj3(08o z=7pU-e&4`&6jwYE|02Gw0j^0x&HeY6LVgT%d0I>fD$Q_ z5*Ky=GlI}`DKE9%_8acK--#BD`kK4WN-O%|}_5UU+=BD6%w$M7G=Cu73^?8($t ziKAOTQS7P;dWG`K(Z{<%t^g(rRF%gX#X9R4{vt{RB&yz~aZ0E0$Nc<@60`iZ)B zkfzRhB&I7*Xy7fsm_#&)Ed`EmKF1B4(dCJlt*_!|oP{ST)clKp_864PtWt2;(F!PK z5J4iJ#t^Ij0mpgXX!yF!v_L^}-v5C7%$Q9% z;8~NmTfLhhQpimuzVUWdh5%>e0z67P+rL*g5GNntkI#_=T_H~v1T*ru_6wkm;8~yf z*LbzokE#lmT^f|LfV0BOtqImR!3@vnjt(ceF_nNwlT(jh90eO15R)SwwP3Rop~3^8 z-4PBls@?eG(VuVA)de0D4Tn4s&g`B&hsU3&JA5HL@L)iAs7x+R2xUL)Ams+R1Vw+~ z$+VJ)H1gt5Tq>`)40Ih7o|>GQvr@aV%mn>AXunYy$*!fMqbWTq5w%e+>a>Jiue$@% z#o%JQcbG`G43^zAK+I<~-;-BQw|NUV+HYGyC97i(wo}eUXvJ-Dd0#49!{5t(%x~Qv z;^YQ*w^a8hr-REmo@>%JkACV#WL>vOLQ1QR4pW98#t3hxA^uTEzdmk*b*|?Xf>=D# zCc%1feRGf6PIze9lzf7DVw9{}S6pcafgRjXMJL}R2-slA`Q$o)-weO(M*&8xh4;7M zGbD#}xQtISv1c!($4%7DOqCw0YmtbUxbvnJgb%vc3Gb~!oZ4JV)vX+TrWI6T+cP&E zL^_B63lL0Uv(kFgcit_|{I8CZxwAh>NlG;B&Vw=gSs~9RT{k$HPd3x?ycN1#ksk1u{SavA7aHU9e^J$YwYJ|#MDNDtrz zGkCdCRw_?i>XZS;1n)Q_#4CdO{F?r#?ylOm)kDW$`FW31&)B8hmhL`RQPg%>u=MMGMrZg%b$V z8>BQeQR-%J8zWv-z(;ZxS+w^U<}1VvQ9fQ&i1bENEICcX32$MCKu(+I4>kzKylzwa zn0T4aK1ZEWfmR&^q(Ukw`ea=sj?OI)cFZ?%@+u5l)(fxBxQZ z2uorL+N{jHoLI6B-L{glQ8BBK+&tFEV^@Wy{BDAdz{ebINv|lXF|cx&f|zz@_A2aS z#&|iTJr(mXE<|mDNEz!6n=9oHPzkJA{DGLu1c7>a!$oT;(D1Q)?kyx-Gb{bc^OT4b zvosJzry)d$B#AJkZ7U~_(hK2y&X(&pQlM_s*@%Oy9gsq&<}N6vbWn!z3>ruMmufTJ zo;A-Qkh;RN7y_{o^s-wb2%}}wsn^7J(ccv5RytP+PKaWVZrMms6DrGi2U_b8?Z1`# zDb2~XVeGbzk_EO-i^X8SI&tkU37OPTid5Pn-KFU-_C@d~8a^+C%e!)db)cLwH}jGm z)@@5!uTLpTr12&ZqwV88f)BhoBs&seyUYj#aCo-n{`XDGPwPsMx-!R>RV*Qrz7A!ZF&zZ$NXR0sc?>spgT1etWLCvm+5C>Q>6~TP_${LA->X68VRD&f&a+1j` zD;f1H09&`kJ1U#LlyjBUYPTffRiD~Lcd}v3e(6A(&&+X40T>=hQbL8ssZ(+c`>6aJHhs>Xs<_Bzf>nd}+U}g2vBt^lvU)|96Un@- z%}J7|_A_?ux5_qedf#3KEX}z80&N&*qQ9;YGIfRKo+^VBEOkN*|(^*OL7x|G*Uv}*{z>g!^-v{LHhX`l|v zR^lzH9dyZ@p{rcy$}pZde|}$(m7=OusE}or=*rd?G!t#${j_Uog0zlz72gbIh|WqJ zKE|#nT!LUq`9u57|IE6L!JCXT<|OK|pa-G6e#_-`jcD#F19K)FkRV3xvV8g-2S$wW zw4-%|85#q8ZVsXd)tjpP1YD`$cQ4w&=t36KNVv23R%3 z4}f=u{uO$*bMjo4xs6_K%(r`f&mY0yiYnD+Cr?mA6l4pPw$@v2M@uX-WHgJ{NQk5? z%<&0EIm<<4Ku_a4YVg@&(SCa))uV1#bxaDdY4vkni*UV{{b2MZjpv@?u2%H^ zH;vyn2j4wpVquym_UeHJwBJqQ7vzpsOE=<15%>|jqN+GO^NGsVx%^b?U5T!yC&`pJ zG0M%9u!lmd=%ld?-%hbkjWF5=W0K`!6ZkF!lJwj*x(DyjP$;=fpL@sOVMzi;Q~NGp zCNR=FWaXxGIhQ{VIS2d4<`@>?AG+AZ2&LRFh5dp6T0PVb%UZa1AKd%scd{ zD5K&}LCRK8+%azETV=B3q76(Ek<40tzHPs35D&6U_w>oQipJW|go>2QBTEwAFh0NV z0%qe*^eK#`n;7eHD9-&K^haw;PBE%U2uO*e|74))fR?Uf0Wzw19Vc948dsY&!Dn$) z3X^>>2^QdQx>DD-*N%x51*=a!)==M%Amm;!O*Ogb{F_eM{7z=6KTpP-KSzulv$aMM zzFA0&NSWnj!L|4uZ2Z=5W01y-@~%26efc%U2gzLR(ny$E$i^v>Jfr0FdGjSbceEY_ zL>iNWN}OUpWW{f@?^03&Bkl35e9okmIS1}Q`6&RhrWWX@w?@}>#W{;Y@>c8$wbzy1 z{BXN!nn49C|HbQVdpex`^eZc5%*B;yhlRg&boGV`+ILGCARcr@ja*F!%biRazP4|C zJI$H5?rwd%7m3#6o)V0gG5>3!+%2gR-Kj14G7DA2lTRS&lr6!1qzpr(5uG0kr+g8p zOP{z;KyY!zYS}aN-xlA>Q_)n~U7@cEMH2oruQp_5<@Cr(4#Ssn8<4KL)s1+F)9SXFL~< z%wR4(iYe<()b%Z-#!Yh{^V!6DH@ra_+aa$3bi(R3o=f0~hJY-Eb~!?Z&MT&}`^A_G zi#hZZfbf@ktJp~04XA|F2A95k@9Xzynl@Wi-CH^g*6Nbii-3yg6}`o;=bq1pt=c&o ze-q)w$)Uambo5j*L~T zE1xg|y%u@UwGZfp2SmcEX;PF5&r=Dwg}v-u z%u;+yMI=zGJS599J&FOO9ti9{$e#+PX@5y+SKpvO07q9Xsi#wXp~DvM6v1FzNiy#j z)9b{^!RC>H4HHz642RCAI_cyWs&MpeQ|sN&eHT|IGZgsXx8jwhM?7RfTzp$f)A3m0 zz*yG?%i6jy2(fy)8q`c*;HmcwI}Q}%*Yx zt?LW9N1rW`#;v3qU6G)rVV``C#=qZsgBJwH-rA%`Z44nS?9yw<*KY1sG z_j$Sw&+oL%^)O=|4jB;iNsP2>C%yoKLjS10%_1l)F-lbt7yUWmc4Z_1!8^44i1hP@ z>NLM&wHp7QIw#qZlDIBjw1mU^PNgaLA~Kx$RjAT?3Up93)}y1ao!9<89oo%& z9eD_)%zzG*ei9J{cC~U;%5txL0nYLRo0Q-@NaRoNkzWW~&^B&>e%0z2K=~X-$g#?M z$pISR1@7Wgc;B;wO3!6W;ba5a7NH6ELD2TjIo~~SLE1;fO&|{BdfOIk9X-0Bc_VBNgrjS2If#Udq2ci89 zu5S1jZT%Q=Vko{>7W)%04~pFK`dw+~2PX&@QP>NOUFH>pCo{NI&grKF6=BOT$;tcw z$i(7R^Q(gHhA_nHxuT?T4Zd#1qq__g#?m;NrU#lfHF@RD{Wb>2y!8m21 z0m0vJ6$;hqF#2bcjkjYHO3D>aeXuhh+F(=~N3`A{?pSM#p~A$+AR~3GL(35s}RLZZ4=m0=4$TD{>8|?YPRu=NsbX( zm|+%lx7!hnec?3gMV~VDPHs(oyCYuT?aF?wm6!1l))9JQRoAo;+wYt1L7spI<>}~w zK)gio>BQcxzc=3-TW%<5D%Kq?p}|%py&O_8G!PCnN8#%Joq-4eQ4M_-k zGR29?h}Aizf?Efa>Fg+F&`0N=P)_y+;D;XOiJ|(~OCPxzE7jA;1>A1B)b3$(!BB6K zw-0KBGMclfXaXW1SKG^#zP`xS7gGlp2L5YBzEk4W&Vf%r^#dR^3gv?VDH>_`WfoVe z@YtU)DHC_k8#^{i7j7sKnfJ+kj@>!&%+a#%#-&h1q9rX8-9=>}x%3Yh|Ggh*_~KXt z942mf`G~sgC^exQ#6W;*U^3LIc7bNM+J9?ix{k@F?o%xp8cGqEOpUUWa^?^B@uO@> zOE86P*C`q9oBE(4?Yz%WuHQyha~8XH+9{IR1c;8dY7wC&G_V;?x`8%z&dqn#GuRN_ z8Z}_3uYx(yBK^6(Ql8JYNgZ>!6-v$}X*JeD>~eIQWIjE0!!(Y939z{9scAIG$n=kM zLvEc$LxbBy5?hR7B6{zqZf7SM3rXgt0mO~XOVhshq}uQtg!$k?z-z=sEZWwb&bRgx zf*X%hYGn9miuxKs<@%EKK)9?&>Wo}li+!(O{s<$%Vz07;X7q^5wZA<|&+(VcpT}XN zz%(KkNSg1fVt*EP)oCx8RPs2%u&L4jR>tNgZBhY88J^aozBin)?zE@CLl--VMoO3l z<^A7InNV;^zNS8npI`c>Jb2xL;GqB=DjHFm{1;!k{qyfk1-UF*-kCuAzO2~(uwC)MbV&fdaOfxi*O+>NyH;gngka$PumIG%v-g>o1v&A2!eC%l z5kp92G`iLP-cVT`OuLg!mur+h^||O0oZ(uw)I`}m&o&DH5v<4Yn)^}fq zI+TwVovP{2$-qD z_(mNOlcEi=mRZ*HZ3V#KCFbIjRt)&yY#oBl zTMcg#`uC)=wLptQl!6PI?wgoR-#t`# z%x0Vq8W6S4Oxb>UZn)1sA=Y063<$tK&2WH2eMzT;K{`QhiFyEkseGG$1pKXKSGALZ zS}O*2{rS&FJF?}{I%q60yY;c{)W#-~JQK942wm>cCWLX=V>zDaID=y?@;7#TG0_{W z8F%g(%tGJszc#DCMnD~t;U_TWHzI4YJ{P^WjigLx#GD*YU{H$>^YW11`}G|4+~6<+ zA^jE*LcKgBKN#HomhV zx1Iyw9`uBW77Xkpw5N8Ku6k@`fI4HDRDAc{CQ0q=nISZ%GPle&IE*SaT3=L_dR2R( zbWjj_bf$t`6ta8CRG{t^d*s6J;9>l@`pRjIa)xLAF5Bth7?8HJ=$jMyOfC-}5sfE_ zw~y$=De4>sS7EixCN+QtCG2^``rC%4R5WEzJ`rlP?r-!yR0=l!e|P=6g&zl?>;PT@ z-aiA=-ib;T!+RyTOyYaukaUQOy?4^J;4j8J3ky3^NFER2C;v^4WkUFEvl5qa_!%@VJ;oF~)1;Ee}$^4f( z#Z}kEyy}+Fl1u^vGh0YHX2T+fH?}h3zg+RTKo~c_+bMgK--=M>3vVu3&!$V~{P?dc zbU`;KG0ky#^4X)YeSqpB>c%x!RwL2>Kg9 zjPfD#2yI91c@WRm&$e*(YlR1M(s^F>I}h&&v^^B58!$Q-2Mi$8znJm-F9_Xm!-Ci3 zYs|tr=vrn{uW$!iUuR}i_Ag%INs6EH&^oB=rn4dAAlz9pdBl48bIi^_lRfq@aB=(f z59=s31@w9-bbx|F{3fQeUudX_VWU3WUl->Cmi;H~QNEvc-U#?Kh->spo@|3YC`z)z znUPEFIz5Qk;hab=ONtFxocGTVk!p`?oyO84#TJ<$lN%dsU@W!(p3!Y~_ z-MTX|AY8`E@Mezrpp#BtXJ?;~(o!4Uj1zvl1~OIG2g6I=tjzwY;ezc_i!P{dRwMxQ zygi&qL`X>id{fRR^x@ktcds6@(tUw$0#Yy#;My$hZw2AuyZ$+a!yaTjCtUnq23q2D zIJD(zhqq-Ju|_w^J3V9iM1RA?Q7!f>2_R$;KX6Rd=Q)K`hKG*Q>%k01FGi?%uQzk* zTOA>?oq&Sqg~G4VOjAE5hN0-AYch^j0GSv{Qd<8bX_C@EO~mH&org-L38ZweU>EUF zgdUD~8=O8Qo)000Vq?2QI>RU~hhF(l5WL7-a^p3g)lo<6Biq`xZ*gG+ai<<^ZJeqiY$h`r6wKXKdsAb%>oR-JDp59kg+wun zp_a6p1BlFo*?8Wxxmq|9Mf2#7PbBiym4{)$NXCYdML|f1X7s;e=E2#UBlH4YGwFg+ z%wVzo4N5QPayU{myIv-#B4WeNN#LBZ*LM2e?qzLSk#6>nN^2amDQG@s=fP=cAmrV< zBRq)}w>;D#<6waeA1nUV7$ohCcH+5?&M9Ic;eYAcFxdy4y5{;H|D->-vp*g6 zeBiW7-Jj(C>MD?qVeo`0g~*aGT7q@5Zw!Y^H2n^$pz`N&RpkD}bXy(Ir6^vgK_@Pu zkS1s>eCg~0chWQf1T<@;Bps=Q$VSl;BZl>DY}vm0|C^JMCea9?^x%WGg#~ErrGngA zXl>4Lq8PdzX5Q+l$+$LmK*fm!183s8^P-=p`tBW|jpScFObbd}dvb%S30SrE_Naw6 z^Xka}`KhGd`H_jdaVUIS8H^iF21BkLp(eVy{KClL$N{;?czaOfpacbGZcMx2aQ7O1K?FSAUts7{iC4Dq2`g4`agVGVUy^LVx0W?NIQ6 zZRTll?e1sekD=oKqJmd0G7GxRzKCC5e?0o14DaACf0FVgQ>EJ7%gk6SZxs6AJe$|X zSDbVyl;liqHs74Mo7J{$G4jJ0s+SyAbSJ3U_CxF8fV1i!&yX@eP{JEgP!B~Fs_J1C zy^&0xeVhNfHx_zb-Ju_TaFt2bV>vn>!DBv}w>%I`@&Vj<)NcLY!HyyABz9ROY|}=c z-jTWzLTeUQ_my-wukWLrji{C*cQ$)R3rowDm^y$CI&5uxaz!fhwZn$s$|nE2^X7Vz znYHp7_DTdh4;35i2=9M^Rak{-m}0p<@nmZL4gPDrCjw z0XShjM;rr^+rjEqs(eFmM7UIjsbnTe+xS}~@!#>I^R?QBrE$Lm2ZCHfgJtb8njEL% z!~VY7-;U@a*75s56^^5rYgvmAL2;?76I_ccTTRSS%b#oqu~3}ya5f@;ug*=A5%F5G zJQa13;3*qaQmvo)x>{_#bc@@~1Be&eq{gkMO&-jzA=#eMTY~jdX_tu^P-J)n-ROx6 z3lwaqmw<}F)xX8bFDFN&4dnC*QP8jgDk6UA|H;CxmX12ULK`|x5|5^8B1Iy=nMAD4 znzbTuq)uLS%WC^{1~i&DQeI^z&-;}Uw@h2PQk4dRBVBCyFLo-IuH&^d$E%o(OZ?^0 z;^%Miw1Mm%Qmdp$Ec!A{!Kwm|ny6q?KC=+v?E8yUw@zSDad^!I z7%t4sCQ9f%)xuuDyvV++zV|9^ZZ^cLWwiZhK)9e>3J#S;KOQ>5gUVtdvY7CSzCUrB z?-w@+%9hnL8`D1ISL@M65TY~tZ^Vkt#T|~*@|)Y*bm6^-8uGxI<40M9&gJbYK4d8- zHGiJB8*Pek`Kt!NwBnOg>=8%M?=ARftG7!YsMNhak;TT1+Pl}I+M|3ZdMTxWwcSP} z5v*b<)R-eW&ewIQ>rL1}uWAq+fpU>QHxc}S3lOPcmad8B)X$%1xKwR2lReHZz8z+# zB_VR+ecU?7_qiz-qwipo!yb%yqT5VM@Z!n)JhaRNRS<_f0h&OP1;nMC#5D&l%>fOK3o#(O|X27q(lb73({Pr{K| zA`KK@h45SYK#enVDuoKh?LdR7nTo^LacjWDN04)Kk*SMJLv^Z9d24X zOr(jV3gO!5eL@(@of@{`I<C);V0vj1!4qMsy|>42Y>h`urr1VzS;W z`kbfae1D>0S92+SWT_i?~)#>qVduL z#&>9-$pc2o-h*walM;j_X^vA9nH4P90`QEEG`fZ#e__}D;Y<)G_oZV z6^!_~}*ltJW331Vutn+7xm=aBOm5k=VEYuq-PWJ@KWxSeQ-U2dPz6|=VfqMUUD ziV^k3Uqvm>z6+jx@Du^6NDR$Rci^g@5cGSC#sUltsJ_;iQTeDGcc74RcN-Hs^SJDyq?%K9RqGAymzmT zUaO>Fn zI)TP=*)>Q9*8($yFSyhu3dzn&ZrYoMV0z@>ptNNara+ll{1!T!eMOgJO@mVR#_C6D zx2a|ZJnColY$hb^zo$_+u;g=d*kBLcm)T+Ls)a48IGNZuuvOC*}4uwu1Fv#=c|dyM(yCz~kG*rCj^yJ`t>9 zA$dCovc)M~cHhl0v^j_sUb*6dxJWeYs{q>?j<-p14=u0we<9(VsPa_Lww(epd zi&|cjxH8f}&WQ~%VeA4YRe7&1>{|pjqxE5&1~SC&dlP@BP0|5?oz-m)&K7^{Qsk|Z zoV=AQ-bJH%4Pr>E9f+CFl2w)7J8NSJduwOiX#}v|@N}|@5@q~NLR6X@mN{EeSbFEAc1Ha_8gUNs;KmS9 zGpdgw2guD91`h!qp5WlKlD}uA0eAS!eCswXxaJU)ay)J8atg`HYCG>9?fF9E9tSwm z!-Wwr^ra2;PDvcbh$La$(#Nn6>G zQS--BdAi(%t=nJ9ZWJS5tFGB=7tkJ{%N@aGC}6=$bFBpZG5t{IO9CIO8GrZ6n*ruc z^v>2?AT^92+KzOy+uh3?pJ5R^4+me82HAC;ni^*wPe57rCs~Pv`S<%?=e85KerVb;3m1J+Ce^J%B7{#vP&jc)l+78IX| ze<7@o;C};xBlRQpL#2*unFckq93-HQ{&ON|swW$c$C%lXWv(AK%Z0Cl01GPf8b`Tm z6O@8)P=bjz=EJmy7F2co{KTr(V;g(J&>n_c#z1UexC2E?I;AcyQQqWI11KUI!)^_W z>0ov6u8to}?-@ZW@$*|cP+RfPNCx6OD%-q>do;WY-#?5j#PFX#pAsosKcADGfEklw z1iKz_{si50>X41>uE@?9Wz<#qQ#)7szq5%(ka&kFVHN*8zo=jJ(LZvUX;EZdWinV2 zD2?BmAcdNMtjvd9*v!BN3_mL~UN`e-`HGN>OSEFU;5fcJb`Jdi+JUo%WRa4VCK*+o zepndyh}FcKD}-+crXnf|Rr9{|P#mHJ1=jXZU}Xr`c4KfReykT=}DLC zgu*5^B}g`Nv_Kyv8&QRe{=q-v{IK{(;sylu@5SYIVSb-pL5cTAtco@rD0u;@sv~afq))xPz($Tn{pmTB<+4h1{zP%akHf+TAiUs=fGjv z`e%*3P5MEKd-o6bx+5ML81>S10F?5M6>&+z!^T^*N=*oP51?s#nm~vZLF7<<# zJzhfoRAK;^SO4#=(&yUdR1yN794H z#=o`94U+7kX|eYZA>odHu86HzpSgqUpKT^*G!2oUZ&a{%-l^lF@kuu5eOh)mRB)}F zUkc(4&mVRNqOl;0Q%f(dky5kPgwm3ung1t|*i8j%Hn)t~@L3-45;^OxnOprYKXBDg zL7J1d%21xZ-IKu?*dXVFq`+E64C`Clu(eCMcNXHUs&No;)*j6>wy)`Y2f4RQBZZe3 z30vTuSf&zjQBzZ#XA8TEWtUax%KZ|FJiY=u{*jtF`D)k)GfcB2IwP=8swl{4FZ;?Z zm>=)@bG{V?YC4DWW)n#@9dWg4D)tybtxMzwcgh^|MJvq}EnuS~3=Gsy~tgNip_{tk<` zE#dk;hp>kOL|i>8Kg^w8APcqbqFYm^yF8*Jr9@YBx2~xKwF<1M+Lc2p@NXaT#qibZ z;N1g4u^dSoeFp=LxWInkv2~-n`&IsLKts6Ln!*8lJL0&<>}eESpcjyOngP_8`>|y( z&}1|QD`@NT#xSH8=_oSEbZDChJVcJ8B76$<#BNtmw_QnB#yU_8f-IJsANc3rj|sK?37yCOni zy(Xh>UXWZC>iJ=b6ObQ+(_0TfH$@ymF83D)r7Gw+B4Btz+&kvh zg!j^sG)hy9_5~h%dkPWi`Ut3fmazjsfH`XQCMwJxHEtL^{}SIuD38yBjA7j zF5@x-QGLP*K5;f;+g&r0KZ@llAd-<*bsfu#DpqOLxW>wSLZJB;A&+RSUD><4p*#RbC&$X&r*!Za$ zg*G3Me~iEzfe_3a=$WE>R$ZQfd_6MuyzC@A8&=THTa*w1QLGr^z+NwsVJGF{p=Iz; zJ=G>4-NH}(lS`QCX03A0F%_m~*P5@=!*bs?WJ+fWdLuY)mISp9Z=cM%&%ITnj6?VD z=$UFKZt(`5+pM8{`9A7i@`s8W5N%MyGSfvO{C`vxP{frIc^HHckJI||N%2jM{35)>Q$bmLgR`7_^3))AO!bW<3vQ6%7R-= z-t>MLp9@}Ybv2Bx^^PRYQA>G7eC=Bh&$^*Ba66`x!K1Oc=&WC|Fcye%n-2HscV@$` zge4!WmTGLolJ8)&m>>6L;DoWlQW6r-n#OD8)fn&t!;t`5L64F|nT>E?EMnc|o3+X` zM^irc#{VhOZ_*48iFFVmTm`Kq?C4yLhvSgyR0TvC=go?C9F(a#R$V*zHTdTuDUve` zlDD{0%!fyQpAoEDh-TyQ=94RXpCELp!;(d&H>JvYW z9#JPwaNuP8Jr*sF6!hNA%h-qd7rYM| z3aS}Xhjay?VcpkW%>B2XD7oKdE|r{nHQ%`j?JKm{zIJch-jxn4IKk;qvTVcPXeIdc%E}GDazkML%i{S|*uIA1 z+59~=#OzntzAqTxDhzIx$gkTx5#HMk{sQ8KNhRT*IgQAlrnnwwCx2}Vn@3w7J9?jT z9&hMk_dbNH#wP;e1W4wv;2uH?#g*?A=`5RrK8{2NU%`SEqn^r;Qkj;ZLF!o}4a#v+?EP}&}LiKzxTQtp$aK6&9CgXKtQRIEX;YD%s4)`jda z{G&GQF}@o}^t1+t`N$Kt=@!|xpq&EkjUvBUMYbDV?+;kxa8trx(t z77lyL7=S>7r(Z`3iKb2XYBb2pCaq|@1rwS;HEq{kXt+`zNvh(5w0 z9_KJ7X@8!!=2KEk+~z~QKl0*fAJ=jH8#%V9H2lk>tF2H_Ih%(Ejv)_{^p%ThCy`W{ z#E%Bd2k3x2k{Z;-Y4=@)Q_WpM3Y=#e*9GFfsD|K(p|C<@lMSMAm^5z})Kd7|Rz7X9)x$GbO z7D*+1AN`;!4Wn@-qFvC>7ZUz^9okjR3RBMS&J%ksPWdS7dkcB(t>o#6ntw3?B+GXR z{Mf7viK_4liH$#7iCr=$W1SMoOT>YmkmcZm!^GW)lRk>)yb5Z;o@tzqo(7hiUV0{q z^N)qwX$SrhK*>ibf6iA;^_fEUBN&mjX>(Stn-gd6>glb6vuXG-gV3N4k^N~3Tx_>-ypOg;1Kvp4zejK1MZigEUgS%{x94vr+ z+I80zd#&W-a;nGJzD>$@wD(z8`!Ou=7D9XR2^Hx01(vS{?)iEE+q14@cFoL#%`R7m zfE2VP1bs5mq2tE2m4q=05P7YaUEVH#6T}JdXXAee3Gc(q-O248?X{-WM9c$W@_^ej zGZX-vO<_8HZeokx2W0PH#TseyBWx`HuS*&&m?($!vI4jM>5A7a2yJLJ!+y=zNUhb|$HdOEtPqxrt5EDC~l6RnSEFA740%k@24#wpCcq zvM*0K%2^P7)qKu?X9u=f%$+QDVw|&&9nwA5 zNLx^?K~kiZ{1GjMzH?#b4WkeeUV$dEQ5x8M?D5u`v8?D(K4}GE&i>g{h^rOlBYY8~ z!E+a-H``qnC9h9LAuXk7ZkeZJT7Jjbt;YWV_Op^Q&m28=;8^SK7VMya?VG}n#kK21 zC7(1+^J&mY!p#HE(?T+;h5dPJ8c;wZXg1+sQ_LK0y1L6o;pu8yS?+9#b%EO-;FPYOcgU8J{q;eEt_J4ng$GOxWsh&- z1&PcDRFSpwG0s^GNdb|aDmPICvdVbV)kb{1(xA>)Ls^o+nr0cGrm!*KN`^h%BV46) zH6>p5F_Y?{5z6p>FXRED2w>eTz6KTrNIfwkI_@-nz39Ttv7g zX%*{g!8h)stUuP?KP$J;FPT3eG&N&C?pcf)=J8xujHbr_sh26?{Cj9nf70P+lbbr0 zDp!nRT>2`l$Ryf3y1&){q%#+Tf28&+HZJ1eMW{sr$8`79NLdaYHRP9a2-13|uhEe- zo3u$JDXq5cObvNExV)t1?zbOQe;Bo0T9fjPOLlTU zG)ffu>{N)?u}j4M8$M|hdZvA0%U{a1lBWa@z+T;t5LnTjdu;4_7N`aRob@bOvf~zc;S(T?6@vhB5RlhqOzv2n07c@`2f@1f`|zE1gVIU!di~TBK)J z!4lZX>2vwjsXp(I*psKm2=sj$yX-IpAd+I^Je%g3tbA#XxT(g%t6mYh9BsrRoYX2d zJFjq)|8&7n72-}7eVB&De!Nu;H`y|gJF}rlnDnBaAw>o7*M{fRcQD_gip4$lO2sFs z0Tkcq>A8$)NsnZMa8t08=E96m2sx`2m)#-0M$GDgvcib&7i6qO(16rX(+LxXLhab) za>v~RhmE${v8iiCtRF4+_QtY+S#sP4RY|zh69tLfxc_ScX3$tz3D zU@CR9T_wY}ZD#6J+fkK|F88LmH&aIN3odDJSl-j=I4ihjRhxlh31&Xrm5H+FcOIkJm zdti7FsO?$!3hHf1odlqFeFAw-Bi>-i-4@BZoWKdLc)2O9Bgt#(`N2$_4VdKEUJG*- zY_`=`ZK_fG$NdjSevq62RR(^Zc^q(2K;XEeB@4v(WyE~84ycDk1Stgp#L1Y?!(YF5 zWuHfVff?b~3C|~_s<~79C4oi(<>8$tqWkBD)-ut3vs}y@giNS9mz9SGcyMHjZmp4y ze@*-F^W2*P6zS z44{^cqoEdeZ?WXZq~%l}pAAl$br`8o8*gmfR%JS^a1RA5QxG({h_NHVSla=uDottl z)H#iE9jY7I(1#mN9`Pl%GLjCS<4Cs#n5+jBvs~=$>qug6c`^kAw-B8j_&2eNGj%YFT>a0(_VuWIaBr$(M*NRntswWFK=2g+A5 z5&T`MeNrg6ON(_mGWfXc+g250W^M_R$eClk5)o^z(*qaS356$kAijEthpE&araDcE z6=XN`BJWx@2`VmLk8cx^~B#ca=7J%z6ejqqhP3a>*XAI=DZ_OVp(d)QKCJc7<^7 zin$@iv^Foo+G)AsVNriGnY0E-0{aM<8|=%wxO=jfs!PPDr;xmr0~Ph2zc;5I+;<4) zbG5N|n=5|)kbQz0ITU=gqh5x0Hv&LI&=U*dyq)MFZo5gujCcdGhC*H=7{D(MF!vks zJPXy7bjP|IBA$&*`|kLx!B6A=o@7t!8)xv+&lSH}>hEK8G8+ewcz=B3VrC3N4Dj4| zZ7hd^8e^{JyJ^g}&(jYsUY^@bC`Ne!1J^QoC?KMVWIv5|9~e@3Y|_AJB|QO=;#CXL zgj`YkWzm;e94-cecOK?WJUsEnFU5NK$zjSa!#6@ikI)?yKeqX&4Ko!x3QK0~ zsFj=7j9>aUI~k#it}6a59N`y)U4whI7^Nbjs+;DQybp6LMzkqPMBv&c+k2K5n=aZh z1$A%=n~s3IB)Kj*=mD2&pNu)$JOd+Je00SZe5D0G(#u@fu;wn+buDZR0U|tDX)j<~ zZ#WRT3G29mXpol(Q+WYTC70UIShp4HRPwl(t!l-+C;d&7vDR(&{nb`dyca~zo!y>8B&-k z?y8AZAE0Dl(eBEXL*SP%l@9m>fC4MLx@|;m9L?x>?ayf{i~hjg$1;Kc*}tAFcf4ww zCGNp?G9dx>TY;a$+w>E8bTDFvIsW9u zSP|QrJ7(E!)Cpy-=k*<}*HfRb!`(gsB?CjoGhTH`!s`|^Fw36!IeZrA;@I_)=Ypfg z#@W1Z?I6Ja11DS6-_Q>$*Ld_N8O*Bci<d~;k?$y^@&!0X@yyL8?&dOjC*j=@?@kUW7MnsL<9F`(29QQ{4L=)i_x^PAk=~}? zi4rOK`Rz?{2H`$(V*?37uhle4U{vgH_fl1Md&kd4JRkv@*&V2Zaz`kI*(6?7B{MMq zH`#>b!m4*YM02T&;W5?;4e7T%Jmw~NA05~w+KgTtiyTAj0v1cwhVK@Tg)r0n{+`vy z>~Bc6uPwWfJd8xEkf|$=Y*SuD46SUuH({HgmuitQr3+N3y(Xqwl3`(LRlrOSFSvfp zh3KPbxuTjRiDc10h0w;RV?V^h%;dFZ^ap|R;xPI=aQJA?dKW+Rsq(&l(RMvnCHvTckwMxd6sGkSo|0k%t z3VCftpP#h7Q zTY+t1>@&@y?A!;=JkAroBidr{=o1~z-jxz1cM?1QJe1qv#PcDQ8Khl|B>q{nVFEZ> zYaNZKDOghngE5YX!6NuSkX|?<@{BZt{9Jvu_7}I>_iE@#02KVy4MyZ$=cMR(a;&KI zkNAs_Aw(inpdd-3V2m2wnWTx_@$zW*fumA3T%4^rN>5m4s8g(<{s#GO_L)sux%5cj zh%Lmgwk?W3A45pHP}T|hCctF*IH5&YHiAix=HuhJV@SSLSvb}OZx-QQej{k$Jrjdc zagEHQr!g=3(jPN9EWlqs&E1+vgBj~NRDx&&C_NCl!4(CDqUfCUq%ucwUm{aJhhT7m zjyn%$3$48DWO6IXWQI}(rOGQl}se0eIQN;L4V%k2in^p!eh=veR2l8)Xw z9zKshAG}Qob~jm;;BfRDeKlqKY@yT_8j=bUGb9X?D<5zK##Vl2F{+}@VcEJZh^UVE z54~DV)}x&x;Kkm`j}0eR$w5ZBX3M1iD5?>vH-gp^5PixCPXZe(|MV4fBIx++K~)`> z`L=(AQ(WYy!nZBibb2yX$5~w&r5wWg{Hf03#<?Z3BMcb$e`mBB z$5pNOo1j#-FYlRLw#SyI&6C`6?99bsOt;0sx>#kz-;Wsx1lYJLEj_t9uoJ|}Jms0bB$?9Vo$7VE7ps(h?(>FyL z6F_fJyhuD40G(t{J>hK6Ik)W*4yAKnH^eLKls0;anuMeDfiT?}S^Bp3i!O5tZBCsN zeK0ShcUN}&kHHS$ICtvX4OmchHSNI4DyO0?8!oLBkSg>iQI)hBQt8=HvW6}>pYoZX zaLEK9o|r#_Y4=O@|2H5CLKJDhAuj$1zl}NI5#{+x zWTA=z#bvqh6$+(xzDrnZGjoX`Ga|o*^@MwP2Af1?Uk%xQQ77rQ;=zsOfl9w)k5_eE zGU9LQae1RrqNYZ5C(>WqFnYFfAAJ>rqfainCr`u*XYMx9tw9oQ>vc+lPu>WfNXm>p z62z?{lQ~p(LLeo&8aI(4DC=mG9&2hl=GZ^+?gyd z>!FgVI;hOa=d`xvrg1B6{wQW{zh?(?w#jQFXyCYmk`CZBqh2`>h1Z0-ybLrU#kp11o_ZiJdM1HvW?7y!Q0sB1j>vyT24s za>dS5XH#{E!8qX?sP)e5uXR(T46C&avhT&FXRQ!dt@S~$5oy~Yq*_t(n&}(!=L!)pfK?0nx=2BpA~gJ zi=T&-*e8)Ht+Cr%I~Qy4HJ}GGvky!EAR1JOk{5hjD#7|(?6wmSAVEfBX?b>_T$${J z{|iUFuyn4)N$M`@OYQ38D`G#O`gImlhNIF{4^M!ADr1(N1TEu|Py(zX0>J0y{WMAp zQOrAXmbH}?<9+**8I&VHC=Mpirv#kT%H>g`Al53R827Mj{_uY$-ZS@{^ zRJmZj;qrZ@D**tqtQq*B=1Wh(CT0o^E!_TbpNC4VFpT&YX?uObOee?V^0(|%VjVnI z811$@B040!UAY?y-4_s@F=`MXz;b4m%cdO)s{cdfLWSj&Bclb_mIo8?DY=ObmVf!J zLSp&=%ha4I9}yq{;n{U!-z^|a@AVVAmHS>?lg7QyvKI8DI`R)tF|TR@%VMgDY{X8l z*Mf&4e9sX{uC^C6x{ADVU8{}~H#;pV=#VZ8B%}WiMO!L0_?LJY_q#_>SVB*xSk>NZ z3>Gv1tc9y1IXd82YzY_!`H}^ZBd<&OuvXSmMG;Wd)8;9&H&b(eZJEDGQwYa30dufp z)OU)XY;3y*k1%oN4b)<;Va%C)&ugr z-;byKdo+(BY(^kY5oKCkOzwkcvpzK z*9>8A6M11^GMCH0Ev>Jh9g18N)3{tJa@!mR(_ zM`OF_wK5-0j<5YmT6)y*zgX)!S?{6+5Le*@B-(4-?*A9&J)R|;63|e4 zfY5{5lz+(ci$BTWP6TT{OQ>BlveGs;L}1YK%rCZG61ffa5yl|wBlq?T< zAykRU9dse#8GB1P0J1z*n8%TSlMi!EY{}drlaBk(Afy z!77iAx&Oy0ZjLD00BSa4OnWd?ixaBi$dyy1Lq#NQQK|N7?6kg0;@ zwExwmx7e0-`AzA~QUl({2h4hgY?wB`FUf9gwE(0KOV-QluEDQ#rn!yL5y5{?}O01d0p<5Um@j)Q9R%rbALMBWp&rDS_Nbn zm`+bgD+UXIX*nOP-J&{pOhhytwJp3wn5G|a+zfRG)JPO~&`!-OJ@dblZxvSuu8=PX zKdX^~mwygtvQ0LQu*ulexNfbyZ<)t8Z_ezVZwcykl?TcDKsD0V`^f)KZ```;X#)db zx!2wfu!`&dXGiHqpa&NhUJ%kRe8DBn-r(+Hii0%S?0|S6d?Iz5+IS3(8CY& zh>g@IlgNVsX*pT>1|CvB&ZmfeFd1r-T8_JNKi<9R@=i+QwPDHM^Q}o6SNB6&Z`HaT z)b#d_g-n11IEL~04Lv6ua`IVnmfU!mE5PQTTO!?&i-f<(z6*T%Uy1u5G;(fPq!&WI zK$I(20-ZF$zkY((00W?5Y@TDt!wsM}@}ajE<~m~Y5s2XlWi3}wRCN$e#6*WoL?w_p ztJgzNr6p@#2mKxxrDu-=VhqpeMf{(A^wcAtQ&))dvFEPU4#m0O(r%^Y3sYH@M7=4_ z91jAFN`5QZiwAI97Ly2Vc?QZE9+flkIfyD@yx|58Vp~;!mJ+XN#C*SOlHkbgmK4sj zU|!!^7eWU=I5wcGh1j&7HSv*L+;ifxhIGl~00=Ib*u+|*jQP|t;*l{CF5$f2iUhvN zMH~lw30QtSxpti-!6o_{dkR(ieV1{^ui;EOpu@#W0PUS!booSP?6TDiG!pBV{EffdZgPsR z6%gg}{yIiDp5*94RYH;&tJ3W5S1ztz)?V~~6doB9owE<9O_9xkVHqZN^B89J{R)Oz z*Hi+=+Ya6iG5+Sf?S2ok1p*i+nh##lWi_9s?%}q6!uz^1~B5TjXjR zZ(G(og{&&#z}|`Mk&%}Vjn0PX@StgyOmu9X&qHi98uX4vl;CUyS#9dH3f_!;V2Lba zN*#9(9<{VO(=k6MvdR%jjH~zS^&D`%#OJQ{2=*41Ip_K|^F)H6s|aAI(|+_*E`g+f z#oE=Il(lZ5d+ueNc^lHlP_Sxnfj)n-va4?P?!UlhuOLv;E&HVT8ZoFI*0MK^=NWJO`x1Dt#kwq#TxRh%%$qi9}d z!I^oH$vo(&(T!s;Q67ejWu9xX8_9&+ngzHzBE zk7=au51A52UD;|D6p%2!)Nw`rWiPcl7zyx9BLX&8NfESw@11{)_M?*Kg!uvrfv`vi z@nrY3$qZHpZ_d@u9G8-K@TH~gwy9d=>U>g>B!2}fmbKG>2a(yAb2uhgoW439ZdYTL z-=oQiflOR*nLN&7wMfy}QLqtCeh{;ytG*^zpw`t$Opv7Iu0`z&Q~HJv>q$Z0WfzcKEQ^A^bH8`OfcdBG=5Q{56jixAqaXKuJeht`yGn(ZAB$Ba4L(i*9S=WH9A`Z zqQhZUrFfoJRywf~Ag<4S2^+~i!T7(=ESBvA-8(tsvc%x4V#Wv)P&>7MIK52wUICwc zoaXkx+B=y*!MsGIj}B+&vBC#a+_Qv3yX!c~yf-yNE*qk+e+1O5;0^Pv;!sX2Qa5r~ z7#``+SCs{3`%hE+bCEs9w}lX$kaY0~!vz2u?vq<_^;Dw_25ceQ!0N?KO9~2-NkC%m zrWok=`>F@ztd^sC*hb0AP#$9uNt!Ezhk!03&QdaAG#n@>PnH3h!2J@?r`Kp6^u{6w z{a$Q@0!O+Af;`R_qW|TNLh9Yr`vcoFYCj%~{axIL+)pyCx#|BJP20=N1gH!1>pI-3 z6N8(En7yM`xHCIzHx3N?mMPbet;f{QV2!ZO-`^;pj5O$r1O7@n zetgV#Dk*uMdZ~yni&;&*yundI#<2u;Lv&{6JTV~TTc-jCQOSZONJxe=4SY3#-KmR) zS(oY9rUZ$x%7B;H14u$r8C-h6=3qE(BcOob zp-@u~XT4jF#VXl+t#plISA00b5Y|vx^{a&HOoX)R_-Ba9sixr6c}DDRU5+Buyjgp< z?>0+qnHFHpbjQ}k+2Cjl=#L)jlkzt^vy*~Y%UR}KPzFwquzZS?jo;Brb5mz$cHyXv zOju~&6~{uf9yq=32_{EjciVuO1`m@J)DtMGh{GD^!!+PU`;DB)!*NQnJIDCMYCo8q zsLeAT#4J{_@S-F|=>$Er3A?a(`MO9W18GSH))zO{0h?v=dGYjQjgiBi5sa`J8y7cy zZ{K)~IfnkO&c0m083A7*Vixu&*f}D zga>-(wQ&}b4AX4u=Ok|>4Jb$sEokj3%2--xTX`723}e)2bE)7aMiUer6AK4H85l5E zG2mztP1n4%(K&T5XS9xb=XY-guCWOIz|#)2_ZxxbGiHD_r#Hj}js%$B0?(>^_O-W_ z4{H}zu4aT#&$zLv%#|y^SCq*pFIInFeW&8ZxvB54Xi;_dxQ(dL5Ym&2N<=dEBj@ME z_LJXtB(mXAk=f&X0>7Ne{Af3U&8I@5`8(Xc4&@rEV5RMJ?o(V=WbN>SZ3-n zwJSIi#-wa;F*Bq-rtFQYDx7 zx0u_N+kc0so;Dzk=L{Y)4usPjn2+K1oFJL$P}C*^xTI}0#(;IC$joJ|t-O6nuZ9=M|Y6Q9Hn{+X1xuJ_ERQ4!-rmo zI>u7fF(roWhdmI^LYJp72PMF;g;`JrX&P*PV(socjd(Ea?RO8JjrxfMwk+kNE1N_+QJQc^g z9^&h@?Jw2cUwCMK3j=nhzh}j$u9-ehc}m=mADh|z5~SEq zK7*ukh1HJ9MDtA6)GN}N3d>S_woU;`!is*gLx@C4-u@)ax08mRaGdHk@v!+~2rEiK$wTU## zo>{c1)ZDw6A5|8ilOBYh{~wz1mjAkt%GS;|5i1tGOx~BF%PFhuW=-DrK6T3x+w58~ zQxyOu6H0HJO;7r+kz6)-x^)JJdI z4KsKVA=Z3CZf7z#vy+BFxfsMuH+zLn+!$ikBwe~IhKRm6oO-i0G?7lkgZR$NxR|Wq zhl%OShg`oeks!n@2kR<*=N;v6pw0|0*AnN6#qdtf~z z$@~N?Ws@)jSUYkjz95}lc}caqRMF(Qw(LvnlrDz!*R$QV9+l8NOj#t%QvB!)LwOG( zDxHrVE*B7=KM|xj-eMO2T9~-W0RXY0x4<%4&HMOrjK22w9j`8<^@W9?O!JACiYB#~ zZ5}Et#|3(8;p@vEy+XYw{uZh^{=sYXK(r6X1e#H%`b7%Cq^?@nf8POwA1vsbI9cV9 zbUT7Z6aL1e`UEGw#-}rt#f%cTxK6um#29(zsqj(hOEIil%urR}xoNV`SOq5Y`=y}^ zDPgH6Gf^G%-U=&WLZG9mTS;8ZJ1aPVwJ0qO-x;4oFUmW_+-`bUO(>QjE{`d$xh;az z9J#YHZR8tcS*%^gi9R%kJNSPI9iE0AXKXYZqd?MT;wN@|j=iE7740ovlP2}Yx73^W zyGPr}Jdc0@xMxmM&5o`q0-UFegcYW_L-N~W^UinpxMeLw= z_q6aAjQ%^d{4Cb^ZcLtxN}ibHC;#<+$4D3qWk-O+Q9wSvi?^(6O%Bwj#zWN^$zrIN zA4UC|m?VYykxpnqHb!(RG~0m)q?tQ}T+1E00ucxlsJ>)AczDq+qfsJy7VO7YjS7{7AP{8oA(T8ToTS$a%?*Fi;w5M>v!mKY zAfS=lGRLEwznx<(0(TYT-csO;1QasJFt{_*3XI8*c5muyM>I@bnZ2XgU1)d~+DNq> z1Xw^T28JOaKP>RClJ1H3dr%z#%$Z80Z&S+N*Um_@u9*z2v5^0*1P^251yKA&bXU*w zQxZP!muQAmP|E_sm}bMPV*2T=tJ(zE9A*o(ip(gyLv&>&B%|(uech8fxP@Hjqd&QuZK)IovwnGd zqYN*Yf9E&HJaaNgc7`8j6=$%yx^cQV{#9E92Y-wDX1KQrfI}~$k4w^F+`2)86}{ic z0db}hiA8qh7IZplDMU&(sEmCV!YFZB$f^D1btPVZ_hiaR!BXdllv8`=gskq-r-(nv zm#B21E~CdRRy=d(JTrVHd&@^DzZa+ zk{zWz9Sv$>h4OgwYzw;;FF&nFw#;1SWD^+(?xEa_C978I}jtDv`1C~zm#%Vy}i_+^ZC#P)D|r&w=Jrm5VQKZ zbT6g~9x+}DsR}kX<={_NCcsW(rkz>>l6EkGsD!IJ`t@U-OE5l$u+WX*Tr-^)Z;f7D z9%;IcaAr?DED8bM+KpZIk%9m-T!iD`2R-SANw$uz6{pnl-zfEbtN2@DlhR($rIT^& zyTwRV^YJWyN8~}h0fz3Vw9V1-tS<{@ppL-f1jdElh=*#NEVj32+sxY-)^ei*6vkHE zk|RkqP2&%$>bXfBQm&&xIbeX%RrDR*D`q4~56uo>SoUD^*D9A`ytPeRlI$)aSctmp znh9$qVTXTp7@&FJFnHCdLI?|z|H#Y$1AI`B>7U9(6Q&1C*^WNDx#e-ojFX%QzPWpBAMt(Y~;;z4M_t%9jDP{m~LU?;Pp0=<_0r|HO~^l{|d=I@8GN%#4Il+ zF%yZDu$DIg_6>Hh#R;Y?X|&~btJ5wKjU`uK_18Q!e#n3!>!yBRAd=`RgryLm6<-tb zac9~g18<}n!dXqPk#;ddM{32dF)6kM;>63FW8!Pan38Dku)ar1_5csZM6XkIH&zwY zuMeF$SxawBownE7W$ zG3Y$j>694t@M_lP4E@K3yhboklZGS^1)_nZF!q9G4JZ%-Z~FO3)amtw?wZ&Apn__3 zu$r48R4T^_mlBl@vk|Ar>SS@1mh7WH`usyoumFM62NWFzbt%RzEoUx`UMbdi z=NIdFls1KP6f~&cWK!+71lALK4%rd*(?NBvsD`;iP4Toh2_I_QoH~BK+lnFgT8Uw^ zD#cxETRO-G`)^l*{Z%25iEQb56A^}^%x^v$8CGE6adzHmF8UcEXI76y13I@oCB(n6 z)OD~k77qJvH0W-5%=)2q!w6l1dTKV^rwbTt5kiHkKUmc~(v+VnSjrDJb~~mwyn*`m zy2IAXq=k{jb5n53d*wv7b_itfgpN`^`!2SxF)w_Snnj6K2ts9Q*3Pe04d&+9$MISY z(R_OXiNM9^NIv)V+cHI~#kpP7X+tpe;ysS#b!Y)=LDwZ*PRWbuvUOoPfY$j$!IzY% zP3$yamdKi_6WXpxc-+0aHxB6q=Bw0|DP;1&!0?9nnD<31)kSWfVCK-h^nu=cbR2RLGdg>?^4o85tB+AD&JKsXB@|Th{Jfyf@LO+d){41fv5I1%UC$%-(VtR z^7B{bpvy_8hwF7$8Ra_|&O!H#!D5S1R27x7K5G_^;xE!PY0*|cE0StKKW4d}Ydx{z zIx+1P0nQ%_x{ZJheDxJlae0{&c<&DtPG%&|(Kh#P->tG8M_wRno69kQJs!BehQ=v; zTY;`=uc{UQwjT)>_DaD&r!)GohBvVle!kf~=UGy=X!MwWgf*U> z20u!!fgdJR4}RBjA9p1FVC^T*gk)Q(!!$6B0n~!M$j)K41y4Y?WDn|R5k_smf>jFW|tvhBY^Qt))BG?Kp{CJ82*O|)Qm>M zeP_z_9QJbbKOM(jA;aVUD7!MV={wqJT_Wuz!czD+z;L60%cSq7rP`xK7Dza=Unuy4 zd)?miMI?Un5fG1ybJgCt!M{N-JoWrUpy~) zXhS7$mj7DRiV9xnLjAT_l`MW zjf}u)R})P!o&30OW5v=zEM3a6{-iOhvjnr>x-k2?%N*d_z1&;^UMU_TBDl1eYJ#`( zEUsyGHl0iKcgL6uIhWQ%^UZLH&%X87)f9s1pA331*3fYm!~#$bZCe;w#kVsnD#oLn z>dO$?nv$fYE>pw(Ve3miK| zuY5b+Px?%L$*c$dM3~&2sv75j1Dew56Dc+tZHkj91U0R}LPhlms-guuYoi_bFgb~L zV^F~+-HsI8W4yay4*ii4M|?N_8jUfw?>Ntsvi|B4zz#0W3Z_J<)NCs=@&pjc_hpd$ zTJXrWZa+jj%Z6jJ`atz8YrEK%GZwpv(o!7q&RP=>>pAHwMzh@TBj%>GN{f|=oG-k$ zFSb=e!_2D58^JPat=>)2B~xk`*Xw=R(+M@m&%VTsLS*_s;Z9RdoD_@ge zCj1399HYHr>&Ly&kV5q^|HU4)8lOqKFrPcv()S9;e-K>vJx1n$q+`ylDj-ES!>yY! z#b69q&h_=Bs{hjb`$veHOM`U#rpYs5b8};J83K`L5m}q7i{0gU_J4~pyusTWot-P^ zY8l4jT$IFazW6FKHX?Mtug8+)>lY5*+G#?(^=&73n4~zCdo?xoj>WtC57r?2d0BVA) zuDvhAju_V$&>99-l+q%)19dyT{r=#DliA$L^JD&Zw=%Zt`Li;S_n$0+rK0b}N_dBE zqY7Z4%`Er3!AnZFT762m@XG5avkq0w+JkN9s0bXT%HgJ%@bN6d_-%Wytdm-?SG~jp zQB?>QF`E@}G%B2utcu(2=c^Q^r;aZH%;EfMBs9c=AGo9`d>3x#M-w+oXz3WDqB5@} z8)e64cg+DiD}R1ajj}4(J_s2Lp(^re>u;gEF?JAs+=5ReGu3DQMuGoxH%1wBL)9E# z-;<6!BAKf{{Wa8W7zR0!AS@wlAC}+NGm<9Kpq@s2LpO4$L!^}obqcOI>Xt*pJpKjmKI=5)^P8q}puv%PP4*vW@8w z%2+h09CL^@{FKTh1a%5O0e!F7mTozkxwz*p~$k=+~L)&-vJ<~?BL&=*YX zWvC0BS_((7`Me=JGet8CjeG?9_c$3PBdW!U$Icueds6 z(NBWLWPn7Iz-%3`Eg5y6<59W!QGl2A@p=A*L(_8hPKrM9z@!s|w}w z0E@T1^)~yMHWT!QkN!lFKW=^~Kgqs|=nwNt#nC+?uFa$N;=;;NV4Sf6R*3$(Xb9iS zi;{M}sC#ZY4&Hvl-CVcVbe*=-j3s2c^Y!x;MTg`cH#vN!5t{k|anh?v`f%-83-40h zM?#sifih(4a?#%NYWb+PmtPXk}xm|aq@XCJ?l%RkJ@+w zxE66`Nqtc%wU`9#Vf*3R)lpIhcIE&lE|TwI{fs%E`&oh%mkw5`@~>vOYj1^GcP&mk zzWv^*_wgN;2qUXNR6xp^E*40`p83W*?v+4*r(0Z16)SLSS=@Q_UcF6?Yv1ths}O`j z#2{J~JS-8gOW26CSdTd{r$IR(4=xci_qMb!5YSR?zQhpjBH!+AakD>$(5seuwxeK( zP5g0~tN!1lkyj1GdF3yu>dow^jXh4!O z-MCK7Ge`7dzadXH8{oDQX)x9{VAp&AJBTSd5m(0bnhvRD`;}pSLE1m=h#CAqjip>P;B02!jZ9|Hi ziXmuo#d!UtY%;S*>2YNQ`Z251YCULpW1x||`d>x+C&w7Ht_S?s)8eS5ZRc711TanW z14q6lLdnh3;y}(y^IP`@_DxFYb9;m+K7LyYpo8QxRDcBIuM8FsP6#1K;TNy0#D<6! zQw`2|oVy_n-a(GeMAYPoIY#7m9w+?8IMzc{kGqOo*9@j5gE`mub$58f_Q~=XYKG({ zdps6you?&FvKM#omxWM=^6k*x!MFIQLQcIo>UoT{A{W)Atu%KksL?<3DHos3)jI2? ze+;U+@m4SRQ)TIU8G`;u;-9+3(}Q4E0a1AC=V94Fu!bZg6*D#pKr}(GVGS%QeOlc1 z>3B=E?i8b)ePbcP$D0bd@5@0>&LYzYXipC01nog| ztoO(sg6bKC`13OdwqzKowea<`!Ll<5I-@#U-U9JK98ajB!e~Nf{xZ+;CMP=*T!C2$S%ay5u%(;4A{Z_Vg}3idicmIe%iWpn(-yJ;l?auY#-np-&fl;P3WmuJDG1tPg?*exc$}Ot}6`34-JR8e?}&yj=qY zT-C5YkM`0KG~MqHu6pXgJW}vyUdJb6GI9%r9w^>v6?4rLgo!F(Gd@s|LT~?0 zi;&mS9?oTeT}ML;p&XGJZoS8tn0z&3aj-{Nh!I-9D?NDvKW{*st}m%@)%o zVX?z&nUK^dFt?sB5)^%3O9t%P*ToJIk8qz#5b z=M?!znyQn?PbbT1a&Mui2GU&a*5<&X#(r8MK~i9237Gb>aSh1m*|rd+CmhK)H6m~E zb6$7DRL6yg6!AOKmf|dG`enIKWJ{wRbrpmWr0*^Yj}4r2;_-2)=3Yh*A( zNa&sWb8p0YuY$b^(rUcAGReBE0LBouhXRBuPXJOp9gfVbTjxb8PK)gHdNPNw4T41X z0fn5VT8G#g&1bH5a$!Pwe&8& z4Mz*d+GfIOvL&F_dT+m}75pk+GH`$IeXiaT=4h*l5HvT3!A*=n{`X9}|4N2q2N+?# z2WemK>IR_5FrzW;0u^_x&`Q&#@C3^=UU?`zck};b0%cs$<9ESxu9Z!hVlIn&tp&!CugG_4_qWRevAUKIpwZdzwL!m zUkHyd*|R2*(H;O5o>N@9vl+IzZk+R{?!Eggkn&$Y8OLWLXYl)QPjEG_kys1AW7CbR zr3yw!l+!*@!?GEsb%V`-H#$S#Yc+LD(2e#^TC(3qXC1M8G384Xrca&P9-%p~(F8ae$8ows%x zm!&7S9^(gi<$IWn;Awe)B_v!J=DB7~C=H49q|lxw6SS^zK^(8AWMbn0$U=3-`4x|2F_8z3H15!saMCeivpoEndS%+g z&GEtJ$2&&P_Ek1%dp0>rn*_vbCB6ArR7~hg?X{*agInsg=XD_*rW9%82#Z4m;HSrn zQISUosi4XnLj+7cPK-LnIraKHTSOH!!Tb6C(WODQ(u&l;Vq_iaij+L2DYbS5`I%;! zK@hxE|I`8PZ+Jh%THVCku)RNvkFVU5ZBBGe2XK;{uaeh&6Rm4mL%FBHYR^L6y_VZe zFc!y_%8=He&|gF5TERq&_Tobl@aYUpj-2Ya2h9X-1-$~|M1`t5NeuQ|J;PY!2nSLS z1kO0B3~M6<;Fz#e$zqMHD!9`NOg`9o-H4OBVW}g6MkC}-@Y|gA93#^KLkbDqm){}3 z`Y-*TP?pQf0#BXc@BYI!1$e*NhUDT!n2J}hVX&7hT?fmG&JlHMUzAk#q}Ck|tV(Ff ziD6KlP&y~XPV_2LU&7ZRwt)=H=JNh_T|RseWv{Ua@?~D^L2gTeGeH?+`5+ zRTN@wRIpfUo6c(1a;D4SrE2E2AvucvsY`bynY~}=sn%%1Nuf|TVg&6#bXaOQFW)F= zTggiL!zOCfko9t(((GL#?zPBg4I!VIi+kI~&2>)5`qE&aCg`(tb`;b2En$QAOm*|c zU1z>^q9vmNYe~`wSlC}c;G7zWl27rc8?nAnObFE=#!CJDFV^wLqN4TY<)lSug_`gb z$rk(JxRgE8;^+9kK^u!ZJ}lm2Nf4@7S>w055hoh*p)6j?w#m4S*%LL`S>%o}nY?$y zr{?eu`XXTQ*(Uz9xnu2es1sl7IFtf9K+}icwrqPLf?sKr*%I((dzAkA1efA#AD@!bN*g-H&v5= z-s}mwz+k37ZaWWJ_tIXKh*1!Oe$3&MG=BXw0X!Q}aweyPkmp4&&x-11z~cetcA?6X zf`a`q(q`_py~Y04Pn`^DgHc6E1hFXYnxWkeiupyqY-zR$T-#J2t!ZgL#uS<~lUCDw zNN-O{%Rc7|_4-UD)x5I}&5RlOMRtO66bY5|2p@`3Q9Ka20T~qK70TJ&!BUpg$qh0Q zZ1f>-j|#@%=cg~}hTUcK#!wKudxJOI2wB!R@8&liJAPQUNmD;=_QYG3FU{1Te9Aye z_ctVgJvO+~Ds<_XGo>)ufNUsvl#1;o;B3TnApCd^ttT*y1%KpfQ}O;yE?hFeyvaM; z&k#;KyqG{Emk{wc!$zdi6d?(xbcfa@4ax&UH(zRYlV(w1y1PG+kDY&f~s9O z-aiI_ONyQL@WcZT#y=lGpDB-&IGl6lvA@;!7D;mc4ay$t+wj|$o;Z+8hv$4xNQ=tX z{5YzC#(_9EkU$AQr23o^CdrKr;5jOgC=l2sU)J>Gqih~Biz0eGJ>VU8j5<_`JVsQ7 z0C3+#F;iM8UErPwt5(P=q4*z1yFvNi`J0YNU#aI~2hMYuLCLZT7#}X6ZA-JJGT2{v zxnFA?r_C>}p;wX-KU}MhO+k~y_d`nyL8lJGZd^un5#@v_ht#>aj|ZotUPa>t@m{G( zMkym#`upD1%vHqnUx0rkJT=`4FLq8Mc$z)Qhw%?SOt_Ac=@5OBRuesF#=58v3g_-V zZyBt;9?E+0R#+M#O#;~NC!A*XP9#6Qu{yOW={FxTIzR})7Z1L7dkp)ciiSdl4{PbU z1hvuPs+R-sI1b;2c9AU$g*%DNLoDoE5tnMWqdYB6^58 z+@(|FoymH5tl=6ZGSgKAwdpz@{H8p;WW5Q;1RX(5=+QVV*f+ko)W`$9kFHanAVX&- zYr-ZTc;BlxKHY0d?cEMMna_Tn1pwHTL}~_`9T`L(sA!cmJgIYzqL_jlB0BKWIk{sF zD{O)W9$RME);H0$Z}p!uDK`U1xb%Nrmc!#i_nZ5UYRhb!K`-%Lbd0&y#`&4#HLX@X z&_NshOWoJmw#BQnz053yXIS7^0|=oOwv@{3|I{w~2Y#d5{UoY46z)FlO>oc+9G(;A z`Y&clCXV5DJ3wH-s-;wD*^7^9T)@jq;z}XM_8PWig6biFQ`TJv_xn^+fzy6*Db7$9 z(~mQ(yJdz`ZS$KEVNR;W`0uBO7dFd9v2&$(cTr|$0%(6QDxQPIFRPW%O|ZbbwXtLi zX8lt(TY)1yAO%wj$TQ;gTS)-8ZzzItrW5$CB+N2^3vbj(BUZ{RUa8%ox*GD#+s%S% zBZ$h?8*N;XK+LWl^LotPNS}@cTCYvn0dtmMRn=SZIIMak@hVTJU{i0QU4NgF zwUv$w_5_gXi+SI%gY4I|7=4W}Aa@I7O zmlAHA-GW##A||jNYG=h)2h@E8Spq&f?(2z7-z0(&LKf>XW#XpBSp0p_I;ehb`Hu)P zm=l2=IIrT@c0kr?My72S;sn@>&~oI4QQN#b)Lbj!xSxsbrg6zOw@uVOR{(1x6ReG%Qz=D!hoMwKmO@?U!8}VrNI+!k z>iOB?nCPCPD^GUxJA3J^97E_cu|ZQytj(34l)#9x3`9E6*VJi&4gGQS{okItOv0UE z_GB=(fIr1S!}uz*v)7e_+5R>DP+k=YwcW>M#X(n=B+-WYJblmpN}fHvE(NLd^cAF* z$Q;PxXY$r18M_{28vYEzdNa`k?rCB(-CNl(lFIpWgs07_$_?cO+8LFIzza9v{Hymh zM7jd(B0p++h;@aFYWa5MJbiJ+tfGNoX${=)PZ@+p#i_&sM#2`MSrqO>CCNF(^^Q(i z3_Gdx?`iB;5vkYYdBxj=R1(vPfz^CsZdoVg!K zVC)wc?{e0(H2j)NwL>l1xjkM1A(b|Y^&9kSr#0fD=COAB!7w~aiecdJ()B0F2*YW* zwl^|7(VBlc)p$Vn+(QVs=LA8R+;wHMKyHJ{2!M&^$C5v1eB_f@(t;ePcqQ?vPXzc< za9Gb23Fnq9DaC2`o`-wznH*@k$;WOP)l9M^i%3|XadgT>ESc7KOtlmjeHy4Giwsc- zg;Mt4A=^DhMXp%+%C$qQc|m6UyT?;a|GK>!tp{FTlAAmqw~1oUzAH*NT) zBff{`QMq6OHqu#p>e(gHdJJ71%B}cf1r`i^7_7k4N&^UZ@?dQ%7giF@l|)Y=`D!zP zMR)JfRmSUWnSW)PE?(2!1-n_&P~(o~_*zdZ0BFz8d~nPJD4=PmKva4|u}TVKfU9q` zjec420_ZnwfvB2c0u~5Sx(B*rs}A2k`L1dTBHc$#IE<@K&ge}N#}#q!lUPkg%GcC1 z3d?oPr++=qP|gH_mx+r^k>SK<4;IC3XtQipvNh{IoQ-0@somNOQ%T{UoXO>B`l?9O zioD4jLR*EBi4nOFgyltMS^+p;cQ;VR1Q`q69@!pkda-aP zhNbjsUUL+DgUy&aBfu=u7*!au-5<{$8;%NnMF0asD%N2ppQuP8vSBz2;#e<3zZG#_ zWmHtR!Jnw|bhepFA(?HZ(w3E+j(^)S@KN`A) ztLlL#lO4!em)%OI|}N zFWgw6>;A*lwW*=EFkz3BVLuDd^OlpPV)jn#wqv6H)(2Wdm=!ow1jn&l-U+L1bg_4@ zi>JO-rM`xqvY#CK18g`rA1QZ{{%ezqY*~(uI#t>VAtZ|}uu8a6X?d-yKHO=fJX|g! zw?5OBx&zQL^%{)M9^mVV&N~R|lWK0vNlN$K{G*HzQ2Mkjxl&3zK)&tK#LgY&XIAI5 z?p+1m5t~MElYEQ^PoaXy*fNTgfWR3gUvN>I5Bp-X^T&hd`4+$4m^;9?iXNq8sSLLn zSkl<`3QMO}d@M>0TAR_SMjXJ@0YfqalW&DDl7Gn##-ac=$vkceNjpItS2oW{|4$x7 zU6daL+?r9o*+E&u;G*}Wo)*P!fg_|N3(cSZC$;b=5_X(%PHcPUo$M~1NY zd`ebe1HnxVt7bosk5XG`>y)O~+$y50&;@G7)ivG|#nR#vtmmozk#>`9(K{wd5_E5> zo7vlAbYVP@wsB7qRld)gAHxqDK9ytM{upW(yWf3&TP=?G)(eq5HfRqO-JFtXGzRjU4o(`W#A4 z{IxM!0a=e80=jhyDR0BMlonZ)G(Nk2_x+`I1#F@gK0WP8(TM0n?tUBo#Vp8X-b^`N zKExs@T=|Mtsblkbf35LJEIw@b$z?_!wfJ zV*Evcy?9BTXwcKI5RNL1ITl36$V%trm?_RveP#C+mvJ#? zmC!)fcscUD*+By-Rn^Zlcdr^o7B|$>(yzaXUg|Hk2qG8Le^l~A2+h@W^xwh%t^bzR zKpQMDUMDt7bc99FSjaQ9Cj8vNdQ9ilGwYjgfs3v?IHsBybgeeqaW!?F_n5W(Y0X-d zv8Urj<{&8aRE$D?8L(WABsCr}oni-~D-ae&9FD=jMIYtH*A!2e8@EMz(&O(XH@Ds7 zl|Jkj=fXDS@ej%BIj6|)^|0+vYUi002v=x-xQ+-kY_L~o})a0T04;}z8zLVd( z_@AbxLa7Ta_$L^|Odcr0AWTP?;h(fH>2FB5C6f=63axHyT=V2T#OGpYfu9Y7^~TQt zBQDDC?)1@kJYC!G;;BL1?Axv#;d>hf9d0r8(ZY&>hP-ELWr6Bs2NXoq^2mI3|`ef z;^3KgqVE<0?zrgvS0%}sPA*boMvI>L z!pI1!hHrrF7noeP@z`OjbeVWB${_L$nvS%TbQ%tRB0j%<7{x&7gnb{pm?dj|WDUJL z6Fhdu>S%}WOguKaO$Z*zW4+2qyf1!;sKBsoTyl#dgUWB69ekw{VgE_pom){@!o9Xj_JCkRqzi9yhRuOqYZdM)Ym8NWdr$Wz?3ofArdsjBii@#M2j>~SJjj)W*s zlGGcBXUP~HR7=83sNQM1%S4hLY>tu1qHZy^2M?r$I0D^S#C-{$kIVttI9Uq*3TAF;La*JwQ#bc9u4 zN$^baVe`S2blB{5v~JL_cPclbE){x6`SK~r+o~!U+8!EP z@kk!(1>8yLL9fVYnx-KXZYbBwn_3DnDR4XC_oyl4Q%^XM*z->J!L!sFI z8-BF-?ev%`fJ+K4tbS3mDx-!~I-VgS)EkJP#mht$)%6&g^Dk$+3v-?)!#w~02|Nvz zVLQDVFK?*w=ShV6Di_19|EWxxhIk0GD0gGdonK)PBPRzFg=xLPI!$h47(0LG138=0 zUZzhM>GCc`F4?896oPpvcUnj2_Q@RE^8VjV+ocyEK3v|VZU_>*g<%}+69=6?Z$B?eM6 z<#pd~&pZsF?(wM0dTaJ1iI_FzPOgHN_5O)IMhVDP6$cHx^tE6qPy3ci?Pq58zlA%P z{%(Mq5+isecLK!5&r^xFS_;nPJ)Gm?k}4F2x<}3I>2{U;DQG35h3{DVpni;f3{8;8 zsKK(#lGa5y`r(^LL1oB`$C)ZbDYpv9t@jX$d!ZlqLJqlH*-Fk)tR_%nV6`B7W7T!A zU!Uc!E?r!$-rcbh1E`K26JeFzz7o9SH6&`Yrl<0Jkv6rDkU_20VKwBG+B3s^nw9{% z+FNAMVzviga(NNNWNbzMrc#-2|8!oyi|J~WwE<(jG5#?Vp(SL<-ZiHkF*9le|1Cj1 zeTAZ+Zd5`A3Zq>X`hJ-lS6>*Y4J${^WO8EDaNDJ$^7k5{{Xy>(Tr9vOLM(7tpmV#1 zV4lYB6q06+sy~M_{X#|-hJxMES>es^PeFY+z^28hv43YW>bRFCLxKNmINd1(3-0iO zUWnjoKOHheC9c+W@=PTAMi$aiMyWdEfomv=X;!F2lnM^*rr;^j%>7m@xTC_=p7{v< zMD|rnSI(->la9`w4Z>7;R6L0&8=)Z=UsoObqBBT4HL#w&^P1wI&|stH94el_X{pkK z(OJ^fIk-nG(wfilU7q+uuk0Iu+e(39I(X=w&5) zO)B(`>?kpX9C%c$Dm~O-xoT8ptW)`NjlsF*`UL5%88cq%+p^^9dY}`_UnK&+{Y2j4 zH+k(TbYm0HqY?o0Z7){Ry?&?5WUt=Sw$t&0?}jU@V`=EO?;?dva(J+}q0Ff5P~A zf{7`v4433o=4ft$)K8)l^S&SVaQqe*R3t#3*i0Ad*h z1%R!dpL?OgRXcp;&85WiX21riPlxH7=H5+cAmm8a7kHQ}^!KCUGqGZHA{65Ip@Mp7 z{L%_>=AzM0n4rn3DqFG_{1UnZdsnjAL>LX+bJCRU7jJ&s)4D$*Py!R0T|Me^G z%@voDxaF+HYL5>i3rCfA*vAw~l#|jScoEy`9Tjf7$JT$7VdRx9XXuT-FOI8ajq7=* zqW0Pg)VjhWmg*lweO<3D#v;=5F*T#nBH~qn!fySgjfZRoDr}F8vl`aq-CnpZ{+N~p zR78QZZ(!~%buZo`M)Z_UnlAO=bQ?MFz}f!H9*%(9yD%i&iD?p}2ORUW8O@+0Y*m7Z z5^X}N!4%U;2V!dB-0-eswFpVTi0jdwN?odHI}3phQ3|}E|5_KQ$H6z*=>2#|L%CkI zq4qdz%2r5ziIpry0u60$=AJDt2jLArytyFVAQ_jtc;xWaQNOJ@pS{>52txB3PO5MF z>lOt)N70KH05YM2Q%-_czd84qV`^RBITKaKf+Z=)gcTycLl%sa=XP)#p$NbzKy=HuXxtok8|EaBmFTQNB zb(_Q7$=`Eq-G8@`pyqiU(zi7#R|1H)rvC*vFxnRkEs?weKHi zAvrnXDZ^U4fb%p=A~i2NV4?#|t<-)&ZL%fuvnFk0u4H}qvWs!rm&8xBiPE;wz>&q2 zF?3wYjDs%av=aNVp29KR3_M&DDNid%)kyxhvIy3q(4-QZ3Mc8MVC#X@Hp+c(*z?|_ zr=~e2V?^$CWxB!(1NeY$XEz0LmeaaH$Wyj({YNc0rTJMqbQRE~ye>qI%X8FRtj_ z??7B0f9cTKtWi(l^L)xaK^LGh31@Di=87W`MiJ{;mxSqgE%1<__otfVcxiDsCa*6v z5hJ->osZw<+d0Dw*oK1m*;%DvO@~0VUbmU8>%7U@?1h3dIzwURskxXx2E%g@qhc}> z6Kk8XfX@qaG*{xZwVk0E1-Hn?=ydlc10Ae_l7MT|FTe&r@Y&gSSQDM$5++S2P>yvn zVzpGnk&}+WzOCLOGKJm$LfH8eSN!ch{o%7WlGD}T9q7buCw&$o(6-BEE!@EGu5n*e zAz-XZY!s(+CD-?cmN#Jw(Gst-O(W zr+qgwN%H1m1ZFq!qAca=?b$j2-}%Hc8bddYNjzKgpv&{+_GT!tu^H>SJE}apYykn% zLRiVz3NP`HsbCip4^oCK6-)mV5Lds1p@wFS_+T!rLo|4u1`8pZ}3}70TH0w zCzcz!3EZ1Ra==)94T?@_3bOpSix5^{bBDpsQqtSLe+%tL~~KzU6-9ery49`-ju{9J>sZM z5h(}@Ydv95(A&?ZeaYnyuFe71&UwiC($kdQOkQ+93U|J_RSZBR5Y5ey3DnsZ%~W2z z_|vc=ygcJ}dgO2`FFju|$DR0^5|m!`>1BNl!PVgFnAg?sVi;1qUdUa{wLHobxb+|IaSl9f z0RmLEd_HJrIcy?ne8cGHsy{$#N;BLjofNZvSVq8x+a8{~hEE z$7Cq+-hdIJwH+6(xHPA*e!lAz%oncyDu^ikF4-DrX+A$P-kn0I(osnKTs6sl%u#R6 zUBhHyncT(;C!R+#ch2c1=9PqK1MAG!QbALfm`JAHB}9A(l)13U0n7RhN@iNPOAK~- zH?u{lE$lvf?xIYg=e99nf1Q3soRL0kh{Tt~tfii>n+3a7cztJeOHLNQO3~A4&@Qxp zgbbqr*B>~OIB!14m3iCZh;eOlijD`)bRUCjoXm1!hw0PJ0QM>Efivr{HJXRZf2tk}n) zuh3cEnDmkz5el^uly$2L;%w60pv8$(dmof!k2g zQ4u*VY7(U_V(!(>kT!89cfA%)@1aQ_U~1s~>SEy}*U0iuX$BTfG>NT@V8xa5s(oPb z!a@n9;cFzc(}q(z6@aS#uhzz|TdYk&-{*a!g%5qGV{f|>>6?qXyt5E{w|c?l@~i*= h001!)5uX47`P2`Xm2*vQ&2UKVgRpfklJ z?$kMYTNN2WFvDQa3Knb9m$qXf;ze8a!tE%|TOVKImT^yl6RlCFjfdx1g#bSr-i$ ztCp8@vGXl(ZV&W<5c^Xn)}G?gv!nu&EqO(~GOYe^vHqE!(+CH;4qi2of4t62i0J4K zZxR|#CnfkQks&Sq;R^5gb%hc>#>mw7M|$i~ zJ}eeqi#B$zVNI_!=X}xweB?@>npYC9xp?u;#Ld$(Hv5gTC_MzIf5*m!5HD(zO2%72 zl>6w3LK>ow?mH~_>L;cH)>dw( zcH;vsS2$E*@ipenzNRat=XRE6C4LY$4amkCJIM4J+O^rY$l&S`4jb)mIZjwaM7tL) zNdSkuArJ6Nk>PXKphv!G)RuehZ&OWyP%80ZRy17)JK!Gnsb|f~)=Ga=p8+Fg-cSxgB~d$NF|ikveklip*+0&iKDKBI-sgZZLwDV9~9gi z-U!{Milr7lFEdEDl0vKi0$G+%soHvVslu+y7u)-Vzo2j!<3}V3m-5wz+9Q(bSrAu> zgBCh0HVjzV)U)F1umvO_D+lr7k+xW=vZ)rE3{Y1`!g64mL(!$Akw~eMHjs7T9doj=v8eb+V4cllvBK}#-Z_+(IL9R{4YFOKlVD{B zJ`NnpR=Ut1r{IDdQSzOk2ORmC1x2|?!&J$FD5H{CB^=XtZrR^iwi&8jcqyX{8pmy8 zFN9d%AO2B+obtirJt`9lRaHBDl6oa@AZYLN%TovCuRlybjMzcE!*fEWZ47|V$wFS3ZS4fb}=3onqT(5j5DpHE3WW@g*} zF=Pw&M5WZci;+%Y8A6ZH@8JBQC1$E>*R{M^=i8Q5a~2^y7?WSuAl!4Fmej)YuDz(SAHPg664|b;lbz zf10m4A1YfeL4ZR*tG7in_*}+6-R1Q0Wv`Z^vg3t?a0M5Zm3kn z6es|d!4-9er*GWm;alF9#y+4o77K1nt$GN}IWYeVrZeYD?UK*rjHBF<9Fo!*17?^R zhlEFJ!cMB7oCINZH!k>Zws_>lrgCK3`QA!i+5FN8YtR$ZlIV(N2Hx8~G)qO%)3m+( zn(}Uu)fRPth!Yj{me}eKw6@^vpg*e^Ejs3Y z6OVGf>FQORg^E_!6k@p@Tv&sC6|DZZ=B5oE~uwbi$Y?clLj)jDm$2!uPWqL8BXPW9?@ zOY0Xj@$hz@b{gsAs6o_Eh$%{7)(N{l1vEOv7fC31obqR6!1ru`j)d?#Oa}*L!$g#) zI&Yp(0f4ww(7v2+Az<6Mewy{L2s&L_Cqlgq#&XSOXi(NOWbS1C*-(`_KsgG|X?ogP>f}r4`>vp%xwb&86xh_P5Mq~cf6eLhD?3Ee zii9?!hXmniir@C{sHsT1O*z!i;8lFdJbrod6z}tfrCS@CbhxiF-SjAM4Wc(4(gClV!jKBl|4Uf;C^2M6$;fog20IY@cp`7ITiP2O@fP-I3AvRzc zzu4g@c$mQts*K8Yp@R@zB}yIlGyH32&OpS}^_U|G1TQ*#IH4-(QW3tKkZ~f4(l5#w*^)Oo6wR;Cu5TOGy*#8`4AiFREKC}*DZZP3 zIm{Fg3c?iZGI_nJmBq=#9+RI2<}{yW-#NrOv6R#ypT9ND>^0H*3uW#63}t)kC1Qw)k~NUCT}V^el3ASB2zaR5rZ-yoXB{ zstN##7A#tu37Xq|smjaYJP3%j9oM^dFvHdbM&1-*SXZ2EnnWz?mS@MdTF5^6ox&=E zn7?<)^N8bb`(BO=l0{41wI9-#uOimp^I&i2SUtt`QG*^+Fynib=2+9gk zCM^|IIT(>m(fS6~xK2T}Kr&7AGRgZbImB*Zf$a$yE-VKeFRh}}KuzZvl+G_MemAI= zE_hr^HoDa!5yK#wTas$ei^{z27AS-31t;`{to;idDVh{~kyJh9F!i~L|NrFDVnHQ+ z=r|nSjgtbb!aQwf;tKX%+$)t>STlg1tZb!oe%A-aZewY)Ckc476UIsd?&BOt2 zWV`wPH;DDZ+;_v^uLQ!!_6c*oc0rR(-lY=%mF4Y_s&W|x+k4B3%AXZZo)0SSu{tJf$@v7ywC|HjeL!>NSqie>{2T!lHrV~C` zuCE=0U4a6uixxk@J#iI~uaVhdkhZd#CuG4{JApyb6r>COm^+|1G1guY6#sz4>c=soxa8U%PnI4zi1eL?BR261Wk zLkaB*J40C&&c(M+zf%XLTQG2zy{N(b(0tvs>0C-(Sy8!YyzpplS$r=C$D;^XJ9Lf#VA7wM&(I+If5AA=oRd?~ohpj6lxAhZ}eSah>`q14{ z38I3CxCQEAqbV?B(1@VBRvO?k{LrHc-;3^^rEV(5{LLrD-aXkGV3X9J^Xe(0N?n9x zN46lMVXo@@A+PgQ1BC8BDbgeQ5;Dg1f`XGK+hMR>7j9g`35 zArCLKNwA;>S=@0joeIriyJ#j7xZ8GVHj>n5Thm`>^n=9G*r|rQiyhqLn^p-vXVj-+wEYgKa;JM8u1*`1bRog-DL$K&+S`(*(58%< zwxF=rud#zN0lj@HT#0r}YJ_JF8fO*YanT-)oV=fGwC79@efya8wT}}#rY3H$ig8kS zjI-+ZzTbEDzfH=dcOgKZh_e=s{%ed+@a2WS`M#An0*-v=ZPk3lCBftBX8a4?9?Eku zZ;xXKpYp3gYtVHuDVQqatcmnEDI~Ob2uvZ|f4f;DKPBRq5$g#CU0-5sE(mDRhCOHvLa9vjU{QLM&IoRVK$P@o#x z#*zKP?Ft{TnwWM+q$5Lv2G!k$BO5f6nQduvGk*u~r_FE4+0wGYVoepsi^!$4euOa0 z`I{A0Ak<}nJ6=w>5|-`i2p0~m(Y1Af)!8QzZ)Ul7PN$>F4XMSNlLW;*5Cg1Frf#mW z=cf5|`6W<#bd{=}oV|9!%#rV@FsTPlsLuzw_TT+I4g*J3{qH z-0L^ZfmlmM1MW}0I;?3GxrDDfY zh9vA(b!|r2DhtPJ@h9niF9~`ny1e8tEsw-T1)&3}e<6<=)BCQ3Dcn~2@K$oYaq`Z- ze%y8xg-=MkKa&btc|gt-{Y8ScHdLU8qb6FE`YW?H;A@M5F?=gZ@Gm9rdM|?mE>+ z*o-5bmy95gIMz3u1bTRnWGh^bai_k4L^Rb~cABU1=f0g8iyP=qJ&h~{l)YiyL>;F#ReqyZR>O<2ai z_8+Ua{S1bsuzdwA)#Qz;%N6K+7tW{IZcxQ^@jhknTHQGZe*NE`J(VD+wC>_JPE>*5P@0N2(qxDu!;bN^;bdzrrV(d+GJVC@$9d;35TSk1D+Vp5l75BFI&E> z)LPp-1WFW~1H-N`Iq{@-_Fyo+RnTJEm;zPE$n#IHmvc^Qhf+*#aaN6g-*+8XO{QB2 zdfCrzoV+pOMauphVUs4&HGfk)KPd>e{Jp>=WX2;hAmgt*7JAn~*cpoT)@o4ijOa?iT#+p4Fli0%d~wU{4T|c1T3jy=Ia+0nf&n{I@U_PQ zma3mYBzB?mNQ<)%#AnaPr+%h*pt7vM_unq&3kJ5;!?|4StKv-0q=XrHXYUpg>uKX_ zuuprr7x@m4`KK}Qb|Zka--Q~qxMN_$9xhi^&H83aCw$Pq&I~n0h0PMet~UvrWbVJn zIzMH=UfE-u0cX@34ohm$0G8I^NN}4Wo+5T}vpvknv4wUm62}KgGQCvv?&67a<;B=h zC9xx(XUv#60+3yE^s3IP;8N0yQx=~{8~T=4f7#DrHrd_DBK&Q@`oB*1%1Zpe zE(3d>;h+5TQrXbM-MPfX)vvPQ2ce#m-$1DGvMY6g(-0<8yD{s93m|)_ z+tP+_s9q2iwDvIqSB;u9skCW2!inFbet%!u|< z4o1SJ46H?}4RHs*GBXssIGOFdkQ}<~6vSbakhA-)9Q*%Odr&obIY+fW%ccGQu2Czx zoKe;i*d3&-XkS+*Xig8I;#dGHzp^z?2mM=AZ<_j0%B zlNMp~9R|q9L{&dWai76e=vPVe3QRC^MQ3%8eBCGE47#<>7)QN~q8u5lvzI~Yrk@o8 zFHqT}X$4DWWt;s-B_KzADf$n5|EiGHiFwMFEbfh9EDC_af{(H*4b=hqx{JYRjVpI4m6dI4;Cr zK2La*uGL8L30LAwgSu|TnL6w!19dU=No_#aVf@_Q0wFK(6o5hmp#tNL>jbUFUVSr} zBzJN?@B~|Kf+;7{_rG6`rdt&hnM!J1lKcU*eO;O|0zf#LDo^XqZ#;sQKYqZ8VM7lI zoFwu8FO==*?h?1dxZm|F!BFtXQN*ay{I#4!hMNtbOn{=ar!zqeut&Ysce4f$*!Zk+ zHey{~ID;-iYHz`49A|{8?Or}-_sCyl9_#>cj5bpU#gF@}k04#g*@>8}AS&y&s8>qk z$k|@}P@Akb_*Dl>4A+aoBwfBc5QT3a#!q(L+Cj$iTq^>*9BU<0-F2JLFqG@hPE&NQ zN^>?$=D!F7GpokHZVt4}E;PT{H-`j=M@<3m_HFCvlMYpkK!9yhYplG$r;W>Y?VemmB$jl)AE(C`t&PDjRJ>g|U&(iHl}qWq2! z;qPzu6E-F|0w_szq1{dbe=ZQw`(Kft8L(7OMQh=m+lhuHh4nE4q0d_%DgqI{=do9` zE56;Ewqg?F`|&m;edDif)J94Mfu7(L0xt<06i(fjau3)T5^10x%7T-X8q)!iJh~@u zWXtt!or)cVyHnh{u`OIuvBaIgAeBO8;WK3E_)Z-KX;QIKYyAFOl1Nbf%|_rtVn z;#<)y+N^8FK3d_BIO8Rp60=k{be%CsFy;9$tYp`hIo*N9W)Sc^cl5Di{Id6f>ZqQx zvhB!Vs-XdS$sW#$7isb+O?|S(GhX^3}@cio;S1fSvV1216OV{d8 zlPpQ}DDG-6_6AkvxPg}tzn%COL{TV>csadqya5r^)tH(iK@vYUI11*oUy_AjrD!lb ztZ7GY)VsbdcU)gfu~KC{Tv&gubh5jN=?IwE#0n|a&cc(I9*-V|c?$lh953}KF zkBHyLswzpJ-`bOFD)!04_zIjPV|^*DLuGX;&S*Ge_k)8 z(dMiL{i`-?Cu2P~I%7u%~ojO&@hzy$fq&+h#XIi9b zQu1)CWI0G?Q2iK33o6jzN$CV5Q}U{aYuow*S*Nk=-_rvxLL1)PE&wIX>_F@Y7`L5U zqU84KGK0{p6t|=7$)k(wCm4WX4TL&e#|5CSI$A%RFnh!SZ<5rbJl{YBvH$yRnkRws znLty3mKOk&@jO%$7b#?_wL zHLHUcV?Q9&f01&J#eZ4jrj*JVF5XlRc!`k|8BV*zXi}T7&vR zkKVZbXq_cJXW_pmCHXtVHWF~w?-FUKl#j#x{#ba+WUQ*^%$0MBDmO&CLw3??+3iPy zS{hB>&1o`@0^0aPtogno<@z_7ViL-PP|t=c6^OUL_J{>H2P|FVi1a_WfGB1X2E?mz zldtO8y8Ho*8Q5cyDF!jE#bukik9&x9onMEjB~4;nc*m+A`eIEe(PV;>Db>|(bC;Gx z(<=S&Ww%H4mKt3Ta<_R9z5pq%t~Rzw$-ba*HQ2h`EwGqmha4n34u3SU`?)4X^~2B} z!2B0G#HBN|-sM68fHcfitO23}vSe5^EeS&L`GA2p09nJoY5Js$E1YC3bAUX|%D~NE zAA;&7QS8gj*}?-Qz$&;`*9&)1aah|kqlqO|W|}V5s?A4Dvc^#m=smFJ@GMQ-0`Qls zESpx3h4BWN%LaGb&?Q$lZD1`xPO#CBh1a zOw`&Q=n@SR*lKHumk0X<=cX0H?_E}r@J^S#aGVOKJI(_fB(YGoxR8#YsqV8;ZC3-X zu*U9hO@mByiUyNaEh4EY25U5W6|yc#=C1**k@R8{rh+Nj^v9I&>zm~R0%iuy z5y-Pq^|o0!h%rR6k4P@C5D)}Hl}}eJkchmsJ=c(e-;&)Mfj2s5(bsz>s-QFT+D|Vf z1O#+%w20^T8{3b|jG(kn>?vpdPeX+m!a9}{sW{6~Y}gzv(bIV_`LspE7bXQ+WYIOz z*w4-O)8vlI`DnH0mt=ww85VfZc0*((wZ|AWR3|H!kA{vUc5Dp{N#b=`?2&s6q~!bh+P9YMlZ@ zHS3=KGg2ox@(*}THVPf}JJT9821D1Tf4xXGNd~xs((DuGrPcORk+E4Y@#KRh%Q2Hpf z=QfhEB?g%kL&+o80y9)9FUq9<%Td^4rZSKmskxBDY}PS1kXi|ZW&6(P&8w`|Ap+@+ z}%iVM$Q!J`zVPe5j8 zbwWG_-rrn?*QGJjxQLeOer_$;q-|9yht&`aTER+VaxYLVcC?$KlQ$gIC?tw%qAk1n;r(Gra4|zQ@*`7?G1^Mm1)j6k6OO!z-BJ zJK&tbxAZwTx-k8;!s^aIq|pvrG{?|PYw=yA*Og8;N}Ux&TJQ{?UfOx0RlO3`iqee2 ztnq313HK3t4Tq?oUG*53OId4ARL{LaIeAJWDepHfbF(6Upyuv;8w8bvifgLO>$4uV z`#=t#D8o{A0aKqzUT4hPc=V-J%W{Z<=MN@H(z7SX;-TEtf*0!cW?D5Qa!Hb~?4T0< zqNR_ws2_6kP?J3$vF`Od%g_-$s^j91Pk4)_drG+`I^JMlGZTI;_xT(%wjQ>;v*R zsbB6hn~ecf+A)2nWqMAL!yEfb0CQ8MN=5FhQU8dxH}m47PaRc~{$A}VzCv|oE?@Z^dDPJG2YxfgFWL=ARQr{|S z1O0IKsgzzek0Z4Uw2e%SB@9l`3V+D?f)!)yD^)`y@2-pQa z+;I;2vqP}z&tbJ%(1;V3aFjtZ-)F2upQ$Gkx468ys5K2 zftVk4JAS$Q#V0aQjpCsZaqw0}egA0Aleen88{5Gyo5t{?X6ZYGf|Cv|&(>k7ELe z!)-{n)2jdafo-uYkqM%v5JFv}dMJ|NS3U;pPAyTOI#y(DpwJ)uiUoTex z3^lSG}#?irKMPG$=8B6y%1Bfb|50G)tO`nr87uDEzA%C z7=CmAh%4%AdhwS?eKdoq;HRbL=^l3{{3XR=H1nP@N@B{etUOE#Sk*b>9{m)5s434rG`T+8-Rm%DH%<1dy`4VnH8Z1K z>7iZ}iD(-##@@sk4EsF>Biux;1)`C;ZwS#`sy2u_i7K=~@HvM+qUqujYxrzOZv* zVoX-%O?1^7+h6eDcdT*xePu?b_e&+75cGh_RlU7{TcuNCzQ=hbqk%7zSF(5p02-Km z_e+0KND&)+t{d0qoTNme8ZD_Azb;ND(mUYrbtyM&(o2&CKK#%XH4%8=z4QIRq^YJ< z3PSaqQ@|IG%{q@sL_$>=GEqfGvy4DW^ZUCQqU=tez6TlIL8>4;K320PZbTd`H%Pd> zrO}ViByXP{PsI1;-kF%9`3H?cDVF{XmV7_W^o+q8lZs|kEv*|186@^(!7iws9eF`$JB{WZbx}E3+ z^;X+Zh*Z0l5i2-WTeH|%v2yxr!oV6-1^C!}45_`qV9NEFu$e-&b=-n~sYlNVtgP~T z6P9V*kx*(0(=V-t9s{&@^ur-&>W24>9J%k!-S9*!s_{S>%`fOL93dQ~rel*k;DH%q zp+Lu=k0oE}=)d%Bl(}p?Z3|WM1|Z*rqJekP&4XA~Fm9)f{!coWyR03|fmTqJa_|p@ z?$gFl=^Ef_;!9pSj&Gx43(-5wrc-MuM=)a?nAtSas}$dewPVC103vIB75TCL@D4aI znekdy3uYT-Hv!& z9K*kNpA8VojcP_ugs!c?97kMTF~0CR)XK@}Jj?h-{wVz`{*1C=@nAtA{0r5d&K|Oa z3rCnPh84={K+0gy<>5VgC-XDmDxoq5mFYVh?d$EUKQHp%&vhKS=wf6$8%l zpj{{feOk9;!_7bvuE+cY?-&$n%4(uPSh@x`o20sQcM29|&qc;KLMCFv?( zB3-r@jjwQ*$xtAcG-)d0727Sn9kmB^Jfuf18o;nU{TrYRJ&R*}Sw%V+S8t}hP*TQf zMx|CR=CnhKmKzsjnSyz!mG$&nImBtS?Iy_w^}>{Vn_$L{pF>m)^*#e9pOH&|`Xd!~ zIu-5^Z`_)x3%pJnF;>oODfUsNAlmr@qqliAuImQc4b)(Lrr}XFstUg)ohGFTG7}@h zRh>10y9(gEMKVtOd|2%C2i_tJk4$D*{eDJ?P4P5IEkPNxA_;FFLk*O6O!AD-wW%I~ z_iaM<0t~|< zP45&|E2^9Tw6$7RG7Fu)@d>!TkSK}HH=Km;z-3#+kfG8GK2=1n9mbZ3-1MD&M+eh+;pp$OQLt0%0KCG3n4BapshuOAL63Vcmj zPi)nDn24yD82BQT-<`>?z8vRWwObj$NRas~2GT`t2-xd+e>cI4g1((kEx*@K8tR)e zsLB1^Q2j~KdEx*|f^f8!QTZH){Oa0ay~#>~QZb!~_|7m_)}GB<9M{;e<1;rxo&wDQ zcw~{Y9E0-eSr76YSM$NN=M1S>?z*q1C=sTpl2b)2G$#EvQuIVVui~!_?(inuxmNHp z51~$s)mSYuFEj)76ZYB;aw1Dzl3~b7)xbM+`P*Hmx;vOnMiKCt<-`{wT_qfcR1cQB z5kY~!5dF?rj58d3!|U2nV|y3EZv2|20sWK5&3_}pbkyXu^;p!|x*at~k1&c%J&*nF zQ7`x78i8(^L18Kg*3;A2TcPok^j(GyLGkm7A_JDk`0gu_-aox<-Q~C$Q}Dpko|qQ^ zz@CPlv`R+#{Ahu_yAHhZdsb}at!q~jMY=aV-Qh(kLY?H4_ z>dpgww1ObYQz+Y)o#cM!0+8TWiQgmFD$%}X=jp@&2qVfnOydgQmcA0iDXr*pmn1h7 zgzs-T|5}jn)v_SG$%v!*R|Pkwa-usvv(qxy>rbw*IH3q8shq!M%)^U0|oe z=%Y4vaDv&?8WA!5NWYoj-z=Tu0L5#IHYda4#tQ%_j(hp$Vzx_FiBjFp?Qa5^y~0l% zeptVFr-r4qbVE@CQ~wB0yzRLc=Rk+KWY-=BI_Bl^sjS~!7G%l_iwwsx-%uh&$b zrupBaY8WJSyy|iGmu{H%6F^khGZtemtPsHr4QNa7xL`^7M z!!L?B-bUButlTps(=p@3Y#}vl(OvyTZ>Tnf$HS=W$kn~z8JX?Hn>!vwxfichqq4^= zm+p9yq2aCT3BJ4gZp2AJ&nD~jh8AZyQ?n$(1tb4KXy9tWqpmh;8*ETt(xx)7s$Tli z9hHQ!n-4z7Swhkr6y)T}c$b2xuIcN3b=uDc17`a zZkTM;59}pWJfUH(?R}Z$R#(p)2B25H+CP|3V~WO!H9S ze{y9ayKhmfaS?_nUK50}6WWb+Y$fT}vXmQdOyDtd^BTE)hGmO~tRyR1PL+a?Yas&@ zmgpN0OL9{4BWIqFY~q~|LXuYRV&=L)L)yZU*5W9$uF6&yZ*mi5a)?(sg>yw;mfD*X z9)Sy&KGr7QxOK{%z1)86Cqt_c8w+0OZ-*{=HVx9 zv_OrO&q7+n73OlyrouvDr7QHzCL;sxU7a|jVFVY>!r3l)9J~3(2%^--XL^Afe__c7 z1bB|e3OQ7>JFu#?NECLlZi=5XhK|vIHw!%C zkmqGXth*vh+pCsV4ejDNcW0cEdSOw{Lx1&G=LRjvq;bUjN$;0X*#;%uC#2BT+899U zTuge^Hj;vl=2G``aatw7pvbZTS88Nb4uVne(nKx6NR<*xaH}H-!R6WSO;Clvl%B}< zpC^h_!%a&C`y{nRN7i`SkVBo-orhAsKF{-nY3M6vGQ--i`yv@s#wVX_LGv+X30W(X z41X=?rS2C{>I#Jc-<+440Zw>dj4IWHsdk3$O~mTZaYiPnge|rt!;6e+ai`+9rzz8!%=EFoD5{h(BqV{ z^MJ2dzu;5a?r8lW*BI^FWV}g9K=b4bKUv;>?Vt@n$pt6*>1%G9w(r3pav^H6JmjKH z0ll}gvBwoJFugg{kQ^7h+RHu$L7T}ydz1R3f02~<@QU7S3*lTdRdtr&0sE&?*;nugi~w0ZjEK{|kjL+Eul4CUu*M zyI72%GeKpv4RyS5qTXZYJ$XGQur(P-$^5<@d50AB@wEsUco!tE!ePU$K4pt2C@^Q)kIa%rx6 zE+@_2f4WR1l~&L4h5S6x?Wn(~jm;=eb{pMULXRy-UFO|`3vQHQi~Kf#z!uQFYNya$ zWaCagNy~dRn)*-CT2oHoGAb<^8IYi_t)MA?3he8=f+*(KcdCWdP*WsmW zIWjTUeaIegAdSloDeAP-00xr*NPtn~qA>iw)!e zg7EV+OBhdZpf_GwXhV0z4zEDACFMOKS_8WWF)hLJ4Ib@5QKUL^SDYhOy=;FPwyAHU zLbyqh$p%jPu@D`+KC}VdvNe+|OR8eDj3|6Y8l_e(f`sk&LB!Xc9%nUlV0I)z4O_Q& zO&uMo=L$4I#zm4=8DJM>01A3O0O{rn5>e=$giEK_u(BQ{S@EMV`4ETsRwqn95VXr0 zLwk-cTu(dAPtRW%0JmEPSDwlbpR_T8+sAT9DJZ12uD;Z>z?Fo#jnTol@OdFMW- zM26fVAL3|O%lp~stGK;K!7gpG+9ZM^j{U32P!;tYG6D3danmRClZSy(PI!J}?p7TM zvA?_gVz%Y=KtVME7`fzs{K5xI={nJ`IGJp2}Kr{0mntVA7NvwfwKDT7_V$} z(Z|}Zm%l^aYlbv)Ei^Q|=mGR(Yp>3i$?Eo_aNshwp(39nOULXa?J8y5fSFQ z!8zd3wUi<=1c>>b`$;mE9AjkURX`Wk6EJWE40DCIvFoZWyYE)#RXr_+;G{bOCn|rS z9Jh2hgef*}8<}!Kc*1N3(!Jzka|0vtc}++CO5Xp7*0m?zp8=dQq8d+vy#QTR%zZ)0 z`8+=N4ss%22(@9WIC`l)Zm5;f;rd|OKJmi!aip>E0OgYppL5yK!EKSzv{62!TV!OA zh+=KLSSvmewh$tEx>bA1InltWb0o}GhmOSCih+}1!}w2AmwDHbT!!qceCVCU52gB8XpSvrcs^u|96TVbt#7n1b@$s~k@Z$2@k_I;il z-5+rVpm-aQ7q?4DHSK2vJ)L}bLEYh;xH+LLyD@FYH=aAJsP0ptF zf|5aNF=@jdB!)7KScL&V4rMlzSgs4FIc5 zPRvapE8=4>gW!q}+WIb)`3|D)k<|YIvacL7kj7x=1_rE~KP)0PqGbnHB;{ZMdFwEJ z&bJ#)5%x;+vMHd)`;e_Ir$YdgViR*7aU1+~Dn4f1!*4E(2}6oV1lLfUreO$adTY33 zH8EF1?-B>)mbqZ_(rokya!?AEZ9chENhvjKh_h~xBp zn+z5@OJQ!8fd8AxFII zd?nTl$GTvFmM<+#hjlwu37Hj+%}a)yX%ReL`Ke_GqxTv5!?<{JA98xD0){FO9T>YY zrgj62vEWPC#dJZlg=C)AkL!AfM<>CYc8;3HL(n>M$(>p()6$aytxe^#%W_-;Zx?5X z*6?g`6g)z;>*FAV z!6s@}#$OIBC)eT^)7r28zM^NF`|>L(?s@a8=Rv4(;$tza?x$X@3@w_J^UAk%?O$a~BzQzAkGshM$Qf+Y_SamOmIc7`3iF=3`B z*;L>MllBROl;?y-Czt{nB51rdd?5}@-i3RD&(H+pWLo4sj??$mpJimRvc1Bi8l0(y zUX7yj!?aYkjC50wqb@tNb^8K26ju{msDt_mI3y>ns^pRud|sy<1305Am_UGM%Ddrf zsDG7CNA=%;!Hb%n9xCIwAqYTBTSf}G)*qTVL7tS(d>h1FWI3yX7lQ8MhMs1A^-=&h zb0BU@Y73Mgu}mXZy6~eyG8i$wvtpm6dZA-xA!nAbu5Fx6xLTwXS{%#jrWIHvvlmgl z{KtfC+)udwBD8W82L?^q7FWVarijW*y|!6jcaf!f8zqg|9I?y4Il8So$sWGPna^{- zQ!Gnu#WrD@hrB0!>6k2;kCa>Yf{#Eb=tIi(|HC}TmI}scAiDitlqB;uN}&v06otZr zd2#)akG-W*09dbIu=I2YT25E9lv^C=!REF`dXUZqfnDnuHP%*xQ*~IjqFZRZn5{Rv z<`8#qnd=`H;WW!sSyy=(*rLRKR(23lLsQM-Ls#&rveqU28q(Y2MZ{abPLioC9U9zZ zi452+z`K=xvdri4V&{d~+}?TfBt*oKWbsPKPsQ<{y?rb(qNOV6G(vMT5c&%T7@!Mf zT}x-rQimi}UlCo|cq4@8A>lUr%J&+NRpz@x?H?+fR}&~Dvoe;_gBtdeLu@b3F-qD& z1W}%oAa3-&l6)VxIWG|2(T^jh-jp9k;;TjQ9{-iN2#LC{ag~dc_gx&}2ztpr&JF-T ziT2wbStifM5koQFAZr`(E||M?43Bt#HSTR7Bl82Ma5btNf(=jPg6mUjE-w+A5m>F0 zE@B?j%e)cj{IUGCNn)9=A%i9UKu=zkEQ9_e3>-gg6$-_4lrgZbWnvYOy z+3MH6I&3^o-Ve=4 z`F8$1YL=Yw!(}s>A+s(~^X2%{NTvWIK-|CTn8^EnRpYak#T`?ZK->?k`PjE+>ICKD z${DCxgOIWbgxxHNaod)@k$~-WnD7gc0SjNI3MPX}TkVca>9LjX%q$!G>B+-vEO)|u z@9}(jtAGK{tfu(99YL=hTTc3~9cS=0q<=i;W&ioczZ3?=D5xyh7TtW0ob8gCe!ghxS#5wpx`i z72%k$c=lYn^LN$3;ri6&WpV8I zC4g>-{*jWD9S)d@jDV5^8RIR1irTY2p0S&D-}$cl8qx+k5uj_TGx=iN){8hsPf2Ib zkj4bw!F=u*#7+xgT7)X@7r9}u6fphfZz>FJGb%A!aa@8!6V#?zy2@9-Sl{Z!64(I2 zwF0)53U!{osLh`cwz7hp=x@vSYC!`v&Dr}f!15*VFU~MeynB5PuyE3~N6?6A67SJX z@yVhJ3e~`aaHW?vQ`1*(u~gmnSFPG{kz6uuLIEJqHhzrJ`N&gAaFL~ZqZgY&=FC7*B5Fp`Qu+g6soHI!@P3DOV=u+2y zm)NPDH;BBi zQ$k@Iqn9Cg5tTJ61uiE9E4rDv!*?j2Orw3o0pzYmB5|C}<~$=&ncHwh>pxE(U_-&Jp zlMG%<^Zq6M;rXowo(wVvHcNlUYdkbaTEaCANw*AAGMJ1ATc|%_*8DayaRIp?A~klC zoyUjnX_Bd!&xPcuLNQ5#;t}7!?4J8^f~A}&z!{Q-LB zs?W_$Hh~B>Rpmp-%5S}364L?BszqVlol_K}L@kkQ>41hQ(=spbk1eSOMUPXSn^H$o zZYc{dG69IK#hl@@{;#~Xcs9-*t(<7yjO0LjN+)c8&;UD*=^uU}f7hr1GY+8Q;W#l` z(zpF}Z@vn@^Q_H%Ix}3B@k%A36W)_WdxbA}iArAH6~%E9U^PAE-$&WCi6U88G3ZTB zpCJWsbC$d3UwLPR${&DSv%?WS%gqt!hXeTS_#LoG zPY~>}@qY)~xgB87#Uutn&?gz*&8?hiU1hqMA4pSQOv$Zb3JDXf4)b>{YZS)(;+P#4Dm>^!WEnyp+z)1m9jbkw(WMe`quje( zdtd6zSA7V`9_i9PIy{yCXs69xjCQ801BOg&iRbB0J7T0&cuE)eAWld~+HfsMBxBmV zKO_836Q7*U z0X^JVtEvAH-l2{Y1-kekCu=0>p@k!6#zM+-2opL?#(+vOnA`@R*9=U#0Th1-9wsl> z<2gn#BJ$a9z9erzs2*hyeItif?r$Mr7^Lxx$|*X{kXgkP-2&2Qn6h^Kru)P3MeoDM z41W6LYtJg{PLmBTO(di|h|o*4lYh(7v497w+)lcgLyJA#PBD%HtM$!>1V3GK?WZ(4 zA9RM#{*E`9aJx4@EOfvr*&%oA28DhfCa0!pvGLsr%@okJ;m3~4TABeD4nVXhx^1Cu zw>l#l-3kk)yH4^hHB6-&^d(ntAwaG~g~DR~KD8-A&8;{YgBfOB%i6uIs&qjEC0x|X zMSfuI6@W&w(S*Hg)GINb{Cg7KqkSHYB*wYhu-8NQP4Wbv@c@)$vORU8jnsWz$PCbc zT()t?{_@PiOF@b2WCtn~v_%lKp5=$h3rUg6_`x4!4R?&1zUV!uXkqa3BucBfJMRE6 zCJPfE1A6dgy%9nN5$v=fceKGu{k}UYthK6_ai_(} zd%?QV_>N(~P?jdfZ$xQf`zXLQOO2*0kI|CI`^l-=hR^3_eW9*rLX2>gYlT$%o6@iV zh^og0{l5OW6=9B2E~zc%6vALoANS!eFPW|1?_rL0O=^^VA$)`EOSKb zgNLgy?wVUGhTvGWI81%MlLxBChb9Y@iH8hrt{%LwLo*ZNnAJRxC>r+?(12jjk-B?? zf+`h2`a;Lfx~p?Tn-Jyj|Hi#wWj4sfu9BnqdGXM}H70emwpuvjR5BY8%;@w92s#X6A%>AGB&geNjr_hNEZpteD!10;}-0Dp|{YHA?kDvI{ z-M6Gi4vr46$PO=qsmK}T`Vt{g+u1QWQPHLmsVrXS1Y&BgG0D%H06HXTc0`(W&x|K{ zM5&NNOW+vAe@TllJzQCY;$#pf?>WHu$`mTT2Qrx96Lc=5X&Uijp{$B z-hBPZ_FI7V0|U|Qqv|2ipL}_|9E?{qMw6e2iL%=;>^8gm`5Tx;FezmdFyd2W=Rmoy zHm|pD30i_JMlX1R6wEY7G2!EaJ0dv0z}@8Vn!fJI>&gXXj@+IyJxD4%7p277TO_1{7L*aBD35c-K;IISF{ZQ zCC%BhIKpW#^epnfCp+VlkUC|RbSjT8B(csc;A>}ZM4Rh2^av(rBg1| zsIXm`iZhFY(#=FNRo$K<=;bgiS{N1GhX~q77B!#Xru!Vo3F<&bR$T; zUjvTWJShJOB%h1EHRy;*Uf2xCG}rrl(XE;==S)%6s_KA%s3K7PY#LZ=scxLaPmB`T z??=cZC092qlEVmNm6D+E(s;fU zB~-I@4jG7v{voSFS&i|S5`-|SqKeu;S3jBGJc5H_wh`f8N973Qi;%;bi3y6(PK5+Ls#;cR+hp$42<6 z`?F=CPpTsGoWTaQxtEKF+LFAxV{qc`!C)*7(rJ<8NvE6|B$KdRMPi1t@da5JSi8ob z4x1vmvzwk1osN0R>EHcB;9%BJQhQ{U8x$5v?HuWkK5ESG99Wjq3m7oQ16*?&tw>A! zu?@qf4m6+KFdDQ=X3A6^O;FyKxd(C{BQrQ&bp5{Ji5&+h`y(y+vT%Fa?0sm&f~}9E zigmWRG_O3x;Hvhrh%{iPj0p9OpplqaSJ)^3ks~wza6)Ci<8uGA3(Y9%JSzMpmVa;g z?ak%skF|G}8HFkGM5>Bs3G;%_O)KBO6|wNK9U%G6*;CUJSiovfkFL&m-?D;KZAj-K%vuVHr^CC;JO z^Lf*>#dkt-in7 zP5%7ew;-YEeP=lp4qi&-wu1HJc22A0Np>!VWiG111hj_vpl*Gt; zQWf1gz{d8|EWgMI(&ub@RTG}mr$X0LKZJ^Pe|!!n8$FUrMcvAY!Jw`ZqqM6Z>kKi- zHbZi~ock0Nqe&nAT(Syu2CvcC`!bA>ntXI*<0G!)l+S42AU+aPWL(&>m1zr26JqcP zE?G!lHJ{A7)=WX&zL)G$Y3vw2gA*Vw6S!g@+BJ0_Ta24AL|ROF7Z}UH>w1$X2~0%W zE=M7Dvnc1atGf%B_6w#$=>Fr@^dK;`PNUN}Y^Qrj%{v9OkKPq}lawLz^k`7@{b4k)24^t%GR_?NVw8^N!dfODX-~;>yX((6}Nmf>qW4 zN#!;oVt6iWRlFO*L$A@83AtonE~+Iq+z7wTL_c|tudD;%g64Hanqnkv;Rt$4m+3jG zKn@8jsSQh^1eids`Swx6x^_Q|u#?KwYHa@Rg8D~`5bY}KD{wqXS5*Gl$&E=MMtmG<&oAIT2@2rz z+i+66ZVY@QCThJ66Wf{C=YD^DNBDHToFxk|EL98`{+x3%=42mGdbw#r129Wu9#%^1 zhslr3T-Ty83|!%}!L6&Ox-Q4>DXr?qIY{+V_ICrzc(_DhQGCyo(o`LjnTgv37Vb2) zoG}J_QXAlGH|Co(f)ie;(%R(w+KmV z4a}A0h;b$=WE`BxeJrTM{j1?Bqr5^hY24$m#!U^nB&J8+o#Is$kZo7?wH?r?a8KkU zp@^`x_j!?9BT=XhE*%21da(|n-WbuJHy3j!`OER+!@Jk+4w4oeLxk7Zl^TW3;yk&H zj71%yq?B_E{YVM#d8R@G@uE5@Hv66K^O=bkH&@^?ealN>XT z+#kKw&9cvrtI|G~1|9lupkk!ng$S|Qgm#SBG2Mlcqm_aCMA=bM_nsfL=P>i;NpXGQ z#p1U@)bZ8iaKa{HE_AQ5<6KIf+%#+1w+f&p;@uiDT`fE z{%;qa;uXk6ko;LR&sbBfh$Z?q6{D9yOcJISufKKvpB`$Ht8dZyoeOw)Cr-Fz$<6PZ z*ve4IL(=ELuNrbXIsn3lv)iDVj;RzX4(CWjSAt|k$@HA7-;*!%j?u~Eb0tBv3g!g7W?ff0iPPF;vbigo zmJmFXcS?>&6-vmAlwwF&yFI#_;6_(m^%u+oVMYrB*@k#i= z;5!+oytD*<;dL7JF#z`^kzRGOh=Fft4)Zbk9Y?^9w7_pyU*>5$`*V@%ey`bTL@u*i zYH@fm=-Znp#N7oriO3k?2%8yrm8D+ej%v3UMnaMtS^kjVC7dCT+hW#F!~8?*5c;;Y z7P06rtP0xjGHb)2u|Sq8Klpf_-l>qLG=&wo@galn(chDEf5(PU18@=%1eO=t7FrX< z3F96N;71cM*5jT=4uC!ce+dQH^b1pOba+(u>Z?>B+95IpG0&+1oGt(&ERm;Bx?}E)am`+$AJ;sk>Pt`ExjSFg8yQY-Dp+o5U7rw{Y+(_+c zE=M+Wr`==?1cPAB3^FQ|^E*SjFmX^=b_1=Zsu9P~$@uOj^7KeFewV`?mft>W8qB4e zI%(1Dsq`O0AZvZ=^Fz9CI1_zB>_fhfvh_dQMcxFjSCDH~0=H-}%RAg)+R^Lew0{^H zYxl*EmnRTGNXkVi@MMy1FP$zp0 z3*}BAR!634AE9q0JHiKlur})uowd>B3duL*J)m2YTw0R z6Jn3Nd8(CYOX~diFRhxSlpc1+UrlRuU{ZYfj)f>rno?^QkS&F$ZDEkTTteDwFL8BUC&eLgi z46>C@(XUr`zs~I_|2wfMapa)!B@09QJ)ee<$=jlQB#~Wda5&*00R zZX7LT`*hHgh(@hK!T)-|(4B+AYORNSw_pL3;Ysi%5qk}ob!7u@EIbW$B+^b3BsM)P zqv{(O+SeNm9zSqYTpmCe_U=}ESFqkg~E&>5ZlC}Bu>gD=nax1ZR> zN5PJ#rWGSG_=j}1s5|#{n`z~uP;Tk{^2M^IA^OJ?9fhOxqE;ayr^$|{ zM)~d?V)Hh9b0~Ze`&?9q2dvokFqjCeWgfm>0ME zL-NBM5sRDKqy)t2B01|dTvSRW`wJ+@(zlV9NABPTyNU>$_pLzKk_{;H&yr@oRn7eO z2)C7lfh&n*RVp`Zr4EfLK)FzA8w%9)$w11KSSs07N8X^o!G&(Jri1xx2c|$ow#wp` zt;T_muhV^Rm@Dc{ zNV>$zJV?&3*nV{rpZbGgLVkA;PViA{avHrwv_$;eh>Tulqrwjhh^B`G`K{-nQp3^ejvl+# zse@pQvWHFhdwKR*E=I7}zPZ2(${Aqn2>M!vw@}2&TcvZp`yo3G<5G6XntvHiP!w~? za|u3H^`Gll=bZ^hGp~JaL2e0M8IvU=K3s=^;9LhK)>8NksBVIX0Cj(WAgltXaBeSL zYzPVZ%zuUYjR3~pN8S|SJbMpTjKz|&lcnZn2UWG`wcxZ3arDs^{xF22S9c zmQa#HP`Z4V^s_l4qIa8&6BlH|@ePYvD2O#?*oqfH*VijPNx=NhLjNmx?CH{cG#(tX zR`1kqskwGJ)$wvhkU2=P)^8%<@^ZWaP3l2!d6Q_L zuoRNQNls5$pEyZ?dly#JJHKc(k4nQij9vWE?90ym$%FKIbxZJ&AxG#t?xuC>L~7A= za61>#D-1OqYej2uRmZ9}^&A|B6rhBUQEMq>?oQ@wiQpbZ|7NWcUwuks2RDtiCD5I_ z^n+gY$zV+<>qY;pr{#mB2u-DN>Kf(&&i*DAd=h|>e(NjnNqioC7t zOB2OeLIj4_Y!}Kvrv&T*gY{ru=npTb&oSTKNz4(P`t|L2a|~5S17#z!(*~A@#VbJ5czh$j+A46PRPEBj^Ri-WETdzDAD=z{4B`T!`- znwZ_SM@|_VhNO+r*$+)T2D}SS!%7W$>RfW@#thHFB!*HvM=vc6eLQx}?IblT-$5B9YCR%2NMFwad2#?N%X zLItlhBx#kFIShy*DvdBA2p~QYiU*C;%1~eyyLjQPIRhX5dYBC$PC@gtOETXK%>{J_ z(NKxi!MPF~A1{2}fKDN)tf zTJF0;-eqn4GFi=$Ff?E10VGJqYTu^l^QvH~IsQQzvQ%`6dfq#uFG5~}wP^2?6ZNEm>Ca;NtvGcV8o zIh8gtpopodY{kHIW{7M*R9eGsAY38f-@sQE9cSE{rO^%`G1sS;S+T8m_B&oABpyr% z_Wjg^CxnZ(rFe6w>9#ZtT{j10nH_VZf5zV|gj{~?3)FMjX%G#uR>8fLHFhVieevj$ zu>#@NP;UPJ0*||EBuN?B4eS zFafMhxOwfMDP#Lk_;oK#QlW9uY%2-B$tUzA71>vr*I*ldPeIBLuIr|46LR*ZSqcAa zwKMyC95KDtIF!~-jA22l1T^E6e#Ev3v;T+aZjjPNmIG(wOtP>Yl0du zIn9P1$V8vTtK@4G(~dvBgTK%2*!H&Cz(#~y6GK(-IjR3ufh!ABMB|0#;wSGmE#8U^%GFx=nI3 zYyewL^&;+!l8%)J19tw3|J+qBs5v1&rtHesB>+?<#pV zv2Z8?l6^S)w*t+-r!h0CXaN+q3fD)HHT6Y>6?#xLs8|ElTFmntFgpr zNJA&+y(3TfXdTHQ-;M?XmlfUK!U|5%$|D7#B^9dN`-i%2jCK=abgpOcu#N-0Bka`A z)(Py63qTX2jdjWcf1|qjuPlGqIU?H^eLoBummFu1d7*rvE6m6ESrj1h^rf~!kv!Cu z8P2)(>nav=>e?=3h@6<8CX)ZVpCA#QE#edq|I6hrh!_@%DiJhL67P+q;7~s@1(lk4 z!u|vt`4Cus%4!EwMkxB)b8+UEodupKc7aTmh5fy<_clh;gg{wl$y@UUcHVkP>E$f| za2Z*Ltwx*vJ~>IhHX$10VS5B#S!zn>Kw>jD^5&njo@Bf0avE7RU-4dGk-}qZ8N^Z8 z?wPd@%lcUZ{(8XxcTQ4;Klj-JAHIb@zkAyuF9k7#Xc3opO8|QeGTPx-Lz+I`SAhHl zabk%$tH5DHo7f6I$`mPNR7bv@tIeJOtZ!t+4b=qxKWv)_SbD;??81=l$U3CQ_fn*w zEGCudaD<k>NMZpiaZD6Sv4II{jwFx$R=EfuD@6RPX9VloO+&( z{x^%meGC_n!Q5v*lUlPJJU?(pCh|ZZtAhk8ewgSoCDk7 zG3!9aAVndTHBFK=E+(Z_@+pDMOG(!n!{G?kr!!1c4qkmQ8!yGsfz>XN6yg$%`G>@yn9rdPRC=?zCH|c7iKWuKo*Y zIo?kDqxDF5EdEa@%TafjthK_F6+~TpBC=k`>N1S9xPIzn@Toh?S18`qCtN7$L1NI9 zTvlzk9SuY&98w0wbBGIhHr!~jbF!fyC)u%nDZNPX1_9f5teX?usZh7;3qr9Gjvp1( zLNijC=f=gdn?$?sS^Q#Pn;)| zx1A!_No&(g2~B~^SCU^tYx_hQeBw|(1jzoe&3=sV*&VB-(=V7C+#FA=tF(y`hs-b) zAPZWA<`QcL5<@r;hAY!hVz_pQ^?oP&bY(JOwTniq0x(H#UjUi*CI7YIQ(2sur<)aH zrJ>GlQVg?upav`<01rse%&vR#*2+PsF{Oeu%Kb<48}Z|cjUJSsKe6O+AMLmmAZe#^ zGJ^9Fz}Zz__x%RAPlA1MwD0=_rk}o1U;dRK*#FKN0*~hcC%1_aNik)NT)Of%6O>xI z#bntM7&#V4PJ<7W-CgCoIB4@X%yL zz&l6-XH>eK!HL1o{*^Y`7hD`;pSI(uC-p1cOP#5F{P~mcT6onhy5a%fkL65RGmkjK zv((#+XuyHZOK(hzMP&ig*}LV9nN+jyT<0*L7~HqyZNe!t@aR6-?Q_ZQLxco_7HGRM;Qfd*4UH}QD4E^vQ9QoRN= zAhU<+8{1bkBYHBmqUNuR4otcj*=#elo6T}#7j_f{H|^I(x9-4X590fV$|w@tS&nV_vYMqvp9o%Blo9*Jh*(@wNIe@Zw}O!14(8+n zq7rMV$>JjaU9&ncM~pYKNM7w*uE9hroRd!z2_2W4yq)fOx|z&+K^FIK%;(9afN;hW z7-yzrYt?V!8J6O}qogrd(ogen@UqP|jZHKO`X!CWPYf#lBRONvi0KkfB};m0rndlQ z9agNbRLG>;Q^5x)T`(&49f^HqA8p_aSaTvPBhYi8MFeT_`-+I0^h=5cB064=qG%RpqjSPh`=C6f;_Avz2}Qjyj7q;r z6$WJOu;-I3-xELh9x}3TF@=NT%i5_+g!Tta_(pF(bqFU!eAw@xsiLNt&B{$CjIt33 zO>Wa<>8!`>7wYAuE*-Zr1OLMg0!GR2@C&hd4mOIp4 zRt{Yd(*~*KN&Glj6FXc`9e{by@YZkA;xTlz%bBW)*_bqIONT|`KDP%prO-M7R8U+F zfc^pEBjqgerC@yn`Z1+YfZH}@L!of>aJ*Nb2C1yxBDw8zeYp-Xb1Q44#mq{d|LrKJ zZ3VWo<9LOWZKcc{!jr+Co~$f}(KjsC0A0r92LX`SW32rRLKis9eKw-QVWg$NbMYgd z_^8jrky04mS5w|l!cGkqqlK8mnaEr)KFT`Kz{a^ee4StO~I3K1! zcG%Vk7^ta6)P>v-JgD{+>cCJRm;A4lCPFI6@L8Bk09`ln776g^TGLGqw2oFGN z7Rpcm=b&#zOqweK!664S0DIqrMYTxtp19A#@(Xv8JJi#dcwjj;YK% z@c1m%YJ!$GIuw3?HXULMMp=2c=-QP zlOyMnakui6FIUab5;#pR92VmE3U^aB;;S=X?~q_IXNe#_MTsy0UiA#gASwslqF!VX z|CeH0Ox7Bz^0E2=-n#{HM@Bd+!3Pqxx8Sa*!{fWhnPrIvdGuPF&A72j+(P@Rv-evv z%i`epw>&aZ20sL9>$Yd4*&hD1U+1le!Mu;3wVMpDLbf>V2HKXWM+}1?o)p~zi6L8w zWf2chXZ3BQ@eS?EzUZScj%7X>ho8B0QXMCP<;HPU5$^4LFr1)qk2G7_z0OMu!O zBNfJFQ9Iq@BM;v>oJ1>b%J5gx)L^udc0SAO^qjeHJ+6m3J+PNaAq~cg{PTt1<^-!S z-2H}in^%kLN8MV$Hm+Z0Ir*3j_V?Y6r;~FkGWRh)SW-*U>b}B{DF__tJr86{Za z_3OX0`LP<%KRI}&ev8gIt7K!X!hd*Jpr0RNu~VydJk_5nG%t@xAyl(mU9%UF^3ELx zNO>Y7kl_C)WAE*&H%L=2?PNmg_Q#C8L_dSH9AEIQsgdpNv6K=$yn<>urBY)EjGrf* zZr=5hkqkX7*NdU);u!+Dm{vw^Cbhxtg3BY5l)TO>5sdjHs+IZW zR8On#`B&|pn)OtZYc8HGdS@G0l6JekJZqyI$F%zGycxXVSwPeTsy1{(_wAMy@S^c ziCp-WCZu0Zqv+k%yJxfK5FP3EvCDZ9cZ(yCVw_Z9SKHYZ#_Yr{}tb=n^U*!t^8U-o%<4$Wtj`g{*OpD>5Y+2!kn6RA)RkkE% zv+4K9NC-khNScM-WnC35fcT`G$nO~uoPu?mNc;F zt22OfIH7N-OkPy`yM33L%kaS-Tl#-GNy-OD>R|x>jxVmrs_m00PPyPh+h6O&`pw?NY zW5G+>1Yin%x-3@Zuyn|JVdS3b^CYX7prjY$LtML=l@`uW@a&m~wc5zo_6BN`l7b;k z8wBdYM?9@&sc(kbO%Dv%txzhou(}s!~O`i062cWggoZ^Xu5E8o6W#iZNWEY z6Zs8IK@3vK06fOdZ@10)i(Y2~g7D+iifQcFL#O_4hdx+D6g};*;NVpRxkM;Km(Ex~ z{p_!t^PKrZJPD{vNp>=5dLER(99H z9K*Y36g}sM&4k~{A5O;WqQXd#PT|aHhwjAWe~R{b#V}dRkETa-l)yZUUr=xg;t+Om zmlIWD9FUgaqPsSvq;@Ph#i4v@IQvHi`&i^47e{K1<)nNu8X4kQZRmg5V%-UUnuI(7 z@_l9tr@vD~j`1@aE=DkS6MXw=@6|O!?J~dM+SE2MX!>vN;h8=1Z`v-k+^NqSgv5$a ztoYBd!|@-q_l#q#2mSGJx2k47=6dVcvURoP-rt%sHa+8#fdG%+K6n>)(wI@ znO?N{v_xQz-!W!9+T|ngTismPW~zwN1>d3SmzAC%Ciu5Q+4C9kol<$3tt6|VHv0C8 zTBu5e7X()m-J8m@tnvw~kbTlWpqkRp-GnCLF|*E>+F*!*1s*|m7c^sZXx}c&6xmCG zaIw?|*R?PKaK#B^>c(#WwLF=B!e!mW`5^9iG^xB3|eigw*^EutNLc$^f zFqDo462;F%ktjO#r?coniTl@OI0g};14$abfQfMpY1;~>XXF7(bVizQ0l;&HVuokr|T zn3o{!wK##)SFWQG>Va|N0Z+7dO^K7EJr>7}x^US6d#v;?O?{2!W7tA$NMl~*kjKDC z>;MhSg}k<6(FXVLqd~%9+rL*C)?wx^57~XlrdcXP6v5WnO$0V-_`ulVv5(M~naZ1z zdME=qK&2O=IVGVBBp|fEWMmX3m~L#UKH!OaU>Pg;ZcZ=AN6|HYBHIpJdk_k1AMGW3 z9^ID`l)`bp&AVrg%+rl-HqvPypPU*WU?4p(r;7}{)nA!({!oX*79mS3tZ z<$=oe*Fza%5aWKTy|c)GNmznMBA#`Xg{d@0Q;TrS?If`h0fSWno7ae|Ec5by{9f{P zukb=L^k7LIQrYT1E<1k8U>+fo1-BQ(5k~K0Hhg9j003Y1asMLi0dS3REbbO5DDuF~ zlIZW^w)k24jWU+j(P+Fp?+8z!G85tYosc+w^LQ-EbAFCya!PvQ0X{1_(diw@&PZv) zM1FWfsKwgn`{4lL{$o<}lkH75Z=4dH`1>xB?R0&H4Ks%6kQy0~PLjiaq7fez)5XgZ z$w0-Qr*SNkT9OS{k9B+U2|T^sKNrn?UU}}=T#Ku9J<^(59GWN|=;Y8qo1BnnoP*UD z(8;d}wSd%K8>|~vrMW?5(c3(}u%4sr^ntp(YY?_Zy_HcES+f|4%cuQ|X&^Rw?MZU5 zSO))Pc{_Wgl7p%NBKf=oQg?oXQWMK=RssqqMPFvoysloq@O>Z9De>4^G6c3ke&LFb zz^2;^gDQA?7_buqQNoWdqvx5coh}D^mI=@?tMka`IlJhe&ig|W_5&@={1QLLEv)k% zFJsdr% z>aMz9GdHto#o*pWQLq@uR;CI}beJ{n#KeO-lLMO8XfMfJp-pdUcr#8IJT;Y1cQd0r zAb-S)u&-k0f>xMfen64(Sg77UH_q9CPk;;Qy@5UPj4wT*LF4-9&K4KJ+Kr#i&DIPY zY_9Vxh(`BhO1B`EScaG4?Rm?&jq1)2F4oV&9L$p#phSBNh1ZS2@~0~3Ctr;yOHp2` zVk=TUqtHf}t`A_RX6ZWMI)OC8q_?9#GMxxsc^_ns$uF zycheK#|1N$w%j-{rAV4g^*(3;b;T5|YUw{4vk-$1)&An?jLh-upAAb}SX<=E+7qw7 zmXPJy2@2BID%8@6!^fp~>;ttF$9n$$t%XIr-E#Ym9L>X#jRq1kYK%Kiv(`xS@x&^`7{huQ?|lIYmm2lprO)J@Fkl z(fPUoY>rotMIEf_xhkNq7YmvU&Wr{sGWCP6J|PGEQp6DRNY;ApJPLOGy?5J5Ciyv@ zJBxp5ZcOAuqUiV|(?9q?dAsLVj5LiV!XPpH@E^JF`0XP+I=X>nV>;P9O9Y}y8|vpB zJy$-+HrOR)m4F2Wq9gm%t^ITd(aZ8VFuA4+v$*nryNJT(E zi?yILvZ5X7tPe6whcY+!yh`8w0Q$f*0C|x4TiY#T+Jm6#^5k2NhYBStFlj6p>BUdM&Q*OE~Vl`O3f>kMEoN+ZWU-;!~ z?B+VMlf2zjf7-l#bQTX$Crh=XFjw2f2)Q@9b(-6O-EeR3h1_k-RzLrvml7hgIxy-- z2f0qH5WduCAh||~Bou9)X&O^UQ{z>6luyt%B=eDisCof&-rQ9vs?xgI=Li@a-`q*!k@Qo`KE!G14p9A8pA1|)BRL9?;MxZX1(E^ zhb@U{MKDz~@{z`%?rl4}_}Pw%)U;~4oSJ|re|xeIAw+2qw4F9V<=o4aa9$uKp6x=& zQ3I#;o5O8-8x*(a&aGsfjDfjVc!D*sVkYF54@8ey>t+8G7Mr<~+pjM43bB#$bY_fX z+dXT_YKpY;X$JarIoLFttnftV>;Q zuCv#*CaeF=AZ5LffFFlx$XuCiVmQE~N#ilu7{STGJ1d~1T5iq3%x34QScbA2{c`PP z9JI}!ST$$x=`d><{;toG#T6)2hjr9fX!Jw0ck;QRI&dENfUSBSe_-F!ZuQ)6KMS_B z5=d`O*`CH6xm0GZeef|Ow9N+=47zmA0vc%`3d}Si{yT^e%^nkp9slj@N+q68qQ77a`UhMY^ARqsU3Z$fSnG6tt{~4Oy+kZ(HTbHOywOQ#JZ~t3XP@@ zUrxSuX)N*dQ$yn8K32tJ0pEY*eTd z;#rXrG-(5JcIZ?GS+Oz^eV*=ov%wwaXi@Hfn{$hlDOD+CnFSJvE*=BRL;cmIoh-m+ z<0i~VUZwh<{$+)^nm9Bcod_kh4dCd6t7Y2v0Uns7n=!E1Iv+Bzp?3Ahy9ksBqG~++ z*=R>K@Xrv9K<(iD5Nd&!;Enj2HA%AGb*IM{x#qip!8;@}C+)uKrB32$1)`ywoo^vQ zU5<*tDUah91v+2++q(HW<-B@{+UAZh>o;#OgFOQdqio}yXJIG68YuGNWu46rYiM8? zDcDbH0@KfM$mdBpul2PN=rV=Z1h5j#qpxTgSfif7O`U(VM;I&VKx3IVC!f*-PT>)d zH?i3Y#@d=0$4yv5YJ*j^Om+-+7|?V4V~8~Yzkg6D#%(ty-8rMns?+^8K9;;o@$?$S zm7`-0M^7~n9U-Fwcs$Xn!}Nyn$7pS4Lrs2IOEuFSliDrpWaf? zSC4T`e?Mi!K^%wl)E~jqLB7uU#EK0K-~b;?Y(^;<P!b+-ekv#`Wl!@BljKws+~u)NdFh zlFJLKk!3QxNXH;5g$ZZo^bAWx8q^~}u&eSgO%51dbv$4WN|u~JE@BRB_&D~oBxU^E z9daA{0VnChXZ}7m0DVt-TVhPhbGNes9y_yGBEEoO__YX|cz|-9H=PS%!%ziGG+-8{ z5dse(HK-u(T|~3iL*ncR|H!hH^Bp@%95G^Lt1O)CB|78l`^~^!PdY<0ABH1xaQ&UH zvE5c72Gu-C0K(xudDUFa8luMSrh877XI^GG!u6`fyv7W(hN87V3 zrRybEcIN|FqswGYTyancq2$RY`g>#<%Iw)KdX$_^{#1NvCAD#-6ZlMN<-%B`j+hq(jHFbL4|=)t0yGl%qrfC(f_T}RKU7J zTb?eDsRwuvrc&!YxOQt|BTu1{N^V10Qc2HV=jAOrC7tk{!d~~K|MXDf;^RCp%N4OT z+XF(QbA&|#7{G1p_4ZkkV4>mCVr1I6EH%O4CaIZTwtWqBABM<;*oL9FseH!ShbgIl zPR_lWYC{HAJ*_aNzw(nAsy-7zm{ni%-QgsakKfEIA!%5ilQO}U6N#={1@0Q8QCMdg zG1=1ttWd%9>tTwn#2yy`BI;@wdqv<{(KN4mu}X#Yw-ijjimExlV+@@N(cTe9J&s) zVLIP+D**qhCGImEArd>7tj-LEZ3C8k{XA9*u!CK>lMhBJ#C_N7NU*amJR3VL7RibB z4SoGE=l0gxTXV5E$v%7=edmDjB_J!rrNr%Qq1D}aDm%a}flrKKkx11pq@ge})7ltS zE|=_esZm!RoR{`#JAk(=F^C3v>+65xjF$#U+u|>QclcB4zqUHy_YMSCS>DAaql7Z> z?mse`ggI4=@Ks&h&PuqDBU%!n)HkT24s6&zK1<+ZY=U(VR|4;O%L& zAJkxK%fplYa4=FfC#g%+#6#nyIr#YFBRCS1A5LZ0C z>+*X&_2h$7hbAXy26v9;LUB*Lke!c;Q0yWjVdi)?z`m1{OdP-Qqv3a6?leQz({q?K zQNL*;(k%osGhW0L$Ii1~FhE&+6s*Jmf|_ehYbpDhw`An@6PjIpwo#(&a!)^6kf^}m zhk$KyCjX^s#&h^NQkEOcTxM8fUv2Bpjs%swTpEZQIw@9KERbqNx>DiRKUfChA2B8c8@bvWSp^##Sg`H zThkE7A1tbe8n~7Q2Nr=ce8N;m*gN|>2pRcZ*m?mXf+jP^=q?4dmC9Y7jnR z^p|{(Z*uD$HCsXo*&}c2cneSF2R>+@HJ`j41C~Wq<;(RF4dxW&R)iDWly05NK8$lh zYR_g)IbnOlzVH-v49FX1b6XD`Xw)PWu^tP0q*{yZ>CDvtyh2^;2jr68HD}Qbrxi7H zDBgLxN6fePI1PR=Uv*qm{i}m7d8{0{@6#Y z$p!^b2%=2I&7gj1QO7eYS646ErBo4mygiGNEC1r|=_*14JmDk4l= z^9)j4W04;Ud;A00Kn#Gc&S#Lsn`h_lSewAm4u0bQi;tgN#FWPP!LLS(lU0Kio#B`< zIbL}A;e~QoHl8Y&eg{?RCR^gP>ATO<{*C|B40}Towhstm6m)mUDqjqe8PwjjHO1_p zBD)F13%Jh%2^(_)RX}EJxQTB%VM;v>S+}X8*xZG(X!0Cttd}%2+LTQ;3}dp9cMhXk z*{9(?S;o+@&gi1Uv=$LWAGU6@88Q*GbFOIQKPx5YWxAxO3I~T!C>$lN2DwyX6XRAw zs3TqhlU|dRU(Nne#ErepR_N_e#e3CrhD_{T+aNZ+Ic*=!un|z!iu>$`Ecd#4S7GaK zI!%G+p?yFArQvGQT{- zy|7YI(+|(Pbpm`O?HVM^usiryGFY zKTWR1Cx>-?@C+y#Q+%|kTl0PQD`=W@tCIAiD>gg7zspud%sCbwmRGxuPKg;wFAP1i zxtszZ%J5USchRA?oROz%E&Ydv|1m0EhP1}usN$};0?M?SaHpU@i4+9P8E-_oU`9ry z4bDpbZk`QNWZY@4fz#$9L@Gf(X3~eb-|KgWdwAJSHt#T4 zeFGyq(-mSO;qwt@yD{(6c2%jtuT@l73+l5GCZh)X*ikla4h*J;1^!QDAY2wIg=bto zu2_lbh7~N4q}4vsenL3(e7|u#0Pjusv$={jJ0yD~2Gn5<>BCM7?-M)XET7v~Z77*7 z1Zvy+ayq{x2$CKgaNQ=^ab4%}6sba-A*qN|GFW-XhBRTM{>{Irm~P(cI{3Sa_1qfR2!nL#)i_WG<@ z?$3*JJrIr0cH`#wSjxM%z*Qzn%2y@tc&rdWowX=fpf~p^lwKDU`YnY;#BLoA^bp5$ z|1!Qs>~5kUtcca5g0*sW0AH!T6(~$h7Q1^LS;cftzeLIS%?0?@pP@9~2@(`Ur3(e~b#o_Ti7wmFIW0Gq5>z#>XwQ$4Ts5yR_ z!W+v8=4{il_8kcX+kN>JhSx*R;7b^{G=Bn97?G8kFI!Ttc==Flb*W-{no^+|7*Km| z)oj_xX~-Y9#Mb2>QcCR&8$cX$ICmDOQJ>C!L&dsiS~qK+>@CAPXl^+^fw+jX|A{|= zZvZD8U|I5SqqhHy@=vSG#p7{n{EOmPn)C%r;BZVP8{~u0xl@7oG!8mdJ9uu|316W` zX^_k^7L)t9!E&L{>q(Dk#X}@#{+V#bP-ZB!VPnz3C?&9HEs%(JbRNrdi9QEJFPz#6{4YAj%QHpoPgf8F`A+!qfqF zdqkPLczlzUCAn~2|81Rh!1%I;x<~KDxeRsM4<&nTBMZle|P=t~gwUCJ9cqO;9Z>8z#~QeYY-!{4Kn`X@21ftVnQ zWVK^QTZyD~Y3T0htLTz zn~;Mv+djy6VQBZBx9RfoI_zbmei{}W9MZG&SH?Y(^8buf3BLOekNyVdwz55Hm~a(SI_e5I8euk?{x2j@XhNR3LYPE1N4q;5yJp>ryFA#G?|BfmAwI@`5 zmE$Ta*7nw5CInR|*&CBf4sU%U zpie}*pvp4p>ck!3;gm?xB>y)*J+&jFD**}k9&L>_ojWJ#bk`@!z);4JLN}^{w0&?Q zlc;dbpt72*y0h{^K#5K?oLE_K40Za`R$S*>)pQiH2)aRL5F`dSxcFn$j%)V5XN2Xe zNs$nMXAe7xMaKi`iWJ0<#;C41qSnnCi>UhPT5rS&Cg?-qM}}c4f}PMk_dGWh9HwOZ zW5n;XfQQYrlq%v2nK?(~HP#LZ=ea=XCdfwM!aPttX=SA2y`65t{<_89Y7y zO(3wk{TFgbm^T2x&ubM9)dw4&CY@9;Toy(AXEA<(-Le+t9)CwIus;cR)hFbm^>dOF zLC7$3e4RLg2ZvwUh;m`xLZ!%RBPBg68g69ZcWqFcB}^+R!c04L^GDqy+t0aC9xnx1 zl%qb-jY6hxBE6}=fBsj*W^YYZe127hRoP_AOx>B->flcpb=10W&n%?e9n@Z9;M!ET zN9b+T%Mitu;H-W=t&Z??G`l@c!zjIqZEp1@{;n0blcflzXDIkxpMx^PH(eT=aDD+U zn0G9z^)me0DVk>atjMH<-|KImQBkAoFIZjoF%@8r@r&4uHo?+)hvQ(MQ;|IcfQ_e8 zx;twj5O8IKWj+I8Q|xxc{jEu~mUl*PhFGd^f=#f+@-7C@A!ue8g3AEizFFJCFKwop zw?GM3@^`h^-ub>Kvneh%+-akYvloQ4`h|bfKT7*+EhZFjX#IFH$Up>{emgh5W1ET_ z~qzG4y#CJTcMe2e*l{&zMusp|3h%Mwu=3Yc+*;bAEmg$Wt z?<$1DCb$3+k3Y6k=}Rb|?rTqn!)qJa=ju1dm&E!BdE7&I5^ewI0Tac9NwW057r$ln za|c@U^xjwo!c~L{x~)+M9N5vhn$*Lb$VCfO;aizux5Wq7QW{w8AghXa$VB#a=C7>X z+H8f_3J=k>l-@M}z*H-e!mgfj$|l8=4G(wbYC-HY7#Df7J1L)zfU~^KAjNJmSH8X4{3@_ zze?jH25pA(ZJsjb#~-_vjQ7)e=Q|O&?Jb};lSqiGeC2$+=fu*riQmF~R`Z`6ZAjf_ zuGu~9G?TSbg47WCa<`~lU}%hFC<-RH+z(#;Jvq{XY9=2PWLp1EBRM)h z!GLz(4J(u0tF-fW)TrxBGMZ!v7pUL?-Blp2f2A=&3w= zcj1GD-zs>z%~A)PTsHl!e}b3KV{!{^qSr1R#*1wJ&&^ttAbTZkE@t+uZFXwx75I|W zaDU=tnp)KOa+P^)%KB@o{-EpsF2s7y!zR)9K%o3CsVdMI;4(Wh!}EyOxH1Ege`Q|Z zQ758idU$sjiNKc29?rmwL9KDUjRwx5q@htFt)|iQa;y@QA}EyLNkKzFv*X5xps0Gf z_6Ac5@o<>CnUTSAj2MA^UZM(p%}lsrow`7|g!1Ko{TADI;A}}PSZEw}Sl0H{MpjoN z0Rrk#fvkm1a_R>N$6!1e8dD8f5U|{gw{4I1#`3mnw6#TecwalpOH-$TbRk~R{&p%9 zcT(g%z@G}?I-BJEti{)FO=t=EoKhpo4W>4{(IUP$0WTpy!PUK%S5`9u6J8)}S;@q^ z);h5`WDjS)`#YLV*};_l2;8!rVuf>i^dS1Be8Zm4+k9Uj9Sf53OQ9|lNHh6Y3EiF819!6lL4)Pp7^DV{fS+GP zvI2U%n(1}kg(riJbn@1k3<`uuVu`LQz_%8gOScRX5pyo-&FN3j6}}+02$Ek z^wDI{z~fp1dUg4Q_xGa5kD!2z1?M*@pRN??T1wqPh<$RId3GrNm+9x) z27tR8HffBc_^bB*C|ji>7z|!XkQ1s>X;MIQmc}#85MxZV*8{12p%!tg903rKWV>0D z3bDl3r)PG^bFz3hyYQ)u4-)h|N?X8^dWf%wUB}@(finDq4FnJBwxjfR`RF7GQePLF zLJJ0n?ka}_5~2gq2XmQpfZ(ZZ+9bf4y2Lw4LgjdWHh>yZ3FfU=-c$yJeG3zEt1%o{ zbY|jq9>n)M9e|?yT2_4O@qou26QSF&=S)v!}$f) z4fwm&SHa!URi^}^epnBM!J*I2uFMrO{x62*I<$JXZ>Rwwd#Y&wS+sKm4xsMIjUuF= zHrswQUk|`i-K1Ogf$@&4Q(|%swi=AAtE-DR`y+g6I+rt!NcA<|F(RvL?t8uuok{C< zxR9+=zFrIZ>fE!w3d`6*%o%uehTh#pZBc)7lnYF-G0D|3k7sAjq* zs$EOOq1ASKYc-Rf%{O`|EbyJ$0fzGn0IT&aFw4u-+PcL%D{d89q}drd~H8|hGyU?l96d~Qa*JPcx#3rw4_kN^{0 z^2OnZAVmb+A97Z!(1~iTpd-sRt$rs4xYi{t=MKM*m8WMZGw^R~n42B$<6VxR3ARc9 z@VVgt+`{H=s6_OQ4$Ys*X?*QMc~{>9B?DOD#jBDS60PV)to4qJ{Bbo$=tPu;uiNKy zw?_dRZ*2iD#bk)hC<_huNoJ4jXy+P<3ZnY_$BheM^wc@w-eiImB%>a&N}%b7FfGVT zCd(6)LFt<=X%d6mIy4V+uq|V-9KFh-^}j27q&x3xdB!62B83j%4t=u!SN=U#9Whzu zFwrWZbS23@#d7OtH zkou=is*%XBO>$HRO-7#45E*S^P@A{upv%vO53_p&m|s>S2D36O=;u-4wu@2=gSG`G z!hX&-P|4| zWGjlp3kAJydh{NH?Wx$^kc?YvG1JS8@Naz{hlNZbNiOsh2{@SH`JX!f^YS1%1Io~Hb9Y0D( z`A?^Ishyjfp|2h{40Th!&Q#m&hy@71Qb~j3fh+tb z;7bShja6h#N`Rl`{LgBQ=$14D&W1~Mz;L7QJUG&i|5YW04W;A~l2@PTMIBqRwmt`b zDZAZF@KThaUET+hQIcCU?AWlN!~~6S&D9gJ+bFFnI#Eb!?a2Cz81p(-m8c0RY*9J> zOfm0V8H{v>O@aMwl*7Jia5wGs)c4W-vmb2T9l3X-cli@Cy@N3&!UPysyc%AC?xr(A zgkt*0n|4*hWD>Dp&h&@iW9)%b|Jp&6C~fbusRBa~Z9%45wt7pV$swrwWEGy#jS!-S znFcW=bWZZw?}97BnZwV1_8bIvNYXw{<5O8>D*_6C+5bd6QM7~XPytQIOKy1Z>;gwg ztYbINerD9c^3tCwUZC;q+F)#}8Vsp7yZRo)9`L=O0Hp19!wkm`c9bKMd!EIAS|D^B zG9+4mc^b4*2<$-#x_XpV>E}ZERf6BipXu_4AxIF^ZzcHzd;623I33xjVIoEX-S!|~q7dY?M#K|d3;4I7 zEqnV-WW_!aNRTg5=St+)(u42C0)pS8TiXPJ)RY)FsXK2lHMF)9E!TbaqO$qYXxQZE zQI1VM0z8hX?+cPT$5Z;iz5T;zRF~+i{EUwr0dR!P3=o+~pm5(`1aho?Mp<6lr9`ox z&a#@M9+MktkX`D&S>DXS^PzQj0vh${+sc6*hh|$8AnVsPNE|P>t+S(Cerm*S_odQk zo;Hbdqt~&XB4EW{)xNbC7UoN?Eam@@(m%1H$cB$zqzM7-d$7ux?p`1r%F(3oJ3a;d z!cr2NvsjXTffPU0(ST_5E$U$+$&*?yroCH1aX-s}^d&x-2lO{}M>Yjnc*L<^PBItn z3PA&z6zpePfcEYp!Z}C2yO8}YFKyrE7}X+A>K@~&!oc`<(Xad6&%NH`guK(nj(a>% zs>UEQs_GC4@;wm6SV&<>ukM(Bg6?^4dDIH}tm=a0bTnx19YAKTmTK1%8&gne4`$tY zZZrI3hkY1p213b#Fy5i?>7@q}a@~-uYh}gtK z=xefDt}zU^#yz{G0)VPCLJFMx;0K6ykouoB1NdgcdEV+w;N#-T z1X*i~Jgv_`_{Gg_GEU%fBD@)LNxl9+7S=sUK7essz8x%o&kKIbyCE5Rr=^R@w#`u4 zju(l#PCtdoK}MI)|JW_lfb2gz{XT!DsRxzE{zVLGfKtE<0bA?pQh9==X_Nj8tCPNC z5Taim#fJ<_Ua9lw?!)-5^4;}RKRoQp7h6CIvsz~9_|o+D$LzJ0auYUr_5+q*2)pUa3+5Q$$VOZ(F>rD zo%#$50!h^Uz8hpR6E6Z}^40|%asz{0<;ZJOdTRLX-qtWC@`-{LU3mNRO}nrPoG2M|J?ug) z9o?0%Nxct}YdD1JXn)=oX=xkZ)_fBL!=lOCXlJE0JTInQXSl0T!RqCQ=7f>T$)0TE z%@%I_3APa=1kmBBdFvBgRGVR4IOz2bl0EFP zSuFG8R71NXycm-hHMF7nzjh&X>+R{{m9ay1yHvS#?=&dCW>V;)26PUA;$|<^N+&x{ zHiS6`N0$tn6|e*!0iJY@^A~SxF>k zlYr(ntV)rBb9 zJWCcVbn{^J=5x~Qh^F9)dpvN_z+oLa3-R+Yi4_qjaMC3ia750wbF_%;;bc-@e(^aZ z6_<$m`we3FtfV}?5AsTah#&Jz*}MJBJ{AIR{I7QjXnNgxLd2|y_)Db8`o3Y^L2uuw zB^rVfQwt7JPHeZeGA*_}|Hcn0oSnp&?0#)pBVGgCIyWY{^v`Qr>uxYRF&6 zWtelOm{TI>s{((1VFXOBM#MkPSMP>=R(rj_M*Yja=FhPNt8IHe=kg%$8pB~^^59IiLK@F z&SxG>yE0ADB|nu#PgJ1G>}?U|t;*Qx+M!s>kq~b|C*kF($6L5rw0@H{J!t@ltnkt% zmWF~S8K~ZL)mcNJtr=KCy!%a7?*2u1Vc<%yzx^+W*AoJElCAKsl3eXhFRyu|--!ytpzQ1z#3s{Z!HHX2Xj z&<#!^GgOR)S(zNADQY@Y&jIh^6X=9zTW92Q?-O7o%gwBC!*xHFDCOIkv2wlf5^~V& zs~Rl6uWw24Vz5|g!voRSH8vred)L*~(VHxlLv)=E)8Z6~U~^@-hmdmi3w!MeB9s%Q zhvUagsEN~9)un3})E~Cj>h127<9y_KcM|3{mKK5BF5AB zm7UFZ2O}#~Bxg7WrCibmQ-p_EnOqR)F2ov)oMAtp1E6Xi6*i)##Rp>Aqi}y|Pe*&5P7-BV!hu$YaJB(P<1V`JA3&jx&1X~^ z1(P%aqDdfx@vpN@msrulFWNReVl+z|GBZxA6Q7{xiYppMERaJi(h3t{vkiwkk~ZVm z>i=~wOOeinFpoxZ7=Mc2-0WJqawbCPDi^pKBUMry zB&{5!?i56bceU7qN13MV4IO$jd>AuFXT2s**UT~#BbpfgsRVP9Y7-YO-m~@rE3cy>~BHtHVdQ2g2w$543_bS?4CV;%;44XCTS_)7&YI^SjT9qUeHI;SYZWnJx5#mUicn2 zz6rcj>n>vruqH5f9R_!ZL=vigE`2gB$6(`N)vk8Hd}HW|hG0Hw&9H++HV!=-SgRH( zhM0kS=(9Mhec|%^uTY)J^ZAO_qsr=b)1|vxXNlhT-_f*?JFU;MFL&tQcT@nUf67;b zZX@RjGs%rcmgDn0#{J)flzgPwqn`W*_<3iHnRAhJ7H3$-y+qT|gMZ^@3 zS$s6v{^Q4_LHBpg@w2kj3iES4&73ajX%jq$4WqY|{c82_)m&>~ThqxN5)u*At z2eZT?NR0z$=fgVg*CE!0>tRXfw4Ae-#z-p{u!a`Vi_?(xE~g8yW}JV@wsbQmuW(q& zEiZu2N6X+&bt6kErhki!T8K(yE90GwFmLQzNqWwto; z{S5nS8q!{x*KFisAga5M-gj8Jb9#^1jcyjS;ZkXw#Prg_wfMrs&vSv&0TL~8Zoq;M zNccKvsxnkD4ETD#s9)PdKGGW0`wwT!P>7Kp_T>s;A%k3e(o(b~(TyO!$$DQVw_UHVz?>pK8BAZ(kLI0MTZ-u1^KtLA7FkmB zU-@-@@t5oC$z?Hmc%;i;lea|1MY+T!v?*%MTf4wC`#~bI4M)%kX9Oht-}2}8>8`k? z^m(mz9m#CMN6y1QHPWff(7ktANKP;Gsg(0(Bgh4UkU#xpVp+}OmBXfe zIfQg#;fIliihoYa%aR;v+FYX4X5L<_EVihOh1ik~M1=JZU=$RouF13zWvd$u_SZbp&B8N+v~ z!pjU<7a6bvv`X4q(;S_78LhEFVXg}l|1%)GV6xd4WmR$|giEcWtbB+P7+z+WeDLrh zQ6PZwRgqFpcRHKj@gsMfnlCP>1%2i_MO}JmYSjg0IoBao9m(dz`^#Uz^$0GjIuo^c_3E}6365Q4X-D@{ zCa4rwa%z&yfe?}cq2$;Ec8N0{65rP}knUkVR5w8cXX4@d#YlH6g0dB8nuGs@kzvX6 zUK3I)ypeL=_4)L)MNE*}YUQ|GS;2f~EBas6P_xm{BE5z3JB4QSU;Xrgr`Gz2+&(SR zd|d}60;|r;j+pW8hPEK+x=*JNPlpE4&dXuGU#58Z-Dht2?>%p@P{rxli%=}uPbcNO z6PTd)^EbQ7^QzQ#K_!%3ZH^QLSjtfM58zk@bA?S*EPx=>74|#2*3k!FveB2`KL0`I zo@$?t1%{bbI%FOP`ChMTlJXk&(#9W!keFoyzK3ODrK@_oQAuSuU=rdMMbfW@DpO?& zxj@9vcl^gHxeJmZCaTM7i<9WidAhD|5Yr^lkrG&~C!qvVqN0Ca$8c={UGk2+^}{W& zbj(Mu~KEfs?+D8L#luaStMK_luI7IXlf46#7(?%jaj#De=fdlHKz_gZlN#eb~B?<7a3`yce+rL#D2KWq_ftkR6dA$d(>nv z5VTl2k?Q=*#8a|>v~C2&xLYy3evI5n9j;F5@*B<7M9o!p19{|5KThWDFj|GXY+K_&R-V2}?gO zsCqX}sYcuW=5X%N8NE42!B1v_pP5Zq!NWBVs;+D;VEPL2lshLtJ}V|b41fQlAi@U&C+60P*;v!ysu_ z8%!uhiUeo0EsumTb{^VL1&_B_BG~iRxOD5UcgY@q$GZN17|!6NI8SS?3{Kmt;t{=m z&jNQ+13j8LfBL;a{wB)YonA}`uBPlLm5>mO(rMhNa}1I7=|vRgXt;xhN19~68zCs# zn=9p@L$G?};1t)kjbr6VDb^h!u{T-1QH_Vn24G;{loY2!)7JjT$nOuM!6 z-Et8u0rld=2iQ)5W2v&2aD0d4=e&TF=<69b7oMkVeq>LabWZ}^t5SI66cFTV<~Dau zh&Ysw0X>|}Iwr=Y6HBmIzp^`$^;0qEkoKH%OQgu%p6`*~(CjyRDWs$BwJ31v45u-* zx@?L~Q})PL20FR~q)Xy95ye!td1&6kPIl#i-QrU+>AzDO>@*2vpISqQX?8FJ8-5N9 zg!}Mun~3+nZFIMJw5HjPrkO&ip#*qrXE1;3>-J_%L!3*pjtHuL{96 zUO8h!D0riSz>4~MlwiWE^$DgV`5*_V_9w z&Gpwf#*`HNj6n@axFMBZWS5*r$SDyyT4SDS?1r=>zAoR{Omw*oAv1GLVAZ{&xccv$ ziI_Ay_NjT&6c-Ywu90P{BJU;OMS)MsI|CPRm920;r1uD0zY;J$hMi*h4Fpo3TIYGzGLz9xDy(hz;n)&<# z-R2xY5lj`=>cgapwpQEGWgAv)4{N2rRvvJ23nm5k-7)PKrj%T$pW$A}hN(;RliyRa znGXDxCsMr|r^cf!MN2iXJBU>BO-sSmo&Fj^fcl-QbWg0&LA!>jLML!2? zp%A<}wcvDxuR|GtnXqk;N#uwr{Cj%wRC9Y=b)_gn?+21#$f3OI@7e5Nlz?Us$9`Oo z?r>PW+XXjAP}n@d2gp~jfh*nfPHBgE_$H$?73^bx!99H~`}#kGr=94c+@bG4!xLLf zO(R?kh5qJR*Qqgc?G=pnew+p1Ch6WHnO9MWtKt_faaOF2!m1Z@`g$)og{}5rVk81y zQ;3Wau0v31K=$ZX{tIkX#J!)spm<|@`wa_WG2Q4`cEqkbkg3o|Ofx!e5v<_M8rfX| zt`D>G&85FcZB$ts97J~ln!$08doiSBMVoTx*gwllSezIq*fk#w>f~6`TaYyKm6Su0 zZK(~L*0&3O(zh4zcBR39m$IXLm>}WmR>5tM;P!<2+s`nqvn3&?K3+uQKOI%pQS?h9E<{bz8%>=v2q2@5y|cZjN+o44&oqz0HY$C3p>o2ev)} zZatb=?RUsy`yq?6${ z%A{dF!Mt5Qn63a`J5lVYjm5rveA+TGH#i$;3U3G>qs9z`Ax#Et)-YSpXJhRr2iiM& zTUFO#!KE8rD?=dqY}u2A0Kdmxa)CJ!zR-T~2nZQRcoUpFahPlp1gS z?6g1dHA+|PLi0$yR;Hq(tay#dP-tZ2UnvZM0p48ZbViD6ExDsj&R1Q;xZnfmX+rt* zl6fMjY7v)7GPfp$dMuG^pO&M>x&JLmRz_WfpJ+Hi7>i;GAYZ>g2!gjJ2 z+r_`7p+webeybf}k|~o%b|sR|DS~ush3H1jXsXd|qr)Keg zz<&v$sKzJl?ze83lgzkBy)NV=e@SR=WVa4neL#jVmu^ z->h?5K6$!bJ5)WtyMjwpN&&cTvmJd(u0{AqSjC?UUsXvYPwdi#{O z{gTdM)PE(Z5WJ=_D_)nMADY-)yoYV#!|Z8!M6Q|Nx*LWlgNj{x9N8*C8IFw8QCw|! z`qmE*qNy%K{558FPrf@v6G2umcB)0Ksl5X`VF_tHw;+G=w;w9#Q?o`ro0?P6N&twe zy)!6Q6fcx63*@9*cL*<|arA7`g`nTGrHY8E2C7j4}{PWfBIu(y5(mbt$A z*lUyDR~LS}TP>5Hbv$8ZNNZ2s*=-V!+j88nafB{$62m2fie8Q6{~Z}G2^ASDs-G8R z-sbm&ql3|ws!}{{z=iw2IBVRVLJRkdYw=V_`1tgbrR!YWK#}>0U*a99Fe7wLKgGpyazTc`>hn+vJA(Y8>PgbNdn-(~^%-pgf*DDR!xADGYPaR|5PD z&zbzM&pbt2YoQo1#`DTk-0rR+t#;V#YtTaTiCepNceFh(_=9Bd#}bxXwx;omQlMH|1ac2J2xgH+*=RE#j^(hA zdHSwG-*M~W?+WFsgk$Vv*D8^}+=go(J#6*7d>K?3L0s+L4Ia>q|p38T!ylZHf3Ck7i%R{<;-{@U8clGY1q)6Uh$03GCmS2y|{`NGImki`vZ(jZGfkBU% z0li$5gKlwztYhoc;ghY~t^hsX1(yeS+5bOfAU<~m4n&o(x79S%cl^b=4YW`^XBxjl zwg>f#EgZ*g3S>`9ky1+)EHK-1Sms38_jkrDP<>2T^s22B25&|dpQ?^M?x$qZA(cWo z%u6frwn|lRb1A93YMElq$?$cn7LFxx8^an!b1}Rm#~^X6Z1_f!3NoBy-ugBTG#RC| zN2Tzc+KZx$r1D3=i5=^fV}WgZ5^;}^;YM8zrj~S7%3=XJnl?s3YStdqe-E~>(3b73 zf+1jYc0^DkXc1qSyN7uoM>VDU1bP7BzMTVPt!<1}W_Vn)JzP&P=PCftH2(=0Jmudo zP17s$z2a<2_@2_EP17(%nbIXUX4Q0BR>PMK<58&Z6q7awCk|!g8<`P%nKW0H3Np;F zhS>=95;fRuxa9f4@5H%&4@t#wWp17uj40TnwWhP$5HwWZU6Cl!= zx#>=eb6pt&g9sV1imHD9Y!`=S9BJfw=ye0R1@(*>uvI6}=Fkz9)st3K;P!27*T$*| zNu_1g(6M?uu3baT2Xf+sib&|Vkf1M~^DaEY@mn=d44Tor+=z^pt$a$O9YZ?)J52TM zPp07(Y#RslPOP8501aDsIe>CSZb#>!|SaH=u{PTIQ?g2;1ZCElGPPVpSeS0{Ly>=bd>w{8huM)MNpJlmr>X{=DW} zHcjX~nljB>WAN*cr$4<1s<(GYM`%cXU8}=})xnLFAdsZHkCS@6NST@rf5(wpt(JSpYdv_E`YSmfCvaQrj)?&&I&wao)g%LZ*j|gPUa7m7t@TFhOw` zP1z0tLjhi+YA2dBoG#=jF7q>K_QgIEnh%-M04YG$ze<0+>U-H~bQqb22Wk@q9i>a}_ zc+KhyR_A)6dqUc=4l?9Yq$*H&5&2VXh8dWCy!R)ka4h7vWsWQMhs|#Y5l_Y>)A%DD z?Rl;P(Z*>#Ly_ajmtv;pa7N3SmpddV4T8q8>Ww}-%UbeI%C%s3&F#&VDI;|GjGyRK za#^Gc&DNyOH2(cySKOc5(r;ltT^CuA8+=L%5$nSi;&A3pvA&&56_uvXN${E@)b00l zRbfXoMcm$fRyh1si4d`8O6S6Kr`KoL@nomoKGrP>w49okBB?gNndig12!P~qh{3UU zcv8a9X$3khv&$0Xj)z~@u=$bLtfb3Q_OM~To&tex`?#6adDu)kAy9C@_n{lW?|9`w zKK=d9&&v*lA{7)1ji*Yxo07ENEqpS3theHn?%jseK0)Iq%3L4i}={w~#<2i(oT6ON4Ab`yPz>)12Yr5~oLKLdlb z&X+&*h=9U)9dP34@_mJ3;>Q(EFnWfmJ`pkEihAX#yteobbrfHP3JDVOsq>mVL{nmM(_X`G@K9gY8xri_ zjx!1v4j#GU`WFot4`3W}b#T2H)^J)loqI^hpR)j*utZ)RzhK(XsGg^c2OebBMDukJ ze+s*0x!ZO<50#3S@iMT9#A4PrxhJWnAoh2 zRL}|t=Hov$Qcw!jpDx=-NmS8XX>^3`0*&c!X%M^u3f-Q8HYN{0h9Mbhi0g#X)80iL z`&ESKMhvL4XIW+Y(P-YRT?gRlH4|Ru-&9qU_ppU$<$0a7}s8zfK^IJ<%TJSZ|O6klwzQ9T>XPZI?)JDh@No0rrP9m+3Vk$(oPRpw62 z%Pb@$jdA}^WbkVkJNhm&ts(ZCj^x@`=mqTRc&nwsux5%Xk}Av0|K(zOwg)t@b$oqh zC$q!anUB{7w3#I(3*Y?Zq9i7EGph}n(_Vb20L%Pvh_K*#*=Gj%lXwYl33d-?WA5)l zIE1pMQ`5z|`xS`A!Y=qf#(KsQy6R9wR9xyvbXmBXsApC8ivghgnkYj!MCwxf?1|G z$dUD4Zfk_3(H`!&vEjCf)jr`%US~@>OAw1t_G=W?BxjQDK5d$^}|=W z?>>BQ0K-m>vMc-M9^krTjx7BGMy2s`=M=tgKbHzH@zWmco1VjB+=ysCq#o!dRVWpY z)aR6@I_4ihU}X7jk<&EX8>PTqB{8(7-OYe>$%_ux#|GYKvi+XMD`#%+lOWW$iLmP5 zwH?zV>ta-JpDmh{u<%nguTYwj&`YhqOz&(vH)$00DYIhR$mmazweNNR+Kvf`KVunl zK&t8e&&z~MAliD~;NKV+_g>N2&rv=@wD@ivY! zW#S>Gu-myH>9nzDts3GaMxnN%-&71>;1uY*4NUPYy**mp^tAdYK*36v*@XQm5Lqag zim7_uN3=o7%XsSw=4EXb55-pCA_LCB`R;R0PP2`qZqDZJ-~|9t4NGq&jFPVGD%3Qj z6;@dDcJpuAc5;4mNGN^G$=yN~q7YAj)bGacCN> z{ONj@-#d;Li-W9ZU*U`Bv8^Lxp`;$fliyyjx@aH#Yc-zZpv#Fzyuot(aWBd5{wdY| zfJyL-u+e!)6cE# z@iowi-T@5V45ll7wGcc&Apr?++mL+2V|X1f{2Xluw!z1zYE`ylU0Q5BK)hLBqXt#ooJp|T5mCMu^n5+)Q^u-}#HpFI3-wHRagjO!kMq>D# zSmZnlM9GoY70Qk`m#+FYcxA(GV7+ZNQ*-BAcncb&J4M|JyL|Y2HP|&OJ8&Y(-x|hp z!r;KdCoBjibLjT6iZr@$Jou12lqFj+7$h$!3BdjBEAT>w8=5p%M6{6G#R2`Y+%MvJ z+@n#^CIyn@6fJSVb8qUm0ohPD;wzv?0x>fzy&iCk8Ugarce(Mgnn=n)xN+XJ;MX1x>TvYfNO;!Cq4~LL$=NY_ z2%?yKXP`wgq3Q9zxew-=|J=@NDdF#Jl*~B}?&e58iU@WNjz~NTbZ9cRCyf`=!UelZ zp*htXQroj+ttU}!upcEVZ~`lESQ~uMg1Zh%$}5qMgWM+4pv>d&pbk#(^)0uI1jy6` zsC`b36b>=tX0U#((q-vPY-08aMmMRI3BWMbt%}D!kxSrH>}G|>t(+&p(54rSKc|EE zU?I*8vzm^(bV<|^>t6atQWI^&Ff<=uK0}N(_gldPm*}-0%5;&IV#8p9Z)_v@;6%f? zf2Qv0Fz;@w+{VsYDIEF8aL&3iGzvg<3eut!a<2)1`Ahr8E&r!fv>`d8Zz(&mN!GLA zh$>S!vLK#RP;G_U4Wjhh~Qb?JsbPOHQ~}Fc{uDSE(wMqlbN{7NrkaoDo5jyN1DiJE&Dw%1B75GZ8J>C zS@dLT8P!^y$hk3YI@hMlm=M_z=uecVY#P3A8s&?O1x3Y%1*P-vuCt04rxNKc;yM_M zzCU$ELvC{RU&V=ymj1W+GsuPScHf9s>}Vq&5Z16rz4jHgX8I+h3hd1RG2b?j`3HXBS6oN${zoH<_igPjFXPBxiar#cs;ZM8@8z7ASle!5h_6#j zx(1Lndv-A)!y}ACw85fG2Bkug^bQI-lqsHJ7P^oone1dReFn0pCd&s-jpEWPG?K`z0$wICFYb=aT?0QzR+AD zG`%e|!g9d@YftHyAs!IRAc39;t0|r7Rq>3sRoTqb82;?Zm7wnmZ7WfzVL zbgRV#^g-Jv=ks_uN46l4TJu?IODCXGpr8zvFmr|HpZ>C$kl}GeO(Vo^{jz5%8m=pH zk;-$N5oS4aiKfDE&FY_hm3o4{N29=K3RUf1pmtf0Q&57!#|Dq=cUq>zr(O)8l$X2J z8~bS6!FL)(LM#e0O9eU+R5vPJ=e(cv7=3`euf6LOwG3Kbfarw+FN{J)Aqk^@yd^Ry zV8Lt2XFe0+a;Hq27>2@D1(71}g1zYKfJffIj#V)fuXgdb-2^Te-ksJbElkuC$}zoU zmmBZCas0$Ery--g>TOK-{I!t-Bw>y>aX!GD;CaVhD1AsCuQ{JyqAfk2r{h`@2+T2S zWi+{+f7$pu{a4raKJH248xa|q@kX!m40HqJY!eX}VVeiI4Nbe^fDsRY8hkB9k=JGr zHSw?3>2!|`O#N|k?}v);+0Am~$m;Fyef*-H zTPaHz1Un{#YvVo6s3jfr0WXWO!ua%SNwGa)M4AhUx`>LiVuK*)3WO7k^QaP`Bll+n zr_qJ3kEsG>;7$p1aitU#!3no)%qaGbnTZC!ahqB;`ulu3^F{PAI{}<%0Pxww<{TuBY=3KVu4iyAi!(amnZ)W zfz$?gFY`!00}Br?S+$U6?>hQs%_kXzpOFZ6m`L4%vBW+;5r}#mJX5JyOfo&~qkY{L z)BA9%Qe8(Vqbe9?5oE3rt5|}4hB3TVLAcadCPyyVX8Wi{=~0_fb#oD?!b2oG?wejv z=aih_ZXL!DF6S7s>)@-)E;Ld)7OQZ1?M%dN#U_O54MtuCU`#RwO5>Y;KyF7a`81kBEZEGHIseJ_XQy> z!OHRfAfk3jd^<(gtNMCf{LyYA)~sbSd7P%FvBRjjBn|zWJViZn$gB(FcF$eveqA?{ zi;eHXafs-6Q4kTXMCrId$XX4mvoWIB57WQ4{51{4Hl87Dkv&wfy*S=FF&h^1Pa3t{ z5AhK9^U}X@uOY?GRZ*)&-@vlc*qw|LLh5z9_4s-w{%> z6^Fbcx7R%`an(HJ4K&3p2?&r(RtFh_>lxN2d5v1FS@}9=BG3t0eX0^#C*AUH?KnKi zCfro*MgL#l>$qLmvM=~mZu3X7y_6H+HIi^;>E6bql6`tyz7wQt;^%*4$9Fcx9_YtB zP%sIu0Obw)_9#hgY zSD`|zH}(RrNj7$ODOJWjqsxj@M%{g(X0n7 z^7HUX?5YU0X=+_+t65B;XDTfy`hGHJ<0=2J6(cNNaKI29bD}dv?Bn5&+idbx0Pz9j zlx5=NlgXoM)#IQ|^{NQtl7RoYfL<*#|t%FMzTuW%@QlrW)&g-V6ti+a1 zruu)8gaQG7H?~jeQUfE}NjQ;JHGAAe#0J&4$4k6feDmqg#^!w%nBz1xB7E<4a3r4- zxMLY_MW-A(fbB5*L~=Ep9aqOD1+L&DLhi~cO6Xqrm4132tehl@uDguc*Je6{H)%kA zal0hII^1_Zj0heB#>C*+*bZjEb&23_-%7dqN5eD;sN1dJzEzv zgp;m0wK|eCpIU&DqHiR&gKCQ)7NNNCPxeym|2p!8nRj~>pRD!pwSt-VgDfWo-t7uc z87~?sBD4iu0Y;PULTpyJB_)60aGPj&=~KL42ijB&ehupzc20Q}_|%R3j>MEujDvti z5Ib7Xvxy^}ua&hj>iXtRfVSzX#jv>6LylLluC_wUBxc6QHPHdiw1Vi2C>oRqpKOJg zr^6WeduC~|8Px?XqIO**Z!*;gFA_o28&yqow>L(CvfO`83WOx`Xfa<>9CtqQ!$+$* zZeKv+woMPn4DX#HXEWi#$PC#j|IklpRQ$B*Dr7-&$B+oPT-7ytio~-a*VC)BND$~s zTU)&&A!gw_!~qSXH8g6(qiGVnP^7_02t>b8T!GW#A#8OyJ-Ln7N9w;sU?}gq*wgl~ zrx}CATjcih2r6lpo=*&gvCd~_iv1d;%Piv0(Y0(IrVF?nGAm&J zBs82awtCgkQdX(v;Ej7OxuD<#riSv7`}u~GKESq8qqA?z>dXI%|n6xsPk^;0zCtEXv8SinzJsR zf{q)b#hfGtraorZavf$-X)oumTDkURtHUVh(dl?E%VwLa+%Yl$(Meq2REVbRrA@HgqiBGh6eM?JWA1!NPdBn8G( z8;4&o_jPG#i+V270o#v>TPWZPbV2L?5AUi`=5cEF^z?7tF4W$>+C9xvw5#HXGL4Cno39>8Qrivf$j zpwG~H(B8~LR&1BKeUfzRThJjQ?F0!OPF#_MZRdB|+rTI>P%{*CP zUX1oyK5Xk~SgdA$JS2p~;3ukGvZ6Ob0@j~osbdHWKS+*2){?Fbf}fvccp`TDy#`)C zpKoI6nV{?LT6`Uq(**+MD!kKKKbGUCJ9qCsy9^<`Y-VnoVX2q%r$UWYr7NK5J&5xB z!5p%K-webdG?cv(LaWwW|JgJQ zD<5mVKTdX`2+-W3TKN;1o1k@Iww}pY$rJx`#GQhF^^KwIA4|%6?0J{|SVBt6s{V5n zZmUX49LqHVJo2mlI%xfjR0h*(j~tK8xvW#kjA*UoQ*m!~$ykv>t03$yjW)h}M zo|U2+Qdfk;hDU#|Y6>9}VvI?=o>TiyeK2AMAodJnU^zzX+t>y%x{SARzrpcUt0xO@ z=Wc$uoc(}wtgu+z;Jx*tT5HlJ7dZ4Mf;90;=8`v^Z6=FS?%XCSuzJx83d~L^MpnfWS zG;!gL-#+$Xe!&ZkT6YfT%JA}PBPEQxZHG?YbE!Jm!dx*0!ms=9ZI_mfRAJdl<-FS; z4eeOMZztyqrUAK1qE&V@XvQHvJ)#Y5SB}MNIhL^l2GEyWf0tx@CT zeLs(ALM;|Q=He--=wM$&&bV#8vfu#Q5)x$22JDHHmGAZ{&dKuvHrPl_1#}~hpriYc zU>?q`!9c?nGvnlFN*H z3<1kQ6fE@7bX)JQx5bjsTF-92F2rJLZl${QMX^Wtr-cfg%84(;Q36^xpqHyBx^BD{ zl-VsUPJb~QxW9{?TARqb^%GKl>poDBIjbwG{;{;PcMYKR{ z0k$PYO62m9J8&o{j6pn=wLhRyl*813kufgV*SKG@W%s4`Fzfa%UA!DYRq=Ubl#Wv! znnz+dE!C;}5cccjQY&|6fxIbh*5tQXo0vR1bLqM3=2G$oujjGFph=L^75*>~M259i zO_&kNCpz2>J`#E=+Zhi6OEPO=E9=v{*}v87a%0aOmp-7yP9^#79JBzMr#SmZ|+ zs;*D&JSe8#0YdlqvOEP_X1QS3ZC<=^F6Ma+V;9W#v!tl+%lhqpqHdY&x>xylCL8jz zqGmU{MbRDt&4sYomc8_c+7#&q7XA@jA=ljF!hSad_w^vcM(h9=i9NyF9hSn~Yj@|l zvP4o3DmnI_Pyu2ivNbq&q20H!?A`yP%H*N~94W#G@S^#}{+cP16+ANt9+03mXJ1q@ zY(K0m&cQ2p8k=2b6aD0p3sGkHqt~mO0?`y}w9u))QS9|5=8VvXur+XC-R~tE-)|6W zpf{JG%{CLwAZc$5eo$+z&-bsGSPq|}lfoVyEE;mZPF74FFr+yDV{?)hA$DXM7lGHu z2@b}3pLE`)5-g*9*Xsvmfg1S45H_apC?)fJf20Dv+VP#7M!wohG=hN2Pzhm?6w=0@2opNcv!T3{wZw+-vtG>()DKfSLWx;lA# z>U+TPmgr#6JQMuTBB;(U8|LIbPuSZs6tC#vE6+Oi`*;w9?}Z^#1lEJ)V51I!KEoIq z+&3@o#jDKj4}#8KyjjSgsSNP)DPU}7zWU2YuQ8uBdb&)d?ab_%D2m(S3p&BQso!q_y%>&MG&vKZN^*;NP`w!ZSIsi{Pyq;mTQ?^ zgh|$=uT3ypUM{yom?h*L!V-j5gl(Pz^wAQc8%7b4u}#eigIr33In)8g?=tB*(mM8; z7f&|px1jm%CKw)*NBt_qXt82E;a?KX>fs31|pfTTJ>NreB)AkOTq8TPpx)jX<&@D$5|6Dk_mqn01Smaj`PPqLo8&7uOtlSFv ze`=-xHbtT5>WV1&Xw<&vjUUIY`mf4Y(@;GcaAMwx4hF97J?<~>Cq~r8E|$9 zY?j!#thCJQKIVYI@$8$`&55~4$!Bp;yYJdlEaAY7wnx3AMLjTFczdl@*I=rDd+eax za^oz$km|z4q?e8h0imm)Y+l1VV_6B0K->DztMr2j;dP(gtBB~`2k_Fe}5W;^G0CA#Gspd9ZnZIG17a0NOt_X~AyHiRYtRuH+uJ$i|T zZefyfN(Nxk~hL-zi#dh9_qHfSbR~=|HE^3^Ke&E*AZkkaXhRVg>-{3m?zE zC>sYU@qbWM{lM8JT(l1E#^W`3`xXZr`8C-t7fdOj&F4T1PqK1>m7_oZ9TJyEMlaaA z0Vj9p;Qs0pPp`dx7%PEA=3(aw?TScuPd~T$f~IFvvyAi8(fgnpc9xtFrr<|J35 z!*P%`qrPQATH)0fuLF}gq9BfD|44|H6kxAGQ|7tBdZjUF-2C+5$^NTUtn3&>DPCY&{poptSR)QI0echMicB>F4E`3(TUp&p4)o>Op*ir=6N zQh{k!F7QejQGQ_z;j)1>vk~s(HZQB?oY%nwo0hq33S>5KG|_j$FEPZ7sN|#T!m2K>W?XN2$v1Nx|*eu|9xmzz_ zn+*jmNqVeIwpW#2P1)M%KEtSX-BWP2<3^Xd9wTI_+h}LbKawJW}$TVDi0!mm)M2& z`=z~?U*sMhF(Iu{pI{2T7hKtn$}c+fHoE=dJj^6hN+`ud3^%mX$(bOC?pE>j+xIGJ zkm*!j<6%7C$4{+KTRq;?9CdHBu!t=vdcvB|@(3eCxt}eYm;Nq%B{Ymu6~I?K`QQ}& zjcxxzGk7_<1oe87o?RfQRHem65NU->a4FVs3Kb{ZJ?BLGy4%;nF9I-OvRB_y(rV$o z#wZMW5%!Dz@t2mhCBLkmd)e*z9|VYW99!Xa8UUr z>V?GDQXYHKPc)#KWh_W5$U~8F;K^8XU~Zqd&6DZE-xU%oeCK1q_tPdJnP&P+XA0(H z7Sgl=N&*$O>m`}*{y z0yAKjnkO2L53S*01kUUsd>JX9&!9J|`MrogM$`C#9pcJ9v@=3(-lC(MFa2sgisqr4 zh~*vxWRH!*LBD#@1NGORAH=kRPW(DezFqv3cm#CNZ(f^{4Qkh-=&vNu(kEpyFHW+p zlAo5<^^ZJz+w@pgjbP#A*~?saJ?to@LI;Yc!YSjCQLd0vUL!lb%1h0#x(Sbqu07Z5 z)G&g!NMMa*q~I0ibEeQ}CDh%N1cSWew*gYZByXiDQxwKWpwLbosLMPhKSU^;*&x1< z6y=f>OTMc!ZrR7d+}~y##heb;O?s-h$_*bA(?M{cDBNTTasXzm8wb$_#a@F0`CF=R z<>jbvnxNTseR)*(I*4N9t7S^aB`Q0m}K%)N(HL_@6Y&ssFz0^xghpN#-aAQMc=(F z@2|F3*5Bj`M-nN{A>dNt-A!-+*g-5c@?s(;IziK+UQc7LFW zqd|g&dA|!A;O=0zS^Pi+U{_g3F2Oy_Bg|1geVL@@KAV?n_TOjuxJ|!}AO;qH7bKg` z>~WSlUD+AR;Aj!9yx^chIdl3xvuk>vaa0R_O7Eof8HAg>jh^;HQHxLOk26fN zh$J+1bxfHY2%ZcBj=A?~$FAyc?JRwM6GqKBmthLfBvfZrgX=ODIk7tm|JIHuc!w8r z!2#ZrRjh)sh;`R*Ro2P9Ow+R_{BjFD8O!e5{tH|I(`J&r%n#5vPJW;jrHH&6);a_{nwn!}v1U<_ZCosPBl zumYkbuD?^v`iZ#i`c;)sR@a`kY2(@l@ti#)9%t`TF(riRA^j@rvvlW>lKQuN*Ou}`uKp_F=m3$ zF@xrxE3&iGtt1efl#ddAaSEM999v>^$GO5~#qC58dHmDRH2Sgh_v}Tp{WD&GhKy_D z2rw)Arknv4#dcL$aMnL!8J^mrL4|C6mwBOR3*3*El<5>5CEA+>d=5(L{4%0Zp3%Mg zfGKcAmmA|{6=5i*iz8yHzisFq0F(g-3~O~Dx3QUxX`rIhb>t9@!9CYq zZ(PEcA@1Z!DY>Lu09I;N{t}H1TMArBC&sxwGoA#Z9sS14NP2lf8&O~if#Alumq+i#-nBH8<^j-ep!@~`j1u@V`=Zw2f>b_eQ zjkmNxA(Lta#^z9oB!;=HR8c+A=N9&G0!!{0ioENM5M=Zt#U-jeycUg~qQ;0*(Ob59 zi8fcv8~QOkELiAH?hCEl?a)9v}&oJn&7WCk@>i59YhKFzf znkN0|EHmxMvIvE~G&HnG&N3sXoC10;B4T|z7xwyR-cMoo(Y;xg*=Ue}Z+P(!j_DJM zj?l>q&HxOP@0 z>~R}Cce$P&TrE{cLSu9(qnj$XDoB@D<*z>kxzF=tmE*>8Hi}a=-V63_5!~LfNq^I^ z&DW@syMOI#R>=L6TJtD3O$N%YS=oa;-rYVfF7163AK;bh3Jra@NxU9rV0brT2qCfu zP-1969}zA3dVYx`;&wR58KW_hxk3;6ydv7@)aH6z!fb9?W^?$SXgHj3I1=CP`3(9B z8xdL4w7l(zcQZ=XIWVG>`G92y<#FGsyo&?Ae{{z5PT)IefW06V7(%8(p>I(=Os+G{ zBt~{I6HzI{-=LXu`)K%fH!0ryNaqEm?uAJY5$Ers;O^UinsS=hfF~s?I3~xzAc77O-Itw zs|CqH^Uoozp`r(7ea~KCJWeX6Sw=;%`g`S&SUTd?ccot1H{<3HPpju?giu&oN-Oqz z%erxQUR^u7^N(tl;bIp{9mc~8PBk&CwV%k$=)n|+ujKRCozSQjOG;^xZIaLXrq&-7 zq>sMhOdpY*1JGa;+@)i;9k z8~3!#HNT`2&}jyBHCB7;viz}?j9LRMXTGw1J3IIddk%z)=LFz8bkglp`OaGX6y%JK z^jB%k*;kDAzG#yU&<;TlFMw-ix~p-<#rtC&Ct^*Wy080iLRP;mb_t~~bfl+@b@Cwi z5Gd41nJtre0b3Pb5xFsJ^Q}qy_@rben$WB%iiIDqznsg>JU`v6{-__CzTv?vg(dy4 z<=^9(>R<#9U63zcBka1hG0z@r!;){!&!S)JxrkcD5-eN-KM&q0%lykJNJOs%Rk2us z7xnG8g|xgsZMHcL_|pPiKc$$^l)W_Wkk8WHyL-omhO(~NjGi(6@+c&aNnuu1jANt> z0%3h<3Jd^nkhY;Rn|wtL)}OGcnV^Dz(!_;<=3Dl`skO#$&xEqhU+-GDPqey>(z-GE zsC4<46x;6Ge@fQjiFY_GpzVlw)1MiTnnMnPpzusEG=sIw5J>6>8?{HLyTi>k>a){U z6q@evwQ;6#W13iweKh)JRK%*&FFjw5P-p^ehjZB+r^0gi8^@5t?fH_xG3xR1J;szK?yc@)y|nphjC)1n?`PB?5NjE+@6m+gEg@+CCo1hDzAmI(aC(SqqBdo zP@O&j#*p;3VTyr;E^&p)hH@Mxgx8ayLgO9ZkQ{HVbOMmYAcrBl{ne$o>C=UD{wsD^ zO^hh}>+<);xqwNh}32$TfdM3mSWeaH%qfyqB>2A~_v5hkv)h#*1Ctc-%_DY58f|Vys9&-#TspOXtsS8DX#3a4e^a z$XXeQwO%OoEoM36p#0GU?bG_U#HXqVKS-Bmtc*^{Xs(DcM2|vyQtTW8igI_NZtUqg z2XqCNX8O!}NWC`a>wT%g)^cPI#8wN4p$Bg^wLH>3zEI>lM&M+Z5y!dq9Lf)=15f<{{ts5inaE$65)b! z%b3zjj|p246=mXAAcs#CsJ{h+7~$X^j%Zn#CPC6?iYMd-rxU6k=^IH?fc~~gKdFYF zv&;i@d+m!w#9do99ve-{d6kc9%O11}_GDT%tAq-ah)YL23aB}4Jyt!7u*wSK3X3I; z6{BNeF(~9}XY#~UE`+CIg$9Er8X=aOgFDBf8FpmbXSMx<#Yp!<>czCmb}aI2`=FdM zLgvR%q}Ea)N(S4=ijlKWFRB3jp}~bY2j({HGn0{a)MTaj0v&nE0b3WZe8x{Ja9irN z?*d0vRQZ=J)w65b#n3a-+zGfy@)u(>nFb%D{IV~0)y9uG=8a*S$3ak(?Gg!{^*hr| zoOFjFB^(@nCf3=um{>YsF9{*}m@_NIY9>z{R*G-ThY z-l{*)@h;s~*7*?MiI@}RX$M^)0s&c@q~{bqQu~^^Uo{;u`Jhy01i=kF>aF!r4bR+$ z6Eb$TQDJ62h_BOYoB)fc;A?VaMd+U~2gc59_>ijJu?GZu2h6X_+aCTa4gb_oCE(_{ zq*J=mdiLIh7dJ3qunIRqNk)=A4{s=F#@DRU=fQ}BfR8kJ#PI22mT9cOAgINs>0g(S z>f1K3J#m>+oqscV9Yt;r&+u+LS1|zWw0A=k&y_&U>W(H*t1%DtpIdXF%y)Q8sLBZL zUx>jU;ppghy?vEr&+VA1|FOlVq||Ih_Qm^S!5MSc{k^GYGU7s;;7}gDQ7ebOU_CUd zb82QT(0(~xW$yZvi>|#OTndbth(>n+u5=C$!Zbrw7r~nEPn5<|%~Loogw#5L{je5;ISG3U7Zn_i*zn!7_D97^vG$?c=m6nKq&9b;Ei5l2ur^*0+F8uKSbj zPja>YBn8wGt*dj(#WgPuW*hU@X)tDiD{fr;eECMA!j@+1C;>a`t_U?n<+uneW~_0X z)_Ykp2BHv^iqgQn$(vo+L9KA(Ri}~#XK=j9vW5FQfQ;NtYyT}PEl z8J#F`NtWTzTwPJwEgb+m!3sx);+Mb6dD|7Z_Cbzt1Tn5dd!J4KCqGnmZfVjweX0MA zYxD^qlJ2Vd8~#u`GpetO4y(b^e$f5}C{xXDk^}s5{sRc4>Etzv-q4}kvcF3a%elWJ@&t@2m{CYSe--Fajy;2PNY000JUS zzmCYl^#Hxni{ZAtj{kl>@RBMx$E~oR%UAVYixP92b-`FWdK9pm?Ugr*IP^GuHOfcB zt$tfFq8Z7Rj36oKwM`>k>qd!sm3{eCgwB*-0N1dWu@GcZQ%^P=gIASGD;pJ+r}C;i zOA$^m{>)pZG);U< z2h(k}d`+fCEfqZ$^xKw2e_2zdg=09DJETPU6o#QrT(T#=_Xb-|{iPJLX2EL~tmnfh zYnVOOLhvK)&If)&11qv<$4`nii*Aul2^W8f&wH>e%DPd~kvYFXUne{lQbLTH_-M&N zmwTbqoR+JZ%EQG|P&$mqSNXNSFW!YL5(dmN*P4+u&;hm{(pohk z4pG7Bz^V04@Tf}J~#e#Wab@nM>M+0o6ebAj%$2)@9ubstJ` z%v!E1JO||070;e|7_B<1q1%W=?a(H=txwEf{r9dET!==2jlECxIV#0hnRU!(j8_(fFz!;mu_(Yv{yc z64L7d_0=GfZMP20A9af24GtkceapCm^Nf(`WTy;YWD=4twvt1s^G{cUWE40%cw+6~ z(j5mntK4lOb0{;=TRp+~W2p2(K*ln(sU$_aPAFP2`ZZCK*jh6A5aJXB1&AyXKEswU zZkwi8F#aJf^H9sdU)zYRfX_SogymYT4X}U8(B1p0w3WuD_>peWx#HZCfG^8E)5QZ! z4)NgwQh#-rkNu|Nk8Av?>$7C`^s&h%Sz_b7ycE8rnSr7O2F`Y$rzAQZ2cgWhhtbp& zFUsb@)pM|1O0agR!Sy*KGlvjk1(SE^S@Vhz8BWDx+rc4JqLm&cqR&G=HqFPmzab%v zAn*g}Qjogal)0X&SGKWH(3Vy-cF^6{lqD4y%LC)WFNq^+x%_eKZU7XhY7G7!8d&uc zoqy}4^G%Zis~W}FkWdov3CF{5IdVsZ#Bv6O9DTl%pItIKihaP%UhqkZ`M!rr_AB+T z#K+Vi6>{Z2&u@O$g4f=q^qawu$OxNl`&{Vvm3}ci`0c-t(++g1j>xlO*oIaf36hBh zv?&?uFg1fj!vJ$k2=Pi*{o+bgu3x4FWRD{@FFyUhh*6OBMr;|h4XFy{RlRw!vBDF5 z1eV)xhS1RVZU>r;I8KZmF%tmmKUk`@(`mSss-IQhD?Q@PuVPY%YR~R7Yb9UE`04mF-WQg?bxf^EW zrdUkbbQ0P1#UD~4=zhrn?>4K&OE44=pa78^BalX)Ee!}{E|R~=AGDCe(F1qRDFBJb za=%vU8}n)Wh#CqevSXF<3%kxkWYrGvQttpmK)kWM96+lDs4Sn694#|nc|lu9Ck z()o2Ul=9Ua`G)gCCyl9+Np=B2&*p*Xz;%Qp>dp8)3+t(cI)sJZewGNAbi`~1=c1uq zYuWmv(gyIsw*fMymXTvuQ#hJ3?26TOTj{xB;4L8<(n4h4&rl)r40h`ePfPVhqY`Q_ z!vP>?0vK4F_36g!j=fUdhLm%(bz;tf6o>u6E^RqM<|0cZ&@ZQ3BM!csND_YH#iwA7 z9Y(?zR{_4$*47arI}H8c{30X}nGZ>~K2O56r0WlD1 zn9~nJftrmk^O9};84Be{4*i|Wm`4!}^tqCSUKM?fw?=WdE-qrzmuOf4&$m}cjxXEm zO;5MT1g$pUlwacq1U^rBE5izZ1d#FAaB!x$Jh^Xt3*|R|gS0ct2i_j0N(C;xaJ$7D zK`iss5rXg&>p=5-OKOJ#A$s#E>wD6v4yZFn%+#u%;_r0y4{mS0VtM<=!HOug-dwKZ}Nc9??xg6&Xmum3FFaiX1;E1xPXQ73{M z_+LeJM6ZILR3NZyL~Xxr_q}vX^oEw@A#cwj97rOjucNW#&ZSypgqB5GxhDjQ3FIn$ z=-asbXNr%J$lre00>R?GO|Y4)ZlR9Vn+Ho&qptJ}efhRa1viTL@3{h+P)}xqO0Z|= z5hPC}(?(E*;v8&nxIZ;E$h?Q^E$h~m)q;NdO0hwjs~qQ&G*hb88b2|iz(@y2MS&TR zt`@;*BO$qKW?sfRUHg`w=_h&hvDzLUdYe_5!3aDOc9vlMbR%cUIo6|L61X~|_Zwpk z%NeePp{>{0@x?DXp1Ng`)7@8Fm+o+QEM}r*rV=*vztRYZ{7}X6RQFxK21cXnMn(fH zjicB=NOQ2gMx3-q-m1(Ya{6W;wI1ZxZOo>g7eZ;qn`1DFhVmals!AhCUg9@yWEgTJ z$Wd6VyTy39r0ju#)E8w?HHK*y3eB$Ptz90n%Tub&Gal+U@vYUo5xNAAL1>tc$B+ZH z?GWsVXU`BSz5#giWu4g=*4M~bY6K?mtCZ5cK9M)9-7a-5SqGX~vR-^6@XcTGtKf4z z!eC8)u+bX0rMS!xPvYS1Is(N)U!4?|v(wJZ>spxkNbYd92~t?RtbVem-KQgAra69$ z86=GaDAs26T~rE-ROwtle^OTfS`hj4IUWDH{tBg17i{C0{ttxr+d&rfxZO~BNwnq_VM7KJG_DAa!u)>9=O*N zLocs^<}J_9%Jc6)yqIk@U>i7fkq6?34#d&smRHZ)7Bl~ zD*@BGofSCPK}xVr3`04yF)6(xYd2slb)Y2Wz*SId*?^C@xDTlIgg>E-fLs#ZaJZxA zx*kCuG_4S;NBzHTI9<;v^zfOiieRuEOstxFcNF2-oFo3$N6N%0Fgv?ZLc(q^*2ZrO ziM?Fx>52UDFr37gs01$)o z_YV?jdr7KXOetca8wkJ%$W05Ev>HM22P}v8>Y^5~b*(7Zt{`HnD$S+8+XtB7U3zov z(Vi8e%(~?7A%TLoq>E+)DryvE9{NenbEV2}KyFQUS-hq@vJ6$Z3CKqRo3l=Ed8>UJ zIku+(GZ^Vx_^Wmqj@0`TQt*GQf5fyef_P!(MZ3 zsq4s#5I>t zl0=>X?-7Myp1RB(2xnvmo&S6CkTBN^XyUdFrpeE0-VcwZK-7+r#1|BQC|Qp5IlbV+ zuKJwZL#)!+_d;qHUwR{Rd0f`o64-okALhPk)~gRXp0z{@+MkYy>uJ)Trgl6QE8#C~ zVF_&AwBBnd5)Cr3NSIk8FD$#vGLTX$h|E}s+?BfcQgPp{HozMvO%?h$Ihd)tqm@bi z7Rp}#UHlFE)uJ}kq0HH-y zAN2c8aX!qqD@EUEdA;u*4keu^g^yVkXYC&&LKvO$P01MwhBuf}s`ME}k`9pk_B^UC zRGt`chx2KKyiDaOOfqG2B%(|X8(KDtnH0tst05*Cv;hnCnN*%7N z-7k_AnUxOi+aV0raP|4YQN;F`6MLb=_)M%H^aMu>lej~xsjg$Q9G?zRa+P4Ra@pum zN!M+ehK@xJpMx>saCm9!wSx4!$!baRmffdkx`6Wc9R4LVHkzn3X9&bgKI?P34KZx~ zZW$ge6AQR6j)H75TzhBH7p$h)2z(Mmd!T$`(%o>cnc%wco2T~Lg*&T=r!&`)Q+*MtT~ECZujbiw&#oC*Gx^Y#B`RLgCHlMm9;+>v-_!9ofd)%(Hzs|xtRQ`xB@ zNaB<3$(Cfg$%Eo~N5t`>#wZwf+d zj6friaPnawt_+sJpw_1$3Qf^Kbe!X$+0&qmG%K?6}K4_0&wmcN|qN~AWG zv5U2|0s!DS^EOimGabpb4Bm1*Rp`ACzye%s3?JbVl?(Fyv_fDD@=Q>J?Coe(PjwP^ zKvvNG^VZ+{Y&MdeGzs8aMYWys3`9KBln3{W8#Zi;$e)I~Ws`oC{8W)I82nO`)p^1~$mH{a?63f(x-FyaS-SK!l`>2Hy2WRd`ge&p z-KzN{JXTBx-z6IVS9++Uv~&u7Xk4?%9cZE`;C0wcLF1`WVwI9GXN@R6cOj@@#omL{ z0z`BT-+y|W&Y_-NjbtbkuFW&|B=7$TXjM8?#zwsyH!`XByExFbv%wz!q<7ZhR+n@C zX^hs{eKG@v`0oAn!ktwLS|A-tbl19yLrmjS?G2CalnvMb4?;qmA0`Xi(9X?e<7pxE z&%B3tuBF;#9ouT22U7g?J_L;Puadc0Vu?mN(h1he)ht09)kkad(b zNn9Sdi1u#&bU6F+Wv^}u=`{10R-Y0~FmGGQFP`d!KT#<_JzH z;ud+-&OydVg2o{L5f>#iIvS~1+SE}{y?y+*ZSbLbSzwe9Yvw&pX5FdhPICkUQ2RIG zG6S@@d&%z^20|?s<>P3qwya+u)}s7aeFLIS96^VyeIeo};AiK8-+6QT3s=;&2<$w& ztn+DwKyJMG0GZEHXV-?5`60i22TDgLy5z)fNR7U8#VeAK@^4Go_(@K)_823&~@U z9lh9b$iI2+dX5l;KdFnNnfha(7_P{KF;LTL4io%B1_F5BQeIN!+_o#{|CV&B?ZU@#$z< zoKS^u6s9aYML}lR!l!S3s4@s+Hk#xcp@9E*g*FhaQL0cX!?vAjAK{a>>eBd+jC>wR z$Apq={`sU-Zqby@NK{m;LiN)G!AZoWC29|Q9PY%kU>ZenIB{U!(mOy!%@gqHCNCH@ z3QU5dpDw~~GFo?l_4Bn-E}z{hJPJ|>+_>x7(*VgOy&hu@PGzAJBOBdW0U$T-4pR?q zJA%h&hJqU=Teve>jUtrLDeC962H+qrKs(!%Vf(DMXPjVjI14zX3*7F6a z&T9`$kZ3$e_@~5y=-}IzOJxvP-_YU)TIAVua(myRN0V~>~N4IJcBJzy3)PVJ3k?|1&Szj%#8 zE0qxbz0?cgZ(u&iRq|JkG=sZ=hL6N;Tp5_;zy2c~Wc2ZWjkH#9QxlWxAu<;yxKn$j#i zmU_vXbhmB9Hil}m5tKgb)gx;|+ad6Rls08LAW@OgMEPq=!Sfe;08dL{WEu$RQK8XJ zXC|jOW%|SH9rW@NLa@@|cJ$HcRp3L>eyFOf<&#i1cJaBYJo^Ok2icBQx-+V9hf#$= zbvJJe*aVWpm4;@N>{k)>CG#GOJ!N7%Si@kwT*JgVq-vp z394MM`v<-W> zH*_H%xK~CPp5%0aFr;CAT{&~7iE$`WMhz4VM=6+qy8E^-%`ez+UdPKZg2$@`p<1>Q zO0{qt8HV02K5U4a-*viKPZ1EO=8CDr|;vU?> zu~8tm=Nk2wj&ur!A@YCMxv$8E_WEJdzc2?0ulY+uUvqS0`7pg{-!$Bg&rSZGRDf84 zA8oU1DUVMIF}P&OTIHsl<#W>U8Ot&jTQ=7q=AtiI5LINIZ839!#E>JSds6^)SjESAZql3^pwon)MorUEqnO`*bgu(Sum8iuS$trs~K-C>u zliCi@81}v$cIs*EDDZ&&YjTnmF)e(4I9s2EXl>61lK2DZ`8g;R6j%S|-*DQ%$V9O^#bQ>CU+ouwON~mXopI#;H5a1$#0%vJ52E3Njpwj2A?6|( z(7HO-g%c+C9;f%9)-NJ9{~H?XO=qF1!xxDZT7M8C=bZYD8dU`A5S@KLQd5P>A3joT zVxNC^hN=(xORR}xh_?u~L1nP(5*N^87zkorIBS-r5_wHb=PNr<8(k_S-rvCN=d&1l z{DN;Eag?)^P{G4W#tgH%1(aeF;a|J``6H1X@*SafZDzM^X@m`f+)`4=$y}(pkV>9> zG$?Zgqo;Y14|PL!jR4*z%g^Nbz}VyXGk5i02W(zfRG zvWKlKWve&EXr2GP1Y{j&+FmCy;_!O&kwWM~N9bXa@#j;(Ysd3I-qo9UkUn3_yO^X% z47@S6ltKR*5E_>-`vtPLT%$*&HwvW@HtdM((V7=RFqJ_Sz)Z$bcZ8c*#2lx~QcO~$ z+bT`-`Phy*n#JIy7;4T5I$PP0pMVh5EQD9Nuzg{v`&)&5a!L|GL5lPlyDMXQ0kxoveerLosv z;WAH3m2h^fXfs{V(=cs%kftKZ{e!7C-eM5VC2`WKWjK;muq&~K+L`rLa%Fh^We}HIPn$nuM~%70O`SSD^g)HQlKZ*FYwx z4+`8vcG2-L?@(=i*|c9p0DzvC1xcJjPRbN$nTEaTk^s6&SZw+Z58)`(yFz#_JVh_F zOwU2q9nX!|7WsanIuKMundyI(_gE=juZy_c6>^2u@e#9il*@)Qi(dsMj6A(W`e8aDgS-*G~b=t@gKc>C#P_kGdj4zW%ROXt{e_OpaI zZYsfmi1F|S?t}uIpp~N+YNb7`GHF%v>t))HLJChNG&l>perC?Nf0BOu(gaN=?U*xWQ537zkKbN?Tjoz8> zXP*RN6jP6~((oTfP%BH#KqVx_Vy>r@Bn}mYb4d_gRyTzyh|x_~!7e$ZCM_uYjUW<; z=?p$MP)xPKy-l%w+zQdvHLA8;pBsjINpWUQDgq8}znxa-AzmOk*b-+{6FW-?ln^M| z-xrai0eh1qwx?RBU3Xc#PIarR*YAj}4?7@yKmJ(#RWzO&Eiqum=XAgcQsu}XH#vRO z8IS`RzWeiwX589b+z8yXvTEEK1PfgXt<(*g4}ay2dQB31lGV>;Jz5^cd32?*ubbNi zDntzB-m=0I=PgT=OF$*A#N%RuAfHEj=$lp!&Qda64O^=^*R^YW*E)%xg|QhmEy0~o zpp;CHF$3gf?;{M-oRDyOZ+OTS`esN=>=n= zF7o)7?=uz4r`j44ZU)epUJFr7Kf~mIz=d2Vk$o+KcmJ4%CyUpb$~LBU{6TM5U)8@1 zZ-SPjBqY1XFKWsJ$+xJE9&?#h_sP&BkQo=JC8S*9OnSa}xcduQAat&?6V^vRAe{p% ziFtPa8qSI@s|9Ry^O4}LP#9FqwBNd)lE*ziEBaT2eRx^T_*i$yx3M;X)EJWJBsgE* z2|_+!bGKq5Ewv-|*|kJo8AF;(pQ#$;hGGuJe3YQ*{=dE{2dCl!JIK>5^pexnLId`D z(SYY#1VGUQ5F#jtrsPyT{Ua*BQmK^+1Lx@2+#J7CCLws&Am z)^eZD0*7Gt1`#x{Chx(WC-!ld365mVS=D+nNcCAdpW8i`ussj3^{1(&qK~mnhTSBC zp)yFe><_YM8FW&RNi~gN&+%R8Ng)yn7WGn4gdiaYRD`JR#V4+ zt+T5^&Rasv_CA^VAo+A7zFuf7T!vj$W3i9p@p(crn=-be0N^1VyHQ*pv{Cnwy&=<* zV#r}4rB5(EB2#~$VN%&gurUt#9Bx!gb<+UXo{16`b-Z5!BG~kowo4vJyARLt zUmr`O)A57=ZxqxNssDk#NFGnowMLCLC$%vyAydOeF}fY846K=p`VZA{on306B|V_DDvi>~!WcWNZfEvD|4^5QyrITYkA=)e-FVtIalU+R8s`@FV{_eY zBZTu(iXH7=!k=!Wq+;lSC!3U<-U|i=Z!gnul=|4U(I+y7ri$cY1w=boZS5_$kb2?! zkG%0+N{jD{26|EO6^5Cw9bQ2%1+a((*(&|rnpW(e6ie6EXC@0$Z7zR|8H^2wc;F1? znV|?6oG)^vPq9}-Fk@cVspYfu-CIabko9eF_;ptHJ5~CB&TJAaNVYFC=b-qJ zL9m`C1DBC^b7~pnR5bJZJ)_drE3JL?3|<7!p{qFTz`ZIuB1zT z%-VhI8U5F>bt(zgE`Q2FsCwiJwTmRNbUmbx=x!e3R&5V9v?9BkW;Ao~nmZh1+NDTW zEr)Xk+$j83{XuBftF#sJJR7){{fTN`RZgMZw7ooxWHgT>nNU=~Yy{bK^v&$%H>`2JNb9W}9Bo~2V zi_k|Iej}fj0eN;4o=S^Hs`XRbsb*^~H0gh>V`Y#WgdKm~L?LL%2y2i$$5hJ)^DO}z zh{&dDe!#iXLGV%B!+m%2a6U?haisJj4L?&|C*|X&hEgPNuq!3Oz4Vc+ zX$mbq<8WL$A_gv9rR%b)XRs!6o?HN()A~Q@WsfcASEDpvAYN0o&FhWSM&;QBNRDg*A*kj&e~~O zs$yGhcn)GScHo-&DT-wHNFXR_YlMlE9Jm^u(XWy4Y*Cad#>OENJ&ZxwCX>U8&@JJ8 zBk5DEj>g0liM6Wd_Wy%Ez9S!(wMEoZbZ(H=71}EZQ`xE_hq?$irLpfZpT|9saB@TlL=boy4N{!3lud+|rUlQk-C$ zjyIoe%-xMjeSwIGD&^(-(CCmgWZYr~g_6rAg!+-{xR;)e#MH+*Uj93_RM7ncK- z-0C=kMk)9E9{O5qsm^7 zx&+0$>K%<;_VN7hVbv=8mJ)~W6S#nM92>EadY5=Tjfd2&;C}Og2>QHZ!jkc-YNTP( z<_&2Q^5nhSu(&CYc1-%U`!Aq#@R1V2zx`;+OnPdbQv@T`vgm~>t|N8B#nK>YM1w0- z{e&@%awhYeB~QdBJ#7~x{fIP=CUc9*N$%FU_;Sg)AloRv8dg03J4FobmkR+yn9p53 zokcKWtt2&H8JhsIk08~8q-oH4h*gBLu#8qR#}*5N{;}}y$dGw~XWgX`Q`rq-2+<`N z_ZFCr=%2pD!cAOcjI_e$VnP~X490kHm5I*`hsgRewUrIOqqU=8{BDpsabYPbY~dxP z0Dh!SeA}Dl6iOyA#d?dxXheaMHno1=kh8^$gqtHC-gqoIbsmr-`UU#cpHvH7Zk^f8GgX&$n6KCCNelk zJ@|sz@-$tAFxF*y()|5QAkDVvH6%Mwyd{@#Sex&Pjd_TR?qR)V($(sH9Gv7U66HD& zsg8;_HYa2G9DyilH40}tV-Xhu3&WVxlV3x3e(PJvnJz$&Jx%pZYgV9IztVjshufws z;hTb){v|a#GFR;UsUkzK;%dA zWbL||8osnls|HEM7HX|I(bpquhU> ztAf3?^%WTK0TMTx@nJu>RhB{`g6+wMalKl(W)N^c2bawGRk-+X6qhWcYUh??LOatU zJbcTWbl-7SpU_XqEG9*x)M{>?V^Vuqc*-u>#LZp+-Wj8qF1r9TzHXF=%IlXivl=Ys za9d9ax;98|Q*PMNc6O&}rgt$CWz6kl(~?v363`2s$YUsBrrPyIBuJBcNXV~4IhOYEPu$braQ4T__`Gvq^oh1(`PwPpRawl+ zX6hWG(v7K1rAY1$GkPwLoEv}0yT+$)km@(?!8Gi92fa2#d3-$q zMY+?dGOPsTXOj5_=rO&!uL2*At^PC`Xy!y8jRNRp5xCBqx7aB}LvoX`i1HiY`^pza ze4&y*>x!>A{}}0&Ol>-G;RMQ7qOTj{Wj!y3H|^+tZjO{YR|cSQ;PF?D;|#R*?zZs1 z?v1bt*nQA7>uFl!OQn1ln*lJuhR7bKYP1**%6;&pf&#@8~){V-x zab&&S1{u(mm9he7Y;zE8#4ug^u!$XbHa`)TVgjyVuv3>fZXGw9(t?j0;|?-ML52BT zAs5vZGQgYb#3f1YFq*4xZUQ|{QHj-*0rtz)rk4j6^awJoQ_-m0qCTF zmR!V-cTkuBaYi9n)AO(dth?JL*|7a-t@p5x_{u2J=aHS; zYypMX;loXS_d%W*?Ky#+7GI~|7tb5$zYFAfMHe>=)A?8u1vR0(cgDi0M1&iw4j*S| zBc*8bJ5y*bURtR4L|i})78nH06l50-+XYPLD+zuWfxy_cHvWi-ReabI<)X?6=`|Uu zXq;$GaIW++U3v&P`U5zMDQt@3K|oa;VYH`nr4NY#zWM-RFC=f-z^_Rb`0Oq&!zgKbz5XDRO{OD}Pl}d#m3PjDp;vs@r ziUy@-�={?QfksJ&EMx7|wAE4|L2Jh(^_fxy!X+=A8q8xq&>M-oVYaHZ6=Ws@iS= zJ`5H|ENt^@6;c#!o3*^}B@Y|rQ-cz}M#zD*NB^^rJa>gb|F`M%vL&6Nf;QPt?Ps;P z=k8pM{Om~n%)zcu zt4CIQ!G0mIgv#W|rr;InD=7mCZJwCTDPw4@8wOF0ZLy2m-UF9axt9BU)dIx&06pd}@g7mVWdSQf@u$@>y@6R!Q}dPV zKSYk=@rB@b4exk83i6;#xl<504sR#CURbMFESdl0=MPxbBLsYR;0JiW-kUAONt<&E z@mGhASCaw@qCF`;Yo8LxDfJ?l()UC=>vmrJT180fYX;a_aOGeoD`{w-)L4ejyZTf6$y!=WUqq2?$eElQSns$ z09U__-4Z$V+=rJwgwn9-8u{;E@e&e-A}}iGZ_hzr;lYyZvGyc2;iFD=<#X1LhTTJG zSuxI-tWg>xosY;)LFHxD~U0|bjCNAFQa$k zJsbDl@S1>9i=uLge*CnJe0Jo&D#s$E`oZ_izn0Ipiy82BXR{NC7xg0y>a(9hd5DA!Erg9He7?;6%1=6%v!33 zRqQ_go74TiHapwCgAM-K{A2>%(SfdogG2`+6JHnj)E^HZ;l}P{^>=6{Yy)CMPIp;5lNJP-BY_n zjxmI2*35S+6S}qT5-E30&i3rkup~-a^mHdEl@hWL<+epKV z*c*&Len_ABe2&0F-g8k2HUI0lh6MXfE7-*1#wR^qf{m{i8HM28!WoCv{v~9SRONFB zqh3eT3bPMoGIQg?XdqXQjvHu_*KQfnFCPRWuwioph!TXKA_%*Hdo0eakttLDZPKqJA~ zCj4<+^gqFnXG}&XN}Mv2uAXRR%5F~< zl_d$P>5g_>vEP&2(rlhG@0jr|cCh%YU0d2E$0C~Qthbt|NKQ`kHFD&Cw70lW{NNw~ zx7Z9c)k)2|mCF1#Ab4}0L7pT+jthh3H2ABiWoiowwTOjo?!XOW| z#cMFA;HH;a4E%d)5#5g$)(w!l$(Su?QdUMvR)AA1s)8|YwFtgoJzQT9@{Y4 z4?Ih5dgaKq=AmbDpjo;y*{Z!$eAscW2&&zIwsO~#n4#(cUN218S$0ba&3Vd6Fm7jr zUn-CVm4*gTfBW6?rVet*b&x|($a)h3WpOU z5;vCH2opxg#w_$9watT;ZJ*IUyfI&C{75=#0bNfTOBhNNUbbuAoaHrlDcj7@pW^9g4repA}VAC6c2W19Thwf7)4(A z$K96sNwqhPiGuXFKtuTVSLOkf2-3b;oxyik>Zn4C;yyhkP74*|QQfidEv!!P9<-hU z?i6xQI-bHT4A|C3{4`w`6d1-IO8~YiEfo;8i0Td=Y3R{i85a1VnRkdjTZ~;AD}i;# zllZc{K5sPplQx@oth_)Aa%1+pqM8!xL$c|LWN|UBC0c)@ST!3F@L5csXZVdeCmH!# zSINGJkv1hi;b3Ge{eo!ryGK&9w2y2K1~PsE9-`J2HBQLT*7Lwbx1-@Jlch87J<{3#SsYtO2050$%7@YpIN!D6Hm7eVxr&3Ni?dx* z(RDUl3`RdpBWVm9AvR}vnadgH>=r<*`H-A)q8*+h2YqR1LON>6ZRZuwd}T^N;>doh z0?x`83VmolIpq!mhabs=+yMz2owz@+5CRquyOZ9#@huB3!UB~DlE^{|Wf*W3jOfU* z5u|TXKQWVpg;&WmS7lcuFY>d-!BA$o?Vp0?5zK1o^YXk5=ITq+C;cc|j`@o(aI zxX(YdgT2a4&QcV$vosN-P-7A{NUG+xOgWBAqRJ?0!hWNJrhAl}G{b0H8HZY;m z;!hCbgdgI|uiRMhC(&5YZxGC%0(L4>_jY?j%M7wKv)Y@}#Zm1h_`rE43zMQrD3g5p zi*f7Sl3x>PJAsU{DE8!MUKOgP>g zJqO!Oig#zdP zff7-Tr^7Szc^TB~**uzMpp^BalQJ9rS|TCWI7)GSia{JSKKkzKwrn^jrL@dfF__D< z(~7llKTXsQm@$ZMGW1u+D7sL}Rt5<_U zVV-(VW$sO(?qxk`fO!Q z>`*?#R^<^kZ*sXMP=(^%TE26r01&Ift$1gO`RZPXf(?`zjH5_d6KF4_|c>!!< zaVx4aJ1UNdzpnsIMA-d>PSsfqmW<|4!N~VEUt~9g^AQ1a!dh`2pKfc^xhF=RsdEh! z3dH`=$#J;TzW=tv-B3@t^F6b|72`4AU{8OaJqVTL#MxIYmJIQLko0+~yUx~R*ehtn z22bke@XNSpD5kbhDx`u3TL)aCA#)L+BySzw$im(?uu?9BM#Z6M_lZ7mRt9qtZz$J@ z2a+f1u&}y{EA%Uoj?L97o;?sbVy{Ga*FkBn7zK5|mJH>7YT zu5g1^64R!Z`t$EtE#?#oSFZxS9R-!N8z-}QyxB39?$UAky{4gGBA*aWRgDGD44vfjxa!g=2I;k{@Ku(@~GU|{-d356LzlY{_~mj^{NpWJ^4nfAjhlz=MB_ZuW?U9nTHkV4CgKq$ULst z@mFEX(rTJS_2)*`zQU)^M{-1R@8L zpv`Z*|0V4agJ_H3AB54PT!THYdcdE6Y@IK`XFOju{Gw(R;4)?EpwY_-mm0N?w@KZ^ z&q)`mJF{O$(|;`?0IC{IpinG1&kMM3ASfK5)QwKe3^Ru!M~A`~9l?u05nZVN zT)SwndA&2OC^c0T(mNmpre&L<%n?4;g%edh(oM=B^ZMg^+e6inDSvHy{rjfU?dC^h z!{!WWPF6;;5lNyvnn#`Do&wdnmn=!2{QldpI+6ZU8_eUpbx$?gH}`=d(hgGho%?vp zPrzn;ql2McgjT{nwvtsw)szvN=lE=roXvFpVKC`)zlRm`?ZKwkOG$T7{yv&s_l;pD zKBThvC+e-QT7z8@b^(6uBbfvQt9#B zT@%>r1^3{Sw?zrH_$&CV0}{_sKr4NbG|6}Nbk~NW&+o1L?CLooHKdg;w8CUw@4JvT)@30#xbdKPs87&X&x#Fxg)YZ4xM}a51>cg)tyklO+{*| z{Y3E4`zQmBSAc)fbg`Wy(Z%HWj{1xIEeQz`Nni;xzHt8_MFk?9o0XO!lDuvlQmKaF z_l4EQ&0Wn1-OpT1XbKp=@B;DDxEJ#{UV}nLc;Ltx(b=g$P(|8rsOhpE%@a?&coiw$ zDT(*qz89w_N6-=Hu-JPTXtV-sYyf!E)cHS-7>*u{;)?GDR?N)fG~^)H;p1t!iKGyo zptpImasN${p#EUFm5 zQsXcF|2euf8@8U5X&^5Ak_~to$fwy+9%#Si6U2mz6O%<`E5TM1uxYDt&mgRg#0iMu z^re8+HJYD!1#r$Rc1Y$-OB-Km?>y&YNQEOphTkpi1;qJwyXR8oftZXfq$nKVB6np^ z+coX%R`C$K1VuoP*2T#Px`VJ3PY0?K;dQ%eBv8L-)+-qKY~_3-k9z<^ zK)k<5ybm1jxOhum;?9&4Ot#&AwgZH-aJwgHCH;ORsk(*rT>4Taju>bCh0r=!X-~H- zmk7St_;^V=h^#>AvA8NZ77-H&TKn>h&85cPBgJ7&#C=x&yDiRH5=HHN5f9tL#HE5P z>Rc`cv*;=mv#w(a)!%N#d?yF@whu)-&=_b zb)G?tjkZ&zCLHV>)KSET=;@)n^k|pTyZ0Q@}Qy=M0_cr(K zdRK(m4sx=n1cOc+wRKY{J$vet<=1uqZ#1~L!4=_B%{g{jXHA*4wM$>Mwb!M+fVPpd zV@ieB@+fb0aLRm$l|O?3%J#;muYG3U!P!+@-|p=uGl(QkR-O|O04YitRcF1%y=z%p zOV-iD8n-V;Joy(hp%Tg;N)Y+ zr2Qulsk#z9-IEH~i22p`j}Hxec{Exr%Y-2&9U1>R^W(8#z+qYBT2>WCVHSW+f{`w& z;2uG{rEhlX#gQ^s+uahJ9}t$^b$I;uy6EUY5^>sheF(*ne_o(Pis2|)*TJQ$GqFuO zh|Sz6FJd|SiT_@#6tH<@Ev8evV?emJEC}bkx6@+_i7gB&6M!g+LEt(#^EsDU27TK+ zgvdny*7NPC89rhivZ`DwB?xl$MbO_(i*QyO>mcqXVgRA*y8Nbsx;w)d`m9JhIK;lP z?VaC_pU%mut1SbLY7LXH>*Po8_{ZbU8%YFCKE5@Cf7Q;s#r&S155m@B3vIFF!f{sU zZ^w4TGP*h9ftr52RNiw(V_Pvs;+j>bNfd9ltMsCi%y2D{4)Gw*^=X;eCP%Hl@>%+R zV8;4&c$;D)6Az3{d1;l~6|3^;kbk7?}uWHm8pq*oShb0ZHNyzT={*W!_~} zedBRJYucVT5zf1x=#4{iq&odunh6#s6|1q4`FQPdCkV85)DZn%gr%UWJ{64(M zL^WOl1b!PL{hIEnd;({@&g7s$Goy~^3?DYMy(#aa$yRIXLJOvM6`Rp9_ZM%t%w1ts zWiD1M+xe^!0IHS+P2+tU?%O!>sA~JG%M_zpwZY>^-+&`Z16RVZ2ekX1)QyMDFywsy zP&_8$JoQ?+>)Z;<39{Ptbli2)gLxm3kSO3g@2K~W@N}XYCWa<01EW+q|EjK>ud~3< zvQ~=`)y0-%R?z-;{iz6*CeE(b$d#|rZgzESIBLef{U7hAlq3H~l%4i+mL~k|AoEl7s|snMli7i38wZqpw=_u+A2f7)jeFRRG?ZpMiuL61#+etRXWyC&sM zQ0O~Yr=y=SQ8WtxcHJDyN~X{4oN4C^SOC2yxxQeIze?ccWUSmrG=EKgwX-0z=S20)i(Dic)G!g=QQxr9rJb0-ST( z&=RwWaiMOO<@pI;;CN|#AL0d1WsX-L^!G`!1Reu;Ve@qTf|D5=quqVQ9nAY#y^#Ap z)ML76eQA;obFLdF&4aO8{9q=XpVT8(^IuO>!n+^)DP&iw_H^ReP;szNxG#aXY2iH2 z$e)Dtx3eUk-uIi%E2W8eujUnQMlMzlaxdYNZ9=O{T;iTrc^}uzGMto!wms=`HYn~X zJwvjTj^4#CVTKd&M1%sl*kjmE+~xgv0@j13`y^BcT*4W_MrOlBHZ*RhUC7U_YR z$-BJWJbZJ3;wl1{8ybH8K|*?ZHNi87OH^b6_YJ`Sx$)@F;P0=-$x}l1G~i+6=4YOL zq!F=U5{6BYdAn@sNr^nXChS*TA?eE^lClWe0UBChUn_uxV`&&%uvK9rG<7N8a%ZL79nYBUIg z@&CHd$er;`@C0yK8i=w=xlDw}SJ$bx!)Ca0L2IL)obVit)4T%nTVu2slndM+91O9s z3wt*zQi(D{K0|wC_{znDZ9+(KW~wZ>!1a9!^`dfRzol2VO8HesNr%IBtHxR_27bdy z%xrOj;`GddBJ53|uu+H=5E{7I z!D5y?*RJcV!G>Ukcb`}RpTpO_&IOoLiTk>gi*TSjX!y$yO4!s zNR-0o(YNsUH8kT71-1RXtXEJ+h2aTSu^x!jQ2;0G7>=qW_K( z+u2NV@vM9%?XkYCyi~;Tsl;x?9^ltDI8OOcD!Lj!McF3dxUckSDHM8rj z{K9~B=G_4(50}>$^LQeLTyXRL&Zx(~^n7B4sj2#5>OvJYrKbx!elH}(?9CY7dy-+7 zgCw;?uNv;W70Z}uj#VL5H)B&e5=oJ>u$=PaA3gpAy^s*OGLNag$}o!(S?ni49=|aQ zM7n=pQGo#0u<^uxyqkrJ&rqZrp^~((zfR?-#Y6tiz%QDQk6Mh|^T(CEZ{R{zIs^i*(T!GP!Qb(oH6dO=} zYqKfoenO15A5A^3@>uIp1RX7+t@g2bk_rLs>Ly$}^NWI;jKd!IficaB$g-q83b35? zL7F)i1!HWIqK4%ZHY}aDGKFcapud*t-$eHhGi1Rh_A+U4O$Ogy6+E?<4@=Y^F1>a) z!Nsg|wjcF_y1renrs$q`V$2WMF5aqLo%+L7*dN(CtEJ7D=yCA;RbYFLzZnOA0(_Pv zqvtzRe1Gn`-No>|^1aT>Vco+h1#jx#6GW9`A zxE5hv6tTWGzm ztfu(|UwNECYE5mYiqT!sb^yXpf$0c=z)OYznif8wp0DOE2FQ%I_hJYxyB2E3YLx9? zvPxlz=GAD(*4Skjq^oDS;T7l>P;TB&|DnyG8-GDrf^`t};L&tm{whXM_w?Q$QZ!~G zBm=6seF11pUmm)e6Ijz50qqP2H=0#9*%w7K$fcmLYKZZU)Q35pdO`deN~59X+sPwF zDDhK8J+%tb;gO7*7ya-9D1Jo6$KW`B`8ZKxi=X~2+Lc`^4*J?c<|P_gZdA=Qmst zWzwVkb>)Zoe#zSco5%;IO6Mqt1QhjrjCiLV(w3uC7729*l98G+%-tC5w=h*epcEIDu5WL z*uur;;TcA4ChLF~x&03LAnGL_LuOzng;VmoNyILQbSMMW^4 zDsSXd|IrrcmqtHvnl6{JZ%`EzKZAuL`<))z_D@^7;3|ckjiwqo(#Za~q-C3B89-+v7VHyYPT{8G|&$Xwm^rYg|`B z_2qI6RloKN^sD6RL90-rKc)eNGC}F;pLKs?w>?Q5sdQSY-`TFBs`#1hj*-X;t^+hu z4p~|(+LHJe0YyowMJ{xtXMX$kLxF+J#5?eIPR%GrR(|#uh~jSUo)fGVTcR@y#Y&~tOAu>+kst3bHBZg zPBdxPCO;oBf~t$>2id5;vBb$Bq?%g*^!+T=RxBlcyXs5wbRDL5=1gG54LG zHPYWqM9|Hv<*&^qsk3#IcZ9{d++_!|NYV~FkzLAnGYMpFlJIzwDWu%zWk@?No0ev~8? z#=s=XN+RL>VCILc$isW#v7s_F)d77f9q$vXbb<>(Z}ryrJUD{scm`!x%k(<;vh#=@ zz+v{yaV@h5Q?gd3+%@XPx822@VDbOE0SF22vYA^VYVIJkZY@!4qP=a^ew&v~xTn@J zIpKF|V8t@;eBPfjIVYMQ_S`qUJlsNpQ8u=Vei0UQ6JZY(92>bqDh7t^nTLmIB=Z+c z4A4EIKNMbF;5M<+&6V6y71MraZx<8t-nCM<6r1(jFT7e%ucvK$|LF&7C3kFe*Tg_= zNuG8Udk6K!xE$mz@DZ(1n_Z}|@}!Z5w|O4204+1ecCB8@y8p18b(E2YY;YAx-<5l? z;nF2cYU(ra8`#eL07lt}70Dt;)!*fi)#Dt3?oEQCwff_v zL%9tbShWrMPK`a^)VI&ln7;T_G#1)Lj;l#hu)vK}#l;BBdFNLwQzpG7cBdPdO-V-= z730k@aa+kSp7xzyc6Q3L+Urc(yOXcvJ0wSsZ%XGBuqW4~Z8@DLT`eB;ZyTUH^;^n^ zr{jbE(`q>b_x8>~P*VASE@5Ls5Q$!0!_W-NKfv<(z*)`1VN^+l4wA1%;Ru!;hR5|F zvIrrSx1ct8H=OpJ#pS^!#-K#7OvZB+K?{lG^SReKPDHcz4%^Kl!g@yBW&gMsYbXzo za`DL+YJFpht7For*B={aepu)t$}O~?&jf=hEE4#D9SvVI!Ds|ACNmCZZ&h|%E7C16 z0S&XMb&Ny7(`HSe2Bg~KX=C#AZdeXShsvr0tpI(4>TC%${l;?Lu>{bJBXY0)T+hH^ zrDl@GYD6gP`e_{P2X%+~(?%KT&J{CQ-D5of6d;7|AT-bgC30h1K`w7a$jiBnL_TwL zDsC}^$y3f@uU}##Gvz1`$f5F>IzG5-ts8w;MrOg|5k&2i8gKB*)r+sghqif@!?zt8 zgd2N&GQ()X6v57vO8)V^dsY*)G+GW8tD$Efb)${|8~V@fP+&AeFe)6|i(`{}g-8}y zQV1Zt>~PP4mLVb3_JT(>&Th3nlQ+kt%(HX;?sqku(?Dq|{&yZ#7#c^LJS z#z~qN3#;SF%=NkuqARZ;Uu`t*usHnydUXH-r_MALpK-x;&$%LUXmA{FUkFVRO_`nK z7>v!SFAY@~#@uiUe<@-u5F8%C} zzc+1%!$%y)X-OI+Bto1DHo&<5xDBp|W_>vm6ekPZ%>SJh36-2>R~&dRSM&yQ@fpTs zp?0-kO3=Y`wlJE#JW?5L)A3Ecov85STy}lStT$SGJN_OWo#Gt)#D`W)1j;bKWbO`3 z6pZ1Bj=SH_lgpIEv#|-{LdM8FrIF7f;EGqh2Lh1TRs9kt1bu#rqxdQj`LquLi_)d2IF@DhuL)WduVwP9?qLGq@5j$%j13&WM?f^|PkJ=hA%yX9xe%d=en! zNM9P(St0Qm-(y@d5FIXllip7YpKOB@HU(6&L@!??0VNTSK7kLpY3IgV1{zRimrVP6 z9}6#<6J6bp9a3jDa7q5JR}aZ9Qe+@<|Hs`rqiJb7zzY^9O8hj?h{tW8GC_ z6_V8pYs*Ir&-~W{=xs(9!2$LSk-;%qOPdeVY&)S5mKtD*<% zS!tzOSV*R6G4M+0wdp)T@E&o3DZW8GH9-$2{3GS##OfcXwy@#}jo3jfOfjT;-dcVG z<5HlH$$Kx%lsE8#^JqyJ8!jD@T;n$Ut*ye9l-^T+tpB+|n~Y?6%c{R>g-}?bv^0)% z$ngpEs|SCYVtb%CIeh|u*VlGKU$F~x1Zm;$6q^rw-fPo z!jmK-Kgm=0YI&aR_}{E03M&lB6()ncbe=wiM8@Z_dD-WDpdCpk7R%29O`ZcBEtJyK z$O%?_MjBpdXLVut-JR4PIw{l&z%aHypc`O!c9@E4j=QbTB&Q^`pD>2$Fb^-j52fjS z;i!sRpw1ro*R_!ZHjS*k4TRc(G8(_0anRytU&Z}0v##+s?TT5(#3)P}ua=n{iQrdH z^YwpwWDCVe>)MtT`eMe9x!}MsE}?vcMJFMJ3o`f;XHa`AXvA{i$z0CbTsJ3OVo}ib z*zk0{SBZ!gOoAz4a_H1l7}&ndex1Im$M#vvNuT%Y$Y{jRZX92JYDVG1Zm~%h~kZa`99p80g9?(NcXtjG$^mhM^T@W`2V4Y`M~1wdAHh=0N*PC79STTtTHRx z2z1`i6YJc~Y0)tj^o=QN9oe7IblYQFGrvYVRZVG54fq_~{X^vCs+NNGrEa5p zlz`}?aMJYh5P@E1B`~Qjf3V0!QJJ}5vmhxv~Iekec9XL<`X$z{E zK;3qpHykh_S$thsZJW8p18>=&cyc`#S!|)%=X9OM$J5e=3wG#S&^<6c4cx}j*3<~$ zJ?*xJxI){{+>pjI&(|4bvIV32;i_|q50ovby^FW6mb$k&>_fS2;QyC0iws_%Pha?t z+*U>(+Hpt_yRI9K6WY_wmzn!xxGLh*o==%n2u22p7_8MBF18-95jZqa){UZe1yJRU zj9}vQ?nlwYY@i$~w8c9>M+i)Kkyi_LOMLxL9hi9ikZ9iIS$_Z>M}9$9?OFfhX?!q( zzY`w8J%Pr~lY{a0*pMP7w_hgkAk5T?4)pYGhg=j3PzQtoTK@#j4kg#{JNz_-U9X1R zkkBZg;7NRnmEG^8VYSs~MX=cGs`<&1@w?AXINX-quQ+`zoOXu8)(u{9Fp8OlsC`9{ zWdGsXp*H^D&t*wiprd>;^F&i~WM67B!yYP~dtznXrC=V@2 zzjIp{-9e`v2w*%~MiXoy{#?}r+Q*TlOO};wnvaSLa8X>Av<(hWKowJ`27gEDi1*Z6M)+-cJ?g6~a03_qCtSEV1felEs58&Y&6zfpUKaS&`Ccdz8ZvADb*q*_*rNq`iN>3mF z-S*p0Zz8)fEQE@%!!*x}p6@g(CNJtWDV_shd4{d{bt);2`710DfP+XC__GK_yedEK zexk!I3V%{ODZ1B5U0KqPMvZD^20pCgMam8>5u(#>K1!I$aNRk;JrM6I3z%h?O>hss zX|(ZA>MsxQ;SWU}%VztCntB3?fb7z7^}581$IAHl)k5I=o9`$2B96db7@s>*+miXC z=MWO}HLEzKx~@5=gC<|qC5dR3)_S64`1D+y|f@f7aIB)3o=>u+?yT zR^)-UI;1b;_E{i^UPQq^{`gHXi0oLHwovLZ8e0HqS?D2q>bH>!qx@lr*EIX4nUyqSwi3mmSdvgZ`HQQ{d=P1LBiTu< z_eD3;q%CfLoSGa!1Q$n9+cKI}*dp82tNBGV-Oa)B%g?#2?WYe&geB-{%DpQ&TDK{o|J5@9` zMp%b*e|z2h6zDz35-I5kmQR`tx0W~4;d`ZI@#^-WR1_({qbC6@d%@WVXbpypjz1iz zd}FGtK>&;={{3I_;#4<;vVqa@HH<6`e7N0dX zKk5|bs`nrFm{C<@Xpy?jM@u{WKZsSmHR$NTG|xri1i!==_NRrXl0Bf3ZXepcXcKss zDp&_6;zg63kE%73l9F8C0u6bN^46n4aiZ2bing!N4?`sM2&Iki6Y5uP`}kmoqj##9 zWBE<8H*yR6_GsH5Vb*WW28N`;7ADH1Qx!6w_UVg0t63(@pn$^a-m=jkPnMb%P$0yy zqB3wL?yM_4Gxdb2x_Lyk!6|jlQFk2^E6VHx*x+(j&~k}10-C2f5tyD$6cL{i>`g_b z(L(pe(gX93`6!`G3^F!lvFN z&ymV@@NV76efj$MCKu_8F1dHb9x{nR_0n6?A0<*WhvKPP)L<>+W=8D-hGgdNpegNk zoihk5j0OkPlJ%FQHxGm<%s_8wBVm_T8j>k6CfSAh4A3VDJ6(=H;sPj4EU2Fs)nSh_ zNQb=!(yK9kMmWSOia>X`DE__)9Ps1r2Hc}uxDm)uLQ;*#AO2wV#CKRH4ouMy=+z`- z44KKZ=UmPlrEaP?BNq-EK_}XcgFM}y;%a|Yc$PEGw`L<9kq=qFw$?_Lb3JKLyQ74Y zMJfM+8+p`gVgMY2A;ZraYCTi0mH6lVqE&9C99i}7Zws#IYEkeQXfq&nb8W@m$W)BH}bj6a>y;~<8rW}DN|XJw*ODuz_fNZ}cv-bL$T zhQ5>Eu|cnHBKjp#q`j%T?gu{u6>bRd!5^;3+m?pNhem>A74rh@CwLuZDyvu`Pd}_t zBPC$Om;?H^i{UnGq%+D8#De>y2-yGH9*tp*5uU4kUa`$}4{@_$uew?B`o*6OL)4Fx zCjIwVtU=W19cYUekRZWWkcoXvCx>p9P@#cmt9%Yx;_#S!&{GG#i-%yFc3BrWak*by zBFA&!sjwXH&s5mF=Z_7irCx9IdM%)sGiIQaLa}rGQ$>IW5#b9pX@qRme~9~`#YT~5 z|1qa7(rCE?JAM1sF-i^{d#?w`u{tUdU%;FR;=CsJ)1|E^XzQXhrZ#dU`&m~;XN+U_ zA&gmOylYS8Iw67~$Z%$^z8S{N*c~U=v`jmziuI*?kukQC_yha{y+G0x0DdUy9t1nZ8bnct`V_2G zNm&dVa7rNVRs0RRZlB}EnF6Apr2#!&(tu`aN9_zn6<1NLbSGX|E=hS&2 z6E<|Aoer9e0`Vxi`dr`Bi{C7G4PRoCLKKWmB|hhNi10<8Hvd*+bm+r*ib58!2-?BV3dcd@Sq1)5bA6TH_s9e-7{}Qxz=0dU5 z@rSU)9-pstN5<}!4FMbvJU`3LJ?Z6T-AkUBlr|9QPr4PBKxePDQ@-XdUUt38K12N? zxJ8FR?>f1fGah30hmy-dGldC}bru|txU3g#AJ?wb+8!M5$}I{;BmFPM?#~mzwz&FT zTqd^=q6qBE--O6dUxy7E!1DI1zxV%E=_#J3BGK6DQ&j1Cf6jyX0ncHSr8B;@6g65c zw$k2YICc(g1%f$5YrjuSO8GGgInZo}gsmWyEnCwQk=G7y89rB{5e%s^7C9BY4#3>7mYdW;x|AYyXM5dqaZ=E6_-4<&prP@rrF9gGJlcOxEp*yo z1+o7*k#Df>aBUk5J)6fd4G~FI(#p!?Gb;L3T!(n*8^sHQHZ=c&uH4eUPqFzsJenf< z@)MecNEi=0U~wgZ+OC$J3SBue^Z-8aAW9Qk{4&*N;D_z_><+QS7mA$SzEIFlZjt97 zKe%Zth@G>WG4(7_nkqi~5JzXO$FC6@(!l|$RD9uSH2=U&RJo-SxDweI!JBVSN}ujn~hv&_VN^FURz zvqu}{I;-NTnAj??mKR}*5s(U&Oh8+5-qkJqPs3}+sa11uv&f?v z`%^Neb~?ub!lI%X*%pzr&&p9~i+i?xypO^sT%%U;RQ)PaiZJw>AAZ}*y0woI5=*J>0#4K$iLps?r zpACDmT^71_GMzD$US(&LkKMuI9If587(FjhZmsc?`w86bv^R$oVlYfDn4fIG{Ih7B zig^YfpVH2or75F%An$ficRG6=mKkADqA5jq9YE)JwgRH&yx)_#4?8MDY}tP_;-t=? zq8mBpeIDPhuS+Er-<>fCw-3L$R^}RylTyJSrAdoZn;JBBj7zO^paSZSYH`yI8Wn0y z2FFrm5l;(46X?HOnb{Q8f*03KgmfwULsz+a*lvq^eU~R5 z7}mz<hFp+m<>?y1$ktyOZy;8>zV{w9SEtCY(t4~PmZ26wS%3yetI@Y z(OaU*&BLLNL!n<88oPf`VPm=ea!IolSJzWL+cxm1vQpab7Z<{*ky<*`E!V}2h z{aUi=A6 zlueT4yXM;h@3W<6ht+H3W{7(qTY7lS6Mx~RTYN>14IYZrPs43(S_8Mv*8`+NuF4iC z0YcmSk!+;=uR#31pR~#MZqI?Z6gvaA-0FaYoaToGDwpqiFK0Jc*OSh)r2O4Mf%EK$ z3JIdqX|yRW$c`C+yA;;>29^*IoBKp^pj0ZETlAV>1A8mee9Tze?(`kx>78QH%ao}n zUC)6e(2*chF}WFktQtW+tX0fje>ijz9GczT^)lftMOP9G!f)QG;Hrn{i1b8w9LmS> zn3RV0;bBl{0a!0F48eTfUKsv))qXJDoM}e|zVOQEbtguqa8-d9yw&@6F%C8|{vob+ z?YD?7R3OLxz8q8bxk0%kZ+NNEB<$o>y@8t_k&ZPhB-Q~_d9Mj=j z)62s&Q`y;aH02+`@SElBiI6NC7|0icGRxd=ujzqU`iv(lxQe@KtdeG^VtSdzv?+gg znLMxiu87E$!8zOy7whl{(#L`V$EIzFZJ6#{;ES_;Kz!M(W}I2K>tJk0 z5zw$v^ZlgNg_=C+<-7ao=jdThYT;R(iJFA{lymcpO)uPckU%>(R@yBtyY5+T1h9e= z5|VR`fb%n2bNU>EJqHB@Me+9#9Fv!{VYAJuAOml`Id+Hda4gz?2H(S}>*tqTHWLIS zN?^~MrisyHN74f+L*m9t^s-6qmM7wjEp419gC#HZk6W0D=S@TJOMRS(|K3+oeYF-F zN&<0}D~cB3x8;b*4)o+JMVq8~f74 zheWy%m&FnwlwQZQ{tgqsLRoxDj>XhAsm1HuF?v~o&7~x4)OH$HaNL179UDUK}$`!^dXi0ubgy+VF*cX3wz4 zC>VbA`VeN9AoGEPkUVC}zzj^|+>MF((gD{am!%8Y6}&J&`QjXLFn`gz;pNEZ)Sp#sXA?7Z8{&{ndR}OW@w}64svsicGmeS zM|IFbLqDVqOSjbZruPQwW@Vnwi^_Fmx-J3z24e<{4>xTDl~E|5NcjpxXMazFS|tF# zYB*6^m+WU}uq?|*^^aX9-eMjnoNU=EUq-Tf@lb2g?;w1({N1!%>NQ5c77Ep^@9Rkk zODdcRW*WciLPNTJIPx|$GZw4MSQ(bKX|?G&DAWDk6elk}5zen5vy*{9`xo0qE(jhp z6AeQW#!sXICQDp>7E2d~RrQ*g4I6$dn;##ITSSO&u=cq0X_}{Ly!Gg;*C)E4b{z(u ze-Z!4_48|xphPIa%)tQ$UUR&^gSzfw~ zlXYktYo_6KHw%)`&Qt#m;MW&;7{l_xRBL*4`aIgOr0|;ZKo_H8V_+3RFH}3>!Sn%K z7h%D&ocUcKkaxAE6-k4dMxhdjTX_(1d%u9B_C!$rBKZAUoYbhp9@_S7>e7z^LZiLq ze~?}3`c!FxX}H`dL2#DBq6^5qquYDg-&xE2VW+Um^f$sE7z1r;B+Mjc32~`s05!c( z(l1!meRNz2po#$#Y;1&`o(o>g>(fsJj-(g)-u4?IQ1pq$D`bIv()S#N3^x$W{ECvuPQb71nF; z0-56F|D6Ld10@1vzlBI(-Z3-%u`C-QQn=>qFS?uEmHT8zE8zTzwsl*xFPA<$6k z<9`e%GgnmC*0l1;r|Al8X<#B-L}2tKf{xxTR^cQ$aECL!G}nV(RY=ggq#_1jmP zGhKIFzcH`a-XwQSNkid4Vkb_Rzec@1C(3H~61gm2KQcr@x)fV~EdC?-WU>nYNv(m% zIW3CnNLeq(a|mNDspeBq{6U?M*8W$P-#vK)dHCCJ{<~+zc_F~tv|Ne0W4$t4cvIM; za~D-{!E(nx$B2^$0ouxRTEg@xcz1wEiI7g#Qt_Ko+p9Fa&fhKjRp-b5!1#HXR(7qL zkEgmdgL&Auol|G4kP6X0_+i@2!bqYHUlAx2VoFpGotvT zIJgqaUU7|K&q9PZA3%_y5usP!#kotvjwO4w*-Nop5ivz;#lzW#6F&0nF#~y9ac9m< zrop__$gxbLoUHo1em%HaOK(RS9Dw^QyK3uw8V#j?qyFaT=Ol)B4g55T`Y+qOejE7` zL-Xa|<28_w>znbwAxMWEXwpUU)|}XKZxTKb3!*DaCIEkZWJw3+!k5zDJ}y0u8sJPg z=x_W#V>`z~8v&WsT%lk^5K85_Uad<0h%q_DgAL$HFA~|6Pkzms z;qfnBqdN$w)i`+$fqS8-gR0)!ZoqPA(cpn<+@iyZ2noUj5mf8J^XGh zlMCUd_dAn}j&TgZY-XG4(|bC(4Pr5?Ew9QlJEAGuGQW-8JF5p?__?T88lL5b7#T;! zH}JJ=*{xIgAmSv*_!H|mqC6)tvEH2gh}#7*cLpBRX|`h{Px4G>5wejLG&=|dDGQbK znnn0A^He-2i8lp0k0Hcd>Kkx1*1wtTF4c@$2J@547`1l5**4)XsjaDJdNkcJ z2UQ>+KNy8(n64fBF~EI~TEARNGN*as8t(gI#;f%;K;27{0s&agm<*m#7v69f{V75=8ClSDUUcM`cy8v|amV%caI#YsH) zt~MT=+;w3Kh^~4Lc|LWgiS2>m58)T1yJ+%rOmbebN^)Y zT2vLJ1G*t!rrGKheN+dB9@UP<{9}Z8g|!X_Q!)3)0k*@2V{<2{z@U*w+y=MWx!;MSum4Bm^m5R zgDz3>K>MQ1-rop%HpnR(*xIq3E?U{U{%M||?1iHKE?q!K9D*wvFqaV}>p|0%le;|w zsJZk-62hE`QZsKyqr!#tw(bXsdY_a|b@FFjGpSmO&4o6cP*jGLA)LS^D>5Lk#z0up ztmb@6L_Mhim!SozW7}9;>DR;2`(1&>Mj=QiBIP4lg}`&!FuEQLYMUz&Bq!MRe~B@= zlgPWq5s%6jw4Nc$mHhQeMPBELX`6FG7|$A5Z#<6|e7xk$Ar)^Rq_M$46zqo|v8~zj3@~>AKxi=3 ze4Y>;W<)U9F27^b5>)2Kg9~l#>R0E;){OEaGWl41N{nb8tjyM)&k}I@4H;e}-A|&y z(2n&L*IhM;Z3L$g0u{7d5W_12l!heJ3LVaD8SA?)^g^oDQoJd#YMsyFIxd9zUe)~e zi^cb+EBpvV{r}}(*K$Q9CE%(Fj-y`Y8^9n4vNS?JoPvWe41;6Vj~NPc2uM!zvbE|} z>4!SFBDh{5;?$F6CWkEB>n$HDAMP>YIQIYa{Zo4_u}VnMdQu?o&ctz5-`v1n4R>4myDkgWl_QOk`|A7G28SL36C8htfUHOd|; z#DYDeqP)o{?zU~rb&ou21!%se{e#v@&P+{oh zhzaJV*2H19kxNcXi)DBy@gdojTJVga3+K2ltE!->x>yj0Pyt)$j!SmNM|2;MAtK3Y zm;!8r&n@zp9d*@E!m~K)S!rLW(gqxOP4Xa9T~t$Fp&%0Mn8{bVNe6 zk`+Ehj=JjbKMUxI4?=-3I&14=pZK|h(;<+J^Xn}3Fy;7R)AvETc7jc&kn=9OhE8^d zT-oV|ri?rpu%a{RD`U=#6iPaWh(XAT~@DP0bZu4&dkm!nt#As72qt0g(EOeJZo zx?NAon$v1VD0uXerEzF=-qWid@t*lKeXi9vDS`di#T84iLu=j6+p6b)kFShm77(*~TfWD|wKy(aTg=QIwU z5iZIr89rVBwNd)SU>R`Uz*x;iCItx^)p-)3xQ1(r3EAq^UI#6b(UcUde~N)k5}jK` zVm3Mrw)tZPJH6EGWFize@ zllwPM@aEvqU3?iwM7d-iDv+tl^E>ssCReq`+>*Xc86#9fY#U}IqAJGwo`AI1-QfRO zU>RJAvf>#Pw1xnu9iagX8!GsI?u><$!~#;jiQBuX2>U!Sq8FYCD=V(pAyL|`!AEM3 zJu49yK|U1l^P>8>`y)#dIDQ&+U8Vf|aOSB??Bo>?T1A=!3pVj4U@$0_tno~|v{61k z&?~8_i9Qcd)%BM=tj&NO>l<-bNcnCJq-GtVvs)05Qugk244SXa*WPXMupG_1Y zgX<5_9CkiyHu_F$N@i1^!OOV}_uZBhjL#?MYCYLP1(lc9r&Cp{h3pdhy>!+;NSYrF z5x)Q%O#fW<8<&x=9Yr1S$PwI|Xkp8yGs#)QX!&=wA}51`_fk&B3E*AQIFoIm{9)Qs zG2B%vYO;ZlU)KLeC`JTo8>aN={5A}tzb{`CtOzM_oFArw81(3;eFfGKC5B{CFTwRk zG&&(grpz4k0AEN4@?u6xX8KT98z%La*W?VrqMEEgy~B0s2Vj6_rr6x^u;;f_^|dN6 zS>|Y)SH+P-<82}W+COmex9K^UuNF(905iD1p-NV~N=FreZM8SSXyE*yo&1dxSV}ns zLNLljv9P4I&zp$=viWN>ou+7;XXbHqR3UK9&cLvc11$H{-=!Pv$BH1%-;hrC&!1d^W+Ba2X0IdJus`=v=!7VHRu5^FVvn z@%bmKDD}YXdiX|nag3BwVHAtWCH(?FXD#?G}9Lw8qi^~`)j z<*KU^0`Xw{WmA%eni3sh`oFQ_Abix^23}KhZ{9o&KW7eY;~+`&(n;wNt!j!R=GIl8 zm6N{L5FK6RiyT6 zemn>V_zfVHB6?NxGl5RTM8E(a=6!PI8wZ_N~+K3yGT8>u)oY?(gZ{BXgM{Eb2LDgQf7dBuXl2emFL_$q+O;=WjE_QS9oX85o%CxfcDdYS?Rnbt( zggwQQCh}8s)Fh|9zO{=Zd3#AifxFs&wG0)$Nnk=oLgFHdQso8!rbHyz|*PhMi zZBh@lhU?spZ01wK}KYPmoRls?Y z*}4kJzw`y^Vkh&_5p@>J>`2DWJSeB@R~76-FL|OeJ<+}I z$o1b~m~>0EM8O6!ZW8znfyvggSw!~))?OzD+@oY% z`Eo0?3+emZLT^k%e_Ps;frOW_Zxg`vxx>ze`XOhqZ!V~YUix3XQ!7?!qwkQ|Y(8SF zP^B2K1`dZe#)gceR#*Sk;$o*aySKf&PMJrO5j*n?fkIo|;hr=GW%Pp^u*eR6kjY%3 zvywQ>>=-X6jqVum^VFE0&6-{z5C_h(&BAIpjc8)LoJvBgcS3NI-zsJ4hw_k;&J`;6 z1X z%TG0M2DuPi#9Uj{ZI1qzjXvmgZC{eG9Q;fV%UXl^3~7Y)lFP5%f{ryq#sdOjew zbHVoz{pYskGiN^ET%mtKOVWzdn`--ofIB!8Wy4l@G09e^x&0v@Z{KO?T7gL&x`+Q{ zwjeqz^(4Y~ZQwm1OApvTH1!p)w>H}b?mr~Ku=u*4)VA4>09iynp@&Qx(;VuMEcFj9 zWK)NRuE$vzB9{+lyJD4(V<#9_+S z-=lILz#r^b+BZ$FT%>&F5xb6kWg80*;<(nEGtiYn*{6jzK;!CaQB5Ue`7yT#aev z_ERY&6+SIRj(or8PQ?0E%^ieww0vRO;PrVw*3c|UEu9paMRqLa3xk?@sP^5xHuZZk zQF+n&OBxlk@mleL)^-q9+L~^OGM!~lYJ55BxF>4`y|J3|*@%7VIXX~R@L25cDbSdb zF9Hb!fz*11w|0LeQsvIIr_ZRq^40dk%JGoox)!|2Q&1gXZnAC!R!L*dB~ac^XtO>` zA%xVq2++Hpw|KL<-}Iomys9@yG%x<86=xBBi)ynSX8llB5mWxF-YBQ}d}R^(I3m;` zoc|UapA0ia{?!iPXf)mb?Se^A;$Jz9XxPFNt{{}@No-cU0<^a~ zE>OPwCdsKQ@Kw9NX5vjXuZ)`Asj6jj!=l}Qs8$s`d%y{rX78k`rH4BGbA|G82-Osb zZv}tM#O?f23FJ~%K$>ZdH$G_z=XTx6C!Riq>FDb*<8wjN$In`VrJ}0X0xE4x^4cTF zX*85~uaLcEUKWn9Ag28ZDJj-~=u`Wm%}%Xtu8rA@JYFv-Pk{rp+Z<(BCAX2w$^hV} zHy{>a$4<|?S5|mG(|Z1cyH*(^KQ4Te@BY>_Z`pW2wB#)o&xyP$ zV7V-%0Grjy!m~C+fn5;r>ys@EN2mDM=-24!hP)ZQ^!zbCH^DCJkDiX@vH1JoS9R`oWQD(967` zMxvS$jQ>HF2d;PtT1~`Ic~2z4koet@1MOXNhmUB@uE^adJ5c15CoH)Hjhz6^HtA+3 z@neataRYAH5Apg3Se4XSJl{rKj%W%TmyFu7(|k@V;CsZbM-o8-=Sm7By5Xn%4Zuf=NXSooEMWCu*9R)y4$HDn{~i>iWQb#0kjx=)db z0e*d3F?ZZ(GgUgq)_w|OW9@k(fVMW=$KcCJd+p9LBt>##F%w9wdrtZ3edA{_@d3jBQ{4PdA4{;V#-foYXzafLi(GGE>tHs1FX5h{ z#37GAp-h#nY3|I<`0WDT>Hu9%lUq=%>H)|rt0-D711e8Re1)+KOmq8jn4XtecXj$u zn}UI|l#^s^%Y0StxZO;a zGpU-H{p&(u_0FPLt}oV?GP^S3P{z(%qsDp0MOx6+bZgg+qRrn?+f@`fUMVcDoO!owG-{ zSexc>8PAnQ_HoVyzk-$X@yhmTv_AoKgkW%8-w_4$R78vM zDMYcW!GnRAiZJzu30pKLLFp_rRU(4&y*H4)mzAT`)|0QzF#w}xi3s1)TJew1Ar!?* zIDI%zD;?8i>n9XtX5jkCt~V*6Yu6(1-gpLrUVI)X*@^*0?LUnYJatsmdZ#%odLsS0 z1oUCn{V^8orbg>A$F}B(=ye{32{;B|m8It_N!|f5-?-H=ot&_WU!n<96fGRtX}W8~ zV0t@MS7QrNF?+GbYAo_qBS4^h1+Nnwl$edBPadZS6r8)$dAx1@H-DG;NG&2{H*ksK zf1Xd9DDGi5=zll87^c+nw@qm&0&#IlUrKgJ+*EYNeOOY4Kdn=a-+YsX!=tF8PWm|< z&GL|A?7IYdc`8GNF7eU;^iv_0?Rwa?U;Zq*o#NK0pd}l%`|gxq!2|YgsFe%95|X9v zD@;;2tprSSSa?p>J{o@5d>$?!4R*`CNPWPaA^wXPdcpe8(V4NNBS%3fjJ0YTTu4o~ zY7k(=yZGKuvm2;m)j-~~`HEk&?x>a^Nm}pO$>UOGH9b%;c}zi7ZK~fP==TYZx2`_( z!2hEh2^ZoH7~XWx>nmh}*MC3DPj|=|1kW~iU1^E1S1P(3$nOvG_P7GE2Bf&Z#6%ji ztkb-U1^rQ`D~`L4Mz1brB!L{oRHR-1xn~ImidYL!wZOY0>mC|QQ}bXvLL{6YhK?K@ z*t00OZ!~ zLrA~|*f=}6lli23uIzEY?B$*~=dI5VGFG!FnLqK{fjziqk|PnpOF9V0Fk%y!Wtjl! zg4KV;DQ$s0H!6i{bPov4MfDAXN>xg!MwuG6>WgWC(Nyo9he<6{{jt#1LKuQC2V#No z;9oB1Vf0*k0=Mqx;FH88*Fn9Qz%PO2MgO9RXfBuT5ODD zP~@JgZA=TRV|D||;qoHabUC3uVtB|;t^em8`Ep9}@byEjiN5(mAWta%Km0lKiUxO^ zUHLi4jnO{4Jx3rZ1>81_bsM_~gj9OZ`%|zB^cdkK_aIEbOXxI`QJDv(A4LGwjp9;4 zZ8(k>q|+E0T4O+l8x|WttoYojnelh7O)P<-HkR;tdfo6-p-*&e9Oy8qe_|ki1`v9K zDyN`4`~%80TBGy$U+4k>s*3-D9Jq9EquXwc_qr^eLd#!~0$t~|6uiV=vB{kR@}@b` z*6xEsPUevdP7}gsdogE*h2Rk3uy_sRfsy#=9n+vJ{JM&=WDw(#7rMT4L63RP2imo; zZ%jNWB7g1*eL~Lt5v7lNnh%pZmz3hTs}?qiEQsmk=AC;?Ae8fp53J*bFy#o0yj3Be zWw&T^;K&4Kv;h{^-OwuDRof9W)thGDqtgS$x!GuUeJA^cLh&HT4gKEplSjJ#7+VBe zS69-v9TP&5V-U9@g8YcnjTgm2Obp+%9_xtQMvE0~wdIc^H3scUKH4}>cIL0X`ofGk z@DhhAcJR6>g49?(5n%RUSshPl04oG3bh466c~j!jBk!ccdNzS<1|rELH@0QQiGub= zL3&3wTJ`&MPR0>1;kPp!700jFXNK}l6+KUk5Ta>PtuSGOU$KvaIglD*MizvRB5E=>Ri9@N>NL7OuTdRZ@y@R4slh& zeNs)HsG=9N)&(YskIeNXLQA1c(Sj>YvdgaD2(}Q1?ef=C=;DA{2mg(9_cQL%kq7|f z?1<=!9^Cd!+rR6uqdBEYta-gVPhEX~OZ*WwYp5g>qyKt6X3;+@6vdmmhqAY2bu{bm z1q<)AN@WMbtk->q#=++h!zDlu+Q2f8(zhE&kt3JfNt|`lJ^`zkPE>LOF5OXCYTajH z%DhPAFi0I6Yj_~z4oS?&1&~#~?d3U5}zEDJars#dFX!erLp9g-{U(<_3bv9x3G?bb zXidoSG*c2O7ZFU}FiY!P;_!mM&-B5c)OfEbEdf>O_rjZJG&z1*ODYB28QHQks?}6*Ey6pP0zG^fHVQiD&k2 zid((6OX{%_&VIru^Q!dQ9VfXnP=5ef#nbpE>hMF(!&N$dx1Yp!@?O9NpgZ-M_--Yu z16v%w))VUK6@8JR;AR458Pvl=ZTH?s5pX;Ga50snKELo|lrwvYJP<(WSQ~2uT;kdq zKt6*mm_P4|1{0B<`HO~rPkS3fKo49pzN7P#Q}_6=$BtM-=~(_uSy{~d27Ry0V>>?F zf)ANapJdq`Bf?Xta!*r)TrQyfo$+R#%0~AslwPJ67c22@*Iip!Yiz23jRC~EQ6L$C zf=x-kLX0M5tO*kg3rZ9#YglT#&Nlw1pi(8zE@XK#zb>XE9E3E1p2~?{yZ|$)c=BP< z_D5htThj!tdSz3EyaefVK|9Sif@YNg&mJpB}>sf{AX__H@Ais)o-tB zvm-Bu2xy9<-vJnLN?YZ=;j;`2Q=ozeaQAy%@HaRXYqiE91uYo_erbB2CAam7F#s5T zN87C!lQa}CTYwG*@^2P}O?N=rv-AuecU}sil*May%d%B%Lc4v)%`3=TzX#vvZ=+`P zo&YUG!Uqq~i#fYY!lcJ`n>a|%?@1tX;w$-Z~TTX7^sRj(8;Y?D)ks^WPa zbPDCE5zf=8d;;#=J3p10tCzgVI^}GEXss-IH=6F#k(Mx8zlF2p651+*7}$>fuBaGV z=+g6n9C!*gUOQ+UVNAar*`tmGw1xz&W2F5lseWu$61$FuCmUl9#J>VI3l|k#hHdvu z6mg8xyVF-15udL$bYod!VYnolQlH&z$Vyef1fj8OQoqdLs84(EVxv!X&0wn>loaHM zYtE-^En_G2uaz{PWZWT-#t&Xdq=otlp9g4}^OgogR(|NDF{85Zp3fuvU)7TBF_Ll(diF1|4F?E`4sk0e%^?b$JgkILsCPjX z=<84|YHPVn{8YBxVyU9es`*5>n2|bNol)WeH3AakK*LjwNsAvyT{UJ23MOO>{=9OM zLFJ-<%DEx}^iw#5-%6}zK+=gbH@vvI;V=jH{=*AOr<2MxE%{haqG6EwEXC2X<5Qfgo0_Y=M2BzA1cJPeDF5a8LhNpxYDIO z#{VU)bc;IHS8Ws^`LhVKtrL9_5zl1KrSGp(YJE6`vs>}^xiRa%hrj@G?)gx_#9rIM z@95Q4jDHC+u#RZLgII;KB}M9pFzar=-QY8H`9IL`ui7zEOd8PkE}PX^8@gIN4c z?HQ@CEp4#$YQ;iW8Fg1Oe)#T!yw>HDT74?OGQ<lxLETM)C6{Z>+uNO_91CJuXxD+Zz z@%glpH-M^^-?z{STZwfDmT0tYO?sX0)%vK^PD+9W@Q`~mPYuFbWkmVLu=Ade15uiH zb!5qtT40+>&oG)W7JXCxC61d?h#=bT}vbICo$!J z_@)MLD2z0y1+Ae4Pyw-r>uZ^wPy$EzzF;QKZf-p3?+}T&s~hVQ z*JrOWucj+{OZRXF9w4m-rgE#kMHD3_<%(*BMG0^sP5 zAW(T*?E%i!=^xlKn|Y2P6A_=Jh$b@0kotii=!cN6$P_|G&O9;1MbtBkmGVu+hQjW= zSowu?$QhwRZA-thcXzw#8rY7G9ILXA+>CF&Zle|XqHOl2DHsSKb1}M7|{YBF>=GlM&uB?Ihk=Ms4dGZ1ne0f1y>1EL*Do zkI6IJChPdiCEy@eAXTt=U(EG-oLi51^EIN)G(Kf^kV|(q7X3_%9h8!VJ|2^R^|-$!-Ll>*SpH~ zZ&uCi@HMt%;nY4E0Wlo^v)D)jKlK=z2AU9zb)E{F!~63~9t@S|Bt-Noy-gIagza9%DIVbImocj!npEqE0bs{YD6Xxyl&-T+f=~mR`r}jCpgsez)%22#jy} z6HvG@Z_|+x9vU0$I+k%`Q(wWX$lvGY2HiG}j_k9|R01bDyN-<7nlfDHRLMq=@+~dr zE;XO@gEEs|mT55wfn5bn>f0M(tmNqxEh*|(sIOge)5ZK^GCY}6f{AXphB>m@=4Y~9#R#Qdl3$gUr)-s z3H-$>jfN*Oe&U%)UP^(OLfarKrd^W)fRM58lHoxM3(T9iI|-J}GU>&ztSk#nh%N3B z$!wjMbG9oh*nR`y`*Tk~#QT2xqe!yWcXW0n?@QvzgBfT-y6gA=-J9Wd^ToyFh^8;X zGk>tlsP91p77@jileU5gPS%obuUbW3k_s-4MRY6cdyd{7u{Mv8?lO#6U~3vgtS?flb7-$! zw=?S=SR}q1*KByOM#trCy8z7VqXci!&)vy3O}M{F-;ERr&~6^{&Gh0Tq?F<$vxf)X zg(Ez)OOA1P6V9i5MVQq_WgxC~X{_?{=a>wvlC;m;6o$efte}cfGy2K#x zzzS|g`^u|pXLRNNCn_o!m(200QM<-+fi2=jml!5oSqoe5F{@_uUYuWtRQcp9XDw5U z8Ntzn8%`T9v2qL>`h+6W+gM!*RPG~*fvbP_vK+xg$j^cMqDfktm6B9ccD33GU7Scik~k5LAzNQ{?3;G)2~k|DNbnQCv}JuJVGmV|O+6Rj-*g!ESfW%W6p+1~Ob4NYml{ zla+(c|DhKXm7oSqLFKFsFw2E3;S27crOZvTLXey2hNN^?BLYegpZ>J43`oXYEbUU* zsLVNPtlK}S-1|KUpCy5(Nffdn-K|w1LDOs~9!|YU(d*|oF8&qyIN>Pa zoO@`P0!b~Oc$`mjMPKbjzCz`kf2P7Abl7{@?ay%c#Paql{rDyoM1nHdP>#&Vn@_$YLvrD08mIkfa($_YvuZ5XE)_8E(jn*if9=6^}b z_$ha=6a#ll8$Btvx8Q9}@3i5HzKz2Hy0e8Bs!8ztaL zv9yZgMMJw;32~Yfvb^tk&GkC+(`rqyl5`&w+dYhaKf8HJv}8o1_*tZk!?mSBo zZeJ5DQ!w1WdNG@T6v%bb2fjCMAH?Ad+MA%(Xs;HK-1Yb>RRgu5PuGy;0e`s-hiWPA zfwJ=dH=L(Y-%f8>W;W)@jY-smY(X%nmaKTCB`+qP{g85n4;|BZkc|U|hsUua^{*wh~m04+UQniSd z{J&9$lHitaRkLW96<`$Y{Q5ii3U>rfmasZWrxE-JyJ_1t{RF99xrWmNT?PoYgLJKi zs(IrtUGhMVn9t@b89A;Jomz zbtz}!ePpm)j@BR0FiT%>+>R31>3IpMSVwj^58y@qTu;+iTRbfO@}Sx-zs(?5vE`Hf}`#{PAQ(peYq<-6(0aV2Ie>cl-6*~y;)9efz^X37@bu$UUwkp6F>bL0q zQ~hmTI%Z+bQe+imxsXW_ZA`$levU1i&(L5A@h(Ca&1y6ek<-JmQWWSJ>vHG$&`QWYC( zjQ=}^S9_XC*%svDuvuxrn#sq({&9o4EqgAE<6?HY|G;bt4|BLulrivUbaHCwB&hsk zz^49)imf(nJK^AUzp1^2x@%Mt2DgOZ#_R6!EzR+-BXv!Wgl9^Qm4de})Lp5T0NoVc z@jkgt?Q_&Qt||GKd69I=M+`}$qP-!D&;0b8DEVKWV%>juJm~|3QV%Z)-@l0Q!A}6n z^@EJrbVboyLaHHW4E+Ye%4d_YScLd)B5I4A+6&&5$PJ50*UEMe*dzwD13;zSKMG?L&Ig-TcdBmuVi~ zKY_>iSZw1~Agn}L_MK2!ciFJU*@3I7-}OB-%$Uu`CCsw!V_DCRzrK)BFjze-MmyVX zLbnNH^N~Fr+`-UiOy5i1p*hh;7kVkZz%=2o`HKbt{&VOIElTROL=7{0oZd^>nOp7{ zxop}0@M-12dh0rZ#OSw>pSG-I1Ok?A!6fh4L9ekn3fBsdKDv{c2SLRtD8=Ml&|1k; z;mH$YBiRj}AUuh09FaV}t|V0VQ%B|H!n+;@f}X5sadFY=FNDGkft9PE_}|2`r?M|< zY_nxuWTpv5mmCa;HJx{tw5S3r;VHtT$)lZ6Qwjc)|G~cR6SYQ@-r!YJTFUHEahd4n zKDvCDPW~pF4Nk#e)cKJR;Q=3miSpSIpA?2FHa2ZdjR8V>*wHVW1#nbioGw4z3@sv6 zcy75jNSD^rF>s?O7a=ZyBxeT(V+P`U(cqvG4?ZI*g(~fJ&@TCL9DCPzzLwkU7$%&& zD9HAL>T&4gPCpdjWZ~Ek(5X5*&X3$7-Y2M@<*7gZIOc?tTIW8)+!9F7eBF*!(w}e% zLm@3?AIeUT`JQ|4h*1IZsiqYKhFT>M(kmYc0f=upennS%2!M=DTEOQ^_BI?ZyziO!#C*mCsuWGex76ZZsetkfX1-U@?eLJeg$Qk)QyPk3 z_+101g5FBZ^@;E5UbRR5{^Bl`%>nZbSWM;6 z=c8FGrEHp@gTAG3ZEx_93WG8g96J=t@JLZI7ThwON#FUoaEQIES$n~C)s$%6`I#8Z zk7MYXC>uAJ`1I&eXel2-CyU1sR0LQr%_5z&&-9hbIyxA`2dGOgRE_!F^>pm0t=|Dj zXw?b0?X@pq@gtib^8Yip3lic1B$l)EYRY6U519J@7cb2Iy6HJZL__o627wzF&ryD>Y}QVe7_YCcHmOO_fO+Uj%Nyx(ouXwHjmU=1cv_T_Y@ z?N848K{^)HSUSlcG&UAeXM`9{%x@;nv+hiL?vqJFA3|lwKO_>zosx4u?yVX*VDH-& zyGRmZWQ6rOpabIf@53pd*YzTF3bTAy;^Ub?V5EsK>I*Wi({Jv~-dYw;f&(IfRihOB zj`(ys-np>qg_#IlEKPNx>vb|?mT$Vy-_0zVY=}8UZpu1W4oDx?5F8b6o>v(NX4W2> zQ&HQ(axzqj$4!QSqwMzSjoVyiD40$Nwuqh|D@DZ=cKVS4M0w)7xU7$Z4;b|g6Q#j= z4O#f1{UCmM_@7=}nzsJU(lYjb4 zl_w-yZD$b^uSBhUqS^$8Th#9@r63I*%HQ*tCnE0`ssYpW) zks){#3+!4empwwEJGmJ&@`#HwEKsk+3ZhU2-$lKbRcgE?VuV^P>QI{u3ZX{9RKV?co`a45?{{tdXp9a~>on@6@MC@%Vk3S@VUEOdK5Pko?kSi2O%%j?Cgshz zCZeE3C%ME4ahG24)D3CaL6jP~Dx7wweR{|GLJe1QQm%t{#xDF;SE?BA)cIdeFM!S1 zwgX+?(FV=QaA-wP;YHI&A&~GDcxi(4maLAk218^ zl5JSsX`h~^RPripIZWPw{Q5uDB3D6>GUkBi)|r2_H00Q|nT_y>#>um1#x8#lWDrF_ zc)(%7-{&$plyHVMf~RPjchOL6q2JQ3y!5O*QKIBUCt#%iotTff;?W62>%W35K zV}|F$7-| zQ=6|3#xz6D^JzIK<4dePa0pq+Ph_ktqsl9FF~XGlb3~@nZ$+dy<27)tpETM09`k9F z{fGRnRw9{3JB+WrI%ojnC%cFSH}&3JA#AqG!rS|>!u**RQ%@4$9#N6>M%9H~h_B!m z{>J$&aoF%aTpVEY>2tX5r9PaY2B#BGsUH6kFEIkhfY@%L`S49odGy7a&*aq#zXZE) zUc4I$4%|$h*L@$F0y?;SvjVigH_GI#?ugg6b5_ZuIROnu@iDUka4r~|kczOV&CI+t zdx*!78XC1h74)x(XtQ!PthV+d7=IX!^D8+V@b?slAs#83jG^4u@-AYyzEet;fqGN@tVu5n!9> zAkQ~S7#L?d-_#o~gRP`P2^n_xnBN!}=&n&6)5l_Ufm&F+hD(l@l~!Izlj5 z+nC=k*M9fn$A!)u=*bgmTh<=Rv;?G8t6tY`M5LB?G91?&XCoJi61WkC{+YXrHzWo1v3R(rx~2v@(#>)x}V z<-I>%saQFEvq2}<2pWsgKp-0g=GuLuRk9M1*g4?{D(g9{AQMX9|K#LV&lbnS9p3`O zp;8JI(x+fN4{fd&9xIV$&4#|XjFVeCOc!y5lCT-UNw*=imQccoj+f8)NjB3{Qc!;A z#~LugAAwN@g+3+3mT`sfbsaOgH*BSSX)b*2YI8r-e%}6tn1$(&7yqvE%`G8?@tl!O zbT6OeYYcSvX<2p_c1g4w0r)_kQ|sym(DY2Yg0HyS37(S9C{A38S<_A{vo>TF{{#i1 z_o298Bo!2?Rq1vyEq^V$=sijz53eb{TF@e2il>(3y9<8W2=6yy-U&w3mkDOgTwA>l z9JY?O3qU_0%#v?^Hl=2&W0R@%CKaFJbNSwB zleL!*W8g0>C=Y%l!;^igy8;sHYO&_nmMCCxDprCZ{dD^wbLqWRg~g73e9@w!i#Wbs ziCVCgBR>3gFPCE540-PnA$^aGQPntvf9j!-Df#GlLaso6{i=p3(>-R&_KXzFslx^*ST25#d;hxS(Ys=vt&=25MtS|dSdp6Ms1u&;E|CQj1dd3 z*|lFXTZl3FUI@`V&Y_dTQtIvaHR|<`1UyiHzI=wS(4YicK~2B>f5(eFA4ZYMN9rxl z^6y|Vttl<=H0RgaowOgNl3o!*N{!6Yp1B2cf_ahX70xdvuraAN6bP20S|?KTd8-+h z6IC9YWLD>4FR@43lPfPFXqt(Dsw`vB_jEf1Y^gyh7OGXTZvy?)A^x=XT(CF-bRFov z`XLP;uiDN?R;_~Hu~m0Cv+23({2yC8!q~;=iGuE{M?mhc8^CEU`ex*B!_YC(oNAAO zE+3$*pJ`=mm1|cxJ&tyt?jRyeGEtGp&NxF>8AwIa!jd2#C%5`#})AQ42g(IOX(iD z#s7XXr)Ytgz@$ga$hs__pn>llfrh1amL4AzA%901b=1`^hvXVJ4iJ?Od1YP4URQVm z9(zp#2w5|QT+{#wzAQl%#>07tf!e`#^k+3e-g-`>Uo&f&f?c`*OkZjQmBebiR+5&_ zJ*uCE1KU8_Ol6RP^f4qb`oCsWy@+c(XD3agc(l_$=&uu*qn}mV*Q^rNIog`84h8kk zad-26(%Qz3-}`q9AiVyZXaG059zUvh=t|!<5bk;Z_XnTTAvj5D^t9GRIR-Q8Y z!&YdI@AB~M$XMuzNv|rW4scw#pQJmo?Vem$z!~4k>?aq9M}SG&H4L7T<*#Xz2plCW z)KCCsQ3q#)WLnd5=J(l`K%fsGsH04KZLs6Q%*iV;)`GGkOc%Q*F!gdaRHZ(OL(cPK z7|ogPu#w$h1{iO^B)f{6ft8eg#U>R4J={OJozi<7XWY0enwvCL>j1B&2uI1ZJi~tG zrz6-V!$pf?E7kwcVb6T<+!Xvny6@25IVNPMrVA>8tB&d!3AP_)$L{RQaKwWplsu}H zxF-#JS8o$d38?oRJ<qF5$zQKQcW9V;if<>C zy}8=y8xF`(1M}d4K)MJNr>hqC*QTlo1@<6^5tNO_nGEJL{+v6+ zHOWtH6<&aZ@`0zhKJo-q9@BJ#iwB$W3A6P@Jy2fuE$M+kop%H6=J!$&&F$GY(lkjuuB=+VfU7u@QW!$tvfoY_ni6CQq}Q3s+*7Qr&L}`d z*muDR&r9%`2laMb2pk#SseCq-9*6?`j5vw&ZPudfh>r78qVQ;Qp_OAL5nYVXM3v_c z`Kcf`%zXV{4C&Mxr{z+K)c`cW8aIiTi`oj2f;LX<80oMb69;IdskARsu|w_JzkwOm z4RggxJt|WfKWOk%pRb>aBm-?rpWBdQ!ms7J<^46)GrS`xSv6vpQ_I9<9-!Gf16;RPwy{t+a5M zN|*AXH>J@$(h=MAO4;(GfB>fyUFd_Uw9sght~V4FFCnP4r6#U)I!vOhnJ?>g&iDQR z-`4xzf|I&X1gM?=0Ow#9)SP4_>;VC+6D&uX+0jnlh|g?E8X{y1dSNDsYyGiGrX`PF zK!)K1X&EMPyN?-NkQIPY>?6U=(oUMqokQ5JP0#E#m(E+mr*zfJRe~cwd}EHV$7UGr zG9)6f9nB^yJm$B|i+i+GqCuqBv~jA?Dw`7kS;C~wy`3UBz@KEu;rhNLf1(yBK~~?B ze=(Vt_~B{wbzk}hL8TqmxCR`|DI^SAnt4)aC*zrsF_QuruZ*G=)j?Zg!K$U;CcE3- zw%Hi>)U_#);LfX5DA)G8!JGTT$U$DErjc#>#YDXY5S|OEXlCOw3h}~``9Lr7P%lL- z(pds_2P%V}c#Ueklg59rAC8+$&~kj?D5*%@bvh0D8Bi@}ohbsr8rgl<0j;MtK!T>p z7}K{{G{cTnqah{=MdcniXXdWH=<>?(3|z0^axRE8}M-E0PFpz%^DeFn7ZZWY8Mj; zd;G9Ja=BJ>NS?gfej2E6iSR-O9`&xtkHSINvh&|I^`OJfc{?8F%2vg=+_T2*T2`Eh zHG`-csn_4JyevD4*Go?zas5@NWuqj+3eHF~E~#$J?Puu0g$MIkyGvm9Vifh(07XE$ zzp`;6Y(To8*$YQ9quFMM9doR()5SSl6dAyRP2@`!vLTp|BKmLouZx9D#;L;n z4>dRB3v=YSdsG68B7yRrvRSohb&+%0nUZ~u&TpV)MVNEQa>uYxm`1Jg6rYwsbDxfM zs+%Vx&O*5D&y8%tgPf7Gk`peCySvNP&>);C0>AUi#Jvq+^~Tuy3f00K@S8JFd}c<- z(C%fX7kZsdrH9&2ofJS##n_#pt<6ppr&L~T7-00Qt)SjTNlgj9;EC~{m;L<14v6ps z$kko6^3p~dpPp*wCtmQlVGoeYKkv){TXrlX7h8p@&%fxLpDE|hd*MS$av z#ws&bc{xYxgcJZi5|eN%*6+)|(3Pz4S41Oq2#TLF?k0em*fYQrx@D34j3t3ViU*UopRym01ds-$g?!<=X zqy<=%pqUV7_Jjv`BAr1`Ik546fxxP88Yq>}#CoEGQ8VD}mq8+0-Q1Wf`#!B za^3O|F(7s3yeE_NwAFmjE#8UC``e46Zzt21c=)RJH4?O_H(sYD(PSE6sY8waF*CV8 z%QYZF@!n-xpiDRU9YQ2o_t~>bU+_eh~WE-(lv(rPp3ooC;tfv z6-$9_;`nYDlzt~F& zgAJ_?WNT^rFHQ&sxa4^V$e6%eYe!?ug3dd z`ua{Emy~-B1Dn}?-z`|fH*o~maRU%T(;k4{M{&r5d}>AVu0orpjzW>dUS@|(znovh ztA{ya#B=-7{0F3Y3HP+o|Qp+^OU_^B5A zCb2WOeQz!HZ^=*rv5l>afOrAl$`P3F(Oa(Nxw!^uq;h)I=ILXF7(p>%55&~W6*XlY zskqdwDWE{3muxp2T_t7prb%cUcB{ED2GE{C2?#qXA;Mv@fsFkex;+FK+u==t55IIZ zt$B4c2Da$t2*K8UytWbp_qY`~M_KhLRNMszk9?^ag&{m>L3qdjZ2h~d4W<0ZT3!Il zkl5)0hqjmfTpj4bnA*``|Wns59A22#RcNsc(6?{2Ydpni5tde?_4!bZtWl zElz5q3MvyJb39)ZcDt{B3Uuq$zu$-#IyDemD1L_!KZvx{-05IoP7uSQ3ti_AS^E~D zyx`l?jK=6TDVzxd3Zn)P^|Es~&Y&H;!<%J7@NMXeSbwm)tEjRxC=n#x0F3b1bX5}J zQrZp&V$HHxLn3c@jm|oh@jmVn-wd=3KBZ$WG z(?7?+53Oc0lo0eFGdRpKALvta7tL*qcd$vA0Q;YcxX3D$U)@my+?)jRMFn4=pAr5n zUWx6qnEdcM81!Cd2tx_L=wH>(_>kst6HbZq{kG%i5#^goNc7@z9g#^m2KU()LkL82 z(ww%?KbY1K|z4y zX?Lz}2sERjUEn1n+AC@sL`v_nIxPt&I$;(^!n+*32ikoV|N@4=*Wn14a#)@HzhKz zBqY*tf0vdbo5yZ(QQDGcv66Jq-`5gb)%OmbvIBANEy8>kn=z;rrGE+k##3``M-z)EKw4JIJDNo%@MX(uuK z#!*xS<14k!?VaeVypAQYD|PK^VjC-EtEU?X?x6&ShOgjFwpg$mJ!XNl{lyt*@U&r! zAH{#Vf2EE~F7oJ)2K<76D@3J%-Gi6PiYk8R+ZhUYreg4I#tipvTkOatim*e&MV8YE z=ffYq5^>wcnqx0xnG#Bk$VZ2+38pTqUKa_Z@EaJV9u;D19d+1T>-EKzYiCkn4vpp?CnT5jAuD4cFCdbKCgW^Xt0rz5_B(b_ftMF_wBPd8Kj z6WY$o`eeo*C8H==8P45C5ASGTwgLe zoA2qQU@}l8ncYy`0PR4gToFJx6Xa^353}d%_vh=nj%rRMQa95S;4Lmk4ps%;tI4xf zt(hXeYsAhj9F=k$RpI`y%*>{wrt%}Y>vB4|bl;&?(?}Z+owr*OZyu))>ng5)2HHg1 zR1HaMo1em)HEbHvYdJXTm2pVL4ImgC>nOuT-gu9sp0WqNKgN*D!j6GPJCbEM-u0XN zGEdv%3#F&~a=k(p=@(bo-fF0Fa z?9kuW4bk$PzCx!Gmc}&#=f79j-g}GXk=B(oO0zU7mJ@w)#eX+iZ9l+~6urxUHl)<> zEsTPLP%kpjLX^xP{D%?PkX6U0oKqLcg1tFO2^FR-UUa>*4Doc=Q#X3 zOdw+-494;>ebwyFWKu+Q_3*f&MCUE#+Pz=nBr?qBjYriQ4iSjyUPDFgZ&YPJ3*SDW z#f-k<4uPSmKT;Ve-)vC+qu%p`$y_i6N{s7HmT7Xr|01_qA~@+==)U9GW*K6h=%`}4 z0y6f)WN8ehesrXZvoXYbKa-7+Ho;QV(5STs1vx6={grY^_1h%?_N~#KAZWnQvpve~ zj^ZJ06uY)KFz@lMq*t{6n(&^OIpgb;c)MsBYea@B+)!&aG5L*quN&uE0Ue3X z1ImPt4w%AR2R9wP0R`m7kZKLPUtNf$vZRkU$hIK$nDtnx6OItfT`ixAGx_R_uScSp z<&hxLQ9zUPlK>zNO4!fcqLzt|+wyV+nRn5t))aycD7frqaw%MEYjeEOScPG2$TgB$ z=wTS?@f0XvraD%bv;Lxcjgfz`qiT)|DMZI?H=2cHSAq0B&{!;`BwCaLD%JX-G{_S` zT@rz?$}iC-it5In$c^eGDn!@h+TaN^4`bTBC; z6&ijMbKU22B&~13jo;AFeMt@Ktg~?97(9?zuy;1>zib0Om1p0d!bAtI-gL3 z=9!3^&n(n;>~0t8MdvV2xvC@k2NNMZ?X?$5oBdYqot%1y_{r!Lou0(#hGLw*G`jpy z+TSKwPW5T}v!h~i5q(R{k#}rJuN$Hl29IU;<{Eq6=lf4L`Ll}M0a<337CE^L;jyqR zfS}|_P^)bq1j}I^DG>OTt}`7HmDQ)qJk;IESniAE@&2P?d+O-1+hNfn@I#R#sKP zJTK2*vpsY`pkRwm6tVUdr=`lgZD9Ilr&nPGY-52WoYS|x5&IlW{PCNF#gR{B9eWL; z>Cz{HgQ}TRVK=M;1IGoT{i6Su5=A>1$7j}~Xl^fk5lC0zA z!uK2q37ukt+os>8WLSbp1|A!U&Tlp{7A9I6=nGCDKfQ|D1b0H3jK z-!z#~)$TJ9WB0@W)-#V090^ZBnm%lHHrLmwuHsF6<8i#=dUy%rkr$nDT0J8{_NxeeR53!^y>uIF%YrFT8YTC)6%DmJlwl0vfQ_qru zK@&~U?JwWo)J+}n=5|QF$(4dMN&n=lM(@(0Ru=HW5DhRq=#jZ2CpWXhQdAsOb|?4l zR4-z7f4?4Yd#-TiaYiL~lOxYrrgvzfJ?^skYoU@uP2o}D&LRdv^jW=mcR$6-D!ZCkksR80x3M*oG3MY}V#1cooggsS)K;(# zpeK-gSzJcT4_8+~$m6{=$=FVhK_))vq?3qCe{(@uICk)LV_R8lu+F*VbJb)k`j>(v zJP+#&1PJXu_m@W;UZIU$yXc97uZWQ7)&xUV@dzP$nDTT*T}<$jL}Z3u<6Rf+4=OV- z-L2!~l>+J=G@HH0R8epB$A@)o-#c+6N9X;+Lz6w|O(jG*SUiX2++l;>l;QEPrZfhT zZ0K4md7`Tvw#0I>RBHSiZ~I2fKm7mDfpHH>&`iE{Kf@bYuVJ`J#ty&{+3zL7)4Fmfng z*`KSGA^>`)aVU@n-5;s;1y>oNi@2)PP)7P|_rBDoQl)TQWI|4*+IheSeNZG1Ql5@t zj+=n1cDC6IXJ;I$g62jY2@Np9s}NU5N1p-=+_q4w-?$zA2ix(i^_)=osvH)~QNwwY zZ`#lnAM9RIzL-O;%Y7NE6dMFVe$q)Pq+m|pfX)I`LgztsP;f<1boHcnYGXD5EkB`6 z5b!w%l}393R_s5-710_}`~gKsZXx7f!n;!Cb{CW_tix=}J{ha`5i+A_GXm8{4*sE> zdnNGV)B*8~y;|I@h)NY9j*qUmC1~hCaJFj2qHrXH3-} z=sTcOig75e5f6y}g4a!__#n)u4KS~SMQera!e#Na1u4kz{c<&P!30`I%}&m|S}OqY zh29cy%9vWg?h4?tZZGJ(@ZM8e1Th6zlpN+AOl2kG&9X9u7)xd?xoMf6)YQ1ryiY(J`kORfNXuEWvK&p8G zWG&wiEVxq9!O0|b%xn1D$m62|uy#|!R6%HpMyzr-z@i8abCXFrfX3EDs;Qi$wZeKh zctdV>Dw7wybkV2D?dkas7e-N5%ECM}w!P_-5P9PCfD}Wkoe1vtHBs(v!1as%Rs|el zpcHyZE>>bW4Og7g-&7yXdryuazu0{|IDH8n`TCi$p{RK31O>I=Xu(+sN18Ci2Q>t= zMI!mC6wWa2zzfY(PRz%*93O z^%o>*MFf$d7tVn(SX>Xr(Jewig*&+{FzviC%#~)BnpB)hPP;=2!E zW@_=LSpczLv%k@TM`lui6LgDE5yo|!;JA9?917yz9_@>Qf`WG;t~FahNQlY#%6cQN z1zQIes111btTF*VzimO^{=z|5Sk`%-WfJXcTMPHmr(CD^S~N3`P7&(r&wtYhB>qeW zKzd`G+{4i2zqW99zJhJ#w`KdoP07?R6g8c<;@Vm^IsZV(Z5(e}j-;m=|NWC<${S-! zJQ(P~+OG$}*;c6UQokSSm{G)i0#XssN>w?gW4`KIURKdVFyRT%+1k@S5BdByIB)Sn zRY@zU&6wHg(;Hm#ZHLH;5)z!3<=@p|R7X4-Pb_fME6R*v2J3PR+!Mspp3yDj@p zHn+PES4hAJGQ_K}?!PJ||58O1ZJq~2zJjD#D#yil?P$rE?Nlt3lqI`T7|@3 zY%mb;=)VVOKaW|iuf8NCZS>uP3)fhFgC{z4>6ORgX2-{`Tk%?9zp;=rl+48Gy7$H5)-^L@xH^Fz~Z?6N~&jmH5`$JL1 za8Ga(Z{0)g1nCqp6E6=lZBEWtc<`22LnN};E5;H*J&Ve7Cdp<;i63lX*aef-Ep+5u zY%T5Kx7 z1bPjMaY9NKU)ZwHyu{Q#Qk6jGMJE&F=&Rx0d0L|hwWO*2NkD52t|W`ql=-?;_sNRa zR?UxGL|8-pLxw8IcqMze*=UCQ(;(SikW`JAONinpYE%8$T@{a80!twNYmI!PEs2gx zrKAqQ_a%pahh8t+@30Fd{xgkJBX*}4}H2p2m7C8kQ^Xh`B1J&!<$Q^JCv}*>B zeI1K`Z+mK?ng-q5HAM1wB#Vjb5{)PSv}hsif>T1KeQ;bV8_AgzjJR{OOu!x_xtLGf zN7Aw@)ca_C_@lQDRh}T=rz~rr8AjGRvWHqmJ23Qn?LPQI znspT({Ok|SLKRE=(kq-LB03nU(_6a7L+rsE5{cZ;Cl97ZnLdjkNBJEqG5Ex@9jO)f zG$WDVnrTHw$NH|BLFZd8xF`T`%TP7cx%Gu(8lq?R9|gLa@L_x~-FDFw3jIf8 zzENM6#2>-Ao+%o08xla%>biOKkms1f1cE9n(?l>mZwr{x`OA}D9)A*oIXi@B)J9)2 zy<8W#|2Av-uV&!q_|bi-#DG1A*hPF22ztl2_Dn{8w+O4HU}fcgf_-W>y5EM}*pd8q zAPenh5u9(M;658gnRZ8D+pg_Blu{hY7>xHzW2BNZL?2xMGszaWn7foj(D{o4)M zO$&^5&3cOq`W5GE6DBrp=4zlCTFt&>y%s}BK{fDHBpqRj^?VjM%%$jGt>UFX5hYDD zf5rvKK-nFK4f|mfkhEi)TunL8tF$xggUdY)Dj?1e%2zQbh^Oilj7bl^KS#>cYd`r# zh!`VIu+>Z;y9^wMt8`Md7ScQ0Ve9Sc zjC?yFQBAj9EI_w0V7kXNfrH!kLJ>Ltz*_#qQ{o@O`CiW`?rf|nAQC-U08Wv%1sSYu zzCE-+@tx2?lf@#gFWLS1YUYaQ6g7*Yel*9}wc7OrIx}5j>CVX(j)VV59H49*jX2K# z0ZjRJ^<>@cy0c(LvEx zG`Z%@#bXwg0?G+G^x0<(JGifP(uncGs*A9cLSIjorEmdyc^5>pSEdUahvp8$I%F|m zS`HIWM1jefo4l?Ufy&T-K*^8DpCq?E%+C{rfpo` z9cbOcV}bC2eRxMbpgv!@f>6^w*=GIM<`?-o)UtYcTRr*_Ry}kFNy$s{ThHHA*;7wQ z49S4$X8=R!T5q6%_O|&rqOCzyRWq}ZrC&U`mo(9^h&)n4E4maUW8Vpn*c}UiF^4OV znxw#`p}IraNv+saG}7~)_JbUp0z+u-EwMt5Q*ffOfhOf01LTiN8F&kv2J#M<&1a63 z;|q;yinuPIJs~=ky1MnG5*T=58RgncDWz?#Hb`rg*?$p5285mlD&#S11A4j(UQDLuSw*j#y}Y9B>U_z_?-s z%8*dNEcJAb-nPWF_wb<)c~@Saa~+(~hTBH2Ug}|}u@4Eh_^FrHci?B(NvHmJe#R5# zjIydg%gUc;)@beY`627fr>|`Rb5maZE1ImLk_($wQoTj@*P+zq93=8Lgc?-rv=o}c z(&oIdFWOQ)aM1(0)JUrJ`Kfw|1FuexFO!a9P%02xy{W*_NCuEfbL-?o17JvXOeX_@H5u@M zj>DW6u2H!cREx4f%&ggNGO)xK*1k`{=gPk#7n{64{Ivq;nhHBBf4|z^B5RD};00ro zN0i-}(7380hba01sNKE~(2pI&?1Qpp=oh<8%gO5?6Eg9mwT^4IP4h=&F}idaUu>uV z2UvH(Jn$X+>HkY?c$yyGGbdK0q~>#`Tq-~bTcK&D8x&Ss;+c^a#QUqAfVLLuP$mmE6X6X}%u;H<RRQ7oTB zt$1k2JV6CN=qVkN-ky-~KIn#&;@mYv#y*QZeM$}{kMmF!WuDG;ty`Zf`a9YtqM8AJ z?+!|k*5<9052u)YUfV}~3WfdFyqlU$4+MWvc`$zDOLeZ;oKe_}U|$D`8W zUY&PC1G9%~L+yA@vh$zjJeM4qv%xlBg%R=nU786*Jm9Q_b%f7zBPF1LfE1xnf*iiS zyaX@6-(;ba!zIrb+;Lrx1KS<$m}>Xr1~j*cQS{|5&-KY^Vd(iGnpO|6v?{F@DS;{j zBTp{+D+eW3e_Q8=(ec z?C$v?7G-Xp*@Ewv>dB`KCYEmC3^p*Bx(XFA`2)n@!FFCe2+!EhDbU}-(ytP~M!SH- za=PGMVs!qOv=7wOQBQzFrWT}(PkUjJEy`A?0bL`|0M0QmLsTq7r3_WB9QS$ zw^o)CtPvxJ=qI?D?LKx)rt*Oki;y26Jfnp{_PhyyV>A|4w{11rC@+1sX9w6&JZiEn zXpoZ38@Q9KsOPj02_TAvv#}l|mucFHs?ewd!ow&lGljd$Anw{t|z? zdB=m77%WDLf3oJfDZ6C_QwI^g0+vY&5HDPCL{5+72gNMf?sYE3=%@-Ba+FuD{8BE<}wMP_(cZ~9YR-XxW-L>_T_U zpF4F6$`K~Jtgp7r#|AUh%r`e+5bNbHo6k0{EwhCPZRyjSygSjUB|Sq)(8)#>MXyTw~=%9;-L&b9cZO z&#ePQN)>1c;J$*K_O!J^i+Q<^Y!t9GU@pe!<&x!bUaOpt<&Xim;hnFI~3V)wx zL_-y7OdcURW&8uuihPRFQ(Fmt#dhWa%bqgn|Lko|6qc~C*H zYTC$FVAErn&qd|baJSDC#k(x$pCPRx7X>ELrhdYgUiowZA3H$)BDgMV4e@HPC+es)LmXtlYiWCX$YL!{GlTFMNqV^j zh+L(a#p*qNBFbDvWhs)yoX`jaO>8KSd&G{ZdCe`Ht7)ZjSRa7Ec)+Uz7S)RJO^4lC z`Npnc#;MJ(xod9EGx!QwJ^v>sIo%)@!0$Km)M=u|Df;55wv2%l{555QtO(S%bY@dG zNc^kB-sl7wXVKeDi8IzOx@sx0s+2;t$R4aO86!e z%GssNA=ZzECF7CH-jYRsb2eY2nQQX;UIEBq{W`q72Yu!R=EBZ^rrS{ZpE;%l#Q=|? z1B^O_!`3g!Zb^X^myzseOseMO-FrXFQ4Z!!tVG4_&q=<;)2wim9bKuAR`@hCR-d)z zH_DB;AdXOH2_=$-ZdiR>!@}uXJp4i)9r%qUUAw-=B%gVmg-_eVY;GAC5misV-Q$iI zOo3>|ks1FwSgRF^r`H#UKsp~W2yC4d?*Wx$?2ZOI6@H&J2F~UmyHrxw(6DB$1LaQkfk?SA&5dy#8G0DT-=-jc`fz`<^)e7_<5@ zQ<$?0aKp2KBU{$P#>I*}9Co0QpDnV1j~uP=^KK*clz4+k9gcfz3>lLG0M z@c}Eggj!qXr`4GLE`vyV_N~>z0JJITJ(;LueW0{rQL1Zqh&ceC7tvL6v+5nAFtQHmr*PJmDNt1VR5^w9dcb8YHS}nhSw~MO@+J_rG259LCawa=W?He8wMZ z{nT!rA!pUoUtB-Tu)&{U4FP|&Lh$=?0#&}Ls{Eo!26m6)Fnpc$FL&Tm8r&VM=um^8 zf?t_mza&)|)f^vPB7oB#L@^=A%uIU6f`;Cp_mVoB@SY1wUdS2M*TfnUN7EnrO=Idn zfXuuqMmkiiI;YRIJ!^uZk4b-QaIfq0Zm5?8m0_XrLj=qY`o@fiAQ`=93sKj1wcWM$ z7vqVD|>sH zyE9xyQ1m0oOSl^7^>6?ERcFq7@HXDNqJG(VaZ2PM{j51)v)$Qo{aZUV&l|4%E>bfl z|C2D;v!DLbur+Qykxde$N{5h^JdDE7?(L#Lt%oF2*+Fm8Z6F<^0 z*xektgCINf=SG2jLEsXpd-afUW5ghcnR(w*sW~JQSvJxAJfoBjdG<&Ls(qIT1LJzHc zB>ObWVGkAa#kpVWUp;pbwi_EmJFX?2Ji=5g4n?wws|xAF40FC==CA55W?T_>r`=0v zHWmhb{*bbQQ(m4Rk9YJxmEj2b@r^pq$7~pYH{2mOFDGxtZ|XSrynys)E=ZJyDN;lcYV&^vWg6@ zBcxM^ z%c$I@qz2=O(H3r2V&fo;+eE$Q048^CLCD+UHvKq62f5Cd`kT>+-QdKW-|#WeQKJ%W z=4LiKL3qOq_~v5YUx^6#3jF>-G;ncql3fqDT6Gv5mQQO;#B=Ko*`l{>Xx!MpuJm&r zm@RQIZQk!drcF0EX8Re={YSmZI9;aXnw|*_6QcWRuHjYB{WV{EurGu1D9Z4R&kg){ zc#Nv3o?V9jFc1ju~p^rCDe9TD>L@5RO`ngiFL2^a_?-yEd+_|X15!<=Xc-V z87x-3n=a{Gv(QF(OlldU#>4L|P*tZWHbRASX>kA(uk8H`H6|5!m&ev$7nVlFZ!g|j zs2{L%zM81DP87B=X558sVCl}vNuQCg-!?i%E6s;vgnvB&80!y`T**&8Kk{W;o`JaBK0}Xbuc{1Ckg1<8?Xpu zgx)kR0f%v* ztUuHJClWnd0v{(hH|qdgW-*`@j5?QM+8IrsW?71c0*7vJHkwvA3BqXezj4n0Q?@mK zjyks81x~B^i<%&15R6@=F?B@c?*bxElwvP0kuiwk>-DZj zLMcFR%;Mv|)P-UNH{`ioo5mH4IoG#1)Q!zI_FG2+%#s2Q=+Tafog{O4*em<-cG~)_ z;XFnM^~fdZCB-;3{!}fx4D|yEAcTJFkR(U0qn;#8K7rTY75KMxkw#A!Sx$*Yg+;DB zhYUSgg`?{eB(WaB^Z7$_nOF@QE@=J8>zDk3@^=v5I()5FpVC(!x*xw1sI63PnN(#5fpcy z;o(~uhzPic9&}fdSqp+9z1!zH8;v(fb~r9gO$)hH5o5XphCShg5V&a>2xJ+=1oQ_f z_?5pJbh?{mlY4Vws+>L6oXkd_`t5)M&Sdt$ov4vr&##o4Y!I6W-E0k~97=961OW%q ze{&HzOQGmNGJJ$5i8QiTU5{MaVx?NtLZmaI$g-zbZN$5tPn3$Bl*gN%{Cg>Sg}B;R zU0=KD<3T+^F>6Pib&22`1$zWNoRn5x{cc!!#J^VBrO4oRL5jt+Q~+cVxiVF+xD)(c zf?>pE)9d%^C5c_yc(P#$P8gav=y!^gIALvDpB6~UtpQT)Yc z8yhi1>XMe?+||oON4@K*0GkDIC_2$m zG&FPf^+g`qJ@-VGhJU1=`#Z`*4uAo{C5Uy8csg3Ct<7ZhvlFuh=ms};2B8ijz)xoVFf!g4`7P)uQh>ZKV;~<@ z9`_A0bR(WI>V^HvNNejl@UmEwlCUMvt}f6D_mCzQ2#W6Q-1Bg-cTdZO-l5W5l@@_z zUvZ2M*VLT^S5@|H2+wI&RRyADkNM_s2rnHl@azBbtq3pskdO(a`oW6C-X!N-QB)Y5aw*k3L;a7_q>!kGs>m1yg z=7G}UL;e{yCp4=WMS%dvLcZVvw{fEx)Q z`aAJ$;H04@aEiZvC=V4XC6WIA>^uxz@S72dOL{`EP`3Qb_UZWzB^>CDY(~F}taa$- zA=7%?luA)xbhjfPH84V$NhIi07+LE;UmiWEaH&6fw(YcF&g$Zv83Q#cf{+rr-F6sz zqE1bDuvCePNeM5lyu0POK3-P(4E^4V*vk0vg z2X%oQf1b$8?R!}A1gCdS`*N^^af>`#1!n1M9o(S>?%2ju~OO87+N3 zWf^YfhkFQa2J2=Mkq8`<7|a!EA^*1u{FB_b-k!bmH<})>ZAPuxVo+?>ds73vQR!oI z9_ljcAg$IZ72v8Tp&cpT-l8#mRc{nzNtC(!u`Hl#!z{V3&+OUb*0~=x zsi|35cV>$Eh?EyG89T{n=fH2(nXMN|%~r%vmGD|F6{?0kSgiqlj3UvKNkjLBO8iXK zD~XOdyNv)BZM-vn|GaVChGw*eVB7JNuqp2xRFU>giFGZ2!^U$x>X1n2VarfRA|tsG zIS@%Mp()az5kEQt^{U^bOeb=i0IKjui`-HJYo4c(+8YhR7~#b+U`ga1L_M}uOHDb! z*PCoM)D?=B)IjHfd0SvZ#67bgqa1PZZQpa=SQ0w%En-49sS(PFV-l4-t2XXl+72r_ z1~T1GA+8a5Xxm ztv;*Nx?n(f_xpl#@1y8`0Hl!k;a`(g9lG&BwlDRemP@d&i7y2YIY7iW$ve&iI1_vk zmhBEusR#{yi{WTfQ>-zTojYc$9ry6uL4_9C&WX;Pyl z%&UzXy7%d#fuHp?K@n}bD6L$*J5;kZo7Hdv7+au0(S+VGIUfI;_2MU$Va`pAjZkEx zF)Ito76g#XhJD7*`YG&Hs*5eI@B>dzO94+QX+dC}SZF8V6eReWB>MuL<5V$#b-Hk9 z51)9tOTp3O)W3iH;tL4kz|x%cgYr=NlL@5F#@AbAiP>3 zMtiJySRH%X`-F(6PJ>AmouN7koRYH!r8yK#m2*A&qPaB?zr0>y$#gQ(XY)PCRn|bT zAGWV4voW!L-r9#~E^cz|H3a>5F)L{^L?4Wb#E@S)M_IF6Bc=Xe+sO#uXkkm>F8I&u zB@A1?O`BZYlH?R=RO^d7Md3gq~nFa2ZcEzKK||5+sD&FzPUm zx>ybf3%Yp?yrQKu`&7n_sRao%68*R{Zj-DxcU)hLep`t3ULt4G3fA(cZRTIRpfFpd%!EA2X+y+1d8$MDssAq77 zX?H1%ml4?!y;8}hh6www`2x8e>}H6lA@+Ec<(r88XAITU0pedh->0_A?Wy+HfCb>Q zE0LFee%J>b+L->Prf}9jhw8&y&AAY!Tcqu^Rj-zuoTKUv<$Jm}A4@fl-r^p6G@(38 zPb|ZpC*^bN%ewRSm}P+TQBvBAB?a1-p!_9Gp{IY3Isi`+hkxC*K}6m-xE= z>L-UddW9v+OFyDHM))h|iXHbN0rAL51yI9UYpE+4(d3cKFMU_Ftlkh}sxaE(?GSze z;wsT^dv5V6*>X7|K|~`r!E;pVS}RZTY^tJXz*D|+eKeRoj~Zl4nV^%11_N1^5TZNk z?+3MW;)s>D(qC(Ii%qf$>_9=eGCeIQ>JY^nLt`$`Za)7cw#g;n0PGN9m1_$%a=a~K zB6-Kmir#^x@)Es?4)+p9P)pZ*XA>B<6XJGOybyRNWt`nKiR4G?UU!FnqCsgG!o6xt zh?%z~*vZ8ZL0IS)RO*?A&-()Zg#(iH{_y$=I2h80;&f>aRRun0eXVSk&D`;!SSZb0 zn09Y$_1ERkql6_){%%WrhU%y1@z0C~MsJ;_0U7>bVr30+RL->D^01Zy<6NZb@yQfQFG z66koMc8wEjyqn#e?J74kv)=-G@><8O=uN}}%GTs4$ti;+`$nRhF&*EKrK>_hg23)u ze@HJ(CJzIA5mp}&#_JN(gzZJ~TA1HF*UeWXZ?@mN{o#nkUiVo8 zfEUEJU(!LrRe$|AwmujT%Lo6G=&UQv=B&`OxJ&NJ)|>Ufww-OfUL339L=xpxeVMuV z#XRpHDaiq8X=}X+@cr|XeTorSU3lm}LQP=Vz^y)TYGY3Km>#a12vJwh2>7yZ`?)v| zhmKDU$giJJZ6!e3^vU3+eg1Eo0T&&!U^P`AHH)~Kk4C{sTY{4i0rB51i>bjKG+|3i9g z;3vRBF`+Vepz>^XzEF$5Mf8_FK>*I?+E4>_&0uf<*F|MQRU0uAb<;=lyAX<|ybD~I ztG(?dCC!)A(^Kw2#vKsgr|Loh-1VUZF8xuRz~0a>4dT`l5);MsREAh^IW1BbqC5sE z4E7Lyx7lB8Dyng`t}SL&Wlp&X{|gW$-b%@pY}pSXb^R@a2k-UTI>06fD4obbT>u{3 zYRoOriN#KFwn7@od4yEnqVG;V(8D>8yhTBoSj@ok?J{wZnGidqu+76rFtB zs$2NLV$n$T{y%V1 zF-Ij8q`G}>kxXVJaD;A~i>~Ui3w?Kj9aGl30vsbz1Dj|Lc zHGrMVWe9`h3x}+xQgX6ej|*41!5AP6EJZ8Q_tww+t#e$|LEh@$9x`;wg3p zG)j)1zB;eW`ljyn1nB2h&wUIvqy6*lA$_fnSnU>EDj&UiO0|(NNr%m$RhMIL%mASt z%~@oC&Yb-01u^SnRMcCxk znZQ z11q|nDuwV?^#?{POI{iOq=e>Gx1j(A20y9?Rxbt=KYu`(FkXsgZiSSdE$mGXK0zZT zy>E;$Ta)^FFL7#nj}iJ@0tG*}Q?LnOUn@8!O@cpBUcqKpYswLK#Acxuf51 ze#%f9#GB+efV}!q-WRKVJ76C)K6*AQaeQzucg`iWl*;Fyk0!6vbj8*j!*Rrqm*Dj5 zx+wnx@2$OX&$kor@}2Yzyl(|cgAG%trNAMHIH!BLR0muFLNWR8cPS7DJ!2XZO3spr zfPKWn1)tA{Gy&Jc9}MyUrr)*>=x0~3F)ncX7GABhsvdV7{SqVKTUdq+5wz1gk#z{l z#=77l81T;E{z5EH=enftx;sB6!N4M$iWF#U;+l(}2%ZJyO*}~(O1T19_Gx+{)*2r| zQnSF5>FuLcYE%0ud}4Pyox^FG(AnUVv2WIbC#KFxkH zAPj(%Rq6y0NPz>BN1vlT2=vqzpuRZlpXAD*zX~sVT~l- zC-64Uea0#+;9jRwd>}l0z9g$}P9)7HL&RZI#|&2>vqn-fkTug zgjV6``rMIg;#CDi_4a!jZDn@0TB};0B7!YSw*JGJ^#4b8bUPyZ8aHd5Ur_^eC&#}; zxK^2L1{VEF64(Lr2=T+w+y-p_Hvo1hg5{0dRc63L9&506C#CZ#prE~{T6=+Ipn`0J zYgYg=jVzL0?;d*sW!ny$lsC!1%>3Ir*k zURxNJaLYCV=%AMmvAE?#DzYV}Xa`2~AKFHwOBFAPN$~gSxoR%}0fnaVfUEGLiv*6t zmNJ6xHb9esCg$U+q?HTV?QaERWP{r}xiQw|XHJCY{D5fFkDrEk3d@_{k|hW&%KaL# zm%N-404-~wE9T2jBZ3%=m08pXswZ*!brT$*Vpm&*v`*-_*_2Cc$&d(|>tajA~gdKVmg?c6e6nI%3T5c}CsugAJ;Qw8`KSe<$vXDIU?q|vDnJK%>y zvytPmh6hN$5f_L}Vj_lA^$^xRmybTW-Vm&$eI4C!_d#!Qm`!c1K^vqyKc6TNos_M_ zvNn{&ALX-wzvUwt>6$_LBmwZl`0`#IO-o`OvQiz2oR_=Cxpkq{f---Sm9L^{JditSXwx1v0|B0i%Kx#ITjE?P)82T;oNnP^D0`EE7pHpEAH zoG!SuciISY$zXg;WDNbZ+XwzocxXWN1|2Iwxiz)@65ChR1 zsb9cqjEgqQlogmJ@rWWZIEYfAJq-}&rliur!Z4>Tl;~0rAQIEkO8LVI_nMFFtG+z% z%tC_JA|BTznJRn^hI3y(ljx}KX(=SMEId{+@B@sTXb{!FaFXQ%o>-Vd+HEl5Ajgbc zb7|#>(v#axP-!AVw~75TfuPecsj?SM`y+?c7JcbXdnshsrpKeFz!0FA8xGaB_3!yp zs?6gt%&L*RzJtpDg&Bu)XC)o%%ha0-O0GwBO6!dfOWvF6)1&9eq1*^z1E489M*@}; zxm}4gUis)Eg*7~8UErcL8l z9tj#+tpQkMaOrR+#jJ9@9fGq7??>Wxr9%tNWW3o^Kv`EMpRwwU7($1VvAS&Ja2g(y zW7nHEaR|k(NPOS8El&Q|Z87_@4)9Q7Lw404hkCR%+Cv#&7kU7FTLlBS%kqF5yQvxr9fvln*L@TCp5A#^d8W z8gsjNgjR1*;!E>+WPcP_Dq3X}CoTQCy+V~f+QMM2qF7R)E!C9eHiP>*p5R<}m{;eN zv{cMjamba3t>wCuLSdxIXY5$8A2(YBPRXo7Q8iu|p5_9_O41OjrSya5(k_f#(Tk8N zo!P=@Q6;D`qy*Vp*c%5jf92-4%+$u*2IDJQa%qONrRv`WaO(9A(3Lho@%LN8VSYq* z-AxU6OQ{5tcCMNMk&Ea@ZmjMk=ABeF7>~)t<*!KBVB<|!kB>Xhxa0L%EkPI>_&vL$ zBEI&K9fPx)*1&c3bg6_$>rFYOOwTsp?cIkK^Rj+zz0U?-MSS=7zF$;a}A{mF6zMG^8x&TTCiJL*>z#D0*Jbu3 ze$Kt)Y>RI$2P_0p5dKNhhH!A|uMm?Wy$YZ7wKRAz$0)K5wGobF{=V!LEpOJqeQmOy z_j;)!AgS#ATDc1ip&HV_dx00Ev<~76b0D>wDr?!dRR%y}sv|l{YRv>?W+Vu<(=^bT{wA=oBHJmC( z^MDSCd|SGz*T)n{L(Qe*v1qT388dv4Vdmv|wan*)P89edy7K_Z1|=vNBML)3{dDE>SOlvDpF%LSYYnA9GF?p@ESE96CDz-V zl->=guUbgqHkf%|iqLxvN?puv#Ag&iSji3C{1HUQHECgSO`Ku3H`u;K{h<1FfI?l= zp8FHn&~Y*z*zqq27WuKwgJPj}`S@p=Mk@__5=}mgX_My|30?$!Q8jWwW{=b97vWc@`=wYkVFi*i6>n{sxa$UOE+yAY6cf!`%`5i0qb}OMbtEW<$nd zu-d<;0#0(OXDH&Ui2yys%--mzOH6=3UAXzn-xMqT=(K65l-CXgNkdzh;~Q zrZNdy)M=|1MS*!uL&WLiuKp)_BE;82Yt}}D#UhyA1Um{RjtiiqSPSxz&y&Fi z6ob?(7Wk!%UT5pjnwqU~&iOPdJwfN|dnZ!nj)vzF**}a+(eU?r=1i##Hmy~|=d3US zV0kpTi;|y;Sm7r`_DL-UYASD#g76lMgG_>U8TIlJ;5H@2kC~BmDYiuSy|M&B9kAH) za_9VpF)~&PW9N*&;Jx+P z&AdZcSMYhNHV&4&<7}Jn1=sidWQ@I0iBRr~l{CiOd|Ec<9?`1TQ-U-amg<%|>4ru+ zJwDs_7IpgaIdFHY(vfO$c9^DaT;|WZ$Y@aE!zNVYvF^b~dFIU|R!2_m|K@1JV`4iB zgzWkEpLikt5+iVK(+2K|(JnUwnoAMZjUl{KEhe2A;Dl8#0@8E8@}>q+Sfo1iyE(GA zr(K_$PxP2zUhJ2m*dD3+e;GizvidS9Me{p2F}^3V-e3Pbpn1$|$O|*VO#_>?OH1-G zY?e3<$(7>J;wF{yp90PiouTv6#*93@`Zkbtp&pBYM+lZNDQlLmD#V?@1?o@_IPNXb z(q9H$0m9i3q{8x&9Uc8|9Z?R4^~3V|{86+r4=34Bz=40~U5|9VxAEimqmV5}Af~zh z16@?F(fBY{>z374HS>%3?MyX9I+QLKF$89&&@2^3<3R8nb7j>W^kzuPVRy*i`D#y! z9h;~q?F)wf;j{heV9}--#4pklfR2_yn#VIj?zwavQt+7xFYv~B)@1%Re{IC{KsuhHOd1xI2*sc*!FLOmG zrKu4`72;s+ji25NRarCLx5&UIel->06+X@)_&#z?xwrv*Rk2aY)vG*EP;9@3O^<2n-NN%U&5J;B7D43MWWU&`ita6X~DSME~%Sqf? z16lDA!njOUzHvC_c7s-;R6sdY%599ar}r|QXnn!QsE!0oL;!2=0hNG|Gcp_bK*R|L zc549W1qpVPVfaRZ8yggKstmzt3dDK0822?PHGjN06My%I^royo)zMZXk7p*=YmAP< zz0JHrc?R1`rJC89MeJ0(HlBSdTH$;^4Is`Dm_00nz6`bp-h=r6n#Q6pgct<1G_*8@ z_dNC+D=6X`5?>6yD<0E8TUvSEQODAONJ|UT`?CqL_MnQGH|afqKdu$-Ux<<2g{3QU z0&6imWYqtL?T(Rc*8$pUs1;hQ9;Aly1RbqtKM}{!NmTC~wig|GYif`*8Hbzq-*Ls1 zwI`8rmHTFN`pvZD1YvUGd`!6&UAuDN_FK#4RxRqT%Y-M6-0r5e_yPv_e#Ak`-*t81 z$;ZQu0T|5HhgpCqN!wCy$q?YG4RFzb%K5q@dWy2-le!LY=<27e7@GbZ zd^iaXHAImo=p-S$33zinIP}H3#*~Mi4!>la-~%+5iJc{G_GIaigliJjF_@a zx|a*6;PUzSN^F;us`GOrTgZNKT};JTj{LolV}-ETDbI9q3=aT7Nz`7H^35JO8YALe zBe5-izPi(Np(tQ~RPAU*ZSKIWt$~IXte`AG!|F}0e&A#sL{Dzo5^N}~RpSGY{?wtP zoIv%-2tcn$JsjWXOlkJzDP{rB?N_mTvzan>>vlC*B8Y!jcLc2#&u{nyBPe;g2 zWG_HUZ8wHABsVYripheZAS_;w`=qK^|HS;JBhC0*Ptc%<)9*?SH(cxOGy&-(C#OZD;Vp^hQ4$R$p~5 zVrv1APeaCkXo#hIo@7DTb7g9vewsBA<+Y+q2Q7v~opw5Td1C@Vc4%pdPUiH>^X4^i zstB7poN+$%u5%=^#}tTGdBWn+$t&`1!aT`ypnUH~2*688|9jJ-phgJ* zqw^UnD?SAuQ5JPAKBD*BfM_0va>#&XdWZ2#p6TJ7i1mPYeq0CHZ=^4@n<9EWV!&l` zk>~QM*%$2Xk+I|sDbe2x`>nRmy90g9rNnNjc~IOAj-9dqq1N|bJ=LEh5B(4SjDfV8 zgo`oH(mmVj7?PZgUm$MK31;OgFoAk$_f~~;vz)!*Aw1ssqT_x3!w>i6AXlIf=abO- z!{E)mege}NRM?`zAJeoTZcS_xD+9goX5heAeK^s1gC|w{9xEA9Mv(xeWX=2-)JrjZ zYDmq73NYU+wFSy?3 zHT@^D#zCL4GtRSc6L>{^7PC89Mfu9HEjDxR#dD-$uaA_eN#G^J91OP}VYafhn6nON z`oYk8A@ambYYyqrw||poD?~Z6Q3pslEgh(cko52zF6ZMT!;78#N4Zgew{7{DhbHX{j(Oo5$&sXH`afMpNdgsz z{Mr|KpSPFVY9P@#v4{+ydq(w5(dGveHTyC{PvVCR>)%wgUwEaD=gs(jc$v(Jhm(G? zene343BWv}Q@Jd1cdM(Ya%e`R<(D}hcyw52GfX6TQStv6!hd*qcM0R*J=im#nb<5q z$ZZ+nKKJcQ`1Xg&tEg2rJnz=(``l@a;#zU5RgP7y*F=~;YCof?K}rWWaIH%@YbR+LB(YiSoV*}>&m)}m`M0b{ zeh$F&RxSNy>9oh(D8^r^!XVj+Vt~Ko7)d~U^u!H|LZx+2n>>3ryZT_#knxb|I~0%U z*OVB)tL*HsL4P(?;E3V_5LVHYB-EK3K{kyrj**&r@uqB!ROapZx*Ky!2#r-uJQ- zx*!Un5IiESDwEH6izfNVq8iJ>7OcfXkg?a^)6>Rd)RiF$*nL$9GEoqnaZD5_*E!=? z!h6Yg3?Pt$GWpv)>xe{Rm-Bct$TAm=PE}JIE0|KrmK7kP5+S7&UrAYJrsPweLyNq> z_x0;4*;;mEFt;Vfz5&l7&|1X})Ws)!3o8+K1^7cyWbKHNv4@-&zyjL0^yYA_fCtn@ z$->%`MhRJcIWiAVD;%_L5d;QvtYT)mbp)ygdP9Ev0wKfEnSnXPZQQU2EQ`Lxl=kRbHKW51cYLpAe-_sQ^tIsH2c0Qn z)4k$B@O`Dm{;&;onNg8;1&j^vM%3~gGVX{RE_lO}6DU{VS2_yfiIEIlpw0`SBIs^t zkbD9J?uN5c&~>YRp#m7jlmT~|m^gbr#*=fGFK-t{1gzT>O1 z!Y7MBL<9;+z$dtxkga6kZwQ+Gw2I(K9y zpMw^(Jq>gV$ah8grPor-H{00ECt7_-mRTOjrt^sQV4M8Pm&eeBe$E^9ez-s()^+nQfAITj+nWoN~T6r$u8mEwMw z7J2iPR6O0`uhLs2gXIXFg|07%yiC$&x;agV=1+)15%>1VIok|yO zW{pD-Gk7Hn=*|9Kn(RW=F;?@HzBMmiLotIx?Mos`Ik6!*U338$sW(-87^q3n@f^yk z;N{-&k@5CBGUg}cxbp@C);2GunF$NTb2sve=TK4aM}HN5xqM~8@A0Q)hUnZk8xwv~ z&=I8f<*kueT7jYJaEm|w&h8;sEpd#~^nU5ZFgU^+fq15>TZOX~MEpRH`-;fGd5K&b zB`@}6GJq}YpHuXnINK9=btt&H`sX_IGxK_zU`_BEt-EyVYjMJ^KitM6_bf%3(}FWk zXEj;V#T?giPWDZqZbLQBhOe`RF$ysMnJVm0oC)#J(4v29guQmGtp(MXQRP4(UJU%} zs|@1nV;Cq(8%^g_nRW> zyHW$8;-P89(V68p)44PCcoMaBhNt;%Icf6e+MM^fM0PK2g>DMyp1vwa6JN6SdnEuB z#VC>bwu*rSHa?Rpf-5dPHlyJNP5)vxs}6fQ9msy)C}pip2z>M;kyS2XC$m2)j>nN2 zRzBEg{#MMyF8SeJ4JLnqgE`-@$Cf!38VwABDD_#X1$6d}kbT4w=`YRhvMbA#oKj?Y9*>v4ki_iSug}DmHEGnv?m0~Yy%5E1wtkVR)1&kbo~|{z^p32P}~p{ z7ZQjLNgs~DnbVY4eQK$`YQF=!e z|9S#tnse*v(|s>+-}aJ8&01vS=m0F%bP7a;1(NPx|AwvKXCKWie|;<9snLCAkoj(2 ziA1QIC-eWpJoYP7cn!aUQ!sT=W2_gBX1Ymtes)+_iIh-uE%wkNqz!PG%c1H`91RC`rB!HL4+us}=pNlCN1k0Itjs zPdasi|ADmOWoNRG=nxKdis%C)o2bH|u#p=83}RwuaMc+weOvMrs!zrpdI>G2a%9~B z3zz$yYg5dd>-{*bFO+Ur`tBEWkwfxP`TpUo!xL}p`o!pAwk}F~L1pS%$)E}wIU$x? z(~W9TOHaiQj7x|0+mpjM<&2hp+mwaPcZMdpm5pTN5I)+Aygk?I`=|>b!f;!6;63F5 zK&HRr4ov@xd<-=iDj!J?i%={yD({QZvax+L*1BET_iT5UQp^9l7&!B zz0ROvl#CDE7Y%$AO}3@WmcZ!zyAD2$eLhrfmG7bleEV%@)jSwO50@JkgAu8m-&4Li z%YZ*IJ2z#oRtNt$B6K&Cn&|oy@Q^8yMT+X9B+QeDRlfZ#g2LYKV_zyyzyK9HT<(3# zP&NKv3?8N^(1nh99THyO=!8{;uHSUckX&a!)&2N`*8w912i{NQavl#kup7sucZ!Ot%prup z=PX6yZ~s%(oRvLjWm8Txo|$RH{v_+1#Bd2|!6CCC<+&N#HD?8+JZgOP@y#jEFsHYG zd7ru&At=7D9W`1xHBAo112D%9$_xg9#$ zCh1OB=iZ6G1mLcu<3GTmf!MU5-h^pNI;FvdioyhVm=x1Qn9AOoQqhL=puWX21e<>5_iF?1tx>!XkY(|H)-l|Y zRo~pch+!5#zkrU6&s&b)H0HS+0|Z@!{A$HiRQ(ja;PJd?xcsw0*k$j#{wbz&0Zb=+ zl#_(gJoC`8Y;8^8Tu-kY`CgC3_cEudnxpDe=8W=~pQI5?JBfQ08?K4b+aU?-8Nty< zcI9MeZ*$9MN86zb495kD;q1DnyBEp@wNpArPj3RtBS|i@fS35-)wkeId);kVm$}k8 z*yCJN{BKPhUaHf_4d~<>(D{v&9aM8H$abgiPph|KAF;dM^=`T;%}0#t0LDT@bb$j9Ztc?+J+5a6~< zK@!8P8I#H7A)tqP9u4=5;BGK~Pc3HM#O;kd`Qz;-+LG+cYDQUazWuhAixqsr^X5A= ziD$z%KWebkmk*K&ZC+w%S7IG!@C^4^ zmMnn<$eP)uLUl-<~D%e?1cyIha4br&Dr~_z$gOIDSN*Zpo`oC`mS*^7r5D| zK@n~2&?lZ?7w=RmOco{QT7U2@)Mj80Ba0EEczXOxwmogdcyO1%-PTQw{&5QU>DE*^ z_Vawz5CX4`x;9cdm}G<%L6daJjGo3By)^_A$#tEirwF?)@4sTX;axKihi|>+*vpFN z+)00cQ_mbnzBBV0_fy*)rY~LoL!mmSEb~J8h&9t++6M0cM|qlyQb#qB8TlEf2ux$t zh|@%DO+m3ely^LSSdiT5T0N{OH?8FTaYxg*wVyq4BWFSm(Q&#ha#|`Fvv3 z?7A=bh`zH@g>!VjP!y0iP*B0^7UD=`sFK{!QE)r#A$Kn+%l-SKm^Zj8_2NiOVN{4nMflp$LvLi+p&DVF0(U{B!mrksIdj z3^lRn#h(A|$LsxN{a*{c5Gdr%x0&YOVyIVsP`vDW`z(Xo++8hHP4e@c;uM?{aAMZ@ zkG{znmrWz$yM}nxx#PKccoD0Z%Kl2(#+k8n3OH%;L}>C10%)jcb(M~Tl47)%C)*={ zUvOo~Y=*y8sKNiuwWy;L`on3B_#KnD9w|E%^i7DfYwjFr^nSuQbGG_`?b&Gy)&UEh z5)vs;XzRZtg87FsJwB{5va);yc~|qU4-)cz9L1>?GP~4AVfLtA^w#!BD`P^eD&xW` zN}3cB^(nx^7fADdjC=fJGk)$mE^s``b*(yT5uo9EH6?)eAv_W}RxoIBrgf+~Xj=m~ z|GhKnSxvy8Vp8ijk==~qxuoNol4ix15sq)pdpVmCc_1&YV{dW=gj*BHf$`dRi5<$k z<2k~I(tqjWEX-0J4T=$OX3b4z7$<+edvhmyb4&L$Ol5R7NOsO<6hRAMcQF1lY*a{KO%SitezH4SJ+udlnChP(D!ifipTY?kP>JVSFf~3H23X53|QNBQ8wp}nKz=S zImP~uqIbaV&ZY6ImR1=^F#pq2lp(? ztP|>DSfaZ*L_5hfSZayA?KX)uz5xe(H^9m%RR?ACcc)or3CfE?hqmn#uYW8|e2xD* zb!#MD4x+j+!u=)gSXv0Qpd%q2Td+U($J!*4o;Jz^ebhS%9M=fO{#rtLE=C*?KP&LM z0G<>jJ(GLxHHleRc z#nSBlEMuzLX+1Es4%BUlWy*tM6*>kJlB*x??Qme*SG%Nh#8{YraU97b z{}AUfPBRDu1?EXhKzX`&WpBFD(|C2aM6`XC$EL$T&)E1{c{XVBemgNmj!Zb87xH3Q zap~kK-e_*%u`L36_?o&-+=|EVseoV0{$yIOKA^*CA!M;1}o)SskS=*a@1b4p#Qa=Qi zRB4?p8SB&W^?CcX`DR>6ZhwB}DzJk1M6UFWRx#IKbYTQU1A3Ml+i&#o3uGfSW)Na` zbK7aPl$xAw4#Opuacz09D>AP{LtMSH{Ln&cg^#cG@CZM2|65~R*;XtIf2^b9JY(wi zS81B{ZW&fC{de0r(FfK{k7@!`!@g{k0`d{Sb|d;C4t;y&oRY8Jb+TZ-K(&geBl5tg z5wo%g#7NraPQvtWSO|c3;Y6}Z$Ll!N zRxQGUN|d&bA+_K;QbNp^|2Mhjn!Olrxxu+->XHsrE}3uX+`=aNBA?{NMEV z?whvLRvhj*)oY@F8G)ASLODn;_vR9EXV(I)QD&F1wl*tSbG)d(X0Zs|Gmug|U;)vF zzn~MprVRuDMB3JF)z*Yi**8=C>`RE6p-hZD_YFx0s9eRY1mlp4Ov$Par2Ff{$j# z|0Pg2P$?0q9C(J9f;K}!^xEskkOJQa2rqS8-x~pss;|Y6rR|b^ibsc1zu$316&OzJ zw6bm#gf!iXFsFI+El2)xzw7SXg zeSVW83dLNJ3|a0#$z2hX#BXIYbO^RR}l0=dK1VW?(yNN0>epBn%3eKkOhB+5K zm5t6Q)Qh63+WXL77`UDSixW{^fy0ejT)YCehMEa}4IgrI2MApknP%dcsvOMHWx@bf z5|g2}u)mp~P$%{&8S^2B&WD*ddB-9_|H2?>bO?@S7kDY@Qven^tkhhwf+hbt=hFe8sdZqUA2;cl3Emq< zrfJZ!47u0kI_o1t`vr-v=gf%%>}XPd^fdQzu@pF;@orDw^d{oeuJW zK$u4x!gLIs2a54q{LPmc@)<^tbW;2kIp1b=Qq-rPt7VZt|Y*#*CS5fehC*7a%~j6xG6~+l+hgKcH3SO>c9g-tQ?%s zJQeLl{UF};1J_B_cC5O59-1}BFNDOq-C#Z-)C01Q#iILGTe~nT12?dj03qYqdLncj znB{PCg#G;qb-0*XQhK2AsV9=+OR;EnDi__p0O|$6EXKzE#tM2#Pmy=#gPDdc8!#L*v*s8+Bm9Y1$i51u8iR~?o`ltHzp0~ zngGe@esYb4b92!$RbJ(&*lL#_Hg|I!F+XAMKYgKix%fPCN&aMi3Xgn~L%aBa+oYw& z7RPTEhQv`ZnW5pduDTDM1rYa5^>ZH0RkngGG)cE>?`96ovIgRTe3n3)kZIL68z$9t zgz9He;7oeac2drs2E%p5v-xVLW^WC2Xb%*Z-Q-+LO?9XNCy%#tNQdG#udS7E&v2k2 zl|PZfuj~!WK9V0LQ--h;MA6#O*(ok^kd!S!cgvC)&aNia1TW}9fS+i8R=Y%vys`YK4grQDX67=Qft}UmjmhMF5?;9M&L~rn{Rwoa0V5KUCQFCCX`Eb zLT_l&uk0C&N;3=Tf*N^tqE3kMDB zA8KhM-WM~TgzwMU8UiJNA4+Fd7vU7L%WjqkXYnV9gsXm1O7adw{dhq-jJE*-MFOtVBkRPNSje+Twr}lQZOE!X&-xx+iNs70TGQ=V%?WNp=_&&H_ zOw&}jl=>$07l}?_J`661?PwaT^mM$N>9q;bvf-OD9fSSB^gSTfs4SRwLuFn;#Eb{n z?8?_|kH%60={PVW;Y)M~&Y+1y4nwe#n)cD)IDRGhxKmsVM=?`MG({nGn`vZ3Hi1}`8zWRt$iRC{B*)&0&19 zxpF8JpAze2IItaP(PA3g3UAAkFTXCm!~*Sh6m-wYcgKAiuEi7UIxo6D6gecHY9`2X<@C|}Ko@4gSvF$%m`DeZ)3r=sf5gzL# zswY*}&hbfQN#ur) ztEV6V0)Sm04=Pm9xxQ@w&NOY{$UY+n#hQI)lP|MPGKS_ngpRVf^BH@12zK$dy$&cb z^qWpzd8^BwyxNbdE2f|hG;E+Z?xKX|qrWN9YXE`ft*0t`66oq9h#?81 z2m9)gGWJX<_lw<$ud0WbOYqWjOGlP6Vf=fPWU>3;htpYTIPA{}sAil1IaCEF_u(r2 zORP#nYy|VOtcH#~oqF5NM9F}Sn^6}yh#A)=RUFW(waww>qQFJnd7HE~tkLxUS&H`j zdlju6$n)vCGs9K+*x1Va0pxvvcqDYRA?m{;m8NU+CvXe(sDiG1m_ck`af9fhTGbHN za9_WOac*VVyS|Wagm7*d|A(Y08$=nO2sYY(I(_sytdvG4*IY7(%hCf$WIBlcC1w81oxFhFzDn{aE$ex^KNE z*mVwt!Mjb+?%A_S+2B&__PD;u!WdVJpydsFtu%gLd~hQ7Fy`-a{(c?25fnA*hhH-H zp(}uDP~Q~f771pLx^fWW5GbCQcz_^etje}!Ue`yY6i)?iH@6P)!YYk@X$&3T)6S-P zMpDJ<%L%*!+oG)^1#1rbB(NCfUD!0h0w@4~E#M|xNI~0aepbd-E1#_Z9=2^gfaI z?oDcERA{?sPD5Va5^#&MB55`kG|8`?x6r5B7Hj}-i=Tr~&BpBu*^Z*}y1<`o+1pn+ z%73D)QSZcx5d`Nb2?jFbn;Vgrrs_&TU@8}P(CT32rC68SL__wXi(Z-nH~W+2gHJ?CbIgUe6wdS%}ZNsRC8 zprFQsqhTaqnmh+P4#RHw{G+8GF%^^Jd*YL(ly+j6|7UO9zvH}q%;qZNf7_7K# z*LdI7jo^(^A1h?I@znlklk+UOGnP`EUH3WT+x3sK=SDQHLZHlYi?{GJX!<*<@)G8a z!Qp@ZSZjm()X_2Vqf!E{-%gg1-?4@9-&_~Zq>HU6$rCLsp7QK=bVS1V2KwLb7jHe)i!*xR$}msG%*xG0 z-U@kWb?}lNOa7|^vfR~@Ed521NC0*BS1GAXC6lOZ4mPK3Bug&>Dt`~m20uTK99(3^ zM!;~Y_2F0D^GK@m+qg;&BoX2ca#wLQz2z{Kejx?h3le}zp)~+IK*YZ?4}OT`O2e}3 z5(UrtRv;_F6nSoL1r^-o}?NU@Ufg_JYJSL%;;TuA--ZHt@9H8pOJu;C_D{ zU_vRF`ghs=&FqpC%&Q5 zA_926cpRL??Go{|6aB!eL-+lq4 zU*xXl@B?i94NWTgJ!pGlb_$HQk9j76K(Z~#ZLlfVZMVY(CwC9;$|da|)G41K*@GQy zH!@DivjoFDbwxF3auo?LGvi(+x$!xS=v)v;2xBk~ujyXwl=W%5qn}}UMP$+O5HnAj zN@>7=cuUP{69#Mf)+r{6O?}*tmL1Vyy{tCmUp{UK>ka0R-h#Mmm(YP`G%swuyanOy z1SldRT*}96GgcUwaK0C00NJK9ukwz7uHDSFcfmwytzPWPLb+GVdbZ4eUc{~Vc_yqCB;3^oqJbTHvBGBP)abX< z+tcmCJw^$&Mf)(Ibh^;>DE}hdomU?wI*XHq0aAS{g-NM58Bzts%1<$Rp}b!Z!MTJ$ zf`db?2o=8%nDN-TLTaxdHu(8x^jgcz#~X6K&m#ix4nkb-uF}B&xNn45%am`s?#9FE-VV;NyfhDGg4HT4Z z{r$@6LL>=cq68@ES|N1+neb#l4x;mB{NEGMM&R=;Td4Muarn6d?J%|S)C^N{@3tB& zha~it99ZS?91xoqW&x+w%%^#gzskYdZOObeLrr^ zAt8WNWytUR5hf24rE)-V{Op~+Q7xX#dKQt|xsdpKe0`5#^Y+<7wktvEwi1H6Nk`eS z6&IS1F^(kj9DbsB7Np%@&6UWI_tHrDb@7z)ZB|P2M)$2uh;6=k#_yy5A6T@ zT7W+5YXrcJp=QgR7|_oak1=Lq3JMhtPw6bV${ZPm9>r6^R$1ea{zuddP)y}gC z!+I#zabYVnHC;X%eqDV{=RKML7B2PJccztDZHA**iFS@KPfr&uuRkyAUCot{#4W=q z8~|ox?zox4^C;7uY}FKUt&6M=fOZ@`g>ND3vJA3rl>^i)a5I!2o)8mh(smJ!u;W&A z=tTC*_&_wtc4eHsUbd1mC)kp~hmR%P@Y#RNhNZ z=Q@_;UPYN_9g;(cezteRx_AqnpO0XBHl3d6o)CqkS!5CE zoJ?c3$n9t_;%QcYHsn_ZX4BHv4sP+f%Aj;o*OLq9>d%$dYkk^ks=2w?bUE2C%18{K zL!$6vvUZLJ@|>C{Xu7aZM4B#go`HsLPp%!>Pz8P*6;Z4HnR9DZENSWqr(o5TU9Y(@ z%K*Eph++?Hp6Wj6WqF30?95Aymg$0@T0Mfd{_J*GHV=!2LBkRU1Kt6fa#| zDn4XZGCO@>L4+q1PM?=nta4B#Q=eHQqDzwezEd4sKvo6h)3X_`Q8Od7DSR*wi3=tP z2BA1Aa~qdsuFwysk_m+PH;j`Vp1WHDql+m)^kp1&t^x@wzW<9VG_oj0Q^yWcGI2>w zN;Rr5WUC^`y(Edd#x%QZo#|pPKRiMvU8_NE@HW7GD^Cq$-|llnJN}GNbGG6JC`h}r zyvVsb?1r5(!=6z8RF_Khu2oSwA^7*q7KX&F``+N>pvZ?%I;b=3&x^nI(H>p)B42&z zZgbdxl*@}3h44r_Y?~f9H7hUics^Mhh<#{B|4vRS z-Y_K36a$tXW!SpLZ2H(D+IH~x!I4?2__(Oq%PpiIS>V+ImVP`L4*_ePaEDA@c96pH z(Xw+9T4`LL%QoIfxAL(I>t>ornOx!88a5>aq!wZSt07l2XkF{MD~;9Tko%b;uzHv9 zXt@3Sm0;z}9L@6vZt$3a!=U1d#8MCITuz;VLKS-^c?$fus@E{EULtyDKsrP>pf%6t z&sD*ThXYWc!F5c=X>!o(04Il$!C*s4E!tvv$6sC6R7r1;oT%Iudx3oxmuRBd2r|IK z&yP&kX$vu1XY@OPoO%6gy1P@We&u22hA0%MZe6P{^Ybjgmg+RAhqdpDUstnWqwR#k zA12up5hj~yvvCafw&s}XU4Lc7>OxeI2`%E|BX(#*sFRv`95cL!gHs>eSlqRt)e7D} ze)M#iQ-OpgjCNqKFazcIHI>Je$JBOjf|FF3A(95`F_rR|-9iRvh$2`H^IwJRga?3j zrtty=^B}4R$shX8`%Ca=83rp>^QfZtswql(%=}4*69k2xNJ$Uu?p#O+&hTd`?u2v# zJxn?=hy-@oJjS%bGN3?e!7!ignp4f9og0%PVyl9FXi~@$8|uEWeGXrDb4=F0V$}Yd z4g$qkf;>q}13&roFwjp!9&7JorGkG{?hHz|xj}p7nVTY z5y`K+rI<&_C0|G6#=DQaMA2mS`P>?$f(a-aul;w+P&?Awx1`mNwfna;le9{hdp#z0 zB2KD$=shg`n!{}VZG{V!ePEbPhTq%=;ZH6wvA%n>Ig5$^z6A=LAYk`(vwdn%X0SB*@=SuT@g=Oc zV&>tqc^q^!P?uc~KA5)@9}^#v#HSf|#gW%^p#C&F@0)F{mC)>Tg5N*vJ!AF|CXhE8 z6IqluIu;`9x-;i+%nzO|3l@YL_bhyA@ym&y7cy|i9S%~x^*iTZ2=wh zvL~79!CqgMrbMAJDf)t$6LWv+Map3|PZx?)xd^BpZWO4%+n=h@HkLbngQ}x-aW40+ z0x76Io_(B`I_SEY>x=?7JGd6q@SaxAXWE$SD^s)7tMKI!FjZ1-L4j#P_wM;x-g zyx^9-=dN!(pgvsAl*%A|6){-(%NxnUZ8@mpGD^%M?YfOb1St4BI&^>MWZ`qcHHr|4 znD8_uatfY8Q{T$zFb~_=v+pR9S&4Y zuE(Y@qf|So)M-~uC_C3{R#kH8hwjt@8(!IRFhlL_;gApO*Bwgswae0&Rk0)w4z>!D zxX3-QRfmbhO=vI>Zassd$c+B`h`_XH{I%j;JjD_TSq7`GCH%sYb%0`cad6#f_2`a) zc_Tb{Q>C=*@& ziarVs1$9)hwF#XzMwhJsLISg<;gCSRc)EqFoBRR$A^BSW3*T|BwMRJP0?G}2P8 zR>8_3#2rQKsqzmb@#1~^tJNuw?aS97IEv4J{ArUW*M3PE{cXfagso!o<)`wL18RCT4c~`Kz39PJX9?$XvvT;SRntQZ%@*8qR(h;*0WeE#_fmi&3uA z$h!VSjO6~Ts7B# z)^)Ka-Awl+i<+H@5yC(2trzl7{E~N3yNgc^3+A6&wjrRBWxilAO;Uw^ zLLbc{Sk9Xru(8gUF1H-M7vuMr|9C^oO5>6clf#tyY9n*Y#xuSMUL89#1IgNR z_~!b5Ejo>s>vGj-kY_{hk8rAl%!|qIc0p9DNbZb(f2|IMIKN;aN0q^@xv*9-_d8O^ z-%@JX;j-~g9PA{06KssuIJ;BVPhYe~-M(#W1;l3td2J#)nv~#lwC0F?B&v*WK$q7t zcq)PzwW`}%I6LHtU+kiJByx1!I$ZYgI+ljOR!VJHo&cCfYx!0UxTe<(ni|)%IyP?? zKtWgtWjjwq8J0tg@aMr2UAG{mA?P zh`d5{lwuQ`hZpTgX-u$jH7#9QwS1-Bth9Gox+S5c+iZG=OUOle8rP?Yuy5f_e22Z4 zUM4>cOH*PBu!01$(=|(v4P;8_b{>{T21w8jK8LC*T#cCV*0d$AyGBAK=8`8)!G#s` zM%G>Z2Te0BN&yYd(Rv=pX>Da^#<<_GVLe<3E;R=SMj}NJQf9p!q@8wj2wBjYQ-FUf z!yZ8VH%l`rlFCA1`jMbZ?^at5IT9<9oDSS%f{3|cFst7B>WA}_PpCKmqew^&w74_l zc}!Z(lox%?<_s=t(w+EUX}CPsO9p3Xg}>Tt3=2=?z$BN^H;c)> z^~|-?si7gZ7u^4}MyDs;5Tp+C4gpv89XHJNNj^93o5p=yeQ|l=ly(n>VPmW-H=AFU z=L0~9IysP@xAMh*Oyg1HKE(v~d zOJYcB$p8y)+xC4=%+#DkslyyH4;}n^XH82`LFFgsE?ZMVV|1>?^bGQtcgp=JP@zX}>;^Lsjkr&W<>1dGg62pu8j@`nQ#93lR9ItBc~qpm#== z+&wi1Ov-phWkg&Z4m@8;1>7IPJuqLaT2xscaKX&q%n{x;#p7RKwP_C|!wVRS$)u^O zYtANoo+Gj?hgEyN{*R=jVXeXh_76>e({*$H=f_=9=>&immDk@a%;4Dj0`h|pNwCn! zIy^%8AZ`y~4JN%&ZyXPozSx8o;i+!|#&HI(q?$#+=%gPCo zq)t9h!1Z*(66KnC7TL4!fLLdsn_!x?F2j2WT=fv)81`U%O^YpPN3rM^oix}r+IjKp z@$txW6}zr*R&3PhOus1tNSz~AFgdFcR8qiDCaqtt64ykc6Xat(7D@2|gHQw=}W&?EV+-keg*;H%K zUvFR|XYY_Q?Y2SHb~5zMWdeB!?0{kIm|c#EFYGOniQ-h%xE?VLN$N>}0HitxqY9GE zP5Vg1`XlkkcjZz$UculA-oc7Za6jD>yC4iezP6E_#mpiZpJE*5>l+6IDIppm9%_|Y z#W}xdl@cJe8dyoilb)VgnTp_|^FVj@c~5>ww26ycRwn*J@3fcXYJ8?*v$ZqAcK~8$ z)^{#}f|;o)a&T3w^Bu^`Cd?txBzOoSXT7Tw9M;;S{`sf!IV`Dc&JzKyuVm^5l&GZ1 zVNs6fH#Y)oZ`jI5*J9(0Y@6}yGwntkv<+D^Dc8qP(Mqca8?&)hbk{o!e+#Fj#?|zX;KJGK(+-fy4X~)-u;2g$=V1nze=_k;aj=p8UE|GQiKWa<9~D3s zGg}Mn6%(>j?tZ;R;+FAb^wF>bn;_p>^1YwY&dJ|f>{0@5Kfe0hny9_E((v0}>-i^xM_c`20VK;f!; zs)an?v|D7YDFIsWS)HJnR?97*rH9%gJ)Y0RD6&~Gd_B{XNrH!4I_=l|wKR!x=A$*2 z?S-W>@){cV1b`fQd=&<+g^?`XfDm{eZVj|n`S}c0`>m@quR=o)6upSL3 z`#D=MEN?3*AXppOLbASC5YZBA^NxS-f<1B|o{|;+UwrC2?|p%E*@OqTX-XZvLN>~i zwA+ei;LMeFl{AVM1fknRTa~i6i(O5p^#MVpc-qw3IPPX67_O zT?|h;Khi&(Gw8EU-ig7IapDpCY>2V-Xzu)h$kbG#KSYgC!<^Q$&yEr`qx-cVfNH0` z{xUVyp>NMyZK!eJ&RnT~kKTq4Y_EoSn%@0@$1iwU?Qtshc7_trjxI~bpJWg}7aVY$ z)OTi#?O&r_n|~wxuew2^Drx1-U!q=y>*6zk z9IY*@9Zi)F;BcDIXcK_m^i51BP}XDUi{-G3;HfL=ECceU=7Winqiqm%{)H8CV4ZANP2;xi`5Of)i2ch7N(IQ)NJO*ieej~#ZkgN5MUvu21z3x#Jz zxCT5_OR`fn&pwnrx$-Vi9p`Pi$Qwh9ecqwu66e-=)-gLTLQ?LYCEUKKp19K#`__i| zyODEp_xyUz7=j8$f^U9#WL<_{1MHsOJ5$hEE zye5eOY@XS&q-MP%8B@-o+hAM<&K|wQk{U@wuEpon&QwUJV6W(E@DJD+y@hZ5SMgn| zmB_Vbm-cq`0E!Zz`tgA*X=;THpV)xE3F5#;dvO?O*_h_iv)*<=Ky1ger%u}BIi=P@ z*kG8#>nY0Lt<*(AQ%nMWSfm|^`0m24dt#A2*dTOu&xHOR*e+e-xDO`}lib1$f(Gf& zEI{3q@y%C4>4m3qEPO5aR%AGW8`HqpU%pv+Yc&wmMu(GV-_QF0a(BnhG`I*n&i+Uu_7+0SA* zR3U9GIMP9Is~uCoYYZO|8F<|v`K7}icClG5X6fh1 zJ%m7cY{V9oYK{{E1^@fBq;;u6Lq~eT<`sWyF~l-SoERjS-?OC zKT~K)?t+S~q_dH%&EB{}X9qG3~2stC7AS6!FoMmh?G&mq17=G)v3|7 zajPIAT2VH&=tC4&(m0@I_t&;KvNq(9R|9G>b87&Ag?D)` z#M+J|Ad~3y@;ZaEo3@e!xbX_KrEy^+el|baAKKj)$6u`&UtxsazzR{tKHeN|p&$Vn z`CP(V1VM0#^-@o#z$1G`2`bu@43AYLVLK1E1wIyJl&Y2#KHTeMNtMVtoQKsFwp$eI z^qYjCO=jXP7%)o2T?yDKlRMUZYcDyZ=f}3P*>t;45{WgiziPR>tVYy}mVaNQGY0Qw{KmNyY=@THT8Y4x37Tr;WVbTqQ!`}#dBK}jijQla802^+Lu9tnz384Q$(u}@6b3Mkrq6JMWz?%yOphr8 z^DO5U_>1hsn}Pin2gpeNI|^ElfoFtEbPE|o?h^dGL9u}L_qIsUj}cWoRP!N?>Q|?Q zwQn(%?elh%50=Xu7;dF?G15xGP)@*OTRhgS#FYwyyfCXs-KNqq9hyV87Fgl~(NoQn z^zs;_6j0DS(&P+=V}jx$pAU;8%&GJ@e9Zd`7lV=o$Yx2EJ$>3Vmo!x^jwv|()Z6%P z3nU>Sto%0nY~FvuiXinFx5|S!vPA2cvYOJ)qLbtNTo7|+NjOGEB4|{8tenVG(ze$OVx~vGuT5^1 zgI-bcPUW%Lm5wm&j%NRGZ=qj(#Mql?7F%G_rA5$6FnZ57@x_n9Y-V z|JKMqMJvbu`&K_T15g!}?4zsq0>oZ>OZZJ~hyt$t_`@h)1JwE zDyjd?q=^wgV;M&-2l*6DQi3-dcEj~in`ozd=N5JO%fc$+OH=e5nK)eUHq6DXaq1J| zs<4-0@%p(oG2+pkToCge)hOw8??E!*B4R3dXa+A<&e1}D)Oz1nMJ?_V3--Yz3W=gp zFSr9XodTX$3WjrKs(?~FWV4_IQk}spFF!zXd z$4M(L zs9qz88*x?gvn|RiCt?K=cVnv@*g5*-K@~ox+o%M)`7iZB3k>)oXum?-V|{3S7B8%_ za|qciz)P6pOzLGt_>LRk39en+n~i zPM_Dtf2Asx4Btp!|9ypU^hTC zgJjYM26+5?h?v#UB--R1CgQ|GPUzH3cgtjy(z^eGaKA3w#w1Xs6FvR@@XJ(aq!K}L zVG@rEsEl%sA(eVBDAbYIRREf!P+q9UCePLp9kJ9J!-I}Ajavuv6zkb zMjoF`cpe|G+;D3-lcMwNlc4W)jF1!i<1&!0=Kss`cQ2JlIIO2t;Kw-KEJi%_*+>#% z&$G>zCtI{k0^(Q^r43Bm`_fDOx3u>Z*>S3OYEhv*4st-X*0!;tAb73fI= zw6Yy0P+pE%bvLJK8IS&r45TgG$9l;a4Vj=tT_T}*hdMPJizpBHp45TaH;V>Zc^8pY zQA8--=8?$>&TMVt!Q|q{6iZQwlD%S-U%FncEZ=bHF zIjF1E;w1c5Cp)3{)TiZt@0o|iEs^QO2e28>-g98UL0ooOUOs6#7DqhvG4*_E`Nb~o z)L{)O`awok0>?YlBeE;SCQz2b>X{(+S8(2i7LMv%&AI6ZpU&&YByZ{GxBv+}s;ha~ z##La`oIH6374?gl<-daUkrx{y*0lARX`bX(9w7Bo+dhcc1>L~Xberjw_S5@AQvO`) z+AbDGWi79tGT3MhSP3n>rVo6CBlX{&uwfb3PUIViK{t-7x?p>uk96Bxs!^vZMHS$q zChVKN24*dIt(zgp!#e}YrH4Q$>?>8oAJ`mSUIYe#p-VaUiV1~7QhbOWW5$t#_djw7 z_(!$tf?+Znu(vur<}~hRffCXCV|UrxK@?x6h6ETb3<^tZ*o4+2Tm@W!3cM%if<~W8 z(cf!u&BuuCgnz)^N#f3Ul{N~wu)T)?!?@O2xT7Azc3b~sBjXG|Unr0|jf;spgC3AF z8%B!ELmX8MnZI|3mhoDiI$hM0PecblM0PM1>Q6h4>Fd{rN)H8Qx+knenw`u`nQ&qc|&UCJjz zHSPM67(cZc`qd85{^hEYB%fV+1rE0afeRywNvQXDy21*mzy>=kMr=QpwsG(${p! z)A62S8GtdhKQ6D>TBDBZj+Rx+TzML<`yC#A`umXJIsRgu_$I&b1g@g(8 z*9%A0HV0rnIJEVl{zBK-Gn>NWLdKIw>7g^o3!8sr)^6X-t;x)z`DT!YQ=gOG!n4?x zp@BHI4=MakPUXn5^^zFFI)tmEP`0E0-N1&Vb1rvhK8)B+F)X)NzLOe4&re%ugMCRS ziz=8(ie-MdsVCM*P851D!vuAg6VN_+gLr;e{aH!z44A@SDlNRSSYHu#RB3bm+PK`@ zf9qf_b08X=bBY10UP|d=<0D$Cj=+eS?RHPkJ;*`A!h)EkTmVG9M3{NJ=Im?g?rg{c z*NupRtFP+YIjOM;qo?KDzZ1vSnhaXLzuF4S(6g7gvH_@}|EbkAd&g6q z$EdlasTU6Y zoH0IN=O>h2M+)6nBcU3aulF*T2gOM-q8!98BN9I~eu-hn9LnrB8)1HLl^+pyE^5xB zYkR>h)X;dXcXa6FK#YE2-oep%CFK8v5tJ41e5udf_JvZ7u|**(8(mvp6~2F zh06aUxJ}i+=@0SME3|6$+E3o5iYS0E%(dQj)LYzOj8az;Of_#HZ(B$UtVpBc?RV5M zveNYHp+ib-MrlTm3EV-p)>hB~PkCqlGKbjPEtz<8-)5O8>$?>eQfQzC*{2QWg}8|U zjF{I?XAEhR1Mv9RV5J@x#*AS$kdRT^6)MiHE|RhaslE4f$|=ymdA3xHC=JYTtg`CG zCwKwPH<+awJAxuYgBTjZ4mI_1Zz^bb@5RcR_~F3nwQ+48`fTQMBv~2ueq|h$W+oya z42_gmZ1|jqIB%f`I?i$gVNN+k;H(d^hQo=2Ew{m|{hE0(zG@~GonuH#B5^VbHP3tj z3lAbX!4bM}f`d=?ptEH*&NxoIP&T0}O54xNt`g8f7@KaBjvyn8r$Ve-F6ZNB%?+NY z8|Q-GNAI4Q!Xiet(Q8t$DWDYrZ%pw1>Xc4^{?CY5gl5v*u#IB`_oLoBNONqCB?1e~ zAuZnQdLNlyEp+y?Q=+v!49j9~=D4OrUHET&8XzJS4VOJ!4YqCd_!IQKUHq5dSjwB& zZQaq!a`Q*#KR7B`5<*y;H;;fQ`Y)9`k7=&rnUO7}5N2q0=Avy#tx?I-z7ys)3eViQ zXsQv|G6H%-wm?7)9o<-cGLqx*(jJPAiHen7>f=8A?FSxaT1-DupSNOHBK`r(X399R zG>zYq3WW% zRVFitn*i0T?LqVl0y0lpv;?~Qxu+D`K!`rk1wtQ~$_?@SlWpblq_F>+u`>~BTSdWshVL@wzbJ4iquBI>8PoMr1Q8b$#hs+|F|?c zKC|7Do9sQ%`e`JX5?-RsAti4PSrZn3z0A7aG-E@A%bh3X3Vm`S$h z0sO{ppa~b%TAtnY`g--s+MT!~G)Q_tEVNc}`)LdYE&0wOCW;)Cwg;kP{R%v#8_ip9 zAM6swG@=orkY|_xl<0Yz=@aT&M|G<>(agLq9N#qG{u-ohaz53>bAg^ItH6-Jia7Gu zmq4&=<~MBLUqR?=STY80Idu=NepYYeZdRt!02t!k?kS|mlEKVKK`K5|Uvc;+Yqu?z zRzE+dRo)DGFIQ1(1`n_pV*wiifB@azZ))sj!VJsgY*o1pXj2}bX5C;&RUFq-0>@Q$ z4}6G?zzHk&^yBh(2I<9`c>oBhIIg-m79c=n5#NJ;+d-D6Nj$EmH#csg3VRuORlT%T2Mb8}t1nS!6uQ%C8bhAq_C`EVUKgX53A|qiD9Rhc zHOCm729nK0!Np>#z4aDvZ)RBdE=G-?N-c6YfUr#!#5HWe2F222FWbj`hFX1Bt15c3 z=5vxs^8JZp?#3uC@$NL8!oc33f=sZ=reHmsTjA@gVlg#x3KwPa)>T^=T=#v%_&#i4 z-ms~T`SbCRBVUDsm9p_pH%`nL-`h#f8APbbz@Z8A6Ik0$AA^*9p13eQ7rLn$%lLvr z^LXcMoGma(;o-rde-2SMrQ&CM<5=uC{tM1{7rEj|Ywz$1$uLR0iUBkd!dv%0WKA9A zsCMAWr(C<5bAxur1++#M3hPne=rw`4!cK01$ydL|jLz%f?UEgdk2K(jU4j~8VMt-; zF^7+1hT6a}mocBNxwoWqtn3-leXOT2fR?2za2t8-#`s_=)=Y17nX~$<-tNehQ>&hhieNxy} zVH*0@k?wyXsvh)%2zZIdcdrB($lwdZnjXUz=)#S8nW^rRHB%gU#Hq|*jT8*hk#Ejp zc=LpxRtX=m*2=>0U60pS60F)+x^t$nN^W*hk8SH-`l1%#Af~(fcdal`quJ9$zXr?3qfe4Hr;`jY$=>v!JR1N}4?qJMM-&qebQ2%mz7-!nZ9&coZ zzr(HE8kfshur!#J(A|~>Lm8_jY5ikdJUZaVvSbrx;d(6-Xs}qwMFm?7w7NR6nm8Ir zr%Z}XAR;1zemHs}fJtjKD!+=a*2S}nc}!n9bP@%$odEPXppVI7Kw_!HZDLzoMaPlu zGnUS{ybA6B#A8FJDgM6ge;S(J`1e^d+%%L3bzO+&NPkxLsCqd`(;Qylk^&M$wM0bi zSIFKl>S5Skj$T2ZX0e}SN=0@y`2?$~++IDF&$ieZhn#?0?C?$r;F8Fj!K^RnG8?8u zNko|_o_;M7PKpY3yr}YY)L^%WZp9bJj3|am;&uhxDv$=-22Y;oMH?CFrCeJL>q})>_k@STnaCPsh;vugn5|IJqIHhl{xRwXHbK8D*I!yi*4Nsz#SrdL{ zn~K&)Q|gXt6GN<3Fp6Ks4k3~zRG+%Hkmm72i^tpYu)WS0U^v-Aw+1ivjfyV!X_{1~ zSUp0ddyuH97B(L{5figwBmNGI=eRL)z|3JBM371e9_gml+7Q`}UwSx>w`xl%Y(8$=5XePTy?ZrZZhB-6kr$JF|k=AJLFp_K9c{R4WavhX%fIg*y-K`qT)VAA)-|&i{opyUj0Z-kL%_0If4O-H<&;<|f z9YmFOuu;tk77W3vKn=D*J;SB*fq=4qMbu}Do-S;=OVCq!J-d&N$eI{h5dzqKM>v}{PtL6L9_6KXfR1_M#Mh}) zXy1=7Eb)@7A#b*$UE~Q|Hp<5N9bl}%cIQr-NPbFbVhJyTQV10Qh#J%Q(K~OZy0`Yz@4o-m{4bKF`^; zNWUfq-Wb^pA@l*b{B~6@^N-P60Y=REACxjl@jn4c()5ghum@voRhK56l1-cn`z*se zP|U_$1^Nr+>-XCwpSkKyDVb>R4hqHRuq&C@m(sBfMR0py+8bB<7t@3TWmsnV#o3-V zofIp8yV}+XC2OSfpnB$|BQNEVZ5WR%+G^=6am%_tU0`_A&5=<4=ab-IGPw^i`PvfK zNa|jwv8$#?nob*j(i@))a>K2^?4-=n2j8w(cx~O9eV#_1TTlSI>Kc(M{ZQ0Gg=pD; zM%{pJD~yrcI_k^33+~PrM?K3;jQ8+Jh0m(4-esYLb&`ZM??#Jd!7iljXL3MN3JZ|O z>e*2merafL4^5~3^2Vc4QH)bMki<}L+QX$?sETirY|;L&Q$r1EOMB!9MkmXIHpxG$ z1Gn7S!w?CM(uz#WrRgcK@XD7VVJf#P61czYiDhbbWB#E9c)(@mdy^8#^WfAjPTiox zHEq@yNiv2p>CN%)xy&!Z)YvR~%&k_N;}}U5F+45P963oV{M;cT%v&}~YG7A4^9{lB>fuVibF3OMTZ=- zL;8)FCNL5~NyiTo=d_UUwZ=|wF@L>F_Zce=1nQFqVM)&=h5o9l&9K+c4Q*}C+VZe7iW zIoDY@iohp~)DwDSqQTbV4pfqHS$LHx>ED}uMhfe=@6InnWA0q!O7r*+`PO1^ z`!}M0yrV>e!{+jBZsyH77(?WCY${dY(Pbp6Dr>AJC+*kYn+Ilc%cdUkwk?GOQtxMK zxcDcdww1P+DRo0SGfVFUp(2IJVAhI*v+e%PMlYPp@x?wwk|@THe3hka{OJ6_`Q2Qz zvLGakoc8|^vNpEV+Z(_I_4IX~6oSE#k!n-?q2FAE{d4z`>1*_8qYM`-lm_SB7@gRh zHLQ!%u1~mGA2lk2A54QLQ(Bl-RKN-?a2)tv@xSl9I~c;$W-gPJn_DO$OC6kdgr`uZ zx9cQmE7lr#Di4Hcc1GD6Sh(M>%wmr%nx?B1WhlD|At6t1%1J9_S;Fc zu)g_xY14u3rV$1u)+5U50~TZ*sX0uMmq6BA+Z<==qwcC3WD{GoBaGN)=+wsRJehnd z3)nSfQ=r*F3Y3L8X3S@_tflBwwTw3dg5QyipuNW7nLV#Pvh?te+d!p+&7@D8|FWvq z$+F?D;=c1rm64=n(>7>N2z2C~Wio|DKs^9raS7E483Q&i4XDqn`YTr^C1`@|%uFaC zW(D)jT%v?ye;O6q)u8>U-?enocATvD$fY)RWBGXNK~*QsT=wX^)_!VF9F4OBnvo$3 zgAjt(1*!04A>0uTf5SjR{aKk+_qd3JQehZKBTV6t`V;PV4bYi>Hklu=D(n)vT29`m z{P|A(U+E==^Vlyiqp<~AZ4M(`~)p;3V#1t@K>!=kI!&nZ~8?uhgElLlM}PyYrXLM zGk}m9tCB!>c_I^JZ*2Rtx}=0GUj-xaiyi$s9S_9p$}rJz*Sx@l??QS;__ltu6?YyQ zmtpBGwRn!F6V%fi8fBdaBztvn|4U{^R~eezmnFgpmMCJQlru~OMeumQpcOr4^+|{N zPzrwz4zAhSTA|W(Ojs*yhXZee*B2s3-EnJiL#b#3ESc6-*iRyloSnn+o(v0EsZNL- zyjnJHc==rQ&K$Y=_Hyt}kE3T)aYPk>j^;x*=p>d$d#>$yXXC~xDHYnkpy{GVejXAL ziQAfh1oXAjTl~~X{3$mwj#vcA6hrL+I;_$RX?*ekq$Cot+-8FI^Vpp_bE&q>(aeTr zHAQetpxKdZ(TVx$G@txV2DW9tAJ^OloU3k;P~>Si2G5PDf~2=4mB3|NV}!{wf2Xe- zT-P*K+e6oEaQGLEwto`HAY0Yd+R>%39!Wq+;eq)W`VQ8kN4LU+E{gB(;cJa&zGy{5 zKmd05+>;oJXJIGerFroJn5|33a_YQy-wZXbc0Ae-S@?6<+d>d)PXJBWOCVX z{`?#?nz%G6AfnLIzE!0ny$zyKEuj0oXirCck90;uA1uqZmlUgNUdrL zW;gHCA7!;R9Afy2-X?8cX4q>o;b8It$q|0t8u{`eAnxE!kD&)wGv3JcD^^c_qAoTt zZTN(}FeCrf>Y;*49><$MBH?r-7?&v9>oX{DRy>noS5~7Ri&0K!$%ra{T2$@Qo@Myk z3=4?lfo~l}b*VGM``X%D7bleP1@muEiF$k7&+zGw!Q0|u^>}F!TL_*JJ38Jh}ijg3ZM0w&{`13PJP?oZYml#Q3!nDw+Wl*Xg^u5 zx}!bp>^bV#qU^vl%I!{i*!oUByG1_m{4E-G<)`lm-?-X|!*ij!)p49Paf`HAx!%Noc}IIHfXc^)0PD{wbmXzP8?Ut0KjW8K7kUA>{Qx8-d7Uz`ES% zL73#pV=F0Vyq4`Vo~;}bhf>S!-M;P%LH6nGTOZ9S*iYgRBpEM3bm%w$%lFx$3iei| zE>RDzP!Pve#9aF}1q>KxE<5p}Lf7&>x6~7tvmVI)<88oDKNS)}FBXuB8TPb@@D|WV z?hZoOPOa{S`G{GCzF+`#T|6PXiWZ~vjfG;wqlf%_jJ!O=AZ|W9C6g$c^xxQ1+s1}e zJ$JsrPDN7$#r!MJ_Ihw1CJ~&gd~J-US2>d;#+Z=!-u3C}A{3(E_vnRakRAN3J& zQ$`!T;)BGNF$-%oEy)I{@(3qq$KE-qj>6axQ!lJ40XuwdU&SB|i@OYSdUb+u zCo`7%xfqD9o4|jrb0^T}=?$ZHc{XYtnk3iMXU>D_lnr6|?IqBxJSJgqbb1c9$jiMu zl-@}xN)wT$VOnp88m;!Xwj|g^U*>dkRerjsg{Ict$RJJ7RQ6MlVWtHkJ2%a@0Lfn0 z9?by)2>tgE9-T@ihYFrX$Nb03H*mhksDpZ7Lf#Z($Z`w>Dheg!frfoNRu6*NTBHZ~ z7fC}-S7uxz!U%i!!|~r-;C~p13Z6Q{`sKkk$kI|+1Hn@heQ6oIxg^u1)$q{jG8*0D z7qnyT8Gw7;M7H^K7;>pc5%(!f#jMf-^(y*c0 z@{E&@gPUtBMWii50Bbf`3W%HisT6gDB4mpO<7jE$#;@Itib-%#mSo-=>Nu8Mwj*F3 z@Y+5RdvnF0+jCwwL>PgZRPx%qR_!oAPDE;8WR3RazsvbBox`9kFqQYXc%g^l^V?c# z2YV^^!sZ@Jf7&Z`<%|<5Qisj1_7s$36T~thaBOa$o-+ey= zpG^5Yjyn&ihp}=(+E1qc2c(1k>#64qnUjc7V0pq z_fFZp*K+IM!Y|KmCHz>#?_(_Gf3#oY{1)g7OkG5f)d#dFK{)Mz&jW}6{D0u&Ih($3 zNR%Cz_%Mc#Rc!%{;L^)rXh}*((=JdD57%krT6L?V{VgWq2@`c4zOO+Xx}Wxq!Az0# zD#_*FkMMQD-SrO*t0Am^X%*L>C7ANZ(rbZb{BO~rss*z@ZzR5l_s~WUs62I*VZ(c8 zXox-%3gH|gaoTK=SH$5@kDN%TP=cy-ZspQ`1NqM+inb+8oZ;L0y5@Y=%(p6qye@S5 z8MZ%t_YlVTli3l0dK|`3#>pRy0qjgQ|cmpxFIvutbV&^ld_BiZ7x( zdJ@Z9=AO?cedc$LT7wdYzj89kzSG5 z@S8pDLzCV~gKtq=S-aD!vs41l;z!1#l6*&gi9QI=N*tXh;@RTz{ly?rwICP6-J|ve z5R(kBJ|)a~us`>0robWwt8oFc{mG_^KjIHR)h2wc5j;v8n>7(_o-bnW2F5%PUFAo%Yt*!$dJBvLiT}KXUNXwG1<3J ziH2v$kAA=4xL^O2#Z2a+*inGm?mysM(I!~nk+s7df!?y3rWybCw z`tY0UpWJtvF`<<&A8W;dc(<|LCMf>JF*+*wPNquM{)nI(uaA*Q4R^z7o4#Z`f0y7H zF}=*IVoiSCYHJm3QySrH79kM#BJX&ID&K7XkU_-cL5bN}R}UYOM>!_E*qUI8wXKXn z-PdFH54}!FjO>(k6MZPBG>P;?3+h(xokGg(J-NjcI3(6mmt5eoBm0IyyAC+D6dgs2 zCpPcFxkKSB9|uiy!|S#~2*(tv78o-3W&WJBz062r9kT;aJXbj9H&&bz?wI#`LpEGk zHpE`cSUY8t>(YNr~~qzBHyvF^bnuew@{d5WDIvj zTX=Cr#w7p0xLqxTujnbF5O9xm4s69|9}|gQOJUkPC4xiQa0S5!qPN?LfuoW8kyldi zYK0m{!YdD-0O)y|Z(tVJkfOz{?G@F&a;Lv??@e}J(6aG|K@HMPpzeEx{k_;2&S%Ie zyR1)|a!=_W1Q7T^@PfM2gkMlKT0!83T&(@YD-NRX7kN{Hn_qBwkqa<{>K(P;=1}E71MhZO?1G{6zge}ekOJcb5gP-70Ry-5!9 z3JM6p>|vQ&2UKVgRpfklJ z?$kMYTNN2WFvDQa3Knb9m$qXf;ze8Z%oj@lN~ z$`2;*HIhg6pic&b0E1*Ig}9LS$6g^*$VUnzn&&gS^)?91 z8{!R@!_C3>s}mB>tLT}($WcEt2a_!B=O0u(k37!h~a=K=KLsQGg4~z zIX5=!kvg;l&XFSYTF=7;lDIQf0L7?0^2#1ftEc8LK2Mwo7&@Xc>*6Tb_VbgpNWRNw|^tR!Vb!F_5!lu9jy&Fhe!qG1Ced{IE0;syVe>EI*` zGRH#yFI_`)T@}5E$DFqQEbkH?Ew@AOu`N2^2+F~<+PWjOi-p5MY5FKtg^@|-B%)?g zwCs;@{>sgv7^YH3eR>u?j$ z6ZDelf#;w;D1l}>UxpZWK)4S&=3bEXoYN<=3`g7gNFpN9=8PgwJ#jp?zuX@5$LgA+|H`gWNbD zz9qK8wX8kRc2DeE*B-JZ9oDU;!%8jn)x!M9UjtP8^R$^MFH$Rda1-&C+HkH)$5|n; z_3X3({pOA(8n8fRua7UBAHaV7#}J1Gxt?%ArKAn#M>-xm-y*Bd;aINXEKJJciE+z4 z-LW?!V5j8wehlT~wS-AZ={;Xoda9iMU(Wd3MkwB#H}lGb{BkQvVMdmmn-xB~_bKyx zunM~p9sW>Kr9BEbZB#S8483{wt?@kwpC#Z*b`EdXnDGqs@3Nm~HUu(NZR@pnLW=4* z`qEx>bDsI|}haSTzD|YAp!<7jDu!0%4NN;qEht zK{>i|<#XzXiu#36teHLTBstrQ_rXYeWNp29m4{st2TJC+WSOf|y^}paj) zS+<3yK$;jE-~X-TguxwWgN>onHcYGA^D*1ko*}y_w^*QxCs~(nk2Be8d+^!}P{0qy zMviVhiCqFrBp8n=e;_Sb2ZAu-_gvarN31k1KDaGznIXnMX*e`MPA=2*ZSAk!V@-n9 zd9j`UqC8*SK*Ek>_4*lP%ofas`)=hDKpK-*6)TN>9U%V3dXpnG6j{;&-ePhm0Zre# z30IQ!;jv(X$R>9EFE)a`*6%e0ltM|_zIvZV7sd4!EIz2iKLMPx&WK+HO|lvndP1?Ze041_3)&o4Ix z<8#^Y;oi3X!SuxW^@NBapGu+{0xvpz{H{weCyHKKtshE7;ESg^wI?PpZSjC*jdeo^wLxBefV3K?}A@1>SGCwef zg2hcbxV}T=r^&47kxfSj0O<_0KwoD|{)ce;WjcrVc>0SIkxLhoecdS_qE6Ttc8v99 z02CMLpZ5avU)xwTsgShF(YQPy?uTWxJnvzscJhWKoCU(5owv%Y7d68y=G6d*s4skU zC9;}OW~)PtD!350zqRv1k&{OpHCq;nqz!YE`Ld5RLZPQ^zsW?@OF`%HSa}<`Nhqxv z2m4@Vrg~y)F|{@$PVMs@;tj5`eczkb`9e2<0IpK~rjGE^g|yO4uSeO)HeR|9PC_%Q zdvPm>%+ySpB}ASbrNeoQ&y9suo^Of=gA2vX{}vjMI z$|88Yz3{L0A_Qw(QVp@&w)LsT`rf_oZyste zYmoOI5u&A8ZMV&DSPkYF1$j5vh$#w)7xTC+a$2y$XstePfCKo!fFPt$VA9E{Q=tO# za{VpIkCMzH4?RR*8&VcY)nDdnSKZZDk=d46t~yyt1^AJ3w%N~sk*D}%K20b4e5_1l zIS5Ws0afr0d5XOK69LHE$i}U;7u@5U3|`{!%`T;OodVT!5tQc_`1&dVI^$}}Jm4c? zi5V!dhb3Y&Cqy&^2phz2xL;;^L&^7mnDsdO3t-#~)SrR#9`(so z*n+cDXi(G;!7iU<94ien(_q;eihEEJkAlH$b1+x`NAgN6nDRoI8|%Pgf?Lqbg?K+F zZ_LKyw&YMGd8-Z8S%0p+45#pPA7!tEnLDv$_&z4u|IuezcP>o7<~>xI`nI#7({!6> zm1&n4)9y<&ZiB&V164H9P9)+I%|yDNsiK*>Iu=I{_q&jh?xV?<9c=!94qW0tc2!VO zR`n&Pp&Z`Q5&!AVrEw)-tLpGVQ-~FybBx;rW=nUKD1-y%m>n26z{xI#)hvT7$dalg z^mZ0)!d)o~O##|M#!wGJuhWajzd7lscUZ0nw zM#qAs?a&g^?F#yvNWj=@E$31@?`1G!f;$V)jrYA1@yqU`f z?fyO>GGfv?!RK`Z>Wwc9&;Nr|dZ|Yrn`>fxKmpS#=wQ zY1^v710|4;$#t;ZqD;zmo*9xm{a3hjls1Ji-V5@VjJI-x^N?h!#l$&yQ&ZCAH3SNm z)gdd%lFtd7OZsetdrtMhg&~S2C|Plg&BYpa4QB@O4kJLX;guLj!9B5!A4A8!n^luM zp%fdbnFMs!+2xVvM$-yxyeG#3y()%5nmESutyz8h)^fo1Jhjb2@=U2*G%?a2#h+s>v8*E1Vnb>GD*!RKQM?rj9|#TD)Hdq91c zF;P{y@&9CrZ2szWFs}c{;|KGuVN2B!9GQ!|ll4h-&2@H-=}z||`5s5zI(-}{lMh{n zEEj>zXUo1mYYsxYFwB8TKLsWp+%L0udlbLBDiK0I8$u;_mu_Z2H|!C>V;J~?>hr_R zTKL0OIwg3vMaI#G9Io+^8Ls=SljDfx3ONl7avDmC@9M^9%D9qG&m39=iG(Y<@2o(I z3lZZV0)G>78R#I(R@FCy&b~cM^}668<^K~O&V@UPmAlEox9u3f&Z`(+#^vA!#e38Q zlf0$tGbxarxE7w=Y=yWC!P{%76 zG|n7+{JX7GuLK1;YMYFNqycQJpn13c!Q7DE>>97=BbwK(p67s=b*4B8^8tXG^4-2g z+&lcQ!t#3WO0YFCA`p=TU6$pLz~g5cb6>mP9Y~T9V)gfv9$(lRsB+0X&D(+Qvxb=H z_K=hiXRbQ4Q0nHdK=AuE*~?ElTrpB87kEF@{%ee7Aob#fG_bbBhk6-s>>-}ZJNC}b z5~=a6d2zB?$YAFEm#z= z^G0&qH!ps8no=Fg9!aoIlfY3uus zoVFdqoWFj^xDOFR!&W-jbKgnw`elqROjdFEnF6>#C)A!9ecg9l>Qf%z^itu4n&jiY#R_VL=&i&ogqihj1UKL> ztsC*~1vdP89*XBMt}FZajZ~$$+TfaP^f6kra3yM)_f?ZPD)7GjOzSjXJRysNXKif? zx((HzFzN~5a={X%Mcc+EehHlv$^uaPF8NrO(uYP_IFyG z?Y|`uj=t>KvWBk!?L#O5jc>(f<#?*~&W1+w2CGA^mSyS+SzHa1ys9q&5rnhU^$Z5g zXd1HJ)4r=3U~uMTb*ma_YN;JdZK$GY4o6+s!#IqG8fej+Z}#()W#&<_KWOVB4(`H| zz|LfMCFvM%1&1wUN#P1kdRt%&)! zy__-{R7%n!i+D<>js&rubd`frOzWcM8xh6G3cd&_SQ!U=2#29kC#2VeIzQMZm0OL! zl~ZEcT{o=>k1DSJ@0eDt)|=?D%YpT&M0#jAJw9W37Et2S(qG+ET_L{m#kQRF2kW}9 zp)9CTeK~AAZp>|EhZ!G;eG}~(A!(0DFsJyC>(^WYb=(R~k9XN2kYlq(<=ej>dzW4% zju`mXU%9T&ZSR{fh_LZ(tTp%-%}Hdd+A-Psr~ds%FUy#TVQSBMBUT$y1!n}ihs>^v zSvpm8n8(;gisJU_-HSH8TxcXjUB?=c(QwN3Dt6cJ5aHWZB}tELcI1aq=qyv(__>cH zpx}z}u6(5}R2s2og0Qmx3nD9$cH@l{^^1m6veGAtwv5Q=a8UYuH7TQAsgtLtVGSag z%kbX&vZ#S-ydUpZ4XtdsNG9y(zpVo%f5lv?UOIhY_A5J>bi>|kb{M4VP1w|FI+L~Y zCsYzD_CtjE&KTtsEAtHMtwu^%cT~268t#SU;J)a=f81kIZ*NsT+MELf*cck1=pv1Wf z2b-lkB1B$HuO_<){fRLFnI^ZQYoB@?RUNNfgp{mb{dA zIz@ff;GoQ- z<#{Wdi-v|~5Z$#;v>-1?-@9gS{}Y_@jvM$Yw;>gHWLUbwY>Ol%i01EU1(>ck58{Sh z8@O;LwC47pf#rh7JOd@UQDSZN z*Y)B@sldIB?i5gQ@H!DYbV0$4U4$!FrV26lyv}jtNbN#* zR|lhxBAZSUQ}@n+Ny>T8X)GA(8X9Euoa(A1j!Y1leaC!}pdlQJwp8r`Z{zszQSMD#hKu5bRGyJ>M_W9-}viwC4ZmIVI$&4GA+E9rL)r%c{+oM{bFZtE{$k*9_nhAR?etT3+3)~V4^B>DSh&5MK4tNiHsGV>s^?_ z`iLE%jRy&I>mSSCv7@;~+w_Y4KTL zI!)k3F*=X&U*tR%n2*TQ6X`KA0Rjb$jvc>2{>=Z2-xM4f5qh%j2LQ9#$(q+zEdNbb z^eV6h;uRoOn&fmUlYTh~fK6m<<)c>qJI|aq1^+TS?Yme$kBzg+T?V|-y*(0#(GuqJ zL!Q6Xoq`We4Y|wS@H}*fU!`LSep64^(@k)(mpzakp?PuwEe07OGK>c$mwo9hNaJL# zr%RQOsTta(!>xkLf)L*HpOCAzJF33?J<_W;B*j&cJp2J+)fukX+-O&k0BWJ@sWayw zjk8!L%Tf$SqG2scH{ z$Mew6I-zv2NJ6x(#!~3f>u_(N*xz8gx)=;DS#+xaH7p+O$ZoUPeMpA?@_BVdRmZFp zZQJFPDol>$CtD?ZIOuOph~Hz&vF7}HoX=3A5i};KHoj6gim(D;(}X|01q!;CWc`7g zS!i6TF={8|x^u)f=6Rp)=Jy14Nh7k7hj4Z45z(&cgG8@*SGyU!f(7ddJ8?YYvcPz? z-wOblB1&tgfyC0w*+NebcX9g@UPxT&8xsbnWtOs0Jw-#DG~A9o|; zwR9$7p<2u9$M@o-l3vYCBP4sRUeBd@AORj=7g>E0fSr)8T2*2hmD|y!I@Go3Y<7ez zeQmZ-%Wl=l29XjKstl1mcvcClLF36<60QMi+t@&Kb8|&eP1i`=3PBT&j%{e~v_Mfc zBq;H`eQ0s_?vn$t#U_4})JRmHhX8;opJL?xx9XU{qf4X;YKwh!_{lrDDes3KNcp}x zTWZ4kh#_QRo3iTP8m>QT>OUdZ&o;ctT*CAH3gE}794cUJ9@>7VhIJq>X&G>!A-t!Q zsM~#xQ^kk>`ImvNZe2F}rWI1huUiyYY$*OYdz@HVjqHq22WvtSa|`SXIRc)~gH;Q{ zgA;=RjkaD7y6siJqNw@xRfs~-y(MeupQ=sB~K?9@%n>?YX z%^aWAvl2yBZ58qGMhw2Zp{6=ly)DhIpgd5Pd4EUtCGH z0W^-SXIO`!lEjm3dXmtKJ!!yl!yQlNI=Adf8cP6Zs>OwVQQ+BkR42v7p)f6r0R1(S zdx|$X4qE}i80*caRJgXkbe+1(yMB0!#E#k)Mb&n?!Oy-hvBV?`+s|yhr-`qlrrug{ zuWJAEW%YICrXm8M%*1x$RDaXTWQm?PH+AzpztYgr@+j3QHslbZw8*;=QJ%aoC_+xO zxFu5T7=H=APBLg0JLY9*UWMEPt9WKf{(~&fhHrBC7b%xkH-9@1&a#`7FDNf8rc}Ey;3WvT( zYci>9m>wkcyGi)*;}D8f$w!d-xOc(rWC7M1MFe!ye)|C&4ohIFg<*Ue)=L9a&}4w!b)(qc;(vBp*Bx&y zkC#}j=iF)Id?~UehKe@h5xxf!xBQPzMj-@?Pp3nwY+o7cB)c7Pt0;Os{tu*5mo1=a zxiEO4S5)}*ipvz%du~$?jtIzB{k3)@(Atc3xCk}r{B1^RT#=1wHj--m+4+*#l&}hE2h|-r#wfbPnCV%CHhH7A)|olKEDV#sC1IXdgskEaxdt`h#s70gfCxC z_8{#-jDyb9MR9Wqvu)|VzlSKs49oPDt#@l|$ync56RkuMkNmbT;AN!=G{6kAIC0J# z{g{1PxE!@U70Bybn-swmZs6!})vyOS8I4Lh>7(m^*RLUzj0eTwH}R&Jz(pw&N5YyI zmkVG~qQ+qnkUo(@R58q|?(~)X=0>S|%IOM7XSV2D^<>yIva3V?hFVIFigBx|u~mjR zky5sEe8x-TP(P*Nr~PW?=ng2dMml(Cw%UAEK`wNg_QUN7gDban4)%b`3gtFBu5S(V z*ScTm%fI|b4^JTt$?As0r_9dAFT=oCihAe!ZCasi`4 zB|)PvZ(H-?)mh8>wet)&c5GU2hDXrXyr4Z|Dy=YaFg_5u2YAU(Ek>4_iP#$_bR2E_WSJU+eZ)WC=pN?i*Ky`#!w(wbw@BVnY+S~Gv{RK;-Go3VB zhLxo7JKz-%AMnYL$`L5I^saPAhU8=A|6ZGc>Qge_f%vko2|b`m&j7@$;>k)uS^m&6 z;=bliTN_m=-#+{9Qk#Xq``N!jBy?EZ(X6vz6V1FZvUu^W-pf6YR;S!K1%h*2SC2oq z8kysQxOYF!Qb|?A3UegLOKKaaIUa&D|ALtS3>%{dz;^n1(|Fd)FX{L$2^r=quwIw{ z0_DA$`eS+zwblL58U@kyK3Tc$ytHL|EX?QirGvok#@&gOyq4(JHw0l;D(bj^Eq}x5!AjM^%dScN9Mchrqg@pt^xgCLQ`Wh}8c4M-4mEaR>GxOCN5B zdEft=-`Pg{{f2_1Mhe@ALd9-#4D+-jkl%)OFCWn4LwunIUI~q91ZB zA(XY5D0?Fv$>q_8#wPYOA&F#-d zNZd*S>8bv6$45c*4W|#s$77ZzlgE@6#UkUPBrUcRnf$>)h3&_yRHZ*{SX$BC-i8Bd z4FQj-QrknqekFD;n{f?Q+F_!pDs#)6q-d@sBWu*^5kpX$J?%n2u@L#w?l$>}Vo_)% za1xEU=n0bxFK`(yfbb)Nfx=aNbt^JiB9Pud19i(5NXVo+rq{4Gxw<%$0lUq<5GvL| z<=$+H1twAdk%XUNn4cB+LeQslCnbEIab$PGK9B;fXnz=+ic+h_5DZ@<8@9Bo>2CiN zu!yqXiZS?vEt;AIo#c5P-P!A-O^Qin2>E_Br-D0M_eQiHWD;N4pE(mxI;&c7%Td;X zT0Hp974-!xDyeOh0*E-ZrJ8Tp$OZ}hIdPVM2y**GlXwN7@r6`^z+v#mm70hf;OJ-! z6+2yXRtQ&E6~cebVx9H&gdRY6B?Vl6-0U!TkmRx@6bK+I)3fU^vLSHTY%s(jwkA=s zlIwJbHq7kpeheCw{df~CO zhIiG$N$0@Jbj|1WBh=t`02>sAV&ZtF;K0-YX%X<|l7}uElFj?)L;vC3)~;O5?Qvd# zRMY`k$J51_qPLhDk#rxUfgU*bFR^~utNnyV<9yct zvos(C!d8(exiPugxgL2iXW)RN*9f|8V#^mOM~i{q+H608H*Z9HY{(XPk|`6AFrcS} zd_EqBDH+AML0aXpQ@{Vx#^HFKO4fL<>3g)x#6gZGa!bt6E>T6(lH~laHwxLT23EYn zyW?~JT9S$$>y$Gc`0NcZ=9v@?5e@{ts$;3u41Wr6tYL^u?v>Ox%fWbwq<(#FG2IFxa&uH@M+7ms=)CvIkbZI81}b7;0uh2ebdCxEGN12 zswe0+!Lm3kU$}Y?( zq}Zirl#XQ6=kom<-XnfJ#(w^Fh8UoODNvG|ip~RuOtdZ6zf&t8>QM~*;#=#+2SX&D z0XaMk%$oLWbEn}wXg-@!GNsLN4C}x;>jKl*S#pXNw13VllRUrA&n~ zwb_8;ebVD&$7eF|^}wp-GPtJwZ5nm6e;56Hei&$N!M2NpPdP^1UfD!2(o^L@^^^+z z30q5|WXzHq+UPF1N>swsL_IxzV|?WR>Iq$!8X|9<1(+eWJsWSP9mOUfYEF#ek^)(O`R-U@R_L7lZS?47##oW zwQ_9z0dwFzJGz97@ronomV@vin9GxDLt85Qp@~|Z6V{tx_}l|x#r?R03=H=JOf0Xn z1Bf`O2-b9pECki`X_AOq{uXvza45z(b#Vh8MDI~liarHRD zyp9R#dymSWRM$Y{-=b&S9N_pdUSVfz;(RVGci-F`2EINUW?39?&fnnwLtXV*S;?pX zSrTXx@GVue^V`7E*S1RkUM_U;jBT)F^^=UNIUrJ?3^vy@tluINrP! z#?K{#hkE5~6=8TmgEhf6x|zoP#AL{0xX;hU#=jMxD#`)0fQ3kv`M(!JK9@Ba>R=SP zj%EB})9(KhdfIJ?D67RLUwkUUB1UlNqU#x2!tOwIf@Pgrhs- zx;n8Wjv*^_T!XaT6l2o&Ngud`Rg~A-!P;Hl3S_f9<#^?EWZb|3ukKr2!)a4NGo4jz zBYzkBLFPlhCibGPN0Hz&3Z$V!Y&h=qreIIQdNA{+@5vD2u%Mn_8*q#vdNJE zNTWCVEQZdv4_yG#+QAbeC-9t1VU5JmXQUs_$N~9V9nXstdEMMRGWD|?BQ&wq&v0p0~@W6Iw_aZQvC=g8PzGX5`H~0KQAvTPaAn$$?u1E+pz}l2*RgSe?-RYE=_vKotJltLS77E3MONp1 z;9wC`1(C13tabqq~Mw^UrdUy#;2&(1G~ zF;c!TBXGW`zeKFr1?19jW3#`4s_;!wia+dIydK3dN zNI|I1G64Xywv%MgmLmfu`Mg`L=ryE~r(umibw$N?_2}S;i^OamVUsgR3&NBlrBfFi z*8o;o82(vsc6u=GgH|i4`k6??#$LNa!^#38uO5ej3|qlJ0H=PiVoFoBhv*T=ECoJD z^v4hg63?@NQCmgJ7-C>-UU*w9sp1GCJxGgz3*FmVB9rN0L1j&0>XL!WEJOFOb8(5^Io&GF zn$?ge{rntnKbf-?4lZ5R-J51nv_oj>$#F{E?6-&r`Uv>Ns0p1iKQ*5fUR;zjz7Sc0 zkdz`*cD#oAo_GP#|1a$UVKpnoFZm=7&*HF2rBl*QizmN$ursSKPICNzxroJNfnu=F ze{(9Ol(5k1jAV0o9<^qjHHPHeMIxJ|49*b0;zN-c^Wr+j zR?0KJfL&2~O>nRfdb0L$Ik7{TTR)p*q^hLmd|@;Df1d?Nj;edw30kh3_9pq~U8MRL zwc%ABm^fEHZ+0F$5g|Pk4mA9=3grGeaq01L+D_dfk*(~j0CJA>Qk?20NEU_a&k2g7 zX&ba;PsZ^UeKvbVfwDhcH|a|mD}JMSGCekBM7tg4n;0Ja6!Y(BWF(CZ9aG#K)Wsp4 zs_PH`?>&~Ha3Ynl#(Kd_MS${u267gknWDzR5Rv(^RsKxC-6i?bsBwkOWDtMKu}@FK zdVS3x#Dw?KAi4uRJXQeOD!~BF{xHSb8CH_0a=v=7@c)R*-lSY-&(72CJq5s?ww4R` zJw+XDChs4v93reyJ$_n1hKuJCNcQo7*8tzE-f$% z;A5G)UrR*85_`MKpOu;N{GyuNx&BmwXfYEVTn$lAV>SD-XvJRy^nO&*t+p9Lio8Rb z*mhIul1H^j{;PJI#coGC%Wc)f8v984YQ`setKw6AQqY9FPhhV7uM%g4y027HA z804qPlRe{lT7LJB6*2H$-jK(mpZPXSKxMO#?WMYjcW&ykMgmn}gH~)6c~aG@L(@YG zs%#QBm4#Bxj(p2wb)uZOax18uZ)U)xH>E*xgU`mD(J<`^fi*mo$SP$ZjZF2e1VukeYo0Sz+ppe-i zogM%38-RT#e2V_<5UChTJ?}59DgY2ntp#c-`C}=?V*U)NrVLpsg*<~EgQ<^op^-!e z+kC0mY72IxCpoi~q_oPGKD0SdgPW%JKwDWRi6pP0s}|LyEeBEl!Ob%aR~2*8>{w&L zRyhf12lqM$d7~)6;K1U75>t^hpBF@Lz=Tge7t7g>^9nbv9tyiKJoLi=y5c8s3bk)m zpn-K}oH^OAe~wV_0s&gx&Jio51GOelr=AyUrN8+VYm?&c=|0`EBFo6?vXOQiAYj{l zED1o~p^NEU95f`V+X}|8AiMDPpU;EU4!OyO!B(_tIEhh<%mmcS{N-hKA0yP4Y>>!J z(XLdmwI9qlpYXaTSh$yYL=>H57~54GUz9s4H*MS*7~*ovo!b#u~=T_NTPz_lRS%PEh=m=OWqpu0Jwz{GwFj&@<%)3#`% zH9EBuqJEEYk@#dZ4<(7n`OgZox*;Ua!s=G=Dz&CMTmci2|K3<6l=1u(q2iErh4uSe z3sd%<*2bIrK@kKi=f%Z`(xy07?plU!1FTP8q|#yD%#t{xPLetYo?F@)&nYXT!Fd7q zU5tndAx|iPAHd4COre+{j|s+{eZ=6UR(vC_Td+X~34HYSv|(G{N=Nm*;ooCY7E-K} zykBkbhkE^|{Qa0SQayrZqn}io-Tyf#fH8VMUlwxX7ptgqHtzog?MWGjbVq0I5bLFU^3v znA=_GL1r4rF1!=;sUR|Ok+C)zbe|k6VX2u%XWj^U5MM9<34cQ+5~_ zZgkVIPY|F6>;DU@RF85A0uCee{R6hQ9eV&G)r<;^Qt@JJmMYt1a%4v)bNGYOJ8I;@ z=2!(~Er#$WX1@R5@b#`JS!hRhwMt&e+)VM<_pTawbk#1ILj*YsGyg{6Hib69^yi%) z(Rkm*dJj=eKi~YCiU8|bnWg~`;H<}p&3fLi$4CpK>`6Wb_Fmjzt5kU9IZ5u6wEEdU zfvhD%chj%uC!nf3Y^UyTomi!#22VytH6eEtw<=k%4{GFBc5}+fKIsal!^3?3!l}sCZyxL8*^Fb0TbxOTH%?JB9pV zsi`HaEX1W%X%nNk+am3W+_Hhl37cqOLN`e!xy!Np-t!Tz^9_|wYVFt`;vobe*~orp zcIp2wfuk!AFx9mr6W3^71P8-9E_pe;SGaeJ^3}*9?=EZ|QfV(0)wKK1INM5Mky*At z87Yt~-$TR&ge@AmgCeJ84t*l@nNMY?9aOw&rXgc!`PYA(nT&(L#siAvH~gV=Sk6nQ zgK{G5N?0iosf7J*UK{B1ZYObT_Bnd(nqSo?-57*85UBpz2UP%sJdLn904gM_2foAeZgsJG)9%cfkQFsZhlCy^j@|yILxY%7=mraBG z(qMu-mo<*p>{CE^Qxb&S8VRx2b;|3eaB2mlkzQWrlG2*lPWyXg=4U@youPw!J(gA} zvT&YQzcdScICI9Kx4H`mB;z?7>)vaD_&Ey?WP`JFO`9Sx3s#=8?wfhR9?Todes2NK zU6Wf6K&k$Pg2QEUe#0;@jp^^P=UR357S6f!Oh%1Ie86XhBxrr}sYVoXPoFD526K;N zK~gu_f(+Vu5LE|*;h$afBRrZdUv4DapvOzX`8gF;>ejCN=PA&cbE0}?IBDnvex%?%CFXmMR~dQ1!o7WhmJN^TN9=D zW4A14HtzY_Og;L@-+NHXbDo6-=T!)?{T-5gzt6U>htZFssHFl{@ocaorb=>+tg(em z)6DFNRRf@d%|Gtpp>}&qyUY!`OfaRC8bHbdYyE5yD*;bF=#(+Dq-18Q72B+4q#YZg z)ZW8hB9CrH)hCWJK3FW}JU#pU3UJAbQ^YW^_|+??&qW3c*GCt$>#i8yE-H{Z2~A`C zMWkE_DHYBC^yOR2kv=z+XoP4<#iag%5y1*4D6}j zWmg6!eFt?;mZon0{sK>mBKfwueU91lsOk`4I>s{jIE>_HxLBYkDqDCkg6X zs@eC{MNw>VTm)LRto%xRUHpIQ3Wj^P@pb~;|NKPWHKycq3kvT|@yR)H3W^P~**yV< z3t;KBY?J%!;&0txF@7);IIb9QdD zk`-+4JJj%=uc^h|@0keRDc7&_L3Sh5bhELrsL%Y?M8MGqao$fY3m7 zmz)(xBvUPj$)^_|_o2Dq=H6Vo&ICbdFk|-o}=H6%b;p)J0iEVi-UIa|E}zUSDq@?Gh zbeXWS&uP$sM*~f7346aNQL-m?iz2(VGHU!8gnRpOWm2kum%b&G-5XV}=#pNWw(f4_ z*@y$?ZGO+n^I2{fN&UZamk#spre7yjoH2b;JuY5&$h4eRTjPm3Cyw!Z% zDT5E|Qa2=NsLXNHTp}kUCEZzN7jB96WH;XFBIo#zL=okPG@@tDR(lGGH5zPo zx}a2ty;}=hx6Xr*$sej#!?SKtkz&x7QY~)}#3as&L{A|xVCe}9M=CZ^{ANTKQN9U* zeM)aYiFoL}76Z!69EpGM{YTzq@ApQg$66HwZltTT|6#PHZ*4`!YUOxOlv+l1O&{qh zV$d?Bbh1|q%*+?BL;XDDm~3nlzSraQ!X74U>S8&wTjz6t+QNs5=qLW!!?_)Wfi>I) zg;tjYY{W|fABoN^p@VLP*L2Ifw6prklQ63B%Fd)5EoFasvb_j2DmR9DA^0-L!x)Rx zN6%JGPTSa=b1@-QL>a+VnZAHu!h_&R3T|r!<}RK~PaIhy>Aoqa2J>*QIPQ0wejol_ zrdUfy^FCKf*f9jX*M;T!su=u!w7R1ez*7I4rn~|gYh*YA%Hdg7s}B3J2Ol;qOjXH( zlb5GNwEA!wMhQ09WsCB1GP$9yObmre=Sndxp|k*`BRR#I#7dsw-vZUEA)Mv2Dv#TN zTbASrh1~__&TL~@O5|)Ggew(*z!5jV{1%CDF4Y-f1-Lf}@T5JrhCZ6IIsEn{(09;^ z_JOQ?S{24dS&3emN#C5?zqm=pN^OsGGC&0bA4)P8A$1`ZhAFdN&l)*&6Ur54^B&_{ zr=NPxai+;+kjpk=!eO!Xak%M@njyYEg-4RPmQmhB(zu59&sPJjvN|0J0(Vu7TzJ81 zHT&`;%yPWeK=vCZhwKBZ690YXE|!v2{N@mTDz=690)6sDf+KPiRcXYAf76K#Y%9~l zkmtJ-;np*S^H59hd3lXWJG@zvsMS!_Y|K{7u-Q_&CZQzWKSEr$HsMz*qTk6MI;TnsnIIMDuF0;0vLRQ%}2|s0l+HmAeoOo6fLDF>=#1 z4gRx+P?;`(+~Ymt^9wrD_#H&keEfeTSY~#;_;6u{m?y=l9|t?_5!n&sN4$r3@+?v9 zAoRf9#OcdD>0feSia&^fC-9oNyHA*=(RHKtPHea-yX}&ry?*6R&anaZqh1gtz$)%< zSdX!g5;B?OP;n0D)1?L8jLPel1$T05)8N-*AX*&xreT9pGMkhA8iF7L(Mjq&O4+ol ztt{MEbPmTe734&ghtCxo_yYxqx>&_;0qzm^<#;zm053q$zu$=3_JGmJb~#|bcfiFT z#zoPCy&!TUj7`rwpJJ4s8xGjNt$9^(_ra4VNke(RYG!-ffe`&2JB7Rs4b<%<0Gv!B zcUb)Pp@3$O2KtA3Cm`x*^+PEItBZ15kXzmFgy))Oq=(kU3yym2T1Wt`v-ebk_E5FH zqRXj~p6hyqcsZamrf@V0-;=B@K}a&ap`$kKLZm8A=BEJ)AgW7 zD!&V)2$@1Gv{xJ#|CG*wBiukbNkaK;)EC@gibm-mo93G&!SL6RCGP#G^JbB^a@Gi zWc&zLQMsMDO(2H-BhsqdZ9mq;Q%;Bac+eC($@|p;5zHzkm%O#WlHYUO84%HWr3wBr ziwS23qybX&Up<361pT537CoE=lCSM!->WQ%_4Ty8DHn+JKjA}t${u znblC`6nl26TwOB<%!42T>FV%-)9mtc#wMaNiIQICoRXs^2xQiSl)YV(zEr6SgVP+N z*q7+XcDP&;^NvDq*WfwT!27$b+G`ttN}&`l8&6z)&iNKLhnKv$S)w%Wy)%Vz=>do^ z49UD+o#fq;tu;GA)7|Ctu1zB)1OrNhE!$mfb|c=lpSM54Q!%Ot<=^}Z+Y&pu{co+J zVbbGO3S~zLd&|pAQuO^KGl9=n2-r`fSKkgTlWSlXvu0u<0zi4>wSHSbw&Ki#vj`Sm zG_}Mc=WcHX>KL+4aiEQFfMs>Oju;^|g~Ulchm=|mn}d>GtKaPSDM-UJUL!`++)AII zT$FuE(=u!6OqR&^@X15}yZahI0vpmNiXp#yz4s;ig)F&#Z?Aj6_#8Nq*uDD?*$tqE z)mFG`TSi~@gWz;Fh`VB7A8fNOv4p4vZMO=gZ1}{Ii6_=KcX> zt=eYY=L{Tc=FI}w9?_u;Y*QR+D|JSYiLl2m$^lci8-9B0TDJIRl4EnOAg&^ew{sbDaT=t)nE_P*wCdEQmCE>FoU z4&S6Ac1n$q6&OtY71`N>Fh2z=sfTlM8#&D8vu&|6Q7L(kAj$n#pOg8Dd7M7Ze%ZR$ zUJv1+6uYwHx&+?J^-2HITQ6R+y)u!4j=>k$YtJP8xavBm^Sxc|WyR_*93(y;41A{K z*lo`!nz^7(r7ynN0;f3P8j8)`#hKhL8AfpLm&j`u4$32(*nL~sG z5I8p&I}Oy|H{Q3hUPMJg!ZFZL%=Y($=dM+WN#XRZsjNiC#Ne|k-Cx=a0Xi7=4;-D- zxE!A#QSSx5sDTU`FFRy3kWrQgO}8fph(pL4fo_{Vi+DxVIOz}S%HL+)I&zEj`1RQA zpFzV76=)(SinV3TjqpT^VJb30Hd2zbC~i_GGhBu!4%*a$Q}^u7R?JOQBb&+dRh|jN zYmuQQ9lFI)rxP~D&Uxy35zHLONOmFI(IpBVo7_s`!+5!90UxYpysWi3c|S+onf6{e zc5wi`N@M#@mEJAtAR3l*{eH@O1hzF34ksqezN!Hl&H9c#8j?T@>MCiZxN zmMD9%+Y6&nOfggi^)-y}_S1HMMDYvW^ICSn6}kJ3wFA*jYo}1gIm8w(up$UX*0+uF zz?G-=dO$%dg4_^c{?o0~6TvYZ%T>Xxpr;b8vkjE1F@~a75UnEwg#ZtB4`D?Xg2^nh z8qhVcdu_wmg8kZq$fo0Oot?GpISmO53NQL_fKe`qD1gl~Ot2G*rjDfG)eZ7b>`&jy5ngpKEq2XYX0kNWT8W2ly27sp@P< zwD3W$2go5bBaxxv>9Q~?2Qa}A=yZL5CkxdPj9=~LCPbJPOM6fLrZXbsa~_ShB-6&<(~w$S7mIN{5w z0)^s!WU5Cf?E&T*r++3C*JX$dx>ZGx;MqTCY@EX$`J($7gXA$-E>fD(Su-K(>5S;oIge%Ua& z4k}^;scATBIa)E@h`nt;>-gqMXP+;U<51g=_60*j*-?B-yH57jmjtz1@G56pFI|(h@ z!Gsra;2Gbw!ZEooQ2xM79?qe9G3X91QkVhL9xgQp;GdQ2LzUs=;B^5n>K96aE;Xtl zen2b@Nb(}u7kle?Yc%dA8z*8xhTS9fopUA}gJi{+LJJMJ#^~Vv50b0&_>bYMg@1f` zMZQ>}OF0RdGbCrwv^J~<>^puvPh<6VGdF_E;7(4CgZ> z?tN3F43kJ3-0_PXS$eB^awd$f*?`?lQMC9qr& z%Iu?;2+DP=LN(C}k1~w|(DyXXb;o88*gp_gMaMVe(j0%GzH#uoGcNl(HZ?6ZHqP1u z@__WEckRYOJ@}2x-@yNl7}6%KW%w8X;iLhicRGKV#k2@g1z+Ny0w3cFH; zhonHpl6%P}7TbRJ+6@z)H&jaDQz! zJTQ9#nm8hLFeR2PPA**4MR`uCr9V-v^5`PaUe(AebX6W5zzmb?9+wu7!q!mmbpnjL zT3Xo+(#mt2Gpm}UTQ8V~dYH8Ck#9qm!Q^?mdi@_BCvI$w=;ZD<14nU1HAkp}|GJ0E zC7N(k?^jI)FVTrwzo-D3m-fZihZ@vFtr#il(_uwsY3xB5zlcI#jNpEsKDvk?WjRuR zN0*BSqqMG%56HE?nWc6;;K-&dtOphXhcwA2Wil_2@DqJnhZ-O3#-^<>dllP!XWn^0 z*$>9jN20JEV{Hi7ozRO8)zITC)XGyBW0Nq#af6y5&&jy84kG2kdZsp=*ZqndwdN^TOjRe&fv=3XTA(4e1B~nD(Jq^M)rk3aTQ`!q0+g1YF1#rIK5` zgGcbhhUB<#ue4KQ&%g-p^XNb6S=jyW%A(L8uuhYX`rP|#Qq=xoCA!zIRX=gRF^%b) z&WC9l2w}KYo+KAm7N$bx&vG)C6U2$y$JugKnU_#L~f8Nsj0~-!kExY z`3C)P(hIhZ)4#=L3;fwX#bnFk=8&dyEM7zjF{QRd(F|rFA;%tp1~NVdXLk6$w6Zw5 zI7@<);nyhZhL&N*t%|T5?FWNx+O995)N-QZTO?FqiBA4qpm6ydRq26CmI44B&`U0j zCM3%iCgZ0m1VnLxKiD40-)i8tc*Krg1OE`yL)`;`Uiw_Hw6*MmkEy38pFjbe-HPEOsQu#ZMlQ}J0S zkua6g@glF?XO0@8`%iFq>0BE`mOAA^Fm=w0*(7jq5-460u2+K~ch0b1^Za2V0>alkdYGl*m&hu7Elzv|>jYptBew zJo_R+5`MwhrJMWu1=Qeh55H0@dPupo&AlQwXH)IMz#l4i3Ihy(h%NQ{H+>-P)#V6WumQwxbaW?+Rgj#QDT8j2_*EZR}@pj z!2n6%bu6+o?`K*`lZ*dUg-2gqtRel=u+P$_x|Fo6Dnrci<>=bu z{gL^*vP`t&q*ru9yRT6V=|c@GF3+Y+1dXK0|G{~c4C%xBAsD87=qvQ#0-p%?Wy2Du z#&PG-CL6w{romIZcTZ20Rz8L0H5tFvGfHJx9%@gBRkC+%85v z0axmBrmwmPytUzMTn-MB>1dp!mUw?o{P`f>XZ3ma{O$7aQiy+#r?u=)s$A75y_$qG zDNwt8&NX9RiAm#T6l2h3eF+HMYW=QSg9G*KE`ObrvfxKMe#c+A*xj&e%xr8O<)dyl zS`t=)wWWVkL}6~z-e=m0R6mpUZNyt&SQ)nvd4p1{I@TAS8d3)7|4-^4oScqPP!sky zV!A%Bm4Peo3-ENw^|)6VAitz(;05Yl-{EJDRsLzz-omDO!%%5zoodr)F%%25&rYEH zA58>2swFe#2y(JLXZ} zp}vwqw36bTaL_HTai8Bg;0BDBlC>6YYupZ33mwm-)p))as)Hzk6zv+kocCGw z3|@z*Snk;ZHe_ux4#oG{)JMG02K3D}S|ch`hZ|Qs;AYzwt)XWIBaL(^_rE3%o|dT8hq;0 zU%EbsjE8Rjl`_aXUwkN@Nz3n*PSu}da_RQ&LELfhvHrwySq(3@foAA4T}IZXUhl$( zy$dt?L7QR&-gyM+qKefVsjI&4qYbfGcr9bCf7rhmZ9280cERE03g%CaUm%auou+zc z9VVT25(n6$DD%Qs`~NPMlMg4ZZk#zk&&Xv$!U4p)uH(XWsX9?egCHn_Etg~$4J#0g z>8>Ui_J_Jq>-MPpI8^rq4SXRsC&Dr>S>&?M?^;lzEYD&CS>HZST%%ktcw9W!1LwBC zjuF-v-D&7X4`yjMjW6QnG8t-+Lz34VLag+YNBgh39g21RH9Ioa9| z83AfI!==io0D?{H=Vr`r3Vc-wys3JSl#PP}x4?t+u0OqU$pGWf)%@|W+r0kc#5;q& z%e{#usC}Z}>{unei0m>9uw(@A=)iD$ z)##tb(cu7ta~q#*Kz#KNpXt6HZA56QYRFezPFuZrAgw-sjW;0| zoJWM!!dtK6!IwDw27BNs$LzbQ0A&vsRco)8H((qJ_EI#eh%9T9+-M;RMpHylTR^or zjkGNs$+Jvhwyq|G_f_tAfdw!zy2@04LPGOr{BF+lUpLjcWnfY74SS7RXlFDB!S$#w zaZEm`=3cQUteWPiK{;g7Rjqe*0M0yRK#i*W4fKC>9wE8pETk!DvD9mb9Kh!9RA=+a zZAFK);koCjG^y+A7A!m^l*V@zSn>>dqW&U{{Eh#);vfQ)-CIvJ1mWklzcjO0!?^nQ z9G@SwQ^7}1bpg6{#$Y!{uJ zMa~&puN1oqUQhZQquk$&s4pr*reU~#p}eYUY03xDUR*--8t!x_g;f{m92pJ6iDiZj z>pY_Z8yGk3@gjpzv?gE!aALAn%W(y7{4%z4D>H5gGkWICNM;IDP(}?B@8PR%i~1lN zZkYQDF}9V8aSptcluerkJ~@{9(W;>44%`1TzEXY^iTyz?=gnp%k(7b( zNIF4N{ay+VA!gvFO4*jIEcj4QzSD01aKnJN+Ni?AP+-*ts2dYtQ$i|0i5Oa05 z60$MKa6(`EdP^6lyE4A<(skXaEhxB57<@Dq9;?V_z&0?=2Nn_GXNpKbc@9W`eEDK0 zbMY{nA-r8(n;2FbID$~nyHis6&8SgPz2~q*>Mq)TF5SN-8q8QYNba$V6?C%t>y6nm zt--7+jSS8&p+WGMt1`wQ_Ul*4Nk>p%0Ax*XVBVa}y#6W2?6`=U;$F<<)|hC|S!6HR}7 z%>UQRukzQk!1!J`akK(!BO>KPK)gOg9M@;Q7y^oM>kXBm|9~BHf{~ z!>U*a?mR^H!w**uZ_i`@uuZJd<=iCT^Mk>(wpNC|0MBJ9uI}}~I?|q9*jE_QaYEY+ zffx9rH>_6U%H-71fqOT*?nxTLKrEQrMVZrnV-1`vRrKTzrf%gF|A zK>JQi733}0q+Y$R*A;{QIJ0^L1T1JEZ0sFdAimv)l@wDXao&FmpKSD+!uKxWO}g2) zMBv{JlgmJc=l=l*;F*Hg=kjbZPqgnl;#f)^roAL&sK(P<0nC9d@6kDEKxFXQ`T5Y; zI3X6~hu?M>ZYu7S%sXQ=X2d{^Rr1_;z!ez$J!e^)WwcBgs$N|waRD1x)qK4Yok94o zq1mvfk0`oOXUIl%G}$Z*R{$s_8z0pJk;{*F*6LHCQQ z8H(n#Cfrnl!hOay-X>ryf6A$6=30?_|Mm93jeshb0E0Oh3$CFEh=KpT_%c29{%0w0 zE{R_U`dT|g+8p>^f2FPsf)Q?QabCEQ^`4!`;Lj<1wmbd4ZV_I6Yg+CRX@8ni-daAk z#m^nU)oFx`*NC@i+vD%zem+uwO=?!tC(_RMOx2e8)$i;fK3s+Jmj3aA3UbT1lZ@vl zR#q2{R@k{#TWM@~Iyi&eckMAcV7cJx3u^MD)vaIkO8wgnuReh72mrw8g!|TIk*KG@ zSdNh>fa5rn;?8l74Cb@SA7z{Moi2zpwCI<`4g5mn;Zao+dvS;%5 zhyW!u)R?2BcC%{y*0C$R6nkD|Q8I*b5HGSc?hxhhf+oFcdJA23lL3*U?f>3JY^y?Y zY=#a<9_hjn;wP{r`vg}%L^M-A_`WS`3M5n%s}YicwEpfMUe!n+VaQMeo+2cKz+15~ zNsJ@Y_P-OR?sxx>#6!I+f$oP*m(BhqH9!&Ap+c79W;c8#PUs@&;E6+TdNWP^cbx|T zCb|MZz4)$N!jZY=6L1vw2?D|&sHx{R?v>&jR%GH?S(|8w;McVI2-?e+ zdaV8xk%|7=S(Ix;eXN1+7?osq>M`U#Z8`TP>T)99=N^u{t3xcC9@=j>apApH&?{ouvlLD_9O0x&wg`-PtSdgZi{iNcJCC zIYV75fmM!WgE876h%yb!VayDvL^UmlDD7O=AED$c4thpJeQ@9a9p1t8x}*H}10_EW z0}U^1VOO2QG(O6$_!@;ZBu_z=)?PN-x0BP9{5jas(QP&_cK5-@(JcPf$AZjcz*?t{ zRY7t`1x~tlz(q8}*Ll1%EM)`C## zb>mNhcaud?%!771@tU`t@@VlF$E-~@4K}X-pD?MS7=$?_IH1vQN}>ei3Vz>rv(yal zwQfX9`~>619dlaCH}WVQWm4LivRxp^G*Y7Us#mmv4+LklEK~j(GqUG+<+wOfD(I6C z46%=)qlCU+jQ#5u`Y-f$gK*p|LtVXN=lBV&10WH)#E_LeDfNZo1J`axRE@B2EbZc_ zyaK|(acWLR1RwntfU+zv**~sE<{ypkX{t^mJ(RiM1ZpLQ}!Rc1c@2P|+19!KEB?9v__gVnPW*8wv*9X2*yU zTtb)rw5{}wwk{xuS-vOP(1i(SPc^{R28f=VtMrQb=l2Koh92RN^oR{{<#rO9faRd> zjuVRY>dx!n8vKq^V4$HL8lJ6mjmZhstrcFvob^=x6tqt#PsAW`#NFRE%DJ{@K@~Jr zQ6Tt|oXBOm^x6H;55_U7BO^Jz`vIxm1oWQ&#|_;YKje2PT0_N%*n(;vI>JN|v*KA` zuUcFywN+M6J{UfCI9c$p2-s{h&v6bj55CKFkPOVqR^5rvf-cGYt zchsdEqO*3fFKn|rsAjfwTkLLhaEhasd%yDRYkBrAsq%iZ#n5d8X zK9)Be?`RWrH8m?{$`OGu2WTDekAu$BUmNDsSKO3!x<F?=%s1O67`)w;^_XO6lY?j###+r)~Nf}|)l_1g-EMClf z`^-tm45ieek!Lla9q2)UmwFwxv(;1V=_{=JvmvfGq|~Y;_M3C4Q-9%Rrdoqj17!O& z-i6iX!%pq0#SQ5=-o}&ymc5CJT=_5jyT>S}@~cx|D7iaI;wB@r>VG&4Dx&GYX3Oyg zY51hZ6Ju5gZkn7hi_uNxL8h^+WwI{&Q@4bXG}RjP=OGmGnIdtrmkDpRgOn)>ulG1K zi?EXez0zDRlZsiYZL93^2)fLFJ@ko)*&sLQUpxz}T+3UOSO~VVX&Lq;o6uBy-RG{S zU9Iju_8;J6sz2iC{LO^pLY+7rFHczZv_hJu-O3m`RJsf{W9M|@iI6w8^ z8)6c;`{_0uaxh>1^KWG=D(J~|#DgO?p0@)RJM5izBmG+bLUj3mF(8Jsj}>x(+I~yR zO63aV<|fTVHmZ!mm`%uz(x{af1zzQV7!|>EN@dIP=Sj%>y-{9Qj6tT&>8|7}^N<9P zKrzBg_tP%jPN)bM&}lq+g5TOoXhS4ZX+W3pdkWNJ$}Lw{E}%}CO@J7`bs*fRB>IsY z8ja83PovKHqY&x%iPDJ^jY)5N5sLeL=VnPDgwQe856e0h38o}k9MixOBXhh5Ve+H7 z)Cc3c<80iop)f5K&KcB+KSvmdIWaDqmZ3Yru1@`PW07hfK340J8-e06LePxkE*PoX zJ-k^YaeTq57+IoE_-C@T`sVNYLSgQcCEa7F3!Enx9k8E%`6tHdTOk75G7NV`khRB( zfE~Pk06EXvK(;3!ZJmj%K1?zqW05o_ylp#-ZAe%_*snRMqDPr+G-Vlsa?@*$#}K>z$_N-Ui4JmW@-M~&*8 zYghmSIK1x`77PqM0E6L> zCth{=g{zb(y89{Vn?vX}VLY*tx(z_H#(?77*1c$m2ovaCY`kZudxamh(Ry~BPPo4& zzWqhsCY1HL<3XvQx`_nN6%LO}!U`jsSAHX?`d6Pk*kbA4vXLG@bBvBSk~}LiK~>`y zI7tl+2-{(+gr&l&37v0x{~}M6(~}n*8pUzF={m1xhQ|@+jhw%6y*AOTQa-RjKPr*r zJf!Kom9|cL-n>%^cWnLRubNB-|3fF#z2Zh7n?j5^wHIq>*0h6-DB(ahCe-Au@#G?) z3{p)l>X;HBuqi%Q>$hJDlOoSkh$Pm( zHp~@CCa!b(LTix0cDpi|azHz8s1~_pokrK7BI{OZW$AY(frLoJ{HlevQ-Nd1<^kslqz5scc1#U z2zx(A4dt{PR}|MQRHDkRLwJ}yu$U9P4@h%nl?1fe0d~=#oJoNGyFYAyf}wh3{MP$& zqYPGc-@32AZJhv*8QN3o<+$Z!C-Y&`=q3|)S2|Z;X}m7Fj@8DIC}BS;2OQGQ?Gl3H z9fYXfA{{v@NoIYk-I+cb#4CF3yTavSb2k(jFTyiKal}LHOg)z#xu9)D_81s=j-k0y z7aZLG0{I>U>cMAmHFTTT_8OYw7q{JU|GAz8Sf=n}_=B|7bw;T3OL*d3Iz)qZ%6Qe1 z>uO~`f4^l>jd9_oA|Di>UJRCujGN-TTRC5#tiM?Hl z^Shj{^eS;cz>>6+|G?)T&HwZ9_IoS1$o0h>U zBFob_Uz+bnOE9-vY}Z@muIn_tBAXTwu0X3&w*11dn5bX*O~!NUF&vbdqoD?)90~pt z+Wpg8UZJhw+^XQABRtf1N^SGETx$rb8`4sn8Udmrlqwq z`=*x+*co-i`h@nia`_&HGWE#0IN$!4}^z_2G^Z0JH=HEQzeby;v0*qgZpib3?Eng_%@E^?*i!ox1|<5zvE zdvtwD)OLp?SYzUD6n8J^B(?}|1U6LFhW?_%brp*!l!z})Uo5zDICd_4?;TmRpUqYe zB4Bx+S2p8)FAbh`fMN58Z(YS{=n{Q<+DT^K)Y+Lt-W0CTfV>q)TrxkYpRH)8~}ny}tF5aAL} zCu8PmwWjTi26Sf+NMlS>6@72{?; za)Rcgk8Ew{gWyI{MzR0Vt4;JwQ8OyP%K8PAIXVGXTbfnfP(b3)N0qS~0`BL~H1c}` zEbmqIaIqS{fELeY-)S=Z_R_}D=?jri>EZ7fYK9 z<~DsQ@yHqqt?F)Q|Fq=mflNz*} zB{sGH257oo@Ng)^K_yXcx+mMy*3zn%!y$E4GUaiRg3|eoc9^|zX!T<#BrJ04k5r9W zzNj|iKi#aS5^OegEg*L8=h&6rzZ{Ls@_=}_r8uu{(Swc(+Q%ivxJqH&T4DyTS%PkR z+JtfdHPJpcsLy>+=eu_BHG~4dkC1=K!~J*aBa>F7?r^JDHXbS5@0>mzrC5ZM@&Cpt zoG6|3M%elT6d3W4O&>Gtr&uPx$6iGf6p7)1Zhzk+e84LBmDhdtEh2|-Z%9PPaqUKJ z1`kGPcJ#QAHOS6&3lGG_@}lUn#hDQF;UZ%`l3>jMKvZO~!EV9vs=t)JRL-)t^NW3) zhxT7E82!&=;+dMq4-6oM9Ps6_c#JeJB{eI|Rv1&I<=2%;0G@f*U z$D=l5@=YS*+)&R)>lDq_pb5*kS@rtYK-wzs8J>rGVL*s236K|gm5|wngP1^M(k0%1 z+SV8<Q1J0Yl2`D$Qt1P16p zumO0(U=*nNcN5@mPjb(6>UTpwLy-mLhspA{!S~SQr#r#@_Z}Rlo-~uB)p%9Uf28EG z(+T$&p_C5hp!9zk^_<#8+V;c+;`9xo?uyaE9@C+Tv@T8@#%=k zedad^j(A&^=SQj?lC~W;7mDDO*^5X)T_ri3BXX|rZ!Q)L;P_FWV?= z^MVT}nlw_>M2d4|s%DLQ$0M5Me6>iL_vcn|Y2#9Xc=1xP7SjWAl2pX@WSR~Lss;Pb zE^fa7?(aYOQL4fgq#2lA>}8C^kc>#`O}2m>d!3i2UFoe|EOrIpU^~#tQ^>wJ=l?cl zyYll!wZu6nv&mbNcKwaAgJDcWEBUj*AoUrLkj76_$xH8`I)o5Lbb-sh#3_-<3x!LZ zCWmyiKXUIZu2$&g-k5=99J+K1nlQ){|Ym=GVLd^RXQF#4z?DZMG83mj*d>SdR)QcRJ3`- z+2i@Y)zomR{j-WqD}_WtmFZc#3}{QpP#UrMCMbb34Ny}O+w&x2UmB1{J!EItqy&jh zw%b!yr&AvQ-rl0M9BCYiH0L}ht*9lnivjgHR@2fMDX>UZ&ad7J96aaEck`^Ktu5+#pjpm8x#P9z963nR=g6^P}y3JJyJ z5JJmtgAkvg?u^nl7|<~N=gj3eDa57IN=sV?;l8k{rpDXU+xRJ@K;} zpGzK+T@X!GS&3w>6k;s`g$PTr_caF-s2mWK+817*pg7$DIO#HUh@I7nyEOX;`PFQd zp;*w|`>W80XE~aNPB7t{S(o>DhTGi_Z(z-c9dIlA+$&e)JG7(muG?w)@_0}J-mvky zDzg6hKf;7g0|P>vB7Y=>;hFKr$MiJ{uQ~fT@Q`>_K}3O4$$mbicph+&0D}*t(=K~h zcj5k0?>8Az;1n;Zc^SZgQ_5vq{bozC5kb4t180%xF}&Mhu0) z+n`6JX2Ml(fb`R;%$j#VZ61CcbmN?NORL%~)W>fB?Lu2~1?qh~XL<~R5XG5`ylhFI z(5?-FI~SrOI#8N`cF3Pt8h$a#bS@|z3H0Sa#JzGIXB?5qf*$arPMReS;6n4lT<}>D zu0GHLO=%4kKNfgNk3DH{G~oYe`vQ@w2cWb|ijowsqmh_?9n!uHF}=P(52mPNoCk`TeG;Sfk`x7(XAD)_sM_ooazmPF3ZEM6Yr zgzJ1ajGr=lR6a*Ls9&^AVvGC#ybvt+BSgOb{f`iAUsz1lr4Oe-c0 zHmg1)hMqP9xOO~f+)*D@4Gr~CIPZsZvwjMsIhJtkZnt?$!ceJEF$YNLIvZ#^dh~C7 zJR;@$6f@I+9bM-cgnqVzY6yikWuh=tO2175bo zi*s#~fr?m&CV@kAmGh@Vr(N@u7b(Ae#wXd)DM@d;Q-0(f@`$glB(AOj${@_3C2qB^(r%FNns*o5 zhMu!NrDQzGDrM;zs<{QeUztSz=^BFtKcUbq_Gv9bcQc8!87e^~{o|k^;GA*!;^zfZ zKIWN%OM;-xNJgKEU=UInz3F!v&ghzbK*WRZ}YCB2lq|7OY)2a>hr13{|c;FJ}#g0DiLrdRkL?~3THM7>FZZCD( z^|YMoi^6q%je!(!Kmeh~qZy%P?*MoL-Oq7p@4>B`&ED}zrlawj!ux+QZMTjrQDbkM z)E@;iu>%WqMl9Ntlk)u zwOF&m;%%!{oSBy$oRq`lv!Y?y>flg9J6_IXJIH=ttc8>S#||ksAUdCI_8C408?2Nc zJ?vIP3^F_UhshW59U@CQ(dhTiu;mRM&jf)kid)FNr?d$(mT~-y#M(iaujDG0Kp8R{ z_H08(m|(s8wr2A`#u0QE8)aCGb<`OZOF->k+GkUz6^dWu>Cl@C8 z=N$1s$Ss;YAgy`9&0qEl>N+bumK^i1R*%O3}lPqgpoJoR4oc51`Y;G=W-8NeyVJ z9$0@GO_}p048VKqnupG&X7M*XnvDD3bkZ@o7(6L1g0Pbmel9x?klW5mvWY?Bt((|P z<&b+(mocCNs){OGq!r}$pkp3wfUqCPsaChK@(4^yHLdr5#x`QiHG+M4P}prRkj9OQ zsw}+Jk%TtWM+5uoAY7S571LNrE7t5`2UUb&c9S`qqO&SV;78-mG|^z;iVr4LyZ;G6 z-NyGOtRgetO)MyW>VNf71O2*DrP%~BDzTKZpEpXZd-HyFr$8(9zFq$?6t4h|4J+wZ zj_p-{;3S2vWy#bk5Y1_c&HztxX^sxZDh4a>bqu=>H2lt`ok4Uovq$!Ab$gqtm_a58 z7qbeykAuio1j zNA$4-;8|Jj!F4YXawZrUQ-49wyijGf6cOnjl@+PciQlRKDuaBs^ZB^069R$zXt2VgWQ!T6F*Da z9w;ckK1Sa_+#{l<9V2Mv4Bj$Vw+!W1!G?dkE|@uDm-hx0?mp{tUE}#qTI;GYbC{qS zxH)k*Ih56@$Nd#ZJbCuA;>>=N&(_Gy@&XjF3edod6ht>)!M(wBH`wDt+!jEi@KbPn zCYC=v0VZf7IJZ-z6?LyQ7%Eh>pTm3Yk_HtE64{Z_<^fweN}UQ|NNO8WO(u{V;dl{~ zdCaG7kp1;x>-5vg#@3xZ)`oSt%59zTMpCgR6!H?ovp5;FVgoGvEMjRj#9>QT30{@R z$3U(GYMk_oMoo^J{<^ zu@2d6a$?eVcV+{Ym&t`9rRJ3jM)Q_hCeDRzLRyOZWdpV~fYL!gvo66F#rih%?VsW9d&4PjZE%!|s0H+x_uG)h zlc(P=6UDA>#Az9{yg{6VAijHrHg1>rkS+=yo$U1rNxx`U9`7J2rk9JATK6>uj9^)? zQOHx^a?Tc{Esbvuqbjr zXRk79P*Sy{yGz<4uxu!Zx;*B~H3j~d zr-8nz-E-rJtR!&@z|<(HQy`4!hXA1(lIR5^pmxFR3kGB-ju$k}t;`>oK#q{rGx!o2 z34P!%;_RmU3{reU`43)VwKW@G@bE5N1o5viiWc%gTIaec=)`2?bwu;{s$!fHvfW^J z2F!+fI|dLODlnoys17`?6N_%m%xj)Ox@LE4%dV75KvRQO55qXtJFtL3aK>JQ!?iSq zj^=kVC>CA44>SuGq+i6bq)c7m@*Ak6O|?>97Va8i!w*67r*L1e>j-jWaG-%AQi*}k zm~Go2rWu%Se zNbZ8~r*J%dXuz@S0(#8UCO`Pzg(H10KR`*;vD|b|`>BM#QpYy_z4ltTL`0h~wG0g?Ue%^MsVD@~Wn_^gUNK_q2ahJOwwB*OS z&jkR32oqkFMoS(2DMy6Pzn?g|P%v*#v$CJm#E|lh7y4tAO9vz{&nsk9H*6JxA{#8S zyR#0+|+x*uz^+YAUO)yTy=ap^e*?ebPN<~X%fAfJMA zL6Ad%U-GTWKg;ZME;6%=r}c<#GSyuo6b)XQVe`RqM(xZUecz8HNWX4R_$saP6wzr| z7Jy_6Y?1;sgGRD<(W)=+xzie;Bu)?_x4(ZJlb@^1{XRYlf?xg3Wl z%Pk8Ey@)-Y@IDEI{5vfU^@@0@3`1CFSIw|co!h!lV}R1ca@I~t0-(Fr2HJfSj~EmT z4A7)YvH8dcj@zIG`KAX*fXz^vP7c6;VuNlJ*iE7Ck7ha7;|FA>@2}lRSBL!syu#w+ z{LunE6&7oGx%HrxSI88JnNVh|>mpTqo9B|i6l3siPR6K-F>|wpd1w7C-TM}E46)(*HqJk4tKQwKLDP94>%`dC7 zT%hC@Sp<;v4O4Htq_Rvqg68Vhln{JIzeod%N=%#H59yU9JzUwtb2?1_kdj()D1yA- zf4BE8q4Wl_oe#t-CTkH9nq;w^<7WBR-aSw=Jdy5? zf7Op)sw0GZ6viPw0S5Rs7o3?6RV~`C9%;&KPhJ65VXQKfXyv(Sf$TyLaqg<1#P0Hg zXrN!35J0WvA@?ZS@cLL_OV zCiepHw6on;X(7NHgzY^Hl{3j9K_;ccE2}l+Tr>{NS}n?uFAqEvNWaU~`x>&FN#Y9d4vC%!bdg;E*E^CPBb7 z5aB0owWi~kFg-l9m8>gaAwzbAa_}}>3tbmm>yoZ=jOCH4>|!i6*JEt^8yrKovNS@F zDS9bR85TN;wKZsI(}S7f0v&=WgRw+T3JCegFL&|1!uc!|^mh09kh4LHI)}dJ1{?m6 zd>7^8Dpu}1Ptf^nGUKBxOUd_ilGh*^!6Q*K=Vc5t*nC( zcU3xZ$MENt6lI*qS5o8rAUqt1dZT`{2uQ=mAH*pR%uMAQdGu)ik{C`Ab}QJezLJ~M zjgQ9CSgtDJL@d2nQ$SL7!UiiCh0`DMNlYp}C3hp%anuo(CxrfAx`I@^Lc5Gfx1W8_ z=>G^%Z)2EFB>bo>Vz;XZi?QF1$$1N%qMkAB^WuO2Mt*1Za-{O~>sK`fTkPL~4|}lD zLpXdK7Tgjbh`s7Am|;f_1kQi`O1hLWFt$6L0|rj0q_#gu8V9XSBCpTV$*|cYW|6*; zSL$!1@^I*G+BZjP>>%gmpO5w-4xy|cg;k9l8KJf!-psuc%gPzQ%hs&Xax44=hE`k^ zT=sYS)cn$Rx&OYE#7ZgTxW&NA2}?D^9L7P}`{mGQ6vjoLtY?d@)=Il7?QAVOvX+Pt z#N={&EIsM9ovmB7j}m|5%6`Jbu|hpJ_969qk5DEv$Lf*dpbfdO+!V4^%4$QhD>3@$ zVd}U<)9G%x!w{(dNhp&s*B}hd^V@sl`@lm(NyPw~yy4r>xQ0T_@J>4-#+H9g0c zxuUVS(*lGYzDnLICJ2e+>+8Bx7L%4}AAF4JdhaP2$oGuqHu>7u+}aTdfpg{p=kvO*_l|DJcReT>AV1!}!U&&G zEiK}uqR)8oT~1;N7nxqz(-iI>fD%y<#fE7cN2+Y*?XDTnL8J2Kzr!2VEf;df*vPUU zeB1slQVzs@t0+5x>gH1dLgf6nOoCXahAW%^+wOp$F67`54u=+gKCS|v!4^Py3Bl%WQ!1+i)6NTZ@FQ5kbUt@JY+RyMFCiBG zX|}N}Jz=XvWo6#Np+rL$xv;AHagaSp#4SuGIegr>;zv`6KT}aL(Wz~E;TcSjdQa*? zF7e{(Xs_oD#Y#L-2M9?i1KA2g7?XiSN;#W&T@7X85=)zb=dU)0M$~#9N3S8~$DP>S zs+}@}L>a_3y#KU4e6t4FKqK1db3}sfMqeSyKKc@>(?HP+Vexrhtjb1c;Nb*Yt{aVq z28o#jbci|MinRuuA@cdAq(RyZeA{`1aXJ@dGhHf}!gv6=lHUUwuvr9F_yE7TT@w?{zgyZ1JHtmsr_ zjje+eA_$PW;4YjsNQ8D1@z;?BK?90Es9u7=P<=p+^G`|TQEXNuk4Ir?Ip53N9z8@Y zsDv$(9B?00&*;jqrkRW2`S#+&K5XUV=~LBL=r)|2*?|3}I7*3=8pD41$(-UAQBRWt zlNd3(?WQb7eHyd|U$X=ArJ;+bHokbH6}AM7d!@q0Y-nJH!Qn~P=fnQ?UEdNsYO?g%<`Wwf;Ow&16h zx37V@p}bxRYd8&kNH>fvrB=tqSBh^6z!ntf1yL1838b)>(h!Z8 zsM4{W$}A3^%tBj^CD2;fK8z}79YIE1l&VCjIn`ucu4HQnam)kuoH0x*l%UeY0f{Pz zS%XrUjC$vV34(UplBeeIvxef?CzIT$?)bY5`*V?E%HJJN=ct9G=p+bHdd!~iy0WF;Z^tSqqhb8`j6xiLaA$ay#~)i z2Gfu&L5(-ufh(x_5kJ4vcZI#O(N&cBog6l<35{zD$=88IIDbV8 zH!4U8aGqClTZ1j4Cr3H6tZVoJfB9)Wj7pR)xQ5sg^~@Y-^>Q5yU_@_2@H;erA4zDm zJz(aJw^z6X98q+mh^xPJ`V>nHG(b=r*WchHlPx2$}|4uH1#v z-CnRYX8jyW{Pxpn?Za=LOSD!kr@8(5SpH zqRi(eER5~P(#i%?O`Diag+O)kgl#P4Lfph2SsF5YuSa{R`ckA9{u#nOH&2^y%0KU_ zoSOQ3RIw+NQcP5c;x3I)ggEw{d0qbr{xRN;w}dGM$9f2|`>e3rC_r4I`&~@<-id*g zm#w+$oL~5UqRPr3+M~0E6&7jUqE6NEeIcU^tgZ5`K09_INs;xWN(8Uj;=o;|1&X~f$ zV)1+;?feA^4QEk73kU7r~%E&T>&COW_Xf%IC^|{hNaPA zIRO~n8(PXia92!ANu(4k9WbRF(UW>h@~Z;n!P{SRo3{J^MF0)9^A7)9Y~7B#P$#RQ z;C}Sa(b4@~IXq-}WnK|IN?}I8G(~3GYhjvW5tw_G3F;tV(W7}bPb-FaSQd{d)QH~8 zhMqqoe>sshmD=y=k()MxX)TdiTrXwK>aOE7$NK4gs`Xw`q}H*Lq^Z=!eXBrB+tnT# zfhWH5v#i}z2Sw6uam&x4*BNt0Q55`SSAwpIejRzL`sAc(c1hsU@5r!H#%~B2V?HHG z>X`SaOw0CT{iaKMJLBAejOMy5*FM&tM4wedn% z*64*A#0Uh#=?>Qvj7Ako95wZboQ4*6Aed9qaMwlpz(%2O#uCB7aEu12RjlHZ_;FOG zV#JZof+>&LE))5nZskVfoB>;Hb8A+dGBEsa(lv-;42zcbr!1vp?Q~eMv?vNFHG>!H z?SSI7TEKE`6AA1IvBm)^r3wc5LgFCB5rmwHpaFQ{ZG>USP&_dSDN zTeQpO99;e8R3=u_P^?NUlI8KfWDAj7&(pk^Sra2a0V1>f0dZeG(Vh!Cxw9)zjr<|r zAk%l-IRcUt<1;;ZW$b0|O}}j943^ZbQD1gE!x^$93uxNGWV1`H6B4MRf?vyTNU4

XIdzJ!|RGI-%*1#_Qt|?oK;!R zKZ;!t#VeJeO)pc34-Hr@Eq~mLI&R|B@}VImSO!#CM^#+{?%rMLQsJ5yUwXA+zNgbT zPv~-0L^t%6{#>&9q(GoOn0`uS@8w#&lkk{ScQshpyNdXpyD9NE2M=4ZWzzws|35o5 zjp{JX?Pe&f*I7`_)H~#8N$9%#bwP!FX)U_sxbM2cCnQE>Eii1g2g_zG`D>E%cm$=) zcb`OYxLST5V{Iuv7&ElEowHg6u^gAsGl0v|*_j~_x%PD|?XylHa=Qv6Q3}jsr+rJ0 zbc3w}hb6UdeV|XVg#yb3r*6iJzf8xe;%-bvZY8go2GnqsMv{O+!88KKhNV|z&qpe3 zp}a%BMtNm!epi~Q?-Ip%rY_FGneCanos$z#&-RhYHDC~@%xG=~kHUQM;~ys>b565g z?~4=93v;0R^gi~~BkV;S^@7Hb+@k>&iWHQcu1S#9`!6#bl@iM*OLYMv zk49DzJ0{Q)?md?};vpq>bYI@j;mfB5v3o!}PkW8cTPNoA83~zEAmNHXri35S!shBB zfLaye=lb6Y?LH!B$4Af6PWemoYbPr+jOVxM(ulC^w!6*Fh!8gi)eXifBEBE!L{SDm zZ*0R&tdyLp5~zyq*!O$8n3yw`+2Z0w|3*aIgeSO}t2?Y4!j_Ef&_Pr`{=tH_P&tZW_5~KuHQh3Nb;9 zK~w`MMsVnb?59+y-f)~B)CEf2$*N40Hz8{D+TI40&P#-Q(R?N6{VlJiw(=5B28F7v z2BO&fFy56~5W_~5f-ny*g41I>+Szq14aaORw!(i_%<}c@z?0vYes9s2K9&&M2^0@L z=2mkcm%`}N3zrkO?O4P?7TU;`v&Cs1!VJd?%>?w?hBR(7?jE#%f+GoR+19R+`;k*q z`L!NBZBm&Lb-)Ba0h{gSMquNS%rh3O@oA!0V14`ZMsNs+MVjA{X^e0vWC1Pu54~Q- z0&q18WF0Q|a23_OnL2DkM=}u;KPzDqbybO6gr&K3oH=-4LaR5iaT;pm)Cz*a3EP1Z zWdSL_o8-GtnqA!HSbLNx;=IceXNjn=cxfNYi+~S-hYY zAsfeiZ)@I*ZKn*kPfGttrx-yM{)SFVm``a#Dwa_k@gam9A;U(S@fibmDomVDV5A-8<~WLx zzRY12R(Tdiu$jh0BV%Mfdb;mR?lV|-FL$+x%-4Jfvx9^_FokFEYsVLajx(3!Tox0} zk;ZsMloTw0-f&M`-;U}WKqXIuH+%M{+99p2_6M9Z?f!zWz9e67BohCqSDvLp82=$ci;Z>fdiyJqUH+LNfV{tbV`B`9mQDhEUR7wK*N@8?^@@4o$4 zS=+%x%#_B!t9TvkHZ&(Z);KNpH;u26hODpE^DC^B#^g&ug=q0RV_Ng;{l!=HTbRB^ zfFf*IHd+2MLn+_J72@88z$Doy)tgIVzoP-gFVzA?H+#hj;FXyLc; zCxG*&?$UMf#^+N;oI1^4?mcps7adzW3KFPi4gF12^L{&$Pyv9debA27cUz&GEIIr z8Q%)%DA9g`vdFP9zofiicj;m5HlDv{Lj;^N4pLKFia$d^Ag)#l=2C>-92R)V6-Lv| z)F63ZFA-k?>+GeD+{fsv=Mtx=o-~=#{oBW}dySun-8dTCko26~jsA8_xPrU$86>`r z1c#G`RDqw2ZUnrAVn56!cx#^;%A?ySzS$v$uwlgbOnVX51{ zCCG^^DNw@7ZA(;AC>&Il`=V4Z_VDwA>mOk6M3xjr7s1j`i9Sgl=1TlRb%@HXg^&tQ4XA?n&a6u4zOxHDLU21dhtRHb2K#x~5qk~2Oh5*=VcJuFzK)97ovP&c@$(D)TtdwrM~j82pXEg-_zm?vY86%~r0#TZ>@jEV4W-54$PCPE2QZ50tb} zKZF=bYh(3I0yyE|{U$^p9;&-!Y1_tHFf&X|udB?%tOwW($j2egKAgYYnD#nb(N5l->>vG5__cgq9}}MaMwTNB{$FurGv4#1Q9zN7%oI%1cDt&=0Ec#5Xq#5(Wcq*W5-AJ zH%d%*E?nV{@{}w6yF^Fb_=D4)9bUx)0e&?eD_1zHKM_$fBmY`=;4^nat9S>+UQn45 z1M;5y_=Q&x5Zf(MU?qc=w*ii!D*uMt)zz}?c1nFC#+{6^HaPoUO>pq4B~9%cIEe3`7hqA) z|Cx}vVyFuXro&?^_grcB?2)no;qRloAyy!|uc9Y`kA{erxvK*XdDaN_1|0(!6_YH7 z{_Tg`>o+rp?cwPmFP1YtP2Z|_ETCU!^T=vx$C2Dz8nByEY z$XWEFuQeT?=K4q6uQjJbo3Ojq)I^6S$%LR_%nODp6wIc#Y$$M*L1{J1D{xLRYWs=Z zDuS_6e=s&|atqd^$b-Fri*7sN9od9@`SoZBYiWGVKmXvwb?~4=hRx|A$FRf;8w}=g z8fp0SLHrh1-Xf{$a6v}gN&Ptdyz1OJ#3l%4%9ePTw))N&luy~;q^NsFaVbFeKtX8U zhzvV&%t1Uy)hlCj1A%;4C;{oMlDs51*dMUKD_|ppV z_FBw_?hnP%{=T>XG|bLCA4N(-@T#o4H?5WE-h6<8Jd1vT-1%Zsy%jkTZG5%llBh(& zk1K6b?7w(mC?NE)MC8CT=KgA>AsMP>A0IZ|IqfPc8$W~`j_VU?t)8NrOoA@bN*(Qv z_%#yGm88yvE&6hA^h;-BSRD0=$fAy-^f5{$JL)|G9u}|ox7W~PIk^XAa5L@89IHV- z*>lFa-DA71YZXbRg*6#9W{Z@S%{lui4GVI!?G{-3@s9XK92Z}_wznOuAr7%h5q3wZ zeBN%R(lD)&E{V0U_h7}@7=@obYTvP-0ulMg;xS%QyLX@;3-5|+BmpE7n$Va`4>y&C z(eSKNeKboe63fZ%%K*VcMmxHx3$D^Ux?FNOBS3Yy1u~LiCh^>cVqKNDo_)xR3a2BQ zCL8Iq^uPZK1DcsohjDGCh5fc)==fp-UG>tEAfBia#t0Eb?CR`D1XpZGW*NJ=t@-~C zx=XzH*dfX(;J1)?LBr1uSr+Q;h@VsAWeoa#jCeWS%_=LJvbsgu)A?`Kw=Y9M86uvz z!Wp+wO|tbwc>Nn~0UNdm(bpfD5&Nq&uayLsZ1Yzlws?(ntKjh>bZX}Vb>KWs4Vle$ou@JMx z@?@O^M4xd+CU?D&u{cQaH%Sg=89B5jruB(G(~r)-i_G?u>sLp&9y#wlntf4ZP(B*S zp_&!$&8v5vqrqJcIOl<$MS18w-sSRVWa=?SN~)lrK|Nav7Nzt2;xH-;3>$bSzNO03 z<4tU)B+OTdWuPVecmOsbp$#dq(H+)k)VX@L;v1Fp4-)WnLx|B#3I-<@7pj`d&#-UJ z7NEkrN=GqBLVHgR=Yn}P2avLjPx~p>(!_*GEOig!rusRSZZRpwLi|TopW)|Y>|(w+ zP_AV1OgpOS^X0Myoroq1QT4PpCf;LYE)~pKw6q0_B{Nh!93wyULGrKhKMw**q}i@d3`${3I=u-%~~eAF-=c{&dHDg(RC{!nyF#*;$}; zf5B|ZjQJNNZ0`snn-TM)vFbV^yd_6<9LaK?f4VWE|kEV}SZd_8gAFuaSbBP-0zCkxaK!vH(qK;7isa?kOV6)F`UCV<(au3^2L{aes;9JY_F^!hv#`MCaw?8A5n_Zur z(L$uSif?Oyc!0?Ov2!Pcp$`MJYW6Oq;k++8Hjej1*KRAs`bIoZaHSpx6gzaD`r0h& zDwJc%A7VB8#k|b;qOEUaiDU0Hl>a(0CSZp4lh)iBD`KqO*9&S{RkSgu*>giVOL?_F zi5Ev-UDwbq2YEK-)tVaSy15J>7&Zfb^gK?kUNx#m#*W2|ilZi%MuqsYs71`!WL9BAX9HPu{GQVbaWDgNbzLZ-RbGBPU zujxw)GvP%8H+snIVK}OoN&qwi&R+k& zS^xa`zTRiB;T6M^6$@alBB{zi0Ftz8?&|)+fIyOghWQyK@~m=T2h58 zcUe$gX1+6q>HczBeJet;ik~MH%*iZ19gb>wV*3M}C{qp{u~BZjMHw`Gh>Nx}Xbf4> zH#XB@Hqb4*HU-mVahH6#3!%yg;^DRz{hFPAv_3SlOCPmK)zBaKQC)g)e zi`D2EcwOG4pheiNIuhr|ZHE*%ZR@k27cy@USJuH5QA@Usp8XJUD{IzTG|awJ_+CwB z=|7`^xIjDw09u@xu_ zro{BX{R;IwtHIF4v2f)gSDY(&>cKh|GCWSS(w@0*=*gP4wV%QCSM8E2G+;oJeC78$x zFeSu&tLU`}+<;tQ?I%3~ls;3A-*s6s;j-l3Uu00`8K7%ceN$Vi@uT7@v8$1iD`3~G z+80r1=_*_ov2ubsXO-LQs|`#jUmpv&@Xz3lCs8cavZHePajIU$O%w!BsJ!Zcrav4W z7u!fEAKO4iPJq<|)gLL#R>Z^g}zngNJ~Ei9gI5{#@m)+MJHoLwbLBkR}MG2B0{7P{y^wCgV zFR+;H0pa(-AH>g41!E}vUyP8q>3^y&iVBuWQ2Ba}6e}@qEYEjkBF0B{eJTB$} zuoe@L=2lSLgzn?Ru`T4WBSrVhL)tr$!SzmiMjIL6%4h}Cn03H@-@SIHU)D1Rs-t6wWRPE^s`YyL zY7Pe_PL<3qnC3^d=n~WgENs@N%`dx3dPf*-5%yV`)yR2uaK>4yYmZogD3@-2u4*jE z;dW^IjL;W&q+Xo6^-H$Uv|E~byjr~efhd@z;f6&l1=u-!YaJ}S2A@6B_Rhs-bv`!| zb58|VyN!*6nW!=dI}-ObMRQ8^!;I0hhPPQg8_RXMc>TNh9#y*U^{~OU#6Y@Artivb z?Cr*J6CosdCk|Wjj)?JEE57aEX%h^DCdMa1<{+y55~7?8mF?8G-hrT*0ai0br& zZm{TXd;xes=%IC9arQLSVwab|y2PtgkP2xFg#4*9#1~o$n@WFX3ij&u+&CyEa-Zx5 zQ`&Qq_6-iVL}+`@4n+Z`a^!>?_cq&HK`oKN>a^JEMuc z*bvnTr@ODeBkz=^{3--Se-|@o)30_QTt`1@)fE=Lw*6oZ8J6?e{1s~Oe7#C5c}isz zQ}$FKGr%+=k7gQ{8UCuHZYY@4jQ%(`UC9PtrSrIzbGB|Qm;3Ar?1s6hkUDP0WO1c3 z_dA*`-qd+T99!=Ac4XZ+e?oEpl9y9kd7Krj4AG0m-J~zs?}DZEyMFE@|7WBrTdss5 zYD_ZD>g|(e8}E+9miJanN9^p{jbXt%N(Kl-dJzR7JIZQB=SL>KOjf+XeNBVArs#&5&(;=4?(~T z3OZDl*pJr8J;?q3u;erpFvjE$wc%t&O$|R^rYDyZkU(41u<4g4UPeRy;e4Qi7K2y0 zlIBNs;TFmmO@usnWM*Z!KmNBy!%!l4igMc{p!&snKrHHCs0s1)R0a}o|2Hq3230%`qExPWHzEr2 zk=zvv8T>2Q-YbdNJT?F4ebYc?nt)g)Q#YI(k;;)&gV64>K^%A5TViGToB$)o%z@S;>GxWpBLK&u6;6}V(=`83;=!_))?;+Kmli2xg|?;?e~f@4Q**4sE$ogOlsCTWtC@V8t0?7f@PCJ zw8V7c`C%!R44N^K>Ipe5R965+w)0>ZVcC(wHVkxSqdM7RdS#a8fZz+r6e6%l7TC#zE5NEQ@v(}z{Cl2qSr0(lL8 z^j)FN7Dk3)W)OCS1BM1rt$E41uq3pU zsl3$PG7$oJadnVovQP!%YS+@92BzV$1+YbFD6q$gasH%HhK1S+%MZ!9ps8Y;ixBb zdnDszX;@W&im*UIw_4PEP)FBR!}ndK3i5Oo39swi0tw^T^sby@8sdJBMwxfY`(FfH zq&o!^>{lQqMryu#3~+d)9x2S%KWbDfNg5Iu1Kz=YQ&h(iL4D?-&&`bHTPQ*M4vyU# zfT@@giZeBq{mtjugps{$i>>{(g>L`y|Is9*s*~|DZQF?Z1}9Smc(IEQ!<#v#Ey7ZJ z`%kn73uot7Dq>Z9pAnK1r6uT6G!4awBdkWBt#}YDg4(nwjqr-O1zmefoqynB^5_D|W8IA&SO*?vu>KI)F>t|e9JmqekF<@&Q1AaRX49JTN z0t03L@_R+SY~?N@+?YPkU2{%g_I0Xms4$#N7V_6FEbRdbp>@-BiW z*hP5gC~86|E2wxlPI|+~?Ow@gF`YO~mf}WhO?~RO0nE2Jw$4wK>U2f>VIpw(FgcOD zg7u?WSAeXZXeoEWRKhx`?$4~Ooz&=s8PsCr*b8r8f`(D5+vfm4xv~!>8=Ce|z~H&D z7jE$%l|t8b?eCyw$3N%pKuf}9-+XU|n424v@_3g-lKFM;*nV1uTP_%CA9Ub3=O)4V zn0RzWSeu^oV8OAgn}bZ;-wW8LgqgRhh@+A)^EZHcOSYkb5I`Ja zZTcl5v3?B)%WMT$s8iFhlpvjetvWx|UBBZ>J~z_ftpfwk;5)f)=NP}q{{ge zvV}UTxh~BB#xUTqMVER;c%U>wRN6)&Tm;&SReq2s?7}Ot)fMT!q;(!~x^jB3Y^@4> zo&#MRz5+6J_1OL)G2R)H@50BGvndd%)GK7?`7Z%!es#>cs@O2{!EZ(KE)mu+U}a|~l;v=g z>rflEd7g!)L0a>PmjE47Cg13j;uc(g-KA!aseCxOZv}$Mbelavr$VH@;{q zC1iK*s+va&nV_JDy&3(u3Yg)taGOrbBeb4gS>Ac6 z*9dHCUq1*3nv#3I-WVOx?1fBSXvw$}JhGmpsmF!U z5gg><(~3y0q7`fXoYh- zJ)G(06%T6>id^s+xDmRH8@qtWe<*0TbyyJ@)rP@`iu7I7f(G`U|0$BLEAUn};k(qC z{~Dj0h8GvKH&?3+S%RzkG;p@|{IW4B2@|_+r~Hszu-NWA*yi&tYiLop9p$8d#S|&L=1C+$Z=5!fTaU7g}y$zJ%j81d4o;qBeiQjd4gD z)pS0-NJwH}z_2j?m-W^f&#l6re1+_GGDYH{oo$7$x9ktEWZ^O53}=(xLpNPo&4VD<>psn&PA#Y_>7d>L48?RG+?HT59#T ze;yNM_VM1@2p)CtZwir74N5<7#Orl2EsKvd?S79;hfI(=V1pL}F#$9!!gr#;g!%HM zrsl1>4aoakiRmKqDFBpw0YEeFvGZkf+f-_NB!An}mm(UNP5w`Z&TxniH`pLAnQT{s zO@VjIe)~rT03JuQz*CICsiCh7gjXGV%CKZXYiD{Hv%xsbq;8x2x*;}31n(cIcrc^!gs~Lp8UAcb@c63tPJ~xD)-_!p^}^M{|3Qu0H8DcytXS~t zM*c?+iR+H+!d^F$_r;qV^Anc|17?#TguZUFhQ_hoM*R>{2B~mM=|e_(DM9d6G}DcT@FC-!SE+Pri}&+&7EQAhPjW99OWZ6h0Q9r9aWzQ>B~bmQry z3N*4_2F1!ENeyS{ihB}AG47Asx?5(*BS@Fpr{e&fnWob|oPY(k=Q;==7Md<|~@nv(LC!Pw=50KqJ$FPI1yl%u-jR zxE;BUJ!$nJtQfC@3kRzOwIWz_<-%BMS%s?vLw;v2D=uBe(|Odc7nFf-0ElrdJ7(Ru z9YbXq*)o5e1i}YHGXYwbbOCMLM6E`^6%WHuZtTs^SDj(TVl;}AWsuF~VI^pM;a?51 zqQ7wF#MfEdRm^04+hDJ)@M*0;;ts8dmXIR>tiwETplClopNo5G6M_v75$2P(wUb!) ziyajVa?0Gw*?~^5MV0iN^4gl>4t10)kMj3r6jAIx^3|YbqBU19-C_xb|Ku+#NiSC7 zGK30Dd(W+C!Y&navA3b9rY4a0<^tCL;z?F35!)KJ$8;6G_zW{%^pYtsjg*xn{Oek5 zRSQ@&2lrjn4j`A`G|N4K-|)+R%J{sqZ?RLsnv2&%?XveyQNtJUhXl=BX>+xTU5oi& zA!Wkc|YQC3L0&xmyj-6|kVkKgC9RZdGSz(SJ5k6V&c2 zmh>&bL$@i`(}Tomu%bKnxNh!I)t27F1*|W?bPf*>L0X$b(aQoImR}hy+}c&C&e8Rp z{^F^}HDrxUJtN^J@@PRnK9YR)n}?s(&d5vNNWR)A=URcp!YqRaPHN8mNFHkqU7>ko z-0VQEYLzyU@fYRO%#9JgFjkUXFU0p;o;J;0*Bm#ER!aiLWK0@wOV@qoZw3V8cz1kX{s z*<6Kq$qUbS2TE!|b%ZLWJ32O9oZ}8@2g0SN2Es}Kn$xw{eAgHSUW|+-EolF$y}kUw zgq=E@SQBgvjODihraoGd?}@t!>G#cVhDb>Id{Em-hb!E;05X<0+>*qIyQvM*{%t`wTYlO7@?5`)Hjj8|WaJ$I0gMP(uMDZ>4sg2*X*_^GAJp0(=qtzgS7`^m0w_ z9vwTD+Xxj>1A=adx9=y*%02>-eDhE92#?EVqs=UU`1axRN|PtySJnAH*&tuY3t->O z5+fn99S!rmdmKobQ>lunRS~%iLcdwUR2-rnIxzQp(d0z~igD)Sj494#xX6b2wP*lD zK)b(Xa;~r`PmE~wNJSV>Z<)^KKN<{*q2u5dCFe$+*3o@omwyQrJjp4_5uWTcv6-uy zrN*rvVoZ15J5G^RsD2DXT6;pNB&D`Xk7!3tn(gcO$Y(edDr}y@xsk9%$%U4?RVjfb zp=ELz*bT`#+=(!yinl9uZ2WiCj*jK**s4B55bQ!&zh=;?*OzHNWI8i_Nyr0ba88Yu zR3bMsFWU@YkjL;JM>LnOJ9Ep{gMtqiJcNWZn}Tn8@_qfR)*=Xu6ch9j_IS6`J2=kO z+7_wd=b+J~Q|bC1EBV&4ED7$jmgU3*^CHAr9_u^fSOV$!02t~O%-tt4sGJ#bJ5lu*c@3(4N#w%k#2!xG``|%*|JP@q_piyFFoLmoy zFU*UCgHLciA(!l3r0YHUaJ|`t+=u4sguC-7O-RfbL@ea>JyPWm40$GoC%9Ds5<+nt z1mp{s_Kbmax*I4@SD$|5Qw7Lq(5U@f)?UHIe1#bq4e~z^S=Zmy;V46kQ{O@P#~P|? z>R|DaF=WtcVJAS$OnUbkhG@37a5Pzz5S3*%-$j_U<+3Ll0S4XRutlh-C;JJtcujrV z%y{D@Z8B&~TC80I9`OoPuW4H5^@Phxu)k%`^~fgs)fs59i5(jYXMWUrJ}?vq!6MyC zIK%YC}J)M{aFe9e+_^F2+Q1Q3?P zfWCfBf*Z>v=B^&Ns+2mFWQh?}7AElb5Di;+ao1K<#$MCZt$Tc4D#4d+A&A{cU+nPN z7m!fHm!Rq$^?ST@JoE)CnJ|z*x>M$F)*8>vnp_prrg?&*U(OQQ!ka@AzCJU>7TPXJ zx0+fS*pf^0QbfrOoRjmP6G6;yujRz#f!6`@H?expHoVqkfuCWRD8S=g>5d*_p99(C zjgjDv6tPTF8a5A5X9aur`#1}gak9wf$6KG8SxT;L{G~|8oP+)JP`>d4bhnKk^J4C3$xq< zdV$KADly!}5E_PZIuV`1wqs=;U_mtiCuTrjMl_C*FXln8$c!`8Np3odqlTz4Io}3r zeen&w2`v4mk*6(~Zi{O3YJv)yodLC%883nS(lodq+$h8FH~R>~cFa=q$bf(ChY! zaN$U{?|iAQ_)pTRx_=c2ChyNpJRU42^C=RpLigs4n)=DqU7a!0SGk6u9Ui&a^!NPl zTl9UH2=WCH{mU1A=ZQF$;shkr-Nh@w(rb8Ck=mX~j(jh`g}!^nk?a27AP2GyRhE@5 zUZN)x+DPP54g^ZI&xHRR9a1GTAZhLtX31&E_xvvaDc+o;Qoxo07YO7(Y(o~#P8)3^ zaj;gphNa5fcQnCA0>HRBAKK4ocAXY5(P24U1ZeqK-#QyIV=-|yh;KQUaPBh8`6H8q zW=%GZV#h&jumG{5JGvDdGq_-}jm5k-wI&M#xWd9h5R)_ht zf3X+PWJo~8{Z^zA10r)bU!PZTVW>6nuBQeZGfsR=5wNwb;uuq>F7nI%{oAtxAA~*) z(DGZ_>#V(qx=I9^!JI?&RK-Y&iDB9-b&(v-A}arHc2ieyd$1Sb?fSHdhZ!D4v|s2M zuL04jHkdR}7BiBW9FYoU>b-QVHK{36?N2dqM)ogWXxE>LMe9)iWq=;_nH$W~S@|eO zWPOwo7i@$}@d`!cVT*tu12IscOI>+Tb14qck_k+WYZjwE<912#0DJFS(N&%0hnnYf z`2NT6nx%!u(2VdTagadRdi4d!wH1EXW2+5}}z<<6J4mz>2 z2-{gP&_FsE7ngcqNbXrIV=&`wY-wzaz>fD$umGG0AR|5UEm0io-~ZCfEVz%6<~bDU zYK~R&jX);fyimHWz=*teUo_ouJ5qA?sb#5Ckgv>|5n9U`!U!=d`9rL2^$Bu`ksd>Q zd-3o;;^Bn^HHGvVxX&6oURmW%n!>0@5KC8Xf;`g(@?q?{7B(|IWut-mP2OC^09lpH z5k&y;>z^2oB@6g#!6DPPp9AI~)Oz7d$Obnc& z|FqSKgNPJMZa_SaXGONmvk_B_%F?KD9chhNgrx6$f6`#kZ~kdN)p#O1S_sAz#H7yu z(53#rE=`7L`pcms(V5em$WksAb34kD4d;$fla$AAtnVR<1&A=1!pxr8Ya7+mDOd+1 zaUV(0`lpW&4V5V4W; z(Bn$rYn@!gO!n#iCRf$w27_FGe%;+T7@0V`u*1{BZ^-sDj;L>4$X57}D3}z=Wo(fm zD%n=~*S??^yRFTE3RinnWJ!7w+^cG8CnlY{+q1&9u4T)mr}V?LvFQBF zTv`@|@Oj860rZJH<5AiD+C>5JodZok%r6dJ^4#V5D=uK`pL-{W$3D`0;2?%Rpwk?^zQouo zv8eE#*Rw`38cSTUWlyNCSF4~nH_Q;>V=tn1{5qlJ@LeY{`3ko0F+?)Nnys|| zXuD&TTU?EQLqObYgu$5+mo+O~YYv3O)vjy(vJz>kO>lX?nt>?~>V(-KN5q_OIh_qx zH-b>LRdM3M5#UIwnXshUTLM&WpC5Uq)YO>nuUeS@#z~liZl6fpV-m2uvUs}c+>7_# zX(}^-jLM8?4?=VMvf32f7mZALo`~%qrf&wtS_Ff4{+1y#BfnOe#?ore#b8y{v=$~N z+_5YW&u>iRvB`N{s9)j|yr7A{o=#RQ>{8<|A_X8InBD3syAnI#KIyJ-B3Oz+hTip4 z&yA0_esy$_skLLCx;i|C9}4Pz0jq8JY(DzxH$U=s&n^p1FC*E+Vo3q^xx}S^oDI@N z3{+WRI6wDqZ&0+oW=B!ofGjcCVgE}B#5TNl@RZpSsGJ5sRYxml7JeVoQE8~^ znE8U}9K>OTD*7ONBo$XK&uFVE{)o5qnE{#O(UwprWMyv8j|*-s)~2#gRivpA@H2+b z*mSsmn$*6cp-vj~6ZnTES^wEdT`42K>}}}`PYYIh+L~_@Rr|YOKNnpKCh;ecE~|pM zHL)odeV5t#lGu0}P7GX?AxTl*W|{h#tP>QKMT4Sxu~G|)GHE`o__%EJf#0k#^qp)} z)nYY|B}X~Eh)#!^@VZ_H^D8n4ru~SS)eLLVBG%B`Kotct_4GG&gUo7HkR|1}sgrVk zbEO+-q_P5*J|V(zIS0$|f9_1zrG>Eu52AkD$fOs_lsb-fa!Z>GGZqNr_ErsVCw_kG}$lzMCi_&dB#fF#QelBeZ$mi97@BU zW++-OWP$~3Q2;6`f)Ls#ks?}4r;3C<1Wo9TNT=()Hznb=vq$tXh=589KADOHQ5)Ty z34#d$nLoQlFe4HwnscT{E?8`#nlHcemFzTZYlUzEx7cm`yR(MV->MM4G9mKg&W7_* z84VEBl8(MWLn3!=1Y$Qj4QSj&ARA?hurj+9gn#uNL>Op;w(?*F4|vh6ihw9K3v_X0 z7-h8yDCTOSM)tie_Lf-*M#*~`^b6f#If#~qtY)j8urelyY|GEr)R}-BZc-JQLlZVM zVg%_AdM;w^U6{2I6v@ zPr?^v5TNgh(cEaNA9%OM_oG0#h+1-U+Jl=Ag)`pb%-8`ZVJy)=bEc?m#$GlmF#E5_ z+fs`tfVuP@Xt` z3El;ed;qly{=0o@TG|dFH4JGt>l8}aGu;;GTaG}wGWcn;LiL)iQhL`{rKW2v`O}2m zU{V6f*AOIiG$X|Ug>oA{vL)J$A6?CVo~LoZDmH9Im3M`zS*9u0qHL$)bhFn}dQ#R> zzmeQu2OyZ+*P{y*IF_Ob6uU!hcqut>2}Ad*pgSg(<(8lo5!}-vN>fx%6rCN!A!@i3s=1S5hLLVw|Z~X21K(9SV9E9ui1b+ znOZ#R`L%OOMJi5-O(Fd>0mt^=K3$<{dLHoDb=K_)uB%IoEC9D**ysh zLSDOd>Ou|vs=;K$fzq|M*z)w((2kd899zxUcdvQ+7g-rcFK`#I@j>#;&0#SR6^}Es zz?J$R4oH567m;$~&?i_Kn;gR+z2^S*gn)rU_8dpguUIU9NU<=vC;%0RfEOql*-Wb} zDhG#qpOA)=$_?dHP}eZ1++gXy^ru=OQ6zMD%Pxf#E^}zolP992KS}!jZau}q&js;%=9uw0&!{tR|LcDzqi@=6#4t=DMIg|~N9%}9H|Phh zXnbG{wuf%8?=9wa(xCysm%xt16SXJDSb zyfJR-F|R`#v<=S=O`ip9P^b>shjfYF%0`M(h|?vbnpE~4H2+;-cg*rb6|&FpRzqVe z+xvR1c!@`#Xrg0k`QWzTIT{=p>)qE@;wXR(4F6rwFbaRHsCZ{OHAV>R6Six5PScll ztLZ|8BKxX|V*N7Nr=?-Y`^YV&DiP~lhYdS;+{bopw&vi}!bU3vnw)|BZIed}c10xFvq zAwlY6581)srmhoEysQZ}BwiCw=A0%><CG1?j=@L(>+{TmD)o+}*4goh>x2`I!0aNS=!RzZRnamOVlB)hfC zf;M$u>7uL@h%$FEZ5F_p_)zA3W@)!-A-SQ&s!}g@$#>=FC|%q0WTpqlbrCV1gE@t9 zxY4KCe=2=hWO$*Td9+u|>V8) zacan_`|yDi^|iU^3PfdU5qK?mYA(5FKjyb^ihMOG8714FhOd@IfRWp9hd^lcRL+RR z+QS{l%)l~`l_&)xpNw?(+Va+VaZnewOQ}~LW*7KbN1Bq;L;!+KC{Pp7GXc8*6)s4W#-1oW;mg~2+&3X7uJ8&2TjIRUR9 z)1g!g3nwo)A??_EF5USj<}GwX!|U6y*UKz)>31+uVG`3;7C@l3maUuxeJyg`(ilI2 z!za*^-TFlrMmB)-t|$`9e~F06o%`qnVvB*jN!+DfOJKYqL3M}S+_0z+0c+(JWqlMU zAHI~S`S)E`Aufo0p29KNKe({0b$`vpQ@D6s>cK5n`s~OeFi25dmLGIY(6mrBKd;5p zkULNSZWwhF#5p&2MI08$`f;jOG^|b{^xZIIlF57Wk{Wdpo-IpnTP?jU`TPN&p*|!eFTXHeuL=x9L0DzT&2C; z3J<(w4OJHNSQskX1wb3ddX9Sklgq0wsK^@sW{1)KZZ~mD`euN#}AO`jY(_X_K9-M%mRb}5Odc$4S zBF#OnK>=~thuw~YpvF+Qmd0tS`E1z3|2jRMG&U{o+(A(fyAnWcr3!GKQ0oXWNuErP z_#tDhcU&w-dqeciS$e52P~hw8U2PB;9Hq!eGtPix{L4LPgKuU5ljs&>+d*>Vq8t8h zu5PDPxIPJ`-2*kl`&z^$bzWz;-H3S?#Qei2o@}WNHwv8mTc$j_ad@ZXvn^{?iQSLI zJpl$J!@u&J%AuIrQiPv0sEOujcKMEVno-hb^ z1ZMu$fkd@_1A&|~RCk=na=kkVxTXzAG@|7t{~(kO^pl$jY~L?e$+r}Nlk}IfH-$aO zG-@Dx+2pyZUXo8IVL>p0G_if{>uK7S?E#Gaw1vLMn6DnkdeOTP5AK*hpvD13${uf) zPp+Qhig%5g(sx1~9ywSmd9e$tpMCMaFSyC@RNvv~WhZB5B{iO7Z8I)LiYdl=YyukQ z)njLKxOJU6kb=gH$^T+)Fk}_|gr~t3(;-Gvf+p}^C+>U5l=)7N zH+dP<_rCe)!H|!1pJu0_>Y-fv%O44)hG;GHqU~3Dj$otxS0h>@qZhuNXriuZ)1`U= zDh?PXTpk_d(37uo>y(K?JP5 zLZK1u{L{E80}QRV%Q&3|5EB7yy;)NGV7rzxR9YIl=UJxPPRiIji)Dup4Loe29{8^` zPKvckT^3B_uv2xPfT4ITTBBMz!a36jmw5Ni{5&9hZ2hsgnz-Lx@&(8pUVz->al}JC zXoq`aajRl9;h&CYEg2s868sBdg487N;!Q1ITI!d31QFr|NS_zn$Y&(<-r zj3zyH!;2pw@&ARJz%RR8N2sli~1i?bVV#9K~JrX-{)z6bgmWpIOH{EtHmf|;eMe~a9Jf5a~8)%C_bme1i-m*@yulf;WcPu{kv0Ax$N(e>`_H0F!MC4rtmpItI_w)g%RKhH5RN= z2w@_FTi@zq4CPw~)4z#aCft56P*{JwLJfT1{P`E2S z9+kKDR-PM~f$6&3R!v6h4_rph%9-w@luCyJ+BpVs>zvZoZcQ)@@WIwUk66_F_37A^ z@KC+(4Jb;Os^k7sg6rSBmG4Onq$zUS)v*fI!KjsO1^pQ>f6hk0I|U6fRny55_H$ zh)^8RqxZh(l1Ni%^bJ=g%)^D){}|FMW!ZDn4?CNyCtx+&T5`JCc`!PKh|j_cCc4JN z6TnrqyR^{VlcHSb1LIs$k$x;Km5+m7Bes>=nxz}h?Md9-%4D@2XVGB{G7$wjKw3zM z^1D=}a?@r@)X2uZg7)68)2M>r+bd|AvWy$uLO?w2)zL~C7(qJveqW&SA{Gjr%SM>V z^}LD-A1B#XeLdE$`pwa>cMLW?k_g87j$gW>{V4E(n0ij0%s#5{jHQ4YH7%ES2tg#e z-yU`MzflE08Y}S8GS^S)IiF^?`rmDT=vKqu^Y`2aToSoNMip#c>qkbxQPhWALal?$ zJgaw8hV)6b9%y9Xe8Hwt`ZF%h^K8_nzS!aFGT|Fq$JvWD%Oj8eCnq z6EVFei*ix|d~2HdzXd3hw=bP?l5yU9gnIZofGufFE6Th0!AQ&H0Dyp@L4VzSxR_oV zBIZP=EI_6^Nx$2W4-Q6V>U+PqN2)amyu&435mOaTdSB?%BA?*JGj$Cx9G^zX2+!jK zdxP+L+CGYfmZ&9=Wv#F2QKO5S-NTX&s(G_jfG?RKO;+%#z(~W7*)g` z)HK#MRU80ZRYk)#6mqTyt~(3^&OyFC#i;;pG0EK_|215X7Be z<(5jKR^Pmx4c98Q9ZdPA&68|b;sTW6vIc#Z8!76BC^AHJ#I0}e@maFvb5&-0rqSTv zuSS4lfK5V{5Gp}RvilTdpF9@{u+|nl%EZxJvk2`Bc(OfQv3LXZg|VtaNk_h*ivzU= zX~%;axGULx1UPG|mXv_K*#TsA%)z5w7JctBt<@}g;BSH~P1IVcT>#k&3Rv|+Qac+L zhK|G1DQv6Lct?4{eF&@@NjQ|)T&~tee}#e_DB4uax>|b(_?jS{4wVku)8?nj26(jX z)JF_CyvcC?Jy5w<_p>x?9Q3!1Q(fzFzeOA#!iTx37d~52p><>Pzqz%<1kPd0Gf0|0 z)tnsn)#WT?YG>gLQ$PD@528L$ZS6pVraD12pz8ugw`~975zBOn-CLxao{xcb>%q9u z??&IOBw4`B@0Y?ghgSs*t#Jm7|qK*D>?D}JX*bAqKagW^$4^+j0A=dk@ z9{gO74{v>|QD{<+Hoo-VmspaJ~gfuj4ppzM@6hIP^wtHkI?|>2s+YaR+|4C zR7V7G5Ed0NLR_ukkM%cwvc3j00^)HuY#*ngcuF@3;*~m< zFD(yMQvNc+))a6zm6Eez#fnj96Cxl{TqjpsXwVugFOg3v83vWcNuWXJUm|grq2z(- zhoE38c)x<%t4J5o!$_mEGU_?|VI;O6KXwJ(I$pm9J?Q>7cF)S%dPl(Ih5QyZNg$C_jYchE=)2D>cy7w{muY z49?q}UQ?ph5C^lR1d4U$w6oX8nl>Ugcj(EfEA@+0z%mG`)K@65^}|sNMEGsi49*|s zS&PmPtZN~K!Uh~@-KCb8-t}FTb6qoeDd19QQ>|{i*o7m-G`-H*m{1UiQ)ck$;oK+V z=ZX5?)9}M16Xa8rBzrl!auyLK+)5>dkjwTo;y=zb=>mdWW6Q{- z6wvL;(9(DQrsp1{RugvUB^D0{Bi^n@(05}nre&DmgO^sInyKZ5fm`?@0!ymfu+s2} zjI_24S8eO{mFZ!prRgVXhHz8o@5I+qn5vlE>P{-JQ4XHV(D{EtPKD_H^17vNUxQWyad&VypUepM#o$ynRsBmgcjT`E zV|6RFd)1cXF;+o!E)6Y#1?>|suJ5$TsKNJez%X}%fP;O(Bs4++-q&QixWf@Yn!aNrFm$QfrtKkJokaffB+{p`?Z>!WCo(^+*z^ z6i+LvCQo9v&xobydi*jh-xR0XI6oMV-jV&ICf-Pq zRVMwoHH~P@tT-L*Sm2ZRE^^D^6DQb3b8Z(Tk|_*6>>tptvly{BbC}~+DEGhky)M&y;a%5+c#-|Yt;FzEDAV9>H zuGf&iOHBH|@hnC&hZh}pQi>JIw9&B;_`Y=P0EVy0-_0?|X? zxGMJM?jCS=5m8oLwTCAkpYgXL2Bc4#_q6S2HLTnAC}?AA!vxKON;f8mCdFl$*@7^d z_ye#ob(7AvP53?b^Bp#L0GCe1b}9iwS4p;Zm$ug$2da}&a!NYyxt=F$5*nw+*^YJv zyUpY56{CbQFI5MXv(f`*?FNpVKUf8UGVx{1UJHy_rEItzQC-o>s zTN>65KwUmpzeT@IUeOZ-WeNPn3wh`6Q-P<$AB5QC z;3=;&$74u&>+aLpRt6)6tP1T%)Hk5jsgbBG)n%osJ5J&c3ukEjT$k_n3b82**)abnFPeo10KyPT-bid*zM!=lpL7SWcy?{E*|ij^sMXlM*kO?e`WlzVA2*x zzcsy#I%n9UgH&*)wJ~;%zL25^~f3h zs|)KAta%Rb@Rb0+%b#Qk`|+;-aF76L?Y`}MeI$3!i|!d=YmE5~YUVjJBx2K8Kw!Y2+^%zBp)PJQw2si6zLX38=rzc2unZLrHYm5NrYn zc+;%RLGSRwBF@94%Ey|~mb?nwIBu{@^`(z`;s2isyi}QiwsMeLYw4rdGWc&yS8}FB zYqm!phO89zwDhcaw}wAOfX|T-?E30dv?e$mrzhAx>;DF zDm>QmZd~mf43IhDVnD!`Zl}>ZC;dYGjj%nQAg!VD!{Cx3LYUCdSZDq0#`PFqtBpog zES3B9Z@-~)A`_PWycO-*try?T5;^i3cSQ(*+wQ=^a3RF>c_D{F^mzvMNg5AVcUjQj z`eCb8==u#h{LY-7DbtXB_uwq6^^jeWPvJC^ss`?BBkV8Qzy8lf%J0>@0)I(RA07P~ zJ1!Q@8~Uvl6kYDLw&Q4xkAxntd)W#^%5|XfZ2;TMEfODTT#b=#P2kA1%3|gHMLN)f ziA;K0m8#dbZy_4H;LirKd)R(Tb32q|}O2f>_T6pWg@H_oXz#_uwU2 zn@miMh4F4%B5=^oI^!Xr`}WUgonj=fw&8x$Cy0~xL1v|;*4`H;1){etpO z$4|>IFR+hDgAqoKGwK~=32`oaG*IqLl4q6(gRGc-Yo@>4Czj%N#{4P(As+mMiqT?> zlB!kGd%v;E235cl$vyJ22vXK%FZrN;`zQl>u=W0(9o-4>X#os((9DLH{~#iXu6bWZ zAx|R+zAoc zJ0Y9zvj~cl>F4I-Obxg6xlQPzpMQJr#ov!74I958;qtDGDsN?cD&NkF8I^F-KxKf7 zy~5x0TO}Li^bb_H2AiofjDp+0oKG%ICf;aeC~mLDz}Q$1E}fE*r{a%;DpUPsjc<%zR9W{?qUN0L}bhaRmB-&KYBD7!byQgodA8 z)h1Q-K;zcD-f;*%odU1Jk6D(87deN{D#e1`ydeHduWD-uwItJvL|P>L@OEaZBHhC! zh)fHrr9AZIxod*?u||zyf_VHA7v?gvjx(IAYze$eFHitw-5ToP@W?Eo`HGZl0i>e4 zYlQd-yWeBHhj1x$m7B7uY^4pyu9xKMV{kZXL#mVji?59h4-ecVNWdB|+7XUyqq13f z-g@dOU%$j!6324bU(tQ=doJ{sulO*dH;i0iR#D zn{KsPT=&Pooj~msiG6WsUD+rwbQPzSmlW(|q|l0E_)Dz0>u&*m(pE}-7OFQZ1&4eS zi1qbWZ)B@y6f{22MR}Q_Tf=h62f3K8#=#Mb>|SptrTX@x5>g}I8!`j# zr7Gdrj&GC%mZi;H>!m}&h6ujW<(i65Hirb!)$37SjU?JOY^De6G}s2i(zM~R*Wtb1 z`k5(=onqaRS8_*hAg;yu)m<9So&G;rF&c3VlsBh*aY{)VUPt)jf`k{C|6{D>uPR?m zkJuN*$1VJh*pTbT4n!Ifx4Yr~3r-4Ego$0zf!IFV1KhW(ZZ%~m4ERi|=OMVlBVK=CPa$Q_=BYSRH!P;FQih9I_EpSk7U6TV|n~ve9<|^>Y1aYi9X_g(J zkQSBuYle|_dhMryhwdfeT9O1Cp-1Rpg}MV2b2^hkI0FqZXT+nJj@Om z1w^`}(N}HdQ2egJRpv(92dE9eSVc|c_m>bC+xUH9zXQ)m3x~m)Zazu)b)#7fO)n*B ziyW=epJo3)Rx~x>qnDLmh$L-Xq&Ys4`P@7;-yT+DSg^3kL|HHA5^X`;sREUUDn%Q^ zj3glny<`4F@vmFk2u;90p7n6EkVgklbDz7+X*@wPouuZ*C_vf@w2zSTY}ZFB$1$O7 zee7e`C-EkR#9|{>8!M=EDxjFjX1g*{{+FNXaG#hoI{7;>Wq1ouf5HTGj{6y9(fl& z!Kukp?G=vY$Bn&5RgZhjxgpw@Cdp1a%->DJzDKH#kYnkn(`Fe0w*j<5uKSOwk!=yR zWd`djZnC6~7OXrU3hP~QAN&f!=Rb2Xx}4J{8oQYYoaLd~Q4e8z`+M|secVn8?Meed zyir(0xwprqI81nsk5mnA!+14i{Oi#2p2)`-zE3nWs#(imzV4~w5?lv~^wTy-*ckLm z<6>)d-U+B8WsQERR9nPqpluz}{$D7kB2{;fVCPorpIQ6fdU$<9|Hq4^w8Nl_;>cMM z>yBiRIuO7gJmu}r@(D1{=}&qfC^reF-_vhScW&x~SuJ&SJ3J4pE6XYOb|X9$V@Ji< zd@H=63bV7eX%vRTI@QUAfwZI_vEc@YZM39eLMRs|5_A8e&_|NROrC&Nt;VET1L#3G z-`zC$zB?FT;5y&H6-r~pRo%iXG8)Q-B&Y>* z_E{DzT5ODr%$vg>BuTb(ZLDtL^oA!AOAu+CRImwi;Of%i29+QwzF@HoFl`~eWn=uU z>al8P<9J^b7ptU7Y}W)5!gx-5fd4-cfBL+}GdeInfevlV1f--&)~D3A71uB!>CYr{9#tN) zVk8Y$tEKyv{6)J+PS|c6sBSEflER1*2M>}0bYqPgcf2jN%AC|_al~jSo!}wpgo1D5 zp`Lb)Zib~w#kzZuH@&IZWO$Q;ojqmz+yA1DKoG2|OMCZ?`u4xlAL&x0awwhC5i!?t z76RYQm&H^-XPg~g^E-x%bH;lKsZMirY^ipdK$CtuqzgRtuew~b*t4k!B9)a6&fSP= zi8FL(cg~X9a)C%-vtKW=570SO0($c#BXXo}fjH?b;mGlSeN`kLh%)>I%1xwf#M3Q9 zNKSU?vasJhzZ9*t_(-qS$gNmjzQfG(az zxMnYHhuJ|oeeZ)+8I_G>nU>MBXFTe==NN1$1()pwU>D+Oy}2(c}YikgR~&pAmJajbk6A%xbecpXlockpRJ!#WCRhhHesR0-<#}K-;N=d0vU9)O!gSblzokCG zG{wJ;$BHIgnT7V( za#r6hX)bV&peWeB7q2o}@EM;7aKsIqQH|_0DlobgL&541&KkI52W?kZsak^i4f*H% z2sHlNp`B*JbS3Z=oIV;$wjep}F#-&$IGlXRkk;+w%EKD|6$^#%PJTQnA8} zK#KUS^U2v5*le5wc+nS((VfNQ-xM#EtC#;l>OE!F=Bn`oETVcqLJN{`%jcE}?&gzI zZrsSA%N8#g-jw`h!(oR!b<$7vV`k=pPt4Xx_7LK~cF3WMNUMs%mBG7cF6h4v6AG4G zm67H#C%~VbY6oqy=`)33V-o#dI#A|vIY(sY@b9A=5Zh6$|cY8VxtU+mo=}$>(YTM1woMw!EIso7Cd-zu~#DVAJtWc2ZD_ z5WUjW1nYq7f_*mg;5+@5kO?PUmhlQJ_{>kjO(Y22Qi(%uh|q}hZQlw%He_CmiWBFp zi$iWG)N1eLY~-+cp~PGWog6?Sj%mE|f?zg$z`gr^+KLh;B{t^dY`XOW2zLo4nD72? z8~8--%^OO-J0fj;JYHJnG|qx_)Lh}s8)%TP$EO^UA>2PtHAC6~@N?T}2J#>-m16`7 zneyGzDd2;G~eUU~3GdmvzR0lp9zbGhyV|m{(cb-B6c61PN9yRvIDvdh0&*=XC2?tO^0VC{M8Q&`4gbPcA(~2ZRGlIE!`1LGjsQm`82J8l=%n5C`VM;!AQWW31qx8ZZkI=kUacOny&5hnVP6`3E zXe0v4YIve4U@juvZXeZAX-p!lpQOY+pRgc16PgCOnYJENQpjQ-JOY=~PK{}YI&iCT zVD@P#tNOGA%K1?&DmA+yr)+cC*TUdG+*YH1?<7Ht+=ZG1h;3=A%b^4R`&_tEBG%oI z_A{SRSraRF+RnHq0;~~r04mLq2G3iuxFfGRcV2r}v^9vp2eHWCgPxv@$ZZaE3we@$ zf)}&gaMpnrrtq-4R^Rha0?3%|UN%Cf^%7Cokno^blI#yr)OAdjh$X89KO=d5hUuj4 zjXG6F6gxjU;DDHHfo7pFa?PYTVtqLb$FC>~B9fGN@DSl&+Ust6(8#;Dux=yZYESDs z5zBMX3q~Xca)A>ILP5gUt2k#xfcl$d0WR@t=qGxpiuEndM<~aRXARrBv}BP8?;296 zV;IJ^O*)yhG}VMw*vqfR05y3or11FleR9$kLKDY&TWc?4APQ6+(pNxwp6c+vpTyUF{n7d3;rsbsN>piZ_rBmM`+LQ%mg7vq^oazk z+55i1zGK=}4Cl}5+Fv`cIE!2lTBTXLNaW!)%7dgir|#dP9rH!3VDRSq;sO#r<>(Yi zPQPHZ31>|zE-tl9gh5hjL`I3+5ZoAYy zt9o%n9Gs<&@_jt7Z2E6GX`>Y@Z8C=vZOKe+1}gm0e`c3HZEJ1dZS zfD5OIW5Z;Ou~P)q&#?`-~{*9F3G@7T{=}KqgQ~D2BtLa@ZMNQL;SL$Th@n& zMGXW%QoWN>s>4mp<=jILNDo;63cLy)CaYo@OcK7hxgtot$ew_G`u-xQq~P8e?fhNx zG{d;lXw-?HfNUVG7_VeMi~u46tbTD^Ust54iFQ?{QzDINkV^v}Z$14uo`22^Y_( zdPtGVKf(TMWk+-Oer`&>15n;G*bUZ#1cQ)+&f2ixm4GFt0irMr3<72ZH%RLOQq~uW z4Z8)Hb%(l?mJ%dzVj(+k=noNeqNNIi5MeQWFY)Q{YHt z1QhY4Sx+D_2=AYxd0!-{4!-($`pDE{=rGT5lWjq1lWurnfSt^5$?WgmV1q}C$;Lx) zUHPTGR0PXC_KsjFn1LAMY8=-qTxzY4Oe(={b+G*mg9s(PY)wGy?)(}xGexOrOPH76 z-K39pdW!_nlp0WRkgsNcybgZc6Rkn=K{{V%)r`TLWM2Utct?x$gL5?O}!{G?@}8s z*rnWNdZHGG+WrQIJ?aW<#$ua7J5{X}K&yKg1Jqc01oFrZmJW1yeEq9R?HU%pz-&5V zISNumS<~q6Ssn>~qX=%Hj2fmG>h}on9ey-404q$wi}{W9%UihkydGVxi?MEP-Psz~ zQ)uC=plz$#j;`Un7yrFQ-F%lCjP!}Nv&|=YO~cKgnppl*vdwv0GZVPSxUs|OnoKMJS=jb_2vTL5r93sl<*w2Q+&WRe=Td5O2- z_IcUt6c?XG^8``Q%Sq(Y-F`pl%WGg0mpoxE_QkZV1ml1D;U_O^3Y$`zWn6xmRh`(H zs|&kG+0YaWg$!Ji3fzg(k+|LrbGnnsls71NDJ>;juzc5{Y|VULS3_7w5hd zUg?c~5S|fau8r|qCAd6^;#|H0C4OPzRtFZsfjLM!l@PPYH6p>Fkrs(S8qVmyLf`_d zY=?Z_f{mH2zVwE)jYWua{B45mH$COhX723jAYljSlu1c8cL~fON;nC;Y!18X3yBAn@)Ks&~`Z$jXh~( z6aU~7#n)sv5+L^X8`MT+LP0$XrflppAn8Sfo{U8Xeubs`iYH#xW^ZagIvl1uwuO-0ITdFT0o_IrF$m^=QMrN~w1F)#AiJ2Fit&jiKg1 zVXhR`%U_8Bnt2fs>Qt(|eoj*4 zak*9Gkc53^I&X0P1&;=WwJqlv)$C}^L!ABOPhOjjlEdJ5I^2X(7fSvHgI+fpZv1ts z1gXpY2Ih#tpPbJn5gR*TAQB+8N}CQP{XZw;?RQjHYeLXTs)?HvZDu&z;>qJ$v)qob zzL1eh!!%FM8KmxJ1hgkNIJUl(d@8G|-u_$Zd)ZK3$zQ*N)Hcs)CRx%qipdOop+esm z#=OueDH}?&lyDh*bF-PjRn$R-cVrp$+pn$i?~|OIn`Hg9*b*v{@L*UIRTZEwZ}?oO z|9BJ1#*ZN)`p-Huf)oep`d+pSy}NP(mYKV44DSrL=e=VYB{dOD9?*SpBzeYw#O1`q zVAo;(cgg#=cx(mUTcjpZo_1~|oi>GNm>ZLl~WT;GOSV8ohOBD~1 zG+AVzJ;i$GAv*L`@!F=GDXppO2Qa2V@G>jv z2D;NJ+*r0d8*Z2A{wQ&7slHPE0F!sDA-f_KBO};_3l%gYZ-yFjB@WvqD5GkyrVsc0 z+yam>K5N7Wn#-U7dtYD$X5G>ShQ-P%#GJ(-&8BqY!+4$`RGgbd+qnQ@7j?ds>U(Bo zpvZbpr9AGmh1`uv5;Nr5|GS}8oajD(jX^#hU@J=Ocld|&1*AJjgha))_ZTN zy77z&F7M>)I<);^y$*QTE(OOirzz79bP(Y_JO05u)|ig6x~CYEGU7t%&Pz`Uacvy{ zBiOp!!nUc=`4YZ61r~rMvNZ$={bHf%mD)Azk%|};Kp5@JE~HLXDv(;e*M~b2DK5>c zWCYm)&1@ozFC-apLEyhr3s6d^5_ztT{;za4>uh{`lZ`svMavS}t)kkj8{1GL4Kzd> z?yotET*Jt-AWBzR3OND#7eHG$E*8^Zce&;$aTvl|0!5KT_UP(+Bw{@3Qk*+L`M-Fw zpgM73Q93j~$x%y2^Vq>yR?+khCrO2+Z0PAJ)t>vPyO@br2u#nCC6$S6VFgD*pwk;` zOtvi4s@1(Ys#fD=84_F#p7(U3UOsA1Rf7S4Mtzgo>&h#t$>`HGDQb*Zcf^3L^o~@C z68xug7Uq#0Fxq#v8|no$WOH-@Mf04EE;{YU-l&0J z%||d%Vzz*ITWvwd4ADSiY1dVw67uGz3B>YJAcVfbz5V59UId0Q=`(U=xiSLHN*JZ#pnZXO_6?urIrTZtIx_XqRaZ$2F zIcNoMIW>&IB#k(F5J9Dnq;TM7$hVXb=~Fe&KQY;cn2 zUq^NIPuss+V}b52Q@FVF>t*kz9|ykK;kYJyd>pGvF9$GHk`inyV{J)lXTbi}`lPRG zVjIg(=PiR7r+UCl^X1Xdwu}a3PpC3>E=ng(D z>=~i_3%uZW=CrG7a2+y9Op9JfDe|d^!k^2^3?O15k(-%RulDCxo&fvrO3M+L61$u< zTb+*^9x-{ibwvFyb0h$Q&i=~lm9bQtD=6;5UQ2uRT0kWh&qXg#>r1z*S;RH`Oar+r z*k8hETH&z{I{iZ8pNGKFp)J&M;4}S7YACL;8HHs(HU81qx(*i9MX;YzzZX^Wh&qB~ z9)SC~3XKZ-_Jpe#8mG9y#aBH&g4LhRcwo^6@rFC2m)w9LH?1;jv?voq5WoF-Pi|_0 zLf|SALO`yu9a}@f^8Oy;1$@6|*+K4;2ppwcc5p)Rp)NY+*)c(3quDz-SNKLn z36=q}S2sQ!WEk$rtcJokVb%oW=S_12p``$8Hu~9KWng3{r zlA@b3WSFqn1wqhRW2%Opht;y@$7ec+vkiWw^q;6+Rgg;UVFILdq2Q$$ z>AV4!>I{ClF%*ya3IJdTT>Kk42)aCuxX6nO*FHE}R^dNP__1K1dG0m7p$1zdBu1oQ zZQFihvwa1VnZfgwRaKf5ekan;UOt$D3*@LlyrVgd7x*Y^m?gr6)P#N|#Ck*uwv`n|Q zkzcRqz7-}mO5+-lY7M?t*H%lr&m7mZ(7X55;@Rn}eUfpG9;xxWJI&A7ZCFwnCGTyj z$@SPEVHG*8xk>!@@7z?!(=*Ul$+}`zCb_NMrwf9!v@-^=c$%vf*@oDLY(*Lz_pBhw z67iX4{cpnh6gs1}NqjboF|dHvqNT&g=r=E)%4e@xlSxyB;Au$Ks?=7e$|)mdZ6H5A z!Y7J6q7`&=StDg_CMh<=Sd(#$k_(#DzfrR!8)*2KiPr)BkfK(-wxwzsiopHHbvgfg z`QXt7ot_G6A-0SubyV^??B8_{S-=g_4Uipj#125ZQ-B|T{3H|e@nj7$`GE=^K&hhO zdwY22Q!97`-C1?}f9#6aJPlB0Bn8?6dn79rKAT>s4fDYw@Cfke$r*k{$)Eo3QseuW3jPA0!vWtD)IBn-&Yysvy)z0P( zTdwbQc?(4jK0~%Nhg)+{ntV!Wb6Ry4952k-IDd!I<}_qUhclGo z!VLz#iesdq5X3^T*GeCSzcgAj7I5)urw{BkL4a!EFR|BpyRJi-W~;qZTRv<^q7Qr~ zotd3jT^KaM78~%biEG^YEZq?~uX1Y8aac{D#jsF(u)?-&g<&L~H!2A7q~rKZakyo3 z)T;Ibl$kijCp2$?IXC$60dcPe7?xu_I!m8n&q;oDQ>7y|8CkiXbBE!gfw!7Y!R;I6 zg`66zX|I*yCNcIfcTbmAu#s%oIW>#SynM}CSzQZ)s-Wz|_;nI zC;?$ID%!8gm4r`d)>2NIhi9rryX~oxJD>Ie8&2-b*($8 zaav`+#Iq7Zqdi$v<)Zl4YmP$hpxDF#-2Fdo>+}P`)OAQfJobYjcXkpq9QD>)eJ=*+ z>4Eq^yx>3c3($-K{Ao(v{R1Ds%#?uMw& zvW$1B+~4NO8{t4=Tm4#SnnM^e&!Nor_po&o%fyK!0?QCQJR{<;YU)=TFFJ43Yxh96 z%3R66Lz&u^OLsqLUK>#;L)9_Tq+^!g$qF>FQ#2Y3{DVJ;tj#1-VkT!qOL9KV~_ci+l&PM~<0AeD&AL!FjB4 zw~=nrFYgI)+ceCK{HTV}Fv{%(fNtFAVyX*rQn#q@zTbPpHZ5G0qMZZ^4p+s%U|y93 z^qe~g67s5xxb>&|*niRegV=1@c$Q4~sjHsbB-Af-B6X)~It)O2&R-ecP;Yg3GN1dWo0|#V9vU*<=%v-h%#MOB^AwGm9Q))__kRTCKV7l`F&X)te$dBgmBu+`Iz= zoDUIU61WBWP+ER3v%i9#lEIqlcH~{3yr{F~5)B?>MBa&3yUTQyy2`?Q4|~KGv94TA zN&6owACDf8pOtblC$*E2_nG~+Rf=Mlh90(*hsBVHq`{%|7eG(L@BY(ij_$BXfHX?< z-tT>wDfL+@_BCw6DPZ!{vH!O{gqyxS*(%NV!<>JPO8s4^(g7@6oi>>3Y$6@%PIX)Sm?=suVZJdG-(c1`C<%PgQPXXn*y2o4RlZbNK* z!_J5;@0|Pi}fpXRiFy@9Ifzto|JN*2$96Z`rpO>tjmb>b3L-hr~UjR1784kX?5$JG? zv@*iSd);*`yE@oo%$XJ91lB@v6h5h7>U414IW{Kl_qs)Au9J5v58dBL0!<5( z>9p=#b5|%d4IsihO3{zU@#mO7xMfU`#UsLgeeh2I^pRN)wO64juhU|6W%Pg&K{=Uw zA5c1hRzoF*aYkg3*P@=y>?ECv+C;=k6;RQ{O|IwDQwSSh1E=L})#OBV;2& z_p-GCr*z(%T>;JqKK$@Flo#=cEez*q<$V(@?s*mMsnRWO5bkX5%EfHdvYs$DrQeyN zV=*Zz&0EGMEY*bBn1wT8=+a+yG7@_1de-E0CG0L$$Um+r%E+Fy?19^JaM<1i8Kc&z zTDmEas;>pFwN*J%za&`_XJ^45-*>Y7)FUyhh1dEDo>Cq1WJj8YY3#u@uqM@%S$lJi zc`pyEUCDr%KgoPH3J@X77FPXgy3x_}@(8tx--Kp6PY(`S*0$xqR4KWbP7nRKQ_@Q2 zsl{qVI@mJ#PH5llZ%+CEPfy!2Bo$xI+q`;Ig)V(&t}?8#PWBB}3NoPQ8<1^s?1?&) zJ+-Y5(qY;QyINjx9#a`Lrgo5ziy+DN^W4M{dS8toT^)yl=k<@WAvyO8oBid!icZ?G z#~$hjY_qL|&SoxM|5h-84IPOma=jj&)0*(Py;utwFpnUwfaE$07f9A&>SG|#((B?R zBM>62FTJ@eC0Jwt)uwK$fEDgn%rX6SctMJ8}~l7HXt zilOG0e!m_J@GVS(wV2ChJ&Em8q$&{$KD0de;&2)~!aafbR?8FBr#j_v?xs9MTI8hw&g7fS}W z$&4n%r}XwSk#Kz6gTR9uSyT*CWUQ(80H3+&BO^s*WU_xXwEY+mczv`(Ymr>NB``+QojoSR zrG^^Kw`=Vx_TJ?C{T4lJTlk4&pi#wT!P`zq{i0Z&D->_hWS}u<0_Hfpg5`htL&w>ocux(_GbI?qk-4ZrB$!5AKNTi&$A1ehNHR(BlZ zHB@N#+;$X0qNO_;EKGFjg?Ei#X26qJhR<0iB#f-@t5ogGguhMn&*I8t7%R;v;7~B* zmgW7#g ze|a=QQ=H|rRRL45!xGel^N~XTYnEN5QD#6?@m>=j7ZjSHT6$eJg@BxZFsLq%y<-d( z5ZM|UgOjt=rU}hCO`||1aSiOBmO-9o>gOU7U;(X0b(?5Y*$7o1H;}QHI>uB>a ziDCZh`6hN}64TZrzDpPe4Vp=s!*0(h5M3$0Zn&5ky^5+|c6Pg?Dq8kE^;FtncIF>n4IE^MZ zCE{NPPQppGs#Pw6sgA$Qg8PAwU%?2-$@Yd7JoWHVvj7X8N6F36Kch^`83${V)iKYR zK1ckrVZjXoDKZH642jcvzS$182r?Qt#Ppa_T*b#eXR=>R4 z@BgkbBQL(eL!!%Yej$o{iC!g9$?fCI>b^f)f3DQ&(tE!0kQ-&del3v&>TWlNc}*HQ zLb+MKA%zKRbtY}gxmJ}b_Tm#=)y2mUPf%8be^iNQttb?gYejr%eTTK&)4AH7OP)!& zIZE3+S@PXH(?=>t(S0%3Zs7F8oi6iT(GJN{6>09@BemK}(3|OhK?e;Q2-J%b|0O23 zmT%(RgXx3j*mz>*9bNON<^Idp0#iihSA)3<)(YEAfn-|@-b*x(!Fomof_CaG4Yc6s zBj?i->uq~fENRbeb?&x4aDmW2;A_Rwavo9OVKOP6g70U#I*&l)b(V!9s347*U!rRi zZ}5A?S3y7_4{GK+j=0>X?JLFpgC-MrU`zEvU3$1q6q_2P|CWPrDaP0T>1exQZOp9< zTtNIc$wT4ZX3g&skQx9Wv;0x5x$?2t%I)14W)GhWjNr_gt2ucIv9IT_hWFVckn6S$ zlineLeSDF+DtuuXmKYHG4iPSAkOzWPh<+SmB>;+A32@6ro^S^Wb$*?~)u8L8#QCX@ zrCTaVbwH*RgG0x1WV?+bJ}5J{Lkl>iHag>u(jg}?8;g)#`%vD)vyJPS0DHV`>I_=YaB@i8p7I(r zd+1~M?;r62W*oJ`f6&wLjWzuk%ZuFS<^%M7*W%oPg0K<;_UZA zWFKH=`xsr)*lU_+fERsG_Ig8i%LR)U=n{~z_K@z-FZywz46&)!52*J5O6O6FpA-Z# ziUej*+_P`ize}P%wUHRDoeLFdfgxqyC_Pwk-0J*(SZCBR0R9xD-~Tr&?PjmR7VO?W z<~82VLgM| zc4egFjc{8-;(jV3T?zfO<|^|*#(~PT`a16^L$j#`b@!^*qLoO^ODk&XaU^}m{t8K= zf4|s#e(yv=e6!SQQQe?s6lqz}yiOSggYR+iCLk^E*Nhq}Q z!pY%~qb>GLN`wo+(XvhEl^7+~ieZ{~LZB-VMH^7KFMB~QRLhf&KPf7SZQCLT0r&BV zxYn+ru%Bu|VBg2XxQ^kf@3C9T=V3^*81)X`bNip8Ur(f9$tixi^s#xlPyS=AF?lgC z|7NpnkGbZOF~7Dw2^|1?R-8+Hm0S}WiiOnC;$PLSSFKNI>Qd@$9@#nq#%8tFAwHj? zeZF|}o2G_{_Ht6d=ef0%El|3vyjhyFM-X71H?l?K#XZYo!c25HzBibBVm9kouU!pK zWeatNN=785;`l`^lf4(Q9I5MsLoEPbvauF#0d#r&u@s1BrV=puHso9T2q*RVl>MSyTS>z8%ivvs- zFikrXhlzJIfO>R8*VzBoFb!yV*j5>JE8DY%9LVq{oO_PXocfJ7TZZ&bvp=; zSPbU=r0Mqkx3AT~AB^)|7nVlh#Cr&wxrAQ&WDn1w2#eMH{duwOVm1@eQZaRqCGB-N zJ_$6#h42Kuc&Kv?L_3~5l66upTu9{Wx$dql4&x9uP~doa;azq^61lB0qnod<5}vCi zdh1G$B&`WFsYD+aPS>HojxR^a(xp3gy`>Frpu@^66lNVuSb)WjN-(gGWTk20n!QZ0 z4x7@|wo4h(5EEfmw@B6-%gNOEs=^r?@LoD^9w9UIl{uALO$DqQ)#nT*Nw4oMjC5x} z;8O~2P)RRxiU15{+>|a%sH{JSIoFfg|LNGVduaESK*q>3aqxKv=!#+aVEY5y^w|;W zIE^9boM?+#oz)Y5jmB-jKg(29_#=PsN-E(XeJGrPEIC?1=f8!@tAAewla-Tc9H|e3 zi!PfP@Xm^y1)2mf;xt@Daqe9TN&cixpnbGxG0)tLg4IX>Mx-d1&vUWDjWY}2s`BdgB=>ZQgI?`#shE3uQ|-SDl2)V9?6 zR?H20twUH-kC-t9_NeeDDGe!F;+Ac4G<~d&sc+HkOPX;hOXbw)wL)4|fuUHY6RMD- zyc0{n%;eepe(k?G`zy(sv~8m-#kacmK>y8GB0?h3A-0*CeVG70DZ<4E)1w!!NPF&M zZgh%}2JK0^)b>E|jT}ZBN$+`-Zn&hN`6N_K-1@zSs2%$lf9s6XB|T`|YY5+hnv7FS ztT|k@hV1`;ofUj{RMp)1fH|ykdcTL~XY+Y29iU(M3mS$ewGo^tXf)C`X9WXi5YS`& zPP>fh5JK&%A>~P8o|hlmnO|F2ZkcO#q@cp|(XsGkL2MDaa8SI(=aILveRErfLiP3M zJfw+|f4e1skCAw%lLJ@Yb>1JCwaagOqwI&g+7!7sjttT%74au85^^&hJZ$Zw6&E7M zju;gY?V~tNV77M^yj;UYP3Q(K+Pe(tJnB9 zwy6X#1?-4rFlHH3V1&z?5hR!o{U$v8ltCSuO0|nlIB=q#GEMXn`&{&$05vu`8|##> z<+e6hRX}v609!cV z2FcI>^y214-8|w%@1JWMe<1haE23bU%^tKfdOhkthaSNt;sLvwrraaGF(_o;Y*rW} zt5w%y%oFp+4yKPZ`J3y{k9A=hoq%W?DXmNid!dL##$Pr+>BYQ%{_m#q5nD$R1{oHl znD_^nw}<*#IAMva)!I|7$CrS5RX*%W2BfcwBDH5U&Xjq3DQ| zP~?OV<;ivB<$v1ddd3-29gntHv7qmngm59l9JrBLOK(lzT-BeJb*OE zV-xr9hOXIYM%X1}Lthc31w}r#2;&D6iTaPuF{F{S&pX8%A{;(mXUf24jf3Bf*!=1D z;rv31HUnj!;t&_ZpFeMDcf%_))F%X&h%X{wYy2xh>_D zA3|s#WV|#2pwvq40>u7BcB=+x8N`2~VFdUKf}+}2)sv!>3E^Qlke`CjFd)oy2%39Q zI&~Z%FQ&yQCaj2Dn>%%kHmdzOLFASXDk47j)_9gO2hwy4X?NsQk#_7&%<{vMk;b8i zD}AG+sku#>yxK+vw#nn4C&eU&?{T^uuXhB33M3Ni*K%nsZ0T9(-~hvjNmH(*V|fN` zjcKsvrw;YNdT$tdYWKL2G?;8X`KQK!0*$J@}u+%E_2!tI0`aSrnYWrNoUxl%NO@dK^GY-~%9DS)M` zMFm*Ovr32Dl^mEg`QgpU96?7>ARI{-%B|nRlXG<{0G&Drq^`546<*LaDWvTHZ+Tyb z3Z4FOqZIAI7qYuQRebF*Qg(3=PRfH8uMCMd^8cXL;#QMb*ct*3VwD}-BYg!MS%-g2 z$yhD()_cMxtszt>qBHfX_HTO_X#c%Y$5UpzGQ}JKRbN0 zUp}Zb^w8a>;&*bx>~O?MH4;A_M@+B}f_opZfO^x4t{UhoiWN(rx+0`h=>8{s$^joQ z;Li*`h54_=*H)hEAa%`0_q?h!{xOu`k< zt3vgR#>$e=nmLDyvyZ9YsgK zOCxZ^=u$zFXO(9SvdW7t=d?%qd^uVqa>J7qPq2hFLBsq#e^yWZ8+cz*H3~G8UR`X!c`SzcNC98uFz#rC2{+y`K(8Y%H@; zBy&g>+x^q?95pMuLohV%h5QO(DDol{VM3vz?YSbua^Oug{0U&RIM^-%;1%zj{t1dB zdcxQ-dKeWM!)aw3Jd(B6iLUe6DX^_y37qtF!%5NSxNwd%- zQ^)Y|52vy1b~lc=`}>ne!cB~qHnFh{7*mEY_|gCWB#Hs-R^PGYIyD z39_s2R+l{PSV_%#j5(JjskRIXsEHkuVC$)Y$8Ua4Xn$dhQ?xQg=bnqz#tg0PYw;cc zevd7tyiF=3i+3QmwCUnee*^rtLnhQ%r=glA{D9cM>XJI*w3R(_PKVkRm42;FNxXPf zQE95k9r*=?6qh|zVc=mLuCQ-j6gpEQ!q7o5Io{v6F`YB?xSM@fxZfE2fRZ4i>5*w# z%YA_vUYaGuilV!|B!^d3)2652dpmsPC(NoUoDC)yO!AZT4lhw%b!g*yH@+elFRf;n zmAvb-KBMnQvOs^I&k1RdK|k}?riG)H@-&-&asm|;QH$Sm8Ju1QIoks2kk=dM>tWXr zVxSQ7I$@-|PP7YgaPU<{$<7TgS7(S}1%v@@mkqC5zQCMATI|sfH7;Gbpw%X7bI_&Z z9xAH&h@R!If*MTE7`O($eXvkn*uStJF~bQAg}qPNq^t#Dev&z6S>d8tR=FMn=I{DG z>k(if4o#kpVKq+<5N&hQWm}cgOD1#Tpq}Xy&VWe@?_Gs|Yir1XB%-8_oU18Ig}K?@ z9piUdm8g~PS&Wv1BjvxHDj9HLVztZAS$;@MEF=Jbc7dxQ?$4gLMszv6CIYmpm16k> zw1vgRP4cR-?;RcFbZ|eRO7!zGV3@mJ2Rzs`L_Q5(=bN@1nlU)Q5C)ivVC{mvyW#<{ z`Ub4#=&#H`AYcZ#2E=@j^zZkr8zs|i9jRE9rehyOUWHeof&H*+bzS}=Mrb*~#Z4JD z7b{{sZVB}kopA)}E_<<7&r%Am;}DbGj>zT;KppIV#%xmBcBM&cb)l<{7tOFh2e8+6 z)6IlfcJ_2zB*<`6BFxoTJLJr;n9jIn*XD`ms%4ePpfdyQ1U2$YLih%nsM9<*>#ZZX zo4^gpif)VYwj(_yI(R70bT|2jykgaWMWd)$E5@(gGXz?gW|BQO*emSqPG8&KCcMT{rbX_F%RrGG?X;lzQgq z3@p9h#dL&N*aA<%2+B2Xm|0C?6IQgOe)*dE;@Dj^Ti65Ho=rRFU~vW`a7Ckv2IZL* zk3}mlm_?NXC!Hp1TtbifS0(J?MnJF6yH9QAtraS03R<77~`%6E))k#Bwy6{yV)3i0il6?0Xo7?x*+FCHah${Nk_Dy~QBbG}2k|NHA+suC4sTmqoftjvQooXFk-Is{Ek#QM z+vb>trHh55vP4w;pI;zn_(ZQ_f{w$f5f9tuxrEI%CTrV zgSbkB4JmsH0nuUxO?Vvm?El7oB+UTdR{=M6YRXAcru4E(%XEV;bA*=8l;+Y(u8NX~ z$Z1J-yJgQ5z=zzgd0&{{?a z)_bPzzu&j&tJiceEH3SfH(-T{Rvz@31^0f;@TB^Zgs0SDr4!Mz1E>|ES6A4PQpt_X z`v(K1L%DdZ&WHV&2~-=5C9_n0(L;dNa=sItI?K}zXss*%+h;I|*-plOxJZ0VVI8FJ zwr5QVW%G~b0#*PJ0)tjsJB0t$XgruStRa$bc_UL5E#*;in4@(r<`6nH*+CO%+Mcph zC0b}Q=v*Q5utIvFApgAZPgN%++8jEdM^}83O3bc^aa42bwf0PBMrmD%?;x<{4VXom zcW@w|$68N1o=DnQw>U#-%AqB~p5&3P#W~b60b$8r;)sbpKVXV*;+Zhnh3HqVG6RZ4G|1GUHgVB}DR>@N8`-pf9{AqkLv zjO;O{aXW?jCi6>d7$ylxP6wq1Ro2cNOPuGGziM+CARTVQjNQP}y#N!R8hX3Ad|2#PTA|bqHFQlxR8>th+8c^R>#u9Aj>aS;CPIPf?VI&iw802n zpzucbE74RXXGSW7a45=uF*BOiv9|Uq5ZvbDmkgz0%10uOSy6&`AH*y$wOdqb(#r?% zud7HOrIzEH=@B&2Loiv<{rXmo*fJ4O88?Celoki`Ts9y!hH(S$`>z!p;JmeHKWWVu z1}=r1-CzCn-oy!^_~xR>SY}*2gBCs#WetxTAczFaW9*zJ{Cb=r=w6xJp7AxnHsVj;6wyI?a5sqAT4@I;Oslq;-L za~T2qN&fvH#Kcz%P}AHURy0zggM0F0KYriH**6*0tsCce#0_f+5IJ)9LgwF?lilsp zVn^ELUnp^k;>*-Wv{8*=HIMBB=}vrS_{$q~&1!9H0zKKDw_fA(u0wLJ3Ihs3o6w2$ zfu;@owaO(CdrT&+pZ(~Y?)9HwmvqA9s7e)~Jqfqj`MQ9`m|}pIm50b&vTFVkubrKU z@KLRA*i~$06k;>}Cq&m78xMgt)k&Op5Y>t?pmv#PwFlylt~XT2-8y05Ry~73urvvi z1m`SqDoq@iS^B}cjuL80?($H;x&FRONB^sdGq>2L8Y2Q>uEdRc-lCoTOnm`@H24-* z8O7w=3(b-m|B_41wDl2a{+R(+Yx}$3GXvu zGn$Ma)cOkAYr7&HhI6SUk;?c5eddQggEP zZgg|^&sZ#7{}mAW=VKP?_JeSo%{65LQo??}7cmHC0VYPe+)0h=+&ad8k8gXjK4YRX>jMG0~qVO~HL*y;f8o?OO3@AP03 zulL);-!2VljLJIo$8_UI zKcwHhP8F9B{V1%#`8yq^8q_hU3`=cRQqJnJ@)Hh~gwi)Dd+_3C8iS3A35>-GACTw+ zU-Wu{M4!jb#+ohol|bz8isvx@iETe^_`rQakNxYClHWPQ*B^2di;nP|AqBEXnWiC} zb@yws>O)p34;tx3e0rphd#tbZM2aA`Rt0jTYKd1oQ+eGF^+EMs7yOP)sbPnBzBRG~(^q^Y4GV}msZQ~` zl{%!p@)Atn*^3MD+98qjB+4Ml8lddwrEh~F3O`M1uuawy#Dg!>9n~8~!Hz_0oEhD9 zy4#liP-owTz}A(2@lo&vbS#WLED_fn%X#7>VKZO)-u(0nJ!43%g3)cd6=KTP)@2sp z>Gf~rv=?fSk35_7I#de90R1;bs1TP-X59m>f+-jMv&&WsdEfzwajO76=X$+4u}nV1 zp-vHvUFteUNfdaT7S8l0*EbdGy^IN|*Z5~^03LSe!nAt&$}^cA$iv58-lz4x7)K~g?7z@;yj>rnM?SS0zQ_C0|~ z?Ab(oIMV9@>aNpIy;_KaVt{p6OR_^(z-w58OPXboF_I_0-+1s@ghoL6;1|^iNQb-k z#eEBQE0OGny>dCG%_;UMSW(Hl6T5%>(#};OyNb_)~&UeVH=$f!}Cb4hkRIW>VM~5NK z-)%d2KC~!bW*j6mA~9^`EDL@#s`&Wd$^41Kbd*~hStwNg42K2B11s+dn*rwO5ZKAE z)vq<6d=!$+D>p*8?8Gx|3vPhMCfnO0)SPL4(S7Hmx5&jCZyK-i1u}WpFchL9!BPK} zVk7o2JZqV8H7ye85!{p4`;g4wctMEca`7EQAXEOXozdbwYTv@(oIV(rAswgHKS8uw z=KOV@`rME&4Q^DmPwcZ_d zfb*I;W)1SR`@6g2nrr2<4hz;{1akI|qkM|F#(+v(rYHQ5f%2ucOoRVB3MAeidlRx< zIcWP@$#Qu4dgJ3lgOUEqX0(l_8ls%<7(!GL&S=wMDXrA%gY2R-aPpt}`MkHO)k29$ zLAkvVrDpIxWi`Iu^+EYgu(&hv8T=byy08GbaD0ovK>KYYn4&Tp_uRTt)CRyKQ6V_T z7U%nSvt?I{b26|0<+XQUKhQ;B`8e{s7ZuZa(RX;zqlM1JtiWxOY9xt}lNo2-q-(H+ zxhX~Q38`GUBRw7E28i0eDP*`3rml_g%M}EWyaH6HZQF2w@qIA~@paQ7rkdrn#v$}s ztnn^Q;IfSyb{vjgR0_QF*O2YqIL@5@g%C zKt3Q%&S`P_(BQ6yZzyjlrk}Z~C@{X@D8$57*XJG0V-WbBI$evmvjT5_wsSWE=N~O@ z&U$LHXa&a#W7i6#{GO*bYNi(d>a?wJEwHG`WUMIc{QyotvA?U+Zz|2a4J2S$BVGQ! z-TFc<*CNH2VOKn1tHqxbr5C>S=FhlO^TGLSrz>2nrCOg+v-Ao!Mp`x}1{}^2u`zzM zDaRcR!aaA9hbLK}a8b6nCoGiFH79`2I}- zucq!vXsWCjmiFpi6l+a6iwwH&R|L0jlnBQC1GEl{i>9)}=!&ft?3Qi?u9IFcW8057}cpcdYA`5OVm*LQ!F{8AyFtW;EFuUzJJFN zE5G)RYk>vvs4-Xh^xso>~KgcSj8M zrc99*5A!Byi0dH-mBqLVAgPfswyBOhK*J*#e0`uvz0$C2CZNqV|cN#Azgw# z&QMIZ!r*}T{^mkGD=x`Dhv$dR&`$jD0ms>BENcXKe8&@5VZ<}ZHal3C{PFdCK!To{ zYSmG~-#kwD?N!}9Kzk5({5wEnLD>w}ZBi~!Ev$`yl5Y8AZO|z8eM4@u>bV)SWAqs> zYxMxac4+FoAt@`t5ozOhqZ@iR@Nh~-Z8h2f^rw`y&b;H)t;l|H1>(01ChQd-t;X<9 z|FRL78sd^T*lH<%hPQIK*TluLgrBc=M~v<=es^YA`~&WGMoa$^Kz&Rf&r&xT&ByDy z|JCx3r3ETKZeP!M$w<&}h6Nw-d(qIz#ybFW)*P#f)z$YiJWN)mejhOd@`7B)?2I`u~7?zd6>-|x5g$XA^tQraWCgv9fevYWh zleBR1`6s~%Z_f%S8l#Ur1(IzHjC{)w)3dk<5F3K-wk5<&JUJm`XF>>Em>-zxC-l&r zI4g=W6`lb2%+Tpi(zAHc+%oY0o-Jf|cty9b-2MG7ZL%p`jT#VA8y7Dj>iQiud>X&1_6guYew5!5Vla10TK%t$j!d_=9d4HRX*rU?8 z{kC;N-$vad;YQ8|lqW5tpkLuH)v2|m^@VJP&~Nz8r(TbZFm)>R3Wo3z zf(k(ZhAI`r;M=DD@zTON8( zMF}_nfU&q&YlTrlTKM5)EkfM{XaJSSj2uqLW)xUAyYTN2kZ#kgky3hDzLPr7(xWoK zh8ww;crKD6rZw*qZIU4S{A9ZjxzTuv{paZR4(*pHt9Uu#P=`GS-PW`yb^v;!)-dDaSXuD(XLFog1u@TzveNW+M-?Btom4R>Chmv_YT z?7#nn@xUKmQY{@1aQtf*g~Ur(e<+)L3ePg<2sQ7=5hvAp$8sd-z!Vs$pTF#SVvqd+S`imCbrWxNx%`~{Vd&sP zJK9R=Pthr3 zh9WPEOxTY@ctjS~f9UVGCaS$`O70g)>dSW0zp^i!uZf2!@C7x!P)v-*Ai3Lv<2tI7 zVC{5hs70Nchn?R+2N_a!WW&zfq z4l+_>zM5~|10dS}`n@CDoxhm-ZAN)h!I3ugt# znqXLKtpss!CV%!;1O=8Up_D|w;22Z9qao{uik;ga>Rb-P6Ps&ohE7~#;`Z*+IO7g_ zDC>8e0cg~ay_Vo-EG*0Ob=OJzgOTj|FW`XpOae{}sOeaK2Dm@4ahU#S@i@7>v->7H zDVxJ{y40~}Y?T$!(hh#>`46RJJa$>yM{k2{<`{A=D~t6M_-NJj)jnnF9>gNyfe z5({gPFEGhbwL)A2FLGdg=x{WTYu88x{lH$fCFC?$lu@;;_?a9(EI4vOk(1);hE)(8 zKkRjWBFiRdzm4xJSE@zF3u=!cv`3?<5??_)5`^NjMt2}~tz`00TLd=&9yx++A( zp9%a~)H-2^u~Y=D^e@EuaAc}x07i}9#9BOy@ctePW%QDY#151noAO+JiWM^^Utl32 zUYiKM7=}H|Vev8Hi>ZV1m$QUAhJy1vI$QDlnQ~rD-P5S(OSYdRt;u3YAldNLSw9}J z&Y%r*{>ZC3%Z*pLMl0bVGKP*4KqA}o#Jbbx8(+j9CMH4(K0XJ&!ATn+6b`T-TAm?b zeASg6Cyua}sh75b7iQ7jZ~ouIj{(X#NcLJ#kky#)>gW)B6MBc@zaY*l?X>OjFKb6EW@;WSJvIsaKMz{xl@`P>bX(*}PQND9(|c^UnyR98 z8cq5qhBm_aO^25xi!G>LDW$I68XOCDM8S1f=R=8#?!hv;)WN}#D({iQrGaxj8XnfW z2D^LH8OCml`H{JTDH4{p0L7{5e=w#oY(-f9AQm{h$6o3#enWTU(UyA=>Px7le7FBSF}IKm4r^=TmX}qDT(^XpN6&!Z+>SSC4xVNC z!+CYg3>ke{kkE)2ie#(nx^B}I0z==eID} zUO#FQr=`XWig!v~-uV1FBM?2g-I&f{ z9n^GYsQCS(?DMr#)ABt#+wD-xEvWV^C*s}a$N?#Bk)7Bk8Zs$qnVE2g+4Yvh+R-Bu zMnNghryVcHH-WGNThie^1p@P^f9E7|la{^VnLL%&@9Gz>z$X(!V?ypXHBF^;838q9 zhrrSvNud=&Vo+FM__zy;TGmjWi;7AIv(-Q|0rJ!rJ1Pg$7ejibACYJXCPgh@9#?!+ z6(m#jaoi!T8h||%c?CiVwQ!Y#_cYQ3fVN|mkO3;XciheIo<1&P#wSPf&NoJ>^OcIb zTtJt{t$KvB>~6p<{;p0e&s9n%mQKpXkiGf;+#8}Gcx>0-sNt7!f(-%eW1-+ud1G81 zE0^b1hVcnW9x%`Q;x;p9JcDVmqBBoIQ5eEqUm6vk z>#)05=Yt9UBz?Hl=L}+l4jh07OF|z9!484}-m%)qG z+JA@Bb!v&s8v8y3M^2P`p*^x3xJQ&BeTqfBJdiecfPCUp$uorGZ9i7>^P@f!sT#Z@ zg@{}6BTZA__|VWAJ{%c%8ZOTl=wiyu9KXZ!n3BA9u$64s)X}mfVT;=6RHE_T^<5bA zMfH(6IX#>qq2Q)xMb0>DYq9q9??YQ*`9Do80eMhtF8HwdUf5?6xx(1 z^_`fr4x@W3;gNYwII1RpZ-8MXvknc)OARURY=^ddxvS|ERJ_ z#4#S%(OHWy(gAqz?zFIQ>l;4<3YqzlK^?XUlek~faOaJw2T|Qh%l^FqSE&9znl4Jx zsQxT~l9k&mJLw9$6w_94S!De+E6mcdUvIP2x~!PJPW%&;mJUqv9{ z>uk=&A-@F_ik~`u>x#6~ZMf3t6w?{AyUn9XqEDziGH+ElKZMi5r0x_G*L%fwmMR;j zez=Yf+iE3~kwD%pyKt7y81<^xDu6#eUCfR~*knGP;EE{ZiI7IKQGP?{4(b60cK1_V z;zLXGgQ8MVhvE<`=bV>M`J0O>(jtM@dmdCG}Mq&2Xvw zTx+grKzMupKzStr2n#dpS+Tm>v!vuSIgp=C54`rH00~mJxJJ$q^l}H*37eO`?C{Pp zGj(0`!ZQj2ogbygM;zzX>ov-`DpEfQ8{Ty9@Yz| z%*%}tO^)+hit%s7p3NUwGIXpyFp2&3wSI-m@t(j2&&639W9%#}KPN$FS57lP3nVh7 zY+JK3-{ZD>n;e3a1@EPNlvzn1?R)3BmUlavo6RYT>O^pCk6;LV8mXE7YqJQhC=&-l zATpwMH~B7fIHa0RSZe`*V@0aj-KM*O3oEFAxu3f*e}aB|KK@%M2wF=o zt)v<}B3rt~iv0XcTfo4BpUqqtXd5LgKvH8Mu^lh&jBgT?_Cz}slqRTqnJ=yxP6pwb zk}W?rm(RMqX-h+uq|lU<0ch(L_MZ6bfrp_45^JPw0_@p;$ewgga7(Uh&Ng6h9>-9Clr6ZS6WEGpfv6)ZqTZb7@$Lj)3~r4N3Q2FZp>*@Bsk)5Gmw z9eg7F_{^=uY%lG#SMXy) zz@?NG|7mNzH@S1VjbEL}T@buo{$B9Ov#O^x_=T~Hx3#A}>BWfWbhXVCGL{Cz zIKm)4)!EF4uj#?Ffba{C^hlfrDI0|;(x2x6t|b!DP?@1`$1O9GaTG2R(iZD2{#|yO zi}SctxOySe*vzyw;G*R|BTwFFXx3+)ur_q1J2f@%NXzDXsieV}E~?tEzL^_)K-g%= zS!J2>gLHAi%w&q7xDPS!piR*2%M@SFj15@n3Ovciq}gPrbd@voz@5b#v#q&d_*zf0 z57utOMPBISoZr?MzX+ow9eKS!kX*VQDL&8hJO;G$ZtmUuRAOfGt|T>rk`(`a4`R~a z?!dzu4#ep``{e-~!>VB0y|fGc;OFYkL6u3jW0uiqI2oGC^vY115pVx>!o~-6;3el>1Upc$_q`rS7J0*@~*oyAR-EtV8~n$b+cbvHM9~z zAo(~Ck*z^M%nl8D-(7om#m{Vw>fezcE{7KDUC)@I>sfO#Y%Hn7Oz(FSwobK;9nK_dE*A%02i0Xfhz+WS3BFek%?O-54@_!pP zpQ?i$pmo9sC-+a1ItU!0F^bCq@zKBM*b~B!8Tc(REB1z(Rjj`!zg*_8=Xl$ErMVOD&x@oUHY3KN>Od1vc^! zu3v5N=Qft#!wKY037p5qo)o6|OMMV)W=Fdf3nt82u9RT*I?xW&hoE8gmiVx2SuVOB zBuri|7Dw|MkPLCy_b;lJ)m%a*nMr3bPW?xH=WFVb=>2cPw-t;rsPD~Y{?M1O5-Qcl zypy9d3A#Xcqs^z6I$1*k$!Z4b^-f$-NL+xD>U2CN7-n@r8{A%MW)?|73e{ZkS7g94Z`f|e z)L2bAB;TtcWmNUzih)qJKfj27>F+AN>fw>F1&yOM+!iaH&+Y**)Um_0H^e0v=KAo% z6`IIT1I|wLTtAz3a}k)Zj}c|exd1*n zofp+;5SjbKBNjy~(5Nj_;w)2dZQ`~vy(BVApd?iw&lUHzt0>Rj>C<-b>s}X~wtOko zm(bTGy)isD;;mFFd8>R_P-?YW`L0lt`E-<32yUTXn)a`-kLA-+@rtm*HySj`QmN@RZCY z$f)I)z5lXnXuCRJ?oKJ4NNb(Wof&YH@u!gVP<@aS8|#xIt1j7jTw!2{ z(BmDPCjLI8RyNESg?^R`3OgvKO_byZm*T3W+w{*N6GarQql)$j zkV$$IEUkf&Hsod%C;C?V3&RRbaY%f;F~U7=q*5r}=>+MaUPb>D#;W-QTqtGf^*)xr zP(b=j-g!>K-bV@rbEIi5nE9b#M(?rFta`ynOQU^ncT%Q~OnRz@^@n~6_!}C@!wR;| zdt=^`PqC*#!)^pu9j==+23S{t7oRtzOk=UtRH=z$TUT~YfEKSGQ*nAaLjmy|TDFMx zmB=RR7?jsA&R4>VOhx0;fA%6dJv`2<68&aVwFQ{hg+HckYF_>Q)L_-#e5AG6&nkyP zvl;sAPyb2fewi}$&_;N{(eMcpc^5CY1{d-!RsXvbA2Yuc`l(~(?668xqfG2s zQs1f(CZyNBybTKq#dO^1#F!y+T9&4aZvoE;T%u8+uHwPOc~sIs@rMEyO71T#9Qt{L z%wHO!6Q_CTxV$p`aTV}U)n(D^w0GN^3y^IG9Y3;i>Kv*w)7Y@LuV^V#nzFR}2vJV0 zrJCSMwqo~mvF~;M$>2Dhzzan!q9j~@*o+3Cs# z-+pr|<-99rvXtH1)kwL0>$?ARV@uvG-b1kwNWZQb)>vM?gznp|fB+f4XR{+#DwO1> zo6I^4x!f&5+deUF&pZpd{v)w-q+m&ae@_;B07AYj1t5p*O&Pr50-HC>D(8IhyxS$E zL0{(RIyQAD0S*fSFo-sG!Du zfO9@BP4G3T<2ILZ{Ftt9))FHct4UME|*g1fmBbr!@*BIhGN!g{;m< zA&}fURqQS+^#MVURyZzP=`f63Jz};?8G`vq_E}R~^2P^eMoeZ(?2WDrLoGu{SE5|x zWi@!#yw@BnN0b!$+C|v`mg1Lgs1%58#i%LHn&5tDK2^OcQ8 zY1UN=SPFI!%DZ-aJNQQ`+aP1%G%}ZcHEE9aZIMc`2x~H=nHi=IEs>ZZ4wA(k8Ha@} zZWSED05#psn>$XOE(IyVWs-0L+{{M6`}St@y}(9bmHOkI@W&FF+X~B|kBWm8ed|H| zU=4wFu>XnqFRMzZ*rHwU^A{zDW-Zc(6ptz3mfYt?NAC^R`)Gq4yGM0bMhB0;0?h5- z6VXnMRye(`!5`cDKY!ZLwOtiT^%P82HY^xM$hV^uuMGU`T|rb`#a z*ufy~&QM2(1$;q9i5PiDEy!|Hx}cx`7m-up`3QLoZbO!QSlh;-N@{M)$`+(tV;9L* zzl-%vQAow7>I-$(yBrvup)yeHkjOsQxro?67s3+4SsxA1hbr0uTZn(fE0C9_UK(by z9BB?wjFh||4+(cg=SW!!7}UpK7ywNv81j%knd5kdu!*#%YO@^>u7uDuX(U*7>h2;v z;ou5tubm;YVXU;nPt>ev=ctdCA~i!u3b=FC2$#j>R!bSmh@%$G9o)v_&<{E~dSAu! zw$7N}HVYGnGC_6KT_nREE|Ld)O!&cz3PEkNq8naF5|tcu2gvVnlj)K&W(5rz7$V{f zdtkF4t6f~d$u20}A|TT%Sjh!#(H}i3dEt06k67~QvxYutTHP=i4(INHMR()?6 z{0>lZF+Haw!TT^UWsNfe&DexNdbP z4norZ7eqMN+{G3oVllKu7MtFoM zVWjk6u_Cp?y@pV@5>iN#b*_$khjHY>>XEB5jr3kxZEdF)XUxrhGH{pyFo3s%dZnTuAH)%> zN5mVylfMM@^og$$h_ni=Il>ypP?ugey&usOj!5f2t?@vceJQuSjG{^9B79O+q}B&g9cE zPgiZbl;Z5snU5Lx?S9vZVbz_I1e@$@ru@}UGG+v2?vKk~niYj$D<9)8z!}meRy_Tk zYtQhxMKU*1dpHGo)xjQ21MG(syNF>fWs)D0=Ihk|3WO!nnr0aUWeZj7r2{&uZBW|C zII>9aMt@#&0a~e0)G~uK*mH|OGGtM1(H5t2*DYnC2td~;x7nt5+LSaHF$9J7*py(akw*WKrYQce`|ir^hD*~ z67DzGrd?8^w*;#Nc+dzSU1{sOmXXNCj^6ct4IB)TlxP#a(E;2WSyjL37jOgAC*a|w zr{Kn1K$k!YCJ>_!LC;QrG^VKy(_HgqPkHj|&C=)aqE7#+TYHWxs`9JAwdRU`#)T7JdCcfV+Dk3gGJF()wb5omT!i%%(oFWySp zs$_6fho0j4Rx$H+(7V#|uCqU%f}i?)`26I?D~34s(p3*^2hn(bk`p`UWz_C5xZy(! zg2M&h2%BdTV9Fs6;V<26S5d>pQ$igt{8~NEdf;aaSSuTt>Ru*lr%3%>(WU-f6YvsDYNTNV8d%? z)6E>};E$?Zz~=y%R(=Z9CA2Iw3d#gM(VsR1yIP;fUk7Dc zb5ftdS;c@gPp>7Wk_IG%NgXkiD!AKH0CwU5j<9% zorWhW&y2<6?DBd2$G~|MlGi*YJ1RI%1w#C{gf+o+V}+u2NGE&Bm$|`jCk1E3#=pyK zDj{d8)%1Yhh6K*RyT)Yrr;`-^-i!ozW=L(Zq+Y%s@sLgU*8hSVw(jt2&9^p$T5C3M zxEd_A8EUChgW(V!$se1`<_ke%{+Wi5jBb3z-caQ{)aQ@P0=x-U*@9xaA3cYOsa$8C zEvq_wo(68a!YjX70qHF^TW;aT%1=D_kOlA5S9lZf{np{Cw{}0~^$ON+Wy}H8HAkEo z@NEK^1buYProeR~98rvVJ@qSIQjdBM6TfmI9jk_`a=-7BjA1PHh+e^FDa=R}dM)<6 zMh&lZ!Aqi{7>+;PR`JSQ?Ze%c_XjAS)B)iPxFpp{ZdETf057-b9;MCLIFJybYhe`v zV}x?LR+--!+f^%a|Nc2dWFI{vWYq_AA@$0(fBiyDs-c*5#t&wa4C~?HptpUKt#Djb zao3qhK^QBWSfae4q>V5JLnu0l;SR;-?3caoBOh2V>MXvQ5@Jel0Y8g=O60LS<@^x^ z00oh5REl_VlKhou9Mui$HI(w_Pv4IRGP$fp(0zZWM(fHs4Tf$4$&dqu&2eu52m9xX ze3uD=CF5KqYp7B%@0oC2qxF7(Lu0!Npit?lI#$gD=rLw|ifQOH| z;k>7WHdL>*r=6m!Si%2j7|W1FSC%+>ZWczke5R<7tP3P7%E2c^BzsrZ`F^q{x+zVi z!zRCt>cf;-&7aCtr6_b@Q z9?)IPC#d5$wI>Kgvj69tth~n{b#j+UoeAYirSGk!P*JyLI4tNYL2H@5$D(WrVZN4p zH%TxRIqfJ1PmU%6KzObaj=r)miUM&JsJyf#zCV9AtzX4pHH7*vP$hSWpMMof2w!&1 z1tfN^;kYwh&=92xXTpJ82YI61KnIGEe|ok)PBigm|5=VqOtu!Sa_QMDJf<$SjMI51 zW4kRI1R6uO493Mw@<+NcC-H%g&K|97=ej?Q;v-Y46!eOt^sQVwI;%ZIAEP1B2$EAK zh?1IkSSI(;NtDvcFn7*L%3d>7t=%Dpq~LH_-e}QZlA!T1Q~#+4Kh8(#!n^id2bKH$ zY~*|+>CEcMLBTfuX7lYrumtDG_58kgY?@{RO2he<-}3Q7h5M?|ao5iT-6u^LP~{d^ zc^o}G9Xo`&JKgYspCx@T)=8!&BSD$@FyMp0z(gLuQLh6ROgkdapSx=&O&U%TOuG&n zUPyC)E$4^UEd3DmIm=GP77FVdoK0Fp0M> zuQQ5GEIzxw|%pMmKis@@UQ>HK?mAfi-^AAKXO(y$q}PI2Wa zGmc@w_gN1Sv{2%6eC==8WmU7L9l+78#<){f&HinU9A!!O=YEeLp}r+tgn%TtT4cIXgw%X-#LNPP8l#bSxbyV$WsbyJof6qF&pXM$cZur$WW2vO2BhKl{?m41U& z10HfQZb#N0^xmT(QK2CVv+=j7P}^o;;_AB1r3^|%VhDvUVPlZ}FEKYyWs9#Iam+)O ziDwt;H?vjfEKB>Enl~(DhfT*!XnVVOQcsYntZftkCF(IDprz{mUwQtr5>f6XJ}6ew z#g=stGL8lK&K1GNZOaxR>0qQ4G;BYFmRIM{*t8Akqyq6{wYJ5qajq_?#D2NmK~gk4 zpEe;#2mzmiQedELL^=_|P{G+1mNNax!L=DBl^7;&MLfo#@J_e*B^7Q|b~Y*l z6tzx5j8J=9s-M41H$U}O$}_}MUp@j+zHeHKTG>wvN^S}>7i+}MJxIc#1Yg2`$ZN(k zFbf+YEa8hXS~j6xxW$&#;nTh0G3eq48V`)^i$iv$(A=Ue5Wbk<+Ljl_rt9_cv8zMu)kVA@E3Nij;25{JLF)@7YH#>oN>^@QL?mPN!o+v;?9>6z=imEE~P7cJdTXHe?OT6tC zN41ya+Q&$NTR>wa$_Dllr=X%-WP=&Htcmdi0o@%@D=8$@AzgGz({JWSdfy8Z~pEYC#PHLe%gqWoRXcV4hiJMfK@Swf9%)#$`- zlWK~|bR}RT2C4JbE#YXIqn%@{7O#+FtL225uQ?w%S2;d2x?T{@S~&0bMc3XNKkpPq zM@-={dWhC;OSv}$|BEP@myt+t9vH{5mI?eW^wCF)2L3f?+p!kPgZ|dXaSI$%>f3Ql zJC5TtWR!Bwo^bPon(ovBN0<)^?GqOUdt*V8hB}tE+@|IrjB%Z$P~N$sB6eEljdxkp zS>m{V_^;dH(!zjv#RU>-;_!FDUOdxtP1>bOUg?cHEab%odA^^q58AzD88N-G-a zqSjG1i8cIK#nOwE%4fWFtU-;QB2JwA_B2x2EcbS)_KMe5%>9ZP6S^WtGHSozflJzy zN}W`?IiKrP(;^64q!Ca;9FL%SFaxcTr@eVxS)d)VnlF(Z1DOLTt5tt25HT(tlc+<2 zx*EeoRJK5!1tK}%z0ZIBSiQhD&tEtjrF}FxUT@*7F-6yq?DYGjTEwxd8HiKXggL?5 z6ohL|NO)x^HvkR8`t8z&xm~>Ny>mKOpn%7_Xo}m9lbd0J@@6XLb&}wdEwJu!`j=ro zZ3F^Tzx?`BI%zbo9X2JY+zY}A$exz{v{#Bh@3LKDp~1aZTrW4G&uj(IvNoSo z$x+*Onnowg`;iDz?;liJnNdl;I3E94*VQJKIh)kQO@QKL`+CqxC+-#EKMk*Y98A#FKmAiX{`>Kw5?&XnGgW@6GaY6$g$0nHLp+T!0 zUz$VtWPXPP)D0La#PjyyRviRVT&n=A6wfS*C?Ad^k14uykXkC5ONp0D%wHwNT*@^i z_l9#_Xk24?GRF*|2@KjGfWrEY7e6)R(wIsbGmYB$-cm^dK*I8gPg4|!{RRTd&sJHT zt*Y`C{Nc%7Z9aX^;LXLMQ}7oJ@HyvnB`T1>)izWG;Ljt*d)gKSHv0SB7~8wXMg_|K z(gYCUv|T&rU9REi=OV&Dz$zwNe1Ya*@kX6*fW3b`2e0KoZ#(*_nJX!lo@O>Y$oa`R z>xH8qMVxNV_y}TL>Xx$p#>6}cKD!h>cO~v3@UiYN%J+)HzmWAj&;>+EdVa-{lck;I z8L4p(n*=_gmqUqdnCa$gs%KcKg}krQ12NvpbG$sRoK(qxqTgqlNg43?ocr4NkVD9CNW3!eFqxTYu{a{6BrHn}xii2Vq4I8OXTgLIr;g zs>(#7f3?z#XOF3ObrFf&1}U#2Z(jR@?pAj1RB;MfHEcCHV*|I!TThF?xqbT*=3swF zwYt+ZWMy55mnYaPki1lh^caJf87h3<2s!@Dxf_%iK3!;4*=-*j21C_%o zY(~*IvK{%`vPyo7P`uLu02X$AQ+Z&L^`ih{!m3k;bM;fWW>arx!5ZdE~bk25dhx~vC!F-j!r09Z`yGNk2CtES2Z(4#~#aa!=?+t!n7C`5m%naO3W{__xIPak!B4K;>ojrR6DZ4!-;5)Gca|uKXj;d0=+++AoM$$k zF>8YV*4RGB6AAwm-uw5=7z97=;7B8BiyqFxeMiU6IZAm{hkHpq5>{CJ&N-6i?;laX>=XmhnrV#)|=HOjeh1nwYGv2J2=gC~|*7w=Rg!!I+fny$fcH zKwzuMONwVDhk5qh-4LQTLo44ek4UR3jwMy9lv2EarvH z!raGVss-kS+U$=LLj=ti;kN(3miLTvJ{yG#>-@xqepFNpxVNtiM@tOEK%{^^f^T4~ z7ZL2ev(%(C5;1@JEhGRv*M(_4g*Iv2DzwSppELYJE$S-cX%tDrQr)xk*ve_rJ=i#) z#OZ~`0I&xOm5G@__mg6E3RXq#kltyyNF7Z%6ovo)B#M{jYVd9n!)p9!Wa1PYY{<+1 zZ+y;eXQiJbbREc+AjL`^7&(LMdBMW1#^-SCK3&NSjKCOYyFIQAh`}aNOge8DwrV+&~whSx0 z)rXEoM47D4p+j z9%rgQ@-+OFKcX(z6OlyNf~7ELPSd`GB&2axLU@jaJe0;J`LD6hbR92>i3R!sjp*J^ zon%jc?Gf+61DgAC)2GibAHw}8&&DLUoJxl~2xC`%_$}Py-ztCCBoS)>Bh1tcuJ`82 z>eW}=!GY(Ne=1J7sI-+~48}oiSfND^l7ouKq_`?;-?Z*`-h{b8V~?Coci5j;J)|V( zTSq1SB&$rSX%KN6wq*K9B{XtXdc3MS$lUEuxj}aA*~li&IX)~f0O5$mbJuJn!3O;i z4iE8XNqJ3SEPP*RC`gLRMvN*PHI}K<-4hC%zbzgQx5)9xI89>-nK1_n5*V#qwK!;?px zOXiOesx62Dx6<>yezh+)AXlw>$Udag$PQ~qnzoWp-TjbugB+G?t!>K?N66I{%@}X? z2oBRN-TS1E+3rm-rq)^u9*eTu;mu#~)#ZVE#c%;C%t6~VC^sIX5#TPk7q-I_6fs#BcEgE(n#f+@{S8ZC zy@#KsqQjoh3s-T*a63zBRj6TGfqwt2skIV1x-8^pQPr0Wl7F?wiRNi^_!t`7a49)` zT@7CC3J+oO*w@uL#6H$?q4iJi?_!FYSSd;f`0YWEoC@~g)%Y{l;9H0uh?fg2=RpAG zgJmLYNo;7oJ}C6x!uj|1u0}~gINfkKbd~OVH{lYsF7%syp%xA3D@mFgbSsds@=XDI zUi?NqpcWv~VlaUyc<-{{OZWlBbLkcmQE~qP<;O$7j$%?&*md2j|7c`vDc)EBfsb0O z-?#u-ABcLpKIPJ$1afk%So4bZSNvF-19KJ=O9u$Bv|k0&<~9z_Z(c{C%|jLul@xRW z8N>N@xPj(Q%G}Z&K0pnIOXY9@!Kjk+Gf{~?}&{=xhb@lW$>@Pko9in4ed%Qba!G6ATP1lbbMrxthXerQ#{@`zo=6=nkVv@-8#4Vw) z0)%wa=IA6SzJeis1}KPPmK~N8E|Kr^0*X$+o(Qd;ufI55-iq+T^vTYfU8s9lt6u0K zK0*ynU`87L$5OZ60DF8RS#sFbg9|<*%1}J8d0k6F?PQ6Ii~8NO&Iq04q%W*5Sr%?5 zd`+11y$dh_{o#A3&M50ZR$-C)qpd!xSt?-s*oXM>RarJKUZbX80c~3<;B}MlA-GQo z3dbtjq_g_L&;TRCkk2#)s}@on>;BYQHK1hKV0c7r`{_mYh%5Id#_G2x5bCr{bArK2$Q&pBF_-QhmJ z1nL;oDk_zm*>~;Sq3kMHV}XNu&jpw~A{nY6xJ~9#7x8{kpKx}6 zLVHI6K;l31VJ5|iU_zjqP|k5Qy{Ei;(R#lq=bm(4RrR8t0rJlp4C;DMgyzn@Jbx8T zJxKw&?TG|%3I_#%c z**G6uG*+jnrhz7L-3Ol5L7}zEW-d&GIaJZ0C_^>GZ1V){Q2h0ue=*R(=KGzgN}Y2L zKNj{TC8i}NS+k0oXq#g1ZDBUnezS>5pS?(==)zVFuaNKeUPE3SJDXSA^oG~D8a_d> zgF30EOII`v)%9E8r`dI`_VQc>_U)k?LJ&qHtFD%4X9dh?OV5ATzYPlOYITQSt=5^M zXolDDRXXHv{cGl?zK|IxiZKX3Lpv-IshTNEB? z-gJZ)vvegpfQI>3hb?__Hd_XwaTXxVM|GF`1Y4Y^ZL$s{%FTL4qD5dIZYU7j>-w=* zLhy6eBUmAg?{akl5)YC;08c=$zw%t;3&4&58x`6C6chWQ*FfM21zTm3yt*FdmNsHN zrQ^=WJloIKN%)hwjR018(;7sJhf~Uw1ozD1B0A8Bp9EhT`Bt7?li=1vC|oxqucW}( zr?lCGuhCHWb3Qlk@hGEZ&uFMnVS&b`?vZF{j`?5I3?`Jfm`yB-vOf}lWKbdJvKGRB zqpK34l-8beLTSVmv9AkY9#nw&A68o@l$_<By?im;weH-1E+a1Af8K?mrrUv(=&|PXiboQOMD)+2`Ou%)n22r`Q+nR7S*(Wp zUm4TGZrZydpr-KvV5RvMfH9w{G>^>{rbwJ5J$On~T&~^UmTfpIuza|EH8h4A86-_~1lr%-EN1(NBY zQLa?31e6-_#9J*KDVnUL1;XToe=gTqb4C*AKM1Q2bnn+&5%mzr=Ut02w8}njJ~r1k zV)`Uwu*$iVO8ap7)C*(u(IL=*X!$T@NJxwb698&ZGVuRcs?!kRWR(bd5%VlmiH}Z$ zCP%OnSNFkWzI4t}4HLmvY+W5i`LoqDoz7k1=*A-ElbcQ+Bg-Vc@YgQmqW`VdDsE9CSb7Rq7ui)RD|d zl@Hp^;>dE)h3^!)&;^RNkKRq z*ROXaRPvNnKV-VoeUG>W8~LHtnX?%xb4AqgcPqMf4zIXQ7*R1>y)(OU;zNd?dSki} zMR}n+QobDCmYNHPD@-7_I);|h7=smRtM;tWlir$8042 zM&oYP{|tWW`h$Hr%is8dLlz+;_zCUUQB3_=)lusyqZ!tG2^(Az8*T|EK` z(jV0i|1X=;olwu63@*kMhCh+Sq0XMDMs)oNlg?1NMp8&f+e-4ws z?5c*YBF&Rx_;4zWc?E~9Jg{*3&xW}2$cGklgOLxO&x0V^4tak4SWk{&YQUhxoZK}& z4Q?2VM+>D*Jygv-g4l2oKZLd#{YbZ=aHqc(`Y3Dye(`fwcmr3Z_%mm}C{3ctKg0K} zjB0ltWK`t({{S5fQ?`?WC@bDC#kJKM%DLg5H~HFkty?|dVB+L(TX~&T2&G3#$Z;Ao z1QP^|t8Q}*Dj-&O{d0T^#AGD*xcKW2_ZJy zHpo~BZCyDQCu2orV}u~&lx;U;ivo7vwDgn&Mpo2YJXO;_KWknpfCW!*dTt3+;dMm( z>7hFn(Dy4C%RXxz2Kjpf`i%c0O$4R(FIe%_;`l_#wbYqUFcqUz!SXDQM>!L8z!S)E zPF?EI7cNYy@M=>}eJhMGE^>1X?*b*eaT5x17eO)WMmswg+K!Y^L+JK zc~g1LucuxPanQ7L*A`w(VW!Sg3YHEmbgiU{Klb8I?)^ZS^ln1SmOu8Cj2A97e~U;& zZgWN(v(fC3yjLX)LF67CzJiumLol1`Wzv2lF^4;2xP zM*AvsnpR_UmlB^?t#iqT$`HVKsMU|68rv%Dz2>WPfjk~~&-;ZTOw8lq%wK$%&@Vnha&WooQo70l*fh5nD`j4sXQ7Pk#Nu7YX+~=$ z$T*BaOzZGN?%+b>xee^c8U_ikU}l6w)|!_*AN4f54py^F?><=*nBLlWxPypG7KK1d%rk@BOcT5A;CJ+IU7_cL=5RaNUJ{s-G>oC=jBEG?Ba zmfxeFH0I}RliBYh#}uPsWV-YP!5=OX(@M1;S+1Ni<-{OH`IR{yX`Wis-71p461_eG z;FQkAv!-kJL$=}^POpCW3~!N2FLNYHsb=*)AOgH18s)2dX>}Z?NtpH_=&Wkki|ND$ z8CRS#{#Lwi--KwI_Wk94HMylV`m|@cv+W?IgRkbp@1uaN1TcWMLLz$PvZl42X zEvMy*aq3ve@jJa|?4|sT&NM4$xUN$z4aSLzc;N&@fn@YQBDcKZ+-^h8^il+;AX^`` zP1VLIDOaV2#38V2`|vNEBBr)AGJi@eVs$x?BR;#{>fjT^nvE3YWk`bL@@;2b6gTm` za`7m?dD~_DtQ7OqO56S3MLH(79}Vs?h5QruRNGHN=-V70QxkpcShEQntQ)al&h>~n zT_RrytE4#25A+6c0Xhy&rCr+FEA+gaa?hg$p%=59Rl4pQTGatzEgP_h-FJCB~@s=B}F!-JyBTj=@D*u74(S*NJ0=#vc${MM@H zrzgD4k&bZE>(*#M>rz7kFjDKZ(YlnE=W1zAiDsCvKjhw;ID_r6w9BQ{wAz0V)}y?0 zK=#1?{UX3&ajFF0=Q`CI>@+l7?_u&Rm|~tf)$GwJ+j9eDsd=l{YYYaaurVVL_yxdQ zXu7BT#RzDnphhwa1y6IMH=h_IzNN+1b(Y5AE(Nf12}}r*Kwf$~11Uv@RBIql8P~u} zS%Ih2UheHG3!1j<4pyl`fAR#cC~Yhb`2hV=MR~GH$g_x_gWjmS5Mji^|+L4>LrD1eS|fZ3&|w#?Hgganj4Ad4-qab!a(K z{2dd#F`qxe2PzxquzL%YP;g9)fV z=8@tN3d2+0;Ul?m*DM!RiE;%>rTJR<7o@=0FHx32(+I7_p@`x?EBK>#Bk)t22=LbW z#DNHJ&<1xZ1KU-egWz?9Ix!{%!o?Oub<-h0A^y8e?Ie3aK@plMn4u`VOkDSTjIhCO zGlf7wD1(S)*l;im-wEXF@!ECbu-RFsDb_sNT7wXpX@#}!XS05qe@C)eo9XM9<17^` zc4piqB+5=KZzo5~QGQ-Tuj1w}&QgTNkqO`H)h&1di~hsrSXbKNG%j_o@^HRTdQtRw zQZ;f0lj_h%+f5W)`h%)DD|22(uEl0`8sQ|S4O~_qDTkcD@ZweHVDNFtL8^12hvBi% zNl=Oyr+x}T^Q`rB^tB{)ni27=w?}^kBwp=vgTv+3^Pdo&`ccJ@dmt%nOm5gLqPV2y z^5=hTR^}CTFg&we;w{WkDg^TJ`d(#h?=JM(r)XBm+t&CiwPw;2CU7@!fU6=+l#Q24 z#>46FHMB)+>i`&n?toKe1uvfsq)&3cQE}|x=GRy1C7qfh^8~yqUb@`lpPPm%{RMV|AUkN5nQ32OmYHcSRl|yg4V_f?15Ips)2t zIc&7-=0Zd%`b$5%fu~1B)AtxLxDhD*Iu8YIA_{JKbF>TUd~8aN;_0#t|F;n-jEz-5 z%(_P{^4w#!T%S*{L?*#$`cZ@GbFwVmGHk5?qeZXEdHv$hb zZ)Kq{kl=uIS|5|F%o7AP;%C6)*yByjtp-6YVXc#-*As--9o>zYgw3i3TPJ~_;#{DB zmnuA=z)7rXhE5cJxu8ENp3)izK7kkc5$iJ7p|%`H0+_=wiY>;`to%#Tzp-{g6arN8 zPrW%jL(8`7=(Bwq4e^FmW&8(>df`tQt13r~UWdyi`CEm@Th{^4Bls+0q2*RGxZ27g_hAow00-{lCvnSGh!Y^NlJF)6}N-0bL74j?10k7B@7dBKQLSr}3F`ygB}VXnb- zfWRZKymAGC3uHb{n6EVi1n{}hAEk;qlx_At+#0aSHf}Cioa+{_>;a!t74?y{;&KUo zrG+k+9(;vZ^-K%(Qwnnz)-?dEyWtchgjBdFk9Psj&4zX0uOvMk2bH++ z0WD{Vrr7*yf-b8{7AlEw#bhpoYsfqmLSc<77b+LbM0uPpD(uY8&zCv}nfcsAV}VPW zc?3g$hyaX%FV}#<1KkfvZJfhh=odgB?yX`U$Ce#bt1E)?sWA?xJ6^*P7B{lrC#J*- z;{=XmMO4Z!KQqjHeI>f+@KPj>z1>GQHCfy`#@UMbjAaalpcJh}(VXZR$VOG$IlLjz?Ayb3(h3^Ccq}z#>+;ns|E_9wG^x+(E#!ZOWP~}PgF>Y1tFJ~ zXV+Pa#ms^_*YN@`BMq*feXMJC()8d6XCtNjC5eX>4rS5>V|lh{D?(`&8_G;xfBV&m zhQQPHf*mv6xeXYU#6P|!HBMX?2LiblX|L0Jq;Y0phs?J$leD@8 zqflv0h7VW5WQq3P?!)=ENx}4W?gY>n;8Z;>>*Q@`Q@=MD(qtE?Gt$@G2j;d-EE?nPvfDYW8NM2Y2BU735i&&HSOYFSba+ zc_tE3$ybg5d*ZpV$y+T)Ws;>DjTK zkIS!?-r_8Lo#o$~Wq-Vjj5%GgiWwcTY>=m1Flle%;&Ha`=`JFX*%jIv{8TGgt0VC=<&Jh5Nw{V> z+Yp(d2)_CvBH5p?&YgL)@&;3Hra)>0fs2(!GFr)$t=ewozq%WhLU)oYb zLyA=sjqn7beqGs(opUOW-YZ3SP?mdf)ev$AO%Ik5M9SpO1J-MfT@?}%OG>sS%%;M4 z{N`bVyPT6D^9}|OYhdboSI0j=oKF-=T`wh!NkO;oBAE>E6KyfX3`xvOHDUcyDq69| z$X3VJKh~QO5o<0yV2ETQISxNJ>NiMb=rGPVxJ*Xet2_FZ^N7H|rC1gDcP#aYU>zlaq045ATM5^K3zOsEal%3zQ)5-`s(10<`^$ z%%Nn|H$Zo0@Ye6-jysz7k2P1BV#jj^OmusE5IKLMb}*e~m<0D%v<0lkB6mZBdZKZx za?fSteP6_bHe@S%d)%bmCGPR9BvwCFCG5%`O+7kg&ZNoaUmE(&@Z5D2l7s31U3mZ1E#Wh21BVM+86=sf8&OtLKL<`$}Sr zP>J}GAYb_8xWGvMRKLGHG^Iutu=Wo7eU%x)9DCepxkUgu@i7WL^0sNnNHo6T+Kb_=nw#QCb~Z zlImXfZz82jW`^|;a>YM4V+E5I$NdKh7dnyLDVb)zk94bUGy3r~oDbv_KUFgmAgv(L zaE;iIFmNL~c$8i2mIsyxLjlED+Is^QE|t_+ucX&9D+L-&e`(1lj_S2_k1GxUui%)I zkzZ>*|FMFL-Z~DCp)L^D>l#7xsI||O`g&(H`3xW1x4;b~n?+8QCn!Z4inbd?<>qaI}nNRU0h?C_W^CAT^+K!2GZiQ zShBW@sya#47b)|1vYP9U|9EsJ`0x|Jv$zQW>Bb14JpOYWPgrAMHeV$~A_Q6H8_O$c zyakWhfKdgvzS?i1S{6%N6$B%LlKuJ4?p&4<0_fBMBsb|u7m0@|ZViA-bmPvGdb6J< z{q9oQJ{I${X01!~PVMKXQw~UWFffrT|Sz>0U z!$>`=l#Q))0t?K&xv zF-TnIs3`W5flu?Y`Kow>jfc4L*VnXYVrLqa5Gvfqt)B+)Fa%<*z|oQg#o~TQ%XOZk z#ffY>NoWYxNbw0MXJHjJc$I5U%nEHcnMyLyDh$%;?8!h^jBZL4ySs(AEKEwnu(@xv z5P7vbgDH1nnDqRRSLyve-edrvO1ltmd37m9;SNWhpO52dt^_PDM>v(N2uAz0E744O=8$bN7{T>84rk>Ut?}KEWj7k9b;QKSI997P zF!}F;R=Nb2}~ptdQdpl3X32^UG-9@0p0bD=};+*x8=vzQ`` zZ}}UCwxP$haN}!OWToJAv~-D+w*#DL(%ktXcomA5>bUrbUa3ED8`d{ln~w^t(mUvy z6o_?Cc)6$~U!Q*G#hc^n6!iK3fOpm%-P|V$2OltzZHJw>-a@!LKq@a?4X61Elcx?? zHKa|(7)6(L`=N}X?Gcg(4*9xurOd%d-0;2)hS(^OL^9gUyG5tLElOlS-sw~se9xr=!K!HI?uO>TXHe@S0$ zdYpJ#gPIQk&;Im(uq3bpxz`iw(vSW(xJ`t7*(vfOMA(<9`>>hkDNB{Xd6pDxB)pt! zFxmPdOT4yMhbu|%2;P%Fw=`I9GkgK}a z(wsiF;;t})XLsweRbJw0Au(_5Z-WL(i%`(K%hqJQS^<;t;#~VJx<6uf5Zwv!txjr3 zc~`QZvLIFed>p@x;Jal`?$U9E0zOVBbj{ibpt{Bx%X`(s)h~z;-R3CkbUG&heAa4L z%=yVNtLX;vU`>?@jLM-aCztW11VEyPKHdye0yH$ghtfLUc`QVNSgz@MCVx@r$EJUema?3nD>v?mEly7#&LIWrCX7;LjSW z?IVv);~l*p;;e!)IDQP^7vM+wxM3piwhMbj@+f0Pwmnc(z?UaKY`q0CI8gMfF$+P9p3@3zz0k}=JSH|%L?V!1UC(WhV zR$QG*G`#{-JENsEaOvVrM+G=0q+~%E<`7#_-u+^Sk+Fg!?MaMaRo_=vvujCJ?TqeA zxOd`gxl-sXYC`!ze@>3L++_G|{rG?k+&cZG7U5*B_k>Wj>{PPnG6QawJLTZY@Tf=> z^l7*e0~tkoCvQx9Yw)GM9ou(aovTyKEmeSExgYyBo_a}DwPVJoPh6E!)(m;2Gd5jr zu)FF;E%ieRcpprx8$rh~MhpqzHR0Nl-lB#!DkyVngdf22faL1uwt+4A!qEoX2oo0n zS8EsN1sFuBZ|O2;7tfNCRc~4ferS#H*uRNCm-M!CH(go;kko>I0?^#={ZoqXCJ5W@ zyqgsua=OU*hxZG!VlpB~TO2vOC+;iUWyQf{NnZX_x`oo_?5pJ9YiwcFSkl|4y(VXg zYl+99_xZOXPO`47-u{urh$)apbv0(;^r^Z`a@_ZPg~zxHY93r;9L;sF=J4cDgPy(c z`hWeJWXz5<4QLlM#hCnz;3wj8-MIl)U7zQr;iZhfMbB0tOQ-bwf=$Srt`!OE`pK7u zU+)qNB0MM9h+ilD8Ow-5wooT0DPq>-xZc8T)@~e;aGlo?j1qXX6u3Q+t4UAOT8Pbi zf}SASq%^7jF;n!PxVw0}j4SkPw#hq9C&z0_4HlF`Q$*!-y*x5%LsE&WH*(peJl>Y{ zSd0}ns3|#3V62Mr+1 z%SS2%J&KY{B#u8v^koYysbTJwP6Ue2 z*K_#%U}*~DL%RnRSkHi%c0(7Rbp#_L>|Q+~O)qmiwPsB|zb>(v0X1rrk;9g6TR-(l zzM@yE_dg!eVqa+LxGecys38c=7gy^`GR1=5HqnYJXC007(4nM8x_eIHG`go$oQ!FI zO_`w)`t(-yqeDQ8@4scu8S2yp}qevM_b#kMlxX zz;EY=UXcyQmspUwuH)W$pxg^>a3S%6UwgsK5C&_J-3U3(t z@|<#nNBs{dt~$4J4+V%4f&43ns+LQU?33hDp9pa)K=quDjYlkIoihlwY$^XpPJ*cy zX7=WT7ixK9^UL;JrLbjf3o(4~b;o3Pmt_uV*+6t$xn*OOvH0>5;6%l^z_SH6gk#lf zQKoZ~bAOpPbIKr>pFi;+!)Wp4xz&GlX&C5E%K7njgr;qGwP}fY=B*}ivR;sZhfuq2 zEK+72n2NjM)%s5gX#f0Gnfj$F*3L7NNHuwN!BIn~)p_G_Yjg32UG#y$mR(FuI&Y;1 zdS_OcQuWIv_^-#;ORP3ZPgQ3$N`5@Y#d}xayDsn+ih?-CyXgTod^$5q-Tl}Dm5 zH!2q67a%61o2yEoiCW_Qc zJMdA0gpWJAbT<;P+^*cRHR8c|!c8hlQ!c(qVE>(>SLbiYXNzvv78T&d|9mnk!4(-( z`$s-(5qji|09}6SeU9IkU%g%kCr$w()|B3;$)KVimQ3mwWAq%4MiDp%evq<9cEWveq8t0KKb)qYu zaNKP}TBPaVsp=>fzXiEqCT*%7+0`iS3r8zA`#X0QX#FmN)$4?*vWQHx;wJ~u^xA<2 zM0_1pQ2jHcI+kh8KBWbvjKQX!lLnH7Y_V4)k;L(L1a32}`A57RdisW+25{M^ziF1` zNF)D>Y@wNlyo4m2qD`lu>SxoPu ze59HGcXxJ-jX|FUVgRH=k*Wou_VpI8@8TDX5T1_9$2z2M6BHMiqjHxq4`eLs{Y-zD z{A)NEJ^3gb*!)3?JfX85S59d7toK(gvKuO=kfOV>O0CA>V*AHtIu}eDgPD^{IN{73 zsw!ZdAGFtc0m8gjQyRQsqeez7(&t84GRy}4V*}v;gqd$~VuZ`MmX4EzWim{IDpx9x zk=AA=7Cg%0b0lsfs}$mN!NeI<$Ld50-%;nOlOcCpAD+MvAH5H}K?w#TQlkJwRJ{Y} zdSVPt8RsETO(y&6(OlTqu)RhO4DttvbHpcxM2M`sgU}WAcM_= z0$Im$NE?MUNVJLWA&KKvlYUNK3J=OaQALJ}D9!q{_dkxDq0!ehS^sl1ZG5?}@f43y zE5$5w+)vi*fL~{2{Njc+ngIwa-&wV_$Dawp!stf`j`<>+^-7JQ6|?gfHso%6Na}Z0 z0*Y)Q7Il)`+RvYs(`dI|GnsZNwN)2#kwLxpzq45xBbovt4Pmki!LsimQ86MIWOA&c zX@LHaAs)kPq&xlurLoZll|Os0fAsG+G23Igs-zrvD{Mu7W%79d>Z$gQObX-j80K-f zvtgjDIoq>C5{}-z8EMKue8q^Qef9sLx}`M%^wibC4e|xwmUpo{YnnXFwaAw#;vmU; zcVMt2^8=!g**b;WMc=ACoti!4L3O^GQNt_n<@-J;g`4eY+A2;#d7tJfSJI@yKN{PS znc=TnlIy$q5LVGu{QBH%7d>Tw7zAKkBJh~aMwFkUCr%f99gYILi4o7%`Bqd~{Mv6~ z9l>{Rc+n(74IODUO?5}Zfi-*LDtx=TGcS)?bO9-iF@OOi868e+yMh*6vhxIvpx*1A zS{x}eCsK?Nl;xWtL7i>vwk;X5r*W^@qrW7iW6Uor{p$X*XMNEK-eR8gHD0y|qJ-)Q zD!$tV8}Nci#ybH*mhhX}sS4>{F#l|gi%u57ZNx;+NZds-F^$5Suv460 z2S^cX`V6b7fFI{7%G9DNMv)T^t4&>hu(-+Ha`>NoqeL*MPbEf8&6+Ygd8Dso)X|3P zjBQyChhdObQSy%(8M~#WYILQ%RT1vhc}(N;rl7JI`y@nfT|>*yMnT+;7LSR4XW2NF zkfAcuyf{`c477Qa*KtKZjyR~}F+ZnN2gpP?z~*Q#^P@bv@@Y_)5b~6VE5fy->~>#p zx8dOm8Mi3$@5MPqMbBWd^?jI=8AcXc_E~W!HEhrQ+!XmnK{Y6ta%ra?73g?1syDyffh{H0DM2K5H5T<(Y^;zLgw~PCiWrD%ry*4kkqZQJ_{0mROY5ScwW;7?OAJg7SA; zSh26zX(3#xW@drSfUzLA2T(hx`cQkk2ciO{$$Ki`ZC}#dob&l>;X|pi5#3hFB%jkq&Gf5W*m~~*N>y+`A6ccs)Df^d#ghLZ7xm^nZu4ssdp0+-< zI$s$>Q!4C$qlFOyF&=m)2V@$}W*leJx1ZdARj(&QG#Wv4i!T3R<$8}Ne{-mrCAeqf zWrattVn=ILD2NVhfd)_^<3Ny@<4H6i){R#tl{YTDey@QF6E5Fo;;7*hy~dzho9KNJ z5@g63CXqSGRewOi40!nU^MB-Fu-&J~UyCJ&=DXtfAE`%xO(GY#QSm7#CcE%+iFeId z+$;qrbB%Zm>{?Cou}z4VgJ_EWTv0j~tdEGW6>9Sia8a&)#DqnaTF(&&-rGuBkVPrj z6W#d~{)rjypjmMYQFbD{b5QP9$@%b$7U7SdBbqu_e{;DHrxAX;iD zwE{N{#Ge&zzmK7sVxH~kem|>sfX2Kq5726p`I~z!)Y}{JGX3+5_O`7y;{#%!koh;m z;&WswwJFKZBnt=$rh7AkR5O;A2b?%v7OSAxBvQ}1N)HO3-AFVb9yIW4l0i8xT@{T0 z66~tXrV{w~Y$_H3ZDRfD#GbU3Z(5v6-&rw8e9<%{T2~|`Ug~LNmcwkb)KxY7r%n)&L5gL%a+YbII(s^G^JQ)m}zHtCte9CFh4(paFe7>=X_97 zdGbh!6hN;zpF!<`(RhQNmIn0dYIWFXe8)ZIl9abvT^_bNmeNZ{Rc|~^?`%uEO5U@2%Yf4i~j6W zV=$fk9ig~s(6|e3m%gh#89T^`u%3xa(^LC4%5~x?w#L>qpC#L{@A)RySWkO2D0=dj z09J>(8ueO7#<3g4{$R98PWZ-&85qP$!ZuoOC`59feTr7$tnt+bPr}%*pF;C0bu7OV z|78!9KM;KN$H%Z)FbiAo(@WtZLs*)>M#`D|uGu$Y{hjmJ^^X)eN&;iR-2Pgys12a5 z*Q|+u<e2z}%y{{Hou1@o#+X#^mb*5Yv%TXNRUpdDeG3`r-TcNuCb6qk zR6sg}`qT%HAN1Fi)Yt$*$Rx_j3PQ9YlZa?vzr@pDC#Dwt3<+8Vy-BJUQ$GM(x+}aD+Kbn11GF*cnxE*q zyQ9OUC2nM3F&&#LF3Q})6eZv@wJNnS5tS^D zUsTReYV0oeqs;th#eXy|!tpxY$t%)a7VP6&sGBAJ@rppL%9)mlVZzVr0cuGt-q3sw zy;~^jBv+t-v+EXvw1RLC<#ly|7?(nt-qpHqh-IMV8D_aAVuWQ|gh$CCtngj(Zx;_hv-)z;=ZZyQv>Kf+ypL1I zr``L=N8hyD6;=6WHAYb~&tvXDpXhKc zOS=lxaaga)UX0ZaMkbLCjoLfao#&@}Fz5Lfh_b^Shtz|pVkSkRL!<5`lNI@KJ`zcq z>w^W(2}tUTUy8%IEl=j=!k%qLb8@4M418!t4@PT0kr9W;vmK?!)|N69JvX87qmB$g z`CM#i+m=6;hGBif3B`3rCY^ZIb5jau7$$w^eXs{4{%cv0q>!CldG4hr`mNuaRJk}N z2Mgv{*5ZbNhw&%8oo5LBm7Na7Q$t_d7rXjMUqZk4*fHwa8w|yAh0Zu#(D(c>BZ(W1 zq}Z2AhvAR}(w_04;RD*@b04K(EdwDZt5Bhobum_DA-ittNWhP{N(#{4MclnqLi#yK z>!RYV38qBRc!;ps+Z_q|4IKy|+ObVoaa&QqW2te$uegp=RcT-{Sds{LxE2HhjuabG z21<$;2Xk}z4DOG9xz1F|r(i>0bxrZ13Fs%oD@@Ly^<9A!8}!P0d6et-2dFZ>JyT`mR|rk<#bK2UQeYX`5%#(HCKg<7MKAkv^eIy?^<%3`@elY2tU zN|LFYL!NVre9o=9C2@h?xTfChtN2#EGP&_5V0z;_G;4h`vHS$b$l(l6Y!tywPgi1c zrllo^DltGHASnUqq{-8W%}Mz&$f>XpB7B69?p>HR(L@x|-|XM-t^S3K7J z_NFMsna6&M%F)&rl}aR6+!Y!PeNe*C_*xK5?GuD1(Zmb_rXEttidNY}zecMG-lkm9 zWP7qt$4o_?`>BeNGu8D_hsr4C>KslV(SId?WY&HwRJqi@`J;z$lc4iv|5Jzfw`ImkmK-iAWt0X>QuDOFC0`Wg9c!Bhbx^=JIk zHB%s#zh)!-ID!iWgnV#wU+_i^Tdt=&xHUA+P{pvN{8NMsDI=p5^;Zd8918Nw0kl6h`Euumf1wGeF{b*Fgs_BPJc$o{P&gP28Rn3A4Ak zSB4)WfQpq?blilEpt@}p^CXAHJcywhI%Z`{v8SnT<(EUi=dQTPDhg?YwAvqs<|Ot* z0#1ic{V)ONLaUX5(9>dJ8_hmP`9r(=|qYP180 zVv;7`3x0n;s;`D?w%Ie4QNmO*Mp{LeJ9a=zO#m)R0q)RG!rE(hlX%|=t0=T?G@W8w zf_m_W2UTs#2rvCp5~u@ue(~B<(8Lym4X6V}RS7{YM&Eg(Q~}yQz;NLMS&O~Td3fDA zohcEA#g6ny9SK5kXS6K)3ig>RN_u!fTk1(^UUQ@=Nyz#P|2?aetDTakt_5EKyn?s} zS*E^|;NdeUdWj#!!%uBJuBsf0TU0Hbj{Hw;_TS4V<0BWNRSaRkN~A@eu>nO?aIbdc z8=c6iIs6W#@I=A9#PD7C^+`k4WMLYJ5YCxC^c)ccC#1g@!=%EO#1!Qb2;*Z2#uO4B zC?$)3mH#n0hxTZ4cc*D>nvSBuMD7z-GQtl>7`pCgYTzVV*c7(&lDnP z92&Q?vW3wjhcYL3g_HL^B}^7WV0owhm5S(%R~NNH51f8yaEX8%!GLXK z`=}rjr=lj&n9bIp7B?EZI=cO7FdnNWwUppQ=>m-_+$E@|yM|-Zxh=gxW2XZfifIwJ zH^s@)AH#21!7%{+5Tj|c>S53Y1$-U>+m=hc3luK0``J2qmP3pGa$~5EKkqLQ;zRMl z51sZZdEGZun9@D$xpY=p3B7~btEqP4k}`6H^y*MlHIJ=Olz$n+V?gLw*k_jv`HV~7 zhmZKw!_BLi0}g~9VyK=RXqW{{AGr5fSgfBjLOlz!o%FAH!0RJ@}GNv|oQazojxey~ZC5#cgBX_SR27jb-5+ zs26TeVIfBNSWN;j60o>aND&ahjGT&|kSNo|aL= zYGAZ%z@{Di<9}q#&-d|9oz1ZcFJV>yU1({=TKQkWuR;fKy2ec+{_nN1y1X=xqCVT@c+|WX8_P z8yr9CY?Y{0hyvMpd^63j+NVtCRn1IkpW^%==W1xpA@^d7vF+YA_vWwQIC5nzmv6I> z;(m2At54ifgqDRT@B^~u&Tm<(*FPhgfC^lw?a-GDBlf8jSVZ0ma3U7uh2kJLx1tp( z@E7QJq~0UKz(^>z>tr4CV0?^4^Tw`1O)il3;xq^oiDG+IrP@ZE^__#c8sT*$Zvz&h zA&&TM2aX2Qp6`B_#@47r)xW6ugSTPt_?x@mzD!e59(>MX9bcz;dw zzqpl&tk)WJXXS-zT7;rKE0Bj*?989p%!P1awyYO{aulL?i`;g~n5klCc&606Ox`jw z_x)QItD7fh9CkQj@VR{NEha5=N^hh=UrNB4O+ROmjLz5BGsVJLIjpc|)fmR6KAzlo zSS!d(-RA{4!rnE0j#yX0gD`N`N5_^SIG>3q8#O+CGO(V}(*{}ns=0&@rQAdR4*b<$nI?gnbeG(r z=(5JEtFbjKl!b{A{Z@Y3@9p5z*ZIdOCJD!2X85>y6&E2qvmTv z*KN!h$E8WZ?L{XIzM|}I5c-u)s#otZx)BOCvOz`D@=fcr3nP_!qrj`H>Y_$jaKAGm za>w*05=7e)#KCYNx>`j|H#52jIsB;hfv)U5Uowz-JgS;R*-JCxUzwBJi=Gx-ZY-`! zpmkBZIjkXF>Nta3uXOMj25iN6>@%qV$+a%d%tYwS9%|uu6yjN9QEBxsuF6V3R-*j& zWx#6e5?&5>x)G?WdcECpnfn0CftLU%8uEi6woD&*rBw9HZk(&|w`}%6%DGW4#7TjI z9)oykRwTag6<0{?+FFn{PHMP@U_vDIv|R4Mf;XGu=6@6U2L+@FTMVHfa@;1UPGOHh z7k#OQFtb<-NE`N*7bQBQ#k+u1c&JUfHkqONEpME5=}wC6lI1*5MTY^C<1&jgAm8W< zhM3N6Xe!*527Hbxp6+5tO-|4uQr=`UYhk4yl;K!y44djgb#o0Qb};bf-YYj^ef=>) zLIb&fnsBS>Zpae!eIRUKp!LrSPB=RKG|Do+4M#a0YAlqFPGK()8v!5WucZcET^_^9NX*-^>a;vX~9j1&f0$&z?m9 z2gXJ>oJ72$ZhwRwXfkl}y~|BqBUAM9bFEsdK1u`eGR)}iy`$sLkdVrfboQ#fy5`X` zNWZ}4Lb+lX|J85Lp07A*N4RtRA-Ms|58y?Ok_zF-ZRiyoW^s8p#9sU^e5aX;gO0V- z6uHq^#4|Aq(`(6!qsJ5RFNJ<)R6>6JXcJd~7AeA~X#J4vX^rHSs-Khz^g9eS7-X|9 zV)f$Lf2_@nJ~wYFzk{o;tlg9sq$fNi>phii?7zO4mUGM+)S+rm?9nni=OG(bAPzs) zt)DVGxGY|3RpO&BUh9kW0-zMiD&4w8C8Sr^c=+1Swe!ww@dEVMIG={`YOuiM-#wE5 z#!8>1J$>@=W}H}YZL&GgE!_^oqY0+6^&@>&4aTfBCvF8UG{`|BqtRRp3qC+q0ggB`bFa+Sr% zAuZoaYc)aGAqF2%I(iAbE4)+CI~7U@9hPc4W{x(xb(AGvux5>oD=$Z8Nyu>Rkd~m` zd!kyOVIH1ryK=_1hl3>0P=JeY$+37cQn;*mRB)*o6oB|6sJyahI^hO_1G1nRneo*4 zQg_jL=v`C0v-_N&q`IyZvqM_I3XKq_4_DZvXO*+!qA_<5$;Wo}?20;E2+)Cw=S=6y zbZd#>cm)HEk2O=TyODHo1%aV`orOR|Lgz{YbXf-q&@7&_03Vj`v7wPP%P*f7Gck<*npvfw zeLd4dqG9D1$MPDIFn~#ZSA-zg)Bje!PQ=1HihXwpH)g)+EZ)5v+mudL1ckaBqE^XS*Udze31&}QUs!T&x6r?otJ&Ud9lfBnZQ@*I(J?9=na#M72eKaB zT{}1k=hOHl96A8ekQ-1OpV_k0AI@dVndU+KNB|7UaxRgC;`kOZ2M)Mr4g%k><4O9di z+$@ji&%Te1NGm%ds6vict9UBepYX{&8hJ8>Mganh;>44;#sr}XEPU6_()ya0^cJ9(U+z`tppec4DWYIS0-A8 zd!JZEDbmo%Hk#&!MoaQ>3axm{8d4$?cjov|9lVY<^mBU-_8be$3Mwm(Te&9XA`XLN z+=m7mB^pIgL%UZLzH)9&rbQ3yW3Fvc#_%IUr6KL|%t;W21Sy)+l$Bz(9*S5% zP|&50rhO=88+f|8kF!w2uvJi^nD=3o*P z2#`XOM>4>Ewf>}KZ^C)YlE_m{l9c!HR#rTGYXvK;znm!Gw<_Eo)$p3IePoz-8qnb5 zhUFS=`G|^`%qncA=jmdj#F9{dkfr#|7!2_WKh`)=r^}F=PG~PeGi%$4qAukwBbS6z zy1@1n?s@mtoMd=VDWC7WL_2+AM@l21rJriD566#~xz%)TqZz}=3IvZ&KJsl)3Z2OJ z>kijwqK1_gTWLsBAxZ=ObZL8j(&!S5X@OZ-5A3+Lex#{{rg1Q{tyRy0BQ|+p6Z~i} z2pa*dCNNyYGE5X6iMI|JfbL>27b@dBra52BFy>xXwPi>wyDRd zeaH8)_dbwj8X>*P*L?LRkWF_3cgDtoNuXC zMtAgIw0k)@UOB@h+P2DR4_U|Xx-OhOYj^+?j@_5JzA5KA>N5c}T{Q!l$TWw7UotC$ z)9Hg$?(W~Sf}L<_{o@LZU)0tC5Gi8Jno)PV3FQ%i1C9k^my`v03q`k$RpgbN9Xrvm zUc=Q0EH3vjx$X^+nrx{9#ZbGfkktSPejJ`9$Z%px!8h=AC1=x|jCKxr^vk??BcdY!H{U{lB+@1Z?5mq0l1)}zekUQ&h<0+&5 zr?c2_rxa)OO0jf*>UlEE;2WkxzdctR^-361Zhw$7pBWbVjM{`ExpTP!ooR^BsiqHp zc2eG^;tibAutWx!0)OzA@Swd|@^83Ed(*j}tGA3* zbNX1Mm4ciD`}P%Y^BME%XIB00^$Sla6QoHfQE7mj+ElAm2%W!zh`4`WQ_1P8+L2ip zv$qf@DR#afYCd37*A`6WCY?EgGso|x-SKN$E8AA5=3Dd2h9D3DKmz%wO$1L%`dN~# z%|Gtj?~qB9D3ZG3MXT_E$J|1*=ddaf3y;~6Tma>R$rL8mWVYVx=S2>>Bb&p@U^b9n zkhcdJ?Vyh}9hCivxdeRgM^@(RoF0*x^CsclU{K>%z_>)4P7M+RTj3d~0qk9Bk($Nm z+V(7K zIl0pC{lJ=*fN_NhSV?lqj0^Re1weGt`MN!t{19Z5kFjy4F%C1y+Uu*X8P#{9Nbu_0i}&r2<=i(iW6?jpLC1%Zy=!p9FIjLrj0A=FfgM3-l$Rc-8c{eA>4 zK`Td}?4!MfdKa5(J-8XiDC82phzNCB8`I8{0RId+)UlVxC`jbRikMNTY{F>Z+)+w! zlYC^Vm>!nii}0#-CMb=m#o}0a^3q8&K(I8#8A+-=Yw&;c%4B&fBAyN;xrpr$7Qrr0 zsKUaKJn_SGcpK}-N!xaepSvWrQWu44Ou@ps1nwCW)_I9!xxS+X+-kCl2vZgz5URjR zaX4FTUcF)u#-7FmZuz?bNiWC7i#Ke1;KnIDPBY8^S(H+xuH^PzS$_BleFV=El9aep zKh02p=P2}V=v=N=K|(`&0{oc+-Z8!DvG~gk%{pZTv9b)jn(EwFYOqE+Yu)!;ke0B) zraQ96MZxK0o5-E#CZ*h@IZpwZ}Xg4ouTFh!~#z@7K&@ zx>s$iJBo_%uvBM(5DpHnsxGf?mZD`Q6~VI4+HL@t7*ZD`+tnCjHpR7eUnd(JY2`%N z1C!6q($alXner@dY08wCK@i(7U-(T>ue5&;R+q!dAP%CSsRd{&cGv23Ex}&!8{cR3 zXuv@s0@u+J!IB=$uVA)^QLR!&D~wu@f&Pn7CTvWY_7UP&uX6E*Vq*>}R{!XiHVB1X;{BBGF-d7CRXi(R)d*nN=P ztP2?n^}P-Pnld!AT(5_w(+<;EkW#a_OA@Bnq>V_9>-VxXz+f)_M7r$lO zrrrf|g}Idxtdju-Zg{D9HJ5MJkb>GKE&-icw=u_BLVV#9I_Vmq_X!c47iza^J%7YcCgSBxDSwBBXB+4B8?35x#7uaI%(o(3cwgbH1g3_!H7%#CB|yq1 zuz=4O)wRrMX-arX`uwIMdpn~3XP=7;d86i0_-$Dp8pV=@vL_6v1?fuw8+c+Y0DIn3 zl@H$MD>HaXYHqyGsoF>%Ujrh`!E||B_lNjsOfbNRwnj;$nXP zCMx7YM!qBhF z^h;6_qeQt!1r!U-U1rXQvC_~PP2cO7-lsclux6l*K)tS7lZUwnZ>(h`;XyRM-JTd< zlbVk>D&FTGfZq{!G>;g7Ja%@jh5!bjRIk{s3Y!ecQCBv({Hm1D_dhpahjo#SBE%Fw2&j1Yyk-_Nj}%Q_$KLCI_v zHT;q{su7}NryPzf+*0;ShGgMJoV$XoYTd|Gq}p|m>QA7)2Q_Tzr1!TuLDLCm*q9`c zB!eNO_)CzFqX&B88V~@59#6K7+d2}FdaJxMEe5p^AbTfj-HF_jlgjTp_c~vf6!Jf zTii{b6;wG0+m*^f-0Dp;#y34ST&pj#YRUZ0mdnMX>0TS&B@_}$U*yKT!34UoP<(#D zTyv!kwB8qhNrJM_uEOwt|K-bVaDd!skk0Pe!`1U*ESL_fP?V-7&ht(8G#<`YTJnka zQx!!pNY+!+Wy-DE;)&QzCTDepoZuL5|WxjY38!!*RgLP!5-HCzlJ-Y2# z%*SpP)^_E{H?u>e!r}~YV`-R1C7M<-?H#qF2Z!NT2-a^;-2DWdT>)L zEp;m$#UEo~h^#%6QZl3TUXA3qbZ0`V@|dD#Un}XR*vr^=$H&9E=I&a0kRLUATLh2n zl1C-Y^G{Vq3cqrC{UC9lVMo91YRy0cQ~Cd0jKlOCGiYT6X4Kc1Q^2%rrz%R(E07|r zasArcUQ@s!3Wt>nvQi(3LaBZw>ReS1chPB(3l(--A*o*QQR z0+x=dbWD*FcG;4TGec8G1)oaqy8f{eKtMu3aDl5zDPvQ>4cmeAdsTN-tdc zr-m@=@xtg*C?Jey6})AOBq}0-(!QNF;Zdtpmnwf#o>xFmi!eO^l_Yv|`o~1hy2MQz zr}o2C^S)_RzSIiNbP_FkkSx;q)>V&P9(N*UY-s#+-JKJP&4OOVA1BLLf4~Wu_x2im z2?O@qJ=3t8`FrkiI{RZDWt9Q6vJqT030aJKSdxB{<7^))d#HmRfjy^&1y-B755&<4 zq5qkpjo#o$5ixC&nb1}cwNh#ePx2}fDJd0)EJE0?@VRnbYW{BLDcno8c$S%vg}|A=;dO$7XCwVMN`+8jdO^jj?X>=QS86E2VB! z0vm=y*Qv#CgB{KeIyXHiQkf_K-G7$L-50`_!J*vbiauqPC!3jul&B|pxyJ&`Y<%if zDwmsDP+pM9$Tj3a`0?D;1IsO^0zEoC;nczUz~idCn<9_d5Y|q&RGk%b9f`aHeV_lK zvEMM+{S8aVK+B zXW%^7@-m;2tZ@xAyX88n;);$}+D~)INNttnkx$JG>J}e9?Ki9fOBVxuo`2o5;sN6% zPKmeL8)^eht;V;!tSHQSopI$P2u|-+qBiZAFESo;`d>vHRtAaBqPDS%Rr<=YcRK4S zhefJZSRiwZ>^GCLg*|l2ME*nO6 zL?mRyu`hL-`EetcbrQ}4vROHw3IfS zrHEt~r3@2fZw%Uv>K)YC2pa-DnZN50UXcw}#9of{EElKFo-kA+VDx=F+R2$A+c4F2 zUrSqOotVlUdCU7|HYcUuJ}+XO_pjw*2J=ynhdld(Df#|#6dVSq|HhJa?ZqGt8Qt|{wD%^rSDMtL%v$82A@#qt|Jh@HyAnu|r$oOw2 z;a=P+>SxWzck7+=uWa&!ER&%2H_jG(;zc+n0l_PEtf}Ahm`w^poNcW7vwv+~4 zCsY{WQXXz;+XdVSb1zbxq@v;5I+sCu$!Uv}x6p+neOJ%Au3Y;}jYl~t;0NfqvniHD zy2%dvT9_(pn5Q6tLnlivbcChMwQCn@F^in^ak*cK%*6Xo7=(+^+FA{L6S$4PU)=^m z%@lN%vE~ZWY$n{xVO8MFu=c$!85nyM13N0F?kHCZ16bFGO&Pn;kpjL}P`24asUH@0 zK0ZKcz`@UgF3A|?-Hv*C~8n0G?gk~$=KVc21moM2pbKxO*&*pJpz){M;Whk68bR-x)F=Lr{U z1+3P9o|>ikqf(mZ6I#j$&fK!CLG0`5YB3y57_QL-ENDFH`jE+y4P%^=Naw%`0{QLh z>fry|XHn<8=GL-9pC@tFp5>Yt`YK@99Y~x$NgDm+wh_G9UdjNrZmq{)dKI*LPFijm zuCC{__j@9ZEo)XcuIjV6GotWa{w#g*=Xy(SK;enyMa6NIc&UZ=J9Vkmt)~=RMv<2G za1v9-g|2F9Q&OtVc2Ur|dY}wJin_b-pp9LlT2v)%o7zWhUeVG~;;cA6}^5 zU@Z*z<05?cQ(_fyHGc{aHa1*ZQm&b-ROCbal%K-Z>WaBrW9x6Pv`Ryxc6JC61x_GR z>h?asfrQP{@mCtQD>LOGn>0tudnU}t#in~tdOzx*NocLBgQ@!c^X5DK#Af8d5!*#F zD$z*wwY6Oz*_v*eo}94g69Z$@&CKCTXmGBf8DJguR*0{_ z`%Tj0_LPTwDwG9LX2tzkyd2LLu*tXfHaD3*%@xEe`I#p-wi&|m2W^uY&V$olG!T<+ z8fSLm@)XpjtWg%g{l;v8%q}vd-{STDhF|z!i!c3iti5pWnG1450v)3t6vP{L@UA0? z#5egOOmxxxHBwZ$EVb{eoX$2)jG z1h+SrL>Qk@VhCEbHwGsvTM5rO3LS}tG;HG|LZ?mPG=dFqZD=FnM^0fc#75PCcW$E8 zd_<|5VH8Yg=V4bYKBt9pOfA7;6CK$Lf8eXY3D-4w(*43%g+q5w46>H-K2}&I&q{VK zg(U?HREKZS?PYAWCrLoorwcA=)e1wr(`B}gfv;>BOx`AVJEzbRnnHorW#Cvhbr|&P z+v0YCL?80GVr+n_bBW!Sooq;a-9Hq1@}KvD`4HZYo~hwlMjIV@E@PA=qI(4mx#lT) zBSiwimcm^_0m~C0;iKsu(5Kkt~7qlyY*>PWYi@;&eRh~SDMrQ+! z%{n@7;jzp}6cMZ&E(=(8bzO?ay5m;~=pb*W{Ob5MWF1Yb#4-gcs_=Sl+rm zYklTB<#&py@0c*tvV;HZ`dzbkI$NDL zG=ThlUAi*G%OI6l!T*l7<(Vu!7%hj_TSytW8%^g3AO|kJ!_Zz!t}H8WJen+%p#)Nh}9}L;@Cyno=Qv9bgasYf(@@{F0dStz!$n|87v8u0nR2uu6S<*!mBN*6i zQu^*=n!2&Cz7~+Vud7gM5q&Z{CCuPV z%@#Lj><8L`vFNv_yqgo3fXTn^ml^CXJx(bwt8)TcC^r7x@?@PH+>2lC_GC@t-y@0d ziD_^F9FKjs(6bjGy~nsfojKBt{Z|v-j?cZ=5q9XaOQ*CsYR|0hDt~dtfL^!|f@a`v zQ`RI9>Rc3({bc_g}q@rIOGSH80?1z`Q?;>o1()@hn4E% zhyjU!mP;B)XLntjk9a2)dqcVv5nhq4sK@1_$P1OHkd(E5OGsw1Zc|O;Q-98Sddywi zbFFgYqqO4PO50PB3^Z=TF{ZlWo!+AT4TmhZmoNDXNbF!LM`B)!1ZVjPzFzeN-n9(o zRhj83Dgcp34-}W)d9hGoBx z7xz3<8UVt5-#(F%u6tyneuwur|IY{QiYK_+8$2v+lA6Nxa%`;T#%u0;j(-GUG32;!8{lAd1_)| z(?g-Q&lJYLyT3doIHB^bF$Or|#a%kWiR+%e+zJB3X+(RSkL+Sy6)hYSwAD&q1A_E$QmD;m{x<5KS$$_)yW zt4x;kHKQLpf%)X1s~A$As!eZMOIx&GPVC|GFcEB_(v1r4;m7P0FYE*nR) z)b(Unz#(v%muK2g*7Y|R>g^t|(reLoBK}0OkEdD6&ewV&?<8^i99m}E`<~X>tP-j= z>$1p|8i7}>6R)2cKIFav|5We|%rYYid?wCV!hE-X(N-PFLi54x*&a-eMZ`t*e zVwyiG77{>PUstv37EKxxoljl-lu+KtNEXfQ*oiKC|L-rt`c1N2(WxsPfb9D$t{YusrJy8Y-iy z`2+CN6azbnGfh!3znAjpBKDWxK0GB=zxO537#k^V^>}AF*0zbYf6RajvS9J zvgze)b;S1gmql-oPG7pYm5C|O8+;*2M-3eWU&?0M$`wUDU#-ChVTlns_{pz_sYi!{J7Y0&pE(k7H@pu-Vx|a$O&hm zHHIqvs!_L)R=~ustZ#-OQQ@OX{xMm8brpw?i@>WF2DSCnQL*I)Mn4~4wgjH5 zelkn+qq6ml7*k>a3+^@P0FE8Hps0WBR8NL0ts54=NZ~=zj z8*))kvr=DRL2p5XQ2Y3?(IDtj^`%6n{I@lJnamW*ndqFx7(RdPsba;FGeCVBy>FZM z8L1%5lO`&|;}G3k=%j=<_FZ)B&?!V5v}y`q$KsCaT>gvjh^0pcKF$`9SGU#rK!|i- zltg5+a*;d@S(5Z6De-tHS|^0$%V!?W8RY}C5_X-P;Rv1V{_tR6c&QFi<)L#Nw{TN# z;Sme39!WD7ST2`dAX|eH%5)OZ#CVq>3K0}UxIf6SSi$CGGtk?HO8`2Xq`mK(Z9s+a z%MRv5YQOzcHtpowf2NFcGE^qNDA5NR7Z)%=`R#2|SR@XcblSMM{CrN%DpTM;Eb2FU z0zhAzac7a5pgwhSTSFyqJAUu=Lu9(*1wJu{fAFTU9ltLN~ z(DBBL%{7Ez9hne-{$WR0nzy|i?}wuNPj=XVA|X+$lRF%N#Ybnq>j-2AW+sm89gh4Q z8xX4NDTrKWIbu*b|ej{QB9 z4p2f3PQ}b(#yzHXepcA-&!k3i7H4S9YGgm4n40yciH5`6QJbhk$>G9l1FHPJ4=Mh& z5IHY!=GJ^ZgT=@yOaYwnGjj#IG&<`Yi5X2@2u0|nz?lXi%Q_yU&hWPU$zuQ=&9mbP0)%k?}Erzl2E;9zH zM52aS-a5cW^sc&ohT8n0zp$3Z1SKny3UCo*$bG=^02UHCv!aa#vrQWzJw7i71i000 zPmxSllB7<*!h#F~=xbZSEivwS0749F7K<1$CjZv9UDx}DLK~;Xa9roir^{HB-uK6<-E{(b!+g&>Akmzl{R=<*%MgJN@>mJwzquu8Q2?d?Q(o8Q zKdn(o1L0(9vlywYM?XDeg(IU!%r2g{{Hy$2IM+ETV;!Em!y_XgF&5&j20>wf zF;c{V6E}nQU#7oAS>F3@2D9BEg5=$+Ofy80Q4i$v$}ZKE!VD$@U2}Tf0aAP1yNCqZ zp-5}>N8uj3jq}h1&+f*sSWueIrOLjD5jHnF+?m)WJ;iI6->mp=3m^Ei zX%%&|`on~F)Q;Ty_c6#)>W*#w3CvamA=}roUw82+uuGHKwdV`irS>;ZLp$r#vZLKx z-Ck@GR;Z`se3DI7?7bI^6;kYK6G+o3-hbw)isvK_Kc=AEpNtu@?B+l3Im#JdyG$R% zk_#+>GI=_=^d4-~(ts&?szP@Y)L8+KDx=RLc!$4R_xg5BM`5AciwCnI$i#@km_2Q{xGt#Ml%JGsghM;ZfmyvX}v|IG|iXKA)W=0-M z5lnUjTUI0AQH-R(q8qnkN*?3&6UrS#1b#DAbcbZ6wZNWxO-%=2)vq>4we8wzSPRtp zG6VXVV-ne{ZpA8PeAvFY@S+tS^yCFml+?B>a3f8Zu2|ta@SK)-0`o$Q%?lIU3L zZK4uDJCaX^YR6Z+W2&W7p7rQMwH^0GpGCA^f({dOIfyd3L{26M93@Z!IOY{DJDwcT zCy2o~vN2a!LoL$jNzzamSj~SevwJanr2H%im^GpA^k&BaQjF#Bh7q2Hs=jq_gZcf5 zxC<-+bMt3MSZ^(_L96L-OCn6I7UWqKd^bX);g8MTLL>_a#Di7ZEA!U*T8jq;XN==$heh)p3fb>WTBNQAET13 z-Pt;Z)3BLI*h80Byij#Iue+sn7})Eu++RCNT#_^O!+VYuWYE5R%Pp0pz8!RlW7+IV8c8Yn%udHJk+Ki?3R1Z zH!Lc$6;|bk0z%%mX3_K4cv|y)vc}j{geS7)L)@>Qd`o{;o)yuKfwu2bB%nWWfr?C( z>6~;!wc3d=IH88X=!_%{N9&{JFDSe}5~=B1^mJ5f@;^fK9AkeX2Dr9@PH3e_;MOm` zB^fd9>E9bZ6ccY|bF_#II`fTPL@e}rVaFWn_yli6Jf8n;rVWJwlxBLABLp8z235dy ztGwHBYv$Ud1VTMV8BWb&ZGy<#05aU}Nrrz{@qKPkoRc-7EBY_4e~RLAkSrJ7K1Q1W zW}rFdztCyf-0$X{v5wI=X#yFgsQ2Ym@L9nUBiQT+b*pOr^vKUu-Z*Q$F(&nDw33a^ ziv6;1!ka|dv;F7wF)G|#!wSv!P75#cN-cA253L^NFaquAVPyF}qgQ7X90S{!)*b>Y zCf&9;pEe8}tH@QnYcUYHoczg$&srcSSIMPtj=?6gao)Dexq1xp4rJfo22=t1&+g0! z;W0BOT-X|onHshGh91jaclhWS(;KOCog*=ECAL+o<@E05z6wd=9BT~}YDgpZPvrRU z*Yj?GU8*8SAq12N=YoUEinGcS~X6(d_zuO{U2D8$a{ z!7o`L3Q3W>C{jT^@*cy~L>Qyt6iDKInl7FE%v{5sCj#Ti;(#3?Zn8D@{jTl?0ye!$ zCFp>%H-ebYGY(K%?LQk;`;j)vLv`@JHzALQPE%nmeG(ckmD7TEzuH(PoY8A~F)6Xn zK22D2?{xPu0!J=WkU)E?=jPK6`txS(0K!^5qwHlK*p;{on{`cj#+4}Fy*Y=f?ocS~ z%9{2<7~pKUc%W5raak4;!p!Z+U?JjSa*0h^B~W|DA%i=hf-Wa=Ybwqn!oc9*l1!jf z&6Z1t{_79{64#Wz2rVLTPO<_bf8t0v*4v|`6l%HhT%uOH>%p@9cgBx4@O*pjLIqm6 z6vdaf1g*J>4F}~>r9>=xTi6#|pFHvJIwC7pE80YMAt*OXftl@(Zoq4;_@_7Tp>>Ly zem#!WwO`2+3nEk$A8ujkRz#p~;fzIR1p>)#49tt-ce)(m4-Sx<%&Uov7Pfff{ki`)1ChTI>! zL7)Emgs=aEMl(mm-1y0*y4OXkI>-Fu;W#HaK6M8_x&;K0`d!ng(sp}scF?S?IlA9 znh?KB`FJgw*s;#nU5mtrXn>!$`-GaGO;&r8&>*i=<%>>0Aj`bH5VCBV%9i%#9<|Y= zpQ3#_NdA5heIs=o+F?t|GeBY~j$R9;=Tt$G3dJg^`TlCRL01P;mAA&sIS!ijN0~<+ z=hLcH*x!TxgY`9x2c4^w9Ry(m*O|Xe63&39yq4$Mat+&5?|lf}4JZ@jt&)RYxEd7) zp_IXS0@}XR)LtxUrV#$jB&(ZT-J!UKTZf+sLXg$7MIa2Cz-okptu)WjQXta0UYtB) zn}DuCKmHEwbhz?f46>@a1oF@I6(;pr89iV zboDIrZ*`AIBfJZ-cqtXr!ff+jIyy*gSLGak%bbt)8Sg9M_CQDkM;u6IlaJRFx82V?H zHxW$vh@}FhbvLuK&HRQ0>bIbWoP7&UOc{9J_&0?$RV#UL11+_Xs z!~Qj_LwQ1f6;G|H$lOl~Fm`!_^<{D!yqc|6!;-cUELMntymgWhydZ}SbAQu`#y`6I zGV+_tnQBa0b9<7G6dM%LRxIjnFb=q~XRO5q2*eT3nawvaZf6hdF% z9K&>n=m753R0FXEA_$_G1uPeNgQclsoKKQn^-`536mmAB*HR|KUxz9ym^TM$DKpT1 zG7t`eC@cyHbgnQe=|d?>0;^1BI=A-Lz(cwI+y!SdBz;l4RNXXz$KwI+fbi;igt!q) zE&o{W^=teTC2s5|g5}d&2W?IpA_kkR+p%rse+?_09y366se6@A zHEpT{h_ccLGJ8oz8=ydWY%TaL?gm2++7Z3Vo;E|in%u&v1F{g30vH_b)3o4SA19g? zXDw(Msth+5sh1|?NPqJl<5{RaZDut}{w3lxF~!_XQ!lG4(cnXvu@+T39X3Q{*+qxm z%Wu=75ZzEJV7iZgwKgTD1Rb=3TFeF>ZI&yzweE98)^j5-={6o(CLvngM1B+|vD<=P$#$ugP zc<}m|>Kz95UrZW%eLPW7vVf_ilvZkorZAV2mnn$0uNMjq38w=Z4E=B8Tl(Z36?Y5_(s z)t0g=>`52zzjlY>^ZKww$nv1MuK@BVdvBC5w&}u+8IUqcP=Y?oo-On@T)6sL9;lj; zMG5y{c(5g57MYoZh6(?ED}@WuYXDwzUz2EP0cwPUWM`P_4dulF(Z7R|+BxbvrT|l> zO7En*-0+;{@sl2qMJY?Oo_6Ufx)NH0w7fW2fc!*%k!=@5T4A&%2b#dya{dB2T0xN(U^^9?5NloU+5o?ptuUhjOLfe0T?m2M^oWLm^ngP;r{Y@R!@^$PH3E>3gHb($r7h_;Bmj zN7)s{-v;4?l6p$B2<()d;0h3-jj$kg?__7hV03sY}u$9C2{3^bT?GnlNg33ik&7|4|q#&DMcvpjqn_{HY!PGD-)$a?@rTl841FusEV{(ZTd1AU+^CU;^8E$7bF&Hs z+MLr6=+vv|2)7+hq>+EIg1W>G8Eh`~$AVbIaWLzGOE(D(inu=g5}Fg!Ak^pT6Z~+c zqc~ZQRA?Nwhsp{+9_LfGCs`9UCox;WX)UQZk)_|6cZsCn3182N2%)q$czQmxNvbi{ z!^h@9@O$Fj&fXYv1dYuvn{|%@0i3T$sdzH6*fZM;dDb3M5ygcOGJAfpCEv4R+LJf! zQJD&{=;^~5Y--#@z*Ikb=(Y8X>6Z_8LL!RTg^RvpdZ+Tk)WFhKa2|Q)06tpBf#7}$ z_SZ<1mRQfgOQfU^7q%Nl*~&F0@T5&~@sx(k@Dd(y%U482V5cN>0f|G5r!#n*sJ=2zyyG>+P0KC#$8JZyu_eWcD2(J&V*xgaPsvAV2*j zZ?kM(Mbjl)f5QDHzvU3-9)3if$&)(z+1FvF0jrw9a<0K+hyeY;T*Ws#L^SJfxVS;B$^AllR zj|wyi?K`49XL9P*iv&V_Blbj~OKH@$;xrEz7N1WV>MvkT>JWNbpQ zHVfp-2EY?S0a7S{*MPw4H>~E{iGZkG(UNT6fEbgJxqZ&)yv;~Om+;4jN{#%7MThPI|$9r>b?Kgj>v-Ja}kq3$*D9;QO zydy1L&d24O0c@0JVaq>FW{eQWNytc~J<(H7p$Z2Hj8%Zi>Mm36ty)<9QlYe&7($|< zujWN|#ObAvius~;4$_xNu|^wbqbA8B2Q7yqJww)dFpwuj#L7Y;>Q~gpOxCmcUOXD5 zSKy5TLHh?Q;QyiuHqHOok;MJ?k1>Q4i?Ypk9(YqFA#XeZv0us;&s+!-20xAOzaC?1 z(|en{re`7l`#Q>VtZE=ahCO%eN5F50oDaw5N<34^j$f7_Q4PJJoIK_jgeNg`IJXLR z7pmw`d~XFR7#287y+mVkMl2t)yf-mt7*up1Q44-{70-pMJ<--3xhgyafZKwDmqaje zjwqkIQ^;4S1NUt%3U%;u!}rs(vBwJDNtcoTIhu$_K-nP8bcYkPT#JqvXS zyp5CGJ`S8JKW@07A5&%FAzO$KtCN0H(PV|k2hPkAhH@Xz?HEf^@-UeJ)756G<(Mu4Bogoeyfn3TK_& zr6>sMKI$rfNMIqT&L=0prNhc7kveWl5EdRaXVm$<-ikIMnWRO0IC-5lqYkw;%WZ^G zBCsJ6N;dt~w8l^gm9oUmvh`Cv4(>$=VN_F@V4@ymJ*xINiOW=0zkt1Z zR}3uE3C_Ky$V+k%X)+8$In>m@j$K;@>=3fB^5rX6#vD#C z`#}$>`gY2rcdnq-m%E2F^nTl z3^Pt}y*M4GP8yUfl1~!RWEqY#w29oQHZ1`8>BJwQh@fu-|D)^tMZf<7zilI?3WWG4 z^$aZ7?{jiI7u(x1Y6vLA>wRd>N^o z(rDvQCKMJZSZz!(3_t{5P(H5cDq;A{Jnt7(Q;aaq?+n(Z1T>A@cI^LC_NMJ6p4G=% zWf5nZTU)04F@uy;Ewr>1o`r=nxft&iff}`y&_sa%YSFdqU`j2e+phvx=_g5ueCKMh z5y>U!AT;WQ&xg|kVdoHtXus{oYd^?DRID(_0t=yp$Cv}2+eiBCd6y_oS#5p*lL zwyh->Q;Po4bz?W){CD@Bek?2Ycq}g+2?DgyTnRqgh0@uTgmPe0>#`Pt#z7cIxK-p! ze$({jzt<8P#e{lhYl9n;vJm(JBO>2CGwaeG06IX$zir}6!bhLa)(*p%jkXBy9tG@PVi z*tKWK?dv~3`8JdsqA8mt65h)Yu?|PmciVi|cY1icWNC$H;3$`BQ|%HJ`r$qDX!myl zdj?l^_0;ZkqOW;sXx49yMe`MKJs%eq@+*nP4gq^luqVzApP3gfh^i=iWp#TSU}-!O zo&-d9qizRWr!poeEp8Kg#lj$IJp-4pP^kX=mz7i^^nrk8o7E8;Zs=dh+&NT41KoA| zuRqyQ0EETh$Ubt=wKZo(sk}nARvr~U+>{-O;F7@TVYxO4I@q4`u*qrPvF7R%kLA$U zF<48SulXrxB)NLV1=$Y*Tza zSS4U}fXLJ{XqM~&28yMYIS(G%w_jJ4(F(Y!QZGX{bgyydpk2*&u=l;QWyBKA(N1GHMxvv6WGO|d;WHq6e%5Yxnnj@ zoLyr!YDLQQ5H2o8d=MAEQ`H-?G8Zc_j!L|`x;MSAtR_qOzVgn#mHIiP$zv+3s8yKl z*;V|l!K?~I0&^uD(P|72s7hJ^u3^c>>7_Mt{MhSQpm#fq|DH84#{e!EYt^bIQXgRw zOf^?w1p6u99%gHER|*xtoJ(mwXIgHTlH3$j^gxg2)}{cjtXijqTafn@V9AYQNA8Oe z$3LwS?^XB9BC{=GWtR;MRLu%a(W2}FWgqlllRe9J-RMVX!ALg%DMTO zlE)sJHfNwU7GbC~7g_7kEdJ^!nbh3u>B)US7*PG|w!z3jVr3EiwQ*0^@K4=I1(~$V zuPL&2c`B900{7-mj6GBfV6zw7OUrhiQF%qj1hUuW$km6`x#{>eC*yDHN`6EXoo@K= zN6PMh(uXBzW8P!!I8qTkE5vFA$|q*C5}2$hnzf*Wh3RgEeGtNUJkp0F@xiEz z4LGH77?54gPWu3RK6Wgz6n7v{+`gw(ShR!8nPI`@%}SM{geLN;NUDjDMw4rE%Dw=IvJOdE2PscCM+QNG@!pc(jUciH&_huLSK5y3ofc2hx+$1qt%@f=Pou z4Vt`sF39q=ZF0|e8f*wdWg8DbIOj$+M7=iiT8|6LTFwoZ1U>za?}qBM-KN z46d$q%gmw}HhfVszW zI%7qF!fRJUQu%bugIMIn9EF$NF4@ndu#2e< zg<`J&C9WXassioc9QlNGZiMt84`=nOLSg9d<-QAwy_*V!+Dz5v96cvs;ZY>I ziY;|dYQdTTMtz=z7Y9*6ULaU`(2;rxYO+&R8TP%x`(Q(k8aHt+tAc2 z1DIBUxuBWP@ARHS)Qh7Oi{Hqwcz43%fcqaVQ@BDsxWP&EF?r+K@N}7DTE!nxmVvQA zDtu}uYMJ1Wj=j0jL$?hb!Pie25{>GmK)3_(6frbp9?@9QFgY&bM@8H-&GyE@O1REL z>>peV>QpCbH}Y_gZJap9%Hom_g7w~CQ}&e`stB=_l!N#rMI}aoLr5mydHth}N4sQo z;klMx%c2~vhM2`nBmgLgh+bv6@XzUy)ZCWzglgHerX=ev4aKgSYA{R4uuNO@e{Eff zrS$`vF&yZAt60E4r2_tOoiRlW5y*D zX7@1X$RxX)u${Bo)S&AL*egjI@ zxn3#j!Py%eSp8F4_WkcAT7l{=CEQBsz?2bwCkmGt;oOLd^q572#K!w20ZW>eEI?fg zbO(Hm1ntSeh?Wi9G%#5G3JK%&fn)6H6l8W0Je&w2UF4v!ta1}_E_Agk@SH!zPGW93 zOxW(n6^Tu3Hrm<5L*#iQWtR8Tt?nTi-Nv-=skds15GT1PX_JGuOeq%GShw$jnuM7i zwb>zYJsohdfhgFxi@dOc1KoPc=~|!hm--guQ)u7ZVR2N!5_T|LWK@JPA_a&J$u0Ji zqZ4^uGCrV}v_2QeTg7ZzS~r3LND(u>87WN0C&^3NM-X1^ZWA;#!T30vTju+8XWjYe zqwuwoBTW7JwBGu3M}E$c#5tFq8TO7N&*sx)2jo;j&^y~08=p3vKUa|%!VvcR_qaU9ti zY;ocA3jZ}{ZuhcTBjy$cN|$qq_!LS>pl5G#LJ8_LSI$NSWl~m3Qp?9UMi)q0-v#61 zNaCzyQK;toCK(UD>kwu`id_Qw?n8^;TOAlr3+QS!nB^nZ5T5@3N^R@ zdaMSOW>yd2jn!`WXUBW2{f}s(P}n`9T{55l03i##p$xJadCecg!c5?h+)g(-^<=__ zW~4QpSYd20-*_l>bTg5S(mtxSeHef$ed?+l+6!zj(DOpasKviWQUo@b(KR>`|Uv00wWQWqA623jE;3RUo|Z7UbAqx;Grm;vJr z$stn<|HCnW4D?kC0OJRw22%_nuB*)2%&} zV>fU;8dR(>6DIbVM-p&O8nhwo7+s$6l*`R`HkJnJ#c651KMj-FAReurfl4?VO`l-NW8GQ}iHF_VeS87kEt{XC1Sd2plDZ+F-$|Ix^E#+78% zf=HHL9Tt!9hEVXDo=?b5`1@b<{LSM*i z(oD?Ft~JZUr`Y4}=0HinOrmz&b#)C$_7*tx>fD7Eu03t{GJfuM9uHlz}KpCBSmm2^Bi>bPP z{|R9qF(ObWXlFt>JxEZf)G!{2qCvGA4`$myUEUt1?6S4CJVZetCKKvu0C(nN{Cx&q+@0s*%Fk z;d|gr1iicWWdnG*2Wz(Qh`&{1ZFK9G&14ol`Lgr12!#x&Qi>v_-zk9T!pbok5BsjM zNonmTE`~xpo^#MsPle$75c$a%5@KUoAG6X0y^{xf``CHbTov;Z6g?9qorF6QaeR9o z-Ss#t+PlIhupnz1VNgIKu^j#mJuS&fibiVXPCM_a&aCNq!cjC^4{@59746;aV zX5d&rR#XnhWd#3tvi&%+WjJ>}g4PN)KRC-qCP0E?d_JLXity2nd~7Fc76 zY5_yPfncnEKm$SWX2wIHv#g;sa4RGFQkEKa5Tzo%rna$prQ>!c+e}KrEdxK;YND<7 zBL0dmk1W9jmjD-0H#07bN`G%|)Avk$2UJx9V#?q$>83cyrTdo_*!9sjCu@(Vcfq+^KNIB1AQYo5qri>sCpIZc9aBq-T5G0<7!ZbRD_$2(y^tBg?n7&xOoeza9&7IPBmr| zC~#tKt#wg$2lLIKO+^BXJM6-j$wXX~p-NIFKXG3Ld$tYw^-TEQ{Rw4(B0UAQz|5cplBH=+MAtn9Eowvy^Gk-q0>*Y zu{7Ytt4jMRRBBAq37M#VEInbgiC zLPHF2te)Vqd_BI80+bu3i1Mi;1#rKZ25_3o)mS7Dy@`HD1$PoPRh!^y#O&oBWo-$M z5xh1Evf<|h(HVv_z8aa*&@z-Py2@eS&4&gO5Fwc^h5-c+Ue#)`-3U zd8E8UQvuUolvleYkM~Zr!JnW(v z(s+_Uui;~g$$@_fcAKI%jvPQ35?b5|BqZHCcx>L3R6`|wW`Q+^6PQ{ptY}*a=SJh+pZ#w-57pInDP1|~R znaJ(CW84~e!0hH*fB?DS$)1hWRv*|)yWjb=aGwpNTkRUX(Mp%|n>u#+yu<*@qVWRk zkZA&LH%nNL!5jd>_BKkm2}I0t!4>-5;3Hj*1%t??0inXk@Ww&e(%-bp+jnxw66h7@ zU7Rzg1)pabT(_x+lFUfmc{`~@R1|fWdhFtj<+_hxBfRf(hNMLBEiU4#UBat=hg0zw zu8$E)*;T;v8~qfbBehq3o74Qs*8X*bnq+5&cBV}npEk32cTm?B+)0^B`LvccAhM02 z{We*5L!hCmq^AqRFe06#~(;}MNy zJL_v{R`ddRRE4x=7*zvtmDpF!ud2)_P#a+b(sZC*uJ?OWC;jRE2E!=gaxXmUm8Q+{ zimAm+d*I36yKfv#FSw}I09s9g*IS@yidsf_9P$hyu+HD~umBgY(eYEf4Yg}}4yhTL z#4Hz|Pu$cxMEj7QylPej&~)d&Tm>^r^>1VgsOsu~+vQ~f@o1yM;pI>>7bKq@oMLJV zM=0KdJ$A~g{)Y|UV9FT9;brolrzrI8vrZpr*0kEgH@hSJOg%s_ltSo+a3FA*SXnZ5 z?lPx9znQSsLp1a5H(zxtAP;RI015BoKEj;KtA(g%IAp8M6I=PXWU^?>P&PPLcxNn# zi@!dq7cz7_+i+Aj!XR+GO<&e2V#8mMBGLL^|6&ff(2+vP)So@nqC`IAGUG!|hK=}< zygdTaT(xdtcbb)&ka^egbF2e4r_2z@S&qZt<&=~&3MA{<21^4sVOxOADhoDsDq&UY zem;_Pgf^`Oe2Q{WIm2FWd6RkU*c2}86|>v*fSo77<-7x`^6E}#e=i4Um;8{eE*a$^ z-I&aP4H+VkEja_{ zfz>O?3V9wj33C%yVEK>1KuDU7lj|VHuBLe19m6ofg|Gu+-xj4USGK@^OFQ%Io>7g? z;9s@<4I?Q!Nkw?sA`t!3%>~bPeTKX^MARu18@p)Yg|ckRep=`Ps>YV6CBrCr>Lb_d zMdzRn2^ZZH!mO0iHvlO;NHn;*In|r$4r90FD5e);w00wc?ce8}wxd=lT=9v0Nz>j4 z?M6>Tanmpcw>}y#Rrq+H6wTRCps-%TZ1^iYv(W?H@>Nqjf>7du-IhBu_G9L)jWJMm zhC&lOH6yHCww&6B>x<^87@Rd@)4*ZW(_aJ5?2&r@y!IdVfd4?71=lT`Iev=-xcin7 z%PC;J7917}Hpi_hLl>5Ld9~#923_JsevDsBh_Ae0>a)Kvt<%0WXdJteNCcE)zKi!F zE9v-g5M9W7zVIcl0YjahVFyprX@NKeh*YdMV0qK5k>87407#Ej?su%%Yp-gFBEY6C#?M^{Heo{z(yG@ z-$Wa;DG@u6BGvt-L(!3-)epDwUpedz1jGYVN~lcuPOeJG#<0@}qyMlJYu{BW0eHRw?p#Q5}*t-vMRUN^O@Dk(BSF@@S3B#F=J0Om9Q z=(tp5%#YJl9&;(UjXp^9v91}4oO|UXe7oP~Eq;c?+*KPeQokJmB`jJaV+vDMoE23M zgXI^;C;l7?>ci)v9xgo+mmv92B~bNT{8*@oW|I)fU|5?uH3Z^Q$ag=DvKxIwnHk3uMuHCmQL1PB z6P!h9*3qE_vTdqnR!$6h0C6yOOVV}Are$_!^Eva|tBYTTRb9nwwX9tDAMKSQ2vQTI z_-k-#Q#6SO3dVozoBOpqO&Nyt_`#m}uGE4AlX`fK&Z=piw}>u%dRZ&Lq`1 zM=M&uVoi4FuBh?Txo(94Pe*9xAEHx0Lo6KscQk1*GCoeUA4l2eJ~Wh#_53HBDauE0?~<6&RZjjgySlN ztohARqCGr7s}U>=M`N3~ibH@RxDQJ_+(&7^1B4h4$%1G3dlskZn-6d~UhWDj)VYkv zOE_Kt7=NX^b5PBOp5`_UwhS-Al zZAc+MgH3}66FLv&2ewkVYj1t+JzK#H#Mc?`Konv-w1&nGq|DQtxtU!tVl}!P11!E; zPo}IX%B)ril#LhrUnVWD^mrR+DCxk3tL?}T87+vXK05O-U1p7u3kKO?m);1CD&AzL|JtZvW-(y3n2s zBhMDd*1EEy`Ae$0%I&m%?pan_w%f>1AgYp$nizE0*TU_K++?}XN&3 z@T2`MNaA)xWBx4lF^OcLg`1?SPqe5}4z z&T?x~1j1K$E>f?t&E%*FrlP>|toGudB4E$D6m3M)Ng`5$I+E5)-Z6Mfd-yETEAG8a zG*z1W(*v2X#e|;!(22+Z79NqQWUP;4d-8o3Sin?vG@CuLP1u(hX~ZcGU@>%h$T@i| zazkJ6L&+R+yjyc|u4$Cv{oJ>x?zVUT$bYY`g*81m$;HWBf>+_$boFvyY>mIsJeMFH z#8V?-%?@2y232;PuOWhgwUs8%l}TckDa%xSOj*)BI3p)F0d1VI9-J_zPm$%!Lq!4L zH`btxg&314@r2aA*#{m0voQ7nRWJ8?d>kSgiMyY|^hx5tvyZ0gDuPL0P=s$Xep@!u zUQXG}ee*khYb`N50AsWHZK`PXu|xKs&F9`r&on&_=G(K{O@J_r`90&v)wCf+iD&c| zh2g~rzE3={bTa2j*$-P$_=)e<5tWr-P+sp>^yH-Cf_%RIU@D+nVe`tfTP8Vi_bLM# zE3P##smPc)Ps0(IVwl%S9wgD*V6{#0tdMZ>%6f-?SEWssluUv^HVSeC4X!+d$_d@B zm_3>EUy#Kb1C>@qfaB+;19mW4)0UN&_>f=sRUrN3aFmdD`KK#g%wPYGEyK;Xm~P0C z<;t9nX+Rt5E8|K>e_>gfjEriY6%u>)sUchR;us@Pi7u%74MdcAQjW$q*=|QxK5TDS zFxYg<%COEJol{9^f$o2xycb91s}WgXz^)B2OY-N*mQ-Um&y_&z<&W5JF1Z!3R{nq? zwt}y<(H4x%2gmw=J@8tX{~KND`_zS2ZRRL%h9_}U)JFlk@vbYP{Hv%c0Yh78jDviIq+cW#EGt>!?glNa*jrYU1t{T+@97|G^Yw)_PT#~0Aj(ol_^ck%l6zM=1$I%}eULsD?L1Vh2%s$6UHTKs30 zi8_@wxzC@QNxngay$9YHM8*)$}ERhn#;@ofPYd58oA>tiPDj9kRND&?yKu;=I8e!?;Ro}ljDZHfJ zE$g$M2*Q|CBl^%dFVM57YoK+bsQtdNccg7=;x2P;&!5e8#aQcNh|Xj60?Nb$o*TeU z$P**R$e;^Msm0wBJ!P8n%FvFQy1gpnJ-saOF-nh9==;kUoc?ns@iHB@U}1c z(G!2R=>nI7s9lDxWKCJr=*SR^nNCFoy0R?UoIu5QSg@wbekYPc2PwY_&&ecO6KvT( zK^Knf5GUHx=|x4N)CZgTPfi*LfN?b*QCdnt%l&Q!OQA?lW3&;&l+OZbr?n{FQH^*Q zwY;K>Ax*zfR3`#GHBTW+&=8(~tiDP!#cRv{AXY%TnHq_Cv?09`tQ(3la3HGrF^9b9 z)yqM1FyMUL7RPrZ^RD37c{<-MM!|k;HZNZ+Z*+mRe_?lV#*v)M-HH0El8Hj z1-wFrOH7g)W)cLW#&Uu=e6b+f+!v8aLMPj8XRxQC!)af2SuV|Ye~M=CDWi-KE>pL0 z%+c6vS&#mq6TfWoD?EZUD)Ug_N+y%0&4uN`j%2Y4r_*C*s@ha>m@YbtRxZW2{4l}N z38QBxg85`R3m{mKL0KgA%qT#G(Pjf(cRAkGNr6p$DA#tUK{**y84qw9Q$fA)LP=sb z(23fJS=A9gffd)sj}FW}f((AE?(Sk;5pQfWJ;_d4rrrMSV`btAvHA$Mfmoy!ec9n` zkoecAlXWvXhuCr^P6Lx!rK>_~X$OIfUg@PvF!f1os02}cu*z&hVMYCWoGpJ})6$4w z!%*3DSpq^gnA%tv6j?Y92`3=Z^dOVGE-o9S6j)jw=n-&o)MtX#La&ZOl^)lDUTRN8 zkqZV0g(B-d_V^N7(pk5z)dz{##>@bCU|MahD_#>uL2VSu&nzGQaLnF%J9 z`e=1U=60F&SBNT`Z0VI?TRz$*hLkyl&-pW;k3R7+TLhS3%+EnRX@hY5&V5V=gtQjr z|K;*g1?Y34yJ#pd2O;dJ1tUXg4@>6&uw4!fi@ix?m*EGU()3W?X|soqq*=0~&BTG} z^3=*eB^_vMzgLiuiE9{R{^8pfp6`}~HwhcIg;Es$E7DU;a9e>Y;4w?5-@lEKiXF+H zzTqD$qDl8|j1Y%ESnF#o4J43gP3UH|!YLBUn<}8*8tXGUpxp{`^t&$q2Lk|;qZBl%bVqIIzbR`e5EI|0^H>cdSPcwcyF`)%S z8Me{lclFC5gcLhcX^?H9V&Gcc*}T|te)A5VKD?b}NdcwaaGWIGFT{Z>+eMO=UD3hx zryF}e^}snaUg*5UJK>wt{v4b`SY|w{FvHjCpzC3<1);_vzZ&7a*ZKJ}-de(JIZ7K# zpNo&e0~n3rI0+!Vp_w6>v$;?XOM-#KRCuAt@gG$w;cyDs5slMng}{fEm3W!x4t_{7Z{v7Yisd1U{d1N%aSEkB~5+uVj8haE%Bw}ZOs1Mm-R zfQbq0N%+)Q#D4X4o@8d{CZeRa0sT`E;C$8be`JVDuO#JVh2u{ zB6x4@WJ?UYvZPvPx@E48@)Mi7$520X)AW#xa_Ob@iI+}#@Hadp0zkqF&LHcrw@j|q`mGd7gffkG+-?Cv&a(uNYUk{4exROVtMhgq#rT=QZUv*&yP9oRL>%jY1#s8=Zmc zIA`=V z5u8L^r0AwM4kZ3a{LD-$j|3f>QkX>(Cm9bCAV-Y2!~5nfqhhnclpi7?k}I9P-w?<*Ie>cZ|YD%uglLDE#>88 zgX?Of|1j}##GU*9ji3u`*$XW?Vv__7{&rMQ;y8=JrcD!WJ$VN`x7r}-*ial>PEG)> zXV=J)KBysaS`$ktadZv9dZon7g_eJ+I-OXO#b{jJ>k6Zk+E%La=%so@8tKc*-YK=F zzxHeOe>?zXSdfU7vof zN%i-n^n2YPpx+g16Hw>fwlR(>V$k5eFRmFEjC;jDyarn4fEA_grg^>EKXa`AZ)}rJ z2?YPn7L^HXGLh5msLN&wW^LKd9$ns~^zt7k9rG4cq#dUNvR6PnCZO^5MB~!E3DmArM0xNp;ldj;%e^muvv)) z>_Q>sATbo?DJ|XX;0!Eas-1;(k)kav$WNK(cG|UAe7be3sr!GDhrsCfI^Yl%8}hn8 z<)r8O>%rUC99{;6D;Tzm7#}}1onN&Xq?I?#H&b*)aiDtuuW@t|=q-#a$oVP30<|B4 z#_eQ2{Pz_{r#F!kVEC4(<)jBMl8iMsM0*vO=&qJiw`OQIDANMm2ASkgQqrU;pEoy= z%Op^M(Mqq6cN`CF;isfwn-wd?Cs~x>U9k61s4EJMG-Rq^qmMwoLeK_~{q6H%ue6Re zi=fP`7|5DArWL|}PeALHi&@fPC>BknSr#VcKA}j-Y3xDC04kLyG=3NK@I7 znCVB;#|4|mUmNkETaiTUK;XL!*>LUJ&Hjv>7XVY}U;0p8{vilwu;ZHaq>2LeZmcCI z8CHg`ml1TVA*9$h2(&Der`Ps)F7mg2g3!R`&|U{%{8nU6Q%n32aCllzlzS3jIIEQo z{_FUyn*~t7s)8882>V`4Gls+u&a0xn}1 zBc2C%0HG2JpobvieL4}QBBIG|+vx7D`0$#?(fc6y_hvgfd6*nDGX*HgT53J@9jHRm z$rQdr;M%_}|F(X_{VPMgfA|IWPrYYvW@6MGl#hQvTyI}IkA?M*^dH}F>a((-w;0N9 zA_nJ6H$`LFcwFU6_}{ex>9Qy?bA5@L85TP6Qk@tn`e9!4`|2g>y$D?1OEObQ&Rm{- zjOe|_Zgkc(L0u{Wv~}8AY86Rc!>TWiNT?{I%L!q5p*b@qEG8CW6TdFkmy{d@OT(Aq zI3RX8=>Vd)vgf#xw=mwe8rtGqIHU&+^?bk?gu<>Zq?Mu)Q+9AxTfOq>5hOb9fTtE3 zIzyr8`M}@{k2IHUc5cgu&iCGGfWYH`T_4K^7`;5FVdPJb_b^)PCc6$9hGDIr_P4_L zxVp?iJG;VengL`ClFSFEV8KYPkzGyo2W7}%vOw;>V9*Xq_@yR#JyD3y8mXU>N!mfX zA(7MPRmwip*pf8IH2+)f>zU$#q@H&;B5roKV7B!W-Z&^(-rjy0;uX~LmxT-v?`|g{ z^LE=q1TJfM36kg-6Vqm3RQv02GaY+hrLVgR?s)giib&{=?6A5aIYaJD6BTol*}cG4ZW3hy;DbZ@cl8v9m+s5irEx=brt^pn|KvWHpcBH16w=c@_56Yg`CEuk3Da}*#q>)oh6rFy(C2?mEyX%#w)*7{ zls!i`x{%1iuiu??@}p>WD38h~AtfmZ_J+&*=`v?!IoMTdElU)ZS<41jlZ~7XwpZSZ zpfDW#{Z_~gEl5ET%#ESvnjgu%Kf1L9x}s)St@yQ!+#!OFz(2P5bK0<)rke;zMDA|< zo5KW_grd3#O_8b|cJJ2g7lIy|;wlHNTn9R|hQ(7i1IKM7xLN$N8zIXNaYJ`DpRtlc zpD#BB9B41kAxwbds$bb)Pr13hL1`0gDG|c+QNkP@390?ELvfW~Qj8-DUC}*V3?w%C zqcLnoB$PhM*IO}}13U+mgh?gSV2Ml>aoMmES(dsYD^Z$uV7+86BQ!H=ORN(#gJHrk z_w$RxrdV5=lf-wHz<9i2%W?&!UvDHsU!lM@`uA2$%eAztbBw`!@5v1buRZ%*|ABUHll`jLs=t#DdDgVBM z;*NYMVAFC;M8_$CzUFq)?ns0-f(9*wxu)cSai_u{E{Nr5%#~*65jD0J$5&ZW;+ci0 za3xHX!_O~3;#E*;=Bpp7s=0`R7wfY0Squ5+n=Tc^+u{4 zq~5TyBd+U^Sf4rRS@H~vz2E_F49};*J1_QN_cu;H0FBwFLHHWRlg?AQy>nQ@-8_8B zyK%#L6@S!`1clfLO3L#a5jU;NO3K+dp102szchU+oy0@cgS4+g4krO14vBR8kT#-p z0*Or3dgbRkQ>+&tGQ38A4x%kayIMo7p7d5I zV!aX%_5Uo{^pIbV7dDOWd1q&E;d6J+0D!-L&~(eKnhGrMAVIXgApGHHpC&Jzw@G9k z@I`}h%P&^cq2ge{3g5`P!9#igHp1BO5{7FM(E63cQf!`q0+*P;nx zX|8s{uK8g*p-Bi>`5rUa7$VD?1YI`jJB>sVd!Ov`#J=o?0T#d6Dj`^mLyJl8oS}m@~r$d zJK|vU4H1Dd<(ZMhcoNw>5nD}kSX?_ZP8rN1suodQhj!sk`w6FE`D&x1RSCj6CkD{| zPMfF`5i#+Y0hrX*K(y#1NAkaGdQ5(@ajd^J za6BknV9gs?l7P;Zq2g8temtN?YpukxS<8IN zz})JM%&}o2#GR@Eh9NO={pX~DOHzeNtI;8sZrl@Re9MMRea5qF>Xh-RrBadRhi98T zsJZ1I_6(Y29%#HzRmTHiL6v&eL!#<1R?^+uugDx`ESn)}EKz;3J`S0AW3YcOYg_`Hb?=#)gs|-ifw`ty$#mgs}sYE+ezH2Ws%G7+a=J8 zsE^A)<81y1h8v0b()p?0Owlkh1lEEn(X)3CNHE$rTIZVIA;=D-t1`^_zyMnm zZ+|n~q{a&I_Y4nog+Eu^cI|Xb(L==TWwNEv`Nn9z{p{Fwjb#l}6&3EHEYjZffstYk zEo%8d^BhIYO&Axrcuy7@Vr!&UMaM8f^>QPg&Em@@WhP4R75v-HRkI3kC+5($b~I;V ztb8>nj(~>^vY9pHLHIsYusZSL@v&&s!G1?s$F5`W_d~q`gt<;GBFZ6nEEI6HEz?x4 zGZa(jZMGq3xLvTM2ip=as5sUiWW>nRwQ&~e32{BTj9cuwO%R=kiX`^yBH?7d7(P_7 zvB?_PjWWFm5}fhLk!U>k$iTl%v;dWg;a_0G?@u1%M+$=kM-a7MkSX6M%h3LPYDNvc zaT>EEHo8i;j-<%{OR}5mcC1eLnQbNn?8(@*2|=`&8G6h1*5TNTu@FtR)W9TR;`iHs z{!sQ9JlyIngdl71r?-JB9;%1^>4)Ms`RHqEZ0P1Xn~ISUCUxepAmMbKYL~O zd|we)P>80QW;ngjn&0U;VBB6hW=o7(fh|LwE=Z7)Q$u*XPUhm4z9&Lqnw&gk=qcB9 zBHywkX#aQxNVnu$o80@S9NH>U!=UAtWf7C!@2Gy{KCZISP(eEeeU(}v!h$Qz+W|6@ zq0v$@pR4~Co5nmDdr6AE1W2>-?+!RDrGpxos4xyp%gHKtRDJVvXW_0tY1|sS7Yk#_ zSCW)_uvn{kW1u?;$(I510NkbhErkn+{CRM3wSZEL<$$fNQBqXHa?ILm2kd01ZrusS zlOJ?XXywxtr;(k7$|@!mhU0V0d8pr6t-fX@;)}~|ry+&1IL)38+K?z&8ByBVH|em( zuI{JHC#@E620V9Pu2HM+Cl*dCpx6nmg>h^jXw+#@`N}c?Fn0)T4ntY0{uSxBS=@U# zvj^i$uG}!tXhZYgf}0#|tSOZLBp^C&(GS#1P4~b~Di~lM;A|Lgaw~?RwXb%XaCK{a z!hT=bHS1AqmuOdEx+&hgn_uZPIXHB075#!vpb2(974=4n<422je|ON!+q@AZxH9SU zh3akHS(j!YVDANuMj4mer2e}?J1C54nERqDLlKf^-ay%?K^u$f@Kl@BgL#d1zWv8- z{4y;20!$&<7sv7-<9Ic3x}?Ryf8z^QJX*`UG=xW#>tS-FQh|aeKNO@xZzM`lVyyZ4 zh*^M)5eH?C04fom$Z=3bU=Cd0P=Z;;%UVgb)->YQT_fpt1lk`Equb*)#a=U%RPp9N zobbZm0oI#`3$c;EO;ph}l>Bh(obm1*Uno(hy08h15|b{8okyAQXU&{s;dkt-@e+ek zvA7#x?;e)KUm20i=40B3#toU2hc<`Uks_Qb^J#kkf&`&sSw$#oy2S5&o(!uKoH^h5 zi4U*pvtT$3t%Ry>biJx#wa8?g*wudWIi|%b^a<3Dy8cIXN9X;?5cJ3)6&5uFP1Un__7S&_r1q*ZFxr?*z!}{6bwi9VMS|59gH*! z_*sBPHIm_=^yxNfQS=aSRM>Se#FovX&8=Hs&chcI?5xFJ!lkP&KZCrPl0n-u2-NwX3#<2_Br z>eiXiiT+ElMvHT2`3{SsJ0_{jG=-OI@5V-k0t*p z&xKb_Xw_23e6QrK4zF1 zCdoUT_PQ~qmecUhcUPJFgJ5?#nKPGLR2D%1NkF#0@O9QI z2~>J2=Oko@j_H*nGe_r_g$`3etDGT%T?I~8(4aB!cT*s-^OOdlo%WT&*5bSW3|!56 z-ZK|A;pywU8Oh7OcW1<6y}6DKdp5)H&8TX?@@(ho9~t&_~rltr?e>ync4~ z0q3?jM`4KT9lTgbV-cUo|LbBC1&en6i+Ut0o(MPm6Wl(=qqy|0?om)K{bv)SN&6c? z@`$oDb|9FH-tDy(WZc-y9Z~bUH$_RB{{D9ROJF1Qa;qIaR&Q;Uq(2HiO9Pqx8?j(9 zJLDN#dF$EaAup#fa6C>21_Y3u0)?FRlaFh^#w8R#gsWs?&&dHz5fik&Coh!sE*XeeBVcApIlidjx= zESIBfb9rTl7*zGQ%KA3lhb^$6x}GTQ3!--mR3zz{?anlfV)tWkMA+$v~50ozB; z9|2Et;;jx?Gfm{eF`Z6qQRb zlBPrzWxM<$Y)0nf)_|F2mHNeiKcHO?qYf@m8+!8NjDb14Uz(o>r!&y9&j>4RO(exj+fOjw z^b+r0viBC`_Fb6{+V(#6kdwMlV&v7KSx#eUn2i5zHL94ZiYnOuoU6~g#S1zh32wwJ zZ;SWL%I)$x0n2msw80ZZvFJr323kNh^Sad^Z!gxAuENhE{z$Fw1x zAK#R5H}N#8H@mc}*BI^E;0*CD>}?Nr&`yJRf0fD=B$N`?f<#U0nUC;bA?>JIwjklm z(*r?Mu4$G^+p#1>4~=>7Luy3HZFs5F06g~Zv8w8d`25MT+2|0l2$;=U6pwPZLX$?! zv2z)LF(Olp#i8Vg;b@LY_Fr@otU) zoCrb*ly5ulM*X^qQ8|XwjDkxot+|)ZA8FRfkQuE=^nWS#2>{65Xv8Gm2PogsfF+~> z#PCI^3988Dc@$O~T=x0n9bi<_ax`V&o&x488<8r3dPx){zJ!kN8dldz8hj|qVGr8> zzYX{z@1H*%6EOX{I^=YED`OlUc35U=()+711afCb7jfPBfk&~|yjC8HwPZ)KrupMj zb4EoZ#)XgcH%E}F%A)+5dqR-?wk|iNCCi7tE!8HixpYAQD>1%fG)dlrVw;coK+={W zXB;?%A9FkBeJ6SwkE%dQJG1dKn8elRu9jy9wzi}iCh@+QdzRzA`aU#Yqp@QdLb&m^ zs8T(Z5U3bxurHuxtud%%TQ>`0^6{gygMPC6*QxDLWAg4fEQzE0QHwT``H%-X%a}a* zzo`XQxv~8e4EX@|4}!x<4dsu&T9%~tGm7+3?Aq-s%MrFFo-lxWQt#OgS-lN0ZYB98 z3l*>;zKs#M)#pUkv(*RGe~=DV_G+1$JH93iUd=r(iEV2Q@TgsDthZUWc3*#+9y4Rd zReIs?+kdPlkoB1NGt(0}`*?bu#%qpDqw%#JY_|*BKy=@L)(9E`VYwGX-hNELysIle zQlCLh1kY2i@9;AuR5A+q9v@PsLiP2*sBlKLPm$gfLI+7&0~Ow2ztWdQmovK>&P#qf zMD}7gM0>1?)uwZR`!3h|wOOb6Dm)}kG4uD~+Inu&Af^wi!Flg@p!KhGk1zPB>e=1< z)vJ#SDpzLc&zeJ3dz>H6`%kae2nc3@d_fJTG2+nS_5DkF%^0|Igqyx!M81NLSW&8` z018CgOZ1My{9$v483ULMmg0IpB*n9(hY1hFTsn;f==gvP%;=ehl9P`mIqwfK66jH?@!sC3`LeD`UV{dXr9 zE=|WAqV{x4@6*Wr%h5p6sAuO4eMp^CXtQOn+V#RCd(AkWlAp0&Jm95i^GD0fm~X&` zh6f;>;w4>j=lOID8l?7hJgTt#w%$y{BpVf(UbQ>O<^LMc`Oms^H{rhB3L8tsML)1q zSL8VJWD8NpvkFxLq^|$wlC?$kbz%>H4&Ow#`UdgL^8RkcL*ih_%2@(MNL!USXG1)E? zV9@;Co2ERF5`Ikj&t75Y z4P?p`{$7IeQ}}aJ^gPhm{kpLVRrZkZHq9iSZ&Qj=v>I^Y(+_&g-x_2fU1*f8@3$Wt zb!pPOqP9v8VHN!iEMEKCT`&<$xfH9}ica~B85PgD?iX3h1-EA4W>@P&V?U=0vHA25XNgpkq~9aqsC zb{jO#{YU3>nAf#n<3BrooyBGudYH5W0^%*m+qtaGn zeuF*31Kfia#SgN1%;bU6!^1bevyNlw@-%zku!&~vq+;ndGy|9U3`S_;X%h~9cK&ot z2de=+dpq<@h|J6@8KZUP%2>raB88QfXQ#!ZC141H2{5i!2oc|&)uH7SBR@+`?7O1b zPXy9qE&FWNlPOz#zW2jos9CTe-}=g$r}~mgo-~eugJFab?3!qRVzx< zV2N_?J}BvbyA-T#$y~R5bz~;%-%Tm6kJm9;nd8MRcD}n*3o=~4Iz*HsSEHBWKh{j*1O3THaqVmD*P>pqA zI+_-;q-4KSA8Qq%u3aBUQ32WYfOZRpXyS!XZn1kCg%v{8xvTy_Y^HiZuGM-Mm(FA( zUf$Utd>t29$!cX|d5IKDRmmXVuQ0W98SaD#?y{7Leu(c1pP%TycnG`df10Wc?m41# z(UKyRCPiTWVdVZu0ZP6C?LEt^N|S10BFb9}Dp~Y~eXF?*e{_cNv6Wnlv7kj2hN?}u zRPR)w09fRrsLTPEF&J_jiT9l)Q;6!cf3_arm){;{pX6k92K|`c(8cA~YmLBic)E)`^5W*qY74y{aicA;xM<^G1LJOOmAbuBSAw+p8InEQ z4)$W8xa?-2w2cU7Gf`dLR-Kp+tIJiskqyYVcFu#>IM|`>XB!$BX~kc)aMcUd)eB&I zmncX2o0E5QWr0@CRgoh&Mx=t~vg5x!^epa%(k7AZH#uVqE{sWPX!9*khbt#4CX#Ff zs|H*iW9qH5#KQjS;uv=SiY)Gvr9{hynqrN1v%%<`SZEKKgf{@!R)OZpknDiiY)+uL z&%5x_JCsw{2Ip~V1|qegW3WnH$DXXPT{bQ%w$n8-QbRh0Ts4jQAuqNe=eLU2*OvwE zj)6l}jphfRA@yjXM)ix5!(hH41;sU))E0S62PjqXTM~(9%n%CeuofDGG}IzLzaep8 z`*;>&GEzla=6vd>QIp#l=;(~}F>^Q&M`Nj6aSPjrz<&jkXUY7M)C}jQgh|*}?7~>P z;Iut>h*g0sd9(B3m|SQDJ&E6#%OZ3QC=`r&Mr(Zn(g8c{QYgkqP0=jo0f91*O-W9N zOfS@df}B-G3S=LZ5U!wlA<+p6cLmHuLEKR#(%^vTOd@VbO>-p+kq?2$8Ja>@RNSQeeKM&{fV<%= zZRVlew2w4e(4|=Sxvw{A%-Z?#;g~Bd|CXKVN$I2t8+bjn6C9_nAWx&BqN;rPl=axP6<&aGG2p-4T{4XkXbII!qTy}&xYU5{ zFmK`p3xhk997i%8sA>bAN&UoJOiz@8Dqc}2`O)<74_`6uft@yu}rTU>^4f`B`<2ZR156@7vwIg4&b=G_AjOO}fFT8L7 zeGK$P4p}81#W)%FkO0$*Q{O0LVzyY#0nS(*;K=Ri&m6W1ARlH8t6eQyKHxZ6A z-oq77CX$*dHQ7+OfDBb1Lxr_$@_^V}!c^blCpR3y2l=c6FxbIW3s@~wb8w`!o>%Q? zrU-Z>uZ#XMzlZ3H#p@mo*AgtS(zTgDlJP-M-^Q_b5=Sb*fCOWZERTZb2HXw`dloMM z0o=+QGj$Hli|Eod?7eKG+LIy{2K}>Z7sz9Y9Si}bka*Y+;^=+-eYX2d|DrPb;%N!& z!+*6y1|)bvY3sV);C-VyNS28H5{Xs*aBtmrUrvH=4giD0GhW%BmE>ElHIu?>po8(| z1lw?75O5}!u=>5VETp42(kN5bPL$)=0`BW;HF=+B`6_&2w6$oygeNzYa!YOcq8+8g zBLPq{9RSP~L$V9X!9FXEJxA<|?r&YHa!TJfAqvUtH_K1isDiQxE%bDP^GtLqDXFpp zXF!CTMmtVWcsif)veICrvck9Ju(JVP&s5lFNs48?S!=4W>UHW+^tg z5DR10%4mD_*{4WSbkF#?NR10AyVdS2GXU9PQ^f4r;~^2%>vLyS0(7GZGynKiNQJ#K=FERQD6bC^#KE zLxUCm#8dY2@Mi#0H>t}~l?ue~w(V-^PeDZisz4NUy>{#n-}W*}6vcMJSdQxJYjKA5iRoLjW6AtLat)iO{0YyAsPq`l5b* zVzCK;;^HOysLbF=N_QGC4*npkA(uahC5Mh5q~av1hSm4z6)dQbx=i7h=`VNo@b}#v z>NUVz!{|E=XypLE!^&ZJPw2q6(Oh7J(ITkjQhD`pJ*d{Pgl*4Nn05o$GT5eI zAH5fa-puU#)mf~Ttfua{g3hCAA4+Pt7oU7db|1ruAP9N$2HB<3%Aq8zJQ|+IliXJKH)sR;n#AWR42x1+@-fTL?<6jRXK{EoYo5bgaq>e{-UGhyhMTP zd~{_!9)w&?Iw(g|?UJALzNu4NWa)@W`dS@c{7+X*X0Lf>*5z*jUR0y`2zdD;kh8{j zc7sM)Hu0-Q7R?<>cqhrVfOpQFB0fdDun~`XRx*wL{IxuY*OR+7{k87n>#KCFz1>$E z49WbP@*Rl242pu*S*rf|?&>0Wiu?UthZ%7YgmqCJ!MYd5)#`iGS3SUJ8a(HbSA>L8 z{g*IOZquny;S<;{E5+v~&zww{737-WfcxQy(dovo z-`gq-L1>>>{h(Va=X_3wsW!hGg^&Uf_jjU6nlXpf);qXQ3|D&^Mv`cGoYG<;r(7FI zUzHury6}!7rpP03(1p&@f;sLA`39K~Ke$inoRCUtjVG()O%Y2B}n0e&@R=h%y*qpJ$Vc6j<3mLkbrLb(B z6S1JWEYcFnV#fNy^N7LNRVgKNoVhqI*!1pF`v?{D?DKk&03Gq)VQuLx$fupSLSy6C32Tu`gg!NbQRSpmH>P`D8Wf?m;Qb$2?P- z|NT6qyZ!%Bt(wtc7b0fzVJOVO8GXI<#t5-DVjyg~OKtb>avg_*Rb7cGQA$K@>7|e} ztEy`G%WX9X-vw9HL>sD^>*avIkq85~`PT<}&KVM_m;}k7R}i; z72;ufD4_1AVlZIpyr8Scqe!DcQ}Idk{9c3oeYSLwjMmVLvm>3mNo%ar(sR7R`_zo; zYWOwZc^PgEhyzagu(j^d#1=}El3b}(ydBW`8(mrKom3Y_&)Ei!kAHry+!N~7aOL39 z^z69TY2zleQlsg2sl7ETjbfp#)bCvsu{@=*7GynjNL#9|pPA4GWb>qm5}sON7l2*o zOy+tKS09lhE@?^Q+K>>U)|gFnG$&KOlzl7Gu&=4=wa7>cWaHbbD9rWFJCGc@nX3*< z`sn(pc`|e?DzBZjk??^9N=5{8Aqbf56~r7p-}VR2nh+DvJ`*};N!8e`QB0(-lY&G% zyGeyhYbq9%G{IRj$@5+e5BRMf2QTsOsB){=E7~C!@UHW5Kll^Z$hxHeRX!#+HwNdP zz*d&7c@VLz5x7@5+xCYo9G-7U_=I`4WRA8j?d(#(!2=CXYd*#?9#>~571Gd|l8}Uo zmTNzp-#$tTSR`wCJXN8tXx_Rqax{&l`_c=-R%jM0($FW#$x!WInq}O-rgbeLVag$$ zrvC9U2U-xOf+r7QSW&=1kARxwYNNA~0dFIVYbI7(mu@&lJ2t zBbo(Xb52KCsRDX@H(Qf^Tt$eM#cCZk<^}6*a59V|h<}V_8ZO(2dTpCj8j^|B;sEDu z_oJ?tq(Nu`sgkaVTE{Wwidh%2u1$3S(?@kaoU??S#rO<9ltqo#K&xwWoGscmy7_8w z6!)YD73+Xqlm+b?)R%PZKhE?YS7pcrYG}VQ_)vaVoz$sDpiI!lUj$jDVL|)DmQA&=w^d+>~b2Bg%{y-Rj!* zO|EJ`h4NlBvIfx+e{Ci>#^*1|gHc@|1P!I&Cn1{=Ywgn3?#*E%7!-B5*k^s{e*9ol8!Xp@X?1JcQ z-!6YaZaPS)<7l4P?TG{&q(_4fq3Z$8vCdzBao0Lv^1y5b2-@u(cMY`io26UUAiCnC zo&I9|ovHKvv$`LSF-B$pPC#$$7i(An`P~k8=;cPPc<4usE|Y@e8J@(FDPbfGrplU; zGJCs}#bbLsu3>-k*PAU==5HAVYlKYWlRq=5ls{XKDJDsBPczP_3E=b-QK6LjHkb8q z8r#$*S!JqOJrM#IcPJu99c>+F1;Ldk#wG{a#1^Q$$XSe8;O_+9oa;g6G4`e~)6T)& z)j3goc^RifL_;*K9~uo8su%wlk89QJkd>Z)=Mzr+g?0%G6BDww;Oi7q8T!RuphndT%L6_|nib3*22IJ&2VjRPgTQlZy}Jg~(T<=O zu~2K=VWwGd1G?y33xqIE37{?n2+GZdl&lB6qOs7>K*-9ly40{vkGwi`UsZ^$YU(nD zZ*u_ExgpK~anyWuip9@@w7+C_&DmklP-w6Y_?LC)r=+wFCz-)^Db}~F8{Sl}@iLkU zEe8u-8SnHe*?jg;2xm7G$0L!(V8F38dqHPB!^)MNmO7ACtX2bS!#r>5aUiW~uq2mk zYwG8F0Yp7kvWbo9>KzjOyB&|Z=~f`Z2apD`Jq`g58s&dE-;cj4+noX#G-*)e1#k#8F4?90!}n@-8Q%Yth?@Igly5tO{6V5uyrK+Tfm!x~Rd+CyB}F ziH?n?#{6@99T04jxj8U7$h~UsZ^Rar0Nj@SXvJIhfWwTND>pp%oaLa|h^buGAu51#1&k z?G4yW(6s;hr142S_uhs@h#_t4jIkh5^$BoAng=Q%C@Ut&V^$FlyQ%}g1>LF%@6Exm z-q3~-=mKf}y>LXMTa?1c;?zN6MnJ)Hip#iatJ6mLB>u#@e>_RBHZ50_mmJH4uc}9! z-@|GjT>dFGint6ePAc26loHU~+5v-Q7l;8|T4T*)HjjYG^37ZQsRO;$J1T2&kNWc} z3qJ_sdT5N06V_yJ8&v27lV#za__;Yi4`C-pS2Q-wc#M`u@}XYs{>q$}iwt5H#{&7& z`wiB9c8XNFTwK#@Lps!WN{Lu);TtUpPuGBz%u@!Q7%1nG>a7Ldu}ILX{59ANqikSx zQBA4q51vq|Z+L8P54w$V$Evr?RKs&K#Q?D}TO>f$piTL(xm=8pJ%7)3hd7PTa((TT zz3Wc_rNlD+L{aza6r@srg6;fGQ0C>Pa~LIKwaiwFTuJ#Z!?B2=?d!fTJhUYY6@v_u zkPAGj;j`xHW5o_fj1wx}WZ5VdU=k8!%?nosEJis>ub-8KdN@ryFqS*0rsO|h)?Qz$ z&R=^lyBU@^D;LLLj4L=lLMBD)wYeA_1c|?R_c(TwWncQRVt*_T=Ur5_cy>=>i{kjg zaj@A}ao=VQ3Of(9Pb+=H9D-p$W9N-M6ksUfP*ylbMY-b%ty~a-DR{WVUR>E8z5-vU z_(w5O9R|Fzc8_QOKUq|wJ8Kj<2~PosXi^vUFt8o$j)E3T`I>|bV#EkzTCH~H&;FZ# z86tS>U_^w7D||s~T5#GAtr;osi}1F9Pkj#s|B(R!Ui118ck+7KsoZ1C7;UOxbht^@ zDjn+CrlZHe{iqgeJ^e*!rR^9@RVwEtv!E5zT5MMoGRPO|?+2I6^U%h z;p%se-8pTFVICJW?rc7!zSPrbtR0$zN6phVK~zSshX+$NlibVdb#&Dq6v{?v6egB~ zLtIw^3okb26#HS#AW^az0o|b|S@$Wae09j|?=G27p~bz@ptc}- zu6P*rJ_;^0CJ()O+bd${fvkl=;wQaFe$U~v_xgk!T5kl%J8Thk?2^eh|5HeCTRlcq z0EGDZ=J(uxx9_?4n2-r7DTGWx?`9J1uU5SF=K>mh=5}|`Z9*3V0{@P?1s3YI+)iW_ng+!KgEv65X30Q@Qe0wZRp zW0J!i;!fOF+M{BXbZXICJ4ESW^SVg7Iv5dX%EX);E-nXhBB7s*&Hy{v?_=lmyxaU>U5hNQu4vhFb6K?T^)&bK^OXGno%Kj$q_$ zPXDdYPuTKp_`ddu+`#$!k3#8GbEQMDrgk_7ZR3?bPxZ{MT&Z}5M>_%}LJ8up2zEha zqy3NJ9Ms<wo-=h%C4-i*1tl5|-FaP86 zGQzgLXuwt9p2Evl3G*niM@aZy%{TMRIJtXtKL1~e;pi!%jdO3z6NrWzENPQonOuPA zf~0eQD(#VBVh^#k=pL477ET87FbfMeNhJAg?em9TGz)WUUrMe$XVq;w{b>i*j-1ZW_p^d*z)EMXqOE zJd_z<`;fC&XRm!CKdVU6?_v*lJ&DjNtC#Z>+boLP z{gr5MNS#hJAfv$^r-nDi2`v!%#ZZ>*{FK1qFz*kEgx9})Sd4n5y^0!2YIynnh3qqR zblpxrBZ&{Ysb#a09M)Z2H){7Xw80^YXK&vsy=WG;%&`5>|8{r7p3+mvN`ZC5&jpY9 z+}puWOlZ0}mh}$C)vzrgkD|RWANf4GZ*ihr|8qW4(l0oQzTT4SnsnvhSLa8hq7Tn;I`WTub-N(A>4 z9PU%W;^=;~Gex-=gwXKP?%|kezGM56=?zKSjYiByT^&87!$TMujKDk_tqlO7^25X| z`1hw29UMIKs^U(Nj+_)`(D7OGZFQ%kEm_Qy0=uO;PeNC>9~$ILz3Y?+4n0p**DAB$ zTkl3z;&xQr;*3%#%%NQ+3DG6|sb_F`yXEU)9zJSL)YP`!%n`B~V7cJQJd3E2#*Z+< zEIGF8a^JmNdgGo2^~FVZ(cjF+lhy)BI>Mn(8=R+6#}{WgoU498QjcRE+f`7w%(doX zHae7yyZjqn33>RM7UD0G0RLNC&%urrwmd%e;GQST1iix2dcyh2wkeU6;|NZo3K;5i z+fL!(TqW)y1d|lZT`1h<^Zcwa@%42M3MsGAgZPv~tEimzW{{gH=(kew)>nU%sD9qP||H&nBhAc7b zhjWJBz9zzzM1VsKn|uDC)7;=m40?n0AG3PA*Mvb9QfHanqq5&+A)sx?9Mcp;WdICX zJ+HM0kpIl^gKI1`Bcmnl{j}{-cM>}q9?OYiRW|+)AU$m35jI~|FY!1-sO9<{F4p2s zgKIK1Y%Ry)Mit|!|KP}KE@EVt1^AG=f(}?R*mOlhwRN_DeX-w;DE0qoDBUg(sG3+b zM>Q$DrXd45QOCf-nKAeo0)LD~W{RE)hFJ%t;(43gAi&9vu{qj(m}oQGZ&gxkSP?}p zJ#JP?1fAt9INz6jNBVOwbLd=v4$DVFaXcfL^?>(Y;FU1erNe7CgIrH5YIJ~=9cV|R)TCBte%!Hu1AZGm%bpkpNvu*4{ z1MTo?<3IgF{$r-{ZDYZvwBiNp&NdTa0=S(E+}2!>%(01-L5}cEjnskx*6h~;wo@%~ zzv%>->1TJtt!Br|&R97%N6$$0Aw(RY%s#;Sf!uI)Am8||x2_pZsNCC1MvmV=+TyF& zdjF(<#n<157VcRJ*Q8kqZCdL>buVb!%VO6NLM#}+{d@~yD=Y*0;#xE9hx3?KrkTWu zn8BGM01U3u*T+Ar4PKg2puiF|`%(vnh) zgy|@V@-a#3Ffw>Q=OndDyfe4}JF|3sL~_`&f=xp!GakBc=a!XlB~Z~bfze;Y!{3og zrn07;ejdEfYdBbkHm#5=_b`qqFd2n!T8q{^&Z=+#;z(2sahjBO{3Q-(BYk=P2SaB? zpP0>t&7;O6-w7w%XM~CpV~CfEe2F^}jJBss4ZXvb4OsD>o|vxX*ug;BE;Hg@X$?c( zy8XnY;1P2OHOb-ys239{Bz&91IMI^_jU^7X` z>S&J4&Th^dID$^EkpBS59wQJB)*Hs`5YOt-U#mMu^Z~B72&$A?hKJIi+Cnpw5=yDfK(Ruf?n{v&tt%N_@D|$ z9tWHo`>oMw>Wt;N4W{q0C8KnPxYe_79cg@DxvT_cg-NTfZ0zFYcx)@r93IS?Q&A2N z^Lk&$IjB@j)wMQbDbvw3$+IcR1^Y8QoQ7{MuI@Z3etNtBbXN{?wD=fVI1VZXV*c|p zpgKxNt`E`t}qSHH_k7=v1fztQSIdBlTgU6d2mN%XK#)}KXTWB~W1FH;y z$Ho2J-g{{-InS_rD>{;|ZQFk_Xo!eEzRcs4U*`8oM3cUi_?3X$i79OA7|hYB%NE=X zbozsJ!j6D9EFf#fGdz!wW|IYi;+avMK2ID1GADnHVN6P*y!G%(Qryv7(~jc~Zm+0r&J; zxqq8_%NB(V=8mV8cf96}FHh@$1s2$*n=fdm(ponD@uU=6x^&PZw{9FRbR` zzo!U*H!7Q)AH6XN$ilVP8QS2ci+KmRRI{XP&($Bu{CW^bA3W129QjI z)OZMQMNL_iA*Dz8VUNLO@aCu1S>UQ2GJ`=o=kJI6s7CBP2K3!f;F*EmcU_6RE+c65 zhy4by#J5UDZZ01>n}p%hC{9)e-DkfTH7@dYtstL}iMo2gV~$`I03VFaL* zfR!%RvfMi1((-_kUb!iFb=?rm{~N_^Gr=krR?~=RayTZLj>#;D-25vnG^b^j@>jX; z_w0^Hzy#lBT6Vt3IoGnx^SkfEy$X)&&X&uKqjRTd$##wHZz1vR;khvA!MOJRp^vcg zja_QRtkzPvaUMgE{3cE?xmg|YVVa{di z4nw+*RCqocWVM^+f{D8bbHNlVGo|_pzE*X@TQzpjL}Gs@(WbuI>i)CIWz(G_(g8s zb5*Azv-VhZ4!9UP_t!j*G<>Q<*e9*qj`m@r>sUE!BnV0K9pMCwBiw?JPzo8io;%3o zXqx`|;5sGDt0C3*gyaMMYl#m^QE296dXaZ>v<&+YBh738r#@n7?!m2>$U8a2;7U4< zIe%tB#_vgZDJ+AAqr0nHi&=IxAT#0!wYwv8pg_K{0tCD36vay}w9a`tA?%K?7_-q2 z@)z`&dlO+9Pa@ji*cOMxS)-c-DHQq}L!~7{E*W!XZs00sz(cGx=C4A<*?MSlXMb+PSafAxD=u? z|5O0te)c^V*z*aRQeGw?^rl4dVUBR9=7Ns{>$TC0ZtAlsM%REK$BX=uF+Th@7URnY zIiApNgBOH7xd@w#&NNX@*M3ssq5r#?p=0sMt>9lFXZHi`;xbwy%e!Q#b^5uMVutoq zZsv>QKA}_Jt~PJ3wSv#r3!xclgIbTp&+z{CSIg$_EAzh1n~8E7`TsIbG?cxNiRmS{ zZBMQRF?UqQf93kdBKIR#ljp9%LAxIjLT;|f^Vz5$&0}ot|1I@7(1;;|S7-Vtqe7Cz zW1y|_K(6MG{ZWBC?}SiPtY?m@;thE{jF_p{IibX#=F#^h}PFa>o|Pa%H{VEk8>&O2|5ItS|`Yn>k9jm?$ zscymM4DA~k#QlVcQi8{l7X7xVQmm^4r}iX*Q2au=P;vkn2Lke>f-Z@Sx|Ck!IlcMuIhd;$wx4RHeLdD-{#{2ch>S_Cq@2*gg5ct$cL4a0G% z5MDd(^7pq*5jwr$$6qJf?Q=1On3&OQrK7OXFKl)cLVZqll#7Myf*S|%QyYlqjdOMc zN^_?nm_^A`5C&^@MbhNL(fBQ{e0HLa(d0i9%`NcETgwy10=qN#99`bpsS!6w`{fy< zeTX)|_KS6SlSvT<-w1xbVp7c&hTm09&%Bq&TR{olgE`;E#|+IQ|WD9ZxjeS6l2M()wMVYU+ou=KpixXT$B_~FJ})o4m?uTRklYJ z57$RbG@Mj&Q5$fY!L);)to_pI0u4-;d$5$gJLVLs(t^wLCb7_K!qIvp| zk6VM(4;%TaSi9UYyp6j)H8N!Gvl&8WxXyZc6%ZRSg-B|KqLK`TaF=bvi;z#XJro7wd~ zxX6dOsGzXsB~tpld+gD5n&g?Uhvna54`<&tw`9%qI`|t31jB_2r#nGIZZp2zB`}14 zOCN~$m!8VyxSe!eE(qv>pWY1XS0k7~Q{C-uqu3%w-BQ9)lUHj+t|Hw0fFAAffRKk@=_`{V8zil4+uf}L@ON|KD)r@4T#KrF8RHb+Z=WcWv|4VHxYJxgM?FgeCE1(9 z-a?nNh4$(y9Jq`UjmyMd90gDi6lLZ1@AE)Gv{OF}Mp0v9VbZ`EbHvxLl_x5iLg#M7LJ z`w@lj365cM^Hf|7;XHoTvtk;n;WV%Sfd%J=KOj7bnG0?(*A7`k-ggN~K`jgU18b#E zp)$H{IS9|v5eX0SfiC_F-H>p&7by>3-#OFhy42&$VN?wP{*-SeJy=a>0C>1>49Ne> zk;Vla=KwEd`@Ij|8CI7m#EQ#v$Yi+5b<2FiZE!)T24OA_N3kh56ak#_MP7N;mp;sjZGUw9) z#;Y$s8%0Th!u<>1A`YhVnzv?&AYm0O8aqzSw)DX$g_urR*Ph+6n*CkZ1)d);H zjRH8|<`_l6%EvHLHsdy|P<6CZ=C;E=11t6ekU==@ce#(j7U!zjU9tP}t81M@MJ!6IO67@p{j7AC)c$~bN%<&L@v0vt+YC4bM|6jOMns<57 zZakW0Kl_k(d11))I3DMl>!@=ceE>H=$iH%Wl)W2du!(TFr(I%CDP!|MUMM(@=C}*GIQjxWFPJ0O#ojq=cunJ2|VZ3Kacj@x}o4g&~DLehaLTLrxP*|c|W zz@SfJ6>B8)+sp?0aIzSNL_P+|<-1Y91)Y>B-H+lAgE7ql;f`oT_l)OSEwYF+Ln7Cb zr!K#jpz0`UUQ|_wzxOl5houFRd|lT@aRAK{rAkW=^*&w&THX5*j@2}U+w`#cBCL@^ zO{5_I;uV>o>O5dWs0uM0UjJjWJ05DO$*^3 zl~gvDfZfbp=}+#ynof%40gRrXseyDZX9m{w;Kks<8)5izXqDMnl8TcO>K%l_9&v}j z%G=dm^R}cEhHZ?ateAbNz*c(U_1#~U<#kDsuK5uiSv?Nm2E;3FuHm^@{?Sj@wBIvb z0|lkXVX)<#&w(mQLUTt-^E)Mp<* zOH_1&P%A%pPYUDf12YQb$5&Au!H>+o3s+)^SMrR%I=K5O&?%I?C?}>u_`=~T3 zh!4&Gm{O}4PcfcAEgnscDLGA}6qL`0LelSJ7%EGd%N}1Qyx{ zd@WVJpdK<`;@vjVT@d!=xD_=ULSQMA#8b?t`GW3hYYPIl6N<_l1bq8g9LYf?uScn6jT!U=UI zb!gV0@L+kuS?rYu1sIZwW_Kw3*+9GSc~v00d~ICY zOSCxfzb&{1O^$#m%KMN~0>}n@ereJ#JMhS=CLE)`O$u+w9Em0s@3(R1eR7v*$)Wcq zS6N)D7RfjxuHc9v=lLC@vD>El)_fEa`Cl?3!62Z4`_56Rv0(UER5+tYHTSvK?nE!f z>bdmoi195fH-EtAO>-%K)|B`(Ny8JlTLno;D~{rUQ5RN}G9o$!Xv~+1y&ivsWJ6r$ zJm}2M3o?WC>OjmTIDgW-i8lROmc3I9p-TB^5PP+-fMG2Id=V+lyl*FbR1is*@y<9EdD488tGf%6L+C1$51$!Y_}@YLE@H#$Qs{|v3^cRXMRzC8MRv3Ss7KG z(1A((!RQNI^wm8PFB2<3P19HW*y%$qoe0}U%kmvZ{)j0&Y$cm8WSW6;Kw<2nnd<@J z+BkT~&suiYY=@gVsv5={MuE8lfKQ%+H#C+3^Y=;Z-tw8Ge*zSpYmCZ87)^PLuVQ9C*^ws)s7liW<}rDnj2BTas{=r`bfOI!!)mh+HW6LvP=4`c$^&>3knF ztwP(Nt|*wPrHy=+2&FKD&Zj#F1_5Z*8K zDU@=mF5@GZlAZ+s5%%$MObGi}u_fwq5K?73TL&M_E_E}zStS;f`HqO%;p!Mqud>?09R-XT=C);+r?1_#4GfLi zh1Z*}4#4D(BexObfw*d+GXky2JAWM=zt$|`w9J=*C0D4HGIl&_t3L40v^iEJX(i6uk*wS3|32X!d8NsdSK#%H&c6m<>|1w^Zc!eGvPJQG zxW^QP&%am;%b2dhst=J+dFibO*!o*hO{EdT&5F$&m`uA74!`hLA-;`r(9iH;tJFM` zXXv(1UcI{4LzDlb-uEAfElt(6P;6t2CirFwJT@ZnLM<@il7jx9nVD6F`c4M zZr@5_`KiJE2M_5Rm#%riW zA?dC&Ei7wQy|@}OZbQk@#g4CA+=1QLaJ969btW)iO|^<3k8+CVcjaLlj@W#Ba?uaC zZ?q+wl5I|ur-*m|`3#9PGLiZ^i29E$h7VH7CF8B)ZXB%iGjw9o#+6n0Yumy?T8-Tm zxX}dDBOl|RK58f-_HViF4T*MnQM7gZ+Y? ztuD&ouO2%fppgjoyFI2wh8i9U3|=mT(DQBqqd{jT`a1lcO(nr`^F!zS{SQ?>{@~S{ z^XZe;8F?3Vs^#Yf=BJA%Bj`j6f|I3OVvY|Fo_R0dqrPIsa5XZsXuOY>D;$wO|DwE? zhGLS(F{6R^E{c)l@)sV3&p&Hek*6oC|15A`WQ6S@-*AiQ6gGg9R7d*soR@FGgT{1R z*dcph3E!aVH)Hkx@@%Qn3z+>ZUTr9AOY0ybgpKP zLSQ)AG${=E#o;=A%tA^ByGVByvXL(HL+zT6yq%xn?glB-!YC0Y$CmRY+N9rjZ_%zI!n_DVt1nPKIs;lvNd?PQEqS*3jl~b+-b?s1Q?xLNsb93iuWK7COS~nMmyh**4H(7x1d&06=`Od?z(MOz(X)BSmq+7=xK1Wvb&YFZnO=|9>Qd{UWv01h-r$60S@P`5B6Bn57uLWDnI>H#5iCg1=) z*BB-i^VQ=)Jc%Z8s7l$IP5&ow{#kp3`fRSws{HQG$(Aa(N|5bOh!=MaMzLMYUV$)I zw?4^{FGkoCbS1yH!V=pM(jFM_yI+i|0i_J*9VyCI8qFb}=%id+WA2{1#OkiM5!!he z7btre2ZE}t;h}{gzF5S~}&y{Er5`OoFg!SG_!1EFxA^1~F5lyLnw@++SnU2hqBX3i0ER zN32J@1~+>4P`H8`O}mwkD|q6i!aH+0(NDC5LGY>f)=1d-KRqRR3QbE9a7tQ2bth2@ z;QWcGRt!v8KCbk3YK3&d3=nNZ@p++{fT!9tg|2ELs4_=Bf&M_g4YvlIiy!X?yG!2I-L z5fIPB6^N_CTt&(FCHnZ{g<)jm+6-prrn9yUk@4^KboZA``C!}boqsOm%J8nkLJhJ; z89?Rct=>K#rQ=Gh5IHE5juo0*i!c}uKKLoi#$mW2D|3IKkBHTneYaGXE@sQW7LV$l zjK`s{lOVR*pezPY&DVezu)-=ZDk$hfUnFxW`;Oji^_m0Rr+>-Hm{x&-?^kDKdClkg zxf76CVQM)6bbmXxb;)77Hs`0`qw_(piE>J7rkU-1G?964ZiF(87_!!ZHK!TY-ady^ zbndv@c(9{8g_{7o_)EoK_IC=o*Lr|-xgC_~0fiiwKMD{7lw8D#9?uPE&6*KaP891( zYl36WE{euPy1eqTqz3XGLqnPhQRXM$O1reR4G zoPL{6E|wuxx#|YHb5TwfHKJ+xBjJR`7g*SgDg(>AgS21!{-~Z&1oxQOaeT+aEKd5~lq=|7L-t`@1KgK;&ks=mQ3x_wU1)V z=TN)n(BBa^VL){{@T z0MC8^XW<-)g*~d92J+K#oW$Ozb(dn!KVj|Jjhy;ildp@~+v|PGe02afY5hGS!i%9% z;8-N~W+oVKAKDE=(!ZkG1$VXrj)vQSyny32_A-jT=-iM;$&OjQDsGK1)OI+X@(x*_ zbJZ|NJ&$cohictkX$J3(yTz^0#L`|O047SglQQ_KhDa}iSS+v67vKHb&m;5|e#IfI zG>~CawxsaqDo`|dGUl1yjkFO&T~2_)ULlWnJdQ4`9w7LI_GM{xN;Bm03)aJSuWg=G zVXeVk1N@wo=!Ggd-?kgY7duT6=t158^{K7ye8QnUJ+N}Z5Oh_s{Sjn09W)nzAxV&^ zICAZDbEEqwlowhPvaE`W_4?^TF#`#p$cb~=HtKajp``IN)06kYxe3m=Txmo>9p^}# z4pzU`^9i|ao|wywvbbX>QDAobjuY>P#PeQEfpa#(O<3iVQ}fPMGfV`i*5z$@|9Y8i zwWuS<@@ zKC552i0At&M2dnPCl+?45Qf?4=4@9Q2*BBL>UIx)W5p7ZfWuqWaHh0=Qtl*7aL4|- z*}3$@tJkksIJqU%ism{gGrK!##X1T@Dc^4r^c#7&#7|tsfK@wJAe#574J@U=36*hGE>^ zPdh1A*u^*?*1fv8+zd(R9(901!@Yeyw4>lD`J!PadL z8C{2!bGLzA1}+|av18^XPNrXK#>j@LH)(Ya+I05tn5&XI05Wf(S#j35;LCjhnt%b) zA#ZQ+ZE1^|OUgi}KJk#%nVqP@8;Q-aRww_+KU4sNqY)6^TS2aLW6{)j^*x;Esq0*} zgGOk?vu^qr&@7oYA~yjUJo@iTwwvQLQ+{j#+IxX=z1!4)8AP0@SU^3yDTOJvZVi=$ z`QqL7j;hHJC6Z==uo@Pnf+!D-UaK!e^<2W>I`}!ngaYA&_r3(?X=ZwWR5ypd+wK(G zJ?#ueP$zR=-JV0z{$ab#)Rh9A%r?JkIuKB#q9G+$uIFN9+X<6f1=up2YJc6B*MT|L z&B%==%J?a>)izLd4toH2>DtUIAmPGOqczhMyO$wj1n&uEu5(GcDBTv*Q>nM!b*|YI zY9NQMr79y@q11ar6EkS{IDVn%D}y2c5}_Ih!@bY5(3G!a;bM&p?Eas;Er#Fp2d3VA z7_?@e|NkTQS0u~L@hUJX3)Hhl0^oa>uhU&k5>aw%U`bdyu!yjK=;mmXRFrhXovwTl zM7e#4qPI$g_$5+^ch0}%vjPN*gb)vFJ^Ed{d~^)husve*2R5bLWa7I%fIf{^s76K* zJHAmYw|e;l0ZCs702nl}^${OjP@A)HUKCF0z7^Y{cQlV$GdV_SX<{O!E>4Y6Tt63AIPnHna3^>tYlb{)w zc?iVa!_QK{m|W78Wc;|z231}){=ihF@b+7P!Lji%E@`xILaXXRhya*+EgE&Y1*T?E zE+T0XH}dvI7%juXaF#Bo48ArUn@f(6o`Ji1sViCG1i^8%8n)~i*=BXVn%rH*wJy2tJ3f$JGvMt zuEdi?MJ?ZeeS~t=LVO6{gR0fnK5UAS%A}$}6A}4+1Igg=RcD{{U|@1P4W>7uOWxJU zsX7lj8on|C&8ZP8aCs*28ZZ$R3tJ9)RSIIJ z!X%x8u=l(B%0rq2L+?@jN6=4UPL}|0e4vd$g39}pZ1ik*nJF`pje_IVh7UxVWNDb#C39pF3v3;-~|F{kP%Rf zp+JJXfV|5gl-Z!(tON-!b4HWSrpw)(@;Dp4!jq94&7Pg`!>lvYt!py_|3Kg~4k zG(bRzzk95{d9T|N(|*@tjs4K0q)B%o^VkQPVtk{bqt8-`%KuvDAy{EM3A%m)M{Pc_ z9`o!Hm4kFvVn5u%&JB-wJZ-a@CP=muldff>+NwGP3LW-%(#n~9DU&TP-=W?(M_C8N z4@7u+xgVD%ZvfB%8R+M__j-s_t@MnVY&rIT!!RACkU z`(`pso(cd~U5cZcrbpFNF?|9~`yyRXVbCWhXeqQh4wmmTw2<|0)}HjevpX+km)F2c zm-bqaGy@sl;yAglK9ccj1~Df-zI|n}#%Qx*F#Us*6{p5V8XA6z`tt_<`2BZleCopdW&<^W{rw4S?F;nPa9Zf72W*C3(%oQvu?(9ao-O(G!#L zaRQsH=kIl1n%CnjPLKJ)WRVPeE~n% z0t}6_#nS8+8?oB~9}Djx8N_TO=`0WeU3roC^NJ`IKDp3&mnc_4c(uVbdh$`~W5E)w zmp{|O!f?CXe>xD3MKiMea(k4gT_C(-4$}u|s%1Z1)iao&>mcKE+&czP+&Sy2g;Mec z%Vn|#CwL18VV|8awrnuw1%_fpVe`Gf79Bv$dzcFTI5aiZN|h0-J{>MKq6HJaB@@58 zPx!9}T+K?^99KU2p&)kJ&O(T3`6sU+11Z7Tg)K$c^BtZ(FaKZ!Owj#Xj%%KT#ufV2 z8-xy&zf&`U`uf+QDKlseR!P%}jW@evYz*6#*}tlrsK(&aPyO`ZS{WPt*mt6!tFACA zPJZ@{H#S;REPr67kGzjNMhqWD4kw(UbQ34mk1VdfU`dSNs8B{J7)|Qc{NQ3VYKtX5 zz0Lj&77y^7rt~B&j*d;~4}uxI>|^a4l)Rgg0yv`2=qs5s?m7ZoGZI`o5Yyrc6rg5k zi30f?1Q&CBSSFWwn#|1!aTc^)B3f+cPse7`4ZbTVTygO}wiUKwIw`|L-flukwn<+^ zObW*DN_84DUlELDnU@--HL}sUUETJu<)LgPS9BD30BUFy)#Q(cpq(PZ*_WhjIsNdH ztaBF}*~XyTAEgV4Ay5T_{ZIXRugL$NHR+bJYyFx?*aap)k|jUA9WTpqwMlBXE58`Y zQ|{vs?9fHfO()Po0fe5aTUdwK^9P6jGWn6aX^K4W4NS9QG?4|i>{h(|;Oo3p9el!g zzxIeW7!1QlO`P!i0dmd(eC^S6oZ62R>}wAHYiY%icDGW*ZJ^xN%j%@*Qf}zlB3QmnjwW zKTcxM)b=M^$OLr|@rTAFGQe?|0U+N4}Bq1Gyi9DuaO@igL?J%cz7&iI-= zixZG7Senlcg-dT~os8o@XGFzd9ia|!`C@|yFuXG7ju z@Z|(AG(OHu;i|aMOMjhPAJaSZs?-Sg zlBn-iEhzvF=$-6>-sMN*xW~NGQ3SLjRX$n3RPB!~@jc9Xh{3~Jf^aX8KFKbjLYoR{ zEsJ{$O=t?wZb~;;BuC;lpS#%j3n>Qu2rhNp7@bUU+elHdpay%kYD+Y_HrWcb1|v!7 zRlB{W;t&s@7d>k!>5~&nq_Jj>K&D0q#N{WVL!3neM{z*8dOBvfc0DqO5-e=(P6?z% zh#CHe;kXdJ1Mk_5(ruASzAmY=hL<73?_T)L)sy~cj?HXO3FH8mbo9W-N?KmCkVljs zVn5@yxWKzo>dWi?0 z$@ggUz?Y0}mGgcpB3~xY^VAz3?y(f}(UtVOSy4Sao`(9N{bbi{_o5j^S4fl=G3z)f zobP(}E(l}l4C!*# zU;M>}Shr;7g)WDk%8L)TwP>dvKL)3r%n?G%Bn>5rM{c80G%q9VP-E zczJJKnrZd9eTuDD9;3uPRTcm$O-qXtMyi2_KYsK16JvF8h63Kk+)zD+HGV_n+0)h#laik^o(9GEhn1`2Do1(SK)OFhwy2?$Nndxufh)(y4h>yBPFab zrLHK%!f4qS1ETbor5QCAB^B3N3g+fj6M3z^eaDnJO8H=y^0k1sLd_UYkn&-Ebv*K) z$$x0Dy^odlBZCP)vDJAq>f2p>OE4|ifZ zHr!$~r-DCMOij?}rVj2)%?OWsZookW$n_PMQ?vOhHii!tU*nm9-Fu~Jm0={C-sJ{% z6jI46h{QFjsQBjPt$tK<>GxUq|n7se}dLzM;;3|{+FoxSiDi(%(P{bWWqDTw?1luCt0H+#&$}U zwVYsH8#3W8=U1tP)y*aSIcru!`2;Dp@M|;A2G|kS4ei&<_upwO@BB> zeydka=Z)zESRoJm)hDng;((O75BA$Y!84p*!RtN6p&WOVx%Iy%F%aw3fzY|1wm1jSX*eG`b>$qb?vvsNU_n!QArQQbc44F{c9M=W@hf#Ts84Ah%_!Oli-H1Z(p?j5u_v^lP5imT^vs~^qze@0E zu|yRNP8w7T*h$V-Xo3IQ_%jOW@Xpv}e_xl!ZwGGQCyso0?@8mr*7W}=Q51qivF0$! z#fEClw+8hx9Zb`kh`_JsH&}>5Kr$(9WM$|xJw~*I9MnXptWI2U6$em)9>3Qv)k2es zPuY#b0bGUGpfiEWBJ|Tm=#bIYhtUg0`~CBIt^L|tx|CJnh`>%313LXHQh$8e9D9a) z7I}n}&=}09GFgp0C=QD)J6rl)b3Kc(oKEONDLuVXjkAB|(txw0HdW^M4{2=-nIPp@ z&Vc;K70a|tpX$-*wj*1zH0Hu6?2`oxkB*%bYpcrfM|S9cRvH`h+_cK12ue1&0<&w0 zhl@8Z5>C!fz(5)oI_~?Z(r6bo>`XgaTJT&_X{+pQd@qn0I`mj!Yn}*n9!zDkD*Um6 zs8#G5e<2I;MJU;^jvUmvp(btn*M>TB(bZ4!s4nq^y9@Pg%mTXq$+`j!@`qH`__Vcp zPUp@q6EC$cMIE439vK4<1WkByRWSET z=0z+(Fv+vmUl}Ry9aJqh^jim1PM1qYg zT(r^sI8wB9$WordonLKJ>FjEBW|$Z=SdlMvPFigOsfdXJJ)4K@Rj^a~w>5D75`eRB z>k-6KuJ=gP@0vC%|MeT0b_7wKPPClJf4?=W%;DyzYFIU$`zWRV@VEK0kZtz4Y`K&( zx`b`ndk^kh^5_?3$*X{TP*`W`c#CLPii6_t9!k~S+!lH&c`Dm3%688g?B^kODt+kp zm2JUUTJ)~5+c9CabN*}MLb{^w42Fru8bCiq(bnAdV!n0{UWIWl-{Ec!P^Y}ZH`TMv zL9eu^V=fAtgb1TcbU?8moHD>$zjU)<&mZwn7tLZan_K6($Dw>WYDhPAHu{-4 z;-hSx07zrifK^;^qtCpiud9In7bJz20ms5B)m&LW;aR-WR>xqR9kUzZvB1r^YDp3M zUoBlM%7Krc*S>2Ff<`WFZz#y zaNJ&Tck9DLR!0^nMWePziwX zmrNxtB~2N4_q685b5dW$XH=$tvj$jwr@M8_+s8+yzbfULp^PQH&(grsa-~3 zrDtwI=fAjF`TihvPoV^r{X`F|2-w_fDuXiUB&h!k&QBnKohj+8%s%NVLSa}qxma5J zh=-&;S9<%Aqe3fa4PS1eV7<a7OZvHkdJzm_@W=bNwXR}V z%bg38yLPjgkowfR7 z0XUh;lCSD{+SsA~Q+(MfebYULAA$s{B~zOVjdymR+dNK{bmzd*#fJ`_0(F{M;l1YBx_Up(f4A>1jlpT zwEoii*2nyN&XlI;Hz^98(ZN8c#-x!8-c8)a_Fc}xujsV+ys#r;%jE1o9^7b$VVqPz zK^SonLejE4YFms;t=E#6D+vWYsq8=@Z8nfPaOFU3_^BXl`R!Iyud^Z$nDtU|qNK5~ zSqF+OaCqRGUj+KV4nPahGXW`=UUxO%-UXVwcC~9D`vacVo^J5u=j`c7Hp2wH*{)Zy zJU?3z-X>Z&6%AarK0nYKvvhA6MepAWVdO29QQyAIXZ$UMD-ab6gF~c|XtVYk_@L3KyfgB$o#gL55d9deF0OrwxKH z_3ySum~DI|om<~MyR|&e^MNQVIZDW-Ha+TZeMri+V%S(;OV&k+9f$$Bf;~JB5bMk#t<^0bbQH~&;v1QagV;-uFV$qCgyj0WlpZBbqL(?F)D zDVx5mmh7W9UtRtyN;+z~s`Z^6a#Ik$8ZaYIb1Tc&4vRHD0l#=XB zoaNz?imO{&U)e0qCWa3V&2&vwQtM_qlyw7cf3do@_TQDX;K#xDh}7eui_oclJa_0c zzTZ?NT?m$nIa}Gd9k>p2lG>~}>jf3=N2h{Qv_HaQBxR(r3HEuu&vATm;5IyE=%js@TmpWB7KJ=| z24|du1C}*=rBgNj4xB&Ed6wN?^sCQlZ0QCAkgN*(bw`FN4y>&C-dK0Wqx`nj+xvm4 zaI5Az-Xlj$RuwLG{T;arCmv!uAMB}dn{0!{ZqE#u&Fw#7WiZtU2u!nCoCG^RT*Eq& zbfygYuslZYD>TNO0)D=`75VTnn4f7Q0_SlVL0QpgTvJ5&pG~If$mI@Xxvx>$>T3Bv zPcBqxfS{zX%kd&W8Y_ZWBt^!DRcKF(+fkvu-XUCnrS;bwrKoe3mQnPbR5R8`qgKBA z#^Wq@Xm%{^zl51|?}}Z2bwT_WPK#opdn>zwjav=haZM+a8drAOiaFQ4re0AVd-}^H z8q|0jX%B+O)ikoMRViM^5|y*Z#&nkvSjo4`56_^D+BYe|WhuKL&?vjcU3;$khgI6qrt`>^Jwi3L@18hh$1nwEfo{_G*^g0i1AWh= zMlkp|j60X#V8kwSo$SC6rc{&y!|Z*68n4Uf5H6LCY)ee{F+)ts1K>fZ`$~sRg5+b+y0A@`Du>w$9bz0lR zTSXGdjU;Zyh#jWJplBE5s zHLXK0`RI<{4D7!V;qB1(LTO0FS|^`wFjfEUDRXW}tn~^zdgg~c1y${t+Fn6Y;;AQ^ zrpY>>ERP@2(~Gv^1RLKT{38bJlMC&nUKw+52nC4}PQo8!9yG6=PJ?n!W9OQ7-h38m z&-Sf)PUSL?uG<9RMdzLAV*zi++NE%DyMFgL_zUr5Shg$7U%K(NLBj(0 zKff&|EE9q|Yp6q1J6RZ~i8L35k4RIEba;xdfj1E-(AJE|?D%pscOpvc2OR9ZMJXij zbfhE?0fHgO{nFaLfKv1pJ_Rb)$sn5XJth_irSa>({k9fO1G#)crkrh0vRFDaTY)%0 z;MbbM*Gk*s+nUEjf1x439otn~t@sXiW4!X`nT&Ilyfw7IG$a^M(haz1oAl)_qH>JJ zK)SieL{SVmXH?RIKcvpdo%c*pG7PYI-O{OV6)>Rt-FvB=&E^An@#87o-~u1#MXUBM zHRE&s?lsg(LDt4>L{^_!w6SrWnxu=5NN^%_VTqy-pg%DxnX+?{%tAD>HJ|dGJ?Rh* z3lK^J0-+aDx(7~XB4#(*$%9SIxlQq(>3uTt@f~T3LeFp zFRNtJi)d%NYF3AmVA1PSK8P!GZd++pM$=e;t^7;zO4e) zB;IW@RW=8#dX`nCUnNVA<{OYrS4ig__Bk z?a185%G4>gn#pjuS=?b2VjlffvZz#S0E4I*|<`o@&%S$Bf8Mo%j-L{&8j8ZSv6_ z@AAQf^9?-b0y06H_9lC#5{WiC5Q^8IYKwitr#(e$+Z^JzayZXu?D{N9#nJ^+WsJ?5 zBF2B)1CBdj=mdRl*5reC&~q8#a{ZU*Z9b3#uYFwKn#3-GjJoKsHQRBTjJGv-kpm6k zAiAk*J@0bad*Z+EE+#8N!KiCsg&Pxo=mum&YRMrCOzHPnW&PBdex_vW_9;n=Af{^C z7bIuNlQ=E0ss23)Y#)Z(?k>S|gy9M37aroLz$-X_qB8oQzl3gdP4`a$l7?PQ34pTBxgpv#Vp)0q|B01v+`VNUIoedw~hQ+&?cB@i(QwvL7K&awk6 zRulU%;$5(GvgLJB^GB~QIJI|b$W&|hLvDP-IZK?7SDvx(!~lx9v0QYkoa092<1Y&` z{A7P5rGcs(J{#8${eiLMa+sk6;nf2efQ?6{;p>jfx$7)sBL1IJIe(Q2xQ;p#OH&z?vE5iV0b(IJRq!<} z!yBls659o`BuGR_Vnf)y#k#ES`q-|BaDDmPW+&gS4oCyW$RqWU^d8wJ9VDAY#vl-r zk75>xjrLz=qDoj^aIh1h2!)fV@o_SJ(GZKTt?8B-sk(ei#pF`wQ@v0hSrZv|wu?%; z!|PaXZxm{BP%7xDR`q3xixtx0B)mrv7zFGz-y{X5TX zszrX%K&?NX(rJi;NMpip)H$csje`8_%W8q@yt;odqy1xUi#RSNOYz&LdD*jYcDX=H_c#rQJXrFvPQUk$+EX%Ob8-z#x<+&rp~Fa#S8 zkNULqKt^22-xE~OYQ{Nb9J9h0e+iK<8I-eE&pEHm zfncExXS{AC9e_$La7DtkT`(=LSgkszW8VsXF206WsO<%c-uk;en|!>;E=X@Cu9S9d zO7Q`hj=6kXqzPP0fqCK$0SKORMUG zpJ>vef0_@F_GiLDpCC=Wo=3Z*^4-P4#zKd*aSbS%3AK$L!NAI<)kaUh%Wmc%adLS# z!dBNr{$N@#Cx&m&83Mtgmc}>b{kUNyK)NRY!{@0cHUJR>`SpK-N6y`g7WtKhJmpA} zUK@A3_8w7R|4woixH1b-LrK|}yE2Tz8wcPhuoJAd^8iFZyT5sJ|1xi?|B>HgJz~q# z-m1Cxlo8x-xSkwvGM_R4)Vg?;ywW^C`f~?{cvJyA5SQFO=Q-G^4-Unt|Bq);!FtZ_ zrRfss%|}!(oyEQXS@vk~FU;=ae za_}v%CI0#;PlrWXkfyaxZmQ3lp-hW6?_Rb<4@1?7SI`hJ#D!T+%d9lVP@=GKRXsvV z;_l|ao2@!Hvwj4Pc#CuV<_XXdy8_Ul!wl#IG>EXHy<#$Xx3ub-wF;HWBDlh6e;I)? zkZuAkHxG+h#+KQZ6^y!Cbri=WM|WN%o@3_)v}?3OlM8zh~t^{fZ;3O{!`2O z*6s~kAk!$*l%w+`Vc4LOi@+La>k=ZlE(pmzdNUshxOys@1#9QHFlxfegG$l z6_HP>{}XW}&3J=u50i!FW8e*XA`*Uk%4bF+>pVGNf#8zC$AaqHEh1bYBsQYj7p+3) z7LQVeN3qUCXH1977h2yh=P&Z@6YvOT;hnI1K?>F_PF@;uA)By`O_~7ZS+J3~$yFgB z7Zuk*PBQmB+bD;s=|)kGi%E7UUZi=xmkHH1b~`j}6|r(L14w9(1XZ^*6DJTmfn4Y{ zI`s%=$aTml>QkPYM295;$hFeKItVO(cYoCmNptuYE`k6!69`>kyc;toF5Aog5`saO zgU9XkDf&)}6rCp|dCL@3F8Ef+qtMCy26HjNAwJ=kYDRV^K1_HgVe}(MBnd4T@spXS zpF@RtIs(L<;7Yr>^DD>F^gMGbZh(ANoZs$qQKCCYWGf%n0+T`nES0U!5DMWcyBxdp7!n#7;t3gud+n zUS6ev#9^WIRXn^26Sx~Z6zjaOf&{J?uGu(2#I4G{TgTlr8_-?!14uR*Eq>bmqAqhs zKCVcQ{jEt%V>Mhy5&@VpKn0?4rkcJkj$c?Sxdz|~%~W$p?r6C$P(wgJ^Eq{N02stR zdD%6~Tn64O%x?LYvwv~}BbLNgTYVW_DV%+SY`4Xa+FYmFY|YShYAZ6+Jt-G|s*@W( ziviS_k_dk6_=95;uaRndl6=NNsgU^I_t>M5P=}v^yW3)IE))tip=NbKTFO!N<6o=C z(GVWeeJpk2SkK%^+=kgs>F^uf4XhT7c}qhaNgYYT`2SdElRBq98gi*h!))7)8UI|x z2xs!sN7IG`WaQIn9S*iWFf)QZKBhJBk}A6SgKAiV)L+x7FQL@wsXMvFju}N=psn(Y z!WR#+2|NzSVPjZ$Ido2TMi&9!fDm9K3da6LPPZ0opTl|bbI&H!Mq^ypMBW7ymGx?T zLyqBYKa-e{+Rmp0Bgf^(c(TH*Y*1(if70t`rC%ylYDf+KE;+LH7nGd?_5l~h1syU%L{poMBn|5E z6A*(ZLf=vdo8spfYz}OOMy&4=c`9?C!6pws%+{Mw(U+0rToTESknbSULT4px?-q*@ z9WT11SXD3-vFSqJ+x4p5)H7S#Wb`iLhqL!N>GL=GN8hZ5o&|r&B8H(yBCoOjxmpZ4 zfDIe`F+moAyq_T&kT8qk=u-+V1-jAn+|P5?q$tNs5JW;glwL#+@$mU`G=9i^YoAnl z9|UDXe9<+9RU9W|yJUT+;}D+|aDRM(4CUFy0wuivU;TKTYPPK&fBZO; zq1AN4OsNF@Y!x9wL#V8G2dJPu9;=W556PgZ%NNQ#sGc~lH^(tVU1RW88=Mh$GGy$f zk7Bka&H_T!9P%~b59_Ol;|3u;X-KCpxY-iAIjegB=T za2;`YW{m4TZewoaZdN95!&3&_z`a~pSEbhyv!%foq~D*b*$_}J%6+Q*)n&EJXsF&V z>s@=VjztX3O>mF{v(z>v;Sp<5_^Y=vWH&-{5uxa|n1u!4vtK^jm$>i1HMc!90v`$Z}bTUx)* zvvXpXC{F;st77)KIlvigNBcO0UU)UP(k)($c5e8`n&qv_lr8fH&TWN0?oKB5Y&~I^ zKaSheuCm>bwOESZ3S0QV!I&f(=QI>^5`T_kiclx}#6wUTv0u(W#JG@rCEA0zPN)Bw zbY}1h$hAdlND=Hu_U5!fuJ*LRIBO>|t}-M+^|=;yJ`@NNLIuw#x=@%!m?K*-sANI* zr?!JSvc^XfG`xYpn6pg|{h3aSj_HJr zB_$rAM1(k>7=ua9aj7i0ZZBm^@gg)fcN4tJTqE|_8`zmQ!WxwjH+^n0(y?eVO2MRT z57GFz$_#Nz)?yFsB3&&|=nZ%++V&{Q3j<~(-A-{%bP;~oP68tL2r1ZL-)|MLQx3+cT&2iV73GUSMW|h}$0y6ujI3+Kqu% zyG*q1z0!V}vod&1$V(v;t#AuGqQ_a^uQp&2k%=v|-(w~qyXp|}^-uK=bBmVQO6fe^ zp+Kx)F8UN@66(~GJaClj^c{r+U`*lHDV^mvh|O^8*z9w9`VSNhZ)M$TK#lkIj~SH8 zzg4nM$>u2&8g0~(Jrr!rqPEBi1#%EuS7A6D@zihKak#2BTL2wTeCx-MBIx=Ea+DH? zGZ8$ZhCf1rGY}w$0;VA#hLec@8_)_#?X5(5CL&(sd4e8L*fn5-CEJ zs8C9|uotQ&oyL0GN_NW%0LuUjjlQD-`P>@AZZ_vj7)XAavaWTj^Ls?!A2X!xYl<|c zNHZnhT1M2dQh>dmtP!yq3)ZpPCenMa@gI1i~Hds@)cL zYx>9p#9=!!NsAHR_$h8wa_pC()GwdHCyvMVFa@GPUpKMe(SbmSP7 zRFQ(n1&k>c5t1U8{X=xp<@LLgO5{@oTsRQp^LbnYa2M*o)05~8ywzJG<89{7bDQY| z7sK6m;b&!?qYVDP%e*+RG|$(!mBH>Bw@3_%l6lfv`msjFP@2UaAS<1@wQ(sX5yiiF0Du#OVWzSyoZJhR!PdTB<=p|Nkl`Fr zlc+d{i@QcZKSEM49DGim6I+@k{d%n;FFa8)>neZ4#fAGo2OCUCENb9b*XZhkd$OG@ zQUN}ZE-oq3qIqW1>$RRx;ALKp9v(*gXM`$?Aa1l;j;cG<1{U72UUT>T*v|PU-~m*v zOnzYY{d$9=f*?G;T^jLrI+jq|Km;dh1H`1)Byk>6HVK%te7yW^U$v@%h(|x7)q)12kk9L!KIQ-RZhCua3}yh7;l6;`i4>723@uiccT4iY*|QGE zN(qw_T6Y%c!8I3Wfsbea!O8)u>z zC_h-wVJubIee^epQ8>zgYk!_@r-n(ww<}qK1*h--0Lxn%0C)Gcdm#_BhO;ubAAagZl)N5b-2FhJ)HtvLBx^)t_b+*T}Kaf0y`H_TiE zYSlf_zNTV2(c%&9BrK*HA!hn#afZt}*UHx~cG`s}JY1?f>`O}QJ=qR^##;-|{n&CA z)?%Vgw4lmnE~E6_(M-pa)pM~mb?5DM;wnAz49*ewPJ2E&8zwy@=qL~I(6Ks{eA8%NBpowJ+fdsFOm-CBHS3-h16zm`su7bn3H{MC_MU*q z>hmwphuec`>`3}gx6$pN3jcfe#+wzLPhCjQ#k;;VLf&xCO}x}+NhO-0)VM|~@zLI0 zAK~D3D}t)L*jRtgh`&oCXQJUf^p0sKW<~D*9OF%w(NV5Jg>eds2bk$Gz-r+lO}#VF z2l>v?)}9NIthjKuy_%J-fpe!3hauilpzGHep{z5lmQ55(NmgHL4i zS)Ampu`sZC+n+)rQIyE9M1iTS?4VZ6lXqRU}q>T^yjZy`B5h+XBK~H+^_d3sh;pgm&Ch06iDDzJm;jHT+0@g(z*#;-^5B z9r4}TW`ZQ`7H?AgU+HHXEZFP~ONJau4p>2kppL4oy8lVMa-Y(KVz7Q@yQN+Ve2)14 z%4b8(F@rVNnW}p!C`V*BqjQ^ne1VWf59uEN&GC`-b^a$FwrSpJX3hG%M|0q}s6$dl>17>7q%k zy3UOO`A3rM=|7v zc{sY{iXAHp+vIR=SIpVW$n{LI|5=e=j=#(PQhls{1(FgRkvbE*2B4uxMr#!kRvEp_ z8ev_8K74|j;&aVTz#;Y-y?4n(9dfdOC?JCD>{vWu_i}_{(5y+>IN$&sh~wL0bC)P@ z>+(@~u<9=!KBi-w>Lwlr&b*LN+(;FZ)t8hEK&Q6S6pBB$!*LpaD zY1)!L?Q9ap(`in_{xCRvL*L6yD{pJ$0=pZz;Pu$dwz}o8BD?o-a7eiRl{t^kS>^`t zZz?$MsaPv&hy>PQnNasMEpju!ARi8JjEhHp@tLcf`!@74m-29bjVN7~V zUA`ke_BD`I<0hH>zYCG~WtK~ejlg!{yH`JXRX|yorSno+rpSEb?P9oIUzebyxEqkcI{i9@<7cE|6M0KuOQ zJLsN@jJ7MfiF-vfof^*J&Fvh?q%wurj$lruqnb7Uid#Y)1zQ*+#`EtERs{ms?l3+G z=)i+K^tBj&Zxr=LekEqrW|G2FBcN^O7q0T7EFy2M(wrh_w#G@qdvpGUYdx1Rkx%!~n!1^f zh&_v*=DZL?_mF}LgqKuJI?&rMuEmjRIlqf=KBDO2h2b?Q@QpLe|y9 zy)M&D2=$;7=Sk=nfW7(q=yUv@gVo=uUmM67y=0J-`UAI4O%%v*g@JH>n8Nr61Z>)Z z4y;RZ_M9gXB0PE?4Q<~Mhy}O{2`jem+$aBQ7mu?_m3JmF-cymhb%+J0Y*zw>FIA5-)SmA9sHazxWx1{M#+2wli_y?rDI+cfp)vj!h+Df$y~~IvWq#o@+Ms* z$m)(Ju|45)@AD0kYjrtg%U2pcmjelb5Hp1t`97D%RI5#$<76EMDSOeTcCa3N{cQPq zRW*XqssMvz|JsjzOP7EK@ZEYF%$z$iCD>&%`q&IfkFztrZyRf&?*&)OV4U>v{Q()N9APTu9?N%(-!j=Fnt#kuBv< zl1f3*2>e2+Sx8)I@7sHsVE8ga%-DnvvDqQ!$qR!VSrdD(Q7V`*0rWr~SmbgYOKlFh zTfP=mq!pnmXp!%)Olzb+7g3;}lRje7ZJve=H8|UGcICkwFLiDLW*>wAMqH)=#xOs- z7H$-mtjV`q$@HO}n8*($$le{ze9F3EXxnvPGv+oW%S%WH~57 zu*6Dt7Uaew(&VXIOIOMIZ_HA?FF!Y_B?LP851RtXrhCIM?c=Zy8cPq*1wKn zIN6w!jWyaut!%+rPsv=&MQQqXw}nk1D`ecpAb4cPjXoZ{wQBOK0@ZUhH0s5{nd=4b zbt>zD@}KKhxz80+Usm?rgi%2K&*@)_cvpjVdNmd1t$9gLQpCWdFO=KovnOf?R5Oj? zt4dD=VKgLpt5LX^U(JGT9@ekcBiL!+eO28y-tvD2B-E;_=gQ&tjH?{8Cf*vK`)JSI z8&X>bwoIN~`#LCGsJj&Uurz&MrrJGoHuRmU1dd<{k&UrnF8ayBon&t<3AZs4L@$)? zy%ygn0)?kO=8Y4{pZ8+Qqzj8;Zwv(t{uKhmW$v|nk0__WTP8ffClTIN)0{7@gtw34 z1%9$#HD1mklqQ+kkfUbhB&)_Noe#urW(Wb`5X)L` zafEtjq_^;=iXMytp=KPi{nq3;hNt8R^sA}%MJ;t2_kA#bwO@e2^MxbH-=8yEwjsnR z3YRzAerma}Stf)A4xJe=`~N6jwrpDkiJT7rFpKY$%>ki)HIu@qh(HNr0tMg^BSA6C(Nir2-WEIMy_F5cg{t(YttN z^%l`RJ+bL888;LukSSvk7jl#^n>-;98}T%)^vq59J{nsnRO6*FVnF=QV_Q>^S3yr( zGxr+ml5K43_n8kT%K`B0gqOG}>9Z{KB$({HnVmLd-Y`1}VN+-JE%IWK@z+51LNW(x zz&c7qhqn07HoJ4a(7prhvQ zPD#v^Q@lt^WJmyauu9*F%*?ijs8+sqQNx}r9IuGubUiq3*pHisUbsr6vZPoZDCeK< zBDuzGwhoCcg<@agZ*gX3Vlwl@L-?&Af6N;70NzQXg}1mK)PiRa@qE`)*Db@PB$-cp zz%Jv{8zA{O=eH~}JZ?}R`NaG34r$&-yFm>0n1051PQ1?d%+4n?y98vlhAO~i`{10C zR8MZa!D5|yAHoVu$~I*KslBMqC1yt0fkz_W&!<1!ov!{VFMm}aGWcX@PFseYUgg|t=KyD;DP@|R`B6@IyiSu~`9pXF# z@U`%@kqUj6_Ix1Z!PRuwL+c+-|FuCJ?j}cPuAdMvjbKb|@M|7^Srw{I(+!OC>>q<6 za6m#$8pSQuut+b=pE&igiX=f~div68 zKfgucR$;vYOXo6D50)p`WY%)Yl_w#Y%{yb2yg`>98~=P0^anld{hrh=7*O<&FP8BU z)Cq6_#6MDH>{>X|RvU4u%0v1Rf4r%bQu)9!h52)fpJqt&fbfS_f_V=L5K+*;F=X9H z)G1S^vOje-)u}8y{f@y#@$xzoVa5q%QUSxn$!}<6w20JHvJz3H(F^^(R>#!^x^;hP zjJiun{T4Nf;-zfc2y7~ zTkA!kp|1}QV$jp|UN#ZHWvmxkRLsgvS_X&53tjX$h4OF2@V?)SapP{X33-=IxZHu`iuuvy*`uV6MEd5@2-HpB z$2?=E$dpkvP6nFD7&0ROb;2M0bI0MD_%_KG2CiG1&8}?VB&Oq0MqGKv`T0D~Uw;uhlit5IJqt<@N&|_DGVyO`N+Z=Ev90>n5@5v72eg?&$ zAT^Rz2J&L7jv6W3m!Z5i+5WXTPy2#s{B8P8NVuU5!z; zR&bQlB9?(Jqb|%qBy44XRd_6Q)vcU+;se4}01MxEQ46u;x}l8HpeAzCG9U+g!3``g zfUFEqU<)K{X3*)coI9L8OHA)x!(}*x;U@ov1Euns#f;H15&k5#%R#_LBa^q=Sk8J9 zmst*w;mPH854fR75w^=a2&l(DhX$e(JxPb}0OGV7W=z#=v#=cb7qEd98E)sWh|O{b zQT|gdvG$PKdt6O<@JvJ0F$ITwCY#^IM?=&4)y5~Nxu;0-Jr!F_B3a`J3RQk4e-lx?c2w!g@`W@+O7QD!bLNeR46ahhHgoTN7Py zFpvJ*t#T>s_Kqp6{fdDr(=+j3vyi2$(0$`Atd$`RVDc97QHQ>0j zJd8NP~8hcdHRR}Z~S7_9@KGuJ@@vg9`HbFjsn&NKAQWBPD<{sQxE0I^7wXR$K0 zIxa;KuYBK`e$NhcMW2zH(@6l~osvayn-+qLPVzXm%-CMwUp4?RzoB)R>KQ);UP4u3 zZwiwzc8M)8ShHk%LI_04Hj4-NOKg3;dy?5i&iituDW z(L|Y|_Kckqm|g_O9>6-30uczGD7ihnTXTQ_vFWcYIW-wgb`mvkjtdCaZJ8zEX) z#N|7MoT>_2P^v-MtM#-+Ew5Tp+7eXtNe9wRR6ZY5$MgS9@iX;u(0e;+HHy!?#m}|G>~7^O!-VMY$t>gf z&vS<&EoKnbvi@ZpJMZFCb^ZiQna@6{^3MxdME{to);+$sL3@B{7+csDP@tW_AO$h7$n}Ta=d~o3nSj&hK$9qR&9v)^_F)xGcnWOHO4Y#;76WjCv7D% zuiZpJpH7Nuv{mDcV^wBM39QlTtm1EL*gc(HsypwzqQt@up&&k=suX>iY~Z{WiAN|pO+-mkuhY=`7(d6IJof$zP!CbKbZP%gktWiI6fpC68;WIH#GOQz$e;;O%Yed`!GvU--lto*ToP}F`S=2j5-#&K$EG~H7!Yt zh>aGG{FD*WZjU%?@k}6-U;61)q&7kZW?6+Q5G?)n^h1h3?Ullfb-M!0T5Wm*s+ALS z2`xCPK7x^s0uufM|Bji!1UcLZnPlJz$LCm0N3i4x+1lWNQu9_|s}p`^yJ7Fn^fbr* zRoX$IE)u;`?K2j(Rt?8Oz%(w-{vfqUw{fCkFl*~r7tq!OP=EiJhvak-9*9;V?xWIo&N+x%~xphFU zDO;k45%l-vmzp(s_mrtU;RCJZN-a_+bGwz><&;bfFY#s5eW z1;)F*gFm|@%V~51oi9=eBLf;T{wPifM=!6V*C|G;W3l$j>si<=LNdm#VC1pZ|1;^S zc8rA5XaFd@_K!9`;)g~k9iVOCzAq^9HeNpY>rC1zYRLdQVH`gOjIUHQ?|IF(2nIg0 zwp`{q>E3ch_M?a+JqOgEWnc>1XROrIQBIvPY=3AgpAEkah$GQ;KeYEuj>Ixb9SQY< zbI<4e7=C?;vxt@4^u;v*_GD!zzI={6o7#j5ob@FF_f6ldFVhwa5rHoq9tNwwTngf3 zN*BIKQ%y0%?7pr4K5iCq16wjMqG8`2h!cB#fyu=m50*=Plt4KPElw|coJ>zpZpJE- z5w#vM)5vGxF%{i(TBSQ&`{gh_q@~~}Gw(v-*mZnv(K_2>sDi5BSgtb}y57o(x$E<9 z4?vM#52NZJ5l;657OD;tS}wdm@q2@XNHl(*&wqBD3qmjZ0MM0(Z086K{k->(+)DYu z-zi(kOr0*>zZ^}LWl=e1VOW?vj3}Ij`6)S6E#8Ievbkv{M6m~jKkIA*l0d^bTiKGC z9a(AVUZUEGbz;vfJfoAySmLj#@H^z#I&9jE%&>4WB=FByB{5IzIfC6 zdj#5(6FKsKNKD9DLQzaoYw&CSLLFhZaV^BD^l-bikR!q`wiIUpDmrX^Z@YFq5dReC z4e26eJ}RHJ@4&(meHKs&0%+j~JK_;6gvD6%Diaw%kI_x8%1X3tJCjfGw_sWs+uDB#+$|l39K*dUB^L zKG#*w^auwE_E#Z8#q5=%TKrwUSQWAdE(FYJMd&CuygL*Sv($gG7DN+Pq~y+pFH#6+ z#&xik-rE&#im$+Io&s&)-e{dx~M(&{Ggons#M z4bEIEcTISv6eGDt|Gdz2pV?3loCcU5X|Pm;azp-8zIK-ET7TE|su9OF!CbR;9Z{L^ zr@BYdeFA1jl=Et!pm1;+`O?Vcz|(Ky{CY2({2IRwmGH@FqEVC!v~uVrY~#lELsM{W zob24Jf$z?TdUyFdKbYw(_|^EYx>%|;GThnfS24p&@)s`VFF>VMftmvrW{oeVbb$q%V+pUJbM2Z))WWmYq+jFrlmG|pUv-gAMgs$P<|O>88uRpH4x_Iwv3Lqc zgJtrJuv2RhMuPCNQH9&Vqc1O_IX||MlVtn23Ga7Nf*{ZrrVcKgH`Yw|3-Z!7PQrn% zwU?==i#fZ2mnn@Ok_t}7d8PbRD0>wD^IN!0AHAJx?wHSVQb7L~#(U<=rV<6-R4&WV z*LIp&NW3uV+S22H;rrRy2O)F;+(*5~ql(jTyq-Uad&NM&%328pIjMKfO4avTg|(GcR>VprSok<1U_>L zE#4d|5;p79tPdXv+;tq&dZ0(bp!z~p0+2Ub)<=m5%G|;(wqGzM{41)wQAb=eoIn=FD z>)82{mNOGtkMP$f)MWEmc~l{+z7Gq(pEs0NIC$Xj5dhsI!T2V`>7sNQC=oN?fD^dd zFGJ>}z$2q1-ZZXbTr4egqWN(?M3EIg;kCamn9ND>J-k4DmC!))vcO-n-##vrd~N8; z+jy;m2SRt1QtW}QdPcAM@$hOPVwHuICdPO7+Mq&;X1Ty-xXo`_(p9oGZ0SIP=xFTm z-@>Pmo9`D>I7Pf4D_+hRSP-dIT`Th^K9+#O>0MSReYj5kC1dys5enrS)U*CBPs@|w zv&-ZI9UiVO8w&4Dc`z#12wOeq;6~gw=HQZ2u%pph^V>O%gK=4-ZSF!1X-avb4>U{M|sJ$B3(b;~u zP7kY2c4|xk6Q~Jh?s@Cqx@`2qZ^vsb^Cs|DRF^!Jj8c!aRf~SvoYYru_l)4&xKI&| zWFx*Lh8&p<8}vRGqzmz6AeoIEW#xy;;9*?tg+;B|sFv{|A~_U{2|fDBSkBZ1t?)=% zxAC4iYL2@Yl%@f-2i2cuiGXQo{6)B2$aIZ`@O&h$49;LnDTj3N-_Z?ep8vpz+^P1} zrqL2OusOX;Whuq~?nRO4q}6oAQHiQKKM=v-If$7|U)i11wWWMLm$O@<@$-aaK0a7; zwT35Fd$Yfji@$$z=@#y_I1+G^2W1+X_YZla)R&B`&Y}-#L`-_Q_@vc_;(dZY!WfCI zBMv{sESwMFEDv|u*~=FOk`Lf)bA}Y~^+5vkq3Qhes;d!qaf4r0(gODiB$;~_5(W~t zxWb1OOd50Z&s8{bhR4HWE)cE>M>eu9Kbt$&w?|!Jn-M-r4UvsWR)FB9JN~2#_0)EG zPI)E24M`g*dMjp;Wov-5gl%iPMFL!}iQpbD~KEP1xbawHhtS*1w=k2%8_ z*0bY2n`o@>YWNQuL29%Gi(fDQRUxV98RLwlzr)Sxf0=3V31S^hu_CR^9hN>}7qmC(casIx`Dp_P* zJX9nzGj@&BDaA(I?u!A&hbKo_sROcfd4>rZ({O* zTD?l-Da>+*xm4{F4uxpznuZ_znGR9}^jw(`cUKgVC@0y*iHl`&GG)C#g4 zr&V%Hea7P~e=L#i(x0Kby=_!aGUK2r91($};f!j2X-ikCF=>^P|G&*oMFdJgo-x` z3r>2fIF|?erpZEWkQVe*apGW0(MTM5mWyy$>@0;WmjcJD#2=Ub0~HT@y+mn%SdtQA zMMCV&%x%`D(b#!3(K?q#ARQZGX&b(f?18Y5vpbIvfjMzGJ>1?tr2yK{qnLmgbyrMr zx1-kZIGHJMsP&tpjM}r~Tyj{X8mzWi1uQ`V_-9{m^dE*9G((_}io}!7O&PCsMm6qk zCrVYK4$Otd_yO{!ofd5O5vZ;Nkqx1RBf?2OpxBMW?BYn;T1D2Y&GOvW z5IJY59Z%VVLeDZi1dXK&9CHqcr!`taF%?sVX$GgwKZ%^MJ?Um9W-_HfIC+@^w!R5X z^x+%O@r3k#BdK@SOHorxAUcV5_(T41I!!kn$ZoG{K*gM^y{L&5jm(!EsdMSJ-9%0( zF22uhci90(>g0n`#2Z`S)8?SI@A7$xIE3^aweAzsTNaqPG#u+5Ed=ow7 zIO+tw$?CTj0#+&fj&`fM=-k$?(w-4JBR~v5?>)#)z+$=ush$&gy7Hd_V3H=#P9+%f zjV`Gtp13o-9_t9f@62*&UHEnc$noAjRj)0%xf}q0~uC)j5YNr*aA0X@dj8K$TCcq{I8A1A?EezUN|E5 z>m-EUC#pWq(IuVHMjsV-!ZuZIo_*!tZFBkqw3&X&l>R%>$9Yw5Xo*S8`ZVs+{(hVf(w{`CsA%;W6Sj~MOt!jr2>?W?M)CO3uU{;0 zTt>|z@awEFy~6tx47??w*86k86zwo)hsMS}41#iPgAek#E{p?8G8kcu5qe!Upp+kQ zJ+30YwHB^@ryAS1eiz`Z;+_(C_v9=9#nUyOg<^v894^2Y(Hx!srlM96ayF+sVQaJ; zmu-aX)=BR_YTIEQd5=lR?ic5+LUfV3-Lix}v|69Xf4_`_rllbM)S=S;P{Hddi7goA z*xJ8^P;6LAc=`XwdIsN0_b4iF%;aaD`DPdbiS#;qABr=pD#sl+)i_hEz*DLF^eDS4 zvhhpzVA8UsXb~BU(}x|Pcaw%Uy4@8#=63-p6e}_krZ5eam3bTb17%35C#f=g-5>8# z7^C)6Bmg)r(4JkY`J_F?n#@sa)2>}Ee^Mn}$9O-jv-N6uBa5fgv54HhMUnZDw~ z*&d^n{9~U#48E0c*gZ_U(QDu6+`GjAv6}4JR(Uip!dSg*7vK7MD3?MX?@Of4<>zNu zFX`MOlE|?XKKazah3VfR_v-}4@2O9G&uQi2l1zJQK+CUpUI|(tVQqM1s%I7^(Va_+UfOZ>gJnQI{_%-!A;ik&?2E~0SPsFC~@u^RF} z)4c(+4MGdYX_xIa(~mW;1^lsl>`vs+(@|`Rl1iwklvqxBms7ip=T)gPK4KZ7TK%Bt z^1RR+xkk99qfRZ|%h&nU3c=!Te3Aq~PAcmqS&FzR$g7!Q{HuXJP{Y-==Yw4HvKi`9 z3uH2QDhZZW42*f07i$*(q&|HCY>{*e5WZ@|;U=*ZrogXPfM#3lA!pAHR6zwpiVIy( zgIJx2#|z zs@(gdvhc;IdEFF->{~1*-sm!y%OnH*&41&X_O}R!!K*2F;&IS;iSI!$V3D67nlogBL)g}>C%9`7xpwFuJI+6gmiHX z>7*({o>!9QNFxGxMn5o%T&y5%A|%5R$r~2VIsQv&HGjFXSk~gDlR;uX8nZ~==LQ8~ zCR_qTmj>BYT+!1qEce)J2tqV~AqJ3y1>L@Lyvqg+>jc(5Xo!n>4G!uhK$eCJI+aT6oHU>Qfg#YREajUJOlTk{5JRi#bzKJ}j7WS31s?1@JQ|=TA zszV+1*rGkkUG6R}g~+UoCNS=qVqn5$VH#JEG?xd z79x)-@lFb_Kxj!QQJAf2k-l!d-enO;YP9!ftgutO5eP!me;A;W_loi;x5^(SW%O(m zjh2J@TPHwdl_|W?T@dxXFcsS5f1Fl7a8~@;+E3#@y?L; zFwKU;(nS+Il4!PpoiAT{a@kNv5(=hM-zX=fBc0FrpCa|QFSN@CG2#_c%{z-zgS8;} zr`mTq)=&aCZPGOXNxcOw6hVkL5V-B#Ktj*-Tz^V;wEC<_$URlqsq0Sk6{{Ue1fK)%1IXC$Nx0H4H*p_Qsdi>hWzjd&=vC3B*F;t7#;UGF93A^@ptgrl3k z29~uFe8Pva#hEx;HWE{qGjXy&QnMb*A<`om6t=~|ZWiXguTxzKu8(u6*nTVF@n8-p zxp#BrxfX5|#SD@PW*}GAbA~z<{{J5=kV70_CO!wFl5zOVwT56Qa5}YBLn}>8916c~ zc3)x0g}AdnLH4HgKaqfTcET{FFur*Cm~m^Bhdf-_^UY5XqFw6ZBfZ>@5@3zW0M!xR zZ-upTS7oK(4ge4+Rvb&ef`9`(K79a5#l~$=CgT=FJBoVwneTCVvXgUA2z)Gw~F*vpF|5Mu%zv8HQ^qHk3Lu5>8Dk;2N( z52+1h9`jRjO?88eeHl<`SbnrhE5$tPO$mb1l8BZE728hcwv}5ER zrZC5~49-oF{Bitt?%>9mo-7^}azGi~bea2=kYVeG9CjM~^g4^|$K1S9NcdcYR<3VGT`vh^axqMh+# zC{RF2kR*zAvXWNP)YQQI5*Cj%u)DKJMab}a1}}iJQ59brrpSlehX|H&SnJ8iVC}Bd z@m}ZlvX3-I>*yeytjCBO(<}bc#mcD@t#{dUE!)o_IZyq4uQg1s-l2CDxWK_vs{EN` zxuUj#ws#@a3POwG-(mxvuH2VLbcji{duuhMu#4(-vJPz@d+?#E%;|IMZ#S}0=Sh^> zU#^f{`1Qn+_rhVtiy_#WRXht|G?Rl)q(kPGN?U^_ay^e}WpG%nlq5d_i%`mQj{Eo5 zZpNs0VGrz17F#RJdpHNFst46Paiw5zi%AvkRxtRuMEJ9$yjG>_q?u6uticiN;T*GI zMP800&^pNmJ5h}&_I2;1SCsnj)}}C7=T}F%=_l)|xwV$1gyQTCMp=C&7Gx3<2W>@2 zUzcrm-#}8x3G-XNzl`uy0;KmsN<98}Tf!f3oirsW9E>UkmWD;*txHB7CFsHD(&|39 z1U)-0$@X~5EWF7Duj#*o-Fjgs0i0bd-ve(l?0+M37kcz(2io7ZTEgc58j>$Kut4aT zWYf5ph6e_4C{^Z4Ihz2)0BiSXT3m)ro+KHcqUVEpKi2{>3>Cmdu9MYDD#jm71D?&4 zwz&2}Mmy$8pYj&II-hXRmNs;8%SQHPB@lBC-}_dpE~eqnj;zH?QP^qxUMvvM!`xRX zDM*Dj$o|u2PZ7dVTi6aekjNj`WB^G2e^?o`c;290e%?8_=;i-2R?f;cXG@?i=&^Mk~@6&*_ZM8mnXA<8Q}SgGyP&w8e# zHY+9cdT~phflLt+QwCbw`|~`NkQp=lj*iwT_^A-0PH#+1O^Sx?k4FZL8)8 zBS%aQGoikEiBa$HWIVLDA7|tN<6-g^WRLn~-&pK#s~zT4^U4Qcq{Rli!=R77sCdAD z{pGS6USH>d=}D~vn4jf(vWCT&T%VzXojc)=$kSS-QNtqLByA18)Rp!d`V zmh0V3h(-mc`J*N^=_!4_g#?axcWq_hDw&mDp%L3x)(X=n)7x>BM#SAjiJ+w3MnH#N z))+hiVra+n<=7MGTkwTb;g(2m$p>s%ur>NN72Ar0ydwYc)DeU|%D$Z6@4!pU(pM1q zr!DO1vBU`&9@HN_DD5;oy`Ux5l1WteUSfBbiAS8c3WCZ^AU;#=U}(Hk%^2INc3Pu% zV#A}dpJPcV_o{6Yt>z)98VFdopM})-y`I*u+^McvNEA5ipKVPkq7Zzu$=G+j8?fCY za`v3VW@DyO&12gbgAhPk;IE`B?U~4f{&1u%1b;W00~%$FBiXy)2ivK+Uh$YDdpw9I zXlz08igkr(q~;;)m(f={lXebmcg9s^G+t|rITZGOv>>Y zrZdGx?%@!Nv62UND77oV)%JlWS!#X_lzn)BjozvxyGrI1yHiW?9TUVeq#7vel;UHz zx(Ml)5%Fkkx|S$JH0=c)DV5YSziQnn=miP*Oervd?%2-NULq?Yb2GlgE-&ed`1mu5 z^Z=XH{J}3~s1&4V(MfW1=@~n~{dXD>e>gt)v)b&5a`Z*g6%^lVX`&AK0A`x;9K5iK z8!Cbc#lsJBA*B($9mk2nYWpS!|9+eFcB+baCN_E+c%p9f)Br@03K@$s$cM{V0; z$w>V9VXRolLHX*Lq!Ri?>;Y~aQK((-1q$op8g4kfF<4S*#n;J;J_%bWjA|ZdTY|9! zu)#L6a-z_W%qeqjK?M(=y2l>G(Ya+@Rl(4cu>|0218~T&x?wk-$TBf>X*yr^S370B z3O_tg8x%jgN;2QNcaM-X?!2NwKB2kkyow*!Od@e?Y5Bf4#ld^d90w(JL2~6uxj})R zZ^55ccRk#R6GlxKh=sNOGXeCp^=hHa>q;+;zpA8@jjc~{s$}|fr;T1>lNHtbDt=FsKrZq8gIVcBd!a1iLusRb|dDhX)_DCaZY3cYIT%yL-{3g+8~^ z{|*ytB@G#{dg zmA8a>T&l;0BmVCCuLTP156i57!73jmM4VXI?anWX9f%c`at!Ko+14MlvSg_;=KO>A zaTADv#RV{gTf4_3BG-415)EyZ#2G%Q`!(uJD|VFR!#bLxMHvu;7pm>Rmlhe?@lXE| zxptb#%64Z$Gsx(|FqDXG33KabbRs9>*{x~FzRu| zd#j*a|J)d+0#Gj+z(of5BYrly;OScM{ojKv6AHJJcdJ)4J>aA%K>4c1GZOhw4UY@- zSjvP4QpwB9H$bi>pnR=&yPF@xYqB|7K8)y!y@W>pMm1ek!&J{ma3zId;NpR69gf&)Mv6R+gj^saoV_HkL zCI?1EGxIlL&mqvhki=?$3;tvGC#g0&lOW!lihToH>HcwmYy4gy9WwESGWWZ<(56`7 zg8Hyf%p6+6;m4jK-~LnKRXQA}o%B4bM~pv8KB>xyq7c z*s71#(+S8oxS1q3e1L_fSNA`yUgK)p1mtgoMu0t+${~vXJ)?=wP95imW&wJ4LpxG; zAF2rlaSb6Kd5@mSJy`-ALCJC`eMvgiI|2hNTU_V5)kh(kvZ`JSc+wn)aP2zOP>itV1ZXjZ7a>F0dOpjf8oEs+TAE>r9@mlrEEvVr%q`< z_L7~l2MG6XX^ALDwHlH)aMbP`|5V;%4GL2BIr|Xr#bR=NTCA#Rp*?6am(31BSz57@ zN{67KOE^7mzgE8xEPZuwm_?Y2zv1^0PSTDkUeY9eLQKpi#u$r^bHp@vVyNSG68H8^(`3r)?vjTg)6f@` zuwSWIsEw-2wJu6ku?)Hml=jCpL01*A{Vo2{B+p8QMt6#uy>0%Lj$+!#1ywdJ!qEAsc9F)L}`Dh(5GySu5Q0h_c5%zI+G_S#EbeDEDp;L?$0PBDE zQl#|l1?!4Ck<8HBP<%51@W6G&xS?PhRW`<^?!$2tC>ptA+ z4_OhXLP9A+C(d_yYm2lUWWw?WT<~SRIETx80k%;0tlVEK>p;Rn;~rhwuVOx^`T!nd zY-X%=j4D(A@3u+&dA6(QQT4KL4*E))=7Q(@%DXne8OAZ@tuO&S;i@a+Up<%ZIAEcR zSWQ!6u`-R$T?lrCBVi0u!!3m+2W*Nbxr5G2U{I&be$eY$7c2Z$O+2r*4#0FtpCe?l!H@Eq=p_O8o46j!#y zTec+rwsQ1- z8Kxsr`EzO-YS_vws7E|oV0)xi{E0Qj--|K4D2Z|rbQs4EZ?jAmF=b^)Q@1;6d(p1i z#;1Ia;;!2$z)+U*Ls3~d)}h^UJAW(tfT>``orWGAY2FlHs>dp{UrS+<1Fa+u@l~lj zl>CT}F@=FE3rs@3-FvPTcd6rAC3Xtnft>6-NnUT>G$>3PGx=bRI~Otht|;(KQo#2{ zy5_G88j@MA(Msn%pCvxRqC^Mj^w~{Qk?4|1W_`>{iar87w{_kBz*)9qivNdt_8a}v zjZ&@4&Lu=!<)V79w!ygVj2#p;?>MLRfHR2oCu`lSfq%+sa_)tt&cMHx8>-%qH za3S_M6{O3FM%-`Y>SI?Dq$z6vw2Rp`%#`Yi2IGqT2Zj>2Ti@8#*XYsDdAi|%FZReJ zs;_tnuTI*>poGEmNa|}Sx!uiuP8&SJRgbLrKd<(z* zbEJiXQ~&p#?S8L=4Z@c4_est4Z6K~=3}&44kY=DpbnOrMCXX5?+AqPpGjRYRVqXj- z(3)W8k)(krCK?GSJ3RVg)xIK9;UXx2=bBu-8nKhi))xEehy-C8gVZ1Lxw&@ds z%S0HP=oaE+^4?%O(^TW&4rax{rnvt0;u&!QAM%4B&@FL*VIJU3*AY$8OKQUUml&^y z;w!#F9_4O`n5n4pBT};Ew<-OdsSTcmMkfJ_Nu9a<&zsx+7&Hy%pcY1dK`h?)?>bb+ z9fYI;kdOV_Ekuq|qbtm%_Ncq-n)Skgh@c@=n&F+&V#2>OaL^D&K(l z)`9H}29eHTe?H5JO@N%RlW&|?t>fDkL!=9XkeYmiNnDI4T~gt!Q!W*FKPD2peVEG< zvU*;+wu0Wt4xfco@n#h=jXWf=Y_#XxXcEtW$3{dUy_03X9KtAApZyjHK`e?wst3CR z)inFwn8hwR>i^G-frdOS9T8FVL?>=%0o9f%5Qqo=n-CJ}V;mmgYYhW5|Jwex+tF>( z1|-safg@VyTbTC)=K{V9Ykc!Kk1uoD?XACcg{cMw^k$8&!ezUW&@I0{(TZ1*XYC#V zG+#6M8@hKeK%)Ta#{v^20nScjg8RWOqsFjuE^ZVPjI7ltv_JqNz*dF!Og=U*Ho8??T7ci}px9X3(Db_9c?kX5rQ@*W z#oLta;sc<9;uhhm@?p?4i}X(0h$9E+YVGxu?GV~@&qGS)9UE*9JpmK;Y(a&7OgSlf zUN#}64BaO29d2PS>>E8N$?5FWu0W0-4P8-e`t$17oVUg((q=)$vwg*|;a4{@f~^bw zX6yRJA}O~Acz#whS=C=(HJ{?Tt_;bZ{FdFsquQQoCUE$kX&Q+yk<2Cdh#PbxlG7)L zyu6g0>JIC|NGvs>luNYmr(59L;eYtdC51&0br%yjQ+YC4d&&(E%sK+^2--T|})ou$?o+j?RW zFNn30oBeaLjn5!V1p4#*_C%<+gqof0=CJKh9*fJ$5P*E60 zFjUOE9d^9bEd9z=c~XXCaFu)P42>B-r9GFKJ@L51OCpyBTKCJrVl0S@mSk9?#}j;r zNhzb)c)a*R(yah>+E;=Ti73`n>o~nD31MI~(vP-{QqV~mLb2eSMmrRAWZ7SjNPu7o zRJX3o^CouG{?{b|@!qQ(I7hl6+n$HUb$YGM#@aGezKkKq3=+ADoUlG_*TsOE7?0TW zLq~#3RRTIf8_v`~_=MoWD71^%o|j>@P8rK5bJHXxUt`b!&CrISbv68sEHTn_UbZs; zKmhpzJ3yRz?MLETM+tlN<+({qpHYir#VMCLI3RHQ=rXZ91V6ga&AtB_bl6Kdi>6Tz z$6ZPGa^ z{KAU5wu&I&i}-OYx_b~azIr>=>D*ZqGcEkeqVixMdBv1;yRO{dtr;f$qGzR7^AnLe z@lcSdEZ`o8HHBnb30K0&PQRv%+G{_2(UCyxOljvB%dbAlMu%zTUar2NOphPt@JIS1 zrL?liM-wRcj&DO{rW^!fK<$N!ELDOuGy|;6hOZ(Zj3L*B{^w8S4gx#J#Elmj^wDX% zF4tm|CTmE#WPm}SW&j0sk_A>?e@2!hFG!*>QE^c_X@rIo4Hh8gM6bE2y{?-7;x9n2Il$w$;9o-r#A4%uy37t%XjayYX;tiR_;S~3cdf?k==kVLw-b6It2-*%;&rjfi_gO^$ISuu2);{0CqYyMrag) zj5O#I@gXJdqyihr5>%0Go0SnPb3L3<-3An-Y_l56PlTbAA|#5CZTJsk4x3qME|fem z(;V()SU8nbY;_uwRpmHg8j`J=LAHrL2c@!1t~ zY$%nwH`HS+1t$Qyas`90n6-<$k?tw|7CR5rV@;tcD>bnaEvYHbfjvQe?tM-p6Cu4R zTk((IX0wg?p5zxyB4gZeheD2K%}E_2|9+X`eT5LT=JVSsu8?ZdX%6)&=n=fP|3psJ zY7kkAdPOF@{$9zk1p6&-Q;5GZPR=;^696SM46#KcjLRkwKQmiO>A?jYqw^r9MnKFd zf{j7&mW@tUGOd&=$`GyFP)3aNy+3`w1}crrlAFpY$ajmWs+pd`vRT3kW?8zm9OJux za=&HWOOytUnMUz@BI==%ng6zRR-cd|w5xQ?)Fc5{qQ70jQ}{c6Tb%FUK3fftDRj-N zz@xCf;x7cM@_73+F{S@sFhHH;*LPU`J%sJzvULs+5m)BBimK_u#1*c!mEGKqLsC`H zTEsc+l9P!w?CbH%LqQ%2b6l3YfQ5q&9J#%hp;_Ap@@71V9DFgqLSwY0FTMLX_p__cE}lH0j*l{*nPXl-4@C8#UVIB2|aMn!s2DF^yOk2I5d(zSvn=I@q>ZVgKT7Xk&Mr%d*S$U*edPp^diBEI2%`KJE2nbtU0adD|=OqqB zf51}!fP1u+8DX8FF`0RP8@bX?xadG@ZD+fLsuc>y&b9xn1x1%jzytp66MGn%?+P+B zD9W4hPNG|@Y(idRcnZ3{vT^{Xx&8@VLNgom7;d^-4v!^dsQ{Yfs6byj*CW^X(C1N% zqt3Q*3_lp>GP;>`>+qnvR=ewzuIw60cXyADE`RtiFaJ{%ETK|re*aE3M3Hx@c5X|Z zbJh|T6B>s!#2y=P)Z%Ik%Xi_F^Db|uX(J}gQbXFU1G;x8T1%nz%{*=fHv*SH2BbHnbMSBKz8%UiaefF|{x1w@*s zyC%Q*KRAwAIv23jJZ+0sz1A3JA|IXsbR#=%>#A0Wl+G8#8D}IXw}$GOBZ*TVobxa; zk;5I+)mjs^)KBJO1(AbSdjav>kGgtT8Ew(Mv!sr$?eLdtphz4~&{>0`ixqm>NvAbra_vmG@k1$7P1QjRoW5?YP}U9gr;Y)1FhBQ&FJ-P>ECTR9a{&SOd*b4z*f7F(YuPlsc%<-~^@ZGB(gh|n6+Ae`c6ipy?GB%;fFh6B&la3A z#%5f5bHwXqtRX=SKpsUX6yD={d|)V6A~-txky8-9vM37>TkcUs=2sp^7eF&r;IBtX zP?4f_uH$|3yCkTia+6M(m%w! zooYi>?2Y$x$44ME&}bSttwItpVaL!i2Qo{#z~&dg0L$|aAFH#Za~~UO+DK}V=+bDP z-);tSu*n8 zFAQC*7}XtQeBwC3O)X?XSy&3+1$lX=3fRSzcV$?7Yw6q|BiA;!t$t4ouBf!sipgL= zc8)^<7qo5;&_rNg0PIN`KJc5)0G1Ly0#~*8h~fCs8+$kFS8KYsbj zf%pO?{SU_(w{#{f8TSA4Q(!nlwil@1gRMjO7&se{X8;xM1#;WE6t&+bc4v{&PQ`}^ zX;mKSLieV+C--~!cF}_aUsF2jseDf!4kJ#-td-7h)&h=e`rc~kN~Sx*33Lv}vdy4V z0K?k6b%Z=VR{jRfR;WiYr^O04E=};j)zf9>lUG%#eZ9o|CMwo<2>LqIGzH2uRwda? zLEq(`Xi8`i?-TPk29n4^gacWvjwhrIu;g2+7@8P0kX7Y-d;}%#SzH-qa%`Sl-d^o1 zgOP<)rQObUlMsbmA!<4eR7^YUWbzrp8XGbUwITHC_3~#X%1-}*FWHxVK`g1t!JJg* zNyeXu3n~`(J!zgDvCI{oT+MY@-d8n(_x2s#xk!2V28z~MWK|@&*hGDf-fe}K7BOZ< z1bK%Y+{e)|6H0&({p6Gr2MC+dfdjeF`4;hAIrvC-i2Chh^?OE?tX~KmzNg2@-DL?N*?#3pOFAh zq*8ni&(C~_tzS<)PhyJ+NGR?S7a`KQ3B^DuYL+@sM+QBusObogR~b;X9-VLcyqY0enJpFeMvU`_+Fmv=Ylri z4F(Ly{Qu^m0w-zPkW0-HZ^*60kwzf5{nNdmzB;vU*s60Ons#)_UY%7T^o}Oi1R6$q zH7gkJ>~1&7L!A1l+fy&9QZ{h0We(Gxg&9F|umJUnolg)c>F$Ge>dsq}-8W?s_0EBs zrYrA&41xeVq$WHfO&P(xK{|V$$P&hAkMRo7>wfASQTDD8b06?2_D&g$)d?x zJeI_rq>Y&0?rCm|bcm>lbtKpKpIc72FHL5^*6-+p{SIKf1{Y>-oLa@kip=o2tkyoxYfLVD?7QtuU8`kyaG z2$`(WN!d^NEjmxG>V%KKM|r{|ouOdVdd2T<9|Tdzt(oVnRogX7XxpVE?3)NzZtT2L_;gKos~zoISlz6c6n5s z#rIo7?mAI83Jgl8;fM$+pZFdHB8sy!v=2LV)!wabCGG_k3L+1gyy$3qNP7P^%;>ht zXKZk37_`IJBFNCh)ep-)Md&I1i7xWTY2`K4R>pn&=jEaNloIr%2dzD+oPib$`IwB=Er)p=`i1fzIYn_Fkh)*p@EhyhDhYBzQ-No;_ z28PPf9pa*;estqqBR-_I^DmjnrvB=X*?J{7SK%kTe}-yk#UOb1CGx9*1Fo5b#f;<) zmZkF!5Tmm?XTuh`M3G{<1XUi_9L0c4{=dloq24v4CBEo5X}*QdVZOHzjxapgXsaE-UH;a? z*H>pL4whrHg%Z6<_aDAADg)FoML|9=NtkZU7T ziBgMj+mc}Ap0o_qRy)Kt3yWSlq3z0$L`4`T<`}$lTWzTCT4Ca2mWOH8i`o_i+HxAk&|yE2|VpNo%gd;>4;L zNUQ6bnV__kWkR@PM7v6eXEhc?VzKco@Mt}QcDJkbYbnrW;X zt-%~2(Or0yJdZVR(X)SEJf?=jKN6%lK{cJkbJk;Jz_`?pbS$`g@Nf&$;h+*Yr>M!X z=*Pm>TE^XLz;H+>pxEsudYK|C7A*L(tN>whR4!XgT?DxTAjUzF13)%w8zfQO=v4%f zy=xddVG2m3sj_%T5>AM?Lxjd5w9KJ}>+BPHzpDzw4jq*=t@vQ!(O)bhbjQ5g7F%`}xiRZoLMs6na8cmsCv=H9cuJ=CddF`K1C zxgBI?RAgOLQitcyyZIq*m(A$(SfF&#JfCb-NPt-0?Wk+-Jc2D@u-vi&ENY~3P8AyK z(L_*eirA-YoSkbx+}@MRfXb+Z>v0*OmWC6>+19F%OE1L;m`^fQGpa3NF9>e;-*0;- z&qp>&5PYDE)9X_Yc_n>~L+}kO(MT4u2o1b)NK+X4Dr@-7UiC1+m8#cfVXKz2f{ujP z1YL9yo_SzhsK-KgGwpFpUUNt2<$i(>W5k?xzqY9uG?;EjG%}*gE)^a8q!p`K?Qpj7 zFMVA$f$BY&m#Vj072*ZQ%oE;#e74RuZT=}yBFaD^j49{c+O~B^WFne6miH=RVfC-O ze+pz+%1#FZ%$_2)JW5e)rVQg$@;q{hhHX&c8zqt~6;RQ-ZHnzjX2``h^A-Go{wH5- zDsAat%C^QUIA9D>675GAKy5mDk^KdaCnfRkla$P3pT-^3AEgS?K)HHuEsQjx<}BfA zL(Jo^=L53!YsCTr=(V(LF%UTXj&2(RixY2j591)ix zs99dF&NIbKHkL#rj2Jb+_)VBdaCQD37@N~&U8|d;XrL43wQc5Z4QV4a} zcWP>ww+Fkuw`gG{B%W1b1&i?$Qw&+PK)z)|T~#Vn_5i|)8iOg#R9%5HwuxB{-B0#= zej=uo%LWJo zsjL+(K=Q10N!W<{(HAmRx?mR;DrUJks|4hlr*bcR13KiR-MWnc7eWGVl_p|h_OMAy zcEKt8bXIi1`B_fN&#-r5(kTUn+bjaw6S#@Ha*gie`GXST!t;}JcSxvM!Q8UKQ^jx9 z;=Q@e{`(Ie6o6L1b9kTpzpJVnu9B8H@ffwJbgHLZN?dm=oK?J81xbFG7^>QlMWtcJ z%*~{JKq+9bX=NnwwLwm$1%^PYwszY29@?u24O*ypJ+n_Bj5FC^8`=dEc*0VUKnoMB z7KOBLMRnb4HCxZ`gmZWH`prcoW&%=EI6X%VL`c!nOqK2;>@=;0j$K<}4pZ4EM~ue) z1sfT0r1v=>Is%2gjrmq$oATO=ZenPcaMR1?cq$Tt0$O)^D4#`1;fW_ssNY+Doq(0# z&n~JLfwF4+T+OIa`8q5bxD;6x0Q0iC($W;j2ZX}o<;JNtrqBNp%zoxF1+r%`eDT)t ze6%slp$RNWNNl0Hw9%b~fIz@m{liEQa&h6lfRcvXvzeLh?We_Bt6oVRriihZUiHb- zY0x-%7j79p3ccruH=b4d4>yU14A0yqLqSB$jsOVOyZ+D0L@Uh^b5yVP%!@iEhk9~l zQm1O8zDssjJ89v}G52X5A(Ft*72aj`;y?y#=oF zf_6j#+LoSASz$+?)%79h?Rg9}V@@Y;q?GFQ;0;W|S0gpXqb0rua$4|4WEj=S@^^Pi z^p@+r{wgm{F(+rml5fCsYP%in%X%TZG>G1rBk?%yoN)$e;c2=jtDQ0e5(5@czKO9{ zTFd7neD$AGQV}!3PQXQJPZbWflMn(8$tdn2c+HX*sK*2E50#^Um>MKCk7P z!~vYwHz~hZCFU4mdiVEU=$pr&Q?S^a^m~`t0gg+$RriF_&FoU~1ROKs4f?7HR_R16SHxWmmN5$;+fu+21lMsG-Oa~H%YTe(cxtE z)#c=jKwiu(fdV0s1Ft8D-taXWidU(LN+5Fq3Az~xiFAJyuKar7^W-=dSL5U|^R3K? z8R`KNZ0;mUG)Y_0;si!xw`t=}$0#0UT}RuGf6*isr626itCqOOEl56Ja=N#jF7rz1 z0;=TC{Y_|>4+O=EJJ^*0w%Z7GU_g0(+fho~%k=VXz~+fZXPPPfO?^pZK0xG z)vOTPH>`yTy^wKz=5mPbiP7qmSi%BP@a?nFgmYC7r{0B7LZ<}Wk;B>QG}Sg(L}U45 z_}?JSY>;8KhWViBE^z5gXc2Mh_z_0gG>O6lNL7oGp$2!N8Oh=OE^2r~IeTB)5>SVV zloN#aI+wq%N#ejhh+m_53NA%C+hyYc)2U-MDZQ0r>LYu*#HuY-LBW@egbf? z;LGJ5oT7@K>cLc20t9+3B4iDFYoa$~bQy!Rmq6X+P|YdU9%ehQ{=38-Dtvt(dWm84 zOCe0=$kaQXlN|kXcH7tQVYY;QgNJ+D@Sz zpe?&pPbM6JcNB!yN^5M%QcBn`-st|gAZ-|1pSHr51m@kJ64)HP+c4^p4)*{{S*7$?!1XDb(+^5CR4j9=D}|20#H)tNcJU{x{=3^teurmt z7yxvF9zS6Z|0dNu%*yP6ce>0OuNI-6Etdtu{xn&IJi55$t0!lk3*~93$S=lKr~{rd~GVvRgtq#4uNaxhKEGwv!;(?=H0q>ig#Xi}h;&$Y4iC zbp=jX@${n8dvbET+TEAa@*X#`HT_k?tpcc38LnG0NC_i1p=p3y=EV;Y zzi~#`ELKHkUG@K2;@gluB=gb_6&U&`cpPz9VtpY)N)lg$i9GArE`C|XJ!$!2pEnT? z_Dw5o$st`je+s3rC2X|St*(Q5-aTTnym&^UmMA8O3m_&;j|`;+d}Jjwo~bSY4Xd0~ z^*CK$JI-YUfTMK!`a-~T8^s8F;>h^+ATlYL?Hdeu_Q?mLX`>1{rIjbch7$|+I4m0e z#dhYeNLwI>69#tP5~KtY%&pr*`ytO?_%C)2-I_pk5UPkERLb!@JEvcFJOcSvO#Tue zf8f<%UJ>rwGej*}HcDMl%-W$l*$!G5k>^Ui*myHmrn4_eHv6*`Kpe%_1KK9s`47em zl{uUN-90fd+>6X@N3XRncVV4=LHmx6uOH2^bP_2dOY=e^;oMPw^r}>+5Lfdim|_Xc zs8{1WQQQv$dod5u8%ThYN3y9#eFyVqP*EBpDppSkTV_{=_L+JTv>Fs($k?rJyxORs zDun1r_Zh=FqLY3N$_e@x#-Q9M_~k$$82hwyR(G~6^>e^(qOre z5APdYBE?2ivBg6-~%Hv$wMIlBG-5b{);ComPt;&ZIK7;Z>la%RpM zC$N&EPa|C(s{i-t;Ok2qgM}|G%Rxgt41FZKggGavF=ZYU*{MJVQWuM#^YXNG>sRm? zD`Boanl9Uye^&x(Y;EZzzXlPpf|4-Bkm6?~=Almv*voedEhBH8vRCD7fr)7IX|&|d z6dqvRX)tDJT@e z-v5T-vJLGuqwO!zG7(KEW$I=PN7Gbj{HP`51<}w!0{gFH%FEbc%>t%}4(EGv&-ShQ z3rFqnf^>}VG4d1_j?ZGJ_*7?#m7Ug;E2xhozAgL8RIV27w(M_3y(=0bGj!C3Z}(c0 zKbNea04G||b>AlZe3~6?UPKSuDs3dG2To6?E75BfBUG4loj*rzL=%br()gqdM$TADR8GGClcdiH zDQZo1*<7d}&;Y%OTjb7?9oV@2{Fd8DX~(705`*X25KXX*d!RkdzEm+0N3PtWVVu=` z^BW10Bp=?e;j2Gp+olC~_??FEW*VZ;qd-S0e!lWNp7l&@K(sc=ZmyyRh#HmnT-;9J z8YJEd?iu>*Zk3RQ6_sYMEAr2wKwD;h9%$#XNI^md?_ci&0TX8e)#T74_Ssrz2L zibQodnzLxZjd~LF#OW>I%T}cyi75fYu_9}!F?KPHLr#LGoi4p@&*39Y$Vru@p`ae} zM&IKmp0N@$ev)x##?Pp1yF%)Y%(`Jd$h;g%QHp~#G)mi5^4)1fn{`fdL@N5+iI`ne z6p)7RC;`(XJkae^&zOtPs-pPQ1p(so6>Pz>DK`?v@Ys%qIS}5H)~r~cK}OAFf6Zsd z`q?NkbvYUJfVF_oRWcYe9Rpx+>;=-N*Z+R)^{*RNq_$tL7bqIeY;Jj;ZD_>pL9QsK zcyVj}SbrocP-NXK;UOY;rl9*PWoJ5M8e(g0ty0?=M#^r)E3ZJyV{G37$HhS%d4yCP z%v|+VXh4(<4NMYGQPehsO|*m!IwJSz58a24>SpRi5~uc5p=E6?jLX0V zNU^DQ0@)b{O%s@xg}DpjlPe3OH2Xnh_}tl@Hj3v0E+TQbE>8;mx3zTN2LClIFfHql z@T#7aeo2*pO5`5G5xgi@CGn$x!E3WZ9dScc7A~#)B&qrS6p<6_!Vh&Oe3xnA}(0i`7#@U7d)eDJ5yq`lEdXsNJICk9=Goff1Gdb^N)%_L7@?iflezN?ot;C5NHgL4p$%zXkFglF*DasB?&(O){4Fxt zp2YCnYer>_ObCWoMxm8brsrT97w0CYWc$(h{6LPt$;Ij|sT$2L^k&SU{Ht5r+T&53 z=3vI3P;~oI#MVMfg9x-AhO%QdEwY(fm1+7T!0oh0Qwow@L*V#NXvH%T;k@O* z=;zMOxs?>8wbvpJDso1~VF_T>MP-}y{+wh{2LBD|^S2&MD;ep^abK$I2kUixvG6b_ zjFxbAa-;l&(~l$D7{0R0(M4t6j+)#(`vVoZG!LLtu3~Zdr4H{xzmj7_VYvzQB<1Or zzp%FlH}|qsWlMBD?arisA~d06{3P98D_@n~IS&xb#JrNSbmT+R*G zlXLDw1a09RBsub+I=Whxk8V&z?&cl1z0Gb1`Y3EWB!~vn<*tWwhwOW;^w{-n>n%vy zS%=jaVuh{wRtXr>D`IeKv9uS60YIl|rbPW3euy`2XhJ*}4J8r^vA7TSlUlGGq91Ae zwws)7%6EGJy`803#E^*m`e%SGWO_WqkQb$E$EswT*;Yq4dy~Z1jr!?ko=;xb!;+#o zk=ef`*qvXmv1=%|{ZrrEG*lpqZ!i%j3lDj!i%z0p^H-BW8E-Y&Ty1?w(v?Fu?3Pfu z<)NU84o}0Mrkiv)1)3Fa!J?anmc$|Dx)2B}4@gQph)@y$A}7z$JwbGtx*8QqYeMzy z3ZXKO-sL3?sRUvF=(1*$&96iWKZh)dSJN$(5b#X%Z_oDA#{F&YLD(8Fmnyhwb)1^x zt8lvgk2v;KY+JZ^4_q2hoVP;rXA}3}`I;jDU?(6QfV#~xwMS`fkgdTZ0&=Tqt4BQS zftV3uMAaJ;@9k=EMV498iGM|iEGgeo;tNqJ^UJGI7l?9(WvnGJf{noSxamdX9zh%L zOzMp@KazCjzWSQ)4G|rs(n?1C6ndsWgONMi81_^I)XFMKci+#e0aSp_7p37}XT92- z6q9NLT;41|O2}g|d=JEy@Zl92>Ioa9BLK@Aj=VgaT6d1kM?;28P{VREJB`+7P@1+K zFehDv#p*|EH|~hjDL6|lSEqk#{#?oFCU(~})02Dc%I+@GLM*kL)dKu^Fx2lLj;<(} zmzphtMOM5v9}O2AH$A=i>FALsY7skIiRo9=08v1$zuLQUO>Q}t1!`F-RdIjCs zj-q+Rdmig&e7*A}0o*k$^9<8}Ks*Ap%*P5e1a8jhXWy^Kh+Z`&%qP0^0>u6QiHwpr zF8uRBwU|o0O#rlz0*+u%CTTS0MOdN- zo0fm(Ey(tYHu&&F_hSlmDbTgssbZ0%HWUNJi%#RdM0ma`4-9UeWN;4@Mt{ka`?FQk zS%H!-huT_|5dh6KEjz^6mq8XeavwdGcb`AUMyAK;nV@;MUGU$IB$pDUJpO@fE6D!v z94`5IG(13vsK=ad%7hXQX_)Z*)-2UeTN_QJdK$85DmWa~f||z&9TShgkfKNalv5`w z=}5+FTXz`3OUP6;LAh>Iihv73xBL(f3BG?P*n6&v;!tlL^uQ=`!(@%Fjy1PN>j%!! zR_kj+)3V^7>J9)6XiTcN$~7raB6+XkoaL8A?HDgpxJI3!Snv*G)@N=wGLN;^+MjMO z&_ZX5wQVB6=f$(sgB%cv4oG29O5$3n_Y0T$omR#?DspEPulP5<|I5ef?cg&Usr<%L8~W0V}P+C0c+thF@U5eMc4!?V%?M zjfRj*^K^=PDKd^t=-S;zVqOUF&nSYCf6V&GFbA1aS|-y<BuOL0MP%0C8}h7syh}E>Swdqk%77C% zT+w!%_Ly|uFR*AdF1>WXl+4{*tW6?djF`_1*ty^**?DxlhlaQ&FkoFN;OsZnD9+t1 zXMpjm!!Ay5)$6T!&JQa1s9Dw4h)R-v7@D>2gl2<^DW@p3rmnEZMxTrXHm zzvTG{bRt^=K>mfax&m+x7v!ZT=0rz5Z2;iL?rDam=(}(fyVc ziy2z843WcRBB?)}Cod3aXSKOxA!uG6LPBX;Imi%QurXYCGM)cL1bLbs0j$-IO-O}n z`w{`Ukm$G`gS7WDoSdsPh%_96aNy7G;t4;jvPqI=Y3}`{)MO3zDa4Ok5S$&r|74UI zx`)~*JC&6yiy?R0>nl`wN>aw70GQL9p0$V^3i?`A@*>TQjNU_!(A7RJ1ESMUN&2^( z)!0rduu4P{`bPg{2Wnxvy@fyu~Q%7)*B`oP>x^exX;@%c^s~3+vBkNHrUpG=Gp_inMd6H1EF~Ii z*)lG9C(*C#{zd6J`7!kNUy~>c%nOE;u5u^s8)v5K!xGi1aA-n5 zH3PXh+eNW-0|uNwM@TP=Qi;j{0Dg9fq##(-LNGt7euZG36ODrOQd(P49ZdtMxMs|| z3=3(@(-l4};n8lt*vT;_)P!bxQg|>UkGf)t`D@MBTEtr|#$kO>f{IW(HUv;@{LBb| z?|j%M2)+sFvb0h9Tw;2@=wUoodL9NQYEw;oljcCPd=r*9BG{R~_z6E>U9wuIu4@_; zcB|@LZ{9Th|9@ype=7<39@LEcbcV>9vp4Dj?s=m%)~t=6N-s-QkSX=WgUnWLqm3u^ z#P)x^*K6&KtQ0rJQdP~Rz=du{j7<;atO5GVR;q8dW3H6(2k^g)JA(xy9Ds_og*P)e zgedj!5XC7Fdr8bKFVKSBoC7evSli)TisK!A{9RJaC@j|(5m*US(-hG8y<$%xG2GVv$fpj`F@pU4* zpW$H*ws752(^-=TQ~$Jz;PDTdpvTF#D0wYgx~$6oZgx%7#sJJHRlu0?(A68C28`35 z8LZyk&^FV`Wk>}X6qU$nJSK(O)Yloeo$F9$SCAN!;AXa;^OU+Mhvn#^pty`Ko_tdk z?z4e#(|JvuN+7u0o4F3LPNq8h?UIFUk}t{QY~os|qs5$KW$t@!#(03cyRlu*{RSa- zT>T3%p2^>b&pUG6yNsScwhdaw_BD@;98!>L!9_S3E*fW|FMti?40VzP%Q3B)dz2zq z$5EqbeH4u$bp|j<0>k)d$CTt5JFkabv;fM|!L2;zMmK=;IEKm0q@9xixTowpH*}*HFT-zp$hV=b_6wzc)fcAeCqDv)BT(nK zV{dk1i=blgz#LxLCRAY=evIerC-WIKP_B@SQl@Py&FIe%QWT*yw$!R+sY&D+T;q_V zhnyZ<6|oq`E&s86L7vBw^yP^cYlo$d^bN4>Y(eU{WHtDz?2>;_3F5<2TCrFlMI50J zw4RP|D~?+^N{mCt>8%pWX7WWYmEvT=j)Aj{rULaY*+2F44X3gl8OGa3GXeVQ#hmyF zAT3mkk7vjDXD?WrmmRq@&4`VV6AXF?)HwsDl+kIAiw!)@_Gu{+rKK9yMGEFn?T-M~ z3GYRnvqBg&%z-zC8iJZTJL9}1!S1oc^(TmM@R!eyC#(a;eisrKwD;jV0UPf6&AG#M zG*L#f6>FxW^s4rUdnZ@|{rXJj*~iCjy}UF_I?7h6BOcd5fjS0hbEviC?2j?sGgfw( zQ5U)$r&}-3>*j*XoGgBq$`yijKsS?`?8yj~J%a?5v;h}Ny`#{?wyHvC(tU&_R5jC! zzgt@npZuY12VFceBO?c`>lL22=a0PoBL;38m*O|7m$B6zD%@w-_}ea?eMCd}D0MZk z>NNk#_K_H#VtlQJz%D`y&ZXG_rfUDvcY#1f`n;J;NI$hw9R9MD=kJpYXo|*iiHM}v zmB%<7mu+E9HlAmqByXrh`1k5=ZS|lS6-LpC{+;`-^`8s3>?u5f-_wo8DafanlOgpO zO#OT2uW{W7v)+DowD#4RcXl>%tTU}C04$To_OnG`VR`pN_$-#GKnMPZ( z==+rIi`;SFlO`Q`ls)>uvEoRsq*c}lG^>03LMR{A#jm^kfK)lTEgaugUhN5yg zWLTrBbSepX$8-~7ptjbA@1H(A;M{IbnclbZo$y*-;p&?cJCeA-wWCi@RlS%?K@h7J zNb2Aib}33-ft^>jqs8c98*x4$d*?qlsqaf{8s`hALn4Uc&m+Ox$ri%u@3^5kgFox< zK((uI@-_daVN3k-RJ0a<&t(xJxs@wJx7@Pn&<$11fo$1&Hj0ym$Q;JgK`-3CKm1s= zGpkl5ZTD%uXiRD_UlqT03B3sLD&7!JbV!vG%_tF6jPvlwY`M@W5W+2tWr{0E$J@R8 z9;@&CkSfz!q4(hDm9um7-h9sX^UD*5sV#O9O>(&-zD{CNKN3vGkhp(FeFApgq7;}o z-CwxH92cLVKwz<6Ii%?VQ?Ytur8;}xRBbP`+CQW%qmmThQeF^4zY?TW3b!w-d8*Yu zxwQ=3cwb?Ne=r@;El4_jFi!d(^MfHL8>|s^-25{Dcp;S_1-2GXf2pUkYi_h~L+HES zaRAuInmU3_v=K%U128WCwFqHJb!b%xzZWXL#Q@(#1_uT(+b^ziRYCSJdLTjRlF3Vp z)>9Rh>c)=Uvf>Ak3Dn5JU~8-LF|sjfz(EA}NWd&B&Q4utiRSgYMI3g35FI?j=PRiMn;(&OI`99or$JF-61a{cwRs^u1gw z4E(gGXcCXEUw8q{K<<=RPkSsKt zaU_9)Ag{!7n~PY~Yu#$5fg%;`)N%ni(N;TMXLW8?h9$>D7^4SSvz{^fQ3Z51><)!*dBS(4hB4I78Bi2uTXvUj~h~*41|IzIGPd)8%Ekln5%?8;;$Y>&P=Nb6s|jF&jOsBE}Sx zi|QNu3eJ?VyoX9ix|hR7-DcT)Tx86)i%p%hE-PVmaXV$9(1yr###qu&G+~bHv+<{A z9heGe-~V9*9cpG#PlRqmCO*t(xRjRiSxqhTtNA9YX#lC{?eYRLN9H`s&aEZR6IAf? zYeeq$fS8)WO`MH~Y-Wv#6>zZ_F3({DGT%%d_UJIZ4x%tgTv9FL<;u~alhjEy^y-!n z2WVat${tCSz9UWZeU_d2i-{!7NQN2E#)R%IR0eO?cWYZ+q3ZhAs?Gpp;UOlIedgn6 zgJ>yrix5vjurrsIAGZ%ilqU|Qd3i55)DxU0^u88$s#pUN&X)txt*J-<9~MbhiFJ)O zla#8FJHWg3$Y{hr(_Y_#-Aj6UAmF|LPkCTWGj$CcH>hd_`|jtQFZ(v32x!B zo)(tSZl5m>AHLd){zdO@EVZxjz?V!!RjnWth&<89^w!+qPP?Q^ChC4BB!ZA}BSmyB zCZxPS=9WZ_t@%CqT}7I=mESCEGCO%82QPn2h!_L)l!t+&5NF#wonXpdBAe(5T*WGB z)~dm49j05{Fi{YjK7S~D-a`>X)pW}_pNr#1gn?MTwY2J&P8nVukr^jkYYXz;HF*8d5~^_G@E zcr_0dZdI`V%QXd%jMUp zuPyL3s5$PhA|QRphmZHbFiqcRt>uCjN`RwmdccxnT{Syjn}ZZW0^o!k^7dWaSw9u<>2hznsP{$EMBr99ve*r{y5cixG1whA9KM{ffG-pX0r#+Pa({1hBdx?tls&a3P)Zm|N&)MI>i4FYG&UoCF(nJtis$b(EYt0L z8rDA;Kt@|EYN>S5 z{0g#SFkIAEspgO8l1x6=09*AN3=s0^tK@IGMxZJJN>M}O=Kd65)ug;&-)ueorfk3J z}i1))6g|Fili zrAHQxB%j8Ymzz6tObpNiaGN+dVXB}fpT0OT+(Fq3tzM2Mc(C$A2L}H7(rGmgPhYN2 zl1FlOAJC;L1);?5`@2Q~kd#dBC_)@#b-*_dDg6g28)sQM{E!pjCi4)Xkv%*pJ+Gxh zo32t>E|9OV^KiqSUaHmYEd4J%3*1T!{qpu5!C85$o62(NY1^)XW{pu#jFHsA7`q_< z`x&o$cOK`-J=`#dV_N+-FphoT{>E<0y5pE?q>|BM(mI&ZX{bg�!#{}{uL3_!(z zJrwyaXM<|S4o0pS)3&ERTZ9_M%uDOT7(8I&sIkzb=1F}yFK;68&lx6(Y@U)Wj3}5j zUPLe@C@2}h2EV!z7~6_KBKBM3-Ebpw!Sq%xOmbdSD)X{yC&;) zh@@b)U5)1k^=JtCo|uKBIbnMn$624zvtHHtVP3K4%GzY(h#A=!iM6OS0=KZ{{>?&dXK|__k>~XAy1Jqg7A=kJta|c;$2CpO|*6?V|DJ?l{1U@YoNj zoGX*dvFl4iM<4HEfpZzw2c0O9DucZ#w!bpTq`K}@B}2U#cva50coC#{lqwoVN(!Sa zxDoor)67V?aC3rg0P2Wd;CV9qo0Hz`7J3x8gc?QA*^u9wCL+a9^eAZ^B-~%QOi$tw zS|J-i+8mttL~^@EDv11k;0z1hH+^D3&47>6gYBOrWH2#|3oNJUqnav{37?2bM=_-Z z>-7)n>uIY%mvtQE+};j%XfaBn&hiCT%!Y_>8<4{^rVxN~o%{KbwoV0Yk96zliV^&H z->*hd_N|7|Ok2oAq$mjSvZ`y6vl^P=aYNvZKK0bViST&;Xmwl64`yn2m2^E} zU{NM_f@cc5_?cGm)!dP0gvv{x8WR*L*%m7==;e*rUASfX`_6Nijg~$v^}egT2V(o* zhFf%+;yohU9$1D5{>Pemb8*Ud z{2xV`mn&N+Xl7RUfWHu~(v{=Q1wc+~b9RZE(XZLRE1m2eJZ|N{8cI7KJKU+&1NVbiBFq{}=qq-?8s}c^d+P5-pLr zzjrg%T|6P<01BmV{Z@(~p)Q4t_HYb`wUjD1D%$?QI?r^Do1V2I&xGSeR3=v0Pp4^4U@BEN_bv z7NaE&B&%J$cjKU3{V}!Ev;Zo_gh-HkK@@x3x}O7&R6s}pO(1+{hQg<39L7WkPO>qX z^g$ISME%>>%K6Y|KJ2@kP-x>=?b0UKI0gmBlFSKcr_I&8lrT~T4zPoVPgJ2#N;^v~ z(Xrb&lFgs}^7d!H*;uLp_qZqOp;OGXV$wk|;+Y&DrgB4cuztw8ukVK?nU+)^jyq?` z`Y~02wdxXp6Q-(U3b|wsI8mZUCD{>CjHkgaryz9Qf1?XCe*S=3L=i-namCF=@}D6w#Z(5U)PD_GdDEEiw(*>N4Azef{xzZ}fE`j9H9dP%6I&sEadR*P-HOg7Gw{R2pVR_#s*K9ZLyk|eMRFUY+jwsGA^NBz*mn`z zzHm6_Gh@>!aa@tFvVTyXah9DwScLJ?t>r));2 znGu^sjcJ^du-JNyoz~$x5`sbxbUS-v&-~bP#uZycZcAoomxJ3&S?ynQ1t3^8d3LwB z2VF!$=R2WdvU;R)Aa@$C&|t5YvYs+9DC4?iTXIC76(aIpgx?F_Twgb?v~tYm04qkR z&i$=w@n?SaD&Q@kqhM*8oQSJs^A{SPE~BRl(04N3uIqx_rIrCKkqE2=E~UMGUUx)c z5Gn~93SU3?H#1FicMP^{GLSihAQpO<+||ak{khn6JYbh_G0ZaTRsi`wrQxZ;>UT?^e zk5*B%V|`P7g;k=&g}KdH>n)Ce1W~K1JI$Wl{W7Yc$zGM`AkP3I6`gF@!njx4=11dL zT~Z%=Y`iIJi+`Kx8>u^>7^cqQxU$lFB#L6jf3%{zbkQ7#x8o9az`ALgO7ujP> z(1Cnc$%Sjw4JYm3_z24{Xy|_}RoJlNExOu^gl{-zZ!3p;71x??#j|(OS9nf!&Z?0O zM$Yx14>xyJygAw5KBR0&x3PSBu(Ll=dZd5cBDq~1LvUX!Bq^Psy$>B#h8=){2BmSI zm>|2m&It_^d%Nw=#)ctrEJ&6IAvo8A{S-lMlNbu5yAepz&*zi#``s+-6~XDCt)tjO z`M1C-C2@m>I=jZ!r{)YIo(5$dx~8nnargB_xibEmue5_Az8~>Ji{5>Ng67~R!Q|DPuluMzu zucU&%VBb||e?Z!^7}x$JI(z5L{C|6Q;1l>l3E4(U6X5$uDOCBXA-qTD9?s=N|8k!7 z!?WiNU1Z^g)vGGu3=q;$MBdSFM|9E6upK3T4}Pf!8Z|{gcTX{4S08b}O#%(KY*3v# zJ<5x(aCUd82J4P&Y@txWxRpD+YQo5l#65*kf@eG7*^f{pNRMt{$@dKkMKEH zbWF2RaOOVX@?*F0=Q{~d$AWzjay*=-Fp+%-w%ppqvMp@4^*c5a{+4i{5H&~u?l8yc z4||}-Q9%<*r8qpeTR)O%5h2<1?2ZlLq7?th|dmYp{o=p{{X?t*x}9ifxRM z>>*wkX~QMZPUY;OnLD4>qen>Cj4y(zDhgm9Sc+vL&O0?2SgGWY8RbACkjK^=ZtHA zVO;Ka5teSe4(jq7K`cMD=QP!kbfjUEox0>Rdj&S9iDxWaiIF2Hz{>;3ad^tYc!^ z-O|V0xd=v754D;Cpf*+}%Se6S=HAvFl1WJ)iXSy>K_-)8alz02k%-EEZ@{`*LvbDB zfy$$7pirJ!W^Xx9Kc4saJu|@(jmNO=h_1;~*@?`tS-j7+@(0;J2iXn)CgQUqJH)98 z3ug4GSk5rFJCO1JSVhmd?0@9A2)zJCssyY6AJ-1Bk1=rP1+mRS+vhFme|nHg)&OFk z&VdGY-bGqu39GhO)xP_sF>@PxPfC@dO*HwSa#U#|^W`7_vH5s(7HlB#4;986iywl9 zt4SYAy+US?I0ykdG~bFw1s0CJcUk7gg?h=_&xUJ-%&;53KfC(A;m8FbO8s*htruzO z!2oOxIo9q&0ENgo5O#OIK2Awzd;lFtyJpTvt*aA;tp3PU&M5@*w@?OvcP3-y*OB{P zvB5hkxu%THauJS+>)aX`7;`L+!;i#9eu0_?q^vXRc3rpCz7_7;9$b;o*5KmcS=k76 za4#Cdj?bSr&=Z|j&fEjXhsF`}R|W3bs4pW^OxLU|gr*XvVYm&W8xV(#`Kxc{JSgjw zq+_ln{Y#rsVtt-YYD1Zkc2T*o$B@SBUXNw+@!(v}cSQTu=bu1TspyTmpG0_5sUC7+ zHqf)chEKEj43$Wq2!`YMdRHnfFdm{mw?+y>kiyqqMusV1!}QCyI6=WW3U=|THbalI zZ&C)K)0m3mp3xOYT5yfjz`K^ZP-f*XI8mKOyQss|Lw$<6`p<(-CnSz4hUuB6Z0j^u#|^}W8u5Wjb_s3s2EA1)2EMO2d)~;!*CQ$ zNVT*rP}%Bk6z~Gtp0Dl{(v+ymfrWZHX0yqo2;YQXkUneuO83!~x3E4(T!A2ZJ+H69 zbiPykS@>=0Iltw}1#Z$P}D9qe03Tm$piRR@T zzQ~W-LBv8eSm)1AbzwYdYBn4E7}D2!!1$)7Sd-)ONTg=XL-Y*Oh${jMz_ofqj!QF+ z@BKq5g`A0wV&vMa;>9P1MJk|jqqs9eb!8iT1C$UHemR(~?s6m1@|Msxg3D_2)O8oJ zajOk*TSJ#cG}{EgZa?T$C~_6n!IuNykzA{A>J|U$3@FOqp2%ZvgYSCb`0d2_DAJlS z&ZtmlPw0W+sI%E}=u`S5{zb%t@E_~ZNYdX? z&h54m4Ie6JkCoSPDL%dOzo`f?>)-URKOtLn*JP=BFCbSEiB#7GS^M}OQs#^(b%LTf z*U$_TSWR8eEQnTVX|Y5}__7Y{Q#TvOHDZKn;nzT-R$2wZ?jh&f$C1Yh0Gd+gvzYGO zQ7$;aSJZ&go3Lxi8m8!}BG;ol(Bu-973oB=#3`E9Y#GkXG63k4j+|xT@4euS*wL;7 z^660fK8OR)=?9Nt=u{HJ?Y62$%u9{vR{ zsz2~(e4D3#?lD}q9H@}W=hZkCdw6R}O9wtV{a1o6h-PNY2Dmd{c)%syYUM>M%bq6d z0VQ%%1wQrJDay;JBR+HV7M@zRHY6jlEY6913|F$&8{)J_*%E}8{~HaeFMKRL1CyVl zw>?D>^&Iz3gR-3K8kgT@XfR!sM@0cXCxu6$uN;04yRdD8Ing)wn_DUh7~Z}xOOiB> zx5S-qvpHdlI1|CoT*LSo9n-v@aRf9`V?!r#VL@hFgiF5UopqadHfM`u&gMD}rMW^} z#5guGPyB3>)O1>rE|kxM8WYJ(u`sYh=n*cR*mv#+c}yvT;zBklq$^bu6*LeQcVI9; z2~p=W*o=?n{N2S&V64HAC+?TB|iuMM`5cL@l|7h9e^T{~QjyXLY6+3^MC);2|ogMYkkdfH=(qi9t=I*8{EZwTHX z#gR#Blcg3gUIYm1_=%27-e8>5s*~8#J5zj14BA`3&N11KpU_SJ5*d~! zi4eebUe&%VjZW-X`B-IcY?8UFqtda)oHJw$7d%@=k zB=I)*q{dO8_^24IyJjbZAO=Z?I9AgoD%%+2KaJ6!{Ff)=9%lP1Pzq1e6hRBzphY^c z|J2oxk>aZGJQ&%k*C=0cP#L_PNP=MC`m&^TMT4uuR>-hIByZ4V{yoLUVZn_at6j?Q z7t}{m2ZtA?S}6f`{M;9O@{pNhG`a2KD4dp()!ox)U%1YrGF|2hsebe(BpnZi6A|!C z$XaJk!^0d$-F}uv>i84aANa;XNHnjD)In+79DvqrBpaqUC|`b~fu}}(`>{S?ymS1& zyJl;SCxXkId-4<~fM|j9vsx#W@OXpx(|L!96n|O&K`3L#J}w}{<0&lr@vp?YZshOx zHL))zDn{7`t%(`DQoof;%vOZe>RDq63R`t+sAC{Drz1zM82^i;Mi#U>B2Q_|5*bz- zOD$n#ocPBVu=|`@3B1I7Bz9F2%2;^>Kp+CWMPMtI>oZLjDr++j2fLtms|*vWz7rCj zmUP2d^#Cdvaf{2*oTbHvUZpA?9=CtPd(XVNj6iaurnSFS*klM0|LYV~`Z4E{L`}NJ;a!g0gid#>d_k}|k2hEeh#jEma6G+`ImwZS&43e+?0b*` zBVAKf!#_Ei2b9@WE(K$e7KUU$CCbNPcZYhk`9U-xO2k_y{IMUa5-CX4v$SU z3HOHgBXvQZ*K2Wlw_oqkT~9+VbYZ&568OB4?Xj=J)r3p}c)knJK1@Q-eIbGF_?$_x zZuaC3o1yF>5bJ@zmXe+^%(Z?&hgc~diRii3OHA3fWwgxQ=Gj_lJv5lruC3Hf4@u&o zN@vE#``pr-v_0+hvVm(qMvX#9IjncAlhN}Az7ufPx9jG&H1!^!0yF(JbyehnT_86U zT(UvtyN(Wr+tw)3rWL!ld*I3iUxKr%m)^)l-#}&KnxYZn{gsD6FruzyOPd*C9VH0h z!yfGnqf<*%e?)T=@N$qm`~Oi%yEhdC?EZ*UZo!bS8)X_NT9LSgxZm;ncD?$db>IlP z!c^?_r;f)!hxWcz^4hfhLWZT6+=GFz9_ut1H?#r&}4hMA(~r2sj6M_(4{tA8s%d_#NtU}-kH79AZYjH|0cft#YQYZ9%FQ5`DPd%cI2w>!8iobAYEO;yFGpqQ& zm+4vUiNg@)yPVC)W^>^8$4T+aIPwJuvcpm7ATUR$O_%9PA8&f9I&05#LdnW*&qh=4 zNS3+DKPPN3Km<*$-kQ+!{in#AyI1D##-KN;@6ZY`GZgH{c)it~ z(jtIsOjO_`uRk0e!ky(whAINX66!~VQV|-ws<1~Vm@2d8;MPI@Evf}^f?~cw;Jx{@ zhi7Xp^1tM<-RAvU9SfkzViFKx#l2ZoxC#qsj^i;1_me%v<}sDPg@B+18=pYxsH;5F zRMjvm3D0933+^F+T1Z0}cU0~n0#J+&??OwUeB|C^;B>RYkzpxf5R@(0?kX zaM&EFA}IL5h}>1lt$$WhmueZ9@Lt-ClF(peuq(Bs#4Y@4k1?euo1kq3QRp9@{iU^J zG^NW{H8)xwA?lOKf5$fhPaR1#P`GmIz?9^Z8wn|P*<2Kg$6}6eXfttpUq}Wg`itJ9 zQYPy4Yn~)N6#ofHXety$q1>>Jh!8#lHtbfli%L+d>$Y74y4O_zUZlGZIH`FRI*Fk& z(y{5CC^+U(_{cPlD~gw%o>q0XE1L`o`>J+i)5V&4Ev8p%1XiAN{F_zlsKU%3EhJ?j zD)`CTm{uHHsgrSO0IYrjh)_8`y(euC?0>>c5!w!CzIZyRE%H8)xj+63j87Kq?#t=^ zS0mcGnTD6Vl*3r=mC2i~fo@O-t$TRuZ*f=ND$)YaH_IURyR9yORnY1ePA-aX++BiU z7sgd|IP%6DY+(8cMPR&)h~nbNT2F-tw<$68L_EHL%;{Z2wxd8puxB+NgLp2}y(WSK zQ30E-_Qu7N`_at6_(3OD@VXtWJvo{{icd8GfXL&9?9^(8FCLdn&=4u^%fh@L$F`tN z<=DnV1XWc~d{TRU3iN8jF7Z(jP?Z7+20U$-j9y9goIo$t%V5GU9(1d06wo6TycSF4 zOD2YpqwznX>6O_1X?>ypGdcKVEra&*gy~(A&^TknL(sgAT6n^amoLu1YyEd}!}?*G z^o@R!k4y)ZLJz!?M{!xtk7mBi{fV?1d55Uc*(F37 zFP$0hO3?^#$osaRP#kUK9@HJG_46U?V{L+{wDC9Ey7lIY0+`WZHq6>qI_eNeiI!3Ow96-n84(iYjH|^( zj>>fwOT;eI0M&EIQ|HV&xcxuR-0VoG!8n|Y*Y@KMjOqBaf(waq^dKz5`WG}4U3e^N zpXBcj(m${8=(9eIeo)pClhVPAAa=t(K@*UmLk`TH-~G)elOgu#^w^N*c#9!y(XDw( zH+E1lX8X@;!{q!o2%Qg+`611CaDWTfHR`$Y zE@T=YNblT;FrCKqS`XIm>oJ`hg<7swQ=TnX8I!<8f$a(p#6(vH9?Nds>H^>)j4~s6 zLYOBTyeK#YeXl)g61;lZ;ay{25dbQg8ObCL&Jej6SK0&)s+FW;&J!YbDW0zrNGo%t zsek(yQ=2y_(!zOU1(B3#-x`_dQZdazwlK!Dmc6hNn^jMZyrEG%2}nuhr)A!2w#KoD zl-<-zV?;Vxn_{-Sp8#dgey&q&DF7nik8Y`Gqv?^llATi{-bevEO6+gl9)*e^eRZ08 zT&@Rv;Bna(ePY;KH(P`9k#dQ2{G2Z8`q&W=EluJRz+DQ^YQ-Boid+K_HoT@ZBebRN zV`RQ^h7tM#Fbx7oY8X1PyTr{JAkBM~s3CSeC$MpoFz0dL3*ZmHJNY>3+nriy-#%LW z%_M9JyhFodsUM|dMH(x*xLGS)NX}bN;BBvsS)xkCgH_<#1fc52&O7=(&CGffR2&hm zO^-6{==5OQ@PLek#k}Qj`QesF`97y=fv{l%cfM>&cKMfrOleeb>@2EN+JiBT>HtLD z&iZrbNRV4^oBmi{n#D^nZPj{Ww_+6j>f ziZu<_hu%qiDK1-IHz`TU-5hi&z8WXs!B65f=HqzhqLxj5RnN{l?;B7J!JBboNIYyf zI}hj8C#0aWM>pVhY7=0Fc57@(`@P^*yW;tW_#-RyPeH@LnoODSTBC_4oGRXlQVUTV z_^PlbJZ;)|5yx)#tqxWo%x|MpIUCAK4#sv@|F-vJkEOs(d({XquExgCLB~yv^c?6h zkjX6X<_YNR@NXf|(q2VOng+OH*jJ|QJ>y!G;VkY7pE9^plb3m`fDwEL3Ny$&XF~p^ zhUY+$ZJ&Uv0q>1uiqC)P)8$coYqDVMKPzCxoX)0iSDf>{e<|x^Ly~4QvBM&9{IO(> zwXl|Edd0!wyJB3U06}|JMJO&CqDMK%00qM8evwZ0fU${S&hl6j-JfXVP<>fH2R1lkrHR4<5bk=WFM``2+M%w;)8>o4>t$)lDEzN` zx)}%FSlow47I0q&x`h|{9HxHj&QMOnpbZ1m((1LP{b`nZSYe_osu6()BS`#$4&`4@ zw4MRusR0azv^)tlUOKQjw&fxa#;xmvnR;~SRw6}u5i5BbdUX*ouEy*Q0Gi87enq~9 z#oc$GnyyLyLPm{Sd^lBg;oGVewpna>nx1z&F8~B#sUt}vR&D=dRI}*@32t`FyoAr+ zeMjCR(d=_4Q*1EegE<#E^Cl+h4Eq=muJJO{CZD$aV<~o2z?;=uK}LyJiPQ@P+>e+5 zNf9ULDr5s|vuQyT-H~7;hVt_UKoc*SQn4P}@CK$VGy9}8^fVvBYgz64ewV+x05Hyk z$9;a{fvYvtW;RU#)itKhEQb2=MH$o`i7PaZ=CXm@5>yz5bPKPbkl^jV4fl3Sa~}^< zOFUJCqG37KLQ5iEL9X#UC@gjt;jmCF)B^PE6|$!nBPxs+{~TR)R=EbQpb3}5Fn9LfwWuU0x9#W8+0k01@zfwRfUf{?m;dtz->F z;s2ubdD4iOijAJeNHUMC^Jm(t@sGH_iL4t>iFS-94)mQr&Qqd;d)`GhGFhQjO|;~u z>Dpi_vQjP&d~?~Hry$XWHpp#Ea9+8Cc&)+5l({Yb6`VDF{anb|N+3y;%I$^8aBxrT6OdiCYWO9@6!B&tP7zFleaI`lq*IatE4Dv; z6E9wFTe7kjZ|M4XhL4Jg?Zcmde<-t!E>9l}uhle*YrvLAzR99tXy#aDQLp)Qr&A?x z5Du%5SF_|B);}a`+fxm%1p0kO_vi4tb@%mJ{eEkw(cH{Dd%+6e8GQKt^+Ed8z&Y6- zEvc!O@iQLQ*wWQ=`%yM>qo1G-LN@*m*zqWPpYA~GO-9`z5H0od9Hcj;z@gMkEB|_t zKJ+e;o~pAlPFi)rsOglxgVhX4guH7a5e~}`{LLkkrrXE1NV8Q=3tsnzQL)U?y^c= z&&`{Yc&9aBmVRby)|+0n_SLyNYB*w}@BFwgS_mJU^Af#H&N^he-3E7GXOP1BibZ-v z1?N@L0;jA6JC)%OMEuax-BnSuvbUkwtApdYfk30h#in`NZd7Kol{8Y@-mQ1j5%*}9 zp3|gF`#DQTZZ948v)3MM4r9BLq%^ zmcj6Haw3}e@h88CCvw|EOf3(fus*fcHy4{YEYyl$#a1}by7-T7`(7?xO@*$} z!uyYl~S zbQp~?Atx?%ES@?fbOoV|Gj|oCTk-{EkDtPRWq)Pms}hp|3gpU?)z>ILjm-z~(kS*; zkd$>aIMJ%!JYEt;DExEN7v`1_`iu=uMB9frR1$*@ox&e3E0UCALG6B)(IY@KY>Y5y zuL$K5}40vd3ZnUwb zLWg8$RrfY4Rx9Fl&Yf9gOpv;vqE&r7QY2S1Lj_A|;B-`f;z;@;Dyp#2V@&(QJ%Mk; z#u=V2TW!fz+=B(58@ura8{S!F#`Z1G?}?9^L5OlvJ$gtL(Rl2%Jb`tyNh=Bmv@0O> zEcmvftd-+kP(2z7VHi#7lNb%fPq(Ha&v0pYGF$W=gcgQRqt6#E6MKq7tRjHn2u9Tg zSr9Z&=~y9^Kv=t;Rus3JaGbzoM{^cOAuyX#y!UU&eA5g_JUz2oKz0`U#kKfmACJ5+ z$I=4dHR|rk+WLK-#6nx$9S$3Ic6#%@^5Bx$DkE=aVp%9q8VOTL4ZG3-E5at;E(REQ zzQh^INP{Y6)oqD*Dzz{%c9@?c{bK$H@8`q!n2_%TPJ&$59uZ>ATs&=QMB2KN3HnWD zsZBqo1@~@N?J#YqZJQ9r^Pn7vN?4*>FfYW_dxS5Ry>qN7@zjP=UiWAnoL9;v%W|$YN zS%UM%rfQwaPW~ClUB%X;AH!fTEVIa^fY+a0knP;Fr{gN@Rs$0!!L+CjF2njr^m*)I}W9}l+$CQx>G@Z9KbsW?x)fs&AYQ4UsOw06v#@P~zRxhsP5cDW0`P1W%?b*P0&h1_q?->m6 z6BgwnfPk@Y)vyD$VTO}9c7kpmSXpa#_ZY?3=Lyz=l>X?^5g%_#ix*U8eMb4oB6uKq3=R`s5 z@c&Cx-o#yXUVE3Xnej_ZG!UCdu4_*La z0w%|L$VFXsHHZb0)KGC@ppYA>^&1`CAn%94P;gJ?_uA(sa;k!CW5TJghAl@fziU#= zzZ*G6AEETXpbA|9>592s{628!eO9_HU&$VWQb$&9hGQZcLl<5r`LAss2%PzmA=@Lt z;~^W3^xL#Hxf~XK3*J;P@B7Djqxo&ZvF-Fu<6hKk@XPfW+zP%8+D?E&1z-TFo7p~v zNnauC)Zwp^t4yUjYGC++o@L-ja1CwoD{USd7P3ICg_#Oq0%k~Y0G;2Y{Crt*N&;wf z)X9YdenC8FmlF*(`IHGs@Nw|k=cYRb@7!N%%TQ=~+6Z8{J6(DT@Wt*ER_K5Sr^|~R z^{7mAdxga}vCFIyF{!!8dv7$IUnA`Tk);P7PTAZ_9UBllYFK>S*0sO+bUL%EOUTu1 zK>kNVO0z+xRA57$7^3P@?cn`xalE6-MXIGTOOn^9ubgHmq{PXu|-9$cRd8kwBPk}Qu1&$q(+z*+k} zRzbTwk`%r4q&lvu0k(|8j8Z(52c9wwr^9rV!sS(7s0Y{ZK;4m0KJ|V0Po~(3cDp_! z+MmH3TZtYF-se@#)hj(71jf6NRV4b>bMZ8rbDSG8WlR- z;ko445ZMf+DHjLtW%XzdEIhu1i?+d)hBENMS(Qo4NfCKp6ARh*_5k0HPik^=k#zDf z5Gz@6X@rW(GYN6;u#cw!5_>Wcb=tkZR*>`c1DyIXzkq^SfX&!kvrE*DZo-K5*_)Sq zsZXw#cA^MDP< z#DN9-`H)dxy6RnIgm1dVYosEp`Zd9#zoj!|D#f&rSo#qk>9U86gg`zmFi+<(Cw-rD zzLU~_ykP6GYzAd-RRP22`ZIx~`o>9Z2;)(gusrRXwhtiN5u9O*fC30Z#)9)44sdrc z)g-s)vuKuv`A+;aD1+K>y8nyBL8wUVakwCY>HHrkbIIVj!eibg0JuM)lu!h>N;Y=`$UpA+_3hmcwxRLcOicKd z-DU?cjP9d+&M14sIt+>Tt9$IpV045RJN;G{PWSjFDT&cqYsgF0|J8$L>m(M@`-^@r zIv0_JtxiC8#?rmP$B53VTG?Edp0`h)F2zNw-6Ad*GqE)xw!gr?C9HmVPZkeE2W0Ks zgMZwk%#gma^S{h{ewsDTgV$7Kh~s*R(gjo8%g>Vs?ITqq=8l#=J(tJ)Zqbk07?&`a zKdoF56XSHF8FI|?j=vA5+FXC$L(by`=TCC1v{FXBn{5z(EKcj(L>%@0aNI`52dLU# z#r4;0z$;yZPP(QVAFd#OwvR?x_UZEikG^{UyXF^~$)V8F@c+MFYy*+YlC*g)$IX<< z83*5Y9(#4Qw7#g>@~z)!5gQIo>&f>KlMxB)(+y|ePU-N0>^ZTn&!p6*@nJ$>AfH;l ztio~Lnzk#Xy)n+>91!w=&EH0do;^<|(^M}7gHC9`^8(-ON-e1K`sCN|vNf>pkotLw zn5?XI4P0|WDa&wBu1-@t@*rIiCd`@EhnLGJpGTkO)}{tY<9 zI?&rUs9RDi_+?lTh7(pgON=#n`CkH)qO13#x`C>pR5Wi#nfnX|tx8yWn{8sU8+RYQ zJwoulLrmlM^Hu43zCIp9#EoUMAwYEz22h(mj zrHo8eZ*F@yL=ZMr-mmc1@R-)}NExBb#1O>Dz}#y0w~ zQsIN`N@Pq?H+2I^rFRKSQORwj@wiml!v7urgD0#hA~wq>Q+7qUH4T6?i<+>+fQuBA zY9gpWGBs7gn;CyZtBQmPIN0aovV&#%rdQt;>xF6!b&`|3s*E2ts6* z6yluxsCPSTisQ00>z)syFQ*|3*ZK<2E;TD3U}&M)7mHxYGapWR0pv8$uCc{VA4*r5 zbd01U3HXIr_{6iZVPct7Y#}#~7Uth@t8FJ2D(~6Hlcf^rICMUX(#_AnMBaOpsLm65 z*>*y}pK|U~-0RDil01Y(|7vdQb)f6Ry{pn7W{8sr+?Bib44W#QDy-AyWzAUD!Kmah<1qm}+#a=L>EF1<(|(q%)DI6o+6GOM{1+t_Q|Y zPp1^NumccbpTa^?17;&xOv%JumR0A&WaWb`D| zMG;?Y=Kq9YIl+cxKOp7HKqVgIB!KMs_n(#_Ep=l71^!NX^@aJ?&W}!Hx2*@)y2Fs7 z2O2-n;GBNB>~M3(mE|4h@w*e#)6neZSp0KBvj8D=rp0vdctG#g?$v6yDi$0eQqcQ) z8zAfR%k-BPrx~7qw;6C#$1ExSUdXJP#O#W&rQ;%tTo#sKaX*`oOF8_7pAzSO8Ultr z#jM55Efl5q@yDOMQ8fuYL4S(2g5?P@TXdkTbO*qvE5$8kBNld_5dyjwVje%NVO^vv zjMWnvUm7)fj8izNrU2<(CVQJyB-3yqcYMz!-mmPMM&Zdc&jf5D80V=d^`zYWyr`#g zGmiMXPLb)zKUK*23iv}u+Li4XM(i#Ps^NN=RY)o`s-3#uoF7v#Bv`` z2D~CEP?n%2r9H%Nb*1z$SkmnNfqPwGl)g0D_z?pWsFV@|@R1pAW4t=wQ(R)N#nEFS zoTG04kEiDKijm^otlyHdWxx&wD`K$Enmesu;f;!McTgap3e}FOWaq z6AVzMeoJzSxrO@7Zyj9t)OKiDeYybC-YCQ+@$QPez~yw%UX!scR8}SU!EG<{*DQ@B z=Iks9Mew8k4v6b7?055Z^@5gX+VTlJ`uuUx458JS5qQ=Vz~H6^{OPkJlN^R@deYxYw53l3}ly zvpC3W2G1WC1%2mfd*9IzmZO(65W7(;<5M0Hf^Nqn6k1@CW3PA(dR4Y+gsISit!fm@ zBUSrAs9jClkhUke*31tSdv-Ec4%`oV)LOks*D9L{T)OMbJ+07%6YSu-m*U^{lrbyS zN45lT#-2Xf!2Qx!-tUnldNb<>gJ(hPK0+OOgh*ci46gIuBZZ|qm@{|9EmqEUseq50 z2DrasLJrnIa2yr|%WWGgM?fq^i1o~jt8yr73ma4w!LA?DBrDKZ`)49WM%(2U8Ohzj zxK40VGsh5T;45Azj4oM511T6>G{;;he2G@Be145OHNPh<$I2v6nxqM)irqr#{ybUd8F4d|oXl38-{RN1kOx5P zGVB%NT>P>MKknTy}VM!^@SyDYOSWzyR=VGDv=qNup&hUaI%tK6dB(A zkf}UT%8rX;-u&@T%;&V@7&cBqG#hg#o@anme5^)0P7P`m*OT=8p@a-hjNheauO^=ZM~CU}Bauy`^w4yl}V+r3v- z!dxy|p?Vv?9H@#eu+q2JTpGFXwrr&si#JSMqH0Wq5O z5G;Q%tC`?FEM}9+gvAb@O@xz#)NP$Ex!t~TUCAmB!l9|zmlS6~%~cqi&xvLvSrGav`^ zP7sK1b8D6i>%~7!PU-@w?Pt{ozY34-=UQ-|k95z6W@c#d4NoCX54FYC7Lu6~IcLgu zSYlAddLyv^FiZ-HKo_rT2#$W&+`fJLyDpOok@e2Ta%-1*zVRrzc!V|nIBq1o#SE9- zZu>DYbZ&;(B#&9a<+M_@3hQDXe?y@AAk8M)qYAW~FwTre2T*|@4i z#B-`mhJxW@OBxGXxa7alYmC)3++QUf37f%jtWmNP_Xh6Pe9ZR8RTc43fr-%_zQT28Ld(3?=5ZH3NM#? zVqv81pM(M?8niLO7mn1)l`pe`fvAZB7^1X$)DZtoMJRb~#(a+JkfpSfK^*P|zX{P^ zWCND1`d(iIMS0dl3@+tDhLcBjN*+Wfgxg0XWp2RE$diH9=CqGPMPEdPd8m6_URq$* z5`>v%?N?vH!h{nLz?5=jT8Ifl%tLDH&EjgRKMgE7lH=6(3JvCM|3X!F!64lfLJ2;< zEQ!@7;D;-TO$Jdgm(QdsN5e?A+n5uHJBP_3a|>xQ*FU64KD^2rHD#SyG~Yl(XU=r^ zgnLJfz=z)!DXYQ@TryzS`080TYEuUvk1(H-1>kA`jef1BQsuSGJGG&zu^+LaNr;Fs zt0^H8ZKS(onK^zk%|`c*KIpEp164pFU-;e5L!Ec910O|nbZ|WO2eUmAV--~!yI5Z@4dY8=T+3jCi643is3^4b;O$uX1z|5Jkf)grOM+N zVVl-GxIM&4cldM|mO|f_#DJ<>H@m7dYuR=YrZ(nRF(nH+<%&2Ux9(VCb?+s*P+Usi zIN#9e&OwCs;FT)-QmXx@Lj)S7Sv}d_w?4aH(0dVkpf$Y z|Ds=M+u@U;I_y19YNAga`CccdDiax=MMt#vTCj}XE9$BSm{72zu06T!JP(px4Z}Oi zz#S?h)+sqXtqo_Dtj@&n3CJ=DjYuU`z*f~tx+{dJ(k!WQt{d3c6bR-toY{~si$V5?q`La>`j)*(He8UQfabWt#qqc zIVw#LkdKc8dLJO!JFOyO$h;r!Nj#>^zu^d`)cqMbAbI}o9>}Fm`MBkIGZ7Fh?)5CL z_2^tX%ihCZm}a^{)FwMP_23b7^Wj=bp#HHFDg5>Fwkr*nkSE1L0_PSrpD&Kg5fKy+ z`JMieN$JyW#2O9voLo^mWCmLy^*Q{eL93a&DQi?Ps$$oQ^9*f;ZFn_HmQs!QNNN?D zR98*m5A6f}WYcq4tI=Gss&jre@$G z-|0r()f^b1@(3;D<4Lv`<+v>!_Ct+z(E*EW)FF5gj~fugID1mD9TC8S#);pM((2;^ zWha@2D%af;S_M{Ii#>q64v5N2iFEVV2D;|rl< zQ?#j^q|-~1WvIMl>5%bHR}Q_;h2*+m?UKA;wSV>%%Qw5Cj6B<&I-!l~Hc#Bn3qPnKTCRTHX-!bk>DcD90_!QbRE;yD= zmYV;p8nYspwKx+T^pHCHtl}%@9w&E4QS@&VmsV}^3JqXU`CU|G!D4V0_QH;y{tZ%R zqCD<{ych`l$zoZN|6`*V$d-O6g^x4{A9$tpI-v|J?WohfdHrRQSCf~Eg>xgzvMMa! z3*QPUwT+q5=vSCthdmMb24_zfF9-b-!_yen38G)pkN>CAtkkI;;9#*kA(iFQ6bxh@ zs9qe}xf_q0@$kw3Z7!Qbo}EWr(#YF|y>5I}x+nzKl<}kNT(P&hCB0ub+Km?nMHmr) zjxSq9M^si9)?`vtWq(N41zzUyqG;@=3Faupep4DA`N@5=ID@>1Nsa82Wr1+65&?!O zV>{!dm$l`sONTQ~p7V(%67Wl^`3K_#1d!uxOHqQA-r#D~6Uw4kQe53UG$8 z%aSN}J%0$3eznY^m22+{L&>z?s48&m?J>HF&ZV0B#B;*=kWx0GpB=7g4PAOo&WX!P z$5V!bw&&f;4@)F-fD7>ynYXnRl*&Znkbu?|>d_$3Rg0Sm%77}{VLdm#e9oGPqts#(`&#Wo@E&KgZ?8qYb?-)N9gks}dLM_n-Cy7~7yuMNo!Z0TAA-l) z^{;y8-s0OldO z2#eAziR+g@uSMzYvt^GBY`KuZ|6SS(_AAicp0j-BsaAVP0Q?*!JQBarT6cR=&CNzd z+)6&c24G3eD24(iR?rLD7MAkZ|jIQ`HpkPNx(auTz~kDr5%6~R2~Pn zxy4lq0KxQanr>QMU`dA?I|9T|(O{7wL|^G!vbf5$gR54?F_?UdCrh=D5b>17XhRe> z=C{6)hKG+An-VUZDHKa<3D-QoLnOR`52UhUmA!wq&I~Lvk zl0iCJHx31(JC)JXUQqf7^40X|V_BLX!3vx#MA4m>Ove(qs!2^Z0o3K%JZe6b=H`d7 zoBFWBwDGE8ju4z-tgIa246%zRYaVC6vJ0E{WQ^AD`~LKTJZE=@#R0?^4CMIw%Q*z6 zzhXnwRSn1i3H${CSwlmnkJ(Fy8*&S-<%TtOnf&s|5f+_vwv~}koxpb2UC$#Vx}C(e zUDL4MFdOF_cE-$~aaCMX#9h~M*oZSqV*H`?;ChHh3m!0HepN&uLAg1CG7pQhjeQ;# zKbbEa94bRGeRbARUxvF?D|<>y~t2f}95fRH;}?QJ5m4<|Ew zy0dhW!E}a~6rcc;lW}}LI%%a}E?P&Nyf!VFz=Mg%s%QEusfQR=)McUzy-zP^5;c!^ z-d(sB4>umjbd zP>uUG85l!xnTYk1V0ptt#U;4U#!8!$5=A|Ijio%hRt(D&;rU96$;ZQ6jDhTvup~Pz zQCZgbat`TMX%k;Rv;dDRj#V%x`}U*5)3cUM)EPwTu<-!8N_4$tBve+gmVn(>Oy?K@ zf=U9z(w65&u(ciUDtt|1Q$zPAWN7q6a#yuWHQn8g`XWjtqW%dQ;N)c(^4>%nCDBu8 z37SIFefs#5E;7r|dQ5pAdQA_0TUf3!j{Nt$a454ID9{8fD4!4i01%Dr9Ojj%G`sCQ zM0B*rowR`AqB%;yhlv)7n2o1W!zR?go3Ql$&@n8H`j6EJ?5`*|E6NkAEWc)IKzci~ zjy3LhwNJX+!H~;n7DbP=rjH6bEYu<*yD=$2X_@xp%vjz~Rx3`^i!9le?8wWCFp|=7 zP}5bnVX^j79U}A5oW~YB@laG6IjyoDS**tTh^#uiRzWxCyx@2b+Wp@^z_C7ePqej_ z&*f`}bi4^2P4cSTg%~%zh%;JON4TmzKCK6tW-t4*Kno|UM!9EVKA7btcKsRtMVVzj zWcbNtS$@U0c_W!J@=5T*tQ=UT7HmPBqz|@7aAtIOU`8B+6?jnc?BQzqgIgG)dMju7 z*O3raGOKV0s-evNHuDWocej#j;GQ=(j!3=P=|GV`3moFyQ96qOJJ0-V|CKVI6MSTT zWNl0pzV03VRaw(IGZGRY-**d3oog8#)Fvb4)dV$j1jWOP1xWF9cB@i|zM3Bi3A=jY z9iMN^6r!(XT1xhtK%LVogfc_jbGe^8KG2M{z=vWwHi z0ktM5fgL8d7cN=|4w*lXN$a}@>;u8QQ|~}FAV9Nt&W-bPe50e7t5tbp6s3h21``F_ z_A)9roR-6eGM#~2%ijPm$Xfc>X_Josrp5$S=%ZSYV;cl(xe`)@y@=?Nm1vOur)0CWcl~KkRy2IKiLGQ3v3Y8Ri%Q;YGr(LRC4)rb_ zhz+5pJAB-Zb!9RrdePASIjKhp`fxU3CLtd(w7Z^7H6?_U89P}bPHNtZPgMi3Jl{Lv z`XzXt^(6p`jsz9qRo3vaodJX?+O=LgbYU|cF&?kA`+U~_1qo1QNrC`)_t%_UF&``J zW!-{F30#Zudm+p+Xj$^YqXIE8jO?j0Z|D_n=S!3Bnvh-ww+@Xb3iShnXZ{rY;k0%+-XbI9Iukv3{0H9N<;(@C8glBctI1*_TMsE(0BNw zn>*E@4zs|#m|dexlqq+10+ySRIy3`z80A&FDk*8^z8?+`?EgXJ{CD6LcdVmB=5<@# zp^$O#d!jCL(#-#{Z;lk|HA?GM=hVotIefgtI=0^PED3D$Cuwr$y#DYT9)0bmjenLZ zLN{>a`|!@_JKD0T|21#z)#NmghkaAx0ZqDQXgUl zCHVw7ZDh>+x0%Az2d1%wcATJO)*DFk*vE~NTFhGi^#6EwsMcShnX@23@IG}`9Z=Ou z3&x4f1UN&+TL+iEEEDPeIoI>FAZJr8kiu%;a&qd_`_+<ErWyQNeWv$HfAkcs%?qk-C2X)cn6mKyN*qTB9<&qd5G;J9BBxDbC_6{SgQ z=0e}9UbNG4nRYXU>ij z5|=i>mf8n9W}Binzv>T(k)*ZwvW02OC>#o3redhwwxrt5+5I3NRGc;-EMsAp;2OVe zzzob-)lfFVSFX-wvG381mL3xWseCJZoae<`T`IF-jdfk3oM$~aI0=EuJ^h1Rz^w=z z{NB9?;hD&U8EkdEU1LEc0m04!u4r0KCz+#&D-a^lDXaOxut(O8023fC&o{)WK1NIgFr1Vb6~DU8&uBFK=`g3JZg&D zFVeLz@<|=mwRnQRCRklA&d%7iZ`Wieh#+ewg0a-=B_-zjCOl#unuP;pRjlQ3z{ ziQSKhUF7hbF2O~A+NqRbnTP1zp0zKbc%69@s?Rvdle-v(YD1gwL%nuBG+dp|%PNGc z&0{IRYRHd+DD7^sz@hszYPVjOiL2U&-5vi5L#XzI#GCA4w*SpIcBco~WCus2HTArP z_iHU+naL=^N7}6Pq`nYsj5GRctt1JH7TyRw?H$mD;~splP53Y4746H)1cP2if(T{z zx!-yPhW{~k<=*x3T(6Vis4{BPG0JvsRs^m?`#;0vdJFsJqPWn#oyOtKV!1R@AfW%v zM}U#hKA1MPSb8HZ0lUo77q3{*pA)(V^Qrq@)HQCQOI8c!P!`Ff;r(Ue%&&A|kO+Ze z&;Cr@Q1j-zr(*p53w=Q3?HD4Sk1>o&;D2=X!k+q3!g6ouzZ*1o(DF-B1FyRrw^Op9 zh__n`q<;S%On(=WY{SrOgS9cxS#E39$N%yY8QY&c-lHer_t!c=D?$(7KRp$r$p428Ips5a?j1L{oXf? zy0US1?)}c8hL?Vo9F(81d6u|d9jZsa0w6BB{UY3^$C7C^%aDZi-}Da} zbqs%LWZs+Z=6M|b|j*^$N%2l7=K;8t! zyM2~GD4ryj)d;zRKfAjs@EVQ%4uw#OlKFs|EUM%P5&L z&T&fKiEHm}`*`nsOv}VU!$iJa2dap7?wfV(F`e3 zdKJ4t4AQFVaB}?*=>Q}>=ovr&6LIl3T~l;YKB`g?C9p0Gqka~bsP|6scxTE7RuR~b z$>N6sUc_KXNq+23b&X&+X^dazH1*?v)avK~Zy2Oo$g|Fg1NrAJP0sJEHtgx6Es4W) zE$ZAEXnb%+6{JF|?#U1!T5nD1kBmBrU0H9TvM~|n78O0hB?v zNr1cZMhd{yAqYl^>N4r4V!VE-5!^mP7Mmhg5y@Lp!RBlS*ebJDUwiAH(!!UDUO9_q z^w#*f8P%*OKds^^pyZ)10f7;mc9cRzr47=P=MuXqd>w{dTho|)!IS@y)H@=L2vU|)hF}qV25=%BtZYF zifTCo1_Fa$<*A&^ze6HvI47_r<>kB z!6gby^BQJT6u$&_#Xa}k9D?G%B&Y>D-D}VvQ|d0)$J1dv&(2lg;H=v!(d;Y1&VA3s zb;AyrFfa~!`^lDSvx#D$M8H*;6Pj)-_Cle&6;?mJ*2L3yDg{y{Lpu6fF&$J!)|IUf z4w;J#Iu!^vYsK(?ZqrWiyp_>%7(LQtjuFAuXanj)8bYHor*DpG_aWt2%gFQT;Smd4 z3P-Wv%9EQp%aSrx!}FHWL0?M{%odB?>QLDcWj;*RfP<=jHiL(436YcBU6%{3$ndut zLdL~m)SfzSR(S`Fx{%!tsz+F4iRQw}*VC1>wx7ozuUrHert-sYQVYF%(0 z*%l~dR^*YYm>UXG&k#Gj^nEo`opkPW-+4UKjABEl``gl-Kn11b{(jD+y>iz_n=$bjx@5PD_OLEm*qO;5Bwb-ApQXjXkH*8aHQ(wk z0&WC&n1~J(NM%-(cG;k28iR|uV_QikPfz4P?0&cOlJ#@_rVkIeYURx>AO}R~&~~mY ziGDZW%aqbj)i3d%zCM9}$3B=TcAKW#e)C+&T{kUd%Na0@g60h3vJC*B;NTjLWOMo# z$a>VtK-}LAqwy*CUkTdAOW`}Pl&@jCQ$5X#eFAzbp!43pn} z5zH_qB3%mtG1=88U;XUb^W$;BOjKpo9cGEGx}w{kPQ0gV%=y%d;WuWw#}DXe58oGVKY&+DrsXAO*>JDl}?el$n8WqbJoIAO<|Y?BI4YT#gf#X`T(c zr70beIcQat^jzC;Hbam7Yj{BSzc7JY@e_|D3ed#1HJ)@=xI;JNlhn6P&u{ou6u$QZ zw^~Zq1G`L(k&-RYYpn15>zrFwr0z|LS58v?KWovV)uM;!D=e zZ0Wn=PP0cBY_a!nPq-OqixtY5kB&B{2uN%%#Y~x`${?uHa~a zYqo!SsNh42TE$T>ZPnk~#x77Ny`N=aWIR^p6siyl9?TgwyQ$RERUxk)dxVLSp zX?1&dAe8RuV@J|YTaaWvN)ONZR9-s%`!;~@Qq2y$y2g}6>vp9FiHsU0m60r#WS~&D zuUdw81?B<)Pxjz2-g-Ddl?Tst)S0CO-1e3ibLp_k!+8m>K&&9y^HNX(8C%*kVG4J) z?ia{gh}9~xU4OevS{%gg??^ua5`5iIG?^-GggN|^Ve|m<*4)vvy3SG2(F%P|gc8YPV8L)??oE1a|H?-P;_%JQ7=8M3DLX58}tl@rUc7gJMAAzNc-d zd~XW0uA{r;kLc2DzqshVI?~kkkytQ|3%I*Hj1!P|Mj$t%&j(5k zwYkt_^H(x@+%TJxu)75ss=uyF-{`VrYhD`Hs&jlZYC0s=#q!99%|(|H6yVdHj0P{6 ztZ9fcf}j9ZI_Dw{ek^J%gv@x8-5*N1etBbtbOt0BxO~@H>}HJ}wRZQx-4FzB2Ppw&mtGm92!Q7)vjXYCwr<=$E2DQaIc=98{}5n0Wru zF{Kc47iJ$YU!;A-SbQcOOYLprND;}Ysl@>clnL+0Ky2eIWpo72Eh5>P>yNh7r|V=_ zA0G26fOup#53Bfi!#D;|z?Qm~xvc698#+t%Rs+|V};7-^UQ zR}jVQaLT;4z-%FAtU3WM1l!G)RD( zFvp$0jrJ>5ua`@cJ%>4)hp_8Q8%eJR;tR7PvJ0x5KfcvQ-^^iZk>X+(wuklzmqNZ( zYC|7Ux-;jOQHnqJai(%ej?+NvT!ugPb^~@d2}5rwvM%9eBw%CGEsW`qo5U=)U_T-= z{6W=Daw~@sw!>zOva8F{24EbYsmpu{pIX@W7m2Re=pgW*StxOlMr%4s#5=rBAMrk# zl@&7^IbpV=wach$Ldk1T<(ZSs!LHoq@TbIs59SqWiPxj5YINMMdLGU8+-bh zT%8}tL?hza{8-Cdw?S4?|D3nnWbz^mIU-gbYZ;nCDXqwko(gytM0}ofKa0BDcU5{c zuKPjR0dO`zuCF9_TnS++m|Nd>n8s~iu%)<dh-%W#+;0Aigc0XJxJH5CBXca_ug6fCYODFxujl>QAMg zzP`WJ5{=CW)|iod^{t4#LW&uT;la&rS9nJBF0Eut}@FWAZ{w=P)JcnOGBTBUW7x5$4oBP zFzza~G$N}&g<5GtS#;5Cf$wt98)9s}LJhgA;qZXN18i@3F}@L16&pv#AlU@$rr*Nw z=mxVb#$)9#UEd|adsaNToY5{d7>Y9d4u8aa*GIK!g)t~pkGDY~j9|-ThzndE=tYzb zH$?Di?T=l84Zx%f*HKVW@exT_SD zwf2lifL?)l8ZH{NisKRu*fjF9mD{l3>z8aXnQO4)L(aPJ9cz`s&Z|R)5cWv=xCW=I zZWck63Lq&9O5?mhUfQp5!Coh=5+p48d1o`fLbh6gX$RiyU7Fs}{;U4xu(nUgNRZ?b zp2Ru7s}eMxYxM8ppcyP=g@RR61mnelinRD6lPuD%J<=)=J3RO9KqsgTt^yvrfQ#yn zHGCy;dUVmHQW1I`?cDe$BNIG0q{`O7b*e}2;aOC2gh*4vWQcwCQ>xd>d8kVX46{EiOsH6x+N1CnD||@ag-EG7`?5-hut^)d@5%#HF>D%%L3F`g7t6XqS1MN3BKe4cDK{=TIsR<&?H4SRokD9kl1vXk+i0#G^ zE}a)PKp)yHK&e-c!wexeJ^A+m0*+qh9%(#0W+^ODdeTd!VYtzc`E96(cx8Xzj>}Co z80J6N%Kh?wtMzM_tmc*CB|YCfLSujoNWbxoBWA*53=XO2m6Sc0zh@d*%hYELlJ#de4FHaqe&$2}c z!*&WPXH7HhqZTIG%l5)97Q%H1s5D(F6=rI2TaYTs+mwT_tU5%vAa-pBZny}M8B*uB z?9kxw(*#j$h@7^8j}~;=R!<%aFt(aVNyHduTova{afaFH6=-^I15=6S-9llRM;xZ(Kj8f=@-%b4F-H zh&{{|p3ol9=yqGFw5Ak95(_f~a57bf+r}-_03^Q2eV%VoS5QfD@BR60*rO zboo`hZ9MofM@j#Acdmp^X)=2Mq{9f6@a2_yBI;m%Ps-+oMNT4m>tzx(Uvf-tr|HLc zh3CkNtmh)}#*ve>cXb&gmd?pU{q4`kNPF_)z{89lUt|BF%@!q~83GcTl&)OjC54vj zc0$WN*gOroyKq*1$}`So%L{(Ii+o-J&ciT+zz9CM#I=X!WrF7geW z5WB6#=TB(Vgx`@z7i+YJfKB4P$h_2kVAH_Fwh0YABq$q{j}&c6oP(*UyIXBjas%;% zmx`WF8yg;haicH=^`^2JY8@WQq$Y4#Ptb3>528Py_eb`HWsL%-rPwAd&fhvAF3+XKd=dEWzl3dex6kybj}{a zButPh9LF@Hj%20-UG({b;PH1jD;ZPCAhE!Iimj02A^jC=-2wAJ(~X~*l?Z^r=UCj~ z4KPf3X^jNbX`bz)@2c|ZB~bj;@5wMa1K5*9E1hP^3M>D4qqoYti7T*0#~jR8uI$?G z?jCN_N)$sLZn1=9D`Om9JffM!)wCwY_#CdB^veIfS()pW^2cdU^?6yB2GTJfv-y8{@7BR&ifM;w@LKBDoMmB{^OZbD)9p#OG++G!nrVwh0F%0(@lfqZ> z*+KX{e{#!2AQEQwk@vM5aP5@J6`E#qH`LGuSUte2Swg{uL&gVtUDP;1)j1-$ zUJu0pZHD0oQ_r1j8)=BAV0*pCn&Y_HQabbyoJs6qg)Dn26`fH>oNQY>x+3OT8Zq^e z$`L5YAk^HN(r3OX?C~~WnFmV?9K^dcohglW-BzHmh4phRjE$o&?OwWVKzjN$2qZ;? zn$;ylED zF@&tXu*I4~i?>5YYhmUuk&Z*68u?k5%nCt7w2plbjaMne_gorUo|7B`0dXph)&6&e zBp;K)?FN{P8V%tOWcnWRXR)NWA244~m-p zaZI|U3NBWm$)`~@3$3&Iz#`bW%W7<1xoTdSnnUlmCLGJ_edfIIYttIn z^GX3mJK@qNSO9m5mEz%5bJVm79+J&>UCt_DrwOF05E;` zL|nRLxTC>cXTA2J{6*orqnw4-#9SJ7R-g9))ng)kdHFA8w?8JFeM9?zmiK?98kySk z7Jbc%lmqTyXwN;dY>X;yy_f`vcU4QW#=CkV7>)oRX&CJ`GVYv=%W5hF`a-v+k;nKp z<-^R;=bjS6Bc!^aDstOx7)@&djaI^4&u#){>BBl#N8UTDt{&tanB^a~|1|>eh!t-C zz6z*iMg7tz+foh8VmsGpSYX&dZDC2yTXEXe zb3^WC-6{3l651sCeggYD5dYbIyiMIRfd16^p{NLCpEZ%#*mS^qi4J&%m|X#E9eaU( z0y+l7zBn6~+AXtIWY*|MRF=Sz&%1X>S{(hFa8OsLQ_FdB_#M0#oI zV-S)y{;2ZR6uR`xG`NV==VRJlR}AVBt3vpLyCK)DG=pwc=V`2;0KwU&Ien9lGq)p9 zZg#0%)RGx7SgRH-HAXmuQ}U*UW^sNBkvwK2oZx>%IWf(IpDD8Q%!C@FDs~-?scMy1 z8}q-jmg+}zyIoQ~_}Y5|^4)eB@B2susd<`^I!O1%N<=1r;p*BkJjAkp`6?sOc&t@d z)H9g6Lk#&!Uk}*zR2;(Yx8B%X#BtIh$p68`NH5m)x{w^Y@mD z6RGS{T8Qd9Gb{@oF-D1B4zRfMMfo!+-^m9F*Ga9C;=|~G(^d+w{I3xE#x1c^H$cM! zx<2^@wQe9&lTxU<&`M$2^q-5Xd3WlNd}&bhl$2WB15))m6CA%lC$Y&)NN?UEGJmvH z&0F!WK7Pa01zB6uE^hmLiSVsKGv{MAn9IIp)Kr!0E#HBemb(q75|q?cFIM6xsZu@U zufAis(0DD$v|&Zil-X?Iu}$~jG2^V$CrV^qbqMf@$%VL_&rdV+L+RXD*Z0u}q9MdY zt1Xoh=9%E--5v#y)=CCg{F55^9&L9x>C&zdRB=?k^6GX$#zinSAVgta11r*vsc66r z-w`Uu7RI>I;mwiKySi+mAM<4$n(oQw>+DBO5;_t5^^v<@haM zC^XRfswHXpX`jKIis29>o1+GQOtzW#LCyA?`VYGCy!ycEBc5?P17A`a`7B(cTy^y6 z;%;&YSvg^q%sUoc9Eb4yg5Ov^GQwHa3Qojh?3E(y_ggoXYj?IkCLxHy-70S+q3%;q z5|d8p(h1>C)uROOzT%r((gG)YFD5nT16&753y@w;oHH;9XrG8vM-aiB^saJ+IgG{egt za2izqbsyox*GI<>k`g>}{heCQQeFMf#Tp6wHi-W`5sx$MQt@)*V#~J)>ziC@Lu(sV z6x_44*GB#IfACV)y*%NYfRtY9JtHhBlik%iCaT{C$q*s3JAp2LWc0!{^H3KUPDvIO zJ0Y#Qd;TmyIVvWdJBJ?7T4q&&o$r02mXjOQk@p~LX@y*oT;A5X7gR%qp0UV{+YyLG zsiLaCEs4LFb`DR;G(4M(Pe=)Wp5Zc9-V+crKn-`^2)Op+AA3>p;Cy6ia(`gJZyYvA zn2)J#EA1Z;;3Pk+E>k=T_9_BAs_2ULq5Nf=n5Ay5)4e3lpwtbc9&NIXF)xxDdG= zt(U-i6n;yh-86@>h0P18VqMig)O%?iD1SlCI=-K~hD#<$_hJkcEsdp7@_w^g! z)Otm9F+U{%;5kh8WFx1vkzH30NjEl}ESmj6O~y$;NUvM4b-essH^gKYCag70_q5d~ zGgcAJdr3Y;@n_hDI>+XM+b0!{2+-2y$s)4YURTwp42YX1m_!t&n(c->rAjSP^tbXA zpO{FUaO**o@<1IV8gXGpB)#QWw^mGpxBVFT^s&f?A$7pClE`T3jAGs@U#+v$N(%dxC57MDk)4Yf{LDNlDHvP%eE zlmGeB%DU?9tKCg_=s)3~_y&634CnU?Lo!;gQ|}jePjbh0G>NYXe567->a%}as4FdX z1tDW+F$q@~Y>h=hMJ#%|G3C7IxPLR|?0pe=kH7Ma;7Di?|2XVI9L33_sU|T?aJ~W? zz{_c@V=a_F5#}6pdb=(&VNMH31aIwr9XR{CpEsjB90l2QW{IxhP?Q3lcoI%x%y9Wy zmSs?lm1bry70c}J3W5CFa4P?iRI_1A zIIB=Fsaum7c=rX^wEfyHY@n<c=1r7m~a=|YJo!m@Ix))9u*7bfi(*3=_)!~m$<4Y&jeufT{_nkr} z3vPjhgON8Tj;66lUxWnh~}( z+^Y#cDJWG%q^?Sy1t{#pYenq6m;+?xMTFdfgr8R6=1$qmU|ph5ee!e5g9s$JxcSh2WK(d{O}xql=UvZ%-baStmZ zmX}n};x=G(!1_x>YuDpEs92#ni6W8mjd;~he)N-|&LlRW8-fL6TArE?|ym`LkBRd5LZ)H^`K=IEV5SC#Br$b64()&h{wNdBXo|g3o_+Qna*i!^ z^)*##Vw<+E9|JhJ$3=z!4w#V9bu%|%>al#DV{Lc;%}mcxDHiGHO>8v!F-Y99;My0X z_-P0~?&OdU0|tFU-^cXatKzNK6FdzV-b@U`?N#|412{%{j|AG*Eelbj_^332m2eqa zIPFt=X%n;O3g3|S+^;OE3&#BRt6kYh{-~?s#k4vT`OWW5Mht!+3f~kPYhb>lp6O8^ z8~N{x%l%F(!J1n@li0#26$zRN(a3rNRgaQkDZ{EjVKQA-06i-S@6gsZqfSP?mX2le zw*%?OrZrt9W1U2_wy99{U#sByZR&CUwdse+avY%3AKHwKxgVpIVu3uvQFbwwYo&I{ zM==N_bVyeupfM4j445N51XJOvya)(GF*Kxh{bbRZFL783fBH$u0J@iTNm%-?0j{XJ z#2b%!?vpNkkwOH#FDYMs?Bgiw5meY7;1X_Q)}t+P!IOS4xG)W9gD)kG%>#NW278+a zh?k3sc0^uj)e=OHCH>7BzmM5^hj< zAhSYEObbTVN5s4-<`u?tb}5tG<_bxV_b)#z!genxE!mcv(Vb+QSu;uRMzC~}q$>g6 z=`_SIZ1Oq;w6`kv_PUpzYrH--aIFe7thkOQ2;qes@n@~7E>Uk8kzDc;R@Y#vaK5%6 zBD2Z;4gz_H=vhaT%Y{mRdZ8serqG5L&%pS^I@PuhIS7kOxftdHGkYU?lEHApvJ&V# z>~bDKDCE=W&uUUC_<1ZlX3mMV{$2ozm};Y1UkB~{^qFETTgtOs(Jt6P;niGgCLo|? z(#MY)?EE7XPuqF>EStUCtBspomELz;Dz*pS)R&t9Px9?1XqX{~*d%sa9n4)?VI=Sz zz%|x%ddXlUqe|O7AzFK4kH{1?aCUH+U8xeLch{cz+G`KsPZo`ky-uq{mj6E^Q<53s z5r2nCMHa22h(Uh@kzL{vL2oPqwssTq2rY6TnxUp(K)i$KDp)O=3!$8CC=T zaAZ2D^3wfE8Mzueftbr5LVwa!2n)Yx|Faf&|D$KaYEXJOYn%YVbLJo)v&QJ8Q$PT; z{lut^Su&W&H8!t(DSxO_EpkO{7CgBOGY+3vl+$R1ph2)>ul#k*CYk%Aj=JQ7y0!cL z?i!e`+$>R-Dc}ab&;m(4mM_qJ_<0gJ(9ny@WHq?qf|kt=)HgIm)CTnIjd|wL`6wSu zMW?0c%opRdTBX?VnSz*q!=>kQ1R|=^(W+&0^Pbd$mcn?+Qc?h{x}DF*y=jbG)87eh zf?@_{1L-2^>oG;<0xGNy0f_T8OmNreVKMda1uMS(?wD=|(V=*+{nY4x2eJ?VplInS z8Otkcxyh93<MEx<1S*qd01{i{N5s!9ku{v7{8vF8Vwgz2ZR$c$A zj=ZqErwA-7?;1JH^wobn-<-a18am2QP#MQx{>ti_MnQ_o;?IT_Z%jXHj}+|?O|L2f zn+hn~w7&T)d0iaHLEyBA?Ca(oA@1yqvhWoEG3)*biapFffguPJ5Gt{Wq`GZ6Fi{XD>ixvF}f6z9wc zqUFP}pd=|1!Cn6_pb>%#B>}gduU>EH@WWx^NR(?mWZ^@@bFzx^S2k7c4VodDX=*U(FD+^lSvPEB|>c>|39 z6Cr$0T1uK%y;eDXjcGx=_+|M?QiyI_g^9@G%rJXAaVOtIz<-lNN%x+>-^v4K4aA>1 z27iTk2!rY1_BQeZ0IyZB4KShR2~p;^Hd}Vx?{b45*BXUp0fT89#yDrKeM5t>GB@Eb zM??o#salACZ8?p;cPEDdC`J%4{yeQCevZ2}5^E+UvYxC$DBex5PCRLS=Z$W3T!&Zj zhYkI)&e`k>2yKE<;<=@1lP-zQs~ZeaOXVGmYpGoa?wqn5JQ;L>$MB}2@9*&E$WR6T z@KK``lt?K?KjCNLPR!pG$jbt#fKpB;{jy^b^{~K{t5WvBIIuA2)5l0)(Q$9-SlTD> zEK8&^Bx2v|%u+-E#S2Cc+9#GtqQM4Ra?F&L#jaj4aE-!vKy}zinDols^zuemGQk|< z1)5TU$Cqa*rR%f43{gnTF#0>Fovp2!^ksf?Qdf?m{JbvxEsODTHD?GxqUdUFP6#K3 zYn5{ZgX$d4D<2SVwMQZ*sc2aDDvj~N9!JGRBgbA1hL@OB-l-`R-m zi*HFxP>01R0mM2-L zO}vq0E=ScEx)RI^&nrWcfWSwO zI4XelJ0JFU0y8Mm2Ys%tL<4=u#=p&%g3pzoW_elhrtT>6gxFEX+a%w)n4dVuFVJge zo2)s|+7)tpo%{C`Mw4Wie{PcbT^`s-IUvA>84@z3$-=iFbE2Vn=0%8mK&Um(R;dPf zl#lJvuLfIKV7p|3j~>+QAqFA?pMr=2-JBEKR%hrme+}rggSgF~5!a@Jy>794o)Dmo zsqk3{Vh7HtY<-m_YC+%{68iTRfiPTzJv{6ntZ>0ZQdWNKK=hGqZCtkqk%o2YqJ+JR z_nMJ0-eWEXi4Nt$fD4uo8g#I_vi2bF&g^wTh5eDi8Yhxhn7mCaLJmZQ018*GvfGl7 zBtK#zNkeW)Oe!9~{RQ2Q2?#Myx3BoR?!ylh90 z&=B3eE}#JwlK3N{Hx~N`_<9F`a`qQ!U3UGea+UPSx_xFez6Svqd7*_Uvqo}TubNty zii)@1Y6-_xI;aQ63O*5u9Zu(sI90TfUnp_~uB2`Uo3(ikO;0ZVB4WcIx1BAV@h%VSZEog z*C5H2R2an@oEL?RQsuT0{Y@Ph-DB2Z50E?qF!DM4nMl>ji%nd z%*(xyiIh}}a2?_DZ3l#eH;K+^BKhE`T9rTjv(?@3mJOt)N#l#?zp)=)QRH9n<{_RS z`VMr1@!Q59jA?&`rg0c$<(y)eiAII+btQ#vW)mxr^`_7Z+5+pAq7eB(@V`B6J8zU1 zHAim~S*G-m;#rR;*b%<{3>pMgHZK@;+2YdW8n)!{&-ct_CDzlp&Kvnp(Z;`93Pz|wOF}5d>`$>hD|{A(u2C>7&^%QsE;W36iCfYt1TFoOM>s@K5ncEl#8c0<)@SbG?_WT0aK!9(WI7d|g z_g1(%zx{{0vLvW`Y&(?I46}k9_~+_^_@sGhfy`B&$7Zl6(OABLF~ADtX}Mm@lH5?5xTSS> zCb{9zKd;nxR12Q;kJGb(kl9(D0^g+4?~UsI{|dg>Qd}|rQRDw2sdeK))VL72Vl!Z# zM9KkQIKvggzHA)7$Gd%hGzg2m-3R65=0l-|W1XlGj3V9T35X);H5%HZD7ani#(iI2 z|8g%Xl6}CU7NZWO_`KDb91I!3WhYyEXL@Y8X=;<6R=CfQ7|p+zFVw^&A+=ocI- z?1&Fd@8|=lpxnY8HL*`-kh(e1H+;LmH6{6e4`%mR4XmWIIX(qp9Fw^id8Tt#USUnr zPua76d^(tWM9j3-B1j;yiAjz;B44d zb!78L=P$-KY8W=&<#aJ2b(23r1+eCLNKs5RZvlr=RT&$MettI_mal@7xMbq^?P@H( z?iHO^VFiJE9YF^F6Oz?+`SP2PA*3w8XN%HtWSoLP)k9pQzGtzjF<~z(rGh#f2oio1 ztlync8*dYcd!5U0S+LaRBFDS^TGHq=ooNC4NQw>BsmSI8m%Q)ea$UC*LE502HOJ97 z&g5R&N9&)e(KL}G<^CED#_A3vXY^62D=enEmr;t~G?K$M<_phuQ`TaHJxS+-N&F;87zBm!!|5MaO6bxWp)AgjuNU z<7wO*W?52zKP_J?84Nx6ed(Sf)x_M4?4h8;)R_&9O=1J|gYsD~-$K)F9o_DSoUSo&syiLmE5^3)`o*++`}-6(hKk+7+)*XtT%}YR!j!KVO?$pI!Fn z$%l6@Z%FA8nh!wiA?oqEKRE8YgO}%>v`zg;q0af^(*BHi^iBzCa#c7em;gU5a68-K z#9ayJakFJ$ckh)7h48G0>@^W3`eOss!v7YCOv|hf~7E+|imjnQRY_hEt zsEA^cCnqSYU>if7Rz`HVnQ(nhMDT>NWu#}K%YjeY+d80=7%4W26TS|4cMxOsylI)c z)yuK6 zYvS;nvAbSfUmz~yjH6@a^+v`cit$%eQcqW6LlKuJUCYdZKyRin-Qf`Rhz$p$_9m`w zV6hE^k1O?c`O4NlB>`8pTydQ;z9SXq>qT8tshV1(GA7 z>K!*=?kx(6Cvb@ay2DN_>P!3lDUz*_&-me#2_B+?wtxZOB41#|vI5?A;0#ISy_~em z#qJ`?({B4vs4aGHDvWwe8mgdCS>sN)+agq+pT~T#+i=#lZ_U}K!m4|Nj-Z!~_cCm2 zf}>3|wDwg92Qz0*rNG21A|`}w^`3XbL84nY4Sr?2kQ8$HNt){cB?W;nOSE#M@~U>2 zr{-%UhtH?^HS2Ft(IW$z&I9v87W+Ljh0ch=V|W(^GjC}}S{YCTt*a)X@=hO$WC>kl zw)MoHV;Iy^O&b-GBf~pD!CHemu~-Z{C$z5f|96|^WwSqp@L@ixqb?ng5*?AMcpm=O=xv-tf)}fFILl8^8wW z79S~=HxL{DJw8j?t?I{jK9jhecjp!Z@xCVv@lo9SlIH zmc%q}MU0U}1hOR1_+Wos#AG2O|Gj=Io$N(-2sH2%{a)(zEGFeAju9*mqEAzw=s*Xq zypL(}z@!QmxPj6nVo|?n7L_Zw0l?qVU61mBTHX|9;43YQ-2i zlVz#pky6cUH#)MgJIEUJXe*^xnPhuGO)qn>HAfQQpxU~CFZ=|VF$AYJ&JGk0F~1L+ z$0Lc5Ymts-t@skWn*jogz$b!1l61}X51mL3)D^tX=PpclRfkn)v<+%;Sl$}iyn+GL z#GdR)Ig@AoZyJ;5+DEw*MdxMbhh1~bQnO1Ot!IRhCB|%NV#Aq@_rdY~%HT{wm;JGn zRNTuw4hZCjcwv4L^GX!eIv}}(M&V*mqdbCzaosSKFP)#AVkj|jWq!=2R}Z? z-jR;k@VQW{2%c;HLGp;p4U

U3ak<|a~*xXJ(5qCYyCE80QT9YRTxKlL)AJJMa^ zITPBF>pf&*LmCQ~ABL~&W#?`%j6S0;)MgZsqybr!ntsRzGroUv zr&Yj}I?|CPXo`{=tvA-@7D>6)0IsY=SFw9icRE#CXU)ZV>ijp2hiKRhk6Hn-3N}N! zV2pc~ayr{9DUg>{J5}I#&r3K3`SX#f3I1XIxKGMy7piF7##aE|$ z(Jj)VqMwp}dVj@##UvbR=3v2(uG53>_k#{5pK+ZpNZg=9>2app@G7o=wLUy?Jou8M z;~9f1V+ZD5q*n{T&9(@XW@62f4z_?F;dS7S>W!><--AOFkx|Pz>&-7Zq&G|@c7N8aH(_Z5#vQR*{>gWLLG^POX;vT25BhC+J z%e{CGqti$(2Y-!C)gD&K!Eb`ldo^~g)S{4nq{K0F=34$j^Vy9uW6^J z8q>1dCF3UM;!IB3|GA;ZJ3jgaq@A9UVv3qP!@W(05ptaIP=Zl11&~!u59|=1HeSbq z!*xo2YGfLO$hj$Zv32sB^_A1Fet00%B&%Z7^%G#mXmKfelP=@@=m<|?tdQ$pOoX7Y zg^lzwB-Kd`Ubco0Th46V)7-8LdmDMQSIjC;8+kIcYBz0C@t|kEmoq7ul%E}ki4O)} zY@&S)4}(;a&`il2Xsg3bwcJ2rufXu&2TySFzrK?&+O&B}lPa#e9-;frPl`AZB$>o| z7mb%C|F30WFBUFYa<5nyKlj4P`sD{}4PluUR)IyoaDbNjyLP|tC!v+9&6|AAoHK}M zhG$f!L!n~Wa!~Ccb(EPIdn-1hgQVnD5|LipUkVNu%Ybq^v1bJ*^N7Mu?` zMX>tNdJ1@*V>J9Y=kg8*O?SR5Dj0eWN*4}EU}U}&A4N$-j(yIuRlHP1gl1C9ax;Q# zU|-Dv&iAFHEzH4JgVR{7AB&o}8M`!hNCV+Nn6NGm1pJsL+V&@#tc-fTxy@zpvB-Hr zXR%>L8Py7ueNeoT&nYOb*YG_l#yt_(%YvujZI2s<3VP|*Bix})u}*qoSYUVXYQJwy zSo+q^CNm~Xiy`#*rE*e=)FTCNY&u`1ntLfs~ez1=NL&Nh-g~@+o%Mt= z?z!ARMbODM8MjuNIs9-~)QC=%ODpbY#3a;X}hM42TVa`(QvqNJidNqU}V z3b4HmnN{`DVAS@SIt^=D20}EY&?L62#5u*?;1`(8^&-X>)wX@tGIe6H<%_@+ce(2t z_4^oW%gGiwI_)}D9urRzu8ROCxYSEYR7gWYH0sHy`iN17UN#hbp}6a?!Lh|gGo)q} z0)m4V_UEtz1|j*CfLJ9D&%beG_N=#YVt26X8FtPQ?=f2A{7lE=NogDI9xrtV27jOq zQ?!Hi?EM<)>E%XpZr4j^ME+zRZA>~Ke50JXO?A*BD|a6i97O+?ya#8{_+h-=k{ALd zQj&U3)}n+ULb`u=xeY<>2YFzNv(v?DDgsM810gUMYsiIw4uQdYe6I?4#@>xV_)-&z z>hbM;li+R?dlP%8prjZ*LBEQC{I!)_KlwBA_?OB~q|+slmh65* z=HZOLL5yzW=h*$i-M(N?rNOA%F+?HGGyhcTtPg zSqCYfFxYcji%yjpO9wze#hWg{_{@m%u93V&&a&g|$Xl_bs!J6a--yPG^rJkkjPra- zrA#KBunfqw{|8(kN*(~Cb|^Ynwe*R77n5P4 z+A||R;zb+;1jw{pETu2=Ah^q7PoXWKuJ(xB>^{v68*?FNnFGF??)GcpyrgvJ zUr&Bnb;kqzHX@APV<_IERzT7*eD?~ZKl5aZNi5Ruww~V6L&o)pf_*Q&oaeCID`-YR zc3Q(+meY78oTSv%p4tZ~Ftq5qQp>DPac*Bj3IAla>2|DHHj_t^E5^D|EG7 zloG=o?nt*iKCls*d67LzG>^lJ*EMj+uFiS|8xKxP|6Muk8M{$kOzZ|UNXr8G4Ja0Nav8vyr z>o5qr&N!XrD?#5I%YDb@0O0=W@|}iI>Cd{ADSn+L=V(n4RptB4CQC-s4kTp$CP};6 zQXx&I-kO>uHRT5MiM>nPR)hG{;y{)8Z0h%ouusmc&~CMDi#xPQ>-wSRxRR!z4@Qdf zTs9&dZlhkw0%D=s=}H;ba;wkVDgM?JEk2T&o;t`OnM=WH9InRlYIy*0~Z@-m>%vXtIalhHKUy^`wbn#JaUchCzc4oa1Ed& xR2*D@_`k=|h@Q?%RR910003VkC>sC){o4Z&H+ooF0004LBHlIv03iV!0000G&sfakgLLoyT>vQ&2UKVgRpfklJ z?$kMYTNN2WFvDQa3Knb9m$qXf;ze8Z%oj@lN~ z$`2;*HIhg6%c^bw(F3OK=Hi0t>MluAP87LE_uqboP(cU;8UF|`G-LB~RyG4mN2fPn zd`N9Vk{z37Y^b-6#|AKj-nR+~;k(EY0xqJ$7A z$*uCIo$-C-ubtUczUs)hMPGAHqI61UsFhlmn!Hf?F`GQXpcXRe{ejnvXSZE@ z+o%n{J%OkYx+VJtFFpTv)(38vewS@>?fI2Hr&Xqxa7BGuwAYU}-Pk(G@o@6|jNU_V zRca-Jl`}j&;a!6r*MJ>qce{-RTvPFzEuttXE?Z*2k!?$9%)g-OjQeM2*Ts}lPheaN~C*-uCB23$ng(M>;orhiN}De zt8z2r(%~oxt6xtI43PQOwqg~+=pD=Im&GFozt;5H^jG0@n?fcUmW>d~8P}G?g036c zVAh#Zy%*``DBJ!x8lWkX?%Qtu3%GwC5VRnRXuV0C6rBYf9v6wZl(9nktNphWUOFTy zs&c{{YG($ygN1pi>y4RW-n6FD@0YS7&_L?s%@iCEKcr)oitZ9*?f-gAl*0b`Aoys= z{fm8OT|zeCQ4=>u7gy2zSv=m$0*Zl?q_B%&pMTxKjd-J8u8PY{9wcdFbI(gXhk%AN z{zliN(dKSh6>}d14el4w|H=&MCEtofA&ZD|`?EChNlVdT*y=0BY%lr{k8I}t%??Y;!9(G%UM>S8i97xdYA%d|U|wOucXvv=;* zKwi1YS!_PJJR-Np~uIC7QR)t@fuslK+KPeS{Y(}5_n;< z=&b7sDmD}FtWY)!V};g`WNe?7BRoAFc<7b2OM{ck{(-$Kf z=1u0_INBPynhBtJ{!u_C_u1tm`eTj$u{kNZZu^c&_dzq7w5Ba18?CxdG(e1$FT%;~ zk@>|)xg@@Gq_S8U77K7RorK1>~Ek~62H4s1s3sSpo@k!)Z*vffUw^NzP_nK89w-eJu2P~P5IVQ^-7dU<|YK`w2qA5_2lKS}CL zRzEyRW{rk8>W)k)7QStIX?&`kNZX{EvJ;d+Y)df-0EX+sR#MUm@>D?ociG68m@q< z7h0jh(xLg!8B2#2&bgEMg3eLNh6NYfS3&%NRk~%0gtTQkndOi{1nk$mCjKa&_-;S! zZ`f>_-Y~;Dw21V-zV^_1W3umGaS^2YE0`@sU^9l4wTpr}3!XQH@{0k{Mj;hTw^(~r zeT7aQ-zzIaAKw?~my0s{u-$x7ejf4@f4!%wRbm2yCDjk0hLFn^7G7zakOW%!BFbLw zspYhCM&s4W)bv1{)-L>V=Xx-RG6kr4VC zM|makZ*1uJj2YqehB2Lf#<4&Mh)}#G;rQ@-(qk9=^Zn43Ygm@3O*I>*P{13SE&@eA z#8F`T@GPidn7;@uUW7@~L);c#$F9;7ZX=4#r#XJ!7=DrhptVg`pf-;@r*Xf4Pp$MG zYo{MsKJ0)zdp|{$bigIm*Uudi@|!A36Rwe>sjx~6SxaQ$Ugcnx;~b#f(?+I9r|}z? z?I-}vLkU3XIlZRl!*QT7SS)-;h|wJ>fAq1Y&m8WO@!n2H|MV@tH$fq+Q#3484jOsN zeo(#WE6l2`7u(P**K9L6OlbO{ydn@yx%Vg9x5$8*M3N=8_sPWsy^tcgsD}gN(}(8;dYI6xUhj)I#cNlSdMDT!d`R{nvB0beM6myyu?t;J>SCV_No zF|au+D;@hwEG-So5pi$m-%^v)lccta+J&k8-bxW_In=!g)faD8Lc$oDrTYn0uf)h= z2(^L9=$88)x5T;_cHpYYZ~n`^VUL_d`;t)S0r|ll>M2G_oj}H=a%rck?PwkJQs8u>!e= zCEH#_f~_;RrGRo5bq$12lWc24!Xt}}$NZ3dpuVY&GW;eu;Z+K0>+Z_F8dqP-&BU!~ z-{e3S$JZ25-w9k<>#X$Bz4tzadGZT%reVeV@OB$;=MtOd7`>EBH|?Bkm8MOY7Y4=i^liV#e-;nQwbD9-cp&bATF5iHIA7^?FH_DscVIafC;phgjq8gP%I1*;V-#S{Gjlz2hcZJ99v~jD*(tCw&@lX4UqcyN(UYG@E z(%S8jpEIc7A#KMMq_l5ib?7YA|=p7L1Qjcxos}+FwBM~K3la8L%v+e-< z9hg_<9D;UMxb2jXt);%98xy53lZZB+EU>sib!BrY91w*W!S6mr z$m)s?`wFUd14u$)bO z3cFvnVNsyubY?=?NAS53CycL!oxRtPe~3-CO?!Naa_pjtz$5pGG3iKU>Rn7LKCK+& z3DJ>;j%qCx(90TV{LMR8z4L+Nt__$ zgz=3ZVhOQg`0bLTV%k|6s`hisEa&qV8ND#~`x32ia`xroK_?4;h1QWcyeH=A7dKe4 zbDueJodOMv)@+qRb#HYt)i`UsM?Jz$b`y=8;HK<#cUCg-XImqB`-v z@1+RwDWW(z9iD~Ex_k1}7&11UdxujIDS|88MK)=(-?l&*0_CLa=>LjfVhX4;TH2H0 z(IHVU0n^Tp7O&TTJeb|vS7B-^wTZLc{fyui@U;pYu;q3{DLImF{UK%Sn4M)=F=_{% zSxcT$6B-Q5>r)DE%3K<#zOAU4Alq&c=ABFgwpETV+fY6k{jSOlJA}SwdBYBr)P%Bm zLv_kG_o)e`m^Y>S>I>F7CJ72lJwo*zX4>sQ?3XvnL_RfPybLcbz8rvm%r_tMx0Y#X zQh{un)E<$;p#!8?vsGK%w@6W=P)Y$@S;MvQtYFnSkp~j#QLhaVFKFT0-`$NOI^{NL z#tf?h$(2Lkgr7i_ucXL-ZUTDg+i}BkZ!Q5>MLwOiHD7tk> zCQ|>!(X$;SANuG6N-O7ww^h_hOJdCW17|xI3bUi?bynbeJ2AXyHIAJ{j@`%TRh9C1 z8RC_$+1RPUh|}q8tw1w2!^JQKpg~$?PWr=?CqwM!tHCD%v)ALU@E#x`0Zjh$IsZG< z8q|jdc$uiGL6HndvWjox9Ua5WG!3}-GwGn}=&;XalPYiI@B=8O-E+2P0dSR-7Lj&42&pRZ-G=|3D_b?Zf$JANSs^SktlUiYwN1 zGH}UWfS&|_P!8L?Nt#=LSus9~VjPiULk%RuYfdV)-rTLpGLjYT-iXDnvHFO25xF3= z(bmA05~DoL-7G#O4!TIbC-I0*XGw^fUZ6xPjowN1x&&`Lz7zhi}7ub~H zPF^uWNR(NZTLApWir;Oafb6Fo>V{t3WzP{rIylwV};1Sr~8%R%t|YMl?3);{KP zbF`Yo-|A-0KJP+q53j6Idm9;?9Ro|T~5ZOTK)3T$U=bP$` ziM0{LfTju^{TV^O3cUPVPF$M<`>QTxc8V zOCg3-_bLscfAo%J{3jTJ`a@{j!j6F-*F z8VbX=%_6J!$iT=FBM3A93Dglj$6ByJm1Bdz$)Qm=?zD^v8^?>&vT^8B@sCs?9{}oe zoJ4TQshjd3H4WZw)U^&gcNP(uj( zlmo;{K(*ylhN|5hznRM0X+7js_3ba8&p|Z()_E+U-}w%DB%Q%d z@t~Z%>Di!@9I7U;a(rnU1rR>Uqk~F~5Gq9L!61Tgx4hn!ve=Jml>t{~GkqAeWzuIo z(K_XQ;}~Ys3~U8MaCG0_WgNT36d}*L>ZBkq9MiiN5$&fre?o_ajYs9}z5a9<D@zHrt6)maIKizxo1aQ?!gHH63Nyni@< zVZ(!BUruZ*m+Kg*J%c+85K@HtPzq`0t>m%LNcBHYevR#C|?YM%`Yp9R?mrE`%sf-}&ywVOFGo zj_&R2&B5GYpDmZ7Tx0eu4;&8*3Lbbz>VTKK3h%#HCy+t~AZ3a;GUccr0d?wCO6wJ1 zFR%si>FQ|xkUY!p&{VUzHW4YW|0ZCJ37EvC_|4+2FQha~6v^V^xI5gn*tW%>lFPCb ze2dl7bJl&hD_U*IIU9*xpEnLn)_d(1jePZF862#9B=5XI1k+-wmkawr<gV9i)cW^|7gOj0BSpD(gPS7TsO&`dVOX`i3`<+Nxh!xqcWYKRpYrgVa>q}=7{Esk?ZNYk^DESJT$djg#qpwL3JkSZ}zHV zLWOn?Ym%nj_<&uw%pJEp5f_cjZgrFsaWbr$?@s6Q7e-U<=)k>ACQ-<-Y(#FWPXwX8 z>`JpX9FI`YQBbG|2Y^;+vF0HHKC^<*x!G~ehL56{!US2(7NS@l{!wQd`j5ZGIH`s%-ucmd0mV_A?iWD$h_0IE#OIf) zF%jTQLsisDobh2lDJkR0VT=>dGeRH~J1_ZZD25BCQ=^nZ6yT;m+wQ>=Hy7X)Q8m72 zjX0A{uCX%$)Khj%yIayL=xs#ruorcz;3hq&bVUrO$V>B3qzpScsXG}xs?W} zeW_tElHZ$Z&&m0QIaKOj?{*R`OTJ8wooN%2VQ{9Pu-=wotx#?bk@}*YT(co;Crp9T z<0*|9ek4&n3T=uw*1gHrX|#S%F*zoin*Wvm#_kgTfx+x`{JdD7miGc@>h_1FQ72`7 zTtE9VdSE^;pcNs1;m`2Vk=6zVILM}E(T^c?@n|UcLnLi(t&UerhGUXZoz|PK;&~Ezw9b0 zGaVi*R6V9A#^ZW5lEWuA!i6v4Ip%=vbBGU0exjz>CW*sL4!%nGN@jo4t70pd44th- zN0ed(5Y>1C&gHtK)8eB7iRZT10VrfsuG?hD@h>SkUfR4fWosCsm_Imy;c6_6#CZ9y zxh_}1xLGpB^Ic!Kxh+B&+oYT^+W0kW(euz24|yT7c++@QYVbz$@G49dHFPkSD9mx< zSL@+s0VfiqPE8X0gkg#2%6D|!rQT}Li#zYUm6$4JzQb(W$KD~NT^YqUY(}!(4Tuy! zo2vgbEsoLBPnv>)F;YDU+%21D&Jbl&=HreuhT?_2)1rL@XwJ=A&@Jg0;dkEQ0?S%r zHsg7_tEeIltH42;VwkSoWMx`N@u)#%8xhvR6-I4Peyp60?mq^6OFQGkA{^!+b1<{a zq%+ZXkaTUEfiAa`YmH2{%iCFg$wkCHak4!;>_4-r~l_kyT^zMM%R1~2B&M*|5>;5lDZrR1glHy+w2VwdQ{ z*2eoj0g(9r^e7rWHdQkg>?ck)R!H>qH*o~PR=gsod1e#{?qxh~uNa(DUKfPr?|=>_ zm+8f5q{X|R|`73P7^zjgv&LiVO4S)Q;(&y5!9-iv$O>a70Hm*qZwz+1e!vNjV*LkNm zSw?Y@yGEnb-XQHp&`pO>yUoWm+wxbe5NCh5Vi|XT{{rD--p@O6Svz>MDeb$B$Aa;x z3;8|mV7df8jvsLYjpIZ4nMFsU;@5|E=#9}Lorz$l$jl@?+1#>OCz!) zY1MxjI}!c>Uk2TH8oxsNJKwqCErF^BrgHp#wS->pXid#b&UW#kp5xQXI34ai?uE4} zcVhHX2?jOhv#0R)aC3~-UqIPpbV{&>H-w=!iuDr=EG6sD(L9%d*SitTqr^TZ%o>$` zLQq-Kzv864&bdw1BpDma8`R0f)8fD{*JJTc)1;?Z~1$XLGeM!a(MMf zfOal8=CI(Ir^~+DR!$7bQZ9GyXv?&m%<)mOFD{%)7HO()WJD5IzD+mfQPE022z3yb zyQItkS6($Xe8Ck!i7H4X6_P;FB1&VTs6hpY0a2|x)Tp>Qn4?=$?Xn`hkj_uWMb)li zh15~7-VeLD#OTC+1DBK^Ytl-Os}5u+3fc@Cdv zEgF1(<;lq)^Gqml;$x-7!!jQDS||4O%uJZkr^3YMO|AE(nh)_M5`^yo_-9$-z{tud zD6F-VTD1W`50vBfFn^D6_Jc?-cz0s>Vuyb#LT1sLF)^V^t8>QwZ8pCIXr&rV6`Ra` zaL=?Hb@wlA45yKCy~$t368UzD!iyd}5XFiGzsJ*t2aNB#By1}&Tl^+zSp>sApr?2Y zP%N0{XAC%>2c>Pc*}r)p9@(@jpj&1M&F_L&Q_UN7dt9Z>So#eBx`VU&W$p(}SmYw; zZBC?OSZ{U)OIAK>1&-!MP#UK=zSg*v2s+(TV!5#)eM39RAHa5XPF03|`NkM04y^Vl zF4Y7Qzy-IdQ>%a}+%PDNiAB6+LK4m(THr^=mfBBMt&|jZ(@gsHHJQK!(f_1N*@UA5 zF@Rs+VdK#Fl_S21FGBuM77b zH`oCKoYnG`FvJ8Kd5oiyIga*&)0bM0xUes2U^hxM7|6P6+yR?M;g+{>D*&ZcUw@nrV>Tlg(G_ffvzRb zQ{uAVExdtl5!7Mj^!|xm@_pnUyPz>J#g)X(e2ry&R3%HT!YRL}UMPoxy7LkU()xpd z^#~uG?em@Kv|gkG$)#M+hazDGrXD`&MWFI2NoB{dfHIIL(V3%nPE-q{AB~Kt33ot; z1)PFY4`_}OfdUe`A+**l`^8P1=7OdLBUnAMhIIcdTgjv8IL|~f5nVt62_@o^+?&@MyNU+GDt=tBE&W0i4~SsO{ZR4Q)fRY zEvbw|4Pq`zVh|bKL&m;xero7VcqBz@5Am!qXY$XT*YVl{Y_=q z%{QI-N)qabXiC?KjH0M?YB4We6#cLXO5x#R>ENsR^;+l}DLo~Sh;7&Do#ns_eZLQ6^zI%oF4SXx;i06qr`t8ngw&(Ya+%HHkCFzC=?z=ra&Zx^p}r zePB&EjA&I=u3Zpv9-c4t$95RTJId{l2}4=jvn#nh$DU6382r45`g}0%tD0g3!K1bQ z>MSD_6FH! z-1>E3gCxF_ZvSgv*5Jce#V3@jNjN@?r@nIXII!pRCG!7x;f(|_cJ!rok(h=>>=%|K zR%^HQcb^jK34tGCf!Zfx{c0J($e%Uf20({isA7Rg`QO>IMq-DYd86&r?&vIJ1%cR` z1?k+7O#qO7bip9EGHN>IRwloL=eGW76%HhNZW63={^l0x7X;{y7E3nRN%Krxb!pjl zfA_pq<(G=fxih=_Qb`wV@MY@Tk77km0+kt~GEl>)9fCQ~_2q@opm=YqtpYymE?YiQvN#rE2SZ7Q$-Q-6{dQWf1gd*+MQ4l4$=}iQXbBo(+Pjm4 zNBpCs5Re+;@Tz|Nw9gw0cxlI{`Xpn53Hj|7ZV2uh`@Q1C&D)}JM|nneNIZA9lsSFR zXQ857$QoLm#tyC{t*wc4l-UNCHf!vv91LQ2!0_ofqPM%Ylsw#rY*47_QOh?0Odah@ z0RDl?*n~XJqHQsO2N2`EyMbl4OTg^K=yj=%7ZvKWY6(SZVRQts=I8c@=zTdF%XQ|_@N@7>s#JexRaw*_DFP& zE2&N(K|o(I?d`NVQ8mtd)$IVv0zeML@orHWY^=Bjkz1enm6y-Cj5;{ID?9_%pr}v^ z&Dzj}ummHfL>5%;?PzY@60QcV^)7?+RWgR^7Jp+W@dG(8;(Spi#H(`xpp*A$Zoc z<|At{bmwydHOb|)7B0>uVuaOcGuE59?upX%eWp!6Gd%%1M|R@w zN5B#gt=mch4A-7YA~O(_R55$cIO?i7I%xT-*}Hs(Ru@oi{4|`({uZmCa74(Z6_vVa zG!fuA4I|iY^R}^jsyo7u6z(GjV%6~#Y{TI*8p>p0GFeez4MqSM^BcKwJ2y!bAQ7SbaSuaA1h?^(PKGs8YpoHw2My$z^4CH*l;9!!WxAD2pr zlb7m4DT~{%5H{c)%}|E<7D9XJf9XcPp9`E3@f%AHZLr@mRh8=~;4DZ@od{6Ne5JQx zv9v$YL*)($EzBE~x&lXb$ea#uCuhq?1tmx9Yck0vx`o>GI*2O1HMfq!+MrCse! zJ%7LpMU4EHRgort{+um)CnKkGS>Eqs7JWC;+L`la9VLzAaEv>-7XIi-+kk5+M0i)i zCi)qeO%=!!Tz^N~lFY4N#Sbs9V_MH4*auD@&|7>WX?nX8N_RGgRMw20K@L=2{OY%~{uCWkKdWf4RH` zpn{Hqkvr+(Cokg3A$$WnIKQGlRvgbIFN%4pwZo)+ClzXPlZ5V;?Ka@Cdcb5zR0-$5 zyB%O}2a1dOR-y{|JMrW&329ZMZLNli0FI(XOAXu9mMCTfl>4(ZA$N;;ZSa6Aaxc%_ zX#cP6PxE=pS8F_`wrNmNlx{t%HUfu=b!fsvYM{$^S%Qz=$X)Z@0||zJK4u~fkf}P^ z38`(?HEl3)vD@T22-1w5y$0a@6a{$r05MV9Kah!s4s+9rR?CrzE6C45EyUC2dI_oY zrDkwtgBw;vQ6zdzdawG_GhTc1;b;~SiV6c@;>;zarRDB@tizmHBSuWlc-uv;+XKPd zOO|`qg%nmEC}fd~TR+_jk9<)j_a-YJnnXU^O6OjOz?yL6d1OJL-~rv<26XtC3h8CO zO1-Kv;jYgujSmI}h=kg#aFJu1FDpSyI5MsCI zF@);SN5m|K;!G_r^X!`KC>%;&p{$?!US0`Lds$PEc5Nz*GDV>qee^ywBm}R&i({#T z_5|c1Gi#~crcOoVU@l+s=QLP)o>n$-(7W2Vsi=(gregAQ$)uG zBpm}dt-%sSy##CF8#D%w%x*kwZo9wlUUYqZ99>B;3Pq-PEig@HZkk;u=91^7S=6tF zHQVUfKr+3AK+#d?v)oSBK8)Q&sGaKh2dHdTRJP(2vT(;+@l}JFQw%?i!6(QN{_zgvCb76&r5N(e*YxM`>>N@um zvLftbqrq`H=p7&oG~n7jrPptxUad6+4+XUs6{aU|{5OUYV-Z@|!b>Q1TQK}a zJ?-!l%vkxv_TENs;9uF4cXS2+)oXtVakP2|qyEXqX50YwJ+0g@%0UhdIrcjO0N3l5hsqrispb z52D2&UyVk~^|akER2jN*9Q2<1gRb~EJSfkF%IwFZRm4`qoUyV5st(-(O{o&Z#VB`< zHLR;OAgWHnm+*$Lb-cEYU>lMlI>ZnA@rG~e2@qX}@&p6fTB`jijcRX}#n1aDY%kny zG-f4WuVr{NbB?`*p>+a55C0Hos(!ZH`1xS?{OR$)*9+91;w0t13Jbahw)J?(AB}hw z+#1=9#!8$32c@@=`~uhmUkG=~{lC-fdbPAsv(j;f1wlS$z$MOYAQ2>}KoqcrTreB7 zxZ^duaj_sk58a;RF9Cq~ER=S;j%hd7la9+w`49h5@S(bf{QNT9-cNP*&6lrG)bqun z%JuF8OCMqc9e!6jAkt#+k%)DvAvmJ}r2pP!EBHw&=`dWj?^-T*#2IlHy8b9HdW3_@ z52;gT>K<*G2QotO)~{xKm{hKLz7zz|1#nR?QZ(j2V!5lju7z^vteF6LI(B+p{Xjg> zDG$n;O2i#f!|DnKUWz|BOKoo2$lrn8IaDRAt5tb;rCL+Ci>9H_hi}K=mDocE*ixP&4X_|B5qiT9up~ltSmN%t zI{XQLzHHH=_(p7WqX}_vvBk_00{)Yin3k{!@ z(%^LjSCkg;kB~7KL%W}8ChBcD4|hvXVlT(+^7mQ@$0%5WJs$By@iZ4Def2o8sIOb= zXAU0ig{>1~2RX@_eRz*D@~qlz6lYL9Sx2|RjxP+F;Y1aN)O^@hyWdZ35bmRqjbKFP ze^$GAQ;nOpxBTOfWm|4r<8PQ)KLvf8)T$v3cBELIRLe>)-I_w6iv94fGkZcH4E?H| zQ|ysoQ9aKF8vUT8u%tFR?xpB~*!1)d2xmZ&q! z1jk0))^M2m9?)%|K6?U5_@-)3k=jR88K26% zoz7)zZT{4f3}4j*-sQw5o&y(OQXY(^{$a^z+h)(#W4>53h!-@Ugi8k*euMu_$kUa$ z__M}X-y)%=H8dgkYAe~f@sxc8r_r(ZAita$ z#dp%w95o^M&`M=ePy^eW9*5rw@7W0O`!&lM2htU0b!x^ux}6%3(Rh?ho08 zj~hN3*cV%gV|~GT-)U!( zc-WSBBX@e%wz_I(!X23u=2)4o5ls0{O>%uPJ1~KShO;pBD&G>`xAnHN%~%{kSepe+ zW#{mjY`!qZZbROYN@WaD04e0ttm0FZ60FJ_@dnsPr`UQ?)QLGD zUm?want&vh+3#q2$MMjEirh?0fvD}jG)mW9WGL(4-}{C%T0pg;1BD?D3-7hk&b!XP z3MGy|b#txbJRDraLcg7czM9Qle#AJH#qmg+Yk%Hlfb{lDW%Nq7!PUft zRo8@}q0$PIv6{11_Lbk!3EzZ}4VnH)Vmp&WwFM*3G!zb7GAD+pEN?1oo?F(p7m~W} zB-?6GY_VQC5wty&r+VWrAit7Wuw2KbCgnag85NH!Lf{29E?*(W2n4;Uv*)WU68?G~ zywBMEtNI-Kh^4RDC!`9(VLvoPbmBF|)7xKJ(ZSdALobKQMt_wm!Xsy*ZA5e4_``kR zG6CzSgbQOZWDYhnpZ9$a8JS11*r7=Bf*Tk3kN_-RZPzsM!?|V}EPSX#bW|)eU<-ax zi}=8T3ONbIFmb<&V!cD!lu zzLINIOUs7tQK043lvlkv<8cDl$;w7u6NlY-k;JKI_oYeZr@Jy_O};e0KtD=>xw>%D zLF0|JUM$TdXm<#2Fr~~X#8Axo`0skz98rb~gycBOpah}6*ddTf)gW|;4ju&#{TEhO zD>?wt{?yz*(#xvwI**z%tc6JA&`J4iBs%JdY#h_Y>xJROVN|P<~(;Mq()j6(?tHDC#C5&kSP;;>oY#HQ!%XTqxZ~BC%(43lxLJD z`7CRIzon5r%sk4H&Q@qGbxAgMQlET0(38D`k{_2SF|bvuFFK@y=KL5oG@3*+dD+*R za|PwP!he67N~jAf?1)-1?i=+NjtfqjL>@TvNj-L3FZDBb15#LgP8DXIN5?m8lo;k^ z7pS4fMzDXfcARI--wn`G_Y0Y?mFEeyG8Hs~U=quVFh>yTd~hAno$ETRN7)#?<{YUb z?$x_n82iUs*W>I$1mSZuP$?Q9?-}Pb=K)mslxg-sVAJGe1RF3zrNE31KzUL;|2qJR zRbN~m8ti~l+M!S!n)}AtBzr(qBrMke$EFNl|^-vEa$WG@O-hIkmIc|b1!b%M}m^9=qWd}dVpC7l{p8*;%y(=UoP z&XOH4$y)Z>IBol_En`6pt}c*B*@Hqm4XNOBWe5c)ROFGaIPZLVDTf7%K$~?-f&)oF zV+2oEO#yo#W2PAa0Z6_e>m9qd>vf{U(o~%5|4W!kemK$+yu>*jj%9~LnkDx|ZV9re zxFm)WZ>+N!l7Dub8(sP@Y7r6FrDCL=)DbBkI$*(3CPG`fN&vg)beS6T6kUu2XOfma zT&*rpch9zmp{{cx=7SN_X?lq*-@UFHt3~u@t`zf5MK3wl$FFdv4<7>CNt6c? z(ysT%q}%DrjWx1I{Uca7ihSPOqEDF(H5vNArvZdpIS2&tdbB6yb^`4`vB(TnAKQG5 z(zb+~8RM|r*C?vBNz+V(0rL(8iSA91`k<8~YRkKD1GsITRiTG5r@+{T=8POyIc+@* z)X)5#j3EMRFco2=G;c_PYaMcvj94&2J|2soqU%#)K*-D;81lh>=E9Dqg(C?Rmbg^wpaXP-EqXUv)m)_2lw$;FQMs?jL({D)c036)6O-wbAu`ju>cj zb3}K7O8)kpECun2W&t@T-tGuvz}KA$?Ps{Y3V{GOCz_6EP|=*Xk|X(`2k~J^$a20- zLBxj{$9a>%jz4)$>UKLhK=_ees`N6}dAv<#rRkch;xfRD zz$Pss%Fs?~L&f@iC7bI1g468Z4xuknL5Awzn_nTN9lzKV3TvWaV-zZ%W#;>mXFL4h z`p(Wf5OhDjpW` zLr|7e)5 zTnhJ$R>SUFq;RNTwWr~&5%GJ;+7XZKl9)Cc+n~nbpd8EVIXy1VJMJ^BzpZwm1UkRx zwMP{EF}KuY_biEwWfPVy30$N@ho>3qaC5 z=aY!_EFF7NW24@=rQ`us$&H)Gg+jzQDgGnWqLYBJkE=nTznT@mC8W92fPTkjYwQVIf9WxCsqPsvuQmr%#^0#0a`>A`jw9uu z*^Qr&N1I?vy3RTk6Nx_@ChjxicbLU>@4gZ*&e$a0u!&Ppw;-BFoDd|w4(QeRF}rCu zeZRQli61el3ScQh(Ssx<_s9c`9T2B5rZvf%XN!Ewn`Obp8Dy{> zIcrX5Pwc+1oUI1@JY`C(w?q!I;P-KD}Phc zwltlg=YJCg3tT6XQzc75NYFvNQP!w7^Pzj+#mEi#!;LSJ$wbH^I<|goX$AU*+|;aq zv1~2431ne)ZGBkTQwBGSOp$vQ)EUA8qhBx*Kq?txusG)XvBG4N7&WI$cmFju8yU zF^rBYX8ReaI_$P(dLQ)PHu=c!kHx?&vWnyr659+MdIWD;uq`}0i>pQvu)t>;CwSeO zFn86t_}TE`fBvBeY<*6h{kQfV@JqURMDR12r#?M*R~Tf7u@RX57Cj9ug&XoqMoJ81 zc>)7&I`}2QY{Aq>ydq(}Vuc+b*k|$7{age8$=C$RB{51XaFSNarZv2&dFovKOGiXc zNy;4gv+_%;$oCn@#Elk}D3~uvQL+?&HiY@comCX$m17>^daLtK;`{fquns@y5Wr<% zyg|{F|I1e`3j$Oqc7&&vO5!*9dJdTU*-i%>xRpKTp!A!t`&GgGV|do6nnkG_RmeR} zv0Ml%NHeA)(mpw!>UQ+TP1xa)5Sw;QJYYW^Y+*N%Og~N;0SeP}KE%jMd{aW4H~J3+ z{wA3Do5*&wA*kOD3(V8Bgg&c&E+$BjHQ?d`Qeh8A$2`y+J0jh?(y~eV7~sd*Ai&1 zdC?WFq$T$m{Z=q9QFn*SCoRdd5hD~?_ZAu~Mz~&d-I)}NV(M`-E>Au&>e)t<_VI3z zU&USSZpkJQbZ1P(eZXRAYZ-x$v+D)K|K?W6q{6i+pp$3yq_d>xvQBPJ^I*OA0=$kq z5)x3iz?;=P@P52A6t4P7Aapue2HIh$(Ub^KBMgn_B0SkTc4s5)0FlCho<*{(a)HQo zTE;#W#%M;CNPEvj0O4HGC0zxU3VtV{#e<0&g=;-up>63RPD3!*)b4cEy}U>g9u<$I z+&i==?o)|)!S%xsflP6OdJj&z6hev9`+uiiSau#R5PA2FqmGzBAs5gs)#v8xxb#SbBhW+lBsr&t7p#9k0|D|0JkzJ(k`O+YWjzMQ_6kr8we)M zp{aWs;+5isooL5op#btwlGBrsXJJ^sT^oYhxsMG!)l*V$!5Zh6Uh6P0tuL8}&QAbN zr|UQv)!BZUeL5&V%p|LcUvoA^EWRAL@CqEtoap}>gN7f8?DWdtC^5mW*niB(g4XLi zWhx2lFdRbf$u(w?bo27aJw}OlC z)?gszc-Kwt-+ZES1G<#Kw;JN`-zj@s1hi(uSbwG=HGXaeO_CFNAQtG^Fs?E?vLNCF zOpMGj2%<%^SDko`TOrn=4$bt|76=)GRh`DS3^RX0Yc43EwDn+CKs1oLqMI=wl|c$n z9ZIeZomp-@q9?!k9kr$p7AkbY72dYrolGa;XL-39tpHcx7>azD-gO1~S-$C5m31~E3y2IKPXw8rUoizU7CLDekt@#DvdNBOY^5xyfo&fHAmOyE zfhPNIyXQFt@Z64^wk8Fe5jfJgOFWr^^Eu%EIepW<$XZ|VX#`e7@qD!#y`-t1yaf~` z+(%!$^31wvms}t*@NF`$b>4$$o?D-mMw+}p>nw_W+lLz6!AXo20PBY{5a~7RhAzu) ztY_7ehy;6TkWw&3bLTykk`$$*28(N}t4B!_y?>XO9&FzK`AyN5cNx^x{iZn47p`lR zOrJELxDdB^4!5zWtx!Vym2sdhUp6=mA7E^}*WBO(MQ&tuR1$mJtVyi7wQH(xieoX8 z`<{@!$iKFipVH2i$Q~cd_LHYci%w!eV4LlbvUH91v&~dZ6l|t$uKXr<`>v7{48A`3 zF>~D!SML+?p0v7ROS2_IP~GiRqdNH&OSce}$hl`3{kA(}@T5|<5;bEE!AR&;;D}1e z!etQ3$AM^?pTB>0=^#s^RV z_>23|>a@b9t~Q51v>Z)EY?^LDfVn_eZFEP0*B7E{c|X?tE%MWGZgGnEG8Q)k!)8!h zw>c?299ymsSGD6LAz7?k^7ZTW`(F<)P;JZKEFudm<^34Rn?nPq6)A`o3$LbtdcAK2 znPIsV)K7@|Ee=vun@>KC!b6735-a5jz(`hOO3Ts1&l6vjU}ZgNzvA^6B%l?%rHy^; zjCjI)!aW0IN%Tz0^G`wwd^m)nY&b`fShlFJVTL8MUI7=r?83`kT2glG=hVjW$HM}> zzvPNcF!wTC-P)$ziBK2bbKQN4D?eTaF&J0Y+O|WJAr!XkLt?t zfoFrbhmb;C0b7)%V|RaVvH76nGb{+p@z~{5WmYXAYLQsOF^y?UnV0frKe)#8c4nm~ z%?z=?aFzTtrPI4Zqf24;tT`3<-o_Yvo=FMY@NmtL5Ox%1XUwbXEZW(@n}@Ki?`)VU z2GFE3xa#5X(VGt|URxOInKJv8EseVO*I%~~|Dv_9o>e+xx!1#dolHp{69w?~86>m) zyuF{{kz{O{L)`|Pzw!$fg%~=^y{Wkl!!i%|;N~ipfD*GCfkqIIZ$eF3657KSYxYqE z|G&@`oXA4Z_gKHO8odbqGo$}{*y zjAhH4^1FD^Yu#XdcUxFmVMSRsZEp+-;dK+8b$^nt8k&FWh?a08k{GEBY zepp`%-TJuzU!-*{ycLF{4zgA^9`;}7ADum|1?OsuIGQURmM%gh+)xi0-UTzbng38g zvM4s+vtqN?MGIr^a}ya zZ>rcAvyRt2s$kC>?np^tWo5%TIp9n`j5#rz&c1uniA;{9|9n$7ns>H0(lGCU0|KJw zG*0~qR8{c|c!Nug%HblW<1CNoZ^~J0#_Z3KRWN?RX=vl_)KUu$h&*3j2M`i*cGXx)>Sc zfHi&3)5&csH}i@}4Y3Wbj-|5WAB-}f`@96~0&js3b;i$bfHaCrrtj4PGp#Bxo&|Mg ziPIUo9>hs`E`KysEeyj0ezsaeVUqIA*UvE^SG;KOW{4F7F717LWnx(9mw(;ko?5%L zHWY>zrSw&zW4mir+EdLmf||yDQAl-^P<`5|+2gA^nZ;FSbY;2A8G9D%a~4~Z(GC_d zj(vT;+NGvFc@U&>1b*bSgkqAv=ftys%5z8osuP5_AU%a`3||FU>X|$Ch@u!MMdZhfE!JQd{|vM zh(-m1vp}ven4^wQymhlV_S5FW3udx27VgCe(=T0H2#Y3>XZQr_VW`glJ>7e%cPZ{~ zxq4D9!@)wp?ufh9Rm~I`>z^fnVpiu^T2p-(w72yA!H{E};9`@}?Lr&j zE;~9Nskc}M#j3z<()Kym@YdS>|wy8ZV&vD|Ay2E z(L@RV(0cIUT!{Ef^_oBVl~J-)qenU0iPRy^CBj?Zfud|2U~BY>GJu)6%;ACCG7|a? zI(Pni1}eOZP}X#m459go7Xb|6yEy05K@|IIJLp;C$~s|&P2PH6FFn21W9d3N&L94g z7+^fPu?pJ59;H{Y-UOkS-t!jWQlTs`10gg0yHs3kbP)$u2oSfj)gHP>Wk36LnAuVO z=4KIF2c95>q(pW#H#|V5!}RG==|l8=Ght1)R`$YhE6cfNjQ2_&W=#OxM88RWSlC+; z?iwmoTtpHZP$)5r7#N)j16Czn;Ro^|;{hf&?#A$5b;ISE)6}c9jDsh6B_; z1p$VGT{g)FX#*UF|mnYZVD-3A9&98#F9Yqem8zceiH|V9N$sp=dtaW zxQv6wdpMq~lvdpmw)m_ezn2wmDp#FOjEgdMOqVOYI7Pi+^pT@BZuP;?DGjtAwSy(v zGwx+obW{cz9gsZobDkL$uC#|??}$;1iA398o(HW(Q+V?*>Lo*x!b9Wvmbr3Lbl{9X zD6TO&*2d$p1h3Hh_Utj4_*EEB^{tZnD!*qK0CChWe^K^SJ@mjQ>nn@O`^Tq|6`SKS zY+07_ufLavo>`QXvaX$>j%+|wdNys&Dnhc$Y(X9jEq{Zh1?w7>C1-vcA^RWOslL3R zZ9j{grnP+-XI3C| z`yA(LXr0HgN1zsBndb>D_BuA;v0fQ9#li8GSPDxgN%1Fvt(Dtl8r>)#yPE!E>oB$i zhF3VO{Z5!vkzCZK@&O>-DX`c_!halcv*yv(Dc8b%+aSjefWt14Ex5}~;aD*%Xs+OF z^RypZYabva5$;Bk3Y%VW@{eJ4I82$Ig$ykuPQ?C1Tqc_skafoyU21P@(kF(8K32`p zI2FiUfl@KL1#p~Ve$Zq?{A4=K-G3qUQocnmesD2v$fDtr^U-CZe?-;aNbw7r*Vi588M z@h~R;sq9NfSE-&JqyaqwV_7ei{CCYB;r?TsgA$nOPbXETxSH?9P>|sao#hXQStKs!Yfalnxc~Voun@rtG0ez(Kfo5d#L&wA2lQCw} zC*Ei5T1PT{&}pZ@biuzfOmB5wXvR?51 zY<6jYl6!{aWHse2*6km`?559)_Gq$3Y~_>TU_^rhI^KwIiAm2ZLah|?Uq*~@@`Xqe zjmW9%FUYgb`w`-XLZR3uQS|^<>)2uxdX4Z2yvIVf1~Ow+&;>r4s{!J0Td*x3GKBC7 z!21W$V!#;%gf5)Q!O3y#Wd^xK>uPY1*1_z**k5f7Lg{CJ#PB*hq{)A01*=|0#be}8 zOGc>>g|ig&+85Lf4&~zT#O<48WQ3xwzm9v*tq|%1USRmYSK1nCXbBg(M03;72Ws zQEizI_y;A|L^LJOEUH{}>3$d8qGV^TNy1_C)G`18N&Oe&474JGf&*yLTchM%P#zy# z?L_gF>OpWgKcGSI*mFMrfmT9eA1O3|UCVVK%e6N=A59rrmcyTlFNh_IGMA^wZikGR z&$)2aR0Ve0-W_A0|8`0#oz}t?9}z*J5A9+{YRuz-sWEcdi=JfcliutKzmXu^VcTM| zQj_nKT!70iU66XM07Pi)nQ7r=29yg~g|z)KLT?Jarj1?Gz*Ox;a$JnB59Fi3!a7Q1 zXlu=qPTbWIZx3)u_xn5*K;rI=;k^i9Tfk^7E;*;zhrX4zP0$*3BZx6P4tF-F=AK89 z6MmFoQ?pYQ4Xb`KU&>y_70^bhSLGp-TuegC9)Uz%(k$jygTLjmE{oQy15`m+jr zjMMKGfs{0wedv_h>2sM(h8;N%{R>O9ofh(ws}q}KH65J922VeH+oyVy5v`q5eqnk1 z_$9~?O`0Acdh@oe}-S~3i8sAE3nj3mY85N_qog#Tw`I0cspq|H!x?Id6{k9i;v4T&`rq?-K+WG z;~;c88=!@o4aaTGmUXx-P7n_nen7!NG%L{-6D@=WB*0@!2ShJmRVD#_3kT zuRR`+O3kQuaKGX478PM2jvcTP*-m}vDR^Naz|g{0N5aIzNoYOkdf^?ly3Y=t5zoQ- zzw0F;xIAsDsFR;_9_I+w`)leRVpi5S@M%3=S)S8+`7LUFeYZ*8iC zD`r;6L)r%WP*_oli$EndiV*&d>~3YSM&|}6TO*x>1I9N;^Hk!1V~LhWHZKSf+3vgy zYVDF4nO&}E)wSHO+|mbrMZUehTwxf}tm1ym1)TKCw6C%8kia;hg7lY$IOqiHo}2~N zalIZxn@Vd+rX8l!XR(z2VqxC~J`P705H$B5q8kTLyl#jt`T)=}n5KmbI$Z%?s23OtOZ2MA8M`v>+^kfB0oSM5w7X8-Ik& z4Iq!)7oPFS0ZLZ6=BhTP7QO{f;`w!nkjqA}_WXlV`2;8IxKWH|40)2Om zg88fGPSKFe^0QvMinCWfnb~DdYV0WtDxe>(*PFEP&?q{f|IXzCc86mmC7L(bcJfoQ zBerbZL6!Y<9jWC{ml@D<^@qR0BT%YO&9w$*hH2>9mXvA*OdRZ53C3#*Ei-8L)brFXVHaK|IJ}o-{(Nr?c{g@VRFYa5VNF!H4iTHOe?B+%Rx*rg87)HBmg0 z%XjRMj!yQ%Smj+DkTZRaYzTTu^T2;qb2~)!J!?rdPz&_J%-IOny!>qiJgR6#K?>0i zJWSR-Qt3{Biz4APP`Pk((YWtG!_jmWRj=+}5Ri_n)G^7(c;|drIC#4Iw$C@Ne#_qA zGuL~9beK#0fz_p5qd(P6j(XJHJ5Gso`kr`JgOk!jummG|-(bqdb$d=%$ov!@Avb>v zGqEJvN`xuGQ=7ckzREbMglErT>!U0_WFkD6BN`us$`3-}D~}Uap&(G7Bu^r}WU~3t zx10Hn%GX7G>5A{|pb3z5nh=5|;lX5& zaD^rHu^~v8P7-!fp*!Tsm2z1nNO^Zzblg5$Xg=_&Yrjh~0aErTT%8_xL&ye%2dV z=TCZH;bDii#SdW<6v1ZcmO2_Jdf=vfKdH`F^lozYWOZv@f)z2RRP|>}p~Ydw+VEX? z`h%5)PrG1j%B7RlktUmEp6X;LEXl<0{|H_*8MM-lk32_*T?RmotgyJd?^P5*DZRe9-jVQ6gT zk&yxR=g|C7Vkwhn_Sd24;d`%v5*bZ;SRo6{pbi;Oa}3ga{W?C393MYT3fsj`3S8~5 z_Wiab!2rZv)Td-9mAn9^+%xDzsA8df-x}xfbD{tZiplRZfUzD%5<_x6w0ej0qPHd-yqLzpIMif;Tg_!W_D2D z`OU=uj==vDJFKA-gWWgGY7&oVeT3NR-a3tA@Ks3lljfAoSb_J_i5SjlDAXuW*>Wq{ z%=2|mw#j!}%m^P42OtCTdQK;^brYzsDFi_$_cJSZ8PDQTpuB0G)jqtNa{o-1^e497! zERdF4+dI&%26aD-BOQCYn+_hEv9fDL2`CAL6YlT|a&Ddj!85p8VCcsW7-iwg=CRO1 zSLJFF4Hp4)A+0GvFJ8090)O-@zYO8E=y2n#%Gz7wFWV=%C@v7){YVn_ar>Z*A4M zq)#>RS);Xym2`Vp>Q5ZpjZt@?nm?8AQu6NMV`>OkYy?rC$o9htf@Wd>q)E^S-16z) za;zjaz)_fKX0+uL{NoMn;9DP?@?Q>{P+RbGWX>hc%7rN?Hz&|_@%l$_+*G3rsf4qp zy^h!BlOg7|$aftGD1%1O>#qSc6DdN1H!%laXSF_T@DKnlOQ+=WvCO-eK=1Wyf0U3ao+p9eU3A601*&~baD;$;jZ(J$DrqkkD&5}2q^)BHKl?>u*qbCw5@H!XXz0kIp%bKa;mR;)aGV7fUj7Vwa| z^vCr|a}$t$S@LPh*y7jp_z^2`2-|Z5AD8w?gwo;=&};v(oTFH(%0zL@rV*!te+9{? z0&th>j2`anK&L;tL*CD1nr{OHp1AI>4PY0l#Cg9EFR-#|y+tp~H5|e^A!*|yyK0zA z7eXGu++X_kK5eujlp<=<`#ceIEAm0~RcbF>RY4~EP zt2pzOBJ`x zc%mghWjT_}XeCi7R`-7J(&pPK3Opp;BdsMSe>t{mDnipGR+9jQ4Y_ z9Duso5?Pwee8>;Iyo_~@h5HOUjaJ~eCAe{HE_grMg){6QR@~LKcFGLLGK_LEb8WlS z0;a;bKARA;A$UBAeE`x8l6`Og1^1e01_E~ZJnOU-;zGKYF;^Z}ztUP79to(kQ}At4 z0DStlK}&K|TEc90pB>Gn3!p@3gKpnn6ck1AqzPVGDFu3_GN0~O?xyyx4*%B??D1_I#hr@DS4NHg9}O-Rk< z!<48daH>}sbee3+CNv$?l`?g|%J;GKGHnA?ubQwMxwPtVLm8zpL%ihuNjb*SvFBOPNj{m^}&>3DXM>a zOQAG1_Njj7Z9}LEln|NK$h$Vwt4#p>uHDTMR~=Gk^YvK=;oUgePfp1y9-gS?17*=7 zhE#Wd+BzAPC~}}pUgf$i50DhX1UvS;nyF#Ai%R%|4e9iO=gt%M4o;oOE_3`N(iCfC z^fwPI%e{b0cwhKecE5~KYoJi*#Ne3@LqrxUj%`DLq3qSM(NvS~vhU1Q{awI`p=I1^ z)ViiHf{QDIWSV5>mfgj`_ur{r_wk!b8F-GJUmPmS`}9-DfET+~^# z;vx*4b7(J0R?2iAXhb(6VO(Hu=8k$?~9WyR} z;jLJdpB0-&5G+ofBUN+YQ3Lv?{VkJJ$sk#SQJsA zQ+jV}sSGaa0F1%;0oBlMMI*8R4WRV!aMm^|kK?#zF@q`01<^D1am4QIZxRtSw}WWD zsdzIpKdR=u$y(Kq6vRn3Co$IUVueg}W;-RQRmj$b3vMKjZ%4U?8jHmDyDW_m z5+eH;y-HN)M<9WHb|N@-8;x>@o-!+KO1ci2j|xV4@{o8h!mh09#Q1bzsa-HLTa(F~ zH6UiG~Q@?GpCurmymL??YRLLyezq0?uL?OoZo$7|l28dv~JpSb(20@9VlSSX&E^e6Z7dUl;zZP#w%4~HnQs36v zeVa=e_>|sA6Dk>(UmE4m?#H>GXwVKhaC0ixx}`V(cT~Oocyjh(Zh|No7-4@VAZkR6 z*iU!n8BO_2x4|!}?VKf|pYBxFqhpDX7ltIN`Q0QKQ?$(e>Mg4S_s_#8_NzQ?mhDV@ zq|;E`B!8E=W6cA93ROA*_ZjKe$+ZA|&p^#!6{)zsnA80f(BIAwHGJ)!wInx5RGN=N zCm?*PMQI`Ec&Ee^QsqkU@*QG!J4Hew#Xq(oxtk&y>WB*sEryoBwM+zKX77y9RFS#q z?F;be9WEW$z)7@q{Q7Zc%JLRk~xoa7JVKB5_zKZPgdHQ_r^>Sh zz4bimQBNfr1A$gu4Y%Fg7u{C@(Q+zvb-X4d z&yI}Li$S8)Ww}v}D6I={Z|)X8j0>VVgg_oa3upwSlrL8ufK2j4x|xoy*;!y|FrE%`Lq)z1So|Mo<>YbfFV| zLO(GyfS?(JMpU<{BP|l*W|PwWvK?taA!T;*xA8es7S6HqchHm_M{ebygr$Z*N98#h z!{k%d?pXo^8nx;@kiafIx1i$1{x`c^(Jrv_WwO+5L>9NTUposK0>B}=S(;M~*jTxr z^U17&P~n1}l$y~wt&&+2p()?M&fa;*GaaRA6wXY(T=1#iMq(?0{qm%D*>9_j2ESO zV;;)i@B+lMbqpZI6`^@+98}a4`lu!S^aXQdQ(C^XGLJmnh3NbixKWl|$1xjlPzNud zN9ryM_T^bekvVZ1jd0H4MpBy=_%xm_rel1NCmZ)!tH zuDvH5Rb-ql4B!Jw3@r}G-QbZ4R9}u=4c&K?iT{x5_8EG$adIdqxcK(ojm>rE&qiQW zx&e`Lh#Bzk$_`G~jl{*OA}Egosg49`)(9uOR~vLh`$;8P{WmV|;B37kpNNIW zIFU2UiG1YK=h!CA*!~9}XG9>gS%mZC-Oy>!3-yx%x?><`+UcUQMHUBRRcTP=PTOJv*Z0+EG+%t1Xz?0g6tnkg_pGt;Ir)|wtk3Ik?~+Vg{3>F#^* z{68wDy1ZIKY}T@(yf`NA-pQRu_h|wA=9bhgKPuqh&krldLn^HsiEW9}!moBzTMGbH z!Yy$K0l6-HOsOn8lTjLS?CN-G#E2=icLf6B7s>mPb~57T^tQ!aTj>!g zn5<5*XSU6%))9SCJ5o62=lgLdjVL&4564$R5j+F+V^aT#?=ndPRNZmfu84te86|j5 zZiiLZ?^*A`ZEk3;)bJrpO`>@en|F{y5C^oPlDd&T#W>~6J9u6#lAf!I?y08fcS zSJKx(8u2z=Ye>jh%+Fu@DTSQkbiTP_oxSK%|KKYEjCJjP?(Q=ixQi|B$+tTuZ&SG; zCxxOJ<~z9SgioXTuY%4V5!ma3GxQ_NC>nW*``cDl&^F_cq|8&f3~N7MAxX32wfgC2 zB|+_tEeh7xO%V9R1Mnnsh{}D-BUWh?&;67cGRM}pPW)w1F$Y24I2g?^<0e@%g3Z%^ zKVcL+EX_M$Er|7z+3^|xABL|tC=0nOi8Bv0lhz3LHxdd`je$YxBLhYyh@Kmq=qGRlWY!1n0=yY@i_F96AS@sO@2@-A@E`vF2JnTL{Dp7QW5~ zKTCkXI=ck3w4PZ^6h)%uEUvUvQ!q9lvtpQ_f{Fsm4Ocb^n z{46zzzWhoZSMDsofPEdo@YPkQ;k!_X<3rgYQ}&7dnCP0mzF@|5D@(4w{WMiw+tUx} z8g40>n~M$C7TJ`_y+*Z>EVXRZax#pGF$6}Z1*S&ZTg)*odbqJbiMhX3jjJKFg1(*C zWcA9i*!#LNvq_2?iR}k`PVw-km=jJvhTcT(iaA8mGD*Y{@{5++FnnU6QDv(3J1I^$tG6M2&2ig^Pf zRs-r4F1B{9EFdFw8%J5u<=78`Y`$r!y7CE{HK#itd;(hMo0 zfLAMcFRR@NPSU&t+$z-z;|bfbC#J=ve(DLwJeUC6H%scAr@uV(Yb$7@ZnQW% zZQj?{Rxs7T_}AVPi(ht zR0+^yzt`NZ$a((5J0OSBY z(!{X3%=vqW{e<4FfY2+M+GzRwmOvh+krdC*J(xh|&@fA;1-7O+N29DYH%#xU9TFxC6e77zvgLIzT(Zl7*^4_*B-7FyLJsrI^t^Vs_`$vDY z{P!BcEy2>O_TD5sVymKgk=AFm687b)vTB%3d7RG}GT%_hZbbRD2_PC0C8%Ao8g`YX zE#T5XDwno{;2gu;5N{|74Bz>TEwM5c{OKh98FP6|PvnNe`}qocnT5>6JHlsdAr@se zIHJ&tUU9!eu+E)eHlx=?Pc5!Wm;|#oalef4stt=HI~1#&&Bj}&2o0VOhQ25p8{GK) zZryJg`m~qlP~xao(xfKXT5Y-=QJNj}PIl~IT}aiy-gHy^oi@i-8Kl|c+JV5~I->8O z%>2_DL1=iFI&#y^>$18LEl-32#kbz!6A-f-HY@jl-qVba3E3XWVH)xAS6R(gWzD<;7{ z^asi=+0O+Qlk$+*S7m_H_oMtS%!#Q1eUHX1l$EO_i?vJDyOo0Y31xmaGj=YWrfs;_ z8VU$_+xp(Q&h*1&G&2tWu`Uhp>RxZBampuUVT!Z+kauLg?*hxC=KtJZRc1oj9i44+@G{0rrFz^^AcI{+-19^wv&8KIC}i*WK%?V#(ADg>IQvLRCdY4PIKp-4Y{jV*!Cu&nhkS3JbsZK97;VDd z&CU9Wzcok6L=e*Fs!uWlk>_bu1$e%hM156(|F-7)=$?!nC*58Ci>(@LiCoEX);>R$ z35yTR3Nm~q)<7e)XZq!GcNwFG(Xp{V zreLoq5xqY)1XX^GdyZ6KDQ$47c~QkbKy&N$YCo1;LJUi&M*-0D7c%T&)@(hLu{$Y< z<>kx5Yx~Ig`*XS4{pa-UIBuS9H9hGI)9+l}vJ2~e=!y`YASvidlYjzhGNp%(1@@^P zkyD;dC7PqB8hCbYTVvEbnwHC3W1j!3ERn{zi+jq&n7J3;-2^C^G&I7IELME87 zfI>CP!I0A}%*%B+wTb(lO}mS4m+UOW}bZg1zk)d}O-0^ThWSHnL- zuqa?E&TR8L2^z>}#}2W?ie;3<+{JwgVtk2Bq#vE<#Z9@?P>5kb$9|#0E76--U30&m zX^;%;jQNc{ghdKWkmbs3e`+|UYx1yDm4P38VGp;*MPfXdUqQ1cg}iPmM33yyRL;9Y z?}-o7F7h}DHi&SmWFk7uIDSEK^(_<3x&sglS+mlRnt$!e=zvcy_9eEgitygc@WOiT zz~nMUQ&Y;xNa&UqDh(0BljSW+x@OSwifO4I+u_^JM8(2f0Z+rDljPLFeJcbczd%F- zLHtHm8N1!36E@h1?&8A&bbQOCUH+>6Jx0TA@6Q@iKlSpMawva^lRiKJoZD3a!^L;< z7Zh=l%`^BD`!pn6$zvNSSL09@cRk1~^6MOrPKAhA7}IkE^>I+~{(y$RqPZ@)AV;1+nK^blRx%gLh zZj8-zor&|-+zRDrDbH|{_uLafCgJu$OQn+tZQuK2FEMLE4KhsFjQ%qnLaZi^P_TBK zwc7~T=#m#1hzx=%%C}^>_#Z36V=AaB6WtL1w1%wI9;&}>7fl=yQbQ(sBK+fM^tR0Q zrtnkM(mO$tLubO_rTpPREB*2e@6Hib)>Ke>mjGR$9N1!IQ;bdH6mnLKmDAv@7G{80 zkka5T5g`|Zy0}Cvz;H=Vi2T<~Irf*HVx{gYwpV#|xe*9;(BRW86)!V7FKsm*X64Bv zVB1P-Fc}23%ROq_;_a3X-YlG&E(OBOSxkDG883yl|4|RVay}M^>jycuD^*Kyh3F0tnrVlQ9Rf&)j=6DTzEl3RqYI zP{Jl79fb5m`q!oaU;8zGojdR1dQdRv0g~{Mk<$tspGrr^C3y|=xwzMwR5QUJ-bTcD z_E~#WSI^)xyE;#;rEaTRXcLQVfMFv~^*w8w2~ZfM488jdd)5!j3<34l5 zTY+E}u33phEj*pwR|Nm%c85_U66}AvW{5UIT#KwSZB#-(hp!6#nS+zjTw*F1Q;$k{ zDCSk~>0DPMQvm2>gt~fmwF-aCE}wzQvL8r#8B;(HKO~}eTqNh)gkGu4)wPM4DXAtx zl?00JHVe(qw#Uri`73B0sB1;vZ*C4B9SZ4*y|PJ%PWRpK!baikX^AT&)nF-{?6jT8 z$-X&gk;MmCpF6x+sF@o#FGdu?1KvIUy6(%n#3oxs#Hzyx3rRWCx=8~Mfq8LB(4kQb z^5lR99Z~kb*s5GKyF3HMeJOgR?`TGF24B??bo$BDwdGHWuD$7%4E2K)R~dRp*QFhA z_$OY*a7Fqd-Lpid?2O26EEKy*IIFxkS}*{^SFhqU`BeKtNW~>)atDH4n~GzPfPw#_ zVNyf1V3i-xnWAQ(9|$AMQ?nq$DQe|Yv%@99oHJB51NSFQGavyH{0;_DJ$c#BtI=D2 z+kh-iMQg(M;tQrjEG+w+9x77llL+D;j{@JBs10EhDGXuGPmm);I z7aL$kf%$54ObFC~SXl-n=lGM7 z>?#6Vrr_6D@|-1A6CEyP+ZlP+PCHC>Y>M1Id9or9nU}-Dhwl}M(#g@oYeF;w_x8V8 zmlkpTvX5fI1u#^k7cMb-EWtl(iB8f$KlabqA08V5BVSW$Kb9yk=vH^O^6M@{%#eQ? z-h~SMw%wK}H^PqrD{|@!_(l3PTHt*L<{b#bf#pc_oP!=nvASxtg;+jAC1{$gg&76a zRBiNfcx-G$Tjm)ntzOz=elnUFKRPL_pwY3|YM4tlI1q-!M8;5+svq)@A7AoRo(%jC z#`GBM&TLQwuqd=*G%t<4m+!$y6DkBDahSHw>|YfA|CPhKbIVMe6w7L_e?J7HE(jtx zl4rc&k;1%S8{yv;7WafE%NW~)tqe0>#0_V|M(h~y%pJ~_gqf}bHwZ=Ob(S-xX&#UP z(NWymGXaR9b>``!$plGugDbcu;E%fnzvx@!LQO-;g$+*ghq$QB(%6&C!DEhvc!HrM zi(LbU7nxnZvZ}$qo_Bw(HrcolF9sL>P8WC!GNg%&hsUgEjvD>8{%2eoJa*7q9SQbo zAXYwYY057bl9dln=4P!dq6hhp4^YfHUFtO(Ie{QsK^+{nhZ|B;6xRLDN6`=9kTiKk zA+D?YBQ~@;si+nAz|RRm^k_?&3ErE^QK#GeyDlFFKUJujqv@Dw%k5^S#^eT^vI=~R z3mBOv5a3qqzvK2a)m~6pzfNfXgF0IcBe6)fa4#0?7&a7-U5r^tT6}$n+}^&YLcf%0 z)lKCR)ph+DFd(^2{-ds|4j1B=9+f{oF~>z`j=kKo1je*iaDx?|h-%wdMYk(qN&v3m zx>wXiSR=QBzF`9$Rw9rF*z2KnLyw6481*N+ZV{{ST90Rm&Y39>2Ah_BX((q(Czd&A&l9n#8!eh#gnw-+>riYXkEYsf@b9p`vXhm?6N#^%#nX3}VTE@xog6mK#>$7vz}CB~%^gLf;B zVK0&$I_M+r+B!Mq52+D?(Lu%$kccvzkAv{&8Ax2NCdAZOUpCx|pnSAKMzDSKg6lby zaVJ`7%LU@D{_`&_pS~U88MC76uG#bUVkDxu<4BpjDJN1Bjo^i5&h_Ep(_eEz z20!^qd80@>)b44%bjYw^AM3+qPsWFLV_H{=-mAiYH;6`=*2PD>_8n@creM@o+Ht}% z-bH=*OI8nXy9@wJ$j)WIxi;{vHlG;dZBHzdx@#taH+mJzDONqo*rAZD+M=Q)nM+{+ z^~QbOw~i%w;EYXNV?$^gVm&S%&#Ha3vmGa;SqFK)orp+$8DNCbnSj@H!|?~5sL1x{ zTwtCbgz|}XwCl9`p2$usm8M^fGEOmogT0eXU1UtDrx{S)&@xC|WvgJ=YOdc|Ve=EJ zCN{CztZuS}|Fh8NLpORK?hXixu$>)a?r$6gVFAsNzUVquL;DZu7@3uK6Xcu}jx`(iUw??~Mt zN3I)0%o%+Xq zUHT1~k+YF9B@luZP6Y3A{&AGg4O2%{-t+X)iW8!h$A*`fl#3 z=Ve7?jUL7dS+{18l&6s(mLJu^J(k7XGI&HT7U&MZ!#rf{jywsP|BSANfWcwOn25j; zvFEK|a2d~Rh6JS#({TyJaUK(5*XhYeFJ`Z3_R>|Iipo~2&{FU;HCk*Cb8U|vL^uk9 zK0Q~U@#8Tdw)_LkwNDsJovUne9V3CV1XslfKv|}soK_m>f$gwo7y_^b3rap-2)cK5 zX|Bkp|DqpTf8_|mkIfpAjuR`y&+|5cB({*8w-hhv)6bUZ>b?LqK+3-eT=vpXf$mAH zkT!1=**AH3u|B67zj&#O5)1{FL3~(q$ms7SM{gCRQg`QhCNUi1I~bOfzTH43j-mWX zMyie$gqT_K!m++aVb7JO^z0vz-9pDmZ2BJdYtKW~QFCu};jGKbPRo(c8B)}82FU_9C_e)Fcb+3kE3MQ-u z13c%s*8uzaFt%Nk2^X(R^q4}j9u|FX*p|GYIK!%yazQ^)-z?=}|1y6j=KgO{6LT&M zgSIUvLxgQmelAfCakH#-dA4Sg;zGcgwZ_gBGPvd^W@#g%EdrX*@Mg#A==7sNnTU@k8;n{r4R@aIpwrK8#jtAo1=E8MMN` zGK-kfy<(6jKXJXH0}Va*!(<++}Ag8;^=iahc#` zk*%iwxaXG3k5YZo5R-da+lTA!Od5e(4p}hKM zY#-^=Gh2gEJNEOeA;PZ!w-7y>uH770JTq)QUzfl{@Kxd~Q2q4FO6 zT(F1Ah?$?a(sp|k<_@ZvMSM-S7YDPW|5-j=&y*{c0`3oeCNBoa$ERHp*lm>=upW54 zjdVldBU30Go=V z|2L%@$#wmVEaEV7;u~~)S-Bn)YS%neh5&MHBSWs*6>j8@UgJa&(h`$EtJ!3rdsKSp zzxtJQwqsvL`KAMc5-EAUIzB5~paR*_&XR;h1p0(+!xe_-!5!X;K((p(?ZMVcH0o6t zOPWQ#mMp-Z6;t(bdv$!<0)k%52=dkmiX*Z4sSfjN0VI|NdGQ?js?IX>N!LqL%@@^h zRWY6_*_tc^dy-`xBV*T=G!-8m!7cfZU4xifnE>JM{XBo0yK}%;70Rn0UPd*xZ=B(1 zSD8+u>$u||Hkfu6B)99SvXM9g(AoIcid06fa()h%o z0D~0akxnLufot#@2MJ+-DOq1Be`(_T2V9Hae7G;lW5Osc6J9W$RwM++#Jkd+SWa{2 z&c4)d&LMQ02y;jEVLbiRW%28Sj+G>bp4{~E-_fAkBQ*$@u43{rCfXu1@DZjYH}rAC zjsq@dOR@g%T>r5Irl`egwTL1bjMk-zDL*mvM~Br=kb}Xjh(8I6Um_C!;b33U?Z2@= zxM|zLvSsd=>9I3VY=Bn)#%5-{YA3iOWqAf3|Mc62l<2QuVpi0>)Z1$uu>Ccg5J*v(*yHRS*7Di8Mq(yncf!&ME&7H z!Qnc8=NAj$c8%!PABK;S)oolnpm>tlPeZ6{f&>BJu~(T-f#jOgc{klO~+ zdgzZ6iib_GM@YAITsFAN&ZD)1C96ut!;N|rDD_fG8{HR?89iph3n_b}T-SYj74?3@ z&;-bQi+VU$&a~o>_j2`uv{FNKsVVJe`)9!=hsx5%7gjG16@Gwob>x_w0V^-pS|^@V zZMF;Cg1Kx8Wly+5c=cMfRG4p$<1a~=L9J-C7bvE;4`Fn;k7{_Muh(2X0~;LlL%L#s z2NhgXD_{u(%BX&j{LMJWbGtPQO@T)4`ugH5pKUOGr~~eU1j(_dMLxOJQu0VI$Uob4 zmCLo^`3?yY;b{@4a>jTuJ>PceUE?0)|54o05VY&Dh>xdiit#I0Q*P5-X3m9j=G4?8)m_xdKjdwA`9p3r3|a_ zrJ!?QVAr0D)E|!2#L*~&nd@NionG@Y>G7(uXGum68UdU4B-5KV2EvMD^K)R)%&?OA zV~2H>)vbV?iNd0sJQXfWsFC2*FImqfv?S7iX7DoRIpH+}NQhb#_{_IZv%3N3dI={@%?lK~>-ra8hJ!h>{s zV^ARNdEAbW2-T>d+s&TU^*rec-|hSDW>Ma69Nr|@<#o%A{)Qe7O0mV)3?3vf5dF%9B)QbZYc>o(v8ch|fN&HnKkhe`6gZ ztb3}m(}u0x}zaBtRxg6A1-3X*M=2eyxPS;+ItWW)HuE}>(oIREn=oV zXrtX3Fw=6W@z*ovxtcWtm5unnQ4>Ix<3SKas0 zD%vmt%-s@H8WLx2w3gXayn!mR+IxTkI59m<|KB!N;587%Yw$6QEi zvPBn|fY%g@-e^#&+<=>3G)LdV%3lHX%xyV9nKVcZ!%(D$*mo7$TN0+(Kk{@c!abbz z1kI+){upVj9;7f$EP6u07Lu6-V{HUg!ETDtud`>zzlg% zL1uY%$V@FqV3piayP}iPr|ke-m6y>d^B4^7B8#jxgO|RgV4akrlX{9i8JyMm;Q8tX z74kM(Z;pUl217xgy_Q2Rl+oXYq6`!u8#^VC9F!gURq7t_G#sCYc#{DIvFz+$*WdJE zSGk)g_F9-DZRN)G064*O`zv!K@Q7P3F7Dwsg;H(_8`9~%1y7>@DEcw3O+;yT$&UK9 z%f##3S#kNr-c6-h)A?Pn{W>qh6<9XWmgBTYaZrt)SFEFsEIr}w2OeBxL?yF0gXuOz zhC9@nxR6YFT9H&joB&l@uZ~lR*{i1Vd zh&^jctk~rjRf!)3uvuVFe&9%elE1_QQvoPy%-KzEm)`ntat;kEgaK`=C5Q$3;{no8 zE$|#b52dG)@%NG<`t!)md`qta>nYQXRCQV3LyRudP8#z+(n*1rGus%<(P@pqSqQa9F`jo;zP^53}Ug* z50+Pa8+vy1H{nVuxuRPV#cG*b7d3QZ_=2e;k=s5XO-FJaX$5~a)5T{o70vm+sY$L3 z9kW=URi+*%l*Cf#5|;y19D;G{w{CS>BB|KeNv9{y1P(k9C<98DyhMJbhhzFgCTGJ2 zeUWj^?$i;*VgUsSWn|@|T^N@J`x*ERFsGMUGF8fgU{VFYQZjN!@=3NEkieQbXNp_wA~zv&u|=pKq7N~ z5mgzX21trtaH0Y~4Mn2vA;=T+%-gdKu`O4qA^0P`<_Him59j9+y!XS)Luf$+yCky4 z_u!Mq4;#oFx4QwfYCfjFryS;|2M<&k+G`J-FIr(jeDI#DPK|tv0~(#16#x@ZsC@u? z#hG(l(Uol{IGk=X*&+4Z3Qz)oEyN)XQBX1NDU}7IgMdb~?c;UKsGrP%f+NlmBmL2< zo5d1jA+q+{)XL|e+adT`bIfp_-%(7I4*xFIedD>crHQ7wDIGN9WQp~=>YtREqc*K{ z5mYhCK`^WRMi(e(i8g|%L-;;fY2Fi9O}2ziGcg_^;(}?B))J)Q^Q+JTg#a{NQ}>9y zVAJ3NtgLAg6UZQ+mLU?g9FcrmM!^hjLD7ewf0T%xo#B&pv{dTs%!HS0pRulQf2Mrr%zMw&W<>Bv6 zOv1iND&aJ8Mi<@7q6-N?weV2h1!(Rf(&cSRbZQ3hnzA480Y)$h;H;g*I{U(cI_gld zcGe^6;zrm3_{b~Nc)L{doWxV*p?O0Vp|Cd_v(OdG-a_hb8o%jH#9P!#ae%tMBycBu z*@ut5!4k)Y<~Opyoez4;GCXl_$;_O6znlP_8qKtQXG@S2aFu}`sED8%oSTcn9FwGY z4CXFPa-9kciN|ETCnd~pUteNV(FgT`kAXjEORC){J6s*nds=}s>x8JN{#yWTxxj48ox+r%^ zcN!#~&pH_$0L9SMcBQoiv-YPu)RqLr@Nqo}O;)NXSnR~TGvJBxn`z=@w8LzhKI2Fz zyP?LLHBT8p+g|I8?i%TJfh|2yiA6ip(vrO?ark5u-y9$5>eEiOYjen;nm0;m6MAC}$EHSm??C*t67bt)T*V>I zsy9$(B;_%96Bt`hfA%7TuzNd!o0Cfc{5RV~-8CnsJ#upMjJQ`CV&*B-O?R^el(j>X zD+jIh?zW zp^d~mhp{8JmBDIC-Ld5Cd!q-JQ~W#0Z$UlwX23;HHYru1JJ*6oW!zqlInV+x@f|hB zvDRbJ%qCK7dNYc~t7dViEwaCRg@WNgO`+UripwhX<#db8SDuE>+|J(<&q%3!bv6vV zY-_s!01po#0>SRi{n~7F&+!E{a4XvfdXg5Ze@b6KsT9pLGBN2}>^95**RU#IYdEuM zt&33+`aY~g9-F@X%gn>*FZUmR!a!e}5*^c;RnOSgzLEtnglKm>_lZ4<-0F(wpu5d*#Cbj)Q(vOGQBQA$BTa@ zS;29=ViU0+^s&~MfLl*Ep{(e_jv=#se{A%3Ke%Z8I?-@(PVY&+UM zhrJ(pb66E?;pZhe<|(hjR{&VAjBO00xFCx8R0B0o0Kng+1vTeehc1Tgv3z5~M|KGQ zKzI6{!Ls(KmamP3-P#r$n8wuG%a^hM(KJ*|8e$J0Z(|=}`2^O{hjQA@iW8X%y&^ug zU^Dr(pm@Fcz-x>zq0CPmgec;Cd~MgNXtUgkfn;7Vhw%GV_8sM9$+SMKrP)(->FUcQ zSdz#Vu0Q2AaV;%l6Ys*#dk9Jo+s{rm?%O&in7kDyZDo=i?Lu-}U5tQOzO-pDIgbr$ zcsdcnf^nqfK53vua5&f*Msn%*)34&29-Iadw162hB&vzoQEq~OHb|c2UrGs%o70CO zK6}v?Va$WBUXK2**0R$V*|2{nM~n##SorIo3?8btPhk+wF0PQ*GyC2YU^`^C!fY(G7)BH{b8Lx+t({xp zR%G`NB^4R~`QS`SO+x4Aum$>UCD07azE8gq^u~%^UhnQ)aLH!3)(qTifj<_zqGjnB zjsEcu*Lbj^&>s@J|*D9b%g)>^bmQH78zNu&vAxX6RoJjJ|dE8x0 zz|qSJq7(~=cn}h1V=j@6Gw&|eyXVBo@@ve4=SD$R%uW9(?Yx_}d;l$Y<>HwWYX(b(xO#!0xK_CA;(*3>Iab@|=2!$| zGA?q5o|L{<`KwS{vT})$lk^+fXrZYq)$rC%K{~}sQgyys++|MWn#>cc*|c)eh6(Wk z^xkIkIxA*%fKiRGPF9~|leik)X#-vwGTl&R2BJW)*Fp1c zS1sk@cu+RQKtm>xvDR=~XtnB}nID0P>`vg`RHhWzZKh?{^D^9eNK z7zIND#-c0@;uZH=ARX4)q*QtR2Bbiyj(cr8bv^q`<^3 zqj8k)okt-SgXr|oVZ-A|QD~AUocp;EMEln-2Rp)iGzAq%BU#vtVY(|N1cV$~vU~qp z)M7~+-xCbvj}MpG+wa&d5;!W2#!vUV^BWtGWOkpH>^B)U195qbY&IF}S=0>KSRNzd z2pCMkCDr>O?_HU>4vN-H^9DEsl^ao8VEU=P!6T_~*H?1dWc?H+uJZsRdpJ5XsIW27 zCxu7cOKq07e4x{$AUkb3{}qY{xJ;iFr2H#k(-tRW5loka>Lpr5+65^C7`QxaD(3>4 zo`_7O7Ma6klk=4BIs-W}Rj9a2bvXTmK06_)q62uVsdn?9kfD?rt$@zyqoOUsMq)fK zowCLhWpA{IbdZ6D&>DH&Zjq61ZPaMFRoV{AjKY8-2RsQUsVKunll64Y)g5BpKM{pk zM1H1KTfs5G?$qZ~@2!YAQ6>G!Rag?CC%TO|R(fty40T$nAxZ~?FUq1ii*SZLnu7HE zYuuM){@>PZ>#4P|rCXkZc_VvK76g}L-DBu^xu>TiWKR?p*bIe{pBsJ$8=-mg{Yi{^ zqgUonbpRjm-aI`~F)_8a~kR?nhcUKM|!v zG8p5z>iY>!t*}uGI5BF0Yro7S8LMyDL$Xi;-AEAj{`u4-a%KT*C;|8^{pJAvTLXgX z|IPqJ&_8E3iTj0E&Uiii&$Z$!7J{U5^AxzkN%CDVUEJ$QlN)d;K5 zo~ksDwZWNs$#3jnQH>ywNs>OFs2NHcQbllq%v<;)+jlfRVTa~_lgDK zOlzlByNMb0vD*W#7zB-i>BeZm{-h6c8G+Fp?!QPc=^&VTM9>-ez;Bl{zcSfkR}8hv&~WeambzBk!O% zKyhoAe_)?8SBzkc<~;!!)X`!(t*;(v>U71?sGl4Qqt$!j*y_0t)X{V?VDut0&j~vK z^&~U)EDe{VM|>h=sZj+idesCqyeAM# z2Zz%W4W1bZB5HmC9j_CR-nmOEnF?43z=9Ap4$f$lL0c6h<9TiCr?nkS@AzZ@P#}I^ zP!eg{0Yzd8iE6MA$I=q0x_!`f+__22tq%uz8{$O8$do4ZO8+%GbQW&Z|K-N!RbS)M zvDbf3u>vvaK^l&CkN(?1q|?857@-H}l#7Dt3PHSZ)=8c+c}@w+1tvI!=-HD7IvYif=kaS`yGA?Ja$MN*|8}l@~Z73d;@az<9&UFAqjsDO_g@r5jF@_j$V4&#xpy~kLx z%SeDld_qg+mJFjp>v8B>sWG7|KP8V<3z&Mv>{+<9S?99!qSWAntvFh0X;ZIBq(Do4 zADXxFE?qw--?tr=lr7LZHJ9#9?(sQF%+b!DF+&PySq+67Y&I1B^VeS_O@J5cP9i&v zl2s@G^C(R(w8@Y+s`zjbJMaO_CklAw-RJt6##QTV%n7xE5zc^`;Thb&!DiTXf81HS_3@|ksqZ-g{Tez4q=gHsdN`<`78Odw8rF(XDPLG&BXO0C=MzmqMIynb z{D?pq^zQS~CuTbReS$h!7*yguwCIH)|AC0&WP;-az}X?uPY^JKyf3B7mLK24>z%aI zJaw^W=;9|1bq9PKKOBZwVn9nFAJ<0<#83b<1qLr-f>0Dk$XnT&Z}GAjTO^B9hZ;U% z)@4!iwglEXDH`QBum4K>JxAjeV zl#@tx22xbbasmxoE#0Y4A(ON0hcR4!=H8rr5+o&{bvuZB1phiGNi|$@+BgU=n2)>f z#BB${#<%xt!asA2j9SHRcJMcYD$QkD?c#^r0*{mG_JdqktD9&phj;;5rlR5gLdm^m}?O|x5jLUSJ@ zme{rO?*>j@A<$8?PpNG;p4S~}i{-D~!BQ#xDL27+bQo0Nba7#Z5_h)gH>SSIs>=&* zf^;_ItE^6UZ}9i1@O&0@ljl5ylBJjG1H+%b`|(;f?=t-o^EQRH?gjgHUr^N-(LsiB zJ%p(5;O=ud7j3q6AcV-4p!E&zjL-B-A17oHHlAY1^GV@@a`#qQWD|YpEAf8o68h@? zftKty#}=uz{hPnCv~PhLK?jwH!N$s+X>|i(ZUQf&(;mVEb>MrrVa?y7f=<4=$OLT5q@AR<{j^%vyp5fxy@%36J^1fHMzNH$&pUn z9t}zJ|7i{7ezFlJs6`hfhK3t}qbu47*$A06eW*=6L{0Gj9b@!uT({k|@xR+7GPjP#jXfA4fF2prXgP(xNb;F$JG`;VAeop-> z9Pe4s*0ZS`J`><=N-$qJ*p!-kSk|tCG1p3H1=D8)wi!oQ%H=nyy_YcIqg%1b`ImmB zndIQH)OPyLr#BWQMlQ#;!6YNGGKf>$@%4Ljuq(jAuZGVH8*;`UAq0^Cs69AJj(s;PKB)sx9Z1 zW-kOKLuE8TWFA zVqrDFcBGoI|G%aX1M4G+3;2KHELII|MTog-$?o|xtn(XQ9OHvVbwhb9r1HV_K6|4L zkPw}Yi?gUFnQ-RT`7EROz=(;_8CRQ=hsH- zE_WT$dbEFvJSsaU7N3(dT7mslTQaw}PBX=^UtAr=Ll|y#js{BZ|!b{KxEpC&yz>`l1-TZg(u_RBAs z7Aq7<`b<&}X%lD3YR9vH%I0=4iH60rw_OK(#BiMkFZMf%cZn63TzmYgM z;ZHSOZw|E#&xy$C6UhpHh7G{I8f%&f}n+~6q(N$(<;^;m}3walt~m| z5C$bE`GD|9?J*d-?Z6L3`v&n&#odwAFi4ECr47sSy9)x2!M7R5%f?juxsm1``!k(8(0D|TJKdC#e3#w0^Kmy64KBhtK=8hywu8THAg#}_ zonMMEevjjs&pW*2OMeE+iE<9<`e`YGT^4a!=WxaHh(jCHq&$L44#HOzMRnBRm?`X| zu}RvPuS!Ku@DF}MH3lAbHcJ!VLLYQ$EIN5vRHlL}d=0-Dh-bbHm=}0lX@SdT6HRGb z6K*kR-{rNvYXek4*)dZ336kA{%CoX(eXNC$sly?;%=>IoIU5+R z%?1K=mI6nvf`NTVlr`I*oHE5!>&y)rpkeoW}o4UZ}rUV649&rv*=CZh-Rbz8~=j6h`k6 zD55DVeH&VEZk%26geZ*#GY=Zsh{c`P>gFq*gv0jr1v(52Xr#OFI-W#&B5HM7e%WAg6{2% zi?k@t>^pDTtGva}!yyk%0 zc4qo$PmECvb$C9lOr%0LEX%8~&kTt8M+Wz%CkD>5&`Rk*zQ0+#yY29zzL39Faq^{U zWx5qbC=^hgmMb*}ERSpz)`t7N8%pqj5FnvV(Tfw9@7A(Q<~VJ6BnE*t*P-J@;{1d< zob&m0jVHED&2>74)LvDG9f^i|D0_W6{`(|ZftH*8TBpB7DwWURSj54>NdqDEH8If< z_zII^mi5W0>{7bj@)w*zCDt(X1fy#8vUHmmdBuukwhNrQGS*0rP$*Z*;pXq>;h@FL zOx!JTj8qWH%&jQJmZPYs+Wz$~sBtO|z@6h4p{PIpeD}twXjk~Awyf?K7<3lJw8Hfq zuD8CtjurnToarUMgCI>;H+lo_;YXR}-*KgpX+E~pl30ATIDks;>{PB(zjP;-8ISaA za-s>99iGrJ@dp0FY%RhfRJ&uR$Pq&*Z5yY}g=WMS1%+v~ki4~HZ}brGkKZc|OS^T3 zFBY~@YgPZ)qaOGrP9uCm^bI?VFplZ=ZfY0ADe=*airFinFk%&$w&Qh<*=-9pm3x&?zr}A} zlDzMh4$5({T`|l*DuoD@5gi@M0LBE1r29MK8gn6TT4$X8ZkiLqe+b;3CFd!j9dD- zuq~^ypjh&Lqj<=ZYhYKX`F}wDEnqBR-IR>K9mQg%xwePS(uP=biS;;Q13yUI3F;6% zR)MU_LS~Gbc(1mH63_=a4xvyT$>uihHPg@qs}c^J7LPXhpq2H2O27ZM?}W>6y?zUZ zeF6B%y}buEa8==U_Ynvm>pp$8er@yy^ha8Uq`Nm27Hb`L@n-LquqYFhuA6w15)vS_ zp4bKfB0TgAy2M%Bn6sUY2|(t01H^PqZs`%mPbOLf=|Ea*bV$0U2%>#PXNg#*v6RnV zd@9JqrBsSbjwJmyyEN9&0Zv9=MJlC5U|wAFKE3TSf}RYWzL99Usf(6XIzyInFTPYq zOIVur$5D(|HqrAaa;bGmV=h!)Rz~)|J{r-V%!w|Kgno}QeFX^)W`2_u^C?7goMB|n zAsuK|m>YjSQXD;AH8C98kbv^mJ5Duf#-Fm%9N0 zO|^~)^sVIZF~~35+3@E4HP*Oly0&9l0mox9gqkQ?$g3h!`;OKIPj&^gE#qMtK<63~ zeeJpB4Au4GY7^I^wj6#MO2GF}4Uq;w|1>GRR%p=gI3V$v=HpSesu3eFa!Rj3+D;WnW#g`yGy8h0I{O1KeV;zm>{}UyKqW9s3gjdgcakGXP zjRpDaJUtu0s{2_yY%OIQ=v067ktLIGvD)35UZ>0OJg3=S06q2Ube*vjlW1F#ixE-( z@nL>5Lrc^I(1%|Rstn`i0wyGF!m)VcBvgX0VO%hzHQ?V(VFjMeu_6~y1N?i0|=M{|>8Z9ELy zbNBD_oChO%tWpuzXGwx;(m++nj~JHKkT>~tzXo^#X}APg+NWdSoNUEL2zDt${py9D z!&jaV8?^%gZ0g*8PZRuSbs)o#FtzS;O=f5&L~4t4Ry0%j%9k0@qzC`GJrfnZn{4!? zjS=Yr!w@^-8BtX78Og{ND3d6l9F+t-9<4v$`2aTd%b66kesnMst`avZ81PX@l3fVk zq7?ywZ(Sz4x@#nLig+SvhC|0pdQYmIjM3@9OUUj-IoQg512did&<+xj!=&9yy(w;4 zWaF1Zct_g#aT@anF-(aV#FLa3IMIvp>Rm)0c3J{=W?vc{H4!eEbu=kACddvwy_$Hk zD5XQbALql+_$<}1omeTC6Pj3 z1J!4!4!=1sB9S^rKMM3l?}BY_cXoo|i*S7DTTSqsJ^(l7ryldjO@4$~Ee_&)L63HVHwULHPc z55qI>6~<9FL2Cv~fBG5c?xq}as>O4oqpKV#o0o`$>kvFaW=f*tPJm(+n`heNa)wcV zoqZ^FW}#Q-b&7SLxK&OFz_&|O9t1;ic%TQuLCb8RVCnQSQ+cfVF#ltJmL4tjR5s9BN9~uNfoc&kP_&C&(^?uH~hP? zg+86Ih^FLDQH~qq=<&~+@7IcnXcR0*qXsEmJ`T<$NQ+QJse5uht=Nk@n~+FK{mkA% ziZY+mPRp;|R}b4Vp(Qa{VpK;7Gl8sUjYpggk>I5G4(7e$YwX*;7rIsAexS>I35)d` zA4YQ`(}`OcncsS8Ntcwi#D$GE6*aM!rv!>9<=G~ivXq50brVbPm4(gjRM5ax4DyK4 zk5WI@+>4rLGfUsn!T(lNQLe8*Xj4m8>L^&v9rCXmss=4mlp}h|Ua5RS)?*f?t35Zy z>Ox|LGPX}5b$io3ot|fnR+yc53oiZvRTskiNpbMWA*`FM6l%pRP}?EmDe-p9Eg?9XqVDruEZafw#fZ zHIA)bo2A4(@Ml(p9sawoO;*dyK111574g-z zw$)Uf^LC6%ed6V$uL70WN}m$&+70v_7sEHj+a4gEhSr%R=c@GMXBGs)mH?Fo=H7U= zg`Y`<32|7;$KJyDbk|Vz#?AGtA5;M=>#JZm3&LsDuME&yzJ|h>p{YwdI9QdcjAU@Q zh+dM{$+4LwiqldN{_qJtsUJKf3^{H9MSD~snW9=B=j~If-iI&RE1!PG8PM2y%@UNM z2`_fis=@D3CdFe09@Fiwxxx88tT$SwB&FIxX%Ie_mw`FMhzrCmqK10q@yr?;=jrMz z)r|u((U3j^l`5N=r^FOMy*$w9@DaJm-oB$;ivq|gBJ>@khqHKP1Uc52mJ0M}BV1_v zzFT{o1psgikDJ`65=gN|&fp2*8ODj_iaLEYdSM<300~x;?VOB$Y%#^l$@rV#b(YA_ z)eW|$(d^``+cnU@54nr<=`{kc`|`_gJ{!8eI0z43TP-p?7!8Kz>4QRdXT2?yD4e5s zXR8paa^X~d@Di@1k5tZarTzwH8|qTNAKbasLclU(g z)2jS<#^Z~-y~<;xrH-F9OBc$&=;D&|V9p&Ahc+Q2Bn&{lE;@faS~oD+_ki01RGP+} zGZk=kAd6p&#>Y8foAH%6`AuGcK&X@*N50@!Dr6t=7D(`!7o9a6JQo@<92G}W35ej; zh|%^e;Cy!)l=$RAD|nY!ggJ7{GlVBXUYj6{yK{d!G(zHld{r0822VsZnKZ=f;s&o1 z7=n%hFIm#)jjl3x46L?;^#PmIoa1{IJj;8E7};u~{}od;P}uR#>^=+l+tFbC;d7{A zY_rb%3wjBR6hNYvt3tP(Y8qgzY$SC5w~-j%ZN@{*y16&aNaWCO(QNZZUJaOIgDs5Ktj{cQhg(v*RFsNZHAQiQbw?!IC;|rbPGi+F z2Dwd1@HM#1Qi#T$63~)D)#LI<3R8P-A}K=_6R?({B;Sd{S~QlxEB|^rWGCSg5aD!< zhwJ!i-HjJGx4bziYT4!Lb?-K**M+jN4-Oe83pPbLI3pVAWbJQh?QKsXU}3rJ@@*^A z-6a~vOGJoXxyi-qw`t2du3LO)U^rbw(+|)rzgY2+=$Waw_`7^9CyjG)oO?8g{Sr3X zFZ8h?==PW0a3?Pba^g~ulMz!4Ff@RGVIL@? zt5dU<<(-ObRc7}P#SU;T3qwFc=HzIKJxuXX{`b#5m})TIPpg!i+)eB02U%wg4GA3G zAfV#w*4J~QMN6rvNof-$dm71p_&ve>y$01wAdzLuactOO(#xr&NM_psulYe1mpJyR zuHditn_5FMLYO0ph*2*nPIC`dSC)kOhkv3-@!*FmIzB{qJy!Vu@BTUVR1Ien^Ik0| zbHQ&h)XaclY63J-xrU@yJfl#H2jl10}&Wjr(Ob6x;hces{|IF>wq}|ML4P6;Opu4!0 zj6(UMlWo5M{7|?PTpdiu0Zf~C#{xd)>jfGP#GgI;Z|pPgOLTb%9w;0KS{$MW*8{$H z-)Xk1sl4;<5Oz_t>q81Y+fHw%3a`!hCSH})rR_5x!Cc5XjSA}O465jzGZt>yy8-kr zg}|Mew8$$l<;l-GT$^zRK3fZmIu6@0__3tAcChRE@uG$%t%noM>~;n$J=K|;5Zur@ z?1{nv9_NLXm(>uVbFramm_wJ3!U&Kqt3XHKF3mley2%(`i0y^08`~G`D#Q1k1zZri z-gsG>NC>Iy$y=DS3a552fK#>>mP;1-(aF+p&kMdpo>Kk5w>Q&R)_1L z=L>vy2WWgxuhaW&^KhxZ7^)aU_#q&vr`u>dIvD~0OIO!S1u0%t61QNGU*d&^-oR$a z%*lApAcb3T5#AkXoG~W8dpj>(b#dGe6fTD%gFdqB4B7$u4^MM6M~p_(2VA-yR?z+JK5|M zJ_s}cR)>4H_c&a}3<=>^(+kx)9H?hYJ)1Ty(_#LthUQcz zW$X0d^ZtS;|KLj^6n9M}4~6>X8?DmvZh&q%J31u)LB+=Bm47qK(p*Y>J`W%)kej4I z>UOm@2z;y;E1{HlQ0%@Q7lxU_L5R=V-O&V+XbBb3Ddv8A)Q17w8QIvQ<#U$bFp$JN zUb2paE+o|2YuW*_N9^(BaL#OP#7gZqEM!{3W-c(iTYm0CET_-yx0ijDD z`)iqW2Z{GspR;tE$!hD+vV$JBscPr(hp(W;Z6-Lq^)V7|wbf0V&E;r+{A%aZmUz}@jf3uvxXBw-_$YGK7oKT-Z&Pa3Osfyk}!#DrwQEQ+!X88 zFcXm7^u{9s!f9$Pmg9eQnj_Y3KtSr?{guiMP#$$JzxnQVmSJZA52D%xix=h^@^)_ToI}k9 zRA;yLq&d9ByI-DN-+HHK-(YQdb`#IBMEFAel>DWFFa9qq-x<-W978QImQt6Fd~dW% z`ziShZ_jW8T&<_wSJUX0PMq2z&((3HD3aG4o2Ak*{-jvkq`eZXS5{)Yb~OEk>BGKR z5QUMNXbGx_86Mlh*!Q(kc0Qy?E$g+8M?O6Y*Bg(jF|ZxBgcVq`Xzy#w)tebLJLlGN zUq*GK5Or(1UHWH{mnZbg2M3GS-YL{wF{*2HoGF^Jx<6}~hz0vdg8ZWPk43ljBG2M(s&7FyjNrrCWV@WDN6)e-*>=hw2nsI!sEU;L&^aF;a~F&yrP_`S z%DH+kh`J%_eWec~fw!h0toIA*>Qb1CR|;KgYD(2>Q&g>gW2>77Do{ajvnen3eD%CT z9Kcv6FGWHW$zny60BogW&)88IgA)AqZRd?m9avX?u9}`TC zFAYm?z5-Z%&*F#UkycFy(8SGKu^{%Vgc^+I4OYL;1#+1=PIP!NJnOJaj^S_WC{^&M zaspB>f-#u~7>;IUQfc3zbe|6_-*a z5j_cyqvHMz_^aKJ-CK+i43hgC%=N`C8w9T_UHVz{$3`GB+Kp;ZgL}HM2=)@S06jp$ zzl-T{W~}H7-YUrE$g7!71(_6R?m6sEC1fJK@?4?e3j=*8tJWWC)!##jw$#`Mtq17Iod`rS-Xj z`>p=#<4uoo6uy#h%F-{pql|RyTFl4&DCi&2XHwtR@E|3uQ+{EB8y;G8VyG^5;u;p> z$cEr3r)+qZVHl!Zi|`nf_QawK@V8Hy<{f5RqZm zv2%U8otqly?T|>5zaB}vNSvQkdH)fR7~_pa(4SeQ0qx~!g`rSZ#pdIb3d;p)+mI#o z5&f=ZhI>95XX3a~V=?_fL4{WgV9)UZ3VTYIs&-HxDT#kJ1Rz_tN3Uu!7?RSpcO2cj z3p>vlFmu>_af*{(qZp+E4nn~6mlruY6>P0zHFHWn_&p8E zngk2=V%hXRjWfgm{>9&##0Ef_E)gYlwDU|rRG>`U1enD}dpkjQ3O#`?Px{o~f*U#y z*C_BxHW`nqgwOYvF>n2}5-|T;*aHLqfdG0%c%CB!D~|0(QhCfR#a-X0OMl0N!&yqZ zC^B@zQY$q)nDK($6Nt`M>%aVon?*Ed?qjaMLLs=ml^z0NX+aJo*YqFp+vd_kg{3mo zAwGA)Y`mQlt&<9`#E1x$Gde06cZRA*N<2C@KoPr4$#oi`tlcxcruB^^BYA z=Usk#e)$-@L8gP*PP)=j&+ugdwubA^{?NrNHo5!9BtF!O9p|3BUh*2+J6`jCp*@9v z^Mfr9BO2z8wtlp(0M(_ZCrEp3z&uUHb2o#Tc)Z{M6yZ)sZ0MYC7B@S3XAr+YJV|`{ z8MmK$hvH90qNl&DaKa>nDhW#M5=4$Qp?clXkGY5W96(|JQNC}Uet8she6oFX(7%t~hW56dD zupm%JWJ%Wp7p~%(m6DWq6%^(A2QNvP*vd}XUi;HkExks0+Q8BxROL9J^)|iyKBAdW zt9yP#pxQzekh1hMO*U0fr3}Q9gdJ&VEL8QW&+?I!grB3C`NGT}~1LjeA zUX=m-falnwzv=Wk}k~- z-mltNps>bDGMzlVxn(SjMdQ1=Ss&T}WKA^<2LFe9X*?X09GT>v$vDdVjJEcwK;-(m zbCw$up6%k_CFQnvU^qpuUvWmlj}be*>~5ZxqJT5d8!$7>erK^k(aO;{hRZNi1aQ_G z_uqM8`qfbQm>Y1WK08-AJ%2Brzx7um*%@xG!{TMWuOM>Xi zE9RT+#LY+sX*VMi3;w?mMdXxnPgCSF&skYNxeUV>Unu5@KbK>Dfp#scY$Q4#SX~X^ zBYFUY`Z<)Fta`|h#4-KLLGxrJc=0Xy5S?;zbBdWr<0!wmYHdjUvKq~I64$)Td^-K& z?B(F)v8uWb$5=k+9>-;I1`LI;cOdgAgAx82DOPbULc`?0GV+U^uG93Qy`ncfRU
~9cIi};94rU(Fe65VuH zSe>Zqgjh5FLs?WksiF+L`tYtXTKV0}MO^X4{NFD_%tDhTdQZnoRk>e?PlgUJ%se38 z6AwRs)TheO_kg=ag~Dm>g)jzwslx?d7dJSRI^H9{MPXlBizmDYS$}@LnZW!@TZAb9SlpY;l|GR8;b&{ICtq zu(>>@26fZfyVlU&x$8mJbCfR!$YwSszM>m*>*L#(t!@OzWev)y^En(Sy8TNPhI={AgX7L5fA$s5z%PTCBdLy8 zV+I)yMwtmoD=A~txRrBgyz``A7$c?s9!UP1j6-LHcJiFq;7EsS_2BjL8yz9#b1NfZ zwp1jEaT@hsYnI@9n8C~t)g<({)&-g!;4}O-HTk3ata-^Rd}B5w)$TJWGF7Op0O^q` z)^YZ@JBd$`U9GGU5g5$#6GDo&u0^H>f4|c1{>y|QWmn_x%Kqyttz4Bhf+p3$o7OQS zztR>SU&nL!g60kPx9i>12`@n0#oVdsr4=P@J#*T+*1xM+?-1!>x%arl z@pt9!wY~qzZ=fNdW>o(QE!-x0e%9ZWLuZh<_IE4`QV5+(!W)W!+X}aLKO@vtJ<}hJ z{)2{|7nDd4l6O*%{FO|n&jN}&+lRVVVo36h$k(u@EpbUWm(U}ix!n8=gEVicnU)TI zGIjyW1;DWUecimnT(+%BB?))_*c{4G$$?FS-oCMhj*;$`(sieeDR$N-wKeKuO;fI$ z{}$+CWoX{%V>Lw@66j53A^NB4#H}q040gJyd?Y+c!P+i`?wZ+*svWo^WUCn>6}D{H+$#0ByWa>2Vxir@Wh*uEPu*V?i^zoFVS`cvQPD*o$2ZMF$z2Wy{NT| z<-=t1u4#~k!r+NFxNJB8%bsy2(U!XT7m-R+Cp(%TNU@g0abdky5SgtDe!h_Snna$t z5y^uqG^W=j?>9OKQ#MCJ1^8e%SJkqJH=95V@ci&LWrQckg(vpxdlS;NC^D@qpNO6= zlU*{{@ILz>38Aw!w|0I6PebICX3-l&(xag#T*GrWuX41P+JhN&p=7)nof9+bx}}-t zN!r{cnb~vwEmlij15OYPO|2_pdexJBVc+N`RLkWwOsN5Rs?ly)j#?(g&tCW3w1w3B zY_P}u2Gyz8L|s3L4m~LuE5PdxD^`V;nYC+{)~mlx#~Y4V11^)Ta9o=R2xxRofs8y9 z5FAZQ`cY}DNuOl2Sa2>-lN~u+o4!?)M@H}RQ3bNMZ@Bps85K&qjG=B{GAO2bzI&w& zp=NMJ&>;rMWu1{oAeaXl2Ag;kiHk2y*|(2{O9W!A^KGZLsXLo2-7KQR_uA7rRo9#h ze|Nn*ynDUqt%|>R%jJRH`!)rvmFR;GVJuvm>u*!dqO10qd|ZrW-IdQIrFR`UxJP)S zG`Q}z`)uA!m0MH^LEO!KL;uL*afg@A5B`iTHmUMSPGwE|&M_iUODIrlUVt&dE8yw? zauUhHlPrhz0QOn?LGrsRa7c?^hVaW}P?b1~bgz_MEzRAb?Z5W4k_8w@+I`Q3A?Nhv zY!*oodLZ523zf8kX_W{u;w3BEW^M?mNoOar#L$M&c~)j{)i0+ztL>ghPxhKsn-(-0 z&PU@=g=({@sChR{+0t#16$wn!I3e=Bl>&g#a4h=E5fPo*1Q(U+qr<84x6ToPU(Vm} z6S8D>LqVK!%3Pp@&z+4yT3PK(oL94GUQHq{Sn3d5c4}2mDq97{BV^aRNSc>x4CVP- zlWZ-NL<2?26#SE3_}wzokY=^5RKaIiwJAV6Fv2s4q74tI$6x&p$}4ym)nk{37waiY zH5~j({g)2h_Q=J++BpJ_nJ&xVP4RzGuU2kgNDR8)1TSH50dfk4#T*fSY%Mj{iC#IA zICne%xp3KZMYJZ?g+Ws2XrG#M96~oeM|!2-29OL6SX+0(ly&J`IrJhjFF;loR5)3P z%-iZYQ2W=;Kp5Vd3BY1I_#bwN%tzGX9PIMH(brTvuUdE{992Bqj|RP1TAp2X+eYnT zg{Xsji- zd{?=yT7fASQP>>u+P^Qb88G*0b%=$Y4Po@;@t>uu6;XPKexr5CmlD#GhTH~lDlw|c zaiHsWj$?ap(c1T$r$lSx{kUJC#PqaH?>XXh*T*(PWVE*I(Hx_*he>Yh-|9>R!|WNG z7#ISgw`z+KE)06V?2l5OyU$&~F4Kke4B-^@O)uwi& zt%`gS8p9ob^OI#EVSrA8o1|T$g<0Qq1xoL_;~5>_i?8Qz3(8%^*@Na&j2q_=Cr&zf z$e}E>#&;Q}yRrb*AiM{ejKO02igt-#wB%fl)Dudi107=i=K{-Sd$wJe#JiZbI{nZl z_F7u>mLl|RaV-ai*E!DvfOFK5KI9h|TVfNfAQo^pmS)=*$xP+@_>X-pdGg zumk@m*~f>=X!%1ThChx%B|}dRWOV-NO~zFPz)+WjccyzzF|*pUl+1sM`~409l<&@0 zzK4^A^ne`^c1-uF-i#*#SV;Tnb+orl_%86>SP_Y*VWyo*xue|53=72en{4sjG+?mX znczCu1{|B590;T|%IXOhuv(6vK!NRknaoM&MG^4&EfjB5kh!#f4TMm0ld-G`X8ckK zkDoZ=p5il9F?Tt9Sb^MSg#Q`#xctp8(z@JOk4T6DWh*PHHtqr>VN95`5g(mEaG2$~ zBDmyAu4>zqzSba17WBM3X^Z23|UPldwP_b}gi$T4%yZF3_4z`{?)x_H- zju7)^_{L8DhaoNM8mPsJl&;OL9X((TzG=er>vW*S0U(p--B?|H?qM$@UU$ z1Dl&b7`iDNRGnsb6TwN?R;+z3>UE@}qR;J@RV~Yf^Kky(JXP^QL8+TI9zMZ-(kptY zSMy3qB*lrO%H+E$a2l?4Zjyy@OBF3?Gc!^QE0{W-Xp2PH<*(y5VKsnwdmBx_f$mwH zGcfltjiBOJ5Lq{|*+gMfEb#AMGOEG#h?n}a@`H}5c}%4u7>GyB9Ed!{){D=CdZmCy zVjB+%x<%ngl|8mqp{~dSOelASW)%@p_@OQME!_0S`p6U$1DEI6uWb$<*^p0Le!upW z*;siL5}A@SYQl3(K}a_+IACUrO=&Lkw7R1S(+}F6lnyVfh%*^K8_8(eTzakx`XG(^ zAGmOQuJj7Lxk#5SCj$K6k^lXQxWw*>hgHwe_{{)d6Ti0Y1*;AOg3~e{w}qyYfRi`ww}&o zWcP};XeD|k(M))eNXAR%Z{B(dJYW(lk>D3y=YY082j z0~3Cc@V;p*=qg*n&2dFvRYy7-G{l00q5&d(*((I0Tn_8Op|rI^5``-+EhFT)Z89xq=%@@bA=oRXw#ZOkL@_<7?!de>*i`4ar9f2dOHmDMp)2~Rjh&0gb!g75d z0@NA=Kkmp91_>&jb}u_>I+@M$S@C-oi&B3@LgIAeZ@7rHw^uOMx zM_$Oq>%n>fv@FrVn~5=GaSNYzEwZ^0yhe*Z7zPx!!>Lw?tSc=ag(k=YZD4R5{o2w8 z-gtt-qjAaYrxMFOlz;3^3)qF!aaS||gfAM85y>5m#928qZARbBQIpHcr*yB*i%7E^ zAod(FQ3zi(lWk?l?%Qye%srLDS<7^HIFg&eys7kL)Cio}4|boEoy= zeZxc<#MySRnyxl}$h1jGPBYFl+5$vZ>i^Tw9%LRzKj0Pnvi`8>FyYil0vj@xwh!;) z24L;msL(0cu#8l{%|GM42JFz7l$HZ7D-M{)Cx>JELGGEV1HWcDdtCr*xEIx)`2L*{ z((2E(IpO61c+6FCs>Q5CTj|#}XoOfVJX7I&uW)pMprIdxVQ5TIQ+cmbk0VbB(A)cU zO#XMF8(#RJ|EZPmU)E1FZSJmLv+;E3wb%*)*n162{UzJ%@7tmyc3#LF^Z~!@m+2!k z!oDk{x*c+Z(2{w=Z%n?ar>U3YrlmvNZUj4-RYZK}hmOjWG`&s9lKMkp!Vyk4Ta}x? zvrUG3^=+>0q;ol32tya$MSR%D$_m1YS%fmDov>2Qo-^j7w4d`TNGX<-r9y|;>d*6c zDeNYd9()7tI}MQcbw-$3QZc?|rkk_4W3G7zU;K<|C0Sg)>;-X+zLl{*jbk(d&%vOI znldn}+51uzd|BNsUNr*+gotcAE7YzaU+b4aU}-Y9zdbIOut|1@4QH~b%)eHzcr&qu z;A|$n0o#G=8UYIU#&2X4KA^*l^1BnNq#YoRwxxIDr{-!M!j?dFs$|C4bxc>W%eO*@ zT9j`VLP(JCsyg3+!6kZo#ezO=?SExSE@KUz+maHa_wK{aQ8pS*OXkiLe&cJcsGSa_=L8vv#_{b3kAcOj3F${ zY_DG*6;=(QeW5vcj*fx7xxI{!$s@kb-$&_P+5Oxb14EVoDW0vWb?{h7uSdf@xkZJ3 z3WDD5jHcP#&&{9muJIwZloAlWj_k_q<`wT#alGEp<<)22Zww(2>gkWQX$Jr%@XCYU zZjAG5^T|@GY+^)0nl|>R7H8`G@8joke21e+BwuIhJb7+K3#5ADauR#L*2`FAbS;Bf zE~VOZq}pHnRzV8r%$r`PvcNQ=RRE`1QSnWXO{cf=jwjgx6I|@WrUAth$IOq&Pt|H! zv(P0v&Td-;yZd-z`~Y4@CH8UcZBWdrwUYH7Wn0)0>Rlr~#8T{W`xx`|?f=I$aX&-wYZE93=6 zU=V;c0@c|52WRTACz>EzWYe@B=8DRzQwvrSVF=fo8vLejSBb3=%6TWnUtu_OV15w4 zOf=prOa0byOm1=+tLA_v;*ELVTdMwqCIXFlz)}BBe#+0Mhd0I4yk}IllIz`S$(qWG zncCkAD*#l;rSYe6(MqjI?Ahy7e`I3{22B(WVelGrU<-Z)Z@a1Q;$`wy?Uiszu?Lky z+O0qmp*Bo@FwMuHlF(*5G2}jbATRow%4O^OYVzYLqUyJPQpYyiS%{PSGC8uLvgu4o z30t#0Esr=TB{EafqowcNqCA(er|^B}|IX<~(n>o_y~R78 zVyt_9?hl1N!-!zDku0>Dh3pyE;kfl}19Z-zS|T(isbr$?1f5eG`I8Q<2uLg2tm8WW z)Z$=XkO8CRoy6&!Y7Tu6nVl3W&;E3I_P|DGP?5&JqM-Rz1SCKZ{SN5c+WZqh)75d% z#CuELvL)EoQA=T^BDwgc{+jC^=ln1jy z3_>B8;6cU?PXDHu#LyknSYXT9ww{Yi{n0_Kvma4K6H!!;!krwz;VQdE)~$^fN~8vB z@45t@NUY8(c4+2DTJulwf(2~Fgo{}?)W7<>3ge%;@B7K1dh^&v+DY*(0o^_nhQ1PV zt%r(p)s^L#CV;|3Z^cT9OxqVNt`*Qt!(f~4k`i=eG=L|c)s1$^D6J5b+xvAKwF>@J zHHqra33le=eXP;nyvhP1y?AXMXU{EROUPIFh6gcfH7v@5r{03GR6iA%*^G9YCLg|C z7FRMOK%1o6?Cj>?w-k8l*I^G5%%)V_zzNX?mA1BcXVIqc^mJeW9QpH-@!ZKx48Pyi%@RWDt3A zw-^0t-IH+cZ*>jhn%TsHj2>|pZ$1Te6y?Edzh6Vdulg5P)x&zXAb=6&!8wgBy>a@MK3}Sm=}po2swgt3?4ZINzv?KO zVgsSsK0CmZ{eUNJLh-#NSL`9-}WS z+G*+=-L^b_7?h@Z3qPcgU2jAu^}bIf2k7UW18d_wxQ1 zQHACCfAAq&-a@OrY=XlMa6v4*EU@GW-%96rA`tpH8PAsxQfl(zpz4rw(NuZVRbNfQ z7Qiv*oL~DWNF<}tg~4oPpb4;yDk5;t2nU&s3dU)ktaw-!1yVf%nee^{aOf86Z@#5zeM`_az&LZQm~`zbidk2w_ykx z79y>XbkJ3rHHOaCdft7&feIoS8& zBl9Q28U~*=%AP{zeue3yZ@}H&@zL_FXTo%XbTyZdZFYxp!e^Y|F%hK}BB*g?uo~Yu zl{ab3+6`ibUr(+mrA1qvSfPbZZqKP(e6gNHS3s(N!EzRHM?mM#KgIV@!Ba|8j&8TN zUBN27ev)XFqvTLV*r;rLQx`8qm3r|n%6}lX^5lz9^xPO0^+K;DHGALTV!((zjFi`7 zS#Icr!*;Gl&;!#EWxfJVxJL;f+=vc)H4CWMp56nE*-3iZCXlQC4FToS$W$fdo_ zqY3{6-!~i&xwGBy7(eR+1|4OvWc+yH?k+l~A%AM_RCV%@2R0^o_)==1b<`yDVXr$r z8H3$N=mVH^o7D@WnR79Fo)l$wS&9`18Ge)91w6DRNcc zVDK*=budqf`1Rg#A`PlvU$93O=iEnZM{$fG#N^Xkw2JgMTR2za!;OBFan>In*u1_B zankAIwM#fcg*$kvBtg<@#{BEW&F#spF;L2@P^dL)E9#ff0j5G3;aAvi-z%A4uZ{ac znEtv!aV!XM)11G4mMawefyn`ctg*Aq_gNE!y%0CUHNB&@VXm?O-Qr#L(9 zcpssfLcBTre!z2w5zuc52$FMU&p%A@EL>H~PpZpw9>vqiNC(~Z9kL^xT7pOAfI}W% z_dzO zqBK)3{2qPVF9b9e=NY(vJ#)U3li#Ri!yaaXs+vkapR*eqkrs;MO}zNIYq6YRjHohy zy?)%GXmce1t#eYGaHRjUY%+p93~LTEDLX|kH;FQE!EbHxSElj%vqg~SyEk|bJ@n#? zSTw}8nEY|X1M!))&)J>!JY&NtOTKf(J7Qc{3e_AsdEfDc#Jf#;!*$P-`wWGRNsMk> zR4{Ye*3yM!Syb*sv1AW^qa3!ZP#HyJm!w;1rpEZ*!q1iNoC(~4(XraA8T@n_Zy&YC z_zongFJ}?z%qF|=)brME%uHmGW6n-jJw7J&1iQT ztO<2%>7N20Rk!WCcnSJ}JTde_`O8b>>w{?rP`~Dl74|PL*0X+0FAf#Bb~LW$>mOIAs%r%{@}l> z(0JW&BgLTNSu4z_TatK@pfyr1eu;|^*=#barv0Bg@`-2uA{#eGZttK*YV zT)C=H+0QKR1)fDmPZD2p3bUh$_x?yPDf>Gl^N*%N6F+8tq*;;gnj;S&XG_V8$QVvB}E!y?kzn{ItvVsN3Ht!2N z;&1a;YuG%Xr8_TKp1sW%IN0+QD_MYBA)=oJ2CtulHQbErm`Bf=y|?+8@`Q<(s9nxX zroE}iKP72G6l58A9mvfRM5xiJns5(To!Qqnk7nc={3Vkrl*4)Ox6{>&JwFNtC-eQ# zc;I1fdPVj!2>V(PozkoVWbvMrFlj#~6vV_I(!GZ}NmRw#oMg)mG09{>q0yeAzGM5_ zL>wT{65vw;dv7TSi9|t`*^edUkM{nqa9>K{?p`bcJIRD-EFR5=$#uLP99{nC7K2-$ zK7rr#bl>VZk}B*bLgu@<1Qk@l0um`s@xK48EZ0G7+vFdbQPy-g$iTeqV zI58c)3ARbO8c%B~ug(A5Se>M1Fb=}6M~8UR2Xt&4MJWFl`nH)cW+85g7kd;RSo3pc z?jJC`Vdz@6^90*l$yMPF)UD9FT0Cr>RydjDEo*t#txWCbDAz$SE8{T!f}pohl3jk_j<&4BanMp z>Cg+J`LGYRJT~mtX%CxcNy@4k9-~Op+@q4=0xRh62c&whtN}%lOcl=Zr;RNDHy?*Ay4T5$4kPFP?Ut~xe=JZ;BIeav)I3NLNaCn;6SenW`j!@>w?LeO` zT=Au(^77HZ(-WlVz6$ojqR?GhplT#X&cVS`CQkV6>-^mbZlX`1&vEew3g|t7uTGy9 z7ZWN=48D39<9e+gSBq5ZmaJBtV^Fq7YZ-XS1-a=mzl!hygT+YgTuG>%p>?P`Q16;VM7^VO2TC3hhio&72Q<`MCtD(Z4% zRqE)o!s@`K1Cc}As5n^L(Uon#0g>F7c;2FqKyKT$LL>DOgZ=FVnU}F(uKT2SGdea#&Fp|GW5tWQNm!H(F^L8-rpv@HQad8_P(4##J z>SuHw`Kg8pxnyeiYYb>UM$xw7HW|~U911eY3c3wvS-I?Yyk!#=hy9gQQq?k{^H`R7 zRc^qAa`y;3mcW#rFcM)TChS2Yr}fFF3Vd{a!pXYhh8ipf@UP=w>D|{YJG&wEL19s4 z1a5F@`9u)OHhfbH*+lvfcM%T?y7q|>Iuh$}m?%iu$-7Ez;35*Mve)e}kiW6yL_-wQ ze=Xc52Tw#4c=GkAe}#o? zr{t;%4rc=fyTw6VmXwrr9zS#kxd!wMhNXUQNm;Z4`fYi4g(e~EHt8)We7^5dRdobV zctg$WLIjU%gkiAccW!4RN35Bq2z3!ED9S=WLay2HHQy59nY+97*mKqiq!<#^;#4SR z?jhW?KLn-Gv{=T>UhQRU+{m|I)9$V~|LyPwAfE)bhP_VymAN=?`i{Jb|ESf$IXR46 z<+6+bOBzGTtNbw8wRvdj-Te})gZWSEl$q3gLZxNH)eV@Ku4e6nkH%%=X5-w(j8(71 zYLAF+zfhwAu9w~OGLQxuS8>#xm_0lQP=aD^VVW=|;Lut_RN^t@-KPiKzcXXKI>^$2 zD~EMJmc5_wd98rp(1hK&bo+Qei>VXY+UQd{5% zk`vr(#!RR!$L295F~!i&1=D@KC~aq{VUtCy0|4K+H0PMM58~lTh`&Gj&HI7>{cXd_ zeh`nAOlSuzT%Y)Q3S@H43i1nYMG0gRXckZ#9XJ5+Vq5W^E$r^BB5k9&e5R`QdP{^= zn#Iq&*AYgxpY_x72^&g2UxYV|6v370GFa+S1(iK}rza4!)f|w-*3!_eeZ@e2=b9U9 zX|TX|dKVnI41ABq8ISS2=k)##c!l!OhN+NA0Zig@!jOiohb4urt76nKzrq;C13pRk zGHVieoO2FXJNi@t;Dj*i09~|R^;sF+X=drPV;tFn{eqy3t|7{!;$7I+0@)_X2fgZy z7;q4uS&ML}BPo2b7;)?QW)#X9E{8QZa34=NmdUnQCY#k%3akTa&+pKnhh=!^T;%Ns zduD*GmO;#ToH=li6itvb?*un9eJYLLHml(FwL%23)Q4Ms1d)hp^ck$}L|I>B(-qv* z6vY6q=UPf0_G_hoKstU_JqMnY)Dg|BDkoq@q$>?e0C}e@%CQqOCWid|5RF4xEG)LR zxNat$<+>#WX*L6>6UB`J3Gv(TkwA zSt_wGRk=UN+ph%|lu#yV?Xfymg;6tg+eJsqf=Zd3{Q@|F#81o zd~0w2vs(yyaINdS9w1y~b;PW7U(&%^TlI=Tl4!(as@}?=qHhnuS8oXmYE{kwt@p&- zdC)JYO@AFOcLOYe0g;c-i9e{ZdkdRXrX%MYk ziaRW8N5npoRSj$G;ypDRBB+|jjJzj@>h-oLES>?$Y@83A5)=2J<)r0FzUpF2s=Y#K zf=KAUOCmMtFL5|#ir)*ZQ#9hhv|S0UAa@hdRoY=geWZ>u1+Y|(`~QP?yD?;%cmdKb zLdFlgvsz_T6~z4P*KbH9+{8>1r@@m(JJlz0A5D{3X%Q9!c)N)!*&G|WMUrm#9d4JK zGgdz9Fy59gAL!KRJtjF?qsu?l9vW{74FLFLEymc-Nqpwy+*c*UpuGpglfMCKrri%u zAD0jluJl*^d5NU@-h1zrquBxX_O&hzcnx_z_ZIvA6?(4-Ne_fb9v_%&eYhB}RGMDEuZ#HHs0RB_IQcZhR68`jIXCxu5Ar=%m;MuQHFL0PA+l&%KF^ zTp)*yXMy4c$NC-T)8p3_hu1myhruTXwml|^H?9L?muCYNazD-2A#5BW7p-!m6E~!+ z;v&_GB!9*QaHh>4dFi*ocw_z#({7;2!>yq8e z*7#Hh^dyeAzV&iYWIhYk>=UPd`wfsMzLOfJ=puDq-ViV8=@8mMlUvJ!7?Kk?{gRop zNvU*XM~nJ=M7!g|a?`W8N3jlb9EM^&9ewDm51N?JHPPM+exav-WVs6a3I;7GFw&-J z47f$;kz_MuM#fkDYe2`bcn14T}`L`E^EGz+W3kVF#3@NhfU!P}09L;6ThR7foR?DqO zvRX+@e!bhj8jv@>ic0D1M3zM;`cVC_&E@8lHO2Parq!5v3YReYUL-1w- z%1d@nCoMORFxmUM{f(n2p~6vVS@$aZgJEaAWTl6m_jjzx=t&A0x!J|-o+cKGo%E`G;CWY{fLi_mTOIA5Txwkl3P`6GA_w*>x~+E*z(!iUuFVw z#2yTWr@uut>+s$5-*j+wHLg7~ei+H79Y&YcA_V;E@X{aD5S7ek$(BjN2gz@AaJa6f zs~2HrFU}*gTafPf=t{9IbiGwnw7hl<7YJC5CN$$7G`8lQ}c6gp&!R`>rdJgCDt^ z4>mE$#Bf>Ks0B2DihWYfud5Xx$4P{x z?MxC!(*Vi`(sZ__E!BVwtPcr`i@A3C2+-AX8?ie zM?O0*#9_2rFg?~ELl#G0T0M4r$K?G7Eofd_GbpKMYZW_MdFs7NG+!>69qy<-od>HS zAc=(z1BuK2nu#d&*DRIQpp$vzR>}$$uAT%3B6&i}Xa==R6|A`t@?u78;x8jy=kZ(kKbU?kU<8)>kDuXQ^v zZ>+;Y>~cbOq?-!|r^0gXRhZqF)Sv7OveIvf;K3fGFAUZ|2^apmCgfWnwK)eyBS4L{x-rJt}KYR(>V{?4v>ZKScMu&huyB?1j?0lyXWH_82qkUrg593YZ zSl8ik5Ek8jV}j51qb_|E4?xs~pX!E4Xl=xUYWYPZD(*a$iDuWQiI?K6+KNPrUrbs5 z?6(ug%z2D1C;i-Y|MO$SFg;HKg7)&KgmEz4mK}@B*QcMaN-rpo#yK;eE@odBU*K=% z2sE;Y^h`j;uDHp-9IkT$M1`(0Iz^WT?ae5w!K8M2`Nl=KXm*Zxv(^@EghHG5n7?#M z+N36a=a*!R)=sl(?UH5_R=voXx>9i!%ojO~SW`Age=SO!8#2V%h0|#92?3JT!IK z3Vmwd>)78wg|->jvHNnFf69QkE4!D$ScT%$bYT3%ff}gubr~BNc?szoZ~C-CzGX4> zIJmN!<4_1hf#s`mKQwSo<@AqF$zkic;ud|k4LT-8H+%auYh`IQMiuQqF8@LBnR654 z*MGddlJqAa$K`tTj5}CjGzGFfce#jAi?)149Lj^l2hoX8_Sa7>4#b{awqV*zV}L-G zE=3qo&UCCl#7q?{@lAUa5E?6NS4>ys$y~`lQ_fgxwZQ0 z-|dfX6^@*-^Zd?A(ea`GSm;i_eHUEmqKYMOJoA`HctZ3y4NmjtZb!Dy(q&is`I~%; zq*WukD0BFZ<^&cy9HC3E@LlkAg3mUVScnjTIXt~q(|E;4GC@WOUc6XPClE~mG#q&t zV9WnJ0PE4p>PUC-RTaENW%E^vXK|Xtah=4y%R&c3uO&Vl*V5& z?jAY6+K!1-q^5BPp-mop_Pgjblh_DM`CW#r1k-Etcj?f=F4`SzK6nCNNz4+6dp*(+ zbiG>G`TumAY7W^sR(-?FZ$JcAlDgec=_7}`EctOrk2ac`U(n566QCn4%210CL0h>N ztXn&bJT?=T+1x6ua8IO%Ia^`&~{oNzwWr<9q*L+x1uWn4%MAPCShDC%3GuC7Q7|J>UtJ zp6t;#{IY#a)}5dn2xDLw_|u}g^QLiiu9*=%fb4f0nS%rHtnlTi%7H!}WnwQ~XPfEE z=LX*|1Jx44vZstvlXw!O`!}5?Tk7{QS>2UGNXdhSKd9_zb$l#Fy5a1f4B~1+(NHXK zo(jUUqupfha2?XMg_2|c$2mq_*uZD^wrF`WtYBZ&p9_nVPqKuM^#i+eyxTeQ0 zNAZ`QUxAc0{6UR_`hEet#K}9CChsc|i1#rmJ9!#HrX2jz$|S3Kxdo{8ha@(r`|~&i z&}Xin0Zvra4&7{r7fk|yvLeOeE3H*@PQ>hC^ya%R`NFfq})lg1fMMIbN?DVJb zr!1e|kfOyAU|US7yc5589C!4uxA3Vi-0I>06>F_vctS7UdF=)L@qZ6p>|QY?>x^t?7$=75F~a@hI9%) z+{8pjLCc$xsE)IKI8d1@ z@NoZwesy3>-j3^=tlK`X0>vw1m*FZ~VccS!7otAivS{@YO*UWL1;v)XWL5$e5yraU zAnhc1K{%g&azSemnTK;@ri?cl>mPIMGvBIF#se^cy^i{Unp?yP7Mot@Buyb<^tveP zmO54#@>4Hzti(VUen}x(2rlrEEh{4c*RX3(-{AyvA;|=0&j&2EWv$E1>oz*H1LkC* z5!z4xe88?HHxY|JZEPdFEzj}nn3(xf^KL8REuncd152a^$>5!v`VGIMx;{tvk4uLc z80^R(J@v4U>_o6F6k4fE#eV)7?o;-TV@p=87`lNzO|G_F5N$WAPk~mkc%mx|tPX0p zwRzCY)hRRJp7^U_p-vx1a_*SGj5Xj`%CqJ0Lj)J1xo%QuKR@+glV+XEr!{R(Rsj(^ zZt@OC_y#3`y)JXc)@#^_YRT79G3^}Xbh`5M9v3gd;1mQ%F4Z+aI}n^o!cZ)?1OLwo zatR;KWO$Yp*g$)07QnQ;tZu%q$V=lN?rH-S5|eu42>0m8-s`$I@$JD#B{bsfhOxv1 z#TJZ6cL0BH3WqxwuY)7l*Q8 z4Zs-PPjBql%HzK#bxsG$NDbkPmU!B|#18kEI>Tz0r=s??hU-X#QS~AAKvfsyyU01ugsNZcLE$&c=yIE55^zs3*3}11{j6b znXHNAjs852v|uloPCR_91;-T&eaj?p$xoKgH;70UL#nND#J~2$H4VGziufT5Aq0ys zo~7h*&A`@CWyU~M6la`o3+@#pd*&#T#?L8dPg?XEJTlf=3=ZqH{vN?7!uO{)La)8< zX16}uk1;h`UB(m2FNMd?=KR}`y=VNn7A4NH;=6Alm&$o56-JYtEH9SU!A&B)L$4Z9 z`3;l=*l2%VKJg`U97PonUYlcC);u^lMs!d@D4iIQ>3W@--A)sR1mBPn4zr6oOk&R| zo|0(igp>Nhpd~PjB)Z;WkRO;AJDWN}fYItEbQ* z{_QbLYkKAH!fOHkW*SS5vj!ccNT>?D9Ia_Rf!ync009qLB}?-PWz_HRsrwsSNDw_5 z=rR`d7Jl_leH+HOGj}9}bRt{MRx<`Zt55xXiEr*oDf3GAtePtTv3w!^f&ae)TZZRZ zF-g|R>>eolQzk;EouMI=U0jW`f!6SZ1-J4gu`HBGk?wa|=Bx@el4D~4D#P+7e*$St zKwCl3$xyabNdLC;XaiBL%qHLPRc{)H;pp~v{L5vLXV%t_n0(yQ=c3Pp6JRf3zX-Gw zRY#Cj-;;Bdt`G5jHNE3@RTda=B8w$r)5JyRX7am4{7?SjWtcl>{0eHdxa90WZVd%1 zlr0YrZ~{Fs{aw06fyCP>=V8k%oNGZs?Qt%O zZ$H#(G3s)g#=;*bhX2-wBLuD&1V$9Dg0&OdcjF#Z>0d>DpznQG5EAkhI>Ce)fGei$ zQ9L_ytV^v`M0VnTnPK(@b%OsHbsEu9|N%%&_H6@-jx-#bG`$w4$Z8DDbr8bJ5Y z2MuUmTVQ2AHU$LL8VgOquQf?eB3RA`kI+VH7i_ato;Qh;z&U}M5bNw=o~3kyeh#53| z=q0Qq7hR;=B31a04EYI2O_UYKSUygHw9I&Yw|V{&!8Li3Z*K#X3IXop1<(bIp1lYpFAf;HFUoZ`) zPgIJyB903^dO9HZU?wS#eOlj!3@g$N{DL7^=y+H!S(egJgcpqtiHUQ>sBhltc6p9z z#NZdJ zCpKcjj-#+@s-otd8yiG*V#gg08Q*bUk|wMuxKE<4vyqz!+qH%)FK)@D;H)in@!IP0 z`dbGQ@UB-~@n&NTAW`$qzgC_OJ33KZQayW_WY1KU7+La@Ap(r;@&TN%fr>*+1#vION_cWAQYPUZJBRsbuzH#`$#-M z=?jFwIR)V6_X@3VV**A-Y?sIEbI`gVJB4-`Ms-1`jpky%5y&Rr@SVl{M4y9iw~QfY zj5s(rb*Q3S4aA&>6;!1q*verzYI|8+Qtw7*8h0&(OP&V(TlDxvLAu9ilA&Ny3D~Sl zCfF{H_t@0z*6jkq-%=NuGt$fMsG7WOL4jX{YW?~VavBlK@YL)FO$JdTe$>8_rhTQ{ zM-3o}RxY%Bo1*Qg(G7A&JMHyf?StJ6;D!Vg1(9Ck+uCr3q;=ShLXLRe=p9WZn&H_I zAfY6)2jz}H-++yipl$D>RogYVf`c_ZIu}5>fTEt;F}Er*w|7?+u(s~hhwx-Zs)V|G zA1f9@KK#Lb-J9!HZ{HNEZ&0^B&p>T+A4u#^dD%G3FK{ID6kd07YvR*t((E}D!GD{j zkL6E}ARGGJPgHq%1$I1mkd{hXARL3_EXGwhdqmAVuB`IqRvv_oMq&uC_9=4~*9_z3 zEgms{bFjRFKFhTk2wj;K=?Y~u+Zpq|2xK3gKjf4*UHOXzB;b)4_mr29*8` zKTe+zB$QbFWd#^aM(FfgFm4>SrridM!-K}Ng%XBd2iDBzH2B_04ZH#|9@DmZNKU_x z7-C1P#Vf}L5SR-*) z`zgkz_KhM8eB1#1X_GrVwNpL@Jn8mzj)iQwDNxJ4Z(SeFx|VUkW)79U%I2UVA=q}1 z@?x%RPuk#h-Oj`w-bUlGqEXR8XfAviXA7CM5W+p9_9K^bAZ1yU0U6HvA(g|qc~imO zZ;CSRu6uGJ+eqyXFzdX6l6PEc(Sr*Jk&;$#=vW}JrS}igH&0(|EH=;&JbQYoBJ3=s z+y%PDrzTzQ&2KnC0gu+7dg+WS;Ik#oiW)_&Fw?-@C~bo)5t-b9v}x-sxFVUD+RVM9mdm$8u#a-`#HK=Kl!#XVRmlDaCuqMczF*v1ds=c6;K+;hDT6 z1jo%Tk4xInDspD;Oo5B$b_HFQ0?T4MQcjSwa!f`>M2oPk|L7#~B5iHNR*q0`e(@8P z0zc5FWuvPR^vpN0?;}2-4~Z&I1}`0_L<7+`^~TM$%pe3nj_mbLo8Ounpk{0cuq`2p z#3?&0y-4=LX~Q^`LU%IR^mwYV*32aJd*Qn;)Q|1*L^ir$xI0{jNO!gTA_w2OGwR>n z-*}{%9_yMBOB8r&w*N`lIE*(Ib2sQ=A6Ae?$DY7=U_DFbGNER|`lEu!)CD|mSvaLi zeVq4e;o3`;C08VOe4B5v=h}kaP7g<{rtdE*bVEQKi0C##l0(#lVd+}9XBUUI)*dqc>wcWr$20`!BUlN}i14)dX=u)6bQ-IgRllkaT+ zv<##^Hsr;B^)DERy`^j!z(L`u4pxfA?b+X68t7GK0jA2f{^&vdQU9lW00mYt79N@( zySk*h)eOPH?siA#ntwhB&V_E`S5=?;&|Ovurl~Hj+021Z)3KtRy`clgfi$1Yv6Wwk{2GrU zuC!`gV%7I(|KF3cJlqAq-Qw5~Vr6vepu#2< z@?7Td$GN>Z))+PY_SM5NL?O??(|yF95eEg${aadsm&mr=_{aN)C@rKZnw;t{yhRZF zp?5)u?PV9C4p~ItXmMF{a0rbJ1ZV*rT-mQW8dy#0qcmlijGXq}j|9vS#nJ2rpJ1d` zrhtv8UC-$K&W4Yo7(H&nwag&WZLDK+3l~oW&+Q@-3t!Z_Z!p`=Nttul4!N73?W5na za~u>ZPQ7(;hmsOs6}S!s2!3nvbYIF?72rq7n%G7TEbC3HlMrcOR9-4u?OcT_;_hba zU5+peQ2Qxoy39r#DccVA?H$iSW*pry(0oJ)0RbXSR0d|FY+Ai4N8G;Vf=85;Znp}5 zXIR?^^Qq`MB|grX)7L~kN1#Ef0BAL1a%Ade4H0lWs82U~U%u_{C!(*;jNS6|^C&=1 z%osOP=*3qIU<(-B(OMZu5l0S-bWWd1&nXQDE-nc1o_jofe(I}(3fmQ%vJYsKXwp%*8cyliM6BE@!XZ%Z-$>Xu9@Bb0+W zSRb|iWdrG9T?Asmzm_aeowNQyb4)Q)E;!gzvo;9q$Y(cYP+s5pk5 z1Y%x-e?t_BCCaJzAGNs=z}KunuF;m)Ba+060;`|JT)b7K09ccaJSqD@2T_DCKdQkC z8~xBh_v8m7_+m;U8h&*IA%dEq2+h@9YwpUaa(Cel`sz z(Ahc80NY9J8?H?}Y|ZskWVOGw^Mphv;4Xm`5gkEtYZ{w`+xx-vlE+2EG5^CMJtralXrqc zb4-bZQ%2MZ(?9O(ewn#)qi2Hhx+jZbdU-@KgIZ+T`sIF5c@@`M)r5=OYXlRb|GjX3 z0A-L)CJ}3V<-f)+k!M0$^N>}AQtyZUz=`72t@IlbTx>&-KBmh-m?E2YQ$n&-B_WKN zsCWMRC79MR9C7BQjDX8mpb`-i#H@}!wiRVxG6|FyK9wus80mV+r{<^)v-$LYDzdum z+{FZuriJ)Z9ioE!ByGpkyMINXhiR#d1?76nvE^j*Q#CKqp*F9u8wnw;{fbp~U@SfT zAPO9ZvJ@rFsvl-|<1ny5o4M8IVf|u&ZQUvuudn`0j`p4XZt3L=Mt%`tEA$1nj9Tl- z6tOu?XR1z#2K&j=GvtvK{v=D)RpuR6Qhi=sv;hE??g!g8g&=KYt}?xm?7E%=)zxb0 zy-N{kMOm@Zwg>blit>yVb)xRbi95051G3En$~@7ahq8F=s3{J5!Ku_OstW zFzx>F%N>))wvI=3@=rAKEhU=3sqUU#OPy(criq49Hal9r*y>hIIYK77zw$A?by|!h zb@=;}ff;D`gkGsHTg;RHPj$#D{_(=Q0&~#1SxQl@qQfv$lb~m0=L>jELmja}x}Ul8 zMc&8kGNC|=4$%7!(mrLV8m@qzq=0gARUoU|A91V(YD6=4Rv06vB3Ma1?6fqx{_ix3 zN{wk6jYooy1&%T3hJV}-H;TgRQ;dWpgq(tiWdPw+!0~P8X1tb;6v3xw%J!$IaO>|H z3ixWY0PMwo7X`hhW${@uLxMO>Dv7;nOM(TI<2PJMS9YEZ;A1`;9Zu-ZDRuht{K^W} z4!7g*$4x=Ykg5e}kM*ssm5z+D=geVYsUU+;YAafb8vInIiajmsmy zeTP1G2_ZT9Kge;GjIjcv#2-ob6OUBD1d^pB>Z27ivlG)9nHtsi6odgCp&8)dD-91{ z0(FZ0M7+?|1!Xaa(Pb^28xJ{5Gb?6+M%i7 znAp;?sysIwvq^;O&Y4xtwgkl58_s>+B!Z(8wtu%3;a2w{hltXR82(NM*7NA{Gp5`U zn+&YhQRI8*FG97fhJ36&fP2=Kcy{tCj6(Q(rg7E}P-UiM@Ibf!$sz&dbMhFk$D#G@ z8hg*?j$-z?E5Fk0_lFkM!IeJ@dWL}Ht5Zn%0V{UpYbYftrwfASrf+m@>cEK3i*JMQ zLx01z90<_4Y-#xh1tdLpp3@ohCWG+l8qf~Bse1epE$zKox({lUCS{~Jf&x^=4gkRS@;`5~0 z`&8;r1_Y*d$)naFrjT>-EZ!L>9EirTprrUJ#Mp-78?wqq&?2>Wu9xuzzp__mh^| z_D6~Jf76I(!NXE}XK*-q0o zs9QJ5lQ)zmlpRI~s|n(r><>G?`PehALBGf15yuHn&Y^cXQUmZ>@yR1m9LI@fg8J4( zC7@^x^_Pv23t|QMG0?(M-G!upl?i?oc88MA=28ieb-B<2F5PQ=4{j)L9nVX>CNzEs z>ozjxKO>yucGwsuT}58Fear|FA2PB#nbSM3UM*uJPtmoY5Rh{8Cbq^0JLWIrP%sr6 zknb~EaRu--)x)Y~1mSRcfU0gbR*xplq|e@w#J-90hm7hw>3D!=-e6R6mXMfEEMJ8dL-6O^bp*RUv&U99xNxiAN>Vq0`|5VAS^B!&VV zT{<4c=-H`ahTz%<9!~;bB)QxjxQ30MOE`HNgPB#pc86MyQDo;TM5~!S)7~Ny3l?wu znAA>XTeA$^enbiFrDzFVzyR`c8LWBbsws*`_2d_(M5YNx(99M#PrR-`Y6Zz4cJfA! zg+RjPS^N)F1BXF%>PW%r&f8)`(7*2Ve!PCqZ+a()5Dy-zGmTFNvc#M5p7pJffcpj+ zpF*^|zVvjcH}MBWyg04t0?{f`S; zL*}DRRH|l;xSh;`N>Gwz#YyrPIF%*u$w;3h6iw;}v`&@wg{w}a>wD6xo>nBTe^K>G zQ;$J17M@^~sk``mTY0wUDon_{f~pA0P!A*e!KuCuZ|e&t1BUKg4mY!( zh8Tv+=*q6>q1Q+d8!lGj+yBApD+ML<>K4}a>w1&9XV=%^ix^BM>}v*}zkkjhx-R~Y zIP@L1FEV&ZReSFNPZcHT0!IqHQw1@*JGG5$^vSi(%KBYqklN~%%@7pCcz|>N=QL6d zg58Z!QGAEwd|t1&Cw?Tu^izG-S1_;#q&e0A^5LL>1dGN;a}P=4ti{N8kb9u_u>vF} zaj}MmZ>)K?jds@IWQi+}j z;ikK+yk-pzO*Ui!2;D^mn0@l;w1=duREZH>SzGvY)`Q{KhFAZ_rKwa=@cg#fRCKb2 z_8L-1#REaxmkHbqBNJ*#OOnlR@wjJ_Vu_U%e(Ue!`$j+v6CeybV(UcdjgjH_j__Qm zn$R7)ACq@vGP-a)k;R(lQ1kJ!l33!VCtBT?c!n!AHKm`*r z6s1%<$V`3CO`SPtVxA^}Vy!K>9*2^2{D1h1G_+9}$tlQ=yq{08fV z>t$I^e$CFRpilahq;_Q2NU4c&LvP5%D%b-Y9`m8+4t0WWrQEnDBAP(}?X7J_$3l>1 zwKt&s+{|mPVNvT+Yx6eWukVZ!lY-|#Vu2XVcf+|^RF5RQ8?W0JL&Y2}vZ+r@1s)E8 zU;wlt;VqX6@OCEWE8|f?j?f=QGIhWF7VgXP>Bovx zh0;zz8Y2xkL7TAYI9ADVNaKF!14Nxz&)-wNhvFV3;4R?9=-SP!f2$9bIRVGf&1&DF z6s$bS2ZlhX>B2|by0`mfI()gcwiq-zfkt(oclP&grlktxdG`<)yKGu-k%v%TPCm1S=)QqP(!D(<?`YoY2@8a7TNwRu zzh_pls7mrPez@_ZpD-XN4n#=Ij*r`!4`BTpw*|F(br*_XnbrK68#NwJ>#I44t}b!5SHCdt%d=F&IVei60j%HD`#=1q#<-esX=& zwOWH^O3NE@Z`2DL<-z`PtSIRxv%&XyF&*FD7e%agr{G#}lezb158Cowiu6%4;6|Ix zJj&?7^+Pyz5+D}(^lab^pJa@o4bx8Qb ztT;kRrwRi!Rb@q8pKl7}FLg?t_#m-4P+_NzUs(8J zGxC#0*H?^Vp=Xt+RhBSRDvZIG7@shWzXz3Krj=0A8Gd_+7!9Nnhfc8;rc5h#1Dmu! zct-osT-xdax^o2xV%?EBk@o&}z$EA12c3<(8f;Ae7d+$|1Lfe%@n?FoKro!1Xo+t) z+CBq7k%dl95Pue@hKa_%VmMoC=8GN4$1i=&-&n6+)fdzug2%JxJIVmLCivwjOA{sK zZI+dr!}baN2dRUaWGBYq!Kg*-D|WRMjZj9)M%Ztuexvl!$hSq)MuaW}$69o2|90|* zIi8WL0543uI1wIx%|Dc(>Q`QP04ZKU%ES#_N_^mm3+MgEwF6@yUPGaAv_;t`#+h+4_AZkd{ymWyJmqPw2&gvaDW&4UeU+7wv|QR_V0)O*F}Za-p9PSE_-BAqTxf3qMf7j;HBTsLI) zrQ_9#e_}o9nVGb56(^H}4t^9s_@+XhTEO;m!&Z+x)1Eky6lTnGTiFESV|ZiqkSfyF z9w*!h>{4G)!q!k+kW1NWaT6+ z99VI;q3BkXdN0#BXUo@|>uXSoXu8ycbrvGhuPo*yOs+0;H4|bwY!|dFwoxqgs0<&f z6m~m%Hgpu^LK|0vd|R(sOsS#hXCrV;<$@Z8@z7s-9Iq=wG+;h0-E=#(dM4df;~g+W6!)-sD(#w z1Q5j$oMoQ9!JIsUozSo=!4Cuimfv#G0T?pIUciK>N0#EEZ#}n z^M(nru)hJPLbV5h0ueZ|ID-haKNe&}LZhVsl@*VU^|FYSP1Lj#5$$g=1c1_w@ZEPzXrJvkq*OE$e{)Kn{loF>dFqc)7oS@(2rKF74us zz?W8rW{_x;HP6J70RF#y=E143!VOzWK$8UAo_Y!ns=0C#;U>?gPybx+876^$I{9GH ztaca*UH#`|1>v4yjknN5=Cj@MQqxXd)0#Cnzk=!bH;dPRhAWO`K^h!CW^;0Bw`9U^ zFxSc(h>+bEv&}!)w){%SG`20+~9XDxuk^W=1lg zIL>($46cBk2;FZ&9#flDn$Fp^fUZBJO`}%=4y-$cObNURkb(6nHk+S`6^zZ0lCD?AFiEudJxTsTSx77+${qwfNUgCQEJ){KL5c(+@j;`_$A59! zgyL#B9Ib|Z0z4z_j2hy!gK{MNh>-fWBQ7(K#f3JmpP9D{tT`MzN<3)+jDhsdX`?hOyFa3Ai#38!hnXXW_Yg>xxcY#NL0z3|3Ahn zEqWVW@3MF$vSSTQXv-7tXqVWYc z)`<63kF}&l^?BzmY)rPf=3Ky+tf&w0+F%aGRDWljb}?Xzuz((wB1c#tf`Ijt=8*k6 zT`*!M&TVN7-C7h-fLs1+@$tTfIcqt%;Yk)8#51|50)-g~t=^ZZ*iSuzd>z!DJ5h)B zwu}jWK^l0|E;8kW3#!7C6LKAtDA2km$3RJ}?K{53oXBVJ1xj!QD+SVZce|4ljGydS z?f#Quh?EL`SzcAE^+DKo9jftZ7*X&&$;3k{;*v{Ur0?2kJzfIMBGoa6%GM|{U^Zfv zjIiOdTJbUxPIf{^feSMlt@(A^wB5JOzu_-{2-hC9LbwWsnYekcdu9@lgy-OeHJDqB z)>68aqJ!ecoHq&op$8780n}bKriv_+KLH{3k>#H+UV$}| zz6DANMYvwfBMFIL3NKe}fFL)`+Q0hYb6vD$fG~X@$|dUo>ryNy%}vpPfdmaPIK#nd z*JinjLm3ed#EK79S=O^~Z3z8(zVdT$j1kpR^CSv(J9irRu(@KQo=p6im z{Y(1a;ybi|!Px#tD{bl7-Z0*v09yym12iavdLg*4wm4uCCgJyjvn1%(Mo)uQ=yNF0 z|1cg~yS=498PoGfWhe3$T6nM`QFQ%G*wia@eUOV|47Y|wB-66jMg&P4&NgG1Lmlut zgVFJSZ*{g6ba?#6#HZ%B8dg@gJa)5RI9cN3{}q)DNskEs<1rz!hTf_K?G&mj|3F&c zN|$^@cPu1-W}O$PCi6KmZ2R&x+UwbWvFC#Q&&4!i{+za3-g{HUjzW8ImN7k$Mb21% zXHx<2M{!pWaP>ViQsjlNpp^P@u{~)>!$s;n}89i_451tecVJXt8K!Kq1CZ}8 z38J`QI@PxD%1G^&tPW^V@gw<3P0T1xG&YfC(WojGudz83WfIb6%wp-=w1M>4B_FAJ zZoXJ0YCJ@32r~XyTGid9j1}N+IV!ZRpECQ&Ml=Y>Wm&}Zq*mwB*P+-7&V-kn`^fM# zoQ5>;t@jL6FS~P6UfKejF}y1uGG3Xoo3rkL)HcFH3f!Z5pmy!4l6V#IZLCd&d$z1+}9jA&NCDy@sZHqAsc z=#kuw*UjUT!j}ai;*H>L&lh3S3ampWudO98gu?*rsMNO;p-@w;UOk3J8(;LK1&q2UFRrs-tC)(=u(>_$Z5Ove?86TP z*@^mj(T9Z@d`vCCz`U{Xb?C@;e@xLgbmN_F!mpcH0i!^?@w&y3ls+MimbQQ(x@_> zXz)^vpo+R^VRclI#9e*9bAn#iJqWvtU}K?M0!a@rULgQCuT3^z+C*JIm7amXdx&?F zm>$Vt>q7s-svy5o2Gf_yW<-_1-(lH~5fTc0-Yb6m_GU{(hck?H!+-d0NPYe;NEKLb zW{ZdeOGeSASEc1zP5Zt1bz8xs(Ft;P7oLT-93=byJ&CW~Uwvo{GDDIig#v($y0l%d zyJLSyimK`Q#Mo4SGgz}w;iAr~rDlx{N7LrXmGNWOIZCRRTfFW^7EZBXwX&^CTjn;W=dRx{Kej^ zU++(JZADv3QW#nHspB2clNoWCsg2?AOVnR+F++|fBZk^94oVw8wufu;mwZG=opdLn zwxzR+^fH$k#}e@q2Xx;<1VAS~E3LKNB|8u^6zG#^2Ld(yvVXOtH-iOj*fdfYY*y(LOG6`z5Bhm&1F=K6RPlX44gpAK~e)*_uV=)HFJ)ZyWp)F59|thwyH_6VQB(7W^AgydVHAY`g@X6K+1M(xTk=oEY?V?UXM_;EUz z0B;!A=fp!t1v@_fxKQWej?aK>pC{9yjk~6sig#)BA9S)!k0y zVOQoaWo%7sZi0NcCfyv}h}FkI#fzg?o=tWKhIW#W%xRn&1W#yw6mEHiFQjXX1#}-2 zv~tpQq=|h9>iU_e(3KK-iU^cHmmHbh`k|16ReT=g;lw2yNWveqP0fL68)+SdkC32YMW!bQ$`#lD>1Fos(Zt*hAk zf49_i9vuxgO&emQ(2*BB0K_GAFfS~Eh7X|G6n2+H#9X*8z1I!GbyUp}Et>HNL6k{O zgni~CoCJwIeRnMdVRem=uH#PzY^RD!ria&vEQ62DDuKsI3~&92p{2g69=KM>uFjAB z@zWp>f!bdP2Qi~pSPpyx6LJ5wEp#t+yr!Vu;I_K({|=(pCj{j&)-1@U8cV=$aR-CR z)-B%>ba`T0T%z-9Y`p}uB)~nv%g*=`tDy0I-I=Kz`M;2=8|^j(Q$+ha>2( z@$J_iq2b01_^Da^SO_$WWMdhR?}`-rnb`0Vj;!KRYV&0n?lc%;*+janmZ zIo2{$kq2t|zyKz+!3kwB2<|nF z8XAE3t7!38P0JeaWQoQ@;!t47c_*HdTNyQ}4JpD>W^r8(ZC>pr)P7$E69IrJ{nP@Z zjfIQ%TmlH~X3d5^A>fGjfKDZ3ubWUyeaSW``j&N#}_H`XV{X{@-RACP>0FxQVw? zj}(eu_|0EamUv8q4`^KlhNa@@lQ{g_4y!TB+e@?CLS!L^{ioxzE!)ibkWx-OL*EzZ ztl1yZ5@{+q*}lXGA`9-06S!BHt&EXdd{Sa(dfo&@45Ghx*UZ6s`xeq~)E0%7CYn6> z9b-CisevPsC`JLMR0g-L-_ZK>V|jMcK0+n+Dt($`roKXQBMbh(XrdxysDLkWGi$RY z#!HXEgU15pIN@2vRGW197Dj;S5sSZQEsQrRtfJAbUil~KUVXXQOTZKZ#T$`%Z+?hH z85}N)gZ~u@RA6;qsJP)8E@Yift=2-fO~!!hYwr+DUl<-3FVJJW4g-9+z1H2ME7R-K z{l&edQUBtEI-hN1i{-0Q$M7!~UKcRm zofqB!a&aKL(oJH*%{TRo5zR4WVZO26Y7`0cWNNDrnikveWy`ZbGjBW%E(AW2 z6a|mKPNOV+fKbe?n7|K-90T(w`V93@UO#Z%SC1PSOTOJ)sA1s|x^kPygL2yIrG+e; zNkQ-;St^xLjx@VFjSA%eI3-_q2eonp9GSl;mMJ?3v)pPx+ZMZ0bjS#Tbj1=cy{)V* zsI$?*ZV&u^Z=#|5&G^OuS0mruN~pD|kqV|~+UK`tXyLHI&jRU^1cRKVReOftyH2q> zOobD+>6>3z3+G)jMur4uNOQHYT2sZEBY6@9IwE@*i^{9coAfjm?I+Ob4_@6(HFPFF-#$(yO;_J4z=u2x;CZiZtlyHz8m_rYiZ{aP zZwafnDLOFNw4{*MjMW-kGCV84REw)dRWHs>1LzvlsJ4)+mb zfsHX0)4ZUm3gWx|htlLvzKeD{|R$NP#JV-RbuGj(&6_>(G~onsbh zMQe6i;6@^T@V5%cN==z~-QC`QrInVjE0Xi}Jg5E*S0zi-h z26Ay6s3?R$a3wynpWDKBAh#d*LU`&(O{Nt>2GPUt3s@$m%C663mT6b&6!>a>CSS?d zLh%;4yGdP#8%CxXD2YRjlp5ToJg6zV&2!6weNQe~e5M$&f#GpzSoPRtUJll3-<90J z3IV6$Hb6_e?s}4u2oV&c2>ZpcFKk$s?gHz#jT3P-B=0nri#1RrKyglUfmmwjS^&yl zNVkh)^^^(fp7Qh6=1{uWMh_Mq-dI(uw8KNAm!|E$VD?YEY*)!Wo@N#%D|$T5^<5C! z!|V{~%n8^5GIC+wd{oF3$Q@USp_8Hv!L!e1?_pHVvbL>E$|AVrIi@Jf*y&i7} zm(CS8;cfT)WS+3cy!?o(nFZA4NWxMCA62ZMI96e=hWfLWpr)>( zJuUy`#N=EqwL|drRMeZy7#qK>DWsu2z_y|fP%3I;)Z29(3)xUH`*XJWU&W$$ z2z50pkZOs9n&K&d7z=%YHzf?rT`BzMXr~Z*9CBO(Gg6LM73FM#`AqZp58|wV>ne0y z3N8>O4Dw5%>w6TCjScDR=~yLtGFT-K`MC_q;NYfD@yymOydbhDDI)ltCa09)6Ka0F z9JZ|g+5@ll5bsr;xkPs56bUNUi&b}*gYH_BK<)ROlcXeFA|_qq1(q$z3B)CqIFRi8 z^5qSxN4HW0R=_vnd{MC@!r)RkOQe|UX(Xc%DziMw3sKfHf91Ssj$VRieIA7+Pz8_( zi!7!_(?WK_c($MXjTsOZDGVHAVxmvXmVU9M5%gx~tC%OG77fOgxwX09mfz+eJvT<7 zvg0EwC+Y3Eth6uu3m}V^du9MO>1w{;bapnQc}a;9{}c+bv}Sm?Dg-5&RM0TM5Oaf? z#f&zx*t}RLvWct6@*FO+Rguml-R@5u>JDNK0v9P~A9JVUR*`?44t|x*<6UOjfvQOM4jOw?&aH z%{aiA-qU>)S1m1`&@S9^nu(j+EazjNyW9urWo64h++4qb{Vb;LLip4t1}3nVwRO#S zCF4I=-SC6)&-6>CMO@?>kr<(h5#7{qD79JSDlIm~ghLuX%dv9B+=I#KdE2tu!5`6| z3Tl1^0&9T>jSNP~*P(sF6R%o&TB}WOHwp##xN~<+ri6e8qkPc=GQ!%T$FUX5E^+bB zs?;%I=jz~^_~*)Q<>}0uv2MpwImUlOyBjb=x6YeeiMkJwC1(5TRK4X3)Gkk`i5p_V~OZibf`AITJt_Qz&3fF z%WOX5`Dv$`zb7T;o2*fa%>~gn^>-kSfrHaXy|bXk?gPkRp?NZ+wzd|)Pdf4`$2iy? z^YDeVhGEfRY%L=WV>t_EOU^5Yw$MN#f-SSC6AwudvRKZrCM}t`rz(Dxc=LZV*?nD4 z213AScBzpll9Bo>M3m&s}c1=tZE^#%`>1+23QU#g_;cyOgXosf}tzPb&pl z7Qzt#U=w_<~Z{a6o(Q-WSSPnqjDx*(#c)=-&yB3#b-Aft+)cg z$p|w-Bx{wUJCjzlPy)*1`cj3fF&7ayh9FZ2Zt#wG!|vwRuYG@!Oxqn*@CTd-#DZ99 zODMU&#i2c!tE7rUk>+sW3jqVWfdwdiSwLRl3(^3FEVPS?QnY$7jsJ)4(*$4_)5inS z`UGMGuZJSDVlB!o5Wh!q>FJ=aJR)qk@>k5Q$s$zoWL?p(wTBb19wQ>M91OF8;zDt1 zS246BV(g&PV#X*2+@Pbur4b~&tZR--+m1m_&lmnwApK(!7YsqvZW`kWK1096Eofv) zE-4erL;~|&nrgMf15oc*-SpD7d~fFAb(`6#IayZ2?29zhY^6ldM^vbBv<)jE)lSy0 z*cezF3P`^u7`q|38dNLSY!Mgy+RIVCdlLze$YsX5ayCt54=(5&`-F!JBu_OqJRzMS^RjNo(H_Z18s!L)$cG z0Tt~7rW9sudy8kTQ=FLo6}-O)vLCeyPsY#VPW^U$%tQL&)=5}?=Je2mRs+K7EXOrV z`BTU+{49?eohN72wL4KJ9eJNllrX=yvM700rC;=%uhl_Y`ZBWQk;_bfE)xm=k7xI< z(s&#fmvS_TK6ozNi&B+}b`BSiSF**f%U5kB#K$=~F}ji0AR$csAr%8qi#YX`U}0>X z$cvh$2N@jyS{@c8WbQntbwq*$5TNg|w8`AS^q!e(M>A2pNIrJR^mqqE9Y@kL9=11> zv71`w53l}l`C5m?ALleN!wcH>l%Ozo5hA>oJmSaKwc?{4n?TpP+2e>_qyS9(@vwR6 zzu9JbcS9K{Tm9XSWaP=ITm<})-s3qgy-lYsOh4O@;6fy}-C9;zzErHSUNlMW;FTwY zi_JRNwbACy%Zyxq*H?U?04q4_z3l^~wEup{ps3MASNYFIGhI8=WPekBrPl4!<1i6g z7c+i!w&6g&nZ4B4Zi$dTOrN*%rmLPRaz_hHX4B6HQJ9U~(@Qv3veG<8T;JN;B%N^a z?2Otzgcuy)L5uA1Rxexl2Pn5g-bEsvl7Q&Ln7Eq*7qV^sk15I3V}jGS+GucPw|L> zy}5Z8iOs6xYPdbd<*nH=54N$6{QG+ZZqyM2i-~7~{2WAQt1uPy;=fQ=JXQj0L7t@n z+a8>ZK9fuB7+L?+i?B+7l~x(?z02jKt?~(_XmsnrazlU0RZ|R|jKtJvI+;DF=Y`~L zz%NqnAzEvKj3XWA+#5UxJ9_Ke*A$$X#wUx5KB2c3#W=mhY*tQ+BsnYbTENIWKu+uc z^cuik(yaYj5Kj|!@U?7QN@MYI%wVK<#*I<;gXA(Owc5=vog)cY4fWq(SfZ zO_dCz?z*VtowJ`A1@LIaLf6_$tG0 zif-IPZ*IiX3b@i3)(z~kbRxmnUAO*L^g%ndU0m_H?7nzhASp`C3uqf406sv$zhDiW z?AiLZBph`^(XQa`mXLgeI%{d(O%aw~*O&E7-X0V!#uR z!q34*##(p9!%RX55;xwo&~NCKR$<-hlYYHGE#JypHZLQC6L8QA&#paRQqTTeNzX7sqf313s|+>#CbU$d z$>$Er?sGRe%iejsVQr6B5@)D)pYT112ttcV^i`1?O^(E_nAVmHY6*ndap{a!q>ZKB ze2C&uyz6XPvUG$7e?-fr_y6@dVwgogA%FU|vnO}6*(7!+|BPb_K9kKPGnj(pwjKQL zZ>M9U7@LkBxQ|2zQq-hkmSW(E_fwBLL%*;c7uF{ixamX1tS#b>BbQGj@2vzFY2ShQ zc<0^&9n?34VEa(u*r#3R+=6MptH7+fh^swA?Ilcn=fVcKEqzFjKXSe;lr8%zCpjfE z@-k-RHh}te9PW~T@kM(j7ZfR-f40Z-ZsG(|^I%=!x$52c+mh7Cf60fyk^UaIX9m}C+@bA=>?+{RPY5f<>2+pI0pj`&DB$J#Fq(o zf|Pb@2xi>?BtZ?q7Js`LAx22%EGrHm&AE9l8u(0$d z4(=@V(f^o{(V!W|U_T;7{N~^F} zU-6>AprT54*+4_i4YSnHW9w`gj9W-4RaVr;sjf=E_A#*9bfEfC+${AaFt?v75n>+p z!}&0yj|x+b8g4)h2&;x0DDu`?mKKDI6d&3VelJ6eS-yiK6m*Rp*O zTvYLANlFX2OeD1S-TgIH(jzum=>lI3*}(kZF8rUEJoxGvfkCxOMry=dok>!oIMa5Z zf-~3%D12Biky2{CGAic+ePFXJGGq`8(YuaK|2cS~Pz3P14_qU}Xnl^?af4z%HkQie zT)N%p{ef)5pVv>l30>AC8s``m^lYOqxCVB4CMXJ4@ivU@S+eeW8O4%8ls@?5aZlld z&ZPJ3aUvY0A^-@Sv$h*ca7>;vp1pRbwJzd0{~`iE2p7ics| z%9z4GJZeZj=>AL~w9Rg7B}J>J*r)y;Av@is^w7PlCHupS0|uFiza?b!47h85{bofc=mv-t!CbreIw^qyBY2*f9T3D6o$z@Ol z0LoXn@0zXqV9@slbWmh1ANsL;(vczT?~p~XmM}$iB)ro&L<@Ds3Ri)7ZMJ;;$g5i2 zKLgaB>8J|0@Abq52XAJ?Afb?it)TDN_#4uB_{L;JNWCVB=W0swq)~rtRM1zFwMRTH+IO8!PfBurYvsQr081CQ)wXTt^vhL zv2q3Q(cW0{xCY%h`}~|t(n9QcUX3QAnuP_-Nvm7;CO}bYktG-DAsOoZ*NtcL|7x&1 z;vhyVEf5z`Jgcap2dxp>PGIHtU~Gynn8_8qsdT(yo@Tt+P%rnsXNd*&$`b`IRa}62 zWIaQ56$?YYX`-5;g-)DfE^RNyFU85#PJB>HX^yq2m$3~eytIIcSh|3;yW_lKdmehP z%}{*!s)epNPIjMNI71c~(C@0*7}%aRb9 zviWYMFVM)^>5pGhoSkFF#vM-VdphbxH8-g070y@ZhhH0+)aSSeq%|5H)%&Y32k8Dv z3OA1RC7!(&6!|2IT6*avRg?bd>J8gdRU(QvPSLw`l4=0B`U1T8)B=ZxJt*Tpp=(|f$QpBEQ)-S zt~9&0$!xG1H%+hwf~I~ZXXsWr>9(ziAtkSf-NzN^Kw6&zw&1BSXTwM-j88;Fe`eU@ zP(|q6O8QgFD)yiID{`Ia#53#QP^>FqNrY z8Jm|b7o1ecs}+OyWziV-eT9<$c(XnDO@)NI(CW**IS8w>Th>_MEE47oFA9%MN4uU|*$)u#(zU#X<(7ul;QOkFUAY(Du8JW8n;4zKcuWA-^_iZ(q+V@v4VYV_`pNHS-sOTT*f^_ ze((HV90vpe)H*xbC@CZD$n}OV(NTN3m}K|%pHW@tRr0x1ZWRZQ0Ry3Pl}0h58-wIS zLBgOt4eAV44-JNZ=--|9dJef4_Ilrh$ar$X*HGR`BzXRbWpZpmqwM}Zk6vMZM44#S zby(rkb?%+OiRX&G!H^zPBItcZ^90GYB*}PmAoWC)=(SWeZRXqDJ`tM8ob#Q#pU2Fn z@%YoGLti7ka_o0AujJAK6_=gHKfw{dKzNGa+g61LeSrD-YHlg-Xw-9~e!+2WU)41cn>x8fJQfKHK+5;r*?#~AHRO01pFkdwuRgZ z_l}}OHZMI8=zx%_cv8h>RJuMqsZx+A$JgYtPb6)OjD2YV6|*f8HX|^TI`X4OKscuC z>IoGG9izO`hH5uLc*H19&wWwONKXwK#t~{SL650wJ2~+2oVcKWu3Txac7q{_O-7P7 z_36h5)N(&Cz9au|4^uiSX6^;ldqG~k;Um*Qlj}bSFG}*BJFWp_3DBQT7p_ulM2*JZ zm7AevBbWxD9`JlNj^FsFEOiZd#ewJ3Lz03)a?ovL<5ALChygP@|9#m#DD{C1GmfGx zSh&N0*rZ00TxWx%f}t&M(h19XfnmC!q|N0Ag+pvEW&9d`*G2rCRT|N^XJ)Tc8z#~z zBh4h1Jj6!IW{wb=1$tjT^gi8&HHCH#L7oLAsB|jG4$-Y3I9W^C)rbqYwL2lPL*-%Q zHlYcaY7h;ets--+t{g0lRD%rZqwuC9({OXW=%p^sN-P>}Y5xQ~p`(Gd-! zGSm4$`w%}$+cuddEge?y;0_%zU9}PoCF-d9J44?I^|bCwf&s5$fsMt!0K~ zR}QCJXsPQM<(^4P^3N6#>vK)wm%9@4J{uh_dJ0%b3_YDtR8*ko=PPq6Z}5wz--bro zGv-W}96PTh$?saah}3@OMiUzRKNOz40SLJCb)tbYbVN-3{_2!1aA;GZE9?8eUa{C! z)ma2@1vBx_)VR_|9MB$^c?yyx;9HG0w+K-nI6~qDSxBtOw97_{2_d5cB$x?=11OK~ z2=v=Ju2H9zIErF)=zm=OJmqtjp}>1D3)(XRZqy5saB*_OZ9Rpr6coGjY2<)37!z z(5X5!!vW9Eit?d&f^-cv1Q%@72sFIG+1-l0Q(lP3oCda{+Ko@)ul3R2y!&F)R8*8k zKRgJMd9MPZv2G(p<;Q#_L|qHX(rp0)4y`vrNx?*);ny>K%JyQ?pIi)ArI3PfNb z!Y0B|dR4T$b{_0FQa*2AoUHOC9|go^&c&p9S_XG%V_9clXK=xaPA(`VS;lkM&sX^i zv)&Qf5R081Pl|j9T3w$7G5)l07lezx99A$}5%m3g?53ky2(R`&ZIu;(cGk{wr(YP> zg1n^aOwat8b-4ZMefI4%^JT#X$b|MC<8)( z)|Z{6SrMQroJc)oqeGD!%3mMf3}%nICq1ke#>k8F|jM>0iA|p{eFgilYnCj$Cub!ZUVTIiqEo??| zKCimC9emeXd+({}OUBC`uZc{1G`jAw3R2$0*|73@+$|#BgfzG}24KINO<8XOjZs|3 zPK8RXgY7t?m5Kru*xNjXxQag|-5U?2_Z(i*%Wq>PI-;Q?AhyxGUt3O*t%K_H#q z&yH+RzIIG(Uv6wGBkxJf317(&vp0vXW%(d;<%R6I)}Z}JO!h`ssvSCgT2c}%I6O^C z#p!>d`Uf_`f9|88xDva3ZzXTf*;NoS_N`{Gbqc<-%1Nq}SSJz1_$}Llx<^~MKe4+){h6gxvre_26 zt(gMC3yfBOViEMe&SjNPqPPb2pa|sev%WilsG2%vqEGU}SXhDQKNM_J!&3mWd!u(* zCF?5Efa!fogdx^m%n@;^E@F4EBuvMO&9Ib$jDsl@^>kq94GukTE zWH*^~+T5lN%A9=n(FGjd=Me)PRxUv4N{=TocI4Hjeyy6}NkninW@@#mRY1KZdJ9@D8MdOz6#mP9DS6CEQIozGTD#(17y zorv)}7sc-SvTlKRE4Pa?yXPIgAV)MVXayA&`&rGkR0^bBG#cd$G+oAfTeLqTV}d0` z4~@zPEQ|@h3w5~j5PVDj4z-$l|ICQ#hLT}OPRPv0ewT|Vw6}fvd}!P+g~AIJcpe3r zajPMW@Q&fP%O>NPLDisG0G90HWaFa1d@y^9>vJ~^hW7aZtC>mlX$%^~|9tp5aq@g0 z9iT{}U#r9j-^ojTtp(Wtl?N|Aj9erG)aoO)UK&wbueI+Up%XaMWaat=-Ea+g&fb4~2ppQJsxk{#r}2fqAfcy2i5R9GmB#hcXN zWYZ2p;f;6ypSsq0J{kqN4}w(h5xmDa7hRB`KsB8wJLuMC_z$IgoOltHcTE`HYPpB!DRURk(&hZ4;HD6(U z0wkYoeSvmz^c7qjQozr;n4<6TdtE2K`2>V>FW)cK*C}B>$v-`;=FZ!ri5wo&<1CbJ>-g$_;C!_CAE*T_h@6`DLX_-8FXa! zqbsOdb6@9-(ls2+Cu6IX&tnO+?79atVb^MVekfg(|Jn<~6O@MPi%;>m81o}0wVwKJ z;BfY35fngU`IsH0kT4tO7p(ZhaC%DBJ}24(3BLr7RiJuW6GOHx;#8Nnxf2Ql(*`tW z30~qxV7yDW7@Y(uw(k8AM6@B??2t}GXY37gzN=3q1FOtNKZrBw!ro%@DabS10*YFu z&ho#Z2-->L1vg-hWN><6`tv172-$-TXjXge*7sev zXzEe21kVHjcXy~3MH_8%a<^c&LF)LaqkUTpL~v)Z_v-}6p?T!{>||hQ$glsdpn6dF z2yZjVi}TP5^IFdH0d}nE{+!*8KM39u=2}Mue=L1HVr7Z+<0tKs`PesSQ>eFJ&$TmikT5HErxdF{7U7fH;~&hV zfhiyY7|VNKhU_GohKun?s_tkH9G98zgUaWz0N}cbohjCf#GUj}bK1Ftv%>CS%%(q_ zTTNhQ=$|c%ehe=*tnx|KWne0rVV2f0dA{(o;!7p6WJ*K$guEKNZ+8q(xBcc5*FjH? z(Q2#HX=C6&Cj`&)4I^=@-MX4J=$L)nVcFgpQyd@SN~PD&Ay#@R8@m;S z_7Tgix}>RzIk`F?*t5F~WM|cYguTa30BhdlInLGig>JpB)ap2{-rZRtqvM#Mh7JtN z^f_1`hs}Wq2k{gECI@x3jbzbXYGI4GziYB;eoXv(F`c3=HvCG_qLwzSFLj|y71$Gh zM+&d0Wx-u=k!AO114$-=X~4K{Vzzv*U6X$yRoHFj%dL=seke; z_!&|*V--zE2*%`ARKLh7oCgx;%ZTOw%U+dC&5l)xNse3<1&-yt~39p6bm@~4cz zmdjSVBHfjVVWeZSyvDpSMl~3bYs4kM=f%KhJ-&0wN`QODPhbCvdfj3s06|iP>D^m< zMkV=jPNDI0A(PyF*B4{|R5!vyP-WR-{d!WU;QzzsZ1HMI^bnfwpc7W;j<=m$|eSA-Q z$r&C^=XhuXHHJONR8PnVF*)Jy+~VeqB>PSgD4`A> z_ALOGt7j!=%RYAWbABylTe%1KV&T&7;waWH>XcZ9t7>YnPd3-o(I6i@@0eHUkpeB{ ziKBvg<1JvveU@4G?H$u)j;y1nG5?LYCTv6S9^2sME1d^IHdh6SIZP9&p?3@9?_yl- zHArH@(Z?29OaEAxlQ^3tXPnlupYFljU@2GAyE>=~ME!Mw@M_G0Vc>|eH-fva`f@uk zzR#?X`#^D-Wo|92tYAkDq?Lqm{BG432@G5pJ*!m4SYivAs;u zqO5v>qf$B=OMcW~$`AfW;e}nX82s)zq%lpjWTI}*D6Cx|0h6f-~3tbxsFz&uqSR3r43s=e(sR(f3P!3r znZMr0>fWc&WnR`YDwY@T3YgHZ!0Jq!%|jqw&@9YH$>k#+z z#@XdGMb+R~6D)yfb=)LQN(~g=z?l@u#ucgs99FB0WzL|C^gHVG5^{P|L9|(4(^@j3 ztiS^s9`5BG41J5smKJMnnv)56wQ7wPVzrsK>nZr-=WvjAR5OQqcaLCVnS` zFk~Nzf*|^J3-UMLv_HTI(la<q&4!3W^mbxU`gtDw)u||@FMycJX@9Jc%dOB@E@Y$P;HtQ0 zw&X5*-2dk(DC?JuJV|S10j11=jf9|;BEjpG#2q6Cb6z*Nq2wdaHH=qcU?8^#b}a*< zV&~=t@`fa?S(-wcs;SWrXgYlyF_&MVxS!Tf7j+wpwjS$^` zIcWR%`&0O`df>tvosu>;yptir`=iW9g37GsB3%R+s5Fa`{YdReEe8p+$`jjmJ69Q? zM`v#j>U<24#*y=)Sr4v3#&Hk>GL<+nUlnMa1G<17p;ffYckIIiriq1O5T79i`hrS3 zFv6WY3+m0O4SQC23$TeWI8tI~#|}H5v6}@kzJYUMw;eHM+`S=#AypyVRqqY{2x0}+ zTao=x8PE{_3s6W0X->y00@$gNB_dSbpxn%?jpaMGTF<71D9D9>@2YvLOlN*FSJHUV z=F7`3T>Lv78Pg~O?3b$Bd;UlAPQ~9T<#5&vj=l4hf`{?cx9mC|1Alusz4UH|!4B#X zm$K>1ElG-L=Luy7)+8{0IX$--n>4X6&j#GG)r^L2F5=sJ*f9meAngNzn@<@@krUl; zR@O|1%lc@Q(matGDnSTrUcc$F7{`yyL4<6@xpLsfZ}^chP){BDNFGN)Xs_3?c!Rsf zsc6zfy8j0Bt#- zk*d>%5G>G*WP*>x^@W z|5-;-z0p;qNt~4+ZSb}dFfpqK6>jbp^871*Z;rZoZ;JGx3m$xolHT(d7{f#+9|XgI z_P!|GGY#t^GI6vBA7Hcps9hwl<3q&;IJj3>`fE$8;-BJZQ@MvJzpZyri^s1nJr?xGpwhDGk8IZ3U5_&Hdv0U&_w0 zH4nEKIIwy&36X638oO@4bVWO?GT-N@aP4+CrQ6BqvzA-%>G{kp%RPCgalDlUxqg)d zHP>aY{eyOlp2a4|a4nm(L0qO~cGMQLd;XlwEU{h5ecL{=qkrd^_(}I%t8tG|Q1~f| zNq!lqwGuSZ5~SbcdvnFZnQpe1J%k2-7O+v%TcFpf|CUW0iM+#|%X*$S`5_wVsxGz~ zG%*BzfUKQI)ri>*ac9-8tcSi@%%I_`7F~~~wcCx-uY9xJq;+6V44_uH;i%ABIdwyg z!INwRw()i)bOP6C{L30(E_V^QtV=t87xwjYK{!$pdry?v*CCJ&d{qvY_{K|Zx$TNh zK}fV0)4uYir|i1;=$aRjpr?e2wDXRE+xUp2E1Hs$(N+@0P2NfX!3j<3n>PkZxG&X~ z6(xIZv@8hzvFkWUKR`{`^AAU7SY2>aEJ29ad-w7{JfyWQ-Ny|NC=2EU6uYC9)^CHV zFv%wZvSfNvOZ+8qoDIXqWFF2pXZN!!C$Jki=ljy(FU3{z zT10|2k_(m$`9m|)&S@(ZFffh)ZO-kYs0@;c2XU)PGsu}HHu;igpTUIfMgLjV2@!`OeEf7Msd-s%8g@mO22_vSNQa~ zl*_sly3u+!&#VFNFGRs*v6DlTZ0E-Xcf16sKS_WWw&@C!$6uNCxO^>FSx;gwsZHxk zC|&}?T{P8qe|jasRbA7H@^!d(88-eHi`s9Vbhb(UvRP@CfqeMcT2kEaE+^{8>{(or z>Td6bvL7^iBFZ1up=+sAOTgqFYc|$sW9qRvgC1W4!s-8JXTsA_!>*V)T55dZk#w6r zJo+FDagR!r71M7Txr?fF8H#=p%ng^nXN1#zYSkc-Iv3IzBH7jnuMsb4Y8|nkU+0MM zloUTCkW=)BLO_J(M#JhBih|Xh&9BRoB!4%4?Dc?9q~wH_83)ZtSkP0`N#4`7`Ng<{ zLn@<1Gl>U2d)MKv-@Nq%Amk)5xED(9{6U@&8-WNg!}^sL}IRv26ert|b_UWx0N zq4Y1$mI`F07_;4aTTtv>F2?B()pe9?7|r9`vf!-;ZDgKP$A<(1Hc5hyy?vl<&(W$` z$*`Fa9yUt?>E`$BZ+wj$>9YXYS6n7ag!Z* z8@K&8gH@pO%5BALQ6OKNU#XjF&6>$AUeq|hy(9sbjJqz&V0njmBaADG!&TIDrr|#v z8a9lXMWvT4Rau9sVZQmlvcL)3KDx`nhlQa2y<4ulr;Y{dhR{jk76H7>kB@2lyFq-Y zf5_(_BKnv+2AIRoKJkJvgkW9-nwr4OYS_V~qm>%^DI3rY#B4lW?2Otp6c0dPvVbfv zbRwc#IXhr4WV5|Y%#m29aAES?Pg|4@o@GxUzC1lsLlxK<_M$3Uezx!wNdO4C6D?0l za*)y!LY#mdkW0RM&XzC5%?&w=2f^0R1!9f1+EP}!1zr0==2L77U6(rTpw5^3UB{SO z=b3VeX1^i38sw9TBW&8k%*3*qb{4E?M96oR`OnhXRm%jyiF}y{ed5}|6dlI1HvoXWps^^$gnpTJC7R?RoLy5 zdZOI;g4w21W4=fEVyM{^s&^PvC2z!!%$ZN}buNWi356xW02rlZbF(O{@fny0Is?qg zf&H=gLn4eV`sz)<7H^EFRVi(r7W<7TZBh$!46?(3kff;ycKXxx+_^u z$^ zyE6WQ@lv+l@;;;n7P$W%A`lB|)2}l1xtJT~0dju0MavGgJVh05@)$made5z0$*F_^ z-h|}XMB|L0Qp3(>NcCe*1d?iz^-523acAkGlwG(7*ifI`tpEHX4QL9 z1U6%_)AGRqHhYNSVJta)^npl78awE88K1S3i?XIau6VZRh}30yijFa%*jjh?RA>A- zw16M{0GU4I>NF62QNBg;C@Uf$&;>~aOhpfnV>*j|MEFX!?Lid=3r9138N$!4n5F3| zs+zOvtw-fWW7dMCN9U~DoPug&7*GVi?NSNgQVSG6#=HZ$Kokf0vw!b{GD)U^ge3CF!J4*o-Bu3nnUJ=i6GijRM-X@%T`4Nf0*^YTy^K2}8^*X+m18 z+*Z;%2Uku8Wc`A}5-_!$T9P_^9qF1ZtZk>NwP8is@qtT}K{T#~N8#kr`!TufxcjVQ zgdm#*6GV|mm#YK60$=2Az$J6F5`Nm}7dbVy8cJyXds))rXOZ##rX?u9?m0x*hA6EI z^nDI5n_svvleb(zuJmP~>Rq2(T^{dS<&DPh@;*rQ)2n+93OZT=PjZdBAagvx=Y?c~ zjCU7VB35}e&!*$sPYHGGXMqZ0TdGYsY+Jr`K(UGhfY%<=&*EhhZ*aH1a#$l%8TfHt zhOoB35>5;l^iWQu{|Us!WVT=bEAq-&xXX&SXOJ|FSk^FLk|grQsaD2yglV{finm~l zo>sUqvV4>~G;4;l=Bo~G3A?HWVPiMv)qf+Fo?iEMFt*x4pm5(i6ti8ns^q-RqsNPA z%p25=CTHDo^w`X>;QIU6Cj*~{_t}*YF~4r7RcU3SeX_~j&Fb_V{2q@I(du#{p~dmw zCSi`wTQ2t=3rb8jJuYKOyB#Qbd(q8n5O^@gnv{d)C}G^#iX70dV>h(3c`Z!I5!PAi z$G_XAtwE8;58>2sz8pyK5d`RNSHWahZW^>isDt*dKj=q;Jn}HM$xJi;Mi-EqEG>4x z@y`7CeuI=YiH2%w<8(cxVUtdA$|P2oHy^QiTYI5Ssu(87pO}o*(57^sw+!gl{Hf;Y zxd?1@HnucOs8%zq9Grwkx8lv_jzaA79$N)RC16mQT7 zx2Hr55STc!wwLU7Rl$X93NiJxs9C;Bh30m}o^AnNO>*L1^_kPa?Fd8{G1fd9y5(y7 zt_~4LXe)x{x22;gX?ZN{xsBbGKU+4HTtHD1p5Sxhhm}q-&%_oOc7K?A!K~XGUxj!5n_CKN3Xuen5JHhbhZ`QD1JW8^dWjnj zv?iL{@#KKDXr@Zjqv;7HjDZW!pMfPq)K3CKQQ7BJBQ8Qf5L2u^dG(+lFGHKK#6_o2 z@GM>Ei~3Wdx=dmc-II}xY}4y2&v8^qCHaRr1SkKoALs>Gkq}5tn&*EwLLS{r-`$hT zy1NUWg_AbL&iMIaXm7g6LA87pK|DBB!Cl2Jr(9H8a#jPx%NOk+C!T3AY$BOF{PhEL zuB^-&FY9u6!ecZ6NXpZPXA2|yC^~14#@a&5K4O#!6KPG+Ju0hQ!tj(j<|P81pW=fo zIc?Y@gwocLFvfO0ajNK$7-R0Zi`=##<9kb_?QEi1ha>c`aEsiA&9RLVwTr?UlMV1w zwst8Bm}E4UWSA=zx8JOHJk!0mxtd*H9$vNIixQrD8!hF-4N(LHl|l`pcXb+EYRcTK zw^)P4QHR;8*Kxy=HlKytsXQuat*(VMa5`e9ZJHqOS-WNMbl5Tyk;#nwBKnXY{>0+l z7TS6*5UVwbc>nqfFuXDbkc%~gth@0Df8n=-qw#Q2jUI*EBZ&YeenHf6DMXMN0AaqQ z*A?#KdzD^vi6)RIaBZ3~AI9tZbH!5{tuhlty0}8#8jP|M77oH;irO-mja*fLBW=;a7*e6G$qkWfEovr{{O$z%GwwS4g z`XGwla=C~E^@dXh`FJZqnNySdsfSAo(d#$@(m8FxK*YeS(dNh-*J7qmO0rV>5J$-p zq^8xgg`v8I6gIy-+?nZ|KFoA6fRbVSJKZyjWw{7KCHk^*!o~g=zS&?K4rqYwdDpZn zLiR(Br1i{$ZL~e6?via=U0Sy5T>a5#S4~r@s+b@sqbb|dMC$abmhTQPtCws0ie?R= z?S5kyC&5s71VKSMGaUF_r>q)?+vKpq;^S=bI>e;>^@k&v?0z)*3?NUJ){jjnc)aO@ zFqE7*yKd@QvWP}-wlEw*NM-owChK>6s?^|kg?qh<;t`01gv>ACoa*@LFuYs=$8jk?Ell4M?p+GAVdDYaY^Yjx+v!|qj;d@?zkT@A{>CI5MyIu zZ8zIF^@$lLj*KHjBmSI8aE5}zKm{SqR#@^RZbLqo&R!D~}_%)DzT2@cG7t*jbu!vF0{Wi8I`+*Ifjc4 zS*Y7I3$xz+7vxf!?PKHcs9XY$qwgJ#_o*Ib(nvCw%{rdQ^pS8qTCHqd=bnshdj$kd zW4U~3sv5}QuOE3U=jy-{Tk?z2dWybpTq9yNa2^ncr~nG`v&LW zDP_ZXTto9_GF}y*jGEuDYtM2}TgSa>XPTYW<(w+5s|!OZpQ+AVJkMoJNeij2Kpw!%Amj z{upj6I&wwPXZl?@^alsj+>%|65w!%-hO^ybEHH0){+sN#_9+@=5(8@osBr#|Uy?m& zJ06NB+V9y*i;X(Fyxaf-S+A3uT_#V8OjZH0M-yniMPivZLtEv|N7_iuT_d-Ad%mU( z9e-Ov>n9&$7W;o)TSGrkPhlZ6@mrLz?cr(fPL(5`DZvIMjf`nFBajPPCYYPat>XOn zA0PMGH*0jKpsIf2s3Hh0XeJ8>5CUtr^r7)d{CI8_<4yk6M%atQ3Y|=&=hTyK4M(yLUFb(T-(<93 zE=P&YEcbE5T!dv_$fikQYZ+Zu@LyK`kk#LmwlMPlSZIDvq3oxS zP81D1Nv8G*V|d`c5J2OsBPoS6S}PwBiXo)UE&GrCn32;?Y|Af!F?-A@(4jjRA=Lqd z`%8d;rJvvMgt(b{4D;BId4eP0os7@K?H*UJ(&0T}Pk8xG?tbP%iKL=L)Y}$GE$?TG zHypvjzf`W2eIs3*J+k(M$7NvdfEG#}!k~>*aVsr9;EYl^iHd?+nf9%?)#4j-k2F9? z0=YXrp5oA%QT$z5;+NS%{r&gJ_kP&j9iR1Gd(3+SsCl~yDP49C?J&2W;hMRtld;$k z5Gae29uY#+IuWyNFm$3p zybUd+64OcNX1aLx!B6V)IupMb58`dafQa)f2_Q<9*K-8@ zT}K|b_@hd|=j}yNO!O}S3&vvb@0}%MhVzj6Z0Tu&_{5$6BN(<`NW-S^5Q1>W=137G zgWUtHq)fr5t2}XczQ>HT(WP3)ByT)>xHE51AU?g2WzbVSpVT+2ybH~p<>JRP@3TNb zbWP4js8Kb15!)59dH}b1_4d-y;)Pn-8A$R#gm!PA0`|IYo5GnG-^=4Fzx=%WFH#$Q zH|<{4KF8a!)q`B_pJ5rp(SVj}1A7;~28<(}bs-wuE8u{68&rGF@20*Q-be!(PdLtP z>S3wrfbx%$3a-)SlvsZ8OhWQ^IZqRv)0dZSl`I#pu8CnU2;xEV)toz4akZ;oqp5Bf zfhH6DphUA<8y1i}X2S|SjQCvqqz?~xRm$|5#qje|>d(kB+xe9*VjB9D|Z);*}w=E`t9~D?GOhpn~mC2e)+0-qN>j_dx!Vx>s+H zeoMP5<_sf1+6M)V*wK@?N03&T9*Z1Xx^un-7^+E0ZRG88JcA5e*$pNs`PYgxWR6MFgC!Cg2JjRdH<#c2@MWG$*R17shA=X~H> zBBvp<6lHm~)jMQ;q2nwXynF8PY#cAf zIW%6iDnI0N?AYV71pFdFxAnNM^)V1<&XmooAnWym9u_MEKxNGlC@{TMp|#|^do7&H z0n$9yRX!IUSRdp_UAL`cec$i1r9HG@>dQ))@}1)!=4h_+1*zye)TM9i5a@M#jmR~8 za2{P>=Non-7=+E3?FVRI~1unQ+EE4bePjTHSc;?8Rb4v4gS4hTn z)bBkar4NoG7u(p%Up@SG=!mpiEjclae!n$ve!z&0W!W-7j+aeijSSjAuiq(^)C7$e zCXVHOG7@%Dn#Z@?O?tUvgrjWPH&yd8ulS1qEDuD0ecCo4cXc$fY}mS`=aEQH>bw34 zmn^8OoGO4mBpq#dmZg!K(z3GDZ&CyKX@C_=%kgH#M*h8bkJN4_i5;gNQi{E$K{qHz zgO!*Tea5lTUuy^L#r>^hb~KQh+m-B}swb`@p;#_p1;1B~Ym8e%KIub!tL2Y>7ba{EBCIMP-JOBi|LwuCV z&sHo9GIJ2ARw6^~`d?i7N;84g&E8KC8W23d`qXf6I`3aoaUUO6hm>9MsVZ5sVp@5E zDkr6Oz|Vu57C-sDo>u64nlG_0+btO;yot0;&a9e~l`)p1VQa24u_|12OKW_O!avJ= z1A%;-H@Jo#owkwz@+*Y6ezrnACu;&`pC0$$2 z`ELAanl}J`xg1INRI4fVw^u%SNX)VY1nme5c(3k^Toboxdv?#rEpd$Rs2H<%iKNxi zN=d!R?)l;mr69+p#S1)!j%uV2TIj3CfOpp(z5w@uBgj(mh22zmQpFDiq! z+#vMicH|EYCDW$7V!yOCiivrn6zlzKXDjIe=M=VR@Owih#mHox3PNDqCd2acnuGR3 z5G@k9)|QPjE6nuY-U_4>1)yXNR;LDzFrs#BpupV47N0YJEOX62%k&lcLB%N(Li`bI zplHro0ROX;`N8pPq%-b?j+QHZz3A2JIftL6tyqO#J0}{Pr(-6kh!oOpD2^U6^Q6L$ z`3yk1LzaZH9_Sh5Dw9X|sDr?Fa{x^*FsabtJ>Gi9TtW)*%mHHgSpebLanS7&lkT8$ z@W>Z}A3RJ|LMv~h{kUHB%(}x30`mcDxhg@n{Xti?(B>mOejy`@=g-37*Y1GJ#QTnA zD)5l{nMVALsz&P<((O6ma<;t;1oEq}F0aSul*ya|iYcW40vV%MiVSL{>YW@|e%VnA zck3ts4TIjugsgrw{JrEOI-Dz2lVrd3E9v^55uDs4Y=dWuhhr#?I zKr6p&u1`I^`0U_oq*hlgT(#^}Vcr(6h+1gIys31OAZu>kUipkgkfIt6H5+B6I=%q+ zAR{Lsb=s!>2|;ffrseHLXv(JUTYn*pEioYyTFPwMF?j`*0jZPnp+B|nu%RMoK}R6~ zq;5$rc5RYqFlbI7$7-H@+Fp1#XsiWp4blW1bTIe(A@8!-PB9ii-H@N;{3xh})_Nqv zs9xo}X4Xppq~BOd{g+Gb9b;YO@Qd(3unX44;va|;mG!mZ+sWy~_b;N|RGa=kM;Hl* zPWsPoxMJRZ$1@SzL?p*$jKx+41j8{W!r8j@gnf0bagCXy{wi)jL(FUgB zpYv59^u-xFQKT^dNkF#0KEb@(_lG_-794<0REmseIQXiKpEC9S`yY`pk%awKBxCBB z`NkzDBzYD9gnWZ?H-p7YH%!-FiHMKKCi5W7~Ar! zj?+53Y9-=sO7w;sSLtZg_g6Zp3UsquMU^b)UDsJU*pD8l@n){`Ll=runkvX4^C6Id#9kxiI7>2z_%oV_fHS+4 zv~t{u`8qXIL${q=(CPFtsrK_|l+urQbvUW!H89$rmOhE&Z(&f|Q!D&HQuA|S1l^j1 zyaSC@s?YYL)W#8=W%XHNAS7$=qXA;^O#CLi(ST()_<*|4E6YAP^)_Qrfp=lFo2Z|e z;1SIKIDVKU6w1Pa-8c|31z=&HazlYrE`W_yk z6K9bK%-KaXnZ-O0cU9q$=b%nu$8Q2jjnRsaR~bH= z>NZiof)mNEsnPc|tC&`%@Xjw(b6Ix5Lz*Ew^_}5U$UK1g(J{ zVE!T>Pir^n3WFG?arRv8N8puu1DI+ts9)|DezyX_%$OD5G2f`+#}Tb&lu|Y&6|HS# zzc{sbq{ef@p&?$l39A0qF+~9VY?fpLHCtn@(vN7a+T>ImL{2D+ZN3U{sT)uaTn4}2 z!iBT`O?La@Ve zk@>b!to_!I<@~xfP+qsPd)}j6!GcjTF*oa5WAPbuuF}ww+N$mO%bp zY;Y#2@j{IvR`j-RwwBel{`2J`Acxi65e&u4`jo%pS)`KU)~}`QGtFY3{XSXEk@|Z1 zu$VE;%Lc>AjIYZ&(kqTZVHi@4zAIqT)DC;dIU`eG2$1zR-ardh?;fnD55BVm8tRx55n4q1cEu;4wivZw~Wn?Or2tUdbe?BZ7 zN*2K z2@nUK)#P$g4~Pi14alQMT&DA6T50saY1aV)qzIJW(*UFuD3-b(On%ocd_B`B^Bw~* zimXjmXdHkd%R+U8u+N*?3f^)|yI9g->FcQV9kS%(G0(zwsfyB*ybyDMI1J+oY}!4E z&lx687{;T zsT%}|Q%QeJ`S5iTtiVsMEccp{ku8Jw<~(i(g*TfEQhdrhty?^sNE38PkVNfq0(1Hk zHtt7ZiRWV)Y>H7!!Q|K7lBP0}3l>f277miC36yI$rsY(7#wR5IHGiYTxG~xB>`!?Z zblfGb={y)0LrhhdycgkSYGP?Xn z5CW?xDYa2wPMs$Lvj+H#mzB2b3>hTMTyIalcI##keWlb)qogK0TIlT zbMu`YNRK3q4#KCZRfgAK!qHP{SkCZ-LD`t9vl8@C5EDoRw)QJwk79keLkkUA;luG) zVt6{jtO+CJNKJ9YC9_Ta-Ga}#T$oTaoD9{r7|r4NFbi@}_A9>P2;W}Y_vpGmfjYGq z(w=wXp)~M2?)r*y@Z07cGnJhvfu}{=XiduBW3}p%j{(1A9A))B*t0{yv)7p#z$+yQ%y*?9LEhBExB-gB} z1rCd9)DSTI0jUult<7Fh#?{QC9tkHnD=bBN{i9bnrwQ+APG@JcN34?@n(G!3PSR%- z0(-}x=I2l6(9VrWqih2^l4}@fjW{ME4GiT1%?*opt^H5lE)nh(79VElMBFDg(zUEf zpz_EDlc7~Taogc}D%7DP?@yq}lB;60j*BmF^qS$BN75t!3JN=>>6~NfBrpS73YIrW z$;oBVjfR-lzV5a5I#uJmfo|sU#5TYg7-FJ!bB`r0uPwrBu;v@973g?igh=mlKyC+@41i)w7E^icERi86X9y7ngfAcM~selk;0zWTuo_Sh=J2;`7+#BFDp(MmInBELxksqS}X~mcr0{%u1)7qf?n_ z(PA+eXqDu+P+9c&dYn^o*nWCb-J9yR*m<(;u#BdY47@qr@C<^PWfbWasbNGn6eFs~ zrT>TL&e05t4+nI2PP8nD$L(%aaBKzlhDaJKe)Hc_*qVqNI7zvd$4T1W1D>|rRHR6U zaDHTG9TS+Evy!0{=ZFQBDq-hWenWS^WLb(*8~w0!baFK6PgKeD2Yvls3Xr-Te5%($ zuT>GcxS|#^$Q^uOhD+-~YGGZQFGA7YVeswm-=yACX74in)T}z>If(*~Zght6lASAt z$mM@Pp$2S@eVJu>(s(-OdwKLk8&;Z0%)Z?RC?j_IS_mZwc>;Gvm^rj?nUXR=ysym- z4uQ5`Pz(Co?w(_;r*I%edF+>_F-T2fxN5hj+ikF zyOKo{QnenP4>;8QkyGY^otuy$^4lkGQj5OmFku7!HyTOZFp#ULMx5YRMY7jz#&p_8 z({&?Vid9NZoYVfc&Y~-!nj5nR8fvVbT8YQ(+(LqY9-r9g9e=bGvUJA?wsoE=4%a6m zLhgr&aJFN?G(a+i}qPZy(E%E~LP7MTUf%V|XUsVLd6ze5gg-Eg!1Dwlrrk zlT)@Ob`P;yCjN!;ui4#BvPE*Yo0n(^HDRYY*|yDdFK_wolE0HUx@Vz1pKbp;S4Meh zicS-YbGkNXOlaX-@i8P{F|C%L$Ow8uA>;W^?Vd9ZWE2qoR6e2DT;{t0+kO5!s6RZ>5XgW<}T6`{3GldG>R z4u--_f@I`>5gMF{@2Y=!z_=uik?j((Bpb&}XAxE(H4&pslzY-5#n;uB-wtkfVq;m@ zn?6}4W=YIG`j~vSk0F0n);>U6(1Ll)A(!K;3V)HXzaYzXemvj)WvSkUT=n%%SI=vp zz$M`TT?jB})U}ZAL_vL%C)^qnSq=QiE7zCIJ>{sV8f-~T)}Ipe5&*VmFL{&UJH zUbkd?5K{L1H8pFYB-!4VeT>dG4pnb^3ttFA=Jx9 z+2ap?R_&7nA@|1pKh+@2RBcG|OldFpFuR%1!17(2W7dz|$R&XiWG2Fm4(_xek_pD` zTAWf9Dj|~~08?BX=r-bYa$5&LNFiV;dJM3)EWs#T z6-VL*5CLWuwK{*T#q@pQO}_>~1m2*u39zJuNA!*rpg-)VfuI$=B&70NV;_8F2bVOtdOqI>fX9mZ0Vi4s06Q)fI-uq z*0IOzyDylc%JSAP{=m;WfOsgDust-CUu%=v!ta<8-gj_yJ{Jp>O%{XfU<8$amoxrv zb^uC6&X$8F-o^9op z7WO-rz2Ldg;<7T=;UnXP#n^wgi_%d8W3Hdox|ZcX(< zA5?EsY>{YwskX7q^9^9*M|xWF0?UW4a`kq9wtjjvc-Z=LR>7lB;BuV>0IXbu;97R= zj@hLC&dez+KH{QS=&C^souCBm$nQ2SQMy_D^6HAZG&!Zwt{+dqIN^JU1sF42o0HP? zES9?$!hBM_!blr2=R3HCZn5?GRSgYIom6tYBua>rM)kVVm-lQs@^1!urY<{i`cS>D z2m7l(#^g_-Nx$q~Q?8VM2|vJGU~YwaVv1PXKRBlRAHL>Ds=UR7rSM)WTj%gIW_aa> z`16!x9$R{+Fms1UXj*bwXnTQX9y|!G);B-Sd!8l_NFggI_^;wkV=Oc_v{yQ)SRHN} z)Sq!wjZA@RJHbFer3cOwm>31jt&r~qhc-Z_UMC}>1?og=I~nDm72oYQqX-V;z_(oj z{Y7*G%NpmSN30ov`I_5#Yy0CC#T2g6W+k5+-@}c=cCHtb`wIqV%=IS0c`wz`19}`@ zMAsm%aW~(lk-I(OZf+JaX-Z>eo3>y3L9t$B`xTR}yW=*q@vFALCAd@)unG;Qhvb3a z{rsK9 z&b*dODs7K!{Hd&#Vk4L~4x)zShR6A(@&kH*Uu&2Ho(??FjwD`#PeiqJk~Tf zY%b(VMS*tW5W)yD?7u>;9C1CXVsWOL=y1dzLbpv2X0f*VCfh{`7$Gcl4erzBLBzfz zchs_bBzQ9V6LBtTa_8#Q=$Lg%rleS@3dlEu4i-+Wh1hsC0ON}R?3TL5Jj&jdc$4>+ z!%bm82Ic8Qx-9nj;`?WVbsqXd)2jo+wsj-2q;Jwl@M78R!NVwCC2B}HVpmD5N;kZq zTpkf+$s~PGs!$U*12+TYWqt+h%2Oo7p`cY-LwdBWwh#tL#nhj0Mz{Ctd4gr%L+tk1 zI}yj~am*qZ_`(E7U`Y&c_m$3#8g%)JX_rGZdCH|T#XWJ`=cF)knQ|J8Bk1EB2;B(o zp1}lqy6l<=5(`SNYSX=88#7YUB$tDLXQ2tUDQKq&;=s!YRXDGfzL}e)x|y?kFPWn! znmw;t7}rg!Er5?E`Ocl9TY5N0;FRXP3G6sj!EW02Dj2YHfwJ1&z8Dl@@qL{2VymN7 zq~H$_R&yE8qh=`y07Y)msU08l3P6p4mvYCD^j}A82czT= z89#R0DXyZYBZsdT_@y@907yOyiViWjt&Sfd=Whz_!XGBifD_=!yM_mxNxO9}J{rUS zw~VS9KF6tEDC7-oI+r}kIAE5PZ9<~)EL}XLhrw?E!JIa!sbEF**Ru0g@ELur0cMIX zx|_Q#dNs=1;*b=%mSq7oH07Ic!@+Zh_Dkh8`eY}2n-p27THzb}V>K;=*r=at^v1x8 zq7)l{*AzR1le5CrcwADQRTJAz^1@lQ4AMh)a-((dFtDbQLDjJ~8XaN+fp&_EPuD4m zY)!FK-S_Jhs-k&;He%PAxpc_8wyLvVV1j@hh3de!wYEklVv}-YXaymlpB16lMIA%z z(bF9-Ym1-Z&jd`HX=)n`^x~k3Z00@o+5ZR0-TZ|}lsLy>i@NHn(nI~YdyMt6BIvfL zr(g0qxW+c7k}TKEpCc8&qfP|y$I^tXm2uJ*7g*cMnLwp3c3|+zy8<6W3<&H}|MnCD zDnN4&sf1hM&ne3FI&kj(S@!xtPIx9gV?FF2v6x{6)ZWPzT?V_8S|%9Q2F-Q?gT&60j~&Lr$49;mgi%9g+@@Ya3%6%*1TYJKKqxU} z28r23-{CTjke6!Xks#*Lo2Y&~Ka-N-{<#pu>aYRO>P7xclq?oDHk66vM?FU~zg-#q z6gTLD$hcr}NN?*lWcz36;2Pw?3zd9-H#>^w#<*gO)?m1K&hgA$bF+XQS@)t;Ps|V? zC33w-GuW@>1;b)05RJ3B1S_7+rG@(F*dTIbb`;s;YGu0i5*n5;wEy3)lDP16$l-D> zZ00hFs@t4rLb+0$t(5#`e@KthT0QP)(=YPe);JQxotfj4}eV zf}J=)9fk9Cu~eU_u~RMjmQIf*y`6COe$l$`YjJWb$iSI7fYj?2&b4aJ!8l#V=5-5@ z<2X;IY(S>Vc(p)-_+{SsaY8R%-NPDbM!$cPmSN#3><^79s@^@$(~=N_Y*#LNs(zH; z80+d9EPbPPf#&?>G@~@a)J%gay#)&22~s6t^0RnudB&=a4rv)mjg?ir3oq^UHeb)j z?ZzL+FU+(XD+ReRG$6UR(4+3T4}P4aCar!)a)PEk9r!j{YqW-V4+`NMZfkc|$fv-z zk=Ic;Sf(Kp+@_W(M~xb62CIdyZ$1Fu62Q#%C;+Bl*Qo9oMnyUDTR%pqtBjG0fM4Ez zKO>QhEFga_c~Rc-E#e3W9GhV^5!_G#|0Rr-^y1i$$MV>BQ$ziVx{V3BkW0Hn7R47i z-T5+$5s1|yw;C7va(liQhMS-g3FN6+;iPW6AQ;lTDp1kt0QDip&M^00eGby z_T=K>CiCZ)%-?AY50d^;uJm$#xA9PND>>@ULP8n#o_HNQZsW*hB~DXi*$+X50p_%O zhCrzj+XRA7^07*`F{O?y#w7!-HmDVE0~nkWI)hgX>@yE=E7TF>m778D zs2%Hr_i(+98d9TYVlzpMN*y0g5zde!8m+u>&hew3RIO|B##PHkS#~f9hvdju^BO6O z+C$GJ3A;z}_$uo87Z~PIvO?!4SJ53sLKNXqZ+Aqbi2>!h^S_Rg7|e6%PBk$Ty5@C? zi|UMMDVvzVoNtF54}6_UR3Xs?z#N0augMS$;Hj4`on|;nDmB%zN{nZr9nM}hvTSAt zZZUzJ6Y+$Oy%g$?vt^Q# zJ0lwIrod;-X|wl2CQUapzj4^|G&^K(1_h>{`fLK+C$~gs%W*gFBCUC_e3 zM@M73@>?#bJvb!~2AGc`R1#VC4~Ib6o<3pR%#i2zXr5Ic|5v%cS4*Xxft2{QZ(8c- zTaf`G8+dTnvgZdw^#u+jxg2Gz>Ft^~P}W%A^L1i|zh2}Wr%sUbEdhsB_ezvdY441wY!^|@a?Jh?YbVf>JQE#2 z93Tor3ws%3)4I>F7d#C)DPm;3jWS2_}-^P z#I8biB{c>yrxwTvyD*+UqDfTJ7M&W#9c9%_ct$_TzTe#fgu*M5?5XG$Ux4s65J;>|C9j@f^Ih)>E2Dis?Q z5I!?Kh;3yIO1*Kbq)EdIB{Hdb1ch0GgqmbcsV0%XYASMpNSr@wm<%=oql8XBvH<#L zWkd7(UGFH|3B%QV$!gK`uq!#Q95nUgtgy5+^Eiz_(^>pnv!)lhehk|m5!7>T5}9^( zzN}P>m4j8@#R*>YVBvnaxL0K;Y;as4jU8^Ctg&kq!qF4$7IqnH2u!|j2BVthdAGeg z^fq{)B*iWq)gczjn;ep0_wbzdHjAP9oSc~ftRcimp9<2^KtiS%vEN}<-?@ZumCn6x0B2MA&F>)x zNa&uNdZP4?rQ|$Z%e$^njJ~y22YOp0}J&_LTxooDW(v~x3mqbz$w5Z-_{kH@jWQHLr!DHwO zeu$z1!Q5EuZalhojpi9$q`nC?Bs(2C80$C6Vg_7b<+XOMCPM5b0&Y33=%H@9?8=+^ zRK-JOvHo^{s9Aqr1*K+O+saRSCiOja3^{(+yNV;53MrNAVW zZ7)3M252JNddoMGL&jEzI@|V@Mn)6hW)L`hMR$Vpc6Q`ud*oesqIy z1&ueSZ$sx4qkrn-RyGH-F3Y7HU~FTw;jOB&1^g3HHH`gUxk6i{-iCaI-KoHwfMQ3Z z!``u`o$Ejy0f6j~I;5XX@-)rI2W!Mc4w+wyc${%qk*DXB0C8T=f(#ArA3KoPQE{mK z^w$0U%GancnvW!+YvzDnHoJ=e0g^M9GRsgj%mA|I*4Kbgde@Y%r|nt(8ffUQPiKXTxtJOC zonJBA+XRZKC4YY|PSY;3q)r1A;vz$^v>xMTEuJZ!@?k)i}(GATX1 zs`4%!6H(V)45u(fChBo%{6t4<8`BQs?@uthfF_T~5B$?cZNg zoSr(y+#7mC&?1X?7Q}d*-0&Z;$Ily8pnP31In0@=oiny_g%bCg%==gpOyNl9KB2ZN zWf@{bm87W%cTEC&>g12U647m*q%}zWyZSi&%UOv=*3A^s!fWpMT&&?ZG?!%I;y32; zG=vMV^JCmL!T(@$8VFQs_8TZavXp3KN+f*YCe%%3fOa6?f<2|;>7a=^eQ$W6&+(jR z=%+O^f473;V2@R*^m+GxB{dkZCeNSno8?bC^cVL|<}3))xUC*7V-Dp3vYY8f=>G^- zN^<62hzGC?Y{o4Pvl-ca+cpId#MdC3lpS$Sw0n{v@gk5V;%i6ODpe6ZIfe)y%zV5% z<4^AZ`wO=nqunI)(^B|Ibs6pdQzsJ)1t|v#a4iKQw?fcR*GDMZ0geV$h87%*heS{U zFvv{%3&cK8G>jp}OO-71Se|g2U3|c}sE{JPzIcP1@UMd(Pis^aC7-s1m?p-4sC8it z$1Gl4V7$n0q_tjnmZli&URRkAWj0(_DOyOXo}g#BfB8*Esy(MefA4X{Kk^~t&M_7Z zQJ{&8=qzsJ33Wxx>K!9LAH%LUYsoyT>|^SgAA1E%JY`XFCq6|jb%U0&CU&1peH zx--rO;$_g1$F89Qx;ye*`wvx~*kQtz+Fd-LZ zF>frV(<=J7PO1i>v#A3elFoV&g5j_(O48`0%lLHrhVUfIgT03~25p(iNM0Ipyeq)N=BvV*YmfSgmLgDQR@ z-Ei*65KjuanTXiN0#YENVGK1%3yry7SJtHYXx$8M8cv4^K=Nu@0y4vz4~J{G`|8J`*e?3j~g5}w| z@b1};Mid@prq|kA_&@4y4r-dlfCn{-BQxi=qb})*TGmqk-zHHSH%;&XrP4dLxZf8d zj;c}~YggZ#<|Ynt^G6hlNA?NM8-+)F8@51PX`v+kv%($sS7}%944>yv;!6}P+-sZB)rb%%cui0SxuL|+km(7H+v1sC0fjHc z*53L|#ze5hIW0uhJB)x}p7R{uF(;bZ@nV2hj}j@-pJ+^qr;FRJfm$&`<%{)sq&-#S z%P#wjcKe#~{al`fAUy1zNI+*DlN^12;}Kz=zGJX`-@H)W|AxZHEpqLP)sy1KfBr_irvs_K`p7DpKFS) zCX*OfQwfGMS_ak&_u|~e-BrRfiWTX<39-q*f|alO#_X>0?$v?RHEWmB37s%9)m<~^ z;FK21(n3q}E|#6g)Sc{PJWL#rsos0<4HdHXJ5j}>eiK%m6{Y8XXYU8{0K%ND?}iBE zo+#D2*30#(x^|aX^c#QOsBWJS0oYY?kuvf4!2C2)r7LCtZ{UP*=NPt*z)nPBschZ# zyo-^&&6f-(KRrR65Jm8vfj=VBsmtn#8t5WXCH>vmmO3opH;4@wQNdZLhb@fUfI1QS znlSnl3x=Lw*r>-Fk0eSR#vH`L#9{60ZJ9v@nA)THkZ=#2JX)Alj(<=e^!9k`WK81v z@;419yPVl3!LxW1zF@}O%jtUHGyPm{aAZx@IvC&+cXL^RYND#g@Cl*j^2tPC76DOe zXuJKA2qW${#UJqPYT>L)lHz@3ZqUP_7+ivv3=sQAQNl?I@ zCKc4oG{%)}^@PMt1IedS^%zN`@fi#vEuB2|;#-U>s3lO4Qr3^)W4BOQoG??ebM0(O z+mVt(eSs`s_Uf3Q2wiWqQ*PAnFg|(L8k;^OEiI`XwK&j55b%T#Q)I*<2DV&NtKJ9R33EYW~xLmAKHQMaPM6gOwfyi z9!z=A=P{b^{DXfzpukPM^s$~PyTEHDry@9=v}=9fm$r3DVD~Qp5cNZLuN;HAi1j@b z<3n7*=??Si+Jv(t7v{I&=k>G-$?d*(a+<3?-haQ}B;hB%Q4hi)@KkhljlR7_gq}bq z-EscSd0k>VdNaX8RY{a}r^Rpsjh_G5?D)*wnTN|H!99`a6+*T+J;kU(V$x~oIDFp6@{u`4mqSGQFv$O0u;0cQh?zklJz zk`s(#VguCw-yOet3=vf%(=Qn)wLywC9dP-(*Eu^qrOh3YXuG#|#qq4bqGfCYPO&Ou;z)^ei(c~f`@MI zYN5$D0&V5^-M*YiGp;T6`uHxGr#D(UFH*&2KkyyLnWxvRDVaSe^aWgh3tQVfi~$F! zdPRJf5f1Liy~eB85C%c^aQ41HKyV@>DX%6dJ{@3(ZmpkMV$7^xFA(3ZaaYdHch{gK z5us*3<;Vcio3|uM$@+a$_Nubxr14bY<8X^P?yFuji(CR|^Du z@{=`ii+@u{D~(HEs)t=BLj=8YEFjcHSor*;s&(RI(oqVBzoN#nNqx05`yn_Dg%{- z*_*Gi7$qB!H6_x6N|IXSz$Q{mIL=F-S~%E%LzI=OEVwE?Wn=j`KprSTBmRBz7~ESB z#yd7bb|;?{dK;UHTAzBDiZ>k9rmYQXV-@`}GM3PgA#ahr52%-QCwQ%PV_o?OIA`N& zySUFkuC<{>(q#M;wioHnuFap+%;Qj=$fbRfnc2ylj#_}h>gxnbrP*}qCoB8W+45dx zG%`CjJkBXIQsDewBKgJ&*wMsueS36UZw3zzA^Q`?B{kwuvtyRDXM~p}9p_akE{eO1 zA3nXr3JHdU(kFuX$tRk-oK=S+^H@Kb51Hy0e<5H3vN4(Nebi=o7{eeBJ>P zGJdttPauW_xt}pE%B3wO2~FWB{Z3yT%yfgv2ej|VskEL_l%Q3252j)I#$YxCxcB4h zJK%3Y9g|}(ews?o?L=}n(grDV-Ph z{a++>bhw^RDvy*C*n6Q$7*DRdk z>&rFTjnLg?Mz1QG>U5&eNXNhihDxkjz7QE`!mm$Wx1}3WKCjvi4I56@+3V}hbN9u` zNHNIHyU>I`X^DjLk-`7mB$o{YPBQSm?sei!RQ+KN0E|Lqp2{W>vx?(PM59~5`2eT@ zJ|0xVGH|f5J6}mvp@DTa60p7J@zO9`OEFIBfK1#4J?12hAN;PdIC?MVIC$X_-;gTV z?_L9dM(&h;T_+RMX0gDU?Pic1n$(Ihn!68Yu|K%Z_jAnvFtv%a&D33$wS}?+t}lRB z0#O0T7xm`3g1yi*8+L2Lhpea-J@%&0q2Jao@t>;#_=^3F59U@Ht>W5C+!m$CXYEsh zRJ;eG>2SJ9Gk{gjSVJ~Rhb5K}qN!0Nie2$C$~5_&)(3(@;G-100>uY_StY}UrVH#( z(^7aybi616V%!1EsWlmqS4k(p)DUqmiF{5+L-2$;GPkorjOo_+ z7}>sYiyuPUMee7&?75rM4W8!R;p~LOze%f`5567lyXRoccGn9o%iq(j%cYA}_E>W~ zLPJ?uXz3%p@Y|-Rf$ql!wcSsCDtFvumR6v&Wuac`t~7)q2`-%A1!@aRX@plIEEWBN zW$oQ%o%ZJp`v%OXv(&yORE4FA|LWyH2WurP%GNw6mj2cL{csurHzUSK)5>h^>DoO$ z#cqZalHvWH+!Fq|ugY}fm>5XwuPBYpH>`y$WueJ)BevPPNRChOG+@HQW@=QspneZ+ zup>wi-~06Dl0&#uQ9jHzzlw#it;IUCL{WLg#2P)-Nz7{?e^)&jgm-x0sac`5tyc@&6R5U~gr6nx zBr$liL1(HTczntT!nVjcEJ31A?;Ls6zgZP)hn z?Lojpf`|J`V9tFb;9T;G3w)FA|H0RqMSo^My+pWrd8rp?JV)1HMjAaIaaBt*6^hZ@ z!kh0o4NmZj86x84PruNK889soa$Ub7hxShErHBrG7jWPI#=jlPwHuvr#d&+d$PSlV zEj=FL`l9Z-WtCFLq#m0H6~>(B04HS08bBFOnzq*qCLDgKgSSNdWxd?=AAaQRtx>N; zf5Hx>0~$#sF4V^V#XnA=$mvIoheuKSt48V(>N}&gBA(|GE^X}&oj8@_I4Qa&yRHqI z`W@yFg&Bq19sEXyG<4)3dK_ihp1332LhSm7xH}czY!bITSjSWvHbKX$LI_95);~Uk z_dhCYgnvc&WM|iv3$*7OAUB@N2uIJlj9N5XeOO1x#NHe#dMxlNV++5&?vEt90Q_NI zH?71C5xLDbsMY^;0T$ankz}4cvRQBPhLrZ;?w*!EU+jGoD>)F7CI39-cP8BuG12T^ z&tWcy(1a0sGO}GMEd)K@Bcx{cX6+3h*mp0wGN}UKIE04URp~S;rY{=S^Hvf=;Rf}} zbRut-jbNW;lHbA-JH#vLnI{bNnSK_yddwA z;o2&eH$XP=T=@eN_0TctgMl^+Q&k|@98yTrB2RLmBQf?b|N1^k?DQt2*h~R$ee{5+ zVn!X?N9k9a*`4EPAvFfD!PI8M&1_3vd0u>jgnqtRCF0iJx33@BJd_`^jv9F>=u>Ke zS2R`@7HD6-l9W_UT>9!>^y`TFFd9KX!8gZ{jtB8%HHkV)cnn zJ0V3=&k{w(JOeMh^Yfl`%SNidYM94$4)Rch(^f3{j?eu1JyGXKS>g%3r+S85X~O*f zzfo$^lXo-%Zhhc)idu9$9F-DE&rntK%8^H+(Fwfdd#C2cJ`qVAZej~+8&~^ zBY%+(w-R&YwmT5tBq0^I$C`D@nq9exFon&~?eQVoY1H?gO2&Pe)W0z2&EIxz0|c9q zsm^-m27L?xKvi@hpLJ^&y9a^X2oIRbGJYVTebnOoF%1IwLz)i zQS>kjHgUDX!k-7urf7ZS<+97GplrV9y~0b57ujR>e_lLyuhCLT1$9K4DZO?d!yZYN zJ-=jBTihN|u07zKsSSbr#)LUcDL8e&=~W(R&@ChLxhJ>G z&;6u?{38Z<#mEu4KQT_=gz+SuMv%~j&Av6xPYP3YhR%XSuh0Ci`;1+z=*M}u&hf=o zMhPs>?tHJEEk<~3g+RHhxl7g@V^7fKX_D{`CL4@$anzE8f1JH|w7@c|#BbMJcLm|Q zx%_U_zY{HcM#Vp~F$P%BV-OFpuQpGcYV@Owe~%s*i;wa051geS-CUu)?sO{k1W3s7 zpY0aFG8~hY;s7As5|+ZYHWqneScxT`Ou0>bN~WwR^7}zZQZ&&~7ZoP?!>nqSS><_w zN&FlQg~wGRa;Xu}8}DNuraCm1G`a= ze@5i>R5FWvR1NLyrHv2e(iemjtUIUIdmnXX zBAJ595henQYE^o@(ub1J;d;|pfKM|Mu754&m@7!?h=x_(53YT{AD@rz@fD%;f<`D zR*cn{=LxpHP_vM55ELeOgfP$n7R_L9i>Q zeWhbex6s$SC_^&3R-#RBf!$f__M>Dc=06Ud1I`b%N%8KJM9G*Ztk*HcV!c#jL;yt~ z$fsxc@1Hi`!oe)qQMSs_6KpPQ!F5P5WFy{dzWOkj6 z)39UHnW6%(^b9E=aRJgEQ|(jPxZ6@j_|9_<5#zcsnAvUSrAfr^n!^5XvxsSexBA`* zbH`UkO)X#>5W z`BQ;ny};t5jb+AW7o?bfyeM6>Grhp-)CfWlc*0Cl7JH`&M^C*JE5G0_x0VghkS5c9|;6K81FkkFKbhwU;R zeA`a-{ zm-oSK*Zu>>Dufz?{K@u!gKE{%ia2HK#+-<al7=6|Kt%O?=I^Ax+2SCY_rV(+_* zxl3xiCx&*BUDgZvqj#I6p+TPXgOCJlJM}W{qQJBvDSmzOGi#EFcOU(A(ChFg`tLD) z8}&C_t&IJ71=LT&RDs@2b$wQvYYUiMlbO{=4Y z4ZIQOedO4R5%h~pY?T|q7jm^=wt2CEc}4=}^k(np3=w~&?W8QW+7&;8eL_ytg8fvR z>JDN0#of~?G{$xo9Kgxf7H?n5kx^!rx5E+0iH%*sVpN2D@B42e2(^W1@p(D$AT}Gj z&!n_<2;1r2NQ1OE493zD3b$Tu=uiL|6ucIb_X=Q5gl-(ZJ{Jsr@dNML)SFCn{QlCP ztT`>mJzY}UhbEzWWGb#wqdxa*=MG}I3bO_(AB>`%IPYm+W@z)r*0%+}5Lf5fV?scv zOp1KR{`0f=i7OieBKvdC->lz-pfhArpG~6VU#tI>x68AC`)*hWbvehl4pDnk1CQZP z-MV(fw=A~&2)l(+U?jujafD^jr6#sDR567f<P6c3tui3)VEC~zCV?$rD##y&iM z%ghd8J#}(KfW>kp^AmfLU-dY1(#Ux+>rEuO6};etUQTbRKc=A`U;~E^k3_AWrHB~> zH^Al|N8N#laQWgy zJ>~?CUghJH{0D@kt~h5Enp*Upyu}hZcn~8R#fSc~_G1H%$x&I>wzofeoq4Skf&^n; zXG%;&o{l?n!@H^#D;8n%8LYriJB6^lRSRS}8Zc*@76iZ7AqNg!3{v@qB(|i&*s?)O zcX@I+PMQ_$;e1#>a?e{mOmb~pkns7$7sDr$+YbjcuV}fWhpoc0(pp<6W zJBHiDHxGD}jG8ejjzad90X?1wF*g_6;xQIuo&@7pYECt^y>ucG?&g0aB>weqOSgbZ z-FS)5w%r(v?9KkT8F;K+IFR}jWsjr(by}4TwctJNbhL^d{}< zk&WieEN>h8(OKZ`5jo|m7G@jGfns_9xUU7vd{|bN=5QegT9|@M7;ydAd?k|)PT-tf zOGL%K)VFsL%Iu{ey?$g>=%A-@vyDEdRc&L?W+Ce~!5a;Hy9K{8#0GZBuvHoQ0NtSW5Xt6(~fwO05}S0IJ5zRBuA zFr0L?uLUIqTq{3nZ^i<+7AVt7W7INtTrFrrUok{gy1``ZlmZs||IE50n@P@!($$dq zsX@~+ayi|dbt}1t1<7yVTn`-qVg(e~?5&Q2%sz36J-maJoyv2yXaH=9Q7xwrf^LF- z#76NSyt=J>ywWI;=m3aX>E*~ECyrlZZ2w(*a@rqhQ7xr};zu+ud&AIpGVe-v>pm@dhG?fbO3e=8J1Zl;v1N^{6W2XO3{pZBNK1(w!# zmRF5X{#!1w0QozA``4S%VebW-Q%@$&F-X0AiYix!o$Jd^B|4 z^|X8Du4B;U+=&F$q_*|wLCCDQDESVNzW?h=n1V^I>jw^0v1Sr*cOmM90RDF^MiNiTXbr>wqPeUu_Q4 zV2)Ck&PJ$&OlHSICzR2eUlOBcg1300zx>EeNux5e(l_Q7XzIV`kf^3Dy;`F;U|FEz;1fURpeP za82(q`jHC&{|Qeialf>L2!nja1PnTv3Jq1k`^Hr{)1KnO%w5b+BdQ}c#>tp@;HPJW zLsPXzmUwXWBhq_CY4i~vf?JiyIf2v$@K}5~Pj`UCDU9MAWtQ8M^DRC$q zyT$vSr|yfLvepYOe>p_Isr)EdQE`&Mb@#X6V;IyRgn_JkSa$^nnLVVp2r=CeB#1b{ zIG`ngP_6vVzn<54|AdnXZE>ROaYBbnn<;;6Xk7H$aMqO8X6>ZI3THlgwsVS4j2we? z>j;(03X0f$9_*(tzyXxlt&lkrPSYDGy&8`2z7@p<&fIyROM3tyy^1wm*5hVs(K4$SQ# z<~2MK5x*05!WpMX%we6WwF*&61OU`+`YcF!LDbMZMfVr#U%kKmNDVLCMZXcqf4G;dqp!Kacy zk*1!?h3hI4^&x_{qvHL>EA@~YAC6X2TC|w?%op(|`>b_wl5Ui+ze-TtR=qh4|7rQJ zHX*pF3*Ja$&3`))WC|J1!72B~U#HW)DC0C7J5Ij3jJF2$~M4zc|#7ddO@X2HBS~{pU@Hymir!BMn2XH0DwD6+tOsp9)SgFk zlUC9Z2JsyDbf(g&`3lpi#hoo~g6)bn?}V&mQVzAV8J@mH0U$>uGD0n_dUAz8G1Q4B zp+-znH~Ap4piP%>{P~b;ze2+mtX)w^1gh(%n2HBw$>Akw2SHi!3N{jZqE8R1t_wAT-f|C=!1Hu8-yyu${roiIA02@h4KA2uF$TvL5Ace zw|E9cDqh6N)!v6e?erE~2;YzNY5Dhw7*4q;V?qT5x~zG%hO*hv_qy51VY<&YeQSSE zQ$)J`Prgn@kCwOwp)*N=bb%inR8GEtvlr>>d>go(NLfJwnNA;{D#gte3(}9dBI$uSwGq?r zJ4j6fUKImBzQP9eXAo8tJeonB?l_Luzmpfvr90ljtM%Y;4KR|%Kdkf%O4aN?ZplUY zR!*CqTkEn3R}U7g|5z2ch{L^CrZICGbX>=db^HT-0|*QY@hCvDt9}Qbc&5NcEV~*; z$d{~4l0z!huOs_3!?8d(s|w}h)~L@X3f->}ZSjHkOxqTDUhhJHuF;y@m^oxjoDBFG zjDrC#zr@hjpycufl9c~Kbtf6TiY@dy&t~F#n?!!Uro?<8vNjzS84vk^1KJrFRQFL$ z&!ahYmM8C`t)Vo$`y|GTM6MshdhC!U=fQ`8ge2AJNU8TLC~saZywa&?0YsW8dCw)N zyd0T-jHm=EsGRy&B&P~-^9bIN`b2MpQ%by|A{nVr=bZ$$fg=e%t>iXJ#(ea^5*TIx z;^(C%IPDll!Y>A1NvLTss`y*-$8P4MRI=Dn19usamd*5LUezb9DNAC!mwSyk2zhV< zYlxH{PqOj*hBvw5aY~5iqL+r7i%kKc(!$u>O<5QnSObk9nT<^}LF3^Go;rqbK}YQ5B%fD5(t5GTY4m%SJM#cWv^QcBTcmb{38r9c0W?4CNd0E8fjm9dgCL42EPQ5Zp7)R*Ne1e(M@-Yr zD}r!k3Rg5w=4<5*s%po{LeB*+mNL$!ls0XcDqdpZMLn*m*F@As4kJ+-U9D9zfzJ@C zXLpJ=Smzm9@A^fRz`*fbOLFDK<@f^&2hG}Oe>_UD9t@)k6N;(z5YCi3H)ai8r`_Dk zErR>!JXT}L@qBc&TAYzx+^7V?$_`f!_;tcij0{`WL-?bx&jS`d;xx;=UQGhEUe9ab zIMQGDf!67i6Ug54;RPnF8GGpfoknzt#@kTTRDpsuu59@Fn~I!_fu_7UlqQPznLSz_ zo(E`Kzb4>Y4#7Rsb3W_s`j^8P9{tI91`lDN7u*N!Thr8*F&d(@D~|#z{~h`549(<+ zQRHTkN+%F0Zlxlx_e(chYv`5cS80ro&Qt7*Wi<&xZ*!HrAAGlN`;!lWFJ9 z{Ne#x&3A!2zG)##%BO+UAv-`gdGr{CAukYAB*M7`7qL&<<;%7N@F_P>rH$k5;e_;; z$CAl*&qNN$48Zi;!bBb7n~4|f;q;2l{?cCIg)|SE?53qGEvnS-yBCYkb-)!srI zHqSbb@i=8exh9~)ns`P3g3;SN!yGP&ALiPmF|oQP$fnA3<9t%^JX0mQ>FK*9RRZ#o z)Pe_NUn`vTy-e?`>@SVh9t%D=0S`XgW+W_u7`4T96=P&Z&fbpJ`Y0V$LrNAGg;LiG zgcE5N*cTT()D;>C_RCW;5o4nFcz}rR{*M-)xx(Ra|EEar z9n9vj0Hl-i7)&I)ipA4y3m7vNxJ+;j9hr8$3@~xdeDH0aaH$WAXRc)-TZeQunQ2B= zZpq?BN_`P+w$BaaJ(^Jz0uF>=pzY0v1%blc~59G=p97TS9dSDc-aY>O0*9*)Gi8T<_n>;q)Qv8n}xMircG{vgQQkXN;SV}eo43Pl{3Hhut zT1?e|*Ai%vFE+JiY+w0K8M4;dGqCW1urgRF;RYJ}jt1f50$4e15*I%s0j6qQW&P$)Tzd1e|H9 zQ(H$I{EF5f=%?Ak`<`3S?mNzGLe@qVqcB;}q7TpbaJIaJ=ewbSxsLffc;bwW@H zkW*IntVKImGo}yERX3$Bpb+SpY&|Q)_X5@3h~Bu0PW$q>gUJO@->X7|nST~n%Rh`^ zr{D&a&01%{g4RF&bFdO8)J z?~7}_e>S~$pD@8Lk%|~S*&iM^)a?!C3uMX-YVK&w*J?md9qXy5L4NiJHWye`dE6xo zda|aqvI5g7p9sO1=KEvl1UIzU!-EV-~#Ag56Rdl;uVu#MrHc6@RxsfB3q79Oo)y`no<)sy)V|F8o!~ z!&6_L5_lB{=Ra|{#awOK9pISN(R0TecY_t2XL)a8xZP6u+3|Pv>gFg!s0KqUmqd4W z6+e1FoW0fePK{OUMm zYP}rIm5<6p?k43G#l{RwPnxc*ZbzHLY%Dj%%k@0jBB(UPCs03x>D|H_4eEtp_d-Qw z|0H;B{Pp>k0-3qY2h|2U*4hP<{U0qVLtYZ9d z!VGj#uIZ)kSmTAcQ<4UBpW4Bl%m9`_7mo+Xo0LUHjqsi{V@hi5HJnA?71tJ$T%F#= z-+*_e)E!>r{3RLBz8+ywniE`OevCDd{)O422VoZWRD9m_QQ!=$8;H>9&G_I*v48rE zML*K(j_r~0o2{mW;54>Usj1R&mD?!tQiZ?PhnNXdv6A>WoILZV!ScM}H#cZc-n5k! z@$Fb~Vp%zTi9m2)m<17uSfU%qkOE~wXF#JYEHH)9cO;_v{Yy1~)N(@Sd=n=cVxpU}UOd-d1jh+gD`~=CWu*zbt4i4nZEYh8 zlX+Nz7YQd?RRL?C-3hZ%+1;BCB2UON^0x&tIym+j^i@}Q$}S_yvZ zL3_EL0B&(-iF->$aS9vz>Gaju6{s8?J&d3aqx<%MNvsU`g^duorV1t~EptZhT_LdH~)_ z{_5VyA9QxHdyfKD#aM$>kArb-X!nt}UFVsnAe3=)q@uoLb#GmHBXNG6 z^$hr3m&QIA@!L+h6dm=@?=ExcSvH8xP`|J@Xa$6*PJ3t24^IIO&v4xtL}}Q?Ab}5G z&E_YL9>g63hf~;*!izq)kOAXg2AJn*v814MZ-Qh5u}hnehlN%dQR!kt z6{sY&4@-D02L)lk5#Huz=*Ggm19Q1$2Ow5^n?p=tbP;u$HJ2pogr`j<{ft-~ z%@IW|6s-V=1H*@~XH`HVBVT3bv}(etU-+Jq;>n>89j$r!ORiYt(U1{LMLnDE%?<67 z&2$ADw-)r=%0=nf5Iij}$o*`$;I4z)*xTu)^6ve= zNTIN4;7k<;8ebC(wNk&hcY}({(4;KGDai?BlAGhf2&&z_fAqh(rDIG}e0mkPvxr^+ zKRX>gUS7Y%r~R9^uItJ{BI4Hv$oZ(0#>Y`!pnK|!R|SwAKSA)L@#<%gib&;gf*0JW zERGyblp6|7w8on{I3S|o{Ib&-(r6-cvkxm~P(|CR-ZlA&zp|fdO082IHZqA-j_+~M z1bDMs+UM8!q38RV`&~4(Gm=M+ZA`!mF{q%`OzB>}KViK?;5;G>_zV5u`R;j|F=(q< z=qp3lMaxMzdrip$W=&L->L;!rk|$|>bJK0nf%o|cfn-_b#Vt*;>PfNYaE1N#Jz5f# zKu=qNl|G@}zgzBqbsMZml#p-9wTgK=9ot=H-yG)pJYz4I^!j`+q_m~0;amP_>z~j{ z`8wRoS>5ax^H1HnyCUQZOWAbGBlJbq+hHaMzL}{3;=^us=P5C9u9v&s-&FhkC%Q8{ z;z|3+X+e(>FJNJNSEOO|l)gqJkM*^j{;z6Ic(?-5qwmYo3Ck59V#gg-u0$+|+Li^S zS^D;@jP<1_fQUqxhi!5(ueY+0e(k={nVP?bFFl=`rHkarPNqs0QOnvhOqO6sy6j$% zHee4lxE=ETCD9<*xz_iij460N8OZ>zFpum2emA|)r~lZ~-y*r~wtb8%`Q3cU`DCSg z8TX7_a-)0z7s|}eu|Fu+NiRn&3ji7@A38~jO}SOeW}rBsGo*5(X|qy`cL z1kZIspk!!`gx6ONxxNZ_&$-q5((frsp4%`Q+Of+;SFnFBXNwkqTKD_uF(hYRy zM|#T*#c}0`vM)UXJ6J1O2@^P&6cSNxGdWfoAN;&~nr7E;jiqAY@DEcGJ8qy(_hSU+ zjZ~Ocme*7FIGtDBNoQm~40uB`R$^f^oJL4&FC-3vG2o$xjvNW=8Y`8cC28sYEUj|;2!p|)yNWyQkT(T01z#M6w zB9OXzK%9E2L*yJIyE~b6r|D7wS0H!zr;Vi7Cy%PY@D(HMS4xB+)rm2Crdn;w#PBWQWm zwb%ly-j_zA4z(*Z*^;S8sGle3CP(t9>d;y>cy(`X|D0o{tGzkbtrn?9PW1y9JrS2U z-J5)WCwG>y;+lK9js5E71+|m`JGx{|MH!aFI)lbF*N4!RZq|yr8}C4eW)8ygx$w-( zD9J4PX)xH@L6^gAdT?eFh!A6jwqBFQeP}+<*3Vb|6f4VB!9{hgeAQC@hfcWwD>hJF z$Y~>7T$FjlWa!8WlWl}4NBAdY(1)f6RjL6*f!B* zuMk@Wkt9YH)>8Dr;3@#bFpoP5jLh}JCV;(+$sTJ0ne6tWz-UQG81Ub)GZLO! z`p^9ultuDzO*{BfWD3WKl@vq$F1y5G=(=%wdxa+F>@6$#!?QgYb_>9*Drg{VWi6fQ zY)0`0B-R9n0hr1o>SibISV{;0-^vj4L&F+bjT8K9)}A z1}{qbe=Y+;KjlE>CiK3?|0Wx46fvA{FIzFHaYklvDbjR9czc_Sz^|nH5_G`i=leKb zI#1W^*H|@ws>;=N298^p5mY1fPNYofx@MYpW8mQ`s~& z0=%Z0-0D@-sh0O_Hgueh;08TZO!|eT&|zSz8tNShGw5 zQC8m=o~bnaO2gx5sCsvM8ZFcGf>T|stwZpuU3D?K7%=+-bS7)VcHr1Pr8BQ~kZ&1c zvXYhAUXoFfH)aAK19CZ8`?cAI;Fzzh{o|F& zeS1V#s>+;fPhC_sv02*L7>35%>6w$x4bDpDLS1aGbs92o)=u$G)Y2SW!g(F@4OHp~ z4ve#sTEs>c=p08~1;yV#7F_CWaKMpWv!s&tR6U4RwJxSn3|o9)sMm9a;!stu6|cYB zq53k)`x8k)#dpbczezN4CpDD;t3(PpHTCLOIJDl4A8XyN-Mwf<65cuB#iQ6gIt6jB zId`cJdLiM`dmKu}3asKpM7>tYR(2wQ8cxVz0_ zZ*w-j>X35TA>jPk;@g>Ez7pJplSIL``MnmH@Ijz{451BdmVO29jVud6?)d{Ac5vwo z3{$P#?xwTSn4?3NX=k$Qp`#WhKmK^kv$c<{ox@Srb0(#_K}I*?3=iV#zf4WD<;3Gd8HQ??xo;Xs zL3fTJ#gdfrV;#Ix+@|r!0a}$>pZQ6>(M6xuuiuhdeb z_2|@9m#JzqexA`;M-g@utml|VC#2{={&WC}w$zCZ0GwFHSLTk&`;(qUcC%;n$V(zp zn4FK9WJd&=+-j-fYFOT11*qQ9pwp*^AKEXMJRP#+@(ab02>a2cP{SZRwu}ldR6GE4+Gp>P!f{vfUWaJ~F$Y0RUzPeLC$gR}w zRUhwUVvFp02ol;_F3pblmrdi(NOqhuzHFYX=#c|A5G_FO_r(fOOn- zmm3z{Z#n6qnbmG&Rw-m*vD+Ly-vKdfxgT#s6!8D_W_Mff5*O1B9CFJo!;<4}P2|02 zCku4`<&wrnj`KFphV>n@Lv*Xq-NEs|h$Yr$ z@Yh~&&(mesY*OQYOnrf139(%_K&~**+EcCSm?x@n{atMb2VNjMxqBsS^@bx`c@x#E z<>?Nxa}hvou_Yf|a~SHS=2X$~F$39cRh4t)zunw; zx-14FcHKcGXK~DC6#H)5%5hRJS$iZG3Q4oIu$@2s9E*xafTY+#2T$c0el3Hz#M-hD zB<*0clv5hqb~dHq7w+8kwS^&zvbZO<3FlDL77otk=)P@I-3*Bo=UD>N*FPElL{R}N1HslJ%4Xw-%8G`7Qb!~F1yod|<=*6QFc(mz zPlV{f-!8`dS!#sftLRkzT_+5m$Eru4-7eZ$Jg0TcC?|j&{j$p!?pOC9d3JbhDp81Q z5aNcFYo_v!_~9$APeWQvF;cS)P=bZIt(kZ27dz2l9B5j$O!%&>w^Jyp9yiLBNL&z* zz-pxSqFqf954?}_$bd2_4+Q#c5^lR>`l6_6VttIQhYzA-N|I$kRR_;oinW98e=S9~ zh`{oDdat|ty7clQUQr}kJ->uUlu}({Bm;GBf z%s2Bu;3?`!%!Ce3Vivqg4Nh~kDIgFhV43pKLiAu)sMyV=cU##$l8dYHGXGR+zv47j ziz`Hy8lY@2KkAJ1-W}B4R5(0X@L_+%Ah>kva77=y0v>N}p>uputN`_TfViSKkgJLf zEg z!MSV+29=Z6LXGR^>VGSGVzwrkK_f!{^;rC2J2@Jx@1S;BZF_ULx$!J62(b4-e~tqq z`vb2n-3yD`%S>^&&iJwUt^Im)1=&=|k6!8878R}vg0V|Iv}tO((}4Ebm^v_Ztp}4a zuiyJvv<_h;%G;8_1)Qw6E)d22XfpV z8`X%1ks8BNwRs|eK#9$}6eeDBDtYIFct>8tv*j&#{t(bea%@Kn4;2VXZQA$PjWj)S zIgeD1q5Z$A@50N&pGgvXT9mNAz0Xm$M)pqJenDal>#U;@b+rc7CiSh&R)hTr&5eYq z0s@^xARo6IJE}pk&()zMvnYe4)TvJiaE3in(2bBDxoE4_H>Sk>-081ue&x-FiJ`H- za0Q(W4tt;7+!Y;T&>5>{uY(QdRw1(u@i%;}aq2F+zvjdRJ-YC!=Bf^*Dce)D?F*L0 z)lF>ty?a;s_Qtx4;oXoaRCe?&9wmEEF&wTwT9m%j_@`-?4pUv*0q?sHm4;8K2%+8D z;A->*t^Q;0Ac%|7;ZRCz)_e?-!)GkF2!}t)Mi4+X@KDi>mGcYHCvbC1M}MhvF`<8O zF?zSR+CnbCRKrI-cht34iqVk8EPIb*dm-}SPgVH&g84J^aAB>CK5yqC4W+ziicMAK zD^)yB1aIZ7d@Th2fE)Z?*GqZ8+v{@+yhT-&krDVLK&q`F8@R>23sW;Fspzn%$YZu! zz6i)Pft&gP>|bh)RK60r^Gj~xnB^$d7rGl+WtiNyF~ElJazgn^^@v5sB$P;PN;eZ& z^r<-~r(Tt46IW>FIOAXgTudSblgxlo54osP*1>KeR4Ry!;)ucf?7*P$6t7>9nYzd6 z(%!9UMBx|JGr4@yIyJ~pb;B2X3J9c*x9#Qt`q+iw}+c6!)}Z? zzDN?_N>{q*6eEExAv9mT3et2_w3v^4p}TIvu2Vu7?kuJyWjr!@@Bwt#Q`mT|QdyW) zUyp44^${&g={x7u&)HQD@c!AAcZGcb(jD~+z)H;Z8jGd+vh`&_BF=;o5^W>Qm7hj| z3uJ9i(KMgR(#h}R@;FVASW(CnEEVq2Bu=qOGNby|m)2BfUEUEuYlr7e8;LB;5n&d^HTG1}^dUzF#kyi^e2ODwpFS(u3HkBU z6iF9S;}5;+l-6>twy($ZyhZMBBYjH>Ih3AQo-iN*vuegSqq+b(Li}!l@0G6c)+$s7 zNg}};X*Qr`ZQ65gO%~wKeK(TcUiS}35juMisoh2QOkMzpA6xNcI~KQEJf)!?lE&TB zDBda{QCyQW=W^jI?TH?mcJA{Rev_4PZo4wt34U^k>=zi>Z3O@BQ(&Vc^}Op_LHYDe zVr~KA1?0N}fkAoh_X$ETnncBNPo6UBe$)X>S9@d6RmCVhv=Nz-xSy}4g>c+`(J0BS z(tTde7A$?pgb6x9>Bm+q3`P*Gl)YrJ-aHY^~IiarSj?kHknhn(&N2`c~$+(MT^yMz>_fUc+oq|)j>f|wi zG3XoKZLggYkPt(K%|@CI_r=8C8}?m2$C6qY?JTY}kMm}NY48DVY4_6Le98=%K+5bj zXf&8n6>l^_{kZ^G)`L^E*c~&MUnmN%I3&pLA6}HtJtOrA(luI*pS?r*2i6u;`@IRakT155kpTao+N8V# zwILBT(8Y; zwkewm8KXaO|6~pVfEn4>VA_B5ey~!@vIXB!zUvmKq^(7t^$%C1wp-nsz%9ua+36*6 zPgkcwD3%84pWZ6ge8kb2m!6(T);5evP92u=RWgePtaO62g^l?75%`u{I=~eY+MX+D zwb%JVxQ$yq_yaqHcKkfcUuC&0X0;5eIm67n8Wn2$N%FgrIf0~GSID+aRiNY(<)vio z2RWO%ex35f))K^5y0Jcvp@K9tA&}T?(yd@I?Z;Q~G@#hYVET$Z=S|0(O@ZX;K{-y; zn_F&>@+Eo%P5X`DW*@9tRZ1SLFBBSV>y_;`jf8V62oNG9x%GL78-udZlVfFT{OKR5 zc%Q0A%r-%U(5wK`D)n{G4T)776)(V87H>M@1x_Gy(cY-GxbO1=l;>M2Fe`srgQ!C z(TBdge5K!fir(PGdgyF2z>g_9Mt~dtUe^|&J8tN&-qyr>4{muTX|5}ec)w!8|E@Gy z9U%PT`0N4X-1M=^pP>+yi_L56DlCUo_)~^mS1TO311j+d%CN86*HU#XImpF}TmX z&D;W(50T_5fbgiH>_zO3b10SeVTc)V=%H{iGnohI%1?9nNkv+=TvM^x(q!lYsFO4mD?@px#}dmos?EKJ_c)L;1rox zvf}&qJqB5%s_tV>SU=bvx`*mTiE?f_kBr1U?JZ@r7~{f3CnNroVXGOnT-4=pUbq4J z5Wp#8By`K}$ujo^o=t)XD5^D;{RwDSEn1=L^(?DKSe&mzIE334$WuAsL|JS-k{<6X zdYKsGt9CMYTBd!Wmd5L_sxy##GlblEn7Hrw-{h@c?BE_ z|H56G_5B(dLQd}pbpsPHTW&aIkgjMYA>oJAMZ4?RyE}o}Iwi;5D>P-UlQ>Kodz{Vz zNUP}I&OMBO(^39F&6BRpF+5y*E>>kt_t`|!1rxm#%^1W!G+y@Q%H&l3Gc_*KhQ8rK&TI>LzENjptnpU^IodxjHTa21lU2&)7c07-s#E6G zEeUM9*(fwFb^7sVD`x!*_JVIGs(|=OA$kg*_ILFx>OYqbr6G#-^ReY;rwXO?oa*D; zhN^OK-c8XVJ3T@tfk>z+=<(bqxmeD*+RH6^@>HbcmLaksDVf?J-faq*XdNKB{n}xv zbW=QofkKm~t9n~1X6cZNH{>e-z2#sSMTc{wdZOHt-5YMCpPCshMD z|54ELrN5x}Pc&trSDP_{MG5s(6atxoGPN;J!qk)QSJmdx$#NwyDS9r&ov?H-a#u zS9W!{Z z`0nwLwP`J=NikLY>iw)kN-WM?Ny+%p&B65e<~WbDFHxwR8neIuL?gCQzkU)08(M(< zTF1rltTSF?-;At{iG)Yaf`85blaTepk`bgLn<@H^FL@j(n6iP1jw0}M`DFt`MvzGc zIVg3DW`$F;-nDPi7sCH@imE~6R6qkD5bf?)H|pqxL(29F9e8<@SqMw54>aUr^A|t5 zms8vP-Lkhl+jy%JD+xDROf*tbDx}O+w?WU>k4MUW70uX9}=<`J8Wa?hl4VDF< zWE{{$tu}YQWF*)i#wu&)#caZt+&30;4K_!T0_ht^rfk3Fi|H0r_b#Q2-|`P>uS4Mf zz@bUmvV>Y#n$(NdqLKsW6ZAswM7U^sT9gMI3X3VrzpZa#b-4j}x_c-68wz2mQ0WZ# zL*&%8_6t$0vZn`cl&ogU@nfafMP|CoBxiVaYi=SW`QAsELB0i&BiO>YzWxy0j6ZEA@9Kpj|PHV&cPxHSf6EHGnp9;SV+P6rTf-texKez z1(+H+x+%C)=b}p}G6gz3C19f-b{t6|!1Z6)I_F+WwNUt!4gfV ztH+%qhucV=2QZ@T3Ppo7SJWh-09Ut`gCPTXhpn5(vo-95Ouj`nOk-NV(C1I2K{E$X zU9>m32@?n|bo*uF$B_^?f~M?0Xv)yx*R{kf*IUkiG4#a8vh>oH8{4l`CfE9w>|qC) z+N}5oo7O9z1}yeyehmO~5_tAfvA5fTACPM7)%5qS|8)4&lox%;$7U_WY`fGdgnr-l z2q@9T3Yt8As5^+ht)o&H`n*FY5~u`!vG_S015!NgG^fwn;FVkcyY2^#&aJw-253#o z>CAo17=S)22=dQH^O>7x7k_j>2a69{nOsmSU3cNM&4tHdaDe`wKJ}O-_Sqk>x+g9E z5QJ%s+JM#HcfiZ&gKuD=x!&RVG&eviAkuMf19=8??XD|j9vEzs0R1Stbq>{Q$~d-S zGH)?dzlV7WHK1GcfTDD~f=IasRT|&yB_d;4v=&QdaeiF$n@1f>r~YLO`>R=hUg3*K z>sNuE3cNj|Y*!(niBy+`&g+H*%vxTg-e^Ey&Ck;CL%Qk`o&$E3%_py$W7&-O9seJm zVHKmc$lA*4mROE@BaCkC`Uo(D?e&WfHhkAw@&66wCcL3e0}>!~)j&C2F_p3HVQJt2 zXeDlM&6pX3gUp!Lc;9W@q{R1Ip2KY@?UA-f#*#5Os(k=odShBs#;>+NRpHVW{JOi{ zNNm_nIx~10$dG=jeL{7F5FE{0nt3krgU%bSlkgM7vJ;!jm8PQy-B+_%JH4>&eO}7wKI2Y|cp!xA!2jltiuQr=^oMC+Y^Hlw zUN=r7`_GkgzTX2|qvy+Ul=HBE`hCi9zZvB+aMS0LHLthTmuEVVtu8^|`NHLyrl=d~ z>TUVOF&6Y_E~*O;n6V|*zTKa05&ACpgtEJ;jY?I0o?@DOc-Oa*ws<;(WB=F(KmVLM z-=!5681%#P{6kSSviu&T^;G+nFN;mX6&K9*l(r|vYtXn9qZILM#TZT3QdC`^*9R$d z8ig=DI{d7o5{$9Ik<*&k=Of!q&??v zELJqR{`!Hc{DYKSB5|>MczpaIt9&4eAZvai%SJ@h>XUbeYxhQ8n{))}T+~TQ$ zUgZ&ME@}L47^@ijoiNJxj>jTQS3)2YlGLE3RSIW1lhj$`^6nIsRP&@kePJsVHn*Er zF-cU7gwX@YV0Ze05z%c~pbK;v*w7%wGf?MjNh(b+Qsv=c;x0mv*x@0BoG-eY=Fp7b zzf9&NrD%V2`RQAjV`?aVQox_iZ`FSC{yB1J1=IepBag32(Q3!AH8RIm>~XoDwxp%9 z+V%tz6F9uerH=XW>0tc|LiA}@`bi-?R+Ja@DnYOJ1H3gHPO6sXfpl~Bf+_1wK1Cwj zJ;xkKIlL1caLmc9z(Y*RV|ssz7cK%@MX;*R4*z3Ee21kUg3%npHD+nvww&?>Lh#fI z@as~jv~Q)Dj1QN!`o4&#DUVBqf=V(d65?Q|Y(Y%VHz>2bD*)?RXpqEQKyTj87y*qq(oVWQyo$=evmK6 z!^5Q|?bD-XtGg^cYebouWOwkNUI&Jzcf7U6M+l>pWLdgBe`Zj11Fe_UF0x!Ci|N0n zU6V3L|1wY6A(yk*D=DMy)5013pw3limg{xnA^2T?h#=gx&5KyN4xe-3?#ts#$>YgQ z`b?Awha($YTwW0QOlOrUoy8W~i9Q z{-n3{MwHHbEIDw34e~63Pke?pq)?L5igh$&i_>s|Z2n*+f!qu)dLsPr$GDzlrR4V? zXyZ*dO*SkG(o7<(MKc)+)5r{zF;SO*uWK9l*#&KY3gKtEW)eLB^aBxSR!o*I#Xo~n zZgyCzZWz8vUzg02e=RWV*#DCqvLUvvzh{i3Wh)X1rK@$nIo`>!5HLqj&mLv)ic{hc z)dxU0i1%6QUpB`mlxM>3X@c9-+bfy*sRk2&TpiQQJbMie8TpNvRTNk-A>bZApC|tJ zoij*)Dh_>rtK}hPxB-5WxftXSS!*jGGq-ACg_^Zq8{F2;Q4DL5^S%ZytJRSL%|Gll zsc3}U5(8<}50F6AVDna20Y<7y9pD=5me|%a=Ft&3XaU0N*Fy!QB4iKz&r7&wX8QN$UbIA|3s8VieJ< zyOyapcH!U{YtnBC<{_E=KB&1 zmbx)n=th68SCCW=l@Mp1b`||Gjnm-a*PeT!Jb-2sCt?4) zVaxw4UXpbE_>_D#9CRZgjQAL3Ro@#T)pu{2gEkk%zg(2ACQbK;p(n9b!pV81o&0^N zdi>e5>J~)fVKK6`eEhB++6nhy!dD(GvQ{k7*o|U_f3BDs)_hUC80#t>kYQv#PKt2G18o>ee~Mr4=5_ z2X-s^_hnd^t$Z_#JS3mbsP6-@bxbf!6OtP7JP1JKhE**%s-^&1bSE-Ry2s5BF4LiZ zi|thbQxoO@|GYcS$GomSg@ZR=u_D}M&3PmLVXSko9l$puz}U+kWk+>jHPuGn>03-( z2EULRN-~PCAjH(07*2mUWMi3AIJ@P@!F@h#&;%g}z9t&eJ`*TThiBn#ru<>zw4GA9Niqtmvy`&akiCod1_N!K@iwibNZw>)lb8o zr!*lex(R$uc`_T^3GD@97Z3P&Y1yMnHxoRii`dJgNa4eWNi+P?47XZbU<>@6S_~7M zuEq!`3>VvgJC|jH8D;FU;Ys0&Cg&EK#F^jI)%@6;sNjWvz#eoq7uG&i$5~a#8W6a! z?X3HY;h0Ac73~n?7(ZYi&SAo~tnnpiDEWd#!i66b(-{`3F;CkvkxHikvhX(`S;vTd zO09@ghT1USr!WVCD6l#j3RY)D!j zi!NmeiIDZ6vgsX;3|L4KT+ny?Kq1C%_pzkC+7M6==jozTN>6b*TccVy-^h2wq?49p z#D4>R@Hs`#50XU^6&|nRhe#hm^jztm4684Wf>#F?x3jtrc)uHfr>sen_7D0c_T=bsYNn6wTdbv7efGUN+(s;R+Glo;Wp_7rLS0IC*o!&JzsyTG2aP*nXXDiR4ik2(i$4#nBE>MCUNEvcH4a=c9rt-GZ^)_ zt1B7}x?kwv@;#)87T_cOgMHzov}+l*sye0Khc~6@DOZwjv5(=BcrvzT`1Z7Fr-?ge z$-D{i|9~twoy+7>*77KbC-Sl5SYNKv23*e)(1aZS05zc$536R8*aV-=%TqmOn%LCo zAnVTHo(}e9a>312P~%GC_5Gr&j(o*iR?I{xvrPuvrJ^cqKViL72RilkEf>c`dY`-3 zX4sm~1lFp290LtL&;dKjPTpN0U%N=(JGnRZ1BvQIvMD&=Md5XP^WKYwl(MGucw28B z%(J;U4?)-_fa^Mapx2G_ez5*Td%_y*BUyMCwsi+;S@^iQ{9xX>hQHvgi4aM0-A<@> zfL4+hMh=|Ss_4_*&N_Xw<`)ks2LMalj<_#XWX@SI zW!wv7dD`Bk{L}|XbQ2si9jr9y8F}cGSsPOO*Y^2J3h@1^pl3^| z(-|$9{Eo;#Iz^P8-5lRhNn1O)5HWULy;n)p8IB#!I1uhDL~q07elaZd_qci1)Cw@Y z===Con7sR61t5FGXe?7ntK}{g$24d!Uhv*_ulgoc(0FCX#3!qN6=t9wdVGYhm9Wh` ztGkwjfPLX4ct6Z2HX4w6Ox!{q`<_~LMZ{}wU8PM2KHHFX1#`xftW`gzRkU*-F$!5( zFr?wAnK9+oGoeQ4eKx@Qr10nNvk2dWb$<*zKmeEfze5Am6wB$)7ulRSDT~IEC#hQi z!{?N>I%LI+N+NLvli*3ILroJ65apb(FN@sUdza#^<$iZF&GuZ>{IxF!KzrxH|*q~+Fyl{w=Zav;d_p$ZHuq?}3vwaoE8y>Rd}7Zt}x@xgQ{}t?85>qXP*VisyPz^6;H-x)I zw2P%CpfAI=Py!|LvB)qLrj0&;)?!lzUo+R$q{)g#yY@xriplkxI*6zhef_kn{Gft} z?@1=VLrmJ^b&5KD_)a;#K6V1{x9WELnU5p@zUVYvD&5{=D9RC)ckK07xdF)XlaY`pbWvXO+2fIwT=OGSw9pNy)}nWN?TVm-*K<8KQ9QRE;-@>K>^W# zWTuMmcd8YZ4n0e+EL0TMBol`uE-$r+NBrYCz`kz_1>*_&XDi;I60k%mO-#>pSFPWV z8ddvS+g%=`otocj?rEK3m0gRKc;3J>hQ%Hor zSJl1Gg}oT!ABZ+%E$miGirlu!Y~=ls8Miw&y(ea&rVs-Qi|oz}iS2wHw!8E$1K5G1 zsM6aN`@)8HzXz0|7+-+*F$e%=(mf!_MRwn9+oMfTL|CO^Bo3(uf}T#<8VLdZVD9_v z!+up-sVHT}nM-q-cC4=55cxS&B-%*TzAv8R<}Z=~l<7WhLt z+BdvaG^oDfn>y|s%3jl<5`zd&QDt)+5r${j;%xd|%MM2P47>E-ewhX&-27)k(a=Iv zTq_@e`$=?v!Iv|m$2AU9N__Nv)t@EmNb@Zi;iNo_0{D5uv8IQFf*c7qD7iuHgB`wZ zkf=|tmDCuci@)94P%P(6_yIwygmzq|z@(p58s78q$JQ<^Rd+j9lPMnksa~G!VRtU) zyhcTe%$mb%zr@8$c0VS3p4S2)sj}a(dz$T-!-bjXY3D(`;y9xccZHqj;4a%j(qQuG zE6kka$lX`*E$c9m(#F{(O`Qz0c|&vQRbB|ZG!kNdfpCij=mVe8@kN!8e4)Vgb9 zXkWbv0on|*QICUts2?xWuTai*q_CGJ1Uj7=``n3xy2D834I>agZO;8qb>cxFSC{BZ zh8Chnev8oa$eU^uFN31C*cB_G=iu!C8EhxM>3xpp;Xz64= zPS9dfGadt;!2b55`;ii6vvcKNg#!&EA95ejT0{9Kh2*X7DRG4;QOwjBO<`0Mc=gzo zK?yh!NJ?QkL8C|W7iY-w{K{O{X|XQV8RU6U6Rm6FtZ-G~MB4Qj_{Ltr1eg?zvy4%M zP4QKsrC8}&dCm?m_z!CGciKjnU%snLWnb~O8e+>&%nOjs`#RU&2xD*=xSQdA6I>UP z)chM#d>GQEfU}HC5K1QWoDs4lffrZ#7&sB5ebg|~^i#NSFfGS@lZ-~Y{-?$-EOg-R zq@b|u$pJ-ebF2DJ_V2zRf|DjTs&85x){AoOGIfn`Ai(ET(V?`*+dsG~Kr_P~=#RRwH)^gBG*6nBNQ*KDf!lj39*czjGZ@QyP%T&W@TQz03#G z;~1^&udn%(-PTj@dm$=b5C2L)74g?>qg_j`k6uu-rkZ;K_)z=cR{EAy-tG@5%XD*L z)$__8(b|$Ws@C{sn5LGKpvYjrqHK#)myE^-u)Yt(oW31^&bb@(^gmuR{rUWL;t2~4 zs5EOds~N9o{De*ICuH&&$~wC4wZ_`%14*?l~hk*(VJN2qp3A3SWavLQq@s=@{fBl z#DuhP#_khU#)zAn@(Wg{>7c*8aqNbEPl{*&(fe z+u5RRaF!UHrv=1K`}Fa5^(=fJK{bG|2(V&sWx#`m%V=gNOY4w}o2jHNP;8@C97q!O zx#H?e+Xy`8;U`)sHa4>MZ1C&rip6IH@GtYlRUM3d+hmA>IAwNKgS!r|QRZ-VoXkx? zjYOo`6R`EW#{py2-W&H5umzVIsmFQ02IL5v$*Hy+t9y|i7P1vZr`0i+mv%`o8;Qeg zzLeCKel>cch(wLBh=OJ8>5Fac0u4^9(p$Gb{=%-7{XZjwRf%JApUs|K?WlYSSHbg| z;qEr31|DEjLNO03y|1r1#nqLTU>G%WeO(J&zg`S?uQDE_PjHKvyqalLQkw;Gg*&b^ zhtew^G}DfuLeGcM^==&Pg7Y*qYET>I-C@J=Hx=?*eWjNz_nm5W!1cGRPQ(zh7Ud(m z+}%TKId+=l4){Z=DWvec;r!ey9?35VWk&6u)R<^C zI()L4pLliPiyx4p-krppl5UB;^CAcg{)@&sBi^KJ8enJGddhjZmI~kH6?~xeGL%w2 zJKr(+$H@cOW;|V;>?#66^z?U^u72h&f<9%M@|;4-N^G^tu}CU28QSqTPBq{C zUGV|gh}6Q_CIX;o49HnL+&}{$U~K_1Dc6ZI$z^H()INdF!hnP&Ci!-i7dnXdxq@Fa7QK&I%{FW;gMATX`nlF=P$CAgCTHFY(Ia2&qhuc@t_r!kzy2jXs|)L! zY{9a&<4sWil+Pw_Ej?(r@Y}sI*ghv^+=k|N!jrZH3^#KXShKWcs-zzSK7AxKxIe%!^O zt?^1HXg$v~W*8Bcaz!K-ZuF>=t#uso0jDywG*Bz_)hvp`d}#c^G_+*%>)~{Zf~OO{X+F=m3;D7Pkm?p4$#R1hGB6J z!mA-F6Wt~=4DvZyY%F)L4_YPVA>I2str9IgK5?aky1k)K28MBMj?O7Q#7YSr)O8+j zW?ZQKA>+X3jfNBBe%|&o(z6Kuf7FLAKK+OT#f?`PsU+#SaBt3PM57K^K)wu0#0HXa z_Z~r*uVOLb(&;RDtH$V5Nb#kW7jPtu)zU!C!Fro~H~ zkkOfS-A7L80evVk=f&G%=pHO|OPZ#`^{>|@lAyN(frklORF^df{Nln$wd(f$seLou zdU@)u2FytMOfm)KS(uQhHPr-|c+iw%IYLW}rBcSvak;6j(9xuAi)Hcc2Kk5#JTga# zj*JqEmCSCs=Ln-bZAjo6Y`BLW6AGY8?G88UG%gFFce-WKC!>jD;}H5`DT6&H+~uLt zEOoj5+~haD52Bek;W+=Nb^rjW7 zsBC`D$!p3BLd4pk_jZ(NP@68wGK&Giqd~7(Lut8Gi+^1Df&`za=C5U%ip=q_FCq%} zVKyu^q=RYg_~s_AN$!Sy_6tWwTIIz+@vhcL{dUtY6N{7U zx$@eae_e#Q(Pi0K-XJ9IRR+s#n_(=_38_GeXCgz%j&+jBOJCuli=j~jouJGRo$n%a zDFw94Vs98W@I8=GEvAThVX^tn^jMa}oN>%#zAjnB9Mv;>tNcFCB;b}{XEF^O#6-Lm z?!T%yQpjf$uvoC{#kHdJhr-!hve%9ia(X((naWyv>+Pv=@d^!@+T_lVs=#9>^jw5$8Li>1*V$7q|*HB4Q;WBopY_6cmo$}=%gS1+q{!ltM_N-XCV)@MeAqx75$)QX`je5>%+~#h)lmv1en@#@(x1a zs1)i_i0kLUd(B9_rW+u49UO1>lZ?AahIGvS{)_69U?~d-7m6}J3`e(Z5gw{a1Sad& z0>K^Rqo6ZTJ#?jj6HYFSAXn|I@$WkIS-zE_`!rRy%%S(~jVhX-xbssz8grIY3qmh# zgxkL7b2enU#h=_a;=okG{QD`Z$6}L5G7)(;%WoUMNfad-R!>ID1~h%d=84Z~$NeJP zq+eLC)eXSlss%vfDjtnopmXJoChjcSCAJzN*h2dsp4Mj2m`A5vpZTF^;CVkq_DYQh z8ZxE6mFVtm5Q-N6Ol(Jo+eV}Vvtn!NoRk21v3umB$Cix|_1cTF&S_B3W_K%k-aYFO zK@M4tL`dwgrw4Q@G{u2RMuwQb&GJoQKP`_&QMA=~MRKk3IjnQ^Q5OLwnha{C_Gv|l z(zN@Owo*&Ylg1!4UHsf39x|FJQ#4yYj^DhfCQ_fT#g#(o>Q=e@ zjvhQoUXVn=bN8xpZ4zyt0fNvM-t76ZstfHyl&pKX7G2mlJ<4=CK(pe#8fN~hr>tkL zLuZu)JU)FXguPZl_uOk}ye-JRB6);90zb^~O03ldQL+Ag9o1f6h36h03|K?Y@qo>Z zSK%@9GKFjtpdr>&F-U`(sF%{uUN_>SE*o?zj>zT13rB`ACoT14@5>YP7P3nt4w0kJ zzm2@=tYP(uS~)VE{LY1OmBc_5yc+@fy-C8$4i_(9zTFGcN=$t;kPTHLa1w72oVz&E zq(o$Hr zz8*Nl1i9^**7-eX>JJs-JfsBJ80v2w^iNOa_*x66fl>@FsGt%hcjiJ&7m(pRmjG5)80tGN#~E;GlC3SadKYex_=+{QSj zXyew+Aojvi?clsCV&rn13WgUH=pZ@^`0I3C#Z`!x<-bl3Gq;I!1GgIE?NLFNc?8+2 z)B`J<_j^`Lf$!4=xlh#D50#2N1s>ROfON5=H};teBOfyJjW;W5$!mu3@rT++w>KTe zu*(p5k8-HTwa8Xw_N9^I24{J-@X_92H@D%AE*-luod0!A1&S0Va z)eSOjF(|C2`KXa-TDm4BNI$?PqF9lZao~&H1x6>*vy+4_ZHs*oC=ANC|DxRnQ(G>Q zM2c#N{VB~7vH$5E?_ZG)w&FhO`DGBGPL~#Usdk*cF2u~Y2oY}*TqKpIpcG?!E9m=S z3E&Eu-?%pi5BC{^2FdX|8NPkD^Zq7o!3;1(HF0he99IN3E^ugH!S}R)%e#077B_Mgq>KfyaH*4(3 z@_2#xk~k;)|FbSs*@buqd0)!X)l%zN@|$dLv*BR4;+zI!B7al{2VpiB7X~+a^S=62 zgJ6!*s}_jkbllK;Wc)RDO6tZdz6Gawl^Z^0B!Qo^!=iZTwUAT+6MIBb9E8S&w|wgG z^1h^5A>;lto~^1Or>*^=j!q2*5g`DbMW&6!%Jh7GR^+SHwQk&vXJI2l$b>HMwab5={^|1Z;d@`{G7$`JCV!e-mCZmKUI>bW` z>o8zNEr6of(dgK!DH`)UD9(?bEKtIJ;|tZv(0w$%t_2~~XOGWRm_Pzb=lJQVeTMgw zut*6%u1N&xM-RgH>OZS_T`6D}Z4QMDbuxW%4cRv4-9sZBzA#R1jR;Ui;%84nXRYsL zHV{z-Ubmry^4dpbI8|I-(VDudFcrImj+xx#cc*Qc+A?nxc_2uvwg*)0128vURi%%+ z@Z?;Jk@^8ZH+=bHT_y)^XMnb-x-*0v^sm-%yu#;6Y~pRe)+<$E+P2#TqYrnin-*-+ zixz>@*-;gJ{)On-e}W)>ybbWQQQER9ysHI!8T6!IYf;wcDh75pf91e<-?je2o9sWd zMrcCqY3et}R;v~Q@n|`(|J*q>^uX?b<-Kd$7#ix4<`ruu0+~Y{4HM>0RbsE9w$6Cj zp2)fkjt7ezy&kY|i*O;>^1Q~QdIKmUY|yvFDaFJofX>QaO%R6DH5HOBACxxMK{Jml zTPx|zT^IN-&s&MWoKCXVOD&*PIeK&Ma_Yv>_{S^m3uPlv z!jeo;+A`hydOKhE)JF4SXpDc$+|xIDqWaV|)_F(HwRr=0do*_|T8DTQM`4Al3Dr=aFrWCtJ>Q!pJ%!q-Sls8yGB z4Av(Yp!2D@&QGGB^dzzkKVI^-FZ?%1;cQeFD>CX*TTc79okD=QNRk#J_oV#vtzVFblySDD`b*JDZ&@MKLlv4-hU`y)05$q!Mx&uq0fpp zu&YW{1xrtyPlIL z#gNxz9XY+S29=5zF}eRmOzSavV%`*NXLN>mU<=?vJru9>-DJF@ZIxsK^1OHSKCOem z)CY#>E68oUJfJv8ApFx<1$iHWEpl*&nb^1G`4=YWX;%SDEn)MoI2JPjC;pIOe>x-f zXy(m5Ex6o-DypC9-1nIA<4}K0TCiZYAf3!G5J;f2Qt*iIk{yi5o zu@wvCXLh(`!sTM{bg1|1jS#7J zUujd>Bx0~yeXNMOG|zERaLzk=aECB(3~kL=mT?L}2k6h%6wR<8fSmpP_+3vT2Smq9 ziH$i)IANqBHZ>wOq@$XoC6T;UAj!^iSoD#hdvltI<*43-=fN4+M^yY-r=ofBCY9Db-=D7-9r?YG4O ztHTf5%4AGsKT%>a(Gp^&1HM%GvIn7<4+r#G5=>rA!7Xs-5_9;hJ16Qm*9y;d~hlk`hap1ru1$ zTmEnm$&g2I*A>izBj6z_E>n4;)@83D9@g_O*(o^AgFWMH3X*GvyPt^jnAb29`%&}i zNnbcK%wre@zZk5T+)B}1S(fc#n!|DV0$cr%U47>Ym$8h=aQ)+2(#=ly&=@Jg^bfHR z&q=XRoEAf?D#m97;u*{{8w_bIW!?>mlmte?!~jdFeR4+&cX>i}2EgS8)_z9d^AKa$ zo>D%?yB%a{t}j>ut{Ef@_F%W#jAg9S?!Ed~5yK7J7|SueqUb2vU7(FX7E@|AW{}K) z#*TjZil06bWJrw;dtv_5Rme#I>&EoEw(?TGP@7?E{MR54Q0W)?bwrt~Xx)V6#z>1L zb-aC8#C5p9O@I4I@+Hc@8Mi;rG4fG0Q^LcFtYFH#Ly0ay@ppT(9x=1pU`_~)Q$n1^ z=oxyt5Bx7J$6E57W1IdQ;=VoVm;J6Ai>Sn{%Dm zhR)Zm`Gmt!p10SJT(k%a z^l~^g4V36u!y2et3WcSzfEwU8!~3;W_*0&y5W_f@TY*Ok%kbNC67cB21cDZ#%1Gd3 zF@SDI+rBE!NJm3O-prRf&82aq!t8z8W^tM{xhjO_gmzKchbUnXn;4T@0^o;Ux_ zpp>n4GhamT)Zv>Hn^{Y0(HapSXn1klZXJ#U-UB#w#yy|R+clG(R=#-*6e@m1weh|8 zD5Ka_bg9gaTf@grC|^>f)Th!gv=Fs)N={IiVa6YlcPMb+m3>il*@5|tRH?qZ<)L+& zZsK{-<^g73O&{C%1wi@%0*9JW61pdAZor-!jd|-_sfmK@7#?r z+LDB3+8e=)y=Ei|H4^nuLnJdKS0IULO*3CN|62WM(mE{ZfGK3CS8FN|>RbF`Z=mpj zMy_JlUcV;O28ZO(VbX5)xSa-vB2=TA>S8aiSnHrb0z6X75WI$^8YDu}#-L;Ew-y_k z-$bmhITx{So|BuS+Vpgqi`o6_3|b)z`w&853!|U9>KBRfi7W;U^090i+;h0^~B(cnhL;OeTw&igvOx#AW94@L>_v&=;j_ zRRUb^1WG2ZPZ#AfUL~YQjOcFjGeo?$1;hP8lg00B&Sp@-Y-eHtZzBMof_n@`7D^kW zuRhQLUx7qw;QARzr-eyYM4FohM{8Nan!s1Tm3+8MR#t!7l;#=UsPEG^V?<6E9*N^^ zD4{!CLzn#9nu#NA<8TD5boW8|7tP#l%}n0?{{AHW&i~jLvQsK)gYckB3YpbwR>@iD zIWuK`=O5~jV2#$WTd%0=WyP~lh_`(a_pv_--i&k^64pP*Xb9;UQ3%s!X{K5Qd`NZmldlxQshne;RbUAXET%9*En} zJr9(@D+KCvUql1!rUR2kOhpTLn$&(&rDWqL4~2A2uIGU^rRk`1l!!`j*gFix86en^ zR2-S(QB}uWb6!&Gu@}s`Fba?>5v6oRX*si`y_$selX4C(@(`+K>{&5;!{rzWpXbuAHJ6~CO97i6h45_!Gd5% z+VyHXt+xe@<1U--V`@pab5|my>7H~xAFI4I=y!b$0SFQ?* zaGCTb34=}<9@=P}xK}KmZ~?#@=Lf(@X{Y%&2QXt~H&pl)I~nhWyHVtKPEE6MBN_V< zL?8n9AA>Op8Qj2qbw_U<+AH2j+Hki!)A0Fqea2II#^Hur3~WvHhxwP|_>Cg7`4N*2 zv1vk-9M5w`W%e*I$Dzx4Jy2|m5e;Oi4ao$QrlY^N<#z}k-s9T`$Cb33J_hzB5uLO;SXD+}^>10kYxc8Hzk1WN95dGf4XOPks&^~}dFBj{Pm6S=(Ga?NtR z_n@yq_ae>7c%IFrO=uL%AUHsiUnEuqyf@4hdV}0i+;3p#OxW*c2MJ(1wA)Vy(1JdS zz4vbO?tgM^2xGZ6eHRTFKFiHL*B1IsbJkRL8fMCckGFs80LAir+P#u8@ae}elbo8* z`>G3jl=__!p`fXi`a2dZ=;SC5uo!JZx5M&XLD)!l@Pt{I=ng%)K|Ro%uKQ_!S zADVQSN;W-#kWsqV&i>AkOk8fMa64UB-?3J}Aj>+`zAAHeBV;d~G!JtK2@IaMrnw6s z{v2neX^pi9`}o|=U6>OH+AD8j#GF237w61pKtz1ucN96`i#o}s9{)(hMq9M(o@5hw z_B~7yK7Cq#j)Ke2W#Od3h&)Ldyzy`q$CIsNi#X1$I+6;WXs#^oSHJ8YUS%VCEJ8J#^7nf(V-MgKuDv^$3c|lV<@}Q8yly5m%Y}p) zv?T5&Vg1UI=bpnsbaBiBfDs6FRPdxXA)@+(GXf-NGf$N`J~1b zc&15LUeFNSxnlZ%@u}Zhy8E`(w&XL}27;V){2{)^XGb z87AiO^sh*F7~J>dt^kV9tQYbNCzIHD(K`?Mz1eVpnvKOzlW%jK|J2%f-eE#p7!e*Z zbn(fOaCVRM5Y+z{7_jaMU=jUs_&ofz?L2)gyvglOwa^(;vhWeqTnM86`S$`Jb#1bN zMx-PZ^8 z#1KY{%x=;(hSZKm5OCz_3!zz~`Q7*pE%xFb@REtzx(Yo`!c3G+rb^ zGQV=lO!)^va6`#%C~9^LV$ny<c}2t?s}tGGBD_77)^*$%9i}frl8NB_e?NEj6^8P66ZiFIRX)tn;^b8l&M~ zR#45iS-i2v6rJXIW!RRr^x+YK9(%Fph>f09DuSGE=Kb<9LuyYa&kQxK8QuoP@1BS8 zfnXKL%q#yay62u;M0rqRz5*m;rGOI|o?UkB-!f*9nizq}GeA^wmgRBiz{7;YHoCY6 zdl>xc4i~`V6GS?NVj9V=pWbs4t2@x~n%Ni@l{nXS@tV2>HyH`WCu-No&m`eb+zI(z zVLQP=4V5*z&vm9nI@9*Ix$cwz%+4S)5PAj{IscvGCC*sNv6l|qWNP-y52+$PFVG8Zd3k+*G8UUfw_cNzEAy1alSn-k}6AOoXix9ta&F~5P#;Ac)EdlZw}CsxK&rXaQ|zi`FQ_F&W5b1CZb zRFiyYLRGe$@n?1;YLB~6<{3b7zf3(G?PU7x>WOoW>_@yJ=$}PdpI_LGQhgDE)`M=} z$eSHnExs7Ni7zaEa5Gkdrj8J| zM}q)~5*#N+*=0j|F;^jvsAO!KI-H~Bzugh~|1C(YV?LT23(W2MlJl3|%V0%WYsKRo z)V%T!DS;;w13F5>x|s4f7sx-+vMAM_{f#L^?#mVsYQJS75mX`IBtm(lmQa3@0zxNF z55~Rp=Q29Fc5AT4B&^l-Z$WcOcyiw>4Mgn70fOG|@&H%!b$iRYV|HEE2Q(91X=oMA2>s|8s68GV6{T!U{Y}vo?mAvL@ z>;{p*qNrtbP46Fsu?f{)8A#qr_DkR@_Ck`W6j^vLM!dtik@Mz*?6ZE;-%u`I67`vO zXvFGyxn7;LU!jfOGJ#@>3B*u8LQkorfI0?7p2D7%$Hv9C+exELP)6^75ImBIPfsNC zO`jrQibhKvB2*ETuX%mi;}MW_G;jV8ekpVb@Vwf65D{Gc@g$cHQO%U3K%k%2f+NT7 z+X@@!Vt;B*a}#2#-5Aa`-CzM;M$5bZjnBQ$IYBW)#HM@wNMr2w2CA%$ujH5MQdW}bc3KjH36dt=w~xF{cU)|Zp6 zS+=D}ib~TOHM`&(>*cwkgSiE8Y@ak|)3~;UWI+P8B7u+IWAJoZ+R@5xorA}m*yCRm zQSfHl8`to3SEjY~E}oQxPJicuttRADEgZ@e178|!xnYf%nArC%>L?5}T4DD&j$?8l^{<}J?mriPP_e77wb?$fV=ywGYT1=(Kx%*xyX z?U|gvqP3mYN)>00B_39`uQ&zvY~UXA6h=dmGPt)vrS4~S7YIHpu#E=*(Z>Nt);a-$ zM+P1ylO!h{MF;m^@a_wW)vmY5*s=}g_OXW@eEnuioam>b5@Y)VjLR(R=ZG@rAVhB$Y7!};d42C~sn-s|sla0JzHATwC1L-HX{=@Cl zqj=7g2V-9Zfn|!g^<>w--=}`f3e~AC1RUC#v$&MdRp+x?sIUk%i3YD+cqX9`GrDKC zaB9d@%z)u%r*YxO*xR04dGi)zpc;p0*>NRt@bf*oo{QvRshS81|1rW9)8QSNueB9z zb+j@etj?1^1(0cv>aJP$tOv*woJ-Re?FNhLZ&m17(|yi;SZ8X$04pix!_AifVXj3q zyRdzA<&#CBV6KUZjULFsZ@9B$>?n#}{pq+xlx4FUowX)wC_td>Ak<+jhSNrp$q4WE zU`WW;(Cm`eqy6=J!YWVps8(*WXczV%maDu}CHOwC%l7>EX$5emG|DfiI?IrSQ-7(u z%rsQrN#GkC2CjIjavkG0ij;DbUU-w_2YuHPp=vInj2N8 zpxC33Oz&B#HG))TZ0QWcJz6grz@R{XhyX7BTuQj&v?$nRqK~`SdWB-AMx<+3~2pxJ^6^eL&Tl13_BHS~!Dq1bf z^gX^t9GE{EoA(640Jo5Qx4K$Z3U4;42NweMyhWA4JCb}O3Cy+PC8ond7)i|CKvH9y zQ{Hd@!KH_k2xOq2xQNj_oI+$l2R6rmLRC4&FkO=nP&9%~G2`~G$%b0Q+7J^oO&%aO z1!GZFQDQQXSrLLFGy0DtOlw-Wyh@Z3Ok#E%7s3o} z7~NSCIU+f7cOZG+lR0}`*cB*M6l>rrYC@9j%=Mf*d!DC;@k32? zGMze!Jh(6h_qW4(YCipFIYDA{jYV0T&?S1_yc@OiE~%ZLBHcy;+oNpl#MI@`*~&ho zdU~Y&o}MIREgIe!Ont*9Gim{$N59xVTc?<9>x%BxSX(hHD9s#d<7R0KzA>m$nfV9K zy5ku?o+&%YJ-UqQS8B0YwR;!jFNXU0qcYp&gbl!(p`tVD??U32dq*ya)GR6%M8P5$ zDTtMaSs>rUywtZt_4JThqB17k#(C!rROhvC+d;`sTE8m*K+}7u#NYxv>j?`!B)Z-# zO{Lhj>6tb$RRS<`Rb8-dXJw&JoIbJ5PmRFzd*zdQ(w6+~## zK-%x;PNw8&kzr=Myn==*{zP#dhb(ny zADHwcqNuvw#DMuXdTYg-PsyIocLFlTmjjrf#ur9iDosgSyeq{}Q5v_Zi}m+4mv=E- zSB4eC0$>#DMS;&(wP7NVek`M$3M>SI9FqK9I9zuw!V)_vYC3|Z%3Y%|`hAJgp-3UD zc=LUtrEo1g4oo50a+Y|xSZLO{AN!M>s{z&|DAJdYFsa(mL4&3&MC@`hJ(no4P^(E0 zt}%xf<$x2r3E;x+r}WY3$I@^=ek>Acsqct6+oO}ZZtHIq*1NbA8FKUH(!7IWryp@t z$cOyDc)1~FS$i|BuTe}ApuSKgJ5tHvRwS{Kk7qhfZso6FO;6YbbmW1VQ`Z~)`Z8EV zI-($u_GU9>YaOQJxRk04MMzIN7YK$CT+umM)Qd1HxZVywrHmg|qL?B%wtGZkV605Y@3!vS5T>0Oip>SY%84JW5K2iG%w$ zt`35?sTgz~d@Su(nC( zvf)ZH5IwA%cOG;{{)=Jwg&+t5v~WLL&&zXL-M5^>~jc&u&yTPO&;d30Z3z5 zT?H+0ByDVceQyG`TS1Xvtxdhm6!zR|x3FzLp}nG#y+|lGJ{M6>?FDBch$sY z#`>j=p6RCaQf2VKEdVuCHny_5EuCT`qp8m{S7|Po83j1Xf$9!|2(nZu^ORl7UxD{6 zX`2ETo67Y^gHc2)b7GlUo?cQ`ZYy~UiWlx5Wq;og(rS=1*OF!s_0>GpaWjg^T5^h8 zveVgfw24ZECdN0NZpJ}E{m%PB$02(4xsf3eroKT7Yu6ii8?V3 z$>T_v+>D^B?EQYwa{oXnR4c-swyA61Gj1NQq!og^ev?PIel$MgL5nmlc%;xm3&O*# zUNh%3Y%ub;t*RZS&g(vqXv`Sw#d(%58MI(8w2LLZ>r(sPHj1h$G|6<*xwMrm@pf~x z%)ZKX*FYi$4i@Nc$m3Faev5uJ=27PPNq=OP4$xB_Pg7sT+!h|t%_<2`!+;gJIt6P0 zz%Pa=>>lZ$s`@`W^bqlC`4BnabO;}WhKFxHFA)^IMt4Vxrxvb66m6xpSpS^bpc015 z<4DrM0H7wS(Xbnp!`4NFdp7f=jO()5h(xA9cwBl&Jtl4&46vf+=d=kFz?a19549gB zpDhqau8}SGbg*n#(uM9GKgC!tjfa=zdnFo~#dS9z9SMc-u;p8$q+{V{Ks}R`ec1nP zXAyQ*Mh%+I*;AmNeQ58F_)32CFZ?!*KBh&(GKzPR@>1^f8Z$Gis*j8Ypui@|^skGc z!Gk5TShw0Ty(;mu?P@BcAm^URc-&Wb;C`ZH-r58(-PO?fTg8@+z^jrYJHNcevvY5j9>f>(jCvuF19xs|_)t?z@k4J9xQ2T}_u?og9I%iSRetdc-=+Q+zSDMG zhU9i&!E679npAp|M|WJm`7OCjGj5^T^RrNPs~}ZWhcyR9%IsXL6}2pyf__gSmh>P0 zhIHNS3>~UacgV$%1@iXlb~xDWS{m;5_IKVin~0%>zs>wZrcJ}NK69*%1|xC6IOF6g zLBaM4q_(C5JbO{j5~>T74mQs3tr8;G`vbS+vU#cY*qbUDotwvuAf&K?s}*Tf+y-Z{ z4(WBP%STb*QT~0!BA)5=`YjSCU!*^1Ni-e&{^U$*rI{YB^Aq2sgCgw{5MwRg28*;^ zTw)M7WT~-w0tt)a%oT37GJ5Ijc!hIly3zDkt_1os`Bh1Q+G=AAHapd(DObCnWF?P} ze+i;3=u60Ibt$?|jh%>6|Ajeg-;`T*7JVKuY#$>l+H1h~73EB#fIwF7g;&*yS$;JX z$S!C_CnF#9Q&`Wy?##T9ofaG{7LZK)P5a7FD)@CATdkC%Orle)LmT`;`n+`>xGmdj zWvk3z0~fWqIPjT@1A~iC_(Q-()+vvcj|H!7DREAc(;UAp7aBLe{hQje{xgTXv1~a> zlkDuLG{an~**M!?N#u$4m`JR&Sx|3 zb_03%3K7sNSt)x0DfHSH-uO z7tggEZP{_dlrGMqj_7093KIZ_pBC&UfeM1nNkK;0g#k(@wb*6RynI6jj^n^BU8ucm z?Z}R$vVDs{5Bh5O_X%}&6Y$ls9SP*ZpcO^K&16n)(;qJW*_siJ1NF@3POtFisA3%A zCA4=@2r6Ws(Wv#mFrJh6!~+T~GSy+B*i%UVs$-;_Ou5f?5W=fcN%+eNFqT9KSsQST z)DasNxutmU}xg89z zY4(41K%0uv6VUN3h7C_i*^RP25jE&TPft?B6CdH=?OWtg&7h8xsw^2yn=gjxhH~}} ziBBj3aTHc}bnpY)+-}}a9B;OQVPYb1oa~>;P~GdGZrR*qmQBeBqX2QRSLe=Xzxx91 zhek**+IF!cNo7Rcg?*XB24YOfH{*`XOVF}mH{9jkTI2#7{d;CN%OaR-tZYE8;C4)m z7ii53tD=g(=62}dGinV*iAM9hS{LuoyUS6i71IMWq+LzvqjUT)X+qw%$nhv;rgSD94zCk>z7q8XaT2y5w!lPi=0jsQR}?q8y@ zLPY)BTZH@~X8%ZuLx{o3!C{&o*eR~V(4#283OvwGQdPm!d;Bmqzpw@jrZ6G1-grNz zV#^q`zr=T;!j+0Qm-|Aw3l;eEW3GHwbrpi8H<3Tf*z=sVjmRu}BW5cAyRUc>`ga&R zCrAmilP;!1DEGfK8&iFmsVYSA(5))>#v9+XD&-&h29{j0B%DUSQ?nDZ_SOKxv640E zNv3{xZZX`GWMx+@PY11i0kT72l9G94MO&i4A$^CP>)E=>Fu7zE>5LLaUG|0Ef8*`J z(s0}~obB7vjgdm?DvX$3@ZVp_`e_L?LU}b!46$iNDQ$we2Bf{I|IH6tyZ=JUsWp*I zbhHXP7==EOtdeFcwq+Sim(wvMX}eEZfWJypVf3D+s2(^pUimFSK7e}5#_2@d7Kw}{ zDMjWTDdQ!E@_T$ZCu`XBN0>DRkP<*|I`;_~K+wTxbSl==k$C|# z#j-ASgE)X^WkPWrw3>?p<2;;4w6+0gv#jk%}V z=RVu})BRbI)iu-oK%6WJ){W9Wvc_8~<#=~^jg2qz5%#5bR57c2coJ)I1Cqr=)$EsI zuGWf4z9JN`*etK9!o*VeA^(Aqf3~_!5R;Uwk51 z>iYLC{FJ{1#K}GMKp*DnIj3@j7{IiFQJIn0;|0S=ZH9RF%)V|!%`#cp5Ql5^z%x;S z+Z@gn?>vNcFb>wCgPPHh`Gy24JvBJ6)|9Q>=I@Iq_7PYS5XC0sBU>~yB*WDR>VMHD z)G~1$T$KcA(M*;2XtI^&dREA&@i8N5K0%)7GNV%L^< z=iqQosd9eox}IJ>)>-zVo)J`)-gBsT*4uH~&a#$o`(5DDH)7b=cGYeM%P-NJNdTlJCHWClK1Z?;Z`#T1bz2351|2aY;3|^(5Nvw0~vfxf87~fu}x5O77l{ znzAN7u=pCZX5a@xNY8?wT4E+t(97taTj^jU6MJXg>tBvp?xA8m|ZIpfVJs4Pxq3+9t$r#>u%`HmCd2Womuf@sD{1}^a)R{Ugi+G9?;>- zH?xVwK5aJJvTu%`knF070rXG$`4Pp5T3S_4pq2^Wclp^|L?s^Oxi1iUTu?AiPT1rPi?j%eQB@Wx-PI`c7F^#~C|DOOMU--F5aCZ8@h}|W zw*aJaZ0(!QA>^7{O}~@V#_8=yra7qr4=#u<+ox%|h$8lG!4TCZ=8sx2{5Ki@c;atL z(P_!Z9XrCnt;2DeQ3@|HUgI<-$&(?{bu6j0F`eH8qyQfK;HN-&ylyDS*rda83a3W5 z`VU%U!!vLb)jSW27gNGOFGtq{`l^wZ4ba<{N{K)wi26M{3ht9wye-k+CVQ4IEr+3k zi{Zs|i&+IP9!&MG`suGu*<@^b0a54Nwq7i1$`_SLbm*`dpetIWo-B>gR2Cf<$f(ip z_x2>!5Mt=0+n=-DWtEWu7v{)N_NU1sG$e3tT3@)r832Gk1FSvgA@(obE6>K6eCi|Ce+wv1 zus-*QoGyD>+gOwoKR?i9&MWaIqm{EbGsKvKh;{($_g=DFlAWpo?66>4lPoF{w%>~$ zvunBN*)(Ak4AQFTy_&<=e;iF^exmP<=b!WWf&#)7f zxW=(r*xD5;I)u69G2)~Gel_RxaC@EZpr7)ZkvE_}o12#Ii=^=LpikcxXlM=q;zvx( zrzf#T^>oHufU~rI8EuvlGAGT2xDOMYE4in;!<{9&hOh*HBZYyN+rbsOX~(H;BrAi} zs{Qj4LsK4!)G++w?PRtvwnDO`4EV`>K(>Mmup0ZV`;%l@l%Njx^Yok_z4b}~Ug`7v zFs6Sn?Xp?JC&3VF)+1Igk$X)FTbWKc3sdjCPv4mbI$am4!*j5lwnecIC$Y;gT&9 zf$5Pz&JTG@oHaa?x8x2ixIG~6IzCG8za68kIi(roq5APBd5jwCdm60oF?#fsMw*P- zN&a~s#MyIHjgG7qU2SJmzq6)!@}9%k(!zsi#f90!ccfd1;8Pxi6J2caGNt@RP;}03nO7~DZH{=Ao*dK=hJsX zvF$ctuk0gak)P|?LD3uUA5_81%~KWSWD1tO?-<*!C^^OoF!3h0)s^Pb6{dCiI|{q# z-DM}P*19FxuTM@$FPudsXU3_RNntO0atHo!&>Ky0xX=(B^baV?6MvWAOSN!OdD5>z znYgCB8W`q9w(8TgJNRTF>-)>uQBtDZiISNk*b}F%)>j4;qowD@qV6W_B>T7y@YP^# zoQ7e4G3|t?#Nl)=Q%X<;)NJAJBl`-d9;1&qR~=91k6cG4VLu2;8=YB=^3Pf{RjqHD z+(LngT*~pM1mW~g`bdLIHYR8qPPB=tFG}GBe#K!EJGRBiI+nKJ+*Lzzw2ERPyM3tR z+))-!%B8?`Z7S?fk?{*5iEe>M%4ktfD`p1ao-me^W>z5rJv~Hjp*gNbC0EKu$N)?9M5m7es6%dhs^u4M#Tha90ls3KOCh zW$9kkov!a_kVs;%zfFTr!xQmIWbgWT>Cs@?^mDjMA~qHB*$_n?08$1v3B%Y1hvt@Hp+;CpTag!YBS@-@NcoJQLrafjhwlbH#dhk_rEFdEu zFr}IWd1~-=kg(s0t7*57&B@4ooPUIvLBUOXdTZTjTS5IW*j^Ga9(B6$gEViER`5D{ zyRf@ke&M`gg*@DXquG-V&HvkOgJ(buJ_ZvFAf?AulTa1z3?ke;E`fhkUuBA{5QsH~ z`(z*13ofl`>j&q`6Y|BrIRSyM=A}Iv?3%Vs`d#E@7N&E(V6(fh+W1kZAU0$ny`V6U zt@b4632wLUfZFznU}1^``7(16KMwRy4c(QfSmmYTj<8moCkl%TegZsI#k5kU+ER3n z`d@}$tytlu*eLg)@Jv~u>?Hz`KxKiUZ)Z1!MTb@VJtCD>n z3-F&Zy49D3bQhGT#(v|(Lt~q5cG9IB)66>&$0?Hq5?%dI>xArz6YwCL`+io9j5F~r5ci1a8`mi5BlZPp1`-XMmKwxl53&dD__huiKfR$@ z4Bp_I4_n?*5IFh8iY=d@XW<=yT}$25 z)L~J9%ybAsZaDSAtBXoMTy=cV1$r?>GeDlRebXjKU>i6#H%JA83}!ADE@?uEQO6?u>7W?-vS2 z&>4|T7r#D!mrxuHU*TFQqUTv%`zeP|0Y9#voetJLnq)WX`MAqKq>=)s1aV|s5Hu|gtxB~IjsCp=A>k!pkvgBxb9m$){^ z!;=w&MY&%H63;HaT;+NGVjelWPmc4YY+0pT)cYB$2M!*m?_PwLr$ zp+?LTF^6eO^OtR%)-C~+)1&I-^A^hn9dh98u}wrEobhtlcoZ4X#8&%V`VTj$V0|3R z$A0;xjPfw`#iii)PMoBWy)`S%JsQETeSJ0J^DQp$?t0wik+_ymM|VaT!Ud?j(2-Do z`s1hpVqGnF>aJ9ui}d*jjMI1R@~zk~Hc3B(FKq2qSV~wOz;D`RszA_PsnlQ-`RC=t zJ*z?K(<61!-HPDncjYQx-8=HyLRbPG~+UpY$P2Zz9)rnUS_RVEt&f?#Sil&T!o zj-n70WY|LtgOB>kuCic?nrBu_E3z0$4fk6)E7vm;2q6+zpM2UhezSj8^yb!_&04|g zErTW7&Pcg=gZ1a_)7+ql=8#X#;8^vi!~VMG!0EeJxt2-j27xf!pHB zmGI}wq)*aJr@%a6<4V4>^?UiQ9x`M;y=A5~rsL@wjWm^pp3(~r+()!qIUMwQ)kH^> zgZ~;&dv4*$@5Kd!^Xt(ZBrW<{F4AAz>N)&J6Wlt^fDS+f1&IoDw| z=`ogH^RQ?lgQ1=vyYRfv@BKLDF5*N8ZAn?+X}e7-Jv;G1 zVR`65Y^2Bl1MGZYyvq|bipkOA3;f-jjJfDQrh4q$^scgWXZWT`G4u~LPD9%=I*Uam z>)C(~&5zz+1jtqRUi5@2E}) zdY4?$k-?@od_=1KN%z>5@cj|e2*b8cnDE>Jr3oca=f3WFz?XP4$4UvVF(&|@4Q3$c zsrL~N92ZF98E_Sp*fikzS37xt4tY-2A(T<0Q^Dc7cv&@iBfl_Ba6NyTG z$Gb0y8%=vU|1g1p&js#l<#$5*j`7ruGz7PJV@h3L7UIWuHNf~>n8zc6HEHdc0k zq~+~z1S@y90X*h_<_zVqlJOJRNeQ{k zh+DisfeL6eqtm>nkC)yfuQ15r@Lqwtfkl~s)CFA$tRe6DKj+_-M992KYh(%-Rl(2n(UFjXA11v&0_$GR3 zT)ka~-QRcc+!mH6xW9_B$Z_a>xs+oQ7N5veV;VjH-O+w7A3QJ(+kCx`BHUOR3pOWN zU0IGED&iPB4s}T_E~i@RFV_8AexT^O9+WI90dB4vEy0n38sVfbb758SuOmd}_x^7| z-4fZ%t0&_}#L?PYP4_rWJsQ;8t^`7^0pd|nI?gr3$kkHQmN@BalhFRkl#8 z{u5ZC)#q<@^2^d_?i;N{b zaCzZ);fwEX_U^!TpNKR%LsVu3uhs^uU1Un@5;8MY!ad1q^4A@HXZ%Nv5r&~#!QPOA zJp?rj5OID$v>j2Z)9XDg>h$IIzzmUQYo`_kdtr6Kim~%aL?O7ZpD8dSNzDZ}{Fx*x zKh$~5N<=tdcm2Atr1X!&x9a8mlf`=osmyqytk`<-w&Di2D^0th@ztg$eG1|*;@RD6 z7yAJ3U4R=#N&?KBdJo@UVT+dPp`n)qK*>&*Q+|yq#lGepRTY}UHOU|ZZnoNN_kEn-{ntkSj^@8tDZU|ygfxy_a>#_U?CknvSFvG zQ4hh1t&e?8!|z8&U*g1^pa__k(gfk4OvO>P+G&o%|JV^%ryG&Tp|F)l^|n~CVO#(FAyvis2C`PYZ$EA{^H4UTRAN+@O4Qy0 z!x|2Ny~UJNp5vcquV!k-%UcTevLm~l$VG|chP(J$>B@*>YDCr~w~O|4P>=kwa#} z&J^;%me9hw=@PKz^{{~-rK*foosa2Dy587-ys9EUG-97?Dv;uHX%ZOA}ksqja05C4p(J5(WkCw8 zi()n!T#odw2x3wvnYYlg$GJs$7Q=F8x{!V3O%91J8ohE^zq7INv@6db;}R5iN-kSy z)IJD&XIg7PYb^~i;ISYwWA8Byh7UBb=4i%3s0}{k?#S_oD}A)ZAfF9NOLSKn*T>Z% z@+^S3S3h1W{WKX0*syafOeZk}ifl*yBjJaxsvFVy9e=piX4{m-Y{*L-UCZKRh;$tU zh5yzq?AV$6NfQ#mCPP!*>($-YhMLR0HUNL0Xp+lW?Ar4}!N@4r1 zA^Rj3sv)@FfhO+uL_GJV=Ttcx3PU|6HsaZkOL5IgqtQ6Kf@pCd1Z+_9%FlCX$|Dg7T0%SH#?{f& zX^~SKI2i+Xa}pEUal64~=9qG=g1NBl0VM&}vg6)N;@gCUIbTBRC+(edz6^|ikq-aY z+M{iEuuX{!v#2$ciN@SGmWG8e-P-lkan?A~ICKvBVj|?K5Y%~jtrX1iO^|XVyKDg> zA>Z~-+TNFdCqvXjX}krjYE}Z@6zk%Bbz``PeP=9L@*Gp(FreGofo!S;-xHP#Gp3x1 z;vwuU`?MYvZUd~(cTvX1Q&|OBDS&n)NBiRwzU{%R#a(n6@amQ`=f z9vJ=(3_`zXjm3YId8=yV2v#xgUl*v@{23uOEmgOQ<81f_p1?u8xYIZz{?|1C2qR}X z>Tbc%`dbDjY?Nnykm<>*l$}KSw!c}8$|?X26YOi}RtoZN6%XvxXA0-3@2frbip(Ie z$=Jk*wXpl@U_9cs`!ma5>lA-_8l%|j!%UYZIQQs<+FY0P%lsRn3t6N8QFgG=^3)|j z#cFaZclew?W$L?3V|LKvuYxm8u4a6yGW~jTa?dwVVPDPwhYZTc z6TdLy`<_noewy>*)+&h4 zvVej3Pl2PPX{%f)Ad3UTb~0Xc)-BW~(#@NAAxHbpmD+R;diLyw4#q;$Uj7X_rM*t+ zDzRZL0Lt*dgD}f@fQBZ%D@i>a8mWwV&Lk$85@fpY-^=S%ibbq4#hH&)H1l44+EH57 z@{4QdV!oF5z>l&v3$s&;Ad4V~V(sFUplW(BzjkS3_DlkNOjK4x>vQ&2UKVgRpfklJ z?$kMYTNN2WFvDQa3Knb9m$qXf;ze87$vd~*Iwax8yD2HEBG4|=WrKWz*!T04JdQL$qT)qP|))YwR{ zw2(e!tFZVdfsQfF5b*UOeHJX<^P#p*W>&@W{Vlj~3npG_x--gTDXzmM>B?%7wtb>^ zVM9gHmWh6GY}sX+hhb0zh1JMCi$F9SOgQRq2M?8hao>;JLrrJzM-U->es_vP@#oBQ zjZE>t07F=s|3dpMM%oQCKLcj^*<=+f>(Cd|aOI*oNwny`I?JE-FW5Q! zl8AO7z3>e{^)jh`Y`+OF8!1@vbdz2Y%@kT!KErWMQ9MNi=?aG6>8OHxMxW3_Hzr4n z`RnhRC+ptDS5NP3G#O_SN05d<0`QoYR-O1SxSs!%%I4Xw+3l9mO2<`^LVFOKUSohOItA!nUUFP-< z`nkZ+D61Fz6^|MspRbiHxYK(5YP1Wil$AwpT?|SeUN&5a@PZ(RJ{{b#Vrk`551KT~ z57FfcSUoMXXeGZ>hYlSbup*SOtF)TgZv^%dva!ZnMmntNGttcC&=PK8S= z{Xt0L^ih4wqV5MWBh%v}jaqw+Gp!pF=k|JX?gNy4Sj}^ev8OiCigLf56u+DUcz(#) zX^>teXM&?#N#^u66F8pDm%hc6=lgV%gCRt7}GE{*F$krTMBrIay zFBmrG3zju%RSywxXLTtZ+U0u8p@;sp!0!fUL~iCNp_zeD9ICMK^R)ujli)#%(Ur^V z9JR<{10qQ<1FH`7YjhJ-O0g}xF2Z!ulyN$OBEorbRQ_{YdF6`p@sb=T0kC;bD6 z&vSECR~ycfyb6;uQ#DK%zVp$Gv3%H&?0SxW&;ZwG{xkq5u}HvhUngm6U!HuRgR({&*LmRwq?ck?QhgQRyyd!U}SuMiH_+%W{mTOO=S#0 z6z#;#tH6B}ue5-@N#`0Rqm(_ZY;Y@@p3*-)4iNQq{~bDOBF?pCm|+Ravbyfy007#rDH7C+HwUybXWqrYt6y4h*6KLN5>Z%FQvk;>1Gz-|mvuAM zkkQuVC7RO@&ycOH6=Ky`srXlORMi zsH^7x3Fo-ei_K*8E}v=&KmNpaKgtuMDT(8=5|*1|EU3K|^S3EW8yuVFqH(=uHP|;Qa<<(4sL>)oyhsY)k3F}#32L!;uat(e~$S1cr&o>k^Jo({%UDoG?`b&LFN#oTjgE3G3d?7&}HjhwD^$MNXSo-Cel zH(s;#i<*?&F>Tsb25nR`XXN4$Y>m5HQ-Ihmy@}%si zpTZ_el^?dCeL^8PRZ)Y%9D_{@KZxa-X^O&47f4^y7Ow{rf3>kCXc8FK!5I}2v=@3| z=`5o`omado>6GaYA}#ftIuxt>3iy6dE<(#t57`28zGu61e!PbGxtd+*=5P!pyCXo$ z?5|cN4U0C^E|+cttxD?mrEqE3XNw=cL5~aHElHK(9t6` zoicx<)7$Ivi{RNvcyVNqJtMp5FG00=u=aYLD{Zph_WLzjR<= z$tDG5Nwgi|B{--D?5nag9T>34a5hGEX;qOu|A10Vqkeubl((Zn5t70W9xQ|{CPUDl zG)}(A!K^6*(VyjXg+L2%X>k;2pQmFrm8udi9e3vF?u_tMfb!?OJ+&c{rw(I}Ag+tD zts;{z7VuA%TlQL(U8WkNlq?sGR(HKVv{TG!IY3XdW=nhzr5Fh_TgjqbHVWxb0MMv0 zKqp_-#7Hlj59@Sl;9Jqg#E&LQ-$L_j9dD**k!dYLXPZU}#Vg|i*6mK9a4YHNhWIj! z*GXLZrcbHRo|Wb@9@Ps79IE#RwpWpF>R$lZ0kOou$btAUf^>{*eG$HyjcEujXC9pD ze5vZtX*p}y3HEOZ%7DG5J^5!z6xaQU?UTiXax~JDnbVNjfrC!!Pv6zzgy3z!;?J`- z=~-pc-O-SAv%HT?3YROn1&YxvlWg|)RJki)HCucGf~q;vrd7c%^}>D~GP2k$(nedj zBF<*uPL_w@()`6WEXljPvc^q(4thoDb1#IWG_tq#X}=H)S4jIYc^^%HwCI1S_S`-R zZ}I-<<0FC6#lOklS1a*PVJ1d6l1BNqj81jG{`_}7R`CyyU*2b{A}=XAmiN=7f#&1~ zk4Ya4si2`@LL|6m%uLo~F(Dx{{jhv<^{g!-ez(1WZ*`WNcX;xow{REtLUfa(=a^4L zPT1{)HlEr$DNNuLae!Xm7!J?#w@@B{@p8+Tlc4933F&#(hHeLB0Cy6txB$4`&REkK z-18}vsc`RU0P)=s3Zsro(xP%eTCN-@{0^VP)5=eDd#hb&TJZz@h!hE-3v3OA{Mq|J zNrcFUN+)@Gfp%sw7y!TnQmhTgn4yEdtEOKIQKdjob`rK<|FqbLQa)8bZUT}0b@rFU zg_+7Wd?i2N;>p%gYiT%GMTETbX_TEHOlU=eWRMq5zeKoNKc*%#D!+Ls6|{ADxUiHH zX5;zH%nS(1+wyERO`I@&l%@xq!pQA%E+MMywmjMi=;SdtS_=fE;|MejSbV82i*E+YX;i(F?WC zM~q7Lz_AJ;g&Wg9ee&T_I11Ci5^xu8cLACI?pjW^7uddt-HuAC#f=}C_2K_0*mU@A zKWzFhYZH+VO1>qSI{M0KX(RDM)9yVY+I4qc>s)9mv&(o`zC>$8C(Lr2YS~BWRUFP6 zVR~BwLz&AUa#7Ba>sjHL)_4wor?{%=Tl8dtE>x4(+zcA6J%7W-rcooJ{SUCxxn1wH zZ**w*o#g^935_q9YT6al0~T7)X)bh(Sj%%upBGd9NM7`!`-EN%jJ{e6p1ix19N3(< zXV8!t&lwO1Wrx%IOn-ZJ43{n6Cg#3_^$zRs71q?r+>*RX79}odSbbi|J=f>rMQV76 zkNwiRn4BG3;bqTkwJ1x=21E0qk_2ijebWE6@sz-U5yZg=6edCYpmNnFhy6SY>Pbof zxFyYJ_D~+iHm6-OSCrQPZ8GS|InyZBe=ks63|widY8ASBIiN$h5`OGyPQYqtamnH* zi^h(m&RLlugv(LzT=(QgzF?#JuR1u;msI@5PQ@7LUb!=qk=ynlsa|6bh(O=Qijnlg zeFjON13P0xh*Nh5+=WVutI~WlWAAwz&&bFF>%CHu(R_f(t)DgNiXlEf4xwuRy@ed-MV4MYzLE2r(@oK0gLnM6$B3_qo z=2z&NR5+1@B|qUa?}n1Go3Bh?WqB7hB<{UQ_5*dCxE!pb@J=;xg&oUv>R=4~K>K{O zp}=~$21Yqh2txGLKO`R!{Gg5 zvDJ{NDg4@P{?F&fP0~~-fIe|~Ng^s-o*RfLZOp{(s`PbPaHLK@@RARsK1~Erg3PG$ zl*d9Nt-kdeAdKyWX56%(3I)g6eSsUyyZ7z)QIfP(yx&5C0y>+%XG*_JHYXhyzBwKQ z?8Onn>`s6#3H=iWUORBJMK)*_5bKd*$!nCX+vUuJNN`Z42Xg5nzn-mIXhs7|{wld6 zT;p&R-zXYBOBe-N<-e5^EOYIb{mg}LCyNptS_(ysS97_Go0Y`Im>Wg1V*ztiVQIdQ z8uG$!iidI-`y@4j?k#ze9lDQ-0u3E9k}lqDtTG+4f<4AmJ-V_e&zKX$h)&%YD25HH zeY{M=daXI?T>kj7|st+l`~I`Vqtob z46_;$(gp6KWDP=@Z(>0zIOkD?()sa~Y3W-=fWkjNNE2mVnZ^0EjcQEc!hC3HO^cJ) z`6?q+xEG-sbc$6*{z?~20jt=0r^K8wn}D^s1yZHI+RnUj`j(W!OPrq|yRu|e8};x% zh0ZQHfJB92DS5KXZ)bdijF+90r0S`}#xx-f-N9lJg%WG+6|W-2jQPjS7MhV)_M-Mz zvM@#3Fa-AVt%i|DKtQlpGjF?DV^u2P>0LGOZ~`@N0C$rC+&kfO?O%uIbK-6SWe@-E zwMspFjfejkPwzlz&omco7pIJadnTE%=R$@ukE`cjJOP6m1#}5_hnDmx*Uo_}X+~Z} z3l$kvO#xn{6Vu9RkjIas-u*nWIX)GK8i*HAX4$%oIdr=zT(82f!X^_m+@%SCBDG(( z|8FH4n9CU4Ow2c3CaJI=!GxCl98=nGYY~Kn--6F0Lm3*4MlIn>Y0&xcxd!PO#A1{|7EK0E;WTm zi0USWP}rbQ;slJH#BgVmw0l5aG__XoXk_gAPbC~O)E3F^5NMv<8eD9!6F|%aj*%$- zz4}cER@C^iDFpoBK`^#m-M$prcv>%{EPJ-HqY?$79~1jzJb5T2ybX7fi-)hz&b_X4 zB?uKCV`IB1Je_oaLNh22nt1{>vu6oP@r=~n$;VmS5Kw3bgpFFd2GTLe4F0D&k&WUA z>trJLGn%#S=Je3|O3W8G@y+uu6W?gIKItwbWPOzb&-$|jo;vchVHPRhUx`|2POea2 zUDM5=GsQ1`0%!vUem+>%KY=HmX0!?H0*=KS%cp7q9%T9P101c?RzY|M$Gc4+{ zkhUTT`t7ldR~vF47Axd9m5}2B!2>PK%UrPCiapd9eVdrVWxvl@jf=2Er0_mHP znEct`$+r4q_oc;D2S1xJ3nG@2hwMa49LjWkoM@5?TTde1)KH;l{YKQz(aP@VGpc)T z5?zeTR^Krm&;C#^x1qogl=CmN%=K0cmfPGIrhK)a7(6aVBcS1^Vb(DwpoLc8RKM?& z#>&Qu({b|7g8R*WiKy-B!8jhmUIEdY=y>Lx@-NI{im5LjOuE(#Gx7f4$G#7pk6r1d zDtYS}5Y>p#UO~bN3(4GD94x+h9N{Lm}R znlHgXb*RH*Fg?D#j|W2hf(#&l0U(1IWVWajcnvC~zVpRh06!pC$|L~Y#%^_0BFZYk z?w4hWig4s=rXdLxGqi0<4mV=PEw}d~P|fXW(H*W#1_DrneNNIL-+fAg3-Qq`ogikX=Rb_o z_}G{6;v=vLS9?uNF#o1W5SM>%YPk9HG=9#lmiJ>7p7GQW-QCrV&hxdZCuQJOH+H)W z{{@TM3C&QQ0o@XX_&DuT9CPIqO{5Zw;>cgyM`;4}5kZ|gG>C~S53(qdw>ctR zflu;j`DQQXU#m|jdNYtun~|@`zofdBU@3lPP93(>?8>Et+3a*pFz6a!48nQ&vp1wX6*zw37o^68JLNm6J!0-{cRxw1wwibh`v*=8p5v^O=w zZ$OI3XMBmvLqftHhZ|wp?%fG7ALQIlCb#HK*e}ItJD_8KT@!8f4=8c9Xw~*t?l))( ze71Kb?y_X2Q%j5vd7#O-Q;=5lV4kPJ>#?F7FN=ssSn&FCb2J#EU-TQ>ibwoCp?IhF z+}}OG#~%7XskEJIrV&F-j1N_9EAwJJJ8;9{;)^Al;5&0?ABtVs{g8&j>CtWxn!9cb zUfLSg%%SzSS>$1Nrv{V|fAEr?l7%N=Tit(_j8OU>!{XYm_{z9$lmY~A|Lon%YGol_L#>6n9|k@N40Ka4OiWYF-&HUAGP!Ta) zd2J0r9uA00dRP_tlvH2N5fc}`EEc6xiz4vSk*Zk$ozyXKf29;6xxFMyHjKdCqNOIM z?HVL-FOM9!j}b-x<`7f2NoctA@Eh2;#!D97tW4K zouGL}Dzcf~91RJF%K+G_BUK_;X2FLiJJ=+u&p}f2&_Z-x%ZW9FNxGV5#;c|n+6e85 zNG2Kcyjt}bgRzsedDl~0dV%j7@HK5SLt8r(b<8@~)<2Ube?ie{zS3i8P`q697gH+_ zIUNjf(^VTQg2oo;n;&@*FlLLDhcQ804kv)^m?Ug!DCD;XK&CDdap8HHT)NK@$lP9J z&M>Rq-~wR7mwxBalGY#MMiA|Lt+79#S_~cwYGk^5B7a5p$S2EDrUhr?!jK*gTWlvp z-vVZtN^sY(yPtTKG|M-sMWC-uGhlSoG}4;#^wkddv(YogK;U z?O97^XrH6)y<3O2SJJBV z@y99S_lo)G!gz#XTk1DYBlA1u!m9`ztkN3!I>^G*m6_%nvx_WESD6f!OV~!5Nr6ve z_-TEXSrKE(2ASsmPte3k7*$ot9qE8AfAqXv_=~3A_EJ>PmMPUA-A`WW@=*M%CFY>rah=Xmc-2PYqphjFoTM-s zk!uqJ3TKXvRWME)Wv0ymPS4Dpk#0dVr%&jc0=F_U^wC9@WC=k3N0|ngM z-z=T}7{7s&&-Vfn1Run9j3KG`mcz_m>;_^zf-Ao)56`s4u_H*^EGC+(!?C*I<>hIk z%J^Nee6hzkT8~+%>s%voI_GMJjcxc|l&Kmj%4lP5pFgT3o|ZprO}*bNy%Dc6Vlnsu zFIE)MLXHXLva}zy$Dh;=H$xV_E5OS3l>kL%%7poLW2R}b0;A~M&?ep7ZvD;PE&=81 zRHie8_eaLE<}Abi;zSnHDE>O+dx%L2KK-6vPOap#Lr5DC0=>Y3a%6M@|Kp(U2d@8_ zh+i4(Xh4Q>o&N-DE*vZ#Rqh_Ese>q0L$Bn5vHdKQ`^V%`oh!F$zjME|y4;t-4C6D*HAfzme+3gaPam|z#YW;CXp5E7SMX|d7 z#tkwP_B-h-KQBCJqAX7F`h%3FjwYrB;|)s!{@c`#0@cILCAah>{yjGuE)a&ioM%1D zzDOgX&!QY=y{ko)>qcP#Fk z%w!MTF-FF_O4d++4iWkZ+tDXy4GXz;Ra6RPC&3=m$-#s3O?adGHAD-H%oQOwO^ z(`&@~*o4AD;+hc%$}K|xfjz+0R>a+G8G zW{VNIj0`%A)CK~Mvb@*#1{89PqkfPC=Kn-i%!dg7Y#BPe)lWj71V^0q2^}9!pU`dP z#W)jdaI{x6!4JLNW`9qvQPDJJbgXAjvuZ5$ctrEHtYFRufHOiN-ZWPgK>3P`y{BE| zb1Eok%QisfPGAcOGLZhhCus~5cuseVb+w})nVYvH>?zPJ<2Abhtb-(MpHQ+ifTvG4 z&UlfqT0G^3gvPS-vHKHTChjdIUYt>}f`<#AnFRi_VHRcsns z9djgnRNCg--T=Nd@0B77%|}DZ2RCpGD?NuxKe@)@L~qzsdNJPKBi#S#xZD)(UJRix zWZt)RQn>cGR@pLl%|ZDAr_(S}vYW(-;flKEL-eXa@F)%DK+}I06+$Q<+I}xX($c-y zo)$&6aO>&98u}RBct?(~);6t+wy@f5{wjaLNAks7k3PLtv*$%pebbQ&$j8JTQ5(yG zwuzm@BwNLD%dtfni2*A>;0#??b% zpUJ|p1WIxJ%t!t|1(0#Y(?>3_QvgAovz$hRgBEqs?Z=bgxv7evRTXDomU{>NL^;B~ zz&W?9tb}eTt}%t&L+pp@o@|60q?uY3nTpKduL+N&S_?T$9rPd9a54dkIwG31BRo0&i3rKLM~r zY>-@!A2}ikg~o-L#87PI6Ob;t7mP zSU>||thoeB|MEt&3x%&G&2C09R^oKyw-;!}+>yOqzFEpi;qEwZSRc4*UbpOHKvQKJ z(*kM*G`J82N-PtDu@u>m6NrNQ+}|uM)NW5M`$QPcl5spfbHNkQDMfp{a)y{F+0R9Z z5}&NYnA6oL@87L$tJk=^_C*nCm=xAppM>EE!#%p@mJU#;W4c~?T>=X(DV4Ke8(X9Z zGTT4dm|b7}FA0KX=0Bz)r;wBVl9Lp%sfw9=nt^QR`@-E#rrr*fE#cs@1?OKczCLIsu%DD&C};e1$fHnA?yWHYr^0J;v8_o!zPXup z0{BiQj`NArO^_R=ea4 zo<4=~wA$>A)0AN)GcEH2K|@c%$s|j3J!o4LH#)Lig1WB+IklS!2j2nP!r^~DA*6FS z%}wu&HdLspV;uwnJ0^O}y|^jO=CwA27^#oIO*#SIY${k*K1CGfTv%rhq``-pYrN{X z8A$8BT`h76RFU7jP2)d$gc&5JG)2NQU+IRrrp5Z#rRO5bV6tPc4-we`#sG0W52QXD z;+I45;bY2As{D ze0tDyTij_69Ny469uIsB7 zg9D}wW%KLA0ufjDGT{%UE1SNWv*`JsccJKs?1&du?*gY9;N&Mc;8eu*u-!S~^he-# zbZebf2Z5S!n3K5%0pVoBQ-&)fvr>kn0y5Tfg;E+U0^{9 zZv~;38mOP<@|TF{0>v6odH$r?0EBy%-MaGkSYMg`{(F}<% zgt9Um6gc8{9){Vwqpd5~%E?x&^9Kulc@vR7lyB+9W^I9mk+tw`4c_Ida2SR^80v$D zmJam`yS7_R8Q6lKy>Q6$L`!~W{e_FDhCFvjnTzP}y4S0Rw+|xcy;j-&RXl;2XRE)J zIgE}K2`K_*mzQ)n4E}Uka(c{H2nmifU z)N#c`FIf7i=_Upxz^gyCE5tW7stVQXhi1zvXI>mAd%=2)xp8XZoS5XylO6gf&<8P^ zZ%C@(cy^gEElGnSe5NedrFy^Y22QNHs;o_wfk|2g09xlfJ(ovp(^i@%r;*)B!{D~J z+!^2e+({+rE!@TR9xVm1&x)$1D@XKeI@TC_U8ZA`bN>N4jb(mIV{<)9?#Ri>7L@R2 z^y=l&%Rt&9X&lprL1WZr?sY*{nRN8!8vSmLD9uSPqv5hwFmDwWiKO7Wk7k*vSlGy& zw1Uj*wmV-!ghGpPVPztL(i7qFz4mLaXA>*Co5)EQp{Z!^!4G5AXgzQ5cffWYXmKhL zCLQ#YNnywzBkyt)S#QbtNgz09`IAmBd&mRNJB7_^#6F&f>2{l3-&zsln(Ekj*z&wu z%4aKpIIxHaP?oU?7}J9B|7ZIgyoE@y(CAwaI%6>0j&c*n)3^K3Kndf4BDXdP&>R6->nScdL{TggB}BB z29ZKy85+kue_EBoS;$>9&}C@`M=`LC5Rq?e%;3)@*qbRvjjX`*zxO}uOEO|13l!6r zw43X)#Nd`bX)AuT%?#Y_gF{RKw^6ucB6uS;ylf$)1OVh7>Ho{JKW z_46%D6J*|;?;X*EaTsgh8kMoPN4pPPA}Cvz2V*U*m*hZmUTg{j2Hs(HP8EzDJgl=- z%>ylA-lSa~$gh7a;G;eOnzDeJ^#}2r=jY$!VH?xE!P6KHpmHmnZLuLg@VahRv5~1W zxhY0cubllmksL^;aQk+XgYAp4bCoH3nmI{%*6=o|2$Sbu)b+)=|Gu2M*H(*;iZ`d*dKj0`C8ivp@&K1en= zbkS3oy9hyR2a&?Ns|FosWG@j4X_!qXA|&I;mOt;jBGG8m}#7tHj3*G4++h z{OKZCsj__rTZtl%4^bE>+3U*GC;a;rOvC7o@?t8zb(1r?r!#Vf<1!|*Qc=C41KSFz za5vre6QhcrrgjSpRsfe1Xvj$G3m2pvT|9G0cp#0YQpaGH$*Xu{XeW=2uZl`{2<>@N zOhT<|yc<&x3nFFSx_xY$}~1idIGiHO7U5K({QwnF|>x0Di{ zdAozKU@J;~|LfI-r}|jgdQFq6Uksf+1JniDtS;ZkBsdX-q4nmaN(t}2^|<~r_$ajIfMS9q7p=BR_6qOpaAgBLbQi5QPqQxaQI zf=CH*#!D46LFT*JOH$%_*kF0)a^&9_@oP3+HKWGsTy*(US89{6OVRJIS0g7bAS|Yf zld;RF;nD6S*G5t2M2IPSarsPN*)+e|2~Rs9il`o3j$WfuGRYgef@|hgs{rv_ExL|d zoE=+VC-V##qS6qs8J+oNvoL`hfspsZ2WsO^G*op^?4e|HsBbuwnLGA) zcTPv3uOYO%Wt5s_XZ4S|t7x72hBZ=8lZ?ni|Lx`LY>XOBEbjw{z)Jh;fqp2<-JO@D zgfO*JVrG$-{ixvq#KC8BGOTI%A_`0~KjKPmaMsfN>{ImfL$D5x&}x1JsZN|6wd%%0 zDD|7RH7-^SffN`R=8{zKoj?~KBX`HIfDdxomx3_5kKGUiFVg$zTat{F1 zf-c=%xB@8vdtJNc_`?;JL3n3X0hD(xjm634w!%X%s(NI|Z_X+Kg5YCaH3*j4_BsYB zfGJ)-3@rY?I^e0MK?^~s)ACq5ipicn^*~e8l-2?OuDV0jA|zp)&?#Mm&I(J3a}ww% ziN>t@=)z?ZCHj(vaxU*?R{i4KX5LZP@~Qq;jK#&{3k;I}3EpIfj2?cJx&U2U%7o*&pjRjz?m3}( z?88Q#oFo`qNGY>i+Nm`+|l6K|hmC3!`z0rub&9D0@0 z>JBFvKyZyX(yKlX^gjPQ^2&vUJA@ixTX5jr`tA!A?3{L`;Mu6gK~PVh6gcoBP8y9G zz(Plv$c+_;9;{H1>w;*N2U(w0UB|A&;$o=1-o{sL6x8eO`;0r8J8-OKMBA{8L8D8w zc(qo=XknZkAUE9)f+qtd=uMToykAT%>s0y=7;rLTV=A`(L0>H_u)wWEX0@Kk$npOd zaoJz(Bda)fJtP{Qu)n#&*?{Gke zo^hu@sz-nF1!A$aa{D$0+%_JD>i~nfq>4{ujcq=ReF!-R5bcO7f^pchT~rT?bJT{Z zJ)y#r_*lyvP~=}$=Q4>?I2PS5TE-5luks{U@5IYLiKTk zg6emt41C=1C#UY>p}Q;33Gr4VF%wGQ~K6Q8~H% z6nY};+l*lPT@8At)aa5~gPFqHe&)VzoFNGoUAuIu1IjxmSc6`Vmng2(wa10_&&Xwi zevihV0Aj^}-cW+I1`Q<-78Od5R&5S_Nvr|hluj4%+lGAcTM^9*-$SU!v&0>_RqPcO)4?4;`_mV&&rN6*>3oejT4-hEGn#7MwG#x=xObpp?> z+$FKe9g4ZkXg;Vw4+09w39tZ~EB^63rXK0}K~mcD6ugo3g4JO0gcB|XM$krdlj$tt z8=&B?^F=aOYL*G~Df_B@1B2!rCK32b@p{z#Y{hw;@U`z0XTilpfga4nbN(Z8-wS1Q2trQMIoK?DxMHb9&6m-w7;lh zz3}Ets-_w$V)f+zx;lkg4=I4->6`VUH&qxVIfmT{m4#ap@)}zQT!IyDzo@P)=(F~E zfV-Vmm8dCJSyxG%q4qSY>Ed({N-6b4K$>(_RA;eupQtsEsSa0ZHr?Kbxu0z@E@ERh zb5JUQYN4zwo}WOsnBvzDW_!N-?d@l8v+HxJw$=41aQQngp z==Q+dq=abZMOb7HD2K?Y5{;BhLBJ;zZv5po5=iNjquSxbz_J5 zW_s@fF-s~8yU68D)m5_B)|6zgkzo$~6M|CWMJ;Z&vd-hO*FXf?fcqS!!J@rwUM2t- zT3kxhpkRVw;{?Hrhj&WePlTYTmNhtAsUSh+fyp6&S^IO(AHuLEXROT`yj^{E7MeDlFNO#j~w^IofbR?UO zFKse$l}fr>jA6d_M+zGQKN`o@rpm|8LQr>|Uoe7O`~#E(D2d~NruL($-P&EG9op5S zx4~Er`$MXnR8PJ%0!A3r@Nf;Cpy(_cTf1HsF()hwk3^x=l<$_MTl?pP@y~J%trUyG z#85uJvT-2#uRl(Or{l!}%ZHa*aTNIPCnuVZTS=df*kcy8eWU4ZC)Kp>^V^9|oCeu< zyUsh9deX>fK2(e=VlS3VUkm;_0ZYh^&PJBi!tIkLs99J%hMf0x4l-cbV8&pp zRuxxcNK<%>Kk3_~q)`vxtAEDcm4_z3&C}Mf4_6XvhN&XC&0S$H0n2 zYnLvfzTQ0{g#4MUVc1!xt+dJ-Ts={O_E4-lS4?8m#k5olZ_N0-8*@zSM}uxW$=30q zN*rOHUx;BX5qtG+z?V6$kE@(o28343`liEOevMgy) zV`;ZfHhhKZ{PU>gvqwxnKzXA-4q-f;=q(W=usQ5;ZO5&rUknRZloHccA_ryF*n5Ac zjVA3AV=mC%`cWy=e>!;`Zd_alJQ94MjAQud%5G?PDlYi80Hfnm7AC^n2DdsL2C%Av%Z@$!M@MO6m zF&HfyOQi?zsnZ^lF}n*2*@)G&HZNW+ljEr`T+Pt`4tR{uBbIrh=6Xb-l}xCK0tC0c z&U%88jJexN{krSyg>!PH+Pu|bSZ?6pi8R2oiivS#5a?1bgO|UrI-=F2>%=}8+$F85 ziqC&r#(Y7e;>ak&jVzvDvlkXQZ0>gnVp}CR?HE zZ7~7!wahJYLpB5qt8yR2{QDty6UkoqoI$onEdkB(&~Mpe!Uuxco?rRW70_dnYGhp884k2GZ+2jV4t=?2CGlM>IH$jP`EpY^+t z$sJFdt#S8xg4rnLcoUo}lEBmy+U0p_*o(x?sogXA-pBp>@Zy*o;-0Z0ROBY8*-Qy&plRsrbgWHmh$v zvFTnKQ*q#KZGj~04wEo-LV+8pDl#SFByYR(@scKO%ZojAzY6mdBDYw{R^ONTCysu^ zC@A5u8U`>oDEFYrylrjX7Q)X9c1q-pX^FJN6Tx%HRVm_N?8)x z;^EKJZ%5%=`|3FZB3ciE{(UUI4!EdVMTru!651G3*aJf;sZyxgx~Rz;HQ$9A=fLEU zEaKY?S;qj?ag|4$^>jCF%2o^#7vs7pWme8gLiD^%O5i<*b~M@ipeo7XuMn1U!Fu;My#c$_4~g#q80Y zVZR&Bau%atDiK_ziyY+Rgeby1hont@V*#V+i!3@RIA8oDyllf9paTW2qH4wQby56r zeJb(e^T+qB+~j=m1RpSrQz#)!aKGT%EhRAWCP=4(hT&bxQp^YPe#f;Ed-&P+14k~5 z>rH~Q0MNVP!LbH5xO{_)1!l*sq#7UzwY7CHj09S75>j*=SxatFa0~h2-XaG0$>y9= zQT~5+ywrAJFAZkI#lehGBNz6khy&1uTrXY{g45rS568YaGe{iSNSq$$G zAry+qY8bU}Q^<#X{|u5&k?b0yp4Q+hUFyCbzrCm9s|66CTq%ITpTH7k*igD98#5?p z>)70dLuent`M;*MC=l%a>nrt1vS$6ucy96P#k);1L4)!*wjD=#O`^0bKtHTu5CjA^mtC1Uv`l!CVR3GOCJ8=|@HV$s~Rpa@TYoIuF z2f+x`pJp(IDjLg-`$WNlQY{JA%TNe@Uk~Vg6F&IXP;%nn`BW)S6}yNyIcGy8tfM>* z@JmyZRN( zo54>(;NM;kbo+c74v|1s-Nvkf2GW2Q2v^(ugurhb&6Zr8DFzR|I!|^IYvLeCi-5%y zs~2Rw$>PB$q-NYNw`Zts;(23=Pc!FO%u}(q>yr=)r2{%vqg|p%W7Fx{(>j9l@%i3O z7-~|_cL?ALMTm4&rK9k?Z89qC!yCF*P1-RM?f~<^^YNApFf@C50E{7Uv~By_D59Xe z|HAYUKZ|vt&kk@&kyR(hX~-HCo`prl@5VoZ!~C-VC&ABvo%GilOg0tvwoUUNZ)>UW z1t>6gqn*Of*HWTpnRl#;^-$TfS)JI#lr837FMYMT&SRfEz}>Mu^o4%(x;D!}r7Ib` zUE4>$pg>kxq>+}e79ipnv3Dm!Wo z_w#{BI9@?Eg@@nLZ|2AA4Ft?mMT85=OmB+e(hK(^ubN4H^LZ+8YKH(-ahLQDW^gp! zEwZ*a2}TJ{P8p@agL$2rV8xGJLKij!m25vds1Cwk1c%Er(mYokb?18&-OW2)M7SN8 z8S#SX65f*!9Ti6xh3)*{4#hb5Yd|g}AJ%4->@Jk)Toa+}AH(d}git|xPyG)32E$_N z_zI6R2=>9L8g+p(y`hjG=*zPZN@jkokHYu84|`)g zgMxb3DddiXiz&BBEqA|dC6s%>Lef7wR@l9?k>J)+BW0cB(j~rY-vK;{cN#`J2sZCG z0WS#zk}i4A&YcR)oVcMrq=!r0JR@jdrDD^G|CY7jl%Cs6Uv88<hNA*F48k@?59{Sj- z)p~K`IqAv``!@hZ3Y7#CwaBxgmuvqHn2#=14}OHUy-hKQx8_uSdg$pikrE1*635W`adMnOg$R|9MTNU= zHm`qE#bmMq2)E%b6OA#j+|vRG6y8#sQNkE7x@bESt{)K1vw(4#x2QE-Ihd1X6;7ks2EzeYYH(6lPxGZ*yUDg zzqTUYAx-UPY)TGo-x((mm-t>4%eD~;-Ijex_)OLf)QP!K*y{OMk`Cuns}a5z)M}m~ z0Lw}G*X$Ucvc@)Opac^&&J(*HmJ&|n(S*KH7i^?_U96@$_@#j(BOzdUZsuKnn_sQh z?}`}|H^TK5v+*Y>9Rg8+R>1T-!87ZZj+<-Voq@65$hQywaG-4m ztr+@v5th{`U_p6Fq=sv#?;Y{Sx_$xZg5@eMlRB_vWBGWHvA<*H>YrZcYdaO>uyB1G zk=uH9=q;MlC8QHFt=Aa-=hQwLhJ~y0&NOy~`}b{__0gfd-Dtt3<`PD39RdFNfN;~v z{{T@49*_izYRI(+BjgLL8TzJ&qg}rgx5M0P!f~Bv zaJ!xId&L5ICKFnRx3?onG>(BS*RlnoV-r;VACDnW11|b%u{19gHIa!un|&Fo=-LHR zi{%Kz_04`8szEJB-^x(G?y-NQYvcu+lI-*U+C>kS>o2 zxl(Jf#gBX&2%|wwW!PzA5rJh@P%6n+dGjO6s9f<7;^Y`LN+LKUT&~_0UU#+W)BGfc zyeT~Y8|bM;5$_OJ>S~y3qfv(=QeV0~b6t{GK?vaQ-*KD-ReJjqwl;?nstYp~#0Z3) z<~H;M$-FHsu5wPu9g7(OmPikDlo7@;%8UD3EHclUcEceU)OP;1DZg~c($uS%B;mQ4 zB@O71D(%jy{sC0?@$dDM2+6lXLWWXYKRwasT5a>r=FAMq4~fUbi0`g)WbN*e)EpH9 zmZ(P;YrC9h6X<5s{VBwl%;D3L?Vax{V?-l%+CELB*P)gZ%=Le5yB$Z%ydY(@%v`&# zFSD*4(u!5joA~*+y~yS)64@(#5OcAMT`zhyShjxrFPTh=u0KgtXR1m|EOi>Txe9+%84PoX;DyNh#v9Ek_q_7$BI3>>ufDOL5F_-HvIl{rb2+ zyQdLW{i#5#?48La)t9|Nw?>ERNxV$Aoa?6mW5|@SxC?TLF^e|ebpte|ooq6CzfqG0 zpR?Unh{a#9IYwPO8}uXk3zx9mleN`dKzB=?cjF~EWc}+iHSbnuk&?C)xy`(eGBQD7 z>;tWaz3Lr-q$lr8?1Ml%g#P6CAZd;OoKlG#W7&IAgF=YkAZ9O`X>4VqP=T3*%IveJ-R_5)X z#U$pb0Dao(K0O>f9x(Op{a>{QID0QZ-T5j<4*q%L-EjRm~3oR7XZ*ov;B2j zrvi!iN(3K&Msg;g$qCDO(b=bzWZdGQpPn{A0`Bwe|MyyPE!v2_f$#PFjGt@JmfT{< z;8RIlzCylJI^ls8hf)LGx_G5BeaJ;$^uQpCJ*Yp^>1{B;Upr5fR9i%{0bX*v;+W&- zxM`Xmg+Wf+zRl#^ETb_rDwktZE647!B6aPn;9s?o>)>SD7dzw?7lHqcdeJ0N?HL0f z9k2)OTI&rTYRTU#M~b{>?ml*d2%=$sU;<-s9Qu9g-|j*OQj{gb{&1~DJdM@*qu{{k z5~k$YEQwEenvop5A>_)Lzpknc>c6uA*F)>E2q2URF@e$!tihY0oF~IivIpGSB(LRM z(Z6veP!+ch2*t$NzPR7RFkA@*(Y6$>n4wuZ{@zLa1FOb^o*DVi7u79;b>ZAztX6OD zQ`W3#ZT6+$+p~fNW+RWhB>wFOoIpE=;%f$5xeR{~V6sx84*m#IJZ{Ipx z$1T^1E`?U}XztS%*5Q{D`{xZophffctj>)MjSoi2pb`Cfz@`kcJQ8Wm1=bGygyi*i~Ht^$clG2neg6QrLj`owKL-no(A6SJo%!asmy zzJ|WlZ1*MjhreIK!P%{({h(C#kGE(|!{Zw)sbIT8j^`R0NhS;>$^E(^mt%KB+tWWY z@%E;(;#=&vIV?@zl|;@SECGFQ|Hz!) zVMhoMKkM1-O~pGZ{jOA)X@oNCX~;^sDUf#z;=WhVrrbGH-)-?n(f6A}LxXUJY%kD; z=v?3h70WNI#JGdC-n!_QGLHH>rgdn9HR387nGq`ETemDtZs2aV;V(47=DJImRuA%Ebj_8y@Q&{3n)y-Ank8y(KLgk(}qc$%&5To>q8Z^Wp zbzb91b9ZPI#iOV(CzfRfs#7B^)JD*tj04nWu^1LCpZ8$*`Y^y!6-y=tCKy@ORjkn9 zp*y})%$G2R(0}t~{*}-pAR6Lv5AlLY?t;dGhRzf{rRe#vbnAo z{q#4mpkEhR$4unwspqJ*#Z&zNc;B$3B7KUX^N!zr@PI&0pPiE_$VPEx_8@-la-mOO82Lx`w^Z+Bs;%(~V+{Y>5l9F=d(w)H^qNbr^F6B|SMY z9(y)c`wZ+2x^J|`SR&8IQ&$lJv&c9rk(xQ77&#ZpbC_Y#$jT0%)sM}#9o4ySEKwQ) zw;n`PkJccn8hTmR9q%jDoNb8W4voiuw<&Rrj1;Mc`#ix8KXP++Xz^8Lt|5exxP|=c zPe7PU@;D&Ju;3%ouj?G*XNg~3s7zz|p-qvVo*db2U?*<0kv zJtlZJhyzXqAO?yqD73-%5Ba@l$jg#?6>8abJ>)B(EXj&HHQ(Vj4#*EL<_w}g`Ow*}pyR-EUU4;nNTKTW{n*s3PN8Tu=jx+Pso+K}6^rI?7AGucp9JXKZHD+maz~2HGuCZgRz=moU28P&t{b z$M9b*axIV%nJ(!nK)*H*@4l36#$JXH!>{Y0(ZRV~*v{Kl)+%qL(~+X4Kfv9E)%y8c z!g*HX`)7{f{(1EonpcQp`1mC?tYn;!hrw0Don|SRO;5+M=_k-@`B-QsF@+4$X?uWF z_fhoL7?Ja>qT6xlogJxktiq-Lrp?Srywa!f{;Slb$z+%>qZ!t`sSTo$31%5Z%xLTw z8U?;t?dY}jyCbsV;UBsodwwlaBMx^#{bWzh+x^C)KmrncF~MHiEx``iH;LwuNG%(D zLFpef$Xfo41hl+^XF?jyUGC?iqyu$6P>XU|s~0IV%Y077q+;i6MA5lZ!f3v?F#Nx` zCL5xNZZT92{4xj&`FfZSBs35yM#n@}cT?jU^OYWRjC;L}@{uuBnmUqUB=-ty3=oh& zdbES#W0UI2dlyV1t>bE3p0^qPFxgf0`qRyG{fxgEkc@Q5$CPU6d3_UOssC})=f2*_ zqQnmt96I@xbD+r-zX)a4ROVky3MYhg2kNI8F7XmM!x`6))^M4~2**z`S2*c#4llnl z%_;lx=-7h{w1$kwBZd@R$_GC|@l8kAOr1E-8_+f7;*Sa2cHi;K@kMocjl!B1IEr#} z@M_3;cb5NU&n?V6J2-{WthJ2jbKg@tHMgeQNG0|5%Yi7VzU7% zD-H&1zN}D7v)dEVTOlT-3|M*4-%D1YM&fFG0Nerc(B1c{Xs8DM-ekSH@gy1IOjeP; ztCZn}Na1a9;jWi&sn|c`jjqni`E8_HHdCVPf*{_Z`k&^_-{iv>q1a-Ao>!AA>k)xp zwLg-S+cJ8n0~=7AXd;RRwBN`8qB4x9?vD7(G{yuOt}^{bqoY)mdKmtKO;o}?G-nCcH6(V8$fFp&_ZlC8?t4ji z%q)zcWKo!|MiN$(d^r+~f3eFrFYq-XXI6 zykT*E##)U;u*X`$h4s&R2EB+pM9Tc!iVoIRpfFnC1Lz|gTj^s2!@n~iNg|Hg3!Xlp z13q_$qoIm+tKrioNXl`%hcfT_+deZUg886OT|VH8emdln-X>BNtabot5$(uT6mr+g zSN9Qk*H@kE9X4<@;U%AQL`&Dp0MYJy7RO#^#^O+}oR~#2XsZjaZ8#Z3(prcu;(ZV-00!0ubPf|f5R^-FtyepLn?)2TdlHS(% zdx&DNJ7bkc1Q&3WilA!?f6LZlIDCn{(w#gK96M)P_vAW8n>db!4&0&wzG($A8xeD= zBYQq=)$I9(=-!qC$)fTYq1h%`SUNH1z@-gvQ#}=Nb60Ml3jHa`N~r{F-|H!ZvjOzt zCg05SbWHED!XN(U|8!(p)1mgfe>R7|E@r@q8bf4?z1GT$=ZTzR&)wx?$(ybVsyhGY z_(4RIa-9~ob~KM=(`wLqYJV3+BbiF(j3F$(!E4K}QRHdX4GLkq2k8`SHMn!()U&~X zW{=$_>8VP5WNX!5(6cjTFvNXm`_T+bjJMh{rI&@~=%}wfXA-vc@Y-ZvPOwx7<;xXW zy3D>@FGYnZD~_i?zB(W&FkN40Z_?esTTJAAgInJg+QO$($}ioCB1(V{a{^l*zP`VM zazWeZpsl65)pXF54}FDH~p143t>UYD45gdz~c(q=J6StDjsUY3}E_BDsRY=n(wA@a(-D1_ob** z;m;o$b22BNC0SvoTSbqny!PFmAQhdRJv5 zpD~@dpN2<;(~*=aX;q*gMm?d0*vEH3oe(d$-I_(!kJ6U!2g6M8p&{Ka1@s;Gg0!+T zlsl^Vd)SkQzjL>rU*6gjP#kTeYcwO}5X0Y6QyQ#O2n2^;ovsI7+P}?t5)xL4`M!KQ zv=4E(fBzI;V(OALW)v=?!5Mc+Q{9F2;{m6uuM$p@|3Pt;Dv^rey)za~4fnu#bXQdX zfs2@;zGk|GuB|wQ3GdYt?c8)gfX;;&6GB%V7?ZSDEN#n`G#iRhRYrimsu!1F{>@%{ za%CG*F61|DTEvg(BWnMA0}F*uq_z*EW&RXa4GQGp5p#CpFNRb?Qn#%!kg zX}zmSHr0z$FnT_qtVj8a2t;nLl@%m1^GaK229duv#GXLKf@2gYQ_mp4uPg~DNq9?d zt7h63Mji`PI*bnb%JKy(HhmRq7MFI2!1i|OALim4V4fNZ$8!0-Q5uxJ2+V>WZ1bsQ zW>}{F-J0z4&ZAtOhUz9qsJ*Q%YWrn}l`GbRS4 zg!^d{4U7|dEZzs^5qcm;v!D@vs4eGPDb5mpp=>|f;QI8$ccu&`@Q|xEz_b%?N2MKziLYBm~EBKFsf=0O_gGkQgh)zosHb z8)3Vb0Qg$Qs+pJpYTo0B4O1jdF+nN%rsX031QJF89P;lswo88uyzn$|8m!rBHAo!T z#Egrzs&}M2PM!sUZy0gOxhjI8Rp@v8%A&C~`p3#Vt*;C-Ffg=Fcv|(o$I$Fw=PX9ogNW(e zmLar1U;eL5bm6E~R&xnwwpsUJaX*TfqcN*mb~eRL8&42Jl!Pq--Vh~b*T;&=Q3u0} z*300OQZaRGdzv0y3 zKC#4GQl>(|R}s&eh>!N?6dpvo94jdO{fz?GG>;~jY4pi-UVn}Dd}J@$PdkVO_nw-y ze}`v95emMsQ_#2g*oVW$b*wU02;P#9W+Fc(glC?YQ18n*W9GMl7M>Xi4bGPnJs~26 zTQW|WI2-f;3hJoFc*fyy zq{p4AVuDHi4W_d3_Ebt}6?p$GfV72RGgxI2lS|!7gFOrCkYF^-?b-3~7qn3;B(2|r zUQO5zu=>H~7_&GF%KtiOD=oCGFe>VA$(L65Up&Mli1|`70oh>v20H9IKVGS&g;ZsD z2i;!w^l=U9CDo3)*Zk3bvwCqR_*fwh+I97v3CRL;kK9O6jRQFn-4-@IhEq=QO#Sb+ zF?HvD3kD+oYlgyXdvJssVLR~gfR{*XgdZOdOOnw!9}5cmUk>(ALZ~yL&qie}Jj0NM zcbe!Uw^JxvJv*J3KJxs3!1x0^LmNUfJ&GEk)8f0-90P)#{VoP76PGKl#Se#J%&vxdiGh+rl#062g~Ye z#tNIWApZzxat)Wy1^#?O9RRJPcL5XbNqc>nSD58c^t5{|9cKmMh+=#uvoi5;#yiAv${!=YyqzLagi?M~X;Fnsn|?Eu59dCJ(=yb*s462>0 zPvFybIMBS@;>R-f{@7%2y&Gc>&QB3cAcn=y5QDVn^`(&_0gJC@f&P5Q;l-454o0Gp zJxze$b2}pXY%VO?hSGCA4YctU1meq5{Z%Ep(Pj>KI%9ZGoc18`sa@v06FeG*RvpGp zKz7(j^y-%ckWPko4~c_@kQGJ?Ail8eVwa?$R%g}hM;^sQ5$k{rdM^r7+|e2B*2|xm zm~^0^vRdDxOTC=&%qu1Ow#3fGsh!m^z=2?hRFD*9SpSCNJh3Wl@v=Gbgj%D zd|!}l_hQjY!UCIv;U&6J*YvPi`?UiDRa0GD4=MIk?{S%A{SJ$i?=oxT_LU{{y?wRckJIS7^-gcq-E4`&;P7Xu6@n)mu%QKo zgwT#bnp-(VO&FnbXS@zN{M_}iS7oEqwQ-66H(HV9>x%!|q=3VPK4Hp0gCj&MZx8k< zjVA(15Oo*g!tITrx5!6HhDCI#gRVaH@c;OR{DGk)2NV`v-dRo(?kG-#Q-n0hk*(=s z{w{Jz%5-tS+$Hkh+;r2?k`%RIaD0F3#K6HUv-^Ukw-r<~yHkn)%nb9!T<+Plx8} z!|u7NZ!*vjeIpX@OG{PyMg8=3gRRA-QGtOJQLthhOhGM3Jk(kL2dbiKX>9>#Fg8<{ z6LenM{G#Z{2xtYWzV|(&pZO~+)~FATV-)>@0Weyl9zB~IUn(th?pkp>ykfFDr2dHE zKf&uXJ?*}l3tecWGN$}~ou>~M1UcHRC+t)$lipLPIhiuGJ*g zHwz@9y-U1QmS2!p2mkN#PY9CM$@R)WH}c5%^wemjf7n-x*_%Y-4vHOqRJ3Ven4yX` zAjLHbcj!00X$~vf2f?^Y7Kmxi^&MVoQpFr50rTv=5_bvU^N)%2h4-z7?^x!<%Xft= z$3yG5pRnCYIJ}9d`Hy}MQDGly5e^RuuAD0rD*`Sb72=X?;~BW5b-4teFxYxS$#jmA z^cMZ?_7bBO((oUjHm6?pSch$;qN(!?U>YfAx6 z$bnn<7D_D?OhCle(#%sM@-K6lm6P(R}N4YDuGLfkw!a-eFO`-FLb$bYHnf=m%qoh9UW3QfBz+ zJ9L1b(aA3(m2#Z}ZT-T+TCp(^vcqWHEQ{?T9P?X*ObAy!>P9w?dTwiBZoIyQ1-Nhv zkIN4ohB*ku&+DZS@`qn3s#)FviWupH&5G|mEa8)LhN>u;Y3(QsddSS)%vN6?nTIQ_ zSl25nBuKYk93-#5RsxD*s(z|E4BXe3qjDG2IbtXf#T*nxidb5%$7?p0`$kil znV`XSsc-9}gc+st?`bN~^DQL0&{s@GCebZ|Ll$ zo)!xwXDM$M+xV18{rQso!f{L{$tgmu35rV-jKd$?k??LtJSegarSNidMl27}REjqr zd7J@-Q6P1-E;EY76^^+WgBFGlX$2sSdJ|Nj$rOJ{YXe?RbV=a<<~Q~8`lsvh1jX{S z?MVWLTv4hX;QN}4)+H#=^4wuI{%Dx$Cls9QBb0qEs*2;rHxUBf>2}NX1F#oz8A}p` zHv`kkP>ej*;<5Pei=w@b~Lfuh%2|LYHDj!>`NJwWLmq8*#K8q+Uc9o{r5P~H(G zu2?GStY{yx$$@p#b#WpwquPWf17ocfIRtBFHE)j5Jeqg48M3JoVI*8ce<}{iZKVH= z>5S5PZ<@b~8)o3o|GIj9#rTrIN&zPUQQ#gmI<`IE(2dL-w^Oz*1|jLo;l3$f z8i^mIK@W(5OkC=4|EVan94^2fx&D~yPqu}h7|4cYOu+Nj>r{;p$v8l-%R_va0TP5O zs3HvoD~=9ue%@8ff2AG-B_qk~^I8B!H(gmn?kgF6+(Wo|RgQj@8=`}6QXJ!)KFg{% z#hEJYSpftvcZ4|MOrapP)i(Xr^-@R9-DFR|nStQsSrJZ|7`TNDB56Hc!Oy;LDZ%@i z^|??9C#@F|P!ADR_g?O6gY{)GLxlJeb}CBHdd2eCyRL1$1;7#R?udV{d-hE#v1iZJEw$Z*9NwHX%y_Wd zY(qzHxgbr?Q?qv@J|MNqT>+TcT;_9I&B=o}&?tUbH^G;F)2ce4Op(kya_Y>o)AE?d#Z7dvN|B^&z+gyEtt9COUiL0iE z-_a;U>!`5QsEDo`vhGUt??z<=7MT;RxWjZK1j~>7fqgYWl5U>~Yc>a@Q^Jce33ifq z&t&y^H$C2}(GXgL0sZ@_H1i9#I<)FP38e z>(}y;)l}z6-D!`zQNby__!MBreZ;QK`r#S5Am*zWaR@0V6Gn$A==cjSzJtvp+fKcI z;8^=Ko3Nc}Z9KGMZ@9j|3y2gWiM436$2+-QUr%R}mXzDw+Ne`hDNy}6mN>&SBm1qL z!4if@U3pxYWG;xmO>B!zMD85BQvV02aH(*mF=l7oYk${lty=&Jc$3^JJ34^K4ki%u z#iQOx9mz)hMAyZoh)8oN`gO1zE+WOg{v%Y~7ajl8*WX`+y4sd7iEDoi{7Nz3nE36r zU%Flkf8cnH_K^)5U8a*97_`_l0pI9FXQW&*kQxeQhmZm4LgvZIVol_K>O)LaNU5rh z$rMu`B~Dd4QNTle8_vE#PCUE*D;zI?{_e_%g~>6OwC58y*u7tI84xXVj%<)?&twql zNi~B{z7ky2Orxr?6E#!o3X1^tbu zdE#Jgp5jBeD7w#K`!d42TMg|28}J@9b`Df5i$F(UfED2oCwVl$+8lx}1X?RcnHV*( z9Babna@;UzAFS0Y}m|z5Vx{Yno{lL1oEHKAhJtA ze2!!2An0+__GR3F6?do-{S)-}T9u`L#H+nA-cgT*FyZXDi7zx&{dh z)~3%yskT-+1-+Qa!Qu0*drJW7ZHu2S zVO{J*o@3H$xxW$>higzA)sQYB{Z@Ty74jxR1*>PK{%wi`w-Wl3sNm>O&v1u4bpT(o zh6r~#t-3x5@x~PPW`|<6Z_!24cvNiCV@yl~Qb!28ks=}IG2>$}Nu5^}wqKwm4YiP= zr*rfd+QV1EL_+;FS?(*hDs5202T1793@=={qLBGe*MG8!$KZ<{tsi=Zdo{y|h=~u6 zVXLKV!j89l0j|sImCPHKzEIwz!FY6&(n-;qVTn4R%diUxv1Kv5i%}t}98G*Q=@uyQ z@u*x0IZQDEhSDiN{fsp4P>z@>f^IH(ngl(MNvBEgmzNF;%sB*%bIv;6^Uoj&6B={| zeW`v4QyWL`?a24l@2YQIqsb;6o%+7+ zH;uC$SvSKx5CbDmNK-E_#GqT^;fclh^*QtxaRqu_yZHgsD10$A83FHMPZ_iormZT6 zc*Yr3F2H{`K+i)vlrV^Nhy)Z72X!XlSMS?G8r<`(k* zeMm(r6yetZi9Z2A2Z-siBgYiY)L;HhGeeHZVsB$Vg*wtt3Ng=<=GfCB{MkwhhHc?w z3p0?Q5rWaYQhM*HF9sqUc=&8OlGM`xP!om%S>_Vd_N(Il{mga0=NdjCOFu9JH5c!p*Mw zTHLkM)p*y+T;+!iYJSeJ6S^YED1V3*v7j%b017hkd3QN3k1Q?cXoWSlosAQsl3|?y zkk2Z&!Yu9|c$+O`J0>rydjPdhZ~BkHHJk*vxn z{&SbRgcH8Mzz5PYfZDl>ShcPy{HlO`J*pJ0PGALt!`47izOOop&n@q)SH)N^tI^Y% zE%)$L?Z`5#?(F0*Rckf}($laoG^7&9+yW5UEo~kIze6-`vK^u~A!*An)>0eMR{>$l zz^T6$Msdh!<6os77G&Ibwbs%wP!eJzX8K%Iq>wn$?|j*X%AykLR=|h^&z7KQ#sN=e zL;SBIF~+|xD>4JTGk!>cDS@2942gp`a()rSs0c$K&x_bmPAjkmYh8Aso3rh`u}O!P zeH7Vr!%+AcA5GcCe)y#vPZaLG_ZV!!u>A+>E5J|W^1mQv4pX_ppFp@501V9Q57nOf z8z-M1buMEQwb$lXmL{z$sv#yBH}ekjj9(*L_@tP7`l+A!xgfHvg#P>b!EXF8!DkOk zx;m5!$ZYO+Xfg7oG{?XceZc(Vr(87tBe#bgb!Y4W4Ek}$+Ygtf+C+?_v*mcYC_@B1 zDUo4Vs?&ZuZ7R*Gy;}s`BgLKFLT&F@7x^*i+ zTiS(Dp9P>QVUYeMnP3V zQAk~PWk*EcHWkOs_w>R11k77fikYCq+Q_#Ii_*EO2J|>G-1T+2sv1jGAg+>Ers&6{ zBzKhEy{Hh@(t<$5%uOLKDS(DEWbr^x#=cH}_qYsWz%O{-FYqs{Iz|6ECc2`RcmL)y z){$k~=nj7wS%n=C(8LM8ym^P7`5bTBx%_KyL1aN{Yor4W1H+gJgBiSgvs}2=Q?=sD zjVL#YQ~?M7Gw(qZfwz~`o>bVp>WwDEH9$f>0pQJ(8G_zUhBiz_f#SPEowsgPj&582cug0GT$M8uq4q8QY&zrM3+mRehV+Yw}pyaK`ozE||S<_>xz zme^ky&(2?=3cCYR@gYqY;al8BBVGhM7}C1PcXh(BQU*AkB-`d7j|3G#KbhwdYwPt$ zdfJAYK;j3F_Rd^Z1DCA-*v-TeUUTMw zHy9aRsS68k`rA=LIG~c&V`j3OzP_4y>CAbdOj3NF;Luo_E6{kH06aCVoEd*tBZ*EA z(2rooPatT_8Zfh*&4|a|C$QEo@L0#PT4+X|)zPwr%Un8gxDa?3fGB=q^*l-}3a+wIfiapt*_7YbqKHO4ta_4f6mK%Grx@PKEG0=r-SemxIOpf4{S{WH33VThjewqjl24p=fmiy?NPXtp`J z;zs({#c-BVDlV~*_;H>I)UF@1b2OBZ&#RcxdsJ_j(il%YW>1@0Kzxvj3TMuT1nHt% zp&*_Mfu_4mX4guaXK`qcFz(%RTQ{to4U`15|5ry7CGG@E?CS>TNM^1>I1m@=SC5Qx zG$i!GQBU*RCl%(%C7FURI}0pd2L9G*a*z4La&AI9lCP}fx(~huSqz%1HFW{I?H9u~ zzHb8n!UyoqJz738Km6h{hZ+b7@`}OQ1xJ{RK}Uc=65RxbV4GYk7O!8dIC`t6(XI4y znW*xZw2V=d9)!h@b2)T%WSkDfA-wWZM@oa;kxB%>)0ggy{) z=QF5f_~K?(4dPYr>&Dm|Vb-28#b@6%ebAMs2M`rhOYAEY>XqRYS7TQ;S2`dohC-)K zxzu51eC%Hb8OD3|meDRLgafhRDYv||qf=k$D{f2<*Ki&A@NRY4`V;a4C?Y_p9TvYZD5MyL_CX|Fj+;!AO)vhRHK)XFM(l5Zga zw{?EA=ABt_=hlXjN-*qMDFPSC($!rOKt9G2_r`GY`*G}_)V<`_S79~3Lv<0QGc>A4 zo$1FKW=!_+jiPmSd^mDzYpWhf(f1RP^IR8&*74;9)UV?E?c~{`zECXAcG@n4K}moM zo1$!unc$HZtP)0b0g z1S~CBVG={kj`EX4W7SB8k~ZBcq0oMs_+QBKQTE_p2P{QA!4+A^4WmnGIK|tZxJzES z&`id1VqQ3;mLi^+T?3ZO)tb=K7z_$t87;wb=szB?)zIK_f&W_rYg}4N>sv-0ww;_r zNaS8r=?*+6+eCu-wdy~htTV?Z)4^w-tWx@w>zI!A`wE~n!>6Qbfnm&(3Sl=6d#s5r zWG<4hn!y;w^exm;#W9=JMoAaHsn19r{o%?3h$m;KR0 zl7?TV$=J#lGO1(ZZ}6j+5?JC;?M^K+z)<<>Ll2n-Zb$_Ae!luBIUu6qOZxFU{se`_A~I$_3b42 z#?4eC>WtoU`;1ZA3{vmOlTx1D&r1y@s*g_;Bi>Zb?-c^Wt%2Z$e&=%$x&fPDiCXMl z$Z$3#Lw(~jHX1GlV-om{ryN^I@~v)mJ%P8ia0xL+ilwit5wu_U6?gAO{PyS=yBDTh z(cBkgE0?v1J7|(jEPlz;YQO?;lpU=Z;4=gfB<-7b^3O_~#Y(1h1kiM?Z(@#$wvM(P zv@*;=Aa^)l;@kn~2~c$5lw~JyCavr@!-YQ|b$qKm96SMrD6u>1aLsK|V-XvJW{wrN zaw!^h7wS-*!X$EVoPAx^ZGLAO;{7^ZNT)JHgxl71(+ngH>HOXCGx-UC{f-XnBF zvw;QeCrw;`<(_mhW3Ts%^RBT%Y!)X4{kG_ZI4ZFbUjg$Ma0m>3V;ou|*5JHu_-200 z7V|_m;%8Es&~*L;wKqXkQG;fmr7flZK|(FD#UH}xBI3LT4t>`+;+V;|+OXD$Vb8Az|e9%EnGtiS+AK)AoyH!x_|pg;eU zB0A1}_>?_au77#wcj;Y=@D(#|)--V8`F)@tm@rFMp|%(#rF6a4=ur`>bmF_STi1AgZlYC7;TL|vP`n0AUuuc?KK z@jtv7hZMFwth9aVCQSF$-#&Sj=+&YEe-;;iqjs~wV^!=<`UmuB| z%dk!%&8ZF-8VB)(rXFsScj?N}UY#08`&V54Ofxf3gtQ`#y;)225DcK9_7RMfPbi0= z&VTFAYxO!TgGtEoS#-@iwFEuy%8QL{&TsLN6`}0JIyU$UY*}E-Xd^a`3 z2=bA`dn5>cL|bG;7&HHgY-f`UBVX9cxiky)BM5#BN02A?LgF86N<1(H2BV&tXj+LO zI8$3PC6qMMUjs3xc6B8)o{bMpsomae0kSwvLcqYPV#D~^XadklXf2=}AeqZ-@9xrx z??t|(k5NT%;9rCe$MC`|Ts)Tj;)=UD)7K?Tt2LSW^>&FPQN6I5?pE3bheE zBF$+OU?OxzdnK>D?%I*nkvOzRm258UUXTFg=Nk8TSTfdI>Drsvu+K}*&tDWPkbwhi zS)cPa-&B=pj7g14`!?~QlU<-)%iuGg+p%fH7Jc^pv1N)3M4O=r5Lh6dv##p*)fA95 zt#FE#dze{v>KzQ)#Hh7%_aiIxpzst@irBQ7S1NkqfrL9{OgzeEqH_jzA@LG_-XXcV z&yVGm-g{q+3t@(y;zY*Ag9L)8m4v*4uSTd2Bbws^7Hw^D9IGJA#4P#%bw`iuQ}%2F z-^{blzr|Lo`Q+?Lm#?7g4ZVyfSNFJ^ZK<%{V_wbUGNA-^QmF*k} zVoEA@XkWC>b}Q;UsdyC{;eHAnzpk#k}n+(`;8Yj1*2g z+rrFQcJ7a^0~?$a7^GTmLryuPi8OPP=WJk@ZZ)XNY&5-ym$Y$9ms(B|4j&972SU?q zW3}FCz4iTg-~s&Y0SLtCo=#{>wme`z#KWu@C(6UORJr|?-E3#7itpofHF%6(cCXoR zFM(*HJj?K1zP5#53-Y>hH3R2)+)S^gN#w#OO;L-%0!3n5x-y@F_M4bTyVFfKo}XHc zT^j2TB0ha|cO87G$Os>7KOeEXJI~e}IY|hV5pWv=VAD21#Q_~9#~@RGmZUoMf!2ao z5BlJjfdbGC=cH*VY$~AyF8i#u>IbzgInl2&5(m{BcyLEIRrV!%;eJCrkEBw$WIu7} zG|rZVDwa4EfXZl;3;}@lX06xgnJmZSb-xEVdqt#oYGw(&=2^7%6XMA2PVGVdse5YFbyA9#mzjBC_T-K5N#;6;GG z5DK7ProT$zK^C&kM1M8%>~#$0V}TA`RDa2MFouAI*oC+fO`{o;jBHl;wM=ceGWE^d z*_cs`8)f#rjsm_UYpcP&3>9Wkc>*pdn*u_ZR%*hKlMr7pMYZlNso>_0R3m**f$B7= z2q9Dsmi|BMBU>EqFj^}WSb2yg>7|fpezIfYpicv4c%^?4Lu>zSOXzR8TlDAPis5F- z;7l((m~T5U7T?HAX;u4v=BP#4_?1lI+wYhR`@(Kwr(+odC1-nvoj_MH7y{J+*5NAO z{?R`3#1Jp;v*CdzHG9ziUhdWaOpnitz8TAZDmjzyn^b>DFtHdjrUMPXLwjwn61wc6{v#tOncp8fj@gHJLu zWE>9(lNYz=eaC*yT}G$=xe2*^Dw{ir^v@gVsK>UzZ?ykw^jG0s0JNK+uCQWTgQv2J z6y<%O#pW)}hAS#3T!K4NC3GbbgJNa(py_zs$>bUIT{tmsi5sB;9;p)$`jpaUGVPKj zA3zWUvK9hW0D{JaSTxIKLry&&A&K$4c{`lw6T}vBATfOpF-2!-Kx~_ogcO!#UAhJo zln0zzonVU~%fV<5PQjSq-GFcn9J-g`J)O&`F21z85k6VIG=Xl=>WC4f5&2W8=?gFmyzw0h?%1Teu`vNc}0 zVP^rfB=qmAzw+%0NM&R=BqXOZ*+w;VUR%7Ts)19P3xb`F?f`4cWDm6rGAPJZ31TCV|)$y-T+>b}C9s}+lC-cU8T`&0S} zQMM8;FGu|;3(W7_+x>txKfWyf^vFti;E3czd~p;?r+cBDf9DXst~O@>GZ`7r?q3gk z=uk|TejP@8lD7v#oXcN%q81Zm%?(^#g!ck9g~VvlC6Yb}CD*tniG z#YWMUQaN=*J35B3@gd!W*MZr~YVf8XV?-f|4 z2tmHkumTzWgPLlq8qho-3tDYsxuf^K<<4Ho$W)xW6BbEs?X_-{)$$h!$5_+bjHjZ( zfhC7l{Le9+Q%Pr8N9KEBFYQeyxtZ{Iu=lU*5G(lIHZ7XGA0{5CV{w%4Z4tiK=_mm3 zgfzn?SPfN3@^cV@at$UknhmuVr)Y@8yJq;ooYk(Fi6x0)s=yWCUAZF;ctV@$Ss2aL zhN9ON-qu9SLRl@^9&SEbCAxfH`RF#=JjqVTFyr9vfJ;fbXir%C#XPvd>ZJrG2R$(v z0l7rmu>cI!m=uPTbWI5vCXX`35MkE+^HZ(?|0U_l=`p$jBVL{-P?QP0z9!pRA+fTV zv6W;Q(cER?dP>OyVe5evTPs5%dU915<<86H$CTbRx~&lWAU!U|(mYt^+*?tM=<0Xv z3+4NDJ~Z=G{Qx}DN~bsnwvd+Jb$aw_&=0?tP6vGR1~*_sB*Oo9zfm+Y4}uT|Fs?4! zan0J+2rmb+1O`pdN<;Sl4d_JE&nYX-%-$=qw&SUkVoE9HShNIiaGIiSVB6QQsKC|O zsdH`tWx>lAtr%Cfx>!EUMRewg+E}8p%oIop6wuzmB-$^`8u|Wi{c)c1Mx`H^A>sNKKd z@sve7N~C~7d^uUnn|5~ZcQMUJ*T4fCbF*>T?)0V+#(rnPNZuuVsx zX?ZC|RI)#bkJ(qcuKARV_e;2uE#R+rG(MO9D$TTv4OImmb?!|R%mTds%0$jEieF73 z+Qgn2+#zIX?c;kGUDZJ{-9A~(e`MOq!vz8UORaP{liR`YU&LXHz0xo~yIK5-^B6=D zU~3pxfHalwK;j7lpLFr-c;w>3J_@bL_bR$_nSPu1c7DVpwBcn6I@Nx(Tb$3M7-5n; zX3+}j(hruB4AX$lTrPWhUIC1Hg#=xqa}}Q#^b(#FQt)v^{jvr6OeQ4@a;p5r7X@Lm z9zWw9L^H?46y(^EPeou=PJ8ClG6z$B-O)|;bnIHMsLn~%yb6~9!`pwd8uL@meD5TB z+s9PmGG(Rk*+mr*>Z|_R^AK}SAJIROKi$mwAJ-br8Z!fA5#v-*!v+QdE!X;4Nqz;j zQMP8@ER69GHM{iQIDB<+6hDZl-qW*M%Wk-@Z(eW6aSU_p{;hdciv2S%oc4HFRe|^h zY8eWLw;!YpJ}zZ~aO)|5&bw*$Ccqt3&)p*0OUWaUo>55Xk#iRE?qSta=Ld$oZ-$@_;-t; z#pN6VY2>8k@4|}JQmP?peig`1)$kihgGsU;QH&Png04aKGM32@UJ0Bbce=zVe@R}$ zV}23mJu1xXKLAu6#n4qiG&X2%&kYbqSKv0+O5~F3uFQz+I>h>WPlgSwXA{9n3=Y;B z7~NGC_xKDFm{i;*?L-YG#=Y{Xcte~0esUEJ zhC)H}=I{sRgnx6YI^hsMN%GP&aPWW62YMFgVpDbNkY=6}RHx$N7X@rGFIm6C<#KBJ z@N?4BD~u$m@$PWMI6Z0|i|T&2oxcTL?qe%Z-RG%IIbjzlPDC*d)@o+sgPK@K$Enl- z4$WaY^Ok#Y>^P*}0+AU!@E+i4AI>5#nfsX2vsIWN`lRm_-L?`2ba_%OuU0icBBR>Y zB?Nczq00|OSQr%kkj(O-fv%o=1I-VHudc_IT~Gp<7uGxK>T5(p#vH8&aO&%O;!Qb) zX9JN(^%^DiPagm;f{&s2TbnImwPD_3qFtI_QqH{PleQmbwZLO z=4k#G#x$jl{}p=DoA_+EqsJ>;B+nP4%VNF%V(eBy_4u*ruU4CjQDeHq_{jHqEOWJ1_hxD;YVs~Cl!*Rh;8 zFvfDgob{ASK4PsHJ^x_=c(rZ9S*G5<=9UD^nn}N^SuDp z8i3@{N~sraCpl{)C0M%m1eH|fYh%V^1YTg}(6sL}k5&tAWy#_M@aSKd!qtFdy};T8 zIugGcrZS=s!50iZ0^rVb>B-NiT0f*$u(DXwm`x&neP^--GrcaP9ob}#w6GE+wYwAR zU4Ear_M2pCUI{nM17-nEY8C^_2jlB#H=5(xR_#e9wi6ADFwg zcK{9yoYQ&__s_+73NKo=xUvM;Tae#qhaT3-1F2}>@n9~~aV*3Aw);flID6`-w-@St|POBwC`D! zMMnyq2`6dY?4C_$3{c>T9J^s@no4X!6Nr`QyDns4DiCmzEXl!-*m zEm%Yym4eyk>&qt##p&pfT#f>}HT$2>xnh-N9NfK+vg~yM;OD&gbHd#HK7g-S`;40c z+oMwZi+P7lXMMY}8J{dPDpw@in^LDI6F>3%6Ovz8a}X;03g7{dl&FmtMj3m&mFKcT z8dFb^Z*oD2!f`mq4?n^{<>Tf03c8=4;ejTB6Sj$!fPTtr2iSgQrU;-+;047|mn##! zWQ`aozQdIts3t18NKhDAR}_DDa@<8=_ijj z+9L_;#{S!BqfV7Cl7`lVhCVWb=G0#=s=gs6*tKXslJkUQW6?q`<_XZN2b@?;97FYp z0W72^-T&j*xsryXElXe1WHT9~_Fw8IwWb(;U=ooaqr;w39rAv=xQ$ z5e9APAe|Y34H)m2qS^&iKi43#9UFIO)592_e zyi|-wHfo0eFpu75x`JjT3WN=7^*RiSx=Z<61w~S%Uc>u zT_Jp$1cX5+wyz(nIyWufonW4%sXThUht~(AB*2UyDkz!t7d&c7fvHMPAiz0XKC6R} zxZ9DVZ_RIO?It4Kemd1X#Rk%nCwI`!aWp3lvf5GWBsdvD9CW`2>=$6hfRZ_u!sGmR zdT}QJcgd1;b-bYRR_hb4$^U9XU9+V0CTVu=qc@p%Sz-Z$^(t@U*1b4ipL)9`vqBS7>Q@U^ zA8XQv9;W~7mXVzVb%|!JXy)f19Le&bpWVP#jBD8hr#@F~&YMC7vQ8IKBJh4$nkS2L zN}(AKQgEe9Q~yl5sK*h(-6Nwz!xlHeC-okmoUHmBrx%`e?-R4}lE~$b#Bh0v_ul!7 z(Jn77$AKoItvrj1t^G%ob#Z=h^zU)J6O5?&N!K>5Q00&09?Jx(OE6~N@N}&UHRLQT zuz7nu=uD6CA{$RqTu=}Hi zd_iC9jS?%@4=|y-S5=403xiR-vcC}>Hu(1!-0zIVnz*AxlK7(7ovo>TUW#zGV8R0^U1!H@<3**qM8& z#rXLa7gWbr5>X>|kV!0s;fXAQyk&Cj<%%&a(XpDHM^?goQd?-#FdrH;3R3xRq5?jk z5y4g*Ut;AJHTybTX_5WbCJ%( zW}O|4-<)x3lx(X*gE$!Bdr@h!tsN&^R-2BxGuSO&y^bf!{0iCB)9$ce$(#AD1L;EH z*}lw+r_KI2*G9K}-mfbf`)(1Fm=Nw#*_nrj_4+pf4rOI*Aq|;$ zC#`zk{<;Z&1fD4|+Pk@X3WgyU4Sh!E^$TTOD`eP9k_#a_qqTPos85VeuPvy|Bml?u)M0$%(s zCjm#WLCNN?1?OQHRBDY2#I4vJ%d3hrW3d$^;4?0S`f~9ihy{8&?b48}DJhdD2GXMa zZkem8iyOlI2*z0KfQ{BvuM4Sgx<%m9l#7R#ZeI)wI9*nkX=!cuY;}DrH9k)M&}mJe zMA?$IuZ7tf{@`%&!tGAKKG9aB{DxyV6d*ldiALW+C2=ulHA}PjT-rzxkB3t!G;g;E zt*e}Zqg2%hv$-0YFljJlrU_BB|qO2Xq>>vMGfS zk|$zki70}p@?xgvioZD)x*rr)$x*pAG&VoSqAl6;^Aj;G(QA0 z`Y%8~o46y=cB7P>CVQXGupPWQ{OlU>4BnHe*RhE_F>goBUm7x-%6t!=%m|SAIOOo)FZ36)KfFG;FQfAR`S#TqlUK-=;6SXYuov!z z`Dd$|IJdl5txIl6C|V!kay<#OHj2t~TLro3+_Y{(`@NUKf2;o0E~+8g%}K01cA2*R zYZ!04-_jtf{_P&3f*sui=&#e-cS0Q}tes!H;RmJRVI+fOzVvM^bMC(fkwNe?Lh51k z#aQQ&hWnhD)yq=4n6rS(FTb?`<3D~$x8Y}9FX0u=3s+Zj-EbgMQ=$uucbmC8n3->( z4@2Oa?D;v^e7CG{9smDYz)$a--zpjmf$B5*r$O=DHs2@=Nx2 zEBnJA$UG~?P& zdnO00M~KJ%Mkq5{1TEdiCHWUjSi{`FssGFywQF<0xs9#^nX|H2x0M_g5{gAKP_t#W}$zdv4;jz^jD_%;AD{Ej>0)O(^y0 zoLM7mW5cWUo+Iiw6x}V;Tg!Htv%uI1o`+QtS-fT zASkaS&hqfd{D;n-^1r8ZlSedFR0wRk_Sh=1r)}i@GMbDj9uL8Ht)dX-;*9O>X)xjj zJ$nnCP8<@t3n7Gc_4F+hw`RHuoFUSCTWQvN#t+)u(g1trC4%Pfw*#wm5T0ufhX(Z8?U?lR7NICGzCH2>iAgN z(+^VY3ZlfByk!G#D25VI7tq@eKe$$TvF&@wOoMvy26FY*W8k5m?0;o;Cdh1^3hOQ_%c&Ty^;BTMZK8h8XO1GRhXD=u%IZPvIpl8oh zup%?g&zY{!YMylncb!AgU7&<>Y3-Kp(@j2^quqmuCqW|eAd z-b503Zz0xa6Int)ufIDG#V(9(5(P!)6*F!KwECYpV>Qbr(V{Z;!4dPGefRv-X`!23 zCbPI!hpWO9hZE2KU$LEox3hq*qbDuX!y8pTiZ}2J6^dc%xFl1bNDjRIsA{7@IX6%Q z%0yUbs5%{OhhnjjoaTjC?a+o=a*fpY8V*9vnA%V{0_pmTBB#6IjI6p6^0_(eIY;~2 zpqBGzcM#6+0#z)6oQWx}v=JjSs8+`Q->MeS489QoRO^7DQS}#WMuQA6RS&FN1dyF$ zVe&=%T&tg+pKP9aBl`mI_T?|1#z1-e+Ku`R;EG(wqlZ-c{-h#{Uid!)b;nPQ1P!-p z`}s1&5vYCfSUC-5Cetb06BU(F3qJ;(mgu0qhZc0H=bu%IbcfBbc+J>{riD0J@=Ost z9lJzUYoPiUR;a);e=eB?OY}dBRB>hwHTQfs&_BOiZ1KVVDi$lh9w&b@1`bXrWOuxt zyV>(G(Mug{K=_~UZugsLXW?~w3p&@23s&3J=%5s}=;D1sFz(I&j4rJtdJb-0eRjZo zKsE~La$AmFg!o0<$w=m7Zx<{|(91rk{y?LgU=DC-Pgr%Qph4T&Iae!O_{CYNOqiUTy|57hu^= zG<%@`bd8nq(yE#r#b>x-AG$avw6!he9**};5E3%MLh$UWxo@E(PiAC+`qU07rWiu` zQLm@Sh-aD(_pIK*XB@*LV({s{`#Ln~KG}Y1^QTxFVxzz9JXBR1rK$+o%?e@$p zbq9dlnkLF7`QE|MiV-decU*dQnwY{G8OPmG8+c<|(Tf5$wJQkG6*TJhP|D~TYZL}@ z9zQC9<cLTtv8#sd|z;AO}Y;HQ*8B{`XDm=d17I{wQPS#UFKJiH!G&r6=pgd0O z0_D`I&Q(7!^_eeoaq5;gEos1FkSn9yQ4}=H za-@j$x8?P##C!SCcUNVEQ{fX338GKj55U!b4a*jCZ5!!A@ccPGnLCOXRlhY5-WzUm zmj$9#&*G9e%1nLkaqzDgosMcq6rY-xy?MFI*0ik{3A+XcOELk~Lftf>PPq zHC8)`%THT0JBjk+MFsBC=M`taG=Goc=lRG{i+qhl1MOESMCp6%JSNwm+!o$)s!<3T zR=`t<`*H^Jz#bJQPVwcT(Yr*9bF^0BF+kQ)QhFbKR?9CpqL2{m*Oxcb;vE} zd=6>&k9_QBn&Z3#mCj`3p5n~BOIdkjxA-2M4hTa(a+NYw z()VuMFl^AxZzx_Ss>zjtJ6nh497Ual_LyOVCk`se0%bg^PW#&+k`X+bjGH@%#w%f) z@GTyctPj)-9FO=&-wm&cF+S~+Qa$r8Vbq4%KZeeZ#2CiYdGf0KBVx z&nyg)=%KY8=#~v9XzSm8_s2*MP=CRK+cBl1X%;-NJV=w-ne*%s-JB$zxuj@&mU~Ky z2Lu$Wm!ezwUDCFs2TsPL$s~+0G$Ba9Sxvf#7Q`srD{maxGrams$Jw%u{I)@tUItjB z5e+VsdJ2sEH3#tYY1E9h`-74vTZ%d&{P}_d8A8eH=rC(n3z5XbM6M6;iNX+xcl)yFz0RF z>`zmN$_Wg{k*FgFNPa=rP-A_@K0pHV69TLQ2t2=yhejreHq9zXvUB2nMr4Vr(;Tq7 z4{A%Tvekv#A>+twF2ZeYaB)QkW4eFqE7$y+(@;V3!yQtA^uw{s%C74D6R zRIyGc*OjY8=KZZ8DI25;nkv%xndc!4+yg{Bz4h?Der30ZBUo}!?~d?!G0E`EP19`? z32sj}6tf7K)C2S6NQ>Ogzv>pwu#FR86l_eoBr{Fy&>6L^G*eR4HL_>Avm78UV#DZL zGTIJs2)%^2#b+b(EDfnu)S?VgSMjuWaO|fd1+mAm=wJ5iNV1poD`Xg1cmdZvd$^XD z`fDTj|1^uiMSNQ`eG-;tzAV;s?He>$IA!ors~M%FzrBi65b8dM+UCzximr_C0&@eW z@G)dDuN*t%jfJilx;+?Gz;)YuX7nB?m54 z;Edc>Dt$d7&5kAWDNIK|jPCs!Q!i#xs~7`ZL*pZlhd6W!ez6WHd*-LHkvD4TI$GSb z6#uK();1%$YuD`OfmLWd$6dQt^w0OIK6K}rq3yl$hjTnzVX<&1__PjyTvgy<`=p|@ z9x|pfuri(5Sc(t01SD&JS@5-cgsc67ln%^61Z|J|prx(b$w?Z(;OnszECAzN1b^C6 zk{9@yrm56|vt_35WvW`_=<`ItF@gjT@JHxxK=v_iGc33PHE^z{Sf_kLdr)2FtFH!h zJ4w-UcA;a1%t?(v)JGa^Qmb-EnQ2I4Vnh}uOSQX1_NT5(Yy6&;IlJ-${R|wZ+ z&?VCD8@C0WXGiSGmEy9Es!1V0B~$IKG*9s(Hi=;vXE|3Sr4+oGPhwbdKYVA?JMg2n zK+k$vm5j!4d|rSOa9n!pyK?6*PLwO*lHr}5)FyeO8Q;p6>RY2hwLGD6W{W^*Ql~I( zd^x!l#~sh$pmkNk8u&ToGxmPdpw#lo)A!fn zOAnxcBrX$;cF)9YGF{DRCd3MUmEARttpY0mEq>8IPV^LmT);o-<(}gh^4ZI1sY!Si z;^9>^HJ)cC56$^QF0cS!rp69llTL6Ta!f@ReyRT{%1@+J)N0Xs!vuBSU50j^GSq341_>>dVg`{-0veKy>j`J(AEOOu23$0cLz>#i-$cQz zpGJ22afguq{l&0veYRfjt8u$Z&Z7$AH_8Up4xS#E*RwlyBAsb8p2|DFvsJej(`x_p ztCS8SN_^cP!Z__lv*z^ADf{g1%`eaF3w1IgP_v+%_a_r|3hf72qd=S4HmIj*4qph; zOiv8{0?c}-w4N~OlMDjv4%)lq^xUV z?CkZx3PA!W57ghbAzVe3c!~0v0_q5VQ7}rir$L{iXnK5)ob}MqrN4&9UG~EJiZ+(( zC!p@5-KutnRS)*ce$L=B>GLNev-b&OE|53g0M_SSd~Vl{sGw3$^Eu};R?Wz!u?l>~ zAiEmwo$U$Jm@@{>mS{L53=$0hK)>0y*UG^yZ_|*MoHsXdNV1Yl3L7h|^Lu(AGwpRn zR|0?XaB7RksmVnPB@O0~|CoZ-mEa1P=MTDm=U=<})JebL)3KNg_nSf9H&|o4itwt9 zH2e&%bgLyfu9l!ieXNI)xpEpW<|vqzAq?Twzz7*iXOt?=c^p{g z4w^vHt(9e;H6w4<2auh%?9(bQ3MrlPC16v?28aj;Q|)Mxa*{(m<0ewZK{3*zpCD_5 zNJ4but_1eZ0@JB-%#Sin-J(m;XIGcDYh_$eysan~Nbc-LyVnmaP>ff-E551nOB^0~ zZ0%jU=OV#%K8x4RwkW|DfN{hH5CoA2Dslh_eQ*BX(nS#j+mvGll3 zs~YG?>i@5QrTnEy&;J{QS#zh%?{<7?a1Y1gEwgp95=(yT3$9!PC9C&Kp)}RQ*^x<-e}7<4D-*d1 zyUjq=H5=+lZ&^H6RP*4v{-gv@h&myy@nr;)Fd2$Y@ve^y4A`^9Th?v@fU<8v!bR++ z9TFzT%#B}+>`-d4Bl$=`=2Y-G9iOgROl{C@l-=V8uzV_el}l_?C2hApN~DYu2+{oH-;mLm&|K^VUT^>AJh=6lFdQPm!1^ zk@3ca!ynCw*}8YG+jlT}$8>BKipOHr-;(`Xnk1%LlLBlt+`93bvb8%k76qb1gKe-&=a0H0n6OXj8_lr@==P*YjnPwruoY6YH1mBBcK1d$KP$fmk~ zTiw;{kv(#vOzI*-8jXO}DZ%a4gG7H&*I)LnOB!i$!k5VPQ+MWlN3fFQIgG}C_-Kaa zXBn(3-|h~)wq|r;Sc$ED(GGaQk6Rgr5G5a`dFK5qvJBsPu%nCV{kaW%ps;Tecj$H% ze>st24BWWs?LlceVczHtK59!Sa9e;7yO9b_?cFlPmhEfE<1)HDSAv{ob-ZR{F1gWy zR|UIF7OLImQbb6?wg(ucAMBgSoi4$QM0u-ELfU#|{)p&hevrzjFapbSggheQ>FtH~ z#IR<&vPR+pf!1oZx5Sx)$pgIk7CAe#N(ROYE~!+uJRjd6DSigpH)z~ z9jzU?fPMsy9xdS`v9juDB zHj?T>hRNNZ^`It|G0n(nK)aRmDX*Az;H{H)F1|=?z7uQCRTFm0Wl^LurUe z9{=n;GYvtCzua5ufBMJB=Z?5H@TrC{p4KBIL z>Qm$%SLP6vbhj~L5uFp@v-5O$5v*DI3&xjwN3xK!MB)*T?*EKXnU0k*IoNVssq9$V zFNywT40kc~lun6PXM>hYEZF`;48ok5VdE7@7M;x(qSKZVMc;_Rsr|-bdR>L~uIjVC z$<_QD(-q~xo%V;U zm#`dO+uEDay^Z#r+vo&G)1BR*|5+C7ZHUu`9w7RFJj}tm z{*n=10}W)3p9b#gO^sK3E|V>sDz%3bt?D3v!o{ZN>M7jaI-b`Xv;e_G8V3q$IjEUc z+A8)w2lwF2a2vnylupa5LBEk=-(t&b+N;?C+7#s(h$qycZDAF;O{mCD24W1>$&-E| zzoq;|M?>Rh?4@u15d0PG6A!NtVW|nbD#d|PlN0w(kx55JMDTRPL()$(DRL)cS_+B3 z3uHxz@N*AcN3{Gw!i5q7oyT-FH7V6(W2G9?;p~VNx@&nxq_RF-`@C;SLX~x@WER0U z{!|$kypm?*V#xYYN(%}&o<~2eF%*jinrf8wX=`=jJPEuIA4c9_!t-Yz=|~P(2%Ph9 zrsG^iE(V@dJYAHmvcjJM z!{!9)v7C5n-ulWnoDP;~Kjj(SAu7#UcNx~WV0GA;vtJ7mFP6xE&s@LUTqw>l2(ht9Lbxwmuh*BZrF6=reX|J2-IZWt9mZ@51tD{ zzj+>2AJ+bLA=Wms2~7D*#mc(e%u>y!yNC7;Wu$~?jbbbrCF>+M8eS+(1z|p%OqxvC zumz8JO+C{rA)oT1=b9pMa+9uQ2&6Sy7Oa{n#E^1(a#awcP#k4trR%l3kSs#(II8)D zK37nZN+(ac{sXTbFlKgF3#WVG_&VBN3!3v3xH&5l`Ec6{t(5mfRvIcWId)*i_c_NR@R1@N%Xes~)Vtq2nj&n%a9|m@wrIVogpHISUE>gl z4-mpI0tF6cN-o|q&b!p){jv57Uu>03+&YMAJe@t~^6o4ut`@m;P^-cqW*`mEg;o~k zeo%mrdcoqiwYu(%+JyH>_%!rHo)lqN=Ep6)nd0gP`qKvu8Z(k4$LK|F>;7k61Qx3Z z#t-kJj7+@y7{o^^mEoJjx3YtR#a4>go@vT9b1P?p&1tCGc)#Q55xS$*$?sGURk=

7J<@?wR zB*Sgd*W)HTG(-cEU>EKUG#%?`!gUMZZMic!*32(~{!#Cf$@WlJd>j)=LUZd=`faP= zMvAm)N2YaFlqkPVv{+3Ud~+rIzO91rUO^u9`9t3%subHkll8cvw!)hog?d@bPHW=r z&8JV@KoWhi#&tkuERo@M#r8I1vR7Z zm&>1PN3j<~8zQ2Ow*l;T$|Kjbn>I&9#RKiaW&6Fwjb)<|iHXx_bx8X3E*@vskk77O zbxWVy-*d|$OzEJ(1MK*^ad*oYc4cdj@=FWH{h9TtFv9=RvyJtJHI`4Q3JqbwrnxQ+ z&zxC~g%=5KCY7-N>hV`ZV7Fd=2eAv#l zyZbGmc*$1lH{e5|UAbPnLl>mFz^C@?d-iVNn;I+KND<_YbSL4|tqt@wxDVdLO!y=hA#l36$OLY!K_R`6~`b|HW@2SN_0dss zyW&lNy7uUM0n$!X9U3b%Mrho1B+2_2+{LU75C#T5#i-GpT#J-oWd^4HL`$c-A>W292Vlat2q2!Tw{0?y6ffJe@zczCvR@Yo8n(S!kBd?l{ zy-x@f6zus$NXs`*N6vchbN$uJv$h*C;gw=SA&LV0|HV}%CZC!j5K1!KUA|pt81&oW z3kH6awO{T6h?)lXlhE%*4d|p^*r^w$QND(peR9nCVDGYwqa3I za^p=18eZB6;_phrx%PX&A#k0?X}2@Va-m1WshjDV$S$OwMm*}U+()7@X&A-w#!EZS zgt^)NyHkJ$uW01bFwXD_6%S_NRbZE(3N&u9*JMYMb)NDDQ89wZ`F!huOytHDJea~I z-0}-GR-oq5ee?{ny?g5Q@rB|w92MK>PF$%4cQ8Bip*bNnmZlh-@|edca9bmpCr^*26pwd0hJ_^sg_`Q8(ER@6SUZM`{7!}b?tqoUv4eDId54nJtlGKdu`dh*?zdK@-zQZ3 z7&ie?2}hA2)SS-rbDg-Rk}d)BTJmeh9Q@y3@>b_8{r&MN?kGd(`uzTA`0(A=#|~w} zG^$x2-+ll=tt$H8R^?s8+CklSvY4%q|M~N_Nabf=f$G61Yq*q}F*QI`qZs!$elH?M z@vH#N@pgKgWuVMmBN{pu2IWU*-UfL^Oe+Iw`lyotOC$3Ljbnq{6?gxpj-_^%pKzLJ z#O*WS)-tr4qF~OTOE6MRDLKresolS|q6q_aDBXz01gDH?;iQRpj|Wd}A@L`L=phP` zQ4Q8JW%A7(YM@5j1g&Zp_x$Z~f-46G{E&6S>yp8f6c{#gJ=?ptSUPDuyH`(w{j_U8 zav%E9o;)N%Z~3|ue+(?qy2F1MDl^yE3N;*tip*37x?QONr`3dBdZK*O=LSn01X)L@ z$EmksnV|7N5LK+N*g^n3K*GOI?4O)iX8YI?RE9BWO=W=gj@S03{Ha4rJH123iZJ^0 zigZ#@XNUs-m4t^dV~@PCW#mm)&hUhv2bM`Ll7R_dyBp?LStXg?7WD&I;3%6dl+_V* zCs>-M%&0gkGgn1ReahI)GELh;zzes9iYo-2ZH^3lnhL_~z@XFrF05ELd?aA2@ zBpIA-1#CPPFw>5!WspibH~UheD)w)on`+3yplsG@R(k|6EVOv?$u``<&SBA=F^ewD zLpI3{u{v`Pt_AjBJdlt2qO`sSPuXgk2_Q_GL7v2xB{g0|JpCB%$It(~H0yDa zH+R;=SJ8r4vD7Scs=vyAK)!wM%gT8c<*HoQF?b_~rC}Sj_a*!P6`}noOShED!hO

?S=+T>{h0JoQsk!$GDORMpgtoL)Zc>%Qi|lnq!bZS zhBge^U-piMQX4uCk5{XoGPEqK^#Llh@2%Exjk^J!?jWSN5_tRUtC@)*0a|)eF0EE8 zQx9P?q&|a^PfTlO(~Z?@WIjW(d-BX3XeHajO<8!V><2=m+qVIZ;iJ(v0L6i_?w<{x zT|$9}(Pur<%}JAGC{fY0X8=<}PA{14n&1GBi{1=BlR?U7XfxDHS8PJ;eV+sd2#*1# z1>aNdZ~8=^j-EEIm`U6@Q1Kv<#-B$l6Y?K8%uHN2^au}=IUjJZ;@tyXJ}(eQ%*9YF zRN50HJ%yOGdYl3g;}%ud?hC|nt2)BE6?_r!mhHuFkGuAuNyTbQ3N)p>`oANppTaP> zp-7kbQ|(dyKJbjdL^CA92fx~Ruo?M+H+Mb&-*|NFj8Edgi4HPzCT2XfT(O%7&fVi1 z$yL)FE7+}M7dH&$hd=^`WZI&9)dDdvIGYXAYWK0%X+@zhU4bodvnuqlfSD1^&O{gF z;JLkMOApKE*Yb5b_Dn50(kRfn?wrRnyPWlI58`g;du-wejZc6K-WK_HK0I+$bEB2H zc_^K*@;@Z|HYYf2EzHjwQLQ5{-i`$26r^<1nlt3)s0_h1>T;(wocUYYaNEo-l@(vz z1m}~?^e6`4IgA*;DPpHrBtMZtI6;(C48pBe=4Y{^q^LSmDN~_|lyAgcxN#G1;va`i zY*POXK)<|3Q8vfynOO{nB;$-J$^?HEGU3`M0SJJhszzu&Css!kQmGq24+dL9s%Dj&b@~}V8bl~tR1-f1( zez&Ijn{G_?@v_X2CK-Noqk;~Q9!L&1(iBZ4c5TY4EF@RotTyo*9@_&mw7B#lP)Ddt z47FT*yh7VTdSt@_nYk`oJ6H&-R*y7juMR;66Rq{Qe-s{KY4e##Glm`@3nFXl zJr@CDEHQ#HX_D-%(M+?w*p$a&I&IQW{;q!0^=kM1bjNFu2Lu7S8?xVytQ0*YLNj8) z7FGbEMf^HSTAWgSO%Q6b51+APc?ld%@?FoL9{wUF`cH-{-(THSh=Oo5r8h`}M(ffi z`)sbPFtMncqPSV@6TJpeUK%L_EzJm{2a0$5)ud!MBQFmY;;=SIke&NtO-D9rgD_QK)47zxnO5tXqI<70wS+P=c)TDGpQVBp;zn;@Sna@oLHcw{ek-tw~l0FwE=*_7r6(LvHYMVtt~hwK_&1C7`g~Q*U|JMXv>&7r|g7@jP9L z1J!~Dxcqo1AP_ugh5%NYS$cG?H#7r}hD@$gGzgkVP_Igwk1GXOX3hwLsqE{sq6JAC zUN#bsO9}2A_4t*QL8YikdAVh3>Oe@m{PM?{_T}^L}qak5nZ~ zS0fNxb8x`yqtU_v_J=U_%?gY*BG%_K`-U;*TTZ4FI-WR@Xqc@0dX2l z9eQwO)lY^bm#Q-uI(je?wH3Vu0d&CJG{2=m%`FQvoSWK#Va|mX0sDPqFcZCWZ=-Vm z#~-pS@XK)H=^wz@i=OnK9$k98hd^Kc57hSsA%Od4gEdm0u9p)q^ntHLD|o5D+DJaN zcJBeieu3)e-e^W}hMymL^F5Pjz?8e~GO9LzilwxBk0^b`_gYpHG|URYw`)|PU!115 z$hMp<)pi7VX2VWoXw4ifDCL!2o2$4c?egJ#4T^ZKST!wavfObYvp@bcaWiy_;t4Dh zHfNG&LW?1Uy>d(YXwf$owf4j@=@g-*uyOBUWKz7PituLrCIiwnB2b5=)NcnK@^6jT zN161i2ocJF!D#M{Da0^nYlQUHW=C|S+2u!+0cs$U`fM2IljWTmc;^7Ati42Gft;?oCKU($1kvS=qQ)04yTXka&C zvlS2EeTk!7MlFbvhNguN-QidVhZ-q0{VxI-^;@LX(1bnqgIv3tdEM~!zg+uoBDu2u z(KXP;iO8RtQgkk5_zEVZqwCY|Kt!3I~WQAlZ z@u`36Ybn?(_Sp7}h%j***1Or&+`5G4CQVt=XW2_Wyh{#+ zP)*tIMDU5Z#(_QhV~n;a^(gwU{cR;`V3jE#>_*JkGw%?-3JYh;F^5bqtrd< zzMRTbJu2a-6@0cS!pQ&~n9BUer>dfllV=|WRc z3h(d3h*hA%3#;Di`q%Tj?gD)_IEYrgU0~i}PHnOwNj%q_M`f_ed@JA9vc|q=BoK73 z-ko=A??%~FfLzL!)PTFJU*b^n7Mkjw3Yt1Hu%#q|FtDdk&38PDk+if;=NEAX+GTaBz#Tew7IE34iMw>iX+0zsJwqi zO6o%HMv>i;icop~bU&32mMs~Dl5XF1m#^o51@nn`k!zqhd4(&c%Xl-``(esHt4BA5 z9Pn|WTZUoeH|T#fwIEg>%?{^cU3@aj;LDjVhcC+_l<)8_0Bpht(w@{hw9WfyGC29D zy4MX1!n~3&#TQFZ@+-JCiPN)S%{0y>u2JoMc^h+!&?{ss$uW2dxBa45yqI{e!l+{cqhwqFm)Vgvk)IfHO>G-{z9< z%M5k2A~yP)uagvt2K+&fJZ-Wt3*`;WzNC#x15>gMZhmZ&6vn6&z3 z(jjIJwgyovh?^*{-)MVl1R?q@wT1X%V^h`HN8dW}iI!DkJ8A~S!z)A2IU zw1likp92^q{OahYnK+LOt5wE*%GmYC0)&zDgeuTiRf*5zT@=^EFfG2irt8JLZ(#DB z<%Tvx<_;X}2d$C?w}&)zzC|Ww)=w`o!4c!4--sPvZ(d0sQFt$vFT7f3PiP4bsA=g z7bgZBTL8RJ+dn4UmE{mngVb}`P8UxjPqb{QX~w9DzDH9KJ>vAsyw{qI^x?%LW<;s zUjGGwMiQ%s!{FH6SH}A`Z=;LPxlw8SDBT{I=hTO67x6OfvabPxRiEN}w@SB%(-;wh z+=@T1_K&ji?A`&K$O|9~Jy(E@jr>17oww+@6$mv4Hp4y!}$J zsOxwxc&o>s`YT4RbyXr&PJ6#0yBBms!BG8}6^XfWO%cwFwNBkjt)HP))%(kQ(Yw)dn_F&Xgm-z0wpb98!pvPpY7~ zR8pMFMfVxq{ugjjbhF|-0mYgTse{l(gExc(rTYjo>}-u4LbPaFjlm=dUSap)`z>X|>|zd8B` zG9Q&$NV1r_jHv~S|EFW#&4aiGK*ge0FcCL9uh6kSm^2g1;Ck5hz++>Z_RW3XuI4^B zFE5{B(zv}nAGUQd@2A-&+ywM?oOlq2;U;p!pGT=WUs4T1kHYq7Q0C-J7hsx7ccgFhEK*JZZ1MmMhS zVa3L@c2r!oT2kbtVuj;hxTJNWENW$c`)A_Gu&Q0fwGkcH!ig z;Hfj!%T32A6hx|4$U5&-yfICvBt2p{zTSJjMxY1qf}G2p9yQ6ELET+8&Rc)6cOuO6 zG`}2{YU22GV3BhHO(X3&%lkMO(`n3!KtgXgxDmXMK~B&iH$90c=omPU3X~Ao6eSCU-^M< zWv|6=40qF{)t@_KdiTaDYtm{kauaFck7T^56!bKPoz|Z35`8C{H%ZnR5Q|GBwvQ{2 zHZf#~U;_6~5kX&jiK3*mOZGpZmI)ru-b_+W+bJ0~_+XON-Bud|bz>V
WW9$ zW~^lAx&Z9$#d4$3yM&CH_VLW)5I&62$m>3cA7bb1h+9qoP?mt3LI}j>(ppX5i+VJ- zxAZDM9O6Ng>T0T%Mbh=dBA;nw6?+V+k^$n>dvjmXB&4@7zdo~soZ9c1LM~2hGvjN! zMDa)04GMqP?E`Q`jJEvPFYGUp;bz4mzM>OBV_Oe2gW%AsH873-`rpl>5@WBSN=e5= zcZV~h$qoP1JgX_e0K1Zz%d^Zg>cPuB2a1;K@VkLz0cy=D@P9Yn<^nujCZ_+eVE55| z_T&RThwlQN2VAiC0M(J0P`hCyx|zO^$b#LT)W|$FA1R@iT_Df~*ZXpbc^;4_v84Mp z9;ji}!K}@A+2<3IwI%KsOx=ga$oOQ?7WP)!^0BK3}95?YNEwWaG|VT;yBq$u?Oy*qeJl>A&cNo zRTh$!dg$@I3`TQiG&*2OlInF|gu#0@94d`lCr#8XBx(eA`**v*{p^WVzkolF*JuPN zgbu)4_E0dv@-)D4+hKd`oeAqpAZ(LVCjH^^&4BMs4t)flW?WzSW2N}0taZRU)=K*8 z34nIl@0*4cfZQ8o@$mmo&Ha2h)`PN0S6&n!XXl3SLmF?e>g*!990P)A>etE(0dH$QHO{gH;2(T zZj9>|If+2+vTCM;uuH{&C{Kb!2M(x;b&l<3En_^D26Xl)u$;|m=UZEfmHal~GyZKk zD3}N}Di*qNo4N8FVwG>V+k)OzbW8KPM>O)nJHf!)isBHucywZtB{-2KeoID>j*#t# zo@B&zG?fgD){&tJ51WMmA}e?bCSJZ&qP53P^iNZ2-}-ZCDD6&qdUm-~)LHVhFAr>w zDguB|%SXoCAKHLrFSKW~FB(Fep7vIg%6&N%tU@j^(=rgq>njru2hkU#OL3EmnxFwM z*eUXyGc^)J*V?oq2%rp^nkiTf>;ZaCe5jXCTMbWRW5V5`)xcQENZfmADG{a%aVtEf z5KwXGed;ibG`K`Rqg1OAP3OoFS!J2gtr*$qwgSf+dVdhYT@_d>G{MKsVS*XGVb%$_xYxDQ|1o*z}{ zFqjjoSpB$eWjzJn+?suBQH z%{<3FrpEh0QV@es-||ol(3&|&$JLUzS&#@7UOJSo%)NA0KHU;VeEeS}37CrkuL|{< zmcw!LRQ_6C&5$|NwcIk;UvyRkFRuU;JhFl*W?H^#R@Z#6!<>rwxo+>n-_w2khhURL z-2Z71C&5_It#)E+c8%#q_a0?#a4L}P`p2w(2Fr$KO2Gg44Oqo~7v2zHJ(6__F~ib0 zLw@Slk%7P58i!7HPAr(!-VgFCW?%jtQoDPB!nNpslre;;GfbAR z#oMDFpOp%CUJ;bfGPjN!w-+}))^QDMA0d)WBB^4X!*y+(`?Wg23^|j2fxy34z7=r* zJjFE>;oSU4B?P&=*wGoN8?tVv^e{6(mUvNLZmzeMb7OBy>#Ql^apO$lXOiGZ%3NaO znOC-^>F1o1oBo5d!;YUwP14rOB^wN)dn7suOg)4Z4lS8pHo*##-1=yh&mQdSg^llB zkx6p*<)s(pQzLqVm$sS~9d|>Jy=YE?2`W5p@7t;`R@ybnD`4(!E^`chOD{)Ps}Q-F zMo0vjKdk@@RIm^^AO1y3DMd;BJo0W|_@>c^37lW;VTq1~Fo@aPUV`b)0lBX~zvN^& z@<2tv6^~#4(&tE6nf%*B5fweFsE&# zKR=K-4jdQ&hizBbjoRLZ_^B5*X~6Q}*#CwR%E?F;EsBBEc2hBo5@2-asjTzO@sQM; zTB=;|Nw!c(2@GSTY2EPGnNjL6m{-8q1_R`r)n{4#8>8Tjs}j1 z15-5ak_d8(p9Hf`T643c4EK3DDuvjWv6{O{`k6|XI+PW8Q4Q_39VPmkdEwP;zW0(; z0e{u@p;(2#aviXLXTX=W#a?wpWuEL%&}|Ia4Y~*7cfXU&cC!fJVINj~+Pst(vrFxe zgsZM8YpyY_ouSx29phqcO)2}-fQR&O%O-hLZL&8tXtSlxa#O5knVz;%bk$iFMiJ2@ zx7rJwIbqk_N+!QWS|6&L|LOYs8)Xx%Q<>vf@)mlZ7iU2{PTnHr@1+m0S4vy+_!r<$ z=8EPSY=tRL3w4W+TOPLfh4Jv4fGRy?@TKp6(pk84Lzep`ABT5vK=5qPy>wVvJG zpnqZRI;m-lY zXNtVH9#_CVa7&1FG}4`D?VqRO>=- zWFofat(QysA{P;W~e`d|3tqQIbo^Hi1ch(s~*qF?fZ%t8F~ zgq@25Mu#9NBpb=L-^IFv9QgcysKdNsnJEhJk{;nt3|T<2jM;#uP{q5F0LC{@?bol; z4(mM#ub#z$&X>|quK+k+L(a#3_@5tWz2=_OOExu`qAT7TY6fb@k%H(;hmC5}qu2Xm z#P`nAH@}I3dT&#+5oWA#HLkI2-3b5iYlrg4XOLRHXX7NqBZeCBJtuyC<^mIX)?t7S zg?KbcbTl`2Vm~JQWa)Q1>Srx0Mf}`Hh#^iJ7hQk>3wqZQ{WI{iq9bIL{LTded=UVy z-GT{;ZpU%_u)GQx6m7vy#qbjkCu>1=n^73;NOIY;ug~GAD9G|$1u5JJQTi`EXP72h zYFY7LAZ^O0gHj35|MU&3d-df>fAx;BTKAqyqz5=zBM;+3ev|#poPG1IR z6+qTO?eDVlZ8#-wA^YlpQ}SSngDDZ-Fuo_fKqmweBGJq#IGpQg=~ks=Qw~ z*u06SjA5gz^tr6J408LDq~(AKr4iqfSP_*Wq9g6>$d^a@7{?yqGC@2d*0JQ7$XzBp zA~^OR@Zr&Gk(J*zE+q>$VO}URh`L0wPaeJH6G06VgxqsMN+}8`E6hxpqT$a^A!o??3@*3BjDh$7_ zK7RYCxwF$g*ZxRKCoK?U<%iVefNlL(S=@woSj)3Y%U zzgE{Isf z{AmiI1t(awyPlXQ8T_{*?0kH_b{a&9W1_b|=0*P>=H-)}oi}Q7+$>t8o z)bkceR=OA#i9%X}{)N)p!r|9#7H&||eem5SbM#q-Hjs(57SAay1xt-89{%uW-|1dH zlun;GuLa0ITrucG_#zEJ|0oCu?hu^_NwE_fcBit`t{L zc6ao*M&Ek7QNI$I&=oLo*X|i(>qPmi)1Z_1eSv!1b9kBhlL;aCIewStF6y!lbKsJ% z6epq(Z@fs3O+lJDly)YhQcb8peD|H~(fgmbBQFOGdaf&K;*6}RZS+J7OU=g!@hVKB z0*Z^rF}k3W7H&fpH=sI6F?Zy11vBxZduP6V&cptD+rzI*|@#b5h;@|!RtC%+>84Vd zTT&Xq&?s&;En--eHp=^h(5Y@;_SF<^-O2q7zP_|mnTJ8o0IpS}d zR#(?<>913oYWYMyi?D}+J2^3G;j2brFLb9)9wK*fwUrC$)1~g+)>rx>>~!ZHd^#8; zrVJn}`gPnOMgEJX&A%o2w+zis*vN(+J+RRBnUrsOY4d(3ZKTtBhr=ApF4&9qf3-M} z$v!rRub>@C9unHdA!rn!@Cc%VLr*{Y-tq?SslB@6`|#+g<7JIj-`ibekX@M?^U^wi zfQeL^A421c8`j!{ti%lERP)Ho*0jZ%vA(Sf7f7P<5}1m?To#QJAV%1ZOD?fnJH0}! zp)=B_VifCk6#m+LwS|mif9kMcw7{RIz8CH|^wtyVip*ud5?ZK%^V&9m*x5>Y@9TeXcWw z!H8JBLjNX5mqTPEc{{~8LHXe#=?*%JgAkHa>^Px+hjdO);`s%nwG)D}HcgcITOY;< zBSk_gQlO<-LxUkWd%xsuKQFAX@NbL*s{s2)_bRab%U zSNRN`yP@Z6S-pQSEKVYwyiK`rDI8|7>CeD`?M9*XTYkm@C2t+Fm!miU+07nNeUzOe zHtSU1yLSnrALp*Mj?w%f&2zn}XP8NhVT0E;j@lXCM#Ux#=?yjyX_Wr&^{GBvjXZ>>Pf}U?vJmFm7-)EACcxD7MaQy=2t=+ksoWCS`BpnUAv!fg zn-Xjf-#lpS3;QlW%hj%{D$1rWxYM7d(M=h7*`Hs=!4r79s3j*~>ef8G%3bXTw+hs} z9D&hUT%4N9Rw9sB_dEa;%;Ed}0Le?vJpJBu6nY`gvYv*&s^$(DCz*Cv%KlUhC>jsi z|4tdET}b|0Jy#^{>!`}g;?YY%-t{`x!!M$@_MOKCh>9u#x4K@A{Q{=-D4;ja;lo?f z44^})joJ2=b^g8+>)Ur>So?+5qfgN{vo!%GND0P61r*H4HV4*A{v^q3rK|FDQQsyz0u?uDWgID0V>C3nU;!a$BV_6ad5G5Z$#4K`r1TYv10 zKGZH2*jfXl5@DZFwz1tC`(7}y?Qso5BWQ8O&d|BM981|suDp)8*FF^##|gp8#6&%4 zjU0PSaZ?J~nZFm0_z^DJ#?O(Nq!v&GyKCZPZohjYd8O{M3)EhOmUEsYK{92V1C%UCeACH;J{qs;Vp@dbz&5$xv0k*@2CG z=L@QWA#U3`opgXc#dcqh#G=-s^S{Fqhy+kEj=uymbB4o!`MruG26-OEBj-!UN6d1$ zhI$!Y^4rRbVz&CP%_EcO$&JF}Z+aAHJx!E+{lWb84^LS{VqP3$sDrsn{4=E!{2%rj z=O9HdlmJ=8O|rIse+)gw7iFXARr-qNcttkEIDbjrYmpr%dF<9>G2^_N*;6lOt%H3Y zUT`U_04YJP-Uz=#uey+m4_fRJ_WyIHlujrb%$Q@h?2PE0pfy0?o&d7E+U&+9`d_@1 z>M_6<&?PXENvjCiXJq5FE2{N0po=kTr4iQAJx0M-*RwVir}w+7|IqH+UYF`=EtlVD z>egBrb>ZsL=fdW(nC3I?z&4cRkDMk3nl$sOVVvd_!3q!$`RhE!n)pl0w#6qm{G(2Q zw>O09bYKBKPME zk)?fRayYC6bMT1FxNW;&E{Awd=%Iyu#;+$a2B_KMe36$xbpc(3Cu-+D7jBh(58Zhi z(p8`}8s|j1@R6?l{X$xUoyi!)2RH>@Rop1b1(H-^{t;iL9%?-@tT6D1=d;2kS8KU8 zKc!1ec-l2XGV;HAz$a#7-}?5iasnmUt&Y1wrJYwX)t;Q7k#C{SI!@H&_t;+El!1=wb&#&V zK;gFh{>Savl+AdECy~?d*lB2>U}EiP0qS>)G4AjF0Qi*BNZ)=W@pQGI6vK5SwjUOE z5ybBkm4dJzu+tZ?iQ^2b?#TA&XXpzlDIke4+2!wV+SgJ(?eTT4d15tC zc<-(Ed_gqg3%_GXLM&d%5ltRvr`efhVkL||yc1y-8-h38m7AShl0{HP_IvRSFHs^H zCCgcfOTRHOmox?qR4#SDJB-IVggxDbw?wI_4Qmo0!L<>Oy=*wYH{m(?Fq#Z-UB@Rb ze!xT%>KKuHJ}~D_y$NdX|3Q2Di$j<6L1(2x<0HqM)KUI^>Tg+mGy-Zi4dK6hbj`w$ z-0hmxnoCgdJ}$OfB0u^m0M#Wp8m{skO%nAY_Qw*h$p$<@pgx-{SAvaCXnEFm@rCTFeX0bv#>Z7WSAkNNMmMU zGZljMMzf`fQ)LyhfR!5A34peTZ;97bW_6>y46y0nyU{ah^HHONE&C7uEJWmSd>aH$mgy(D9No3&gaENx%!@bL7MY$ z$kwgF{o9s8I7zCNv9z+cu{Vc5e)ZmcO7|4#G&BXuNARUO3FF{88%J_I@QiY#%C!x6 zfq=X+T>pYBm;yX4;JQLj>eCIp#L<#0H#@*dZ(E_LCXjy8<*-3+Tr$Y2=MoXyby28#OII{A#7K z+4B_ci&pg68dXv3%-0de9n6X_coggN8(d;_tp|sk;SO1o^*EFdQWn6`30a(aRPO-| zoNKgrRu4$Y1MY@SKRdC;5Cs}hI=$PD>Cze}@Kg1AJ%bUlO=Oa#o#Q3Rf<^CV9X>Z1 z%b*>-aHp zQ<19^_lZUsvK9r;Rx~Q~FyF;4US{W8<#gSNrxD51Q3#$x_T`=q<$n>aCY1%njg>lOF5zW;+) z484E!v1cO+Sk6V5yJ&zx?H=^;xfGPCJjZ?X!(W$gLjJutHlMA8VT`jKsxZkno=4`HsTR^8${fd-SK26QY$1$Li?wzHk>n z)_9fzNOt*r7NGDO+d6p1$5+!+rgQV96Z`609O9{@Qdc^jm+u+>A%(}yKV?n-vA30u z_ka=hbgv98G?3>(a(WNgy06(g(V&T%hpUcH;nP7dUxSS1Jh7dEVBS%R7+p|f^<((Y}bL}XBD6)ct0}vm`P;NSY4tu!(^?m{2AK8IP zSY{u7hX!)DDdP7p1MV+E$hK7WC9dzY1-~q?Pp)KUFdy|Jq%od*p~=ZfTo!L2s2K6T z8hu#2sPz!*D#Q*BbWdQZUTclVlzf*RbKvg>_tut-Dxh2fUL zd_{Q0lv_j|W34$uTZ|U%Pd(!xkuYc%Gm@K@Ia=@K57G5kqS&|uC*jMJI;4a3>Nv;J zc{>nUL2OU9571PQ7drl-cwxS{abZlBxs^6%#bUKSTb7$-0wt(ajjdPfI{78hR@KOI zWmIsR83?`YOp{K-TBHlWCQU$9K!5b|XwZ6fcRAV|_^e$PO!Jy49k_uuZEt8?%{QYJ z9d*YRoyzo%*E%O7Gt}aip9i*~lrt zh>8J=mvjw3;bpiM%C?2rT2ah_gKT6^tuAG~ie)w52wenVBKcA6ggSt@_=*`3GOkusg?#h;@vUjDe!JF!L509+=txBaU|HWcd&WdHr&K z4_c*rV%?#^-pF*ZD5&Pd8bCOd5C{z@PV&LV)!8kvhHE$}IKq%&_oSGJZyI(^BJPY> z2&%tPSta^1yOpQk!#PHswXW_&{%ZbN*b?h{1zvU3P*&#pgpDZ+fP2()<{`{7iV+#| z!8~u0J@i~1kTm`$ELKbsW=W2&3j5sruI67;_-W;6E~1U^1;8Ntj&-p`P1V}tp^(zy zjDtHa&v9L+I?dTqLh*I;m`Q+!&0+e$U)M z0nufiv77A~zboSOxMXzOfAF^Ko4Y9mvQOd-42|f%!F4^^g3Y3X+=0&I9~P5z9gk5s z!k|@-=Q;Rdla>C!W}Du!4F2HJ7D`4FC=qBe2twVIe|B;4L8b(>+Mh9{p*(;c$*lm` zJxjia3&WlVDXa$fNjwgO<)+}v`YjdXoNsy62}%K&t6BDzzI8%MRK6L0C#n50XiWK1 zLR)`5QRK0{N#^(&>z4RXTK8v78d201f`KBJA;t7xhl3LbNfrpn+Ak>r152WwtYQym z0e%OgIz@^2q{)@;fxoo81K&iWymBtod__C9=@f}e=8y?Kr8m+z(5{gk00O6WwDC43dGN#icw7ni6!>^ZOPKdQ3dRC}NP z{qj!Tndz?@T-}ri`bgLB=*5RRz43BfIMEE|^=Zq?irpy&a$Nvdo%ZlO1vyM9oh4p+&?{@MXh}k3>jed$|zCjm|w<7ovc3A84S}h(Zo&#JiuRJONA4Vob&H)Y4jq z>5=u6CP%N9jk}I0d-#|)wA$Po;K0GBljqFZE~GNa!4umsly1ykQMaP$Vt%guLs zbqbQxCqmQ~nmMFHsq5wZkw6C_!|wg^V;3$UvTp{%q#_2WR3`@qgSY;;ku)mr0GaE^ z-~Xjr>=`Ud+$=atr2ZE%v`}ABszsZZwpSXgdX0Ii#BY?#Q_;jsv=9|^2o2&AEKw=Y z{zngz+cJGzOiPk|_zK-8ragkew&;NMQEPiIbuS9pZy6%2w~qO^8ylr52C*A3Bm-)? z1Nqqt`2JOFKyNMzqGqk7F-_o+miM!h~EJmjTQ)&kwrG0~2zK zi(%?BAW2|7!D>NT8AS+bQxcp!-B{)c+l9XqIOSqJ(aQfR!x>u)6(ql|sW;DrP)}yMvFcG{2(bYD}n(s(WT`w~)P; zNz~_BwLoyM&d~8K=Y4qriKGgBrnB+R3u=7*j|O;uQawOxojbNL!J=_MzAk^r@rSc* zYVqq3IG`LggX5MV5+68D2A5L=1rTP`Xn(m56E`|mkaHgRk++J(B^39>Mb@Gvi1#pZ z05$6CI+1dM(S}c!2IGuaE?>J;IzBB0=bIa?j;oo4O-dx72;=;%=pn_?h9s`2`qVPd zd_pwTbsD&f9IP2G(nyv5>p+=qzYa!>H`1S0TDtuec!Wa*08_WcjP=!*hARhc$k|Vr zeI~yNlwnvX%wYC}v$;mAHOqY3gQA9$LI$H1*D{smh*F#gp0FRP0=je}LuKKT9M#zw zM=NfJpo!6HNLGiJG*t6M&~A(sFb(-N^;op_dV-udg~|r&5;Z=0!MN*oAF#F?rkY!{ z4frSxRziRkb6M}D^m$KaI zRV3aR$__6s(<_a&bX1l{A4p<~dLrC=G4#H(X&ActhOTEdTuGs!sXf5@wIK}zTBlD1 zIf1IDF!Ul(Jx6RP_Jve|uc{N5O&&f{6>Z3kPTc(V*sLbhyrPxFv8(5H|yKQA#R7U!8_V(_!Pu{^{ zN&w8hV&0jN?)BOc4%vZL$k*}7BCk-s^JAABHf{smX@j+sBw)y|h{PI%wGo}+6+>hw zfQ($v(*5@%&Q#}uCFBTgAJD|ncf)@N09IC#|19lmmrBg&Vl(5jqe;p6))=q>7%3?NgaFIC4v7J~Q zPBibRG%zu+T@Ajtlso^o=p(&<#-o01Vj? zQDIz`*vv)QD|>1$$Uwnf+mMO4eCta}f6G%15(-WO?g?s_3xlM;m5_ZBq;9gtfUx!W z%nU_IcOQ~aa;K$fZo%HWxXf+-pAl#g25RS8Goh`+z?L?M3U%d$rIN}krEmbucmtB!6>Pqz*_o!%S;N}M^ZgHCCDy^a~w*}4FJr#gzBBeZhTV<+e?diQQjFCkC*Vp z_aD8(WF0hDn)*uO1+~6P>^nGXl9N^w8f9KxYCUc*if%s;RG-U<^Yu6ul3E^eqd=YT zA^|qQo$f&6jDY%0rN%%KAKaP>UXDOT6Q$e_sb-fk)_U8+$Zc$DStb^k3_WPFtFb2d z^XftD8d2KOy53k^3_Q;wew1wl+~ly=D9O2W7IJKoyvC(t&`-p<&#`@C=RlFPhrC;g zAasadR_7Yhf%A^V1}<`FNpg!Zh(VH+h3|BsQ_4-=6C>$z0oP>eZF6%KuNFBUN}==t zZcfFmDyCE5;0}E5^3>xDUJq5pQ>VtzP3}r0KOAVBx*}YMaC;#C`16@mvX=63dvX z*cFYjUJm$yY8PUko;Pie>MqW(dU8Kb2zhQ7NbbM+df*@>*3VKRDBw{q`+V7x76TB3 z<=60s3dHh8;dh=9ek9R{+#}_fU-Rx=3L^ zajo17ap%XCBXS%jA!C+eAlCbOu4!DzWQlcpCWaEZJZu`0&!`wluegl`#{^?ettm0B0s$@Q~|RVUcaf3-wg zWAwRMt1rZ#m9BLvO-+Z{k=(H}i}nJHFTVC_QCUR%#;`S9Ph~OBOpl@ORYIjfG1;$K zhx(aQGqj47C?zK*-sNtcBnsjH0MRVqV-^`17zbKnL6N^ixGHa>+1hj4Y`sXHsc@0q*88~Uy&$}h+3L(HbkjFn*?scKxanU#7~Nh%wf7O zj4q>1(sAdD1lHqjidLq>L4@CkTU^v$;2`56u1}w;lE}yVW{*b%?B#1}ZogZm(!B6^ zo3>f+a+Zz5QDJ?8bBv>e+7>Qc)nAA{&}K9mLvR?Xsnq*J(08{%N`Y+$7?Bv7*N_AA z=&&O!-bcTAi;alG?!$1Urq5jy4yRYAci^&GwZ}qh97Gl9I0Dr3ZWkcmF=VJQCWUd+ z<@$m3rC4rf@i*XGQBMG$0sc8kMAEEU``!!s?G_#jzmH2o`u`j9KvdO7?-eIi$8p&( z;r?U1;U-}2mXfI|Q5L=5lmi}~WCIuc zlGVbOGBfj=?a8GLa2kqT{&W0H5dXf5-Ws$TYBA}{E~IW#A*%JB+yDWveJ9UnOf ztG?oLm5^|mq`Z6L{6e?D{IJ*TplzSg+{tiQ!}_c(u%{fYY`Q5!3THcQy&k!-inzz_ zMS6WxaN(0k*z_+yB?U16$;DJ>e^OyXQVJV_Y?(L>OgG%rP!GFDKfy@VNaCUmSLw6i zLNP#IaJt;t(&6<`rMD`w+yNyc_UZzAs{Fh7JJ-x7oFYAcOTw_6xd@uS)^al5nx;H=sbrM-#d;1GV4O>uMRCqL5+D&A%UA^3upIa34=d@Yj(&0^p+HSnc zRrAr6pOU`w+Ha`k4?zseQ{l~PHWmods9TXy0A2?i$E0#;X(;KMzrR``m_ksZ2@A-g z?1v!Nvh|;_x;;H$wLN@V$lO1HCYe#Ho|ijYu$nBMYS0U5$d1Gw%c{p!bL3zISmyu9 zgzc`Vr`mnuu;?14?Z$G`VMz;Vt*MH7B3j>(J<7F$2Ug;OsdV^l4@!;jbW3b#(72Q{ z{^c2X!_ww`hayG5aLqa6fh;zHRO-zEhaCabncLFd_IcY@DkSwI&`7YOjrn#7p3;Pk zwr{oI=FtkwVVMp_?m-|`j%;CB$`@!_g{nO)W1FY`vSNnZl$O9ij2ck!Wj3SDm`g*A zz8SZp{iGl|GTchlXtYM@1~RNz2QH~Alp;G@W=vz1eJ{f|{?2ZA-EwU>!6m2zT&D#Q7)a~85m7uG{kD!#O@|IUBNRsp3@ zGmf1-J+_axG7oMbfpc}_;`@yM`U~xSVT`pro9lRgCVh=gLmUOO>Y67TX>m+=62lOx zs_E)5Wk8@HeO!AN)R5?DX4P{BQjw`UKQS zHtfidNG?G%lh(F3<|a}!$ZH7c5=id~x}+$#@7*)wbXvgS^#)7IMFvV_A4WU7)C#`QpfcUGRtQkD}zvU)Z@>|&93r;(W0DbWhipBsFFYighG zY7LfZ(Gh9vEQRM83m;*?wa5T&T3}F*5-`6>o z0u*bt1f~!Xf0aHewlEPpN*`A%G0J3Ysq~8U3XBDGI5_b*in_~z*L#e2UYL!|K3doK z!x1zEs#?Ib4I3PA*<0h_TxX$zuMW)eAVxD_k zq3pZojuO9!mJxU~Ae)r&#bx4P5@kXkB#*iB2POZ&nfejN@?%8^bMJ<>$EVn8)~l0s z2-bH^K#waVpa${XLVg8ES#5i;fIND;d|*CgLZw7Fo@#0PnOqRnEIzRhKae-!Y6rI# z7x|9k9SwlRlf8DzG9y?1!PG@eYfr2@_;(tgES^*2{Gp_L-;&cuC+HmYJ*rFNe zE`C?|$w0slO8zWmjkTi@<=hk08*LbsLKILh*pa{5dxEAIt7oWO4wFPv8<=ZW)8 zPyvCZ*p5kgUkM(O?L7%z$o>w=N)N;fGwWYK`u;1ga9&0;Q*1qXOY^tXWFhQYXbcP5U@|MUpVC356a~c_k*qAH zNJ*r2AAx452h0sP6HA_`whNBnbrp-ktIjz^{I^mVRI!P)V0}??4KR%_Rac|4 zbO?=k2LXa3-Y>B?thlhQN!0E5;hF-pFHi27jZI0Ss5zxK@ zlW`OmRl)^*;f*84Uk*e&`3xPyqM}e2YxW=Ms=3YsS64E-WsS}wpcKM zZ5gL!M9(nNqWpGE5FnD2_t=d820R6%(@~Pvf(iv>AJ}n8v?%E93_WFyHsOxMNet`h zLs7kCwVH=!r6BIK2PDiA;{VNwhOq6?x)!SigIB01a>=YrJf_n&am7(&!fUg29GO)1 z3LRjDGB5g*tiGg!U<8sOzyzQpW_hYb!~ImChRez{bf~9h&tr?N$ojfGwXQswLPOI= z*QlZp*2$#S&f{&l<$;xb3-PY&**cb(kT!LNA}_IT<+hLG_kwa_mn1Edxu+YheJrE+ zVGq_2-=xfXsOQ6Mhmr*&ZbB7!=%oNKVK6=bwe<*sdmf}4IPF%m!ySn7GW-J`s`DaF^jxg3@Q*+omQ^-SraRBPhbpCPZ3;Wxd2*8;axO4O z62*yqyhg_&W@BEk;)A}Dra>j9Yp$hd6;X{yInlOtk8!IsmVKrI$TQ@(`z?SXvyA~` z%XSfCHf@JpQn=)jr+xY+FB{I4X}(yNXJR*bms1e%u1M-DvEAXxx46xs!vy zrvIZ7+S>cSWB6bHD#LJPg)lgEfQ5mY$?Vzus^t`ck|@}>p3wmu>n?2b+_{)9p0E-- zvU6Q-G1t{IQYiFo#36>8aB-9D>W)lAzs+xc1H>SGPe3cW~FnvxFroDe+;4jeHt5`s~r+f2(Uq?RlW}^d8R6U?Rp1T zrT6Oo^xH-2Y$3h#d^-#c@iV;8k4{YS9k|2b9;lVqOH~CG9@}9gG*Y^0>zZXQ_Wae` z{beLzAT<6Kmm*DCK`ha~9-u6FLa)x|kUGI)_$f)v0 zlvz&!%XOM1v>Omwv4Wwc#6w2-Pd<|()n#cOv-lWsJVPBwbF7&e~WWygm7d3GEkl=CSz$xma&}bW!S${W?FgDJ%l>8#A+yLhPO~ z29VGKgATp5dh*>o`FNnN*~>YdF+Sh_raa6sc;FRbSzTS%%Yn4+WF?&da%%>UacQ`( zJ>FYa&GvmfZSrlj|CsuVtHX~wP|8+am3qms)ZGOO%k!Pvy@BrqXso+s6aj@jv8rKA z`*HGj5W-^=Nad9ejiriEklfU#UB*_E3zb6XVF@;^!I_P1UUIY%-?6L;g4kueXwp^8 zg$Cd^%}Db8@_RaEuxvOGxw&+4SgS1S&x{3c47R1himX9r?(uH7R-gv2Lv2zd*{$Z z@rp?~&tx#2E7Ax>Zhuj1U@EX;(^G|LUG$S`B{G`fIW|zIzzCd zlr|yN2hoK)vol%3gp)Ic(Ot{l_+92PGv~;9O4`JQI-$sB4PV^&3-mJ_JmQIxm5|ew zO|HZD$>Du9WmJ5`B&(ztvYaCX1B>)yEaSbK!Hrc3$K~#1;lD}CDF?D$xP|vG$rU+M z1zsr4`lilzLXm1UUq6)u!yUzQvr;i0wuXo;q+JJeZFhJdx zXz__Pjkelu;4w$Bh2B@o#|O}CFy(eDWu{~{$06v^&O3&-iTh5wYIYWA^^}-0oSnB$~@dsrf1#&B{;-umbe= zqH}185ftoWu1Eb}G}|SVR8kag*=V%#Wpq=j5$zMWLpzteC{LVBMRoZ?ATG8JEV$q| z7^TE1VaJd;>kt}!#A&rUjz^jwHeq-mUD`qsBZC%S~TwvAWSGOAaAyEiTSL5(N zKqUrlNjB&LtukTpI*}VcsY0&;8xf2XBO*I#*hc#VSf=JRt(V2&{>>~$kHw}Q#Qqq> z))=)8-0eDJ{e{UxBw5Oj>#p^`dI#pq%?42R;tRU+%U8U#cRKAF_iykasFrcy_BKrR zI;I4l*l1c7x!fk&pMQEH+3cvAsVT;x=Vw{1n@8tU)E4|pPHC-uUF*&#;UF!lN6c_k z!hT)K)-ZUiD#;iX&IcjQV~VS{P+Lp}N=z`)HG(wLtUXL~{&1TbL|kBbCii(ByF>=a zJ&F(i6ztSCJhqP5)73VhwaY5V9Q z@ov)=d?y7=mLHj$C&SN0Kpmw-=s(I;Bl#M<=iTWLCPJ_18SQDqJMO`ZD*s7dqG8QN zKm?m7)j3E*-^q^9(O zy!2Ob;qR!eQ)A3MPx{4NOk@x0Rk!5XxTSw28ky~R? zBVrY5u+|yK&t#LxdjL`FOO8fz4+Cp8D@5>0BC0TfUp1%S5SoVwCyz7nVbj`Krs3(2*wU489$hDCk(a)s)C~a8OCp4e9Q_9(NHETC{&;Z zH$IA}fdzhiA-nHqeCstMS^4S*Mmyx!kRvCHyA!tXpK}JD#&8p(Q;Aq{@Y6&+c)q+|ZXSWlA4OMd4litE`swqUS8LYu!{@pasjz&K+V66wPNZl5Ka9ByD>Zx>fX; zTmWjDZ^GAr(EKx*1uIzt)%hz>!U1NcQJ<}v%&D{$vDghGT^A+1@5r&Bx<0kI&P=vK zON8WMxI`JZ5cLb5B=5;d!}B<97wPvW!?J|zFt!I!UMgdL$E%|%KgabV? zz1&Yf_w{n~sADB!s&XGjpq;>r|2i+rL9fhah!<;6TKNT)KX6mrQF-$z;LG9hI1gTY zf|!%7UppCWQtE2EeO3rfyB@In+q6=h!bssXBq;~>P$R%!%~AC(xfpTmt8nR0u(&u& z-XmiXp}TZc?Dz|SsVcpj8=Vj7{_wN$)BV;)IpE__;d<5##=@q4aeJOMF_VcnY|9}g zFl++#=mcvWhkgS3O3~f~Te>`l)<2OitP4|5xI(BEFTzknL03^E?%(1KqWX%%tU3p1 zosak{lnZ{T@8fOUJnT@$8Vgwz^Z%5cY40|T4LaRN(&n_>Ewa~@o6lJmM!4Id87>1t zYUkTU5;n*tU-8@`cqO?7h5x004Yx7Cgi-(4qEHA4Gls=Ox7J++Or?wh=S`F8r9ntW ziU4CKZNZ0PBkRzINJ&Mj_gU(BDT@^(_E4>BQN$6n*xO`TYhSd*g9YFZ?KWs^)1-{Q z>OCMs2Q0py=GZCG+PFA9G{**}zWVO*s_oXT33>Ev(UK@INJzt+Z{@ZL_w`d*rHkc1 zb|6AX4%W1KM4Pv9;&x2av(cUOG zjp)?$YKvA6QO33-4O^Rn+C9YGwhi(d;2qKHv%RxkpQI!Lo762?_ax+Ph;#w@eC--} zA?7ageL^r|@S-%jq^LiIn3ZT&$}&5YNXGMykg;!2=PygK9IsaD%mlYUNC7s-W;f-+ zbiNNs&@-mP7F;dPStE}4(e;m!2Uv290U5g^OXLT6as#}7j6lumJ*ti=5bRIhmQ3$q zMnJQ}xF#ez?oSfQNvAj=N*iHqDv)bfMgXhS0`?1{obISa3KH}tF#WvW8U+#8MR=v^ zk5THQa6lnh?%ecVFHC7%DitSE_Ps7mb7<6q%A-e$yx;E=L2A?vWqYPY&dA;@vjzpb zyQdK1{)A~8mjKGJ(J+WS1&aJ0o_x$*#}h2&-k6$%k}HzqBYaVcQ_Ss~mAy>I%`C-E zXy)|eY;@RfH7m=y=p6jiFKR7zO)?MUUM)KB_q+b%jM3rr=syd*R{L+VY1+TMLn1b? z6$L9m^V*SQE%=2bWt^yn3}&2?*~Y<+dCMkR8-X}GKRp&iPBnA14Pca|CL^|9oQYu1 zm#IH+d&$tp5WjLk&0;PH*=PS@{&axs6sbhO`vp-HOo1THOzJLQe7=ekFT4%C7#(sQ zMq5@9T}?YJF2crg6V-@t``Ywf9NC=Z=U2OfQSh}Oqak}hFDi7SSAL9Kg?UE#?N%5O z(ccT-KCLqf#TJ{t;prxtNIJ0V-E=Bg&}^WauXM2CyQhGC`$U5mLfYF#nb?f6a?S5^ z|2pAeihRAfr{9I>C>r_W_C5Iv77?a|P0=B^p+k5KV}hsO+sHJ0#KVBCZ9wM6(q7m* zEephIRuttt z$dmFxYQVI`Or2!+Nr)ZsnYWJmEaxLgSaTD4LbM;GZyafPDbgz)0#>@RYR&O2InX_P z4kd;wAz5?+H1g92g{najD~LZxX9;yrR>80zPAte*w{Sn8JgO7gVie~ zL>;ABIVJ|dRzA;CR=9Igtg7L~$!z?Y6oJZ$tD&nV{UdtB9Zu;bqqGQ&(is>bu7kMg z(z{6B9tIPKCQupglk`(AAg&$mv>Q=a8zKTKa{b&u%jfM)DzQ2hY94r^Wzcii}lz} zf5gt)7lZTnhJHPKV+N}XA`UE~yJ{bcV9)Nt`7nVyq;_t@#J0_u<^`644t%Hp#vSPb zGQ7?Z{1C+rZO$V=fWj=d-IY|*MwVd1BQWrs>BGJlW0J$e6Z!Uz23v<&l=KmW{?p1 z&1ykECK-A)|G_|_{CGyQG{OBoeD5G~`r-2i!7Q`tzlx9yk+^N)SlV80!)u%mgYxm^ z3&{cQTIUBy)LEU$5;wYRKbN{$TNHbY-7@&GNuQ=*PEz1WCdlPf`=mYr3ibqb_N4cr zi-K(sm#*5XbH!!DN7>F@)f>*gR>Jm-CnM6K6S#nhz zWfb^qRNixcZ2Z?o4oSojN^BIYA$gA%8UgDAjys^x%P!~!JUbckJRe=K$9eXx780bf~V~ZpJ5M3Z-cG5R*Eva5<0QdoC5`YAlhs zUG%!gI-|Tr>KJp6J}%^<&5i|;bhPbtKNGp>{(fUwL6ykaQlASY9M{=Y+L8I0uyR63 zaSi1{HHAv;=vGPUyCwBkk|n`$8tu=_D*MbX{Z7IZTeKC;hHp_T9D_T^zxzRI-fKS) zl~}dJ(d!tvXKvP)cYxEtnq|lU>13bCB41p^K;ecEyj#r4B4}pu+bGcCCa%W+)0W~; zLW134m&QV7obA`8=0}UtH8G_*tB76y1ty~G!CK2A3#W%+jj+N=6mcsZs1#u1%Q{%M z$*v4K<=l}#`_b2RR`INDum|5SAu1-r!ix{j z!5wffk1r6J)Mxa}eOWgXf!4=96`onbHrs%W^1`_U;XGYDrRZa3tb9jg3@0<1> zmvsy&SwduZ<*vIvJDMvR`mR%M!~PioEb|zi$fPCaW&Z^?Y$;f-9>NdDmX|?rM;1Me zO@Y>=6e>y0m7Sti9{88xz3N43v4???86ykg?B1dxOBLOQgE*}L0V$^d zMZGWYuES>d3ry?1RWr!?%Yh_2syMG??V->J7WvfXIGwf`JqS1iK)pg(6i>5@FH?U$ zUDb5er5!1u2JKgfrcC7rl&owfyuAgqn2e+Wnj5zb8cUg4q9Z1F@RaNG3jXT0&&1S# zW9ZAGC4*ibtslYSQJ1wjWPel@962W=9BjdqpcJA;Y=cfdGC$zwmpXeoVdC-dEkHgM zDn~5_&;3gZ3-RkV=d$TMQH_>g=X^h1uydd%heY0d6uncaPMz#-M}sHo{&^5B9*poZ zI-6rx9Hon+!agPf-EbG3i@t|4B||cld>V}zfkJFNp(vtR2ck}a?o-reV~ZL3ypD` zfx&4MJ1M86w-QrvuSD?MGr?YfL%2Dt6)ftY4^Zze%uWmCO#d=-=SBE_t4H0QKMuy_ z|8sY$=kyw5oq8)-4SbSTEpc~m`A2WGpAU6(RwelzO9yndMJ$}=E3AP8Dvl> zb{UE6mHU85CSA4`-qN=IJLhfxKVB11L%Yv#WSbPpk;$~su~d!C7QShC%-p@bJok5- z!9924RkI+1S#$~*FQKp&(SkxLhWYF4Wq_cNd6zAvuhhC4wEU|6Y=@L%h>DSNHzo-= zg6SVOP8~7|e#*=Ptv&nu5oz++JpeP{8#*x zW5m9sFZB{l;OF}87<$xe|zUr_&dVjX{b{E5{b)0Y7w z{gjqoS#7%A#jJ(D<^`gx#L7io;E;I|7a-vHtZ553Gc@5)18R|KIo>+9_EKiwWD4M9 z7zRFwpBkWa`tpzI_mHm34(?&cE>9wAih^ZzfHc)lC%mc@A^^uq&1t9+0Zty}Q%9^> z;Xym(Q`yQa3j7opUQOmZjsAVT$4d^~hV*(k>-#X6T=w&Frx7g`ro%;k(Kl80dT zJ`zw~6Pxz$tbePj)e1pE<7MI9^&^GRf%B2)Vxl6Qa&1wsk2hFma9M+a`8io``j-b= zI6QB>v9b&Y6=3*PjryQFY>=@t22G)G#R*WIaI|)O8F)~7Ja~BjCEG@ltyzyujKR3hRXNHh+WGN? zx^Zx~5W!hnZ(EvJ0+7379xGp%@_Q%Id%&bWK}J^lC`Bb0e@Aw}_HeCYd7*@Ch+PQ< zgH1!yjv5Qp3_79+c&S#y2kq3ZT9?87upvGQdPVJl5e_I7T%t;kj-pUE9vGqg=i zbdzoZP`0S^Y_}?qwz|fvKfcvUMaO@Z_sJ82SVeJXIF~H`AmnZVn7dk8<3#imCRBrA z);?E%wgff$LSzz|Y|Oh|japB+E=SpBg$XVr*e>}bKCSfM0MtQ_W?udX@-)cl!U3`q zNBVFtuNM-A8-E_n*aj9!aXMu;25X+rwsRPk-=c%GavD zG=IMOY|R6*eW-#820;2s6KyRq#?q1jk*&tWuT5C}T`kO@zyFesFyCRi^^Lwh!Xr|8 z!2~vuFj?vkT*mQwD6{uipo37EQHPjkw{2OG4VQ5!^FN>ln6R}Ra8&VmVRS?U+@V#Fbpk&%q zbjgdaY*B|&hT|WAfgeO#A$+cT;_yyQ3f8Z`<=BLvOoZ(JTgEpY-tw5d-EJO&gd<*@ zvegdOD`MeOx5`KY#fq*^D3!g<~GnS)p*!}xWHUxncPsYn|FXn+13?b8S zYepS__F|zqgQrb=OSdqkRTa$V(9Bf*qmj%g_tL|#Et7}d-~{VJp+H7VqlEY}yTgnc zKr3U;9Dx~$54fkLUZIv#*em7;W)sW?1BB{%!akj!=wb~Quy&GA4#yS|0NQZjohcC< zEPQDI$Vb;5Rk2F@i<=xuvFzDFVm~M*aI)o4{r(7>O~*%@Hp-6^(-`9OwJenO8`=eoZrFr=6$wqT(92~PfTOTLrk zs&t6>fPnx_>mBXC1i0i{=lusSpId%yp*CgEUyAu9jNx8kpXB5=EF(khy-uhQbglIS zZ?TF#Bx&vWUcD42M&>5N-86R=@S5UH6hjM^ps+MICpKLBskYaTLA4t;i+gpC2IQqy zZCSe;B@5i|-GRZ^m@tKSN2QFQP!H)_eHyrwdL-W1HY7)_axs`g>xLd`TB#GZ<>~}M zz$64=qsrIY30sdc^q(e+jCmRErsOLchq;M&)Y-H3jsTwFD^9u6d@Sc-?JGWkHso@@ zo*XHcG0PP3tLpMaQ}{4wawPf&gq?-Uybp}llUw^ZGvM=cRuDa7+Tr^}bxYTdg(%nY zud2Gd^Nxp2eb$(~S!Hv_CwEc7R^9>N+CWj@|Gn8b1Q8Lm_(}DSu>W@N5#d`DlOE93 z=@6$kY)a=fPyT8>#S7n+l3!8ui0m{qw?AMPk3c%71xt5HlsncczKdJO0et zrq>sY`BYICMUB2W!H}zfj{i#7=jY0LU1}pD8np+wyH@`v)D=)8up+*Vzs71IPy=+Eb*BB^(BH3NNLnto3YXjL4EtSz|PEwk2^Ud1g zlTAQb*!iW&d+U#Io(kaqcF7)`)ak?7nnUK6DL4P>BZ?*(+0J)FL+^l2p=3uE_tR1H zD@=5i{ZoV(sDHk`eB{VE`=DM+Mgb&>%>~VJk0wUOAAtuvtmkr#Iv@P*BJpsdt**I9 zAuu0`6Es5+43k-Wcx5T)rl+m;5FEHu{j2lZMDE$i$=jLYvlqUd{QJD+!mUh+;A>v0 z3)=R4?4vmiVG7?MVSR}o?t+2ofKW%m-oYW61oR#hEeA#iQE@{AXWaQkLiLU zyD{oY9rR(kVGf#2B`b5X;>5h9h??^jq>0-*fD^1W|6v&d8%DERYg`&#Frj(TlYU`H zlO_I*w}NBbSFbC9NOl&cDAK;EufKC#rwA{4Pp0Nmeed!Ph9*59iIsOFHqQ#G1?VXqkCVg86ljJU^7|Z4A}~&7U#rCz!?4q@C5I*5JxVj zYv#6Sp>OY1*G8?3f#{Wj5Dd6>+GN1qOxFdhJe(U1;+>1~wf}MAvpILDlg^MyDz+Iu4c%gd`g+#`F`&i%J{ zVoNXz8%MW9&>bU|8xb(}l3LS*5A6VAH}Lx$)2Bjq0a#%(*#Q`7y|jn49Kh-!f7p>Zlo}JXsCb=tr$VU$Eji14m_yT~!W!bSL`!9s z#Y4RGY=kB9zA>$~(31&uVfAjC7|!2uMYTCy_fP|5#6#x(6x4eZM&~aD6rZ*5@1a+l zw7rGZVc@+(y7RpL3&$j0Px%_5I3rS%DCUhqI<_kYaHXbfZm#QQgNBwv#;SI^Efq}4 z$u6MrOr)an6{IYPL+xRvHXmczmSSy5BW)yXn_+|={V};HF(sIF7SQn3FJ`g|b2QbRJysavryTE-gjSJS+P!DnbCx%k39T`K2a0kvL?WPQ89u1Bj3d^86nr_)}1R z*PU8;iRUUxTHu4UuOkRHYarC)^ZHpdoaQhS4_v zkXtTl@9*%7)Vzvb*53Ol@=;OPWS>#EdoN{{Z*IyEYM-e%0Pym;g{>)KV>md-F=8>E zPWJB{wr z=SG(!v*0~Pmg>+O&D7)gu(7o3E{aySo&%1XsH}9uk2B()U(E>-Wa>>oxp@%-p5Jj{ z@R+mN4!Z~|AJU|9v^@K$tb{0DHqpcby{+55x-W21d_{WBhT7HGsl&ADC>XAALv)0B zggtf^(wt4mr2GvDxMM&9`8c8RvKJ#o58OC+Y%G8FCzmG^qw>Um%1xr}CvEK+>`hOht}~^^8!TgYid^GX`a-T$~y#c5Of>U=?2;7aQ(( zQAUYbjKFhz_f$@@&jW<*Fw*kJ_M4(9g*Ry;-y{L z17bC8k!IW7R&o}m{Kp#QKS3{`N^)vqcaX!lc^8!#T;d{M{0+8Z{-;gysu(B3qm%fw zL)lzqK8vphB;m25&8fD|ovJXmL4w>}3(&TFbM?Q!Gp=QgSxJF7n)ESe? zJj(S!h$;N%hNKtdup~-7O@l`w=-k4G|9}FRQwE}dW&r?T%1|NfEdfVJnC(}pya&Z! zi#?xvbw!o7xz58AkBiG(1-KUDmc99qSp%MpO;=z#WnParabp9d~vF!Pey zT0y)#@$6zzglYR8MzxwI7;_{mC=zPI*Whdiz!YC=KJ)=Ms#Ev)rv6e?c!WRd++;Ve z^eVr%Pl7X@j!ejZ!N10NMvstQ^}uK(b9}8_x~(V7rL}$;LS7>=U&&pc_;91niS0cH zSqd%~scc6km4}#j%1U6MIbBik{Y*&yuvFvVMq>i`8}yDP%a9fhd-`Bkv=~Ue_Y#KAVoKYMC0US` zvaL2iXnWWJzJQjXR!%t9G^1AEMD-nFAuLTgjJx6pw?2AfY08Rmw<2E#O^2ZHnO~^| zkcI$Ef~7_1H2&G{$Yp`1>YhLXo8+1JPJnRH$f&CEtu!34#9>qtq<<9VeW0L{|^{g66~@Q41CV4TJ7-&I@D0`xU` zTZpIs-F3cwua7Zl9Wnz0;{(XsJX0f>U5|>Iu(;EbJTfO>Df(^vm+HL)(?#Oj2zw^o zI`u#JzUoHv#b`NJOZ@$KF<**naK;UAil{AkIBU5GI96n2^8~R{n~1~u18r{p#L@zj zOxOb|2V{|JrwTLlei~fbQ%fd7d9PkiHs%BCxQC$9nCVNItq?j8i-%@pPBn19uoJ^On3Oi^yC-YD@^O8I;8qn*DP$pN)b9f_B=+gM1+WU(4IssZT4k+6m?WAnpb)Z+7zlW_~2NbrP}KOp&5y<^U5 zvjYBe-c@)+Xa^(Bn4rBM&8UXj_Im%8aL(Y_&;}DLSRdSqHwftb&fqRJk++2_AY_%6 zIvG(EG2g);-mDUVM8t{;>1zaR8(bvuEy_td`SUDe- z0IT*CPr~);3&UqT*(SUpx{3Oj9|VN zDKOgucV7SAHBZZRH{n<=zLF!dUF|QsOl6x&`KEnHdQ=3ftu(8HM(F( zQ)*eQ00Yq4Nv09!H-m1?uOIr_E~6bZTtCE*5P&vdLV7Cl!^9!(FdQB3xtkmqXmQ!kWSko zrgZ7n+W9O4Fz&>X!TB-0zu+F}F1S6D>|l{qTXL!ZnZh9EmvVlUuI5gANFXQJ-A{QZ zxtj`tMVpbgNyYC$Cz{m4ohf_zECtpv&5Pw+&4G0amX+zlF|BqNgfTs@VZf zepYOW$VEzfa| z3Mfn*em8Ye{8+$NCY`xt%dv+MhG5#Bk3#6AX}VpnzIr^{xz!2EaawJv_b&QBqKe*dMc1e!%$&i)>tpAJ=yl(7Ovkg zxJn!4sE$O;5R3YSNw+oobztTMZI(C5Gf;&Y8xEf}eZ8FFz@^WO`0Wv)XE(ahP{H5v z>r<&29k#DO(RWCBFvSV&fy^uj7Zu#ghg2tT=$>H$0}I4T9ZuX#{0_2eD{|G zDKMUcm!G*tms0xFa|1ykcTi7SzyeJ-O1t^$P|~{k_5$^ODm8LYE(t{Qd)?SYjPR40 zW>y&htL3k6cFguv`Dsx1Sn?r~S%S5=TUuLt_mGqG62F%^1+9At0B&_cd2;%dwlDue zUP1Y0>p}~*_KoGp`yoapF7f76x7KF}H3NM&l^?)zzY^{8hdp&6)@1S{5&6UqmG}zW z_D`v83M7~%Mnd+s47L5b33}kpQX~g3shJb5Re|Itg!?=;=(Fq{^#b9qK@>B);0CuR zDYpe0C1eG{C@)Jn#FkvJF{-nxD|cs|>La5I_fN3W-(8|G;rXOgssJg8d2<+W<|#<@ z?GG)duN3@4hzgiz-Kmm+^7Mjn>bDGqZ(HPxAT1okN`$FkClii!z~anc%U^GvgDkt} zV*MPwG`j_RCj)hD?AEVjcd*I6qg`j-v7OT3sVDSkhNx)!4@NIK+_5%c06Rd$zZ&#^ zk=Cz|Gxk>&-Z~gG*Qxa#b&LCZqfkE&b>hLgO%*#Gfikja;-6E`aZP@XZkYdE1)l)H z0lJpcP20?<;P3LRA~e(s;dxDS8X{m&m#L`7Iud$PfmUIb6D4=9i$Ad??{Fw&1iFpu z#G69(^6|LFnDZ68s$jfC@9)Nc3j)GIO-gVYZi-b}Imt5XIrU}6)wt<=f_~N;Srm;{ zz*T@59DK9TAg}h*zFm>0gCr;s(P|G)&?!6p{Ms2U955;GA>aAVn|kjLXxaIiSsiOY z?D3XQhJS4++I-Ro#?|LfPkp>zC?so$(YUB;RERQC)TG-ybe>in zj}RH6m4RUu6OlLkXu8S1F;|SC9KAxgkgZ6iGMrQn_aPsLxoEv+_jOn@tM0)y=q=?W zY_bDT%)pN+z#E~UxSjbxH&*hn{a5c$#1#Xni|2fSJ|Co)Cyj#NZh+@^Xm&S&o&j>6 zE%=OXNXO>h}uoB-E;s08eaC zE}b^2(il^VJ@w>#?+@{nQ%8&4P8EO&x+}hqZ|3igNdHwu5^zGO#Fw>)zkLHyg7QS~ zx$%u(6>yUvT95>P0*A(j!zn@C_GayxV0QQDZM=HXpk*)U;^_48zs~`lX z1FeGeTSw4B3UtxdW!sD)^h#n8a=||9o$N&ed#flYdEfLm372*u!&hDdl}Om7@ry!J z;Z78hi3%`UZx@E#v0{==a@htoHztn>4Iz| zcXYE_KWtfcg*&&_XZ>U`#NIQ5XSv~Hh(~zLOk#6{?_W&*rDd)<<Ms#Xck>vdIQ?PKZT2g>nT2@G!&_o*-vl{0C-cG$rJu!y;IrQL;Z@J z*-x`~qFJWh0(W3B=k_uLEfn@=W|S7vA~x2y`~pu?m+tip{J#roE5AwamM8Ee`~D20 zt^WTVCQxG|sRo5{U+b2;x>Dkz^dsm+^Y~<~OZt2H^8dNEoDDe)P0)qVOSMH|9XVu7 z3yO2$M{TR|O)jII&Cx)ZHbBp9e~ zL)`~d3&gTPA zby7X801yfz1)F^UTBfdWPhr{IR0J@Q$E72}5UX#>E%zV*w!+Y5!RwRyFb|B7`@218+#-KFoL7z{}aT9rzN8+>^a$4L00s#;%V}R4J zdh2FNq2@B48Af%ryYR)*x-DN4yRZ$Gnj5JGzTDB55+p#*8+~NiV zDNd-fU{2o;sPSmthGWs3REy(Z18(z`*7xrDQB^I&wx@sG*<}V_bEkm^e&Vr$FBoA5 zpsdV{hfFI+ohbbV3E@RpbJ_SYZ4Nb%5Zul3YF+p`ka_KGZ!-hICjiRW&Yp9ty*8nQdW{s=oC&J?kwG^A*;-eA6NO${iqRa zfF@({pW**4+)KN=2!z8uZpsgnf%i_bh1fhsv$1{|^bc6CB@FD)e!#x0{eT+gf6igW zZX{h^qjXe2`UnK5>T$I0JM~0ZscWXGipL@)~!BS2*6RUB*wyqsh{N#YouH% zFc^i&4`7Kl6Qincdv7!pDE`eU22kGGY$69odf%R#2-0#Hx04C6hqh;`wWL-|*)1;X zyyd>mhO?2xC45KbqOHa;;{*FvcM=ZiSahphI}=@!9WTI(jF}=!u(;+8I&eKOhgAOhSugcz3Ei2#0Rd3w zDg3mh{4usS9LY@V(B>yU#3c)YXaOrzka0AZxYY<@PM5|F^JP(?X4LnW_BQ@u^>tW0 z$5UHG2g|v8)|(hE+3-azXJ||U!B1bzg5ivhnBYiH^y;>ohM!2tT^m>s@RprZ_T?0@ zE9?WK;waw?C~KyYS#UvLxI9?Ql=>MqX$a}j6XG|tmlkEZFX^kMr2aE+Nit@*g3{sF0&QGVfq`Vx6}+|wW#L#BVnDM2iK zv@ZNY`Jn|IP}uaNjEi`H!SO1F*(bn-$+H#Gg48OgB4jusG=F%4h`xCR5{_XU0zXSv zT$(3n-oW}1F90$_6Vgd7L%J$(LF(+s%ExBD+&`=&MJb|w7rH1ccx9vnPEx9yKJ{O_ zWov4u(HkhQ|ALJ4F)bL2&>KZf&DWCKggGkKfZLGXPS6tp*YHN*(&`r*wORN%xsF^Q zd9Vv}ywQx!CV9HbQMs9pg$KQpJd}ATloC=*so!=U#9OmstrU00pS>kA@X|P;$i;-A zbYc>HGi(e5y4Rzy>S|?|1mg&Z1yvWo^eiD_KNqj498x=q*{d%6DC{*$#0h}ZG<^-> zSgJp;^VnY^EU%^+xKWxP8UI&79i4qzdIB{K{+$qEN;-KN#8jBLIZ!c|rV5IMF$Ayr z^$ZMC)Ek40Zqk!7c`;9VVXZx!!I;ypnPWl{|Gv&`XyfV3RPz$05y;okN3ScPck;uAvke>|pr z5nm8Lt*e?xTS~qEVC21k0Nf5oj=}8=_Iu43-@_S;-$0RRX=aU9 z9v0ux@R}p#gqZyFhZZYSylueHN1{YTdHUHzw4^%kc$7B6*psK=Yp~F!pPetI-8ThnC9DJ+HZmX8l|8nSK%Rgtj_ghiE~1s)Ipp zVTlx~{nIjZryUQ?B$px%%b$X4xA}?1&Tc6^0^)B8sF$y`xpvx?k<$B(*^RmL*Ur$; zrOhy>w~{<=$!@s*K-n8#zUcT==g*VYnt!Y@>dEJwduJG-v`CudiF;^+H%iT}fxXom zX1-bK8=HVGJ#Zj)ZvJhVkn&giQRPjhj$s`v4$(bN*nk9!)x8TFvzEQ2d$J{+Y6otMYFcBV8dunNL5!Kjjfo<(P@^==+AC^=ql z5>KHDkLMFzpw92#S0^%I)5q5nU^6y9`M}yRqrH?iIs8P!|BbO-iA>bD(obrGFx&2@ zyZYF)FGa6_aeFo_jMUi>%z0Tc258a*3w*Ox4B=?Lst5!}Gw3>fmh4Y^0;IUfR}61> z!di>5ax-;ofz-y-9C#J{X50GSCa(WnxS8hel`uV+@}!2Tg!2&)${ikCfq@c!((F}V zJ!%@0c23pH&9a+1vA_;=R5`FIQxbVcv3um@+8|Bw)6}(`OUJbJT3cxF${fu-h`@gF z>ND`bnX$9yq7>P)*?AH6K_U8!l~<@>u9KSH>Wb=Kjf;MQ-1_?BCXm+e(X%)Nrb{GE zVb&0NtZVYkS|&*T0L6?JB4Dyy-pd-rTfY_^CcPDQNoT4s_L^x;sCh`{Tr0Ik?OLphIri@5iC@SI-mikxR>Ys@3 zNz09k< z7DFSZ=`g8;aUp_Hce5>M+L!$euL$=;1Li@R-oCxoRpg(Q+IR(4$xx(zVHKbj=6>3O z5RBL+-CFKsBBO$klo7CLN31kcd((R0iGQ@dupBTx<_mT^{Z#&$M^d~M6>v#z%hE@0 zW(0kp+zTcoMPnEh{gi#%Q{e;!Q9Ae4a~_w!IEWv0FFC$HQypa+;aqu6?#o>?*4qsS?7;no5VQYN;p9#(7(^*>d-u~NE>xI{bcB7lE-gYg&Z7<1$}jj?<{#uxsfV8?_!B!! zV7yjUgx<^0jhrMQr|5&XfFD#DxBb34NQ2*W6OL7z?{)dB)CTCF0FYfz9nPaUGV!ea_vof68&A z`#7{5*_|52c0}2z0nd2nzF-_Hf^yfq^S; zP&s01&5ns93*pf>5@FpN!LYff`R#=7m->j3^Yp{%$w7A+;bjz$c+go;p@Qh=k~)~M zw2%z-%@(H0O#O666H?~ShAOp)DJlErnUOmnPJpLF^F0w9bOfHA*6fX_oE{VY1Rt6T z;5Dqtwm^!bs-)J?+Xjxpdi(9g%*RA34`f`i>a^u`F*KBKL)Q>Pb|jk49}i#e5$b0Y z?q<4zDnlN7W3fu$deJr%Te=m_EHC29rv|*&r9hbC?hX##xc(lls1(&42G+z`NxaRMs)i7qAjP zPInP-0Zp-F36^kZJpqa=y1wiFDy5mnZR#aIuKvZARpnFGLQ-vU9aCzhY>RU`@VHbu z^WtBpPFdFMe0iAL2Q(Gd4lnOV14rLzvP5j!%d;>{P1YxK{P}j!J%!>{+x6?E#I!bD zTW2HQPJSC;?=uuC<$JTJ0_7FzUX4|Q{c@mpEkCLmbnzFOl&o=1+>Vb(XY^0&f5xv- zDe?gI=#RiCit6BNF%Z3Edc?tx&60jdJ9*Or8rEx;$Z9!J9+JNF#MUew*lt7Mzt`tp>y7Yh|*2pV4*DA>UT#&Urmtp3L&^ zwv&ocT(!=ZiCIe<0_n#BnXUf?v9csY))m4F|8q)(j70fgOJw8v&HmiZ@o# z1L_5qbfU?$il15pRy*@0yMc~V_%)v!`sPAVRAKzkYds!uGi1@#?eH}J3_31p&&^)5 z#ikRV)dY_mcQ>9KdeFPYz$Vrj6de zsSpuXV!8wt>V`uOl*dlih8Dqg+3EK#jBmYO4p$OVH3a_4=8l)w#Cbu*AN|MR7%B8h~ROJO=unWp{iMEC9 zKj$jRW{COHx>U|+r+H>viZ`$@Qf4A`cll|u8NhA8K&lx#tnh@$NQ7(YHf(@)b8G98#E?z zI0P$6-skASg78TNCnt$pFR<7?!aYPizAZ^msg1;{b{c`S@s}=|3EfnolyoX zHNQu%$*zKN6?O-!fP5P7bP;lt{}&Wam3hP!btv_KR(>Jn_ZYPv{fgWePIczs&&tUMS)q;Aive9dZh@8iu^>b@`Qb%BAhLAahLHs$G zh`6~T%oz8OZ-4HqVR=-^MnDN|ziiQ{L|}?tAk-a|QyaAq-e^i&*WRJD2IQX?P=_hP zbQKKuQm}TA7%4ZLtgvj^DIQW@RWJvuXZ_r-1FAdnUJ-&;s%I248KvVMe{#B?I+m2hEme8x*F6S z=LGRTOC`bzd?0>BIiDljbEkc7%ZUe~0WGS#j%usV+1__liJJd4>vJ|>E~N`2aW^oo z&MBYZ@08hrc}C)gCHGazK8B4Nr!y9^2x7*A-YCGv01%xJpIe%q?}@`v*HK8=_*X;I z9m+yixsE~&td*KRe5NS^PhgWr@;R!*#xz7>x$w{|OC%RO;LFH;eVOR`4GlR}A2#-< z5gky{Eh$Ak*gqr(;X%g`FfEb^`8%hS5#FxHjfCUS!K-(=@$xn$hSDqS{i-53Y9SPt zq5mLOeR8il$n$$`ULB3uiHrlk@e7a8TDs^$@tM6irTBuBitV&cACVMvT7upm6E&#- zjbRf9#4mCtRkr7Usn!ce!dZmmN%W%}B;lj+x^5=RzSX+ps2`Ts@I!ANHGO+$Z9o8H zKR!bTMpU`ldu~^0{S?3bOt5;#QNH$mO*bew5Qh1_y}bJlC-({FHwFCJ6OEN8UYm_L zQR;}n(De;m6;X8=@W}D}esI^;{J4 z$zdyYb%Dkdx@XdQg_U*o0FZEh66@=+LlURi4&9>=-l7qrh}n!|V}wf_8lvq%OOtzT zIrz_1$nBIT5VAaLl?IWBW^S%AGym$JIVo;AIs&H7Q9QmZ1azIT`_Medi+h9D^u)lw zeU-pcqNSs;ICZ-`^eIkyzB3p-EWFY}FS-dK3?5RF#af4fkW(1~Wpu52OU$K=LcCeB1+;JYz~3no>m|S z@nmf6FG8~zA@Frt(Kr^iRS0#Mi`Vlg(ZRuo-l?#WB$rJm)otJ!qhD1 zc{ppsj;e@7-TCKn{cSud4OQ73P*{S!BwR+nbqRntRn}ovi+0X`k8B+c1}3s?AYRS@ z41!dGdLjktM7Xs5V~|hT-NAM7nBVp->yc_tC&&D*1Jpyqp;3a*3n(H(E#R2(zk$+Z z2eYyhmOV~7Es~e3(qup0*(5mW8l95VRu}8o6?eJmHrSzZFejyGg-7TRsCaWUPkNG3~THb-Y~8YdisI4|+(gX=eI+%WP7O|NOaSyIy)%HENhXS$nd7 z+$hh#o#yYu^LZc2uHyfF!-}sLccio1#RNjCPzsBsrDbE z4gkX_e1f2307+C)5Uvk!1E6R;D+9dfCGNidZGFQj9r1+j;#fjs*8^e~B567}c-PkE zPId3ad|CbVgmYc8Uf>!=xFFpn2phn2xh|5{64&SiX?QOf=`zf@=!%8{x%~l{2U@T= z%V!MUaCqg%NOQiZQ5Z@799Z}na7Z)4J~cgY;1(3@tyeJHR0tq1ilPYq-{@kpF&n;g zBZX2jE`OK)=i8{!fIM``s&Y|@xarXULH>4{PeDdB?QTLPmDq^n?yRkX4iJ*3z{krA zQdg|)>9TefaLby;r?o}b(Iy3qXx3A1QQ#EZzIlYIid?VETdoklX4G?Iy9Kjergw74 z_7u!%8n$cK*BAW^lFL>TA41T#fnL5Y*N-}wyg5^!PlGU6aqb)fhn|@q#$G0Uq9xrX z{I+4ZWvX#J(CveCCP6S_(IP$(a)0BAz_mDaSdB@}X?rhpi2YpO$dWvEhb_saZ7~( z^>$@);QsOhA4~w`JI`YMEJk@AuRprfnANT>CeKXSj8?*4T{($%{F59dDqZ$>cD-Cs zcuJ%+#XTJG!Hg5Oj9T~(Dt<>4bM1%;E4-Qd9%+SygXs}1xGgQpw*)@EIdHrwnq+_h zEfU%TXMM-Q^2Tjzx0?Xl5a%rZCW?BhH#0 zvHa}KPNzF|+ZS>)3+UIPL2;p66UNGYWK_i(2>Xul^ku7@H8_es*A^U(J}+oV4l{D0 zG+3hsg-di@` z4_9#9I@nCy`qlthl%U^82aSO>IbgV3X`;u^%)mr&S(y3lAI{@HNtNACV6`{*`&GZs z&;@-afq&r0w1A1bNrxJ9zxNmRw!|=_K|Kiv4Qe1+&x_usDH2c!oMa^;;?1A~%Eh#WF_(QsR1o(#<@dqE z`Nwf&xlO0U1jfByC}(wOR!VQ{1QVXXVNb+7lyg#6&TdrarGYCazbS}LFQHhzN+bBE0CcaVVi{KW zFh#9fA&}=@zWHabV|7c1^M_rWp2Wdabe)y_O@JaA0++LBpxkZ?Xev#Y77!itZ$qWn6&1Gxn*0b${HWK`WDC;O}Gv%gW_) zqfyoX4#c1f=np)rrs&d+=`-eh%wkc6)g1cRXv1rV94@NAq__7Wdd5L*}EZ~ zw~2=SJ^KZ@cpf!qoxzUIe$&N{J(t(L?VRYM!Z20@pU?L9jd>1@UGGrFa-4!`9C@-} zubw9KT>US;XK6fovawwDeO++kh9w&R?=u43Gxp zMc^?nMX`4omF8_{hv1y8^CtW1qQfD{+nHLGFWaUUmT(U!X1nfhrGZ7{6@L-(iDVqF z1pmii(BHigBkyk5*5A;Gjc7T)9saLXbPl&-vbD+~Htcv^MLhB$tbS&%#dJh2BM)Qc zAyHx@pkYk9O`}U4_FU$Q+45@b%cXYey#v)BU&=tQG9vL>I9VzXg|; zwpjn}-h!KnQpQ*gdjhu#FDV*3Y5jUIp?X;ovEQ|dy_v)Jf$^uF&R=CV5(+pmufAEEW})1)E=KD(LB#z zt7I@3G0VFo(o0-VaEgsaQJ0@bYiJg-c1|^-rvaOsH?_ACB$6N*Uru`qL>EOtlPTs{ zSt>ymPS3ZevEDNQoqd;Y8lH&ha}$S{c|utta^aP>*BdWtFgG-&5}tLN4m zRXE+c073H~G3z&F`P?QksrL}rrHJH1B<`T7CEU+4`q!`=1!Fv>$m@%0!3DB=Ous^? zA-l_G&@DFTjcnAz-gpx~#rt%bQLEF#)k3EmUn&LPD{#qvJsb0!8_ozB=HK|Wow{PP zw9iU2T(8Vy=aOv?CkMUFnrsQ!sk{$+vDSC9KH%qZ-$y+@6@9SZ592h7J47Q5k^G$SIRoYy|}!c?u7LViFLu8lRChiomePsw~& zEX_Bu7A#9>d4$~zu)bZnmTh@<6T)G{P{vc*)yOR00`&(PEGfso@}zW*gHlshPeH3~ z!m)uMVlpuR7!+m!%LmOo(VJxZ7qq(kir8BDJdsOw{7DXKv2pafA-mXa=LflX0QOgM zI(imQ{P6LWy!Yw(_p{8A_cErp13lM!i>bE$yY@V!nDao_6@~wCY^V;kZKraGZl)$$ zza_~UA!2^_HYKPTJiC3(Z^+nGkn%+VX@ky>z#g}1eTD=3U<O?a%$e*K?TPWA6KG& zUPQ~rwbUnklPXR*5}jiKM76}&{Co28NN$+SG{l$3#F$MSIhK|+KpR1b&;VD_=%-5m zFqBE68Uri4O2hQ2%D*COL?HsKVeR^o{c(P51P% zceHl)H_qKjb=rVP71xoJtdG1XDDKy9RB^5A^HVUA!>1N<;Iyn~CZnOnk03zuO17!t zzxqV{rcXx)=5+oh0cjM+!Nw1ll{CO76>r*>;US1K)T`9e;b#Ipgsy9XEc?1~zTJiL zD#jf87m}y7v_D3M>ftBb<)N*|L%qA<^5bgu#=vvh5^znD5HN^9uh?}2I{dem2b;nE zG%5B;2zI9`?ax0(cQfD2k8bjgqkhiG6)u2~dZLcASGxQ1htF2N<|INy95H{Y^KGcz zy9XIw$=px}I=4dsyOKu}4&{HqFV}jjmwJg`<^|xYmJMMFuFeN#YfmFrnCtFWg>Bm6 z=tU5=^Y=!-t6QK_xX$#_O52?9h2IXmG%?c6$llig)WGKCky~=@do3VA8Dr$(O_DA~ z3J=qUSZo2w@N^s`kwxQR?E!hkSH$XPXsvncPQUAFf8GYBsL)<7B2_F!hyM4ZHr7tY z90)9_gr68)N^(ilx}t+z>Ry$eV-844fmCT$sTFN+s5&?$(hp9+SP;)INV!kF5ZuQabnuntJ9YbJZvyG;zM;J_op|Y(e)0S4tB*Am zhyaJk{HNmRQbdR~Q4cg|q!GV=*7OyGpj=5_R)HoP=S(am%KHs6_)p{eRti=7ZBw4t zTvU6~M4x7k)ov)GS?|s!BiwrSHEwP!+aVim{5vdU|d9H(ywb^854B4sgh9Zo3idKbU~cPdy#N!p>QBBlKr>^wn;)t z;NuXL>fFd)r~+^0+tDq^_PT;Fkh;H zXqARNMB!(U!BYa(W|6o&yV=z(Bp;w;7R}14DhzG!A?-BDw1UJn}eXwIv zPj_AhU`}+liu^+pCAL~`=ARB#!c8&klTIGdxHCg&2jS+6~3^K`u;HPR14@5&~z5 z4H7n471RN@;Q>g(G?42xu@RGHnZ^!YuQX-9j}Q9 zWI$HzZ!(ALarW7OQ5<}uNhN)od1ISHpo?G;5w~(ZgZ?(Z4|Jv3aJ`?@v5hw%9A7|_ za(mV006Prvk*@70yhExd6ElCfDt8ty#gj8<&_7Pzh{2g6cq-z2g>gF0X)xp}U|--R z<0W9>6$0_EsS}VSxs}eOgM{s>cJUFV z*!^pvzAFt4I?+%ajt@Y)^%x|WMTLX%{kf^RO~reYKVQq%SSHDj3kH!Ri-9+8tan3C z_r&*2kdt^ib7L=grly@wwKvi)e;x8977nPEyAhp?>QK8-=Nknu@8d6FL+lDW1$K4P z0aCHyd;3^XPxG*@~MnP_bP66C5-7 zMW7%<6tl*a{57AU8tm!wDSr=0=H`ufSLJ)RtQ23BjskDNF0t9jAH~E_$`=z6566ky z+xltnIBy(YZIEx3SW*@}o0X3lOzZ+an}6$ZYCTTxw)#F!cvTxx&pDk*>k2;5GohbB z>X$sX95=pJoi8*idbE5H^v0XoWcR_G_YMzl4d^UW?KRJ4+x0T7$hD~VmS6_SXj#EK zwzQI6(6oJJuk8AOwzpi;8M%zg(`Qvx+A1&1Zpz} zczmS?N6AwiB5PYpzC&_ge@bH=B+5UdY~Z=GWpm?r8PO>yGtZGG+wEU<5{=5$n#NDj zIT14Khdt|+;_6Y;Q~R>SJD92Jhd>#kIyjWD!-Ust3KcXdUNTUA>=YjUvq&Da3&tl? z+tkWmTpT8cqhX_h*hlV=4oeqb;-+rmZL=*8qGLVAc$bi~e{ip>-XI~T@5Fkv+ zgYs%$AMM67-Hv^I1^fR*o=)u+*8g=WvmVJ!jO?NR{S`Fk?he^`<5&`g*sJ)Q-)sn2 z#Sq5{d$p!s-ppSr8Mg~(T)`wXJS}$(Ts$>OG^Z5as9oTD_Y}7idIqQT4T!X+zwpy9 zzIevSYSrtoCiM<`(=k?LKmTbaFcE;FvXjN9`|U&@b>7)&6?R!6cS}cQ{!Znn3Ar8q z?zXAq8z_^J0JNlC4H-2!#*{6eD8eUpFTJ?~O8?-y(2Oe}|dL zrebzI;df-@gd=GwBd{hWOT?Z86zsH2V`yU-6=psW4bB0-ksqXwv!m0Bs7Q!+L|9hR z`ur;F9>TiEBw`|g;0ynlV87Z76t_B>4}fs>@^(Y?Ccs}z*>ZVXyU1i&<#jHIfMW;C zVx+WoBaWy_Xtg1Y4yIpYxRo>Qr6I(M7le{Ail%Q!(A(W0-_*SajHEu9Lra%zV_mV z_?&ZL)jDC&ua{DN!^%gI=1NjKM_yx*lO#6$*zG*_7kP^UHHuKDS3?9=V{S7 zMoGn>Ck7qH`-gGU-i26y%mpJyk~l4ICm~T|38_r-S3S3T)@^g{hxeh&MTYn!;gn0> zw8Hrc+0icEaMP*Lum%IENMZHGn`y!xmGr-~qGh*oh3d>1HvMny?`^cC4z4`&;Vr0^ zx`>gwtYp`S8CKmKj)Egr0i|sJ7>EZgTahv{(xiv}YBL(^@Rf=GsVGWC{~Q??IjBw1 zQ6wXtKJd4t-;g`1S4*nR&Sa2OBt52abQAj*L%kZ>wrPuO3OLr4f2ZoAR-pPNkVh(I zD|WNAN*b9P0W?H#2JnmvVA^_RZX6m|CW)gy<){=tzlqEzY`!d)i32Nap`jkFe=|pt zUvg2eAW!w#{EF}nd^sB~15Hv}?p#ks+dc=xarvhH@SXw={L#a&;%W<}34w#r3Iztc zxS%S^>-?V(4~>sH1&R~)24-ky!jgL!+Kd>R0EWRShx+@bb!S{ z%H`Gq0{lhZq6HU8bVM3UKRnhEtCEJWC3*G*R{iON)dY`9l9$K@Cg!{Tt+St(;K3mV zQ@e_qx(kkWccTJGZOGD(x7S>q2I+(;?oj0WV-NlohO~OPkB<*9S&!c8b9W3sEmL!< z`&lcJyYe2>2o5ywl0anN+0S62@CjV`g*{g_h~)-VleV17@bUC9 zRvF3~m9q%>%-TlU$tH)0X&GKXL2@W!SAC9%R~FCq7tSi392j8h=2Go$3`^-ay~i}` zW%4gw>HO)1a`MpJY91+>{>1B3g4X-WL8^C$(YDT29>~B)XAH#WBrj+=OrDD2;NE=J zdh(kLz)RbEmyCVkQD{s-au2_F;$#c1H^QbLbocdWu+~tRvkkl%wWw07f|*66N7Ii5 z4KVVr4dTz8C4@9lR-INUzzydM)g?MxJ}b$gjm?Hs`7CyjW-il01mYR;#gSrM?g|&s z0DidXhR4|rYgE@Z3rwkD7^TfZZQHpnVkhxGwm)o7bt8EGgK{tQBvE*!feG{)G{z7k z@2C#1f|62|;sk+{1x&wRq=}7_3IIcqWz&HDg+l};czLiS*X%-MvIBZOcdX!r`^!_` zPsy%#UOL(#=a#;KW;cQ{jGHH#rs*J0rsGF~c>Ja)^&TmM)LFbOR(G^1EgVG-r?OZ} z##TmA(q5s#s+1N+sWO|qP8 zwu#_c3(nxW^vS^Z?_d4$2`h z;A6f;I@mc9P9c2Otl%3Mr(>Kw8zTWFVBf@q!qv2J2P$Srco4un8BjQ%2B)&VUC~%K z!T1+L<3E>#IA@)EabuPfDn$bx$;lS6WGPO_7rtjYx8hrNOEH%a_k`-71EzH{J+T3fUcLPRUv69q~@K}Hu5KH6Dr~n+0H#4Gv%2VE)Y8UC%6FZ zQH>a6b%uaW7JvnmT@lk%nL7K`*+tNhgXJ%GHfvYqea$bQv8hCwj+U=g^FmC|b15j_ zljKt=J5eRV(XRm44L9Jmm+Bh0UP|ufX?-Px8dU=!$QRQL;+|ExraMRIYx1Vt-0P~DjpDccl?A_ zyUz75MrEK=#i;;ORUJJ@j{u@iUy__R%BgIcUPDsfAa+~RjkT^ka<-2*;2R92N-Jd- zW&RwOCfgI-aISOO48pZtR*VzlNHd3j{wym7G7Qr}Bo+6TkAZ>TIST5z=H}N zVn=Z{=T%hJI#D&#RfNR%VK<#8tE-=htsUVLtJ|t%(h#(Z57Yg?5i<}Z_|NBul*I3& z8hx!*pgZM%JSM8K0Vs=^HPj1Bz909NLg z!U%Dj%C|i@d_VeM+~BCX*h_G~{8ac41%-*ZAVi<+r4oLZ(SlR2oP=jb{v$&*Q`{eyB}n{uNx| z&B0Zg47^{9v0|+7U|P~kX9iQSN!OI%!=akTjzRY;J^uXks@=)iTESHoP0PZG!_y3N zN{d4;f|!-&Z?x~qrMetY~ahyio85cUVRcA~u{n zDV=ogbY7B7jzDpFS8}oP_H6qi&E?v4wgtwogCf_<4cqQU;{|n?plT?)NXnc_mQ`RS zRF4<-+V8qaN(5OyYlO7T#uW%$>ZD^It-9x_#0WS{Zd5v(pN(3@Oz3Fm%}O{Z@kr69?tRgXfA#xwnGBlD zDsxE!WD`iA#3-nHc+4_6jiY61+*Dlz7~Z=2xg$yI?Swd4P1X0eZ|sfI$2_4nIj`qd zL8tYoO=K(XLtg%HFv-1@c_q~#C@G_1sh&!rf7xecQS}Yx6b;OL?T-I zUT^Lae2)mV3+1L26(a`QEahBMwvuhf)4@yoAEPCgH z5IX1b1JS1^^>|P_;2w1`HgDFVgv5rsOj(cNsB-`dbbRa z#PBT}qI2U-Wlovu=xd6)@_N4>pR6}vI11RFn-*m{y{Wc-)m-j*4qoE#tUHpOlpabCb@1?cUVl*)<@I4- z?eD+B#v0EhF1RA__L@*4EyTXP8?KDeaxUUfR>6JTU=GCr21G;L1<9Y`!&S&VKVHY$ z<{42=_bfx59NTH(HWczaU1t;nL(FDM*aHNI1tyGy4fi^mviB0umQD4k&@L3$?-;)P z59XV+49K^I082o$zX2RM?WaXkIyaEYzCF>gm(xO@{FJDHN0w;NpzmPLtC9pBgs1~Z zC49;pD2T*_!7QsWyBM>1>e@jd=nwI~L%32KdO=8e^R$Jb@n{b?l{wgxLDd216?OdY z<2SRhM(~OttR*5g*a40;;CU2a@|As@c~=Xmr7D*`2{{tgsk0-P*J#V0Wux>ID8i{9 zhX&LkuU;S_w<>)zzvY%($Cd7xz9NU~kD!X)S~ObV9O=}P=3c0}XI}Rwjp@5WdbK1s z6BY>wB>)-6az0k&tFLT*Wk6iCb7v?ZdF95c5`1>?b10hr>3;wt=eJtq$UTBZfesB9 zs)dH5agDhTS5`NOSYsbb!G1;3r14y`e~b<%6MS0pF7bQ&!~dhTs>Sn&0-{{1B?HCo zUkIz#sQ0nRh`Dk8mzlERkse7FTU9aBaD|l+)@|efBDHN+PmJUu+<5-P(xs^#C@kF@C$r@d71-Go%3*A z7YA8G0B_aN(qD2?HZ~9xmh0l<%&mA0iMR4LAKqlhVF^W6qV;n2(C!gzg7V3iu|B`_ z2by`f_xVQkAxZ$au#$=h|BgPh5cX|3%LUNtAnUlB1kA+=W(?Jrj$KU9H>E@YZf$nw zqaYGR)HIs5bowp@uz296d{@v|L7rhV%-dhQl&Gtj734+zmr(Mt>0 zV>N&crV&mSuOohg7AuJME{M#BsVIM-zZaOXIX@TV6c()1?n&@GA(Lop@`T@0;V{hJ zf_2`zRffTC^gs6%2d1|Q;*=@V8`tQ$?$m>(HQrt!V!$0UoReUkq_+dy>t0|!JDU<# zlw=>}`ZphCXTWMH`8(!kE>M<)GQ>i#0-Vb6Pgp#3`~^8pz8Fg6FH%@Np9lkV`AF|z z$sQY?8ALBgK*S!;vq|7^i#EcLZBQcOYyRU)B+_k;k``h3lbUs*PkL6x&!aVJxiT&C zqhtp>g@wVHNX-Y)ylogX#o4&6;>Gs-fKZjYB`Nu?y_QVO`bXA_8I ze-t_YdLbQ6ZHll;#yg+|UG{)PNtLDg?-A2j2VQ^%EZNG~9{le=vjwh1+KDhE?R)FCb~R)f4FyaLVVyu%m2fPr z<{f^~B$NEa#uvRSezDe1qADU7PI^kiPSCpZB2xl^Umnm+TA{=tInx-a<8W#Z_>j}9 z*)Jrd?>yg#D+bZin~F5x?t1-ZUNh6yKyE6^Uaa1YEC z7BSkxeLLX};G5AeWo97|F7BpnbdZ_;R`JZiziS;OMm6=aX%6VrqsKIkBgsuJ-s2yT*4qI5+Y z2*+W>kh{8{2m$||w`4>yX^AC{GG7F<5|fD$eTjw^XnXJ-i3A7YhMcA`-dSsVC7uCv zTm=mF;b}aD5y?twnkjrn>_?sQMPFzxRolK#k_3ubcb9yBxI_;P zxnTe*S6Cn&A@1+sJ0M@KMCF=l8Cfg$cl59N2X5xM^BXj$mhy=3f&5&o*jf)@*d6YuL&MjLza3 z88{)(#iA80%hlq0{#Ph@zSyQ@PGpuEf8mgL!vCjlPQ&fzPIuqe z@z<9{8&|)qO#NID1Aj)G|HE)3LS*;dAlqlu6f@EKjJ^<$7!9Sw!$nQWwL0ypxsA&dl`9dqQvC z>h_Qq&GMti?M{Ll6ejr$#EcnuIu_&14E`3ZihM zO-Vw5WuV#KX5`f-q(!4~sXcz{2};AZwePE)1~5cqB~*kqVt&lbAaZzE#ixVNn<`b^ zaDo3g*5b-D=WuM!B3N9HDX;WgX{#gk+pKI3%Jm*lz}B zPQkcVN=FUh(YmbdTsgppvXDb zBjpBG#BkyO>^P?;z_zH8{wDyZ$dtYxs7PeOF?;g*m9{-a`aht&q z+wg`N@9|7YkWD!Utxi$4HV$wVr|*VwBcs+v3+R#NX6&)Gd<-b|0HIZ-(M*_j{}pn! z8ynDs2<8K(1r>jxI}M##o%8Dzj3}dS1%=^_dY0@?4x+rap~Dq?I%}Mx^M_dUeuk`ORs5t71Et z-Xn`H6;zyoYB^`}nP+pKo~Ln5RrO&ja2O&hp0ChHuYI|Jl_FIVP)v8j)U|BRzS+$g zM2P^ZlvL>eU%CO!TZb=75Sqj_t^KNXf+ataQJkjERFOu?B-s`kBPDqq^Rpaj6-}LE zTUFI%dVpQbu7X-g|2o6+(NBmG8O!u=Xu6J)9xeujjy%_R7VEqzDUO9A6^qCFv8yeT zJ_dgoNQKbPJOQIHQTuN8?DxxESZ%5lA<-*UBd>pC&fKh}LdwT0^jx(&B4g=N3Qw_Y zr?!idSQK?#z{DvvDJ54ec%bIDE+L*tWYXi-`2@0^Mfp`Qz=R@%m>&`u?8z2nBhjOKn(e^dpnY*uv7srY+gGZQ$$_4&QIpgtpD`X6 zBx-)FI;%juS`IUvz@A|;r?4K+eTPC%2vp>E%JhvW0=4!DJfjxa;RS|O|0VxLw3?yucXulkS#1W8 z%9kqkCa!JKOPy4BXvQ|j6vCs5Be#IxfI3Qz+qqbX^SzF#n}7S}XeH+SL*aC2M$bBo z^`jop+gc$=@;~Z5Ewx_~#D|FPewXK%HYm+JSAGTnAt79jv&N+8FH~k>3FF&Czs|Sb z(H@LKE?BzN)88sRxC{6ml~9UI0!&Z;569tkY7@dtx1?3oMNSgh)p#*MC-3pIuy zQ6A0A6n#X04mO;qbv@^}Jl~HlQs6?bj0Q zNrxiQGhLqyYYWv@$14$uNX?1qG4{{tGghtWIyUsvuBxZ(sp1uI`TjX`Bn7itB&_&P zgBbByPnR5TfLflw(oyO=oqAwly$T8B)GgA;g@%Zpl%Ke?;9WdiqRi)b?ORi0tt2*_(3n9!-x$^r%kQw z9TEeZVdTkWNR0{MM@;PX1wOi!K#x%Xc~MsYmXAAKi>xlK*Q2KKW0j%}$j_#N-QjSs zIisvNW97I&sr?Y`2B^`2w_lT8wyQLVxdxmIIX5N=qgSysJleWz_hHUFmzuA4@yX5i z@qecPyA4yR z`b$h~jq(N=X>F%|WH8J2Hms*onzk?=wt2cltJ`yu{3L8XE;&^BWlgJD91yzT+tb+Y zeF-&mhaP<&16fj)xq^ zsuTU(72`R1d`z&)#+|pQ7!LXf?=x zrQP{_&S!_5rb>81$on(e$9js_g)?MdknC39IDqe2$vv?-gBV#FnkoS-;B28sL@=~L zFJsHI4u&Rb-_53N6=xa@5n4S+C@-uy9xi3AK;nE&AoIp1B-F1M~pbS9*1ncMClqr^Ok8be96U=mV zaMNvr&YBEl=KUFc0d4Z}VOSAnU{)4?%d?9QRXICr&V_=8p?i(Uk`i)LrKU<=bUaaR%QxaTyziT?-k- z0*O(P!+4rGB;Zo?bvMXCIYJ+_;I?b@h>FIPQ-$T*;@CWa`R8mdKWYS|p5Pr83Ae3q zwAP7<0qA!vTH-D5Wu3q}1BWz|d#rpjLxCADRL(Qyl-pSCEbctuNkNT~8E)~!ASu5s z<<-J{4hr6~5L+*EY41Px(6m$|8 zw>s-}s@Y6HDBs}e1S#;Y!l`NnF}|{aU5?&kep3ec-v^^0-ksU&)DW2yPNSMH{?E{) zgBKYu8e9H%g* zM8nCoU?VI|3>_c^cw{%rvQ^abBb`Akv+MF=@2IMPNqs@U|+H(Qo2T*8!JYdI$DBE ze1Qv1L_9B@QfD+3vM20yFbS{;;?G^J6+aZ8O$B~;^wp7BG`iqZRT5z7atIq!9dY#W zYW;)VUvzjEprX2boRnraumb5Bf|jJ+y;B^rzzlc#O>QL|eKyjcAo=;2x`0=ct#^ye zp&PUHFVCm|#Gp>}bQTg(-0GjEwHj|+5EJ~^dO#=_Jp9iT71VA*Fjoj_yYfINMroG` zK_i+x1{EHmDecyf9YpuoyfYJg!EiQ7!V#t%j{)f?2C>c5Nt6uH*>Qz~(Bd>wcNzhHqdF%RrHWRsG_ z9zc$Ck7aHGL1_9hrdOlnCPWW;zjJw)^P)7mPr=t-;R705XbK-i5LL2(h9TLe50WnM z(MlBXd*Qfa->K&a8|^oF_qYt!@Dv5p(6hwkqyZ~5>5eM(mrzp9dE^=g_oOyiZ%I~; zj3IQfSB>Jn%e^O1T|jUehXP{<|F@$c!qwz@tEgz~H~W=+!BvkF20l%`3E6uM{;Vmq zKAxI2&R*DJ9(&Jw7bcE25-KA4ZwS{(QujGE?}EDnV5QNFJY&*3VOXr(ip8E1^TE?% z17ib^u6h!<(NvjU=y79OAhE^{5FuwH{D5$Y1#dJNo0=7Q1J17fbl(mRjrp?2Q+1MK zhfyD$QrTHt9==U>$E@FmB=1`79Ipbf5U7-h$;Q61`q8Mu+2^3sN98aEqVJ@wGJd|h zGb_$aPgo0Ix(tE$Y9#CIn85d(d4X^@_d6>O!+%jqei8^}_!6#9$OTuwQu)Jljim&m zTb$wPn!9Fdqz*W`mQNm6f2u%gCU0@)Bl>DA-0U@+(=z8xvcj;;C6#)z4edYTrN(au zz~nCuoPJ7pr#zgbccy8^3J#Ss!GX`Q>*lCyDzELp7jAngV={g5ElNSdyh}u&z->Vp+tGskXK-P6X==*7^$?gEg~!>bRCR+8Jk^#iF&e#NV}?5 zqGFH>v34m|{`!|PSC*KJcCmpk*?4U~}nzj>*Yrqy%Fz=0!K+vj5E8XKU`%*~Pmh|YfF1O2o zvG~InfXw1d)UTmSln3RyJ7Sz_5kV9B`Q8pUYEMEU)et$pbk1+aR}bP)7t>JQuuO)n z3T0Zfr;d^obQfxh8}m^@x-r9GYep6)lVo}WU=HleN8goJBu1$^u2zEJX5q+PSml(cu@=mT9mmPyX|ziM+jf)EWQu) zlIidoO}`VBP?3YNNv^@b_f6f!{RN1G?+eAsClOJRdCUIG>%qLV?Mh{W3jCy#qKG@@ zCIoOe7N>ot1q{oa7nFCrUwN1YjxT9&Fd^3yrbKZ~-va4ghpN@xX0JB<`R6f-1WrPoLgUaQ$z#R=5K8+igW{Hmfi29hR^Su&B?WL|URLo~? zU-ps1uA1aSvGf@|s*Z!P6J#}ud_))6qsFH4I82K4>}>-OLXT(hSvD>|Gf8M><1Foo zyKRp0ee&8T@}u#(#OCdN4(g2Do>P%?7&<0;q7%hh@*6HrRl0=0M3Gk~N{!Mp zuF3luq*R_1HxJO*Jk5xyiW#-*%q;B(awD{j``g(?-u=NLsD}HfW{O!L&~RQZKKeiS z$mYaRsU78JcS59deeFQ|(~#MmX=rv-eh(1+c%{HIq>2#!f99G)a?^W^+jGrVXaHnt zFI@|*1~0RpUDuy#du(70D_b;EYK?PXVS9EL@PJHVjcIz2>W8P;a6>DOmyL#_25&XF z7b;bbOIBYybkG$fZ*fS?UiR{rJhXEn9Syz^!@@U{ID3gR82lJ~x@`(AgDd|%qZ^(- z#298QZ5-anK5P}Oodidq$P_GmTc3$QTn^|@v7ps*PjUpe#iNHuPy?jR)Celch_kql z;I8?$Ysty<(KEZ|5czRY{3O;R{G-{!pT7caMd#r$MPZ>?k{AW~Iej40+~h9G&(v%# z1Fyxjvz-irC>y*QjRLd9%2nmimDbQ2<; zD=xK>1TtT5A1_U?QXsQRah`RP{{l9kPuCMl}xZi>JloT*?G zBlgx4E0~hfzB6$wHHED5BgoJ(ar(XfDxZrrRi`Vr!@o>AJ2e9}Krw_S`}hS+cqZp1 z7^PipFQ>3rdk`5jj`5jtU$7WG+CXH5Kpda8JL!upRIgAl>u{A+1!hZG%?>ElD^lf@ zXtnyFrD;{)X46-{UY?H~(me~oba&};Fa9&f%M;sWn6uTGUm7}ea^02VAfvj>d^g@_ zeMc~ zMPfzR)GhAa8Q-G7<^G=l`r ziCv_!KvtkfPnrhcgFT@i`bqOQq<{q$(0x3pD1q{*U)yAeQUSJ7{)P>+O}j96gVJ!= z{Yo&XGc~>QTZG(+fE;JYUFI^^Wl^4S8FlQgh2;8+YyrxTM%4;)7`--F6Dd$s5`Ol8 zo1y{oWyM=bwubE-q`s%*-R1k591oAHg*+CxuAkK2#`%KdJo$bk{k5V}?4e=WIHNws z88ecK82<$*$5%w0ubTFUp-0>2Z=+=Lp_E^e!;n^AK;Gp&+434{)+knLKX}Cm8VOF4 zItk4YQlmFwcydnV-7ZHI19^%UuKK>mPyWhfUbBeKA@GZOGx8l|g}|LDSNa-$m;csZ z5hw+FIi*E(TGD2cyn19qaV93bJPRsOyf-7R{(<$v=evZD9YgqQq6o3W0OndjJiX>Y z^HoD4=e2>g+S;+_M0b@Z`@WeGGTysYeXe!{xTh47snewfcv5j0)?g+&xfW&C9gyiW zxc2<((~g|C{y=Vgi`7L+$vz6!#U8yM0yFCapTYZgw3{ud?jixK>RJl*mt-<`d_a290Vq->vyE{0{> zpDs5tqWI?Vy|d(VvatGDU+H3rO>~<8cb5t7eB5%AGUFYdZ+*9^iiuDsABIHDXB|ZN zMeFspjVK5`A>nuw5guJwEU%$PVU(ya=~o(9y0yv=!yhFc_C&A#EN#vibTWWd?f1Ay zJslT4X*I)3oj+l+r2ObM#l&hxAz6ZG#^eS`(fu^R*OHbdL&fsE>!)6;E$A$J=5SB+ zWJjM%eAF-QWH@1hsTa3LKFoFNu(1Utk5<^_E`i5bi=y}sF5SU{Nyub@u~s?1VQ+F2 z3}y*ZSiQ8FQ_HU!j$^ziOlk~%$fw)KX8YssHeWCPpGiu>X0G5NR8Hym@PhIO=?K>3 ztGL+fem{x3Kta>Ex*pSLI*x17)Pfbji8^AJ{5C9cDI(r^>1xMODVNpZ8OkztQh~2$ zToQREIO2F)g2^N}CF;ZQCs9Fm&^li#h*lbkvh+H1UX;VJjj)(5JT{wgNn zAdbw*pq(!x(?DVx20_|^o#Fl?VZ~REBKv`_0y=Rd>W=&l62YwG*Re0)IF>WfAUNGs z0WJcFlLRv3wXw866WyQ4_r>qjod`m@-fnouUtU8G#n6aItVq$G>?H0)k9%0#j^(Rm zF!If{DEt?~Q0Mo<*~eB+aY=YE=xqRnc=pt}GALIrZ@))v8znQq)Ae~%GNFgjG~AzV zUu9u7JH~^{O#exZh3ZSvi$IN|o z0-Y!td*E0#hf@>|6MWK>BS+2wMUZ#I2dROhA4R-Z<2Dk-G=Tk(8|K3mpLzgC#L*9- z3^vQw)bH^gm4-@$!l}$jT zFDgi4wcki zE9P^TiwPGR{{oQ7!uZeGd+0Y{z<#K)Nq8rjiDEBF~0BD~UaNN*Bg@hP`cWwV`< z9IeEN;LpYz8ehA!8e^%Bv2L~jwy(<5HmVmByv8RNKX|2}ql#)6 zU&RJ}F!!dd*N(EfJ0`;3v6E5S?!aohub6KUli#o-aZTH$@K1SMK4b91V%s00XkK5Q zPqfuQQ|rf$KT_Nq^W`uVsUQk$1wE8Ze&e7`NC-Q{cnwqs%dX5*Qz^~W>Q{4RlgMeS z*XsZdr|+_lpxF$=Tq_(_q?pw%Ronimul48%Fe`5YL;d*kvy7uUe8{gTh_>U~@qhvn zva3ceqWF(4pbBBXMBJKrLyxU~nWqd^z?m>=;Jn=!aJn@^dgi6@WB7#=6r46+H;LGe zY6~aQAQmY4K|lB?uMW7{*1QdzM}(1TCcJQ@l^z5yO6}p_!86dPbX##L%l#kI*Qu*|q$15WV_l_TZ<(PKlUCu;VWa32@TII5si*{++G~`WhCB5vayVtE&&;HwCxt#2~s5E8F ze58-5*}k^OzJX;Y+M`tN$%TW|7^f*O8PJbejiy1IOhg-1=k-xkh=Zams0viv_=yKl zc8mLq=T}_);3(z$Q_`vq61FV{qE%ZEvx#bx$)TaR0#Xu|3 zz}IWiclL;Q<6Ra#u0ke(%1Xc_;;{kNMb@=&auT#qI8Qk>XQj}S&;tJ$L5xbmf1QPg zR~hInN+mLdF?meQG$&wUf4=1j0yy0KjGRS~MIGK_c_BdKG#AcL0GP;mcLbJWhv{>I z1$9>Zyg<+{diJE@kD(=|)lvZGoJ!LfO|!X#%$);VUfF96!Ual|dS_n@dQLzQcFo~A z_F`S?rj6b6Ur9m;oaE|qw|vsg=J_hEwlCnfpqf=au+jUoAR8Tk=>4(7X>lJt!IPFW z?;<;;)}xdcsVt;&`h+vgS0xEDym;1i-4lOTvy!cMV#6iYCa$ba&`)~DoSo!#Qsax# zzZC`(#=NWNmEZD&{@Ez!jImZjO8C1%WpVY36n*vc;jr*ke)BwW#hVH z=abjl%?V;xx)f4u76a9B)hhK-vs8(6^|fAwr8M$MIIorgTiFb zc(?#$Tt2DdaxEgyY-BfDQ-!)pfsCh6LGob7$tX)gB8NpQl%K&5Shs%Iu>2kwA zqaSoJSgEh8`Cp|dSxA@CJwH}v0*MS=9E_-UCBJt$MJzn-7yG1KqOqM z(IP5(t-II%->zsW>t{8pn38h4u4KjZ(Z8P@3NRvn%HBsE@|e^Nst0wJgC`!8L#tP# zT`~Tvz(tAUK*|{W#TaA$?_6(^81-HP3s6m3zhHwu+4;H^=?t(Y%tH>cul{*RdWr6w zh~D$PA1ZfZ1PZ{Oeg$hAO5@sU=PN~8T6`m!x`MwMDEPLrC?*ic!&j}-Ct8NbN z>7#OPVhrND^ic?}B>-q*5s#_@xi!>fm&ky7O{8%&da3NSOWYo$N;sA@a{{-Ge-rJ& z2kVy!<&S_nFX;7B%kN*4_OK7tp9w>UnT#cGbr0n`=z`XC;M$^Q1?iRZ*L@0JpurXQjTbo?hi38-gzw z+v?EfX*1CstTxiSoPzou2X)>=_59zd`Pzgz>FSX$0@?Pha4Jf4VumgHd@9mRTb=0v zErQFzU@`;H)XPZlbyH8^s44)v?@Yo{0XNy?-H?1ImR*}(z0dy62INWf(RB7Cw@nMr zOA~C^9DlM$bHk}cSu|~!LVi|5eT??N^(0wo=j3j?mM=y3yfxg*jc%Y4CZ03lw>)Cs z0b~AYfWLumd_5tMre{=$i+%id!ys@?uv^+g|k5tARYGttK# ztLk(OOZWs6dX6X0*f{>efH^42{X^IXax#?ceb_#$;GAA&4TYkAj#D~HYw4gNjS0lz z@(o1?MMiVVP{c!o4~IRaDH|gY8Z|s-NV;mx)=KrkS2d=2gG>`j2&DW;FT)3EWS`Db zEaunR0^Dg90}!kmZWXJgj=+VhCHc8K8M=iW;z4;)8D8QfMCX~Qek0pG(9CE>8lPEh z)_|6N#k?!-m=xvohVzSc8K~ywqrz|ML0ADXrPqzt0ku$M(YRuNx?Ra*uK;jfWjA5R zUGSFXw=IzRf9+(uSH7@%MR|Tf?GgkdQ5N|7&`egj4B4ma{LbPi76oujE0iG&tZQw^ zPtW7YVqq2q2I~ zEWC_>8QF4w6K7y+7Xg@p<3ui8Xp!^29t5;*(wGDMN&}o+fOQynGlY*UAy@5MCRNsP zYDV)gnx`~fz99froB`Pa-WKW2laoiONTFQ2p#zIf^JV;fD`A3!UYR4BchHBJMkm1fqTT7e&L_P#&6_fd*(S5|0DF7=4S4}x#4xd)Ow?=hRj41lS64fDsXnSkLmwyj@Pg( zmFH;+eft+vdG|ZL#KhF~anEnG%utkBruqMLsQL;Erdhz~*4RU0sj^-}3gaW_6bNeo z95T~)^RD=9@ZjFTZy65nyx(I39g3oRx@Xsd)s^C0t0)roSYUl?OC~SXt$Mx;?UW2= z1N&70D{-T6->Px>LL-5sD#&kaom$`fo7F8>SE1$3=s@=zTLQaiuRey`H6IDoY&^wle} zcZUG_Tqq(c?p{+sL}LQ$pTG!YG~UGuqzQfKcDD7W4da7VMQI$SUiUw0WfG`B%bc@J zN^J_Y7qnvrud;dZ=vz~GvO4Q)j#8g+=+OqIvnQ7Ae z#IIzkJHMB9Rp+)defeHr^Rp83B`iozb%U*^R(4t}L=}ljo#v$UzSoFq$hOog_`_`i zwNCt$)q*z8JyTgE%e^jL^|G&|j)2pUHAS(+W$pN~$qLw4$Y4`#O4HxbgjX`e!DKt9 z&<4UGzeinylJy^*YwOVsXUzUHciA-i)VVL7{F{^LyEpWrssGoi&HV~&(4oXW_0v;| z5S5k7WW0^9hVIGNfF3H4^LXxoO)W9H)7qrc zPBb0aR)eBCnB~^WKSb21{guVIp&hf~0yZ~cu96@^DR^P?10ONmPM?)Pk4`H9rea(Z z7jiS#3L~)4^L%OJP%jO6yGKn5wcs3;V1-&|IB8C3JkHGuSpR>qOgb{@Z_y1%7p_{V z(L{~O>`(u`^sJvtm|$>{sCEYhn_}#C9#b}jd^0u9$Vq^2;Sh$)~s0N;NmZTeZp z+L6RtzsSmDZJf{RNr+QdvOlzjFq(x6~N zk-JW+V|bEv?~|_9-uC7Zfo5AR$l;Fc*fMHNC=txRMdsGMO#V}lz-AFH4Z9O84;F0u z+`s-bKt+$+oo|d_q**r#=ZLC7SS3yp4T*R8c=Oe-;T{>rIiEJFT1}z`H-3p|*g^rc z|Edsg5q=u826+%q)v-&{bJEOKBQd5X-6xoL6C`7=kOWfL2pJ_|EdBH!b`Fr2g}yrEK!t*u@K!NC z9W?HbMR`?jmG|wnFHlR#39seLG4?%x8(MYdEU-8d=>TI6-~!hh-L`3aJ$wA5Re{Hon;*uY%K(Gea6;n1o!j>MDl zK;bPf%KLo-@k$Z2j&j`-M;vxQ&VcMOpkr~Ix1|IRD8620v;vPNFX`OIinfv-b&H& za>*_(Eg+N?fucV~f3M0dF_b!D(B^Yu`*@?lh7wnCZvz!Q08nozrXlAE*kTN=Yd02E z#55+0`jdoxn1c6DUVb|bca$zRx|knsqkJxPVuFh$=vwwIzFW3r*hau#gYiq^7gXVz z*8LSkYDmOxTyHdiACzH$T`b}pQqUrOFtwSDkpnP=mS?ZjdO;^gAqX3Kt}lD;w+M|r z2;)7A&L)iv2)sQCkac6(~FE3TFuWf=FtUwEFd6EX(HS2y&yTwspr!GkSz6WMK?@&!bN!*g2E^Qs7} zFg0h-9fa-0vq4|%FAbb(Fwf=YZnFbw?raLAM*)*i`ZjiAm3>BSTw_HrRsX9m>e9-2 z-Hs8OdrVm~)dj@g;Pvx6kc@Q@BlHh+Gd~y(it-kW%@RJ1Ze(G;*SC>a$7jJZfa+Pl z?w5q$It3*QgKRHu4;ZCu-cgqjmw!g{A8U@5gZ)I)O*^5eg)>*lxQy6GiQ7FuZT72` zpmg;~=tV93Ka6zfsXljtOn9nNm|y}Q%Ui8fG73Da%0kG^tvN{OXg_2) z3j9Ph_zVOAC9G`rmtp{siu#W}RDOjAnO=MS%>FztED^vcgF|CsR;kF!>4CRhAUNyg zVDB_3Enj6Ms(Y2M`1B+wWMu%|?g6bC`!x9gCs?nl54%!?8xyU*lho}p2OTJJDh26J zS9!Dhh#h_S;BGh)QWD#I(!qqk2t})avgTiLFTMhc@00GMB|84?qn0Qi~JwT@~|EtsL zwB@}yYQ;JGuMpTOnvZ52GQVuZt3<(C2ZbytGxZAy=cDj5kvj?i{(ELpo697Hf^5mS zwaN7cUdO6_UY?Q>+^>&P36WrwBY}zl6k!^*jcPd(JK1oOA`(JSj=*5&X$X8J4%pwd9+mDa zLC?1j4k=WEl6Uw8bfF~F^c;=$9X-l zFV=D9hmh{yo5M%8rG{($=!oXBYJartlEn!rG2rqw5) zLg|Nu`SFmV+IWVtqN+UP_C9* zz^?Rf+x8JhP*B`gMIzB4QJr3I@Hi07`2jK;eUl9UhTG%1RX~-RA3LV1+UQ9D|Ev_Vw$e_V_>1SkY(F? z#k!&D@RY#DuyL#b_FV&kC7jZJ7BFLZj5~!YpI^#0T+sf6va=0CR$n8p8BuvRfjNK$_xmhj!_;t%tohXzNFGT&}vA|;4-3CV@@gM1$Tnei^s zn-K2?$6LZT@y|q=ek7P4FJLXRYEvMZJj=e-)s3!%%Pn%Y!HYCwDf%xm`HsUwX?lG2 zxZuv%h-Sm7@5prtGJ=M&ID*e=n}jh|q^2T!eTu@VM6PGaA9dmq%}FEEN<7O;`{UXZ zD|~6RO12%WRx0bS-5NUW<%p(Db%`U!%94E6-C`l=D|69_tS71`zG>R~tO%{S7B$kr z1!ZmjbquJsVvV9${Dq<-mBccO=|ID#DM)|}KNmfQ(G*dD=DUi`^MH0p@Yy{tVZR{# z2{WB83u0`sqYxgKi`5Di)=^mb=s2nNOZshJaLUD<_qexojy4-2uHmGtXC#{{RuE~| z$B%=@yKdp*uGf^~MwDudrLGaG#H{vX!0*AOONv{_2$S|&zWt}aU$<~k;d8fBnRQj# z@;sQ%YSv|<+f1Y%)?_8Csw}pj#nOhk`ZW|5)LU=MHFB%^lEvrjHKuc`>UxIid~5Np zVfY6t_12tZ=*?p(xT4tB178IvaKDH}_vX5m3vAE&6cx^wJ-q$F>Dn%Zs^0+9Liy1x zM~OfytK&upz}EXnyLx)UmX&FEPuCBM_deu$wAz-^?KUhiMv&L5>>)EG3IHp$rsSsq zGEUwO_JicWb%P5NhZ24wbfn)9x@B2=15~JEBZB5rLJvxD)?Uu{7Bg6rY73Z zZ%pM!Hl=2HU05^UpX_PFz#8(}M6cXzps$h!*9>znBsf1v9)vyY#|op1Kfny^gU z9_E>ez!fVOi+)2-zEH-794Df$WfP_0lh>fe0eAA|e1u!$tXDY9B@9jsFz-tcB}>ZD zyt$4{ksbxhB4dE8Pc=J0l;BQAUKw9-k*r3w1105$k@jpeK4GQRxAa1W;I5oM7~HCk z?ebW1!n0B&m#)XmQam-!&vcFD(POa)!1(Uj26%aj82&P$)R~zf)`<}$;Ph=}(TmBP zGb#dUQLAY8xhuBFUeWNBfWOPtrZLvL3}J84dv@vm#7MNO6k*-|Z}0AAk7o+r?8`Fh z*vI`)(z^T$PoE80tSp1I4lnG8zg`^w&VY8%x%j4if>def=(iZ*&Dkq2b(%A84JiA6d?d=YU}IbbH!d>c+k3-zC~D3ieMT{i$rmAtJgDy1-%I<5`*Fm(9CsHEf94{Cd^{RL+?$L|Fj`3UDJK2JEt9_F z^C_RLs!oJW^kjsXDG07hX|)JK6mh*ii<_C=o&FszkSf}TRxz7u7H@f(d@E+2r$yz@ zjyv~)VDB{N+U^tzV3unN`drBrXxA^kg82Ed!o+fq=v(Gj#Rx>s05?F$zsHKXRdmKf zy6oIdwaTjo-Bw)n4Nz}hit(QUO^|-=y-jjYHvz62hoGY5@$8bll*lFxb5i*+>W`^xoYGX3f$6b#9VTzHqgq{Pc8ok!%xqkl>5+7qmd0~k3pRWU z&*tw7z48Awbj5d%1prYg>@kx$VNs|XkGDxas>DP(l(%N3ZRH9?7gcJ@_3pE7CsZrh zfqoyeR`0?Y#-I*ZyVa>1*&~3oQ69^ry|dmVMWZWEz5ydGkdbOTnkdMz`B3dkEwU{H zaIizlX;hh+Of0Q!SE26Hgg}+Lm~q4Nz6aeIxOn)M%tqNq!!tQ#aB4hRLQJc(S|tjJh6Fz8NC1_Ro-_KhQ7mTPHmIu^*a)S4I;qD zz4Rcm`=z&GDu4AmPStGa#&#gAG4Y!zt+9p^eJF+t+tvHq209K3+-Af1CX5qPt-{Z9 zaukjahxOw}dULdHyur-&n?3QetJ^BK2uQwDvj5OzB&46UEH@10cU?AGh;%pCY^K}8 z2dLCKVrP)iZV6*{Evd8;ql^@WK6l|-*o7RPNMU`CmB@5=HD#n)>o2VFjwJM}B;TYK zv}CBHlmu9GTyfP`i%K#Yp*R{=-eSpziXX4vq62$F-f+;9QR44q`7k&>xA^vjlLFQ> z=Fbj&q<`%r2nqq0s099kw~^tD6$($Wz>(yMfVP)C$kjXhL#Ud11&3FQEi?H2OaR4t zF*~T7ROFOKzm>Q3e)l+B;xJ)zGUzLzk$wbXd}Vm*)E5EL5t@u0E`=QevTofzA8j5JxP!1_7=k zs-GJ`bmv%1I|_`yEbJ+?i!81nSV{=-86Q;}UC&+t^7q{iNw@^SKiO0HyQQS43(3Q-xjGg$vs4#h)OGB4V~Ow4=gO4k zy^zu53XnIsgK}Pom$;Gvyyr$c+AR|q6WL>TGfa(`W3O+@AEKEXo__&dw8Dd8rq2m} zAs~_K7%3VI0gJaLD`YkMm!OyehS7+GhPyx%tQ0KL(3hG9Mq=jT`A=uRTJ4X`bL|msb zeF0A;0B2HV_gQeRAuC`EGMC1#){bYr!B&x}r9bR;b)Kat01SnCSSj0O%eL4YWBIa* zSa4UP%e&qo-M^s4gk)9ENQ6|bTak}ZGG&-QX%W>y+No17-jte$lqI~MFP zg(;cEb1FKgd;WM~IZ5qRII0)HEiwjp6ohPX@n7W9em5GE6E7^>Qc_$%jBAKw!jSG8 zvz!VW3?0^CalX}ujc&>{n7ViL1hH=~Z+A6@3^@ICG^0skl)5tWu@1krwx{fJpTDeS5JUYUpn*iSnnGXl$$0^ZRFM16OyO&YrC$NYakQoXfoB9%!I6wupQ z`(tclVhX8LHkC3Pcb^YN^Hre7(+o@CL22N2xHUpd5}mvwv*?In9{EnV;Ax_TZNAbz zwK2L>o89_sSPxC=?7-;7q(BR3A+VqG=H1|AN~m^LbNkX?40{XrRckD);Bfgt2z`QL zlVNM2Wb?bv6ego`2+|@9iE4ynacoFk%Hfu zSbwTxYOv@XSlkRcjX`h7?S*!kS9toQEN#~)=acTz&F#udaE4HwN@*y#V-IUr<=Elq zytW4V8G)i#L`8eusiCwq4d|yJ`SYiE-i$n*qZ>>}apOlQPt(Y&8f{A0@Gn^ODB4aVY(Xi+6%GcMhl zM{F5jxA`qFPt5Rrqvc~%NXXjaeT3yg>!p5d+#0EMSnO{1a-!&3%(W;lZfY{HZno+zQ(K{vOR&m*;)VV0~D7 zEWPf^lu5>lE=uJ(@+>3+Z`$~8#8l^d-$sIScDq*+Qu^2Co_qVO(B|R(!g64)`krNM!np%^n?f75hp#n;gm;SE*Oj<`7%q#b z|5t%>!2jioc0^za0(^Z=3Cq+#P>C)$f|8)yzEq@K|I2z^DqY_7e(v zw<0ftxY@4JyDxbI(I2o61qqjfcQdM}K)-<1f2}}(hjP=s@r^>GlU$$@`1csD$ZE0H z#K5v#x;v80t~#clt=g8eIIQNpxqrt$4%Rm_w9ya`miLZ1(5EoZyWs6Xjfvp?%GeWi zyD}ag^8uN0B{p2LD(hg_B%K!?=&RlJ(}TDI53X(W9@8!oB=pdTXOo}RNFlXm;U3>4 zQ$sRpY*2iYKzs^Og3M-smr2T+iZ<}#BS7GP3N<16lz6!bISx3ySP+2$V;&Z9%RY!p zgcybr+YX9bjE#({Mc4C0z|BW9@TzEW2t#Zgbwj+euz>#?{jws#7DprxUu8np(PdvS zrTAh%-nO@A4(6}W8*$89(IU`|t`zBn%Ga$vaf?KdC_#Kk%`>%G#~`AwCv-!7Kw!_( zm=L79Z$O!z9=(py(a{R#*|*h$OT^ATjUz)zVH>Rps)G0cIlb-x;)O%!U}=F3Nq|($ zX%UIP9RVpQ#ZU?~@Unz5igzP$iS4Vi?q8hP= z%bCni>pA%`V}AY~kHB>~+itX6@Qe~!5<5-!Zg~2s86JbSh&Oo7%-u?>%a{~>sPkXGT}6Ff_xsf~>i45~nd=cC zqRyH5AmvpG`DiC5)r8IUN(GfKbwVr)5`-5W0ZI}c=|<0zXNReayr9|sX6#K^lg~=n z7Wcb`AraUX2W_sDoEk73e~cCFh-lMyrKEav7!&uNjIK@={b}p6K%s{le#5MaZ(Csz zT$_#hXRB}p!3=>v9^7zQSH)T6oo+W(XB?Dx2$b#v_lRSdE7^Fx$QqQ?ZFX(mlTW!r z{k3zHv=Mr7Xo17yJp^n2j3~up$(mN?T(4X5dtf!*C6k+rZyzI*ArSdHNgSF&26aX$AIw0tq%@qdy zI>a@k532^TJT3F*345F~#!6Sn%o@S-Z))7-O{9W`=x>93vH)#f1ORw8^Aaa6yu?gI ze+d0LK)^I89C2;*Mw8*TNVD+3JMP%H$5b^lG!d7+X$PBFP!PAR0)q}~^iIM}U1BZ) zuOZ`MElI!hYNoW`Ph_~efpBkSf|~3}fzYKBkC&D_s1T$Ok@2tIn@V;ZjALYwv8dh- z@$w`?JY2xR8YI+&&D7Eszv^;G0~l)Qn@dbBIBb=i!Y%r1ZMiGd02%D=w)dHA3m8<> z##ky*XY~gEa%z>1h@BkQQn3bMwdGhc?q-A6GMgv9_giq24d=mIum*7o+&!gmVJ?>f z)FtA+6iM7+hq=*q--K>2CLDSq?)D4cWsO0|30^&al2@eCnK0G1uwr_#>-r4SBk>Bu zldaHM1t?WJNb;taGPU;P2N@xVd!UxUBvRY!9Od-A z=K1wPA9(#V3+jL}mw(3EulFO_&I_|CuS?(NqJ($)@gngDRW&9nvw(=$ikTXmiV?NW^A{Fn_jorrN7W3y9Gu1%gVhm*BxBa?1I(rw>ohy#JaR@iTBgi<&HjsWPB7uV7| zNUxKO-IQOni~MqihK`YL{n^c?KS*t!0Hyq}SY^YTJf8V!BR@)1FSmf;L)`3*@jWoc za;cOIfxD?=fZi{zfzWpMs<~A&OG^RbqSy?lp*vdq0!;|P-T>SdCH7WnZJ)qLcrI00 zUZHRm{u(LFO?gznpZqkJjH|Kk!(aJ;l6#9ic^VY9Noe|O2%qtiOVBz7)BQld_8ZA^ z%`h&mfKj?y3_@|*N%<4cUt_DGqg}b;I}Dn%K&&PE<($K>q#I#g{eBT=xY-oaMH8!$ zvycsru=5HEpTI4HO6TMuXqD(!S#R_ldVxx!0Fg-7+ z)A^$+?6RC__Jbbi^-}E*unG1uqe{YBw8k5=9Yl&S@>ua5Vo@rOIOKfj}I_3Wi5wT0j63H$6z*GPR4=784;c-G{#>N6G` z7}Dg&_`iWOJ(T#GQBPpWY;V?roL|xYT-ibZQQ!gNzTMjU$z;R36s3Tj6$DmI zhfG4M8Av)Q+3-XDrJI;mWUuHlhZ|&d{AN0 zm;wR*xzBbl0xeJC`XG0rAAVXl5->?WS$aHDPk1^s?NRDAvl$}9g_|ce_C63_kXCh+ zd%q~22aI4(b;8GK?52Tn(a#uV^!3zC8bzMqt6$(qHy>IhKrf&8Z06?z`wH8SDwDYM zP_BRpu8!38-kp*NDB44<_Kt zt9+l=w@ZF!pEaA8{5$JmO%>FkXK8rvhhabfc=yMppYgz-hZT?F7Tz2w=Zc+o!D)(< z%t{3JE;aQpK9|{gI;HXcQZp?fz@ml0&BAOH%pqJ5(1J6r51Kg@@uHN?C{Ev=; zbl2NWr;gwXZKQ%olSRYhNh~9z%Kkf46NSkGWC831^26jwXElx20A9%zbxB`cjzR_47 zBuYriUJW~nkxpiwu+MJR?iWI`@o+i@vWC#`cW-4(N_ipEh|&FnWu-R~G63P) zJ5J9$K!(NMzE7F>E>`8Av2yF*1kUg4{$a_#Kf|TiJZaOw{zRzqP?!yFWc#3|QJIzV zLbEO&eJv_Rbex!oS1KtK`4N$}ZK)UVOFM^VK2PP>I&sWa&1TT^AN_* z2r38HhK=o}muHmNYc)5PbBrGqMs0`Z34X7!zvIP?Z(Fb4ni>PurMgMv8rK)NSM%^PTD=P>ZLynpug6=x?ZKvWMC}> z&>@{jCg~aKADfNlLfrJi`-i97RI$7590%+BfT|o8j67g^E4(f8k@rjMAHTf{K=Yg<-^7M=YCZ=*!?3^L$ zVx+M-pKX8$prEVn52B@0SfOfh4J5*RG^>#0Ao}raa*D<0<7h$HGziWl93$ha zj1Hv1b>(TM!MviZ2NKY#9ZvGdyy?Rw2-xiaZYc%22V^Wm;dfWbaji3w ztxyeG?Ofhvr!xEEuw%`o3-38Fl}y<4@3>GuyZ>r-JqSgv`V}KU0(A~nuCRUQn0TNO zI8MTTw`=VrT3Ho2EF!!EFjx%U+R3>t?d(G1M~z(Rv*N!v42)6|nYfc?``$-2O}$3) zt3Kl2tfO0VKF~O;IdS?VT3*um+$PT045mI4jCGhnz*ZMj;XI>bn>$m zmzi}VWpY6&*Ae>l=w(10EE!awl#K}@xgC=Z;WulmB3@<2lF!5U`Fk@?tBvV#ZK;Rf z0O#$r*6d@L<@P$BbpM#Mr@u?x11ME^6<7==Fns+l2faJxabVi|sE;}qpM&lx(Y64K+Mf3N-W zhtdc`7Ew<>|DCtCSyB$|gVLwk4fdVM44z90fyn)P5bG}%OU6;)ks3$Sk=;qOyEGUm z(tMHhpq~g-zO0`OKCTnod6Idq1%MA^+VZVy^afBxbStOHX_Ki6l9|i0y9Z$Pr<_*-O zVp3+S;^rU1hVMzA@i*_xs6iytk5-$t)yGYnWS1+E0j(Q0y<^;gt;vPO5dnn4snimQ4caCoyCGPBFBWlC<2Cj*u z!Iv+Rk{$MZZWaB!uL~j)^anS>-P>cOQ}TK;Kfu$l3)lnPvn&v?1VVK3{Ei!MKIy+z(f?0v~l%j;4d0Tq7^3lP_vbYF(!@>k6+ zIT>br&{Ng&mA?er+@0+!=rY8OM??iPs6osBkKoI1U7*P!C8QuCYqN)S+7xH+uUY^^ zax)2~NZ!OID{jTH{}1m=l?DZ+-XZ~X0ZU3Ocw%Py5}$hx)rO}mj(zR&pwd{p{@Hfd zp#Bi+0ik@eri*RVYKnJdfpq1cL@*zL9${=oD(pOB4t@IgZt~UzAJy_HLPCW^l#jUu zEn<1&4p>%P=H=q|kKcQ ze)l}Ql}I&XYFT*7!%^1i*P9NvRgt*!nQ2Y(0{T3%y*&kKA~5vLXbXK|FNF(~$vD3f zp3ZRUhg#IUs)D=zy436aX1^u!ZYchBmsx}Z4XAX(3NP!RhG@JOen)ey%qpe}`itmc zpzxhKmwv+ENi&(@oskI;kRWprve6w+FbXf0HscK-sc)DlkeiSxYXoePL@w-ZBR5>! zln*C8HBM?>#;*2;BVzE^(^Z`*V<@#=T7{uyqL@0eMbd+PeJ3mqeVwm~C) zY+{-y2Yyi>!p+k!WxQW5VRsO)7&zem;_~Cqr@e1-!+I)G-mKS^yNEIJP^goL4B(!1 zo5fo)ee>&DKkgxY(Yjq#KiSbHsIe@MUNR@7zxM%HL(o{-=%4Y?VZ?z2?44-qDDq|rY`|ArTS@{o~R6^ZFVk_rX=S28BZsEw7V0TU@sN_|uJ?V&V? zeem{t*G{Mw8g1!vRyM>1nt#3~wi1@|9-!JU7f2uw2Im6IE4ei~?4UlshtA6X>MFSG zpIPqR2ssSi24GdHS@)AS(t1fF?zacNfOzO`;& zfpHZeBP!TXr4SIsNNPQ*%(@wdlBRIi+%WPfDLzEE)%t8?&=zrah@#}y2v;JV<><1i zL~4?EYa%WJ$wJYzcdjS1cFjDuG7-J9>KO4g`_izTbt0<_u|$O488bvcE?C|jC>dA%y? z)KG`c->F1d)OR4yX}Tc!awzId82fjtd~o}mh`!U!9#p^^w16FULTBvimJHwL+_5_M z(7!*s0kHd)9G9`RM#EjnDW9o1vnS^-fgSGmb6YFDp+7-N$z?1ueMC4B{BqH3K-M%n z7tq_(llXE{qHkqWUU~SSjLI#JZXvqd-Z=<2)42@i%csj$z`&G)2lCn7tY*Cfy0VbW z@*S)Aue6caj_;AY0(L*& zmoE_BB*wP>_xEzQlK;d3*|->;nec}AbNuqv(!hlh<&X84F;n0Id6Vu$@E)))ZuuLE zt#G~UDwrZP<5$i0hL!GLef{Nwece(gc{FqvOOUMAQ@&JS7%%)Q=TX{;5!8$0l2w+{9u&O0?rCW*C55mVMXQeyv zeRlPJSlAY2FDieHbfSfG_87>hzG$CvaiAytS6M8tQlm`;-Z+qwNzFtl93{}D5DD~t zLP$_)PijE`+TxFOBqOk$Zye`}ntG3s%7Y-0*NBl9`1p6%gANFY{zr8%@PCR2*po3|7xof>&n=`{lJ0vU%Ad5$D-LD!l3-$zCGcXVwZbvz?M z2ph5AC$6>RAz%r^20KZ%#{Q(P&p_D^B4$4-ve0FL5SfP5q zy?G7Wm{yMS?N4zkvj|d!Qm!0QAw82l_U63aP!H`(zluBL7Bxz z?NktAg1uJawTzR!S5QW%x5=Q*3}uiI7-5%N1?z&nQFP*Bk|>Ud#%#N898ckBmSi&P zix++CAqDFx`kV4!j|&t$^^CGZXx-7L^%ln#{Bj!<HEc^ImQ1g! zE?aDqJXz);(%H+&59_)U4k?e#{t~eop^y%r0O0^8K(r*Tmhol5cwsU5^-(7FbW_v} zBV#4hwB@d!_d&CSP3sfE3f~tW=E^M^I29f+os!(L zd95fVmhKy>I&fJ5q#i{5B6B;ak7?0h0r|?)n?3IGFJw=O;6jrrse@(5oEV!Z5f*g` z8=_|#%*FRgW(Lhd=Za@q3vUp5c8)4N)Tm4w{mBbS?)x0ThHc!nOL5YJljeyXp6E?G zaJ&h$e`nZE24%HfGd*yr5BE$a>wrfUm>LYLKqq+q^&rU#m*KMp;L9-CHSo+dC-vc$wK^Gd|SscQ(s<#A|rVlC`!;{RK&ad23U z{@gkftZ})2K`|x1@&@_5?~I5|o~_JC?n|3c2W+|#GV~M_+v1=KGD1W*d6u;I0+Y2spvv z5&jM{xGZpnpph3$IXvYl@}Kr+`F$wTuYV7AFXdjXT#e0vPEuD(2bD(C4EZpA*HpG8 zhu8U0V4bLNq-dF4EJ_Tw%W#Atzt;Mu>7jporEUy1ps+b{LGAE4e@UGSEPIRVphUyN z5b+neA(zuPubU8I_+3|rnJc@WY@>aj^Ym63GfQvwQH3}Cw~N^UL`vZ#N}@u}kc>S0 zARbv#Fj{|{LAUHU#oB~!d=T-t8Q=Kqynz5B>jJ?W75zbW;OMU9N`cX|ONdIX5k9hp z5DJE_bY`ZSuyc!A=#{}f-=sIEeO{q%mY(U>?frht0eIqtkn?Ls;tbW*d8v;-vz6>tp`k>w&Anfa=^~Q%KiY639o9%;a@sOm^}p z&Jb(+u49W2{+%cGyw zF7q0QCAWM??rJpXV81))$;~WQ38ddl(J1!>DvC|@O{a@KV-I7I)}fL0-h4o-_e0p# z_P~W497=*gW}I`Ga8?=jORhwM`e)jka0(^?l?Ck(4N8&zP71I%Ut4P38TrIQ_6x+zkODnM`eKUj9GrUDpBuh33_7alF^N;t^8KJGiLcVwC4 z(a(gNETcRyiZhO)Lp9i#J3|>}0xpg~$FHt;s8ZCk;zlTrvV1H)la2lc5TS!H1U`l4d{qYem9`MK znXBM7EB)szk81DdgRCL^7;UUIYz3s0g+3duKpOMuZ)g*t@~-bw529 z=aC_N!M+IJ|O(b8RHwHuwQfd}x-C+UCtmTjHD`Gr|4u z#RqO_L??MI5jF%i@h+_%V!(p*g}XyWh6nRAzucYt-rrTrdlTJh4uSU9U)(M{A~Bvo zN8UYQGW7#O>|=z~&j&D+WDWU`=n^LswHn{4MdH!EIv%JgOZy$$OZ|?}J*RkvO-Eu* z#uq7Hewf*E_$Q*T2xSs!?vrbhJf_nO6uD~!C!jqRWt`>i;iFK=bWc8p$3M-sW>&lF z4cImvIX&nxp~sD616VNtWZ(3;vtUyQ+FCh>GgM*I#3>N(wz~cIF)=H5$M1|TkiQi(Cyec<}jGsxe($84=vw*gNb+Pn>B)NqJI2~!gA7Y z+>UQxlz`pcpaa0b(Wff2p-9Xl>ePUnQv?So|1-=iwdlQ9_(&wB9Rr*+Z-?Sgnby{d z#v@$o?>D=|kVJWdk{_v@vlMGJe}T{H)rxt9mKfEndLzX4t;^Tf6%N!GDr@Eu2uNq= z&!|NL>XnB5ob}%ES6(-pE_ncdz^H!q7mQM+8-;#C8ur%;Lkz~uUx4RmEso8R!t=7nuv@P70&@dVRvH%C&{sj89SJj*d zfF+xCfh2Z*o3QxuRjlp!$`H@P(xoq>ni&Kf}JLu{sXa z;Yv1(c9mUaFgviB_SVuFAMi2*I;<4dm|W$E@1>?JQ@voK<02(aGtn zYHSHRl*)}kISVttLYX3jZ>#SV*9$K$_Z0f5Mr(N&1BhowjZm%-Y{p(OVEQs5{|Jd; zK{UWlD~TF6W&}Ft9O`N~O$(jgg7HE#_w%=;UbcV-ogUYFp~lCcbI*Y__a;JGkZrB+ zP2i@Gk%OY}pTKDkY!Y8}{Xl@f$|qVxLSF(%;|ri5h8NJ}S1=TGFk&9%Zc7NR6FhIc zTmXakAAnmgyQ%K7t2O*4N1B+|l|YGImc!@4UnqS@g>I!`cWn=T3eZ#D%=hI3+`Rz~ z%jn-m)s`B^K^TSrS|HlOSY-gVxHb=B}-n{~l>8=-LL|QsWN1dcA*9F?W|MJ{B7KgnYt!$>LjjB6&U zaG8vdT%+TLkNrF2uP9${7%#R1&B21e$GR00C2P{tmne#jbClMB_owU}mKG?k+*P$< z|Ku8JtEp&CKUZPPOd93a@MT7TM7J(Mjmn&Q>OZo2bIQk!DBH%UXD-P*>5H?b^0k&8 zx9jCA3^-XW(1dUYPxJuUBAT`q&p%c}!%Y0Mq1%g)gZdFRY?U(c`a{p}Sp=ZBi)uE1 znIt8bS$h*HWAz&@j?G->5GQULhM$e3JH9;=R(MNhHF2x>E5z4xx-+%auvyWPv65A6 z&{j-?9~E{^#T0K&-gZ5aJ&za&n&u&Sw{&6u1j$ITrXQ{TZhRMJ9kFfn#oMT6&$2hpm+pkN;43|rWy3b499=1_;DlIcx5! zwPrK|_<~rJ=LzpMLiaYYjLBp+t!s6A&dAI{cuO~F4Gq&*7L%w7=PS?ltp z{N)#T893c{Ybi6)cINCN>~!E6p+YN&`3;X#xbsO(DgNhVr>4d6D13D*ej&WOqE~i7(b_^ zc8NR5dfLxpmL?1g1`o4X&72=t9v!gU`fca^Ojpn~u>_gMWu}0j{X_$lG6UjTP2TRn z4QVmVltsh2p&^qTDoN|S)cRBjaiUDWUqs^<@gdK73;yslGc?S!Qh5Wh;>G|2PuZF8 zA9(sGGYlq-`M8Y$^{Y7WR+je9=kp|Pn26~t(8XL6vg4{f^0*cUf4^He z9|ThOy3h-uGhm(l9dabg&+ALKX>xC0bjBl1qZ=EFsfZ`oTpQ+TpzuvWm6N9G3qXMV)X#h?}m4KRWYM6abEqcR%$ z8X4PE;tWGw8aJLCHIVPq&D0j)w32~TJ?}5FUZ|(UXHGZJS^dR%ej=Xb<4~TG zS{x<7Snli=L3lPk)3pIhM7jX!j=~rs-%^Y7VIO<8sCM)=h}JQUDAiMa0CgIgVJ4$Q zDUi2-02$=WmUi8j_dWIm+xwGsjM^;OG2$cxDB0$`5CN@!k2TotZjQ~+>_q6a$Fa(1 zf`zCddLJ1XlHS7^f^$;?i?T~c1gVY*L~@e<+;U6QA46=vxU!tVS7nG?J6hGk6u#RpX9kBV0h|upp{{s z#ADXtf;AowXim)zd1B*G)h`1!UcVkTsF8gRrDS+I)ipNM*#7jcN7l$vo+LaF}?sI2%X= zK33^=^I^XPBFfR}tH7XcsV-IWbi+o;98gsm$oMJgZ*-z_8chsY{I0kMlb`2>87~e~ zSE)}KGQE3s^pT>QQp@$;%LBdx^g%4Rxy0w-MX@Qv+VA0^xVh>V*)bVlpy9mri$huQ z{JZ~dvqoB|d`O6u(3Pmdy}P_w@=i#Sm+=%NyWvT(XHm(Wd?hlk)%Ze>pp@O6lk5kC z*?>~f)JfCydW?7j^_yqNZh%fZTsbf)K+0dSUutj66Nn)4T>T^oP7NmH;g8`&6MieJN!ZKj#-az!Y<0pEmxwnu+rY z+qa;eywy>;la!_u6zoXGW>Cr^>5i&+{o%TWo=6ac}T%t-k6yI-~?@W&9lK-4DWPwSEtC@43#Qyt^V}V^!bv_1* zN$PS^U6242R7FG{3K&fT8!sagcXRx;$yz2pU`42|pkP9GBPB{#EXQJzY`R?l;&gj5 z@slJyR==6PPTX9COmmJy{h#be0_}Ydp~}7elFv_b;Q8TjW~FdI<$3L*MAoJ3sz#s~ zjZ^em-t?YF9X_Y`H-b1+SjTC)q z?Jnup_Z?Uw^>B_lv@zXo{aW4-TrgK+!pi0fdmM*uoisPYL>+^Ju+p zMEgmUdTs;!e3K{luxtq`NvG40aI)B%NEsOixIijIo72er+~c# zhz3wJGfYeluRK*aOzV_n=p%nh-ZKe*208TZfzj$Inc?xWLEC%5jzVdaZ zXW*4NNkP$D1czz+^57HTo0HgA-y9Z9Q%s_?enJTieA@?59&~Qc9!e*mwd96G6C?etA2LCW( zxA-KGJzuv0hL9IJEnn6&HBE6%F2< z0sg?32gXB%H4yYSq-9@3$NQtGuTTYbhve8^OXs!7WC8x7gDf7zQVMM6&!!=V41I%F z0XVkN`_`>4i3#@0(4^gcXU?k`Bq1gIg(2Rs6Jw!(+5E$)_{5EGR1`6@nn(^#noE^K ze(U))q+*1aIkpgFZ>2x5DX37nv30WrGFPgyL-~vvJJa&_mu&hOo|j?n`@V)9#+Y?j ze%&OV+h2N$z%GS;!`1lHs>Y9{>PB}#H?9xcmED64E=9JGbELsl$6ZgELkHwn*v32m zVgVU(SpMo-bKpYzM}hbG;WtUtEmo52|GBP04vifFiB3+4HvBN3t&iEWCIny^+}#XA zd6^Uw_K)b?+Fm7cj7i)v+X^pg2UwC$4$Q>6kRM&vFzLQCc|34&l*EP3ZO2gF72PaCYHzkKLTcREe^n zg93c-wvdlvq13#PAiNgao4xS@W06r0e@|d{;`joxDaxYv;HDwx*e`ptGzFzpI zCV+-{tlgeS9vZE||7Ha9#yqjP+R!_~GMnvUuba|N)*KnSEoeo4P!Z*yf!`01jr<>2 zp!Q%8lH2T4|3Pw5`M=d3<-cjvrO|9X>`!s$BGS|oi*IT3z|5kbL5CBnr(#ZoHNgWA z;6Z_Ad4(UnTng3PXjhrXb$kgX6xjQ%RxHw^s|m5v`4H1N8_f0fU{0!+6w9wY)+I#M z4{YI=WzRrrv}vgqLECvAl@*mPTX@V&-!ANv5Pc3c>5H_5&B$O`0T%U0g%o#vv0BvW zb`!hqv*2!JcWn}bGEf6RAJ3qlzGM83Py9Q2(NGPu7YF{hq;|*ES>8i__%T7<|CtAm zHW;M)_a{z&wW#T9YJvJ@EgrG1-`b%fSmPjIxm)8zehv;jhu*q*0&6$H_p;`MO)y-C zdo)AS(+wpd3G?Qbv9|>_RYDiqP(~ zp{A%DU}wm9#C8|xS++AOw1T&7P1Ld)8Ou)8WJ^MF$W%gZ8`L;Log;dv%B{Km4lU;} zjmRQBTjP;DU$jZJMF<$W!KSe?w)~@erp~V$s&wrBeBF|`jGVKGArs21jGc~Gs*3_} z@;6o{HRl-ED~}lle&@@J_C}mOH)SX&Bv1xvzbCz9E*8X}^G=XF5qO_@2+kmgq3E5PaH^Jc=63tXqD z04qS$zar_Pq4%MDtl4ux0<_HJbbVJ8wg>nMYB~B=9LL7AfS$HNF_h$mYE!LU-)8X60ct=Sd2@sxM~DBLk--6i!Fp`-f8J-t6OJd?;o%r$&;l zSpkEhDlQ>sa3va5r8A(y73=crDJ5z%T!qfqcha#@he7{Z2ga0Rch`Kq0xy}K2;#;& zu+`D+bzDJe+q>00rtae{n6)az?&hyxgvF=0Y7hElStXjMIA-Z9_sj_uU6z;XijgV_MqCg}uQ#Zf z?Ka~KEq~Xu0-d$;I9y1F$)H6l=f+Z+Xl|*(A;0(t;fyrPyl93be3=CNl4on}an&%x zZ(13f8NVrNK@ou~U_5>8fwxj4zgqd6#a$>o=746taFHMw*^b@Ms6AQNceqHb65wg} z3p+SniRiwydV&eQKVW91!F{eqNRU8pKU!2T)Rdj9y)_LcMs>)uTp^%ycz%usI@N^D z(;ICK?wdu%UdIwkxvOkF-=>jLjhZ2)qhJ2T2!A}pR$SF8o>Ui?_5i^prtKm|@H>FM zs6SZXcQqY`JzKSP7i3ofaJy+SE_Pi(*hjEZ$5VGjCWV(qQY_f|&^ru!+LK4iRMw5c z9#ZQ2V7{rfK4M{2*7zw%%<(r=tHQ#Zj{QK`0guSZF2ZJF*%&S4pt3F1If1&EhO_wg zXVABVVSqCBQHt26kE$$Cdt;06+x$V#RweJHwalet5v7ih8$?nFd`xVzs2M&IJbmyU z%;8OZ`!hQ>TTqS}*>)Ux36wEtG|jEuX};@^lO@NjENOIKNU^$P*JRqjIpw$q#5R59 zAl<+wQJfP7Q`L?SHdAAM^hL6uE^xx*O-4X8o#%6qMj3)7u8kpzVsO^f^Q04rJ;y?L z=N)jnzdw(bj;FJd;!1q6zJp-GGjE_V+hrj1(^x9;1Djy@CoRg!GgpgcI&;2pN6a%D z!7R~panHCRkjE{G9fG{pGk5?e|Aov}WZh8c$05=i$v6FO5m4z4JCbKwZB4Zsv|WHq z7uZ>g9lBGN62yMR;1f?gYtlbf(K>ky1Jm{yd!xll&2Z7AI0jEL|9}Zo!c{9MifzWU5955CwBbOFY_EvG0~r;)nX71%h3Q}2*5w7Zn5gvkZ)~X4o~6V z0got!;Lk2g0_-RGy|Q(qp!L)@&=QOONCkLd!4ITe7fJk^^$5e{+hUZ83TKP=*mdZE z{cWcrAlqDDfjm`!HvN?p0IP$W0YOV^2>o#|6WVwiw#$+5e6>cQYqfKkD91Ump*M2_ zvTxKwt4Iv=?~+Rlw5YhCuTTvC$@k`PlCaLtbNUqY1#!%E=-Ry{o01a-2LJF8jD$P( zn0jvVX$H^EMuMR7H2svFp$-EPssrQ8Bb<|Q&^wdx3TtBZjY5cu;Gdy@tGja5b3&9w ziAbR_YjukkB854e5T&B!QoCMC6qSFs1*|`*JpVw&yK`p}+qewbREX^cQ;y$m(>VmA zk(g!;$`9?19#Mjwz;d&X`LZKSz1PA7!v+9gk^a4{EX;F(Lgf+dK5EQ?*p;dth*u#k zqj1)sCA1ut-68kwgb(b5gE1ckqA$E21qgVHN*(w1Vgf5oK44yU`8yOC)z6#C86CLC^x>NFVN_%{bV^EQ^y3bj#DA z`hW^|N}?eF1D(rah*(shK}od;q0`PlvrFYR2qLBSwty@A&vEC$zSaXP(i&{RXoV z-lUZl&80aO7UeN1F4=H^aVLI=Ur(Z|Eg24`uebp}D1>26lyenIa>}%Z~pay7H3U}S+|@ngZ#A62k8a0_YjpL2svE^u=vgI+2B~XHF|d=&*SsX!{z%P4!>TsLiMi)Rk`MfHr~ys7 z;9Gb&I(gpQOaiAd#}UjWiY7)Q``A>G;6oh>Uwh*V0j%&%mMMBD!fmN zn#Nb56Yy{$AL)%&I$NKOcUYp+PI>V17;f8HTZ;lFRF6?^X}7;2vaIv<{*zN#JY4`-2trRa93%Hh39A%%n5){E z^`GNJtn%qYU2n(?}!`363#f1V3?DXLv1zG%*SxmlX}!_l8mb_ zq@yAHI*2o>9J)06P%gO~VAb16D4x{b0azMeudqVvuW0)^+BvatQ9o#3_UjR`2RRke z>RV*cHuAvjdB5jN;+TLT`cB8>3qx-AR9K5VS6Qd{bTD5SrzZ5b&|4|0R8c}=6$O?u z>KM#LPM?Pb)9BpqgQsc74x@KmhY=Q9 z$^uY23ZisgPgk1YREZ7$Q*NC20DXxp_hhW1JA$0^OEdC$w)YC@g1fj8)_OxOoaqyE zlhZI%B|0-iPzKg1?cL#7*@a3@@r(0aX!)NOQgL09Gpy`_ln69mH@c)p=d#TbI6&@o zMgX5dOD06m(f<3lVj+4zYL6i+52X&81F<)XNw=4-h2~+~>!_l>aO}j2l`j(~G+mL3 z)_0=!E<_%0Ty9&R!Fc- z!#Z_s{$@KEFP3o^UIV__LP06)8J%VoOb5Go->r904Q7nro+OVxwb-%+8zHKAPHRK^ z%72DO4L|ub-53U{+>xl2tca*PCQwMkNT>2Akq4rM2rx4908Xh0|nco{^^l-b{pHPfTeGmH2^i2@<3c$fsuQ3kWCe z{$wcYq6aG-4v5KiKt>vo2#Il)y+d8+^x+IcA z@NDUDoL9Wb7vU=9qrPM_EFA4+`$pE~Z%8VnRvv0;ql&~YjcO!fhaKj;wmx<3>uj)M zu^1QJb234N(}hBRThmj&+l}Ky8Xi&Xil0L+3_OnTQQWg=#)RY+bW-1OKcp<3i1P4& z`Lj06rp?g%hRm?Ao#DJTG=)h0p)}Vq?bO#X9pkt;@&!O z7L~Cp#Eo~0T+C4VKMeVx;6lp5{JH=qhAcLbWSMj`2GrTBr)hCVB|Of>`Sx5AzSzTx zmcY2iY~ev+ErJ@LmI+z>-f6pT7qCxodaq}F6aMDbPc)VBB!lYWg8t`^MEBq20e(zN zH0EHC3+lu^|3WUM$>s&Y0x8A>J;=WUH0dX*Y3TBfFi;tLa8;l8w)iUaVj*~0>ciZW zznPAtJn<^p0!;&iO5xS%Hf2MjR8rW@4xvh)jMX$$4Th^oeaANy^Gc@)hXAr$OcRYu zVg={$ZW!@VMM3w^8e?jlb;si6dxJ}(PO(P^m-p@UA~l8x?(&7&b%GmeW_%3z<4Gk;AEU(>zQdQ&bfw`cp0)Mkp61rQgDyZ(ke_v(FCjV zIm7*D?=%3GJDP#JzB^ab*5pki zY-nb)&L@Y;#i77Nbd{u(JkjHhO1GM8N<{!qRKr2 zFLkd(1D-M&w^6C4DcCq4`X8egz@zmk5o&oFM%g~*#xfuLrfD(rVy9FeMJb%*E>{{n z$7FCAa6&0&coNkKw1<5ZYmzALbH6W)avgk$)DIKiv}5%cyVGyPcvZa8YHxDknaLXd z!2?%)u@(k|igQd6z#F@@UZg`36;ow4_0Sx?6dCwUL`wI&HxUoYF(qdzF8^PR>E#U3 zq9pASnn7J^FWIW>G?b}l3J`Lyiu2%vpX)tYZtlY%T*Df|nxBy7XZPB?#iuV1wG@GZ z<(4XpX&S55-wL|p@c-dmt@tCCWp=~A{eCY26J`_$MvKOJRm%$0S$8E z&V=}Ptm$FUe17*a4>KqtBdR8e8R^eD*LYGGR)urmJta#aoaCftxf=uv;>r#?B_(V! zczMzXx)hj5dktYH4LH9Bg!DyOocjPb!P=Ik+^KV%-4vr?`POwnKT>ix%zmU4JiWke zU45ONd3B6-YuB-BK(DcCnTvorpcv%rjt~aK%dh zkAXf1hRu_@hX>F5{nf4Rn*~@#7D_(Ws*GU~PzN9vtk1~L)E(0JuLGvMGxpf~@j9d4 zf6iEr6k@!+4ITjIe3?!4da9u~-uYVC>L~%eHX={r?{t%97P(@>Qe2GYbYg8+TqPWm zOQ+u1_Ig9^<(5UiR+TlH`&|C@>pl&GPx{y54j`nCEQ}G0&xyrM?j%YszoxOyQBFqc zQ#wgn!}KXp$I%-@(P+w6pZ-5ML-djD`4KR!XYAegggW}vq0KCmPVLt?SKakHGOW91 z^6OaOB@X`gH;PwzT==oDy6FX>_cD8Rc0F=gcv#=_ph7COF^z}a+9^i-#C9(M`&Iqd z{Vp4ii9MWMQv!qR-|}Q3N<>M`>@<+pTcw>CAn;M{Ipy zXgUg7;N7<-6t-?`$XLaKHE%}YdY-XQ`?fK5RQ(+bd4%*>k~!@CJsScD7U5MVN8pM? zq}qZ>#-21OCIqDRi`qBce^TW+O+u#}iWW+m2hNQl(WIiEUDs|BH}Kyz6s&NOAra$* zV|X;x7mg`aD%Z4QU=x}C;`WE;BL|c9TOs6C)exP2C}t2bo0-6oE`5nmE#48ZMH7z% zenW%Q#$Q*hqZ;8b{p}+N>>G1*UcgKoRUI|SZqr&qnFlH7mIfFz%U<$0KD}28$@G(D z@T0|S3rWv|+`(N>MKG(eT@$UcNVW|rI5woVe35w z1o9Il!S;lGJ0@+}hM{1CXn&qs&e+z*!ecUJUQQh+qZl!7Hr3y5IS*y=rWv_FAx-(C zP{hI(ALb~^l)9ycjZ38Qpp~Dl`g7D7!hc1hp$GGl!G#I9)<6q?Vfkg!t0c*eOY-%a zGZG(Wk1X+OU8gK3^mQr)7brzR{j9^If2pCHf{ZTZ=Lm8tPgeyg;yx7LY#0!#Oo~hE&NqMA zW(40Gdd&h=V(Lm=JhM)3kmW|VmW1QwYZh9x$?|5BoQPrlSG!J<80E;js7_oMrK(@F zD;T(WIkg`pXmS);O4_+s&8{J&?%B$D4+hF{1AeN50fE6VfrcG{@(mA*p^-5hk!iC zRlpnwg9jDNc3X39&^|7M%=j{Tanh#XP5>oT$|EF;?;CPY&zHd-cKcvyD`&R$rjs>k zNTiZ+#p+%(7yittEI)!r@yq*8D&x11>Jk+tf`d~7IC#{tS+g4^vPuDgf8GF^vmEUD zyqSeZRG_NoY;BSZjNjf5Q=(T4>6DX`#kHdE1BW@m%R(u^NmMe=pb8IqkQoRLn zs-I44m(&=)>_@@~f|%xDCXoNNfPx#z{%=l@EKq`Gp2%QT4&8n3@zLhY+3M@PB;}H4P4rQr}^q z@i$ha8S}^Q-2(6iqoiu47wcC%XE? zyR4fD&}Vjo7|!RM);2=9etq55-$S0>9zQTmwS z-oG1mHB6wf4C(5LIpU%#iV+h?0Xxs=@(XV{k7GRR5Nx)m-X#|iW(8*3jV$P+yurT_ z&E?GfB>O%iy)sx0~Qz0&b; zpyzla?N8Q#V}k7X0vXtXB1z%WtTOfL?Wi{QPd7Lf#e za8B6K!t8;GNkozeYVsmA7Auu+Y$ijbpvoRTJ}K2M&;4n zf|6xFw>#)U^#IKHb$9sRKV~0d?W42;IGC}d_Ir&rLK4C1L|sYG(lk>T3M(DK3}(_6 zXVcgk1)QceQ*K&Qa(xhfF#5xrH^S6l(nc!@2!VJU>xe#bQ9ll&Enzd4+s0x`^Xcf& z!))PB#c!%|;z8|RA9YJlD{U>lmM0@iVO7)0Z~&Rnn)16$nI_bm+et1+fANP`;O_=S z<`XKA@1l#}-M6;4Y8s&+#w{8x;|P}47@|;+Lb{{*0&?jCr&0cLghreH2+SqrP@Mdj zFEgOPD8Euhh)}mnE|wU?jMr~DEIbs6kX_*-ntxd7-!Fa+}jgEMf?)j(<{XOhkPEB<2vTUeejF=S_e)S%HR1>0?$2*@rNFI0Y#3j9yXk9gb{=fbt@IqAfz4p)^$N~`nP^wBVk~$>rgTA@ z-*6$-)@uLtpl!h$&jCjl;tF%Ryu+NF*1F_=&b7bGdl|&_!ClatJg{Q+r~7SDwPYn% zt#IZQP1)JL!b^*g+$OlUVhzrAi-24d#JOJ@v(WJD={9IWLM>xeNOzU|Sp7qyVS=VT z1f7v~ta=hI+1_l>;@llgg;qL9oBA>5T^Z29IBt9V%(XW?y)a&O%Eb>x+t)B0;4uth zM4mNY#(cKni%hTTuB~BByPhk`iLud$C~ce?G}-Jq+fnYicQX!C8opa(Q7SEQ;GA>6 zDg_M`<6B5{kbu6e_!DYPMJGFsJiUvYbtgJ>2c6jD^M?8LO>Arc;HKIu!|)1%SDpg3 zogwpPBy9Wgn22J)1=zj~t^pzKW-C$g)`OLTi_sD_MjNtFEb!rayH>rxd7l&8^&(DhBDmGfE zUqrdWlhH=?r!Q>;2olg7JOdofAuk91YRFs{H4RpXc08hUQ4u>wDidlUR#-&EzI>bl&#RqH z2+Rh=xhK!cO!+?^ModNp9bY~d2{ct@u}$0d@C7?@1gVLqVq!-3;D+Ihfgu1_2{XZ9 zyaBN)McOV%XQQN8-k$0g!|yy4oqSm*z2?NzM_C07hN<5g|vvlWPj*we|Q z3B};Klpd*|CSgJfnUMb~2Pm;LNDemK;Y@wYH~cBc0_GFqI|T8}=~~GZK$UwLaAv))s!P;M7jRitUkKp;ipKb9 zMTJd%yeXu~8J5}WOfS@yzf$|~u4}UpWH<3J{j0@L`S~K+CKu*+PrcuGL|Sw8iqj)> zb}F&+r?AO|bdWY#G#jBI?-8<$5F`f9^}#_cqs`q8ub%Ue_f_;mb_Nj4IK*&2FVx99 zr2`^FjZas!HY`%(4|GI&61lv!FPJMZ(7Ki`rThi;Vj@myl>8ZRwaVb4y}uj^eftVP zY*jACU5>;Bd>MQml6={b;p`?cLwXoUYYC2GU6|v(dbhBRkZqMD7+Una&U#hAVK5Z)}zN zGD;SIBfO72@HA0mV~d_L!)4H&3W9^=6ES*1a7aidN-Z=5D@2t-bqDWG_}JW1C| zyXe&}#m%y75JPy#@yPur-}@AKuGY+w?rXTH<3WvQzUK^?MuVkAvZ>8YbvIzYZV2#E za}Ta$#L?V?3KPpVty+XpsmZq8r?Uy4Npewo`*TO*A z*Fcvx_p%TVR5__0-Ii**18MVr-aiEfL~><%)^&yi{#-zQf{-!hN8}U`4h;qj!>|9s zof$*ie|djWJ7V3Yj0Pt+C$qFJ-&_%r>lcaml!md7dEY3{PE2_d0h`N}O$Unt_|n)f zaK5q#pk}y1z(3K214a;R16MMg2FPG1<16cv$>UPxh(6|9341P>F%%9zlLk@brY7VS zsnf0c<(?;3MluGsq#DsR#hFH$k?V4<$dS!r644T0P2h}k1{ z{{jZI(zu{~Dn+^Z3IjYTbY*qD^g~bOKozuf=YKyo%UA(k>4CCmq#x1Tyck*3)~8OC z1ga={R8|PDM%IQ;+CjgL`n=9trD}k`WbO_Hsv|QNAN>)`uHGRP=6Di%N@A7|fFUfc zB%93=lwkZ#-|j`QbS=6W(aH9#K5n5;rPgOo25)$HxF0u)ZH85xv#rnGMmQxrg(_?3} zi)ifN*j>%Jr$&=E)*xpZ2!P}x2pIxoya%DD=FE;=Ih3cag-{x_efLXTOynesffBij zU^aZ>SoT6&IdL|8f*~s|vPDlzty)n5v zjL+rpOv8W(okz$jWRICH?h6sbyc8d!E(-hRuTsl`W{-V^$Q1efn7G+{AfGIZvF{k3 zRa*YM`2Ftcrg#9e$OwLODRw%8&yGK~3PEeYB1fmqXtso4oy9}U{7M9}Q(Frd-a{nt z$;;;o$Cvb9scq#q`L8>lEFsNU(5_N>mHYah_Gy9U{;GnXHPSa2W;iQzEaj&J9Io(o zNS#MvX)IduwyN?Oc)#k#?L-4Kxwq3LP;rM^#OtI7Fgu<7rp2_G?%atSLAxvjTXU-Q zGgKSAV^_ZQQ4$)y5);Ws27TrF!;?;-Ze3;d#7^Bfzpal+e@N!~7Y<_(?f$xUxX$(|M6V>`; zo?SHXE8~{Z@H=DhVipUu^0?@L^*HOq=WxEfU9JeC-{%g3vfUji`Wlcs(Ff~Ow<&vy zb6jNLP=y#N&qAZzsfy&pv_z~0#B6EOU?g&y+D)11sUB3G@O1S}x`jOH7jV?K7t4rx znU`D!{$fo3oPiQoG6dG9dL(Tt*vkDmTPZvi*UFz#t~EA8)GdE|#Klv&-mVKQE`o~y z#hT=7;zk*GYz4N2i57pJK1V7^kV}n!3^@r;V!+}6i9W!nv!2b6o1N8n^#7K zuz~Y$*QX)4Te11nEKhu6r0kx!eL#GFvhzHNiJ1xP4L@d-ZdJcMKTDVlK+JyZ{5uNS zsUtGXLbj)M%`(O_<(CLc>)LUonbcJ+Z zk)b@y3et}u10G9-OR`4~Mx*26&D>e1XRI<2J$_=!)SYb`FFp)3S4uVGrn5m%!o_BWIZCyT|) zZo~c1Z%q7kZ9UqA`vw3q{7Q?Qr3};X;>ACs2ph^noDCGHUI)ZWp3D&8p=@E~LXACU z=@SQ|A2S?(BfLx} zc;K2aAh}06-(*KY9KdGnQGyIbT(ef#h{R_S?-2ktA@K?-)+Ad!p-k4&L4eekv}s+s zk#aDwavb81=ac#cSAnta+mEE_IH3c6dxL^r5%-@Tn*883N#L@`?RN0wFJ_*V&4~Mz z2)ddUh#5*A-*GE}rwL#r=>Om@g$UR8s}Awo_^aBikL=o+5t)S53E4hU&7W#GGVy|~ zrK(;BYAGMCoI&UNxP+U}AtSabBtYeSJFK)gx76U|nlG1a_AisN?y2n21;V@&k11pd zd2CY%{Du)nB^yT~2G)uz#7y9(?%x~uLB0)Pa=DJDo-SgmLXYc0Vumuej}ufOIluLm zX-4%n)KQECJ4+0+m60COj>H4@ENmqJL?h(8eSaeqGpKu%KMG%Y^Qlot-Nl}BIh;W^$6=ERvcCBmPRX_@pe#nWRz>dGjET+ z`s+KUNzykcnqX~ljIr)31p%-Le1fYc{r%2YJw{(3iPP%`cFw#r9f8MFl6xqhPU;%& zRSmbC2a1DrkvI048tj~k*^7y`5`41%4stV#m-6&)Z-L}1CHDaY_Gv$r(2gWAnAo;> zGUU+!)^BvgOQS)#6(0>cO5D*qF7tjDsZ%V1e(%4&yr1H4kYem3wI#$f2dcwmh==Sr zbWnOxX*9BMXqI(OgbF3PGDx;{m_y~FZ+EK}TYa}xP3F275)ltxR}vu?y3m7u4WUq{ z?lMriaPLwuGyzH61)%a(qmj)##PvR1W|To3(MUxY&bfI`z{^L!-+v{ao3DhgF9~F6 zz@W|X>!ko{@IdK}$Ydfw>vqxl%SJ{II(;h3G@%a@U7=(^NEk={Ar!go{f8PTW{&_# z|A*0S%2$l8mj&M6?p#RaRlYB4L4}|sPwc14zTrgfECGpWTEJIbU#~t8|EMFQ4Y1sl zpRnv8j@g0rZQX(wtyrN8!;Rn3I;v9GqBZ<7!4(RX5S4RtinmD=d>nc$(f zyXd;37uKo0^c3_gzt2dEZtN#zcE+V&$%H=dRNVXVl)Fv!v)WJzJOOvBTyI#jL0~ z{RmJC#D_vjkf1r{VE?O#vYjPZ1=yC5&;b@o9|RBovE;vuO!kv>Q!#oe3wMmsFkQN8 zu}W^+w^`q9mGh)!Yq#=?k+VIv9NJ8Vm`!Q(xOL6^qq&Ui))@>l`@2$STmiDpLk-(A zU(2fo73_(ES!vvJpaC>t8M0QfeI z*kyq2cOnpmQuzMibrlrx?(|jCx6TOsuD&74HKott7YT3glU)6dPV;Zwx6a;e>z!|i z%A+rWD(}-CW*FsvOo;#?68}>mG1=9K&zmWqqU55&0>;OBE7Sew?LXKKutdx04n1KM z8y@N z`n_7)bgCgViysW?z7ODROvLUq|9f?OXQY-oSaWdqp{>BrVzijunQ2uB>Tf@z5)JcSFq^p+)xNaG zgI-*i=jvlX2N}0^6enxU`{2@OxN2EH2I)@kYy?$1tUfZa{9n%icQ;Gt1xGOS;nm{z zp8~PkyRR51fCEI!cVsGK5nWx=hkpQ0IBCerb5eBCy{fLoDRk<_ZBb*X0U7JgVyXAc z_|!vDZ?QOr7drZ>h<~}u$R_ySTm1r;W9086@e6BW;@l?BMQ|`GY#!_bRX%`vw^7jI zYTXh?{Y?WKU}VFpDMDp>LK zsHp<$OUV99UyW_EQrEojQ^4~;_klHb3+bY`#)qm5Ld~>!tF@J@--@K-i9AD zx}PZg(t$C7m_sM?I7k`uMT?1)u^n?)N@^muyF`=v^PJcxFWTc&FerB0B8Q}p&t6N%zNZ14=BX;Kd| zTqF}eSN9y$$#+mq5$g~J<^0`7h-{Mz{c_N+j3ivj< z+woZhYWEd&8T+|XC9CW>q^F=0Z3C_z{R0uHT;_h)Sy!IcJi4%#cS z5Na#bDpiMB>s5@%ba=jef&ak>Es8O<^W+qFeNg60@~JNk3hJTU5XKeyFRDCx&B{tC z+x;lqvL})N&jztpn(5xHfVmk%^rj2#Q!G_27Lq*O=`n1A;NzRu@mi>(Gr5)B-3u*+ zAQgvjs8)<(QBHq1!cDW1^r$(Np3XE$D)#LUdPMLErVgxl~YPdUteqas?nql=ZRGEOGkBNX=+z=v%8!4Cx0 z^WG{hc+CWIy*|*`P#Cavb>1#@Ey`y)U2llSsY5m~VRxfzm9-Msi8CWvEvD-{P?%ENuYzT+A(45(X((C;7qP%Z{utMJekZfm{sg9AQX1cMN z(VkRM#?Zn^%iURBc~|8YSFNyZ!>FnZ)*DDQqiIMHOzwN>$E zL%I)3P`+;xWW(M*cK~0a0Yc6na8^lW6wS#r+9`!k-hV}a2qoBrDRuiTg z8sc{b7p=BgIFMi+LROpKtoq3zWe%8hck=a4297^$A@`SLbhX>3T@9irzvjU8$TjDP}`>)kw z4K9f&@p}1+%s`16xZ7-#Dla6#S9m-3MpY)U!O@&eTm5aNo;lX*pBge5c!+`N+o~u z_wov~gtpAwPGf8OlwQ?0-u(FGUmXq2O>H^@v6Z^BkrIC{rNb?%c&ds;z0Gx`^Jsp& zvM&Aoa?HYub!lt+)UUyGj|Y84g>$L{Fb_jWioukpN z1fs^akhP;tbN-8$m?Q%66TJFJJwq#~NCn1h2aNR*CUPEh{4fx`!Si%ulZO070rnzah`fBN_{2O-&j(o+ zrU~eGL`jz zl-8nZxnPN7ZaeJ_6eRy`2`9)8MP*j8%r{EN$Mjah0op#7p}#SJdtIF@Q^!`*r02B{ zc+JfC>lvNsBaUS!yeibmaf7!ZzX~2km2bQVLB$X_8|HQX@NCGql}HnM>GLhZ0x;4a z+0gNDtyr;4_1kHZ!$4nG7?mhF_}n@21qNicD49&@|9WGUfD_~=gnW}ZX&FkxueTmj z<A6$Vnl}()f!e}GnUb1gLggBP zySb1~%lj1Aag}pW?K&UMCJXDvFiP3Cp?6e}0SwpHpTLj?K3U$}r{ijhMeK5?KQ;(e zpk}ZCSewDK7#0Bt|1bN2aSpYOqiJxxnyQH2Xn^3CZh64kw4;sbsD{B<*gY#&m=^y} zn}bmtiqoFU3K7sKk|452*M)3B&M>q?BrSrcnSkzJf56NDJ+ znBO0M9VVPtJT&a{SPI~3;pNt?lTAXcQcE{jyauREien-Yr>5cpW`|ZUK<0pyom@v| zSnN4THEl+|Vm@rCl4|X8e@Y9#5YaTht+Fk8OZ1zv0D*~{wl?&-7J|n?Nf<7X)J&+grN4g4I@{VE} zuW@-a<>e@&h>$~gS;JSvd_k@T-2TXyID^#zP>NnVTe(W7udu7vZl~@arVPIMO}W`3 z-dh|U{pspZ<(N<5jPQ|nHGl|L%3{YLy>_?gPzE06m55}LtTKLNpf2Duerk^alIE|s zMPu!tr5j$f-iZ%lODkgV6$avs6+>vtFLwU3RvAovc^NTr#J20&wftFSdOeuH3vmgQ zm!hGgP2wvu+arq;>cmD&T;Yzfw}%p_UKqYtfCL~K{U@F5x*pm_!2^4+#vyP;R#uR>knnI(_AS)RwhUp_Oc7D{iZ@_ zyZPi6#axP_$Z^WfUA;QjYWhs6?EBZ>lq_SJxER* zIi~5GFA!~TWE+k}=HSaD@7pQxO|B^w?zBF=^^4C9{Q|WfbbI1YQ*ppL1rGpH)i{n? z^>&u_t{mdjuLK?}QoUj4I_OLySX1A;OnS&_NPF5RJ*QZAkr?5YAXIP66{w?@4lAn} z+cs|BeIO1Q7;h{}B4FCcx_ty;wD8 zMC~LuDmXDs!>Pb888xr9j>5E4Cm;Gep^NpBn=z!`J^KQ?gy70{3OGhRNK`*_AUs9D zQTBSu(wJpiIcO%&2H1H#AkRGt3LUg?f@g;0io=kzCq2)71Yx%PWI!k(eCg&hS_2j<0 z%E7A`P}5->4jy8=#E4~p`l^||GJA%Sh;dsgbRCDN9{4hH;t{t(#w8^5x&+I@jusUX zbWM2#B%YD2d%rR_#d|brW?0napd96QEssb-mQ88_Z=cba6qbjdWRjkuoyW#)+}9p5 z0gI7L`T+39u79|qvhos}chl9EB_YN$d zcXDke!2sc@nz7=HK#plM5>twodnFxq6+&4fU8n2Pw=F<%CB6vhiRqyTU)*Bn8XagC z>+e>i_sN!}W1qDpWS3Rh2tw9o-q}J}s`JsGn*p{_J2zHL?~skkp_8-!{_C{@toc;x`?=+ORt#~0 zcTAp5VtFv$=lQ$5AaI`SC%Gf1kx_Gw0E>Uu*I6FPF?I!Uv$&IeDw*l=K(SH!M%5Bk z>C=JZqNwF2-q3zWBgsYBU=u4O?I~botUwa3@vfkTW%AvbDKhMbY@CDtuLVv&)4x6q zj#9Hq2<4BfuGM-nRG<&tu%A+P(^aG9K^Nt`l`fT2hMc^%WcJVRxp>CZ{TG=tGzI9V zaE1~4h1F(=wf+i~3a{u!yk{X4Y^-w%SA52M13HGaTjo#rgWtCjHWyVjFbnK{EWzBJ z%Se?)=_IeHwvOhV4k?b_L=^b}HMMBr7XqdyS6#k`??raE9|L(JPMu*g({dp;mGaEk z05d?$zsA5-;DNxZ!I%Y{g5AYRNBhVHHito25<(aGa{8H~geK_es}ZaqSPTUMRZ}N& z@aUp5Pip6_^K=sO9aT0*Yq;mrP<;E3()x)7pvB_UjYp~I3lK(iw(K8nm+Oh^PA4s+ zV6z5e>`tF{x*|3lAcmex4g-aMqD7qtik+=l&xN)o9La{rU;~nop=$yqM6us-I~TUz z$W{l0SE3eGKj3u})=XD2#p7!(rEAR$9Frd;lKnU>%(q|WbS+}P%dCplM`aB`e(J)t z=}2mDJ86uot{2)jr3H{~Sk{6xK<^dBOR)BC9@qCZvx$q_nmslXTe? zo;Lp~)s!n7#NtMAx5Owgw!1lC|Qm zZjrwuR5g;Fdm$rD%Hi0@NTKL5SBG7KwB6@71MD)KBbhqCbb~4PAY%pYUAVl?K*CN$ z>lVC0#S`zQC|u8r-*c90Vv&&HxO{4C6*LS52PXH(S84Roo-RN?OaH|9{#z*mZcVAf za~V5LH$krE^uDznGHyu-PO#Tu+{ukZ!_wdOke?Ol{kyIMIf9d=li`Z*g(dju9+CY< zVfQOfGqK4+>b1o8T#_PE#2^U8cKvpr&k@p>dyJT?#n@wT%>O3d!>78;#r{Cn`L&%| zM8qx6(!!>WCyyfOk+QwfhppF>EQdi})Oo+=zbUXrb-o8Jdn#bXIX|1iu=2s=<}3@s>BErA{c?HzgF?rohjL$WLf>gN5CupZ_dOwyOJP;4q~ z6Wb-(V6rBQoRiF+EOOp7b)mfmeh52_5?+z<^Ti)(AZHe}_^fY{`U^tA5Tx}V|;*aEZt#o{)huhv3nd;#U0kE=$=pHk`b`AHK> zis9MvCT&=wmh)d&h1S_j@$%fq=A?WP%Nbn|wNyW;Jj19EPgA3Nly-}uQXV;d5_!=} zb8kkq=KC($%Fv%rgkjY>yuZW&BwzHNZcnq?q5LHd^-VN=H9kinzC`EVC}numFvh7D z>u(aPyS0t2`&32?evr5tDTS2Z*3L=#@^+g6ECz3BUqyb}RX-`2*H7sP!tzR%O^kuZ zn7kV~34AHw3>lGawR4kTK^jun0LW8yJTv^$rUS`LZReT|E?|Xjhq3@twEd2krUx%D z%V_9g7bXxKG;6Cl%>UXYWd>ZoIeAFnE~18wzGZv1FW9%eBP`TYdpkVb-Wvki859^i zBg|Daa826Klm9K-C>h_&XxsRHMD3O$S`Y2fq-GYw8w9;}Hf*-e16HUl5PaLH$Z+EA zZP;T9i*$jp6LuRx@jXJRv>A=hg-t@2^zeizg3!7z2WK^&NwnN3T z=7trqP@6i?RWmRYL5A3vB^*?bo@$iQ**$GA5Y&P_OVjG*fHbt!&FuUlk>!w* zdvU3xQiE#j)+Ak9<_GZZP3XCg+!EdxI{_P`($KO{kW)8`a#PonN1#P;+Q1o8A%$|z zwV%xhL!-bY1ps!>a~Wr8BeW$p0~oR4kl`j1i23pG2SK$*O)L}=>d2!@XY4jGv4FV-dppgZIu|r{ER;$xts9Fm56ri` z5Ubn8{q?a;V5g0(UME}v`Y)eE`SA}fXj9LRmGuU6?bX3!12z6>rdY{CWU`9mO1Vzk z+jRtMFC?GS>%^^M(iRP$A%|?mCi@hsg{q4qK9z~CUt<2l<+DooL3l&FY_*p+{HqrXBlpqOlnYdB^0;& zL3-_0f}TIA)l;cJ=)qcKbZTKHX)0%0HszW-rb854zRrN;P)T40ek<0bpRhvg{CK_Q z_$}Jio-T`j9?@YQOPW=Ne@e43=M=oONexw@l+M1#7W}7MM_w$LO%g@AkMSZq2r)7{ zqL)?Fv(e*mt@^YIRpxbUGpltc7`gz?91to}DOlN3{-DC3YWyXd{s=!IcGjob;bjWm z#VIO6WSy1g@?CC}16TNj1w8J2d(9(rH?HiM0|4|B1XnH^#HWpDt`Oy0Gc9{JJ6U?L zQD2+LwM?kZ52$*iL}YvS=rm}llOvz_w}GgpVBY4(`$;c0webPv(W6?OB4mK=_qYvt zC+=vcfBYUs2J-|J%y0pXhYo20+hI)KqEjjPJG*ZX{^6^_PD8nRPIc;AhB|!O*j4$A z0#zQK(W^T==mKdU@km2`Dnjw%as{@*oAJdw8VdJFa&pB(a{kJV=|}|k5*b${dych+ zlgIiFB}YHj@~Z?JH{lYCw^0beA>TG*M!pVFkojA< z_o!U?^?%g(z*;uf6@G$9WJ)jrD?kPfUA;jjCxB86aRf6QKv@mHLxB4Kzo)K-k062( z{XHID+Zz`s6>53zkFknG2B9=I_H^o`TR)m|H`Wj%5)%8}Zo4u-*@FCh2b~wBt0E60 z{Dv{ZzyRN+N;jpK0FA2Fc>?JZlGgCa;%v;MuWx<2K(NS2`sw@%$gti-Z94#95)g0; z^_3rw_v{mtM61MkhKxfcaBorPXWr>SU?tRg2Bpz^f#o`_{COK(=n0-t;)@ zPnYdE>C{Rf%6j7z-x|XLZ$-kbC zF7M3hQn{YOV7l|d1vg>#!~41n7&~%1+hfsw82J)-W6@O4!fEp?04~)anYC9uX+yc5 zL~MDYV=VqYi0nAKQ|Q2!0O|z~ifqq!nKn#NNqGC;z@BO>@{R{k$_d?)W6Dy9zUH&* zFEvl_8oC_ao+k?X?n+KxEzdl#&er|iqi)r`{I2f}-IWV8sgxD*Dt0Xo)il|&dycRA z&HB({Y=GDCS#kIV^URlT5kkA`XjKm+z?!!K?FK3=-HqB^;?MEh*-R+SbmnV=fkw>J zB0S*MUR-1zg>2#f(s_nKL^8|BS*@iw4T3-ba$Jg(FZRu=cqzU<{FpXJ*A>2(=pk!e zJHfciMwH}LFy3_fW=u{VFl9T?VhOc5VBQZ0E!ftsnhQbWGu%)q2V2i^npu`<9!1Z| zC!whm%vTNquIl64b>9Hk0pDsLco{m}(a+dv$SW!vuLAm`=xrnwIO-a_1Xf*K@EBGptrVx?aLc+#k%7kdLVjuPN27!KhX_CLoxBY-*s+pNQU~nU(3Nt7M;ZBwV?orUr zJ4&{GGbQx=;Jt=%F_yYoZerPza?(M<1I8;=pu?hEJz<#m3yj4keO@Cf4DWs_;R|v} zoK%YwP+1Gcm7rktPrv=pR%AS#ufQLwWj-%6XXfaoO+U6D1E{u$nBXTjC(x<4Do=Yq zJVhhnbjrCAy5qK0#gCg~GrcPCb~N6>&8ZR7BqbGtA3fMM>LqcA!V5I>cv zxK+yTYGf0#BRVB%6#kD^F}FlF;gd4O8F%By*6ds4w{bzuktgz*Z5hA3=hJx$gj0J@ z!ne4rWF(8^e2LV*^eyih_f7}%yO~@di&W08u72XV7d`q3nN^Ra{>Abxx^Q&e|9{Hii`tuxccTTBb42je z=c~pk?fePjMKo`*l!t162N4W_jnb7zpm_4)Hq*P6+*eQv-L-#oPddGI*k^M;uXU^N364g{ zb#)_8glhm{^>f(SKcu@UoCS1uVOE!1g|2C6a8-1lQiwEybp>zxSB!U&3e_|MIrdRS z%=Ab|R>gMBut8wn9}RdiFW|>$zQRW7X?^}0Ei)N*R#rP3MF+jHWqRQ^9NWTew`HED zMB$pVYn)1RN0c|YEd8rRH^$l2HusxJyS_wk4u4?bY7k{lvE=JS6GoDlx&^sv)03G4 zz~J$Sp`U!r1`8vQf$^uXK_%?v=Tq-%papYIxM*6ftX}?2!N?d(JV)xofjw*ssYVOG zFEM3pe6+Mx*tzO^N>Z&!?1Yv^3M+}Xu=!2FsYOV9nTbHn4$Yz8P<+5NpTrvogz#P& z1hPid<=t3OQOvO#iRcOc9V?b~bx~u9C)Jp`dpeGQ!W6CesUlIc&@`!KtEsTPjD%i=>$|46QZ8&9$1f7b(kV@|^NSjqWpt57Z+!O_dt zw8zxC50a4WzI{<^>Q1(bPZ)(P`Jq^X$!|ym#~`p!jDgE9W$lXwF@d&VD|9Z1Mu6&T zIpNOK~AYb6iU1cf*bb;X~2D@{nF8<_JTF% zGY%Kdv$|%0r!v4u$ z)mK>P!V2?X7~onP4s%1P4EeVuKWs5!I}|xfMzCnAHM0n)mQLsoC-g49s_yPBLsely z!Xp{%DZ8azkJMRsG!|0e-V{tg57o1Tx`jNSM@v zJj(`odyvIu{cB3~-X^}5lWF=!bzAcfu~*~24gab(ayVU3 zGoj8;7`-bkZ0jsy&PuB)6{cZO2%E0wbk|gnV6X9P3)1~vHe?v(yl?iU?$8)eKcPRl z!%Wr}-OVfO61)VJzU%O!(GR=cz^Je9UZQ8fPJr`s6^i@c9<9+LvorEA3BxUM7ShQt zZ@!B!tW}6jDI0`+&}Tb!vtbtE8`PODj-dG5urWE%^xL#h?qe~~7+|qJ$xawUWg&s; zs44Wl=pcZLBDU=+u{i{pI7P?IgHJrIw-tTTXEPY^4uK*;5lMl<-uTodXGAHP&R#)jpB1{|)F{*Y!eVp>?KvNSWW%ULpKqIR=wLNQSD3t53 zn#KZhlck-qNW63gA^Xx=7}ZR9RI9bwt8m2?9B(DvYPjo9Z4;#&W^*fPmIA}`{QL?u z5+)5jz&s_|?1jyJ*{Fz|Tx@`npeY1ZQ`6d+1HbLo0R1J?EO46&Nm>>90Z&{YH zKc(_8VO((&EAb=cQZbCdjAs$icPP+~W!T`l^P$X)l$%USvoqMs0S__2;tTs?92p07 zuJHQRh)nRaZRKy88(!8o!Ohnqj)HD4yKIy#G&L75=$5`dA>psq6MUV9_nRfZsww)0 z51g~-yK+>J-vKh6JCy{YsfKMx>lR`8YnU{n(+5XL?z>!+4jL-8j)Jx?Q}Ki86t3R| zzl5Hc#;^|}Mf{=vMN!8}qI8XfU8pLzq}}72(Or&z0GA?OuYg^1%M{RrS4c$caw=Pto)FOVBIlwp}tnb@?$|zMv1}5P_-F@vcDGJ<| z+`$J$`5P&)P9c<4^^t%2d7$wpKpOTvZB;I3vqYyuv*LktsQmrr>PXn3+nZm7hI?v%IET2bjJ~G97y2D!Dt| zAbQ9jwe^nY&;`u4+Qob*%>4Q#Eq0kWr~~x`y5L3e3X&p-5hcJFeV1rA?cXmN$=ICG znTscMIG2cHEIO+-^F1qSoaJFI@#`B1zp>5wSw%wx&l(%B&|HD7=T@X#!8tP?^>H<2 zhex!LJr^p@Ym!dba_Qw>ir)_27HI8%@s8Di8fx*no1ac!*NO9U*-+Z7E~Q<*n;N`c zGrG3p2T)kquCFxZ5sL4E#8u(RxoaRS?)w5Gkq7&$){cf`*>|}Y6ykYsC)4;cqGN~G zEtOFuR``mP;Iuro8|?1ZA!Cl3nWd7^bt;kueSL(uK-t?71S*2NJb6_P>P8N5RIIgAu|Cs(t}@F!L?&p>le&AQDox z!?i|6_}Ww-m7ZU>1CfRCj$6s=1)F&?<-<`z)Nv?LiZwSpaQ=uh;Emv%ZrUo}i6Zs7 zOu$ruzzQ$uDfny!V;*-l*Z7FyF$`Rmq-bVCy6dp9DZat^Ea+?VM$5Ix+vC`XhWQR> zs(m&QB~SARTU3J0?eLLICsaz4se|5XY+Fab zNK5M1T{SwqHm0j~azx^5F>Y5l^F~Ir^czz$AfD+BlFs*h@*STF4oiBw&-&(j`Q^4X zm8c8xCt+$j0_j9CZcm{Tph{%l2nijMjyp9xgC-|}H{=qmD5DR@+R>g0gbZv3o5M(s zx4?<`TSkP@H)8-VgX6SD?X^E5rJu@GAQnL|ldpRluUN--?u|4|77y;!ss@&(?3v>&yP)ZltuEWB20q@LfJj)ehhC7-@iUE|V=`cDBxO|#6bGj!B!)=*Us-hvew z@Fhev@fw)RxYNYZz0#?tsP~q`NpXjVSpYikc?a31<(hOaV?g-_Y&MNlqn-G#1EJhU zTgFd9Tw|X1%}4zvyp;RnvdX;xYw6{%y}4VHVvZ|z=+eS#gLh3j$g1LL{oCSJ49I3E zG_vlk|DH>6&mFR$>JGXHK)}yDkI>-CU4#J{sZ67H?|NmrSAN&+3W`b}4GoajR1B88 z*?$&eQCcX3!cz*fy?kflzTrt5be3n4qMNL`bS0r*xvsOW!le*{pK8QS-(bCBhc3#n zg@#}|YGo}b$-*R8I70?=_}9|~g5!-`Z|(AIl_ss+oi==Xx;u0`{C6yDl*7%jSi+c= zP?yq>fxSesznj0a*8{;kCbU{_WX}E;`)s|c)acC4Vk#+{mh4sDhD?vb_H1R<%x$($Ww+qEHfZXy5JW>z)h;0$%xC&|egvNN6>DI`Fm2yt@T(TB)yNfKua zTqIeT{l&}g=Dh^P3~?|)Q}J@&>nvo~HLh>#b}k&9oME;LvVKl&zn|I##2otTXkWP) z=z^0nw1P4K-Ey9(U2NHm<1kujcl7(5GGWUQRUDdq*yo#hgIc9QvtZvngmy?+(I~OB zZ2S!gVC~Yxzw@Oj2~%*aVd=K@?f~~68VT%m@A~p==kwqJXmm)ceXGdUteCj`NIN(y zMY;`I^fZ1w>LUw83dLw`PzG}y7oXQK3`&oB^ZYTsbE7qHs#0f%KqYl4x0LP3GV zCLS)s9Y(919WG>(0TL@f_L4QtOcjtvy130k@5kL*J8SU*GvAlbop4!iKs?lgi9wuVeELIHp zo?K887jUf?9zm^O3fm5sligld@jki*e#B)dS=&J~5(aTsPp24aFk%v{dCnZ%RC&D8 zw0t9cKB{=IjhKdV9P_Eh;Rt1#%ph96mwe^tPF{;7=_AAcLL{3}E$G!v_QxaF37V@F zD_dpnl+vqCIjB`)A^dd__|9Ik#=wn1d3Y4&LBAxkpJ|rbYZn+a05>`mV@#*>IVv0g zKZ>p24}Sz3sIVv1B!WSjCB0(qm%vY6nqDR>Y|`?=19m0*e(rz$fbP13yCO~`2rOU! zUzQb9i{$_n-&Z2P~)1C3$BO$ls#dJcR{2C%~b2 zC~H(cKYJfTqch1?gPT(cy%2J$c(UNZ@H7!cYmBkG-080hTaF`>7yY`fjQ3K~Ix>pc z`%}ceiV#%G@*+GXhv``3IdQ@CD3%}{&zW)F}XEW6Z+hXI{B&cueQrLj0F z?rd~OVfGUBcobZws?Uo7-j0{U@9x=jmdIlwjHzp%)jOJPLWf!xwQ1Lf*H5t2C}NbY z1qsO^v5XaJzek}p@MXV$xCP;K3IEW-N=&Y)P_Y)hqcQ=J-!ma_Q$eE%pE8Su66Y@| z;|%nGP0iCX@Xv>!jQbcx@&V??Z+cSW5ImcX|H-bjekC7zu|yewS{jgnn$QTr1Prbv2%p`vJo2LY%|FWA|=5OB)M* zq17Bi3t573)K+z%M)tzK=S3`if**K(8f4$dIdhviZr8ko&UiYcjg%*!Q`U_Uunm*Y zT1stCrN5s%L4>qlQn@yBu@OhMve$Rjq39fstDLOEx711{q`qn|kDAn;^Pq^EjM%V( z;>{aVFFtH6shz%oPSusjIER0{5))XOZ%E1e!NkPcb@N^}J(<${WnUUP%UuwFn^Zd@ zj->pHSkaD6K$Dg=;qxz}=~|%zcXdx!Ml)bY`~l6zl#Z`lD|+*zG=7$Sw<|}wo>BCd z*yvV3eeQ#%98;GT#AJiq!B(|Jtt9`4g7(BF&uql@wRDObK{5@mxy#~4P|NBUAWd8h zDR!%xOaZmH7EKUT{bHq>ok|8rd^q^N@~o|*)oIcVRdfTN<$8i2pE`!Uqc3^~{DKXq z3pN-ee?xfJjVhkM{YQ>_7mm|7rs1RD&>a~pW4=d3#K674wP0C|SyuFU1}%m|G(d$n zZeys{WU4^iN}WwH!#RLvPY3*{b4US)fwU@o!rVjz>j+R?!V`R=vt_ThsR`xGNeF5S zgTv4XWep3iev+&Kej2-1P_-%U@gevQ$d#mip>${eZ&U;-I2!6N*ec60?8|!kZx3zR z0Z+;_LsB=HD&>zMP!uz2rzVJ_Ca#pQy*Dn2w9&u|3YB6P@erJ+iz&p(WoBnFtgA(w z8pu7OuSnT?qWr*sa#tJHK|1`~bcEMHD?ih#+Kb^iw?vYS)+E#BGqZFu^)i_vhx6R< zfpQ+Im2AO6Hxs{Rd&1FxZwb$aK7R<4G{1rqi&5aGA!~)OUeK_wVA0xB{G&l^JE$7g zgb@g?{Z>#0jCD?fwcA0CaDwKrzhTVgcS<{rF*JFDYPMTyxzqmdZnR8ajb>Z&4{bBe zY7$xTa*XXsZd}MmSh_q>`J8NbfoZ@BC!M1RGWu2Ogt|UVAedGJ9t8wN3HO~CQ#K4# zJ-AMG@q#v^HyjQ=w$Tv}qsND~PTgr!UQHI^b6LKwD1jz(XKgG_$mTb=?z~R$`Dm`a z4-s}P9e6dA;_~Lrz;WKzs3WJbYpz{~|4JsD8;f#VB$2DFPdr85mj3sIvG40z3eAA3 zB$E)`UJphX2+3b`pHmNG;x{}k&*Rsp>nk^CW3H2Pi}V*$Ns= zmnXEEGTJi?v;L9=C1mQr(`sos!gIa`i1k*xcD5<=@;&iKr|l)x60Tq@U6!gY<_?Yl z1?QxRarCEN@1Q#xp6CZEC5~2;e5q91&nQ>4btb!ymao7F-;KURCSTlA4OSN`r+&m) zdN>oh#e|NV!&3EX+~@9y6pim+*o@a1PbNKJuHR(?Bz*9}x8v`saiZI{9A;R?zZ0HX zp5^zv2fAjV!LkcS3icFxrKRdOMjsa~vCkH)1D04?W)JX2Gj@qJ5Y>Pszry)?m+S_T zd$KMA=HQ*Xt1)^6ndlu2=YklZ88q@Nvm;9$OX~Yo1n6pzzh{jgo_ei>f8R^%(b_y( z3qnk$B@Jtz22;&_!jop+?OrcHM>=MRyXc7}AmXSPCMTxMb=+X2Xu< zSrnV-b@`oM&b@W7I|J|k%lw6`iZ8xUYNnRLz5E%ehD+YK1mDhz_SW_5grrQfi+drn zQ-qQ^x@yV7K0qZq~()T@F$#r(H|s+uua>9I$nnMd}?2-%~S((YfFC*2D$=F#Qp+VtE<&JTCO9mrNC%;+Ppc2op1B7M5VXONUEOYvAmxEaj8DG3& zFp4S@Z&w5MR1NfgE9{EH%S~#J87yi=;Q_}x5)8HndJzoukp>K&OOb^_!dB%7FMf-; zcAOla;yVM^M~jjU3@}$2S=!)mB0$J+zRZ;-2i;CjMguNU{5BvP2u)O$wB~+mV1PFs zcv=3&zXmmyVm84sQ@NIX1|f0_bbRsa_m%pDgdLYBtTHe@=0%e~l^UC~a+PfD2B+OU zpuc~SQe1E~SFm4$$9O8`mH+4|({IKc0!S$zw@_&`FNMv0p8vrp=JphTk~HjDR>8By zYM9QGXi08XfHP1F_LI!C)Xc-R*lV|4?6HeP@`H1ima?n01H*g^QY*Mtu;z*2PQy!h zuNlAJyoS{UFY@C_>)!7;Iz_?pP}JL<92jZKN;-{IH1!^D=uy32frK_wf~MEtqd%YF0i;4qpX1R-`B3)t z_MgZR0sy=f{1}gWkFSzZGxLElb`>*&*X2?KsjJ5P&~bmo{Op^gs5JVrO^rj^*HgA?}5B za4I3oVG193f_{jmvG(+O*_37Z{4iDe`8S>*w=t;|1==+r78l7X1D{>?>G~pX*c?z$ zOijYidpRtLVq#2b9j8p(q>G`~+o;Tw->o}wgm+D8a3;zm2zGJ(*1_IWjK4aN6L>Fn zM1p<#Od~fCr0W&aP_kS*L9fuvl9HwAa-W1I@ap~!>>HZrcUh03Jy)GpDEUUJBSaAr zZHS;ex~XwC68d`{uJ8R5!6}q65OklcL>}wbhe1{ctmm2kyr^QtXGQTQO%`O?H@w4t zZjIklGx}o2sxqq&5T3-wUMwfy03U$kT4fjbwum5OTmRYAiq><6{%V8X4%j8Mt*7)8 z?2J%HmF6zaOUlfmkSW`aaktzwuAyC-^k-5>!_$ysq7bl`Lsk0w7J8p;VD8*;hj^AD z0B=KTsVkqW8A8JbgB72D>HQ&fMTatDsBTs<^9xdi$Wpq!+9|22G=HfQs*ZtR0zf#- zTiuccMXw2V`TWycdifT!VHLuSUE9G(@dRpgACGgRaN3*2`CbSOZNNe-vL@%9`Z;f< zld~9+uJ!VN`XLM1dtZy6$ynOtr|9vijfsXNBN~PJ`)2O_{5})9Gjf6)#{GjJtxTZ? z&q>gnh))MP11NsVE`M}O>Xo~fp1&W%pHrO=e5q4hRX8wyI~%8fYyTzqk7y6&K|YWp z2j0^7fQ~7V!+RP_tv(anDtyn|j!}9i(~7!s>XWp^Zg_BSp}6|-mU`u5d-iUC6OMpW z))q&2ZT)FDRlDc}Uvh!*X07iTokzq70>@`tysU2+IG-Wze-J&24}Go0OfCs}^B04T zq+nI?ff_6khUt1VJa8f!v>Hc^2XrtVFf=o4_M^Gf&#mo;ypjQ1`OE+izS{lEzrKwx zcZnjupf^j7^6}o`s0LXS=T#bX0rj?As5J_0Op{FqKZHo$SP1ABY^?CQVgU-4=)JWX z_XUDA_iA1h!29bX{Oe$2-?R#g|AFMgg=e$~{GmKk^Z~dbxBLBPhJ3RQJUX4|?|0vI zZc0rpgJgTug;$7=>&!MFb|Y}aob!A<)bvS#jCuj6z6H?lYVNtbGG`{A*NU+zWXpYIZ%C8m@yOT3$EO*}DYVM)1eL;D zGTZ1#5QoupZ*E=HCPxS)`6TySshT1nP{_Ffx)*|~igyx@Y#Ej0$v_ZF>A?Laq@pFE zzlSjI$wSQ43>of+4{3IvUy)2d_k?}XZw3qldAZyuY6YbpN2y1kQX#no^6pFd{5X4?4d9G6<<-nPC;DHy z=2F!yxss9JwKnD)caYe``)|QxAq|DEtWSJ)M53@m06#tJ0IBWzH8qR!;_FcI{iMf) z!$kI8BNq0RX3yVob)-%Z9upWGr-BFuXG0d<;4SCd44%U*1YL3T_jgro=H>w3i1A1B zJ@F+VXGi3Sr}|xFLP6Qx13m1o)f_uDRQ^Yg`~9_3EOWfdwyn?T&avH&tGuG1@y6?IEv?f7t^a zK9uD7I_M<~iK!OfbJtK0Z+Qb7W`E5X{!a+BKDgY0p(7UBsc`ZEr8PGa>Zv~tGvH02FW$$Th%Lf}RBu8i0KLwCcVobPo&;bPK zvK3@O3lR`$8BE;_;LlY4k?_cw)-D+?0kWK zJf{EoIozb2-d`P<5Eam;m{4cQ3YxZHYRX+8!5B_~^aZFML5n}V0t%S1rhg7^vGjNF zx5cr-V)5$$|N6X?sJRC&D*d^1trDw$D{-V1+;wx(c{pP0?xx@!2%^1Dy?yt1e`JMl z^I$^8X&?#t!H%XyhGcFY`Qik`05S7q|NdA@76bXnPoCdO4azxyP6YFV`foGRm%(3k zrjS9KAR$y4UR=Ue)&6@|4l;Q-#H}_BG%i&jmuj9D*s$Zey}{f9HB3A2Hg4M2(nmqF z1q+IvWIiW`ko#$~+lSFXlo;)9+a7jI7f>j`5Q3bj_Z6;2QY$PurpqzoS=KjCGbgT< zP72egJZo44E}UIR1-l+7Z9-v+AxRk6<~#S)am|&}F4vgP<*ZN|aCn3arTpq=CX~!3 zwAH8GS=uP-o$qR+yf?caLKu7y+MrQ#9Z`+th#M6O<1>0Q{qd@&*3KyL&W*R-s7xBx ziikL|#Mwn`^K#x9{K&dsGT)aFTLcCWPS2Nd^FJ}8p`9gauGuQ<`x?q=p9t*)o;zPG zmMIo!&ubf%DOwvcKeHJ1oWzv0>3dMrD@!_Mj!<@)Ncw-!B*?tk}XE9UENJP zl2?;6#qhiS>+d}2Y=g6^T5D6Djw<{XLc7OPpuoakASGQEz}WdQ5%nl5sXa=v^6W9C zOIg05-2Z_>oRk@$t=<70 z7yUJb*<@<$^VO6|xvuMl>9!De-G6@Qm1Yo}BzsY%AlBPHCq-dQf11^R=A+32)g@$< z$8(DQ=swhKr8*b&oasI3@ph?fq(f>qMTgp^i5L=)d z+6h!eTma9jLP6JUca1>^*QWPAO`9bfXvAn6;As9GfSbycRZO@G5)iG>IKsasRR!KF zw2$1lzqsEbw^TM0;2R0)`6Gk?XYSBYXb~vDqWM~aQSFXcI8D2Qbj@y-4ttyeMN}d3 zqH(oVb;7Wzdp8|cl#qABz2-<}Ll}0r|7JGQq_GEGWpNr=K^Ig_GVWOUTUxxQ40Km@ zQyBkLtraGJayM9)hA9cR6o)cZ6N$~@1-{(EYCnyQGcKYIM091QKm4l5##38o*B#Qh z%r&=4GRCUZ6c7tr2;QH8|HUFxz_c-+Af0pY@>j|~n(+djc2c~VOXW{v1I#ZXTZDx7 zzth*~%_Oz~_x>1SQfGf`4U_Fmxbw|)IP*S^yd?$c_O!WfV2*0PMIPm8sGo90mG_b` zVK&H$x!Ruoe02edCf*6^S(G@X9dvjGH&0nz=%t|}FkVZ%HwxUy0f3mJD}OEEf?&&qK0W0oi6FOg=&+Ti z#UbrxCF(*q^DMq4lv5OLdmrCciE^TGJu?Pb4ef z;q&0@%SQV^VRrCza-V>F(Uv5NAJF3nXf{Sl2Uho>;vHPu%6Gf%! z#N%|L{9*lN9ZJ&BgM`_z>)c)NS|UTH{I*gC7) zj99%RXdAt}Mz?lW4XU))NdHG^lTf9&M2K1fG!nzua^3~S$r0P9;Dw;TSWWrtI%FtS zJRpZ<$I&SP)G?f|(99A)fEu>Js^r}7 zC9cs@X(M}Qo%#IH@6-RG0#F{Q&w57F385RVx746nXv9N{DqQ8!976+&O#k z{=1+OY><`Od`5Mi*N5`@$%=Dj4LszQF|IjM{4GF zW_}cjqf5LLB*8{7lMX6;FNF2z_9B7Q!Td8mNnr%_ZL2T|70^)IiRh?pYe~r(ICQ*9_m1Twn@9jrzJ~!7<@DAJS()6$fgWDhx2^e+|joAT^? zqRl8=iCLlHNUDXY4uss|cM*Q$*kXAc-|;zFtjV+NQ}rEYG1P-<0xm1Ox9f&27pUV= z^QX^kOA);ZYZetw;c1`%^bE|YTMWg3p2~5>bB{iXp;3vNpkzAly#2WAxeYY33eNx@ z!@=x^E0QKbpc8gFF9nfh5e5}!kWtaQRb-pPMe0xOLriXT>xkq8srZh&Ux*+&p@Uvo zC5H=g?>VJ7hF1=14k2`_4C_w5!v*x4VmItE=4+R`#d6UWY z{bV8qEB{y2X0PI4fze5|pmie{9ZWV0o5UB6X3&ELq~mlGLz$@2COfeAVg>GT9EuLU z7IroAs!_@a|Dj)M@7fg&OT5fdTRvQfryrRSHiyTUk77Hto5{whhs2%tz}e~L)S{f@bp;m zp)4T+xw70$m&U-%pP(5o%`XIM3a6O~&7>{D2w3s=GfQ+7LCo+b#4~V#P6MNa%FS2lk)EYfV@xyhZ~<`C(Z`|EjM_ zG=Wk>HkY! zkYng-q)9n=Ehq;#Ry7nTa?QV!PakD8YeOzv_;Z6(a1hh9A;ZWeCCa}(#|?Tq=*yU#RJz` zKgzi{}|0Mx*n5mK|-(ge(ER7j&!D*D;sDP*5u}(1hkPYO0XV9F>}EBbhk$Qg2pUkmK$$f zMp2s4n~2}K07XE$zkedRUYfs_mEt4Vsi5;gxCikYCF{KayP_vHmpM8?I=$SIlHABy zLkji|;Y^K&G8OK3Pdku_Ixm)zdxR_4FH)^_DTsgB=268d;3Q;pDnqyz9WCEMqIQG= z-|tI9)(q{&osGknqsvmCqB&dPd7HurB$Hl`u6>$=D@|%|clo0p*K+t+M16zX7||J4 zVH%q6qE$UR1FDb4jD7_MW}?Q#a^Zsx&9^17iY6I9s54sh3D@T$yNPx!o(G}}xDr3L zP=uDn40l7EJ-Ctho}c~ZpNUCtg~_Uz`;=m*cKoq1f>WcuZSD%rk|LzKnUE{CFMQbE zeAYO)-IukeZe>sK!)lrC4$(h#%1j}z7OINL*^=*eSqfKog&YeR-mu0Kq5X8_ApwCG zM8}&IZ6R^~gOmj$fnK+|+z@JfYeKk{GzN6Dwmz1=e+D-1CCu*sJ#udNovfaw&TQ(= z*`fmG+fNGtm_+W%Wx7kJmNYv^Jk9tW0T!GTSq^Rf(fKa2YNLyOsSqy^9$sH(rkPL9 zjfazWxg&a0i=@)5o@kFIg>ILN9U|+fu~eb#C@ub4?;?X}17Wv!63qW{CZG*(wNXSI zhk~Dd%YQEJO{=a{X0D->p_?_e5XCc@ivBH87W^nPCSn>9u3WDnHrq-7^S7PTZ%R_+ zzXvx!MLJviJ51~%WGrJt;*reu`{!v#4F-tk!;CFjZLjlT(XP?9)ylqTo&MB&4)Nf0 zK7pXHuk^|pt}q87G7M_XcxztO2=`ZZsGsw-_ulH@Yp1wKt#1a7?O1`mOH)(~09G&X z{tp!4_cy}{MC(M*gjj|sKgGY4N2ta(qYBTv4@mz)b{_B3PhW^gZDcVZrNf5UQK?=rZ=B)~9*@}Vr-<@^M0 zMwc+IWe+BiI&>pX1eJB+gqV%*NLiOADN#^+oum^b%FJEh_#zdrD=#F6;&fY{dBCv3 z=rZ)C)p@pUeCfWN)R{q2g;Gk*6e4$EBf(Vu2~5m ze%BJhh0`w@aK}eA6Zm-Nz6ATdbT~n9tZIP7h94XCvSg_2~){*C^AcXm{%13TRkni_TO!D-SCb(P+qXq7!Pd)Qt`! zs1R5i9dWF>{{V)WNDIYI8i}V?4cTtONrM(Dd@TqvcD=w?E&C^Z@CQ)1d$ZP#FN zvuO??dwqK4cZIx=C(*=K#c=L7YfTKfEKl(Y9D(Fs_+)Z6OzA~iESch(qLh$oGG(X` zEdr`hx~H$Ow?He+bAE1&__b?KD$D_r`ts z76+&@OLnNEp@1b#X??i#O;wP!zy($Fv)1x1T!X?>VqLi8p9$B0Egg(1O74wH@_bnA zB3`Pt%jE%b$TWC&YABs^~JPMhtU*!uJPl!JefW zN-!0?(tq!tO>a?5F>`WM(E8(yyKF-O(f9~Hu6wnbNIg=+LdjZ%l|AHXOzu6ZSG*LK zruTHcB?RTj%cu@_v0K@{<4=El5Yhzr!!Y=lF;6A)FfIt!2KFfhGjqg$nUl-6?s-&S za@xxqG6~LPNQxtVO*J zdr^Z)#`s4`<#ysZI`7k*Cr~$d>y6OQT`j66W5r&ax{8JQ-ZaoEmG>^~keEgo@G3D_ zkOI^pyp-)2={%|mTAAv$yE-_>$u@#djfD7CfeV7uG#@uSF|3d)FuMw|xFw?dW@EXG z=Mx=d@t8wu&U2)Ci~5tz`VIq@fP%CAs}eJ@n(p{RJY@R?PMcVuQZppKGkc?dR#MPg zk`h$9B3uOU&Ntq!^kss!iJx2^lYE@LU2>JCVPMQx5=%yn@o8A~!xQ=Rv@d0{y?_`C zsq(7wu?>_vF93r#zt%E&5>WGk5aL3x_#_S!Ks2+zNFUz`p~Yn3q)9=3OsztjGI}ah zDY**{qSOJoru^~y`t4D~KtCuTnNL~-jDDux^J5g{{jnt_Y>bXB->&sIQAfj_{Q$im z02H=tsMm)HtC&V#_JWw0<}o`#kiCPuX$O4VkUVJ-SJ zuRWmf4rnF+WN`Y9Xd({3;ZrcxNQ{=^{z?(sCq+%qDt0l@%AT>@);kQd13S@nfv*Ron2yX1*aYB+saI5j+ zoDi3)^CLz&&pl|sLQEbP0WTi$iSlVxz1Ym^*J4E|4H)+UY zi@ul;LISCu2rmqYuzbiIfSWjHTqAgjL8et+iuqA6yw#BhSDNP*=O z-+i4v1`dSNn-_=T66JD~eYd8^?_*Nt2GVprk`PW1b4JuT?qEaX4NSB-N}JLV_g3BZ zsz5q{R6!8*RgN_ujgQ+RGQ$eBNHiXoMY@g+ieqUCPwz0R%M0%%AK|JFJTE)K2gX5dXuo##yBw%h=LH#W`onMh3_=^LWp$f7-n7TUdj zV0V3$62+Oc%&4EKL0Nia9DsMe&c8Q=Lb5n5Eo+E&%on2jQ9p!rM9QDJA-pwRh0I9_ z8d`#I|Df0gQrv4}9nsfsGZ`Vu&|qtA&VsrR5&rzVxik+=y@mi50dD71xZi!)!d+g|MiFOUQ4BkLExRrv$34Bww=1_CFd^7u5 zr3kGy1L8tzus(`*BB^Rt+vw&%BF9B47ReK_JNxBRO(Stufx>zZgOJ(c+z?75{;c~P z^O4My$dkas$(ALVC|*MBu6RmH>W=D4dq0hwSp7>2SiF+fdj!rHY#7x%Bg?lwh8RPw z>0Q`cfMlShNt%^6g^5aZCR!cwxXb`9BW97Z7sb7>ggbcosgg5=nm}D|hmfm=)!MqX zmH&G+u8(q8Q>(#J|7bM$mMrqexcl)c z2%Hv;=Gj@}turE=Z+~027VEUT4=2KXU;f6Z3BlZ~uIu3(Dg-oLebOFjNJWc}W zwb7?hl>me|H3Fm{eLfP-nyqnGDpa!QXVkkMm`9{-|K2#Ahi&JTy&JrVa`rcy=9%1A z8R}yw3}6nc=SqE3H~x$9q^F|1`^s;>CXy#zjP zvEeheBJb7<8c%s&Hf1>x)hEskbP7Ccfux3$zoZ&ZkQU(vq10-cwTEiPX!M;Iyo=#} zyaT4RTu#t?m?JZl2LY?yfO`lkpH|~^0{pRYzZ0ta=`Ebf->Qx!6bJeR1*2y->p@G~ zE!N-Ct`zbWK5}@2Tu^U)EusdImF-2?Czt9w$WMf*x8#yd*nK_215Uky_h^yh?gK=$ zynLg;A@^EKU6rx3iz}zl^*cwfL+Qw6=V2*Ysh_%l0wKB1%ahs-G~fvcso#!(MdC|O zNN`+^z*OFg$xTA_!x3{E&Tx*z;V3>2_h_4db&&Ows9j`QeMu>aihNME>7$pZtW@HI z6?drq<^)z$lI#c_cg$rF2WrIQX1Mo1k z1@OCig| zvvLp0->N{s0o@N}?3F5a?m4HAPNoaLKoA;S#VH;X##6?QskPvbro@f$ewjpu@TY^! zhLG7PsZ%69f+zr7pRBjv{f$>boUur|_s-9wyS(WjW&55CqQl!zy%6h=9)08c&jVCF zpMU)!Qcn2Q;^+GAk0M@2g&1#)Z~tEj{rfiJxlVR5iKCy6KQE9Ds9GZ1K3}n;^8=u6 z7~0}og_)J0u(y|!slsk5X+AmX*k8u|r>#^f;ioOZR;fJt1YdsCnb@<<$1}#fA!2h_ z#6*-KaWZeLA4iLt!e~XSP>Iwoc;d?&7AvT zkzd7e`oCCbqM=C)?`x!~03)lpYNFg?tG?#&@ z_gnG{Am2e*BW-{1Y*9@g`J<>`Jnil6xWz89Z_2B@wH>$5(|+>oM=}mg6>ln@-$@g} zsY0a*H@k>t9acvKA^${}Jpmm?S1F>^hBe#ZNjFRljAI~g-v;8#eM9|+S<^U%Ni2!Co=}7Z_9JAJo$%)2xM1k-4olzd zIW5$=p+h!SX>HuAfaI|qB@u!humr$r6RLXcKy#lQXOx!$bn_rCXDVpw5l%!R z2vD3}yyaxWLsi?`F|BXHiPfzBI0^`B-SOBH(3-s}w#uV~zs8*@cFVZ+Ge2CKF1v_q zzdNjnh5-tI5%{!$gUwIrdS@hbx<0V4?WK`)*=Ico?NQ&i4*4U`D(!SsX+vV4%j0c@ z5s8v;remRbZ)5uUXyPpef`Yu`?L=Ib{GX)SUhU7pzW0V_o{BV&{KAv3BGB~&xfk7# z2E1457h%O_O*C?&v1h35@lv6m)9zJ3*Ijp&<~(*)A^kbM;sHWwicLz?zv z1_T0mjR`O5Qb~BAkgXp&9w&WT!me{miov@-SZKw^(*OI{9ows`4a1znL3|IzFZgg`9IyV>I$Y11bbN&LQBt47nopr_ z+4B>&g$!02zG9K$=l#sQD!b~T@Xn%W9e%pqP)iTB9xMm8ZTSqI8mcsqVm%zND72Ua zQSu2XV=AG6boH3soh?GlIlZplDF@kR#O*q*{7aOdVtSRb7{3Q&b-yo_D=&;GDz(%N zXByrlHX1?Crm}6KG~nUDap2yiHuKs~#+oD`RBm6>mR?iJ?e_gYvKnv5dsK zcw5SspnjYCo_T_dW&J6;KZo7>z16piUQO6o=4czP;BCCz4KnP-tTvO$eZx?)tbIbh zBi$RAa?gqQuSb;iIqMNr?kZ7(7?dyOFJ7X|*CV1G(Y*{=Kv3Wv|5wb1jP#43vI~sC zM;N;jrZKL*{dj8`t#a^$(6YGLDVk|!=7S~=6>~F$0&L$cr<(4&ZBra{jf={E)6&Uc z1lIO_os;k7?M2x3_jMQbbQf54>0RjWMBiBNbp{)54%UMt8O3z(VQm7Rg&8lg#ci7z z&ik&WdLPddDW?0sM{w0!E*oOF6EW;ArLy>ZN3i(&pA{3nKhNiv&W2~B{&MXl8Hl)*>VBWVXwlKT&*0cHgrVc znM$HC_JJ}H49Fz7K zS7vkkFYjr-HP&cVPx&g9FoFiU{5(3;c{0%)O1bQI=8=t~61LqHgUA4No;%XpLWP}f zaz=Z?AS6(V2AV0}wi;Ipvrc*&03-T+ojG}0{Pdi5O~`2P{=@AiLiodEzk!aVgqv$`855}K;v(shQf*st*H~^I~yUli?8<@O2-w* zqj;Dyhe&L?M+f+f;k=6EWs`d-g3qV8aEl26OQwZ;^r&RT@h%za4J7 zFi5T3TLDmZ??24|cp6~i1Y+I?+*e?7RS+({m1EKR3lx$0l-|J+DWXRbL<=RUw1fID zA6K-jL%^!w`irs-fGD|U8h~G%IOIBpG#Nvg0pcnzdlZg{PMhg;TNpWS#^i*pRAN`& zpxKr;Y`FLu6;*;)`Zd{6_C_Y?0_jf!YuvJ-0rS!2b_^|5DlZYeO~6Z{>9qG)vv2a# z7+-l7bC8{8w*hD%EJi4K-5l7!qm~aZ=bM~2MtG(6=!Ev-?>6o69oQE z6W_p(iaDcW%@QWBd1>)%MSVamX@0|;+jih3gy-l!h`{)9T)>zN#e~H*28F)Wfi^^N zIE`IKl=NZW*?Ey(4fh>@r>?cSv6UP|&!W<3T9gVG;)#*NkP}osEANfiqUHdu+l+8a z#|jIUWUn1HrhFFO01Q6)R^l5iyH}NC$)c_o5G2W5fp>z~bQXJ<8a8@`b>M1VVj3XS zkW6;@0C>iwz*BiCv}SSinsy5ll`2G&LewWVRCBBI#rNRgt_>N8>sHc>oy6jHJ`>xz zRfagKm+UAU$e^-&KIg?PtcFMC%VuEW@BBchh~*kt8Li@QY1Aq=NJi4>09zKMw6l}v zlRoc`4_#b;=+9R>_>fL{fiegU(RGD{fIoKBsm3Knb&Nh6KCW3|9iR(7h*Lvy=fAV* zCGN4L1C`4dK@}g~cc8+keK*J);0erJ=)_a5Uac0|{o+$&j-62{Y6FibE6UC*7F46F z9XTM~I$&XGAa0!fmiA(F%p)R{FD-_N%KV2&zhr2ZJ&0PnmonDXxoyMr5gD z(?7e4bd|x5yc~GE%=fxDYe?*rN+P5$DXfY2l_gzCVNQn#YD?_$;i-GR#f;N3i%SYsKUVWG5nL!ygW$m09< zqf+1me)V@aXRs9qHdsAle?imgg!30eeSn@$Em!k-6jy7r3E1#UggeBN*95XKca{lq z;kL(Fa3fRbBwloB77QQCSY76w@&yXB3_Gl8hhxTL5JRnD0AgsjQ}RmU%6d&Gi1^AkWIRv@oIniMXQRxB&CQ+B_Xf zVbm=V8R~-zs(T~HF829KdTCM{g)b5GdsQ+0lxNH0D#Ofi#$8g3fN9cU;lkh}4B|v) z4We5p|_^4}X&RVrnb2J6W_{dIkl^OUy9pscql^pw;c(t`2D=XL}AGMyM8u)1e zCP*f*zsi}|zc4+0d4HD8sCmWyqROEQ%HVM}iWw6Mz5nq`41*1tG42w2+p}y5)?)Y4 zDICr9entcYTfx^>=Q}AFqOsuaAZ>k`22&2)Q8Hqnh?`N;EWVi0jBp$4R~0!LHUfZE&&8z6WnhjX}@_VWjQQ3 zuyCIIkIFm^SVdO|0V?su%)ow?u&t@#Y*y z3kHlAm?XlL*FjKh*Wlv1d)bY(ir1%kn9&Nq4K~_)crR(t*Q#JF(DT{IbKOnccCnR_ z(gT+Gf_zAdl`Mn_wjrKXvXq2R;a`1!1#ZWp&aBw0tCAiATM3jFZpN_yjz&nliDX3T zY8Rwml-Zlq;z(-{y1`kZIhBhnr{^Dt;@%a1py!Aa;Md<@iav2-bcfm(rL-n*WO>1B zU|tQunoM;e^yvron;<#aH$Xg>hVQ$>C_e_4EO~-jhaz;)VBWgn@1jVE)=Wy@r8D5} zMBqn#owSxi%29# z$aUT22pn%5h0zadv%UAf_ zj)(0g#LTkd2E^gOjg-@L@R;XBowrvU^N2l7XeB_g_q_iFI(nM_)9NnuzCH)~UF?}+ zx{ZAfFkg1nXV2H+h?-_qKj@1pi0@>IuYoqnwx1eC9mW~kr|SZ8Qyey;=lsdleT1e? z8*=I&?^|qdguwVDxHXs;CH0v0K9iH}C zBe^ZWcK&`+rW9e(3jt{w{>#q2W|zL1LW1QmI-H%1p!42|9p!aquKWjGY2TvA+~R}T zF6z)-!2i~jMh@@u6DABn_a&mp?|j=J_v~hs(@!YEI!~VCAYf|DxZ!0wF)rjjn|c*Q z3NFh}Gs7QSTWT#P9u4vw!8WE3GJsl(DV*gI3yk>Z4MWx!i|{Dl?{cwv(mA?u=wSE! z!6K&a-x*a%6#Ui|R7aZAW}sDeka$hwa#l@&9%0UK=cKlm2pzo7JUhqAV-4d9@^96@n_RzSe5q{i#?;peehR!ZFx()bw2uvkVdCnnq32I!cXICzM_pxUJw}x( z-)^E!Bop(&F>s#(?X?kD>AEf6ff&H`Y@6qtKJ;vW@5Csih%uy|dG+HOOqB;QmO4J*4?5 zID3AtZ`w-a_!``^;JNj&IFbtISc-4q78AC+?-#JC7fG`3T%6ImEhe=rqY+ZnW-7t& z^TuOUTTbZ0&Ja#ixXRJC%tOrtIs^N-?_jL1l_;!^I8xHf$UOV9&P9-sw9tm6#ZPl*R;h4@KL^0oe-B%C=d~OAITi7HaX%Q5Pl&8kI8j{OJ3wcJ->3#9xEyr&0 z0LvX1HLNskb^pMTHbut5un|k?Qsu4ky?2QGv}r^Rm$){3_>Dah36}iiRX_vOYPa1uE&WYQ|o6aBmc2SSS$n!>H0?24dOL zpZLR1U>89eMAoy8_n*=Z1x@wesJg z(dZx@qz_6KGN_!e*+tlwZ>F1gO@LWqUoqbC=bCe}OI6}i464|{=~3J*U}YH9;8d)q zV%UUFhcAxZk&rA0WchyI0arM`uXbe!8n&FpjK-9B;N$vDbJlg*AcuV4Lhpybpr0rI zaTNTB1jWHEAmk_jz#b2W@5bRiJTr@@XBhb}wZI-JtRkx-hv#|UC4|u#D zL}AX*5}?ObI$UuQzDJeYPfINjF_XblQu~`d0D45aKPn-wdR|iDTs{ z%j@SVIksm_)Z!N2>qw{mt)u!=uh;Bte%l@`d5{k>b31`_-@anze8lVb!@Lb0D-B^H zd56giv-AAmi~=nC^yC>u67pP5cKRInrzeacab-xnM=L^79(8X2cywHmDz;@oO!87n z@it2))BI%S8R#@@9*g0&1zT14Sj)22eFs(IE;Nal>O_ESA|q9o+2`tp_0B>$ykh$T5DJGMq900#(^u~ArEmfX`B*{ zUa*z|j`IB>12-LAQpmwLPak!0SaJ!(Cy^;~eogpuTQZ5hOY73F0R8jHCvOqF?O{G< z=_Dr@1{=SWxYnva@nU*q2>x1Mk+|^A2S3M?%ZDp{v7#v*G>4fyzbXxVlE(N1^im4r z2s>b5UeqxoE|e(NpkR>1N=w>z4dP{Q(8r+4%Io=3?*v74vNI2&jowhBPxU zXqJqVi)PQ*`3{k&=?+zZBvg&{FzgP=AuCRww@R+_$Ph$La4onjaP0$6cG*%WN@F{* z2=Y|lPIBI$q`;C4+=>~ZLTafnN2`Xygvjw^Y>6vJ>m#KEO}k$-?C8P%*b8=3iG|{< z>kgAg6*1)%`D=BYYZ8EiXlPkN#!*45>iA&TV1NQmR}Z$RRL{Fk%3wM>kz3poG~w-G z_=@_uxHGOg&BNI$#3psotd-1^wiZ(CARt`pPjbG4&Xr^d8Dfw*m;BD`SXp$Uls0mH zOHeR#PfzQB3lHx&%G~~W4}!6|dug9mL9xq=Sp{60c;EqO(HZJWgrWPy5=yll4ecs{n#?Rpc%vu7b zFsY*-mm*S{G%cELvCjGA@hzwEz4}YYcVHy%wi{l^(#$NVqzvLEvbG zEXvV)Sh+vg?qpzr2ye~K|8};L;xcC-?Z^GaQtt!YPQSbj{Kxf0GkHKgi zU^X+4DY!@Z1%_8gg92E^ARJ^7ZM$+Fw53P*qQ z0J@OaD)*^i5otHf&FjVU$^ZzOUCihuvqxwe$ZeTcFY_2^H)2?tm*@rmL5w3iFVVZK zSE_3(Vg^C7pyjFnU}%$y?1t-hn z+cYaT!i%+!hmU?nCV+-uRP>U?zYi)EnR&OyrBK;O**bQM$TEs)Zjtk8pb_+Fe5>{H zph#$0c;&q%6&0)K+%&()@64wxp%jA`scMvJr8=yPYmcX5MQiGYv?yutuIeIb`OR%O z9dTxED9H~d>_Nac60mH#%i4ur&&>JDQ<-gxzF?U}M&j#(ykovRR~;Mekg%%5)56gK zH8408#Q3!`RmsNUD688ixqvxD?vWjJ87GtR=zh~_M}fCd*V#(<(?R$FgrrCgpTjhd z9KsIYSMy>lRX%7ggj1hlqU!9W{Xh%w+}TMKy&#;7L%;b5hRdh;k>&*< z$Wj>T9xlv%13ha%)MiHsmE+$$-WjWr?+7XjFEmGx(n>?LzH$`An;w;jc3FBct(-av zZ`gPrz#EGvSY#^!K5$34#sdWiFq8pfV!Dx6q@gQ^c864uHpPyxzNCw5Y;?Kg^UCyy zFecl?HOWqY7ZSh6&Irf*rw2IB_CfAT+}7o_LCD`itO}Ji#ob6^c4@0XIMQCys|qFc zuFLvWJ6LUIO%+XI4{)u_EW_-hous$m3#~5HO$i0@78L2E=mzMW);C0VK=k&MVt)u1 zR3uJbu9MlZ(_lU)qdidT@x{#M;k37S*E*CzCLt$7ux*rv^yXEF!Ev(<>EB4bZj8O?dC`pD30cgrfbG#2rpS)r1XPeD~=nO@u=OMEy@)6Lc?`NNDfgmc}QUQ!El4@WP2 zyJ-U40M|qJxXfPswn%)dUxrS%-flKDsKiJ_ieSo9D$3c}D{5S{up5t%%*n|EA!r<4 zF!G&KgY(n_U(;IcBI{Bc!~fK^;+Sy@9H`Go4#Mg6M8^9FdNA;**mt_Bzp za9C?3ZFeHv%(hK7>&ory3keVnzNwc`m^?khWWF2aof34^$SCYopc?aWS z(Gi(UeGm5#RPfsN`H4fczAU}X@i}`EF;YORn+d@e!(t4uepsjuXFPV}*AvbMFsEVp zCt-*M%C0?yG&-6LFG|l-h1n(uHb1yfODplB0S;OTDx}h;=7p((I9%#F>a65|_c?Ba zI-Q4&hDIeEvYm;r??DkEAY|q|-^lip0e6XUY@s>2+y5*3Bg6xX)FYw~@CX}1Qn00- zb!TlyKjly9JF|>zl3uleT%ahhVyB0Y%(hn`I>AD#w)ZKKwS?sNtCD6mH~B(AuBBd zjBxk@^g3oKo(NO2`RAR+@K_O?WoHn1{VD!RKvBJ_T>i)GSoyFXKab)>@3Y6R-lR}L z%zK*`ADjcfyJ6Bjscy2K{V?LIVas@>Ve9N=KKLp>p_9)@tAd4u9mP#TYyVVeO0)!r zfzL)%oX@gMbauKpGCSg`pZ{VU(ul}HpJc;=Ac`FWlVFm*L4=D#pMkl)8C-{67#!;{ zgiiHt%6~Zq-z`C~iXu(c!2o-E&E4Jgz6kCUWqeU%UN>$MT^hZ1R7aQ6j%X4V1|Ec9 z8kfS%a9I>t)|C-IQ5n)Epu#FqMUHcMFh$J1o?1Z^$k{!P*&uN|#b>nrN`OOm9q6l<=(XH-6|+J*`w63r9L|1{OSa0p@N zgD+y`peF7Zm3AaciRfQB))j;h-OtNFO^f&iyYz z{Z!3VL~kIfItQGn0Qd@vBP+N3%VLJj%?XP8d>*gt7hk?Ttgaiobe(xKA_GOo(aAt+ z<}sYxG)m6-VaW~0KLS5p2UGAZw13=%7;&M41RH#_R_@WrF}a9LA@@_1C<@4xug0#A z4Z)e46SXGMeMYm}I#JlT!&mBd>Gm=d*Xa^(O>|}ahXr+Q4W=|?(vYGTh0a!0l9%XV zZuDUbln)Q+uJTE44LdtpINt5TC1Cv5*q^(?<=X3@QVK)tyGJ2Ib2khS-N*zE<1rH$ z@Fv9eUDplqzA6s>Wdb}Gh}wD*)!CMbH<-0(x$^?|&&4rWc9NSfUv^#hri;$_y6C0? z%5}{RC>^4${V~zz@p;7yx&Y)wpDkB}+AV`~wyjP-#DHW89e@e#uO(rRCl+(8I)TI3 zml{yI&l8F8mtlHLSxrd)hB96yYKH#Y6JxI)ak2!4Hq>)poq{=s7~o?^N4>sIZ*H^o z)DUwji(}>nfoR|l1@q?OUWR1KdxZs7Q9RDsd<$jiu1zMf!;N3cVcC~2F z9BePWl~GOWeW}OzIu&f~p2w<0MC(NX->mFUcZ%>a#fB}KHfWu`ejQ9~>kLCCn>*yI5sw(-@#=J0$5bVY9-74M->*WW_G=u)-Ke{*pD{OERdvALHj(^64QV0 zDY13UZ(fOTjcsrJ2WH_%_3r=n#WPr~;`qybRv}%zRlnC6sqqZ>6;$bcq(;72olM3g z3@A3?@>5~(F`rdo9yQN^=mz`h^<-ZX5`V;Lr2l>gQ>DM1O}Afz|e212C8vCxmD^m;!H?;c`Lt-JJOk#`tNaAJKt zLDQQc9l$y>mCP&OwmNaZT3c0ydz1DI#xwcNC6=biB;b$Z$A|J$o?qDDVqJ(9x5bO} ziTqH(o`6uerVr=>&ew;?ZaACr_e?$>)Yn@-2gaXRc}=D2bCwJUOqtl^+8cJ)Pm+Ji zSz*79VjE$~<6$h%w&_(#`3lHco2gBBObMVTtZm2`$*x@OMO>6nrIvr{m^ z#TA9OIFyus!!?h~w@TGf7fN#_BzUAg)7S5f@tO&4_^v~7#o+EcwYe_g?9_##rU>w| z(Tzgu+6qF*n5J`R*DVOM)(CBF2>OpshQa+T4 zJA>gy#K=#bO@0OrR9kht8Xb&w6!$ZEGSt72UKJ0|=DpXwhvj+lu*Y8_KH@E%p@(5i z)N|2BeXbgW@^1l7#TBSm1m0n@>hjj?I;Pv(`2_D*r_0jRf@0boA9kI$CO7BynU|Hm?T2K+qT~9DHcJY5rb`jVW_?xv-BYjW`_TxQEpmOW)V^xj=Ii zyZRdu9C1HIjl@m=3-oXQrXrs~xd#XqO+4Z{Oh%6K3H7L7noTl8^P9a>mGOcxtR7EA zz&$+D4NKjWNx*1`8PmasNg{t@m`~D;bz;J$Ib*Zv-kl^hh9DP?h}s$L(T})dwDT6~ z!PY}r=o*Tkm0!4=1@ZxDVj|N>ru$K0p=(N5l6XNHUJdYo_U)h-t@>(d5-yk zwM6*M^$1YFRG8zg4UJMrcqanY7l2j2kDU?uRrEjoL*_jXkWY9yRy7ML7QGVZx7G&^ zST&7dMRK|Vz6TaW3m|mN?5V%vK7*>M;=CUi*JH>gy%T%s{vYYXK+*CKU&p;sn1Y?J zyh;$a_!v{0WveEXNas$T)j^QH8pOuT^!|<)Xpz0*iKIz(IfSyMY)B|Y^pt9u%@Eai zWNTd_rS=h9fT-=FLerMZ0hQN#8@>p=W2B14ZDdi`7%MslZi8Y;*!;7~UEw4#?*_jA zTFTdS`nBH*Bwd;?aRRX=&xKazGCbBNR%Vu$rcl>1`+d9Cjpvp#?%*8!YLrt&wmMD# z`2#^(=2tRVBKUUu7Lg^W6>wgJq5We$&$C1dX%l2p320TGFgT)*olCy3Ljc(#6{e}O zw|!I7z9_bKM{gVs+Of9_VE~k0_@3?8lv^7|6*F@YGw*D?9l*Q(v<@Bt)IE%D5ENBtlcu9f%k$d z-zYqzu-to%Ab1@&p0tE6=;}qFFVjGH@Mlb86HdFI5JOy)pq}90Hu58XI1v?>y5*2! z;R*1c;Oy>gXd`$Ydu`>~*^I~sjKfY-9xZ^*;_oFG7G0Mis5Q8sl88f^~FM%!azXEt3NWiokV(!=HZ+87? z?>L>ia(t*}2|Nr1lOCP+=svz#XKsV+E9R5*5HTlGvAb++O8aFtI(Szo0;L|U?}3?P zFX?vtRnV>^CX8DJMp^vkNj*zu-lfAsLx zKl2eVGCPvqWx-9aE92guSX;UR4_HNn`QhxHovc;nq1TJyU(t617Z-h{;R_@Hwjp^M zh|s%kG7=|+Ni#M*>(2AF_`aXaZ(_fJt-$gP$B%2Mu<@4t*Siz9iUu8FUcaZ_`X@UO zO8gKf_Jv-{Lp$-X6l^$B!?DvL_RBYZ2c82EaID`=X`mPwHS=6q(F92{3fTA&#g4mA z|K!?_b2w61$q!T!OPBhFcKMI zg74lG<(8p~f!#3__*8jmLufs=2iyxq+*0OK`Y zLK*-St(ie;(8E8{BOX)eunsDOxEsLSaO|R)Db|nxCa}pg-mxdBq9)%)o8!AA5&aRf zfhG|^9tus%s*1PxEE6eDkOOqbzQ%qG=Pq~mkK`W(H9TjoWY&$I*9NQ`YO3YS)+0k{ zph{&i#!@n2VXp{&TVq-yxA&aA{vFj8bjE--2|^=v4HpDS*o@_mdHWpGj;q_`FD~TR z$y7xSdrrXYvw^gE&4uE;Kx%Qc01M|DA&$?Ct@4u$%Xr4Rmwv^b(MMAGs*BS?< zhF(oSGSxN*E3#Hy=y85^J-6#i;jq|gwASR7mm;h&s6DNW)ZP3_2(=&s;u4#9xgO{m z{@R;bt&D%4OAD>)4`rJEB)M#V`iaM$Y~mvCxGg9+R~s`QFuf)>{qYA`U*87B50=y` zww^;4pE}5IWig>3;0qVQ_1GxbLTeK$;XdQ=@gmFq6O%e&x)4~g0Jr_UT9eT$ESm+h zn@#hWLpeB))m9G~bM#(n4dNeE77L|_h@K&h!V-J$PrwE-?Y)@p710HoS@^;eOQQvN zTH_nosK2E4^rN&+oG;x`{s;OgU`}u+7|*o>?J$Z+28ZP}myI@vcZp<_7vV0~1yMo> z?wqR*caULvBqU4i)*debo;oa$3t9jFmeHOvzof#9OU9{tzLi1TC3}ixKGV$tnNv~7 zq;xFGWB=jHgwRPEXLK;=rG*od408gh3FKejeN$?4(nX5eq9?l{eHfw^XjJ;r96OsO zC#_sRRpkxN9bh&PB>~>RZ-B-W!U8lNl$$Z6jb#7erGMObOSD?|?NVYBtr(;rY6<9I zHOSBg$~y*_$vKp4zM#?)Il%oe|K;Xy;se$DNNDIJfHI7nCyz8xfwPN~iIs>;i-H>o z%a{l15VSug5eN_n3m0IkpF+r0FgZJ0#-PmRAilUEtEqRd!hv+w=wphF=tFs%g3Q7xJWycM-}RKtOd5aMpw7=qT)hM4{w^M!S)|^Jn{1n@RxB64TxQ75a?5=Y zY;+8SRKc2DKk>w6n2xhkiopWI(Nt>hascUoHFo)KoQ_DTsBmoLv>-WjC|0R)KkdCd z;7L8&;C97M?I`CD=ObRr8^i0@$y9gvaIhzx0x&7($t*#l%j@QJ72I(w9s3QK*WZ3B zd@XbTJdVA92@mPg%$F)emg>nJxk4~aPpXZ*)Dstw9i$l+av$;0I|Eeq(ox>5NkjU5 zGw9e4dly1*W*MEr*(>FYMjBeds|$MPyQYoGGk(9{ZKB@MF3jRg)@D|$SWV^+C1a*f z*I;`*f9Fp>uGm>)VOe74o-dqx$d$SuK)0}}H=ff>?x5z^$~;OT=a?pN8cUa?`y&Ng z6$&F@3efYTE$dbBPcDs{E3r*165gaaK50NfU@ZdlCaS6I*==dzB3E`{G?>q4SOHUW zUPNokNw~%@+)2ceXn11M{4Y90);^3MX&G)TDtE-NAykMEoZgICsrJWR3-x|&@hs=z zd9I19XulVhC*_m|9eTa z@;~_iZ6+sK6CqsB*u6`A&+JYwGoob@65(HNc(qD)jZRFU#;I$N2~nhoU5!$Dwml7O zakPslJWH^y={j~z{2d=7zL2GZ_BSI&lQ^CpXlyP4W3Rgggr0$R4|lu}Qxs7iR@S8* z{`+PK2iFPu3Dlh0HmgrL3&?Rx#g{+d#_pVJH}-!ubTQwef$l@I+HxbzL>uX^RlMQr zr{%Av!9SQ@E^jP)^R3eAi-QMPfVNNvyvO-09E$2k1z#*9!(mq|TY&-wsF989t8!3C zQQThrjh&)FHX->VrTamCk?hKS6Z=4>wlF!OckhjV&m1DFw_!3CM`8zId&1FjgeCi( z=dF?ka$C7OZN71zgS43>&}d@M&|RvG0pX5HFW?78t{qZ7AE+o2e~D)>}^@jfU#`c_3rRurD;hnBzH$xk{8V(rKi9*jWPvzduj!y&n0o4bDU zi8=ob@h6uk1890C*0K@iwk9bW`8q7IhH0Dx)cz}Sl&wOs zbT6M7oQ&HlZ5n=XD9By}jrLp&m$JBMDxoU1@FneLT8x8U{*I9 zE)}|Rm;C}N)eHrv!Y^3fFNrk*iM#;7OVj$`e*zy zIfdc&Tl@Wu$yt+e)$67JS0T@t7hHf=(FmSecBm4Vc~|7-HLUi+?7>edf{ml>s%SBX zh&R7|K)HF;$nZvU7Qk*4EfiAvkBte@wCCej+^a?!8nts3uDtzfzAB&FW}->2Jq(yr z`l}}kM;{ICPH?}nvmV#%?XT9XAut z_BF?8udp>)jj zJvb3cGR`uc8rAcAq8%IbD{rwuWJ>m9(ZnWooxhGAY*G#z$3~u)RPN6mRv1vA`wyat zv}7P;k0cmAS5H!dTlG3>V%u-06s*H1#$?cpPz02F%j&Zqv0HGckuArWL>KCEb=@0juq;^4<(xFgFz-omBt4c5E9g35?ZsI`reetxhGFw10d4$9BX4?ILjB4WKjm@>fTPO&q z@Dcc}UdG9m;X;@keDC;z6LPm}zRusI&pQ}zAl-0rT)6fh3OT5W`~k0~%fme+NqU>y zPUFX(st|_lGip@$C6iQGqlO1I>r>t0UeGM~9cNY*fizrorYD!qIRrS20lUu%f?JYN z4IG{^#wwfht;X_+Z0(<)ai59l!R)Qa(5HgpRQ%EV`i=xptKxLB%LMR)q%P;O0e|qL zqlrSr!C=3PwO^f!nU@oln_54jk)9nfL?+hqf?;;g7VXh;hU22=rIWEGw(Texf1kCs z?dp2D;imNd%=hogDVQ5g{%gtW&1&@1&=L;hKn1bEG%X6*C>I5&l8G?e162E(>o_g-c4v{)|Gea{tZ6*pdanI}xHf{vwNvdzR zk?u@)%--mid~rq%8C?GY|@*KgZN2yQf@7CS^*dKNyU; z&Giol7>!WQAJ24C`ph+;V$a>y&AGzx|X99_8}Lslz|;A$|oW z&W+&m=wy0r@%nIC#zn#0uSgBy;ar<|DvR+kfPfJOulG3~iuWESgyEu=dIFF#dY|D3 z-r#<`KvE?Dk-tP-hpkH_-!?V5^{7oXWk0o)+GMg>-CPQ2Yeilb%^YsKoQlP=r-xF6 z$`srrxYv(9^a`g(X5h)Hymv6>n|k`eTyb4|b%KDr5(SmlcK<9hb_V$M7@5!1L?%NX z%=R2c5DidpZ$B%Ir;ldvex1Kw(=H#A!T^}X>} zz@rW#t&Yb&-}exMNmDhzKMG>Aoy*>8P4`!QPyrHeF6&ep(l>(}ww=1jAWa(4$5`qt zXeL6R+apD0xW$a)qgQt?1-8Ql@69bM&Z%#@FBvo6yA$7w^}VaGUpNOoMU;%v?0lIN zoKJs5R31QuNI$#SIO;p}wN%o%O<2G)RSXyd{_cPrzu`ue6b!$ITSk)A77 z{Pp~;Zu{N(0}IsZH}5nI{az0pU+mes0CJ4M$!wgaywL#bcFG6gLS6}m|CZdy=AG*N zIJs6bjYF^noBVK~yVn7z*2`qOQ=Wbjic#+264Hg~-dGEke!x1JO%h6yZ?{LwxqNpl z6M;Y4heI0Zp%L=-lu%Fj4Ppjlypdh4Clv7M|Jf)nfD*ZQ8!NXMBNyN&@1A&V3oTeM zsk2=t;g)YbbYLbw_O?#2u`11_HD?!|t^ptNfVNrN zRm9E7fD1bjEzh0~{S7;miRyOMl;2ROH?5APJBh8(Sh2+o(rukvhnXW701SWP2dym| z2j@3!AOywk;Ng*hS=ZbA)AZ^^u2rQ>tZ&FGgd9uRzs2a?IfJZhhp%1>B+!riI-Vx} z1~e28j*46PV&&#TispI&a!e%1>jEWjnfs(xX!;Xep6UHM%=@6>^^zX{d_Nop;U)IB zfLW{)nW9S(B5;d5J&t*PpC-b?$p^}4cO3ERMDyX_(;-Fx;dmBG1+4~c?d~Bf)$Z{+ zJgsCbf!V~I6|x&9sl6Le2p6?en8Ay6r;$=2Bgt?{K2w~G^&-r)iG!nOZ4*+m@K9iw zI>&(FeTF#T#i5R#lH0Bg;LTnQqk-I!xk#7Rc2@%IgqsC@^TurC=u4 zyxp{tl0*q~5C}(J7FO~SghmX+h5Cf-Vd5_uJ_iN2+jx*@gr~?sWJ)I|A~0&SLbJ5Q zs^&b627d0Qq(LYA4UaOLFPH)Je53x>ez5Uey$t2+J;la{ROTgyzkON{XYXtZgqvuOs8vP|pRq&qL5~ld#=Z*a`8{kBcWy*y@CG<%S*Omr%a{nAG+E4$;wG@|4-b@dzL$!fr)EuswW=<&O zpNVzR##5lU0G^?9Oxa6L388dcP1CuKFlkj6F1~{oX05P=@!$y3w*n@Rl_3d9V=s;J z6?~;y<`T0!LxzDo%7!W@^|Z_(v8@Z)l`hA{imC3}?a+JHre=Vz#9#oVg(o%)Bdi^G zmO&g(H#iSPLG~4V)B3HOOINYEl`uL4FcLFc_7XGwk2pS31pWEQxIB{hP(+w6{!(K(O) zC`~F_yMu_s^?evm4&)4d)Z|jpH|y~E)Q_@!B+{g45lj3Z@(!TO+XR=4%>Xqwi96aj z?p~!?U)$^dB)vue;AET>IVsci&@dPlwMS5-%Afedg+40;Ra9ztaGe!tE11BuLQ}_? z{U~AUCP1_p{cwWyy}G;95DDIT5ASPCz>7hB0~)niffs0#`V%(eKSx*R)OOGB?#)$d z2li#j_XNN)ul6T_VN3+|P!W?fkbmMQK6Q;pckSv~s$Xea%xyeHLTfteBO3Xw`SZT{ zV3L7tfJtc|pP8Q3P?%jdOFs3!O_dm(1qsmRfj@Y%?hr9}xpiR*g~Xv~PE}{qP#w7| zpq0y(tIE%O_}A}BrvH$nN2{xksv}sL*6<3pXr-ig?&CWY*nVq-l{%&6rP3IEp)>>c zj3UgqFS%7tC{R1_8whI6#%&p`GO3*}lsGS6S4rhccyO57BgyvwjPmM>QfBsTfL0>9 zFRMyaT8VsL>3b!f{8lWxQue5q2t1v-_(`!;6J7sS=NhN%~(R}EJECVr}$Pq(QvI7k~P`6rS0oq$to*nCtNN1RI#Y>zGdZCN>t zFsfcSnHFbm2465EU0W4Lf$6i0^&tH%3dHG=dGrA)8xmu{a%-K09I4$QuEqI_O9HaWCM zmzq0V$;P5PU!JZmRC!e z{!z!gWzOdQRxXF)FGHNxm*KR=AO?RO>+UhQGONf zzn*1;o|mWIBkMf*Vj0J1J@k7KcX(=q%EM|X3ELkBnY=$P06|2V>~Jhl!i4zJ@J#io z7x7H!SIJ%sMMl&%icFi5N`5ua3WZ0x4SMwFWy*esgdTAP`8D$++OZeUROjrYDVs^= zpJ2+h-q}CsnJ|A-{rn)d5KalDXIG!ATC{6~Z+SeN-b1fCTr!#~Vcj^XIqik`ltB%l z$(}t2X9b83p3J||_z zB3~xlW-~GdzhA+DF#D6kWhy6P!NVyuB*p%o%VKRO=lnn^vgqY3;6x9NW;YoGv(7=Fo)Uu zf&X$%zv`o4?PrR)ZJt=|mJT+Q*KNhCrSM=Pdz`%VgVOn#opV`hp$-{=14oT%D^H9<~3L|+P3jiw-K#m88jzJtVRtfa!EO;$aq(gC;#W>LTe=Zl{8t|1 zjvFCHP}(kbk?5?0E%f)JYl9f4<&utU?jx9x?X8ew`41(IKPm;lr;29C zC_fN)pKYKg{+S0&RfW0CAY;Jp?cmv?Ph?+a!8PR-F09S^;cVUgxGMRNJ9tq;ARZuNYKO>t6mP{4SD12HdPpN23O`$rwy56 z1X;$r2kb&vnwclV(qjFd7yXaoNFXLD%)fWz_W!t$1cfjOCLyHV#dFi|?qF;A%PQ7n zAKL8eYAY4aX{2%++d`38+Z9MnwuTD@N+E?M$#MZ1v47jz>>zTKg2BJg@^eZ z5=0fQWViW*R*SF8QDN{#s)#zglU8*U7`rk~}hJDi^W{2h0K z`dFH-IiaJX$QEA|>#^S9Gs0$nG|P5Yr_XhO z#TWi@9ZiLH2?twX5s+)dIdakQ=T#eBb|TEoML{UhNY_L~5bw|zC8OF=(& z;q1O29izXxia<3*G+24T;4c;(&21TbLWW)g@l9BAZ>8m`dd0@5xG(5oer2pI*{QPl ziC^mDgu3Jp#LX|1$j7l2j{tX?fD+5lLMc3|INy+$v!Ph4o>U>W z@0vlEy?kVWnJOw(DoI`AUuI}o+`x(6mUK1MD}x^F)y|C48Zwx%FNZd=PnKkX-80K_ z+ap=6h3qM~qZfED(@3U7nm~b~OQ4@!6C|2cARx*a?=)|4`~DLp{I%h+EXRf`$l0sw{5qUxv3#qRaCw#{*-+)nwR}#c#2X9;tj|UzjPb=2L%tI4 z-MS_nwG);55N3(|I18k#jc-GB-JSpaKmRCEEHn5x=*j11g+ao1`(Z2`p~rql1xUHF-l-N6k`Z;{{&7thW8&n=7Mtk5kGm#hGZF@#GKAUDrQXEpqr$T-rkCsHdyW|3e z4JwbD95Z;7dB%F+S6OnDSK=E3SP3kbHCmtW?CS+lK~NykK#y?6@l!f;$`$X@^O9Aq z2{fO5le39F`QkHz4PGT%NCP>{((ZCsGQsbt}*DzIvR9&ZilSLEHQ{6kqY|4 zEf%X%3fwXd_6X7bkjz^<*k;_9#ygT>!{C($29Bh5wo~ryemYdsQ3K)t;+q-;;BNl0 z4Tsnc0XkBKUK5=Q`)bZ`mKtBg5cKI~6ttwc^5of#^vGr8F@D?Obvu#Cv#_H>4=Qd- z74yFmH%}YRbFqY1=;AP4NU1w_w3+7*?g`b$vF31EM}>Gg9P@9?7A{E}W`#HguH8j# zjn*Wv?$_zX40=Puv2GZ2egW0}rX^S5YVdzY5LoLj`IJ+b&^xoyJU z6iDnqPP`G+AHSFuqpUzzI*6o$NlG0ouFEB}9j8p4Qz+7aqD@5%Ld%lG_LdN+1$+RxkqEtt2hGh_}u z?z4-G{PajU*;gD0Hjp;aQ2e1_-!6-=^k)zrYV01?>2kV<$n(3{fY71cN{Qs%sU?R% z53nY{V<yS+Qx(pzPfRwYO-bLNC-`p_Vd8OB*BjZ0TyQg7K!ToXzo3ii z-%P=2(B%hjb`Fsm7n6JMTUalbd^KQ_fvNwP%#~Zo7emk#z|1Lodf#2G{Qc1I_Y#60 zd4O{en}9W~adNV7;@p5j-K{(&DBR#;yZoMaQhCW(uN~nPyzbyBAPg??E^6ytC0vW7 z_In<);(mX&%}G2cW?cqE5ydN8pVd|f?=K#uAcaX~FrfcJ-b5=}{X+x1jvfCZ>*B}} zA^6QGgc?U~x_kw82OjEG@;+G29^~|DvyIJDKqR*kb#wyaW=9E&%2MG#f;*8OD zi$Tk~`9XnQ-I(XMR}4{V^*z$2L7&V{kQ6Wxj-QWvxb9H01Kp(5N z!vaW)KK+lM#>@Rs8(Hxjc(Bm_da4?g4aS&Jz=7gbmE%K9!1q{+y?~Z2r9CDJUo{V)`vfyj&C0r zfF#g&ctZoW>I{%r3oQL``-}j@2=T9Y`|os*UMbL1_g=6jd|cIddSM0&XG9_Mnk;!p z4=`bHwg$ux{JO(ha%?t!VkqolKt@-0*|a2Hz*49xJ0Gf=W5u|Vv$!-qkLfSUrJw3q zP>>DiU?=r+BYEAV2=2py^8nC>HgL-vKKDK-6v3jJC$& zSfwuuNf@9H-!32{@OjoExj=pH1 z03T@+>6QBclWfmLU!@UK_|%{6lvwxQwzC$xi8^x63i=T;V@QtHD!d)=nZ!#z>W4gF z0UJs&0}C2YF!8&onJT3$j!)0PcAlZ32k59!RxV&WAt|9Nw7uoyKpCvxxsF=JL3=3K zyL0@${^IL@&DO|l^~8M6pWLq+cCyZeHQ-B#a4-&k#e?PL5_K zl=GGh+W2hLzsFxwV?8j^n*R!R!5u>|?e8t^lW!Q^B37}9Q8$8z+BoH#D_bEuK0f_K zQ=({+CO3o#$;T72hKL-lD9rw@g=|d99xR2)G#$S(rC2?crqE6pWy*Y410BMrzo^cg zE%;B;_iRk*$ACIZ{(89Ic6TwIdFh)j8l0TT6MW2ZM;I0t{6Tbg24Wt}Fp7n9oAfb4 z!Uj2mDEQpUzfYh3sz6mZ(O_wf?+eXaz0W?{vlMFxFmY8sgeP?GcCZ zWxn3^Xw)EnCdO}vzi~koukC3g-Td-yUMHfye23zyRg+!56tI8}mzcJe0d#^lQeJt; zJ1LK^vf+|p#hZI*yQI!`{bNY|<4;2(`ZiH;P*M|4y=v|4+jte79UG7(cv9v=sQ}Fr zuIjXMD3FJU+dJH!_BfM}Gxokh?zbxWhBY&CHEO?HYxIi=sQK-Ifu6Q3naGuwtYm!o zwX71~`Ff2ru115iI2PqXP%UXxqp?&QwHIZLd7G!KMy~X2 zDpp|6PH~{yC|$VpMl}Ei{!zdK^gEuMt2Hzs1Q?LCD5ReqDWOFPa(b7UA;{% zFSv-*V>oMqTr>DmxL+Iq1P`%twiPdb=||@pMTLRA9rr`frjiwevpa9{yaGsF!6slA z4ul|d0Bmnn7u#}A^8<22i3RFFV2j=6UqcTyNnDb0=ciWROcJJLmb9iS()u-~)`n=A z*GUHw?F7V{9FQ4-#XR~QW?n8ktt#(t*$^!ZRXonquESM>vesnO zd^bO*QK4^zxeVB@Fmw35?<(BdH>JKaQv&IpJCuu42&Kj8)ZU;Ce9wJ19Nn3%Sa?tk z+{Uu&P#Nni@0sYroH{=ymgva+aSCyc-G5#V^ToERElIJ9t*;9_7yVd8n04Lw{9ASL z*EJX7v#~pP$Hx!z$X%?_>;2qdEL$H3Pr{WWe&M5K^9N|VJ;l@?q57g%B~(~dw}7-g}~ zsk|b?d~-v3m&grl_Tm+onXO+W-*BEIArnKp*Fhi$_)fJND5`f%&nI+uf4!xoDHMwU z5K|X`7y~+3{TGTWh`4KLC0m7FksY5=2LY(N(pD2S;Noq4`o>ByUm<|5H>dc|Q|+bT z$SWpuV!+M}T5gjx#P1Ex2UbL;3s)EroCsqtd$;Aji8)1Ca!T)6YCv-wC)lm+@c%y5 zE!#WUPW2J@8TDP%(9A~WyjYyJ@*WgpG9Wh=oh3yOeFSK_66Sq|4xSED!Gig1nYFMi z(54-tP6=)X4J>0hdEJ*D5^fx1)!)3a0zuHZgLR-tV_3^lou6dansvvk-;TO^lt2s` zI}o~hTQ1zIQ{H}})xIXu4MXnmVF!~DE}2BFtfrI!J!r&#P~`Sd-*K@Mng3{R5KqTo zS-XV_vc>v$rV+&=lb$1V-ar~=*WWc#3UbLP8Uq>a^_xS5UCZ+3%Fxmhi!_+ZU@Ze8 z^vrdv=klUc$M9dl-GZ)0EwnE(13hg57i|>|KtVGkv~u^loZA|gO-lcF$^vG zskhD8bXq7LhR@K|E)GxIKWk^4rX@Q6Zfo{56MfxqaCNg^~Z_LWpeWFzrIA z?e52L4m%d4pt-vfU?1^$Q{q*|>sorMNID?gJ~*zr6q9*z{6)m_&(!Z^3CAM+=Ta#s z8|!A)-*-1_+co-BmNWXL#g)ZEwcUQHwG-Mi^an{k31nh8{7_=2eVkHI)h6qnfnZF^ zFaU3xxOMrGRGY$M5Tkr)sWWr3SaSr_>oB6|bO<;ITKm=;Ewy%z^SJP6OjQ>0hMDTU7TKxTyP)j_5x8`Yf565Nb z?r(Q2apbqshi-E0tjPPXS{THK%e9i(LsOw4_Fy0TPPTTInz(9(WEc3b?hO-5c5|MZ zEV0PJ9gD~J_UwIt0>ZtxYMK7-QwKv9;ua{rMwx`EpyTu@$-iM+a^@1wq!5DG_9Ko1 zUyO`qkO?2yd3~Jr8rM{Q< z{y9;*74Tx(E2D)|%-bJRUTK)dE6iYh)+p~=!x;yqa$-m856KRv0{w{+$L)XE!XM|GK7^q)OE%X6-p_b| zwdiqb^$M(aX+-~7Qf-^ngBLqyf~jEK`^j=3j)QG!TWGQ?AHe=A`xfC$>snfs;JqTk zBQaWWmuAOjo+~b&s&IW#U2VI+yWe?9Ki90YX-N;-h5t+88Y@gGY*Lhkm8ysoL=So1 zaY1YAv0}w&H(%?(lc!TddkgNn-ahQ?pfbHpxmg9fZty%}22kL@=l3RfZ z55lCe?G%mQmQq)kQ{V(uwu%Qv{J(2i<+yN9Ai0-XC7KZrpA0)LY#PkZhe}iRi4-j> zeMwNlOfs52}Yo1_wM>Z%vUiE+EzIpS$wo^oStB zZXuTI0|BG?ASnA|EH=q+^5=aif?KzWjOdu)xiW{Tgi>9m&n*>#3T(`%U>??MMcb30 zTL>NVbjW_(-apDZ()rvNXW1?K4)el4eMdf~2X(#l^uUz|%kG7wS1ceN&p?g$2XQQQ zRrK0Z&}tt06j7tvQ=!t_!<+T_jJm+^2s9&$V)Mb_zdta6H=hr*mnR9o16Xb+Aj=8= zi$G09_{S-N*kOt1oHFOI!c|X3b~7;5?4EW7XU-zMc5Rg4HLH13dz;sey_p|mS|)KB?$*cx%t!nX^2Q?Vrn^C^7V!h`Q>mKOd{;V1zkt0 zz~EI{*XBT(5t{y4*_jmt*8fd7quofO`jUEd$3#qFZ6oy9B-R^tgKgXon`TC+FJT7Y ztnT)%0+&I_Op}mxK-<1wqoV!jqvk9bJ1c9=D&jV*_gIumAh%6vZ3-Y zE*-Ig*MOlo)oAsLLxxrte7^5_`lp#hUyuvvd2(j1i)5&c#8KL}t_Jj;$KrTXqw0ja z%#54m4aPQJvO>(&%(!H<$7=t4kfs;zv=OxWf7t88ZVQ1j9ABVS1bC1*cwznF;h!!} zD-P9d99cKnEsc%o>SMz+@F1?yeYtil{;O95;Ib9JNP*vhioXlg6d4iLqmnckRROH9 zREcH%*sb&i25ZCR9SFiH6zDw*XD>-%Kv2hS>WdmVJK0E2ownD(gR|YE(znA>^qqaX z5zW^@F2LVu{z6vIRYcP?>1jQ(j-F_p+cE7v@LPj^jj1B!PtUR?^h_4#^3dc6qDQ}! z6>YE8(}z!e{2p;w1#KQ>CUN-?uo-@$cFLCJ8v746UrT{0Ez;=wgPfxV@qBZC8+1(_j#Muo_%(+4)c~W@cv6`9s zebZB`-?UrE?wFpVm)hciord@dWEPQiABFYRa(U>;I~B{Hm!hRunn#F7yAy5NnCl-W zfpQs0j%E|=B8EG?r2-J9aT)KyDiC4_!0AFf5O_lL^qWRuou&PaC;hURit(t#U}`Go zIu2f}f9RliVq8Y)Ocj5X4+sPpe~O0<`gN!K=f)=FI8Lg@FhlY}#UeV#Z&_8&wIjLp zcQhcc*d`nC+{eQW;?RxZZLEU33d9vc-9-m%_~z7qhN!sYM7U0Q8cCf&Yhdifj;U86 z6LTMC*yUVmaNsTdTEN%5A#{rZS-gy3y(tq_XBEP~Li%=}^qL9_ielS}M)>o2wOlkH z&xcKJ_4}zP9LoLM*Gek^IPBK8<*Y_s>?vRT7Uj!2*u*VPI4$Zg1<;66&2j(vsWgqv z&V)I1g`ku=2aJfyzXKJ>3_vHMbfb_1EJ(tB{eIl}bP`k`dA z9h#dEkrPl0mTm7=crv;(QpJ?WoACBCU;%H!)2CY!kU%fnJpwkA=kC%zgsq)-E*3hb zG{gV*3C?xcVt-m7cg*tyUE$T&Bh+0NWTht+GrxPb7HX&;iKb_@ExDO(pmbU_Lt*M= z5H&@9cDZpTLnQ-~flpRQ!DV2Yf>0tJMn;-v@2%;}_fTN~)3#=NVl8}9l6h}xC`zfq zmk=&p>SM)E?hU!oKZHx8-iNG{x{tc_ZhdWg!^3dO@>7|fESe^$C=G;9j(Sbi>xsyWs<5opjIttf#JiAX`KUpK* zhY`LaLYWZY$gA(+UbsTxPA(vaIsj~tw2j;} zJySr*T6my?O^ufLV=vOoUQgvLi2Ve5lwOD&!IDMXOw_umf{aa|%QTO~%1WyR-XWRh zSXksD??8%n=Hrjo&U_HH{d_XQ?RAe+0a@G)@_7=u<@}NSG1kDzPozZDv?arYe4JZW zj-(JJ<|L)ZMC3smnY9rZ@2zjs5MW-gQgDU#Mw52sTQUy}elDoHLRlnJN*_`&xN_R< zKK)a8m3>59*8LLv_W}MGkO@r$gVVOY8 zo)t+!0AWND$g8yQgy_wV;3H}#Fl=-`$rkup)UA{RP=I&3*`}I~yh=I!ja$wfbgrBZ zgXS9FC?Kv$+tE&hNT`^NAv@^EbZn2h%aNxggDxO|HDQ`=pHyaPNm&-{+wBcPWI{0d z{y3sPf}lv#6MJm49f}2PpM6RZbqSAbZz4#vdyEX7)#49N}CXUmW>@xAIA3rQR65| z@ZqQhx$PRcdTP3CWn18tX9&$yI67>c9|(h;G7n3d+oKAf;`P+oUd|&yO6UWyATXzx zucJA7=4Ib;I1;PiNb%p&*H4(HHlMm?SyCJKuA^2MJnn!bs?Q(jR+)qv4Nw|}+^&QA z434?^x)SzSb9g!*uX=83Z;Shm0EL{P^k4C=Tg3Lmved$`QgOUg=WnB`#b~N43BrPj zxv=mCUOZQAlU>YLgKv-%;^_HkTA1xjVH17#T2xOgByUDjB~VzwkhbJ;!=qc~wiEcZ z(LdhYD1O;AqDf9uq(2d|xf<$$7!WDwNw{RK3<6ezQMV*>-OeLyDGp~;L~dkosbcZ3 z%Dt3@61MSf)pgx@M%Z%(n_)X!NvX|(13h9F@;l?3wXJMwyg`kon3^7m>6zJrqG{dN^`RLDe&x=7CJh{fP9))Uf zX8@L#?(nYw z0L~6bT?R=O@qKErh=qxFt9uO58MQsB_sZ=ppjqcvGA84%mD}cbi%ZU4UvwUgD7@@U zqBi1uX09?;<2>7pabRN$M7`cz-wH(KO=S!n8U^|L6gO_BgIn<9tX>m6vOe1$yKHNe zqBVtb;bf@DnMc2cxbY2-nW5H!ssZ@~`l4Qj=}A-e~p$}j2w>4dA=cc;~qK8J+x8}XMpFrfrV(>g6Nln8J(>o zO6P&9DN&vDR(R+tf~PepZpCAhFRcXp9`(Ux^rwHsHqY8N}1T5Q9!-MZ9fVn z&A89J62Piw7TNLC$DAK18yQa`@SMU}kZt;rnsF|d-$L`pZW5WWEb)eqcHI*a-f$!j9Jh!M*>(Bx) zR9K$&u9te1|U5gV;M+puluh;NH~>0Av7#tW~s}=)UWXB zc`~f(j#Hz|vC`r2g*YgV7UkEG1*cjHh05sO`s6C}Piq@QJUF^Y*IyG_Es$pjrH|cR z(dK~Vb%rIxoT<*LzoIRFU*gRCOcEw<-A{nYswh!Qakc_!3~XV?c0JKs(Sz(%$XQY) zaDC<*EweodF&brMzsdh~rtH5w_10gDQ`qygHv1Ze)6i2P*LVAwF()Dbc3L|w&%!^Q zgO40z{;D*AN?j(Z@RDV!J1;KKg|(8yHQsU`MHG{~QD(VY%)mZREwnOOn^f-s>camfAG}tNeJtv-v?FHKckgX zq+Ib-m8EY%lrqk_tf70!2+L9_!rFd}P2pO*B+UA)bvcH$S!3(FMOV5FdP_RWSZ=zY z985z7j&;Vbc(ORekn>?A1gGHqsn(g?(%l^4qE1`30b88sxoXa+O4 zTRB{8vsUgd0)4Sr^#KW`^Ml89#Uzo^gN6@^c?^!EK9kuvmuA;-8~W!26^WHasNV_m z4@!x?D?zNnqUTXC)2-D*_BKcQ3IbLE4V%8Hlh&_Ytm|C79v4*_2uX5WFzRC*D*ulG zmasX9y1!>3a{G;ysb`pF6;x%1@MU*uOzcl%8a4O6$t72o4Ct|qCu`DgJp{nUxj@hB zspQ1c?TO)lBKj-9fZ0fT6wi@?;3Hk~_Im!bcVg;nEBb6-%RV(Joa=ElB9)CGVuOC|6aeb1@-kqT!|Nr{>isS%cX)Vo|l2 zy3f)b4?&Q^W6|2)xy=BMy*z{>HX67z#UH&|=>X=J9L9Sn!KKy25VrHx;Q9bI@raceDPR@@!*+DdUOp^oHtX*TF}k{`~#xWdd` zxH0~hD0*f*t$Wp1o2Hty$vo)+&{||d-6dGhteS2Fit*uG27Gs- zef>ktV@zXiv%7@$MMxmvEj6~)X|&eabu)r8Bc&&wRKbSig&4w&-Ib4oqvLol_^X)kS0X zWZNR1=MAkddWb8~cI~#g84jm`NS1F6(Z^dv#Z)P#qx~~tk~%dGZpaXwnKw)geb)x{ zt%&P?F*7knj|<$|rHZr4UO>)!5PUXVoZbYtgX7NLLX_fFAt9^wOqFJ?T@BS?Qkvq0 z=nI+FeG}gYjQj%dUt@Jx=r1yu6zQ2EGtAP1>~|2KNKMoM;q{AcWEbmL-8$=+=5W*R zE|tqj#>ck5X?ipy!OfL=Hok>=3mk!R2ksdZyY#3H2tD$JS}N^P18#!!@FAS76YN*e4pRmT z?-Vj_-PgmnC3N*d0rpno2ioH!9GV7fM`;EYKhzO8 zZ7+D~Q^#03;|6KSBbio`WyOO_`@$ePZ&*EM^n`dXeE8__zolSu_{y_qg2g8QSYy%K>}p_7^4GSV<5N& zwoFdTx%_X-UK=Je(^*=V{609@g zV~Lqfu~|mLuTgqj^6bv@;8|#d#F&5vA77{}A=+O)5CQWub-u7DK<&m-dPTv3LS98= zW3=C3E(E`Mra#)bY(h#;ZAG>RlA=t9E;hb*hMw)4V}E#<=^LLmEQ@d5Lub%2_^0Yk zQSw+sM*i}|=uH-S&K*zp{6F_RvQuuXc1VN7X?2mIs}ut?)n`{a{Gg*8Z-GUfwD|nJ z;0)KblgOvQ&wLPGm@IT_h}d9Dl*!6%anL-1I&KvE=f%^Q8s7%>IH9zN@y~qr7andy zyuY6}*Z0zB@@)H<;`6ikq=q#RN2Bq7bDoOJ}%i*7{;ohlHt zH`a!+-ZChIc|#keE;#E%B9Da$nToe_RzvqS%!Y^cd!}{%$6sZ6;K+3<1FL13m z{NxWA86dG(7R?sMZVQFqb$9RYgS7GQfrBQ5ndSa-=)HT^&|Fs%iRFoGo6N$eC?=+q zy7aCEH7vJl5wD_6?g<5bIQGvI{AtBz;rpe)?Bb46Z`7eTRHDRzOIX+ZR6Q;kSl@k1 zJp1>Y!IgTn_x6Z@DN2A_F9@OSrx^ioYI#z$C~al|`$z4FO;moT6<4}{?hW>U4~!MeV_gQ^99{+Z zJb^5J)C}C)BESpNSQRHg+hiUb*0|6<>zqNpSa9SGgbc9X9FaPbpBIY&e52GZ;Y4@r zbxV29r5$MxV}gXMLUwhl3o@ySybP{CAeNKJ${V+Sjzf=Rt&uuv-Oq0 zP}vdWk=*%j4}hssCI&~^>o?G-8G)BAu8{htw!GJFqL}O_#KLxRQEI8@>rjkn-|=RS z978}XdZ!1I%)k2t$GQn;C0@^%O?-)%W;NKajS)VkV!CSr-46L-k@D={Nh^xRfJ17$ ziIg-S29Um9OW-bQn@V5v_yoG3j~se~iMkG;^`o_M)u;z^@WQWoaMV3$12 z^lL%+I(QPar2Z!a=~weSub9Clt}P zNI#%%Fxtjhhp@TU38L+=TOHt8p_0i}7o`iFtopZmIjN+}9Z4eQwP`-3;XHT~?9PeF zonL!4B+9z>Qi5s$uC7`s?8j_k6bj9a&=;$(Nh7t($M|`w!TqtB5Sl#@RO?oJi_};X zLGy<<3J5$p6Zw});pe69c1QxN2z!G>ei;@Dh&ko_|0FY2z^ig4!qq0+%hEm!gq*4E zg7d#*S{;kVj!)m{GZySD2Qf`d4pSGTE&6csUm7$l-WWyZTud1}Eh+Bfg@nbi!H)iP zB+;dSVVkq~lG|r?n*3$Sb^Qi3#AKH6v^JqC!BzF$8^+x9Ktd{>gi{vCU8#|2N?y(U zVpUWt-bpr;{LQh{owv*I3k4#=L^!=g^7!M9Qsn!y8*a_tuf&clksxY6Os3=Oy(2oHieqHkN((o0t=6Nk^TH_w+|K`{()l}#;wG|AQ++YXlZwMA zWSxt@$z~0Eyfc|~VgD9=zECGt>i#AqdiPERIk#-B>PEb|EQ8H`A;(TtL5o)Ba>tI+ zE{WVZi#d7^Dj^M)$b6RfY=kEBYZag^7&0%zQn`*(m*{@nQHeVq($tF6M$n;;(2~&IK4Ca6V+FMRQh3D zK{;UI*gK$v1;p2@-!hy-=?*R^Oh>8hOdEkzm1#5cf;R==-jISP^A*>QP@=;O*Qf-VYBBix;_1(3FWRs3w3Tidw^ zQ}RJV++vlLd2h9*-tA5u7=gg2T6q_L!~x5Jxo}f&G97aA{o03WWhE6<lCveT?`PX)$|vJjPPtOUW`{> z8e&w>CK~zeiL0t$kGiK2RGK}qL>SsH?6jlv`#B4oXMl#Tzc}C@N@d2&giFK>p!THI zGBEZb2wRsO*ErOISRI(TD-zcH_%OI}U{PPdcvHhZBBjiC9!sb438~otj6~3QDXHfWx3>^BnRjf>w_BurZe{3(N6 zHnAN6UPdmnwBgbx4reN|VgG69yWwJh4D6d{5L@8cblf39Nj?09G!2 zdh9IwW-0SQW(geH#eb@Oy!Ga3qi$08p^?j)p3aEO2()$o;830KK5pak zjiKD4XpvLbi>ARD=8K2#MkKfGo=W@1EZRcg)2fD}NdG{y%VZXs2LwJ6j-Hl;q^zb$ zOvA)2aa0t` zLXuHyVYi81t1!Ljf;w9@3X2QDqaYOVf4KRF9_V>dRM=xr zo*#P-71f}AxkV_}?0X@o+0ei;NAaDR8EW~Z{~N7z#b?GTJk zqi>!EC)DwuT{8fM!uHOrpLCeAv>f_Vhi&l*$`n}1V*s7)) z$CqP6o27||7@L&PEAke{`N*x531HQ7rZsfaA(HXIj8=h^qKaSau#%jO)efC59IlZH zCN7AUrAF$IG=dXiGk;zj zB7ey_48bC4*qIig^4_Pe%oTEu#nAq_m++mJ*E?~XbvCoJTU`Kv<6yYb7N12u)4Mh! zOnCxJN^XT7Q10`Y4P2w$MCAce-=g;lLQgHXlC2u9jr60q4mtlAhG@|WGmi?H9#TN{ zXxt>Wi6_fb&ldZFk@KLWBg&fjVGxqDoJ7of+sv)bU-M}uA@ z0=>Kxeor*G>Kf|iQ7^7<1Txc$=W_Tw3dLmcmi17-J%#7)416!XnoKm7j&#Ea1|ooS zuYqXcIoHa=tje*oCo5CBb~_&fjWnF<)=S?ynT8;9F{q5~yLLwKS|H<=;H5t1*VvI^ z98VyLr{=-x3(Q&?)7a|{uR4_BUM=Kb`xF}bL!y;NtTG34(Y2Y4O&nCL(9{<&M6Y^3 zx9iHMA)M_mw8@=mk=$ZI$V?^^Bh~*la4Tf93(MI6Sf2glFJfcf;ba8&aSX=`xfe&jGKeKy?m6LKklg{4i^y zk$XgT+wC|QiG9+5n>c-s?|*dDF{D5WbQf#z>J>UC1qu!wza!kmu)5o5?lf^DyJ24;We2Jc-#b9bU+hcbS7wlBEsmSytHt~8kqHijnUFHi- zCRTaRW0HrRdIz`+g^hk3>Su125TdMKwGcU3Sopd$g()g*le6IMf>ZUvkQ7);d{EpQ z8?xRVY?o4h>^`4ZLdF!t=uH)=aJTiot`!kYfC@V(AqT6mNMITmuoU#B`Dexet$A00 z08M*rYqA?H2MT^@)tamVP~849Dm>+$DQK3(m>!5CJE;SZSQa4< zi1P0xJm_?Ya)-p6C5+oY)lcZX8qOsuVL}k8s;l?i#m2-?pd-o}NTy($mam643i|rs z05`ztg2HHC0@ybYA~icTip`DOTgfGvY9KM?Xiy(|;?S^h+Mk^8^|wFB+=n zXl<@RmQrCPa`XE{BjJhH<}Q5~kuIyp=F5zLa0iPXCQSSxxL-?Nw;*49sZy|5>?@0+ zrS-Ok3U#P6BWspOT}{cne(7GvfY{u`{(&rzOPvQJB^Xsdm3odB*e`F|s-`1CUdYF% z^^1F~Y5-jkOk>=p$1<^B`nYwjj9pUQiZCm9Q!2xKvr>(BJ=O8M{c*VtbN&L(e2%FG&P+M||fW2%-wuxJM z7WVEfkgP~(ylKfDF7VO|{~pDvtLzp0&S}wPU9mhn6w=NE<2*+K%)r#L-LX61iZ7H- zPBn!_Tvr12n3C_6xxMp8CeAp|Mnb$bE3{x$3! zp;ZZE?NFEX>FPZU3E>#m*;E$oyx;$SD@y0*VudcPa~PF2frol~2`e(3u@FOU-!B<` zDVzwj*=!4QLkJ2qsJ#i-h;EgqTbGmwqdG@@Z6S~4s$I_dgTJ^ni-6v_hyL}aPCX?| zg6fbM8b@caDhR~Sb^v<2z;;J2Fi*7DBD1z|uA7?q>pNpH0q1_}yrmxER0`yvG-CG= zNz8x&pQL+pgemDYJrgS}I)$La;B=q(*q3G66(dO92&F7jl9Cgo*|sUnms<~%K{0kk z=B_E>=V=6yrh{CgvMc{B6nM(|7)^}toZ(xQBs5e<%URmOhz?j4i=TXXbVtHI51@Kl zhsq@zAb)FGfu@7`N|2!O|;IP-$b2;|&#&H(J74Pnrxw_(XQ4 zKVC|bt`ny;@sLG+^0=WulJ@IIudP1}#1cRUCI*z4#LP7i<%)*-dxWd0=6<~^J?F=f zagK*4HAa6GxH3&Nci3W+?1B(#3L%*|2Y_7twCfgENoO2);wn#=xyp_^5c#Cw{jCd9 zyj|=18G%`hFqo|Dw~*Lp=BNbWNNpz0rP+!_fhf7#&J0I}*qdx&+IKt}7ivsuSY9?) z749N|5(Ms#Q$-Pyv-9Na%qPw~P1d6B+-t%bH}^2XV8kK*nTw(v_&~&DYNB^Xx#l#{;~6=v z0bSKh*@IS)z23O(yhq+=Eb%o8&DJrXrHk~ts--k2VIcmd5m5)bYeumt(o=VIi2}aqH0V9xhr+OrKg1mo{l~U+!%%kzA5(Ir-C^zqwf+j?`|Q1&{24y*kWYkXcbnm z5^XuT%ut&cSQA6AO}S0;5kZ}(>oR- zXg>Pk8>)-3v!HrGjU_2pYV&Zv8(R|_*KodxrUQQA;@juv34h$6`k?)1;cfs=2Xo9^ z<6S&>p%>m})$FV7X=m7|pg*N*atXMGNs;sv&&uQ0^0OaeSR~e&j`kTthyxu`)H&=o zl=q^k0&ST;wx_`+%3-+oB=@ie(p7gd9M)BSb_?TaXaHukMqB69_huJVH83`YFv|La zz=S`;Dr!@Fb^Xh#7fqoiw;x8)p(>*@vehF`=SKc#D;%vV!!ooxNNNWoLSQ?S@q{Z} zP7M{Jv));PZ%LEm$+{rioN5AfT&3LEl3c8hU=ueDypPHq(d1uUGP)a-1#XdHti(rd zcVRmia!4WC!AD-*W!&;1EFfMogxdMmDCuQa`Mm239Um*4u9#QIHB$B*t@1vW5{blW zz9-kBPNk|kG;@XlZzdUXWh=?64@v|$nQTEaq%|`<1xOGXMIPg)MS~@ol${e!P-!uP z)}nND1|AWpIwWM`DcWAjEZpE#x0%1G0yBsCb2br0tP#rJD z=1j-IQK@DCRd+slSwVU&u^c4}a~_UG5u_eM9a?0a1BZ~-Qvk20dhwdCsjfk?BWVYi zEUGG7;{YoBB2DZTV{``V@{1X&^OS`nf)Jwz1gSMJCaKi>$CF&x7K%Wt5S7=iADqx_t+ zoaCCA;a9ewm*vUi06AQz!GMAaYC4D9+2QE_>va%$>c6cL zlcZOv6%2zB%!OVASRpL!kj$AkNEEngl-?;dFxd?SiFW7Sel*%IJs<>T4LXI+V=3Q0 z_GKGBk5ud$LX9R!9X&oUq&P2lN#Co!aC-7&5f|AFTGnD~7-VQ*Km+0xevn;dq3@0P z7lO(}O_x|pOa1S>F=OHa=T&=MUkYrDdwjCz{iV9NtJy_wrRWhG!&~*{BOMxew=dIG z%={&iF34jRRZk8Z_6#XH{s|uZC?3&pG4zPhdcZVH*l10FO`-efwKwK(qk>V*=SY2+RshPLhxZ8%W<(Ca>HED)UBy?Sy>#&_l7G!J zO-utLnS&!eQBxD4XAbBj+gR#qxizc_xSAZmd)vGIBAp{lvi#hHH$bEkT!c~+L2 zA{ybcLy!Gt4BAME<|}X=AI}h?e-ZXL+MWtTRpMGhodh}wZ!*38IIoP{iUEUHD93-R zbq+<2zH*#+SM{&8n7>Gze>z(L)|faTGn0v6wbDOu+50h7!uvil0Yl>Dg}}Ep(5cf5 zxhNPdA%9%GPV3RuRvh!SF1swL7O2jan*B#*>?U)U%zkU%b+dQ%q*cF^ z0Vz-9R7l7vs4P*&;p1z7b?E*xz4yG3?vq#UXepoz-xqsgDkKli{(76Ey# zPZk)1Z#jK1PN>ig3KjR4irxPNtTJyV=@@;8#a8_5U26=j43)w*4R-?xZ1T{WTrK(i zhQn(wwZ8w!=ox3Y4U)XI3q#t|SSMNQOUlpmh5pVJAYG`trCHm+fKoj&R=Ew6@@&#L zc;k@eGC&O@4fpW8bI+DRtExbKro#$ASHyvf&D;RjSg1rpTuL4JxeT3s?2Y43-0yP3 z5Pt|&?{R;$U|ZRAq(b7}pvJ|*ZKQ#ugp6jABOkv6qF~uqNS}EZn=yVr(fD>&FiKP< zzo7fw3@P?rf26ngoO^kkt6XdrO-2CY1g~ReI4&eW*qO(|n1JjBq&R0c+p_>ENf0pu zA2)n7y4AfC|eDLbQQa)g(ggBu0)Q3qAG z;*m8aa*B#HcP@l@ng9j0n9>WSlwvjLO76W%%H^DWhUZU0-aP}N>U!EHxxKToZ5^2@ zr?_|3pg!thB2j1Um823z#s>1G4|EZshDs_*dq&xh7f-#*VECOw+wa!Kp}7i`krME#fFBG%mzLZi21LDkN=QE93OH*fu6hiOQZ#0z884RIJo|mj zGZr6{D{Bx~SY5CXbne>Nt+u57OGmzt)IVE=k_~K(%axD+wi2bF5VBfBo;mq9z8Tv_ ztVs77iRpf25K&@V+WBP-xqY2sQHJe*SN$Q5`G8&=A0qH+m9URl<*wh$HuX%7ZIq-q zV`oMyBMmcHLa_+Izn^uNSVQ^KXH&qQR7FZ%&TK^&L`ls>W74ZlSp`9Y8vEmXlt@pA z(rTbO4UZNH?BnUOZlQrWE@esH%C>>225BGd!wK7*Fp7e&LnrEn9TEn<(b{Z91nlPXJX{BqD#x^kj`V(&X7_J;RS#b~dQCl7@J^*2vt3%hyVz$6u)4VO zmJ}Q~1}k4vIY`jcVGN`T!*GSiQZGi zb>>tYo2_<9t)yyvzu7BRI#^?> zn?)+*tpUApi-ya)%I=nq1pA*a>f%t)iJat|r%{K^98}BTQdq8xI0+-?4f>$ARU?P` z&BGH{{$ua@2P6_6$%C3dzuq7{vd``GD5;~a(w}rv+fDG<+;`8{TBo~Blk=zrEWeBf z41hsQX_cATh&zWD0_kFZufK5Zi4r~8uUtvmN%V}@Rqn;Ufd6!h#iO!iT8NdA8c`Gjq=5$7nh*}$Zka$I?>A}C!9xEdZ%BWv0(OQvg8jnJPYGAEbzAxp z7%#1@;pHXPa`wg0aTHiXZTpt`?w9WA50Wy3o+~%RQVEr@V?3NS~HM zo+f34A^Gw?x7ovQg2v$n)!zG;(vLC=k*XeSa2Dw5tYA;}Kc%X&WsghW&zr!w8gFO< zP)3z%gt5f2{}PLN>(ca9a6z$u7a@r>p`M0R($@7Z%ZG=#c-jvoDrqR2wQKULJn}ys zUyL0!1$<`{|Jx6aOh@trR!MMqW@PEm7KDl3R(>)g`V^w#J`9!PUiSU4FC%et7n>F z8yTU&#vTiyV+Lj1FLyP3$8fZ^mF)6xlt>{e@)WC}pNNF6M}j*us2Lg=%I#ggAP++q z)h8UJ1kjE94A z7o2+_U1H#P&0}#A#$jN8B6ueO+-MS4p_?8mG+1I&PEdJ;!s4f|7gpYY$eK z!)$)o`dP}(Lm!E-L(w}$z0N|)w^~8#)U|(ubRYH zwaHDf_lY2kg)L(?&vVI}G?4~Mnvl?VFv;JiJeL7&ZUEPXYAfl6DB4H8B2M z7WW#!f3UN))!i()1t@}LE__eqDGOXTN*~T`)f%Zu#0w8c%khM)|InIhSFnM1MCH8aHs{}ZC4HL ze?(dt!HAhZWL@3wp$Hg!g7b3vQV+M<`{PHMURc(=Y7<_;o#Dj)#bB)b3Hw4-lIl-X zBTS1lJM5JN^OA6KlxL}QsGDtbwifOF@}Q0ts8XO7aBT{#iSKH=+^=rb#R!v0;Je~c zX~j2d zJ$82FV_{&DY>-k3ppatrs{STJO~LU95_hbN^GuiSVF6r6sx9`qkY6`M(0I1YC!hy# znL)UW@ZFm!`=&%)oGD&RKV z>=qcadHYuvsHXwnVanthIoJ^>fX^<;V*M{j|F|;447){U22V|trbTWq$CRw1UYRo{ zOX3F~qF;uue%cYHvqMe?s#HAu6~a5m*YXkZ3@*N-;N*X0d!w0-BXFwOLzxo>CF2Bj z{qj{fH)*X>{b6*z%F+YL0Uq1dAtvNe4MAqe;=?tE8{)W@C*R=EO3?xm6K6?f5=TIr z(U0)*w0+JcMSdrUW(NBk{|JOSY>TszTSm1`5M{!@L_qf9=ZkF{{qZ?IIHdY%z=Uk} zHj((C(hM%C5ZdqZixzdGa)&LxICI(Y>bS=9a0Kzjq^fFJBq zfF+r4wP6P^8t0=3|5IUTx{A)_%`&E^JR8;v+%;%ZAC)f+uTxg@s zxyO{>`0nD!yYShUZ>oMprZ~<=RZdLb*8Ym(I#&m1-KH`XtOhEi@JH;5mfm_{M13kOw2OW`FD#hs$$w#RJ`R`X#_B;r+T8I z)-W5#va0dtE0EUfIdoMuE1Xp4@X_3S0~Q9o1RF{AS1bc= zx6pva%X3fM3Zt zrxFJj?O*ycDJ^rwm%{`1MAW5(@IwF=h$#|(MJMt5d!{kihP$c)B0c_ZGDu4 zks^i5Jk6S8Yjr9P9V7FdOHD{?+~Zu8TKz5W2XLu5b5$y@Zpieb(RPqgIf)^{2&{&Q zBeu{fH53n66KU4JGEvE~8TZEw%`Fl&#K2xwV(ACPm^^_uaosjp`qmy};<4j~E~}#4 z@lMDRTPD{%ID=0y<~E!|@$yJ&d#aqP1$u4Rm=G|Ql?+eDVOOc{+O9uLXFa*-Gb9jE zARoGHlk(9KIqS-QIHK&iIw2hFh>^^d5_@mgggN5+EKGXJXrok-jFn1;{Bj`l$21mr zWOD{Y!Qd4{U0=WF8=&>UVh=;p8)hmU$@CyoddzDF(B3hntcBj$pJZ~#e4*f{zE?r* z7_O^$c6X}J_KOSxUdZJeqklXhFX8qmkaR`S@ra^nMv2H&;UX6PD-4m9{sBPQ_g>J6 z0FN$E4$-r4UiUe2&5oGfm~$GPD)Qm>+yZEM3pH~Q^KT;@4RPz&aIJ)^6de&5b z7WLRvZV5?Jd%%Po42AdlQbLb}-+XO}c)Tzl8r9bQUk$KS(y`bQ6ufM=b=Neh>~y<&e~B~aF(b3>Ls01ZDg@$)4F6dIBEYnXL7TUH2=pB7=!^XHUkYAB zhmVbD)>ZH3s&CjDe?5$8z9}pTu>h}TfyIgnMEK~<`dIB8>D^6wHn^P9JdIZ2t98s41?3Y=!nDI*`ZCN&9aJO?uu>|`LY zAbv7&O&B;v`a;E8a@E3UG;QFrgsHuP+rHdxE4BW7^tq8}Jds!t{b8Bnt`%bS8HTPS zPV1`;|IK&AK1_-M7#0__yheTe5yRui*wYlvd!l7=t3TZ z>)D##q1W!dngsU(L+V#!QDJO z_gs>)8P}B9v@el)cjkIYwOLTS`CL81Sz_7NGJrcDt8KRg*DGi@_uB`3vKV}7Z z3-fU)Vdw)htQ63PbbqHKW@z_q{nx`urHYM}6Gu}*BQh-?T%1%?KHCR`0AgfW1}VS! z%;BUzf@mcYnbxn5)kQ>uDOdrpu&DXi2Rwff4B?-t1QdjT^#=D{mW>d=>_m7Fd9fS+ zc#$XLK#wPFQ2z_KQG2-mc=<+bj?yRs-2sr?%y!ic_e`VQW-xxEs{o~vob{TkpZ%5s z#NLpp(7bbEh>xfBcfY#L;tx{0q~lcS1Hvo&BOi-()6h5KK|oLuL%}%D>=ZbTg3G} zxir!tsjV*3jr{^PwVX3;X>6tpmwLw^=G$|Da;UezO(8eLz7E@06&OBCIEa+G;nj1H zTBy6S=Z8URi5w zYlZk|5qW1l-(GG*9@dGW3T8+J%iMc_f^F#njrrP=;Ch-Q zUb!=T79q$G{$bs+poJW}%O$a#eNt$$9X$7&Sa`$Zq|kY~oZp};_22d2DQMC7 z(u3kdiJ*%!nn^Y+6L?kqO6hDbI_A8S&(cPy?JE0yg=c;nx^Nl86XSA%MR&C4IL?8` z@NK@-OloV)#b0|}$Bgw3yuurfi{W5H?o%q|lWN%BAQU)^JT& zrb11*MWCMhY>6Ig-eJ?SOPHSAI}850Gf6z*CE+5c$n^#aJC$Zuwfq)zB zvs^`f!t=vNcn80alemtinQ^1H&i4hzicyEnNAUf3RM|L^;^%j;Pz3GGQ)zg`?P zrR(5z1_7E7S2(}g0{mR|4giv0r*4VkVk7BBfA&7P^lLz?$J*nWa_OYcT&ayaNF_n5 zIYe@J$|KtL($xdkr}uhLnx1#}TsEpEl=gE`1XE>OzQMKFVw)qeuV@>mW9uJtB|7E8 z_R@X#kD0ABRZEo{K>HSuXpvOw^FZ;Ztc!=h5{PF=ew25Z&b(1N2I{J5sQoisC3Wp~ zVrB^iGcFtpj{eAi{X;QRIt2sCqmHOCM0j*!A zH%i~X9Vu>5fvFhkU#x{>ng1;6C*TKG)@`^uJOr_k2n^Rz%{T$iQ%k9wo$Fi1x%HTr znc~`G`rKT_=jKt22Ky$6j2%BFx|h^K#x4Ypr_#;f@n+6&{n8bzuz`>GI%Sv zk@I82Nndxq{@{FgBA|=^Xyfg{^pGCkU1;LP534M#A<0FU`Ye6sh|LSu&S!4~SQ|;f zrIiaS>^KmD&cv1|lou07V4w{s+YYM`WMrw6l$_BPs%`YO=6V87{ta$v?&tQyZ%7z~-&T5Ce|)S>q0n#?i%c<$PwnZx5oRP#1&Yq}~x2Mfm&$ZLJJ zUXy~_sf~3OvK#YjOXlvI&$|tq20VqK0F?z~wE}jt)?;&bb7r`x#C9v*2BUn|MJpLsWQc-6u zSXLC^B&4c_>MrWNeaZJS45fME3BANx%(p3{G|vZ_>gs%%lwiWM>cB-4%+E~<6SLAg zJw-v$1@xleroy`_^dljyP(|m#76XU|^pLv{Zyse|CTq(3)-s6)k0XBPI`=JsDfUYG z;j+oB7(D^zg)^wx*B%J8>+jQnt!OHm+B^=Y=<6LOKPe$si-i*!FjntA2*S~|2m>sq zeb42Z9N0X{m43>l`;eIds?^IPsV)gUXhnR7^Vx6~oW)EAYdOr&m}Q#_Od8s+bClLt zhD=|MfFjL&TuH^nHXO#rNBc2GBJ@uNO@Y{!lqw75VU_F?gQL|Yh^E_%V*&NaXLGK# zt-WT=jL(CNq8M(xh`Y3C>^{8erB~QfJ&zppF7^q$vxz?&a!*4Rl?Mu{{RefFyh>*h z!C{7DK_}nTadnsACgD!3r}R{%=Wc$`$SM7`zZnQ*KZtMz9NseDOq~R4taYdgj%}nr z_z^I2uE+q*0kRRi>Hh&CLy4r=2_JSZiuZ3#5_LI?*Pb{%W-NX>tkYN{S?F+Y>QNE%5g|4j6KE z5uv2=^eI_25qg7h>?0U`9ZJwf=a36x%_8T1!3y&O{F<}sGo}3LogHWGY1g*vBRwD2 z+0n|}0hQxOI|S6OU(es*bb;&D>toL{6K*%Ann#tGA*MVz z4+7CMK-H&(k?Pyg7`z&nO8XDcZAfjyUbGS>0s<{tx)ly2;Ic?mvqZ6}K`-EmD&_}9 zV*5dlFH(|$mG_ePl{vt-;sCF^(Ei85`Wrjbs45fk%G0P6BmgQf4?27PC>L)cX^!J%i4#8aeY<$8?*c0OTDE@Lo z3dvBFAChjd_{{)k2;4#Ct>=y^a*e;~0F>Sc2DGu5i4-k!S?qT%_!unMV&vGMOMG0h ze5=9)4zQ0QJG|;2U0m%MimOG$F&UR*582Rls#}}tX-`VnXO1_>Xu%(VH=Yi3(pd=5 z>F>ADK*UFTiBQ40#4;v(opUVb^2f+RNb9OBK8|RnXxC>(I?VbmK|P14u67-e9$e*U zzVEhhN9(AqFfFF7@kf@o6b^=Fk36-5aTBkFjTqs%uGPIdXTFZ5!!kkD(w@m#zHRe? zd0Gx^qUu*sf>1Q`>aDD9FF#Mcy}Fi*vU6{G`bIdh4H*K4?cYe5D&&!6q^!9L_()RG z;dYph|McKFkC@<(ii;;QHgI;&Vt{zzK=&u4K+P`gcJ)Bc{LYz>c}?kHZp+`gU>lby z4J`D*%1j**n}Ey^JbQZ;7+A<_7w)88>7UW|O%2yM&2#ZG*ExCgM-pLK6gc&I8}f4L zS~p`3A2}tcR(rupNMp0++HbKlNi2-|4cKCbx755xibvd?RL4FIKjwtZ(q;K%+8UL@ zBC4?U;=+Q(%NnslbbaXS6#(e)qbg|a{TCjpilgt*e$D*Hc!A>JonPCzt}2gIZ{)9w=^0Fx3~ z2!uT30oT?FU-V=k=J%Ug#`ey=cKx|dBQ@=bTSH*L=xd>5xH67Tn+AbX&;uQy3NHL; zd6>qE8~aLXQA@+vMkC0iWI&7OjXkEDHeuTQ!@}VtUiXVQsgW#g1@VS%GwMj|Wf#r< zI)X2L)!A>zrD64+@4(B>%IwSah0lb;Q~phf}&R!WOA#!Qg@I z40--f@E00jioR(1zjMf+M7*lEL{FO(AP**w7kYU|xj8~2wJ7tL#U-0g2S?rNo~*mF zA0m3;BLh*jy;Idg36fZ8JNT`nY<~TXpT|$SzZ| zrbZ@NR0FE~?4$!V+sOOiuyr6^Tk|^^l?G)Rz7OlPVAlgiLA(I?O(CFrOA&_h^4-;! zB+@Rz`@^q*!I8Ftkbhl6QS)cl4=i0@oaJn)K=Wcm#4^md9&tOLcwW#=Fg{K z2Z(4dH3B!d{n(j%zbnxd!mUAX5?vs77GpTIFIFZLyFXONp}0vjZN_GLtXa{W@I>+C zZ(M%H3h(|X!2VHL9>oJATr5ZsktC4$t;y8JltPh7CNp78lkALwLFo8Ab(9ZFPCfjz zVedxqk>je0Hp&ggLiG`N@V<**S8mmvJMB-qeV#1-c$$Y z_>0hxcraiZC|eq4c+qW-HQd)e;144H^yvq4W;eK;DHL3kXUC-+oeFo>qaTAB@vV^( zPn~s&7O=_pvx<}g&^Ks1|9PSopBnN9_`rlWfS&^gQ~4m4*;QtVnbukf)Kth=3m!H< z>PFFZe9PwU7CyITumn>&RMt}wL>=!jf;kI05d7Fvbc^3R@X;fU_YeXO>MikvRu~pU z32`bfN2CkymB5OHM6FOH4w(%gbMuzL-8@;);VP7}I`K6`YiPpEOZyGaaqS>Ne>#iH z{++v1_B{DRpRxeW@aWX=WEBdrx_oz=am2Vq9Hsj$wR;`_ zS7cXzV`nz$eRQvRur9EhCPra~=_aDx<1X+4lOdT*qKM!6eqZCcF3e}TAjH2$fw?1* z7SyymEH|Fq5VLCo!-f*%2qux!q)Smxm7|su4-*~~+oTTtNk)qe#s|Y-R5al>at4|N z1ST~ce~%t%5lK;Pty1=goK}teof~(HhCDYHj-j9Ws;>JfCc%RUEbMJZXm%HPn}lMLd=Q?TpeK-E6|>AoV4E<@V?$Y zw4c2HjN$$pij#mB8RWSUN!i<@ z05?F$zX3d`ey2^VA3@+Gg%>HRc}hrLUfoQGHD;G(rwjM5OqEc=yaW!*AK0SXaofqk zXoaSn-Yrpp{^LLm5E1A8m%vla_|U?lc6gDiyn`pWIh#x`4yQ~V$dvM|fZl*lcLn(+8|>njXL!@RPPEu=WP+YA>@5lQ%|84t7PGqPP2~UnbW2+XT?!L3 zgf0yOm%IoUGUma=39qfiT2s~w4>DV(a^twaFbgAX)UfnDVR<1G2up1sPvwoTr)`i) zjRE(_65x0%$Pf_@gdF05ogWPL8;vAWw)ns9X$+S8yctLOCr+4a0LMWOZs{~(j<|e` zmFV|e+oDTan^H_wz*fBLa6Ce#?NrA!w=W*tIdNm{hSial77Vs*F%QZP_MnslO$SU1 zNrkVJ$XIjnG{ayo0A1Fd*-Gehj9fPy-eQLp?rn@_K)_qXz!ea2hX3peS|tR$T-5!A zBgU9{Pc!VP}1Nr;?T2)oDd`khmoo zWWObJV1Dd@-9h=!Areyno0X_Q+a$2uKyTLo)o2V?z1Su5drt3Eb&L=GhRyisXF^iA zZv#5SI0^(EFJ=L9gFB#2-fsvDBzJF(3siAKq*qXVtV$0ZX7!R zO}yXu@t`3DsNdHRC6`0!9pZYDhEZ3TA-ufVD9h-d=EGS~boFpH$%9ck+0^c7$dvgE z=*Y9F3H9#%ytU!VQQzPHR%7!TwezuF2+m32*#ZwbygqnAJD*w3aC70CTU8Xe9|i16 zq%v0u3UE77Fw{?P zy$fw#3C?Q?%G0bFqwYg&C{d>qaY`zO-cA`Q{IHq~z8RPjOv(ire8Bw`CT%#~D6V3u!pac_{>WK=dUK+$t-rKn zRoJktCmoPYTUuJ6eb}3q5&Bv*Q$o9oYv9Y_PdN6+^{ed-Q<_yd1%2}V-&>#&X zlW@gX3S_&mzDnLcdnwoa&FTB=`+YSq;@yR2ZNCDg8;8yy3eWkosW^S`Ab0`~_|I27 zS!l~+cxe00du%ONh7TKWq+fL51%>~X2`GROPW3Ugj4S6-y(tpm4$yf`ANB6K#FZ2M z9Lwrxf4knTAuo3IwMs_ek1g&))WwP0BQ-z-3YhCx5IzuHJon`pfKbUtwu3^x$4oIO z=(M0uDEd&V?uNFvC`g;HxF$B4Zhw|}0sC6Ux*JY%OtjKVJ~=6VeJramcg8kiSzUzE z(hA3Wu53)xI)SEO7*oM+K6{`v+gU$&DhUo1^}x%pmPRXVJrT)+Pjfp!5JjNQdealR zA8#&)blHIa=N{JvYEAz5Pjt{f-Sqy15Rwi?*R2l~jj^SwpR_o{e^V2hiXfR)Tith) zaA{*!s)go#HVnt8Mg0f_roZ+5saIgBKaHDQtp!gKJZ4h2LQk8+7ssLGzMM2{99729 z{Ax{N5r;$U8PMaMmsf{F-ma&oG_&0{hzO};hpX9|w<%;vT(84D)^3Ax(6+gvWl<%p z?jCL3|KCKj&}{ughdUT}AC5G36VgoqE91FNOUq8x?0QNR*E~IP)N?zERynrs|D4e1 z+zIuUNj`q&@-N8*Rjm-d#WMF2{Wv@7Tb%Hg=4|E&^ODGuI;b4}lJ-xyG3Im{OzYe} z5)1z_RH*@r0JIEnI)hBi;7FlWU@VDkN^3~@M z!_0SzWSO80T*bJvT`7Kz9|;LyfqA*UTBqIk@lELSc9m2yP^;PS`s&-eIxXtsj^QD! zpkDwhxr!p20$ileb@sQN0}t`-=-fkbTx3Lks6N!d-~fN=G*XuAs@n(FRU}`M26ORw z=Q}QX7H+RSQzk#Sij+cO#5*kh z@hs+`=hnhJId26XKblE~V>8YZP4xI0IJjgiYgq_sdY7Y)%8=qpo) zdW$MF3TKwFO3?}8)RUwi8h$+UDeUv|ixfwuFLdCHNMpOwexy;G{qN6K+meknefKr> zmN@R-UPBSXVfk+{GwZm}Tk!A5)dON#ex@r-ZBVNYb}@u<#cULF{rmXEA8SQ+7J!-d z`0rSEQYg8tF$&QVBu%SeU%OUZxr zv|(Sk+Y!0puAc;~@4X;I;ernwyhH&WMnnGFF3FKoqgHB;VqD%@@~XB^-B|XO5*U(?3MY28(Le_8B*)dt`_Ro|P`a1u9Q4vXZ zJZAodSK_col9pH!3v73d{D!{5qe?ev!FL4E^d(8gyaSezZ_|c1oQx+!s$W;T;Oro~ z=P0^Vdy8VmPo+L_XuF<;Uf(5c+(k{T1RaY9Y#*Vave5W2@`E_eRdWoN=G*2bol1B6 z=AM<0QvVqCijypAA{_&!;|)DGl>%npNdQu(D1JzB`~(T;bimf4T#+d)feHyciJ4c} zT1_DU&b%_fT$7<*qMnEh452vRbQ{7O&+F6^hxtI9RX$9)jF7Ga*gfHu6*{5S9T8#7 zk%^Ul&5MMki^Y>ndL0&S0a7NPN~r@I5RGKW#006o);1o?3x{b}KX3!OHRzlrVfa+} zCGkq$zRZpK=ZOX8z-u0bpV6t>OdK-J@#WAfw0j5?Shq;Bc(Qpw@#laUs{dE>v9uV# z_>6r`Z_ioiQ2!Mu9sP@fd6-n~YsGMqQR7q4D{6|KhN2b`j*j!=U)O|cb{!dXR(@lv zWn{;AKnwHsPpL;(e5=GLzXOOn8b2Fku z+92}wX;WtV-BPdWo@3vP1jjgE^|ufsVK?J9NJq3cOhwM`pF^VG3d=BV^;4_?c6pHn~jRv zLV}k`@9|j;<`<*S8)fA4;b85eG9>WCKWeja5}eTom$!uhw_aFNm*|t&@+3(5eoIzx!?Bq)Kf_^8A$FJ3llgk z;;q^0rnXv|an<^r#%Zc!NFkjwJo$HhLq!ZaiR~DX`@3*v;FVEBK@}|E3Mw|VM?k{Y7*U+0Z$)$+83kXGn!}I z>SUZK$Jel%#@ynpovxjadzE|rp|*b!FBdYJ8^YHJx*^gJXnW}9HNfg)yY#cBI5qK) z3VF_iMCXDD0)YT2=xe@hlZO?d_vR}92y0i?`ne(3sQ@mT3gw}|zYTtD!`iW!nDXhX!VE?f8`JO|>p;i|+=)^*tll?@4wN^1(5LWOIj0OG6#59|j zF*8E2q$79k>d~#?E>3cEj~W4R!Ch3D`9t<9WV+8Yd@yxXkIwE0-Tgy1(Z{8vjf6dz#Sh=GzL|{z&HPOoo%EDFNndC6_yt1DEvelTnVQ9B zS?}cvrsGmxq1B?0PMI;&?gy)@NMsGunh=`)b48YGSsgFtHI80#X5DD#sX!s4!N0%i zASjnaeREZZ^&i8-m%fibdN*TE?<0IytMo)M1|t!JJuop3+bj$mD=0qtJLsPsqA=Mj}!@b@nTChs(l?}0po8;j2i$e%K5}5 z-fBaKYtOyzp+dun40zK9GKRqf#`O}K&R~$JFLK-eZeqci-U`01)t%=lA%29(WOMlP zCPD^;oRYGxnqw|3KA=dk&y9iSfbZOPa9)g#s@qX^dg|e}0v2g-d@t;V8&7Ofa6&o#e*HfLPx!kzDuCV5nmk>n5c@5|=Ta^*KxZNbxu((O z`bEi}OV4*q!t34QOk|_&v}RSYLSg8eM|Be}eUzR*Dx3JBL=d&8H0o^87mL1-`=2C7 zf?Vz;gyPP@)DdJr^tpOWvZ`M9fq&n2V2e6W&#KI_RpTc*xS?aMlIy#G~R#dODeB8AGT;;#JrSbaZz5t?Ce&oRGx!vTQYRQ_!cId3*}L0^Ny>I zn%)lqhy0IA68`Ln^HQc0?Qi(~i;7IvZ&JuokXXy!pRusp74rpd6{v__$*6`6LY(O< zw40DNl`F2vsq?F*>g0$vE<>N}P46?LL&ERIZPc$x;Yc^r2eSZRL09&x*B!0LqG-6V zPAi-e)`552RXT%xUThT8hMHpji$%i8C3GJlnLA?>mJ~pEC{QPAu3X|)jt~#$lYsnm z(ku(fvq^IDN8i|LWDC(HXh~;f3oIYr<1;C80trpFb4N7kFmi}Q{@y>xbzZ6Y-Xu=M zA+ePYVl+4vy-)jug^G#<76`<^u*EOmJV2*JMpX{6CdXG@9bJRM=$r$;LIONewSiXCi0Y2(u%efNlHKd_W zY)Qaz2hNaU;-_?6C*IRVLV^MK3BU%uR3u=nBdm=!VSTs)+#rBuahw;Fypk%@B=8jf zjPI%VX>s}3T^933t?aA^bc z%i4qkAZw{3x;2v6QyDXqyS0&jWioB&kE&a)8lra?)3`-6Bw&#EEMyGtcwJjd#86`D zr?$Hq8z7a{G!#LI%K976QNuRxXA~=S*c@00fj-aK>||Grh&r^ zp8{$SJE@@R)&-Z>Ey`MFFe@VZWll!9Teu7t(I(Ts&-5f81rdCuqy4GE?I@?x$E#nq z!I}SzD!>rfH_@CQouE~vSjTGdz)5zL*H|c9=rq-l8Yhj9$LpI8pF&C9W}L2^_Wq&Q z0k6Ka$u)N1<2O&> zat~a?H!D=I5R!%X-rs%+?F!yVh_Q#I7{j}Qe(ifn3U5ipv5 z*kADi2W_oK?G6C#??^q50@{T!zF88$hLp5~__`6@-PP^fks@}sO~%rB@NHJu_-AB~ zieSe2zWHwOOYZYm_h;!3J$1X|)k1wwQoBPeemeKr8Wmf$#$do-Ws;O`Ct~REI48mU zCb@GMgg5JV`$S9;=wzlHrAh8Q1+lI00>}XrZxVq?!NeDyzr(EFaWcfpJ1VnU429P$C zenvarfcV@iMemr=mRrZ;BK%6i`?AYgRo}eEq9^o`=MmaS^E@Acm4?iVO#fjLnVbh~ z3|~1=*YsK0nI@(61a0X$96V8M#Dh(+sw3IqFZnhiUTUeWA75KcFvUAdRYCfSA{Rd`S>2@lTZ6O%V}=Beu=C%^jAe1H&H# zd$K<)v-15=`plpgfv|ome?66_dsRmcNFvwxwC_Z@6co&)S4}@Yoa`_0S(TPHh*X#Z z+3l7%@EN!fNz*!-Zbl73GB9P1$8Pm(x&>0c7rVI#{EP*Xjq4Aeg?7W0z+EUX*KvWO zSxGV_3`k-EIzclY;*m|61mCa9!8$0AW*L$T$K5#NsiQiaKMdKjr_)J}fqN~|D3Zgt z@vA6aLWZR#j!@gjYfxjeTFm?=3W@%>>$6&F?T^TJ_i@>*l`DFHAV6m8#2D}8u25%| z-2@Ij)Jq6$WEXEkWO+3ZmHJP)?=p0BXr7R>PD9hMAVHa`&!y91TX{5HI5ZarG3EL_ zK=VFRf)yFHKY;vkSv<$*c{7r4l8rG&#R_F90?b3Qs+iUpjGOHDQE7${jqx=z)ZXqi z7&ToQlVux@LMd8+|z}-g5fCFa3cxLfYLcy_!@T`~2UMp$FeI!(Ww`1rM2` z<1NVf#ND1q(hDZR%ANF%UufM&&Z*9q64#D-iEw2SOq5o<*@7PrIKn{Xh%_;$eFy0l z=t`53>_)a7u~kOgh3+vX1(#6A-Nz!a&4Tm=KV6+{@MW^m2;)j2DN4DU?Yzonr<$&v z0cur8^{5u{&wa7EloxQF)*&v{aF(;#y+DQFkqBfP$MLGxc2xmBs>!>Ia1b84BoPYX zZF`=`u>p};5A-`nxAT!kbGWKIu`)*>osCz0IT@ymGr?cxcNmA@086WrIZG01yQ5^K zJ*bDlC)$KWIP=A`0v$?z!AIa~5EsKLpCV|F$T=X*_P*#AC}V1J%1!~+@pIa~KuPFS zH~O8^uQk}&L#g}TMRqIJkW;>#_ty+{&=wY%jSeY7t zqD}zw>D#pmryR-cykR;}w2%#JPR!@7X$v-w1bR?PE08$U4kgbN@NPj1#Gql2<&8=5 z**H4KWkK|P1X{NqQbt%#gkP2a19OgXC?rM<~Xo=>YsF3;z0%S-8u~;!hyBA zZ+apjST!*Wv;YiF0QeB65zzp2=7P7wa#XOaXr#W*rw7zG*X>e|azf|*kz*VRBSCRPR325>K%&WJ^(DP{fXFQs z0t1BP8Y=*e%RUW1E$v%dMPjI>pNww_2p^|tlU^H=YqK#UQZ`tm3jyu zu;^z5da~c-86S|KmARcI_~S4btwnjRlc=f7lm}l{$%J@Vhe4reg<%5^xotM5jfw9AlONr+dBiK%XS zqM&i^OcD%mvhj6tqFN6!nyM|6y+!Z$8*0P6h5ZedUFOxr_?mk|+6Fro>*6b;B~JYS zIHYJJdIi|F4sCgS$0m~tg~gt6%o7|iwQ_vln2l}^-Xm)!Y|k;n0=uVhuK|bP7>;Q~ z|6MN#?FhdBSz&>{uo$OcGcTdOnOn##d3%CF1WcaEPu4;!sxF9BQ{}lzvGpnwcwGp? zipwa>!dU(0Kt1Vu3G`*!f;2te^J^Iq3>tXj%JoYJ?SQ3HIEJzyADfYU1F^IxB4mbkWdP_|3H!e*#^L;QTHbRL1G2qORuxJS?C`%agco})sZ^VL^B zo>w)w5uzlk``-*a_00NX%pqALIQ1hyWEb?LA>GzSD+Bh*DX@;t2!&P?s<)Bkm74|(9iF~MY4T$kzn*Z&O?3@hujRzyBR-}F1%FL-a-c@kHE;LA z3kK4bEdAS?zAEl-8$#3A-{+Gpb;naY?#B%2YPMc~*mjdF|H&kmzMVFRF9HX6zbQn1X2Cm5&48G1JKDA=(s0=$dI7f-9=8npjCAykx&?p#T zrC4(V=b1hFu1aQCM6L4yF4vU|-EbYbj{u1aJ{OoFDwmm&_7YfS?+|l{kvd)4*`B4R zOB*3*N*?=H?s&iW5ZUs-$R27L_D~`bw^rk!uJW!b`1Hmrn$lrGmRiW>q&M$K-eYt{ zTptBp{WoXx=p15C4`fCUkRgvkY80osF}Y|bBcD4e6by1T*FRP4bY>Kq^64m7&RX@QW!St5XM zz=Kv<3!E)n%G@=tUJWw`x}kMhD3Sw!==OGiyf=QU*eDH+jnE za~p@=BvDHv&iHLOvH9uMTRa6)PlGW+wKUGvVZmo;m~&*U@_{upozp@Bz+(KOqW@RE zm#aPbbo9+v7|eE9IByZ->J}0v#Sabo^sU}7=SW{D$@IK}$M$j{>hu^RU}`ugz`4!z zEdcN-7dMCSb`)<$3J#qNL8pD5u~b!c?PHo?U~%VH^;@7sC8laDcKi_!w6xuGzp`v? z2HU6MH~VD%Y%qjLV579oDL*5Ae)&N_(OM%a`=c?Gj9w&p5_GDk)@diF-f!uZwb1rE z19O^y;^KBrI8-Md&q^{1I|i?{NwvgaFcis~jGX`cjCA>bpFNRMI;_M?EPlz_706wq zoDs11j`1&QDEd7kH-cN94ok!6U$;R(`|}M|gVUYG#xQ1b)O+sYc*Kq%C5ADCp5Aj) z6m+G3=Ge&Zz*HlHqk%U9V`)dv8R^k1t4>J!QO9UEMWeA@>lun?Iq*j2^?FQu`L>G} zPM;hn?CmAqd({M%9I9kKC%XYajK<86XQG!Rl`tE zA!xFw?GwrRNGt1J_9e?dH1nsP5!=*k0ArrT*;IkuS^TWWuTt=K3pIKfkQqngTf&4O zcn6h&iR%;fe67UeU_uc^ij(K!%>eg}r06=AQzCuJGj3^}c_$NL4hY<7ExO!?#xM ztQE{M-kgDr%L&$w)+;KYZHE4dsq-=+Fw0-bDT8pWWQpsYlMsKgqg3Q6 ziF$Ppo2BH&>*$UM5r{gt1?7cA(!Q)|F)2jJCdU zIsilk>q8K$D;ZM5TbvWr-of>+Z1g;wo5>K3T7|Kxgj|Vxv0vIh$5?77B;P&CK@Y1T zv9hG)8>v74$;S%ur-^*^caCWJX0HtcTjg$!F-C72* z&)-JgfW+c6)c5b49rhpe}~>PoE1~4@n<9a%;Ao` z@;=1|ApZ|nHQ<1Dd1w(Mh0^1MV8AqOheEJ1Z2x;BNj@#{^|v?~#Za><;AL+Z3xtNM zeQ!i`&L=O&GN`N51N~~KC_}eH7iuK9jbo4GJjH*XKOI40d9Tc6dkC?Ja|*f@hl`?f z&hLO1Ic|rJcFE7v^P<)A#!x0tzY~~k^{-m)P(AtWcV<#VFg0I+4{pF&DWNa_S>-Lu zU5f5mury8;gaZyootle2j>a2gI;sQ#VCK{m?)!(sz$(%;IG)v{H02v^e%Vg+Sj9(H zN#lF^PQ7cN9ib3@@ugy#Vzm7sK!4E$q7+~Oc~5d&9-o@Al?RPpu6RW5iO1Wpu9eE@7VY z>eDK41;P-yrLxo^rc5&t5m^h?ru{mJ|G|Xh{otE3r*81U%3R5U6UQU zWu8l5R^i5Pdo|d03=s6X5hlh1<1W=m*J_Wn&)7~ih#S)oUNKBU@@hy8eEu&Sl)^no zZE0MmMmRt3{(&vNG^}8NSP1DY#Bz`3iW^SPb6AUuHNkW!$hI#nP-q#C00NCK?br)& zZT|^%@ZMxI;TWIPly9&+lz9)K$jJ1Gz`zQ>SW)K#uA>q1)Y2Y6hkL{+k+Cx54c+Cr zwV?d~3;TQ9WXD(Co#tbyByHb8-g8jP^}ZT-sm$Er8(A9jwsXzC#_8!xDue0*Od3qt z8Esa}RBENdpMgs=49m20N#lmhN zoh44dbpigH75Bpu5G=oGGCSY8qoy=v!8=KcW2)}(nsSS8Ce=D~lJP>++gZ_`$Vh0B zPuqU|n}ylP*{Ofo2@x(j!ZOn#mgnHlpAna;PbKJ;Q7MHor!;M3Nr|Lka4L({*-WCl z@RDI`Ggy{u&AB9gk@UX1a#43Q9MT2zwn~-&nsbNAG`5LsG_J}4Pr;lu|5#G~Z6a_4-Gu%WHD75spXs%^0kR`ejg4WY&=-9Tt3xGOVon=YRF!>@-+ zw{Cp=<8Cg4dtxJQHE7!Zlkf+HTaw9L@?N)OrEE|TVUUefMwr4-9pHj(dWi4%{!eIW zbR8=(s`0v)th3z|UU^pQ6j}!0QOeMAK`g7lqS^Kn%qa+DB+&+{SyKl9M)Ewza1nii z=jv27AztVNGE#0g>3988Z4~kwF;Fo~Ue+33E4%vlg0bx`4qXXq7HG_5a!OmSh-v@y zC1O0u2^`qPyuc`5z@o2e&Zx%1AG;E_J|+F~ozDjbdVMbJ-hxC~5%PGmG2G~qpl>P9 zYGVNLF>VZ-)qIj^){T_ z&{;b#zX2SSjB1AXFE_f`FAx67<>X)BhK9!b#OwX2Pr_~nE-ODrDI3byp*{tbqF;GxF8w+YTD*PCvO*+UCI&9o)fT4$} zXA}KF9Q2RoF0VRWNiHq_=Q>Q_-#^jgyEm(pE%qPbdgq)zselDI)yKm%ik@6D+-awd z#rE4Eva;a~({}M&l0hNdi`ZkMrrd$Y;v#OtE0hYURO3nY4astmV#;`;JuT}$|)Co#mU6uQEC16er|=V05)yFkAw|# zkE|qq`1`!ROgMavfq@| zIFMIOC1$hw(}v`z-s%@Y@2b#5=q}vL(Ts5EH>)F^;Y8p1gSwkHOp|ApRmHC3KW^o8 z7zzFC$$n0zg_O8iySS@>tz7tZAt&NIqskZp1ELK(?{2=|&1l`T=(<=L7-X`pps3vcqi-otDlYcP8({GOj|?m{L&9`8P|7#xy>S#Jo2O_Bu0v z^xSObw6_48GLSLX<+a!Rc>OGf48a#e$NlAf?R5oK=b<96=dM!DxH(O(I-l zp19VMBYY9&wtFe40Tv2nA*2V^=U7vCn7cZ?s1 z_`t*Hdyg*79hUa1KJ!~3)CfmA{;12ePIwrwk$}@rhE|3@J*O$UrMQxaGb$`tX=)2w zlv!eMsdUhcNOLsgRL9!UwQJ)MnIVN1nPG0!S|8$n4`B64r%fJ)J%X&UPIhouZtD%y z{@_pLPH#)!02_bTTj$+B({M|M@4J!RoV>KX5iX*8YGQ?yVp2I~OBDjQOl7T z#&)cL*KXtLGKrdTtacd?+als?H#abJHZ!9wb#R12OuuePueK%{2qa(m!s~TX@d{{xZ&Ui5-qDn7urz~I^f9(0d|xW@#4WAf zpxcy>itaB^_~SF}A}3#SUu_f1N>3z)g|Psm!?`$^??^SCoHm#XiPP89>D#Kn=8Hk` zf%6mlVg3=LIioq-K}?%mH^3YKq&m^$==J6V~eMa_cQ-wIh1e@?5AZ1R022s#`e?2OyXEu3`tyExTHe%eOV zqwCUl^@??7qn;!fhM4f~J8o;!H~1LEKw&Xx6azvL0I*-SUaNSNaPejD2=h_!j$Lol zZYC;2z8*;aZJB^dLr|IC6lfpAsr1z}iJWO!Q45nyb&UMb{qsEKJj4aXti7Orbip7OQsZux(ghIRS(;& zkV9}vbD<#-z{(4u_8yI+7%pOZih{(Wmv`;tXpM!pwydtLYqa%;Q-+2nQV9_&mn!Y| zMTo_Dnj+xh_=Hn5PJKevhiO3o9see17UN-I_7GPD=k2HQ`AXYU^uwbeUL*<-VqSMK z{0n60fD1c%B8O`+fVPbR-|2=;ob)f$L7Z{&xSM*DyBBaN;WT!flzqiHS3cV6-$4$w zWxoKmlS^#TP9=+gf%;;mf%5n&B=BCC6uQ7jl8qlXvDH;t1t}j1FRyzFr_2(J&_>&t zV&iF(Pe#B!DXC7QPGoDmSFWEd@18rv2adh(sk?g}NjmZUVa{LV6-M57_%RA7h&E>S zp23j<%PGihA=Yt;PiB3n)DvtA9|PKxx~*gMWtFgAPg(`}pTipBin@@~ZX-}V&9!`z z36L^@7_t8Xs{}mTZ;9n5HiN}yDHk@1@xLsyFN(j7GRmw?&;*73hPg$0HM}4i`L)y# zlIun`SuPaXukGr7p}S7yAPZd65XV|mvp{zz^m@?PXMUw!f>}f;)L5-grV11H6@`9y z*(G=JMJr2gd6TzytBOt` zTn2zdW-kPZ5@b1THdNM^rm$u~ z;)7-zB0MZPMSV&%6P7Gj3~wfGiBHGlwx(x_L0vi8U}=K3AG&TkG0MTNiG#|yB88bs zgWe$ZJfL!VnPllY4Bp2PsU3~-NE<0jmnBt8+lrNP)4PKKeY`UFW3iXyVeCJ+ z@JVa`$Gtyx{(B2LJ3d8F02ky2$90?3#a4bzaD4JIF^dSPlHOyQFkhLv;&Nps>;??H z6v7^nscHp1im+JFNXuBcATb(Ld;$lWCBq0Lg55J>tPq4Z+3*Aw3~VpvszI4Qx3nq< z8>yi~)h@N1kGW7y5G4lxs$enQGDXLRUBa2)*de8?ZQ_!-nWd<*(3(?_J{**!&F|5< z@P1#)MReF#_bURxU>!mj))bOrlice3l79rXA`w>EF}j6w4b(^3O}v13axFZSi(tbO zuM2wVL={Lgw6^CV1u7K6;{Z_DhG|{{+z^@nw*dj{p0t%9y{SERvw6}JJN05(#>YRw zAvfebP#Xyy2tCr_{o9k5m=kl>hwykeT;i$KJ>hzRr%jfrD;g>dMFPIfrl*4?mwy2^ zyDARf?CPBT`Sf5DC)ea~CblIb|M}nk1S>>F?j=xyair$L_X$&n69oAu61#!yE<|q- zL`r_7%O}ERD@dW?`k9c)!cg~JnGoQQ(zOu8<~PIOha&wS7^fue@RWZdj@$OLHRjf(oln4=5{g;ZzXa#+a|vkK;G@gc;yr zIy=@SeL;sG?Z&_WgeW;%xDQhSCzC`tS^3E0-S3#3B`xcYmHJRR2y+I*;y00T#2$4_ zmA$Z@;E)v=FiR7q3f}2}m;csa58MC|9toG}xYmftSa*P*rv+~CmSR;J8GQ-}J0(e` zY0h5O4f%_Rh>HlGQuS{`ye*i7Y!vZUu>+Cm&e(BoR8;&y9>G4LVJ3P~GvmxwgO4ps-3mn;n&q=M{T^3|Z|T_qQc z?_&4S)-{|>&=>0$sQ{+|icHned08??_3z5OAG7rs%gYhahEjVMV&RMmodR1Ss5vR; z-=POtj&)pTh@C0o{iK5dZruE67QDP>pXiskB(-9lq_+~_Pw6@AS9+U(b><$9L2}^S z65hI=^7jM--yY5(rs#-ci2M4(tXM1V`lhVm9+kRc0Wj5Tbo$AM2(?_X3QnhzIk(=4!kXvCUV z<#g=K$syP<3Ms@C&@@As$^qScka_9SXl4rxHJlh67ZT6%9(>!5GF2<1D&X!4M!Cu^bL0a;P(o8nu;{&iNKGq>!U7^`Mj6Mr7<9d^#~vYECm7NgQvAiojHp1qq3Yk#2t zkaA?+R2BmN-_L`9=1(BJVS-Q3+b;>7Ye=7!zjhSujP04~aI`xWm@yIPhRSf^HeD8n zik?%TX*$g7IXnU1txr(hq}OUZ^W|(*^FfjhRQec8N7$po*0YzJ(-_`gIG}crdLfZ} zO@hrj+-LblQ2|)Yl92r6APe#)mFazmyp675|9Q^c%4>57&ST3VvwEEUgKOYtoP;=kP-Cq;f9i%`lh;f`}wxa}!y z1T$vU9F}7yyHKD^-;|vZ%M+%)xPf|ekpjl7#vDk|%KLh$u=j9}@cr>tIy*>*OQ!^2 zDXst)F-ru((zI^VMkXVIR~6?HDFq$o&iLRES#}7$G@kk|m|7qTSy{0%*|9CvHw_4Q z&rX{fu;wD14(Zim^be{2qyuJo=ZjCom8NG`ly7b7SWC%fg4(D#S0FE&^+Y>7jkm-y zzw)bR1IWoiN91bZHk3bE;#JEXh~UP&u#;U+8ZLAFQ>zlcQ%L)3pu@ow&PPL-iFgB( zYDGihm4SMPOnQz*r(8aD&y^`gZa0Q6W;MBJQf}9SG_ODDxcg{-cWnurig8V8K~WZ8 zlmUw{uu5L$&4KR$kCkKHUl9)MXIfZOT86A#Z9 zK^eMsxA1{&NJ~rZYn(BPLb%HJnz$@ZgLZCovI9g9f+C{Tho5GHU_N7M4#<{8iEtEB zk#`BPO(ob6Cqx=o(OR`>Yp+DgmtNUHQG%m~hoy_;FWnsas$c`K+MWiKwMT+>$vUw z2U%k>_YG$heh(0rmz{~D-NFT)-pU`-z}kBJIyPBaV==jVXFMh*^#S^L$MhTk5`zYh zl~DRwP|(EeH($2@xbJ&hh5>BMp9vVh5Zet8hY{M=8{Cp~uH)WAxWfF5cO@jNU zLYa{89S(=Vjdn9eO%?_|#Id(ztgo;->;h52NIAP_Xb5JXz-!lJu`84;J947lLVc3& zjJxDHw(Rt0SbMxVr3?XcXW{*DUDfNggE+NLO%x%lGpVujSs8I#D(XM%tv1=u zq!%q1xBx@L?S&liQv%oVmAc!mj{NG~M1Y!yOj>(7Url)fAQ+z9cbp4;@xJR!xJgIn zAh4fF_nAsnv)XgEW@T=Z8S5avTo2aZYuc|acN^4elr6Rw%ZEyVIkWWTiRug8J0`~B zuGY^$7kq_xH;l~4!Edg4hqRelu-n^Cdj?atft`968Sxq{bJbWiYu2$Nks>A3Rdhw; zJ;?S0JRp`y(fq}NT5*EStd!OfJInjQx*6c$6+NAUUZ8P~xyhd7_;JvzEK0vn|L&2V1pH0xg z_oRQWxyxK1OP``}ngl~_*EN=g^^npAF7eUmhVjWinH_DEZ0k^J z@9DUrsWgUJa@2o{9Sk5wpv!c#2_P5EO#Z8pHLJYGFcWbpe z_M?2>4=XIsdwH8htSD`5dZ&xg*`Gg!F$VUxjS|z4-VsJgewJSLoKdOV5Fs8D=}?Gp z?2M^MyU3yO-3blUs4{A5im7*rga$|Ct!;BhnUxpC5J?szPD=#Bm*7(L-3?4sfLqvY zFOS0HH&*|LOo?!JGmVmGZ;H*@=kIea%;@MtO2&&X9f6_2A{?haeJ;S+(Q?NLu7@b1 zV$=1!kqQ5_yRO^^xuM7+)P(+7dyAJgRE_TwfoG3Ebuiluoyep>mntoE4_QR24m8>116oOjyLKvzq?(f)BFo+4 zc$~)=UP;K&iL1l{fVilqsNECL;x46xYAj>wiJoOwu(pHZf9I*%6H%BV90h|5w+q<# z`xOr2m1Rf!mk2!QiyGiB`5oidr6Yz1@XG+ByJD}w2%-BePo0~=0e3va#RhU&+cADl z2F6QPa?{kiENQWKz6$Mu;Mr=%3DSJ*KH$VO(aSY7N^W3@{sEakyX>0!?1DPNHAx7H z8eyS`FHHz4XVeJMSLD9xODjc47G$20%(I4gLe3oE(j)9dJ1E(J7A@I}>~qJ?nzPV` z)3MUb)S%FWKy&B6TQh(z)H@dqW*cU^Ud|UMR$Hl|#HD@NFLR!A>bGfqi`IkN4j<^E zq=Z3Gd?2<{#!e0$+j;;NzcZN%B0u-Cm|l_JTvn9G0RWQOp(r?czfR2eOZY8e!q$9-N}_LYs~0Rfl_EOEEXmQOTYbbCJY_WXQTJ zrWg1-o9FRvbWMX%OX!mJ;!KQt|6u&RtUSf=MVXrBw>G9F?qmhc=r8$SMh{5ok3Pyf7DcH_e zi%HNb|KzX&`FlE_m4w`&h}!voMAfZhmX+#USdzov4?*1@_W=KG>BtU|KeA#Jcd|4` z>Jz6x7M;l0YN%dJiuWTl*oL?|2-sS(QQYVS>Gx@KhCt(;PLOEz=A8y%dl<^~~B+olzCI z9i`(k14`!#IJFRk6eMOkR|o3k9R;y%d}x(!g7+bd=s$?|F#q8@XMZQNt)irtT%O@bj7>CbKwV)z_p9jLR@EuR$%KS zlXQkJG3I6^S)7gG#r0dU?V(Pks;q#%xvCqZ!Q&-<~>?v`0uu`m@G$$(`e|ByN%79=%}sxm~fUe>^&ACdbqgYj(h% zVMmh7E=1FB(Ssl86ri&vA7q4smy#VjUW-VL7gob1YgMNN?eH4!4OG2L&8;y4bKC!p^ zIyzXGB7&&~=XOqReiYzpg&vA;;5j~0J%YJ*f2_o9nJUr(P(m|!okT!?({N-lt7S*I z>AcO{-K(#aI*z9uv$WBmlN7WQU8U1VBxXhqxtm6?_ec1|4LKOxT}T^I{>(!`qa|b1>-Npe>AzGv!#y8Mi6XodCd|=}LZvo@H z$TX+nAOd80h$sa`!=3Nj6?DjuNS-GfrGZnFh`w_%X^2t)M-NX+ov*JZ5i51jQx|9b z!hLc=L29!T7E2B%vS&LttP39V2}I#6oEX~OJ(*MEAdv9NTV?O9=is4gDF1LZmpc<5 zRw(#M2}DIy#|8WQ<*v6i@62I#>)f>|`(ua#)tGM`QEC&{a(-FyI!BPkKh2|5(7$ZR zEU_3`&}dDs=L+7>7Gf9!ZdIil%crN}Hb+=(tCcYFAG=?Kzb$ z*Z6%=?gE~x_~89kA9uY9tCoEAe{A5gWN&W|DjNMoa$u_ALH4t*`5@7hm4}41aRueJ z7hb2=eZ0IZ9Bdk7b$Z!DLT6XTPJ#E62Zn-?V}2Psg4red+GXEA-Dyh^`0L~hpEvT| z6}40TvEhh-HLyv$VZuH|U(OU)*_|N=+HCfI4W6{!$Bc9nqWXE77G@z{3j`yeX*fJA zL~DPHcsgCvp4qZ9D|2v|V}M3yAXie7sldo2`6Kj(OSdMK4fcU`4M@jE)r?0(CUfu8 zyHyKA5Q1H9Tzg|@&Yr=Q3v5D4H?Lbk`7u*GoJcIlY4M$--=V=3JhAxROis`VaA|_I zV3;e7$+_NDky3$>azrPfha0A9V~|NzjFp~U34Bqz>FO|3eJj9|9yGtf>cKEdp?B8V z{RaDtk_QmlsnmqN|5l0@xhxyGZydRX66ZMXhQnh=+p~L={%i5-nS)c&^#}wRUyVru z&gX|EtmevSFIBZ`KD5aRtUcBn!Q*(-Of_33eK;ixD_OBFSuva)KI_FeOHUdg{%fc( z95c``EY>Fd4b-twCylkv16p=8(wWUXd4m9p05p4r8O76Eo%V1<-zJ&hlPv=mlE?DOW^=u35?|u zVonAr6A4Z&=r9k)(ap!T0}e-Vx{|EZ1r40+1}UD&JmJhpMV|SKVp*pX-|FFQw5+e~ zk!D8#k(95qk&w9}Ku8-!RIqeM?yxUzEU!d&>cnrak~=A^^s>KgK^}dJ9iGfCYNjy+ z=~?JHK81S53B3wp-}GsUnCdE*@;-iRS#37vj}(MMvrMFU#aSq9?fH{sm`waN*sWYf zfsHp%bN|41E7$L2a&g(+6PM^S95QC^_XeprbX&aC(0+q%zl;84cs~0b2Munc&u5KL zjnbLErN4X&bX9k{8T><2FB@QD@Tke=2?LF8V*mA`b;xC13q7))rxd7ROfC0Y*g|!f zfky4rjrdL@hXbIGqDtJ3OGy)*yT!~2^xLR92G$_b)=AWZiL)s{Uh2{SHAbSg7 zNEqjkb{n3fqm~w#x48+vqB3!`(X`Z9S$xYrtia)Y&iKvT{UQoi&d<0D^CtN}jjx_B zUQ*3tp8Q7xbQkPH`?%)zRCg3uOZ<>fSPj*#YL<5DtfFHrTxa(yBp##{A&=^2*A~E_ zjAfui{OiogTR8o$eb~V$a?bq9OaHP~Zo9>F^|4=5zP~^R3WW@|ie1aiK?mK*A^*PK z(0#EW=c z_F$uu#2zEb*to?yj#IWrKuHX1sRCXs0qes4Ar_JdkT`$$fdOO9P_7XcR5R9Tzpu0G zJOaYi4+Zwe?Ou&geP+&VP@s~6vj1>PzpLAhSOTrQPZq?FS5AK0&Xa; zc%;@(e103%no0@8qY=iqAs6+vo(Gayu|eR2Z-1^hU#ZP1-_j9v!P>-Z zO0wm^-)*E+n+>$UZ^fMMD1(!I*T6?)e%3Gt(%9c-M`Lh~z126^_ue>u$muFzzWdzH zO}q(29x08$uXyd{{o00|u*7-q10du{8*;N7t^Q^nPPIt3BopAanNe0r3v$*g<%Fz8|SZl&p|xigZ?oOlmPu8 z3y0k5EB!HP+udB!MlXlhgf1^RFWvc&SE}DG>d-KBgpg$dz{Q*IthxpPwxFfI^#BIw zw}>dJD8ohQO&LMLOEi)w>EF@<2d_AI)=gbA)40qYKMY{<))3ajq>!qzkowY%1izDfo$6q|K0)Zq$kF2?IZ&>%ugGyCcW zBQpd&=2EuA)yYHZ3can++Xjy6{m}GxKr&GF$jc!Q(WjWyhd_00wx^KMy0I6xp%@wz z-6d-)cn|ByNP0b>8-jXvlFmiWfagyDuz5Pyqv*CiOnhVtFEdG@i`Y|2l}6`{w(KDSFeT7b(e5Flfhgca4n{P}AE#T`nY;-Xxi?&tYM0A_ z3>#^#k_61a_mR~Uo4e$hy`O&noS&!14fq@jAP5)17vf5qq~*8S?#IO|qp)h2D^KHM zR>8iapQ_A9@8oFX+qgzXjZzG)Z6bP6lT7jIR8GHDe1C{3XAhz2)uE?TQmR)JrmEv* zEV^Y`gHC=U6MMj`GnO^Jjovn})t`KTG-hUiT@B3(!>lw|;hc#M!6(UXU^X>cc^pa! z6N7r#Z;XLEAdOu+kp-A&4ptr4Mb^TtW4OuoTi0e^3V{dnI`P@-O`P(NskkYY*Mmw|3dv&Q6240UCuw#O<3Cc2Ee4l(2+06M)@2a3s^JUaN#-^G!r zSpV+##?~y1OoI2|HK-kT|6%iBJdD&8ddTj)m>Ef-!cC3m59-u&OGu(Eaq@Xop1A19)b|EBjyQOW01EFB(o< z6yH1mpwI!CcaoiAsE&k4T+u;{nopeUfUc&|q4>&jw-$v$jOM1d2xf2e%-f#vrZYrW z#YFHp0{Ar@M@6Ex%-YVJpi!`9=pxZVBjP6JoIka$I(J2t{K3K1gwE~8xM2Ux(6(r$ z!F+feZ?;f#L!n=KP4_x_j-j|cMO@?Wo~a@!N|(R&b$Lw*UJ^ydBiYgqBvl?)ibNK% z;mGb^>s(N?aEOHJEg}4Ic$vnMw+qR3!W)X`&f^TXBE2?2#PVsbFs&F*CFtEGApLka zA7tiWl&a)*6U{{BJE**sJS&QDH|+0YCf(D^bJlS^2U8k`72Fo7ci~Kq9Ls(bHQwI4MAR-vCX3&atl3whGv<_@(A*ND+vr1l!34L2hm5U#d+vW;c3W7!@9DD}I}hTo?s(Q7Ju+Y&lP07D z?0Y7L`aCEyM}X!(l+bng#w9!cU7`coS?J>o1-|68m4)5-S-cp+#`vH`xMZx) zY-=dS^L(%4i3o$~M7I5%d1n=|3N&R48ZYvKF5;R~VKL{@V~ik;Ipn0e*(`kU&&_+vL(uZLq6Z`UzI2UWzUUq+Z^sFt;Gm{{D-eq35;IQ(SckNGPwuO zAG8wVuvYctWz#*65Y<^28|cMjsK?p>h|&rs+e+d%6*#tYD5g^{19ObDy@-G1cl3GR zyXV8cImfBljY;p;V?B;VZRHDK$dJpUAp4(S2JDXU6oM&>G!s4w7$JajRZNSsj2vg*e2sBxq)!wX->fng>c#o_j zxMLq!*E|Z%<|;h6aUQ;!kEulE7_P~xL3N%GM_|p1Zx>hMM(}3{P%Kf_s}iP2pgj?L zSer8dv;b+l(-IhW9VtUOZIjAWZ21RaA$8Ni!c0z1OE7kXM}}g{dt1!zN0$XVX&%DX zrcss+fu?IrB|$;r;qUhAF zEl-+dZ3e3a8|Ap!b`qX*0yK5|##6r&dRT4{)7Go^Xd?y;0dmB1;Z#IT?xq^O6*{iW ziyK6`BvhX6KebI7+P6j*p#d_ref*~rFLmz=^5pn2MfZEQM7e96yYx`>`k>!%i(G<7 zb!fs4@6LePDkx7^sQf4*38g6RxOT~zNEHA;jW6yt)*J~g|FP@({tiyFNv74bsR!UG zMABT&-|YYdkc1<6DpKaR$|Y}{z6o2#GIE`nClfIQ>e+GE!>6XAtb6^^wg=hzXxQ?| zs^mWRV`k;V4(g!&;i>lN2JMijgf|oNEp{3;=2#xno)F>AGudHDj5N4g>hZ?tq`Oi zr{rsNUie6z&_(~=W$1$Aw7!VP&svNX?N0SBERxxA{c35Sw-N$ReiAHgu%sJ2C=|`E zJvd~daC9OFdOs%gb&}1cR%qXAk*(|mQ~qTr2?`qxNhaRjpQ1@YR_EFk_2>FIkZx5M z{Ym*639WaYosXqWhpH;q-hBDmd)}&301I^3pji!FVAjR`T8PI1xk^23cVU_7y@U zxbn zC{NVOq83%rc9=~Lo_MkjE1|jd^OV6(aVJhl$t-%%d%|(D?qhUu9>Oh#V1m;HVj>;&0Orr z*509WWQ;d>w)W97CkQZ!ds^TrJ&1|g01UPa=q zOUY~eAu#Ji>VOq9|?s)!%;YbldZ0ODflX;v^BHf8trgk?-V*#7&! zp2IeWRrj{+6AqR(j=d0|jP>b*nQo@Dw?4Gi`F2|`op7(8E~FM3tK7~J@B-=aZh(uKO0dm@sgU(06(*lf|HkBgj|czpCK-C-D(>f z@IB~kAZm3iR3^JN&5u;`ng?l6o9uc5rz7pVj6;GpVeRzS-&SLSff9mf@*XabDEclH zIw0lXV$3>?Ro@>24vzz{dbWzHacrv6A_qgcBmAieCRq!5sOpH%QnFQ?y)xVIP0(B1 zazZOXfl0Tbhlne-3B;7H@J_7ZK9$78b~t82U%lv(8IuH3qe6;!k%&imdOneN@9Q_7 zULd*agZ%c8PHfZ+BQ=KWX|-KjUzKK%K9gWUJMg||@mk)BI52Mw7hSMn3Hv#(suMyi z2A7w?S951GD3o*Up{(yQ%7xg&Bid?f5z4&O0({p3Xc?s3m(bR zD591K_NtL$b%#S)!iv&^jNY@E=Dhck;hl6mNa3~T=84f0li?tk@21y> zyV7<5#!$lgz!xvD+Z5WsUvVh62HQ@Xjb)as6=nXAz-wqwDs8o4@35ZG$k*}n_#gUt z4G(ezjD4->brKEcnY>mGfmmxiQs6eySFgpsF{)SeAThssNW%@qHR!j1*BxoW-bF?F z|0WEvQ)5&V0{TI?q8O6m!DBE%o6@zX~_Tr_*!;??x^mk@PF$v%~-BhXS{Pl>GoO6AKZNREPj$yD|EAF5&bqZwL&~AU^2l>VTF^jr zcyP?y5yqqxPiPO~x^>=i8YA9$ITf3`Gq;Cx1Hhp^WxzH09g#Y99L{S0aqqt`M)|&0 z`Pz26M~eBM{*_dK3WYi3SC8RMuC>KDR8kFKRnes@O#N01>TcWl_h3CZMSlaO9gTA0 z)B6L?FNhFmfGK^HYM&#EiE-}6>`K{^Ouq_udG4PMuh1*veon8}U(qmay5r!HJlW&# zpk4=@Kwo#~{S(!_lGG7bHR_4A6fv+TS6N-|G^|Vg1y%Jbc@iXeE&gqv4 z(Zi!k@JjEtP2=uZJXw)bq#oqY^JH#Us+g3kMEgKm6f zl+Q#1baal#5ok|^Z>uiZAZ;Woh`jkO!Fl~iNlTwK zyuOL3Wo26(qj_)g*E!PjqOgA+9jU#yJMY`mb#Hba_1N7E=tG(5)mp3D7K@8_YI07v z2N{H>4h!1qY5U4h*A*AXJ40vKLO}`GEf~|zlZDp_L@De}t7%!QOp1Z8DZd)LZ4MLz zMmA@u6zGC~zbAH?cEmAD90seP6twG@BC%gor)_*X(;y}J)l%m{?8QqP{p433AL)##lEfBF{_aN20>EpCH@glxbAifsYz;=-v~jeiOd=eW-UZ50~1i zF@^u$_<`t@c%+^VCFfcR(!5%&KhO5mdNQ(%6tSC=sDMUl>7|DjAvw_imdOPo0M{pq zas7P}6b=z;HDVgbsb@YC_?|sCwChI12F#thQH?JaH^UD?A50Hzz*95?PP3W7xGPVy z-`}}hiM~bVS>poRM{`Xx+4(v!!WOgqCSNOsoM=g53EzsrBQjYXPSp+y1bCF84o}S% zpoC4GRXP;q2#VM}%LTJw*g_o`%8nA#79w0^9geI69H)(^svU(qRKLTsgX+K-A`|qk z`KMnN%VgTw;kBZTqbpLYNqe&UZ!-|7^mm=>nr&(BX>Wi|{;5%wSSh%D>~jW`r@8QS zIQLhCRGdO)B~Z&4j9HXDB3G=pCEA{OEz1=$Gp}~#X)Xw{LRh`l2r9@3G9tE2{J-yv z&$ug%8%A9Cl&yG^R3l!>fFz01ygc9G3#QAJxRlkf)slhN8Hmah&+z#x+%GvF=K-sA zzJuzbXC(92L?+I#ghC}GW`;DHm~%kOhS}xbRg5yRWn&cDSNGmkpw%z477kIV5n3uF zu~#N@uLW*2Tt4eGZhf%V-80&DSRXMU0RsQa%c%!! zfPt+U=#I4yN1W|!vBYUlPJRd$j*%%rMA(QBuVZk)yUk^KUS>M!Omj`!o$N+lgl4na z_0?rp%lJi0P$pxbNXmXx5U5-I3n8LMqtwu;@bYUV84WVl90SqH_b3naZ5>w+Nb%Dp zrR>&m;#_hqHviN~h!U-!7p(V{6eh2;=lxLKX*;eBpJt$KaSmO@KxeM-l)h=oLr)Ce z)=A{uCX3wVYqTGp8KEFCV~6wy2lOMss2?UyA0Yo4zLx~pRelt3GlH^Zv2M;guBBZ$%h?VJuhrK zpHvcK%l&D6L2{IB(}b8oO@!8XhPq5Hc(2=-GER)u=D{43;05{|$BrUwCBSCI);M{q zHIDj)vNs&T>av7u3C5PTY_?criCnI2|&68nKRe}K%NPo}0y7NOtYDYDQ!pB$OA z=v$8vhyUQzR5GZ9CKk}6g-q6$R2b9zwi%JV!9>gV#Kei;U~eD%51Eec8NkpQ+SFb? z@UbPqpRUH-8f5u;Rb2Ubb^AB>8-kIXl8t zn-avr{tkawNSmir*`d>6oisYjy%zq>8oG;WFo-{-Vd;o_U;5w{oa?wQJeK#{6%p(5~YYAbPK^djMwxTnVs~ZfQ zvG4KkYPb-{^$vn#v<)Ds$XRXyIASxv5%QeJ*MHF}`%Wq7z`2Cd8Y5H>*nJ%p+p}ti zy3nn^W!Tkpq-kQ0z18@MKsV$=@u(ifa$7trej)&ZfFjd1X|>N9ebqaS*llT7bLvzR z=4X0X;s6Ux?WWeZ9QMC_^g0;#2CO||+4;T&(ZsK!hlg0wVrz`e$8G&U@{7^~5eH^5 z(UC_?)(z+Xi69uv?(w8Y$yM`R_RB0@JK_Fq;?q3u6A^epxcsUYJ?J5AWuSjMoFN4| zy1=!JDl(H=C`kxbt-tEaGC=4}T2jMbEq?reL;DS3Ly%6kvwirIdo8|s#2xebKdA9k z&luRqf{V^@yC=yMG0|cN@OR))0q{gU@-nK$O!rEUl<^c~BPTD8bwq4I<1*NX)@0)X ziLx^q19Lfs2frrOh~`vKNo?5+dkdaLpLr)NN>})@nW;(NO<%2#ps$(|!_6Gw<}x>w zSYQ^=zyzM;*G}d8D(yr4ZhB)Bf{Tbjn_h7|x`bTiW^!z14RN}Wq2YDn_bN&TkhRv3 zGZEj1cW<>1qt!W*SuT9%9$_QtX7Bb3CtnM^Y(!IuZarT= zn3;*k#WGW$ZSaVWm*N{_LOgv`WYc}+6wt$_Qp)#yjSNv=FJ!^t7k)uGTlW=be`g?7&Z;P0<#g~H0#9V5pO_p##- zcYLZ2`DF4U>ijuIH$LkqE&rYI(dhYnBsy}qh{}g= zNpI*qPD{~i7}$UPwjF3=0i{p1p8^IJ8HigTiSV3{U3*VUFalEeFKv=n(tU_iPK%Am5|%&1<7B*XGX;5Efy0Z5CDn8BM7+QK2`7E+bS`qxI$B=O1P01l%^)aK3uND z=QYYJB00!jU`HylOS(2kn@HIRt6!*lODF$>!>jQ5(XJ8z*;EXBi&6CwE6G;~()Km+ zI`W&2C4XtXNY6);eEnih`8hGW^{W}GUNcC%4@XXp9tE`gi`V5cv|_3Zc4OrRr4fwq z2@jpc%MLE*E&pOzzD&++w;a=8Xlq_;;4U5kNDz>7+1fr^wq|YpaV{Z>dEALwT(U+y zhTD(9?^h=Ks4rvSD(%+&RN2H(B4p4%MHv6I|MNrf2{w2Bg1cDw9yA{6q@0@s+PfAP`P?L*tRzd`OSQ@95V2M1uB74(`%I&cA zgE|8A_*LQR1KqI5z;Q-}ekI_Vh?ZoN5+vDJDMy)cmEj%g(A?po@3h~|9Ll8#-#AI* zPZrdaJiJs}rvn*z?OymU*Y4}s69Wt6Fk48GK?Bh_iU9>7Mr_OTqk!*wlcP5JJtlrK zz5lr0KPq`!)?W51N<5bANn~HPgu3C*nV9cV%LB$ z)M9~Nd>+j3n&s9T;)7f8Pndkef);e8138|+EhcOmuwMPw>>~h z!4Ftl0%zi#ZJ)CGSC^8l=XNDASl93-YCBXocg^(hrl}1Q=YuSSe0LaAq0ThO2c^6D zoi9}5#I~UD_$DF7Rno#c3?Y6bu1HQe_gAw1FN1TS>+bPnH$4#rr(YEOb#3>(w2+}_Kz*Tu*SA$h7J>GC95i(`UU^D5YSo(&9j^_^?%D~FGSzh zH?E?YUOk$2R%O>VE>}Scza^f9nJ&0>*1J`POjTTY!IMQ}>weRJx4WKy-NPm5@$zd#@7cD_xE- z-y?XeTVfwL8;D@$6J2GxwA*Ay+)Eq@?_Mg7B_35-2W#WZ?8k^B z2@KAX9Sh{@{}GJ9?7=a7WREDhJ{ChfL!+V%RdSU$TLmk^5DNSgv;F(wwitHSoOz^?W8&EB6W>#g{>{P*#$KBl}EmXf&ovt)5v zBp)K)ElRv32%>TU4Uhc)ahOqPZV$U1rRRW6<^^lk;GQxa%_g#N2Mq4Vpn&}Hj&l+A z7~nij3>YW@mW7WtuLf(6*owPf%t*MQRI=|&xSj+n9du;13yzJCo8WEniuQ>7GlN{> zNGy%dkdpKyKoN@iq=&5{8=g`Dn;rj1{#FZVt}I!wD;RvmB(4nAwZu(Px#GC`BJqmu zZxwu}K9CVnG}jz%uTI1)Ddrg@FFEYmhqBqV)rX7xo?KkAI@><6<925V;};e)s7<*(GO$3rs*s~vcd5x5RRrVA+(ylCTC5Whp? zaa#>lTuB(;OXGf4>##V%9I`ym)2UQiztvBY0rRs;A8}z(?1ZilK;OyK)5k3N4Tr|W z#v4Mq&`W~bvh!dN#&AXd3$qp}sF!fEj*5ji9OhJ4w!0AeB;sDjifX!{Hn4OJcsIZS!4)P&%w&u`XJY_3 zZAc)xC;X(FjKo(qQ)ny=UU(-#+I%(!zffqrg)q2{LdV`0cAoR+<6S7~b5 zOaa<1g}PwSgxr6kPMIc6aE!!Fn?h%pusp0dJFupOi#wS0RojtIke}I1krB>;;T8!z z@WVDPE)rL2Z9c<^=gI^VZpC=VDo+pYv$2hbDQzq`fdw5#s$4-Rir18a4|EE{w@g5n zgctJK#YjOVw<6iF_pjvtb`hw)FxVcLK$XFyS-_<5ZnLbXp^W3J=}8 zD(Q$l8xN!EhJfgXYm=9}B*EZNX&Ytpu_|>}1z>|bF~WojX*$~p_?wDD8;G>K6=I!k zR1|zPDGJZtuLVoKbJF-i((U)XF~*126M^W>4ryJ^4lo`A7n-Q965%*)*^d6BSl>07 z7N(el*<;n&Hepjxy}^%9t2yq?X&g!P`i1F@4{5`*ESE3XwP|Tk#47h2W2@Pfq4}@t z`VpSH>;iVK=GLW$XB%l&xsO|;h4f0q+dTip6h+(vlQUX`@%%#~KsRw75#JRJ>v2yb zeYeIYwJGM+uFW7+k#frSn>(!~&e?yqLG6F;x_~g7^%$brFjg&ZR2K@jO|aj$L!;w+ z=f63ECAKgGi$|2rGS@qMZde<{e1SZJ$cwWv3H{?`A>Im-tgb@*fv%^E!Sz{~U8frd z-9kpc#{fh!t3$VNVpc2!sWlTP)?GmxWQRl9145_ywIp*Vg@?nR0B@aBzQ-P&)+9mhm<9j-vs&hPb-ppv zzwN&=&NP08uc8(>AsKH_zFCo2LaChu$}t93W!YSkAQ<(a-bCm2?&2yHG~toaEu?Bb zP7L-<>{rc6D6+|Uy31bjX}O{lDJsX8Z`&I&ID_%=uLobyL_^(DRoICF?DobgBm8K7 zv2OAl-1F3()KsL1YK87r42N=7h-Qr!TkjY)pap-pYaS?cd4}!3xAO?oW6y)FwmPSc z(c(<=XTd7AM=dXtumctj56rr@A}vTsEx6^UU&F+`e(AyMv&Mf^(i%+$d~Qf#CPHhw zEzY+-g~lm!z1X!wkWZltEaWgLEC7&%dOVtfB~rb! z0k`uF^?Hw~1=)WRYjw$=QA#u#0k>jvBVHIhE*K&WEx@ieA09zONDe9W2 zBx8;b2AeQT0|?2yHmfx7?drHyX8pzxDUiEaxe_O0SuP_cd! zS#pDgZDmmeGf-3k5m0YNkTihpn9v;vP8jXjmrSCZ z`LX~l;z|0Hbimao32@n1N)(6`RylAW zb2Yl*1U!KKp2&-S!dCO9t3;+S7H6rWL$9CK*7JlR=M+HuTdBt4M_R+*DwghYVs$gh zov$M+L5o8)^7eQl09Bm5NKZC+S%N=g-Db5&nYR!p6Pw;bF!l~fDV(NP849HbnR~HO z=*Ti#ESPprv&qT7GV`Z}PA3B>;vfo|8AqsCy=+n+zA zYcqS|08VIIHdb3$j#RaoQ=M{!wc6~sZx|(JOj@oe;CJz}8ID_hb>)%;J|HPr zwH-BFp_|?Y%=cMEcoia+Z(6!ox9K#tn6w7W>yV9_DJS*@1vaGgC2^+%WU;aUsz+5L+3k~v`{TryWFfa!eftVZ@o zWD+Mwo8QkG`?x8?-AK8O=YY+2DX|306vY3S9oBETlp8A+APotuIv}4B|&I&5_qNyV?Ub{Ko@zwFNAjmD4YW>b>ee_eDoj7OvC+t^`pLjcT6WRO+OZF%VqMB+zw z8VpJF1k@!%HuJve!TnefD{GQWc>+*|JpGinF1!UOkKg##4TfP~1x&7YaL9wdu)s7V zZ__SU$BCB8(k96B1+3g4QWKKm-WScG(KG}MN70??ND}}BKnqe85>JZ;O#|uzia%8EN#5yg6v2$3d=Op4hX-90c8M8B?ARo{@ z+mG!nPZ~v!w1j9rt{XzAzBP^xoWQ?h^i_cnN+8(Ul!_Fh?8jO6k3q6)cHpEnkL-K9 zc;WU9q>sh_dGh<93u~^AucHfg?hnIe%!XR-Q#bX>mcln*WNy1}hdx&5@y^2|-Ea%a|64zw3hGL@|NUAgv%>JMY<{AtT>t3JiM+K(T%hw;bTbR(6bF9ytd z;%S;V^l+ddG3@r-qlF!_am#P>VuD2Tu)g-^C1A5SPs>n4{zmI=44B=X>M?d!Pvq;mLTAbrcp*#q%%B4Tqr$hH??hwHl! zbWrChGL|taW4y3oJ4#D;yOu?$on2MO^7vzPhkmN_AyH1KFxbvOK5d0!43kYwOquiG z&ztUR!Tf0-sWIkqD=li2p+8xuY7!B2Xv4#(&1-XSf+l|Jg?p_lxXvzC7(uV+!d-6x zmBYzYu~l# zAhXmqTz$+H8LQ$G@5ezlrI3wd75M9HV>x?5`JwO$} zN=CU%Nqu4KljM9ggxKB+v=I+hweJ1|o%35xRgF0*`DIhuBTHw6oWP>C!#iz7Ol{KBOepZ{3v*a8D^r80YF@Roq9Wa=B}QPu zOeL?hza#5!7%Q#SZ*g^P*&qoCI&>k1UtkAocTJk!ma>`*7epa%MOSs7RTBSp_B4rh zaTi%X(#ozaB6YRG2CQh^lnh<`ecH#MdEvN9i z@-Be|GYj1jy2mX50^TtawhuNQ@jjEe1i!12SxHVz1ZO=7nT^RqZI8HelKyddaOok^ z(DII3o+AFO14sKD2AMBo?R|Iq8P@ZNTwW=$MXzzG_uRP18vlSx09}<&s|yBCux;<0=&5CtU$5OFKC2%79~i+OIqu_?YGRS z4UW&pn7ave`HGS>BmeFHSUZP$o2{;D{dqQf%mjI|TVOAEU==H&0yDcB8jv%s|qo}=V<~f?$fo=hSV{W!O zi|a2sqLsesK8WaHgylEC{lD}HFQNj8&HPf>I*{~8wXelM7>_eCX0C%mkQ<+Wp@22I zd~mQX4^KiY%iXs@VxXyfib9A@*zBcN`<}qC|S5{BHAMLLVs9<7_)11N(3|ja9eR&o$ z4AKGbhWD!ree>;H{@OxD{G-)aKy-#Sa3=)-iO^<5#B9>PB; zY#GkUxFXolnr^Ut3*Ebgpl@?Ke(pzC=xp#n*4mkSmF%z9mVXO}5?MKz!`qk9^kz!x z&d`75K&7Nrw=!^gvv^)kq^fC4mY8~Kj?sjOq8`pX0CEES#cqw%3lPcI5RP@BgFD+< zLm*{)Bm*YSIroiXZ=wlw9djJpz8WK0+TsM`GE%%W=4oZF3{ef$Hm`+4zAsnA1mya& z0}UToakEZ{g$cBR!&tbF+1@`>bJ!Y3;V4{h+gmB?gH`fyTi$v(q84f%<>;aTdtpH4 zMs{d|ot$A8_cL+AH~cA)m-46bdRNK&in^x=J}X+na+i< zrH`-XY$(K$`BkdfwPdlXRvjbg4v6gWCzh`>dIRf>LDyGt0k5Bksedg3E|l!+;(}f` zWV0vPKsi_u0g7MSqvdonK&__(5>xr~+aS2>x9L6Gb~K|v$2ldaIA~>F7jai6cb+%* zyB7ixnobQeEas7|rR-UFnGQjE&AI`!5nz6*0IWZ6JrEGy68tkqx#n3?Fhje(wEM$I zES0hdMKhNL{R>#$5s~EV&)61hqUdT~XQ)+Q31I{*mhepWYYPthO|G5KHqljSkn-T! zCmcq}eCDu9X%WbaJ6&h=`siLwojU2Zl;@Dv*{c?|0Tm?b+p`P(NW6Z%qaQbO1$R6) z;gO9WT=;zN^<}FUE{e0vs}SU~xR|1GSi3QBgU;92_}j|4YELxt4F2{INeO#S;<9O# zlUlOtKRW-AvAo5vZ(Q9kt&96D#4uGfS;{37;gkh5$sC>|$if`104(m@}PvBjj1lRaBBLJ~Ad<9-ock^=7%T;s;2tu%3HKGCn>;{$Vw zAb6q&<~A3-nyzx%o7BhkWCc7RG>4kMS6}_ zo-jF+sl_K1Y-xdp>miCA9GjMbs)RAElwiT&#r$J~NUea*^M8$ptV<56g*}@L0$_=^ zR?QP4o#Pm)Nap|HLj9XnIr`j|S#0(7CoxiH94gU#1vcApSDQZJ$udzh8L|zG$l39ev$S`a2|II1~pSDiR{VsLj?m9*z z($VjU{d;o_x3_H<6dU{)d=&`*$>TUM1=i2tP4S0DcA1xbl?tvp>h&}=BXCSaFe+5t zegSn#(62nCl@Knq*65A2J)*4r%_%46+oU?%PT?KA^1OcLTC3)hE*LYtB8*&n0NGY= z32>QllXvinxgfRpem=rECfTv(=ek4`>&SMxIFEoagT-vKH^ka0TZ0}RTq(=sD4OEu zS8`}Pf{Nl{)LRoEIzemVymm=0Ty;(ozy(EJ{&8-gYr3z!Nem`_YG{ci9pi#ikQbrP z7K0nQ%|ukBw{x)U#fho8)ni$7I%(WyPvyZ>ZejSgQ$h~xfF*g8#qzI?(ZX=X^XC@n zxfe1=xDP0iul#iycUcj*ZTfTFIX{pX=m?;aX7fgT5Zl7jwdgq2PnZ?vwE7-M;(mZ& z9SSA~WyBW<_KkfD%(_-A3t#kXA18c_-{q$5TA>}Kp%j~U>I(zi+vMurOeYzp$V9ZZ z0h2_vFKUqKT=JntW21qwi?;-Wm%fykyf@e zRK-)J>k4_c=@RmOr#yvY{Htyit=L%9e z>;mkDlYOj$>eB?hryCeGZk1bpcq=nZCxvvJD^H#h`wTz*gYoJ~>-@Q74i=5}bR+Ku}+6YK^_20Jeq90w> z34N?8r1k)*$&P&hL>i~&F^q?gIN(895inC}nq-e}gQ9I#lK)#<9g(qzftmSZ*8WHsp_n3KQWBt8M_!2OhX!7xpS-m`C#Ay*!*93);&rM zaju3RKUyfj2>Zh#8W*Awagee6>Y?zsruN)DHmwLrxXf#@q$Q5y#WZY2>7dsn3%uBG z>086S)xauOFXw-5{-VBuAc_7%>{2CVIEflOZL|_%ILiU-OFZ5RJxMQ0TmuJky6p_Wsd8xk-zh0m zkF#0DLFz^FFKZcj@Ay%;uwtk!5e9Ivk8!n8$vJ^=`b!O^WHJNf)vpwRr8p`MJCo}G znW6bqTLVz|-#K2emm+|-;EvY9_g#Yq`D@!yV7GWrzEW`?*C;K%t>KFgZ9xCy-AVkB zGKj`{%zkn54lMXCLaXr;-`4T{RY6nHMVki+qfxQTl2+$>yi(J06v+J~fV6ux0G9?% zKW!K4--@QnzEq_*=Tm@8>h#75m+7j22=-Ih(VIKnTW?b23Gta`0~3 z<}yP`Uh!_D-ZgQdIDp8M4~^2tRC>zorT=as!-1=ez(@Tx5chg0)0q?Z;RQJAE4+e@{%*EQNA%zrf6Ju-3 z|MUhKmd!0AUkTSunsRwbEmdypUMx&q_f#At$?+(E3R z^&4A?;TMUy;gsuD$1lUAYDJh41fM3_#NK0ig*Ilq=$3dT?x8t;WR{2}5e)(nBYC?( z-~Pw54V*3*JO$Pj#8y2+x;Y&lVHr}rb?3T+o> zlArUjL1)1R>s?R?T@|PhV5$1uv^&L{JHbCL7l4~!#Y@gyJJ&g&z~v}6twI~n;@_6> z-N&&?2`?p;?~6-{rVhPw(<{If0(F_ed1qqnsE}O`wAjYLwzZO~)#13U&>-SE9xTdmkX7b;&G+stVo^0)JydnjQCbU?ezh;9~c> z*GkEc?#cl!lnL1U9V>I$GH9s7HJFJF)PH8@vlJ`~?MR$Zm4hnUzQnWql$qnbAc|VVajj*Yt)Q zT@Pl%_1ti38Gv-)FPHUp9-wk7@Xaq#GL%dLFcnAju?-4^n0gq2vMnLCF=0mUu&c(y zg+h@}%9UcCboUmS>|pg~&S>^8FmBRom?NP;Ou?cSUD0h0S2A)CBFE4WGDd|?y!S@N zPjwV(w>qY6gz|KCN?#`{(CflVKu_EH3t(YzsDa-PipA!HB5Mpd*D$IPg|#7HE6BnV zfpynAnnP*B;o**Y>HH0YDZaj3dUZZ|ot90*V`937R(|=dBsihf2gkyL>dC1H(ojZw zB(-QL>+k*ke9k|I$^X2<#twW>5Uk5I!^7u6?QkXePlDM%j5vWwz=D! z=36mgYw5`aW}060C9RpUH)E4Fw~%tDpDHxm`nuVyMSylJL+fD5=oA{~qnJM4u*avQ z%atLR>Z-o*vqII^OGrC84pJk;qaR@Zlp9;^dSn~rE(EV>3iAw7{!Oh!KYk!slZzS4 z=Z0JKVuYg7N7rVTdN2it%Yf034Tm&8Sou@z$R7Iz8IT}(jEzxUb0`m)U;YI#S4C1T zV(KPFnlWMz{s>;O7oUH7%?PT}eIhMb9YGbnkuG%07sUse3N@jKvCJsxo)jdOECcpRKe@3AVMc+dj6l$KEYJERKgj_uW4` zG0W52{=1jtR=)*>Ty&{5s_HN8bOwkAsM4o9M%9dwngJ5S#ge-!nAsSI8p6iVh z=FN%fs%*wLUWI{hh|G+~mme!@K-~^Ux~uMRG}K-UFI$=DTiIFYn>`<0tALN0tT#ONKC;PH#!$t*%c4psh({RM@cs94(ySt{T-b6R{Pv1DPeYnS)HzHLPQz^roaQa z&1A@vL1SrZDeC|p=(b_vPG?GQ7H z%yy_y$+c7$1^T%=yfeDjy6B1BYH-1T8wlrmEYG%&Frf}w^Pz!9XGV>xP(>tSA6EYvx^`JDS+^IGDN!6c z#u6|)?nS5v4FY5tTfUvRGDFanwvvN5Ve)X_#Py7;#oSH!Am@}m*4US>S39VWp!=?n z0X8aqJK^IpFluBD*tyvctE{P))Gw z0@%0^aSD%9*FUyc+K9&zBqJh^l?w1nhEPs3M*{U{4T~J^?otDI644Mqdr#}J+9xai zTG%VU&!Z7uOgOmn-iEl3BTr`5PPuRZ#EtS#v-8-{fC^VIE`E6(1<^5=%hhw0**&G& z6&Fp|W9!KWz>OcICc3--3q5EVqy?xG2*E;^VNMpW;JUJ$n#MxY2I?O3Kw zD4RoO8X!RmKI2oNFpotj7 zaCBeO4!x8pI#&lpGF!H_=x;+*{y}uJ$ut4CYo`K#Sw26_-JYRF7ge)_hUTYBa=#F`uDi=plKe)7@ z90@Cl6L0Bc(?|0vXhWD{<+65stG$eGixIix?@eSa`Pl^cm#PBGdae!{WkO5u)a$+` ztpH8!crNDaAS6i_OUMaSVfcW%jhm!!VGRiBx+Equ;>X>02;Di5n)*uj+@!r!gw6mypw{QM!7?j%;0%37;+PnBoKQ zHb&1L?j^#-+&=%ePydNd%smu_FZRCtZ##{2F{M}@XjD<z?6%&!lXBA+vO%<&&#xSMB{CTHdxgC zNtd@xthGiVAk{9naGV_kpk=>`c=I&R@Q0?{p^uoX!1{0fe#~wQC@Dzmrw$zf!LG*E z61SQIr;^n@NAV$NgfC+Cjw=(J5`ir0-f{i>rI+$(C~-IYAUYxzm27QGRmIL?!k7`drwzj>WL6;voDSWU6hdm+RNO5m zPFGY%_C<}xCS})hLRw|Aw`6T$QPJk_aGhtSlseKGU8otZ+J+2y56qgz;Dw1;W673+ zsr@;u0owa-YuP(8H%DHS2B6+|h8Zj*P|wKj>aA-u1vS3j3;T(P3SG|gS8JuTf5Lan zpj7Ys9k!8Q;8D+)H4#<;wwTS?=m(WNE*R}T&`s%vWVfn$)zfLNJ&ve|xRub%QW4t- z;`38LAg+n|?;uYHqZ)wQ)tAa2)h+^+L&{E=ZRJJMBsZFSdK_^#F-FT*2rVSjy|9Hb zjc(|oeJbY}?z0n$^hW;sk;-GC3f%5Lr;4mEUwJopokb~?rmnK>{@dV5K6YD5QXBf2 z{#*vLF9B+CwxM}7U_OTg^=5U4Ni;4;E6bJL8WM4bZ^GD;0@tY z0KOp6qiFb;xD!pu+Cw+|D{}Lc++EYNpGXY06s&!dA&Dpe&p7aOULx&jw`IusK993A z94{OH(6?z!>^S(w^jE-;0Bl&50B-=V;H7g|791XR#MTR%`zu0;8!LyKRUoma=65)% z;ncNQp{0b6&eA*&_mB6q^A46R)ny^M)!kuX|5|T@WiTPF7o6VW5UC#-`tOy6d2P-r zCfa2={{nfgQ0qPr*u7HM&xjPWfz1jQ~07#sL9lZMSM+1c$4di-m_h_hP&`~uh zl{HxWgvlotG*M=kw2<(?$@xEPebeS~!daDiQKR;gLOaZ2$hta|B*X$C!DJ9GPE*4a z1BTFhw^W8tE`8VX-A7LTP8JwnbvDG1*A>6=fi^$a9Iol2p+u7@bjA*QRn)TsQbjB; z{b~$E%RpIL`&W{3&$8hZ#w1lAJ+FdiffH8L&q9$5$DgEta|sHl>7OO#{hKKzxj-A4 zVk0S=yoX|bKopQ^X*>?^#;j4Qb|EjSlXScN=hNm!P!uXJ`}QrW54F5q_h5LmSAy0O zjF*QHW0P25*6av0HL*J(oBuhY`Eo(?>SYva!bgj~4ATnCwKt@cbQJ1~{Ei5ZIJ13P zp)5P?TQ8MGU0|`cASXA0*s(tVySaLP0NAsW4{$$g_?Opju>6`%|1UR#D8JN93iJ)K zv!WqN!E~w6S>b-kl1jUEFke$u0NqG-)vx~9og7=HbUSa!LNeJPCg)N#VR4J0B@0Vc z$H!oMc!NSHrGGBE`w??JF`3?lU!Orwe4-z1gqce-ZrZ?gb!?c_1~g1=je>}FkKM<% zpikUnTS|oFBg7Eu(RVAou#vOOn$=<+qxjj#dnJ^nv}EI@6wT}`D>p{YF*SZdFE!^I z?LJPQUG7S!rX4Q7`6|kZo$(QWodG~I=3m(ganA|Y#JzZBua<%qK%6mtAofEuMhVxI zvzT1EH1KIxfPwG0`dMcwMqoa#7wWkQdDP|Os(0Hko5ad0xO|lgk z;NeCEAbXcm93@I5Ox)wdAP-i#bmPEOrzX&hAXDJv@sVCo-=rHJvUr|_nn@mlqQOMK zsy-T2z>7j4&sh$QWxG;X#2CW~SSGd9xwXNyQ@eG}wRLc&k*hee7v5jn8~l=LxW_=@?J=C_a?fY;uz5IV*F2oG48cZ~;^^uOCHBGNzBKvo4p(@&kV1S?IcKhHhB zyJxoG$?wg>*!Q=K)vHiziw+kQ;D1b784& zzlHFqm!un>lwFE&MqhN~(NdJ?cb&g>((W2-BAK04a7l;QsU*F~7F)SHOLHNOBeP|y zv~959HCNgjS9#|q5*#LXm!vrSccQ*lh22Zg1CiNOc^PI=V@DM2O&EEF*SY%W^Fhb4 zkqM324Hf$`J^+#yDE#QwHNE&Vtm&2l zML6l0S!n@T;tCxp&LsJ?LW5)w8(OePge&0We;p$&aBj*yTNK>&xpXOx(7fk@~Q<)jKDyI90I z#bg75<2V(7@i@v+MW*e-4gjKT|q6RJjAXz)cG(|wV<0a1`5SA3ytQR|MnqDNiTzb7C$=R(}2 z4=b(zcStDGHda{%tN}OZLIzr{p%j8yW*}@FT9J83cDT`42*$Y|2@n6}QSWZyQeLj} z|99q|C07h4#jc4RyB<46Ip{sVC4khIXbexV!kpj_N@@Irj!w`9h$#R&Z)& z-cTtdUV~RZH+RJwoYJ^tcX0}sH2EC>lGvK7*UV*lu6w2Q+Dkxpb0Y=A;B;Q{>MP4m zU63Dpeq3Mc|LXCbjWiUbHg>?MzUAQkXN}4pjA*#mv+JprixF^<9w(tEFY`7Uh=hm| zXB_}}(60&9lYi;^4NeEsZGmt&=zFg21$86gRoZG_1=M;=1tx;5Ahny-X^@_;?pZ~3 z7qDrHU<@=Ba`Z1XC)Vi{8$XIhy={JK_D4p^O-nNt)i??gApR2glG_+7zD&dCQfo~i z1rfTz88UXzER2H_Z#=v!>Ps@At&RW0$Fen$JV8tzgC~$Ok0>-nD`~R}{W@sSY2f^X z)}djxa)F$I>{uGwT8_21?Ns2xvzy4xH;cgR$-Adx1jl^^;~N{)oT~sBIc)>Jj8qIo zb3J2cxP7ZlY$=n4kHk<^#`L(zKut(yn-biiDkC+M_^0Hd2x5lKqqTrnmvQq)Pu&(aGMAIo&21pbP+HFm>rvpz-&GoxmGQc;;fBbT-8QIkCFg z!+CPGh|Xy2MwJ2b(ui?a2(CY)e<3tLl9!ID^|1|abozP(CBJ5S<6giW8RM3gOR={& zdjO?b$`DS80~U{YG1RxV(p%B~&X9Jg1A=TKe)9is2Uff#<{>g7*&H{*(y8o^Xf`dD z5~NqMZV*xk_(!7dAG zpTuQiSzbRa>}#@0uN;Jc%CqqJzCnB14sDnLH9*RYk zF|?Bl&B~P2_H~^e7#&3%?Cc0yRfa4seX+omeOUwxiYka}rV?91EAR)!e_SVK{)z(0 zYaU#!30xpX?wD?vr-k?lh(>-8e}p4ElLZG)E{HZ4<9ZF-vx*u>Tuk-x1IEeD2`@k7 zp9ihblu2I>Ct=ZnBdiF8mEB~da_OGCp;lTZA zM205WJQK9+#KKJQale?Lp`GhyHE>3$|MTlF;NDDLPiNyRh{Oheg#;Vd5#+Cs3NM_j z=1a-6|B4?MS2S`Q3gS>W&Z#G#FT#9Q0|9@~=GS*eAQkV!(2uhA;zIq9iujfl`;-e* zp zTR>#*nrKE6Yf1EX>6qcwVOmqY&4>{qhAIIZMA?PR*$3WFN|*)XRN=md269Ts z==Jt9G@^QDoe!&JRtbR;ECD3J4iQC-vH&?1@-dkvlY5F&EBXKc006i=1wH@)tvQ&2UKVgRpfklJ z?$kMYTNN2WFvDQa3Knb9m$qXf;ze8*^qeZj!K5Q@9j{`FfDyI;zR+IexPO^@wY8nG8lnXZDY ze+PlQ=si8&GR66@2U+~O>~P+1E`+#U$8AH8QJ&IemVflVg(Fa!6Mr#$vbzv3w<(58J+^QD(-B1#@*GHg@Ie+{N>!WhZy7W3}m?@a+Ef@UA zOth>meE?6I3F#a*7<1NFy2I<7N@aR*=FcX$lmOgKT{bUy=^tSyz$rIDV9v_kB^|cW zAmS4iII%Y*^Vzw6C;Lt0sYzsG9C6#|=_QKmR@ppsT#Ey5HSgL_2`A|u@RfZXKKvyI ziSl9ymoAlM_fqHzU3m{XYh7fNVi-#OzMG&*{DTS&6e{Y)V=G>DG35US;EaozUCV9Z z@L%~QPX^?q7DCO0$l!D_Ls<%d3aFUZ1*nplDoKJ3XeC|Cb%L08n5oxk#w$U4I za^u;7z?~0vQw^narx6q^59i36 z01V7hW&hyUts)zn>@M;iDgnz(FUqAGg;kiuU&q71@Gs=KR)cCe581&D*>0xM6R95P zZlIBJUn8w}q`Gk+Pz}^a|CTv%Z7FZe;UNk4+FDpbp}^dp@X(ouc63hUZdj&T7mwiD zm{%KROuFZ}sRx2%&=(h-{=!4*9JHae)TOh?Y6d!G-wg7n0QkBVj>p3cp%Al7T;gkn z)by!0mQdojp2C8O+hS70W2!p_aLvMyZ@hp54E$xZ1{Z0>&5Ylx<_RIp!xuYMAFamhSexwF^ETJ zH~DyDv)ZYJ35kDC9je4p`dril-U*?Nr&GYKYBCud?*b z!YS9><@3Le8^BxF4i{q6Tr&N2NyIp}O%M0s+xu$w@Fx1;wDwIwIoPlfyVmxHqpFL@ z#v%cpy|x*r$C05|Pc)loR|W&coFjJ_RWsKj6_A|c2(AD+dqvSP;h_}vIg~1ld+m_f~^&(CD6bq$KOgt0u;| z5=mlCiaQy*i+u@Ge0A;s{{)6zm|XzlKpgz@$Zx<9Z$m05%&8eBL1L3|npN(3Jj%Re zWQw0O${)2C?Ym^Ws{GG;G5Zqfpha$TaTWH@pL7GhDRuP;HHGqWwpn##T*qn@yqY-} zzmC}u?8Al{TWN0aBI=!D;@E_A&?Ojl5mga#X>%@ehbI+o-eSnXj4i1+;m6ZO@j#+U z1(csqZ=FuL#DFLXdndeaf$^~IJ>Tm`9k7j4Zdf=khc(pyKw-0b*=R2^QT-Te; z-{~4(!F1DRJJFU&ZECM?^B5qP*ybaP$j2qA24fNJLp~@8JUGK+TCIBsEMCxJ@)t;l z4Q6)4;uJXX?ZYLh-rvf$j)JvnPz$8(V|y+Qa1x*ncBV{ia|5-Unnfu(UEdV`TCaqp z_!{d6lb3xjih~+>h)wVPq*1r-Si^buW7cWe9PpLm1voU85NXAG72&I}(1D`c?|BE9 z0+BZDWJDXDAsZ4}X80ydHU9XU^!(@!dI$gRqG-`D1T8CjLr4^3r!D*JPR?< zg)Nj$hsdL#_7W!h*-layN?sLK6%&b_aAKZ#T$J$b4~UJlY1)K1HUFuyFon3Pl*)9a z${fCei{xy7L1bg@%E9K}d6a#4p8nx=8e3@L))cy%MJT-mm;mVFUug*~P^PKJt^Gb4 zdy7|UH2U98tiB~HqL+)3E6@V6FS40}SmKEXDxwusKV885AT>cNEzGF~1s|=QAsXZ* zTP5~bSu7?vB^!kS`%7F`vU<_4_7V?Z?$TMzC=#^RFdepZCgavMo|BrU2T1tLzSMw~ikxgPXUQ8+To%Xduz{Sd7&6ca~5*ps&NhS;%HEwdUV)Ol;pYN#X? z6JUS4D|IA&H)Bjldm(oL-vXD*<Z>uf)=yH#4iAf???L1&7BSi3pKTpQCK zyc5_yE8w5)QG43`HW~$X9?;6UfaUzbj(ly7{l7+P&(mi!dj9JR)6L>}QvrUy<4}$q z-F{=TBS#LYSr$A`O{)l6OPI6Ali_KWi~tCk{r-&l7SUpNxDy?X-SkKsbNeEml%=B* zWpuult_#tXrtwka$Ej;@4Zu^q${eRZ%Vns_mLYwjBal$=wEPz4Bu5njreO>dg6(m^ zkWT$3o@m7n83WED1$D&=oO^s}MgGKjCyH*KLfuaEQ?2cWQJg`x3e@{=7AIYtqoZni z<#D|Ey$Jf8wvIVf>V4k&Y1>LU%v-0UUNolaNamu7F@ak+nNuLWvZD4G5V8ez`{yMp zWkDHJW6)+IN#D4K8v*iXLoyzjee8YvHd^mUHd2#@6)T%eLgTu)(B}9SM_G$W67hOH z-zzl^ShA&tsiM8q#2hu~-zy_1nspL7$A--f-I=0PSa+$AH&aJXAL66n&Z^fi^daeK z(@H&ZA?ji1Qll~v-z&5jPn!cu_FasJqloRzq(IPV$4InJX&3QQ(JC=ViLi=z zcv0gP|L_Xcg+RtmO4*HRHWTWFXW?i|{hf%f5?eeE5BNQNrdoOkBP=!Ba2^Q%dt<78g~mCiKAp~Y+@Rxe z8i&WJ{GfXDE`1hJ+FHG&+iRH*EIu7pGOfBUjW70i(h}FI9f(8WND>gzX^#p9z0e&s zD{UFi3D$#huRXPAuEZ5`_sYgdWc-z~mOFLB?cFtaRsThzGRFok_TKysmx<+j$}m_h zCmVUi!5agd#gY5BOYm??r(}F~Qbau|8WeT1Df$FcPAdc{M8d`j{~t8HB;y2)v}$9y zZ=;he9w2v}Y9PUp^GdPxZdabL##%{MpebaX-6|3z6@%T!49cN4rGMPtAtJi65 z{|^(UVc^T}()2j%=rE_5kkLtd1sFpm+EnPAJtQG3Zg&$mc848nz9xp?pc{8k=K}nE z-yp@@@`scJ9|>l;8o{MM=_Hg9c)l0cT@x8L309OCozHWg&3)R*(14 zdymQ#${4CmA6z?hq8OzK>_?=8%gM=Uxdm96*s`vfE|0-=z;~opqF>}@B19rNN7DP1 zAN=Lzs%&zNKYn zHtGsS1H5UTgQUCrpi~^uRHZo&!5X7#mMIYS+sjsrjY~=dMy~u0COy=+8h0g<5vU(i zg6WqonwYNUGbTeh(MJhSOu8xsW?~V=rL9p&->F(n+!&g{|E{<61KxU5&~uq^Uju|Q zw380q(p@673*E0?x7v0}hmiYUYGpXCe4Jhxv|kY~dS8v_J0XSpIkBjPkybH5!WZWb zBOIya2SjBM{tXxHBM6se`FNq{!?^W(Kfjt{gxod|P#lx{4X-$z&;>=TagHrpu2)<=SYpEU^VPpL$2 zo#O$U1cWwVzR~uhiD3E3!7jSoo7@VSDH{7#2}5;1X;!@RF*UR@0d3T}MdcdNYT(vW z3;(ol)g0lrcs9R3nZ-7Lsv&HFToU|sDNJGEgJMc#nji31)ZYNtRZI3CQ|(=LqmDp0 z*CN8b2#6=71Jvm2IEe3dU6SbSb2@+J-MD^{k!a5r z|CS__1B0EOV-99CkVS#RqKp!23SBipseB7}4gBR{Lh>ylZW_f01najLLRXoN#}WWXxh-bW z3cha*>WjOo>cXY=>|7}#kdtd$_wZyx4Bc)Ro6&Sx>kwRTAJxKj3Kgypui8FwGdJ!+9tJ{SHF8Y90 zHd`=o#7qG;tX$Esk?P!fX9Y7a7rgItX5*YQ9d}_FL>b#|K)=mjXdy!WF zY1LK+jyX593)=?s^N;>r%3|v~^&mlS$f7 z@2~p@R^R3)SV}1Q_7v-aN{W4#?hu9Kk@{DKKGR$JKWNazKP7pgVfN!mZ}!O8o1nUA zuP9aw%dZU&aBfWpT$g*$np>TZz6KZGX*e9_dMOsforKg&qOr&m*JCz;m7p<@Zx7X4t+X_^XV$r=lSD>%*I6Z`PfEFUkhAS+GIkd z2#o=%x`oIbRyQ6060~LdhY#fbnx;eI)dV(UUU~k8YLnS6rxJ2ng>k|5_mjAkrvfj; zO{N|GRF1-%&?1Akwwg?A1PFI35Lb%nGfoR)f%_dnAwE&iF*P0DXf#-v4T!8hmmPC5 z`$POfd{1z&$5+_X;{>zb^8QOMsz^$RKC~_kwm1-Bgbw4f{fd0L$3w7K_>_%M%j%&# zijmO)A_t=wJIRn!&?Q0jg_kz3$+S1_Tg^ZKF{I47Eh)5^W87BIL7`Xt&Hl1Wbxeky z@O$^t)Qiaj}ef^2NA!n3TJIvT0`gF~Gu z0t+0xz(v1nC}yyiXn!&H)mCFWR9ucmmFdCrYw__n2jAPZ8R7yGvE>kDtYAwD?LI1S zLh#@pf}=2W8aJ2uS9}s+_B&HX>Uqd3a?nB@c;U#ES|k`$7k%|f%%o?Td`Dq>ZCD#b zc7&Bt{l1)Ei5UDO{t_2k)qwc(i!@JpbseI&iX5hV=du#OHgxkkY_g+8+`=%-IwxMn zTMyBDHWC~NE|iPJit(}Gv{-`PjSdI0W`Yxf1nzeXI0@S=7zA+|lWan9wN0L#3HvWS zmm>*?@_5OGDcfYEz7DNxG?Zo0bdl6Z9ga1Z1M}?itb*2;MKk?G=buPDSE^qH$K-q@ zg%?Qw7!KQNeU|L&*+Pi3a1i6KPJ;^0La2cgz`-XYG)K81yQS*ROoXj%;Py@8bMkb; zkRmq2rzJPW88JPD;^7SjftT}i{2V`Z_qr9T#euX(hjU-P#3`-$oT?)0WT&zF>l~+) z=XX7U!6(4~BE!E)dYGT! z5ztYtGJTF033Oj08%Iln$RonS3W6m|OgQch)(_vc)pRwL&Cv1n@TG-*!!q21_ zRU&XVwlSNc^-2qCt?ctax;wSG(m#o*EfIm!?x^}ScM0J2L>u6V(=L@*X0|c+wN@aR z@R62bs>8jU;L*mZkI&=FH4`*GH7<+?xla0nwvpAm`FGq6kS6NowNEq)|KzIwIWKeV z@{7Oyk3S*hWY}e~gfx=JZqoXKsxk&J02ATUGpS+bE6Tp&Z+?m=w`Qab*xPe z2u?KhMa3U0h1i8Py0JF@etUdY-_+wh2VvD<+~;p)2}}IBL4D8;APe5GjKO zn};j0V-&eNDD9f=<4SEGd+of{d=7_w!5JC#M34XifGL5ToaoKC^LoN#+gf8kT052@ z?S6K_0=@OVA>pj(bzlbAwch~?V{51!(iSD`Bv+P(5qtxTRSOz{UMtZ;s2_b;K$M`l zNI5>z+O7|;z^Mlc{Y%8;v4Ngtk(^6+L}^Y(CMkfPK3>9{QDPM_RB6hhn^R?`Y&K{2 zanhl4N2cz1wdKJ&9W;ido;CjLTXr17PnG@6S*&Iv`fOPU>CSbu%t78u3=p;vmUZr0 zRe^WBBW40O*l11e^QQc8MASK8y?~o|T(aDo#zJ8LLd9&T$Km&-Q}_N>y%0=G296L! zNFuVzUj2-JUQuctZ{7*qBQDEUiiN43gN(;?9#C-r*OG)h7+sm}Jvy%S3FRoP4EJvos&T*)iUSKN;% zK_y68qtLz~^*6F@ajer)^txT;K3mpOW4~qkz#FIKfO$bWfYZ$SFUj4oA0@JaZ8v$a zvhAuv?A2aU#Keznyr?PDR5xTxUo6&E|ICa#bApLs&r0DF-|qbd&cg6T)30}qMwWvt zYo1#LZh1px@nZ~!dxJ}efhhTmS4=+4PV__cj44Bm=aD;bzp-bv9?(;v0(jaj7uocq z&Q?*jjIEFLdn7pT`PmAcwPL=g2E_hvdF}A8A@H-GG~h9JZz${h0EOcgZ_1VF$51oe z{fgqhnX@#|t_pb|z3ot<rT)Kia5xbBPLc?wplV|AT7#r9R=c=E7wVk^T7lY*Ga7I z;M@0`;TCmX!LC@wImvO628#>2sdD0fi#(NEaf{K!6_sNmS!S>^dh0*fH6YY5cm4fGD_Qp01F z%!q{FQ-J~;CPHfzAGqmqz9pJ)+8a$nP$vcGjbr6N5_Y>4a5|?!s7=T13gRCB$k%rI zv__}tS|=r%F>ga$Xz7__ZX|9l+Kj)krwnOV7Ex$48mIs6Fr>O1L6l_niw5h`UPt8B z7qX>ZGLp^?Sx@ zWts$HCG#+rk=k=Z22tR|WzGE6W@HO6F8Ah4>KM=rxu3#n>U9YDZHNxb8^aH;QWvCL zqt^?VnbDsHmS6x_4Vtrn+`jT{pY8Kf_O=?1imRD6$HMU#vS?4D&NZ_F8Vq(vlqH{= zH{llP_KN1_G7N#jZ%q&11# z3FF)?!s4fKbmMhp$4VV~@+3mxZ|@*X12`6C0qhNN?Qul0if_lk1aUNYsi_hSx1f^W zxu%YdQHw}H{$g4YdWg2~$2=l&gbwu6dPLxWG9rRW>PH{xb9GZGLU>mm-@H2Ux>}$TmGAl8zs0_5YARW!xYX5BB#E?IPt}J zjY~0rYQj7bT+5`_{oZtgTSr6z?~eZlhw0p%c@P1m*00&<@DGB z!e|g4n}kBLzHZi<3G40xzK$48@C0AnMBsQSD1FVqlyL9WO|rH#RqRfN`09TbvI)=E zrJoBEhFsT^3eA5{s-jK?=B|i=*~ScL1V-g$yBh=xWnqglEMw%~au?TKo~wt$fA{;@ zKq(gH0T}}uT(x~jin~(<4WR8GBrh5uMCa&wCv^rY*Y>gSzZIBPM#BZv-M)KQo0I*{7Bse7J=dO> z08zF%7R(DlTLQXVI;T76`paM#El04J0^ru~?sjJ|W$m$gS$h3vnKy=NXG}wvknE(( zOYAC1Jk_?2t4x`2^DW@+ue9r23;WY1hxYGP^&FjlNJ!2&ff89 z3E^qdrRt%CtBW2i{gOq2kPWL7+IZGKk!`!6pxif=hAt&Z!Cr}Gar`naRAmUMFUGUU zd0p9pyK8E!vDsyf$^w%sr_V;5-<^DI`NpR=#*N8=m-*PE$ZqKn2=*fUwil|u=o}Vo z6`nY6oFHJx$3(WN`7{3T?8AC!ZyG5EHf69iTqWCdd5l_69xMO~+%ja^)c1k!T$u|t zr>K$l+KfbAC5vA4#=hyUiH^fe@_@;!rjTt?cF2d(bamKZ?sz3~^fE3AF|eWU@BaE&MwGFP*P;NCJE9Zo0P))68Pm z8F8h@-8mNQM`5Tu3g{MN@)3WoE|e1FA!=9;D`?*NM2UPeNWg6sHe2PUK~X~M^Pt=@ zB>eeOXp3n_DjLep_%*Xpo$N5u1L)!_rqkqJ6iJFAp(KKgVBovv1aONW-JoPn02FdB z+NR?$DW7C&Dywj&U0#^{p9JLo+)MU;p?`2OIHP4*O${UpE{ztr`JqVOfz`j%U45l3 zks_BJl1UNdn*w}Sxiel-v@3FlCPsJ1FZlFT)=9X(cWY0O5Pm$?Z+m=aMkLZ`Sf};> z3JulvD)U5@Ziq3lyN!`{ydxu*IuMTsqpg0t*tCv2!WV5v=w!MBZo>vRi{;rtd3ftt z-BV6^0UWI#l*HWSBt-t7nA?z)$5&Wpjq_%npxLn2>=s3(lCQX2a)!tf2x<_<~UG3Ta4~|I~e2)iF@MfsA3>x;T)EK6gcRpMSEUrp~%f< zV&o(4Xs!O6UI!Md{Yq>W^R{t|mSo(`8DsmJX6^i5(fg8D#3Mb#8^ve3%~=YhWNlBL zr1Nz2@QNntlU2}imkE9IHvVIw`YPYaJG&%&;_yxx+(sbBKLLYG6+DBbtB;KzOZ5Zu z^qcLoXT+Yx0eZu;0cn82scIcYWqWW))UovwjVgIMID*GnWhQ7{B-i5$LJ;I8Ggaih zmfxdf>zI{b#!H>UrN0F+SHDJf*F=j4mTsbmU6)uYIEA{j&U!6?GH+oH;dh6r{y-Tn$QrJ~zw?^?P0o!|wszF|jg+aTA16VF3)Vh_KgluZI2HI1MZQ zjMx+*@WZ=4uLybtxjT(mlBxxgLmks1;RfaQQI8V`y&$tZT=AMMrWOYhY{CbWLf)ht zOJ(0=u$JLH5f5WUlAIMNCWl@(c#h^fIh&631m*{_>Z(aO-A1RV*j6MeDmt4tDDG{% zek~6RK9P-%_!Xeh2$YpL5hYy=@Bd3?<7|!k$+UKFC-s3xO}df|d=;u;8FYF{=}#_i zXR44yD|tgim#V^=8BKae$2BeTkZWSpd}>wJ<&-b7o3@ zZOp4l`zP75TC9!mp4hLBG|MZ8h|=); z=(7vAP&0)#CgXJ@H_hiKbyumZLK-a)gxF1ZM1DR@hLd#&!y zpG#HODW<|6+$u`5ZTKXag0~~!&$>MB{I2@_5R8gp0Pe?1XC#vY>qNi)%{oXP*Z+2t z900X1KwWMB(gz`9!-275V`dO`ZwvhE%>!*e;_D6I59)FwT*^aB`DYN<`(I0Gh7Abd zs8TLy^B>z8Ou&Nlz2;yk#l@{0u0pUaE$;oOl0CFfl$JvVDy>n(tGwE zgyOt;+i9L|H&*M)@FklZJ+8B=Dgm+$v)z=8L0LktJ5CvEA@>NMLo1CpBt`QgPt9q| zw@#N%u?HP`XfiO}c&%|GpNSZmJP4Rm>Uk^F;YALH08x9N{ovi-F)nLZq8dwF|^~gZ9^Wo{1X8UcLN|YEx@Vm8W zZ<`Z&K-KNfMShHgZl<~Vjt-B1hA{P#Hff(H(i5iT~`PkdS2Uk&ZP2 zdEyTl+wQEJ+`ANDJl4S7T!CF8Qg^tyjLEk!hITEiAScVa!-R3Ohvb*ReFu6op)Q{) zj}iL$k91PH*M^<3QmNL1e5dN=so>6%Rx0K@m^yrRz!@ zgs`(nRB5IXaNqC#*&&T|JpvlPrgzQC=l6+$mOER6D|qydwGF#Do{xs+KwnQIS6S(T zDFy8~q|2cIoTnt~#aMBhs4hiIa-4%nuEwr^9TLG;B=O{;a@cjTt(`N>eu2ya?jlZ4 z_k@a7n(~KPMn?Cb6?YIya`4C)k1%I*M!M!lH;-HQ>ML6JO6sOu^QXjrb6hll?Ia_Q z{DF40f*BA@(3mb96J+%@Jw+Vx6f#+hAl{B`Zt5wOD{oGCoHCwyBN%L&O@6qgu{#U2 zBX=;^BFcLnNrS`rs>gjrG3#`$P|MVSNO)v0Qc-7sDubEV)opVd#}Q`3;5PJ}2tGAzGu_M?j2~!%u^9b>+71yf%7Z?;?4h5a%Iha z4^C!}27(8?cqE?GJaB+9+(#>9M3q@nKIX{La>8oWdYBz1rTO6)J6Q9n4DYWlaU*as zp|c}47H>E0g@%*fE&G}K7H(7VzI;dK%lNc%p9k7)($>ATRHQIbXek!+Kt@S-tpehX zoMbIoQ_ujja<)Az+Ix6ASQ7jg*x!Y#{TU)G-47;vD!d_JYc56Z3e+rts_RdQDmhJ6 zK#2azHci?QcHtdww9#pguYaoJo(jl9U3y_tY93nm)N|R#tIF%ByPu^sSzhoQ;qGd%K5VZa0DLzZbW|;GydxbW`wgl#K$aR*cPc$pRW8c-)n(9&Gv19!+xwFqbIKTUDsX z&;U$px*3Rl1w#&KR5JBeT*Xdki?x$;A5=33^36QQkpStwny~ z*H}D4I77+;x5t{Muzd?9DUlWsNn;ozQZlB4I z=a%ZJ4R8quwOaSjDOL&kB+lK7=ho|`3c}jebxCsl`Pj>_BEYJqZjxE?$H;7Qk%DWz zAN(kWMLbqiBUG<6Mec!(;UwB^<3@J(fz`zr?l*t-NQH*E|BvV6BqCtHpJZd*r>0KfE#fs z{c9|V(^`PZe$w5PL!_$d(U>XA^t!D@%Z1L}(0i@@T@A2%Z<^OZsM^oQUviM zOJshdI6TJ?U3u)MK4Z-a)JT|Cq*sA8utAH~CH1gjWMJI?&#NHtF-i?htmI{r|MQuc z`BR)``g!-E^EOqhMuZEv%|eIX-uPll?`2z@WrOTzk+~haS)0R0%l!CDG=4kNhS)co zZ2orlfo!IOQ=hJG3bT&6CJYz9@n$KU(}>-cUI=C~h@2!D-4jb$x$B^ycOPUzV&>ay ztd;szraHOVHyPed09h!ph119{KU~*ZBEWNKBJDG+p8wvDZzD&)&FjCBI+!(J!+zgM z&OlU|zPJR%y^PfNzWg{-{64kk5tm5S%MkgbQEUy@r90i z2aNc4JA|bp6*&c=5K_Ot-<_ZQx8+jz+POSO-Amy)%`uhwIeWy^aa=bS7S?vbrdF`E zmFbflplH&I;y~sYxDNqM9$^fLda?lpDihM#6X=g#HSdC z>oVnVXn2tKo_E3qY!ZwoV8Tf`dPSMnUm^r?sLpJ>PsUWl#R(d5$iQ_slEhz8(d;h? zbK0=tz`?eKUCF$^8I$_ad8_w-a?{gifY8S77Mr|yDOKpv$&rfI>d0xKh8dO|ljHjF+Q6FyJVHiuQ?Sae`CxGYwRpy)ROq3#9TuDz7v;7L+dO z+e>dUQ<1+#F*_uyP#|vnv?_^`-Fl1m>NQm<1IVN=@{lUt_dqd4pfnUtNwob1P15Bp zt2+NE-EnM6cNLQ}{Ejx%RcR2cjTME2Ct5)(+Z;>`?p2yT6F}-@#kj^V9+}?k+imH5 zNs)Eh?^QCqek(Qdncx1i(=*mP{G2HGpp@XoKaD-GO^t~FxA2+Av-d!FMZK!R!RaCP72 zAn<$NaO~>n%acMFtf1k=SGxu?t+i}?8mgy38rNajx2FN8p^0ADh(2+fYG&H;TfWsP$S_4@Q1h{x?CQr%2AQ2anp4*ZggqvM$_W}#ouxm)IUwMOs z4@arusIs~4P}sT_d29k|HV2kI;QzZjAk-FyI6}>~Aq-G;=4<%(J3&X)-`QQry3mo- z3_fNMTPBy$C@?BH(T-Z44E>3??ot_;XOw85$fg1mRNwJC^B?jYTD~x%YUToUDg0|n zV7;?yRi9t>baldR{Nxc;w@-!}Y-UYBugQGTcXtcTXCl`9woT%oL13~o*DL;#Xar#8 zUvVL0FxWib^WM!2i*Hs|D|rtSL|A*^6$WVW7e_&mRsxz(rLrTH*3O!(ZnT>H#YQMY#aN37jY#Wd{;3^arEqw}~e7GnHA> z)D-e-lYf=ii8V<~-Ws)EzwjiMJ1k$DmYD&?j`k&1q@juTE%en@k@^ADV<7vrDPO8n z+AXK7SJhQq11M5>yrFymZXH%w2uLlt!h4ftfeJ~Vq#|b(o&-?8eT%%)NYWO$fWO;h z{SZ#xh*_We{YkQieg;7IO^a_ed1y zTomQ*9?v#El_Cy05hj;7wr>{g=hT79z7>!bT@wZ^^VxNS-qLanGX;$1vZy;T?Bb(! zcC!beWvUTQr7NJ?>12~xC5d{o)X?=(MZwLNH1je!^kWD~M(j_$*PAW-?z;dM^M-3D z7a%?e^;Qkm@j}#AB4qU~_A4W=b&VoqPeD%cvF5l{vX_)NxCAGB>L=cS&Dn;s&52)P zjB}QGm*e#X@4{m|#ic&_VU!TGu+4%AxL8H_bEJC)#O5one?PP=Fp2c;thNecHd*)zqLr3Ly2=fKD{~^@t5961U%cjc?<282K{n^&?fClw2RnkCx zu=PY_s%`)EOGi3E`i3AaYul85B~i_d?EJ^X$;@Zpp$Q!&XB*O6Y;KXkYoAH7$}eHy zejo|>YGo&)E=c;p*g|?W+=+?U#5t=In;O~zQB?c)nfMJsJc*en77j`}$>s%qJMl&ZD6lAw2*>iNd z+%k5g&?yN-$K6mLWWmC;rdHEqLaH!?bFI#rLWBFbp4NzZUq^rEu-C1Hc<6=5u%WlVBeuh;bRcZouvg}bt9wt#DA4Bj;v`pAIz`{)M9TIP2Pm!sLv_?;a! zPSN6vFEJ+g%NEAYwf@o=dH3x~rQ`1Dt*jOG8S1~#689fPJ*kD+wdjPbLGB^OTN&2e zQ-?m+ogpKaJ@!!KO%`L82hx)0um3}FWk@DP5M!Lu37jns?{O0-leZv+yX)PLr^eCZ zI#{hW)OSxi{izIN2Mu@U8nDL^oKX)U_Dn9K^d1MB?NcV!d~53S^~T3CHSnqHW%TPq zjSR$n5Ja((OS=W#(3(9Ej(ngpN!w|c>6VvtqT=`9#*p9iv-S*xt;YPAlD+B=$vd_F zjxIgVa9we68#}z6N9SwQ)vPv?3kpC8VNu=NmlM!5D_%tZ zw)HK`a`OnUQhu1%}+H?VP11ch$Uh51I@J%*BI?U!>&2v&$UnDT& zI4-xK;E#+qmvRNO?hcd1q^4edY294=MJyPscv!>y+jUW>GJqxO;gRTN`!m2H+!j?X;r1M8!!0U{^aub!Z9x$Agz|HF6jNq})yMNzN1{JKH`Qy@)JNk5K!8?L zArow;a5o`+9`n{JEq2L}Mq|FMK{1aWQ5d@z#;3yc{$&Y67P34f!#}K z*7v?Y=}~vHDAFE>Wd$=eP;RH20s1t?2nLln_$^fvntTr|Pg(nKV7Mo7))y`NrxB7V z;UpOY&sT@L>2L02WB0~2blAn8B-bDY5lp6c+|6=7$}Y*x5#CRZ7uW-`cSX~`$%Hfj z)KEZ9_Ely)fli7;AV!H!+<=kyxLd((j3G?*N6V{LVP7!)cJRI-RGY}W)OE;1-pa_v zB0~`!nrt2Sf(7A<#N|!9EJ}w-FCP1>$v*I_|6P9^SMHn#!AkokBYja~yLl5QTU)3{ z$D+NTBw)k_XQC*(qg1E5nSg{i*L(MKhr(Y*h8SZwzt-UZKuD0FKXF3$k`|w1eFp`QVn^A>g(3FptW2%d$I zH}zQNh=Fbl`ZUS5xfH4`*)Gu2gFQpaU9<&E+Nfmw@cy{Q#;wz2wLiL7J|6)HYHUF^ zN;eXWUP62@zmdQz^{Lkevxf?y?W5wn;a<+q|Dw5>$K7hQ(X<;MhkK)izfHXenCwXJ zMH`W7zh6-?c~V2ZTI>w|7UxZ-&*z*|w}Sshwg-T+4Vsk8GRK|g_+FLQAT`Kx9j?`% z(R8G^e`u4^y#xE9-)6luL?aM_h*OIjb`?7t)wf*1JXjdRhvXJA{1s{mJLAfWQi2F^ zHp?iUDt(yxsqczYPeJN+@ngyVP&*UcCh$gzB1A14Je?VX|AOVCA0YTas?|@O%oU)N6M_6Yx?x~_l@3!F(7~?p^$J*t{~Bsr^tEHMM6C1s zyc@ss+KP$~{lcD%7H?iLc~bEx-W%c*z^`gcO6Xb@nS0X{Wd=dH?qkp|aHO`WL+6Xu zWtvBYU9!V>9LOU7+NcvEy2(O|-N_P9u36bFh_}UkRjfFKn8%o7p*y2St83N7MRz}8 z1s2i6#i2?j?E_Z}2)zMVjs9{=Eoh7~IIql<|AY-UHaV)zzTyR-32k#M*W>~mAi4`d zxI@eM!Y@~zKe`A&C9Uju~)Z<|X# zBEUH8-X&QXn&7L=DS47@Xs(S_8_5{EJbhe+QjO!DR){a2BUVl}&Vq-j{A5XGaSjqR zdGv0oQ|V(Zo)_Wrb9?67$>XB#rW?UM(s81Yzi5QeJ|Wwlu#ph)ECGSVFf?lk{*so( zx#HaIOWS*WogW*=z=fWQ5R~&V1g)A(cxBJ(N2eb;h*1qReR%T*kKN`!Zj4*8B!G2@$z=t`be|Aby&&Rhe~VAjHrX7B3h z9A6(@^2pbh%B&lsGOI$WQh_3Rd5!#j^IyGOl=1mIk*070t1Da7Z*_Cp{LC-`-nN@;F{$&{3^izSW>nSG1Mp&lueMS$ zQ(yXbMyb1<-k)VB1E4c%nugA_^^XQrq(#Yz_l{Ks+^a)qIu!1pW?}N)n4)t7Z=0?u z3ra>CEFPY6H~{=H0wb4)wN2;w73K46ksj6ZLPjB#?eaim#w}(YX!mxvG+_u@DHIpY zmpl~0Q9gAQKJZpVx*cua#8;i~F1W7GF5lsiQa<^8hq9e<68vUU$pIMLghlQwqUJ_= zbJE&A1)qf(CDZYg(2d0Bg2U7on+arrp~b{Ng30|c%03>`49Lz#tTj)z;L7=Kw&z1o zo4*EzCA>lF3U$Px<|2?&0P%M~*@cB7WjbohRyu`T5w2qf%{D2^Rhxwz_llPd-4 zCW$o6`eIg|OAF&B?(buKI1T4$D2ur6#+R_LIB+HH$0{;=NZ;GY#nbi$t- z%(BEjgQR@X2%<=wN|K2NwjzC}?x$5F&p^*+Bv>|*B_4PeC8p!u(d{w%v+4g{V@@t~ff zfu1t#v$C$^VRWBMgq{BmAXxsb);qx$dSadDkj_CUO`zrZ>nqhi?eant&4Ebsq>l=> z8w*U30bdk-VUmZT;_sqfY!VG00EB$_lS4sCZ*80IOAS3t7T&-K!1x`e`6uCQ4kGCc zq8P1{1vr#E{j5PtAw49qMr~+D9(Qo~U`O#Ud$eb1#?ZH^7Bzu(QnD_}R4u&gJ>P2_ zgp0m`xSSD%vQADspk*I3E4Sl|T;H)zYRX?yqsoLoW#Acw@y#RT)C z60gLjM;d`M5`ND#e$BmPhEC-lzpFNIL)s^4{`kNWg@!h|04YG$zk^j(LweNedMl0F z;jJWPW;e)Q;zAKvpnTRGf9t>OQtz6J3w8DbG-q6uB8fr;PegA$#n*v`JrXdQsg3B* zwU4Pfy9q&UK-i3=Sw7>Ops#rSoLzH(Oi>%UydB{wT;dC*FPb`Dw@-SD_~}w8hu69S zi^7ACBxjl0zy#iq?&ADkWy8Kp>9UV(&1NI%z^JPbtI{arnNtDTooS(y#k@O@<<;6@9Dlr<^b(`WZ(x(( z77mAFU;1!$F+1rEPV`ht>BV;H{^ULq{$3P-S6{|N1wzY8nEzZXHqe6dlPGNS;3YPu zq$$XZQ=BxPavYHj2;%J{D`aYXjP313NrC}J?g6ZeX$Z?hRoj*6m${F0b#v1yOs(O2 z&t|I0MUOevS27wuPg7SKp6<+b4{rkzb-?B0N9Z5^e)b~}RI&7;M7DDf&Ad3f=P98Y z_4^RPUO~WRI!B*r!<4#Bc(qqs>9=IrYyOQ1M>L12Kl@m<9sqaK&%g)R<5naH$gTQ+_ZY2hGmH zq)Ds;vuNVXP9&Ic^hduC^;)h+M0DA#y}h0Io4ep<^aMk$seqKt#M|8)rfbMi;>*)$ zIh##~2>vSb8CVqgjr}VGn4HmAAv2|eJ@!jZ!GO)oSCfczupP)Rx?^S=m+_>S8y)~^ zBSU|@S2QxV>K?y9I{X~jXBB3FSh^QjI`~+VU`fM|v@BRdK^wUurV(0A!qNS8lh7}h z;7`yy>KXT?4!8>U$Org(T#!Qkc|?ksBUmC*;6Ke&wdD0Je2>|I<2BRXpncF(>q1$k zAPB)t`WQ7r$HZlRT=8j$xgl-QET~^Tow5#di8!MI@Ge!^4xlJ@SVzdowDYdmxR&_5 z3~7E!yJf>RPnGi#KO~wBnU$2#4?iomD;p#nkkP`?adYMqsg;cNUIgj1Yj9;7ujrfQ z0)+1B$YU)0vk@sIkFG9mwOeUAD{#_7><}lpym7>BhX7ABHM;Pqa*v0bVug=)B?V`Yyi3rtajZ!977~j#&4W3P*HA3o zNKR4n*!_ivWeAJcHeE$CNS31p?W7Ku16H#Mq0^GOA8~D!ZA!#%deM6Uir8?ApRT8~ z28tRfAEa(ax(k*LZCu9C-0oMyJ9|^}qSX*MLVB_~4)t+_mJNO;&CwNHEe(wW9d>*& zg>m6+?X4GiZWGxJjkSuzE9{OwNHWF}m-%%8%BV54Zn8oE|Ewn_ z{#A6KYOhZ2ez6&VbeQ;uA%l0aBx410%W=X@6Ur0c$pa@>pYbz*U zfJ@4itSs%j;J$9fxHdQB0MsGH|K4r6NA-)f5&0{?_Vu2U(ELrS2-YB>heN{{mW5$dB}H)JX#a!}XixL)+O+`6nk+ z_7Z+M)(H+IXMYuAYbrSAG467iIDS0eqr`$G<=uZ3gw)6};OH^l5vtqm+peC{7E%){ zzXy0cW`ad9nfPtfOJk;&FDpHR5rEJFgsL(n)4(@`*ol746xu_8Y`K!;SbAY=Auh$H5Zf7mY~tezR-RfA zv)|+ra=b_V88e@61Mi-YfO^cpmb(6OxKi)0w5z+KJCDiO%{}6zMuly3JupxVmP-vH zZb<|c-cwztY3TXFM-LRN_1jm@nu>G&&mx6QM-hy;es<&q9AUscY8`H%DU6EJlNQ*xx@l_ypOhGRTGA@DrDpbgP6hxYu$1a-2?uiYbljU3;`c_pA;tAw+DDslg$?g?%CDVB|^ z46h3MRcI-&mAaC(@k1RP@*pD&FCE-HhsAL?+%_?06PKhz=rSZS^X^v7Zp z_~bs>&?v=C@I2;neWPv`CbjSF|CnV3~e_3dR_>h6L-;}2Fk!{EQT#$7yz4PngL(5dc&4*qH zrF!tW9S`{nZC&Z;PfrB2!gw^65haXA$}BMOU<^>e>UAWu7EoJ(c}DStQrbunpra)u z2h#|w^K&bkw3whZNS@PZhFLg_Qv3e3Bfh855bW)lE3EfN*GUtudV}Y5PHgI6jpKxp z(P#qHe;Q4b@Ivm#7T}LrH_m*JMtz6CWJS9Qo{poXomKSuOPRe&j5I10G~qp&LWg~X zVie?)qD_Q!?kwgx=@De~ECf7|Jf`eH9mRUCcjX?BtDhJPB?9|RsVp(z?tdqW zVuZdQr`)@>!N1U9{x?8uJmO1>&^QE zb%&|o%4#eC+ai2`=R`0D&iFQH7lHZXRq-;w| zOUh12FXP=39s28o+zxEBjyDSH(R*`gNn811I?R_1mPbFlxw2zuDtHXDC%Qjk zDA-qv5W0-VEbTXJ`#vRn{opg}3^L}D2Djs#-SwG31^|4xe!{u%1q)hfit`BclgZ|E z`?O)v*e4m7C-;I@rIUYT>7uTUR9MF7twWtcd9L8$r$$xjq4B1aI{TVFxr%cx%Zi5; z*L=_z0w4B)m{FW`8Z{2t(3!9eiZse{2YUQ!+)W5BZ18 zFFF&?8rmX>-5boKlYcu}@?SuHM`giThpX3{_T|KWyDr@oq_l|<=NLS5V!w8f3R7GV zIwsI|Pn!#8+@hEdW{`y$aG4Xb6cS2sSKer3%=bmEl`pdijgw5+RB-A~J?SI1ZGP42 z6gIqggXUw0Ff+T_t1PkE6^nXSWP8xlbSn%U?hnH$nq~VmulOO;5)4E}dR@JOAqP0F zdBani)plq-uO=XNMdK6w$yR5zc45`+8HxPa&EqxqYg~T4ZuYht>V(b?AOP{+`P+Pn zd5qLqbV4D|>)gCr-LoeO!T7FP%^_^rU=D_x6#rosBC%I)8WOrxIj`-9#hFh-(>c=B z7x7$ikY`$f?48y-rdN&2BQ$_`Tn9x^IoqPYWYjxZ;R-{xNa<6WAzZFa(i4&9wu@PN z+eqaNEP@`N$iocl<#g@jBC*Qqh||(xg%hGpcv+D|?W7P4v0|Mi|DY*R=X3%9JPZ5@ zUF)qUVki?7iuZ)l69 z*l?-Fjpg4a6-c#&kE5r@cb7#R1*RByZ%zFw*s~t^G~%V!@@xkLLg;DOoTeUK{rDtu z-}%yLQXS|J1rtGkO|LDSdV5(hJS*|m zd1b|hd_My~4QWw@I(8-==E139#bZxii0L-!wb!A@gCyBt?qk?1x+%mRvixwN@N{ge zXqAevUAuUs1@Kp0;q{HWony2s9qnOg@d+DpsDRBvUU`F_N-ReGlgnMAWBUpIJSl+1 z(Eu~WQHiXZR~}*Gc=VP$r-5Y19=Kmf1-6>K3+Q&Kuq1EgDUrEpHTqP&&4k z`m||QaAe9xO>ck5^&DFc9yZ=`fRS3QZ+8b^kxu)KxG92}t=Pg$5Fb!rY%whvGzrnr z)i7_}{a9jS4yXIxmIUApV=|?7ect@k2Hu4RKVAvoQ;vyrbr^+^fsQ+AcBQAqjL93X zRP4IpAHl+b?9(jor-5gSL6rzDBwc(fl92#GZQXia^aX z5S8Q$%<0j=S5bAHd#^XUBBZ86!Q7QW-B2!!`{r~0ypHl zJ@TlhNZn!>hGfl0E^=dDXioEvx1hSftP+9s@|F$<*F(Nn#<7^X@QZCS?2+{2W?DWR z4`0q+L|(AW)n3V|z>C~oUw-#j7U~O3E`_9QdZ|yfq*)a1A9wW1#-?K;zn}uLq%T(u zD@aU#zg9?~HpylIf%H4z&WrK8eDTbkNy-lQH^S(8{m=t_=L_NOIIG~u^xTH^Y+ z4JSRLrfm5`)8AsMtR{UFzX4^(Ise?}C&zV65>?Gza;?Bph>e2zy$wm+(HEmIf%xUv z*@hzPYDaer5LDZ6seQGb#`{RVI)N2fSP%+1M#W;(&Q`QO*t3V56+FWQruO;*hI^xF zJ4-`3`yoZa7y5G3OM^8R>@fz@9d*-zj|s{6E8}$$;l1?R-AILMYI_~5c@z09m}HQg zNxsYJ+!Z^5X4Jii*@cfnm{EnG4l5&FzhD-+%66dLwKEc@8WG!HkRl?Wy0iizO|GNb znxWcLXr`Z45bUyKYon$PM516==yGq?X-*+dua2Z7K$Yl+;9Q;eiHss=^bda>%9Ce? zb*107`I`1_G@b37D{b?u1CejeHtz5d1y3Dt5!s9ZlB*}I+r%$r1iZ|6f?0x`0r_tC zBAD4hR|mhs9qY>dB!_NhHQsmgtVJY@MZlEpls@qzgk@L#na!o6yn`v?$UM}2!Q)YS z^lRrv9Bu+2Sk~K{Wuom5LLe$y9z@rLrn9p#R}tj00!TJ-0vpU91?PIN4wNov+vISGyeGGUbp8OjmO8`jtk*RJzl5^=1l$J z@t-7EXE)e;aui*vOeLDDGf$w=kU`S^-&(${UuGfiz`UNEj_LmZPtTbVnakRb58l=S z>&D%#3Hri&KN7q6(oTaCWyJJnTZsAUrKHx;tt%4TmfC#d)_`vk*=2S!_K--*Ol`Yv zL5$6bO@x?Uuver0B?M5Q21!y3-uLtG25-)Bn7)i0-YW=qp;?6z*Xn>8@b!PLYIB;Z z_vs&}by9GNSF>UaTC=XSk?UI6a>2m@XHD9u6*05q{o}g}(ST`3vQD-(v1!olJU2VS za4nWKKm`@!7(TytSim`SqIqkO_;^HBF8F|G`|-G&EvGON@;!CrF3O-(L)R`_e7+<1 zgzX=v)*0yXh6MF6Aa|J#n)gbg>PU{Ed;5f-;(i9V2qRE^J7a5&kw_MYej~f%oTjvz zy4=0#e+lVBK~4~+em|#S4>eCVAkvO($f*%%p`P&iG`eLW-x{`^du-Nu;tEUU?0O#k zeqa^OqByx$)?mjKXYszVAyIapSA?d49q?0v`^mogXeVR&K6ir2hm|6j%2T;&9)a4q?Sc z&1Jr;02#&l_->^&5DMnhuD78&V$kdRjrMf1x2FWp(K=^&jnejcu6LQ!n%{j0@+o=z7+GPn-A`8Egvyj` zXwXy07mYWN59C(bF`z7Intl0|$n3;N!Wh*B)M_C#hy(W4q?5N`9!+3gLN`y8PRldX zwv8d|0=1M4)6{Uyrz4Qr$h>(gZE<5;wY`LQkm{uE2dAEe8(6UU^Pytw=~>3Bw^#<{ zoa+WJdQ*Io7?OTfFXV8H`XpBmP;Q;Wh?bPDi{&aoLR$|twtlZ5*=svnI~nze4t>Fi z0H_fp1MYgGI66(k+tToxMRJ3$3^Jt8&|Xq4&Mo>WJ`?7L zUuGi=PUz4{j7BtWO(ph1a zCj#!sgG{u9N1c@jZNs8sl)p@!S|S3v>4EelR-`~Buz3f<XjB;)=jsB@Gb-MzibprQnLx;!62 zU>A^?XmgAVFX|_YVHqdk)^h7Wyx^8SxLTd>0H|hZVk%SMJANCREwjRbgWCftGo9_q zwq9qoyC$`_Wovq=T7e_vrD=OLh-g3Y7-e{qkP9;k+~JB_1^;{I?r7ZpEj!RKdKe9X zme&0^{zw_XU^60&8?q^iPqmJU$A)y+GPbZlP_VlN)u5`(#lP1WiFM{b?uy!ZkRH@BT^{%FJX;?0GoBjI%@zzR959#Lgxz2UB= zoc1aLTSu(>ZElRJFUzAqk7N9|E|9A8Kpo%tj0a@)6&*4}lcRD1T3&KQR270#rh7eH zt2W&~zszdge7EDB^<}{V32cJ0H$>jsn9n=@#DtTB4kNlRk&u(P6m;rDq&6eLdL8N) zLTw>ejD+XVn9Q%XxS}75aw3waGOSxm2CHMG4o08e`9Sr{Fyssd*&XdCX$JF?LYq>k z&^H+A(NTK9J2I+BNYp_{4(Fc-K^5K&crX*kr_5i#flZON>a02*e-Gty7_*Tz1bAnd zrf~C$RX~?*D4CG8APLkR2a9Pl$v>rCUaalbKE^SC5@t=<2h zPLO>LW1L>5-rb=JYPKw>E|k{i^}3|H?_|3yr6VRRiJldT_hyCR*;^k+CJt1*C)glR zu&Q}BXxLi<67FQThjNiTUG5vRx*TcDkP}1`8jDT=WmWl(bH^Z=-Yie-KaVUw-|@UU zK7)7ljU-CUin4w7Z`U6D|5&(G3VkYxe7+1H)m&_F?1k{DdZD2qbLtMw2~{VE7sz60 zN(^t&3UH&R-sB(yXv|(cwJ#PI(Ir#Q1rq5Do#B=GH;qlRajsV+;$c(Ess9xas&O%CLv= zNN5&K8*qjf$U``Tvy7UQ3s-0SS4g)OJx%2yR6ju!8rx~;zr{Nkb@*lzX7F6-(ol0J z*)_6*MYfIFg$P;s_&$#W8Jw3gKvqZvKpwD(MGjdEiDCl0ZL0<43oLZW?0ew9nnp7I z=hTSgB>iS!VW(*^;laewpPZr2OAy)=F=}FiC!~b%tahk% zglGeef)F%Y+}W>8em^N=`3#PHM*hBahoN@lp>pNQcemCwTkaaO*wc*^BSQs{;1t+442MF4V>>{|qO?~tEarwTLx z92arAsGiF2S;O`RCOF91|GCSJv^SHXHUYaX%HE5<_}BnM)E&2EQ^)br$y)?N0S(o2 z`qw8Bh`@_z2PZR)VwZd@@gW!O@a@5x!9?!Vl6G3%u9TWrtDGbAl>VtLDr-!v>B8VI zdK}fhD?=xR_?Zr!k70k|gN%w+78E7y)QI?% zx3?gb5E$vee5tCnvs{W`J51YSy=Jz1M1m~)_ESZLd!){sMWd#+M4lk^D8k~utihUT zpsGp>D8)66ukVcjqvlr)c;Eh2RF66t^_ERHXpwX8RG@+QGO2ei6Viy{&Sl3bUq#?7 zJ5!S&?tAeW1AD;7WWs9<`nhs;35d?S(66^Wdhw>)L@*+If|IdCv*S3q&U3pzyl?3e z15bjC1b~}{GG_(ImEDsMWhiM=e>HX=6H`_=al!S+lOD1mWdB(@48?V^&Mm=g>FFv-F_xLXGH6A_CGc?Q>D7MnU!f{`*hICgkF|&An-; z0Xq}~L)pLFC*P`^3C(ieRvQguCAEqkhiP20?F&k|<>^C09t1wtOCGyPl^mJ|vM6zY zszK`qEN}WxBva>mfLB4{;MuDeW8L*UOInCEwTFMrh>~%-q|Sxq3jK7I5_e^FI?~9~ zKvi)r4bVR*g8pptvbIb86UUd;GHF0WxBYZ+Hef)Sx6T{>FA;>d^M zv@MB4hUG@+=+%u_m% zbwvezxe$%U@4NS;Y9x40c1~oJLfeQbx03YsMw}5g&l0CgIe$Pxy$Cevig%{w=L;M6 z^M234N;B%_@^$)8@Q%L`t_spdYM50*7|~yh5wzW ze_ROe==Sl4B*12*N)~*S+}=Ws+rnO+7bGYcy2D^aPJhhhfAHP@_QhAQmHwTDpuci< zbEcsLKdFGd0Et;G;NdoeFk^j<6sS-bcHEdRgH_16#i&`1iil#m7#y#&J_xB21#0zf zh=KqZv|+JoMcV;Kzi9;GjnT($lLm4v21iWvP3?>B!rL)0Ub1wjGd(JMBTI1r`6X;B zxZfA$yxs>PR0+*j*#m5NLDC|o(dFYPTj>{UYDPGnc7g)Co}tNuY1*Z>T^jrCjIo+A z<#-R5MM2l-N>hcJ4U0XU3z|a$tWLRFa@lLv0&j=0=&f!lV=sR20cO_O)sDU3rqIYR zl4uA8M2GtS5*OiZjlJAaT2qI6MKWbH<-@3EFvL&ej3(CfaB5>o+yEC83bgP?&B%`?u-C_JwNG!Z?vc(u3ox^|54 zl&77N0~Mf0jKMgl5g6!#i`AU->EzPGr=DTqGtv{Aoqx@V4D4uDxnbh)!QCaU(a*4i z59c_`^W}8Gn(`HNPC6v>X+Qw61L~u(2-SIAzKysxj6aS3QA#k5oZGi#wZBtQLLigX z)hD1CB-;>`E{3{4%3_8XwV8qHPtp7*F$L&DMjO1A86;D2nQl5e+8fqFI8BJD5cW)c z0dV7R__bN%cN}q0``V3DPHjGCCc58s)c`Bo9=|A#2$E1leXs#@pOvNP9te;AG1o1b zeZkWGM#AG;0FIopQluHRx*oFiq8D+DbT)pk-v0P=LYzbkhZ2JIKPJBfEpcaU)o+mx z?O{JsuG>4C$yO^_)5Zm{nxPSBul5gMZjI0bd&MP{wD(3zdpa}+kIZtZ%kCqhe3H3p zqcbX|O5J$q=u;z^+yvd)4_AMuQS+7 zgX=CR%fq&Yf@i>_pR%okT73GOaAIkTOSoO5=Qky>A?Iu2mRA(sVx2J{#%!uU0@@qZ z=J2?aVN{xdiCEFIMRI-}d%?UK?L^A6r1XFmtmnef`EnKZ8@c=@!>n?r7@Yz(@Cdof zMV_~H7Tb?>hxQ@W6PyoQS)BR>S~HQ>t#b#Wn*qLoOTVq}4LEXIj2@#WAFXYI`W;$n z>6vxS&pV^lr3VO{dethOh6~_&gC_3*58$c6DX@Jb>i>F3Q!g?Cu!l{%F zatMo&eY-zUAoIbigu!AD(uz=${Rv{I`T}|hizq4RAx1^q+5s(-vnUPupOX$$YLei0 zKYD2mH?vEm6GE9d9qfP3R>YD+cbN#}My>3E=BFA`L84eX93r?kSZH^9--3nqxi3P{ zpJhg$-JX3l-w@tj9k(;Ogl2MHpfx=j2m$0jcW*SGx~|s}Kues68+%3`l#8yw z-pNQK$?P$ek=E?6J4weY8v2@LOX6-tFdV=5@H0q)4($mJojFs@1IOY|d)02YtXStA zmvDp3H{7By7d`I)lZ%&u_9sT*(0N2ww+R;NgSTsJ)vg<}=KDu`k!@!9sy=Bg359~7 zvAzhXo{BkR@;pndlP3L#X|9_ayc8?}5T1UUzJy<)z4U`#$0eI26hmbQzN#Cp75FHs z-VkY7BgElsr%VlZmX9p3e+Cpmd|91q4s zjzX4jA*5-@B#Q$}nDx|Br837A_sU{U7>%MJKsmu+vq<|&YGj2!q#Oa>vwUtuy~|u;f~%Yp2KURx%NvM8YeZS60?yfu*&?jH3@@L$#;2~ia7K zlr;91kRLS%=n=Z_6)EC^=Y1ASouJ{Skrq0)yoP*2jT7PaDEPFXZQi&u$yyr`pVtz>wo?u$!n-)ZcLbO*NraXf!NrA^@KTQy4<)bX52e{fToFE03}z9IhVed{2rf` zF{zRmrDz+_CSSkgwR269F7SEUoa>EUgys%KV0b2wxW12HMvM2arX2_Nx{BVm7LA*) z%aEK<)t2S;bfxi(>V-$To5;!T9O8w1Yc9hgWY?rfw>uspD_@4cUItZgeREMVe#U3Z z6F3cgk$gk56F{1^Fo5BO=GA3wSyA4$#--KVi}#%;MzNREiGi_)Hsr^!#&{DISZA%s zC+N45TpWX@WS)1fRmVzSIEG?>A|}4co-o2|HPfy&J~o3tZu`HGb+;U6%IP}b`FvkT zdB#iJtYS>$Hnm6eySK)kxCYzRp2n;5PTD!h(EqBxJ$-vXi8$!2{v)NmOY>9#=c!)=g3q^OM?a1Y5 zIx6)lfQdfEeLSH{rv^NAY0mwYIOVdi?iZ~T?VeqUH^*}hD&Md{E2U+PoyPfRUT%3< zfCOYHnTTr5NbJ!L;FBRO)qc3mLFh)zVFW~R*U!mu@x>Oc9X~Zh4z|B>FEao#4q=O&*{sxGWd!3Ol7guwPVWGU%Ft$Y*k8Eq zVYb%EKT36^w1$TC zIpH$1(wJ~Zp>5C-)d9#YHlLotcM^X%EYoRaX_jp|6mUmkP_`=nuq0&5=)M}nHKh-t z*Q>jqX5n2DN4-JqLXl_^rHEbE{3X)P%x%KQ{NmUwUJ8(qLb);|YqLPrpykE*kP{Kf zTQmXTqepJ&_^Zn@!^q!az8m@ zZp6~&8;(q&S8T@vkjSIWs5fEZL3>Mgvz4~gO`B|07TkgdAbH1bbb z(>CVfX*P$_}IoA^g-UEICZ`AB_5JCL`{t;fk z^$BIJ6!zmD`6j`63|CdOwY_sq(fK4PuY<^%@%cOq3@c)}WGfxi#--m6z-!R+P4f-5 zXTkbb)5ARP3ALGLHoiH>&-}P!FQDwHZTT1JYgV%X~eKeXcwR;m@$H=R|b_Jp@ z)9+TPveF3P-h;hX8LCDDo#Vo_*T@4MK+I^kfZNFzy1-r4zC;I7aek9?&#UQ1GN&R` zqsjq?f)&eqKIf)B6EPN*S#dMQDSnCO@3rS~{y#dqO^RR~KX|yXiH0QwWAnbY{ym`> zZl|fqyYQ&wjg40JOp4G6Y3b=K7D5x?fsx&zRq1qB9(u0EB}&*^y|kb{E)-2`^r92+ z<={H6>p`kZT_*_0+xevP&WLfV0d+>Ab3u5uRIY+kumqftdFJgfWl|_(I1DWGOm~(( z;YC3r_K`C|3!n7qZg8FOWeH2+pTnF0yTf%~^tpsppm z=a{mRbUiF?FJrevCL)vz_u0D@OdLwksKd!Wq2Xyeg}Q%sJZHW^E&Q?tS%ue^{xX8& zDgCHc8(>Qrd)03UJEc&<#uG(wSg3qNYbSbqWZ5y{TFRwsm&ZXnhMm8;*qW;kgkv{= z{=J-1c9&YIjUiy|f=jtwh^f&ee-cO7sD@9hm`a4Tj5K6zex>+9n*R+YD z+Ll>|vZg4ek5$utxS{w4ZP%YpHf>Kv_5Y|**S#<@|l+^!;#$y zdbLe}eTc)iWihT+rIhLa@X#q9%XWfl*(0!xVJ5%7Caq#s zhpO6)dBgyy_U*wFU8Arenpb@slGVO#2nYCi=+R6x0t7QYgLHquRZyB~_mmAWSgu+Z zCIRszDBscJY1kfW?`Uz_MPlu`0C*85(M}TKHIL;~xWJ;72P#xc9--s64z=(4S_T>O z3TzB2;8Dt;3Mvh_9w=zpz@^`zN}1?fhgzt3qyP>v$Fe(kOxLh|Deva|%6g+`=g)Q~ zIFX_b2Kz5ZqYJxtFpAZ=QVJJl|kbf zZLq>p9B0~H?+Dib3V~ra%Ys;D#CYzB5+5Ko?xTsEt^nNEhop-EGU{jh+!HvThfRYK zMizSk@A{0<&DYMM>t}GWA2u<32uKLa5o&p*`;p(A4B2MfOEPdpUDNf~WVfaK_jW;T`Ji;Q;rr6aE|vU!w0}awfek z|5v}Yj7Wy*lYSV+u_x{hZ4rx!+eYr|kJxXUm?Srv0G%glY)%qx;{X03Zr%H6>aFc6 zbI*{XRw>ca`MVRfO0RZagK)@g3~kMA|Gg(EKTA1%0&{3r^; z%Io{RfWH?FLI_OP$xd)MJzBI-O{1|lS5!m*@+>Tl>n^O?YXICj3yGRCfRElD;uZ5K z&=sVQJZ0|Ch##w9K{8|t=6lSi?{saTF!siW&{DD&GKE*aiKqSw+EBB~Pc{-a@GKu0 zm&W+9@UI9ALnX*h$*iviSYLD81PCr#B#YZGz>04t&dU--jXG9L21H3>FAfzXci=u- zM*$x|5Zv7B4PBRG3x_5KyP%>#=pzCkYRiCe0fhE$ezr(QI{KR(@+)xQp9IytA#w!g zI!>W7^Z@Lqfh7jP_PBP@9$s$4v&NhX+;ORYWZX1v6o2tVB|(0+8VDJm6Rz|p0a6Z4 zU;BucEE~yz*rWCf6_2SznH?Tz{}XEgKl4&fh|%+BnzCTq71gGG5X;ZTSrpD68_cq% z?Skdtb_XZKkv*tJ!jAe6uS^ucFROr}enx726e=}6{+N0Y6?!P!g1h;VWa>3bVQl68 zP-6^@mrk&g@VMi0V^M&(8#LtQMmfGU@b&I;$UY@HI|kvjQOuyeEAK;O@~wPP<#P5@ z;3j@21>tMGv9I~wgKP;aU~FVF0jcm;smxVAk>r$P{4)A*o=*d`+ZcfAQFf1YVTI9S*6|jR<%I-K-LBOb!7yjVwKASMn`h1 z7fVol)S`7mISbKgRpwgE(q3D(@?};1&plNTuLj>)nWifEOHSZaceQ2Qxajt8e?Ao! z(^3BFu&{|OmTMGHSBOJiMPcqSdqOvR*?5E@AK7KvG!FPss{LPYQ&jl}!pg8{^zKR# z0IyTS{#L$wSmj)g?hC>O65nYJLB=RJJ>BSJqoA{qH}1tt36(KZMerWGCn=0ymHSZJ zDLP06vx*09F%|K891rpspNw-7QY){}Fcqm(48gV?Eie%mu#EH4jdr!i)j&K7)-pYP za7aKiLo7ZvXDYi{q|h4F{1MvQF>`7df;oP0v0U+y)5#H_=EJ1E`*io)g1I9_Ymyz< zmV%H8i8DBd(^;(#CJ3M2@7QXPN6$l!p<)^&jESY;D$}rhw0moz%PxU(K`j;EK@RGc zp0pFJyd1%ROm6<&TW3w}UJA$J!~MZw{sR2l9rtTFA~$2*E)&u(u_T0&j9g zzY@;*BADGeob^2@T&O=y7UbaMle}3j4r%BVgBXkU;G(>nCsp#}9TW*A%xE&pa+V+- z{H<$(x`A-#%k4Q6xMISL;3bQc#t;lGH>$#nD6%FAE8gBc z2-ND$j_>)gNN5hU54TE{xICD0CSPPh} z9&mh8k<3uG#Z_UA!tM7Ljpp2A{+g?Zv+qLF&8y%M(bqy&h=Fy&YBz~DQZi*m9(LQ& zlrsd}9eLv(lf3EISyyT46-a-QbVD+LE3qXQeh_CYJst?XS`nsEGiu0(uDoeE!FOs0 z&nzkwLC&*J(ozkp0s3=j9K%%N6T@l{_Pwvlg2U1VluDUhUfd{x5t1p5xma?ik#b<2 zc*~UaIMUzNf5c)<685$FsCgT^qhhcy}Qy3)i@A9son5mJ+#G=-@bafUx z7Xm^Bf|*R`R`(N?JT5~5D0E|6d%r{b?rlcg?rTSVWwygt3pGc@-8IOvgG^10PHfh$(gzMQT+t2%JpHpja|2G@{`!KY<_; zSXsuqXq3@Z$2eEtPzyPXrOI_Klp|KE))9zQ`zETM;1BDh5l9@{SG~BsEy z%xOG5;Ya;YE_Ls4VTN3Z5JL0VgQt6!uUai2c80Re#;VPtnBAyGO9cFjk|lj-*k-fnXo%p#$`}%>{#;KyF?6Dhps8 z&z5{EC_^ZB8#IZiJ~#1cd~>_Cstgf(!R@A2@v2@)Dfg$E2J zGWv7}c`p{lh~)JwL(l6~gbNkm;rU5LMuy&hzT65+b|O-zwP?XSV}~VJn0?En5|-+Y z0z(J`ddq9&g6jl!b}+p>E9u91EtFB%+~9B%c9zRjWfi@X1~-4wu>hSM5IPRXvJXhs zadOpr?ckUC^$aBbu!k6c{)k+(N%I5$9#cy}h^+5deEXLQhyOQ4(W@w}ogP90xOzJG z>q}|ea>7-!qZeS<>}P#jD>mjsN52UhjSuVUMdO8bR5C#q7uk zR(C;LPzPCGkh5LM_>tftAU>x*+*^qx3t#bI9{gqS`_!~HXVfea>bTKDU!A2FmR0Wj z+fD#sFkas3ik;tQR*JvLjB7!_R=PvvhV9hnb3y*o#me znSkhJ?k<*<{FLB95Zzs}ilQYd9xKB}3L9#25sKpBU=^o+_0emmdo4I&!Uq^1uEFv! z%fZ_S_SvGJooHQ`r;gMgDE5^PsiExdaKDu-{1Ozb^|b#0DBlqJYvdkGM@!mzL)%V{ z;G$5}9v1VQ9v=S_ldL&bSoA=Fhi;=u+koS`ACWeZzmVb?ndec@@eyBH8DaUy%x?z` zM(g*|oCC*D04)l*!oXZO*ttgByfn>nF9Nx#?PV*h=t(eyo<>+Fpj4V4RPj2kmjWBS ze`1Bj2Q6+Gs}A#Wc~(|){{uqJ$9pm@Z;Jcsg8@wrS*Ze-i@rr8DU_ths#L_NMtHcT zsGEhuQ=r0DolTL=ko zpKfZ+ljp*e!G|e=Ig8nEka4CZa175DS_;ko@7AV4j3jk4k0i?iTF>)kVCY>v^!-~1 z!h>wL;#9XAgLJ31cc%Q*S~pRWgy1*D8CrFk@h9-?>B*P$fqJ=eGn$?x@1jHt^BI1y zeG8Tu&ZuVd;iXM(=yOIEx+l+&LML7H9xKK)=7I#!SK}J(@%fT6pUj zYy@mk`3sX)F3Ch; zx&`Djf)FGQ>%8wso!yOX+J$ZaV5!!C`IhDz#Hl~R^$K~XS*m78w}@`1tR(i)?|E8B z&^bCgYG3rDprZ$kH$XQ!NtD+?ULHnhaDDUo@1{<+pB)XJKXNBpfEgaT z^VYILpP+w3+m7}^{a98eWM=;#MA(IL<)6E>bxkh1Qv(k{W9`x@Q28 zj>_9_fIZ1g_@EOhHyy_;B4;U*Wi~$)9{C5j8vljJc`Qp z4Edm`97URp!Q!2D<9FdtKb$T~#CEpp$Ypt_{wX{S>hayJJ&%`ma-hRtq4^f1LVz36 zJ5w4&_}|CrZ8;YuM<;#GfF$q7f1IQHDfJ!GmaY*bp;yf9mh^ioI72`;EKbF`qwP+( zZOa9}PAt8&;2RUvSmx|j4@>cx8FdVR_oy?to3$c)!>~aLI0%%s}J)M+O!-}n%%(LDc1_vUo z(;JLG^q4uGs$}9+3HysaJrmUZE5ja*H z^TQ1GC!x{8J+Y5@i+TPpITF+U3Andw1P2v?<_)a8HjKN4IlUOWniMe_rf@7n7j@}T zVcI(HkkutD_bFk(Rz=nQ(&yGAaLVGPVvu?C+Y;LYYDtR{#E1?9@&tOgd)&$VFRXU* zZub9LA8C^rB>h5!GBOwfS6aPNeNkJ_>;ZkhmEGt*x2ZM0QA0-8ynk$e?J-!NgHaeH zfihHP!AXHU$=7iIc%I1m2xFTs9fS!yxQ*Sc_acr89NB(CCF<=w4M>FoUL*h5Wv#$3 z`eT?lRXf-5hA9rvbCkU zA;ou`@TudmJh3bQ4p*fwYm3`nFd}ox(9bb?z2G9F38V74?+e-?|9L071Fwc+BNt=yvySTscxJtp0Cl)e(b1u>-gZESGPbfrc5TG zIGN>kg{F~xW6^U3vXqBO%vybdTQERtYZ+M0W>`d0DR zBb|1Y8{|p~{er$RG#D4VP-)a>0;Bk44Wj$ z-Q}~w3&AA^XE>AtL;Y-0ZYGqV&!&@!7$)p(BR93MUHR3`4q*WorG2muQIF(N?&Mty zN|1IT!R&&;ZM|J7qDYAJ8f8~+ zgk$d!91iTTU&LfyEbVvLFwNg;WUStnUNhjGAq6xVniV)gI)2QywhV<$1DE5Uwz)l zB-Vezc&4bTUgqzQJ#7Sgeeqv=pFYCgCAX4uiu)3<`k(!_;5s9wpP?q=DZ&sfxrem= zPLV$TyW3aNNx$n$)_Eji*EoVinKs%~d%Z>WnQAF~+$TdDf!6dhH-^)vJ_lOF?Nh`7 zu^iXtavQlli>jPXMOZ0i+xtRqTA{c(0Xb&9X)KS_{vS9xNvetHk96ph?uW0tVH=u{ zIFjqGlFJZY^nuhPJ_X}QWRhFjkZ>PF)m#s1lCMu^^zoha)PwPHqGm*00_8#Ep*rxo zyQmMwP)&>6@!R)Xc^uQP;Z>?x?Rsd6{T<9)x|R?z+b)cNuHBU=G40A68-7N;I^73# zN1`>b)Hab!Llu2P@MusJZPiViJK@zvJtksrsaOs2mlsSXno3K+qsVQq%U`qOwDkw7 zc$QR^8m|Z^0vZ$h#)n9KO-*qU6JVp>4Y*3p1~wO>(gEw3sKF}razfJ6y0jd0%fnw zQFK6Cq8$pFDH8<5y&}Z!?y|!a%1+gJuP{OKv=6V~IA@cPEZvH^M?y~Ixg#9hBhm=( z>A6O}^&IlX!7kT4w6DxUXeqLgs>|M7|P)tBX>tj+-Phj%6WX2ybaeOH9&!Pqu`Rgd*$rQRlo+xBTrG` z&C7=ctSFOz`ye=TW=i?ZgpNn*!ja}ux|ql0OuT3yr&4_%S}2Tc)>8P>u5xk)#%6JS z+*cEnkO2hzrkIfh;<#uDk)}?d$Vh%mups?7RgV|F8*W_R+BZrUu@*U$+hb0cfdVEULG z2W>dvn3&Ug9TxnUSOzW6xHkSk+S71rOV2YVR4(kG<>x_j=2Jzg$tPQNX7s*)q+IE0 zAj16meW6ZCQ?-skXW}#LopLcU|KGl~p+VEcVKtidAnBaKMJ;;$Ws+qVt&ZNLB;ir5 zSZlBVo%Bm8Z~aBE_L#6Y`YdF1*}Z9hD5k2j_#WkW2{3p@ldJY;=h9mCeL>>cBb%Q5 z&6nsZd%aNtopU&C(9FmvsqJ1+-}P)JE~%*&GO0WD#rKb`XjXs$dz6$lR?{`7aut+L zM5`g)RxJe@$ZKH$E!zH)u6tQ~pW(deXg|kXcB*fdI{T*!F{Rj(tS1x+7RXLM4HdVQ z#T*`@p3nyks>jdwGibr?!Pr;*uq>XvkV)85KZ~>$XbJ^Z4R99P&WE);*Q!$O8gO43 zVz1`Tms-OZwe_~h$JGI<7>La=XU|?ZU*C{6AR}g$WMWgmryb(SnNBL{#ccut`mZB& zA2Ip>OWicmms!Db(fwIYWDIOziVF3c7LbqIT2zon9=-Ow5UFBdLhLuGd}$6ACHMd# zvEygoEFl?yTgS6NrMUsB%<&Aw9V^Kxkj<}Y0{f0gY>|SaM|+jm{XCZmSvWNQOX#}M zt7I@|(M0}(V`dDB{QKehZx;X?4kriw!`ar2ROV(rvwK3uX{Yka?$f~OrZLPYWpP<} z?Ix}W&*X&|#`xJvg{P(?=#vgESi#GQSi=^F*?H(@P}J(M)j+-=iFoH6V(!@4X?tu& z6#E_MqNB+mYE}im+>39YPRyv9lCJwc+6ukVanNq;4b06hV{iuO{c&H@LpGD8kSZPk zO@Z@>0zo>x5C+^dHbZAg_db%LVGB!QZsopi1D+9mQ~we*Igpg+nl!0=to;gv*o;enGJ0T+H|?Vkw?HPiW6aS?i_z zz@y`a{~slFPGu7iz;Q+eZH#;?ObS>&Jxn+wIA1qLQIBGii9MQpHpKy>qe>jPsf2Bs z^_{!eO4^|?WqIJ{T+Ey@*0Q$rZOc!aVI>PoDtj{6;0!4Wbr8`J3 zmE?BXoqRT8aa{&GWj$(O2gCn=89!;ysT_9=_gRTj-#*g`TuwHQ6Wir2C0mj75r79X zi+wausmCQ76+Mmyx*hGFplY7H2t#xMKyNpWy_W$5Bj|N9Gn;tO?ksh=ulQ0%E+xAY z?snoR@d2t)>ZF;#mbCQmxkb}{-$;T8U`1&lMenjRrlUT>=YP=9>uGzClM=XMp5RgO|aAEfqpDWLT6YI+B_nqZ)4xm5_~8(l%B(-2cG^ zcu<|W+xb`+Umo2C-gq8^1EJ%7q)q88Qpor|Te?XCqlieLkIKg}3TC$K*Cpme%RK4{ zx)}M|f>(cc9iV8*9>Y~kB=V=XFFxZhD>wFYNuA(n;OATgT-vH7-cckFR$A&iBv~qO zu^aPha-PS|NHo)h?Y%jdUMTbEo@sCrERNck>>SKdHMCmOEW7N01Bpt;N)q26i(c)H z3;5*5iYg}x&yYU{KZ4dLFF5PqJ>6sH$y_>47H=P4Jz;PYf8iV%v^Z`goUb+C=jJw1 zPXj|l?RF+_46sWib0N^|DF%Gf4V;&{Dk2r~)@B~x1c!J#b|o+6E6>*eI!x!gEsb`f zOw~x6lyMwXQ+23d&H5BM=Lk@sEn({^RQgV0)@q?AhTK|iIv_~@oCqP>nGdpr1;b3Z z-vz)I*_rCo=jvE{^wIiBRfya;a{};T9 z_(-f&0cBiiULsdj4g`-96L_jD3TlN0#X*7w@*abR_&lxWxIxy& dsYLjs*p>sW7 z4M@+`6*@=M&!Qx(uwlzH2>Q%auH7#6Ar>ZqsNB0^0lVn*Y{bpqE!~gceWQVfs>f6j zIk9kNZdlmui%&$Gow-|LMW`ALtycfcb+1#=;1i|$DwP|ky5a>;T&FHUxyssAqzBw5^k zM&>w$(39kYiUvHdz)Wx-_n8hemJ)Qb3(5oO`!lg~1tGOkc+iw{Qq%BftIk(U|Wci|x<_VreM|GPO*zHYQTxC@O6D0(&s^&=T-AF+R3 zT{hQ4byU=Y?bb0LTp@T8zx1VAvbFLMB<^@)Oa_;MVr4tiX$c&zk2{;UDwJ-VvAyPP z8qdPoQ1$g%hVi|d9xU&%bel9ijk@aBcy0~l%A&{?hqhYR>O#|BNY*UH8<=uI`JShq zN`WQ^{+3B$Q+@+Rn>h(ehj&C2&{J%gV-L@Rv{u zBsD0#BA7%)7XEX8mJMszuZg-Va)aUru|=nHt#u>^Y_V& z{AcN_yHFS7CwfOn2pNz03MIGq-$5Zeqp`v$OemmH7yG~0fI#i^!P9chLerC*k{22p zzv25Elq(K93+UIgl(PFCRtAfBJMfC+_tHXGs2<1Nc^vAUoy5awp1?>I1&0cI(*H1j zl7WaRri#eUgtN9SKNo!ofM+Rl?oB)<=)Y(DOYxzk61d&MJ0wgHM;+|Rz(TZ$y84=9 z!ME+!g>teY#6-ck_!(5W6F}|m<#MMPc*n!T!n=PDF6Z6GInB8Cj)n~tZqf*iEOjRw zXnlM3%RMwR&%kruB@prqJ2<;@yi*?Hw%DC0RcDflcj>2{UYX_S{19!N`}K2Y(c{oc{Oy=CozC90Ku0wQLrh(n+v)JseUiY%b>i+~+) zr04Y0T~nGX4&+$ip;TJdqX(7e$-#*)!6@<^xZAxN6dNvib@f{wg*=SmSA@^#dil^d z5nVBkubw5~G`C@UO+GHRd*rRt#~QTRH5v!^uaJaFj|T)0v7G}gQ_L?xd?ai5uZ$!i zTYmpT9HqwIngtfFQJE(eb6hM06Vy$Kgp14<-e8-2<;8z;FP5rr&LX0uo-|leWzZrL z5drd_wJSAr5}=EP_Xl31dna(bH6!Y+#krZMy!aM|+2HZmcM-+8_=+y2ptZ&CZ~2?2 z_A)WXYtGA*&Gi_f*xtrdpZM;LlU<$)z!?GY87ZR#%(Jj^5H|2K)~0x0UNOJ)m(tXV z;k&z(YSo&?6MU@cj{`Mg6=qVN&|7GDir_`+A}>WJ58E3<98r54Q>~pOkm< zjD_-mV3v!=k%pIE?_A-C+kFhpy9Gp}O|+#1MXyxmT{fSXJ8M?F>EHX3o)MZ1dOdL( zhxX@?jJ7KSgzBC6M3XjC4@?z`npl?U+jytG_(cLhs{y0jnX)W#oMN!|*zK=ZIP@^3 zMyCQjY2xt8or9)>JAf)`Lm0(g6LEWmDskA986>mpiWKgI(?_f03t zkGWJ}7j&UvjL1d2X2k+LS++mCQF7$oNE|<`M}G`Zn)JBMbY4e)^+%U_0A>DYbu(*a zDUZ@am)TdvcSw0LWi)|bdI4RE!1q>)P<3!#dkAi)tCpyh^2-6 zd)xDtPpFVmY8JVgIs|iFYmx0_SHa!E_u9x`MH-DS@cWeKw^mjH*RW2(y->h-N%$!NzdEn5c8ytI%|3{pY z>a^0Ywzz{@BNPm^xN|Ik?b6k79%gBu38w)rZpnutPqekkdB^d>-%!81RKyP%oCCTO z1G;lnCcwbGA?RL4tTsJZT88k3OkqF*bdDM}FEDOEo$=qlyB2H6u(00&jq~8e&)TW4 zdTOUJ!)+48eD-5g^JKdV))@IS&BG+2ky|5!rnQVc8Q2*K{m*rC zFdKO@z&7Ey#Tz0q^~P!^Hrk`7?t~E)FXg;e7)F;V2mViI<}kER%r6CN*sw9-Hc|() z*r~^-DBa8iymfzWaSYu^|D!mWWBTDp?%JG3`gOOZO_6WS-m5sCdP`Llf%sJ*DSF(MR?IA8i|tW%!)YYw(7lm@ z91L9{r&T*VcWdP`UUE>~UdivsvT`f)8#uHW%;i+O=!}sD`*eeRiI zc|B8G3@oLLp~R^E!cuBytUcpOQO?GElt#AGVvcID{ac(%|7HA?%OOj@RS13(FsQao zAetVNIQgZ88tUpBCWhJFeSB5>zfEJaQ5Kc`5@{#zrld|_?>82@n=@D~H-sU} zDJY%GsWI|XzFHalT^Wc2*xTPn@)&nVtSM%sJ=FC+oUsV5Kl+r2y(;;S9tf5Tiy5={wo;!Epo zZG_mK9FIam6aaf-OA62leEm5r=Bnua&JhO%*sL((*mhA=iQw!N6$1y~icP>Mu>{51 zS{HZgro`C>fP38c@rt9UW_D@amq%rica z(&Y}Ch7ID!IhdK%Nhl@GV4g-;sKXD{qQ9V+vKS0|Z<>mU2fIEVof5G17|KH$*~B7q z;upMA3Z0EXBzlH?#pO&B_%8w(zLJ?22$4u!U=I~$C(Yyz5psJ!>v%mMr?u(lVTmty z4S&*n(^4gej-E-!b%qb?^8Ht)@|;@WYYx3{6**|H6ke)T1$39lgJ@W-+CI{uy8rVh z?&)y!OMN?-sWyCY9-63mvB8d$dHW)q2?>|0RJ87GcG$P+7ynw!)ZN2yap4->ru-^{ zsvym93gtZI2%NRR^iw-^J9C9H^T!Xjj*odp-Xs<+QNsHWlJ9 zPy@_6bnB`pH%AIA?+Ww)GHc<*e=HVY198u){c9@e6V=K^4+g(0alX{r&nR z{S#cI-TX11yEzI|g-tUanD;3)|A^hgCY1(P8@1;bV69u_f+|o`n#auK6Tx7c=pY86|`H ze9Rs+h!&eR=HtoT{+SI$5rCug;~U zqF9zpL-@#0mH)GpxfP6XNO7GP7R17sU%uQHLYu#L+IGY_UyBe}el0BUf((Pzb4-(5*2c00Y#$a+VrGhSBR z#-%MLJ5AJzx=zaCm=uO}^v{@bmgnl96WI4a0~Z&Dd@L$rYxZ`6RDtG2^c0agxDcgo zfy|~ab8bUG%pF0F~ zfS9``7~Dqe+<|%ZV+%<7wd;qAb1)~mua_=(6|#GTzduwpd)vn zthR7&_Es8@!@2>~QcM@SG^XeDKU38RK(AF#ZG`G1@-ff_Y+1Xg7rIFo;n})sybW9z zKdC0>mxSr*{_<`ZWUvCu?lirl8ZpK6v5JcwIR2yHmAd;2&uHSaZ}=~&Jq%|&V)QsF zJrzu1c;nU*1#0!BKhI6B2^x=l0|T#C_rui}XfMyzC^DF7rZfp~ea(9vi|Bs; zwuTsU#r?u;OU0gQb;|MI2L(AU&IpXomMVqFazadpz*^PTyiA9fc)K=z^nD042E*S7 zkc$6+S57L>6T-Xk_N8-%WK7&LeU8^L0L%j%h?mn{e<=BWdsES-9H|4^sQ}59nKdA% zR&6c5i?2m8Z68LJg-DYC;UO z2+qp6bi$LR8VIGRK*noKV|hn3#Mi>>f3lsFP6 zpk|_DLRP(xTL97BgG;o1*QG290%@oyjzWr)W7SJ3gk@c57B3=KZ`8xYq-ce;Q#d|h zF@lT4{H~CB?SHq0UH|Ep52^sCXdyh9_x&YwXvlOoGT>_`Zk2yDs9*WLI^B!UYjto& z>6oAhCO8=E6u10~$uG2urxErWM6)r~!1?3nr;aWd@G0ow!wx+y!DL4SE5gUjQdTi8 z<%d@IIL{ft1L06tnkfietf;jy%#=)hczdXa852OWs_jz)B*GP_Q_(^|{~ZUuO`RG!n6U2_Hz* zra`HgpgEHs;Hz#qh;z+lAlb*>^ag9ZH-0Ctwk@?G0X=}W0PQ1@3G!}`4B2lC{t zIyK&2BNb^7kbwiDhURO`|52xptWpLsF`i#-r@DHj*Y@a&EUHCU=xkc}SSW!!4ZWFNRvdicp(kP(GB zgj&N3qfklJ@k7^Gl%W6YBfi?A5P$zN2NXKpKdSl>;yh{c%%zw8NdIa#wC;FB6{UO( zs;J4sf$Y|_8J3e6zO*Ne6d?@<)}9=KSAo0H`a|VTD5$t_Kf<+Hcc)*p=0tWT8hC@) z!2;_Ea~vf)nCl+_TJDeuB|auo)FC|CNM%$1U{(_0pKvZVol+A!Ru&L1u|Q3u-s#7u ze2gS=cRLcMYwLmOqO&z<0C=3+u9hGRH$LCD_kZN+8ydvgF~4Qo#|Wg4id8O8Q%g}= z{1M%YEZL_hjuSu$cDM0Uq};CqIYIOCjGR7~;HTlGY7sV%!x!%C%?8tO&)ZUL-2Sfa ze=@`*h{IWTjMmpxc7>Pm-F#Dd_uKm#jX4t{hY)*t@N*da{*?!@9pOv&CU9n1Y*j*QEq!k_ zyL4Q7>&bCXzwl{W6)zMjSuQJN?Y_;x=!D8saF*e$@UM(#z2xVBzGYCgURS#Zv?qM- z>fljw4d;ReRe}<|3J%k~ndt~@T-Sa&L#sEF*P(>(ZH&{SnE79gv5{%FG%m39uKo2g zJ#|1@vzh#)*&(oA8pAk zE0op*;~t7WW7*H2p7q-_27}hA^>fm(!xMos&IQtAdjB2uXsdz6>;Wno;+t&Ce@up@ z7x9o6pB5M}{&4oMOAC6^*_kp2m6~{vzu@oMHA3Z;Z+urr6O!Hky0{RE2{5@(9RR~q zLHTToB>@Rsh6~_Kp-REz&xV3}o3wU&H{W65+Y;3AbbHFo6Geauh1Bo4^L76cx=_`* z`wc`HN;+!W9FY5_Qk$Uw6|b=u!Xf(J6NB`ic#TbPj?)SZi&;XBgsN3$wzbYbxSb&) z$~GMhR}YDjtd}2JVcA!Zw%dHOkTMekXS9B?K1e;l$vsq@{uDVxzrO$FUQ#1>lT2Iv zmPuY5h6rsVmn4)dcS7Df1vHR}K1kw1Qj#N9>WSLo2Q9JofMg$UsLrexy26pw(g!!@ z0%rlCT95Us_W^a5o}jbSi@hCcm^F2RBQK|LxsgWuS&6&j58EGE{%^GxinL8#yr{oi zpVS>4pE#_BgU`~Uya1gv2}3d543awtW5-7aN*spv9Z)`o0?{1D>#n#an?vV2}6B?DPAF3uY* z!P20o^E`9<{eM@{w}TkyVyY?+qiDm z>ltCQooVGDOYNc-Zxj<*+3--!b#31@4 z7wh0)a$HHZC>C)RbIO_y`)`1T_x{;9+NRES2-UCNz4q`7k8DmU>wHioMxsv*~mVM)@flCcxNB8^% z$T$n%Km(d;P%7r1byCgu>cOnx-p53pPr(RIRdYb9X}-D^Ep})#-})IYrR52J`GACO z;sT9S!H8(Hnixk^yq+^y%qLpChYL_mH+A4FxHozJk@oAgRJR2FH!T)u2pz@e`EH=P zk*l?r{UP8^Q}~UaZ0;^1WDAe$!z3Zn*_P_7)r>O!igKSug^zoD|&MwjoKYJJHSNEEq>HDnTYfTGpV`*QU}g)wXk1&2+}^PkKRNY`_e+5*45Y@XZN% zV@jjeo#N|mMnUmO5r%LyzVA1g8ZXv!?RsaZj!k*yI!ll9^CM(6Hc>YaoCGiFaafz$ z(sI4u^H_nT{yoNd0qHpUQ6T3htK;^;jIsRg6R-88T)q()5yj_SF7JeWFZV2DTg177 zGSe7ydN$T*x$}QS-MV-^;Ge<_&jGMh{rGSEyJ1*6^ z`pt3H(6XJYPci;?q*wZl#>G*|)e_-F*~O7h&Hh+FpNOx!&+~+<@|U~j^MO~&DOaC# z=`GMuRW#u%-(xL(tyRNI=H7J>q9yQD>9M9okl^f2fB@^XZkMdMNnrfXix~cqo`!D?zl)(qFmSt;XJmkp2~j*B10f-W3fw)x{NCb($y4vrSel%> zZGZa!DfZP#^SQM$oKll>OH$b}c+Trq$RGDAaghsq#~~P}Ui>85F(N^jhWbfiWwS;+ zRGKIm5FS(PfNCY>zLih+s3AOIK~6Ys*$Pj#Yi;LbFfuJ-3hmRb@^5R4OZYOi%QdFy z&qaA8`N@ba78a`0-N>zNnK3&4<445$nq{GlTh6T(A?|1jVp-ZPap+Q_^nT)gMdwly=;o>co{(y{zu`qtO zIpn&2OlG8d%Kg3CwEnI&D3a}Srp(oI;)9UQdXFIaf{Emv^bTw$B0Cysf%=f#GG+_9 zp>zNc4QrSX=1Kc7O2+(HPq(LQ>p$!{rveCXf$Pv)z>7=B`TCADtb-Uzx2j9= z&Z_nP#Jp3=kJYbFZO9;KF50!(c%cQS@Z~0*Hl9U6nqCmouY!Sd!*&t_s#)eNq9<eFt0)jX*f!*xrsa}c|L zHtTkCK}2qgivPZqPWt=u@E3CnMGSVO{HEEWV8Rfs!v#>Rk&lWq<~C4yMAp1furbMw z4o++~M%!q82rSQJ-}fnd=-S#+qUmz-~CjhlhPFDN> zqh}HOAj{{pcD}FUZZJ+~loqme@EFawJs|L7o<@WtR(RoC%~1 z=9vOp5H9cHacZuysQ8bh=B)kFq=s3LYPI`J35KAu{|SPhl281vL2|ncK}ikzo9U9q zup1r;T2IuP&MaF2oBR)c*Z+#3wAO&iX?QGG9h(8CXy2T-_ZSf8u6yrLu3H&f!QO9G z{Q2nL96H(R(&H7``lON}`mkeXeF9*CLeD~7%4r!)eDxhjj%RiHY?%aTs_KI2%@($0 zhO-3%D&8vl90E~KWYTIc1e{l`FuCm!ERZrH@4q19i$ALA5tSevAjY^{l(8_QE9ex^ zZ){i+kjFj#by8iD)FBV|p{5$Q^Au;pNS=+4@tGx z+M;ve8{@<9YWwVocuX;u$&AzK^2dKtZHnA9V`D2R6I3vL&Az|)9vdoEj}AZ$b#u2W zcB}UkJ!3&G_<#AAt^ZCoRnk=yiB&*y^i6`0wLu0=GrTbi>#s3@g5(sj=S*K!@AYCE z{&5yD?)oWro${E2>x2%MxHrdJSpAPTL6I3BLTMH@3GxSsq{jZuL zhL0rX9HeY%tqr{oYXrcXvuUtF563FdR+$v_@soVq7Xj+ss_|(d>Ao>1i#rh%!x3@~n1WyQ-r%a`~ zeo1{h`P#PKPtGj(iP3>{I`n)5l5iwJreR0a*dfZ*sNw7k6$FOoItUciG65DN&TZ*L z;M7GaEAuc)lHgM}^1q*2HDteR;kAf&c!_QSy*Ez~2j)?dg@VTnj22tCMRz zHUUth@C0{{mlYULh)mVs^CFzeOXRcwp(d=!L2EW9>FSI zc=FZxR#*73@#7QD===~d-505v4>mX63Q@SW3Y5(-h)V!QL3i@+JX#~6N+e?HK!C-4 z(fx#&d<%jm(CA}4tB6$l%6ZWumH%eXe@^<1j?foc_ocF|L75;68v6x1^$vrrrYW8r z9g)k2FuBwK@@_*-*T#^P?>Q7c&vm`&(uAq8I-b}>Y%o)cGn-?8wN2f8Y}EH|Y4G6L zJ#0t866@R#hit-E4V#mbYAQa zbkb%?;$0K?L#{AhXuc7U79AJeZ|%TL5&Gds}gEW_* z=#mm9+AZQ-uvXGukexhBcuZZfljZfu6bZz+>!7O)1hg13EZ=Y< zvTi_2-rFO_v3eiw{cnVF>KPo0dD5b0N4T6Q)DMNu-{`0$Qu3GRG?1xa!Z6^vMm9vz z6>V*+)12+J8;=enAdFZp5Cr9*-J0gtr#I?2lBC=uJcDYU6$M~4Vqo*2!=*?>=uS{U z#2UCzl=h?BEtDg!QOb=UtrcF1e9wagO?tajrb9N4MGjoWVw?-kG+q+AgaXkZ&8_wlOTw`d0YQxzzKeCyZe>t zM7lmnm8vL$ODxDoUlHrD3@=t;+~3lV?6JyJ%-Q7|PoHf8_$jJiGI4>EG z)tvr+^ySud*craJkff7Dr;@Nx=YysQm0`WABzGpLMBYI2(Md00td@i8IHrykId5-o zYnuA=``EN`CUO#B38nr}vW_iTQt@Js%;SnisZ3!B`^Qg{D2%;kT<~7SuWJYhY*aID z1hQiG`L05GuJS~Qzkh1r+Jl1S@zJ?%=P-Ekplb?YSU>skCC^usbfO$$3(Cpz$$t=qa2k%o@s5fLg)cU10Nv#m&n800QES9UB5^=T}cy zAKFy!tBqP^rBK%5#^G1VQR{duW@vr?|Jexx?L<6wcj}K1By&tl1omFVz=z$qj15JD zB51G5#MqaP1Cmq=Z@WB`$Rv|1m3m`1_8e0!((n-9v&B#9sJrD0A1dD-P6A83(xz{a zSJ#hSUZJsm@lk;YbIi3v zy+}}k=kGOKRKg(pKWqjAKx=`R3??DYGXYqwI53~lxM6qz`2pj0paOqo+5BSQr*Z_& zV=%^GeaZW$-9a5uQ{o>%Z~-oo5A z<+A>f$MP5uv238IMZyuv@mX!`E_bO9zFpD&5rj7CL(b}c z5CgD40%>R&VLoSAmrqOy!ec)aIGB05BQhs(S+0mjp(iGLZi$y9`hf_1&Oa;e)?cCF zX(TgbqbG$%Syth5kXjnni~^&b<;yWeSH>1 zK-Xy9b>-AJES@qx^4W8RrfzIkb^^ZOD>{Xo%$^C7&mq)~Uy`AbJUYJ9Ov4i97%}UB z&>c`kaM9(1oBS+?@SoWNn*lqi3V1W$B~%b5-$1LT`)6x=ro+>`xtg1-VxNd{6^pb` zacaFh!BD?{Cz#+kcRIwL5&eBgH0OZh|q^ea>S^UwSs8I98^HU>YN z@d;G<;j#FP5TlX$8@<3UeTtM%Blo!I)Gq&{%;0T3JM67J(INpD`&^71`U#I~*5lSG z$0c2HpC~AX(Py_1xW>r)!gltrK<=bzUs4lC1JlX@b8hN9f$`Ci-QcN*qn+c^sZX*n zWh8Xsk9I7?sSsf$9GN&MNoJ!bC9*7#$t`f-%8s65Cr6rEvw&Zq0S*OKN_^qC_HKEV z^nMjhb0NEvxm(6yCd51RRUyvwqHtd$k&x~pC0mF0L79*@Qx$X}CGnjre_V)e?&Nfi zi+^F14h5OEM-N3_Ah;74CYKv!6DfrsHnf` zVr1Qw_s8Z#$*KHTZcIYou%)gAxE<~He&CZiXCwtnPe)6Rt8X?WfN9O88+)adk#P09 zj(G!m3tv9KH>+7=(9n;zs3w!dMuurvu*g?Vg zbrbIL*abd~bC7%hfIM7Vx~Zg@?e*FL$sKU}eQJmvB1D@r9Io>2#(wBS>#p0x4H+tQ z%-7wi_B5!Vi`%McoJ2P~Nt&^##?m^ELb*{*%J|{j1`IiKZtLCLI8Ey{Noo6awPJx0 z7eMy(i(}C;%ytm9q4DtU$}fabE#9X@YZ`Vl$-cS3?c$|U5}(wPI`kpQnZO%KEvaju z*&d+KT`k36w%N;)d#?TkVEbLt%^AD%<@q96xqN{Qq#V~2&rnmOrf4^yTGnsw++)kZ z`rf}C3?;(gE^$>NI-RFvBS6#Vn&$;jTb)xLpunUpmr0+|LWmek zUqZ}Qv|uC26+hh~S~rOn`%`dcW!K#d9@J(RtylU4d^MvCPqcR<#e4ZJyW&ZkHK5I1 zd)p;>m^k4+6wX)L`LW-{YhEM1l1=x4wQH#;-e#^1ikYD06LGRwyd;PCW+wL6++VZ;vs-@_a|S+ zLnCKB2oE=DU{)?;h+>Os^}coDBEpa@3rVXo-48(amq7a5`a>Fi?q9f95wkNSe< zGOjV7U#Cl7RfC*$uiK+CKu^mG7z`9~6Eta*q;l~)V{h@|U`2&UF8ySo&|5fiXUi*U z6$ePw?&RB!OUQq+GKjQZSPCbe^JTn!5qBb<(msKP*>$R-kkJ=Jkp*X>$v6(IO|bS? zJSCw)dtXW`a=yC#ZBgQIHPQjEPFEo;WHr6JzM26B^_7PkM3e||tMm|hi-aEg)c)$u-KfG5dj9MlmO=*8cS|w2lEg?!CoRLuj0-lrj4LpP}72LvW};^ z{-rpg&PYX@l0BneYx_==d{Go^ru1a#^BVuG4EWPR!ud{4&y%~1pj1y((e=5I!}k2< z!KWh^ewwC%R|qCZ79nDuIdJ?bNxsjzjiCBiVP?WEvu>Y;%OawL?I`0DdNmQ5u=U#J z?^G~)DB|$`+xfVXBUXk|xVSzku<RG!*3YEvNH7 z8`ZwsW5>{%?!`@o1oU?PN^Zb}AbRBv5MJMV$ynO}6X4Xea7qBOqncNRy1%@Ae~(7x z1;!vqc2k&n6~Bf~Bwc0#@ce(CaMp~WT{GRtL(lWa49gR$TZ(ngDviyue`FVCxRTGRlFCH?U&B9*+YX5@Wn zN82vLhu|+^Ls9Qz+yrvIO%G+GOZ>muaDu_&U&5$ExnfhT()zWYxtLkX5m*jci2cmLeW*wuws(E{ zVVe)_xqt+Kz6yJv@7hGN>9vKKDl&9mb0ty#!3RUx@&U*w;XWvAJuqK!pj-bBj@0ZJ zg!nvQK@Oke_cq6qfsTpGvOAe!*~z61$A=ikVAmKe5EtbuUj@L*-J`F&6tBY< zw;(EJWS^!APs*O?*mfCL49-XNlE zj+@40C=rw{woSDWHGY|$E1wPB3l10_1#yjMVZOg@eoHw`N_HD%rLFgyJd&Wgh+Fwk zm1bG!3NW+g4vc}kv6C9DLoNn$Mp_D;pu^Ms>*vRjP^T$ZR>v-$Hax;35%LJH>VA6P-E7X+3dxju!A{9y~ zZy}UlnAk&oDD1dGU3EIEzfk06iE7x1)~qmflOIx@&|Dp3}j}*`MPtnuUi`lBM z7bA%k!df!Bd%n%RLcrbddaz~RW3Kzlefk)8>lR#OBh2XQ5QGN;6IPSr#jY`$RUohfBSyMra6x7ZWr98wul<87(ePuvaet3#M&PGT+ZE=A1jgu73arm-nfY_edDa@g>RW3 z>#IsZUn{Y9yk{tEQj!EvxK`@ASz~zMhB@}N8ekVWsJ~Y;A2Q|;a*mC{hR3O?UPG{5 z%V#E*HsX}YA1(yOJo`NQ-_~NzpNu}sUzKLjH$X`AwGrNu_^P*p1i$|aZP072E9(M+ zr5Oe_!4=$0q;eZF{U35w!O%dw`Kr*z+&se37B9om#GvZD&yw;}JTpxsfeXrHCOr85 z-nq2Zs)~~~U}Rx-jA64s;r<{1On@yk<3phP4v{Ek1a`GlX@#6V1eW_UB+uU5O78e{ z*n&wStCUpdvyJ|?R&ys+<{X(fmRdG0Eh#-_@k zdMJQse}I|;Hs6abN`KB$gyNLLSinkwHSX4Om zO2Y#HkhI-O1)z3E=O9I%JHZI?U?N3)dWNyN`+0viFMxW(<@0C?*_TV~1oger2u!kn z%{5MK#Iph{WH2s*VO^@UbGkHzShpD-&cGGKFM>oq=>5 zFdTungayUcYnG76)TBLD0e|4Tc|!}9 zpZt!e-NyTnD2>>P1E$4@Y*Y}tuabefsP|0t&SP=1ld}3_9IJJfs>jRi^kJ+}$aA_f zk_gEi&dDobx&!eJJu{#_6}?h|@oKNCVJ?Yry2b+nHY}v$GRAhhIBYc2scjhgIJX?? z8{-?!@a!4hQOaon(`b- z?*jYbM3+(zTw4o$EJkoljqA{?34E*5yFMxKh>QmSpfpTh0|-ctR#yTT-L?O(w5T<6|k{BxLh=D2#z>0 zshKSk@|Zl;59iBN_p|)Uv$1}$EV+L2?d_(LQSY-$OGtT1*9l_UCG)ecCF)%FU{TcT zpvMSzH1@glPj%~Kzfhe~ z!W6s(9Dq|baRf|E+H}SXVV>UKSq8XPN7gbq~yjGi@VJ@v~)&w==Az1T!L6? zDhbS(;*`bdwT=qZb9D^N1`K)Yy!Fj6w?$;_Dqpz?U-x`C;2offg593A1l+${!?}yi z&f)DaONPImJRdI~{ZfqcrVTUkj>qioEyOH!&qjjQ79>O4H5dRy_<16LZR^S&|N1&{ zT2(QG)0Bz>o$jQ#GX;$tmDWccS}d%SInENdc4K2>NNDKrXDOpkp^?~N0`l70*T20S zaxCM{ZcGm5V?R^^nNbF>ajdB1^9kMDsApWjes=J+3857ecr<6(rT0qe+m7PQ_8eEQt^t zzF``Y_sG!M3DE2=y#vgqtr5DUXj@{jk2Tw3i1Io#CV3*Y0vX*?=yH%7D%0VuIk;)3 z%~T_8@ROU{z4v{^n&ywr7G`3aOqjfwc zz=*FUQzr;qS+xMoj20_j`3jLVS)yblE(47H^TC=0tL*D(D>YNXC_aXPHrr0nS=*;I z?_4gy0LO?VJ~G4PebF^K^8t7F2p3H)eIOTsQzD{G>m=d-e|O*dX0-PB6LJmu)+*cs zXAv*HM&2edP_Q4?%e0s>GUKPH>oA#cQcuDll3WiE>N7XyJf``7PD!Wt=s_1;gTKNyS&Xm44Bh%4LoA!2j1C=1{AvL< zc`mTfzq!}7iOz~5Sxa|f8Q=Sl{E7dxpW*tPG z3JAdZfVrepi0o3DtF5LWh#QO&bKZ1?7l7J@k`*IiT`W>AXh70N$enF(e+{`qG z8WpJACk>by$O`|(azM)DBh&qH%5nvh>(&bA$ePJ?y=X<>q|!sU7K&{^r{Hg{=ruAi zj2*|7(|YeCl=QARe_6GbSs;kp?O&!rGI%U(lW?qGvsB~b+3*Y+Z(G=igk>*K{B)Dj zev5VTbJ*Tq$PAy>5%5x}Ek^g!t|UH7UOSV9rgY)HNskQRIJ|Suj<(ipZg?71-n=lb z_-XTz_hz@1%jWi_e$71HS9ItFF4YrnT~*o}!cS`p=;?m(6UYyyy}Cq4^VuE@$($_F z*ofOggIWFyz-4IX41axUG`4H~fJ@W$4mSjPNpdglVi_1%4{yNWNHifoRT`q+_c>g> zsL_mLJ{RtXF9EsqcNUQ{(grMPn=(NiRW?N)I1^U zZVKmXB~xJp5ejlnd`o;+^uY!dK`y#pA@P<=xoM=o#I31gNf~qG#u;~w5vMr z0R=M9^=Q1ewTLP)UxjKc^~Oy<=Uql+Zl5Yg$u}TY{*?nj%oAEIwV_?uRpLBI+}xK0{f*2rX>CLFiW;M zI)E|1_r!K9awd;F=K@t&%Xl>RQ+E}XG38`uUZ1VJ>TI;|<=>T&QM{Ry{H4hmU&|ec z?rP_3V<1}*!bqiEt)XlO@B6})E)`PLA=w-8QCoxQ%+lEs3==g;u~dOBKI1YB2zYL5Z=@7P#m}!&2mG{E?`Fw--FYR6XmMv(3xc+xwYir~@4% zjbE`h!=<7i-3UwL8dYH;YaQ>!IB-zR>GdVf`m|`cQn9?whvv+Y7p1r^)LY3jcOe(% zS#K5=i$1R$k<#xUF@)RbAN4||zxbRM->EhD;uYu|dpBj!QywE0L+;9cTT)$)Yw=pr zRTUK962q|b+J?%9a$Zhg(N-BT+BjU!s=X&WoREoe<)vaSXAW~_1ARfHe_-h>)HXM+ z)v4k_3f*}=sjdRD>%=$4d+Gr9EA_rW zCN70&0UwH#>7{8%p+V;dhup7~w>6-Ad*9g0n@Z|5!bI8&<^n&Zy8>A~I3I=9V75i) z4_Pf*E_6rkn*lbNUdE}@Me<4myaLx7cmUf%=W2D z>c=_?d1XdHq2B0I2J)!3L8bF_RpWaay1=0DUON1RWM}mJZz~N3+91w23sE%O7z~W* zskxTyGpvQ3SmaI_2xDztlC+I@p1j%I~7UEKf3P}&luvE)2K@^ zJAU7ioh;=Pv)*qNaXZOeQ4^B-^5FB1jFiMMUNOUNQNpx&s*GD*&!#o@+ta#jYY)&m z@wm@?&TFTnS-8A-9Q3P(WU>UyqvdkV%zsZ(jpp!tTb1=Fl2(WzWG}UjJ$ymG^#fD zDHR?Mee0_y*wO`)C$hv?P0utjVTPC=O=PjKR6=%N#=YQQwoHE|c@yTY*=8D)+qhAz zdM~H@YNAIkBW?U00aXIpL;K>51a9-XH*;K-VRkI&6i@r!=k^?tLt(oSZePE{*jDGr zDGDYdq9V~sOezlU7)W!}ucrVq*qXx#kVZ;{iXm_yp}ceXG8oH>a^DQ3^Wu2#1j~hd z*x+r)@;oekH5ITLW(67=c_<^j+*Q~iFFbkwLSO)?r~Hc+LaGtLwPV1qDwT4L$O&$l zar3QhbGm^k%)F&8poV5=iywF^je8c}Fhk;(T!%6UPl-OXQ_gN%XfmYi!KkS94-RMXkc@Q&ff0AJfD$>}aJwXpM z3zRXgWpW0?1Ka;FM-nVtEByu&qn(Eu%U98D0KdC{x`6wTx=gsj&ZWnBJn+v;pUwmb}nA` z$vGSZ#7OyvzPEj6=bU+*y~xp@r`R=UXY0{5Te#r6Xcwu_#1vO8m!HxL=RmNvqq@Ag zUHF6J=RR$SUcqwx?qQljO!~Y`U`cdaSac4btDPAuEp-4Dn?sIB(gmLYfZP{3__(2y z_QCZ^A8st)(tz+Z(Pas6hH1G!(y-8rDblOvEGJerFNy+gl~6K91-YvNfFo6 z`&_^#Lhe~U7Jsjl)y!^$M9TODMJYfu+VXiXNFBwU%b)Dmu9$x5i^c1RBKS)*Dc5qO zOhYUQG0jtOjp1n#iLF*w=h~`;b99+Tgp0}3HdtmMCAq;5_hD^ZTSTLQ3%*cmJDy9+ z%1ucwWl4|+(CRj%loE(%x0l4B|CuhX^Eq+FTrv*G;q9aVm31Y5u7w|4#XTXP>LFnt z^v&OYSoUUqwIkeLo+(v~9@&!C{dA4Hh$OK9F7iI-6W-621@vzl=l2NaM(j-O5sd{p zagPVO;~ZSLInMquml>#-ZTD$0r;hk5_g;*~o27*=%~ACz58BrLuA(8E$)pao26$0S z!8Cs=mAbfm=BXfOg^YHpiqLUR2nYaM`>ntb{Ul|Z_w*Xo$`#x**P^dHMHpi8D^pS6 zJ7bVk|CZ?2$NpGaBvEloLh%as5!ak_&0l1JR#BfA&gZz}+0`CLI|bNWwo z_%h{QgwOMvw4_H27wg^Ux>>Crq4kpTXthHtGuzw@z$@-y7h!pp`7B}TN|YtUE)zXC5@E-Js4uz z0E8Ac@WJ%ifQC6y=8u7VN_ul5A*K@R?KqoFSk{kil{U~AD>2TiA$LLXS}8N!*3`m0 zDg{x`kSP0-ls#2`D1G`aa*}{R7bg1BDVBQ@f&VFTrsJCbuC{m5i9uU?SxqlX5O5zw z!y*v$=MQ?Wf!hxSs9x71q?MtmDV$jg_b3kK=u;2S=kNXpQdtN_=+3sB zGmIIK>^3Y7wsZtxFMebtA28fi_YAomBEym~s6&FVN#UF(^_p6sHj@8JywN(PXH2x#uQL(3`KGD|izKco{s=CSeuz&MbqiDX(Vx zWzn^)JX2}>aJ-O_zj>*1087X~i7eZz{}l9m8}`fYGppP3xmI-sY^yXF{uTp-9v-#r zKlIG^@>>;nZWEeejif1ZyjYV~t|C-+x<^%y!v4YkTCNbr|5tF-~otl06~49sVH%pXukGC5cUA;`c=Ut?YR zPmz61xc#XUp0*q}77~eEj6bQKbBhvYqluC%wtWdY$2`>S50Y}oUA`9h2ts?e zj8=zsO-c3YE}hUYbFQuFJKR_N3;R_c8qR1jZ}(d0(W0kC?OP;SU_HGXn3jLYY}=qP zlke**42h~^18+A7iZyMs4AOpbk57YE%JG0^e*;s*`AW zJ5?`wDdK2zd@c`_=aj0(SWiql?o8m9z-?PwCsh{u^;vNr`kNsD3f|!-tXiP{!DN@; zdJA!^2jX;)^k^Mm&n&bD(pX5r6~nZC#*0;RLk4Nn)~9%{6w92 z>qwSMU6OKjTfV@-9GFK`1)(Dc5P%%z)9jy4o*GxgoCy|k5W3WZz6;pU#YVar=5XKd zBnECQCVC>;4Xn0e3Z3*# zbqzUB+afTK2X6Le%9D-kUTOz-ojD(4hGPLh-=0UjtCEu6mP}KsDWfv z2?BAgRZ2i7L`>dy?9z?}84%g7iHf^a~0Q_w>PTCyLI zAT|elA`)q}f`#g=o89=J+rDoFMzDRGOplQ+TLOo=)eUu-h7e?ar5QkCzAf~S^6q@_ z;TD#q_B4Y&e#wo1CcxRk>r;vHozgNZRF#G=Wl5w3+QM%D7es9&%`t|RTyc_~$Qb(_ zx&sgyRRY0Fe#B$kLCL_w9`e^oy(OjZFLyJG4BoQ%Om7F$5hTnDVmjJI#7LTYowH}hmd;V9!b!@Lv7w=i zrD311X8%tr*H1ru&QS8lh4z)1%aVZ|uxG;t*B9cq#AM7#hsbDa)CF2qY2_E(YYwQs zDn=z^k8_o(bw?qq@)S)y1;2a1K5H@b8x6AQRA^ixX)pu&U}!r-loY^(*^vnLXpI5^ zQD+(d2RO$va+O~XH}7qac$Gy}EpM+1Y{1GmPvvxWVyXB969}$IE0NJ-7<=jc`LBM| z-w*0}_M|%poKX;ExhNT#MvWql*|}RPsO$#{M1h(KHQu(UFLti@+f_`_Fnm37{`E@nZ0BpRUsW*gY}9h|oq z9s-Zn?cWinugy2u8G2h+-MQtdodP+1F*-u#zmv={fgejAYsaV^SM)1FL<9KZ|2&aX z{DPO_<~ZeoHvs}_V2st6r1J2BeH~|4si3h+hZ; z@3k&VNhR$8vf?Qkgs_qOacqqPI*QRzt*UPA%+uz-GRk)mI-iCF#NTmb)guCtp`km= z&E--Xdf_p!wwrnqyB40kwgrq)D8Yn?@7i-cQWJXNwK3o^F7qmX$+>Izh#a z$^ICWO0p40Fxat);~9~(MC~1$W6J=t)61T3?vP?6%tc>}jc*1En(}Z)99Z42%Jt>n zZVl?z3zvR1tN)2!1mE!qqCpF_1qDdW~QuO z^5{TlW^*sjxUfjK<4=DVYzTC3hHMLs)N0tfjZPM>52(D7BYMUxIGGi*FP53u)6o`- zn`&ZodS!VKbPXyW#^9Uuf)~`x9o*`)YPi)2QogJBr+-GoBQ?{>51o{Zo{&0BV(@H z={Lqvi6sc;ulRi;#gG)jm(9f`r}Bidmwp|6?bMY`B;Ctoud?JCSGw8nL!JPKQ-v)O zpTYPepwgViL+9qwRUw@km*i7*<3I)p=;H!l5S!J{VnxbmhIv3;!=k^rJ}%%+WI0kEQf3um5?V1I3Hp||U3(_jfX^CVgx7lr%aP_c2PMcBX{ zcKAB!9&)4f-WzQa$uU`9djnJ})76Q*$qU7PQo1*Oy`s9N2HYm)D7H^vEg~SgyvBQK~iNqIn==!s*rrG7&_4 zb-)YrTh!QE^LGPFSccDSE9=)r>y?u{)x{FPF%P_sEo_CR=s6=$m&c<03PP7MTWWEk zzJ*O6e0UrD>D;i8Aulf)h#W2`UxU%*%97$B?kb@0oPCr(5E^cs}{^N-!Ovu7yZdax6-5J@{!zZwaq*V*Y${_@_u%<<+p+5_c9 znu4pX-Wq&nvGW-J+0B_{T(&vkT>fFuZg( zRmtJ9YiGvAc@J#|qHR+SRud(|1ss?UvKObGgtstSf@6my9Sgd z#B+>in>$&*b(@Fv+$eAO=MFLngv7hKVz1au0@4|Oa=0K)hkx?8(i}>yb34QG1?s@wdkR~F&@bCwt1_RXbJ6uuv%4dAF1>9h;?=z~t!?q1;SM>& zY*5?R!Rv~GIa%&I;!M!$F%yAHAu7oNl1VS1^~$pXT)`4W;03w07I}ApFT+CNc!)zv z;ZZLho=$n@`3rqxo90?^KixqO$v-nzf7xMZL=f`OxJPZe#0tASZM4A4GwC31HexEL zeEuh3DHCmlIIGtpI4tR4!g^cfGOE{tQx=;?QJl}-AbX3r;pW~U6vt4wkZ7Goh#K<@ zkeI+D#QQ}Vtm=iwQlG&vfgnDnY#asy93t^kMUucc+{tGvfz|7+*hniBFePQaXONp=e}HyM%@qdvd& z!U_7jNU5P|W)5Of)R9H}s5ob3?4AU?8n-_~P3~)-EI~)zzm5(OJ&n3^VRL092ugrC z4oWM&`Cr8|3~`S1ja;3#R+>5aoT(R#v)CbkvPhKzeP-{DEKGm&+X*4KtEbnx@kCU| zcRR2$c;EsT^;-&e{XEvH43gvYS$P;VI`LXaSxW0 zhJ$s2OKo20MFg4|5u-h()K=v-|GJHAB&)jHHIJ$C0f`}zq9BsBt_o_^VtlD#S-y{{ zpQtLkjV7sICWeG!w8{az<{@KN0XU? z6c>B|Q314&?*n>2e+dmzY>KgjG(dp2yLUtSe>`|X@x?FZl4t+I_AXpHZDeWheau5P z|D(q&LsNR%op~64a<-0KFMlR*%-*({pwJoCxGU1`YvnB_q`4#hHE0dnyTpp7k*ys* zHLKWMn9hacCQHswNK0}T`y;V99hk=;hl<^XP{;570DiAdGYMxQ``nOD1~<-dsmOvL zvPQc&XZ2-VOzq6Z_@#Jjoh>*tO4OB-M6VQy9!fe z)4AB)*w_w(oL)87f}x^z(s_=iUiGJ=bUTNN;1g|mX6R~qK`QrKpJNK*RUN@s(Fo8O zXKr;*tC0tv0uBe0DZ6dh;h81*Xt&{yRbTDX^1q$e>8$2olE+#s1sJ;?E<^2o=<-2j z&mh?wLwS>9CV@>-8HCW$r*s(?z;;~4JGWyKcRtu9*qZRLqByX-mf90H8+X^{&j4b0 z?kW~0qJcbD2Vf6jv_7xiPvL+uj>BML<7IP>N0XSOk#%bEQo=-87F9}NmHI?gJ!^}76SVpEJy6 zns$HPz_UeLJNmd)e5$}uX&ol**tu=-!cp1KYqA>Te%yQpj%#hoJ)NS*@A~66VC{IQ z_R2}?|0tIfyMv3WjQ0r>H4{(*;!_IDwlRufa3^0YEy7B63q8~UGW_DR-%<8o2QMT2 z9KY{svd^tUeRWQOV(g~>jwkSoxdT>JF)lTYoOGdB_#elmi)&<_e`GP3tzGcbwtP-2;D@0k%0{mpR~5O2c5dsEKVD!K4{1)v z$)I-c+~&hMnec#vY#bL)?LEvOQhnRmPH5juipk2TNB%wt7P6_7Zr2HfU+nLz$@+b4 z1EtfBS$0aMW{-1N8@Ry>qX03arw^05Y*!=k@GzB?K!liOFu=bxA%h69O_|m~^aqK{ z$M?3)K1>1aBy7NLz{fa3<1?FKU5n_N6l2q&yUlT3;`~P5-v-+ddD?LtD;VT1Iu@g$ zaz|(s`9?l-JYCu27@6=EDK~)r_lp{JP_ryFwTcIQ`bux~b zJdGg?Kof&748B9wmSNrQx8m};AQjK%Nah5wH|&puX{u}qmy9M6`+e)=Sr9^a7N;|$ z2`NVrTKxf*7?=R7{@Kd3X6SRs11ro(jI3;fRCH-U|Af4~LK-ncqxzBTw4ml0#^KPN{X!SG z-lO2kav$-8PtB4?4*;Mw)1w7RS$};H+zSRaP)EHGbVH>#B`$ggL*5-NK~mA3K_N)c z{2q4jL4|BT+NqI&yz~ z`m^11qnyrJ%S9Pb^FR0J#FLtEsaf@6OaLC|HRhpMcKarksKPstEQ4xn2lw$_5^%K5 zfnyp7zqRRqfX6#JnOIT6B^iNM?D4Yhx#U&XFU7WHB8@=sxLPpX#8}?g$F-{vv05RL z4nMe+bQ2+MJt7w&aUD~@{-8QbYFEA4G`I=yJ@#(TgN%r!_jQre zg^{SPG(y7==B57ws3J0HdnQ40Z}U|yetbk;uY{gSQad1YH!8XIV1wmt!Cd-VDGglZMe+2{VsrcJXJz&IshC=t|llR6bkvqv4<029%h8?C=_|9N8?BXq<y$A4Xy->bk5zt=~Bcy+f&c7oE8a4qDPk66-77KPhwizFSd$SH)vn8y%p$730h4d z%73%;N^lKQQy47Bu}>)UJCn}^CeYocgSqrz3oc^`=hu=`2KD~3TO(Yp^qfjAPzw}M zY2Q#F2bs#glcz)37Ix?Rvq*m1a|f@3{6M&fGnq~x3{$~gKs(>Db9RITa)_yu27&c= zn!g56jVqyOw>^8Dyd|>&c9-qny8AZ**lZFGRRhQANF33BAvs%u0CO{JeW`gbP1mYa zh~7EGz4JQ@^_SY(`L1-HL$ZN}_i)w5%Aw_LmK5_f>3SlNBb8bS4B(aDvc59z?}G5K zwH$#!M&+KVT_8Rp(rL+cH@=JQ&5khQJEH=;3(16FSZE@D**KQR1RQg3NlV67Orf$q z^_YqF?k1e#F83*+>KINgUbzd?{tANUX-cZ7C7O*x5ZthjaO#b`yDLO@dYouq&Bg6s?WYV+9si8*z3<- zd%US{IO24 zw(G*KB}z8+yoPz!b8?dO?G3M+YC*_#EIyToL)I)IS;uRH#nu(~{p`+7a^Ewe#fr7C z)63kuD@_aWF}e6y#|ph8{d3u%u>)|IiKWF53;qG#@Kl*1cVTT~H=193 z4HW8ofv*v50D!(l%jmL0pW&}(+AVRyiT1GfbuHIpbZ_C8ml~8YBC>xNwHF*+n+}rf zT%OuX%I7pupa(3C$NgQqWUqV?^ZWl6uONGFIr;Xb6^kim>*6m9~w>{6%Kd2z_Oti#*P&(dcwyDhIStyf4Fa!k3OMu{PsmPj@`m6onvhvVibDrzj`M7C)ONaYVIjZn2+D zgbxkFS}{*^K*saX@+8KAE@hvZnE!P`5SF|jD51Mc+ZwkFXYn{hoNL$6)G7Ddn>qt5 z7qKQA#Y5^nrT9_|30vhiL{;t*4wAwZ>Kw*raL*?6Ho~82Io80x;w7^_R!fVnDQQ6f z9^G}2lSPgO@RI$RhgsHRO%5UMl3tH)tV+i+?LtNk;)V?wj!=iiawY+5(YV|rb2Mv~ zKj21A-!FAvEfE1{xwYeA4T6*lE!pK%ssD4`gu6OVz4?by3>aAB3Q?E=n=eav0UH6< z#v*ZsDiFf68$!4={hsSgU3%w%y9v-lizVz@K(x1?^k3P{MCEKUFWA}Zqxi`+c$0V; zwv}wpR(oYO>IZPbYqpKahJww@Ue1VyM@|}AXc;eBsJx2~nY_kJqtuKI_20)Rl;Ut9 z@x4P^Hr^VZcwgj`45yec2^#4sou|H)jzc9EDj-Ve@R9A3g415uT&gszl)SWbFyi}C zdY9xe{x>Jdgf!-~yWaPzH*|%nh2fV;V8VylsS`LDAC`&7S4j>rn8&D0tqt{D++5Gt z^cq4QO2g4dXnT;886P`}QM5>ZYkne5q4-C?hkZeROF9RUb?DUL{_``{EJX3_+wfnF>_0`|ibKF(Uy?1FT` z={$S6%hdYy&fSw=q)ew5TKtB^zb5XrXKbQNI;wR}+U}#mc@TnkOS(bntnY8N`(fL= zdt6BanM=#N!=}G|2I25J-z0hCLw5m?zZG(Z7WJuR#e0-_jN8t{gs^t@8@@9|5B;s7 zJDl-j5yauF|Kaio^Dq#GI@o9wJ}XZ=?>?Is-)yB79t>;|>^-c(MqbicxtDl`Z<>7r zrGg1$*Hq7Pg@xZzqY-%U+FhOIF3})tb3bX}Cf07?>2;*kT*}RhHvBaTFIND8XSurDHO~1-RXX5Q*2QD+^Ly}v51@ zo0nDZ`GJFjXWNCh{p`2(Q$m^bYWKb3`9}ES1@iU|IfDn>iLtcCT30D`ZLg9EC>I?T zZkIpt1h&;nrKTc?w?}gmaULV5k3(E&@k-V_uE8w3=VVE%J`hr0zy*oXuZmSII@4T+ zQ?FvV@|Q`oGJM>j%KZw#iuFJ7^yN3+@!koIou|AOAVdFrrr6~M{7_OKBb0+qJBSS~ z$o?g;jj+`64GPti5?d@^xGZP-5l8c?#kHfpP@0~yR_fF7RQ z;YX94IRYzpRV^XuPoqi1hr@dFWgOW%=|~mA^eP)}A97(jiJ&VsSl6@(*qjmT!Y-NUV4wgrHk^ORr+KH9|anIcv!WZcf!Xe zSv?Pj#q-#>-i%LFY;p%|t=_2jQ9oZ*S0=m)a1(n{R+fPl2O5$$?3&qV1Mm^Vl^Px& z{Jay%m4)-s%ZJ4C0zM*q&+IqW{QxyU%D>qY76z*OSK&m9$D;{xq(Y(9z-N*qOp!=} zI&I@(Wgysbwkn3rAg4kL1a6blv&QwJSZ3B|nrzCh2D1ulItxaL zH1jgaF9r+hE)$m%Qo(~`yAR7XAAcxNI6uLhLJ`G*p*XT_w1&bO-_^K-S_t#$RC z7Zt@#R4^3=$@9fbpg$@}A|gp%*kl3OuMRY73bce#luj%;5=)bg92$REzzwDTNVKn5 zVP|_$5#4Z&?j%Z6c(&9roEr(zyKh_@`9z=(7)bpeE#sr;3_hAp7zol6)-wqhE)LunhAH&Qd7u#qxx8r_)kjPn zJWyDjU;pF-cxtHiD-u2OpObPM(m=4~$?#f-#L#Nj7|oq>+;YeSYrsw}IHC-9+1Ii* z%o$zd^DPsJ=}gIZ2t2CE_hiSjekD022G&kMC`xT&=ebs@`@<$H_JIfKgNr6;r+B_z zDd7!O5wneOH#hKwF@OxkHxgE$XBnvlp2VWza(lSkGVB!8akzr;d-SyC`;lcC8%?C{ zlT%_k4r)P8DIcRaCC$~)8GQkKT$m7n2HEGinB?sTs;KfdNHeNFv0~jCS)2p&b1P^P zmbS58z6Lp#QD@){Bj9d538sMviQ8Y$HP94jAGwj$>AonC0ZG_^0ZVveACmreE?1K@ zjnN$4lAiiz4UyCNam)PL^~*??s-b>7iY_XFKvr~rv#Ca{Kibu#$HaP)$5jwA-a1(w zBn%p;36|$PS}~eQ#0vmBUJ$o8?nFAViCL9Aubo@Wt{)$VOqsd8Dq_{u%#KU^E1079 z2yXRNm(pyyBYd<=wZMtn)$Yurfd!=^!c65#Hkr}X=u2X7;KFoLn?LjNzkJ+hIy4z( z`GvRX*$+ye1D)Qf5o;>*tXJ1b-J|vZ@2z@L!#B~3TKLj< zys+=7MQy~oIJ!9lnQl*C^UXo3d&k{mVd2rCcEx9-^Pn{1uYz0=kYe3G@m7w3BGR4XmB>^ zOpI5LVELGe$(202{>KvcBqNSsiOh~$m=MsH{42XQU)%41B6|PEK1)4lj>lbiwDDo2 z&;R*get9UoHeGCXtBzwqDj{I?%FukcOXLY5gTlh@scLr=cf0phcZ=v~ffJPlmHR^A z6IYJPC~h6fT>BTFKyQ328fDq^OjztKA5iXoiCo9-3;(48$~z-2dXM;+Z`-`*Uq&-( zk$A1Y)O-)-nc9F#f*@)~l5wu^Gmzk^gx6nS6Yu(6Xb5i8Jt6w}?PDMRkte72%1phz zs?nfm0-GG)2QWDAzeTWq#!mvC^>>E{q9pwAw2U7eB3MmGG=o30B=J9H@YdZGir;GN^v zAJ%!8mfdVU9niZUbvOgg598IT4qLa;Ti{H}QAo!IF!zL z(t0%czPOBkb`NLZD5k*Er-2ZgeLEQPLj=4von^L5xnl0_U{oBd1L#Q@7otEJnH^^9 zdA{9oh)Uz0rf~SITC1fuc>0pMS#)#f7!+KT*HT9XSk%2j) zkY2iE8)YnHzq+`$*!N-&ed|X%Zg=?@Nr$4GM@v6Rcx^oZq)F)DD^BOh2?|+xl^Z14 zFFUya9BGxqq45-b=(JM=He9#1?5R4VBOp8)PjiD8eq)wyGC=RW6Ir&Wme}BXJ9s(C z<6+cn+w5l+>w%cOUHneGX^F$;eZLw(PNAou-Et-^^1w;ki!%nG42liebYl#9`oZU_ z_NFqyfhzL~XK@N`($IChIEgl|`PO_x0r;K*g}M^F?XCKddiJvp1Ukaa#NfA6vbPkM zs5_->^xI9xr`h9Apm3NW(`uAQg#?sj^@C5JWPu9B3|3QX_@~?yk_pHYAG99%a7tC* z8H}M8u+)cTRr*t+aHU949{vR^Z0Nm!Z?O^Z4VT5aKX6>b1cn-5gEH#xC`+IPV_B76 z?P6z*utQ2J(8>1EZ)>dPsZiVZduMyM03wN5LboLVU@{%_kz3IEDb*UXt0LPb{18L$ z9<2Vk$N@M@hfnETiC&w+SJxiHWXC;AO9gQd0be6lA+0-K7cap`D&*g~MHwesjINQW z$+*@&Q=m2|E=8)?1RMZ{GUyFZ3%8a;d>2!w$6!O8YBhAmt*<|GM25;qO5Ao zY;P*6bXs=r&!J%%fYF=_-xCI6Y(~FW-Q9}>+K-ctwoV<~${chMPK$NY_o*}d(6l&Y zk21Ck5+q;hZnV={A0TQ%uIAL;Kbv!%D`!^IIlW*Nx57{ds3+BPdKAtpZr4SUR!Iq7Gb8LeSgK{QP&U!ReSq^0ZNA8RPp<0sj6G`G5zTIB z`4v23!T@l&Mvd?$1|so^n-18SfJ?~8syZg1>)DSO7PM@c>%vPHt(mY|c}}lB?Sa#b z*0IwrlC!{Ss=|U>E`Nl~i zO2(B?kz*ozg#Cj08~JKZv};Y>mRSLxOg$;7g7yORnFD z70u}v!GkN^EmMc~fcU4pSyO4y)qt;_wf{|ZYVG?D>45&^!4GE9(Q8TeGqChbYq@`M z+b(czu*JE0sihRZOiZF&w}6cg1UW)GAjG^lntlJ4cXTRNg>Utrw&;&2cHuD_=U2qW$tc_lBC?!Vk0v z{Fp?(-wjHY#BYV5jTNC+^{uxR&7>!($KXddcvb-qlo{1+g2KW5rl~OSqVjdE!;<36{StB6d=U)#je4<+FY8zvauxJ_&|L-PF6Pra4HT4D zQ-_-ns*syq9dxO_6!eCrTTd7>;?v)vbDDdwQ4|FLc6Hl7D|y^C=}qKO+?L)pWWVJy zJi?#S9Z30t2*aYzo4BR#dJQrL!2yHE;G6TfP6jVnI{->H>3CExZr(En*QwfQ(68;i zuV-`eyxI+=3RC)3WNkU)@faN&aHW*v0!r*GLJPtX@DFD^@s$@chuJ5%`BrHnW^erp z{B`DFB1`k7ZdR?#%JPd!rC#t#yKt{+T*cY;C9@s7KjE2One0dv&uRY9zV`K{d!2HR z_or|mXhAAcc~|O(Di@k=<~sD6qA?IrUk-l%xnL(h$-+@)jkf}k?WI9uR%ic&U;fJ! z_zEjo;+|y(&ByI%wv(ak_{=tho=B>pyTSlF0=}iQ|8Ah)nvFuD)jd%_Eo!LY_cq7zmu4){O1dp7$-J;kF^~T>_J*Q=_JKRZhYzjUJtkO_mK>s zS0=DDL{xy(l>m}Erf*k`bP{ z>z31aEXE`Ku^v^jXmOk22>U)22LMaJGVkp4G-x$_FHF-hK#_S9kO6_2B^!F?=}?#I zMdjo&YTl0bc!3d2C5ONuR@E3pc?Twa)NOTiqns}D3i$N)*ZZD8nWMLqu5*^cl1q2& zexaobweYO(7FEzDCvFGCZC_V_ks=1|QV_$SO;Hqd$X^lKz5Fv$y@k^2;i-jx} zWWKmkc&V z_#xhqIH)xZ{1XjzZdKQUDclzi4cp*JYj{u>y(m7IGF6MvdvH6xLP6?dv7?;DqIkqi z8hbIVefO$RZ_C%ask%c#f9;GlDTFJva%*X0J*1N=yUDvJKiEhcWKzDx^>j z9*90VRHu2H2Pm6PP-PX4EhtD@@WcQ?y#|+tsU%3q_bzK;(JJSI0J-iK`L%4K4uX71? z7Xyv{$ZK8(vPBMh##`WXJS!yeaEoCzh6GVDJ}FT|Sn@J;nJ(~W4qF-o5B(zsBIEfV ztk-%3CLi9b$(Ms^h`Sm~5Oz|!!`XkY>7a!8%vm;8pUd1cY5}NJ_sMr15ZiHZFg^g3Z=> zTa|8YNfG!+;b4)VlRhQ=xNDS@Gk;n!$9*^VSTA3p9?=avj;QnF!LG#lNr9oX=?=vp zfDl3dU4g~G(&!~JmbzH1a&IClA702T%e3o+Twm$ym1!PI`$rW8$CH&H-o;gzhjZ5A zB$j39YZ%WPAv<0Cy)f}81@t+^3YPh*^Xzwey_**@q19KV^vOpCziNHfgENtyKVqFo zLqTI_Xn@c#%M+}Pj&^I19P=gVuTjrqg@J9|h60HZ{du;9PGDx~!nCXzp?zJ(lVkkME2TWCd zZWO|E*Ie@??&0vGZKh(3@gZY0#?PbFkAKEyb$_GUToR&~THKXio7|_UY~{7ZQ@Ck( zsAKR&M~y>+*Ji_slyJGKiw&BzePd8~OFU0Y>9!4d`Vbw7v<+12>8H1RM(??Cf0%W} z%)g3MHEVl4C<#0P(NUs-8lJR1-tYWWqiuJn!B4)R`s>YRdDjCbuC{bajoqHyT!K@; zCX&5DmMO5FRzA?S$bjmp1gJ}+A=y%$iSW6<3EyGV;%F^J-LhCTEyAvN2ZpKnw} zZ(uv-(9YJsc4MFImXSoH@AYIv`g`&fBBibGcspguslxq@^7p?;kM{__M6AXMwHyC@jj{tG>~2xt#1^0WPtBHv}21N^)W_N?|*v zDsM+8o%pb6XWfOa(`e^P4jMHyoun;DjKBQSRhBivQC1i^-547_!7)nm>W@#8LAcjs zKBL#4)XCaLQ7!7?$Z-H?AO)Yi8wso&_tLOENJ~kuTSwW@S;DpTEK>qV|C`;}8|BTL z8l`dE?*cefSa4t$v@p8%yk2v?>b)_|+{ zcTga7?tR(w1oinEM3p!39DAU}1oqOe#r#9&(_WIDYOUveK_x|>Z#couFXiReJLX#O;w@@qN^fD4)BIvZ!ERHbo~=-yB&)^NBR56`3$12^6weVZcb zS9*dw+R<=2iT)Vlsr^4Y2<_yaf#=5KMkF0URM@FTOh$dYR|5u&sOa)lzb(=vSfODL zo`>IlY>P&U&g+ocX)WC0p@$r&OZfjS9?< z3>$l4myQ{mmk47z#rlG!^{;@sWo@Lw%^KikTKgS(%YKOpC1DmW#RRyYT?t@Fj2aKp zg8qFrJ`350f94v&(Ja_GD)R!}Av7J0&ROIMY>;s6zG)s|KTy^Z<}aEq!kP-(r!x@< z6;ro_#$r}XoM{ zZs+1IV|fqEBzIM}{c;u1)DXrT2X7QkwIB=V*dSD2taK;FmJ0Yf)(7)oX`w^RSmD$M z>7`F#v#j!PH{n_S3`mrsNyo1wB+rltPe(}Ocuf!F1zgKks0Im&!OM0-tvay+9r;+J zuVqT^%3(BlpBTW1S*+F6LRsuZ8C@6`B0t>uhAHAo@ZjMPIn(FkXxALft1(NTG-0PQdvsmQ|S1K zY`ZlVl+>?C1i6_ZjI~$STW}g0lOEhmd25CdH)t-5o!Mo-T@F@w%it_v`+$Kl??#R! zE*I*CJ{|ygJ*zidfP%@VKTx|x|`-WV*&tYrU-o+*RkM_{|_`F9H7@( z%hpOT|H{G@H%yoy$Pdr&;aNokS-$6A2L!;<_sTMZY{echBP{(4vBfon=pfG(htmVi+_^f%Yq>nW z`I+Q~)<6@%2Rb(5+o$e4;>fpQz@x|H60huF<|uSQ_EZPIXZ+T=Y81Y^Tz+^Ao^{2X zjifZH7Wl{{hfJJGw9D94T?oJ$bUE2FQw`FcmNnLy02IA&x*R*Y(ZoerPq7#W+u060 z-t;Trje1JpPACs`@yO-NKgQ73Z0A#m2CGh}q8|y=4Y|K(-x4az=VlpblovkAFnFUj za)8}j8Te=Y&kNbRjaxwuy*DMN!e&~q(@rJ&@@X{zMi?|F>t@*dnid4Dh}Wl6ycKqx zyR;oJJA;wgcj-{r-c08}F#P71$B;Z}#&Zx$eX3CpVz)cHfw(1-XyUhW2~n2JyQ~7I zP{>iyF`R#^Kdr&HpaWC-Lwv`wg(drZKK?ywA*-;>SOAY4V2&UOq-%C664vx~?Y}y4 zu5V#6`^(PG&RKU^Hl2;aHs6~mKWZ>8)KX=0K^KBqLsbY3>tvwoacc!a+PXEX&AYj@ z7mmeGTva?xxd{IN20$O?E_I9(ePPiK1#k-TMhxaMe%0|q#XC?Cx`j=Z-6f}7u> zu#`l>~&d5&Bs!o5^Q4y`M_pn zIMdI}x}AGKb%dx!<^o(Bz^EzkhC|RT%tD$JDipNqmU`{q=lp7dgQBGBdN|!m5%Tc} zUFsnH=Zm={F_Qq-S>X2%%U)>0Xk)t|a=FEB+P*J!F?7z4fljt{ce629VI|y+`%>4r zhN>BM;l=X{f~C$*(#x)v#aMOIHo-ANkAUJQ(}{IahT;%_M-NJ|NZ~%6{%F)2u}p5p z9)t^0F@netaCSkNch}sg1n_@P#y*Ta&eY$kBwJJ%5s7r>t&eGTYZpuxK{^+_B(!5R zPv%hc(Wb~*I$>@Ju5`0LrEr|u+zJ<~DOmhPa*rm^LR2Tg3lilm+r;85JV~}hP zs_Ckr(+A}oS_HX%h@;r8sHI-wXKMwk3h}D^j5m}KX_2=tmF1>!lv1q2_Qsps;;9mf zMZ+~5j`LJT+EMu{QGg)uk0R08YkO^st>Nrw1@foVpN7{8{*a6Z)V1}6R0L>3aPkmW zKL+~!Dq_sg$AaOB=(Cl_{UxWx)>A3+7Sde8YFhrI-lwzpAsa^>xYP?~dkS<=9v;G-PYtCe7LccmtV8{w?eTVhsnZ`1VHr0ulLXRv-K} z4IZVPA;K1eyDE5`lieRMSq21w2D5UPU1TTYCTG4pp+T2N9))`W*PTM5=%yd)9TLsO zCR`Y2Ds532(byEkS!ylOsP@TGmDa;91_3EnJ8Ll>!mG@!qo#afSJ7PdqiyIXVo6r> z#BM^{15u$Fw4`DPL_5_cRuX*7keQ$8Kk@oUKh*w{=t*oBM>6nq&q>U)WC}H?7?Z=v zC*RU4+VTzj68Gby`#=#Ae$y0utKB$KVX+bddDDQe;)-(O&YLqm?^CKj%v$&s3xd(~ zzYrQ!Jg8U*6Nuv(z4h*J^c{_Z!ECGutgbAL?(*ac0O0Bk69u;IF$zj<$ae`#$-LYc z)P-;bo6uVdEp8m&wUDp41HH6^)rC(9)86R*s&tVO8yp+p}R^T1e4o^4f4ig`Q zIn$8x{pFfY3s%i&X}W&#k@6xaKS9&3KVdJ0UZOddU!Do&?LcY<5Nc`xl>$H^c%4jkFx|mT6AwJ8C zT>WX#?PK&{#Wnu088nPAj={;=w}f$ba&zYple8u z(w(m#DOxc#MLrqL@B4qB_JNUJHn+Owj{$l*jVn5=!J)qQmM)<0232`qfmX57$K|T) zHTtrQ_^I@?pGgY!K+)|TQVRAFNIN*1z)*4qE=cu;PYuGf*buz>GP|4|$wl92`_#jQ zb7Mt2Wu@@Tqr~=ub7DV69rX6z%|2jvmPTqGXL^`inXK(7vsOSOHiH(SWqj`aP)5859)pjm9V5+Z}T z1TfUK2^fn$gDT3nS}c2>*n|Z#=cUy+x&s{;jk~vxSDb>`SWAd_^QL`WCQ+Gz*oDGE zs9=gPqCJzWC~s{EUXios?iWJ4A1E1!ASg0VkPwbvIX|HnHX{f%1|Tq$9CnMxOHr z!|BmP;hrG+@*vDu<~U5;YZv6Lz7W=Q8}4BP8C1tojcU0vK+iS^A>bvCRu$zQDQAz* z1)C7HZ$ftTo;8SQfh)n738o!$ly0mQchlx#ViqO;iATbuwW&)GfCjR5iV%)Pj^msF zyE&qy{*%;HX1CjAgu3|GWj<1}_eX~Ky}_E=7dkx6g&{?KXnf6b?z?Z)HT`qt0-}9K z(rKDXwCI|Tf|8lgQ+vmA_x}}Vv!psb;%SU#=KPrf4_7}KCMyvtJ|4tIyMXlG&_LYe z{h~r_`*5f(F0NVKYc6S=b%IzM4Vic`%)Uy8yv#&?)n~E`#LQ)^vNh(_`M~| z8Id*zRv2E3dNw|ILV5E4?$ZKe$JH>D&eTzM(295gxnwMWCgZX4%GHndM;7wWg{rBz z1rtq&8Yus%#V5N6(0lcEC}J+eTz2Dm=$E~s7cmK0gxfa z8r*zC&#Nf6Zy?b(E^nkDk%{svYy)K28Smyjl?P{V>T*F3Y8sOya4%Y3%V zC_XT`#8#s;hZ5R%R&_XXX{+rF1Q+JY$&30{V8Y^}Y3%AnKt9c2; zTm@3{EeVLY%~K9i`S(-Zz%s#GG_}CfcmKh=+n=14*DQUn2UD~nrb!)jw2wAeTUeqL8IwkeS##K+s*SShp)p=E zKj|{{RPB52l*`ZaYfWN=bIGLxiE)@OwPeUZgSp2>0W{WRkbScP$oF3eHA+JpoS_Y7euAaAQ#1~22F zAbYv!Bes|B&vGtq>+wQ=rtH7_g*DLb)5oCjKlY zzv!qVL=2q;>2#f6ucCTaVilMfK633WT0DU(2Ln%nmiJ@16=lfdORyOGb&m5j_BFy0 zJiY9?d`HC4??x?cn4=i4IwZfOz`Xtcrr&l(%CB21`jI9)}2 zInF=kq=Z(dqmqHv9?SgVLoJq`kye(kGQD9wfC^!azJo*ef1Y)+ZNjy|1sB!6MYw~E zYd++vjEL*Y(qNnXMKDL2)>j}aggj-kdk9P`?n2h=+G*pl2Xd{2o@zFn zSdThk?)>Vu_qFjQqC~MZ>s<6Q3W1^kIW^=St%oh7@SZYa+*CgLR&%aAHALH|#6wIA(e5Vxn_}MNt7DU@;!w_KwGQz~=Zhm`vaDmNsx2-h#i#|VdN&Y>( z)Tz=U0&v*kUr3Maqv*CZOaaQ1+2RC>h{r(>BXKCirC-m^(F-N%o^r+~Mq;kqcoy0v zbsc|!1agQ?5ZT~9_~`P>L`;9>|?NLQikq4UdoAT=C8LET#~dhl!EZZ0k$A_Gp} zG>#zUs`Y(gMK?tTHD2h@z=ekWGRH9{6j)X3uKaWQLyVy(be6!f?NcO4(f)$Y!_j&* zbQ|LQx(G;b?_TNl%X;A|<|vTSNdLrVFHuq57FSN`$hE~ChnVY26hWA)U-!40g-2bY zQ?{F7B#%MKJ(@2f&jEd2&`B|SgU@^{FICU=NkcA-BN*p2rE1waHu`!htoFpiovp?# zlMTyN%0$c}M1O9WlmxRAYn$br0lBNGEhj4sLG=P{_&81A4gPsA5hUeIn3S+Z6CgVG zCx4X-vT*D0BQ$Jm-Yv7zbQuxwtaW)%Rljp9^UI?Kfsr>;DIZUpkEOI z4go26w<}n{%6a7_9Yw@X#yiZ|nM{vr$09Tvla|^i?h5Co`f z&i7}Glku!+ktY?aaFjW)E_4+>5}rz$)W!68JS^)npjT?imM9(J#xRwF|(7NnN`4*^gQZ0dReD4JZUnIfi*3*EK0I5 zSx<_2l1CH5*rosB;s^R#U1&6&%3W@vX}@8u>@(1UL{DRhF2YFoY&_EFZ|e4o;E_In zi0oqDz0g8}vs+IGFl@(xppMs%%svJE&c~Q&*`UBS_REK?qJjoKj_r#}HDlqS#8;B~{V92oK9cp9ig6Q?PQMy=Am0O${aEBE zk$1q)W~%4P~> z!V0^ri_cQQ*=w4b4mE6(|7w}0U$=K`>NqnJ`foatwqg7Tgpu-|oo=_eDeIK*g*ren zC2jps{e>SFPg`^`-Ew;vN9}PaEPgmcTlPw%9xm1g!V$`het4+Uu(Gd0RN0BNEtLAl zv3VfTN*BMZ=N^RC!(oAg0s*f2YO|ofe3&>2nEy{=)F>NBsqf}wypuoEYfQA-A2gn; zkAZG&cZE~^8Wv81xhV@$xbVxd+u83-GPlS@xU51~h?auinn?ELNbdjANc8F%Ym&WK zbC)QSDyrKuS(h+9y*e~U$$thq-1(5V`M#~oLe!DQ$(S4t{`})61T$~JmE&m{RRBUgV>(;s3t?V8rTl@I^z*v6JtUGY+@}pWW#Bpr`v%fMC1XNp@Ird=F8 z1a2VqcP(DALWui+z2the3}`0M^;R?(PohBorbYPJAN9Y%F*D{$$T)SK8&ArmdAOdQ z-c)JbB^7wE)XX&CK3R@5b~>bG<(20}Wdd&wVGy>AD{3~MtYAxO-OXr7vbmWgO?C~j1}!p2kV4 zEktHQs&oMWPB?fhL_a)IU{NSOxM8oK1OG82Vj>tNuu6De?Q?E1Rv24oq1^M=_EdKG ztlx~|=Rm2k@&vdmTRZKC6it4_%@7op)9kj8+{ldbP# z*>WE;EWnacwf+}NW5N3ss=K=@xx$w7ECLaaMEFc}E?-JlRJKjS^5Eu)J6>5_PPlTP z&NS&*!`Ex)8E8Bny*H2u24ltL7BM)Oz|l$eepKB?&j-vbrcb)me*N(ch^LE$b0erv zBV73s8|eONK!vr2iLLBNAA_>vN5cGzh>M9=#h-wZ50MvgqOj5z)=^$|v1mItJygKz zX^}wbxS*20QWW+%ChEuQcG4{xxuu_~H}c1|0pICxnf%Pplnc=Vx@{GkZLe~ajertX zL;;N%tZBObnc(v8ulgb0+_k#69iJi=g1!-B@^$PI6DZRyZGPh>EwrB0l{sG>mKLrD zIZuie@?RHR60wgvi~cd6i*HIeH4dw5=2K^5-{(Sbwu<}3X&2J76Q*W&IT!5%nxgn8 zhkhVC;V#e&4+MsIzL>eJGbaPXL;=nnGo@kTkiw<;Eht zXV~nD7Onj-FGrx5;mFz28kW*Poo4Me{pRE*_~*z{Yl&}%7Eg79xg-w2C5B(#6NCI3 zG52Rg9dxtRO^meStBSAnUnxs;B%D^ZU*$#@$I8^BP@sDluQpHhGIz z$r=f@J9re#D~0FDsfdJEo|&lZ>vqE@WJ)9EcF5^=Xz)_ISKEGjK;=g!7}`z@#IXVr z(-mga2e9m-tNU0QRFQaZ1Ba zxLP!86YKCX^ha@Wh=~3lOCO<~RX0tw?21K}p^iV?Aoy+*Y}1)K?72TDMO@AUrfd?k zwmDGLF^HWo=ffu`WB8)L!cx_xuKkPURwJ!HoTzrWLQyQnUdgc=VwphUB1Wj)A0+e4 z1-V>ylJ6XKcKR|I@R9fiA+c!*djKkk}Qlnb%)z(iNd zCz7lz;DZslyOoe{iAz~IBY8pZ58-66Mo(+S|P~rU2hm zk+wN}2B7OY8N*ovqMPFyC*zS4_^crl@LWxByWo9$mNR#0b{`+B!_qQ*mOGtK^dRvP ziCN|GLO*Ha;d(7p6N&``dka4XfRXX0RN~CSPCw?#JvFWzCeKYU4*Uw(Y&$(INu(?Q zINTp8UIUdVrA?KuNmZRU43sVVHMG;~Yk>~2^03zbCzT7gQDg2_w4G)*~I(8Q1INo*lMm6ieQ;n#o431%R;(I`CyybqbfR3vo%?< z6=IAYI{3Sha_+9?R$kMwKe2^rhJ_eY(V?HAYA&yH69Aa4Ao({98ARgLHtRwgx|3tl zcCcR@7zho=%51+Qko5sI&0rDrU%})vm8D_yi9g4yE9SjALn^B>85gI;iHoOfv17Ly zi)UeqfF7SBZXJadCnsy}!+wOhx+%Zp0^n|B7Qa-eIWC2T$W_Vkx0PSBRqNv0nkI3N zi~Rj1gD)_v_f&SJa9C?Mc@GReKq~UDf!74TkMiqO(F|urOB03+s~4wEwx?O&?F8bU z0$y#!=f?l#J$g8aBAH(iCC)EW6Dpy1EvXG@F-H<6`9KYV%_=VD@b)m+SNHEFVOdkf z15fcc$4yrYGL(+ReEO*~}3m@C6am?*v-nddWwCu!SGf@@i>crrXDH#AOD=CMw zd-ldX;ri(8ePJdHG}ia$3&J8fFl(A_rQ{Vj%&~g_l*Zhult(10+E<4sIbbYJUWz)R zgC%&UoF2qQ*&^O+lYj@QEUtk^C6=`Db_x3Z&0pNJaj`j7rx!gnMs*b!c=dN>(rF84 zt=d*`cTZp)++8H;SoPLIQ^nrCEP`P73H^ zS*QpZd=WmerxE$Ee>m8B?mp;{YjTc~+qV=P8#6#@&SO~ATWy87m!7Srl;9Fk5-y3G@v>93fUAP`ywF&H($SDjE*Jg$35Nv=RpJn z98AqV^CkiuCR@cej1$H^#%?cL@|KeRP@4}Eb~qZYg5*_7*)Us}sW)f6xd7{=tP@@> z+h|*ji*ma(&j4?Y(9Q?S`H!emqnw=%C|%(3L@{#YXJ>|*|0U!kOG|>N=vT;S{L>bw zqpx7TZi|9jrV?!WQ9BbACwwzC9O|Sn{-)t!UFmg2|H4$yuj;?r+@mH5#%3aC0=Z&v z>Vgsv+&n`?vfs>GT*S%PI4kgkW>s6!2IRQNCo4e7+$0M?684_t|H7}hTLhXPs&IhVo-))T-xJ%AkMV)Yz3F8;u z64TfmnD!3Uj}d^$t{}C=1%PZp&67Z+q4^C>a=(IS?5W_-!~$u_5FjHAA#-Y80TL9r zSZ6E;62Yk0emAc4qR&)Y*~Lw73P*WI;*R_>acg&_vNKQ)rM5Go*_Tdc#R@3>#q^2E zpz3yUfETB{tL~*UPHM-v#6I<0H~QE+ zk3}i^enWqOsSXMZooy28KS%8b4PW5<4DtU#QMPX}`E_NI@l{>@okdz7Tk~K=MK`mT zK_i-iBOSt}vffu+ny30QAy#SoaV;U3og>8%xEHbq{dPzW&6!HuP$*r&IzKaPWm65E zjM@{&K|%T3hvSM+wgEav48Tsw^WYj*{M9!~@ARn<^34{O059+SHrU;L+TNCsaXB*wQEEYpn-F8FCzCC&s?T-|FXa zzQh65sP8=MaoT@cp~D8H)(0KqU|sKaO;j`uXgpXWOh)UmNCoJv3R~?v5$Z|sas?dva{XlcBe@=(Zf=Q*EbH5Aw${S3 z@o2$shz`TcNQ>l-X9uKwYhj!2=x6Sf*OzcteDuo`9GkAoO`qkGPOT?F;`Wj3nosvQ zYk$*Gx$J=!OM!vP++mzBUpLHsIPb@sBq4RY!PtW!>j@n@Cl@5I{yM_DB{z+ck?mt@ z<-k44A4__T?JZhkDey!22>tu<u1k3bf;6xoxb|mE zB_%hUyYj$)eb%EEMmffV9UiuD;-ZQQqaO=O^aSsW#uh)yXKJ|bzdd%EAR7nxv1crp zsXsnrFR`$p1aHEOw7dB}?OoHxc>MW3ts*=n-IjB_*Z!_a2gzg;1}al_cqFi2k{#4Z z4S9W}&{r0$0h&v*$c|)R5;$!j#~gFKacsGEw!y(vR#8}zt_e;#zT)lNSlK`0wLE#& zbfZW_@|@*kV$fbWR3MLUpir^?zWbKfkS>!t%#~Oenr@2@h!{Wb%XT19d6}{jt#w#bB_n|=YQAF_w=Rl^L2`gf)YzV(q@Npf!SHWA z$203-&_}1giOYNnV9YzEG96~^>jF4m;b#|Tv`+O$@+1-Wn5eaX|fvbOS zOKX}f4(j3vEaBk(0kM#RGpCk zZhbkE-2veB7CSV!>*R)?GY$7LHe$YUr;co^WB}XmWgMy2Xoyj{ZURw~(^iw=1OsIg z_n_~;G6=Tb5ZD3pi_qV`xV0MfUPrqvNyTLGHp+}CON}f4;0*y8uftFQ!!x?vD$|Oq zc-J6e|5*Fkn%`-EK91}Ia6fZ+W;slryei6l#GKbY_4>+g&<6z_yU<`* zO~%^ggJa(aOJYChg3s4;85*)%ddL>*h|UPtFY;1ksx-_{yV$ZYHOGbu>P||{Jj?uB zl5=khpg3TX>1!UGh$eOf)-(z5IPZ_VEaJp}y*K2poSP|EpnFm=!t}6x*8|LAu(`c{ zrW6U2y9+4JsJJhpchWZ$2J3`x0*!HTOXpm7x%><^w;?;V#&9sDL7s%Ox(eX&nEX{KcCc>S^Mcrq zlVoV;ux5|%VK#$U3ra*iXaz%s){+lL zWxPUx>TgdV3D=O0&8IQpBE4SJV3+0xp*;_OG$c&-t9bK&u~Dv z4zIN{o;M5Kv&=ATJ<~VFz)2$1Cmyd)V=sF_jW*eDFKZ-XeRy? zs#YbQUt3s1zCneq8-*U1)FB8Mo$MxriV`PoynkHg>5QQig3M~dK<>9A)-j?q&)R7v zt5P@p$-CaoMAULk9Mq#V1YiM$2ZNz^Fv=M0vna(DTEy z)sNOZXI5c4YE1ax@JhVd^! z#a%Zzm2SsP;x-ieX56%LY7KBm#w&evP6aEY&G$b1>rdN<+CB|rdwVkQaKbvIf;-f=97RDUlXF8!SnZNJ4TnHSjm6wDMh%4Gylw0~3?EJ1z)O#`M5E zQ$gC`S5zLrYQK0e#}vIXvzLb!TM<9BViaKu`RlB$?Y-@^l zOKpL<3XeZ)BH|$_M%^Y(kBvEVB-0i@`BNS7h#bMWC+(z* z72+W!hjAB`AES z)BllisMJ9pgI$^{Y%tfzlmBqv6x5m|F+jk$ zc+WV~Cg~yufT@9i%63LrdOKhy_|~UII!6>zuW~Q8zP!j-1q*fJDQyZ^Yd8ZjCa`r0pJ4T7He{&Pqt=HF~k94*M*8 z7T?#ayB^SB`WgxRHBq1+Sz9}F|^(j;r z84SM)Y;gYYh}6;Iy7C~m2oP1mTvXGqv!yD4c#mbz9(?s%u*{?IpgD${+BcAhc-cAu zAt5yd$UBldcPXs_M#`K7@^baZF~SmB+NZv^XD#ePK6YD3BvO9r@aF=1Y!sGhjXmQO6N@Pm2EbF zOi%N7I!FJU4M2i5(9^9Fu&>c%a}No3g#1+=Y#f(ta=<$B?LL6xp~bf*r;&ajQ0|M> zW+E1%J)Izw zRDyCS|++HB)r5J2h?_yZz+iXoAH43 z|B-S-aZQx5Q*|5G6#{cQvnY7U^#5Hce6v7@tDw)N-tgj(eLXD4;iw9l)@dt zpOgK!)YTvP_Bb@GGbhJ*jZK3r@JBp$aJ*sJp#cmzu-Of4E(*Plr?ccjgmNiJ2>Dat zMQa<_XK7x{d&EL0;RNz)iTtxbm3 zNntWP<$IN>akGga*3NyvxBXx}@^>Wzuh`bHI?c=IVcsS{JZ;W}wnx`?R`VEv0dWNs zn{pL7j`N}J4i`$wA>m}|A;+d#RaOi)M?8%b)|LVo!^!7y4s&}tIL$9%SFirc2aRcB z)&q*k{}b^7^e!9FX@hk$2C`gg$VIu4=hzr>KV(nkDOlg%D})k zst=|WralJ!CcVi@S-!kf_$oypJcgOIXK|QG-#Qz)lk2Zsbc0Whi@jK-WUW4yf~h!= z=G#!d80ZelP0?vTQ0S9zx!L7zoBJwn8H01WImY9j`Sk0G-2>5jBh|xEw~z796uXi`(sC4F;^et>}_>#Gi8MmADu=GW5BL)3BiP(p!nj{M%Qts}IvSa(bqu@RdY zTBJmqx|mm=klr(d17cqhS)q%^1kCeyu1IE6SHVuKsY`?8CQ#>z{e3_&xj|b@>Fi58 zou2sYvTib=mNrt{*UXFyC}@}A+~@)c0S*l0SlY+^u-l_+X#;0UKrG(J8d zH>0V@^iUF~Il5DS)Tx>}4fi}_vGZrFChO{lIamaQ<3$~6c4a*J4trnvqtD~lIQ?+~ zv4vmI1d6?}%)~P2ioe zT5aOTBOxYh6g};Dgja9&Cf$s!CCveSWPsFw!1X#<5fc zgG)9*!yC<`4WazT_R&qDsV8?4TaUPZN2IB-sR6#Kg^H5VwYQcgKBm)*E)U6Kl`cSp z@Tpu0_|qd>iG$Q@T5BZMv%*M@G(F%#8*Zy|ZUb&Ij)RyBcS-foF#N=-VUn`B@>KBK z(*MbnC;!TGR)@Q>K;#E=Z2Vv%+#3~|5VPmSjJN4cD7M?vQJjxW)y1l^bRG@89GMau zBc_Hn7g{+T=x5iaZ6}IoA~s)Lv=2F^sMr+1L+PD2M4tXrpKN?1ab@3(CQb^RT;|3CZQctDw%&f zjx3Ukw%kJP*`amAFp69Z9EC)sN^wk-7gV{jkN6+y*i4b2bXQi2fWOdEz9j^y7H{~j zYQ??780eW)*piYd9wY#Re&AI&c~InRQJ%-*G(dGp&B9sy75bm-j=og($g)<*LdptW zw5>ep&mN+bvdpFZIwP=$Pza$TZk}DkAheS_?%?8!2y}95I4%^azfGZf_3k(g*q32> z;=6=>Zf$c@!#;2c3{l-_5}@ZHB@)SFQuoe;L8QkaHzyu41>Wuws7|o|oqMN|$W%Gw z#f+0MG~7~Ub3*XSpDQ?_3l$u>AfS$MeLQmwx*uehjx~=B?g4wz8hE@^O0tQqSr#Fae zHBtocrT4J(OKP*gPcAp`Z3U+&Z2?VzleN^qoG%Iq_KNl#4+000wx3c zJeFU6{)JHsB9R)J%&2x~1np4u*Ak61coSq|np?f?Q7Nai%)unZk+ycG^|Te%D%x0e z(zU=nh`3MOV)6-tzM6Wz6O_LvfoAX97_| zd&LQXs!|^pm)R-8q7Fv!fz{!%ZBCV0pFgp_v{QtJby*R;wWN<#aOl00b&iGXicuw? z@y@8B6*?jZD0A@t6>QL_oxf7hr~ z1S9puMDPr?;;-0ycOT~;@H3MzL;XhVd(t9y{UV}PANsOY3JqY)N<+e9J$=lcIEf>S zx&9h9bRL}XHCt2Dh8BeTDw(mC5eBBfcZ+m1>efaCYC)~ID)>-fP^O|Tx< zlxkuob*&zU+tXdxlB1U)MWNQgSC!!sCUMe9}!XA3@(TS_Fs+~ju-R>41UU2q> z>Es4TkTh%o-nsB3OrWCUDQjULeACW3OicLn<3IFdAqp2cbG+Cl0%QDiB2v~Y{gxcB z#UGkAET)tHvPV@sbXMS^bUB$7F~1?#rRgj~@7;XkD!`>`SePL=hrdE)}e+J zr}Y24STVDU*TLY)b{f|~hw#(9y$i0cSXB8@w%iOma#=anHL$_0!zYdh^2ItfxrIwl z{;G#$1?ef*v>e+n`^4i^omu}Vl|L4#Uduo)H}cGgnT4kc!A1om)nfb$To>?!xmdlL z{CYU{ji(OE{52sqSvrUDW8wQOb>ntu>}Y~p&&LcAwA#W_FQMvVaF%qo+2(!h+1i(h z2!9Mw)r!&RBf9b_WvWYC@|M0@jG}tKKw!OD_-(wQj)_gimPnN>A@xH5A!IVUfq?L8 zWmF^gc-q0;wV~5;Z&f#*PpYN%q%{{p5Mq7up|nxInZF|i{_lm5G%L`X4U_U^9v>4j z#k;O;;<4AN3)nsgS9^o-&IZ>G^EN+n3m+2=mPC7ZAW5PTd8E|t1P-wi8iHVAiXwar zWEhf0llH>s&UG~de3QGcS2a%@im;){hd##Ma=E<56;JD1SMG?%8s0kZ^?WMG*LAFN zAjNL_8RM26I$bFB$t*)dS7!THLb)PF;DQ7v@)Jw^;6D zfY55b8dy_jqw{|!Esh?r_=cZvewA& zI0a|aqi}T;sd7t&M!81uB}9Yb7;#%nUT0Ox@*eP6JDnq?E*L$!f6_^9iVVp#WkxjM zZj~G^HP-;U3d`cB&hzG&i>tVS8P7Apvq z4S!c|x?7rj*p&KKPH4i<&}Ou@4^)zJY(I*8fNRl#EzSGOf!&!(m5D+Pk9`GqDnsNjfvwE@qKRvQ32yL9^p^kB@jO4;5*9CA)p2F*oOO;XhrZ2`v6N z+cS64v@ zLi(#0cyRm5Xh(M&j(qF?1C9$_xzXc%D|^79f=XNDhu!AB&$Leaa1FS3}5fG>cmNi`-At^%kq0lkP63dE`_^;2&fA<=xn&x0s1_r2r&%WGL4ChRr%Dt@J(_TZK%H3Z%pk@iL^ zr`M+ILrtQZOh1$GLxCGoI~{!|(@5&>&k{R>juE%|PsgAl!1vxF$mi(i(@}n?lu{}h zvMop;W9~n5NIi&}Qb4~Mc-ivC`kobLfe4xi%wd$(zUb!rOnfJQhV$XQFhgx}(8-?} zwW}Z`BAh1Wvza-m;~vDrF`D8_s-|Iv8&GskYuUX(=ypp|SoXJYL*22|W25fatGxHX z-SpEDee(0%{|l0k_Tco%N;r0}oxzjh3;wN#pM!vhq)p}SmEUpxhqHRP|Kir6<~y@? zC(;6Wf%$UMK}ZkDc=5hucF)N9}w)=i5(KKMmc}}5 zT6CN&-=`wYZ<8#Kk~myaLwFw3M&oSy;sSzy{Y}(5FnAqoo4+9V9+Q2?HaR%XgOj02 zWo@f`I|(IgDwvI;{iriJXb%> z@T`{F0{Y%hG5)Q&M9Tr($#{)Lm&fECSiIH%ORYM53InqY=J!VUj*^5bgCCUn+x%D- z4{|*pjFEotgN14a9gz|P+Ry`ab&w4uQd6V~vmb;m(A-g8U}mMzy*!v#PgG-=S2hSD z^PDjL^I!4S?(kw=8wW)SF5qrIxaf)0e;V}V79OfBzYVjk}_!QTxpXO&o zZr?~L(%ajKJ}aG39=o>cHh{osPko=I8P{}wflsD_e{f`9{Ly9k4&0nJr&Y;tbBBs> z%K`fkuAX{pdMv5Clo(yGtLMiP6huj=cXWMi!+Db%H3j8}0d7M!cs_xSj5gdqqLuhu z0Bd%T<6!I=@ib;;xOpZ*E1n}B%jDEIb{CsgmN(t3|8`fkEqLv(>@zNt`mUgEZz3UH zeRgnhA4`NojS319!S%m}dsVQiF-tV>s6A6VwZ3mL-r?ehemT_d76tfTt?jT)IwTWe zjt5PG@)>!nSiU~QKOIE+Ro?!R~E9)icu78(;!u!^-*uu}eylx?8&V#UASc#aC z{`)FmtUrDs1AZRz^WkNfaTg-}cZzu((pH-Yn;6#ZAGz-Mx9h3B5H z;!td`O5YrUeu15;6PnnByJZK+P#y38K?!s8y1pg|?eWgE5J;DKFd=^vwn)=ba}1>P zChaRonGFN8>~|^*k>#=h_26Wh{}*953&ys_OA&QYM7rO!^4G}A5Se(T5Q_UOyyZaP zs~x$P-DX#m4VgReZ<>WUX}+~Y^tqjvq^|!I%*STb2{Ois8QpS1_>NLB72_4K+PflS z?3d2Nya5vAybXQMKbr6L83$4M9$^WoBtOBl5Z*8w)JbN+zzV`)=!;3zh8e+_EGwU{ z&Jh;lJV}=8sTrG3S;Q)t%w_|3^+v&i+ta7Gd5T`EBTNA?zjo&YDC)3P4&v<$*T45# z0D@5kce9p%&Xg7i7KzLoy=D3ohyCd#uDQ;SgZ9zfWDn?T4!8nvGCgjbPvRASVD9M# zoq|=VnRVq1L&a%V1!>>02f)B}zyiV~Z^MIx_s9(>?ZGw`m^;JzwMk+qzH{va0?4?F zW1PI~iof%UP%#JtxBrgrAk-*OlX*QMe98Z>%^<}~x1*NZDX7&X)}qS*yDf1p=1EuT z+AfcYPj&M>?&GCEwb`R2FL)!E6~RBM0*ydpCFX8*Zc69_-1GjL2kdOBD+Yy~(&T6A zmen}vd2os}6oukD;1>sp+>c!0E&SaZumwAu51VD+HOoNoY`1>qO=SY|0_4yh8yiKsj%ZP-pk4xBM9?h@IUT6LulrkoGlmkg_fNt zP~iN8$1d`_fLL0@{w2OVSSf-`SLDIGJK-*_zFO9NC{`J7ASZHxNz`Vaoc+& zFDBSg&m3k7Z(r#;NEE=>XYM<`Qt*_i<|<@kmf8L+0Bbps%!~7I9%OJeqB-7;SoRd6 zUJmsM5$~~5Hv|^CFU3fRJU`l5{>BVPTyNU3FSQxxweGE+A5@r_?K<-B^dy+#^-9_c zVe8KWUedQ#peC64T)n5e5q$9H6%*gzgLPbVHG<%K0NO1376uq%67#C!6n7M2bR0IS z)cmi3K8C3Q(EjUR|vP*@=B1WGP-^6m~hvFgB!hXZ47F< zu=`2|61rmvL#n-s`|90spd;B85K_wug9bsY z(L?7n(f#byRnYN`yR6dNLgqXo1o%- z1oe*z!3qE_TiboOFo$Gyxg0M24(v-|};i#NMWp zqVIvughB(Ek>Y_PzQrI4Z9gkvf<_!xxATg4{kQyu4gRDF(71y>tK#1FrPGyi6b7u; zN|880k}B7c6w?Y?-9q3wok4zvGsSxe6D^ApL(*)kb~N25J46IV=G&A{vKh+eIscX3 zkO~4cT51?Z)ZAa_e9s`dNtma39%f_GyJWXyBpexzY9=AL4c@M%O8BvVddsL(i=8iJ zqv9u{7#KYC@<($`1>j1|^EsmMQfCVS{EO6_H9psk!UQCyo3|jh{Gne^_FtZh-V2Ul z-xr5Vb(!s1$Z^wgaaq@jYjG_yHgFL7^<)!ONX~!%nJIC6G3VSbL<{;g%z0XV=EYMIKf8IF`ZUtcVE@xwK?yvJt}r# z^Cv$6D}AjEJ)E`$-AXykW&R(TFn3V~Bkmak2NEKLdMZ1R*E!1DF{?#!WL=yXL5WfI zm=@1rz2QPa=+R)w!yh&NfoocYf!WEQLe0dgO;hD@x{co!udU`fw0COVxYDtd6Gse2 zO8?2IX-#%(FS%V!;PKyel~$pQIqkK*t(KaAg%loX>&HEAbRwLEKtsu5`(HEN)eptNVcAA)2>R?8=rQQ6H=4tE zSfW{1iL>7~!qX-gT%^KxNlhPeSK;d%)E=-@S%a@a_XsHs#uXyp;>m}!M|1%{XHoZQ z@$Xh(GL<=7mse+#r)|#3me!q>DP3Sy(BnQyF4<0gQ;@emU~|LnnO=v44`eSfcr2v} zkc4>`na`MIJFio&?#nGQ=cfhVlNBBkoz#-k=d&=`6nLX^9%N;BO8ZD0yNG70zP;!9 zs6%yUOWzlUs>`HLsPXQ$fu~0Ch=@YEoKSc4IUltYC-1&fhbfV4BgDNZ8=I0n2Wqo` zSKXcL>36r3)!@sf=*CzKS9Z<@xy_P!;q+z80^^9+4!LD7MzX9{$@luuR>KA$O((yT zRdC_+KeVy>8B*4GqTYojGR$FCKWI5?!FL5+R>Ke>0z`(d{f@(zG&vy6VewC;8^AIp ztS%T4y)34~`4S>(27*_cA?r-2iq4j`=+5sU>s_F+O6Ynx7Eg9-RDZ8h2X*oSPp)Fn zoO)Q&k3^lZQFc7!GAv_R-YHb|ljq2+&L3qgkd(Xmh={dLD9^;u57!7nmBKfl5>l1lWgtb?6HC8YiYCqyG^rP?{fD=*~3X;d`fNhgAJ*hb68lFT0nb7CpIA2GV z7p<$yP8_2)N#?wKk?g6lJ;+QBQw8_A+&xooHlw5Xkx!Bz%9<4A}#YKc?m)w*k|2mo0Y% z*Wb+xtHJ*YHFg&AU+v60#pE*#0@8(&c`4QVWYE0>=Pw}48$;5Mc7mDf}9!J@AV)?w4s!8RnD`>U&EynF}e@bDqmQIztoK9S2nBSVw ztXqWAP?z z2x`i8HpE^o{qd9RIo(Y7$%RBCZfuWMzMljB%fU;Pv@gKpyX2rz zrN+C270as9wftuMOL-tB2RDJ9Qn`A>@|-;yhJ2_k4YDwMUivn?W3nthJRG9E-PY?5 zTsU+QRAb@$oi!-f3P`VsF*sUmacJPLdbB@^H*w7zeX!nL2E>G?tp!;8X81+?=|aNJ zL+QF&ho}H4O^)r@!X)=JP>7)UBlc^-09zU@TJNZ59hEE2_yu3scBh%`+Q2LZk zeIG8^p%aVigi3){$^(t~fX@qvt(eNy*Ei#z6NjWOMLmqBRPqzhDdg-G?&8ID^V&QU zn1weCkCIO;s2iS1%6ME>6a}B1Mbmh}=WnG@utjxQqi211iB6qE7DEUj8)x2rZJao2 z$|GH>%8xaZ#>TdV2t~!vrNx z^11(PqnW2v*X4oE)H-RL+cLfz-sxHk4N?-4?beFnx9@OWP~g83LkL9 zv=W?ZL;|-88|7R(nvH?ydLIz)Q%Sh)=T8$D9~Vn80FlkeDE(r&ZZ&~MoO6L8WGdve zM5$~3FEQge?$AfpPt8FJ5RNrH@Y95!E7@P;v0Pn}heksL#DeExFHIJU5`u+I34Y`f zI{j!M9)8hn*{jrkf3bC2t4SnFCwJGzK5)d(U&TN=km4z}8imX?VG00yN^>;oTAQGu z9t{Kul~Frbko5&`vTCzZ2>W_*Yv#rGZfVgQ^y&`X)0Y`U002Jh(RG9+JUV;XxrHA~ z8kf{{fuAEQKB{3q;Vf93{X2dhYp(gHXL8AXz`RTmBUF$mwUw zFroEMkAAwZruX$#H=@_U*|j#Nd(YXS`#C~U&hF{ibfIkn+FrY)8uDj|MaRIakeE_e zyD0PUSPs8**8UvYh8PwWnxJsM$A0%}FBzNG#ihZQBPy+NYd0w%<1$_FYQuvX1Rg#A z{+& zSLDlmQm5PbY6l)y_osIAGI_ZeEi(Q+e#0XjM&lq`^|Dh7)~?MD_hZ3Ms zX{NBO^8<+F0KM>lrl_jqKwXs`I@QLxecSi%9msMy%^wSZjH_iQ9Qkk8JE?2z4R*O_;B|3!j%hYi|qc4WT6$?Op~*R$5|7%pWS0v z{U5XX^IZI?^%TEny^G~GY0z*EO0Vc%;7x$<)5dGp+!vq2S!8k`Jh$hB`p*3L{WlJu z`hXY3#xzG5bfv{wB4{8a+l|%4Ub#Z8k1?4;7cy_-8~>0fqNQ+>-0hl?^=AUFw3g-` z0p(QmqU`n(8Q^i+!BF9F?#dkEh!t9MGNLp%a@>$N`C?bEoVYU2P@gm69Bs;ScqfX$ z*Wp#%GZ-mmz~7ZJh_!xrP!6aKdG0Gq4R%N2`-tX!Xh^JE#i^&7o~%MCaI=>Bx)--6 zGms+HF~IQ3^4WaZl#E>HhYB-ujLiqcIhh%|(qJGn#lyw|$ytZZS(+rPt33DV2Sj8{ z&Y{%%G%_-f*biQL`VxLlh~FA$F5&Mup*QG}=x$*+`WQ2S&kG$>-v2(%F>wd*Y~5~R zXkI!E?FpS?;L9%%c_~D#Jp??8bxQM=M@MSAIZ3wRg5Hb_&^&(U#&~L#sZdkw33ftm zi`IoAjG#yZn?di) z_OR*~X-YR$Q3?f;UK-}A)Zt86+KD69YP!_|%%v-+Qs(ZMnZ>9icK3*vOGsna&pdKo`_z?Tgu zU60%(QV3?{5@sqx6LzAa2iFG zd73+Dz=?jDrBdTyN0sEA3Jm1=_qsCNPS=+C&+$tOKLGJsfVz zTV>?+RcI)G(9$)mONq|b1Cr|s+Y{Y}>;sQnr)Eazah=q+W~TAToxt z5_6kIel%h-&S9x|T0nU8NWdM7RNOy;2wag%G6^RMicsV^QqloRI(gD!9>&={BI-4; zeX7amG&hj0PHAlaFDtyf=t4c}*i1u&M+C#n2AEG^9dZeqQmPCUHiF7n|M+ z3&y51ZV-j5tnxo)l3xBt2z@HC&J9?ho>isb$k#I^^F_%;19nUXNEz*8MT0qZ@MHTm z2E3VJzM}%Gue*<{{m<#|+pGHV9z*&v6fLMu{2;+XKLI4>fcxoq51o0dkR1u^=-bn= zep_+iof3`N!i70IG8dI~+jWzce`jEalhtVggtR{OnJa}9{>IsBb6K(H!ZHgrh6x#L z&I}tJ7ylpzz0r=ZZeQ>c<`E3P4(_GaoJT(5COg#V!`p}u-E=bz1Ujz*=y>`OkOAt} zL2zEA6hLyGOYp3UsY8`x*57ldsquiD3XeqPE*EzBF0D+b&Nv%c7TFz2aBRW3nZILa zq0+QoZq+w9BLdJj-PiS%VJsN=lVfeZ@pB7^dZK92Yjl zVjFw4_3au)!+Kmw-2D>%1>M$K`zrhlZ<;$^Z8s9kc^cy_+!O> zB=iH>ugqmUa?x``kEcX5<0JyAK-&An~dCUf|5XWN&$x$G1&?|vS=m7~T7A1K zz_+wCko{-C-rJ=@3j)0$9B53!DwJ2p!`qkM?XFkahlVsL>tM8)&$x9FglEy?36DSjbj2fp$f z5ncTPlCOG{KJ8{Okhx4T-C=k`IL2jlQ60LQz_mZS08zaL@q}Fw02dAr>s+pbBXITK zIvsGouf7#yU9{Tx1NB6?rg}i#R2{WTmUP!A57u>??=MxyS$u}^xbQle#>!gxImjGk zwv)kTfeF3u+7zUMf#*4hECllLwwgCZD_zeY&!i2Mqg8$!fCugO4ov|5XuOe=cg@<} z)GP*{cwXGgD@bGqh&c_3kMkOvQy~zRj~4E&>n;t)sDCN<$+OP>vZQ1#QP04h{NM1n zI;maNgBJzVeK20dA25R&7%$QfqOLYeEZN3=t8I5nQg5!6Fv^xyan}Bz#V&ywDPh~# z0Db+WzlC&nyck=VhDDE%J+1pCyN%aOPk8!0MQ^=T&R`y>;8>wxuG+eDsfpDv!78k$ zu)cnIP3%4n)0KIIkMu+b!mAoRXY^?!)ZA%XdlVU1EnB$tVcIC=*j;X zcS2J7_iNXCdSLT~%09z_h3(IKbXL46aQtB;X*<&Yz#kk&ryGgAzqux71 zjxkP=lES)(_AzhomR%p)AV!E(#S_aA?TdHP{z33JA@|R)=HnJ)8%430JZFD3GAhxn z64ogvQ23t-ie!3OMg(-sM8g!(^QX-HA6+HY+l=FX?r2;TU&KLQV^g2v-x%s~2al|z z|B{Efi7A3p{|X$8#DIa_aig=ng@V6H6vj>?#^nxoJHf#dv5o zE6ZH`9coX1!oeiu62$aG_QL)XYP@>8b)%Om!RO9eiq<-iq3sC587c1nmSn@*kpoYs z#;IV6>j=k23qp#}T6;P{=ha~M=)aZ$GKLjy4?79vN}^I-W}M@n^ZMqnJd{*6NpwG} zp8jQwq5lr96$yDWVqbYHlhO}_@4`4FAa)#WI?>}ym#SbMMoM!vMoh>5T7hupn8MV- zQ#z}LWLTQplK65!ongEb)JUFEs73-~XY_#eFN;%RFXX#K9{mEwCZR$5pt|mKy8G^H zrf{Ll$Oh$+{!;Lq34=E3q*0theXT1D3~HBzfuBnkC>*S$zjnA7K@3|o74&v>8lx)> z+gNjt!?Uk?bQ}x|;i&Zv8%em_JNf7ccMmtpUH@t9PV-lS**SK9o%INtQv&x~T3qvW z{hwVfo)F|JnZVSIK zM#Ad2K^<2y@L9yMEkOFOm~YN%$mMkNPNY~i`;G*g`eoH-mXY()Fla@t3aBwwv?)M} z6=}7O?{Ql9TZar#k?l-GYy~5C?+U5+~>yYniDKB_C={T@mw2W zwAH$|f-37S0BeS1t`SMJmdsYGPcnWk(PQlLNetY$1Ao9#aGwU8Y6*Je1^JM|cm#(a z5_`aN9HK?2kwB#b@h>*F;p_2~8yKo{t{vzPnN`D;L`VC;hM;yt=Bz<;v;IyMn2reO zZ92%6{SZjet^OEf2s_CS5JO(YUVU`?YU_9#Ri5Q^j2fw95TZO& zL!Sg{U*qFKIXkmc>Q{nIzd^!O3^0Dq$qO9}WW{WcFh#U>Q*ZWRV+-5} z-BTs~bv3yYaeZ9Zyhgfs467AQ-~&MMlip>XlO48qnrzzY(YyWlAaNO+xj zJ01hHa-U`i6dcUZbBy7b*|lHlxKX_9fE@xo)ev)^mz=%_tUJA>`nS=i$T+5_40iD4 zO%6@u3fItWs=>{PHwz}#WWNNNLPiX4Z=fVZFk(`h$*8DtT&vfu&i?3qJAo-4B#HC{ z!^t2Koo?F0^NmgZ$3ZLHIV2_S90$+vuF&PXcZ|}Meh$GOEeHZ zD{n$^u#&(lux0mtqUJ(B&Ug z!;|{p0RHS&(AVZG@oo;xH3=V}4jECmsxxNK(R?0o9_IdqD=}_H1(nQij)@EUsHDCO zLMUhD%|vCBJ`G|#o(`%rWhBX7y>*Q&lWGd^Kz|zOriIR6koKJ6c%S79jZgBb$3rSz zdm_*|evdYyU1N89(Zn@tdKSQ%n@nG>yw0zRy;%X6 zK(JtTLo|1yK6FKkOSH>^HII9~fET}bnNA0h@h|uFvdd1h_(25`xPRdSvm&4!?mVf( zKRZ|(5;+cy%)mGT1^^tOF8zRHIcxlVM`z^A4~lpQx`Xsv{C!KrI(Mci1&;FXZT z>HHCTtV14of6)%C@=0Y6lLB_&=dXp54KOaoX25CLk%EvbSLTjd5tuWo^-OVJMG5K)A zcA=7yAoo)IID2Egw=9c*5<1&X8>jWYd?>7)d_RL$0+sx*W2iR*tOT#Z0y@4<>1=iB zt`@?NBB9g3Al0YKA?ZofGMEi(dg0+$uVUSAfp%45i@AqfJ}+wbbcNlW-VWzOhQGBg~PA4Q560Wkz zZz_z@R1TVUry-V<2a7w8cT#vW8FU1RD?NCqYAkRrJ`&!+4**!1Z!fiF`DL%H+MKu0 z3Z1i)X3n}pX)vC4L}n(Vw};cetfAtuAkFwzff&Z8OZEb(Y7#`t0a#Rk$TP4maExen zVq4$fmi8$^SXwA7qW^62HG*!Z(x~p)NQA@g%rjPx>=JiBx1G@teX1m%OHSbpNtU+4 zlMm03PpMLaz{cwfRejif#U8ER-ZFXR5>LW`R;tUYAb;0tm@ZbV(=}N5&e@C1i=c|GMiPT0oxibU)}u*i4y;pIuLie0=v;Hk3g2A>Xtu6 zS$hRv-hjT@d0F<3xO3ndrw^oK|15rPVJt#u3hWQvD&Z_trNf7ldmIl1E!n1Z(jwRA zy0YVy#a=4q_vr8ucHu(0>XOOo6yD>+a*4wSe_D4NG`0a-KDqF=%U|#1p>EanYKf6F zLQFZz1qeS0v#6|_Eb0W;yUxNN2yj$nq?~qg)t2jG%s~vWU1C|Oe5j4;NrLi&mUZ3h z_b}q%|H?jDoEyq^2(P1sf|P#Y9(BfA=|n)Xpp`{DgL}-;rpR}!_`?$%5F2f>L#bmE3f0;Nmn;ZX z=trCpoj!pSNOfz6p2Ok?eku<%7je%kkkMuY>_Cdj>8>>e5;CNXL%hd$74*0Zj4fKC zs>duKb6GF;L+Eet09^;}@CCoLsL%hd)e1yFj&pYt9)ib{jI9#9YAV(8S0;nIlNhGs z7`u}W9c@FI4A;$x`q~WcTfDcE2J}HY9^D0OGjcjdYm69hGYm}21-q*JMT?Kpp?^H zAl=}P&s>g~%5Ma4wbf zBHb|oMD)C;qK><;?`R0=z{%ns$0A;}{CYWAnOz=E_&%^(_oB=vWdJ6@hm4Df?Zo0; zny1_Sgoe!}Cn%kq6;VM^UM0EzB+%vPiSw+tefr_4_sP}?EtiQ8W*d{`%)Ga;3}vCZ z$aN^N%iKUs%3NA-{j*ZT+smT_@DO6|b=r=Ybgu`=NTzV;OI`kc;wGhIt!E68pRAD& z*iLs}DIL6fuN(_Js_V~r)WYwET>@;`;v8}M#~?2p4HAw+2Jbvi@9+ih;5dX1DR1(+ zl7A)SWzrv}k>$WEdG$V&kUwRMcv9!p6v{kYRh#xUq^EJSM3psIewSL)r6!caxik3Y zsvb?Oh|=*e$>#&Cx`EO_c`$Ms=;JETr+z6jq{(dvCrqXp_O4CsS>okg9wps41g zk<4^3&6xaw*}#GXG;xKtz4n$s$&`o*$dytVug^3#yIwl~UsQv+8x@2#=p$I+q9A{k<2+r4 z5(VkfyBzdw>Z?OWjIKuGI`aG>>BW*osljqy9xOR0(HXF*SJ9&)MXQ?VOa}_KWLLkK zrfzti>5Of4N7*tIhGA}yLFg1Hp$<%H;_7*6s|1XQCwp!?twnABs%%t{A9GfBkRto8 zy!dzlDtB{cxbNSQK`yE77-Qss>K;*>7&39Vr&C54x4nJf;!0s0Yjg?8uCvEbu+6h_ zavS7u1w5$d6o)iw(12IaGeZ8u+f_209+I9)zv%0DpW|?S!rBfhR;Z65w2QV@k$$?& zCtuReS8PGSvAfFPQ`^A|r>EF{jq;}1?!iN3_(=J+{eoN9INPu8ko+3T-Y6&U$C7F& zPoCd>Xq-BgeqVEr`R@4sL-ldqEDoh%vJ(`Q$^fn9EI9JX@^KgGo&zcnUp?5tKa1Qo zwS`K5`7CwNKptxs1cqjDA5v)~IIC5BsV`&0O6U7kTU>CDhzkl4cEJ*D*pyDLB6)ye zdL?^}T7xCrhFtCVLw(JuUy`M?k-PkRfkO!mwXe7g*IokmQ8b5ZZOfXizyVgF7s}yP zn!%QOu}mj&F?A)pe2q<0JVZ5yiPZ6vYPV$L%ErZm^#aB+UN_jqvw`70IiyaOi4ec7ZE z*4UF9n&tCqydL`3hj#B$wD&t;s2W@xj>BvVb$YY%7m4NHKi6=N$VGg=Nc_N=T8pdQLT!fWG=M2FQi{GA*s&|H^Fe? zaHLp}i&IndN>Zx%xL9`qwx27XXIGrA4WLrjNvfB3iy7K0OGKs;d~y#wld(?m&jUmDK>bt^1laXJ-6!pf7h$|b}BB#R{o@HHr(tZo6t(ExafDjyC^;!Co z74$IB01Dv*v-osHZ8?HJ<+NGs6Jy@bpu^|NjkGwp9*gT_c_<-=-;) z*sbV@xTa~HRKJN{_~QH2Cz2+CPF-s(+AZ*_ZW7&wN`3KJ)N9sTv1zF5@20ZtVp;T+ z=2q#{e}Z77fBp(~!{mdn4;KG+OO~|0g}FnNgpDXHO+T$H4o&hUmL&P8vQ}^GJzy5c zopF1Mr+q^54}!n>w|1+nO%PmtS+CL`zERzU(hxO?CLKemPskPBgcw;n-O-MuMbvLj z=M6m{?Jm!S^k%4dO0ccX?k_6^l*cx9g?|wt89rTsfp*1W-SXE{pPnaO1PO}x0Wx@p zecGx8rC>i_yX~ay*L>&*{Xe1*y{N-gfxrBEy7pd+#Z1D{j*2R9jtFYLnEM7i*2vIT zn?jyr;n$9Bz%DAw?u~$;dORVfS>ux$>P(_kW?kq6k-ZHlwB*=PnV1^gquxXv200$> zVWeC1$Y=+u;K#y+ZJOHpX27T@1N+Z!4O7^*iY9e@qT#qW#dZ*jGILat_9nTDcQ#5v z<+!^V1hpkGCve_V)upmV##gKUQZ97@{CDT7BJ3#JxwG-} z@%7z_m@rx?-8-9J(SRSc(S{JaFiRgdIoHF!dBH|8CGOScB^I+uT{JjM*ool2I!*C_ZjPidDU z`;%Z&D9fC)(=DNzr&)J0o|f;z`C2@lZc8|*IR}--_Pf8-MsQ1Cb+ERuP7A)G zPHk?D@i~n$9im?2t}wz;y*C~zZWBYVk8MZwIV%XdG&Xp6dO&V$d#NxB@Q?^!bflQg zs=~&>?X65{y??^cu=AIV+eM)I2IJ|CKpiyF5xt*OJZKMdeSi)mxxv zZxy`&VG1ob$@t{zY^v=y>xrJST;Y3|<9oG6_e}{!pBT6}e2#>^&XH-d34;l95mtte zDcTRNuz{vm%s_rqEQMsj2d$A~Vt+!XY?&ReH?W^yk}kfAK!H?jxP8E$0dbQPg`)$o z-Lrj;NeH>vmono3RZmk166(H6+H>~9gJ58YA zapmp_v!rrjL?}GvHxb6)*NU!On1(`cO2`5`=yc&2y3=8gAoespZVS?_i8_SKZyA1h z`!30%(eMo{BAueQDQAj3Dn7Ws;V|-eH)?5>rF^GgNPBwJENa2SdD3J6CD~$RD`{O& zexf;g8-x|{a%ol_rV~lZUUw-Ycbi`nFel(`6}p@LllzYb0K3FuGi)u96wka@krJbB zzK>lxz`p`Us7?zvr9~Lmk4XcM2ta@@4`&@Ozf6hXUtmT?u)Z-XAX3VW?oTBEJ_;C74USygjS zr1R{zt`x2JMHJ-|fvsJW?AR@YPjlkmk-Z9BE->YbjST-Zwh}_TL-ji`zQ`?zFbf0x zGP5g={M*04 z@nMnHvK@~K`hPqE{m=3gj_Tse1{!=YwkN#;BmOaR&LkXOpt~LGYKo~CjKpZxuTGCZ zWBZK`#jxZW03Tql=yW8I0nb21{w`7HsUE!;{NM>sTp`K4fZ=#*)ckZnFD02CbscBc zrr^e%k_Oy~g2^ndBRNsapaME}xM3Q!dm~N*V(oas=0TcHYx9ZfKI&3d6m26OyAgr) zLIRkq-cB-!>4hm}AQr$GND)fW0wyB1cWeGLb5ACt6a)^9&`x+JNX1X$EXM9fupNLQ z;0l(HoIwe%wZlvveH}f(z2<|;W#gfoldPp_Fw<1Zv~udZNFKAJc*a$287~IF&k2qz zao?H9qnU`LELx?Fkez4{5#L!|pEYWvX}01bQir5?u8)T@dqy_RLnACCvpZmHYqx+QBc2M>0yg>lHE6a|gxqZQDhs_|e%2r%>$uRl4_DB`s* zc&CCPwj1sQX6s-;C&vY(k6WsR5GchxS;y#uwqDY{RRmqD7(3OIW9G-Tvd$QbA{Ep< zBDs1cd4=-!+FeUHf}+N$W=Z66pfp|Lz=SR8DAHjW&vWikZa)Eyr;xc>4$o73S z-eN2|we*O42M$F)>FNsG-f!{Ay;Yd=}| zbUQizhg(6L5dW;;;=iC{L$`j)?kH{ZCm&mNzehYAom@AWs{@nQM0nca#sFL{^ z_#ibhWj|dq>~fy!Bga2Kna9nu3TYpbrleP`307nph-}hbKkTUmeUKRP0k$1BAp#TK zL%rfzh@)TYQWU#o!ubl`Z%Y2|v>edaM=W`mJR~LNf+|dy?J**{D_kR_cGbhV0pl7~ z!=MXl9V56Ie+{L{&@E7ETw8pU(YUhalLe2Y*cCeC)C4>ScVTV7hICK%k6lbS0ur0& z*7F&1R_$8?p10pWDhYP{a-Kn52|GF2)4>h=n0_WxGS)B1or}yXCJuvzI)hktOeB#ry9dh3GpP$^T3=K0{9xe=>;UU(#)u zb!rSK8nX1N)9;P9635__{4r=7R1~mG>)BA~1iJ;8qLs6I%pC_5Lq+a8GRb#vB79Ii zI_a*eys4b~1=2M>0%tVPbgE$Bhn?d`?&~aTggG}X?itAY_6GjZ9w^kRr_slQJzm$@ zv9*BAfwYGD!f}d}KCO-P%H&F|9LPjdX5OWJ+SfH}ftr;56(B?INI&GYga zF_+cdbc)B1CA*>4akUWDS1&iwEL|4gWQ};nQ#iXrX}7EdQR&5_fB&3zp(C!!l=0lZ zkJY+s!v&eLT?PsCg~6laFpeP3v&nio!^WC0f%r#$g*=9BM*V;<(Ybi}98W851Tj)r z;#&FGBpBpmu+Ou}@xI~&Kjp`YK(A-=n#B1`V6UQx_0t`ap-1(ZEcC~k*00L1MHSfj?V}hnKG@^&BO5 zN|0`^Ox`^A$R;}sra64R20LkBOS?qZK-SnWxbjC5!X@P(gh0V0)(gE5ZCl#DRn5++ z78fFVLPVDL&4pw{SS>P&B_F;?6|X zJEIHxqkCw1{tWzrEe;gqHr3**r1S%79VF%IFgU*SCU9pa9%GX>B>{mMF|cpFmr z6qqtq8r(t0gU4BAeVmz*UT|~@=wE^XGIHQ-7g<*is9y&?=vkEQXC;Zh9%S&~0mexC zeQ(@Q5`z_8wr5wr=?R1Gvmw>-1@aote(Dh9k-fN+JAERcpk)KIR}zumcZd=gvR!-R z0?t8i-q^naX0dIRhs>+Dj*FBJqt)QQctc~m8xEgAIk5(9D_zig5)3?|(9xuY`pMR< zg<>=ch1qWRb7;y(l<+M(&L6utv+vgb(&{CHL14Px@1-~8Ns?y~fi<~b@b;@K8UMc5 z6hXPzr^)(*%R(N49N?s^FaAgAY90R%NuI2Z!we)yLP33v78(%p+rOANqXV!IFgACG zTi93Xllw>pAehSVQd2@=EN(?Nuau%7XDd=}Cigz6$ejbGEzo_Z?VKF|?=3y}EdH_h zWTt}GUHRUj6pK#VvjFFk-4|xQrw`2_)$fn>vtK?(jdGtVixd93VgBt#v0dje*e`g< zEFDmWt5!t(ldDzw-C0){C$N@0j@w;_6D*~QMY+feLoOpl4Jot>PBojS$XrjO#wUaE zf55+2qxEF$-$1c7<6AF#G4XcAIPn>%+>Ve3ed3kJWp*BkFFZDW|6EY?e{~Gy-Qr{1 zyG2BrB0Cf6gOWV&&>XWAvDPvFB0d?;ZOmt7;b<)Un2mxmeefP{k?CrEULR)L!=NEY z?03TGKetM!+M3=&`=&(4Lj=DN`-M;Qq;FxnN+(6(vl7+jq$~eOG?{;8&D&+GDO%Cr z@}0mIJ6sq)8%tiMqWJHc^q4lPicG8dA7F5jLFe-q^mQwXVno7629@yr0GgU5JQ+n+ z+>yLXs^dR+DEa!n;ktOrJ)szgDF4(FTG2X8Kl(~GD$A;(2%*wPyWb=r2R_*`zdlBr z04CUYt=_)Y?TI6km8RcH9xWY=BAYc;&=@O?mFp0^M3NO~6ozR+_TVp{?M_{|!2D2L27M&7Xb%{xGFk@eE$66;vl0TC(f0##@I&xf#$gh$5!fMB^wuo z_9T>vRLj?(uU($oq|P)pi48i;BTK~pB~g+}xMd44-GOP$b_sTP38a4a3^?i&2z-@w zx+54!=Ra$9gaY`^4_W9BnGIJ}HFq2o&I3m+m;j7mykSiOYW1V%A#0I`=nBDYnt8mq zdZTH{Wj7)KKcmpG0&4Tva^B6$cbNx|wnUKmViHpt5o-L`0qnZgbpjlE?zBEa^G4*^xT9p02-jL|&~hp%uD>P}ab}}9n=qT32Uv>y%bPlf z<%;%2en1C|2Urcbio))*l~ctQrA*xJ0zXWrxfnOG2(&MON+q;Vc);kj+eAR=Uz5iT zhp~N^nwiXbi=)?y8$=cSXq(pN*prf^fvnW~VjFnNojV9f{UhM7HSM&jKb^6bj zy5n(xx7Ke7)emRHaS_f|+z;cY1n2Jk=nl|nFe9hFaIRDwOGHS&Yze_M4q|D2L@!6= zY3jX-=7Bd$Q(Qo}M{z^O=mhiJxgC$uq`C^x-72K$OZMQM~Aak;H|{M zAG1erk2b#uZ^FsrhGJzkj5$$#iEziQtG{s6-2U$xT&Tv5VEgX;@h&nS$Ip6H^-n;T zS6=y>lshomL2fb%&`D|guRG*$TLorK3doDY0wdkK_Ld(R#0Ox=FG^0<2v+J|anX;? zjGUuKRE)hzg$n2&79JcQYHjtnS%aY!rTen|nn!Eot$8!AgY1IgqV%}g^S(G&wy!e` zm-p*y2_91cuFh{Hb0FoZ*y?EzoC`ds>2dFofB^FcQpj=P8_cpm212*hG^d_EG_hkT z1=IeaOK`^mQMkcc|>k(8u8C;Xr4zf1`*Ev7Gf}4!9DS{#`b_=vzqf=`X+x98D4=K&LIZJsb~IH$voeD5oha33^}U+*?@FVo&y@h z^u1@}bIOU$C9fn09>nASr1W*%TU{(Tm6rF!&RF1ygN&pqb1AYM4PS6`xoBj}Y>&RE zM!v=!@f<>%g*2%FH;Fz{;d;#DYOK=g_vC5M9So(l z+V;-(w%!m($rc-O;#hfPvLdBso#bAx>-d08d47_IDYc!Kq7UDk7b^pd2(ZUo-qY{N znH-i`@MsyM>92*MQ*x%3#AavcI0VK<$m~q@TIxMo@q_A4pHcTZY6Yxn!Jyv8w89+SZF!dK|h^R$YvMET?akDy6;~Dp^C%au3U=& zM283n*zy)YX{q4-9Qnxu?M{a+R#D5PvZykKdp9o{@LG#Uz|VynhjxqXwY!5nqh-7^i-c%RmT}BqK|Z^Lbx}7 zY9v?dk{QG$jCD}$FP*2~F~&9BV(au@CUFki6!ru{cZZ9@YYitc}vJYS&N=QtSr;n96UEx@}+^tKfp+`kb zT)G%dv9ew2zrm<8_T{8&!W3LL01`RQ$Znoen8fKtA|p0+NHUY38WCj5(3W*~)A9!n zdj^^LEear>1+-WqgMUN&OHOOpW<*W@*MkPXWtlU@m*ChDIqgZ^uWT`d|G}PrV$(V~ zI5Q2vsmOK-4dPd`Z!sZ&92jr(_|GoL#fSTQEH&&s@-M~QcpH6Gi5yDeu>qzlLnF%Z zuJ@Iq*ahX6eUM0*2v3}W)l6Ch9Aa!$uH-g8U@m7(N3m3ny#;K#dPT%wE)cB?`Ou7X z>1QtbAV1cYU@H)~eqQ+Ag^cpf;e0>J|9c^VEKiR^;QxfeLtu_4_)oY$(CuB}IMj$P zq{w7tMdwWX$ES_AV_wowDfp}OQo6iFMX-)gAbNR$YJ6^iB87yTX|`sy6_DaX=ixN- zzyGlmJ8oj|asgT-JJl84#^`=jbT`oqn*MYCp{}u^0Y~8w$g4eDC=`F*?Fa_4+=7r| z#+ONNu%p5SY^@?am*-WGLo-YJr)A*yHBdvU?P+btu9-o1+V>8tb z+uCG6?`D*8rsKndmMhds63|+I%-!T3T)}jwaH9N$@sVK!BUsL2G)lDOXlSl{Mo&O% zUcJ(~+fSmo6I+E`bL3z4HuiG3+QT0aQ$)nd1ERoJUf-^T0@QEkFRobW?d>R^hhEcp z?>r70T892r327!^r}PldhNZs78~2Fz9LZM zOW@)YQhMBYgl_d?a#9r_t}3F5+?vw;tjS4C@kXOvN7sQn~a06!rj0-&@qEe+lEM z3XH2$N2lKH^gVU3i|TN( zW?ahFy71XUr*(dNXI(e?h zQKA@SiOGb0`)q?`_hlbzsX@JAZ-l#-pJhKNiSajsVCE$8x$RhNh zo4xKeKz8+ayYp68^&WPT{LzM6*L5Qb>0YBz3280ZzbtWfWoYfQL{0)QepUmqYlX30 zBE^M9vlY3b=|>tAR{lh?qZ%9cTan1_o>!tOlBF4Dw8@$SD`E6>*Vp_e@GXk6c;}a& z0TiAGwd0B!?_Y4Uqg0UNGr(r9;gXi^akRpA8@lY`G6q0)L|GA28n;ml2;>ZDhvwV) z8+AU7yQZ>xwSju?vE5iOI(VX5zfr%kRQ`bG4#;8Ozb7i+)mPtg&uHN% z%5JX}17g;|eyo}d66_SqlHm_~*1jiF-rltk3LiRnGNyJhe?vD~?{Xhu8H2P36mtTZ z3*SmB-DMTDy^Xp&T$@K95#Ddyu-67IX1A7&ufHMu6T9HB+9#Zzh<7--1X9{iN zEYwjIclW(tA@lkN#lB%#9K!P3)|cXFCO(XW2z&nm(jVywXq6x1u*!Q6Yss-rfm3g` zAI&YR*DzPk29!p&KLvvV@@CT#zo6iVf-GewHIr|CwrFIZ7utIq0r39=kfLuQRlbpCJPFT%cdv@>kx0EXA%CKoUJQEoZ6NZu3=FOaJ7O9i( zfcS>$pPQgzzbh@b)Z)M9I;JRg}$v%=e6k2i{Y7Fm)W|S zp4k2GKQ}vw&fEY4@Q8nYQQ%*t)R#NUtyy-PtwZf~t4<)XqD;NOGD5Gu9PD3U|^%Z0wl>D2q&QRD(MotES zou;-P5GC7o(<|=f>~HiImCJCU2CUSRW6%vTL&-PfjU@NC0>D4br2PPuE4@{mRP_#d z)1T!xhh(wa$-N_&Wbzus(*fve`tkQv$#ZphHT%&*@e}$893tnDHs%}2(=-O%@HUdb z0G$+%*>gzbDB$$!Z^qtuc{emPpT+K^4Dbsa@|@GET+4z-QVUiJZ5X2?S^m5W#jk3CS<6=fte?_Ya7e(`T}>7>;>V=;5ikoPFzf^KEE$Y? z*_6G4EH)VTjr9CPXygHxRfQNWs9kQJj6jCjv5^>JS^Lt!)RHo)uP_QA{`@kS%~8m!8$V&&8=6j_Q&%o!YjY zVOk1z`%=X7oJuF5Hjpg4cJ2AuV{RJTFYDe8(>g@EvJH4CIo`6L)QZ)VK~r>>uU);Z zrvFGSIK~_)JX*n~ss z?I03NUL%K^1_c2Tp7E5hk=-DP7#TdH|GD2?wlEUka2pmSoTzK@zkO^ZZpGs~TJb%w z%vQE-=yFpz-(W^4gAfXMN(S|CyJzj*HkAO?{MfPm^#&fN9oR1J=)ymeEX6o${7KLP zuIt#<$Dar-_U%6--wTr%EM_MScp4A&U+^A`Wxi8Vn8cT?-{7iD#TJ?^s zA;i|YHU)g7>RH`tY~hY0(e3=kjlDL}un&AQfv|Qp!eTfV&YcsQF{lm#x1KNqD0vuo z?*gKalkar^2)a)(V19TtxuD+5B+osM0*{jpEJODf{esEiBFZ#7WA&=$t2!@P`=IjK z>zE}5S?a=NA_m_Jc%&-Ys{oddFqX1g#Mic8vt=|ftz4=XYxZ{Wk!(ux;OEWS*tLUG z)zwX3tBsqR@iFBe49Fztlr}ra+maO!Pj%ttH^d2?MELgYdi5w&_TuOucXP+=maOSP z(Ns|O|8oZ0;TuTA!+V~2X$&Kn?%t9@<*xu%8)>A+gfQz(-Y)_C4iSOZeZ?S-S$gzv z5#KT8Dz%feQ>H+MR&$~P2Pt-I4^gQFj^PV|0kan$SNFg_@z_G>GSmO0MfwnGO|Vx9 z;UselC}a6?S@ob*_?r_Njx0h0 z#8031TgvMKL7^4}?nyv&vvn^q{JSO-)5B@9u_=b5snr5k5eL&%S5!KUb#t45m@z*v)?8grllw)~xtvm8TiyU#t?2*Xb3-Ty{j-)&gjd zbOm|DZork<4BNkW8`K{$SxDtqWbN-Z@J-%*5`r+N37J{S3N^jvUHKanH`@B3% z_e9$h0tZY%HnT|WfPx{~OI(|=G#%8+${G=bO*_IIo34C3;&7X_loLNM(hFbv3Fu3< zN8<%>d37FWwdhg9#2tR0F%*l(sHH^#VH)YK4}A7)f&zoU%_}O=C&mgfb)Wbow3MUX z8DM=r+j~XE|8lXBX>70Oq^Fc-a_^;xG?=^9N|ka|Q#cCY7-Bjj8}ucM$W`d?gqxvd z!nODdR@Uc?Z#iKjW!EQh7EC$uc~liA7hIuzY`6u|OU!2>?<<8yA}x@1y*aEIqQh^I z)cr!L2!2x{_u%6?6Oj&9OXV@zsa@$%cRd9}3>}QOhhKcfE({KAem&sqgLlR9Hyj^` zV<>1mQ>|gRl&Fe+7cuoy2L9f$MAZYe@yM`Tk$|?*rr|iw27A&|eq1D=CjZkwv$829 z9Y+q&*l@f<4`fWddV)|ANbjn{ef@I^w4EU&^1f~rXOOMjSTtZe3!=@xdCLHFZhi2-mfWp9{FT3^;+g8$GNRP|l{J#(T zZGcWDsYDzge4K=IdC%BsZFfx;TmC?VUp6Op)pCQNQQk8pasWV|2{ zD{uu?wx{IL!*68^5dn~VpD6n3G7u#MffnRyJ@)#K)ZqI^-zbbIT|T2jWimt5^R+cBNw zeCb&)2o;F&cYEhgC-)F{LbGrAjrST?zdX`CDu|TJFte)Ex@^GA-ixPp*ST{kOi10_ zhOHg_OkBh+m7X^mGYrAXW{F?W87g5u5@w2c{P`9Emt4PyMhX&9xhvqE6Ehj2d5SoU;#FaF!OB!mxzK7DuteOq$9~1rWFyEFG9=h72DgxDF zLdb`=0(V*HBM<1MfuNx}6ay%Pc7$OAK@(WuaPehkv+GqX-`qL1eM3SX1gH4lIabM( z$GF6i@x@pqdrR~OuVaV=+|t})q2+x~&h9o4!Dehwi>2kcSo&+q{1+uUFv0B1#%Cok z^Z2qdRs?lZF7J#-5!gg<7?VtY2>E~wKiz%fvwR7vCkTttA6p-C5k>L)AoT|ba6nUo zK^D9X&j=8AiZle63&0xg{P;z7JXDyUUj5vK;}mFbdS{6i!Dx(vtDtB8mPH+6*&sf?eGTm}k(w+{5gAZtniM z@fV%wbGo!{dt!&iZJUPqybzIiIOK4SjL}IOov7J3A5IuM$GvVYjrulvks`fe<%2l2 z_ouX1tj%3lh0yVN0R@?Bh*@Z4dv?LO%&_9mVPG04P>tKpgrHAn@^W!vwN`_}(d*zsYFFmqX z;3-nx$nSce-u+sY#`QzI@l;v{Y~M@Yo%J%P*8{k(6rCCNBFhHj&YeNe#rrIipMHKb zHi}Us9e1?bX{r-`bQ53X0)IP%Jnp1plh~%2I8P=!%$>O6-p3`xhx0El9co}r-&ER+ zm4+)#UEgi;(bki{ey<9HL6OY${*Y_FqL6lv^da z#!g;hJ^|j=T6zLimraX+t4^axsi0+K?+46V5Muct*5=MQqJMQ(kahxc!t3{?$O#l5 zGZ`i7+HoSyew=*AM^7^g1~QUPz;GyeW{)2qsbU=gh2te{F&?$Y4k2wq;(ZACgvlja z>b&IMU4yT410LJ5j0Zth@%Zv=>xo}-?O-694sDwXAF!{n-q|ZNrVTz)SBmIDf|fGV zi#^iG9;B^I9YdCrnbEh;9`eqe`fB8@1ceoAK&z6v=D=NLTvBYEfXV{|$6yZ2X48l^ z^mmVIwTsuQfi)Rb`Ib_e7#A#yjJ~$)IuOGn=7%<^?mrEkPM&Y(|A^%)fLY8P z(qu<(4#2>AD4}JVfbm50PSxeTy4n(I8_az`uN}pe>@>QB^>v1Jx0i}A^cEtm!mCNy z3-~%}Q+4LoAzoGg`yJaNVB)X~Ycnkx{%yFA_t&Mw`PT|`DupuqU`TPLU$B}S6(xx? zp4KTkqI?{MCW*9z;5Cy3^fDPuk~O3P!3RNmm)Hu*bOI+&$Sb4TJ1ne%SaR=!ccoO8 z^Z+km^eUvHcvH6pphy4y1ZUyBW8i5}`+%A)tPmR%Jg|LChLM{5FDRVJJBbOho8fJ1 z4X)!Mi?=AOYcfzkNP@(~%=ozKL7Ou5}a%Hz>78KI(CO z1D*`;*sz)uqxDc~8bF#IcREx$;{bF@n+wLA9=}8%D~XSj{|xglVNKL4@5?Dcmc}D;V#m9=Oc(>m=L-xes)9u^+LJ^<~_jHUs4jOnhNmCt=fn>=gEX!a)X?wNSd$(ep;0fMDTHrWdrYEdB-GWJZ=`Y5cw4I3`9vMBK-Izq?syd=M_$ zm%JkT3~VtE62re|IxTkJldiEP&TpIm!D%;XxebPt&XFkcvl6Tg((cP;|3;#E3K`R{ zFo{s)egNc$LvO%_V^%VerhHGvhNF|l@(;6kap{e*(4$>-U3d`)n8O|Sx^814-pGm|NXS^jF#J zL1bWP`8rD^`DIQm9l8w1#V3@(BD2|}Ejxy=%ol;UAC85hc%y@T#IsA&yoOwWAI8o;rTF6}YpevWv`~+2sxpu(z_jQ2- z+WLlV4APV`S%`Z!m(nd6n?_ZlhWoKq`&X~k2dQjnTUZG59?VX3?gJqLPvF8^=<5+F zabQ|Q4mh_XZ>9hBibl`zaS1IXtOPdI)(sBx(2y8=FM?O2mW_OB0&HTcr0HA`)sUy< zkwt>VB8##uC=eeRW?=IeTkIgmENjZ)%Ft65$;+nqYiiJSDdB^1nl*BRm2Vp$kYOD* zNMFxgU)P4j-GbPek;#%Cf3P9uGLS$-v=dAAW8P3Mu*SO+U7>@4#grb5TzzV{ zVb3Bc-~%6J7_-Q&J&l-i^I-`f(49o9o}1wpc;yy0d^G)o1H{k3kxZ1&8^OJOFcd@Xi8PG8fMX7m6!>@ug8a5tWi1Zx&UOpO?^7C6X_q}+ zU-Fj=fl4obb?7n@Ed7^V)ou*Je!txX3F^#TJA^Z!(AS3@U^4 z1x=E?gj`d$EcE}JowPO8!YTv|F-DR_xInIjC>)tfo-;5JCL817X_NZqt&>7+$fh@9 zo}Zd0I#{Qm-L-JK47X8>-FVm&Qe8HWUSlH=UoY2^ohpd#vr`yM>AcQ?>;-K(C3vBu z&N8)wWB0bXSY1kJ{nlj|hoGP#Xp{7&9KY#=vXYK25*4%^!#x_LsYLl4&S5Y7)il^{ zw>dpgi z&Vk$$CC(X4bcZCUcdglf9AJ_ZH7$GJ={#92;uz_DkJZK|TET)#x$Qi1&qep@MklF; zgdi)VMEg>n<^ly=mR2ExK8=P5HaoO@wju3?201Jn;y=DFXCbcUDBqJ*5y<}6JEuQD z;c^$KdQ1*5pFOXC8b71fIFo_Z+C{Rxcwq6_7&Z=Hjk&Jn*^j1pF;`G*C(gHVVCa8? zD!esgm1;=ph?zSVhh8O?vhrafqEs(p+L^JR#n6-vyIbdVD_jCDsuus8cPBDAywhXz zjtzjV=_?`*ew>axHXi(sp{v6;fSHsZ9$g2IUr%C{^q8nAQ+;!V^Ar>X?eE=gucbOc zxxsjfK*UI%*L~-l(Xa_h4`=#wy2%gKi(*L5ceU z)}hig0Ru~h|2^ZAscQKLz8E0qXNY#d!CqW`5H*17auo!C1I@qVI-w89QQcxA?6!Xr z4+`-r1wP5K9BB;H!)QtS34Wx0UaJ=B(z{DvJCg@j%(NY)=}6?=f&fMiDu1>#ayWwXBt5`WZeqMrxniO6 zo$?UIxq_(i6ZG4<9`TP z4(dh*soh?ZG_i%!fbzjSwmn&T`5xky%`e40dT@oANhn=B}8|p?+n_>2?^QHLc7)=?*W0%X%chH5MQ^eL{BBaswT`N zKJmay;G*1urKdm8k!5j8wjip0@O0%QDJXg8qm;ZgxEYL8gA46_8r%OEkY%@^Iu&5$w1>OjJck7VsKJJ?B}G0X+|xyn@gB{*g=g**l@xvR6qK~!0FQMpR}^?S z;{iqU+O(p)Y4k5GwR2df2jgH?Ha@W3S|vmQfaV%?fm$4jTTV z=J&m5)B7IxZBsIOX*c~+%3WvkETzJ|3h`c6cv1B(CRu13%u?lgkjtj)Byu66naoonbm-g?zUTEDoqlaHny zM4$r4K7J$wG$nRb-^OSN)%+lGLDxRPQcH5p;neR5#V;@eTJSp1*4H2NLwN?xz=DJ} z4Hv__;JcTa91RxM^_&edP4&GWgc|6_1FoUK*gHrCI5lGq_L^2PE7oz$*Q*UH@<48y#BVqH!F8Ic9`B9{cEL|R|%&1^)HuMRW zyq$bkWIB52WJ+ht7<5AOxxsTdtzrMTAa5?s`BHCqVGK z@cosjktW<}%CLi-4?*6a!Bko5 zt-80%YJnmfO6$OrnqX|#v`sX^vJbM4KOMoU?5VE{NozI{l8NXn#=x-a*4*JK(VLg> z_3nF{rS5cwkU|;9nuv8|o~~}9CrS2kY0mN#hVrp?;{PAlAu)d3zSH|?`u|;_wB=qu z-DHp9ZtFS3>v5t#0_PS1_@D|~tf)b+if5jVFmqw%#bXjeTo;+Q&;YUAyH|;g!QCe{ z;c}^TBI@-h^?eCu17B^y!ig@dSqS&E z3?%<$^8`1(qD}U;nk!9z@?Kb%RJ}E!fXA~su^*-W#UcE&wee%$j-WwnwC<|U*yiy@ z*{Nc$5vxR^5ll*ej{TEr$TZN766>vvOJ32Q;-t=FpSIAz+4|PT2pABQaVl*AD=r~Xz^x?J7HIkPi``rr6T*`~{q7Wk0pzS5*}4+CJI8*Z1(E;; zxy5uHm%KMWTq4gpO{%b1zK1p^)u|EPt4eiUlh`X_Y%-AuR0#$RvG!mfr0wM%*^lJ? zWHePhbK6HFIz7wPDfAA`p4@bx8Z7gsmz>h%Wew!#ZY_Z5K`i`6K{hYTHhjK!BpC=TgW@lXQGtP=Q(h9p0FzxxzA8oxSo^Oz#Z;NXns9b3DX zm?*6j;ohBhXwFkYWCU9FZ>)`G_WD0vwjht#>)fB&xoU(am6k>quEV3a!zbHC>!mOV zpjKr#`=V+BQuuGQO0sYy^zD(Y2TWwg$yt|o3Zl@+U9Z0QS7HBJRt5CzDeXL|wSPDSKnqclXL$-oM6i)dUsfoQK)abrnLXI!Wwe4N%%TT6KtS9^ zx!w!NX=FsmVxm!uA&B0Hz9S4I_)KSs z`#3nlxiM)>>Q-Wj(Z)#}e8e3kXI}gYF8^H5RJ6MgmGBABWXFbhY20uPkeHp7DM^?d zRD(j!cT@?)rZ~vbbL5>~5$m|XCy$B{l%E5OURjgejeNIn29_`Br4ijGqGrQ=lCNqn zXcVTHwW!Fvn!&1Zok}8Q!l3AtAQ4*Obk9y#nX;zcU=ajh>068LRaV8%Cpz4^%D~1?+t3rFUb54L#;}vr3QTTnOlkV_qqL4`o=MyAA;>V-FwdLLfqgnEaf zcmJ4{aLFw3-R~^H)taOhy1+xu4E_;! zIcnW`(PA^eAN}5J@0WODlnE>jsbIw$e3UJhhsXmgUoIItyy(0^I{gI&gWCk)#YktL zvE-6z0QLEdp-oYo={z#?;5^}*c&Jl|604f=;wZKt0&eimY;Oj~QzgcrDCv}&s9FAM zYsY%&l1zORk7EGYp9$x@=SP6f%SgS$jimK+3#j1>WphfFU?!W)BU#(pAWlki)WqYy zvghBf>XZo}J94n5PrPF&-kl&PEz7oD=mJW8Lc6!Zg!BC~PJ=j7u~Y{)k&w6W?VW}R z%xX={Z!L{X6hlN4g$XT!Sm1Qqm7}vsn5)sJ@uqpcLu$kA9iGjOt3T=*aHLj=I7H38 z+{pU?tLW`733s~I@eHbTh&1a({|UM3 z+)rT*&o$U$1LsnIjK|T&{_rev6NK#dC6i*wq*2j%Nm4K@czuc7`wtpXBq2 zBZO$-?G;81JDlWDg3%+dNOyHKMo&CAlIIC!+G*RdgsjS`z1)HkV#=`qq!(2R=1g4r zzL@-7E-VB6LsXU<9~vh5U!7QI3&Wa`G4_ z{u>K%)yJIYt(N$MiS%4qVfDG^)jb&F7-KTiIhYho-VpU%C?l^*2=J=Zc+pJVT|_u# zEgL)!qH9_-XK+(pEacc^vZZBwuL8KB< z8Gyr5q~t!l7)krDhacC(e4^@MXYgRHEp{~C+LOGq1~1EUs^TiXjmM^>zwKMhSf=eF zNG?F=-S|`JUc3Oq?Mxz!G7Rd=7$2Bn50B$fRw}h&qnVErE6HQ)77;(JaY|gS1_fuNs5g5zS&JhJfBPV|!V1M)#;vHn^ln#<{^E6@VsP9zu=m(o26%llKlm7-Bm6m#jwLwwc*qq|PHSkO%-PxR!HAI z;&vmD94Vsqt+(ZlW5>w~9KHDy^p-U<4x7vkriB7c`XkEOqgKI$pSiMzLj&e)yVPcl zm5tTkm|8vIbw@&@C z;nz3E${*e)MBKVV*@f3osAYQLvBZmsyMx$J?V?H7_;mSrIbD}93^%F#?~Td`bn$}J zrsyjE$s73m_e;fYDrwtUH?p{l0L9-foxjIl)>{phG7TX^A!^t*0=k%7P=_`)MJ5nQ zx)tK#f^q1|%)63F6E~VkTtnnf?eu!{I!XoE{Ybwt*bd@z;KT((QIHKQi&~gs@k<10 zNo^ZQR3gjBZKvA~@)_QGIBfgZuXY)8J0U8_(ca8T(wWE#r1bZlDg5q$OeE$Es4fo- zV=pGaMpfC8@Y=5Rt_Rzyg)N-<+ALCUmfVI;7x2+47SbZOMYTyO&K3Z7OMB6T-{UH#cTz|>rgRSDchE@Air zWD@n#uf!@AFis_2NaF=eT4Ku@N@G}fjf@%o2__hBuMl&M===9rh7VQi*iX~&oC(t` z$MVV_LxupF*q-ctBz@b>M>yj54)Qf?abzv^gM=XS9oS{hBOWi1z6fUzy{Bv6A)+k- z%Y%8ZZFfG@wmD)N5D2y;{H}()vBIpu1~-vH)|GlcfMLiG7sFQOhfWxakV>EdKMXfM zCAA1kVmPNY#gA7J|Euk*tqCYvct;BS*`34=Hb-&ya5%C zm!?jRC^#1b_qTIjIrP$uuK(8=85LEeJ7KtEEQV{BE^j@QTY6vxAOIY?`C8c&1exBi zZrkm?ZM{=X(JB60pbw^7H}r3ne39Sb!a>g1(_wTx9THyHy)PDrJv5^+5Q6imf5kJh0o51PD41jM2P>hVswlYz#Vln7Mb7~sdYFtj-P z|Ngp3R`rtqN6d>kUjH}<)@rn23mU_7yQSNQkY3-(iD|PwYTS%@w1W(93EKAho{1zN z`0CKC%q>Uh1wn-F`oTdKNR^~6O)>#~`X=Z1CBs!l?k_wwHwzvPY6>lO<_}G6D#^E+ z^#>BD$<95;80^|FY+E<)VJ;c);w>zTkWKk_?3#J$X&hjXoIfWP{=cEyV~6P&;lzhc z12g6o=S$Nl6mdc*o_1_3rv0x#$w$V%7yeyRfu@w^Cnc{A^Vz$jxcE8s@VN%RsHXPK)x3q5o7sQx$Al?kwf zw&r|fPzSY5`rG_*-v$uO(tdex5)ghf=(n*7$)T4Gu`r~xRtkIE!mCTSdAW{h*pUb3 zcjfy^b}LfbX^5(blokhP_r)C3Zp(nEIbJGM*Hb)jMd_am58l5XmV@Vbkt|{J@Tb3( zfrLb6UW~?Kcx`%?Zf1)h0i9-^2+=J3v9nu51kziDCf$-b?I%pOT~vIaTHAlTrSkQ zj?M$=*G*Nj0ck~t7Z0s&D|OIjRq2)r5jeXIm9LPCV?W8PgBMB~P)Gi260;R~&P;46 zE9TL=y-@XStF->j)?6oD@B|fNph1CpC^DL`poKpDL*VtBuOnjMXMLt{}40t)n?LJ}Y{H4#NOkeQ}*AaMP_?M5K9N`@1@Nvq{}7)O1b>s;~1EYFIU{ z^FG8pIkw}e3w$e~<3zG{@Z7giNc$51>`Ovh2}jb|d_{_=Zm=@uDRg3C`+Q$AAz5Kc zX93C?`(TcUcGdG5(TY9IPP9(EI50E%wRc6_6Fm#06J>+&_UZsQrL5z%FbJ*qWiG-? zlX5t5v^BhrgI&)2Mm+hZlgf!{$G6QGz*l)5js-%Y1x>rC&uqv&b&b7vXS6=Uh!OWb zkkd+BFDeJG4_X^O?2=g*V9DIFp71Q-+#K=BVI95P`d*ePd50%K0X4_>kG?s}OrN7CRU);8YXC}`w=wlYGvTtD1o*|dSD4!LGd1zKg zUK^qI^M^5oXKvB67y62R#C-STscCxdKRxZjj6WA7mdo=l-cQHcdb_yPhXQ<^43I~G@s)5`;3UdG(Vcz>E%V1bb6^Drfu!|*>&7m0VkfT<1bvPUaDYxi zd+92bZVn@5;C(4BvWGm=sE}WGHZ*eonV?gM5k3miQC;*ro6YEl?e_8%tX(JOa9WP@ zL4i}rLtl3vcS?YVoi|^E8)*|=^Stj)^eg2;s$|V{zXj^l4PcP{wL2%P2r-f zQ*W-aEGB3T$mSnSM2ejH@UN})6dK@Gf$-DuN|d8v*7gE8WC%!;(*1AmG1xPPM|l!m zhsaYaN(`M>lLE#mLZP}5tE`-SIt@xNE95f8fRnog0%>#$5YBLO-EmsV3D zg$xV^J8*36cYMlX=)rw_the3d2mm&NGBKP?ihZ$HdC!V1|NKdhHrSNOpEQXHkzzFq zJt)suE$H>XEGIR58#Nr}tg`p8Y^ZYNjC1eF@7aRl#LpW@l2+7n5(7RCuCuXd%f4|v zyn0TdH0&LHgrmijJ7Asm$B(VWX7yaH&7p zfOKYl)(u52aM3Z*g1?CUpU60T%HH)oy8*^MlN4?ASSkBZY>eTq7ZgYegkA9r0N>D5HLn1Zacmvd^A?B*{GD}v^p z;kWJ-!k_d~BrYc!ojq_fUvip75ttd156J5}4zrf;|G%sze??%Z)3r*lF_OQmA$GLa5p9$JW$|xXQxo@#Nc=g?XEqzvci?}t8^NlxO!`mju#+?8AR19!nHowRLW=6yfDSEEFZ1XUcngHCX zI40`vg=6tyfn&YOPEDQQ<%$BwT(UlRneKQNWKsn0riX-9EO)Eg{<2AE#LQWPsXjhX z=RqfsR5ksJK)CNf{QJ`?4Pa@;A!F(eeJXL zP6@I<@g&=C>FhxP0$48=96(AD`PkO}JI^tPegv86Ls0(NhzNE?j3W6Y|HaHMa8Ex% z?w*P)`zgMjFE#>nUFObT&d4BFnMdTPX0p9${P`)I<0-0x9!D6JRgFe^SMhrL+izs` zFjbMX3<@3Os5vYm$!v$~s@`kQAj*Q~6GLdReQ@@I*bSw|Fs5P@^9~7D?()@*ELL-S zXc7#&9E%@qZ7I6rKdE3L7p#Jc9)G?lqp&cbaZ+*Tp4QwAO0>oo-INFlw^iVTQfGw0 zNK{-KSGJhV+|$f2dv1kP|KziGPbEDqWRW!2HceiRQp7Ts-~)=Nv1t1|Wf}k6YEP;b zhm(;?h&=%a48qTgKvS&P4|P;FAZa4EpI1)yim%C5U%;~RWr&TuOd3Gj46uy9TOUzh zsT-Nq9+0lbm_D=57wNWqnM)dvCb@tM5QHF$s7z{06v`-5CI;h?Isg>~ISS@|hzbK6 zd#+`?6r%Gdbds<_@Uq07L3ik?udVkA%q{jW-g_ka)GZ>=CLOc9CIJyBpD-`^Nf$ z-A>JHwj0s<*D{YF>X@7+$t?p!i~JHIUv@{Wl9~Iik()m^o!7vG6eLql(j{QHgUjZ- z(B-aB@y(NSnk8|)N{0!;90G9Wt;msjdoAdR7#oEm13GKs6F`6QlB!PIWA;;a4~0Y5 zYX4LKUPngQb{w_WS`Nc2^A@kf%(HGFXWCgezQw_I8VP+v6T#(dY3nHBjIi@o@#j01 z%7j8dC$R@J<3konr6(!;G?%Quk=KcfWC--Czw(3%-LE=z{H>qmSzE`grQCh+ad)tu z97IR*DflGe#d(onVVFc+7&C=_k#pj|qTtMlA~ZE44)tEOK%i~(ARA6$?LoF^%57*f zrr<8-|DpBZch7R@q!Ql2{U>Wo!<#XLjaWy~v?+pejn8MFDnY$&K1qc;9!t5JDolo? zHF5%5!i5Hn$bZGk6Iq{XpsOS&U~w_pAZL&nl8PT1d4GQ?{0F@N;@TcPCSsCcrUn0g z%#1uY`KxYslZP524-)pfO)Iq>cbd(6s+j3jymdCOVF{#{n(WgfZ+-xUAfqFFK%dzy zSKS-|VWW`_m*Oo1>OU+Q6n8;{U0t$*nr9&Tdu#wO*R<@x2>U)ZtErd=IgXYWay37W} zNNM>@f#@p1NJPyVT9Q^sI^L5J2$~3upQblPg3=Bm4%7cD(we& z3y9$pMb4*uk4(yVR3Iux8Cz}e%*(TM$aqG6YlWPu(Yk}e(9yl4{djj+4u5w$!K924 zkb{hP#-|sEsNrlQmXRzfbb|N{aEhc4|O6@NqOB zWGJN?J-Ky#L|}YZ5~8`_DB_@5jZ z^{=yI?e4cHoEa{=4%$MciJm%kIkm*%HN7B-iL;X%`gBZ$<6XZG1to`3-8`cd%bw+u zIdK!{Rbc2WIZdNFt64C~g6ukJTh)3UqxzZonyiO}cYAMPgwCr1p%q}uWq~W}B_%3uC@?~7m zf5#!(2H;(Ty*LHE5Q6kuLr;g~-aw>h@2Vr;PLI+|8M0N&82(4<^9n{;-p$2Qn zMJ4vf9;fhl<61JA`YTySftFJMKkEiNGW4SB8FB2^V=ogcz2!b1uXaopZ@k>HsC{4{ z5S@6wftr-Z{W*IkJVJZlm3~XUJg5&*Bg$9sK*NF4A44LVMNa9tPKV7@soeC#YTK)E z3PO$V{j7H1_utiI9|?*ibwq{GY^3;Gz|>F5~y3+_{5w)cvr|4 zl^AucRI}|Pi<(=M>aLx~=PxGqLO){ELb-|5U_d9}s)=Y;)o?dYh@+@o^Y8r{dBsh< z_#7~Tk55EA;|>O<{^(OazJo{V->Om-ZX6xIhq0*8P-!l7FIu%W-aSX`>Ty^2lT?i% zyLeb~9c;9J5WO9O>w~GuNj|GQwpid_%|+}(s=-e_e1~4Q>7b`A<+vcA(R3Jb>xyRC z($#|GFTJYWBvh?#xCP+GBp}A_&JkqfuPMDxuKy{?fPcTlK);m~O)S|eXB$kBAz?Io zs64!2?>AIlle&rOUmjhqMrSUbQ97x^DWrT_G*R3|ND$?bFV_u?$pUgitX_8v=a!byyF9^RmZj|R1vkArUl{ra(h#(C>saj8~4=4B@4 z3R+TrI{U_3typAp=o0*rb+R9d9cL@;wA%H^?>$P`R^Q!N;?$zYrUID;eo{3nwa8{m zsC#Ck(ak#VJ|P#8@ldx~S7m@lIBnfYfK~vqL|DfKz@^M()>dT{-wQyPG10YWV~Qy@ zNq{$XKVHcZ09Kn1a8iA9Q^k&;1(tciL<3mh^F3IuWP{2zc?|l~X)7S9X%7hCW|Ioc zH)FH-!3Oy@>RhdxWdCF^=uS2p>z$%h9f3} zfL{$5AbVsXa?`6x3-!>#e1+hIoVFE+w!$~z-;XqexYmQYmNArcXXnu;N-1>bp)b>4 z_@sM61Mr^)j!{O{#|}XNWOU|C&o3KE;swe0Lg&duwfjuIy$pkF;_rGBNU(i164R%c zAKK2n=?bl#+VU-kzq?y*HY+dqzXihV7oy-r;t5YTYTZ{H#^g=jn9cAz#4(W(meus- zp&7GKm|rQk;UaEpo*C%U*HcPOWkVeJ;{>H(8QXR~lVrD_8Tp+DLs{d@nyA%Q{7sZ` zLD&PhX;1d%&({y>=j5)F$n<3-LBzX)CY7{FiH?ZK1>e5m{bh?h^P6MCrdnTqgw+u0 z@$&_$ao8`n92_-L37MrzL49_;6qDiKFqVfz;x%sznfhoI6g1viGX#Bz?i$Z4DvLyq z*j6W&L*s*bfQ>o!hwntQcdc&d&P~CpyZNf-f+ha_nLVQmfM}TRn=p05xhUt^#(jxJ ztw&Gk=~TAcM|4eP&47`C*I<^P4HuOuUiPS~lVrw2E_*qFaGP_u2^8Jy!bOl)b~43h zzBjK3$&}A@hn9K&qZF=S9nekxP8o$$U~1yJ_4ztEg8Tx-{wWegi74H1iSMBJmQ<9{ zs8GbBIZ$gA!E4Q6%oUpl&@PB^^5Ibum<<`>pzuCUsSef}fTJ9^F<8Q()ptJYo58M} zT6P~yvO|0ekF$z%nE0_~K@w0Ba&}RTAJ>6erkq*bxqM&zQ7x}iy@A)Ve+ZD#ic*uS zpsa*prQMpixVOw;(fFh$z@7=-ABn|tWF%VL*{0(;!M)W;Pg$;sR0=lmGa6+fnAJxD zXdNr8vgKtdqBeubbl{-Y&^aQJ$UAKh5oX>|1MyH)3QwvA%6qzuHjDkqHe>FN8 z21gvm1-9@j{ujXZZs6*)l8uNzALNU=4omes@ZHT}=n-|j?>zW(7Y*hSw(#c3!aUwR zFWuIBK=@6bDgo!)o#igpS1Hkbn;4^0DM|$sg~y-Mv#iDdVp3PMx92qrgG{V#Dc-3e zjNnYft6#Y%i+5Q3g~WLUX}_@U!~(iFio}MpxZmA~7F-B&QpA%j7P}3lBiSivhwllP zE=kt9c-{HS*sHDW*-n_{q4a!Bsknf`5c`OWkk6rX^!moE2--~iN5DRnL~^LiwH$n+ zm?$@kyva-oVFi7HVLl$J{$?#ORF!Vj8m%sBlYt}eKOPUvdn~ig3?fJe0V7S`iDrt> ziTFNk$&bl1rKx=sPt-mH2)8eQ z1k*1YG5_x0HGMX{U4mBJ=)?iw{nf9%0|^>w;1Jn9?$sqPZ)k~OF01})IGEka`l~khL<56Sz46c#B zpBB@JU6MI=_74E!8%l-SZLSyIrGLJth|9Pl;B*k=oAW%M=%*r#YlBIviAxCR!5b*W zbK3ouNB0@~%D!sC96Q`$Fk+ks|>$eqBj)QP0)dNi5u-n3Dx zG-F{hB-P>P-~2wsEGDn@aZTFRP6CW0aHftjckD1MkO$VU=QV2ATk&@n4(~q zkrNns`-30ppf0;prs1MQlhr8UxEP{_5PpQ-(tnFJ_M_E|Bn0eQv(iB8WN)VZB{y3L zlKeRt3F=zHGIYN{j_QiyneeVeyV$g>#kLEpIa?a#MZgd7$|1$1(yY4(LjhRC(t~*e z*}hxg6$nEn?N>$_b|iOKEgHsCQ6pYbvu+e=kYP5gf|qlOId}T+x1D2aBE`YMaGMeP7zzTY zFTb{L#kPVn%aEO@oB?N^`9U83+mmk=&=QAX|Ku16W*|pxUJC(KsoK(c`I~r$z$WZz zSqj8Btsaz_vZ9JVyzteC-K-3lX+M3z3F4P;YZ%@<)|j&huB0Zb99h^4I&x1E@rbf) z=Ekyc!)e>mBG9k$7$gyl!dykw)WFL0uZEeca?Dw{)#Cs-^vfQawr}-g?g)DJQrI*gpN9`tW5?r{$fyj&_t+{8xQ0)a z4yzmQ-d9Jxq$(rv8q?=c+PA>vEwr$auN$;W3+U&sUBUW@*dqbj^ZMui4p~ADWRu3pT|OKR{{UIAuCQw1^*;o{7;IqcM-*jAmv9gZ32b z?JX-zp?3%$m)bVau*~gy?w69QPykp7g^@0TP<03EQ6h`;1b=BS)zf7CXG=*9HB8CD2OXGx?>hb(J1xiY zDs~&kA4r(gvi+8eqCo6W)Cv3-Jg;F~sB8{?ghkBo?!~Z1l-ODj>Dk{J1(oP|LEE)m z={{b4jte2E7-c2jCE2rctx&+H-k2hi+?^^Tr`=i;GQ(K4)N8|tvbpk&$I+^YML<*C zmp&MKPQ7w-?M5>)9xO zZRmoNg^KvugvHzPOvBu^}sj8A{D|xjS65G_A|fPH@q#W-F<&S>hnXzcOyac%2GoAOYk3!3^4iwof##qWSkV)C<4cLAxTN<&s zV+!y?_r!c)0c85q`Vd-65d{v+`;!yFKq-RZ&I%_J6_!Jrx@>%N5em4xs0N&6Ov2mv z@26NSZnF!%h0#Xx)&I3e>|D>`JL-C2EI5EU2r+=%e>|Za@ARZPu^i`d3hKJ1W3v~N z%Sm#Za@1)l+k)p|3ZA7{Ip{XNuCvzP(68dpouEs|u2t}4~x zY_2sbh`Kdli}AI3>fxYaf$xo<#F_!ahS@U|zzDBw;CoT8R)}qS6j(ZSf2>k+U;s6< zaxF-RLoBejw0u+UJ;s?EaZS;(i>8aQJ<98-}@`dslQZ-d*wZGu# zwt_-;?cz0rd1|}tX52fPSDgv?D%$@G@qeY%yNWCATgX%hL8kpHa7!p>0KXq~6b4ixL&XP2=& zA2Py{jxC$pgyOH@+R)w?bG1EHuY$39>^U$93PmiyXi04@cgTpa^`h)+)+DT9mV|BO z-J3sam@f?7RhE2#?-(B2Qa&S(5(5p#hHwv8<{tLBNHaY9*{mQGd4BN(jbRq-OJDEWeT_iyEfvNlop+T@h>&5rFIanP z0F`Wive=oi&I?3rCeq{Q&|RQ*I3Xk(xxW*co>#SQ;XngrO2|YaLa~jKF-CxI0Y7NI zjx%4#sVp+)XGA5B%mLr!h=C9mw>ja{-^{p=P*v3&aoHE=-%Bt8l|$PTnF!~bCcDQA zgB2g{&?hVS;Iv)ZW#umFshO*DENYBR<=3Q`KX98a%cHBirko041My-UMVXZS*%ZCZ zBdw9c3Fmf5<2<0hE8I(T7q{g)1z}=M=iN;nU_V3Dy=UuhAjb=cE?(Wag4d=yBL}?E zK;jLwGVhaSR~jUUVq&dXiHlY+tmydp z`3yEErj`3&ct4rKdM0LZvL_sOLi!6IF~Iajo2>3Lq-DTEGfeqqNU zwmwK_rDnj@){@AGXX)=iCb!6zA7IO;b zzjNgAf|i3wZnoNtj36LU=0CUrm#W!+IdVT~LNa`2YFjK%W3nUB`2aG0zg4jC;;iPG zkQ($dqSnJ0MZ_v%xLtTl%OGes3173qH2VvGg|!60Bv_K>DiM8UK0J~P6m%DiPvZgG zNeNM%AX*gZP=CR$rx#6e>OWDp(#!bVCQ)h}F&c=O$R9zt4OPh|z)6D=f!HQEm}VS? z)uzze>}J5R2A^Mk|S&2=$`-PaZyGR(@^dc)Fwkg{U0nq>h^ZU+Bzez zPy^M_4|c8(gC;KswMi;9#Y+0qvIIr(nN1U+!a-zL!tQ4tBd@QMmR1IL;)OeKgg~P; zNk58-_GWBSBN+B!`hYo{ZBO4-yWoc<;>f>MXg`mPLpDt8w{J4LgiEr}O#5ge@v*9! z-OJ-{Yp0Zd-Z=sWzem(1F9a|7!IHP>)d3gR_rb}$qPh5my07gy_l=_q29E5H7zX~o z+F0`-eGIpmSXUO2aJoc-gj*k{Vr` zeh(Qqdw62;S@>(ODemdJ!sIu-QuW}2d<-JGFsL3n8LDqmgAE)c480w>(`QNLfFrm9 zRB_suWO-y2I+~(~njZ^kE(iM`R0piZOYtbfur`K;_hU6Zl5{ekp#Edhdcv+^=oiA4 z5oydwa#$Ejr}^jd3B#6w-X#0`PScE5@nwTIn3#dlm&G7p*h?izfOnDHzJQiO1bsqL z!+Wuz>Ma z#E5WoxOsO3rIQNQA{ZOIbOSJQ<7(pY9y}h@TdL!ckA06u+olA>vUQ;#TKHBGsMuLW z^6db*-Ju>!n|{xm{FNJ^lC`V_7!DS6)<5C!|N`ITl+!wDu$wM?jn8DDOZ~hz#PDn~r29jtu zyyw}0hvp{VBC@hQfFa#S6&mbb#v*t|-=Rs`-tg)qqf_JA@%(Of(f|JgRef>E2;ouY zKRzHHik6z`c1FsmjAYkiIcG782oCi{jU3tnm3oau3# zV$#8K=5!<0b7Dn#(~K4lew3NRC|Z*4U%OaBr`lk8(RAut1kfFv`4u4`nIvLV-rDne z{(c&%;%Bbuju*s|k@gsGoxMsWX2Z7GMk27ghT1L`)|003$2`aC?QrAGyLo?ye%z=kydc1%W; z>K&TeXQ`r>$0k8yD=aK0sw}e+Em%xSx$EkQt*FlO+!|jP^4y(b5O~7`0#vEiH_|sY2CKJlk56+vP58BC08~(uURHD;foaOi6RzXf16GH1PZO!^-L&|eCpD&bgMaVE zwl`w}qUOI}jQE3I3RMLc4Ziw8<)51IpqApTz?W~yXqUGKtnv%f0-qWCs%PZMMEJx_ zgaBJ!QhV_)yCJ`P%5mOzh3akex>)%=?eMxj$|n)kYSRcJ-CFa5{?b-OYv{+hitBn6 zX;bw<(Qb$BRXnv$y#=*ksNR`eyo{)7_E&%2gwHNz34FY#`fx?gH?2RfM83<6@? z5cTT!UJr(W19^hzjX&=`&yBLm`baT2lHuEb;fNA`wa^(v#Rzh!kUIB`@*qDtL4p-m z8WL(s;%jsKf~P@Nq$oH%#C{CzyFYomNmh&A2Fjm7i^B6rbfC_d(x3Um6k#DEJ*517 zc+9@=U`!enXLoFK3a5(`haOw@;O6Fk+6$-^QLmhh?DrWnUW5uL>b}1McYtP*(?$9s zL?9GK@YGXMiW(a(GBl{XC#ZyPGpd>$3PK!+Ht#%?AE~|d!ExZV^=-_kK$cJF@WDG47VMNW zhyuH|SAEczc3zZ$`?8poD5HyH9KM}Z0*I&-JRSal9}u_;IbUu(7wG=FggQwSdB2(v zKrm2PR7+Ix`ow*GduD+x4PGN(i=#plS5*uq!U^WX5bsuV7RjBAocd~)uzO27kOa6k+{CW>lPhr@1%;;gW6rigLDf;E@Y{?)XAw#Y*~_0>8c}P&yJl-8H+J{+6z~a zmMd})RI4o3J7sw z+04^gn&~g8^^EnSC4v~ZQQr8|DyKe20HjI4M=*P?=?4!a85EArw@~%LgsbBAmLq@P zS_TQW`LEvRDOY@!OCEXjDZR|?aKp#fDK@{&^PM*HIB`$YV2Os)*`4O8i#4d^xJ9n8 zprOcQ=d)BM0|t}BaymkNQ~e^PRU)rPD;(qnlmeai!qE z06Rd$zf-j!x8SO4dx^dAq%p){GQI)$QuuMRCP#zcEA<89NVW9CjZ{qZM8^eO_q)x$ zG9537kW0U_Gy|&Lhcy@z3txgVo_QEoWGWS-e~ai~OK8HTTSuUyXoeMh^M+AmQmKAb znMOgfvf~}Px!EV!%Ss+?eq?zgIH)S5hxI`3hI8@nk7p*e_%g_TJG}+j7MCF+nqk-4#c=;mGJF-tG>Sz&FLn9u*E@0uV^b3E|gQf0W> zIJ(ljRKk=IXwQ4!paco}8P1SjJ#?}l7`8^J8L}XthDNgfgz2SQ{&F}Df>=;bEt%#o zjJs}N-8A@a>aF1{FT{=0`_}9w9fOw`f~C!lEVx3x+W3B ziU`?{&G%uYRl2}7t?*DMJg*%VWJfh+n4%>qlK%9T+1C&pEWMIYV0`_;zq{KWzi>tX zS-}hUPger;5nHtfSn$5&cziT$#ei$JARR=>0}Kb9G(t9;!lTIShiuG$pBIVUF!g=S z#@R9#E}z=EWvqNR9be`v^RuA(z7c_jaTXuO)87KdMi7>*(AXX5gTpTp6XXXY<~@{C zwIK^wRo9)|`T<|BZ7ubpjmjOb2P!0lVXGKbV47h>)E_>Mp?(yfMv%-?2_rfJd!Aky zBw`_fKoDx{zzkm840-ZTLs_i0UF|@++P6R_ArEEC5X9tHhDMZH^8NNOVmq8FxRwA+ zUIqm~klEK9$UNO&1GA)|N?#I9>JJfSoG8myS8t-fdovPHl)jSWU}CDw*T&(bTn!)S zb8Rosy9r%eh3M6vl6t)(%j5zU$jFX2HyiUG|KM5+AvpVOU9&;R^b1(Tm}+hUPlc$1 zSru<}Wfoa>cp9xk4fGK3@+gK}CzEd7zWW)5(ws^=Zo}Yzdpo+Q0o5-M|>kNy2& z-TG*s0*~K#(2S$yF9X5HuvL3`<)toNy9uOx;cDEg1A*^zt<~ks3i?@Fm#PsHfnKZl zauqZmC9)l$brLIH#sc-GIMNr-CC{u`*LVS8gJ$__Z{Gm_NX(i5_YPm0e?UsCrHjIJ z_MTpoP@fO>4fv9SHO1YB(D68iUxUR@7V=G?>!g^A$11l^Jc5S48pkc<32L_7tGm(x z?P$$K-3-|xysou@wMjKeA&<%oc zy{;5cxiW?4;V_={q~w_m^*BkK9n8c|GT;8AmmFAzw;&NARh z;zv*9l8I(E+Ff-#W<-yo526N(K(@7EG=_Xk-l{INA(r6inelH?sh0dHMcg=lH1W56 zRE`Wd6nD8P=(*k?KAUn!epC;mYK*2}Wb~VoX@yWUsU@A?RV@fXTwvZGF|NL5{6PG) zdK|dO?AGmN3lDyiRilJ_9Y%w9!D?ga>qvcVTVf(uoM1~jv#=+hEy%VcFpCEgYJCJV ze0Jt6fi=aJsThPwmA!Tp3LsO3Yx-w`ZGV>q5;eV*Ie@-!wv74_zw_13D0A!P*^|xp z1rboHgH#JsBq!?OoJRrdwMib#Ppr+zi|$gh>w0t!bo3Xkya^tXb_7cKRXTsIE%nVK&wDSI(Z8~8Vdy_4{-0VjA4pFkps#MQwKxhVu ztsph}Od{AubunW>YFHz*L;p(q=@2spb`Y&BXYi%~yp|2p|H7B=X3deykvyf3Q8+ z9l|j&T>=XP8+mkZ$ni;MyYf0WX~7r7uSUqQb?Uokul_?BbElR{R)V&}RP5r@@J$Cc zY}1N$(Cf|bpXy$2_Gee?f3aeYA4zkP8(&zn&d7B`f1(`Lw5)?JtAOp}zKmTVbqL1O zK6L9-u3{}(;fm(g%>S}GJ-R~+=JUAJ&aU!OZP3&3G|OI@Ok`RHLwRhQ)u@e{03{uQ zUzVNh*(M)X;jnXW_~M|1V+eb>!9)+x9(JrY6D{9m>>Z>x2@_7*GV#aUMI|IHsi~&> z52AVKVPxGQtr}943hDTqERS zsEG7oeIV^_fp805?~HJ^5K8U8E!`WVjZ4e*cKfff*K;;VRF8dIYBNGHcRXHY)P&HO zJ=5c;PyPPlaty0?EUz|JfD$PL&O4ZCEzS=?9jWng{X)P{@MDstnrclRXIap8ZRa_U zg-J?szt;FHWKpczc6nW5G_0SpJg(!M6M_l#)r{A-`B;nB+Z62ERv!3TcxNc#b9Hui z!n{D~_t#*Bg77nJXA(#mG6q1WKU-tMuI5(c$8Ic@y$1Q^ZFJn2O4^av4`75>)D{Wv zX4trrg{1N%25J$=GCRpO|7v)A{`D?XIbMCrOw75=e@8gurN)`lEtI9HPtV~`vO%eL zBTxts+NuvcZeNPQk+u*u}${ZQf~o{r9sXj?nz=v=%Nlvcv`BtcgbH0hT(?s&OKU=K%HQg?Ay z;FkA1XYAk7tE?2_-4?Ii*+YRTMH)=-iIW=G3aYW}G&Z)mH-si0y}qrPV6=N6l^0q| zUxs8zJ0^`HNr_suhWFfa=G)nib0CrZuw0_>G6znFGxhVmEJWnI4OlMV& zam&av-$7=eo-Rg*`o)7vCV^p&Y_Ts-xZ4d&QY6oCG%MkrmF^cJn5W|9>XTCWEAmwu zG@VZb3E#}qL>J*SGhXy$2>oT6c!Lv<%l$7U^;pP5TBQQH2-!`RfN(=Fdvr(;y@0V5 zw)^R;qs-+zw0#17I~MT#(P9VU+N~F&RRHCSwy zR`mrOc)hE5mQYP01q|j%jDm?Yg6c3<0xJv>ES|;{!1NcBgMMD=%;mUDi5%$9I{Ayo zssVlMwZ;6{0vj3-4K-+oGD5;uuD<%^HVs|TiCN18?C?M}K1p+MRyh|#vn2JuYq&;a zpsDJVN_j={kIrWagye%aXt@+k9<+qPKWnX>X(J?}8ijuv@6v9)fh`YLV$fg+jRWSp zOU;fbFKHcOB>DBIV&&@x1cPamC1uV@8dyf`qt}Ks++?fr_bC#mQOcU*)qtPtIZTcg zf$_T}XDRKOT1&H$t9diP@Z3FdGb*cR}h2}>Vw>qF< z7m3B56q|Pt{a+n_jtyKlSK9d1TAA*F+6^QP>ORR9>uQNS zyF>b7d28l4%&c$9=EBESeb3)(Qac{T=aadF=6+q;Qc%rJc@JKW{TjI_|tu+3=#IY_{+n+KvL*ZN> zi!6?!f}7Jtk3JVvG#&#j6ztZ&N9nWAc(8!rwCC?#sbCG1bLo{u=N+3~s&2Ivn($XTUcf-Vyq6Nt3V=6TCQQ+bdb|SR>G>Dl|K1s(6WA%<7 z0JeUyspj@^7C2;$ow!tTINt16{*!uPoU*&gE#BN95_P9%QQ*AAJw$XfC8ZG&w zPH&9?FOchnGE`RweoIZKL!;LWC)fK-(p-v-HEc82Uipi=nw<}@OLzsq*MvMc=Wwe6 z>kG;1-sH*+ilGY@cDgSZ28KwWr7 zB~kO3s#GT(ZLeeK`|jWBbo!Vm1RTWvaA8Sz=Wh1YFJqwza0^|GF|M6n%#OpZ9?PXtdc(3#`>Xb~3xB|n zt<$D5VAl&|EXv=);_tCI9VQjfyxR6?KB zUEh?1-Tbr8Sn}UyA7$*pNwo)R-CoMZuON{d&R`q{MD%LX%2!ESDk#yw00DKYIpW{x zE-OVtkQe_ZpGdirzb;?|C@Nubk@wKmVCWF`fCmstjq6$#t0 zuNiF8QC|^MBgdUn5M+#TL^+hShRdlYg#m43)&FsxL6D-*cR%ZX0j)`h5W_wzPF@_Y zg6Kh903bLRS#%wo7r|7l{A{N*$Jv#bga0pT;rBK{(Gd;vleao*g~HC;yN%?sc4OTm z*Bh7i+Xi%3{!h-`o5v)J*oj-4Z8aeL*uwgy1S)XcpD{YXK8&2GV`(-;{Ai9_E`wU} zllM|ako9?a#@Aa_$o4Hxzn#fc@lVfGxit#MP=0b6e6!+e*OjG;+iL}3UpJ!SWRgiT zALw&q|JG=S=VfoF|k6O(dNZ<7Wh%1-1 zqx6i2ktK@*b$CL6%@l{E?aY?GuUniENY*|Mk!|VK6 zD1s80Gn-S`JMvbjq@MhNV920oHTU0w-@QMH5i?$Pj3N3DFoz+@kI<6_yoJkyuzCCU zfM@=7H!P6q1IZsK{KZDG%_AXf{_)0)(k?Xvpu9FEUx>l^BPTlNUC8;T=6Z zF6Bh+vgUP&StqgJglOT&NhGd92k^BDF?61$?Ke+=);l~@o9VcJ0@;(Xl zb39@-c4fT#oE__8X98Oh>)aK@$lIrRpS$OuzQ~sL+|u?UH{|O0+qbqoA0kEOmE>d_ z8Q1(7D!Xh~dr6mq%VEM!!0qzo2rvIVCM53jA z^+jhkDuf0@pKb0T2gbQd$z%jKw5kw{jSYNBU<@Ky21(bDt6x-7!-?uYVUL8XM6H7Y z;aGH{7srPioOrr}#3Q|Vw6o{G4=$lALb@X)5f{ocK<8&Jh^pI5+@7p1wYx(LwO;Io zYn2NqBV1#@N~5l%U)$Lga;g?y#83H+u>xBdE}(r`K`AZ1mOM~ZkXMpr7KEL`nlK%!yxHpKWZ ztIAJ!^!i_n*9n2PaqQKlOA#-4a#VU#gel?_Xd!>O*|$}(jR5RD534E^-@)#iepOdZ zUOHFNFr5Gsnj0Ki#E7U%fTJ!ryDI_PGW|ZP=z=hNmJgLPo4c>MvvjMa!QeU1_AoZ8 z4x3fsd_#Hy1HTw6#*_?N0teP-;f@j?yt*ufNowW}=0Tb+4RUqrLk8?>oJW2)+`jKIgxrORy~@D~j8T||37_444fODHnm>k!$0V#D{* zAOIu+G7X;tXZ)Z<)q^xk3X)#4{D4x;?LIsxv`&bPEG0}c9WpxJx#0TAG`+FRf?hxl z*--}At_CBIdyEEB>jpTfq%*Rb+2z_VQX>PT=)Wjg8(2glUY(XsIVDSSWsvTO{5Z0M z6uN#w#V7tEJ$4BQ+h{)#zDC2}{Z`nL1WH2Ci5Lz_W9@Z8MFW&+!l8KK?-zb~M1@z> z@ZNeyBoSI3q{YH-Jg*-!7j z{PVq7haq&cSbEnTsH&l>xS2wbrKK5n=F16&#f0c2i5AK|;+jIVSB|m9C(k4|Qo2cP z#XRk%r;8|WHkUIpfDKlud7qOZOOgKaWSx;Ha#B8q;z?8+vnFRXc2<()Z|mr!ek@*I zrT)|dlnqoHS%=qyYv~=0P@gj_JCF z@<^Vaac_Od)8O0piT*&(@rZC#l`M(DX5s+KstdJt!c_tw;PXPV%i`%vT!KuLVa4^e zW9|r>b|o~Vb&%eIJJT>JrPPYnpX~aVh;*-s@72Q3x=%FbYfHE(Voj}BwXHdzT4`v! zv)2(IIySKX1>J$D%9hNu8FJ|*qH(UprMcAEoUpC+{c~ILy;E->c-tTLza#g1kQw3P zGk$8P2S+G%=T69j>&tBES@I%GnTl)+bvdGOd!53f|C@Wa-QRoEQ{ArDy+&Y96Rbxu=y>O-*NUaTg4fD2?Ea zsb6|otKr~{?Br8kW*f*%?LZ5o6G*C6Y@5ZK3G;Wy!UjRs4$x~>aYzX5P_6%2MjJh> zT>Wh~@`X%SsqD1RWX+?l;n2Q6-G*S&Vw=tie)nX7B6+fn92~laZEDNM?Q4b!8?RVh zKN?x3ZcKsD5a=BIK52V}j5oYLDiW`+yXdL+ca)Q*UhC_JYa#E;+*ry0%Q&2DOTVjK zGL_C^{@8<}uHW5JW+%bUf)|Thxs0H9tyy<|z7a8^^YaLpL>ae3nZK$j7`|muuZCq2 z-|^fuPB1h*wUkGhKFkF1$y#xoUI)tlTX{Bg5Y_G9M^9SdY)10JICPnb)-i+_;gP8d z*$F6Y=EX`Ge*~L$`E%xH0R#A^j6YC%Z+#akX(}rq13HDd#7~tHx47udj8YZTdY-2a zM8)R$hCsOFePW8fVK=v>dE&PEwl()=s&%$RB33Ut<`YcNx2U+^JY)R~F;}-Z*W=R7 z`afS_T{V$XfVvw&aDcrS$&ghSTn2t1D2?~mSk~ZfC^NFEjZZL4Sy;sxvVA;XmfIpQ z-3m98Bs9e?WL(7v$Q;4Sd_3y4tYpm9GYyW|bcZq&+#h4Pm-N^mL zrr<{fL+}YmO;n0XU(2(*H~Rz~v(K*^s65;wX`sT?i!oY{;if}hQ4BczB{Y|$hIv*` zS}2#-^3dB!DhX&I%S(s#yQjZM59Ov~FKRqW^bz7NT~{I0>-$9&6d3g*ZW{{`P&27< zGzNDU>(c*QY4{Md0?vnViy;?#g1^?D8w;LYH#kGgokf8vTR3|_EI2@|OE9Vm|0+t4 zr#-agv7l z<+(gcF1X`>wCEpi?g7J_E|0GlU8+KIU7+!jbsU>NYyT16Q4NJon15hKX?>JwU1JHm zz%N}69e(9WgQz;+ zZf9tGalYp~Pa!n@y^5H?s5B8aNJv62M%s~X4VQ*kOaLX-ev{O}lVu>ShuUVn#aheI z&~KRS{{#0N5`-6SfLzh4%!A)@5|6L#<y}tYd^NQ$3_JTUjU!IYu<+z69b7$J8m;v*F zO%>vawjg`wS~UkI5YtnVLS#dwP$fX%DqLgIY7Cw^z2!tFCgsAQuWbl(M9iNwR6>cT zlwVxG15*0~SrgW&q1bVQDy0E8Z(?yHDv-J2-nyc3!yM!*5aWh*S)0lQF1nz7huEc# zrMyl#JzgSjE@(7p;_1DC|2%ski5WL86KA70kLtgy5_r^JZ63DLnGuQu0Ak(8-F_6^ zQ8NG~8xbR|FWe6YPl;yq+P zR2Afio?mWBkj|s}Y0)&0O57UdhOIl4w1!WWo^BP%xTP$HbFO`ARJq5b(z`+q>G=IN#Mzn-7mjzsn~;-pO0N-z334LsBHo8$1n z^E`oiRlRjw+*e2aG5TZi%KYOb0=Y=pPPJZHc_kBnahlC!5Yw!e?5t4fBWf7y_=0w% z2GLxzn5C;pEtdeub4~!AI%v5qSN1?aTbT_}%JfJV@+EY#mMZUidZ*Lag56V*-=c;|w9M7(PO@^ty0Fw$K0Yl$TVkdRIUY?6Kjgl?zq3(< zr1-E!lL{DY15l^a(BDVH<~yfl1?sRp67%NBxGkST(t{wb!(73}*&mZ-G8+$=g?-pq zyjK-k)21F8`jw#i^lXJ__edX z?o5Fa9V9$`lIe*fJtzp0TN_Qqn0sc6J~_kp7vv*KMP7yJFgr4Q9abW>c|)``>qvsB zfF{~m2uVvjVwKlYT2>@@p%0SmESYIqg4T2g?~rCxbplWuV}`34FHFbx)oF zrZ=0eNKCwHEIB{4s1M0rN;3T`lPyuCR*OT8OXFpZ)n>JPCL+{qb_R9;McF)UAb;|w zsx$>~Qg{EpJeGLG(v%}r*?luV?gL53-G&_rhAnu%H3qIkR7hc@v(Dg5D8S@{E0qn{ zaVMLNv*?b_=%pC5?ZSv;OIBpwuP{qJc?N;`=_0?i+i<+&FsdXh>UBS2*5Z`p!nHodkGXsg}i9_XV_1}DPsz1ewa1b z9wdxycd6L5HlX=o~EfcuLYoaccET^Yki zOI7NHdcTdjJ|T~ll$xmn4pV;I-2~h&ex1`?f1aAS<|lH_fg+#(soJiuBhv^XZUkCn z(cfH)XPxok1_6hKJ8mJ8zBTBNL8aO+_RxNrYG+H=Aei&z~~li zgABGXKwkqfF=Sl>Uj?I{Tpg2DYb2B^R~}A3-m^i5g9q=s91N~4RMP|ZVBr^C$v5|F zLX(Vt>Q#JJ>&%+#b|;a+sTIPJ2~!T$q|Mo~&KBw@<(aTO88}hz&aGB+Tv;iiGIZ_w ztH;5+Rhziuz!+&AaRKAOIDLW7J=;_$HUsbn9r(0oV#dJJZ_9IS2O^nvLt&lrB=)WR zBOTJ^0GCPXgffg$2OnyN6EpWeE2Z|=d^F3e1fLlL2&%p3yOmWA+>1)3)6GfPxo9Op zoT-Frw6N)*Fz#N=X4Gz38o6ZVjk^KoJ%7SpPY?i(7wM7JyC%0f`vbvpJ7Wvi={E}O zXy>k;hJTE_@9yD95W#kqRB8Dw!x>3r*ZWqw)Eu0Dj=k=F8nsvGCJA89hM2E&K>RZ5 z9&>aqYwW{BW(XnzY>Z*)!>v8l+gAW}Od|)~?r6Xwy*-)KPS*0D1} zLs+MnhnEkWEFiR*JN&G$wQgj#qEv#sri<`*^n&JU6pb&at8b#a047Cz ze-{=ZXpcE>V z8MK)Pz=>&xHWz22+M-{=OBW69@}+16ACJeehcqaH(PV`38<5=E5=))P z#85TTPdy&vZ|{6R&4xhW49`UIvomZ!=$L(7K6=1mSTx4|s zDlN_|t_x-xBLs%9YwOw_c*ns=sOr)1-G|gF_rW-Qc{};1d)Lo?WHxO6y~BB6khlgZ zt^{V=pLe7}m?7g%%isVu7WuoL-nO4CnW_z?6(TEqcpkF)8im1GApIzeqc*r4U{*JM z(5+I=Ol;+UTp>@dWfvFfY5nd|1g1?K4OzBir6e8%^}AS>N2?4tL4A845MjkK9f6G8 z(yRv;@z-m2KrT|(&V1XXNHTHw-_)P%a-}PIWnh&jDw&jM0A-41yvS><8elq3ng#*uA#^{0e-9p{A=5Lpr7$_ayD5UM zW|!x60&d=_)>QSQl*EfYS(@%OM*9Y}qwG~Lp@{9c!|$)LQyJ=&PU?JXKomK63nUc<6Z6o&1fO`%!TGfOKF z7wi5au0V$7*}ia7ZZY>Rd!rxcvHvS9dM^|#<@+*S-|w5R7NF&7iR%RdgbMNjzZ;2> zHf&TNfL;~0s9dP=-e%DT`*WRlhPChr+-z~;m}U19%(ivcuKk`>YBU+uXE?HlY?B?0 z+46fT`G}oHR0`E=+QZVH!env-q5u^3NqSIk2hbkv6UFt5s9kYcS``%cjV+bI6~S+G zL|}+$?{V?wSN^n}hYyg?m-H^&LD32}Q8fO3Qf`Iwe8E?W8P!S}Td6JQt zhUpP-pM_uT(@9vxq<~=wt(UF4GV)mSO(YR)ULHtPnul6zlCl!9*?nUiqJ;6}*lLIw zc+{)_Oe_zpnx@RVG($vPH9@a;qr#kB6@ZZf3aqSK&lWnTH*9WBpa6X~p?wT9N3d?> zhbvj(3zchTe|&KR1t$4R<*5FIRUtKoxT&#nb##~7Xqo}oRaZ$8f;}^_jbJu6N!~@gh1LroAY2&xAdJ*qlPC-zXnEerwIWWHi zRu#y;+u0}BLQ^e#b4)XVM1XZo0!3<>;>!b~vMN+u1K|B*eyhDl79&z8BFnVjZnIaURN;j*h{RzT$NMU(2^Vs5Oc)z=ms^93Zv;nn+35?h z$-d6ZuNMWMo0)nc@OsS4P0Ml9*FIp4Zo+o_8`8%}S?uI9Lt{irI8%&_?hSpEJGn3d zEZxVkn}Dm?%+dK?1@^0xXETHWArXB)(@U#(d%a4wPwa$r;kwL!8@eS93Zc7aP7MuR z#;lqDU%pJMuIxcS7w53rR>H~R0(rs&E%%h!tAJyvUF@ie}^Et=RCZ?6t#5e>{Wf=sOQ z<{{O0(aH?Ga{N)}nPX~ED?n}ocj}j?$3!>g&qSX zDj-C>yi()>2S=0=q`nsQ=xR^+y1vHoZ}$b8d{y14zDZN1ar)pkX&~2QE-;%BHcyHF&FFs2v`Gg=O+I zG`+pTJe&(Y_>n9wxt*nw2VWc})`Ze^;SG76Q+q3i84#o9fo9!mFTp@8b^EtD4pZ=p z*(<--9-Na$-EIQ95B@-oy0p{l)WE29BDd-yH-el+c!EYt|MAbK5=-BQL`wlVM2SxV z?e2(k_pgDX#=UmXiwC8A=D@^hrpubHI14@nGGG;XctERUVS1wKEk|p}nt-S8{*wa? zcLp9^6PfI_9_Czz=0@6}Negp4*8G=P*pDk4Sx5s{HZP~y;H9V>+wHdZ5_02@6oT1g6&u;C|e z_FP~g+O1z`i8G1)a-sES+0Ofx(26wDy}Gu(68BB>8@a3Gz#mvi+R~B5tz8|W8N_5# zFOoxGTxJX5)cLj~l~FL_NoRyG7Kr9C%x516Q?z19tn;g(C;_b&y0$-Z2eL*qzXh8x zof1>-Ng!YXG<5dk%JvCEO5~=-h^1NKdo_f(6exG(2c@Q0M6+O;{aa(eLLG0M-11** zUbqs?DWV|Mn(fzIJ|7QR$;O zV98`ky}ZkH&Y`$gp%cTCLEB#N^-3@i>T9YkoeE@sqOM&Du=GVcVG`RX5jc<4WlB_(#ezm{<1rbM-D*dPxY6&iz^Hl~v;%*iybY3gSRJvJT|P7liP z?SPT)&bg*CZ<_)9h;igE%F^AC2oqmHt{II^Dp_?Gn^MschDfO-owp7~4QDtENNiU< zJ!ii<46I;A=@NFx@UpA4Ua=X-i7e5$SM#4BI0lA0mnaU|1W?1XkW!urfr4TH=CJ+Q z5&n3TV#N{s0+$0OGh;WHSJ#*kI7beypP;jO?QJe8y9uF!DK@p~YK`@6MIjGwr3=D) zSHj>$$gL5Cc>ZR<3Vj!TPgis$w4*$+M|3uLvU`Jw_Yu(0e(o>jlj_c|KHw&@bediV zy&S`>^icF|YnGtvw95v`A_ID9X}P|i&(8b9x-X+*t#KT;muub-y^)uZ6snFPTi9GA zhXZf@R35pj6Of=~p^?c@11eajM98{Y@(FA6rmbSntR3#;{1DgMpF9q-l+cyb`aviV z7eSijii)O=CCK9LfpC1g*APbnKhuoWrO*~Evw&L?33M=JN)evL5P!-KvkB5G* z0m#6tX}N@RH%smns^|9iDHgM8B@>evkvhw=#PmIg=I=<@Y4q-JL+q0LR={L5jq`^+ zv#Y+}JWsRp#Ml;hO?E@VwG$gWd6?SRtr|yF>FVjS)T9W}fL`XZkqrhFXsP$CzcW!^ z3~F0ZoaM61D{;3G*E zW(ZhEVe0JtignRSb*LXJ!WZgr9FUTN=m0kCHbIXy)wYtuKTkq!){5;CR1aO)DLJkU zo!3ncRz}6aci~AmIi)^ugq4p=!?vg07<7H}km(_H4RbPxPYfUD|JhL89_F8RMrpL4 zR1JAFO1XrhM_EuRpBGc@)R3|U<`UVoPIX5Yiw=w=qke3QkY&pVZ40<^YrOYW#r)s=J@Yj7XAE$=Y9vQ! zaE5TPD2;y5);cPZWlKmJ;NP}ASV@-$(Z}wi;!y#%b+qzAyQ?OF#bnDtz;x_Vqangs z--Bn{qY5p*O96gWo}P_;JDk5p`Nq(yDEewZ#Z~jRe_t_g;Da{bFP3o>fp@gVe4AwK zXg>N#tmRQIuvJ$MEbBejA+hwa!U_J(JWGcISLo%0kPr$DvvYLS&MdR91QAIwfGoc1POgY^z@mK?Q5v4Y`c zBqpMEsy9DG`=-+7>Ec_OpKD*OT4CYefV+V3nM z9GdPgx+MMtvjc74b}ZBuItv3dn{=;nTo3F346;s}L$&?qV@1?)K%)oP%7onf7y)%( zBLk`eT4B&rkS@&vgRoTA$ZzekB>OS%{+(5)Z=KVe2Z~V)$X`$W{RU3#2Lw375m>kV zMt*jUP{{y2##Y$V2#$&y?!Gg9UX&KtqcV&LI2bQzFI4?x+VzsB(Gc6GrhUfF9YC?s zu$Upw4Vd#^!6!w)&l;eIGA(rDw-SbV3!he#zYh_asoicGO~AV!f!LPr{c|hSPANnx z9vZGK?5T~n#*oL?t6_4U+$ zCpm}U&+Uz4pk1>*Z4O+@uecty()NJO3piAPj+_LjH#CJQer`FtE^@l!`}gu4*jv-Fe`hnk0!?**&E0 zz81bK9dzRWSXWOA_qogbGF0%+9;0`FiKq$J9fao4d}=^MmEK0hUzJ_=3-;g;u?=oD_2=sc2(kPzP6DSx=TqQnh_f(UPc^eNi(^#S8nG)<@hl8#AT zWC`*+3juxv*QagmH(nWZ27u_Qgw2vJ>6;CN71vVElbws?o4hM^Dn%vuaUhe5f@YVpCj;7YnY)7j($xtHc2cdOH=9YY#Dq4EofsWse_GT>j2;tsoO zS*Ctk4l>Ifa6cg`NI5g$l#doUp=BJs)Sle|pK76o$F7X~a#VMl4NVHaiH32urZ+g6 z^Gd4{E6J^(*;VV9nk?HS$XsC!}GHmQk08+(Il0n_Mk0u23>$2avN*` z`;G~mC+hyli;D~GBz=g0l!L^@MH!jl@ZVoNINpN43n9;Q#~1Y&{HW=Ty(=Xb?hPq4J`oL%92`GgyG-+yG@tfE`7rI1dm$%DfsScL$iH^G{) z9?X$Adt!5(F-6`r7TAByntB{LKOI#Ed(PT(ZJtO|Z@LcAx)B<<&Xg6V9~&YG5egLZ zQV;+)&qV~Z0$m_i2Ug(V2b1GbIq4BCfGTdz*pjp-4Jgv)>eq6OTDG%m1dO>C$?R|z z;G4gw-#0^&SXXujr2#~k^+WvCALTs@MMm*P905+um&1tvE0nphSJ=I%X3strrwl$g zgq|S^zf1nNT>T^pak}Y(@rHu=7l&w4tiAEHlg%5rIfynNCCzqNsM{>zU{a!}n9kL2 z)s$%+Ldrul9i?>EP5VePC%1es?X$Bci-@KUvWfeD=1ihcxKmO-Q~k;)C@&*<05d?$zbLtK#Dxj&=hji6lcu@HT_;$p5gnvQq$?TLip`N$ zi?OFDeS|06+mYOdd>M_X{Ua>JSUvMC_X>e;kvaxP9G-BqPk}&i$E)pmMg1WAyZ2BA z_0<0NIkhmjdW?{bD?9i|6*OLD{0l)k7J%4KXntLG#m8Q*)p(Pq+|1JU5H^M~UFFs0N+*^4GYp%c`38k!17<@cht}fG^6} zb{){R{+n(6UEEwQN&-PRWfh@WJv3Tq_CGw$j>h1Lfr0Rk!-Bjn9TY}7>luvOw)jL! z<&pT^bk=OfPwJrHUWMtZL|$p#o(Hek%d8S;Fz#0$aM(pod@^xe0+{TAMC!LhbKi<0|fr8 zZtOH~NKWOwFhyVXySV#I?od>{;0|mtlX{$V`lvUey)S_(#LJ?nYzavfgv}ZX;|NKb%Et8atB%v+Sr6WjUQ9Z5V=d}uB;m^N;FhvF-+c+028Cxz;0r}c2}7wP>BJFA zmh?kQs;CWR%22NwYfazC3t%B(x&OKQ{=dvtG7s>I%T?;jHwEsYXFS_qD0zQ zzPE?gYt<0eJe+Omp>vR92^=$^P`EwBPmLsE^1X4xTYQ_M?3Wx{8DIe(aaLZpUo;-=<&bOOMXBGKP%UP zk|GlaqZhiB9az)Hb`WX($ZhrSfh|yroL$LRk`)Zju4+Ax`6V+SdBYOI|oQn;+Ff@OfFABAU9wGBmcqV+~q; zzI-X_Iuhe{R$#opCSaT(MfkP*&cxvhe~#IW1Xv3P5*4Jd^xTujdbxK`$r_o?PxmxO}`?U~-l4AEPGwSH=SN$br@WCU~soV^|Cn)c_Q2N+_8DW)@)S(XyNt{~+ynq$+si=;YQge~+xIZkguEIb6g&>nXk1J6ZN z(H<*&@!1!j2pH6-KAC=2y07${j=@jl(}?G+){gW}dY#du~ZVj&)mIZJricYq2ZN|T@Y!nmbcjAN-@)Eax!51O==h2cdOIzYhAjp;~g;#O5?bMpQpI~y#;SRovez$c4gW~F3`Xe>?F!j+g z2akN=sP})c6L`tQa-oEl`)|Y!5Uv^Q!1{)I16EI1)OCgU=cwC|ei_3H?jy2Yt+wWQ zhRk^O%^iT!ksMkW&r*XplSz~hksCsoCu@@{1W1!2*WKP48Unb3jB+Cg9<@wmS>k>* zfnQNd6x3LliDv3rmFMSBY>)qSSc{ve7h2Ek9;r>74k(55K+(+?%b0CQ- zJ6fQSId}0vC7Nl{&^fV^fYgR%f-3u7Z9xTYL$LvNN1Rn-`_~I9x0CwJdDm40X7`2Y0ZiU43dKYzH5tk6Otd>k|eVDJmgAZ?iytYFxEge3a06 zTj1?uWyVRc8~fe%s6i)66#KrUPP}KM$26D=rJc>XBh+udG39n`mN19P=LEgX!sVkP`{9U*5Pq^DiHU~q_PlnN$;OANxbkJE|^Uoc*EX^W4?BKNjnj3ViwpC= z(o4UOPLI;9s3Q+IKCW*V8}YPuQ?ow5CK!H3o^@vy4tWoGPbFSww2)M|unm^KhkYeo z<642OJh!}^F@^pDkSq!&0tlz7=Zv^mPfieH$XnmEnFG~UpKTl6a@Tr9=W=$50Gkd+ zd3_*O2pHj?^{*BjVaxpg^IRiKU5}RIv~c^ zVe`cd1UhwLSXMXR$76`mIWF4@=l_+Bsj}$gF%>fynN6LI$VuS{{_-EiHC>mh1)

}496{F;;!&W>pi!abA2XqZfu_WL3J@G;Zm?6}!CFyduh&RR8!JP3uN1IS zF$BrwJH(J&(VQ=f>F9<2{x^w>S^WwHY zjgBUXPSBV79TQ19S##GsBva6s9ow&4#58D+6IUjl&6)(UI5Dv9M@Gg615>>D*3Ayh zATf*EG3X3>VYm*E%Z9IRaT->%2$&|PCtbO)7AVHRLGOQ>HcuQu^itKD_WU$iGf$*Q z{xh0@HbgXnY;`<-AWyl*y1Z@{k~eAw&hRCf0E)gXSsUGDvtUNJ(on$vBy03C^#OM| zoutXKv;HLX!H$M)%4;nUS{%y$Hx;bTQSPJX2DtcRaHQJg3v~V*Yk1QKTe${ryHKzq z!M%1Ll4c67XFJ{;CU=}FXiRt6O?~j#;C6AgzlhwKYx%fgLeyZ3FqvaHEGZp@ z?3MOT>QLF9{fg*(8FVB=*LQydXKu5z`d0y2Egdf|UqvtZKfH}z%49mrAsp$xEAF;R5E zqYBfn9~=RR*cPk5aX48HADU~uOK(1P;9+DxnoI|`p(PVq=8QI(Xzw3IMp7dLzI~GZ zE=>v6j8QGTrET5l<_1$E@=M(Bj0kzjAx*4U^k*iIxwhsK8Lhi;t=JEGMZ)71<)6}c zz>p=qMh9ly@!>}fV7iObOY2Z>$1BV38^@eVG12_hM*xX^F9?`h+;F?KUAShdsGSI* zvV~igmv-brSE2kIeWU7Yk+P25c&UmAOBjy)hoY0mvNau~T3Qd7u1-jc#C|65s?aoJ z4sEK6B_3ZrW=_?c=tNxsAL_jPF-z3Iy@%Q{HTXN3>|a-+Qpcy+G1C_X#sALN*gO~B zX&3x~6;{gmN$awg>x_SIrl^6wf<7Zt-6K0odmXFB67ZF|b>zn?a}*a3v2Qv5lz?IhHkkDDOiX=Pc+)!a#`tnN@*RsQs?N+Cp2m zng{+~*Sy}en}!&2ya*POipoZb|-BySyakl|gEl{zE5^LC2xj7`hbg zF*dlv2GpCMk4pd+lk_FJS=>?$bN(G1sBZOs6;krCEB{@MT{j)u*sVVVdNv?B6H(yx zEuP&KrsoUp1R&DHLTehB-YwnU`OMRW@%oU<*n6IjA%NV+@MDuUJ7Bchmib<}8EKR|^KKlA6;QI;UzpkhO~={X0PZB)p#T;CR@? z99tg{Yl&8X{sdIP#X-Eu|LADZ1sIX`Npo>2-vEntZ(tnV2+|A7cC+ zs2XGq2Gp2Ab*E8P<`n@y?)87^!o%OoKcCOW@+3nY;GxJ89x zv|JpuwAFE}{TCeM?Dr`~q)h-I+ zcTRV&ND*Y-p$^RtonY*Q97*3FN#r1V^x(ZkmUR0Gg?}z66j>>uFY9IcJvs+9qN?WGVs=RuJ3;_!A*rYXLmHN5#XhAcC zr_O0``OiH-R>)?WlqRQX@W%pH35Qa>zFfk44O_uz<@{w;e!EC64v zKaMn|z*rmV_`T0(W_8bBz0`^=g%>4!^11zWKSCZN=^2pvfsHHWvMm79VWKp3{VlNy zX@;54`HUJ3EpK>h`q@NncHn#4bL=fUhqydJ2So={3e9Oz2cA||Rbm-hwnOj4o@h2sC4uz8`fM_y$A!IijI7*ELOnY zd6vrH5Y$2@;b;(sl-G?XUfl^len(h=$Y8h~Z|c-eT(8cMeSrq~LBCI1VnK^^@{L@> zI*)MNl{}A6$EYt}&j>U;WKm)YMXTQXx)Qd&LMSYYplrCX?N$5k7MLK94uZ4!c(rbU z&IfSH8M(#!2O*|5Q828hz)FsSP0Q+de4Y)E4jZ+&_t$5Q_8S{z#CFU^>XRGbj(R%o zay2NCBz+(C3(X^q2V_o6_L+ee)2jswsfrBq2 z@JS*FOCb_QcCbATOFL4UXcluG0pM0Qlmv*+Kg?OK;hdGitHAQ1 zUcMn_ymrA+WFUGhqxakKS(0JI9yK8~Sple4McIJNslq0%V?COiC8z(p^8jyYXX`PI6M4EcVwGiOe~XHU;Q^?`LuW;{B$uLGc&C(t?%eSNaqgql zO2OUi-JsRH{@)%mFsPs?2}%M4frx@nZ)|jQ9lXqsvrBx zF=BWFKN5d$!k7)L?tTh+;mG1jtW6eWDoW3;5=!cuKqjCu!V%Y$wc-pfFVy|hc98QH9Qu*VJE~9#2B>oG0xQ6_qY<}dSV!7Byfo?=VtctUl1CA3Zl z8HtS#o}wXyMWPIr(}q70pMY-drG8B`<&ubEGEi+%6b#Nk6^tj7;6I@P`xAs}ko}fo z8glB6+$f_mY(-1|?$-XIm1f2bQN3J3=FS?#Rff}X_X1I=*A)LGodx}>`t%hj#z*^x z3&eZ&x9kzq2ZBgWs!aVBs{CDx+~1I}a!%dm_r^uj?Yh>Q5Igf@a&UPY(#fk27J{pL zfI`{+{Vc}!AR>72ge9$pK@kx%EBY>dit?1uBo;j_0=rpNq45fo3;!K{eS%WLHo#GU zv^lXMkCwDjP+6byzc;1COe-n0De1P-Jg$i#WJ@bZ;<*z|`?gUs0+8#^)q|#KC9p6Q zm;M(fC><7ByH2!Ue;a1^Zg@a!mt!iufgKd(F_*mWmjmWvSFX}B;CYdUlxJicDT3B)ArqA1wiJZF^q%Md`U)EjIIJgX*tc^`f5f9ji7&6q>`ru1St@O zcIAEXrq87Auz1zh;YZ-B^m?kWe7Jv*$H__H7MkHuU1+(Fx7o_DMz|I9Lx;Xj)arJ4 z1wKf-SdUIK;xbp}+XX{mtbxFq7S)G#+C3;ecaRSdq5=yB)h1~{DWWqtPgOU~Q_kWK z$_*Doc1xI8rwTj3CkbX)2KG366FYHyJ0qJ_! zu2!s*z~X_MA3*M(=3cf2(j+Kp8}$=Ou}*JHGLTz&X(cqx4qAhL2@srGYCtn5*2=Hp zG@_4&4iK-8vgI7hFiS;TJ_j~?j@=}WZve~LA)!YOcB8!4Bld#Lng}R6{P)-ch2Frh(n?<3J7 zJl2L60h23~+rQX;nVIk&(YoYz_RWzgRIT4ar+?!cD^Rf0811UAv5T0lY&pH`wn_Qc zQ~Vbm!q?2BkLI$~cfk8tFQ7|^p1$mLZU>N^YXIj%yTo2d-ni>qIXIa$dFB={QX(0} z2}HCOs$b^J&xy!GaU^x{W!?te6B7-CMX0ruR%+7!2W5mO;R4*-v=;jyMChr$rd4>v{n^JR#I)RG+CAw z=DHh`RstRMMP<~hW%Xw+yB6E{N%}=5F(auG2vE*8525&)W}Kw)BVp1qR>Y_&%mw{o zW-_ddFRQ=O=G&UWV)Kryg63>^>T`UoZWydmMJ&C%lcr?|ZD{qiQ$kL=SFhoX&W;fl zu2*0XnU^inn01*W)kBKXb@WPU7yLz$LJzQoe!zT&WiV zHasbayY1Y0z7ONRYwWVh2wZrIQ5ZqmsnW1QRyB2$PtXb(K=czts8y52o-z|^K497G zI+Cinw%k^mYsq63vcs=1WFy$CVyBlKYF#j#Xq_BpghO!|w#Cm%r6o7PBfM9;5b)4GV5ljg_G zgic2XHYLwv`Cx$}69{*K27r$;9&rSTUhb@5v@PkjiSlr{s)yyDqFP1*IK z7Vq4363+-%yYL7;FS;wy>S0S%<$ls(dF1qn8WEqg7I)+23cicjGmIzu-C5LNSk@vKj&}J~ zF8eLGGi;Fbr%Er?RhQ#A6KAo~zMb?oom-s<{8BMqJADXuEpZXS|DBE>!Xz@R&T@NtHzj zj9YB5R4*YS;w_6&3 zir+y5tiYGRun=|2<3sLlk?f@R6?_Hf^gv3WOLYVI#1Kd0ANpQt;u&gdCn9hqVTV|8fBD@wZXTl96Mc~GyVdb`XtW*ocjQ#55<V@sF(mwM|!5z>jL8(z9su3LFWH2DjvhUNmyCxCu@E`+mHX)QhDpe8a5@`uq8b= z^yn-HTeH(ly$n4Q$T%n>5<2SwZ_|4OPu^&@xA){rFWy}pVMnwQXX=$~2l++!ojCWoQAD{Mb_Gy;*Lw1}N?cy)e0mOS1VztgaS;}|C+l`7rTedt7KH6jiTBX`jrfBI$YAb5r&3cPdPH5R$2;9WXN{|4bR;MRUyi3dSp`P6%W6wrvNVm?P)8YDQ-&ulFZrZ7d{M-h1*Xa@1gF0GNfd-U*C(U7C*$p<` z7YE~`MK2!T(kb-|Z&d?^0=@^4{1sQgoB*B2NZlwhBvw7Ovc8OJkK&3l4$EdplLZHTN_irPbyq=Cd_~X7{4+nR8F4JBaF5a)X6j2M0}{VaR!~fgL=kEuC&HX)lC?lO zD|sJ7sXwdMS!m83rwa85ec0x{he}_!ym_82%R-~sktk~hh+eyfe{8F-$1F9X-5%b2 z%+L7dM4JES4dzt|XsvFsPXC{HPwcGY0+n=h4+mBeR^2XV){mCrjJEUC;@EX}eW-2g zz|Wg;*r0SN@ge=3BdEUfw0e)eO)#cSgI*;nhDQV3!DZQb81D`|7icTH(JwH;25#y&C*7}eHWa&hAdqchB)Gxt~HSmVEtrq#O$Cm=WD*Fx-%-MKIQ*a zcQP|C1njh>c{t0yJlbzyqoJ*r5P$l5566pV3o*jn2N^Jf|0v|p1sCS4>9lo9;$a1(0?V+dd5MeFiV&^USQpc}LlNuR`)y3)% zq4p-q_>Wg*Th;E-?+%?8CB|GcG#++THQizGRRtH+p7>Iz=$XPq_Mg%T0^bD!hW`n$ z#K)bbBzMOSAn(@qNCJQIQ3+O%kv`YU?(WsRVL2mprR6VHT}2sx=qqd&>2F1_=qlxl z5&3~8w!cFf8`B5*m60Vsco=ZH60xQty22ABvwxQnR{k+Vq>lUn*84`|0?v9cR4NV` z)F?M*&RIW;b@E4P-2f*Mya-!8xqmwD5-6{#TPsTB^%z7#c+2E~md!1uFllXehZdDF z{6=xoNikt^e>z=xd*wBH1hj-`K=W-igXfgEPf%QrOP>Rp}U8=E|a~zFHg(>whTMPTt}7WuoK|1O3y+Ax z_Hh zr)M5#!tlyX!@t0+f>!1ySwh)D6!%nfE|BqS|}2~T32EhCc|KgPTbF@ zrFILLs_$OEZIz&rIyU~D)?)gXhvj))}>yf}Ou@cIh!W(1L*RJNZ zJ2?EWaB=iCB07e+B4T2y58bR8(*7sE90E0eg*kD0tlxoM2tTrb`jR0jlhV(|thg2K z)#miU75kp@qaPSaXEOBiIhW9+5J!x-Bz{qh3=4^W-E%bPjdaX!1csVEn@8E>YXlyk z{}mP0){?yseoONqgrZsn9Q@Jag(n4>G>r3?*6UAk*dULFcikOSL!s3iVqYy1BeU_b zzu)Y~jw@}acu)RfYrI+JGk~>W?8ue(-1+vW;>8FM$bjnlj|(&(ehCKx`a0IT?Aa5 zkz6;Im0b|}>ZrY~k58XJX2>>sXQ<7{favqQ^JNS|eMcN-js$B}tA~c8kCbY-txfeCV+km)U^>_h9N@}6-k|v;0OFhx ziGiMnOErwa^mbnfxAz9Ef`Lc>=v8o9D;Yo)@<-{>hwz zakIAkJ%;0LoE#6Z7mFJ2aW>?Lqug+?G^&2(tRc9y21FAPpfb;ocwOn)ka~?3Hibwc zc|9@EE4)~JsezCj3T`zL%mI8E28nu*gNw`SjzEPDA^|8wH}^N{VkDmdj=jnc1f z%Dqn61%Kne%(Nihs!rUaPUJDGz9{#|22{RmahW)N_Q{*ikd~Zzz`A|xd)QgqV0Mi~MU_XV^)NyN-XXKwGpuh5SEuV4Q>CGhBRS=5_@f*P) zGxolAhmQknf;rm)%on-)1y=N1G%R+!h+`_F-8<;z8ND7GuuQ}L^F-JX$#<-rYE$9H zkV@Zilqvc7V^>o+Am?aoNeD^;E6ND9U6s^aeWi-5U;xly!ZB8Pg>yVhvXpsdbL56b zf?;~ea>ug%z|vT9Q8{Qv;BlNgNS2DdmLSn}e1R>FxAV9|Z!lYum2EImSFiO{xfGed zz!RZ z)Hh9eUU@2fJoS~ZOL@5f;8EZH(+~Vzb)@!rlJb=XBBB`@g&AB|VvVre_roYuOB>Ta z{?P!^=pEeoo&|iLr47s{lqdv`2ngZ={y8%_l0U|Hr~8ALaN_dP_(VVf472k6`&aPwSK`m zFDukmorH#Gp16Cp#OlN+2<}FPPCX)JUdH!L(}9*gY~3b8N)ZMN&TkfnPUtnMr3nrK zzOf0mMFQg()18r~?G_C4ZIOjI{MS8)3htFu7!Q~7ai9ArR?>DWO=qnC)YOQMLNhR# zr}edooWG|v+LR=T=-$pZ9TAkHqKyopG+KHHOGG_E#Fo6-6;0dU^ zOh`h|C`9cn7b?hCR&p~0o;-uR_w`W2q`Wkn&*T9E=TH_i$-j+PiHrWX9UZm-lMX~1 z;5P{@ltAnqE=@B5-Nctnum$xIQdz=apjGw7RwQaiWNGtTM@LMqFQe7NjXaV>(oM|& zRQA@;FRXXdviQPW;fP@TEc~|3{27ag&iKp}IPtAWvKcSM0nQk|n&(3M&n!~c4HXQ}LQjBgK*a8VLZt#!l>&)$f;NLnj+X$8 zfn$2Y+*?EDvGvI!;=kd<*-3-pdc`3v?lOoK6F(ZP8suEaus@+r*cDs&nKYvfKz6(f zsjqiWr0fr&r_qSv5AtrUp+m_GV*rh6A?Zr=Da-)`lAc{`-=)8h12oEcr0t@8&^FGBKdsa7Wan%trTtm`~ zDA)`%R%ZZB2{@*8cW`y$jX=R>4fMm^WKUNGQnBDPf%w);NvA80hXsYkY^S2VgWolc zNTL?z7Lwnua)CxrMVv_yvytp!BDw;*u%{c88MzDbsg7WIF`uCiyndkl0~22IlIp(V zRJbp87pck#ewCO>v}=VgyNq{D$|S@nom5(<+nbri^KpWG?%{v#F|sQ!5N{LLe1~C zSZ)O9W>JxdNJlOB(tv5xK|K(|o?^okHq9N823SwO2eU<8m~9iyeUWUHn<{a&0FrMY z7hO%)ly)N-nq{evO-kWxaQg8GD^7o-?cyS;Kr?qbO8&HN47hCXOBw-x0@{Yf)tTe>76T6ARwEw*+mvBOP9bRR5O# z`mnARSSVPlY8N;THSb&LWS4&1>t3v~68a#xO`QY)r=VmFV`kg}MjZ{~?wL7b`@t5h z+=K~!H&=YW0HjiWjGn0_9xJ-nICEjLtny0Z>`EzMCxGhf2=Vh)R-)b|76ab&`_DdK zda+vpPaVe9{puO6@-#7dsgyncxw}w}nTX35C&uV8vVkg2!1VmUad^|Wi}4N~3h{^+_Zcg92) zw32+sW6W4MesxOq5%v+Rto_vX+5~&%PL>b$d}nx6ZoB?7VhSBOiA|M01HOS3oy^!m z1B-(>A40pSzL1w~TB)`=<-MC;!JjEG&O$DVZ}b8&?vwqrW$G7-azW}cf3)1JQoMzo z(_Z=DG*(bn;Rk{<;2BXrD8SXWu1w2fg^(i>l`1foMEy3v9JMF!91rdYPHp~Q;%_*a z;O9QqQY*l++Xv}?LOD(e1$?a_r>1xY2r)3LHXD1zfH*MP$KL!;gr&p6@*Zbic~t>j2u^9J9DTLH`Xh_PLaAWS|Li z*LK`j+hK7wQhKGG4UZNMwS6m5fQ;;RlD!^P6F^T(r$xG(A+7g18Le~P<7$VJ^0!~> zDA|e8zDm}ZGsPVADT@5S4}uqwexxhNJy?iQ*a+}vb}!8YpdCU;e)ggGFxqYQgh0!_ zj8x+E7dYvMo>7WHs{D!QS3o$oYTNBq%|7CE6!v^NMbzLF|8rupdDoG;=zB=;z!|AJx&Y} zhS(IXml(x#G*UXMEnjUZKA}w1ItB~75#=iCYtJzNS}69_yh^#v-6Qh;x2U#T@Ubol z6fui6+SL**WTji`XK@0>Qw12mfri7Nv%V8;ceMGaz-f$Cp$k%1dXGTHMlU~$KX2f9 znTTanfFM zn23o6b(amNGyg_{xsz)0wusj+S_o|8BkO;6kBg!mbJ2&uPwaJVGjDvdyhSB=W^g{O zZ$B}?=+3n}mn3^$a`FTD4fVd+M=V*<1L?MbEW(SPijNkIVr@5PAie(HC)!pUh+}`Gb+sZq6-@!eLj|~JHR^q2_{3fn9hgD z!#-XHuo5M%K>x506LM*q^N+@Qa`*&LyU{3B!?H&H_u*n}@?w4mapepg)+UT)=`RB- zG|JDlEm&Y|JxO%(Dh_l_i)XR#O}Lh$UhrMY5<YQj>tG4Vb#aTxy8MfF0yi|e?IpzSk9B2^Qwq18|W+GFte6>N18*?xVUlP zel-OiSWK_e-u8v92G}^2vaK`E&lsLfueK_^G+;3&IuS?ouY3>$*Mo63{xOwH&pN99 zb({@vtS=X{f+AT}^@eS|1?%}>lSnIE4NHz=Ln@7lJVMFXa!&(fO$>!U@8;nzIq@*O zMe9O~@_f9pbrKfseLpEVt@!j65#f3w-C8Bo+H-06wmgv84+SPBh8CG5yL^cPUL zY-SHdj#)4p4Uf z|6$2b+Q-pMh0h1iaj<5O+lWtNt$S$FT{l$p_0#0BlU`r#69!@{$ID4GQ-hcbh>*~g zo)z{ZlU-+^@Dho-B?*&~4U>I_`v^QFp7JjZdxC zwNJo9-Z3ZAN7nv;^1+57`^9;vn&m%ry0`Zys$=}v)u40(Y*y5s1I^Ym-h{&M)30|6 zv)s*2GrVRbwjrZ-ilDZ+F5-vLg9phOFY9e5K790hZbzB|GOh$Jf#FVx{CCkAwN=}Z zfhB#qp;@uO-8B#^;!y{@Xy}(i*LgVjFW{2`1g4okb zVu73`O8KW<4O$>&ZjqM&tinn0@?kx4tu>tS*xhb7+@xNbc)DR;5r_+Mb0KNz0rv-` zTuQT)9u}S<0UVG1N)_Ve;0gjVb@Yjb+OD>HX4r@Vdqp@BBomwIBRn{Ef@KNQE)s3O{gI^!4;^jdr= z9z{@6B+rglo<^dUspM}aG0v>XBoT-LJa0!i*)Q#{N`7fBBLr=WYjzY#^AUDE&ZJku zzw}(3C}z0GHt8i-1%4KHv8ru_Cy_=C`6)F!Ezj}pNc#6495juM_jDn3yj5fw`-}$| zbo6eo1B!fM^fvgOJ04}+Jh#K9S2&GQ5UcKF^tbY&$`q$=?9ypj z>pHDyfu{U>A~~M#)=@A606NkwiPtV!LR<=w>{y(ZbMi)fptCeXGFrS~bXYT-S!(SQ z8&Vd}+W_1-kqw)Jt)IM5f7#W zm^P8<-Y`hugwl>VS9yI-j>~`c_2)$$1`-vI6}QNJ)dNg{h+=zf?fQ)z&SH)5s;8T-So_lrNh;9c(-=|F0k5W7>dP? zyLQH~8Gb}{Cueofqd#b@RgT!0+FUYHyiOnHYGKD3+g{Vm>|iRM*y*3CKCG_D{C4(V zi6k%vidTdY!-}?=z%FK=q)@Utb?wRp0iXq6`fy8`(2T0zS@)H{6s8H0*@go_h}Cqr z&gRv>_`X~S$|7L92-3s(15RB{9p&xZVD>p9$6tdcfmafH_9k2f6 z6vrTY(7JmF)J_OCv!WO?4d{u9NIfUtmL>np4sN*by~$?&ufiJJfXN};<`($_KtkI@ zXY>A7shK=^o~(iy5qhpo(IFzrdQz&S06>@$_mB17o_PFCCX|DSMHNPch|)PS#C8Bb zVKfU)+S4#4nBFqxbl*c9zn0QlVsVsU6nJ{lWcwl9k!{A~zogY#Ah;_#hyGoXu?{R9sJln#QZCKC#9 z&KPJkIPd}rb#|xNg2RBEy^n)vfz^Gw0LeP4KnXS?c*?Y}&5F{Uu~L}fFu#&cnq8Za zpxJuaYMRPiuH(9hPiN2idKg&>&+m@M0Sl|DF|~1rmHIA*@~tw*p;{@R*IXJpH}0Jp z)obg$Rv5#SFpZxQNcv|`s%o$9d1GV)L4EA*PI#*J^{I2OsbUjn{XdL5d-21O3ky8? zNO4QO6gIl;=1dta^=7*|OrQ3;v#ACahAb0S9hOD`9sQ;zA8wLT8_v(JPbIB4GzfRs9@FCIA< zcnFDujdCmfbKU@(lVrB}Mw%yGmKjxMss_&;r-Hu__vma|rR)R@8duSf{Sh5C!y7R{ z;HzY3P+0^l^D5HK)WNc7KqGd4N`^S`_ZAb6$6{t`u)nc3KktW@)txP{aw>6dsb^r8v?-2qcn$7&4vl+Sk zd|ragiB>2HT3}qG&4}S&M66kx@&|-(&f(l6G$0y1;<~m>1to3E=d1WM8~~bS!?vbN z;9xK&KltIvBw$z*YV~+HbD;qXk7#(ypl)D%Za88FQZ}9|o9~J01DTQBMnVFc4D?ps zmy$74etqmJSu4XwqU$%@C)(6m!=|yJzPfWCfSeD^GAtJQlzva*ED; zj2*16a^r1qbXWxGa&$U?m`Detux$QmS2vm17l1q|c`ebeL|`vykFqn``ptW_2Pa*> zgSwz=e=Nm6zQ<|i=n)knliH8|CUi{yb8~4h7dQUC#_j|%jaZUqSH QL_RPLivj=u00045T9&}0RR910 diff --git a/data/ldEigenExample.rda b/data/ldEigenExample.rda index ec2cd522eb68d39da5b9f0c1284f05650ed2c617..288269e74cbc23551b157e5b63a1b374ade853a5 100644 GIT binary patch literal 963236 zcmV(%K;pmsH+ooF0004LBHlIv03iV!0000G&sfai2Ws#BT>vQ&2UKVgRpfklJ z?$kMYTNN2WFvDQa3Knb9m$qXf;ze87IQFIj^fQ4hK8@f5xy>JC1zkS7t25mVkBV6 zg-*IFrBn{vcDu?V&E2&~>{qvxvbo4_3ssc&$(gC5G6Kgw|2|H0FS_8m7e*;=r!*b9 zN2k>ZROqXq5-CzIDY{GrAb%P*ETnA8Hk(&*+D@p}6zs+w_}Cs6c|!@fT4(B#&6 z&5&M}u_IV?7zRH2;8_3u_o>=d!*GWWCx6;zeZHkx`{js5<}th08PaHX1i#1K_C-Ad zLobhGe`9lfuWW@q)~T`;yp*Up*0NS_YcadqIg?TLBU1vb^UH)z4$p|egJlwUJ3HzO zX@=cUIGZN_X1pb>wQ2$=Ym;v&joGNSu+u{a{*5Q6_>E|>>c85SDX8$XZSs-%iIeA564hF+mx6=KGJ7A=`L-{voWWNl>5Ry#m8-=*O2Ke zKC2!5qQ++hSxYfBz!rY93*t9Dultn3+*MTe{L?s$6WS6srY>P2i$9EjCkk2~~` zpgm1m@W&ri<4WO)DLOspiVSo%8LT{}UsCItw?6RR;e|&K)t+On0j^#&r-9Fs|ZdbL43*5Sb`cllNG2Ymb)+cp&XiHh`kne}-?S?00x9}w4 zeG?vnWMX)iMlXu(>&QT9r+k*Fh$<#UY*1Hqg4Ll|oNH%GG#S~(1(+1zQhvEH$f-s{ zGMcj&kB-<*R#SJr4P10D?HZuxQ`c7Cc~dELQ^$h_=v zip#(peuUIPr<#4Gq;Ul>0SEkX8teJ{Eldht+-?dmuwTAK?PuNOATK@sVymUUsMfkb zQxvbKyleA>LtUf3*C0&CqbeR69(W5S!Xkh{2{GjsX}ms}I!cUabQc0%M@<%Gc6ya7 zfkMi((bU8``7Zqt?Tw@DZwt4PhV*xgbX1%Qb>I{vF))=Y-tDKjj%D1y_@V_9vB#`v z>odb;!Cb?XfJATp?yevzF=L9hDWp zl3t!D4s_vZ9o49^15#@5DQQs?gw`o2ij45xzv#5uXMW~eh~%{h)g9&vE=l6Nb}9Gw zbuH6s=gKsdZA6<)%&0@?w{WgJ#y87?1$Dt=pbgCSF)|H2vgDI|Num&U;O}YAg3q;+ zRDGR6Ax<*(NM%9?veV7iU!uI>Q(kKmN(xL#wzwqRtNK68&RzlX>?&|pn<^+}m>8$c zLp*p9Q+XlfQcr*1;-+$-3eB0Z3w+E0dunXnNyN=#A&Gw^4VWv#7hsH|{G~-H;RZMq z)iwWApAg@U2Tgx_L1}PUZ$y;={UHQFhvZU4^I=;Tpo;=K!K>?)M=FljJinkP{dEj$ zLIv^|x5T0gsboZ{xWU@FjeE`b>C1=?$j*)k%8hJJA0Mz% zpIu5KuRbuGvaR50F0B39#dKt2&ScHFioPhYrr#YuJ@Ho7oRG(vU5<*5OqTRYvvtHV zo6JsWq7==f6h-0q2u=R^LtPx0oy^rd-e` z+L0T3+o&P4XeOtZo`Q;p3P5d+Di*el`!Uh3Kf-L3FjxHHk=3Z#ztwJXF-rTAj`Zrh z?jIuvedTQ8g6Y@q5O3~Qu-Ca@!A_G$iZI;wRspFUFK`7+y8UcHCxRm{B zOV;KNW2k7T-0lijpW*oQO#Yp5H%R8(otxkJqNvQBEzD;Z2X-ul$N;qo{ry*Y_oK_9 zL+sY|s6jC|y)z^viB=3tMZ(8U#C?Puenu+dq4<7@XD+Z{uf;z=p`yGT0<*A8_}Vb; z%8~rnwJ_!c-?@8?QG)(T^64uMpea#uU+DgW@+se%Emxk7(s|U-_EJ7LXt!$3bhV9P zWCOHQkPRZD#Ln2Y@}-Mg-ffF7J4A$wRwbXm4bsgM7oAxp*s^4gj5|^soq8y}diPba z(X_+(mstntvLv}ZPy7%6cfmoR0yqr0mm{x%|26>a#h;A&3oiZbjVD$mtWrjd{=7Yh z^Oipd*zF^I2-q*JM$@QB&_`cHo^f5mPadC#&+Bdu1!d4 zs+A* zIVpL=>^Xz{RK6FRsh;i^B_1jXS4c-Hw(9HgAK3hNN#Zk|HjDjJEHU`M zkJZr!_gipsGOWg6z=Z`SLjU;s=K31NGeKNwR5@|q0@l`hJ_Fkx`4>lki1j8-B}B`V zbTZmt@DIc7;l>Wm5!W$WGMe5B+a-QZZ+`_d{(c7!AEZx+lPhC*2%gjdbKTHnsWjs@?|9E_C!l=hS%+W74}! zP*GvwhMiG;BFKt^x)vK!0Y;eS&*``VpLqVgs*F1zRW_8<>nT;G5`3;P$eO;I9aTgd zn0nif+$Z98-_A2>TBfEsCLCDg3(lm`0DZ>2c@Ml5fPq4@?(C$WGnDoC;TA7+Qjn%3 zib_%p%BkI1ZdzsLXSdRg2Y$0#``o_Vi~-))G}PqzCM!&K|DafQygL8>WKCMWRrcxk z`9S&ZVKPKNk!0FpI_IF{DmGDC=NqRkJNLNm?sMQFvb3&lnk`G}0L{G2oy{*&Aea*5|o;__4Qe(>COys#S=Gu0T0H0l9aIT64$X$8!Y*tU9tZ{K7-4g;U~IWXub| z>8iuhi)j^(g9|>I8L1u2c#hbFsNy0l%LVX*N7*inEPqu3p)q@Sko7551@(zQo1=Q8 ztX-#P(oeWy&+sO_*y}e8Fo;Ph%dJ0##4<*|j-dm1=)jG0otRlAw#Ez)Hw#J&Gf;`> zmuLGE^zP84_8FNc(P4HynY7^CetZ%Hg*jzs1$Jo;Tmrj^iwA;*Ge2WUqLo(SvL;)}cd8c4?;Zt+M;&y}zc!3Y{qN|nh z#>g&}z2)l-0q%^rFv(h8E9YHu03CE2t5Xc1U0S%t zP+UUkW(NyH6PG)aU_e)Cx71oGvhdT-weaQ0q@rW5ly!c11v+I)R4SUh>1&eO*Sfi= zYfftuVS5PvMHz{9I1N-5LF)cE{7vy0R5OoYH8KSf+9d>hLMxpntph-n50YAjWQ3Qb z!w&AnSa)YGDI?0Ph`Nk4y%+46Mi&OG zwtjYEr0hKw(wqa}Gu`1FrLlg}hx_S&5^Jx5jOTfx1dN|R#c6D1TeKWm4SB%8H>)gy z{&cD;XPaV$X=3G<0htIAXMjiry|2xdXKQoTQrPtlnfZkQD213sK8b#8ts| zaBz4wl7)7c6+?N=UGuc1JoDM7_gnd_m>qD1>Ww)~ZPh=QiLG)@BhDLmRe3;tm~5@$ zas+3Sr;YC-)kDUwk0xq0S3l=sb&KDdD_^Ks9OMs;8p067Z8`0-M0UFI$IJe)I2eb@ zhWG0s!#$ReWPozz7TzF;8(kjFZ-_3Rf3R38V9Cu0VdJ}kTLTwR#Yij)DZ_09-qRdV z)MB)=i|E~Ju|x_P-4m#4AKY|rUkofWx?agkvuLO>r}gkJGjSrhPio-+*=K)-tDDS5 zlgli79%W4SjHAlR$JWB>=jEd`f5hJz4HeMc&jSO_k%b+_BgJ9q zJ0`{49-hqB+J#OdCB^%kE2?fFA>RDG544YoyL{6s;bnaebtc)os@HR%yhThl5^Rd) zua*Lj1PAZr>rvQBHMqt6>yujdkf+IB9GE$yl-z^J&ZSE#RFyd&JY>0iq$Nz*G1;h| zN%BZ9O!Mx7s1#%%6;pBgRRxRHajT#%0Plgn|Mk!s5(Suf z4IMXYmg6fEf!NvEk%c7m`xf)c<}s3Fw$`N^8p$;H)jfG92P9G$@@642X82ys1J?gE3u6Cwh>rS zi6>-iivihDXz^5X=+F<)W*EWey1`k@{@AZqT2OV*c~dDXI2{3><^ct6gk^(iSj?^z zE>TZJ0)`Cd{ z%^CD1vz!*hX7O(OF~(VBhRg6w#zc>tq29IcuYTj<1x5Ich>z#eY#UwnHY>;&cE}8(8P9?qkdR1DvI9_G?^BLuT+Vp#b z6>ZggpZ%^jPdN{x6el5?(Hwwey(bNR_0zLI@rE6#8Zvvj1d3>T-)kx+e#h1wglTas z(gxdcQYi!sdqy;k+1Z_qRH7OMQmxaqu)|QF=FoDcE@g63?jmk2)n~hZeTuEPX&o{KkUm!T5reC=}3rxwLm|t8h-S7N1>9mA^kUD|`X>fEPMIX&*%z~!bZ(Bdw zmgrj3`mxNPKu8oMi&wd1Rs3X|5!{rx5uOHXg>{SXM{9XVV!GD5Nv;9R*19%_>Gy$uhpItCr|-gWtUR4cXeg zl71-K2?NCWH10KNM8|V2S^S_D0DNogg0+TPfN~(_bl%*+tZpk0kBq#P z>-6Uyds&q6I~Nv`_=4#cQa>f(zNRx9Z0w9KDcIiPBSY&_Q?)h1a<{SMhGNqa70-Mq zq$RaLndR9J2a)KnilotcY7@qum-rlg%l)e{YKH^l%sNcxhp{My8rIL7M=K|)VG);K z8@AjpRO+90X8;j3MaSP!T=vm7sbSkpmuM8Obqi(;MdW00D}t z_3E|?uf_-9ZN0mChw$N_HG-1$`hQt@!^xNXNagB+2*~G1dXy8HB>q}fSUX=+uA>Iw*i+X}6!v$nml%zA12(jQR`!mjn0t+LNF?-Z0+UK?wlt8>TNEBvB zecB!m-z+0i$8))IZsdPhrO}{@F^7S*CZGuoyU%*H44vRa0!O&lIuEcL>7q~O z<(|-d-Qd^B3AyCvfhhPE6qTfwcS)%MOiV(2Tvy;pnEwVl`K2ic{SEVj1YHZ+f>wv- zJ{vPdPz2G#La!Zesgmua2}Hj(WqWquPn_eBfS6io^qm*@vN{C^Yi*5BSO0Hdc$WSE zroOU+Ir0j&onV(sx8wbWD1N^YnfjN(2GD#+wU7-(HD@zy7{l%L=y9v_FG)Qwden*?~Kbj%oG^*@b=>-QIwcF7(h~ z(+hXfV;!g2aZptnCN%jJ%+&7g1InhW7ceeMu;b5=uwe}YHpKFtRmjD2tQ4P@0w$nVKD33)CbIaW&wCuw6wDrM4P(oMz@r2nv6I@82Bpk4L>J4l9 zJ|KM&WmTzGsG$rc?_^!(g|8sWnWUnDYZUDG+Ok+lnM}YyPHn7XI0R0bj0JjgdiEaw zgK3I1^UL;{WJ|2Q&z8lsOND4qCjQy@1&t*jBYSV&hq1Xz{sFRp0-fjw(S>yO^F1;}))a0ZdR)HF?a_{DSr@`Y%Ex^g_%N}wKQa+}38Ob&A`vYds zz&AR@0;pz!DfUo*)QH;s7oDbbpT zQZO^qE59U7?mMy@`BL;{cxwm2B~QH)9%*69;L zJsZJcqs?peSec&0Yg9>us^02<+p301{)~?IjqSwZ=RyA@l1h~&F*uZgBv>n7nXm7S zE&6;w(1wc1*u+LiU46wJ8OUgtA!n zKfb=gv2XcUbA+hAJgzGN)3BWfF?ZWg1f(i0FLmI7mh70wf-Lq`79RExJNvoflHlMJ z#Uy^75HpLi@`1QX`Hip?mrjTSEp3}0?+jM8 z0Ay@?zwAi~DN@V8n7FgFVBobvjT>oRpp~t+Q!G2WK7fD@$4Ntm4we?Q4s}v)kR5NE zyOl7iA}%+e^tv}_chOw{T>dWz4Q2|K*M2CotUbI0(>M9R;Sd`ZiJBk4y&nJu+3(A3 zzKK3Gs+z-YAxD^JjGyiV5=AKxbYdaCoB!(5J%N73brKk6X!$_6_d6-;0Z)J7%Tg~` zEljm+?+70>IbVWmE5g&#bS4Oy+=ci{3rMf{hyJMsw(~BYgvC5qmBzCK`F9g}@*#YAC!SPq*Vg9Zys#rBz>twx4RwrXZipk@w za|xpV?DpKX+QFTRraNOqUls3%gs?69Vk_WO97N13np)by)vaU$j_3Wq{x1>OpI>jV zeG22+jT(PKZC1Ovd${+9CVHkI*q84EOdLKy6<@@&; zk#)(Iq(!lR5RSOhWH%er9?SqA8fwk@5s;0c-28)7`$UEcJ=ve~C_X^D2;ER6T^stg9dN)?gq>-cxJ-D=vQ7iR49A&$ z5%rymbv08~`Q$F-RaO*UPH80@iT5+FMc=0#F5fb)2 z$A>{=G! ze)yb<+o?rmaMiaf5A2ORsG>jt5EFOuaPS%I0g5QNXe0OO3jlH)++gJ5TVAzS2nt8B z;!xJ)63&A$PZFzrk9JT1ez!Fd0uxqGl~rEfGgbN=yx}xyJIryZD~>yS5NILXpTC91+>yF zcOG|%wdtO(%qb!g^v4X0#^3ckDgm$)nbGlvEX^mt=0c75BebhxxC{qn)cL{9DtD;@ z@J;IPqT2P{r*hXt1^~Gp{0`<7d#>h8@fv|F=Yv_Gg8dJF-`#-z0Fe_U86MtMly{Bf zrafZzBJhtK*|Vrc7Q``Myxrw-OMAA-_da)K6x2VCJ-Vdr3{0a0x0Qad0yf|xeiwLD zXc|3y7DlE{Re%Uu*QU@8p|gbBjYIj?;(;C-j1aZCSuPqdb^BLXYWO8yA;0kb;E+8om-8 zo%SAh0-3LlWfUC#$J-=~8%$VTr2IosT>=T{`R@Z=^aY>HGjbR;(rexi6$BvyF#$RQ zCMGqa+}%JvNv^WWf%YB;2up!RVGkEQ<4+9Jw*rZRCV;}U+mJ)$3OrF^;@fiOsCS#- zYEWQ5IHe@GgI8kiJyR$>r0#w?A0?OmISNGoW9~S~BHke&W5k(8N;ezx3se|0EwB;m z2BhIaGFg?$)=3#A|E%k59oTJ1-4b5M@n$q13$ATE6`K7sT^Hv<4!X=AVUOp#Uh$r3 zA$GLqgoAjZnte~}FSk<1szVKPL@$AkccJ$qgn}1y&iaiul3jfb5(c8#zG9U4vJrl<;{0Z@9q?@q+5Z+AmlT4j9xc z{m{gYc;N+}VUW!e{6(PPs&&FhfpXes-)bzm+BW*8r(GO8y?;Fl*+tJ%yl(;c_#B7n z@UCg=H~6Y)ffyt@$}2ZK7uLAu8?-kyVMpMZLYbB1ocMCxpa$Q@v6c4T#c*)h17$6> zn{HJ}__;J;HV1cg*Q`>5iWMd-A8b88?eBRo?y&?c7(~;Ky-~eDok7 zcF#%N-1lE0t>H@(Gh>Y{0$^pi?w)wYi87`m9d-fvtdMU;|Hze|F*m)GVaECw34~`+ z%@yqV9ve$8HoI6#{F8+V0n`A_{f5QJwvzsCN;d{JZy}~P?514u{Ba*}%t2FLx{w6y)&9m?V9!cok~>pbERE9B-Yymr zrI}#J1#Oi@WN&nY82E1jFiv6Na}d;(S}bjg(qIgmV}44FoGWg;PkGAa7?(`oU#>8zT>PyT3NINVa6s5Eb%x%4WnCZk|tB)$0 zZBva-mL-SU|F*2|w(TJ+SA?e;C|1u|030;b_@*erykwvba#^%#=E>>E;Txq-l&xi^3CMh{&$y8MH&`#ug4bfJx zXy({KA>SA_nG6|%eC|lP;i8nZ;Tl;+W$n~%$6P(Zvl?*sx(=>@&#R(&ga;G_CvX3v zfhq1YS=$D!5hoo|uf7>Rp#JgFCuBbA*^sybsbHbb*?R4C0?{ckbD8vS-m)?K-pmw< zfenrX*f+u*1L!-=j*IrGYWsdMjR4$tuag$q8_|}jkc@~7g*O3XMzIw+kP;RUXOfDERN%;Hu)-F z5rq0xcK7UK$xOAQHI+F!*~K*90+7#J`vzI!Z1Hx`@M)}Ip%S?vg$s=F!Op8-q#X{H3nJpojjk`GL=Vx zjeLXtso>tMl-^gi<3JiOJ3S^|x8i=uZpf)EI>EVQ%~)}GycJ=+Dgx&EBk$6ZjuWIc zMg_WU%iO2nwnQ&i=L7aTV!eV$p1o!pBcE$nV3$x6vvqT8)ul%WvU(rI>fFxQP{Z4g zS&VY*2>N*BiN@qKtbhc_?|5W(KL~Xpw0kN)%yv%eBkrQVreC0sAS2*SV@x)Zx)!?# zI>;mfNWcOecv~c{I4HDD`-r{z{<{r^ZK6yAO|TM-yso z#eQ74Z%bxW9j!M0n|1k!UzZOY;EQovN3gDSh4~Z%7XrwPgMhoi(;wT{4u>`ekva8w zkoIL&YT2;j5`d}eu#o0~R3M91{hM`J?#ze6ZwjrI70MrOyWj!)E%z0!-1a<*|BWss zz887Y9Fn(I{wZQ#yV}Tj8^bz>`y0La7&)jss4o+u7DW~!e9xJ>#<<>-YRgAde*giX z*#cZ8ny%pS^G6`?HaYV{r4n=S=a9WuB>gys;uFkZ(SY&MW>b2yUDq5`xTlb8p#cFs zdD_CDv}E?$U17b%B*vL!&?IZ(clm+Sj<2D^VbJj(5B}0s6NYC*vIQ{p23Tnc-aXMz zM;&n1I;1%heMp1hJND`b{@Wi=P(V8@%0Z^6P^JW9@7QQAh#pmX9HvQo)#zuZ#8cMs zEi>$y1_>N--9KNunHBId+$SLNW7Gu^S`LZz}AT|0&Wmh{J6{vlL5%Hhgh@G$;;F2nALj z7Y-Hy61LIwnmtMyKZQz7e#Fi8r<{6dZ;9Qx6VP@kowW+a*l?IpHED@QI^Y4 z&+FeH2gQQCw>|9mizz4JBfoaE*t<-Tj3DTYeCw})gZVR3p{gXqhfAWkD5ncf92=<& zudeIcwl;f8w_a#G0Vz3V{T%9yN{EtAD5N$iYhZsT$L@#|!fDn^Ag}_MrJFI}P5wYNsD%rvUUVnW3;kZyQV!;dVP+SUhR(FjCsC z(C{$<90_ocN4!Qh!(NDv0k~89xMTp~5R6LnX4zQVZh*hXHc#J~_=#Bex7!UCm*TNZ zP>9;LOi5aooP;s7sH`g%bg)E+uvZ6H6E}35EJpK{IxeT3vLg4q2y4~s!`Tk26I@8& z5#gdtNVJ@OH^h2O^3HljNN&?#G0CKrZQHD@Hgfne!Idy;DAt~vPgAAb*#4}^0M27Z zF)$_Fak*;%VsPC+If+t=H*V-aX`YH)e>d94$LSQdOn9bf0H(4cqcOu1!i8qc3A%ZX z#{?sJ#Ph9B|9w-4hH`~yoeZE#tZmHtGaLj{vbG#p^=U8)zt#8F5Z1!!4_MeM=|XS| zpMog1)04VGUHozrxDfu6@A>sK!}Muqn>tLTn(5tSACaY8tBj);iqjPW=g)ZoUvD~f zTWQ7x!av-ezxQhnYZPeC9tbacHJvNRC-e#_WF#d zum~dxck~G>L}j5<|7ud)Rc&Q)n|$V_{lf_sxY>U2Dao(cL)K^3QA0u==29atF)JuS zSB%z-{pY?`@5c3dVr*5b-+u(hr46z2Z?w_Z&z1E~jT9+bVMfkL?Z(77vNRg;& znB9wr)h?z#BLqsXttXlhi#%dgEf%lHD7$5MK9$I-f330XDa_4n@7*K6Al1){FkXWf z@1{e%Mb&}j3Nf7e#kuc^CbDT=fU9JSnnH8Ch^T;XL)vFw!QPyJIvp4p+oor6IACH7 z_=1}Y$}W&fWxix;?aNNI*j2s?sg|2S%7vF}30ii&TvR`YBz7%+g`^%s#eJ&Y=wY8^ z{9U8y-gMou@*Bofao#euR~1SYr!#&H{Eq-ej@f1HfiVS9c9?QP2VWt&IX~YGK;2n3AfX^j>e z=AmOi`}LHs#bS`nB(k|i-5KznJ;#o_p^n+8@4o56H9gd@{k!=Kf9 zkE2t5f5_%cbo0cRM5CIyo#j1thA|B?2WV-qV1(<}ts_xU4c7Wi?`n|XE>fgbkKj8) z&TX^Bx3uRT@>HOGJfval3Pm8L6?WLoIReqmv>{D!$ak*3&4XTRtvgf#`M89b6jdLr z-{vL!iiOzC?8HvlvXUT*GGr8+4S%^?)QzMshXm#mRv8ludK{JDtbbEir=+;t5twXj z8u@CR(>$%sTzqf$Y9|J4pc`Y^E>M=?aPM>$k`2yk&vP8m(TBe?h*z%y>%is{3|%?k z=^UAa5H~(gk{=lv`P)Y@Sc+T1b-q2NpYR8j&|A8NHX?N5DTHTlFVOPnz-KWy+Z&2I zoP~R<+Y;&C!KA%T9?&@gRpDsdFc{Kjpv)cCMC#LPV|qDHbN4Yprry+;0|Gqfy03(4WVc4RL8 zC@CaIm5?(cpvoBgx3fE8~Qjut%0^SXbx-b6+k6?>16rTL%8ew+{D7Ge$klDayLbHQ*z+TmG*?JT}jLU*Rg&=dvR%^<-xL;)BU=a`+9HU^}TxkzW!xj zF*P_~-v+eb%BM`X%yyZ|)<@|je7@-M(b8v%h7qm%kTC+^SstxDy<-QD&oMSb6=vT7nUZV7`PfgoVewlPDm2Rpm8mkSGK#k_ z<*N}Bh@KgeKNDbCYoE|9*Js8<-~%;!f4hlC41s*AsVJ0g@+z!FFI}G_7XCPmkuC6R zLwi*XKaaun9Wi-rLmm`UjKK~mHrP5+FP)k**A|6t5%!Wuxn9HH^(j>nFUzVC@(Feo zBUgy8;a#zVvqLrz8XAr93b04D-bLp{C0LaKr4e)G)Br)<+c(Z@?uQj4pAt+2z!+>q zpgvF61bEM1=|@k^_B>WC&$~JjP0lWS5x(+I`qJW^x_8))mh)kVQSdMlE+|G$B+q(F z@Ew~nTEFVD2l`gC5X;t8W}0Lil$fzmG_zfShlyG${=xITU@fTT;Esr$!&5g`D~%_`1G7WHDxnvqq+HKiM7GTA@c#RpzH$%+V=B zGB9^$M1)U<#$aq3A)P=;4}t?o%zUur?)ps3Aje{^!o`YE+6?vHw?8A~&qH7)Nh?@v zn^KSR^4IVLY;!gXYcKTrQY$jHC4lH}sa&QQp(n>os0i2QzQ^4=*@2UGWy{>r#Cl1a zlqox_(YbD*OlR_#HY}d^`UvzEW(7B3ThzT>X~eRCaPHA_82H0aPtiM5?DQ&4%3|mC z-XRaq{s*BnjFi#PWpmtRo9B=;w-k}O*FXZ*(QWysCg#{i<_&?88gCu(>m*fYhy38n zV4i;xVczL$J_`2p*6hIYX&!z9*i6_Xe1lNb4ks_>1HI&FdA}ydR#Z6q%P-o_jmEjWW%xNT$WT+vpj}bqd(m5SX}CqRpe*Z)QU6cAR9Q|Sqo;V zZa4{_D+`R~nQ~sEZxev5zA<>YB>=k^7Egf$AsZxK-s9A&{JUn{Q@qH$e{LiZrt9!Q zy-u^MHke>!HhqD#6;kBhqhifaiIWIF2q17+c*;< zKuaO5r44)N4NcGzVemYVIxV-Ar8YKAdJooqb@BMI29(H26Xrxe-1uV z5!R#oud}GWml7I|iuwG%vScBJCIVzMjUOxtdpkF19T=^r-GpN4pHb_Rwb5OBGAZkX zn&52pp9~7r5*v5F3p^*MlY>cLK)jP;+@U-K=hg_fmI(#y$Pc=^ROmvp%FS~{*SKj; z*QU-mG?apz?NPh9IB122t4@IH7|0dBI)vr_B zX|XHj66B&kju1rFd$qsBZ`MzX%B3<8B2f`rfgg`iuv7Ar zX_S9KxAwYF;6SV-z=!aH_?KcVSN*gRp7%i(Yb{ZGb4fYpoRom*g9xB4a;&m9s zyYiQOOpuWHYA^YZOX(07e&SL9!S8$8E*aIC!V(;|rr@dFOP;n?&R+!XS*O*3!_0wj z!q)vl+f$v~?2o7lo`!H|s3cOZP~o4UR=^JKRd>1W7$l`r5IG3=0TKZj(jv3<3iR@2 zGGa#U05KK4A}R!_Wtw_nH2 z$J0Bio9t(C%{tVa56lppz+#JJi>h1CjoMXv8qsbG%Zp(@D+%VXU_b;w_6c!F$~yH^-rDs5j?Dp9JBNc@qg9SA1lJ04rgEHrlt34U z1AkCHil65}`p%8?bRx$jcSI+pt-cHkG%y};U1aDvM-U|VEeRmln(O2Lcc1vnkr_c# zrPQONW#%ycYA7Iq!_nOiZ;A2(qf(3$Hpc*1;gPEb(ci4ojiiovKjZFa zUXCw%QBD`z6oEdP*3A2iIC~G36`H3ZQYZHBc zlT+GHm-+doDBTitq|_aT%vGj$-{rplfG2Bs_hc3sV_AWLi_5OWn?(s76-RQ8p(M!O zNTfMidte~ZjV}L>TladmT3E;V00$uexGbSvNMUf*sG?MgO70oq6go++7)gm$RP4x! zvvoELStC5b%f+$SBR0Yp%B{Nl3c&SJo&=M_#vZ~2kY3k=?U1dszMss?@)H$k6r&=i z9@449i;nibU)IDy^oynvFTn8yokFLYf)RnC_d=0brYb56T~afxFVK3+30k;W(`(5xp1D5ryFtfjCmQ)eXkhCI$y=IEu!1uTmtnN;EjUA2Q1 z^HV#yFXdeLRqzQFUWi~Mce&>l@XZ_wv~h}!M*=wb7_a!&mSvm!$=7-20>R-0q~9+j zqD3--jpUN6ZC_|lZ!aUL2A{MqVsk|!U~CbeqX{em4~)-7#Y!7dmir{Nd7kw)3F&LH zAxiZ={US;z=Un1~G<9ok15Bi$V=(ns64*shK|~RnihwiElUKukr`9%T;j;TqLJ|U{ z?yu@LjSAlUxV53fgDgX8o8mtGg~vWoKd3|I#9y4!q;?~H;aSH(N}Y*J@G5%)zAk3j zDV>$LG{8{rXl7p6Yx$aXycPiu5TJOVF$Mwkyl@lr3791dXafw=^xoN2&>T3c}Mz3 zt}?ou0pkGJo^A!3<{IV#W-e<@iIzCV(>IA>WpW|bNQTEu=`ZLSZ^e!kH{^q04qC?y zt(Agc#V-va&Cg5=i4A;MQ9(7|r<~m7h2r9@F5Mq-iRHei_Uz1y4?w4=#cL1digdn+WxVY2X`ZE{Z4?MF zXMJOY74_h6p)SipBc`NpaJU#n1#EhVz(~|y8tiHuWfYkd9ke*tdZYIZ{OhAZZ;7 zRpML|cTC+_Iy0Za0|uoA=5!>wY6Sm>_J^h}?ut7gNFfH&fKj$G2#l{-*xNkU=JEae zb${*9MyGa5XmX+)Hh>p8wQ$gedXw;HDbCR0Hdb`1Rf~lA>MF|CN!$6rYg3tvE*ro6 z=Uk!|Ws6QY@*_g<1Xloh)_VCi>ud$V1bJ8p3QSmS4!o)6M-?>@)Z(B#NVHhxd}bW? zr2oZfSxp#7FoYEym6Rl)#;syHTdc3>3KagRS=J-p>Ol*gOQ;O6hQ^C4oqan(L+6ximZW?Qj&+dstmPH4cd2Gbe$=-(WzcPYfIb zW)yOdb}zddmPsf$%S7%oBbQ6hKoySZ?0dCnT==C)rWx?@VfNO-DlMtkZNCNpb7wgVf9xP<{I=O&ow`!q`T`=85g z829k6KwYb+jj6uG^e@rcbh^5yaZang-XN6SUyVou87u-=6>}q|{7SB*5s-vEbjW@w z-rZQI+IP-mD>K@6$&O41QR!;S+A1nNn)RqzQp7HHBHL^ow5 z%VkI9I54K9c5z=xAsqnd32Hc4$j=313+}0=kn}n*F;8S1#65SN;ZTYLA zE$=4LT{A9Rs?T5%KNMlp&?2c6qhiaga!NNEiQ1lF+~Nk4ia^h%cRtHLH=V523C=XL zsoL8Mrc27I6dg?96K95u@)@|u*N$t2rHTg#)oj*391LL=fQ8nK+*Se=It#z~W8xP& z@lkOhQ&MCQ0M3o8Nm3>b7Q2t3o4zun-{9r>ffes7qK4APzwQEWft>m6byqR-knSMO zmH~_IoT;56wrS)uEq=QVjnr6FQ0kf8%uvlVu&)0}B6j|&=aPhxj+^z_pAm#(7fQWGQ)%JN}{%vhRiiePDlyIa#6)Cjn+`!eUfeyV*gA8)!c737f9Yg{-6(cPCslaZ} zZW-ErLJ@9p+PAX}ejKCIIqt2*uA=jAV?I~&4ilo@VAxist?SSu?vU5zIVA8Ji--Kg zS(^-xy9++2Ak8H!p3*;#Y%laz4h06B#EWb7(N+HB;%R-1*AkhHe(B=BWFWWj{5Mj+ z35%Ziz>AF3kH?|)xtYyxmO(^pJneN$ zFfEbLgWX}bI^bh%8I;u&k?UBp|55qhsbk)M>DI0x(Y6gWFm4`VaH7jCD&*hxoSTnDP|EDwxICJrb{aJx4cPH zQ(A85+Uuw(++j1%$o%Tl)L6750=pD=yzP%456=E8m;pjkvx=nEWWwscJKCnV4~&in ziDX0VOr5Q`-d4Y0Cx|F!G0JKoRYv@UM7D$(d1j$l^eR##HHM^CygnH=r;Bo%qx>b; zj-fR#b>l~UHFdRKMOB_<+Xi4$>^&=l^x;B_Gtu`t1v`nQmr4||gUA_}0(~>gFOfGx#kV`-PQth3!%@L7M!(kOOVKq8tUFCdHujGT053q$zwZ?5rO{M9 z5zvm{nuwQ=t)Ihrn`~WugaF0M| zU_pXg{HtzxQM}W*{+X)YV;GE7`fr#!>HwB2)n$=ta%`gZ9ZFlE8gVTTsDz&HwtIA2 zM)8QT9wOrQX61Ktj^}sKA|B!r*N21ZjPPv)m%ag3`hJC;u2*cawTpL`FF#AbE=aam zxy%QeGFm*BzT&~y?oG+gi+0b59{`5KM{kV{Pi8uo7$q;Ux;i0XA7cb@4JpMIr#ZAc z%*;dXE`$2apqSqQ$adk&FM3UU5)J>PutY~*KONmxA;Z|jS>tZSqqmm z45$mvm|mw6fQ7zQtdLqKo@JcU53OXU(-M;nRXw24Y(KT?ky`_H%Pg3JJIOk)5_AqZ z%UlkbUe;4JeS(kNtV*$HZA|UbOYG1H--F?65+a?3@)c!n)572D@0>XP?!4vM*HOAx zpDdnJ*&tg#c42#LG>hL*ws=JNR@s2 z@dwm9y|WYM4>t3614C~H6Ww!+-8`k-SAcdTJn?p`QGwrhU3SGh_UCb}zZ*!YGjhQ(c|JGwBQj z=m=l48|Qjy9=2oLZ4(r>&|~FiKho=aIxgtht`2R^w1tbZ`-)24ctxxW_ecugB%Zfz zyKJWBIBV$Wlj!xuG-OSHvI{#8tH=Qe)NYHWbDc^z3~bK0s}gckstT8}eR+>o$cw1- zg#K_f6n6AUyM?!2r+G7V+DPjl(7rwM5AJ&i9NSJiWx5j!ua)7-quU7%kf`R_njx%T z#AfD7G8!~8W@Cd91OP~ujtuHWfwl<#(+Ra2fZbLZ;QI-!3{D;;bpH1DAM=VkL3+>a0}!kXFyuT` zoN=-GG`Cz|*RO$g@M4wazF~uPbqE)XO)b3E4MC52vA~4 zy!lBe>7{zL>n6zSQd{jS{hunaGp~UWr z7ern|8XgwDX)sny_WQ<}1tAyy`7XPypc({pV)-I&I5NZeR<^1doA<`)+tAi3nB&}* zWP8C{kR$$s?x4&hXb0r$S4)e^0T-j_{Z^qoywH(78WaKD*SF>%qn`LYwVpH!PR`W$ z*~DVJXK0Z)F_cOcZr#MA>s?>qbt%NnjN>WMH^z*W99vPTc=o!ukhzoC>V=fvzJlE6}5+T3=4P1+TSAL`wll?M`8A+-=qpwCEZ;@offv9(;TxU zQB@c`!zRA0<<76WDIqnV%PUe+=QhcUC^IyGONaUn0BhJi_+#g=RPGhK#EVTe@QDD5 zG(`-s40W`{N`J;5){rJKlJE0ZL@XNFbgD;q0sUO3mm}eW+IYO`f!$$agg^LhL z`>dN`y9PqR+pD$hC|yvWaH4$r)QE1*N&{8scMbr@qsOib+mjv5J@^>>1)+6ewaK&} z&moGS7+$2g@cr*v;RBThs0QM4+O`C3AD_p!O-%R43K8MGke?{MPZdusVoV(eWfjWu z^Rgc$XU4sK^{2XDt0DbK)PO7y`|c!{@>n!N{!}$L2~U!b;F?)qqL#5qiN{-F*=Vv|NeGlmu{ zWFiK?mq4s$4Bk#I7FfL}r2&)NC1k9~1Jm)f4eUR{Ylc`~^ox}NjL3@|qo;s8B)0{m z%uQ(2CFTA(1+!@XFjz-@>78_ZAf0k?xyo{8Cr9J7ZK1@>!s;y)qDZg?a6PZwDwGe1 z@V;*co?x^nE&a*e`1|rWnb zVnp9@oZ^{%6^GE>DtoZ&t;>GBam-1utCnS#hXDgJXx2)OLdjG`v$$Ng2%^{dl3bRv zReH1T7#!6F3>LrF_?3q!!B0QS1YsYQi~xjj0IUDtl>fO2e;_VWOEKGEJxBxu0~R~Q z_&xmUst~7V6zmk}L-PZ1gGl70QMMiKo+R^`b$hA$^iiAQoJ2N8Aw*Ey?grN}7ps?w zT$Vw=#{~tnSXzY3PdtTPNy^1@^GFZvU}8dF51D5clyf6ci+Cz2h#&D?el)5&8K4#a zlX?}}N7WOd_L8F_9(W4Piyq#^T-HS?&b1#yp3a^`>Z`^IkKf0+7--HMQ?sj3wU z)oyr+uE}S_c18b{>N8z9WFBfXS3|Y!?kij_5O)|vC`k1PkLOS%6xq8^F)o=Y>8oJk zD)Aea4PUlgK8^;QzXSHLpQw@>c%JeyqLHX?QWC*D$w}gKg%jpuJJ6yf8`ysMg)&Na z9Bn}e^sqJix%NnvEijy6*GdjX-RHpA2W1WXlc`egUt_;lpD1xv`J5zMRDEtU4N@*U zks}g?>Ux<)l`i^VH)qvceHN>lLbMFGAIr*~^Phtm6=iC}$frIUg(pmHKucQqpvKk) z)BJ~O1)uh?k6zKcyLbyIh%rsv>IXLQK(dAYRVEnh3D#ts;J`|UUY(KkZ|kZjv{E^B z0!_li z#J2Dj-XMt&v3QmQr6I3|0FYq^#GsfllEuf$Nk_bZTx4roace)P%_%TdGIy=f4mc4+ zY4M4Z=#RGa`@yJ2K5rg%R?{4N6QaSQTFy=O&9$(SE~BvTLpNG31US_4+Z{^lx3R+L zxX|Pz6Uzw*5ibRi$t9!n&nk?Tlk|Y4VuOvv++<}VKU(^^wHQ42-wVxn3jS;Y-SFnS z{-rjTHiV*9F?!PwSO)iooWRlVKsSZJeEUx)xnXpD-ac$|5mg|6|G)_&vYJQlXlEgr z*lnHhPl&)hmjAeJ3qmN2Mq{9%7=%*-4((9J;k@X|ErOIQTUh4R#LV{Ry4E*OK;()BPBDXtVY}5Af}ZNGPD{@ zmcZja(OEVFy@H%ZNc}HVPtMiv5&8oFup%Y{n^R=Qv_K-|AKp+vBZvtlrS1OY%x6ck zg~J41_1z1$ILq0dCHr_3Gd#hL520^M8dlS3eXc^v`3=kMvq$w8!1o*AgSRh$+}~@d zzR@Xo0ilaXDk8+V*6Vw`am~prVW?c7g(e`o&t$Fz6=9YsYRR`GiY5g6-!&C%sW4;B z#x*jkgmY{?>vLg9*(7p{tpRUFY>FntZBmz~y(v2PY%(sOTI5lE+%i}~z(G4(jtqVQ ze83udXg=x~QD<-DMa`-{4`7CW7{M10fE&_g0j*RDW-{ddjzCwe2B~pD1KeraFExbs z8I+Fc{cB03<(T8iwgGPYP@k(U{H$z34f>x67k$oq2+Vll`2~f|0)BSYHVv0g^T%(b z0rVe&m^Tn^o7MB{4mZ$cD1Qt=b+r2xLN0N;2iszyMrJQDb0{K12K=g4>sx-Ln83T8 z3Lr3=@H$}^;|xB>KbT?U+q&TV3eC#Br-WkZx*fFO`}#Q6yz!nxy^vAGzFYphUs&K( zpktow7f-Xu1OdMQAT|5rw?YZHUSUm+*Z!oU(0*T3DjWGzM{GNm5RoYj;jdXVoaT;*o&B%Mi21Sf1fUN#4`~hvNsm{( z$J;=aSw#{@_aO}hBiSEG^b2b-5`h`25v0-CXDOsjC|^gEfQv+xm=ntgQWR}ci5vQ!Pe32Fdc4)jg1u zHxrs6p)*_1&;Ef!`hQZU&TIlQ@wND4x=}cLJOOyMwK=dH&xXx1^2j@{CZU-h)10Zj)W17tV6#oOE@Su+TqhIo=ifx;7Kz~i zG>0+QqkXq68Apw>k);Wrkd|N=ooEUG7k}KyWf;`yL9gbPTD)ULM~=IEf5=?`3_^is zdIp7+@fN@jXouCLK|lJjWAA1cO>sK_#@fyrZzdIt?0YMVZnC?wwJX=%sknu%V_6=4 z3s@R#(Hl6pt|CzIcqTqWqGNbWL3S|JPoVn8eE7X1<5cN5{#C@nG{IIgSwpe65us2W zc-@Z(*P3o?*v!J6*6bu35faV<;MK$6eD@$R! zmcO{I>MJ>>3{G}{u<+Jm*1&;qU~zgH(lUO6T{0y^Tcv1)c+PkZURYLfC9ukdWD8p@ z-Jf{ez!?M~fAG0u+o0e+1vqKK<~$ienTDcI`%FW}nomUf+@!HRb2*eVp*N5L&IDEx zz7gK^eS!Rrz}3{hK!EBElGu#9UssMI(IC^`0g(`>e!vHKT+VWrtx$(n{n#>^HF<6z z3X8B~FW`-`PQeM6p=M4!AUJq=!`cOz8qWW-SfL9fQ z2qlXpWG!j^0{0LYr{g$;4upI%#b4&x4AoT1tm;sJFh&>u>}8%bR1mfRA|vAjrE@ot zAXUImYkHz0`3GiKLTG;v9C|Q5G6N?4v2&%}V@S}~!B!mNtlv|4?FDlcv^g*SiWM!? zR&ulFPmH5`Tvy=GhGw7kT(P8Iy6$kxvK5vmkw@jxzf{J(mX_lW1wX1YsH6$Iw=c@u zqYJOSU41kN7)Q#J7@8M%uk`C|Dk+Qf`FDGTSVzQwvV#?XP!%F@-h068r-tUa+yXO^ z0i$MkDKX}Hog$Pylu!2QIFD=lyU$m3&;Y40lAy(YXnZ=UraMLzoega6!U_MNBtyMX z?r4tW%ndGaU#939Ryt(&%kyY(&^dWhFG%=i4z`aJ0`Ikc8=o}}IuoyNp(aR-JL+!k zA1ul3!L*U-9=65Cf{y?>Y<=(IaEpW^FF8JoZ`1@!nD>`;+vWVsO6<0kN9%WOf6Q^e zn@UU3qAUbHI7CR~#Z-MeopPX6_^MI7+4ck+kt*Qwr`JLo!Oj+Wb$eGC`B)nYx<#sf zs!q*xVivo~wT$3h=8ZhcIWkkeVslZs}W;&F_IlvoT^% zdjBd2Y%0=8-pV$WrqF)dD4-+sfU7A18t9)>pj)~r0&*>9>VW;CBQI;@8FD^!wyr`L zta!(%PLSXQieV+tXg6r?j)=(4{)Wffn0!lWK<7;RU5md?=ok*bW7E9jwGHIzg|e}MSh8{xO{$PC-k9o`?UPm;K3tKSupK_e&kCs zgEXB1;pyn77I;V1D3;uawA4n2u>7Az;Emc+!z@dYvAXc`t=hk8BrfmTlK!EfXuubb z9%Xkep{yIo1CiXO4wtjB0*s81&wiQcIC-*c)C*^D!M^o=(SN!e#IK)h^V30_Ui#R` zU9w(whe(|C9SyKQ)j1iuzD0r`NH^@Fm#ZE9vzKR86QtYw!4&Qtx+O-C^qyQizu@T- z(2xCHY(Iq2q@mL5n$8+&CP|&|0Tby{#Tlp8C_P#Gnj`p@3;Tgd7!=Om2HcpNf875H zIRrJHV@S0b+W_%gUE0B3^s7{!O*RZH1*wR{_Q;bztlp4lH@!Zt?t?5PDD zFCm(0=GkT)uUz2}p{-NY;>M^~NeF)qmCGLx<4;Ba?P(K#MhyG_&9{?7ubE8iT)3A& z8@O1xkN(QVtYsbPLJA!_*77B{HR*)?aQ%udA#>QNhn^SuW3|TsNU{6X7d6i#K2NkV zi=*-D@UIOQI>H9HK}#A8OFOEz87W*aS31qIpRw?8`K~Kjn>nQ8-K z-HPxK(qV(I5WGu<+R21W1D4YVJ9l=1gIGhG6RF<`U<(!EIM7z{zgfzdaLKpv*yA^P z<%SH4W}aS(S|q6BIu4X#1KR|986`MPTHKX+yWaSe0|)g3$q$53hEDhg-J3VfiWHn9 z+w?RR`cj;H$31;9bE#Vgk5whscYe7zm?6*F#|m+XB0Ezm9SeTLN@1grUy3d6EkR zlkVB!KKc-T?yPV_7~w-aR#P6=wu@qzGl$63A7%H75SI_Fs-DgV9>DIu+-rsHqLqCJ3epl;4HTtz&K<{FUh8!|E}}Jn%UG(1S}9qu#t51 zFFn>14eM&LcqEu4iWiy!{+RSSO=@Do8zKrITN<3U5%u0hCUV10J6^z&O06PUqe8F~ zZM03|{J_D|2h46nPz&H;L#5MAsg)p+nrH_tS2y3&#b8xiSmeTA=CTWjUa_p?@wwK| zi0*0)I(ag)q1e3*1wFoAiEh+P{c^I8urD@s*!J(F)2jb6YrIcHjU|q0Agw_RT+4y1 zbd4ofeS@9CiLvLw8!csFf+G|y4C3IW7|hQVSAK~f+Q}pT(XRfnmqh5(ZPiYcf5$!Z z)%dO0S52f+IqqSpo)V-+v0l#S2QEk4Fpo8PimG%f4uR?fj~$@fy9*%kSadW*DGeWH zu)^V(H=)*U#y`NsN=x*3>Kr zJ^@beu96>k;8IXf;?rrbR$?kR%uyvfy9;WcU!GEU zrlML!`pl2zCF)m~PS6 zr;r}e4Tl7v2r{{5lG}4du$L9tO%_g$Q;z#K&UWQb>xB7PBHe0ZIUcJSB&9rHwYT)7 z?6<*&S$Nk?W0<)I2(eCQim~3KMyW+^z0?UKKqqd0b5O98u zd`6!)ZzJTEtCn3UXs+6VGiA)(xJXI}dM4f9eISdxGOwC}U+gP?9!-*P^YBR9s}GUf z$FHGr4I?fs+TO;)J8(S}_JoUO`b%Ql9sIddRe=KUK{~WKZFApoam_4JBrpeP^!})~h z(Iba7(8s8Ai_#Uh)IqrMByiGOCbq&Oj;JB<;{N@&@F}&a9uCIM2);p|6Z+ zTot~ni6I|=B6B%nYZg*GEaDkzdp>Jj$u&>T!rlQlIND7BnzU1L(}oDvG}Hp7SlS;9 z(HL>C2!YXc0O?S6 z8Wmf7lQ-c!*Vq)X2xC-AKOI0|yI}$jCD(`R=6eaFhcbrn*JAsk!w;Efl+?5*yhYo~ zy`K#_iJ4g@$~5@JDwPi^H?>V*k#Mo)*$ys$$Oydm6!~lZ-28jXQ~zo6X}IISxG*nu z2F{nhlS1riIpw&z$Yk`va*pVhvoDzxJ@VW4M8ckEi}so;covAM#i1mhj4@{=1hy2^ z;%59$++t?}vh*ti>N}^JtG4v*fR06Af?&R%c8-+sAgenbSM)=oHth>W$!r|6Pr zx7#~iEE=dXoVW59Cs7EnHlM2kTB>Q`o~p{ghQtwRZ`^@8@Rf6?7)84E61&&XglYtUwGhP+xf2 zE!kh95JmxfHL=#H(0=$m{a~Gla@(g1_ zU#NCAop919pQ(MqpA zb{wk&hD86eO6(+Q888_mNtN-&2{k}9>EYEO4#Pr3G*)$LyWT-hk*4$iFx#{Ns6QyTvla&6cK*(RrFn-U#xY8Xs6)0;}Xxwt*h)o#x-F7 zJw$4g`4=f-Sh`y-Ne7-?^HM`yT=L7WHa(bjp^MK@#n=(rweeIYM#ORN=U;+-+{;iu zpESvKq|E26MU#8<0RuOIAw$TPBkDLY$jdEl;|?(QnlNvEoX=XKJ@hp@3CX%hBqtsj z-T7efLK;azZxxEfo8vfF*E_F^Tw>oh_F}#)7{`rG?NEm%pGZf86w=`5Ul@xUVaQ<|?V4ri41mRHHgzpt zWUb9J;&4J-u&6x4x2&ZP*fAoT;E)WtHf%u>%fJe#L6yn(hl{xWfe_NfOfG=F3RU`G zj}rh_!M0)q7+smE&|#=&*ra6MeGS~ntx{rDb&A9{btQNDCL8#rbG#KX%m^` z7i5ncNO`T|>b5xY>l<=kMuoxzg@E1%bnJgeQkC*!HWOt^2KQonc;(r+*s(I2D)KYU9h8JxtgYlh^$i;kOksSfSn27 zlBP-PKjXE9tx6OTpCTW4%_uWVBB=<+kR67QoMloCZf2g9Qgcr=8>2!GI5SS#5v)W$ zsFffAF3cpmySO0H9kA=;h{{WISy>jb>H2Jc%tUQ6lnrS+j4mX(*qmRuM4=Rj1@V$) zia(`NIK)Oq-!Vm;AhLFU52_9GX&Z;b;i)3h7bFSkGv0p9lus<1xC(SF6p^JrcQkfo zbjazH?Qn+Yj)$R6MB~`=>Vucv7^HYt1bG^T2D${eTK1qQQNhf76*&$GM(U zP9tBS1L+iDJ-#s^Y=6>s2%-C@B))uL6Mbh;Uxzs710a-EkZx_2bL-d3NviNY9p~S) zOqT7|M}^P}7RMg^jd!I!o!`D1&r}D;Px1zj2qln;A9iWa?b6H1_p2T;fPK8W8xa*%QNW^oul-e}0D3;5}nO}@V}i)c?O z`LfSE3g{T50|JO4TRdM{=4+`yKFHcWXLVrgFqRuAu-fvXw|DS+t#M_dsFlJm2d&~R zBezM6y2*42Wro&6r|CA?5{|1Pb+)jFcSTxtzAFgO(M9hmo@bp?FnQ8-N!XqVj|-_{ zS>NLdlLycumu~jPbCiO{i#0?taYGycnUB`I@iL0Na$Kp;$gHf*qpbK{xkG1SmkqBB zLILfwS(B4^CAH?53v^Z>g2dPgG)BMug4t5|KVSe_fU-+wSNW%)vszN;(AvT+HY_7x zr}>%yM*C87_E(o1SP&O;S~X24cp~C!1gBZT>*Bi(vmZ)_oeHH~xC9U#`M6}8o3yAK zbTlcJ|4g>~ai!@)l;1e?ED^aYv4ch^OH(W4yBil}Vas1`B^7coDhjUC^L7H;6;<0< z9BH!FxKm>J`4=k-Dj=<&FV7dRpk5{er(z8BW|GW~?#xsNKy~2gOMA*NLG3 zvl3z&U+6EI8+#D$lnvRVz`o26F83Gdt4S}f21P^;LILv_f+Ty?=gEh%Nesu=YMzk( zrpaOqwHg@_I#C5izPu_Q70XYb@K4efm@l5^j18kp_Eyp5@fLyogA8e|T3u^2p{p4^ zoO#gTU9X9z187RJ?R(7eFR*k;**gYvGYx^nI3|D%T6Zca0j-9PP;qrUm-w#jq-Y23 zg~Dn>(qpj0i!#6N8wA*aoaO^(`8=Nsx55~|7eg!+^Gp#nL_{%0utSXI+8kcFB#NF` z884?2_2?3e#?9yzElguO*V8=-NT1_r6vRFptS!dx4m_^*lIrT~Yl+)OReB^-4=tlW zplT&1bXTh%ds+E%WOgNiMCQ$;9riecRqVSptzR?GyrKL+-L~n;n#bF%6K>5P?Div* z`tLLX)hf{{`cd>8?sh1oneJDkj%?Jsp59zU4F)&(8R+I@YL*@9I*uHm?e-M)oepW+ zeG`%TP?V8z0OPK_-7hkgvJdU-@#LA$o38g}FvPYJYC1)HOv{11ONcb7cDyeCz1UK_ z^siLD7`>PoDi1!F!LwwT9H#8+PMUa3k?koIqcD*{TS`n2ssF3CXSQFrfPz(8fxfin zHDnM1Xt2zX9W@Ruv!J45)Rew}hxeSp00XHUs_i_zpO%k*&n#ZoihBlWQ8ED}ItKO4 zK|gJwbMnz)XDM+^T%R+bPFmD+$$ReUZz?UW6W_Lfc9fq!dp$eAl8QNawMN(#J*fkx z(9oGS70M|-gX}bP{Fqy|!}xara5kG1kvg=waq99$$X}%co=?&)TYHihiWsGO`F|Kx z0jPs%Pi5=TM|f80vBGQQAiH+z1V<6)S?VyrLkxmh=VWrDcDatkF(-ksbd4&sDjxZ@ zf?@l;4@)-#SA%1R0x#G(vg7}UEWjr$>s0X(^|f5SQ`Z>Ln`vU+TNfX{Da+Cc3f4m9 zrbP>x@0o;z9xk;mV$W6NcxwEjg2Sx+!tJvZh33boSR+yMuF2@?5{JoBrRHr={}3K+ zF2g7Cfyj&QYJw%S5Dh@1X1`UqDk1{Ond=ivs~pT89=!0%cgit^D#t9~*n?umJ-f_I zRo@0hUIhCP^a6?(oEGa z3<*Q_wl?+NOasRx!mYUBo?Td(%ktZ{2muHqyg+DUV=g&R{2uYaCHnTzCRm~ zs1<;Myou4#PHZ?2309)(cg^|aqWMAgC81Pm@M@`c zsrBwtZe4G~vN>K+$zaPq@ z>VmeX=h|bj!V~cjd)3IZlWRijp0DEh`T199u+Q%s?H+0Z;fRyqE%ravWA(m}irf#erV5Ce7IQr|8MEC5}b+N)m zu_~?yBA>uotqz!sGxI#XG8k8k=37zIXGj+gZ2rFu%`p`%Cz^G5!1c@euEzYNBm6RM zdHreBTPh3f?$pK>2AAb+7Cka3p>oAkw30_8o^&$-+EEH**85GcSGsKqYIvam{PVnb zy5rznbC%M&dY{+R z@}&X(T$i~u^0wS{hb|;zBKMW25j^S76GtCR&dvci-0MkvBg>Vi1c=tFQ(xjXMqJqt zxGZ|O>z1Q#Fff0RG6eHmZU( z{~Gt6xxTT>i+`MgX6J>%yN?Uexclj9hzKuO``$7=_-+R%fg4pu7Bw`;*}ef${=fBH z#iOB>#=WH6(}e&3WP|WwE3{D^Rl+HfDWWS5Qq>@5-RTN|`0!&#KIApq>Gj)(p)Mm1 z1NQl!T{3dClb-KYQ?A%Xn>mau>(|R&`E2um*=2xiQMc1<^6|kep!az&OYdk$yx*(! ztPXOZqTgCoYe#kbMV6sC%K^_w9pg=T@_rlABb53nZY&XJ5!%>Wcm8q9!0-;}31fZA z@hkw0Y!!!b!#-w*^Wwu5LHq_Mbt2P)j7(SeSQK=L+b8q)qm*@^<%z^84!j9O)qI$X zVFh)qRa+XvQJdSa%M2Nv#DLk=nBu`EZk#qtk<|DapN9=ucA0kV<3SjAxSsRcZ~>NgTZS}E`{!DC~)EUod;edp}}$F;R)u) zNDu+vdrJvq'Vz&BFi7YJps9nfw?%LTGk0;%dpo z`YZlKsUGvk!DlU*JxkjixC~*+15-XqkREa<;XZt=#X`&0Iyy%+AOjBu5y@+jKXjCd zth9t8yF)^RS8^;~x(v==#kraOzJK5jiyd22=utbo{1m6_^RzR-OB4{iHCSv#Cwo5& z0A(3RQbQe55rO|}-qUL$O(+o4vx(!otqdycVjsjLvHZ9qEFPL7TTha$_tvM0pL0PN zkDWnWA)lMN83{~((6WVlmFqw`Mw=ig7RE5_`c+yl-k-1)>9ROw9jUE$ExsAX$R2Dw zjrIjDd9nZhxxxw#PEh)~bAp{YbrkN4HU$`SAtY7c zy3!ryE4g#F=uUn6l%AIaaPtK^I}jiFw6jwH-I}Y#jw??P8P1(^ld|9_S6|c2Z%ft4?0hIgCSZIktUv_0An2e#8wAEK1*=CS?+HZ!QVVEum|%3q4chz2=)tbskLZO+ zShm;gz!;~7x{L;Y$2fC7SPCx4!gE(&LS{$8_oNKZPM>}y<$dBQerlM6vNq%YJ2bT1 z5n2id{qSL89zvae+G)Gq{}QEN-aQAm>mx6{@C-FS-biyPsE`A`HxVfzNvnjl zSZkUoj(8|iG=#8!e5N78IbziHA&t-kv9P;z9a|5E<>pk-ePp2vWx#bv!K) zj0frjkd+O1PXR|YG+D|ekgsPHPTT zPN+5M6O^@YKi0hyX(t;9V kQydIU#9Cd$a^uq^Q?)t;(+FL^74V^ZR1jLbY`d(m z-N_6TVEAI&>CQkG5kc`CHUUaw8T044qI7>$C-Z2}+ICa~3N4Oe*IE4+DAd9SFk0?- zpy6xrr7$=FK(U@=t2FN;FVf=Pj+K*g4sB=OsNfqO&gCJgvb~11i64N`$t23J4+3rf z7Xer=eqd5T}NblXy%n`={<}{A_ zm3zLkIgL6zlUX)Qq?3&I47I^PKV_N&9>P|TVquAekU~?#iO6Q67;{V9hF4%RF-u3D zFa=<3um0zf1F1>EP}n2&JVpd(D7ISj5n5_9(^8cbjboQ2e{t_ei^a%{UP{y`MQqcq zwB{SHgC1E@QW{D(4DIp3R_ND|;>Puc#*$R~8_f zQ$*U1gpu7d$8$3M6J_zRV{=WF5;pUuo-``_6ntatq}GOy^*!OQuIwb;IXv1Jh655N znw(z%f&y?^s@_dcDLSx^`D$*ErQmG35frDw-`DLF-@9Elb=+vzGeBRA{90tgu5knn z7|<+zHZz@+0cMFUHou*0CJHoe+R4@;re{)O3{U#_YbBAq2j#{5dU2vIQ?Z=la)wS# zvHBv2DTrSzX_q>4z*S?}9Hx%aFdXQ9tHz2uhIqXdmY{3!yNR$TTKotJ>c6fg?9Ldl zr}=8JwntO0ge{Bj7?Szd;&wx)@G!-@kKL^5z4Yjw-Qzs7-)h zL0%wM@iYJ;k;ax~NtO>-Rb$N_>|KZ`6sgnBpIx}S1zbwsHkH+)-w1B4D!{K1-oP_& z30$k<6Vm@D=xjXmutW;Q*NqJQCH3x#RgjIf`v5!!K~?idpninncTuSi08Pm#{L?2A z&h+6=gloWQ1xJeV4>dSPu%?$pImiI$b0XO~_0QG6%bd3nR~)fQ=pJYeQe=eF{H8wX zXpGVUJy^muccUXEskj0A70ugWS8<5Hh8$shw6(0={DFekk=*Rkw$b%`M)HDaalu=| zkh#d*e6ZCt)s)QKqLZ3_fBig|SAWa0S|{Tt#K#z3yz1?q%%?MK%Res>3S7bE<}Cf3 zL}cnn=hFd+#x^Dfp1n4Oi|GRc7M6PWyvVTjUg=PU(2D%H8`D_Ah$+v?b{AqCsh?|* zay(Y^ZRakAWK`gp$M6U>kC+SZdCPW`qJWz5bQM+cQ(qRd$Hr#|BAk81!*Cv#y;4I_ z3e`fW_QnTWnE&|*Wl6SGwC{Z%Con^zI*B!^zQmaw7B$bSO;M@WxRe-oaic1&0gnbu z`TTn>(K%vM-%kk6Et4Pb>-)lM+603lqUcVc)%~xPx|4X(6)Fdq}ZTR8e-HGw8WRR!hkd zJvVC@S#gdh1k3llvwy8QJN+!G16^OHT4vMIkKK(-Ic%z^X5$PISyq0I%=Aq`ocZvq z$4|JC`+J5255e>((UcX`pgAPxS|@`|hQ;zkhcB-HFa=ECYY=t^{-JrMxC=-6atZ-8AU*O?pHwxFi z=oshg7-_4qgkuOJOU+eCd-FkzZHM>Gc^5ghAjRrDJ4u6~*QMj||JlrnRByzO@`IS` zlt|q3xJ|Badx$QNuWJ)asz^@rAArp0iBGm|uvoKn?m1k)ket5S9f(%&Il4#oM&2#M zE&k7$GEXyJaftzmu$=0&n>r%_lcSR$#5~v z#C^U*CRl}O=S6Nav~LUqrMf!=M`B{3Y@8ps6&Jil!}mK7UIfuo2VwG5awtRRV+*0%z#klG z%-sxn=0Wlf=wXJpRva8nt1>me^wD`^GpbUWw6Sy9Duyn7$KRhS=dAr;@%?iQcHmLb zvwn$`s;boRhMSNP2L@8q$bV6G%7^E|tkmqePStS2@MV>dsBJsDedBg`zXk>#k^VP3 zsxpzz`C(Az>YQ2#EYBGa@4V}Rsi%}Dcx`2OOMyaJ(qXb!#F+t)EQR^K1|y?tE~xIc zjSB`_@cu7g=*49Nzb?w&Md%tDXnC&ro`P#|(~LZU1bNY=m-lE2qCx=eg==|R6rsp( z2b=VZe(u5Jc|le5nuFW%*C*#L-r7SlQCIb2IUZ-`{uVJeRP#hz7V<)0Dcib#q+>h~ zNimO1g5r$6@6g#8-1+oqmLLVyqpKs(Sx3=`dfowm@U86VAx7S8DtW?i;;#GwqeU=J7@~myn6~ZK{|ia>65be11Q&r13Ea93ZNUd42NhF8v2E+Cod{6&3aP`ad-CLN z?u678=A9)5u(iOg=VGHY$e-FZukMwypg0rbymog!Bc{wh#}U2cIGujc?#d2bfJt1hA<9Z_JD)l*uPO5!X}viBs0Ue$R42j$$wHXw-s9oL;? zXQq`&o%U7Y)F6jLUhR>H?s0MJC`L&7zSn-_k0cNr2X;#i-(`s#>$N-G9{{;@;IsXk zX$omsVf{_+X?91)bzFsOT)r!B`KUJdJ5X}{x?*x`3c*JD@`l4en@n$HiQ_)~{JQW^ zd1WAu{9+AwaWnzO-?qI+mji3PI0yx6r7hAoE4DHvm^j7RphMmSjiL}U`c1~pfC6%b zr)M83OYr42&<8ACvCj+f*v>go#7XMeFC{ z{>@|t7tG%g8)|u-@?%ky$^n&(tLNO$_9$$Hwc=`1C+<{-7kFej(bR&$^flKMOhhG= zL);=mkS>KXWL=u+;$a3ui_>Q?X5T2Gk;xskh7;QX79AZRG2+Wq5;t3y9T{b1d+`zt ztNJf0OxM}b7rys$SGW$sp-tokiQZq2SHi}8hdRqJ7*95Y`%(PJLh5|j1bv2j0jpfu zL&hGEol0wm-|($sF$zv1@eL_89OJY$*9AUAJ@uSLEDQN~fwJ!ozI5~LvYk+3es?T= z8JlyTI4GGs2yPW;PA6qn#%qfwzDns9)fd0=L}+4li9mMA2Qut0*)H21WZ;@F3NtlV z%4+?%0FYC$Nxx{0erVL;pLdK-`!Q?WX>(z*?R_)MMjQ8*bx%}zNLNeI-d`|oHK>UA zvqWdkKx^!GHUypROyHx8-j-JEGRd?rZ#tqx3jre8%?v}bc?Iz?tKHYYw&9nZHgkLC zH}Nz;z4hj=+i28J*58>^!X^Lu zIeoP<`f!!Hvj>2j(+8`1Pb{1^;W2*6F{`57ooV#&YLisxm(q|BKi!8SDHP)=^1|C* zlX}HHPWdi_Uv+x_ve#O{mQF>Izc1<98L zl~d`4=3rDwgUt)X6WlmQ4F0Is=tm7_+C4g{+cUG5n({d2K=(qWq`3izsP3|~O$;Y7#iz+XQCS*ho*K3p5v<*!_gL7ltBV;HKXf3nrQE)yV<8FuxjBNa?_G!UyL}ctHfyuUUH)? z*9i}sBF05N!=}Yt-08?Jbdb5bNb)h5MZoHsWnFV!Xm^zqM0ZnQBj}qzrF`yHD-xUp zuGpP?2)h$OQ3p_P9@7qL*$~FjY)STame*^npXry*;7)pjW0_&h;?<&qM0U+rY~MX~ z&U80Dy5=z#Za&`%>mLtp*|wXt#L{$OLpc*R#4(*ZXp{bq4r@Gj}=vG%JZm zUZyG-F=s7g0l?tY^>rgk+iLemYzK`x~~4zN%)plpIW#y^)rHGi)~qgGx8q!RE$U$ic6W?0Iiud zj{QvQjK^0?aOv!2sc~ZS!~V=!v_G=AXX}6SYIFt6OpFF>NnrPa0(q|d!I`I8)~}d% zl@!o?m=%Bn`Q^q&7cT;~!yWt+3u;5Tm!bHp(s3n#0pCdrx#@W~B3`c1n?y~}&~EQ; zn6BtHM2~R- zs`Ow-A%N_^!!bUn;Escmi5iu4anouE$n6cR6S~_y)?=aChrW4v-uw$se42 zvW$h;$i>D8LiyQUcfL(;@<^$iP*cC9R%Qg1+Q*#2)x@7mTXrZ=A?dK`B8FnKTwnqk zvEz%;1peDE%FyhLRN)@|2nzbOVa#4M6%}rmq3!a|@J}cJeCQofyp4$JRpHRK zehYVJ*OE^LE{SY?zI>wM3`Wm)nR|auxpf$s?s2+(#wZz~*jC+8d;T5O+Ej z=EaeTO!@Uuuk^k3VqKthV&ma(TYaR73j~2;!&1ZD_yc+_w4!ZR!?Rpl775RP$MXy; zlPtn*qQ{e$)3C#szPsl9N+oQt8e&NPrD0G4jSN;bCQ-nSg0Hl7(&h|0t+$Y4fXFd@ z;?8=hgBm=bkxJ`B1U}+`5bOcad2K5U4xXsw2_gbkaj}>VF=_}NvSPd(i0(V#Y|Z9l zn!e7tuz;BwKmt|d^zXnWk`=PY5Dg6TBiL{t<_y>^XH9bFlw@M^e9sE4ht=BgFLQ#+`e3oDo?;_&QsLnt?Qk9{K{!I%1gZN1gJ(<&Oy{2vF@Tel;}*QbziOzl;s-Wos+1 zj{_<|kfW_<1=`H_eQJh2g>uk4E0@&;4D!78A+hpK`%jQIZcT#2nY0P(n#a1YeW|Cg z-Q1JS2DS;o{!~lt)yHoj;r?3MkpBG*5HsO?-hx%Hzm5j3)P)!%k)b`rx=>I28SI_7 zsYgb__uMs9Bg(F?&_sOSMpEK=)M(y9KA>DL&O`Z)&El-1nt7k1htfB-PK_zt4 ze^0lD#VwoDl_zgCE{wxw0X;Y1jTcqxS=SFc15x*U&(j()eRQKr~cL9XLf%?ELewgk< zPyYVgav4wnJXIN{eOCO6VjG`|2LB(2dC5@&iZc(F7D-4CxjWrFW6rqM32qwSlzI{x zD?><}il7)Nl97)4T6o|G)3dVK!OdOZ9V8hE-M2De`S~_bN(joIyi3S395XuBEofIF zCeD+#6(34?-4pv3y3Ra~X@d&BFFDrR7?ppStplj(NcvS#k z4pcgTplhCP&{eSa;p5k=oS8XQLR~Z-kgsHhBzcf>Gb^BbH_G#(E3pOhyu_yk=%428_oz>@nzel zLr=>wbivB;eiDfcB!k8Il2zt9o5I#^nyc5NE*hX^j(WB;Dh~eX7fG>S`GpKu3uu-e z8e_nk>xO7v{`=H5LD;Y>rFiyyHUa7+C=0a7KyrH1)%7XdHC**LMh6&!EeLBMBCffY zT^xNW5Y@nfotFu89LFCaMjLWZwk7$tv{b5@sr%Y3ur55|^!JAffTH&qqsQm+SQiRH z2=%>_K1BKN6ZiX-br3K<7_9Vsl_jTBm#jBNXTST*w29|O1 zL~~9J65v*2%E5=r(~U(ZeU{G*aSSg~R1mKwlmFG9L%UTLUuJ0c#d!-*Y}|T2`BN%^ z3-4GA05w_n6LHF(oI@iUrlrK04_v6yYF+2Ew$>GYgy$b<;(3Ap>#s$~M0mQylQk;D zd8t84x335O0~W3|QiDKBLl~Lr!;!XH#D5_G+FjTWIBSV5Qm}oxgPn)1TjJ@_vuVus z(8cI)qME$eiXwCk8HoEBymzyTmq*OwBF9}1{P+qa6AfdzZw2M%GGO)X>Q;VX0k!fmR-$-gnFIB!0a_O<)tLqS6^1B~Hj-LC zW)!9LdoFl%W;2nJ0`dZxroh~5pd;pE3M;2(DL8R!&;A#J5ZtD#SiY%+;D1?+%neY# zG~C+sf>lh+pg$sW?r7fvSQqOL0u#uxgxh2BVmHwrUIk}U^ao1r3pOypk@qQ! zm|gj`%R7%)jff@HSnU`M+X^17KHJ@-?Dc)^{9Ih0d-z{^Xd1K* zqWL7VVGHb26-~SV|2QCP{&M!cBmpg*wbzVA_daMlgav3#+?V%&v$Eyr75eW}rL$mk$YtwKc|^7AZ$ zMuVGhxZlZoGy@us`pPQ{S>EI^oT;#+ zd}XCg{eT{)Ay+g}0ZpaDK;vK2Z%PmeT_wPZFSIVYXMAEE?1%^dOlUT10;0;;LJ?AW zS)`zlOznCLAx)%|k&cQf<@(~_^UWW$%!#iA+VZrxvTM{{Tn9AqA|ae{T*^X;GR?%q z^n-jo4S;YaVCH9FacUgoDox2RP5&HZubUfE3Hv@{Mh4AF$9$J1|AY%)MnB#NCR7Ya z1JA2;;MncP(z_EYmW@0T;F)`0(|Ed954K5j`W;eWMw9pIMnC`>oUHx;UnCm$sR&bZ z7))|R<@vRTqrFgA(iaQd2#A_{Rr`QD=()LcYSj)&hn#s(KqJFEY&FV>fISVYQeZ9r zE!^@?UQM&g9 z4t1c3j=vVPCJ3UMuh78A0<8YqwlA(A=?oWoJs&Z4ufD^smQ~->-@1@pgq?zoK+c8e zm7oM^qBHDXv9qY~$>|+Q8V3d!ziG+S=)5CR@JC zV}dxRbTc;zsRKpdhGp<{9}<{9dJHk?Cp@WCw@B=>q}Rb1{G_Y%+j3}Eycmfj`XNmo z6&Ial4)#9Jp6VSp7_^`2_c7m#R0?XVs4ti9v3~Z$yc37d`CLF}5(3WF`PAJ1GH4an z+-wM@I&5I^ z^c2#M=j2)=8%VMv4fdrUaW|`s0No^>A&7BMs8hLP3$TA3Z5>6lf3FnQ#3Xv>h*OkX z+F%WR6Y?i%B}6=LD+e%(cwTMxcO*Gg>b$SCZ4%hj~FwYak3&z748HjE^INi2)TJ~&otvOnnI(}uAkMJ z9PNFa?$5wyCeD4mz6m%_IY^=XBji=y%>Kx_5isai{On@%;i#7d1nJnVY2fy8rynB) z_K)p0mS_W!Ctri)5u-a^_~72=L0j!f_gIR5pMDH)K+E1T7OwsFI3BF;*VGS`T8<&u zj?K4nfwHU%E*X7CisDs+Yf_&)>$n!Oj(Mj`o=Lsw-jZ8r*l|0)WaZ^ofM8leqW@}? zj~f(j^9NqtlRAm#3mMb{TBnsM^vI?x`{mD6Hdv8)|Cr~O`YrT#H#gPm)AGkVVIBR( zO1;W63kXa8;=6DTGHF-js$XWxH!NNf8yy=#QMPvS0(CGJ{<{dJ?C>$W37ms%B;2xV zipv*MCJ>&3VCXuh%fBfEW4G|26duCPV@{8sNHJx%Q!Qz6VO=f~3 z08~G`lDUs%#mw-Ew_)mK1UmBLIFxIBPGf^h#OpTJ1yI(L@}{tQRFL^$|}E8(o?P=N}=57+5R83BE1 zR2ld*NUAT>(w{cK4Tj=4Jj%A&-KgmFm((xoCw72^mf%yuestRZ{wRHVg#h46>?B(n zpqU_nUE79Y4gSK)T7v}j1x#+ws5+eI@rV?CLIJ-K9c_yHF34QmFG*{G7BmA`$SjZL zc`p#YVMfnw4WK{CcTTX_o;!^$;2@IauN@Z$;1IER<{ZKMMP>_jxJAso0048pQsG$8 z+aW0ks|l?*%-icPshaQ(P6!O%Q513~n{w@pIQxEb(3WT_%jth%A6qqx*fmt&M8I0b z;_Zq+kW4Jt;`wH2Tf)`R&@-+nSnU|sfk2nAfvh`GhC~r zxu#I^POnl6CPBG)0Qx|?+xOni3$CzV&mC=v`N5z9aW)`MJP~XVDzG5)tiQ-qt|%eq zYW(^`2C(ML!lRZv+gQ-*ATd?;f}P}k7-mrgwKA;x)K~)FZ%YcMp^15&OJFn+28mr@ z6|V{heKNw4O9TGCOKIPv$B9s?;Ld%gXBj*6-J9=-Rf+UCQ=0p^U}o9+tcmkHgjkq6 z|0qa`L`=D7twxTTO4iw8G{k@(fys?MuHTohfqU=QPwHx(+vjtme)K*BpK;uVYG`eD zb)?<7V^+vP;6qFuefUe*>jUB51s2B>8?%L!Er*P}14Tj|W5GPR=&P1PlMZ!r@aTZQ zmEufA^f3=BxihrDB%wi9FvuVbgdA7E7=VB#c{j3zpRh*I0PJoq5NYd7^xP5MIwv2B z8dlL%6|jL&)_!Pw+nm#@K?Cf*?3shj=;rZ}(-sgU{`%z z?}3A))&O|^GY^Suio(sH03*Xx^cG0~mPeUq>6*j+0R{7-sw^RkJzRXR??e#kbO+?n z*;%}lKIvva&K@Xg$R@~M#Q%Ovc7Id2pdiemr2&qQHDO0Qa!LV%AGnW};OX$Av#Z$Z zN+*+HjbrQugT1!CkEri|E`7Q*K>s!&c{M-z^w#xq$b+#6gmekM?60pG5PjzbMX_7G z_UXDK_w*POI`L46f%N+ZTJ6(!DB^{2a%VB<;0@BP!K_u8AXG>%d&ORQbsajEe0VGcO4 z2?ginqQY~i(?p~DVGomZqT5)ZXN9^eYY6BztZ2Na)smXh!EN=zN;;3qO#B?K2AV2|Tdkl9b(M}08f-L{x?6v;PE0+?UI&AEBKoeP`c~SS-u_e7;E2dy| zwbCHR8gv69TXSAkFBKoTKZT1^&c4W5DxZWlrSx%tG}5)|b6u~2tTsz@FvwE7{<>1+ z`X*Ms=*rk`XuTzV?wf&U$OuT7#;%{{wTWU9)$0bQe7*@Tg?WHrFtoqaS2QRTnm$@W-H$&x-3mZX+T?0{_v5zHDcJ^^?q z&r#Z6qDTT9v&iE*<732k3NBYtT55DmQ!&}}srsl@OWtDJahoiVEuv>hR+5ISClgbX(;)D6=}Se)4>jwe&uH!thZS84OpdsY=yEN+!^IJgLN_p za%6Lt)Fqzs}5)6p3LkZYNF7*P>YK`*AC{cyDNmVszd zaC;zF7UO3vR5%**Va_ymkX13}<@*qt5j1d`Su0w_hPXZq<0Wsv;=f3nQ9DH-UUrlN zpV6@$`&O!3;kW1K9b4g;bo&{%UmYovFVH#f_QLVDe9E4Z!;~4t5o$Yg+GPW0MnMyy zP8YiBY7-bFMNjk!OCeoCTk}~CMvF?`Gi^{aq-QQLMlTFbq$Tka-Y-7Zt$OvCgQ^G_ zK59DR_9Q~j>zR$<*a8(F1n0nv*hm0m`hlnQgi^CwiiDQ z3$?+?vyOoIqqBCrA;%;H(@k%zb~vr&HG2IZ z-~Y32-MKqtSQB_3SMXsavSbkacu(G}CrDnHO!xa)UC9&w7y}`zZ@D&FC#HB6t}jhB zVtr;>*Z{b+C{@&f(YY7W?0xC0W3^FZg;1FTHF<}WFlUX~Yh#?5QZ*gsIV;L!=a}?` zeq2o55RK>NEt`1=OD&MC0UeBK_J801SMKKs?q!tF?n14 zo9da&gzayNA3$JBdUP{z8W_Gi!yBM$B_&*f&?Yn22)NE8=G>b8$lTreYXO9mDQ@IA zHo?i^TwKrje~~Sve40_3{TxVcY{5I)SACKuM)|5l(39N7BU>yXO}CVauX>Dy?o0LXfqOr#jmjS~w$o0AP!l^$Nv!No0G$3KOhvp;% z?wb7uE~|uivv+~vEe2_Re>&{;vL=aeyAk&^_RW2^@Nq~2wVWBy03>byhSdU{jKpNo zC%4lZfs@-m|H6l`GCm7Eps2c`05S5?uKvXa0WoiP+ly9zA=fJ{z`UWi96_d*EH+;f zsYfHR7Yv$)^i9k`OK~xk1NIKtq}weHhI>PeHqXZXg592Tr5E0?zSKjz(594^{#io4 z=wkvIksggTOK1w_1(DJZl^^b8h_y}qPK)Wt%2Jb22=Y#KfTha|#`id+(sMdweVNH1 z*<5T$JxLm_qY41kN!mV|6GVLUt8o?A_Xpb^&Ab@WB z`s>CFQ_(pwdzH0T1|tZ~W@ZE059s4i&et`Ikdz76F_&sCbSV|$gYuVaP48b{z~ULAKg;M)&}+UgHnoR(G3(oeie4xU^uKY@FaI~J2dJ{k>>1&Z$yKuSpUASW zo!q)(_FRf?KC{ggXD=nTKg3<@5J}-o8!Z8p&;;VZ9?4DIv!h4?XW&w)tvSo~;iy7% z9z{M85Xs<7h0?L0J_$QZYB^oVQlRSoMSeJ)xLDdDHcr1CtAEfOgq8|RGSFw)TgBfo zB^49u5DbBH!D%mG{aajI_a{nb9A(e}IbJ0ojY*SUv@?f((r|t=6PJ?nKa<9X!1vp( zcdx5Vq$T`IO%$QL5()(L(vvRk0$)M%0WKM0)@Q!RX@xq00jTKBTkH(jUj#5yz0p_l zqAteckkS|J+Z2iZEO2wVi}Uq}a1_%nm7n&ZIE#Zv1FJiub{B#0) zgfP{paO@!II_s<8Wca>P`B>|!Y7i56!5zhL6i_;FThI*)ud-En0bb@ua^{iQGcnp; z1&dh`XQ*O>zs=(G?t%u-(E5tcRS&Gj;D6bQa|MxkulfFsIhn2eICUM_Ymt8;$~R)6 z7F9~zKB{3!aoMS!Pai+*e&tF6(oSBS7!DJ|ofX<+zx9Lrm&LJvmwPb?ntz5UO71VI zWnYL!;8V~95PxVebCjJt@hgEPpzzI1bZ&HJD{1n5s)xq&!`K*h64_Cb3YU+9A;j8S z)Jq+JA`s;LO$WqXFd}@pRm5;5Zv(PK+BQcTA~a_os*jHqHih{v5-kGw2#}cv3w~j( zVaAT~50KYo%B%}_xJS6t)gaaxpEGqziEyo)*!*_xVi8x-juYBr8=!$5fLTy4A~&0i za;!BPs12z zPasJB{Xn=p=)hTco<(*l=1eQ?Sr4 zqPp3t%R$`uOG<5oI8XMY>4~J@ck}Yb4M5|xUPA*ZTjZi^i+z{zc@E4SO^QOc2b;a~ zo1do4WZ_Te?!FP2&xT(K@^5=RIW}9#bM|jUA?Mfoc>hWL21RZY%f7{ySh-B9bd@8eMp2J=Z+`7vL?=fmUI(7*@SPeZZ7ir&YPpkwO;I3IZy}7Z^jNw zDDueG!J{%@+^?N>WN{5!BanYX!QT~n5&dSYn`!Bt%Ab3Ra+zijt`$ihdtfHavazS& ziqM9GMI6#W(FJ*(tm|vtRX2{+$Qa}yqoN19U_ z4lYzJhA(@Q%RBIK&f}!+U838uZfn_CE!k0}u0=bJY6vN1SoOa)s;2QseKc@tvW2{- zwnizDqXT|`C$YlOIl3@2&Xo*Tjwb@TJT*W{I6laSr;5U3Y+Xf~V=_qHT+{1#DbgoM zMNT+?+*JX#N$$W>cn1zhwLM)84jabSofo`M$O1DYNx(|os!pbzl|TZjbV0*^^kA3l zF%K3i0<00CM^o?I$hVYLzy%Wqp}YI@hR>BGjW<`)rtonozEU^xgL{n8VI~oix_U!}cU7uv7 z{dp*5b*WsJ12s24gDM{T&Fnwya}cxgQOpK*9LBU_7Yzv{XTY9HWs?e~#nWznQiT+K zcY`>NKV*6U67WE2P;c7KLi=EGA8rdHw)^@Uz zhg74+?JrI;q*!95H8yG;F%;KmScf=Kcp&K%AK1`GVMJT0#9Y}IM*AKb_Fs4b-N)^Y ztXgwN^9b0C$k*Rt=*}Y84mGmT61U*lCQcp^8^haC5SsqbQL20gwvO{%h9Wkh)_kQx zIT}kGr>jHw-kMDPefm7>^JQg!BL|hqq_p%4a^9ljEwywIb<>!F^;Q{%a&40sF>9u} z>SD$d8fGp~W>6bZD1)KaS{L=x#(h6?`J;Fp=cF(nE6C4S2)^)}yx1a>4s2Dwif6qa zIfWoL@I52`X?~YRayBK;e(k_K=Z0miq@f>rv#el_4(*^S)&MEJv)B4-}IoSad9umAil1f`awZpw8nNx2MMpj zI8%_>lUG^L*p~B-$N3VA;Fo9teV^$ME}kjpk|ws99A02A(gyd^6Qro>F-tARGNLVt zzk=%4jwOwB8S0<+TJ>cb!UO@!jOPQ)6W%%v`s%CreuE7HKy(0`udkv7kc(B>oQ%#hIL>zy%JbZT)g7iSk!5WdukwD6{`Z65*E5kArTj~ z1X};YOc=(g9jHP9H!DsXwFV#=o+&IH-CIK(FQSb3fL_L_!!_(`-n=Z4r9Y)Rvojm(tzx0pq@lrtFr` z_EuL^qbRUyd&1SG!!CRubO}j}Heom-*M?)|G`pECFVK?4&eG&y870yb!r>w$XBN85 zDV8X}A=(aeDJhX=WgM)=UZ`({0%EqU+Hj;WlalT?u$aiiOIlab&)^q!_;lFc>JZM1 z9W%c8u+$+0iI!fp1F`#gw8y*}h*RKfc7O zVbrVYv_WV*#fs>(%#BS~v}A-smT{TDF?0f?jIOqvN7z<)`uR=_>pCP64Ke@R%()G*DC#wOU??d#N&I&lu^9cdkc=%NImZj`XOl*DoP0{O1gAQjv|HH_L-WwvpNdTDq z!mZa#+0BX{(^Gtd@(6Oz0HU_i`r4nk1w@THZg=EUz}Q58`chK!yzfIXb@|1WHOog0 z+++g+52kAxErsPKsno+C{42Ta)^@Tr-hzNYmDgZ@Xd}*-U$P_3zFCf1Hs*FCWR+wS zzF`gLWcXwDB*B^+nWPRO88dzuRnq>t*=R%&Zp!+fH{~wqZcOX~Viji*`~tpP!8vCr z>2;UHrqNOg@zkT={bN$nV41sO$Oy#DmJZZZ+na3% z^$?2;S<=>?<62mA!}fE6C(((?`Zt;sLI6MK0fY$q#9Vr!oasQXxB)uCf%cH&EV>)D zkg0%iw!RV#VkWpti@`SDTomEtlk?(w)`WgT!rcshQx(?Bq)d6IZlf7QGqid$!EGA!6Mhpj&z)R3c> z_i{TOu&FrIH)5AGV66qAbQ`0NVuykWs|CmE-kP`5#<`g}Zi*f=Gf@*@pP%pVcGd!2 z4w$OT`v5Djy;ERt+6|~lc=M=HU0Q+d`F@t6FW9Hql=jkKWpf{WuWzfsLPMDukZPbI zjj$qnkH)w$p1!n~o#^tv$TZ}Ta1!Kb(2TzXVN{+cbl=UF&q$tn73sfWxHeQQX|ph0 zb%@G~jbYocrCS-QV!>v9H9K_naMm)9iAB2^^ya64xphKfQTMOvC`);4t;EaSL)25l zzn(k}yC|XMO2Xx_Z~~Gu(WY*L?r$)U;8q5^k5v-mM)=g8nUaag^70gae(!JdUBrR@?WUN^~jXH@`1 zbf(PYrB+^$UKFMOZO?HDvSR)JShq5vV@#Ai-B^TAmx|QxKp~3LJ=SsoG+pkXsFi%s&H2;Zj6?G3&RTT_0UrOt*Z4SXR5&vB)G2SwzL&@;wHU96y2%CvQ$TzUNEL15^`9?4~EC#P_) zOTqDWjx658*~4$Y2Xq(x@kWh3f?cmZ44V-5<3#TJOBqRe%g&YnRZJFp`b~ou*qS~s z2azoj*82fuD&xgEWNgzKGK%L&At;$fsr6E5p_W30TuCOSG$GgDKD}Vg5}2R5JUpCU z`HDfX_0VnY)}@fmd9aV_*Q328jjS>;RrCb)TF2ugMd^dxg6CX$Q;#F}^f*d(Fg3ko z7M~yKl60A0hnonDBkG-jU7oU|DKp55#fODTo`c z5a<5j#u$)=G;eJEeaYN0Aeo~LXIKLt{%D81b+QZmR(cck3(M|Gv01}LWW~=DU)#Hm z7E>83&G!~vd9a#mbv(IJdN;glVs6rXlmgWUb7P(N!B1C0drvVo0nzTXSMX&rJ8=-Y znfVKmrak*$DV%%^7mz3r(9qrn`{<7PK5LDKAVMEqpyA+}@5ghVwE7SrdxfQvaD~_& z?O_m*mvH%%8d><_>$we5#_*uWT8(%1>GrO-NpVHbvZ*rjlwr|txS^<{e2n+|y$1RW z&s0|FK0yEkc9+fbz|;rI-}}e4QI~Hzw%jr%84#JNigfvsBO!kWejv)evT@K3b5Hh; zLEdb2C&bMV_X}3zHK0xR+P^pMx8zo@edO|u-Xi! zb|M(kXQ*_pf*oo1pq3kp%XAA3P+bK#gR7AENcdixd?c5rct_dyEcBfVL9`3bMNTaY zc63sc@rkMykKh;}{p9kM6xON<-}SB=o`&Yr#M$a9PzWjr#Ud`Akl+?g8MXLsrBm!gVei)H#9>y~%R$uh9N}w8{RB8dH3CHW( zsqj)){{+a`^=0(pI+b2deEby|ZwxuVpRGZ1RKp(L-J9LIfyX_zrg^u0kd#+v6p zR}^a0VvH^F@ODhxTL*@`nbvdFongakCT+heb-I{rEiMG%?QHMs2>586>fvAMuP@KY z(;P~BOg`r|g*#s2Wa>X;C%*H8*p^0n6+dU>!Cmv;-K(vF6bns2pAE$Q&?4W1zvVm< zjh_Ok`*SamJqLhhx|-ZGa?A1#uX$lp;fl(-Dxa*Bi7QFMQYm=Y6n@KOC6(#oC_agw zYI~|Q`+~T9ox(IW-IcbwpNyK#1QB?cln1)wIMkvOEh9`*-z{$yz!s{B;KUHwrM~tN ztFjxx7vDK?bn{y{Ky2|mXUEpE{6NKxha&E* z^GZ6CDypQDM#(T8RN&8Qb3Q(-Uz*#Ku1^2I-+4G^^6T{%1oOuYND8WVO)S;TO8!)& z-@3}zXS^JtxAM?Jalnl0^V{3%Zc#lRI+F6bBH{uWLFp|YRE>u z9iRMs>f4!P0S-v_1FYGI=Yi^nwNT~;1k}26 zEvQC66#sLzd0%*5M0idKTR-e|t)1eALb$Twa+b)GA&$q(xcgvm#kA`o+5^hm;`wmr z^pjet%+VYBRQSgp*V<=`(bu0YZ?onK=+s%K>6`O#?i54xAU*)_vqrehEe`iYe6wC@ zPYC2-f5>5$AkX#ps(w5B<*dQ<)`sgkf3yBf=o+Bq^XkU7GLn1GGSoj#K)ZG;Jt1i` zbNxm{^gnQ)>1(zCCex>$ygk{KcKt2)sFUR+`FsrOu9W6ozAm(nq<1-nH5_|Mb#1^m zs9MgC&z-Qsw#T;#MXZ}&k+b!l&!CsOJ$ZAu+j+d%{-{{@@s?eQ8z1AW?TDA9Q4DnOWK)EoW1d&X>ABqyG=6ALCksq0QR- zt#ZdJQGnM-cVxUE?eQ|atOO9EtGsH9&~h$w@wzu1E9 z5Bqk=inlYLTiK!Kp)#CzH4bf2pyqbJm?;1fx5qoZMY3HO4!)Xp_GH50ogePH_a*!~ zRTJs5;l<00CyO3c_+lLxEH@D|YW-#~KQao1O@vz(%*jUx5bOI>@=|cb2GFiUq68lM zXIyqNjAQcPGXWXM0TBL|S6dgw&_xavCqh`e%GMSLU;<9jo6Taw)f#jp{hW6fXHhSU6(&T7gm*D>&j3rRI~~mz z+BC-37B2;5@dlffZKUyS0)%+4pxITDEX_9C5x%qLh>7 zvOZi&7MsAPRVY>a13+#5>|gv7kr$?!bmZ)=smoy zhxw^85F3#T-aj|sJ-Fd88hrh`F(N}Mto<TU!B~F@yN1hPHS3a@i|3Xr^R1_mjAke%YrgN zj@%}xb~Qk4|LnKM$M1Az5zAD8lHldy+T=SfiA_629odpSn2N_RztQ=yC%MnAN^R`` zBISpdm;-6+b`KouY7FpjTyAvK*o0VVYfs)Flw3yCo8!=pi$(&6bTpxIk;Svw67%_q ze;C+C8tmx%z=vD8P#pmjl_SLi(YbPDQGx3Xo2Fm5haD8E2<_av*PV|NBuS*Vq?wy+ zbMv1X!qRfmN%dwDofN5An3IcTP{obJq2|ptiZBXOWr|v8=x(D!M!3R%yz!uRthZe% zaIPpcKQ4k=J&TvF`j$e;+Np0=FeVqZ_}>v`;0N2kLMi}AwO#7K;-q)AXcgii_AplqhCA@AYtC8FNA=Xek4u+H$ROJ&A#L2)92! zi7vAvI;cT|Y0LODsMMIK5(8UX*P<dT;Q{JwVyW?+`q0LBNMh-5#SPV_Z@6_cwu|PG z>9M3?r*GY<*-b7u@((!W^sQu$gsca4ygU8XvwrQ3qoWFUQnD#C(=cbJoFl$t1`EiKe^{9B_P;!JVKTS}dXxLV}#8}*BzfxP^7WSd;xPb5Y!0az*hRY59OJu!~e z+1j6mS&V=BYxK;RSRUwxp^-N{c@oXWIyhQiok_!lO4_M=sMYK4wlx0G&0&`7v4R9q za8O_0$Nx)6PT9Wm#9tn(FHP2eV*5Ly0X)(we$4O!Q@pYH77)nSz|4a<^pi)lM!W4UI2oY zALq0o+YA^bfyURV5SyQU zGt-G&&Pg!!$r5n;r5MGiZv;B6Q7y_u9QAcPPf4MZIM<P@9tvmS!;@5pGtx zs(?tX#CQmLwT2!}E?8A6`j-#p3H{`4{5?^iDABIbsQ{{@Ft*Mq#-d2CJdD}_A!1{d zFy6(YxlVFs)YtD&#qiifN3a0z(V?-(%6&!tV_Ytd?G2RB(EC%J8t5_=$!bff`VGEq z1brLu>4NQ8TgJYSPDKAR4i%o-6}n`V#gXfS3{zptPpg*GXPvPiER_3RCP+Apb(K192?sw zl4eTuK46((-k@cjA1A3<`zgNx@bg{D08~Q*Z!qXC3rh~qcSCEu!;JexfKgG$})VO#cHpZB&$gQ*+MWA{9qm z=U9q7vECmXNklo*7Nu~MsNIYRH4ph{c(kX-CQ6dF!uDh2<U-e(Kf=;7B(ze3BgAAJszlCeV zvrEbt*K2?=_$;k`W>a_vpqIG5#_H#pnh(K9ai*%3C-$~n{?B>shu3Z^1Pk&&HrPCT zV?xh^ypR-`;D=$9GW!{sm!0hK4^0w+*!(;|;0zYbuyghE*rFk@eo4Y9@AKRsIg?68i_l)AcK>7g6H~)c1b=Pzjoyc@Q9dN~y)>)$A#GJYaG2W-d0` zu%=V=mA^D|@P9?!r8@lJBsF;+_5?Fmc!m^R{W-0C_5CbU7Lss3IInkY(vDP}S&i_2 z9>&hWW^qPc&5NwTIuh!CWO+XEXrM?H8tIW}w-D?&rfUG!KpwZ(2*?CnqF;b7yfIVM zCrf7+r9yzlxk!rSjCmhh^%`}~gTOfa@v2o=@t_BrJQ7yQI_;$9+xki|0;HfXRAXv& zakYI#ddd$Frgg-Vd!xb_(N`Q&)I7EK)5`+6Awo7H>*Y24a`yxslk={`QZZXDvV_44Bbu1Qc^B$i`H1zGsV?v&d^1+B_)*q^1C zfXb6GcbG0be*9O!NN0pl?pkSx!R-;42b3q|F_#MNt$kO{I%^a(p3c~PEqPqC(9poV zX5)I^M8btDBmyawZl=ijRg77Ytx4$4cT3PJtDjS8{ErM$tZvD&fsvCH?*O?CRolixp<&j*{yj1r^k3(@@8OlV3?(yV=~q{7*K9N z&pngjbR!ZcH-Ho>31GS==;802$=^07t^ZKkS;WU_wUYGoeHnF!~i?4@M3W!{z@R5uLWorcGzen56@-0BlMW=U#aOM!K1<|Ab zwb21l>=Y!9?y`yvaRe@1aE*>p075{$za4CGBx73+nHb*;_ykg^c$$rzfOSBj1G1X| z6st++iYlC(>I0=r3#>+-o2iXX@x{5%Ab=S5yAECWcV-L_4zQJWIg06;Ue4(axPd{G z8%CFWWv&4zV1}N3j}g8iT0w4RumlMK27wn?aSc?*Y`_JuK9RfphCQAQb4Q)vCUm&W zYTd5qf8As3%zWL#Ff{I)W5%kSlr38=RzR=+XDc_(_WMHT~%&7#lBBkGwp&5MR zLg2KkJhe9^KfP1s2F}W<0Ca|8KUIQ2uu4T8->%=gdoyq`KPJC**f3z811POV5>lA zJ+ev;t0l$mPde9378Iqll>U_0k(j**~7pBGWr6n(veu6N4i}f2|mtm_A*sWQECp~5y9bV~w0|FwQ z)ldC{NcJFeZTUJ(TdHIcY`=4UMO}^6s&AUaF;GLp6!>7dioPrJSV3Eaj1mqeq=L`R z44~|LYc+Nj>wS(yy8Zpgy(&WDBTopk(}zeqk&m3Nhn2}%pF&{Np`I{hJ9KZfXa{e;bvuVUfDQqFzg zynj)zdH6CXm5iN7FMpW~DPhZ5II*58`e+n%GlU?E%0ka($A7@Qc0ed+e3D}p7_8u@ z#Vr;@3upE$PM5L5x4Y-DU)x>r0E!NSa!1jHg=cCV)|7-X0BDdV|7r}uoYkN$m}RN) zI`3mOS*p#4Mt)v`*D2}RYb|?e+6A&6xsOI$_uU5Zy%$<8s_e!8hd)fBHhvtzs=puz zzX*R_rQ8@gnaC4CM%u5I-mr5Vbo`=P7My;ns9}R%Ml|tB5@qEYF)l6Ip7(R#VTEKEQwh-aon!N(&e0hL25X5LG>^X*u9odCpRdVT z!x%-1-Ye8K>3eacJoEi6Cn_pdYj02^4b-C3Em9`r4_%DE{z;H~K9*Ih<46+PB6|86 zkad@LXj(}wLG|#eR7toQj?5<G8lYM5VL)uD|z2b$cAqp9lAwCvVANhD(h+#odw*s ziayCnRPu*19j}$^O&m%uO4acK+no?%28+xi8+Hi!1TI~3Ak7z;GdyR!DtCWWwCn+J z&99AB8)}zblgFrJf0Fkc5GE<{+*ErR+1&pmR>!29^A3}0 zLstbfW*}>s$T$9PbWrQ2a-`cTI^QW+C_*cK$4JiU&{YyHFR3$7-$hgDok3@SmzcOk z97IPxU}p@@l}Kz3FOx84@{_WBbM4PG5Qo*Tq$#MbX8pIZi1{4=Ud;@jx&L3+A|i;) zu-1F^p7;Z=Lgg-+eN&O&R0T3$d5`#cjAYp*X{bB3#isc>2$gu@Vt%siI1i@q-2U{} zAoornKM{*TNnKq}-!v8n$mOZ)Vgpc!$12avC<hG`KCN z%R`%;Pltt3yr;yrQ*S+LthQT<6Ru>4k6?Ini5V6c`E$M<{zdAXg9EU_f$ynT|s}fWx~gZ1FTnxIk@cMT@Y5b?yk|;DuU+q`A~JED#5Y3 z4&ukpEe9}=acoRB0>|XX$qPAcId7;o2(1A!JQKIto#`Aii zWyRH`a7msZ1}1}sdx}Z~MzRfVEvJdSC>da}Y+!Q*6fs3#gi5L&9YR6NRtQ49D`GcB z@vZp(t^s*n2H$vQJFxSr9DU1J?CmgWD`YM7?d$OxXN=jT5ikemkI=(lO*CFWgwE`0 z;<6kn^6r1e9zK9_meoZQf07jGw?|J)qiB-!8CJ}oA8GMiPesLtYH20zx6hS5t19{E zRUI`tQC!&a?D9U}AS~UTfr%+S|NeZ?2(A-hF;QQ)8&;~d3m99+z`DL{0fp1zSvr`p zd!iAq% zCz)c!?|r*dp0BBffNXsuh!38dBXHNk>~K{crWR}+i1%f=qyY3a-G^m7{)HPB2g@X+ zUIk6;l^ki$VnFMZ3?;;IDUc=GgRtfFm3$e!UsrO}U-_pOq?^z%Vj*x(03B8l!@M$Y zHb01pA5x$1ro0qY&~&H@QZTj^-hneG?SeXW+#q}J1P-?(F;Q-U5jorwn{EVZvjl3H ztcKmc6|{7z<6#>z)Jq@8Ztb9}#D&|Eg7w&n*AZ*V-qRyImI4mh_H zvQ&yCXPlJh0VdMBdQt}RYiI!OB(>=|bL}464z$_g5aau&YDj5_imjUPP<$iddyjGDI5Q z+d-=k{168ed$Fy(BciBc1e(9=~*j(SG7?v|EQdD9e&k}~uAe*ioA^SA!I=T0s@F11E0zPKVxNfI}T$U1# z%xqJBQ72m5)pbd-y~!2kn7-&85D2ovKT(kIIpS?MZT6P3ochikxeW#t^zp@_AC~F` z5LI1@_!2#ArL}8eVBuL5MvdXhso(YbWG22XB`UNhLM8_zMH}fwn@IPAw8YCp0}56Z z7v#(;m^mG(X}YSi2`iX=6UEy`WieExP&;BKZ%$^1#I`-gwv}0EeOjM_ay9pC0)KN-mgc zZ`);4GVB^rZ409fk2Oy$5$bsh^Sw<fm!A9rh^Qd9=|Pm8z>f@ z&SpYDX<@B!?)8@CFr~=6l}T!xo;;<+lyPVy3gpX>DWjHW3S$N8QCE8CGy{x*q~r7s z+(~J68mdc93%{=r8de7MB(H zbGZ|@-1_sa#b%y|kt*CUo6!2d7oripJ~z)iX~xX=zk;nbDWnF~yA7E`Zh70%X zV13ApZWZ3}!3^aL^3-{{N+u0|2#uKpZH&VSv09qd0*%Jg9jIH5bofF|3B{L6pEe=8 zsk0k2)w78fnDHlvABfu$$~Sq7)yXY(t#^+JTJDhr%*Q3&;3F5^ zbfx`$FFS>sHU6^2a|L(`C-}@+GM9qUmkxPEUikrh6m9+Zci(G*ML=$Qp*No^g)DQT zG``u@=gg7&Af|TDY%6bW06XbhGWu=gh`|=;He$)BNLG%Es3HSAO`MmlkD+3h%a6@1 zlg4ms4FJ~ifD`Bs7{o*YWA`cws$yybgemn{*eNGg|@SBf4}O3g2? z6xV)EctAGVEB^20z{&dE_SFq`xuL3B*(SZ6y|JPKnaL9Q03BoR)3-q^#InFIWyU%+ zv*8~*tx&&XMvk$tF}4FgY%Do;xlQUy=@Fhr%pU{V#x{>~r*X+a#26crO%$ra850(; zX|shDsp#Oi-l`J$X_Br!il16g+&{mVg32Ts*alBg#I(L$;7+`}#E zN#h@cZ~q@S2tyPY50W2W09Ts*X!8_04zzD#GPyD@D8K^0Y7$J9bp1%&%r?%Ts4Ubk zB5?aAd&F~x*Ya6GWojJ(+$JnWWerOET>j}(ZX{@e8rlf00zvv?NL*2Ykd;xm zC35+*VPy-#apg%U|5_1hf0K-Ua9jscX&y%&)Vtq(-u&S|uQp@MSTYJ2nGONDHeR?$L_n2;67$;{nneYmL z;o5M7^#yK27A4e>^n^%sJi^WQFYDN$b!vgA0msnI149rbr{B;B_5*N5+>k&-LE4(6LT<4RRauOW zw!7ol9iiakB0FeNova0b%hG*^{zm}8Bw$SGY9wCY662c>vBI(~Ejw_q2mgVo|F<5&yX5cI@T1l6;|m)|rl zt=2iYITs5@^^ADqdX;CL`qJXzp`(EbPZ$TR$gEq@!v|H!r*fS4{Zb`0sJuO_DGKG+ zI80TtxyuUkUjFwF<%yzHGWWUZmgI23b%ekk@oEoQ{!Lv1EnO%w$WLJ5HpNC!q)1zC zDE=Ys9MG4Y03)w^lF=T;>-)h6#8|t#9Sq_j>*AyxY{{h|Kj|Dfbh*hkHUpg++sa`c zaS@^K@T^aliGI7yARCtqtR91mn^p#(Sa@C&f&uq92Orru=aM468KOv8m)Nrn&^pb3 z4d^2LlUb!ie0{4wk(yr|{Y>B^|C}PFR@k68c3-Hf7C$ST3sJ|0lFQPVQ!@Ett4t>u z$uLhOaSY?ZvXkE@7365Y zHP@dWc__Xj5v;4U#JrpPq=_(u=nl%o8^!qjlhL6&jYDk(QXJChg0pYXQ(aeeH4>Y z@Ql?}8sHKBN=cyxVPkIkRlxQ*z5)8RkZuBHwqc)8%5KN)3q>Xz=0-z^HT^%eh+%kR zb#$D9V7X-d&~`V%hV5AIt3$;m>7HH`frvL;+)z1rT^g4kAb>V2z5@*&7-^k8dOlxs+SM2ADM#qNP}?U}n7S6w+sI zTUFtvcq^X!#1qbihrhSKKNLX5bDWAT1h$5Ir0{rWad%Of7rM4y%8t*K#FNg9DuMwK zs!EARakZx-3#f{Ht3AF6#N;Pgs0qJ~1(_0&0mvtRqR_my#UEPQOyX^cYZ`G)y2}&eZ_RXc z91Fh*SRih!6h(D6&paukxJ@KhTiO{*brzixAh3b$>KAzJY;S`Pj_7y+Bdu9^=<;YR zx-{6b)z^{#YpDY0W1Y4Vu?2MAFn>;vhdYcscBQ*&7$MN(+KnvCS>Te8udouSPd3IB z71^kN+fzA2p9(puzQ-Hx1)m^u?`6}hpZ*xIleRGb%jHYoGMN3@)Qc*7Ve|Eas!gmq zKx*7&M5M|@a<}+*U~p4WWm9U&Meh1f5@3iziB||dyumQz<@TCAI(l*{ZN9jVQ;L8? zV`&$yEH5KV-#(*g=mJr#ypc`pj`$Q%6}mr&Q3uKa{(D#q5plsxA8lHw9cE--i@t$B z0Mhj-;%H=8h@DEhF_dN#UVGKow$`@i6GdIwb<22(^dqreWF?BYM^lD})_*cE(0nWj z)mysP%ZB`^lZA~sI7@x2d^6> zYVSA=f=V9EHtQ!Au1`km^^Q6AV<#{{K>vx7xT?YcbWTFaFh8OEyh!+z!nM)@arddW z94B#-TP@8LMxt;v$>(k#U|OYGnK!eR*$|>>#7mh9BUw&tk~tq1wh8;+{75&Xv~^_7 zAG261bD1mL!=(XZd8y8Xe+)buL2B`>{POOEK&q>wtV^qhJR*rT4@*jr1!Gt#7hqWU zwsl`sKnOSXqfg)3ID+o)j~ zO`Is6V7rrlk=}iIQ#X#s{?b4l)ySGD_dsB&e@8+5u`R>fXP8PXeG(OdDiyQ?z^<`g zK^NN=@hEmiK;O@3y7k;=#uMObVFaFaQ6W7;{FN+GT-#8KnYaDc84b?JcahorJRB(` z;V}LSteM{=?B5j4VbZ{J@_4~3b+0G-=JV~6)U$Qd3o)a+I})RdK)2Z0PJ0d>z)AQf zzW5*4h!_d{;>FFg-$mwXzQg&3$jiIUth9c@>sH;>L@Az0vsX{elrH);_gIB##%AYy zx@|SI-Y?Yvy!Jhp4C^uC1^4GvuISG5Kda=1S@0ti?xyd*PMg&GKay~G5V5TO_Iccbc%Lv#_c zRho}8#a%-X2*`n_NT{Z>>CQd1xzd%@Cx*{F@ZXpyh%5KueHcO7?#g8i&U*%^XqR(! zZmg+*RQ5rk8bA5{xta9?3RTv}IosQ<0<&)se;5MRe{@BpT4ps!#0|agX-JclE5$MW zpt5Vyf|ZaF-j}oQvP05HVzvJUj5Iq>@@#_Vqy0DW|6@B&0P1P07{{TD|Ln;uwJWN zzO=$|-J~Iol=p(LPX#5WYkX&RQU#QojAWk$xvVx~G%%;o<6^}B=ulWtrs4upY?akZ z#p*oSrmot>@1ZU89>qTM)99pdLzqf;Bj>MD);0`n@rKD`>tS@MSYiL`B=-=I?PnJ~ z8wE?#(!*}nv#EXO0zQxJnqgL1dL5_b0Cx1ike>|m^w{5l8RVk>jeN&6ougfY=^I!aDHhL#xS2G04r_TU*-$aOed%e(11t+V2}*5{gQksBuS?@E$!#y11d5Lwn1*wei(h(X`5jgot%LOVwjv@ z4{oUV)uG}d=!u5)`1fA6zQy{9puaZoACCT@NP>kJ2V*thbD|o801H$c&o+!C#J4umfB+A*E7Qz9}F``{AA&NL+#Fq z@*y~4JRA5JE&!Gn5{Id&R{whHz-q6xh_{!j$^Tl(L>(2DdC3RgF@%%)MFe)ZXKykG z%(sN3oli;V+Ger=^cDZbL%D}LW4Q`as#0=rDW7ROcqXqnbml1LxEz|<0xeBxS7_8m zeJ~eXIDe8fuDkonP{M{~u$we&G7e!WO9(54|9^y)(^n!a zByK_tzQN{)U`sB5su0gow3#^Eq7JomB1XHZUW;hRGC5-8GFqCvehY0wi3kGdD|Ea= zZJI0!B52H!4sKoa^TeN!e~kOD9Bg{pvk@IJ%T-$CfOgfkU@2tINf2 zRXjCV$bxC35!xlSsg)cJ49B8Lq_gQv$r|d8zZ5Nsfj_xg+LPg2D?wv;l#fv&nvWe$ z_lBp#2OWSF__-|5jt=JJ($44xACDMktXgZE%Qhm4E40nZ3O!n~a~*ZC*MQq0K@&o5 zn;oIJJrIaKF}dxTyTao{#-;}(DoA4R0%25}LPQxS>d#F68)S1wgnDp6_?>nsA5 z%MMPd|H{ZwVQkAl{(4ExDGgx085MDL;T*J768#(I`yyj7C{EG7q2 ze-M=KhS0^dFkLKdZiq@uDI3#e%=A|cOdslOzi%#@G3z_j{4K7oDmcsh2s1fCP|+SY zHQU}ZHr?|HP)h|aCyF~(#LI;Ry}_?8B+XgkeMgEfbFrE|tjZ%_14#RQ`Ho)YK&u7f z%lP=Zzvn{bRIjJK4dYp1twWr9s$~EVd7eSAcKVlJYU6Ome-BI0oATJT$;ZT9OA-bD zBGTqYOU0lRuxz)EGrhqz88npgSUFE5zTw@5X^w>MI*mBgDI?Vujw24U8q*p}16*Vi zBx1*^ON{>PV@cA9CW_((O`n%>)lY(IonpLW@_nNoCiRXwM`z^l=+iS zF%~>Jup(qvP+8#WTPSh#PGNEgd31d!^3nf^}smYXi{{BeD(Ou8y3wv99myH<PM+{3G*MdDL%q_^{>f9bnD*D;NX&pn|50K0*-t^Hq4u}v8i9{D8hFj0*-Z;eE~{WFH#18CJ_5%@3vd0y#mku<9-M5 z#DcwCE+^6A2${U!yVWv-2!7xRT}^NDx6p`D(PF;7{vrq;)pI0T0>Sme^y@@ADN2Y4 z`G))<@sR?AS}#D_Pm+%6tURtJGe>!J{l~q809e)X*_(L^{WP=_e!-Zh32kR_7-R0! zDI^qnQpcf(c8tig?0&~>pi)qmph~@oNyjO4ocZIpb${pXMBMkzZ=H5IUVKf)%zhZu z3~UN7H0^6A9xn?QHAWGckHtJ2?16b=R42MFP{J!&u=IdXmFosK;C1CIv5FQd?h{Ft zn<+jWil}y!oCy(?-5wR>kzg@sM#k1@UNcC61d(2~#&y#(G?xq^_zo};=(_@67cUI2ty((Ia_Ci*CP zAEg^F8v2;+wHI7Xf54)5B{&V4GnO$h7yS!Ye-`Q=ioWV0I7a&$HW*k(nuGKA2j~Vu zNyk*RM3nsUtRBF{8?&M7a@fdb^>umrGwMPr1x#o)TbKGSny2G_u5QnT<_OMDN>`=x z=}-Zw%V7fvMguRF8`R#K;X9 zwOZ>4kRlQEXgMm%i30Z?bn%n}bdvdA*`{XRoIBR<3!F>r_T1xlkAR08*6vHC7t~hk zgWi&8rK{*Pyak*`9+;uaqGm#tt$VGaizRbvK5^=BrB+TG?O?`GW0Eny z_}zyg)~~RZN_{y9kXdz|kTI!a9#e=};}!62JGvm9tJbITG?`CFfjb{K&bEeoSjExp zWo)YCn=g0Nm@SMZbz<9(mr0WyPf%#hqU9aM{>T z_q|(8I;BxQ+_f#Ly&mL1W(t_#B0*womSBfAElp$SGv<0g=FSel zfxAi;tiE*PH(snN#r5|2!CLMTK&6A)$r(G{p$BZ*Y|tw8?@NP$QBLxw4mlZPt*!h@ zfeBu9dl3y5S$$54?lAq|+nbrk$|3mlfJnjtYv{brU91Bm<63?Aw$3 za`$EQ;W*UB0_x^SU=-h-sZ1wY*J>TlZ_Cr?oWaiq@g`jA#b1})vA)Tl#j)e$`9bp4 zq4m6ZDFbQ@3ucMjs1IsT{#fo{ncuoc{*cE_W8X2Xa z^sa$Z>Pp9h9V8lJwsa0sc%Ba!4GTf;4<%Cz^>kMsA`gNKDZTsUNcc5=S8+5#yffq& zQfZB`B{ivdB50L*wQ7;Rd*`z0hE)Z-;>kV;twLS1Ebt6<(3;E!ujvuBf-CR_W9im+ zf?Lfn0a6*g9k;Qta*)|E29lLnJEa|iX{uHHmBzS*`gL-krY0`x6Vlzo>r{iDDWY%XSCAVz^`2J{@A9#UN#h1xI4R}= zg7QZR#s$+X3$qe>Eh9Od8a*?a8bseE3uX(R=4^KLJxChuQFAmi1tXiWedCg}zdI7O z`kSKf(jfjPNijYd-$Z({MD!@=i6Mo+SF$|o96Nqfp&|ruNRe|hyUAmA<@Ijp(Q!fp zuH|fhN#+sqJqr?GI%mw{NKt0^0Hd|u<0*n>&LmjZ1KIhz8gdtaLZIvOvF*t6ScswU zg-eIn3nt-9Yy+$8-}L%&szMQ;X_ZUS6Q?Bup-vHoNa8(>{RKM(Kmr#~!Yq7mY3{C-LSVJ@ z;d~(P1iqFFUt_HA7uI@=c5tZDAnb!p9(9}0yjdmC5)%FZY!xuZ?-kl;T4Wwg#P^4o zsC66vYTJLUkODz%H-$rx2|+n4QbyKpME%HC2jx*O_w<8Z92Ka2^eeBWnz54A;jimgL0aY{?QyONstCokH2`moAP@;Gdc)Rw0ud20H9r17j*{z(c2jrKKo zH8O{lDt6W`<&-v|xG#7B3QN96iG4ZuO;;d5!TRnwnW77Gvx4YH*rYn=OHX}Ol7LPC zqHWQ2qkNOBw9hcTsaf)~nl2JenYS9143ovWwNA6tH?7jA-~a!k_b024K0d81DhD$u zX2GcM$HKyBxVD38U@b8HFSBk}%-jM%yMNW<3c2~hwYx!QK_UL#a7EyB$w5o4Ne=Ik zz#RO8F*W+ZMH(SCv4~h!5m1(1EKf-D>ajq={@~QIQNq9lKpB*?)%xz#b{gB8xN<*d zXKC;X_8U%hP_a2_=8-Wsi1*1SclETZcR}btA|WBmh(oT0TUm9g09a85aAu@+YITeE zBJn1Gx9N;ulXNZ^dj2I8IoK4FEm+Rsu>B1p*KqvU0OgL{61L`|=yk-r3bM`*zYxfX zYb^+#UE2T%3R(g*rKKIQ>o+V+iN^0^EGJ!;m^U^)-Yc;-91u~)G8sp9%_v1Bl_>5i zkCtBRa{U^aQ3AFEv9W`~qQsc^5&GPdH03vJ+)epbaj&r}X^tl@LdDoyqfFDuuZ9W?sE zBQFrD0mhqEsx7lz8Y@hO&yNLlXxW1JvEL+ZKA{WMwv+y`K#+{W3{<7ryqIAe90yU^ zNqv_(dQ0dcD%Q5Gcbj)F56q1r5z=kLBN;uaH2nyS|(Eo_=87Ftw(`_tY7K8)3??zxzhK>Hk&s*l}f%q7bn?VDIzy&_TU z)Cwy_lW=bFqe=f6)d=$^q`WV2`+vxORt+-*E*$@t_S*yD-#opCoHCZA@H)J7+Q09v zaR82b(xDhar<{49!Sb}ko1jOuMS^7=YYMOWZ~oDQG^ikEqqNX9VIZFt7|=aNT*~L~d0&;u&TjA^c;_Pk#sXyZ8P&7!n)q5Q=DjS&CpPz~rtnXaAv> zJXW1uSS5~T`!}Qfxdy*2Z!U0!X-6i&7Fuarg=>-JKarUpB02*Wqe9RiU|<|MV6rd2 z>Ik7#!!X+yQ&=_6$2!Q|Q`NuA+ieLaT6GtO05iwt`ylWBA>X%+8WOU%4`McM+h2Gh zuhcU0UhC5M%z=B*Wcz2OOi))hpP~ICJ`rd4!*M4Q2=rkw-A^8AfVYDR9_ zFB{#L`y_LLHF_*RqmqRO+svdX>64{u2jf0>MD;Hy(f|}LuwY7IT%XsHO#XxA zZfx7;SkQHbiEmzz+iIQ)K~_F)P5pbnr!NfvZ+4d!v9deVk4f{Q`c?re^((yL?WQ{r zGqB43P4UUvPSG9_S^H8hb#*3?vZ6(@;6_qg{V;lFT{(3&m8tWtM2^B`m$m?e7cTfo z$#XrTS&2zk6(V))!mdcUw;qp14X*D?=CHmT2dqe(?Wqj8t)q+01SjZH5i?&y16ZU@ zd_suG!!B!)Vwm&W-LidLD`45tjni<|+WJBlpYH-U;I^)ODfGL&WeaBq01r%Ze(&MY zJ(QzE;@zD(FyneE4Aygrs2-~v_4+`3y9}%pF@b=12;(uXx`|Xyxy7mcFgq}3PP=`` z-J9X!))1pw#m=axOA+xHlV{|RajckfFm|aWot-H)`^v%0+5LAA1q2RrK8jJDBPT3i zHPEeaAls(-31uAPb~N#kkWKg>FS2hAlUzTYJ%7SCbdPL)CafVpo&54|Xwzx8`Y$ecgiYzH)|zQYODaC zWA3R|CDsEyoXFJPKnvt|jX4;Fy$#><^hR_U2O2JTbx5#mzjY5?iC->n^PjIpPsQ(T zsxc2o|M$?)OZ#2X-E~f!3im#h+ThW`c!BVvXhm-A`~Z#d?FfmLHu#()Ww9Hl6PYjr z*X1Brx9FZ@ga;qIO+IZs!KJdm^2DlGXlP%Bt#H5md@Jq*TO7qu$~bS?#4Z~uCf@BU zLt}?JgvW#3wB2*TvE`p%R*x9rR$0de9lSHDdZg`N8Eml*^c_Wk4GJxjer!vTI$T(Z z%XrV-*$c0aBFE>Y;Y7UTVBYeuEZuk1DIN#?q3#Aq_4Mnq8;6KVUV16S+$}pn-oCwj zTn~}-x;r00(CsX`El`4z91IUiR8K_UwvLrA^MR=${?eE&ZMp>@*)@xE zMk*TlKLf|Rp>R9xg<{s+idr^*#~=FoZE-g4a3c0{{o;t*6&SQ{dxk-kEmrVbmh#qQ*Ib7Wx4 zwMZ|y=P*D6<&7)$f@tIu%BpREK``GC5a@; zz#3ojk$ty7lOuvi1+w~05?-q|*nR7Tt1#N&kX$0IOg#Le za#}XQV2s;Tt6vkyBnt5kFAlhz@~g$sP?3ko)i(LAhBqMmm4ENSt;XZLK4E%bEmG4R zKz8OC*TYDKUy;s%!kfKHxuM}MZCzKfeY~xvg@RcO(C~|s1NXc9{9!I6(hS#B%#j$u zt~12iFoI;Il2Q#6PoVU@t>wT=ndCorx!Gu3%B{w)tDZJ=uUlXR{zMx(3ytJLNb<$xeAY`sZ> zUn{KdI)vl;aHo8}YR9z1%*dKZG@1z)l&ttl~=Hs*TA%p#>fjG>b%60Ger?YFJ^KG zo#swpu?q{GCUARs252}$&S}X@fNx8f1K6{r-j;gAUgI1xkVC9M+<^K+nir-)UU#QT zohrQ(ClhwB?E;eDNlDolAtSXK){Bg_%13x9!GdGf7@$F1#u*)_BQ;P7xOq7hH*Yss zBI*by<)*mS-)R0{4^?j5srZ^UoADv@s`~5{YqnnASkME&oLn%^-qD9aj(t)`{Bn1x zv0A+tVT1>^ksr$h&4ys^_4wdrd@l@t_ROXKruL10oT~I2Y?D%EZNTmai%zPs+3OLD z=z6RA+w~n){j4L7eMW~fReIZ)xwgVy4NL=0 zNMBC%B6sf!o_0*p+COt1UZ0!}r44y8M&-7`?aaT2F_E9&8*`VL?}QvnCMtAhZe!zk z(S*i5rs2;$8oJQO2iTw1nV|hpYuHJWazL(T#yRoxXph9F=2#U5j`9}L*vc}-W-YwV59Eix<$mW^%^;jnMXQvL2BqzR4WS-+;zsO8 zK|t_Ory3U`^$I@D3qm7s{|uw6ZxgML`@*%BRnJdnY{4!ps8M1a!gfqL4q_J@`Q_d# zbGM1aE_*~>$0>dLa8q(cc1b7-eFf$hZ}>VKqXjlnf{VgXimcKHiWrxfC|&krHd#fF zqtNd=lcFf2`ztP<0QqJxQyNQ!e=5vmaS|d5nFJ(|^G4N4pCAHNEHn@l0x4@l$a_+h z+fTOwa(wqJEZ$GchLqGr2M&SL0*A^3--a3>s(RLo+;19%@KsoIcW}XHr+a*#k9W}Z zRJeEhi`WTSC1imV5&mQPo8tCnnxW$B;}BSD?qs-QAxu)Hm& zIfj->w9881eM-TLrWqf6d&u~OrEA)l<|qLR^$mVOWx2JcJ5RdGDh`gV##JVQ(^+Hm zc1mWs)W#jxl?x^X(lU#7#<-}8(M_c(2Ym?Y0^VUh@MCZoSn|tbqT6k^ck>&hxCceS zI!GwTsz*GGYS=!=gV+~&=AbqH$=i$3wxJcWr$8c!HB_oThjkGlv?fIN)iPyn(PouR z%6>f{<&*eytNc6b5BJ}R9a6e*WC#3^r~5fL5d{|6R#n5`@HpEHX9;(j{?x1iZ;xHb z1i-s)B@*#9O*CuETw~_!7(&QkgZ1Ow4HL!WZNQ4{&xQyx80hh&kol&WF1VZK(XiLa_bt4C&E~Yh7~kpgkd}F4Xu|poEA!diU;eBsdomgR`0l4N+-O zZ?|Y&^x#Q>T?pa?!`!rMoYDyO4c)+Bo|d@U(rXh*i9M#agbE!-Wf$1zj3Sf7dvw}! zTd@rmbn12>gicG$@zq(D{L zF8!!@>LEP$%gpDhsqjwQ^~TqQUevH0s^F?5{{XZbaMwZyu-JipnOPAt*H?Da-xkPb z9Jm)=B6D06j`m`oW=--iE@Re4Ir{a%Q}kp!gTzLWE0~Vzzkhhe=SQ0*dgvCO0>!cb z0awMhSK@e#gqBlv6JkXy6)bZ~;R2J%qhKiTG^BeoQsZb%FBpN$s~#>M>c3@PjEJkK z_+AS;R`Z{BR~iiY9h*@O^9SL5`q%WO{?8_?c_x5-_g!mQ0d_>5)sq#;Z@{{`Ajw8^ zunQ1t7fgz;l4ZEUy`3wuOhS4LT}DyVngnWp&kF0N2cAlv8an?wdGmZ_hpy;#M)s4% zfFLfC5f9?3HXTq{YqCbi5Yr9Qp=9l^{=Vwh7JvZ~G7y>s<#CgQtQf91jc@!2&?AD# zJ!s?*IY+YNj{kK^tf=A6W5QNr7faKl!CvO?4;_^~Jnnf~Qq%99ICjl26wD+ck_UWm zV3CqnkC+&S!|tW{BaFBZ(>{G06qZWBV99MGV7@*{Q8~FB5c<73;Azsb2?0hbsZrjM zLq1h@Y67$OnzbO^Rf?q)E5|&y5$doHFG8)Jxx3-RZRMYR5`M4d6iAN2ySsjztjWS&REB^!p>=p5c_d%9*Q~8)^P95r^F#vmZL}u zf9Z|9+J-PyUHbUq3(p+Lr5NSN!cXryBt)4wr(e68)W|tJT{9d(WfO?;Ugx0{ny6GA zTc0#1-V$Pd8Go&l%ePkjtGJ0jatod*ko!N~KB)SwtQOSA;Rx47F(g40>C!f;$%vz; zF(nLNpws8qDaujpj7-u_b_iC4`}{LZ z5yJmDLk9;&eE+I%9RW0Ri1*|7n?)w6WRS$%7m4#d12=15>3xj`zBD=GEaK~* zi53D04}>DJ2jxfeFI36ePkl+2;Avv?t#$rnf`)3nCxUN~SRQh}df28{+93R?UiHkL z!}@)tO=t`BC(|+Ba1Nu|Zc%9&l!cM4L&fMJw^Tk6uo?tFoJ@ob)_yN-Wj$uN=~j6j zqg*U20%{S8_j22q3IcVON+s!hOHO4I#)N`Sua$px6-XdU_1j4>J*$rT{vAjA^`-XA z_B(QS2tu=60%o2j<@-mxwL&ki^g>mgusl%vpEJgd=gTG6Y8qn?+6pfna(Du#2L#PMYo= zO%jE}^gp<%r)1IOe%sX?P``C68pRNC5Z4z@i5IK0v|00OI-Ol-0ZQsEfgU3-$KTm0m=pLXBFau>`|{2mboa z?)~VH1@P=ZW9R_NevO|WB$6Y00yW3yLz>Ltq`!H%@9tdYn;nr*F>K#|d`qg0{8$XM zd1B_B`zfh6wQ;WL*^jb=CiH-Zs$l@lfzt4EPUm$)X!v`&5DKUqkag_l0bV+|9v)6H zlplwGcbj&$F=PSw z@=d}(r+8#LT!7S=Sg-Q4*#@8!yf2lFP|Rj6UT5BH5OatKp8BS6Y(9MoRzds8hZT*ntiG)Sl<4QtzBKRaE>rym>2|&zW*ydcEs;o%9OXp%Y z4HXU%Bvd@AA=BQGrVH_}h4C_rH`3I1O|v!uxGW5mvDnLh`<|}Jd{%fdm-&o2ypN$G zAyrz)yT#OtEQV{4k-~CUs-408zWFrfC96p=alk#q9jvuW_T$E$a&kgk1)7RS9%hkK zk?y#Ew5I>^{**6MmPdk;W4YZURu90yuNW%^v6-cq)m$w1n~5wm3v+!FeWQKVr#-QO z9X#9(WlOqeGCSPjR&LldXYSv zv(Wb)%eQ^-@>v*xeHYKzmCQloX(vcWstl6olIUS-r%o;*K+JVfeEX9Vy5o^Nj*7P~*adYNrA(e3Ks>4PzKB zYS^#R$rmC>TIB-?US}F*Om~BVUDP^9K^VC5o}JA>3Xp0J30mP!*~;jqLYBUG3}x~vbtJmFl{0|7khx!IeWbToav5PY2$5Uk4tRzd=O8oRKnoO}&j zjH7ByV7=nlBkKvOKqH_FWGIMhrS%+)*n9<3UV=xhd3)XcJf}>+Zz?>o!Irm8G=%iz zIab?c*1c8OMah~s&JtV$GKVUqyVE+kWL?(`vYZAWR6B*O7roEH3Vim2PDkvIbj1C% z@{=D$Yw+3Mfz(7YI|X3%sV3}F(x^EA>j5C*X{;~hTG>sVB=T;>A%6Gnx4r<(?>UmL z*eTJ?0fJC}2z;O>Bw8-3=24Fubt6+dN*!5`u!|otTq|_D>M0nF)`^1A$C<6OJAm>j|qGGenKK*t0`2nkaQza zViXd+3*HQvnaCxCHOVL`19oinjb5utN58i{NFB)Ygnp<vDMrpyMQn$JJLnq@L(7&IjV`f6%p7p}&TG zU7A)`Ah28xzC8~inYV#NSo@uC<-@W$t}Frm*WzH9GD#rXiM#oo$=Jg zQmw@6R-Z`2TtQN(IHQq%aq~-~1tne5Gpba#7;8D|Bwr^8m6D$fp4KD^z3~cUCYq-A zpsAfn8FX42MeYMBJmZ1A0l7;twVAy9v(U{P_nSN}8z2h8dt!aO$l3x6Zmj$aRRjJX z^tP=kLHKYD8;PeyFGM8uzA|+$=+X$To^Iv)SC0P|hPy?k8poIgwd_1hnncs9q(=S! z*ySWyvfI-9C&L|9vyK-Aa851Y>Z>K&nrxdQHzy;`1U59eK9_Q$W|bE<%O`82z;b@f zwIs2**b@8Iel$0zp)(UVjDlg^y{e@9=XMN0ka=PVYE#eiyy+{XOM{joSAzjiP^6@qIr~GF9ER+z`5uuY$UE0js~mRT2{U6cn8JIvT|0V3MG`Hn1KLhPQO=F zJye?1B^X|hLyX=piq-k6qAPh{io6SMf8MkoXl_Ac!ZqrQtu0v(o6_mAP&+6u6bQr;%(z7Ti zP;C%C)np2k< zv#%>($iI;d^aRErRn6bT=pUw3;5e zoT4=8!82m4P$WvS_<)tLe`%6L-nHsZ4->bnmN`bR`OvA(sl`h$^WVH37mQ)>YxBB_ z9P20K=jG!tf1DiOVKa^PY6TVn>|<$k=2rhCB!PJ-S6G0zG3Smr&e3d4BoCfWRbUJA z41I9XRA|`YvBS(9oqzRrjr7b$4{u@p=^LY1eH-SvR{{VVBt!duj9)<9YtnFd-7wU{ z+{XfgYwxxkfaWHZ!Q*EK5*H?+!@nwV2qYEZ)W)cT3JozbnEHlCGSMkB(Q)x2Mw_ zXUlsuf;h*z#wTV3S9@WVT~dg=)XWetL?me1-Nm!~cQojFeW%*IH$~kS+)_R~#o?); zk}zZ;abrF$x4&dXIVkA{!1$I>4JoG|G3@o~Bx_4=pROrM3jHbWke>P`N;z#g2N{Pu(3a+|%YjCQqM`0c!Ym-f>nt4S(F)IQjYH#$%aF4=|T7;R7Yu=up#9ZnJD zc^C5(hetuX&1MnY6h>Aw;|0**U z4cm&g6>%Lv#a-54(T05^NpC^hgIiUJ`d_fXJA~{PZf&R)NTgSb8CLdbq8aauN zyKx`NvO&@U4E2*$V-dlpfQ20=E|dItfFaP8s({G3i6>kj-TSg#hk3e;DprTh%39G?|SKgu+Ro?f8mF9UlNnL z0rK*WagdLWqx4jkGqEC>)wkKK2GKw*Gl|TzC*_ZK8_vN+evlE4x}pz6lWECID| zh1)kyN8D!bhM?I%vDml`aH{)N2s`Fi+F&|-XH_-N(I9sefyAt{(zQuL$6STvRA^V)t`>`s;Da@*CR z`kso*3mi}J@G*9LY&6M4CNGn{QV3%|5QZ*IkgLx`hFV}^1nx065S;>!H)mE8_V9(SO5UqZO#XsR z{(VyZw6}ADk?m#S365BTWU4%}pY>rwrFg>3qu& zw~7XRb5QG+_yG2`uzJH&4G@!V1UeU}+@Cm)%8wq>@~?s6Vt=Sf*6-76duEz6$KfKb zlHbayF^?6H900217NTiT7Kexr? zzZiBj_$m1q(Irz)$FG&Mt;)}3 zrwh^P{%h}%XU=RORJwdFP5$rKv|i4F@|`Y0aVIXd=oZ-vk!+yP7B#!PiwJ0k*NU7P z8JoD6_aK(k(WSo;aGAc|&c0zZD}?#KH42>s@leOp57aO?d==rDE)V=oZ8kMccTf`h zJYm5dNIO@cL-+q^~k!{<~fk3~ARaDvda=8`*f}gN`!ZbF0&EWNrZr6G+{7 zL+M2Ln#-7?3@7L*7;dxX!6IKjI(F<4*_Bu$U99PWryhW{hb9CJ%v8gpEDd2S-O_b; zLeYRJwxvwFGj`KF5S6WClOzF>I`Oi7Q_*6tEZGEjBg9@XHkZ;ddsk`u2|?Ql=v#rE z2y5b;F{n`ULD3g9-wx_%M6>e}>p&c5-YV2MpAe8G}ryFN`a4pfvltfq*ft=o*S%4dmY6eAOt&ERajOB{7|x>$X_)w%QrZd0hytR0+`h(~P=R z{trXa+gackwL==~dgP@5vJ;FtWtsJv!(awyfRbJJO*=P;JKZhvU)*6}3;MAiy4Plw ziY@{}rY$&zuK6gvB$pHf@f&(IGD|wBW@Tp3__>CD6*6MCj%9STuioA8I9F=1$IT%$ z7Cxsra9a3xKAw$9thJH}FK7YaMM=Pm8ShGkc>zHt*v7}mpX2H9#T1;|VlWio9EJ_)zjCv4`kLDD)58o- z@0E2WGq>8Ng%AFnKcXI32C@=`M`Y}R2Gmr&(-rc<*+?qr1JYtYp>z$=e@uV8 zgwiv$b-A|1A^57Qow7m8FoLVOSM1{7>g(Xjy2U*VodG~hg*oSRQJ(m6P$ihajnCkj zI~0u(XvJOT#PVvM@Qvp#V`{AkiHe>l(Y!{O59p+HV=YRTwRyuIV8RpPvg9m%-C7!Z zUW{Wi-kW~)Z1~Lpf=FdD%rm;{F&!-zPq+?|M0&r3!};tXUb0~apS1z_RNLE{J=#eZ z?4IT2LAVkSE0;WHxjV{U{iH)y1b_4S-hMUgxcw6dr?nhe^>93@v~62r=1P#Xu(XGy9xhM}{K{r7TfM&pCK)oP+#GGIr zoH3rSX%rKQ7S~6mR8j0e0!BU|k}-`rt~}*egf}|SVnoQ#I^GC$} zSUN=^D%U5UV;!vA*&eMkzPNs$d?VjNkl`ZqH8HY4qWyf#w{q!^gY`9(21foinEW+9 zsA7BGPU$*9`5M~J5)W19;XFZDU&_^3hJF(7KF58c)Wr(Q48H7)@!_BHoO8#B)Q-WH zH2Ag;B--!Aav_+TfuY`grOMR|5_sNrLuDpUtClFxv$*0sKI+M*>ueB?J|1l~V^@R} z{^W=+GZya0y(1#vtH}kQS~*BS<>S@VkeraK_o?2>)p>Rf%T;0Oqr)K=&DqLCEi7)7tJ ze9&$i?tF@5@?eK7JwucH8%Nd9dk2o{th`N@Fc6co7o0BuUxZP~EI!J;3>I(A0S+a! zKqCa=hg_9$?QU8OWyqF2DIj>54mGounEFQF1UG>@J@akzS_C*+Sa)1UK77~_?^KjM zVA;Vg#ViO3^M%C;E(#kGqP-k{ciNh(k6}~hDvA&r-i3T=8A^h6sw9q5RhE?qd~0H~ zwaHsr_!5M;j(erp5&Z_E?LqisuJw{9ijzyqlC-KAa7ZU2By+ctZzTqu z04L`-%~-1%M^=&lhfFw9!=BGbh>+Dm-$0a~D6Z-7VIzaWq7BYYFcc@GwDR~By- zNH23GjOs1&_?)=8sCuP6;Qi^jOdp38JT%Wb8LNDio>2|?*7)hK-j{!ObYS<@8(Ma~ z@ipbj05)^l{f@$k*t=S(NXp#)@qkHtu=l{o2=Pt=_x;S)XH8s`9t}1eq^*sDzCb=gIXH8X&#Ra=xf@&$;} z)azo{SmhG6sSJN0(dNSo;cSNOL|;byQ=~ouyiQSnn@l}?+&8^-_h~ez&J*~$CQ1$mM8?}w5;@AN>I3lP1nn$nTrHd?Y zD^hyBUt2j+PDQzk2}&)-+YQ;n&7v4OYTY8Vgvdlk<@#g^3Y3Tnf~mmeR7U+TM10it z-yxsjP?QiVNlT*#8vm)@k1Etf#UZPd3s+)UD2r?-bola}#VW$uXqunwdD6eer>-x# z6*?e#^I0YAEH!-MDp!Mbcu0vYDs(V7*L}|0LfTGN-u>W47YD{L8S4K?LuN2bjyXsq zNPb%%2$coHz`phy@y}LcmD%TZ3kMsj$Fr0Mhk}qJLI5h8-*s_`R$VQ!ID_C|QR??w z21SHV!Wr!WHm8#j2ktQ5{zsg0N8y$j2WHm7LALwF1mB7*FPfIWxB|U2^Mx4((D|XN zRZEmD4Q|>}O_D&I)Vd$I7z;V?UP;(aQP9dacR$|TnzIELhK2Cc66$%chR=sr4Ck3x z1hVKwJF+2OQDE{nKGo42OM;)r-g73=+_uhoMg66N!+e^zShwv_X>w8uC`}nZKudeA zIzJ6CljegS3G?JzF#50 zU%;u7emj#ZN-lVwNa`;uTOa@SbY;Mw+~?jm_P7G}dxGXIGFtKDTF5wvH@mZ~wW_ z0W()nk%r|oEJRBDS6J?p+6e)c?*D(OQU-{Mny5V|IM1aA&27=LqCMp+ z4Lmn@4E~^8JN%|);sJ_!T;&^Nf-2J3NM-Cbj@BnlC`*3vP2-L!2; z?Bs)dA8(k?e2C2_Ftu6#nzsl#UdF~=AkIU4Ar=WvTi%fB1y8|Kp|kNF<6_?i_*OqC zI@yy__Yf8BG}9-#vN}V7nbMoN85{D^t_w>3%bJos^}T!a^lKq5+^3lozMLgXZJ^w- zWAfjE;JnJ?FHvff_Z?*fV|*4GNS0B={1y+!VgZxEoWa>RA3(d8w{MLY(2bjyn#kdN zO3YYlJ)Js{kVkU`x-~I%v=+ISz)nm`H6U%=$glu=<_~Y4Jqa#PeB!!mwnzoJLCtBA zpWW#DO7WoI$Qzfzjh9*v7}At$M3w``lfg-atqamAK6sV`^}0?uZs+x|@isGWY(Mv7 z5xA;pW9*dQ@PRFJbtYcByWT!}?pjaw1^i71%Z{75!{n#U!f=_syvg_6(xOZHm|Miu zL2TNP+cL6CgC{Yom-gU~=DV-%%r0St=q8YF9j>}@uN!m1T*0 zws%T>b$h}C266Au72FNWrm3{f$*Ld{vK-iaE-WbwQGE-yNL#*#^Fl2Z1oP^U)z|f^ z-Ty>{a`oANBX)#lryR~~wV+wpp|)YO9-73~$B*Tcu*gcWcm{`GpeJ4 zja@pd)q55`f4@s>hOhIEgr~U^XykNX>;b|W8TI%NBu+^?>zP(yfi>y7eaI}M?_4vN zxOZe^Zs;eLdZ9VEg`g^7%G!Z`@&vi71R$&uinew^h?apc(}t7JDyYx8i&u?8{FvLS zfnFnioNG%_o+~jk;av0W*OXi09O&uk`z_Ly8y>1C8o<%fTvCAe>cG#+#@jjveuKnv zW7Tmoad6{-(VNlj^A8xLQD-jXJ`m%aMrNJQy`c$@faTxt#d|(zzG5c$wi>4>ihe91Jpni!VhRpo$ zKt_$e<6mmd?nEbuw%TWCh!&fM2RfK0Yuno;t+snE59x#)tWsqPQ zpXZFJemrV1l0Vcj{p~hcUj2kWw><&hZ$ zgq)>cUYuFQvK%Y9O0*4WIO%$E(!NQ6rG4t35w;etad5B-D9#a*M~#_EKhMwTPQ@8( zO-|HdXC;m*x2me~qOLP;UyQMSk=|YdUPO=|X0Dic1CU{V^$);e<5{n+u}baSN9uYm z#Ola9cD)*OWxon-Uf%i^ZH)a#y>cX58GHZb+07}@-C@b1I}y{H%(zA_(gZ@JSUGIL zpJ*}Mi#U@_D!e2pJQOOp2i-YJHZ1rriMm&Xy5au~^(s0ieOa2ulQIIfbFpDSFF*&e zGJuzMIy>osm3Q58@F`(LJs0S^ZYQjvq}zRjKZ`KbG?Y;1am3Lov z8ilfsg71I#49dA0xsLxO6>FnJZ}2G&GRP)o8rMeYqL}F8ll=K;MiNh`P%BU2c5fVM ze7Lp72nNQKiO|tqDlQ^+?4+<*Nh{*`XY}9*WJoR|8ZQOMng4^5ogwkUx=v^<6QU>G z%4@X}@>i)p?Y#ip96j6;uU~@4&@&yz>b9u9Lf&jxfrj}Ry0R?fMiDfZ56LZRB?ri> zJ2*hRH?M49g>V%XqN}c{mBA=qj+zoCvs%e;!S>I&pu2f>0FW9T#gz4_zGDu*A?;79!DCY69Z# zZ0cwrolTs>i^;|nTY$Ie3G}R~RA@R5(Yq1e(yoHv;}a4rUJ9C;9UYlDgY| z8sQ`c&w}sZ19_y!Ne}{T*@`PHlS!3tIlzE;f=LR3%7U+~B`1{0X+)g=HFOs(e8x|n ze~iI9JIr~2>;o5Ec&*JsfPk{XgP8GlE8ruN{NHqT8@%cXzIkVa_FL5BA>=++$t9f)&QrH3l-Qkq#s z(?cj-M-c8<_-j^prs!xFcE%qpI7_2U7+v;Pse!v9&JsR>rGw4}uz>Y(=YJ$8AuI@M zFZai?%`r;8&)oJWed7Ss3aw86wopfHkb!?FMXUg`<7nLKm#4WVj6{oI5de{S7nVY+ ztULL0*!s&>Sh@A}HnAR|xZ1*Ar9Z%FpTK1j0TmTYmPw}^R1hlUG@VeM8oHTy;r=|<*e7wQS>yhr#45E7#P1+~8QYDnJp z(xMB_4_ciThs1+tsz%tJwM~cNTJ21D;URY40kUczZHSZ=keqgt;OGjF5|au2dw60A z&`o&jo6--q%)zHWu*U~KdepQ%Ai}+su?yIx!kGKqItN!sz4=rppi-v6`D%hwGKlsI z>{DEpYWiC1ARsEZ1Tc)CWaZsuu3JF!StjY#wg^+CF}->e-nHeCVEF3S!_po9> zLSjqJ*U(+rvi2-D>l`gB z*D-CTkO41rj|Q1=C^rGq^3s;xKxf?nL788L6h>y7L~hy?wr zyM;Erej*#L3G=wT%88*?ZTp+r@&B7oaCgEK9uyLGdABV;f0d>WZUE!(J+*=(4=cMO zvPt;5E`k+nOXhVQh*(kE-T5E`{h+!11iNVE0)}~h6yQ!)7iA3hUoo2%9$94e1F~T!{p_+t4De?2Z1wyrt zFu{cm`L*tUH^&0O|uL%U*zvKtuh|`30_i@1&N|;OKEQcaRr(p zi$DN@leMk!Kg#Cat}(;-izR#@rr~6bA=@B;$J}`LTBCL@v~NrZv@SgRH?b;TlJ7mR z{XUy>E9jM~=ZQac$7^1)se0kp?0Nj3P(~q9T=yQ1PT7295lR2-bY3l|eUkD%&~HaT zQQ{^m5w#SkZiZo4j!{)}b#SIT2eVh8=Cx-XYSaULxWIHcx-=56-H~<&h=quOr@(H5 zPe%e;6!-i?wbY&kwROf&TtLu*f!SVmH%zzceC*1HlLz|qfalQ+;yik6TfZ*lN_YTH zulsG#0b_FHE(!Kj;%_O}@Y(g}hW+{_#n(y!y0n_LP0&r587j0orwgX~GWqPVhN$P4 zD}0kfL{pt12l-Kwi>I5)@|*pgQQ&s1fMb3&b9VP*fS?NZ9qsC_`MbR0WiXVxp;T_r zl}W}0{k6A5XD%}*2=U#=VXOKN@3?hb&vOb1hT0bD%!pA_%x`{~fbkK3L?V-~!f+z5 z1mcwRr2JQ|nasr-NRsD4`Iofufp|bP@_Er?F!aYK;#l2g>Az;a zAj3T=tA0CX*;Fa(z`AZ(u^85Xd{=xP1bJWYfWII*gb$>;dk^nwMvyXd!o5fn8LVL? z2XctvfRQrvnsXcjJ^j}Il;-V1dDqfq_rbJ}bzaM)FZ4HTv*Pu!bNgdLwJ|gX4qYWU z9jIuUurUiyOm=JkT>UohlM9ad9?KAZ{vY*amm2y|yDd^U5xK zv(0xnK??T_@E2?DuBoB0RR7X&Ax3TJt{)k5;5IxEMhhN@|CK1_F+>LnKLCKgz1jya zCN#FF59zEQ%WH~wtHg;d{Xv=|P&>xwBiN#HEjAB!HkO)|_wtBWkHj}x^hkrMUq4z| z3g7r~HhA%!tV)=-$*xjDOUL8^dc!lmw`2T`-6moo2pPO(4W}sXoo?1~Xg3AM1|NPF zGv2r0SW}|5rGHZ7fsL6l$>K|vY%L=7QZKTLP&pLQ9=z$WkIReSI;;Fs?+AO|jw3jX z03N?{hyvFjEaAb3CSmsMv@XVEx^)(*w(W6|=*X4;4QVv#b>(Mf+8LGUDjB*_0z{pg zC^U;JEi5`)9a-lM>ta1J?3L6ALX9+@un{Lj z%(iukvE8h>3m{_H;ZSm|rLDD|LB=}yfQ!s^p^s+Isr8kJ&{&WHbWCN=`wh?TiY7WB z6Uyk5eiU9+R6pAg@fKB|i2157)_|C5!(Q%DvSR$1cY38L4p{k(%K#$C_ClS30hN?i!U@nP(G}w{9G5mm1wF*> zybJ?lcYGv`I@EY=5P=vyzC5U!ZQk5eRRCxd-dNsG4#Fg;zxoicZq^eyC9=US%>$aCQrgn)u z%hINOgzP1XcU8!mExQD+SoFry>^uN>T}iBeW+AV?+bDB#{Tt3(O_fCYF^QQljHh|@x`l#D96faoqzKs`>?zFhsaiDC?$(?X=?>GtcKnmiAv3sVP-vrtBvS7;4<*Q5MT z`(c*gHfwU?mIc0OKq^&o(Z{h@_w}P864#BQ@xt zu6cn?zOfaiwTA=(&$fxguc`+7q!4AMRG0G@*ObMHbkuWn(mf5!mt1KmQH#9%7i*&kY5@4xm?<52Mkv<^|8%@ijV+cJP{vqFYIFrAm)7zYf|H7D(%&)yBdKl`sPtg5O{GWmSQ zT9os@wKBh%atqAq%F?ANvy#vi-qFF*y#o?~O|3`rOPY6AB7DF*XR&ND{Vm4VGJyPM z4g%;(`mRB!tnYc;hd;K1Wew?Ak&IF}L;WQCVXY4{7!+a3u4)^3mP>i#!e2e1{!m$!}jb|kF*%k}mL0&AiX z>VzyXp|+f!vi;a9h!TWbDJ>3ydY<<3tIhaq46(YBxUrJLu%M_YCyWSbvJr`CPr(1Zk^9#;Vq?EH=h3f7F1iwh(Q$2 zBACI`_<|@1p%=hr6f#h%VL*vKH1)VBMX@Pj>QKtb5;)S%NEss(4|p$Ikyl@&3DYsr z^vnc_{T}|G!F}m%PTD}_yX0eL@hN}UBFmq1VL#PvNpLK_kOEcYTb*a_8B^^2(ZA%6 zxPsX>`(*cU&Hfa(aXxz?QwooAAr|p>-ql*%zlSumT$iijjua{HHh#L!W%{`9MDqfh z6vpg-ojxze%k{|Z&57-$ox7{v%9bTpW|K-xo?}j1rZF^XeZ6X8?>wi~p@c%9_-@+s!wrM~3@!liB2vrs`j<{XxW#z6|-Y zZE-_J>%k_Y5-Mp}?QpnC$Ehu`tn+dR>pSd%>%o!v2h ze3kSPL54)9ku*AAEgl)RJO~2_*-`5T8#W%^fDPe1j{MVpqz=2NW+Pu9u;c>Z%&J7R zl!<$xeL(`O8wcK45+-R3x|)OE&MtE}#gsL?HTXQmV$WgCmqJsRHg*K=2duYF9&S)h zLHe-qW{dzGU(M44J$KqSt2N*+jGL2k5#}km zLG4mR1QS&m5s5)^61&6)P))BeRxz4$Y6(%*?RV74KZLt1@BNywyTjQ-j#vnn#hC#x zJjSQf_&S~?;vy*MzTzT)NZxWX|g_P~D}wb8!MY2xLmh7T;LTVn)`M0JX1 z>GTcsSVT*%a8=ci@c=ZmB9kW%R-Gv}$V4-&z60HjYw-XBybL0hk@9?w%i-#W^8G0i z4$BAOG?4-)9Bnm0Gc)J_n{PSwKhhDCJRCrl1nL*bYd!HE_|%r1vXak_Cn;_g({hqL z2>_FkqdA`8Wi5rr-e{N4u$!k@{n^U4I;}IrXAoXlKoFz_C&>~#t*+)x^;Fgx`)fa} z5o~OE7fsV`SR5ZT8^l1m*ag(83#$a@h2K6t2RL?oV?l*FN#o}kUF&{WGP+_>jJ6X) zD+HYgsk2VG*Nm!Pm{TC42pt;b*Z9@oo`S@a(ieV)yJ^h~m8NbMo>9$FZ`Ya!ggek) z;O|HX*%1^P(6KO^q!$s&nj+7=&<+!&X>iGLA@xHr(hQ^I_{sZD)XoshSAr2sHK~#@ z7aGrK%Q#p9kABpcnR^SvEy9!MmZ1Mo+R6eXEG!xvoh$Lc{is(4PR0wDG4 zL=y)XCS5zH;@p*!pNIBC>&i16CN01d3FW@DF5<|!u$k+M=@Au&mtFHN|5TP&PO$vt z`XGFikQR84X@SSz`(&53`Jyw7u!$747Pw%cL&}Bx1QNWmT`PMnam?R)=kbTAazea| z^121@ur^Y!(S9tkV#lu)OpW>X%>_kIourUwS5?W83%5s%-+X`g;4v?8Pc2QwxB1pT z$DaYIp`mA?5XU}M@xFKtQ>;jNd*5@5v;pg7T1Loe$=tQJq%>o1Wr{jZU+Ck$qJ&Ge z3L4s>kW}{3wT(eXdZ_AySV2@tPf$4_x{`J3wS5fR=1F~^!>zEp|Hp!Z>>T>27%$j| ziP3PT#Sj`Iz7o^Hi>%4jZ;aUo?4`h}$KsH@i6te6I1bDLWNtT>i86Vpvr`Csb8=IJ z7af<4oN&P=^DL{*HlGeObxE9D>K}9;GEm)YzAGG->&n&nvfTFhOgM#}f((+TSqf6K z_Vkp8zxVg_S{FqI{Mr_NfKRqK0|_?WyTX%bKn!+Gh%1n@!^p>42CIHPmFHj}vtoTXEbVog_Enpa9eVj; zdg4egjz*34g#GOgw3eUh%%-XW%+0xEpYM*$5^k!(Ci5-(3Q@J4;Aa6;>8wkjTC6mt zC8+~Y*kybGLX|?dlw;ch+3bvRQFv$t_!^60);WpFpugakyJrHOYDrJQ++ z#`la&$fZOPz||0}PDKJh3CI)yP4ghfBDYC;qDaLjbaXFaEpMnySi~S$_1*5k^{p0+ zu_Hy>SZ7=W;0CnyXwpCvLAwE4g{oeq)R3;Ht`PWR%>Dvw5=UIWs-~{zxqJxM$-}8# zQ}LI;u#|w!$o_q8pnMbs*Y`;r)9<3P8n;?<8}a5HzXTWi_;n^q;*vuI_8r#bKXWMS z?%-}^=4zc%x3mBJq|S^4oycLV3rOQd+;fW}sHP4cM_)LM?F%mAcT94He>+@#^fu{) zj1u^W$upzt)xhHDT%C)j32{f)=Yg|j5aO9woZ89UwnyfPJa1$^$3}A%g0&&DzxGH! zd;b#`v|hD%nZ&Fz9T*MS{wVDo6nY}{v#86>(#M6R6oY5V{+?+D;;81K*2us!J)8As2SPBz=nP!^odf97e zU1frfW7&N&Uuh5zTSlC9dMot1@9m+PH#n&fL|rn#k5A^>5-j-h-sR#tIn&6#OQC4{ z-E-dB7n8JKkd45f?KlNlk6-GA27}fg?1VNh4IT;k_#XmyAqd6gAvMKq7%?)2^#R`1 zfZ~oPBVS11O5f|@wcY3>j?$b?3|MLK_{ zM#W)yr?2}Lzp0MdYhdJ88m3VfSfatr5HW_3%OPjGQ0S{ zX30=a!k;jL+yTj7Xv%}qNb)`P$DE>r>DF#CEixXJ8Ab3G!5GsFV(A^}*5V)8!XN`MCy>eUNfQE= zZa#QIr4uSRG9D4_P=s-^UMYjEzqu*)My)eQM;X*I9_`00Gv@EaBlxwT1M>p=i(L@K zAe3>pW(CWu7TE7VnHub}W24$Yq?WItDM~07i&@-mSYN?mG)0T?MkVp;@nfwsuc+*9 zAre5PIee^k8J_N2s+Xju)*;Yw;CX|3ng*L+-nUKM`udd1O@4DmB2Ah&Opwc35@#$@ zINfJ|Nr?OeBZQTza=C3gf9lrjg3Nv;uGa3I>3L81pd*Q$OMIaZ9{|yq%e*r!>1EUm15-|-On6V zc@%@Jl`_LSwNAR2<<1-v4=NFTTVSGJZqmGxmw4 z2q<~a_u~PLbSc&tFP8ELd%WHfMD?;n_aP)DM%C$-fJg0}P&-EH#oF{Z2f~#*OJ$L9I z+)F(A=o@h3H3^s~9{|n;;zi$eP}66}ici3|t>!!~*v0tWzsjau@IjLQpcxLtrSxhS zZ9!4wR4qrL&_o%2IOOFTw3PfA>7p(8C6zNhAr}!8Pl!_{T_b4Zo zSg?|O$^%{webYGKz`$mz(!;)5)^a4IfG!|5lfNJDJsr9V_&}t70+rP?=6(JQ*XG{2 zHorfSJr_epQ)=QaV96B!MjU*T?EjyXCyja!T;tq2iWRNT360xs09X4v`<*4;H)&q@ zmmf~BHr7#KLmYB@%ou?f>br4py6OL5u&18j-)du?nB|Yr*kh*ciKdGcZX?Y#InFJdhQqS zO*VKnS^t{}=ahVA4k)EBfp?j?m@xrJ@c5f4OpW8{G_z}oGI!RN#lUp3Xhk+TvG486 z4j z%GpKLg^=gbTn-J2hD`pn9`UQ{*R` z)_>pDRW*7p_Le-(X=tCgYA`%q??`{Hl*ydv0Snzf3i8^`QF)NW-Ba3HHCpYDZAilY z={of@#kn8IWQ`CO<^};q>-96J;g{XgIGO2<y8M1j=-^x-+>36XlcbSemWUmD; zP`T&=Rv;f{MWQ^*gNV(&@yTOB=yj312{8*QyUu-!^^8dSx)w@PDU~zL?yT5%%y&-A z)|S4L?w80Q{e%EFK*+zT4Sg-Hthh9B#>I~R*?0+B*ckMMM@k05tf#a`Q*YO#BNSKF zOO=Uy=Y!SbaZ%Sa5qsOIJdXgX4?b*{)t@WKa6Z}RLqi{F@E|zK!t;_Mo!^gfCTqQ1 zu^>GB&b7`l*Id9)`fjlAmW$k$cN3T5)|M#hI=zyr=)Fr5@Ccbfc(c8mStCe2YWSs9A0yPyB8 z8Jr#tO9QWM1_!S&5FKs6BVL6++xqw>-2i>#cNQzNokcU)NaghA=Gv>-Ae+Ykb;j2j z$D?1m(HCTNPSRguX}qE}Kq$^^7ocj#_81R>HUN7-0oYj-^r4V)NM=o5e_HxE3qw1C zna+0EEC&7)!kSb?TfhQ`7gc9jFe!AhnjlYpy7Q;14F1+tlR?wk%V7JNuCOAaTfJfd z9nFAq2hb7Etqe%`R>CMG6`QWQcec(tz~@SH-Bobm3r;rh4@0ihy>tKeK-GQ$F}Ensej6U$~-Af zmaZ4R1D^$kYeSSpMbxQZkxzrN#>KkiX9!fOxCvsO;Ph3@)q;jE*9mt@bD)3kJ1J~4 z@+&w>=a*KYfFvzU5Xf;1%2r-7Fifi(?dj^yPDhUKTi_$7tE{&68_o4FjO8M6>skzX zB7EQtv_`gi^9kHv#i)n2!3JRuz8$eSrz%KAoB~6zc<><+B?JKik5$YS;`27h4wYe zs3JQ3`{RgewUe#=M>K$&14+vMxG#OdD7&4b%&!oA#(wd6hE@jx9fDHsHPlWAvUt{N z(SZRwj`b*Wuu6SVOnOOe;I>}C)i1P0EQdUe51MZ+k>|0>CJO$Up+^hu6Xs{<)jNVA z&Ea|R?&OT!%AH>api9CwJ%~!m_|)F%LA$Tad9%=7vDs;aIEXaW^-3wlV* zwjA+A!^D{|-^(N0&s&NpnKnKl)0|1E)9joE2>Ap40*s$6a^}G2orgI?k*dfg)H&jt zX(@xS@_@Vb#h!5kvLd%H1g_cg#FBlmhD`ezZQ#U`XkPlqBLle{zy{53yrEN*Tdhgc z_y&p-eDXFY&Aw6DQ{MOzR)j|T66xNyu}`4$^blh#lJ2x^Df zadl5MR4VQ}IlWlzYz{V_TnKayNR49VM~U+$Z<*+1g-+|0Mf#Hn&c--RMdzFPzux0h z^Qd@jerC@I5M8#k^jQzE zGx(~7jC}jn~562*kxrFTfZV$l@@ixTkt(U$7n0CHUI+b5sC-b9uV z8m4G_(lJ6&Nl4piVVe(4<;JRJsf~Xg5G| z!8lcvcStgU2jg|%#y$T=#wSCSPX_J!7$oFDvWIbhS?ti;1?{8OucM3uejzdMl4~G)r{sAuqJFZ&90e{t8i+t=Rl7gx^9Zry@3|pgRsR9Xch}%ZBSB`@c6A5;^v5nh$39`xwOO zj#kz{opKz_9c_f5AzLvTIx}}nV7`p^06E!i_ItT7p^WAv2}Z6S5YK&$kX-2Gwy>)> z*4_YX{<1Sh^=0)^m?}*bbaQs=+DUaZ%&cYMvdihA60QYY0|ZxU8FN+m)i&QVqgT6K{Rh@P?R7eGju?<54v>mliB~K0y&`Or72yH-)Ufs}%*@3x%1kLIQM+lN2wF(cw+DW$&wD?r!~~yyt(q9O zh1XL`9-DW;gAF$g2sRSTrUE$}wrN!}?oGe^=E?F4dj`#`w{7k0VBz5Z4M(dM@vOlx z1uG-8d8((&gZ7J!eOwvTQy41?R15=V*8>?3jqLbp;Rpu{C0OZPQz2dEAmTN&hz96s z2bbn{()p7vp@Q5Z5}a|Ngyyt#rd3p7a(s!9#&`GDzR<;{eP+ckFJgd-Ekf&+bP6)8 zdFivKOb%6DWZn}Q5Fn7^E7tfV#F$aXzoEkGR)8ObYF0{%Cm4tTB|drx;5Qm5l`y(Z zP{fkd`^pJ~2Zfze8oZyr>LVGW3zW8Y!qvf!0ZHJMzSzBxMOD!byE0!{VP|tm3Y`D; zBOc0Xa=fK;!0hd%?yr5W#NCWQOjjVipf7Dy>=7JVZ}S>9O}0dJ9uFkRnH6H25G($R=3Yw9O*VtAcr(uo zNpo<@3s`mpERgku+MH<@7_ zH>=+-&@11NEwG^rH|bO4-#|bNsB7$e7up~c%SKfKc!fXmls(SO+)Wpo9^f>4FcG3t z#z?Crh@_GH0MY*-VW>n0UDZ6Rzi>&AWr%~fKl)y(X8xyJTIT+IF6WO;y$33k-k z!k&ual!i5sAH}1R9oltNPIdCpaKJ0qKQ$LM;?PWuP0a9qT$TiR z#-3Rw7JvHik9C;?*ZXN4E~55M=dtq>@bG8S36K}X47_hjShGE??qOf=Y`ps^?e*Uo zEoHclcL3tn4;3WupqNM}g6vu(Bf=(|nT7d}Np1W`q)&dg!AomMH%bn87t9moA>da`%y{!2!Y4|4V!&s z)fVTV1`*m}w=6*e5Yl$Xqvnv&A^8nLjem)J)sJYM!p%A-IY~%DvQFCP{61*yTEO2` zl>AqzJrZzz;anl5N7>VDi11uvT1_R2gDp07&TC`dZ0Xd~vOe@>?iO@?&dQ%gcQN+6 zo^`q9CUiq32olzj?BTRpz&a7Cx^vjL!tEqte8+)SshoyRcZGic@^t|&cD|t+$Ssz5 zSP+OAeb59I*O)&240omG@UhjXu))^6rihNPK|knu6C=Mdb3PJ%4ZE`O1b}hCIHs&b zK`m((+5wN%oQc7`S>xldKyVR9O*K5p0?gzls*P|A_*mg=7jts7$ zQWZpA@s&XH953!Sb-{eg1s63+_gKEIkdK~spRq8Nw&6rVNyy4Y{|>Em+2p&f>`Fz# zFZns`I7!W+6rFT=fPxb^o!-6^TlYS{`TV|hDKfll0VO#blRKsd0T+xvLU7lazi?#P z<&l$3L})aj$20orNLB+r3+7~@FT67ymU2N`g6B8ol%V~$0bMINwS~zYWsNJld1L!3 zF%5e7HxZS2;6eA|Mh7(ajduv~@eykmT{(}RouC1Q@t1u&UrJ=#zjmlPYIEe(q^YOw zSzY^}MBsz<$Iy8)YijZwk2WkB*rb>gU=_#pRERdReAesp^Sv&W`};|%_dY^0nCj*H z>H6S28uzS+;>?7P9?HYL7m-&Gg^Sj6#J}4DN(BvH{+WNdfWio^?xNlmFJo@@- zXc$Wn=^Xat?Q+{LpWdqAL7DMj#q6W84_~ATNh<}Bt=n~=Yv;fznwVs!p8&3Bu>kf| zSk9#%XF;%1a+buSjkU>g5&^J9ST?H|=7mg7=||8fu&OFI!A_f+pqr8sGp0x$RdXQ= z=Ro^T@J`6+)h|@k4You`vzw6gBF*@O7U21+ zebYXZN8slvIcoe5Efl~sb}cEMY`Ay6VgE`chA@8PJj-J?q#X=v%m|DgGj!OF1k{P@ zsd@k%dH`@k324%|W6_k$kBEwr(RI9@PYss|r6e!pdC5ulPQ+saajsKYIwfyU!D zS;s@dwoC*4S2(>{e?GMlb4t!4=z_Ucf;!== z3ff@;?1#yGrN?jqOcYE;W&5~;R&}1EI-ZZIP^h~1rdL#R|GeJ&@-(OVusvY$3+Sw4 zc?%wd%y(;7p7?RYtaCC|fEUiicT}wB5+hqw8_v2dcneaK12M z?5cn4!F`G7lCrTk)Q$SMz*K=))0TGZ$eRe(nN20=G(O-X=af@l zEPP6f7Q+}qDCf&5v)4QiXN3DEgD=;c4oy5749-%0JS7M?7YPf4){G!Ec_O=09?)uf zZDcoTx5i8%d!&QN(I0vFE3i%PyIO5ZAsPE|BcK9Vq)!TrYEhuR3-j=A=EAc`c=JnN=?v0Z>;YgWXkn z^KW8F%`p15tK!Q^iTTgTrO_hO4o70&eRW%4XOhYwN!im1pLFU_617#elK8v_J%gg3 zA(xfzyBs%u1O2)QOfm%9@GcANgxAj)c5+L#_8T^cQXF}NL>}RCXB(;juPHSgVhGp? z5Sb4J?!P?FAU{Ph#7hFz#!gp^Y?$jQfZcsTnM&(8gf-9?2~138h^@DU3g1&C)=F`v z==@Ex0@qEA6$!Q5yt!C%jyn#WH~A0MKgfNoiZwSd$GzOcRd4l=`*aTBCH`t2FJ-cU z1*^g^-97nEf|+nNkWv<5j{0k3V-K;T>!Tp8en6o7E`1-E!qxKd=#9vNyYDRu6}8o2 zOEsdx;Q2X3-rq)(p}TrAlX{*$DMkzU?Vce>SCcpgkX>-g@41nqwR=905cy(LsAN|^ z<#>4`8N}3D>6{GWw!<#)8!(i@B@LzglbKT<{fc> zZe%0E`HmC8(W66VMOPq@)k9Z=h0I9!nzT=`La4$+H*L#t>$#MT5;xtlfmT;x>z}9C<^qt@RVT$Z z*g;Ay_ZJL$w?w-3SlVpc46u|ZkYg5w3p0=+OKouE4RDClggsox6U`@Qs|zp!hLo8e zd1O`R$fU%xZFm#*^C}Mxr_5xM^W{kTs$-SdU?lttIrzI=wAf3qP|qIht9j;IDKz!- z$05{Oaj{1xg?F_t9`bj02f}=x!BzAZM}83wAtMg0!l9SJNK-pqZy=xDW$$JAm^e5m zspvIbHOHB{kkv-SGERudjaCTuf|coemqsdfi!iJ`y*d81FxrBzM!0n>dOCNH&T^m!?5!t9ZtttAZWiEv}WC zsr320P=e6wFL23qv9j|bGnkwFNdCYY8c(&DaJ6N7;*vN57UOFDCKaOeJPXtHkF@roBo)3E3iJ6Q)!xGgbDLw)&#r%oqg z@6^5To>0)w5UXorISD!SnpPn$g0G!o#IcojZFF@S*%J+J~JrekE{6G=xv#iM$ z=C2mx31$hc-9=#PvJBKdn-L^jm*uKN(5+mDy6mib8Fu+4m)Ff3C3h29B}2a>|JD8J z{5Qe5%#f81m(rbV!a4z~8o`B-C5-+VvTQGzVZ7>?K--*AP zoofriTBBJ_@5yqpo+#|WxS=*9vDU_pC06ia*C%6f5+hVPaE!5trf zP&pY**^Si2Vs4IV0KH*7=I|o*867*UTi#^qr$?k<^GY2Ii_^a*J3CO%=gLj&p%md- zr85CohB>)EIs2@r(eUx2g0Y>DHee9Y3eH%hQiCIFu5UFmC5^+Z;)hiIt3&~W$XFEZ z!E?Q_i-Ecshn+x6e`1Hr2Fh)tH`~!If;(Q>DF@Wzz>jET`qq%VO{R>4bDgAryO(e2 zam7NOlTT_W9jhQ)r5n6u_EffBv}k;-zdxS`IWG|qT=i!PbbxAsl2=A6cE8{PkH!sw z@{vEX>}Cr>cOLl5^DVOb1xl0%9gtYUw@T(8G{fFp53JjAbv4Y4nkCBxZg^vTs2`m# zG^1Zv{N5}&th4Y>6(R5-o&xX;0Gg!8Qg<6`1G9?{OMka_;oa|suxOz|ZjC2EgvI<{ zuGkS@8*l@5V{BQ}4g1oD*PV#vB{@z@OHY3%SNm)34(5L~gu#9DFM3JpGQ~)OF2tB$ ze1b&3bVu-g<_e^h*YATc%50^TxUTaLBd6aNy3g}3HS}n7zz}UVHu85{NqwosulQxF zgL2wofpl9#xOl}~c2dE>Td6eFp1>cTO}Emcj-izPQJp3xV*eRMZfw>`6Ow@}W>Yp| zN>f{2zS<1qF9CSaw>3;p zpIJf)@_$?+f7-Xy`2d(KYcfN&n#Tit*-o?f3VL4sDGPyPG@=ywaKU%o&##>ANU&T@ z#_<0%O~eq!4ZhTqMvU84VTAQQNXo9z#BN!sG_yRQ{H4z8Iqj54m>(*O^7#t>?;S(< z8-Ju?t1CS4av*o8d3l4ndJl)G^TZ%Lk&^Ku53?cqQ2%hOXE*YCNzj;?UwAngFNOP! ziWZmJ56CRFITVhj>d~*Rd$6o;h-mBkZ!hTH>X`^l(A%-1Y8N_IdafaT>4ajkjZXMa zosA1KBc(~5GM@G3ut1HV=e%*#=_lD`H#g4tL(MUD z(BYxH`RdU*!+PF-BR!;J=xzCIwbLii$h(7=@yWSDD;%2fYDOZn<`7FQs5~ZU_qnU8 zv3MB1bFBl`U0gn^40F)aP66|=C1&ZMY1V>1Na6qW3o;y*w!$vIClwsf5y)>cHNvL$ zO;=Bmh=wzI^>4CK<@XNui=GNr`I`@cRpIV;7`Pa_$#b zzO8&sgEcoF>(V(aXga8iY<^SG*kj!pmL48&kT)-HF_R*vUG%?88IsK<8tPe1J> z_w$=RNQ|uq(}c1)uIvIVvEq>zKi>+e?{-km%FFtBq)V>O6=yCxTyqpTf0<59O{b3J zq5cLL=$31lGF`qxAPMQT19Z%VU={TXs3*V$8aVOy-yEc?g`D??`x+Moh3%NRGIS>AGP2yf*FhpEJkTD25){=DKN9v+t1LO}_2a@FYRRNQ`rN*kGI_@|t9G@O8>>igF&n%bT z6nr#36TRo%y&{`b6Hi9Z@%6}Ua>AUuyM@D?g}Vj?l~t@-zzH6P&CW3d_m}do z-&7ob&6%aA^GxpP04-y=u%MVq6E=L3WD0r}u2*ZoEOYT(v0=-_;3b~?n< z)d{FUP18mEt*j277_E<5BvC5r4f6RaMOov`spI*LbwZVWQY-vM?&ZJI_+sOvRsf@* zQb>s%A5==<7QwjlWyAMt1JU4=vM^Gd1FvMSy7xk{F?d(Mc{k-4?`uDtHl$;XDDaV8 zsk?Rt4{!_UZyiHb#`%z8*+~jZs_jtej1rE1>zj4mJ$F_N(G(rjF5|QO>h2Z9oFP*t z^^6eSc->6sPjq2-i*IlwliK>LXXH zqop-#&@a!xln9|_Ok2E+CXerpj4>tP7!=bZMzi~OMmSE|%38b&Nd$M7Bc^wg;ZoihyGmwCzmN~PSlJktdBdtE^qTaJ`H-b*VFO7qqiLbewbDdGTAO& zprE)-qeCfYb0tqzl#W5zo!A<>(VM|ku;XHcHU)Qrj}MSo00%EF%OwIy)HBwYa7osc zfYcz8HGdK7%H6(0pc_ozOccfU^3GN43=1Jl)Paz9XBxD&T60H9=E}g0r;4EVdhA}PSAIZH;%ySOP+lDlFY+J@UO zjW6Vf=r2V?Yj=IeO0hhn&Xgd8=T}MF#4iG-dm*~E60Z&g1)rrUGrPoyIPL>kSQEr~ z&{u9_+ymO*NjI}S@n^1ChE2ebsOT%~q#Db;58~_iU@(DoxU|y`@YH<=XQ_>u2mI89 z5j}EOQrtWw)9cFR>oK*D-SY}z$vG*>Yj*~-In$_o#=0QBLOWesH|*nuVBI(&U#_J5 z7H5EY9sAGJvcm<=2STdlLkZKn2Fx}|9;nDX56(;PtVEAC0*Ez>zf?{D2jycyAOAEA zR=>8+wIVg&u4$HO)4xNa4g@iv6Yi?ikZs4auQ8~H)hXCdN7>PLWciNSd6n&1hN>aZ zW%8NZ8YBg4?K6!cMa@z93!zBHq+(JtT;s$#<3BWNa@HwDm>C2tcAF_iukDvAwAVR# z3xILCB{%LuCtdwA#Jl?n;o}$D6Jfs5xyMOj))tj*UJ~(0OU3IR@ukEH`=r1F$2+BO z!WfqvGc;;s(P7NbSYSMLSnZEN<2VxAcj9|nz68(OESjx zsAUd!2ziIXa6huTsc_1MVYFG|9YyUP@2VwT-|l+{{Co^|rbs_VI0i<))(JUY9@_5y zleK_@Y&w{p^W;JsHSOuciN_*4>2|)oAvXkSRT*Zz7E`Bz6hkMzUn)_d1Cd;as7#bS z4LrX2hAb8OV=$|CYDC)|F(7G2p$RsJp{;a}5MRhoqBs{TuG6ltmsATjSv524G{JZQ z4yLH_MuWHy&8qJj72p4~UA-`y14+?iW1fL%8T*l~kGW*PoMZq71alYbnI!F$D>4sX z{kwH4cgwfilQ-I+^JsDJnbf7T#_FobuE{34~(78W)r!cVsB%-FV=Akb-yN&P_T$!Y%U0)zNtOft%M$8XBBD+1l zL}fnU^~zikiJij1*%|L@2NQokWp`E-~H2T4Z-hZqGq-s6}I(B#KVs-ST23Di^ZH?u-LW^})s`c?MuXc((9h(pf?>*-HM zIWsi;@}s*R0z1v>M6@rYaEOk0NdY#je>KG^J@n+)O=HS?VaV!dk%3t2e)2&cf+YxS z_&KJVO?H}{(204w*6udcp_)V%HTkEO=>uoLj#N^&^Yc&fBefg>a(3;LWk9AH;l4E> zOlQgaQIl>VFri>tQ_>KWoMf#U{#v}IWLY_fJDVEDLoEjV@G2!q{+80kS!iiq-FdI! z0NGC1(&IgoX-z>-{H&kuP2T-|v@MCYgRgpWr0#i*{TErpuNxEYa$oDD5b&wvlR7sG zJ4erI(UNK0=LkM#oSU3m&j*+8sz6#+q{3)%nDWTemw)hq%b`hmPRr7Fg)Wikzp>in z>eu2bXHKskasaY#*nVx)N8mpu=jla+xufQz^u>&tDOQmM3{JDK`qK(ksOqIFgFTVm z`@TT#C64X6T#8SriX*~K6DUX5zNw~{C|B3r(i?x}%~*@$w-9@~;$s=Gw{~b}ZODQ$ z2^dxV!=($lp(BvflDpxekwxC@s;862>r_&eB(W@h1q`WV>57m8es(qinVIVZcI{?d zY^hoAA2iONi2sl$m^lS(P175v*vTFfZ(#q}oMkn(K<8mcApi3}4Dmqm``;=!MtUAh zk!%oF9Tdt`_92VLVo<u-TKIJddA#72RRN zxQZ~YTyz2Tu47RWAf6rmUWs5w`n?^L3dsZ)nJb!X+nkla(-e-K=GTj%-rul3SXG8Gv*(y7@zyTU@dk>6hd`v} z(JmaUez~E0B)W#II9c80cz^MzvHnxLJU;bP!9$lFSlQkE+61i?Gc6_T-hI69*AP*4 zmW9kM-7L5)^0Wf-1u+jPQV!9iTwlBM+KYfBp=;@a0ILIYEF;-tk^ZB5*BKq7bIfD7 zWlRUsa8s#xG%ADMQ8^eJtVo!`SOt4$A!IJZ<$2TI=` zWNtNCp0bkudWlX^GD*cnh0be@%UEg#mrSL*ad5o^X15>?8{>6EU?N$%Lsk}@ekZ?u z&2VhUAqEg-8I;S(;>3C=IhiVapFj!PM~i=N)AO?+Tya+-5VI%Xofkeuo(K?a$UIH{ z^$Au!hie5H!|4e0m~=pT7f@~547R-IQ~>C|l7BdLa9 z0bL(LO-DubePE7!zPUDAO_kzSkP|TNx3w!PL~I4qYXEP^yz94RefUwN-rK?Vq-bvT zW)!bo)#gVe_}MT|szm~*o%eDw!af#w%yda3fp#V)tYiE|>qh!lKs*&u$S=9%!bYs| z_e7mErfIv;HO*x-rKm3-ELp0?4M+{wCy75oD8nDJT@LK)59e8CVWOjh-jrpk;(-AS zP9n(Z1v9O%m8#Co#n4y{Mexao|HUHQgJejApHjqgNunP;O#IL!G)0 zrh#;%2Fk>PwDBGAYib*0%|n{*rx7YTiKo-aP9GP3`MYVt=lMll3xquCUDQY5obFVc zV17Wkynb)^e4ONR12IBxij8 zedxLfmj2Y}W6ONzQ*YD5qr0eXaKRF?ZgXB{Ac>KNQ)=~=UErv?ofOz(djqy+2FU(V zFujyU`~}TKkNbmB;)`{ookW!%gfMt;7zll~c)x!F%JL|0kI|@{KE zTYh#E{1G4gk!er9)7&RhGKND!<8~+B^lORlQ4yTWUs8oe7V%MmdE_SAeA6x^B?1R* z@Mk`>3kpUXJ2cgW+>f04r_#Q?25)>x#zp$u*uM&aYX;W`5X=yS#ctd>w2jcXn~%X2 z;p7QGCU{{fe(i5cw!Jg|zYB6!+dS%*o$V!|d4z&cAmm5&5i2<(4=)of5EBipD$YAk zvqvISE|N^pa7L@0Nzs;@Q%UfviKkR_jZIhZ4ALqrt;r(|iM}`a1gX3q#1gjcV=Iy0wmm~quW%J%CDcsE|}P0 z!1kqZrSV-JxID3xz^476DOU+h>N#g_0>4~f@>N}CTQBR;^j z$*@hKN}?B?e~PDX4O?gWz^a=g%)!0*vKRwz(NmLn12OwOYsSGaQ8=J2_ za{+T7!E*B$@b6{}VVyzI2#DNYW-^O52SkJ-v43s_%{e2)&@Ac)#=j9|yss$`t{x+4 zlEm-;`ST*J!{xrlON8=|DwQ~g!RI+BU8r!D1nWe;yG9l@a5X6yn;!Cx_VW2`ubsw~ zT*#p~k=bsb@A(;J79t%*dCo37ADW}8m|n4ydBG-LW0Hy7FyKOSf`S>y88d=aIER~Y zrs)PU4iA@|gT;FV@}Dy$Z1k=659;?%N4c$^#QGX22^^G=9*Q5vTH*&GH$CRX5Mzmi zX0VNsN9?8O_zlGwvdZH}O}*95LPYF-)XwmQE6%^7FWB14O|rkH%t9!*8=|4G&CAp8 z1eLoMOcqsB8BV?7WpV6~3(Vdr-DwK7&H)ct2Mz57FRyR)eng7K{XR zahB@nK_nq?ztOjw^#uT}B&i->I{~&4{rh23--n4N7TM`kD(L;KgRO_>obgmBgdWXo zq8qv`-1&epXfo`1tOq&Ly)njFN)mga$6`MWioVm4hKh{>j;KeH-^8LF*&Vqu#Q@a- zR;w}H&$vx6xq^k-&WAL{h_w*8eWHEElY0f*=ebICA>@Rg3+>>{$b^yHs|Sa$dJ?`dCtT7sPCEFtH7@L-?3nri_MUe$zC^}2NF4aGCXcD0VzIR-!%Z$G+21nFC5D#0~n4W%^s>r#p=_vP z@1S>$(tj-t!y>g+c$XvrO?3DbdUenSwop`sCPp`ToNN1Yjv2XIiL`KWlvJZL_TS$; z0B?I|_BDBjcx74Q(vB-Fa!q2gw;u4(@gO4#1)mTYM>Ou*-AE*Lc5k5KwTlJOWPqeoku zZF#)s8KjLJ1!t$soz3!0(hGNlmlfGKB7DtviLiI^$2CJ<{YRM%8sqrg!j0>DDII)K z-ne>!)^7W%-;X8}XNV8kOGfdCKqK0gszV5)2bwVCX{b@L^fx;t5WNYYl0-LP9HngK z=Y(tWBk?upB6%3{BGWOmImA%?Dw~)YMvkhBO)v`3P`}s&L;e+M!4&i!nbMeEi|K3{ zMGBTRlvnh^cmf=&7=a=U$qZ3NUo2wY5g8)cot_JQUZYdM7nZ9&OF#NwraIe z%=*8?0r`q)KmMfDT#gxo1DMq+00FHRZ}hPm{*FX)VZDx{-J#84IcRF{2jvH;Wr)MO z5F)kog+@Mq&2Q?T{SFn_X}qBm_4&1H`oCOnyFs09)|zRDP0lA?`#o2ZvvmDpcROY? zR>754!9>zAtS7=g6u1}e2d$h3<+6KO#i$aEJ^6AeGbfYk z1#dlNP!t_k@m=XH8kA8M^3XxIy13RF7Wryh<+er=+Lp3=;)eF&`}%y6!ywYj$4nX& zqSww1efZ%{PtnySa21=L)L@&^Gz-Y=g2k@x=i234^06@El2--bx}MFNC=!()w>N%M zgV8r4WUp7KvQBH>FS($dPgk5_oTjrVfQ31?l_@^j&Kk0n$%UC{SG2Tn2!mOXI=J@* z0-i<3ts|>!pZFC_cy4)|F)UdT!VjLGyuX{!IO%1IR+O3EYQ8puSH4IA;);@Ch`KxR zC@RN2e%!_lb>`|>+xTm2C90!lQF)DIw0C!~%IR+bee?o#^DmunNZsryuVwNNNN(_4 z->62gw7COH5b0SA>Y#?SE(XLAl8}gE_UIV)?4%q!F$@XcF&jmQ$z->kTIE_?C$!7? zdV7;V#Ej=~b{tLElft2fe)t<#z1*%G?rBg2(|W^hctI9XK5A=$@K^)WDO&x^(y>~z zWBYv_JzP>{vt<65(bQ!h3Ajzd7!0B7-B<4j2~<^f5m%D;4_0RKR^qZbX_6{s{zg!l zPBi^{si0h1iGbFlJ-q_$*Wx1~PS-~Lj^|G{{U13VBPQaNt0!|OcTOua+MoHpQk)tT zk<$)2_0i$x1-oZyFe}P2EKUrCWb-pX>Qm+HhNusUgFvtFfQ>$`=ny=bmZlvBk?oVOC{eSA?7lQ25k~=Q*j?ru~=Z=ZMv7(CSW#ZdSt2Eul7roD zB}SmM1Ur07am3kP2BsuLi%YzufBpr%MeAMV?}3Z$X3Y>x`K5gS#6`@)4n{n=!zRiP zgwChM8PKGUt!7xJ*711Oa;c?70*?+yoiwT!038%Wj%KB2pGawqwCqsEwnVNCqOjFEl~d*$iFl)up@# zDPQL``c^n4gm6WB-^B7b?3S64yn&hgcbpj(P%2NFaRkOL`O1Lj70TDp2kAzNlgqxJ zK12zJo?>@Z6tkmxH)60GGkmbsT))w|CqRL1y}EKW7pzx7G><;MdD-d~l}KG0u(-RN zR{${3Iq&NnPsI$&Rr2lOq^3E>dgTW-&n^U5rr^7$nMaY*qWUl;DUGCw;IZk&nW*;E+WpP6z|~(NNl#aLJJ#QpHKk2t%veV&whYL zXjPp7Q_>b5G{FbZ1AlME=Ig8aUZ<~?Nt5t`Fu4RlrQ$VQy%ddFIGMBx?39gVe@$7Z zyEV#!^$jUlaO>d-W;hE?&XgHQVizjhbFDMIkS0T|aZtzOjHQ@ugzYqrS1c!2m25A{ zQ-2C2@H!01a@4>SB;T{oShh)_fN$4uEb8gh?w)cAln0*Ayqu7g{6fWQkcazC{I%D} zkQQU}wYHs=ebM}8dksE6<6&X$OO#i(ijmX1XjF+Oq%N`78Z|LKlN(7=v5HM0#!r5F zhJtAOf7Y5jycXCevT4rb7ieJNdV~~N*eckibv-a8%D-p29Q4f!`(qK~xT8^O4<;U( zyDxahIaLKW{xP1=ubrGmpz|g7R6qs(L9Wx1_BX7Fd!wWc>l@O*j_sM|)rFgeIT2@|OEzN|JVNfXrwdZ^skAi)#ejPxR9O(nO?^yz zfx-w48k`5>Zx6(vpkof0vJYfP(IEPH#kIKBMG2~rMOLLxuGz~@fY{q-WX#jWmppxq z^p5Gnq`N6WRQnFf1!oIZqP9T?$ujQAmSozbZwff(?6=OLm_6n5fajI@z58HL4N7Ve zI9f{JLl21X=o}%#)W%k%f1xF^>7i2RtgU%P;nV_3wQVf%JA2uCZbRaEGd@kW*(aS^ zjfRe@S~+BDU&{2^kY>5%k)$dXiKqdX{eyWM^^0Q~lQ~hJD{ME-&jBJN$Xl#uEvP+) zN7n7FaHju%%qedEuyEwb*2|gp^ELeJC?*)@Vnx=n5EO&W!cP}50FV{EB#`S3`Pr2J zV=}C59H~hf)-Luerk&K;2O&cxJ%8oBXmI@rT<-s^)kLJje2mmS{(^<%Ljww1Wtr+- z_t2NJ_PGUDx)6>8&wzZMRxYdO6E}P^K=$p(!|gTxmmgeFy!ItvN~z#wF!p9`Lg?DU zt2^dM2O|K@xV4&X+uasy9X%o}GL7A9nmw`gXTdl*CyXisz+0yRaZj#>+K)Un-Wt(? zQY5+*-keGhxU(S@8y}SYX`vwuBrBh(+To)+HNG2MCLMwH{%(4n0{W;o8eztA*nlm*VqQ%^a;pzY?0d=JyIg&3NJGQ zBmW=4?Ul+@lPf@p6Qiav2-5LlcYOtN2i>|n7NzKp*Hrrw;nYG|I3bT7afV6dSJ4NN{>t)1B;XtmhWb(!#y>L&ETYR2)Z4c;Rgb$Qp5!vl z`n6Hy;9UJ-&Rm}iaQVT=HxU}~hxZ`b%8vb#Tfm->Zj^$dN~Z=iy|AJd z#!oSb97SVD!3-_lQ6%^}upP(DCWqWx=?w<_bHHFw$CFTSXrAw}x16lB*QL!5?8@T{ zBUzeAu#4>sBZf6{xXvn7-yN5!knmrzDzo z?nIMW5iYO`FJ&6i*6_|a33TXnKh*9t9^ZN-jCY#zOJ6-T&Dl|OU4ZL&zzH0?h_tR* zL#zNf`wN|%zjKjKoX;SMv#(oqZxaa>naW(YFp5&xODVsl<3A=D5yao+Qw&JEmFeje zF9lkA+T~pI;fZM!E^e+$@MB_pX3in?`s#r=g_=4`*`QGJypw36Z98ELMoKOSF%`JX zCw4gBg@vFeNz@?e?X?YLSv$ec|HKaeR~@u|GA14zn}X()Mgj`xo4qvWjB5oKu1+S9 z*i^+jpAq8%O#`*NM!)jBIn!qHTY-&uR-JBXFFyMAVG5F@mX4^6zyxO3ZXrJeT`40X zXVPGI5*jC?h)%CazOM*lb~8KGN2##vITinMHHG}b;#CrFva+Qy82C1$Y@~7L^G@H= z!IVyC9MENF%|EQlFFRnKsa5E1QoLSk1!kZ0$YN3mv^X>KYBSo?{7^QmmW`dU=?Kyq zCj1_x68yPN@5V&l6n$FD5Dy$R(b{p<7VEQ*Y#W;W70kOEE|dySKe^PP<0c?m{vAYG zw#L^5XKh2-o}7|Yq1f_AHW7vXq-xsEBndb3ZUbv@jyL;t9M2YJ<=Mz)=*$jF#{l0s z1pzu6*+z1EiBU@tlq3BTfF#wA4aNH_koZDa=8e=FVC3$Q6au(>wzel`5Q)yYHa8om zJFM-(>1>3R^N1S1=pLwkuH8p1rkV$X2usK@G}S^A+N7;+FGs$Hao?Rr02c^)43qb{ zh3X^>)jr$e8+_AyK3Hd3`IFzJ_|>Id_=a|sjM|+7nD6y!q+35?T)gI|gA}xm>KC(e z_tTA;c=U^;un4~+O${E=1t2}f zW=5&YzntAne7Rq24wZ&s%!$RUAcu2zv)p`=D;r=>@t|v`B6n@8Xj@}fv#1TG@6rMpAY!`cPfnzkL!l#ldSz;|SuB3Z z<Y8l0(zr-Pn7m$(Y2X^^ubApK3mxj}dEY)R0YWnAU zZp~e{7wT_qpKx~^PNQT{uQAT}E{u1ta{!`;DI7r}rto8WQP{HCZC7YMOB{jLRQkzN8dRyE)LmVW3{O|BgB%2{I`qdimesVj zM}{?C@B=4rht)1pFR8na+Wh%4hahh$D<&hh)wmPrt9UjZkzdC`fYn{@3W}*{llJ+F z+%O|uz2JlD8m60j(%s^kUQcV&88!r0d&aZ+Z&h8HdY_fL{`~erz@qJ{56;}I zH`#z)$k{*K7KlpY<=hQ?|4>GslUjh>WZ65-ZiIe_Yf<8+ zASQ@0MK<=<+qe;!J_|U7Mu%xbU1P}AU|F5eV(>HsjsDNJx(>KY;a}jC*E}YnMsob042c{xFuy-`-1roNkB1*u4O5@UJ$qNzLc$ z+j1LUXHA7%)BQroB6}De^0H=o&=JOf_dY@@=u%QLTN{L|l(4JU13;Y9p%S;e<7Dt$ zjbKDIs_gPeu4G4{OP6{g7uPbr z&K9nWaU{8M9o#|q^_+l!B=<2ch>N6^FP}>$U+U(A#lmE`IV$fs+wAeXC|3gk#WvdB z%{)-k*CK$`gQr+T!E^oeg|0eX;($Yg5d%!X8u7>JU|WZ*l{y&JV_JE$_jpHD0)Rj) z<~*Vn%KX7rtdGJ?^pAc|eC9Ol)vx+qo8NESwH|njgF<|4^ z{F?P@t+-s!JEU9gbqi+z8coiA@Q2FKQS{vsC7=b17|7?i-#7|2ElCX)3nsNQwH_gW z5!*kOrj1>WW~eJRMlWV=S3?_3lOSyROZ3zd8X6(>cl$U*_v&wX2SHW$XwV|arR}_oiy zQ;7Us%0+T2eWvr z9GhV%+^7mEqkgyD@Qz7@R|EbYY|ZXZL5NsxVRf=($$hkZ0uj*8F|i2t3z>{V5_54# zIJ-%D%d9x;_In~mgz-D8CzEj#1u47Znd>RZQKqv@1dpG6d`AKrtn2QxoBl{nSI@DM$HeQ|v`gjX`|7;IT0o5mKkS#`80f^bX@N-3 z_c1x`bfDl1p~a>vMAl*QIQ}@b+?k*%)EH&f543PLdbj4n>854I*~KfAET%|8oOPR0 z;3sNtga#SCH`ptj|K+CyK}cM{FD>y8npCjoulR*0hwP?jkO32#jN~2-0V8t1V0oFm2Gv1AJJN@b}y1q*BO}PsR`QP!%)U&r#19F!qlkpS8TeBVM=mSkU1E>}o%M za|^6lfQtbkGXOhgV@;cJ10X~d!sNar*(Kt;nOI*1cF)G{co9?i>de`}Wv};FEOE-S z|ERR{oda5Su10Gw%+)q@u%KqsGXjV;$_3acbIr6KNXSJNwoI^_^C3VuZ($T5k`mPF z(LB4t=)T6J^^*RP9^qkpm6?Qrt4j;JBgYs;^qSzrMBeJ7ZG3cLV#k2DRI;F4G(I^( zg7N3Rlyv5=Qfoi2j*$9z*9*ZdY(@R=6BB&b{r#LX?Mt@I1bC9tq?TM`h(GU|>ZAM$ ze!9t8lEn}-LvaNhIOStLcJV&Z73CkFr$?B$rt^49YCD6_U%JdNlA@#=)SbEYB_o^3 zf%7X;PP!dC^A$x;3l&uvY~0F_!7!nST9hgUN01KhPFQ@{w`TOG>&p|N2bp*?$(5sh zt1@{!G#h4QA(;HS&acuI_Pg(de8uk9#P9cmj^QcO?L%~k9bRH{xO8>8&16F4o_lm? z8^p1*rC1JtY$f$}SUpyTJ4ijZH5}vMoBYgsxX-!+_zav&XL3nSAzQc-!qQtmo|iV} zMaQ|Tr*I9u<0r=j8sO4bM(F5>TcLy&d2Tu(5wah{>l)QPl&y_$TSVXYs-59Vr4=IU zX@rSlycY@LZk~fOvW;}ivIR0Vc$2{H@~;vVjZv*O}sr`uBW7iJca&Ix)w#G57NR zgQq6lR(^Q2#llDaNByf|U!319T;pp>zTZLg^z>kkQ5kvvkkV=~z=|*E8U|l-w>mYg zTE6(bri9>l`#;KAZzxM1wgt6(40DfEKNeY>mIVJh+~5LD)5D>*3U9`I(uiKYp(w0{ z&(XWPlR@$@tLJP_T*CK(@Fow<3q>jV*i0+w#i9v|1DBa>{NrdcE)*Q;5cEW=YfUR) z-O~}pfLu^JepR{>$CE?zy!TO?HL*b)!Y4=vy}#n*r|jy^Av?tr4NN&ZdZCmJbD?q| zZ#L%CqA?N@9M0wRi4Q%25Lfd!KfUdsZ-jhyyi&##Aqkny3^&=#r}$Io+2ieOH1svS;8y53mJvf<)Um*)RNT_vN@@^`L$b=KSA`lxhqB5Qc?-1ZB4am ztHy~h#3Edolbh*qZ-_5K&?X#_jV4rv_XH?yJ-H^!ka=i%7?mnV>9XCyNucXeB1W`t zK{QrA2;=0@ZLR#KU6!)HLAFTSuSwA2^xhuD>Xg!v`T(=<4LKc;_(i%kTZmcb>yT?u zQq(J|h?I;?7PzLeLqb$?(zjUs+zkJ{+TYVy};NV2_Ba{I-%!HB#xvX>#^q6ZzZs)fmo4@ zNMbCeZM~!;VckD!s-^r!pz%guJ24tEJfd-;pX0m(ZM<4155VWxM+!3vMPgPPXqWH3 zBZ;@KHrk;Pj?J`Qd_GlPGve`%{IDhD&&q#0W;r^8HeB=uNjmgGQS-7`t`lH05A@Jn z-*9viy?g821AUDLdD<2*ko6}*O5ofK5Y145O%k|zIvPBBM29t+Mpd?GzcoqMnt$b6 zMR@1^{hNQL>(2vpONjG^M3hm&Sid^ou4GHy+J~B>0%0mOO@AhfB_W?#Ch#Puj<@M4 zQa~mmuhR2gqJJcpgpocWmiNKQF{Mu+x){E8=S0|1I5DGK={um+Jshpq>2)-85|*~Q zpakXOkXzTVIhg*w{?O;Kmp}sB2-Xk&HZtFNR|S1l#`zbnjn)4TlARB(lrmgzC@=XH zIc2HBR>mpNS98$o3~Poy?c@Vfypxe+bsvDRBO<_vXc>jC2JylnKogP2wV)YIEES0u zyp<>Qxx^vU9L-nX3U7)4pF`DG$mvSY=>ASrXv;ZytB+`vG?ACQT9;>JS*u@MmvkCj zK%C0~*oD_}bKYMwx!>zT1Cw)W_YWm}?;4=bOwJr}YA@d}v!)Lvq27pqw_?BGsHnd=>W2wzRkIvy0? zkkm}Q`pX;PmWCA>EYRYAiQeZ5R3?xx6vGqhFMY7dL$2KX0(a5&E}ojO)nXQnWzAnp z`y?qopp~}d`0QS(iA0g7I8M6)v<*$4%~5ei|!eAE9 z%$AXoB*!D_9x)5HYJ~(Wjg9?r+(;p8j%0hey2_s2?2@nWOSLOu|2T2}Ma3DsT8pS!XKEuw9ikTnZyNEpB#+p$XD4h3@q+aIlF zdAltLBMq^c>ijlVIy^A#KnNDB5#0^IPo71wp7PF4$u@}#p*4{`C6#$2Md?A{tMlrSqC5s40s|q6dejCu(Mg>RPJ;r+Bp~vZ zOmp=2qyEOqI6pWhFj~k#h-`uFk#nMq(M@rdef)9BKthP>7*fIHImj`2vBsH^;l!Uj zJ+pq&$PsYv;GvNx+P~ZRhg+nX4f>0tD_Ls3ziNSjvaA_li4%9>$U-rr-KGK0{f zdie`K@m48q^%Bt877Ah*|L$Iu@T8fAH8s->2xvwJ5LpeA3?Luy=AGK2oLbgl#p&=4 zVD16>A4^>0Dg0Y-P6$`CnNNlN$@lmP?-SgSG8`<|5ia*GZklk0UYeW&?pt4CUAxa2 zPn&thItbZH!Ie=}dWgVkmn^j8#p4vti@1%&javH;>&k=aBTPO?6^CR25U`w7T}OPk z;@$?aeDlFm&GQW@cJn3QIO8>R#AKucPp*vaO^wNJ1;x2P=ob_1Rg-x(k4-Km;5X;> z-027x*n5HOyCn-zIu-#d*HOqj+a>%yeOH-ATpM!_A|~Uj$hg>nEo#aHx-X_6`kSUq zF|*j(m_Jdpz+4GA&ffV$MJbY9(~ZJWUDy4AyNaM-oG*5_?m10~eXR7}EXSL^p-xZC zw7r760{Xp9-LB=aT-`I>tg}@F6QbSs{}6b67Xi|*Q3%QR+3i*_S^rJw11+!tezsu` z%%HdVkwt& zdl2|0lluO@)?m-x-n|xgw-Q*jdL&9?&qc`}uvV2cUY^0>G={(;a%vwi@SJhS*6Oeu zK?1469-YpsV63Z|_kP^ZBE^VXsWvB?1ZRu!z((tLae;1K-J^V?alcQ^4XMoBy9?mh zZ+JMbObVQJk=lU#EggxGq(YEbn7t9R(qeh~l4$6CW>W@^J(A-LQb!?h# zf1f0~s!-sEKI)BpEi@Kgd!0n8*_O`=Lgg5#%?qzqlB)4EBpus~_bqkoi@_bDC4mK) zmofX4aPgS>r(!Vd)Cpwe<-AO&;}xD%KbA~ZKqY+?G-7$6IKd`x)d$z{~a8?>vqY^1r zZezlRJg(clYqG)V4bX^i#FKeQHW@4)R-(@Fn zliUL5c_K!mmwv^mZ3D3%l|F*TRYshkIheD)VSt~+tT#rj-j{}6WE|sn_x|u!hbmj~ z&r?zaLRzyB+tdfz*k=vK&!29(GM%r?m>b%qk064WBK0L#+buJJQbV1z%B&WRUEY-t zI7N*3d-I+8#bs19s;DIDs&B>lYf1D#&!5*LsJleELc$4m=U~G(Nj~fwFuBz~n(??`dK2XDlAua5(Z7 z(b0R@Lm3f>-a9T$LeUH`Yn><>6ll)u$}(LlqnSWt(+ZKF&9w|*A!068(Ga}?mOrWTg*0K1p<3U_i$B^mYs9_HMPO_9#u`hw(RJa@y zKHx@a^~*Az6j`#YD^od_s;VqTlg3gvm1%#|d;1L9NoJ5xk6?r>+@m*5n&?zwXRr>6 z5*-(_CRf#_Ly9|ojSH(M6pT;xy(-frz)sj94=$R)`n$y~)Y+@mvX6jrpgyP4W+e+A z{3IH~O1WrRWV7{sIcO5>5JPr&$7FM_|Ha$~Nqqa*eJj%~zPv4cy0I8M_k5JnE-lbj zMQFdwtm6R=ElbZIJKGVA`vmtK@~|6Ex31VDdF1w9rVQG5EczJ&a8~^~Mn`fy_1X7r zpmEtBXh~Nz*d#dzdW#U?8kYWV0RtfWZVXWS86$zR0Bw`InZeu^{DO$Qyj1^tQH&d? zJMwWAmcm+2K09jIYGRlfLCd?CC6>R8^!~tLuZkrZLVAn!^w-uXJPOB~&zE$mz%DMt zh~tPxLIndS(i!y42sFYBvhP*L8)SZbf|RTE6rC3PayOXNr5b`2DIn_UlK6 z$2VxE6gX(TCeLXbk#ko9y0mdh&6|C!Z9L9n@3QtNHV92O>Rl~v#|;TL(3!i@`p^Pm zP0U4>9dd*Qy2D|GEcjO5qB(*1;qWPf!#QKVE!Kl&j<-3%&*J2)$;u1eDL|un_A+gW zEOZeDRAnH)GTfe{YVyY;mK)CH2@gVnA+R=YRCxgmG>pZ2KoE7L0T`)Z1_z~MJn`Q( z40!=3h8g(mBW=7sr}_;NYo@F~;`}r}Xsr~_n*=kVK(VB)Sp$bkGWUUNKqt?-bhcK& z(BY%va7Zk+rkI>Vl(L|-RDU@f9;FbqAQVPiuOxZBPDNoABGbgj=F1%XRmcc&FoY`A zflP@ops6Of|I8Go9Jha^C~X^)m`?>|bm*;c3_#7y}1{G;%o9NQF`$#;}fU_QW=IKV$QGhNE>#YyVil zWog>eEKupskDi`-+=cXgQz=!TGZP5oNe!YaI>l0qD;SRn0CK7tLA7O|JU0PtU#2+i zk~*07E%~`aui*<8kef`Z|G|nuB;c2xB2Xt~g7Ly<1nCMK zeXJ5^VktTCl^T(5JfYCPgS`vLDe&ji#p+1FB}qL#shrvo9U|qCk{gdHP3goXa1L#X zK_ueRd^QxH)UWB1Wg*Hu$)7_T+Ki-n_$aZH-)dk*am8ixchU97m;s&1v>x4N5_ccHA{GU*Sw&E z!idPW^&*_Fa1Plh`v+p_coY^@u?)vnlw$rTuK+q+H}X?uvn=-T!6R$RdgJxqYBfnr z{O&QqQw*Jf;Sxa3q<9Rg!x4QY}c}1 z1J*DfG*u=;Y6OoN$$EB!QLVmm9D62fE{e4cMb{yvVYb&O(o6tdouWr@W=+ahfk zoqAnEVoo(B?-(U`oCn^t;5*%EcO{h%*L%XT3!oe88Je8YqJKkxzivcmN~|3#Y=^;R zgrbK`a+USp7@u^(Ru5kp>W!MGm;)J&z$&lsG>{}F-{lw zVtsGoz2<9eZO%D78wv<^{wAFq>dL*{<|<*loE5Zj;}-*TgdodHbi)!9*t-Um{5yq! zR5MQ7Yr`!8Mj#GnR}rFy0*CnE5K2~hbr8Qgha`beKgNnxa?6N1MRK5vz~YC2b|1dU zrN|Q?IO1iTO6`PtqpkeF@{MEdOlaB*dfo=9n$sKlq z7nqaVx#4uy161SNp3qXjBGP*mOu@Ox7n0q=oAkc&9PmYUD)l*l*#qY0e+v57-D30N zZj}D2+m>s85`q9kXs4DhD+qY>wkYUSFh40}02vx|)XFBn?R?JbFg`6hY-Fo04o;PG zY$4<;;ug-*|< zChT8UlG!^snmG10Q#SFmDGQQy8@OMb-+cGKnM?ZH81 zo8EZ)qFem-A*$=}xDPOGnU(K!o8)#@UM=lA=!hUJ9Wumii)iC*Tp-;UQ)qz+h+yvS z!MG*MwTIr6dn|AxFehArUV%Esc{dy6tNz$x8_|*56fhe8cj((@^9pqjjifTiepyv{qGlgE^P|tJ%8q z{^{I`R7YW#8hQYMH_K6un|A%{sKInwnwqpZKuY-l5>+>So zxKfFEj#DKFCbWvInpMndjSVXjE5)c2wbx{m9aA%J47%}K8`~+1+Ui9Fu#n; zlpRh1a@UukDywSlA4sN3TpOb)9|0)>dOOlcZm4Jo1}feKSYmOb0!wqmP#$W+h9D7>(U&Km9S$KDf8|%N;{58Y z)*rE>)@Q9WcD|B)-697Wo>q5S!gOV-%*a<*_Acm`+yM|95-;7&mL4l50m^DXRu~ba z{H(MFLaPnbHvuJ|-wr}=NXvYc-_uG$PWR=-o@mdhuB%BVh4evwE}=@5cmeXGao@1DOY(UI94`9}#9FLkE#rF~Fr<7@ z5qG>jfKA|OF%4RZQztIY!{?pKodum3_GW9fEVDO&8HK7bL%lC)k&%y^(d_ryBm*%A zeeA9N0>jy{QIYaz(Hx)Zjkv`#=UGBxv$V)dkgJ?dzW z=|;Va!0xSC#q_20i|Z4_3?t1&Cd#1Q(N*uB{SRoJJ%A#$931<2IK|Ggn|Y}ed&3gKIe zc-`9*X6>L%`$~%Q=xAy8b)Wh)rHf1KLwhrJn?6XyvYf=x=bmdXOV){A+=q2Tw?~qD z)^bH2dl!H;_?g6m951quW0fTa_!w~V1-J(`U*~`t#4AcsYkDwFy6h8v^7L1PZf$Hb zGl%D77Nv;G9O)?D_6JsbT<=$q^O~=$+k)pY;RvzyZk~Tx8#CirS}OQ5s5Ek~#Uz(MaB6 zpHx_o@Icv}xS@jZCUpuakgF!usCh{Xxh6SV4HOYBzg8tEFibLqKTO0hq7@eK2v{V_RHB{X%f$FmK$g-@&)BL9 z<^*S`h3!#5MEgIf)BiQWuwy2}t)-7l?)xNPRj~2c&@)g_=WMS(CB zEaFdQ2cO+^Jw;ubl{M-h8ioFJ+M2g)w$O%!$uNWkhxAAwN_NSh#Lq!z`Sej#3hQ_W zXpd5^!8EVczXLEAQt~OM4pVwcLI0K%4qB!&e006>23=_uFwY8e=OJHctK~I%u~Wx} z6HGk|Zw`nGg%K>2sK9$P3BVYx%x&F;P-7B3kH^%lZk;>%3Q$8CWvOt#7Y)q8nZdiaygj8j0*q7WRl+`JQU2$ z$&eq@X8Y1@i;BL8@SG4^M7Cr(W z6+Ck@_M9lrDp(*`=>P(RWL|8}cYa{8wv0J60w}*d2o}r(q=+RM`Li#xq}O=NR-4pI z9ufnn22BGpP#(K+mO#rA4z3VG%EYFDEEp34^&dGg7Ir~ylL2hjCGUI48+?mK=lfrX z=MzIA61y{t9t}G8jN>~Ibd$ zqDyN9fGJKRqLCowM@&hVnVRRdvj1)C#1#3lH*qtmF35tlH}0&^((whT@EGhi)T%fn z&Gm0IV2dS6TjWQM;gX$gI`~|wj9~RU;_1Kh{Z*RK-ENL~Z12c|%}W!1mKF zsFxl@f<#u4er6+O_=ty|I-(8CWgd~xixX@*>$oL0J`L+LJ|&WhxL6K&6EA+nn{7+K zeG2X9512>Uz_Q_Xqs(U^hDK)@FVSaYw-pGN&HdLOPi%xTSz(SZ!5RpL)_~zLAF6!4 zZFKI#NrPQ_;nEA!B`ogS|5(gT=hSNGf}e|l9$`kbPfhKa`{gZqRpx7A2=0-)uB@;- z4(^+OU#0dF?1)ROK8}aMBHVvxYpB_p#s~n3S)C}1l9%s-Jdh&XHzs*6`~f!YzT;7N;WICX1jvD zp_I&Y!g(HblRV-!$&a|20@fFvdcWZdCGescy490fXMKDvr<86z0F0uEw*XEDCio1g z(yLhSQ}}a0cZl|!c(rL};j&F3uzT2yai}@tDi9=w@@+B=`lffuXo}$L>xs_hza8L{ z1Zee6ec>g_ik+!5b$6e>acuhcC{Ss)SoBMvBIXSh?4R@dH0iDP!P@Dtb9qJ# zI4K^ZajKFa2)<0D6q2r|uohOAo8Bge5KvW&i{wYO`11z-3g>MRv$hE?k_0zu`cg6a zA(ETlb9*H!KW%D^pDNvP&&=n?yR48@oM6vyHrWXqN6xOoP*6sQ$Ma6uyr#E#g%Hm@ zBdq9*117MlrBQKFYfSHM3UH;2tC>4$-?j-WM0Xt<>P4=eOhfE4a*dD(KDpaaZee6q3pdw~HDs zXY97c_q!ONdF{_Ad;gsfqKm4Q&VJ#QNZ5~oWlx|wfxi{MU<*CZFcdk_G*kK+anw)b zgVcHwYw(UjpWCo&Wy};r-=2`oaOJD(xumVJv zg1J-6^tT0~wVJ~2o6(R35W!gC?NK8c$bAV+wggu^kWM%h)bWCqCv+n^$3!!C|DzAOKv{*SVn~SW^cj zX?NA1dmTSAIW5w7PF~Y_1D;Hg7hYd$%0`cW5XC8kyu+cI$|k9ZttCWE47BveB+iz2 zcgA0xZ3fo^(HG~;3iH)8tEYETB$GtP zUal|o<2S9y^xL7`{pRZ5YB4joUJdZ&VD39tx&r@t@?Y;y+?aTOy$a(zUuCp&e9(}z zXYV8bJ-LBmlJ=iG0A0Oy zS76;v1WqFL?51aR(gl(Bofnsg)#zLxJ$`e}e0QerNb*``q6@)}>xQCjL|2TQ54Mr_ z1QIe@=m!=r-zDFIoRRe_vf44uzw7m@Gm#zEBevCBP)5H;l_X)FJnpwdncgyB#t{Q4 zG)53rQP|f|KAq1#FJ%D={$BgL7VbxVvG3WkQ{}=~!b1hA^s8Zor$_Nywf+{5@f853 zR&ib&1zG5yz1IU4sfRK0d8ccgdk3$hBA43#+Uw&+@}RA<3>Rkp3+M@Z_B--<+A+OT ztYZ$T(F#P4MIeMP>n$p&|F8+sh*2Ibl{*H=FfXuU+;ru0uW)iijy>mJ+`4Awx6|`c z94gmr>@NMM{R%a)SCYjdSp>ptF)-PUPZ7pkDG=_TnMpas1cMi&66k@zSf#plBo;nP zl0QIvl+K^{XHb=ZZi-du<#I*tW;5BcR91l3X=b4qLbyD$zN|Djb;?&TedM%fDbhT0 zI{`9?TAU~QOf^(Puj671ue^gE87t8G0M+Wnj!>3Wvy-amM963iOvYrhIZE(Q@yc@> za{@f{K(7VC3w~g$Z!o~-<>{C;(!^5j0_#8v%Fk?^v`qi@uvPFa7T-L1>07UF^GMNY zPGh5szP|@``?PLv0o7)>t(KZ=5kUIMFW2$zN3=FS6?a9QkwVc6cNl*%YQsfF7!%mJQu zUXqsy)WHA}Z&Z{O2$lAlu)Pt-{$KAfi794D-}k->l+!Yi%Ay$T*dn_T&PNh1hYk;^ zg5|rbOScDAH(0Gx8_i$&PBeeMd5Y|(YFHD~V^W3TNwT1FA`o`>cv{wMR&6T|*f0UN zBC$j^Wu6KD_ZFFh90R1xmJys6+IU4zShn;SpV$kqu1~Z}DOhRN6yS-5wyBpv$Jk#5|Ry3yN@k`Vwlh=k9#TG zG?EbXsF{+C$4&5q#-jU0m^-knEmgF&9U`BOFw$E5oxIw#jU~%8ttK16UZ=Ri6GM z@34vyH!sg)V4Nh{dHY6N`;5!@>sqfL!trg8z~A>(VC=0lje2+6(h8iZtto#n?D!rq z7TvC90s$~76NSQ`l5uhtY#f-F)Q(YU#e!`Q&=3t?Z{8|C_7q;JE-lndr@#$6h)b-^ zE|X$8T9YEJ4bhTVJU-H$E^>c@YFP}!L;QqKCkPGTntnz5{wCmjHeOQeQ2O%6)z zs<#s4C4$ZBYCZtzRu&u8?=Wl-`pw@qH?a%u*n{*6ZG1c)80>oo{q{kC^)ys8TizfRBsNce+vKE$^FNCVCD zJOh||Mh@bGP1d(Y^ES2SSW|a&21>lH@W0}yA0BX%-%<6=OgnzXL7fiRAV?zb8{}ag z#OU9DbPxYs#%LHg>%n*ICcMcl?Y)~}{CI(@AP>&lCDRe#>B(bRK%T7Q44y@UncEAH z9{QHcBf9KGWXIEFgD)?6mnanI3;+p&KK5#9jO>lhqm{1uETxnelwXud71_0sy}>_- zP}~d~krN^D!MyocZ>Qt@nM*P*p#cF_Ng*VZ={~1$X;*ZEAz|bQR^g6g1 zH^J0_h2&P}l!OtdASc*198NH>C5!EJf}L-k)8=P>``&Y9_Jmk#gSyB)_RAk_*1Tt`x$XRuqL;fn}V6dzrvCN!HXZXJh=~iODozC&RNtOeZKV>DDAwM?{3Tq<3&0A?7e3AI%bpNVni{ zq=G|KuNF)9p;%D2u#^C6Y?mTrEWBWrx5KF2TcGv%+Q1wrqFQu^_KV=a9$=G>%;r#% z6!**mB0PF1cXSdIj;f%(_dqc!YM!HBN@K{Xgs%?m`2l#KHN;ewZssB1@W_}$g2{AA z4SFRK;)y_%722xrGf+X^yFA@YbBz`}Gb6^|+GC_GuRR~tX~iq)@fQC}?#4O*6=aMY z5X|beJ?=97UQ!cjGjJ@Iu5E@=?_2GzCi2MkPxp7S+n)~?C%toX-I`ZGOwEL~tu(#* z8ay<7LoUb8Vk>MeB{nwUU*j9^$Vhyq{$Cc;y`W+d(kjp&R)d7^Zk5}Qq(*y)$1XH> zTfH%Fg^G)AAj7p0Ji?)lW@K!I4G3pF_9Le z51DL}-taEK)dxW-K2K06(uGTPlXE!j{fj_W~R7q0-< zxUJj4wXJ~H<9*o}4RM!Y8_D?~CB{9e7vtG((O9ogzdXnrRH3HE=B3!iH@gz>s)jS* z)t-Tcw0TN8TDi3a<9iUoW_zXRJ#*3n(p};wpbMtGN;XKA+1`fy16@7-M|=qGPCV+5 z@lVM}q+WwC$Y`Q4`Wz22I?tj*HMcR-7ZTK&d}?|(&+0Vgs&eu)$AgVL$jf&*^Q!z6 zIrDwk9ha-6=W91VB~C~5g17&i^$s#KZ$@Y z%}_CEcA&cd?X@55;O%?}`19@k-LamH-#E@XGFG3K zO@v1I&`I!Y1k_3Lv-|Bgu4Kqi-BO>kN*!$uXkAl=b z={CpZIz?{{vk8V?)Xhx3s20+e+O<%*Es@Lil!Tsgio1~P+uVu|?*a@!i%<_5Wt zXM$nb5KKRZVSrheDV4+_{e==@!*p|-9nP62SI!aegK>4U*jF~?=})Ilh+rCo6h%#4b=UhE8lxrQx?SRbI0s@^H{p6YZSsKpA0Ru2P;ou8Q6ZP;iZZBFMxqk+Csq@eaWVezfZhJT`gxC{jyF~!{?$3sq zSvOWHHXuh{usQgg9jJxO%O`>&786~>?FC_L9*c?s28Pxl*+bk#;#?3uB&$hh%scVwtx|gYE$QXj;Z7eLw2=ZO`RAjHbiEbeV9vznCeM=;K!T?BZVJ1# zKK+&C6prJZm{!c9cgFioU`NQ8hcp79pxPQh2_H`+`>d$Tg`$%KKP`XYG9$e-GMnbh zF6zCy6+gTvS@jb4J4l6B%r|LDi*b^Po@KMVk?ouz*x; z!Ldkz2Z6%B^(8S0cLWMtW>VAiPdm&Dvlh&jtZ}FResj*>_WJ^g!cTt61^nHiwt}6M?7OpCZ5uveNQQ`Kxoz7ouWZedS zLurY^U7oxtgSS|f8*Mw~NA&BIwV&kojc-lBd^Z$Z9U)e;w{a*2ls!eXzv(lYFw*!2 z-VaC(O6l_nzFaXZS8JX_sVOttk`W!!Nh)uvix;K0uh#Y zCp2#1;;V%C!50gyxYNTgc2Ei5X+tgSdySAyuc`fHi(iW6)#q|l0a<`mrPwv(%d-H|m6I|DYXpZ0 z7VSmo8=yu7!#OB~n`ze!sfjeYxqYHrHc{U~XAA5!{pI&EZ3xg-mOs-d0q`<^6Hklq z1Gc%RRdi-CQZLyy<+DA?)DsEZzQozP7r$P~I5wL@LYe7e{i;lz?;kD1X;q+#=%}^Q zi%eRtl1xFyPgkBX{nE4|MUAndn!Xo()ORW0=f+V~8)hBh+%w?hGVcPR{XMmGJsPEM zV6~P9^i5hJkiBee4mK=|#F>C3<7UQfO&)Nx#bfVA&>Fu!T@-uVUxXoulhI5{lsl_P z!4kX;hg$6{8eM#QiHtYO{uf2TlH1cs>yXY*+U?}1w#KIa;j?j~{cPj6r=@&sv;gha zj*BAp0=zM|w>$sWPge!(1``Kd6fCHJIHvR=XE7xG1$X<4cm<^XLaxft;i~^O}mLdrsgbPxzp(AKFhKSW}R8Kzk7&e)8x9x{CHdnsQ7a}2Fiuljm4TWb%d zU(<(^W$?)ddtB`@>AJLN)-&Mgq?J!OuTz)U^A#Oen9ji_Dw-3wzT225bDra-5Y5PZ z&@@8cgq|wo%0d6Fn$$fTA|%9`^sb4|G#kWw6xEw*!UMw7d7YPf^w5p>#C5L)gvIgY za%;G=R0Xt+0qB6#?0lYV6^%bskP>U6r4_(0LClZW-$QgQ^Z*z{C1bFMvuOZ4K*PWO zYT)OZ&Os%-_gJV@Lzq`rF#73_()Z1=1dpz5`l53Fa-Rs7n~am4*Mneqa?cE>EOq;f{_fI`K9k+9?ob-EAo$)U}jpq zNlF?V^dia#&V-OX%g*eu-`dN`9I}jNN+Udqza(2)ekX6HPMxhRME zoZ;T5F!=w<4~z%49gl-IL$`e0>L*Ijf>B;qyql6Ws|DYF+78d&{p40K;oaK=f>pGD z_<0*HS2h2yQ3jt^jojHso9nH!tUFhnbyL~<(K#nXrviV-YR}+ku=Ci>T^TV>W9V$o zkBL^Lc-GVbMJ{Hu`{FF82O@Wv+hx?6fzoufDI({gLrhIJBtQ7lF1rRmLl2z_xM&eD z`0^Q%`%$Drc1sd7%f0W&d&nKv#|v18)$AL{m)s#e&o>W5$1tlXk*cu~ia;cVp`#0FYTT|3L zmp13Gnga9Q9F2I&T2KU+T?L+N)3!7@QUIZK0y{Y}>%qYT!+@&SRq>W*TmJl(K{}hY zsHz||m%+&;(xdI?nFJOkuenMv_l>h$)ayK)Oh$$4>FWQ+ainf}rdQDtB@00q&+)A) zj;=Co!Rlxl8Ll2pvB=yfyFwpyVJ3{rb8^WKlPs?Y4l=wIYbyBK$l^sQcQ?BUjZGl) zZla`$x#A*C_?`*ahI>K~Lt~(Wu$5>Hnx8(>UN)yNtyI<@wYhjmdc~dBNy<|b1xA)v zZ?4W(;tRecXoLH_0Qr-eI@|8dk=0zK90Q!zGjxulF8 zHNUuXNTv=HpKy6k2lv*5Tj&1Y#DZ4ADLZo)>o7FxFyiwTwz_t{D4?pM0PPF`I}*^( zus-Gf9ZXsJvlH6oSsd3gegulASe0s5xiCNd!61F84m(%!&3<@W=(Qg^(4@$Vw)c7R z1kdH&$2K&ZZc$q3zrSuqM6*iXim1BX@ueyngzC_!#bC!pItRvS<~}`Cxi}^WgyS`o zwzG*WkJAU0=hk^=R*TtpUECJ%SoX?wom_!CbKPPl^B?xSivNe23Q5#Mw!jrWr|Ys2 zyiQVrp;oi-!G6_dis`Q!JGbjl2|l^XGi`HbvV5{1fKcvbxt|j}G-a0>BsTRppNm53 z79-xWrvR>I6>}7K*z_d5Q{=G!!mXZhBr+0tB+L&asXNf;I0iBb;!{%RiD;gf*}@|J z>@B$s`B7_GnAV*tE1kGtOU54V#GNn7+%wo-H4rrPGh@>$vG~(Q<=)md+Oylw{K z&62xRTC;#K4jg^E z&1C@L=OO10O2rj%zv^y2 z6HXhee1+R4dxmHF(~lSG+LG4ti~MbGD(JK}#OEJT%Xii(e0;bNfqi80Y1t&|SB{u2 zc2~-aYq&SUEoBt08m(Jq*`J4~zV+$VpaX+PzZGj|XfI8)E}z=O6)q9c-_s8QvmfAY zKqdxS+UW)WYSF&JZ^0N|zhYQ%mLjeGkMT9H(uIrMnb%+lua#S)_uUbjq7IdDBZPravdiapZ~-ZA-{(%Bh~^}=EPw3@^XDuLq-`g zsGy5Li>hjX)3(;dpnBwV_ZyA|Z2IU3*;|nP$_+%~>q&sA&-S=L)q}LPd63PU`sJ6*{YKY$d z3^49PwFlL@#VYCN4BLKvNr=t-l)vvnnE+vJ;4rSo5%faUU=r1sWy*N;@x9ahTgn1{ zeB1jY{d4ebHAxBTs9Is_u}0uq)XUnt|w+brzR~v|tC=2a&r`Vn!N#5>x9RzGQkQ)uC>K zZ4UP-u2?N<&l!Gc8{QAI`gIu-VQr!ov92E5gKu79fO_0v4{|Rvp%1bGn;|w+YnM8Z zE*%jKed(MY&QG*EDLxpZ;vgp8U~vhf7O|BA8YDL#j@PdOR0^^@j{{*VSKh!KMNI1v zI%gr97CQ7P9iW`JrMTu4<`_k;YAPVwoPwB?&*oJ1hQM!ms47!@8>3-}VrU@Y+Szhg z%yeo{;RY#HCB*;%2;0Mt+UoS}V&qwjO}`Igbv7!>y;y1zGd?tK=+4w--j#hKrl(%L zbe2yH=?R%vJI36TOlXqad>=FRt$3;5SX@#mM4ZPea3>k3`t{2{#>dFN#KrTE;{bvH zuyB07Xf}&|FalT}RH+Qgij?#mgQKGp;wG0J`j}R>e`7BidNlZn&n%<+CQ>qw<*A+7GKRCfSJXH4$n9b(3ix zi!IX@sX4t>9lxV-U;2-CiLk-oCl`UH^`SWY^yE5=H#Bq;|ED|syIu23*Uj@x;QGM; z!zeW+EZQEX!hS30@%7iwM31Is?W!g#A!N5LVzl5L)q3Gg*SjX&dlUKh&(T7 z9=BFr@t72;a)J+51vB9l7wzA7MN0--2bdC=a58^J!1*eIc!WD;Kfm525?CHjV+-r} z!~QcPUEVJ%_NGfKVlAAf1gVHe@dra@xiB)HL8R{eojdi$@{SU$<%wzVvyc|qVd`2l z-6thC7_g;e@UIlUgI&}|u~tGQB;!xIUgna5nKttR1AWDD1haP&HhySu^EKQPOgsCX z@|$ipbd!SV&rq@DH%;*Z29ICEax;w$ZZ0%kVGT@8^t5E&*^CBa%{!j>Wx8Q7H6 z*Njqz2LQ`=vY>tD8w>sNwEV%m`6>~-5jn*d)B5F5J-6z}``Tz-urwgp`S|QIMn+Aq z4Pm`Gs-v(<_(4ibZw+T;axh}h{yi>@vB7gc1{*#yxAig`?v)D(UM9zcx)9Kj=ABKf zw1*@Nrgs2XNU+YSc-}bT@0Zy0*>vymcy#u6DEDlvuEmrP(bF_t(*Wtpl z$+DMYNI7iX!eI?O*mA>RpM_6!=kmVY4DNQ@Qzq_lSGRk7{(DHB5daWZzGI=a1!N=A*m$9*=Za z*}ZKlQm8IqLPR&+%>|N>kNr{Sj~iNSkB3U5usamlDx+=yVB_IzfZ5=u&FxAkqyG2~ z4aAoP(+$?N?9PsgKKn0fE)p;wP^vRK*hf99o~FYVyu$Z?Ylw&ZcH9Bi>&dk+$D>HF z#Vk+_4F&=TZ0wLak_MLY5#1tJCHTwkYl%2w3|2D4bm4eWl9)wW8VaGYLU zKLK3lxz^5R*oyC-Fqj=cA+YU6l;HE>i(A`pZcM+!ZZdxrO#c;CX1o>}BNhN29JXEV zY(b~5Ittuw%)~zVQ}nU{jpH$b2Gg`o^_-uy+8%3vKK4k^IO=o=p-?(yrtBrUpE_w0 zY&vT8MoNyhX1~I!0(%0Od&MLLLW1%Miu6$H?h5T$rEwbu$X;8@2Bts`6EUGqt2AE` zGGi3t=qa6(_qfnex}U&+{QAt;d&dYW&z19IqfU=16?v%)^6*U~ec!9vw}RS$75(G9 z6sx(d9tpxglYqb0&m}67je~#;t2ZwM;yrt8cm2Z3?#{_@?49IQL4r1$^P(1w{59Vq zdT62I-%5$De_#5S*I;BEnnZU9ytag1&#l!!*p~b;-&K)23sXQ0_LFB(s2y=N?XSdb zcSaJ+B!#;wdfEe)*a_R7C4ev?ifjM^ApuJcuXHh3cL`qI9~tJvn2t#d>iAEIvoWPO zC$D`g;Ci2L?U_wMve)OzWtATm>`KO2Zex#~gJ|nC`O6^qmq#+^zg2UTu!<>IqXtsz zyzh|*xedCWf@=LJWSLMH;oOl@s4?GD7wXXrAt&`-c|@lErM>@McAhNaJcLSlzZpsCM=1&buGTY;Iznz}q>#%uAvLQiLO z*lotT!-x+J>wm?Qfs2tv-CHPr_*+(3nESGL+DUZBWXOH?dbesQzXrJUck7?ZtiQ=1UC6~L zLcf^>`ePSCdmdu-ZXCZ4H+X!_pzdX(Opwz}wk9?5o0;Qv`w&UnwKrrB<^^vthTO%= zpqAwNO~ngkJG3J|`+<;iC@T9})Z5@y2s0&h%Lfb6`;z`g31xw&$ZAH6olj8Ol3ypr z#N1G%BTm0VVNhu< zQvM?pVaS8yx@N`qXyp~Caa6%W6mmqZ)iN!!dPl>D`_VNfOyk1+9a#8%5pQ}pDd2-L z>M;^;IOTM3BZo6&nJUFnL_C1tCVHSMMq@?S^q^>kcUele-nkT#cw~U0z_} z@%%>g^rE+*oxUF07`Vg{8t~j4Me9tZ?5-hSoD8XXGpZ47p0MknUYpH20CH3V@l1D9@i#gi= zx>VV4$U{hLTo*S$mB^dI+?U?Wm%w5`=Pz1&0Y$HJ!iADVjr$r4yBrW)UliR;<=u! zkhD&0{HsIdFcff8DEt6*PU0kpg&$@!Uk=`4E(aB+%~xoRe_1{ZC!$Ia2{%mM#u@Fa z-QQyQ67}EKRy>>T2KHLDwEI_EYcJcvIr}9y?s9WoN~b>hUQUnXWc*1i3y9hw=8-N} zYw-8YIc4MM0oLHR#@uqLTiFv3I0uxBTla5WDaw<-Vdfh@~ ze%>!Sj%T$yLKQItEYsRQTLd7pVKP+CUf!hJtNCG`I~GWLJ6?@gc_8s!_y;(6=V zF1k@aj~HHDFxR+Ty)_0|DzTvfQ0B5VP5~Qxa2t87H_g2QtlUx&z(UhM5uwR_{6Qm6*zD`Eo_TD-F0qh z#p1i|34UyVs`1Nb-J?dGxnC6UecvpyfpT8BADqwgzHtDrb~33T4ttdZce6mIc+}pd7Jr*CvA4Ziw{tK+YF#Tc{%aft--)F- zys9zl>nNK!b~$-=5=M`81SOn_Bb}|sF^$Ok003)9PTW+bR}8)i1vzUevb=_CK{PV* z=D`O3*T>g|+Qn@^+*Y^Fut7S%BDzh7JUkO1{Z#i=@G3VJy?`06Nk+i3)~~|x5oqgA zad)=s{p@KwP0y%i8cR`Kbv*WU9d@ry`(#96M#m5s&WwC{f@@Mg#|gKGnrU8`0$w2y zW5XVAIN^pc1Uc3{_%&RG+G1^b@RKU?d5`m{fmUN6ZXZsy{a^QF)t(orO96+5{^*v0nD`$DVWB z#73O1>u@R9 zo%ncOgT-vbCgEAA~1NDEb?!Hl7w+o17xK0+ur`^fhQ(LtHHdC}CT3m|+nMF-ofF-~WjdG*MvW zy*HIVJLkwd{PDYORo)?SQ4P&p6``t%#{o2N2w-4c5-{`c2K8a9{NY$GL_|1n$Q(b8 zk$q#T2VF%Ls^YOJoU?$2p;&OJuLollPw?*DHT`2)lc*YcH=j`9_b+QHZ!sxOr)y$d z6*~AN)erguvMDUdZnJ-8ziu7yP5+6{0hG@gJ5Wb1?L)AC|B|?TNb8zt02rCq2w zKZ(W2o<@UKyeTh@4zO;<=zp>mY86=ii3_PUTZfcn@@FIA?4Bv6p1vL@(P?1ic)MqpsvQN0^{AfGSet%N<6 z_I6-{5gs_2<`a$YAw#^LtNV3!Vc6M9qJDdl$RJJ>C?*=&S+rZ@v7rKE@oNt9h=5>q za&-E6foi&D)bK}=G$s{kqEuVe^wl~C+WglNy{w6b)#1;Hg$ZTn>7QV@ISBeSDK8$4 zN@iSu@YWd_n8fj;ATrPY-CbVQ4~E7G=}JcTH~GR)shnvI=6SO(P+9l4&DY3FVnc!F zEu$cOD}=~6+%apHt_U4L6)nVC&qmqy2<*a7<`O^3mA8=8I!fRq}E9WI3FnkP3gzQzOiDbDp z{Hzz701p7^;?cOm#_v{Pn6JXTjVi_C)bJ{oECCe|w(qy6x7}>+1dA@!m@P*|V)dHG z;_5qlo3ZparhR>x3+n{<+QieLE>x~vEPD!tV?->)-6AG6IPn~omP~&n9pCo!aHIPn z@n-=#DOak@&aP`UHF%aix)CTdi=dVL4>orzciXm9d{{^__MK5FfmV|1Yxgza<-j+Z z)pZIXO@n?x-Gd@~$7Pp>D~E0D$3j)r8cMip0o!fgnM)pH8rBJP2sBR@%uQKI1;I%% z9nEhuqGZ<|Y5E!RMl2GHgoYN0PnxvXbhds1DJ4n#uImBjz7bN?DI0wVbLud)r>);* zcy6-6U$D@Ws?gsqIRPun9!C?9{A5UU5P*w!;m3tq-P-PCPoc=O5eC$AdFwsUZ4?Epd7gkdD>@% zorIbmf1a_LpPBd9jxu1r7PGwXbyz`tPz%SXW-(hAKrZy4fd0L|R75aBf(SHv!ixBLAeU-JbL z>E?f<5ySw2l|<8m3Qo)L$%sK)?aqNt0XH(iTC}q!3E$0>vP2~5# z_bHB^#ZEMcL&^ORku~Hdsh0wu0MI2q-BwdbZ88K*ilTrX7SHds`k1)4r3{gth?sIEIO6$*xT;F?OeD|!eGaA)gkJ(~18c2%0c(nGo!V-viL5PtD2;d|! zD4A`}Tw$WSmh&KQer&fQ@a}XhId7_gnN~nR|wic zlCXbP=`~GOY|FWmq%!WNX1#m%2Vtd(o}LS>_Fq^_|5&j6|JV99zV5mE5!r}hNy885 z9uXB{#6YiC0|onuG`kp<_n&_mQE#;tf(FUvVqROB>6i?Jx2Gl0oJ}M>mPO$)`6v5% z4;JInzKiOyi7nOY@c!f~R37-mZuf{tD#60BwR9n5meC?Z6E~P*yh}3>HsNUr<|fgQ z*P!7bV`Ior)Bf*WXUcei9Z@Yv5FWq)WM}&q9z`>J%0Bm@wtemhW#RV>je8X5XW`i! zkCL)6b=mAc7S^ptydH;H zGM-i%UKW=+65$lUlhVWNiF_c$cK4EUUle9{IhThYhzUf1@bVCWjXwM?b`S$^5Emai#kgq4mMH>I$b=M_3O!^ zcX_;^-BM#~>Aw@hyn*1Yw*;@&N9z&+V7HCbDlMC+mWX1XD8Q|%=cx5RV@C4p0Y8<1sj+~IwN+7o%Jd<0&nsMbRC75FOCCS>SqaN#&mIcxcgCDHe(UKSCldT=&=Pn#Ob05^Q+%58bn8ZI+pViG~m2Vkr0;^NuS}rjEbj(*eH_mR$No` z2FUPssoNXsUewomxipXSL6_cyArFD!p&1?&TBWBXG4T9~xGkklwjMnLCj&3zp_S}5 zA?Ef9XgF^+dB+R}a)<_%)Oh4a-w!&yE3ZAs`^?FwzYC(vu3#v8L%--uhOF%ehoaa~ z`f=;3HY}mQuuse@3Dlk~F*r+pK|pmFhS^)uUTz#psr6w05D9`veSNK0XXRBiTf?n|^ThS3hyRw_Z#p_^W!d=ZS1x zX>1G3v*+;Ht-3U=9S}kO5U^X|O)j~M5Eb4xJz?LSg}lP(;SsxZG(;8oc%Lp6zJ4b* zcIsJ@s(4MqbA;$ar_e}6A4?s0C*%>oo6aM8?gj>S@CuVlMdMtvCB{jssh{mB7<-=5 zn5Yau#OO#`t;^qp;zfO7W}`z4e@IP9>hissIM1n6<>uY2RS5wjwob(@g~5B-NMGl+ z@>*N{j*`ZAsmK^)g<(56BWR~$Hkik4b<@3`5y1*={9!+Gd2?rm)V7)OCZ_pwZS@dl zi=oL#o@DRgZ_NX_cOzMCaxbh+%`GVP-=7E|Q!U`DP{jC|%U9NWAf&f-$1~sESU^Ds z*5khC-G25ysYqaM@zoh>NB;Fo2p%UG#4?UqPa>@;{9gEmpSy*+{ysp{-#O{jY1vT}_EDvMpfrKD9ej;`m zMXY&vXnSg>Y0zAbexbe9g*HwT$D{as^9N#SVYd1VwQn)BllBGu%BW{# zobcWuLm11xADHsPz#w8w!9;~A-%k@`=~HDqHa?P}EW}hX)&SMI_(#qE*I8K+_4`p2 zZb%l`yPlNB4gjs0)t9TW87IfaaD<`Xg>e5b*|{xCBzc~J50L00JNu}j zYq7IaUX?*;Ed}QN+33nr=opQ`wS%`PeXRle*0@7)7RlFjxNp5ll36{(#13SFJQQjmIfLvhLk>m{wMaru}Bu(riSOTI6 z5#Yz6+)dL!sHv>IErx?<0&%0U)KXW(dio9DdH`KT7bUGKwM2D~ps3+gH;yf9BXr^& zGR<%6w6OjVFx57R7V(V$}`_G&` z@QPjZXQZc4@Cy*t{JvZ9g6Q)41xny-3V2cut>bE2sk4C7S<5EpU?VBmY;+c!Uglyp zdx4Zj+-`{z44zx*@!slhEMt6?Zu9V0$BC@F)sAq3MSV~FV4^SW!*u z%A(MbVtqLsJRLte{UY+ns8l~morblcdG=1v!s7;8`U5q397#?=wX3TEOR~x`H>qpo z;inKBKdGnbre5vy;*zAgo2L7#FY^_d;l0}3bqTP@k$4O6@?%Nzy?>6G*) zmNU?o@%R9X3V#YP82JJ(#P|tZ;bbu#U2aT(rVnt(s!QXJxIF_}VD)?!iDmuK!U~R^ z=njM;I1-)eHe*ZqK$26SRgO{vLf(*LnmCxFE@Uhp#|RO33e8bTsasE7-IgJ4v!1=x zWzs_UJKmgOa=lA`VjUduoHBH>t!n0aV8j2{e*@mAU0>-W-3Ro)|*vV@a z@iZVd`c<>ytN9`>ZQqMHjuQcmO(m+>Wj&_*G@te4~qe}mri@{ZI?YDAICH& z+ccXthJwCK@eFjBAJ&Wl&d4*bP*q^O-!|n;s}*d6&MjDVvaZSGB8yUM0Otczz)f=I zE^&Rja6!0aTS4@IX@xU5dFBh@v8Sc)e_Rqeix4N0@@*VhIZ^8D6eO(;8!?>`gZYmk z?z_EDHF&9RSDb@*%!SZV@Nl~IwMs)KV)pREaw@xb!ny$e@uIh{k!tK{(z}IgyX<<` z1xn`azNLh)F6oNz}l-8LDdc{r%d?iFmB0cHT zu1ON`e;nW+o+vcIg06`{EBE|~aZ6KUG|%GSXFFU2Yvp9vEW4jI5;Aj$?601n7O6~G z%j>zcm`8v*Tt6#*%_881i#GG4Ygd2zdXJfXj;0uM^6oqG1F+I!+#$9eu zSBOr-xz)hxgbAm;gRIbtx>l#5cc2ABJ8JfU;;AEaXzDcYjVJ^{;{UsYZFEQj^OszJ`U~|Fc;IN(;Kmd9+2|3Eo0__>ii=RSm+nzb63m}HPeQ1AHy_%6Icsi#243b!T3_B->uoo`~tDe^PCqg|{ zukt>yPTr}ms^gU=go0jrgVSg?wt}SV>xBOY$9%q#k|XHs$F@P1jv zMxrE8_n#=MXGyGA?oNns-1XR@bL}l1;xyoTzAW1+>Qf_3>|Rb@!`wj8xVv3ntNK8@b1lre8oz)wB>JGroo`M}czt0K4z0vho!1I^ z8*6!l3@kr_94EBoSTYaB@CzLC*E&H1zjFWvoI;iG%{+5v{gifa>ppI zW_|DUj>j$m{3p}fHgwebyax+=Y8akZ3Wu;|41685oE*fK4O_CSA(#6x&X==sxRT(y zAwAYK2VN!a?!24yG*0=R^4N>#9r;|KH01Ywh@J-A&q_<533y0h|2(IoFefILgJH2_UkQ7#h%gUTs&qO7JpilIIN=2CfKh(}#tnobVzYogdvJtA3YFNgXUXbzgt zD+Ab7b`0OTBIn?S*3W^bODDHEYSE~C_o0d}jo0Y#wcG%k)7K&={Rgzq&%YzJ%SuM1 zJKbE_(U?uBa)ZwV7K!JOfp)8&tH=qHx=n@NMQ9CI4YcK6zbO_LUTizj-|oOrD|4Mp zapz+c`X_^yMAUF6y$k=#pRh6YC=d34(0FWeg~3K~GYvkJ)yH)r(OfhPaX+t%@=mKa zffoPt(cAy-e@uj5lF&-)RmG0i)_;bg-nzEPP<|^f;hw_M%G{p&p!Gb*W>Wppr5xCo z#V_1ow)Hy7fz_G|ZMg_(F5e8xx`!KRQR3}fodl6+k-BT0X1fe_nGo4H*&{qJZ@<&c zP+O4+KipiqRra$h5X9(6^s8e;)OORWM)p(lYXzvptBXJ<5a+@e;!$+9%C+qCOOF+5 zD`|xPSm^)8S5l0ar&Gli1Gxmka<{IkKYG2s@HEIfeD@y-IUjuVUh`Uv|I5b!@RC&C?BP-GmErSf zht5*m?=c4-UJ8|zNe86nu_pIN%%-qv5)=%=k6E9BA3I~)0}9Ou9Na`?47=5ISBx2H zz#vMSflsn<0qI&JSPGkUgCB z*mOlne*FiplC_l$4SL#>td)ERqopb~QE3{OHwFBn$+2PCKvX7<-o@dn$t)>%a-kuM zb-b!i)8PavqP4rmS;ut(g&7lF0vga`{;+cz{@_e~#MF)zs*@#uJNU*|*HNL=c6=mM zR6C9$d+BR)K6CR!D}FNE*JhrtWQKVi1FZC~Obl^{j4lc9uM$^i9bS+#A8l3AjhjCD#J)Vg|-kO8G!?%w&z)kr?KK^Wt{FkD1a2M{CiZR zlMBN|1CF2>G=?|RQx6BNX%nb^nFMzuw zEf78ic^+uOVAk6YaV;1r*5Gw9|MPtLKtJjK%GfNAuLunA;1p^|qh1MRrZM{`M+p)} z9@{mZT_b8!P1e2wn_2t6U)3fMlyb;vHss$;7>T=fi-tA^^~5M-u2f4e08A+;hl z;sK;XHd;DGf6EZWX71bAU-X(D=d+J@Ci*(fAhYaRoD`=HFPbGT&kia>@ll$W zCCYokqW3uT%cB#)q)wZ`PF)XF3r&s$<;57xc;5k2@Y=$BK8@6`D0aN#$F<&lj(@3Qe8ibExvqB zVZ6F@D5iqEAsQ8aX_GT%w?SIjmgLQPbY!QB58m|~*qgTUySxg5>|iDhdqBqlYZZ_$ zvj1VWI74=vK=3;F70uQw5lJt`N&4FbQnQ4y2Z~C0eyz^50$niP>D)BGoWqB4N3KY@ zOVV$wZN&sFXX}zt0{d(1S^BXv;muGz5fh)wHh^%DxBiHk!NcR{v_`P^+5T%(UXd_Jw$6 z_h41#f4FGBg>JOqwrKjypi0kZ z84~?vb5jGIo25!79_v65f&ZlA_t>5EA`@NnxT5?(%(AtJF9X z*7UpJAk2yky&?ljmOOH!|0_ECtHBy~O#7oJ>FlZg4eQ(-*UI`yO+P&6M`Y>+6H>HF zZ-GS12NZ#5Q(J{NN+9Z}<~XlH4DHL}mvT2E^3}pr6XDMp@8Z+?nhT6r9c9V!_YUlB z`;>@oTX51Z8kqeqYo#&u^f;}_Q+ln$t{RW?n|vJK-cw$|(O09$lNGXR_=}VT1}!3! zPXfHn*qgFG`y1w^iMrJ&6%(h@V2FcXAfUg>99nl3w_ot_Bv4P;&o;LLYz;{yWptRu z8&TXfJVw<^{kFo^r5ZJ2TTm= zACxN@>(#>_2Y#xCCsT^>s!BoL|0QE$?14cg@Q3*v^Im0=y}1V~fFh?0gA^LP^T+mGYWCmidM zyrn@x0Rf>4&v(k!W(+24%oex)P_EeWeC(EdrEo0dN` z5`5#Xd|6Fcv`ZNn#X*JJF(5|>FF6Fz0Q|K~;wd+cd?EFe(*0I<9DhQz4iD@`B2>Y) zK^y+&bkI!oyDiIB$K*v?7vw+aDz&K-@G6H6-Hp0t{is%G#lz{7#41sFnVlqtkLhbS zDxuLaQnBc3U!e;Sc=W)tD2wFwy?M5axjFBl=35EAu@cnpvoWw!13l(49I^giN6kw@ z9!mgWqCy1&=SJE{uwa=itF(r%#dq$NYJB5=&(Cl|J&iK*@!}EcSdX&F7XICU+7jjJ z=W*fBu^-f0^>!M|RlF{_4xru@6^$%1RtYj6cVlWX%47)E!;4VK)O-e|%#FMj$U)ke zyZ#t=U~5e;V=(XY%;iD82WuXdr%c4#^2@_j84L^qJGdD9ZlyuonNPnX761^1bDeHZ z&Cpn}5d?(#V*w2M>*>IJ+1Xh-0xM@1aC#|5u zh{Aaqid1+VmK-kQ8sEb7w3;<+hdQ%dZ{LxrB+x*3OS1e~Yj-w-YZlmTd7gBP#fhAN&bT;us($I3{)<^%4vGCz-u?0BY z-3@5GF}oltUZy8T$V2m*Ql%DumE35Le)dq0hifB`Q!}LeK9rdIJ}tF}-47zH`%Nyv(I8p+RrcR>WsE}s~epRX~ zIz#{^%t0Xp0|RB^(HzgE_=eWPttU@-Q1i_q7KEI^5{2G;O7O)B@K8(@q>WcRHsP_6 z;MKUAQJ2i!J`4~7@Qf#zGV`vM-){$3C2)talEyn{E{`Preqh*`AJ}tSqmw&*S-_BF z=S(`hKy2OJkh8)KPX7<4i52Lg4mWc(5Mpj_N6rBW_IO|iz=g{9Y>(c$;-^^yaitAS zMcr-$c|K){T20cNuB?c9L3#OaUpXf%cSz5;MA;r`>YZhtM%n)q2gngMnKOOcT0$Vl zb|EBJVcKfDI9FrOd9Qd{viUr2V>V8-&-*WQK5eohr)#UVAKx)BKDfu6{9hZ2>(dbj z?6AQK)uUJ>>&cewk)5iER%#U|PzM;?vmvZ_DcAe7ND7s}4LD&r#%B-{>RJZqNQLp|-PE$%8`E{4D6YkHZ@jyEB`iKr=YhLHHF190+{C(>2F zK&C0{1(ffC0i3J3=}$Tp`PuRLpaLRYw%rEN4o%X4*|b=2z%Bugzfg%DZY>u#7szkp z=6leZ4nklbIr(oEW=60eXW)#qLfI#=4alD?Qki;02rS@LRoH?SHwrQkECK=7R0vt# z&e}SMF?5KmxEFAAn>i-;hMyDK5jq2tP6ahVh6Tizkk=J+p8ugQEz&yhmS2b;-aESM z{_-mjv8(|FHN(EsZl}o5YWQ|6<;O}ZpqMNN#U{|8L35d*g!Oh32w~-giiMaR3@bAi znM$6ad^0V70VWYPrAxYnWR|N#5XFIzKq9dzq3^slub7eNfZ4*W+>IB)a)da!x6UBU zf&^w3=Aho@(xa^(l`LV|hgT8(I%|23tBM_D@|J5A8)JsX`6=pJ>YTvQb!hU~C)q=# zhB!s#5Nq6{L_4ahUTLXHG-aAce**36KXlrxlsrea6Jrze(_-32S=9-w_vIMllw~l) ziu7A}y7wwe|Lb)NV*^p0uaMvv1x=U#()ai*vu%XAxWxQl z35d3esy6pvc}KzIZ7^EJq8}jdOp1zOl{SbC)T>?5=6`{}-SifdiA+=CN%MhJi&1w`E4VECgPOco+I5s`Eyebd&c9;Bb`m_MhBECAYB+nUbg zS-if3w$!mDMt*gCs6tCoGxYd}0Dt>0=skb2vR*i8j9%lT8qRePEhWDGqZa%}TyJA* zkLFN6AmI8!DeZ?6>Ny9BL`iYFEIz995-seZ%>Pbq02){kcAqbS8gqHpt%<m`usj~5j`TNLg+Dk1mtdo*aoCu>Sx0Eo}K z%;~>sp5brVl-QvcPyo&KaDU+0S-4XhZ7>t$oImj0t8jvwBLVXC;S0_so`(U0<(|*Z z34`A()zpF)G)-(VZ_7y*f*kP0X|*F3hqWSXl=ldincgFhvni%qJ1CB8$afk&)Mz9f z!cMNQ53r|UX89Mrq5N_M!Y(A$WawwV(iZFp7rOoMdoB}o6mCK^fR?Z^%S!DcP$8Cr z28K!y420$k=xgmspWPCbqH6lB=a^AHm?BDYa1HBI)c5v#?>mfOH~H=I90Tnp-VA26 zEJi*+);hpFFxSkv!ZfsWC-HjxtuFre2|_d#5|}#)@h7tQ6#JNHCYXSwvgq1ZlP#R8 zskKgwc*?nftwl8jiAQVU3%{iz6tX5tM4qC@6+5YpE+!cAu01Z!3h?1*Eb?=6sP-=j=@}RfhA5>=BVC4 zhfq(_xshoe6X@=56}&QtKzXvS1k_%`SfM>Wk0p5oG(Q9sat{G=E$Su0L#STZL(`W% ztHtv|alDyB2p|;ICUCoPW{$+fD=;vs5t=jk0Ie%%lYliTmDv@7kRY36`UkYf0oJ4( zSDnW4>t=ncGc!8~ji|~pq~5h^U5f+Db0|!{7XR`VEp~JPlFj`!6|_5qEnSp7OupLz zfVj?HIwTVJ|9$w8R|EE40)h|okv;&Fc;*J;xA2RnG1`?X+o!-h_HKi0fsK}zVlC}n zTxAXEeNbEq$U`+Tv&^&BWQb@%1u#bK0jpe+U%GHtqRR!P4m`uv zPZuWm_T5{M6@*~0$8Jb_0W^Xna7TRoJQCq0VA?%->dqWPeMla)df34^RFlTO+D>I6 zP&gY^+M#U1dwXBk8cYqh(SPk6kxSjhO~7u^OxU{k39}x-NV?}o8W0V%oBXP{EA4Cn z$vKtbqr;M_u|>bT(9((%0>X*1B!`lzOcC6btG-aUHsK2rFn&AS>3aI>UfQT=!6mo} zAV9b$BAyJ7#*P`6$8u@MQJ`xI_#~JyoN(}l@WBdrAx8ojP!KEiwh&Bv0B03RXc_cJ z?qSwACtCwQ{HU{d(-dpW(dSZwq-CTZBsW0yb+3`wsmnb7CReY8j@#qTeQJWy&+Ep~ zfU{#Xd8-V-nA}B(n90er+(SrCX=l;0t035eut%x(E{=imvj}#PoWxVv)XFt)ugso zj_LLM!rMNYT|Niv_ts%r9j&TjETp&4G>)cfZZJ4+_N*T};sR<@x_okXWAurmQcOfQ zxkRadsDQ8x(AL?&N?$E3`Y1P=Ll2fIA{4AAM zI5$25kSVqS&{pW_4a@_OBv|jsB?07V53VrBHbjLozzJk@R2HaA`qH%q57lBrymK9< zDU^|j_HfBMPxXFjtSr?;t$?=r<|I&d*6VZDTNM87=6udlb&5nPqFZ`{O^-Ix^5loj$3nt zknyG-`peo?Qf?faN%R^VxHO6*a+U)eKeJ*f=f9(g;g!^U1@)2oYm=|fpXVK(=+9-N z-Du#%hj)C2333Lw*~B#&Qn1H>LI)du1BJ)4)9~Q%9NeL)Ng3%>Y%oY0L8^t4?K=bx zQ}zePK?i{nVUA+%%}0&-LZIqNu|0R9wR=m!77`b&HONy|g~D}#Vd%Kj(<=79cY)3D z;NSrKZC3DUPds&|?kH5g{UnCmj{inB zg%9!9zQn^v&*y(iM2`l$XDs`%Lnk<(j3W7ffYAZsc~4Nc-SBy(TxPXK!gKudM9 zSVDV%#WaW&T>(-KazhNwV>7ILIdA*zpFl$I^;b{NcdlPe>Q?)$FfYxBr}twBps%S- zO(&4A3brTX(~lmFxIb)jYTyn}fSQSgdDd5m8CKeHvhz@tbev0hd#;H`Td~q2uHQBi zMZw=Xoh)feF-G3?rto;_VgUY<4K0}z-W+h>jZ?SBRvc6aSTid zZ6RG$0(1*;AuLPK3KAr@y%Pu6K!fk-w1-Z@B&LeNPR1?aD6t;1yrH(Aa_Q5ARC+mj z))|e<$28P^b>hdo!yDGFcQ|~qkF9+QzC1IK&8Ga_^W;J9x#20-WliC!s~D6$bkJJ&xnn3yOl+VrFrmth!$A$fw509z>t1(rY%z<-&5f7!fA zcqKfC?JVw)W|E%FQi^XjICE?!XXNh-kS%K-p86D0JI3FueB4CfIh^_>*Swaa9+3Aq z-IDZX0it-hx=56T%&hG`&|r1E)@J*5`yN-Cs-iF^>3jUa3&svE(UUmIMee`;6)Kt& zhe3&gwd>h7-A{vi3;GmY;qrO`br`{Z7L?DERQ87@r0}<`Ru-cw4ed|iLkr~|FX|+N zZ3F$8WK?Z)7M)g@BO5M2fH@`obWq>^b^Q8$y5E2ut6j1ut-A^VaEKBL6@-lgNmkg+ z0*HUU-jnkVmdAjowY;_0U;|`<2J2iK%@17k-M9S!1>kA;H$zd*8+y$4$|#;XE>w>N z3b7dNrVnwEG*wa+yDWx!S2|;r1aK$F{qZB+YgyPIW~$#)PVcSKYX0v; z#s(u+BN|SkQxwl zBGV%8i-Mk$(5VQySVC}5?S;T+Nhnu}t zM4xYD1{IwUgNbk^8ES2Vn1$U#MB6tC9?Weh!x9|(SLw`=`Mtf`qB z3d#*ZJvLhXu9r}#M#!{aT+fGNg1pPp!#vQl2j77=;ajdmRM}$dOD=NHT0cr7O8;EG z)0gB^4{~aZN_(2qZ_iB6t;##VAt`@ZJU8KikMzTaL{+Pp2EmM?`wH{^=Tdb=W$%Av zbSf56-BBEs=f1`tn?y%vlx&paDj5rQfsNlH z05gRXZ^n*4Pw6`<^9`ib-q6ys>5L33>#W|a1J>3UP?jnmSEvr2u_^s64p~5z1d6<` z{Ws3K#zjd`0L*-XpsiXnGwXJlJHQ3>ZZflKC!{(5yJ&VPYE+My$#gi@puOdGl>%Dn zrVS&osPQQ+tKGNVoSA3I{2!91qCDD*P>LzCW$=uK-=Lv&m^Tt~{fc31 zMeY?1iQ*!mdoq_7|GMVt*cd<~vepphJkS6wLaz#6jmU*^|k@^70N_Y|}?rhLK}Ilu)V4g8uyCo5vvuv+RzU z4#O8%pPyQy3_VvdxrLz`1dXqbzkII(%7&d1s&L}VWIT=z8`woz9}^qKxI$y^PUikY*k@C2y zV)Mb1Ht%&HQXWQjQ3lH@5(jboEo{havRQ>xZ=K9#*}T_IL&j&W_i!wboomXqHT??v zew%9bD%qq8{wO4Ne3rcCg-yVjxg+;&e*xv|_iQ98yzX2Ni4*N|k3)825)JYx>kP_$ zTZU1KN(JJyQKxzNuW$TUJn)qTH$$5X2Z|511dp<^Hw z!CzG{G0#>`+f&MGFhV17?)0@uI;OTiS;y0M$wMcil8?rsO=CBN3C*&9kV{%ZizA0V zkg@3aa(HJ|S`#VlW>gCQN66eG#v1q}kC0tsXbM{8{B7#6&ee76E@uHjqBtfSys~pu z+AI_LHh-4u_YLpE(DsQ;-Ml8$t*~&H2(NDN@{Z;Tc|~8Hp??#Zsx&fxBIEa<0Gr%Y zjeGkx5e{Zge^$;+xtb}s)pZxf7YuN5%UCD8pnV*N$ebWxy%N0^B?x1EicgXwJS~{z z%A#Wc4T4KWJJxo)m4-^h0y5=Mvr04k(7E>UW{j6fX(v981Y_WgsE*=>ci5546kujQCn zFKl-@>~kYZYpu1c#{Mh=X2Z@|t*&1^XX5YwESWBh8@JoTRZ9^KzIRHbKq$-}m(}|F zI1uIn7)152l0!BnD$u=u zTsLWhCIOa0aE>9a@eTqA#7U8Xbq7uZq=sV=D@F3$a=Y6Mn^D2bw&71)pOc)dDrLxW zF!>yEwBa_={|brdJ;PA33a*ufcSQLMit>2Z1U}Q(BTvjstKOW;W}j0{R2|UD-#4Bl z>ruuxxv0xwE=vt;&@bJ!Mn+E}nSP}Q=HVBKZ-KUx$ z1+&mC%i}z5ZC0Yz$CHK*vTPfC4hqFLubwX|mC4aL<$MU7tJ9b)v)c{5CI)6V`U*P{ zNdp?3I*XVek20XV8n}qN6EPL^J)r)Sbfk5TCd8zRQ|Wq!Fkt2AWTTj6M!R^FV0(-q ztV2(@V6cHqvO$bGM0t1l(Acvn?0DU0fZ#GKpezQM1|(}lSj2==jGLb?%rtJ+u z!{}Wc`c)4f92I5bi~@=sFWqr%B`vn0)KxFXaF+vMPtUER(v&U9+RP%?HomxZCgTr= zs_Yp_j+x?(!hSv;P2RyyM7>hzDA5B&z<8ZbP^m5qOU6$OeS?&%C0k7}(P>;^eSPWjqnrhFT6~Ad^{#0mcUQPmz){x!ts^kwC}96irTyuw7l&tkmGc( z@hu7$$3_KCgY}iF#Rxwk4Ao8xR0RqrkQ(UVr_U3RVjt=zY(NyqpiO9ZpKWo zkAV5 zForPe@>XhvK}O5rREa;)RTf(i`e?@M9r20!Ox3|cJCBvqYFCphu3^?~RDqd!YT?t7 zBgQpt3DG#uZQhn%CF1nfMWlBBr5mpJm3E`WU|yUz0rSV0_t4grIx%w&1Ytm4bMra+ z<^6TSr=)k|#a!TA^?=}bm9$pDYHyE4m!`qm?GNA56Fmgv;_SC{b2jeiK z?e3)a`0;`qufh`l-L*R5RJ_h^y+*sNbgTlF&#OGC(M$WZ5}_C6tn-$?YX)ouy&6Gr50#I*y-jU*q8cL(UiP1_qB0@C&e7RSLd=gERA8G z5^XyLHMbj2KaCXqMor-am?3a)y4f?hr>ySR)Mu%OBsPHT)+VevVc*Ooy4nJ=@SPc( z<=u7XhI=~H7MJ|j03Z?>aBb9F-)J0(Pcx4e+6oRPIjU=`WXffgq4fWnUZ4^qiEbCT zTHxI?nQxQ|*jh~wOA_!mYsj!M3ScP4xt1*r5+@eV(>G|A8)(nWQ^9%{hvcEk+kL|G z63uuf)r;>^UcYXdpIV1KCkXNvMefRDXzH;mb8hj=HMW6`>g|e8Okz5ju=bsMIBk5k zp=JI~d>;KLeGDkccQYS)3l(ulLa2VbO84f9bmQ0GZwqR(kny}#&gG|T=J?i*R zJu`N>QfeWz`jQO9%89;|*vJS269vSUbCcC6hM4r{X%i3#NPjWmVxJsr z;*Nuy-{+5hQpuy-_Teb&!=t{G9ou5yH}|$&{UmqChN9aGcm7TE@wc5KHh3`d&y~Et zVQRXIE0u*g@H5B$w#2__R>M%jC%r&9e$m^0zuhZ2N6*{Y1mi=^4fp1;-YF7RzJ)Yx+kk`wAyDZ`YfYVQ zg{G0nggT7U%F*i2l?`t5NL7mUt`<}cc{&hUfa zCpTffOW*FR4Zz`a$~6fJt!MAPg9k=`f}tpZhIYF$WQMctNFmsl6Y0D?rQg&14s(9O zm#rcw3%{IS2MXw}OWw$-Ko43JJ^(gvP__P@a2Td!NytUh#fZ=|%p+KDM zooUG%L)RZ-e=co!Alg&Jf;!FqzV{%l<2TLa-W%r@{qs=v(t1-Wp|_@}rCBxIhKM8> z$_fvy@z=Vbo#grXruT;?k@C7{OSD3vZIC`a}hHItf-6dmwaz@&*zEkd&V^12%$_=xD8u1sL*o_3n3S5cTe zd_-+|huCyHrk6Z9`r{GLED3}G47?t^3kG$WLublW?xQQY67P*kw&PdwL9Nv zxC{NM1_9)CFcVy%!TRsZU6}Ck?=_w$QdN8ucr}P>%PC(JlAxlJv4hAvh}3YDyqNpY z)WQvif{G(H2?qUOt`HG?+X3~)Pe+GnI4c*pQl1Z&Wf=PQP88~^uSnutUWhKarWD8x zUX%3h2=D|#UQm&*&`TT&*_ry#slBIr{a64rjKTYvYV1Z-KTh14NsytGe)5w0@QdbU4!()U%UKgRQOiA`FIca1VOHvhQ6;6*c9+uwwwH^|nUNw&DaRRzen3Qf z5alld-RFux2}CPll^*=q({DGtj0ZH+Tih|G8)y>LG(c84yUnGvrQ%GddHOLav~EW` zUGL6<94OKLlr5e2b(yYL@!djQP%}*J3`ncTu`~+Y^Z6O)J=e5HuJj$V?*+2L^CA2&pDF{cYW`;lpzLR;xalRmBgBYejDo>AAmB)I;-tv>5`2tFE4T^yUA0P zBK_itf}{drYr;@)Ldna6Q1iN1XALtJT@XrxdF#*JVXk2bP?iWiN}+HF#4|TTZNuK8 z{hNO_Es|b(FVvhrSM08{fK$F05qrhHHM`9R`pSWsZ6h~(d}T{uQb}7C)x*FK{Xe1k*Ga6WOn|GY?hre;P=0}ltymIO^)m-a7a(! zxelr@=PGbPERj7C4Hsj06vmJWHE736-E!b*%ECfb>F|zcNLHqqf+(h|=eXDTp?Y7L zql)8Wcb=T04X-9Ze@d4YctCF($mrJLvAQ0TojKOcqdRBkPJpVK>j!ad{_Vs6S5&AA zUY+NO2X_+iPhsUN4kyo3NiZ9XBxsfxq@++{%1}k2XBljLI1*d#98)E_0PW49S3Dk8 zMoQzYc^n~L_X5utz-{7SH`NJ3lnSmnhi5@C!&DLw*Y3H7(rj-`Vy_0PuX+hxNngTk z=hib*aKO@3GiCpXAW>;$tq0l>tb8)udPa2H71)jMh|5i-0n{GrB07qayNg*FetzvN)f(?a#Lo2ODV>>U!Mep#Z1lu4|(Mw z4AKWSO+3yA%=eKE?=e%pVffDD>!;b*)Ex-9^tQfnN%G3ka9}}myl*N)7`-<-adcJc zdXY!EX|Zcx=;>;ESYqvUuX*dDj*7&;ubIu8Z7oyjlJE4+)svIpBuo(lTm(IEo9;K2 zQ)~E=%Xu5C?5$jwPA?Xg4HX9JD{#={DdXoKK{4vyMR@p?8G145`Ywx9J`+pz17Y8H zLwey-X5*9QMj%KbE-fj8GhAXy35hfSdp?2YqT6h!xE7&X9tR>R9m>+7!B=k>I^S#V zbCg%iADBdGUi%&I!L6hI(4uAZAL6rM8J+mdlGSR-&$o%C>#$(!kR$FDA6eeYo)E6e z7POwCb#EV@-Cp8(ZgENRS6`y>=b6-H+lOizQnaG%E@`k|8b;G2e3bDJutF(0Lu5{; zqB1Gf;osx;jaLMq3~^32KbkX14!fW2H#EqkvzCwQ8q(ulzG1|pxBLGNbeL>n&PJiG z?|8)Ff`jWFfAS_o{Y~U3{RQ%fo$;_=DcpDemHfS~=(^^3OJUc$ZKdm3!X!6@VOGzu z@DMhVx#*e{=lMXRd7~DR-7dtP$+4CtBb_h{=cGPKoa{mwg;kG2zP6Uu645 z+BT(_I1<#ot1ut=dp!y}Z&f2SRw~5}@ePyNh8+QTn7~P~B`f?t(GhZs3xX-QO<~XJ zA(Edcag`b5o9@ebN-Dz7wZ15ELs1hye1h2&_Lp9!F*@WN;=0CXR2w9bC<1?)u2Nt^OAYCrZd(miA8p)dt>EdTk1pWZxX7@HNJh2UW0)!)9OmRtd3d3M=n?BT2 zk^@lmLIWkE804YP6<4OKIBHnZwJpPPi0{@}+jxLhH71ov=93Vw$q}EP6TxgHjJ&NL z=NXpPPTzLNh{tk#@Mi%=pp|4N>))JKuouMARJeH8n#85LWMR92BL|oYpkCY9%ICzqp*ab1|=>S9?R8i1nfKbqZDoRmAB2K8@h-%!VzdVERmXamgDqs<6I(;q3Elm;wjd zSVPZRF7*qo5U@@mE_NvrGR`%oHWartU_tym|6nD@9GPXG4h%O9Bl{Y0r8*{Zk0Xko zj*0KdB~l^Af?&;kWjSp+FcKx66$`AOy+IPQw=I}JwDgL+v*0tezBC?3=N5wGV)KR! z5B1#D(qwk|!Q?eEX&!ePBRm-Ru^HLN`RjtJI8*u8#x)^;F2{!Qe)uS=IXN$+soC+c z;=0hCg|rAcTMKwdwb;muN3v%$-1l=^n$6{-ykH5d0L${)EHc2T*d-vszTkzv%4W_- zP?u(AXQ&@V2BxwFO%!lshwLs)B7$~EKoB#&BKgz)Ax#g1Mhu}6V@iNCVrVg)u}$=C zy+fF}Ao9@h*m-AZpa1Uf-SRL3E1^)LYD7Ndxy}_^xI81TbB=@V$(0iERBJV5TR50| zspggc)U_`l2}B%#o<~9nlRhRLWF9g6(XHtfsLoIlkfN^JJhka|T>2>ji2xbbh=A*D z+%(#8>JjY~3z1L48IAKihfuOt;L&~rv#P}OYvv&-Zy^v}9e#2K?|P=rDB*srnFU)> zIqc0Fgv_8oh+0g7Tq%8=_*i55wMZZ{@?;k&+++`IK4Fs&5l27IfC2!kj~yrEwK}y0 zx{#NcQc3PjXBbU}72pT8&Spl?!%XG+SX|yNc!JVt+$~XA-Jx!kA@ylh;VFv+U@f=l zU{_}EG}(wQ%9Nj1)l-Ql@n*`wJUt8QUon>}ZblG%HSanZ)ICc&ZoqB06$ZToXCgqkbm}wDKN>tR`}LXIN(&L$8G-5XiPMNb zR$q%{(W^4B8ESJH@<#5P0uCfcgn&heCi}v7=ck)1+4IXGC9;a6BE0aUcnaUZs?AuA z9+)Iyscl$DM4=;hRIRC?mFWCwnhNsO-Oba>NwSL_C-R?@rTus>9Sc&E7^1;AS9{a4 zZ!q_Sfa7n8*hLqnIXj1f~5^$0q4NWzp545=+6N9HO4xHCAkQG;RrW7PXi%X^uCv+lF*lW+` ztN_{uEcP;Ik{S2oXxuZS%Mnq7ECl88BbwTT z$FwP>zCL$(Ic9V%Z8$G%nPDfD3kqcE8TZA#MB=U(8cY4`saluWS5)Z`tu`BhhmbqH zodtq;?avKCo}1e$DzH;Hx#L4Gp2U)jAYY(t2GmCU%bT8}!d*(hNJFG%0qUheE>-ba z0Ya|~`<5mE7VRz@!c~+J5gVrSi&5?a=r`NT90c|$rIBx_e%0LD!PFt>=hzMF7fTYi zIWk_@dbRvV_f$Q(G(PyKvq9L)W#WK~!zQcmPF-gzlmZD={O+8$($|RCS-s64(gGP* z48-!u1e>4o=eu^!LXL#hEEU7b?ka6ZQpgQ4o}l|pTm$}`05odFub8PuVJ8`ShY;4s z*$SrmI*E~AC>J*GWZvi*DHTnpK|DggN_Dk0Bz$e#WO)I>4MlPVAVr(ChX5<~3s5>{ z*sV0tw5;DHuG+_KrNBMf+16V9#&WN{g#LFHp?b1@f^t!hJMh(B@Re1ue|F;*P1X@nL=E5T36U$McN&sC5 zfT5+%-)q90;l)!+7SX8XLaa;cZr^7&9ji_nAE#r|f{@a~S^>o#m(1nao0!Xcn$JL% zUD*7h+`Z&uy`o{adu>51bv2WKU(zCo$9zyclS zU03ar`g*Gr5ZJ9n17`KTI5i^3|GkiSD6o0U$hjpxNI-HUP^GO`$3O*e!&ytm<-CEX zsA4$rgmDTx-x9Xmqx>8>60?FgapcVI$7KN?^U|ygeuK7RRbvwkXnxPtYQzbsmFh3m z9YYd-(aR^$Q@@*Y%reM6eTA(tC&oa084{CG-OXrMY^iF(4A6ny*0xoRw}P49UgE%at|WSW)1 zm;8|%Qm+=|(Y~A1n;1n|MZB8M+jNo)B!y6TI;>Svj)GOwZ8y{5K95dySkJd1m6~pT zGoR3w?Ra8Wz;`zRh#1MQAM?r&>}Q|rZ`a_?eUyK#ac-dZcH%Gne5$`=nU^jqV|7Tt zzNo2No>x5^juJSWdUaObty7!e1n)oOOAY^QjjSb2&rNCWUGh?p?3ts!%IiEDEgnKj zxk+`v-H$!Ex2K1sKqX=ILT(T|2BA-An&uW@tmpphahVf*9pQ`<2cL57w$7cF4KV|{6}t^r_PB}mFZw~$V=WV>&;o$?r1h$E2OhR=-3*F-T@ z>gCy~_M?vl=AkNH;nyD~y3D!3@kPB)!{e(1i)L_a(TXw$gRN!NeA*yJL1hIaF@ir& z!|@D<^pY>^>?qbCT{$G-%eaCY^L%wMv<5ZMZ}bw|p6G;TWl?qNKK+_{dTu_(bwVFQ z^!|hoP~8KDXe{}eCnAWSN4L##junFqL1mzg-C27zbLBvUV@QYIRB{g&Y1tK?;b%F; z4@~a_$J})IHBwhv`3m;=WL%!5vHcfK0#SUbZ?!?RssYr8?b1{}PRRwu*+l@uUN77J z9XP4eQJmhEs<}N6FvWtM^+&=Ps?MVI6t-J=1$JgEzp?*lu0Ab;wgC7P@uPS!5Kt>5 zY`-l5#wd@-7`nQZNAvW1&e)-g?T}|U!l&`8#0fK+f^UBt&cmF2bwXVQ>bZayves2W z)mI3-EXB%TFUsGeRApIsdDp7{hokmGCF?^ zi%LPUiS3?La+O@z4V%m~9DJ4Q{~gxO>%kU5pJeIwxkYuO+k$dmgO1opG&pv_ydipv zPF}|Q_fH&4(C1$))=?xzu=Y$;B(seq|nuQe3?_OJ>bCzudU)?JtK|}O( zF`=v!(yJ(>%ykNaOKU{RNE|N~thJHD_mo@xbWKU?KtB+{^`o|ww{U#dpRU585>TYW z&&RbO#|@IM6I5>-tn#tWsEt5LzT_CN;}-r6tXhX?#2)v0F2B~D*p$G0xu#g@@D7iy z$Vl~;wQz2!{Ef+Ff3D3aYFD%-$i*y4pfT%qvTnxnH4+#R4bLkrje}M@=XCSskay@M zfMmwn1fHUoBUKqzFGlad@8RRq^AefbOQB*Z}eR3KEd;IMmuc!Sdk9BC$e z%GS6yGhC9Ou4g$W)=GVnuc@d}8;Q%+!IPxumk#9FqtTv1Dx)S z<7{3h5SNjNJzIFaddlPF*P_5KgDWMg8ORjs@G*0!ZJP7JA9gkSUg8WSG+dW%Ub|>z zSD_7WVx;AI)NI`1<{fXOdfM%y)kZsGTq6;~%Z38J}zIxr9hHq!W9e?iLi{Rve2u2{62&N?8 zxvJ0pPj;9SYe**L`P{q}z2mCt6HjQQj7YcYsVU-?QNn%DMT&Dy;S~HE zLEhX80pH9Vhgz7T-k2+XFuC zh(LMv<;CDV_)GMtUU{J)gtA`vq}f80cbio=ho;4-E3h$bq7Uj5Jm*?|wzeRoTayXe~c&Dp>l{tVahVl?H->R5(z?x@7>tQF(%4S&M(uYy zblKhP7$$6*#fzu2_ZD-vQ0XTnOw&j&2VN02WSf`GP443o5JkCO;^OrbPkl0VsDx-{ z4QFAitcHL(y*v!!sgqM#^S)SySdqy%`ghl=l4pTKg&8Z!5Irv^@aocg9wZO>^tDVQ zy=D}A)?m3a;1v8+<)F=nPPG(FUdCTbQd95xL= zv-?evt@5|0xK-JL6YZ5-9;h{v*9980dPJe9uuZ)WzRw6sBY>B75YiKh4T@BbM0tX| zI<6A&I#P{=N`^6NSU%QSUJ&2hOGea{boSq@h=*J9n!N&X;AnMQ z&_(DTO=C1uu-bGt`t4yl9ii5ld+PxN^MCzvsItK z_=4BaWBVW4*ojAP9K`Uv>o=@B0JtV(o~_b&;UG#WaiiZT&I4cap^>Hnc+B0416W(` z@^B29S)2;DVDUl@nU*U2ZaPJRfac}hod=m+;jNGJKQ2r&VH21R5AVs5?4(U)-7 z-n$yVV6nj3JP0zwstp@ra{`SWpC{!}9QG8M18c#l-t0K&{qr1Sy@JHjFMSGb4%~#w-9FyPPGVJUviyz=aSkKG za8st%9#JF&S~1c9NxET0NrPlc{in{k+1Vaw>o=f+HGUZ9kk>4bgNzAMZ$eS{G-J0^p*>uo+R=i1m zdW@4&-z>#kt5Uk`4Oe(2L|Sb_lSEd^;DG*O;5=!EML9sMz(V*I&unDEJ z!*`Tmx{5m|R2LmDF1!S`pCybJupYvv7PO^D;)I9kA%e3;t4dLAkDh}SlFByKl-o8x zf>wb`aTSk?_f_npZpqyLVq-013xp5zy$ssPa|n-nas^6jx`wmWzhaA_*SIo?6Q{qz zni}?4aRH^g)PG{O=ZFCgrFZdQL`>8s!bd;|-YNk-^dirI&6dA*IYP$NKqFJ|!%99r zMTvu;GGu+qU}$>KMXj^^c{Ox@1t5R+^U#&5N_x=ZTV^u?u!n6efyr~*7B>BO{{3}$i8*<>Iwd3W&zcPR+Z-)$TA*fX3y?UAhx_=r$0SMf)hjvQC?{38k0mPHqe3n*T zqIw$ES~}~9wFwYB#eCqLk&({I_}dm3GSsGx$G}s8)PB?wM&!_y)%X&hVX%LSYv?ky zrvnC^Mv02pgXnwR;5b#)EDwW)w8cOco+^cGtVOp3gM#2^(B6&HS&(B|aJc#T2iv(t zF~;+o%MDvn_-8lRyl+OGjV#C#!Gr@iY+{=!}V8C|iCVl1E8Ca(oI9UQ0+;Q}hv zw;iQVI35vqn0>p~RY5LO$>AGIfbQclW4D?ls($L8kCF(1h|=jYwN~1M$4Mu<1W!f4 zloRm9Oyx8?Do|){aFIw+ zo`k6g_Cl1fmOa13opD1LAn6n)+3)HemPpt9cnE?A?`N4nMwlNlakK5@w}f`EbWNq9 z1B~zM$=m5jWYFw)sdB?@WisrI&pV4S*Q3BlgTu4yw#Z@eT6)ZzsV0Jev@QmjJqvtj z?@%+^UGZGZKJO!A>Kjr0$yYn7zh(qc(7ZqQv;am;Tl0^O+k7i<(IdWJ zsHgRS|M+gGH=%xtWNSjcMkiT;{b$T;ljsh+&Duerqh)|)TQ8Qp#0 zOl6UzZBlZIF^mS~KnO{J{5%zjo$Up8-d3Wvh(J2rDA09SFx@Q%WKId$yuoFw*b_ND{PQw`f?$r{u@4t53HH-cg?tS9GH2q$54}J0lKiMA6zJ)GB zdnT`V?)u+U%xpqH64xSC|JoA~YWP;?a~2k}LQ5Y*|D(BJ8_n>TmJa5s?N#$Yd!oSQ zkCV%X5RO27)g6Oxiw7D8NWHDd$+Q(j@0l?PfR`6ushSl9D@c*hJ~_$p zncEPZg)cJey(O!UUwjMEsqmAd#!bzU^~7#MW|-+RGzI3{%o6#jbKG@X}>#B z`CdPJ-NDrGnL|s~6{iE?ivBmwDC7YfI39FKwuZ#m2@&{JlvV_p<>&;!EEN9>_asOz zBDlzjcFHLC>A=sEBCR5`PJ0c1cKk{0_n-m_7dLMv8|+Xx@P zj(|9Je*clz)7<>wwACnthpYv{8=55-ID6v97=bGx&{b7~1CjZXR@l+W4V_P}5KLZU zfkCQJs~pE|Vh_8fcaeUC7lwWN65+?IRa$zHrbpZ44xg^(PatLIK!5YTTXbZpo+M^3I)tp&_%Qrc$(znHUOo&xo03L8E(y+EE$lNf-};_Ij&atx0V^j(|}QN2QcyX+D|iTHN@> zTFdYSw9Qr$)(@8gu|wT>>QdS3m9WP}{xq;DjP{JyM2c;dv94(m`KLwF&_dV7Z3thE zwIeuDt_mdz3IxKI<9yv^^%NcSWlD{Tz@OFXG8`OA>I8np9h~O9NMg1N&wC>^Jlg_0 zegJ+f=)MMkOF|BkJg0(hYfFp&GVNH?77nxGL;)8NaJ7l|{eC45c@lz@sI$Ni@K30= zcEEK#Bdw&&Y_E-Txp&lRbZT?k(=|jWe8PP;O~6RIrUHIvFWwI=8`?I}SpF!oQ-5>@ zDbkh?1i)6by>%>sd6w&M)*=Xs1F;5*r^K)y{+~JgdIC+* zUFXLFCPd{Y3nnYv((o`SG{QWQMo^Gelzz($7cEg+1^Zq3G;4wGUw~)v^1iD}cz+^{ zK=wRDf4xEN?LA$KGB^Gw;?}>I*5pUtfJ*%_^0Tm|5#->G`yLc?nIv+OLrSN^np+F! z{j&fHm(28jjVSMtpFH+o+z38U*`w;_nm(8MrG{+DgcI->A>v;^j+ATa*6;qk@<@i2NCH@gDN$ zI*DZ8!Tx3yz;7)i+t)SCH+g@uUI1mhgnJu%MVnZR3K>dA6JyCA_8XUI6y7bFlM;vZx@MyAQ&A}N&rPby1$@uckM$njv-i4DsXvxviWgE|fF~b|`UI+*6 zH+&WNhQWbib2@T3i*_vnSm@V^>8!jh>XdnhpPIeqi(qH>kM*k>0+7A{tZxf|sj2{NpA}WBPjp z*f>}dV*6bat$!B68s|a2hH5*8LBCzCE(YXUTfcb>SmmTIvg_y}&5<_p=LpwL#+;P8 z-i!zrC><)_`6g*V8^>W5FID-lhW87jYRV?8A?{sXbHE@Gkgerx-w`~sHD_v2z#R4| zhasXNG zg`)EUopsXCr4v%fAE^yM`b%+Kjw}cf7PR%ge z_PmXoCk5pWbv*c`A~ovxrf%Hrv_~0HJk933=DncOa4*3B|2MgfeOt5ywPbLhLfIY6 zDQl<&Rmw{2^G}vH4q}akdpxSG;T}g_WWCe2m5@s*N5=y#%j9#lq-t$ixD(c(H06g z)gV+0bwQno$)6-eIUOpCFoPH1ih2vrr?~7_sUV)X)cCFE9rIVD^eH96C%y!IGf~lt z@9ggnbn~Wo7wKTEvW4)8Ng!k0cCo5;Bl&G8;NCN@Jl2G!nJIMy&;T)HK-C&%2rRyn z$()~sB_d7-_@I0#Eyq5C^n>6wO{}vaC zK!5YPWnRI%yi(U6-5-0hNQoauyGL^mRG+AxkM>$jLoC8Sz7W}Ze<8@#6!(yV!z37b;x(>+sO^hW<(>y7LFJE4~osS&AT}WmLpweoq=hDCp zVe#nZmRYV_m>6{XE=w@|@Wc_Qey*dR+8rR=fs_KxC;)U-lQ44;4B-o9WiO04=PNI7 zaxw8SCIdD_Mz(cv0}Oef{&9rE7KPSi6coR2Vx`cGN^he0%u(*>AY<@-lL_y9Jghx}?wz4casiVjKJDC>8E!GxDlR397Aq-v9iXk3JrpZCd zV}Dkpp2g^coAG1|=%ZCaxKcMDQ3H6v3SZxF#AnUL$*mZUfbEy7=N{!NbB+>1ZMy7j zHd(%Zb#N|0sHEo8XPPz_HWm#ar2l{(joZkbZKC~MJ<&Fo6JkbVTWRA3tLwffF}a8M zJ5E1khgVsUzxmoDpxbVoPwlDj?+-+XaMNtg1Hyl+B(OUDM3IU14cyPn5d=7fUnSwt zk{x~7DAH4arys@luO0QfCpb4a3pmO*IXbK4wvALrQrrJUFp`F*k#4XY?iJvs((ERe zOM5a{8}zo7q4Bz2p_Nf)1YIQ{h3AuPE)JP|GKjd-wXyel;EXbZrp?KM_mvyJ7xVWW z^sxPnOpMS$ylK92osz?stk(U&HrC06LZ9C16s_w-Wg5eGn^CkchX8RzQ2R44QDGu~ zj&qCE0cbDUyaK=6^Ts_!|B@-xjLnGuIvH3k=+Dup-o1gTc{xtk;LPqIhtW_VYI#v4 z#uAWfi~He>D^{Os>@$(LoIBj?pY3dms;%;3aJ`PVX1^SO%Fkh%Bj{fQukkAUVX>9R zh*Q-g`<-1$eNbaQd}zXR!zKi@1syTdio-4UF>j;HUKO1X@^9=X@iE+aNi)ejT0wB^ z&~6~2%zaPgOEH`JFAFY*hIVi~6T;ku*t*KbW5zG$G3$Jd7J z=MjyKIZ%+3;(b9z6Ov>%0y1)Gqkfg2?{2^c(O{9-Jvja#4o)KsA56KG*YQ%J+*qYO<$2dtFGx%Hg^xAPXMLXJcA{Fd!=-Qd|wIgM?bp@WfXnAvx}x z5_gHEOZ281@+|vOOjM*k>qITip>Mi@ddj>*4r3fUQ6Z2ZeT7$vqF~$ox1f>rd4>8n z8-eyA+GY!-%VG%IOS!mo2}5i_3XZ-q&M-I;zU~ZS1WxR*A?`%65!`OSYJ7T^W02#Z zFf8DTNIanohtbT-eg@GmG+~$Xwy3gg_mgFXy)AcD^SrO)g26W1kF|-8BdnAMeIK7z zx&aoF3&MieXk>GFp)f-9*t;2Uzh@&>53^_UygRr<2VZ#Va=)B0N7aR9+=K>bPndE` znZM$HmIl39;p^H|(Gw%s&ABCSXPPS*d}!|?-d zrr}kz4%Jo#G*^CfgO535TZ{9Zio(K_guuDWnNapbms9KU4q`!C0giqC(KcxAL(zB& ziZDS4XH97NAlpY&@V2`K3(cTE|42}TxOl5F7hze2ayasJm>>3O5y(*oX;$34-^_2B zS6ki|Wjw-&NFUc+_ymIqr8X?^3yP1~kN-i;%7u%5Qdex`Tf;NiI)i=C0YBH2%~CPfvU>p@SIR<7=+NGUz=yBxRZaVBMJpCiJ_21}p%ee&l+NR@g# zglFG-3&S;@d8<`Mqu3(!AtOgIs1?kz^S;;F4r*Y!01_U0HJ(aa2-$75=J89@0DQV6 zd1=XmZ=b)HT3no*KI%#ZmZi{lVF~#rg7>szUp)qhdH3+~p4;76*?OoD51mCbr+2J_ zS!tan?T_6!tK^^Q4JBB1>fJi8zwZIa408{zR)K6(kt&(8+*jsY!D5x3dtFPa>d&Bz z=0Nc}$PXNfjRKIkL|5<7xyZi=PFM8G-Y@Wn;$^}~+ahE|11;cojfX&ve%i8CN+vKk zf~^tY89$WER%7#RR~~pnF3>1l>^;@i;&}&xc!uxnF*BRHvojNI#Gby@ZA7eqbA{1G zA-F6|SVqiEq^Dh?YUrG1%hqD9r@@~8u3J0hZBVsK}*%_LM$9Y3jwhzT>u5JBL zNMr5lGq<&fD2Ns!4IF~@xL;@5K@d`1@FDsq@N()>@Dx}dB_Ml+q|ga?Gp&pn6Yy6z zTIqq1iN(d-gj8c1WPpP(^JFD^+P4&K&9vHl)y3LM2lx0(zv4?jj-~DR>_YaMGM4dd zP(t9JY&mS%zOlnKqLfVNA}2b`=DyXnMjwu`YdTJonK~qz-Q6RRHMS)?)4AQ&A@8l| z^ampdJX#uQprFI!RpfV?xTaS^qLgnS)~zuW7jSWP2bkW>#Uv45ZxuDHUmtJ{y|$dz z0<#zdqXch)ROS(zP#+Lq{uxzdF1NLJ(ULFEtUiH@So^@H1_o)bxD1epf#OPP(!nXI z&vAZS2SI{}A{bdz4q}-9bBaAz$13L63VvK#^ofxouEbsW7DbvZsfrS5fq+}ShP3=thnPY4hHBr~tzd>(U?_{r(m z$?@lai#YcaX;GeQP-1UfXmz+|`wPx@NgBdA+xp-rQwNGA3+z1C<9#;|J zUKA+h${LgzP(Mn8HBnMFWBF*}Z`Oj@Hlg{^y5kx5mVGiY-QkSK&-fdl1Fi#&`ceVB zrf>yJC50vFHMMK&o3Z}y|5&bJ+7RsBSN{f!75O+VVnd__vt5~$Y&UC%g5MDzj^nJrJ}f8!aKCCKqy0vnX`1*_8+SH z9F7=Q-FHVOGc_#EJP_+}=gU~1jsk3ar!m{dciqb=1a`{#*#+_ue`$woaa^&&p0%VP z;=M+UA>7m=)2>pv@qJqmEi&Fmi#OMvDk`T@sm>&rB%IR%uL%FzS-N6~#UW4Ly33y$2`cy3_z|6Qk&nhac)t=CA_AD-z?0VRh*8^pI*Kg-QuP)Xrg+HB z?q28!W#9rUBQss!M5QR{YR{s&Stvs{b9A^53XRMI(|K(s9v896L$x$)`QAU$Aw;|T zSER`rLTb}TV9uy28HB~Xh8)0c4vzD^R2GshL&?i|O02OOGOY`IDlmq95xo9hg=kMG@{kuaW_IdKrmKQ3L&*NFGktt}Eh1pLH)-YGg57lRpr z{gjcmPkcOwB4WPjT(SgXqD6(hpQ0W_$jLv#B)sw9Bhrmn7C(C_;Wl^jN|79hCWS}P zmOio7)l)0@3{k!8IHL>Djs9c7lM{G#^fr_dTi}Hh(K}07{{cn&9Xx^fM&dHtVlRU5?gTe=}rX?1sls6lxJMhd=J8ZL zo3O4`k<=K$M&Tn50PppdKARJovlVfBw5D7IHE+#q0mwRI*%?}=fJc6fiiq#O>7cRRk41wok zDJ7!i%{Z}QEFK-p3D~Um@`^~0f0z4=h~&{z=&zn*Lx-uZ@xsy(HhZ9EP{_P3$yN*B zg?#pQG;N!nKl{Xj??d`Ci`%ULZ|Ay~T04Jd#FWFy$iC(YLp~p5KhU z`;T|Zrn@87|I`F)b#|_IS`~k1&xaJdsHP4%2$rB+$L94GE?EY<0@D~M7cP@%zx`Ul zcDx9zVk2|o$ZJZ7yhWS*h2!YInJ{b8Ej1NCs%CQ4&cT~-=R8L~L6H~lT(?jabugaG zF2uNrAfPemWuIKpib_@?j-s7>4p?x^ZTeWGm1sfI7(> zLe=9oO9RUxh)@lB=_|aB*nYxD#?KU~I;T$>39F1VnH8?|t|UJ0gQ*$0#tPE#Az5^} zWnTp$1{Kk!W*IE+tQ`#5(prbN6Vd~UMSdsp#LPiaia=Lg_7V>Zemvk1T%W0Ju<`=O zl(cyu36_Fvne=0|;UQ|Uh7XuEiXdd>V z<$FS1tlpDVMqgK{>ArD;;xj-w+WqcCJ0d`;VOKh_@whe^`cL` zN}vIz0OOLbl#^4)1M~(>__}rb1Z7|w;nOS$G@sf0-9{&3#T}c6jg_&CQfyc`v7R z)4UYd=h>{ZASTl>CBV)@mH6=;k51L+&#S|wu72z9LZfS()dx)% zhh>o>q?>ZKr zd4L-tp|YJU9$Na-v75M4<$TPvL>5Vh%vBkO?1{+TiYS|6Ha%m|I`>6@Ki0~xSs_$% zAl+l7Jqx{n6Rp&l0CQ&J{QXBji>MOAu;->(J#RBR(EZmBY$;cb*j{`S@~SlQ-#1Ts zmD;SzxC!A(!>z{m+rWu<%`Bmqz|?@QU)E$+f1C07cD=2h3+Rf*H`@3ZM6k;f&m{j>{#a2- z`6tlaOJlD2v7NY2qf0p>7OzyVBxWvyul@w&>1ZS?iQ&&Miw01XQl}DWnT#oK9ut}< zOdsqX^z~`RWlbMuD6rWLMqXg3cRTqk^RfGLK+rW(GWzQz~ zB(pd;Xz?ZFBpzyXGHo;6sA=nVz-s!#m@4{NPdp#J3J)4j-e72^7@+8C?@Y_;*9nDj zEcC??(_FJ`1PtP+L?iH7u+u%JEHSpc!w_}pf)Ay2dw62{ElbuteX@?A9|u!@#$Ep5 zUu1MX&_?R7Uc>Yj&*3B~c=uR@djvipg&!3|L~soz^8?-`2?;NN3Al3fXQHPLuZEay zV%>z_^U>4UGJM?yX+%?|q;$t=lT{*l5t5ZI&`2C)E7`sxNK@|!MSyxcNG>!P1X6*| zL9iWJt82&Eh|BL0%)=#PERGt`fN>6%)SnILSNJ{(N`!$FXpKQBdIj{2IKIb~2042N z#N>-+jpc-03X$(nn1azH!PS?zJ5+)V;QG*ZlH-fu0SEe0B=>#a*9f9#_g`iEun)BHDkfp@{|%KTjF;%1&BE%stwX*#lu)nj{-D+j00sH z)qmS}-2uP?XbRfoqJ4X!bv&SzO5vs4{y*E}9T9(=R*qFW)7RcsMg6nFD0D7e1F&~s z9rLNfNM1#D$9#f3Mw`XbUG3-ia$>9#!YI!ET~Htg9lcE-+c;2JLDN@wnEUP!i}i&@ z8E5Q9DM=&fs$=_!$GJVnFSFXC4(4D;@C#*zAIA5`63;?Bdg;~bd`>(3SJA#85Eutk zRV89+qBURK>?FD&w}|d(pWvnb?^cbY?L1v48gu~#`<>iYqp?#Jqodf4E{6Qxn9|_>oe1FuZrw zaLB@`%V88Gry{7EIUh&1=0#jw#)$DD-*;FE$-9kJg z^FNOS^)K|g>}u&~?>rlo&~PAW`SA2LsvNS&^@*%qoW%q$wf!83Wp)Jw&}gJ2snzQ& zsi1F(woX<=>vY2*v(_=U*0$K`_kWT5dd`aeU4@tqiOnu%?Zx2DX}|d$TG*q*4}JCS z-DQ!e1ZnltZ>AV)B8D#&B=7@w(WK#=rnwmj4T=yuScpLzYAlW!gPH8CDq3%pvJF}s zjMr1sgCA=AprDs&JenK#5FGvsOKCnG-qW1tZa49HSb8fqqxxEFMDOpZ{myF3z*mbv zgIOiOv5UB?2J3}X_L_rpdRYzAg#MUxLQJ&_J?8gtmAQ_q(+pgTr5S&tVLoh4?G6q| zZ+>`xyC)lf)&KZp3Z0k!{AHZKxws?Dx`)&!SU9F+0V<~q;T*UBY)`~^qI@9@a%su7 z`faN&1Pk+wQU!?i`{nl5-zZ^cajL&V7F@m#%EM6&N9S{mx9fN!+753*Uy}*iz)^^)jAgn8RqD{3H2; zHR11m>Yd139#fU>d3Y=ur`4(L@R&|%{BeSm+Q}%l9~C%a5Xc_|QoZD6OWgPWVNWJq z7Um`OgD*7{6edMhl*8KbS6JLXtU*d>uJOij(+T5*3=Z_wuQq)HSTERw8&xJZap4+a zI_Ws0O!w+%bSna3-_MK@*sVqd*Hvncv09svjqr5lcFdt4p`(4w4mLv_g`6Uz1G3Y2 zh}{s|l|PnPwL&g;xB~vq-!LZJ^U*YH7MOQLSPKE9>`g&8jR(29u0M?07iwSWz>Mq% z0;dfzxPNZm2a3Tsc92u0M$0-C@feV##^L7|i}C1-Vug7*77RyMwGgh}s}Y=cH27&}z^JGw(jScI?k z(WN0vdsU&xaD#%I_;e0@Q0;!4X|GZn>6OEp`I2pGE)XOj2C>?bixm9UM^W3+GCzGS zS@0GSG~Ggt-0}K=E6jLkl~Asj*M`sl?Xuuoze&a{A*H9n8Kf!Hlp@TcmB)GJFsfLdgh z7s<>vFO2}TDSrLydv}|*-XAiH$S-(Xu~iu=tIFcz_jkIsVPV1d=7K-Eqf?;?KpgbIk4wMxQwOhklhBbT{sk6@5T$PDYB}c+xw(MWwLk5Cjz`g#1e5gr&e*xN0UI*st7GY!BQLW3_Lnl5m01> z6@LO%R(WOY$Nw6Sd(y=oi#yS-9Y>X03zu_BpP!WUwcI6Nz9ZysIxcQ!4C$H)tnKbj zV;oj8&HK@PzK;Z0)w}Fcjkqh7V1cT7LB5CCiqSp>Fgu^%={1xNGejZcO@(m~U z#QWLIiT@`eJ21vp)|Cy7+ADSyR!}A|S1|otswMB<=0G^lpbrc^&Pe~~52o3@7z#54 ziQB&eIcuG6WlEd1Yk3>J$vzWzt<(Rse%%|1XT&(5O%)H?-dP3zsb2hW%^jN^d_f=n1I}*XNqt7!msA~>x5%;h{Ta_Bu0x9ZY3v%9|f15 z*KSTcE`u@NKzYjjyrtoeoF}yF2VLUjpTd!!$mxwXpazV zjEp0Zbj6k5NS|-RtwnZ;{Me$8Gr-r%=qh9q-fng^vdc=hwr+UNsskM(yzt3%uS%9l zZl(T}oPOs9YF47L(x~}PyRxi_s}US*WNoR$*N!gmUpf);W!*`4qX7T=pY88vvQ9e{ zF4}VMsnHWe?-1PG3kSY6drofDXU+@16$oFdtGbPLejC)CTe@MSNht<(VAuJPtrX3B?D;6=ii$^szXGY5{O@me-9zHTY8=td1am5Q*e=)Z#l#mwCfxizE*(m~lI zUi#U(UNIzcM;R358iuI^##o)BMER(fv4U;rdyMG)l~VA;Ot~0AXt%4hm=X~q3ZY-8 zZCrh1T{mDWu9S=(Nnz`7v<3DmDorF@w@s|LCPsr+m#OS;uL?P)ZLvRlEfXw?GZpaM z0gFo-{|f;`h=sxNi#^k+a|Fb*aChRhS2d>GQq*t91z9> zm>1Md`-4|t+#vCJz1uSBDR|PowBbC<7*K9*OY-;Ko{|evDLgR6=#x zD&JGsJ~xKOCDQZZ$(T4Q*~!qkproUJjvls;Xyfx;Sa{a8V2k(&ZqJ?^Np#`|*5AZ* zKY9-~!nk(x?WY<=)EQ2G{HeOksN2$Xt^0F*CL24HQ3dmfAEr3>)HzESG~i@Jt|`m+ z7HM6`1b#Z89P900+m+QKAYrq_9Smb!f-|@@3%r#As*a7kS0h&;~ zA))T{r!|UE-f)*Qik>39Z+{18mY}J^FCNj z6&%T`w42?&2rjzrC|*LGM;P$1-${<0gW8z!J3#09Vw|B34*!C)^*0M0??*zXnYVo( zW+yhVKc9OIM> zl{sXq)Cc|;*K{A}2B-jOwZOxVYEWL+bnsMlxOSjH@CCFP_4C?imBw&31xLMD$kzvG z&%PW`uloA@=Lyp?zS5-lW=yX+2VL8brc**wXs;CWAcbidsz1~?nc2M@o=i~A@ikax ztqH}RY#S4+{QzBP-Od}YwL#TjNg?rW0kEUPQXS`eb0mRlKORWk0^A%(t7r)KWO-`c z$w4dns1@AMb|bSF+zZ}<(sD(lDOnmr&oqCxAEn6B0!=dGK8^TEqq*qfs$D+R_V#$z z+`|6Z$UlZIQk5E4deC>`jgugG#U_2WY2-+d%xD-=1I$T^NB zDxS4-zOBpPL2MQC8z-#=FO(-UU49O2s)+!!Is|LoVJ1f2I1S$2rj64Cba4}6)@9@o z5u$@i-@`1=q4Yd5jK35BSiecX4!7m$!8Bg?+wB=*LATeD;r71g6hacaQ2iph5D;~Z z!f+_7^EO~STi4N~3Tt%I!%|WSMreUf?(=VR64tv1D3mTxT!B-O&qQd8R`@ntJ5w1% z^usjp-ag`=L60{TB#VQ8+f+G`37$d@dUYf$`ivobW?O1}xATz?^Nr#DaPE#N;S`4Q{hzQ-tk+Kiv+P zsH*$p-sM!lab}MCytMh4l1>7y@B6bpz_1kcrC$90l+8KRw?-w-8cxu=U1WMpIV#_MKY_ZvZgoNEV6kjw|GFSF9<7>&%J;wlW z%I#Vxk-5v11uEx85 z;LE?{;lqxZCIiI0;HJS$?!Tmf5X-|^L!ZQ>go3gFuYrf^&KpOlId2z%3k@UFwZ|a# zeqL=qa#ug6{CG2`OCEtc^L$*>g{)IKk2uKDk8#JOLx_`~_$VDr3unG!o6mR4wlz?8 zqm=DmgXwx8U>9hfFqz&&aM-a7^r7+tCSK!U2EBHnG+W;R8V%u))xq-KnI| zxu=O=v2ixi6YPVU}4O$clpk$&A{PU;1T;3(sW#!-M2b$1(PJH-U`Vl zPo?hT+jj}RLIE4z#e8T-)>p6T?(7eNe1mgGgvFGuG5$uzE+IV%PgdHGQ#N5wl!a$P880QUHfI(eCg}|h%si;Zk)tzVPQy45> zp~nuvRHk2qy1n8VC4z`XjJ*so+@ZiiEdI6%GmJuVxOZz2=ON)2clKkDfzJ3(i(L zM+DT`KtzSCLuGm5h+C(sooQ$$9YG(n85}YZPq3oJkcJ)b>L>1GGl!8GlY)wIwGdC^B+DRYLHKt> zs5;x7{7clmvRof7p|QcJT}d70-Td!W(J+rJ65eT8)^D{VRWrG>g0jKk(z5Q6bG5A% znfVnqKRi*iJ}<6qh_0Ec2gesaM4EOQR6QoF{9zS;uzVR^^zYL%sAQ9@Hskn=UzNrg zU!kXf_4D9Cigc`aO5XvB$ootlXw-(5w2t_1x2T4!cUQWZ3ql-46XUe!QKbS+PN8~oP7+G3o@F+JQ5^j z4zrkgZt?cwOdsj?7!Fb1sg7^mo4c&w^R{_qA-WO0RzLpX)4gzjj8}jLZP2n=(=`Nn zxwe{f`=vyRJym&+?gg{~}5ymNchyl@~obt4|SSdDH} z#ZU(EJL!Xzw~v6qW^O3kH03oPG~fmeSzw@~g?1lg$`Faci#w_n^$k|_;tXiN$gc>KN`{|4RJo z7nBG%eOzD4FcX2Hi%(sB_8?AjJl@trWsqE?8+fuKWB@55AeYe)!=N8xB? zz8To;T>*OHs}PzKdK@;R)ZHYctb!>!RiJKqyiZheB=Og<4N^~SgIQ{oC4@|Y+_c(c zYeIlXFO8pF3`|qIIh?g*UpMN|ngF*@TzlOn@(}G*VW~UMY}6ll6=121wo`{Sa|3of zF9l(ZC_uB%=$1&_!gM8m;u%B+b1+e>p?G60<_#NS3 zFwh_A)j2UrZm#k_7Mb9==-sl5McjOnRlZ+Ju`ER6Iyj>@Js+d^(*Kil*$tgiYE>M# z`Fbh2PAzV+9roV=aBF|VNG&TeoJr(cny2p=p@o4XDoB03Gn|Rvn%Y9lL==Ig+O8XV zg~|C>!8)@BFJnbr-`}e+ka{*ya36vB>rlRtYUDpsp(eNoFbt_jUtxprwwO7b1IKjVDCGt!k=og@58z83v7lRzH%35ZG~PBMptnf0Orjl12y)H>|8o zUosAgB$8ZxOS9n-9YjS5IAoU>$$0D9t>viUC5KSe0SbZ*i3J}?x}Fu7*IezOKL6%)z#?L(Eo<`a zW+go;j)QA&3Z<1j-QllDpt#h!0rL__#eowK=0CExZ55(l)5x9onwR7sn@oMD?+T^+ zjmv{8_doCvHv?%(lEy)Cur3WyVz!-DFEQzlPR6hY>1w$dZ|o+UpfR*Tm1IZGjxtQ3 z&39rksv9fi3wDx%*n>5@2w?(+jVgMAxy!hXU0fBdUxAMT?vge!j_u-f-F}4=zVYm> zVclh{#mQo*b?sbl5ZAL(0BTWWlH8M)xs>rsN{Q8USScnThumYm#nkYFPcG8H@^IvY z`Zmtkwab4n%J>{}vB493T6*s^{9OBFWg$-3vto-3wVmO5W!!N1mx+jypONRse=*{L z@v$QP_Yio_lCYn*Y&7LfuQ;=^^M<=eAnXt!y6z|1t=kZ2&TgUL#qFm$HN*-i8&BTs zqH4t=DxGXO`9HE7BQbx6K6vGizoPv?JZIV_pHU_!SF>+L=)EGPM9UqJaLH1v**CTT zFGoU}0K|>1vpW{;-R@hc&i#LUEsTu`AV=x+8MP$y4#S@SbvmUFOZB$F3%DdPD0vvP zlBG^_X;0O-lu*pm`J^J%yLI*tB{qy&y{U927$2#svv$}q6>*&6tBrnbo&xoJW-%{7 z?v)8Dm(l;y8=6KoM6?&|ipr!Qvfk7P2P#|H|1+itqAXI3;j%k%O$ZrVYtB#vv202^ z-#JFDsN17~xmZo5(gl5rTd<5xL{LTQFtHpKdf79SoIYr=&aee84*p_=z|gLEC>-ryPds z$Q6tq6I@P2GY&a8L^NsPJHA?lmVQ3%Bxu z12!f^%$&rD^@a2Av3=@07?rmTbM6Fy^RHKNQd{WNjU<*48O5m7fV=jZnQBUO3#Sjl zeCc2*6!g}2yRn)y5~Bf};Q?T3-4SD8vF=)fW;Rfu$x}Gk+(H0zk3|UK{GNPIU>|4~(*XTyy4@DooInFcp4!|q-1!t7A z(`<5UnGLvOV}@N76<@PLdoOyatxP{tg)KAEU8i35!IOsdrHq$7tVHr7I-jBxXPQ4^ zpC4;u9Z(eRbV!|c(gLOp6-Gq>4vpH zH{CdyMam0kp(`PEA!|hh=}g3WXX_oHI-qs+|5@j|b9j#}pd8x~z)Hpaju^v;;HbDs z8zyKZ5uHyzUDU2PfB)70g|UX9Y!Mz*D7x%1=Xgn^X2pAKWCyEf)RyhPg)W#cWSgL@ zJ43f{)$o9(mDEK)a$1T+=Z;(cyw$s+Q0hZY%;^9UQAs7)H+px zciDR=vZEI$w_lc;ppi#0cM@{U_rI>py5*Q{TqRL7GSZlM=cUPrA$0y@3c08}_Lb$w zbBG-LL#(i|EIXL}(P8_z!B`QQT{UOqEFiDNzuTT+0G2Cn{iAlDr`#_kUaeD1#noa_ zvRz=2#R$;Ka!(tXniFZ&(^Urrl{OFcL(^k(bT^x{KQ*+0g2iEtF4q+YmH6}*bmmUp zmbcu9Sf+9u6HkTY46f`ykj}ZLN^2RYkmWhe7H5R>XO#bP7M?vzzHhglWL0*pj(_;R zPw}{^k?2L?VwM>Am{l$0unq{$_J+YG-xCNI$_A#Gt>I|wa?3R_fm@OoDolIw0GU6R zB&Mef=#YcbQL}mm+dlN9uY269|IS-qB29F#Y-sj``PSUn2WYx5DqmvXlJwRy1X6 zmfV|kW0G{+EVhbyO~qOMdr;9}*2|G#jmmOV%J@Ns>SU2!~} z6O8v99V4t@D(JbOlMci_Ex;&)xO?(CfYFr4TxiM&~DVlwfi47Ug>(&Mpeu6XnQ zoToAH){@~7FK9dbs`(^(YsB04cwPLPghG49ffZS4C;8m+>8pU9EKx;Nre%YDaA>rH zs}Otn>^kl0a0}2VEdN^lp;Wo8Zandz+06meaD7ghl)&NU#pr(mUJV;L&|4$yCUBUQ z&CWHrLN@H(Ci3%-3e)e>*Og(@mR;6KU0w65%FmVejV1HebREy`lS!yU7lY z(NHYaB~4%2k5nfbARH7hH@P9Bp0RY0o0Cg|J$ z3pJ8(q%~p@z|-C01<e3NZmn z7eV$>hE75zPwL<02#F-0i^2^P(VGP1B zQBRefeA5=RGeH)@T_0{~HDWs{s9dY{iBTVuCn^A9y2@p?FOwkM!lq2VlbZlf5)M;{ z?7Rxg>U=Hw0l!T^wWVy>WNG+!>7C`ree&)dO<%U(6R?sh3Aiyd$B z?I%To=Q1ZNj>w8$K|z^x&xsrsOrR(t*Xlt7@_ zfk*Yl>CkD&DFE!~$fgYH{$0Vb9IJ}~eH4L;X2M-p?+v{ zMTr||oT0FM$h7Mfpzb5ws=-L13KN|^HOK75)}y(Jbv}4RVT@bh3T!@<2MP(ps4a49 zwR}2OT@yg?X3sMXJxX(5613>|T!>1vc5C+E(lL{u+=~AJi9Gg!!-4qRz($#LOO!0* zG(N)Qg^T51#UTtSQFuD`Szg_RE3_()p17M*LVVMN`}YC#y&ER4Hs)67imS#kmhec( zt*NNI2Ly@|JG#fZbu9$D?zKxd#`Rf z7F>U*U8OwvI51OlWUj6~G_f6lH2Px-&|Ysd0jorBl9SC9uduwv(6RH7mWnG@4+FCu zRYpn1hOPIdfquQr!^%%Iud{6w7(K1QgeAP5tEqi&Hivr+@S?myd<+H_;j{#(MnOjM z^Gg^kO5ACql}=4;Bl+4~bE1fUF-Su>adODzkBrYg^VaRiwHXa$-o)q-!+qTkf_!&E zx>6fTwh7(*U0m~AT#w$Ud3hiA>0!#-GM-?LGs~Q8$Qu{CD6N*OevfIXBFcp~>V*t^ z!0B?@@eoozykdC|RCZ?1CmwmaNP{{e3hF<0^Xm7H6pG&fWBf=tW}M23H22_$Pn(|DP#DyztiPmlgc$>2751g1t-*3_fbvt!T z;O6*ummaNQ)}jTyD~tCS0|Ik*u=6Uq3 z@FRLzJd)(DkTB~nuFXMxu854Vr6<bBqTtD8Af~HciQTNh0$6+#EsxJYpSmwzNi}ZDVYC zO7X+q)Xy4nwyh^9$8^+r*Effsc$)m?|aGMxh#>*x4-ud>6-M~FyLkTLbF ztr_I*u!1JI`}PNEI7H(v*Ak$I7o@y2qWR7OTQxmh+=fKOtiYT#x@4@O%s>&$Q7&2W zKbId|0oopUR3u|ge)UGm&4 z@DZUG>cOGC&qzpdsOy{7nJj)kyC-8dJksROcxQ{gA=ilW;N1*+l9N_+mKQBx%<09B zbV`d}=X$4tYa>p}D-6{wj;e#Y?NbP;Icp}jtaehXk2|iGY_C3GzJR{HCFbKr1tDG3 z7oC*M(KY&+*GtTg|2@IA^SC_OzE?9SA}A|B3VDsinuzRtiQh-scYv*k{??QO8ie!s zTUnK6-U%IVrU(*-eqWdBDQnAmaD?&a>C>sKz$6x#J@PC1#^r4Cd^soEO4iI0Dr7mp zpYA_Hyz3V%FkyNhrNdhkFFp45LC{h133y%h`5zjBZ% zqnlqWJ>>r4i3=YdB7BqzMI4b+AO#LKtxkJv#>_JSal=iJ`1)Q;xBai28!<4gJ1;fn zr%9`LNA+1{?xaI4#-1-y622!G)^t!X)#`n=>w~{+J<+$37mF1PTs5Ih7&5mx&=laX&_b*r!3IWrfdT7y#7~JVb;QrCd z$u=0ruKAt^btODph$GhF4)h)64_vI=^A?+`q9%Lc<$gBtYOjfMc?tv`ZA0 z;i?~Dpr9agW0N@NRL=J^l90#gWfeE-Mi;@bT~>wlhfXX4^a#q-YDxY9b`t?0t}{V| zwnOOQ*Kz-A3VDq;5lXOsaD~l-gb;x)C0J*8F8MnImfxPDz~?|j`l*D zl*7ex8Wh+tpO(KjCRi@@wExJoaRJ0Ng(O7}OH)1;7oMkVzI?1lFgg-LPpuS14pMg$ zzu69Nzt$XaK^3`8sNRJ%iYyeZ4|o;plc6f)`M(A(g{;eRg4)f>H^b>5yqX<1eul2I zWW?S=CX&b9_Z~xG+619|w9#0S)1{F#+2W~r@e{pwLu2D!Fr6x+fk##C!?_G={F#T< z_`6!o(QC$Z;*`Fln-)(G64?u`FC98}IrAafN5@EeHtn^%9z(W5N&&8QgehqJ{vsf0 z@btDUtjZlepiq)Snx~#?2M5q(xDa9A_ab+kgs^yRKNcBmUmxA!m_^QgU^9}NvCI$o_eJfX)loK^gw3;yrU%O_S51Vi~GiyMU&@Gv)xI=Ea1mA4kTRX*t zLld_hd!UrI2fYMr+45jM$*6<^X~k4huIT*Qqn6@yt9yM%5tBs6Bn5UchzsB~0`+2hiy(%n zJP(S;witg!9ClJF5vA{cG-=!!5Ed4a5T?4I9~H&4MdeeP!)~_2Q);W?u!4NUUJTL^ z7;-HgdJOs8FkRiX)kC;ldwkd>9Ndi_{M07-PDb8s4@?==} z23sNFfIo{l@y7L+=nKR-)A?nMO;>H)Nfz!~;f9W96(K^hXudc&x-K;1zMDmzzj=)n_>h-+SGeTAI&dpPcm`-m(_oLV3=ERD6e}%@^a{d zjl3j#WB`B6{fr6z<~j)rjnI5ggt&aYMx>s1XjksVw9x2-SvyJZTVz5AP^Da@1WNn_ zrz@7JexWtNGhfDB8g`Jj^PuHEyvpKeK2;wIkD$|;OlK>t5yy2s_|WJj9?JM99Y_Fc zi->yzd+qm6K3$NPmMH_;WIZy5-MQnFkx~`M1JLb&&VTw5%vXE7dS-Y)fbUVy=~=7& zcAi~e$iYqa$H6E|249I(9Nn>;CFbPg?z4TJ}DgobvV>N?*SSaHJ z`Rw`RSq5avY{wdD#(qDH1q#ujysRBLP7Gt;!{ee;P7YSOJKD#{VI+s6?C!p#!o#Pa zc7JuL(M!f_+?o@6N5;;@ad}=w6C?{=Dq&N8F)MO?h3os_QR8}A6#rV!&M+ZC!Fy0H z%s49CF~klo*O6Z<$(p(QPX6-y&k3V0zQa1+b9>|DEFfuiD#kDZ<*L+t?RQY|-95Zk z+Rs;%GA@U6z?)m^9X-e*jm3=xTp=<4z=V+aO{02s0qVsQcX+uGN;QU7?{Xwh6OJ_# z!XBK#*#EuF#ZteOYR>?V?(ascRez@7H;g@f^w56`i$sPO=>vH!9N8x`8&}O9XgDRD zCU=rxu`muLEvQmJc9uFDtTACuD`Fz8rh=4?mY@YT{ADZRXSNeEbbftOGjCd`EQ`q{ z7(zM_uHz8nD_dCunbR8^TWOWoI+#*f43F%$XFDv`TW$@w!I;W0dCCZW4MRXkuit_C z(Tdt&qJ&_r?LL#IsfTZQc%4ewdy$nP9JZ7^ZA9i#JEU-lhUNt*p(oyvEiA#%&ki^N zf$*J2=)FZhFKN@4e*}`8AX1PGVy)9Lu5>cO*lychQa>5gK-s|ZK*3;m?SYBpfC+d5 zx3St*7kM+D52$c47uMTG#5gPpzQN2~{S@sMbS5$pvH%6(HN3N1T`TJylUqyJR$P^P z-6T#X;m|AlhJctqJ;z*wn*z?OFkfD-f~#m2nZHeoSPbFbGczN97;o-2!xX1z|FXG} zg&ty}lJc-bld5x<20lf|T8At_)tAn_ZMNxi$WJ=;G2JQGI_^!S0iGprPd#b>(u>o< zXP^?Z0d@Alp!3d&>G&T3WjNy%%#@4e8{oWZmQ@{-3OAZ8)f~i-Xd*~flbH#3S2-L9 zxfwco3Xi?;l=DytTb$^N?$u4uRygw#@r%Xz{|0j?h(h5Dr^uiz8|line?Oag7;U9$ zjHQ*ar7Cem{nH4&&`~};wTYb(0cUR6l((7c@Vgag+MAmp`LdCIiMn%{>8MD zvq(c87#*IbTpB7DcX4wfIt}<95?4+JK$Ufr5q33?yaYL3ck842awm|*KJZT0YXaU8 z%`%U%_}~(@sxL)z={UHvIX_Nv2$>BB1~^4d-Ws(`f8s}_1q5WqZ$yRuw^Mo`Vz80h zkTvhn8PGc)&)N;gjq+3|g2VEFW!%}B$h2UjcQ)Dm_h#0vW}2&ySP& zY;5k3zalY}3xD1@JTL%W>o#0h6lJJ<7*72%-ZC#VL~WMK@G5@4EKVV&T)Ilz<|PWq z*GPd76XY-o3-kGpEf^4Q1z?(uY%9EkpgQf!@2ZOQO*C}-TD~J6_>s28%wmlkHDVzH zur8gwCri5Zz3NU6+_o}L<^4HkX6z6)i^BmYuE3MBZ#PZe7s%|)IgG?W*Xb$x}U zLCpd;sC)@>qu^2xbF~A@$B0{=CIpNfVA3y6lr=C}AxoaNFQ`X^^WH4UKSxu6Xs1o?n`yEkyKIcB7!ykSfWQ!Q~w8Hr-GAfuV-{(|5K z*6Lnl&NvsnFW4-9coBO}EQ)S}4bf=(T9qwO#!*EwpC^;y3vD;mt46@h30TS)E2lUl z_o~m}N4Scmv~^B7zocCTk27319ZlDcT2rZzCulN07%lRiq5ZWoXw(HM5##;--?7U< zkFuugtDtBT&{20ve0k?c=QSgUeBxhT6$QOM@wxf6(JND>(B_+hBlLp&RsIzz&PZTH z8{FV5!2&lvkfbE*_hXgd9s~%1W(2fyj+pB z)z1y`y-wLgq;M{$8d8~hw7@;*Q{9o~`>3}a=@a%F*Uo@I?0=Ov7#SUMeLAe;N9%la zxEPE$l?|ah*z3sJm-AJ;O7`Xa7~*5qON-UYohM9?!-a=*Y8HeXdQ)jf;S}G|fi77i ze*wd8MvbVG6is_Dlp>r3BF`LL5dOqS-K#JBMj0|jr8q?Jdp2zDGpFrD6Cp*Dzy!}{jUu`#Q zug$&UZ-8sdWu{kt%%IeoZ&=Ttlplp{mG(L51T%w=7Ni2C)KLEl#F5Nu_|NTV%a|w? zkMxUB20>NBWUy~Hb73c0UL6f@K~Pk0ze^T1j|Hhj=s^-1gwVKi8xM@^S`uMxR=F+XF`D{-5{*7tfI9eY)=c9>nYEt zcW=8XCj8~lE8^S~X(E=DdbSJ{=92&As6H(kn--N38=SW*EPX}Zf}5TJ-H;?*#%45~ zg$}I#mt#Pe=r0!Jn1xo(Dl(g()Mptto+B3_+bcQX@Gb+(DfwkCepgr*WO1WM<9z|I5o%}NyoTGi1OdRwxf$a_qmb)u)P-t!;VIr)HT9}=oGtyVU5R?Rk5m~^2Hl}7PpV}J1`YfGwn-k*mYrvjRcr}k0?Yi@UX|I4mcjj#sG!JHJHR*R5K+ve8;;XsL8 zgcfFiXVmBm0VUHY*dBXvTHX~9>6n9>y#Rh4KcsDM73`C|f+yj$9HounPjr6i#N3l| ztLh@YZbv+Q(kn`9U%d>M$A7YxndfZpDy3A{(;Hs4h57EHAH6j(ys&K1*39C2pog3-P%k zl&2Ty0abH{IS8t^IVUTwx2~Jb_oS%0TC^T6H$r|_^)U!k*68EmjW{iBWN;l=ZBB-o zX`EQ=!aJ~wbAa?fDoXfJ`-sZj=OVXcBHU^Cpovm|wv6#MQCSkEt1nS&lUsP4YqY37 zgyR8)X17S{tq)F z`C4S^$xxmpZ-}Co7=)%11&@T}k0X3|MeJiVoVi5D4nGd_V)Fm#QP#ev!%W=pG31GF>?I>*zntDkvaOllAQJ>UHa zgk2RA?la;Aa^&q4g4)+(>UjgsZEZRwT6v+Ez}brzKLYbb$`Yew$|7rNdjZA!EfI*5 zyXH#@j-2Nv3TAXpqJM`Sq0*R_6kdxHxa6wYhZs>%UKQDayFFoUnedp520;{wI~X~1 zpPrHpP&U;ow?^=2TmyNv-S1JbGGBxMV{mPgl{CC2Yl-|?e=)#_umtyAAbD7@HV{N< z(^lX77HcS*Z+S;ca`V!XDQE*Xr2?dkp|`yg;$XwZMd$gaq99hw$vTLcG% z1|>`X*X>XtGTuC&Caq{Ry@3%m`7zq;3Z|6_By)bkr?o+fIwIb^?(M|#fNn%Uf!!Jl z55ze|As&e?WE@C1eR^=3+{JM9(}tj%>d-k8U*(?T5~;&A%m zRK;+HODI0+D-)L^@->-VzUvit-q5{CBuavMDBaMyU&%ij7iCnTEaIIA|I)hy;G%=Q z%fDtaw%k0Y3E9%3-d@VCp+KOEW3vD$P~xUm^;dO+BrV9w2+buZ9D?|8yv&_lwaGQ6 zq5t)KnYyJkD6ruzt7K*6TEl9)eIQBV^YyOA6k06xnpNo0KndE5NLxJjIz^Zt74LW! z@)ai*`y@QJiELm9u86*aY<>Y6h83QI$qfwOG;B4V{sLKBl~0Y|{J?sVGYtYrY6PTo znTK*D4*)8*7EmUD*h(uv!vFjGqB0bAWhuL6nX9l0IKYTuM`lPw@tiSe{{aN%WG;P9 zqQ+K!eF|l}ajxuoPpE5wfOLc_^szkj zOpYQ|PhLvuzY|dpg|^L`yvwU3UonBSwVD_GA(>gVwGNSW=cE3dd|(ZSP*OUwV@l z#G!!l8RM_)8pfif_Dfe9DFjv{9@%a?1>B(et35X7sl@5-AGMmlxtM5Hu1?-Y_hq3k z<4Y<$r0j~`e7g*4ebdCe;;hry)?(H9fgn1LVVrR;jI7>%&*tk!hZ7kMFaVQ6jolq4 zV7@Cm0Wc4lKGAdoNKwC3opRRyeEi5<@*-h27}7bo7PTMl(AmQ zL#`h~XvG@lTXGLb|>+r~R^*6-yY%X1bUyS}+G! zmvE38mUwntjs1IKu&anNXQ^mNPmB}|HCjWj+Yq(Nn+x&BiDv=R*?we#6X4utuJqG~ z31M(Wz8qQ71AlNy8sOky@%B&(FL}zvMZQT$1CCX;m9;}5GN$9{VuBaBbdVz3a3l^U zx42pacVm>_o`2W_1U=FY4WK6umEjK$10fKB6w892>s9}=^YWue#nrql1300q*Agh> zob}zFaSd5AOH+a{Bn$n_c~RaR}PZoQdz3#nd|i76@Rik_Vw+&^Ny0Ekz8? z1pSfPO$KtfGRsff7@W?wr5-vM+`+x9SVNj3w`8?trl?&Ik=M~=Hnw;h+Pifflg_iq z(^n|p^;Ma53x9>PXk3W0O?BdFi;ARj(Qe;d1uOB0eAd;i%k`Sy8fjj1UfygyV@f}zAJ$v)KU>6 z9pD~bQYy@;yFH%8t=O7@*hq)2Ax<)~fsE?_5-3ivdctP5_~M{&@;{wtu4Cp6BEtdE z9qr(F1oCbe+LZ~@wJYac7_Xgax`TP4Qq_0O_7}ioDOKgMR5W>(W#~ zO`}`i3UL}g?H2nG#jhVuae`dsa8JFl9G$E;YszN^EAo3;NNt=QsnlVT+>{K0;iUT8 zIOLAqNrUNLO22R|#oVAvizujr>j2JEL9Q=Jvk9!&b@6lNILwL$t)pT7r0+mwYyMKWv*=Dv2aRXLM%w#>#pzWi!i_2}gD7+?FSS_JAgF+xKj_1YVR8=G~!PV!L zo5Fh;8Li*O5`+280%c4%@31tho%Qd2a;+`b0FRQGxGkR)h5wIUKEFcm*g7+kd{SARfVo5{UrdsI-SfG`o_hQ6ZzQag+$L@prN7#;zqF~s}MW(#4 z_uWzR^;Z(`Y%J{2|FwK6+|y0pN_cKfj^<(960%?YZrKzF-|^FQqtN=1+>@Op;%+84 z*ps@$}R|7^8mfaBb!;tLKL-2bFaT+qI?GF zNgyakxj78JRi{;+o3C3FGRqrC5&2Qc?0dGwKO8lI7<{3r=IuI!Oj91CaLR5AMv;Jx zU`W6o=G!PvUYpQBT6a=L8$`BC@8zT39 zcJ8Q#lUwlGW1fQV|Fnw4C=v2re?y=!G?ahT?wfW|AIw4(U(CLn*2fIz$3a<4ftFp) zE8=JHu}Yni_zihG!R$6ch^)z7EVjsO{?sc{9JzZ^NaKNw4GvOO_fpp0TCgkE8^Hu_ zsA#LWEA!OJu5@Y`b*4D}+HVqVBG0S0Q~L|yz*BR1Z!oAS=yR`vExHLAQr&szBQR{uUBMhT6o__Lx3M}Y{kT|9vV`)yP(*= zqys7pT7EN2yIqzrf^jOWEfUw_mTGqfBT{jgV#nH*CGUiAJ(Fi?%8NNFKjX$k3;|OF z=OhQx_aSOcx|iW5RH?Z^1Z%K3XN+8Z39GndqtwliTP`L8urOh+`=KE7s@DF8RFrSa zPh@oH=rJ3oTp_6xLE{~nL7BAJ`dFdyyn-+zgok0Cr7h}K;mjx-)M&3+vcAxh*8Vh- z#tx&o`Ct5BdYEI9_m$kWc7!bFu$&SvW2gY36a2+FEITzZP;x0~A=}V7I=faZonUF0 zN)#S5l=u{iC^9;%IMdR?MYGkd9nfvKJD0ed2v&RYmMi$o!!Z0uM>$%!??@rN*;P+w zX~8Val0jeh-rQOP{7MJ!AE1#b8Yh8F4um^jpq&_Md_$>Rc6Xk5dwgmkJ&s?+?&T2% zY+Kzv7uu)7D1pxZzLLHgHI9{LIS48BhSr}K&a+s?bF^h7Q-HZwL*S>+nO?ANJ!V)* zx%gkT0J=AYSVRBVX=!8R@p>*@M{lG?##4HXFfG{i2efn+Tq)-~FGWm(=20|Bm8(xP zW)!O@W?T)UIGZRm*^|Yl6k`k>9%KK}_wRs$Ic8I@I-4XqTU`A3=tECBe0D*<HndDC5Dp>=(>***i%Ip*U}#l5xPwvd`$IqBJ-T@w}Q#2-Q>uK zj{nTxLkMa?PVZMjC1CBzi6!j_omPWJw0is59mh@P`3i5HbxLOa(4#5-mfYz+POj+r z*CA;n;&48biHY~?FcnI+$8_?`K0@H4IMEA81{ z!n0lUTd(!lX+s>^_L&fEd?Z~v)?+F< z1`Ssp&OCMevSn{JpGz3E-;hh5v7$j=LkZbOv4Dt~2=x5SM(ar}RX@*A^lJ$=Un*ALhB3L@x9*c#l4^PhtIl}u{e$%Q**Xph+*SU~!w1&tv$FFg3 zVx80;A?Wn^WnZ9_H`AmBTmbyy0#^#EwQTnoDKZFNA%%lkM`XqQMILZ2?FC$ny1!p> z`H_40p$Oeb)USh`?+6nt)Cb{jIkmzN<+VVYbkxaiR4ok6*)Q}A%OmPCdXW(8ISfbU zo18G7E3ow4ocF+3bF(OdcWY<}s6iQvRrOP;N#DI%OTjQAd-vrMow+Ee2T(*>h0^>} z^o-<(t?JR^LV_{=y4QE{xKzjpCK%t#WO;i2zxezIeK1!&9@);OuM6MqlQLEbEPgRApb zU7PwrEvQ?nzB^^(s|$(5>owk7bKrlP3zheA%<+Q0fzi+kcgsk4yumV1uKhS{!4bWB z%;#VElDi#`R*zm?UO2`%W+ze96I^ZI`?T_ zJk#7YHr{TYnogMFLz+4HxWM~%AnnLo30jADwKBxJY)r(lKX*j-ZY)IWg?PfYRmIbW zy{@R6_mh=I%Pq|Da%P2CP;mngAiv_rZB76YY?^b zY4#(Eq49p*;@crFS$4Stb&R%Q1FJWDw(39l;vmHB$o{V-R)zQHXXDvb!Eu0tEY`fJ z?3~9v^BY{EaLnd2AZZ?+I!g9JncVLg!w_}vTrd%Mnt< zBh_L<6l6Kc`D4JZ)qQnqTwO3-YpVr()34xDul;s>&F!YTsazgptAQECy{?R^4IQi? zi3g(HrpKex2xcl;R5ReTxX;EyJW>T)V@ex6meraVM1gI@I86bGl~j`5etho)G~6&| zp&vS3LN}bMn;CUl$y$s7dQ|VWcIG1-*Er^Th81-GFSFS#S86_|{yNyXmO_VP^*6YY zc$-`R9-Riv8O8XTFUwAJ)A{xfX`tw#dd#J^@Dakri(iE#FJ;$}#U zuPLlkdomK!uv6_@PMRJLL|pa~1;rhXGMO+bL0d~#8c4hjfEu@y@6pG;q-onLe;?K} zp8@F|m(QiP`Hug>9wfN|0X&7|okK!E$k#E!)F8Lc$cBAXv4n}q`c`zRV_sRMn03() ziiAvQvjq?Xnp>GcRc(Tes(ga~lu2Nopr!~a*gQIbDspJ@f{lyGJFou|D=LjCz2Nub zt3WJh%%k*1OEjI&TGCC<3igVU9MQQfCA4bI`EHp^HUQP7>;!u`t4mCqPv8LjCOypK;iNjo|9u0B z!F>IE$*B;O${r1Z6y+VJe3O|cnzBXO#tm#K@(90awg2W2-ih5-Y7&JZ7$41E+iXk^ zV0&17<>$rF0oq$Mf>ljOGiRAgP7HJbz=>PK@}0j%_XD@DGee!jR$wwxD9dbc*H}c2^E!yu2qZ3O4wo9*c zPwL3f7frC_oxEjzoBm3+Yvb+dcXAsIO}6GsmeU-o?AAj2>H|r=@B3zilJ3xZ+a!6|5rW>aS8x0$&^iA1+&@{i!DfboK9ewTzhU*O_}xz~vRV^rx#%Z8Pt;NOL6^KK9GI6`DaCpRCn9ymZ zm&+9)Y?i>c;%R#i+^e{$9@AQ+k;7@%H`73tDa}hB;L#F5~N6CxF#4< z?2IHJ@`O*74ku&#c!=3`>(zU^Y~J;VMATX)sS8S-;T;hn2=tQllvnr!ETEwq<6S-(uq zXdW{7B#jx(F%f?ii~=IyLxhOKQqcMB*@zK+rlu@(?%#q=44=)XVAu?BI~AGg#=91+ zZ3&|x=7~kgLlR>p7*}zMP+btYxI4U@T{Xf!#~5p)V8IN+o(G#q*kuv!CLvZ<@mudV z@pl)f%ujgN+V9oN?4?vWSUuf(Vi<}8AmLElG404O2(^Xy&YQ)41e0?-G|!fL$!tW@ z^qo0zhudd4O<8_4dMrBPK_P51@pJk$VR#3RKHG*IF+bm1_~2lSR8;`cR{7^S;~~S=4Xx1v5B!Rl+DpN{$Q? zI1lF=TfSW1WmZNx zPlkjg3Ig#<2h82k46s8+C4M7^U&VuFna74*n^7BXBf?wHFcr0*!L6+(sjRPG!ctEWijh#DyIl2Td&2$HK3N5*XQwf)Wx}xM67J0apJ&X}{UiW5g9q z?yGVGJ|Q_j%DTNcG^Iq(7gqeRM~v*c#Iq_+X?d^npKT1WM_h-B4$QxRrrL%?DZ#=6 zs6+u*CM1B}$BROI`pkSp`$^VFV#eiNT7Gq=OnF0LYB<%YpovpAtnOxO$5}BY^N{}{ z1TV5+7f(I#P=6$u-7K#R51)SMLK zD#Ro*y8<5T&a>9Uo900*5bY^>Z_MT&U@a2o`^IJtFvmdGj>cEpfy>Iac!;qUW6j(v zLm#?h5=9id$q7)m0c^{i%Zk3^<4^*YgoDHAL|(H?eP{y4@M%{rn0bWi3%aV--X?94 zA%F#5mg8v2Hwg2tlz4GAH}Qdw;YPNRxx3DC5_&EZy_Bi@1fYQclI!%f?V>3eycj)$ z;4()-IwQWQ$N=x)fA61fmmnyaSa24078z0uEvi{)jnj}BRZa$%BS|OB4kZgQF3(9TbMlSv3jE7LDIpZPh0JN!)68{ zX#~L;z7sx`p{L2?dpZuUA=BzVNC1oK`K|>{*jYQ?hd{+$vWIielVxLo*6d`4>Idku znP^yJ7M9w?PD2L;fz2@@HhV^#@N3!Q+>9cod;F)|#Yf1TvT%;X1AD|CTCkfs4@^=E z7pFB2({0sWgo%{{ObsPSi|=WXfnEKu#|&q-vcItYl0$D`EVSeN$h5Nw@X3`~hKVQc zX5MmimjJs?4~vKJ0x5m0{k}{@N*}L1Evr18AmFqyt2#u{|7od*%>0*=36Z`PdO_u6kJL!01cx% z9?)N>p7Tp$L2y!%rO#EAw@enO_r#&UuyJ!E^GZ1y+nP=3qA5fZ13u%)L!IQlUZjc;-tZX!TrRQXssx!?=2qnX<7>1EtsefW}%e9s4~sx&ILRFqNx0Y$f$ zA;dETG_$o=QPM1B;A)XDW!k3jreDpDcD~2Gm*L3<++O19?s1JJ{g{|aqdP3bZ&bCd zV6X95fAnY%m!Uwu%rNDSV#!w(0C_!ZAUoz^52TVml!Ymi^NQ~7{kui7lU?!lE&+ia znn4bEs=I@Lf2&Q1r>7p9FEoUD!@@q94;jDJSG#pviTr|$cDG`E$l`I$WSbq*7JO5E z?B6`{R=P5-$auNa76 zRmv1a@2YA8oZQadxc74-C*BtCS9n4vu@6IE^JNkNk9H^C=0+Qe=a+7+) z!EKR>akaRmLhTOFfAxVgFnvUa6g;_sebZMr|MTTeZ1P2TznJ?9Nry zFrz_QH|fb8v`fBpWZhR|xkkn-4zooKDdtI0Fre>`szgGv@ug zBLtpOmC~dRlluqZBD1sjo;?_ni;ZvD4O^LQTJ2nNr{^akd6`b~1|NYe+TOcW!q|Wc zJ648=WO1mZG3s`FN94UGpENbj8*$?-`7k25l88+1F|;{)^xvf~BGjDIAUQZPgVH@# zzdG~7s^2!sLa2QAs)EcIS=mq+#F8}1%%obrd@`T`rXcA>h0MK%IuB}DSo&O8v^VM_ z5)*g;bkyx880sJP#be#I^iBY;1@wcVc9XR1kGXqJGl9PvkmQghk160n<@H-=3Z32d z!$1sHS7Farx8!MR)nx`i;t+WY_5*Q9ewb!q3H`fL1wA+U4BAu&A41$ePB-Q%R-6&Z)31XFZ-_w1&Z zJ?FtVC|;88xJ~wN=VUhn#a2NPdH}Y|ohIsjxZEE1|gv)Hrnp_9@#jD0a)ear977c~;;O?q0&ViSUbe z!>i6~Den|Va#Jx{m(vf)isJ=~3T3w*(`|~`64J6nN(*1wVS%H5>L}H-&%H#_R^b|b zz76ZP&B64xqp>#8y{^1cKewW`jsY2}GeS{qX*!TBkN_!+N=;EG&5m`IA#RKeZz8F!ROXib9sT$^!k7-}s;C5WO1PH7??foQVx(Yk>RoFfym~p3K<`)nOr!edVFbRQlez<+^v(^BfrDh;g zJ+(ht3PE3IQ9J|vfBALPMcy>xN#>=jxJ@RGmJGiN)K^HN>-MGk zJ3RzT0_eWcE?iTC@0|IB*;Osqz}fcui@u0OyZQL~c_tZv0~gd_nj~jA2F|M8T#%#@=;8U^!u2LdhbLe0NeVBy_^0hvUcFwAwQe zKUz6ny%^ul`o5goM>NhJwqGxjF7FwvP(ffJw2VQ?nt%{8Ho=&$;P@=>>clr6%Z+|w zN^C7TwaAJNN#ePEm#?|CH|Pfhp#JrKg6Hl>?SsYfXb)4ny}>z!d8s>rW*C-POI+kv z?MK*dz}=xQze6RI@4n994g5u5sFwP`B>e&6C~X6NWgX6GPNv%_$BhAY3Q;QSg(@_p z^cM(PArI!-_QY~#h{`Uc6%_{7?D8H}L~+r%Yh)WrwjaqPyD|I&&tAs!sgZirk6mb4 zx?HO9qUq#Be2n;)nJYPktY?-@FFR?6VA&Uw11&Ho9R@!u`0*I1XW?xp54YvUrQn@# z%HKPjM^*+d;5V_wm@w520cykgJU+Tt2HX#&wO_cBd*Vpu2E}6;6E{eZ`Kn#Lzw+i@ zwb97KO*5g1L?A2!ow-0LxKXchub_f* zE4pxD`oN?YQhli;-I|E0Fxs+9X1OnpDE(Ij*aSh(vqpEbsT6cu?mm;haAuf?Ip^MxUagh$d;4SrfW0*bR#$>*^e9rL>jt5MwjJC%wn>wuWX6s9g;DFA~%H{D@2b*#29f()gvqklPLN znV|)$28|xU3B`a>Iy`|r=l|O-fvjbw#bvv49BR2!jfzO_CYDU_{eZ(LMEDQJ| zqq7EtYe@f4Rn+L_j8Ru9K4PP63Gi03D_#VrC1tYAd*gr2Vskx-J_)x^WFD-F?|n*G z?UT+*M(RL0)^s1kteBaQAu54l95U2J)%#^_Q@sn%f%SQYB#qLTg?(6+T=-)Kq+b{K zF2FxU`G+#{35yzOVaXk%7~K+mAP!Dx;>!p{O(8tcTxu4x~mGX!0aam;+>EdS9KabuvLRX0G9vQmpdN4A{t4@P- z`|%>8P`hg@)=#Exp|^+LE%f(wfRm;>;^jsFr~l04&EO|ke_vgvulblriwh`84EAsy z9v<4`Jfc=AucK`)E-aMof=}-wJ@=L?dKqlPka;KV+(T>$o$>K>ojb$==}wgqo-muC zTXCUMme%zWkCi;10u?azEyVDlhrO!kJ0&IDk*GOnHI={b2M*>bUCJRyD4O0Fy7Qse ze}{*00z+vY@l)V9-X2X_Rycf4dQD(IQ*Eogt1=8>xN4@z1DkHTZtL%kEzXI<*-s~? zhA&MWAOOeh#jlY#4cixu&k;S4JR|C0lSZz<1Rn6SJwFkNAYL(I?6Ls7WB7NusZ#j& z_j_&wQ#=i(+-IdisHJx&bu&HM?H9AFF8#%e#cdLf3q+xy?*wW_{nnfXSu{N}>mzjb)kLD5M+VVa|nsvWoX( z&i%Y!B#EJPb167!cq+%ofCkfrhr+GgaOXe|vSp9Sevte`^t7^u$?gQwvEM`#>*8q# z1+dYv+WE3YC+4%A!xYo8>wcr4XMmq7R90buDL@;Fu>>EH@8#mE6K7zKGfJ+*=k@P>@nbmCVV0vE}EeU&8ykG zV@caN&|%VgZ{z$1WUcztdtD~SZ-S&7Z-s!L};GD76bn5*7*QNXOADw|VAWt5`- zU7ynf5=T0;OGHw^*OiDdUabI}shFBG?>$2?mKL=hiFHl^WhFclSlLk*9|0Xzr$fgw z=N=V`qg3CRlF`JJwUt;v!G1j`6;o`*Em*Hsi!+;o(i_**6$?d}e_Gjm)3hH51l)_W z((Me^58K8#k9qz_DUGDZTQz`O1CJWnaSc*4n%dBiRgzTJ#Q)SVz|Q2$1Y(wNPcFjj zT&V{2n$X~q?t%lP$amU`>alDU+RE1@i`$6b*!l62wN9bTuMIDS~vf-tY& zyB~lkw5vfz1Ztu#s&x)+CwJFkc(Er}O21Z;8z)B+u2#0$M6U`TG@c{^;&N$4))epi zb~wY%OB5z|@SmY`<5J0;`l#R=@3i3#WaI!G8Rqq21D&&#uJSc>dL&1PsEx!L98`$p z6G16SANjvzk(UIJ;+*J*HTF@6RQYqiQpMOU-VsbN)KP}mmM05c4CKPo!_zXA@}#bS zi2skI?{@)gKwya#c^{QbXn)TLrv#;653+Ky*>IwTnxLEg<^Ua_BHeuvJn%^@6zHM7 z#VgVo`VW$QU;QOi9?XiNCM%>W2ptwp>1buX19Xx$B;a;i3D$ zo52P946pJt3k&fMh}lgfhyL^0>7^maYpXY#m&q8_tk!z%uaIQ7RC}bvm`VG=?l2<* z*bx((Y+C(!g4um`;D!{tW1MkEn0#hgadKvH^$j*?OAQ_Y z`1B#&SGfD^nawEM?4=LRyJWzTNjKv*Pen@}sK8(H(}tKE2go}4+#EGdsJ*5FbJg10 z3g=V)s~WrZVWaBrTVM#IA@;9J6_%WyJz0_JZphqNimTLkKnglGkuoTd4YxfGr79yK zCzp2z|5azr6d$Z3eOFd#rcU9ROwDLTt4T_QJlI>W&T|7^!~i*=Dw+^6n-9`u3KfK^ z%g{_TR{J9G2#$#CGi9&KhY>4h%z-GqH-2ajQjldIo`DAMhczWe4i%aDDW}JeAU)d? zTCO`&?!9_9KyJdy&JPcqKD=QGVFCPa$g*@|(K`4SXPbCrMj~`pvvoqP`^Cr3HxBD+ zc+7jklIb4)F2WWyELjDU3O@V~d52aUfhfQ9;))+mmm7*w$yR}n{Fu5l)2i~A*Uv+u6-O6+Y7YOU zPVvREWLZk%ac|uV?Pk_%yXYPGKpb;=_Hlg!;}9g+rkC-8dwlX&R7xQ?^Ry4vJH*BN z+0$Jv71Bx9&iCs-Yqn(5A+TE@FM|les-5i$4y4#y(;A2c8UFgB$|}k@a4_$_!0zTD ztx<84J{#rTh8pp4XRph5o{mQ+0)8#CFMo@Qk*+#yZKo;S_MP51%bPRp&Yb(G(ZQ+# z{1M7rayswk=uBo&1XjsZ%xPQz+)tHdl#yWPkJWXSS-ZyY$`e zz$>S%TdR12a907O_y&X4_sNIyb8M!SF>H6AaX1DKjbxd~_` zC&a$!+&{L?tYVnZA+P_ZxpFV|=e6{TG)imb4v0^z3yahG(O4dM#IQ7*1#&Wn zv@;X5E{v4f635HJa~0@dR^L1Sg+CS)?taC<6Z(E&^Tv&iM1eV=21b0XlbZ>C2)zz3fv)6un8L!(gKpFqv=%e$hQZpfn({J@{# zYhacv!;I$BR6kiw=R%^T7% z58fpt=)@*II*KMi-L#au+IUIw*@9|u6Gt%dx!8vUnt z6_M_Lf$o!{Za{$l494Ep?t8p&tJ+gLkXs=;g8K|mVfHwwro}Q|b2I1f=LKiD&RFlZ ze({;=7R=J{C-gI4fKctV?ri`Oo4#L3Fum@hZJ`Z2s3%RT=#Mhh$yl(dd&ek7w&Bpm zF#}i3XV=7c`1b@}VG1n$t{cBP!c>36LP=uK%i9UaZG42>?7j)dX%*8;sWl4MsFx%j z?3KR2S!7a%^-lK*TJqv_zofd0k@I6%9s43E5tT->TLAeDlGQ^-q$m8G*t!R*=^kxZ!^IhnYFoD>?uGdK$w){NUwk4O%E;o3?~xPjzR1;*+Plnn-0cm%(Ca65#E{;KH~Ai z`;yt!0bFyWD?hdlRG7;PvP2|bMQBo(v9!ILjMtj+*_Pg={CHKsPWWFakKFmaiY>H= zLHtPy%0210S-$R{pibDdHq}f=AYCjV>Ukl3+h2KqnyskP$9=zud7ROfjioL}-K#aa zfzCRBiQ>eHL+v347na20VNz2y$OIc5cRVeN!?ZhjccBTJ0gDCqAbE;SY?Rh4lu`;= zl&jhbWxmBgtQP4yU;6uhhn~sp#{lgt;O^Sgc*2AO)4zIW+U1fw5i+siBR7pMcSzIj z5np1v+%1tidKOf$csdthsD@u@d#zUjSjo?7H>}0`1^La*JUhWc#&dY8I#$%bV|aAD zUfIHeH0t#b-rMEAKNUG=x9UmSpya-i^1yu$=9qLUx;%Kr&M@H0!9ASKp;bFQXt`CN zEt$1}IZ>b>&2{-)fZ3P9rS~BwRh%0LWJ!Xj1-QCA)Sgav>urLCo7z4q7bK@uh$5dy z7tT=#_3T+yVf5cS%e1{5c$2B-!e4;faYYi7vPf2RNUIqI0|02rMN*u0Cg;~uTpD6l zVIfYO>A;BugQG0A`#GX)t@1a>F7=`~Ig%y~2i5TRETq;jiNLs~!`Vg7nSr$2F9wLM znPXVE>8CITP(2KGe(_)Rlh?kZHn?BJusAD{&{<0U80=; zQ$h8s>>$yH-$w^{3jE}<3wt#AR`ZIO&vId)bcesfmLw7h+fW25Z7~;#maxHA&TCwG zAvCuhx{d+ByG@RlieBgJ4w>Ib9Y|3YTMbB)wiH3s%@?ul{oZuIN2SMx+21mkbs#B% z*Q)a%iQv%`#UD$8&+%fM>+dgwur2pTtCrO1TF)fq@D?Wb9x}|ebCAb0UTgp~0=nGM zR8|AyKtP3#+J7YONAf zcpeUGy-cQCd~WzILO)I4qeZ_|sIo*rmzJ(MX|fUnXCah&c_POTw}=w!Yf=Jek%5XZ zPwRXzV3zv5FnzQD;apIxD3gT=r=`DNGW=l{f|`OpOvVj*aMH>zPSOBQ?Z>9Ppg zv~Moo<3eNquf%K@z4U2TwGET|YA+WgH;-RHRc4+0?)R&t&9W?vquyw_pRUrU{?peB zekGx)n8!B1UQ1ZuVN%|N^QQ7hrU*_x9G%2`7?rWhxf>p!oo-A#qzeL_7xS|GIgm}+ zF%PBvYpmgrSu)^Q;49)&u7RJAU;${QaUW8P4e(JJ>a=@H3vGME|I4QUM+bXu;P~nuZ*glakF*$Qb&fUh&{hvaB z_UKB`u3puk=B^mp0HGd2zELfQg_569n?$r;sb{MvtkA?z@vPKV~`9NHR<9ztVn}Q%=95u{pp2Gbo)K@dLxT=wBCz(<_s0!ad zpJb~%&$cLsC0C+uix?6xA@_`*#Ik8`2lzf$Q=Q(ioo{Hjb@%apgD0__xON_0h&vYV zLBUOy{OE`RyPnr0#o3wg=3YHH8I(G64oGWZbDpi~{)-^fznnbTA=9Ev#9c`UlJCC> zpP-fy-7o>$WFeV<=a9sfNo=}#>B3>@VPiea;YULpjoF-+B;`;70oN! zR(n`9&}RuWsjL3)y^AAluYI7%N4JT=p#^Avd*FI;>j0Mazg#v?&`THf0$qcXT&%aAjRSSU^3LW(XkfW2K6q+-ChnN*vIXBFeqD=M#v%Zz zEr^gj`468j>4R*ZnXB{2z;nRJi&4bz(#tCz?8XiL$NrqK3BZFs)O?@Ps3xdH3FRkM zMjYXf%ctsFs9}cm>rw}K&B3TJ4+b*W?f^|2NvJdwg=FW*hvORUJo^wCLwl+17O1d+ zxf|HAyPS-m9ttvHuk<}}XN_3Q<%}W$O_eNNd3D9mzNP(RnG^zsWbq8`4x`ErQoU#J zsYE62##Kt{hG3~6OM!$)Qgf=$Cdvpyj1aTT8fPVgj!u`pYU%-=bef?pS1x3BZ_zzZ zm|fa&!-F6mQ&JG)3`4ZehZD+1dXR}0YwE3jGjFPwVIyvFqB3Ib%A}jCgio8)9 z&zdwZ%qs3zX{@14eIppzhT5A>eh(7B5PBidppuAZ(lV**A#6IALIy-{>-)3r>%g)n1+WCU3Dr z=&7-z$U^T&sfO&&OSAd9P~40zzsX1OwYtcmoMwu$3dTnwpm>oiR?;rlj@M*Rd{|0bE4q20Fw-Qb8= z#pG){L2tV2`e|DNgi0dxICk1NimVv;eQOm??*hQ!ZW?J7{M#Fl6Y1kF_ddH&Ckws4 zbAdYmY$hN=BPbfmSR_iL6x=g5lxk#F?OPzAMVb!m3QBQQ8$f6mW?mTtk^v#1u^be}a1$N{{^&rY3fsE^D3gi)y+^|B z@qeC1Z-2xls3y&uDPH;N6sg|V7oFQu`$3UxdkivC(W5++9GzGZMSPek$!UYxMduY; zt^^8$5tCDj6OBj20Dt$$S>eY%6My;gB-JeCcRA65fX>&5zYf5oE0bcq)}%-N_8QNcW&C2b++E)z0yC zJk6=74U)Z4e^ndp@rohRR$Bxm2Ngf2&(@~IBl-!o>~F>6jYz-s*s={YLlBZ4~R5BAioo z3dSQaa+z8pR)2PLx6eNY9G`$*nPr-J`V)*A;7k9Tk$?uSR7)%~d17}B8^A6V)u7t1 z^fO$x9?G4_($G=Dn;|ENM%G{Wg8}S0V_5=7skcWyj`+q1FfPDZ(m0v!XYb9u^M7>S zg$s^sguaB?%ZhI4x?yC*A15^_GKTy!dwoVAnad;NeR9qmk5xf{BQARQn-b5%=Y z$N5S^6%n8kA;Rgz3YX`nA&MpcmJxr6tj8MwuSrBb4=$5&{9`*?MN}qaIY26X*3NXen)hUo2X%Q`IOu2mS zS&}|>?o=P~kAZ$i*2?=}wp4m=8c7ntKT_H`*wvnRauHDDL$Y68$czMZzM;U|(OTbQ z*^{&qqe5ENaasBCK~?nK0l2Hc7I_w-D-X0#-E+zp-yrjxO#dF80ht2KGzAE1yf$&j zDcpdKs$D;J8snK3{#$~=KEkQ+i#5Rf@C{qa{@i)|-yahRMGvye8%i*ubF_QPn1kfR zW;E%eup&)J3U&-uq5vm!qn~fl7!}3xW;h?c{UtM21`P>X_W01f(|gf2#@oH(u#Ug~ z*R`xBk6$lYSmXK&FmrUM7V^EyBDP#bv(gGk@EfB=E|0` zx%}fnT~lj^~O!X1?K zc!jFe{151w={|#@2T{i1Hpx+TaO1u#Z#jYsJO|X-H_lq$y!EbqX#NU2HxLu(QMaKb z4yVH!q!kR)b=;jQ5_EV0MWexX$hNn=iYd`+E=<#r0m@e?%Q{^c*qxh1U@i%#JUv8UAx+EUIo`lmacp4Q8(n>f9*#JPpqw!N!{Ky-kGKXIc#o>K2SPbcYv3 zu=RPV5!Dm|<*8ja0pRBy~Qz7F?=UhsG0OV`Gk=h4{9?^u?IQdVU zgT8VUZpl;hu@LeZREKI zYGhBIZ&trfHLNLt$Xf(xGhDjjW6mX!a9EmV?}&M^aDN=4N5%v818K4K>DZ8;iEODg zZFJ&;NA=dgW$PF8z^1BD_{~>H{F_EEt7f`T0-cE4XSA#Zr0GwTKc#vjE#XLy7R@;h z;uSs+^g2Jw(4|&397kF$G_=S5$GUYo@_ccB?Gt=zlY?2m4_Zzn z?-*gX>2F-iO!gmwlQ#{p)a4x$4#84kD0wQ#@NGMWP{VkFh1PBde9pF5u;tVYByD6h zBCQVQ5D(Q7%JX^#i0~6Ak{^YIcP@M$G$n0gSJ&ZVE=jwk?=&a;OwP1jBX8JEohv21 z)56}e661k=_}CLQN^G1edhPU30;=kphy6@;!JTmwu*&Vc30-N*MW3D{Q1i}f?I06`^t6n!v((+;Wm z&6I7toz{H>i9k)HrEGJX)2tWLTO&Whu?*vO?Eg+&36WYTV+8dZ`{(f3TUea6;3dsy z;Rm=k=$qN7oY;*AtO#J8a`miMnfxaEvmqsvt6~5CBt4$@{1UomIuMv{uuB%ar$^sY zS=a25U;YpJNZ-d&&C_POiUd1ndBopi?SF;b`d4-IJU6#W$$pua7qnF1m?Ht{;CN?W zC}QV_;PpQ{Db$0yK6KDd!2yjuATA#51C}&QT-<~Dorx>k6MmyrSWWpA{~^~61M*lv z+cO3^5JmJzPC<4g#WpKV(7^oPVYgX_2WL zhrAs`-4AltvRBC@i>rnrOAy4iREcs>FC<3dN*lg{AmQKV@kNL3Ptpt<#a@iz#~=5S znrTML{)v%Kdn9Zb4D0>jdI(L$MLaSal6F<3ybtRtJ7+N{^8?xeW!+(x-#qeo;TW7%~7 zvnan#M4#R*x{~wC$EQ6#&1zcXGQ^t5z(i}YX&gp&eW3^O6%#t%grap?cUm?Ow=-hM z0hk78S8Ib3Uw~RGUkZucJrCRehU%;z^?;s@jA0Kbk$suicfX zZzML+8kZwNRW&FBE9*B3Kd(_o_*-@uwBhmyAli7>=t?x*-2sF^lAb?NDG;(fYW|VA zwVXr5>mPfYYSMgU>E@68%ic=cVrZ1QBG05Sa)6@k79UvDV#YrIfc(wXzibPl@Io14 zxnpXB-gAP8OBL1nVn(IR-!CTQq!`I;bGOlUY+zmmo!ZmiO?s`zV8X-#vqp5zOk(x2 z&7(r_hvJ({8(J!tnP1&3kHDgUhuoj6tYgwOM)+UULEl@g56P!~Yx?fidTG#*e)jdS zpdLx)Y9VS``!Ufl)j6=+muHd@cws{CeihG{IPVO4wWzTi%Obwae-9r2auyrEU+&^i z>nB{X`p)>#c-|G5l8h!XM)0i?C%cr3c!{0Wfb?dS#txBRIOB39<=je6$mTAU?0+?F zZvx1Ar_Mxa8DC_*?%du?c?$K5bc8bcdEb$MvWS;g$vF435bt8Es zr8Zf`MqwT&lgdIXaH2Ss8%K99agtZKWCe|_VWpA^82MXI4J8~HG|WEawiA0tApbB> z78GMU4Zp}DFV{sJN5$NDs)b0Zl@Y_TX@vl z9_4JS%FLUd+u?kYzp^jVtqlg>X;1Q?NQCy2>MnMpP*{;Vnre)q_zao=B&T~E!FmnL zYL+8VI<3uXY~F(RQ`w97JxO&zitS{ToW)v2evnm16rNF=%~~*0ia|Gv-OC1hnXQl< zb*8c&s+Ueg;DbKjXg>qkVq>B2vTPjCy<)uESYJ|x#?oV}o?amT-j!wL+xS1p@MGaHymUtg7ELx#Pug&lWyQ?+vb+A$Tod+&#$ApN8_|slA`H9@d#H*>5ybRc z5dVokT9ippHdSuc(i98z`y!w=v_^Vj{%GYFvF_e;=KKk&C+^J6icF3=UZTK|Ht076 zm=eD2vDt49zjXP5n#`UOfROqYfp6H-j-CxnXTAZVvbmJr+OXkUuQ<<^sX#+>JzP9E zG`teEk>8mh>tEuv(n;Qb0plun%TGeypnc{u7}6;xoo?jwlb{_D;)q}nJExkE%X0f` ztjcJ^w7WcYuDwgHliUfSmiuOhpej=!PP>vTdQ?)&_eZ5lIR0iRt%6DNtG8}I3PlZ} z&urbYy(L>jz~FFOhQl`tc)DIl=+Sz-e={Fk`bm2okvmNvDO7LWDn#@t;<9#@U*2Q= z4vK?9Iy8h8NlKrFU}1QzTLx52av7lWJ7igJLB|WRL_e(H?K^jqBR&3UuwK5BaEy0%FF78onf=8G&Q)YArbyE zkwWl>>zvTOCwd5HQ*|2t&1w@L><@bnaTUv0n_$T)XL~I6VP@z8Afxpw+@+o+AKU~H zwtVJ)V6NGDv_xJyFXfd z+O0d$rLu1^ZRz4IZxaP)MYo(HCt((rV%tGEu$c#3(J=!I;_0h&YEK2-aV5`bd^3vO zW`;2qIq(Qh!+r<_Az+frARJmD&FqYCgbnW2w+N=)i)z=~_0~_$Z=0^?#X!~Q0t6@6 zCjqX_c3r!35BCvi_Eck87IB#zq0R-y%HCiptd{FAAq*Wq4M^%?C!h7sq~bfM$;JY@ zwsIHsLrot=`KXdlv#r(Tiq1qZ8Nt{1^IgLp6c*?A`|P~+mzzfj#wetd^3 zu(@9-LGm#ftp(zRidQ@XxK1O)>TU&~gV2?j76o3aBNL17@%ZqOvDNf4^LO~8V+UOJ zmZOh>6W=%d3A=5T8wPd|ylFK%0nqKD&g%DQCAdhujdki@1+{H%fTQ71riHp3s0}~b z5Y%9V!Oe7}}~H0oox#vlB3KZz@rPu;(-C{u|Q6bbcrA1t^^t&UT?D2$FuG} zuM_s3O%arxBk{AsRMmt{!uZcX68tZn4y?_-51|(84e&86;F<|!G<4WqVNDmZ# zYX!|QFsz+096m9D`%u z$a*KQ#Go|x?nTO4fuF&Jyb=>u!rs9Pc}hD*P&+rVOI;o!&8vzochWuxX4Z~~_3@BglgJsI8kQg&jUnq(HKsT|prYV!9$#{v6w%P?DNb;Uff6f3W zMG;Q-B2imYDWo%{ze4;2HOdR~P&E~O;3C;Qrgnz>d5uJ6%i!bcTX_j-snrzG_dkV%OL@gQDH0GB0JP02_ur|fK zepvF0oX43w)V&#Tdy^(Vc4$5-rNDm0a$Jer0${nz6@2$h`dKO8?791Bq}#?!d-GiH zK!*_Ip$eaYVYjx91z5gW>P{!j%O+GUw;z$efItZ0KXOvO?A+R)>J*0~{ZZM}fR--f znJhA8B|SiKCdpCw83xg?x6}yoy<#xKZ7j_Z`?CNaLtfXTJR@qV@49P+#66l%i1TQ@0udss2Q{BZ8M$jHiyh5Ax2`= z2rI7?@T?BX_}w^igFjQ^)Q<1UG(*S2KzJxQ&XNX$al-o4UJVU zNPN0Kq6J*T^)E-2X$Y$8fDe%6bT+MP-sh6~?xCOXBVUQpRNkrjw0uu?p^r9X4;ht2 zIQBMzh7Qi?2C_ISfime7b!LM}W-*2dou432qgkh&AYaN^^!lBH7B7YsTy`s-Zp!J} zam-GB+@9JK1~F5A_y%Zor^QB~S7PPq!SQvIzWeQE{gKg7KOuQ1lCF^=$t(}S$x8O1 z(5jaF|284%Wb)MAu43DEk%kjju=Ief$aRi{ES|DihK6x4apR`*u?|!5D}>{2C(ZL` zgG0b^oXNSkzGCTYnIC{6*?vL!Q%fsc2qe=f|fot9`AYsnLtp zvE#GLU^fA6J0b-`^0%UG(b0n?%cEToky8aIGzZ(+Lzf1eHk(FY@CXH?eNnEfk7>s4 zJ|?R@5|Vm0g>Koc6HF{fiqy1)v{Et^BlurxaIGk?*)PCOTleo8KtkEHNe1*$N)vb~ zexMk>rxRQ+y(k69JM6=!)klQK6c_`es6gp>QCMskwUgU>KnpTfZ0@1E4UswHH=os< zKABsIEyd}+M@i`zHaML%C|E?1X(qQc0|z%v=&1=ask%cFty+p*sIIF zALzOL7=hqVS~NC91zS^zbtM72N%C7C)AAWO8O0cln3cm^*;4EvBEh+Aog~%C$6?#K zzWzJ?;6Gd!u&sp8W?Rz%R#(~>rk=P0$Bb!|Cl^heKYpnlW>uAZ9_7ceou@Zmws?Wd z#mQb~-gSrmDX*!(UI6X_)yp>5mc6HHSKl`rc3w|?q&eV|4R`Tsm|jTn%nSm1j6cSl z9^4x(J-d4vn5Y)T&3Ddw-%$)l0~`>j7S9V9+4lV@9gK;A5ZPZiABni3{b@opMWi3w zAnhE^f!fq52-#>Rz?l?=<0IFBGvy9VF>Sx=y8+u{F{5I89*Q@cZ@^Nn zE40@c9{*_WS}}U;GN6E+4r6Y4hOC5*{sqY|Pk};vJ5tFdaht`~EG)WjOw+G}A~#G? z6p<5JaSvH2$bNdfK+g8QGFPT02y%hhKT(}uIw=7XQ`W2@`ijV(gN1KRAGW~f1+q+l zBC(CV8Xx6rhR`BByCmTxIa?KzkYW#y{nF(eABBVuOGcg`X~!ETH~Qk;Hk&3t*bKEY ztnpc==WmKbRg74PiO|7FUi-eJ94+-H zv-CV)q?mC3><5K4rml*QN5CYAU4jmNiDdp@Uj^V(7MUTbG=RtOuP}MOtNL{J%uwG2 z6o|ddU9G`j(h1BNMA9)t2TH}i^|~9!HoH(^k_Ui?arFvAU6D;p=!1H+uyGNH#Zpb6 z-w_>zAE(J3(P}gFR)NDg{&Vbpmcd)G8Uxzac!c-^v4F8Wsnl=ah0fTaqAw}lj#1<# z{YqECOV&%ouN=cVCLJYmcZDwB$J0J@U}n!gND?Uca9#J_uLKf*`9eNw-plx4)yyaG zuhARZr<|0GjO3up&u}JkCW`*ep#C~v9h{3JOdFG>8l%mCiMqUDT+%riHAWR%=7=>d13rFQJ- zYwXR`j&yq@ij^FpV4xAw{tsao3d|{ zzaicHnzc(iJrB8~1{0+8OZPz6-_yx6)E5qC_N1`NWp90|Bd8On-TH1kA^x*Vk}Oennx>|Wk5|! z;*y79R-s5cyj!BWR~DJ-C}b#H36ldM_i60rMcG*M}FHqwrh8*6j3Yg zw_UqCUpf=cS79q%(M`DR^IF!@FqY#B=I|lrdKk-1?!oL+XIcQlX3Q4@XX$euGEbdA+PbgyT6V1`jDuljbT3b z*r;EudS5e2N)PMb`u#lBNyEa9%^|;K026h)pC(IQy{Qdpj^gSZjGB5*)-Rsrp>iuO z7@S0C(}LwnO7Let%dCX&+k%3d79mMs@W{(9L!-X^?Y?#UdKkh@3;+8@W4Y;n9CG>M zXRdFfve^~k0_g}V=Rp6G%TcXn2Il_FR}K6LG|X0Gh_L~~qV)%A)0AOK51w7-Y$ zMt@pMQb=@bMuJ<$Rh2d7!V&nZK=V18J`zRKG7$-l0mly@^{;A_0(V%*Mo|%Xi}oJ< zD}?2#%H}<(eQh5%wjMuYCS!y5>V)ejCquthF$n6aq7(U-o8$8-E~mtavm?lsYYPIK zTmw78nVd?ACc>+4C$V1wn)cYcDhP9)*6jV2j&^Lhg)5T-54M@}z?wV}l&LBbgHTTq zDqbw_=+(i|J;0VFImsnbbsr2G#xicpiN_gop@eoir{&&%fnthycs|I%Qi}X*7mu?aY5ZlZDTSacow#v54`S-gqIc zYV=_bcKZ%zWkXoC>zuM@Wp`~Keff05EzjL^F43-EewUl#@~EneWQ}1Vx^70@JW5?y zrw92On-@Xxsp$KkkKG01wc_Gvi~t@p(Uc{o_G<=&*$bmzyxKxriX8P!+u3kmP91>~ zxY(fe?PZ|qx@d4_ja`h9b~F-6YqVdQe|BK`NlXI(a9y6M+KD9DrT(BZPGrg^WnQO~F!Q2j*SN&SliuRHagfCKXXdrR-Z^s%Cn@-(4H3Z-N@V8uXTF%q>QO6_0*imMn8N2Gfrf%MaZn{$2sXNs|65}(IerAXd zSxk1xVf}Jc04{YfrHlqh_x!l8-WoC65te&cJ;xlPf~L=tV%Q*gY$;K`pV=hupWo!y z?V9TDX<=s8)3!pFJAqq47_#Rg<0B>pb_G5`U?CXgMC!W{`F8tt)i6wiMKlU^F*~*D zrmnze^J~s&sKx9T0h;gOcNik`AI60_8AELI>VJq*&CKYMB9yg%{aH;?i1K!a$~w0PT^r zRl19p=OxU^Yh&6An2=fbFdTy^wMYF(HS~UYJwj?c=kdRVn&T>TN#H$H{vv6YLd4Bf zh#&5qfR2*GMFE?MFy@yCusoI{^np#i z$Q8Q3^O$$6YW-WFh8X>MEKbrD5InkT+4ZUoQ*#DzNjHShXVYJJW8w9{}ws_72@7G5kL*jwUTQU*HsoWem~6U9z4_>D@4Ek!b@iqZ0ha zr6Rp>9*A8VASV=tZCNx}p98+9LsP@={2-8U9q=ego)Y%uN_d$u z%wo8Rb}>Iu37#vlaHTL-j5%JlWQJWrv-pza59q`S@JLQ8OQ_RRt7!^%QOVmQ-J!uO zZFV0E9{*Jc2oRY&{4It^P%#+B^i4BIMO)utcW%7M z3Sdf1pW;re8<;u@)o5$Xg+A{~h97)$MZ&og)2`t%X>1u&a&HEq+V~(41Mko<%NwD` z*1Ko)nDny>`4fZ;qhYNX4uR@_e@bOE&kcDLMR>;R#5byw&b!?YZcTc?fZR=>L;V|r z)e2`iPhADsEtrxrIaK;9@l$e{A>})~08`JFO8hsf`1TX)3p~{L*}j1LMMg4nVt#6F zX_7inXo2uGR);@Un*l82f5p~MhR`FrB0%5mDd$Rrlq4th$^ z+Yddhv)#4dv&2ABL{OPg_I);>huCZ~}A5MCmKUnME+Zxpv2%_(Dkb_na z(U-MC0G?67@7S;0{-vE!y*mN;;g;D(l#Rl4Dtdn~Xt&wzOOA1JDnTmC!6ey27@F&b zNmSoerblYn!m-i5x5fE^MQVTTQ@#}E<{P54|88wuaPc8-AF}FP`43ODc$Lp_?+KOI z|A+}5jWiB_IwfA%-O6P@A3&a=M4J$^^TY5F2NvPlm(vV}a4J{9|DSD7IxuT7Qc=#t zx^vO*sN~&d7RS}o<355baP$vB@)cNb(ji}aRhtY=hn(A>BhapU*wfZ^-zTC-3JMBmMBJjSyQkGdisNf} z(=Fkuw$o415_3sXd?P=4``siA)uq{?S9--nCjFHI8`-dRp&E3mf&Esf8iuQN(Sf2N zs#IJP``wuKI`m^OQ~82nY9hlf$|7UjZ@<3*(K6aCA$Aheosb;Sv@i=sD*V2!9Rn#3 zU=Ttj;W%!8;$peaBzb}FGrojxDF^a$k^f_XFBUY3)g=T-vYx z!C1{tK`5oxgaxQzNIS$g?{*!H&6QO84hy@Ez!-+g<$@NuEP*oq{iT*^XuU;#T@btR zAfNO3*_ytBqv;Ydt+(96%Fv}TW1ccD5JNC1@o-sJKAh3=BA$fd-k=Y{jrtGG`p|D| zPI|ZbFz2fl^7)-h{~Y{hhP*pn%+A`2RgWKn`j$VRwX`2wg~=~e8&<6NAM4L8Y4yHT z8UjgmhbEj%_W9b~Eh5P!@KLh5Ln8G&Gza>ZU9LK)6b%Cumfw=lbhkxkv#?{#&Xm$l zin9RNV{B#RBkA2lhSvk0WVYr1Rd~#HMesM_>#wF<0L85ra@#OKX!oVxRTR41Y>D13 zTPo4)X&emx5P%VO;DFyLf%Hn>Kh7ZD@B~`b`p}*YJrHb9@aycbR|$2!5wb{cO%M!2 z(DBTjfxaL15>zg+6kFb3-8CCWXl1mEVCIRfMX)XHqtf*!`nX&`8DgAI2N3NVr81E_JD}!NsBpK$|vb7uyrbxfA6zaAOPlLly$TK_7Y2qXmJu z5=CYKuFzO-tN#Ne3`;fi8Zg~bDKymBY>}n=Tu#hXR=MKJ^?++rKXVhr|1&w zU^%YBysiOh7Gfeo%=j5Dbv+}dnp;rgbe2guDrFM;17ElHFvde{leJ8H(~lQRY=>Og8uruZs4e_6L#l`0^XzV1kv^|Lst?tE3)eUt}A*)qgw4G#5tX-ve*MnvM&W?5TM^&u@hhiWXZE2zehU z@}12QlG7gkY!%NVX6Yvb34H_oG@U#!RMK%rFlbt_( zv~?2eKQ4J`<^3jicZ8f=cBYW^NyNOtbio&XLDyn0We7BLdy9Eq(?Go-K-Gew+CvEC z;F|&9(YlXcJWJl)c@%9MvRZFwrv|Pb*&B&~42~Z0H&6c*s9omCaX5joLVtCI(G2~a zt32eD|1ogWqi9gEVQp{Q3Aa&Hb)5dp8_>B@652s$g_uBZRV=AHDpR9eX~q>?d;DUC zCt=;7q#?zfsFO5ddJII9_jDc?u-I?XD<}iC$TCU+e`=J0ZL)eQ-3~A?3`eu~$f9wtGY&@i| z+>oTyTJ|}kK{6d4)Eb8{HJ8>$bdt9`Mn0>^Qm1O0X#+xZdgzs|Kol66p!6y(VpFR2my%+ee#GC3nr#$4~#?&X2OQ+6qSn$nV`zK_%gr zdr{sT4*DaR6EUoIE$n7AZ8PS#=w7S_qqxy~k-*ov9(+CsM!56_SRe!@eeROZ}Qj9&^a%* ztA4@vqI;$vF5!-v_bS6vV_zuNN!-t@O0*RFKK8WbI9dp&1LSXxoR>vtdWe*bbh)x~ z^c9Uz>gSis$kULySyiC?i+`RtOamg8=)Os_ObmtZNpQ3%OJoyMvq)_aruAOJ##H%JI&eNoOvaM6)wEE?Ysu~d!MBi3TR3T47^yZLWvnzYn0 z4%DDEgKmt?yW;+*fC(vp2bH;s;H};^B!ULGBzZG-$WK@UQ~$KU^LoWY4qKM-Q{rj3 zst)lP27TYh>f^P_!YJ1<>6I(c6p~WmNbNv^j#@R|x10O+Pnde)h(bIW$lTkl`qiOr zp2m$>k{~BvVihY43(r-EqcF)~@J=Xy^sSMqX!tXAau-E#06ej8|Q zihw~BeEn}GHIElHz)d-m;e+0xqd{Cjw$rz$KD%-HRs$q$BW;#U65ldqPycaW|QGZ#c3@!@?64|JtIe z&rHRwciw*tph#Q`^J!XMpYtX6WKgK;;QE4+(Pp$=IN0%pPR;@Rb4)zjx2h%x#kqAZ zH5bx#K1gt^WBR*pd84j|ByE~S_bO;^IxMR@N&;qxg^h6hiE+&5BlQ9p<>(#Sm)+$| zNi*2J-5s&hv^AkU!yYj7ga93$hE3l_jEtH4Hh8m*AFMG1T}#gXNbnXd%03_?pd|40 z6Tq`qAtsa#9W)e?^6Z#0yzbd#_W6O<7C6L!{JX`jJR(fwI@>dO~nGoolIG~=oIpd|%fH5-6`=kX|A<(k*| z1$23Vh$Ae;F3Q)q>ksMGA-I}OHxZ>|7*9P{tq2#uqCdcaMV*yRUYR|H#!(S!R87ab zu%xW&RjTooC~^bN^SGmZySq; zBC!9aB4eggN$#jP?o_JHeQ$2CRJiBK@Zph(f`Q?7Oy4~~j! zf^Z=O5(McNoV-&!y!W7gY#%uDX@+APy;yPJn^2Kl_myQlmH>NN5)RJiE7-ghRd3zWSFW7k;iOv?d$&fwi=*k<29K^xMUpGoND&_TEw z3GES6YHd0v@i`669S1x^*I2Idiq)%G`7&5&nonPtL)<^PkZsefP3rYJa`aV-9&5gX zZ5vGdvUEDaMIw3D#}sD)=SV<_fTPOOJtM^tdXahRPkDrx>!28w#MQZ&@s)h4mDt<< z3R_B!3WTPW3D<4nFQ4U`?unwV*;wv+m6j4_N#FO?4Q8fus5!R}YM0g7MrLYDk zlsva}8;dP1Hh2CdlR_K@*iR`fs8zYPzSYcu$fM^h?QFw3pG@9ER5m97-Gy`O9P5Q( zz&c(z&M+Vhn=JQC`o#UQ(>oUB|F9Otz<7}z8OTZW<=<2ca2WBY`O}~ue(p`@R98rs zNuuJaQ#&Vt2*nU3McPl3bMO(nUNPe2FPX|)Fn_61tG`|C#ZQf0Kjz+vzW|zDNHdH@ zg016u0UL17KOsh+%8i2!H~2%^9wv<1irIm>OAGIX*LO2=7&6kVFIP^Qz-XJl?W?%r zkB*Czsmm6V%T}V9+>r!x9{7M5^@mIcVTL$->n+;@VzZi21F4;l?z7g=9Ri!s^0Nki8Ih&*|;s4-j!0M(%!!05}6aA9OMn1Yy5KJ2HA zc;3Hb_rA|ou~?gJBM{S#%Tl+JaMcs`jia`LPr=~pt1`2{`NI3@Y$m(|TmdvMdP~&y z;8X3-7);_}Ct{IlI}&>d47ZyWiD*ncBy10AMWb9_^lN6%^&!npDtf;eIdH+T?MLH% z)_)Hs3Dd?;iago4%CsZ>Rxj*`)1bGfJe5rp9lcpfh09wR&o)0(I*IoE_M(Yn0Dh zPW8$Ouk*=9AXzo~m@a~Gu$J+HYlPnNb3Lq2fl=t82= zl9W0m$Y{52?jeaty<1T3f7rG~h!sq~JM2c!cJI3W$Fma7>!R@2DnT9AmX(vTJ*iGS zfVfU6xnk?GtD7GI91V;f)j7ibi}mt zzOl>bP`4%olOmM}Ehx9X>BG=!quY?GLSKDOBR&Oa&M7Gl#74zJZtsPmR?>5&>|i@y zM1=v@7-_OFx6)9y$K!!}D8Wsgzy}PNNid^giH0WJ_EuZYG`)qJ7SxE4uQc;+U6{4F zi_ER+FZzXv;M+VgkmdEr-KPs17LK0~yFS_ks$Wen%suV?G0{ z*QV^>2-x#lT!PGh-tSz z%rQI9p(X4#oj^c=!(UVmjoU)@R}7*W>Dfp@JAin(BoJ)Jj0|LpDMD*XjZ%8LoR=88 zebru(7y@!sE&i8D{T@x!JQxvI_d?4!FP6g8w zOoD*{Sh@ylFDMm_GB&*e{#Y9Ut-#Jnp|2;A!(a#Z)c@g#HMd<_($LL4tr0l}Q{WuO z^!!}N+16z|iw;(r;fmL*zij5y0|(o*K+;2iH*b}Jwb)7MU~K(V6s%;*7JdQnDqIdI z3;rJMnP`5sW|u1HBi_hm-GcQTm7(Z!A9$ETf@Yw3+xTJZSL-t*P%DJ;ZS`PPX19Lk za+~6jeYI?B$%_C(S@B5MBCh zNOVQS!(EcBD7Am1_=3D=lkt%I3_-;`v~$}l|MyPP^9%@2Am)5HFoTIAqI-+9bpPSKepwJmOz?oOi3GIq!8Y?froH6vz`y$43Y|PsFOj8}^-Z zCGp(lugt(?KRSVRm~p(MikAKMThRA?Q((h-@op$m?W1${bnSZ9z|8hTPUO+?@go9xJaZw#m91he;lHxS9~20KgU73+0* zu2}Dz$N`3nHY|BtpjX^ud*Q=BsMPdkVI{+d(wA_x&(%w=pq!PgUrK*}jOJ&5wfjCcz#mkr-%1k5tE!+MBUA#m5n&RX+KlCb=A=VY2z7RX7^H> zzMG+*n;QUeVtZ`y@n6HO+=#VP}h~+TZZqI<9 zO@h)h_mFsU6yPz>dw)9f(r*cpEFi+Nd8V)v&_;cOG>BB?sjNvQmLcO`9%~@*2hA#y z@Uw5S9=e?e`PF%Oh0c{IQy2qiWcZmnyU3wxHNiY>U{&)J$M?$k%`+c6-0ss!q>?s% z*;<*4EDRCPf|L^n574u~8r4b~_bm(GPQtRHbW~!Q)4$jG=vGR9K7TM?JRDg|-2&IJ zhnk|o66ML6K7)1rd|>Vg3ckMXeCW#hGoo^SR+i8#FnFv4iT>G)6gBBIX=Qd^L`lmG z-_`66_Amiu;I`8W?W1QK1QZw0^!WJ$lIe0=Q_4&d)U^%m#U}6wOlpie6INpwZQM z;O}LxeKN`S{v*E==v07dSp|vFrub>e+m{wg`TMW4mIJ)XHX-8PHJt00K(?w>aU&+V z7kNcPQFQ9hQHl0q8h#CKVcGFvuElM0WLIBf_+|QeaL#%T2 zZQ8{^-{~e-tuhVO@@v}*7vSSHWtDR+hd8AJg2PRIlAV>PTbwE({2%o_3GB~TFxr8l zpg3!##H>?dXlZWXqL)gi!P#(sSnvgY_C{LI{JbT zl3&K~4a)*?jxl?|ns#pgLIi$uP;CdlblpE;1B(lsnzNXN0I5Ygl`!QHR7TXQ4FWD- zs!+Cmu4|{9Aa4Vim&eZ++Iya`0s`&R>A5)~r(%N5vPON-^+xf{ z;IZNW&;sA-w~Q<3c-}hmdB`?LdfC>rr}sIYwwrwR7VriT&71r`VAUQb?YqhjvaR^^A@vj3l8)a3=@V zvh$I$ZmfS+unlxKi=C!esiH~)!S?Flno%{`>(88QNcE;7YOa31xpS`4H}Nd6*s-M{ z#Ab(-AXGayUyI>a<*+9=8!J-DiChj_-v>i2e)d%`$uN#ei`@;Bj38^h^V zC7plSsGBcf{r>+93r=k@I>n6F@Vum|EIUPy>bIcJGC-{VYoyX6+JjoC8SM>;$LyN< z1&WdvS(2Xq+8}!6*XE>7ogy1K&eh#4WA#-TXS%?&J7u|MphI28=)gRfO}dCnN^<}R zf~Uz2gKE0qNE$L+o`#H;A))75xUxHd*gXIt;%X84xWvjswWbqc?k?8+bDZw?eIzss zVcWK=r*hEpOfCcZp}nqmYbD6}8zBWR+Lsx-rUM)~nm)Tg09^)OJM0>Y-*WrpLv!qa z&2A$ZfYh^}dunTubKt*0)G$9{&1}3Vup_rgdY{`Ka!e~&>Kl?t!l|zdPh6B4^b-xZ z|3P)9S_GvZnCk!5K#lWPDb{q zm#1;pOkIrz{|czZ$7Z5qp;wHg$unZ@~?i4DU{Fv$G9$ zbnhe!bf~6vgU92%b+uiL+FB+tjU~zO+@U@q4Yhu{J3(k7-cT6Xk-W8e^pWB_wT?P2 zbA4eJB4>Wy1R>3)4oW6?^K}#LJjMnbhk3n+FQN`#)`9( zGkB_a650Jt_U0wj=I&JCAe&ETY1tkrbtsJ7+JxfJOM2RaL$5f2216vK)hZ(&_2cfx zG;e%drSaaYz&$i1IZs#K-QDYehA^adFlDgXB=&$1R{f4B`n!i#dCKcQM> zJ%C)9Ve3t-a9$!DbgZL)h$b8A0u43E&B5vdYjQsZVf0SgCfBM)( zM%SPS64RSj!E`d9qJb>^_}?=CnsxwgHT8hy87s_&{0ZJ$OoRtG740hcuf6)ALT5{z zX+*!}{O$v`FT?{gQkd$3zJt{X`b%89H$;+FOS)5N-^IBJeaw%P5q<_a98icN$M;4z zdotyzQ3+Q-0i~b-d^k!Z4pf>|XJNOXj<)N?rhH=!oy^q)U7gbTpt6dW-Z>ZLo4whS zDiY~^4_E6M;Dcvi}&eQ@2pCG>U*O$3c&%#fbV<+E}+nWgw?X@&qf$%+VI-+8G*2E55K z7qskJChCH9zlnM>dFsry(@qL>zHGGzNWlY&i{v#OGfn`{XU~!D8Ldy6)~w%Ob{O0# z)J1gwOPkabTDTTxwza|Po8kL7d=l;~K+4zQHBc{%W1?5S$L6;YFyTpnz-u|eINAbr z&gFxjj^^y$Z&mNUPKIOKmnJYyT%zJ-Puz3=co$D>K#)g$&^|2|$5_p4_rn`MuG zYc}=&1F1M-1%`?gY|yC5C-2y=jEzpp8?8h_!ru_=3z3cF^exaNA|TfTu9|lW6R4J; zEOI&D$eTL3U!$AC$ho%MC2($^Lvqe?M#Cq>RYN7F5A*5{yIvT}*7Kfa^kru;Y6kFH4SKob8f1Uc&q`{_8f>5%`T7k<+ zY+^kruPsYT6dQ9b79yP!4Uj>JO~N4{$dfDl3v&ioI? zjY`ir#14bez@BLMoubs0E6T2w3Gw0AAT@4eQ!EQFz0G3do(>OWstgUXW#B~1N40TZ z*p`uK+@vnn@Q%g~>-v;qcyJF)N8`Atf?G<&o}cEUHnUEK+kr@hLCH{Wo-uHOeg72; znMYJKl6Yobt6KB-gdl1LaYTK}TAgCDIn6SH-H$^!>f;QFu$r1_K_4r7VrymFL%IfF z{Ycl4eEd(Lx3o-}LCCuC5V0Oz=72yEnpiF4k&T~CQY3ij!7~_{XaGnqM0Ocb-K{Kx zGiB!(Ys%m)OUqvB897hy(}5?sx5*Q1UeO#KVueG*R%ccHmX;ED?z|N}F(xEkWlMA)_*Rl{1uF`p^%T_xv_NKAD`=P3K%49W(Eg2KUC}I zG#8P$X7{;gK!0QNmb0TPO^&Z4(C|5JMI(-{KGbM9{3#Z=H}*bOu`V5!9~Ak`qB{2Z z_yNGx*Ocs9yR%nzM}J9wd?YhEvd(9-=-v#;!!^F5E&IS>L%J>j;eo-)6B+jqunQR< z`@DLbB1|r&XZWrT?Hw~m?z>Aj5SlJ|OlQ8Ds)5RmFC;laQQ>_@!D-Z`DWb+`VIY{# z)^n#;exzXa9wO+?OAn>vsrW%<(L4h3vN2lR;h-r17Zn&XHpJ%^7Os8C~XCXb-5`Q@g$Q;55BlwO1lT?x;yUkb|QXpu_*kh zK~SSoU>7H?IoFbJOpmhW-GtZWwt|i^n3%>-6o#$E{FNRz{IA0~)PYcmgagb>#|W{o z*FCwDj|CJ6m}j%)C8(Z82;ClVU&=mssSF&Xms}(|ryNS-oimWS)JKEm=*QJ0t!QqN zqmd+Q!w;Nh)C?e5w{|C7oAaq9QX{T~R`3qm{~)%FWjY=1L@1g`JkAf&-GMA=fq%Lu^g4MHwcNA9qp^Tz}mJ_`an~p!P%@W zjbi?Gn=9xw+?C_d{zbtvY*x=nP?i*NQ~PS=sNidzX(Z|4ceE<&Jip|#0L<35nqdu5 zZu;MJU95yqoY-J@zh6p!2{o{s=dX;G@b~YEYkWgT~HX6;|}b z0PL3ty8LD$NWch$aTwu5dgNwV{r8jrNGjsm4RyKw2(;AB8K3d%j~PMT5LZZ|@3EjP z>VnB!<(JfneyDYyZRtoiRzH*!>lmj?{&dz~W}|}grT;OId!Ki1E%oZ__;FgaRr&2- zsD#cG>jq+#Xg)k019VfLMVp(UuQO>~2b%3iJV5LaG^RsSk#O&~FNa_r-f((gLI zOGQ&qBl%3FTsuLT?vr?L7Ha>6BYs=wZKSCO0n7*BA`G@2v?sX16eU}c=K(OreLYH8 zW(y-QG7EkHZyqK#gsk^Ok~ksnksEgL9?yMB;~UsejUH3jsGWazK%LXIvxQGkNhz@) zu9Ambr8$LVpjnm*Ums22+X3a4W`Z(Dn&lbejGD*T5PdpuCuQXpBQVxuX7B++O^+EcVh8bxR;CchJiZUq+C|B z^;Y7P-+GVDKF%(0l{U+85bW=efz`0z^9^_a)L)6>{b`;}bN8zT0rl0|5nwi9afb&z z#Fk@l!*O3!0V{tYhJd^s)X`GZPZk|H8FVErf6se3Gr|p6kWGS5T+Zy%QGJ(nHlG!!@_!;E}fP7vcYR)^b?_?Iz#Fm(bIUL5jf;q9!*$*iQCVtsQ-jR-bQ zf*H!%+e~z0Q!}XD^)GARRRk05t#Kpyx@M4p#T@76nI_ze=cAg3MWU!aG15rdzo4%= zF8goBCa3mP%oqdE`&dR5J1IKjb@o4^*a92Rj{s3P8A-M?U&n2)y>vrm&)RcGdl6ik2lL+eZ#v}HjPTjGg-L~k zb!b$pUZFWXKK|R65~G8mLPT9*79kYH-bq@w-uO17>^P9BmQXSDX^0=BxEmTuPfI|% zqfN#2=)pOIyY}6?PMWrX{@#X$jO?sR!yXM}lTs=mO+rH3>FUQnn_95nu4@A?)tH8I zq5#*G-_N;?U8u)x(G;ay8(q}V_ouq3R~90UVFDfsYc%4Ge}*%?``8>Vz{HnY9H{Cbw0KqUG-FOM4C43U*VsOF64QOgM)< zHG$v@rF-7j2KaX|fGB6bHM`u?qIS^5{`zDE%H31LwgBnFZqdp^JlLPtvnjG!_@3fF(}lU}u!S{)~3_RDd-RkDK8 zoox2hd#<}3Y?ZQ31f|Y3O{w7tmU0Vd3r+!~e! z{1Jez0rsSsV0DYEs%?2V3}K`F|6~M|vx>x9YU0BU_1nCro*pHl{~hn?Q#isGvz8QR zQLf;pYrH!XB>Mx|T34sz0%a`#+D}a8wX*Uo8V9u9;imwXmt{N2W1H)A478Bp^wVNo z$KH<8QQ}Bj#F+t(-hyp=39nM)hnyzx)dnR>U4u;cf90KyPE_<%df+Kb`^7;yRXh|8 z<77oe^`*T{*|fI$bpsHz_P;;|-}%3p;LWxUuhd97(s7xnfmIfmmOzc9)s}DCMm0OZ zwHuvvA-J@AdM`7AAHgW!bFQui@|ZFHaVtY*i-T?uh$o`MM2d@-q^<%DnoH7`|Hq3D($+g091siwRR#>LHU*6x_nrP^rN@6wz;5FWBN)o>4jP(kX}YA7N;OMs+AQH?rVjeUz(tAe%TbOR#ev& zfqq89*fx^Ap>@>OPM);PAXnqR=XI4k3{g##iJ6-aIh6|#Wl&4zS;|m zH@QKZzKtCQ)ghQ2KebHastF_cCitUz;u1=EsItOb8HdJ{u;EUHCZZeX=e>VNBjj1} zEVjbEan35_nR?~(r9H*_Pm@uHN3sBIO$7pF@+RT#dOs)3oRYlhnI3eL0n;XEXpsnR z5xWiFJ(no);%eBITKlD>G!y8#lRJnOcU8=~MJ`9)6HDA4Uq9JfE}N%xooIxLLA2-l z#(BEG)$O zDeC&(%B&qh053M;t=HHD8TiY*7ulK;`%wo>2O|#C-rs%v7Daryc$N~X`R69+6$GI< z_zDG6occ!BmrjF|{j*5#e1!`%LfE@X&@`BjM|$dF8t~GjTO$xeU9qkY8^3(<+PrCI zMR$A3N2@N1%)!JPw(n$6DOReWud%0=ai<0Sj$8MIO#b-2=26`5i78Wn zdC_hE^tPMZAC@dZuKF1`4|AbhN`ySyc+)PW@*uN;mC{V;yOUr!#Wu7tvz*-lO{#JO z{kp$jadwUs8`q`&;J=I{@qVZnqOLOO&SsNua%MY7%oH6emh zFbKljeCwB>EXyiVe|SIr5U(n2f~pW%IE6?z#LboEI9y7Tx_CM6I%X_4&{($KJ@T9e z>!ckwOCk7_so1)vKOGsZNf`HZYy74qhP?*r^k9=6a-jI*m;%DxRVw#&yF*L; zFQC25ue!x`s;~!bjMOzW8j$3{V%ooAF(`o1$jg8Y(~@w?Et!SLa~L+r5p6>_q!8lx*Pl02R0K4Juuw=a$CUD5^LmR+VMp5f*>7bY5G)100 zl5LUF7U`&Qj9xJ{yaoMGfH3A{gUyj@2JZCmNnqt*aq%w6Qh$zvDLc2XA37|=%lzqf z;R?_@dFwU_CXJhhq4>9yNz3}G13ANW4m5dq82u`1Ms%PqLc|*4Ky@ky0cx~E8`w_z|1B0x04lO>&v6dS|8|9EyD$F zd~yndp8=jQkT3E{w5Uz1F~L_K?T07+w7Kert7;gR^gA)(iH^zaW9*TE$qBb7i&TFQ zL2i|xGD-C4=I7qf@j&!k8x6#xI1EbFOZP9@?*5}3xtPK%z-(PyTYuUjfIPW&A<+c2 zPvLGnmjlyAHtlZ(DH|q^Zm?VJzzJYACojTO;~fCL98j}?r#HMf=Pf~3M>N**R#&x2 z4kyJdy5hk&|`Y~=jscqwQQSe0ZyHWJ6uqm%RcQ|Ocu-R-wj9<~>m#}HR~l>~LuEb7ZiE!#!UCjMGW zh3PTZrUHkrggDxTO&doZxebF}m}ti)ib z056}2k#NC(_@(t-m+~4LzZ*wK*-rXa%Wg_82gePgYpjUrCV&E3qA|1nvX_X)4AUXdlzbUG0l+sF=Ugtjtvb6B?5^(W{%1lm_WnL^26 zr$KVHoPQL(VYEOuXW{NxYc*C`c%xn(nnaN3-&M^GVMR!tCb(Y`s@UwRAN2%MzwG34 zch^%cGUp{VR-Urj43qR(@2fE%O(im=l|~lgp1bue%PA`wn%pU>Gz3c1N@NUPk3c5t zn-mh~UU>Y|e%qeO2AL_nVc^0@6?Ft=HF1|gLZ2SrkV5zjE_?&lML_gHt94fUGTY_V z8#bMJuYe7LRmFK%jCx6vc+LNZRNU-RvM%54@!PzX8hjXRZapxZ)N6!6YP11n!+rtu zpN8Evn_I$F2{Lf14eqvQ|CJPQyInQXOCKmHnZAAX@g_9=RF|Vg8;Y-U7sE} zSIk#7>TBp){=^GS5q9xz$z$`rpKJMgiU6|fRafmii2B$4pe<8H@<~D=YoHmc8;~H&H#X?idoZ|RhoCl8 z8OpN}&FgRn=6rdM7*6`rGJD`=*U(jjMByyg6hD4+v8jL`hR1#<$?w>()c8*d4|;JZ z7DsC8_6SRlaSBQsGzV3qS{DiXOV*U0lXbc7La);fVSrH& z=ma*(Fp%#Dfj9+=Aft-6(hzfy+x*B-Txw~@@cG#b5y&|li2@HY&$RZdE<%K9ggg4v z2`4^CKqJEgER?EXfZ`U9wesTuL~~fGU%x`!36|~~O3yez$GD^QbeTt&p&znKu}B6=vOrXrMPjalMnqqQdktEH5@=Xz+8lbgM@FlCiD$J9 zykEf0kv4^qrgn7vRf|e+{X-U$5=Fq6u6OtCRCIfI((Ba*IDMM!&UNPbC8H-eX-VwpGkqf7@~%5K9TU8{qVwlMYq3 z@6n7RNEb;I9spS80YQs-YxR$$pKsooC(|gA3%jh*h#;%ls+)8sa2FVgwsN}CwIYVc zRCB=&5gLVskvP~{c4a2TBEW4f;Xz5dG8a~&j`3&JugV;x5` zVL8eRa851tB?0qBh%-fGoehvDGB*{})tX|8{xKCD%)XwUyCYzez{Ne^fez->3F{ULB3 z-512x1|28a2eW^e+{3%ftQ>U_si_bq1O*)qW#f{lE7f9ypYG&5vuhtZ@wQ)C9wcM% z_ZaE98f-f|yk~^(6|EN?xG4yFzHF}#w*V|C=enl}|)z8Zr|iY@^6pCSzi6uKgWVQ>s$iDNL1Ifj#ty z3g+Mx0D?8s!@&!twm{R*`JM43BZ{Af{Cr0;?4kzx<(e?2nxzlS2kl1J)!EP%75ms2 zpMaC^&2?-e_z{B3-cag$U0cK0wIWv#2mQZ`?s@4gjdgc)P?hW9q`}rcd`w7z@Hq5E zXI|CbtNGl7=SSI!V7*zxMz$?~Uu~D`u*$SDDcUuC{SGK;1SuETds2_RXe@|2Lr={P zNayzDbMQ^oykfE#KQU43^`uXOY)9^I0sq1qYZT;lo!bWL=q|`tjaWcE;`KCYh}kA! zd@=f!OWYI_VV6b5n~rwsSDfH8e+i%7hVA{LxJ^#F)g;9rYx{d|W<&;nJMCClSwO7j z+0-xI0+vK2#YEy4P=cq z7r@grUHTk1%40p~DZyteuJkBx!a|9>FHLM#^tLNG33Ij2hw$4)c=z@>7IVm!I1Ya( zS;Dd8q+|Qug6HLuxsgFca5*Uy$eM9~ubeoDf}9F=9N|c^WyZ9n={;?7%j^M2`Yj*JsO!~0bW0hE{Y;TS3JV%iGN_F1Od`>ik4oX`Q4ES%Bu0=}1jC>5_ICBahk$TosoOLk`=X9E!%WcN~`$-HQQF`F9Nq@NM!+J{xt zZB*}Z4(v0i=MmXL#tW~3o^brEVOT#lWJfohLH>;Z=@e{Tzc_p+5=0Hz)wE-L9oH&n z*;ha3$sk||2rlOfAHP^RrpNWd7y$eQp>&V-%{*Qojt032)YDZ$UHRz0Kh*M>nxD@e zfE^kH&?hfaV47f}XY_wU9I$TTPXkBRCTC|>6)N(dOdhk$jOhsb2f7;`$glx*KJp&4 z(LDYgh*y!_pr6X71dxB0=s@7v6O z{Hj0)yNHOV?r$!Ib_P)&`} z+x5*!ivsX{+I_cH9O1M4IY7|#;0V#l0xJ00`%?&*ejk2bCLMfI zy!8s9KTpKYeoT2?xXKW}-~&4ofbssT?1d6%eSXRvvANR8_RPJkdi9VaN<40Cli|(w z8A(;S%QI%e&;-Iqd_+>(wVzNTs7I3tkRgh5%@_F2C`p06CG3W}`1^H;wZsEqg!jbjYkd(9LMH=8 zwrc|U8aeD@-5qGtc#loMLor%#@U%lRA=$oX`n4Y&{YR@r>PM?P#U246RPUtQXe~XdUG;pkQe8u!o+qQ z^KBd8P*(0ORJ}PHA(_2IQC#*c#(WG+&MNc?J=Ibznej_Bz-lsn$oL^XA`*JmAhTGJ zH$edZ^qQrFy-%bJklU*Vs@$C%o8+)&7YI8$e1yYy-<;|odMPoD2N=#k0~;5a8duE9 zn%o83j>Eg1n@DHbcOY1L{zEF2Gc{iuLLD;xf8~lXlINYX0Mwi!;%5=DC8DgUcJu-$ z{i^{CJ4Zb_CDDsqx&u^#(0B;s2O%;hpV9M_7%(P;{7MCUj>m>DBGnAWp&u@wGuzO8 zgYf!qEY_iTjQ3xpz*(-Q1gVx@Az3t!dOgqQ!|0UXEh-KLLd8YZ?K+Lf+wT2gx|ocW z>TA%^q7yJuiHM4YR6040{O0cwwW}`ktq{bWB8srn7)(7~`jqb|rB z3l9)1#t>HG^%kQ)GaDx*(=$Fz+vggB7HjbD@!8c65CPW6V%BeQQWr89@SI-<)X zjLou0(YIx%W!`8 zuUM3l-vMPN{P$S6`@vgR1o-7|OonQ3_*j^JFGSQWv@X=nsL>y_n22g4;r8!#;U*|_ zovcVxl)PnUx>zTJKiRU@#PM* z4li;`JV3TxTmGN_<;@K&)!ZV?tZy@o1N&ai;l8Vlc4N6uAlI$nTGqg`WZ=#N(f(S3jl}s0zFaRevF(_Gq)>#+@2L2)1WMw^i(WdA{?)KoNCMEl zvOiIE(6p zLSHfM4%%MdK>NZBdN$PHj*E2rw$Z=j-u!PCHMmM!$bqL3>4N>_e{;mW(!mY9g6o#( zv<8D9#OjSqE7_4aZoZpXJ;F9zJ>vCV5Px@^Y4fj^pgwnjpDt?W;*?z7paWaRF~+%us20&D{&rA z&QPUtaqL(`h_bUqvdD>nb`#M>sDJmNr_m)UMazfBV2YcV5l92aD8L1fs5FntbOBJz z*9=Sn=Kw#fkxyKXB7~rI@M*ph!ukhLZ62kGO&L{yp5yTj&)L6Wb=q7m?c%PntJ5 z>zdHD)=0L8NAFY8!4v}kgz8>h5&Xh4Yx^rpt}hQb6;=W&Pa+^Pq|L%O6^iv0_3%TL zsnEW*cz1}7^V%U8Dhaqkm)Ffwf62oEeeREDudF{LcePi`oZ3*(bxgpty<-=j3-qrJ zaRzLzH<2t^vR)ht<`T!S zXRk8Q@{I)I%i-;%;aAh>azR(2n@Z&;(z_x5jMXey-9l0)>_Aslr*oS}3B08Cs_SC7 z11D~mverrG`?tcsT#oP%hB#6k+dUlNH$V*3R_0seh8SZF#}c+u4rv81#z?v_`G=+7 z&eovH#qH16_C`dsjur+Fs`3;i`7^j#+mQ_Dq^D1Ypyw?;uT7hZ^E0kCv1+;(+^OR% zrqR(hP%`3@pRe_RUObLZ#ZIXYju#q5Nd4j`JCNz|%NHZUTeV}*8s5LAGfJHRU-A0&%SqSLDqPt*R5xGLNN0zYxiX~Ol- zq0G3hTO=Ns?02EJJ9jcm4qRXxFVieF*wI0jnA0K>zSLC_(>Y11?)3S=1Q9>x1jHH$ z)7k83iL-cFl(AQR%cDrA!A`ZTym9?;&?Z~eyRW-3nzsF@eRo6eT_3)RU*THrNY(2S47m;Ckzsvl!X5>R_s*ySz7f3lXh^{w?ZZIfL~A1R&cs4? zyGS(X@KGRVdGie^vgCQzXiG{VuZjr-J8d2(@Y}RgmE%nF`_aRL^w%C~G{gauJn-O4 z=LiKxojD=CEa<;0QhecuC^kpfRnISxQl{Oq?VLIBa%9V+dO*)KuW{LGFayfdVTnMp zGWc&4G1)gTr12aNUZj%`x$R|~rQ_~@f|vs-Da#cWslB-AJCV0aDRv%gMydFw7+7JG zJYD^v5fcZy))Anu%z@160%FdaodBGmh6B(+MRhm7a!svZd6BHv#t!lMYk^xLw{mOb zZ1io3$05QHS3k(P3CtT6;z~!-grp;pQDn+GejFhZquUvWd$w(68LXd5Rkh4h5nTHC zXIJ~GJ9_jBF=KF9%xZ$Z9;tsmcT*>(%gx7t@cT{=GlAXAE#Oetu_C#(hcQf7lOZS; z9rC}}z75{rC(V;+?)by{>xhzMT$!r%*TW~u!E!Qd&h9cU!<@isKcd4@aNhPWy*cuT z+>=1`Aq^2}t#5^@}y@=Y@B|@nY4u?%Ow62-pmO@!8o`%cl{|ZNO+I}J@6}-nr=}Sh)9u< zonl<9**2Hr!0=5#mCa#}uXH)`?4WY)L?0?dfQyw{@SVrFCa0`9XBm%ocr*2V6<4gK z)mW(e`i~Ezu8?H4&g7cVJek?a?I>rM@2DSqa2j=x-($AI9jkFFHS^n~#QoD)DRU_B zB%xqT-b}a-dUCRo&=Ur@j`)_mQEg?XRB{p0K}tDXNl#FZLiTTugppM;-Q{^tej83dxW)*d;iZJ@nl*pXNBNSG!-glafC5yR9UOj~m9Z|G(gMm`v* zjYMi^3kFva%P7)(p6ftx_8}cLOb~I#5QO`^lCpdT&Y5!>(v)Ux;D?QAdy6PFC8fOa;$-T3bHINX@a0p!MRSrs36Gjxc#lqU=NFf)|m6n z7`VO}0WNF+9senOiew(MLIsJy;yr)r8_YZHy-2FZbQS3%NhWtdxtm#b6aOwmYu(EL z^<`Y##jdz0I76I#Zr16#jmD2=fql5HvM9jZsP#E@_C+3*O^_?IdC*L%iQ`7 z%+dXVFClu7vG6&LgoZy?k4qbho2uSRqX9YOJ2n7fY6r9nvTqJL>M}z@;Fvn2Bce5Hv<99WO zFC{}!kmCeG^v#eNao73WO>(!0zxh12u{5-q3^v`Y)`M#~*9c}TD43!}52oMA^HnAu zMU`+j^)hkClV}F;in&VbPyUo<=s>KTGf@lGxg^0PwS*LNaviEH3>gvKXv`$d;?G7d zka)vFGOqwEZ_ydUjtJ23Y6}HQ7q*olRjeh1^QSt0tc+ln$&`Jw)C++rxPecuVCgi25rn-8Oq+q3ope)$-9 zH;~Qb7@=&2k$$jn%QJzYbIBp^t+1`T*6-TU3x3~Z3toYs=5wvjv-Zg;3O&louHX>S z&9iuqW2Tw{jM2wQg%5-MXDwnz7Vae8lCC7OO=J*|&k7J%H?j(Rh@JnIanYq#iycx7 zhHA7*N3bG~)+1;cOHIlj59GI`Ej@O~=2Ay`Z~7%C=wNt$C|cko4;(cpj+(gdl6>ba zxhv*Z&@P{#`O&w;>ACF%bz)F?iu7dgn6_AnF#ww9_a?g`VKo7sSqtdB2Rm3yWloiL z{BO-o^gG1lwNRK25#xfO(19JG!L@eUp>o?bXJcoiG{c)Hq$z6ZD(MSUb0ZnP z=WtnCJ_~RHX}oy;zbsoMELr%fVJI8S)E|Bo3}cuMV54kO`sIARBQ7OP;vXJ6D02&e zBoyA=1&oE~f1`o?@aoA_4s_q|6gqcI58}c<1MHF8zmf_`<(j`~S@GR>7R?gF;MkU8 zkNSZ$9=I!aSf+sy^*qm5684Xp*_?B`xUpP_`Kh1BW#bFp3{X3%b;{FkPEcBrm#b%m z3cBoq(xH)LxebnQy5ou>a9d+Ujs}MuoGZz=9 zc>`m-+`xMxib00;ZQ#Rg!225#Y_S%`J#UTr1NE4l1w-0KR3 zcj5oiDx-%^nWJbUa;T{EWY<%p^gU`BQOxew_wCJmjNm=719t#Ax|)o8J8`A=;4l<6 zq4+Z+yBM-S+V;{87tBqJ`315D1HFSk|yW4%f_f*RC%Z~ zGtM+y(b-1=qf*929qc}`d_UE5_Y}~fO};$zDa3>c8qnnE6Lq?&zz0&zvBvP6;?C}# zA&f_wZ0jB$D!7R9J;+d)Q}8$7GYRZA->?tN17q=03r24S^e3NVWDvdO+Xcz$veJ}f zohWtZeUM}!sIPS$g%L8 zfwvn62gk6vM+O5ASnY2MJmf(|qQ4Z{hP=q)*xSvNKR1$fu*@0KrFUFr*s*CaJ16Ts z|BBVIW^dTZ3sWAnH?*33NAK#>NCgYj-w3q|=tQfDI3Uo|Iv`XECj6H2It^*-o6DEO z>%#h?7?25)ll1%sdW^w+$qdkuRKD8uEnXeFDdqS}L&;*{s(^Dw3rGHVR_2Ms^JVa< zLb!_tg{;%}|MC4emiS&?akQ2&-~V9N-pbMoCW`;=9FDcOeJ3jb?jM{v05KP7S$DnJ zQ48Ut%^FBTcZX%-ZAas}$L*K=uP8~+ad2b9?Lx|Rtl5+@0ur*KpQ;7LlQ3V89~>Qh z^#Eiy`e9*owMm8gG(g9*>2@kIaMF9xQ2tO%_R10Y`vo%!KrrKB6{FvhNYnTdAfZHL z20|)g3glw1uP8>`DgVw*oL!9Wi6&{tSthxH8e}4zGNH#H-U!(s9%If*C8a|gZ(|(7UsE(5(s!kXoD*G6h8IM z(D?~SdaLosU_@b{^bDz{Z0pA2XTlY=w))1)BI79eb&5#8HFzAxBkJa)5;#eOrUFvU z7{1?=ii*%?wS$eddlE@HLCSl_2>yh^(oUQYR>si$PsY}XW z%j6v7R4QyEt72)`#d%E67f0ab(@mY_1e^X3Dj!2_l!_)*qL)%6DE1)KiR8P3^3cnD z??mOkpz3!Z6nltG5~$WT>$dSDh%j2JcIpS0qq;W)C0XTzuQyVZCZ8-&)E(3tqLkbd zbZ(DCvsmhTI5J{nY{F_eMS6VqEN8BC_xWU*Nt8zlv%zxC08FWQ3Dil)d}%U;0@0j zSK&=%A+OCuel9uo(h(Rks{F+N4w36JuZ*m7CLVImLDhFrSv@u9!ci|ls0g12pb5dB zWWEn32JczeV!C@-R=N3rz z3bQ_cd#2t#TbHEYMPb~lz*(NSMXv?FDE-`;g@n+X39QJx1IZwAagq_nR|f)X!hrh5 zh$wcxUT!vidl2NSId^te;$ye5S~M_+;vj%{l5DxGgHEscn8~WXn!58%5q69BWIDe1 zGsT6r#DQwb3LmA+Z_|-IA8mk){sGdfIHyPFYu4ukV2!`28T)3dMF^xtA2NJh#J0Wd zy2L{Cd^4hUaelq0S<5i+*C~D2PAhp+_Zuk@YNVorn+mqa4GEKJRtcQ1Fdn>Mvu!g+ zSzePX*pvHHxJ*F{OC+-AyoFFh$lkpqj5h@WAWCNQXU!uM$#%!a z092WOezsQk~(ZbBm+=dM{O;>@gcP~;klDFgzvrK#%J^Xl~+-L<=j~GLP){w}yf^3S$DXx*G#GCC6v+TtRFjlF+bxy{$+cYK_nb7nk@y9*>$l-@(C8ll zQDkL)iV#-m`GIVt88C+qoFU*;w4|Uwd_+w|D6-t^exYXxVc#_3i9lhh91&f+R2wIoMg?A|{x`VkKTUbM& zF4i4}H@siduLK+0>|2%KQ5@$-cX9c_N@7N3VKdL`D6ae#s07yNaZ8r2NIV;GMy7Y^ zN`c&N0lBhGp(t{Z_T&O1tNmFF)|-0+dqMURCpvG_mp!!;VMY}_dqGIA4WO-e_9Bui zMQ3SCD>(GRiw#qR6l9F6kq`}yy$=1hlVw8x{9sVyd&pnEGyz3BTy~p8_mIj+^3~Nk3Q{qT6W0mck08BBI`QDw!## z_uza(9zLzuo5}o}(wcl(o^cjskR0h_G-`wVq-Lx=-e&S}e_n5GQ8&%rDb&6fy^uzQ zRv{xVa$Yl#t$czkEc4N?KG^%5!7vB}I^5aYifKr2W6{{Q0g=@NIW{2ql7;gVg9vxS z8H*_3!jV1oJhw{tiY4tcdU;!1|FJo#X2}{yb3-t0N?z(&_L%EG;>Tl|SiG>9*7tDq zq;3^0oHUF}UFWV1Dq_bC!BoK=p#6ji+h>PR_3@5cm#0P zIa*$NVFEbt8|WYz6UwM?*q%m4%yb?lgzFk~5C>;GzTmND5D&iqrv*8^on?AcB4eP| zHi8htu?FT@)3yMtpV+`xq;B8h8mtBj*dX)5-6X(}w$Y!(=CtjF6SY&xYY{t!nL^NK zG0ozo*J*f`;Px|IaVe!%C6mm&kd4Qumn6Ds;kirTq{1c28l3pYj&KjOvlviD2w{GF zlonVykH)_}7hZnHYN8K3+Od)nB&hOh)z3NMUk73dFM2gg+PH7_Hd zXzdK93?K50P9$PNG&FD0mxDiBnPiRZ3(9=XvLS<<&cDcIzqtlIHr7u%wys%THk%6f zC@TGBIB3wtP5LR7cacUbG4+5kdf1tLRK-ImgJJIzDsR8}O*2H2&Xvg3={}~p_ZR1y zKR25LYRY>zmBTpdWBi{Rw|HMGw{qibZcW}z)pZR#Rgoe$gahJ#727O2V1T(p+!EYm;YE)Hjsp8L!=JSDXFn}SU zkUz<+qwiU-Y2xmD6?HR~Yxn1(^iKHdFN1gplwOK9zIK+^=D+TJ<~cQHoCKdyFd&j| zlV0m_f;78X34nlv*P>HG4B-oLG*lD5#~R(D9jf^8(>ZnXT+OerX-j9@1ZAT3_cPO< zSB{LDtaBsK*3F-4ob{HO>X)Wh)+H}Lma6O-ZmR1zOy=*)K3mM5iEFHvT*ENfGmq^Z zdVew7y5T&2OJCQv8!`&qO!jgG8kqOHd1{*QeYhTB#DGo$4D@#*tw8(@Qu0Gt|46|G zv|~r3`g$plV{~A`$V?eLt*N)PFys+G`7YF9slw5j)H)6rexd8Bnu&>~26MnjcZ{EH zWxb?#Y6OM^KpGK@fT{#j$~*TNU10;%WT^mGCb^ESb}l zGxmhyK0VC-*W$q(kOfox*%Nw$zq1K{4>JLbx;}8jo~@|80!~u5KA}xGkYwD}gkFBk z7n-+(-MD*4_}IRRoKC6@mFk<9H6-glNBiSiRcDq_iT@yW`2$!e+?V8Kk%f;I5@H?i z-Rl#wTMDP+g;h1teBkm9Z+;^sx^Jxne34AQuCGSyg!+%$a*3>xkmAaWGllkGJ9%5jMy7Z`N?yj>fhQIq zLp}4LH4CEy{3wJ&p>M0C?GUI)@_FYV^+P>jm(H`=ZaJ&)+hWfB zBAxQ#VRW9~L)N17RkjH9Ye|1Jt4eiHc-DFZu?W1XzNe2lq{jUIr8mB8S=1p5g|*pb zWA|W7r0nSu zmUZaOdSfn+##DkQ$I1AQW)L!r$4jT#s54ufB}pgYT7F<)2sX>42i%zZB@NE%-da(9cJ(Mo5&wIyUFE_6>oU ze~KhA{`KR~6WYPt?nk7$m{ribjm+~tcb1uR)TkRc2dqag#0LwtPTeu!4?5zOGt%Q( zg5%q~G74_mC2c#4%kEao?+$JSBlY8=4b70BF8>_=rKd^Dh@VzMWsWe03bQZUXWHkT zEiC{Af1UcISK{gxj~Xq<Zc?18& zFoA_mO+Xb7mbq}v9n=`>K9-&y-gKXs4Eub$bcTia zBcSnWiGb)h{-S3@EVaAK-dkT}73D7l7uc=aZ=K^4U3nxeF`RC}o6$%7&ggD9f~YnJ7nd~AHG{2% z8`>4;f6%g6>X9+(290JTt}vZU6f{DPbxU(pTK8LLrd9`^8j1%)JHTX=;1hqS*{SyW zkYjLdz3{UIcPaS}TRDqLm5r`52LX%6K_+FQ@3I6O4e-VGCU6bMY)5&E_$KP>?u@xf ziqu&FgYG82xI#bhbt3n@*4e)znwu1iO3%GdKXoi|XX9WwR!`vjk{rZWX4P2ap@->g zw7O}gyQMNbl~^3y2bstxQqARH9j!@Z0iE#Vt#ClQaa$f>8E!{$0)>Ht-74V*f&VMh zDeu?*E%3DgiN=f`YOhac8 z{7HbpVmEVzA8qu)$Y$nN;-jrfv5G~^4|{7K)j0ZAutb{W&FM>}Ly$vUA!n;5f_HJb zt%~^Sffl$?9^$&=DyWU0A5v)VBNqfkLd5l`sWz`4&isfnGt*xJJhu3YLl*{(Hj90A zi|_D$WaK{xW}a8Z!|Tb{?H|={fMV*H12jw7e)7NOkrThMf^s2KrxL| zUEP$L-i{ENC2DB?p3dR_RFd(LnKr{tlT?od%zs{=gkuGFSq3XoH~FdcNUfN7>tvVV z3t-UF=CB^}+0s!o{YB}&!r~m8sd!wDO6X+JMWFh_i9$CbCG&&+wOj$2TCW?k1|>t; zE>E7oIIuU+w^dpH;OAYLp7)p;l7Bn}C(1sh-?qFB<{#o`GOCwZLUUKzOP!tno`M!z3Q-?2|uB7 z?S|Smqr6+KE9%Jz;|cj~9FKD2;PH%;SU2(?Zu7^1mFiGmrMEM#PH7|di|;)qGqwi% zW(k)1=s$p-bO+#(Yi(9quYXOz0qYBU>%4mhnQRj&57K%&!ee|0vP5hJMDW4-x9^!E zNlgC!Ow^)^MV^_PnD0lPrkZ9jK{F2g8l*FV4W{m*=LBeu)OB_PsI4kHmO+Mz|^`Q0+0I8bs&R zFTshz4?9pw`RG-ikqZ8{8@BnIiyXk}M0XA+j1Z~CR}}4j%2?Yj7H-_rQ|{K>p1Y5f zUNC%Hz^8=5u9T8B0z*)V#o(B))AP5NKnmF+SQsR1;-mCm0~7s^8TjCU&^tvORRQ21 z6FW^MuKO$!LIrSGf<0^V<0z792%u};!~UCLtn`<}!|K$F@osQV1-aI=58X3)7iLMX zvg-*DH6RYXq?g@p4qbXRo*_(;0Tirzj3+OGO@xK^TvI<2KSDKCFE&KO=HrvV&Q1ZW ztnVQz{)wNxb2{mR>U*}}yxtBMZR+9z#ApNz@BvpV4=XpdVTefh_)W6nV!+K#8izWni%Md;{djxXQzZBb3JR3_3J|A-(w@Re5}l zP6VsQUrw7fHG2$&tU{hp8t9Yg5g;LLu9+BM^^pBNOH?luNtewU6g<is?hvwHJ2 zR@AwM=so>4P7@>+Ikl!VMadm5mDrj@Ss`DEvHDN@W8AVKK;**UNi zPbSTTvTa901AYNQs|?C;+^@kM_?0ad@ZJsA3hS+|0>Tdl`gO#`?TaN>PC;utxF~8~+F8ww=wPSq!x%WwhpVEHO;yXuMkM zgD8m|iop)WX)`Y*@-m*Ede*nAn5$qW>wF`h-3g-X%L*#MPbd4C53+rP#p(QWai zh485SadeC*sxso;{%Eqrz7OE&B$OC3%{omw_InY&`OtchTYR;dt}umhL(lLJZO`Ilq&8P?fHQn8yVwrO zD>32q{u+Tafuj+Ui}&Z;Eut5KL(|Z=Ot*Xl1pnTgh}#6v8dbA2`*4Zf5PN5eWy3e3 zzN~zr6l|$KP)5+`ldz=KHW}0TG}Z1S(&-iqs9Btfel#nB%U^9VfPb*Of0lr+9{Dju zP3zkKE5iGPd8%?eeE_?4A1}y!lIvKg7hD&-0e9WdMzV8e+n%)$@$w%xQO#>}P2-@X zVqr9yd{nF4jd)#<36$2_iktx3N)_QCG}$Pv>CnDIXg9| zM_%)k)(R4a$8O3xjjpv-ps4I?I}EjiVXcF%k8?UGWM^41)>IB_YtSR#YWWmcrRF6f@%Ei8ta2PNVijEijq3&(laGX*lT zCjdT^+Qgg;nvC2NZ)4s%&U8UD=>}*zZ=m-#qV$f+kM8^2%O8T80FsF*FV{{7}<1lHB9fjO9D{R_>dL-P+rTbD}0E7p)2|x)8c^E zq7T=L|6hyoW4|C;NM7Wh6Xwdc*DO3gc>KwuoV3QFynQHhxj&dtqAzU?WlUt;N$Z!p zjNO{;xk%}791m9w!G|)~p*9?MaKT)OgR!l(*hPOb%_3$HWy8z<+uls(HH~np)MCgz zgWJ6SM^($@jaL*O3EZ5afsRf%rdFVkd$b7&N)W40S2=={l$Aeo>{pxCmA-EhK3dKs z|AKnm>#N1|HEJ$_MLpy^hNg5IW0gta8b}$`L6a*0;BpdHoluy!h-|!tSOz-_@@#PL z^XodY;=cLvFCvEtRE9HZ7be~5YJs#+$j*l;#9LRT6|Evbsvc}e-W(;iO%V|v*(YP- zNnzcn+!X47)6GBIfn&O35Z}FcGzj%=Zl~qtAR#2d*FEQAF5d| ziMt)_f*Z0SX$HeP9OgNqJJVB(oeeeISlk4vo9`+jO|5w}c{E(*4>}7dyv~S~bva*a z#f6uPANpIpl#10ZZ^ zKfhbAh$+xp%Vf+)1Ln?4wb1%X&KdBiCHAj=kDzDr^5L5i32<+7$Jb>O{8dJ1QK)}={hg16`fmQEAa>k(2cdb~5_5#DOIv6A*?b9$7hX<=t zUek!(WI%l^-r5dAiU{;_gG-tT%I*omL`C2B&V^Ln6&>zARsj)VqGdA9Pv{$K@`W0q z#cH$nkt{3MLrGjq9jNK0P_s!5vf@9s;=^gzU4TUf*hs48c{@}MGm)>Hmem@c-{J_N zF_w_T>lMA$RKP5?Z~Hv^tUx9eYG-Ny7mJU2Dl9q)lHijd47)o}v?RqLChrUMkOGu+ zA=QQ9HZKk_enNw=vvo3@cQr53!pc83=mNcu)lp|%`-3io z+C{I-dkE0RjTsk6{ybsroPmy$!mHTcLlb~Ts`{9>(WZ;pA{qSir+XQK(be1GW@dr0 zRl*@&Ng$C)?BWA{vI=*r2u3UHEhIP>ZA!TpL67L8j>T}5$G9Be9QOC^4}mnm-L1Kz z@L(1y@WY3H+NLeEoQwiiEva=h5FuVB6t6a<4TwOg;26=qlWEU+bd|(D(XY(BtR8g9 z{{UsVOEVB5(h%ex!5=>!S+?GwXxvUs%b!yitNhd@s!g8)_1tmr6g+Aza& zC|jApTCDwM#$$z7VmhLXsvwBc9X5LxEqY>Tlv;pSX&!$Sl{%6&BB+6%`Qjcl=0>VW z0<(?^3vZ&sq}_t500ggXD}KTaCQA?#gLD}tb($SU)?o*E@`9CEo83%}klBX7rU;s! z*Je2gU^g2qZf!~mXwDhHl)$D}G)sIL;r2T<9JbvCd7s;wn)J+9rf9=rw88MQ3xi`& zvk==ROd?z>6@7>3Q^{&r!uHpOSw%?i@RBWbYztIEfbIA;wmx-T=a#)2Wo{*b;3;L0jK!eHM z+M^(3uxkf=E9Y14537xpO4c>GI!DE=W0umVx~Aq9!J5#oDaB1-xY9;#dp$2T78azAk1a&Wa^2L7O5d zxu;5E;YB7Rn8=yL8}hs-9VU{dP?7uFA3Y!Ixe73)m|UL2nft}Z5tF%+c5i2=+uW^2 zs`CBZO-W1H8M>@g330W3eTn}VjRRU`Bx$L-pet;LotAj{KNBHTY+mp(P!v0n{jtg3 z!-gYT>D&&6U*q>VT9dF zALg)}Rn5a8U8k!udqY26QDn`UXpV~o4*Df`)&BT}a_75mcWNNbrDBOL!eb3gi1wWk z02CyvB|^E_$kqcTD3B(8GoSaCiHsb6B=~v-NXbp37OqUjX#8+rY?ISd3VE%B)KAZb zw6KE3BJ=Mk)SQ_>%X$jcrKy|*J0e8C*ADV#NaKlxxkqo&K7Ij!nxiRFpRVpVy@}Jy z%igTUq#qt^4S5pr$yZxELTgHSWg;D%D<5cdE=_U;*VyhGwoD8V^;3Ce)s>r|__!%l z8M8~wbnJ4rYw-}d^J%q5n>t)Fv6w^6~9kb{zqDfn*=f6$?Ic4X;trnfs$ zm9`Pya8@(83bx@1#o3+jO~?&7ki~q2T6AI7CewzHFI40K8&z#O#B#tb{#m_0z&^OW zHXleKa~glm?z$KF3$jn8fbh{1e&R z^@C_~wda-Mlp=-qx;r{!S86?qn95Nfn$;e38phW!&mC0R{@(wT~yf}DOO|QXs*`h@npIsX*_}(7hYg9v1DUytppWGM+dkuWJvtoV`y#WF;@r9d@|bHkgc!!;8ePUsee zq&7BQIxg9-0=8ei6jf z(~)H%pykx9ga9CXkOcff3+0=nPrr&Q--(Z8q|eNZuKDi5O62VWk;w2d4B$w2Eg?0 zM{5P%tMcbUoB(w7*R~~;6UEz+CEg-zDTY_fjVs^*lKn0>in2y3FUPeg6!^N{LWk(6 zoA2|aO_8!P$$DjG@eXmgX;hF~>4NaBKWyId*`m-bvJ|wOY&WSbv9Al#_*VPIn=J933(QV9grq(Bx?jZ-@?;#mG?&-D3~NV>rJ{(~^V)P@$KJLX20b*&ZJImgT1@=Eh>j z?&)zuIOEldnMgdw>PIr=UGQFm&VWw>PWl)w%yyVX8s40*^m?@_^2{n8d~9v+uh0Ue zyWyvoVZeW@Fi>yqq48*qT7)|M9>YDF7`Q@keJF~uEA`Z#RlB1UzEJyF#agZVmMyR% z&Ly-ZdSQ3zrtA~k&s}v{QhF3~ZN9f_*SwFhpSXgMa=i4?QdH3IOt0ohHf@Aa&CE*q zTa4Hp+EHIV0v4n1)NL~C#mPwh<3=K6jpQJG^ZX2LTT}D!=StIFXIVGr<1uqa+Rd=L z{+Xek+^!zWdny^r&NI2C0!WV&2K>v|JMhky{gR8oBKe&pAQ~H;NisXM3p$Uvd2)vxg3T+{Rl^Vm;7lmwy3wnHxv-V?}*gGjIJSc+>mC`bIfhEnt@Db6FLv z@)b)RrdqD^S-*`Llu}`k%`!p03h+w6XMVP68FurV@jt!6xT+65mo10Ygb<; z9*c8DP`%WZW+dgMjPvOO0qdBf1kM+_T#@1)Z%p`ptNshJH*2MpGQz7 z8Y>_orC%yo?f?RqwFB#=+Ypy9H*y&4>Um&Y0J%va5Z8H!ocGlTf7 zKonRVZLC+%@*(8YT*k2-=jdu(SI8u1 zkOcn_{vmBizXPm!9qOR;+3}70TRcUQSQGwmz;~Q~-m|pmPX%8%dsOop8{gKd9Z1ID z;k^ll3V)nzREwFt!x=hw#(cYZ$kpSV_$?*8a=2}V2m{Cs&U3olet?YHtSV6TdL}Fw zq=vKC%d3@|=)%Iq(dL0|gXA7wK{P+J3GK{F!axD2m^7&zX@-QfriXR1)iDM0cEd7D z3Z*KMeAsNA_9)$?ZM$G0yOQ~Yq(9ug0KH_gU>S8D6a}s9P>LrLI!=z;+9oed6bA`^{Brj!Pt^qKVB=Qq9wGjVO7v`&?bf6Z*|~}Oslf!CTnGGJuojR4`6WB3wwWG`$7A!TxU`VKhlgLf*YkeO`o=`MZwRLfAv;O8AYMa~Hs9`^Hg zpWH$6Djyvh_`Cp=7X;E1Bbt>mQ|6wjU!3SC{Dj#R-0kBs;rgLamlhhQbL+LX5rKqo=_HVE2%t2ySF- z2}i6cr6@M?-~b(Nr!y)^lDh_a9OzX{?s2LekDuO)l5PAq1pM5MiAWh*kK}zBB%Ghi zidhl4#2HeOK(r4zPSHe04kTuvAMZI{R~RDrWP`ns1}(7{(9O$d7XA90773%>CaDUy z!GS3zQX5h3_u@>KC$a4RNm{be<>o^2(<_soySi>8Bj61uN{gQ{!Qlpr&mHWCvuB<| z0?omHmDSqF%WP0Ky2Is1aAGbDJaAq{tm08q80m(Ec}F|B%X|h_8kYx;6NA^DyQ+5| zX$avLbvUD0*C1-`T4tDz;)s<|>%#X}5dIQ&*>n;t76%A58`ioq)qZJiQ@qvV z@;(59rS*kGFykkH^Rp7!A5{(3gE+Gc2Cs~}HR8^XBB)jWmo~G#j(D^nRxDH`=i=uL z;3~x$H55-G6bL7`ea{XQEhg_jK^dq}x!l$Zkrdg`y^~uC7~UanDK3CB++D+NEey5T zydmi9=>Vf-8w92AXKJ|tzat`r{G=hGvc|Be^L$t=@d{JPVo%Q@4_ZV6;YTRSX#1P( zZ@(7$YKBw<`VYj1mZBO*N=K}}cNQl~pW62gms)S^@;sT$I*X8z-lI@O$GO9^0`8?u zn+4AA9ClE?cB-R{StSV^ zSz8d8oBzHBFWyQv{f?@QaLG$E)sfHG(59O=1Q9h!29v1l=x>M(>Z9S0Fety;;=1E{ z%wZYrm@YYQbEB3M47)o)P`JbZEg!8PESD{nkS3+UcR&Z)ZV*Z{iCur^ZX)7Y;`_1B zHA9AalCO*W57Cl!ylB2|>L0xs-Q}w2)kxKLO>ZS@e5FlgU=2iJtECxd!>b(jXX;%v z?PFL2GUrxi#a*e|dfiz6><7cIC8~jLOF_fY1e3FA9`^oLX3dn+rJDAgY66Uq(3z`f zgkkS~t+yJs)())wT5m-YG zYrL)dFauVC)OVDnDCsyE3-x*Y5)v!H;?lwLgS$d2Ijy@h&S$$trx<+#q<2H03oeew zBCEl%zbg(2E9<<4O(eL#>^^*Qph_lzpF*|l+BW@VPq z9d$X34Vdz#Mg|x&68-k!aHOzp<$?VbnHGM6%|ZB%nl+E3DDN=A%QgKjv3LRe85jtN zljllsF$fbky&occfh!i!+CIL*Y79mDK4Qv_hQE;IpiX3ZOU)^$(2i_qGus-+Y`!jU zF=nqf5PkP`c)ZbzAZEvv$8fDa-mUON-$>#I?*Oz4F|?W?N_`?IE+@|FT)jA>Aqf?8 zuiYg6*xf?wy&&=sOd3rAZS^#mn$Bsuts4ytNkA}mqz$f9Ir(Jr5qPW?<1 z2Y$1u-*%m8`tnwUwujRbni!3De7C(!)l^4^Y1}p{#X!D952OK}MobDG|ccA1~+Cm^*!_&L6=TG<7;b^r}CL7nksv zjcX2V83`x&y)b~mG!#5I<4IkiIAXKWt;8aZfttmv~-$Cf@~GA z@=Ca62EkQrk^=}wzR^})HY_uz#Col%=EEmaTRqxvTxt<_^Yd>@&dSgr`ABJWhEUucwQcnYY5_rcn zs=Uj~>If?ars^tprkFN(-0dnUtXTJKmZ%Iw@<$XKzf;2Nj~@9Y@hVB}RayY2{JdBF zTSz2k?l&?;j55L*09DtFVNyZSN&|j1T6D{*+PlkW4$H74Yq}};Fz=>YG4xSc^oM$@ zk7fnyKdrHlxHLDKS3W2H?MBr)VJs708f)kh{_zv$t1@3_A0F$* z;r?%~1T3CAo<)3Q)+5=t^*>2T;rG>Ua>NtrtXV4Ab0IkXy=vnZd*Vt9s3lPrkxzsY zZ1+snxv5*Y90}(vQ|}`ya%J;~JDycE$)hQ#sqjlvmx0IyW`Vz%T52+9%v8S#+}Yy^ z1`?IMYPU>dPLZ>9?8+v-^(K`?5|IGH{#v>AyqzHg+N-2jZkX`Fn|Lz_zXy|jG&A7s z0KFoT_3oj{9wGJy4QvUDDse4?X(Ov@{=%*G%z1C&NSdqHlO+8PLxiqBmydkiRTZvd z!*uc|um;9UrC%Z!6m3W(MNiW=^cV@xt(C9faX#x{GK@k@VY2$X0R+P%D&USSao6tJgI}-NfKQn6E2n} zc2cPaRX4|Ne=O+d9*tIT#f-+w0$$|Va7h@g{JVBp4 zJnKaABp6gDGGNL<{kRF3A;3LPMI?~$0NdT_O3Ht{PJfk9%yE`{UR5xPT>9W zf2MR!cfE6cO|6TtJzTw!jEmiD`b!o-L0cNQZi{~-3zZ-Q5Pb|Sk+SnNQ&``pR@YI$ zAI2V_V>e3`K87D+fM){zeQdMC2z3Zi2nC$-T6t901ye+zYJ`m3<=&8_6TyY;qCmSS z*frrFYADGDpVp1wT{10L z99>8!EAard`_b{oD8ol+v4n-B=FmJC=T)EdTnMKeP+Ct3u@y!H4T5?)gG032{%myY zhjDAa@Y+oflcKVySgmWWsWXJk^q2HD(EgAj0rYtvgD0#R^&sjCpZQPIP*jViQ%%M` zsB3qF5WD~hnLG}_IFH@P=9HdCjx+`+Ha-`Y+O6tIzVuNJp*lAa6o;cfj_6^U#X1Ns z?zy>R3T|30mv^P+oY!oU`Vqlro}mevG+vs`q5O|~>hhk*pO^({dC63NyRsY+ZrWbj z7YeR?-&1&eC|1ZSexeQ*P})C;91%WE2I)XmV)bWyT+QW{7unBxQ4Ls#+O2 ztpcTv;wQ7rBl_1EEG5BG$&&P`@_gab8QH_Y=pH{<9b-ww@YQXAlZ{Wq9lr}8;Ns5C zRluS9jM2#t@tp+A*ZvR?k!wuSH%?Dzl-?}p72tM&Q?gcU zBP!~S0xquV79jCVq2ill^=zIpZtuMJ9;<_ut@x&+wjX; zs`7ciIwo3*GaomM-!fo)9*J{$DEeu`MnrkVcBU|VpRRXgBH4;EcKi5015Dj-Pk>}E z!y@&b#aLrgx$^nhV)vqsvJHj18S2k~D9BN|&#>b`&Y!)IezA)!)RTp_C^bt>K5EGDNxNg1*iD(o);%EW74Z#3!N>VzO9XPjh^lmiakfXvGeP%vjIJ&*4*u20es*_yHd(9ATeQV%W8b4>E8`ghIsz>D8sh zUW<95&rI4J6x}{EfRM$NMx=37Jy5#;gSng)kA40O5yOn>>g&YwA;3#+z0D2|5Zvp}nqsj-~JruSuoXU!pdRx_o7)4X32F~S9 z%9=`RNd8UtUL`w1#jNQd)M?~JQAa_sJiOP`zyTX}mbXzovXb|A%jvlSO`BjQ!~`nA zopU2-=w6>_mM-It4(o+r=7?Ci7ly(2WA?N@Zpi89fhQ2qbK*JG1CjBUPGNV(Di;Y< zOvbO~ev)>o=GD|A-XzIi`a5+;2Z!Wrp&`!EMpKIR~MZeT8{J zH)Cn8;&!TKBJ(_-bKB$8xj}BzY4!be!t>CxsG?R>)BsN4iD=Z99wBfPMMB}rp1!hS zOveMB%VGKp)u;#SMB;g>%1bhz03V4%P?5OG3rH-~-<~3riwcgrZavPd)zK1J*upMKy#e;n7 zqUT*KeVJqZ9Es+wih!qcX$cvWlyV=3(0Y=LaE`t5xD*79hcjX~vaW9EA z1@-f2iGW{CNedVJHB*h(SB;oc&4*&)wDYjM)w9xCeY-ruI8HF+)CNcDdb}$%ovxa1 zG{8pKO~Wr8-wdR>(DS2bk5VB!!<6F5h;^1{pR)ywVkDBgeCEHk}9=v1Sg1pl(EjY`WMAxcSfeinbYOj^*8*J|j3 zlCx@*woO}-xWF$-FT`{$y^SP=WbX*saU&*;YIOOW7RAplC z)c>QpoHCi%B!RJYOF)Pl-u^^3@st>~ing0;GH`_EU?m_5&Qhgsg5kx~=|I{J&{K zu>N%I7^$cYTe}@vc&w$nsZhVUXk;~)aB9u|0!KkW3Tx*NumhsI*$6^~5v9D=c*K0| z*n%bb8K1YFf!Xew*bB$4HmavO_46=Z~QK}%J(O#IyM&xBI+hC8#a2ynq?Dx>j_S} zjsM45m^fRn#=s4)DgiJNq2M^G{2ePAtOn39mPpyPeIh9rWUL_Gwr9pojIs#@1N9&+ z0HbZ&1~SUT8ak(yAYVO^e$6dofp#b|R^JKFMf%4~bd%+ArCe7A>x;Oc$_7T9%r#M+8~Tm$P)Ybc@LzO)<=s zNSICc$-~_$Ow6?)Z8*yraaHA_20-myuA?gct1^P3LR%`}jlM7+dAoiyB?|+^)k7a> zo#07%v+4w%)U+5nJ~eJdleYa-##=lltevH!gX-GvsR=-z|9XR}voC~syX)yn4&%yz zs@2#`yTCo+)*JHfl{Sm%@f6#_$IZN7xAj)hm^lFpp0=1ri+(^x*aZxMdu2&Ell@T< zAOu-iX{P-4&;)@NlK@g={FBLYcbQH|EbBKPMy(sH*dzH4)`{z{p>j`R<5SBIM|&pM z#-ICK@RYlB71YO(7?nw`$=%nIqTb37iB(+cP19xm3pSzz9N~V?fdsQqKAe6yMm=54 zdX%>JeV>{|9mxhNaN*m-Mc(XT=J~bvR7pw04p*nI$Cy?npeUZT;T-*2`g!YJ(7hh; z;HCb>B^pXqnDdT~AsJr7ZHW}39Fc56k{{ZNZ3<`K!*S9_4PR~6!$JYqu&g5n)BH!b zQL5-PBg<((dR1X`ih_Khi_KJzrrt_7Q3vcNT#&<7Ws~j@9?YF_i3=mcv7xSjAjk9d z+^XfHKiDL(SYwze6;nan+Kg$hY&)bYJ0*?GcvAA(>)XprQB5LodsA6Cfw0|GGWg6S zdT??`ET9lofYwg)vq0LKv_c)@?M~9SSv)>VbP=jgYMgco1giiTKB3C)9kIlXG7Plh zjVnrLJfDv->oxVwC|}^FW!Lf-M2RAWLn@+N8d*Ur=@pA3Y7yDS=0{lK?)tIU1vS`O zKU!VCabqC$M^*4M%lcl?Po-}dE<$}qnzn9cdhRfy94awBGX*3W<7Y+XnCs09G)w{n zSG>Udv9zai`_7oan4m?4=*_uw>*FKR>^s>z>6N*k6HSj<@k&OJwx0l7lXGdKhtBzC zh;4g0SHWaANP!F(ECkK&xcXAn?d7U+bz#=jd0D<5HPIokS?2Keq3$t>rc7?CnwXXL zq~4#j!B5Tgh5ZDyk6elO@s-~%8Wm3(qN^lm~{GcR-0k~OhL|0`R!~xt% zYNV<1*#%E9mydr3n)96$n9gC;zNzM5MA7_sw^G?jJtA(nze<3g}VfdN|9UQgvsA_?XB#;$|HQ0>4~P8V9p3LwT7FQY6eZw`h;keJ=dQ?NF@H7dm>i zaa-h;dZPZoS}{BhAG>Mv_4&QzaKrzcL$k+zM`QPW_$oiC<(|tSG9oPFA{ic}r&mr-Llm@kc!PYD2*m5`B@MZrVh8;TMNw*;&8PdZK-646GO3-#bP=_(^It1^eGhw$y;}-ggrsD` zEjmR`6Z0F4S#Y0B@Aw4OZ0DL0;>T*XEMPzoY0?ny!lS1A+sH(RxL8T!U>fLYj#UB3 z)spEQ)%0wT8_(>`&p#;q2?`aX`mC6YMG#YM;uI>la zL@{H7T~F65n^FFAl$-_j5s^m}eBJq}L=VipTtUF1BSo`ICJc+Ln-?U*c1nZLhAMQGbZIe|b0S-p z0+MWJlj}^NIq{YN&>MpV2ACs}05RPc>z4DX84U$GJP>85?QaN6ijPFIF_9 zE8XF1+)ildrZO>40~{<@&X8iBSb*-X$W9y6Q0VkfUhs{)l(SHw_*Ay)EcvP-enr@p z&3rWVK7Ni`xUBS8C&saiJ8g6MZmb=y3LIjyS;o|u&CHo1kd%hoi{RkYs&(v#UX9Y% zk7?ifE96%wM049d&P$G9XUUerq0Ev0uB_B@xtI|$nd%@OKiz$wLN+KFry93Zw!hVX z=?l_m>9u0jIi4478P=wHl`{E9%OX#nI53>WT`zadojPfhhMBn^9@=VA!P^lM*aqG( z1Yb$|@1!~0KZ&pR(8R3A!Ph)rk?>S}XpA<~W{SQ!;-i;M}e4L|u{d zZ^9WGkkzC-?QoSr(k1%rffSXB+4pMZh3t%sY1@cGp}&>ELhrK6w(LwFK7g45g8ds` z`*<5R8%~^DKn9hbsO`luoR4d9Qp{8N2Me7d1S97PUdv}T9s^wy8Y2U?z@ zC_lV!M`Z;{xtId5=NRR;_@Ys5$l^&&noFn_cIBHa(&1py4>isZWUGw3h`QfquE)m@7Y#(65!ZL%UoLQ8G6?lQ2kk&g4{xugQ`NjSg}>|Qi9);33YUr;o&E8H*v3O}4qU5auT`CyptVtAQ}{8>kp$lYEX76-ob_Bw1*!A{v7 z3}Ly|!9Kh{Ava?20i#K*r#}Gj_&`_?!U-jnC-RaC;XE;lxnSlqtzusn)j5~>TELpT zA+1o`hAjz_qW+kO45~ufzxHQn-0RxI#Orz86=BnlE5 z7LjN2_QYP!bl~!pEk+H2b8~UM*cNk_HmGH3a~q!1Y8#dK#GVs%L=M0eej? zV?pLu{uX7+wq|J9pdf#9v`hGM+d_-Or8;+ya~{zDlx<5LYU^@da6>qE%Pr# z-JLn_12R%N45bcH**bkgnxF6FjLF$Cy9foN*;=?^n%wmKn%q5qKOs|_1}%6Y&@ct; z0X?4#%gAXUu{(|-gk*I!hek}hEGGh!c#LWPaY!NJELcqYe|m^q6OzHngu^C<%v5}7 ztjoxz^bcU-X*K+SS3qRTUe+Uvr_K|cGhIW1gJx+B#7UGn@OviGb`6_uACMl!w2vxge(|ow57SUjuz@FHlUyv{rg*p; zTQaVVdan1t{R!R$=4Y}-!Vb{OEt`40*|1cUhh3c*-A610x)54n6UD&oC=3) z-7Nw$X)O)J^e0P^?kg2k zHB3>r3RAxeX{z>RbNL;|%4J;$dQ@Dgls@%xTfGw*mdajlZLZ%rI_ee5OANO}N5QNZ z?*&nKobO$rfs9GB8Zgf9rugOR6HEvlTj+m*_IApX*#8h8yH($gbI6gx8s6X{UKFhh z^_hQ(I6oAp)ui$8KK(&0vi{@=h7BEU7^UB>(IvuL)vYT*iz(;kl@whUyKZ zne$aouCNrf;{NKxq{6zUYr7XdX=JLhRT8&@!_rXAL}1pG=pz>?*dd^c4STC>N6+It z_i@N86S(ayGu#yCPorK{s ziEE48VV}(69a%44OZOT#xDoe!o_iy&*H%9j`a4+t19K8fc9}R;Yx#rPdao#=VBv`)iXJKqo@-f$ju0gg*yeBs^ zHi%f2A9!^C+-}v~EOusqOLO+McVIvuo@f4&A8}qa4qRDeyaV>L<(BOAow48=Xe!!< zTTH=HH==S<^?6{3hk`SP>q8!fxMX7|b%F1?X_GOpDWmHyM(mmYNK81+4ffEek&iAh{1uBhl2Kd6Y{SVgaVFv z<-oQT$no-I@`D8oV11?vzIk@gfZRw7L!w738HQb_6^j$3z8!N>PXSl!@os7-=}g9% z#9bDhplOE#J0+jiG=p{ku&qzssvoBVl(1`Pn6nc;BXfsjw%hWw6)%AbiD@pWd8321 zO{e14%BXZPq$~#@S=)YCbYxcsJRB<$NCYz>Iol~Grc`YI%r|)Q@ zD_MF4RTVIJd9v`@;DXV!=mT$Epm(rw2TzePHqrjHs@MK&%ePN3yhAMx6}cYoTS2iF z1eyVB8_3qNqBgvJ@-CHwO4DRwuT*O1?asH^0FWp&Wv6Zn2Vk^VR=m!2wjPaphE#K9 z@|+Zz116?e)>)m-is6FuJ2h$(vbHX-2OBCDT1!@aBqf@p{;loRhG$k3m8F4G?5!-x z+go%BD65f<0e0FQo64ygM|pX>7HN-K-ZR;9GOEc#iIvIh8j)Qn}= z$4!v~RT~$L_6nCsRD%HB-B=8*HwUE<#h4UHzpTOy#`&r^UY*qTg)I}1V_4? zRsA#v6l8fIU37S&eArK&xp|4x`pkfH=^cl{`S^kdgHgey<@j%bvG**FW()~oJ3Szo z52cQCfw;ZHdSq*LC@Jsw4%3{#$L&B8m3J^-?x4=3<)sy#d<2umzBBbFsFJp;0skuN zx(;LNJMd^OHYe7|y40%w+luY>0Drqt#zO-rX1c#PG|`S9tF&7P zX|B0*TCt*Iy9Qe>@V7GP^jD3D?d`8L5R*pe>w@h`Y!*6hpcz@kbZ}VgzFti8$mK+wJ!Pk5{xaYpvX) zxcb6L}OQi`y$(5GQ`_ag%ajmkN@NSFKzW+@}jr%b-aicoLPBg*y;Gb&wMlI*; z#Oq>y_gT)hH{TsOl39PvH>fS?izMqw$UGq$Fe`4DjO~NST}_n*hc*Lz%m)G4>lGZB z#^s7HCiDv3s_t-Eb@?OVia{t^1R6X}YAvg*n3`4&!?+9x_3?mEArd?)Z@WAThKnQ# zl3QfBP;xh9zd_Tr?sO;j38w{m0$H5FIuJza?(VddNEnS&5>8!rS}^`9dY$fPrjf8V z(3Vf)c*TP8AN%R5%77cus$1nO-7_qHI=Ii(TUpLpsD=1c&NJ>z$3WVj71cUw z;&?+d1ihc)^L6uEXD@qjsbKPu4&EUvuaDBW+WTaMRzJ2pA!(CsO-jw0=8f-Wq7{PZ z+^8l1`c-8~Q( zGg{Q~mvIC^_BBDIYBI#R7oh*>9fc(4_{f_dXjRuNJw5D2Fz(i~j$-VHwrbQtr4H$imSufE&m-)M$OKs75b=6;1kN?rps4s7P zM$JBK$L)G#)IsH^ztI*~0kAst;c!|4Yt6zKM+mRKi;)B2<{n}-3N**}(?%;dbLoG9H?9sI}F35LdiopSF z^4*C2{yj9ZioV7uDd+;`mc4yhCFmWCTha>UMhzH3RvF4s<1f%9GR%YtCY-})A3Nbj zOomScOFW2X?i#rBrMUx%Z2V7IFl~37g~6nW`j&NG3eMeJLg5y4g1>*gqXG6@uz6He zRvOVhYMKz*QnS)}H%PXcoru^QrD``}OJ7)VJs0ys6{gieaN0;XUF&NUahCQlIR=*# zh@)dDDWm9QPRym2p${FQ<&*iP1|Ne)=`=NDf$m@Qa#dNVobB(Z74LuP>wyYZB{akb zt@h!F*hp4kV`RBgQsdH%c6~1~%y1a@lF>31Uy=UPw(QzwcvovQ@u9uUAUuc0=|A3S zE7_4C=QPIl%eX_k!-)rec^Yzt$2|MP}UGc40Ohq3O=#9xMXQ3RExyj@un zmjBr*fRJ4nrwKBJj=swploGB#>R&OMI=pLWN-AkVdyVBd@w9EZMB#y_9o5cXl3(xp z)gy9?ULS4*GL<5oLU~|zS-A=xh5f*(?RXlCaUM*MA7DL?*p*>RwnE{M_{7}A563Cm zw13a{sMFr2m4}o~CzIl0hqNj2yCOaE5>(6Idg%b7aO%vVAA)?9_y$a3;#Mt?{jzGw zc`$qHyuKyKtbvUsZUAoZlj$nkqAiCzKChcjJU7-5vOU!gc!NB}lRj!i{~Wh)Tgyeu-xJc)eq z<%?0XE{XMHe0R|pLKveo)*WW@oFCjk8WhXtX{qD&GwN6}xU^wJx$L&pT*l9QixrLL1zIJE+cfeLA*Z?ucF6%6SLbDPoMBHU!HRbp z)z#qIydgW^x7tdp(y9n6qZr>HuN^-B1y6M&|G!&7n($h~%VNCuJwGWz0L+ty*cE#1 z1i5t`zxh-pm(G95D4JhkZ(?D_cxcZYFMmZ1*dc32$SRPwAl&;}egnBhB*$A_{!qgb zI$;l5dN^Nz3K8mO74IHiMN#aTrr4mI|b>Y`6J{W7FM)0@iGVbH* z_PA=TZOkMpoP3Mfm9NDX5Fh$lp*(8_;NgRE^?C3p-^@=p-O~MQOVrpqmV*-6&s&;7 zNKEhz(Wux0MYrJ4d$2nY^2E(rk<`e`;9)0`^>bdQ5$CEud$@jaP{>j!N=>^U+$!60 zMe3E9E=o=)gl(sY1NG(8@@U3p0iLxfp@)%saF*n_4}cyguTgJ<2aS-Fr?3%jAJEUP zNa_oe$#02=b3n;4;At75`?&! zk?S1>(f(SB1tuNkT(nwF@fh@cfp~Jc*!1>bsxAx`aygbeg4?T-Z%zP+CeoprDd?(W zOwgwH#YHdV6B+&Hk)%Qy;f*N3n&?Y4yKN=3CG{>%Gs7{VRwea7Ld;OJ+Q_hC0AGIN z;sF$7(4|KKPc7#L>(L>ImnPwJ(bNgHTFql5#-o`%_#A)+AIW&X9;ViS4V-<&5HOEy zEi^T5_J77N~5xhe41LJ)AyPYeEK2wI(b|Zy?Y6HckKL4ICCJMRkp0m zggnNpw44WZWgwjxShXjq9G0Zn6#jcjLx{QJz2>GY10hVRJ~f{o0VkG{2RvxwH;iRXOIe#R)FV$@VKwEZxp*zssbS43?I8r9#XIUZFL zI4K{cMbvRkBiwY$fXrroJ2`NZF|eKtf}%hJ++Nok!U@aQXP*D49ZTD={_h^OK_RSs z)4^Fl;1JI3%fzhQv=DJg{D+pxg}}Q&x~P$Q^NzrUJ2ZCm3p&wnW?Nf{e|cJPb}j1u zJ1wqVnHQ_}ijST8L@6qKb_)<*LLF?fgAm=Kz3n-QgHW@9C{FNtKdV>}Wsee>@>!Yl z2fhLG-ADRGCv%zHAxavX6|}XHc*DEOUrm;iwK+PgOmw0No8Yw*I{bkcBJ37X6AD*h z4`|=f-|&Nfj8#L1*(5<#yG-H{MxD~0TL6C+Ii|LeiApYXyNDn^1pYLUX+t3nU${=*%`y9xq%f1)<^#A?@tbkT=v4cT$!Yg>BpMb$|3{8#?U ziEkbc4%Z+|0D;*#2TiRr8A{x%!tcSiLt$J4?081<@HCUoCmayxoFd(IXHcuMl?tQ> z|H2Trf(K_rYi;lfv!u0^N!tZd*=_}2v;wswauq)}0HLf3nf9hjc`QB%Z@+?xoY`Gc zOKYJbLk*x+NTCX0E!*M2Di<}XaK>FU-T`l+;!#UWSrRT9s~*RlkPys8TmJqsI!_iD z6}-+A-^%WE(vz&ObZa!~(ePY%xHGbW3SjU40Ea6S0@wgdSOr-@>w2L)Ob@?NcO07Wl_TRaIwYHM=33}X6zw~!SxSY zsr8WqXrt-p`ji^}M_*k&z!esDDDw-_zP;43ldfMyRs__?QS-kV>N}Dsf2osA@h|Oh zw!u~Gk8j@l3Iq9J;3`KWgsw~vDmnUCcicxL`XxllkFRDLu(jR>JAC0Ac_!U;oZX71fm@RtQ@%~plW4nIrH2C!e#bzuS4Xyxg4JR44hC5Nb9W$s7slY>?+ ziutnN5KyUg>l&+)fZsGk)R~eGm}W^;olA!3{wBoHFZW0;u`|qd)mQ;mj^5!47?s|n z?=#pQy@d(`b7g7Kxoz9{%)easw;F(0;7W8#7&W2KZ<0-mbaF25BpzmTcsr-RT7V;s z%B+M&Xz!n=?LG)3LvPQU0D0r)`0F-oSM$Rgk$!!Pg@RC=xaLFIXbFnL4yq%d-vT=? z+IAg@t4j15bUEI*j~$iqK9=+16f5hBz5*K$y}P9JF8@>s)2_7Z>^jjtz4edMu2KL|GpmcsAroNPnQ8%X?S=O+d20aavX}muCLl zHHDs2X-fQNl7c6%`7|w-W}B@I--TNt21Y`iu^>&Uy)PQ1?<>wo=L+p$ehVb2tGIVl zCp08bQm*~|1VZoic7s1o!$UIb8V8=;M>F$)6>gf+!RQ`^9=;Y4Z1`FAm|lbqi_UNN=6=xN*;AD*fvpe}VBNjeTg+5-oOQHHKBQcg|msrr-VS z?jsI;tPeCL1d?5vjYp@)Lf%V@!S*h<*~6J8N%vCLgK@zL3c|aPA6`Dqm038kCBgM- z9OsWtQd9Dc=6z|dOb1=<1)8~k_ zeWL)i8NvXDJN%1ZAhK#1?$;w^#cU&(M-ms5$2OtXEd?9pFIF{&+xmj$9!#M zy>NUVktORE-FNTA<~WfYy%Wt30VghuM`{#2(ShtjNWh8uZU>B`;er@M2C6htH0?OY z+EXJh!5rWZN|CgxpR6{MBi?4er1Z8#8egtlQEruT;_OQhbIw5kG7;vnViMe3FEN8F zDAiun$F>QKdL=GSQf*C1;+}*0jmnB<`1oZ1l+D^CNMn*H&OfH$+dGx22T_$Oi2m5O zXM9)-Jwf4@Dq4rO#Wp5OQ@LlgpD{5f3n8w<4F+T(0*_-xU0dihA-#;qsE9WaNcUMu0^SZ2^Rws(I(vlJZcY@}qgmZ{+cHc#@B&*)G8s3n_nskrK{+!~N53~5+y+7ZKfb)K zh*Drwk!QrTZ$@-@NZ84QRQ1pf#dPK937KiK6U32Ak~bTmXf3}{q$1}@4b8xGKAm@+ zPupsuh^0o!GtoX5Lyy*N=lx3i=N_)N^MZH}Zz4V)EUS=& z;I8cCJdsMR-;rUA1!5Xu2zTCYounU~6Fde@w(h0*Y6_lX4f#KbyJ?4veigmi9{$)=2C9DW^w)_7fK-V6t zAAIB%*#wl*8b>6?zZ$BAm(`%yQoEX?o={yh>Jbv;61?d6pZbU_M^uQeL@8g17Ppras-A1p{wcPhw3$g#=S!e#ahU&p{|CRTZ!tiFqE#E41u_d2Zn!{6v6o<8DpY* z1MYOH-(7l-jnj~iNTn!5!Pegf21A@sB`W<1Tj7H9K;fV;{ndpPfR7JJV=qKfJ>WX& z8rrE%T!;&I=3TfGEbzQ)Km*MhnF2$3=ymiOSg{I)IrIx+q}{K!@vebq5P0x3e`vHy zi2Go`HZzgp5_~ft{pmuS5kTtR8g*RVzF>wyujIw_o=w5^9)WTEVO5hDL^{CP9p3T; zQNN6mo-kO|H<)t+Dl_%6Aj3a)sLk^^I(TqxY&I-Lr3QNU9z#UbCXhFbz+8wwG_Aw? z9+?pR9(6Y9$61kEp*KeZK~|`dUCf@g*y@H|76ulJXC7-{4@85_0q;~e%<_!@nh^$~ zRsc5BjwDWvP!$yJ9BFlYrD3JA7{G>p@_tIARx#W`EcPvO@%~+F8c$W2+nP4f&eeKF zpO19ZF+lI>xawL};m^)I-zJ)(B};aB!t5^Iw1@e_(v*Vhiq2(psyOh)EpouS!M3nn zlzQrfZx&{Hrq;pey)%YB+&6fz0aXf(1Mj@}eVa?EY`7LC))12rbKyYnki6kJ^HiNF zrYe483yRuLpwLRC7>D>84Wi%yd7fNoK;~nX_-v2asm@49M9;<#cD?v4<6*<8cuJy) z=ljy}H;Vfet?JHcQuq36xtu5JeUMJMZ#dmI`*`mDOF$lhA`qc+~jTIZZ zNIDVMy(S(w9=Cm0U$ChD@jht;?2ZdzhOQ@^ShSU*o=k#D0F3mmku%p-icWWpz@V$x zXZy4@b~E8ERHBwr`qb%ot2VXoe4GhPJmMka-{NES>U(oDzlq*9R$DkpSbU<@ueU(-t8gO$sr-L3F`Ma9)aCEQR@L{b<_szBsTJvhk|@28?j^R=b2U)E7sXWd zk@yTQI&r=7WDj^CfbvRpN2*Kcy$H_hrT%zFdrrz$?W@MsFd&@ObkDK9DTiYYt*X0| z?|qJBIt{8Y1w#*RxgLPpbz3f^ZtD{uipoB?E=0*4RG&!-3@XNkKAYuI{5=+SFD+Q` zOa?f*>`OGB5i5D^VsQ~gF}-X9S1b60jc83eL?SeWla@G!f_X8W`7GpLTH7t_qE^Mv z|2rx^zk=Y27Y<|4oOvZTgH8&5YiaC>R?&mn!jtP5>hLfTIwpH{>ImW$*h}8 zbX#VO^DJl79n~=`m0rVwL!U6j{nDP0Nin4nrr_njRRkO_ zP^cP_AW=T@`p66~>tfHZEFX713*s^cw1&|i2+s920XT@r^QGuag5D zO8Yi@X744uy;UC~AlyhfygH!;@>IPJ~d3*kqysK~@NQ_|BHxvi>w zRtR}`T|Uz0UMXK;Y@xy$`D#D8Z6+Q5-0@4X**?#W7EkO?C`EV5UloPrsU)h-(;-G^ zM3T7?>UQE4u+k%lyvYcQV`sP^{L>BKXCo1U+*DNhmlqaSWh)8lMqtN&jD{WSIOl=- zrup|CGw0~CSp@nX9HKLRg(4;sHuRa)WnesY&8Kr4g-!P9lcY*j@De*|Aa0c7;y9eU6zs?hw2`!9-a@M!<&K=^Z9JgZ_e0{F_j_-Sy zeOk;4r#|6d!;D~upoaEJzjcbVy(tE3vjB*42iy%%+UXoRnuG8$!nwe{caD~dtTX{nz$1`u0n3%wKH`qvGT45m{RBP!%=xvKbqtDw$L*R9UqV>?@*tzu_SZ? z4NzgB@Q-q&QsP*s@C!N6{;Yjk$kJsb93xc&%M$%RvepuQFjiw$F|_8lq9Kz# z3_>>hcINIraMdW|;V!{>b+%+rcrh1Y?H|-oaO4u$?sZ48v$EF-7Oru7Acmm$V;HeM zo$$r6>culYAJ}}H`ulP3gY%GGYqkU^LYOj{v9J;2x&9(@LFpf5pw{k-i)n?Bi)e4P zujcuhcrl0^Qfu#ZzcIDAO&u#v1RldxNZ_k*mIA`iP`y88K|otmt1PR`?!3{I0aZwW zfAk_};HV#={x5MlmM(Z8z88@*58k_c)1?P^v?N=oUi9q+FvL1^e}A$G$`zQ%*^ZJ7 z;1$MYm2i)UD7sG3&}4YA3&`G00w#9#&k6!tvstrIjvLc$?vS$S^}PwZ^pL}kktPi@ z%p(1%WT2fgfp`C4@`1Y|XVXBBA{(lKC^f{w*LHq$~>F^Wi0mwDsD6h#y!Xt9{ns*W$87ZQ zcDOt$G7WjpUrp>ug)-w2CZ$|Nf0ZOr6O1WT=1L zg#Fp>{Lc)%hN%}_4>RfF3}fS-uqQEA%kmUEhY9uR{FTZBW+^qSJy=#laJ=b4aO51%iwbS<16Fzv`5k_QT*$_7ZbnZwEs#-YAgep(``1cROB=i zrYU%x%PJ`5YOFno=d&?X?jW{`*~InaASU=9b;F`fQ!s~a5f@cG{5V$xR^j&qn-SiB z16eqQPb0n~FzGq(9;Kf2;QhtFn%`h&U5z&2sE`*3rpswpHTIr@rN2@ie`s%L;or4q zP)>b4;yzD%OBv%U12gnpB#g#*B3|x5e_fy#d`;N*1IOs-n=k~}hvFvZHk#=~I}8L2 zZ4OUT8$Bm%C|)!Z-D2K|0=m~IY+ZW$oRU^$z0~c5Xa3GUl%aCUvf~;0SX5HjWi`$c z6}IGJ0SD5@;D(3~7Wt7GOC#%d#~GsnU8!zI59!6^dy&y3pYSh}CR1f>>j}Z1C!Q>x zC6bZ(m9-j) z&71}SsZB}`>jnzi#Qv$^&rA8nfkh~izSkmv>RV((t&*4A2XL^B16|FTNi}_!?zW!mMU5yEcl!K|A)zI~pu^N?%%s7XhUh5sVBYA79nz8u$-Aq{R4$QI zAwjx1bId6NT&8s%3FxJ?g#Nz?zoXHq|Es}PQVV4Jc?~QrMgf)HN&qrFAON;-Xqd3y z)_@~6>ydB;Qwl%`daeTg#LzP~<0Xrg>%=Fq+r&A^ z`OHxV7^@~w_|V~0f<+~b%cT-*b`jzTXhGd$%;B~6fFlXh3sBRy;3|(&c!h1P5azhq zaKE1}!Rj1xSCRdUu$4{(-C-Y-`A@i10TS$1P9Hs7=Wt5fvP|F;8Cs?){c!+-GUHTi zKMcvTrTPH%aYeEIxCz$BE1*U z!E}IcHMzxJ_OrY(%xL@UDYonaYt?r=&uLxiFQ8Xi)pW&QUjxHMfrxu^h6kYzjePQF_jlH6JLyIpy2~ zAu7~piEW9eBSXGza3(+(cm`O6b_Wn`@uAL>_dHwgPV<;~2-JO(=M2C~WIeJ>jC`BV zAah3exBmHkg{tAIO3b9O5|PO^Y;Okx{O98{(kCB@nN=4zqyRmuD`Y%uVy z_~~Kw(2Cs4%g+zg(*kO~;8kR)QJ%CNwzA)Wgl0b%qsTiCqAPTlsal1YFwj8nA(Z&V z9eU9;4fQO4KGt1umFqXsG_%7jKY`8zh3Drfos(Lx|i4Ds#;uP8pK1TU5j6O4_ zL7~ycImigutiV_^2Y3m;pH#YT+KIYKnOSu~{zw|fUf{GD zUjUPyToB+TvSu1?dvAte_N*E}EP+Q#?ibRME$Jg62x}uYZZL8=lQ9ySJab_(1~{Gc z=@_z{!DR5|9d`mktUTsfvj9*Q{u&rihK+p!EX*@^EWjEJBu>x-zMTx#{JExp;3(n9 z2Isl4>Hh%S%MyZ1=`dVEk$6n2s_ZtU>_ zYQOg{9lD0xibjqL#X5%!DEcmg#-d@7m4JzZM976s|H4o&dA$Lia0PJZ3_inY#xM4{ z12s6;oDvVtfIfTpMa`tMc~5Pn>7(XBlby^R-dl2zzO|Vo8l%QaL6H!!HRqN$7}`I* zr`F^dmv!#W$w8v9O}%YWdIanfR*V3=y98GR=fW_wsz~y>SK07(%*{DQfWJ_E!FMb9 z2I-I-RR9lkZHGWl@JKvr8?X}?ny1P-Z;C^vb2`hkRVG)bl{-Se-VIpXj$Mq`CJBvh zb@JieY&tBZHarD8;&PDG%VIThnN*HhAp<{GO%~=HaZOtBXIZ49o{KFypk`3A-!i9; z2N8ZR&Q4;M@o@q*7}7Ix8hmbViAfI9Eu{ps|F9h6p(rq8um?503lZWJ6-0gZ>IFSVMXO` ztW02oR*u7xrHVaV;Sz8z##zD9+3p@EmRQh!W{zjhSiyhVHvIJJ4>)622?HNofw?6Sp!GxONYrWMO6LeBGv6xP?1DpmV0>GUw#CfMqUwB=OZRYZlbFPf z6=c*!IE@Cnv=HJRM$;>g3lrh~hh5Oo%I;-XvdYOMQ_9Fz`!q{O2bz6{d5s297or!i zFv%f|K&j!M@V~*jllp(;v%(9NN6K+Go%H=fP~!TqC`cwL2eJivqh23P4dFD5@_mg# zqqlzCunz#1wv@iOY^KS1BY;{#pEQixjca~|9dfz%D@13vZ;lJOVwB_0vv~bd4*r~o zb#MRj5zyfenzpt{yt*U>DHvWiS2*LE->ejKq2tOTrpSt*n$j}HS?amer?Ve6P~@n~ z({8Ht&h+3q!yQLvg4T=H&U*gH%^a_phSkve!PRm>EstuGjde*6;J-d68*#F>YH)M! z>N+!!S|6~4RDecc`||=?V<;ik6aA5=^s zZ-9i<{ZI+6$% zIAl}7)u%vEapi%eFQ>Nhq_SHRB$mb+j%@g}JfwB`i_@9vVlPQ(+Y2${cX_InJwpJLFJ<9iV7Z52Ydu6|8vSF6V4*_oJT z+Vkz;$}8kEBNPHAcsXOjs*t;@b`>URQCCF)q`9b3~0?Y11eEJ5h@%hC|=fG@ne4t3@ z5f#1jl<=Y^jk;q4reFXWP)IPxw`^BlJEm(D#jFOkL9kp?OvtB$=+pw1Jr5F|+K|J! zJrg)T2R6uORSq<=!rg{jn1@oHeEuRJM`#A`5a17T!d_>7zH`YOtH3w+k5<@3spKLN? zaJbE4N=y-ft#9~Uq?y%i=&@gTG9iWa(zhr^bx0?>K3rS*&7UH}L)n5ju6dQ9^DS@h z)5>8xKrb9Q9-9Fccs(9^bu`HZ(+%|eF8Q;M28ytztC@isZ!V4qCfDNcH;O9K8A#If zAwIFiI6jZ6999t|e!>(-2by_bC!miK;X89qJ!%(I76)ZPJIcTS;F3e@`i8XbC|iLl zdNiskwFs-NkDhy$jFG7k>5_{;Bz~GKhJ*CwO*rR#6dTAO83xZn>sJV=tTu2B2jV*b zQNMY7?ZAAf!+JW$Lx0dqX^U1vv})EFq2hRfKDr@?)5dh7jPvpY&+J0|#(?7M6DDjr zCO30}PwpED``{Or+zLoaegkpw_NPbG>+qd7c#H0$IWkEAUHgtH*L;>El7Rc&s@^1l z0tfooEfR*fi@{+w4-;!Vs^!3Z74l^hhOD362-i2EOCn{kf8)6F>;zmwGDVC*6_A4slk4!oq zkI~3xDVlNPYKoVurf3NJG@#KuLEVdtK}HoB{vSLRggq|{RxovZ3{5yq;Z4|z3AJ&Z z6of5Pt>eE;N_3sY!9yCxV-`8R|8<5 zs+C+m4pAi|{$mOUv4un*Z$yXud%KWzU&tE4ex+NK@{M2MA%wfG6IvvX)!Yikj|-O| zer$Y*VF|&WgRC3BjoS68JEeTQv0u$z;Obt1TLF(>WQ< zf%AWBP=*>3D)7>*B6K)BU}B2Ry1%ZRvvy+MA*D1blm(%Jj%zUDz?7BujgrL3QfAtU-SL zwSgAkSW|6Q!y8|-#{sPohb;g(F8uF-@tV?e_Zl_HX5e?)h)`}jl_M{S1c-{U+K0EX zIyO^LPEW3pphH|PL1Y|D9+;ia!g7$&1M%FgE)R>*rp);;Z8}iF@X|S6))^wuAM!xe zyF;B_;u)&zz*7_jX^i}dbBY`{jRrueL5dGmKuM?vQ#WkIZ-Xx#Lsk-c5;mPM_WiGw zGf5>|3~gPN!G#u##ZoPVLUU=(ANvHL~vW@<9l#Z2#7MThsI{4jp)U5tmyE{ain@``X$OGcq zY%9i%mI&0si%arRlGaX7EEB#bCV784jUV>Pg@py7+y*&RYv)#ux9T93O?f5UR&oCv z31-bGZsW-`JF-^hEv2>**D^SoJF*FdIJ-m$-Db7>2yy*|hZ000Ef*b9NOwykbk#op zi-N{?_W-D82?x^Z$}zH2#?LEnF(2HCDY8x7N*6Yus!PU_&ewRt8WYy6xk!AFN={?QConb;ZRKBd%K%(KFHA;dMr`Y^9#TdD%XT(Pol+31iI&zJ7#{h zw^?8#`t%Z3J=a-(*Vw#QVp`G3`avOLowpKZRW4rFpwHspP6DNqHsV~raGc$UB9%#C zP)oz>pss&gQE+L9BDS1sJmAyBB>>x@Gl)Uc+>GV{>+wXdt73vg)18oY1ggFMOApsV zr&XYRqrNnen}IytX!PKPQuH@m9Xsx-wyiua>v7soVY}7{QYM=!2}bV9-i|puxdwIp z47GXS%tl-uSG5Z+eOB!0x9CBz5bEVm}-IV=~fWYFNA8Kpq;>3QZ4jE|bU>+iMPTB`dDDe0tfE zBa6i}=5V1Tsf(++a&Q_`W+GfKBdg^(Sg4wE<+an<8dIxl)d^!a9r^UM?>esHRo=e= zbmYZGATCWeH(_R+NdgI%!PNbdeD8b}SOosK}g4@%4(uV4%sK^e4_jjZ`lLG{w_McE!PD^jYfm z#+%1GElqk!e>zf+jn2Iny7Rxuy-i<6ma{w4lb; zW^xhlaRy6YmD#W|Yf-5Voa-@mn!{+g&X)7v&B3roGhCM{^3lVsN08p(&9n$; zL|_tZ{!hz%QVbHfys;!(OFq1>|6kK@U>0?EIOzd0T_BscFqO;251rTTtc-P4l*InG z$QT4+%J) z1-l8T%v+S}h>5C_`s#SPeKjADP9#=?H+w*P+7Fi6nj@!-Q3@szkt?QVs!Cy9A(Dbw zc(OcX)em%YL#9W#&Q=fgEjXNUcMsT7HQRnTTjiBd`1wzki$ikalD1e|I>h29OYyk^ z+=$hZ20pxrHvyMMsT9BnR6${@YWj$M6hwj~A2O`16Mg>Yl}d&{4{NO-M7LEDvyxtn z0Cj&&wLrM-z=U!*T#%IM5Uj-KLxllyRi)W)2FW?&)Uo-*yY0&4|1&(vB*CTX$G=6# zQHk4;3H{e>C-CgJ``J0u$uoUHDNvmS|6a)#UX7cmMweMm^l~y{u27)_B#(lolHac- z!3Z`dEmEWFZBJ5~;M>!y&Q%VhE#FnKEOZ!jeM64I&B3GGhT7_h^PCh^n@uH^+4<%w6u$2_ZVki=7hC3>*!iRJG^VV`MbHd zIR@6IW4c{|*`6mNKhyNv=4o#L4Xj%y_yiwacAw&LZ(MiT4Eu1E%6mk8FJH%vFK7+UyLUxhj=3d5h5~fWyI`-Z~EIN7FQ4&MucA$E)PGqe#>U7=t zfV8LxHy`3ywT0dn&7+Wk*2vq}=u(n=c-0lV5))+|7A4?kKAJ&2f-6@M_sCEmdiOjD z$~b}RiViRA&S{uV9ii3M0_>>Twau(svJqU}bXoWi>L#BXmg)M9zlHpxB*vBJA8I6u z2rbZbiKu+Dw`9X6RwMu;Ar7L0=uPBE5qkj}8HR@rKOr-|lz*YvlZ3y8b$0(_ZHr5R zWU~vG3)a`rI!vQAYC`!}FMD6CAsQpDMJe7Uh8w|9`6qFNNt4ZnTJoRn!!E2#O6g{?sTIno`0kXHK-N?%M8(Ld8=d?VF*F8G zP?M#hRr|`ly3wPVU>Tpn5In9Ypu3;?f@Q&<;Q8?AnN2b;eL3swyQkeUdnUtO4o#OL zmIc$eV(;B5cV=z`oMN1#=zC2W_#u1Uyi-=e&=HZ`Yze%VW^p4r zs%}IMkJ#UHch^;HjGTHE#Y=u$^@FU<_6nquNKARc7&pxnXeFXJ{<2367y5X7xd?cH3-h|xd5u#rMUf! z-y56gcuY0=MIeTkwm-SldS@$xreb_qkesN8y5Y%5xBMMsnf7@1%p_-*8)m8GJWi8D z((}Wfi+xqW($MvoWVS*nZ9osH&|BOn%=NqtypBPAy#tyz#F~j;y@<8~roM{pvBC?bP(zsneDyR0y_wVE>b7eV^WC*udCSptC;Ki*KUBv>Dm`K`)C}FqzYh&1rhIJtpDshi2F*F77 zJCJkuTuGY3C7ysR>^-xPwi(*0^j~Br9=g!9 z&*artN`g;;TmvfyE!50i<3zC3Z!od!V_d&Z;h*w!qQ&x>vX3x?c}`v2)vpcU`sV&R z84ja4fGmvoP`SJ7kB1e#W^+eQ;1zLC>N*Qm;1}E z9HfEBP7?zAQ^lP;%2L@5baDB89{YC6rc(zk+(xR)=f!M6*pEHcC%V>y2a8Z z#o8j<#+xHXiq}IjsBGet9L4Q~o^r^$S-jfAsE7_hmx4U(=Iw6sV@2N|sE-MldTtss zJ%LazTx~kwS*H@!y+AIhj54={0#2;jGe0&_Z+`!0ht?i46vyA|L#XS$?4-#9Ncr$zi16&VD zpWdgyHz^ftxg931-o75UW!LM+=MXu<$>`P;IaW{#T2gYtV4V@TqbA>mc?1;QeV6KS zW}eco0ko)>3U^%>nOrXwwJ75LEQVTtKP|42Jb9ueFgFQ%n{FX8Wa76JOQw+0LXVh)Bfjgv=`adn(0%adI=GV-ar&Tw#IM$IdV*lNFX z_EX)lnrjH-KHEJwf_O8$odKxZ1L~1D8V#WofO*nfJd#)R*x-332p;VDHNnG4=MT&# z(C7o=;Vl=p{Sj*3{_Y*Mw^8wCS_Y5cT*0am)Y*9dOUu;m`fs)f`;(m8jYhJ9ahuPi z*oE2r7|k9fk?*k;~ZA6U*H^o`=ia6+5&v2P$J}1 zgMWz-Q$0zFBl$u4c!Y|?EF9To7%mHtW(s6>q5_C@cah7xp_42b9l)ep>U++kvfq(o zAjO%Q#YR#6K0tpcomjvcNS!ECyVi1c#_merT3e*xC&v-VpD-I$yLf_pr7m8*L?P8T zqR`d%len?#6L8yehVNSExkftyyV{^S>W=N*iwR`IIq>gQdE!>zlN&Bb2y-3r>XUV# zGqq`@5#%9;jq2cip+*di^T>LNv?KhI#kmX-TTl{S^hbp#oMVnUP;_5@J_kVK-mZD) zENQn*f)+uR8D02gW-yOu4L#o4>7k%2nZ&9g3=w#QL)O2f``68GFOR!9fK#6SRsm_J z^Q^ZypT+xlCz7AdL~KGJ8C?GtS3stgeAN{e(Yer}6p>5V?X z{wGfTSStqz8ldHV+;VsiGtZ2_sbDOg*tXP9kh6x(xAn1RT0#Ht=9z^zqvu2J+F5ub zH}KNp3v%6am+%Ql{j5$`!SXA9EyOiYooLbSqu{Yx?EGoPmXUu$a(ev7am4V}L9Y@2 zQ0ylShDebBR{p*#j%A}^@L{nEi!?ua1qg{9e!7B@$(+uvRG7To=<%I{Kg-LGGdo8M&*tRbbIN}VmGY2+&Y5&T z`-b5QIl^zv(}$W%HO7`QW~Y~=KgN(RMS|S9!K#_$;M801nfX;V?wS!doAxNv0t6Hi zG60QOclltiyuS3GqE;RV`pW1{pVua%oq^~gIDYfPu=`#1$JG1P4YC80#T=HsL{KXE z?d}&g)^4JT-D|@APbA7D$3P8PI4a~ghV7HY3Je&F3Yurly?!QqL-5f-1$p<1j(B_8 zg87t0BAXF^@x^~B(}e0*9K3fUt&|F-ew{iz8w=p%djlzCY^D*qch1c)J~22-&V};f za0E%wp;Sw!R_VQuE*>Jg5Bab43cycUmMOHCO*oV;ZGe5c|H9ter`PDmAUWJq3|r#P zC(#Rp=$F%77^^3SIKg~Ve_XkxvE5lIUboN0;z5d1lm$1_anr6vk8)>AOy1Zmi~>N7 zA&aN2s>V%m1~%-SDV|fgcZt<#3XE#9yaGvLt`tP( z{`}z6PUvFx?U#F`pxRpRFV570bLCX1a0AgkMA6-F&RNm&sP?!e9Af1kZ@z-v%cG}V zkB#++0-m_BGcgwMs853OsWnf`Q&A#^n#?1#vAo)+>@|l)OdT%4O)Nk1{@jS$*%D4% zt9{RBWN=xt9<2ncc<&mf<-&Sxy~IG~Iuv&X818hl9~wPlj}U8_vpFP!P6xbybh!zb z&}m~)?yec;;!fRb@b@Ur5^*ns<5ivTm5H?nPSnPxE#DQZZ=#rlQ`%;WKCfKsR>#X~*=CHvKDS$pFc-lVKF=nwMb;3vSy+LFXZ zNz!A)avKM)`6(o;fo3#H8{e0`b3AGY?O5kh4O+N>32VpKl5iYxXW#s&MO^ENE)xe* z1XhM~8YFxGD1PMM>4IRis|nyt{isSw!c=P-sl{o3b)g~Pt2b}-y_+w&Tx5Ep-t@an z;g&icNV^}Z~q!2d)P@!y?z>B28?vgjxvuTAoUXIYAbHR>yAa^OKEA&!z_;e|0c*OcBBCF z_i@OMm`Fcvx(p|WYm?T;@A=$v59{Xbkvei#I?bqy!>(lr-G;A#s)-|_Oe$xgpXPLh zj+z@+rAaC^5Vl;i_0uD6%ld+3%s!J3F zTH^al!s`Km9_||5t}72`H~6kdG5r`de^MS>h=B8U3h2i~i+84rA9)iKp4leNOkya2!tRQM9q(!A%RUh)0@Q1yiuUs`_AsJ1J?^n-vs z!3~2hz)nB7o9OsV=zP$LED|mDCI2zKB~HKf}=;f+!DcV z*2h(OC;TJ>9|$<9oX_j}@eM9GPh=6?MM+cVi6t612|>~M*a3#kaBf3o54+O)GdQY6 z`~)6#C){#?;%S3n2eiv~;~bo(Uos(P9-#G8lAB>)r2pG+c?#`#LJN`P|59h)$W zC@19|at*YgcfPaj2j*#YZD!zzSRF8st8e|E7NoVdm+N3wI85@hzO31zGsnjMQGSp7mIp_>>?%6jI%t>-~QF&b_RCEYhl|>E5F@ z_Zj!Wuc-Ryo*zhbHC*XSH0QS$Xq!LR3?ND!Dv8EZf%arKx2fDa{X-+KcR>P4{PO6K zV_<~1)RUBvDdwTXupuaHu7Z)@h%>_E{jd{u=HwCUGq)LM!`?d+u5e~TXlzKr`=Ud+#XFj1)IkyT zm)O9<|52bk+68CGnfMv99GlO}?T84HuDI_K#S|{M4Cb&pO_E2m;{iBY1zS&louYs3 z6fFIPf-@tcJjSW=a*g=pclfLjntiP< zF2mAZ4p{RJ)yB@9X`ik54sJzlym+Kr*qS&AOd-gAVI`ft5JKnT^i!24VbCRar2vY8 ztp|C6>j;QwSNUe+#Htq?_-~x11l>46PRcvn0T!Mr*qw{6#;vYB`6F`H-&q=~myXtn@nTcYrsYU0TP)2nx zd3`McU0l*QC?$ZNlDK?UVL_nH3WvCMH=>ICQ{f!!=cp`2uWkLY ziU7tZ<>x;(vTdow#GFrDU4k+r+R)tC+wriJgwA1|gcFFf+MjGH&fE=`#g6TFNZpM? z+S(b)kAMe_wS^A!9D@_a@W2;doEKCo4Lpu*Du#AR>ejN*uW!39G##_+w``k=9%C>0 znSaK4(jt`u`vQjM8~#2^@{n@2S0t4;udbokAnj4)ZXx(R_tyU6()hjxq9q?~_??0m z@_kXPTA_)o=c*2$AI^}i4m7La>knmkV}~)K1G~sa;y*uF%F;Ju^<5!oZg+Czlxuhc z5x+WadyO%BO{#0W@8n_2T40z`W9`*&32Z%s_~Zfy3?s`M|LmmZg>H+qK>nuo{eXj2 zab~}^Dtq?qI%RwP%#V(A-(|7ig4~0OWQpyocW-nP-_yD-E%OVdq5l-@A49rg(O z?7B|D#9oJ{s>kh??vXe7h1N3Lx9giyNVDzRuQ;2yNq;=Y}F+$Rp z16g^cA>0x*9UNz>>!SZDS3(xfG6fs9gNIYVNd$W_V-{V;L8A`<03VXl{19dM{$t|cg$06H63K~|WjA}Gxs%BxB!ljW>61Ab8EpRD*{Eqv#WS?6XmNjXaYIiI1!8U#!6 z!&X=E@IH?^aR6WK?Ev<~M@B&TwF7t%38XWu6E)z(P1oBcx8$?I45Pi01`|QfG@w#_ z0MeEciGHDaGg^g?(XJ6W9?JKh2-;L_2Tc9I`z7{NIpr-*@PE%noR48Yq}*WT-Wyy= z7)zBlYD(5y(YK|}o2Y6|KBGBrY=uB@LCV=|MMkAjIS&4S4~X>ylSQ1Rlx)pY$Erq~ zL#NK^ckHy2lDg+xG*T%2?Ml>JU+eFB=q|41S+XZ>VaG9iH zwn+xR%HL}jP~sBR7072kzwVl5u&v&n`gey#s$*8~0g?_|wi7B?k`M$inU?h!A09*QLXRw}sN7)HRpj45!sZ3) zKy``EGPY13SLSCinaDUffGahka|opap)mm_SS9AdtTXfnY6=2W_49;Qr?V81ixEP~ zf!SGsYw)NFU>PlcuCW+T4EL=ipGfE)4>Qj6&q_ak*{|U$j{X6!#!8FAru2;+>Y_@i z6hi?h<{Yof2_84ynGo0WKW>^^L%n@}TVbJvhd>786tBb=wD_2oRcjk75o*|tD2sl?kRT~L5_=UiO z#h)~q=&F=Xl6m|&e5SPmlnYOH$7yrAX^Y!|KC;t=Lj&?Cn!TPFE09Qk59o=eytm6- zUpL4Ni_st+q3U!+fUC-8K_mtrM8^rm51)>VsXb+w8%2_FTeRecF%{+JBQbNW|3JCNg+!k zZRc_MKkDY%$JO(5PY~M>weAe_micUd5PN|Eo1le;nmQ2YnTr5A&UZ56xZ8Rz%>6Q7 zaZSn9KV-O|ycq4=-}2?4GL!mkk; z0Bp?ih0`m!{+%z$V5COxj%n2@WXaPzXFJ!YHunmul?~1#qJ}eqL$0+QH+SXm^T<-2 zYG2VMb2QY0COGFfIjn3l_|YaiY=jJpdF!(aT{xoDI_B_HVyJZO@PGl3_d?my&lYA;}jM;jp92*rNLz&66BNTCmSW1gy*@yP&X$kcG z%nGOZcOe|_FCb9GX$bS<`f8Cq+;45RASDg7gxsvr0X)|VDg8$k}1fGj;@H@j?&Pr_&Itfy;kL3Vf*q>p&V4;Z8Zr^8m;IJ@RAl?SEMogX^W9Z-<*5{MhU7Uws4%1g`%{Jb?~^c)6L7+-Zi4;!%4U z?rCS@wawSeZBtp^PLTu>eL}cy5X5%9oc~e)LTa4(lCwGxb>;oahzb;_kjGK{jqvTG zI1TRz`w~Tour+Z6$MEl0g|~(j*V`&6WYv_hCd^`~VnO%$nS^b2DNJPa0 zgY-K}yi!Po!)-B?$@TNrr^zhYOx7aZyV7E|l$-H^ReIJyzGt4c;U0084C5_%AV8Dl#p5-GbBx@^ ziU(+YavN0A`qq_P>>bJX___MDqO)=YANxGAGz=!cra`mxxJi~YF)KU}6(&p}?j~G$ z5N#YLc1L{+?Rd;#YzLSsC#^yBr|pc&XzX+nYD^DeqOLg}rO%d+5A3hHlPnP5)7u(S z%H?qnUAJKE4QyBdOtM-`mNE4wtoD&;3`NH|k4?%PhhOlmMGgROk6v7{505JC#Lw<+@{v1gCK4 zEGgkE31uqqid7Ba2B9BIVyUJUdZ9;#&8n-vlKiMs#b779jI&qb0 zR6=nbz%4_=8y}@NOxHzyH*>_PDFO(n{6P`yT^96-r3t7SrgPwOj_*C=>&uuM@)KXG zMm)&UO&@fDtIr`7BdiiU>OPY;j(?F7NfKBQjs!HMn~^CjK*0M-i$AQmkgWLOz*E*| zY}~?TPv|b2uGvhJ8B1jC?s5mGf#sTH01V#o5JUwXX+TI3Ea6Bp%$0%NCjQ5fyV;2% zYa>kibIJ4zw5^>Sdj@$y-}=Gjs~maR*qjPSwXb%EW{3BB#U0J*qD+9Ce{CsZ%f98c z3K5d+A}X#azL;wjPIUE+ucqS5TD8$f>co{^7JlO7$z7_I4Dza z6OiMz>^1EVE^PqE{e2HY`MazXr}U}ZRJ<{dn;GOe=%zv*EuO{Yw{!lV+S#g5L!6Zw zCuOp#s^4<$P^tsj>$)|u>_#vb+&LlW!o`S#^{;8)@lE~g1NS)=cG<3=HU+?8w1BIb;bX$*;EnOB;Y?cvGr%KF9|j%v3Ci~nx0-U_6> zCxE9Xd>EHJlMC~Tfa_j=S={#`%FWbaD~+5LK#-eOi+KEgdDW$t_EQ*i}oi6or(2={dDzo<^Yr@f5vJR0Hx zvj*qX(>O1)=RO>#yehL|aY2(H5BH3Ck&$^Qp?A_Hs%Ot+8Nag2u$M33`MeA5vP}+r2 zXgYk{cTdO$X=!J48`!J}=tC5GItZgk=*xhT*ONJniEUfI2HPs{unEG9h<81#v3oLgm&K*LM z2x*#D4W)kNg#I#ul{*nl?$NO_?+gh>hXgxD>eh#ZIZn8hR)skwfF(EwX0 zf5~C#%L^TwJ)oGyo&9$#-vx+S->x1HbJ5j>#C&vevUH~jpKZR}&(Mo~b4I;_C|k%d zz0!aSLnzHror|2HdVdB;C_?1#Dd3r zJx>w{s?*!j8;|l;XzG9h=`-gLvB3_P<)Nc||A3?bA?Eu&vC9Ik@UI%uDek`J@FK(~ zFS&B`aDCDZkHd!noJrNmUpe!a!*%j>z&HOcIh^ zE={+BDJYd>whI=P(4Oz=>MA0n!r=`ZieZa24yt$+Y4*czZm?_E{uXuA*2Jv==pidE zXf44(#&!0Rb7Ud_=9<{eW$Z=R$;h}1J50m^NOI<9&;x|m&Y3bxiq(HW3uLX)nVu*f z2Z31yQvR=$`W@hm1)pp=(ct4v zUJBKG=_cO#QA88&?U?B~Oeqf+O-+a9C`5G7NtH#fs@cJQ+>H+MZlUPe1Xblq2yuJ# zWv9SVUZVM#@qMBNkzRaE-)DXwp8STLANxWYVIoHRUr7ciirhLd^k~h6;~DLd(4*_S z`Vm0H`2It_PYOvhjUe9f@yrmxQZhP9p6%jD<#U&^_^#*9GjRZDEr2-=mj++DSOV>m z;MJ}rxU?`r8z@YYMiseVD!Iqj0-N>BFBIh6MCKi79uR>!k~zYh1eW?e$}wd z!%@kTGUYj;MY;{ujZFMgHaNg>Y3dg2}wUG!3BlFZ*y{ zt;oA5K~d@v7W`nE`3_j0@525W)-)|&^(9YbdA*m;`{l?EmD!?@X zsp{j=S>AF8RdpX&hmWrvFhHGyvJQU=@;NiJ1a_jJv;jt^2BSj?3Z$nUAh3XO#{F7dNQ)t3qE}cL?toHx` zoyurk&9NzM-&%OZrif+~3TAn~iUQbd$BA9k=VCU)bST8}+oi8ARTDm*NBgV?2Fkqq zSF?fwcTUcfJ5N!g>bU)X{E=|o$H()Vg_F&Hr!`@RGUqkLBOgPrf$!^a%Aqg_Md)@B z;wFbpQZOlM7)^H{wnM8Nlo?HXcx5FX2Cfzn3h^xef9NHW@vBB%@p{Tc&Z4#aKh3J{ zZfnM9Oq;UyENGm`HZB>pGyWOYp=a%&atCXN-CXY4B42HP=}qvlzDi)MaC7t}K*gXa z{XRXyIYm@+p@1G&m~ks(BZ%PJ1wJ`|pQTcF^ET&k7maD8W`92I021|xd8!%|yI8pK zl{eFI^ie@gvhgBFtBukU_-V+nxhm-Uw+?|TdGCm{<*)+ZpB@W@CFhcW%pWQyttEs8 zp{l>aUJYn109=6v7U=-mQ%n-RcnvY7Slt#n;t6qddY-d%MI!UmJ+ zC0|7+<#_4tOT=i2Yi+0)EGZQhL1iv{p0&iNLjHOU2`~{;=oHnZlqj#b7AC}%-E=g- zNZ3&pvE~t=s26@KR9W&v;cX1D{y|f^XIgWOZPnVFzbKB#apfSb{YDZ`%UAWr)AqP3 zNFa1ZCU|$jJosY*3_SAr-vYZ{2*eBZ@Z4f?7?6hguE=EWJ97If<#IUttM{SSgtSoYMWy zrm`iVmu)JI4UKUW-pCqM#|N#qqPV#_|T$dS<$+-70hy+4zJN%)f%u{+9 z?Z|X8B^w91LVEzuuq5*22Q+J9^ckVF?7*Pofx2o{fS!taXA={{lnScpiemNyeowi! z{Fax3b=&Qo(mlU55>eX$@;8mk&Lss%1&Fe$*tj!sg|j3u^`8Ig6)4;}KK`2qL!d1v zns%SaPUXKq0e$MYbW!-5CzT}}q(4^_@4~^EN#YbQ|D9mCZYA^FF=#6iVhA7wL7A;NgqLU4>OqK96ssA0wx)kKt!*xkY= z3-Sv(Du6axOK*d0GxJe*^U`u}3@{Ij;czrm#A^Uen4yvZ+>;g3EF0s_>)5EFOfNhz zMmp}+VG|19BTD_gtd>jf3r%_Ps3T5l?O!^AZ?z~c#HY4Vzp3Z`jl^aK$t!B-ahxL% z;=2hZaT;Q849Iv59b*M|G;~+JQUGvlAdA#0gF=68t6mDZx@pb7<*4HSkL%4L%r9wP zdkDm;&l>s58P=yJ9Q94c09_G^Sz+eRfdz|;^<}IJ*NKnnt&(y@8s zvRvP;9C&@BdsBjKQvIX>`baqRAO|QtuY2Cu64tla3K?=H2%0Y2g zmt-TKO{RezXl$idcPdPMTq8D$xMkV2@J3kgNeyhD3#|KO(3(mhVvniV2G7J~g@--# zyYFX>=z;n6Aqoksbk>RYiJ+CIROA*L@qQnB6??TdcgcTRojtQY<8Cz@Z%UjUhFdus zRKfB;D1)yP5jWBZ4)fVEw=5$dIEf}1Qn5+Ai|RkS6~QOf{q)8~o6g`PMPm{rQXZ*# zYy>R*v?NOiIPrYwfHTmI+YVuU{_34aY>#_zDf1U22X!-9jl=$jAZI-;4Osx@wR+VzOvdLyB)Y|#W%ZDNwA?{?QC2d^IOD8l+?*0W-Il zuEKm=I|E+SN}8#4JO?op8mXPrq!pm>t1mrd@3Al7UgF4y>7Spm4hbq{&y^gw?B@ zc2dz(8$J*;y*zo&Q(x2#lFPLfiY5Ja7AE`+Yd8-8Bdj;d&!lJ3h%x+%QlpZa zg>kIHD*8%F)${L*u`79i*u&6Qn)#WW{wB;rD^ZlF4AitoYp3*tsl7nxf%9;DZBi zxlNq)g**T><8$?@A94HQ{WQUWK1f|a+K-F9ZOQQRWr1I_ij2*kNMYnxtqBM?cAijl zR#_(L3Sl&*fIY9pX#l4OsRnX`O^LhAx)qY?0nTIRwUDoQNYK2%b=oBjCQpG;dD z6uIYVmUA1T7sq+16e7C1T*~j~XWj(@kgWPYk(4UIQNJQ!QvMTJU+<~Tr-V`~MM*Ws zjmmKeMLP&&1Y&2G9yv;PpC4>n8+LOxEXcKN=~93aTDcne`?W;JbnY*wfR#1xso8mN z)nq5%!&xCfSYiwdRdc&0|9+>zAO{Wf91@Z$S%%L*$k_TYRpiLX|n7KA~ zvCl7^o2KuuIvb_HD&5(ZG{AT$v`i3Tmn4UUFPiQKzl6<}tH4q40F!!DmHIt%)!6fQ zS|Kz`{805+u9(9+MHYtR?xWAj40VL|LfErI^P7tO+3Y&U(bJBJgh`)%e|$Y6K7%#H zN(37!JQ;zGZYg)p!v^b_S#r?YzwLQG)Z;Nh79_`td>vs4enh-# z{_*6-MLB~3$Gv9?*CzwVpUwdr>5@3%yd2**9M;rSHs1kH=YsQ#r}rurwll;Ce>f|s zHX45(PGlDx!KbfOWsINV@$EA@R6`nvujfYEIIh8xa*j3~jVL1d8&Jm#w~cKo6$Cgs z;NwOqe9@Fnb^Z#HDRUGbP2j$bioxs+vTh_`nmLv4$T+2%qQt)a>$kotf{^%Fr)pB` zaL=s{soCwp{nz(+C{_EFaT|r!?B7ceB#3#Y{1wlwGnJA2 zjEl?Hx7I0KgBl+XTOHu4Oh_=nDtMG%v$<<2RK26<&N(twoMQU;B!6fXqCZSH1AhzP z8+YM^d3sJBY1c`(ndUUXV?4gB^MxWgn*grdG+ES`o4$>J*~2j4CP7oF?3vVZu+QE+5JG#rzq z^XnDN!@RS+(s%Jz7(m0iw*LCzM#UC|(2m$ms`~&HwBA5*^T+reFZUI-5lB&8*sS(a z*_&#^=l4{aB>DKR`}A!%Cbq9_b`M}mSOi*;d8C~i3daq^(Gm7^F04ODaxb*&RRiuv zcXKtB=&36QsYz?*#8VN^HU(WIzbz>`NEu$Zn}rv*nU~H+WOoha0=gSis_0#JS>!U% zsN-qE+30JEI}b8q8hr^O=!kU3!lx`1Yoz-G*PsKn(l6!$tSMZiH`-K59TQ8!BBZM~ zw&yR`LCF*BYg1g(rMWo_S8&T!d2s88xe;qRKDY4HAU|AXBa8>S(^N(KndUlTs#}b< zZj)8Ml~|DPnUH_q4gp|wP0w}eA&58h7{+~5`u#AqAZaQmkG_-W-TFuK#7A%! z?<3x#2S6uq)vCl27w_v#E^5KN_>B^wim;z%aQv@pFUu09vG_(CJOuFQtwbXk3(q$m zK`Td+l>{P7>EvBA5&gQ;{3`Anp}m`C%)^@&n1CsWC40e1d}#d|xgkSuEDMGg!D)9^ z8nY1(@JMihQ6Mje&Z9-4z-L%Jt6D&W{O*#7q5xe&DilHSXf4|)@Y8q7d4J^IVvzKT z(FBAEy-OIiAS*c->|qYL-J zE|xp&L*UWqcv~f#1&zh8h7w(N zan$S^0#vfRLHyP8{4hQ^P3}h@o(uA4Wac=jrQQXP$yl1&3I3Wd;IePwtM{uE4MH|t zuz+U-Iw$Shm{ddH)sDZ*LXn0o@&KHGSQ*2>Mywnu=x3=cp>V5vC%sirPqv8W5*k}l z8KDtxaEBaj;&ho(LLeR_iqntYP-UZ0b-4yCKo!k}{rl&|I><&$#xUI?SOB(xSxXlL#YO z?wTAoe$|#>AXH$b<#~bPw|&hbLmSUvqDiEwUV1+P%-sb2{PIlP%gE|h!I%^+5J|DA z@#55q&`bx(F`kn3Xa+7_9r;1OM(!Jj4UUvf>;^1tAKF%Y1v$EiVT= z0=0)Vrw%FqQ5*P6{9mF`_WBjo!s1zc(2+D^EWVn5~8d+q4BUp#AZm?)=!@p*h=ov$}P6IF5#m0c*>0 zUu0^iC$!U`GJB(6oP+wAW+lv0oyHVArfQ%x1%EM(kF$DkG)rXAjw_Y+FcHMrF49z+ zp@JCl`-J@2Vu3@QRjz3zuO7XWE0LneL7e2ZhsjSegQYOwauw)<`+bf$?C#T)l-7o< zCSgCqt%hBN{*rVz$5;iQbtJ9CJVt)mQ3+@BN>vg2KflE=ZVx z3L0wqTymiR1?~2ZYzrvQ7WED>)g@9i$RQl}g&bFxC@}@he?;)W*g2jnT^nFEPr)pS z%@zvRTnVI_hLcYIlsWgT+ysEO>+QCvS1Z4KYjaVO`Z9sX-MD;nwL~4<6X-Mwf@w=@ z0tWa=?3pDKo|KUQ<>q^>(2I@!a6Jw&MiBG4-6;#`QyqV19bh+z^oAE0P(VZ?(Z?{V z64@NZCZkS8b&@#5dtYMgHKcX`Oxf5&0@p1($7psh!jAC|{v*0vd<@lg0JD-dF(3swEaZ3G^M=2yuU!7_quNKa7w#6jrOK& z!}*v*u;scyBoz(JSSUf56P~q(ns#2o!e0NBKN4Rce*Jfp#=Kna)-uoudXSvD^lryO z*5*M?;*4umfUQ&kBV!xS9i>@?DUx_L28oROb}i%G#au^PToaPYoX<(92bEV`8*t4P z*bJNN+uJNkt$sKHa@=cRvUwb_noAIBzVpnFo;NikvfR-|;7$F(-v4N}*hUOPUAzY5 z%Y)S2gEP!c%yQNbnhbFD(LomoMmxU{*YltH+A`cN2s0-|Osv3Uogq4=xjt&cX_hlc z!_=}Q@u)FzdMV7P;yPF1XK+%QuQDCeznkL-c5f0?#}n~3LWC!-(_@i( zmI&vfVA0M;sOpHgz(&BP!EppK86LhVke~{NqPwz3dQQ$?i`h5JuWHykR{9s^U?A%} zTe!ej)K{QxHtg_)ne5((bhrB%TyY?jVenE{eQCbDX&@DS>O=5MdP)CGo!-HgkLACT zY@U_<;olrtGm4(4e>W5tF{r<^W1W9%AK=uUjgrx?OC3nn{EALhIv8(q4DbCkWX030 zr(>UYZ4*Yg*UjW-L=@}|GU%@65)Y!7m6!I_lZW`1$bWZ}ga-hkF&!_sAqi9>E_T$D zkY;crx`H<=fE)*fQHOeH%_^t%Wf zy7JG2VOzfG5>Y~n$Vb?)Bpl*x+SJoo+y4o@{}SB3z1IHcGMOqN{dQJE(+RI;qwV1Y zlFb9h%c2g#)-8mN$z!ALwKFM=tin2x@x@pf_|?ZN8w&TE0cuXp8}AVnF-#?c0(rFG z1#LP;9YAIIq7n!aVJut)%NNnr;LBZ~k7_0#!HWO5C)STy0V|C8zE&RuzvLZw{@s8n|vabQq|-J&-O=ZQK;+5T7W?Whx_ znj83Up{!4i_G%4mt_K8Q|_yzWwWP&()RIVhLIhARMf@DB{OHmh_a=!AQ#hcBvhI9<+(7qZ{$tZCl(D@erRPYyHrQnvD67KW zA9U%GY55ZcSkM-%caast^b_4O;1Ag(Au|xe)fZbana|M)h)rcc9==s22c)o~*%{gzffLB-Q3N0oeeQxLdW-M2pHM+b9c9YP;}(8#!Qh05 zifov&{<_m@ywF1Wa*oZ99XQOhQ}yznKO`tYTS{}j+R z%1ki^-hr}p+lfMJ!XJmd&i$O9@sQbq9RIlZBsO2gWc@;hK^Tm1;2cU1j@b`s&=&fy zq5rIXbVEzMX2;Wk9o9$!|7q0z4&ZWfj=+|(Z5w7h|0SioW07T4(E((aH{>GMS* z#`3^Te82@UWF4+S3MyLt;!hcs=dCd+en=}&l&fOtlY+!7N%Io`-Q`QT-g8k9obW=M zXiZ&H^To!IUWDROaV=_WfRhN)5GmOO!Y>Us(L(or#m$CIv~lJw=Me^X*Ehs3=C6=} zVF8qzzLuU|@|9%e9DB64wS9+b3fc%7?etV=l>x6^6D6{N)wf(EacI9wz#GC}aCFEB zEftF`VUd!xl<)zojXm#yuGJpWEjgZVKNc6Ec`c6=3*Q4gj)breb*(HHp`JTu0;*_X zPLy1FEDN>x_fE=?BpgfPPjBbBC3AYFm4B0^X_lYxd_dDQRhqMu4@Y8$os)b0gHHHo z<9eTh`cW2P=$R76b6(sMJ%Z$rHK*2y)W;_{*oBn~Om8W5%?n>4^}%F9j4@n<<%T1u z05Hp04tvqL@B%p5FqX|(f?!_6gacfId3D}s$Jvj_*5OdIS}y_%_Z5xv70JK2{;pFX zh3nxX{B}jf`dz+)+#3~%57%%84^fE2A zIzq%RI*QNVI=bvR@5w%Y@9g{d!)2S)Op%{9v32&3#ZV*;lSa#Se{L+sUR?f`qi1Lw zo=6NM-5L^)MoAQ^M@}YfmNy6!fDT5~)xEl$CM^6n=mMMkH&G;{e^fGJmMi{x2{bNN zZUXX-$7y9#j8E+xcsi}kC;r>vCAekY5VyBm)3E_vz z+=A_HlS0=(grz~+R%)gpd?}E{mtp7=d6LKu- zGoRGCjeEPBPWK}sG<2;V8vO{m!WWzP0pjT>dO{%5|4fqrr zo)Y-{e@>%10^Zxqw+UqC(9JBSLhOdHl}doXp4Nkj{NI*O;NY6ReFT*scdGs@=pS$d zU{JTrmg)5aVKY#Ji!$xy@duc)R5{mi9{8u_vIm~ylxF;dwSc&(W)S+xW=V1rhUur@ zicpf4)_J*z@LH|U4v)oLwzt%c`c;~AOfP4keoKYD(GPrF@c{$C@t1=KU3SJ5}*LTsO zONMFb_)4jOVJWSV%_Hd#CVOe5&!%mR68ynh?q$VaoRr`8Q$0y4q{$quCbE|qh(^so zKD8Vys488#oFfRDg&!P@SAfe0ZCc)sl-rIY`YpfVAmP|Fr`EGE%wLKor!y_@GpTv{EW)sc&8>Ho$O0!N83qQ-W7S|5?uqI2)`#tEU-Rs6rNOkb$ z4!}n??=w;x+)=d`J3*Pyx1WW(>&K~VoBe(|sf~o^33&Z`)@- z<;K?{8NnzW9Rf58?J3h_=A`bL!W$kA znpUQfSI`Qn$gi)zlhk5iX-R0#qw~8kv{0b^ zmuot&3KiFwC(ek`x6|}WCWNMxjmCOHZ2AzqR43q1TiH2?0pqA}9?dkXKML+Sq4D3Y zGPo1>%62p~B@t5%<+ln6jlf3pF)`g|@lI1W65AIQa}E|>a-yK(&FF=Isp0(i7-w$; z7WFZ3<((*Qx^=A`Ve5@Yr0oXww%Xtd$TMLjz7lGh{=+Ym1T)gIIkr0|oveEJMOiD9 z{dg;f3U(@F>~c5abXfAQINB_oK?b>`RQIqxC){dp6!{8c+(nybZh$ysA4>Ab&H9sL z#?u2uaOuDM%9_pAMeiD^Y>~~y5P|C0VqzMCxl+X@I&p)}cSI1y!H=)%?)4$|Z`#_a$AHCu1hDXQOaL8pAQU}NIi&9vh4XO?rH3Nx5 zIeDp9qd=jdCSR|AR$+ASP*CmF@c|Kk`ebHpjUa5XaJCY;yy$;z$Em~f?=>)F_9GrI zP*9fpu6ZWo@tapVh1A(1-vcdFca_cym73hkM9GTYD|06Bv{FsGaiydB^F>&7?f$ z?LQJ=sQZHh2Hh8vb0ZY&gy|9(8HzN4If?P3TNpv>T0wE>tFR%TbgJa@;F~Y|EWFe$ z*EeQK#~OR0v$4JTmVjnDbIes4BN-iat4tRia5z!uW)KtXpzzB`2`4*IyV(Xx`&xZj z{EplUZQBPw$ejt=N?)Huz4wL)7E5*3=q7aFnpI2TOIPF2neik6EU*?hc47aJXn{I1 zA-VMZp?RpG0+`%Fgr24sj4zn5ed=Ab7a1Y#xb;N~8l?3v||7QOCl2)hYKSSynOMy^I!xv~!8|oEiXZ41Z0R=G8-Fi;`bk~@@A_MpL_zuGjrhSlK$@->CgQc7RT6IYMfRD!D z4^CCQJqu`;YGu8|Sf6|=Jo;(7Ph^Mya|2Zfj#{K;Va2K)IZKP*=ZvDC=6g@!X78}i{nF+n&q& zdOKBUe0@%TgBXl33U{IH<_H}43q*38+u~DYZ`O>^92YXlA$AG#ek-C5|7P;*7F#$x zeiQ}W?p{ASBay&awzs%7xpaG`d3rjFb$gP@n$(HX!n=~9sO8iRFE2${f%mK}wcALO zHNr&}H98yRMUoFSDrAD1WHzOgBH{aX{^TU3`Q=b_ovfLlK~fgMkP^=8B#Wamh(+}d z#axIoHFoH%alQ00fUAbjb8ME^*)8nnHZzwaW_ji`(IHmRKk5Gidp}Hf6k1mH3~{cQ zD|u$Nk!435jDCWtl3a*(xiZdAK^MHvfE)&W(Gb?6qEK9+B@xjX9JcuI2k+m9>Hi)O zyQWk{2Pm_mrd6EZS{niZC!^{hmc(n8q@563sE8%1YiAGX!Y&)N#w9vNwfEK0_Mvz@_iCW)^rAFoLhc*=Yp{Ncvc zxv#}8i1;iIkFOo_+`}6T;_!IEGVsFs!~^cMIqzlITLtD{DxWz_iyUCue zVF=Nj3{RIf;cVUQHWY0ulWCK?XzWqa9Y$@O|4DWV_JRC^*)>Blr18nR8!*OdS^c+P z6g~4t$EmMVmp2*iIsEf$GZDmpUeA1$350tL*drJT6B2n5(%l#`c0|9W`9oo+ZM%EAWL2$3^`#zHF^5iv+>_pfr$f^za*PVJ)xk zOW`B7feNJ9Xs5h-AYsm>8TqET+Vt(VLK83pPbGx3*_$jZvqv@A=PU{dpz+HVKb=O6 zuH~#~ulnhQ+8pFL=#xV#6C%pnOQ7|2H>{N|c=W1C2y&_#A* z={rAAE*>=P4dy*TRvqS^EP`+u$%BRxLo6<7Fg_GlKYO74t%^JuT##_pCokV?!SKta z#G&$P*f?rPR6L`TmF+_$`KQNNhdr@%m$ZCAU6PUL0OgE+N@Nzk1s9vbe?eXsqKM=o z2PlJ3e_bBh0(8VPCk4V&6vCiOJb=!O*<5$iXhxKvgh^ZY(Q^SjhHs11$|<)iD&REi ziMc3WybyOZ?&68=;xqZ1yCpVPQC^Kjd247T3@E35I3afi)RoHDGeum&A-f*VwzMVL zWXZpKdc@U8;M!6;QQtGaDg^*@*2yqT?@-g*>Sy8mV}1DhO&q7)=-Me2A}*9)r>vSe z^#4^z^}BaF`6xpWC* z@&HRfw7^S73i$EgycC2QmE4=<)^7(B{ zb7f}5{+la@pcH|j;W?STAu4`|QU8QaD0&*R+UQA$#)W{MIWF5k!CXirq zgpIH>_TBz-f^>yoJ*jaAI}QFP%SfsGvUt=QVii5 z%LQ|!IenJcx!e)nQQJ4L7I;hwf9r$!Cxw`%3dcP$g0J2{|CFqwCh;i-hQJ(T;*2tF z-yz+y@@za;_w^vyN*5%6=gk5TQve!ej&LQtOlqU9HY2ul`TveacFB7qPI+YVUOEcl zrBPqeF!z6Fn}^i)xM{jW-`aN5uQ(5Hkz@jN+uPa=BIbA2;1#3RHE$N}u=s)+7&m4K zEk3>V0MmhnNyq$?8%5KGZ=`xnpy2{sy{$&jKZ{s!vu=5tc&zB`kwQga6zxH$#*fSi zh;vtx_)RxPeeJF`=woHN7P;+S3xEN$4qRG2qr0>t{8TM4v~%+MGYs-8TvkD3Eimi{ z9Oj-hpGAzesGSHA!XQgBQAus!c@wmrgR#^@%=dEUi09Utc<4@B)-rJKRWd8fAyEb- z{TlcW=-dxkv*C!iMr2rYT|~ALCX+6e3T!7Z5?$a|o>h_sxY9q7GE-Ubl)r*Mdauu6 z#+Uhug8~X4lT;=J2*e{OL-D_PbWxC%rsoo6-=BTLb&)QX4Pg_NS|Mg~hlr2NI`W#) zV42Gis;&PE)w8xs;a7cfljm&*{r?ok&$(?vfBZ~g+PW(;|GJ!X{zpO*}&1XHG4x|w+*SU-AynV*FtaIk*at%Q%#uPZ+kZQzowy~G;atpW&v>G>Q^MNs(OWUU$ zFPfJPFO*l#^2A?Whm<}?Pd15h^q_aozb63z!8J12W{BToYhFS?i0)k9R-AGrt5SI( zIc{WrBcIIMuuRQY%gH0$lRH1Gn!!1}d_33$dhjdbTQAGwI8C98$cxgWU4hw~_Td6}@I<{b`EfuUuigAz(R@_L zi8asEN^;CvF53=ER#q_6hPwmz%qnvM%J0fn`p(^#(yqk(IWWzBBF<;jJN!1#bJ zHHO*oFk;^Zac?yu-cVY95Fk%+ThAJh9O%!;BriIe#VMuu@e22l)_Zb!e(<~*6M`>@q(Z&RVT(M>tH2{q>>mU+Pl^Ex-D{@L!ZQ#-r;-@z4I}+0GR7 zJH8z1rp6^v?jt!?VRp(jN&|x6{f8IME4?g|b6F#G5Qd`x*Yy}AaGk#0VkoBCS-dT| zX{?!vJ1Wy-(X#ufuX35KwzVW^0dC`Ern3TUP?;kMpedfNB3#&1pH2#K!gni zcG>RISZh=WD!TRdty0KQsG|!+uvUq_b0l*s8U(Snhm-xD4=Rp6CDXihbAH>(IJ*-| zgqTv0uncPr5NIx4HThi*nZ;$K;XACOuMbPz2dl$g2eeACJ6#EAK* z7I(j}#8}7n>Ef2GT0+|0G8?|XTnBgI%n!Z@m0`gs@W$HaKl6FrEyR+NPu(6)t=|a! z#J-hQuM`eA3I(|?GcA|-@2SLp{Fmuo@;H^T$;(2^mD>x($}X92J0k%F*bW01Exqi* zW+;(-8L4d|2CvsLDsB(HVmy7PUzl6`P*GwM zFx~QKAd#l8d@i{hKDw>`+7!JarZmal7 zTudIHM{=AUnU|w+fos2?qSdT=7HPIb>k7jOQp&kitTgWrf-HH(?lDFENLPXGOsv1b zqq|0`9klh>7@9~mFK)Rb#%$dLO}I-0njz$kbQxL-Om5>b?TkzK!1JN%w83ro4@@xWU!R^s2T=W1FF`%qL6lW4St-g7MpVj8i(7ubk8re z1CbM(NusV&Xg*Zjif_6L-&yc+W*1j90o|GBhv`Xk!EBB*TM^9LPSE0X+=Vd`uvLvo zEM_HeLU#EpdR+_XK-hctXu60`u^qJQ4b$6R_QMbB(6BcFDq${$7=y2+A)a;?N9E3t z3)hviYn>{x0bBEhT+&GRyPUE4NreK&5e$D5xk&z+M4b$%&7>i!i@qkymgF8b5N0i^5>^3tP5J_x zrghXj<@qFkut~8u+0Lmt*gum9;_(fRHYM)gIT;khk_D-8bm%xy%xa>_|I; z_rk_ie_L(IR6SK=t-ldqg4{v3wFe6Z-Qu^C5GSAF)Vx;=gG}t(Zy+Fi12fi9f~S zke}Vo>$5cS4K!JcTxV38llA_tJ0zP~9X5hr4D_ssaP_k!pzTytuPf!V8D?qAoB6|D zG3bR1fq8zfuJQ!D0Gxomc9dr|(&zFq!MsjE6ymCq9Zo2%)z9Ejmmo4WK29CX?^4-~ z`0wIwzK*M8<&F`o*i?Eno6HF-YNUv5&|QUc zDzR~8-Xs3CyBUQoT*mqdA4KL7C-rTc3T-7c=gP2a8aAZAsQ=A)M4Hn?xi zb!K81#r+?y%*H0paH%LpBhZEg=D-~_kXj9Mqcb>)X!|Ev0Il}vc{z~-&+N2N#sV!R z`yEkJITRu9`)p`llvsNCT>C5?1JZ4)xmCS0QOEkiEckU7RXO83d|t? zYhvP{Jl{*hmT=R~>5=MV-Y8hD*IJ;=>ESMBRhQ{v2!kH3qt;h|M^0WyB>2;s{^BLq zIg^c(Xhy8PcZR6PUe7c#QfsSMr8{z79WD6v)4G+yC99{v(``6)+^)HS1(B5s{8ZDP zp4$Tp3;=!&3(`-$wws;9E_rwRVy-;;Bp@ zJwaJ#TqZI^E<*c?SHFn}9DX-;@$a$hpo=ug@b*l?MkE~?i%uy{@YgCAgVtW%CsvAd z*0^SLYqe(Aejiy>r1xyCwuUdF(rKg=S<$K zFig)FD#qzS|Lw}Oc8rMrE)-v@#IF|-&+F|Xy5PZ0kZd+*YKg}0dyYEOCGVerJ5vgK zPOn2e6Q@2|{14v%0bKJy?=Yf1`@&(EH6ieTx56J$va=miuKcLD8)+y?k~SBbUe-7b zvNUB6S}PdLHk8vU(jN$0qZ&FZ5Pm?)yuho;U5=8*dwD*KC!`0a=KMw4Z~C^-ilAs1 zQrL1MvMP~oXt9DOL61NQ$4t|bw2CkWYmOyUT3~v zHfh=6Hc?iR`J*h!oZSgpoEvYR8b31JO}9v0RpZAEkK|T%a(ad>d4?XdmLNSD-C>7W!uP?d-icw_vREcV2XosV;bu zO)u>J_;D~{12vSC-U{FPQx6ipFp}QH)}9vMZWf0dZEx=s!LP1dkPW`0c^9#R5q>B= zFK%SFW3qfH34kbZAMNmZS=NKVa5CIOMNp)Hc?X(HlIyQMU_DzMjTN1CBvl|?ClUA* z8kLtnIy*8Fw{S#QQh`;7qFct;zSIC_xlonWYjmYw20GwfD*5XrK0c6Q3ZG?u-?F9&*%@JI4akEP3)tK!Nv>z$cZODPNq%WWtE^HwCc|E zi0`yNZBM_n*!_bx$2yvph2r8gkZg+%)}(vASbi^y#@0l@1NKmX{xc*-s_kMLfT*W8 z@_SamTU2%cR|_ibaM!+^$-cIDUJ~A^T`{jeSlo-)iNed$F=>+|Z~-mrb&O zv+}K<^rC2b64e8^HqF&1q0Oj!y<_A%?pglI@pNaK_M?3Fy#x#b3Xa9@;^I+^uQ8z) zZU!M5ZA;Y2%dPURqt+j(211ju`W*8YJe))G>cbW?7gS{#o@?65`_Al-FG zTkB_(ga^KW;;qF`NXkKGY*1~yup;hbbGP{=X?V=7jmn@NB&zS!%LI z@J9~&+7Jq`J=X@YkSY|l?=J#i4!H&48(6G_d*|7N(gasy9$8Ku&meJr z4rsADJn{g@JUG2w!+st;pJ;UWND0)VR;0}7}xDIlOW7X1w-ngbSc+sa6qp*Fxj7o!T(oc} zp|0}VWHq^{D5&n>5Yt&Vxe7G&xPqh3gQ@&-kG+F+d{?;}^33ohCpCAdxAy|>4^r4M}T03H7Y_^z) zLxnrH1hyaul5@hKa_X*23>1vt%v1fMA^F*ael0+Y2ce)osJQw(-lDsVOrx+gvvwe% zX=(46TEcCU_B+IbnB4a0F~y*vpecq6k}84(%WDE_?*k4AC_(=g{cDG`o1NP)>1M%Y z@JaW~v66v2%bIf{Ho9qF{KU5L52`U+>smpiJMLEiBu3v<)&Lz&Qu( zhXPvW&r;4U{}$^g^96C@G!!Yaa-;w=M(k{kCy9pg#LAQoym7*{jO_D9_K4H3h?i%e~=7=K#QT z`}2bLe!&zIXuz!W8ah+YV2!}CLqgwSAvq_xi%s^YZx^5`N`l%!a<$qj3{Msqz0kA= zrHSB2UU;_K#2A7fO{Ej8xDoLLPj|}2s~6`N;_Ksm_6c6>aTkFuE#s8=AYdfY53F2H#1AYcIh2P*Kj0I+S!PWEP~Qimh4Jh#CN2m>ACJ5iV z_C<;F*E~*f3NMv?mYVUh)gRYA7JtYGeMYQsq5q?4`S~y&0bY??e6VBCj0N3ab|2W3 zog^Z%3HIT5ifvtM{d^+cNqN32uzpubozAgS%-fNFhoWMJ8y@2dE2oM{6=XE!J2bhu zQQSL zl?TV@wtiQk5Of59Kb!O-n<4mxdV=-Y6B36o_ey<+8w=)$p4uOBvA1N`4S~ z6l98e#wKJZjLo>R)iL&BzZ`;{;rkBDkik^Wj%hV8j)7|*qW7Mh!91$O)kZ6hX)zFZ z4q;4nq9CSP6MvHU5Cs{hprKG>wc`ud+ILJx$icZ?9+v?4P_x&=>lSNa|MhCQF=#!XblPU#DJcX{_kgGK(9b_kr_pd?X(*-;yDbhkAv{6&k5~YkD+^pB z455ZfU-zteG9jQHX|VrigSubx>#@}0`ZZ$daQ_S7nsEmWXDLU$l=@6eg)zz8mB@r} z2NFkev5BNwu)&0Jer#Q0bp)f9?1!87j&2HYR4=V-t>G7`+H?bR`HbXjflY2N$houM z_reMkD1^ErfFF!0G)J3%uxwXba}m|R(gOKtT@AiZlpOZ@!&=JC)Z|B+M`Basd1NRR zW~fy9#l3M-@PIAT@X_B(rRS}P?rc@x+F0{=oYk`4hdNUIMmDsg7b&n%Me$)dHttoB zQkgys=-tXWbbPTo+eSlEK}MM|nXidsandge5#4+ViWB*}jzG`j$-fi#My)M+J)*~< z8q!;1XNC(6N2rAXaPMX6UjDN|`6BcIlOuG^l4O<)TOcA2q1=*6Yts180i{3gaFyEmU#4>|LsOFQE$O|csB&8fcU2OPOSy3ZQGhQEWf5;E{btkV$X2Zyv&Jp*dk-Bb5x>IukSaI7(Q zqv)qrY)PO%{=F;{oV%Ipb_`5s*{BcjOtRx|csCh5Uv)QxtTsZWnBt>6e`zZYG+H{{ zZH|xKWWo1#DXKC*$c1?S{Z_^Fg#Z=DCYRBFnPn8~=&Cd_%fDKo&N?%BFtkWydkD>tOS#3+q!mNYp><6APk32iVMu;H zGTJ-D#({fp`j`!$zAC66kkq@qWnHRWECK&+K>6GA0>;fX<+)14zuXT!7@Kv+2}WEH zCGi)>wOM&sjPD)EZU{DOInx=~jwe_9g)-AR7trqdVmrv=w1++-FGsd~{@~^R$H8g56XQxf(Pio$g9hq>&@krLM zV4eM&(H8EpEyM$pY!0hbj+>gnL8N9V#BpPxkIdKh(tcK_X8`Sz&pcVV8L^RR-*eu@ zb#?~dsRAqOR*FdWQJEv~sOVbLI~nez0hlGaYw5roDEk%f>_z#(cu@QK_4!RX3lkaO>XR)x9o+>yEwI#caJC0#`E#B~D3?Vy7Q`~Ehvj7_tN33xRB&6NQ9zIV zm^_4zF6ysO=$ zLE&zk*Q|8_1{QT{Y8HJ;YHhGYH^@>mF$ZxrNbQo3i{!1ucEl)O!9D1Pu`r*~OswKn zu9o0x)|cjC@AnFsQ=&!{9u{{bBBW)KE*4tPRlbjWKr(M%;xDESUN{&>rE5y4L(C@hQsSd(Ha4k%_7rel3LN#%FIka{< z#*J#y-za;kG)Xprm}Me z^EPM@)KT%+oI^Kp5BQ2klb3t2K6Tm4X|bP}O}lT$Gam87hZiERwi8Q_L(yx8H_~`b zxd5q{D1k(C+8b12l8N5FFWM^=|MqtqUGpJ!5(^&-G5%_6$t%!3a?DKM=1RshLa)#V z@K?Jbjs`0?;h~9FUW%XvN~I@45`HWmX>v8JT=1EtC-iQli@bT=4N&Ewh1! zL8PdgCZ)G=$cWY%XC(dc>GzTvaXg$DMO;i(3{qvG95bk^O~H|J5crd=HH!@?!K>T6 z9!M~=8eUID-NVBt;IRv*{CIc4E~i_K!KE4G~(OiKI?$EQ264uh>``M_@$?`xA>xc~Q`o>6F> z=t<{d_v0&Q_g14e&EB?;;IM87eZsz`iDGPg) z3}AKPX+PUcM--hG#e?b&GK7g{KAoP3Q(8djGRx;E3_)0^N}?+M3{F#MsElEoT?B8! zAzG90@^c=F4Wr=d#FqfGndIocyq>6$k#-LPJ$mSM4fw)t+v6u@t@{|VEsZh6@AvRu zpkOjTTfk!(5l5yhOtu`qY#Dg&_H^;A*)^JG(k)OW2sCfeBE%P>FS4J8ys!;}Wf!Xj3{d1etbvu8`glUn{`BAZ zN{-!VkjUcF5#>p(e?|{JMQuAJ6r`AG*vC@`OB`^tbu_De4C2Gm2fr}LNVFV{?Hq)q zBxaE!ke(?tg8NL`ioOEDMff9mZHrGWBt`^~X~aEv<4|=JvpOjHI0g5K8_sc>p(xMn z`DgSF@a~B4t3YTT6P7^9YAe){rB4Kf(a3Pjl1Dd2XDq&@Nemfs%(}1&TD%3*hIpR3 zS4Gxl0On~m9zCGDZ0maSjIm)^dMG7Z^R(0z?R3`{SB-I(EJDd$c5Y=E6O!@gRce*;NZxzsi{M5Jb&nNF z)w#oFZi7PB(zi!tRp4pq(+phhK>iyanabe?)Q)=YYF)z8__b%1Q#zwkhkX}lkezJH zB9@2Es?cIIQuQf-{*6}!#4?;^5lC1rX`E&^Jd};xx6J{$+_#85o;UJ@MJ69hhH%%lIV#_k zS@V=$E8?t{)Iu2u@tDI-m!3q6_$ZwxVV$1_5z^B=E0gDRDEnq(-r6N!zx4W6 z&-O^X;fn9Ta}x>YAyb?U@e7c(F1A>Gk&_3`7QLf&C-U4z&uJ&H!GJ)9Mr{-7Hj2rCxA(ic~0=w7C{%$+`c7`|Y$lY>G{u)&y6PH&U zEIi6Gh{<;kXo4!N|FUkfT0C>8ae4%2>e;IBTUeE5c!nmYoe|>|tt|q|F}VnSj{Ba> zj@w1Ij<*98Z0@hAQ$PTzkUHKE-kN=N>}iN({0pWn?VHVAW|&?%L-*(w#|NlrjXL}h zj;)+cK2b|8{V;OcQpbjk1#RQf42X(l=?AASHWMB+0Q)W{?-2rq`Kt2K8$iXEVf0p$ zT2?_=9u7jUwp`e#V6(eLkwZ5b3?95vY>V|~oLTbtJ|Bk!J<)p3NrgU52J@9&%(AT16Lu{eOvyAj{_^0Lr18I$&v;K<#m5E<4AsxLPnTM~%s zjSct&c`D>#8reO$jyTB_nK4;6cGB3{u&DstI<&o{mdLry(?;1qJCTmd5K00%^42hz zT(2fRyHB86r|?g>)rm0za;Z`f2{2qyl3J!muS$J!$*P?FR`9L$18z^xMi9!cF8oCP zVl!;1;iEqxw3zRBQ`XUxm#t*DqLaegk2{P{XoL;6+uX{B*dbY#sffXwC6^}uKgzU# z8_STozkn_WwgWLy ztw7N!GLVw_|sNwrayGVT|>SD}sFraEW7gI*3UU}%zIWC3d` zikBUGB^Qk;hUIl1M~wB z1LfweME(JsoG?=Va~yuYqW`ZLaUOR*B_a?@UdOUEu$}B3b0{m8`%sp%3b|4tFum?r zig!F3Q4`M2Rwz`6*N}WR%i((?WT|8svuo4QN(>a52WD9$CdHxV8qd_4Rklrws2V6t zTI$-tc$K~RKn7YBl1>qobZlj+%1jB>yB^$%tsWAag8!O|1`LS;Q&{?>@;~}UmEC?^ z83`uF-?A%O_gMpWQkSJCo=S*z?T8_1ag7gRgj}sY_e*HFd+*7+DET3vl-T4^FC!nb zA{5-d4lauXq@I+~QW0aGaFN79CZ8Db>U~fZlMdZ=KH_%$*?bVM3j2-u03dVomJc7! zzC>YOwCb7F{|*f5J;S$X%U$RcMFkHiW%m`!@ zgI^z>#P^`ywc~u^{YF(8V&Nn3Kc3F^wvE2|;{0qcOCdhZpGfh#@eQI9T`&;V>N5md zK2Do#G-xhG4rwcUFe=)$4*%ZQ12^s=9%(`Sk+&baOYjZZ)YGyS*V9${k7GX{hH$eF9HsTkTJu7F46|`x*IvZrEZeitOLyVZM=l`4e z_DDgflfmgpaSTF?Qegcf*MZtYTo1oSyoy7rwq^@S(LP{Rp|EJ{ew;vou!J~m-#R|d zqS&%sa^2PgfcgAn+b5U|rEh*faf{pSPX5Mun^)n>yr~}JYv)otT#k8th|jK7TQ0{m z+yYW{xLv9lTBD^#1aKA!A36{nAI!TLTMFl`LT0aT)24Ps=o1AS^;lc8WgSRP#nt>^ z*Hl@$%>VAVL;fBkSJo65Khw7@``;j%-Q~h=(@eVLs)c3)LjQuma2=`!Sb0gk+zx+l zhdDX|o6K0-rSu&ZG+^E{1Iy;zO zG&%veB9b+WQ%-v<__k6yaG@=e1I)FhG%V8WK=kMQj(h504tyc0rZRs0`%E|pR^!m{ z?!=moiyWV?9hAG45vB-8x?!O`LH;DkFET0l6x!=9l6MyG{2MFKuj&{aFGzt}R$~v% zMH0D%Sz0Nwwv(`3b{ zw1oIXf-sb$8s_3kt<;Vv{wjXm&ib9*>pKSni%`6Od4;pe+p?GMMGx^Ymtb%%hh4rq97m}v zubq&2+N+Euvtu2pMV!X)(b?sRTHnhlPxmrUO>ez~hBa^ZyVE0- zLe#OT+bMnSIxp*8m5%v(efekyVkK1DK#G2?>3X&_X}8j0#0Rt$-TRfsm;5aMl*~kl zHPd!YKOQI0jvAt46IYFPFq2a~4hEip6Zrx>Q62yjVNEgmWjc35Xf8fXVadSpnQN$!UtmB%dnlFh5(y$6_Bd3O3q0 zg{h-SDlbrE)?Ld$Qr+CEt`^NmIZVq{7f@XNN}B~|b`0YV>W|iSx6*@I;^PazEBz}D zdSeIh0thC!z=oX`%d5odb`xz3@bUj>pvi{DKitFq&Bb{Y&r1l%6}-w33J>z?B^Yc^ zs2&@KFhM&ZK_g$tv;jq@Bp19bZF0Mi$1T6Mh;cQdpyWlHVCC`8I%tYR&cP_vrPSg4S_qGwYixd>KoM! z+)S!(Z)bw&F@gt4!;jlKSfFVnYJjt9?<{}y4omN3rKkd;D<-&{XNK=mR;Lhtb>*o- zY$@WRLo6O|(R%uFYmZ8|SA2^y6-~PK=-!-rTP7pXjvV$Efn6Nv9E78oIVNbxx?gW2 z<>HjgEJG}q)=Q}y4_^}!F760*2B2R`YIxP{IB%$6jgfBxHR*uCb)~f-*95A&MYOJ_ z_avHh_qXzQ$+pX*h=a8~XLp$~-TtSy>*$~ywY0y*S`{e_Oc@O!&om)?kF4ZFueYgr zL5_4b5l@`X)8N z|B{qKA5uPB{c5MwXHK?2_xyOA$G3Pk5&u47hs7fbV{n!Bg12NQjPXyeEB{MW| zFXV$w$JTsc_>sL~N3GcV!jn;5E?`!jvJDcurRHCMZVCseQkRp^bdZ_L?ub>Qb1z~~ z`uhPaEenYSG1Bl@;{bMkPTM(vEYyJ`KN>j)GgQ_U6C&*VlKK<8M%QRM@5BLAg1MB5 z)i9VGiv58)-ob+9W*zHzPj)`m91gHv;NO8_NXOZQS%ShKgQ@bSF-jp`k*^E4Q)u5g zY-~xLndtO@w47IG-gtR+)*gpEetE&Kum4SRc#J5M!z$>3M37UHp4i<8+EU#_#l0<} zAnw*o4aClZV|CU;wNX!TqU^HQ%)m`1#Ls-~1@7Ac$D_VSMY=O$%9y(KCQwM&h=!9x z$>o(cQ7>CJNws{#W)XoOvwgQD4psCMMm^Iy+@I@ao_f?g7jx3^dUsXM?3n>w(VvS) z1_<Y98Wtk$5>U<-FWX&ut3*0`msf@0}f3(N3EAPLN_$qRh=6rfeu&?b0wz)6Yp{^omu-YC_m zXss3I25?$L1W+PSA|r%#QRwF@WaXJGrodvVicspdjlIC}H-UQfu*xD#) zL7V!WA>_r_3XI#)pLnx1N;;4aRm0peE?bHKsxF&TB~Bq}(w>MKQuf+w7G82^2HqCk zZT>r}d{`yAOlqy0t-TZ5G3si@x5cV%abE;aArx9y|wyZDV7H|TNU#%|zXw!c5%HhQa zWxqQu*=bb%+I@iQRkn0FLBD7SO{lL@IXAcYuX2UR|R2up9~lGT3b25 zeEDZS*e+qr_wAeBnTe|UGA zv_w^pFm>U(=*qHjUOQ@fWmj5Xw?u*oO+&b@Mh3<^&DM0qmTTY9MWKQhP}{6dcu0U52>4qAX+fFJM2a`yje1ALNurpXVUh} zDsyWuhO(7OwN?|y@v92w|9b5k(XyEO-?D?N>{84~&{>`z?S_zAoBx%E0P*X?&DV7@ z{>l|HS88RaBgSf^!yTh0XqI}MukGvciMIrC9;PV_mX2M;=e|kQYr39{mBvs*>&c3q zKWp|g@2Z%ONuj#t?-r(y|FjtT>F_>}|KBmE-i;ks4=QQlgv;H1rkiQ^U%OA_X|Q%j z^0%$<7ZSCA!Qu%--f)-ZFo4>DK~;y8g^A6q3atb6f;OB&#oq4ne>!=w4% zzlxeZ|2d-Rhs0;IgPNO6w9+|#3Ves8y-2#CZrM#us0Gvs5xX<2&JKSf^w^K8(PJ?z z-qTADh??qva1oQw$paf=hh)VJo>t7-PR`{N%w+F^&o$wJ+rxJO>IvB3Sf~jWfUE5a z?w&?yj}|ue2H`YvE+HG@;ad)tin*@Y!zpAp)zXLn^fI1BtxP#qlyAmdsEkoDi8D?| zd=hGosZM56Q>0xT%28XR{N=t9JR4T8a<%-!ED%x+1TZy^scZYg@B9=vJ!*W;Y1l z)7;fJK%zhtJ_MCB+tnf_ihje9`ksV=&Ni$3%3 zFM*2$1FXGPUggZ2{pO+5J=>VdFSEDBt0uMlZUy&fhX+e1qC+8={?JJmy4{~3YBukI z0!g>T;R2))TocoEToM*A2pdO2d$F#^bv(^ws~IC@CSU)?(?9}jr|1_ZUJqQu)TPF3 z*Y%TW$6MVEXw?b@huU!Eg0lgWl_~o&@e=l+-y@Asb}|+eRORl)YDS{IiibdY`)LO+ zWcT|rnxNa^=LUs^uH#FU;A4U?ln^Nbc@$Y!ME7q3d`;yrpGV_gxnZWH`O~lqN4|Kg zIC_MTvr6oRCJ^oWI|umqXD#5@wVLCwK_uh;3gG}2Tv@?U*I;m86Axa3UT@>KB{?X# zz%5_q+(G0it9C>Pv#qO$FxS)PWKk?03E`pn@vZ$iH^cxgZ2 zYr6oaPCk)=OxAY37I~1Klmx8_x7{+sin0b<>Z6EPFwZ)Vyo{qY*nJ%~mYqp^>=o+B?6ap>+53Z2Yg5R`na; zLUMJ?r}wbH4lQ8jVst}BA8rNDPbG83K@M`&Sh~#x(^!HfV_5tGa|IdvGqMA}x6Zz? z)wNs~t2Or)V=6C4)U3g2xzS!Uy|g>(Aj}ZKW7JCt#Ce`;m2Znos#_(qB052dJSN%5 z*Avv5Wm7d)qF8rY#tZCJDZN=mvRtILLS?sQaSkyZ*#NRqUH=~kkp$VIKi0i%u2RXN zW5aZS13tk_7aF&!dSsrEr&+x*L*r$Ds`&Z_b_4eP*Zs3uj(q-bMg_08k(w&X;&4 zQx1Jaunx-0ju+>F)eA_$ZkZ5tlQFcK4fNkxW=J-4;1 z;v;-F5Xm+Ns|7@m@DF##`qOiya4)fA7I#d zdKsKhpjTer34i-T5pXqOJ+I=E=j*7S+Yk2IY;-#_^3aK4K=!Yo4K^-+* zkKWZ;Y#FOH*%H(iE58tVKn2>W0^YV1o!NswLj67>V~5W&&r;PiIS71=8Q~ui1nBR7 zW-uPaaW1Y$tEWkHtKi?F%CVLbr5yv3MN{1Y%w@=fZqT%#05tgCxg?)6%ArV{Dw ziJ%3xv(DlDMC`x)&F$L>1vvdm&dbp9I=kw$wB~(?xM!|Pz@ie&Q&6n@lD4Cpo(qJP z+DWkXJCcLlyG%GI(C5q6&P#bDVSN`*8sixcxLxEN%)GJ(GNL=J5W#ngfxJ$T%1O;q zimWqswQ$9 z+?V^%-?X>w_LM(JR6WG9-Kl~Um^E&8j3|ARU79!Kw4?AGykYB#1%QFhbi>4Vt>*ho z3{anLo@JbD@necO$$?$`WO8Go0PV6h#q_UWe>j84@f`)YUl#ENmqg!phkeT=(y5=Y z{xRWpaRc|@B32<8bz1GKH>tovL&QToPC;sFj(r;e!VzF;Vsyj*X-nS)j5~}C_OZ|U>V7Ch1$H`7(7p-)H)1N+5MRTGlWS?5fd zc0JgP$>hMR4iEvfFF8%Y{d3P~Ok_{INascE$m_b|{LpE;ZVM6g!g@#V8px5(7$6tl zQh0s{m~0RUHl;li3GPNLlh#+^lk?}#4AVn`8R$*>44-Q!H$jKuK~0k<#U%=^%=o6U zJ{m!=WDu;>o5-3eWd*mvq$9Qk&eruB+NGGS8Suc{EbYoBj7FO_#L8S>$xq+v1W4(H zeT)h*W~STM$Fw5-S;aMQOl~NZQL9%%nsp_dXN*lfh=tTXJk+8SY7U?XESfdOLfL1K%hlh2jlkXRhr%RL&f% zN?t|44-*TrRlDonvT7=TO8&iW(K)nIVKU1|l*b_}CwGtw#1Fg1zX*|jY@wZ;$>C5n zWlIKMu~fE;%0kvYs%pG`tZm0xvh}-15zfqX^({b3FaSG1#J@k$Y9S(^z{hZ5o~MHU zAGD3D|Gol0Om>4iQuN&|_%C1#3zCQQIH_Y(gEACfg6*dX^4yCo)l_)v*)Hk#sXU=M zFN#t2X5_r|Cgq&9$#l;RdjG-@PtulAS@%nt)q;HDUW}_JDm?h&+L{WC!-S60q!Lvc zHXtwt#q~nUE?y5)XSFV7R2_Cixtd6#@e}xU?)x#l6sgk1O`0<8BjK3>H@=`caQeiA zwd+04cv#7Xjylvh*&Hl9Es&f>{H(wc2;?QPVejoXfmV|6efjSRDuX29um<+kiVxj4 z-FfGG4Wj4g<$Ct8l;=?a81EZ`SZ;C-d&)GtTtE=^F54VLMU z%ce5KG%`W8548?|@kB_HQ1M5ZtDxmYzPFSTZOM~b=QZtS7t(dv;vXAOH$mAS*7F0t zZyL}Bak_hP_!n}PDcdXTI>INUhW*L9a61v{i5sn3vh9D~^{rtOD#=kqJ_)2BR zw#47Hv0th4T{n|a&QD{vo_noNpxDnz6ywa#k0N$i%C8d-9)`#Rx_5s;1Is9?Od)!vm-~STAaVEYI0qi2qIC` z5-OJA(OW@%_m$jj-&9#^OFqiwNV~GiSnH!}FMsQP9q@iqSb0uSmbPZa2NN8!gInAB z;PZZ;CiH*Q5b07e@P0l7&G3@ZAt|2~y-e+F%q9e~Q~HC( zQ=Y5L!RI9c?2#MwI+?LDc}Mwnk3{5)yvc5>SXKJg#$Hm=fEeu4Yo&Q<)&|%g-tEU^ zlhGT18_d&YLdE4XXAc8psWf-Op^qHoB*)Rpy^lCW?Ya*W)vUj=lbPhrNMVd?s1s&y z(k$>~jjuILMOcq+TIY;V*@mz(z8Jfh2OyKirZyga{Ev6=-R3zCnVjV9fX(1(0#>a& zBqBMc2E!5HUb^CHLeEIn7};LJH_JBa+nFvi4!7POoH{) zep`)K&C~|WPt>extfx_io@5Y`$N^ZNZVwh(sN3PYPpkX2yult7b1>|e*TLJi?Z{XS zHq4X?RS(Rlb@3(5q(*1!4WR>3^e7UD9o6>*>Pe{tb%wruUzz~_&{6ov@$>HZTOGOW zBe#ClM$_nk)~X`1%_+jXv|s{Q7U+i5lux>0IkisEph2OzOj6=(EQ-NFbtDloNIYqkwKg{j&$%32+? zLFdn(O7jE^yM;q?BBS>Pg~_gdArp|OS09G0U(0{iicGyVaL@Fl@ZOonCxys7^$t}Z zMzT69Y!@RV9{9kt8h2q2&UjwpNnGHy)?9hBmmp^^jiV*Tw~(PPK}Y*T_*gGfCF+P= z+lM@opBLXYtaKUSeLcGiKw7s?I87x@0JZOK z#K^)kvoEqep?^w|7i?unJ=$j{uCw19q5MkxoDq<*)91WQtF?|yFTvX0Q=#t!uY;-E21N%^cAec@))zLCpN-jT+|!pA)pYj$LSaxbIDcT+Ya zakLe=8@{+N5Sz)wS*qwLBvk>?rz!~y!v0XCjs$YccwP{n$rDU;+~spT1uOMB1)NK1 zuw7RaojWFASYPWxJ&izuqr!2SHD3I<*kuZ!NtS?-eWBu2TWs+wcX<<3U(S+I8L}u7 zv=kEJ<#|PVT;dl&2=AYu%9*EG#}@g|;fzMma>E%q(GS-i1}nLni5E%VVG%;Est9z} zm+kw{;P^B zd}UG0gy~?&-!Y6kA>x4;h+3|7>(=i#>&$TC`#Q#yDfpo=*?F+K+3v6lvJ4~1-_9zi zE~&%Y4L^F*T)t!o;qbQ{CO?(%vn!^K-g|xdpzTn~Mq9`y6yi4xdzO$qJIqAc5(FY*i##EvC*|u9}mCQkb;71FbKcD)wGL;CyWM~seuXjISnI@ z*w1Fv>$te70#C+n&rCB%>|Iuv_J*et>@)!zIA_pJm zV|#XwVNJJBQrG7XdSpG~k{#=KmMJr3C{=TVG)ohLK7Rh^U~(y`gq*$fmjvFxC-}T6 zimI8^{;z1cpq`HaLEz*}l|Tw5p~K13U+-9qzbvw>`NaMqT?xviz?pNA<_eH4zXmel z9|Nb1UmTgyUX9kPTKpVhIFl7a$xO{$*qFz>%}cAj&ik{n5EL zad$=T7V|M%o_G79ce<@s(+8*4n^e&TID`-M5$4Ra({i)Dq*DuKi>gnw0!}WE<2VW< z9OKGy`%P&EooTRSC_3i;6PE>3HTg5USL?u~qdXA33R~&iQ3xJ!Y!gX_d@w_Hfa-Q0En0zC` ztD!#}b;78qBT3T8jBUBd3U!PrG&p{syCkKsE-cW4`vC{EtIRQ=?APt~j6H{RAm$z_ zJb^%(dMm!Ws@f)hR@2e(yO=UUKjYqefRd36T(;=3lYA17Q81w0~FY0g@xeancKCL zGE%CKeozF_wCaKmvg;8>-%8YqfhFaFbFwP!Err06juVCPxvTE9)Gp$c;90AGyz9}v zf8j8A;Gs$TscdE2)}Mj$6rip4H%*>@BKjE_y7&!)oG1s?5p2g^Q<`CBVc`Pd_VyRk zvX|AWI8Pnoc?5&os&zy5XW6=-QLS&m$@ICIxW57uUxtXM&q@M)@x(2%I~Z@h2JstN zg-iq8x7eLo2zJs93}PfjTUj&Na?#HB2g zEsbS^!o9H%298g^%MRkF2c00(qWV&R0A*NT%Ufz#Rk~R_7-_J(z(00=fk}a(7Ll-^ zVe@;Pdk?005wb{|09njp3XZe+&4Rah8MPHBqS;s#5!M-g z0OnKNVFM6x%JK!W{Z=|_*4|&HEuUFmsa@VDISZ>rd;2GmC{0}CFy|(&2;t702bKhx zGf$G~3GHhWy(awFF+R_rG-~oTZJNfR>B3W><)gaHOxPI0OmNl)P6ScbUSebu{8xA>a7BeyS$iqq@2vBwc_5mOr%CZOQ(L2&>5IFfNA`Tg?o^-!)+L+IQKQmvAgi2LE`cf;+ zuu_sQy1~)*-HvP;npE+!Y=gNKgm&AYw7HWg+t@KpCyTDts$~qdOnjB;XUDE|HN08x zDLM@9K|O?1t-8Y7H906g;y#T&#jM&8t`m4KL_MTpjPaXMQ?r|T> zF{u)kwu>&A9*T&$GDv%{d2Ka(hhh!O6|Wy`62Ju)QubMpIn`vd`9gj}OpcI(M5IlW zg||rSvP0hxhnYj4JIrpH|2k{#`R5w2OUUWZxg4R!vt}o!-#PN=BNu;6?~s2Q#&(8L z#8YD*aq_&O8r#MfDc}P@dTtnVyV-drQa9E~q0w784P<1<#0XcI`(LJ2jOR=k74r;! z9g&R{(7_^!;J@}MsOnLvo`gTuA!=V9r2I+9O6y)gA;d*bk7$pj4OJP?G$MZo>`d$F=I{YY6n##=88XKWv0R%QMc`bbco&4&37ir|W&@($6bAt7tH0C*Z4k z@rxy(zL5^^?X^p{k@b}eJir`J6AKx;3lj1I%_0F-Yhx=&lJzT|A{b?HPyXth`}rmc zaf96V;rDao*^}?b+#j$EGG@$UkZb)o%@LqU%Qg30p?+c(Q+$Uw+``H3ca5Y2_ggkv zBs`m(_PRRFT0HtH!^;gLQrD54cBs)T7XL;$wo|H9?XNe`&Y;A;ox*GPa*l^NZ4 z%*Bok%1A`JWVsOMNuZ~NLW&`4!sl#C_Q%3jx{(b9>6*KGP|@a#4RWlLdy87Tmixg& zhi@ITT7s{Dp>w#9NAo>I21PUK@bUya)2J%V z$akV%2807nVp{Jc&sGiDgi@CXxuc0Mux0Q)XmyQTaBh|sOTYI~BFZ)L$+!L@yRvj= z>TrI8fKoKoL8n=IF?-oup_MQcHMcwK4WRP2xSim!7~ch4TX@Hpul3Lx(v6i+Dx9PE zJw|3*0b%}tyItGfLW)blF+yrX6iBi%SW)COxQ|)Ml}DipOW;1XA^D6Ly&N zXZ##C5$=mBCn9fXE8VDT)b|sK=$$^?akmVsll`+k*WGfSv;HhHBV!AZUH{GFlYXWo z^0W=NW-$t${f^aKRIE!avEzhLc)8_=k^2&yJa`n0;o$x4uZY&Js<;KSP(TL3iQMrz zmI-_A7hW4CN8Qg0Nb~!ThXC+ELe}Np?PC>&WhH=c20iF4L;qg)kE+?{O?w6aO_{c#ML916y3JM+3gK)U zkTY<>Fqb@CJw1e4nU(^wTw~oR^WfGNJ1k^cc3AWs#kF|#he~vEc$ric=B)d?7&FxM zn_WOF;J~^+H6E@`N^<`V>8z&CrS5|N9I2Y%@D*1IQPqP(DTYf|FdZDX(fjz^u;BbN z)k21DF-K8IdM)0 z>cqFL+0I&f?SM*aHoG4>!+9k{k=Z=1s>9>L zhtg9tn>)xjGpmV{UhB+7 zx=;^v5m&xx8*CL-gEFf}z1sOxfhuwmfJbj0&nPuE?~ zg3@cYVkNAay=LC1vjVQx-DR(H#H=lc*SYsn$r^w%6gLToe&YqNuw8bwT)(rN3uy!#wlM2w=+I?6(1p#`v51&gIU6LMv`YW} zKa~Z3P#bme9(HpTgg7cvTFSB2Q8czE>`VHm0h3O0)~omSmO49kU!}7k9OoXXH);cV z0OG6_^S#D|gd8bJO9lQOYbeJt4k3@C41o7784OQ(RC)P6g8Yxx(t#|cmbGMo&{%bY zSE-C=*$PETeh;e!`(2EbzT|F60$B`qyU{T_NvJs2(@xenNyhfjjMgt8b>=MrIJL2k zR>*od=Fz<4ElN?22I|yv4SbFddY?Fmrax<;xt!}&X^jenvs&j-;OJK6^aZlU`v_l* z(=+JdUZHW&*QkZePxa8^RYt^ZEEC^AWwc1GzyGHu=6Ua&?S+)BgY)Ln8v1dzs3z`8 z6!18#u3R-6&--e)$|w*lbt!fpEPhQ6X5IAz`0GSQl)o*2^j0*is5yo5EOpM%K?l*e zI6|PR;a@#32Z2y7?@|xyKUB;f-+88j663j|&pck}TS|A{+yBy*%5j{?W?fq<`m;uW zxYPxI2sXRZvc}_;<8GS{E)jQU{2{LULNsdc&p6vMyv=&6|D|2~ZNLQ`)q9Q6XbUiM zRE&ILMgPFil_M%Qoau!efUpuyn;~XuWc+xzTNivLrO)PNJngy?0(~tG!#eu;>-rd)J1!Hxs zK_aFNc+J!bt*)5P6N-qm5)wLoAt)?u8ls|5!O*-~X1b*=Z7_7zyXQjs(N+Y>vO#-m zpIdb`bB177CxitJ?^PAnC)K#kbh_2ox;{NK)d=4*9G}PBK8xjZQN5+BrVbxe_bZ>Yv-9HCl!L9((vj zk7GDW_SN~56r7oikjH>SB2Os!+N_4)0!>P9p}2!#bbStjsoVpQF0j{gBY1q?#Q%r( zeS&8vhx2sSO@V@UCCedCTN*wZX#MmK?Wa#wjZp=#;b9D6gE@!jo(?H^01dlrbitFo zT0EO6)%o@;3H+NQT?-F%iE*ydtxy1Ts=`m(7AN)3n_lJT=v4cBt4C%~o+}}yZ2X&q zBP|8kCWPa{U#EW)F-i%9uhd>_llcPl$GTG;Cy&0%C;9~raBUXyu#v0O6Vi7i*UZ)| z;Dzook=ZoppdJo@*n=ulyn4_51M{(fg9^C}e``KLpbu}rXl485aC)-a{wEFx4jIXk znl@axSkw<(6+Eh{oEcBOn1kdwUwn#wefPuXH8c3PrS~3VVxs<!}nJ zuJ>l$={GZ-{IUM^M5)U>%zuK)8Sc+059W_vZ|p1<1qtc{5XZUYOk=#ssh8TY^;nG} zWNw#QHx-{xA~vzG;jwa26zTWw?79Q9ZSF>h?Y|i*)rYp>5FOiX5{gD=0i_;vwHcJ` z>*Nhdy=0(Ep3mabG!?F;g}|qmFi8bqLvR@P7ul!F|U2R z2aMa|XkB5;NRsoN&ZPFs?!YZ57=pMn?&BPkl=okVB^9@FGb&e^A6(G_kLcj3Lp zkg%p5m>s}a5S}dCd>?10_dy(Fzo5u`p`afB8?*?+oq03X4E^>o0eYK(_C3<0{(||P zM&$vArV!4s0w1&t?ViQ5&$xd~VMK4G5}8FJ_!0s*Mwu8^uX_Y~)BaoW`G&}>++g#* z+Y3pKugB2W9~QOB4FAC5$+Ydr{)ZVSl4*uCQLVH-t= z%?{@aeUq!;$s$#gaz1jPg(+>atIng&^=I0Ul50nAEd7iT$*jg>JLkUZRo2VWs03vI zTy-rIbHbUu)<97^;9YLY4WKq`pYeNoqmDa)JTpByB`+;$r#cgt50nIV-?9>eiv4h5hiEWYQSQ_<6kTRLK4GceaLS+ zDPMuCK92}(hIOx)HvXD3%ZS(oat(7{>%=Cw99ErybrGfS$^WF2gxrTqW0@bnA2H~& zD-6Vuda&NlPF$Z%jn~dwHMo?oukg~ zBh z^igBJf7Z|J);i`P;aFr59&MPY_9s`l40x~>jbd7?on5&yQmQmBz)SM+(wn)-F;bF# zHMt^5!fBeMtQEn3MVXw@&ER7B2>}QRjoqTUllo$w{pP@Tg;;pqTumADw(PlxSyI&W zdgS-@1U{v4e+8?CBj2jY z&E6VzXTeumu8X$M(0yPy&jCHQj{leX2J{f(hj6bxN!0#fmKT$c(q`UL~l4 z9ao_;0=K=aJF)*cZ8}WYYu7R2J?2CjA|4GZpFs{Tj_~@L57OkMqTtt%A=Ky6t+55a zc<>P=%%)+z%D7(7#)$GM0b*=aLr2~r5pGnd2>Sw*1}N-}B`hjMABOxapJmRS7+6N1iTTBb3bL8wFC`APhx)hsa61Lc z27aTYTpBxj{3qe}lz>gF5=p$}0RbkA5L%!Tmx|gJK#-i#x89yBJlZKC`)f9Sx?{rH zq7on^*Cl#ZXz7qivmuwQr@k9NwQV|pD^&2&2{-}jE3|e|x`wmzKg&$`(pdj8#~e15 zGSjH|CGWE4cSM%hgW4=FZ{YU+xB6b>Ns@%&EUmF zqi(wVr20#i!r5(;EG?-8%=lKl|MDJn&z?YzV}&z@w?v^XWkIP#kr0l~2@kU{J1BP{ zgkyR{@{tX&@vbg}1lx@nguHSr;nT61RFGiaZEg2&(N=J31EFfo?us{41bG+x%O@_dC=5KXnw)VaV>ZSE zywemxPf$owsNG)6Tup^ZbqW6Hrg0oRUnt|`n3uvhsvKWL8F^BDz_N7LeQ#x?HZE#- zNoY8BlsGpted}drEy(ODxF5QRUot>>@t;g33DZ-S?xZiNQ=gd2BqW7YV1x}AJC7W= zN;_Cn*9Ez5!nY2vG(2;pz7$~QbbZ24iSJ?j1rhYJpwQEGe2IJrqL9+ECrsy=9beo+ z^Qs!NORb;AH@u!=S{0jmu4siRkj?9K#njdPR;}wH@^IP|ei?zB)8X{uebQ0s?z#I~ ztLmU>z-Vwk?P<8qe=_Z!2YOT8-&1)Rqli<6aN;mY3}DcpEEb=MjZfO0cJD{LQ`V7u zMyQ)^Wo);DLnfF)W?Y&XYnmb(XL)(VgY-t`b5O8;;ghR>{Wr;ru~5FYxj9bgwEO|% zSuYEtC!1>o;0ZQ_VYk|YF^*{N*}HY#loJ!WQrlXcC;9fWm(g%mj)3D776O{#IBIe? zT3T^+GBprd#lihiI&K;8T#$UxE+SUW=%r}AFBsAZa}Dp5ni768Xpil#JedRpeU z9y6QGX@|>#)niyXiRCU5-f70A34KqMNd3F;Z2Hq_d0JyRyOSEkCr1cNwfIV&Pku$% zXnmeZfvWV9$zlbx#H+;28w0SUVx1os&4oa|I9UbOwK%F#HjjP7V{j~K=}-P~CfldK z%^?K-b}Hq-FBOtiG(Q0@jg_}N_ir0mo`+KyJ73Z@c}n84Q`cAm=C`W3Aol>_-o4$_WLi%nBkrf(u{8d;V2&k2>iJf-9 zJK1d5I38nV>+uTBG3+N;)-m_i3{i0cBrs}Jm7^XrA!$_>3Prb=ala6-;^2e<#J`Z9YuFEPPqz`zT9h@X zB}sdO*G;m_65O6LVtxxsVQh5zYAz5I-R-|bv@r;a2m3}cB$~KtM(~b!RPg0jlT-&0J=PW< zE@fFRSzUWw)yGsd5bu7{4Gd**o~&wI^0udIEcbUA3M9kliAjTK2uc;j0F9&lz{Soi%2A8_di59glB-O?ry)G6*+ybH*o4jp z{MX-K>s7_FT3bonVi0wcwk1j8J3KEC^ZcBobvsttkEH74`{n|7p}n0W03!A^l17NG zlMN{jBGX;7Z(uinnqosdyIX{fwBL5N(CxL&X+*0M+A^p^mB`}guje9joI1Gyfnd~r zN6u6J7ZG7e_(G^>+EHrPcQ!?HsmFbST;SQQsiZZc+nuVNs|;Y&dz6@C65A{%m%Bux zJ4L~xb8XWJn?W_;iFLKmAE=zOLWP^II{ViceyfX-N{l&16vlY|(91kLlQ{eab8l$! z1E5OGTzVd*^~R|O$hN`*f}}b{sa}Hm>{zMmMQIfxq_2GJR4+HxiN2*G1COll5#Xm# zW4OHrvRuy0o`m?QS^q#BP(`xMXsvo&1Zx0#5Nld-m*5zn8CIPF5 zCw}u;?W5RnZVOFP^uD%0Y zQA0+Ie6B+MGm-+e&dCXeH~%{jxN&j+O6g$@fe=m%4|8hFP|ZafhY}|!AzDFCX z%jT)M*5xE9sTc|>B!-eVPEI64HroQe<|OcXc5WbP!Uyl^qpMU`%K@mDt)mF)1NtAq5gHWJ8v!{b^{Y1A%&tk#NOK(T zhMKWohYcMEe6%uyE2$p&gn1TS)=Pm1ClebObxH8fl}+DyosIj;h2jgn^Qv5HZz=l| zyImUbm9`b+m#0%CBFEjz7VBcExD}iUOmt<_d-}l<%P-RRoq$YwY@lA;{iz3{)d51m z4cK2(5K$AW?gc=J!VSaU*2!0ySRx^$(>rt|b%{3FW5A>AKUavNk;bnU){u2Bxc;!=3fF4LlnhEOXEXzCs~`qARE zoeiih%XSn_V1_KkKOlJLvN#PsC4db)58=@xl1A_6E2ma#abv-V)n+sEnWH-$k@@yEIJuFuW-5RCf&GS{yJPOb&e6Tj4x` zrf7CJY9ZWv+H4@WzUvV3?K$-FqSZYl(2rB$Ikg^Nr`KW6_ipI}phmh!9~0VUp_y+* zEU5;t0PaIp45IOhgLg|;0>(Yv$3~W9t=20%ihI}>slmP5{*&Wz!R_YJ@1dhiPxM4# zdCdB#VBV|0jF9MvC)nW7HG{!0=eBL%v;6f&=2j2z!XRK;d2g83YZ?AqxN`td^`%SV zGH6|ljh%b^m$VvxV5u}V%xh=6oR=VcX{N2aTW$YYYzd$qARGPHuHiK3M?Cc2+}uEZc0_%g=Z+ek*rFK{05#(`f0AW9vld>{YQ2{@;tTf@&$RTtD4&68El-V@dbPBlS7zHo|cWKj%3}5{UQ%Lp803@(NC>y6M89OkArj zY&_e{@gjb5;lM1h5QyhpvDFB;QB$(~@ranPNUx3LA0F@_zxW@~Tz?>4S$wvz%_pVD z*j9Iull&E{W z#7#^xYhe%q^`8v#F=_Xg09fyftyCIOQ?X7husMHjyLV&!+(wf1q#1 zvVIv-hLa7DSTO5Rv|EJZ9fvMM5_Hg+_=9q}C*&obOE%kL&!0lkfx5k_;;^z*>Da#u zqSi@i(!xoWbL_euJo}-lzP2zHD9W1E#%X-$c1xJPtX-;$ckei_6`~$(Z;y!_kM=bEwf}tu zCB$*lL(n+i@?Mq}fi7rRG3N$y4bCh)hUAXso$~kP>jN}+6|?U%^{}sIBUJ?CN~Y8q zsKflZX<25hw?aqA7g% z{uV73@YP2HxV`w=fK>s{&j?-RWU5@bevZ<1IWD>(E}6KVKI{m_i3X2~WlxFSD_3Hq z*NsB7$z_`yV)JFL^(Vrclbho4dJ@3Z)ur=aUOJIuf^wUzCG%3>@!%d8%(K5775aY{ zu3;i;@x*yq7_%GUsrF^O01||jP{=fuDv>L}jKGGevn3qXlRXM{X0%a>V6mb%;@v_l zQBc!B`wJ1K%yc})vb(j4T*n?;nS4nPP@@+#5)o_6Oufw7{E8uq#4}X_hNa0gnKshH zoxrq{0*#d2S7Lsk6IP{qlN`aRe}?uk7s!^EF`8bETh}K_e`}m@2Va&wDt8YseS<>Q z<84j*DwM-|trP*{+Ty~Ajh(C7Hber<(S!frH`l*AjVtec#?KAZtKCHvL3sU$nca&# zBiaLr*Z1m#cKyTrc%ppZY6F2Nh&VmU{|6NQPk)m{3kVJo)=ZPX}g)CwGwG_*wJw2d^g%&0TqpNbzxm@NNT%3KzJ$93&FGX{8Us^e4Wg3j0^L$o z{=#q7E=ppXSwe&Qnpw$#O!c^;-`4J{J|lTp_JlZg8fu`&ECk|$gR7HzIL9gx)lf-~ z4H{oe*WNj}Z)G{i>P6$bL6SygkaifOFkEg&X3koJG7$)smOT*R`>m2nid}TyGBF)I zJBOx6nai?NGv@CUeWqwuTj;E)HN5TkMkrb)P)m1G;8O+Ue8qW=Uafm!78_6^cs20R z+Vy@;&B!xA2HPwn5MqD0Fv2|rki0j7%eD)2>{{tn#^TSpNSc*)tll|zf^C{!1R2?q zN5X6P<$4Fpo~uUR%KydtO^M=kq}qfIs9!m{fo`Zg5QtlNd?3NxH*Fr9r7-QhUPW4e z{ZaqN!7p2F#XEaW4Z3+ZP-tjVoiab>Hi~h&Dr7>=Vbp&XcZdbGT#Pd;PL@>lvBS1| z>gipmI`i!B5M)dH>8Fi?pl3S@AOghT>wTG03TG=jHswr805lXs`WmgEaJT;5X8XP- zWl>Zdm22%+*q@R4@^s=^r(erUcOh26`ico&{=$a`Ow1);Q2j`M(qpxnOGE^A$49`; zigI3nHIG}BI%cTzvf1lQq=A+U@?2_wFxR7>ZlE?{#yem;c&9#=b+bdM^HRG_#7fYZ zS*3RrZfR|+2B>FGn+MMg;JE=F=Y*lDAaGqWvKx_KfRs-LKkE0?X_-qOVPJ*FQvq|H z@S(DL4FSTl`5P!z9ML^U#-~jW#pF*_Qv1yTlJQi;a_*wLeJsdtKsajF+K)>ilEhG4w=uFZyk%AUR@;sr9tg-lfCK#-VMu^`Zk>-auIBss)5on9xv+`KQ~Hb% zM*Xcts+fR1ofg%zM3vs&NDd911GxfJJ5+*X%~lGvW!79IQKB??liJ8Y-R`DyIiBqHU>-U0%6o!6tX!A0J3 zFXgi7feJ>a);~+&p>Vs#rdUR_FmL!vK4WMe35epL3N=?7g^rQ`I)ovD5`~a)1TGAJ zQ(4$wHVPr?)_2!WBDB~w>luuGNmm&>BGxP~#RM2(P#k7By!MQiILh5dbdKuDM&GmT z4hByh9C%$2ysj_;F~rj6^}v}OX`>h2kymu%h*h)0QmE{w)t@JBeCWaPaeyxw&=q)p zj;gdh=G&t4sE+{sdF3Zn!UChQF52jgmgPl>bT;*FBP)lB8Fj%3d$dPN~+AkqP<@~;; z9#<)llV@OBgj57~9@})AL-yoR99}DywHzMK98vAYzDRek@;ps5cMUqwHd4F8_|Bp; z?hV)3w0iY*OS;~GWD*YnaHJT&#SC3)0xB`FMQFTt8&hXUar#PcDR=$0R%uZja_-lh zxQn$S)b$)H5|TvSGqIT`Q+i2Ui6w0B&FZ#8DjOCe9h4}i8FB!4@%dIuMwtXcmCA{U z<~?nDL;sdRY(2M%P!8qg`4T$!X_Ah`;FhIfF-hdhj)0eJvWs$i`(ltrj3-rAG&WyA z+u@Xu%}?hDc4hZdk3dt!ZJAr${28IqCsWd#@u+KmDv|_~!{aUPXr>>!XibDaQ*5TO z z*%{I!OeHAsZD>7)2`LZE(tS;C)s+5i{qT} zoQTc#DTwZDsxZ3xc{z+HN^#ZMfT3EE>8lK66DzzQ7%TTv?oKzSI9EC*2O2M9IY4zqCfFRg|E$e z$GYQxCZz^FAumOB&X9s!)hs2&E{ctb@CJGGNFw!#+GO;r0rf&7F%+J605P?cjjKeW>&V zpbZHcp}W`PyDPZ-NDhh(k-WOi%Wmt!POfRVGgkwsfA|Cet=lI^^2q$MJhnNv!KWR{ zSPmtmjr+iQ`5uES|Dur{RLS|H(Lo#4brrEoi1-9k!P9ua5+0zp>@;>FAd>Nwgyk+7 z&q1sJRUn^$|5X8x*l?Mh=o-(6c@5JI5(hF~^W=tSfU)ax%G;>W%f+j|xaLI^cfi35 zmbWV>p1$vS87oRwu{yKau}P9Q6(jY@kJP!6nR3(k;@%-p0e~@Za{S+EP<fK>~r45E#sc(`^%(M6{! z%eE;uw#@OkdP0I8mNO33Qv=sOPn?9!WvBHtvWWS!Sg7k^q-#P5m&_taqsDK71E7hS@H@EWcD+XQ4u9kzuTYnlqlj4 zV(HQU%cutorllmd_I%*hA_5XVGrb^3D5; z^`N-A>g-Xe_W#(@68;XoQ_Y%AG1R@UJN!aL99Fjm0Us1M6LaW;K4kH*BfzVvmcZYUBp=?Z! zO@h(#-0QY@a9pitMLsa@?gb=%Qvw9HOeat0>XIaYQ zkhB^#Oec@aC54&Be8UMAENs4IBe29oL|DRf4E9>$>ypNH-mWIu90=E@P>HUwUZ)8{ zK|fg&+|pp?NxBG;ZRsV~0;hXdgfkGZEwhWBTQyKy;0`mE*5VwnPM8cn3=HQ8AJ~Ao zm|Mk(F_CC}a+6-#il)d&1^|g49nRckU0XyqU}DrPRK!kMYnG1f0Pt%0a&O|L%wh_H zH39g4)`mstBBH#b5%GdSC_;SvKO2H9yz~FJcnj;67J4zVxY))8VjgxkLR13eJ>r3@!xHL6Sg%}#`J#n6u~T1TA1|_T>XdXGR@M>`isbGSDvUg$GnXx zVSWqqy{zbVk@lkb+PGcr&JKT11P1hIgpda)H8d3w#4sXOI`qfrgGTGztGe622I!0+ z@kr>VHKyb4TuzRKE@;{azN_dA0VQ%=ImP2h(;8=YN?FWh1!^wf1Y1=X9de;KKFzMb z4Fn*!8`4CowzO_B1d)`pJiH&`q@KgawF$U0z%_v7O7#e}np{tJH{r7(l2~LcH+sImYtbdoWgVk7 z*d_Ccnb%g(B@Rc4r`rroE-+t5Xf~5=1jwCBa9ts8@b&UjGrv3cEw*36ka`8N;w_J%3io^k z*UiO08Z%vjv9~u|cj++wWms1FEDG(A(=&9Ed>;4(^n7jnK9;?>>~S1=RE=;tKM0pK z8P`8GP-J#E%%~9lX;;n!c>ts+1|B8C|9)DB()o00xFPSqBt}d?APV_)Tfs=@-UwRz zTk_oCYm3brS&-Ur_6Rg;Xi3@8!(s0OKP&mjIB1N<)ScIm;cJlr%0qP4M&cSNLAQ&# zMuYOqS#h~rVR+3r5b}(N3>H&mIpRQ&wUvi6D#jjFiq}=NzDS}wv8J$732;_Klw1pK zXyOcQ_Kw(c>0t#-qg;AxllV6`{HiW2r#Pg)E)L$#$H(fyhJMmRLwPa@vD!R)-YUnuHhmW&~ppA|?WENNB7%izWtRVo`+t-WZ>Sksjb1r$2yf!T~N@th_yAj0MA@RQ3lm2csi zO?}OBQ`HCyX|(d+Vv!Hr2~;PO#_X=dvQ%RUl61&B?msZ|L=fCA_!({G(&DksAdA$a z8AmJBK;0w3UJFiww0ogg#5zo(^gmA>>0dEN^S48z;YW*NnyyV)&&V3a6kd1SbDu$> zL_vM_XDswz9X=|vORoON7K0U81Jf|iqic?2LRSV%>eZgj7b;v&$@(!-GcE%zUrnRG zPsae9fLnlLJ5@e?#d;fwtM#hlK+|1LGMn$kWT@Lem=igc_hTr7mkZ_Og6Z4HZ|9^N zv?G7*FMR**ZtXm<#a~H?`b4W!Pauoc3V^o7(t;X}I6t#pn`xx&FhOc?D$sklYPG&ZYix!+*&aIiQ(@CxIp3W$6(h?9-A_1LgQQ^A^>0=h|!|d8iB`l($A!Dz1KnEKN3G+?8(ucgH zK_FVovzBP}H)$%g^d`d1{~H1~4Mtv$V)a1Rz_*I1`A{HGC-*g0sqz;ssNM%l?*5l~ z+8LHV(6DD{U}|8W<)iTf9={JGu@s*B6;=xrmW$}C)u5R%CX&R8TFzv&=<_h)_CV2FW8C9_o(T@YEHcLE&A~Nj`DdjyaM|k~zT@&I{bg%- zIB#(*%R}bWKu{&F{X}CR13@*m|I_-0dVgJ#;SW*FBPmP(=}V4*djZPK(KVE6ycLMw zN3TUio(j7^t^z;(I9fTG8-(yi7mD5Aj`pt9%9hbOwx{!l2PtuD8S`-v?e3yv2`v6* z)|ndUX(lE};3@G^bF@soVghH~*U8vzMULU;R1STn5<>J9G^soLlI*Tzp0>9_rxk_Q z&ST+{(g@bA=MoSou{vl! z&zsGu`S?__mGB~p6q{FnbJ1`Z#`G0_E$e1k0)3pbbT>@4*CsfwsF6<`^#=V=?6 zMzYxEk-BP#_isEf$O&;wScS_YXH4iw^7L`OR1vs-JS@9L+GbLpvOxbwp1@XeuG?vj z$n$)s?C|H@E}5E?U!@e#JO&o~do1&@&+t#!RDGET-Mu_rqu)uk`_u7&9n0sbmD&zc zzY4&N!t^1k^AT@A-euGN(x#Qgk^KB}o3{xz5+G4qk?2~t0?c2nTzu`Mp9z`UA+oGxfcUKGL|8t;3V zk3U{?7XL0~shzqwOiqyNvO1H0-~0gUV0Aw-r&W`i~7(A)^h(5v+cf<^(dR;lkpWk%xxr%r&6X(l1b9bTht zX_MNz&AzK$7pcP_6NNt3eLX_EO|>S*N{yyc%{gE`pL0d$WFH;0b|E{?jHzNT9MOSS zFd~gJ{V3qgSGv~Avd4-ya%U>EaJ@yzfTM*um( z-4q-47{2kA8=-v5&tutA(P9F2HwwaF`WcrVLZ6gTrtd60uO3>EAtJ0r-;rx z!-#5Y&T`iB@oylM6w_$|v315FlXNAWFqkv|OF+sy!*cC+dk$}UlC2l2<;+_(!NO-Q z2CAZGb$oz-P8EuCSieyUP%6s_#h{eG50*7b+j-jWVueX4Xk|T#=y6zslm#!v5fvy|Ch%fW zv{lUhn`S0M1i4P87q~FgpOD0v#RKjMhL^Ov2G2yS_O++#;z>$ompN`8(+0t>B<4T! z5Hp8#)wklS<*eCCm5H#He?{Hbv~jmwI#cMFn@-w746@?1c2yRh>y8Z=ye7y9W-{WW zNWj6sCQSo2 zyZtury_(%|t#j~g{_K~9;a_bME%V;ZPd>dlbTn?vlr_y~#SdT2O{h$kQweA3c{{Q-{^ zKMN>@WChwVBzosRUtRD_>Z5s0B<~wn?0;tZz}s}Z!#QLp4bWJ{@c0XP?97QLr1M`e zbBrfb%A9&hh)hLKt@-GgN#&sudutPL)3zFS0;>PnA?(A!KjCkqG!pGdC$j0#Z28&i z5X5mk3KHfJKaUZMSOQwr(q*I*6=Q4Qprm%XJ=0(+mib=Y9(4w{jRB z*wVIMd0nzLd3B(`o*{nbA;?wrD&>7owuqLzc^k}lJrZX|2Bp%1Kt9SH4&W$(^0naQ zp|2{8A$OdxnA0HzU~k3vgqGlj{9gEt`vzj5H#yZ}cLEGbX<^QrsvK3*u;mT7q92(z zp^{5U_)?g@JV;Vp)#k*o%abW8re(wB8j-GC0H{3u0Dbg(LekhC6f0n~O{r3yI>Dhc$LAD_u<8c}563bDL>k z0kF1rk0h&9)elqI0Kc-rE5OoXSlC#coOg^{E9gW4-cDS28A8#BXc z4PZMYj&nz#CgQHjXw}2|8aDJCXx~A`(};IU@u_gvHvkp7-!;~yN=&hD;otRsc{y2% z22k$KH2UGyL+`fOo6PG=S(%Y8`bXn5C7xfS=!93sFB2w+3;fHyc7<|Qd*%ZV=Fw+#0T%e)Xz@4pGA9Eebf?oV#h;FqR;E^y$q@@w`nM>w zB`Q(sd4jk^jfbbu+Xh08G-O zPp6G3D&MTp-%;;(f)8p8QZd;+jG-EMjidbau} z>$wLE-V*ot6(5v~Qkrkxu2g?*oqCP@P}*{`%HNZh4s?|ZZx@ZwC!92w4FTz-Ntr+$ z8N?k?@1#6)k;(y2wUt&0ft#%PmX^iM(Fns8>2%!ffr?^=B|Sp1krk%t$+T$AxL42T zQ%&qH%04-_>jYdsDA=+qcwmV_M|Aw6n zF4<0nxYLlbsmOi_{QmeAOAMdpz1sQ;_xO&LL8FjD#1Oiw9$NSK$lFjGLNh*`j5CvB z-rHMgA^OOulfHqv`o^e1=St#Grzge6qRuE84^^JVKIpe}hRD-8c z`qWx2krC0AvBs!P8#!?}OL>sDg3lRlqrQl;4s2#?|EC4l8PErxQp$%^5nuuIT9KUX zd;a4QO!^v4r3FP*?oH?i!i_X}p>u2x%j0Dbr^0@LjLQ^z?hnxg0e1XChCjMl6nh|7 ztjgpfUylD*0%?MHXe0o*<|c^O(JHd48#U!{GRMC;Vpfq!Wndl*wINNr8F2u?l$dLp zgpMd#6J=0Ab?UOLurZ6q_~fRN@=t_H!2K_ zWk+tohr#xi1TQj@6}ZZWVJYA#T*pVg-$~b>(zyq|rb_cMICQWKgzO{Qwb7q712;MW z+DpqR>a=Y&gXa#ln;tnv>ou;e&>;wiy2YNpz$2TVZ*p7|rSY{36>aA|JQdcOgg)F_ z8PGQ}Gtfn@+Pt^AjPrsap5nW$-sf7e_`)3Mxr@clW(dy?-lAN}aSpx&1y*~P2fo-9 zTR&(9zaYS!mjG~1KT-|CpFFL z(GENg80tQ8z)s8iZn63A;KO$$JLQ2*xIkHMz7&;IWSE@`%>Eu^QM=+C`#Lzq?39xMK1JEoG{Wv~Yd=DI@Y+xGl&!Gi#gB(Y2KACJ>?rzv;5= zx?ptgaWNxbP%((s*_Ru{QJ+^(5KJIS?L)eW2s;kkWeQF+*Foow8LdgvU%_=oA+}l; z4H3YXkIGhXY$OEHzf$sJG34hQp_6cwe(1zde)zuz`~T`Mi{*~{J2d4GVoX&p$F^`U zsJ1I-ferGnd2sNHI+g6IEzU#0(UJxaC9fTcHa9-^)_yROo*R~^$T1X)^_{+u6(KR zrY+`HyG>?8abpp*Ri``8zm`?_7zNOEvS_fhOS7q02e2D9lA+)M4O-M+c9K?4<-!|E z;q{O#+0&Viua(zNbhF+$Y@$!9xnNd>k~+=_F(dByfDjw-x1a>h<(zsO0a33Nob{DK z7<{Og-0-JTI6SLni$5CAE?%hIo?h?Om2v^DVBtvZ908R*Uff;U+$ouhm5&fOzev4I!9L39siICJ|D?cAHM1Mh1sF>%&ImMG+n zl!HW~yx$s%&KuKK(os_@9<|m;iLZUm0(GnX*!Ce#N1N?$Y~OEa-xGdxT#N40Na;hP zDnfTV(gTSUTXt9qk)Xd~6GlFXOrXAV7z&;YLg7jh>)+gC=vW4riOfTFS*HRcc=AQa z%QX=_y8)EtOFt}eYD<}0+EECJK`=L4ieT79pqvT7Jgppm2AyyO-e5Hq)!^*c>h+Va0njQa$Z@CT3ff-48_)xo2-F{YOSH z7;h$C49fpYqXA20y*-)EOkir0AsT_XIK8BzMxyoq`e1vl(@Xg`Np8LQudG>An$r|0 zJ0Dl->SR|MAh}v@B67uJL93;A4~!jMkdPQbMfn6Nc*f;VjF2)76c^_MlMMd}0(+J= zL+8=3H5OV7CCP|YXoUE!h`IiWhD|c=p8HtJw}RfS=&+~_{(Y*!`M@i3YWql)x{f16gL0=ZPrWP$-9mRQg9Aq9X7}k zuecnWWrQ@A5z3L$e>&Em+AjGp*2C{*W|WP(sB%vy+Kyr&admFfJX**`sBUv*waJhcn_GgK8tU|A~sSfpenYVW&T9`*3`c z^G@$~FDV7W{xi?fay6T?)_&ySvrzJOvB_DOW(ja9=`zbY%BttR0=#MFS9G3$rFbA;Nz zThEPn0{X9>mY@n#jdhe=+y4uMn=U!^%2E=b3{y7OVs;dV?gmdwcvjTZ$$E@j>-GR6 zg&Ns4H)zSrgb*u{e=ChJ$V#Kq2rXupKik#ZLaeMXBC553O&l?rId}%p3ymiI zAD6tS^BuGUjcl$}dxJG|;j+j}6X^u=ak&dUjy++rdWBulFO4WSa76k0F-3r`{(?E{H1No9=itcMfJSEJ?rh;hVa>P_lZO|i- zWC{q;Rp}58-9zr$NI#n|?3M>uU}?jug52~bR2$8GW$Je!FzT(3KunK?TQvmB(xd{1 z94qk((mg{TY7p8^t5S4+_0YQ%%ZWo%ak_%xFhx+`irR2nQ1msFv5*gyxN? zWq&Y?{dA7w2;<+3>^{&xjn0k1CV*8lI^1o7NfzKZ(rw7HmKYd19_sQvYb^C|{!C(p zTDr-K6_M;o1(GJ-B$bg=yaXk;S7t_1+`k_QY~n$%z5`^KF8HNznJ%FV-VSXPL1Y|Sdtg;~8`efP$gie` zN#0IBOssTKN9j#!kZ}r?^lO#5g<70t7nz3WjtGV*#-Ge`E{VUHLt->?mnedi$%IFu zMsgvk>0<_y9zg|?9Z5yp1TiVGI!R&P6!;Pqfs{B$)nBa*9zov&%IbXU|=D+deKhGM=m;VM_hD;qkG&s|kn82g?5d z9RvSpVO>pkAqnny!|jxXZZ4?M(*IzYrGz#Gn)xPlK;IP*3PrVzY`6L1as3%5<&M|2 zopH+P!p~dIi|M#K_08ArIP*_EYR^3CuM$troC{^Rh;U-JyC`QR`Q7+-_P@FH{@^oma*&Pdgze#XU!I%@s7GPZ0Sb#{Cp` z-fY{03l-s_rm}J9AJjIWp7C&!lMHc}X=r2WL>R8okr2+5MD_WSbSI*U%sD(s4yv(A z_4yr41iu3WVqp-185|kcT_nWPYrhd=y8X-=iB5srg$L8z#ZPVLy z{G}oT*co-j@irXyL=A>blAatKR`E1HQ=L!rdr$?$yniUNh~?+lV(qFg;wGY*dajT`&SnXDtJ-kHz0NuaopDn~-}G4YHZF13{J!WMuouTct`gNNh3RfEcqJ zO>ZJPPn$*cd50<~5vdK(sK~-<^F|Mjeio-UvbMFI-37!@$xrRC(xUigByhl&K3lH6 zTP%wH)yo7`!%P`6y9ALj+Wj+Iu)ove2B`AcWHSC4CuDVCd+(WYG%LT_cPJ$}qA@8d zEY39ZSdtTo{A)PyUVH%+!{*OuUM^Tv3Z-pUCIwzWq75yyHI1`dwU?hq%;FoAS{O#e zjvL`K`>2bL_QN>yp4@j)YFHQA@Qwu6?qwD7@MMLx0!Hw19=IcUWKkDShg}~ZC-~UV za)n$AX_rJQo{@}UfB;TbSI{I)(^0ndt-;tm^iK(Z6ns9{*SgT0T8vH z0{!ryId}?O+`xUOok{NJ^X^0Rl0&9NorS__{^p~5*KE9mAKNKS6VY5#@c5OgdyM1R zDQ)UVCK#%jK0s{ilYJjtD0lcCi%}x8%anjURi>D2-qMbP36;{R{`93Ka#l~@gm9E+ zFBjjTrunZ{vzO<}6c(;+O7Z_+|;`-wK0X|PC!^gY=fG>4J~Behx3KGattiY=ff z(f5V#n%m7#S()0|RXut1%LxiD0L{Tj{A%_jLX~OFnmB0S zzm$~{`*6f{ija@M%+lYZiVYzV>Wee74 z;EOEmVxiIz#Bm~C`=Aa9AzN4AJ)~L&(hT&kxkfⓈBGxrMi~@7NV_tEKk`n^9z!e zyyBgHfS76%wEJs?(q$bvQd_6w1B&l_Ff0#_C2;XCj`$qBzvdnBEgvw%;VOz$*16$# zDRPnz2?+|dyZvq@Q||hmXL5kIJ0`N)G=@kQbGoXp%n6x)8IskW?isB`W+QsM6xjks z0eX}mRgz{#8Y*(bv-^#!ht2{MQB6r_EL>z52^+cyD_c>epA>(pGhr|R6E-N;z=Fl& z(Y|-|O9ON>Lu@^4oo}5~(&(V4zk+pRZbPeUh%|e%bjylhkn#1=2L|=o8s&E)+VXKf zO-J=26S-C~$wV=pC*>4U+?o{kRzOl~@o!cVUPT zW*!X*1n*c>G0TqS!;uLn=R^_Al%z#uFHvyPT4`eGn{zcG(U!v@bia`P_r<>JG~1%I z?=nGtM3t{W;Ou&pe4f4a6wF>RK0$A&1p0f?r1~;?*U8a8-r28`9aC-~A@>3%Z?fX- z+>zk$OiF**26i13l2sYX{}qfUJ=!WmE>7`6jMki?)nfx8aVLWe={A1^*m-<7@e`Pm zEErAS)Sa{DuDEzr5>t<<8b4uzEgy>^MX6?C&%kN*sfzB-!Y8?RNDPAm2-m0zLk_@9 z>NBaEs1b4FB;r8KA5Y>BV0tCnr4{0qEwo+kay1e}9mhd{p~tN4{^eG8yrj5#h%gE_ zivJIwfs3|zfmljEHT3K5<5y}ASrUhPZAGi2;}jx_&sln*@BdK(fS;s}UCmTbqeFS3 zYREfk(aoE*>zC7|O`_>uM{+^7Xe^(Fwv=tL63P7rhUnG9+w zTDgikx8`N6dSgEB59y)OHS57bB9x}0PyDQOOBTY1p5Ve|HU^*A#8~w$*|)@-ugVRWSbG)`1jGkt`qgz zsYt9;7_~gLR>`2)(>lCE1J4vAO4sxOveBCb{A+M`$jut<%aZ{{S2M}%VUp5?q?wF| zS1~|iYuW$)PA)aRlk@c=%Rq@0^rJHiqZVD2iC&7s1?+C*T6){dc7gF8icIJOzV~M2 z(qMkhO{#D7CY6ZDk0)b)hBv(+gpN)h&=YG*wB1}h8*)L<>KJ3 zn~3pz;HBY_MJk_9jreZY@%hQSA!N4+R&%=8b<4?HjFDcgSRSkAo_~{ZoK3=$n=x+!0J;%RQF#)t|5aZq|5?44Mu_Qn*sq3a zh(S||pft`0Z-kJtQr_QZSoONg&cL84cu>qrQ{-jui(nNVvbXsW;x~yro zH&^U2To(M&KGjZq%S=txc=-|+^Omr|5J*!7YJ2y$)SekD7r`!apF1~osSJbZX^~vI z{Ky4iaVX*g>GmW8c9`&G8Al($2McNlOO`QeA^ai(#>eI#)~07&7?d|W;2g#q)q*?< zFUp2ut+@U~{WjWp^0fnfa(PO|Lee$y(?zb;=JmFWEryGwg5_4EzsYACLYFZr5Zw@& zGUm`+#kCac;Bmz8ko$HX81tLt2e;H5I*okvo>X(3iLMtO>Rj6+XtblUE`=%cvOMMG z!n?2{EpG+JuMUpO|B79{6AaWDlk3aZC7n=Cm+{xL4SNeCv3U4WPBi|>kOBxJ2^+MP zf!=hoz-_T`OsHMlUmd}j`SZjx&T#Rbwl^fb@7!`B^64v3byh;Rks!?U`ccFU5Tqv8 zwn~u|PwgSO^{<&ENC<}5GO&ljtiB&r$o1xwqe(&eC8DMJ<6J>2>B=`H=VwB?G_N-P zo2R~CQQlJ$$qVfHXyqkEo394!>%$B_=1x*`Fq`^g83oZoK$}sOwgg&{uO(C0X2hPJ zwv5kH5;$!}rkWepZ>A)*UIr4BDE~0{;Kh0hm;)KB|26?VW6WAfpyI0p_8xs1uWvN! zIe?y$vZIef;|I#@osZ}p4b`l>Aa_p?5V?=W-@Ue$dC)g!&C}(PBm%>0n(4p=%dQj$ zO@ITNowMy|?OJPzykG^>@-wj<&nga8ym4lJ5ac74(zI$JgScd{^{NgADqFR$3yT0& z<^%zoT2~KmyH0nHyvBzsDgu_&@oN%Sqndeuc z{PJ8hRSGhYRx3X7?T~!I0YG#sA<9QsCl857R+psXQz*r)G({4gUBsj8QAVzTj$d>H zq5HUhjZXT)W1Zr&ClBb<5PKd~_*_=E!?eTGf}2;zT2FkK$yiA9rfQHg0`uvD2lDuS z_okJA`yKa9cWE`&$fo=TlauNY?o#9oF_$Ou=?$hNzrX#+kZ0nBC{%TCC5MOLz#nWH zebQINm%jK~cgCLs2r*1HUoq^IA6HXsBf?xhJad!5a0@kyGq{WpKW(0W6FWdYPnf<@ z0@m_T1Y(P7Hrma7WG12zSV;>b*yx5E)TnTzFSv68j< zMYrc)>MPVql*JNm$FNMrrMK}6fX&hKq&GkC3fwO!HHtb?96sBrEid;LctY_y?<%U@ zzgWt1KT=> zuiW&(7Y7bO_d-s@@1qaepWTZ0vy`f6i_3!^EFDu5roXQB0tuM9p`ckb@yuMvq(zzGJRM zBn5|Fvm3@#Ky;jCC=V?18=SZx%8jP%_EzPx5pH|`euN7x^?D-4DhPAYsz~qr zShElflP+h|J|olc2HZ6lQ;z5pC$QHy>oIL^2!JKVQz z20zFkhRPmz4w!)rF+z(E>PG+?=k&J`@3Y?jLoSFJif?1$?h@fv9`?1A%40er{1}MnPpKNP>MmU6rfhBs?7StV zWv~)JYlQcQctqi=4AW=asrYNxch#7Ahuzw`bbBBJLEiTs>InZp=AXT+<8F6+I;%kz zMLLI#!YNdh%gWdGzCN4sGTlRthUXpPz}H9}K}payztCfFB{H6l0itCWF+ApaZq(9J|6m7BrO z`=nf=q9Z(MH|3J=KBCv+T0YT~dua&V?zlzx=$rAI#gcGZjpUm%U}B6}cKY>dgTn7y zlW`;(S14-T4W49K8B~k8rEIE~_{qAia4`TII#;K7T0z*#K+;VDpcc%%uX)G^l28on zL%1P~VHg7kZzs}ODo=5^2C8ycNCefH*jx9(bCyVL{#gNz?KS8d9>6u}dW+$_NC8Mx zg%pYZ%J9v+wBF948Nmpfw%Orsw_X8Mcu#?+wLAi7o>>RNRkRr5U8zsYD~vR}w{XbsUK=cN(mr-<6D@vU z2irmq8gJCK52hLA0{2CyTH7-|>+mGcbuleUYMA{{(TET-UknwKEFN~M+uI8s(3I%A8L%X{Tme43m*P_Ff| zhzLEGDhO6`5Rqj8QKCY_O7-o4>wbpW8Fw2MnVrsD`n6vAt{S7>ViTOlU|GuWb{aWA zCLSZ0sg5sO=G3)}?+Z>YHRU`g8slP%oL#&v7(zCWR4Q3eYJt9 zzzfSkQ*NAN)47mPoVYwAA;Y3MXsdMsIvYN-VYao;WC_q3j*iu$!hA?MGn4_EMOpvu zK5HoKeSW4lg|XiWT^7aYd33gUHK*#Vp@3^mzpT3DEhzN@|?z`WJ%|5ZO3SxfupK4yLb7^3gWD|DL= zc$~uVWnp9k%`5)!d)k@o@JoQe3c;G?R1a>(VH1hb?rOc`qd(-;X9YdBK!r2ZNixk2 zMcOH{uW`ZB}x?Kp_QKWgWdqTV3BmfR&!MZ*{y7=^8x8qrZM zr46IOP6oX!gU>&fDny7B&Q+1-zv1Qcp zRQvS{KG_UHMBS%42}s3&d<+eBPIANy$?+{;45fTxkxImhQpALPeurcF2Z7-f`Tl7= z@#Ppb?kL9$Uh6@Q>%Tl}VqY98rObaBiB%e1u5C_}d=WNZyNR)bYBki0M9xI2(^Y?p zz`|%p>x9l{BN&C?4i(e0*^M_danw>`ofEOp_lzomhvdq}I!itH=9abp+(>z*u5OGi zM^|)l=(To=&QO%AZcn2JgErXbAy`FX{|ua#{6;BJTNqUr4IVv_HIXz;z)$;FqD3_p zMd39*z6JiaOrW1wW0A(f%;27DXc6^08LBv~!C;BbK?fSFW9)VUMQ|i%KQNjcW&d{u zlWM2G-HO5Dw^3o^5HL-SYuVbn3wBKYHTnPwFYW;#WPT^KROJo(lAIHr-ejA;wDQu< zl!)1BrNzijuZ&(CW>KPCcb83abHa{zfy1=5H%kFG@%0$oq|Kg0GWi|<)b!irIcf4Y z+=k=TIH3g71&N5ExK^A`@kVBDXIR7-FE2mw02_e?4BOU%i%KveB#HU7m74|!EgW>N zhx05iUHbre1a7a#5&wvCOEPYW*6pqk&~(0~cv(7q_>254yBr7%hO@LV?#xcfJ!q-P zyVx!}9LG>Xm!%yG(F8?ICO)@v*7PT@5cqg$a&Lr?J~o%Zt2hn%86Tj(?AzhQ?2lyT zk7>62tFy^V-sRdBBhA=x!%j0I8YZ_{{y@MefXYs%-J$kmfT)v;Ikc-h^V$4;vhl}2 zn58vNUA2-Ce1qKX6)f3u_PRMhEswqg83T= z!+giC5-_}JyLOr`%U~lo$yR3|Li**SqQZpCPURH7RmpDeKl`Pr=F_yfJhJ4}^+eNY zn&8qQEZpp@6eD0J_LA=pRA4DRCzUqT_c;=Ze(SEcYauaXM`D)=fRfoouOt(Y-h>a? z_39_z+5~s(l|lMk0=PBIe{=_)1(_4Hh?Mdjy?aweT;RxWBoDC^; zV0%lSx?0&k(m28HDuQ~BOm=T=5DPva45Em478u>2wQqpq{2{Uqr+qjsScd%qAK!j_ ziK9_7NjA&vNIyZ`1nNgJ;CK>N^bdC%fA(~1-P!=r4Ja&Eu%S0T@`Q%CHW-JeUO6f& zVQNRRxKznV9^)gNw_FVg{RkvYivSH3PHkw1ZR& zx4AnXovfUbP3)Ife;+(#|I+)d+q$fG(oov4dpC2TG3XA`$T7(dX1 z;HT_2iNu~criaxdD<^T~q4Ni$yY$jD1sJl}BGqxHeiZZ_2}-aq8GC2v=2ry=sZX53 zsM^vZf+3S87mS>Bn6NA2!I>R1Go&-}7d)r@A}i!LjwVHsa*}4V?I*xr!zm?697v_< z`O>*eHb_w3h{F;Xe^J%)oRdwO#+(0u!!m#}PL z7Sn11pK`{K)L_2PApC&6iyM+wTts)rpg;$h4AfcZ8G$&Z?p&*eCRC9ci_4RJvd|ok ztGFzCvVWbq{*-RYpw{sg#EHC_#)yY2cC~w9NWG9iT96caKW@p zLIUsR0klk#Ja<(#$V?j~lW!y8+4xqm*D=M1vb$B)vqB~4xs)}16;pDuO*`?*H6-zj z@Zn=Jisd~iqKW&%Z{+>~-iz)F1I|9LJ=Z>Ew7%ArtPj}fZ~j*s_urW+IS~>o z#Vd9+BvqS`VxXX%yj@am{9s*1z-|8(Dl`{+MMn^D07ZHabew9C;}YKGa?o_F@`( zgq(N~w?fg=C~Wo>6NEUwHxwKuZ#W87(q9|e&=l2BzZ(PGK-YJeq2m#4THz8EQAUwe z&p&g`av^DSZ^^X>++=5}KC;T$nX~q^WP4|IpmcyMqsA<1z}1N-?<7SyC6e-}2+G$wf9cI`T0&-dl9vz+_2KVEbsPXB+E&MvM~AH)rM+S$ zC~Wtg912-Cpyjl&9SNR`*22{1_Ku)C$fWEE1>Yje=&fcq$F9(O6c3kb4Y6r;qZ~k7J%l2%XMHlda-D(HrgT40 z`hvU)O?1-gt0F^9JvCEfDdC?H!;iB)uF;0bOn0alNfpP*UmU+Q$EuD#6l>g@4 z$*I9>7qoOR#HR)gT(gc`&%IJ*!A~`{Zol;Aotaj&@nTzOD zk3u?)>e?LhJCz$$L!T|OxQ=$8gFniQM9Nj*8a&VyF&4O}N0*UZZ`iPGhKmaWPz4St z%@~cD$WK}1*V7_r;diZHVEEq?;P9$kGj9tW)x-D63GK?meSF3T1$m%%Sp&%W9oOcU z6dQrBZ$}vN4jodo6Wv*`LVZG%C@1CC$OWgCa}3e8b){!=-l&o z12eST-vtG`V$aIdM#S`gD0D|fHex$8k`oJ3c$9&Yd0>Qkvo(+w2OTroAMq=v*G|^$(s}jZbh_TMLI8!)iIuDZzg@h8 zbd;~kX8;a>0L8HlA(|2F$$5`4q)0y}OgN*t#u_BOqXC!o*gfarjv9Hx&<2DC{|Tu& z>rN~ASLJ37>)s7tNuDo3f=v3V&r5(_D*`_83>6l;G(Mw6fcV;I!4MmE9cbu$T5) zM&8s>mV~_yR3*zefa{c(ow7LKw*U5uc-^?<`zhQPncz8rqNdk~E234OUIS@^xWNjm zakQcCxRc&8oAAhJCVswLNGAs zn4G`O)aj$kQckE+Xgqqx?X~$@lIQ$ytR5@%lFfQy61nT$NbT-Pv=7D&g6~iVg*H zBA24_SE^bnpH7)YXRJDGlb$SPquek5MJ;nIk1-}VD)>ZOijqnO$tcD#g7p&pm?q~pZMFvJv?Ysm4D=F zTfyNJ0U-mRSm%63FjUG^Db)OJhfn)|o|6#>t5XKxyv1R!NL<##^Wf-r!gO6EF^O1e&@5%b;L;P^zmD&K88fVJ6qL~**3oV03KBdQY)HJvYDbSwe**s5;}*pd9a|K`Qtbx+W2 zn}p7zfP|8Q$sqA-mk51|btoMZ0_n^RfK1(~apI;{i4HG3+#kdjl|DUZo7P1`x$09v zs!#Fi5#dv4gU!ejS`w(qH3Y|kF~vkdvm$3K+zO-T8cbD5TE1Yu5!Ni23`v>#K6p$R zdz3RV*#Y96l-^@P4{%R!jvhX*BLW@R{2G?Vl!alYh4vTT~F3eRD%jco5GsvQPvujv^X)m%lAf2 z)*w=*GbkN?yv}9=(|brWAL_euTfrZbAy2hVcp!q87zR8+0*P%QriCXazi^8w06KX+ zOlp_;tf06G;g4+bZwnV4Y%EfpG#?Gfgg4>Rka(T$`YJU_?-aZ?8%9oP+E}@$M5l*K z>xg(RVy+g@|BgS#b;u2x(}&f9{9j(?WB0%U#XUiRr^oq`fZvJr{v--jx_TPBcXC^s zgI@R6`kDBMJ-b(G=i*udr4n3TX${ba__DFDxYQw%$6-JJk*SngCbP$|~?O$D69Ngq$olrmBe!OAjF*eh{zBHz)(u-l>?3nJ36J{*% z`XKDT-fWfHQauyR0aLFJ(Uj}eNhFx!@{aBzJdcOZNkN}@UnUW@szv7ng=$*4)lvo! zbSN-C1Eo10=oPKUAy~Q`vfe_FR@r#&95nxpqAl~AU|{&Y-?6%6_yGDv)ij1kwg*sMj)@w_PDy$#uGy zJ9;LY+I^!9&EpjmzQp)8kQLXC45l^j%lD(QNr=`Ot2$;EWom(24p%pE9KB?TPW6Gi zi6PgXW>aEb+VE{C?w{y6o+5y&Y|nO*o)<HJQG`~)e?lMin4`|UrA@{#UlKI4J_OBW45_4u z0W}c(!oFcr!i47bclnix-~|$y3CLWIbi=V34!? z>Py_t&GXrL*K4HK(k!%mt93aIr@Q68g2zMJLTI(HDD&)Zaf-7|O}e1>7E4k<7u5Jf zCWD|NEx&$spP+0NuUO3500XpZB~q$R5cO|lFM{*twICn+`Gm?g9j%oanpP_10Xr>8 zt@Zh3B1T?*(L)HmG{%LmgfNS;5h()?9o|BnzwAEG%8HZhD%XS(eWjKLm{wE7pm8=T z2ocQ1ZqZ3X&f1>b!-OI0Y$O3R%Ha}tJ;u%Y>*lI(xFKioJwcG@JJJ>P{T1eS7ksi;ITyL;#k&_zL4URFEV zF=mI)Okbp#2r_Z(7A^mY?obdx{Qt>aKa8kz3=FrDQxqV8K-PsdGl%AxC_f&daM8dW z9Kjb$Ef+w8l~X&qua~lxnzIi-gd+X)p%?>yCxX+Rp*nOhWd?(c_Y;nJIrcuar5Z8s zNlH`nf$=u2j8Q0Kpd+vMW^QH9nglA;@|?Go#|U@TBO^r4;^o@AXoCw(eaIX-g}X*B zhKum=WWe8U<@8uHz2z|vusR!e)&nMq%@Gp}7sBrR0Y#1PD%L7#F+ACFX$TWMDv&It z{CD4@$f8prF>e?8I|b&v7=Lr0oRj^hQ@_=o&nBr3xB^vK%ToJ$Wq%rD(WeaPnWAK* z?~duumA51G>qu#4C-M2pC#^F3)F;fER)=^OweBs(|*7 zKkr)uA$_ACUt1hwsKX%aPw`N#16!dm#8_-Cl6S6y8G5t%7<@nwKOmk&Iy_7RiyX(GT6cldyv7>BaFhN694k{*kCqj z+L%n+7OD?KA`r$eqX6zcZy|Z6d2NQ4iZ8qXaaNHbT_qmg{~Co(?`Aj3Yj4W|F9INx zs0!;WY8#9_I#Udu?Q6HxjLCn?2qy>vwrXRiB5w6V4{i{hhmA`SwuCj!dsqx7QLWJU z#k`j)z~E~bcTd3)`9-Oh!s|GKPW8oi&>GrF&xNn-ye1)HN6&EsnNiW7A&Juy35{dfz!BSL(jlNC4;_w(wwq_mk^gR;metzgxQNY4-bN^yf)vao zKh}A253J><&8RgWl?nbWzbFbX(B;&%#Dg2YvUwFTE*eVibj)_85Kd3+UvBLsB*er5 zch5Tm!1uT`SD<U3U5gWCO!kFOI%q; z8nT_x`prVOHzv{24t$0KL0Hm92h*H|OP^|SQ)U3tzbqF?7GBG#2Ob98?&nhyZIweG z+_}W{mz}{jyxLQ?@FV&2?1AVPoazGSATL~R?g%=69~@ClhV$7kr~^!r$Qb7kb~~BR zW0-0a_lqTa@=z!s;K2Rr=4nKzbqKvcz3qdw;TWys7QMS(+SpkO*?&H;%-jonI_a-Yev`Lg~4$$9oZsWjdU*Ga)h}VenZb`ebpizfehcqmZ?0C$I8F!R zQl?aS&VpIb$v||w?gB9X81n^Y<2J^4_?JX}sh2v>VD-3uqCXHCV~jLLigau{AK)#? zQ06Z`)T0t*x6R>;)n-7LQv?KU-1~xA^UlC~nbE&X;Z@PyS36#2YCtflQ<0h8h@tC-W zD3!$|t)OzmawjcnHQ>RB&=_zSC$Rx*Eh+VcQ53(=-9$bW&Iy@w)q4BSz*HkCA864C z-k?bu#DiKKs8IsTpkWGBbfOL&WeQX{C`oG&c1<#D1dB#pq0hYyRew_(%YZGf z#kr=Z|}cS@e*N@Op9KTido0MMcpRT?0qurtmhL zOCR%NHIn5D06tBqN*ibn9MApohH)NNzi06fw-+OgUmKbQ01)K`CL)qmayBG^ z+Uw)*x3SZ;d&pE4a>xaWXeT5{9x<>iLbC{VRkg-OG!z$l1%8C$lWrFD$yw*xIqHB7 zWw*fV#lQ6~JS990#1y2Dyn4z%7C*@di1sz+vO^$5oRQ_F7~FB3CP=b!2?cTSEiwwK zfv*i7sHQDx6X#PG7^-Cj6G05Aq>Q>AU`6PY*z#Sj`@*O-qH!B7`SRo{m{X?NdU^0{ zUNu1?k*HCUSH>Pbj|}jN8s!Z>YO;lR68hNpX$F*4rjIDOMj2eLN$PuMqKz0ww#EhUBQ&D2u@lt8^d({c@d#UCwgZO zo+MTR4PW&2LwS<5Z`?yX86#aK8DFYfpoxU{L^tf$$iPH=`kFg_Usn}8$ugu0a@-d6A z<}*1d3h<2Hus5@Jx?3zj-kJ;Q(^J=y2gcH0lB$3USS0GZ%6ugncfx+K_q(KSJg<55 z@n^Z5SpV>Cdi_0&PNz$NYC_{tAs7)LPu&L5!E`Dm`*dL6J1%%w9luda2(U4qT6%WL z$2|NDE>+NlWp3{9r(oGo(ov>~(0CT)lGMCK*OpdQbriaMbLl7MBrN09ZF0jeKn-=b z-AQFBX4SomR@GTWEba_ad6E8xzwvi895|Q}waNx+?pxS|cmRiKQ z@m8pnyo0OA-KzEUiF#QG10fe3?@HFS zQATr&z4l9#GE1M5YhBNaitgc@it{g>TGA$`NCBqVHtoa5HKD}1G_aq~l(mREh~;;n zc}t(V*2da+$#&vadn0R*L^pGF>gOtWsd+~S6Wfkz1WCoiFZ$!-(sril4ju;k&J0Tq zCSW9t1hmoOuu*z&5d>69F2fAj2)bP$G-;-#3JKP9c2jD`x`}rATE>sELIA68FNjc0 zxkv@~BiyM8@iE{(+2Os=9};xg^|g%b1KDff#<4=)lHBDlNFW2B8s9aZ-q}w2>Lu#$3YNO@S~*SKwgCixluYMncd;y5O7HmQ+?^CXW8r#P<#f(+~2%;Sit&szre(=B|A#Z6 z?95a2@O;M9oaw0w6S0S6j3#=*<^Al}_qp0FXn?DrBxVwLHEz^z33EURf?p-?B&=#R;9$=Db+F zJQ&#PPiXAK5v_4?ZrsD7CL+#9-%e-iiD|`IaU_Yyz_K1Fwvjm6yXW|RRAHeSEdP|?GO8Juvj z-`A{BWbHdChRhDzL#}r-Bhe#ST4p}q)2f3BZg9FXJCDDI;~crlE!rUF-MhVNM4s8v zwi0_|z#GwpN9a`BWPHk-#osgynPMfxgWSnab!Lvi5Q6ML?1K;a_^wx01rpR^0v=NG zh7XKcizP3ZQVR_cY2>d-+H<##MM7X{?Iq0Vr;&jDm)=t6PJ|Y1e>mIyfu|Ko;l9Q-28&AFNGW- zAsN=h-HS-#fh(Oa37prc51u-sIJFlKeQJnTM(SRh8gDd`H zV6RI*Wkt@B!mt>|Iv5AW74@wLKKOvxJD3+sy-MjD*h1K7QQHLJUer2LPud$eAp~9= zX;0fLD(s|2nHizo6LJ{NhO!lU2~)^N@zBcENX)XSy-CncAH

$H;@=OWfxfZHBx1p>!inJlxg$#Bol9tj2tDlQ zE~@VQ{c`X2+LbB5q}EcGUbALL#2j%5oBlxl{Q}Ns$b*mfvXLm!TX&6{X8z4ebkES^ z$?9+j1O>lXV}(KBi%B%O$k`j<>-OW)#R6kl$xQb3SNJQ&-9;(T|NV!J8xm5D zk#~L1F<#FMAvWFaCB8`soXRBX3MPH@_faIA>OAo_#aBd3FWYY@R5wq%tU(NkM(i%T z&aww!8z9s(8d|e3{MYTyfUU{vS=_Z3<6S|GOwqSt6Y_oh=33c0VtpS`%d*7lYdg&8 zE<>Gtd-I4of|?00{H>%E!#-6VQi`+a)W|9P!}6DMw)*Jlwd!o?ha!fu4-H(ru}VGW z7Fx0n9f7Y(IDec@Q4I^!vn}KUSz=7(Hc#{s+#;i>^e?1vXh8Jk6ES=9Qldw&!X*UH zXM9|{r7Py9la>|9q{Bb0^VFdU495Sc57{J=(vnbqw6h=uwUCC3v#fhLu;xs|a_&!l z;ZnW`H(m}OD{~h8F)QARnjqe7|_h{#mf&fd)FO=TO^liH{eR>NEO+PfQf`rC>_s zgA6S98=eOtM?CI29D_(=>%J`U9W2m+m(L$6`_aI=3SVpGGgGV)cM8+blZdnQccq}~uY zi7aTtP7|UTBDOtO#IA3qk{@{@W2Q|4dJ^k6GCCPjx-;z_LazLc*} z219AzRDfurXE{pcS0Yu}Osg!ukEZf6#}9;JL@Js=LKt(>QFr6vF^t^G{}74HaKB<3 zVtZR{2|HrW{3@_dRHW771PpQhssuwuY*Qi(a`<{_p-j^1=oPdL#}@`U z=lUUU8Gk2k)PHZNFO_?UlS(yrgTGo1;GbS8d&xuiH274S>gBVzM(K6G7S%)57%4Q& z8oul1Xq1Ut$1ZK{wqAgDJ0e30GN*~-l9j8z;*AIRni`|@S{Q6uuaFD=;kLiXWYd@h z(9)aq?`wBa=q^;}U3jeZYW(om3G`*geM8U}#Qa_{WioEgNpem%22_j?%#Y<60xMsR zjh&V~lOr%Mz7eMh)K$KyD#W`4WA(QHSgCoZmD;)f(B{S~!0TmwF8KJ`G&Wa|8 z1E+74qj=3O!nwm3XZF&D7l5ywVk)8oI_h|+WD}pg+|jTepyx27s8YPCwmI5kTg-On z4ku?m(PI{|LRUdh#4ZyYxliG0W$=;k_{VpU@^LhUUlx}g}?jPeqki?(#05@~OUu!9)8FPi%aR;?}G8u@+f09>|W#jLoN zzG-9=h(yf*b-mTUK&%IZ0$vICs~g+LS?^=tc`DtQIBcwyXSXbisw=a(erQnWPesi@ z{CK-oySZ#{(|SzcZb*<${3f@{RmDV4{JkK7fQ-f&0IzXLz+14$rv9FxPeJ;R^B8f} zOyeP{&Z!YApRKZH%8H1izwsMpbM%JTEiLneEZWp(PIMG)kJPcsD1brf%p*ck`1qd{ z6psWyfei{THPw|Wh5(MTI>w*{6u9Yiph@)dLE&)M_r9yC6Ph*20O>2vGXyHjoNv8V z3l}=8P0cfuM0(z*K^06!z?Z=7m;u(3jyh9pKC(P(osn;)H()#{TCk$jO|H^*raZ1< z29a-zxWkFd47_j!@mT08w@s7{Q*_X8l|jUAss*#3tC?oQ;JLwUTqq5`WCZpt(9mA| zx;K`X=u~g`_JqX+Z`zn&|0KA3o<%++F;`D4MSh^_@A#V~mO*&(jv-nu5wZVBSYVTC z7A@x*%o!8gg#fmm8Ze#2#FjR-9~<(b&InTb z+Ki8qw~qS&$!8GyFSI-Rv|X~vM|yLx2`DyN;VRs~ zM2*@;HR}IzS1YD7cUor7iBqh^GMzyzxg>MntXG$^C-8#}1?En5o%7w@!So+?M31JH z{gf%l>8bOgJKaM&5Fv>qLSUzTi5_??CaPf2CA;SK^J+a%{yPYt^onVe7Fc=x0{tnq zE)r1M%g7K%!LoFWWI(~$KRYW{)4b08F`ZPel$tM@i1o90lnNK`D3HR$s+GLtWp&E3 z0-T@z_w$#zv0-@ZY&`mNI~{o4!JCj~yAolPkI(&yyDma8w-HBhTc=&Z zj?dU;tzWhrP5ll;oABSv#+UOiS90Ko27XhIVVa4C%l z&p>e0sF?Ari<*r2SVLC0!^z((Q3B=#@l`a02Lcw4&-gfLBVjk+UJbzt&rBd{gz=+Q z4-q>&YISWtqoMP&g)y*SA*%s3dj7wKU$eaSgjE6w%Y)2S33Yawrz+Ri59An=KQzR+ z0-SEWsA9Cz?GTPwsDHFbY#gQ;MqW#brG>H7=j2u0i}x8en?AIw|wa`D$UAq|-(`j=wFS7VZ(UDN1DRwU45r^U4(z7+J=3?GgAHwEHlp)ud~yNBW}-q1~- zP3jpe=0{(TmbV6sLIi{ai{q)`0B-Eip`=7{9(o;!V;&{S zmSt!TvuzzLUZ?*WSjKK5v6Z__K>yMDGCL-|iSF8*4n;im4X5TFuyTaD97Fvu3!y-C zLf7#g?z>|AOs;PI zk$PK-xb<$LTOzu!4@T^q%T@Ft%MP1=smY(}OVCJM#$mvlcoj~^OK6=2vi<>8Lc&wV zT*3v&&~GaFwen;Gq-hR}tOp;^Cq4KCUE{!K2y~w4O*!%Mr;GHU$Sa~+hg?P6nqZyB zW2YPos_a2udLDogE;eb1`C63`oM74RVhUw+VyCe_pp0fpg^ImjlhT=wlecVLaUM)Z ztU9Sv-(yh+rD3G7ORmudLb*7YmdsJQW;~O<0$!YZ0$9=6i+Hf^V<>_y-xFOY$SXL7 z^#WG*1pKyk6cF*X#_H&SdG%vns_zl^ox6yGXI-T=Gt<7&DPpn>U8-A60UJUbc^VKh zaDD{*h_Q_gq;jz<1{2@g>UiA{BtJy1oUY&coG;}g9R|2X9=%5YxFlzpHr=$nI*2~U zxfT9J@3-iiMjRUAA%o)%<;p0Dx3WH`zPlnQ-o%QCl9G>k+9w$Xanb_}#-Ln~X7Ir> zWHZl`x-Oj*t#zLuMJB_6R?7` zZwE1Yc)Y}`F+)fHF9vx(AVgA2BUh0TjGRmZt+TI&eH*!YB0)-Q1;LmiAyN(KR6AJT zyz`S!`Y!V~(^^uq00mD-9~sy2>#S!!vjD3#rb24gWMB-Xbya??!(;x8e@Uxp7;XRL z6CqAsQUUnB!j*V0Ss2rH1=Kg9Bib|>i&O9|j;cQ=%g3`%r5wP8VnqNh^&Jp~qbtpF z$D(<8LaU!-i^Rdh!=w0|F*DJ>y>w7v^i{iei&0JvxP;wp3lcLoaKnYWDW24gU1qV= zU?)p~af{m;sW}PbpA3{+Y2T79<`Y{}Ks5*+I5Sh+_Vcl3v#oaCGUIrJKq91{syo7A z9427MGC00JB`Mt@IOYIq??yQSSGH8ya}{ycoX%`)RVqOVjCo2(i! z>Am&^#QQvr4wiVX{AMtX=NEI3vhaN07%otyTF$#(0w_wIiDPbLx)50o3TKc4^}@rC zvx7NTTKA~_rzaf&x0%)R&a4A3=M^ppY9@UaVWiuvU!=HA;Q%~QO?3usIpjFV!}A&q zY8R>CxNWqJ+H#xY+*a}d7uz?k3I%<%%?aOP0S{l*IkbiF9{G!kxmj+-{H-g_#-rsy zroPqSWq;2RAECsqrTkMVHsA#GTsPTKjpo}>SN|=8!(9nbF10hN*H#^_+>*CT{gMxd?oRaB3%Z^Fm!I*I+<9UeB zUB-D9$?hVBPv$ke%u{G-0x=h_9#_37{zi|e>hk!o=`vUy+eow>iJ6PBE3|WQyveG> zq*ReK+Gr=TaxCg!jpkFQRVghLP_}gHK;o*(QcIoC$#7s-k*~UJq&|rwfdRhlU?I=x z8Gy!T;gmH6OhCOw_Wo_xt9QR|55ts zz=R^j^cC6U;@jIa6C@+$D8fNDhTW>8SFaZoC=oTwp(XGaVP;E+wF2bEHTLyqae7Q7 zwh9A)O8+&yLAvhGY@2bYn$z6Jd=5O+%+_RjeRac)uAzA-a>B?)z}W1(-q{++n4s=Z z(Q!@y3`*PKG>&%1o%021M8kENM{R_Myh|F%oPCjY(Q>SU3(X6 z*|sG^Xt0p4Yp8wVaO1w(D?QXeIqNsP!_GEUzfP>_HcjKIctEm4LUm|Xg9197>~%&D zu2iEGS?F@nRtoPl`SL2b;%zuFOx&&xwXPKrxR-{fmD}zP>eCwdmVTeDWkU*E4`h4W z;?d>inEB0);dL{S+VgWBCfrCvCCU*w6(xhj)u@IhUh!z||KWD)~R`;~s(r24AalJrwfb?s|i~j!BG_bhfX4!es;kcLJuBvc3deZl=$u$(@LPc0}}GWV>>)8#=LH5tk6P|@js6Gn;zTo7www0!yB=} z@_C`JCkIt>gS@mUn}Z5KYRbV=D6H4OMX+g&y^33}0@`qTqf3}r{)=ID72!HHc)hZK z!;;px=sSK569BdLr823d%eF-6YW*i7a-@bCOVOh~Jh1AJ;I3x%3SZPy`2~XJB{_tB zgxLV08=cf&j<6`Mc*2gX48S-=%=wB_Ett^clWOj#oX7uFj5V6UQPxK$0|%lSbGEPV zYmMm2R}VYvxV(axedb~aGTZ|uJszI8zhQ4jtcek(^oYjYD;k=*RRvE`$Q@RY4+u0X(Htae6@5Y zt*TqE@^n^TpyI`n57y|ux55x)CqYkC6ahO@Dp6CsPz$`nODk3!xcvt6rQ?$r=TJ7U zgDU6etK)f%@wBKCA2|97PPl|e>zS_R=NmTCSMn}}aQrz{^OltI!$FPkEO7C0_;7oI z(rCtJVi2c-F1dLY`N|WML4yS8gR1wk&_w-$$u)kr?C3%DXjmJ|#=c&2@R+5Gu3{?Mx}tJI6hXi^upco7z0YCj8|M6Q_)QqgI-%*MQ1QVU_z%=CS zzigRvcWBER7C=%I^eDR8t>MuHNx|Z@A=N;;B4zPb+rS4ef^T1lD(FlQ1mKs_>a@QJ zF>1v0Bi|*f6Idfa+)M=Lr0}v)!2c;N`3NO-Nfqr|hoUU4@@xdE8biUJc;Sn6}kNe^j%R z9}bsu7$9D{TXlo1zQOdtma3_4hL+4$_WULNm6en{d3l10@+H@lS|AHk_hi7ks%6$hwrK5T z5;J9QPWVZ8vrq?@(l$vVmmkBOG;I8Wd19Vlyh}f}oLr|1c)Bcw&TFA5ff+<9 zkD0@^ya}(=sk$38Nvg%5s+@5tj9jL0l)4^1axucLT}#7Oo@??BwH@{^3>*d+-uz1n zNPCM#utnIBCl|5*Sv7y8+E@~8<=h2`JDmB1cXVX2hXRf@q#SyA1iMQDe6sN3llK=T z52a?Or*Wz=D+OeyP5h_?y+zv^?3Ut!gi*41)vo3&lAgz4S?t3hI!kA542Sg{3d-fE z8b}t6LM1y9R|2ljSaf-WqZr>bZ{tfXH#nb)3waK}qPo?c-v@4q4Mo=c9slY(&#-Pi zp>JVcNgiM6-Nilv4HxRRF!qV*4`L9Zjr>+&ZJ%pC>F{IsB#Kp4!T(VSHTKL9d z1@$sdw3Uvzws8|h3?t=I7~{DYSpJ0{w?J8pi7QDL^E%+EN={M%Ixqy5>H4yHz~S~& z>~>bQgj}8I7opkKsJa{W${{KiL&FCm1{FHn>;!ZB`38YWzTz(U%Wr$IsO93a6D+r( zGyswHSVx3}ww^g^3!UC*+AiHI&BbK;MS!Y;K8X?W2kt@+fldoB*c5EFjrp6; zva4b+r{faTR|MtYVijh8Z_0JGm4muX9;ysorO-po`Sl~r4VcL}nQB-9Y!-IPnfQA4zWb_`IWmt?&rOR4NWy_rS^Bd248y%hGxK zvv>2I3Fzc12p=8sL3y)atnSC%ylMk(|FiVf%(W3({`;!=ToaMgN;fw&6~Q`oIS*3( zO>5BVA9CiT42i2TQo3oPt8J|QhcA|00501wO?hgr0fVerM~GLdi|nI<{mmAZ3deJ6gR?er`yuG+P*y~>ewpq zX&?*xtu~qVfK}@-n7zRw?QR0OVBu5hS%gVKWp#_BXWjn{6AL1|M{Ctis(_Li#x8wm zqqW?_iXn1Op6H^Sn{G7Z?N)t!Ehkg5+{dG~!~cp5O3)z84m@Z|(*)Qn)+#+VK@0HP ze&6t?rqy(aWz4&M062)Zqeey;zM%|Jalg-wPft2rcbJlBqzkC85~PplCkPXTT1+Mf zf8sUFAQzpos34)$@0XZHPD7*~!(!6%G`-i(m_APPpaZtX8@{U+@0KV%N`wsGk`01P3!m6z!M3pJ&}?fQylw`5m0jj$$6tT=-FggIE>anTj6GDgJA1b!h1ev8C>QO9ka!#KbRFk3+l`bx zj}P-gQ=eu2X8`0I8@el-MY2gPg9J0&syfMkROf;X^osv$eVLI@LCi!q7QPtvJBcBa zB6Bb;{^EyGc`d+3nVBHzr;#&hZRT9(z>#A^M&1AlYh_eMy>cGBCxiU!SeVF5)l70r zTO!=qNYaaCUOF1z?F!;Bx!Qm&(xl56Rtd#2F19KDVQaw1tH9 z#!VSqZtr<=*R1Nb^OOufQjOs2Eq;S;%w2lVE$8C@aCkV4lP(=B(KvbU=@cfQT>1LU zr>3)&UGRW5m-5@joT`rHfnFN+Ij7{CUeQlQ`J+K+1(ZNV85Z4s z3{H)*Op@j!_RoO(!zON$yCaw?FAfgLBFG0}Y5Z*RMrPi~8_ZfUN0)u&E&!5>mP;L%y z#P-Eu5S|}vVTTQ>IfQ+D{S?B&x?Ob!7c3->dW_wo*uC(&W*q3E!@O9xXyuBy%>_m= zv9qM4QR%a9AmGPI5+7vaf$UWA6&k+pE;_wgHg*dW+vw*pjr6Mf?tpe*QLXggJH~k2 zs2u&t&Wh)Omy@gl{)O-*^CK;u4iAHQMT;jYAAp_~1+qxsIT2*-$(8||ezyER`Jy&+JK0daS#T^mzjKY5iL>i%Cbn; zsx0e2D**BSRuV}tMXg*SK~unmhF;Erhxc?^}g${u!qbW*^Hw0wwB5 z4w`?xWF}=&HPAd`v(jMwm=wgbW{0Y}Lfv3@nmdkHly6B4NWu*c8K^Y%l)rF}5%Woj*W6lxYzW5g=6A@)3H!^ht|how&rzrAGGmwC7W#y8%5-&bwS{@0;( z=eCXxGYBc}0S^`luqTaS7(42_)xjr^FrR&L{%vg6FwX&7lAa&MZ9-j3B#QxR9I><0 z`*1Oq=^NpveDNN}9c*t9;p9wu-`6*T&S$WWa4C-6x?5Kvzm!HRw2bji+buH%mJd3C z@VYlw@5nJ4OpxUbYT7d#J}BJ*aP-#tx7cqa{fYp9wTA!T^9WgLo{tjbtt9~F>*NvM zAea_HdYB_fdP<*b4x;%?$P{);In*+g za9+@^o7zoV8C?Do*yXux) zO~V-+J`+ukaMbSV2vX+jD-I#8S@H^Xon2NN^OaF-SBs(~#N$z(EreJgADZ3V)g>`4 zeO(xZp(yGdeuK9Mq8||J1rcka`cP}hD&(5$hFnd|hIKvheI>v(=i>%AZe;xoYq#|d zc9+2t2I1LgV-PlzD70nx5ln+sKxoj6xDn`g*eA9H^Z?NDve*47w5?YqON%460cT8W z_r0YnF2gpcwjUEs#Z@C>pisWM)LaN^LytZ-@q)YpkLE3|;SwjlRWLWuY+0R-Iv#Ix zZjgh%b?eG>{Q}Se7f-)fQ$Wu#_J8BjCty!eB~8}AiX1KbLjkfeYUsmph%YFzflU=x z|K=gOx)DlzmWCzm1Oa$&Z}C6^k%o!teDX0EzDF13t(7hDjU$Ficg_q1HcV@?G*^M)l2k8H8=i z^^v7ms|+$)=mz$-q&@jQ5w6KAI7>txI4-!gq2JJ|J9^T|nbUt)EY8E2UZI}n`4k}yh5)$vc7UnDD%uJor;^jZ0n6I(By>xJO5B z!=mdq`T7VMOr;!F*HS^o4YmrYj((qLRQkyY#b8v7E`Ln)1h6ZoeAAC+e=kt}ssW7b zvmedG{WZE)fq9v|ct!_34f);9N8l@5AQ+l7tA@N)z`q8m(aBYMSN52H+Z6|w@Dxkh zX_E&-)gp~zLxwI;4dlbig<{V^^rRZI+xSN@*`QcaXQnapfGEf6m5d1@opqmQUr@?1 zbt2#HVLK^b>))=-N@XAcyVw5biovOD20Zz^CaHEcoh11g7@aGf6ZgiSyU8S>VztxP zJ;x}vnujE5eD9{U`2&>uT|Cp1<$2&2oXI;eweZ&(_4|HoP}}04pDG02Z@z&x`ZJjO zT2ydFyH1`!K|?mpLf?Mw9@(Dt=9B6Cj4MPRMQNvjKv3if0f>ckq);$7GjovO9FGfb&2S%s#!!QA&PRIX2(6{51Zf|;AL+rS7!hTud zE3G@_@A~;BKl{bvO&kKEJD6=Uszso!O6-U;g2 z9MdyITmdiqMFucm>${LnUIO5<7tXa{VHN`1W$)+|T(+1ajjNnSsd@LviWCJ26eJXy za&IXo$KcTs8hIpDNgU?^+|YDJezXRY@BK39!16~Zl7Q*?NYJM?*tOtMHWKT~p{dje zQSPQ@=BqZ|oxf^iom={_j>gT7qHGM#fMK9h4p44@m3R4sw}(A*g<&7K!)4$ICYuc$ ztY=b@2K~#%ytjKUhvT5*s&wbdLLUG_K)k=nG)SJPdIvD-mX(Yctux6%o4XDwq@TH4 zqtmjPVjIbIPx>-MbQ}0&h9reWdz3Vpl8AH)Wl@C;oEer@$LWn1(9(CTnyNuMW?!YC zqGA+G4k!LbDu8b)!B{WA7ngvskZKXQ#Cmed%T%;Uq*&X=87(f1h%A^@e|TK1gmjiL z7EqnEisnW8XF@aPVR8-eR|P3bP~ABrVsZASv@XF33mp>&1QKC9btvj`UBUw?@0ro) zB47{lGo*|F#z=G{J56R6#Pvrv@yz|Mp6mhsw9A=rPS-pSkNHMf{YXj`ZIGJrr3Q^I zikrO2@iJeFbYJv-D&`+iuOViZiB;|c^lSzw}kT>C_*1YLM$EE4yiA%javO+)~ zb$}JHs(@)f;(5EHDN9r67qMyP^JYz_Mq~p(!8jcJ3uH|dl*-G=rimCOX=`Gq;PfM1=PnK%01)jZmKZSD*8$ih`tw_I?)!x*lUCS(t2D6D{#_`gcMvG)3>DW- znW3#x2>MA{!bJj*;wg^xw^LRuwFfk>1A*?4U*3)2sd#7E>M*fZVIjX-qE&QCBdW{^r(N79vb5JY4#xLNm+-eaP4k~ zphmV&uIx_xrY7|)RF$R6(4r+bXR5>xDRh9CiDwfIST+2w0^fevxrXBGR+!#RYb5Ty z7xU2#AI8ttWZTgwwzUE~OOmdXAJjl4u;Uu=T3g$>rn%O(T1Figs&ZwB4~ZFD{FhicrS;y;4A?SB1|qk&d)$CteK-DguA0nA>C zG={o-8oEYsLl$w!DUzg-)VQgJ31qZa_vmiqrz>qtGQ7ym>&>H~qR?*uD0x(7ggSJO zZCOxwkr-*cAGptokqf|WKyZ?pCivqV7tzFch{#(eUq;xNA68evRZc}Q*Sa~f=HjMh zTD!4H1I5a7(g)sfajZQM9Ug&3{0q)zFp>wA3r??S*)f znI)FD%33(FPHo>o#{N_ET0yA=G4=F){Ev9?=E>_;C0JpV9v}fax2bF4o+Uq^^*|#* zTh$GW5=c@Vml|FSE>WWSYY)26p@a>%*|Gy-3J=|FOWj%HCYyk{*{i<|VDR>`@oR2O zqBtQ4pK~8Yb#i|1EP&*Mc0wd|AwpkV2SHWuqiF0}mTE90;iDiRaT^{BWXWbvF$SsC zS;+EPF!hPY6feZ!Qbkpk~r=le$+>9Oa&f&BR8N8rb*JWuu3~xms27;l0VA$@h z2txL*=sLKaJAelnSNJgQmB3hlR?7S|UzI*yh-LP9l?&McC~zA1d0JPjR}U;41Qj9- zw@E~e=JhLpeT`bSLBR3?b z|7tdy`rH?2)evCap zca5lGXKJReTWP3)5CY0puNS(o($QHX6?xiSoNp*hA^RZL3uqVbNPmLh6Gj{SmAxcT z05m0Qe%XCnKx}NDXn43`n>`pmg+*7%BqtaFXs@g6oE219> zN{>C^Bv-0ltJPp{N9?i8L-~p#UzGi1Tudwe(U6 z>lH|UR;MhFg7+ayZ8y$gcQHWJ(}2CKqd^SK1`B?Fd4DIo^Bnop6uMebdPPLw)!$>c zu|?;S5#WBSI*`6W`AmrKz!vLJ@3qg_QP3I81nRYQ%`t-!rh2C`g1WiIuh0Ntfw~@= z(YzdGAs>kh5<6BVkG*}+wlQl@jOBJP=aV}G8w(@Sg0)8^f{g2hIpe390t$ExZZ@`; zCxkZ2p*EI>??YOr8k|Vt6IDg6I-?7PSyhzbV zP0_sQ8=_o!@-K{@>jT%h*vU4T?T%V|`i$$gVG#3u6%7S3dX)nG`9kBG7i(HBdGVo% zc;I*GY{r2weNvScxem80Tv$25u`*$l^y&rLse3nKL zw3okHgGg?TChbRKn;o9Tu9i38=DM_YQj4w5?%7RVuQ+!*5AQ} zn%%}(MFiCuugv=WMy$YH7Wd816|CChkv;m@>4&hkYCowEo?&@FgxMc^UVN+W`P*M@ zkkca=d7z2V@j1bUY$c33jyZ)O9J-h+RaU-U`Llk`94CqBfcx%?0~n+MNrj0Lp6}f< z331#}LN0H*SaRBQgi}}|F8?kt7xzoKY)%{8IkH^7d}(__N*fddxZT8MoiltWp{j11 z(uwauAYY>1cF`B7&NO(%77+ZZFG4Xd!Js zp0V^T>c?%z{u1HO8xY^o2ZqWkUUvONZ8FaS7M~RXxFKK}o8QL>tL{JB1#)9%t=cEe zeMgDBbj?Npa~5I(wEAeNb)$bP)P{!VsGpU_Aw#`wahnAxhwJw}v7^WEvd~zGqz_~; zu|*Q4iRNxajx9#)>SA1N&A^aI)(g5uY%z~`J~3F2*=t12rjzNKC8_vJvX!6NmsCMz zZC7Qtxv+;7*Rii4(Y)=0%2obzx$~I)wdNm0!(jXGOao~9CsB^pabt2%MSPkEq`6|_ z?hHqeZ;>T`Dv5Bt8_Hzkk=cZiUP(cyZvcvHVXfq)fS^0BHmJW%yOJC? zYmeu1?|tJK22VGHr?r(W zM5h+03m<#N7HK4XX|E^FG(}etuC3mxmbPyu5hZ02tTpmzBLHA8eF~IyI%mW+FGHzQY59Y)SCD}99tQ?#%PG5(3|Udo9w-N2k` zLBzQxXKoHtk76W6?R-+PFw)xBl8|>sMWGy&!-k~5EI>~y_j-c#^O&5Z5549h72oWu zQPi8P^X4?V6~R~`@3dsE7<5st)CGo-!*k+&mH(JUPeWRN6HEq{cIyOpKSX_|L6-o7 zQ0qT;b&mEQhuof?a|uS-Yw^5&97m=mP3 z=v~IvatN01d?F&H&G*6v75smr^MDwU%8k3|04dFZq=!G zseFOgRBX!AeY=(Iya_gR_*@TH_+_L&9?Lwy$M{K-wt&YUPuC@pyJkGc4hiA@M9@a9weAUui;JFN}XImWr6;8_4SkCgY!e+#W#XbCP(a?V!OMr>7TXqEE*YZ-E4D(8S=%A58%gr*UW6KWtLV{I zJTY(3_E%*mD|bvD&CkLZF~R%bqSGc5h5i!hXtVSjtgOdh`tUTNXBfs$Z;KWfd#I-H z%&spl;wqdPETw2en(7Z>8X29y7!>$HE|$Ce2%pyv!1)FBfr4kU`@}m<$~Yv`(|=`M zXkCe^g^Gjjb}rk(PWn@KHiV*t?ZxJ>N)LUPk@r5aFYtNU5$;Q!&(Ghk^rsZJ zTtA`*cqUHDB4C=r;{+qiysNlw5AWNig%j0S>BiYQk401X7NbC3 z0F#R)N|SP1`MjYF6P_48Gj4bau-?Uw%lqgPJoen*d9!KdqEqNoD|i(!)Ff@7Vy_|Y zbLgI@`hRaQ!+U%7$DU{yW0*4E78cZUPRr-ue#vd2ciXtP?j+_v?qUg5Rf6;0KkaMY zqZ`U;s_V_P^3|2CdZMI4?QH;J7v+4(y;wGO0g7_ce5rmL5R9RWRucj! zuB7O8P-NGgefY3Eg665s6zSKK-$y z`SXxU*gFYm7v9&$C90njiKdd@Gr{`~VluP1)T&(P%s(BuJ}YZiKB3`Dx}Z6>Gn^+} zH%EX(&e>_76kv;U=43=~pGvb`0w+Hg^8JGK^7V-aEP_3Lv%e@NTU+9e{ZW#urDSULI-%F8A zds*>Yhq(SVxF>w|5o0|znPqg39y9U>JSa5@iM51Jad1JDu|J<)C~dSU5ZNaHO$xkD@eib?#msVJA{(jyacU;7)TJ_grMg zpjQ0aI0HaZlxgsT!^~fg0sf1i`bOM!Gj381!I)I8(e3UnDG@`MoMViR?SK<8-gn3h zb3P`%P3|p1dAxGCW&j%#DNBluW1i**zOj+hz^jxunyaiXZ(COFKyx}{A2K*1t$+Th z{tzBAAjzgoExxho_ttd9)b8eI7%chU^srRMtierakJxHw@EbKV4+3z`CvXFLD(GN0 zd@=zuK_nC7XMr=ON01!9@Cf60Che>MR7V~eT+!aa{|YWZB?N|A7wKn_#AsAE2#L#b2u|#$*@TbI%x192+AOj zu=%+T8Q%ggDX4|$@=;eNSlA!sN20_$njyov4?;)I;6r0!9L|<5FhkT~KJfY4N-Q`q z$&4YWwN7Chj;}*dnLS9QsL$#_KBVB6hW#5`-LwS#Y~L$1nx$g1Tf+@UfKdrWM+Am5 zV$NX#wmxjlJHb@~#H@RylF_-so~GKecj%m>xZPO4OTN?!^r#`o*_E_pLe#wHupt2H zvhKhiuzf&f!!JY(xUmLSeF{{S9PJvlwJpk~+`6tCtG4Oa(inM7p9NpK!aGxN#R5_f0Ie zCA|jowV^!w8yu4l?VF&4^q2CmKgttKJj$7#zh{ z)Iukep=46z^$u*88m`EZpx2Cjq#d%gL6JC7(LvpSBj?0u^)Y>P8QC}D4j%h4s#q%P z+g7!O=xa`K;Npv+*51#sgzQ?U?yR)yq8}B)89otk1fRVb#IKB!b=r;y@-j z8~E2(aQ_Te{?gtr-V=qYr}1zVPyay2Rgh^J-ljQ2rOd6m{Sl9LZ_1&TqZVr8qKfk$ z3fE78O0>sVc0v1m%<}1JMCCN}T&y!PUzV{JFW+AyCxH=~8)LMhOwV zF&P!LqMMB9ia?S(oogGoRJxDp%4^M?d}vOiR~{;vX4wtDI&Gs!L#mCRjKeiEPPAj- zD>4x>f)m3t?_^^)S~%yJhaTGC!Kd^0Isl~TiB@3OmD1i zd$fUQc9Mqd0l*mwiCa7stHq1TP}Ve8Wpl?7&o6bsT)p z$J~iFCPqERu1T!2D(4d|OVa<>&iY#S$z?aT+G0 z-*4Y;Z5v0N$nyoWarG4`Gs+)HWgnx!%BzI`~c({eY;FbK$(u51@cC2al zR4BGK=m%~A&aNrLd)nxiR0zXfyKwl#qYJ$Th!l)Bz@B5kR z8!Y7SIR`*$hq+w(0!QRz;7*R6dx#IIp$J-YE!dNUdz12^9m)-Nq-y~vmz zerN<}f3s7{MQKg)v>#?_)q%`wyo7VIBPjLDlZY^aC#-}cvpU08P{X{x zoflS_5$V2L_-#m^$klQdTtfTIS+)kq_}kJ1KJB#bGWYSOly;Imt*t9}$;BDiwa@0{ zI01$PD@uY1i+8QXauzO>DoG~@Jl!ecdSvTSQuPv3&n)K{3Q zALn*POa)qZ@vN&*^dZz#4G{*|3AqqlAL{Pmo(x2Kc+Z)%8IUfEn*b!&VA98NtBLp4 zV&P<%;;g(--0=Bt&mKEKVy6>~nF{SiT810IOq>G zRl$N!d|SW@ZYUSf>7Z{VOLoi8aRb&1=N1v%_;#i|Gr?R#WGsz7D+?~DO1#5AIriJl zeU#XMCe!&!CM$X1id6>}Ys56N*=1?*Z|{O)-wA`))Wl{voRfTFBRsY$6Wai4YRa;? z)b3;r2s{f+HCWrDc5-QlM{Z%A8Pd%ltl7B|qAk(D3VjVPvU0D~Mvv#NYqoyG%JpkS zCk19{|Nkjl~7IfTrLA|-QD2xWdRs<#7o)ZEi57Nt!&u?PeD&U?bjlzOFmx@k- z@6%aVv=`|o2YqF+sd+!-JYGhWV|rY%HCnMfWNL0cXLu#Jl+{a=@1$JsJ3zMLC5(-> z#=;M8l(GthG_d+LE#p2mj;m%@aGg8!us!)$zrU< z00{L+J2kZ5cJA^WP^ObWy+eKRyq^}ysfdv-g3*LxDVJ8%3H=4AY`Ou^retJR*HGUB z9P>!dywSUfNG~_l7N)j|%oQ{wWJFRrz3duQ4Lm1+S3(KNa|N@4U;xH28!s|9yycz~ zHb!^bUMm%y7}SlrddPsb;ti;XOkCMjRW$iignoBJjrS*JEDv0tqomCg5>meYK&V7g zvJhhK060E;2uJOZ8{e6atg(pzAK@ty zx9ydQsX)fk0+dh}cGc9YNna7K!L-c@C&#@W3NIpTMT-&l6NS&a z{Bk{%f}Za9D-NWOZl@j2O`Tz~sh=u1U4XgLn1CCjfwhkTt6Tmvjf_(&X5A)Q51d?s z%iJY8I{<2Km^l&{ebLDl0Sk%(T54p2(shKjl*%nDu4 z(^{WhusV1J_a=uLzkwif(5idoCjuNhWwnir|BD21d>WTYgok z08=KkZ*I#RWGG_H_bhw&n-Jp?uHSkFN2jd+o7~E}?im6f#$Q^j2&SS$bNViq`Ce4?1WG`K9MsM- z=eO}dZ5iO|jF$dtey**gv9ZXZ=T0vKethRip5qhYZ_XP;#7iwEaXJ_^irn9sm_$`sl_u7BCW@DT7= znL98=>VN7%KvxQ2uNQV@RY|ZOT%cmTV7Kp`tzF?>&@;gVqG*@Q0}2KK{E}li@2CG@ z5vv;W0UlSOrh2}`=ocBQZMoZe46SSOIfTaVb>=a?E@hl7b0Ju!uWm^TKml7Q?YZo& zY$*}gzu>{)T>biG_SaBuR142z1>>-^DMw;IaTvu*Y_ERm#78+6kkC8Q4GoG27V0-BYRod&`LP#bt{-4B;2;6(({+2J25i{O&S)W$S2Z z_XRP@V{k?Hx6NG8bi@Jov!nW?Cw6`k_jK9)s^L7HlV%B^L-S zg1nILF{KrNUhA{z7;G&fJWue!fe!ZU-4PWBQb8^^TVxG10;dD1sp{pXwk8- zou&=E#aHl;=+0p(S!ACzec&k!{Ru6FV~H208l7h1(?2E{blorabhy*pD7`xD_S`?K zMM}L$|F(Nxx8)`zEOj6h(%9}{bkXdSpU2ffCer`3EXc0HWDv)x50D-*1(?~F)D3N* zSI3^yh~#y&9UNzmelTBM9&=+!|A~IeQ^-?_l2ZED(HnK+d#XWC6IlOga>9X*VY}}g zkd;+KZfZp6x9E?~$HK~!&mR_E1$q_x%URaT$fj2I$!9jBHeu&^wrPMDe>P{Y)0v-} zpl$VCqJ#Ckl1Jn&NYGF`j;>KrIIQ|G2>F{&_RqG1g7c+k~9QHW^?kBRJoLRPuU>E-^c80fXpGoioKw}Wct8hF4> z8ho-V?akJhExCpnTDt+&c}|s46t(GaIe)rp(P#$ql5cb_oz33D)Z$Xvva-la@z%Sd z!AE_i$0Llvp40@P@!#T#bBLhr(q6t2J^jr~&`W$~-tk%Y$(qFi^C6~kWqX?FDoId! zs)Z$~o3+rm?6g=p+ykLaqLV>n+VKspu4d$0pYHHTGjxz`xl$(zoh(HU0!;Xxi+uXX zxv4#Yg0V61LB6BCCm1Tj?ahr&Nve*KS~;HoPX>ueiGQm01vdEC+A##J!L!4ToJ2{b z2s9>c1GN_J?W?^R;$)I`7g)Ouj)29ZV*tn^=zICvzUGt`O!xQ{7z3p z99#%VCOGcp8KM(rvvY?~GLt$2Tq24s-kZhgPKF{Xo@aRjcBsxhaIQ)dS-SnZb<1J! z@I4glHm;x8-|(?Oo?wsTS#F(UH~)$PUfHsmSXhhejV>)XaDKC7osc3^C7pM z-2NeFASRer0}N|Kj%-;rkvE17r&d4tvLECEQ5Fg*3{Qqi|I9?PU}TvhXk`w2H+3Lf z?AJ?Aq#wD-p9x0Rv{GS)kFVG>WUc5X!>16O3#x=pH^%)!?78{ZWPK-Qy2^K3t7ka1sMl!BS3i2*^4JGmFgaYl@5QZImVxR^K^uO<;R1gpcJxXnyw=S zlUNU8iBY5Wzqet=l2jqPu3D~8jj#~|5cezUo~Ab+)Q9Gt?@OOIML#ah)r&|6$1v(| zlWT}&m{$}`6KgB_Ox!mk_Cl}O z@9!$GYmkn41J=gU9UCf3P<7h?zN|&$Z5(b(zBb(=!jjlVzRCzp{tJ~`suw=xp@2{R>+U?=gA@Y9Rnc(H}K6+Rh(bVjSfs zssJ^5jvj(j84spAB>WJyvgC}5{Mk7Ws-VIxmY9er$k7)M-;U<D~-~z>NqD z2pRo}H4R(CvQVz@RvtihSKVbH@lXkhWDJjR$Oy~(qZVkR6gs=e#rI2iar}!R;S6Fb zr-4hWo$9=gWIshoGj}p5nBQ}TFpe?&ij`nVZ1!J2#GxVRJ?Bme+ZU>jo)MumS?yE{mL=ZhtW*NZPbC+Vs7~y6(~?Qq`rO03@Ne zkyn621z_n7AV|>y1goAdV?qQ6I&oNlEPt|(AF(uQD9eRNd7UTA0a!9|;VVoxQy6tv zm9bOHSwP;GNKtV7)M~@T(OlLX6gv1uhMxnkvhUP$EMj*6rViY!)^tZVB(84Di8YI2 z3!4wiT+*cf%tH{7kDoOeYSdvQ;r3jBHO8LPsby{P(^xb+=2Q&~Kn|cel+N#np;qpiOEbZ zVYyB;tQij_ca9H)KfG8w|IIH%Ac#tul&oQ<#E@~5syFbH?`|n6JKdM#WB#BzAn4&q zpYoX6$@ajx2rOKrcY{zYHk`crAjpo0!8GE!CVAjV(+sg^w{Z%cXm~=(drwgI^Q+)p z?eE!E6IYYtZHgMu>xa4?z4EH_t-yTEu0|O-J5ivmsE7D6lo;Z4MKK%K`eqm2h8^vx z9)JZv0bxilgNYz(HZ6Cn$teW>n%FKTe{t87T639a+KZ8iSC!zPK`ek@%@$g`VY<(f z7sxTvaPsdC{AE}%xs1{Y7Te{duX0RPzs&cAv<$1mYuW-pnCR;IPDA49C2NVR^3W&89a$4TR~`Z1?X)l+$P zjnBG;*>TO|(d$FD!sGN+XMJgoI+4!~-}`ZKF65-z@siIQpXRttiA=GiE+#{C z+~wIh)@6GIs37wWLY+axJHkN-oO-OILS2~{>)ppczCxAEoT_v^Iw3rrdu5FbIsm&n z<(9is(CQI_^a_#WRGU&jZqzyP7pyi?Y`!v=5}*gCc{^aa8`O3wMer)9g2)%w%uUVI zQ#cH;>!m%34@h5c(k2%V|;lt%vupM%@{iAGnyKs;+zZNsHkP`*Fr8H{jmRmwHyC z~4! zWw$P(pO0;yie$PmN6|KC9RNkhim2u+H*7FFF?rTO+MO=Q5ep11L?`?kR4g3BM$mIL%3eR|2(asY?! zZu@~wcfDM1#tR-xVULv^@(R_hXr_)Q8yVBNh7SzMFfL$GT@{Q2*Q~qgx^2I<^b>l* zF4~%Z%ft`EDQr>zuCuLRyAJFj`Mq^x`~hqmuEw@f2@n7piB~Fxd)|;?ST&Mm1Sl<+ ziVqU*T`$xHe9_AY+{0-6m2^1NJ z=in7IfK&zq-v9#Xz?Lf645X)KSXwJIeM)z~%8!+wX z{eIrYk$(YR$=E{=CUl7HJ?`DL|Wyy*|wO zo(yJ?b=U-GSscA}XNsf+C4;Kn=W+zEWK+3D!1N<%v9w)vF}99w>R@>AZC~(#!|>aN zmMv{TFKR&xB%)73|6&psk~2x(ILriOM-(KUm&Cbj z#gx;foZy!%4Q)vtq4RugM2O89cC?_@()YwhN9JQ`?l@a=nwl_&;dWZBXM>i_^qa9E#{?2CN)DRZK_96K%i@n1zI0X+tT+<^IUQiW6{?0l$| z0>7vEy3w(6%CS|&zJ~n|eiF-zV7>asLrb)05vo^|Ci~ihEU;-Z5Mq(cDmLnU0_!$$ zka`pTk1h4#8(aUVyY;*w3q9|lwvfx)wxTJii}hkbbBg1;_TQcs_Ms3IeJy2#Cm_*a9WlfF* z+)dFV#aB!OIw!d&Ii8G0ZL>YAtNkqporKj?hTVRje336RPuD*l)Nt*(=#b*1Cn_$0 z$X6SPv_Py&Z~BiS-k(3?BkeneRX7(mH{mT`D8Mp0LqVpf`Ioe=bBTc*TrIk(|4YSZ z&H9?i8K3US*2uRIPTnER>)Ir^?7I3s;)ZYge^tqR2|~`m1q$hfH98f^W;&25$E+DY zYyW=kzrw9SbrdysFdq(gHkAfTRVz}oAfE0^!#CSf7pss)FX%Q++!qr}mx;4f>IAh(MN~XgN>EpHXyr+1=?N`-c4K_cTzARpEJ<$KRl+4Dfn_Bs zaF}}s!cT|RsPdV$<#5YKQAhHb&8r`5YEE56RK-wASA9oUzTfuXx)-*-Yjt@A1K zH(McIATXk%T{YcUMJq}E< zUff>j@ngyF5dxuBK3@Mc8KrmZI|@3l{&%7VTRh_fW(24rV3c~(nCj~WmK@;C;O#h9~QLxbvfVM9LMf&Juqr3tgWv;?~=U@^R|LY^GZ*~ zs2#gR&e>xI-Sg_dKH|!1FBR2Qi7pGzztSa7c(7lD@M+N!Nq{Pw>-IzE zP7~@Dai(uVmBB3K!+DSB@MDg_*JD(VU4QgP)cHe4hWb|?4C@!i9O=`K+1rs$d>)g= zJdG+We}=x#4Io)_g?|yIavax~mnFzgb@RbRWdq6kvOIXX&;Dxci?-5sN@JGDDt=NZ zPqUR^&8>u&b>V|C_*W~P=I|4e?5q?VGC;C`>hjHTb)kbvrN|TgNuFD z zUcuzqgA2}nyo6LQ_+s~?MbyOo1q);B<`b%2P{EI)dH>H}zj(`{#z-zAKUm%%H(W%s z)aXu_M;>gH&1us~31{ipr1Z-?Y1YWHl_S6LU(C)$yRP?_Te9qBv}()_e5~4iN@AfN z0h-al+zSRM6sZ}zDqdywFY`8AI&IUlg0fPH@Ar}{3BTax*r%5mVmBGN+k(gtm1ha` z>X-U(4U2I8l?PdL^U#ZDOV!2Ttk9hV!1XULv5@gF2S%JbIh9GC!i%ROxAyY@(RQNNu-aQ%V4pG55kkJ>SL zhvnRDl~{S1Kt@pf1V%Bt*#;>illmV5*jkSqWC4&|ON*N<79t#V+`o^7uW)9yMp5Da zQUPnJ(MeOY{{hs_g;5?|I0 zzuuYAnYsx%n!8`m8FqaKXA-i`mT`srx|I(9zB=mbt7(8660V3y?x_ zrwn=z6buuX<>{A?Xq<0f9`|h7X*DZ!C9>}k{#lv3X-+thXxp@64le!dc#>e{1Z^BK z0tQ-#BC-}SknoO{;ja3WkAnbG5eL% zNE4G=c1}H=JUWGaKP`B6AVvdewM5^Os{_3Rc@cBk*cuS)N9f+Q6Z{^1bzH+ary19K zZoZrgJ+0TrK^DRxBC?=6+e*VO)pJdJ=O?EF%?nrJFJMB#ggd_$oL6cV*Cvc_g9K|$ z`y=+{m?lXZ+XyM8{t%;&4O!%$1OsqKO8Xn057Pq-_#tNIf`@>7-GZt(UZjg{8;i{4 z7C0Uw-$4XEcjdFGf!}C`!fRb;$A_MxS0~V@&uFKXMUdRjjelRYfD`U|lZoqVJf9DE z8>K?gVyfR)RJ>fG`tA?|3b32yb|L$t6&^0)(Go;VU|p|pXFSNQOrj|4kqYdn(A1g_ zw0bu_uf%B5>$N6?S;bXa!Pp^-wM05z;B<&$G6BxeC$O}C)G;rL&o;BJfI+L<5J^#L zckJpg%c*`@L}^b%PYKs0Y0Rc7>uC14`8id3Vuva<=l#ZdRl^G9v{1JNe-!ac+<^7@ zUx#qX>$rJ<XSz*!bj_=@6i-37Ux0KTXM(OWj65l1(qml>Cr6g^o z&hRr4y#tg4Xv}>>`hc<5TWLtM4byB-ifQl`wZz-JhGwIz6%}kfY(Hre2H^x_EwnbV zJft(N5ymYGf&7?6)q#)Q^8v+k)e1>m>MduPMFe3%-H9v2ppwl*bNb{?ap*O$irqNj zO+3mK)GoJh=Jh?afP~`~CjyvhcBwh+pUV;D`nB!H=hR*vVP`0lsBSiPv=^IXKKLVmsAjaxGR#X-sk!UhzzypC92Y zR=)EdLq9yB+Rp)bp8V!352XLM=M{=@37q`1CFWIz_c8L?vI8yYz*6o`D;W$MCtD;XH`G#(=L>3CC^z zH2L>O9n%^^ndWhJEalC$W7mZ*K+9uBCwF>dWA2#wIKYYHbgXVd1>39OS;rZh$ftO7 zx0NT;AvvUNcdp5M_)FoU24@y^%;`Z4Dx`T9%y%Fb-f5BC??@Kc%SmVfn+NqKKcQ2D ziun~bVl;x#u4_!2yW}=mF|h%#I}Gq8FPD5$cc6Yp?GnV6FDhnl*fIca2S;M5fHK=< z1KrR<{)A)kuD8a6<6m-yExUm+G{bwFh9DV2YK|>3k>NchT3{yen3r9k|0(2)fmNMM zF^H3OtHx89QJXEnPi(DI4~a`Q=+D5ldIm;^Xd82NFUnNZ@)$gRNEzT}Odwh8+9$Fn4r?`+5#^9!p z1EyJX^iQ6YD{m}_nck?8EgOW_J)~x z;6F^SUEc%AvB??K_QR|K&rpH z3h>YOqK7y-JaqZ#FnJ|MdTC61J^DfW3Gl!r{Yb8#5MW#}Jr$p@Jjm5v0;tM?`CSQ5 z7>y@?`=#qtbRaHwy*TnJkYzI7lQi`Z(9({S*rw}oQFoP6vbcgaAwpY-7PC4^_BkZo zI#f=q%1It{a*M~URm2&Y?Bofh7h3Ts7Q{nLQS0)Rx{{K~-o93gMW#}9k(UtIbUa_oec1EDUS1GDNH9(s&?WD{^hN{4MKXioSqqKuN7mc-QiTqA(Fv$TV zuh*6nEREP!sg9&k*mZJ)Jq)~j(p;buB5H}W`?)n1g=g23Xz$IaSpc_-?bmvGjg77^F|j4yna9QdIw)&x`YRfB zon@IZNm$L-8Y*EEGLTw0E?t?piWb=aVxsREZ?n~bdib7?8dgWSEaixL@95rP1GIiU z7IWo>w@@1O24JN6Nf*U-Z^r(KiDlvLYr6`(%XCUJgg0Cy=h~;%`D!Y~c9A(qkeOSp z6Pe|NoIGs~vu4|^kYf+&bQ-{kw23dfB_q1{Mo9N})PX{fFhU%)DtC(H{M%+P;t+$1 zz&)N%P zIsm6ws9+Jy-F&9*VB96K?MHDMBf;V>l)_36^5LU8V3cA3HbshU3}{wLZe`(eA{>K0 zN>p+++Y{MKY^47pRKwTdAcy-}=v(VyGi)U?nOzI@@T6@z?!^xRBIMFO31s`~`O3__h60q~O|D%TO3vFBEv7VX)=K8M(NTUCPZdV*G@@x4VZo z>D&j*Mzqj!*bmPlF#idkUMU8eXT%z!%k;{@J6@prH>cAF-KhE9IUe&b zB^2={WrXa+as?*dv^8&?d8*#K6QcJ1|3zG(7})ED5(|^)I!DrsRaq$sg>=K9jWy7~ zLzJmF_xe`D^0-Ojj=w5H=R~haX3D^Dd)70?S`P=tX`;3epb+RQ?tPQZgA7&rPm#+> zXO-Ns;mk&Q(y9c{gH=%(3mkO>%Ow=1mPNECWkZ9haXb014&I##V^%EOoD0VriFUa@VSXmjBq_TL zp8@uE?n`XgL8btWfy(&-Chn}*{PE~5B;%>LVCYMBpa1WEyfGd@AJfoiuR>gz7l*Wy#8!0;h~}1TS84OBJlwI_-h* zc)J&WD}02Yt%p$k3?Q2(@9QknJe;%7I0K!T{4?Br!8~aC4d{8@g5S&n7cBb{en>`b zLH{lu9ig4!(sE%_Au zl`N&Z$x}=G0MA47csJ&fcrJA{eVGqq8UHO)af~xssv;(Vx-?_qy|W{oe<{WK!mF;C zBij~&In1MH*j#Bt;kKu4itZZr&y_sEfYc(*sBqqb9~7Dh%Zlf4@gXul(!gye1-aW6 z*ZNWOX=qv#BQU*GyCgZHW@S{BdSsG8{D70#@>(Y2kp13&S4-BomnnQc*xC;QC7T1s zi@xX!u%2qN3D=%IJ}QHp;|{Rv(QWx!*WF%r*|HRiUk4N(v0e>E@BT{DFpr&J$0QtRn#U5iR3T@hZJ zM4iAQVzzIxomK?xH6)1uL*b4a)b?G+B`5-}7uri9mG+zF-F=C}E%HOFx74?%GLw{! z^{=~fKEl;w1H$1sTyU(Dp*Nt4HP#1I&N-W7nf*Ijne5%$$dF%(;>z&UgMd^`=9$_6 z0W-;s>5WFH1>i^E=6Ek=1qI1e#et-SMlqRNV6p6Stjm0SEnwAQR7$dBeS^_-8cEx_ z#uc+;W8$df`iE&u3nWvYD&LpX6%>XU>u$#T^n-Gox(bl{mCeU|1zb3)4=9V*{$Oz| zBQ~n$iIhJCh3rQjPywOLwK(wE>I-?lGSerD%|AAR>IKI-GR6;z6)_Ug&HYQ2Lotp} zxUc?{miyMFPHXxVBg6kz7YT8rM!=)KXj_|mq{^FqA?&6n^3nNe*t^G4vh}3_$`+$HcMmYgtQ&zXgOGnI1rf1C-^nm1V-ljm9w7J+#7P zK!1)Mt=hpkC9Df=jxZ@h>iwl-gQR-9o4c#*TX1gd_FhvhS@mG3C{pg|7IF}2V`;0| z4Y~iPF1Rm`L2FIzCflZI`$Y?Lg!zulDe1g_fhuC^T__0<+mB`Os~%=s?f3ntN>8)y4F;1m=V#I+yd8DE20iNXO} zc#bIx0k(&5_?QetIdy6Lb05vti;mA9zMBfzEBN|)W*J5t*Vd>Lieu?|N)kflkL!4^ zoLIyg9!Uz<^y!efQU1~ydxSLfT+-BNtagT)S<4^{SMc$437tWObRIYwFpOTgd1OiB zqs(dtLQ+YUO7Qe`H1=XpgbirrVK2as--ca83YliJ81@aVB8-v09F$taw3aL(O$YSNG-XT zz#Xxkhjb7Xe#wo`KO3IYsTl6?72!3%DFt5i2Rt3lQa9kO986i`M=g zkWDs>{)tth4_3z^tQlf4cxI+X?PQq}Ov-fr?tUN3VA8JGi0!!UEwyiy8QpCwVnuGp zpdh#Y4nf6KAJ-u3T|b~F>y4ejG8X(>>hMwe`r&8Jumi8tlM<(#RsbZBr+V2jU2tBPUjuh%t`jBXqj#61*18 zuB=Ep?Lob?#6-y8Ui~N>-osssdF-T^D8J_MKWBhLofDO4Kc{r|5*GnKiY-o1vJ805=@z z!y^cV?x^RAm2_bkLRB=2c@Jh=Z@aF0kXB`pEZ_cIPy-&mtBet|PNY*zX3+#;M6mod zsWUkCM&QMpaCm6rvgH9g53!Li=Kz{SiwD`1uzPv9KU=az#crRLk1I>IiIpZf4p$OvKUjCDzg!M8#1KAnO5=fg6+o%?^CyRxb3bf`IKv+< z>5rQ=MpDttNhT=2kZ1AKC?27cQ)j{k736Es-$L-aJjmL%VKF|gZ8?F1`^+rj1Q_u* zOsFF#oSLh>G_CF)@rFR)L4B{M3pkF=Nxp<9xYKXQIxiVx-tJR}iELwVS(wtDvorZ* zYudo0aB5YzRC?7&8Bx_I!GO$N)FZajhS%6O)ZFmTJyONh6%MhFHDDbOeXD$vHblll zJ6T3sfUu|&tH#wFgS5mX5h9&8^j}%HT*xxZI3$Ncoxwc%RG&bE3iZ)9Hk+&6M4;2^IEL;$?*@Y@q*YL$v)% z89O4-ZQ6+k2iP&2 zTj0l`OWlYtHDh!dq25#xed$)I%86!ZZhLTTJL64*0c(KaKVsZ7B$j=0I}>5H#HS)> zP7z9jNZqo2ym*Ql?#ws^90rG+h~1sZsLW*=5f;Niw)33QwKx+fWdQL?e&sN;G0@?i zrwLO{=*1I{to;e45x#h_1F1 zP7K|ApwW?~u0ICo8J(S|Va6K_^u9?v@^Q__c}Akn_k}&65}s|q>B(I6cUD&6AHin? zay0d+#qz~}4iNqE^d@f~D^_DwUQa7@Z-_zN;J%dtre7KO8NTt=GT+ftBbF5#BnvGr zp{0=`>{*t<&OA+im}L`i_*6h8LJ^>$!L%A?dLZ`mN4ZDmek+=@4;MrP{9AS;0Zk(e zmta^eX$!^8+Y>i^uo$1hrIkioThG9*!9cRo0?e)hRt-P`Ou?&(}$jje!MpftSiU%B-Ls$NK5BS;d@lRyp1iH zmyeh=&Z&jAIn5*2cneM*Gn1jr%NlBHWz(zr$&Orlgty&Wr9G4x8weQ~JvqEa=1b9X z5Wd_+$(WSLSl%K{B8DdY`8zirsHLtl4wcMZ7AzH44FFdfYu+?wtjOD$46G=j`%yjT zphY`=Mt8$kKx}&w=DLZIv0$3Fa{EiGef9hB3niEy=??OGzZhgisGbe z$%Imk3ECN0^Jm#<{A+$)LB83TK;(#ey%apl}4^!rz=K?h3fV#gmYazUV7Yga= zY_QH#*SxLt`{Wo$klD6#=+g3w;*{URy^4`UI5>MuTAR;ssH0Zzn7al)W-TX?C6(n- zGc1kHoY}5~w}b1IsgE(tb#zd6?v|?kgE@~B5`^u{CoTGsDRR6Ubi_(ZKC3n!MPMNW zMG}#YBJuXZlrE@8%QEL#V)Uia5gltR7Kb)oh7H+5v8wD~#o*WkY>$W}90%neKzs@ebsf*mb48zEBSn6xr%^$Bwp8mjqm(tH4*4Cm3QMw5snJbz$)q2 z{g9T|h!{Xp1VkaNZkiK!^NRjnrV0*8u0B4Dv6EjJhb4e^{NeBh>WGVtBJ*rM^2X9Q zP3Ggcms$9y#4{;>69Zr&cfnttF*6>77CuUlVB-E7MTIeDjQTni?B%m^X4i=fN9*d& zC>z97BlXs0qowGXDJu=+*XaDNPK@g@Cd<+W{IQ@I-_*hFw`G~k$GZT*B-lip zgeQ)tK}uite+?(vZ;%@fWMpX+YDAH8weIUi$h zcwmP@Nko2VBWee_9ZD9v_wB^ObfBB;QJ%5DCb;GFr*s;&OvM2SaxB7^w;ys=RAMI{ z=cavJug>Mb*e?)5l<~+bQ897!mgvgj*UPXR(2elq^J4#;1k(ACW}E=omdNa}SeGY) zAK*}3QD78@>{`NNynOnz%S^w7mb~+;GS;gh;+&dO8%;&e{mSbkFU684o?E9bA4V>` z)_GT$+gp3>#+E_DHHOoI8Wa1Y+ix+R8%)M~?tt8~R@LYlW+J*+FwR zEe^x0Ug1sJ&T}~utV#(&t(bXMeJV~-2ZLU-DMjCg_bMflr_Yvf^t?1jVKaZq4n;OY zJ%^fBNRyliv4@cUV~IzLV?v;^xVAt5wG6AAsRbbJCa!CvPSgIg43!b>|HtdTvEW~M z=V<0{D3T5Yzno@$isVolNw^BVFRu@*(?S3HMRtlu(Q7bE*hJFnp?@O}a|}wff4@Q> zG>lmigA5hfw{}i~TR@sEOtGkSAvkUI*OS8eYFd#yitxtoM_e8mv-a4Nwmre1!T5WD z$kmkE=8hA3%8H+aq{XveM1uuwb9_b=JRGBQbZXuf?$(p(Q}FwQFr8sxa~t#}vDDZ1 zC6a8!iuBvRpDk{zzSO7yLcUYBj>;W`#rr(fPYb=SwhJ+8+Ybtd3@6m?+R?G^dDTz$ zipZLDuwT3Vr_MqMa!_BJSP^ZCBIR?BbIy~d)bU?yqeeq#4r4sIA9`M>sUb*gIOh^Z zl=MH7ZZF|7M*K(lx_JW3&tT}xvU<)@BGSfM4;aiOsU1v$b>T)#p)5+W-&1UEjw^`5 z$h-9K)o1<6zPiS1?bP|tdj7)-!nhpz`OzK~+m*CRS3}_UJEi;E^soK( zRT-6MYL!(5ppgM|q9|rCJZCvBX!V#5JO5WqJbCQpWl`n}Ou?C)p$5GMUwp zDhnCc4wu`|2~VNju6qx+I9D*}*{VY1(wtG^gZp`jNFVtO7HQ=nV|l?8fq&36XTR9` zld7Py*fSTg;@Au21}*QDx9us9z;T}wi7!jy9NP0O`%;&kh{Z-IDKCu$R@C ziMuT2UR7y~HZMr3&1}R?M2f&ttJ{@gl{1GaF7@zO{0Oq%=G$zxWMp2u&lygKi{`B~NJs~&O zJA7}UUShX1^vPS%7V-;UKOq>!hB@OJMD{edyj1n|27+H5`n{(wTR7w1+flrPD~(^y zQXi+<^0B0vAR-2V{GzGPNcfjh7QVtT3+s}4la$*|&|cx7O0mQ9-Q+sr6B-20&0tK~ z>gLn4fk`(pUR9dVGO;GY7=M?)_%&^~cQKN#u8>*{^iA4;h^xDAT^Rfe)eC_xv*MSA zU6XX&?D<0H5#HmL0uF#t+rRoQP);f!@?Oq0cU&ZhO|hdQG}K4m#F1gNZ; zf;>if_Z>R_>nn?PIPxxSQKp!fzfb16l(8t8%QcntOF^3p|MlEb31Q`ER@R)bYC^qx z0Xsq1X3@i2wLczLF42pZDUcHKY;QioG8U6;IO%4Hd9@j9;`)5RT}7Cgt8)1UgWqIM zWXDP})}zaJ4xtLfdT1xV?;@03N*C65VE+%#CWm@`e(T_d>c$ZTi_6!DC#OqTl7>p# z7Tv}5q`g7u3?exjk?Or>Ze!iFu9#CO(~a6HE_{=pj<<{Y3!;Ol@SqM!#Y(*qSMX+> zwD`}#w8_)GAT(U$7u&NsGI?Zyz_=`=IBOr(GsGk&U(u3DMj4F%=`#{yRD`e|bGNkJ zE*l$NyqMm7G(0Q*VGS);uIzkh<~8S_CRDbxr$D7dLFdNz^(VSaA=!%k=C8skiP{1j zW855evp|wJnpH~jU^x%*eCKW45C&L_v&OR;q>1v(KV)GywWP}49XCsvCah3#0pGYB z1ap)olh{k2LvC0V#iv!wqo>U{bH7y!AsFP}IV4^`qn)ybcd0O9KHOHCg^qiM9kP?~ zz>xlH*Q3uA@ILv+e_r1ujbg7*%sWFWkhZu}LSk>VutNl$D!X|EH&R@d6HnzcZ$yJ- z9A-L}G60b0IvPpA&8Ceu{4jS<93_YAF;L?OL;mSE*MHgu&u^rwHUhDzSTssq#Bx+q zt1u#WoU;P#pVNv=k?bYeE67_JvOzzdSEhR-E+a@aZ;m^vx98?1HA{X(7Xux&Hs1Utm1C@ zznMK-jQ-xuGXK@*k|+}`ryM<7T@J`SP^V)R(g1|LN6oexzSTn)nrXu0}VE!N}4sh4f{GuP3U zSzrF8Z-ZP^22*u~H@_%8@O&JGCKJyxG5eD7K#&LV5ge&A>cOLm?buKe;=hE$;G?v1WR?%EK zjm9)d#sN6%kP5+}YNcV;AN34bOuu4)=P+D(hOUeo1t|}AIan^AKy;}DG&pHOnijtZ zttyNsy_!(APF?+NHRWno@Tx_*ul~}~&`B4-o?u1BOg5UQBai`D&Q;#FK?BzRMypd! zmGd;NE#H#b4M=6?wq3pQovkiwxOuMBD2UGs?^|)lu>MW6ry8Z!#ZQ=qlp1&ASp<_FiD)CDP(c_4ndvGksmexNLc!*<`;k?$ZH*rt)uuoOps?X>^q>aD& z!CC~<`fXc!Kuzts09f)Bu$WSBz_(Kel^a_ zzr5|(Ct4YQ89kPp7@H;7G!hYeq@GU?_qmq_-w!P*7?FhBMY0daOuph=vACj^P!9y^ z^@CaiI4Iu5@5aleDhahf@NY5!r=w7E-h@%Qus-LmAV%y9C+fM>hTiW8yJ@O3z`Wyr z`#t((U)K&jNy_`w<|Zzf>Y@1{Dv2xKpxz*H=D8~9_-5QQ>|9g>5)n0#!X;$w^HfUF zN2dY?^qRj;juFL*L^qj&w3_>obj8s`_#E)~UEIf2pxzG7!2!wFzSQbaYI-x%u%j-& z61_<5VkM753ig}Vdg6UrB2q%(K^ekvM~+FgH9JCng!(M)ZJ%aWvvI-R!&Jnn>8qa% z0mO-5g@>ohLe>~@U`j}Td>R>nFc?fSek;GSSGQ-eLPqPm=r8_czdoP>vt`P5GdKC?P$x&#Z! zhE=cn@aI1^51LxdVH#p@;w zou^huXR;$Q_}T1cCH^rjqZxSsvrW@tT+n_w%k3BCElwI0a(jWnW?mRqC`ZlHxK#2V zy|=W3`M|%ef@aQ>!*K%K+v0|**Mlf7C6F4MNr%!YXb?a(n-*}ZfBMk(qv}szrrG@PI^TINM9)*qz-*m<+;s>;j}1@c5-?s5 zTg0+e{H$Lw0D`7$naAmL#uD^SKiw$bcFmX=_970TpQ^M7SGN8-;TFc3WswVpMdfSaT$314nYXr#Q{!HoELPG(=jrpHUTWAB67N z_n*y3H+h7w3hIE|5NztFWMf%Giw^jqw3rtH=uXA`=W7*=!$H3Y?k1TMl~BK=RXT0r z#Mmt>QugaARH|w(ic-#E6@)*sPbqOPagx~8JQqI~ zZ*xCg(CqpJA!>hu?8*c~p{pT`%J@)E+)(xE?4#K|Xuwxs&xWe$lBYvqs{%ma zYrAcub#&N^v03jzvc+rZ`~WTx_dUBg;@yqMZV9xIZrC{(&!r8inc!*6^GGP7`xc=I=r~9(alv+D0 zO%BY_)cyJe@K?}S`1kg(JvWyCp~gFdwZXzAKG?2WKHJTxl@3MGwPRQHU0%$` zh#BZm!|M5C1e_8PIplWH;!s0)UNw#A;umM@l4=S`6{Ro5xA(%)!f>n^1v{YT{bZ>$ zkmDxQB4>?d>y-afKv-t`1X2@IUp>O#P|#}obTcEn6iKAV=|{V^yl=bJcS#u38wKss zss&hDbC1a4;0tX*wrzAe%2Ocp*KLjpk z8>h4h9beuh)Kewv%4zC7G{d!hq$DCHcadRnh1eYalm*;@jYnID;)0F2;9H#8P_&3eVc4OYv?H(7O9 ziLcrf?xw>0=8Pq);iZWPii{On29lKHJX0dTBkrQ)5dL-a8T7~e->rzi3E``t>(8Pa z!E%ZwpWCUy5W&qCgfLS2z=`E|L)A*q6qgsGT491D@DyzdWhIezBYK|@Ktc6S%%_}p; zS@l#lXDl{Q=3aoq)ql4{yTGg5JX+BGz|^J-N;I?1RY^ZGU`{Va%lG!gQFU2(&&C@0 z&Ii=-0`5=cIdToG5MsrbABvmJ+fwJa=~<^ty&o`|o!&xvM_AD2$CfC@&p*UunhJg) zF?y+9?CpUn1|xK$a|c}8>?jyG6PBP0>=igCNW5PY0||L8Tbbo8?tJ&4T|77Kf-Vfb z!OEKn9xN#~dc}43_?kx1BP3&+4gs*G7Dzqeh>F*<;-WC_X;(|HNB?5whwigt<@#J9 zD$vvm_L5m2Z1=S`Hu}!po4#TPh!Y(aQtV~U50=;TJ-j(fKJuGMwasCrwt7*0Y>bV}8QKz-WU3xV^3?k(? z@`rSLtt0{WZ0>sCRNk4~hNIa}M`zez!3jpFj!K2-UCjIlQX95vAC1K!a1wh=O^MJ| z*Q+2(y>GCgfCoPJ#MMB+B97GZmOWCmPNAq6%^(eAjq;};&VYsCsS%E1B$BKUR!eOAYs%#RJM7eQsOrFYAX1r% zT?%awnGo(#>T6w>R>tk!n2|WMUKL4?U$YX5_YP4x5m8|GllD#bJP0 z)-lUtA6z>w{6LPg02=7bb3H~Xy1P~ZX>z?A(9Mmb5h zWb5^775ISfOC*pa^&$EHzrT?8x{q+?YMohyIR9YfygwFWYkR#1&emHr+Z##qS&H6+ zj|lWXi{-#>Veg>E-lr#I)ax0Yrt+CIjm*Ke@5WDkl9==yR=#@)Gvg%s53KQVM zaRUuY6SwL#&B@O3%xs%?lRC9i7|U@YUGA>+%r8bn0Bq6X%}8Z&R_#q^B&>YtY#a!7lcNXTm%MVk4bEMZXud1V^)XGa|ska+Hl}ETPwET@v|0sa5JpN+d1yKp_P z$@pZ$+@B2#v;TByNq|n`uU_;2LfnL#`5AM2cgVoZK_=`l6WoUgQhfqG?HgFmU1xr~ zTCcR*A$`8W1SCHDd}BqXbP~7Dr6+?qt`I`5>KtJx*Gjtxz!h0vItrW~9MDc!K74>~ zxcL+PGU99PIM%&ZJ*dK!G%di7H9Pqx51&cmRPjanGEjC17%NeldFVLV?3}4+u<%2V0^3eXyXh3)>cp4a z-!VBXmUYAX^Sy;`A>{zMI!&~(Ab^biLT8?V=<4M+;8y{ybs!NngDOM8nU81m{ zy?GNu*#vmONx#mZ5p#1*8LNUZd|LbO7a`x&n;IKNU-T7lk3O<{N*hbQOtYYCds)5^wC>4U3@_#%)61Oy zl{K=4Bzx-tU(dg}Dfwi1Z2)iNdZVN%Jn)q~ENTPjZRjKBl;a54w?VaZN}Gfk`1~AS z4_ZajxV%FprlBWX0+!cBgh1g{0%3rlfiD3ctpMEi3MJ2<36fK@w%}a^tu3hD&*2M$ zT9li1>o8IJwMSwx!i*kglpfpmzN(7GU5Vf8Z%ohyf=P0ayKNEQw>?H_|3hTMjavCoHqBf*XS^zZP0@4IWkKBeMDJ# z=*!wrnpq5j?YgH*@XHgZFxXu>&W9K^4?OV5FL6AB)H{kVMU+4%wL2qPb^(3fNScIr zA_xe($I^zm@sm2vhD)Y7UWL+ai&(Dho_{4y5?rpT}CV;?X+qV{$*lbQ3Jiz`mJ7s?0av2SKb%9_AS*W2e5V)7Nu~ za{!Pha(DA{bRPKT{791E9~nH zoYceiYAo#)QP8s{NB4{IjmiaY5fQGoW2R9!QnefP&3_i7!USv^QALAa5uU_GDw#dq zWds*CxVJ{9JQIiW5@8ZxI5O}EJR&{L&_&W0=PDSFl7vSF2|vuGCow>cO%_Umh2*q2 z){x8NPR-Y8ss@$~s9f4qbljR6eLh(1#wC#T?aC%bh#Z6RSfN#mpyw}I$&)mzqW9qf zE&W4r(k7)lrqFCn48**n^Wz>sm#6xQvdYHWo`5)dF>;2vd^I9jpCYg@oRKYf0t=cO z7C}HeFj26;Ci-O(Y)MdCeOlhx>KLOv{MLBb)BXt#M>ReJSIpOp9ZtIz^ESK@a)+_* zMC1SD5q^+;={CD36fRcSL4C!xw;)r4hDHfn-00~a8$lLQ_V#rYn=#joIwF6C4;g*f zOOUQaUU1CAMoGy|q(Wa*hx-58HG6UBI$qIt$Wuc5;{ER{R<52MV1Qt1G|UBdNBe`! zrP7tRfa=Ssef?zSR+yU^R);}Q651~_frds`)rC!mu|n*_TH5o;@rb{cLM$>b`h~1! zB$36zSpg4pQ4W7*_+aepac(@4I!iF{y5EHRi4S#mZ)S~{YvXd~4~SL9N1R;0oR{hZ zId?1nw$9$=k@NWjSfZ*TBjp=cZWOCzknrjZrT8eCx$NX0LE3p%ecZ)IB*802gDZ=% z>#sp7e{TFdfpko}1OiX`Ht9urrF$3LE9tM7exLdhYTu%3`AycT?BOAh9??>SH7U8c za6UUDy)KOB6!$@CRgu?@g8K=pPyX#hg zq5t4E0@V_HrcR4se7^xQ^y(p9&EH`9FESz%zqupJciB&wlUGo}uJ{~*ZK(UfKHwf@ zwAwxICxhU0FB>Is2yYRYtHb3Wby(siY}sVYhGe3N8zKuD?owrD0ktboRs6|sC;D8| z*}a~~%VKxBPt-?zOFwuxh<|}cp6j4Eb%gh)&FTI>cmkMBnZtLHxh(~+{uQJ*!KU90 zQcktif;A-W`BAlfeP+i?Q5|G&q#OT2KXtg=q&M?Wn{1( zjFdUqth=`5GEp?=PkcC@03Tz7;(keNvRP4tkyKiF+c}jxFnesYC)?sdo}#LDD$os{ z<^K2tC~c^Ij!MHhth`g+=q^v`SCk0f;L=izs;2^(|8HZ!mkYwa@hO`6&d**z4h}jB^&z6=I=zRRH^%Vu8 zx-?=1DTRWcsVJumZq?AVV(;FEFuD^OQ$PMh|Em(~{vH;2jR;uBps}f7Vzq$z$rKhE zSSMAwqgxc%6{~i7Rh`gc^561K^h2LNLSw1EA^MP96)^TGz#N>msiF zD5w#LLs1I%4g2MjLu|hO-02{f3lW|H-tzK2ksQrIPE+wTGw8{!(&Rh&WVPT264i@F zbnh6fE~Hvzyp8^RuV)yfB1rAse%Xqe+!qB?AcUIZnVbVfwn;AJNZhiaTRR|2V8`~XW)333l0|;3@0Xf>ub5~gEF7(~E)d4s7FEaQ8{(N`35uVUf1Gz&ezx*+6G-d=4D8XR}sytu9=I z%P%&eMss&t<8T}g(CwxVYplA=CLywHpn@)ku6W-Ao`#Z$+*hhN6_fzifa3>8PJT>U znmwamk@(+%atO6Pl+b`qqL%-4BG2V~3CFxA->XodTl>5p1I-F`UzL1OG;I-(0>>H} z!Slrd#qK;YaR@P;3hL5caqsBq_v){|1<{hU{LZx%3T5NPB{ zM9a%Y+l+0WEhYbd#n^WCfoeT%ffFJhn5O`gjUql1L=UPaHZM%;Il~AJpKym0f%vS* zzd^q=w)4na*=_)O04>8pcj^#5#ep6FZ5lQ6_ZX7mt%BVmW8C4#OrI8BrNQR2{yxd9 z2nFbZ4WeK(g6R;PPL$Aw%xRC@Ai(M^u_<&a3#BxUYGyh-PUj9_cuKwvO)S7pS_4pw zA2vruv-CEw?1-r4kw+SZf%M-71G9y3sah{mA5p(T8%QfDGB6BWx2wx2yBTPv zmGj+OogwBEum!?X=LSmcJ@J|5V@(V39c)80JV+brV3o0LcJE(oZ6C&NbIp!gK?S+- zTf&nh$+{xzMNg@(+fL+Gsn{?Jl;?>x=@~JfDd2vGk|J=OBJwCi%_@f82xA3VozogW z3z9D2@ORU;E>aDuJ5kBDQxiZ&>$8@yapcs)m2eHn=hBPvT`+p>OG#gvCsh?VSXH3$Fd3 zv*EAxuJMdg!n5MXNIYg_OuUSnaqhpfEv{uPtuF>r7hV_X7xtbikZ!|LAyQfG;V9E# zZlkoNp*v$oETTwMh@#E0eyxIs^iPIL9M5*d|C)5E_~&kIykG6cv;5EA*h1JTEY%z5 zYQ7kOlsnyx+P297`lSZ0f^C6pt=XTT5dhG#A{tUiPyFVQ4r?~BIcG|t{O~=THo7z% z_GH2bg?4LYC)_}31Y5R(sdqR>EFEk{kUQ0^%~J^sj`qKu<2n`t7x2e_tPr_$rhWb5pbM2 z9bgx_S*A+~mRDB|{0ODubzk9~6z(&b$#{;f1l(wWwwLhIIjdIG!@PdaV$!qZ zbM{5Y3hdoim4LO4I|smU<2hdv{QzN?P{pDzy)Zkr%}F?{1${g=Qe?mMQG39doQWk| zG#8=0%(A#E{&ntxz73<&YT-0ePyq~{17^BvGu;hsu52Y)XeW#Ok)Fjg{U{0jU#|3O zXA9$KZdR5tE3fgvNyV#FH#+{i=Ql`+WiF$aC&yFRsyq-+U?k<<%8>%$TYKQL?^?HA zx4clQ#hwi%beBOylRAJ0o}{0EGG3M(D%W9g3Z(6dbNnDXyuCO8SAPEHh2Iz~866I& zt+SF8s!$g2x!x2Q#$W6 zLWT%+==vTRJn+^u>rJJPV#~t+H%KauR-(YLkQnZCIl2VGA}~awruj-N}H=&c5|lr;;A79TDv2AuWm8(rm-&G z10C{73DybV%xpAUy5hB7IxpR#6Ni0W3pZdn;}sMHmMS-+G~c#-VsJf@&=QzvYtPVm z4G{+$kq|<{qmpB4Pl2pX%o2`9v0H}Oe@#uDny*4t6>+wn4YqH6b-|N6*52JFi8d z5i_&Yle+OnfqnOgYIJpC4kd`@sl8m|Q1pN&5d2mX2aSyClI3Ual+G&M@s1qLDr^@M z^pp+D&{8tBg_&W3<^=%3n|PHa?tImOw0v}yMf8mzO~D!qqc?laRt$14&p&_g3PyDM z9y>Q0iGki`qx-LKwu&d1%HF{Bc{;ZDj6Px#KLP zfD3!fPOQS>Y7#H%C9oaR4LJaKEdYABS1U&tqG7j&Uj}}j5pa2V*aC+W*Jv*j$A4<{ zt@m<#>bu0C2}C7ABbBEiv-YZ>2eW|BFPVW6w4H5p1>iSUMKD2lBpMmjm2T0GXhFX_ z7qyXoZJB3@=HmUKMY5acB;xqoH*BnS!Gg3H*yn6+vLvU_3YIsVwWw8K=5-x@Ei{x@ zHv93hU8nz%=6gQMvTmXMQ{1Wb&_uUC?}x^cOF`=d@6`Hl@lt@E``nYSJ80 z(|&GS{O-SXhRi+S&$B!0Lp3muayw*8C3CRb1lYlP1t+hpT$y9s@^ePj05GoNzIj1+ zSv>WSLMHHmn{Xe*S>#V)oJ+n;te$Nvv_O-345Od=9+zJ5XzdG6QVSK~a>e}DiZ04c zu1{*s2?S&(h51%Bl+I%bOeqG<$$IAQ7vFLOYocuP(2jLbVMVFaUB>lqc1BdYQhGfn zq74`8?>wAyP-UonBYnqtK`M|H;ZQBRERiz#H>R41{m61uYlrs>d^q9k5t;TvDJjP< z4`v!_l(glElTS{Sie!v&6C+&Wa;3IPi{jE&Ex>=CLK?)!c;rhC06MB&Cc#uGb-8sW zcuQuab)&7y4Nua(kNbGG16qZksZ6SO*ZqoVos+XNkhClf&z;*kyj>l4>=@U#Wpl@P zFx&!d$T{`g+!2Z(RxR9IMvH~aq7f<8X!_l>eq$@)*e?D$%8yq%o}hg+al(Z77Z;LbhyNF41N`ayhqHXlJ6SV$(#Sb0%r&KcFKZ4^NGK1D428qOkdQej zqC#{}1ri-CMAZHpUU)yZ&S$^;CjjH3z|c3B*Anwj(3Yp#P-HocU`LFA$kgrE6LC%q zECVG9kdUy@GZ<&BAKu_#IfqV5>X~lHm{+m_#1&Z5s8*~17S~7sSBK&VZ-zOCz^|Bz zNGrGKbKbMyl;>CQ=9IL3m}F`!*$^1gdsuJ3pzl*uZWcl^qP7i}BPDRTYt-^H*GR!f zoJP`eBOBT8b2O}q5fy!k)-qu)8@n==e4-}Yx&Nxo-k*y>FDTg}djA=Oa6$0_f@C0o zBRYK;84AI}e9cBm!CeLcDjBe>DM)E-YycwOQKq&v2ZY!-o5m8<`dV@1(i1AJqu0Sr zK>^@z!zc-F+}^|OsBJ<7Xz~51HZ>=q{-WZG(22=fd{!Qe^F4P5bcjZ~Y$S$F!A2K_ z@;cP(c)^_Y{k{0T5PT3uFgr;32{d@^dz(SDzasSK_xzs>>yd`64RRk?SeSQ0Y>=7? z5P^Vm{<@S|lL`8k33z7u{5BvJvC5P|H2V|__aqfjEBv~N(1hE~Dm{7|bX&2hQNbCv z9kip%IJ%#RN$vsI75qesf&$!U_NLrQPm6}0BBC$b#m<&Z*{Uv9p%6w5Tm-6wIu5ua zRr=~a`*`R!<`1ozV3<0|n$@IGHb;*8#Vf0|N2=GW)&D^<3rbo#&@l|JVbVjC^pAF` zx>h3v8w4o{Q&~TR{#a1n)Sf5dL3wWG;`#M#>3GuOLr!{!yS{XACu|hEo<$4JUCF32 zVa5nVLZ)aj!F|?H#&s_7zOBKSjb-<(N&@bIVsV_i@8Bn)MfM|*g%lJY8i`Zbcp$R{ z|06E#bq5Qqol=KDLG)Hqu|i6x-Q~oNDH5nBC%r+L%~eF?q*U zY9OQh0nCF7twIN?iM|R2e{+=1GclN;^hoA|Yzfw(gwk`r2Td+6{vyjkRg(`Hl63jdebvpNm{p&J2 zqTVp4^}!sQm-5ntr4ez>Bl}*^a>AhzF3wW+)h`&dvOu7Oc%7!kcqD$C^|`dhkMC=- zBTqMZq6q^!m?s7aNT+HW3np|FAY}}7-d%7p^Y%(HqyC^8Jw29jvf3Qb3CUuy zU((u>igcT77Koa~YrYH}YA$j)juqKv-E!M!n%+ql+7iftA$+>;2W;Pv!ZV~N!u8GV zE;+1Et>2Ho560(f12i;HLJFzlE|I~@O}W&JqPi}oOa#lUd{oNsK5vpoh4c|KE!)CH zGBY_wXvu%c9GL=BobAko?EY+LDs-v{QD^pI$a%6_y&9#?OxDVpHtFDtM>G5Pt7$8R z`KvCyE>QnRo{oLO_`>Czdix~;UGniyR30^QFC#u(BdmajC{5lcrCKF&VqyY2+U_6ssn0c|ne|4T;*AwQ=jXA9xVKs`>?K30?W`AWWmM|jN1*Pd4C>&ZGB z97J4?2Qa)T(J{$PxjTl!$@bwG=`p+3zN;g}P(%8HDz z_*Zp0<4p!{futEY%Wt^b5r^(=8SwU-rTHV441Y?df#Wb7qc8Fk-1=s4$CJ~Sk%Ftx z4L1_Yl9?l_B3~P7y+FFpEMMNxD>*pO=ZIKG_!<|}*QMr1*FsTuffsVg4E5l%Ug1<~ zA`{DJXESBnmKvi^1)}`S<%d%a6Ss?LK4ShCB;bPx8}3O4Lb~hc1ipyA7ZEBzGGy;3 zvXLcJ1%s$&azV^@%4l4Fc~bd5CRIoK3_di$)ssb5Hn#QI&&7TRceNgna z3N?pKOWyxn-l+Iq*}V8HagpWT5RW!4Ex17ZA8!BRj-IOyeDF*dde9yisL&uNq z$RA;^74dYLiHD$4RIUpig3pbyJ?_<8liXhYxSslua?b*w0CM+SH$28?@ZYP(Bx?tX z7LO~O`RRqMPbUM-!MC6JtT|(5;dfQDc7uf#u@OE5SO+WHwUuW{YEk{Jd*J_w%=bSx zWqzc&LANF>cvtT?ObZeFr3fWeW)0{N(qb4_o-YNaJjP+W%7@8D;2$4SudUYW+3RhI zBoothHKBiw{^O$D0u?`Vq}+P2l|^A-rS3}c12wPHr_NL~IHMgPsx7$>bB{jfW=YN} z5zewjU*=RY0pk1j4GNnOiIIagcdvoX5#AJw3thNG7WfAxK0meSGv$WbFKirt|19Aa z$NFxjt@3WtZEzW%c_Ssyv^Ra=CuSmC2fUn~2 z_`g1pKIG{yVENySB9zMHNDGfN7)%Mm-S)ca!chD06feiST1l?ETK-Rbb9SSX{xH@; zs`?7@Z`8P0!l#wpdfjXH!!HT;wDY)H-jr z+BfTVXjt0($kt}(5WWdBM{^1(L$fFkBHd!CfsRe`$TF}SPO3-=FMjR%1CN zR#Z&~VNdRWeK5Vy06lFk(Gx$L0lF8WEL%u0Z6b-rmI|0{(lMW{r0rti0gNWl^l2}W zNWv2`>*NOg?(Q?Txz%@bFK3hrXIP!M|Mn-HuDNCQx-z+e8o3nU)AFo>Hy)R|M-po6 zi}rO+4S>p~D3=2{^i%_Bj8XJgWf=1fYj=4-p&&4uu}8Un=57PX+ZoRh-$ zpW(#aJoLE0FdOm8`d$~&+aCyfM4_*_9U1-@C=L@2Nhs#k&b0xQNgQv~kuc%S)1Nz& zZ+M8_ccRu!P)9pOkB%tn4{N8%UiXA2AT`knW7zx`&P)Bk>r=M`kfne#s8ZgQqVIyI zOpR&*vE1|DsjN55X%jNE-$NBeAO$!YL+*&j4gHdc{-Q`1ueM!{XjZ2n2m1TSpwMH_ zZU*I859ok|kiCCkC3g57>2q)xMd5}FuLlI)ee36GJoo7Le>)lnlkN)J%5GyyQhAy_ zJZJS6u0EHz1Y1u5IRR!j7(Lc@-ndYcXt~?s*b$i|V=dFU%OL|Sg`~TRmPx0S{64;{ zHdUM_J7`~@ch*CYqe@|7V2iE@?WfAfj+?G)iOaXWZpkY<3gDIGYDcJ95y|_TjOsH6 zR2rr`S+dkh`EySLS7{^mv|eD_lXIb{2%z2_b?l_D3v~9=U&FB-QHmx75W44&2`zMm zxV`=_0R7cfLt`jF-TazKGIGv%2=mMnF5`Dw2ntbGA_@MCCRJQ^8`N2y4lhZIr^EJh z<1B8UPpPl+{NkUbKU%wC96=y+Kgtk1WHYcoEh2p~fR7bjUISj_2_hv>UzrNULQfYI zSWIHQkK*2ScW|=K81f22vaJycItGZh6Cm+>B9O`bkFjsuA;tKT0Hv0Z3=43;gSRe6i%7 zS>S#E*Pg*o2AA8gS1--8z%V{Lsx6r;{(hDfmM@OIi~QZJy;U~l4CW3ZW1H&7!h+LX3154j4KE^HSOK|a=9iqa zq~+@4wWw&T!!;;jc>7=3?fIuH`y2KtOHlPu2B%lXk}%6r2FWPp2_P{LHrKcHMlKae z7~;)0`)>_=4$2J&hKgO=a)lV1%P~WlbGex9m7kU=>D!v4+|&=$4w-Arm>mWiI-=vy z5NwyqvPO|jXe2uxY9>1KK-5ovyLI`D%$H=;ei*k=2h-3v`qd|z<9@|uoZ_3-ryzpx<0G9 zr#culaX(6%hZ$zEEZq*Xyp`GkkGWkLxQ2Aip+32HJ zd1spP%%R~}OjOI6w{sdGC3?%IwsEM{$;HkbL+E_GdRxSV-eblNvJ>e8Dh{Zr3{V+kz}AF0h(=_{J{7;a2q7E41=WLPL}Mi4oVjv8?XAPW!U2gCNNTS(W(X!R@RcO z>v_}KWxDzFLl#N*;$LjwZ4$-&akj}U-7OqM|@T0*)b2hE>{tQf`N#@2+S5VAtB2*n55`q_0vMx*ch5L z%~TtN3=bV)RiK{@m~bIY*luu|DoFb9Z|Sfx-lIlQ|v^PJN7s6gwwM;5dF>0+5k z_E2ptGUl!o-B2*|7t}=(&iIx3ZHnlCwAwPoUylIVh-|hC-OmM;SZm18?qe+#(&zI< z_V)Aiv|X9;*jXyLo78zZJZ(iE7uU{*e?TdXc+kKiwaICjp;X(5Z2&Ge96ZPlI;1D3 zEcJ3?xi;>~YAx*gGgl%MN2aeqdwm1$!DQwPWmT(>4ex^o$^Prot@!=-NCQv-%iE~Q zYfN2aeXT1Cq-Sb|EjU?^4VX8I`fDVHVm;-lVVwUYMY@y8_MIOU_es0#w;LfFlrq<9`-4QtI4s&|_(x@I8t#=3cAgC?x3c4S1WgWWn<*5h+PdZ3(Y ze!@s)U)5gp)c`QEyrGS9hL8?)-^@~st0UcP1!->=6tL5+s#Ol99%o|JYuJsP-QdFk zC9}>c9S>K&4KZi1g3hS>xZc}BCF;XvVqykuvOp~7xYIkXa3|&agAy$!+dE_R8@rv# zzBtQ7PWY8*oUU_+**zj!%$&g;N29#jq3|a?1>^gRkIEDCdfk9p7h zhLg$_O*lL+S_0lWIDY`dYBUyDKRMjg`kKV0vE{{2eGAETLI_cY#^kB5kEv@1s;$V^ zQ!?L%f)J}0B|=+R^@9}mLU^{OL&OUuTZmVUyqnGgr28XN?fG^>@+4 zb<*3&>s8t~0ArZ?b@et!k~THO927u$I0VK(CzVl4_ij4NPP}3=Jy9(buYnCiK{%zd zNd2!yc#zn=H=keJ=K;GE5Q+5mPr*)xOr@+uZAnCs=mA20&*||rvsd4<`0#D;=Ee!R; zNHz0gDFSZ#ldei?rKPwu(jyUI&~a;XHtXGO#&3_JA^2e%Z`j>|#}dPnj}K{_YigI;f+&m=R!L z&{@16mYpYzj5>g1t;o*;xCae-Mx;wu%G+k!wKT%rK;}O zlxyOa1`__#Gu7O#Xb>wcDH-qf`)oaAtY$|JB?!!s$NkyBlZCU`av>;@CN! z@x^pg5xhb`b=1z?nFUSjX%0%Svxc7-gxg*M7z}NvKauV?WgRtoUGx<36kvH*W1QOc ziJ7sB%XBn|`>sO_!};wR?s?5$KM1b@CRrq!(oA6=&y;%_?Ec2(5mi41T!Iu zd=&|rX7V;Cp2Qbx*EyOWKMxCvq}$3p;&r=u6{&>kQU z5k38|^Kz6&m(D8rPGoNd>oyc_Bf!)iEl5-sP-f`Ks0pP4GDyOr|ev}Dh;?%C<8I1BZ!O- zF%vDNgr2K==nYt44NTA^%aTtMr)i^5F)LX*l|EyLnLY=!sqO#E3`+-8+@faR?E*XI zpMYFLi)!kt+J|{5MUwL9EAV7z1TtVUXLpFDR*0>u?qqRN2Xr+NHw^LD)cg@YO#d}G zL$`ief*CfNj-kM&AacNXDwi$I2(o)}R-tY6v$`o)WYfuD54l_ur7GJ0T_h^5KySW9 zhe0#~jJwy&L+GR3N2);c%)N!M12s#aJfdz zc|?g9n4-$pe8k$Rh&Qqh@*FNu%Uf$E9C0TYPETWYM7^eZP zl{8{vG+jp_2_~kY}jPNfdmn2O_FsAmlCAnMu zN5(K6V7IWYp2!c^{5{;3=V6k{N?}{OsD7zB*Kefp+6iO*=|!Gi9%*u) zow$ym^iKHNQf^*b1;!hfu;c@HLuLa}R9^H7MEQ+1be-6}e{}Nd?Yvadzn&7v=jK2) ztjeDpiK+_zb{fDeCXWwPman)>0cZ1Rb_g*-`nEVB!`^VCXTbVec7_1UF7=#_vqb*{Y3_KAVJS}%=SWnUkri``E-NZ?Hn`&Rl(WkTP~naft@`c@ljgrq~~ z7j{y3vhI}+eK`c=k})tZWnAblEp2iHt2(k({%&-6EK3A|{=M;YhbrzR4`vbhEM# z3KXYNt!1BBV&;))h~BxuU)zJieDdZMUGUrxkLDa|QV*U#h7hwaZ!hOGdP5TMZ7Ir& z&Py44-A07)WXflKn;>IsPD$r-%ThcT?Iq+7MlEhoo$GSHgh=V}m1#&WNC=F!*to}x zSf6?(W=Yz*1xTc4Im;W+*<3&IyASeWT=4!Xh?@=;#t20W{m)nQWc^5^C~dJNnfn>O z>WA3c^U{P`xyv$w^xdMV$CXHoX9C6B$TKFFjBm8%olrJLm7|1X-S8Sok{uFjoXD_X zyDNa@eDRlvQgT4aTf1qOlQJ9y?O-LK79jPCd;mZ|!jC1}ZrZS#`<`XdzHnGB$c`k` zFj^B(wG3j3znf=$qCIIEXVzO$1`D#fSLV#ChhAV&EDSvEODC+vuml13JA_UAY0vE2 z(XT^d>V!3q{7!W&q#c@^I~bq>PaVHzgX7#@)FO-}S$$rKRF_bxf2Hz2Or^H=OzkqC zSqy9yc?J?+GO79=tl@x#rGwBq&m01mLKo6Z`!Sw==EabF9ZLVX3FG>%LcNSyO%rbw zro=sAXT>=7B=geWEQ8UtGCCQkm$DIFEQ1fj|s?Kp|XUca=0UTnatup`u?(dGzZiw!e;~pWYi6L_+j~iL980QWQ~C+A6l}|on~B;RcHk+V-4T&VFriMCt+YXGFm(a+9URzvq4=}y!`*mQEeUI`90 zyqx@I=(ExU^P8I5rioZIV4q-my=A&I$cUgj@r4Yz&vXP`4Jg=Ds1&&0Z3B?&Quqlj zF2007{ZhN1y}CyV;TWeSxOu&2U|nSD2yhtnx#6(8zLvDD{4vT|@!aKY9tgHradqCj zT^Rh4T+Nuo>EPB*j3)Wu8=eGfUPn<@nOQLUM|cVfuLQ(k!;$+4gxP|dw#MO^ie%Ukb3kX##rj&P4mLe1I(l-vy- zzrJ*zD)P+ou+B)^BTljLrIOl9=h=bIiOja+!e3pR1EeSNp7-{Mcq*w!5LrSveww+p zS~M0zZ|d#*(Rotzs!lv3o{$%amE^>`U9YGYLLub3HF5S^`P9V6qxLlfh6HG)z)?Lg z&;YjG2)M)=iji!z1H1!Bh#*ur*>AI!3Kgv>Kp`Lo#I#tyg%>(9@TD43P9avHZ}s*` zFtbs(qPVjN!XNl50l#zh_m-X+SRQlyTlUSkd%rriFj_Ik{uQzHb~+lvrnk@@$!v4zoob-5bbR zMl1%;_W8~6SDupTA9WCO^P`;4yAM5p{0Rh%=i0VJYOzsFk0u0xyR%5pOJix4|biF*iSdRMp0Ur)Ngle#tv#fDLO;%EL~TemV%(8~0Pmn1C# zFEbM36m`GxB>3n?3=QTp)=Y zjLmmM>9ghCH+P`I2L(}C1&SM7fE{>&&X_+@k^!phc{GXJhgDB)(ZB5gdyk*;B^jD5eLCc7^5Rh|P`d1-Q_e2-M(f64S3T4V8o zPvZcdT3&pFisPrm$c4bNpVVNSDx53pHr3OJBJN=J+WKaA+*qgDZoCdr~wU6y7@9cN>eHswI%84tOc@Hf^Zv8Ome^X`=zA~RS(`F}eM0+VjL6Nw=dDB)1 z*fAq7P;EjLXY*ZKXivZ}7B%~F_OCT3@yxr92LPGWNbu(E^bSm+v6m96gpBZc)hzWk ze(dcpEvW_DRqd!k7B=@q&?S!Yi_1SmLjR%pl2%Cl`CD&2{wup%0`8O~6oTqow*7e4 zh+t_B=&?W7h5ZdKuF(6L7gPp_kg2yEa786N``kRNIj$FuQl32#mp3i7nyXwJ%2crM zGUcMEc=LUmv_pGwNdcup<@WtDcRWTCJThDGqxo~;C%lZ;qGH*RfU8j0c#+p3^a)E< zfoJ}^TSx3CLyJ|QM^~7)Q-T{R^h+nB?PRP$P!0xDpaB6tK4pXdH{72WL=J6x+H5>- zcS=jIGxL^yt+>UwwKynZTJ4Rdnoe+XVydWhiJY|PR1^@~0cFxaY*)D>QRPDw^4z*1 z!{#R`r|~viRMTM$gu87j<&~%bB8P4?RW%nsK_7&vi2X?XsNn`Nx3?x$_pnH1XR*&y zy|cD$?S%c&BuIP`=9y5ay2rQY@m}6gwg|K!gn^^M3CkyCs$jF^`WyT=bLV`*Fy^B_s zX_Z@xk&GU!KjKHb6img*SsuI!^HMjEoIEloRk^9Ay;5mI%s{@Lg9q z)3foQ6MRNh2sg^OcNl%VUi?k_#p#1eE+Bcv8$NiFuq_a2sE&y8r+u}tm9r8?NM zu}Dz?VC35slHhO!7zHa)O>5?Pn)TC0gpp$SLo+r)Xh8=+cCbBCkup1;_4V)HHVMew z2O92+-8U?}pr9_b`K}FSdu+WVi!fF7vD7^T4K^TG1b4Om&RQydtH6Co<{)ITSQH<6 zp+chK#9C!3F65EKQ!4UuyT3bqA*SaI zj*gt)^C;RAitDu=y|3g6p`L9iH-IH}4uy}SBJetK@iahm$P!pWJ6s}4nq0TjSt5&dZVlPmDH+1ik6QX z)vY!xJSroGxHCG2cngc5Ccfl)Xhr!-$ zEiAO0Tmr6USim2^!Z&cwb%n3vPTH?+nV#3J!W)Jw^6@{%p7Q3-Xj~vhuaHR z1wR(=(dA(_wA?DxB295NhK=~m-Wn`XRVsvl zD!>Kr3^>g!;;R2dVFJr3XGB}LTZh3Z(e2U5@3T^nw4R}8N#!)VQJ6aZI=>eo0Cwtu z(p)dofKG=~z*9yc8Y~oUQi*rkE1Wa9Czzk3lxoC$t!#OI$nZB>&`2 z@S=Dp)6XRJ=F>)9Qti=yFC>Erl$iJPWM0gO4N5lFDSQu*i|W-HfyLIGq z$^L?B>0~|#&@(>9BsmNJY`XXn2F_vN>#mDu^vOe*BbbPP3bP@BdQte;^^d7Bljf%N z8yWnjB!JNReKb)c{dooCR{6|@nJ_-2z}yn-kK+% z2PjywOU;J-=wi@8n@JKpX}Ul@>7c<9aZ4#PS} z+Zk9(dQGY!O&%q<$fH$M?qR>Ef%_aUp-wmB5IRmY53e?THU6#@Ai!2BO2uIj;>Z5$ zCQ%hugT@Ta(!p;i*Sw7FA-JPdP)>Jcuu7D4q@3ner0>M-_5rOn^|LktJhijaxXnAH zQ!AM5N?tLXq@I52O2 z_e56kjB86EmRS<_E-Wo7)T)Bf z*dwB_jmeArI*D{bulO+{AY-lvFNu05U16B(blv&Le>Nn~S?{rs!LP<+QD5UQqU^Y` zRZUC1j>D=Id&*;kP9T`hiF-CCK0K&skz@UodtgDJ4k?m^?uo3u`5!0A5z)=e9ei0F z5b}rN?rLfWEP@}FUZ!>=xi5sdKeZY@Z@DLOH=6M}zkq0*jW>WI`0yV>sII);y^7316Uu$HQ-eO;&mo4B<2u4G!z81$q zk(EHiDTer?&&yzP6;itTfr3ThPBsF(^&-r_+M7gHg|qL5Vq$ns0B-p44(p~a5mue9 z60yYzJ@}zgzCby|7TTlTS&jR_uZV}i6pa_M%%B6JY#?V;J(xlmAq{Cl`>jwKpx5%i zhE(-2Q>Wn>`IGM?{!3J{06C$QyT+@34Aq3 zh6+MJ4B~U=Nyf6Zr6zSdT-k5-Wf$j)Zlba#y1X~gnuSEN<>>#pO~%Arf=%&J&pC`p z|NmCMok=zpBm}L!M0?p07dPf2QXf8UkwH)jq+-O_tWtdjt5+wE{5l1+*P9p<(eF+qf@Y0#NcJ5am8apio)R(}obSVAszqHz zkywyRHQ+cyu8S9oyRghWk>l!n^j-MLqDHl5X1~&edl^U3t278E&4}&D0*J(H$me)G zQhwYJ?t_wC|RG4@A9sr%I)Hip+Ph(=*f#K51>)?^s zTla|~=Q3*Z!uz!8(>JXZdg@m7&swm}79H4@y~Q&3h4gH7=%rP#GRT73#bAaIXw9GP zlhK}hl$-qz`{avG978qa^TLDw+0LW-r>^ftJ<)_m2+292Zp**YGtO;e%~?!RNg3=B zg6?Hy=$Zot+6Ce|s7(V`*z$lPAu~*cXoUbeI zue0`Fy>8^~7Z7B}vf9(NJc_8#3w3m&U$-QjPRI(-mBGZoH!@zZ4xG}+Ol@t2}Vlb{=Nri z(QKm1HYL+qiC>0F#9t>BbDyg$zbZ#1bIgHejU7aneaLGC>!HT9OVC8t2!&Xi)FJxt z^a4UwM|*4K1g64+%c}d`i!K6jvoo*~bt`o;<9Xa6*j?`ea~%U6S0gqchDX;D`^9n4 zLa|W35AP(yXjJa?)owWV9xB5LlY4ImA8hRzy9E>jg?Mq;i8)U1PQXD~>pq!qt^8UK zdNbIJ@GYe;89$yP`$c4%mDM!iNER!&P|oMZ zuvFh9pD(G# zBL~P`VV_YG?R>^4hXJYWe6kLF2bBsQ4ydH4@~+oqH6OmB=vefsh*W;TP3W6ow6tAe zx24Qc;49kk;c~?F)!DCh)&yF9P18Kdj23tnC}q*noA1o4{TLwyo=+yN`TZC=%Z>sG z?G2955f+!=D_L$-gf26WGbZp9a!fZz_a>F10twKBg1@1n0S!Q6X~`*M(%NfT9BlXU z9W__+W=RiOEPOO$Vg5YHl6vv{Iv7sP79F|t8h_ZJ#bFT_`vx&CW`BgAaZJOooGneea+hn46_oyT1@b5$VK3|jd*#~xYd|(4gLhq25EP;9 z7WXE*!j}z?^R^dILNklWdJ|NP*9fVm8rWg}N>!;!;3>xzPw8iQxZ% zDN;utTzQ3n@WXtCjpYL4J<z!gOL0dPvA=rJ>8Xbxm!Gsuf8( za5Es(!|eCz=B#G>fB~P6U#oz{=hyjXhEIqm2NdZg?s&KIxl1X9XfQGi)X{<1@WERV z_KBX@vCfHd>$%w9Hg^-kW3JF8)$1~D3UFkr#>zC|Av2&j+j_LOCz!ci{Y?7A) zkrfB+%XmV5Qs%hN2x%R+7YK0#e~_+{e^UyJIG>wg3M}IX)%b`W!?sjojIa&MmN{uB z(2n-#nNiCxjLZJfJ8%l8so4EER zG{3{TA&Ttj=Fv~OzIUAI?z<>hvrLtgJ4akBn*TrsQ0UT;x>|bmYC1nFu&P-F-YWk0Cxf!YQA9KiK3AFZPIVrFw_~M8 z&33fNsD**QehV|r0#^t zN#ZsM@yI$E_1Nt(GiI)A9flSgwQOCB4UU9i@%OkDSEMEx_S)k4ZHShpnw@ik2q2Rd zZN~#%!Y}wZJ#t##*RpDo)VjZMrT=4R5J#Sw5N1aZyTt&OX*H}e7t+Fl|4Mvki3FVB zXaDUb%c@yS(?=3S(`jYORZx25+)m`Q!gOF z+>e+b!e}32Pqhcjf`*ECp5k0wT zg$#2yY+hZ3|F?c=mlCxKfuBCNEO*ZcNC?+Xj%MDBB*En)*(cSx2${Ag{%iL{za!`w61Z*Sbk#i9cf6-*yd5itgAuO!e;!v2O2senJ z7ZB+036<$nm^EiShH@NXIOXd3mF0cFt-dsmJ}+@;4wXr4n5~ubwI>)R6JgK+^D;=h z1j>IhC@k2hpZsue8%bb0%xZRf6pTBmxp7K1YC-Y9|AZ!$ zRN4aBElVRZ>lpeIZEMbJa-S9HrP4F5fsnWPPX$Cjc7Fzg?>Un+c@BwMq-;XlPK5wL zK)%1%e9e!Tw*E4C!?6JibvGOUXd|MwX5ppXB;6~zb^+<`%YX|nj*ckid-dI>;?)LFhD1&BuP@sM7G``G{d)B>jp{J4RPWh&F_ zL!q#r;fU#1rwvH__6EVYF$lSL$!QiI-P!bbk?(JUQYO4?$CW&l&p&EDuS@jV-hob2 z=F2RsWN)KvL+c*?!$2Vl#m~G^0~s!~+iq_WI?O_x{MOvKK*U~m|BHp zZ!Reh6-4^4x_Sg2g9wS!Vn$(8=AI@1m)_NXX{0L=&cu($2>0 zbQ<-McqHF>v;{F=*Bi{gpnp1@kF}7tH^)d@;+ZiEC=h+dkEm+wZXtG^|N1X53Poc! ze-*uYbduI*q(bkhWF`t33!VbCOMlhed86feDFXh86SzrpRDF9b+Tc1&HFu{tVsPiT zV!z)h_=-qxKo5lgP5IH~M*`HvuYeD6C;mk2Q)Iym#35-|o7N+wDC}zIb^bzJNFBn$KSj z{E2jvQ;s&0mgDw4G4~VQTFQpo0)&PeN)Xx1uye3CKN(vg?;i7)cj(bFAJr+HYpYj5XvaG?uP_%s9w*?zu>!2zZQ`w5LV*Dz12N zcThTiQ@4jA$?)jFw=XE!WzrvT{XO57eE;VV5H$t7J6P!K6p_sWyqC5Ra%Q-A%PcO} z@uOBLX1VXwY3LTPvU$brw7TXjWa*b{ ztDPcvk{k#kD{w~>U?;nBr@cnvw6c1*PDI%#X)LX3m`m*iY6-w8ho3_4NJIu9!}Gf6 z;`G(wi;lS4tTz$nz~5j;g4awDz$>{;NI0J|PZ#Sw7?R10F446?S`;e~{#1QLm%g>6 z5l$Fkg6+l?4?!%Sn{uV?5yUU80 z)|lPOBrZp2zSIi-A?&Ⓢ4+X?gnkKGj|g@dlWE|olr3_(gXC1T4u>Gp;L@>Iq7MV z&W&50##wr3Z$n7Borp`v8(l~9{rOT&q!3EoeF zw*1{z8jw)Ih|ZtU0oL}PIu+MyAC%D@co&B&Y{eTd4mGr^jR0F*rB{|{NXnBi*Y1aL zmLUt_n%>@au+Sd&)Xd?&=o0q;vY8#J`w{!}(q!zc?#^(`{$ERm;>u)%L>1t4N}gDr zbF|6r4Z^%{eqJP@=F!_Yo01YsQIPz$2K(Zp!x1Yb9LXO_?A7Dz9nU2B%wj&n^VmFAKz4N+)l=P>wy%Fj4a~HsL(!v%~g>B_odIx&~@x zoclrT{x4ZVITYHpTJ>#+)FaS>if-`^ zP6$n_K`}Z$chOkKseOGU7ew3f2CMBktxfm>^?K}^DswP1m#ob-_t@|%YyoB zTzUQO)|a!q6)UN8sEH>X2uzfp!9(v5v?YkT0>n>91z9I*e-zHPie9q=02dsuHEClhixAvY3BQEjHvuOkBQJTj(}_3ZC}oMFVzRI{wJ>ZAsH9kj`|M(Lj@j>zGXt0RB*kZyd_(Eb z)}ISlg)ALoQc`0LMg|&$`_ytO)8Z0rDn=G{5b!|~}yzx~_aD1Ji z=uJa-TuSrku^E-`vLjP{nbCiaKO)a!@#Y*A*I;~q8yG~cl8s;DL%6~Gcz41`P!Z81 zfMt$Cnjq)!=#)4?$TQ}Sm08zv&=)C~<4h%GIFf<1=BHoyU}{>!0E-2ns9sDm z2PFG+obIMtu7c6pHy)ReTcOhds8-|3A&`33r==O^=zQa$d6j0@y3m3b~di5>^S11|S_gm!zN4gr!2dLzJLhb`w3)7Ip>C-$fOR{Eg)rBuW zy8YoIAV^!v6|Vp^2N`gKW!7`|!gIO}*8PdydctnIyzgD{r$Us7xFq{^bIBQ!6R{Q{ z*Soc!mt;nCTF+@bSH>b8RL{>fb_PX7ZcDNzDaL*F)GfSf9E>t=|1li=$WnYDY+d0` zl$Z4E;Lz=*KhnV%>y0DQugZWkU6g^t&Av&6nn&m9hD$25_yFX6mL0)S1rTGZUK!6!1*1QY*2(W1Y1_ zo=@?MW|8^@IxT*pQ7hKU`#a66k&H3wc1=^&1Y4B?n-Hl9zrPfMqm67Q2(8PV*fij^~uIMsB)+(J=20O zZ`2kenJb69GkXf;-cs1!d^apNa1O;rp;xy|VN7eYdC# z&fwKV^chmdJDp+rU(!jiMiigSKoIRNsEXJ1xxSyR?~3a%=IJjZ_D~K~PF_|nE2#1s z`xJ}&Q#X;CV-$%hfqKH^1WP)h<2o-8_mYnv_PjKxjFxF?sA0unSjSw^SNoa^K(mut z|2H2WCHVd^!*YIZrBcvLU=HG7-^01LRag=4DJTjiOxNAkv6ACgx*qb1-A!G=x*6LW zWlHW1UiFIo7{qCm%Yep^XN=y94b-c*MW!Rs!btVX!%o%*e0I+XV#|D2M|VFYqa+~k z@O+)%1ZY2c5P2z-^`)QS3%4)ywd6aXj0&bp!oJWQ_m1*Nu7JmfIC#wk?v~8@U+;9n zk7M9XT8wFgd)PO{uTnO{rKfEKmrgv+w+u6tGEQ8Db0EPdS|^pe{(9MSXByP9yY%H( zyJM33%!X&G8#p}A>S;t)rLGFIzaaY0bK-tE$-m6e)rX@SG2%u|@UXC7nug+0U|2<| zkC&TRtx~%}(r>}Ro=UD;`dG_i=pb*2NaC_%xEUQW<|^OR7HReUJ?KefUn`@M`_@Is zignTG<{97rJw$Pb6%>*2koUc0Phy~Fw*SVXw``g=aJY!N3Svo>z;y6KW(XS8m$G_&?i#+B5 zA=4m31;~TsVRA0z=9=g)Wr&CssGMzm1OI&;_cC0*f>TrTZ0%FtMuq`01tbOdiV>G1 zC@w*+yORA@hpb41|Kv@Kkk>yo91O@heqB>S8`+i2KIE}#%iWCtyoY$lY#lo`X#O8v z`XrJy5X4lHr{ETzI}R(6A%=d)o{zb4TN+CO9Lze2|V-If6_G{QuRhdiAa<-6(D$y{L(V>)a5O!PGiX4lfxg zS|_a`C9zY|Ss%_5?RbvX-!8U_y-P`TzF_na%yEJXO3ivROzwW%vR;ICZ7)F*sKiQ(T&lkiqn-iHE&c`Z0UI zrAm08#0`fO?HD{>WHd&jTy<6uQdO{NpJ>Qhl6BT#*52=KavZyT@`xzWtd&feW!EV0 z_#JmM4{G&hDqr=t=m(QIk7-DyjAL9RwxpnyS%{2QS;`%Zq8^Jv=!6aKvxjO(QCjN5 zAfq_e)AAa3zh&ZAI}EG0Z>YyUJ-UE!hZC~+5ut?MO@dAZ22ua=;Cl|m?Ad{W>HN2H zQ%Lh9#ZHjG0+eSwq{HFRbec;<8oBB)wXBKhpB?u5Vxq9R9hgo~tX)6Jyq(aXZGoZR zL#cE+57Ta1WCe3ZOL4$YZ||8al*?l;mqk$4!&E*G!-0YskLXy)?b<7Uqf|WC`$=jw z^1)iZGeh@jm-wb!KLR6y3)bN&c|~u2qBSDhV@a8S(UpjZ*kH4s=Ehc8AZR+9ri-Cy z@pF2pXoDkOzJ&|hp0DJ%QhL{>+=A0>;P)BuinuhuNm_(1*t#qbq0N;-hgq;W=eXrw zCl2a3z!*VYr82#D-QY-*T6SbqET~H8uwq-hxcU?v8Gj@jSj4HQ>edhU%plcJ6s7jH5Yx*UAjrZj_`DYqOerFx}O^- zGzeA&xOF9&qV-^WBTfY9Bz58jIP6bdNiPa_86-%rnNBK0x&JFGVMbqTMg;C3(s# z>lv}lB35ai_#_mN=JlWaM@{s-+aW)=Htas@h&=vZy3;qoT4p@p>uk+v#cx|@+FZrg zI@|Q)0R3ldKDf$^M#IVy3no$8rJMukpZ_I`z2DWl1dJvQ$>3(@cb$Qi?Db+IT zp1m^#wjy2ZzjMNJJ3G`(MwjuRUjiD51Ga|RuVIh;8$L)^IvI8K?3C=j>qFq_oNj&IEma}e760vX77Va#wLeM5A|JYkVeF=mYS%wktBKt{ zSvC2zuKQIIrJAODg&Pdo%0x+|$R)AecQ?nFk@G`~SQx#^?E&Ha}K`OyCkoR58N_|7v zh#!BOHFf=y#O_;oj}OQz`v8K8S`e?(`m9yDF_J8BDI7Fs*7G)4=$D4nLb-tYw5&nk z1wNmi7&Tf#J44q0z$*R9Hw5QLvpA!@?daO3ZD4-cAdWTouZDA zL2m0eNo8I;gdB!A^R~y!t*7h@vdRe4HR_IX(ha=t<+&8A$L#I6I*x(7n>}D%>b}}` zs61q;z$tq+A{@qPRWOfv9yXu(E+@kMHZ#iB%NtWZ-Z0u@Qgdsisya20kp)KzijM7c zY(1;>Ef{UP={Z3?kc5qq2)_kc;cc_O67e_!Hwm>9;7lkYbw%_g?O6m+jrIQRmZq1I zsd{`Ncs2xn$6rnBO_*izB)G6^mU^!DoRJs9Rg+vh_3umxDvmG6)=#g#@;vI&(qM|$ zJA1hff&1!k+)4g(j>cd7skI@j22!0}Y5pge6S>^54Qkk-#fM&rBi1g7GL*CRqwX0XeSDFCx zwMABMAY&qHvD;VXvf};H{=~ptrhn{yMqU%)5L{OogQjPRY59A(KssGnD zmg#zo%AIirA=9%gcV4jSrs-!}VKED^Kd#Kuq(Pm*BzGId7B{s{No)|iM(qBH7vKEr zWD~BJ%`7E^PuplMiU<{Tc|N-q=y%i5NlsKXH`#>Q(K{>Y4J!6jt%JmUDo~khSk!L> z+~wpRTY=RlCmNDh`O*kOI6xw5iip=X`5caPFC6#>d$vQ!D<*ZzR`AEf!mwzs)k^b1 z{9HUA6p|#0Mh~oNl)Pr_tZ>s7=JFDDOPEio6n+Bf!7cNNwEP`1z!5$L!BwNQ3--fF zZK1JxgD&vj_T`CG3(@462IR#-zf;SD;l$c$v%zw#+!j*LAqXVD(<{UDPI>*R+t6{@ zIu;JMP0X90XKq{=XBPOwXIvicD7S)sKsSZ`+{Y;f4mlL6h#SVS`bOYN^Hf+}Vd57R({k|Cue zqqpQnH+1`#+f<5(PI5SUhV)Y9NB>`nC9$lDIzZ#ep|ZW{$wvdaw_<%HF{S)D^NIDx zP=VdHVXd^hfPt-uS@ZZKl$|>)D3J~A$|X>sHp=CYkIn}&hUY^2@ZQ~8-y2gzXnoUg zQRMk=>qb!(ik7NoZ@-uHKoYHq)^)WXVE(}S1p zUmM$fN7}&Wqoq7fMYwUcm(yMS()UEi7}hLm2YhR9^FCJw7^h^%JX^DTn)(9U~IO3*%b;-+&V8Wq%+*I6@X?#hQC@d7ZYZI)+F;R@r>fHzrv z!#TSx0?kGLEaQ;zQ}A$@Aej+<4pbDTB4ELI>fTME+eKGm)C+o*V2@0xK^0eTA{E18 zzRk=LyOgBQ62CZiHl2y_@NHtzUQ;1WBtJRC$FExUZlq zbA0?D8OXbu6`bV^V)rDgVY76@QLT

w}ZuKzI*)~&Q2Gd7kAUwG;go!5RAsT(Yb6D2x|xvi`F;I z&QClF?bPmt-S9)I(KvlwZ>l$WX4t9^wk3KvWC~G44x#2kvSG9SH4eMfTlY^LGFA|~ z%r(_$3QP;6(}|&(%Szf-g>_FG`Jn-9vi+{WTSJq+^m)3#^?wj=Q9b|wL#q$YJQbjO zF3z&@!|Kfy@!mAd?{``FF0f0401_j}OEy~xDPE=_>1Qgm95bf_+OI+qXGuK*^|O@? ziuCNp%(`P$QT^%7Pa-$YAm0F4F6)aS#u2(%;duU7oI$%$G$P5K`Zfdv*LsJpyR2?p zKM{mS$*7u&dajEnm%i7uepsZ2Uu1+oI`!@XxT<7o%JV-qd8M6N^?Ssc=j{vezv& z;5+$mRiR%kNaQ5H<1FGpxArze!q}IwD?g=`?<#Kd?Ndo%@6OKJic?_`Us8BsPDUq# zelVQAtw61AcTULbh}sO9+KAWF$0DvRQ#zzGuB85kCoHOyTJ$NcdTV9Gx_9QC2CDiG zuA1bHYqeFO($}U~FXy`_-Ml|8Qpv;{ltWq{R(YcY3B<|-BUwBIpd)c4*}`Qfx$>5N zikL-6LjP2eyQrPvgd_^z&(s;x(vkO-H%i5y_D;z$7HksoM4~3tgSBDz`)e`A#>|OZ zzG4h_Pve@Q2yD6K&=QLKNg0pc3lq{q$}#|tWQBzR?S&Zwaz$&;b0E1Heb`IhO?_~Z zt_Xz4)raaeQyGn5QYqau*1K+KJlv2A&FjFJ(aIEWG#a$kvM}eKB~S?w9hbLI5v?uV zOIDTu@A@p?7pHF3m+R4$bAU9oXd#tV4ZK3UUED7cgEsZMNhF)g=^+Gu8796c(KRdg zEolqwDqX8+QQX%kq%g&Q=A%O4N0DP}6dUGae`8(hk-f@9zj}(GFJ_d(uLSUraFT4? zYRptcGiiQo&<^jija%0#Plu+B^=lrrNBB_*+MU?Y{7-o1Q8u|gv;8V%5Ux}U#7C(= z;*!0r?qSvQvg@uRM9HOmN%?RjlilK69g;60Q_jg=faH1eiZBg5Y-ZCdjm%_LA27r<)AtURP-v zMm8-|EjXu_vFpE|i&3jTZyj(?VWT3Tx`L11DBIqMInnQ1JY8G5@+xLP7(Jy54IGPJu@E@aW z{p)%*UZtog^epENvpcqjT;g2VK1<>ifl8>%UWo&hZm{7d(~6mR&o4zrPhXT|kRl^L z$rY^Y$xPWE@HIMLLB;A}Jr%`x9WSO3rQX1(lP>G^K^jt!!Y8$fKj>SjalXa8S<(9) zaw7l0KXbg=_gFoeA30h$q`3v z%S?Ws@+@;gPQVrphZcq59)!Mhg2#_G`J3{gJbKW>>5|BGq`{HmRjuEt5Nuz zd_(Ms8h55!B+TmyL)pVtF`-&dG(`F2X_+UxQdf{sG-a;4ef;{n#=CPBT$cX91&q2W zWRF0P+?)&$!1Nf}W|x$GY|=^ta$pnIbFQH3xFlwqHvJc?kri~|Mc~vpsyCs8ey zBU#Kc6>YHK(((w`rh|;Gm#qw?IFQjQGtpeYi5`98crWF0!9jG`Jj}_qDE1B)Ac$QSvj-NM0!;Wm# z&G`S~G4!PGI5Y7y8xp@0pkKC7eX;cRGo~PFq6%)LV>DTzD2w108)gsB%UGWO&ZQj} ze3^FKy<&r{%&V6(ozV`{`u*h76YWjzE# zInY@9&9sOu-r_tDBmMvZHMg;Tqq9%}5S8J^2?(1lj9@Uk_skafF->yK>HQ>5;s3&n zB9W86h8rRtv_{ z_6t*XJ99Yux~iAKSKi=hv0CkEe>t>W#5jKIq6IG`O_vG^SyxzSAf4u#2E?|%qW$hx z%a>u^ZcL@DsfiB(;ziSq|x)? z=n~al@NSrf=_u%a%`m+ga|9RNmR+YrR^IMIWP2#zKTvv)=L$USiiE~9%#hiTix)y6 z*i2!UkZ*``hf1)$O9(a-d$<1buT7jf7rv4OB@^~=ucQt!SzGJ#5|F=K*E>%sC;>JGU|aalCWF-n}0!fQagxlsO?8q z2kLieGL)$QM{kr&$r6#qnp9w6vJSPa*w`bm$x#i__+Mxh{=a@|$$MwhqnHH>gqs9{ zrZ7L^L&}BZKYY6v`TvbcSYgIzwG^U*etjm+NP)i+oS;9rR(cI5TPl1L=s%l&t#`*W zbq=l?G&`tEwC~xbj{ZJEUgP!DkFoCCvc8u@_bf@MMzVn`mU^}Pl^J?JzVBS_0JXju zV&N|C*3z+{@SY%@*j!fIBvjj(j*^20CGm$HzrxuQx3c4qDFK3rL9g46>aRBrZ35vk z!{nL~`IY4{l-2Nw9p1um@f0u<%zwenUKaR>-qE3CQ@!k4ARPtU^K=xRI6;7#+=u7vjCO`fA zL)G%wt=I1ld8_mgQ4#vy)nf)V_#O$2P5CnL*?G_GC!ld=%Iy`d+Ev*R$$1v`aHTDPkF4z)RE6lr;vA*T|H%%}*g`L|F*npb$~L%JCn5 zJxDw0OKbIO%GSObc16q7mR4+;b> zLNJ~V3GdQCpHXbZuun2UmCJz#W{N5K=H4IwjaIpy>v%l zlGFJ4bgUp!`ORE?$kvS}?%W)z%VK8`sjW4XH`u?P(F32V00uz#E$cDz;z;Oy zf)!0+*<5Mh_+e}Bfcyi#_O#|{PO_O6jEelBRM9u!@g}l^GTMhj#JSN?$&X@z|F%)+ zHC%D?GZ%$kP+{sE5en&Z@h8pJ#{SR~Bd&<66ak0v<6mMk(PG2FJ3-0+RB+b#e5~TB z2YgC|X_M`?ULF_|NawF5)ObZD2`-hjrhCh@L%9}J{-|Ei#@Dor_L!z|~?8oZVj57Y$x0dsT7 zU3|O)e@#!4i$Ff-x7XH(r{z=WYFPRFvWVT2DbfydTz4w=DL)F@m=Rg_TKMdRnj!UKSGfCibQ_ z)7fA(#&V2{DDNEJIwA<`xNW%uY`*~rv?7`SK|sF0m27d*VE%Qs zZ}O?xtW$$kBwsZmKJA5&9&46`8&>?f?*3+htG5;53OF=}-$&hqBYdj}h_gzcgu4FG zJP0gRVGrq=qbB_gJOT|)d_c(xPY|3fm|kISg{{7@U(DOI#t|@kE1$p}@6 z{XG%M!u>b<}jo>m5yh*dD~q*y}sqzdwTrir~Gn?3G9BOwazsHjrYfC5*N^0_X2 zR2NE1hAJ1!yw@|D8PHZV3LlXNN@vPMwbTf^w6|RQ5Z>_Py`2@|l0*DKjo$^eTB8}t zGvVz63w)zOvN{b6#ZGD>jNF+FCU1Q-M%a-2-$&;tFL(m~2L|Z@2z|=}4^1;yWyN%DH~hYqb~Z7|VRZCVH8te{io zoyOFeDI3>TN^!+1gwg-G+6M<){NQpi75semp!LsDI0`FcvZ z6kckejh(rRl0%d%X<}^irBO7vu*Zu5z;%o3k&ZJ(&Ww^}zVOzBE6-jnkS4c^*9~0K zqJDKzEO94jHFfvYCIYs9wS>IUJ_xz@j8h)Mb+5Mo;)m$3iqM8B^sK?Nj(livVK9h} z9`pfLB{)*w&u81OSW&j})8%K=uUO+E^6uU|H{2eBVqf^I3+u|g}#AA5d`4g5ZQd;oV zrNG;DWp)g#N-OQh>-w{gev-*M{*ijx+FZHPscszn;_6MW)+X;asb6(G{A(@UE#vswtMnGZFo7y{;08TtK~ib|`S!sv_} zmuuS=Avb4({Lbaoj|E^R?5T8CqGeE5_ey^)n{DJwbT|^uK>Kt6s(k!XI`LYWx65#c z3st9>QYnp8a4Qxd1Nlo=X=V!8V#hfZBW4yG*y)w!Et}<#lZo= zGTOCDtcl3hpC*jfMj&=ET?K{l$cdWG%zvNw(y|FzExJ7`nt5$~8P+PuhORrv2RtsE zZ>sQ`LWu$&1tNAk0IlvElTRDDw7@*HSGImBI@Oq^*M*={iS4Qrz+Oj>2t`_y9?G>F zMr=MdFB+W-h;p6S8>@=eS2t(-iJvLWkg1*KXCS-jeJeOvLA2+VIh%;M_u{d%4$8>%8qbNr^6hzsH=FQV-C@|J-5C!iSLlQW{KYXUxqp zqs`@Xrxn7>?rT#;>#RM$Hyn6Hgp#01UlPK}pXN}zWf4dbPK_~e-hZSQ=_@a5r7-n5 z&Q_+ph7pZC1NCw}Q*L7o!Qdz5pfH@%YyEp^`#kerFbQD? zJ|_sxs+Z)o5hStWqb52ozWdYTb>Z0R0D`G=4ZZYy)S@U&v616hGq8DLT{hSSIJU;i z+1Ujm1VF7{c~k&jTbb5IoB7>J7NFBQy&eoLN&z!%#mNsDLN2e=A4<{|ig8_Q{X>YT00l z%%>B3`Ar%v{8g?u{mOjU=L|%N?;505Nk!hTvwtjpiTvD%kKy!2=xts{R2*r{q~vvC?8#@Xy>tr3Beh@lCr~~?zmimN^GM`fzS_*(L_Nu97B9 zNaso2|82`RhjfJvQ%#Svv4vL{tE1wuoL`NKh}KI#^EmCKZtgwN21#1y!^hST@H=;K zq+7DVD@414*#!&AqKuKf%GEKXvo0bc0n#??;V>cK6Bjp$Bvh|8k%S-8-V!NUhN#w= zfvS$&tK0X&)EkrBsh#`-cW}6#HqMH8$Hoc+eFj0tzn*8*STD}*F_toKx36LotQXLc zF@QIF`il3CpQ{&y(oW5xDb9;FE?m4A=nGwl zSUH0umEWM-RA`gtwzBM*|UjwRB%y<}14Ab-+DJL^b|99UnCF0QUC~SWKv)v*nQoh?rv2g$a z8lidCFW5|(GUJ%g3;tHSOkb2?y#^i#idtJ}Wi6GEdnoPVJff&7z2YNrB9I0fNv18w zAOvkn?ygdTa(zFFUkqmwyMUB~F<9b1wXz1jmkrP!?_6F_xx#%j0|vJM&mOjnfV(ZH z9dN7?W{&M`#+ukD+Q4cjm;ST29&2r)U$rUN)DYi zrI6?t<(WQmw-Y58EbrETr#h1St*(7>bL&6}v;NX1Imzpn;71a-lFA$E4#rsQlxAUR z(i(0Nxz}*~s0Us1RwCidO7fH)J{%;~0yI(5W*k=Ds_qb`6Sdb*%b4e!^DVOltCC?~ z#uaCwpWtKFcLqJQcefF9x|Ui_@$*u0H7I6Gdsn|`8>xGrXGs1J zA}>(v_{a3Dj%wHH|Rky-e@pOOw8FGQ`GX)H->HewjV(h_)U+-loVuL)1cNy3D~gL-&7 zAv1QR(wPTfdsKaMVa1y*Hod)=sz=MW&MqESTmuVUd zTXCZ@#7mjChxCDF@y>2MR!ETpetDL(Z6Sj2Bq zs4O-MUslW8)qQ;Dh@h?KdvC4T#RZM+LSGy8o+|UJYyGrmsEwlPU`rdu#5-{s$nM z+OT2Ec{i+`hHH7`=Qsqko?|ORJxbCv5TRP?`|7eH^)VktssF~8Z2~?Uk>> zgf~b*epZA9QQH0+VHCozf_k|PtjEGZ(1O%d?fLZSmdtFZeCdU_yzJGmXOEU0%#N*||_bN1Y1I-lF`H9lIv zNoq{#>iu><+v%5W`h_O=G3zZto~j7$dc!>rq68`U|9HWbH46n}^hZNYU#CL&f~Y{^ zMm`q8`ye*fdp2C2J$EWr$CoAs`GlP`WWwfI0n66gt61lWIeQ95pgD7+^lwtR-G+A7 z8jECiGS#H?LiXkzDX@f1gj?S5*Jt+~ z08wD8@!zeU^oXX{6Dr$%%|=s*+>GTtbbI5ZYWTlJEO7FYnYU*!Mx8oQz66nMX_n;1 zhX3la+3ai9#oM8=ZU~u_(QfsQoCbni;{8e^<-T-gpRq@o?g%nohGIX4L!`of+@G)LL*MJ}hL2M)T2-1ZJ-dPQ)}>E? z=ZCFc;tOx!B8OU9m?>b&v;S!ry7Dj2k0U0y4VDo-di=apj1_BkD|(@SZXf#uuVI#5 z{KZrJ^bKyluKfx{l3T4Zb>xLMjO$F<<3`~m?gl({+VT7y-Vuh26}*Q~JMPngRsqiB zP;dSbvQb-tIYm35r3l{7bTXAO-Un}SyMYItT10f)+>b2eBTfPzO;S6{By!@fqHa%g zULUaUChM5d{|T;40jM_)aCf;&-aQ^oUy+m@koeM5B|+YmxDFl=V&p(@z-&Wo#zdh`hF!#>HwgO;~lZiy(M6h4`W z6F(8{2?NQbR4t|_c%ZB?6*%Drk=Kb@vI?z!OW1{l9B)$6^4tu=X`H}#?`Oa0(>C!| z7C`pyYgxSBeumujYRjR8bwQfUp6elu*vuZ&EK|zP8u7a$Zhc;3)u}&>OIcqr|72_i-KWeSO z-;)reOl)X0^|nndH+Mi8pRN=5b3$N%Fs)m}AZc>%N0(GNcNEbCr-?a*rW|GUhXyhN z<4JRD7Ho4;J5pQ{s9Wb?X&h~$_1IOV6FyK$@0`)Dl<_pyh7us6MEwUy9!;g+|DB z)m5=_r(PyYa}i>=*lV`*V-+tGCu&C<32eA9=SSiGjgAqFlHIyG;HMY;?>)jh9uw3X zUgCaJ?TApm}88FPx_2I$iJaimd%V>5~QXXY@$t2RS05#(LqV4Szm0Cm_J za+7sc)I!~=ex`GLHDfZ|`2%ch;a< zLnQXr_$X40ye8j-z*z*KHvUAl5Se|9$ZW?;n&<&ztofKl z>N~vx?Z;!Z<>DzE%#=C#b(ygo1n#+?ji*GUpOr>|t_fwXB_qMXV}&U=k!i}Ezj>^BNGOV>DE-~amXw6tUJ zqY;{-Q<3px_j7~uR+^rssc!Qf*FMVlrJPjVB~Fb{D$fLL^^3UrmYW6}0J;~#a`-ZZ zBezS9#A(Z|ug9=DeU|X`k|BO+O|Vb3O<{PSJoy1P?w_@5zR3mj`4+Tq+CyM`a3V9; zL*l%&P&nX#4%emVmY_)&*j>;RpVgocE4p3@6#VD=bf`lVg$>4aGfddI<~{f*UloOS zI@EE>96^iV`L7tt)V+$t%`Zpl4W4=+%LXZ9v||I}=`{KZTOqtYb{09$o+5KKtI&%X zzIHE9!3l2KgtjoewD3;weU?)TT)wRnWW{+OPp@_nDSY(p+#QwZCqM3(`D9LX`=8r^h>tjD1##`4c- z!!|k;YgpbsETk#q$e%)0{r(6ouT)6}nEv&S-LY_jbu3+udaQPAITztos4!Z}j zs?Qm1uae!&}(?8mMy_h3v#R>Me_F7|8vKc#O0 z+Nsi7jk<7UUpJgcaDXPOmhxgH{~bEx)nE%S+pA}?sKGX$*)Q)5KJ3q_Lb}`O!?(xK z1U&>?#MYYGv$0ZQ*P$O_cB?_D?LF^eyIY?BLo}t>#Syzi3_6`D`%$fytM+M(C82Hp zZ<$-tU!Eg%ie|23`y&LOXKf>KK5<4S4TxH@KiL5}6eKtIzLclG4N# zV(-5;c-?blv2}_Vdi`04H?jzSrfr+r-9%dH&Wb=c1QF+9 zJ!GLnF@he5!7I-A1tc1$iSwwW3v%02Ro+-&LIKVJBdC-Dkn`@#3u&CAl&6$#_!CO4 zy9(0~Dua=1WdCRueTw1Xx?oL>bTSdSa)g7rgv*8VvW!?qK62hU#gs>BbR18))hMVa4WweR0Vc5C z4z8{@l4F0VBB=BDmbs$w8ufbkVHDg@;)T1xQq$g_^Fxk#8*vIA9|8mkz6$b@_@r3P zV0uAFF+2OJM^G?@Xbg86A@x_|=qyX}KGwCQXh0k{g4oz5yjsx%Y}tk6A5PbEfv`mN}`mt=Po9G{AO>z zJW!BV`vxWRD7xdx0N;FsWT(x4bMV2%zYM}b`@FcBr0*NaOjz^V$Z_?vhy?609r}Ak z!qSA$0g!F;r1(_{`;E^12?1h6g*m{vw%n@~R~{WQuF4mr+>{WZb8ZQHJ!Q`oWqVL+(h7t9b-xQ26lfh>+0 zxCdPFHni)t!SIb^;u}UvDeP3x>@fa)l@Vt*@{0r-{low&nt)N3 zV!;kbQ| zB?8uno1yrltE#ZYJEZuhjv2%(;1%Q>Fyc6A0;_SD8H||j|Jafk6!GpxndFH@Et+~} zFX-974x%yK82#+*lxNX=JL{3-GcIDO z4>==6@g*K)I@v3t?xyCwm*05c_Z5(2^aZU_46IgOXxSvw%_x_mm!wx(tMP#KYg9_E z`uj1x4UibSOm+WhuDsI|hg50Z{ODhnq$v7nwPIxf5Rn!h-769&ke}Kt82!E(PO{w6 zSO=H1(V&$3+%DeJbd^z1Y#s@cO0K(C%b%?+VE>$4d1pyiZtZY9Do;&jrh377Orsqi_Z@4Y(56@$#<=9&kyf<4JEC@%I7#p-|Fpl znc5-{xA9U!2dlY2pl+!-Tl}h{QF*%@Z6S5f=><&)W&?BqUOK;Ja(r)ja!;9UR2CQjX)Id>>{F zNLd{m{PDh{Uir03LFYoZ?uRsMFIOl?cnx~h+`-fe(e|9EcIV* z0F_EO;IXAUbF@7^o*EoY7U=^--O)Y(746A{XZ_l&ZQNUdKx_M>;+vWe?{giJAnFw% z&SWj(!{bUF~AiqNO!KrGCQjOrMBRkvkREJCQ;%B!cr^ z@y?}lcL^m%Te#7c1}W>O=PN-I+0y8v-Qh+~Qg9i%ZN}zNYe-VITD|zD1bty8eKt&9 zgdn6n!FseY@tF4@@SCV!r=2X<`PMNv;(9A#^~gEF)L;+`i!lr@$St*7tEUcY$K|9JgLgiqPvFvVSCCbk$L`vfly^j42TU z!Cjx!Nk4R|A45JKiULBtJ>PsYblCo7TSQTMIp%I6o7LQ!<8!o3yCKpVXie^k8cbC+ zO}@Tzp4h;L0A8uE5}HRyYxsTo@iZ zk$9=?wu`nCPi&7I1=A37t5Soh6dC?8_U@Dgh_vg@GX8O1P1P)N7w_T}T8Hhh;wsQ> zX?o`j58`!^*}1k|Hq@RL2EPU&=MC-CFBX5e53JycYjp|u&y&`bB7OM{mMP-|P|6?~ z2CFpyke2^%w8X&+>zN~V6S9?`n1Co%Q`U4<#D-R>$D#+%x+r#F*~xeZv0$yD4~rUf6YggQPdc-;epce> zN91XZlI_hsdPek=^I0TyS;ihtu;Armj@UXd3Bxo07dLPosF6ZmZfGu8d9Z4n@V;%u zkzaxaFaf86fo`AE7Bc#iUGbEKFgJ2V4Cyd&1C1c0$4J!-ofW2%3s-3 ztrVE`(S`fiSPFd*CU7cV8Fo9bsNL|m^B6+=qK@Op;wD-pAdgJqemwkxJ( zn^iQ*Ew&G}UceyZ(>^}-)s-UyTYOkm-ShWt)xRY@MQsh(YPF}yHNCg_XY`IF%}E-F zxI${QBxhPyZfCkq&>y=4sg5U-fP>~%o5+6u{Rl~QL#eI>e2OU}rr>JcAw7H%Cv@}^ z9=eG$4BX;r7Am~?hVIhj1R9`1E?^HCq7M;fJB;x%H!h@^D5GStvjTMf3zQw%W|MQB zfbqNt;qPMbEaVvM|3yq1=Q#gs%vuze?_}W>PbpulsK!IGgGV!jSn&7Paou1toH8ht zbLcV2eiV56q_M0mz!bYstLX`hg-G@ztNwe0w`B;U0W$;|Kx02QpD}ncsp?mRTWltr zY;Tc|=m;}U~(&CbD~U_;kEU3Y9!eyjza3=JEnBflQ7!_W(Q6{FNMR!d~UaW z=fP$Kc~G2rdULM$Sc8c!IjQF(HAsdMk+=nNvCzJd%l}B{q;Cb-)bkbUQLMEU6OQ+h zmi}KN&7q*L>?fCT!~d8%vxO6xW?WWc_)%rH887^ey0d5aP0;U}$4ui#U{37!;g4PU zH=nCPcnHVb^#OI&s=pbee=KVyNk1tYc=0wKY(X2*vC8JXz`B6**La16T!yZho^BYgLF+Nk6vi@NklIo+QwTQm1RPWAAHnO zwO@tmUz6s~i(?bAOo1w%Ru}GEQ$?`dD5ZN-nlzGdcPsf4m_3x%H4Lqt*f^L=dYD?) ztS@76ONOtjqhfax-A;$n7kZz$psnF=VX8`(URBlN=c9P)sd8);~n6T zD%NQ7IB4{214QU&Qg#>Og1dJzT5xh~d6#=Ej3HU?S4DM4;vXaZGW9meeDSb+wKR9K z@HiNK^*A*Cc$i7kpIR8HrsVo^{fh9ff(JP;bs{V2NPcUc{Bq;E`8VDxz&w

Oqe$ zzz!MN%idREDj+lov7{}0hlexM@x2rWM0AbxXEDRl8Y`>_Hi3Ki<+iUm#pVmD2JptT z7P1)%0MN{--c_p6rn+eAt%(<3iLX<%iy0&!39Pje9UOG*VuABuCsquez8&`)U&+$^ ziZH0O(wkyYX&*tp?NA)XrNP4G^;L zIYn(fL$$azR?oVQZCXEzy}MC*gBY6f^T#CkNrybcP0e}xGV2KhZx>$q934h883iF1 zG<0<$WUoL{wvQ#a7h`bczmb0(9?$P>jZOTNBS$#&i(LiB1X-N@uDDSsaU|C+&9#E0 zGV;|{ATFVm3r*7RIgula6wPVU0jE4~({b%2kPy5Yo@C7q4WT{mKLJh?kea5@GKJnF z3fWk*r9|wrA*P$7jlobn4fkna9lC3Og)th#-LI*+XrSr?Bg~cSh-U zW#AzRVWeaok_?tRiC&Ux_`Z9bd(JkzGlHAq%afnut|Jc)@O#gNmJ0`7&>=hluhgN& zOBoFGUB_{7=^{u%y-GSu!ai)C57Q+{%rLf`IP=nb0$eGquNQ?bM0j!;Mt*So?VuDGb%-(}`G@1(mRNl1XW ze`lnrp!#@b2h_NvAq>ZPIF;W4D_KWNcu5Y$14z4r@V*k^FF7S171Hf!zwSrwtwxGa zX-iyu?Oy@8qM04N%^Yj(JU0osZ*m`B_lVNe-l4>)~Wb0HNrI_bNyY|KT6n~?%T zX8RSq$En2_#I2|E5)DJJ&3x>V?MIMnnv$XzX~}dw1Glx(MBjW$cZ!mPp?RpGgzw2v z-|%#p5Wtghd_~IET7r$Mu_B&31;g9X6ETaSJSF7$P%b=QjVJ3UnEeoqfpVB__Zuq2 z&^qgfPXb>@QgATH^AwX%MYNjzt&npDC@UKW4Jhkwef2>4Ri70Q6^g6eFX=4+uyqEWQKRJU-> z%vD%^8!=!3iHo)43h$I#^O-u2s~Hxkp%w~j0zty7(Heb<7Efj490-;AUZK7lwKeB_ zFg0Dh378>HM`&aPl>fUOUhAJtN^}TaU12Pim0O>L8-_rRhK?ad#e~Oe)cn|UIskpQLw9dM5qYHa1YKmG)U)K+cE7KmOQROTrJh1VR1HUK-9K1w zi^0#Yfgjk(#Z>A8i>Mi<6t1IT@U3}x_5jzN1Uk{EJO(71jAOLhgN8Gbu1$&jEkO3G ztCzY|#eH!R1;UgiJ`0Tx!0cp z|2wU-v3qUj1bZanb6~Im-tk%_IN);Jhc+@lpNu>bW$m{s16G1~EOV7P4peOg9!!%g3H}YIeNXla}-3q)*-!#Jfree)2y_A(n~2-an3Cu>q8f%X^Yz*bv4+G8|0YYF4@v#~YC6@A-Jy^N`;O@p=iv zTZ=^C;|J8kl&1GZ$qy(%cH?$;unou(5pU9nwGiqT{k=3eVGK%H+AS>@qBZvODtdl6F7#3^ZcYW=Q z2XxGv?H{a~3lYg`f^^5@O&%i2FoEd*Mf=_T)Og7#zRL#-3({iB;i-}EN=u?1;zDqj zY1&S?utDI0UqM)z`Bkvwh#%Ir!w+XSIgYp7h|bQ-Rx#eBE;Ry32`i8V@@ zqe((SRiF`N^>ZUQkT=oj^ApjC!2ij6m-<2tSpyUvJlQa$EZK?oO;q+XI~Lq|YR?7D z$}#8X?NP6t6&G%%#H0sdI`>>C=6t!yczPOrFYm};7Zor}UBpRH% zKHT@>z4tb8*x5*Vw)b%iihA^@yQP_M4EZEWN7NNkf9{r+RH{^&LzYCvG;xvdJ~P2o zp{x@CQbOKmg69aRZ#P+UL@#oaP@v?vLIlHRLh7AR{GE`tP;%19e70Qi0qv?25{3vw zul?BABCTah)i$&sSxFZ2ry_lQnED68@BzDhav)V=Dxf!tIT)0G>SbR1`1v*sc!PA; zix(|>s*en~Q+LtTi?s)84dr9;xe6xw(4I7S>pmCgQG!yxxx)Us&~gWA3>`8615S6C zx-^yBM7*nf(;si5q1{FgARV2=2iX0%W$`@t5;qJ+1ddgtejv}4NlVLbxok|kpKe#Z zVizloIC~Dh;K=L~I{O9gT$o?3@*n85-)NC%Zv_>^Y1(P0TJlK1{8Mq#mc(c3fpM6; zN4Zw2PS-eor#hMbHs9664Hyf8uR6>?RB;Ac{7=WlYJ$+bqVRnp@l2&`2+|izzSd7K z1o)1NWwVps9bO4+xD;a8{bk0c#PPCNd>7@4;vTIe1n^>6n$%BcI$f_|OJX50mEMsV~n|n!WiT z!0;cic=^q6{YAx#F}JsTMI^#Ch;F$p7nh?>sr**xEt%b9yB7c z=|JbGz-@J04MhbO*3#{X=YX*tURwGzVA$CiM~-E8%P2tlgvQ`o2XjaDDM5C@yCLXd zD8;=AhQb-@w8$>z_$AgTXwuC<1-z9E@MN#wacI$n9Rg#2*x`mzBw|DY-+m(|#!PC^ z!e7WX+1r$o#q1;X@pe>iugM&>om`|ors&>i7gg}1F%c2qMl;()FDFY;zDUOaD^oq{ zuhuF2V*{CFLcjn0JuzsMPXBfAch6kdQ<+Z3LOV+kzHt={2uV3T>@p+7rS#ShIx^mh zY&IhPoE`0Pma^vx%Bb@_o3-Bh(Sl4&V;4y}ZxU{48JZ!oTvvEf5gdZ`35Eb$Ss=2@ zEZr5i6Y=GqluJqta>wY+r~Rgdj0pniK^Phl>}hpXd*o)pyrD}$x&2NK(D5UdEOn+! z-bkEN$bFgnLi%}bbF155{Ls$<-cRK_K4C_NpaK}=`V%^g;oQJ&&=lTqX|es;48xHDn{yn>u|$c7`6L?R@{}7(xL?2``$W(eLNx<=vPyyZVeG067|5n>{zbc#}v|niw*?7Jcx)#b_hof z$^~qDZClq`?kkd}l$Dj(*%)bVwtEo37Da?IMas303AGS9GLjb71wD%a;v}Cfez`(2?e;UM!jMv7UI9263i^Mf_rSyEHtwd^{A%%8X) z*nBpQbtkF)>lU7z^N~P^m7+g$^}bDu>1h({s%W1H?SC9~^<&Ecy}}oh9|2Mc&RAJ7_Rh zoKwb5mtLlqcUP2H?#r{F>e-OHy7-_7To-YInyNfFQuI;M877>cE_*{YqLdg#Z^R_i zlQqF^!@r528feee7H2ug1wPBGyFIVaAob61zQOP%)$oNd-WkF5&H(CC12Bvww$Pfw z$)TRnZ;w&G*I;>Tw@MZ`q9QG^p3N4miO#aPbe!#Hi!%l*!0WVU_p@MBgL5@JRK*^6+Zc)Ip#UuhTq*j&`RD_t(!!Ni4LJief!IQnfB%D&x3+ga0GOF>;%2%#32>w~u3IlaBlF+;*}?d+%QVMrEPN0<$m3l{4@~&z znU@O%nURY|RlIjLWGWMIvJ&%Z+H>JT=*#XJxhq8kR$*q;br<*hSDI3tiv{C=9Jy`C z`6v!rY;uw{K*xWtY)+WqprIi;G)Lj5mF7m zEyroGADmyw3uZzp7vFh{0+SWZ6zq4vW=8w59vH`g7^J4H9pGh|F(FXKYz%1UV9+6y zOy7@Ubx`qG%Rf*38_+xt5S`2K7{sbER%0~8(laJ!Kd7P_=7oHm zJ`W6E-TjwzUKB}GC`;41>qLAj)GRw5(RktWPQeLxB{@4=ySXvvpcrrNBt|i~sm<-2 zZESy$I!KJZ)>-W^pZ@YuY0cD0Cn{fKAx9k0IA;3R`bUcmkr#Hpn$Q%Asb@ zEtug6j6dplkQN9IPB^nf#b*~=I2KG0IanJEPp(%M$LuVJO>amvF_%&cQpthS?^!7R zCJbm9yfrW&L{CysK_jvePgOnK)Z0I1wk0lvIss9jW1#FNZJvM7Mnc0o*pXj3YVaW# z>C;jQm*vx?ugN#!S8MN6L4*pc%%$9Grg%UDWm|J`-~LJ4c*;8TJ-kHsBnr~dMba~xTK6(H@NBi~i6#etf0s^Ddh523SXJ4_wvp<&HX|Xtxh{$kxY7<;55l&ck#^53jJ3%V?mz&1$FS6)KJ1Mh;f}Q%mE&IG%K7Pbt zd=hOdxt%UI<@0MT+^6{+84FR8bKUQ=>DLYRE^WVC6qrcBya^&XULFh`KXufh8a8Qo zd3d5|i9>!FsuF;7`ue#LO?+OH%n_Vi3GKy}SZ*{h`$Fw)^@Pu?OUb}vwy4NM+QLv7 zbYW7v6(0-Rn{=ZvU#P?I-QGrXjOi@psz>+P2OyB#@?BnYn&;rSpX1+x$zM3c*L?9w zQ1g9Uxr@}*h`b!_4dNNBSHi1j8ikR-xB{RUfMlwkdndu<=lx$R>F@1AN`*TQi>InQ zT&6B@7~_|$7y-8Md|}p_hm^0kPiM}_``cU}rD~((zP=P}ZA*PS{~} z>u;VY-eo7w$OlLFd4CvO02sT{WsK=C#DQheQh*XCB9s$0^-Okonbw2r>JX?ZL>C$G z86CiOTHvO4va;Od!idN+KOTsw@9qCqKlb6(EkEzbIifqkx8GswMwX{B7 z^e?>TGm(-&jx)aU1oP@A=RMRXutxWb{V4O2nc`Dw?|6-Y!)Ey(?plfa1(!RI^1N#0 zigyhV{sfQ(yM%S`es2ryA(De`yxa1wSj!cUeZ?~#neI6JfU2}J`!;K%GQulve@~_( za^DOx$gtGYuhP^LGlMDEHZekFNR10N;~F4o4f7|Sb>&r=%#`50)iB8gPN4~G z(l-{r;d~F9(T8&dTJI`GXAuSHB9KDc^WQjLoxQ>l{sP54@`7@<7<{hZs|`V7Q-dxg z>ASe5dtiDL9x^Lr4+~5p5s?=MgN|5nWY8A%D0RG>ULllsLGF}GD34iXy4VWS&fzlu ziaLvtD%VwI{NU6VlWs*uHdJ$0^9;I(pXhLctB0Kv_hDkEXVB=Xn5zEXSQk=U*Jstw zT6^@O^@rxW%dUYM*o_cmr6%WEyJfI-pr6iLELk2+{)22==YM#*RB*(9T3_Ll{MHH_ zV32*QPIcy>4*4Xujl)$GLmn^(BWMN~(L?-4DD1Y}X_usK(|%86$yty#<}tQ+AO#?D zk1syNKREyTQoWwtlCAZ3PMrXwYkqoN@&-01?wk3CP_?_TW?6OU>r_{OJog?KW`!8b zNSyZ?=OFfNu$5#Wg+78$G3Ph7vU%o1!Ed%U+UsM4Da5sjy!7ZBOKchz{Bw(GFcBPX zPWYPd1vJd^C1ax!<}6|IJ^UqGRNShzCP`Px@k;Fy;6-L)0=>??Yu^t&lvwvrz3+qY ztxj3GGo(7iSdmbH4e7OfK2pxiB-L=TbH$6DDzsDzkD;MfJYnwH zo|5z?ABQdH6)fHcbP1>08QbpwXz>Nu+Yk(m9^A%3MFuOi)$pavB%uJ2qT(Nr{lEUW z8G16De;KFe6jdAHX1|Ye5ZWo{ z2u(NcSx?3^C-Ap)xh<8|Xmhjhy7A3i?h-^C9WmS)jS*p2OtQ$LYXmA)o$@Fj%kX$0 z!K(P$V5oFit7gJK&K(h`vZiQfSwhgz>XP}U;e0$(kC`I|;Y=X^-IwR>x!dgmZrab@ zLj=Nx2aSzpB>*%)%fJ0lC7thasmM9MfPZZDtP1K--y@iZ3pEaK*jDX@U@l zs}NOZLgxkaGhOG`@-mFfT|S~(rvOA;U3AB>YS0i{?rAwt29H0^9PbIJD^-AfwHE<@ zWKIl;MJ3`@!Xs;O+}limI-N^+A8Pylwnmz2O}qk2E!93tz8=0Yn0tLoSX%QAmZiJ@ zZ%U#90*WJX(B%|j90(M_QUIT27BfeD(D9&GtN^}^-zUuNg=FEi+(HkD#7oyu9kR{! zZMP-&2kv^cA&s_NODxdo9!`EOU4V9_d2RzWspmos?^q`(?M$!V#wg79Osgh{HbgwDCJ4;0!S8g!xAIWkW zXq`__CAXW0zA$4bb$R7WKIL{XyEq#Hq0zrG(p~tX^&zCW_RT@lALxdHERo_gXIANz zS8m~@BBMVz3!NXoQA1=5l1GkYQIF&JqGosWfuhy@40QIsX?6(Xfp3OZtr5&G4;qcL zC1e>kbAG{4+>&v!*AX}qEnA8p%AgDU#aCY7FZHJ}m&h2!l)$%xc-5QHsOtz~sm5gY zp?FZ2{7nwc!qY`z!It(IDT%=s6FsalJ$v_OMQ+=g&N0!~qzvcav^Pfh*m!<23V}W6 zxlFHKVrCodoXe7+*@UE=b9<;EY^8KHX&Heob3m4Imr0<+Pm-S`~>*s0{o6A2v$EH{0h^CfvVu|O@217E|O7` zD0zUk#(2y8bA}F(ulZ22wyQiB-JyTiG3X#iL0W6mVGI|Yh4I;d83IW z)9t2)Cd1IWV^vX=?*@X;9&N8XA+jv|Nv32Qs*>NdtQE5=1J(+r@Lad&pkx2OrUAFb z+}zPyw=)`_hA-J;c0MO30v{pG;K{dEdC&&?*lgzWS@O4bjiM10Q%+#)+PLJJV;nK+l z8WA0Sll|)HgLOPpip(_H$E6(1Zoz!RN_#FrSlN#DuXK%*jgLULNPTUA-dtCf5!$!& z<)Ps9puLMJk<7g6XJ2Duq}BCN@O{z<%nz33x7P zk0s+JHX&pfks7l;??x{QVOtR$QDl`(lWYPXhb)fbo)n2d#n~r$J1_Dt54hjY7V2(! zytS+ski~|$LZz{zUNoV>NQWsrJyZ8YLJ{bU&DqRjKvJ7+P|+J{hL4NEoEgnJyMzrN zCw+A=HP~J-jNGG=#AHS+j7Y!pyEN92U{c3OOP3G_l4O1Zk65YY^m}4kzqY4nUaPVQ zGTR6pS>@!vs-Ve{CPf8NjqH)#3($)leTRC;ttn_TE0-!g8FhWNaAS)vS$?ki8@ zS*UMxGnnrFAx-_c9; zP%Wzz0^uvZT>^N827t~gBnP0QcJz{l}?T~5M3^Jf8J}r81hWQrbo^JE6Qp( zXW<=W)ixzz2hNSl(karJfCy~MRdbj)A4;jl*rKo%t*LWxy=ddQm!hUf``!)u4A@ZH za=N&gTE1~XT#(L*^G_bU&Dg^HQ@hL}Y_3 zn7)1*p3TLGD0VazwKSwc$tS=o-DW4zkpP*ZI`63M0N2xG;;3TU(GR+_vpo<+`<2*RQkD zsluzr3;5_(N|Wamtx9;vkIS1aph4ZKf+gwg2sJrORsmQ55*LRE)M5E%U#A|gQTbN5 z+h1f*o3)v$*|oDp29aWss_+T~N0paH%X7qwX|tfmJuyJK4kySN&m8STk#hsIUCkjL z5OSqI6!D|CY4i^}!1|}c^n71ouQzDpk;w|$T<)?MwS3(>Hd|}lxPyXMJZ7bFpR5Mr zwK+2|kqEYItCfbx^F*vq(F~y&^Esn->){cHdG%Oow|tN?GyC~clvPX?6dVh|c04`hH~`Bw<;`x$&fk!)XtA~9n!(lC zwcP!rUaf@1`vJ&8>W{I1UtuiO0qY8HMm<-~Il(zxpPPY&&sE>}9nFV$qvZDezFu;s zL&7Wb&0d?26gL*113ximWj86%wnF%S#LCCyLa)dC ze>knV6?;ce|RNcLGiAEA4%h{9h ziN1=o;wNxgxF4I`AZo|QvFSK@yoWO64l$(ALA_4^4|t*^ay(jXn()N&y>yQ~Qj(!i zJ35OfD9YiFKdDqbAqve69Dd$(2r&=D7dknbDMG!(iY4k;EoO%5{h}=fbJjT+a?+e! z-BTW=RS&SaIv%ccy|r~<$??N21WTg#GcH2QgOljEezM)xi7hCk;rV+*1e}jqcp+gt2oUA=wowf9k8;d0D|17tW<5>KBj;_(Cqs zlq4VfIu(|b14V;8GP|9@#^ueHp()VJBtNy0(Ic{4KwsT)lj_qe3Cwmp)p;P+xEKX6 zms+wpHL|+S32S45)P!pROZ?m-44DgBz<=nPxGX}l&K@AX*KSGCVH>1&d1zfmaMYtf z*v7LfDC{86P9nT-g?k7*Z~tVSfgK@^an5q(vZ@%yo)I@Af^tE$!e%WU8t-F8CNtOZ zt8UKtwS6_Hy9NXy6cfRb6TaPqnYZYyy!kffIjZd)4%Ab2ODY~Zmi>1q{g4;7W08qA zW_i;dQ|K(sUB{`_+bespjz-YsnhvSBl=i9D;N~D7m=kYEM(h+LiYuMfra1PccF+iS zJ~5YT#R<~^xe^8@-7WA70K@$N3uFe3VD zj>iq$KetV$jZcOCLg6f+Y*pLJYy5mxLXjGlOeCS}mKfrO_Bl1}D+uShZ~PnwR&mEY zGFVYZ4!zv~FH2!j54^3D!JhS)B2Dl5ec`vj*rSEylVl<*dAja`ZXR?*Ewald<`0Gc zK7x2*Akm8v%FI<1ce7#H?X#7N9k*;NcBAyduIg`pB2B5#_Fl`6B#T~=)xo_>9u)WK zR4)2TA!YP0&16(rGnR#duFhD>1U=k&{7#{>pP>c$9sVnk-e}O4z;!$q&LulSoA(q2 zMC7yve}8YNojN_v4>-BXeCXd(?TT(OFPA4TKhFST?f`=r7NN=q|AaMXo&WyGj4jzw z3ig%u5%r+vS>Ly5G)e63yC!;`fy0B@SiYPANu9~t@rUsUa7%cYAPi<)ZGRr8MJq<9 z8X$+R^1we`o+57XR)UP-pdPo50=a;fJesAyCShMT%v6GGDhVHt+Tj+Ll7a-(3D2(B ztE&V01-Rn=WhD22Sw#pQ=+>{PaNkj~0}$uH29Pgh`bGrQK?`iGTId(asp?gQSJ-wVaJq?0q6L8t?@abCIZR7q@~Stcp# zV?bOkg&-Dv%m*NJviocIo+2!Qe@MztdebWW6GJ6mV*P z+j2cFF#IVIa}P*9+eea)&o6$a+|JITk_i8{0cqZUF0lX;-G0DYmCY%Q&ZloN-7uP^AKR?qXRAFqX%GVO zYd}0lJ$Outz^!uM#;JlG0t;^oOLMpz*fKA$Rs9C;aZG^ByS7!$!QdA@zh_A?g`~gC z7)fDVvWF)s{DMNkfW}{paf*a_Kv58+5{?D2)|>N8mi!de4!E=4jw8nRV@Ma2?4c=D z0%ZY_ogV<9s&wY{4<>$+zZan-%>j;p>1-({#?zzJoaBz4^&*m&rd0EoF#FQImx3HWhvF1KJiE&pp4 z?RATN68-`o)FifFDs`h_EfE0jafx?e8d&MZFG!qzgV==Ssu!0GR!px=2H zI(_GcL3(}wWW5cSGH+DvIDHK7yTC;05JNuV?j!+=mLgO7OJ1&oCaH_&<6$`|kka%y zRYtA(Cf&+W$gbGsXePSP!q|gx`PeEZZ=a+)w3DZ1cw_@e^MKWr+JXKcBY1?PcJrMd z@q2`?ZIT%{IogrKs0_aXY{zw1euxqwZ_5O;r~UcUrp%^;OjK)8sKL!_{==U zd)97|DMEthmXYYW0$Gvx-_>b{ zZkSk@5UbGOh*?Sqrg?S+M1~*cEE$*}m%oY=PBCKEOv6*V6GQFoL}wG!rX3a1(Qi1_ zyrA&UUwxxbn5U@ZWI36qi333qngY>=$9a)frDdKN$wNtq2be}09F%W4J5oQ5E5u5f zrE+&620mi|I6`{g&S-3R+`DpiIc_ELQIldjb#Q zek%ZFA}A>!tzq2ktzrK2y<(q)WBLx)GQRElY`4qK@#|*8e<*LQ26?jY5zDS8ad$yZ z-pbc(MUY=iM3PsT4XoAUF{wmU%p}?A$+X0Bw^x@+#%mYPs*l!J`WoWos|;JW{h29@ z_Q|D{RsNJAOZ353%3!N$yRFrmfp&_e##%8ALu~_B`=yTIYW6WgRFIUZhi0E7SO1*n zOyp31v=6&)4-3K&>0gSYx=ll|G3eEN)5uv+A zl%TdF+y$ZxknZC(chK0Yr^RBw1Iz*wBrRHBpe}=8HHcSnK#h-PaXBZl=@2Ix6d`=N zq#Cgm<$L$`5HO&gK3&8W=Im+JJ?1CCqvd0>IOD98zDkw3S0&kZ2TkMcZZ%Th zOvgM;5@qzNcz)Ps-k{oE#KgT1G7Oqgw5kJtIs^S{T3K2SG&Ho0k&>?&SFtnS5?!s0 z4zUtSWT|XgR^5NOD95IGR%jD(X~J;sewh;E>-f3wG1e%V!b0bD13s^*w5BGTB#4Dg zw(G39!|nvaWeYgQ4>CxDGq4czEP`UNZM$R3vC5tR?%SIAp#3nk2rKv8E&6i#bs}GI zerTX!I&TqLLF$f=BH1n43FsHp{L4V`4lnqie{^FdjSwMy8RL}J))ahYymR86l% zWwfFwPd{^aHvO7Y0>G$ekWlaY0q(wYW)TqTg+` z8FeW8H$l`mFZMn($R)KGH9e3^l6|_B+x>BpGS9&F&I!jb0UCD+p-dJZ+1=Q7{~JC{ z1-b)Ts`F0juHk+m@)p{jn>^DQPRCJ0tpbWrP?0ZA&X0!4RS z3A>WxZ1^*3o|Hdn+SlbqFf?MD^}@73L*h3Z=L^f{!6h0FxBRb0kDQfz${wqG$u?P3 z#<_?Fq$@6oW27srRZ+1J~WY<>Cqs2ZR%;^qc7!9#{Fq`A5ah0;{KelLQd?b6yVJ{`} zl5yO0jv>C}i^BTi=Y4o93}dq4Hk3D|npZ9|kopu45+$-Mo{EOqwullGGse3Ihh21BLu(@yEfaB{t*7au(*D>3#VU-;lMMuw4U7vj!7x@r z)QeS#;=G`f$vzEV!=O-pa*rD+ivJY(o_t;1h)fFk_viw|DySe^b}ZbOrLzj+K&Ee( zltZVk>P9MNk!wN+#@X7HBA4b0sEE*GxzS1F^aa?S5!;{jbS6y91?-9}y#=D%>^o#c z5*&(D)7KXbh%J%&t96z-PvDm0>$^~YO1Z%(Pm`HBs zcrReTZ{^P$SW4`d4kc}%KMnJgCcBC908HJ@yl~2E8RGb9D$wtz+1#?OyJpBuqukvgP4Zm=9Sxj*z|wa&8)3f@mP50<3qCBV$7EXMF_x3`G*-!9Bil==xvZe>Jj+e9_E9-$U2vjut=qIVGX3Wsh}eepRi?$KJiX zMn%WSOSF}SCmf>WAjv}1#z;J|>C->c(1Q)37YEy@sf(V)zO_Gq;qGe(W}m+cCA5lq)fup9|xTP@bmdW!s27b~2! z`)rAAE;{voN8Mq71+U#npJF%PaomhaxhmrPT_|7}$@Q)05407scOv1S|LulSnk!Em zTk9f7afU0~?}-6xE7=Cd|Jz2dm-}f_QExLI<>rUiSAikHg6zug#BzzfCB%Sh+I?50 z%|*qKkF#rBiL)6nne?fpxEv+oe`946YmlUi#(HW-+ulr)ENF72Q3J-tH>!|jn|>yh#e ze1Lal_}%I>KwW&qEd59GaK~lgDaI#m8wo`UX+aMu@MUV9nu*2L0j9qkK~vulQ}4nYoiL=d$UB%%kvsy*wWstxO2%yR0L}w zm8hFZA{q$QU6R|)i)u8)9i$AW%0p4P6}wSs!;PDsy*quK6v{{|=r#CyL}3hGTQ%v{ z$~$J;M!+akSks@n=EeD5!(sbjSVP%;f6kuq?sVYFlkvH&z!8Zcb``sQT$|xIB7=o) z57s#Locc(_s^bsSb-8v9c)RE_rPQYKeJeK}&cs>?uhsy;kc*DI;-W7<1}r2N@Ev1L z$9`Xo?O0qI5b(v#FHwKB-(fkvN96s|U5$5`W)~Ot_4S#sWP|%#K2{QR4gK^Qgq!{I zhN@`Y=$%l%DL2ejreLZ#T{2$#u*Z$ z_lZ>__aK@9C{g8V0~qU+64fU4*obBmcqW|Pxzezdi5y(ioLIYL{yI`)f%O@;>2o5f zp6wXaT7$ZGj49J#q{TXyn;rB$Wb~A+8~ALbcyEY-qcHAzk~6wC9j-`Z7L->z{;LyH zysLrY!+x}SJA3)sTnHKrAvYZsw|_G1deJy4ybpnC4PZR#G&gu}F#hWJ<>!_~F%#?i z0Qp^%9aLZM>CpJXI&lD(vOL!|Z3-GS?O~%n$o`rnfw~j1nQ@)V0Xcw$Fe zbOu=-ig%7je@OmcDiqR3_eRTh+A7mcR5cAfB{1`wspQSC_kiM;(>|wCI{gBW$XG(j zC=BN0Gmu&$hxVa=g2!(`Rzfc1iyyJn2oGWf$QJ1@>9nveYmeSTfI>PIfcysOr}#{^ zuYi@Iqk#2SawpbG1BfqLEuo}P`xb%8EPIgQ%x+rpR>~1u)`)TvtPrMKNvI&3xP)ok z1L&DL2M`ksEgIQ&AQ3D9V1>XhWlh}iqbxIgLJlfeA~ zKzm<1ZRPt5E)Vh&SS6<#!L;lVo1|&oam2&s!C=;z!%C?9nh0qR^`5Q0Gi#Ati%wm1 ztFPzi_Br6?)7(Byv7$&nIZ{`g0eNQZ@^!LaD_&y+1Jm3DA#~rDBJm<~lwsUdvL1;R zoTgtd4MG0qZ(Ez4~%ZxR`)2GRO>VF#nrhu33RKaMV zqTRC^!7~SRI<}Jt>=!gR;5P}2oVWDpi!TJ#!06lo&b@b@oagG{;=4^t-p#w~LD#jK zByO(8eU{4ur}0)@R&&(#s3>88`BA+}B@`F9M<#uc&@UePv@2)(ovq+68-t07xDTd3 zK_ICIE`>^ione$ftI9<1YiaXzKW4i1Vapzj{C=DY)Du5xx|cLCFU`{W@dY%lj3M<* z-lxe?R=xJXere1`t-17mq_Imi!#oY)`X_4C71bqj+Pne`!G$>Bz@05O5KS96gcCH$i`?hkKP=)mS~3?#Sl&jP68s?25#X!{~XH|&c| zsA}xI<8zWUkbn@K*_w%vN>eFO^nXNyEgff}@fIU}!3akuX}(u`QPxmx5Fs@^iLa;z zNHHTATaws|=`uk4faEZZV(b8=u>-xCjgG5^V8oP+w-`~I++6=lJdR`0)sm@d7~+(a zi-uEK%`2&mWl;}AhO|@2(_VI?T!M9;?<4Ux8HEMjavuT~T`wF82pHQCw{3-9o`)C8 zmXHIY7xX+Q!H~&jK*}~~y)N%+S|DcKV5NTmRfes6q zg`|2d$l2xqXsE>;De8Co{ELy`W6Es*tA_`rCxihlzG^f};fr#@K0(#busDxbN%*uq zO9vR9erHdJwkHS}DYR$aD!6kTap=3=V`F9RTup0v``lT3__1HY;3O2(aBmGR&tDT& z=O$r_T*KW%!a&uN$3^M+>fB0Wvwfe!2^chm(^#9st}pwIx^0oUBIQ|}koWi1*bJCP9Dp7D33@Z=zj+Hl+3N=UA{g97 zJ#QeK6!7#$AToQIMq$S2>&4jBXhSDM(y<#r_2)+W-k8a6Nz$uOQpFP2<_LcS;$Gz@Xz64HiVb~jowY< zXL(trRIf}CeL*{~F848`-rR&dsiz7^BpP0s=O7G!JCcO^@1&R#3^kpNNU80beY zi*GW*D1K0{hZ;@Hup!9eaG$AUyNw$d`mn-h9LSLl@MnvkEed*sHj)N1x1k>w6CzMW zHlNU%w@ld>)m!4l=MXVQS!l29@aZm{^v0j^N!ccN7KcPo%z961h|l3jA`#5UxyS)x z@!z+i0uR5W9^howHkgp_h#B+?zF3O^(~ z)~D}7gE_2d?odRg&lyCA@C@x{ra;AMhv#-`c^5;n^oTbXCMn@~t znRmSNsNdI?+@9JK*U^H2o5K*X>tk^JMnKbR87}T79V`KflSY#C{EZ)ULz`}eDc%$B z=HsXc1ef^i8@kx$UW*m6P+izrtN<>Gx8rlU5vk9DEwh|>VsPMh8+h7q3bCfWx2QuP z;C7UWixyQlAn-#By?wgK;5ECOW$`MtfF;f;o72KK&vo; zXj=)F#4=ur*E2Gh%7jvLo{!p^$VLQeV~ba@Lbsmfn;vkj1Y3+SNwHy>_?eA%bF&7Z zluIe5FJ_+U^|b-3+mjc5{%>Y=R&rnsHf;}q90;6GirCeUW-rRkx)>~Wi)j=QJ-Ug? znVB!5jO(im`@U^mKhXNStH-nJax*Gvfw6j--ERPN}WXxA? zzCMgiUQHckWO;O-QRFaEJPsa;&(UBxOA`?1Jea3VZ&64>dQ##osiu}D%JNvaIm>)h z*Eda*4_ca}ro@i7j}Z7yM^1KS$02|Q?IgVky;Ps0rNR7oU{b(d?VVuwzz0{jF$y3@ zs8_>KCb@bt2>LwH(7`4b%a&4#_J=x6WAIPFu45(bo^W#ykBS7%rVFU`Xr7%Howh(b zs!Tqp6*TP+L7QXnZd0jkT81Rm2n3^YG#!OlM45Y=Sc*3~wkK#X>>MQ%i?_Rl$5Mm- z`1Z(B>Pclr0is`N>EEnHQY>KH1NK}jmtrvCI321u zKca7X%iL7$Z(O(Fxlj3b-iZ7P+1m5<$c5Y*`C7KJoG47ciI6h;|CAXeaObXd5OgyG zH5!gc4W~MADA9&)2TlWS8c!~Gse365)1YXQ+02UBLjBg5g`0ZRdYZN8ny8Z^w{QB- zN2Vnqbt~}rK1z!Db;!eOW{lIe5KkYz^H%F6vpq>``_6SQSIkf{o^I))qADs(qlM($?MjLdA7WCJ?lWclPkj9QwM6HD z(x=+Q3aoLI&GNpBgJ ze+JF$yIeE3v~Bq5TpLGdst$t9xm{lfq;shWXc;7gC>eg3%KCtu}z&| zpnR(H!gjOhL6a1H(Ptz*m?Zf*eWHyeBcs;C@Y;86!{* z_X@dF5rvBPgghyd@dG3&M5rC`gbLaZXFU4)MC!z+n09MVxU=^~*RRSQ!{op@H7NbR zC-!wwy3pa!@YBCIZ?O5o_hV>>fqO>FKA*Y&V;ZZfyuNKBZmDV)7B$sEDa#$_E2zth z4Bd<%Tq1Qqu}~Xs-T3Y|-Y@he8Pw%+#nc^$jZM$`{CLmiX9TAMDX3!b4e#FtUWeSZ z8`Ga*%|R7+5BLujyOn%YYBj!OtHpms&k!0;k`s6xb2g}5*52}N6B5oK^OkeZe1>2n z*pO4AYgs9JN(Yj;ZO6Ns(@n?8i4>Q5;Z&!*{@x4enjX+A_E`PywuOFo=G>a;^-~Aw z7up8=qc+qt9wV@1EJJ;{gX$RY1xe{qa;ck~)#zH%a%Hj#!Yc1{R=+us4)Q#PIuO#) zkt``nZbLtB#?P7g=xEFEgYs=mk{268#F-{NK!dCLUP zm%+<3SGXr(a~%(*F@PZbW&r}m;;XVf_$uUyFT8IblQ|iVU)u${y+(&?Z%s4Q^r3Zw zv;HDd>IByfIPQu&p49l<4XCF2f7oS1?>k=~A=yJFEDs1TZW=B2?Z)3n3*Rxg7U1B^ z5$}%0r}knhy5tqdwEFju*#c(p36KrA_eNYztK~;S;*-0j;W=k0Gd@|@()X<>1I@OO z>y)LSSe*j0GP9JL|<6aRI`xY z^l&@hKwJd1MREj%&8?+3jwfD4u(-k^LiHNb7EclM-h388wNCf5*)N!UoD<0&8H3@= z9nZkDF{q^F52aVr!XMgBTmy1mlws>P(%!`fPG_gv+e)!0$gV3Pn5nzG;FHtgVjXL{ zK7szhqWkN0DL))qHJ8%lx5|l>uREcG_qauoy(Gr#`i*~CZwh5pDV{lEkzlC}_7D_C zi!hMLWlN4vdrX7j)<24kUEq@?gHkl~GH`f<1cIuU?Y*0TlCdK^`Fb8HOsk!b+V3|I)YYt&ExXKl|kC8Cx>;tq!hpRcH(|NQCRIGJTt@?28`Jm!i>6E3sO@( zBfIpnak-GU%8q-5;zfYg$Vm&dze$QNEt0Sa?a6v&nClqhXXM5u6|l@na|mHtF)fvE zxjDzgeP(oHa8qr-(J{|C#8af2Vl_$BT3VJs;J$im<3X7-=R0UN=`Y$|(@aNY)_NgB zrQ8#3BKI}853)vEIQ1*YyB9v-PR>RMx7&#Dc`R#^_KpZYDYJzFEFDxa;^;;WU}j zXr^YDXpG{1hjiPCh-U_6$uH)SG564(R7>GYD`PVsupVHW!3&aG6 zz}0qqENXW|BkR%&KPFieE3(y*#~_0GCy(^q@>GpdK`Lo`j)aS`lFa!P%Q9ikW^|9uX|Lzib@wXgavkHI<0# zweHC85CuE|3!z~yM!9k&5T^?XBK|{3)14rVBxn`(I1ocd4?y7u&t+28$Z$mmHC0$~^oC-^o`b_|~G_%nOK>VG$=3HKDy6ZpoxBJ*`KbjU>gGt0(ngIps z>75~H^_!4wV|JV}6l9|xrCkt2l?zlTGh}iCx-4Y#1IY3fNtrU(6zeiTeAo?(y&XzI6Z}E(tBF%bZWCS*S~Dc zn)8GN-x&l=yD+WkF?+YfX#Lb^&<@mc5~rgAQl(P>+oJ%DkTG zVnE*FnE8T!d>(t^l){J_&-1=MB;p#kvopK{zoJj#_hdpG6XpdJjh~J>-!M9~RrIQ| zEVYGCQMSp3rF|a(#|lnZtq`IqE|1$P!X|>MckwdGJfMIk>SV z?DW@dj{w{$q#bXH)%_`T@AARHItCh;XCaVh`YJH13t86=mYx^^5Ii8OL(H0Lzq!N8 zvEei#KYR)j>&o3nv+yiH<9%yX>%5%^GdqqU{D8Xrm3b+t$4|2Ng#6|~wd1_c<{LoM ztdBGW0{9GggT=aG1}^+LxjS+Z%Bs)bS&?1osZ-yfKz{C|=YI*}$aU}!6azy!4Vmxr z1eMqUAmi}2jvMoAj}R+*6$Lhld&X{jLaYCRhOhSJs8;UUZR^jt2voMkmJ!!XP^lMy zHmUwCR_z~NLxMKhtejf?tKZ8mjVFs@|9cu}T?vkm_3EIJGIt&!3Ze&d9)EvyUiqS} zGE!pmPh;J-a4o^n=!_Xuq`>8(j~xAkWS`$HU_Z`gbh@xRMQOm9>cb%&PYx#)9k;JH z3Uz~b7J;Yy4NC=yFaq$AZC&}^++vi1rh>W(cX5LGVJaKl7)?q7Y?g9s)||<~iC4Ps zb3ys_i`kFg*hZdVkFxM`XbSj4hBRBy>3)7j<6 zFL}*K6QfaqWHi2+zbAKC%77p-`b^+#PM^as{0XqLtZw{UOC8#$`zQ5jSRu0s@!@Hk z11m2e3FdbnCci|7eRAiE$nG{eNlO*ssj(2hOCwrxWeoZ@y>z#Mqx9Gn3&6!h5?rd$ zr)-!_Y0&dqBi-rDtTARUBb|4sXVW;^n2r)6H>yAQc=gCr3{4i{O5$63(0PM6QlI3M zjoammqy}r>ga09&T*{wo^YykM2){)PO3U26N84eqqvfN4bR`oRrCl+?|*islBpfA zvesj82_@2PB??)LUA&}rsOd<8wmdUA+ZiP>bG_~SP{ZsXuTlNnP7KUtPYA#hUj+ zqAEn=LRyD2EOQ0k7bh zGIsIgeIqyU)}|UuGc?tr$|ssQ@Ho|?2y1CFy~Dj4CpBXo$GJAkecxg$S>TCwW#S8O zc+1Rgch&*v4(lpbYebyBC1|J+a{)9C286&su!>ShekiG)!3|}NmgOQNRD#y@ag!VA z8!aMzN27GxhuV{ixLm?{S4V~w@|PULphnw70 zBr_r8J{VOaaf8(1p)TLScPHy+?s}FkQdAAN#UXWkxu5W!bU<%@XO{$&q5>6%q*brT zLu;x#e`r72&D%DK2OxvD4z=0$wI%v&zi;d$QxY#$95JOyCv8wefg=oq*g>svrN{uM zWBd2=R-CWlPMT`Dx=x|~$tD^=OH6k@ae4ACdyKUP(1-G*K-4l^JeP70-B|DCJx#X{ z0Uz&wA(e6B)Latcx*kD`r#gFh7~Oq%Y*?Y^*V2yuXTsl|7m4ppB7;xsVHjD28sAQ` zG>F3%BK4r0!fRPwJ8jk>|J`AUeYva+?>oXES6wB|V-k0Pcg5#XVlcM?6{1YWx&NNt ztDi-w2VqkluHV0d^(JNr_0QOzFz_x(9S>lZgn7SI=V8h1y?t{@Z&(XWSq&$5#POfSA*r(k&DkJy*^{KmguJT`gXG9oFnWyd)Wa;};hl#Vr%oI7K||_?3j*|$ zQ#$ssnyBGq8I}HflATrX0_~!I_%&mf6T5xf5!_;F9oIR{o=Zb3n!%(@%;b zBIo`DhxHtfXzt>9b1dzgh897uIPEC4h}KWAoX&U$;Wq~wYsS>Q!e{d+Wyl@t?o|~` zDfBMJ7IrR5dFrC79rMZm@h4W7vHMcaJav0xl*Gn6;>^5p0xiTIVC3H@o?@mT;$1nd zfGC50(u^=PYj=$9G92j}%%ck>I%&x_vU5_acMBDjEL<}!{Iyjhim#y1EAM)Cr1NbR z7ik2;X)!fryj#TBd~S+2N}MrXVXxXF`Jb0XYPfPy za9EjOFsU@DXN3_6UEgsxSh5gq0{k|FVa-e;W6mogcaLr&`7uxErXc@>Mb@t=acnz? zVn(q`SRi8hxF8Ml3Uzv1upt(?QS3w<9d=?O3y%k91i;-DX`C(}NJqr@FZ$SmvBZr+ ztVckEF(n;5p{QLsP5x~oUWH2Y7PL?eHYkofWh3vVk zXwqTVqX=0Ge3K#6F3De}lh(=TAntG9#ivn2222Q}+C-MvYKj1qq-NV#frAnTc%e|n zPkeUm{Znlyby8-|ppl>A@ zC?Vg_iDkPCLvrrDBZ~cYp4FUA?rWrgjqm*6`qBxd4-d9LVfn^7;vR=Od4RK&^lH43 zcDxUg0cD?}B&Z1~=K~gan8vGIr1;MtwZxufkG8>Lr5LwkzS$n*FV@p+lTNF-{UHbU zLsKszI^8Y%JZdr1h1vRZQx7uapVsbI*6}jf6k8Z{IPRQafM(Vuzg&eyEPx3@!CAY_ zM$Yf&On-9^X9TWFB?wCq!%i%kSZ7dc3wN?Li{ zH3R~P+|ZpWm>omdK*a%gcGvLPvnowrjSh4x9rRpj`-l-ZdQzo3vryJGs;;({K$N>P#9c zQu(yC`E^)%$DM11-5A-3z;B@?n_;%0NR67nc;FW=5sQw*9=r@mTKlkmT`oV$ z`zZ*k)OLAV(ic4gQg|2H7fpthRD+B}P(*RVk{XuYD3e&EiBG@r45RPm^emhXgIXb*3xy$J9;Rj;_~&?~v~z^AO0#L$KSC#Tj* z21A2GWm7TKx3c(&3fYr=3*f$so~plqD&tIT{Mk_)38Y_>v7($9UH>+;vo7%mj#aAp zz?F~P5gG!oB!ihgRYPM$s=w-EZ!$cZ)ox&s+<9K3Gi04qsf}M(YPW*ksF$JIM#WDNj9^FaDk-&U5YN^=za!6_NN-q zwSEZXjUetc?(sW=35F2|A4xDF2bHAs4}fNQvv-j&T1vFCa-EzLz($(kmD=?46$*^G zf_VXmAWixIuw^{jq(4>d2o(T7K)}DK+G4YHMW*pmfwybARlkZmONo9@zafOZv%F6C zn;}dnm9NO%ccZjOar#UkWolw(%PEiR4Cr&MHVNUDxO*>a@5rd@#~v#Qpq#~K@2LDI zL&7t2_(t(HQgy&)s$MHlATSqY~V)MfkKym7XG{%1L|% zWd%KgS?DFM5lVS?U{rF@efs#kR@0z^WOMo`NyU|SZX8PDf}g)V8m&BM6um*Zl64;H z(tLt+x{;!+h3ri=PU``%Jx&!^osr;(H*0l=u}$=Itpt#Bni$4{<(Bsad&>d)!+YgroBI5M5E^5hx7Wc@Eg^Q+@j0TMoAN1O2P3WS2$Kc! z*9;X!=Pa~spRH9$4QQws)%vXr^-6O4VG3|&PkG=cO2kdePJ{)ZP}ZyTkY}^RlIviU z_7A;CqZUk2Hh)wOhp~@&(vzgio_O#Uw0E&029O`y9iMV`gPLxviHpUCygl6dGjyXQ z^W649Wi?SI?jFKNnVf`k^=#^^6^_#(Tk?KR@uoVCgyT@=c~d}tDCg8wHYvUp9INw$;|&wS#Ve?s8o z=NsFj3Mfm%QBsyUx`KrPObvRq0VHcH`bRV1Lo05SC(TnZd4zlSGhZYN}X%gb~cxN1~ju$WR=L6KF%^TMZW$L&)PD%0WM#6J$LdCwo8GPe=u0L{>nmb!fPeCm~yY& zAscbnw-B#ARB)+lQ^CRV4ka|}MC5vyDkyy2G290$-t2v{I;&4!^2Wf=r#OqfGx9;j z(-418wMzPrg%3J=v)tu_@C*wD?;B_lc$Y>*864tPl-YUiKnxn0hh6Ap3>eRoC$M7f zj#lHwf9cM4akYqN+atacKgOIwU}`DdH1reS%;It#SLqXpVSfqV zg$y1ln~5K#5~*0Av71|}Uf5>nHQtQec-`LDD_DK*P`jCyqU86~epbzU+52`fF^-XV zIsV2yf`zK%;e+`Fpew5<_$_%1_R*UVhv6SCX)Uaf+F7i^=75v@?}kM5>J7L3_5x7X zmL^cetYo~XIHJj#RVNhN^&jiJjxmP{&Y!W;Y=J=`SOhjYQCINUjeGyL@?b%ZiX6sY z>JJxch>l?ru8QAyp~65~WGb!2^1Q?Ao@$Thz-#Qg@&UHEVvnxwS->1={ZtS7=-8^pnit`cS2NB} z`Ge7o2*^&XsC^KMmqQAp=s&ni$E}U{F$6=_rxb95P;Rh1vS*xIUk~u*xgG3_yLpX* z`~$UVY8Y;-`==YW2jswFJ4Qe9m2*XE#7kD9d5GSpyWPmoD%A5ey5{K-9MavRn{td& z`XRTSTJ)m{;u|g9<7ZH)b_R&u?GxX~N{ffUiP8^z!~Di#+8qgfx`?|eXY$y3WFkHVnVqSf`oyo!rDaSP77ySwKK^(cr-!mC3;u`XD zC96syF<8+d#Ykx|foPVs3D-C!;jr5xsX7PgG^vR;KIT(YSDDni?!t-X#~`GzNV9Pv zm*}^g_RL<9SZ?5q{z0SIiOc2b?wOuiF72BBVp+WV7rr*RX$_#kY^|shZwmGMGd^#! zS8gb}wFW_lluBiR@Bb|;O^Fvw2B`SH0INLUR9?)4_isV~l^o{=)N(WYJdzNa12Dj< zP!bQ61h*`?VnoPW;CC!yTuSLwdu zdz}<5%PX*k-CeRYX_Rcwbuk~w(1~o%1}*e&g*Q1<@6s!^h@g*Gf8Dwu-ZFI};)^e| zEVkCjyw_SEMxjb)4OD*=R0>42SrqbMy%9W4>YP3;Xh$WXO{Jd_Nr62P4O9gA2=m-V zNgp8%4K>1;VlGfT1(j~PmT_tRhH)(u*^0q5UZn>3I{cyq6UY%Tg+PqFYFg=O(Sx1Y zWy|zRe9)Gq_STEQ8nNi`$>W?<+=ds-(80(V2=n^Oe>E#OdE^r;iqGicni#-;=a50n ziB5GZg<|86d1?wpEya3FgX!R})xuMFa_wig)v{yguL~ORxS0e~thE?%cA^Q))p^Xl zvrla+qvbQdgZAoD+KpJPW<`|t{KeULtWOir^WhSU zK7)1vyom((j)Y`*)f#{W+nbwH3LbJ!626KGDKy<=5E3V(I4_4J#v$x5SPzSM15ZVP zg(vi?PYzQRcH2NbchaZ2*@Qe#zAn*!L>(pCbxG({?5=`WEHxVt=obg6{Z#JsqGEc1 zZ~5o8zi3RD$J%*BA|Vj(S)N8ABHX6EIF66OI_YkgT18R;87j&(4rcBZw0vdz!!wxJ zRmCrqoagmfr4cR~O{ziKmgS3$fYE4ni%fn}P>izvHAk~$Tdri}fEmxJ1aJ~kc)B}0Djzte6T_XF zh6m;dBkoFoamo0e-2ug9^}-lNTbwv}jIzm0$TwbwPb59FPuWdiT(jd3#|)GgnU!Aa z0H>^sa+nC&FdxBa9FUa;m{V}TH9*8XGh9(p*D22|Yf-fs6S-0#;oDUMWD$uBOy{D1 z^JY2z#xj3DdecV{PUGj~lhOSHVubQffG@cqOll}~-<|Jz3LmcV7 zt*jHMeQ8xX1Pt0=qj+J|t|zLrfRVVI?sfq_`5A%Ky9<{;s>WT)~oC6iXb=&y%%l;XMc z+jE4b1R`(`+$P??2TtH_+0jyNEb=ih30=P`v#t1@F99&4lN|gE?~xP}o6yF`DG69Z zBZz2y;WF{TQypOHkicgSzk|rd+>)FLBx1q)_#R!r^$649^{>`H=ZKF!Km zB(eXOXsebs3?ByYVbSDz_JsoJ(p>3{o~Z+gJGA+;-*)z2eTbbN<4bk>+QjY%M!dVM zwQurQhf}{}n*U=?@DDg8pp3J~u$)J39tpj|X=jf+ZW~_3k$tE8V71ZKxSac~)QF~# ztMs}M%W6r3GiEGLV&^kFwg}zhE~%xP;mZQUK0i=_E~}#v97%p>g@g2Y1y(Tb->p&H z7%{DU?L%LL+*Cf{bvFcT6nY_mv?em}gvLMvBJv6r9wueL!`7im=YnxLU`Y^abiSu5 z_?4Tz@Uasg(h@O@`U2`&nGu1K{)cr63}S^igRw`m@pvZ-JGL0Xy3DB6O=rWiI0Wbl zg^FFZHv~e;OGg#tjCF6^?%SA^@H{`kkN;4mg%=){s$x&1vjTI=V(DkHI@~-B5$wxD z^qjx)jX~|<5!^v(46_m;9bh|74a_M_FRXj3&7v!@cX1R&NXB;t!BUUsf4Kk<(PZWT zI@axe3^#KsNoz&e+aj}Gdm;Vp1Wp5CN-xV)zmk6b(CA8O6Fui-4AX&fjA)R^=mCti z=Nn08qprn5E)GHmTS4-gCm6oj_bS0Wv^r}GM$@RoY;kkdLdm~-$cy!jlsRS9{`M@g zkZD4e7sY(*O{G9#L#F?Vh!rxXUke!~b?Oln5O(;uGXwzTKZ%Xu2dn$+z($r}A&mZ- zgSb4#5-3*GWO~@){B{Ph+Jp_r(4UrlD#Wk>1Zcj8bM{xEpXel1`K0G1k?>7PD;NkW zCa74a&MfssT+7S$=DkSzhKUD(hC=ONC#Yy(u* z--c+{{$;dRhPHKy!gj$jL@iRjk&jwQC4K0*M|DX3o0G`^SnbOHTl9{Ar#?0~aL(5m za`59N0ENkpp$mxgX9vPs#W9tiU@tIt*P_mbSAr5yJsQEyLKaDgJX#L_#J~R_M|Q%} zjGiMmZT^?>Q-Z2>kQqZ*)sf$jK|2_$hEB`Prx$YN_8uQ`l}qG*djjiHhpk4ao&$U2 z86pj-e30By)PC{qcs~lbtH1ew)^OkgTIVyu6(ttx`zr0*N)V-@*QcPibBJ9;uPP=plB0_&4(KG86 zwcP9D13o$&wsRur&nK*Dp163YBVs^}zLgjVMYteRXU`fI<8Zi<`~N5L0u-*hE-Hj% zHJN6>w%J8g-ELFD19p{t`T%CC!KHtMMdfzq*4In$Pd_*v^^1&0!B$>y2Q4}(tjl{rLmh;@w zKQio9U}@w{(cTJ^`Yy=V&T)uz^^i0@Ldv&~n851LdqVVr%r)jk6OlPvh zNIjaazMh*jW@zi+GkbntNA6?tu656gbBbDiU!g(4!mRkDoJxPZ@|T_KRnGYpfj{B7 zHt2Wip_ccCx9s?E-&lg^bs@lfF}O7NA)cn*IOTSv$o&xX^CN~9lddsMj3#2|46xvz zHex-qMbq90dPTNzWH%TQ0Lo(usYLooDhZ#WgCNpd z7$dt@TK%pI0`{e$vNIQPjdy!}ZnTI46!5$-5mL|@CRWM;*{KdUovJFZ62oXvWAnO5 z;xr}Muh3sc{eaaTGA8!m`2u`Xz%5=VbUD=2nY@2YKIDjv$T+}xA{8e$7M=bPmqbO=U4;eEZ z1HQnJow7)XAek3w#L1Y)Z%=5s&i-5CFksdg7%0G$KM_q1@`qP!2-SL;BCmj(N8h?| z4vT^hd3i>gz})m;hBhWpm`Gt9Clz44VT4#B8JzuW*3M@hDOi4q88%4~;>dV3SCe z>E#jjq)FS@5F2nt%2a~!R7OFlP6G$r@7~xjevyS2p_GEY`@s<6#<_`921c(J`AzL? z&Dwdf=KS;mSl

svm=@CSHbciw|wN6~)azkrXBa9qUVrdN1qNV~Y?e{D!0g(dlxvGPT+0X1Z z0J(0y%zg?#+t4D_Pcd&wan8Qzd(V!9n3Z!u%oMlg;2tL5BC;H~SutoHh}IH0S%4=_ zr@Jc2WPEPcDuGr#zhQc{><(5^JuydeIZbCW$mN3(qGcE z8Q+CH7Jdr5Fl=h+*zeJwc4+AE_2=FH9to<`k@3O5-}?e2S+8-Dfb&iMReV7@OrI># z7}|GBpjia$8L(dvt0d?oJe(i!-5lH3lJZ8RQFbB`C4`0a(1$9N8raS%B?T!4mqkUE zK4K_G$vtqR{B)(FO*Z4X-kaW`VP_1BqOaKuqa_bJS|L>OmB(Mz zmYC|QsE@>N5lDxIdu)ysG7RN_Fl510jC(DcC7#o8 z;5CO65$Gpu_1R@4UAUYs&}P}&+b+m$Z2~L8>u1Ekm||eMl4N(nuR9eh37@qfr-gCZ z@)EPO8Q$;ULx23IKZ|6n8BGrMijeD#IMXw^mUJemVDoMlow;nDl~88^(L8gVgQ^t5 zhKS{&M!zdSbh1<$nZlmmaAr5;}j;+h~Ug`ZvR(qxUR{Q2$i(Jo~{j{m@#WC zBZRXIvfIf}UWA8Z=c0;UT-jr{A!=w7fh<(;y7~BJa<3&!ocMiYVO_0!^h+bGF$-=M zln8SoW_AE|d0_dbi{EF6I^;W#sy#@go_3Ni`Kf(PK9vEWr6Iwv8YjJCKgk_h8x?d9FK1;v*FB8 zdx)RaB;u+7|Hjz%PWBkz;0w2a!H2#B$6IYNSv+TN?ArhPaZmZ0WknyOQZ1;A4{=!| z{y{@+_KFHKLzGlOLNLXJ*M?2t&)EiIV(m@0aYD6Fodl8Q5VA3AJ-$3u4TAn|S zf%`4^`Jot1QykpWn|wRbo8 zWF)Wn#E`&ae+gImkW%)1>~OlE+Y&3zHgq8}zazE8$nk@tXtl)pTcYGWR_I-COwkzs z%*P~b3Mv97Gg(GhOS;|A#&aTD{&GlSF?-@ip~Y>%*5hyn52dHfn+k_bzeR{X$m2(e z12m9;;uz%brb>~Ziz?zV7WAFe$S+yj}MaH!_cV`xD&|Wn8rc!O6ZJXbHuZC zooJYAAQ=)A;N1W;{hBhnZGgk2n5#p+(aP$oG~7+b~#%aUV1>P-t?Gc_A@_U|`~x1;-aE zj4@Y#d{BeJ^*IAeXgEqzZE4aW?PwdvJ(^VtU#Tb2Ku>{eTWmK}ZTJ zOaWFqe6uIA@ua25%|=eEV#}HLGNYdv``Vs(g)Pi+M6$JNZ5mOXy|xw3@ylar zIFcZ}3_k@7m}4G*G+I=!^UPi}8_W<&p$w;+@S?_9EGR3b_J2>f!i~F4KD)g(Y>R$S zfTnSb%G_x9Gn58J-QQ1I#elnxTkZSn`_P2rb^RK*FMq|_L5wj-%g-u(tP)m!kbDF= zQpuSqPzr;M_^y`P>{rh?5xgJqGPTi>F^9d{h~z~N#17?l{v~ar6I*$=R)ozeR%twA zH}wXr>tu;&iw4*gZqBmfl*(HG8j0+PR4{^=hJeoP4Jc^9rBKDnbqE)i%oB^T{Ty7? zglzGZ_C^w0_T6vcF<$}OPnJpJr)te@BS(-$gP+PJtPuW9J(voUKbZ+(F8E#xkmu$< z>n1REt}~;=p&kZP%{-0z212DF3++(}EP>cm4o1dQG?kHsR3W<1dmm=kP;OB9 zeWz8){WRZg^JA~)wqFJYzqd0`cQ%sgmj(Xyic2kBqoA@e>m;ZPsao|o{Y8t$8?Pe(jXSwU6L<+G1xs6omO+Iq1M9L)7RM;YeLTuQ)h7IM~iP zu~=m((f13kvR`NzDUptao^&SfK4yI@Dnh^||ML^xZ=f{f39MCao{?_^V&2Ft6M%(p z4&%x7LO|7<4L$C1g|`{1c=cs$wuOMEBV>j1o}6K_cSorvAW=6DJrHirhR>n7F}Nn@ zN|4RU0h*lrYZaP>8Ymu~2RMtz%E?7~%oRzB?CL59T`uScMpu^=VW2arte=G>3lIx* zL6jDD8kuY!ann`QhWH}IGI1dfj%qWH9gHt?%r_??9(;3GAufm;BptOHkUu1J0z)*T zmUpl2bvk-zEojOf2C4+OPsR7Jp)H4p3qTVu<|^b)01qKW*P=UKFNcdhHRGzs;bkH{ z4X%|9Qu~cWuk0MpqZx#p5!{w0Xpv9HMo_bq_y&v%J1+rxGlE#$RKVQTK>biO*pPIX zY~~~&J!LBMtP*|R(X>v+{VQBz>>r=#u$8BX(8Fl;0;`91opO#zo7(V&kO&-$HuWLM zv|4&ZmRC#lG?knDM%Os%-hD*RFb?ZFITgChvL3pJCUIgy5#0=sF>Hc*3Cj`3ioXkU z9*gF)vOs2i|6Z#F!!xG_o<9vB?bEJDA)(;L8)8MIP@4lvpB9wkI%N9lM&$N^%nFz> zd;#(6X128#)?Biy#sD;|<0GDRzo@3bliDy5b=5ql_3Z3z=Mm+JgB#Q6WO-e}0M~JZ zSoICqLEMEZ+(*>yf5vD}Ah+SF2@5w6k+Z?|9^GPBy>OgKu^855V>y4}UMf>nJkNcVt2MQ5uZ58dQ{j zsi@u?&q~++7=9Y`s&jj2#abKKM1JiBdOLySdZiWw-SY})YAoS|KJ-{3_5I3pbN$!TqE$R*CY1M_FBJ=4rl*h%$VuOpTR8%mlyp#L=jP7ZDKZau%Cy=< zMQj_E%C<_2^blHceM>K0qT;Au}N_|MoIWO9GTyV767r6#5-@$Wg5wu3ywX_;; zlH=lw7alWQ zE2lYOZ0jYXB?xDhs~8ic5!olk>OVN8WaI0@`z|1oj}4e0H^Iy4kTfu9C;?juVU~9O zVwNKx7+FL0G{R2G*4y(wUhkYCsu%#(j#7*$-;e{f%BHr$znJwJ(XN9pJTht$2!w8` zp1u!sWe2HSUOdXB$*8~E$&RS|ER+sJ82HZz7U4;gHX=%1;FT; z!e>%OL>yCX3mM^~pM9yN6mfTVFg?}ELd11)^*Pu_ZPjS~t<(w4LN|R5!%;uxJda&B z)7K{WCv#(RWUZvsOmKJrtZk`Hp1{giE*aJRjXgq+BPX_K+-CJF3|}o}y*Ff4vRx~7 zl++3sO%!S)gCqcMtY|`-{c|5Ygw)w~7EV2nvs$W)Spaip(lLRB=9@TUkbE{<8gr#) z{d~AnpTIF?(i8pk&+8^|+DkP&j7?lo#?e#rUM$)toAUEfkCB*Kl5Ot&N3Efa?bqEU zi4OjUk^5SBBzm(OcL7_2;ittT?^e(zNDRq4xeC3yPug0krNebmjIY0sO3H@}XqFte6F^(% z1})y$NV0euRnHx1MdsnXsAllR;n{gk)K@SML2tI2FPP23ebVww%L)!&Ol>;FK%`>J zQj_AN`Jcc~NkPI8Xs5f`qJ)6$SO_Rm11mqrro$TKNT?F^A2$C&I#QLHxHyt|&>ql{ z6)&_}bI6EXDzaO|)Do5;j|`l~v@(6>nQqV8ay+kUnzevCLO-rW8|SA_=w6gJWJ#ul zgf1W*Ha3$YAY=T&l7xDu`cR(?{hd=N@z?lA&X1)tt?{FV{L}Wj({9 z;ok+w7_JER5+G`iDhJtQ+NSN=vPGy>?Ny{SJt8j=j4W3NA;oJh>GHhhFw((m8(D*^ zK@PO~bFbbP#L_sltJsY#^s6g46CtnH>|G+P^z$Jpk*v*KF@kKg2pOgW!}c)yI;)MhbG?DXU3gq0^@o|2+H8@j{W z8}C!$5=6+CtPN(D_AAq2va~>H+f9QHZ1rEVKze?Ec>TzwE8T`?Olk+Jvv5%3=-)c1 zw%;ZqZH-m;By$5&5pqp0Y`=vclIt2p^h5b)2}zRee%pLsJ!5r`dex0$bOYf3NMQ!% zqrGhDbCFt9&jidu8zi`oIZ#7U7!$C-yXN^JzmR;;ub^rtYpjFJtCsTgn%>zJNONQ= ziHah)<=6xa`RH6yd6`-D~r9I2GIH*yNGU$MXi~= zSVZ0IFXvO3IuA7u!4`(xqNUD9Q?|qI)%EiuCb0C-b%CeKPD}?0D*jM-5=sAoiF+s8 z6`7lnH^q@hqY1`Ijb{F`)bTYgQ(173$8rwdnthue!OtDxTs)`2;J@E-XIaCX2fSoC z;)(1}^?L#WXRXXD#V)Ym{RVU91n&own_VdZ8*n9I?kHeD#}OEA0}RIb#%f;_3afmL z%$w8w|50dq9UoXawFD>S%}_d#0$ENX)^98kmK1=XeE(B5|FcFn#7bGFSZ>y3Zhjmp zF1A~5$cabnXd`H(I(d>iz7KDuHRlEqln&Mf@=FmP5~9t_b;-C??BU`_FlGw1K-t41cN@E;qFURMdZVP+a{%fNkyBX-)+BLS;D)~tx=}ji1;gP zyM0YCaTgiZvcn_h3u1)11BFm|EENE}W8ew^l4)qaP)6f~jY7rgm(;tM-a$kSVFZ*q z2;&KZ2ymZ#flEQHiEpUQ5`bkQP5`|hB}VsxYa}M*9HFgTIDywZHS4O1($Mxc4oRrq zFNWh5ur3&9oHmLXW#jhT;cA8t1j-r{^?Xngu7>xH>wEE{Fo#b19GA}7h|J3DLSs*7 zaV>hV12YKjfKCHQ^l@9PklK5tpR&x-#MFv%Te-o%q3o+?sTw69WBB+JSota()_pk0E*k4_dMU?qgpL?@r?fP4LXA>m_lgA{^J06cp&pN8SUf>26V*0#u z-$S-e6$XJIQclr|g<|tz7{vQ=Z`Lpe8G&g$j3!T~<$a+^sw|=4K$ym=i`VJ36r*Gf}JlglJAy*;n;g446bP!H35GdnQbJc-@4TMN4>qh_PsJGY^pn)y43+~ zq&WBX^q1;uN?H1C-V6wkBO8(nC#*m`@K;}ggZx~$?zfgBeq+{8uLr#~MsPP@&)g#}soCUG>C>hV@Jk79u`HJuD#v?c~0J+PbX#n5G=+}YNjh7nzNbMSOCx^M_&=3Jsy*@oDHfeFHUz?MSRBZ z+e558!pleFObCCSoDnkEs-#m6b3au|QPYzqIX8zyF3|T9&M|=EWt?N3x2>;DONdL$ z6iH`XY;~jYLl-Y3f{4^xD?y=F7XktDArSnKo-nB6Q`4aB`j3yEwV`&JQTiKbY z0*NDdFj()%1B}dMLBIR4kA#?r=|9XB`NbvMBj<<_{t5an@DZGZ_6wtihjg6jG0wgx zRUfK5aDCz}4~(XH&195x@Nb#@5O_ga?t~@S2S`Bo?TJ_m^!MKhcd2J!C+F=qapD{6 zD59l-Yic?zz5jqKQ^#eh=OR3^3kQMNfXQ%0Ftl+ZWm^;xN&RvcfEah)k_rS#eCH&) zI<(Xp5T(!J{jJG-oRTdA?6!ka&yjUxZ=A3>3$0f+=3pEzPh5M-i1k3I>Odjv&5t zc{Shn<9t@KvK$d$I4YeK?B}0j22057;CGq|&1qsUNmnj0qL)S6yNXaOd*|4{g}$X& z$xcYakmCXvhND#a6^T&h!%Uk0`M3}uhv}UdT=GAz0>>-lIK+Ize_%MhzzFD=9Hwj$ zigdsy3gIz*x5=qR_&2hF=2e@_M`l-B{9|&LbHbgMUv+RA$6wdDoxCkOXV>yzV zD`1W+Q#Xze7wn(k|2$dMd)aBrn;%%T|3q4I66iVFg}&%4&}X~R2+!D{qsopQaq_<* zhM?t~k8HZ`q5;%HuXf^v0|W>pc^AbowSpJ5<3k%%1U@n z+6z;f7mhtMIJgvJ2AyX9JohSbH9{r)jB9yu^Ey!j*&{QgwZIr(SM)-w^Qh6+taO*& zpM_r%(dZwq0m8^{`8{uAGkguKSCl=|;c573m1d#2QVC~ZmxLzhBlHO)DupOTw9HnIcm ze7wGR(^aP^FUNOOrzI0as?LDFX0KPXj8~HBKO?bID5(kWGbX!P3O^a@X}vg0I<(TcPA?m0yx^ z$n#8#!rbeHYjc8CS?kNTwFHoI?dgm+j#TXD*B8m8E*ZarU378tprNcT*34L+PB5Po z?5O{uB!-^162GuYK^-|{`fGDJZ^iEHsjI5>rOQ%nBr}qF21k;!dskN(vtB-W3c!fVN~#l+dEQu$TsQ^ zqW|y4Vj`y#;N@;DR}4Jfn@fa zvIDNI#m}@;cdnF+VRf~RMoJ?W7Z1m&P%`>Tk2epC@CPE3;U{tPfql#|M6{u?)_y1k za&A6jl8{SI6Q>OpyvM@*BK<6f6BV*XD_-ca>J>cg4|DO|+I)5<(oTHT&vpx_C=*Fu zhZB^as$3NR2-+#L276g|wTta}3nIk94Zki#B=XBSdq}`#Nci5U;TuJpBnRt& zL!phguS``_qp+tLiQlS&x;PD_{w!Za!N*XNwZh5<$@MAq?da>ly{O$=K&p?px^`l9 z!-^zLswnZ`%5C$FGpnPY|Cd(Q7-t&66BCE|fMv_L70*i^SOIfUNj!Ios2y)F2$lcQ zu2Zo&NRJ=+`a77kEj$Or#}7Xl8RH{Pej2bH(*wB$LHStWspzd(5VOK0up6OBv6tT3 z#UkSsQ=g2)y!i&Nl^5g5D>B;D*_Mb9a}PHu4ZIiC{qV(u@Fb*;8_@EWU7ZkYT~9(K zUPmNP6{P1^#mP{D&F~ZeE@-6_e5Tv&6me7bu{*l-GZ_uGA?4zwIq+uI7R?k;LYILB zHogPb<)1hTglvzL+Jk~XZ!wXyeZ;kow+gGOENEEN^={J1b2PbpH2tC4 z;14Z$f~jE80)04Gq@`B_{D|d^u)ll~nnFji+@;(Loy|F>;zQQ7PQS8cco>UbC0p9m z-%w+INurGBo8h>U?E?}Nc=RD81P*9Ov#&3rZla-_v*1cEOFMl=GbAt2aMI^h$n>2a zCj#H5b*ML;FV~-Zm)37<)V5k90n)I{tgt@7^p=dyR4iowedqfsuNe;31k|6JnC-9o zOO$CFx+8dnNjpYM!SsotRkh&ky%@7=0|CV8NW%Lsd2po zwZ;zgS4TV5lu5Ks)q5qxs|1&5U7UC)M+d)zE(hWhFmd>a?`I>Pc4zFj_N$Zc3d~upUGO)oHiFB!dxgsSP zCS!;AdBp}%*t$dYG)4LJ7oyhlVIehBaZXFqhIFC3Q;%em?QGeL@i%5C+dxh=%JqVu!#I#`{;&`d=CwgjHR*AChmT zt5v$5R>{=dZ;GUD6-haHoYSJ+P$q1P`t6@{5EKLpqvgw}097n3;I5NgyG<^UCnXYy zS#DjP>z8F%npJ$kMrB)}pk=%Ue}Yel~zUOHVEwGFCYRLF$3@UEdXOVT=*oqF=472 zw8~#4hcjt@H8$a*!UGu~%`8ubL^a|jl?}v|B5%-!jB<*WmQ?jDs<|0z{X2!pPd)Hu z2VOs`v!W#^AhEdA-Uu~S%R>}B>a+Kh>qY;cxTcBsZBfO4EPbVTRh2#(uZN_{OUGQ=e*Y`nnsBAO8_2t#tLF@z(1T)GRc_G8302XLKrcvfb|y z+S(4c8L@WK|CF7CS2wB_;DB~-=wCk~nFz#;iib97@I&~pa!!GPW_u1LFKt<46~hUG zmyX9R3|GMq3?!OTCUezOt>Xu)jy~ImsLVpr|L|A9hyn(wk5ubeR6Bxl@b5wwb`fn~ z)H1!;6S{Idf4Ye;Mpy40&%YKrB!oS`V&{5O#x z<4vK4)E0^**)0G}{WY+hd=$VkfqZi+);lq*2f`=TQSJe7l0#?%=&`@ZtzQ zVkoQN7}Kgx=&GMsA>dp()fi`Dx5kO#J3)0m+WXg{HikHksrEh&^KXPoA)NO`J`m|A z5jW6|8INF0gYqe%da|DDhXT$iC3~X5v5U~xud~_JYivawN7fpuwR?f}(Ynv$z(&!+ zv_N@Pc7-zCLeLK9e&?0udPGdA1GcZmyA9k~66m^~m6Y;k3@%Tkzv#EfsfCqOxr>&> z@}^V{^2(S0hf^zxX&wN_0o6E-LZwBce8hTT*rA!@fg&+x6wn&?BH3MhfFM;z7UXNF z7m!G1)dWpM()fQU1iOI_y8E{`a(+7*Ke7;P*U!6w_P;q79)x><-^T#rh3LYFlnJ-u z6ZaWW&YWFhH$^9N0Ye`Tx_bgBagtx;zhUFau3W7+VsY=il#xGseyUL$h5(5ix850H zAIa`$o0h~mKA(4=Sk>bN$(N}Vcx?mVVlu~`~$B{nwh#8s%Ig+v8{O-k8+TsY8Z6^je6hl4ot zEAzO`O!o>pwf49D@6Xab%}_vhfZ9x-Ji1ai3UvpgRXwhtwQFgv_?4P`Cp;fb7XtlR zN*r_22hk^Shkp898cKHOkYAjyyZ1wk=`B`VYO!-6^Vlte81V7$A&||do9#TZLzVhv ziUl;X`|0C(RAQyOfO|er3TiS+!o+mcXIEvuUXsdSs!x3O_t(2h5Y5*!1$3gmmD`?? z@0^{7sx@=lPK#c8!vl}|mZsP{a#2?ZoE%QDZplTF} zCu@Yy-7L)BO5;)gOU)zk108nw?t-?uim@wM4Tse21#~dB)!RjKN@E2v)-z6LBQtpt zCR8Ws;wm|B9p7x_bbzRE8jH<_@m=%g@OEPjl|G!>rd%??nX(d8Lj6}5WONd9A|olM ztSBWM06h0y1XfU2huL@Y1~>j!C1+w?upZ550vbDz5FvMaAKi6AEK=F1b%FPJq&0^# zk4ZLDGkR7zC5kCF4iCz#X>)dt@I}tuJ8eEzsBI*v?FV7h(;}#rTm{15iG~OIb}3I8 zmL$cjc5FEk>O;i{ny+&%a~Z4kA$A16Px>HdJB=cWeS$VZVh_g0D1FoJE3V%c*oaXT z1S4i;=m_686k-ZFz~nO*mffuKkoP@lOI`V!U5<1bO=lu8FTsyrbLCRmDJEJ)(-Mti!*i>aBi_UqxR(+_E$Hc}xJ|@F+s9 z394KSUu|tdSF25`p}D9Mmf^_1i}C zW?y`9AySo@!LE6DF)Q6cS2AY>Xp=W2NL~gQVZAbJ5p~i z5Giw$4P|C&=o}t>zwa&g@GH5d4G%JqLYY_Cls*-6SeNq28FlUOE#>+Gkd=3e+Fqb= zXpK{xfcp7>IZ>>lBD-uRPb6in1x?B zps}7jW9^+moL4`BNexfzur!g{{+7%{V$n|2Pxp{2Y?cc{RlopCK(xQmOw8#Fbdqp> zR=2j@Vh^Fo3eiMf{7k>)%YHaL!A4tw{Yq|(cz>{QK$HQ7*VsRS>rFZLu)=L5VcPgA9^<7t&6ao{=I2{c9N3U^>u|>64RApjPB!z|0wrQ-r;GS5nF6EWHOf6ebFNyE z(}Mzn69M0(L*u%lkQE^}o^pqmy#p^Otvw#*{!Q|+VQ%f+Htv@D9JkGK`xxYNa`5~AS)G>`bpm0Fcwe_9qwmKlKT1f?qdyziR`T=d ztuECA?S?=QnI!;Y>dHz#+R}^6T#Eyjc?-miE|50ER{7RG^_&lrW$hX@I((47tG|)% zdYCY1)7p{ge5-j!0`-^ok(czg(w}wzWN%66LbjEMOtFCtphUXu|AkpBp}|iz&y%(} z{GB7l9^N?IJjT4(pT*fpeUP3m>1YLdW!H7qM-eDbndRL=obpDcTrc25^U3mcGw|%m zq^KGyL~6!>?Y^_kqwA@}IRM=;-0SU`BDYlZIe3$r zAjVPIe~^CYv}^X6dW*AgRLKrq$kH%iJ9zK?Q^fV3sMC1_{_4Q}xI{UVJTG0BwLYq7 z8EW+;%0deWpX{1a0l-sM?6>*iTAN@#ViyHaG-kY>mDDCe$j>u0V+dChvsb>%jZZDr z@0zY#ij(SG>!nNGI{twH9FAO%3zov5^48K&i8*fgnz*NmAXMcpnjR5 z2;A5RY(j0^fRw10i75~9Slbo=cGw9J&KHrMjFSwC+9%ydC=(54>=OWBzt}t+T7r9< zR+*Dde==)1E4z;S4OQ&}1JnL49U|(79k!`-iS)Yb#%U~`W?)GEn~GHxr1TD^rvE`# zv)#6>=JcyCGYM4dAI(I=h}>>y+2-{fKgxynR4Hkm@LXSRc+xN`aUP)rL%Lb_ zg2(|o(1k>eP74#)##mNoPh=c)s5u|%=ZJ91$k55#njv2tPBYYnW_m`ONKSQ^H5Jj> z&Vz5x_BI1ohS12TnXoAA>SBmv!!%O47r|KzoW=F-=_Mv1NuFWEppF27`qx032l!-R z6)pisJ5@rXBE0#${>^op#bq*zyE&ODn_sSMVNyCW%HS+}ZZ#;r!^Lp%LE}g(eGD%W z^UUtw;gdA2&unWPHUT@uZY`Hzmbaf!!7|JFIZNk z0PobcEziA{hhW!~H&9%XYeer0X;x~0qDX7?ml?65s*w{D3mq1SDa^DiHpyt_DS zJ{BsTEIRP$jyE9Spy*C=4=y@s1s zH2M=I-bk4)G)+=DuvF==_u2Xz$fv%_y@;Tplbk*%ucL5LLGdGd>3Dt{=>92fQD z)?wfZ;rT}seH!~>nwE{_9Si^lA~nC_auV+JdV9}oliAHEq7tDL2A9+CdO9|V;r7zg zqR;rg)+#Pj?>X%tgSe0PK@z8rGtaQa6JK0wW?WY3emHfVd{9v8#NBN zFRs^oB0l- zUr&KiV?M!`dV-MFW4oQar>(q?;a8N%A|>=IvT;gfpuT8z^{C^0B3mcC9Ic2CP;H3g zJ{zitVI)Vb7NnVJr;F4EYljh;qbK|)ucueOIO@SfEln>3t=Mi2^J{p2ZqecJxe-h$ zU`|$a*z^%GO$*iZVID{{@l3(ku_6kiPKH5Fm?sA721A04s{zpTw8aSirnNML6U+i( zF;1iMhC;ww?r@iyY_D9RqQ0f2@BY{7ddC0LwK?B6K-+U4*&=HQE(hwd(`A7#U>vC8 z;jfZ+k{yZYaeOjvFLZCgCExrz=-(SPlmm9FJMHOu= z5756zn+bb+KY^l6LEbQSJI65@W|G)+c4Tc|539(d@a60YhsqnT&eCNiH|MI6==DZR# za21KNIfMX}p=LH$C0=%7cWeE<+*u|Qq_xmw9|MFpVfpOXE*>DfWk~YzpKalNB&xc< z^L%H>rWCMyGUIs^NdlOuzaJ{N>K()8ndUXj^x;}}vYQhxZNsrqI8Y|{ zp1lT$1<@4*?k8i--Eiq0hJFrIiC6 z*-lopDsDjtXj#31n$&cJpX39C*oNlSzsaP?vFk3jG# zB=G}5eRB8FDffxjpNi+nB)MV|);Cy~PIqXtC`UHGWiVZvps#SO-(|Ce;Oduu(2D%;ts`ds69GVM+e(Q$(hhJL1v(vc^_IsWEZfz3TSVAwS9}~8 z#fZk;P&?{}tnP*Vvo~gR^8gbVX^)g{d%Y5GhcT~Srp+T@yW26p>-Vp+z|F+!#o6}q z=bMr9Rh&b@Md`jyY3$VICG4sgLD&lvosa653%y+LizC;4xEr4Xl-Wx4Md&|X^^JqQ z=7*|3&l{Lt$uz(6eFIEr8LDSva+<6roizy-MdftFAzf4g;ap3J?D2Vqm|28aA+8&o z*d5v-D7HFMX1O+C^o!Z@Hfbsd)!luhQTgejQFIGhFfmRP4g3~M2Sp`mj-L$3on5DQ z(C^tIli$tjfqeA4c{Kqi`VJ-4ec{%SB}Ke<%6piOS^~j?ctt8g>CLtI8t&4wJ^V6k ztCYpkkxUd~e|o}puuD5g^<*Y)dt{z|40hs1i>Ez7R6-j-D-p7UWc{r5LOeA0uZ(NLYV1m>nK8=o?M(1k7oe#d0rWeHvb*q=@i|>S44SaT0Ci^ z4f2-Z1x<~)Rqg1p$$n!$^y??6F`x6%XMwCe3&sNb1v$s;Kjs^$-^?CD3L+-03vl&) zcU(~WKjNDOUego|8O%n3;63AHlCQu!nw^$(d>Ul-AINy0G6+}MmD4rTDpH70zy_Z? zndjRb{}s1QC1RR&DUX=a24rZE`O#2$m?=aqC9vk>mS zm=*-+40wZGahwJPw#I#GJ_ijoz5$54MwuWA&SLDn6-t^dNCJW|la5|}qBbA7g~@=! z=Y5HNt+}05T#HTO=jFI{nmleb-L{!W|&41Pc|E0We}{A=3Sv zQc`hz)kb8)ahoG8zbCJ<)}t;5kK9AaBm5)A@jf`3v!~#W>KG{M2-W7&NuD#XO{%vg zieL)kKCOQ(1JVAg`l5R`9AVvr`c40_-M=&VB~dw`fMwew=Nfb%i?T^SK}HP!4*wqt z?GGwWnilS609NVY)6cRFL0qzF&u_W*cslD2-|Cn_rJ2Fsa!tfmhKPZ|j>APY1OD8A zg*8aUA@+=P`4Ex>epa)IVLuGxbj+u)JJ^|)ejVSw@M%{*++*|b z33IXj8yJOw`EsG8!7>Qg2T?}q<8DNgZYF(>>=~`fwI&L#6Ptq@} zU6)OH$O3{Ja@v>V?)Ad%u#mbV7MJ|$X3=dH%m2F=1!nz7@&CdjbZ)uZ*lQLej=NQQ z<3?=+p*t3b*4Z_0n{}-LUzEbeUA~dY#0fyY#q$FmJM8JVK8Lv`7ioqybmp^fFfE(+ zDtJ1B2S0RnIs$zfR-f-LZ5`Faz3Jg88TQ@StLpS*)}OaYEnh18Lv^9Y>%#m% zT9eE(*ZzavltynzHU2|DIH=duK!AJkNP({D_MME zjTQosm-09z3?saNFzM+e3b%nio2SlV;?b-nrTCW&!0d)?K-ctkw;>Pg)|e3|pe zO}gq~>EhxvTE^j4FF8x|!e)&Xx9o?25or=)OC0;W%l)jGQ{wH?_$;UI4Ik%;ofGF| z=>JQl=o-l0K^ATx50!$qoz{wqxP_k+EPpe5{WMSApZV`e$@zpr2{V)0?GzMCSmLdj$glLNckW!xu}gR`Vt5TupI4`vxTWc- zLXjAJ@4}alfa#95ya$^-h@Kk4?7vhaAdu-r-7rt zXc<7VW5J(-`s5DhICG3TGxESTmP&dHjHYj;#GEsouH=$DsmgcWVd* zt?eax@t<|IHhjW8|B=n_HZ`C=w}@ne{_{3+vP4x^#(lYv{(b$q$;J2 zz0F*_An0X<2EVoi1QF>d5Sq6;%=q)ppdZg$A74jnZQsJ|)-e@LG^Jd1S^>F;LL18C zEHYF~=9J!#3I_5pOVgv+Mf>V3rJT7Z5XS>**EDSkd zTXj;(GOiWTUc#h@~`*5I;~6kO=Z; z><@tIpZA7+076mrO2SNO{8&r_==>5+{R51ru_amdnR}ff(VCL_6H0YBoe0@7g!?op zyuD&KCi`&N$sn&u0b~I9_oD%>KrS!howwB~vhhl8+@4O`xSpF3)!!P80_Z&1Q!mR- zsf$pUFWknRGk3@*gW5a&;oCY~Fd8PFUvWdl>#H=foDw^OP)m~mGNuvmek}m7^tR|Q&=y_X@=i==dm!L!?hUL9Q-_- z8J`9TKnw=<#mh`}DW!~B3%M~gjI4s5qT z;Nk6#j&*C>36-LNwf#;6kGH}R+yqw)LCzJ;ywG@{fKJ)$S!n!Pv$J?$EX=;Bd@;{@ zJjV`w=)d>0Mf=wN6?R@*gXT(o3Xy-p_Tmqo^)vP^ec$$C73gbEGI1DgR!H{gZ5P2W zXqaB;jNTM~K@UrBfk4Y&KB<@JBdCmk6SOSNyh|9@PE$@hN;3IIXHSK;-N3in#45-d zW$0T)B*+t@N$gv3!=>n`i))1*@(h1{r1DgUL~&x|X%P6N*>;potI6Kg}8jhN>g;X^+gY?mTy6?Jr4 z*Wdn}CfcF%V$npP`4sNM#mKq;IhDl3dRl1}!jK#cLs6C9Uh&SxDiE1j<*3v$gmEIt z5R^QpIc#rLWbx8~dYgciMn0ErTs-%KNB^rq(rQZJ<3=O-{y-;aSd-V|$KKAvh2(PP zf7p|y_6WAqeBd+l-baN-F-?>J;J3>#6@RTGvK}z!%*d}NsBS(($}Fspj}>!JHAaS9 zjtK|4n+KBDpy03T$wJip1+?!8c^5T<&al|vecl!%e8obD3~WadYj0d;mZBEO>Htkx z@VAbNzwxuU6h~;uL{`cwM_Z(zP#W5q^hnNFp-^zr@@`Qv>JW<)k(2Yrm`c1rDZ2(L zH!{H@fd&8tbeLJx1Gx%vw&44hnM{9ve#mRSzrdws0kSD#> zBr5)z#fs;Zx!HkNlzkAj_DBT8Y7#vRkzQyX6WtR>;DNP(vbK+>5RP1fcZCwCn=xmY zwFB_hmHXVF9Y?xE$~&yMErC?@FbXT54KmAV^gcl8EtF3GGpEIu27F}AGxoM@cKWyfo_Jf3cycUcLR1m zW^ScLP_>ya)RRS1aDseZTTS4S__1^Q*xoHJf$z4TUDxIAwCEm-Gbx=Y_TX;%BsWq{ zk#Xd=6RP9ZhSJXYdo>9|p> zg`fL@L0>`Mf1$~gZ1u^?P(+;w3~K4W3}YkPq=j;IgS2I^B#~c5*cdW}9o?+RJ@7&P zPndHLpm&+*xbfRg9X_?u#KfHDtf{5yZIEf!2%>j@gR<6J=lDlsTK-Twfji_HE;M*; z)=m>cBJfew&ECtWCbS+30)p5K|0dbj7wauSX95WU&SyQv+ApHXrd(#2qS52UM!v(V z;&SF+@Z0DUMj8Iyr~K^prFz-^lEd3p{^yeE{lkBC!@YsX(`yZ;^uU~q{F6@JgdNY8$QI?ZH=Vn-6& zvIPUHy6&@@RozMj)RY22x%%OcJ0_B8?<52!sT=n__n0eM+Hpn%s_|7kv$8m#xvkt~ zALNt}-(!zH_`qQGME~Qta?p<>ssK1XU1v=&7C5m7mxiTgHo^p6hG1(&NMkpqkv2u@ zlKusW@~T0*4tc*89EBOTib=^2^f`@Y6tpEUTC02BH z^xxiAto!x*5v*k}^Mb=?00Ga)a(>25MK>4Yc5juRNiR7(@lQdxW%(QQyuNwrL=pIe z4LYK}Ctgd(GuSN_^ar?lYh>5ed(PQvLBJ|AGC6i2f*#Mnl)LlsZ!+p*`d-WVzlVyH zvQblsBD*Wlos$-&tFlfho_X9+qr}eGzaDC!HBQs@b~M+7+moZ|f;4o4(w}saK~b4C z0bunKSmpG+G@7dF5}pNGxOB5qXur#WBing`@K#j%-`kjt--O`U>|Z7aY0ir{ZpiG0 zW4T3ZA#S!rjimEY1aCXIOh{9C;y^}^51G9`d-H(bIx=UfZ_;bh2psf0`I?Q$S*1uI ziBc;Lu7Apal-2_RXJHN#rX11y;oI%FyCn{ogw7$hmvBSK4xY7P;Fc8*(u%6F@?PiT zKQQy?i@Kox;|d-x?b|lWG@neqdA7kY(<@=ZEcnQQd2c*DkzmHB&og;84fjQknwK4O zwH5--LhTCmtC%NS;a6LwC{gXOZBb@y&RdcK zAX1cuiGC_8OpZdKrbA)--y9v+rzhGC;l0Td>cKJ|*xF=G<43vqck17EXwwrYN>7!u zP}{#0or$hq86L_+ITJ(Hdcs}_?0U%tVwlC5KO3A);>Y1^)S(Au{gFk_k_=}!&$!RJ z7}rY}ClAsHKh%uvcYB(o%8i;WwDo=J&b%XJZ=v;6RTv}{5fZDa;LT(q_8h_Wa>bKI zJDFl7_z9S&{z|#+{{c)cSR}?)M(3JT?DANBF5^T6%#Mq{YLy6W5;vCOY??Dr6XF0$ zQ1y78L8$CkpfKQASN&mFtz*?tZaB6mm2C9>_ryQr#hQ za?+LQ)gfet@#le8bI9#@#p5^$c1Y=4kfK3AF~3@36edze#lUFPR)F(wXG!xWYj)3k zka4hoE=7aGsUg)X^7hn}r%C;F$X2&*(DI=~ zTF<`R`FgQl8MhDz`v1CBrA!xsyh=BJEGHS>dFs~vB`rSJ6n|eAf~2iz z-gFl%mz9CZLfO=;yw$*;!=#lp&iZ=7u9%g_;%SI}WU zB}eOO$NN@U`co7Bh&)p|hd>YE8V?MN45hl&!rK^KOMm%Qki^^Z5Sc@o@nk^{7`VZ5 z?7~Jq7rB+B%Ed{xHAZhYWE!nFQAP4%CEDUzhHEp7%Lp5CS>@n|Lo=kAgz$Ak zBy13P-cP?DWBLKkSL>)q>ldu%CqX99OGuBh2eYf%#Z+rs$`LF7iMu5$3qRxGi^nml zR}am)O^e>dw)c}AQNGlPmA54$(yj}L_qQcsWtF3yK0iw>cymT-UzkdQU1i z8AgKXCC||jj|=mO@&0sTw;`0xC_UpE*8eG(X!Ny6Bk@yU5i)D7BY%n<&VB1K5P-f@ z=4NXy*<<%Ar=VGXt^vk&f<{hBRQB1>Ggux#XsTgiE>BN#^ zgNO^KVPcR$l_6cUfqE_@HX7;XWAbSBNF@JB%vl#ZlBo>IPfyGBz@(R6o6F^RjETlf zk&`^~G~%ZQjob;vl4_S;;-u0p+O95S9&;L6QSyxnD+=n`ZsP<9nmV=x10A)->{u* zD)m@x)JgpO$1gZ!s~|Nzk=7-uU`XGyhqHa}nWal0<(VMIfFRAJL6HeSsDjtrPC8+T zLGwZ+_YW5g-_Y}yZ#7oerU2o%134=kyNXSi4XkWn5e%@)G=8vZgIrd6QJYBxm$dy^ zK=J=ZL&?F~O2VU$1(I8PTT1a6INe7;O~?JQWA;El&OS4s{s8%qQHVY-MZJeYC|b${ zX$E$8pg?!+$e#CMyarQ@i~=U(Lr?*laRMTuW}maE4B@pC3Z43pdS4 zD5!Q;RoFN4EeiX1A=Z|K!^>y}kuOPmDhf+5nrBvplDNXqym}beSDM-I!NewU7D^&! zxQJ!NT-5cu;-)+WDWQ@s6gFotE8Wf>I}+EQ&aw|Rg0|7=b@BeSjCtJOY3Saj5=^X| zXX6wy1O38NGrinR;P=#@zrmzAoh6jXt(0C$V7;;cLor^E($8TLZ2M`rSNJC%jEaD$ z9^T0|AE<~SLvWpk>9WaF0|}2rNN1zj?UHqp6dtZezaKN<$_aiWfX%9C0ZZ2i&r+z4 z_4VoZ=!~o30x};%BXg?C6pfT2L}x15J4;1rBdTP`)p$*fZ@GnC_zrn@JK}s*RiAvg zKCXr?b~p5nRK9VBN-SG=I1RUX7T(vCh9Q~?&qa7Nw;QV((Hv`7HpYXOXD?U8yMoOoU zXKo;6K$$=cU%I$oP_CVlCUx$ZG>HAC3CTTVK(1>D5HdX)@RA|vf(Hr8=)cufNk zDb4JXiX>n79D3@d%2pU*;6+?6Rus%zi9H|>S$))au_bM3UKz>1a)1A*$jd-2P zvih;zm)rUA!n3p_mT6iw(RnyUPaNh}Kae_I5yK1_8`qRn;_xWEV!b zb%8wqCrRyeV>>>pAyet0gJ|`K6iVA>Y=n`|*?li-rk<5R6Ls1+s?RS;W-b5H@`m!y z+!m)>YC2^QMI^`MH`A57<*8%Q@`@0$hh#NKHBQs7MxLWdEkhaWuA$M{fFc|QaG4Qa zj9yeBv?d?`9N61coNH2*PA3Zc5BQC4s22_%(<&yLtF+|)$uqVG^dGf(zpNTNhNb9t z2%g|V=Q7@Nv%-c|;uj(!(BTwBb;ffV`a|EpX!+pBI2M?`n1;RH#yW$Cp_rW}+Jqb9 z%@g<_Hj8bm4I{V#XpLyplJH^0aqPEYq~UAFSZo@T%;ZkHY_TK^=i+k=qa z6qmLdp;c~2m4g!#sV14fmUX`&5ld2PW*->FT4K77j^+F?UNDi<`} zo}?md!-y>K^$R3J@-x?7+L^Tl9`Vw3hX%0!Gm!q3T}6GIl*aiinU2IU)JLeDI+l2J zU*69DmqUf(z~UlNqb?Ov38&GhnVeGhKuNhv6>QlJ2OXRha^9JM} zUN^rPm^&RF)hS7ix+EAGkFSgQoCPW!UxYJ|iqVVcDYE0Zp<3LN6$?L$eL1K&k(xJ= z-uC|_nRFEpqL3m7#N(k4&_g#vBBJ=c!0&;$_E0Qe^qmIt>H+azYjrGrl*&ujh^bKE zu-i`)0v?=~`SD|>Ny-1;O=SXH@>LTSu=iuGF%&$2&?-=(3_JTCMQqu9(l?6kL3@47 zIyvLUMQK`=BGWw9Y$V`XQ`W{*_8U|-u5X$+eTb#cTR7kKpg*89Wz8R>j)BE2T-r+k zE(qZSOT3C?fp$k3_>`XrY^1RS})nctFKt3^3z=@2t3StvCt2*HP77QKp#5aeK^fiG6q3Yg7rVZunUw|i-9O~xBBs?{np0udsA1d)1X&o+} z!T}4HkFr#!@;CF#n6wb>^|2r_vSFX2TW3*6;G98*}V0{ za5Eve*VTU3C~!d5vPIeYR-97GgcC-6(q5;es5$#bIPNvo@s&&>O{@ylWfgap&Y2(- zzx)e8%nEJb_mOOwMGh>0BmbJ+%B$sLg)2KyjI7vcm+>eH?tmY%@`rDi^n{s6@f-|* zl&kLG7nr~-Wg-N9$OZGxEGa|U)A%ft8E`Fvcr_cY893o3r*5IH-A-M@d4n@M1k-(OS&x*kPtyu+#QPTpYCD4T7myUHZ|zR%}pyA6o470Hoc&qjB=S_ z{YTN3{bW*{L{;#tz=TZT{f&`>ZbgF-9?qK@*$8n4C=%r^Y6Dlw-u{W?kV)J5R#k4D ziwlKh22`8?g~{&V=p84*MRrA0{v`OgLw329kiwlB)Caph1g_$P3y( zk9A+uo>^+y_vb2;958r9b~iqHRU8Dhhl_xY=G7_)AQrt4`5oY}$u)SQJQhWYa3~2E zW%_=Q)J{!jeJn!p8N*O2o59(07~MBT{s8pk8_-pjlbq78x_e=Iq$wGf0s)UOcF%HYuaYasBi6`WsPhIz#H-NWx!bXczx=0+jg?=*qfTFq>f+8duZSzY>q4xc=QDfIF zy$XSlJv8*-o0c7D+p67fR(pYNobqtJ--spBxe z!~LQ+ay5pvTv|Lvb%An@yO^PuYkwTTpaJ2J8Rmno<=z&A2F@ar+Vwuy%E7r2y20Eb zTl_Ec)%a@tu}UsLslvI14PU`c>{TYq1U@uJ76Nz}!UvrLP({6F~Vk0o3$Tm_oL87jrcyL03n))7~{%$Lt zxh8kxR4pIojvhvMAer(a#Mn`eX0942K0VBQXl{;=QOv8pb&Q+>a6mz7G{6w`4g(wxi+^58-WjX3V(a_Wr`(12wnu zS*S#n*(jsV2L(z1!1VJ_Bj-&Fn37I%l`l%Ev3NnTc0YJ{E5Z@Sw;9oQbx^=t0`uXQ zE?j}-IlK7YZuR6`*7G&lcn3!yOyCF9J_H>9IN49B;@V*fF1rf+RtuGKzB_2iAtlo` z9x^~kZwt`xB?vJobk#?TY1LQOl7iy?DjqZBnsC^=w4U2!A3Q+LUgj6oeNQn4Gb^aa z9oGI=im+T*KiV~JEa1nOQROK&XO$0`D%Sj9csYeg$T%HTUkXgUGAje;n8{B*G1Lad z;EjNJWH4t=#sSs)qPQ+7;eX#*)Hg@Hq}H$&u@TeZP^~d4rMF&?)L^^$bG$j-8jDAT z7T+E8$Wsnh6Hb7m)G>$E^BM2`X}23|FuvqKTpd@SpIJ`K({eego4PPY?n$&}A->I) zYU!KR=2Ve$RNctdyf*o-i({5;n6y?#>--JQujs(NBT{Z>CiUCIKa5YwDAhP0EZ0E)t zpb8itV>`cU2Y0(x9zR#AWht~(=z2)z4cox6nhQn@N$mN5nJh0BnQeC6tPDmUn7Idq zWzWuw?Xu({qR*j509?p4a){7K3^qQow3$j2u&UqYN&u(kTl&&|xTpd#*_I&T5_=Bi z4ClX^mQO)W;$~7UXuAE17lpOU=rq8ay;u-joj#5d~fB@wL}2E?7!ysnqGigUYv z*Y08$Ly2E>Li=4t6o|NqL44?#9&(K{RUgdJYDZZUE}OPLQU3RHwlELC9*Fi;rM~@f z*J+-z*-K%(f%_Pt%A*T3ZR89*Bj$gXlSLc<+5bnRtVf+B5T{wQHHGWq5;*ZEvJGKi z`*HqsN1&FVWq|bb?Egy(bCuyn;_|t`*!scGnh$--BN@42B?F>c$PgkND@RZ-#%sl~>e9)@I=!NXqs)-UA=tUjE~xsEn!O2L0sXmJ9h(zYD{LXA7?JxJBady|Utxq;=rkU#1J zLt1L1hrd%bXklV;Aqpj$q(LsieHnVoGHQxu&>W6aMc)RH`J_whsv=Z}nVJ1E>o?^Kj`U@19Pa)uo@2keL2PXb&1<3))#~hI45ScGyB|v^o#7@V( zX};BE;`?OAefRR*B!luDSPg1J5S>(K2Bxuli2Mlp+4&bn}LNRvjN@|ya*BVHt+KGycHq$TS0+TJ3=ys=GZ+vdS$ zokkFJ+lQ_%{Gf@#Pna`W%)$wCI{}sKvc!RsE4_BL;kcCB?8XAKDw5s0iJUpE*r70V`Xx+plZ( z-X<9eZ9gEK24gs_|E1*L`SPzPNKDJCn|K9i=Fm3b(KZb&k+U|E6-9);F(@g+2{Fz5 z3<|Wo&PoY^c{!%Knv_2!s^S*aE5r29Nx0Kp2q|E)Wa~{H7*UE6Hq@)(vv#I%F#oZy z+#_wvKy7cnvozu*giq=0H*<)6cKF>-5t)f5!>t*{`v>J?i6~oQbW>}*nF^hXH1bhE zH<4SOsM*8O)^E5y{O)j1EFRAN^KA<-SY2+JjCb$NpgQK!P3}s;x5rK@ku-7-)%f3ZJG;&P~k&}SM159nT ztOS0u%9WYit_Vhzg*g7LUj@_^aqi8;i01B9bbW#<7h;Cf> zi7x7)4iJ>HJ4bExU>zHS%!jt?|ii0a5a{GqT~UlMMi?k+a!id{EHfU5&Yc_*%t$+KPxQ(jaqCG zAvmluwo^^Bi7Y=B@^>x$l9>8xM27cU*Xy+HGATruoTVsGtW@{ZZGLtnOWY0|OeQwyM*>7K39Bv4-PK#PAxM|CDQF_&wi^0%o z#gXUlTC$>UfszB_%kfgy=vP(Dy8c8pn;JSo4S2QBJhD#uLk~bUE^A@cd>eE?phJg% zLv$%;=V-PPtTdi6+9&{;+dad)1d<2nCvDCZquDEzs6Z-6_!<|a<{T`G(@hdTb4T4;hFL8vxZ zPwlH`3gBv_8nZJ{(9W9iV6v{ynF~+;e2jJT3CO zqd~j9Eub#Lqn{&L)|yfo|EV*l%Y7N>_hu-o#W%OW6fT=Un*}_z~5cELXd`fNyO#PZGHgwZjF2 zU)MTK7ONX@W5sD*%=P0fgnd+9dI9$=GZ{fDS&_TZLyl%?TeDK^L(5wDBZLHmhXCUx zMjGOj>`-)O%@3N5J{NewA%E*lu(vw(YcUFs5ID;RDRDX%Dcz(|UVKqI0ljU*JJibW zFCsI(#`d8F$0Vl~YZCN?D)24-sB0z}I>&BeietCC`^}UU6GRTQ%Dt zARlw-rwErh>p3lriWw^NZ$65oxqNI$w;xl|_E!39yRrRUx zN+rUj1ivJQwV!(u@>hKP%$yg86mcJj1G;F(V zf;RDpg=F^uJNOw;@kqst&PXx`s(A`4Lr1pD*SZ55cMIPd5b%Xic&%Bc14PNp2xDB`HGqc}CNtWNlcsdR5(DV=bgteg|{ zodG+L^HwM-BR0J=GDGRWS$85rokCh6w@HvjMYWY=`{H zc3R6fLXO4hL;|G;t?6}M2S}!}xo-l`pHcI^mx>ye&RHQ9JGx=G#`CuFPZLc&V#^%Oy(xK^>^8YPg_(WMZ>Q zf?K4F(RscK7r-WeL=AlS*=`4W^Mo2VPG&x`q_mka^uS_lL=udlFbeQ^*W$?pGav=t zi)X*AqW$_oYL>ZJei$drq)PvUO*}eo(-q3DZQSa}2*XP@Zj+P<+IG{`WNrnN0M>Ma z{Es|8jK+5-ESQoDmhDKx= zVv^n&|7~Q8`?)GbHJwtCKSXatzUwh{_qGC~f#Rk$9YW_v7K~6ftI4D`Tu*;NDAP2w z+|U~phqf6WCvfLd7yC95mI7{z0jL(cT|H>?_Ek5`>qvV%n!;ks^THvz`p0X}V@o!9 zmoD)MsY(!oRSCZAMN@qSpv?~71+_aQpZ57=DO{jJb%*+8#hXJOJ{INdY<+nf+8U&t zGmu;0eA@swVDf0z<`CKR@;`M4mK8+Idq=>VjyjbSb#>v(S(i4u63%LR%TEme7d4-? z#?VNyU2ecopwEu#QEy)?(kc1l#{mek?t8d&lq$;c1R^I(;&^Z3m)ytlb|@_@*t{Bd zJ~)S^0y&5^+`s-vn;%$Dw2k(ymBrt00#DHZRLvch6NZ#$NQaP-FZQ(1mw09*h;K)%1t9rr?J;jdI6--5*n30vMlo9`I04?!R%w^mMC zCTN!Sh2nfLaJ^cyLqX$XN7HHFpvLgg6VoCb;PEiBE35*)nDct!tKEn$;2?#$tul9N z9IDECf*C?}$$)gMwV3bC!i@9S3FopO`n~nQanDY1J@8f;*9`GMynm zUliCHn(|+oMpbv(M_e1<0*H_BKUW-w!SlqzJD-hvoQ+tXIi#u6EoJh@M@K$g`(L>` z_nlTNq%|!h_nT$-dTv}Hi(@lzlnYDO&Yu zz}0?%+^amsspoj0G)xLs=FEhM57jdfP%N20k1Fr=4uOt5)^A^0tcGxj6p6vA813Ll zvrB>D!KBcZbVAVqt8jz(9b-o`{`tAx-yO1=pNq;d_Yg|iE;K84cf!n9Fgp>{1x*6?{X}AbAL1PPdjq?#WgObNbUEct@}0*vNwu z>OYSO>=*3wmD~RJ|Jn?Qf~@z%&snyLkV0x=cNf$wh)-}c!$p-zUUDg%;`uqSujmdu z#4@m%#iG_&u|81tOYTol10;AID$ZhF^{z9LIYwLBjM24#G*aK_g?{7S8rv_Di;gMG8 zzg3?rxdV*JwbJT(NR>gpm_ArFq4?AmI1Z1@JRrv2I819NLD#*|;djTQ0F`-1lC&x* zHcc0<0ijqJ5AVM6WnZp$l*^DKg%XV_!VK))Y2yx_T>j*78$=jlU%QeiD_3RyLwzlR zpkA)Wgkjv0TlF305~qcjV{&w2ncdCasi@U!#K+SMcQbl*L7;74x388y!Ymav2jeb! zFS=6GjCOiRbyKAHIf8PQ!J}q0!o|PLm+?CXg3I(q_W}}*D>_=9V394~G7DHeOiEB> zL=+B}iw?TEacgr1lD|Czp)U4}q96{Q{M#GFY$8Ysu-Esf2wbK;7_*J=0H|r+B}s=FlF;%cJ6z zA_9j|vum!TTHEw3lCcSfxij4+i&pkLx-?~uYf(#U)>&&H%TgdDuNQ$|hB##Hu|ew0OrTmi*C)}zy`1nz^$0gKfHD>Z z7$iu$2E^|=3`oYAm?h!Fm5lh2+|kuSZpKl*l8u-3)6U&V1+P@p86)$h_yL7nxcs~J z9<)D<6guty%VQrFTWF60;Muh2nsPc%h8cqPS%5Ut?rMvizW^we)9{RI0=RJN5LU9) z7p=-G;ERg#WE|81nsKKworn4BZrXQhVHK&Ube;w9KTnG*fC)ge zZqWS*kHGx@kDcVnRcVX4@(Fgnlc2T$>%`GLWn#V>z)0${F~$G$rgzHeDHX=3UOJ(yPp!RjhX#J44ivSa%lDF8e`x|5u%6iQ z*xnlQns$&1GM#EH6!RkvfimRd|yshZir*y1{e5Ab&S?H@KrlW4;?&yr&G!C4D2j55dtay`Fr)H{#}xbrk4h zuwVT3riPn&m8;(UqPf~%nX%zKX5kXWF%$cWo0C>qyBdyYydz^Tc-{kgb@xvjk%aDm zw7sPY_78=)CG3#4xP4NQx&IK4#P^mo**VPMuxl0hs;J0;@Zzm3>J)`dQPF7_<1EqJo#vcfG86V0hGRHC) zy05hVFTi-mvpH1$i3IYJ0>z&axU3(>l6M{2J*9$9529Engs&An3@k>0&Kf@gv;~-N zBL`yM7KJ^C!rg)maf%ux#pvw)>!&SmJ?|t@1cE$}Mimpy}iZJUN@=h8Ju zN1Ub&A43^Gd(f;gbGQ7iVA%o6{Dv z0fKe*Hs$7^I#D0B6^?5dZfM~6dK40q(6;+ZcZAB;gz$wjI?DK54BdIpJQ~&8&h9R55@-mJKo%_d zEFY#v2f|v>%rwCYV%2d<#&mR)3He*`;fh}c_FjF!0RsMqC4?lt35@vVL7QIg_#Ab< z7B>;E4M0kHewy`AIRu-vm-*Xt8#)ogu8eBHvb_$ETU8!Q3t(6zOMjzVANT1`k=jf6 z{I_}$iaP`qGn`qG1lH)a#Uj)+jTVptqhw682i(yY@Ktxs6%VFXzdm?qsz<022{h%Q z5cyv(RCL4>EekI1w__ns>O$Jzd9Oj4!6bF~9C$vG<--VLXk4&n0!yHm74N@jKyVP;?D3xK^O= zAn|DslnraCrz9amx<0CG9i`FbX8tB4AQ1(?wDypn-d38ZlF$c`%muIr;*c(l$T5NZ z)MX`?Q$zZ&?OryE)#)gXZhNbU5SvQ$QV@#Y&v3SOet~Ux_low)al9`Mdz^mvvPYoD zW;s0!cQ9EAsNeb`S9jl)xk(4Dk8rXXM{jt#QpMmEJ0^(gV&nsZrM6f!zly?7qR{Nd z8|rPcx`sWdGjxr?0DToN_|<(I_Kf9&Rd%g!@bK^m+i`V=mGFZcPo`Y-XoFAqRH@D z2LN7!2u#dh|2j@9EMJtW`HY+irS=KzhlF)dea-qH7^hLKjcanOAFvD9_A+8OW*1B(uo?nosk+P$dQ}qFyK8M?O z`e+-(kN2*=_mX$5Z@VirkDDMB(DZ}o_C~c+@(B>KlZ7Y^8LaeN!VV(moZyyj`A7Z) z8b1d5EV!|pv}|Kc61U`w{tnZ1o00Vg&m3gb1Q-YDYb5O>Ll?=bOa!ykK-RMv)XCs4@n zwHYdH6-Oh?Ls^nU`J=xYp*AVWMlL@|u6giB3i5m=H%N^7tCO!ywiM~y9I2aUWPn9L z+DrJ$7n8oAN!*3f)HI(OP(hZFbK&%b6u#{r$0$s>T8z)*L}?Iy>~qYrg;V@3jqq!NJ$bKnJEqz;+_I-fUeE5-=xU48T-cR zteD5CA)TK`GK^=-miNhTwbm=iWMQUXPh^l&h&dGhxAB~~9MDDgiIrda$?2+OT5Af7 zRc8!J+kePlG1-v{ju%VdNOpJRnL=MR5Xa*KHEeK5W&w^4`#el6EsPEroKSbwQtY#n zxc#5C@#YsHGg3CxCR5*!XoT*3$O?=AXV_8ec5rXWo&ZqelQlX-nrjd*S#9S%msa^a zzV7}1o})5-nU*=(x}03F|U#LcH;EFMkBpu_jlc|#0IZ(=)*oQBwHxa`HOZdf0x;Q8g)qa zz)u0AliA0w>uQU8=5&WqA6jZmsb%$h*~C~dnVs`}-_~2td6A3Mw`&@X8S_XTk^lvu zmiHA)`k_3$lwf{zcIJcP;VB*DuDGmHhb8;KOYYcdh+?Gm;Z{j}i_OeSLm%{IkH!MH zPobg$9#|r{Pr^#tkP(GTqqFU}BKU*!c85Pa%hcDqUF&qKqD zHF9}`x&naHVb1o^J^eA!Tl+%thl-P+SBmd(;v7z#b&N-<-WCNI2E2N`m;w_bu461qHNKt0ZFPJIt!JN zB%AOXm`cI)su%_8(&}7!ja<+32wv zuzEW`YSQ%yd<&hxS@aF6n0c9_;cxRX6eG{CB}8Z+cM0pm5%(CGq>sqTcD!qqd=q-1 z1-oPB;o`P8`jjOTWUp11xCGpl^Qo802^6qY9XJ#-+f`>zQi}c`);c~Rjr$~X>$Jn5 z_D$=c^f0VWPwH_Hz+>-FL61YjkM^H8rQzO4NJe!k0K(_#)9!#ppScpQvY5JXfBgpi z^_|?(OJN`0zdDJDU8Gf$U=oAtcIFTDkxW>1vM7mTD^8TDGXFV>ocX*G(`XZ##m16uffVQS}8)w*kzcOEKapZ z{j_V{W+|-#5J~08UBC))GjsB=xPCZn8vldw>D8jC{MAcLAf72K`^}#EIU!GD5CfU_ zMIxhOW-Gw{#=2UY7CSa6@`=5cZJm$X+*4qlk?Xd1>Mr_VxZb7Xn+(vl6)yH!L)S1L znx2e@1qqk*G^SkLqv4)Gs38;y6^HF*E{V7o%#1(A!O$O5Uohu}j$w%z8Dp_R5!((4 zSnsnV9sjC@nZJ?~GvXwx!kZm{NIUGWh}<^67sRNOo0t@VDJ$&@(@hWD+@71lq*5_) zA5t)~^1Z^~InyCAk47?tEeGhmM zf~CROnHEPfr9Dl2WCD!NqIApF$3@4xpNGtDjpSKJ9SSS!3MOG%k6A03VRhsuZ(|Iu z8T9HFhrq|&JfQTBJA0fWI~a0&@kq3c0t0eLOkpfc1X{7u}0_pbT zpRpl#pUhnDf}2rzVKxAG-pzwr%>eN4Mu|(!MeNVo%=KNR+-rEG(S<6nqR%%(rbtMK z$&^_7Oy%7*R?J8{W54r1+eeAiZm|KKN{yyc$}qmeJG=)YgP`n`}amwfQeVO6Mc{NTqta0ac`a6gA zpNtp!lcUWrwO#tlMbJ>8c(^s%dGa4zL-|A*4moG7v`Sm{6feHXZmUd`Ps5mj146nb z(oGX8z^9~V+ZgB=L#u(MZjn=0dP3`!;R%nDog&0z|F;|p6hcWkR^tn$a-v^(Ka?|U za0C>?jW67Y%A^hSY*+t)kGfv z-b_Nu_|ZmvpanHfx7I=Sn((zIUDh@LIrRrwC6Qt-NL!jhI;`U= zeko>oP`W8qR4n+!L0t#FGJg_%a&|U%T3lFlazcHBf?|3xBnjq8y8zY|{PHx%vT=8Y z02=OdfIlER;&Qw3RyQkL9n5|7R_&xwNlMc>HrSpP$BZj2zWzzvU($mf189t3uw+kW zxKzxzs3G~>iA1@1T^w5r;g&&a)xr(ZQW8fhHao0M*@b9u_jXFvG$R~vXUNduI1Cw% zJ11P65+nVl1YiNPbQD;S7C&x7xTgM@Ne>qM6Au(8NNbta-ge+t!G&HQpm^U}7XKk! zpuvlo60QlHjmaGZlz~J2S$MomJ2><&SoBk2hL6Sp=~|Z#;&LA3QCJ%#P5WSR#aROE`iHv_a!Daa6T-K z7nHNoJf^v9l^><2&F`sq7cVC!t~B&I6{jGJzBm~k_$*xl0<{!g>^(v@rtZ0BC*nE} zl42<*P|!X22OT>rUSqFN&N2Tx(6e1Lf$U%aeXX{9)?hRCq}|~>r~+*S-4xmA({N?o z>Mzd0eM~(zNx|F@7B)EMPMyCJECJdGUx)A|r3V;)+}6Tbs+0^bQ%XR3Bx;KT$V2gS z{dRas{{pZM^FHqbSRZIU%C@}kk5Mzt~nPJx~Z4ytf4p zbuKj5x5d1b<>ITXNFk&YO%c~Rd`tOUW3J8Xj`<6Cy2R*pHPtuc|19q?R1ShBQD|Fe zH#BDuK-o9NrM7@Bcfg?7*a&~K1TprXa|I#62O56F@nynYil0jKrv0ItwT=y$9vD)| zRcVr7xv3?hb|;GIBY=|dOPQ$yFJ`Nq?>|a#Mv0k%-7`-yr+h2q75ngdPb(r2(?bhg zPnnmn${|+#Fqiky8Puk!lcX|J)0Pl1Bj!(}&bu>FT9N3}W6M99kgB9^M<9Tn2+fQ_ z;x6L)4f3ws+FS94*K+xO|0c)W6(%{?F1IviQOz>zM2T?`pfLttVMJ_BTVXO2%2noC zI|#D#2ppYh{>9uEyp2C)XbtV!XJl|BoULX_awinPb*AzD? z;bgZ>Qb*C`uqF@+_#D~QhuGU4OdulQT|ZtLClVMKS(AsJGs$1gS!Nw*l0~9|>gNjx zuaK&!xs~+7Z1@3RR}pq7?!it1*zSV=nQ7k+cq%jwp5ydfjHeKZfo)p|xUbOR7exqo@Nu{CN9W%ma%Xi8VdriYT+HM4wahH}@~_{m zoE9)5ycF`o^?^DYm@Po;yyFssCdN49wq_0L1Ouc+kjz3iOTQtN7@w62FGN*>L|5*1 z_7)?G+7?_TO~b_X$n7w5D>pvSDNpkJGP)EE+a4sLhOxV9LgxYJJ^7X1R~!Ck#qg`XMIqv(S){LY zi&Q1JXT6$*JCjYu&uqq8W1pd#zg;NMA(HD~A_0)}Hdf2f9enr6>%pV^>xMFnUi(%a zkB|ji_Bu#2sRg5-@5gJ6XO4{Et|5(qcNUl)M`?~4yY?PWk-QV#*S zrMWRhSRF_!;xH^*7pwot_9Cc7J!2YelyG(5N;~QKW0OSXD>dVaiB4>*Isj7_)-;l3 zGyohgW7YA^H_^fgvO$ixDaBHi)L8GPH@fZBL@HI$?AnYc8v)K;n@RL3Gobz8U-8oU zi+jdY%r7xx<7=D&#g6#g+#CU9U-4t7(OVr$M7Yqh+mYIS@cfHxY092jn;nv!@BK5+ zp9oVmdoqoM;}lI(wDa~>Dlb4+x(^tNH2RFDUyluxO_WXaJ!su)`o^|&SeKrLJ6yaBdP<6m zxi8}R)#U^h#_LPJfKqA{H-VeLn6!w3Ed;`*%a`RCh=cetQ+6&Z*PYc%S8l{l@U!-_oqKlxK%LxVrnkQ({o#Z(HTfhW9^;a_mm=TA**2bG$6J-v8 zreXx{dh$LS*f8pG?_j$V)F)8G<8dwvd^v-Z;j1#B!k8l?w>n#ex@KsQv!2n!f^5=vT9BYpVkL5r*{JelQ`uxe%%}R=&Pj<4HLOPa7*IpLq5m zoRu~RjEPZ%W2~|JUX^irX$UpXnFQ?_NOtw5^|eK>$Q0gm0`6^P>V-x?)%w1 zd$)pOy09pV50%|-pe=DY=oTlfjSWWIRK{#bEpUAHk>N`&jGqM5swDVge5z^;hz$8Ny*b@H>0mps#RU*rMSyA*>;IR{+Tr zS7(Jp-6AV9`D5_IiF6g{0e@iFy#@ZMuD`{yYI%)4kjIkR5OOYV$jq*G$qDYvi&F3OQJ`_^_-az0yIOmJLh+O2e~4r(p$_ugE`@8r&A zDBgtbz2lRIQCQwBr0F}PJqcv+J6^|P*-{9}Z;YZZ+Y0-0Hl*_#15jMzur*FkU-)n&L=0 zKEroCNe$^jsWUl{$nTW$w?IP(>a`LN&sv)NwYo+?MT!GsQ;w@yRu}X)2LK1sS1Jq+ z9B4c1(xV%LoaE)EbEnMggSa1A9@PR{X;@6tySM&&qQ6Z44gGMwqsc+bwwu*8bPq&m@D!YwMNq zYtRuOAl$bNsHnjdAi^VRK|)%Wf7u=H1cG7dD+fh#_AgI<(2KvY|L> z-cmo;DVSq&VZT66$j#n;yb_0>3Uf%@uIVF-+20iaE`rT3qn-qTSb2B$ptVJ9%=gHd z;7JERV2NwZs6*#f0xN?ZiFG3}=t>LxY;*S1Izy@_;5Q|aZ%F8ZfV3VN+k{r~r_7TD zoa_y7!Vntn8}HvSPb-3tPCt5&j61zFz%t<=1f+?No14#z{XG9<^l(@nQ#L!35U-s` zacu&-GbS)*soTsBtBt@AGQEbAxu#|ghc|Oh(8O4n$bDlsHYhybw|67XQ7e8;9uGPU zf()fd3n8$gdDsmrEAP&8X~7j@E3qwv-PupG>}=^zy7ZN)W90RZIX&+Blo z?s%l(WnO4y$dyTKsyJf9^tQLg?nUVj(Alo^PJe7t5GAK7<*mEsJ`=1d^pnC-@ZKe0 zE_y5?%2oWnSP;PB$I?FMx@-rJRH>q6-qv={6t^QKAA$o-{e^(YMIsR%`j!<7=^ z?L;XK2OJry$hd)L*hMIn|BBk~x0^2ja-}WIf?O$T*HPfHBH+M}ahqo`&~(mZ;@?)_ zE~=G@8q-mp-E4tLRMrpy9y%ote-)aRr21S*%nReYa!@EEK#3mv=s+@t76;dk`xb0DI=M{+wh@A2N zVB`bwraDYJw^XfZoIO+`q8?888!6A2W-_8ktx$GP)Xoige+-D6G8-64xqudZgMN;e zlp){-1#F0;F5C@)Y^(0}(2dj*F=%*v9zYRESSH>qzTfHI@f@r9Fd9vy@qqSL9A<-t z%65uqHCt6Jw*1NUUtV-U74;PT9p5ZvZ&f7r%4IL%b`lI}d@)m0)W+XB-nYdwX!O-@ z0wr+P)0q>oK#~Wcak}yyHkP=D-T+$sfwCH^5JD6!eAmC~!dCa~C#LHIDau*yJ+nrR zetk&~3>f~K=kRrXj}1|er|GFUN*sjtJf)w8j`FY|7>eaj%e_s zD7@L4uSu;>3g)-@5O7}2RYDQEe^4X4>Hv#=@06ycROF_v}$KN%S$Fc%;Up zHwf^vSUa(ULOncmFb&thswBT0*Tp$+AqX7!Z-mpk1V#_4P)O8f;k8L!ZJWU!negIu zl2$;Gy*$KINPh_#bt(LGmZ`;J1e~FpNeT-bOmWe@cTJgDEf_Z7lDgjK|8ztlx!$2#rG(JiD z!Oi2`Cf8tQtcf3X80N42T}e8PY@kap_My4TD)7Ea{q-N<+QYA=;dj-HNO0EU^Gkf#_7MkeV zb!5bZxzd*DLw&ZT-;QnQH0chBTYnkUkuq;%1)d+f_r7J>!0|4W&WHKBI$_ne5 zK()Wmz|4$2h^N_*K^})+xxW!UTyk(hY@m1_!^C?tTCU+*ybJ%s(s#NvOo7%#184fM zH5)hW(QRD*@4Tw3EnJBoj~^8xW;tOqf60vN@M;|uTd~M?UFqx^?wstUc#X+w1AO`f z)JsR|!WdQjEjEq>*ihbx04&sZFAZ%h1vJvk%GOt!4r(wN2CRG11szVG*A(&+h{+hE zabEIWn2KTJ8ErHZ#^H8749J=dLiLA~TW_mirL(z#DaM55t(BUE81}Z^MFW+LzHOKQ zfuD%h!{i5ZU!9|GYA`m@s#Ocs?*A-S`lv(Wp0oL@yFdYl^!1tGqo6h9V--8B2Q8G`cV6hX*eNiuo8U`QCIiwq~B){%$G)W4a44ZMFXGCN{o0x`J8(zH4k_BdOo0CxTG$djyVF@vRU4&Cqrc4=k*D#d{#aV6(` zQKU31fU_$IJv?eD%{!@?)J}-%dR{F|Bnwrr|x7V@LG-m%JQ z*|7~&e6}XU()`^`1A!HKz4guU6l(uu`BUrFD#ofmQD@uEX25zplAD(N&ALv9G}W5hEH7W~lPnTcZZIy-%sg1JzDYdbJ2= zFgM7C@c}=V7S|!{yAlyyv9)yo^p7?N8;5e(5zTMAN~*@h@a6TEaogXcF+C$=?HIfF z&Vs2@GOD6Z<@c!R)BB!%&zw$5QX>`Q(w$Pl2MjU2sUc=L78)afwGEqjrPd*QwbD~u z-q_61rkn{g;R+#cNCxZ~KUXvVi)PmqazLa*0at*^_(;;90R%ka7_po++RHwNh8BUY z^d!C2nTY}~tz-b-aH|L(h_EuY4alvonZVmu=)SZbIia+N~DQtO|)oc0Vhl{gcZxOJTJ zETH%mV7jytJGU6WQ;-R-w)!8vDMADfA{pRo^`zIf-<_igl=I#-EKF2A0c37QVZ%3Z zr1M3ssgR2`;~2TcBoku;?LZs6SD^(ioTlaVs1Ir{; zphOeWX;E0wYt$lKI{sz^v1Oz#LKM_Lola~>{j>d69%8jaNJZKBQkjBmHL?Q;CUtW! zG#!POnaB`O#$_VGZY_GSzXwTDG0E(N-LKxtc}bJhODC?OWHky z`3!E&ro7^yP`Yo#pkEJ8coRK0No;R&=^YSYS%qzW@5El$iaKB zpV8U$2{{@!;$EBlqE}soRH8W9IRK6;;$&QN&FdP3Uu>nIpuj*W$c+PsRUm8L}7MP6TCKJH!{n-&$&wn zC}v9ALPbi1))VmfT++;Kr}d0@p7XPs-! zo$V83+f8VnbEk}mU~v>(R~awyAU73AB}t>+MVfkO^-iCYI`11VK#aAC!XQ9 zB9x#`^B6|eGK0$}9|h+;Qg(p0BT+{qbJ052FD^@w8~rp;n>xawJW2usZ*5Kr1ln^P z$m>aI(6EVLxBAP|IHP|`nKunw8CW-iAAtxgZDt%D2<-)lr^lkNCT;>^*d~dI_{+Zv z3`ng~xiS|ptpOJi&>naS+8|SMB~+LFu?d8{+@&hQfGEuV8c~g3PJd3jOJ=MHW#Vo_ zB?9h2a|bz4*Q9)m;n)S4r!&qtP-yd6*)TO-S`XU;(xik$Q5&Ry70xS{JgvYZhQ+6f zs94szjza4H;Xw6zB+2o5Gl+gBkaeA*lUL+E6x{7PJPHusY68P#X#9u9Db$SYe*#I>~g+s9s=NN zpdft$tmJC(=Q~TI{B9229~dJA6Bxs)sY#G5AxP;PIOwT*Rk={z1Brt=&y2{&>V<76 z9(-ALPL~iqZ6T`lMqxx|mcEW%U|joMlfKP>Ge!&YgYM9ouP6(#WLZXJ2`Cg4WbW5d zOZ4?iG~Z%9;jJEVDEx_0tQvfRas=)L?mQxEtHHU~w7q{thO*)C$ajdCJUWh<-HS-4 zWA@WA7?(&;ZLt@Twe?b80!{9T49{25Wf^8omu_NCAyX=+W^UV6scBvs+r0=)UD?kq zNvVb%@*%ip`>kpCbKHJn7?IL9E0x|qTU8qjq7B!miS$-}=mRs=82u0=uMpCw60%BNkCkr0k2@Vd9v?z^Tc(?nT zm0bO1ZbfqN^KweWr4e#5KCE-EecZdj`sWl}dR^n%#rY>xm==J7s?sG))_y8K9O|O3 zQD$sMJBJV2HK7@4z5fvnyqXbrwW$s)E*Fe}sZXl?^0)gAXMXLHrf3qhy(k&gEo zt}K9-#u*||UtPv?mFDfN^_6^cM~hxxzc7d}$_d_G1@n#&RgZz#8YK=8_&b|_6#^Ce zy3xjU+aD+J1{7DUu~CRRydhvyjTzEvTMJRGB3*nU5=6m`R=(bEbUr{(STmlkbacD+ zKqpz_RO!Pn=Q;espgPz=`E?JFFa;G12|Cj6pl7hUc3+6kW_ z;H&TP(HtH$lZrq0Z(v=!;)UjwmVV6i`i8#v$wDTqY6>3|d6*7gSGUrZJaLhJ3ufKC z>oZQEB#pCkkiz1KIe)a}4$nd1uB=A2rQ@;poAfCFNx|rWhbACH)Y6|_=at1QIwD~ZJEA%HH#y6~FJRFBVh7f$`7}5n^`zT+N zp_@6ssh=JgyUm`I~bP{!6RJ5Q`05W*d(cUb`H4f<*nKs zz3z!n$M@VXhfR8_QIgJtgzQr_r24Xs)BB;RAeyjqZVgh}1&KRxQz5NfqMb3oxR#ND zcY%0_1SLKdG%-7_@Sv;DNV)q5v zp5hx0dImQWvOy2Fj4Yqc0*#JH{4v^JUGt7y&Kc9pwZGg_EFIeEWJ`^8O!4jRxP z>~JG@lZ_YIYNq@ZI?m=W&f6<${-lseP}cGctykirooB6!p3N73Ks;|7g?v%lkZd!= z){b8_d5*gYzvV%W4$}9&2^`1n6zAZ8@IT@1nu_70-D2hBT<`sT8h8vAp{_6Rm-LIgZ z&W9eG88-6Q_#PPvbyEZ!^;OcSlnKKeO*yd7li6kIG~xFbN&B>veTNV80?~n|WoW-2 zRf-}lAf>K>KM_^Ip#n&z;^(G_U>~u5agZKl#1-*Nhwyyxr$~ezj1UQ3)7u+!f!C|a z3<5~yr$ajmh^Xm0r=)yRUsEp!uZm4%Z+Ow5zqSNxqF6%KE&|DZpuD&imd2UHR|9+l z745EZoGc_i#N-CtpFe^~4lU)-6ThRFcgOqBH=y-oTnhqI$zzuE5PqfaCAn+#Aq z8c$k>?0cPwVeqK~qs3QQOtJ@k@z4<24{}QOh0ydPUE2{fI1Rx@?qTbb(bA7dRhg2| zGFMk=>~`|DV!qv%Q(NFQXgkM`al~vy4X_Ne8s<^O#CVgzh-=BqCt@FsPmJ-^j4JUJ zkP6yoU<%BSml4PWa1^7cq7 z>93`Wa8G<7z+-hyheT204LBX22u^jhneQF&G@Paseda?3?DzsG z*3zP>Fv-|u0Bb9Su+yrPtdm|G1(*4!zuRK>ys1=lvp46Pn9s+31$wvKz3q@+!VI4V zvC}ChR)(1=#Rgx?;BB%<@fJUo8WxP6I(#A171{+?xX#q^#dfs1@OIEoqqRXFzt8q@&+s`oFi|3+YupgjbXc)(0Jspm4Pr zh)X0=?@w;f8y^&B$FhOy%V8EGviVFS4sap&$`<&R-Re*lrlZ)-!|s4kXs`N0Mh*`vM}9NV8kW#Y!zg65 zmv%0u5nPXUDQu!(KN7I*wm4A#*@c`ok5TB@hq4ISn_!pZ>|WT+1L)+_D2o1cf!#vP zC`oY;k@LZDG#NQY5K}iWX+X#F7Gnf8s6Z+F@2rjYYfh>@)dIAzoQGRlxu8_4#!*TV zWC_s7(JnB7(Fs~A0{nBFOkh~=fhWIV#vV8rY!cn50E0ghHz`%^XV$|YL=acpd`ofH z?cyX+>nvTOP3d`lSv4!)e`2a0?0!!MxRitCxQ)neuU1W0(&@4j{os=8()-v6{(5Lh zW_hpvUAsvLIav_qcxq!NH934V*CO+mm;Bkn#C6lelPqhfJ89stW?5y)G#KV6ov=cn#5)E#YrQdc%|AL3O&T!QPDNY6Az}4->?kerGbx-hPxVNv8rr#Z! zw+_*YjXTfF0FMx>t-*ClYQGg+|6g0#rVVj@&@u`6wWq|5!S}-Hn93RV6AFuc;Nyu< zV+Im&;pDU1j$OqXm5rzAFP9|`2t{~;_%iESd3y z2Vis$LRyZxS62%0?tm|qm|0@O3ZO;SU}9LzFzsMSz17ka(BeS`IbIu9>8hOdulB)) zD#g_J`;bG_Hn6-syOTayMkbZq{sn$WThwz_Q}oaea1eO*6cQCAi)mMkMqa`KHh(k) zb8kp=$7-)xxacC$6E)Z*p;#ieHOf3mu2q>^rhGZN3ns3DL)q*@ddUx2T3%5D_%S{0spoo%8CL|`r;((!t zd*d(t+(EIbF0F)ZyG!y+&kl;wHd}y*fcvw%k>GA%F4rlw0%Q6a<%jZM!raN_ysL^@ zt-RCZmWj(0M|4J7GNqHM802X%_*!F9igx~JGA(g3p7LBA7uw(8SsJF^N8hGw2YFeq zj=EiIg2Y)_IebQx5uk``2+fuP2fJh@%~4Qg-MMj8|}lBaEs!0u{(d&zC`*@>^p6Y{qNKgCAE}V zn>kvT?tR}{SfmSj97~U5?-77IE2178yQaEaKMhoRun?_<(#3=6ji_@z-k+fFUdMLm z0lX()mL79(m~QNTz^8e|;wo_B9Czn>0sz9{!T=Q6PEjbL)21C99EQRMa2uQ%5?9{Pjt|C#yY?k9 z;u}kjgXZS{Lcw9nPR-zJU|`viJzFH}I%O%`b`r_kH_^cF={c|xo&!B8u^&35fpDYb zNktpih5$bh!KlHWC8^_@1ZTi`lTn5u$t;#%r!djd0 z8dmhxngy zQg?u18pA@RZdF0 z&khg%Cg+8+R(-Rr#NEN0JC!PLb}N{WQ{(ITX8ajXk|_6_nhPKa9a@Fg+DuB|#`yie z15{v!{2|3=&uRIm#hd5Ps5yk?>{u?hqf1PThGvSSZaA@ly{SGsZ6*2PmnM zm3ZM*I+nNlG6lD$kr)uh<%1S4{mZ}4+E)d-aa#QORjbMm6HwAQg@M7cv{!(Vz+?)B z0>#eL4}2=vw-%*2SomEv3;}bG*0xryCEhFON|{Zwo~_Zxo=)8#`(|*-nPQeDDAdoR zYw=ZEPoT}?o-DG$t__Dr6}5p_m+s_#(U`j-5%`tWE&tP8G>0}qErLA^bSro6)C-drxIO;Qb-qCWMmcbwG*eHFJ?>To= zo*E%ggOYg?jldkp5Mo3+sihF8Eqn>(i=XZ3K&~fpCBIbbZn_tzuAYI@L*j#lLc zx@s#UQOv|o^Xhd8SIC?)9^000wqV!x}9c^X+Z<{P)=3v~ydj50<5(cu` zjG15+hJG^-k3F{v*Lp@3s74~%QwzL62Mr|~U02WP)g_76YM2zdR6sXqw=SxG zs>^Qsek~M#xTWnJ2v{yh8#gL}1v%jqv*e>=$9A7JXmPEBUX(N;r4$fsO6uAU#x9t|qg{H91y? zL*)gY%@z4wY%Zh+)Ki{ELv4iV(^z_ZMDZo&OxG{qNskRmqD&uFhd)X89dVpz-9M^) zI8w*$G{=o1x%8K-TL#WBskJXw`?co}KsOaGMkBlPA!rArOwD#Iud2p|lyznL#C%C* zI0v21N<2PITd~VKG`zln-#cIM*MS(ccN3!C`HCF$L2Azga~ljyTqn*FJ{<)g!94)f z@VcK(mdn)ez%D)C!eJaM6Ux3bWtI62*qU!X;2rI9<17aw90bijt4t&p=2R2P z^WNCt_&lVV6b)2#>#6R0vh*i92tVOe6l^b{n_dvi{1_%|h9^#SH!to8r%(2DazQrB zI%rm16Q`-^b>%T9ilVwOJxJaE18IYcl&BM2Esie2Cp?pu=CeOku;GK+Yi>avb86?m zn1%}Hgy|hpH`nTAt|G~%1d>S?FEV{L|J-5#KO&20WT=v6p^BF#3x2Wd7!7m-qZ?4= zhmvTrPU(l5g#g=?7m)lH;#$ul5;0Puky{()JDIgy?Kehu`NJmG1p(!C#2k*Ei z2r$fQ=kgg4tuyGZw5`YYk?~G-I*Z!;MvYQg!c7jL(Z8V51P|ES`?V4Bi1y0p6V2!F zU2csN0MN+_@)77T|SLVf{80Gz+20k zRX=Z|!H6LMO-#q2NdrTw#a%k37w{b_iI`8Ob8H-vs*8}`&HxS};=T!(3-el^&avh$ zf&5jlN+S;;aVVTch(2h6-<%>re(l*j0~}GviUZS|ra%EfW>%W*Lq)r}IwWrY>T~&> z+T_-_MvClfJcJyS*ysxP0Soj1BtRGlgv+>2+mZ<4&foGer; zGG9n%nMfSisk3Y$Z(y!vWL7Qd5l#mmd^+V>SB@}{>(L3lRKAGjs*3HnoNO_LzgogR z#LFzOTX5quF(CYnl~f1?CDS9^?%zD{SvT!$ZflnC3D8K#py}oT5V};jM8@p5Miq1)Rb zui5=R!5uiZs4=e{`?SSg32ui6g&&YE{_q3`-PEtq5$@8)@~=uvI{cq4iUEn@&m+X! zHq>ak&{MBJy3331w0OC$w_IgL-78|9qBaQxcFf?n(xEq!y&~RK9&pem<-BqaDB`o; za~3)VV_uTbDFOk(6*csKBGjZ9GVB*t1sijc=+jCKG-v1_+Xw;+KeA6`7R5-r*EFEwmvkww}B13n$VS;1U ztYK(4@-x1Ub^!1Vkv&3al2h5-#4?1Devn&+v*pCm2aPb(?O3#tHoP6MhKTuL`bXLn zgOr5k&klv-uf(kOurV%w8r=ZCk>3<7nC-fTB68u}AuOy71Kp#fco|X(ktS0@Hmi?s z%QCW)Lj9tx2vza!{Bq$wn%2<8*D3V>VOPmP-9_yCYb|oTl|tBr$#<>q*!olL>?uUZ zUG`d|xRxRm@5cX@!Y$ltAYUscsqK(vldov`MgdI>7Hu}y;iwm=*qf}^{sX!;DESOz z@VUNx9HtD~Eo+2V#az}H)aw&HfH653(KM{K5ue$n?AACh49OFwWr`4%;$Ez2iMZkn zHu|f#XEQGOv+<^t#s!wXi>-msVpJLWM3@U1&+5KG-g&qb!xoL-rNAGn2#DicqynG= zK3r%!q;owh>X!rHjHqsX{|j?%>G2mO$V_SOez3FJ%=)AhmiN6?$mR@AtBnxydZC;9 z>jwg?{}8v@Ekh-lC{~GWH)@drP>tz^#?tFDbYvnY`#gK;tPfuHZ94k7eUO@b9PaSoa&B}Oy-9Q)loJ9)06+WoSRjK@yjtX^>n*hAN5LPY?br%ja< z6`Sqt03VF}LlnZxUV0o_zBgn2H8{G0+6klJL?sDIufZt_aaS=VxFiWY#vvCwbZmxl zKRAyb$)JEFPTXrZH=8pt`$E4!u-osq{E!`6mB?C)AV_P>BRYW$9PPX1PFVc%>6cfx z?O`ksVPX-I6OE)(>OZ?M>H2YR=y#pNzH0^mo^YI5TT!|1QuHw+a@5DM_n zEd4yDB|2umj-}pH;ALskdeKWdx3JeLKo)I7#9(%a@=z)8oZ!}Sq7i#Fb`5oUG zn5W)*c0gp%_R5v@Pe|F?DEb$aA9WDtl0C=|BY@oF#AVRFruhIo#|$C^g1W1`$4-7R zBA3Ex>z}3dVew}X6cPJ1qI;iJ)6jso-q{N?0Qf2Dhz<~h#4 zJo*;7+qiqRrVIx%CdJy{bWl(=7Fr(3&k(L*-71gaYwWUeGrl5wvohnzaW2}|z#YvQ z)4VmNL6WTf>gcXuoc{PaEC2QqY_Ktdz3v0(=AEt^FnG7RKPG&It{*=dzmNT>UGEkV z3)iPvE$5WYExOE27*xK-eC+=Tz3k8@lI5wQtX5+?v7vRAVTxLrxZ}_e@2`u~d1WQw z`G3Zak}WScLQ(0S0{IkrjOh6!6h45B7m5^XqWQhe@CZz(cH*doh=}$~Qk3CiX)S)! zj3$o5-q2q^rkC>JA6d#3@xQ#xwa-eEyLi$M42;Ni@vej3owQ}X@@*(R$w(w>ui?PeOHjiX?#_=7R2_g=Resc*mFYZDs1!~uIK z&}zNwA$Vpgqu70j)*T_Wh|JZ;;xt?P#tBJr@qJHD;#S5Dkml<{Z`WX-b4k%OIbs!Q zjrpJirrWS*)up1^yat(%Nq&x&hDLXv?)@A3Eqm!ta}c!3A3MXs=n!N1hAdGrn*gwN zi8{h5U8l2;C1R(G2>d{3T4z=}92j63C$(M8v*-8BgFVI~!R#bdoAVsx5sWaR)wx{N zvLjU*sk=BeCXad{tW1IoQ1~n?AVzs!OEy$M(gnu7AAOC5%FpHoirZaSp_~FdcuitJ zR^zSCrBfA#r^mNH?d$eK8xY8KAX3C?NkEys`?3f>=a=~`w1!VdKj{Ug5P1|P$rbQ4 zFQ95HCboNzLwISEsRnPutR+ztvZtNCkHcBJn{3NPj4Nbxa&m;MlToOqtOsP!_>|oN;3R`F@ zuRNHsI7v!QkqaL!z4U^##vMrb$ku6OT9;;splnzH8=3GNAU0TKJbWfSr`E>|b~>Im za=O!Sdhf3dq7}*Tb2iNy*eFE5G}Qsq?V(l+!49j#^E~)O0A72BipY_)1UtNldX6EAoe`jAr0aK7W7c)VjTaLmA*S{cR9 zGhrF#&yt${*TB>Duj=;A$>mY|=f=L1jUN9oZg2dk(i;8Y;#>+m^HY(l6~{Gy&05Ty ztbh0FzN8YquYj9j)7`H_3bzrCmSqAjSwOSCCTH|EPj#sgKSsZ$RZaA@%8#y*gYoeR zIn^%tLtMHE#ra9x63*gnpVSr@z@@{1#CEQ@}thlYmOgBu_H7}`*;m{2TElw!GLutTq0g@ zCB~1l#=o(|PDtJ*CR>sfx1;ETUGmTtqKWN%xZ;2q3^q6fmlUc?YK7k@dkm^8@!%}p z(>yJ%HCeCWUDvQgT=6ZGN~0d)(}~_Q0~%4c)59{1GOW(+0{LuexW>@C{6HjBCnCL= z?g}^}_FU!Kf%~;EQ}CK!K}(~15;+a?a|m~sYd-JjD_xR(&y|u(TCFO$Kdd}Iz92%F z$8(Q)bP~K@mJ=Ar6uB1oHXR=Y2>}7D1VmF6R>Zg%z?Ugaf({A9!HqqQWwxrwAT;s1 z`;tL#9u)H@d3r(ZWTgK`;ySL%1obn%}44!Fpf!IC`G9x7;(vVi#fc#|TTY%4T z1Fds6T&Cnk#yFWav&LHybbSRlTby6ZXfZpf%o8=ElC&;7 zDpo#4Hd{>|IkqP5JwwJu)Rr#H-@PY|)#OzrD`b47S2xQCS@~DZ=L}T^=xa#{H!&E| z8n7zQUN4+#$aGXaQN@i_dQ>3}ZBhLAjGwoOD?UGMvZs(&yw7}!xRS$(U}u0}8*%g8 z2lcaY40)SsV3#e9zV^`?J*&cmi>&#ua!Vf9K*xc8qF}@m)b$ zsHPR(pX8QpSiX&Wmu(bEZz#pqy2`KC!%nlVnZm@bFt)>7G8LaFRjjoN-Q^7JNtaHc zKlT3Y&WD{5%=TJFN)tmub?M7XYsgg{9f}6KXKm2BIka_x#sCS%?z!={Oqh-ix39vs z-Xujc<_^Dc4{ccmFN%KE3Wu_$6%Io8mLbt5r~^s(Or z0H{D#8!@3({j@5jeoOS2O;(i>mxMcH09R5r&qb03PHYYIF-2IYYPmTxxzq^8`woGE zyvFafe>T)~LiNl3o6$N3n4ABSNn+#ULHZP1P=EAvK|;Y@^S|R>{f{SA2{*`<$Z)jM zNi^lH*jX(SIb;=Pmt@61m3xCK#}2=6OJL?YFl zoJsRRKF08ZFB_&aVlV%7^R=1-Fw^#9boS;0s(wj)qGYhV<6Ri5EZ}Ijo3z&V_)|%g zl|ud5hNbNF!F@wH!`=G4dAg@!B!LT-a{FP9$7&3GzI$&| znYvc1fkQyca^I9R-V_4^nMXd0x3=rv<41Iw$Up- z(2{_)SWBZNd3Q@=6NQa-04-?;;s;=+bj)|m>xh`^?5e2iJZS{w>_MB2=an)~Wqe~*DeS*0Q zE&brQ6XM+As=~F+rcy8Z$2I!s21L3zUN7v_G=grEpN2i}L0#m)NE5jKpZ;dvFSor) z(uDjzXi)l4Mmze@pl_V=vm2SvTh>;=v{6eS9OFjktBe^pIN{qx(}+z27_sBGnE#ih z9s?>Ga{h)!o9K`^MBhRJak54Xn`vgM*&lG-bjXikDx1l#$^z5H^TFQwz9DHG{GhC4 z-cEBtz1u+p#{?RN`!NFO=Jo!z`!&C1%1%wbs(xyPnwS6k%g4dGPNrD@Iy{6rVdO-r zh@m-21LGEo?xn6e*A=x09eIC#UEDuxJ}hk;=fyHBN!#M>=g_&OQ#e*gYxRv~8JlJ> zq;#o-YkOt?G+za1@_57pcEjJ5W_y9!rxYRdP$yWC%j^WrQWvjp-OX#IGhTJ!k7&Hn ziNUWf8CZW6#VHM^+J7O(2D55q9!TbxqShWXG`=f~LR(F-;C1l+8(L}YJ3Ev8bp6s| z|C^Ago_$wnU4E#B2sm;y<&vfW4d66ufTOqZwdc^*Ukp*E2l*mh1+d4I_K7HS6k)qDe4s}F-Wpf3?7)9~ zR7FTTLs67$U3XtHidWT(=Y`wIJt3>p6F6 z3{52aqWDR&T{PWSqnUaD?tN$tAv5_cU^QgA1z8bk;E%GIMc!{HuHMSGjpj`|KpDK( zV26eUjeD<48&?IkP4TW3-%uiGED~@tRg1;)V*dn*Rh{E-?;|hP3w3H{wT?)QKkRSd zm=J=E^r_Pj!#%IpkOb6+0vqi>F8;-1**s+ zPLHe#gFx?q6;V0VM~(eO&-Q>|)b9|>ea$L0Cuy_zZwG;zBj4#%h+y~fq=i$D7=)kG9V zyzoqtFkx4AVirPW?s-7$L{MBx!W69kHvX{1gLPAD2Yj9AOiX^VPuxt-gE*-mXxda= zl+n$1G#agU!I~@cf%md$74sLMhpry?G)>!Vq9v1ZN_~QMlV@hkbXgsTpp3Zgp-l5o zp>0#jOu7BCc!1N}SjRcu<|lc*XJ#Wat!|)5I{3OzVl$f_KC*a@tR|QiPE7zlG}ejg zkjNM)qTs33gM8oV?#72DfhMO~+$54=OGo9FNkXv4m@mgo2Hckdyrp8@IUvl9C51&A z!UFhQ-(GjAOlvRW8-_#X6|5Z?Ur_qO>w!~0OU8j~ET5p zO=q(&zF`Y4=!|6|FI4$#DS)=(UF*rDH#TJi7#3MJ%ksNMN3Pn_?l(0KDthu4Y2L>X zMZ+m{U|PYZ-6O1zAzn5S>Q8}v;?;GQ#Jf9-4dRIYl=WJU5sCh@ySw-2_I-(dNJwtJS6}a#NTS8i1`H^dyfhYr zAZ#f8h~YafSWGeyRDeP${fh#jF(@ohq8zjxqRrpg&$rSuC#_+LLovo5o~E%C9uoi^ zGoMTgFY!MWx2j?d->6vDWuT~~T#7$aRkDKhy={Q@D-qLyL5&Pd^RF07$!`1NL89fZ@i+=-j3Fj|4Wlu{Aio0Av>iAi z+HV!OLF!fnkRoz%N+Z;r@LKdX$B8ZJBH(NOKsbEL$ z_8BEMT|=WnEFux%+DAm}2n2tgLJN;wm#?yPoCSK_8A_T#6H}V!s)OeldDksAq)5fO3K&q{V0_7 zVomHms6C2$#p3vw@WQ7F=kFG+5Zi^9#ASu$zym*cT{*IQVV{_xA&mR@^<^O2jQ@xcs`NmNFCs0^bL zaDagu9ZPBmsCA4EI*~6$7Sb;mH*mPl*<&nxv&wXIWoFNS?o65+To?XOHo`dww?Es9 zQ=jw8ku6r}zZYDV#mMalxR>qma=B0Gs0)!H`l>{PA1q&exy!%%w|U5zhwrWYj9q*wcG1SkfftjR$nP8RIfQ|kVve-M%HW2ardu`=1Y%QGLjOl1W5Xg}T z*)UmInl;LN=pEHEqO?C|LToz#M`=oj!(xX{^++`UL5A_=QvqtssKl|=1f_w&_=~d6 z&cF!C4xfUu)tJj=_HnmkkdKN&Qx`fkvX1`f0gwCAs5zpdRcec$yRhTv9JUoFg?8bB zUHk^7KHZLH2CiwG*w(sYyP)^peaNz8IobfW!x)#I8!lO+9BeixA^M#%Q}P63?PNW~ z@MZrB#5vQAw|{P^Z2vC4Bn6}SH`lWlwy@2_zaPN3jfi9^CmCG z0BxBSIFrEH6RJ)>a*{l56PGHVpZcpu?#S^}RS^u&!f4eUvIx`FhPPB7Ca_vC z;cc$Ym#Fn^?J-|iu+_Im;U-|ydRzzQcJj|dZynmmR0mQ1d>>=XBAXC=tjb_a_Kl5- z?uUo!04H9Q(HuHwxEa>s8>;&?{*qgCW})nB5^&hPp@U(piG>j~c*DapFWrbW8uut_ zQXo-CabORy(A(>spb(}IK&O`fwshbpq_zMMvvME)L*(9=n%9vt#%OC1Yfk^=;xRUQ zq%ei-(9-dHj`|((P#pKzORB;&{7u&92ZU58m9VEqS{(kg|1P&R^Q$xT$9h+erhjiE z_mY)`t%CjHQbvia<>e<0Z2zh4(rTy?%_hbpUO5}R*ZblMGLoL!fnXs$dTcp^{)Yc! z>L|vQ))^f~AEveCY{`w9chxgmRHg@~g z`;3`>kydV!Tqgf0_r-ZW@pp>jOFp_0>R!VxIQlFx@ZSBi z`zlbhKG);t5^|t57q9`mN7}2d5A(e>IjMr83?qy%8u}(T$mn%STzTTJ=*Uge#;LKY z{oszQTS1Wa6W01!?25GWtX+WrxbOY|YTSb$;ni@@Q?l0-q!j046UDCfvp(y;?|1Ex z!NCK&q7bPn-jtmcwQ~JJ`k;O;%>3f;pi0WSp!Pjl!-4aUv?gfFg&HTeD^wZ+(Uy(`P=d!t#88HI8DL(fFg9OYf&9H={Dmkpwp092} zVqR03kQ?)Ym!$zzEl@A-n!{Z_?2E7*KULGd^y*aZaoL^_l8E8YxdtA(tyQKLv}kEN$blA-arYnst$&@ybDk zgS~qRN531tZkyU*`3S!~C&)MSs_5qjT;|!XTUBUQlGM~=&vpw#FU58ftL?CV)-!?; z8EwikEDlv;?L7rTCBKwYWwO36Lw39l0~s?0_fhTxn?x10`W8kI!DV8&2RoYimVKaf z5Q(@qQ^rX;#I+HN;Pzr!qKaT5mk}zL?<92DpM&?kw(0DFd4BySZ>(@)rW~c}a$?m* zMrh<2)ko>TZPNY)TKU>E-oja?S95q2W#~y9QDQd^b}axz?NeKU0*CYa{)pN{cH3`1 zrg~=1h}%|k$TWi0TRUd6zUCMp%_cAXGCQF00?Cvz_8(R$(fdK|^#)2it8z4pf135c zqePwk*kY_d%RD1gn?rEw`5#7LYY1gUrm%heqR&qmh&ZMjk0+Ly=>*Vommw z-&QMqa3~cA1l_yTP|7(O0NUu@l8v*UcEE@AG9gee2Cs0EOOy;4g$~V5-N;6(GyJ@u zSaC=RDMmt{qfFeΠ5`DMt+x+o(OqW9Q}7zp{n3d@DujOJ?of#BGsoo5-J7eCV~$ z9GV-{1@z}bMZ^U42-JFy4cVIeKrn>$fyz;@rD{Q!q*btsp8}-L)aLGz4U&7#jXUL; z@K`2eK+r7gf(eU|+*EI|*r>04{+#WOx^1hYldH3qxlr-y103ZXb&*t{uStiMG>}fQX9S$bU1E7uq3n& z(UNRy)z3hat`0bIFNnhb#gJ*vu&2>=Ze)w}$=>sYlXx$OA!Eo2uJ%KY6hcxaaFg2M z(nb!C=XJc#x7i2U;q6>x)s%RY$d;sYlj_wbXu(&z)c}#i*OOvii90~p^RjU5QvZ+K zHemTA93EI3U`{+d4b2HIU`Ci86<&iLQR49}q=6`6&gu->2cfxu9Gr>}ZP!X8s)MZ? zGq7t~IXRYXqQpDorF+hdK3qQ#Ztj{`0X|Gj5zhTc$4WjdV1EGc#zcfUfT>QJh{agR zC;Z1FrU|HYHj$u7e#h@p3mi}F9o65CuP4SY%~@xd6_a(h9HBKuDpOm<{qrF3x+^==TU+>HTZbVQRr zLA$xqGciOxmJhQXW)D!_2R_%&u^8ZXRmxmGPHC^B_z~Y5%|x=kARdMh&QkLoE;t&w zqBMIKc5pxCv+aiZ_ zsLvSVJ_w?vU3!;H7r~q3H`;<1V`^>T`Y_8~`T}g9>%+v#LE7_$Zj#enkH21Za z4@O-}q(maP#e=Bafu2N$b2u6n@@%Nrk43;smMnn$RasXGsb&I%6B;fI7XJm{qb{Q4uM7s|6O7s3CSZd=EAEs^-9B z@;0e%2;r(zdQ>Uz2lMQaRmiGx!CF*w&c*-k^s%zcVZAVQ)Ju-SAbiMD5h3Xbli-w{L2OCjj&IEm}Amw+Oz5kb^$mOXR zczSwP2-sxwcJ=6snGoT&LP)vUI2V$`K#4e2{TAIsJ_M2qc-bou1N@Pcjl8h2Uc|f4 zryx!v<;>J$H+U&u?-^)5wIQ}riB3Rwgz!5hJug>GPZ|n;Tf3q=pr8^;`1&B#xMe?; z=2E6Xpf!I{1fayu#T=;j**nQwu80w7)F>F4AA1(eFelVH&s4}B2Zv(7CKy9q+lqwP zOwUYgNFMS#2EX@=`JPJow8MDmt-RvctzDux1JUEKp#G(kY1jr`vNf()4YZDS4$S{<=Upqc`ZIM3{AsQa(rTeM+guEE%f$^Gpd52(*9>K6QW; z48Q6g5Ha9%sSiX~xQ2ToeMAy_Ei9Fat1^efafN|xdDs}PoeYNhxW}qBb;oVG{N7c+ zNYoL3o(s{EdbV^(`24_(h09#y5i{KT8GWgH$?sAFO`Z4+U?4$nC(d9+TkzL zN%5CvrN}d%UmV1lq=tbNDjzS9_AQ>iHCZJ*0^HxB}Hg?T-9L%#>94u100RoI;(g6Jt-F9QZ!f$PKiNfriErL zyCDx)7roCRBxUp;QO*BMe3P3DQP z8vFX*p)R|xqSVbpLC0*pM)A4=pa@ZM><1rDzC*jS8S|Jbh0Xx z`PbbihU9#o(iU`$LV`Oet8N^-*^3&?3UWA?3#AbsdO6AIMJ|k9DexIqIYZB~_@&DY z4Yo#8hr8v*=NIddgQT&%(+*r8?^e+g0=pX#VuL1uyQ|DylWZ@p)o2~tsS_Fag>U*o zTr60uj)S9Z?BEPQ@@k4fnqKL#kXB z3meb~tt}-CD%&a!UB;f?U)p%(+JSio?X8o;h!{H{vI--xc20K545(0M-nFD8S~HPs zG6_{qF<@haXkeof6pIw%xOr*_`rce&!Hx!yJ=wRDr1}PR73ju-OSh|Cz zDSYC&bJ|wXzgvLf^2mGYqtOEAN2qD=J?T;k^CYg`JFDLVnVA&pt0;Cr^bCszv44A> z*xlhbb&rs{2$V2i8Nd~O^v#KL$w2A7;;-VcRmEAidP*zZe&3O@PA^O6Bar%WGAM2> zcz+5%)li^7QY4DPX`~|pGF`*Tw?6%fFzxMPNMvk>aLvz@mAE?Iuo3>f7g?hFbM|3_ z{ZWL0r+R>xCPu!*uFeNDv@sj6aTQq1a>fU|xUL6-JblP#(~aRmkl_b;*>5bc=beimBpcFRGNVI0s@N@lx9i*f4L}(fPAG@RI=7#ELd zvEQED(wEQZcVo5t!`s(lRVSf&x|7-JV4}?P7+eNyNZXWiuJHz!(A=z z1%KNwBz}N~`M5YEY=WPE75FQ-rp+&JV>;Pxq;aT%Lbd2qifE>$auErDiS>h4!;Rs1 zA2}GEAoCq(S|`YTdQ7%C5{vSq{Od?#opa-0U1~@m9D?7%Wn5zk5Qy6wAX5h|@21iD zxK0(gfq$kHgG=Zf9~ddp+_)CCScMesUcTzol64Bu?xL;`wlyuW^dPWVkOS`v$pEZl z*TB>$JNx(+U!6N+aj%%j4wv=M*n%s5CI-={5PA}thFT4nia@P0K>@q5?2>UcYzGD6 zqjo&L^3^TkC0SH+bx&xy4z$(4ujzLRrfDi}fZ64Zb+TCumpewB?&1K`EGeL2NJ=F8 zaMrLe)(=VH*G97j`q|AjvuktECb0B`VdoyK;W)a$tOP+)`t?nX`) z8Naz7c7S6J>5v4PSB@r7R&Nmr`dN`f%r6>#9acKiuab!VyYz+XWXi^`*Urx+7KgUG zgXyM4VK~~Byzyrz5#KJox=QT2amqd5p=j>6m;-)vILpa6D!i4wHK|tsgtbJXU zD5O-fP>j8{u{$bGJ8l)Xl1LZq#Z^71=36@e1TGPL%%2gc3@42LC|qD-L9PbM?lt=7 zW!k?drQdetzOl%~s>^rxw6EiaB|hzr)?$m`f}y2sDVy_6v?^^eO4SA=L0j^cuB^|d zAWU|Lq?Dim%Oy4mB=Wyws17p|`I_MqL#d>z*8Gr%U!uvy}OdzDVqdB=oG@;~p?Dpi7;zAw&2S67HgSX%+m8T=OKy|j#fbc3&HI4`_Fv!i8?&Se+dhm+K zDwc${i>q}LbnWv_EuUJYU%U~BY_}g9r*Cn*xNn;WV6(?J82)fOSn_DHscob+(RT z*?Pmt5+ntvJ(ly`G7s?53?ERp?=uY&DEFZQ=6JM09QTi_&t(jpF3!p)hYHDes7i@v zUL3z@TCMu z=+R3!KL#05knU4)FwEYt2kc{@EdS0+V%vC4RdBeo;tXYGCt4NhDVB#?L!t=$fOR-5 zJm@*($L0gYP~~^Xr#uS~dq|_!oX1#DrCxmWugHb}_|`M~@5`_o)A-#@=jyiuN|C@x zq87Rx`B4{>HRD5kQ2%%L+Ioyfo9NrfWVJt%rz}CstCGIIExPdrEki`LiwEV>Pv!cf zts@Bkih^%hO4qO4j#`TyO8w+5uWyaoKd?0^3;5vE+!26!SSopy5ID5Z zP9LTy#QzoJVkqZ4M@*J}4A~oPm;o|61@+{JK25BHLm1uOUHr-Z$iK%p^BEcU(rKs- z&|8O&7Mx;X#;(f$i;z=CzQ@{$7^fa(KR#7Y-Xo6dSM{LTgmSbjj?r*X^iNDcLtM%m zQkn2N>tQjz-{ik}SqO@=)yiRTJq|<_-^k3wTT!JA+|;X#h3uI)?2O>7lt)TH4=cQ8 zrL^+>5JVx_@o3vYePUvhkjvAaf;p$%kyXygpsLP|JLZ`PbHMf$R{HCkZkxa_`1gFt z{u;b1xhODq+pW`QpVTTp%^BkW=vD5wA)`n%LT~hw(&#~{iD}bD483gl@b*WgMC{fl zcWj6y#nRdc29 zrUU!mXUF@_78q-ty{C=SA>=0AigdcW>XC~v4{=hR_qjuuKP9ml6>2DOV|f>&Rt1X1 zb&`~&y&8h0!?E~OUST<|?KO-gX?hFB}^#8yf;YV*X%1gt)_G zc29Vyueo+$j?#a;l@0;VLyDgzEBe&(E^WgNF~Es5ZBg{&Lh7OkM)7gr0=YTik}*`7 zx7gqCG*LZJN#D@lv}$eRT|6gHm;{`>XbgpYQ2P-k-3in)dXC?iV;0@}G3qz;P~!B) zPwf$9>(5v?p>$Wvfjo>}p4VLjo=7b`a-DHk&NdDKxsZU17S3B0M=ig$6vyK<<~-ys zmycN^b%l;;ng1A7V&fse1h67(Q{+|$-wV@Kfhnt+d@9PL+GUb0no7XSOm#>DJEvgBs}9V%nZAqI^gn zx$FJz>yS(Ndf2$dQlL+;*s++X#5Y%u`Ieh0$WkFJ3qE0wh-!Hv?4R>DubOUpd zYU&FVdemHae3DLrs!BLV9`@`}2sASgPE(-iNI%4IA#=eZay#A}9B}XDqn}eAtKJ9> zbv0;Vw$4?JGpQEXo4!YPEX1QXXOno4W%P9+nr&Qfq)=xel9x{+^r*dm;CCBZU9_A_ z+Nzu>WAGSiCyTkPH=5?pX^~tP&0nBEBw8(KHheeXrZUZ1ELM#$ z>P zcsp$-A$a!7b#)z|_Kwn_Dm^wzKT561Ni(pex=oLytIx8=qb?(kD~%;rAktWW_v|XX zjqOE55ULWDAF_ z-5z1-wFpSxEEy#x9H}8$R`ZzVE@2(ZiO}lOz<4sPYRE&a)3&`G&t;};^Bl`wzg$|Pn9eJvh}~k$R&a9Y#Sg2jcqSVv9bw7moMEHTKDZiuo_Ru!gILPV7aB(a{_Sh&k~A3p;J+$*{= zE+*s>S{QSGjUdVCiHKM8y>qgak#&z&h-e~^V>Way+lsHK@-J|%Lu9&}YVNHl%=)Er zWxRP1h2tXdRDZtQ%wy)YwwJIYyO36Hw3%etVZCJ!>BzcLT{xD&Xyx&NVDspa!?#?H zU%9>esxmRzn3wju%@_G_7g&Cc8f-)BkS0ofM>`ewnE1?YH5tMBt!q(J$?{=LMJPz0 zppb&>OVf?)OA92RJTW*l$J!7HkLE_FX(>G}xc5^?5H($yuY0$|F)nn%CR!Oy1%PC& z%NXe*T7Tb1WXB}~3vBH5rLPEGbi~=ycnGJ`Ij-n)o6>Hd)XTPM_%0e( z;xSEjBmcWCLdfw}F z#rLU|{xVH@k;Z#ig1AyJtB*q`PkNMgLq+&{M9?S0Q6Zz$QehaMel`ncs!q3)HMJO~ zjue+?MhwGvCygPcv0y?b0@(t?9d))>M;^#5j_m9bNxI@ke~(a{ifyLf0Wd1M2N(R0 zRUcW+y;&S3rDkg&Ag@k_6ngmESuM;1al+hADF5=SX~kq?dBj7!%ZaGTURqQjc#Te> z7gDu1upSlruo%5vu#bt)dyLYCxk*{Y=PaxQ&^KrhJUy9P!hY+?v%B$JxCim~VH8eM zgL7v@?eJO-+juG6mb?ZwZi0?bQ|)9dOXFk#XsT9oZn3OoWEN&!8xRA%z3^@GicbK? zU>&N40)(_8A-J-iqRH))CX%=W3-Id(*MM0a6`-gC9AgU|u{2wH9Tq~B`ir<8cOza6 zTXMvs;0igcNor#{B5qFR3-pK!lxiP=M=K8}^YTF4K@6UUp-(G-zqS-^E~}U~C>{O_ z5iy|CPxcO?yEuDk?@FC0LJ|GwFn3a3HWoXGpwqj0izEm{t{S$b(=*(4N| z#Vn20LtwBb9r_3QpfZTzh;kl93yYaX2U+C7H>}g&Asu0$3oGHs)=_#cKB2qC^3x-{iOeq@iOEl%^- zJ1BdaZ{2hu-V4EikV8CFgJt>|E=2(?v(p^{JA-!)bS}4veSj#?qCCwv(&}H^Z9*U7 z-ml>f`TU6xC=$9L=;nZTApzu{m3G$K9?@JfbfoPfufdHfaUPFS)!&r+^{tJOrU-z| zjAvo!D*k|Y7w>Fccdl(G|HV>5Td=ill}n!IHe35aYXJzqF@xN-onf+jZ6;YCYhn>o zM^WVjc27^sdku*o@iU0F?s6sktJZQitT8~7%^cpe2KBH3!u?|$@_hitbXBks6;UB@qGx+2A?UlkSnIJ+nTN6_)u2%;Mb4J|Es^ zm5N13l)j07`q}*Cyy0d)BRcc~+cj@`3skV;87}rcIbd;Cc{`f$D+76i_OyIj z-id(Nc0RAyHCH?3?PH%}{@WR+?ADdO%0TMd=ibmGX$Gio?S@kxETnKjo{M7t#1;bW z5Yg?FPy&ass?7LkE4CjCLaffa+bmdDnh_a^U??4LJWt{Kn&Z`IL}XGue7POlguz`Z zmBCIu?n_)-BTKz-MHCzFG4bdqDn&fJ{;URCI<@f=z5tmBcl$5Ro%s@T8LA*xbMlzO zjwF-U?YJEQxYYJ2g`3`0^<)h?`0R>x25tn=F#{CnaS6V}V z?Z-d*+_HW{NLJYa$UoS$7YR}^V;g!&(7V2&%;4aG@yY0{zyHgY(BHKWg+;1x1FFt+ zHoQVduJN$uvO~|?wd;>- z-IKVARGx1SD2FjR$Z?Lx7}#jLdL*#PUegOmP}=jae+tS4-eqsWBKjfqOG0BR+cBrFVewVv_wh`fWquO z%{Lprly~>hWoB?{Z9U$$kTB}zjj`faIG}d{=&t8tP^*5&1AH_Rj!`wVAEZZUQfwrv z*iz6Ty{|uPYN(RE%3DCLPlFl7E{Nfalm(Z6&@D2IBZsywb2P!77Lyofaf2E8^N0LB zr{F-%UiQz8EiMqkd4(9xN6eF)IHe1CseFTPfS-xEtUc4gB6uS*b5mA?1c&cG>x>$k zF+7ov9LywuttS>LZzBwcI&3H)LOVV_m|Jhsnw!helZsEa7M!D~#~dl$#nR6C?{0Id znu|1|^+7E`HxQwb{y{HwVO+1Vie8yn7v{7F>A|v8(+0Qt@6y|Pc?A+5GvP9$mq%P^ zd9{+kuM>|<2u!g#yMzB%EGL#nwm=uDfei_X4p)aKLNe6=Cw5x9Z*155n!?3nHNF>{ z*^T~o@j4Cc0Ft7zd20CQMlpZhOiJF_}5AFq{K7YkaRZvE1OdB|V`4;KdfJ)vr&BjF@#GTK0q1pC zH}hsQZ7Y7Z1m)WzWC$u~RuHpqaTeSXss@qe;dBU#%myewLq-m0W8z-spCs6=Xej(1 z-W<-Gi<}MXiOORd&lo!7Aijh$q-kHt8DdRBAr(AUH)U70+K-=Weq-%<|C_a5vd45~8>txRMJy@?=_4H|-aOZc@|1gIJNl|MStm~?N#xd;-bc{@bLt&*rkoZtg9tmZ`6@{|M!D@EKNk zX%i)cwo;e5Q<&nqmB{eNV2g31`}BEFl27+^0K6kU~x>1h6D(HokJ z+J0shKp8z3N=NJML-%GiZ@kg4+jtdarMzF%?a!Pqp~-2R+D@M@rifc9mPnXo&>CN& z%Ro?ufHU<|U^*5mBBl*YDX$(Zq##zF2+WVx*EkhdrzqIphH)LcT-N0^q$9ts+!Si) zLmh?3)C{ahV_2y0dgGge5cB?pPt|aUBmj*4Xdg$lbxfnzHn@6;LM4f8ZGF`lKgL|bd$`N@& z?Ddk)y4_9C$~GJUBo?Zu;Atx5LPHSLjDj8g@NG3`bvhQ&x`9b)4eIZ|i2bhhD?)e4 zeU2xEprZd`$c(xE%vTZS2`OB(bmSomS*4`YWti=aXBio}`EECuW-j~Kozm?XI$@?TrB46c=Wj&FFTo;f)5wd7(z zwwjw*yhN$RT}(Y*qvtvp9~Vy(l6$v^w}v;;k6@CxbcR?>0YH-gKH|mV$pY@OL-lKc zl>m*V(!aqs8t$=!HAzr_Tk{zp)Qpdo(GxxiUfelW^rH; zjyxkZA|U|qD>35Ki%GMO*p-5cNf8oz9Ci&};}?3VZ^3r!EJX_42j=IRk^h|e(0PbQ(+jnG9m?5D~fL4soDfVE3+!E9H__&$5lrl>ccCr>I<*rY8%+VcU8dn*PaJVFBkZ6QK>0hvRDmB-19^ ztNnx_#j@e4CyXslP1H#FpI8-Pu1yjOe0+_*&UA~qO!+?6%tkxhUA9|&SRrIOwq}fR z4??4p^?d$%fnuHfp_rD+-T6f%$#HmnH9V?A1eaafLf9iDNtEKRNT8WGYc4|*Pxsix zQFh_@PlwAjK#&DDaJpXFPhy|;dsOxlvo)8=L5*FxAso7=vu1?-svI0p$-9yG4r7Wn z2@|#V$v?b_H7f=&TKjVQLrQ-3u>e^9O`t#~*O1WrFd+(m1}~2z5^KmT_@+(ke?MAx zR4M&fYHQm1#nHzZjz+5JXg=9BhdjVf2`B$c%7c}E7*Ty7TQdEM7db~isg2LC{EVcU zXlq*Uk5+1j{TpfI`0cVQ^(jjVOUMRqy#52lefjb@RcKdZLE4!TQu3DeUIAcNf-7;rZz98Z2b2J(NY zBj!wwZuvUA>uD#0dVh8a$p7VmOk9|@KmzhYK;-wqTr3^l^xCC1dhJ~v#o*M8 zoF8Bf+X6^0Bo^6nD`-8Znn!-qlvm+C#_lTB-%Nn-pDt0ygvqbktRcR#FGO2V%}o8Q ztSw$Am$JiKWsCc8J~0r)WD)oQVE+#6GDIrLsk%2Az`ZXn#|GVz#^=uOsoGh6)%Yk4 zxm@dih*rS{fnusaZwA2D0=QCWWAD3m|H5*8zsKl6w@9snDrZW`amKr-=x42S*1Qv$v=d>Zb zM3=hOei%{({NOn?o-wL4Krn7Ltg?g8{VCig_Jf3b`W+1Rb@);JETK$Z6LP?8vb%Us zgVTB*o&q?GehPsLQ)mi-2~DGO9gly)4Icsc2})w7G-U2elD;>n5@8}^o&-ZT3l;nW z4lbG$pzyI7HaF<&GOT^#v?mT==MAP7@|{%T8V95+;zjDGN1-~N%KMySbu*_%w}6~% z{3^TbY;V?P^XF3aBTpM`>)&Umr@NFfesv2!)tv^5M7>FSl6Jy!np1Gc*Os9)IoPjh zf&w|9Q&d)1my+|aRSoBh{c}T}luSJL&{A1GXpXRvRIMdUmmQp9bn~!Dpy3Ov$)f za_H^gK;!w&N-i-R@{|W>B;9posne5=Ey7|XwSKa!b3oXg?bivYuh!`Qr>bOv;}R6Jir1}+1Qn0hX2ZV@Y=>c@@RR?=Mt$f& z1(7m@`qc*@WLHUiog;}%b=kZa5x+qE4KaSq+DLCc4K@RbG}TX;oCa^ICM`MRYgn$X z*@I9jqC;wkqHxJtE&zVuO%+#obyGoZj;kvS{~ud8Xg^}V_^>s>73u6=PzjkcM60Lr zJeWH%Z)o)vuvK_7JdwNa;l%JuN%PRTNaL4rN~4iPq9ndV z#Kpbk+Kr>vcn&^u_aRMXrY{jiU3I~8IxA;FSa5L+(QAff<*|Ezo=`!17K2~rn4g|% z-5$Gj?l5R!7&!y;49N z{AJfdf6)XUZdSF(W#t`#mT!TX@n*RXZAxym1hk(5*IXQ>yp^rJj4}wiXQ?Tisw)`x zjlj^C12jFMEFpRb)N#CnqaUWf?t+CKb(T~~pZ{vv@Y)qI3!y#VFGn37$}v}V{NZNO ze4&qcK^i0}RC38ZbiXB_Nh%NtbhR8~(h#4aGn-6>UUC|5^C(+60mt8;_YP>O^JYnV zG{;R`R_rNs$(Ubl6gj%@&v~6P`r=C7GvVIMvm1YHo|#dYCD`VkcwhKgaI>Zm4p7~4 z|AJ=B0*ohbRQ$-rww24HI5W>R`hcO=g<4l!9y}u`$Gw{d`tJZu>#l=*pZE(zOZQ&# zQR7|2_?^fCf$I3ZYQW#lH(0qnhQAHsdC*ADTSPx)iI1g0@OQbV*1t@4v8y^~qq!+6 zVxh#Wq(zVIyYMtedt6)TIWr|HJI-m11{b9Sh@QQ_pAb4u1CUxC%?LBxQO9GUcX@!*kG? z#uIb>n1s7LvY~3Jran4$W@W%@p4E5?6z?VZFWY$$aQ+L5hvom7?DkCEEqA*J?c%(B zefik)-JpTW|5~<_V5On@#sc(nB(*WB%Fm`CJS#iu-U#Gq2{GD8CFf#@6MH{cJE~SgYN#GW_>zI_9zqb*w)U z%%Zl85$#0c48(*D577PeS6qOiFBF-$If_G|GRfFRd+{>LGF1m;4)WOJ zZA5T!3_R?M05#9#oNF~n@+iCgEZgK&{-FLrM}-@{ulbcP<92+n>*5Y05K@086$l1j zrSDD#6OuWmgyNT=)|^IW&mfUy0CeTvZ^j%HA*$0zsW_@FY=IQtZnMX&q%unZ?ozXo zLhISE$5R;>`fL@jREckJ+LCFMmmkt4hbah-2gC%TBioUbBi%tVv8@XGp`FxsyezH3 z0RuCK} zK-l>vjOMY@u$FLT#T3DadWDTcCXo)>y{7c^A{Oys!fq$tKmiaT)(98|jj}%i;GSK$>aFDAL~tRWe88t+r!qb+cnc|lXZ0})+wS^Vy$Pp{~66KPD&YDD-+!# zh~W9G)?#{hAKIrs5o!UkKOg3h-^fIw+~j+@{YL{DMQc@^FcCE)J8E=et9`7S=eLrp z@(&esy8E3j>e^|LzDV}9M?Qf&;=P+dcfj2rgjnB;5zsuI~fXYo=DG@hi6b^`>aD2BLuSD>vxdMa;Xolp*`0uFq~7# zo{ky5y6c;j(?|Wyf1lvXY1&!yQWW)Vq_gOZ~`-2-m1(L$iWEiQA zo=g$b4wj9bNO)Qo#<-DgQ5Zc(VTVeE1Fw?Lt})jU_b~vA%hsvK%t|Xdm*xjb!9B)n z@KNNzi#nN7Xt~+8@2|c%Gy{#Q>XJFGt*V?r8TS0iBI+o_+v%;&ANI5l!S_ZnOuajY z=MPI1*8u~J(`_gS%F-)KN%@ptPepQW{?-AKd~vTVhl@oE6#v4Xbd!t&iMNiRR7or9 ztuM?WUcnf)nqh0j&^LmEU!$J~83UuXk)&K=ib;XBX+<*LR9Pg|8Ao%tV_l8bhwj!= zXwy#ZqeKzYyXB1DTKOg#-*0nokWjUX%ka#4!iP@5YTP&%jKT-}umzM1?ek&7Q%vYE zY#y?JtpquS0QCd->|_CASO+&sy>6C?&*P19d2?)zFCq!vwj)V8cqUeiqOb+Fo78+PV#Hq*Dt);EtJQnj3$ndV)gmo!CT@0$OQUMR)$@FL{Ss*_#60+fdU>z z+k`ref9QFo{>cZny-1(o+9cqylEhOFR;@0h&E_$c!0)iY##bi+L$a;HkF`m`wdK+V z@Mk~Rbn@KbomaS?4S~z_#1gr6^x95lqaFyD=Y^X6qHPvXVmD(*)N(ZfbCnJ%Zz7ez z2z{&{kkB2 z-xQ`4vR+40g&sFzBwmDdrj62qatDv$+@;=z%8;!nuI`%1;pLVTgzvQ|%j zxSTx=hM1bvqsO(I)mOesFAHkgeJnQg;G{C^dQk({8x3v zMx-;gJzgZHQ@EX-36tX{@+1duJ7fVVL?rz(eI&q=d(452zNz~^T8pRi!LOvB@aTt4 zX^uC;`pc}L@D#S+$J}d(GebK>_w{&yM8IG5cK+mL9#*JH$8E|Eh<&YgFOTzU<`Z6L zkAH>K$A0r%;5RZL>gG#Mlrg?EA)g5u`)<9w=gCL08_NKtQTP)IX<+Q^+Vxc9Z z6o^?A-Hm(~V`o)K_wVt9!W-2G6%J9M1Fp^t5wNC{6L1@4`pkKJe`D!qx@n-(u-(=_ zQgbzIyLg>zRUa>bb~pUCh#QgBl#}f9=$3*8Ezi?QA-1Nr$B!Qs9O^kIc^8W`gB^Ln0mK1;(OUbzWo# z8!TVyNYBRh0C)A+<%Px$C7kVy{u5Q2J(xex3?RT_xoPEF=n0E7Ef22aw|y=G!DKn< zp+!I^Hz??>oNBen6^KfZ&-10XMrs<5MC5vNwi45{wp?gBI`;=9 zO1jA<89UP{EpLJ`2=avYzWB4i5mtUU`X*x231&ML5N?<8$OE)VtFqI(^KrQ&N95E| zKs6y8UGB4W2X&71)U6DEap|71(Q8JXL{(|)=>Cm7dzLu5zlxm5GL*Z}FrlR7^Y)fS z-Z}%?SgHMb$8?Ei8!g zZ)uKWGLfPS%%_mGi@tC;6arncm27)T9-vESm5C-8&(tF~vF)N!T&-fio!kc0~B3pJqXI`0&MTw@RIeIGH%k96EPzUgSi z#o)QRG;cnIf((0pQxmx7Vx4EM7U7>}xeRWZe4MeV3E_p&s~k0A^%~BP^IX*48UQxK zf$s`}lF%m7*Jk?1BKFhBZB**ETf8eC)i+^NPy(h?`cc4BnbXa{^MbP=cVI)B%le&l zFqQTjuB5fbevxsb@CN+j;>S*a#yoA|^<4c&eM|K_p@JMgec|Kzp z=vxaKys1o)SSjM>|jm*%+Q39Z&L5a6IF)s9L=gy6n&|8c z?wp#j;sV^Z96;_9{no*Xh@rga4l6YHxZ&`ui$k#@->eHt78!H0xb0%{n1 zRE2W>QY7P{$#Uf2z=dpH*3GT@XVipTxbu#p5NFp{*+Uf#=Ir)Eo5qqe zlt^9>!IQSr;DWJ~70c9^mO*H26Z5MT{hO17S-){MWphB3{I~@287d_v)Q!D8)Z++o z`!6Q31upTyh9kt0Vv|4AyaD&x3I9ve^9|qfFa(|i?EH)L&tgVN<6u|kK$E_e28Z@S z7|dE!{ZI!}kK2)Ufn8Gks<2vqj<&bXMz=$(5vVDS-<(09U=p{H_t!~{G-(9$WmMSJ zi`->+g*C;Cht*#Dq(u)9=TLl&f%eYFSB+4i{(P^Y1hT)*;^ew5B6%_=p0w}5YqOS* zv-=!;S!;#x`?m-1xhoi`S=IbKf|bi3!b?7*m=>R~ta{v}psQ1Oxh*?#~>m zl>d`JP7CxG6*Nf{Yt9h+_Bma+-P_OD+&I7*et=sezBAWK2qUZw{aiO2OMqv`%SYzW@Wp-UD$?vTfdYPKfxgX-eBd& z#2D!8!{rH;S*~K$0Ocb-x2^FD?jg24zu!`l{Uf}(ZGiN-2HYgmSE^2DZ>^EyxYU(C zS#5+XW%B)W93LQ`&ROwO!@76_#6EppPSEUgqo{WTWtfVNmKrGiu=MEu-3oacXWEfe z&}p>9IWPq0);01!MJ3cuKSpXEvVf`@DL6*X+9dX#6NcRFZZnHW{D&$ z`^Y05c;vhe#r6RiFXcH7K?~5ldUP2>tt|JZ6H0L6_ngWYLt5W*;kHIz z=q{n?HTw`KvxdPJwps+Y`lF?@Hj#Zg9KNHq0P9uGo>Z0%*T{-ASrTGswg+t;gWkg+ zlrgbIrahaD_540e?uk?|=#YNaf?v8u*R=F2Y=Jt!bd~uOY3WmtKKGGBME?fdG^%|dQ#vFjBaAO zK8^BjR2zQ~9ILiEi>tANz(_0slrWYGBlfbVBeel`u2U&tH!6`12Ml@ranuvyMfS(p zrdkdR2&e;=cvYCb!I?M&zwLeP3U&lk`pd}N#;@I+KYN#RKg8tSUPHj7>B}{vCbrC_ z1|E<05ruOK(?yf4GGfD4B`QwaVWFl%I7Sm-0kggk<>1#aL%qK!kT=u^9jj{3d({d5 zhi9U-K>W=n`PwnZ`9T@e@mxB6h>VHDqkiBt2jXwF&Xa4c@~|owcYz<4N^@UZErE1B zCOc@~rG@MN6|4|8dB*g`CIsoh+-7L;PkrQ+lE17vK5{{})}&CF4QSW(n~9?g9Et-& zZo)9M1yh4Tc}>U4g9N4oSF2#aOib|aD|&6`wRu|v2BGlmMDcVIqAz8N@xjGbnmZFE zeaZ(Qc0*Oj&CcNBS-wyf+M^CkXAD=|C5}41FcDeJTjKnmx1KoHLLmpOv>$qvbu@#% zF`zREepgXuM4uD8&C@KWG^SQttBs1^9XI=p>ovRPQmnqg6)Rp8mAt?+b3|`*!d9sG zD|HET?4?*;f}`0fPh2oBm^#g^y@KPKSMh+8)x+4bpIqlgAP;?msjT)aiKx^#9tHj7 zetYzmjMdXYwM(tYV6XchNLjAg} zP@voCBH#*XXqH%G8Xq7r8!xN`AdihQTkM*K7u;23H0APjmsX1ae+8EXgY8E9XiW@b zQHff`*r<~Ssb}D$oE88o=Be;Mb7ixD89C!jA+;B5ebiFM>u|{<-&G{3wD1mi|DL8B z#M>~89vQJ{l_c0I2aEVY=oH#o@Yaf-3HUU;qB$xRbtoa$&NVAD^S>PO=>+mJ&3CEA z?Iv{~#u4_ zEl0P*Jz+=}WuZ#CE2J$tUv)VsK8K$klk`YtM4&lJMTKMr^Sd_hkFdmh(sJB z{WfK>Ha3p|_rpXcHi}CA-o=cDx=7wdFN=ZaO7E?t4J*e4PBAA~wFh+t>I~~DWKgc53NE6uV5gocnQxO?&vDcQo(>@w zQpif@KR-lc6;8T&wJJgKXiB7!k%wq}EEOCdiX*;ftH1MRgjquWWK@B*pT|-kdf}U) zAvxWAG32o~czRc5FCb#})j1Wi(P-KXkv|icBcQQ6kd&}Sw8(O@<}jT&Uhm7Qj*&1R^c(SxaZlNwOP!k@!WDD~Eb2PU>JhM5oCh_M4sb{p6)4|pg7VEA5 zEN@kq%4ymNV}m}%(4kRM!s1^?JFQ|!xBLb^3Vl|HAJZ7g?-vBKj?ICSf%| zg(;@1Fl@1X{_cN5GSRWZVM6{HqKXQJH9%r_KMv?WEV7C^0jH6VW6QGUqfs37YVk?~ z4Z(4ph1s}4W{pY2=>+y^hsP#eb}Ul33<8Z&F?WR*{QeUa{K98IaB}R#1z?KNF+oaM zyU^+IN}%u?8fiOxb(S!GYrFxzU*fxCO$Yp^&EBq&32}5{XFlW&sw#$VYBnx||JxoZ z(0{bPihKorM}ol`RfOnm=od1?e&Ni$VH^yj+EqG_C&R^9uT2*;)9kekoer26o*)30 zTUoXa1G6KU*>wjLv4j3$HSWl(ZX!Tl!T`~j{~!NkgC4#T#SjvjAw!5N}M-;#yjUw()X3Md$Soh@i{iTu+tD0`|HuJ~sU)*Pr#fCx2 zFa#>*MycNumbJ=+Y!+jOoe7&q;9B={S9O{ z!J5a??c)!~k?0ClmG~M@QQ>$j7*|qRk!riihc$o4W?BO@AfoTWYzvjNzgr}mq5Q;V z6UYj-c!$}B*4eBOvU9(%MakvXN`Xrwt<_01XWevA3`47W`0&6@R znc#K;vF2bOUN^I=Lj@?|=z*UR#4Fv1unZ>s^`Sd)wpGAkf-nXxDbEezGmM)E+Y@Az z&I1wy5;DQxdy@eU(ZZ!nPa+?f=d33mJjPm5xNrXcoCC!ev)uBwvJ?O1itk#_BkBf% zXpnF|T53*b%Db4hJiSoU0?mE~89y?}JB`sJ7qwIstjEJ$hvhgZd<0$C`O!FMfz+L$ z_OAE)lC9E|-D0(6qb$%zt3D%QlhNQAfHvt6f6Okw9g=(Yf5^usv6Xl2G=QSGAnL;S zZFE$-zgs^}+Xckj#K+4llca?I_Fj(ekmmI`QcCZNB?d~0-1k@RmnL=Cuge%)AY_dc zTg4r+1=ry;&WIBP$u<=xiH3D}<)_O@a5Bf@+*Hd_CLLC!8!v4;j|^X1sQn(7Ee?e; z?TEvAcU?@(U_~VmiMd~9K_Hg{r2a@gKKjPk`iIDbj+lGx_q*%Anz02Hg+7Z4fqxmR ze>Gz%9-p>9;!l++=^M=RF!N93Kg{(NssuxGYC+OtF+a4Q#8xPJ-^-YiD#6d6%MBC7 zPPnwTY2-cv_n@X%i@vTtXo6Y&F}L3fpJph#{@K-1^p{X8LuNYL{qC5>{3sW0p!X+& z+FPo)^y{-2*NNX7D%@hHdsK8!xK+$NAITQeV7n>f-|is4j1>G$BFLm3uDH(H^~>E4!V9J%YL*ztZweCt>FbHr0t_7^W^h zE=pL9ZDfL|*;Jz%{Th`|G!#H9RQn9RsWfyFloBEJ>&I4vi<(CPZa211S4`16!{tT7 z+;pOs4Q*7>9)0GG+Yv>aE67qU0M{c>7yYdvE3JuD31!X8xEss-8F$%grmi0S`OwDu z(P)26b;k-AY{${Wb*tuCg0NsR+4j}J$%fbvA}b+HQ%r+5^>2^WY87v-pgkJG=wD~K zzVnmg@pYQ3z{ZG@53U*w^4)r#j{ahrzrG4WVg=#(@KIY%QpOjX){lR-AvJ| z50RZ>wQi60E=}5vAHjdw`(061AYdWqFyr0N*eU!W%n$Xqdi%UpX{QP z746l!V^8n_;9%2HQPp=C#R*12$UD>&QPq8$#%7=L-4dqH;q1Kd5a#L z)K=LyUFfSqWU9HyZ4;5^`zQk3lp3e7&0(HR@C>3MTt*)PfJPDj@~&;}wssM`H;Kun z#{$-CYyR$0OcVuuheWeTTIAR|lmj%|Xn3UL#|yc4v<*+56Wwgo>SRf(uOAtRq^Ns~ z?hQ|)huXW7@D-0~wEJV;1`+>Iej@pnPm-pA@R5rG-!Za3gNaYvp$vsg$x$gQ+92Ir(*zcGw zWyO+%t;bjWOpe%Tlswo(cIjUX4vjab;%*)h+@Pt`33%8WRa&sL2q?&`Y&-tLn3(bn zlvLWV6x?H&tU$+A#n^xU4`YJVsNAYTo--!t-Z+C7NI>o*EtzDMDTly09V|*WbtvKR z%q>QM4dWnUi^8qYBSG0W9h1L}lWNd0SN1rC0h2YoE|r`BIaWuSaU{wFEm<5XJVe>t zA}_BNZq_@I*#fe8j%2Jfc0u00vYsT*5xC=ODu&+aOp>U@$T4KR&cA~w&iK7z*>Sr* zd7^N?LZF#B+SkJTheqP0h$Y$1_X!aO@hcyxp8t5cZ{*~EvVKs=TNZx!-;esaBABTUNTlV{?@n4g2#@%{{^nwyFDWq$~jJ;+zlH-bhJ)P+aoN*bb+$X zB6(x_M`9YZlzS9DM|~pvxBW!=i|GI1)$T?@gmgNEO23yF4ws9|y2*~o5@ zEl)9}r`M}KqyevI9JaNcimIVm3gaso7bAMF_Of5aY@yeH;44c15vsP3Awqx%W0U^0 zqM*SO2V0Cg)X%vB!|+8*>^psSX|}mupVYJ;t$XXHUq0`t zsl3*xKKJxP(qK*WGLfvRVh`^S|CFv7A0sF1v+GwQ$VJi$93aW#=3tE}{q_lq9LMSF z$1>*NGd+2C;`!uBX%mM_7L#?>{7rk8qeCW77>hVt*?2n&qR{}VGOwsMqur%=?1-Zj zhL|81C)amO@+10glRe9qr3!=jcIXxt zkIwpi^&#wU6~tM?N!GuzWr2Bl&M8s*;C}QHs4=r!j-qVHc%rn8kVsO9!TvRQ-H$_4 z?uX@;AZ{+)WK9q~)SOCQu`u9=FoUSmb~lh2)|D zO#VbEK$LfV`Um)oW^DIu0?t-uThg%&5ttwRy2sEFR77^pVDeQ%nCpU6S`tvF>TQ4| z(4}}Lw~MnO{Fn%8(d;Jfi%-?5++?xFgIBn|Me$#Y_#QkZG3af-Cc1<|4_X54ik4VY zFm-pAwV?iVih)RbihSvxTCOFA=1WDwxr}gk=}4ns)0{x^KyZjWUg1FPjn|A0-yTIc zrCrjgFoKZpWIa6J&KuWGT?ERIWR&y{ktYk-w8dKcH>WJ$pK#$`p}qr{uXTvS`IJS@ zqA8s=r*FJ?@&85OpOqau=+W?DUI9Sn1(7Z~vGO-FGW_J@5Lsq`i?vg!H1iE?gSPy< z*kZDiobXIg&i_*>1VkN=Gd4bcy z$gkABaYql80GDbUU@3C0#D{9hS~52!(k`Sa8IcQ{b9R?}r{xBrEne4_54PSc2{RY8 z!(@WEivTr1%D>4#S`yh0jgyibL6je-s~4d534)_XL1b-#Ke2bNQ4UM*ZccyA6qics zseQG>w-l_bp-fd0mDE*0p5M}dRBZ4u|Gpz)rIzIBJC+Bs=8h zFkZi2V8!vEhsNA0zlr$rl3~vIoM7=ge%IuTgoHjzNbeCQFY=4q3ozF-z*+72>+?3P zqfK@z<*OM^;I(4Gw}H@0(*no?JM+>};fL`!6beoa|6OMZeoGX}*6w|A5y`aTTE9qK zEUY^Q%E2F<9`ZBcezr-E##5)HJwGS39fEjjCL>7cPaEgfA*7Y%DX>8sMCm_5$pRyu zIp%z^3vxR#RE#1c9R;9VANWs!ltP5sAco-Pl$gQzAif|vx=sc4qW0;a>h3a*_F9Pw z4a@q%NIw(s$JWkAoX5eN}!WT+0%4#J?G9wp3Xq@8}*DE{#E3i6L{qDR6?+d zY8t`(5~?A7>=qZ${ivUlEBvm4t6Lm$wY@vR7Ng!kAb2K|k0Yn?RdYrhi#%8wz&zxt z6bCuk>i(SKYPrRbd?lUo&_la5Qd(~F9@p||RR1^qi9LTj(v7`7O#65 z#5DxN1uE?Wcg$Gyhhx$Fq*5STTA?IflwF2_(_(Q`LzA_+9)z!Z615+Sx|mugO4EOj>T`;@SH&V9)sgPfG0@3tq)V+&YrFWQ&YXgGIj!o z54zaz49tOq>zJN|pc6zrr^EM?UR)f z3c4yWN9Q2BWs+W}F~~)hnFB_W)#-#o@_v*yZ@O*jE#^&u!#@RMyvgw!J=v#$#cZ7D zAAoWvz&@Ds43)2X2h=Vzbcv>(3+f-wNG)in0BA+@AedXp789Dvm-(&_Bfs*1(K z^_CFtLKg36?|An^>LbuAprS$r4t2{2!oF>A%pb(|0SQfUHw}l+D$2{L>u>pPRGgM- z#rs~#add2O$VH{?F^pDg%MqE$7zH5b!=H_I1AUP=y1K<@zd8nSx!-Ei1_i}|XNNqd zKX-c#I;j%7An=S53*KL|Wrrt+JKmTk$(k9y@Pr-1o}>Xqsl z#+}Y^!BN{tS!DCgbeeQx8`7h#GR?qLZJ`TZk-Y4z#*6#2{*w(P@59P%q~<9~C6inl z3Hu>Xp4Ld|!eq=IG*ek9AF!&tqAYT~`PxP)x|2wn1e3J@ck7R*d@BpoQEIrij|K!w z{VX8@{CBZQJLsWYe|)k9%yl|wk{VCo?WHs+HwZ0PDr3upJy6X`W07BR1>cP`n*GJ9 zs^fwZ>s7z6MmZAel86D?T^qE$0<}&?o$Ppfl*@`(#o)xAd>IO=;T{M7{1Hl$zZi4u z=mA=p33lLvX_`U#=#3GJP*A$88Ts%cg}_qTtg~ZA?``aKZ;{f^D!c78DI+D_UD&mf zotOV0AI^jTeRVdwym`{sekWdCA&fvwXpj|)SJ<+Ja9RRK_a`s-Jd!s6@JgKAME9!S z(S+EarZz8>rpGPfjCM^KiGVxi4)9b+o*UOR!aK<~v!e)Opa@w4Vx%usfV}O#!h}%7 zk*RDB!X9)WsKe5Mv8Sg3R#mVhGxlpYL0Zcr5eeYHZ+FD(tVv3UzZ0=s!!P*3uMLI! zr5>>{D0bMGvw+e0n^Nj z*&N5I{be_aJ}y$_Ex{-PZ$v(oLey%hvLeXWk5pvXq$5j0RAKg-yf|>S{VSv_N*fCs zKL|0_Cf9-`A(PzCsBjhl!BlFo;Cz*zaacK%p`%B{o|2&(q`e6)AUyu|IOTh<<~z0E zf6CJ39ZI25Vb{;8NhD>~qF+q*!w(zTL}yG=?yoF6=~ zAKInNiX1R7XYvg*8%+jh^eC6I-{@2hQ;TLil0%G0nOcDX&3*sZC!#{72slySr3&wW z?e1z8o66BhBiMf%l>#)Ed1Kb_;@d?0SCf)QQ_!%|$+h}oj@xhYOOfgKi1|T_;cZ1} ztO#q*NXv_rY{?natP)a!r%d$|M2Eo7e1J^v%+(h)S7n1l$Mf4ZDm`nz^_5OaUn-j$ z1YGN-e7yi+T>aXB-?3g^`MN`^K4H`rNFd}|fJs+2Y^cbkPU7D`>8UgqR5Gz}9k-oY z#Z&@fCu=n8*{1uH5P$GcU3a2iwfX&1k7e~;0-Z@CMBe95>+R*gIU&Qm&lAJ+rD=&MJqrZcNU)=HG$G4LQ~Gh6di1~edgfa zH(L&JOEQOJo4d!2z|Yd#@6Eb2Vka+2jvLFWll>iYi-QYQY};@Y(vTYtYuYUyDp8-m z(COnD3uVEti{sT%$i5Kxmgr8Jaa6z(kyE4gyWkZHnK!II|c&h6x$ zheoDOK)2Jp3R5z=G+Cb|bSd+leM=L+^e2Ty*QG;TNtVN?*&crRnk@Le$ z2|cXXEly+EeN#a)8U0*`SHX3jv!FdqW@tlT41$ zf%&m?DvBd*{d0=>S7y5B-PN_yvpU;M8PbGIU6S!PF4J^x2tMI<+=M##@^j;_(pySm zj;ZMc@?GP)`}du39&Gi@96prjq+6Y5xhbtc__(m#hSP+93#0fgevv(D)wRXj8y#FE{E0LF6 zF>*}4!Re!SM7gMnrQ(a9EV5`n7_d_9&hd9@hY-3)2_zj8cvqTV8z+Py-9 zyM8W6L%uFLxjJNPa+HLUOEApH+#FI41C6S>=m@nBn!ipYu58oIrS9kG%GR_1aGInFe z&3iw^7RvU;hGFGw%I^itQ3>JD7i!|~7BlEjkC@RkQ}~FN5^vrTFjyo=F!1IZclBFiL z6u{W;45YAQB%?v)ED{=-hCe09nM;!DWfd$)A1P3R-ZBy=Lw|YjhpYrP;Q&DDo{jPE zgV;`@+sU67Sd!4Vvml zK1mChRc7|?{A~$?QJFtXBXWZ^C@&7+G0U3bRrK>k7{R*IRQLL+tBr51RKo^&L@k@% zhXa%h@!C9>9eYieWZ#P9_Crm#9Hs$8^w`t`PLMMT;iwPGh9xP<1t8;*W9sghpPgc7 zxuNLINlZKheb`MnUyZT*R;@m=X&L;Gj-o&1lu|^VO0)Z;lAs*GwrTdZD6u+|AAuZ? z#XbjIAPlfADppUWzd)UxduxyP<1MRfUE z`+1)xT|HDM@@2NLB*8*XF*N>6uZ+`h0N5-07AyA|_|JcE{$a}5VdKmLsE-1MdmxAK z!O#PT&emmF^<+V|V09MveiHu)D-q+wEv;2A;%vFPeeJDP{y<`fZG9`PtC@I$VG=*( zhlj{`*j6*;OaIKx6wDg79A^2}A;`MmFpM}Dnl7JDP^vCw_t( zqM0f@WV7V)v&e(RT{ir9@wG^{OqAvHUCEdM7SpXQ7i843hfYPSj@TiQ?QzYfNC0KF z15mBAz#;&v3jp7$Qt}qg_{!VY3nr*P|3!FTA172>Az2ygq+5xQEv!K$Lz;D`@v=Fl zovstRe59RFSwFkfFZvhq6Nh8IK%YZbEo z^|HRWWJGgJvxi?cwp>c4D?EudQckM?(hyURy^q?mMss0Vo1)YRkZsp=B-d+^APHQq{MlSJ)Pb?KjG@L=9Jq z4`98tAX*Z5;Wn5dx4c4Tobsr606vARxH4#IeZF%Mc>!9qG&z$QJeXwZ&E zdJO4kzr(x~L_!+=0BXr4NXc5db_<9)?MH>5pzy$hX zso&;M@00TINQNR;dn~76BZ6f+(Ig2^D*pBwku!XpZhP^IOrR0{=+5T6Q_Y24pub9e zyR|{>2bREXR~_M37>W%LgE0<{>hPbg{R5M+PPNs!%EQOlN4a~jdS;}GsJ{^5HEQ}C z!~F&tuqaEV5KvrBj3c8sIxdbyJ-uvyC`S25!^SgB8~d`SK)o8ad#2dJK((|Vh7h+%H}!DUnDsyEK)+^q>@5e=*`x4ww)JT01386 zz2hBc>aUIQ32FZv`eXvT*AH7M66aM_z)Kd2N(U@0?k!8yiDuCR>dtnu8^1oXHA}XN z+axgaK|AmuewJ22B;9{nwv-U?TWdN-%|VZO?DlE?bK&5JxN%>mDrdvdCfO8|fhQMJ z$b54MtTO%+>@LPV!Z)Z2*=s_f_4^$v_Ab z;Jn4@CTwgbOQdXCmK5MT>P5(kGONdwndL}Xe}zQ^McJ{f8~|w#^p|#QT`YqB9g}Mc zMQ?-=*ka+?-wW|0dIwesoGaf1=0vsJeW_Kcuha6Y#vKV?LN->Z1$Uc?Rs(jaOu9<( zBH#BjAU8OT-J!+gqL4a&$4ML;yz#9(o#d9#qOB58sG61 znTvOn_xHYudwisFL=&}yi?7d}8tGfkVdffKBUok41KgZFGu*}5yoCyunH%y%@rxk` zjv~_Df)swLVaNYzSbbew91QXV@Ul-E6%0Om-s8RxZnZ*vBQ4pbZ>RiO1iT&F{~k*N zzQs+V^nkkHHH7K*RkyM}ql&;964{jrZxFmzt-u84$`j}}9~k18;A6X#8(P z2n-^vqJHwFyOA^3(2B4b70M_=Pm*^1;sR`MQ0r)JJ+B2m*_dhkw#I16f(aL{sy~8`=)HVg+zgvh2J#} zksBl(+APe^O8T|Zehf~FrD`P$o?a!`_WnG(3%qq0Nru*P#Rk=iE%t%Q{PDN0C)+bN zb%6<-DV`O-abS7-Ivf$EXISaukRV$^s}-O1vop;j+lbm!#8ZDppc5W#nKW9+c9?x8 z%$hS2(A!!Oy7Ylb$stij06{Cf(-X5ui z5M2`k_Tv>3qn2AuU(>{d9pIN9J?d(=&uoExcY_-oafg;2$Qw2r+919~nn~;qtv4gx z2>R*YI4w5(A}!I6a*5XFXM3A?ghzTvac%61OuUf)x1imRCmr$LJo()}M3(`UmR6BZ z*r>M~+O*p=d*{;G^%{Mm)i7M5s|tq<94Ev5%|Td(+kAM||PhHQ`Y05<7}rU_is6U-ZE^pih_Kg9dr;CBE`VL&3=oFA8L+6v^DAacaZ2P;9c3=mdmssUP zlQ<&#KZyLJ(RYDoy`c_F$u(DpS0vBhEvgFDhH9rrc1sm}h)bRLcm0VeRn94ND_&i{ ztR8fEUxKoI<0uDqm7ZR(xMkCvPy_+f3PLzUDpx{)ZqJAg)M8kVY6}Sa^_v4hQm#1X zz5&UXZxS{6A96el5b;a!F9{!4(sv!nSt7ZL=h^A4!l>w=|g$(}*)xmR-ia?AlnjNt);UehE>>>+ZS8`VOSgx}5grq~R z!Dy%W&M+iSc84qmT@?d^_|Mbm3zRK~0hZ_|Bw#PCx$Jefn%ocaS%V($pDaFr#=+iBK(_BoF74S+I*^q-T88H}^ve7Nbfxk`_uI zrIXY(qLr1%!cGgC-4>Qx_P-{Tjf->sP};(dWQ((SJKn-y=#|vl<@H-~*7W^fpw&jF zHBTLdRvO%wOR6V1CaUMDsZy$`A@m8K+9lWbo>Z7U)GLQ8n2>oX(Sg?XAX4c~iZ}?5 z)T*7s-^b?l^w={K`&_A!IN?o%q#}Z5T_11eOXTNvK-uJhNVrz$exdJrQL2<`Eu_)hngzQJ>jj1~K)&VkD ze97nZzZ*R^ScS;Yx@#?KC+|yxooH@#NMzhDg0h?GSkl;q!ADmYP_q!`@%>BHa=ga5f>kI&6hzZ27+#uG2V?KIHfvJSEx70CQQi1&U0V1$bMpu8;GQ}i%o;{j`-^NTI3abAh zVF{5%H#y~CkC!>MRmTJz{B(CX)wlHHKC+1j$xEk~Wf%tPEEpO$M#g9M(sYkbMXkvn z&*5zx-#E=oSrmj#QPEwD=z6GmbToG5KD|L<5W@b;mE6W<4YztPUh9{%t5Ow`1%?uY z?UB`p$3Ob8!0L+hZezgz(67$9%C-F&r5umcHxt`FE*!((4Hn}67`7|*75QW;w(o{+ji;qMGwiKIkY$<>Y~(X}l@Ns?i) z@^8?zoVIA1++`aDz9LG&0G0z`M*FD`M6P#!V*n+lbBqV#E@~2I8ZkAyK~hu?3rp^L zf`5;>bF+$KBUQGmD*alaQ6e_Pupc66N7(4v#!VA2k7pGZBK^&4g&PTPLaXnS=)@H z5WkO8d2stah4v{5gF9P`a|+ENm6}L;P2wH)STO^tZ)L2@<}7sC+t4bh+)0q`(@K)? z{T*m;f~PK66G6W)Q-oe9a#Iqxf|?PwIdKt_?wC!!T|Fd$)A_$mNkR9bc%9hW)um?0 z@eOmk!XcCy>tEwQKv;F}{HrL7cS%XfJI#rWAe&B~uPLy(RrVUg(n}>Qkxz|%A}wQ- zqqI&)2gz3l7Nr)CYZ*q?1HN@RzxKO+hcv|fEe`>0_v{eXT z*kkJByY8z?h!?)!8xoi9W0?Qu*IE z*nvRw`!Cibm6D`jT<>(}0C+TND4V`RN6yxR9 z?%`AyEEy`>wCRxAuP=Eg2ipFviLH8TmcfHKgiDq!Y_E;OKCnQX*EraM+Mts9OlD(v zjuKlbz*bPBQ$Rj42ZbUJHbQ_R}z^^s9OKf*!1>7no}MSXpd*MT&1-08brdo*kw#Q-HNkG|CLgmzmQ~W&wxT z^N+He>5R(&&J!nx60g*^uj;~CHAwUfx1iLf&gjY?_pJP5>n(LQpAQt%5DP1wOOwzn zu!_r$X>)52D4XTu1pY=*HcDNT$!S7 z{`eP5nyZy)5MjP)dX7d?7LZhkv>mEQwNUw)-5Y-Gj84i%)Z5Z>)G_y&s`_ypUldgU z!KHnlbDLAC(N}2O)3G0-ul9^5cDUW&Guu@XXE8PIcUQK*wzyqspi_Yftd~(@|LSAb zORigUj?W)3jvU@EVj^aXVyVqO)()h3Q7n+7^4qj|DJnq#>EIHG4J9*8GzHx6ln`zk z^f9i^L>}TMtuk}1xakPD-!dZ?%}P5niV%Kty^>={!?7r5wQ0ps`6__Z|8z@fo~d{* zJ~>?l0E5#zqEbT`&}NICT@{van97}uyrM(hO#02X@RE$_)%lbxA@tJF*}{qehl9`G zXm4mwV$f%C)$42}!`@E7%#umGeNeU%Lc{IQV-~drL*~~?JJ;A!QFNx|o^vv=q*t$q z+T(!e^zFDBhV9u{Jn$)1Lg>@D$-#-(ev>^pq|ue#ZZBOrvMsFT?o>|O4R+rIBW`7)m5bn)T@ zoWo@f;4vnukt4Cu+<&+Mw_x9-di&r>>wSvRu$%FilgE^)85`w;XS*xeA!WRTR}FazW^c?gFxRN&)V*+)DS z1u+f88jx(hbRnG~oA#@?yomm~3{hVpcKTLyxn%$yx(Mw|U41ees*&&APZOgZ&vwIfw;)FVvOoqhP+?-Lt%viadAi0FV1(fe>w(!l*16Tzo<| zn0*F=c3I|b?Uw#OkajY0M=rA!X)9z-3J+p6da^P8S|rwpVY*N(ys9c4lSevyqI3)& z3QlvnjH6MSBXJ<3QAvnTKUlc`0hTFW=-^lKvgkW2M1e*JY59R;fjC(xz3jOQZBF{3 z$y5Tf;o>e9E~pqO8LUUUNKQK8ZPrnzX;|O9pldmtSqp^KgCY)}Pd^sPO{OFCP ze|Dm_2!i$UBGlj{8L0*rtxEUw*|ooz5(2Q(ykQ_s>eE{q;uLFw3YLyC0j|9{VI>uH zOO7QU~$wQqmq-U*^5VT z$uFapzudfNOKwtorU38)!7`9pdo51al4vC`TBpPsz2pGnfp^5qJsG34eqUOdSkN+k z{MhZewXnV=k9e-6;HHl!`kEr+p zb*XyE?X4u}HW+p6L7h+xU>ZV=n62>r)vq;A1m+k3g$QnqUM;kVgAM!;Iz=s+Zwq3# zQO*#Jtl1smdyhIsh}?Mh3r1BlB3P-3sDfl!#D5fq3_TubMrxP01WmP_yK*726(4ZS zo9H$aZ0eC|P5adwgIRE9OV;&5i~ztKG`F0q8my6+MTYAL`egUZl9i}kXmb2xu|`2PE~VfDq@MCq??^!%FnJ0{r>kwHX+t73W|^1R^uu7^aK z#^!A!?6IWjb<=_`5a2hZcC6i`YS_+g8qr$nmsJn6GIf<8(!s`?S zbd4XVXey@g8(I@rn(gHk*IQ@AD7mG^Dhuypg}DI<{m?2Rf?%Fj=BMNRRM_Yn!K~Tx z{h&}vt>AJ-D2wk&Vw$0Y4fhRs(P|E*4r6Py5ZC}W@%;1%vllAtr6eFmp&MEs=N3pI z4vE(Xs^#Ncdv5jm7AU4FM7Lx<>o+Mtr|ugup087Ht4nj8veW?>9z0^q;kMd24*tiT zo2u0w(VFP=jHH{`V|=;W6hCi6x67yqzTJ5bCURBIR|fjY}O^$Lmy=@c;AhJ>z^k)IHm0 zg#O467HJ5|)?p6pY@fPvI)3O+{W9IqRwCDLo`U+>2_d+jaWj8_pI}fQUEEKeRunz% z0H+xLo0Exol%M)S2CW{jAefBUm|IP4nGfZ zuO~OV#NR7J#pH#f>w{bX*K6f|Q1v~Ve1a&Kp_`TzQD5kz=e8f=1_HOSQLtt{!Og%# z*Q20~J_6sNZe!jU7>~qP9_Zv9ED^_NbfZ3{)Zu%PYAa)cgnRndrEQbb4x3+T)6sPP zW)-OO&4p7QFH+QnaCd=XR*4fV_QfxkUD8pZLV}70uI}7SK%k0aTW=gi#m~jZWG2Ey9u+8Di+xV z$b3D|GbRl7s#qYV0n4pmXBftApv2`t&2bcZdmtMwPvf`&~BjBdPOXChG`z z4%Q+ZMz8g{0hL!4RkX@vjLHYR2Vt zB`g%CmKbnp&y|OY(SixXJaBnt=;J@jjg^;Z#QuIqUxs%J44pOWTO}sh6*-8-!O0uz z=SjfY=rCm+_^z^Ksc6Oh4dyaR)svyd!*yUz!G?UNn`f9OcjVy0Bwj3I8wwFEZbL(w zH54ci99cXC4|GP2dn(a#XoRyv;pkbbEOltC{(7uw-}XoJ0vWV?5x%*`(pj zx%P$V+!qNu;ywxai7r-$R!Y2e%P9fiJH{Zp?uNpRGa3gSF2yI8pgMwg8_+clun#!H zx9d1MNc`|7ig5`AVWkjDzV$S21bth(`C0d%C_8rp-(|D2-HBs*7yhtJ?nHTo4Lyon z6Q>jQR~)u{nm?LzXeaPd>)E0F&CmMuLw}vZ9R%1yE-ulNP-LfSKB}V9>LJ)G=6~}b z2A>h!Zy6SP6+p3A|FOOq*+X&Q6qw7WxwwO27kML>C@O)!y^rycK#akzddLP)O#XQ@ zk3G`hZ{A?-wSRIoYXfA?s6h%Jld_Y0yvz5RNcJ{vG;DAz?bZL^6>m0rYd-V<@Oe@^ zzn2co7S^s>Z5g50hJN?Rrn(dkd(4-g*>RS*??>7hjB5*5{4PaJ!af~Em8lS4|EwN= z)9MqGnGt(^>3$^J(&X~!O!O@f3V%U<0Qb$n?W|ez7BfImLwW)%^ol`tY{-6;`1)|Y zM0fbk**H6y)<17Z!>yDgP>}-zTfJ+rth?YQDLE_n-bziF;#Ti=Jb)e-70+h7ws1)& zs?h95)3CmLC#DsDhJSP8Sj5~0l4>yuzfdXw@w675&u=Z~4ef@f!^i?k;tL32&_E4q z1pFzh|Gno1`jss=@INxm%9ci~mKIKLyat+$^Z5n*6ueLWp~sKw{CcC`J(1?bUxmcx zk1rNfI_hlTv~e&zViVt~-$4>JxKGd>ggFkH`r2i=gwtNNG4&G%{E3^DTea2J6KH1p zVUJBQR~l_#&)cVk7<<^XA~(JBkK~#_bdWv9Z|ER^hwqnrUumK)4AJ*aGpWf{r}{S| z3K1c;?4i|lK<;Kejknk9G88uOY>x!qsFb+p+j2k7$A#UQ%|PwYyeZr+^_@c70CBTc zg)pn+^!1bNvp?}Ke_%Zsb`GCzLI$iu<3zgY}>6qsv@5*k(R*|<<>9>*NL@RQi@WIo0$tiLQk z5vRmA`{yKsfKf(CGfnbsF@0%DcF=z$r=~nEO#>{&eXKtc&oLbMVwTjri%xSj?#`mD z-To(Wx#xV-Gc)M*7I3AjG7O0(hyYc&DLizb-kR48T4z4W>&$p}>cj$vlbr7g&VCF4 zgc;1sAL$>9>a_3C?NYeBegU27Bkw0hDcF!>{D}`cep$DgOw+4Tc^eHNH3^G}3_R&( zf>L-cWM)7B4ZzsY50@FJPNOS;l$0g#LC${UWcLRhoiXGN2?D;hFpSq2W)NtKrUKlt zK&7AF%j6p5m|q_u089V@lhZ5HA@Sks%lHjCQzQraD4CDe5$k?*hmZh5?Sub1kWX#Y zoW0<$(p^`)-5aQAc_p<&yjcQ z%IrdI2KqL&pgdexa@CVB?n^lK;JI6iQF;ST9C+%WS&B0s zcYaOGAMWG!H+V5mVIRn2X>`xl>fNT5&Z+TPo&i=AR@3b$z#K#oYn$-=j2Um|n+w~z zkUBl+48rA^L?&k9(Gb$RmVJ!rBswR9Z{P%~3hQy{Y}G%nXEu?KIo9f|YD)S6D@zJ5pL=E~!SKH@#&UUImw#xUUnpXR4bT z9L$=Re)X38I4sPj6AR-i(&0N}sv{h=Hzo+2>SN^MBXW@eQj)yF4!&O`7_+fjqkx5S zfx|l^g)v&lQT9y(o?doRl>T}MUJHI5^_l9>%aWM3M1&V94-UN72ml06>=5*37BeEX zMFn(*DX;z5H=@bWAW{4W;8oXd7`gbeO5eCj73wMrb!dkjo&}y6syqg8;uRH$sv>RS)-bh-B~c> z=z13#CH-}bdJX764Xl)sLIRK>e z^jZ#I`}G@O$RUY3kym{Uwh9k`#7H|ibhXDEQ5e9fgbpZS+elFp8VfZIH<3V> z%Z7_2z>tWPTim?cTS_oj-D*Wh?Y=uYAkqQU0s;1DMzWQ8I&SZiRe6U$YP&(HcQ+vY zODIl>-F9alzmyi4VKE+Yeu-1@-rlbS=okNu0#52Wt@FS)h|=DBbF=#5V$hUFm3MR@ z-uY&BAJPrh55dOdmi0c@)e>Chh>qst!k!E?-aJp`j7Nv8B^{*~K%sK#kco1)y83}v0Q&W|7O)3}fSPiX*|q z_znKh4-|1E<|f0Hb=d{{v`eVdpQ3(gQx?!zv=goh6eQ9jTc+x^!bt+fSUzq0bP?n` zP|s)m${hFZe5-K=Wj^eE)O=bDmU)Ou7cm)UCuVzP-SF|hNyD#mcsDezvq*|7Hq_c% zOFvCgQ!@hJ3!wuMXOmS+5X{FGGYuev>N4y|6mBkuLOae|@S(-ybwhi!oL``PD}61K zAKV4$VZGs0^uNHVcK~wn`y`54Y~l_7qKKn4Zx{ z=Zg=kJyCdmLCcx+PYPe2n9%ZP6n06}y0dA!FXVtv6bW6|`Yq9Clsrrv!(Dk-+}G5D z0NxB7c{Tv>Xkzr3t(>cO$J&+BR4cr%(xP|yaqh=|p@JAbc(-DZITRx~6BkmoUMJ?v znTUv*_32nn*nd>XJH7GG;0Zh4@5S}kIRmLq-(HGGOXC5D`!(QVW_w!AFT09D0G8a| z+nl9pZm`34*UzOSNCIU-*b6^4uHoW9&;q6J&q9}wVLK=t(CCj?P7B;5Aq-*%XB`yP zh&MRwOxFVO4~+Am<&S9Ggih+fp4ZKYwXM+%yfuM2T=ta)re{4l;;s=Lx*D_oyhHR7@whKG>8Dxc7w>M#cS$ng@LGV*X614AXK zP<2R;b*Xgod}Xb=f6ZDgqaCyS^-xpb9jM5GdPz>Io=L&s?hthHQ3ilH?Wd7;mx{;= zRY&6aK?M9#z4-?P>^Wnm>Lpq#WP6F8Q`xJ@%m1$3scm_1ony$l`)zL*IpW%rDt_Mw zMbl@QZVIb#IyKEsH6awygnG~a}4tPhX zHSMDt!u2)oO`N5?ELG-TD4pj-etQZ2lQI$EEa%P}r5(AfEYxK4=RrUO8U#y2I5?{d zSd!=u>+KXum)=0sIpPULp|FMrY5grT?$8NlYS*^ozL230yz0NjYZL=?=V~3_gd2gy z!CCn}YE+*5^{n)F8WOB~8yOwN>_3zI5!nP247Bo#*(pS7-V=jf;`L0SNosC`@~~fI zEiM}e4nd{$VLxb+XmWD%GKN$x^x?rx2~le~2BNwoxQtadcBb4yUdMXBq*4$B#9CcZ ztc-x|fI&c&>e+=@F`s6^$%OmD(}gGo1!C+hYcUKav_Cj;(@@wRM9jse>Psr7sLWvz^!j3qpLdo*?u zqkdBm8s3ptRd6)FZ6Nf-=_-4|k_4Jj3wP|Yl051^DZH&(^OTh`vUCb&$@Y+)n&?VT zHKLWj+}LtNHXR8I&Lbo5=(duFtHmM}<8G_)fwl>ivd=7l*``gEEziiIl_0q~Pj?;R8g>olzOm+BFkF)9jK4}T%-&THdGvwQGwnF8#cmdg zGgS}V{GqBp8u9wAzR-Y3*XdDG-uDDl37Bx@%as`6wPH)8P^_sUELG~?IA#FJ2SAA3 zLSSf$-*-Dg#&{i;1l?5>tCq&Wae+U1U+o6n)FtsLdsvJftL>omf zIN*j~XAwxCUHr-_v?v9ToZ6$4$qp$d!~8>#wy?7{qmLv&^4sJ~?9h#3SSCl`o4ETX zRkG4&-R+GSG?Kt{931^@#;0;t$Y2Z5tF4YZ++3*X+gi?5N53GG@L4XwrT?Tp z8YHfLYH=OMj=S?RT|6gLcexfX#D)gBH48fNxB+K$-hZxlx@yn9S;q4R7;00Ov{y$6 zHQd6GA)Y+DzzBA8yTwk?s+<^Y198y1Q5c86@&h7G%csEQo5H*cd^HKT1q4}5v4wNq zlk~CxqJ98qUbYLs3+YLxTC)!!2Kp+{x9NRx^#%E^Z}B3;vfR865{!>=;TQM+F1@7iVLT-BCnJ5ZCBN%A~HO2Hf7k$C_<4EC1LbGPk>;YgE8p}DCa{^;n+%Pw(#ZIN1Dacd@Zzr=o?bUwYlFk zTrCR(JUv1^TO#DHzjvj_^g8p#`%oLVEtSGZz9-lK(&W)`RQoms>EYX{k%;JKBN~hb z#HMmqr;W!9N7)$Jddz)kucKKYJO`;EaRj^G8UtczO(1OpRQ2qyXb(CfE|?ld4RC1K zZj>?zf9N}6)^0@4Xn`Fk$0jX&^Dj_lAP}XNi?3p7S|G2PDIH{ zqh7`0JHDRwekS$`5%U(3u3&tWplo%leWrn3P7cp=-AM1$*o3c(;v_lP$E3o0IMa5@ z35TIl4%Yl{CjYg`gp7>qWt~pnR6o`-5PwX}IME7uaQy?s?c$NyN zoDEzuo9a&z%@bla3fM5w%{%>Im7>2_(=H7ro2Q`>P#k{1O+ryQ-U~8s^Z~-nDtnD3`HT%D}Q3DK@VsWPoAX z4SNo)oWa2>(|ZJ<;h@A<85YINo#GWiytx8xkfw9ZD}h|mmKrP!Ex`uzE7ijVE9uEq z9hhG5Q0e~WC7^poTtN)@@$X39t*NfFdABsXSnMXj#O*&R5Rg&KYZNPNFR%k1N4CY6 zDk6*hN||Hu3{3Ex10XdE5uu!9pNh}%`{b^d`O z3cWkT(0tZr9fsryP}U@-f&iAHdY~7cQK2}={Uqj`faBeUP8?N-x_Td7|BzsGvzbN3 zPqAs-bZZ*4u{CR^2vSw@2emto2~f)shZ`-?Z}y#{LVZC5Q^Gn4z5MMFlY zkqk8FBCmwKJExOh2jvS{hxuoRsNrR~{~`&>$0A?U=IP*@Ic#*+*@%j<3y3otXSx#+ zUQO&EFHnV!NuGR82Zl>=;Vx!%4_cFqZ2_Cm@6FRq(e>jfON>_T; zJ=c+G!SQi0ytZD0wbe*oYDy?M7t2`e=7Dv7+7?Z5$Q^QyZM3eTi{O)@9~an7GkTwDzkJ+{LG?2J7l@P=hW-2Wx^CJ3>HCF{QiaP(_HRtKcJhG#OZda~|N> z{WiIr@#u>T2n~_c7zw$X(hL#rP@MZoWX0*fKFNj=Pi^?A-My^6H;I89c^0Jo%?4@t z^t{l*zasxHDBCOGZUo0**t&gUA}g%ZFYKndj^wsr+TU+jII#sbCA92#r;i7kIvkRH z8)p3pibCGpu9Vj&Ltcv5A zGM7*cHtrPSah-|W$jTb?=<}dvt8Dg0HP16m%*l{CybHb0>!5H@>>~;?|FEMSE3xrY zbU<%;O^ZUGnHd8yAR`9|K0GP;8Pio}wf#NL=|I@8xL?&e)Brk$Z@PIUleE#bDWS&C zfGT{)PJ2xlXM>&qpOckp^8mbbqyAJ9C?evt=>Qu2-7kG?tJp-nwJpJu-4!j0{3Xm(z^D$#g#NsIkB(&X5KUw69 z8pQ>Hr!{>$IJiWQlPpMQaDn#(u!_qKrI+Hsr}iXI(|`(mMr72{8mpzbj~2u**0H8J zCPS_3{EN2nq`E^1(PYqZSpSsD8gWbb`3mbe6uw1EdyfpdMYs$Q90Mhnc)D0%9RClz zEu4d48F#fH^AFI$sT~fYAGtbDev@QEqx5~Y-MU`JaX(dGzYigr$<4-FmCZ+-9KH_+ z`~ri3Zrpo9!3EQM(Kuvlg!oJ8H)85GVwLA9^4<~eV8hIs=X=mUVw=03yz~$#Q|3~G=JbNzdO3yH_E_2Px-)-?+|mT)0XtF>+%EkI5q2ruhh$Sv2{!8qXtOnAa zuSC|j;F8_Dnj)*x7Fr#JrRjBiEPIwUlXdAb%g2cGBq3a!{^shze=E4hN8m!y)h_<5 z#OCwJp$BMHi!mipFWURUXKnw#6ZwSTVJWH8AKhyaP8s~gwWJLfGJ$Bmv$;OfI_ z8AdcW;k&Lsdx_cofO2~}%PgclFjJuEfa&7UBwL7lDrJ(NhJ$)C4%Y0N1sO%766%LW zjMR5E1+U(NPWye0-=b(J-?`NC?&~BUVG-8dz`^uu4n;&sp5;ey9 zQyMq4SmEC=S2&+f5jlz*Bq9!%WPF01S2*dv`p-Ytirc6(B^|i~!LPqUDH5TqSd!Uu%ighlobLIkG5q zn+V#KrtW+X^Kf}KBFKVxemHJ#ouxwu4_MVlhBo9x?VmY9vyx3}=wY5Cdv*w!U~XY2 zP}77&yVlkmEy?+0)I;Y0w;~C|O0pd4RW!r)c3dZL;3y_Xj0EFkQk$Qw`=kdfF`FQs zg=N%MH#H{4yk-0}i@Rw{fxmUld_shd=#%&-7oBv;sm_Ih@J1s$M1U*ZG!{?&K*Z0D zNGc+w6#=dp@b@G-2<12?oDad3nvR$UXj0~Uxg23y$#vNiT`wX}sRNie>M{kZuupgp zlK>-@JN)I~NvQ)xV+yfT{cSC+q#t;$p*$Vzp1i{apcj(|mHc;+qwu(sSR5+*rP6~l zvdg{8KRb#0!|F?g*Jf!|-WR*;?BXRvlpj3!P6{#J+1(bV(zc4hXe|FCgl(iz4CxUU z>&SE)h18*DrHWguPG(+;qW1%9Z*PQBM0j>Hk)rO%Os8^ahlf=}g@8x*%y~Ufndanl zGn#Pp-XL#ko%O7AvqJ<)F9#*zGHd#AyVa;M4pm;of4uj~#9hMWNJ^QCBkKahT?OPb z;qlSOCBfUnON6)bHkIm=TyR)dI;0%^6o%(Lg!`|~8jX_XY+Y{sGFoqX2Q8wgbEH@j z&?leOIBACJcVw^E;LjHy#6q4f)&619Uwkp5X2Y9mGiLl7Ud0b3nJ2XAak3#&#UQBv zJZA5f0e-vkM-{gncFKk5VWs&f(@QHPAjwYGcX&}_o? ztThCXE`opAkHEi7&C+X-F6mT=j)&^)JFJnpPZNNZ;7U>vT+9{7!t(ySix0ouwYo|d zuF#9Qgi(-ghOwJ3rcsO6EKpvC@c~O@<D!pLN|s$A@yA-8c~wZf zc~>xtKK`(F9nzs6ou|VZAE9QaLzTzUum&!~tSZ;apU2|2Wr(YBon9E{J{&fsWc6`W z#<7HE{rCnZQ6)er^mijnoUHkB*{0kRR)#(H9HcM<2nZARU|vl`ze7JYSWY(G!D|U_ z#<;%8mhU=Sym2n~C1?|S$c(TtbEB;^g$@p>Vxy963SwlwH&))P=Q%&Q8w#){C4(BHM?NT+#i=vmJBCY#^@wkXM|QXhL|Kjf==_Im ztG$q350s6X9)nt$Vu(m&^81eE`CFwX2Ge*lDcGk}N2cWQOjhEzz(o~4s&XGG=FrB? zA}+IotR^}XNAtRVDVyXQ5LUr+LTfIIfK3!x~4OdSFg|^%sQUIhBe@FAN zwifjoIcr1&%}QODKRA}20E|}t51Nuq&SG#iglEnG^v?lv6hQEKqRaMLaT`fcm^;{sw8bE>@fwrq1 zie_-TZKTSOz19jm7#ivoY1A7b4W}{D+-%6eQiWOu$ifrTU1>0}8BO8EzJ`b-@$5n@9Nl6y#n9xirkK;w<+zFjzucuZTvrje#<>y>qcHR zg$b$$qY`meWUy_QGce6j#_}2`lMqlcZDnCr#CIAPR!l4EG?U(qft`g{&{TC8%hxY% zeFBAy*gHtq_q)8#1|#kt75Az;lM%HN`pK$Zpp~wHE-_e*q+#~1XA>b+^X@2v51Md2 zC6V0rj?q-3RH@z8^TkbUpV8;E`}xHdxKhw>orbj&Idz6`yC;33RCjsI==+Yr9;?wB z2f;%1&<$MUDv^#D4Kc0ndJ>E-_VIXwa!p3YrlpL-bf;EMcYVd8v*vU(! z=6@ZaFqs@5#TvFaf;_%=0n%_X_60 z{nFr!noW#qmEHp4iHF#n`KBP%{c)5xZg)Q%S$_v>{Lg?t6=0l902gCQoMptJ4nOS` zjL51`(+#fxj44clIVq!|ck7EbJ-e=U3jq{IySjqM+jqH)DJ`MJ=;`N9 zn;@#8e-tDY2DPR0L7N!dCR^@z2gw|$d&vKAw%Q3>6@~`WO@}DdJ$?I73NhL;K(g6U zQ-92x197oFHi4ZS!{%m!&nM@{0m@U&D}*2b*!ec~>#{{pD!X`S`lp>)NnKmScNsQ; z30lO9Sc6+Pf=WLdHlcuAC8JTw%*M1YHF4 zblsxzrv1&U{4>lzHBEeg1&hkf{GVWylpCteg6!UaM_*Kh_x=O_1KvC|-<-0NK)y~) zEKPhsC@^rzZcPw+MLDM_vz_(d_F_cMK(A1_Daq4E{yPWT4%OsVzI>fJ5d1C?r``dB zpJ3zfQ88*)+QaU)P* z8d1<-PG{|_znDlsl1}T909_F8LSjcP=5)`5?xh)(|4|4S3=};;<{b`B2FuSSvWd>N zS~`zX*6I)tq&aVdMpTD(x&}swn{^{&un z1OS6a)@P^C5sjvfEg+?^hshRwfG(OO!W!?to6&ico67=*$M3>*X!5S#;~&&7NPy@| zK{LUVJqq=hGZNr6mxDH&HJyVTQU|gdVbw|qxJQF*l=j<(cDn*4`P&zh_vFOK9r(ET zd*SDbAz=E;vIwQZXUDa5JJtf?Tq7Z4WA!H!1s2v=j_@MRFz-|0So(RUGn)25LH*&H zV<3OMGp%Bn25M*aeE!=?0azQ!Oew@~R!}Oc|4ZAdf2(pF3=KnE_ly`GR=2O$VP{i<80(nU5g=Mb`ZrsOWCFH-jtq z$Jv*BUd#U)!@0z_X0!jFjStl{{xXyPlbcRU-QYxw!MNYUhfWR-|L2v~(Hf<^$-ZW@ zFX0vvq&~>wiGzPm{{K_(WO56a_#*YT#o1UBRsEycM&YY*>`>snGqzsfw9A#a21E>k z>{5+)|3cdn%Z5qi_@y2^h{|D4V6P^5UD3Mu)NcqNH@xY;xX-ENvxDgp|J~UYfqWtdu_sJ<#v?+ zYHI7G=qk4yueT}nxhcRvHZ*?P8W!NyXL%k3xD(h4_^AwWO%7MM>6 zbfS{V*u&dTjE8|{AS5x_B(+h8BI&PU-cov0LK)i;Z!3Wl-lk;N+?GkGgMr)=D4?sT zv7}$VI>yZ^b6uaFrU*&)G^o#PWX7ri%$Po^r z7Go+Wmm9mWfHur08A@f1`U+-@?1gU-R4@U4#CSTzzs&;besHV}exv)E=~e_}2(c#k zZZ3ItJX)%lT(^)A&yLDKE|Q3naazi;A!R6A51Oki_12{;#^ACGQFw$4pS}8r17=Y! zbOX(O&?-1pzCtATf)B~goi|?Rc05WuZeBlfg1qWeyB~5WF8!Ig9DJUrog7ZBt?;TH zpDV!P>9I?#f($QCFo^!2or@p_N$kmQm*JW`uxc(xkDtRhjH0$SRt%*RLm?_A}cer4!ui0kZ ze6gBVmKEXJiAq=)aa(79b4p--_hWAm<-;~~%NPbzB$GyC=8f@gG7P_QZ98cYuNTUQ zGuLy0tS&k&dCUiKTqoc2jg?sQIlW>abQ=~x)EWUs99g%-P7cg71%BK2E6m;R1;I+D z@^2jd`LUU34XV>k(iino1xhU9hVEZ2o|f zRFV)T^PbjciIr%K&V43%$@=$D9Uinv*+XLFznlFT*~mcv02=cKy`s93Ne%T%J|rYQ z%CWivj0Jn4cu-(SKaFi|kJZj188x>y+l@Baunvm}tVPULoPO8atSlWWnQJHN8MTM# z@U4h_G8k#8x$p0Q_m1k9J$ii=8ihy|0uc%&aT{AtP*ih<|1my63&$7%mdd%$T&(`yJpT-D&QEt9U3 zvjI=o*w@5SDHDb@0EC|Ek44YJ($xnn<9ec7CFEOeob*X)I9Mre{VGm zFR3hhMiv|g%&ygIKCHNsA8YYeQVPJ$qc>FpGS(BRr+XT;4GI~~VDF)N@;Wsno(u>% zg3hYb+03Rw!u#4h8p6RejQ>YV);N#UPUN?3iS2V)+5dt|0MG2IW^VB1=6lNp(yR|r zmQQINE?Y@8gwp=H;Tel}^8ikE9N5rD^2($PB+jflVU6W_T~;u(l)PGzhU44Zy89cr zXi8Qr3T6DY=WF;QG}Pm6t^2Ia~i?*`h5*4h%iZg_)P;yEdO5dH(zDFzs)i z=9LMiDZA>ZJIS)WLdQS}yoO1^H%aTOCgdtOtvo02T8S$BIjl-kgx9Mlg~!jymg^ZX zJ&}|J;O(;dG>am@t#I)Q*ytCc-0NmRhI3QdWRO>0 zWih!+QQ45umFLA4Zk{_=X}zS7qU4QCt6se@?i4vQ_TsX9cjqzIxSIPg@9hgr)-4Ve zG1Rp^?x`Z%7g9KlvzJB7&3Ix1?fd{Y6B7V0b^jpl<&T&U+7L3rW%Ni;jp76D-SJ?P zQz^yJhczKk$abcNCv^nybq923z*UN}QOz$No<$BjI)d`mDKn8Wj4W6X`1n_p2WujyHOqYFxW zNgXwl5{^;9ga>YLxe5ZmzgWRTIPPcbDSs<}mP*n_nX1ua)lG z(<9A~b+O9=3r8Ukuzpa4nu1uvnv}{9$;&WZ)$T4o$I<}Xa@I9Ssp%401wDZC z3Lkg&_=}^Rf1l&KHW-yv1tNJS4I{7!&+$DO445chWNe9-LwNo>#VRE~QzBj6aRyWQ zE$z*6NUvhYW3#2O_f-(_kD@fPez1oxKnq2DP;#F6{6U|p)5-T)r z<5>rt?03G|jdI_wmAM%>zD9Q?Yy1+X0O`b%|LQf!dK%uR;y@i$$qv-cK2<$r`0^JdV*AW+Qdprtx5hYa8g@JvdDa?QLuGBi>%~aUdf>h zCt+^5Y9S&%cz&=>p2N|rtn%3rF;i*K^x#TS!E55G*f?7`mZ%b z1ZiIRob<<*DXWHag%+mbiwHe?#Oy_6a_%r5TpF3K0o;XuvWeTsWu`P$6w&O0Yg1Uk z{tY^5K`+PuHD(3mdY+ZSvd+x`4hnBr?EAeHx9ZkFS)g=qIV(Ovc1?UN$+zLqxtm7Gp{Gl|~`zr&1Zt>nJ5A z7QMh8!reo}MXj-xuFmsJv?dCwG4mj=2Cm<9*$md3pgyJr=WOVV8IVYbA1o02oq zhaZ62EkVbvjlaLmQb5dA5+{r1QO<7bwQLi$4K7rQmYw^rIa1fHDJrH%^1fie%(QCY zLCJa5WN%}kzgfs_hNG%_ahyb z8ZSZTTJ-!G5s2*R`9u)8ZC;3|O{gw8yy^%Cv8=dCvNJ+SkjYKtd85GBVnhTcjoW^@ zQ8D67R0wi{^lvBPG7NJ@x01*bR-PLz` zX=8zC215Csssh}?sc3Z|nIhfRRn}F3B&rPHT29S=sPSO@kvwu)V=vm2D|0}?Biy1x zGgYi0o7~QCQ;7h)_Sc{-SqT`yUU997*zbE*V1a-Ngj{kWc&fDTa9V$?!j5Cj8>G+) z)gh?)d^KEr9pG#F&AZV^39i%**3gbe!t(AFpXg-7Bybz^C6OW@hdDQVVml;L zfVG^b$uAgIs0w4*!_P+005syfX1ba;ahxaK)9qWql>#d!3}aIUgrmCFdCIVM08y96 z($qdD*JorTqR{qz>%e-hV{M@8(!zF{V1n#j-d&j{#Ygjy$#4H38j7<@Q|7UO&5~SK z4E-@#@Me>Rp<<+>O$i1EsqERR2M4L`%n|-M9)1;LcyZMEK6$ z$uRo2I=DAd)JHWfsW*RqpH+e0Nox~Yv$Hr5OgS~W4~!TSQO<{F?L4rMv}MUdjeMNz zE`iwa;Mz-rTkTL1VpanuIj-o3^z$tX%6ZGQSqp^_kDyAH$KXk^6tl(cSH+1#$Xqu@ z&aMVL*{`;Z@4bfecW{we>gM*M){5vN9&Iv%Epcv>_z4-8%@ZG2{L~>}#Ra_0xvTDp z@khENWF{g&ZY_dIynAW7fvnZdwvZCI)@{%Vedxrnp5>frlFf5wTOhr>kM&!*>{WFu z$4j7^KPE{@l~{ZUOa$i(N)`jJM`_u9ezd{Y8S=taw%ns#4DE$i0^h;J#Xpco8ESZ0 zw{I3bT%c#iLKvP5bonLEJ@p#;5k&W3%vXL+d(MF|ghRUtbKKU&WTM?1OV8$Uw(l^_ z&<)mHepVvZf*%4IExAgLm&R!3$uKX+*aMUuF6QeS$&ppl2ri4p`kIDaJxD8i^no-q zwqB#zcY^RV8saq0s`bpUak1$FSMs?>kwe^w0|{;T`wsT;+Uk}lQpAgmT$Kn#x+It> zBJK)(?-@P3CP8j9^3={bCKo)UHZFtD7K_d`5#xlbbJ6=-tj8X=n#oE_lx@HN$elKw zzwnqaJ6mj3{+lPl!Zn;j*{v}SpHwSGF)(amD$Wy?$&`(7h z9f`rLzS`gAlXC_#_$8%Ez_$4uB;?gp6wM>rp{4yH_+2v$QK}Krf>T;mtv_|E@G@a)rcc@&3TN=_2*#7TMund?z{YRSJ+u zdE%<*lvW-P_MVu}1Nrxa0$St)VMNU`FgmWeif9VUOzf!TOcg*JNgcH1ax2z((33&_B|@(_@j^g~HTD9m^eXAzo_x%aG!HTM`29(RgKh>>`n1!T z5A3TR|AqQ0{YEuK;6T!j$wX|gdi1{of0MS8Gb7DL!WQ%Oj*(nwguez4}-xdQ6Gy|-0RYQ7OYZ>?{WA6JM-PCN#6Q3uhkiRNl!B}oT(P;^cGSWd?mpUD>VpV-YzZ5l@djbQXMPvyJ|BrsN+9<osi(VCA($!;Q81zI_WN>;Xn*Jv66e?Q0m7I zsZG*y!j~qu8l}~Ru?ue1-LR!yrqGZhOul;l=Padr7}NMQ^MpOSZV?u*Lm-?<6g1E0 zT@YW&;^X9v1<9Un#rTs4z^qOxkBF^M=Wa02#U?>RzeLT)ER079>i#_B8cND~__h5T z`C;KmiOS3h$RIjna0+nesA05gZUk)P7A=tehy`x-0ylX3|BE!e!l_EGpGeI3;uKH! zn+RdYAPfu(H5xi4*p*xg z;tUeAR@5<6D7q8An!9nkVTcZzjTC!Jl)e{KMU}dLE){Lr89!!Hx ztlIMLc>WUJlUB(}exeg`LOU6){`X|w*F1eCxyj#xHw&A_yg{mSU5X~1R=-Z?#r4JX ztCQ@%Jycm)!iZ)I%;+UfI#!{)mtSglmw1Adz_q9yf7j2hqH=ud<&;UQ&g@5+*ynOt z_eeSen)EQ;9)&ujOY(Rw=&9#5^Ch)gU@)`cyJjM4sHAH%KvmFksi^K2A+k;(m=N4K zhEwi%rX~)s+YWx1RlD5()Ksa)O&l=Z+dQ7Wp|1IkfFta}DGc^$EUq?=dTh=Nk6qJE z;ytaylJSp@Oc`FwktOd4E@rMo%rUIY!i2N|p!o82j=Po>2!vSqNA-KlG5zDuK+;pA zjCSr+DHjm`Lpjc>Sth)6TH(!&@mf2GX$s{Mug!pf1)b^U#>asdJYFT6(88>T=H{g| z%!Fu6&?8>jiNm&t$(U94_u({19$S6FcMtkrl$b?wYyH27W$@v$ykSt1!cSPII~cin zC@e;qk8?jrF=_4p!}xU*QQD$`5NN^o93r-ssA=k zCTtf1!>NyUWFtb(WuK%^gU6tTJfFxtRV57k#X{;kgn)NE&J$EZ3@G@PJDNtkVimrnH%CWD^?Oh&8`FiX20)Q`UTmBc^uMR& zPJ%}PcB^yr6Zw^N`yCP*E9-qq>7e4Kxxb6QQ_@lv3Q)VyVy+S07S({;kz}PU$;yJg z`Lz=jEb5cQ66`yjLk7F#cGoW=z3VQ`#uLVw!98uq+f~hN2;&~;TZaG`ur&Ytt}DHD zd1xLH1B(a2B%p)8qUZYom%o|?8u-?y;h3I~y6L{gUiiX#UVZuS9>;kjWG`=tiV#lv zP?h2K6c_(GG^3gS+p1p?JWT4=h^~0?ww+m&@RKfftHt5 ziE_38fus)*w!bFZ_&ZPAbv#cwjuw8*2-8wgcEtm^)waYJM7EYNve(ckUmM{nhvltf zR`F8MNcrJS@(4aNh@kFYfk2|1$;eJzp1A=Rf>!U%U&+{}7 z4^cA6E!MCsq?X7RU7`u@+osxmmK5LGM_u%>1A8?3TRlSg96e!X;UCIzTrvZ;^*km> zAer@MFo`R_kX}+~HXE;%5zRWZJ&Bu(7b|7kJ~h`9xe`>@!=R)C0f-fDa;l3ERBdZB1BJRmHwNR*DR-h+(S_+ zINR?i2xMbba+5Jhi}RQGm<47buZNlv6iD<<;xdJX{8$9tdMrMr%8$~?q z=Ls*1PK1c=IV8qYjnC+g)hcUaY~|n}&CbGFt|AScvQAEWEQ9L!9$oeQX}(kpy|x(z z^AbO#klblFIlvy_qeBR&cl{B1hh39%WXNYB>~A6MJWQR4s&iT!PCvb|*e z8~}rtVJAn zA#`%!mg|odK33l;PzTPsTAZw4u zy;Z4sll(KhXS=97Ulp=&pd7gE5#N$Y&ip8aO#36KZ#Ys%WhR|H6(}XfY~RADPtStq zapNsR$QG^0UY?pBh0@fo`Hpzz8?xR{S*?x)Fl4kB=u(3AiHwlD2QBeCcT7lmyKSEXXa` zPq&kgltyl_*?VzmQKcUVxh-L7I04ljpWm?}ee8jh(^6?bmN$jnE>7kO z2^1uFnId1ta}*nQhevzLe@}!9^P=Wl3b|+r#B5T!`XuU_gT zteL1b;Fu>IEK8B;U{VyU8OjhQ@`qqyDNyFO{uUV zvBs{tcrLB#!Hd@8ctO0#7OFWLlbj^-r3<&au~iupfX z_anX`K4$NIXA!*=K^j^oj^m+k0@6ExXBy0o_jqZN~3u%u$PyPA44*IoUF5UEoqS-;m=Z*~Iax&=NpNI6m7uj?>! zjeXo0%|09jN55}NbcAsc;YB}9XzjzA<6)@uuMcTjJ?HhkQ34?5t9C1z^81bGmGikwHCdNj)sU}i;;7KXd6t~Te2>!Q(A@bcBrTt9uW_X5P&um~FD{^EAnveLPG1SgLryi@7 zzr7~Et#2WBi=LKra11VLBCMv`lzPJRLDr;5x4Gn1N)s~iWSRga7fDUdhIFz98&CyC zbtOX=@gbLf`U!F7ShxyiWY4ZT5c?1i*AfPv&>Sz1;S zL9y=?@f=UGq>U`i*UXX-?z>jxMtScZT{MGm{aR9qQ( zuNb%3h<)X8ZTjJ$m*%S<_HUWZUdeDOzgn2kBll#n51P7*%c~>9?dH7lx7woYfBe0j z6+#UPlJ)Q%LN>EqK2ckUpek^6eetgM-Kg;(L^lxRN`Z^C0K9d+$YgIr2SI&J6tONs zkzb2Pa!WM10i*;FLzO#t@ul1$_ZpiHmHDTUKG4@0>+FPNXUR+Op9J(^N68=JwecXJ zaKE4>TC20AZXkg72{5g7RdBlyFLl8m6z5YU*4ncRe zL=uIpcUlkM+pd9{-?aUyU|}eh40UM`mBag`4Oz<&?2W{S8_Rk;GrNLU*!GpoJ5V5p zj-LG&4}12iwXFE}%@emqFY>?#4ijBQ_N^aGVU0jw(2XxJQ?LN+PouM2k(G<{1-M-2 zy#tg~x@ygOmp-dvdeZ7iD-zgq_2F6}8Lq}wod)`)WQlJMyiBpw{?<+W)lG#{Y@^N@d}SF1(_endQ+c)yv#UulIu1J zfCMVm2~|5o!#v++{3RgQ?XPoRtD4KPgo(f@;k1ZfHkB6M%_oKKO!x!0RJ42Q!{E!; zct1UYSy?hFp4?vb4g*-bBEJX=Wx(_g2DZBqhUKmho@Yog2)B5kX3$X38o2@!Tpuh3 zjc)iP4v8ZSraN_r`3sSn5u+Hv_Z=kXv&PXJM zqJkh?2&}0D<%%v^I+cnVA6}}?)70wt8^i*1Kev7xt0z*M9`yq30PgiZ6E_Q&GM}mX zA@J%u(5>@MX?4O3>O|;wyrp8v@1vEVih;`a4aWEVv&g<(Jll!E!@Hvb7(jN3oQ`YWJaBZ6vuS&xAq6(|gdC+C?IT7KFt~3^CYvkDX^vE*^3~Cc^16bZ= zK_Ta!Dlj5W+Nq7AjS9GknZb(y^Ph(Fpfl+z@;Py5ctBawI-Z|dmDw~ERAk;9n!kb; z0EH@?A5xd*DRgM>#NW7y6LF@q?;wPGf5~F^Pacm-hSCt&W#D5aq;0^N3?xh3%yCL< z|6A?cCdTCO_rcscPB?$tpN_iXII&zKo8(juC81yUJJyAXgko<|PwEj2=lHBnk5Jmk z-A&Y$*p;QXhR5Ic@#{6nu#g~B3A(PUTVQpRc5smILhKH=m2g;*6Y)_>Vsmld@+FX2 zdzrjDE_}bl_<*vP_bN$wyA?m$9}-uA-V5iOWY07F2Y>75OJy+c5V@{%7GyI?D;~d? z3D`gBr-Hc0;YRKvETfWVX!_&-X*(b>c4QmcAdEyV5e)^Syh8d(Hr^TDLHQ=3Ys_ls zL$5~x1LGTmNKQm+1`HhP39rrETH}4(&N@4X*;uadSrslojqwxABI$A%0L2m^A6`&> z7lcwT&`&Y{3#uZ3I)wpYm`48;heuJsU!uFWk_-~*#y4Dd=1W2s0l-MuBFUF|&mtDu zYQ=Q~;H0-8gZxagpP$LJbmEWzbX*&aH{Vp`^jXPFEE+0jwVSzwyPZXatRCs>;?(r* zieOnD;F$AVX_htMr6LzDe_LUTF{EH^2ZYHvLruCY#xAi41hAzyby8>OZgtJ*KkPI7SsJlU-kmsTjmPipxQ)33yVi6|XlOKjja?K6f{&t7;4E+VYh604YFKP%_VN%sSY@?p{UL zjrY6}QtT36#cb^QwY-(qRrHwUn=daZlWtKC zRus)%-OuI1aB~Yavm*QJMP$h_SGaQ~=NLor9F3LXDhdyfh)cbx9nh81^tMu1Y&fG=SF@-=cZaAOrbQT)6Rs;dQUwBL_$tZON7 zoyU)ikfn#Kz7|HJFS;qoi5igJv`8L91c`3!P7JdUnsh;d#6AcnGMuz{EQjWISJ}lQ zWlQG0dwICTmWlu90y?tA+{`x}j*U!~)R+|mNQC$(algFa9Bu7WIQHRUVcnP$;(j(7 zH&KebLh*7?EDaMLX4~hY6DXaEICZg-W>p<%%k~+n$S*f5YFz$MIS3GW=`&SaJ8%&V zmBeX)+vi0`naR^?(|3oNWna1{Gu5oVt@fb5VA4(>3TweZ89Y>N?*N*;P(??YSO&{x zq&SCr@6a>4#?PA_NYc|7K^W0{jzXf+8}d-7#D*KU=~SlKoE8IBb^~$W?Gcz@feB!C z+CVo{xV!3E%ln|Ju_5a6v(geoNALz59!S=?raj^*ia1Elq2gEnud-_53|SbJ z*O+#SkA8)1h*z{qa>q?bPRoU-C4wPPU=_68)@4H=_Tux;6_q*ccl`C3abRfNmQlS$ z{Y)VABo>cuj+9s+5Ij;+e25GcrVaK>tlL^BjX9o=7z+TYT2ts0Os=^l?6m~qQMj5H zowa*K457C89mlR`EHlwX{f9kx3!_}|HRJGpn1Hz-z-na$^Uw{_>@ubSZ$ClIG+jHW zStH_W^0&wYGp2Tr>SExV4eAgARACczyI>+L+S$BUCZez%8oN(p#z`7?3slq%UHQR>EL7WYni!}(LtXiX#%INcZtWFtcD5wq~xn^0N+Y5B;F(bXKm*8&kM68 z-r;Tl5_58Vu{-~?>~}gGBO*TnSEnT(;M+!yB69+Jkfnc;GQ?*-c8mwKJ)G5KhWFFe z7-|lz_jrhmU9!vcuSH9s4Kij~+x*LVT~f@Yy-Kw>IG(pbS+7md`o}JX>^xJOx=#7?BQ<009Bz|N68O8_Id1p zi(dHZSh&6*FmJMV;?0P5q)jd{Yjk(o`8hFanJHJxzf`8XiP-OC z<_y>hxP(r`>HCJy)3eP#FFrnwb84nx=4noVGQD7m-kv6^-XqWUA=D*#4lfKQNCUHq z&sX1vM_#>;-pP^^Pfa(eYhDB`i7(t(y0@+|CN>E!=-XSw%khE-E$3>%jp1 zGO$N?8xkiRJZ*+6wAx8mTK{0V&g$ z-^$~+vj6=+C7&~_YYQG@5HqFhn&$`9z$&X}Von?j=K0YnJAx6@El2zjmd-nrMRHhu z!RKt`M3fX!0RhRWwqcwDZVWe`TmObVa)U^n0ep?H0Fod4Js6SDIxw(wo!JcovtV%e!TJ62sNVXv@^+Oztqd6b& z($#P3W>GMexM< zB0p$`D(jt$F2b74UB2L`yLoGhzH?tY7 z(xc5Tcsd(-{8G|E4cFKuJ^M2y>vfpRepzFQkhaR8!hyg2ExM@AenobS`EQO=Kf|YL z&?N)kp>a2_Q+u78@sk3c7lN`PCQrOmsF~yc-=-GqS#WWKa@%^*v(8p-q6( zT}9^|oL;Q?v@g?{)IRBv%ZsCT*Fvf}4vY*gn<>*ZAME`Xh6WZS)|6Eu zu)Q2dctw_v;!$l|K`(#gu~W#P>P}VTEm7LT1X>D;v&&q{LKdo_LF?_430Ry4FO*)m zu6T373-1bdgX~K)KGEz%E+^Gt6ZJ&&j62sXFGx_xRQhpcAh^9rvmQv)B>aC;19TF4 zN%p9T<>wx{cpez&aGMd8j>}*L-6meM?r{br$@dS=Q&<+&J02rR!1;l4QJ_LS)(>3b zoU0BAXI+ffV(x9dkKCzDDk1zCC%=HCK$*DxlLWGFM};p{r9OzlR>FgvKTPFN6nB->Y zVieF38_hu&fGzEa_ZB>vRWt%$t+$lWvR;gN8*1F$ofm0&G&u~zvco8DQonau8 z10*1FfQKc*SM!r#8%*0d2;JS995kfJr4di%ZCp`QK{6!eGJ6N>e7%L5I1~3*+C{W^ zI^2rL??%T*iveVEpOV4=B5Jpm&bbpFgZLyq)p35_RkOrtWXZ~5G<09Q#YVmC2XY7d@~`z3EM>075geZ4yY{x~?UEv?;SGLvN@|HK2=%L^{B4~Y;+kSVbkwQzMIA%v8vm}-@XDmly_ zCnT-MU@cBAHB1EIG}VcAmahH38MX2E^y1aq1DNlIV8bVlF@B%@U8i?N76kMo{1jqk z`s{3{{U9uk^o;tePo+XKQ(u?D>EPQ2+Ei9T#HW2KW*FrTg z&&fCn_p^-5MfIaEHUCeWU!~Bci4Gjm#Kdj>!lrsT=fB7>G6d(5xU^Hs z19FtriZB1dPsP$I{@`)c&bpEk!P9;I5hKjY5{4o{fS^k*ut5Ov7da{?cw=Fet;CD3 z08ZcZ)TUx>*JhM-uu24op@aosq6CUPc0mU)lrNx@3{sUV;FZfDrW_8tl%Y5068muh zRGN1Rj*Mv>qoHp@pri`PX9Ou>x`9>#`V`VyPZ%+W(MhI&2)r*ND-`>3< zV*8m$4Uz5=lNM*wY1J?g*1(@0Ki?39L>{(Ceg)QasC!OdLhW2+zJ#TH!N?&jmDv_D ziQq;01C&I4EA%=4Ge)5N^%EdvsAL;+wu;%xlkUnaSgEezWAhKZ5;S>=Qnnf3=`smY zGt?#*lFiEGRt3#-jg5L_La7OQX3$Mj2qPP6-4mbI&G%r#^%l}*L%gF}lF#};?# zzK;;Rn=k!>9>CPcJFA(+Q$`+}xP%q*HK%Pa`Jv`4uNfFI08R8HqS%?jeqsZxt5-x# z?Qc4bvP*Ec7q}byRsH0fSr79jfB|hDP1P3m~R_FjnQlB@9&Z1I4ZH)yHzPSP=f@0MhO$H)Sl z$N^`CKGow4k{5z`e#w6;by1y9|21gXp@^}#%Qy18>_35fk+ttzC~UD00b7@+VH;}J z*I=n?+vS3>!QeJg2u3iJ4#|=peWJ$;FNg1s;8ck6nmTAroy1b$mYx~&3=1aWNBF@J zawM~+$zw-HL@wPLb16~5xIDswRP-MKW<=W@T6&ALi2BmL~)znCDaRoFbd-Lb}4k zwf%Vuy#N*1oWGtu0_?6<{8Gw6vpmOq`0m|p>Sx7Va>(7^x!`(?gwzZ1M{&8KYwg z2m4jgArGR}ntiyEJi|{5mXj4}TR}3bk3`Vn6&s+ATi>Xbek!79MA1oMFA@vR&>mr8(n7s=GQs@ zkX8@|Dv01dRWYVx*5q)OeonJ*Q1$D=!%03d8mL9TUZxhUZN6V<1yqXGmv);$dM`08y{IGdn?7 zuzp+~zb_*5-rs^uEn3zPuOHZ5rlJ{lM=x27{i>Ao5B;q^O75~ZT|-J~k4U8Zw_m+q zb1uS34ynfrR2Ky~%`u;8x{_Edha6{+PC_B`T3(LU`SLMU-^p2@gjzA_9)M8}Y(&r* z&WIzi_{;l|---5%yu^WBkw10`a4&SeQ?RIa zAiCpM^)IIrpgDx{7FDac(N$5kPu~DQEWJt9S`KZFkw`$N7_+6OqpW)9z;7exJ}Seh2esOshQqug2?Kd6vyx$rA$610}N!maxz0L z$bl!(2~W1Ipq%?GQ3iHF7p8ei5(L-{r{=h!`CJM?Z}Kh-*bJ5*F;b6$fOr$0VBZ>( zWK9&xY?i&xZ&wHuG~tKhpJxE%(#ff+wK?ME;TXDh=#|(^+y4{?Ki1VmEyPn;8g|G> zj09oi7Ut{_y{&}CxChixm1;{Hs+%b3&3O5Z#Fp>OjCiNWnEmsZ$GCJso(yu% zmhM8VmNQ_aOLhDtn+oaUK8Ty*fQ2}@5C<(;*nXm&35^<6;6kY~fam9RrlDzi28WJC z`+pbhStGjsjnL=Fi{@TBDh(#0O9r=%-S7ZersL`^&A+L+=cwh}y>f*c`MqU_5TWAWqFFr_KogtN|n9`3H{pGs>P-d9N7 zI0Yh6&uPdU4rtIHL3uOMKn!@T`X5nV2Y~q=!J&Q9xdQQ># zF-3Q{j(tEHMmf|Dw@+R5n*K=apBs#2=>*_dQ(>um{~4)P6DfP^^tCQN3V-0$xj87T z;op0bzAx5MN26YvP+Nq3iVV zHzB9})?A!(3XCL~x-x=yq+xep&(n5Hc!S4fdp7fYHO~zva+IUUEI34KT?zur{SW|O zBsf;vD6_RS!H;^WzN^&$s5;_J4Ma-gM<++XB8`OIFa*GYs|n3ji)ar%GyHwJn{hl} zzICo{%JzpaG(k@%!l3*|NW-L&VlB|Z6OL^eE*Rty1FsI!50@n?7}bexCBItd+xap%h z8}=%Bi&W({vGuXKa_~qqyR)B5z9m;Scm5>z%9hQvzf^^&n;gjGh0xOevDX`-+&XTQ zTvHN>LQ&RPtC9u_u;$FQN#{Q>MZj!X^|N_8(H#Or_i|o<4F?48g_@bN_kG+=@b9L} z$MT~YtFU({k7^BQqxDYQ z=$>lQP7AFw<9CH*fT)ztIRQbpQ$c9;s{9^5oZ?MI!_B6!)B$I!5BzpCH7_}@wL(aZ zHyn#z^g~&_<>MfJ5;$T8zz1$i)b>UEw084ZsSKrXGM!N4m8d2c|I&Di^hB6e7&i_1 zAMD8$g5L$NpMzEewh`|(wEl|zEhxRXR8yMfwk@d16sA!#sHxt*>t9|Hq}%dtO#f!a z!LSKFOozzHif*RVh&La(Jp6>VIf&vc((Cj-WA&M+-9QIO&z2p~EOgTlXx^63JKM#trK7R-D;mNi~`RZ3L0U;RI!YIC{p&GC8rOUc-`B6Zt zt|vF%cap|H#E62K+Sue08Djmqt&_;Y=|ko{C;I{ux4(nwo?Qz_DXvbg-h*1XoL;wg z8+0P2Ew#ubFZaa5_k7Ire{)86+hu9oR0`ml@`#>UjJw%K~Lt+o7IE#<9T1~G!=f^F)M+|GI{6F z2AfMLP&rG&*AbTR$~#zg$O;f#@cxa|&hemlGT7u7(6ci*UZr2)G0JQA=WDYI+}lz# zgDfBA#{eR5YP8LR3N-xfrtFbOmEb-z2bj|q7Ev*iGtZmkJbQu}=0LDePtl3SGhwrG zZgJ`1Ru(IGHSMdo5C;K-g)3mK(cUEk)^Ug{Po6r2qG%d3QkU`7m-eIKfh%p5*N=@| zJ?G^n*8lG(B7+rBRg&_zqRZ5Xk0_4`pw@mMZj@9MXGaxZd*S%1vVKSQxyBtr^$6DdE>>L!)TMnRXJW8=jV_GTl=_jUxMbDu8E# zZnPo%Y~a4-?MO90aI9|XTgU`yg3G?a<@I$)wu?-Zs#cV)t|xOI2jg+_b|4=;7$;pS z>6eZi0;vnC(FlHpRiBFaS%Ln)O{`3xkfjT$q}_#Yoyr_hA(RNWU!bGM{@{p8iv{eK z3wFAIb1Lyk80ukHfdX?=ED@?a&OULis`EogmCnSd0aMs&4yN&#saRPw*_K3!fUgoU zM+cx;hx+&E&F_Q`?T0rQDHcY#7+Vj?JYA-=4vhxgup$^7&RurbFd>uNEXUKGou^ta z1cS)?p16{w$c7wD0XQ|jGLMSIWLH>k`Qv-|yX;ND?6M8{Du1mdHZM+ytFDE>@QDnW z3Lx#y@Il4zcL2-9p~&meVVAU|57j&Q+GD&~dV~ESq3_BMXeDW?%VGazuj+u#MsSBF zG+Hx2Z3?fQZH&Xy;0kJv#sGl=MeqLrk%JPb(fKiG|*+C zreYeZ^lSTw5N<`SjZ1%%m*0 z6K~3Gh1S8B+^F5mg&W;M&(N_qLClVmJBt?Yo3~iPQ54>)O>1 zMJREYOQL0OR#wG#qi>b1Tkr+efI!i$xrQ-QoZOT78!#id<>Bx z@>wB%jf0)Ae*tGKJ8Pib721ixE*bwT2umA#0A*0FK1;eJ`w373d1EoT>j-;*c<5&i zrpZo~1o3Jf7HX6g;=uLAE#q1!9>s%7Q*Xh~klyq_daG;7NzPOPlJ5!o9q{Mr+GN34 z5%rHSFmHda-k!SFoKVXXg3y$vGE6kc-XhUuIKRtu3xy8AGe`ed(C?15qho6H_AHFX zoeb++Sq;^UOUa{h_lg?KqW>0{(gAJB?lIqQ?w5YnxB{PyJxQ|gI!>f((Ty)KDWdOs zd|uiB7pBJvX^y)qTUOqA``^C8RXiA}+FbHWNMR|o##F|00bcGY0XG&qAuLgD2f%L2 zMubPhJ(aYBb4=~4fL?E`W=sTdU`Uz#YkWwd*j7Jkf4fO`E>{`|b`^`XQt_kZd<1tx zMkJ@9ox#fWt%d8fa>0=OIyipna{IHcCjP_XaBK%Af^2;SkzikZrV3fe1A2Pg6thw1 ztzuN6o}Nophd0B{O;;1GfPSYjB3rQ48v|$;hwRyHWB%ub{)LXyJUq*SfJ-Nb-EibM&msg4VhE!a)#t%=)^Iy~SBp zn#+4qDYqaAu{ux~0;;W0z=_V9rFasd*&ZAVuFD>M44mkZ|*@|0?wXWd-Tfy1kYv|-dkaBYFI4-7{BTE|Iaq!bB-Z%{y}Z3R+P2az76 zF=0THg%%Zy^oHt0x!1Sa=tG28U&UpLUiO0l++Xgjz8~{G?}HcAY*H3F(j>1b!Mr1I zthnFeEiCqU-$vP}QS9D-xlvrXNuA<@+^ajcIBUn#cFWpAF(?JPWJToT@5}pxpWs8u zx8+cV7z`*9OM#c#l-%RDi9{REEKEC$8|gnK+K5jT@e-CQSEM%m73oQJ1J9uL-Jw<3 z|Apm>bQ%}-m-&OS^lD%(G8k|IV`D@*+!Z$EFEy{UNPEl~&oEIj{d+qyBuQ;t54zkovARbL&|MWRUMywegj6!6eg0ghA zIcdPsAzZ*v#m_XzpPJ6Hk6a$LqPbz4dW@~Q3L{#%_Cu7CdGQ74l}j_9XI)NCt>FnZ zDPRykK37>MD82;94lKtOrwl%KpHPRMeVIb(FbU3BJ+v zX|1e51+K7(X}J0^S~Is2b>ISzERu<~Dt?C8Zo%~fkFSe>>Yj1mNqe z{dLG*Y2^S?|KA9NBc%gfn6SBt>OL@%rJ0IXqy2_%m^J>u6;+j!RpaOV`8LM-Q96o+Kgxkv??IC6k+y=+-m=Bmb zk|iQDs?Y(R*re~*EoJr221Rnn^SP3OO@*&6HaA1*ZGTgBgc+vn1gTHW1*}$3ge^f0 zU;!7KJzg!j3Y5&Y`A#L)2yiIwtqc6~@A2=!XiD$7QhlRf$No^Y~CvU}KLAzg+qx9DYLa0eZKaFu8 zk@t3E(8y=Whp!U(a^HQJ8mZ>o^tye5-1=N^`h~j50Xf4847cJa6{yu7XYee0YY!`6 zj(+}_VfnKYI^^}WqoqzlW6X#>EV_R>C05<6QTaXhPtqlByYc-O_l#zap}`>$|Bb`euW zgwVQ8;S0{G_3=W@x^Y3{+0fyC{vr`Nr0)TsL7#!VQM=y%=?TL4z8NGdZh%GHnx$@h ztq$1`KB)h;Lctac38KtMl6jyJnI#Bc+Ij{lgD}6?3tuBgD5C3fN@MQu)1jas#6WJr z^y_`Me;gM~??H?w4D0iM-BVbAKrMtr7RHj?Tl2iI)I~2wdnuaFkvm9#VNp5I%t)jL zI+bO3#E7hnf9Y%x^7^+^v1mF9F$-snUhmveGB!+vGPwPntYO*Yi9yuVP&ZKXEx1-m zveZw`RWx0X)S2HpZb^ft%KCi|W|41H)|4(;7s5rZy__$Jh1rw7)(K9h<6Wx9*JW^} zV3i|P{BhTjt%m4*X)mQ%{s-+^PH8M3&)BY>&rR~YNMjAmPB3i`6l9B zbC!UXv{f~}NxIZX4_n&?Eb5Mnl(TU#No2t0J#AT(K1Np*|D?@0URS`<-}0@VPtq$m z4Gkh$?m$#wWh|5(kh)zOLdE-3$Pa7z(>nCfu!Y0$)j}^`U;ixaxXYs=E&XCki*3s= ziAHj4W)sep)Sx5M4-rg#gCXcRhTgOqg)OHSTIy|?alV4*Ga zGWyRhsSZZM2@L%KX#z&N@mGzJ0e@9)5bn%QxrZC0a71L5LS|t?vR9 zCa0WgqClmAPa<#|a~U*D*ZB;NfOqG{u!?Um9yow1Y-;lI@1Wh{mjHZ*IC-v#Wj#~w zD?G~_I=05#EE3I`bi|k}MEO;|=I~`SyYfRXU=cuFJ?_g+66VzAOccfB;j0l64x6v21&84c2523*TX#J zh=BX}_CV=QD)6EWfGT^~t;qO+>g~)n(GC-;eakt8sw$FwrpcrN9)Kyb0Ac8A<^2xN{lph@(_Y0j-U>Dt0 zT_`LK)fqG@=7^knWiS*q%+`O_{^>PeA%ZMgOE1jza*m>{HULV2y$230sM_ybS+>=; zc6LI$?jfrJgozK#3~-ksQg41vvhDWKfS7XLJ@F(+;*%^B&OuABDkp2@qduPK+p5MZtEmTjGAy@cTp?zn2@_d|N_XC1Gz z7XKkYyj_t@f;xAokQ*R6+4Cw7v_W%1wnBkmfHi3O&d11BnASAx>%G5q*gmk>ClH>5 z46VumU0;L+G|^!5+A{kO;AT@ZfePT(9c^xtIu*{1rAngq^%oGMKKAo)1XCB0Da;>K$d~IwwgY3v2?^e(OPSIupymxg)opju?($>jq@)cL3iOCjrC(N|nki&Hxux9QdrK z!t2mX^`Y3mht4DBGfxxF#UNUv5POW}^&neOXo-tIc-r&e6e>DwZNY1x8Th)O_(KmZ zOx0qZt*{A_g3Ge^Z;Rxv`pl-m_?0^n0I0eu( zzPHNAi*zRsgm+Fm;X>0QpYi(@Xu5?x09rQ8E^A~a{+jy_?aim75G~hF!6!f4Vl#L7 zc*k8P6od_)M*RC{`U|fH1WyVP1aZ-Y{SYWW>!V>5fS<@kRhn?2I*^fx1_BxY0@e>i zhMRh)PRNT$xf@p&7Wld@v)rj-s>jWW3W2_|>H8v=GJ5UeymVL5WXtP70&=lK3 zYjKde{71KfM{7cHS!4izWuzECfRRO@ZB_kj5R~VH`49>D9uhnKUY#ikHuN-mVj40E zuttWu;LQO8}4Lu?&t^s-?9?0!NW=D`O66E@T9 zAy1>Jj&|BG6(2$^N~&0|I53Wjuzj1__gKHpYFaOoOT90}ORkFFZ#arBEcsWL)?-Oi z&!hP&m&cn6nxz=s1MuGRGZrkC5ASvg$B1Ka2&LU|Ii)eqIp)PJ2`5~O7@r&hDKv+V z>OtP+V@ivVCl=QQSq$nc0&HZhuN{BIsbieAfp?xb_~{br!erp&7@&)4#qPR*BAD-4 z3@b{>5w5s>TpPff_o;y355Qw4EwT+foYo>_9M4doJ9n@Ow444fV_J^IIl6GKp`D6$ zCSuQhc0HC2AM=TnB3-Hw{$?pQ8~-)%E0_y|mafPt?ocSRXh&MNP--}ic}BJbBpzGxZmauO;3^cgDzc3v^mbYojs zT!RH?NyL+4fP4kmw3?O2k~#P@(}EH}@F|e}#G87)Qkz#-R7Xa9V8r-An)jY_YZ1^; zOM<69+9IxUR6yQRXjlT2kC;R>moX-;i6k`-BH$2lP;4oUO zaF@CXIsThp)ghB0|80Ol8 zlBlYFi6^sH{9DpLsP;+gg!?KPwv{TNvPgW%ty05x%28bjFP*I4nx&vS5WsXD?rhSw zC!h^A{D>=kIzWWsFZSQZ9}!qSPokKj=2~!GT?7NXn)`whGG)?4?59_8eY-T294@!e ziS)OV?KB~1ZO~Rqv6SMYShm33rx@s4;Y8GII7VIAQ7hM^p-rj(3m&T9I6z zDZ8p;dxnZ<+v&sS(6!;!oe#2n8?5CcLW!ZI@sGrwen!kjL7Z;>eZoFE@x2`eRtf_) zS@@j&lo!}-BcttDcP5o`jhkLLZ>$Y-$4?HC04n4uz^THf>6HU&kBs2DLi!>uR9RFy zU|OFZ$e9N9uMY+n#c_a&XC}~Kxhc~4M1&?g0ed7&c>5VRekDl+ccZt}Z4dBsLhas- zbHtYg@i(#IsLgqRHd+o0>1A#Uj6YW8>?^mjLIe;Vu5{tPQi~b1h#?Qd@(1%=WlC&t zZDF$4AF1V;R5CoVT0;Zdi-WBwrzH42<}R~;vakRp&kC6ge&4b9(hx05fzE8|!1TehU>q61CF z>00q24Q2#=+5U>RiPrr3S(BQ8ZR}1MFzFR5g6?viT|J{#m_rA3EKn=+XPJvvuoX3J zmuu%R{8hp*LV@L;PyeBYXMHIVZPLsLkVm6LuphJ6P#4)Mu*XY;i&&ZRWC7pPn2ZToWCbq%stEH1-mTZF1F4Q+;mSvW~2=In}l1qXnWze&!KpwrAujYQT zUJx9HNNglXU5AFrbwV;T&^pPfWK(^d$LophSxMB>a&6M@?$?{*Gn6RC!N1WH)5){dx5w6G;^XU^-7IF!0 z!V`*ob@2%C2u%e*N3(tvEb;_$&nM!BY}KhgUIK7x2@iTLf{%F}5T{plIat_-yN|;l zvJAWxC%ZyJjvJ(>yvI4r_>haIir<6>kb_8WnAPM;qe?Ak`%$@~(y~2hb}dMIcw)() zhr)hQA@=yyHKZjV`&0a(jJ9XCq2jC|+>_h%A#t^S0L?+NcK$E19p9jC1M(n^3P}Dt z^};Ss_AHf24P5(443}Mgk0C6*A9xBPzxlP>vZ+N z;yso9BafPH3hE-bmaS!DO zkCmVS-cVt!qW0!y4-0PAy2R{U_;_xuJWmyS7I!@|di=#{e3cy;R(>ir>pt8vw6>o2 z4kC?fYV{n3(ufe=KEAe@AYS@f-P#DyW~l zc=t9a7(L3)@$5LkJH+N>xpI!+I<+axlDbZ!w^qcrZ9>`_()s4}08v1LH@(=0jI}F| zwIE^)a6gcUBI>*bT-NdZ;7&8m1G%ed5yVe!D8wbu?PGhUK~_2!jhqO7L)EL4J+LY8 zXGhYZe628O%FTEA_t?pd`B2=@e5mj96>nmr7V@AC0V*Rdi&d^H(ba9M?c^4j3(-vh znL_XA-L;a(J*f5FQcRCw0`3H%zz%pQY*eKa1=;-ozhPUAu0yT0_s0&*^+4s2?YXYT z6b9&WpVD9##apjYIjxPye6pC=SNiImj$Z%6Dr{ump^rXx2%;f$4FiX1MZ8@{-NntF zahk&1m5a-}N0PySmD#`$kz(3^qaSPpfXOgh1Ze0Y4ATXc(Q1kamFe=j#tdGJ%B35> zl2T_KGd86qD+K_O|M#G{rH&0;yko@-G5Hl?A|3GGuj`ny)$a&`=Wyt<$em6lb)#w{^lL)Icsq>aybC*+|F(&hpgq1$Et6gs|5T^VG!qLX z0~)COX77K#WT|`n$to>JeJpGrhMPJjPG(k>+6ivKbtWRo(*BCyF-6=?Z)s9F;`i++ zlpJyX>-S_01Dfz9{=#TDKIe|3;kgnRZS8)UE*2TMbOj#C%Yx}?&XBU~9q_VWzcyd+ ze@~XVvc`@m_jx4J9^8O*^M}$F)KpXxiXt4go$qRE$geTZyuztq6cFDqTG8pLQ{%D@ z-HzE3F`nGuXU%ZG<*Kf}bNDki4E_bJI_#GSM07d0}m#3ft9PN!4CGmDylX7R(7B8cp$pE-0FjE90Hj?0}X^#Sgu;gqwpyH zj1z9E!ZugpO0S^QFR)SsK^M|D?};C4tgt%|gBmqg&tl#X78#P&3_d8>UKwz;nK--J zehn;gUbqXP@x_3J>?l%?g?P2*3hTI`9VhU3?QO4rQ(3#`ROGq&fPD85jTk2v?j~p= zwu{opD?K!sdyv?>cNod`S+vrc!7p_}*U&3Qh83xSPcQfU?|xIW%o)c~Y_+5*2@})y zG#suGxndW{C;s!Nf9Tp|y1>8x85btESvi|lYav~1OE7+6)Pzt(hJS7g-ipIDMXQQ; zF3SAW)|2 z-xxqS9f6Ql&U`0!SqP$4sQ-nAV_jZzi@bg#`-W8#fF=m2@%5#>?0~UQ8R2jeV9R$| zpCkUV$?2PyNz2hiqOv{(^Ad#v>wov zl)8mZ9QMkQK-=csIfRa)a0keMKxpNK_g{jQ__;v271`@=FYm0`{Mw(oWAN~l=SxdZKrh$iJt=u4! z=4Zf~l9*OuZCM4OFg1z4dJ>9(ZTcU9 z))$NNGO2Wio%24aN~Ttw3{b<`4iZLk!r2cLIU|XNHL+>K*LaOFfTpPD8hm` zzG2Ar$f7$6N5L7oRF_YgvEE2#@h3%!S{uO^szRA~Dtb-QJAmmVU7tJ$B^Rf1w#7a) zA7PCUrU|Tn&cA237U;!Mt%erpl;%G?>r{f>9qD4)B4O2IsfLA_$%7I;)wW)AmLPq~ z*DCL5i6V&8xkX+GCQK-SI*plqNEj<<0GGN!-+D}KbBRt85L`11{rh_VkmAi^W8*rY zHxQZk0vSfqIxs(p=0{>2Qi~@0i{2iSh${d&kF6X=?G2+?J&O387X_!h*MOUQO zJS1zbuv6*Q>EZd_;_57v-_^TNhkNR-JVu5yI_kz=C*peO3p6A$Q$C0(nzk-EnaV4` z5)DFlL}w-pZZl{s&TRPsj|KsdHf=7Pmzz#N=wjL!2#d_a#{%VE+~2^nI0x5GV$K*( z=K`jSW8>LBIP>rjsoqar6ps}0{EbjFLAPj_jSzZN-#6=#IKHNW6M(?|@VGvx-&nBy zLhHB3Cpw?|7eR>DJBCjt1RP3wNM#;PsN%uJSM=IRr_^M01W2S6d2N||9ZxFL+gt-n zNOSJkU-K{Op&1&8?OY^&25tg%D+UAJ)$!NG=*A**p24nMVbIvlPB4JZ_Bz3fw zzppEm$pQgV@JRyyMAP3a@=4*}2T99&gHzAfy|hra_t@^hbXhoU&*<({IFo#I5RlC| zmZ&?$`4C7`v)?i>AXcw&!7O}}uKDSmhtDbx(|N=Sv6!awjI6jFrP!g@G* zn=4s{v(52g?{g?f!StqdC!+XlbTijXL3rovK%O8EE~yMb&tp>`?i3#s0)}knN1kXm zzKh#L_<(-BPw^_`reUH<&9^|Tfoqq3g6qBKuhwcs$Izs2;hm~lB9V|CTYc$;{F1-r z$(ot{YPGOb``Kn6$YP|ct*LX1W}F6sPmNisiS~VkbdL9jaWuAqKH!~{DIuE-PREA5 z+jmWB*kFyHkAGQYwexj$i4}L-nSK6r(v8RCO0P`FUV^cMalK68ONQyC)v?ZGg4S+R zstJuUpV)Q1tOo(E(;~%_H7aB&nSnFZ9c=z|UIz7Rr~ze1$@`!eNv}pIetoJN&n)1H z?5=zS23VFX!(@mkR=myMG&iW%yAF!S9=0VzqJ{HfJh$;Gy8T&=)wkVa(EbWT35E|$ zoTCt4ynijFY^$eb_6NecLNxmg;X>D_Tsw$WoANa$t{ z-%nw}-(;^XUCbTH28O<1)yZ6ue+bxve6YKkc=7-=5I`YSe&*wDc7Ea2lO_P?96@B+ z6bY~4%8A7Yt1~eRcT?+7c9zD)QA6=KjOxz-CH3@g^Z?7hcoOPS5(7uGRN4%_I35;g zMvtbJ1KTZ>iS2Un-t^+waLC&;iOjH+E zDH-mSEeXuukybl&jW$uBt52n^ptUt){QhOx98=p|Ym z8R1iqj*~(JpF4qDAcbMeVi_HXYmCzR`8hXw^*_`?fc@CBhiaYNqo1py@dd;)?}c}5 z*6VC|?V_p__jhgy7>F&#yVulk?%M+4|DkLzv;D5fZ}2N<#q~IzhW8JJ5xFiglO!~{ zkzkaS>Rk1N9e8_x|N0Rjo+(Z$WjA;01B^&``2dv?*xxU~i$aa0spM#v6J>qCPL)N^ z(#t{=BaIFgbdg=J^ZXPyi&|`Rxf)7kr3BgFDL_(x()Si&CTq|(0Bb6O57ii%E9toU zZV1-b*<@XH^+UY-XeoPcC2_wUZK_qolh@UVXf%9ad|oCo?t9;q*Aoe(^k{Tb=@Wxx-{$A}{gX_aZH1-$DR zG=wcmJ=LI3uvnG=NkF#0B|9sxQ4oOtun>!JeBWrG2Y=(yh>L0PiljQ z6-W9cwS~b2pRm7oX|3M95hM2EjshYwPj&Ie0Ur(G6t2Vnl-7J-*u2y|K|US*3Y>#-l&HSIP&6@GV0#NTnYJhvN27P7(ny z5Cmh$5aR9PB>Q{!J50olp>_3*0OSe}<25YsbipAcuL-Hsy|HMl;cjTC+c98^(dkOx z{o$>u#ho4a>61{(MPtWK9CjX~J&jJ<+1VyV6~R3AWl%-xG|cm2zA!6VkUa@0#aLOx zh#XX=bH^-M9@xznS5jKwi{c|g-^>raLC+KLuN)FYHLrI zm07OGwSMH5T5H z&d5<3Pt9?_PBXW9pSyj1U+Mg$Y&1&e`$U1iEGU*zV2n3gose8J0{TOTWB+{(Y!vX^ z4U1{uab@wNzG}0?ARhgG0p!Kf_IBZ6l<28HaxxuGQ}8YE--CtIkvE)3B?;?>a#&Sn6(^{9SI`t@gS{1igu)ppgFX{%Y0#f7SiH3 zciVp)O`lb}f7SA!uJ-9jqfI6<7PkP_V22=y$Lk@SyO0r(E&ac1O>WLkT{$M;_7$^L z9njqSXvzsVAi>TL#Ud0+#E5ZicaEB3I4&CriN9lhJRhyOa=#qg-oGm} z$F07xX{ttWG#vywyXS6JWgH5{VbSpot^ErGlQTP?D$SoF*@>oP4kn6__gazOO+c>O zx@HWT1vd>LPB zW?jTaKK(79IY$GoCfG{&>a7p|;Xzagz60k_jXg)Y%Ri})w{_>4D-x`o6ZH!KTOEPO z>RVgA5`ls1ciKxMAob9O9NEFf~M z7>bF7SdYflM{o8X0=LrcfwE6A;n$^i7C5HDpqEYqNi#!fFd~+4^tUxV=C1et+1_+K zL|svxX>vu8?W6DkOC%ZX0b5-;CJTIhUzvYkJ4Z`wt@5c>Ei0D?dwstn5nti;?6-Fkm8u#F;@=eWu40v`=EggMH3u^@+Y!1#8r3Ls3 zo|LJike~Z>zF&anID#$GlWopCQ{o$-<^exl^0Dh)1@NqhhL17uDd`wD`ec?*T!HcW zzGDCgXjLSR3{QLzvpzh7hnc2xwL!5-#gkn0BgG0x_O=VzecCUgE2=5QG;5}3{EyI5 z^Bq|m&l@q@^W`lGkM0clNJzdpo-`E2*1tZX-d=MAdjMn5!aFD0_-9H7vI}f+**sDc<}IB4kl+c2`INN(P5m}^lvE5W_G#nli=mB$RLuAdNOJt^fL~f=^YXVC8l4vtiW9xHCT3TwFZFHly=Az!^{WDkD+Zi5Ya2CbM zF8FaI(f$Fvt45Vo9B8tf(M`Nm*1Y%Wz_opaP;c(U(NRfi3=Ia-?uk5&JSUot?o&RG zKruZE=p@}hXb4%aYcRL4LPpe}>wt3xNjDG#5FW-{2R%AwDV&jj8LmUx`~7H`Uq2F| z0@Xy*aVbjgZ7jYol35_3*v3NS9t@K%HKHOsYvC`;{+wBi{R>o&A@6Ma7>W7x4h7)y zo4$>gVw_O+Xv69yqQW-N+Q+`&RMASU zRVSbotDhXxhu(&VZmx3vq&yVn-BWCL6odGyuOd=4hmyg7=_Bo-CX%lcnmp3&Suu%_OZgUq9`oU9$t?jcUVX1U4$~#!7d8XZ& z@1T}Kv1c+YQC=Z&JgSU=m$hOt6Q7`965rhJ8{v9FVITR(XdlO3oHf43;m2}G2bOb@ptqTWjsLz802!>}kRV_le?sK)Cim{b0qAV!-f zFIsU+{sEG5jt5dE>~locczpH9dS(R^un?9FfRb^Ri`%5$NJQM@Ve)*NwhKCx`g&c6 zF5|0hGhVG;UISWx3YINPkPSsryH%f@+djQ~p@>q8mn?-f=w>K8#IKosS-3amHVxUS zbUl_VX*}6P43aPy#c%zU&5BGMJL3MGrLejh|D8)*+1WtLw11Ws=$b$`7OoJJ7NGf$ zdOcEPRoJX8 zVK0#-P~u{_)--j*RxbYQ*y7UI&+S}bWvLmbhZWn$Aw1}fHekxOxuSZ{(At9q+{vAD ziKQ&1C6_2%(|sV6yr_bUD6U+fN?W=Bz=F#9GV&sKshbG5mFMjBFZbbb3uEVcVG)me(qqZB;}_e3Yhyyd0sOLt39em^|8^L2BV zk{Ok{4Q{nW5Rw^RUzdx(_P@a7xno}3GL|uL4bRdq9 z>WX})BU*=yqC2=14X6LdJ8`){Xjw!9pD1F7@J0+*PVnrJc6a{~^Gm>S-xk;Z1O4r= zLM%){;AAaNzP~%dM-GK(SuPWQ9dnwq0-svNYlJtklzi3(+h|nsckNFU_{Fo-sq#KLM`^FgY~@ z-aQ_;?RFc$bF@#pQ%vcE-l2Lp|Dm_q0Qhk2)8dnk3pWf;TWO8 zvUKsNQ-5GXQ=+}&YFkeb)@tmp|6{2nB&Y1(o2b3O2$X;oK?bwB=b8(HyZFY`U{NB2KsP@v;|W?{BtnokbAUvgHZ-;!lbh4 zQdS0FGbaM?D;iKT^^0?3^g{V_?cG?7L@AgH#_#`1Q;xgZ4Dg1%9EK^u71=-~5VZ%w z75cG~dr6&H_6_kHM1q)^RjyE&Mh4IL=QOsztFxWGM2P=$UXd>K)*bxr@@ft3EE z+jO&EqMtz{H*KPg9-iV{8Tc~ed^^&{k=h#neuL8Qop622(VMVP3tbYM`4T3i9(! zp)V*5SEIGCL2?%$WKoz6 z9}|xYJDEClu|RXr_-8)|woV`oNT9w`ECW+Ne^(gf`$a$w;d>%mG)oW?z;NU~GhU$x zO>8ithWDK0n2?VeFQPID>Hmk~9?h6Xb^uUFdQdMYD<$-t2@Dh~x6p|DR z8JQMmW0j!}@^U>%T*DlYvY#jej6!AJ-eIZ~lLXYUroQp@=i<0fuhBQg0X~^!DJbr? zu)udg8djG0GE9i0*y=IfC|6=)vlT zvX-JWs^M*tmLCdva~o6NI{n-P9M+N?3s(yaWk~MUcd#4@=}FXy zc{QDI(Xrj_>rgM(3D!#1**R80?GH5d{j78g-8inTiQZU{mz((iHfd5RcIgTeNtr}HJ-u2Z!XhY|`L|82O)ldu zb660|)I6N|+ZYo@lA61b-W|&6xWhPmXp)agD4qJ6>S1t@N+@M_VHWR((CvtV&ro*v z1puJ5b<@f@7ZVmzZ6nW(K^HP7*@tjpT4%jT1EH;9>$x(Rj=Rc54gOTo1*07uI2Ac8 z$i_5|FvSp=#XXB^9qoXFG?2&Du7N&QoUK}clN#?kvUhoT37rTspu(wYJJ-JECSbQI zdQjN2$9DkfG6V$YD-nKobGIrOTKl@K0PTSBpN5rA+;*yyD9jIEHR(UoB}ZW__rD#F zze^Jw7Ro7F8XK_jOzYXhA?ob%mgd<> z7lojk2H60&vF&_eFwru=Ccq#Utoe3nAnFikODq}R8Bc5Z&)THipv$Pu@0m%>LQ_(J z0hX6ca(=gka!r?`j>WxQA}7A2i~=Xhh?9;$QTEp^!Ru$F9}S9T>8?*r&+{ZE>cWCD z{6Bn?4&K!k#5#M6H|%R6^eEhL$2X)~ye5%6`m$&VfI**s!0@S0;Y+eVXxKDg8%I@+ z(1rutCyzDv8#~w6Z|$2;Pj%M;BueRm+ijeB_}rg|TR*PC&~IyWV*U$)p?z@dd=?tB zw)tDC77fVO6Is9Cc1Zqt!kQ%UdE)v*HVdGb>535F4rFf1$eTyMr8{l;*$otOJYN*X z>%uHbYe@&A6Hy`k$~;S9bC-j!UOi6LxP)L6&hXjHV@j~-L z&>5p89PO)r-Rt)x>TrQJ@paHg#-%s~gu0*O+MDg`Nd)b8)=J71QNN{QbgnAKgZ~!L zhOgQAVN|?+T~ROwPpUzy#65XCtqliwq;SbAi&=B-L4&^7RG`9me1o|YIc84=PX+T8 zXMLl;>}K}HVzV@{aaT08CotPf z-X45_b}~-<#LSE1Dp{ZbWW{y+fRlTAg5C4aC)i4k!2ydOer*U6F-w< zV>eBGC>q}ndoRIs`YOQkQZwPgufC1-AI(T4lktq*o`Jpy^3EdFgpbC8RCGf;)V9tunBp&N0!`RUAKm%h<{ zu#gOl$JIy`=j|kyA?BVwNeSP#PhF(t#gXK~AAT}>T+(Zx2x-6TZGi)9cURK+3~@v- z&T@7vyB1Uzrtg;%03oN9cJ9QBj3!NEPx3B$*YFr>;wT#wNvDYm`5?O!1h_O zBj%CLt>PsF#~dN0LH3y(&ULo$;|^bOjP6@XA3^BMcuu!Ds*tr^c{2@CcJUxj$;hZRT9N$c2G=yxXOE?v(l)9B*&p<-u zm)wQNDHTn0^yu@+UCjfS=AX;n8?N%1s=%U$8PJxQ6zJpXl$X=D3M? z(E%0@_n5!pQ~uMqoxIUob|<)i(#AYKaX%y@pBU<5(oGP#Sx7&(wP9Gm@|2@IKfuBX zNUTWX+7?G$?jN)zKiGO;6qCndBS=5Q3Q2&mdtVpt)uQ}Nb4BJ=k_^c8l>Q75-YvFS zN+wIy>g-)cu5fjVj(V~NgbVne#N!H)+ZpX17T>{O`mq4}pq;fl_6f02d2uGtzgNw` znvfUk!okS20C;Bf>p6~f@G^SF9*~7D`@FOcu^3)b zT9Aq+{!m}iU#&0FF~1=B;B(cn>XHt}KAXBKEWDA1;cl2#1JVBM%?ifkyV%8`BG>v9 zu_B}V8}L%4>dz5^L*DCSpf!0FzModB$_%?D^zyP7I_yph1s$eW8OC(e8H4N2#cDqo z_kpXbwows~)zzkRz>|xskoLolWzyhZe6=#OiQb0R^N_&e(N(Vv!Zn@;qHQvx>Ic3a z5Gqs`Sw>m#2_Rr{jmj2>J-Hb&;{a(4{kZ*NI40>#a13wROB7Ni*wn@p&rnShKY zl~fItzFvQFr>0!Y6}Ted7kp31@h~Dj_WQL9c=^YK;F_rUajJ?oX%^$txHSBpw32hF zn7i&1P8>5xXl2{zUz-bM(tL9(E%G`ahz$U#*ZA9>EgT9ABzxTuo|49rz!(&X2F*^O z1q1Ft2(5N0DI|CdT8z!D0+9Sm#WDk+rXk%HD_P@j;=vtFZ<9q#m9pt12$xy=P~{E5 zgESL%WbN3EO|h8G&WU8r^}Wt+7U({?n`9y&YA_OhivH|+pNc1~uq_>5nqY^q*38@a zi{^QPI|vU;{=BegmGZ+7In6mbO6~zajU*HLF%$Y(ZM258T_q`h`x0ZD4cw#-Bs}?t z{X3~ZfzZizN={CrlE9`pTna&YMsa~=WHX~W0=f0+R>FgFKq!t5`1SnTPvBowYHC2cNsdTUttnLNy+1<{nn(+qn0T4aHWZv)aR3Vi1Uv*GH;sV>^{%~FGs`lIs5pETj z%OaWTNn$jo?%VW`H3e`tKPz}n$wksTXiT?!q_Gz;BXjrtj< zAm@oGA%B84o^KC#l)p}Mz*Ezy=ru6N;zlTKW9F!^){9Xm$t*K(CM;};OOTfGo{#`N z2h&eE~SvMP|RT|QOUhwsUgT4|%_(0~EMjN-pWkTvI z^0TTlTgDHkxz;P;vFK~+!Dcw?`1lULYU?AidCZmOGF@H6kgRCWCs=CL5mkJ8Pl7t3 z+~k1x7$Bjc7+c!z`j>I{jV$VHmys2h!S`Y{C6(PjQU)c!f90u;#Zc`bUpGq~K@9~Q zA3b!IsJ_$qXsIy=V=5;1KWUjZQ9m{0WEZ_+mP}y*DHumdO#KHS)g4)fwTfojB4ZGT zI({^(C6dbWzsh*?VdchTJPNJpsFP}<8qS<{=nqG*kCLGje#vSZQ?ws$QxyJ)<6Xy= z40e~r*mAINvJRwAM!wb{G)tC(=`gM`lfbfkVJehq5NP>6{mXA|p-!HIkw90Z!f3ma zcyuD!wCHdi*_uJ${)qz}-`*DzJ~UCEaB9WZsoP4oyrhY~)*9sym+i8#mH`28s!a9FkVFdj zS(ZCF6Oo9$X1k^NJh5`g$tnKI@R%I@7!9N|h~1xQb!NKCmc)T}_d8G9nj@Z*{!}8u ze0aK4v}0$!;%rAcdo95JhAoNPuBo8Q%^WoxgCpm)4Hlsr~oy8&#F? zEgG0n=bu{Z*t1B}E(qY8 zPwm$5ZE?FQiRZb-nwEun9w&i;5w1Ac9A4F*t~Jp2V|JqIb0x~X$RFjKGKfW+3#6Ju z9ocp4d;`fJamr%V*tycEAf($cS+eay=k734gE6PDobT5J zD^2TTrW}@nirJRT+7S1Jk`Lf@>RfQM!$Fr8-gYSD7CE}-<)UJyOvQwy3=mV53GRm& z$yb-Rr}$S-frAE*--_2KWT^I7lqD065X>2R1yr>c`()rGyEZUMyXZiy5Z7{RJLAh` zbMem(RAreL9yM97MYI9b$xrYN=tOaU`zaremlVV&UMB6 zFb8~{HyeO7^W|60aT+#4D7a*l!?!yYy-3(&&e|4UzHoq|_R} z#M0VDp_s1Y0vn%L{^!JgFJreGKxB+rD7S82c#7fOkHH>uLq&cDe*>+hf+`9qZ^=2G zO`B)yxjuy5FZtMZ3V+Njj%Q(^+Vh{%Y0J?S1@kotD3)N~%kulEdo*dNG~_C)UT1Ux zr(Ke@Cg2W)VzKcMGf4(pAwY zQ~G9s>%_S&PYq+fpUj_S1+JH`4pxq|&YRnrl9`(r1a0*l8T-ILz-5}Afa4RD+{px| zN=agq0w>C+G+b-p`vDboov(ySW>^bT?QLqcS1nUj_aDtfMnt42H82v(8;g(?V%x(e z>Rta80`&U>~4ra9T0(Mk%ho*xF z>J}Vmg3MX-SmH%T(Gr!gp~NZ>#zd#m(GQUwHor9_pi&feDXts5qkM>+s~m|&m=_o; zl``pyYpSmHL0OmC|DnZ9Nev9R{j5R?W_>1re*&*Woqnl1a(;zhwZYcCw{!#CHafT~JW$MzV7`1863a8s* z)_t%#f3pxHDr_F5f0R0d$If{@bH@M;y@KA#P9s0H)DehuNnuXxavE3O^4}LsH;x@v z&Xw6_UCP`_st|TErIbT;!Xf``78lLcP_HE9^G{eT=?OUs5qTtNUK-FyYlB!oA1{Jx z4e<{gasY%=*P5y$f@ynETj7uDoJe0SR+lL43?e8sr!k>}@NgF2)_Lw)cLEI4L|cTm zysY%VC4^zgACe=xNK^c#>o3w>zF>;0M=JbM_B=gous8eL$n(tu33p|26Mn=%srKTQ zsaCn-=@h*W%3eA|hxxgOp2)1YB5_sHX{&TuV+w&INbRG#M5^#*Pa`f}bm-tJPEydK4|f zrpZIu@!sF#na%P8OQsuiAAB&UB`7cTb>&K~v?JDXeAOc>A6$ZVg|$49*m8H?95@0n zF;^mNaw}cPK10UM4}$yVd0_1@TyQR_82nkP%f#8$M*Ux4Qws4l&25=ut~(ZlkkZkx zqDDeoKryUGeQ+p?6ZLfe)ZTd*8SMMA`WNziRe&O3_U&Q?KBaB0;^I1wNb*Z__wSm< zsKAfHAIS&(!p%SyJuOa8^G<(gAlDg%(Nd#$MC#TP{>@{-ALz^Lqs#Pk26lpBfVWbuHLND(?lQ9VaBHHa7vZ zK^-yUl1uF>f>_s2@KN&n?Tje8vY~Ec32rKG&ifx0Wc1g|2c>8IGPBWKP1*|xrw++k zA2n!!Lqf9QiEr6t)Z6FiPjFS*PTs&g3Sz)4u*T{E@e+NM z19|Ws<2cuqan^G<>@Df7SE0G#=%`8s!Re0_mT$&39of!BR88yocc=-<>j3#vs8U_z zdL_8$Ip`rXaDi-knBiDX5}YSai-&Av0bm;XRhHYd-1P2N;}z+>?=d+>q+M31gv)w{ z8;+P0m}LX4Twu}1*ty3l#yu{VNsa0M?1=`d*u%x75D383`^WW7BqhF-NByh~;$gjF zg4B2YaW@VxJGmouRcM}}&-G~L6l{fSL`GR_yt?Mq62M<4WW6PMqor!gp~LSr5zpSehnVA*+!MLR9-|ymj!>VrznrewT#U$!}-X) ziCh`IWuxt$Ktl8E|bFi0~g2DI~bLMHkYUv@|v>$Xqd0j6PpypTEUL1lc%$jY5&t zl@9+YwMG;BjHs}>H8xzbw0Jg0QSPuHKZPHq;s$a42oA-Bf#H`f-`%Yptc(;)O@YU3Gc`29+LB%P66rrtDT0%)3TIhjIyo#&eq!Sc?4Ko{0LGD zA+Y+=VSi-LENzGDPmMGOONL`<{8fS%EP2Ret`A3pr7m!p2WnEGMD zud8F}rt)g2tM8TJEU{ASgT3!vYmS{+Z9lRPfDay?XW^x>077P?#{Ct9I1@CWfwRy8 zDAD*$o}PlYQietz-w}aLQSM53B?X~(R2#c!I1^Hs+dLIlIRv(}#MU?T@&J`XGVETd zEGmW!tvr~@H;DHDQJCS4JACZfirA?$j9Yg{xx0y!Pl?F!GgGjPJ$?sF9(=(KA&V1N z&U8c`+lT8I%nUOGbCPXe{5zwYvCi{s;B_Hft@agsYFW(i!M5a4%Z?;P+0DrmnCvA! zvT3o;(DqdYQ7cRr-LZ*njRS$$#VM8qM&Y&@(%K!&A!%dL$A6CzE&L|3%nQ)$#&48SOWJQ(ckgGcgo$DfGFA4DXsXnW_6h6hlB54Ckr z9txGoNi-Fzi{6`Kv64JBW(2cbG=CyMf9t>L9SLc<3Kq|F4v>Ho{hmM>;+v2&jDull zuDRd>i)y{*+T_G^PRQvrILd=QWy}6kx}qxh+PtXdhEixqNY_cDrVvm)4s-g;CG7nF z81lAcQ|LX&on7q7r#!s@w+_EHZt)nx{fbn3Q;Q;@p9L&v^N#{HMMuWDNpN26Ybd&o zETZ^v*GfjZGL1&%sXy&xk3rImral_AlqG8c-W?w;$%eDrQI+Q(hQE9;vU=JClY!CE;Yv1)p(MINmD$QSncB_)SX6+35v%l= z@@q$jP{&}TBLt;hTZy3v{FlwDA@aI2iR>Ut=pjzU@$qq?{_@~~f87j1){-51J8G?Q zhGOqZjm^$x$)TEgIL6`DbEdUCA(zI8WjjeQ#6X2RYJ~%Bq(A&%a%bl@|IHF~iNax! zY=&n`HW+O0)*S3@f@xRZVZr*>(vVp0H^4ebO4CGUScvx_C!QoKD21A7Zr_sC)F)qA z^T!b7R9BEvA1?(z33fr_MD6P~0XiYXQ9lV6NwjHao*r!H)K~5L-kV5gpMyWqZs7Hp{K*_p-DFxam_;%gV{ zEPu%^3M=>%Ls(AWS&LkEvP&E`GF!wng&f>PHf2=R?P{_Z9`CkvmZDpqrY@%f_@`@t z?ZK|xqgQ9w!ZJbx?ny=f_dxoChoSL21L6WRB0>hxz#biTnb>^jpV6pP?{;$da*;i4 zrprPJK46q=MbtcM4O`1Dhdwe&?u2de!aK4xPH3T`mK2rd+lyyLTEadone51bqXyNc zDJ+Y*Qf=LGOICh5ZBbpF^kj7(lsLYJxV@R4;jscqVB|@lE50%hepHi}A~_EKwkM^| z1puXTI%kk3Eq;Fe=|7^O+q|3|MGMd{2d{W(UT36&|VMSbUjCg{2cAw%|>( z2A(_^knj_pw{>9ePdiQtfmD-Zu;>Q`erF&)eS>pJis5fU0xym!b=U*X9v9`u1p%YZ z`DqPyz2jXpI8un_?##_HwSn@fM%oqmkHRB;I%}N}h-8Iu)!5O<1TU~2Q)CZw;JtNH zEm+uTr+NrC&h_KG_T`(iw~05l?#scs?O}N1uZ|ZI?S1t;jek&+)=6g9L zE0j+ZEOB`qltVeaC`$lXiV0ppfRdQAPe_k2WO2H(@SK06lv;Pb_~*QTs;?+AScT!r z-TQjiD;rom^79c0Dr|*ust2smv2~*;{G_nAYWee8$86@4jyH~&gks%Sg-H4K$x#>& zl1%PR+$ixw_tqL|k2)!p9El2fCj!*N@b6juz2f5D*3t7!`ORN? zt?|@Yysho#j}wl|cGHhIFd;#Wq_mb5O<*LaiBPe4UCTWHf#AC+01s-(e1Ipm`nk9{ zc`NUX;RYCDz6sQTZ*U_Ha@OeLk&>UD#u3B!EaE8NwsG9R&Qgf>Yx>9k^#c)i)D-`$+NYn}G%)*5U$0aXB0WKJGmN?bC4+QCrX!V60C9L4jzDhBHOP$$^kHqk8j zXLxX@;xb;SKE-u8kVb@5F< z#BdwF=j0tNb$~(8WzyGexJ*+N$S$Zg5b* z5n${{Z%Kf+;h(~%|07U#wzTyG=W-$km zJn2Y_H^6x&DHogfzC62t3ZYkf+ejE~>m}E4UTftT=YscOMngeLM7%8fCZc2`^|3eV zQjd<008kkmA0{rhTi5i}>Eu{kiTz!(EQBplG=%-=`eIguh#`1ei44&WJ#_b>{r<6SF_g3;fxH1!hbDw`V`+7+wPvhi+ng@BUQ+|a5^Z&tq*E{8$~B@BCyWNvqalN3hlsk52(QC$ORdf)M>rR9F{ruRT`kYl2S%gNi2 zjhjZO>P5Xo2cXhVl6(V4rNzCuU*ryfMuwFovy1d>K!I4MvvA}=OfJn2Z!Gq+Xa}bN zOdb)U5z}em3lbC+U&~0xY$RNT@Gh_ke0F+@E353fwP5fNv=}ozhUh6FW;!fTKMs4= zIVxvb6siiU?Boc-HD@TugpG|l>wbGWpc)A71Y{s{8%923(fui!Xaw+pc>qL-{KsBP zaGknB=PW-<7;kb=1rZ^d?gdM-VG-PzqN?6UZWH;@%r@^GH!f}DVvo!~)Cs?9Q{4A6 zicYR|Wh4XSp`@KK{3tj%+P;$A zVcu}7>}IR%9riL?nb7i+C%O-;q zs+~2b)M@=|p`ZUf7AcZP$iuS*LNqQ+M zt{+L% zIzZpqO+#pRLdU)t1xYqR*20S-D2gK>J8|vX`5#|ZnG4@&SSrmA$6(C67D@_^I?n0& zi!co^wt%euh}RY2#zwVDkoO*~FD`VvKN%1d^?5?Pp+^M+XgmL8tzy|`v=|s2E{gUj zdeuD^3)+-jq;LSdFUR@DQZfzYm%C3&dUqFfIJr#k(XNEtBWY;&oR&pn8#S_~q_&~G z;RgSD_sUfxbBvW*_2@?5;hv56TFp&h!@N7W65l{;FK%2 zhjB^KAq)G)TEKeJqUtpV{=dHBX}&vPJzbF_gQsZ@LC3Mv`76Z7R`UfE_j@O^Pzku) z(aT)*N8!2CC4s;{5p!82(eF?KKny*p*Pw_wF>(r32O@yZ=N?BIix@9)LLR@Pfgn7L zFKvT&2n0heN4vQ-#gw1x*{?+h3~pZ*50ulp9U}NB%$4U@Z@tD8d}+a*cYsc2>u|1Q zUruAUM6c5MmLa^;sI1kJkki$JoO7CNoN;^eb8=zqs?b!s z5Aj;KGfn-N#-wZ!NYq=osqIU{()1J78_dv|!e_w0!G51|yV}pxSK_ASD4J*bxbF&@ zG;7%+!R(*Kb_VN*4T2vRA<68nO&DS2Px+5O2=eFSWr~p=5Om??M70H~ekU%%*m*89 z@DUj4Y0jgsbBK`Il96BgEmU@2g zzr@<7;M;d`X!RNo?xTu&?c+{;>)@h&>0il`TaQ<1Tt(zXLm_+wh2MJwy^~Llle7}& zu!!G4V1Qa$(WB=6!`MCJ>AX$5Ez`x~A=;Rp5W~W1JB(c5-eNH2EI8YtTpJ?SY?hl{bTvE;Ews?@l5d@^1vPCxBOz3t#Hnx`C*NWbA>F7LAMFeXx zQGY8eh}A03g&c~@K%SdBfJ~u{+b6AT?RJAeHGhzBOFP^v$1cH(4Q9NfK_-?>kr}W= zDf)s|x$Kgv1_TNcT0P@HVmq7Zai;=Uny>H|%H7PuV+(pvsZVKJ(x~j& z3x4jb=0?`}VumOKboLfd;LVJRPvI8NVtt~=?_vtBYCfF!QIa;1Tb}fZRq#L#BU*41 z&fgGj02F7vZkkUftBAUo455t*V5E)^lokf$jNsXgn|pw%M;%o28s0O)hCyQz;5}JF zg1>uYdL3bPoD+=zum~HHiHcY0E5)Dt=15>xR&<~p;0Sd_AEH5tG`jD&vm&Jwo~~hS z3a77~4sR^12d*)Al!xt~;KdI6;^IQ1KAMXu*k|*hHn7cap(?lo60u6u&-Z4%zBea?d{{3tF5O8axoC%TX|AuEflu4 z&Y-_vxMfGV?$^XUcsNog)Gw{WXYBDMjDx3=WY z@&&uRbBVV!=ZjOF;TQJl{d9f{S%>|fTrhU9j^FR9?f6baFy==TK1kk#D7H1uA1NSO z{m3uwS#54h6w@DoAP@}y-fGI~B>7=fDhZv1D<#yh@B}PVu|Buik}^BFs#lAns&O{i z8Izg+2|z)1U^H1Ff0O!cp7fF}=%{5$3*Ma%`(_jQBD%y~llVQuufYHBuBU(JO4W&g zsW(QE?tu!WBuPjRg$d_0MEfWn7&R~LrcUW zIatgAFV^E4JeLt>REZvdh2`>FE=Xt|C0>KM%S)m-&WH9vO&N&)>gM_tD|}6jK7x8sRJUFYVaB2#EtL&3V@Bxb zUz)RU3GT5Uibq(<(cShch(%Msrh?cB4jz2M@E;&Y&A(yW2 zc!JR`p9DgUbX{aFrNMFAv02shFB?>a8*G}|G_uYMvjmr;z15Pul6N8Xv{pV;fB8v?(OhMh!-9#E}tpj0K?J}ubsjkjh(b(8p`7V6Y&Nea8-RBJa zSC!Gw+0hY2nEY2Iq&JWnKHNOk>8Klq5?%YEaWRQ2zCEkfK*OS{@rv6be{CLut1P5O zcWcN+F9+D){WgEwXHyN^K1SB%)+NU)_Q4*D*WW)ih0aI3#yBvwCZ(+QQj8ey_ctmO z|F9ld^XBi@-5;Eg@|>M+a=z58eLIFb-1^J2A=ve|M{BW&Muba~M&FxDP-Zj9ZZ9Y+ zcTb%Qd8})TQmMV*@cX~EqVA@tR(7~#M9pR-4{)mLFtSW^QU>L&hi(_ob3k4oACT zF6L$<4HzetOj&su`xm$y#e5oB&(@Dfoh z*K7G?fw0p^9sIe?$=??pmbDr&1B=n0jDfWS^hK@QIqpjjkLkWf`^ahdyk;AU%sfrj zlHo`kZsV1JGHA3g?>(2aP|2SNKh9+k_^~EMUM*AQvR>m>ncG)AOq%rNf(+FjO7f>< z-KR$8{yYJC8v)9|GejIQc5NhI(LE6SL*K!+cYcs07!e}Q8;EkSjWztSfX%Y!j~tOg z$dQ}`?_FR0QbHadvpdz>evFV4UApUYpvKy>P&B?Q_-=N;^IkvkUXzLnZN@!h=)}HL z4IzjzZj$68t(5$N|KAI6dSFb~HA6`Xe`wkx;#T^gqpJ~1ss&WQI}3G(KTgATTOS{c zM?kFtz<6OIO{9RtQ(g_yGY`E9fEhH8XqkUIa$nX)X=%Ev#Ij7p`b`q5iz;5D2m8gH zm4|lZlo&PJ-3Ujv!SGBS&5|&t1Q7_j`GHO1C7ZA^{26#k*~fxN64r^7SO#K;o_wSI zaCUJ;{^J_e1HV@)ND~k1JeN`6h#h02HAK+hpCFheDfBz?3v`$6QjNISOykn>OWQJ>zF0Bf~xlWMRkATbH(^!CZ_d$BkPS8wvy$u zA3-8VurqTp4r#G4*48L%Nm$`}`)FvkS4#oP(&C;?oO7!t@+xx39nC;r-f~IWBf}U1MBopv{?jn6$?iSSZG!Q=v zT6aMkdy)-Ve^7;a){C>>n-Izrr6nnMu!r*TLx~ZWzxQGxV=|!6k&BH0Pat{VlIlD@ zt;oJ&<5Z)JiG2>tnNvOfs`yT924I>ac=F9?ZFT}?SC!_`Pfn*CJ8H$xw%4Vt!wBx9 ziSznKrMEix*Ml~$_`1Z3GNR&ng)O5U1^8N1|JxtTD^p|UZPyyICTWBoNIyyFgP1hOSra8AGnB1edma+Rg?(6)=xG;zXx5DFtD++_E#< z@xf=bn_D-6Myu@}K9dmuT?p8f=0O;lK0;OaS*2Q=j0=wqz6U}1ygL;Pva%8xQXO*1 z>w8Idh;V%-U!Uq!0U$5gbJy+YG=|*6Fg%Gtn-g_k?;;Qc-Mf8m!+B_Hzmo%B;zR!A zHSD-#!6n8(qOBXa^f~RtZn|J7uW@gtOgg|57V@pa3PzFFANq@9h>WU8tV4k9pS^Q$ zZjqunJ!OFggu9mzsf33@FC0dzworaQl+w8;%)I$PUoLt#e8Uj{r#>i@>bH=nfd>dC_8M4)r{(M1*DJriJS_g-W1flQ2GybeGoUh?mVuZB zjv*7D^-OYBbONk2mkbG8v1Vb@?Zf0@{usC2KB^u*A5DzqTP zkz5cXt`q^n8?5PKXg?n4pE(|X1=d7H61!lw(IF8; zU>HYPPZX_ls-@+>@G8afcPKc`8scLhuKg*bBwJ+K3IZjZeXO#uXyb0BZ<3p8!QJ2e z!o^9c%b5=Ylmm2@5*)#f+H&1k{!m~^8QFT6S^N}v6I{A17G^-Fk2Rvw4|EHc9^_h( zko9oD1$)JF^pUA^f=f1q&_^-neNVyLKrwRKLD|#p2MC z=B`dO6iy;N>FmJioXgYiNKs?_>zrwFzOB?Ms=k_$NcT_9ms3Nj2k&p0Km!YO;CsmiOwRY~G&ug`W+_ zPVe6N76427!QK1TAWiOF6S}r~%YdRJ4JLfL2gv=zZFcaAY<<+}Tc)Yo49jS0zPoLV z8;$lVP$@6jd|x?yCM(Pop6%;}$Za{xb)oyYy;6)+$#|*m155CP? z4-VFHl}?mV=JvP!VrMT!X~6~^^A^*N zPfHhx`;kM3>(N`C3i~a+%(^@BNRyni${%(rlX=J_?xC1I=4c|S?Itq2Nz8dq50amU zUgSH6W>5jb5Ae2mPCtg(Qel{;mfXaJijz{Nap)vC=8>a-y*u>r+zD6dv}HszHGMXh z|GSj9^76HU_nP+rzIL=|+bOCfJVsU%z`gGUpE9b&9C1e`83q!wdMJV0LMrC2q~JD# zhCdX54usr!3^0sqgdI!Z9xz_)r_S5U@;XD_Bgy2(=83pE2%ii6+_=%l$qZVhRw*IWVm}N$J}~SRs}Bj!4cQV&0`5=9qeG9r~tg7tZ}Y%Nn4hs5KEoPPtsH#K3#_yy+h= z3hQbxFlkE)+no0!g&3t(#bkEfO?O;97-Xz<)k6p&(W64a7$i6e5E0KZd6((0Qb=@g?!xF`k((us-llaE3?=+#68=uLVH{fKfVdRY8wTr|GtP>k)v$G9EjxBLu1| z^HAcSHpJ7J^$LU)ptNvXAn{|7CTod5Y(uzVl8%XA~ zIy?NsJxHRPW#;oOc1B@a0gBI0rSoFZ_VLseFZk9Z)&GUFZ*l zD>rM=9-xJzb&|14F&X*^jW7?$ZMlj4@k$S~$m9eki}iNae^UZwBx4_ zf)IB4DWNma_4g`Co*%dWs3@=tKuqk1$aV?q94Z}6+82N`F4Cs7UkP&(8UsjK1)weF z4)JZFGu(a~9>Ft-M$|n&4Fv zMI&-ulYGNX$BrEXo%OHrC$cxWm3xh-6UCs}tx}sf=&`gxXjY5pxqx6hmYjEMK2U3| zQ0sDXeFydZ_uuc|A=M9bFK^T&EG${8M|kQaAkLzENWnY>3UI%Na9yy_3l{T6F=m4r z|6bQ{LyA1ekWMie!!{NLZfQTkwAPo+q1d=pZ2}X2L&2IL zDKG2&U>Ry<=gLJ>C4#Vsmo` z>mu>X&&-<9A#2pc>9ogt{8Qy4wB2~Nuqz;N?C5ZY_-Euzb^e8-~xc!VDu zmME}ADd3D|RzF@4%#QKBoGN6<^X>>O__`o8^yjDE{gI9iAe&k|_1_v1!IKClx>L!* z*zTy6e5rOjc!O6QcraNgDf3qF9#G#gk@^%_*Lg7Cm|z^g*n;TW89{oK9|qg3coB83 z-^G&SWID&V$T$94+i#yR!kL^%DSRQ7V!t3XWdV zV6B_z-zQgAn>Ek)nD4(|3LP1DdgzTcMvdisJ^eYt#7Cr$Y@#qOd{_uuR@%E+y6|P9 zTc}w;|M_zj(-%^KirPGKGKPf1r&L}Z-7kE$1m*Y583N;u8JtC`*;wCWz+$d5e7ilWH=|X zNlOY(!I>=fe<`j8%sH>lhLAISA2n_VDRPbKDQr&E65nMl9^9~=d%IEQzL!X*h2<4x z2AkPen{6`F8%9j97k^T~Qq1n|Kd^0;W|;MDQ?TQ|0K!&3@j+=H5tI7Du1Bk)Q7z|3 zR}yp(VKwI~;fKTG9s6blnG01;!c<*krd7B5c9&6%%6vR#?8~cmf@rc+PgMh=8x*s4 zCka)lP9AS>CoPc4;A1AHO`apOQ#?CU1fFEGkX z;}i)9UO#m!H5j9|#?COo01AFl^R!>nX@xx7bSW*S32Dk3GSiZ${LFE}^TS-z!=^!p z|Ki#)PLM%(|KV-u3;BDDBh|!=Gnz1yXodPdM=t1JU>MDCAzYn=Um{aUyhGd4btY zBelb0ckpZ2$(YIcA|`X1fP>U1NLUviOQ% zO%|by=rwqh=;9n)G#07@EjCJl!236A?)Mtl$Oyh;+;YEwTK9hZBY|W^VVV|pT9MP! zQZ(TFl=1EgrQW?kUV%H(#4bEI5yOyPnuG5<0Byw(1eWvz<+H~lP zzh!2UEd*xS@`b<$|A1*uGcWAmwp8UouH$r>wu_b&acTTvVD^`uGd&V5v55g63$L zAtIuJ)+T8n8<WK=!M{Rg5 zWdJkHt~`mtC>6RGC$m&pYlLTT$7Ts5rA*R2B(#Hd0a_BAO^Eln{i>W!Uo|J5XZtm| zPNp0i(uo%*8k`RqkzR1}=tucM8y1(LlMyJmsO;x2dpxz?6@FnOt!ffDxn~9wo#cGX~9&Md!9!5 zZ`_$N-3ahlG*)EX;7MR-?kZQL*Agkg%N{?4SwEO|Z=1b?dOB%ufF=r(rK0oc9p7osgrL=+%=mSE?0mOIUjafDOvfy3igJ_TAr)VcTbF zBTJ;8pLm)Lfe!rpYY)dz2#1+$IESH}HDcwnZsCdSNZoVqX3BmwjF23*Q_1`^r!_i5 z=Avw+7RIs5MyGKfaCfU5H>{TODMbss7!JD&=Z^^1L(@PGM$k(KU|{Jh#^{mjf~H++ z%KgWwn?r$eJu3(7vrLzc;Qjba0F#YL-f>#-?+#Gu4{VH8zUh{nYhqn9X}LdHW*%Gq zU!}S;Q>p}wgNoQ4^CqDU)i<8j1w%ufWPRM9CDC!RidZetT?K+s`twKMqAL=ClEB7j zdnToD5O$<;+;s}PDt~zqz=e&RRwQ(%c^{Y61dFQ@Xb^;K%eQ#>XoJHaJ032qQx2LB z>P3y{W=}ExeI(z0wKZixC+8O#aw<9-1Yur!T)p5pk(V>j2UFIDM!?i*SZhM1SL-C| z`wWII+oL_pgB{*<RXt4=2{@1` zI33Jk_Ue2y>89e;Q9+hPKywBnD zC(+%mq)|sCR(O*7r1s98FsN#UNMEHfsb1S=73kJ5N-cHi!7mlY zB{e<2mpfo8dI@}?JenDNq*{;>g`vt?}?KW@ z$q6+R_O4a;kyy8x<2ZO)l`rl`f8e5+Y(A%krW8a<&0cP)pwV^onZ@#gkmZDcXshnV z1-UG8Oj|wu_k7YD$Vq74Q-#7Dl9&sQq*@(mFSWetpyy(@QapVTKG-}Nd(}4y8k!a! z-M3XPNdd=K4-R)>3s^XfPKEeUlF`q|oJniO3844bAG=x!eDo#KJ^`1QK$P%A@FMk# zW@`(HgXs^Va*U$!-F`|N91w~c>9+r!zu%zH?PfdAJTGXY=}tjZl@}C6pl`EJ10XUK zv^XZevq9zF&dm>I+T#gan%2Lyt>#(BBnu0H&rUH2ewM7DLo8M`w$;qEAm%utRVZk5 z0%d33;xm*4?9s;;|BA~qKf>=IdEZHl1{E&a)SQNfb%w+LmBulnw{VrZXHO8TQn-HK zutX&$33{deKAvwG)`HYk(wMEsn7Qzrd%pmfujJ+wNB)$^lJ;L~qNm>b{zSu~48YzMerJfimLV#VhYGn=^we+8&VQt9{}Qz%G^3LfB?^6l{*I<1}xM zT_8&C8>6guWj()jV7mo$oI9jM(Qu0YChg8{E!+K~n1;EF@vGcN+VVUyF%FS1Yho}D z-atz+(&K#uPtB?Qu?c=LNK4%fgMiw|#p3v!g6lk0SBes-$@W zyET6a@K)~$ZK&;71kTr)1!7kK0Tdus!*z+q%cLp@j1M|;mf=hIds4Ed`-bTo!Y3Y9 zT-GQ37xdYI2W;p8#|_<|$wQrh!2G8UwR62u?eYDttzs+AEOXi{ramB-avJGSBQw+WQ8aeQ7Oc z-vB&rR#+e^FsS}_bXa?tOb<$`&^JJN>!pVV#Gy3`)e+ERHkAXw;V3NYYw5N z09-#1T*Y?es`qFm1l***0GP(r4$~)K%PPyR-houHI{PqrGcx%`PB9|wzo!>e)5s=_ z-f^)oq`vmwjmX%EQQ3qt)q@H#&fY>^_Yk;%CB*|IU>&^=k?dQ6gX`YGJ98lI-u|u5 zpJ2%cL>jUN26sY7o>{wwiDM5Z#Ln|I1oqO#BI?>yD$dLf$-jg}i77c@sQBU@{t|S$ zfZuD&_dfv8L{72>2s3Io}f^| z)LSuIoxjur){RuvCHUlE1HBhcRu{1)TCIT)Lqr{l=ZqJeHN$!+0^T0#8a36D!122X zNAWMDK$WRa&Y`-bFkGU(CFCcPsjkdZ6EykG<6F!W#Ms6u>49q<86OdDK051!P*PAG z7{O=e_zVxE+COsPW;hI(Ymh+YFdTnp=c%DNw7Dow13}Ov;RO>O4!Yh}beaC(cnmkr z8Nmo_siZui_ebg_?Wgtt>p*f7K_e{FBf;xA(+K!M{p8gtOGTB_VBx&!iAi*h~IR_R9OEj{Lk-RwqI zn0}#`hVn{oY{JJj;1}8X+(xbU*kwIxxO>LZ;js^=-3eIj1Js}vqTli;0l)2qBL#L! z9nky+*fD?SFJoHL?;|vofs$Bm`SNbyGkNV@-5^{F^VAuq-8*luu{J?F8i& zx)1qz9#jfv7PkXx>*tZ-vLrn{fwpITKAAcxfG?%&VXI&!nb=-Y^qiVW~3l&dMc>*GAIPR1p_ORs7neXyV?& z8Q2Haa->t;KszypvDJ*o>#KF1)IABHRHJ^|8o4$xq zBrIXw4lXOYm=vRv5Xj(`xebzshBDYnWC022`i#TXND|x0WTYEkFJ?#|5CV(NG_Bfe z$RTm+Sj|O%P<8fD*lXtm9Qa|9_F`~&i>TYX&4oUaZ?#fhI!zE& z-WNoEGfUIof2Bf&!Q`mXE%eX|NQ8J*6l_m0(PduLW%O+ zzipveIa8MZ)f_w0aPwlb&0j2>@MpM+76QMtx(SHR@)cZ33A%VAQSbedoz9w$A-?AS z0$}+>@0*qbUG9S!L9Zkiz96cJ88o`IkiD;AVetNLcM@qV?M-s4P^;Q_+ z13}0b{U`M#6Si~JKx7msFiDw?lKPk1J%SNonL~6okehr&Dt^xsYM+_M_behLP?A6y z``nd}Bg4PsEAl>A#d0AX-~_l6S@kH?jT(g%D#I$FpVJGmqvgqyeuJYI)}BzAH+&uo!kTp%4atA;@{wdmdRi;vI<9ZUabKuo*1p7`dw zkBL?$O{xO>)8}`Jonl%~UFZa63Txe_A-N*b;29=9H9-;`ZT1b_F+^00^oGfA*CzDM z*;IejSHqN&aCLk5Y*en54zexW-SRi-9#i~U8C)LZT+neyL<3!P;^3$Qeuzx$(#}c4>=uW2_X(yL@ zT;n%n6&0OD(L3kg)|5X@O^DK%Z@(iEW2b-s!cMjHc^GmShTrnU)bcRFUeN(@WN_2Q zOEBrN&N3y3^~Vs=zV@Fd12(D=@`N$wsj~hm3S{X@AujlM2|;8^aB1H3B(8K9GJkD> z5dds5PMHIbJgM6>y&+NJEgQ^U_ekB2OuB6}{?kj>ytyr>%=LGdkKBIiphicM5Dpdx zYCmA)uysET{=}+rk2Hw6?pZ(LF)7x69WBV;N9JDUe05ya(qUl-IN5oey!d1~0X6y; z{FniWz^WnMV-q-%jG`V9wW9K~oV}0lk`?Q-+NMuPvhGFe-U1<3D`@a+ZBQy?^IiFD z_|*7qUqBan%KJGIfH+&^{OS-nn?l`18DOw;BEy?;Z$7_|61<+r@VD+ZatCe7*(}`A z^f;QshET#nc&}rSLG@kmblcv+o|gP=> z2?k8&3hnr}Yc`y68trUgH7Iok-riK&ZQ;7x*kpx^t^+K^WF#7Nabf!YHO*HCH0{hD z-^ki_)+{a6EfZMQYJDZM17(J1B72OF5-yBb>Us~(4I&p318zH&?y4+F-8Wg+OM|QW z)l<+Vq7C1MfWzUy{}Lz4IR|z>;xYd%Y3rGA}hCx>s$ES`QJBHOu- zYbva^svZT`XysG30=A5+xr3OyQzC`Wp5LuJ5r)K^+txrgq-xd){zpwFrd3)Qd1ZcS z)T7`RKSLDGR$PPUShC_o0`a3j_cL=WsX9;AUWXpk2rxTBr64r4cqd}xtsBc<=d^Rt z3!ek_(Y-TQ$Q=qwnc&ZGd%B~+EoOwG%L;L8fduQHfZ5Rbm0lU*-iXez$N37)>?QMg zbPY?c*;<|A8!!Qm-+Z&b4W=9)lp>qM`c?S55?s#&nzo5)g#sR-DSzk4qSL$Xbe96! zoIu0=(Rjz_0b(KiW9KXB<7<3QIMV)nbRrafHB$YA*4%y*L3yfcy$cHFhrHLI-_1d+ z8uy8YA(^~!8JpCMK%ebXMqOcZ`_Wq9wH6GEqu5;~9#xodf^EoMpi{FyUov%GB5Eu@ zef?{g8spSmA9|+Ok;;-&I}L=QQHpRUq54<|ayMfBitWGM53XP(`A zSQ+yT}oDSf~O8RSJ zMI8-ga?_PVmyvD43LC~JF^&-jK%>qjeKIACb+`64-(dYq!Wv&*v?){U^19`dm`8t& zCQ=iU)gF}py<}L0@L_q@?M+}9>4C?(8t-$r1}^ApzdVNG@kX#Y?}foDIrVYRTw6F9 z_%p*gcj>?VvKmMa!$tFy*oX4%rda}dmEml0VKhN0SHIxqADgWi2MGj5EGHQ6w`T6x zOI99Qa0*06xWjj~{vLo`J$7kNj_dt;S{ryP>RS!I@GqV)HI*EW#puP8Z;e>E0I4F7 zlTa#D>2f-@kL=O%TIDJaVTbbYVTbE6rP!6N`KVpDE4%Nv)ZH+7#N|faRUN|(I#CHo}Qv< zZFIxpPPqNI7k0b|?VrZjoa^c% zg-jJ#khDY$g7o#EJ&fBe9vt4*F_}hy1+GxcDAZ^GdPKN!HA*P{ll`Q$=bJ(;{I+ps zEGs|^ak=uICM@zEpuf6)=6TeFf9Hqb1#nD5P)9xY#}aQPK`h7`qcS2*pOO@5opfwO z*4nr|%ncU-rKhyLwgHBcq3LH4C@h%^4NuFb=FC=_x68r8B_YHg(RE5&`$fs^CLM?e zuuT&LpMmbAE=K_yzAa)Kr%*G=E+tPxO{j{(Z|#Iz-#}P{fjnRso_h@eB4{lViT^r! z;c=}dXqSYuJHU#t%?nE!z)NPOSbOYj{f6T|UQX3H4#kNnvI*(G%}~V&J-Fbk%X!PI zVI+{2GieGz|E>#)lja||8emc&2EM=B)sMjNn3T6YNmuWbw;lt;u7tv2pB}CG><$9p zEmPFACWIL{V(By*Zua9wSVDv9(|8X;sHgMY7t<IPw;T$A%SGICGHrWro7Kn*9COp7h zj%vRJL0N}&ZbIY6R_XrzP>6RwVe1ZCs~(e zp~2+RIN{tLn#V)(5p9C)T6!Wq)~p)Ai~?=5nW_t(me1@Qrw)~JfgNI`nszlN*GAHW zSI=*1lS(ZnO6t|DuxgU5&1;AvbCw-F5SWRUF0QG|>SHHHf>}7vdYNP-_PP8E10#Io z79_jwvwE)etIO|GMvn)y;a|mc-HDj^T1hu%1{p2^1eY_tiI5!GT!?LBL9_bRDmCh8 za^Wcg#%1XLr*HBAImG*^%v7h4RgZ3sVIoX;@W_$GdKNmaP6+p=sFT9|q1<260)|c* z)aAmeW3Mt7L+Z-bTo5za+tufd4!1HIb3F|9SGm`refSN6jtXAa92y>tI%JI>4!5P< zXPsaiqoa#6TFW!Rgp3%Vq#AanM`NU7I*49rr9{cA(HZlEt;N!v5~XP(L6>ob&hxTC z*}Ce^y+eeXiLID7M&GY(#*e`<-`R#oSj=YehX=SHO!z!~z{xnJL0 ztEam9-X%#v#}AnCNB}%2C)rV9M5>=fnAVG>_RP2zHHogi3-+_UrlZ@pFg1XZTLJO^ z>(9y*OQxLbz)`-BN_6(tsx#~tHdx%+i=(NE>i_jey4kz|-P!b)Elna5=s#seX8r1% zdLyItS5j-#Fh<4X59B(h4Bzzi0bwWr`(X(g!EaUy--UuM9_q)bd9}@ic zU3Hy8bfgH{*-@dJ9VJS8!uo~nYarx27i053__vjOLA1gp?tLV~X8Zgw+GDVnAGaoQ zsV9MazN&f_B2~vBfwj@Ygs&<}sXo4xKq6NqxjB9yUZ)%-ml>0h3dy|U=QgTa#QYOo z8g@AbV#X&cQ7_7lu%)3xE$uoW#ddIrCrQkt5d$+-RWjUEYZLFiz07G~JoXB<%@{48 zfE=olyjR~TTaFRZ%EPTMw!$N%r`J zDQQdKJM)5BYL~>Cl)9&T*}&oXy$0tyIbK4>E-bj2@>K|jrb0I4-<|In4r$lAa&*~_ zHReVGYC*p;v~2G2_t{k4ks-zh-&R1VW?Vb+5x|pgkzDfP5}Ab8vlGl9HIW4d1A0O9 z%WB8#Z@o23!f9`KAE5c>c)w`N46#Lm&Aztx=w$cn1iJX7Z8FL7cB(^OVnIj?Jy9{d zk$Y=-zsWl<-0g*`-y}nk-z&5(q+mv4TQOdYBWfS0HgZkb*RRxo>bNM&!1ZEK!Y)nW zAbEZql!~@(5Y7C z?V7t)K%9F}Aj2$Iof2uYgo~Ms(kdQCijq2Hv?Wxd<-*4#HZZU(y;p3?^Nc}u3@VhR zLZgNNeoiRCr(T<%y?rZID`n>Lz8!l|@HD6!Z+GB9BbA5%dO%kMdO`a|Jz?Hh{^qQ5 z-LQqs7D%+4S-B?3w(`{;sQC!`9^CsV5IA?p}dx-;8yz=YI zwEll+zs4}-9KXe;(L)kzT2HEcf8PlxeBHfB#x18HYLZQl{+X$=J8cZck?OC{=Im zXeU$0rfaQ>t^p)h2>ytm2?eIAkD+Nl|K_*1ZM<|i0)*RhknMdKBKU)!Fn$>GQ_)*@ zNR?x9zDhP|-{g%KD*r1A0Q#?OP(TxU;^npybz3iM*ia*h)53pRxv%5VkT`6b<->~9 z+iQ~y5@jm)vSj=^ZAFGve^@G*(J%Po_-tGQBuhK8k|mwS7JP3Qsw*u3GE5!SgpI`z z?@td&J=E+JB}C1on4bXqFnT7AoEVjb>pZ$wj3-k`SB5G;DKq3*E(+}<`{%6PeUd7d zv!v~RW9r3#(=>(-2cdwBh@5H`ACa=Jx`Xx-M6mkp9?aXC!B|yXL+b5%;wZ7W3D4-5 zcGP#%W)dkNAz69XBb}S|MoV@}gkUvXx=DEu2sq!;EK1E84ggw&7afVe#Uu&cWl&Y_ z{=r6b-e+*K1Z zewUG>%mn@hm1M|w7E-tRo#kYSCYXlb!B2Zj58{8D_O2zP%40Bt!1cc&+4in|s(Pb0 zuQ%|6w^-J$2<<--KJaZ8mUt7NdwXTX5GU(k*b zMs9r6xgZ0NJJ^fp4sgmn+0|H#`B}ouF|KrojrO5RG=f69Hl0!G@s+X#Yi2(&_6M(LX)=QICuP(P0t*=pNHMg=He7Gm8i zadxlc$kA@C>V^_5S}D5b#RBna&;MV~rs6)=jUI+|u(JVOT?DM*=EaLkxsEMa-NBht zf|BnH5A*45yBuMM-t1p`fTJ|+vBtaA?xw}TiRebzMBBG%Nr{`#|!;=*kKw{wl7R1d^|duf=N zEGrTJ!z|ypke2eoV77;FIDvYf{tlX$#R+^);GzL8c`+US<7>(wACs{GWw$e!P{0z7 z@JcGe9gk9l|JlLBuJ(-YPyJYOUF$wy4v{p$^G%}naZCr|77ldR=Xv$3ELSuAKegbQ zWuaeihFJN6b{ObWi=JH=e~W9^%Aa4B#wA~a-^Y}GPzR~}IO^&*k`68U2gZ*Y5?4mt zEM;i6TX?Gi%>e&1dEcO|Ua;PEjo!%rN~e$uF6#2ULo&Fqvf|l&A+C7h$v)$T^wk2A zg8=Rp#wmj&7z8LW^40vwwJs!pC&A_6$}8&e8ERCfNuMm7vyw9J1ePM%>5bh~qQFMG zvEzT;kQJ!Zb|NXP;7R6uX&*AO0{fsZ`C0EQEr_fRG!eJFpjg zcQAE6nueZ&V2)eFAv8OTRQyd{JN#s{RuC;e{Zn>+vIqt>$hF;M z0a`jnE$O{PN_zUvwh``B-3eVb&PkQMFsr7qpYI^bk=me858b(uL|ORWG~^50<&%@B z?wAAQ_sjvV{;;&EZiVJ)*n@NGO0l(t5$qb&F~FD6Rj3kpJXxndY9_0oMoYq3=9$Z} zg~9enE}vCGKF)KX5Po*Unn?;95znFxiu7qNZ1tO{-&n&ud6+WfJtp^wX$ShLaP{afW;}kr8Bda~^U920p!8oa;3GJg0OcJ4c*^49Oja5o*g>QKMJ~wttQ&MI%d%{8v6=Mm&&(8y zSZ7nK?!El^87t49tRQkk1Ww%orh=jf0xx(n9q`CQ>)`!}y^AD$9ik>etTg@R2rI4i zLpeUN#tdn=scne5XMMR2PIj}-kwHhuP*91lJb5k8?0I!IsX$a*{d8Oiy~5iX2Wn?+ zBR&AhL@}`mr@7z|^RYc0y-6ofY9nYB<)L=xuZCc6EgzY#RC*J)pPRs27{5kL7;#Jy$>A zAU^n__N@8<7Z?rUjg7_ks_GT5Jw@e!d^5OX3F9A1uQik*eYVOnRa9P!ktFI~b5I?J z=DhL)&^7)QVGxL!Y~i#Cz&V$YI{Dyij?^>4&9OtDnSn>U$4qpdcsg?wFlG!_V`y~! z=22Kc9dekqxxpSI6j1eRbNxtCu=AHkVb55eZFmMILXs-zR~C;4bFfnH9=qH;l1*~8 zSEzJF*E*`^L?NmUA9d9P-zwhY*3EBl_I7`Rz zl^jBHrb|1yU>lSNh__zJxwNH)o0Nb=Gn9@*k$?=lZwLlOWc|{+5jZHF$Q`fZ02SX= z_3P^2ndpW$RFfFTa6aVAI%OCra#QMXz@leEnL0FO_fpeX%MgyC7z?ZRJ7bIhJ3z$0 z`H+q6*KCn5#cjdmnv=~R$WDAy5q{BY$WMl>O^k%I9?WK)AEJfS5qf@^psoL z2-1aT&8eP+>^(_Swz%5}v+g#lCNv$X3;E#>^#+{(3B%!!^!+*JX)h&>3=mcTDx(CH z_dXnkPJ6?S&wyuyZGs`Vr0l{YI`!;#0{{hryh_9RW&(k^gu*0biJ4N?QrSa?R|W7|}!FDdcoFgKRES z3bAJIN5?%Q6xTH8EJp9=iDRDHvcTn&Z-}-(Tks8}!O8JBq>%e4F^=sm;M@ix^paOB*qK`gJlv z#?ZuWPwInE+=cw{jCX4)=u`io2Bb1+^Gt>)DQeVr7=jq?Lr+)Y=dZOEc#cGl4!@GI z)z&o(9PqI$>}SB~B>xNjIm^@0`QuxcFQ~dMPt==BYb8fXyS+s=5|MK|+P>}x@|^j0 z-n`}jhxN@pM!i>ZCa=*ct<&DG+DIo#Z`$}h?=J$C+rYtM$apVUUJKlCWazY+^z@7s zPk$Vap+T44^4Sg?v9IX^VQs7D8Jva=o{l0lZ!6`{6PZw?Ii@C9x>ljXepD1imhNV0 zZ(xhSZT+M!AX2k2)F7CI%(}LnjYRGb6~YJmm{4TfBZ*RISUU`0ve|Wv`)G`htrXJI zIhwqZ@abo)#yZ5>2{;%tfZpFfTsDS+m8MLbE+cX7z>OUEcxj^{$hTmoawpD0zN_5j zKdQ?0DrHtYFKj`zK)o;v*!~z?01KQ*vE2s%`vPjiqyY62^Fr01I$F%xFT}Y-awQHv z*!c6kjtqVo)eZ5pO_IZq1WiP!N>p;O1ljrtA7+%s{1SPVm+J~g(^rV-9ml^Fn0645uH@^^Xq-!e z8sx5nJ&ha5d0pzdlg7XCD@X(l*ZA$lZq+%06pO(bw+GUIDC6Sm8Kt{g#_G&gyPC0L(j0o>_J z%~r0?_FP!7yyRE+K|wwQmXk3{*eh~ljkM7K(p45#e-W$^%u9*ZnX?XSJ5e77o{&X z_oNG82P|u3k`uk7#eWQ+umy%JWy;SoTW$F9Z?F-Q(9t=r5CkCI$H^QN|J`F|>v00U zU5w(0j5@IfsI_rjz`1%J8Mvu~5LYIW%QqQCGE@y!rCvBS0dk^1wKoX6RblD%Umd9x zoW-iuD(RhBLu;_Ywju~%s9W_57LYz!ff$FiNLAG0x_oEtkxk2 zUL@0I=>I4+wh`86{aKw|%IW76QI4#=Ha?9td54`I3_qugDA&Pv`nuM@e&hl%c?nX> zLM7V5~if?5IExA+o zpd*Xr9X5tWV;`5R=ISh2g4k;_%R}ulJ>65#m&vJD^N-DyjJ50E_RxzaZ#fQ}fzF+} z11w=40HKhGAjcCPLU9Fb^M+Uac>&yVvH6Y|owCep{Rj}9Jjt}nS!4Ph@%IO|3UQTT zwHDrVwTKa=DdnKY%U{^zTpq6i=rBq&J4VMC!IJ7iUy_D&Y)q3iXoK`ZkPPHD8gQq8 z6v4-!90@88ih=pkm5tQ*RMcYL#9guO;@^Qn7nCy}aiMpMEbq+5l9FE&5lT2ax4^3MZm7EvI-wi#t%L%2ZWfNrYiSRTLjZW$dKuVkm0z?qgiz=`dn=i z`^IZ58^1CFFe|pvbd=l^^`M6vb0hH z(k_EM;s@+<=U0yaH`h~iC$GD*o13Xw^bVjRb@}9ici9DhaZs#5o9;C{ir1vDOOcc} z!N6VtZ3!o-dT;KEC`(cZd!SL;xUD)UnG`w^uG)<)w+m~|Fsmhnmk(6cUxL4#e@{&b zz~S+AO23GrT?lC!GFMKsDG6TSb&nM&6oEeIjJ6MTFd|rt0CmvhfQ^UL@C9K|`Jjw> zDsodrkkk@`+c>bBn&9`2+=R;2^%Y0P{TnAg&L(Kf=b^$YyFSUkCM0jzo3Gfx!M)ch zxN2)T0H>>tf2l_o$kNk0{a+6uA^)~SG^`b)mN120yH*h=DP={&pG}PbeOhgpIM{%kAYPx3P(lD6QUyCIyys{$EskcKJ1~x zVX@HwQ^}0L=?WU79tY)qBi~l{$L>L&u;k-SKVqJKEnysO*DW}SOBUUJj=o;1qX+D= zYg^}yBm~G+MEQEzqsI68$8AfF{A~2aI#8)wBR+(G^sDv1q=*zUtIjvHk zmlqjSZ>!7GyUz{E1yyC)qk&-`+49;*-L+6;&EJ^UQLY+4Jbg$$W3_LKBxEu|m4;-# zfG#0P>BfcF4JEQ>rC}eZ`%>E+x0<*IUq)^`FF&)Agrz5dl1KQ>fOeW=T}9GQR6@B+BdF?8hT?@}})ME*32Z784d`_p*R=--4E)gm-6Hl+4ako*6I zNzkf*KTNV^1e<5wjV3=1js64PT4Y-Vf;*=2?&Lp@5jOtIJCbv+i54ozxUy{CkS7ZU z40xl@oU(yd=t~>BI=-ZR>(eW%m!Cz*;H$8p8#ZYMhue-rrOfzZk?V)1 zKM>WYxqO_PboGrlQOsYPj{-5;_^Z4wtH~J+ajHmZH_9Q&cNnAay*Xw6j>yHby{ExfgHhaAF*KRr9Y9Jxfa6t7%{{D&Dj%xv5u#s<+TZi^+&GK5 zB8Jjx#z|y;@dSidE8>*n4?Fdto2X7N37k2EkVhlCPN$v^H)SY$LE1x4*B}XqYHF`9 zS|`X`bC*aiKrN=?-sA{cz!RZU+p$LZ%;~kvDT#L$fW&61w#6EG&(>MPid}y^4;%E9 z24lwWmZzI7*+MjJfg7uBBmN_Tz}u5Jc<-}ZElg{fgVMOdAW2kSza!5gw$QTtG zBLo$>+*8CiHjs(1Ni$)0*zCvv(l?SOb5J?xw8yp*@xZK`Pdn5ePiLbJl?9#*FWTXu zrO2YzpFR{U;9-75cKOT4v?M{oF-+i8{&~oHxHL3<@FvoSeC7%SG}CEVKLSvrE=#-d zL;!hWDqapEu>m=#>#?Z0Y+Hr^Iz#MJs-$^@Z?1?%R|T9XL8r**NJ5zMIp-?W0+ zqm@+>Gx7URoS)nyl3Lz;p7Z95fM6r;Hcl2@uP*fru7|)h!)xT*Yl$~|=ge23?H#j< zbmL08BHsdZrad4lR~3e2fjp@8{nKoL?kq_l3|#RZ{duti6B+aTO5A@vkk4T#CBha! zL?;+Xa*BRTvi_;_bL8zYh^X&rS?SsV;+&rYyq@1Kg0#@!nJ9wTlL^w)-La zy2DVtiY8e7JM45>EEe~$e#hH03T9)zy^DEcS$NVUrz9SKp1?m1?W0uRU&3?0p?)eN z{r2D-i+J|E6zJWlW}RQliE2LAQ7Jz9|Fi4`I^6QuUX{$GCJ*5R z_UtK2cuI?oZvyV*0Qrq(2&RE=k8J6tcVuu+gVAvH{qH1z_H5AWYN4-XTStjo!uRX zVbn1S``#3S513Rs(b6;o=hM)r`v5tRRRT8fWA{Z*_o%g!8Nhm=Ljb#(0&h0*+Vcue ztN}rx+kXWQ}q zlkLKDH-ha~Ey;@McDT)-wypBNRSqe0Ts(w<&A`HuK(qdjo>csu*o>y;ZP~7vQjS13g@fVe2)oL5bz#<$J%Qoa;k2B9r`y$ zi@6)~*U=WZz%sR23&E@p%WgWv@}c%5D^z;(Cs83oSs$-^l>B1(3N-)X$gS9|a&6GmV)A6zLW4-n1Vsxjw zyAGf2MwGZ5ony%-V{Sa@0?w{++LjI}C;jA`ae?=yxZ~6mAkqy1s6k32TNuMSoF~VH zli_0n$(t(QU$qrcUmG$8LGz`uK;B(Gk=(_(AiMMbB~JGLUjHr!N_NmCm9*o^e{Y%t z?zt&9pKQ-BG1H4OrNc$Gz+@1NK?Ki2K>Ht*Vs6YE6!nC&Jjp-ZF@G60nw;l@?{qXr z!6Y4f>gEI*@?Hz>$=5vM77ql#&~U&Tj6Y^U6Yy1>f9S*wWAAgn1np=?bKO_8FXL=` zE3`TlSb)OAMm=!icK~VAwe_wF=?2;?QoOsT=c}Gmku86UVXW(?C>V-Hfny!KaD9nig0uL=pe-a{OIcki~Zy7TbD2H*$jm+-bRU^)zS4l!QcH(a zyZ?De+J+rRSwv^wK{jej*^K~QS_St{^|g*%NC)4pj~g&;;9xP0L+t*K{nh+{{Bk{8 z>p1NwL5|f0f={tKzPOs;A?KbZ08y|7>?W4kPwhcywvnHX8rf7>>&uZB4CsZ|Vz7Q-#SrPnvQ{UZX=?46gX*1_{TNTI!Q-K}(XDYi zOkuHnHeAs?+eIp4v>d4Ur4Lf7_`xet|H(Tv?VmB0JZtLK7KSTWBF-Sg0a-u$zEQx> zb-80+$V=gV#O=f%23YDg+ySO0LtEAQ#YfV1%K?tT>}2WVx}7&+0~(hXqELxv^28O3 zuN6zbR7%hJZO6T5y0j6PtwNftE{i3biTvpZc*m-!^ASFND+9A&Fbc z4{yYo%6o+w---#=4AV4D*tf?bT6g)FBWYBfOFugzoFN-%9kOb}mje=bu`_KLPQ1&r z?}+zR)fKtX>)%A+uQ=Fz{0A?uQY4vvdUMRBR&;u@Rc2A1Nt}!`BS42T$KpV3bnv!x zKtodTAXJ1j|B+$KI#D+|Ffxb`P}}YYmDjGW#za@@$?zF6K;hs`^N;;Pr;8j9V`tr+ zuehO0ouB%LO4n;AHf;3)e2kTd)#7uK3v}$xLa@hA_AQ}+jv{C64_9NoKP)>apRAhO zm71}$)7REf`-=mZxGuE%7`<}3>au)P!SK8p2lf?b%ppZSZ1cb_5d16u`Fc+sX<>p{ znmumNpbd)$c~e^S>Kn+_M&#~A-YL~5>;345LWg(ni$(hbTa*U z+LT8ohMFaMEX2DE`z6HbhZtXSRbC)?C0ny$hx&!i@NUbckudkh!!^EMq?j3c=ow@O zO^lIh|6ATkU*WFR^F7669r1l`#O~3|RW~8=e!mP<^;NvWC(`=(jsea6;im5(%KS1z z?m>ot-Gv`6^8jV77|0x@(c}^p4Mr`QStulxqXWN=6t}k{As^0gE2ENB8#9x$|1XxId@AYp{Xk=7%db z`7uC(^WbX~2S8%l^FaM!D?lb}2T2f&@--Z05THzNud0x8KXY$5?QhM#eieGyJHk-j3t$6%0065aR zQG>&YHQ?Bc<&X_RA@EbOS@ohg!9Z>)wdNOncXg7o;Rm~HTCi>99{YF^;n)2mF%fZ7Wm8cRN*AFD$K5Al9&FO4DnHm8*C7Gvr5BPx9Arj8YFcI;Omi6UPTTU@gGht@Kx zxz0;+CsSY$RqNODudRoMlxm?wv@^^FXsC(}{5w|Vhb^y=xL{c>9}+cGCuCOoTRb|u zkK2RQL8>zTo)7r@n9mG}xb#1zffthme6seNQ9gL z)+fKXLzT^f^(3OOGaJxjyc34yUV|%^#iNh+VIFes7p&>2)WW;`jF;?+hLaePH2SBH z@WG2(CK+Qx{Md%UOd3fZsDJd_jPs*Pb`z&UYNe7qY!TWri*~@wwN+THbF92y1QKFf z!-o>WkD#HjD=~dA(}K73ck59qZ8JBR0Ho|f;>(9y5Cg)ZXigOC4Byn{G;a#16MgG! zt1O}9c;B&PM(OV$XA)4&zPBqj?eqa6$I&3w&HSp8$X{kgwzjKOkY7=1z|0{lF=7U1 z9C*u#GO&USr9uvjmK`r0VNNGrOPgU_jnzjRlZzRWUvy)p^vB#d&*i0r<1dljAi{w{`O%;8N$4 zYLPOwTrOHr0xGvNic$4VtI}Eyr0yUVPd8HRs=YNaVUwY2#)BB#|p08NxJU zv{6lc|I&E8*%G^sC*3S0Y|e?DeNqxmZt`Ex{4V48<2LB`eqDKszHJCbstahtsM`k; z%dX@ETc4c`{+?e4ex|+409-S>R=x#Ar$*zC$F`w5Nqmw1ayeR8xOz|(fx!NV@{05_tJ?UNnbm(1S=0|ys3o2i z2$u62ezi$P<^WP3&2ku7a8^!$oci@X7zmei3e3~#T=#e4%gWQR_|`jg_~&Ojw1hdMqzfYyYX&+ z(oWy}LQ5eU&o;9Wp|K_=V_Pr*qpeFC+t!RtfLz+@sEguR0k=}J8t_9{TIjW1DJF_J zD$To>VARl3khDKOT|&&A!aP5yOGR9KJfzhi0r|;fu7_Qn5{lqKSI*?L^fC#KPZ3~M z(X_wyLiN7^);TC2%_G`1SelzINKYirV+NcydhUvJE^@)Wp83+v%_F4GC`XT`o1Tp! zY&Ag$1KCHlcMqV2o%HrkK0zhLLt!ntuWV5%K-uqd!K@mW!mWx- z%8bIDfrLq939c|#P|U`B!NIZ&+GKy%!==02y2MO;Lzi~U7z`h_a*imlWm0#i?unWD z*gekc<_`cjR=h5}o6;8wRP8pf+j_q*;9eN(-DL109V)kuDYHB;5ykDc3u(eH&zcbI ziK@^ZMHU6X2F)J2M62Amd><_G)0JtEBl}}cLylMpn~B=R2Y?@bKCBiXacGz*Ac)Qh zN4nhT0O#anLD@tEawCs!*P{_Ao$r`{sYr`4h~{j{>=6{pjiM&+xv*+kt*IA#ERVwX zimtC|mk;OP3n4Q6lhGo_hR#pAUkb_=E+iQUD2h;7aTyx{w;M**v zsjuklrWSTJi+l}nr*+hu^yeler|UnGM05kD;#=rrbIP&1NRrRg!ubRn1)6^Sqx+NV zX3x53I0@?WwT|aK~Y&sOP=~B-p35 zk~mIn>z)RNZI3s;ntVv?3omDFc9#fgpH~FrwCz>vBal4wh|PjE3wcq$OX3KmvYQTk z%?C@FknYsZm}4I=B)?^RIyZzQYWy3)NhPgNRs{$aXp7&p4(^C&EiD~^1T9+Fs}f+! z3aupn<0aXRru!3VB0Whyxpy)tMiy%s8QD-J5(esWUO7?U7+l%5LY5(MQj0Ibnz39i zV*yLceVPOlpH4RvJKqgBzXj4G0l~)3lFPD}O20-s*>Ypzk*?qvvXBJ2h8tR2;*8%uGQ|K;~6De96uTU9g}v7oY`usRG3V#r_4$o()vr4&PW& zd)WE1H!`2V{1H=CHTTZsn9EV!OBb24?kK1rIyC?pG5>My9oc0^i z`OF?MXvC!y+y({XEZE9y`UI7mZhkL&_DS<#)R}J9OB5Oc*d2i_q;BO-@0?7s{t=o5 z1xIJEce*#=VB?W2hmxc4>X~EjX#O99 zlAOG{a3JuL2>rjd8(E1bdx|h^Y(Z{Nf{OkrsW`QHyuD;#s?~8dBr6&ofW)s`V_T{p zE%bx2&U)0=H(%PQv51vv_x)!PezbPQckLvTHQpcceQd(+scvc|oyX>Ff$&6QqnW%@ zPQlfM6kq2O5{Py4raM%>+irF`;jKAQEtWL?9#^*)vby+slCFUn@ zmJ_)DM)Y5+hH*L=tSR1RYZWc1TWDiFXO32`?}0Lx2>C`2CMaLMhFY*-AECh_2(^wQqWmK zJjtAv#ts1A_uQOE4s!-pi#!FvN6=1yMiWXcEHe*P1Z-fMKwt*&oX;yusT|E1%#Kzl zZp|kOS(SM1=WJx>K?mUjGBchOBci`cdzIkI!v?M0KOz|+VyxTreqb3TINO3}g;Yh| zR0CcqtS_#GW?jbo9~=vb-J?1Y)s^!;l>MH7)}Q_NZdFJ2pp07j+YFGg#M}@AA*4Dt zQ=Hl%A-qXTCfniuAbF%=OL8 zchr+eWN;vfT66<)Iw|9UQB`-AiUOs*dd(}6A3XOHLX1P8JFcmAq zF9y>;0{r)GK5qx*m~gfUr27K9eWcJAa%z7Ze1IvV;3Gw~oPNF+o_fCh!#mbE>ioCX z4W93grl-7=sq$)UeY90X%vD$-;sz++ zh%=5vvZ(pu#{@}EtcFKcQalcD&XR3a>@ss3KQ{%IqSjQy)u^+S~d~0Jr=R{v!Y0~*!nY!f4K==BUuJ1q}TVQxvUB5S6al_gEH07-&5L+S; zwPC*y5{#dHPUtUhewjk~>u^hvC`i>;o6T7jLQsn)vyROZ?gv+4EG6%{v zLoh%S#hb$8c|D^_)upNSZC(4=z&YS0T`D7m?BhDdLx+cy__JVUYc924Z>e+$~PE((g23RDG^%Z~km z5WXwIZxdX2gsDv`bEya6l-E_pp~gqh~3i&RSvQkY|BA`kmWZb69E{V7NL$Y; zF4|A)xc~ipcD0yUp++<0e@&I(`r#hB6VTxN zl$XTjx%Niz)F^bo=cn%6j*%RRl=oIIavrA8SdLgS*dGtQQu=*Er#|*tYUj_G3Z2;7 z>lC4LGQxUEm)~z4p6Oa^%wcWU*dV;X$0>?I#pVX8#w{^nflp>gSyKT=k*#cZZK#O| z5*(=C^%=+Oe{&oXJ^PD4)0P<# zAjbYW<<8CbdkfmG#xNIkbVTpl_9{Q?8k^4`f2FInSyNde@$`8@J~^ZEo8hy}-iOJW zZ`CPE!gzum8LgZi_V~*c0-@)}e-k2+=ABdFz)TAC_BUafA)15}Ok-G95|IK7V490< z&Jb?pq$TK7j(mvU8zNUQz~MQoG~(TyjQeA!N>Qb}N(OjIi}p=zcMo_#pY4R)YBrc-gqPS2QeD5H!hh{z!iwCFg=F*E;|-cW6Jbi_{<$Biz>>UxlyHc-gb`?yGYEdwFZE-~eq8b>rwq zLBr|Fo{gdpnUT3dA8Q9h#9#;TKNW1`^Q<+S?EirLAZ4OHvcH5+%~PB#zy6>aLy!vt zHq3d!$lQ%yQMV`ekkD;G+=85&*Hte+e_T$*+GtwKch&D&R0K&u~gtM;_X%xJ8Sy z(3>>7=6?P84fEfub)sZ4ip{Y8j+vz1K_c#}`@j*js>>07#&=(|aQxR(-8~8D&o;~$ z9;NwQ%?9=-C%vOS_!cuD6q%<$+ut}12zH?f7Mh~7lAtvsn+8Po({{>adu2Rx%CCa6 z9fA!WC%{_E3)N3df@6y9--RJyudb1vxL7&jWfx<`9xM^Bkwt`(6Hi)_gO}*=VPbl0} zvAD%&4`=z~nC>ocvWo2{Pk0W*U0C8%W;oX+_bfi`O1H1Zb|luGC%Q_l->InW{zNNC z;i?Oc+!R|;YvC>rm|;60zeJIxjIU_KL91WJYFC-S!^TTf4)r*Mn&pGON;-*5uPpe> z_4}3|*b#AX?Ks-UqbY>&@v(?iceTAMM3LTuh)&~N)!aA!3kc_g>53nAAeZ(04Qp4+cI|ACyO*#De?PQU-c^M zbvm>T$lh*6EM+qa+8g08w94DYVFp<9AD}cM1WwRBZDoNtL<}YLlOjp zQ{1WS#x#n_rOW=6SBMP+_b|ru3(307sU4)HMWA{%JCdd4soLF(Z&)LgWM+Gy=<~}I z`e1Uw=?H>kzd*8t4FrTd2Hr;qt7pI8wUo<00u^Zu8fPzt9n_x{^h5?~h4C9et|*u3 zqX$`g*sDAlfKQ2%wxZv)^c9?&xgx6gQc2qFKkmD)he=~i;{yG?BMl2gkwf(og})25 zL?#nym7ljtf>-UjZnW7a@KcyH3@bK=shDWCv7Qzb*oGFq1YNYaYLE{|5((fH$_OfB zpunief-Pmta!G*i>9+zqwG5$1&h|iK>~=0RU~3W!qI~YTXPupcAjsvZ&9QbZrDSqA8*fD=yUWI*6>&DYiX9gbthmx z-?0p9*n&+x9I9!P3{BBm-*GIBnU&>JDXjn1?}Zh(N=ky1+*j!(pq*aqgk(=u6jyYnbw_$;j^SK{MlZX$0A> z&fozz58HjG+Ql^MKCCiEL{}?@^2UwX5F44(w%#p zViq;c=S>{kg^9w<`D<6mOHder;9ksQ(CY2E{K^~CB>z!YU#DzEk}TF}5gxWP<{<^} z&uDz0qpe3*eBtH89TQKP=IOE|K&Mb7HJbWFgPr`8zU2)E>K?A!CbCS|Acgq(YpGPB zl>?f&;Q>>&1=MyjU_~Tj=?CF1I56I0%GV+rPIs0sbf-DhEm|Z#O@cdq&P{=Mtp8U{+L!!JA3Lp zN>Vb0+--6wB#KkC@LSXz`j+`G-kwiajby3nVoexHWNxCV`~|5X8#26E#?~CKr+4{O2Cjx+bAa00G!Hv>i^yfR$W0c z!^6tp6+w22*BydDcGOc)TDrVXmN|R&B!b#uq6#%~c-;zFK}3DzN_2m<5AW?{BiZB? zYJiirK)GfsmD$kYJIk~-4&3#N=eclwQHRq)z?4ikF=mrg$PD)knIN-f2^!f>H9&k% z<9<~?%E+>kvcGE84U&^5Bha){vpZE|i=tI@xyO zx0s;cJzH@6U>$&lN3Y&ig&f;zMv%P^+RAG7OMt-haa-#3)jY9F;V7N$W~a=k9$h?P z*sy2>4~5{ZX4lf7f~BNu^q;!4jJuMNWvjwYlXtQ@-~(sof%T2}dCHpm8fL)9air>8 zirl*kR*ic{H8%(=qGMhFz1yep_$XvwgfdA~XU~S5Hv&#i4=N~*tGq50+3m71+^7B! zF;QOu^5IN1ti#h>D_(badV4o_Bhdvn#W}zUT+c_0fe}8_n$vjsgAoWwPh)I`5F|v` z+=+YU9zX1dHsN0IK~5zKfycN}7^rM$gGVF~PBt;Ig?Fp)Bx6r%-OD4sUVB(GPS$39 za{~2HRZ|u0Wjz}wkxLlZT;#34TELvb;oM`>df`?(jF6K*0W0h%GrFIztM=+_&g5(s zA#zT*6_f*$L7%T-`ApMXOqj3ij~}R%ukc`JIcoUBtZr9w26ODGiD5I}8c92=NXg}q z*~I_XJb!BWD-Ey0zYFMY=d-TY_Na?}G}{kRPEWmJU0LTX_7QHHM>L!UC}>1x=H&@O z&W1#onppqC6vda{`3`XVWbfI#K0lG{G*YwLemKw4?xJlv^y`O0^+g%Jq`soGLXHTTb+R@2o>pV(0w_1S`hyx_Px z%4FC*(elXVN@_5ETH%icNAdB=0O^+iQ?ve9h^MFH0R1M7BmCB^W2*UpuhJ>j1?M8oH+~Q@cM;Afe&3}=g{X%tzr>*etlxm60lYXk3j$RUNDMV{aoy%y|a#7 zKzN-8;JN7U)^2Qc$CF}Iaaf)&pu>jr%Myz&qT;8P@3}Nc?FxXBf17EZ#kzUfJk0R9 zL<1kSEbnBl>dV>xSKGkT6jvA(`Vbg_%R$ju7+bYytnELtFK20%811Yo?rPRZN%T}j zVgb{kJ^WRQY=s5#URTxIiz;eT%K*kM2ST!C^Ka5~hrZ6u38eT<)qGCa+XdXFc|pHq zIGb=-JX)#2_D%^--)Y@IVi$p@@_RSi-z5Q0-^DzPjPc3#98=A%LDL&$H9Q_+^PdVk zQmw+G(oJJ{^>IS$zE1&54pQ)Cb);z3@0A&kL3hTFrFA#av~R2iWWwMH3k?iAVS?Yp zjUM~6AmM#e1KfFt`MEm#2{9V~;h7mQ0+mHync)Oh-@2Md&GNl<+|{(6vlopuO3Z(& zr(3B1CxQ_ARd~)jhIqNh_vMMjIYf*IKI%~o>pJ*)J$A^_3T0~Xrl`LUeFLk zqr4SCI?X~{yOp_eyLU2ma&>Yms|>nrX%j$j?7YwYa{PKxY{hoG=6rJKBOL#=F5P+w zQiSd0se#Tcmj@U-$xzl)qZl(Ww9ko6ShEZ{JD?4s>IGSNcuiE!S@I&zH{hZq)}Rt! zjG5FNJgQA^!f53L!rir78xy`&?F&Tj%_h|=j8I8)f@U&+-51%~9T-rlq^ZWqE%@rko^!(yE}jKPf{CVcQnqujLLK`Y!T1jbQ+|G3sdb%59h zrQ1^jF#b-UC(^U;@BBn zn@uRi7wPR7=qiknilPZb478aPPhdxLX-VdOa>$zXpZI>&29UZSO zznS&4aw8x>L96aBQRf~>Ctt0Bo4+0D%f-@H%YB>RBX0cpYO~%WhrETEfVzG)%8*i2 zTxX+!Iqe>o7h3&9XGN!L{_l}IT3CWT8=3OJ6PQ#=@q>l4pXSiN9A#4u7djGVI`7Po zYJ|%KVnV|@-$3%|T_q8FE8b79)V@&6HlB}i!QuA>f!rCK`o&pr}KU6eW4%D zzO-@jHMV7mmS+HA`NbnUv5i1CIQ0Ru6xAg}@DQSiV$)S;PT<1O>uZXr+h^K`wj1KTg7zlkB~7G@`eq@@7UuU&dT`hqz8#DwU- z)gpp{`+P3yG+7>#k3Ghi&$80(G6<%rS;cAk!D@w6{U!;4kLA`eR zTl~bQieRs(gHQONNe7kuSDcJ!lSD};iAjj|GNp&_4g&Xou_885>Z7IMPF6`su(B78AR>duz*4G1}kw};X0^_q+O<;M$PLtOADkjM_ zJeu;NJ~|M9ip<;0Vhf)$s%TD3c5>kTt20n*lOu+CtWyoigsCPnt>j*9A^fl)J4`YU zaFqWs=SR5DV95>6aJLm*@n=R z3m;OFz~8UT@a|C#4XxZ?%KfZoOe)$jYl|I#dE9($QlTa%RbqR_*zP z6&+59xjc_99-9#tI0- zxDO2A@N&GDH8ru5&9E68R`nm6j^;#clNApPyg@-^#X43jk3BB!|w#;dT=xUSiCeo?l z(NTi`JGMNdP#ui`JwU?0)Z>GMN&u2uE8z(sL1CYGCz3JYgf+K@miNmpBjls(_mTrq zU$sIxcBfz8`st96<|#wrX{EpFmq;?Z<}MdQ^*<-ov0x(D0!q6l&K3`sQWe5KY*YH-g)>iTP_Bvh{fX9QuE z48@G{NwY`?m&qH*AW4Q*r+1a<(q9OgQF-?ftl|Eu-Il z%+1W3o6^7;n*THY)^J2mhme5hoV}oOQ8(^RWsRN0V(}PAw`GjK0BG^=B~?qhZ@Jp} z``@Z{sWd|FBn(oqL7l2>3mrvwk42f4+!l(KBghpEnd(j?CO@C|*i^yyo@dqB4@!6! zlfDLJEm4u8r2PK}6D#=rOu~)5c9N`9il+OjnJ*J=AUVn;W>ZunQ>yFGI2B7HwMuM$ zrP}u*V0I-Ip2Vvm+g=Ov^MRD+X5JEP1{&wbh`;76$0jVgDiQB}bm&qegL(*Ng7&0r z{=jMjCp{PB-aNgD_DJtVlYs!2VR?cr22=#yyceWbk$T+`ZlqXwDRc%EU54Zm-Isuw z#>(3>WcDdZ3J(T(p}i$k+NY-6mraT^%EaK7AR5X0`9eh_JuPHfs+DFkB$2Pz`X1^w zsJ+hS^Ess%5+sr(EI)74S-ijSOh9+82GSTBG`7B+#O;sE!BeoVuClkYy8;#fyhSd` z3fK$ovHIGqgPRWXz7@xdyB@cb<9fuhX6v-*W39Fk0Q>SDX@)c9k|w~v%(Frw5$m5F z3sHG$%Cka}hX^UiapJk|K{m3VdFh4rOqmt#LrMd&^|3KZ?OZ$+hGLwyn^m<&fQ5>@M^x@HFi9Dai&q9-}Q)}Q^r zG#_I0{iL;DY&&RE51j`$5)Om^(CUpgFulPB9;MtIf1tR;0&Xvl&*OqBivDZ*8y-cH zZNUTbOhD0N%2S~6CMF0zL3TFe#h#oykGuQ?*SuE=_&fJ!hj4W^+eSaK?5c#0oDN^p z9JzY}|EK3KiS&SmhYzPPcRG*Msz5;Tv?GN?v$FAiUW~ZS!6M`j*Za@j2`Ra0(*KY_ zm1__ay3rS)Kae`zER`H1`d>-sr8tbJeP!9i5t7l!8JUd+_gmY4sBmY!R&~Mav-e%O z^yo>(RqO$YeXjG;J@r_jL$;RQD|oMGRk%wm$o<5~@fGTw<-)ya&1 z!>XD^%Z)eW=Be$@c#)92erPLEBDtZN8KHor9?%IOSqXUSp zg7O?&1o_ylRCps)GH3t{pau!h=slL@Q^WoPX+e$uMJ1ZT0{(Irz>j=2Fiu&qgDl4! z8DU)cs%z?G`fzF~T8?N5dJ^R;QZ=?xk!|0VUOby85;k4A1F{Jq{NzNyQvHkN`qn%( zwLO?j!pkIjbKJ5c@E3jBuARTRYr(41qehn3Emk-;MlS6D9-6obH+wdM6jdV5x|pTV z=K*|$D6aeteZpD)4;10E^X=Wtd(<$QK)L6Mnd))#)BOA>HN| z9wz2nYV`NHzWPAc*Z7$z(P>}^;Br&wkwkrp=NdV$JmPjM7JTB#V^3Q9>SNK6-&uTL zvMmEc$n(d=7cAc+7X~K%_$utA05d{~BRa9PLMIpEc<8t$xFtaW2&V2yE=pc_$qrUr zwU%@(V5Esm^&FD5Lf6@{p~{{d?&(USa<M-8CX^7in;)S2zKxO08C&U+cjhxrVjX}+SdDk|J6>@mm&w`+k)ps zTS`uyov{8_(#LSU2Yb6vjlC6qVcuZrPB=AW^lcCruMJTw#KR)T&xd5C(k|OM4kxWE zQlZEZW)0g_3e03P4&TQD>%{ao$u0^}q52xm2mS9}z=%Nvh^LCpf5Z*PmZLh+kQ8jk zL=G?VVpf7*WUq!$Mfgp9529v`^Y*CcC!SOHK~-LS)~s=rUBz}7V%9l%>>vSXsbzI& z$SD*XL-9lLB8xvK=ki<=faZAhhmRX?`%1bYM_Q}@t?7lZRC(Aj#w?kv_XeP)r_((8 zv0=;q7rt{NnvmoiJ`V!fRHd9)Fpjv|zw!1iLQ^KT0ytyN9E6>%K|?OH$3#yT!DulI z;NN1b>wb7V2yJv=`?&YvO3Aa&MBkbomAgXx&AJUg7X+?OT?f>kKNs(ij}bXO*UV&$ zJc8c0E?Me&a2?B|0g$oh#z=-n1TmlF`vz@^cpsnjb z(67}qL@zyZsI@q#5=m5KOMkmPw|3*IU_2OIkxv@Mr|9Xs6TlwU=IL%qEUw+_7RKy+ zEe!hiU{&8C(Yxw2Z(R`rwdXCZG35QYlC1s;cYax4@RIVX^ZquL&n%Ljq<)9OqiAnbCH*teb zb~N_uw2hk)M~tm`kqU_@HuMi3v6)_(uN+SRKs@lNiS*yMq63B75<}H|-c$=B4A5QW zSelF4EDc%M+JS=XJfrD}K4XZfN9}Tr7>k9EU(%W4`Pr3y6q!Ix7i7kHiVkB~=i#aE{!CA>OzGHnYBxE;N zw^T%=kewI$N{1D*zwyft=v;Ycpqi4&-O?*L1x~CMx?I zG|RXAJKU2Qow%-#dYoJtjR-LA*ftH^cE!e_zxPvd`71sv9$ zdVcWD*-0KQwge_?Q=NevX`z3y(-u>C(o7-gu-EZ`%MzEP?_DqF7I5zEY#2<24oU`7 zIE~`~k(I_t3)&eR6$^9d+LTxiw5KVhQbPfWDc^e4LSe6jKW?KJppGDk8iCmuTnu@i zoKyj~OiN?>mv7?~q)U6*rPr->dqz@mQ_p<%&X~Ajw{XZ+BKB8Uz*EW!^1KiRt2>IzvTpX zTE3BXSqe|}-2!oW+4$~YH-sMkT2ur5t`?!!4mBO%2iNz#@)~fac;C&cDw|r-C;%#9 zZ{5X2Yk^|8{NM;Qw^Q|h(s1s&}QQRcvpLA`(VKw@YQ z*G7WFGr~dOSh#!A>}-=shl(f^Q)+E=ao;*-vx=WMVIk{3{|IK}JnG`I8|YxMdaNjI zrsp6Z>Br92rfS{At@Fb@KN;L_B1Lm6^;Uf>0ybNYacsb+ThsxcEFsN#SJDd)_EBZjo#EDZo5LM|kN_FlsYSTz9x8IvfzFtRQJP ztci!C2#|O1oe=wICo3HC`>tvS@{oU zqaZ5G9U>z>)9NESw~?bh$UdhQ6$c&$(s50e&2~O zHfBGT1^N#~1t+Zt(*8vTE;s6A)i={`seu%>N$M63=2M!MoG1$daoIK%nu}JSgH`C5oC-=d8vGsp-$H)LtlzEpc9;(GSls(HfTg z>XY_ifjb(s;XsK$y2*V_D*Et|ejvx&=x=%JV&bmw4Q6H9jyh8Bu;4wqQ@P&`+u^cwQ5#cG z(Sof3fESB1T4U0C_nL}8N5Q8r%gYEl6mSE+u6&r|riKE+P{+*1V^$GKW>(3z(-igE z>}d{$rT-`Y6eXbgMtz}1dP8moGAP%`#z#JVElMxE3k80pI40zE=CvbgRM*w+L)X{$ z_lja%ORW@;0ffVzJlAV`pcNcsqEc|7On&7Iz^W>Mb~l_AS=m4SB<@em#!y*4X$K7< zxMbix!@>{?N;};FSHV{kn8Sw#`};9#iuS5XHLpnx%$yvYXb|}fwS)>)g{?VDlpTl@ z;WoM1<-1pv_nq?A5h8ixJ~7&%x%Dr37QZB0_{2vhb-tHO34bbjBu?&q1Jex(K@z*K z%qNG%gF1;F`3CG`l^jaHanK#|%-MaEY?Yqd)ef}eA?li$2Svu8&VB!+jeSF`po#?U zyP_tUwKzToc*OmMpll08AiqB)@IHn`06c$61&b?*t-d*5E(!71Gmn#0MqMmkh;|SU zE;G47FW5g3I;|B*Y~NSQ{f5t9;@C*mk#K{|4HgCryS3EF_;2mw8VV6+UzvKV7vr=1 zyvNOUsp~!A{i5o!ztlhjpQ9jq=nL3E0B6OL&I7hwmlhWh-ML(K;rvj{tk4mDaEl7xU%g?|C zY0C@<{U<d+r2h>X8xfn$`m-tpt@|>ghCUdVEzGU*;FC=1|QQ|Fm zTSx-9ofEHo&D?=a5(&*7!HNyWsNkTYUT527Pg|6-MFx5lXeY4_64)GRh?K`mI=uF) zZab}D*&!8=h-8@Hz@=E~OUew`k68j1BPw1anA<%k!j)K-%Z`H090b)2R3?^zo_+Xk zA<;&-Ah3?6$a7CE1v<6gJ91-{=lo~>3vL=;FJB!naNB$Q61QxVOFo0YExwAu0*xa`UKDe`3IGg=4 zOix#73cp9q@Cb0Z7b1yRn^)SZWgHN!n$#CY$-Cw#`rs)g`U8uL*lDD}`h_R?_xBUn zUT}}k&-ynzcKm=Z&iPvWR7k{amyw*!e#}1$ZLV6V_L9#=K-LgxreV5EZB?%GnY_@> zyF+Mq&pc*)*+iHA8uNIy9D1go-&@lj3Xx1NFz&I*_`~DPY^*{_^y-nOwumGJ<>9F{Ssn6c{!KFx6CCbu`~m14IzCe0}P?I^Q_wElTG#V319$yaZ8 zIJXv9iCR?W+O#Y_R>eLCg_Q3U%*no7EVPKKet9>1ju&%Y8`^9IBa8 zaFl$!=-~Hctk-!^&VQrKKqFa-qchQiNLs~lVG#gy_=2@aYeGV<96`1`;BUsP=8@6P z*`E{~>qW++SPLUerG<}o&GPWVf6cwI2iMKW5qz~Aap|l{Uitrax3P_6yV{?qk%Qfc zhrItBhg-!Kn8}!evPK4X8n)=ki!8#1yaI94Jy!H)&~F}J56*r=Rn+tEmd9?)r2VRW z?;N;7FTD}{F&lf!`p67H7IO;1cJHAk@^^{3VPD08lK?9Y_*L|P8rHN3l5llvqGRbJ z)Y##PvPLjQ+>3{eOYR`v6xiY;cI=T&U zC^w5nV5JZoCWNE-Ub0Y{{E)r%bATJ>hdHF4cnY`&+T7)ZR((u8_eZ4vP#Z>Jn`h49 zZzL0R=|U%oS)>UJ%6KXI-Ds4339J*cgv`TXZa_nF)@4hGJ!!cD&ndnyXxK9KOqvg8 zs(Mtq(MN`eV-Xo|Cm92?Q{lXNgAJ)Z%2d!5v|5OzWKew>32tBAYil<1ae6_K7QMH7 zzVN9x?)0#yqBj4?!a0=g59CFONMH%8J;IjF^oG^jx3*mYqf(8lg;N>e z=H3;*19k5TwxQbC9CFo(8JXsi&j@o$Rq!Ar3{yvTk8iO8(v9mRMd~Jgo$SMX4L#`PGKfKzMaNy zD~`qGy?Ch^Aw|(zG0M*PbJydAB}@R*sWYj2wR$2i<<|2rnwf@-ge+S1Suq;?!(?e% zT1~6AK4C8Ju%rsqADyF|pYt@W`Ao5=k4IFhVc=L7t4U&&Yf>g~ zFK3d15*wGmHf`h{ZBiq03t%&a($L@$-p|s^vC+P*!e^5&sU>D@B^e~syMIo{yh-xr zil@y*a;1$)qpSrk@TxEzzy4bO8MTTJA7=urb2nKD9^w=q2@>JD)HlBa3Yo!Zn4+ip ze#t`V9@rT7Wvv4ITu=OG2~tt{b@u1n?-w;>YjXjBNfrw~3^yDsQp*Gsf?i3#Z=xx> z4$>JmsV8bOTL79BUw^Ck)GmNQ;DoKS6TMhkVkJX%7H0hwKV{kj zJ34TIL}t{GxXn$Vm4FgKnwobrgR+~34;b3bD)XwUHSZ!b7i=OWF+t*G~R+6zSXyE%+H&6_)m`Pk;*2f0<1WY<;&h`Re ztUpCZH*{i({&< z`!6`F1@Yk*6*^d?CSuEwL=o*aT!FvP#bAeHu0&v9$%rSv+w;PP5k2U$${5wzB{|Ay*cIRd;t_e0+> zesPn(pSqAJrWK&R&zYNoZgAtGnR>E-9|_~k^}%n$SAS$K*O8sCI5CSuBuPUF*JVYm zMpX6mcMTgWbOD)&bbk} zxkQ-4YU|pZYCVgcf7o^Rh_L*i6?R(bD0}!gsM83yz1aXQ|Dh+4wHfVJ>dQ|wg2tlR z%j(_OvfZ0cGh6|}>`HCLTg_k|8)cc39rK(3D93m;YgGrc#VMDy?Rfn1JlW%wvDqT_O|2Q8E}8QsjUGY6BK@fU_WFZyLswGWUpEtVu6sR-W5lf zlhxbPSVsxk9={p{OdvVIWM@TOzAyj>*(enxQj_9ApTzVGD;dsL%txF^0RphOh$oQ5b zOrl|1y#&DFv&*na6@vOjVPyJhn*{S?FD>Cpv0*Y-^A- zLUzoX=+N7%0EVX22r24IQ|^rv=9r~R{f(>^$P;bKus@b`_bJ`B{jV$!%yo;rN$4aT zom*?qIB*8&1R#y}T){?Y3wr!A^IUPTC}?tnw;!zC9Ydn}jPLP8TAxN#Vf}_hJ(kN7 zyLh`f3(crr_y)900ORjoKz~43l*CHB*4N;NzFz)wS1(J^+yGJ_$v`z0<`UdDXJ&@0*4KCv9*#A7Iby!Wlw0UWtXvBJJ5<@~Y@j zx3S%(^!QNBu(tYLGMnxXEOW;18A=yb?Y;eJkmls(Q~Z~?4mZ7)@&TaQ-3-=orki^q z06<1n4X4_#yp}@}pA~_Ug(7Oh^wSYhz?dvAmoyRMGAqYD|F@Afx80h!{}{b(zLN7z z`ykkj8X>&8jq?64+j0UynA|Hs+eQXN-8g_hmSMIQ&PN>D!#Zyl6uW7Ug)cVYoMrRp zDDBUCo1Q#wD%UdY4`#R@`G|OGxWa@2b;{@Fl^)j`&josUloD&&DT!JbnWS#K7cD}05w7?*9 z;Y5P*K`uX@Q(O8HU7s(zc!c&1+U5x9@M?d%m1?6polDpC1KT|Eprd?ArO52gI&Huc zcS9V&vyTzF8#qkG(en|7VT!P>@aS$^mE8>jQ8Y)}&O7oRrMCuk%+OqccztgmuX@hm zbdeMCanO^2Hn|{+Gcbx6@jCc37ml!ourb`m3p}-!LQ4S_-Ws}MNFiQ&_@o_Rxwii6 zAx%0n^?+Utk$o-R2dORisT0i&>>WmoUJ;_qlSVDGWntXdpMl`;!Ai=8iDV4bcDSUy zRWa#D4(j+?MlH%>>Q3fl8gUn*jxU{1N1-k-==Mv6-fQpjwZwfe~7^ero!=$URqC=NJJp#_9+~F@#1fC4vO3K+gM9G zrLc;CU>`_!jkze^pm+>WiI(=wU|nH-qq7}{MyWu9WORDFq=rv_Edq|XfSt%SIPu#Y zKu8|)gUIq7E%(mCqp#AK$3Yh!0wZTfZU2DR^x}{aWZ}Vz$qIy(MK){7tH7yJ)2Vq# zb2MZhY7{99zvInjJb^|yX^xG52#Zv0#2xG1;b8TCj)7QaXL&`Y^BP@66IvQkZADQE(n^&;oWu%4L;6c;Cz5NL< zeCFt@mksrnA&&t-f^rAoeud;kjq5lA5Pih{4vQ=wxh?yk!kWW1*M|pjCyrI~O?VdR z#l-qh$~W}+t+HttiXUK*Y69@EMYN6!SDK6;JlfQ(7B##nZxTa*3M=8HXZ{Y2dcIR? z2%9#?s!(@3_m2@k|6d)HRNCv-YYBMM?b16iXtWGST9Q)TbGAp#>bZHAMna1t0;cE~ zNyN(^Fsl8NJ8CE_W&A;QR6RO^;whRYZnn?Evw@urD*;!{Q$L@X2~TxiV}sbkFoQGV zh=hZw^9KC&DxTa(zuF~iMdYqUIt?+iMw;{u?Rztw2u&ch6zt5535e94i2u!)<{c-E zz?&&qYTV)x^@KvaVIIiY?UYYc^`^OW+CV%`Ac5)g>hVQp%sPH2J|(T-hT=|^->;Iy ztPi7SLA9>!)?{tI5{~Egv+-rM6Ofc&Fky7)B(!h;5*Kt*YVjvTbH^((XkEeJh5uvo|E-NX}E zo&d-59-HG-x6h0%_z><^#{3plJ1tS*yyF3wNR18of_d8Sa9|?8tGXIDF8V#xzLT5U z&3jR2fCw~{4SA0}e>@M9!bxYbgf|w=)1J3?VcDmu_nqllW}Qn-k&OL9$dah~X*)3) zTc-nn9eK*Wl8Mr+L5$iZxn?#SPpN-UJP>GMWSYxATuh@iZR&)@f!1+$UGN|tnhx_M zDCV$tpj)MG+Lw9o>@UK)15Oy!>VcHnfkRP54)a(RWaobFE{>{a2WX_=ei8ZQJa(0LInvNV!hun<-_E&(%siO2Urra5j>Y!c+FqY7~(Z#zh$6)Y6FyD8Y9;Q z5Dq?(l3m-&RmqOA>E!-B+yIKOQNB;?){F55+k1z1Swm6~xn0Qz!=g8}WysXh=WJb& ztQ~U@GGZdZb%u)}B;JLHa`{^TW$*G{(%^ZfVcDj9N6gub)I`W1N(l|l$}&YlR` zEj|;KbPGf--S$(pt-JSEz+dGu-StUll9&dor0NiY`B^6_^pm0ese}l(lRJ~ZsMyG+ z(;=*&s@(R64f8mOu%lZ6csqX(e~iNbmS* zWEb(jLvOstQTbsNQk?ddm`>hglF^5-Q(Y0p)vF3mRnN1ePWO`uPKoiH@4MUP)u^Li zmJ-Hb#gMLJ%5W;YJwxC>SD6KO6GJp$FLzbuD!~#MDy1!le`x*wosD~Vu)CIpbtVrK zIV)?Zhm8+gI<)#rYXj%-7w7V?)8+BS1?ZU=^_9py2O9oevo6GE)3`Lei-J%9e$=FB zo3$fd&Dk&-Q_EpDR^)-7$QQ9>gkA1N=p)CO(Jhm5=XBj!k@tYI9c+(kMgzn#SOdmEy9VwQr7_C5@#@&1M@M@?6t4ZJ0WE;VA|V1$5tFFHyc$1)<59s&Yah9^6sClx z-T+x$niamW2`DHPgcVA2Ix;kGO&IuRbX_|6i|D42;uiVaiJ!8q)(zp3)|fm0W} zV;}bz610z?+qvW%oD|C{Ss!LMa}li)Z!u+&zuWrmVC^`(r1~DxN>Kl*)2R@(g#2wv zrqlk{h&Yxa$3|O0?@+7WLNrQw{vLL%RZ zE(usjcBPk~5SmL@Giw2^Et2s(n69P7ox8*g|J0?+C)cU#Qt~FGdh*3exmCuT{?XuS zu*`|nQf7|r72&+B3(cL=|FrWjhNrH>?g|at079cZg})!t@ww$X5P|QJb}Cmzv1f94 zJyq!e>YBeBQxaoAtHuNk(QFtfHaVUc{8Cks?ui=+X}$9NK)fH3j$ML#Jdhh360Z;H zp;?wmg^5>mk4$mi_FeKoWZrZGggcAeGJ{>|;cGtXPkUK|tSKWFn>Uv8Prxo;%8L2YR+`Ul8wTJcqSTyJ9r>`Yfe`gqr-gvezx=|m}E_P zUYs>dftL;fVTa+OS^hjTrmH)8tqk!Q>tUN!rhs+H^r{)@!)C!=c5JN;so#vMgPp)E zpSBNMBr>k?L7^SesUDPB8rnzPQ88woo#FkEa&BltVA#;JOmE7^+3jw~J z^^^{&0S#~(%*s5%z;SHQ%oN^I2|ktybL#okDoz$f%aH)povy9V@Kd$P;vTPeLv5l| z&w1E!(BPNxe$%GdXrVzNFedO0*#(E=PbQS)gF-|ZB;zyxq6yi1Ae>vi!7ygJn4;H@ z*on~^-zZdt_dRVQ&)bFu^6Z&B>&KK;!|7YTAGT%+@yTx#X(TRNZR%?^T5b$@TQsq+ z^msxWsrrhHhq$ZrEl<@O;snY7WD3Vyn(HStkMs~E~6bOU4M3`cw zz9lv@zJt6|dHFG3OhowDg?Plk@#C0h?Pa^f>VAXG`x8F#dOoV=W|5(|JyGXXH6S&} zF?HF^caqWCY#~R!8-~lfGuzz>2Tdg`2_V03vh1ko1*vhTES5>s{X}otdq-N*_j8Vh z7PEOfa|1C`P&0b>8crT5Rr!TC`kq93?t&*=u>}#02xG00$ z*_{~t`H_`-F0I97!yZ5EQdgBuK3|_#CL=Jl0!;bFTkl~fER?ukM6w~%r7&k}N}6Q0 z5_zEL3rw=f^k&yRayOvHjXYb3G}QgvWb=C_-X5>0jNn(njn&wBgYRraX;e!_JO$3= zX#FFsEWY}hb||vUVpyKQwi}7w-(XaDIB+^%r!RV7X=Wn5VM!&6wG#|2v}I?R?ilY= z8*&XcDP;e*G?z-=Jh{V1WJNHNBdx6JSmpv3ae3G8ff$7S5`jD)*pb1exuX@@85#vR z#EI8`DJ=*My4V|NI{QlyVu(OT@v(n$l1U-7`S_%(TiTMOs6;3$k>~EAsKxd2!0bVB zI5z~B{EDV@YxASb1=p|FnLDvx*Bqx2b_(}!G4G=MIljFNCr$00pJ=U=OYGLoX)2>d zssjq4hspV3&O6VIN1{1Gh^|;g`zW+tCVh)1_&|2%lKgx|rI`<+jP*>eQzvqq+q{4$ zYs@|Y0ile|=D%MvHA+UIrC`M)*RThlpV+Vf8}1jzOW1q4$-cqRjMn1=67NITrdIIi z+cixzq<-#OxE29Piyh#(^qKzipWeakMA4Df*7N_=%LAGqnbq*ltslvkwwsTS**HaS z_qdKPp$)p;aYUfe*y0;hSfxXfH8K#kGQsqyTNR(%6QqYw(AyHMT7W8Cr{lDhO2*_F zDUIpPl#MuYGe2fM3$H;Hb5;{I_b38@PDR!MaLnH=_I>?va! zPH}+6c;_q8@KB%v{>C(l7mC8#d9(q$V=|(-(gmbaE|-l!TST$TX`olre|(8WoFokq z{5c_@yAOS56E|;HF@Ng$6`9z{=li*>!7J}G;7M`Dq1p`V&~+DQJELy+!C-kiSR&k14D+ERieB889qzAZN#5W(y;fWbcXl}?kmhU< zVxN2R4h)9(B>@l0!aTU4|Crw`2qJ}&bfPQoe9X%^| zm4D+(WpU&;5Ygt1h;aDVuoj%wNAM5=4!{!?%9<%6WiQoI0)O-qpQ{#tW+tEu z9@K>b^tMM%f3~48PwYBS0g@3cx98tur|4U^b^`2p?KD&{?4A1Q^m+1D5Sg^Qwi(lB zudmtn$JiXQFJ_jBG<&D$zUB=*Acv#8KdQ#_1FdumT~#DS_!{k)EU7e7D$Z(nfkU#mY;n4!0;=_{TPE=uJ-FGgUcB~>X%+m zAxAz@9M*KXvnEfz(9n4{6W}Vx7w+C>z)y8vS!=IFb!LzgO#DN&g*L-a1gBzdUMH*h z@aW1C=Doygvrs+tUFUQ0%V2^Vy!iaVu=^vYv)(cA$~t>oWSEXJN=7XOJFy(f^!*O1 zvEPE=h%68{UX=a7i!TpV{a^i7b9VkqFx*N>Cw?Ut4y*T>lXOsjJOqSJ(HD2F$_XTU z_+j3v5oJ;$xV7~Laq-(BKU#T0QvM$ryM36SZhzT{$CyOQQgjf^6-cc^YGF-%x-rx* z`kvVv&#yZl$+&}&cIU57j1Ce_BsqSxUrd6$MBc{zga$Ljk2Yz>UlzhWn-Q-u3%X#L~(lhbR#DZD+2rZ4HJKnqskw98%TczrGx z+-nEr8e0C>idW=B;$zYYRhCl(Ps&9a$4l=_5T-};>Lf(mOqi_s`z&8=z@dOmWI)1< zhX%FIsG4}AlWyeA=v~OTzPf|y(<*A`65_1DK$oBkITHu(w&X#q_rigqRX|FoA~A4N zi1Pa9$ne7ejy2%FNNU#VpOlIS7^P3B|FEOl;kKn{$KR8aU4*M~^afu0T zXU**P!s;SnaoQLCBb>xCvtT$24A0Dqp(6|o_lNvt2XA1Wh(gDOd$v- z!HJl$_Mh5EY_D5BWvW6@Pe{yZUPUU`f)^jo?}Xu7*bx>c3Qr( zE{n);^$bwlO*TOqSg+VMd|Er;?S38lw_;<1&UbgleyXvSC5^9)cqv#==x_O@XDkFz zFHCw9&qt)Kz=K7{jfv01WeYsl)6VmOeIB~{E6xaAom!?9)R@sCMrss&5dqv46^%%` zB{qQ09n=YjV}R_EFlQ0fQwPkW|AyaJiA|AL^0dWwIAQcAfFMBaQlk1mrc4>cEf^}; z6|58A8@M_cxR#TT6wPw67WvWYHYj&Hhytui9%6&$Yo0w{@+vYYbiO3l?VzOeI zEoPSppWsrgn5mL7HSA?-pubWN+nyx_lAQXW77>KbwzCE+!jBY(XU~1QA1{v_V}Rnf zaAZWqs>XCaL-mc0Y3WqWS`9@a$B##&45-`LcW$*J_u?)U6oADl$VED(ppmdt+2&e6 zC^Y3T`VPBZCJ}9U#nTIViQX&KJP365CFwP$)TI$!o1P*$F0D@(&gyK`vB63E_8WYQ zbPEs#)!~;ktzfaeAz%#SntH?r^%ZW0lnVo(cm!}SeXC)!Kn}`MWZfGrh& zaL#~;+=Sd1q_sCM5gX<)u#0q(oj@yAMlHJ zmW`)%^yGcI!l#I|kk})Kpek%Urq68J68k)Es;^ly%)&#&>yW*R=>{tQ5(D*a37KN8z8UKHeDvA|G}rbF z`>f>k_>?`L3dyG9UXq_C`PIIthA-we_x0^p_|5~NJ21nz7<7X{qv{gJ>Otzx;_sF{ z99%S56YO3;CHtzMu!YY_wM(t#^Lm;VqYrV5E#jgP>9LKr91x(irbo8^Js=7A*k6mb zgm#%lXzcmzyfq8Mi?Q1=k@ecSEUh*5={*4Ip(UlxNK~nnP)5`UEutIl==>rDnAJUS z+X#u5Zxg{#@gvrrF+E{_jZy}!06X>_>Fh@-WmxQ_Mld4%Jbb|nR^7<(eQpH!O2NaNpbj%@e>f1a^{HDuZ^F6x-yEjV$o|*aqE-_IgGO+Tb+7U& zS|(QwObW34^xNfkt%u~H1bQk{(?h9*Okuv!_PKg2!e>(TAZjcMw(>&k&od_T=AivT zi1%Yc6Gnkh8Xs$Jl@^Je{L$;&dM$}uRIf-I>9Ela`PR;cpvu7>z4f#FpII~L2I5xl z5ssLakJJmX4^#YqsX5zq}x~)*cnll&3-l{gYz%)k#zNb#@uJs`5wTF?RSP> z-i&i(8J<2O_$p%7+1J%vp@O69reh*;vk5K(6dNZ)J+_G?Iaxk_D=xT~E+U|_%BD^# zq984gSH*J!Mcoxp#{(v2vx4Uq)(z1$b+(1D#NFw7dT1>QCfYjk*hnx*haoO$NHo^a zGQ0&$I`(zs3Vt>r#!4^0=5?ln2RTM$H5DDa4G8%R-Wwf|2FRF$;A$ga0xrtI=c7es z$64dOM3t!|C+{^%vk}DImXxI%R_^KxHjX-9)vfC*8YTK)QH9)#uFVfP(=-0UDhn30 z%-9?Jtx`Wd-|an|tnUx7O;S@OpyH4=@%2GO(=FRQb6n#O z{D+s6Wy6LJ+_lSht(Hs8UCAo{1FnHee^<>?zS7Zv)SY<`KTc+t^ue64nj!k-4JC+^ zd(N>HnjPDQPl$QeZ<=)toE#8Msu~vWzOxn*;nQe$eKoh71`9_69k9}^S=J6YW=BnMuCTU7P&v(Nrp%D9W z_SBtw`|~4rDAL{JC)FuLao9_X2pnqt7TjuBxbur)^d9j1W<7CK3%bYDlS(1|<=M4D;Fn zp#gOUcf3nw`GB+nWK^s}d(Xil zfJ1h^IL6vcT`)fG4$VScV4Z`~7KD&jx=~*r`cm{6!3xMG|KuNa(l683E;k zs>79JpT|%!TCNaj&#m;T1q{fyeG-20CiqutQ5S1^_Zh+wYo8w6)6C5c+3E7E%l%lM&>vkJo-lkcab=aiV97zJvn= z-YB1(J-fqYKSz|mPy6iycBt&mSe8$SJnOk zKoHbk-!F6D`2#Vugu8a_?hr7c();CN6n>FM3S1rI#APJ9Gjeg0vBUYFRi` zQ~518R!cdSsi`$2GL}t%LBYp)ZaQ0Md^{BA>>5q7u8A8lc1)w}&S>yym)e)*q|sL5 z$Db1xH%9qeXGSPGz9=b~P-w=hZ9`P3v5t(56Lv-0<5m#fMgCs^y#NF%AaIBig8Qzj zy?4vzjbBtL$4hcrz)I3NqV$uqNNZpIImc`xJKLL++VvnUJ(KNjH`UP-RryGE`nX&w z24)eUyy~3HLnxL;Q8yDCzK}w*=gMJ?!h3YWol)}8jW)Cs>KN&uR8 zHo4YbZN5X^Bg*)pA9Kc2QOe=jfBt^U3YXYvJQC438NIca>y>z)_2GUUO3lLDsZ&kK z^ntT2b*xm9IRlXEa$%lkak7G4#MK;jJa1V?-*9twF*6bbgAh>joq(XrhfRF{_(+!v zuq&k1_TG7HxFwIA;0eHqeGBR#-nTi^(H~T-d0JqYBrZ788w_o{#LYFSwqjf!JNdM# zl{6OyiG@b=34BNqFo!G@1(t>v6>~rbJ5}H8dCq ztdnIMq8rc9BcnfWH*6n%WdhS$8ujATQB7X?rcVP|0UU7*MF7Gv86Sm?oqcInX729_ zZQolp5S%3i8a4=xVfeG!D{MAb;87&azSJT)7JQa98adY`sI<%#^?RZu09Pd^6u_`# zc~zv{S_D=^5Ax{(YDMF(at&VeaPYz}($(D)S5A1G42}Szqgm}Fz!i_^J z$su}OJ+;uJ!Z~Jb}+25+d%M22RJHI=oUh( zIMhUeR3XEijhA?sT0qRYCSO?so!K^o!T<~YEwCw)ejJHaJVAl>I)7yZhoguKhJ()l zdqr>uRu<-qPN4I9_PaAm+Oy1jbE>mTDjuj@jpjbmtNnwp(>5~OmzA0gx8lEYa{A07 zi=N#kHsM0Xj_Ql6wQPDhn=Ys@HSnAs;`zGmQUJS{QTlM*?Bz;Yk8K8BYH?yAl`%Vf z&zU1W=wF)LBY%x+^zt57!<~|H&otrM|NLy9iu9K9HI$cju0n7x^$*4g$Ao=R-Tf$J$wrKaLI;fVpy~{WY9gD#0+fjGN)<=U9Lfk$z=G^FUDxsF?G@O?blOj*Q|ZRh`#aHl&Xvb)L-W;$&QzesY>goGw+If@wCuNV(~3gQ zQxC^L`2^5W{VWR>*bw{^<7C|u)Fsmtre(mjsPO?&lKr!E`f#TvX~!NhB0eOTuY%eA z%8jFZ9T%0&G95SUE0{{Est#`5&RN<-*5f&7kQ)laj>VxZrc8y2@mJKhwV1%|^gl*t z?bVPQ!P=on_heVj89KpS#rDjY45e0KsUx;{%HA-POZP+dkhYQaWas_snm=R!r=U)r zlBDw*QDDy${N7y&hiH*wvu%R~jN)XcLYtnl``wsPj zHwTTt*${O=ks*_3g;(9t{7Uc3Q1AQOI`JP9b5)n+CY(KASGs}nF$60fw(EMIw6O59 z3&*YO@txkrC-0cRUl99Is5wU|N2{v6oV7$X7weO<{0&;@sQ<9)v))8)oI3UnsDgV; zRddSJNWI=UV#;J^9ti$z30K>edgM9Fg=pBC8(0QHA(Cr1TlU#*B8XiW0xXSu{dr-W zvC#dC$;2oOG*>&=i*;I`A~~&h@D)N)F6PMWnnCU}Q{?kSX@bfkp`BkhonelbjqTg7 z`?L!(>8h1%8K_QOr%4m_sBr>bDez(lyRvI7fi`hh`~yyt)$kImp;QmLrz7rT>eYfm z$6U;lrjemSg|BE1z}oi4H372fDxQ z!m7jqaf`vWI%KW4H*XpbACCC6)I3rY{lQ;pQrm1U@ocuQ!67cIK7x)%)kQhQPUT9k zM}y#wpelBx4A9LsDXPcwC&9xBgHx%4|kaHS>*MlezoiKhi7 zD|B0;p$>dZ-1i(DFWa+M3l{-BF)8wK;_;o6ITO^c`L{X}nG)?YVEB+5j{bUU0g*Az zXwYv zm9n21ya7^{Iw5hMAghbi3_WpvKE)oYbQX>AmYA64A?SLUxuI!f_}q=-nRBaO^>QW> zOSeYr?PT9p+)9KQGs!$h-NHbSbb;Xb z@wZDdYZ{3-F)mp7^#3nkH(=u#5EZiN(vlj_a$g8Q>Dh&Rjhl4!ljD%vV*HQwsQJra zZPPc28%)Et2#YR^1UbZ_q8Lwx=M~nA2@`NCYJDXCbDC3KGGp0$7A7|Z zE2?!LjmPnZvwr%<;hkEQC8M(dtSfIH&nF(uu1&ntB#ukW-ZSDYcI)3}9W?yu=qk-4 z>8vxLt^Z5}+zNr1i#$zp(k)MXC3KGP%XhC__;HayGEE!w`C&drV=>-iHPzgXbFyo=l)QthkML+ z_ww|-Dp!xg1_(Dj*lgm4O6qD7VxYf|t^J~6C-KRz5bcenv2%<)`6y4pTZ_&qWB$4Z zdI+ypkEx8)oj*frU(hNe9$Y{*mhQ2#1K@jthoguCViW=o7sry6?ZRCjD|+GN^64OK(2BuzoOR_SJ4 zgrZJxO3=mij3LjC)>h^3| z4>Fu-i4HA z&^0!EA8!2u*qcKGi*DlgKe<){eewpoI$64;O-e=(#ttQrlNpy?+wWG%sAySpn#*Z5 zjre-Qq{C|AB{_4ecnB&sT?B2tawGq*{`$F+6oXFK&>;$bI$~NwDPNZtjZattnm@XX z%mAiWuzD+>x!b0{)dp2(xCs zF)CL1`3$SN2K%h_!KF|`oFzv=IpM*%AH3H%>Xzp%#xG)SR1xC@kRVDm2eWRyU>q3k zsRySnQmXq&`kq=z&e(xK>2y#ZEdGtO=*EktVhPxQ8RAJF-QQ0`j{RMoj?j>>LpjJ< zeSfrg*PnvAz4Nlmpt`Jh8a}Z*^&OyfENP>UJ_vB5{4K8KLVxmGC!6(~p@-P@W(R4|NH1q| zc46+4!72Vwt*MKn1n)cLPXs!%e%93@m`TL+TLFhVD3b5rC4b;q7AJfzyb+7)XzY5P zgyF11IyStcuA68(lNV#G%b!p%HA9!(AB&-0AY<~u3FlqO5y?A9ZP(!*NdA%RTWH}? zS%_CZFxE_5mLkEU5CcH<6TMjj?=7N7obsXMm6)~4N|T`Mo!3`+L@2+jh_|Yq5 z+5asrxDCP9^Q_PXP$q|^ujZ3q8(={*)}W?Iour|Lt6Ta>BPRP^ptwTNLD1zjZTv#Y zeGXj-n9ooNFEcf9utO{?n?0IGvlVkK9Xlch3R+W#r}bs6$v{O`XBy(&BD3Ae)~cg2 z0c}6F!(3SJsm-s=rq|?@Hm3eea@U$md1m2k-Uz_akBJI`Y@rq#i0s(mV<4?k57gv$ zt3dG~?WUb4B#Xstodn|zo4v{;wS6KrXAswqKC zamuqDe-4s~IvN|jV;qe;h49|G@*bH8JBm%iS?3bv$>Vw)#qR6nczg9KPt)1>rijvj z5I=x?lD`Msb3GK&Y`HteTwO<4;k~EWj{9Dw_xQbz9R1Zy*Ja#2f}b|?4QvOqFRc5` zFhcZ=d%TzNUv8Z9m2b-B1p%)9`jZ#fpCHXWx=qD}IJ`ND-6;KEr{yCX9LEm13wN<> zu21s;&+Lh&I4I7p`|=PGsD@_29o+cqjM!ogbyY;{-YEnj=vLPV3O6&57(!Q0#lk?E%yMAME z)#YfzS^uZ-tF9JZo0mfDwIQ{wC3TPw%7P4`t$VRKFGxNUVpxj(BR*SHbIoD9 zlpvbW;_8c`Ph_ZC9bisA2j39xL!5Cc7n`z)Te4eQQM}sqfHNhq+ zjmPD6m)^egU17UjNXPdV#^sMm{30Y!_cxV9)Lnaqx{;o`b_FCpPoXe_X6e(6v*e=c zD0>VDf&DM2)cXP;&i5R^pq%gU?N$V_yVzE?C zU%l&!x6WuX!T4)V9fh%KNiXeX*E|9v{n^PjLylt$(PAwW$o=EECp$>CjU=5S`!DI( zlq%2wtZ$Ev#ssFTx9H25oP>VzX(OEzl4J{vE)TJ}NwD`^&b=MC0avmRJ8(BoPUq}G z4DREVF=5F7Vv|H_0qIBd+Z71Oj-yNWbRu6N{~8Z*;Rf2F-%W3#l;VApsQ;lbj@LMy zWnpY^oNXFA29m!Hh^WvZf06su<x&@rd8Dib_7!*-ipl-ic0Nd)3@Z-`dSwlfnfE z4Y0~P^Hsn`C>ArUl0_DBC^wmXCLEllbc>vn#~E!AE)0batc$6RyfBGGuXilQNda8U zojB0$oh=x+0+rGXi9L69FxR*jJ6vW*?{5%KIC{nG8BH|#71B~85JZ-Er&=OHzGuY` zIckVOc;x|C@O=EP#xmud)Id?o?ip@bZN)c0_;Rb9XrFS5ZErre*Wa;GegQ&m)yt(c z+ls0eBqEZ^*EZF35WH9E>Nby*Qgk59OKSlcyyv(Z@ z+h52QVrx?hGpvSEaSwCIAf)Z){}fp4h84oP0B7xP&}(0)q51wKeE{OF%!};wJgxXD zOZ>FoKAS*tf;9-+(x{AN8oRRICt7W9a5pdNZJxW*oXF&3vM)ZTYIK=`(J=FdBMQ%Q z{X(qfr|NE=&*4Jc8mv@41c$d&?`1}nSxLBIc zAvnvvgV2+IahUUICO6f7<072~VNg-Pw*`wTK?)QmDA1uUj{JMJHu&8F{Qn5Rzp?ZG za)oUqIr}M7JD`TWd@tvaVvM3Ze>!v)8L{c~Kms#_9)Na&|5Z8L_P zR@pxFxJ?x&73$pNlK*?>pY*B&!b64wd`Mof1zK}v;EL#7f-H_HCG?ReA|5Wy8>6)B zGh}frf^Q<5$h}~&S?acqhuHV89_e-|2+;Yz!3U!X5A@Tey6nNxbOVh2X3t*u5QQ$! zl?3p28h_9pQQCAON;h0gcxL>BQ+=cxrJu*vFQij5=x#plqA(FIehh+--ineC7&s?`Bl|}>JPuTZamk$*x2om_E1%F0o&zT=h3er0CNB5%#G@$W+m4H;8Yu3#s zn+XWhFE+LE!#gj*Oz|R1*pXkwa3vFtPJBCXbB%P2W9lE9Wubzg9uY2gqHmF3a`mGm z$V(A4>nkMfBz9;b%RIHbiFQ&4oMJD)=H4h-q$67G6JFO0|9;@4W%cVht8M;%7U2<3^B zs0wyZCIl_1br7^8IP=*m9^_(x=E>g|Mv7AH@*l62HwIIsp=pdA{i$bOnD!fDyEH}` zjOeiv?vUOwBWN#l<~uWH37$Q%LeAQ4nWaReiwSlvAm!Tc>vC^$sWwf?2Cvt%|>mM@3x z*6GzscbfM#Yvy(e;B|ukJHSAQY2waN3kejQ5=RlC zl9ML_d- zWmnUOgFZqnQJ&8pYuepSmTF9-dx5;o7Eg@FO8y$cOW7t)qF40jr)@4__D(jB!1I<| z=!`dbXLAoYLF%3f0Sr{v8Up~V@`omqq1u^TIrhu?s&26yQ$k*^xIKt7w+7n3fcQ|9 z?a}~wCe)j`Qs@(G(Oc>(cXJgok~5t}+v}xatBn_zs2Gz%(xoaSG-=#Hhlj=+Zi-OS zA_c6m1c~fiM*9uQ`e(lr-u}{k$sj3lwGolJN@5|W%P_G*dJ2>2|dtSEF70R`kpb(W})8+_s+rM*jQt zukXQ>76kM+FUsAG+6F6{RS2Z@E(Ak&PlYk^i~h$tL6SO8=!K!WK) z+2KH{EKV`%c&1@MzM#4a6*u>Cd^2_7GlSRzxrOwjN*b&i^32aML9GMHTs?&y$pcV7iSZ}3HVX-P z+sx;jflzt~x+bwE5uMJE1l?T_pJ`Fl{4OP#V)y))^+J5fW2MD?3VdpkEl=VT6h{Xl ziA~Z|=-cyhi4Gb<+-Y*_e^K*!y9jg3T*F>;ZsWSS4TT3zXfP+V%VXNf<_>ju?7#7t zf+d*UIKx)w9qLzPz;&>p1X%)wv^kiOzU-#4z;&5hb+Qz_?IQw(0!uK)eVo|IlTuvEq3``vB9kd+^dYqhS717Ql5lUAmu5q zWAnrD$Yo5wbuGN#r?#T!Vj^+eT7t63B^Ljm$3c4|?urUAAgHw?B1s0JJYq8Bfb7Co zRyya{r5DwR6vKJoAZbD#&(@~vDa)0-V42E%%9z+2~ z5#dmr-2DMXb#oU!bFIq3%N6tBc9x7X7b)HCZ8sa6G-1Z?JJ(i+Bpd8+!ddQiwIzT+ z(nw}LEnD`tQEC|P>2J#);;go}5F7SPk%`oR?t*$0|3%;zpw(ubg0TP_`+4>{$gT$~ zlaeQE0E{+~WR1>ms0IO@{WL!OJ6EjICNrKIlL|r4;wnp=`&}FZp(NE!6+AnJL*27mm#dM^WgQ(5&Cx`?2x z>F^;H&1--1=aL1sIOd&sJM=;MKTy2tAR7>T2?m+13o(_Pw4+(H6d z9kR=E@cs-BHF(y)QUdv;U9BR>oP*y>CvF5N1KVAgApNsdLDEbER)QKdhs+O+WL3C7 zqHt%DBgz#}%xFxj(u1G^HXFG|&|5VE^r=$tH+` z^MbY{T{8r#xNN?%k3`bY>*LI^2Oca3_!jok6q-TWtA&{37&&PYf?%mstch5~h9Omn7+c$ zLbK6O+==@+jeiu}suYvMPzua*yn@t9vC#)kS(nc=_~s%cF}bJceMU$3lv|Nn6i{)0(FcWB!GGcyR`Yj=qO~sv zO9tg>2Z6b))u3e9Y;sya2p%wVXG2LokQzz7vM3=sAm=bbeAql=i}7p$N_u3--S$5# z3Hp3#W{)=w`~GV={R7XZgS<36X`!ugf1YY06NLAttgO>OcU{p@+lmsdT#Z-=SX z{;$iTXB0+nb2L93C&mC+Eo6xJSV#;5``6*U;ni2WQD9kx12i3a&BV(nw@}2{2qvbI z_Fq&W`J^mTL)$oV?M!{Cpv84+#bq+(n)P$7O6CdlpEM#qV-s`L%XkKiMxb&R(!ig7 zWNYEkC#AmonpYxH^CCEovs0lO;%HTp)~XiC0hi+O@;Ct^A=AKRa_+E~aYXHRq!;Aa z-ybSeRryJbTQp!Ydn*Yse{q+}`=iSRO^I!Vyw^gQHTAC**q>R5KGt62+{lQQ_beb0 ziY@(r4$yDVlu=@e_k)YGB9lw*WIWMwnsbslc)ytJd_gfWWG~ck*(scvij@8dIJ0@` zy_?&Kp;EhuF{S=Vvs46kUJmx2rvvPJbdSj7&)K=9G3p2Yf*4$&uz2{%YgKs!dX8%&S`k5x8`fM>E#nok`eQ zSfk;=(u}`}QEk`#KAg+v6Ff|-7BZqM;%OC^k|=pNqwM=CQGb9QXHm^L6^Z`})ok!o z<97`V5-Om}HvDaVgb_yDPgLzjj)A9$Dd<-J(YVbaNGw7}z9NNf2?mfrQIVrJK#0h9 z7Zoyn=NDs2Kln;hXbfUHo$C9X&Hx~^fd7uM)?`QqvbQ5zw5}*_z1eghCEf04Lv)p+ z{`XB-A$c#)aB3UI2XYHWKxgDivVww{=d^7I7s1eV*iYBTo>7ttv0@@vJ4<6~ZZ)9d z=KdL*I0Db4DR5ECqsn~kF0zK7HN1paALbkI5jdEN_bo5mJDcHil&O+GqI93v!@$qF zCfEu@CZb>Oua(w|<4|1ym;h|uLqbEFw55Bj z)sHk?d0;wsndtJ_rZS@s99|#@FH;NTI@vdK#^aiV;YP*-d+qkmRmjb5e>7TjGe!yC zR6Uym%}}Mx0LpB08;+WUM6a}*$*K_uoiNoXqqFQ@>Eph{{pplL==IE;RzLl3)3M{0 zs0u#B>IF_ws{bMVm&yV;h8?XOLO9N&3_h1kjsmpeE^87JOb$9pLAc>@|K5|SXE+$y zFW9pIvT=oX@%as6h3-+mPL|AGTrvBJz^seH0Wey?1i#D7%j}k2wNg`9wmb;VP2iS!yo{NU zrRbJI2#sho=v+zRSV{o#dV?0sekGY>E5RqqIcf+7Qb5K!6#f7GzP4w(anm8`?SADD z=Ex&mLzKX#Y%7*ibsQbymTy{1V&^OfhP8znH^n^DUECj#gdgx-9H4K z8XXRoPZ5m^>$Qe~I%T(ZTy@P^mn-;Pn@8U@ZGRM$4tb1#HktfN;SIe7{_jqyqa?-I zw}K78i3n7$&Y8g!BZ749eZBTkDaQK6ETK!WV01#R*L3bt1{YTGaio-(}XZY+m5 zuN-7;MSF1E2Bq=L04xSN|S5$o`iCv12(Pzj8p6BqxjM@TBp z3w~jP34!I0&Br%9CR1g=?8>yXzcWaoltP{fyLt*Ihc*cdhQ;K|YA8Yke55>OIIq}e zG`>-2GIqT6sy)H8R z_Ey*KuSP%hJqdy(?F($>5G>~V@)%-1ZkN|cd&ZBPWE)+td#YJKnKqwyBeplKl{IeX zWZE*bT&YuGQ}lBX@rCJ^%`$zZVFO`UUMc`T#~=fBA1Pdmr~rq?dz&PrE;^#2c3^#w zk^IQNL7DCGr=4af$gR0!&T)`^=%%53+yH|b{lvBtDhEujAe3<8(Mmz2jOsg|(jDEK zJpgYa^-yEKxr z7RfJj(jg=`q*6=V33JjgKj=NXv1Ab>Ypip!YTTVvi|99PRe*P&-x6V12fuQE2opw` zW6}3t=;a#(nc%ls$#-a~0z#&7(9)kV-PCar9#!p3#ub<9(XDKMSQ{cmeebaAa@Xq( z-gOi;o~0`mWsZkcy?*gQCI$@A04f2 zVB9Xm&UcS-hv3ZioOo#Vv>T*(1$@~;TE|>9y$wxMGnX+&+FE#CJj!5(nv(cE@Hx6q z24pMFm2Jvtw3WQyl%0-S0W(f4K-KCFRQ;nh4R)sE*$s;C1`iTkIRJDW+1vqV|zg5K?!!87bx{E$ki-HvSsD17^O z>?VwOiqEui67vvx-Npue2ywSK@kw~-1N<v&vra+#u`~C&MUW@1ZW^7{TwSAmBe*sDT10RzUqFtQb{mVhD`NFR7eX2I z4y0*U(QDYwMULX~(xPYLw(uZ|CU)+|W5d}{qYuCmiE(G5^-MC+@}}eRry7WpkpQ+; zBcxuV*frV`4SKIt-DA#QjL-l_)#o1NAI8J|c29dYDnyY~Ua`F7CLGSRjIYGH)AIzq zeF08dz~3tBZE~^LZ1I9K33b(D3l{~lJ)W69(jHmO@W%wh?T;N0UO)I^Biv$F)3HBA zkMw5@0-KaWOfSr$&q#~g2>StUkxt28YY=Jd!oGE8myVNJdWYn_OI)!q24wC*lscV6 zm*d@f)+dM)kW!~PhPUfB(rU5ikq(8pQ<~&;Xm(IV0A?)!pu)0u{%EX=ETZQ?!j1%j z4o}1Sp4PE=zg@z#IdGRStcgW(P?)Hru+X*4lh5~Al35!RL6?BN)>I!g0%CF_b9!21 z6>J<`SmGy*vMb4@l&cSyT?HK=+ATrUOc&VZ#uw;OlA@jDy^{4P7KKQ}Q6TYb4F;y1 z1;poySN~+S={KcAKZ!AI6iY`fZbp~T zK?d`gMLY^)N~J%X@7OVf_}GjR8?+gj6+Vb;Z}#-UH4^vzNm08QAr@rqPUoZ``R zTV0RKD0g`Cmv;7bM;&{`gpOusXa>Ryva$*tqjTxd9N3mjHB0M!9CN(iBVn_qMCST&g>bHIZumJ){dH^ zU(~{+WvP`wFEHLr_ zUqYvV!^x)(9I(0)(>i!5FuEbpT+<9c^aS>kzlVo9qP$xT{e^i3+Iqg=Erp5<->M)u zP)Y#L90G+VA0g{nm&krPsnf!d*yy$05t*_uf}r%6g(ed(#%S2;w6q3S>Ki$>K$Bkl zB!~0`bccpW3w3(zF*Ww8g?Lm(%d|emo&gKb*At(L8C-6qmba zoz(j(%yhGv(jC}}RMX1|m{wN)Q4qpR2->a-aX&2rmjA^GW##WM&|0-3ysfF_e?tNz6cDpYw4q7IOXy4f^zS zv>uys11=n3?ZR(pm-@|Y?R;lkBFD*vjN6yYUEO2>vmk!A&*G^OgX(`OXQ?Lm zsv9Ktx9?`RHy$QYzxOmI1M>}2C0`prSb(ktcYrTf!Wm7^{p^IU?!|5lQd@jWvO|Y~ z8xA8Z8#4QWqFZ!4&Cn|(j@s`|Hr_%bkGxJ(QT&ZfZ!k_7sp9<0vT zF01@Ksn#bY%skF=c8@ zhjY0;xI;8}%*iX)5E$atd!tH1+Zn5%ypU@ma=>F^HA@&n!I}QrL8YBw<6;+P&ft|T}80Q|LxWANRfMstV8#&HC7@$QL_Vdx%T6ISq ze9XGN3`x0$cP8aoL!(*!_?;I?T+1!$68*Ec8M6&5K@t^3}*S7?km z@qj5ZDhi}GYw`W&(VBFp{*uJ|K|FnQQq{e%PHI-Q_3Ie_Qxf_FNAxZYkTMCbClei7 zSd8=6-6;aqW=Xh>|Kl3BS8Zb_&1Pt-+0r>^u^03gLJuq{T!W}u%pLg>jvx}|v+y5Ktx>6dllmR>&q&!*99U1TYtFCRJ zTz@Ah{E4G_mL9Brb`nv$OM|why!S$Kc~CUu#|?BB6??EkO)h#Jf8!7AU?Md7nJ){c zeN;~ddA|Nh$jDx0-+O`&s=AOoJ;VZ=e-@_`X`-sDCfDDdwl^P0axU?Kzy!#E1ned= zPhx6{cSE9kzwk;)o8K|+cwxfF!B{&CRUsv#zzc#p!S1I+0)$ici z?w*gF&R*OJc-Af=8y^IM=XwTFDH}d42^25rtLZCX*KPI>WZDFd zTvQrj;d_)sQH)S5+l0~_A@>Cu zx6p3-5Tw!hojqUhf+uH;5Q(-`j->B4G6J`FB-FL_UG3Qu0CA67=x}DzW#kp={i!fTbuXs; zUaWBnq!;bQ74v99*>Y)(fI872e1mC|E1|XHFi;OQ92?q<)!R>Pcm_=|#R}t9T&r<( zhiRY$8NKAK=cnwT(GsJTDy-DD`_CxEb~W^+q(e4(A5zTM0VghJx7J6KO8!%(@!U8BE@Y!^MR!C0Qsz&FL%LCi?nYYmmg zpmAiMJmMAl^J)ql5{P_O=7|cKzVTrL?bu)_YxB&eixeOltdd#b%{^s(|B$EDW7G}D z0YUVggvAAD(O6DiO~W4;p1oq3poKcU()icSe>RA$$_kNqv#lmdD7zL2Syqp(%^yL~7qV_PnVq2trhTCkXFqeJu{0uiW@q7|JTK(h3(AhoaaJaawH)z-X|q~RV6 z#K=-3=*(zsa?(mh%a|8zNByCj=4OKm>(a%nev5eg#=~g{{AMP9`Cxg#766v|Z?1bV z2$}}E*nVId8M*K`lNgHV`2E9Oi0brzg0@y#c#Iis8}+SAQU1cNa{9dUW2jK+jX}T_+FFm?B(6=p$P8w#G4e2AQUHv2zD387chnixQ7} zLzHQ9RzKv!V;9G&@>^h{0&oLxJKx7(0?ay|5UbdonHH5=0_Pn8y{`-hP)ng9rO7l7Yhy4wu`zm5LtkU8y~v@x4FO5Cm%SzsyTs=S&FyNpsR* zDsunAI60Ft$czty%I=u2!N$0L@Z#!d^V7G&17NT zx>94|a-MHc76l;L*EKikTxwl@Npmbo5eoMZSQcunzx`N5g6LVC>6$)d4Y`?RKHpl1 zd*Ra+jfRUlN({3lCrCBCcS~NUj6+`nMjqvos(Nq|GuNAcUtERT(QO2m?dLbS2l&&D z$GC8rJ$M#HLVGm{UCLk+*;A(0pb%QjGD?uzNC84}cSj`}-$i;i8AxWNe5A3_SqTM& z=|${=WQ5p4*ApnboVRqeKuswP!3H@&Z`nI|Ukw}L< zn111m5}Zf^BK!#A@v+37Yue-+kIr{2ktCDgljBXLKNDw-F51Ey%2%7bnwpgoT!1V5 zj|-}&O{FhiAMTQK(^0M}?gy$ZXJdrDu!8=-2xx%LZDfA@%m4H7pkMYAp(DfIul`KT zh4TEBZg{gi-lXJ1O+)Bv;Bs6qIERi$?FuHh_>MEAImMqX1+qIG|962;<8@I+Ea#N% z0O)pkqfKN0Hy?$m>c6*CAL2+E(Q!v3+;U&XoExPN$8vWt1D3VueB_Pcp3CixJ#dyx zqix{hac%UKKTV%tT&9Z9{XCTqas-T@eR^vxQk$ zcynP0PttO2Mbn4r5!xr-_;=4K%EuYC|Dx%7f6W@w#b8IFaq7TcWS88Asu1J8Bq*(c z1aC=u6p!2g;gfusV@;YZ7v(- zcTlX-XPT zDzevIYB9p)V?6`ZuOI@8c=M@m@>(lbC&uSfK6uqhazx)xFXX^GHiL(pt=1Xk+l zTJv8?HJ%b+mhDz&IN%ShI$2FLFrc`TUk4Lj^0-GV%PjbRC%)63!$ws17`<0h!|855r*3H7awl3?eWq-$V_g*Py$twyIGiavv645IU= z6q}kcbPhXP#O+zBaEJUx1zj`tFM+W{N4!2F+I|lQW+B?l*PJE>nZwR}7xP+oGU(|x5Djv5c}#$n z%1hyz87LlUw_F^m(Q(GSk$j$d+ExP#KHXC%ChoBM$5W#KvsEihdVSc3jqf(UbKwN2 zgc(|_5~y*e#Hf_!q+N=*kRyfwt(%2jbmB9G_|bLx0~vpz?O+b$i9rTweu2bY?-WQv z++9bPE948n&zR_$-Z@pkGM3wGj|H7L2=XsjT9%N)EaH7XIG@dZ8)L0!`x$#qT%*9= zf6w26Ex9EVLB^T&ex4z zkR(6HWF1D!%+6rld?3x}TN4&jVw>c==xe%G6!04>Odlk#5Op`+8RJbGgCnKm5z zai?_JqBKqVO55)J0U=OfY|T4J02(4ccyKr1Fio{oc^&kjU>J=jS7IwV@!y+6Mdr0& z!Y;&v;mNOBKc)l#a^IH@kzX2f7ju5_SLQI7wWqTtVR$1W4c~XLThHsO1@;Wggfmc8 zMZLOYKrlBnzTEA@>HqN|1;N_4Dlkb0-J;R@qny^Qtq5Im7A0@8Fvtzb(8HzWO+7Um zaye>LSMS{*NkKq1YF8&OmEc`gND5!%7@6>s<0QcLit)BP`*UN2RuJbDYk?Q1UI8vU z1`YWoFv5|+C5ZX@`3WCz5R6n=kG101%B3ZuwB;CAaKtezx!zY}?P+P-bYZsewb+Yq zCVv2jC*eho<@78(VC$APQ;xwVMUKr$aR_b*NxMbe0iAq>kJs~tPd*+1JwU?0WVrOx z?Y7;ct|dpd7a;-M#lR}E*LtT*R9w}D~{sn`I7z#ylPCS7RF^rmEp06uWGeQ54?}*FH9!X#FI{l1Uy#V`eH;? zne$osF!JhTU=a_)Ftwa#<+xd{0&dwkA!{5``WZ2Jzp4KblG?AoMcV) zLr-o^Y*UK!dl#bI*7;FFxvW%TDqLIeEX~4qhpSszUwpk@Ycc;BmyjC+M8AOZOEe

Kkpn9!45=z8p2F7kgX9$TC2+~vVpATw zxQS1*CFE-uN5*9{k5$oel1oMz4O)) z8XPs!^d9V=-=w0&^bxR{z57$N7TSgR8C8bXX`LNIUb&nt{TaZSjeVhYtK;MXC!=U1 zncg>O=tV@JVBkP@(d7i~i%{tR2*)tVT#zV87yb{x#*HJ#kYgx<&&r!jNW&!1V z^|uAt9WCVaalrb=-BZ*Z^c*IQlKa!4p(zxKJ2@pCLv+Kv40sLxziFW!qg_Fg3DB``7pjW#H14k4#3RF zaHaLCR;M^KYWFn_a6-_RAYSo?IXQ-+e7OJ1FXI}0)#vWRNU#hY5FDEYTH1H1={D$O z7yLLohTvXNY)1O^I20&i;Q#=(RBCz$DL@0kDcEAn{hHu)z-Go;ffqpKV84b zGMPA=cATRvC0~`-RM9vIS`oWvhqWx$0IP4}i3HeQKIjZn;srT^cctiS?4Omeu1nd4c5*;kG|$`ahWkm1;fu z4kT=jTjMjY!pNRs>2>9hOaC)6F4-OjA=FDrwI(D0h{DCHwaW(b&+jV;o{+cNeb>Ti zeon{vVeEGxE+{@=1Ty`W3yg7cE==a}Gz%YS>*kB)qEB2am2}r2A#6!~sgzET7bfw- z--6(6Qvj@k>f*5PW&Zv4pz<}%Lx+>E4;pN*XSI^_Eg6iJ&i+)fu8vv3ka5(atvTS) zh27s>Y&>sr$@+;HM=I?!3<8G$^&yA}<{McngeT-3j)x-H4=dv1L9jJBSorf z35r9})O{baS;tcp|2wQC}ZtyDo- z$?7jl7S2e5H$mFR#tZN0ux+mU3MtDXSUkSj!ZxRhtH#z(*y4Z9;?N=;jt)|2XDcm* zd96TsaCXJOD2&p~i~n4}ob04NwHR$zzX#r02I|ma0y=?M(Ut`y@VD@$$FdJbpqcEr z9}!Lo?*two<26|_ZkO7Md2k-a zM!9-f1Yr!$V!1!0?8qCZYP8ukr*RI$TZ&MMc{Mx`e;lEk(MYn7No@=&R%;@R-L&)Z z+LG)$(pZTCtI`m_7Jw{4E-%^3IE(N6P{&@nemru{k1V?0qO}Gnz2HgOAvbERt08HR zgk(@toZkOlSPu2a;TW-Tx6(X&kmOcWV9HcbIjpa!@L(IpdB>o}>%FU^b8y)q_xKSh z?gYmJHLyqBVZm_E@`#S_7;j;G23*U?qtEx&@7=h3~5@B|4@+>i8q2y+Is~u6Gh-84%*d$u%%cfXJswN31S+VJWq1m z5yk%=$k`E(%Mt)lYV$!>NkDGKDr3Vxx8G4rZf~$ov9rAGqIfp&sGp53 zM|?jCEma-OSA?xEFP7WoATuvPgh43A0|U}Z3mG2g_k6`%0XNOF<*3YVQgkhW$K6bk zqU$^O$ncm!rO=~5%}m4F&4Xk1zN0F)!C$1JakOS!y2w<+Mh}3nm-roSe@&v@TZBDe ztKR()oE1?k=mpf4?=%~^Tn>)p?mufkm1>KuM2P9*A*fn1W~rXmX!wj`nhTs z72}(4=sPn1?PoQL$eIO}6+Zo`W2R+)u6O_T2ks1N)A6BSFu6)NMGQEnZLxiXTxFO@&%ltPVGSOhU zir%~;6Ngdas!q28;Y7RurL|%hHV!Hs5A)Q z_%18v4MmgA4mgRL$qU=4Da_gkhZMh9Q#YeX`G!9f7T=;kcRQ{Q9VY=UdKkfiS5da% z0Q8hA-vVoT2xr+p&brXfD>l|0c;ipt92i>7L_V9OMyA?;b z5>?FXOlODS2RBz_06Za(sUHe7O#=18Wt>kA0M^z`$EJh~2}-VNduuD9j|!l*spD2> zdBxqJq{x0v%8Z`}{RI1rYlr!~VubmgD@fFRu0?EtA(bd#R3FBJs5_lIl^}@lDR_7@ zE>O2aUn`?<~<;98PENI0A%(2Ghi>YnzO{QjCv}DGa%U! zj;8yO3Q_Pm$gcjyjWY~TW7<97nCbpB5s@dafh!So>J3tvpK<41-a}wCQ$2+YcM{3s z7rwZDJx@k&@2`GLkMVqt6DuaoNmzFwczI(#4Z$e7)Lv?NROde*T36|AEgzvGPGMv^Q$&pS>y*9A6qm-hm2c&c+cD2062)=!dcrOC9r(fVrt`SZHl!RTe51AaHlTinDv90+d& zb5=aUAcekUmv(zLJdDGRP7vwLg`+00pDA2(fh+8zUB&z4J(uW)`Y6UMwU9N-*yryw z9p}vxYlyxhs-F;QGS#U+`K<2via(6~d)Yv3rD05)P!Kp1uv0pf62RoEYC1@zYq)8L z)(KH9-Dh~;=+AB;V%Y^XMZLmrgt7{j409wUhu{e7#9mh=S-|-zPX@jRt8x zsHW?9rIsZ9@+U*Gvk-zD7pykRZU2nxcxPqsqWco59HYhzNun2L4E|n&s783s0%7DD zdd(N8v0ePbz7b=mXPs%pHxPePro2Wu41p;@QHtj6UvtCtl?AoyyFud|!MDg&QnM1- zqR83aHNNpM&Vlx3*Bw&s!+7a#{Pj5?&~ayLI_CYycnV-A3of{viXR()$w+drspv7> z#pbpTlU9Me$Gmp%mKF(uX$ z!o%?*YHvkRrsAB05?*qSley4|A97t}F2oK6s+NOT{HLM5?BCsjc2RkUxCr&IO(DXa z-P`zTRA^idqJrlWegcl0h0xy1ASzr=$LrZ##5TyEQ=n{|5r1i6&2qM8{Gv}-+YKq4 z7^v6@Yr)rJe5w+*^oVeDsQ`zD>3n(-Zm~a^M$8xpU&9%%}n8RMb z40SZY@YUAk5@Cr5c^l>C37r|LpfG16gzF9t<;r|SAnCF= zs{!Hs8K`k({pH4XsHqX6g1E=tlmrs8XH(J}^hbi7ZGzayrgh4SWiN`VzT+CQCuU|I z)DkeuihlI@Zu{)?DFTQC>L+{9YDS|NAbF1*X8H@ZhuJ+pm4EaE} zm0mkB^m0JxqGq@j)vO$w3}w1nfw8k_l??9W0KY%OzLJAUNWrnXPt&diYr9I}^-IDg z*=(K0tfy+ulZQ1pY>d7S@xP=i`k%94{CX~`o+(zKB#80V`^>vST2>GC+XGCHP(+yg z)~EaA2i#MTVBY`__ZQ?c_v5FZ`h|D>T}9qCL+EB*tuK@aU)g?i2ZBz`;%b#ThVb7n z!PBt0iL`=4T(5do1Q*bbjxKLo7$&AfQ%x_83%JS7-g^8#aQ+lI5KMu@e+{9D7WtWU z>igva-e@2LLJQ`;9$?;$S;G4I}zK0&^eI>mD<>b4KkBs0fPr7FpSIvR>h<{yKkYV{A} ziUE3kx2qnT)GCIkJ3-s3>@?7x@)SOunrE}NlP5H;5f+%2id%^Bt8o8AWWw4tA&NEO zXQ{(v)!<-#wN{cERBqzdcZ++VYxghI^ttXt{HmVrHD_9?}nACX9I;a+a zXZjT4(PUFty-9%aaO2UJDRDSBMA7RaRC+;&jiRGRuV>aww{UO;Lli!#!mXKu zHmbtFfooX3aB}z|3Je%{M{by$$o-ixV_d*y?qC&YXL&gYL(xv8)9yiZEiWPO7vKE#?|UTH=+Ac|S{vM3_jK zm=}i;gN_{5c`_L)ZN=ubex0IF&mek)r{e6)@*u&>G_%g=qJd?TYsQNcF(`$^_4F>a=zg}V)F*VcC9)!x6`Tt0*pPxeQjyL|Be*IyR?JR7zVe(7j z?>@d!IVRtc^6epl7hRn~6AXD(^wY|G{RR)Mdk5V5)9Mq#i;KVoyv<&ye5;l){Z6A3 zs7ebS+Uo(`r!qWu!@e{TuQ`+4fDG#Va*fEd)ie?<3FO$T(Uu0bei-bIxX>e738g;c z-A@8kv!v%j7^3julIc=hS5mIAiCa;`!CHD|mpn$+Qv_4W#97>p6iajW)q1b3?}68; zK#C!bJ}Y|``~fM+oGi~=uNiF^ve+w6p_8qdYZ9z!40H z`P%6!i#NOjJ;nIguPO80zO32L%xl$UUS;_`AD9kN*FlFV%^qs8sSt5*ei)94M9y?c zI~s01=kt9_&`_+%2l0%r;9TMRaQ7m3r39f9L)g}Z=dD$kmOCT2oSK9Cq_TZQKIE4e zHP9R+{CfD;Dqot(R0SO-Vlq%saO)h0puPCK6D|X%C>G*=(J@ncBF+tXISa4!9i-c5 z?|bi|$6|*9n#XM$bL)Ph32x9;_f`Ldd2K23&KD}nsVgho!luLHvGQLCd&2{Jl*whZ z$00ZRIQg1korxl!dS^OoTxwnK{~a@KUes{6@j(XgBMOSFxK=|$ja0M60IVcCxM2?? zUJg*k%v>~5S)N}g8B-ij_ihR8R4eH_h|S>^JM2N#6fvA}c!VzAt0lE^T2+kxU{bE5 z67($F5r>B8|5ENq7&&hsSH4^sD!+0AIu*SnEL}^?2lpIY<-{EuE{`TN>b4UNzG(^( zar7lje@||2tasDD+1Kw-dIS(Gir#D5EOTRV9C6hSepw_O7Cq{Eun zhRl?)*zycc7T^P?x4^nHNP`Y##sC(>rwiMx-30>BauPMze0DRIKnTOeZ#$-Ft}B~_ z&8Or5_Oa;FaU3$&qI1?N&`*&@S@cc!`>~6kD~~IAdIG*O8z<}V-U)wA!4$rBgD=a~ zs%|8?QjN_99Qu<<5q;_yqr)}87!P=x_L4EtkIIgU=am<5ijkq zgF6Ee`+Q@?uYsEVUn&UTbK5Ro(i&6BgZK@;Ot?$(?gg^lb-Mt?nd;dN;qSHL6zyDr zUv#>5e4Ez-LLfFH_mzV}v!)6Pq#`D8U%pEbpe`_@MScq7!?xUV)5sHCVsMM56=ABk ztev|+(-1P3(z#(Hrv7v89)(9gzc%PRMw(OFX`YisEmbn-kS*O__41Hp%fLf~1&%N| zKZ?0nyw)}W`vo@|i88i9S4&FqYfT+60k`JA<836q93(**Pv;UxM2nSqOTyGx!IaO$ z+6eIfk`u6;v?hJlS19dE4>dv!VoyG1<(mG^38I3mTb>g`-;WWXX{CWcqh4$>tM=sn zkS}P>N+^>@&3NtVeRK8&SX8L6VX{?{t86*Q6Dg0kr5o2#Vy-j?i2_UATeg3b>MZfM zvq^MJI2-i>1jZTR1q5K5`+C^xKdw0w|9_?diR^Q|!RVKe5vX8^3a?Z8a9I^G2EcIj z)6tq7iTo;LY+{^mbtWRSZRasI(C5%KC+jz zWj+m8UDcNNsM%-$f!c?KNRO=*@ik@%jlB_*3n2Lq$59EH>upI!T{fMmi|CV~=i9W_ zCb~VnC4B3K=5F5H#+fMc_0>~z8K!IPb)W1-LbDOL!kuxtyaaN;o2&yMV`b+)JA*Qk zn?C-l#Yh}SFpN&Pkqxt~qUTv<1OdmJwuS3=%(3wf1*hHAQN%v;M#f6T`0?$rHJnxs ztt2}u!-Up66$p|=h*2sEWA?aU3a4>svEmM!&m=|pM2ok9J+;3<1i znAuc6R=uxKC2EJP{+yat;AHm&BZ|B#veI1%BF6OPxJ-$tXYBPanWYVQQ4}G#lZgS@N(ouyl^lrcfbQ=!YelnG+HaVE1}aIVGFeRJdsMjp-^QH0 zuH^}4Wh`w-5S*h+65BjVg`I15EYC4oZI&z?-_-l@GyFvBgy+ul6WsEvT;05;(_{}O z*a--hhK9pyd6)MW+?|*FZOI}p@b4k>AV}%XC5;k+e?!$=fc#ULP)({UT2i~SZ}es! zjt0+NhX~^T%E3o`83K|ySwJc%>9Li9*uFuanf_~Ke%&7_Bcy{Flb5`c zC0A4iP$LrojGJw(NM6j|LvNDYX0_%uMJ;ntHvD$nUD!D|6-m~3sCUU}^M^Im9LjAy zp3kE3SbW(SeEup#?F=%}k1+BkS)S%MK|e4j{(?g-a`1Km#RTEF?31V(ZQ94v?2ao4 zVPeRu)f3Fi0aIqidzmh@i2|FmM0aXZ=J9u5#(cEMWB-8$W5R7-Qis-m`?&M9i-#p! zQUd}geC5l;sUJ8e1MdZBvya-K()xqAOy67QWn0!BV~*vQUiF_pb-_R-bJNv0?-gxz ztNgL&^)(p5Sbdt->}wa@<>vj-9SEB~zJU|??;)PzpG<=dvOd}Ld*)F z!Rk`Lmf*NurnNrybRzdwmWp&(f#iV+g7Ceks|Rk(ApUAtzF~KficULYqTwLp$St&d z;hsebG)ynzntk^ZV+)ZN)Rjf)%Sh0?0mkX6+7A5z+QP$5@azxpXI$xnsLr~Q;y6F%?ZYHT-gevr@b@C*KRfr{DUumFmR6DIFK_^4B~ z{F7%+XBaDLR?-|abJ$_>1Gl=YF%mXzC&1Eh%e; zJQyK4wE4^wpI}R6JSlW;KdicNYdRO;gPAUmNiqtce!x@;Y^wB3MLVNH839Qn4L$0M z9YsK20Zf-D^-evTl4xj(^OVWb%Fp~Oi`M%;IkU(Nf$whfM`OAQv1I*FNNFSj5C7zB zL7vmvEJ;rIQSDJS)8k#Xf!izWBp*nHqbJ;xh9e{Nm{Bb0be;URp(OhI4B7q zGf;zIGwoc}eG*R)xo|@y2z1h3hJ*sgbi!c0U(;JE?)Mvr)KjkUU>rQt8ns0*dIxlX zy{bvu8tg1(xaYOu(!yK0;@r7>`9sL?`c(VRO{a*a`y6v>dKYI4Wgy&lbk-Y}YSx7# zaXm>*v+FCUNv;#^Epv;`VR2zST(KJy_s6{4IQ58I7D+4}Mt*^qJUcE%YzU!zHzwJF zIGE%gg(WlA&@3D8qwlF84Ajx#L-CKqE$bP!1mCwHzMpj`jq@7Yp{nH3*okskCZcHHd`Q2zTXpPp`Qbj^#sB`9ZR1^( z1(7SrT9uw26WXg+Y)N1Cv%Z)=#PO%ZL2$7Vzf?|(K$@u#H?>0iw&cJrc|(p)pb?T zRmE&IUDXK78xCgbnv{$?{d^0LTj*H4SO~nQ&_iNwW`}4xyM^12{q0_F_ z?q&p7osEptq*4~V6WN~tQ6W36l4StYBf86qZFIe_awPyXsn!An(#+&|_!WIyEEVD= z%j7?Y%6lj;TKjj4cKu9sBBGgO-hgD&&j?b+?{7-d8gAzM2$C!zhAOwBr7g^gGo44+ z)9j|2O0YF}RaRo+NQj0`1b)wmtMhgwi*O8EDpv#&7GvBZ7|8gjPO>|0W_eE1oPnVm zf&B@WV8%`7(tW`ytyW2x9)>@S?~B3AeH6sVR4_awy@7(H@qB`$Ggu>Ns@!MACQi{o z-ijvwLf@_bW{Bpgeg2a2q(AV2K08tHwH{;nJTa|An&GVEz_a2tzl0S?XRpr~-*`B= zfWvgkJ?>ivX(OmgOO0b`hRD8Z6}ABnC*wFST=?F1Tj#G0iMpOAw3?95g{rHM2Wa3Qtg=INGhp-E9Xcn?&yLsWp>iKHtg6`W|!IBfgAJz#{ z>3BMk%W-8CWD@2vb#B_=uCmtPf3)9-6P%7oQ--`oSQBOWe+yF=h@aY_#lBqalWaOkfbAi-y^&t-iJ>%u544j?lud1m_W}@p3-{G4O!)c0;30L%!pp&ZL z`l;U&)KPP|4N>1amFfql)x&=ia z*&pxpEdrJ|JS&B@Lm(%^%Z%DH%PyazuLd2npR*G5z{T}|a6=BoQHtzloyLZ4(1abTCn&ymgySvh zOE{DATu=I9FJJ}E6qHm5g2;CIL)pU>P*X1e4Ik)7lerpQ7<$j%I~mMpL7r=p5$Yp#p5?LW@mGu;KGkt zlSm)R&vh`8fB4OL2d^`G60*qo1JFx2aEYOZoq*2sD2a^TV}37D3O1uLn~OJ!8PM{L z=khlDv1@#h_$R9U9{qWjH7mC*7&8a+=Nb|;U7%|E>z33n615BFIITfH+mZYJtRZn0 znSKr=9H?8ezL)1LGlns>FF69QbKm(c*-HP3DDR#;=m+dtT>o9-j=qXvec-f;B2Mve zp|(z_n-K(h#ix{GPlUSJ=B`j9)e@vL`|J_%UN?I_IW1l$R1iB_ zxuX+4QB&iNLNd-07j{1UxtJxyE*w4`&*YnjW={NDcu6Q|MU?K0@|;T8%<8=aR02wEHf_!@LXbZ#x}BfmXGKEC8sHqYIo(U> zjpU#=oeXk|p+fP}grg64=FBjKeA&^1PFcylXBP7qI3Vg^o_X(wz3r7~(NwL8Gf`&z zFuw9mqBTlwxLdsk+Kd-7!Z7K5*#=XFx#i4PzS-G`K6Yy$E=sUrpe&9nVLz0a(^9$n z7|7150wZuW53%rCSrP3V+%2wN%N+NE(`F4F3S|KC_?ipw64R#qiOy!#5m6L*W~|?z zj&q|QdDtDo5IJzCC44mwm*~6hbQF91WJ0mJcs|6Zk`%Av_k^{+3Y;w?NZ19`F`L4d znI{P5ih{gu4RyG=ta`41NQCODWt<#O@r#oZ);^2czn9cuF2AXR57lk`UdTEhOM$S+ zyndm;`m?qRJM71nq75+76k4WB&~oK*d9$Z36!K)Oah=NR`|T8|&iqL6h1x?APffEY zI%@Nzt6qe1*CK8;92P}Th|_K+niZcx1cJMAL0g`e{!^XwJ%@uOcOtH2)^(-X_aY(L z4*gj%^O6x%-z%WGG>d1jgG$4)VB(7iJ(ohw!%vCured;Q@*t`PhS=<(aMz04~M0 zD$bE9BEX*4V$5P=D?_(uG*kEFx4pTox@RL&BWt=zaUk$5)f-ZeIf5ruC-eUSd*+*s zb?`@hQ1kpC0@}YGw^IC8+QW;_!PRQv&z%nWaBh4)sdKyndV7IBx>s+z{ z5KP(6xsUO!)4B%E3BX*r;+bYU3fzmaH%+WB;|eQ6o$r33X{Vy+K`M@C+tv$OhYgArD64lES+>}SmQcQX41(-8y9_wAIUpvxrkH|QQ{sYM+COxc#6m` zr13IWY)9PCfR`zZub{#cdIi?~e!V!i1EQFywsB7sf)nF+r95Q1xlZFJ*7>8I4^E!( zme=Zsy$}1{DUj2GeVAsZ9zavMNo}Y$0a%ev)m-gM7S@t|J22i+{j%Ump7sf%YBI9Z zgvCw|R>n)esyF!ma3vNETXI{%P(YCT zbhMOs|B?Y1Ir+lyROC_5@C3h~7%PC&ReawT@+I~~y_gNw2=Us9_04PhjeQVQnZDc< z&8^7~X(i)+TT+EcS3kFpuF9-Ztn7I1AU^DzgbDfcN3(AT6VCihrOKL1??*HqqpkiV z){y~wC@9^LHGjTQ4laiX0~X&xa`}@3a-2{bhqo7n)0P%s`Djh_W$4C8G+PGFWO&kK zDowE2)@+#(ApdF(Ly^zJJ6k2AsODXQj@@o2<5}A4ZJzu{Ct;5jl8>sIGbF^ZKZM%j zJ6L1lpma&g`2xQM)Mk!gtU8sO*68XI2okuu`AZbv${b= zi(y*Awovv{Y&AhrDg68XM{9YTyf#^4yaf2eami|kETAd9wU z(%DE=<+kxPR!0Tfxye>(Nb`Z${Tz8x-qQlKz)G)IN#gbAhsZ)xs%7Qopg|;P73%J}QM&Q}!W7mopU)Z} zXU&ZgiZ<1WDXpN3`dIInqD41W(2TsqKI+a&0%)!+`fbQzNMao z+j!|b`EA8PsYeh|%J~jY2K_6LQ+9U%5f0Zi3+3yHpRpK%LBH(0eBaNuR?3UHGW|sX z2;5ko`lfSx;jRvy)L=RTK>oK$VpQm{Wg$b3sI@mVz;UkKII|mJk@&!;LkYE8)-t(; zBab$GFT`k*YI=(q7+TBFs=RyGL8g2sfmM*u6e8gm?Q0EUa!5&q81-om7%Nm2V%n;M zW@l@cgrQ4BWYKWmm0%oVCvu0HcIDwL;cHwOw%0}<0=VeX)5RZuNwm#KYY`KI3z<74 zTO$C3xve|Ju<%cslG{FPsSdpOob-;}b|ciJ%}wWS{?T>A?=~33e76`(LeX7Kja83D zjm1O-+opKT|8N1kmh6`4o`FSuaQWCB9xEN6%BF4lpj(Q6=11pRIT6+E`@D(&$kvRq z)pV79R@{h8V1vzvSzqEW(`#T^acj_~2e@t(*pJNetKaVPJkdlI!B9dGwQHaXO zcDSS11rsb$USLkc#Oyr?Lqn!YmaJ8mikXfx_5%R0;ONz1_X84ql|gWAufV_c{4NDp zDPzk0d5u+({+!NP6?ynH__CElhgBlQmV#ZFH-ip`^dn@WRs$BScz|N!*VoOo z_JDKq)5BcwT&aPOxI*#n!{-e$mo`L5mFI4EfzZf}dzQQ1^ISkVe6OFmunN%{_cX5@Y8sp1 z4S8NOwCGwQ9E6&_H_~+-{8_Dmb7bkbmc)JbbH7RfBFa*_Ob^FQDS}7YmV7SA zD&LvgP6!j&1DrkWDqf6et)rvw2{8gO#OP{t>`suquCu zv&Ce0uMSs;AXtM}&;lt18uJ3}Un=Oq9J1FPHZ|rW60O*I@S$*Omg4SngAeuTcKS2( zHzWm{D_Tmiap9RkHiYdB;HO`4o_Zn;o&Q`F^?79gDwCr1+$o_?ysQx~V`@(>^dNgv zp~sCQLGa4W7$`ax55JtfKS5HAGy!@ui9?Nu({GkWGn)I9KMi3e5H&6)P4T=GW`g&M zCJ9Lb5TT&-Y&s-kDu<=C>o(t{Lk zJ;nFppK~3;E?^}+2I8}o0nO!pv%52N!PM=bu1(P#f4k{pRaGi44W5K0bXCjov#B>yli2Uv@J0!=;S2jBt~ ztGH>^{=@3lxeaW09zI;gb*K%t(meAec)LfwC+2g{V}S7#V6mKWhZ!^Pns6Y8G>!r@ zc42w*zdc>S!`R@zbBDNS;V1cbofG$xCKbzaWMT_T*@2Fr{Mk}zAm{?q1d+<6lUe0H zE83BVkpsRbbGU`K{y7yEeOAXUUDX5TGo?@ClY9alp~^aSmjtB2!sA?atSr$Fn-d{( zZeZ>p3vAP}S=%*qeZim`AZTh-G&P!`%Ld7FYRwkdkL^|x*^`SZeW>^9*V^CXa_i{W zu^TA?h?zNi{!~7LU78?Kj>%*zb!DWc6q%fOzyh)`Cs&K2=uY z5+jDV+eo0X6IhLY(B~HP(Mej139y&G2u8h&N@{m)&!wYeYvNW z`!3%S;_TPT-74VYU8rA+2TNmK^qdgoOI?s6-{}{gw`|~8r}c0K8~e~Or|I~s-&_q% zHQ;=vp_A{&a3J!qW!V$Pz}IVrzAW0}$k|OS3#lkf&sN{$=zKTGB;VQ;BgYDjS-SI2 zLRqP_+GEA%sLY_40QbH}R}UF;#qlGQH1&+UL|tb^Q*wib{URhW0=5db+x_ke*4)Y{dy@4V(s8u1uE=N=!Xi=4rTsPKwm0!}ug(CU+J_LX-h8tR3BA*1_K zPO46QkyG)g`vqy^5>7qR7>lN18)HKRnxhN|vO%xr7P?l2MS!t zjQFotl1tgVle0O{NV~E-K&OFU>)1Vw9TAC#Rz4LT92gXlB{bbvDQ9%?K(-l(5By$Zs<19pJZ~T#yAf*GA_8!W`15oS1aoQMhbux8ZH$D) z>iSwQU_iYvG6_2sccCM_7b_Xxs|Z)aj6IcDuPY)XC<8nLqoiJPho|Y z?XgQJWRgt#mTb8=vdYK1gM7q}gr8qoJ@?AwO!1Px_W*OE&n-HNW&|8Hj6-iss=i}) zxq!2xo9b>Kgl0@9?QX*b^d6w9Ha;x;;j!P}cFp*XuBd%W+F{#gusw49dm6a!~?72>&1#0^?3O9pk$j&m(F_xg9vPSG>8u?rF# zsI|#yCWTbw)bGguZ5AqsRz8QfCgq3W!oD|H2l(Sf)DKS-JW|ecG6=Wxxd^{zTdA^_ zxt$%=U^tDR6ozU*vBnFMx{YOH&&nl-l<()bcJj4Wk0sLHGK4S-jtQHmq3ULA>g z<21SU3?aXOJ`!)%U1D9u;9HT$8rNNzr!UzZyX@!S2sr9dE~QD}$3_EAgUXj&7irn- z`Yhj%MzCZ0|Nl!GQLpq%L_RG_3fKWq&AZZ3Nfp|B)8(EhEhqaBV64RP>)n;=pzo$z zjF^uPU`D}iyW9Ik+0vz4t@|OuO0e0#xb>4yifCSo$6q7Auxq`s7`F>dRk0nX7nFlb z<~G%U&8D~K1qe(w0oGh9nqQaip$MbaJVg@sFzqw9{$)^EfvZ{Uh6bL;>uWg8iuI{A zoPjJTbVP#;G-+X41HJ4gD~L(m45oy6#1(&^!EobBcXdX1WqZyS@D&1P8NJe6UxuOo zbwhwglAAx0GG&E*#c)p{H5Y>kP_*CK9=zDC_!3Up1%~@6TYP;j; z*7V%X1>PQ2`F+Fj@Cl@e4VUBHshw++2 zyLV^?D7puOFas&FgXO|_Puj0A|(axz=g}C{H!7)!j!27e8aLN*iWtt3N z{u4c3ynz#7vfwMqqq&kBZ7XbVk$#eCR=<}KGvo`AxeLNB8heL9PBB|36obtqW`7(O zWUuYNrTOk#T%EiAsOU(H*oLGp+H##RMNZ>-toiK3)(3Nu%FXt^^ZeMan(Xd;+c!!> zRP17ODF@PIkqVyZI((`{zTk26dSZ#D1|*a|09>8|pVpA(w`E4eD8f~_@mnNgz=NB| z^&^+&j73opnvnMuqcnqZR0)xM)^_-dU?kG8WW0ed9?qKH9^}+efyxUL0}H(GzTy*X zc0yMCv^8-K7)$5gGSKx#xrVr2Uc9k|ZBO)NjL?(Scb2|?5_=33nMOz)bYi~&ry7Djn)W>b2O>a?~e1Zj=IJ6$&!)zyV2eY}nc`J=exFm>0plEk04u{ASzP4GeB#V@sY!O>jLf(=lBdusn zi$flcO--H!g{d0sN@TV8tpVk+-IEbTs!?cBI6+rJ*xwk+zrHAI7c%&XhIQsG} zf4Upyzab23vXD74j~EcX(amfF7eF8pf*5}nz}R1N!rCu1XCFk?W_i6mOxO|yZaj(M zZ7@k(BSzH7E^CplnCMz-`G23)k96s(*Fc#3e z07+;U=gX#>>X=nwB<1t~Lez35Vi2Y6M)?@OASSE@u26HXWvSD z&l{}jw>GRi$W&omopvq%11M=vzJJZst0!|7W)?*2(3}T)Yz6Cyou~_%WWhKjNJEbg zkGG;(v|N4z-l?J24p|WhT_&CLe(W^h&>M=W`zWpj;=|vfbQ%0K%xMVJN2VTFwh8UB z9Ta|H;S?YxchhN7%gwT?BMU?uGSO3|Wn-{fCtgGkDG4^zO=1L3@9rbd;ZPH5?}K)h zUN*G)`&hyl?+f(?{tIC7`j-*ScvFVq=m4Q>)&(kfS^3_L#Xey&7Y=#4U$vU|-}C=; z{)_mb;mAVxj6lBi$_`&qlfBVIa`K4cq>c&BvRT(KFF^ifVOBXr!BG{=Z})_L$oXe- zw@m@s%-47LaG@a3prH)7ewrtjvNrdO4Huh1tD3yITTeEp;+v88=a11zS#KF&=!F@; zZvi@Ahbi*}^F!FjLFA=<&dK0sD7eFa`3wd?ExF2YK=3?*p>FigiYL5xBb(>R3C-FgYCuxJA{UgOmR6^ zxwsF}AWYHw7OT$?J29_EFeuTVBe5|BvP~`myYKED_r`ZaT>sG_)jJG{aGzW?UEhE8 zdEw!|U@q%Gn@Rq~m^S%UvHt;bjTJzcbTQ@@U=288hnBrHaxQyMxqD7$!B|XVq*?~P z%s=1Qe5C0oXmO-b|L1qd|7R{8h-BWr#zWL{6>7?bb~MT@oGYBo^|%>4VztM2GN^)0 zuzke=x;(_j?xX1md?BLONzN&lja2$1k$^X}CLCy;>)m<}aELqgTO{weFY_B9~eMpRzxhrZM@z+r)6C2d_b6c=QlQdqO!n5AaO$_bA$KGKYlCz)iqe|+crm0OxwtyPve&ma>iLX6!w#mvLj0J@SkGXK8q%%_6{8{~_iEP_lHKC!9nF)z!R}#G87d++VEqlX=B})WNm>>=|^^4R^DU{|&nB zR3~q)2S2xdkjy@Q8EQ@biGC}pSl&t#82Wmch~%K|fbPDT2{GQt%)f{vKkj0vh2BK-+Uv78dAr(s9~E=iYIGvdm2_B(?m z+fudbyF++zJipbLyoKuC$uni!;&vuz=*b8VLcOod5(aU8l(AL7VfR8VNBx5gyZ-%~ z{?ccPhbRG(hATv_mW#yq4QT4SB@tpkfEz9m>L}_jvovu*VhF@M(f|3q&G}Vp%){M7 z!(-Nfmm<=TheaI7(qreYtbJXAhy8!r_5ofj!7Ea#BJ_oNBfXwg_4hgonpQo=8q|L8 zS(zP4Tdd&&nUI~I_6k>V>h2+Dki_;plUH76p7}fz)@g(h0^7RjMIK<8xYpZ%7Ic`# zix!8&rin`rUCum_!YoSd=6_jvcNYN|WTA-~v6;A7atlQhgGf4x1+!$cIag~Z5lYS< z%Lt|z@*ZyBFiwpwl-PVtOyOG7Q=#?m@vt!#(t9RHRv!wbUfTk=T`TfbV$a@ECDPAJ zW6{fYUZ9%$0krT?$8Pg0PbX_5P|o|}a1a+E>W$9mSWWNCIbvvv1vJ=}5%cAQdw7b6 z=Hth}HO9cKY1*?Xjd-?N{YS4IEnQ6wqxE0Us{>$UJ|_p_=V3c)B^>%ZMK7sWAjT30 z1#;ejThk5gB9MQnYciC*UdI|Ek@2t68dBMuu~!ZRrws2F^&x?E+d<38?m}u9sm6d> z{8n8Ck^y$m)-Hb=I@1X<=7i7l3ZNz80twk1U%M!oT11X(&`m%&!>mz~8mM;226TXFQJ=>tE_fMFYQZ42t^_H? z4~bLF+f;XG04Gn9HbC-!I-jaClHV|iN!iACVB4y&?V(%=vzrV-fbMN*xO^2I%$rZp zNR0&U0x&nR^!`|HPbWFoKO_EV!RsG#)A)VI@njC2HkO$wv;F03NDgS7=Z*GyjLX5H zH)~53c3@$4PHx1 zM9trBoLa^v<4;`O>-htnSxSR?Be`px$~1?TY^%z>63F+|>5HgIG@_Q5hWdW58aqN; zWks)QCjjZBB$65e_&z>(SO8`X5Mx~{D|T*vaQ_uya05`K*ejnY05*BgoQMg`>sqea zYuvfjxp26pJiUzJ(2b+*fKlD+xvK`N(pKZH@*reZIaSAChN|Gmvjzzt$S!Zb`B*zz zymYzRW-kdr+KyBwWFysdFPd|I(3-LeCR9rp4~4@g`W2kQ$U7N2 zHRK8L38VxHVVUE!|KZ9Z19xDE6$ZGI%u$*@Gbf9)HtnG}OznnJqcWQDmDcEzEH8H% zwt1y{QO@3y((cqlBOAT7I0ar|^2Eg8tI{}(JX$A06~<3! zgan7E@fj*yPSMRDV!d~Jcrc>+F!S1 z8fpt{`+Cc_OP`~UZpL|O6FobTu;(d6TO0gAN=h0@UYw3Et64^P?STDFz`abn5NrC5 z?ZA`@z)7?bSg8%ft%v@~;F*jVOA@i+$K>+;Y}b+zTREsz_>2g{#2uk`W|U_6)ZFwH zuEB)OR`EP0v1>oUV$KvMr_-A8j|cHaY$kA}pAiJ%dOaN)PrC3JxAibX7Ij;;bJ(p~ zJC@QZ-yZ~Ax5zlZ3rGD_JlPqBwG>%-Go+pTc-Hj`c8ZZ_I0urmLe|9)C5nIR_F3|! zDYJe0UJ|V11CM0qw&4a-w`KJ%{)xBpq#E)$0Kf5{jgUERT!xxNlN9PgrY?+>ZYW<0 zet~^uYIBZeB5Sc-AME5ui_&>-RYl!pdznf5Cm0L@+g|zO?LCay zhgRqw1YkpZBmqK^WD3uCtZyn}v=aM7BuHdEIkn`xvf)b!nt^0wUQ3?P=du@MCc%`I^dO;{^Jhm7voy(RB4DU-bAk~Bqq)$f_C)Pw>kDDMrfZc zqmkSRiopW`alymGYYR%aqDB|o{PwQ;?0~trfMDr(H-t|k@->^F@M1%^IYzF`!;e^H z^rL}Qf~V@84>=xuzdB_4LEb5x)i=wwzsC%nJfVoh<^)dBdINJuu0KmmeBhOX#GgS8PB52GbyaKu~{%! z99?U0o`dZS?*b5n(2hArIaICYq+WHCIvRYT*kaa1YKT zNNrZSUuC!%y5JKOnX4t`92W1jTNwhw4E%fFqo8H&odEaQcL-D{13g%Cr!n#I;uvXifdFd55#ctq zC_PIsog1v11&Aot_1@ko2L#DDe9?w|@9NOYZ8+_K$|GEUKp2k{sRX`V8m6cje&Z8F z=c?p-IBSZfX`hFXyN!u>Wk=e{tS})fRc=Ji+octq9@)0m>_%11d-%j8S=cQBqS`KB zok;wuTx!Bae4|3}!O36x@u=d^=gdO2i{kF6$E{t0i>Ih zHO`+RL_}po3tM(pD{Vg`)KOoKOEI4j5D#c9SG#92WgqbTGp0b#+;;>c?1+9jMJ5eV z>yxTE`EW~`E4N~-YT0~AjA>^@m72d9_PN&8_RjGnvCULsq+W;3**)d210C3^j)xXT zYN*{$ogcQ@l+o!KTM|d+DZzgOg4)KIomF^+Qm&Dq%0Nx+=cuzc>Kyl+WoN7fS_^NZ zCt>I##C^79(9z^2cWz9lP}`I2(h+19=2(xRAiUFT(7(b@!As%f$ej; zE{BNZ+#5aA3!FTG!U2~VUMXl{@WUN3 zNz|PCN<~YsoDRxfsM`Bi*#WwuYq0h++!tgt(LBD?@*lC)QoO@K>5X;bJ(qS?^G87% zCA(C{X0qR6zADit*1|fRK%rGQ2)sE9^(1zClZ@gB6us<-g2T@HW!MWnFNTdYwdhpJ zZ-3^)yg9e>B7e%osR!uzc0oM4CFF8|_kXyzp|!C_ag#_yEf7c`%zU;J9^l`&bdDh9 zUlvt~j(TD%2>*Ehx#(QhMvDvqbw0kU=7!L-lD_6`DvUC>?({c!6XJxZZw1C(@s06F z!fhPdL4{CUK}fpG6n1ZC$@=8LH~3rS*D?S={0HIYW&dhebnDs?Hk&>HRmo2*e6{+! zHo5ta<iN| z{?_`&gVH_V>@(-i444?n2M{`v+qiMvVxmQ^I+pO~aW-XE6}aJQTSzaahHCkYdZBy2 z=&7Kb_~~aT>++~hf_lFtC`ty{lpnXFn*4ke4DtO$xB`&|^dXi)k=dh^W$&UO#EGNS zhl8$Y8SF%U2Ep66r}zNVuQwcxPZf)&<iQl=|k{?_m+Bz73&|roAz4fp0rj1Y@xthTP{KDt@}gtDp$DS%5tsl ze!+1g*VKM?jvK%P=)O_ee{HVX^xwo_y-Sw@7cW~Y|BQJ6@-#Cu4C!=?q~vg}<}c8Y zSPdgG+HRLNsDb?5l58A(Hc@Y84&NKe51V*S8Zg&u3S-vQ0frDU8Qf=>1^~zzY5~;8 z*7jEZLbZ7sbi)Nr;HN6cN^|hXr>T*yGT7b;G`tkqhx#<+ip}u-To$kcHe@E$^+Aze zs?kU8pDB81hd&7}wI+#k-PU3j_} zC=ZAup9&vvZ4m{kBDo|I!s(1ezc*~s1=3BUyDm%iQHCv=pkpbulnD3l7P~d6 zLCgwwF@#?(oM~DQv~%odhd4Fq6KukL{0vY&Y;X?hUl9gTQOlRZeLda ztHlVT9&Y(>l8{{H>dl9!ZgA=}oPy~UW%L&If69xXHZ)KEmn6Za7J3Gqsf!7mpI{V6 za+2EUnOfG+p{<2vfKv&55Pz@|w`?-|^5%a+Ajx;!dJ43F^ayri_QWUf)m_K+R zj=Cy#Q25AJ^_NqV>D4AKteD4#LlAy7KQV8;aAv-NlC$>;zcjEUh=DHA_{# z8j)qA%A~~-MDIPFj3Y8|&jnDqajUtICGnplD;OKHZ(V-93gQ8cx#?r+A%-sG7=XId#|Rv$Qxv;IGenC5VSuJgA$B!O$|#1km%xrH+*m zlq6bQHncQsF{8d=G!pU3ud-E(HP^Tdrp7&J4>``@)-JpdoB1)yv2*& zacZwZ_zK}MRJ=_R5f#h!->17yxLjVPq6SJc{F%x<+JaM4LFV?+V$#H#=^p>39y7pX z0_G*LU{Fl0{|T02cmgM5T(LTc)=cMpds1)TNiC-AfPdf8u~(-rzq#%9En2KoHT`E8 zYPts2&W1AM9xv${qfA5T?Y;+g-!bi^ni;@ouzLJC%#9y~f8D)x109p_2b25Hc%W}v zs(+AemBAh@o1JN+2bML~gi$65fT<=eNdgr_Q%RigW z#>f`iEAYdFoS{c(URPwR-(}|}MiU~U+b1s>{rwtl(LCTK+yo~IH&Qzd>tx!Amwq+m zYnL(SQuO3LQbA3UDn4>h89kRndUVCoM-Em3 zD?FG$Na{agkl>Tt^XBx4j=g$G+`G&jd&CV|~C1K*Vu zBKA4L{;d~3Vj?8mm*Z#bW^=2ONC9q^#5OQjv;AY^we|<@-XHoqV!#HO@W0R50KXB< zc2p+}<+ikcwG5S26Tdfl6L=7lA~BkiTI{r_f$UiohO8K(=Q;?B6H@qKtI%A5IW!ug zUj)B(bA97056!@t|Et6+G@j$}y9bEX)<-*X$p+aMwUKa#BaO>#C!oK2sdi;PYkokAbAREWA6vzgmlR2riF=ahAam-0=+ot-B`m(sn9tk#%zBvB|AB zOAX|nVu%9VAR9!Pp0#3Rlytdio|H%|5`Ogt>Pe>`l5uVZ(Ds>!9P@W5%;I33M`u;& z*fiK{2?imky_RpD{?kt*{*H*;zp>z~abn!KQmpX#w#?RM5kP#rRc~#q^`0nwc7r>n zwK8+TETrUQwv^#bmy%W=38J`kGtJWHG3^i2T3L7Twcp4zxwkl5IMck%e7$yFi|EV0 zzKpyKne=9iPMv#Zqq2X$GK;y_lf(TZ>;cLETO5cYsDE5F{!Yq4GA0MhOcz4IN!^=t zP^erE;6LUEBC+0eST%$@(pL=VWMwsF0Z~JR%g-U%YHU{on ztI9WA-MjL|*{!lZY3vQHbrlQ=SqqY|u(fY!J)K8fv2x5^)g|U(1uk#D-s#Apl_1|0 zihbUJdt5!?*=`p!W6vnJHxKbv>?Rw8Lixd?txj?kg8>7Gyv}AArI>y!{u$8o5e}?3 zoZGVQk$4AQ@$>R|T+J=aB#U5Ju0cfK6tN+wccmZ~L()MZ_P1xXDDg_;SnLv=mz2$> zWH?bWmlgRI9Ew=psF-3H*ygk%q1tgjCTKcxi>m|{bmBUKPZIF3rEUYhgCijl$b z_j6aF&kmu8RoYKW_lmfpFTEX6V{jRnXa@uxmh!9NigR=s?Y>)6+&!MH zpoiP9@XLSHHlDv*vxvtN{=q%ynm*0oLpX86!*cp{n0;?Uge2}GF(+(;drD z5S-N@5!S9`D00pg2@td{5DEd%liOFIhi7W)T9lkMTzX184daJdu^MQKS=JOSDH;*Q zj-Z`Ec0LRwd5)c=DBQUE1vowN$WQR#q;Tc8;aJh@u_d6>`_JPJv2#LryM}u9tmCU$ zz4hx@3b1xq!3=0~wB?Ptj<2=MH|Pyy_V>o7Wvv5EXs2m{%(P$&*4aN+`I13)eLh<#ezU%q#y|}0VcL61}9*b_!sa+ zzTj0B{3`;ux9T|ZdV>q5a2^ABN7)r6QbUWC5#}mXRSQtJGnowQV@TDbo%U9*UY;~u z!a}1EYWA?U5I0C28f<7KRKVZaG4wOedwhwV(7q|tCt3cf)!+Jqh*vq;=jsJL!GL7% z-vDf_VQPi(I{~hC(~Q_C6hQ`nYWyi3zB}8W>4(a5mo#VXD{SU~+dH7bPyXpz7(xIL zJ=v~hn49$SC|xX;?*+RA1;W5P%#T5H$XjbTL%?sjlIDMGTU4JEYMc8(x*7gb^*q?K zrhD?5Tk%%a_c9m*7Szg%Se)N&L!*e+<}_^tc&AIB?h8iNI&jJ^7la^T|3Ak z$5o7JfsU*7*EV-vDOng>h7XHFC24kC_!-^PJGYc|$9I{G1Um~Wy_U0+W>6mYwao!B zJG&}<-L~FT%Du|ybQS{4DyAGYKHKWZ6jFlSkfjgDKEmcIftgiJ zdcrc;RAxSf4Xk9}KEF}t85CtWGWNE}vE`gthPu+Z%g$^^!`<8Fv*x%*Wu|E+Iar{0 zzK{L&IXpmyK@`CweW4v1%*PA@ zuWM&bC?=Fo91hma;q(td2L4lTML%l}OdEcskOca4_!l}aR-|Rx6Ny^ZXmsD8b!u?U zJp}Q(Mt2Y(AG3+x-v6t67r}YmWpogtrNQG15x<#C-GL??^N{37Qbqv1x$h&KVJntz zb#8YSEY5HLig3{!+1tFj<349->A09w9Gzf3J}PrD5&jlfPzK~Pb#sd{qJ{)C1H|gW zAE24wsmOC?HE&i;*!C`$nKSqg<+A@q*V)hTE=5m*afMY@z%vGz9r$qkWPn|}c6>2Yej#gS#n{ye zw7wgYb~2K$zDNtP{6bpf2d(AaKP~Hm?NwK(GO>A#uu^R~tk__kdB%TM$TJ2Z&uy4C zlPZ96ExVn+N01Q9myEz-) ze2(4BCJgw~PrIom4NxXwl{{!0v77<-nrUv=QbNn>^JMK7?hPqAmL0~VPN9KWmppFP zaeQU)egMr1NeXz}xa>BpJNtSpAqML>?80#kcL!>Z?ByWuM|kQUi{@rv%V`ck(LGq= zCIPGSv;Na?sctPe(ureccTj7psz8 z?>0fc?eGj;`qlFg`SdL#D_QmT5ZX02-8A*%#6ZITv%f?y<6q|KHkPFx-4)BHL}DAc za?tLyc=$f+SZZvLzb}q7552;iE!ZWgS!Ed2O*6x5N+37cj00*+nR;{&K7l5<3#j#5 zZSf>|-g?U#@um7kEGh`#?UI}pX$v79ShN-1v9^|V$aBCNGY?t`EaDVpuc1Wp(-*ef zg@a&d5beVb7XuCt#9`f)rFk%!77;!besFS6Y9BYwb+qs|WDGaPt^G}>;ha^mcZTX1 zolLQ9+E~p=;y~c@I&sIMBxrCHqeEOu>#C6y>W41l%N->|W==;l3g42Qakw^UrAi|8 zzh`75OqRLzL2iMB2ottbE~kREv@%=e8l) z&{^O!pSc?jNa)1Qi=in$(v?QocC!!S*0Z7~&EZfskVF>5stFG%?wLyg=463`R0mDNX}L;T$H*{Y(M2yUvaef}qd@ zqX-mrVvqtj#xcY8^?dLzF6F+Gs9f^`16b0QxT6BB5^n7iRG>mp4HM2N3#TeO#Y8F40~SzV-j3=+Y|$DS;!T}c~T zx26=ev4elA2y0E4=&0q)(UdfYyiHml1yGA`H|2bc@&niBU7dWLx?W1seY?*lSXKM- zcoxc*q!GI#%96Qnsr$kayqU0pM5iffK+-xmZs(<3=p@}KTYr^{@TVWBMb}{mYvh#v z5bY#0Ns#UOL=e64!~ZOh6yx$KG0bOHgMWCtK0i7j{&#OVdyFtlmhO8}mh=meZLIpQ zf4x0DNl9;DEDdKZFpWd%PU5QFdO9k)#0l7tVcul5lKmpqYU$V^z^(vPhimm(^M3L8 zAD!w2NV+mLMie^@wAPe86a*FTO9IEWJi_ISy{0AX6`;m9=cMC7B;fdJl?638rKX#C zi-{jm50>qZI`hV+U-xH<6Ze7Sg|XeeodcWG$IXFmxVtQ&)9tt1i{icIdLk?aDB9b2 zr2Yv<{(tkYo|AUAG@Cv9E={M6(|`o)X=f-Sm?rD}PfaPD1cW$^UaqDtZVr*kw|@7i zg$Vv|NkhhIMFYYmfdE7~6z^&B@n`AQD>Ca)u1wpsvNMzS=ORTaNU*|)WpZUA`(h{2 zDO}_(gwXq~Wy39&3}6PLxHZVCZgf|255dp<-*tCEvxhNk6phOPWr3piIvY^fS+HO`F5I@78z% zs|U+2zc-rMzl0RZ+~-Fd?EXx;P|any@yss-rND|`dF<5l%}pk5VsL|V`cl{H75Yjy z+8q~xKFcfnJxTEi4#l5z51#%ooZ5xG`*nQXqVj^zXw`#%Wi4Ojb}UmvL3L}Q@_wjH z3mL1r^O*6>Vmkmm5dlzI~i-s$!Ds&;~J-s;CIQSD3&3Wj!^y(5P2=YDHPjN*%4x667jFGDiS^F&-hRvzf|AAl#qGcB^gs}x?Qm3Yz{^YPkAjrnP zA{mUdE4{G(F{}b7#K;dt{<5J^2&*vMTQCBaWh~`*qqt|Hn%RmV!fGAeIwDbI-ron^ z3(9NZTd{Cim~pNKBR|q*kVMYjk54`oT&jnl=r`}-zrCigZ4HcT4X|uP1?T#bQ{4mj zb#ic3WM7`)HY7nc-xfK33LgX0=Bko9gS1myZ+vX=0W}8PU+LG0(&C%^A1Acc2xj*n zJFz=HPd&DlH|4EA#MG(Q;{2!@?t*E;e7jPNc?KZ-_I^&HVm{ozoeiZ&*oZoIXD>{^ zxKek%od^%9z3f>5TO53*$ORU;hEC7i z%rEcj6mrr9W*~?TW#*bOVmRkMR^@Pim9kqHN4dol&L})44j*7{O@SmIUCBo92InZK z#gDOUgxfLNDW7d-a|n==RIvK@qe{QFOjD`siHqx=+u6r&GNj;!A8mv*SOA;I*w{;H zmePZJI`){Ib+EjC=<=Ni$j4qT4s2K_pH+WrQ32!;Uil{Ur}Eyd0Li)7m2k}ZI_8_c zq`N9qUng_lxi352LnF+UL1ELwqD;u5*it_x;M7}j+sH*oDL>Sn*_HF|@HGj8J{gzS zKkXoDA?L=o#o;+CX3tat5)-F@@1&4HX|jaIk#y(k9^{edP9t)<=KVRSMO?Tkm(QZP zLt$>Z3*qIKK(x?%Ur?(p!SjBZ74SB*hq>O68|bAznTzbBcs_Hl`>S75X&in-=8e!! z`3mp2pCC@%*~lCIm&-|y(GD@ z)|dGq65;xPHF5_?O{)R-Rs~zIf&0nqcs3v2JwL%s5b(>;CO)iKC!#_9fu#G&MtPo% zd#RA?oLTEC2_M1_h%&9lb}5(;oZOBq&b@g!1Y4#79z7(Z?tEZO37hkl)0@5(yt3!PL9vwdOktB*d2R+@&N2p%-Vt>V^35xVfOVm?U?}$NG(uIQE zzH75}xMjKOS3=grE_+nG$Dv5>y}+${KqA_ZhK+Ail!|Ah4cgv{>O26zXZyQ7Z0a}_msIE3`4vrb63*_eTw z>N;tDsk{(k-|x*ZPG|kMAv}Qt&W$Cl6H1f;PaJ3`2WVdmH%WuJmai5=m?jfB;V?TdYEUnaz%rgDI@DDZihyE}b9_Fz0jZSxIsJSL!hB1S z>KG?b+|sVxXDxY$#T1FDRfrR6g`>@mE{SpPpnheo*e zAvwCaGUteAv5l`?jlyR)+La;G(*nO`Ee5O}8C;_g`ziWw2h_Q^4JWDeY9oRMck#vJ z`wz)qJ%FjnJo7GaDn6P+;v>Dm3?S;0oyyDZL^u{})M3g6)#2DrFi!kfgJ7M%@BP(8 z<%j93uJb266~?dAlRtIeDXrkiQAEo*`6%V5P_KeGf3H#0);+qmEGTq=gzJ*Yi0Rl( zH@|8U1g2LC{zN{W`<9X-GIh0@xdIcUu4|r?TU6_$hBO;4Vw~oi3|}k2At06bxEX+O z7JMc`6Dd(G+6vN8Jippik?Ch7ItnELHhpiUL(<)nMsmiYXf1%+={@M8OZrFiH0qfX z0WsS!(x9!D8t1^pntD}7%>`XI6QX6%aR${~U7+vw9-uM-^)@cEV<32Hblgz(Yb$Uh zrcVun%clmA!pTk+-u@ao^;K6xhL2v}3}uoMgxftH^XEAD_j`(q7^@KNt`Z1Lp@}g+ zIhbj#wf*utaLvx`zogQRvAiIcEXwwU#sK3=uiIi>?x zC_KHHA^Y3p^lqu;KpSgj}+6oW{b>IWozODbAAG+w` zXz=(Dx1K-JxIHSb4X$L!o7(mO{hQ#!>_;QO_u1>v>0ZzBJuWWM!=wk`}W_q zJ=rsNAa{n=hLj8G_>_`_YC1-lG*72C*t0d&x2Nrx&V*~$O&QDc5OBvZ5|lZ4)>XC? z>L4q8brIC;(KR~XORNzSLcznURpkkC+||w^K1woR7wX0?AgSUwXY_8yvF{Uya!L;N zat{MS`L_bTF+K<)Jy7Dxu&0T#s<9i?4%>Gs4@S+YExm^A;?rayX`UBmy4iI9;Y~MC zDo0J5H}XiTLh%1Zr7Sel9WInMrGlW|$I7xMYq^1^_gAqpaGInCX&&7}vt#ld3g&*5U-)qV{xPnuI8+xPw<~Xpe1=am4n-v{|R^tbiJZg^-tS~>|-3N4)w9nFScQoABCP3a>$djs2 z3rE|>?7#rJS!Vz;P&xRKy0p}$DP&slPrUBR;Mca&^E(z>})pid^3K>KDHwX0I_-r|_pDj@Z{e7k^R>0z7NWd-jY6vZ45O_L@Gq#@G==HHo{9ZEA-%&i zhs)e>A@j@pDG^xZzc-WD#8LOT5>L@bx}^LqsT3=>NStft5XS*%QpahRM<46)eF{l< zE?V%TDb;*dWxFQe<@#>H=pJ=hHom(8X&NRfB`6O-q_hmKaF*E<*+MLaO*hsd2Vmn!IMK+gufL zbx7n|zeEP#UhC`0{7RVwd=!R#kH*^iskB7>+F_+^?cOz;N{Hc^wcm-$R~+sA0a%lz zCR61qU!n1)ZNyx>zd^_dv#+E2@Gq^a#4U=EK)WWp+V@4wH~6SxwaBo!xV$>|UzncY zUqo&z-oe2LA@am0sligj&H@btc_xk1*UVc>GkgYQ-rH%$L)YAqvn9Y}8su8%tfrx+ zv9y6$9Wv`qdRcRL;b4s)>EdBUD@*sN5_yxu-lvr3>0di(iS>ENf`yKii2rFn;-_RB z)dNrHU2YT2JR*I3$_S+iggs^)Id1|EG5U-aMW*($mvnh}^)_Ffgukc~;* zzpPD0mbC!d&ZWV=Q(oz?1BW6kfG(NxtrbsSt3cV8goQ6A{9@mpcIKTg!OHdLrua`P zCxK<(xrX1E?>1SGrcK~K#qzt*ODVGAGsBADlhH?4Bqb0Or_xtsJ<=h&--C?EXXgagy(Xg`P5+_PpQA4rCYKC({-}0|7Gw^2~jNJU8^W#S!eF=lFv7czdJJ z3zM7osPrPzID;~G<|`VIPi84`O7k<+02!@OOKwl$s-|jDW7zkc*v5JGxTzCh`^Are z9X6UEzvfI__OmP@Uoq}UEY50ZufOdpO%w(EF$e@l?toKCWdofAud`o)uaBjO6MHU< zN+fdd+DU(#kt-=rJxZL4+*}A=Ciyp5V;gfy36b^{GV^Pj0Ra==NJLf$K%FH1i%Z@q zG=tpvQ6IAzEcAloJs#KaOT5ItZK~l-OOaN>$#x6GR%3@c3`)yM(ec8M5C8uZy4D#8 zwN2dasTHQ53v@7w8drU>#uixIS1VBrwl@1$=2vOu={fmnVDN(2FqX`Y>eDKl#5TGrMV$ik1^i}MD$4#2=?*;PE5uB(R> z4?D%=7$xu{XT<>p+EhVH%2|+%KLUS!7x<9QdW`z)`{zQAMlp6Q~cp)Hq5@C=c zITFhLN;#yzj}U~43--%2FQjW&zMXvo30DNNT{zquHG}}?@J^?bx`UTn<*?jSL1>bS=2m$<>7h6f#ee~rB?w->9Q1GSTFu!@zQ0rO zKXFFQGSWx7>SIWv>Y82JboWo{=&mK=h$H%)x&qQTDi{g^gsx#?qPKP`AprM-o=;_N zFWS(XmJYtz-Cb`kejl3xPE;y1-%@*lKAjj-McpJD^;B?KYurT6oa_u5>##byyiH?`A(y`mJW_zW;R(bKW$6?AObkaHf!<^*52Ufk-APzu>}-m!oqg+#4C+TO}hW z{%2=wK$*FBKB&#}U?SN|(X( zl6rVAMOq{-t4`XobIglvqS-CuYP2NLdQ#&e}e`%cqZ5FLM#j1d2R*o-Ao}`ZuQU>Jk&iolHIv& z;e^TjfFdj0a99bSp-Y7t7KqSJ3CK{VultZbMnkTtiADn2`W0zfvQwHub%J3j^IGMP zJ6ZiJQKZ1JX!S}7TMvt2vmVnj!-15m6+pooy>n&JtdLIpahOZN*-}k58~OohmCA6T zL8Le5f0|tg01cXxv#lp7(t}~npi>{V1$HsT1Re*QHcH z2&*WtW{rd!jjY*>NIJ(nS%cH(=Ra7B9Kfq=1k7Q+5a z6g6h7NT163wUZQM59hKU<;t6oj&tJXCsD7XfF>}UsF)pd?Z(rH;UNMBXKn?)SIB5g%!Zv zc%41S@JYF=o$qVn3Mc2y6zd)zkI_Q#kMd(?!@d>$6C+OwT`WALA7?O1bT={_qaHU; zMA)r`h>pt+KeT%w=p9aT5R`t3fyxlD#%z}l2oOQ$u%`DxD|oj9kkm@NI9gqe6g~gI zB-xcy>~FH@h((2n&EkM%0b0ZV*1U5vZ8Rr7;2~$UZLAbJ-odaAo zfI9cgn$V#%ax==o(P?w}L&bZu8D2N+koOU&aV|pOBH1|nc<4>8NR7My1z!Mu7)A(Im z{M>gJv)~|+bGW2JaAG1?(%I~da7CjrFg=xarxNzZSxf>qfcoMHMOsb({1970!&p3&Z^lcq>q)9 z;IZ%5N>qY}M3@z_XjUW4WLO@CxmJs)eLHlKCf62@`y4fE-av+1d!?}Vz*@KEZ1Jz* zeWZ(Z&&1x@^hVwCAd+*t2U@M2dehc@Z+%G0yt(F84?1=Czajj1I9(=z9n`#nox-n)Y~=i*|Hi|?{FwM++i~%BVT;15 zd;%+K^iyXNm)(gD>{|a8>xHMc%_3BmY=NZ=gFfFUj5&1^c=Cr3=ii}#!d58lh~>K1|_%u5gQc+iZawUf&VIKuCH;ccub<3!zE zwyu!LGPop^4P$$1?p|F%c=P&LOTJg`ymeQCeZ|72 zQVVm7`pI*aCAJofO>bUjaVrv$K#QD*N!$jBRL=xjC2P4JGeA&vLLw@?eugt>mqaK& z6)kc>4V`RG-MJpC*#e5mCOWLcCU3D9`V(ov^$&ih%G;x<>!trOv8SkpGf@Ga5<}0G>Zgpq{d&~! zd{wjNJcq5Ro}O6qXc;L+O#Jt<$g1}K?p&;68sN=da7@5acE7G+7Aboivb}Vi;!ylA z>Zdv7M}zb%_!$Hkn|Q?Ol!gTvD#JuGaf3v(shuK(oL^dud2^wtF7dk|lJ(6H`MvyG zg-kiE<8r1(WIwd&`eP7`!wu_z%z{kEOR632@+e%u7!gYs{uU zH_f)m0fJYS7@)R9)_kVct{hrLLl-lgzjR!BU!>H=SB+=;;C)l6{sze*>9Jh!-2H}T z525@oXNjA4+GB;!b#j)E7v{AIZu$)nB;`6bvGF~px8{YFy6jxHTX|4;i`K^HLljAu z3ybPVdFq9gA=KC26;~RH#JVtP5D@x+=5&)NhnU5uL64c4UEx>jauauGVLnw%Uk_T^ zR{y7pJqGYcqSFKGrbdTcLeazAUbYF#C^qas=E*8)!0O@@XJ0;k8vDQ~otUeox7Ji( z37(1gAJX;Yqv9!l5}638ds%un>aPN#s^Gf+CDf}S^ymGOZKn?!@3{}V@%XAp=3CtU z0S3h05!J^Mw4Ad;4U!z2!`oEJH#hU(@ekDLn257X$Ftm8!ND(*#5EsA+>#kiQ^k0p z#Kdg>l%prF6Nze{$co>ZFSnzi!41;1yrjZLFnpAkCoUfDsG}n3Q%qG5-oX*>_(J?W zjG#mxICD{M&Z=HxwRDJ=P<0r9lh(E0Ium$F#bE#dJ&Ec5>z8lB02HYGjIdt#!k{DAp_yRXOD3);Y@y8f%CZh&&M5@uy94HM;3U zBklNbL*gct9Ag?U<_RA+zphhDHIou4<>&!E=|g9O(C&~nIWR{R9ZGo_P#%RwQCdsN z`APBauv5h&0$wb*^G66g*qz8tvX$RVA!rw*!yek(iBC~npXVzk3>$s=Olr3Jm|pFB zxi{E_w)DI@D_;=z<-iY56ilzs!(WA{;4WQ;hZH-m= zQtaX%s7!Ud-h5ZeDnRv;(AlEmi~o5^$fM8Za#`E2dBg{?A(TxTz0W- zi}1AQ<2Y7lMf)yR?ME)2EKIVqOeWdh_qYtiD=W>d%Om@1p@!H`6rusH%*3iX8f2wj zUuiLL0Nkz zYdbm7O>(E;nX%NH4^Kko+!ma^AbEibcRE#pyqWK^IU8BV22D9UsP+%onhY~6p2he= zPkrzsre4QBaG7YEr2O>UF`>hy1ElH}X8wG=6A;x{OOLp+3&=Cvovv-3-q9&Fe=-@g z8s#agL$XBw9>v=@)w^cJ7DZSn+5Kxr*h+bdWAf-lSYrV~Vu!h280F=1Tgov=i(~k+ zn=xY(&lCsFQntlnZKXywPA%gnaX+dR8P89dg=wOvvYqb&;!wvk+0GBsU}WLmrZuV~ zs}@m?*TV&e7kr|+%74wmupBpsWE|5nDghQI8$rqO_2Ern)!{4Cmu?t;wt|mci8}!5 z@XMm#nt*x_4U6W{mZ&qe8x&@nYZ)3HCjID=ez{yxI`?k_s4;(m0vKFodSoUbEnn2+ z5@{8jIOb&3a!>2&-QL*P9`v%SPUrt1nxSi58Ir2qZCe9Dze=s#Bck4_tzA^92=c+T z=*L+1VdZY;^j=VsYhX^^L?PCJxgD#?Rp)>!@O}8^tw>s`5O?pEFtyMmN#oMz{kNV& z*JH?sNSLUkl})HR#=oxHg%VY(XgNw$_(RlxngXw1=-JJg$_C~GNTsmbEABCdDL(2V z8_)oQ&f^79VtWV`q<{n0Kc!T~yatmPUpbLlx_*rnE7^oRxq}Z+*L>(^@Xy)6rlugw z`P)1{Bx5~#!3eYrK7T_wK(v48`CR)bB)jzFUQ^YGG;|n%UqKq17Q*Pu`D%s3?%Ll0 z(l&m?Rzy79%=fdc5;?+_gb#B`=bV5{(Ji(;kIZ73>MjPs{0Y^Wn<0ohj!E)Lv2P)R z`;h8#A51ocHNQxbxiYxToGq&M(8LcD{G!#?+lZU5`^CR3Wa$Mfl-;{m&M$H>qt18GzhyQJ|ae zxnw%iX-$0)12?1dC;St=>+t@)u^N52(L{V|7{JQ{0%C{%=H1@&bdHU8*6;`&c z2#cQV!dSM_$(Ic(^te2_T7o*%=`=f1wgo;my>tEtWtqA806PZOS?hj@6zIYrn|1?K z;?}2c$VGl^a)^wI`cn1(tYGdCd{cWGhntVm_FVx$DS1;YySTx!JQ4L5FvS+>8iaCl@(swAtc1T+!Mv3?eeP?9j#NEHNpi2X%2KfBJVyh zxPaxs5{pr4wC=^l48eGL&m4*l7|O7ufv*q#i`#I9&;WXY0flb8KcWX$;MkCM%bw!|YJZR*{q zq`fU?ps4OL)|^5UgV(O`6-#xG`)K5K^F*-$szVViq{cm=QM+21r35~!*qoNX0+4Gu zWc7St$<|tvj!t+ohe9<{Tp`tx<@0Xn|8hdryZXHDbkJ- z$GQ%br+wF$n3&5I!!oU8xoT!%79S9qJhVQ&g|xuM**)N%Gk*kCh|U)}zVw68mASeV zbBsRd&Y`z;nGHfu2wu+s3Diyfi z*YQ?2T=xQ*cn*}gt5MprU?b^|cwg}m%9p#BP$#8a5jBLo=X-6!KL7JJ+&nw0tFZdwX}eb%-8FT+ajnMgPL#y>%#TR6Xc)lb|Wwd2K}G!hgyfCt-#DDGZG zA2q?K!jhS-m>D5|???)Tp}0$U1~1Elr1%VnMBmE{;-K-G7%xbhsvLs@C{$ev$b~Y%+dEqK3_#5 zO^6lOEy9lz{6A2S>r2rbO}iS??v8Z zv8ZaE!rOY4E1<(#svs!)i!rKqiyl0wkph;o2bfFUr#CKzlxWN*Q&jd5A)RWJpi<}~ zy&K1v+$S@hys8Nf-M2oo zEoP?;4-CJyxAaF*#%J)4hAl_2lpOgR_V#<*Qy;Sf^Gkh&w30 zN71Mx?#$K;GxWn)bwkd~aX*_oR;%c{vx%N!di+vgj3}KYc$>rM9_T8U=i}F2WA-u^k1hTfCsN~X75|&QrF4~&qv3>h6J=8zy{cr zgavJ4aSLNno7?;o+ON$;zUgdSq)S*se7?8{RA6>_J|fXMZ32ma%!5pUxj;Wnuz9EC z1AMzp{N$1PSlpOIr1_gg3}mrCRIuQOB*Dzb1mu$ z8N&)stdSTxW|-+ldo)soo(cCH2k4z;h7y#l-Qr7>rGOore0;fLU` zwz{U~0%m2R))@^mQ6h*sx&C%y#?L&$U~cB4lDH9J0NS7YRiq>txcXI@_q@gXsaY(6 z{SoG9to}*1qwe;si``UxHpt4T;Wp!H6+P`&#dMAB+G(Ygb6M%~BVQh`Y~7W z%WnJ!0Yam@55Tes&X5YKg#;9GXHrWpq6A=2Bh`UEU;3NiI5yxgS+VG6nJ!y1TrrEm zSl+ac9@8@Qi%Ynw4r#zO*yX(5jywLML-j&EXqiCuA%vv{6}KbK{|P?xiG?Yo#Y%{g z)n=XiqWBOt>rJxPkXrZJja4v+;Md)~CBk}}1ALfWU9rqo5sZ;jm*Ga_nIJBWl15F@ z<#EsA{(t1vMce=eEkZEvH_&0|-7&zmBtsMm{f57!?`MC`@ zQEVG!Cg>rp;syP+w{Pq_Ii$;++4Ffo0>hRyU%#r^a#um`Ora`|*Xpx}l64}Z&bRVj zaRP*e6!MD+f>5^E(O^5LOm(*>Dyee4Xexp#e6p{f@ySRn4mCT!U{eR|6;#cr09Q%Emr#e ztg5I_EdnNO+!>`SMm{p2FPlz8@l4zdB$GNctUhXlq?lcFS@se;>bhqs|o2K2DPJp6Gbw-8Ai{bz?^1@MxX*Q zaUt0sI3Hn2;%dRAY|{c-`wc`1OB@pz;b+fymk_5{lhUgtXL)(|O;hGw!&*ObqNb}M zzmd--)H*CGdK3W_1s1BrLBfQI$S@Z}!dE z6Fa@UE)inCNFc9hl|6lxc?2Y4DSPSuj#mtVKxeVwqgammBt;srvt8jR9E|8>)b38$E|R~adEWfpl1eL zQF-XrkzS%stlT5H%85659xz>`> z^n@*ooSJn)i+^xiUGXGZV^8|qN7MZnGxi~>L6Px^Svgs?b-(G^Mg!&KntO;juf$%c z#fY^FnUTdfxz1X(O9NaSyR4x{zgD|`v+uMMGHodN&=*VIV%59R-Z8EbM3aRE%+5Z5~!biVEc>Lq@R#|C1#uLx(n80 zq{a3{!7&$4{-z^05vqLysX>ou$!?@SXO;Vt2)t=piReIt_fD`OdSW)YXVCwm)yQ_0 zKjAwN()S>n-FY9(?+7mb1!KsS@9M++Mv}?2c5_+_z;69SHP$a=?E^|zLn+21RE?_i z*BtI&p(`EBw&N|MN|cDVjycyCY;PXvL|-uoajX2==k>VdOSP6o z^$hEuoLU*AM)Z;+$X<<#B>BQ17L9rgvYUWGv*gQLrjtDapO0=GRRL^s55t5q>`qjt{l%*NHp`g;pVA2M}6%cCO zSwxLKZI|PYb7YkE&Z9)b>iyvpo(OcU0XhQ1G!XPg;=M&f^ONWH2w9mUb&jclaV;N@pOFA7SM( z^&?%0IJ2MH2ls{%Tz53Oi9vymZwY-x~aAP^#lIFh)m838~50Nq42E ze?EO%h_T1sSlTMd`Oqjm(N2>Fzur9oI=O0x^i!t5%Y$!I!K?2R5O=Mu8H=P#z04ed zt~WwA3-(lvnG0Zesx$kgKZ)9lU1ck;h6gchgitEK$s})F*ZZZ*Cf2UG#}2ubmSiSs zV>%hlx!g&GadPeDo@sbeRan{_9^M9C@mDMc6^{v*0)NvyBh9skz6-vHiJ}@?KpyTkFYXSw_Z3Mwwrb`UcUNNT zu;RvCk)$q|``46|>XOdRA_SlBnDfbKy8-D)DWnq7``>LwT8m``E z%v~WE(c4!UGCkQv;b|0%0%k|W1Q1iDy{V#%Jl{HH<=FwrpqAPfPAVMs{et&mmmX>> zV&)gdo~U*2zPM8`UcCXEbg|H^kxo`S7+z4_Q1e|p>c8Tag=Bl1ZRJ%A*O?t zUIDv_2v1q=+K`-d<4#AxDJ12(h`k(9x3;ak2mA6}7V*+WZ%7Y?%sZ2~N_Yl=LJ{a; z4N0Ra0g!loD*#x{|I`c?jCLtjB9%a4wTozKU&&^(Lws&)w2CX_T!rpBSgkYuLoqZc z&sY?dDU+0;As#FvUqM66A^_mf?N6F4$S5O9*U9qGD&-#ft>=0;LmU~)d*B%CqFAw<(dXUF_8$J$$yJ$+XN|=ffp-o9R~I$HQ<`&Jrk&v$?0Z zZysSPXdl;bu*Mo39{Rii4hnp%2vS3%kZOrEQm1jy(Ty{!S$o_#L@TNqOJNOL{{>O{>4 zgn2mF1|>cp3kH={NzHkjh|0n}Bu=@O^46k3F8W6<|h*5t_4=%I?R!AsgP=khD{R@C9Ny18FSs=`Haq6azKsXZ=C}p_Cf?5L+oF9d#GJ1VWi@dxSBG9tiR0;#CNWF9`+DaLRW zTE}yMUUK=#jFFeX@63C;=p>(4{!PT3*$EU)yEkBc;nCb7^KO!opPHo3+sn6m64-j= zXuc5I)=l?Me~nw5f_P4l_QBc4<tW1&q8DQ+H1l?Ro9GOI~fDrAngdeTWo9mJ*+=(wr6Z~_2Yc4sWVhrg9s`&4@f zquF1+6opX4$nbEfWh5XqzkCz-f9cVx|JKPUQF4fORACX6`)uuo@ZJN}QY%gpey$Ih zL==A@7M{3!I}CJ{ZLQ?wAO^)SJGbn0#w5B}kIF?HD=1pT*)R$n@!(82LWf?pNt z9(E6je6xbg=WNZS82Su{&gDh)CRgV_#5dsE)p)kZz+LW(Y4s_pZrAD=m_qPwlwlf2 zg1==7475C0QIAHM%XftMzkBGCKW!4zpM-6pdV616EWa^y_4zFUP!IAGZN!#nrn z@>e!Ffuz2Ws9L*#^j;_~wa6Wp&#_+Xy&{K3sSW!(dg0a*2XOh;^<-G|pN1TbmFA(z za1LG(g8g~PQMro3qr(Ia)1aN(+@WOCq~w^KleEAS^O*CxttpFmd~qbtrwXKZ`uBNQ zdi8878kZRD-C{M_K|9vP+nqkLfhj)>y@PlX8;q4<$gL5spGf|kI$pUpW$Uz{BpbvX z8f<+6NQEQxn1upY0o4^s;DVJw>17<+E;!9R0P7%iIP|(AwbarZS)UWDL0rares1%E zC9@Y>=7LH;5h#IJvW)Ia{J^%HUDGrsB2X%MoRiW$DLl8n;nsR?!Uf@O{89Rt)QKll z4F&iCPhZ{6_aQ8(kwiP3B-Gm>y_EDDQ^QbS#QH5tF)(7Gh)Bh4~Czx6( z$#cNhhb_vq74X9#b6eP<`O1MR-=8@am?TExNPdVb&orD(mqu2GmTNanSohW>P8dr3Ra zAvi6J;klb!Q@^US0b~MJwtjIjr+-o*FJq|b=t7*@NH~Ko0#71-He_TmxthjOMgE}a zxNa6X$@Wh_f;NQ|U9<=s;;pG;v^7cae(QwZZ$g~7pf4L0@IJH*Gp-V8**;91`}_8u zANSAuk7}bxz257O*RUTy20e!WeBy{bgkRPoSKnVRS(Bc=j*D+g0J{)&tlRN6JAeCh z-Epg0)9S-{J;&qDOuY!k(2qgIsO2RcKXrTN zr!+jic@|sqWqE`bil398pGBIs)Yy+?sigf69FR*C1~C}>(S zg~OqH%r}%qgiVVDa1)y>50^zk|jmEE{yKsfiQPQ?q)cx%^KD& zqTMzPPB7C)S<2bd5Zo@VP#z+GM z%|f%XUeo&FC>#WHJZd5)b6~y)6_oh7nGB!%Hz-ELV4{(2*ir$m~Lc=Ll}q?O85cV2xxi%)2ZYR@vlJsAhe zx0|avh^Ic11{_d@!SlWzv<@R|%4-yd>^&Yln=y~X(b7RQ7LB1DFOpk%wz`TqbD=lp zxfh!bC&u*3o&bqc`<)$N=gUl3*|-A;7<*W#RpDP9!Nv7w7&le(4Zu|P@|)P)g#n0v zyNdPT4{snpDpzt8+e3t>TYDL0HIw01mP(&zzq)peWZK-vcpUG$YN_e*n~V z?2-;p>?*5>@&1At8Ki0mb3i`O8zCI5({cPxmkm;9R1SYwB>W`xr zjDvM9Ntlw}W=9c4vAb1)_dYaTO&eNGF^ASYsDcns0Ck$~`vGDDW;5g!g6B=szmc@q zsCNQFUx!j%66kAT@J);b=pVXi#WV9kbgDJ|h)aoAUC`9WTNm46lAF13IouzH#~_lG|b?gd!{tAyu&Wca{=-Ed_g#WOwWS5*g@VwnMML+Byj zA)8bEw+ZoTyeLOYLIhDnYKXTidna`TUNmug2G~Ba@P|Ed<*jNVtt>N=k-E!;^veud zh_;%xKY8Za2A4d&loc2PI|b2CS-e6~7=BnxwybjArW-sCq&0k)5`I`Nxsrn~)cE0uiLE8+?fI=Q6ZzD?1B`wYir+nQKB1ZGss7Xy#&(9ViAVTJ z3+!h8rVbTpeUq?t(lR!XBE%^n;}MjJeCZT?c$P9BF)&=$gK2g3IDVm_agu8J_!yf` z9M_4Xm(v>oVY}Kq+PqyO0qzV8oo!VDu_D-W82_%^$NigHG3UY8HS~Tz14o%4@w612 zGT(mq<9?L=GUqv*52daRuk19jgG(n^h|x9^iihp2xYR}KEie0$*}qoh{zb0goD5MGE5aw6k!+ zLgeFH>#1=R0}Q`Nf;xnRxR zc0f7((@)k^bSKY6;RLC%jG-{*u*>MddLN2lC2+Q0tLV>ZF>ut%ZZdg}(!k`9ET2%~ zD5U{C)bl1*%&d6R{e|7{Y7?L8G5>M*uU67zs02F~u)2) zm~|`VlF7mYxOAr%vuyUqpv z{7g7^>-n^$r{q3ot!svucE(yem2#W!jjl{)27#@pflpQxT?Iu*Z8-O>i@)2UX^yd> z;TqX`<4aK(BrnJ3dDqtytvb(;s_}G`pAStdOj|kKZaN7c#TzBaqJNH3%c?pm(^udm=K}^+TSmXae1dut_NOKQu@@lA1lqZn_j>i%3s zHFMo;QhNcKka|#qE9Y?Bd8nm;~2jMHG|AtcBZA0#fB`6j4qmTD1!Z#u_ZJR-KnW^Vt2=s#$~`)0;0 zF_H^Lc}3d63B%xW2>fwRT-kCLn4Ng}d-jOjDl+?aEqKVI!(Sgvsa)@Lt#@4gaGS5w z0fyFfqOOmv+j`ls97+0R{3$gIOo+k8uI<-U5{+8%rU?^L& zWUFQDDO!UO+)+`V(D|8I(pev;=CoqCg&9mx@8w}B1))DiK+xaQPu5V%|A5gsj=w?# z`q3vE6aQ7}if^?q%5h)^E%N&`4fS_mwi%a)-ouNSX{coD?o|q;C@SZP+egki_9&VR z5yU+xE%hn+UDtiDTCFkg*QWjV7Ap%@hS49QynFHMd|Huu|EM1)D$U_RR0a~cq(F$$-eQdB%WFD~Jq^+GBvGuE?41k%;O zGhfP%m%i!D2Rauo7vLew`iNV*jbM4zqMW%yS zl#3d%Rv>1Qb- zN#~EjYH+Vvma(D$Wc^IcOcM!Cg5U+Yx zfh-Bvj&6H_UW9EuVaKikMp5;t6Ij&&6Rv=EKKO6etjF8ki?n z<0;>-$1+HJY32|a1Y-)ARdMZ!ClMNE$isq!8(Ra#^ z!;|y-F$&b-Lp}FTkYZQ&pZ46?F$CE}GT^Gw2 zt8zvd#fSsAi=ItezZ08)TUb%7_5g!PBtXW^e zMK;%mC+&8LQiS0wEoHI34EbZaXG*!P&r{`#<#l0)2p*!y=galsjW)+bLX{ibPWBRPFs8N!L**euXp2ohcBP^qUF;8b$L;>H-8;=C< zSI8Ynd;WszdG|kXC<%f>6_V2;l)$h{Hs>`|=6u_}q4#T2!>1H?3iCgiT|WRc&tTq= zTD!XxvC--aX$GMMXK3u4XZllK9t{2IDI*OZ5*(y(pSLSC8LBGwlWX~hmX}LOkZV`V zyAh*AroE3Lpj|J5-qg>QUOI=W?qy9HRNPcoAW?k)VU!rD*+oj&v->ik8}vk)^}>Q| zAJjau^ibF6R9TBVeo($t`y!^q*~4hYYQGkV@$_(&${)W)73X)K0gz4YmK z5&0Ui zy^zExV@MI~okkbkn>26}{QW_|lJnEC0?cFM7AQulw`4R11xU`lsxv-uq{^1uVTz(w zx=B%~xnAuNS*}Ix`vjBaYe*}LU;NT5*J$L0)jpAFS&Dsg zVP8b2ehgxeLyyJU#AVN^ypJfJNk-~ZgnkJm6HckXAH+h4?uzYzZ*L)_?>_9&Ox`J8 zL4EBFpsR9Ac|P3?vPO=&QE67L`h9cRC+_iHBV1*%uaoV*gC)Bu&)0nJWtoF{USHCx z@EOQ}BhskHvO<5NY-mBZsqk~|p;^@q@-YzTof5P%`m?GCD{FSB{9BbxFQ$4|QCd;z zg4+0Vpg-|>Dliry88_kS8Km9t(bR61m}_nB{w~B(PRrFku}C0R_%Amvy7=lR=cp)O z7hP*cfyYhaaw$1#)_VoFdt6WTG=)#%X$2gav#gJDCodga<-3${lt(QcJ$+=tb}Tb* zd~O5)sDu?X^ALY8$J+cGl~;Cn0xC^9g%FNAQq6B1WOnF1AUGuSPJnQSgzPKTO}dJ* z+#+IRlP}oWVCie%Vmw00Vc7+ERajuV>?(f{N-fT;-y3@PZ?>v0fZriRtYSyy93d2p zzNyf0FMyT2!+JecZO_t*d$TGH`{&$w1|+Ihs%!oH3W7>M-H+2- z{?^vwf-RZVuyXE}oGy03?t=NSa>*4rBh-l<-^(oOh}8FA^`}c1suQRoFGbL{5PI1R zjZPL#o^IM!e5_#>n}5V}_1gp{_#!;W{+}>kaX%r|H-UiQDLeP&ef&S|FtIW5hyi=G zSU)@{m1g94h+kxL_gA~UMq(s8hpscJ5%O_xH9=7DqPYlvNd=aoG_PL0YJXrIb}Y$K zRkyOicoOd4ahwGk;d%)#iYP?e7R>xX_)xg6)NT}B5WWB!=6R`)4*1jgalhUe0VYCC zV*oB?t39%`CpHE!q|F`f+K{cP2Tv|~Bjp3c8-*>}W`4-t`@)nH_VBiaO2z{pW8_3l z)q1l3_XR0pDzJ8@!&O<-(TROGaO50l(Z`$@(-K?_yhPRN9$gF>pxJ4_6urD5VL*Es zrj`8IOxSj!ZD0JP7NSpp)q2$bx+6;}%Oe0XHjUy-j@H@Gh`&Y^#q2w5#)M z-UcJV?smxlcCNf|bjwX&fMzpQFQ&6LjVqMWi0L_i!?9^6STG<3G9-Mtlh>DSGjVyi z*Z52Z!C)giI=Y z!bAR)&d08CLi(kf>vB5#z5CE0;~lCLI6l9Ei0g5&1wWKZ&YAiQ=f&><1V_XebL>&& zUmbtoFeJ+%ZuqPou+rf~+D^EN_@>}HqXe9RHTPtQjI=i-g3V`JWT%01+1Qrl>L&Ts zv8KcvWZgF;MvAjtJcSRl3@BTIgoOq+dd5<m&HzNPGA>+0*NNgrUUrH_26`rOUrO z=8fyC7=m=Y97En9q?dJdP!H*X<(goj`60tqh+B_xh{O8E(25RXkiba{IU|O3Opn(f z_TnHO58ifH%w2JvCXYj)E2~($On~~5lCEAU;miu+k0R>sF@M>Bx*c@A#-eA)C1H1F zv)Z5^z~QYHA+OpRBS_)W2$sM+qy)IuiBNjSFv|#B^4|EH zOzqN9dLFdw3vK^=cAlErvU}1~7Wf*@@UU1uQkYH|sd+lD;8^^>{#@OG zuJq6<^U-fo&iq2t3uuJ7r=TZ6OuEmWg#^4zS2wooD{Adv<)QqOVc0y3*|{<;OCKeU zYd&@P%4^AdO^;Nj)bS2#qeH&-*qM9HyIo^jV_V<(%h}$*?z(LzPQc(gcV)RFojL$j zvQah?Dy#sdK#Bj9mb!p)USyLqq(wf*u%;t}rgrkIE>jk+WcShJ9Iiz}xOWMqMl(+~ zf-vl97njTDD(f0n!5J3li;`Il#}Jp zx}5TUr`9jyq4&bQa@($OUKG9_Qq07NP&1iW)Jf{+5zl7p7exww<25gmyEk)UCbOHc za!xfIn7{~~io3451GM>oAT25aCu>{myi&mG?QF;=<}v@ThFVq+iYIHEqTbU~VvVM2 zbkX><%{Xnwc{h~rPW~J&g<8c5K#~WD(VR7_=-KjL4r@GH7 zUMfB1(o@@1B!@_X$C-6={F9ZyOr#==>06Ne^nau^egST3wxnemeXQD6L)y+-#S+dnfQP;iJT4R6St{GgDa87FO?sy%oc>l%Xg+7ws`Ju=)e8tHZ0=QZE{+Q zxj*wInOwRM6KJxs)*oYo)pjfcXJZzVF$?EwSdzlKmw{YGED!dj_F*!~Z9T|N+%&?a zjpCG#1{#U20;rXT)7}LN_somteVQ4oflnN;W)QB%J0BnGOYAZrvphaCOqjTW5Mfx;(!?O2IePar<%l-Xc++u(%;^fsgJ+SU&d4xL>8rX$YTgF;SR#yAWVW3 z$+Us|k3hx6JJA03WBWvXNRws@Cu3x8PQp%f4fW7ACTA7_k!PbE0vNJx9}E@798m@gbobxm4)s6z#qW)givUUL+EJ714M5!d8t_V zc2hPAM{#oL#nM z&tp5|xfc##X0B~&#~i6rK&o)Sc?p!e%$l))a}~PF`>@OxZ?5UW20wa`vT+@@@C^mG zxE0GKE^)9b+%KjDR9;#34raXs#8QTICtBIuWytJKiL`j^v32N66&ZF<9daw#90Pu4?HU z;e0Qn`rfid`A#%ciC~B?czgo_qv^23>^ECh%>NkV0_ItlxofyBuhrwobJb9+qm=F2Ibf>NCKSOt=m@M#uS{UIlfQCHMxD;@j6< z<5StCI%wz)f}mI90gVmqQrXLs+Nn`$- zW&oIl>P|^O<-O(7b z4hhRkf0{C05dR~c0r`+cOMt5vJk;gxO@Yrk3*M1=8)X6mdng6(v=<=xepL9rVf->{ zh7tH?cfr$HyKsjDFRA~_BWMstF1$ela1kG9+30pJv)fly%>YS2w!g%XHEHmQL~j~E_;$HM3PP_YckK`y zyHtZK++A1AM*k&S#R)YU@TyfrfhIR2L!I5;L&@#=Z4wg@!*>-~-}XMS zyWWz8gui=+?4E|StX||wvXSZ2_CLgF(AvodaN|_=sZ$TCpqz39O3}EUL$9I0Tfr3ssgK^H z#&1z<<=Ixz!mO8#hF;-J57A$W2f)G1u?~=8i=6%(MoK%K7ea%m+rHuYeKVyh*}s_MVSL%l#fE7B63aLW`9&?@_kd{u@lI3$Sf%b}1> zMlvQrs|lZ)7sG3x|KY<*k#Z2{gOnYa?pyMF72&^BaG@z|3*dBMQzmQZk8!2}uiJVq z{^@F9ClnEer6sRaMW&>R2dvSlvY_-)AXXX1lwWhcmshxq24PoGjW zoQ!fa6_hR2iW%<&!b&5pUbcJ&31XoH4F? z(i;pTUfQzTOMJUEXr|~=izO#QVLU0(Fyut`-*!BPJ$ZO*(^zYAjd8;&w&9F-Q%2N6 z9hy!vh;z!I0!BUKc5v26PBjHL4Q9HL-jlH#CGxvDQ>15gL;~+{arFN^k}$3#1hI_$ zJF^xwjamb0B|6Bf6Q^-%9w(w&Vdk@UK}LeU2%N-Efh0-gf^P8(`zr`qbv8m~{wT?4C4{;-_3- z7?8p|tsA&2P5wAuZUfg2cHNpdg>=VGk+Tqb+?px3wb$92qRQrm{;#tdLJ*bseRh4;iE#Im$`4Iz z0E{EQokvf)TB7BFX66-$y%*M_8OZ2wQ|gp&H!&#PzSR0AO1#d6sVe{QT!kOY?qMnh z2H0f;pm$8B#A#DxA)-_m@`pvrX8~saI`Y z^A<+&s{8wGekPg3jnd9MaHlAbMT|05FA%gTARi#r02r-0={Cz>8J>54X%M@65kp3f z_M6Bt{(TD-WEyCobhha9GScHpe{SEgQ+G041F=(@p^`D?E`?fZ;F#=uX`8Occ%PmP zi44awo6_^tMLpA!sm|NrZRYYF7Gxj`2(IfGp)4e@ebHq->`XV9i<7&Kw=yLE5oJfD znoD}vt3D}3mBZ({T(c(wFix&A$ziXcSsS|_7WF0X$d<(vtmTbbF9qnRa zQuVTLdS4kL4^`y*I-Jxk6b_5m1bH$9yrAq0UpM$` zP?O4wukvw1KiLOC|EGiy*X>(?W~iin+4mz zzMGd-JTpF}ap9NNzoh@9EPq9+V^@t|;f=CVGk_ATx*YQ&m6|bXd+XeKCL0t~MfTi* zta1A!9#)CEnV$#mJM#o}K{3f*h;2Zgx!C}m?|=kK==LpcPF_*P<_PqfK0Tn)_cGo( z2YW@1=jVq{n+*(H`hOmYU*miY1;g06KMkw@91QW{K4V&-3b5!wW^=zFo@JDfc1|6t)J111JB08R%eyj20A5C8LX0IuF?zpdQV?gLyd4- zU1G?(J6~4V)6V|cO#k+;+|e2Jl}A0lIWp<=U`cYt)^wKQbR{$_y8I>~({j)`pUVR^ z2e86-MO8g|20a_YDsIAZppDL=Tpn$ebeG3wmBpxd5mb`~bHQ2~t^vDmWZ+H^7?;b0 z>3uaa8fb?3ZT%tFKJ`)MF1BK~%D3WEA!{;QUM^mdi>Y|WB~!5F!%5=2f5>!UeKM0> z^iEqn1&3c>4?UeZIF-?eDP7T&dqppa=p5R#$4)nJ#p{DjK1$Qqe4e4(f>Sixs4lR+ z5*eCiU${#m-`5QHC23|km#s(M2@b(}b=xsVf#PlMCJ1rK*nW$jOiGW&??W7Q3)G?L zR-5L5{DE87=PPa@Try5D1d6#twXZ^U3UbLp87C(i=S>jXRw!!kY|pNfxJMyZFhC`L zq4Y=r`ijHiq(?1>4|&5h2n{({W8BKy-m_&s*25(aboh=Izh)Ge&YD%O1;-2xk`)HH zhlW>n^qf-*yoOJ^Rp>B0$~jHbo)R2xITFTgSDZ!LW_wrGA^OBH-uBvhRFo6jtag0` z4ku}{rt{fpO<&6$$}wanV@xK_wo%CLPC-}@*(d4+#mv+d`d0?lcFko5^Gz|K?hUq! z`+V2)N$dvR?EGKAJcokmLYW-`FPqpIZwmjDvK(R=FK8W@Sp<+j^|Px%*v;*Fo6f>R zVSLkC0@nREAS(Ps*#gkaQ%rH;mA}%j0onOuGO+8{Ugmod92k;tP-PgZ!X2s1Y1a>5MZjA&OuM>8nt2RBZu);Gj>LVQOu7ZY=vd(ahT*tsG(zK*kK^n1r? z`dYTCKUbuFmzGx2qfOnn{oOWrF1%MAl4|RebBA2>5ZZ7lZai_Wy;t8pl(qrC9o#vU zq`lWOC$)47-j|)OrvILguuOE1O_+chIG|!>*irFP0TcgiQ0wjKA5LI@g>Ldp0`gh<_>udh1n!#gVcT~ zw0Vug<~xG@m+T9O+}|&7F;lN98v~TN<`%$W7aSLioa=91JM2CPbD-mq5<3zcXguq2 z#vQppsr4udUK-6zKz-G_f@t#|6_r6pB7$;}x9fOe9W9e!o({!8YX2sp-KeKNz0Sd3 znTsmnV;bducQvCkZ2~ENrET}sfjn#?=_@z-myFU5TP&YD2Lz&%hyrJ0yyL?P`k8l! zeL=ASaX`IX=`bDYzM$U6Opq!xza2mR6Qk44cfjL64%O~Ni4Y*l#)}mIW zR*O0-XUv3ojGSiFHX=OP{G0Wa4aa&l&7YcjR}!dRLl6P`7y#l(JHT#xj_Wd5R@VbN z&v}F<%RUu%P9>?3-N|FMh7#?rFA$WB1}7gFi5oH;kS`37A<7EitqqpbY3hZ7p3%kG zH@{Na`JqxlqzDJqL-|}CR!T0TC&+&c3b1>C8E^ZrYbfQr#whVYl}yo*JO)ZBBXRU^ zDWpV{Gq644N%fG}Yd&1s^80_${NzKSny7ITumlH;)mCZOEoI=PjI0jB?(R%aDj=rM z{E0xz%V@qcy+RL&*b`L8m~F*$M#9N}=QNdT<>hwO%{XEsmZ;dkWjzG%DD8d%(6&3- z(}s;Pcb=2XDo8GtMgAw>szesQ`sN$A=ZcIex^Jf`&1YZSc2kK++}V}G+q3whFZH^0 zhU$!}2Y9cae6K(bXmXD_lmBSC*^APjKFcF)@W1907`izZV1yc*CKq1ZHKnUtovNHS~UK2h?iD#@oC+xv!1|$>W}A zKHj-lVGA8ddCNIl^^t?b65-u<1ab!bW^gb;wkGKo0|ANUZE}a84MX>fb~YsR_-xr| z3(VfChko1RV7U0Jo;s*dAe#Ntzk&Zhn_5yF7wqcyqm8!Ol}g`)8LVp*3e^gr?_{k$ zwsMVM>1uT$FBGe?=~Oh3BC>SFrpfYu!$z!Kdh~{+PbKNl?9lP1s~(PE2*=sf7~L3C+A)ULF4I(EuitC zk)b;56GDAsqYV-76}fepkG|D%j}A^m#94&}hM+ACma+jvzrOMUBbD-0es-{e6?%u%j!Bw+@iqajrxJIT7stP1k)IQyblKP&7z_AT5Sv~iTc=4HiC=qJ{WT>CC zZ-U^Q;*4Qq7`b0Cms(BmGG!byjqgDaj>9ER$!Ly2B>B_ukxJ&SoA+E zwj{rN+#r3tY}MLBDpMU1d1rRcyu^P6l_a9{uCEnNb<!f|4Hu=8KEYV94=yC_b?Q!EyoPAiHgqM&{E<^@eLLk*(G9-M0i#CI&$xElv zG(6ckE*=u&nGAvND9w!3Upr8ve|vi4O98d65+j_Or|b(&>;ihrbPpoGCV5|H3R2Zzo>`~RiB5oxvei4a=~46eMf zgbq!8_`BUdPE#IU)hN9GEnW(7o;Nsu4=bO%GGZ9o_68j6kuR2>$^`L*~tU7<@s=A{-TzS@dF4xBaqJ-6H{coFkYj0b}j>% zmIv`|r(!afAR1Nx+!pXvJ|f#RQdWON{?nPVUM=| z(fP;NC->&v-oXrT;R6f(e%pWxnA*el=DQq*Zv1{QiP3^WAS`>8-OXe8mH+4v*A~Yy z4i0b2g44T^K~HA9B6{ZO`Nkj^e_9h#6n&|j?+DgNW3%Vx{1o=WQ@jM7QPd>KK8k`e zBt@EPph1L_buxyG($oE(Lh;P`{XpsO1WxX$s+IaHgwP}?hb$XIiQV#<24 zg)>GR8EUI1u_1|_OwsZuVB3cUpv9Yu4qX-a)^;bJz(gM3T^VqBYiL_Og32Um(DRmH zbQhac-fCQN8|N$$#8~IkM%)}!`MtdL9YO{o^n-+V?BVE;B`e`ZC@%Lx#1;T$&?(CX zMO3V+BWMB4S=9g^&xIu?yLfBzUpx@#_MA;+Y%jLXw-8yK^?lSN&K%Mqx{p3#RFb_0GupIez&tRx#6p%~JA*Zs}V6gOYx4v>i|B zpoT-v0W@&POKmfhw3 zG6%ixXoI8n(agwI6@(P!go*Ir5~-iICFm@gH_bfr+S5ub#zPAFv9hSr*~fs%tXZ@; zm_x2y9HNEh4vuc(ItDI;-+jC%9=g?#((``

6cTcxj09(jzuRmKs%m{g9|k{s?4$ zqkV*P9HuPzWHMAu)?4O4f>c^&3w!DYjiN~kZ7p{0rMMt!MKsd{oshGsRE;#kLbpsN z%$yce*+5kWgnaxC{cvde<+R^dZzCfroQCkr1Q`NmVEJh-hiP(qlVi93#S6zz<xOtOYPnS^F)gVK;eyt`%PUdQz~zsf4B5|Jo~cB*D{N3?ncmB2-b&7BAd z7I5_!5U=^;-us6Dw>U;v}xC~9sOBF|+t4YX3L zUF9v?+lN=T*y*a*HKJSKne(ge0PSCYNt$!CIuH+4(J9Zj1~F5+q}eSuv@Kmr{COCevpSW2Qg@ynJ>MM))qyNAZCxG9?#K zNlQ1jN4G~fUk@CDst{Yh}?e6ojT1m38X19$BJ$W_wL%t<1!`% zzSaJjrJ~i%1Posur%I%YVpeox3ncna@z|NVyI7E1r;Fz}qdXbcFLeYKeY65YC_%Jm znmO3fAqMU(|3Xo>u~Uf)1vx(mnU{C!6?Sqg(IRBRBhFVV*t`T*bCoOKZ@LgEfSAOZ zW|uzAvvQE7`3nYfS?qw~VM*EiqzbP(7(!j?oljtpsH;&9vQ37B-$Qx#QfkbC7M=Sm zBcD9q72QwmnAzVok!SMhOfKuySf@4@gCrbKFVx}he>;4*-SSyHUXID**I*`Z?6IOL zeql2srlj6EeYY5qRcE~1{ZPu)*|t+~1Qe1H8<4@gu@dfyc*A}UyX3>;@dP|>b^f3V%{l_w!MR0n8?+L?R#apLhNHU1bRQFQ`f)0Q zuzl|LI}GK?!>{oID<{XOAA9%9masY_q)l_pWleGm7%fn|A^rFxyW|x>5{BWnwrP0Q zEdyl2PfCq=#6jVI-1?!zgh3;uh3v|W#abHq>%(=owtiJDCDk}NEq9)U$bV-#Ha%7*jq^v)yjl+LyRnZ5)U9eTlx7fbVZRzzG$X{NSNfSC z^O6Nm+EcPZmD2CDY9FTp)v-R*l0>sm98|}?AYDcNYX*2gdYTp-i~Eq)ecvCrL#8kMt3D% zhOI&V{$^Phd@Bj)LWF?SDZUR3}0&kM!VXPS7+l-?Y|U8Hc|h zJzX+n*_ChZMEowz|nOl&~@&%?+vj25PSnTT$Ux z!0E{wKrpXy$X%oY?_;Unr5`EqQhF}jfzVl!%do!Rw9W)}Xo?0==L*VaF*Sm^K`7{; zr4`2H2g0V{9@_`=bz$d*%KHx$Ex_08GmfTr*t*uPrH{hCfmW$Tat#!e>g_O=WRhI+-Bujk zl%B3iqoM;={c!5|`-LAejZGJF1azIZ%Pdo@9R$Jq=Ht~DA4i?!X#grZhYo|Qg`@_b zuR*~igNiey4n@I0dB@yx1zPWN3!6X@IYmzoYTU>&;KD&D5fiqZBm82J8TAqs-C!8t zdJ^aQh)A_kS7;bNIc(P|w#-mBR-hYXOVi(0U<<&(D-2S6I71iS4!}dfFJBplVjz7q zFP;XMaO7BeXx@2V35zwl(MC0_Ahfe=kY#1Z)H|uLJ6HxC1(CfHVr3BlXr}tNl?5lE zi~#%iRGC!LQ}M<13_ehtwiZ8{t6&XPec}oO$tWm}vn{rI$!kx8Noduq2*hTeAXWA_ zux^dBm)uah-s+X%2-xYbM=W$2<3y#+JKN@=EO#5sPZ#6zF&QApy4Prqq;Wq<@-gC<67)k>V-Ixe+o^F(uu9;IME> zL;3_ZHw8izLaYpq)9Ql5j7ec?&agy$`#ABoR7rxhd2Z}38C zJzt;!zg=jr%U`aqvk1u!cREdo`*YN!ps#An-|r0fpKN&aV;zI_V_49?nM2unJep^; zz;SD4k8jWcs%SM*NHPEpF~S4&?ih$gw zqmM-F)^(mt#t@v*JmsHhNXYpDkCEHco*g3fLM3=oA!U+>Pzv%IS$DAo2AY6Jiz$V4m@0pqLw6F0W8j z7p8MO@g}%Q69R1e1WHhwayZys6RkjV7A!24?(p2xMBrciX`ofqDDDU_*0i<2T`qm^ zn8tP7uDo*>vO#hZz8HS$^A$pAi~l`E0R9xnZ!d!`iDCHrnmY)&;z2dW)Vg5SC&j+> zNy%Y(f8o{_IZd{%l3_qkaboHnS?G<#RLXzv!yfkZz37gjmnOQ3JVylXdL~^3JAkJ& zgVok^oHq<4gZRw2CiIRd-@=djbCImM>O>R5LrBel?XgrA`Ao76kUr99VDVsD$@Hlg z+G57ACdH0yWAtA$qsm~z^h|`>wAVKq6rw#Bu^fl;W-7aHiu>gPWLc@JuK1KF)J{Mw z>KCr7P18i|B0}%%FTcoo1uSM5rU+R#zPUB$pYXNkJbjc!QzP;Ga+oZSB3abR%;(>k zZWCqCkjJ56{+CeofM6kfkvOC7 zbEEY&eO({MvYe9cFR%LzQS=ASA#Td%_tvpJ0GKh?NhA6A*`#JILakz0p(%NdI83fq zv;+bbdEm~)Rz~-}YT`=oSIph_#nt@?z^;7FQ@V1n#iks`bn$RFrOIU-0Uh zmM8{yHU7Y@wRjLHt)sdF8qI>3PYZy5|Ac+u_|ZGa1Q#K=N(`=qz*9C}+wLWVexqKE zYS6luKr88n>TkNEEbwLsF&>&P@twA)7kTLtV2(hw;>hNW#8%mE9e;T9p$dt$ zKZQ)yTmXT-XZdlHeqJ=3uJPpvyTGyi#W;#Sf9{r`j7Tn0weIP$t z_F^4RndY|qp_NJ%WxZbF=rVjn2gwE0-(O)(b{)BHMDh;tlJ^0Vq7{gvg=TAMQ%v^{ z96VW5m#RQ%XlbJ20eh3nK4Ux?)(M9g>ZY-(^fZglVx#LpE?^ywibj~rEO-3&U*>Y za|KQ@%#}-*h$_VQU?5u1n&3-(ch(LSip9!pe@=2*n6*h~lqVa3v8!iOuu17XD zJ%0_t^9gzk4vv&H+>WD5qUIl$hH>ko#od~J(krT3c;EDcRDqFQ_%yP-R&5Mu(-Eaq zNmh_6;g<_^pnesaD$8QI`WbP;oO`CmySj9O0${ASuf&7c><6(^9MhZLF>_pl;fOVw zHhY-Ju-uY~|4iXJEPTum5#jH!)*78d79A7OXtB!wxh16$lJd2O#q)Ogct3v}RDx16 zMV{An$o@yl4712*%)xmVV0pcCkVFP&0+GeA7tJ|d4hV>;#p^FOrvo*Mv&pH$)$ND= zN^P3vmRV->q0ipmLqm7|I~3OtHVfCsdvea49VQY?b#;JR;k-(J{)cd0P~nICgVrc3 zCKL#y^i{rnE}F5Dm@t~nSp9FdBQT%V8GN6JliWWAA!dLMIQ~19v;pOvnnuSEacyWl z89%}Aml(d;y?4yV#$7>l!y5DRf{@K~el?pD_GOr(Efzijl{ii6Q0iXYW98jJ{qc0q zMs)-fbwKyeLA=Da>uYwGd=t;2RDRw*E7FJLCO+=W@KV$CzXc-GU&AZn_+aHoti@QF z-?0iZSet}Qp$}3odGL`+BkB*3dk&mD?CNCK_$}zW7^^_WoW;3#N=oB?2*HU8WBSkd z+0ZH>yg2-1Kvq_@#W@DR6~pK9xe4|yJYtFs`HOd0qj+%+vZaX;VE+u&V6g3e@=wTP zr?L-#pf;sa%%0^=0FGS0FwPWInK&bv&`t)Nf6@0_`n>n7X$h$+DY)#5XR_a``Mh6~ ze!XYGREy{wIdoqsTfy7(HiTTT%n}A z<0j`Nk%jhaAhG=Uj>(z6`j z&T_sn-+^P45oU8HX6E&K6pf!y-Tj+C!ThnAkd4$fPrZrUh!6z-Z z0Fj6in4`bqTvrSf0Q#0MO={>-nHkgRsR+d@@rtK(2YZ^;CEB5#o`%SbCnWkcrz!A<~#JX3aX5y5X(l@xH7{0)Q1BI#D|@-Ey< zb=^><8zk*V=^`n9+u1tRex4cGa|5`Hikrq?H@VkfftMwNXgHG^vU4t)H1^JGH7-~n zmq`UcAc1$v&u^YnXl2Y66G>QH7@fwybLfs79|1Ud!wCJ*ccb(GRtO$+623CZE_MF0 zxB!1V!R5^v7Xol`t<}3=%)5;zNhSdD7)NSEkBVF}{?!MPg0$Bwvjlnh_RZ$>Rq zp;j`Xo+-i8wDqptO?gXN9PD6_o-_csN~Ip3f*PNEF~ZM89d4lbMw+O8K;_!p_koMK z{2VEku?jKNUsZ3;eX0?C89u(HC!D_lS ze|ApXIUn4Ni-BH*`u{suV3R6lfBJ-F!CuZotKR2yMwCqqM)|#*>j@|Y3OkZ;dRAJK zBe}$Ky!0lXYaPB#0f2lHM_6v7k7o_%teRge_Rk_K5;6|poxTa{4hFv^2dnkSZncrq zY58Xr53hKw3q!qfwr1}i(=}rMoJHq~g4&xc{|JkDyJj!N!7Sk=>lm_yG{nXS0rAFIm4xAJAL93! z3F;^!H9iH(cTlC*pp#JswgH$bo4_@47r2(mgr+ol?@hvfR`t4W6%N5c4ftE$M7m}j zKLgffP&L{B$2_NLUB9~F7o3Fpo)*>2gu`E=jDi!9|F%njMrI`^ z!tCi=H}sp9crT9VjPRdB)LuXC51_wWK~XDZumo+i8YgSX;Yg*>iA_%9`^!4|OmAJV z1CpP^-2w%pH+^#8G?T|@{pwrGRvDs3J07ga%CJ=bL?wqp0(|Evi_!F552A<_p%m=y zM&kn$46i1qU4WabnA-Lp>GM86R1BAfXt$%H!(N&~Gn%uofh3nSDuud9ExRYrK8X43 zqe@4LMW4sq~2>#pR|W&;2e0s+4ET@pYSEgJfcTz`EOaWkYTu zu?td}Ui7zI>L_e-mxfcR`9ei=Ly6)h{gktrbjaoDZ5I7Ihr&-%j|T-Y;bA2>WT2R; zTDK&)IV{@!=k{bNga_66;iYVY5d@}@ybSYu;?_<48pB(_g4XNBa%N8~SeijV5=J5| zGBY2Z?4hd;QhlbnM(|C`woZGRBX5c3mt(3rYarjGK-XwT{x*R(YEW-luYb7~A~H`d z%(h6jEC^*M!nYx)C8?5?+yvudw!B(!T}ZKJ*-7E)mU{xn zmtj;@z#Ao(H{bTlDL-9N`!j`~e~{jwE>w;8bnm&qr1(ym^X!&a~Iy zrxWEfW_sW7BBk%KuAo93%$Lrx2n0G8xoYowq$ij#*Fb032rUx=(B9lI7H8tv0F#Auwtz?bB-oN+_gNFDj6DQATA|IGIg+ejfP`dk!C%LxxG-Ya z1Dmk0B;6R`&6?0w>_P(MR@$W$hd8`RKXu14)RP^371J0cY~(V}ezP2eE3*m$5R)@z zI_{qF0A}ai40JJnF*#ChCY zt8d+~HM+dclFYPRq=D^XaJ!4UDSU;o ztsqg97eczsw#lcguEDjKj+@j^rJo<{6eRlmWm)V;#QKcV-=e3Bft=U0m4Mz4=BS~+h-i;7!*UoN5M%KB{RC8ties)0%I+qK1I)f3w_2dofQq7`TVS=QnF zRh)fIoNN9vPH#|a^)6!}C_XhPJgV~@Jqt-9Sl>k2!d?cln06bzO;@ingpz^?p$J-2 zBhIH!+of4#MjGy#xHw3%Ofn`f zYS&W+A}%uE?kmV{&b1-F3hX@eZ|_n+rO!BcshsUn)TSR`Sp}UuA3OV+EhsRRmgF_^T7JINvZDayE}{SLOTb%u4FwZ>BHNvFx%g^PRhn z;gOP9|3ki}OK9|P@&$O(ry$F)i)_K$<#JcqZU)nI&%@KeJdnBygDG8xNX)x-nL!9;s`oe4DKotUu)rK!o&+yr}|CCpw@H1d` z0}v<2VM=hB#jSWMg>g4f5sx;Ru_wZagQqNb$LPQNXSFInt+;~EFh)5>9Pr;@&45^M zbotZJ;4MU@4qf;I#29EzQ+O_BM$`Q!`Si0*|J0Lu9sO-1hf>Pkctj)XZhEI0V3b&d zu-`8kB$x~pfY`fYdqf~zxQsA7gl-v#S|dY`nU*6T9>oDf z`c3?nR3*1&n02TBL!p;|0kxtFFG80dr`8}y@iK2tjzJ1!rp&@uXA|GM%yrVNdImX?9W&g5krICR=<5R1o4T(UdLc`LT^M)ZladWY{6Qm&PK@)0f0I|TUEX?rwF}47Z<+v z;t?wB&u4CG(4vMdO=)Z;t=hcWm%wuR9Mn5GsQQl!}WD8 zSm#-&Lc7}tG5@fXRyqod)mAx*@lcd-RXk3RifnvL)j*kS`i{anD~cOR^%20Cn&WI- z?02O1b!t0&{)gSI6`FvZ0Un;FK|gw-?&wj!7qhzdAjkZ&YGM|FyCUmI{9zr+QxM8K z4W?AP`oJ@9o|TUNI}_X~lM4xY!zPA?_^vRUjT2lO`dKWC!T zgo_TG`tfCN0TcryD+5@+jFCgszG#g&bjxiuON=Cbf#{N*6q@hu^O3lo=m*_1Ay0iU zmSpl34t_7^1`4|*t0!yA?7w`>0~sby3oa3-AKB&?yD6$nzIkz` zJG_Si+2q(bBO@*EakheIn~B|uLybHGw<9EG>lBJz@Tg*)&hk4jvQ0Yj)R<5!r{qHJ z)=KuGaZJO{3IAC~bxM~TO>R*d`oNP34uh&Do-6yh@nWa~#N9ptnEIR3e@?E*?u!QT zJ!=l;1l>tbyJx-;CawR7++{;AzbC>2X(lJLu=w5C6GykmZ9}nrrwpD)(H4ZgdfA=m z09=qQ-DqH^C8=?UeO;UMQhOJ6O*4qTs=#!?rAH-m)@M&BI#!Nu_;Yo7m;&T2VKAFm z1w-$lHLm5RSEPeLi~~Ys4EebMl_iy`Zsb`J8xePL`GN$4wuQQNW88Ly(3ilEx4Elg^CF~0^5CIKMcyFa8nx}8u4?my}~hN;?>ABFXOhoA09Xq&p5zDFS}@v z0zFQ?pT{>e5qR)ZERR#PVH!)YazUN5_v2#sMUecw~`Dm zHX2UE`l;dSi5I`H4?H)Ll5is^JJ4&^%s#(#D=U40lgl$QlKS@OkY#>>KyWo`74qwX zUNK^ms<$)F0EuH4nn`&uM$4kkwmN#l-UgwcL8x?MWXDgA>-|M5-TLS#Vz$feaw5)k|3n>Ls%_T^}puhagJK`3B_bezS%mlBLN^h^omLcne>1gGGY z`Icry6N5a==y8p|`J)T!`~B#WL<-Grp{I>Sa==RB{R4v>P0prO)U>*h9JsigF1T z;p-5_6R8R(xlZ=<$)qL27#kfDWdsjrqe!xu6DBeU-}BcN1oUuMqANSe=IKN)Tyj!i zZ#-x%RO3Msoi)@zLYWHswA{V{>tj6d6Kmz^!GhT&L@40-PORVM%WM&NWOE_(CEr}q znvc(Cy1F6@!hGV6aADAphe5?O3!f4fyk4O9jhIG^FR8A%&|3HTlZm)Y)Ui{ID&HhL z3XDeMc*l55&xdvx>CiGm%nz2n;F1^GVwu)26}sW+z1z_x35yw0zZg}?DNG!E{QNIQ zkio~rH~%6i#DBTKT=OK^X1$O8H65<24vbUCG>EBC*wQEV* zQW75OOzi;N)m)|lHL0mXXnShVi97%uL51C!YBOg|e{A=dt5A&mfH^qwL3}JY#`0K^ z9ucFa*Ia#OT2(Xb9NkXs?m*1nefB^|eZPoUM}odElo=zFu(1qjM?<@5B?%^~z&T?_ z+IP+pV3eE1yN&k{1FF_L>EPSFnramadA-Gora+6CCwLWg)e< z?#fUzn-hexLZK7|&0}2;#*ExWR4L~TYOM(}uy7+5exa&sND}!6m*7Xywu^OoT7@=x zcnJILqI(y$^-BT?Nm^OpP|Q#%u*+GXBsyTMqoo<)SZ$0 zoO!D=ev2r{XVlcs+R<3**7! zNzjF=+D2IOaXM>VKw&d`C6bldRZ>Y&tAVa8wrS_8POhQK=q4=B@9EEoD^VeP z&?TsSY=-Oaosz4P_RGY36y_AUUI+RLZ+`$R-cy`J1*<=M-Jj5&ru!KDO?ZH7_NOA| z_8dvq7+Hk7b?WO7vaQ9^+2PG7hPI$)coN9|jpwVEY!_k;KFW_j=!0Wu0~Y5Vq&xSI zdLC7XaGk}flANFBBBS~=DF<6XSob&P^xk+V+a1*&wDs1%w*dW)p;#MzQ47FA)gQa0k40@Zemois6Z&+O+?}6cM_EA~{yd0l9LLU#HjeA#qGhlX zllTJ)Jt0v08@syUmxSm;l$Rx|-Vi;Y>rU+(Bpr%=?hK|;uLWUUoixp_M80rORNP$O z+ck9fEBs!jGX!}#FB>R>5S8iaFtx#Yn~`KfNrrCng{HT^2p2aiG(~VSRa663?UPQF zXY<%tzF;*R;$VP(?eX7OV=`e>OS7A>MJ~hsFEL?7mJjB)2&Z(_?#m==E=maPmW^F& z%@`t-pav!59JJ&%FMCmsQEWz|!{9BZMzq8q#@V9c7)OSZ10ZuQ=)u3H+qQbFhqFUG z5|-=ILo|I8SqSvrb_R!m&<%{s4TG}0WR>5nUUNZU$CjZMtyj(l5C=Q_3llcAodYm2 zPlCQ)1((zKnU`@Q1DMh4(k3hD{)2D7VcaVQCL4_dhu5+cpg-Cow@!0!$oN~ zpTkE<8-GIJ70O7kMNaB+Nj?Q>Y+nQwPF&;C*2R9?Mw9t`t9g+T_!a{$12JJXAG3ut z=2x$L!CK*_PAE>_CCxV2SAUug8_BJF$B$|07o=Bv+U1dtn{h3leDxokR zhCPbyAB%riy?w4D53Z#W!<0OIyDJEIv*>r}UYX$RJxs3=#HSfjG1KDvaU7wHdj?c# zXA=Gh#6HZ3%`!LCAacqLGu3c8tf|rA1LcjGVEMamp*Z`s1$@PRVWXOJ1(QBRlLfp% zAuV;$Y@ZA4BA+CmZhOJ-v~s*$rPV0kT+DMlYR1n8f9x&@j%&b1H<`(dQLgE#u6V#_ z9md$P-<)Kg@z)XXP$fz58?p>beL-!mYDYGn$1MZ;(7e{l2X_Ir4k|CZ7KKX}S8O4K zRTAO?B9KPb0svu^DyE2IG7Ev?Jf?(C&CXvD2H7DdqYw}Y0Rvk(ZRRx!j-agWuIAeC*>@|X1SH`s#4`MN+bqOA%f5) zmD*AHp7U<)q$4s0t%HHW&kd;Wxp1T!czbKN_QDnwrj_?<63m<%EzqwY4%Lh^bCKrgcV&%vmG zgQX(?F+k40?aZq!NwiLwM;kMz(b1Y~Z|s4^S#bVZxCuWc<{iFo#+~eC@-ffP337xLl|$8@6A%>Qpp??^huZ-W25-GK!8r zj^q~y-3&%YM@*_fw~Cu;s?TLh{fnP`M(N}_YE(X zHxAt#X=HY&xMw_+5SzLnaZ=N=^RXGNq0QP=FE)tQ zC$dAMhnxm5D-pDKa&W{e&%?3 z`%mmjS4(d$lZjc@byqPy{Ft9^YkPavZD}&4+B&J5y?NjP=;NGoS=dHF)KZThN{Fc9 zHcgyHRocB_U!F@M?{9Vwdg)xNuk)@gF`2t)@#+ajy_^YDs+K2T$x?>Q=PNC?w*kiJ zcW@N$jU2O<5K9klfCVs5kq?c%;iVl)QijXi5G`}5Uk}~*x)j%mk}*BVF-SKo6qRxy zbyOhi0HLwwrjHJgjU>b&`xnpLy}S!rdY>-6(8{4_5tsG?G+DMA%}>?f{V*t1V(7YP zA}2P-N0x0b$sON420qs4w350ue*pW9n}{ z&V{HBEN-Si9OEIj?vJbz$_Ut=`51Y>g;+eR(_EfXe?)}5pm*cUV|7=sJP<`ar*Qy0 zRBuEU38t}FPVzZb&HMi}+efzE?^MNY;`Mm2S$^63(lf!fi@{EN~<`esZi5e%wJIdQu@SPqSW+ZD@2A#;mhMF%2ZB)@+ zU77(UWL|0&_5^A4f7|wQ|5Hl|+Y~U2>w zd6)HE5NeC8&K~#_p6BH7VDh2rKb?nfrqV_s_>^>?8-b`OtL87?ij-dOx(1vD%p}9R zYup94nffWdJpUND^^rII%5ZlNN-gXBwQWw)aL%@)bMYzJAAkJFJ;l21u$Rj-7p3Ww2!-<2s* zW}8HPAt8n23J%d|NeZ4j<$lCH(@D8FE4YV`oK*h8YdN+ zI)qZ4kdJnr?t2rV60xyzOQ!&{b0ve zEboH8+je=v%Z}+R6!Z*WW7mhFu-t>#1_DpUZCxXjQ$0d>G};C^C+(F zhvAFVv#!#fft&?(59oE1 zk>mGbQ8fc7BC3tzxaKT^c1i30)~aQ0pBTs?gQzgW6v2vqU_b&xi3q#0Y}G#?HZs1J zIN{j)1_B3=@mLmt+_CDT%itoQk6{7HAaD;_-}ve!5>Dk9JFv@@%#n54ZD}Q$DGtoC z@8#@_pS?0%TAd9sW?DFsVQT`h$W?*loTgR*YNwx3&oaj$LsRt&{gdg&q&QD+e-`~+ z`gaeNnu^6z-2|pK4F54cKpaF|vTXJgUZCmB3K>~&s^=qvZGvz>j;GdE_@7tdzc=N1 z=O4HbGFvA~b5_=d?aU@DzT*0$ntnJT6X}Inbme1BSLawRyQZTZGJx-$NOuN6)?P0y z_IFL3CPn@=X`=nO57SIoe+6rHU+!iR?Jd_2*rC&G(R>oTM0^WWmia#xbl{{~b9V+; zgXTijS(n&D-iE_tG!K^3Ye8Rq+EA)lq0z?MjC`nZ=dLI53_u^I;Vg`v&t1Q=e95c7 zrVU*#TB4VGRiJ)j8S4Dt6ge<@kD7vPxoS=TVd}U0&8ZptZ4$&>ju@yx5ktFYg@-~S zU>rbgo0q%Zl8s<8+W824!Jv8W4gFw=hh3@yX<*TW0?OG*4V6TEnD27N*rStTx0dQ? z0AXgn-ovLPPSh6lWi36*1CWMpk1W^69QWO)NJIIArN?3+)dRjq(1tzY`<}g%kKm34 zlNQ2S%RAH{l{e!nAC|8ViN2mK4&9K8X%m5%jM&(vjL*^51B&gFjXaAKz0c`z*x znMM+-e6YFu*CSd{j8y0}@p4tH=k^jBq`(5YeajxHs2T1nL z@Siw_hu}|DR08sOZ#v&Qz;rOiAqA4+l0#fukO?SPNaU4zzhe@jC<6W4*TayNjgq#e z+}hRzqp!eEt9RXDUl{h@4Dv4`UPh&5P*GV(bgl7AlGPcMguB*TD9uGoDre4zO=a1)!kTRw@5$u|OA%D$l@2^yU^wHk1g#bmhgrz%LV~k#APo ze@V3}{Otb`Jy%BUP;nYDjG$m8Ton3PGAagiH6;8d)aWk={>KH@m^S&fGDaU@oA2@1 z4Vy>!LK?RZ2il9-*oQ;6V;91HlGk2UrjBTOCWT73ld6Gs(;(5u@h{ry5A>qR8yA=X zGH6ei!>OOaw7LiUQNMK&CC_()^GMPm7uMF)ZIt1l=4pgTvOfDYU~7Z7E~E4QKD2i< zwwW`QUp(v=JNY};;d7NOyY&|-J74QDiIjCNwcw+%mZ<(Fpc=2%b9Ff?a8U!^1#t*b zfAXIfi)c{TEY^|qhu94VcO=0pN`<`s4$itl*czvHCx@zem5ID~%Ltgr?v5l>Prgin;7Y%d|u_BE2%2--8UJ4>&`*?P1dy7vh#e(}*Fn zKZcV}WZHfEiarDUKs4KH2(L8U^B< z3agU|_nB3SDO1ut?q9_(yKRes0EP)|?h~%)ld2~ah!YAghJ3bT7@)vjcMDJjJ9-$@ z$DS400C$dYWLvH^_sX@kM2;)O04rdEHF6Gfztl_%3-s2!g+plc0ap4@6M<(1`3;)A zdTmNg@ptfYllM(=_ZJdW!RN_6B!i6uEAsTQ4a>)C+@Tz3JoiK7ZwcNqf#0`X;1@5R zz{6&sI$xTb__{W8^%a_E`EK|<%cj=-w{=Aru*1F_A>4mkv_%mGi&&aF>kP+if)2fT zQMkJf+(hy9xW&@v`kQUMdNmk$3O)T#jT+{wA%^w|(#4yU4^ov&OSHdJXc!Wn=y&aQ zzFP9iiv2SRdN#c>{dwFSLZRZnM?IRlsapOdlI_(NB5RaP(TZRa>mM+?!-a6atS_G9 z-fH`V#Yl`ED7ZfZreA{)KE-wWF7>+D=NLZ^EZ&bDEO|%Ett;vEJX=Tu&Ik9~3TKf4 zqgOzK$u*~T?T?s-{;_Y+=y0=FChh$7Wo!A0eUBvs4lu^}#@%+S#rB0p7k_#dbw$Xg z%jrjN1U+;7Y~J6st?LL0ykjE-MIE7aDc|t_e;%S0F1$)0*^c+}A55gtHGdnfIQ}<$ z$jgN^`FoYI6)(K^<|EGZ!M5fF!=L?(Ib8&xXB(&h1zu*OtYq_H@q?9bNddBCk+`~E zr>dwGFsCVO$#$WBU0EZcKLpl*9-R8Nn zo!Rp@TBBX&4ZY-Prv?A8_8a;{4doo^H4|&$3lyShN9!x+1+#h)iJ>@*-(_WB4P5=^0V9100g(X=Uf3f?HFXX znSiZfS_B+g!|65ypT$H9;bM|T6U;4epO8erW2USWf=||~*No%f40)$7ULsd~zTj1a zftL-GpiS-c^wZ_E zI9D%)sjpEM_s5{kxGHo%MfX4R2kjuNNFgfdxCU(uz<4&H{ZQK(4kC7X|3BIYG3PsL z{M6tfJOvWtg=U86G|(MG#i>iHlc?qVKyM7@i3U>`<5IiG2i}zwBgigv4MnCsSwKYC zg^o0-1Lw#So_AlEa1fb`MXF!+SV?aw$u~UvJ@WcWWVzDmdxb!RHDjZ>YVmbmk&hUd z+|lca+Lu!QEw$xh* zescZ4Ds50En&_wg2xN{(ix;e_t9t#|Gd|$(i!XnK8J3-z#$YEsEj%SE@*L06ffs{U zY44N7feMynZ99Uh-T4J?!I7LnO?;|p%O`E6Vb)Ov?xw)|ZTSEy>}bMa-?`3R5QI=sw?yDooucn+I?1X%G!0=VMKi`&i$+L z`sJQPCUkutcq)WZE{Ab2$0k5v#Z5HWOtZ9WWUC!cbuPR{YSdwLVlVS#w40kkdjTc3 zK8;2U6i;LySZ`4DoA=~>2sZrF4}mCUnLeWWLu?33+?bKMmO*>gE4S2>3j)s{ryD+q zl&}%RbQhhRkAwJ(^2CzZro7@8wDP-W<DP33Op5rz3R2QO1l{hLE?e(Zi?}bS0~h(YkouRqxKE@0&q8{Y zYJYP*JBqo|l?+JS$S6!iL&_!INuL2AK)X+&bwaXnJgvwb>Rqvy!xw+fh9`Ey=&Axr z%0A6HK6@Pc4I2BroIslWk?{AV{nylGYZ^lTxMr2y}e;<25nq5nhTp+sEjP${!};s?mI zvLWwf7353bs~dCo2rE?%0*qGcuf_W7P1}F~VZc>@d?A3w{v!0+TflOfWb-Z=M{6zn z9N+Ferec~EDIpOucKwTYj4~e}{aUvJd%~1$j+YPpCs{?De{!uo!(4r%8HYWE&)*T93^QP3sL<~c}mL1U=z4U_W z^QzQLBPBr}csa5rtK+S`A@N}{@!6Fk=9ldDbC^FzDUk^jIHHb^F>90Zozp-^%pzSL z+fp>&Gse~3=)>+Y>l7?>Ljn^_ZZ^z*odL{o>R;+(51=Zf6{o3MVN6?1RI}RNOVGEjzs_vhA{Fy04zMsa z>PvK6!|I-VCMg=hqiE~?c>%T>#OxSg_XS6WZl=C7K-(}wSF&7KJ@le}Sj9q}A6$~E zkAMBFMI$FGOR(Hm*Qb41Y;EnY{{#HE=%*Zh$~xzK_v6dxe>7@7F9hulIrC3B#~*F# zQ!rze^|s|JS7!AuYdowjVm@AdfM*HfBlJJPeS0dch%4vbt?_G|*cog1fgZiPs|l@d z)v9>d-0XF~$iL`DF$sDP432cK(jOj1y@Xd%)#V#YF_2~m3Tm9GPAb?I)|L&}N1@VG ztgcHBKi@hw&cJJzaa-@I1?2Tmv}%}#NGdTJM_=1W%M=fS14pX%iKzPSZvw~Nht@XM z>fhrh>S51^eIv`~pALQz zNXqCNKp2@P7sEk!D!}FcH8BMoY8z8{zE2n#LRLp~bfMf|QW9+dDEJG90}TSM_y^Jb z{Y7A#8H>{Q%G%&J79?ZXp6k-BNjnkf+=w(BR?`ZW_9e{XPID;wfGHwdeBznQ*cbUW zEht(exwgdTo@>-hQ{F?qXs1@esx;}*81$_)fU1kWfrKBv(J=J=ah}k|zQrXnf;c>N zDzAW8Qjv#%#W6ddM#*>NaGaiwo=RLM9smQYQ_=Nep8?0`rby^EuUzdw@_2tca%9lk zt(}nu;x_ls1am`+VvA&OHP-eB!R^V#~`ZF?@O;i1oUsOt^ZPp9?@1 zj7;*eft2vUpYvoc_zrnshAnB=N^ijeiv^*$d!bc;z*IZ)J8Q>-F)DsnU3hUX(sKcy z;In5r*Ujt6zS-TdA}(cpGnpNrj6wb_FcghwPe>nIT&k5jZd(d0Lf;MDzryiv{N^r{ z2sn=!tbMRJNR_7(N0qU}s;u0#&@GMbF_>NHl#CQIS29IME?=ampJ7zb5!b%aL(f$+J)1 zx9Wud<@(DoQNRbU%3`x)5%~>QIT62+y}mbwX6+N1dBpifG?jqTGUikNaR*{tK6X_s zkR5xv1-d4y6J=PO>qsyjzBS$Wi-iKVZ7w!@*g~<>P-WKW>0uwXsK>d-bIup~sF7ln zuB>^Fdp>ACPvrifh!Q>CHV^iqw+%E{0v}8hjXZ?75bVZl*b`8C&li)eju|-r2?C=B zT13lklY?}xZ7WRqdXZJzY*FDrV27*QhB_SR)4n?ZoY9@h#E$6(hCH(*#vr)&#)9>= zZenAMU)%7dK|)GZ${ES?*2;1CnB>Z%qM}%-nk;Uz0j==Xsui?|SiEe8OCe1!}&mryhE7YCsn_Lu^W*8!1kz#{kZ-c0w&N3+LWMz_+_~dp= zezy(>DVV>{Y?IPJcyhj;{pGfduSC{+-})%#jJ1#*evDp@;y|CwA4SLabnv>r zyb6Mpy#6nGSNmNfb1o8)!k&u09r`%PY;obZG^ap`NF5lbO&@iQOQKdxuBwL^v(ia- zmt`v|GPKEzM*<%&&LI6ANG_&LebY*w$L09;c<1O ztH-ZUB)|2ao>UTOuc*+M)RZa8MZD^~@S*E-Fu{M4pPI)X9OVHF$n8;Hvf&&On6F!) zcBPA&6JAjqKg`J(gDo@_k6kSa8MIzOspP5oYHQJ?&_S3LHUwYzxw=v@0Ev?iviyWV zs^>rO^~oPKL1BoDdqwG(5G943C_(3;5^qYg5%&vPS2lqCw8{maRIUmTIle&U3plWL z24Hs9>qQe~aFQFynLush)M!K;!0}{FBo(i(8bX)-Dgbh0Wz)I{p_X35GXp|^AeRWo z$Wy%fELkj2PHb{ltqbz1K~?;ho$X$&nK!?H;T-tY{_Nccf$bavQ@N$^0<<6@a)#In z(wzBVFNUv*lt$QCSTw(^UwL>4n(oeA$t%i_9$Li2G-YT?K90?|HrPML{U*>>i1(aT z%9?>#zC^;@$!tD#OGroHjDr_f+Bh}3FR5GWb?9d93LGG)Z5>;6sSp4nS)Xsq?f@to z7l`zgdAfS z4F&`rwzFZxCRc5Z(P{mlgNp|FGvBJqc31jvsEIhm{-Xx0bi(}`$Rx=1~=wC+$r zq?DAO2lo!+mKcofpC6Y0G`;J?})Hyi>Cyf4|Bmff(dw`k@0ZSyushkB`_GkzvO&R{S&puzhD z?}{xRiLpc7SeA+<=PPDzWq`)bV-@tX!|=r395W|Ns<&|z^A_@#uAi}AjEA_%43ETh z7MV6$UwZx*K9=d(xNq8~-lEsw&_6E1_JpOKz(lv z2O5@uj`6sZRY(v)sQ(>w)WgVQdkPM9?YGw8!rg$4fq+T5MRx-nR z*7H>!9Z3oWR^4OHAaKq`3>8hAwc@f77wnkHBUYx~4M|W|-#-hi%8f;sy@=j!8=ud{ z4qUJQ_rItC5ir)^VQWUk$Ip9v@%IGJY@q-eCr?V0jd5N~YLFT^=~Ik)P^UAHZ|D6U z{{P}fiuOl|S;%~GGT}!1HLs|bC2)dMPP<{c5C570rMpxmi0J?teOzYAIrk!4vj(b= zh^~fS<8|pPA9!L#fDU??ic=1NO?EaWOqQfer#EFO$ZN5!aon9_TWE4yK-aMlMpOa1 zDVMN11njnEoQNV^Zpa!MF6&N`ra0Rc~CG zWhVn^an{}QNL1`?c3?}1L=N9#C+ct)EoM8=Z_^(!?!n!bW?IQEEab$<@3F^n<4)-O zd0WjQupMD+YQ#Q66}D27@4TSkb{E5ayC2(4JeHT}&LY9s39Pl-A4Up>^b`VvkBkd; ze5x;$fzueNO#hHTcr7#`C{;e+RRj%|lDqq|;pDKfPfa8us9~(Zmj*Ifr2$+Gp<07* zV~(yW8$_9p49aGz#B?(k#u-GER9shAVo;VP!!6?V95j|)T{fL1SyHFHk;BmG4du(| zB|Exo4Qjk$r`3>;BTv=>fX30scyW&Y15s6qH?oa=xhVE0CMC_9??NFpXzig8sMl|K zH{c%BzBd%vsY@LT#Q#hT?bgbI51ZP=^Z)YB zTBhL*gj3uWDtni45ab zTW*i$Xo8PLd%tG(66E{eaL|9Z1h1FQrDWlaNnF%v zc!s0ycnFkh+ng{(_Ts%|(b<(NyKkK>+CVanu07Tc{lKEb4#Bhi zik_c)RYh?51;OOah!6exo+-YMTmY{!Uau=Fpo`wrT)l!Wqq-hhvSab{2v_2~m+eg@hx%anzhbMuyv z{*y#gWXI5T71`e^>yJ3jg)H9y+Qj?Hpk^11UVx9 z03EHl+Dw(Z{q-k_Ha)*1B%d?w8fO8%`lK_(f(l=?rUS(yx26h(%tiKv? zZ*9f!Yy5z=v&CBNm*&Wn|5E^UMWlKFyghN^cLcp?I|pxc0@ddsiSP@z3gV7a-wUB; zA>pHP7mJBd82@oa^0Hu9&9rryM&O-9v5&B>!-^H*<#%BEoHYJ|z^32`NlqR6mBp;<5)jl zWW`vO6*b2hKfwsY<=dwSWN+ePy!&GNj~%YIygScih8T)CL(U*|Q*AQI*ZL{)^0Q&o zvU4s*{DC29THf{NVyJo3N4r8}VDST30RxmsgL<+kk|V-~%%J#P3!L@7P6$pnt|GS_e?E2k zWH!xBH`Ld2ZE`jleakJ?D-)T}wJE_e-lsJzV82xi3klt}Rj zpW7bz0iF=EWHsQ@QuL-mVW5Q_*maXP*C*KrgMSf? zz_mkd>LZ-hL5oJdsWzBIxd`&OlrMC%lg+qQQ3>ZODd<%Wg4V7!Sw&Kk_0Q;I`UiE5 zup7*3s*$=AlHhtY5pR!hvwImqVXs6r?#j)#H;=2&!5y?eQI->GDWq?+-&9Sp$+cZY zb+_t+B)IZ|HMp(p2@rd*hbtaiN!jd!F*l9-1Qb|6pBn@z9adf9{?@v3#aYZ##f`FX zz&6yuRjD=n$fQ@orEVXLlU3+Z^BLQtpm2b&exLvf((+ZcX)3Pj3>E4dNRoL^C`|~3 z_SfuF?z>NM{@k*C6K>OBNQ|UotZDSr-Fe#p-~^8*4@{mwdyQ? zyKhlilD@%R(xZLoZqW$pTD-!1o&=Ij2n{L$BP=g!*$VLJxR^_?^z3lGA*YX5>sx=b z+dOx4XoWi2#&n*2XBijSe8xggYrGJ@w>30cMZjErXKHll2kRy*l)pVx*zEFB{ALS` zFO0^02oLmHtg?HqlO|=a1dQy}7BRSUO#9NI7kQ;HyzuWNlk+AV96FUGTYY5W`F)^I zJ6)`vD?qBm%lYBxfZInFi4Y1eTAdg1(L8@G?!E=>feZU8_3F{{?2+x*{GTY`gg4*u39$njc;VI{sttQ=XG! zDCY?ir&cBR9J^r5kG+W4rmf4A6U3ox@S3398bPplz;017kjhN2#DI`@qe|$^_WpGj z^$QclN1%bW_W;d^=TJY?H$<>wg}vpv)fh-q?0KXjZc(EWZU#w02mp`)O?HB`K}Rcw zvWCM03_g~rKukwOten&9nTyj_~QoOJo66#t8fehR0)+vpdL3A3z z{}})E^=K^ZN`E4yBhewRe{W;Aq4HMa@uN4=DzXZqhkYmWGQvWMACUCr&fV7tyuuu3 zRAvH}`>b=^yYmbZ!uMK$ z4}CQ;fccDAUJZN(82au( zx=2zkOUm>7!%gPHms1^GAkVa-g*aq%$a=lPE=DjeJT7UAt6?g(2c-^?#xUtD3PYVu zKS!#2o_EicqBf@2DnAH>%s#G}Lri2)4iDd@9T$R6b0hYiC96TxqRGEqzkOEKE4=sy z6BhH;O5ycbv=^H8&Xbt{ye1FZs~^*MuH-8YpUvf}dDO2V8|{RpLeAyc^|8S};7{sptgb8r)GmX<k@ll# zhlOK*o~*nT!f@5~^<(vF<-y=5kwk`ivNVClTHTDG~(!NtDc1vew15MPSJ{AKazD{OSWCd-#*y!nqYbrCnFY)4Fd z5bWh-jjM=znpUU4$p~inia+ix1>HT-{FN|(Ge7GF4b%S z;TqVsJ0}m_0o>d=d1O0hmbu|U*k02(=Vec2%WeZrm!v*}h@`pJlv+s|OH-W%&aa7H z+}+jFfX`Zyy}JqDM#-BA3gZYhndeQIf!##-rWI`{-a>8HrvE+JqQ9_W8;xkPwE*Pb z&Lro!O$T-4F=eJRvu-!$sZM0`m9&{{VgRwDQnF#ybmz=0Sw%BpRslS(wB;WS=hnT@ zp2|ZAeI-G|^OvD1juQ=$wj~O7k4}PslI~?HWpyYr)jOYY zG3EcnECZ{mSgdn>L&bqvx*D~d-^)!~@`aOKJbtdvV}f1Oqn+6kezlhihWnwwwsPuh zyzfYPvl6%SA!^m{+*Xk%I|(B9=P_11(19kF2s51D4;`1ZdZC*e+`zEO&j7~u5gw5c zzVW~fxz^*uEPT}7f2Q1|dk|$Wf~G!RtDE$U9BDr4iaZ6`hQZL|LefMu_MRoX`^o@FJ6ekT^qf+TG#2L4CpkX+?p!yRhGr@_*#s;V z6M3g}pBOK+FSeu3v?bp3c_Q!d-CbHC`{q-_<-5mQ zn^JwAEN&S$lBx#T4xn!XQM1b?>fm$qaKqOxctUF4*-#tTa$U4)<5^=v#3lMLsxDoxsT(^r3RGc`ZybOF=jN$TG-c}^=}^rp0QFpVBor-9TG?&11yd5>ls1FQH^q3*N+(Jq9^( zuD~m7Em?BgGwn%*sCLUwff);Xij|E-xqt91FqR?6OTiQ>Tszz~TCEM_x&<#oJ%o@y z7!?=Gm~~pFTUe)s&o6cWYSWnO1u%U;=sXlgtmzMZ?@=(mig8EIK|(-J8CU~n+zA*l ziUuz-zIV#X$(S9O$eeVpUSzMIR9?-0HgzcT{j932I&xPbV~s@UJ8NGG&MJ;qm$Hu5 zPsM3~{d0;1Y)Lo2@znn!NpK@p{+)cX+hZ(7h@=>p;}B{NV56uiXQf<+^Va8C;Xq z;`NTR9I~0(Q=pfIm^%C?^r}Zrlv!f$k%tQ%3tyo|U8NPQ`}CsJGPku*XIF(_MYxb@ zo$Iev?p^KK?t+_*T>H9&nO9Tbam0aU=i^cc5o^5EaXs<4Fb3L(wwTnzYgXWzip&WBD|IGOU#t`~fDrqQoH`s5GHJTzcxiWtrg z6@f=LHP}gK`Mm2v>4P6KJ2jdHI7sXHJ0Mk>TKohrF}f3r^3v1v;X)@tkvF#0cCkFI z*S@T7MTx$_RI|Sk4=+Nq7@iVxdjQM6Rox+&8+Mcc&<>15tV9Mdn;@W^oMU`#l0FCl z-4r`>c+WmAU}+q}OHS@lIbp3(+6*T9uQHY2KOAl*UYi)1n&4=AZ}|xIyx8h^3^=!? zTP?|eyHsA?;_+Z5aKbu&gn#w;AF-TFlG|at9mK^&Z1g>;h@Ur%c=%yILl5dT=;;(G zwOP8j7+C@wp)-g+u;l6ih~eT8h6b||VxjfMlo2|6G>79Eqa8MXI%2JHj z9qCifZPo>IkF<`z+F6mSUql=eZ-ZfLhFPJPf0*Ys=aX&B$f8_^3}N5m_yzsFR}u}* zN>fz+>HHUiaQ+dBCV-qK15&sf5yxHaBHd(g8lZgX_=I*>sHALaJ!Ouh6Zb0(eZu`8 zP)Ey}laAE7dE4}=-B*irb^g5_XJX<$!9|tnK7_Gh($Dt~vK-K^d$4 zwuZSW6r?uVII+)pjj?@^7nYe6JrvlU-vn0lT0IH!Gr7{(lQ$U^1gz^|uO+JnMMn~- z_YKkg3N?zd@Pm-UXAa+;GaISnp3|u|Bptvk?9Wsdsh{!Re57 zr0{CFDl<`u{kJPfuO(iJc}-*01eY@k$%G+?P6_A(Km0-?48l510Ry>~qrhxEK`3yD z?QEXx z3b!ka$$jyQY9aA^ew`7FsWKGsw*CDR*UTDS&bXF+FLsJ(sl0A)F}IKTmn--iJuvsk zgPZu+mp}St;Y;*TiH<6477*MZFe{3Op<2o=Se*rdVMm}IWhM5 zMkkxkyDmFyZZ4XjlOl zT6$Oll20_a?_l_7!nH7!!KeINg|*6)?6e6FxJ=mHT(S5z5+}fLuP4>aZ)df(IcK zvxA$T`4~j#qYt}Xrv|C!+-!BL*V{@A|KX+1Tat-K4qCblAv7$DK6=x}`wKF)joELe zUwpJ{#ob|TG#o8y@D7xOX3`Vuqtazc*~)Cg)O(TB>r0w81=2>j6z#H*3c!gY>XjkD84~LdF*v57KIeSAm)tMe6_sv>fbmWyublwobC zG!WTanSiK$_4vb&d($OysRafM?sJ?F-z|3x(aO9v zyq0z`j>qgfQpNs~^cxS5u(vfoHE~6-i!kB+_jX$aYK$3mf%06cTZLQ~!Vrs2VOdPi z58_8-zq*xk>y--_XOG@&w9> zW;HX(jD;XJZBJ))gpQX5ynA8b?aiMwY3x1@%SpY4Ls zpqiCwDJ3HzoGr{#CKR|N*{7?dcCI)J>l;Mo*-Tbh)jLBu;rEZ&h~GkPE`*=cwey19 zr)Md4RmVAC4goxRtJIpS5e`7d5}SKgh(5gSrbTdqgL1~JXdu+s4>?2MU}#p$ygX$! z0{A;=EqAn~P+h#5LRC}fHsZ1#Oa3M}jXxO*4`N*R2_aVzG{llGVNI z0nSN3U|&%cqMrl~vBr97JYI+OWT3|xQVGxQ)m3CSJU=i33I59@X8SPY>J+#}_SoC-I}jp?^b0=0wip))Bq4>(ruVz-pZ0eNmht`F_ifK$S) zYWT8b1A>xd86`0TwOtsR3$36Yf8(7Fb^leVs#da+s$J;0k^LP+ikYHRD==*KH2GQZ zUmodu;?$rm+Fn?VGj_0|*I)jlg+lA?e8js1~j4ZzfwoxgpHlxm?Nx2Lkxu zMG~A?A~-(p3FRv43N|k$(r{GdI%x3Vfby33VV1Uy2UuRl%0udoR_30UiyjR|uY+PM zcLf%6&^Qgj-qJ|+HA#+7Ll_Jy69L}~sh|F8%=knIHV`@0`#CjqB;FFn6p8I4Sst`}hVI zTwQIjPVYt%X|foLSLD*%THY2qiT2uRu_m~P#X%Fno82sHDKaY^7SS6?q08aDvhA}f zKQQg>x4Sdnnu~$ZNhc(X{N7c9t?|mKRN6%QpY)_%`90B;A-7ytAcB>M20V90p^!vU z_DOMesS6X$IZO0OKOs4V?0V^k(RY^WNaM~B+3+2Ga;E5i7|U`^3)F|7E-m5$3F z(xq>H_3P2hk&prqudGc7iJJ~weX0rSn&E*C@5jZI1Q|3=atJOil%q@U^?8l%lkjG! zSh(t!PsW{p)kX+58`fx>4Y_#?S|;XZ=2w7B-qhCi zif!1A=A?WHMs+-`s{LTBcCwc9L2eY)3Ua9|l&!2WKTp%QW#{QT*CW|W@Mg7uf@lJp zXy9x9Q+~``T(p2|fsaHf{VpG!X45!CUM>#HQ;s9db6bgy-||a$^U8fg^hV?AcRHW1 zpDDr215&N9Wo`EP9gW1^pk^BY%eMMsoK^lLN77BPBe`ZD~ z?D^@REtPr?UG{(VWnngUaQ8~UPwBj~N<2l_=q=Y$u?0|ogD5w*k;mfp=(jIHMC~ox zm#A2EP>$)FCbLyO+@X^gE$Fq6r))7W`*S$celJg?p5A$4ncl1?T#}!E(U%^mQ@3vb zfx1Upd(2ridPp46AFGXTwnRPK|HF<|Zcr;kgz53Zq$Kw~fJH+TL*E+ody?-y=%rn| zpMaJiJhcN?Q$A^5>4AonSJd;L^RrqS_ZF)pntmvB=MmKHkfD}Xa+yprZ5)@XQbby- z^SAkpX32OgZ2&ny#=q25PPf6dHe|o~zF(0U_zMvL>s9?^Y~Ue86cD7Om!#Nupy(&i z`PB@6_Dezv{LI$(2LS|QijwY_x>w=7j+aOmi0lDr-DL6S4)NACCXnb!2SAy|^##D3 z8R@C?jx=p&M>blP8W^|NKU0Ub)oB5>{3phklmAgLLNKeNuSvObPwu4|D+|&qj!{2_ zM#l3^bDGu!iuLJlCy6%=s&;QVgVXf?fj1uUU`cOY()kQ6Ngg9bbbse7ok88@iQY7Z z(Y(qOlxQ{@^UAkNWJ1{LsXddpzAB-o`#~Kr0r8yEKHp=BlWaUTxsC~@Wy|s5^rfbU zBgwm_&(>9g%4}jw8^fPt=f0%t*{Fr_FxfX~cXqOyBSO>^PsKZW#~Vm9 z>Up`%fO)I)mxbOyhz`mQngQtGs2AbjzG*lfB0wk0TT?){Mh?t%vup5Uhi8VB0FLr- zLZxA_JcS-#@=tOJ3QwVvte3tLePD>*WV$FleM@GV)CHy(_jwGoA^3|h&!xh{%d#~? z4_{>G=)vh0gX`S!C>tSg%X6OxSXoHvbbpE~wiP3a8U4JR<;wF2-X$k}>doW`+ltfY zx^|_cWfV3#ltB+uecb&u%YdNEa`AgeliBq;t>9_x0{qvY)Xb6_4zPEix zas60L(4>Pl+=n?SxqA-%sWQNuh6xLpv2>bzX!7`**eNr3SLP{J;jcz2C=Y^$j7_XJ zwKrq&Z=bq`uRoWCHPKqKnkNy4Sdv%_R3xc$DX7J;e@P5MY9N>RG!ChC3SOus#evlf z#ah;sXd(5F0OKt9(um0Ca~6-BZDJ>zpCAAyuQE^WONZX`SRZC~;)OlxgWIbdD8;kJ zQ2fI{4^_OlvbSh*#!(ccOis!x4qQC+G$?0;?8>37wM#aXr`;65goER}+>gh~NZLC& zTXQ6Tri~hCX74;t)wW#2L3Hui&mAX8ZGg*0Tw3x z&3Lm8b`Oq6#H9(czR;2lPj2w!z_Aw`4C#Yy_kti9&nGALa&m)}kgzX+Gs>elsH{y*Fkb9hC$+Uu`C4dKHo>tvMxh|FTj$2>B8bUgd8gGiK0s}X zpqwILhS>S*u*5j;k%9kq4;H6@Wlf`JYZ-Kv&>K2^1x76=duZ?*n-*@9c z@t4f8H0<>|)SqM6UA4Ko^>3-JD`e!4!e8E%%_Tplr#nBq&l;tT6U+(NR-drK1?kj3dkks&OG8Ss9-+`-hL4l?ffh#IR&Zi?&7V zo<1Mrc*@8sm`&@$1hKp3K2SXYuZ?$u51lVbpSLdmfRo3bazj1yR$MfOZH)vSZ??0? zc6^#~lVs@$rUh4xiHV)88Ak>(7?JkU5THtt2YT8-n8j_jKxS0!Ned>G3ayicwJ*2-v^eBJEhiEr?#pM1*M~y+6%z&X@8>cfUq%*xP!7Y@>pYK?F zS<SnIc;#qiuAndMhCvhva8?ifByfaxp4tg6yc3B7&#IE1@Td0W)S@t|yAjBm zOx3Q?FsgvIWO@+=5Of&b#%9H^F={wKr+*qxL+!F${FrY#W*Fwie~k9r>4`~;^Nr5e zfw#Ca0{V)O@V_L2wy7{p4>YyIc&Ch58zzkPnxM<9i~8+*{6n})@G&u(U5aGd->F+h z&!2W@dqc=VC8#E7lHpbv?wDpJ=OMeXlruZI(-pi4$ruSOd_1zWh>kUjasENpnJM_$ zasNfOOwmCkn8A9`==fprsE)+WffSmi$qHQ=O2fi_^-e3z15#3_`|)j1gBqS%Q=t)l zw@Gbt#BS?y88Ps>jb&BG;=s1lGd>(h$+QF@j`4YkR1AW-e4?b32jP^ToJ8q+*_JUr zHKU`Kh%#6F<}nHGzen(W=9uq!N$VY4saXllPYC1C%*BV0y39Qq%I?TT3;=(e&?|dC zHZ3%ySDS+Hmtzbn$rAQ0i!5DU5=EPjc~+C>_DW$j01QoWw3^W-h%iI~KS^$<-d_=A z=pXDNfUeB(u;O@CRk$xO&&T+qFQ!F{RzU4l=ID4wkF0gA7^|)Ar9D}#GcNkUxcF#! zRo@TE?bLSXGf`?QnJ#@z8Vka_h*iSpa zK`vd*+`+4uHg=}t-7hUAhxR}fBx$IOL^<7I0YM|2g@B(K;(G|jBzWg8g;Lp8uZ_y} zsf(1vsY>|xM%q;*5Wq!@zY`2Mg>w%I<0GG zx(qLMh=T3Hw8yRm@O1z_b6DOXb`bYL>UP5th1rcYH~OcfP3ti zD+xWDF;VvmOQ7MD&5AgmECznu{a#aupy6p9->eGP>x8yz)J|xexQgy7=??Y~YgoyP z;|7dXm(fzK=nhL`tiofy7v4>IwlO&IHOS0;caRTH==$d05Ari5Pfwhpk&rbVyno|= zB`ei_pwiN5BY)B!PXM?vAc4`F2d}ECfts8;2CmDwX%w-`sW$0YA7%Og24(Fu&ohoK zNcU}_!CF1gKso`dc9;yI7>FhW^{*UZx!#7Cmh#Hf`Brf-wG??$O#!KtUSG{{6JdtR zFo}EcB-Fb(yrG=@*o5!ExDLWA7M>~ozc&jBzV{FP%4r>dWlP!30wKY)vtw@Yj9AeK z%032A+C^%4zlHVwvD12;Z-EG&Qge6Gjr<7#?kft}4$W+uiOWs#vT zecev8jw@g?{3wOIf6VZGQGBfQzncsP430lKw#JMTEdQ1h486<}RIgqSd$SdDLfG>VK`f(OVjDpLRyJ!rp)n!-icuop|L=07m|Bb zrCczq_s0B?~O%NDZ1D8`WI1J2qNxZqUSPQ7|`;#aEVQY5DHa64fpU%Iu zFybDjIS$T|f^#2SQ`N(TZ@baMti}$_2d@0^J-M<}6fHpY;d*uW2tKU3`$`e^-G@!} zs{G~N^9XCPuL_u=XyN?s9lwm1PSb$kd?cG6Ei#l42yIKHOMtz79-|y={Eae<0*(I- z9Lhw20NlNkMfoXQ1CsDz*I2&%bvk$GN}zLj^2*tBI1Ooz+2J~~uBVG$Z8NY^ZB?BK zC=_8UdZ^VJ20zq=*}mVh1RV7ygjj6`=n`QwEZ_|EP8iBjOg*+ZN(S$q0CK(5$wU?n z@ruw<8EIU?-o(IE?>QeEehNjUxp`7Y)5eI^D-XH!I?An7D_U}xsEgid@d#8Sk`JYi z({0EPtSuyG5NDcamyK`-Lp0BKHag}27>mGCPei?PLCrH%Mn~2q6`Ds><37(g^cUki z4u2g_Lkqb1a|OC#Tie8r$HU@3*Be;@#%!S3=Y4`An<*`l_^5W5o}7^@zP%8s;ZP|9 zUv2{Sw7?;`px6-)j-43iY_>W_1Br9#RPZN{4O<#F)8#1k8^CGm zivaV<6ZT6vyva{L5DT%$0K3J<-eCyf`mSL8*jJEfeQ2Eh z`{-{lrW@nbsCwsk@OEn7^7V?jaHvXEz2V|MYNo_MK7Fk{JYe!#-8Pt6V|`jiM&5y8 zcz=3J)4z0yW})PY*Cen+^*hAGF>PmU=e)upi@DW zk8)(RWwqeko!+UIyB`&KR60(;q0qhyxaF46rB|Y)i;SJC(FAgbbmG$IdSFn7DUm~` z3S@}_y7ipuP`p0NP|>u*$T}Af)LnTO+;sfoMePqsfY=^;`X?g6R}{f?%U;>nmm$b- z`ptZh1H*@e#b#`SzKwbGcfpTr9S1%Y1U%uKR9sbqSB%}^#K)v&YSE6-Pj7lij>u{8 zA90DJV-ahR=OZ!`0Pd1trm+LMbfoo?zG$@S55UQ4-Pl*Px^bKHVXJ7f2B;H9n*1TA zCt~W4%nR{bEMqAeKGXqfdxts=zk-uf7pFsu+cm}wsR{m~!q?+)b(~LnF}eC~aQ=W0 zIJ{ZcPqg*TDY2CO%$7E((qSkVq1X!FbFKkw6vXS{RXnvcypF4`5=alc4J58lLVfrB zE@?xqzU7kIcCc~Mrdl@!WR8LC38R7QSOfw5%}@WGRWZU<(O6)+bmbmaXUIx3Xu@8} z=7!kw<%O?1XDj-?IXQTu%xQ!er=hST>lUh)0*m{g(PfXR&N&_`3H1XyZV@hc56Mj0 z5bQ(MJ6uppba@}3dM^qbk#&Oe-SpD+cwy@iTMeL1%}-WU1T52X!DM)T$3*(%qMrZ< zIwOpx-lb}(lUUMIGcf{e*Jq70B{w96gE2Y{gS#m0%t|!53CVto{HNW9M0$YnyCI0O zQjE1Q2rKr{a655DB3ut*=Ss8eT3b+jj|rvOSWE7|Ei5v!1#XrW6HB02QMb>^T82AL zHujlj)rDx5*L)wkJXY8rH~1Ut+T&g$O`VUI|J5^9)vv7b6mjen1 zX%gl#i`&pynqME`uL!G=f3Kcjolt(J=x(FIx(%PuwZAQ02pEZMHVYSuV`aiW1X1go z7uUbjc*wyYr7tgknYfl+l~+q-SSwMaa}f6k;X&OB*7X{O1&o__6J5?{B&i~m_9g?H z!dY7UR0$+*uco*O|IG8nJ%~^N0l;+7uOaFs*Ft5&jnn`0ad01uy=hFA_>H^&wa`C6 z{JNKwEG5UCTVRQYfO`C%OaKWu&qK6rVW)fnE;bCes#^O;qhZ~@TqNNIbY8FkUPR1i^^!$i4^N=cRQOQC? zCkM6L2O&?Ca+u^-FxEn@0k%)W_rXdJY0aeq=vsbnT>v{rj^H4ri$F(Xj%7tu@NxyV zOFsS)4gRVRF%9!)b4HX(c1C345jUQLyD7rmsxO zlw-xm|MB4JInn^U3kPX>YBC`&H~+;Ln;X5D_}sQDDo$y1s##{$Pet1%e5}h^B>il~ z+EvprTx=H;U&lBLSV|o9aO66TgWOs~8jnt*h;K|yI*^*nt9f1qqZ7I%u)CK{E$D6} zy)>fz1kIDVoKDjQdq$zC5om~PSbXDwy!fLq)Mtwp{GD||Jl$>0SDfnJ9Vf0vX8-m=1#$E5pFz8CU+2G`X66EQrfSo!*2x1| zgU*Bn-MW*|_YsyXPJP4fMZej#uA6q;?kCrhZ1wsrw54*3R>uPCCIk>QSknxqBy}EGBF~bM#-&J)q(|d zn!X_6LyzU3(6ts@=81x&TaA@VG<><4I(7gd5-BV&Wo=5=M#=X^L(>R-ZnGkV2ic*s zu6W$U4#)85=MHr62sLknT%Y^Sd{p7|naUhFjC#??b*a%_{=x*-)b3SaxJM~x7?jTL zyo@ulaKRFJeHhXM{pBKNM25E-X$=8BYXMsV#2k#O70^%C%<4$|lXfbukd6YHj4+Q0 z-ZlM*dcI4BITjN+zpjfp^#RQ=84bnWp@D^^ozDl|)&O;##WbG9JS~VZn00-R7dOq| z!2OdYU==`!$KdS%!9*S8OYateY|CjmitG*K-v&hn4l9kR-$N@JfAX*@x&6=XvHV>Rr!N4Qb!rwp-9SQGBFV zH5U3AV-7H&LP<6XmB&^o)JQF6ioi|Qnb*Axcl=XD&o4=mExUPd*;NPfy)9}5niac< zOXP#*gt#tc3Ts3LAxDx)V2k$9mFznu9O?EzAkuOJJIb2WrsD3|VK6syHa-d!q2bWx zHEP(?XDfuuV!q?RCMQ9&mC406nBoQxF24SdD=_40^Qa5k+=WG@l%}JRA5-yRNUA71 zR#cMF8n<>5dsu6wu;7cJ6%4t6+CsvMQWY)`NIE%o3tnQ(ux7=0_>ko1N#nvKr&vMV zjhKg3Ah9SXz9^Amv(BMTLC>nS34s*hYM3dxVk}-^*#gWfXg6=+eompLW zzBOA=<7`!ts#PU53xf(3r;9C`7Z`iu3Np=F1OI_7a5ALd31}Snb>`pRXsadokpYiq z?fohbt9GsXUs`L(S{KIXP0sJiO>YuYnhrWQ3sP>A_t^xsyl_2xfh3Ir}s^>7+}R8i-5j zdmS#kn=I>K%8MoC{6Mw8RT^{1u6JSk)2{7liiHfQgd z?5;i#0%Qi}@bzML)L>M>%zRPWQJtw<{<{F8UjT9BH9cgIJMHSDSHt1EwjJ~BfdGnf z*fpafzVP~rrwrcPTF0bP`?y#J4k@cgIHbpQ6iIqUk=NP_Lki@W1KRq6T(SE@+f!%# zhrRBtrhb)BJ9!sv(kOU_=Up`R8v2+=CeHm<)4iQ%UVy(ykIvYp2FzARt;+_;*|(c} zzN5zu^!&$OAdnRONn30c86k1wpdjha&$-shwR~&nSKz4PX1AE>Y?$O6I`~L0$Z)sl zt`t;O-k3hxS`WNg#!a}WBc|M)+oNTe3Rj4MoM@>XQjsm;R^>wpjT+V%n?}oO5|FbejsyMl zl)M%xIK53S;o$5U;`>Lz&pA>qni29z;laKZ9-K zQ-~~eX!%dmnV`}Poj`B-k>?UtdF@rE?byL~_|Q4`c`4KdiI5ix4bQ;8z7drw8WHHa z&Yk&O;eO?g$e9(!eQvK$Xw^G(w>zEzNsSNMnrfOCg~&SeZhKdcE{=+!Y1t~%f2EER z-DkVMjT6Ln=K%q;sj)p3SXL5<*LmfC#$};+`L0*v)IdvjV2K^)CB=eWx=^$OSLB%D zuuMbxR+L@drl(GMJ=#b>W!%l1InEMIbyDVYO-+-hBY%SFTMo5(Ss1CQMWm-7qWX*&uTg{H1FJ~y1glZvohflV2%p(cV712KrTD6!}h)TlG z@quOI`O~{s_1bmeKyVk&28}s`|v&QWFc;mgHY6r|Q zOiWnnDno4&Qql@$H0bp z1nK(q={{=Kt^2oUv zwNDKRpKzCtyHoc%uq|*x+-RvT&6gYy8~R>L?BU^4V^%_+okzRah&Rx@tBdj>H3Xc^ zwpnWtEDoa)&IB+pYyHId`vff75M>|1h_;JGq$+%Ji*Dl_nKWa{s}xqLpW`_s9PkgM zl^NKI*cv={DqMHgso6t+e)aDbzU;VYKiB^A$KBUt^WfRkM3&Lkv?Lgs99zt*;#PaE$ zU7+HnH9?)60frm8 z(^@(pQE)HLGkG_LS+yrFLPXn`V$*uFIG+c3Elpb&*I_BR+?Z?TRQwwLvGnPz_}j}- z@o6RYJCW0mcRzyUoE%=O@+svjp+Q>OQ)s|*%4Go@xOwJaI?0mr=^(_{5Ui$fa{o9K zeiBMl@TTI<*g^-=QpxJou#iv=+v%e(f}iQqM}Zx0#gawNhL6E%X*RU^@(H)61m@Lt zYj%M8kC)~{%xJs4&MFC51vGy4)UC>pJ^G8$9tlrqEUo;n`Hj!ZP7>B({w)$pM(W+; z5PA#sYys2^O6ZnlH4WPZIo*_2=Vq7RKC4UxSlqCaJ3EavsOi3D)HD?t}X=WI_ zT3gvN#Z}*AJhPj@XnrT-$8rH&+uiboXrl9WW?dP%6M3tNmwyZEVHuf69 zjnCDfh!b%LG&xoHGAk_B@87}$Acg)b4*9twc>&K`MR0w3Qc;JKf*x>!{P$VDEqEx1 z7ZWsex@E}%hzlEgrRS}rEW+nLLI5(M%K;*6cQ7s;>12ipX}`68Dovn&=B-tOx5w1% z0csRf&!s~U%unWMLz$FS%RU~ z4y#2@l4kzlO-JSkD@sZUH`Z-7t-=_w(woETcnq83pQq8;3<~v~bK+;fT|c(C#w(5? zA9+;4KX>qz0c38}xTpy-*AmCK^@QjcfoneK%l50@n)dTpHf4Q=grVfAxiCgvtLa#* zw|gzzs^3T)eH6~E0uOSLp?w>G>iX^+hEX75*wK$6Daijj?6LGh5(VaP_NsmmfyMoH zlv(SXSE)%`b{)!;Q)SPU138j*eAFTbBe-h}DQB&LK_s<`j+_d-QtuzEr&>(Px0Cmr z{Cw%A3lPOwc@G9p+zNG(Q4s$gXwd|BpvY?bZAIcN+!pB`b-2Z-;>I?s8V#u;Fv1Q$Umz`qE7YfQfS;F#AxbEU>$HqnU+EfmM+dOlP43`GsP&K()KX_ zJ&r-%MzdJ&(A+~UklDZR-YJ+&ZbT)lnp$BFMYYi!!z1be{2TIcPOQ7vX#Dz|PP7Q` z?jJ>le#0RGbwHFyr(E2K)HUxRI%)Ew3AJ5^L+K^P?`8Tr*-1ed>WjK_N0Dc*pjeU2 zu2BHKaUL4Mg+M^nHg=3OX{MD~d#psktSWKSqTV3Ov@E5S!Q?6{kC1_}ZAV}2*yoP3 zt6q?r^G5M36MPuWfT4er7f!jp8sm1oz4OFuvaB;oRjR`9b;rQ8ocS^N2o>s!;LwVE zZ{=&;-YL=zm0hPSmfAn?bSH%sKxhAXFTd2gzE9ACTd)CP{4G2ysZ z7)5WgkU*zf>wRq+&Dsduk3cz;@Xtx%=BS8L?#(FzA$(IC+RBzs*~HSvq-l1-=Sgs& zMYz7Ivk}?GgdtZH3E;f6XNFxrZ6Z4j?tnPWCqATzm6|qn3Z_os6}KG8qFEKX+JxbM zk!hWxPm{oFC@v(iPW*#)-tHOIMf^HpPGbb-1mdA=q0RTGpMJm^6BcUiKTg_?1YJ{lbW~! zE3&oT?4vWws84lN^Jes0dW7;!j9JXNn!HY|Ft|qD6R@1YjYgZaCFw|Ia0Hw14mhlb zG<$iwxI;F@lmYJ9(*S`BM(_Rr89CN8x$Eu4rS!d{B!ZtlMKJzg@Zs*P{831*$d92? zx%?u{7!g7l&h8;u*8GblJlj^@XaCKhy2$rPA@}#Ef+n*@$-wdhqU&lG^G3ywrIkkP z^Al-rGOsUpZB}(2re*IdC9y5+4f8%0B%AKe`~P`*K{LP;>6UJM2)wUlpX%;L?G|7G*L0 zV!2c~m-d^f$5$rqSJYyNHJdIiN{nHc)y%_KvWOGOPzByU0~EU26=AuBT_iRG1n0p^3wI-svR=BFG4 zhf#Ao$Ny0Jz1MoB{ac>mH2hl^gKt6Y`5Zh9Nj78Z&{GxSZ>IMRwlRAUe_Y2bsY(nJ zb;TRBxQU2WNeA+YY5#BK6@{}N!4x^VfP%&HOi3}#M9SBKUegtt4FzFkdBUUzrRJV; zpBSRfDoA^!HJwD!QLctLbmDcdBy{Ex04=x4b?s$KxBwFqFRLn{L{q%P7}zkG?jdB+N0Aht?LSh z&QgA&;YyVssD$0~3Wao@E)7eA2_C)}F?eI$+)W~niZ|R9S-|y?^^*}*iua~vSieq( zY>YWuN#j8XXt5rlSe&OoWTZ$Wj_MeJRxwG2yzE!SkV-X!WGOh?j7tzKW%@6;j`c+PgXl>7?vHz(LgEL znV~8T!CiUe{gUJgUr?3mu%YR&AG{N8TAR8oUGYCP#IWL;^q+qv8A8bq){&*6ZhC*C zwo_{SWs>R2qein}qB?Y%(+g0^&*fYFW~MWbyTRMH%hnXp5Gh)N1|5JhuE4hDqBNJviNy43}_qq7WCYa-7sfmLhHpr%|1C|P&5yl_pMic zw5KG)du_{Pa=PE1wRS4?FE}I^$=+1Ak(A?!-xi?l9-;YaRi&FCtPCPbV%6(pR6e#n zssN_T+y==2ZAn8+ehBO*)sSt`dHw+R9+-wk6E$b+?pEY#1Mz*5e9ee6{&nqU)1X@z z4Z)w3zU$ND; z1<^N|E9HWY9ShWAL~NSX4R@4s8ml)P%ri#&(H5uwnG+rOt*bpAP?{3 zROo`OHMwdlm6?NC7F-E8TjZHh=jowoC@gxu5@hU^JR4PN5{Ra^%25ljTA-BTwUO2| z#2Cvu;WAjS*Fy)%%Sp^_833Ip|2fnk(sdDdI@FoW8jPBV0#*-7CXLC~*dR=Gjtjij zb_Hh921JgtC7istCgqn#+Td;X*^0_IA)I+G9w2@!InztSGwn~HRI1Cih`TA<^`<53 zZ_wgr_4BQ12wM&hxR&bQrG`VQ(E*okq3*VT0IFvJdMr&>_N$q5z$`F5|3g0E$nx~@ z!9B&lc7KE9DiV#5xON74KpQmD@P97^bx_aMF%X4pMy6a@Uz7H^YgCFP+QFEXkkgYnNabW1vy2wcS_Yb3fSUHfWMI5j zwVd{qUO}MTUXYf+QgEHPOQH`&a6rN;LTfb6g4hil!w)PX7nfk(l|3sST^{U3l;B!^gGEmtv)jtSbyY^D}; z+(PZ-*#V7|?kwWgCgsxuo*+K13vuuNH^|eCGgK)XR(yLn?!&!^#-S4p7}^@ZFn<_91}3x>q8oI zSv1EX+dMHRv(Xx1I(0h3o|WK{uF5fel8Vu|a75((U6wDe7{ve9b@~{KZGqm;a0BOA zHj@G9CUxBcC;0`j7KJ?IKOGG$(q>hlpPBgME&c6So^JT+08xvlqDihq-1U@f*4^sM z6IE#Dl7pokVJ>uGv_6Jhh2T50qI>|nQk1j<$%ssxq>M)vd$1X-7!$DNPQkaee;)X$ zYFi?Yxn>FLXA&&~Bhf|Ct(hM`cO3H;*kN~pmG9?ZT+rsC4U4p&w7(;Z_aLLc-P;jz zs8hf1azUJj%XBuvJ3&4f3PSvc&pN;n!#P}&)xZ)(6}{&Md2|~bv0JjvvTd;f8@)PO zU~*Zjf>D01Vu8$_`C#B9=987O#jt7wN^u;V<+!?Jc?>fV(wg(X@}FH5#$TLFU3I+7 zAV7C*x3oB!{$iF@E4_3kMwSa4moggUhHqt$DYlPteV#m*v2G~!8E8KfS!t`Oll71v z9>;Ivm2$49QJ~mJ|v z>sL7>a`v%evo-xabdhuWCmWpqx`_dANFBs#l8t6?W)S!piDg z^gt?b6&2Dy5&*$x(VddiIJZnA?GKT<;Ud6Kq9!dS3*1*2=@cP6H~mioR0Mp+;BRde zdjqae-Kw^vH0aWQu9uliz6r3`XDS%y`&qq~-lbB{EJPDmgMC~eHL~eV8)jT!!-Gtc zEkS-PiM-WTNm=B6G5gGo5bxd1JX(sO9h>EVX>i}w6OY^cYA@eOE5C;zsYlEgGAEO; z^38OMj`4+b&)#9R+*ZfWIPMFI9uy`P{HEG0jM69sG&@W^Jm68#hB+KKBmOrDp4bzA z$GH8~IRS2s0BZMAts1gvy}P2>G-}?0GRl|2eap%WHkLGJT%S8S0?FzyA_R*eiUoAR zD^Y9WWx%LQex&3WO!x`v4J|o)ngr5Aq>o@f&7Fk1jU!aj z5|95uYzPXW${s*(&xMiu7vhYgpQN#>PPqWC^B-eoa{`h~e&%`DB6RlNagD*%60wwl(aGh6ce&02=3c{H z+Q21^K|181a-qzv4M!W>YHFf&yhm~7XQ1|dqB?p3mh!}x9q~938g3fb%WEG}1#o9E zy2?J@quse^jQov;%;Kr#u~3=k>oH6N^um_KOZ8X6^&PN^5U?zSGHoCQ${)uQFc7HG zK%(2myq}N49(lBzM^udx-XHxKaf3TeiNjYd=-t1r?U|}O^=xWb^#pOOU)#3_p}6@t z9=srtIf~XJnH|V_tIRHLzJ|T3d0q5XH64rlh;&-g9{W-q{4V8^ zite~>thbBNK*y5@C?cv)!Fcrc5eTDGTXon5qnsOWe9c;^RApRRCST^i`WvB(kOjvj zvKN@k?tE$#?6NbtOE?}CDaNWA4Eh~K=+IiO6N4|+9{n?LRi;}7Dy{Vqkj&uZODj3h z%j{dDTvJPQBTXO+Cr{_nHc5^`=WvM;Zy%61a}y_%R`K>NXeUk} z7-yjT(BWbfIq!B3+FVjWRA2}4yOS)Ra^KwO@rNo@t8zx*O`;m6vr#q<^C-S6+E-r` z?m0IulB5&KFttq!AxO}y`$~&JqXl`K>q?LiKXF-V*~4m*b+MLNU@D2VDGk`)PFbm! zy^W4GTKwbg0KrI=_RKJeUB5BNd6-yMJ+PevJ{(;!L2*Sg&Ggo zsY*oQ?_PBT0p84XH^T$i2rnz6pnwzKYZSdppWN5Dc4Xa%Qb~--vEgIm12QWw6-^Uy zu0C$N(7#yAQZyIvBbH7JM{SF3XB4tdAPnI2#Uld&1py_?KQ3S}zSsI><0bgTWRF2-*>} z57WHG5_&oVxrY>%hTyQ}$%DT9^{vJ-aB+eAum`AvK5uf9nnbK0lpB;SCWpYzEehj^8uIZAb2sVNI+Vj=Zx~zI0q~|NacXU1ee8V(8wqr?a4tB&*1rs04d`w>WS2l z3RuhBZh2PO6hWd>QlY~b_c_4!7?hIW#NA~zaLVoA37+WV~)ZQx~8u=Eke_gS{DZ5JQWDt+xlu zcZqgONH=8&I;F9}@T1)wNQ#IS|1RV|Yh;uK41Qi^OS6*Y&(73ax5#V=0IgCDt!pi8 z_xjnia(pidBdnJ()q*rN#G+A>-@U($)PH?44Bd~=vpET0dUe~&O9vWkP3L-%brdxH z3fiV_1MMgtDgfWt@d#>_4E3(v>~be|X_F z40quQU&%l}Sz>w-7Nu4~OXOLKi6vPu_PPW;SpV|VDnpr}vRpAE4!eSH7J>P|G$Yo| z%c21})c=lHJdh{b;9vmB>A&Q@s&->~B$;`z6{KmK<@#)faZS?G9TIBHIu2*Ou-&6y z|J|XL-7QxaU1)Gz{ir{Dl-J9prdGV8jQDFuwy|4j0haw*F@dL|VrRVJ&^RTkDrsLdV7}J?iIBSKWK8?w3enSF@(dzf>sRX3?Qbue(63 zQD`3_5mp#v>|eauwT7~HhQ~Tx^E_pur<9;w-75r?tWv@fuE*3)sSISaSQF!{jr~Kmv{!Q zM1v+FO3+Bs*6N^Yqyo7HPsb7elepgN=`xl_LuMMYlT+@$YR3<@A9EX8Hq%|7;2l9S z7LxNvZYzurhk{c8E*B}LdkTyQPkdjye{g17zs6}A9c<`8?8aaHev#JLSiKAw#8M)#YJ+8qe z^p;5w5h#`~ygggl5F@|zK7f*~`;PK8#+>>1s+3(#{xXXlPUF*HLSQXQVz{8<(nR32 zhNFAjIy5LEPzv$t>h+9Pjl8IMC?D8WCaAAX;B@4{;?TF1NkmP^)Rajycx0l>l5G33 zho*k<%9IGk2&EpLT~Ze`^XR*n6LQEIHLI%5e&UzURG=pQjJ^bD4dDv?deNTR-cjE3 zJHh%LO4$J{Bw#Aay3`c%(o@VxIO2y0HtwH;KBGkGz=r}8UtW?Vjx_jxUidIBeRtY% z72)9Dl~lI&|7Aq@Hk?;-(9%JKYF&^6kbAmMFMapVh7FuBTy6CLzf^W86h!wc6%Rc> zT`=4aS3%a6z*MPeIKKNL;`TK~+Wq#z?{;JlO46tPZm(setm7~a3ZKU!^%g^L%*cIc zahSs1rP6z)s2dO(PXKeb$d0B@U1=-ZsO!?<`ppyFe`SSQe@Pe%Y_T%N>MkEln4Im2 zJ-g<-JnG2mRyo8r%k4I<8XY1;ayrq>eoVuWsVnaz5|9J1xpD%WYLTbz5GKJA$C=sx zzY_U^pzU==eo~48og&6i*e~#3ZjNET$T810>^_l`Y*{hIMv&440T>n?g4|u)7i*MQ z&5S!b!G@Krngjk3TmUhDV~bijRa+=r zCo?@1AxXG~qWHmrmO9pv`Bx8B;ZvQX*gNzl5~eox*3ul>mq{^JWpIQ?!6KZwL7^3) znaxz^Kz2^(**b|Oce;uuasJ>9oeS$7QjG0G@30pL(U^?BJm)=ga^@Tr6?bA!EO5a1 z#y5$R%85RdXaIBc=AJ4Du2th!A_6oBKSjjfNb#F9YT8Z@&F=fzk4x=Jqw4u9QxM`o z*e^FFqid|J^=-vBSW;?6(|mNjxPOaCm-J9aO+;rgZuIfsk8YjU+i1dJNyqki+@lxX zJTXPloDv4;+Qd2RI@p$#QJy}ppo5I1{fu~H7BDQNgd?^*VhL=;5 zqWIk>)7CS+G*we+HiJ(uRN#eH+wNU#yRf%68wg}|kf=x0 zE~d#bddK65)6$LWk)};8ICv*q_Axowy*@Z-8bm+wW@>bPyx|MZL^EH@D?E(#-u0=J zIkLIaoiAmIY*TSybit5$mcsJA1K18K7YT1|ppawk2joisXseL%e`1otxCQcX#51D> zeR|CFBaQ%GucN8Zp#yE+*AvQ>fHQ8sc4@Xm+gSS9@%s8TETb-cS1Fd|3hwx;SxCy! z%0jlEFjlk{tLB=x3P$1@|962z-s?eNp}kYI9582;&7WTaUNbUV`43>pqM-CQ#IPN`k1F+B!9BK@UCVsCjua#16VcIm(q&0X{coZ3f?r#h{9N1UvY%L z51fu=(#bE=M50{wO$2ZxUO^LJ(RHMXhg2&$oDn8+CwUN7hP%B)EgYjO%Qpv}WznNchCNc!^83k(5Ak?A3dvk6Z(0I4NN-=GV zR*yuNu@5^E8rLrA^Nt|HWb2{ZLh&;c966;S^z<)dqJGLBe1jP~zML^zjbHiyWvF_n zGe!BB8`#hA@7;OOgl(74Rgjw@3){s2MnJj0y`OTjK3EM*5EcV!w)myNMTrg4+|dNe z8`eVxm2b9$a2VE|%)Lachis-Qo?p^?d9qIkU4at$gpItS73OjE_^KCYBAX9CHhyt+ z)CN*x5!}R)8#Xv;6C6~)CUr;87ZXU^UvUG0sb`Y_#>c{f(+^TX8k0Q{&sxb(E6z*m z;UT{a5ZVl%?uvQ8MFe-pe#<`Ua%7q9{!r%JOKg)n(X0N=8*Oo?1lb2B#SHm$Os=DQ z1Gj#7*(%k)YRVieN@ZhZwfCoCenml|uPLQXb1;Zs;?B=TtBZJRKWo;sTIgp&p$QVA z*b0?_Pl^{Ny|LC8&wsxYt)5_nYEY*+r|hD(*ezN0Py(R=|M|cU&_ii+I9tt%#1O!i zTjuxwLED?hxN=L|K=`&nS^;IXV}b|eVSF&fWf$Z4G@@rWy@yeQwqhC+H~DQKc_5XZ z>OfB2pI-O>8{W0B`{w9=0AmwH zig|+mQb~MKph`)A@iZJ>FME*^oWGzudJCv6g*axh7`T+vS#L8jBe+&(gw>NR{7-{* zIIQHhs>b6HILuch52rcWMp#Rg-b^TSy*^J`xMm#Yhc8PTQN(T&A?pfufcHq+@RSou z?>Is>F1lzs_b{gKmcuIvM$uZ%;V2P%bZlHhQku(Jf&^?lQ*VnHco{fhvV(1ulzc8h zV%ESm%Oh&4?;)lzr4XVU@%zWd8u@Z9_uNQ)RH(YVODKx7D)?~|HG6#D>+4V zvi-unmLnnkgQ=E%Fw}Pmiav z;Tzgb?TRdwNGP(1)5%#y8Mrg{y@W?y7|`*R1gN&a(6=PVQ`)?yo=va^Tb8uTHkp8f z3ImR?qT{an1BV`!`y#L6*K;};=P^CR@^$O+MpTAAE@GC&eWH^9Mc0&})WrdXLw4u^ zu!sOFZPx1|1Q*kSKP*F9zg76S>XH)ASL?e)m^h!7GD&5te=4r=Qgb~)_7luKVcke%m&qxN1roXiHMeQ(YY=oB?!U`cuW@bCWXjyuQBJ}xE;w35kSID3YsyQK{E zMBc$zRr8FALQfxBG*<_L`K(SWL|CVQi^0Asi6!SBTww$|@InK(iu*y`VWY z^5uw(?dZs%o}}yt5fLgD<(dr%HCRn@Cxw!JcE|TO zf7c(`R(lM_nrI6K5i9V_XR`#oDe*j17y@nLW7sMbJ#VH6T(fG=zjBO2jzg53t$9tt zgVK}dqjrq47SPW~*clZd*?U&DCxqWy-4P}B@Z(%IssXsRoWrW7h#qe0h$jPJ^eMK# z1%CB`*$pE3vtS7J%ybe`#*Tk+f2WXM71gs8*RN9&aay9iB1b2Xa%4T|vDXn25{58C zw^`tQm{+%hb6vm9a|;nfh=+wv1XYhqt*8HbOXrt@WDT^*tO==^PA9Op zuuD5+q?S?GE?z-hD_bZ9>LX0>+y-$Y6_`k1kU;k1oB(4E z2whnJrT|kOWpd8`9i|!cE4*m-|A0nQ^I&Mu1JRO4QQv!o9GMD1P z{Z;?^&Q1gj*F$5kph(8+>!;A=*B?r*YNA3*gdHC>xb7JH`(ibfpS-FBerMTNLZM+` zEc4ZBl(9*-BAYcs;)Ct}1{Y7$4vDCp?VTP2dPo!UAK+94PT2&*!k-hH+~DSiEW3RM ze5zrDlol-TryFfMsHyeP<2gS~zHO9kmIqiJTr64h1&eg@L@r#-r&$i9_;lX?J)xql z`~+8DWDu70&XyM=OQg%#Xv<;0ntz5N@h4)j5{mv{&a_$#&x5DeXiXgkB_?Qg@`hK$ zECu3pjz*X*pb51XaLk^902#QZ!bg?{Z!A?KhML3Diriy1YxC6UYDW>%4jB@(1#R{4-|_C6GQfY<6=w{8Yl?_MnE849mA;q7~+HtsCIXs%^qbP6Z&r8x)Ef?{tgzQ=< zv-|G2)lsU>JBnW?bpV%8;6({}&_?aJ`K2fO8W~xBF|{GW@vXDmg^T;YP@F?9O+}mP z2@Pu(ER!V!sAnW|^Ja{?zN{V0bdl)G@XCRs)bR!Sej>ZgUWoy@#()-`e3+fQVojrH zuD+WOWn;#gIcW={?WbYXdA=f)IPf(?Vqd2AbxW?iAZQB%bCpuD_w`E^+ZVm@@9-R4 z{hq5&XA!COss#S|kKJ3x)$+7o2CxJKf`Jx@h`ZzWE8Gl36;>fh7DFtgkCMeE9ry|h zo7d-3XDbvPnE!(q19I>&K}b*|?uOS7bz4;F=!eIu|C{%(3$h03?w#QHGY1&MOb^A4 z)@!s*{w8ZwdSVjXt?>e3oB}=Mf6+oXr~RDi*Y0LZABxosFe~;;Zo@HCzY}7r@q<%X z0T&0mU!KK^YYo}L({NC8~{$;b;`n#2j<(g5OVm9J1+2waArmzc5qIcq{8Kw}i-G-P^ zE#im^81Qo~iQqW+jF!@un*p-i;NSRQV!>>{oGx2o)h2JaKn2N8?| z%OxpV&XvZ2NUn=Z<|g*ZmJobcNPY1~aCbLr%VJH~4w7-G)~`pb6QEVHgRRA*$~=bw zcq}4dIiNR%f#Ruqb1V9<`BykGsz~>qgmg3+hH|JiBm>#<9FQrdSh-@kpX3@?WVD;j z97?AWbrGVpW>*J^RK-j^79YX*BoR`agoSeAnc)oVbjkK*hRiT`@WS=UvpM7|-P72E z-^a?^O}XIbb5~hqyq-3JEf9|@jp1x0Slx~{!BQ{h1KkqMz(nOx7iAIl!T+gJk|wK; zeb;B>WA^J&m+RixhfmCwB&4n|qBqSgOp>&l{&@TJL??EzQi?AW3w!+}BOxcgj`M)Q z2wbFW!6Ng7RF@G;Ltj1S0JO2EhFU#y1=+!!%l{pHoaa1WC$8F#V4VUztKmFpaVoy5 zyXrB+8a&$0<0y0#-{o>R#L)}A^{9hzH3I6c!^e%8yvt*9Y|SI|l97JHy(P03PS}3_ zJ4Sbl*J>)d@Cx(;=uu%9V4cG@1l(7pfbjw{dGh*?TQlbuMB%D87pJS-$__)Z-e+LU zhM6ukk>rO{{q+SsS5wdf50Sr%O z9BK0roP6E5sjV3IkBmiOJiMx$8^5A6qSm(*(i3%8Edsa%WIig_Z4m+Fwv_usbT@s2 z(P3$o2|DKIKIT}*Zv_RSXJbrlj_uGsC6qB!4I@f(2t7LLc1slH5*q7HMu5Gl6CEu} z2@B3}MF8)cdKE5nuva)fSp>gK&{h9Gnp;mUS(_t9;p?cQRwRj`6(k)~A3gW%oXF2B zUUbql&-7CJ#As6zl#cZTvhkZVJeGMl&wPhrz*BVj-49E4Ub6p+LYGB`8sXZ2!5qGU zB!=Df*0|N3(=Qj|KoQa+hVRTc5(DbqKeq>mX|6#3kVjtU0u@ch_fbdX6wu zw8>4FMQp+eTHHQ3yFwk7V{3NN1DtKnC+lJK|% zy2+bqIz;6Ts~8O#1@cv5F8t-`LSn5dQs`7>?BJI)#`)02tt}-;G4=GzCJTbIOLFowX~!2TCLtAN|=QWEAWIh0FvRo_sIV@-FDi zI0__GITyY?z!BzCD=OEbBiLfoR`DogBTRlyJ3aW0p^u`YQQ!$l^j*Hsk}>jce}^E{ zx^Rr1_6NAM4)~`mf3tECbNsx8Ws?Ak_YD2mKTkhKxfVcH{)ioE(5Ob3IZX(SrivXU zJ&J&g6f;8(O<;sIX~sE(wm!4$`b};aC2$2q1QyJDA{>ahN&n)ob3#I-)L>YjHc1|& zV_2PlzabhFo|tPn6{Yqj{HUbtJd7 zk4AZUx|Bv+A?D~GRv86ijixAYLClsd?*-pjP{(ck1`6qzY%C@~um@_=t7m5o48N&( zv0A)@3~x292Ez!dUzuBBg_Vo5Vm(hgVj^NjNti;tea0%iJ{jCxw_Nb@s-Flo5IOYh zijRJI96as|zTyS)?UYWE4so+0RiXil)#~vef zHG`pP46X7pSSI6HM1@W>Kx$uwb zGpwhJe$6V2Dw4Pdn4OKw!OuQ9yC|vRVbESBko^x6GWQ|LBX#qKGfM^QZO>Fna3-Ku z0u-93?1lqVr~$tS+|p7i31ufVSJZ3m74W{|4M^&pk%sorLjX7?Q=zth{-P)ls9CXz zr6lgIvY+a@++j|L_9KyuT;060>-}pe_(DbycK_8(O`D)YoysM#dW*BA_%5<_H0(J} zo({kVfS2EeD1_y?jTsVfr0^1w7l%Ra{43bAw4%0jEWI-~Co3b^zgvWVlte zUG(ZXaq4qmCfJQsU^&P2paf{g!Z4STDZ)^T7C@7sENy*_aIijLmb|dG6-==(|3Uek zEN5!Rrh`6u@4B_YiM*7ORiaT!i5RkP|mBNu6mHHZlN=>oUk>bJ z4sI0ME^|zxW9ReV*_t>L4g25Tvgp{b_d_6aM)d6|T*Vf*peH6+poR_zXI;GO0VB*g z1yID~Xldro>AXNi46V-6{o`mdU&OQIP32~P2dQpouU?SuggLqAn&)sJf10K^n-&;* z3MksTB(nSqolYbbYg%VRQocfGb#!^g^sZcpiY(){s7X@m;(waumbwJZO#D1&{gw`zp%;0w@vi zm=R>6diSsx%rR~S)Gzd*nU#B-SpLJvT4`bfZUQ8jJGKGhj*W)Pl;|K}%-#P)bE$Ae z?Iw1 z{5@f3r~8=spnF7|)}pXh;+lU%nF4y&(bGJ6s$tg8Ufe!Br){2;Tre5)T_47qBSm9f zDO*r+)Pr2U;3F?_*f)(mcxwH#IL=vedmTwTE;f5 znXRs5o~?|k%Ffc?X!&o|L%9;>LQtZ60?F_z0LWdmkE7`~y}Pbe+b<|=(jb#0MSCAz z9&Q}!?KG^i7c+Nri<0?bEtRGfz^WPVN)hknH!om}(`X0O;?v0+N|(BS55uf-62!c4 zsxUo;3SW=*W3+HGJ?u$z>Abfg?YVX>i<=Mm@wo3ex~w12$;u@&ra-x*k#|A_n%Ma)k9Y2_ROEInYW~Q2Y9uGJ+g#h0-ru{IEt%Is~W-P;+WU4T@ zjU15IQ!=CnjGYVDU%@mwtxxBV#c;`-SstjPiMF$>n$vKg#*aHJTzgcKey=KhLX?u- zIn;S5yi;V`ZZ(RK>iqtKu`#NoIkd4>4i&T*GGwBNbBlnXEOs4ZUuN6d7ac22_j~Of z@TaQBAP28#eO<^$kKbULTVTCD*$4W8SMJ@UiM5Mi&M^aTP;&7yJn_ z=xZRYb7}_qpJjmkWt;~(A?eAR54Cm2lY}Q##g);?ZU9-7j_%V-kh&dyJr2*~KJVDj zNpoW)7(LciX`H!^wZ%CH@&9Y3pSCLUp5GKGtoHzD-5+3jGC7TP!a~{XWtUuzO-zsi z?Y8QdZsc*tW18w~wM3EU4af(-e)-o)zX@Hs$b*!)Jmd;6;(jBcPQdJJCixydP!)2L z{F7w^VZEh>X|U=HCwio2#Asd)SO!b%k9(diz9nWeMbiRD90u8~=jA-C)~X*V=oGj^ zHTUgUdkF=nWUO<6I4ZL6J#Jcm;Q>bH7M1vPui++vr_$(#YLHCqMk~qSwLvm@xMS)a zy*Fv`d1<+2WXUo0ATZ^99@c|-$1uMju@+vTL><@lyDJ2M5?`POi@QHO;k_zgB!2*^ zfu;46YhWeL;Nk|eq$B#Bq)M!2UtAZ^laI~U4YzD@B#@?R<0!gD0tZ6akUyBX;c2h( zAQM1yZb|oJlq?qjVwT3M8X;;>5-5?Mkje0{gEOm=)zU0b=xVsSf(o;FsozsgJ@p%^ zo1^`%aoSOqCTgE7KBh^Sy`wV{wm*0SJprk6fp_70$B-;vB-aV}e|+OQkOILUc|47S z?zZBQS+JPyh77C|755UwdfC50tlxAt{Ip^&#-ZCi`S7*ZE30-}?K>>m6%f+q0}RYK zn+9uyd&|*Q0E}iLBYOw13RGJMb+*PA#L)>*RLKckoF(frGwXEu=h`2Wf`m#*@>j^J z21aoi^i2@9g0@N-Y~uI^H^UT!2d&p9!{iMLE4pgW>isF8V!KLA+%v8A)|OyIz(LM( z{!K_yfoC>CNTp?5eGS-WK7nS2&zr(j?2b?#HjlY4UCH0=Jq1+F!$!bCB$DYnHvvZ2 zncaWJY-E`zZ8(0$?+5I9HOZXyAa~F*Ihu{NDpzGKXrP00*$`yI(Joq=JAP_uHmnH0 zhm>9+;Qu-u!PE7v@hV6?BRte!e?(gS(;$P7kwnLzU^9SS(u$~kY(BTDbBfbQK#&NA z|D4$l(+GgT4hQwWlxSs%XP3Vv6ZxE2+w^DlgUWo4m(!Il%p+=GNoXAhlt!7%(sUoD zFBqIusLnuW*n!*m66Lg0cHq1NG!aW~BmOI&$QN=QfTQiUU1&?3+v%3HU4fY+x9vq;MxPQ$N?S`*(yG8ZC(P;h9D5`Va+udsmCbSD=7VB;CDFX}UDYlw3xnvY#;~r=2LV$=X(>7;;uK&hE z&LmwWf_1t+s8KbiWZA;{m0lDBxs3AX$$++~&g$M&r5S_{efGOl`ru-@C{PGnTbuJ;emtUVp5J`OS zXu>D08e}FAjTy(fl00u~whg{bE^s-Ix92Kuy>@tK??4b8EtwP^oG3hP58~q7YYpPhs${_|7t=DK= zYKmeOxu(CE{4QFC`gVJ?W54K+WA4TbD8^5)<4}PY=lSMUEQVZyuJ~cLW9kbuNr=j8 zAz4FsFaKoaUs)u+jLALcl-4l@L#XJ`WCr4{Y(z=!c}jDn6PTS0yP2vJ&XJ(0|86P} zLjn6x(z`wa8^yD#lpU6?3Br*bxIz8Y6>UXqs`)yHKhSpyL)ra=7uxG~oEqx4h7{a- zX8UdTLar=cB?xf|z6LM#qYqBOT9WX8$~`3CLw=QS^+-!+DC55v!gE)3pXLfd`1`|q z^Jk)PJ=-(__kj2|FV16~vU$MOR^GY80Nz%u+@x*6XwZJ}JTpfq8Fa>L9flR6_q_I@ zR_G}0&Whx%ujuRzQoUav$q78#>n^we8C_4HZ z#Kqv%+un+Qs5Ar*rCa4ZUSr{9Oit#=y=jQC1hkEhaO0hV0>gz4TSnb~^*Wjb8K@=& zL}t+&SL~_`_uWa>g#aT~OP#NrC7fLK|}kA3RnfYgJ(S0o=-2dJT+C!_8KE zxMozG2Q@Y3IgEJl<(RiUwgmnk;6g%VGMRkhx-3_KzNY_{FknYD529(+T`9SZOHXjg zfpC*|($HT&&22mthV@LGKJMv1Tv@>pG5koCa?;E5ppQA@ndtR@rBKsE1?tuMq>O0QU{RTAHZ^fX^8#_wi-FG z{Puw9Vc(OlU9k};y&bi_ulLOz+iB58~g1jxzoKoQ55nqQ%6>Ug{e5gzeeOR0)^pAIapNvE8u);GOQtoM&2 zv@DgBMslI15fJtYea>OZr+DSSbVbN76`$5eDJR2riIJs57g@@HIReD*9`L%edwQG; zF*2-o@s{dWGByWocekQj0z>cXur1m%dcgy-Ta$4T%3V?E!=K-C1qS>hJj8gicIim` z*dY>NY8shX^P_#kRNp?T@b~VoN-8v#2&i1zJ;}&C3e~4T5t`2(kb6${r{Hu#pp_1K z-@Z>(=xks%UvhBgO4Z_Uy&7fUJyByh77uw{g7q4}H_7WM)+7lVm=ZMJ%4%uwrQD$J zNuYTv^S=K0LFB$B0qh~PVXgcj=A2GVa*Tl08BogZ%oGw$5=hdkb`qqdwg37{#u!^w z=$`5SCk9-r%B6m6r;0g;p_6_9)JHM*$Lb0jbZTZTrz#2303sK)-i5T5zN8KE=bn+y z4A!S2Oec!mQEUbo7?BcwdBWphEH_M{A{*YTu*saR{DPAlUjSJ~2Sk(3xF01cALV0U zb4>ACeCVqZt{^?qYA%{_?qnVMuR5-bFIhuV8blR;VAoUMb3qYiDWWY?CR{V*O)C2R zbqpjbea*FVW`|gfqkRS2$#XGZBaVyUw6*R7vx8tsL_$5eKAVf~j>*D@d%e0-X?Vxo zL>iJ4f}d0tmq&|qOg09-&cx#@r_5Fo_T7~`j}ePfbkZrb&E5dIEqxB_=Bfn~)(DR0 zBoeJCm{&!Ha@SbRX~>Xz3K+{Zx) z(2iciR9ffHc-43L!PpVa8XnOSRm)YG)(Sa(OE^udiRXmN(VXF6%pCztJut!Z9l%wlW% zK|DB=BtLqdWZQ&5)I1}HxVfu$za@vr`&093nf;Rbvq95i4s>=wI3bIOn+PZvIM^{m zLUSLfLnN&ZG?aQ_kk<4#cU0q|7JD4&=I$rxG!Of_E(FA9%ulSAdT^pyQqOY=4Eo<8=L^l*X&3D%c*d1q5Vh(PR zTC##J-3q*6)j4hE28}(?XCY2b6rC4BqEaGxB$I?{&4jMId0}{d4?ouzR<2|_AcOJ* z=X}7wNaU#2-EL4S;OB2iJf_xr5nQ{;D=nBY=+nk%ztBOxxC*q_g(}Q7J|?r5!}%xl z!qppneKyqYq2kj`o-qs*M~-!MwMLLZa`T9d|9DEe?`)YauQ57&8i9?p>$h!6rTVm! zUxF_lLI)jQ5Y5F)jrMQ5ZCwSJ?_NW?1>wZ;G9{CZ$_$HWQUT!;#npxUlm*g0xlEB$ z7XWlm7h-&KGu2FA2z3U~t{J0FcYt$ty%78euD9(y9AAiBM_f}?XM%NY(=-cC7I5bp z)ohn~2f6Sn+dT5-F7sqpzMaB;D)alz?oDpC%p1XqH$(9cvg%+Q>nbpooXVBM2obPX zN&gz8%GvxShB=n@)TOo>L7|>&;?lo2>%+bCPm^rJr#%aitN#u62v9?2$reD_Yd9Moz=y^R#tLFylj zpD%*f;yAO%plG*E0^u~VMVdbHm}s_uNPk$u$xiA04WjRq5W(cF&Ni!PEkHXHmRxtQ zL2#$gK!OMm(?Quw=pH|G3H=_E#rFSQ8uRf?v9;guy7F@@u*c%tuTnM^GwZ)d>AWWz zaiT?{;!LqT#%&(e@E_Pzo^Y( zY!vNuPd8fzZrNXi1KsSE(Ay4cm@&?B{g4h=32wjyJWm#NNvOXlq%#fm@wI2Rl<{A5 z;0@MF4_Gg_LAuLrAGwu;+FfM8FSce{0UP}@yG<8xvy9!C-pvuP_0|ygK8CVA`DM_g z2Hsm#u*%UejW=;V!0UtOX{eIPE86PGShG01aerDJK-H~B&e`((|H^OlB}Y*L+?*#W zB^T8GIMHA#{@Soh3d?&*j$z{Pa7w7%QZ+?brTvb9)?Bj7YU$%gP&;m)xTEb8LP&QH zGiYWocP8y{NXCRa;rmS_lRY6#HB3#2xuu+=SWNT{kBn2MRd->37}#%WcCJ}H>vEIO zbpj>egmfnDE9%+q0=&^e&-UR9732b`)s>`#-kX&quPK-*(QktpY`SiSze zS1(n*aO@Jg=5U?I;EJ>W-)zO*MqNb--R@_??>E2O3OSZktxR~JozEKQ@j{hz&Tu{ z#^X1U(qo&RZWg{7sF1RN*ezj^OaP=2S$GId7Qbe5aS7`dJCnXdIfAQvViK!FCJUNh3pL6RNrFxu=VdO;UO$;go>_ zq}fVa>Q?aDsQa|2%D2T=?jbRkvS{4GQ4c2gpQc>W!qBIsTjusHjy=68c0Ae{!zNzz z4E|qOWj>BNIS=a+f15my2zJHht-sB1BlK6se0`i%wug8HU0#^#dsff^e>Bj#js2B| zLZ&ZlcS;6?`J>nf%iL}1%&>6Ed7H|4KUAZ9Vq8UU3zsJJq-@JD0tnyUed!TA^O~a- z{G7K1sCQS1A<@|V0@I$SBiEd#d)$SYi%Canzy-@}<-%J)emdD~f8NCeUW@>bhAkXQ z{ssC+X~o*DUwv22>7FPsGGrz}aWx?} z1D_kcy`v&CnB2EIo|cGR5(q)B8SPaa>@oWB5N{m>bZlmB9W({^-AeDkcmm0b zD1~I45}mUltH#%Ht=bd)eqtSs{gKNCN^RXfbs_YB)j2{26cQFt>ueNZ7Z;a@Pnkj1 zH}ia6ED6H(W8IEi*#JAh>ZbXrlTXy5(XgArQxSX0)txL`nUp~i^AI(_DeRz}eRJu# z(>TdEKCEL4Wbe~baQn>BtpfXxyW($_!Ar!Xh7tBOA^moA;)#zMCxG!!bi=;S4=G^w zPDC6Hxv*gJB*Bux>w?&ty=xl>UhX5*`1=QWO`zXHcnd%-Rz?%jd3OEZVwk#ACip|8 zq+vx903NAoIPBBn%O)Ab7YUPO_VrfCoVz;25cL3gEnM%g|E8|e)nTukO zr$HebE23TYUFU7TFIl|~i-at~Gsr$mMtC#9>NKI(sgFS-aaeB=?h5Vi8Uva$o97qe z$Ln>&*^h5TAZ9#|4^^?oP>;9PTu@}omz59*83omNz+KPfix*xUS3aBqUwa_WzO^BTT`lw>1n8Ai)YjX1f<0QpoXx798n@-yb=MnFJ>Xlr4^( zy^feD2n*)fHcL*QVSJCuMzIOk?h&Qx>mz;kXMDEn-o_NcDhsBnVTk}*m3n^EtmqxO zB?7ksV{Y$GgoZ|pU71wXmU{co$yVme=O*Luk`sQv0u!*-{%PQsT_Ld*>N*^Y7s~Zi zPSHs`4Ui?sr!8F(8&kwv4v&b+oQGi{0UYt5Q;+NHzg~zQ5S^$CzL1=Xo36reXvyyWeLP>125UUF@C38qAD*!&Pj39FBCLoo4Gs` zN%9jFBFps)y36_N4N1U7m_TLVe#cyN{(-6;93~wXgwm{HCEeQAk#Z4Obqx?pw19i%mZ8n-pm#tfB6GxNU_{p{}}YQX!o!n@66e5_R|1YI!F z4Ua$tx00@Y(~UZU7v}!poq~(BYXw$vbNU4+ZaPHLE`y-eV(1xavBWeIuUKP*%X|J- zo@Zq>z$Pry6(lfX20hS5y>>d-M9?$ugvOeA@B0tAB8`y9{2y^Kz0*6sp5tB$HIaKz zKxmX^U?zlw=2~qf7=%)mN+eCrNV!X_1Dy(|9|}XgS1iiO^8VH~32ahb$yUBWL&;VI4KMR;FZ!Xhev1Am%U|r z#BGdkah^3}k!l8BM38XmN2h51h;`=atH0T95#)TV_^}9B0zXL*SIM>p5iiKA{KQ_t z9BS!${Y{c3x}eN-q^nAv8r{J`84Acng}yPva;rs#;ai5Y)-fl^SKGm8bWJ@0H1AEEDuR=n@Sk%r!KT$)Nz3|?w8A0R){4!!8CZ-zJvVQ%Q*#`Q;23 zS5I&C7T>9Md`~h|cm|m61#gTOPZBBk>?_zrTkV-@zg^F7fLj#vW|-}T&*cYoq3 z)OsLnzzmSf(*@)dt=5q;a|wW)9Uu0PhT&kn#znue*!3i9$)HGclpb?b&@hh#*(2hK z_QqW1Bo!KwN$3EsSKEO4_qoW&Pm$It){L$Eg#(H|5MaN@(YT^@$xSorkAa+?OmE-e zt@}dPR3||6g$g;{$A%7Sn|{l05i^Z?aUrI;C9@_Bi^SEayRUV*gUtAxx{>98Kq|}u zm4;f{Ydx0~=$}*GLC8WeXo#N|ZhIY0h@&x&JAF*Eu7q3r0hj#pDei8J9m6#@P>&^0 zD!cz$z(#hg9AWp*9jVaWB@S+jgpyK_)wg2E6=x9>0AzZC)m2p76Cnp!`|4m-hc7&y zh3o85(}?p$SCbI2B{V4(>p?pa#-ZHE?p)~Es%^yTr{Xy@N$%g6gtm+9=Tlm!&}jR8 z8D{C8(qyIXYD7RY)GjAfm~i4iqO??BOBC4-7Dsne))_XmS3Mc+AzpAlsAiHOt#hbp z(Jv>_GZrfE{dg)MAVBckI6Ve+2~8P?I2Qt>6ct}i&7XcQvVMVd$Z+0C-f>i~`Zk-RFO{$tr*_rGoj(Hs>u0a;Xs|Ri` zSlgG+SThP>DK(8a6ih6#h~`Lr`ZRb+j%NBWBuj!_0meV(x-pk>TbF00ru6y*wNAni zR~LPoGfyFvD(_Wm9JnHwA4OKZpmf1=f*lw@{e?Z87nbeS$e^aZ15Qr4B`sG<2|T+&k^4NJQY;0BJhN@U_EexMieG;CVczYRYx=_iZE=ND znFA$;i)QrY_vV-q%VwDj$Y-gq!W}Jx(y5uO7vW~>k2#_-*LNR?juaH*{^oy0(-=?& zgWA>{jK%j^_GA@opjBE|@U3JG6Gd{kTjG$@I5k!TV_9d42BCd5>;xi#JJ)#GURZD` z(YC?y%NeR}a`oWt(EKG);vn46;v%^eSbA}7k}39O5lnknrW57uC;5H_*1OMEDkLV< z>D}xcj+@(v^$1i#{+5VUZ;-Cj1DgSWK8F26`3QdllU|V-g5*7jPL})v`z*5r#rC1i15$wvzDuAE0^iSHd&nhl~wNP zV9Y6lmu=R-4ZXd`f&k(T-=W84Th2Nxg$#&bPQI)nBgGUZ8ddXV{KdkPo}6mWTL~Cf zao*=2B^N`e%fn2G48xCpa!*CDHW6roMFjC59 zIOl+4pMfeFm)LMIBD4^Qs{JCvB)yiholuqDRiIRQ4MfVqD*!gpL&bc$uRlLmGvyy2 zKP=bXN*URrcZiI~z^zfFL#wOA&(vGL|@yiYZ)SBwN=xw@AH6Xp*BVDM%A z@HnUf<7DzvCuFkpG+nS<@4AbZjQBkV_9r|yTnYqPt?nWrk_ePyzU9n}DJ#vTFkPSd zJ16$_{Xo=`AKrwmT;nz>s>}Zsj`}Ly&;HvO&yZVAUj}eCPF*+01=m^1pbF4DRk(No zaxdw36^JHpYoIr_ps}<<58(Z0M@)x(H}+-{o;^?$EQ8U=le?^2ZoL(J={fEFkXGA; zj+jeYp4-#^r^0y1cC1Y;o_c&PNNU;ZKZLr8@+VD=Z39MAxfj+O7k`leN7l+cv?{_L z)wK$_bYlB#aBb%m_ejn%0yZO;*d!ZC9+DYs7aX6(AyFp;LOR~b^r`W>Q~)z372YfPv*(JhhQ&Gz{Y{b5U=?A4 zQ+~io;5Au7yjWgJvgku``4+Lpg*#&d zv1x8lDX6PAnyU~l>83Rn)QG+|?mm`W5%whi1ol3MP9`0MGBrU&aNwEhF93#g88Rgx zL;zT=Jctycsr5E(7M%nMKyk#h5bmqq9=%R`D6Bqa92w&s)f<>u+-j@?{OzBi!r6#C z4%%wzUn(+JlOdp7eijk&E1_LS0KK7-&&uM0rB4+EwQ1-c8w7EamK8z)W$tcjsZpo0 zm4n^U9(k^Nnp+1En?K;fQ7nw4S9QZN9YTFhN4|tzp)a%B;-`LS!v1v7_As0Zs^i%d z)~0vZA3gYp%p2;K4^h@Wy#-E{mU#HjS zGkMxvz-&p%G!#GcI&chZf#BuUc?hHs9RI^2YV**0*0Hb|3wQF{aY+}e9eCl`!jyIs z4KZbAZ;H=?t4rf93Cl-^JHs@`1b$Ngbs>RD+I6HkSNo-MmM>^e!ZIj$lQ)7gLcfng zmsZ$sQx#(r1x0dS9{<|qlXd&Mqt0GeXV8uamIljP3x|+^m7tHfvq(X0NyWBYW@$+g zf5jQ)nJiBh`SuV_p>fs$)%aoc0~qOYa9FZmrHA}Aa6gK0eIZ||H?A;-^)I|#1FL2j zD6IbfFEq^KIMfH%xeF9r$Q3P{L}j3QA0SI+Y{kByYbNpa5@OykoZu{})7yVpwI603 z&R!VcxvXk+GRD4F*yLk%lq>*B!DBJdtEjh6rjjFZ9CrWC4%bIC+uSE&xez5Q4)92Q zyBMIq7Qd2BkQHxX<;qd!Sm}yBI#=e57rOg-66jqTPZLaC!JZ0-0{=^y-e-hFEY9`^ z6Je~$Fc>NY|H}qBrI?vl9&C;ybvZE$E3G#a8JnQvGXnf?8I^cd+PT^$31h7^R8vDm zwY3zrCv)wcxS|S+9SoRPXnUCYw#JBkJ!6H2c=&VD^)RIt+nFZ?7$GKBzRNJw_=;Tt zF4J69L{ImYhFU=5u!VE+yjZ7dG~Kx{sdsv8YQFa@e8if@Zd?o$?_aYoADlt(Ci!m< z@yLVhEBbi?hNrTUj@s1Wc!Xjg^@{15I-tFWS#i!6Vt|cLOWVW~#2emp8DpaeW7Wn0 z6eEgQy*H=L==V^qgH#!Q(CSQ>8*2Nl<%~|^0 zo%gZ2%u<|i%Gu5khB{f_%Uup5*Gt-vvPF`jdGpINX$tEOjz&eQU;9kG5B~!h_wg>P zj+0)j=So+@(r#!pk!G0UFs4FFwXPjXIEZk}gMLYyUIw&$`yTR zWz-sw$^LZ{olI3Erh&L(69>*Qc2ccR7=)(K!!_VRJIf0;M}Wvlb^#rNl%Sy&6!c)D zuSnAZ%nKt%-x)yMdlQdCK6ZQSUwHxu@zWbL(|qRNR{>Ux`@7|oadL4>cLsJFJvA$* znNXefW*5ZJGf4aTb0jE^ zAKcr_?qkUq6yNx)IVJ(~C)#(UeCW@XNIdx!cgy&I7%uc-CM~e;^-ZKEt$0Q!rDpKj ztt5W5QyJ!Uh#u)WLZ}>KIGQEnonXm(N3H*^67GFd-Pk8Xg|T7VKc>AnPGtyqN8c_mB z&VatA(^`_%6mMwt3++l*>Z0-&jFIdJzeh|dRpvjt9+m+GzS!|cPIT5jCGooG@{vEY zYa(RnVfp><7`b!>_!aoE?t$JcZ4T(d&uRCHLM5cALF$RWJK?W$tfER5{G^it7#IXU zD6qT}@fWmwoQ8iisYFyR}R| zAP!kcP})?GGd5xVw?G2SY+&zw$f~W26>d7x!`c74X4cplO#MYP=mTe!s2mHdz2^89 zpVM%upptYW8Kj4A-?q8EsJV}006}ZmGQv#4=&>iaSfF%dT>~NF-azAJ2dL+lP{U0j z2=$`N^O6a4vxlWtD}TJchAVPfDH9E$p5m__yV7h0$+&l4t7BXF$7PhQuU|*}zP$~c zvyT$37`Yd@rKe}1L?&U5AW+Q#HE8tcv;q5BN(AOAY1CJl&;!n%)YO%^-n-CWx$aF~ zJggX1Aw7E(LnpH5JVf1ewuv~C{Rk`xm*#8zW{oH?uHY}4(Y{AKiDRi(=-ufjd#4am z0>r__E(zg1FGDIEKu<}IYAon4t*gLGevwY9^J=~@QSw*VYQ&x(ZSD{ArLy8&i%-x` zoNUi`nGKd$E%qLQvLk6q)TAoNw)Y7YTYtR)@EgLy9}VQ^s}XT~f1yYoYi(E$2oRIo zcp1G!YVtrCUF?_&hPk!W-uaF(u~RiMKsH6d?_S zmg8MMWq2Bgsv!W+jSc+wT>Uo!#DygDjR2Ay&YH6Va{Ds)oAr7o%5IP9vgko00;XoB zgFt|V?*9=HNXOFf{6t1!fc|(eRVTuvaDG!3{3>C^>_0>L_}lExLeLzkC5y=1mV_N% zZw9zpy>6Y)K%W4L3c7MsJ(&T|K)dSU=9f-=!v|DWAGz+uz)KclMfPtdi>w|DMn^s& zgeTpNeC2ZIpHKU@8`ww0nXX6_(#HwXxE-%U?-G(>Kr zTLql>9|?z{$yQt5S`SkSB*G{Wx2pnn*JUB4a?%#FW4Bf#CI!d$>_151(gCOu9Ft)N z1QOorZ=$F=-#>;)zm$fmG`1d|jSv0Rj<8Ovks(^I?>*(-IY1G$ zRMBIO!c*E1KHB+pD|BvB@J{a4pO9z{m=AmsM>}9(4$Zp5@z7$hgpN>?xc#N(ZIT*NkC@PB@34zN3g#gjU`-bdb)uYxKcK2E0b)-ogCUYYtrkST80~M z3pB3Im^(&_C;;KQPNN(%XIcAg{;E23lF1rq4;bXepz6B18zh$X%}NGllwsi*SM6Sn z)@5472m)&X@(u{O4+0P^MB?<{kQ`rSISY#yt{w%At89=mPo}?!Cy`pXsCMs%=M@9T zEV~DP!;sagAqx%45o}jx z-+kByscNCf_KT&qs^ZyMM=}tra4K_*7f|+tvna#YMn7NIwc1ZYt{~0-IM-?V6{BYp zqQsmhPsf47CWYIVHfpO;FO*{&@Dls7QkCPO+HX%DtyM3>q&{{#8Ng$nS4d2&B!!V$ z0!A0O>U1nZF=J8poaLq>Z|R;0eSsT9-qwE7*xnnnjNToiuE4&rkrK_cr+#6?_Y;Gt zwWRQ%=AfcHvLDsDiL{^q4Hpz8yNR|k>$V%|swqYWIF3A$mAvBW&zNxiIQs2+GA)2?+sBXlb?Ju2!IFc6y;xus_eK5%p75Aj8P2E^x72CJb zw%fwi-l;c~`5x(?ir1F_govsDx}cSzGrA}2rjP5gWyeIzsAHKq1;&)^2YiC3;9pd` zG9jN+!@1SHDz$Q6u`U-)s@^YB#ZxJNL`p2f>%M>bju0R_u4Pve$$CE6DgvguUnCPm z$S}hQx2Q%(eoV4CA8G_7c|KZ1+5aOP7)(6EgJ!;}HK{VQg-1^MBNY8}y zwIQT*08!F@SFic%HQ6O#hfz=reVV5|ok^GGXNFp0LKoVuCnC@fJ-}Etk`RX0O9^-| zk!xo8U?vdFNN3KVD&CweXz&bqWPE2J%bG3q06(Ge-#jr2ckreCS~Lk4k<(_BjJIE2=z45PtK)SZpGwbAn@pHQ!>(K9SQ(cCkKJwK%bKOTN0Vf-xoA%x|hu$ zt>T>c8QU3P0_n*a=WF;$(8ZA8KoKEi9fNA}cZ625!v-wJL8%&)qLAHn`!voKXZ(e; zLlqMjaF&pBv)7cCFk^gco}r(Uu2M7@#Gs_P$@o~kG%6QtNtSdTCm>)kgZE&1fd*x1WKC}`fN!T4xi>;(MEiEk;cT6>se2= zifI4Iz5Fy=Z_(B|eC!?-TxE@8-wP+$Wl%2Oe~vY7jV7!gyxZ4{I`o3f(|~&%Z?Er} za|U;$65!RJj$3;&cNN>=gjRNT9_+JD9481ULS{R@7`liDn75qT|s&>~rv&!qp80%qCZk)Xm;RT-M#ti~U^FJgd?v3y9)7Lp4v0JVgtL;_oPm zr-~)x$+Z{VFPz|C{MlyFhWCF02Y&IC>|-M-oHImP5fnFyIS85_-=jpySm_8hE|um$ zu0AL_j0-Wkq6Xh)jJh!S20nyA&Fc3&u<1d6DZkSWQIa351EE;ZG|qcj$%T1+a`GAY zVP199)P9B%hD;WFouxQ*CROe4|8gz5>qO?i_JO&gB|*JY7I z{;m5~t7Pft!4KQ27$*_uVrHhU#X9H@A;2u5o)lY4L}+U9Z&~{9I_E zn(D?17djCBK=Tk$NWV8eSxic(CaNbBzMYn)^avXx>vBBQVac={Z1TST(KE;SnHMr# z#XE(4{PFMuio0kL_3vNqi_?3oR-Zj4w(*eml7B7xiGyiuFHn&MgoAiiQ5NY`bZtHM z2cSc(<{-V}c{Rjja+8kKnUH^p=Nf~{>&X3k1P;x60%3R}InGv}?S`I!VqT2|l^?x* z2JGKPRwp6bjGz2(C_O-VQvM^=0}gS>{77mRy24qu$P3kNP9;|+tZqP;y4uTAtIVAi zle^U^jfgODWq5-|iMs^7nU8C4op2t~$iO?$7Z^3Mgs5qs5mH%N0Lwh!^A+0pt2g~V zKitO0Wefo5??>FpwHHpnVhEGbmxw9qrDS#!HeWGLkIyqK=kf!Iv05)Fg$VjN%KwVe zEIUXCUg3X(B`zCMBBDyoa5%^>CM!5Uk}y%v6>x1xjJCt2=pPilgISZHkt(Y%vT+{%tt37AqF>IRD)MAj5ZA7<=4;# z70Eq?KYJ`X=1&PVSprcS{#fV3RlXlGeHI7R=;lwuuTzrID)+>_WbDl{p#A<+v)H3K z@CQF2>k-VFt6Vfsor9Y_xE;IK{2z{PMAm}-;HIg32N`*6>Y*u$^H`Gcm2&3^glrd{ zFIPSGjy-<5y7-KU?n|?B;|IoW}wesh{io|L=b-lu+pMD(;*>A z=c;4Jl!UYch+nWFla43=nGi9>9=PKUzQy_JH)VK`3bjNQ6gB$XH=x9{{cGqU=#hX+ zDC{So+)Eh?W5W8|pX|e4Z%i?T$H{QPhEwBjWOvpvOHWSuj(}}(RZbZ}t*u+6bUv}8 z#$WbYt2(fr5U+^XbnXTa0I){y81N7+O0D4sU@=uiNk|6rc>nb!DiK}@@P1mZaW7MI z;G|oDJxANY(De6li5ri3BkUNZPZDy$>M*FyeHwGI*pQH2#68>0x7K68A8zk*A^~~H z89Y3Ro}2Zhi+B|cMP*r**dvP%n_RF+R6ehbG8zPgdkql}VE>)Jc@UjS#rCFIaAyQT zjZIQw{7akHE#3co2}M-=`{;*B6Xg-;b#V5hHMu=afEBnyJ1(htnTgO#s>CwqxeDn@ z6tUEQMu6{149ZD7KHgj^<)-0K=Miu({^edljkQ>D!Vj)9lZ;Y%az}CrVKTGVuj_3r^|;ptcnV{&S=WKedXA!CR&7V0 zH{r*}|J-D7?>yHlDi4a!Ejv?)3@30dh4K5g_sabfEuC$%+lqfETID6!idW_qk5;$R z&mc2ZxWs*z(O62S;`y?bgkeFLw{k%dNhmC-w$do}X|O_K+&O*rnT8JgYIV4Dy+Os8 zJpLY#Q79H1=;l4A;vtwA@9$$ueRqLTg1~%%bfeJS*amI}7RIt*aS3 zi6VE2%zwNf@q*8Eoiadj$mOBqnZNY zd*e!ri-<-}RKp06KRxqWbWR#Vjuwpx`y!r_T?C})E7E7f?^V!2=!M5HAKKO1nfJ{L z+uw0Pr=$07jV(nUh_EI9{qhO;l%CE47JtZMVbQO`uVY_z>voFOBNIdV`Vp{~Zx%A~ zz_a&bU{_dEsZe!@J0LEuajmTqU58jE>=nmP;I2&?Ufig5F~sf zgcXY4(k=q3K(4dB=m{eqoeG~Ha^S4Y)2h|(|CpVdU(^^NE09vqmSQ+@m|A34`OHFX zpg>ESEMGdda)A$mV0|}Tv?El6klR$XJC;C6ux;8dhT>5Qv5J8H1-zH}>zNK>z}Z!6OET3QpDcM+TIs0ry%iJx5H?pkhg_T(f2IRDAo^l#_Ge;aPz^w z75OMV<63>_?KN10Y zEzOjgZv0N4Wk760?|EjoUSLX)_QzuvhKIud?IDt3z@%4L8amsjlEeomeU2lMw~`3r zjpM}$SQ}mXetwjP18Ls%;e1TfdwlabEIg|}L9xKC2qd6;`M&(<*NdG<3h0q&HSRBD z3aVu2I^s$`jG7~_I9>l1gt{UsR%KpI$^JO5B5~^|s*9dx$BgTo=IKamY zJlwIvL?r`x1foLa<%39m-|;&Gk-6r-u8G$1Sn({4$CwH=`7hKs+8cqO#S6k!y4~c1 z(p=7uCycY$5ot2su0)K|dx2EQ@_J*O|8fM`zrQw>ZdDX7T`QN9J)Aj%M1_*|e6qPs zTUQG%qp6IZQY&Cm6iXfCF0V-9DAw0et7#~b7iVa#bmXgMw$!kfT4uCM{5ZO>-1f*p z$cVjbgmvM(gY?O1X0}}u9lC?kF8i2@Da6}I zN>0AB7?+exH(B*9)NTXTmNRrYuM6)rO-1|$?z%NqYgVHeyx7$npUh4oeiP7+z-)_kS}NIT4hJjcl2`rDCsk5w~+vc~`&$-2x}O&moCF#$Wde zGP}(n$M1kVhJgZotYSs`S8t&-68X+X`TsyRdKBaAlBMh1b(4CE$48F`Mj!rMOY(7& z_0O|EC5Z;JT&|~Z?=k;kD$z_ z>xKn`jca<2gFKI9F*DQ&=vXsCGCZ6<*(k07?F5qPfyz4F>>T`(hx`G9stt7sFzlJ_ zyvqF@yfetF)(~W`Iy+lhSpGvfy5{G?a6~TQOl2CRpgeQsx-PobhWr~qex;_*4G+!}H)9Ob z@@A7x+n5++YNPXxHb{J5LkfAzS$W*OQu5Lbg-LMw4^6v{0io}>w@0t3g}khQua}=~Tw^A?{kjFmM+hC^ zd>P|0Ja?hX&a-*2+m*Tc2>Q|S%zdLAs=upU1jUc_6G&O}Y|sub0R4ZQ)3>;d2{W0a zM8iN1?`iM6(nQOw& z!ww;Oh!P(@r=R$)I3NIV_^A8uXu3<;!T$j#5G?iWXG%_s^HDok zZob&{%jkr9R~a+MUvxt@pqG{z{XxjIT{-$M(w~ut1HG9Ejto|xZWq!Ha#cMN)kZJq=nHWUNO^n@j%Dyx0KrAxB@g~Dl#=(}W%ky77I4=|?{<_vQm#^a-=N5y5!7FHy9VV?V}j#f zQX}=&dT2w#Pf8LgQk0)LU=0;8*fAI>`jXrUPY(L@0TTC;T+86sJjvZ0KLCH`ag79i z$&s-y3&`DFE5H&jV<_~G4yuKyz2n&_B8M7fpzTWqJg`s#f1!AAEL!J&=%s*C{ zsP`qm8m4{I4G$WCf!Ylzn#=yExiHMYijoIW00t3pBagR0xH;9mO3IT*nV-y*^!})i*$cRP z9>>dsggtmN42ymljYoop#A1_cDQ@Ij4Fp^On#0%ACch-QF61I>b-={;BtX<+&WkE5 z;(Z7A8N$zKDed{@(GB4|6u~ljrr+$_n0Igd*LpF}PzyDiD5NfXQK#_bGO}2T7$>>v zr_!SdoGFTf672#L5$%z4OsN z3UeZj`@XIl9=YHZym4g5YE<)@oXH{g_m+0x?NQPnC4`$Rx!ka z@-_E72f7sbE&}0nr2r)7Ve&CVfA%X4>=H0(znBTeI!{lnHLF%02`qOC#>nmIm;uLd ze2fNwJdI&LdN%tiy971^3ugkJ&OJF>yll}63dMvFr@U7<>fm^g2XA3;epRzE@TpyO zeC#)-%`Fr#ItoA>;_V;WgEtfxl_xdxn5CSu2=U6Pz89p-4t4&x@he!$b&!UmeCqNP zK)*VK(Ht_{Loq>Y*8Y326 zAk1ch(tf{=GDDy1c53m|?vnn8NUgy{^twU!2v~60K ztoOXNsofydS`SP;&hawWKgU$#1h~j#O;q`q-Lj5pq5isqd*4~5Lqem>$kD&NTplw@ zShSJA%!jT!VcNlzk$A?ZY6z^JH=%kk%drgI)i>xp%WQF*3S~y0xaT#2dGOUp(S_p3 zCehLsE)F5-#$b+`q+4>>>AuYc%~+&5L*mZzP!ucWV~JQ7sa5I<&h%oMmoYLe0wF`w zwbS~zuCsW~BeGp@ZKi|3Z{QEoXR8F>$Hl~dlVI{<@t>Un?xTOjjYd)MuIaeOevj=m92g)nRJ{Xc{${Q`ej6|m=D&yq7n~&`nh%cc|XYa6ip2>P2+AAJI!QJ z7p!y2o9;zr>sP)}H!rR`sOXY2_-2mmFR~=)0PB)o(WyeNUs=hTu^!zRCR{NhLcD9= zC0$q^_N@ENy`5weG*BGu8J1(x_&^qwNp%^3Y^s!}9p22!mQ#~abjPQV%ENvpJ)V_9 z);|E3OeWD0ps1(c8ulzcNbJD5Q(+LSw4(GH~g(dk5hw{IKwa*@ua2f zImn`(Ex*D0CHSkEAG88F2-*ty5}ZPQdu9-70(2XMprJwu?&R=Qz9(G**d8Z;=C*;V z_xT$=>C%}Ro2%(W zAfyps(YiX8H6H#RQR^|e zWhtO1@#5iWO*HlaKe%QOl8?#!(~_@C)9eP*y~q%L6U(>`OSH9Ej!-J*cFCU~$ZXAY z_#}2^Gi?ZKzEH)ulhV~XpMX<~-AU0~Tw>OfrZkrFf0>4j`Q35c7TUd7x{`Mn)r_@$ z+FunCf8HTpMzTG?tudF8)de14!aCr6BK?=!6pICwQV06S)J--mh8gon}6<7zvNVZ7w61bJmMgdi9C zj+{Xj(E$*I5o!ewJfr6KQDz~RrVg|zn1vYmCLNavcZ~vny+>T(6b2*olQ;%R0lsyc z%?9bRRb3hN5Ayw&vd(sFz@3%AHRt&UvJzFahQc#(Mn}=o9JVoVU5ncqUa5p2ew`b< zfW#@ciRPR*_QeUx3pfh6FPl9jg8lPSl}xRhj}(I{(dHRg(VSa^f7ede_HwXhgO;mH zjN|X)uv6DXGOhEh_>@X=ckDp6RV7tKszFhC4dix?CL%5lHcB;0)MG0E{N@&@Thnp~ zf(Xh-Hhyoewf52_Kr*eE^AP->h$8yy*}W{$MK|rjqhmf^IcjD|=5@eB7tAYRB9Mqd zPhIF*g~dw$Eaq%&TzwW}Pm;8!hW1WO>q_NMhiV8YW-+qwhLHgR5+8EHDWPTk&nR>w5qr1=4YULQPU(t^}>y zI8k%0bm)>8BPxVe>>#ypsS~-(UA}x1nQ?>t!C5ZIToj8Hm>DZ93YbNJ8u!d0J!wm3 z&K04<>6>~tNo4gzNFJ9?b>?@$g8Pu<6bTfCoyyiAFtuT4VBi)#f62??FmQF}yFHe+ z%p;fq-InUM|C|MrqtY34FV>XqtU*(Mp1c~uzG^Xsk2{nP@J}L!*4oDBMgdgNNN~bW zFw4q70d8*z!vmW6oGC~ORx6m)fLIRH(8wajuPt;SgR4wve=CFL+4<*X2AM7vnLR=WMG;7^!^JI|NQ@y03y#wI7 zJJ^Xo2$qvNPFqwfhR5f8hJ?8`fIhjpPODwa(VVoq1jgfYE(1YF=x!yn1#Z~8>R|I@yvoIK+6m(QaAF#f}K0;^2_Ab+hkvrz>M zq!HmCYrUtM9oE@J{nMR61rO9CgblS6nTyw4y|-=0TiDOggz{scFZLdPV5XxN6?6d7 zXU)0z5I)W()w{1W@rTNHZ`Ni1(D=#hu)9)QeuB%l;{zAnUP`278q7iVlGrX5G`T|% zpvgiWhs*bRu2#qElj732*EaF8$C7?#$~Twu#b%3-hJ^^L!VcY7W>)89b&a z$%k)=Y13gX=VuvhG#i`CBTsjZO%7AgV=xmHZpb?u&20D*IbRF*bE`-NN&%sG*)}LK zRk>k$Q4?pLINP-1Sfbq$B2t9_qE22E z+MnZQe@wPK#H8pJKyY0Y3-7nmsFjIkFzZJP@VN2UC$ls*>y4RSf}*xchI zKCt$RSQl4$e(KUz$TQa2bGUcK_U$p$$iy*Tm!eaOF}z`Cd4tSiVy}an_r{=GozXmTt`U-z^2#^SmHoZ>vD{*bT23>_?$J)9) zGg=U)@6nqtUG_Pc$9;DoKcBbO>=rd*`>^I+io!p=uG1Z(n{^Iky{&wo4o^>l-fBep z;`1=!6~t1u38#FYlb^x)#Z)lhxTUjI@4;*Tj7`*-Ap1|ul_Hp`lk5!-Mh}aV#ThLO zV(bP5DfOk*2d21Xh~aEp>)3z$dS+KX-YcqMLwgDET1E@<8B#O3KG}4%UBx!UwLAE<4@%}}nsZInvH%TX+Ynp2xJAFK0OuWqAl?2rMz-PJ|vDH|2~x1gyb zL1NpOmc8loX)c=~1K%H_0U*i{{}1a#QL70RhxL-8D=--JmQ8kwkNqOR9=79(>xzK6 z<4Uhpf)UD&zhPf>T5ZmE4(&M*V-^A_mY7eH0?QR`}DW~vaBX&CIWSxZx&V} zg2bTd>KelOofR5TVo#l^kh4My2F>s(2Vpy{ZcGrw<=h6@z0FO(;sxhu%GlOeuADue z4EJHi{|6uB!IhvrP`FRAJ*wE<8GbS*t0QJ64T>y2Bte9=;hv*9twr58cXle(A6`q~ z&=ARb;xWOzFdj{&fgZWdv9(PUHb4-Pec#{-xAYjM43W$qo^hPuMWSZe>kH1_mS}j0 zF|UGjQip&wSENIj-p;xuLW~;<0O!6jy~|fiR?KRa>z}jQ&D_R7O0&PvoKV;Ub~NXK zTpXEF>w(zICu==0-?;TA^_%s=YiVwH7d7_!G&Js(hVOshg!%{byl2{uuA7}`?Bn^l+C6Ub7(>@%E}d1JU3Tj;;DuoeZh0` z@7|`d>qgO3Rz&b|6xokS7>XaWB5*7SN`?UW8f`LVkHDu#&W870e3E4V^?XOh9eNp; zT+8M-zkzyH%t(g)QHw?K2p_|eyzsJK9n}7^!oqG|K^CARkI~b)ReeGxlNKbts@}w?Cst$^{dACboSv-`Y*%O|E5oSvHGC(`G_OGJGl!0 zzl1Xx7sP%?ef>-vWVyV|RUN9%J_rb@7q=Di`07U~TGV%(4Eh&wL>6J13WCBHUdE?S zCTZ`7SIm}>e zSq+6`Xex1*%xelt@}&28&nkF+b(80$2|=}s5XThKn6-R?LzdPn>U36}jn>EJcOKK) zbkl`gaMk}F#)N3%1mmP433W?OUyC}aUG=m*o`grLMqP7T?VDXLB=V) zT#M=L37kDfyN}4t(ZSw_qaE1asCL(?W*XIfJ%}&Wlf2y|2APjX6 zdXQh@gImAxDI&HHb{GaUjRh%j8oM1D_dva9v-_n2p{}&IZYd z<3r7Ci+bmCGolVcMn{-qvZs|1|40<{+-C6F?qixoVI)wv{Zv#X_{o&@lYv53o1^w& zqZsr+>>YU)Ruf*N!lSW$Zx<37S%xS2T*YW2RV&Y=9#0V9c7Hzpr2j!q;QoEo&HJxh z$Suh%R>^9zE<e0N5kGtgS*WstQWp`t z%o|$$p%T-YqqM3BqoCV}5INp7y8OY^2WSZ)WWq(D&ZhtpJaehkkl4rX#GtnSKc0%* z=?ZVV#A}TG`y=WF%|}TWGAJ{PaT_1QF?x;<$sW)?H&Uur7-Iuj*g${so#=h%(!)Y; zl~O;(q4{I}jwsgaRnM6u8)%jUN4SPO!+w|je2Zd!t?L-_f6G)_Endc5V%sq1p5Pq-Ay-P!uq0 z(*hpQR6}5JGt&R@-Df%uqPLeF`A=^%&%nRA*z^PNmEj`MVJ z*fXxL5_dhZB)vVUZ6;PL{_GG`(q)jalg$m2IR{;2yv%S=6CZe7Tv^}h8pT2`L$VK* z`zgubTZR)(rAAw(Vh-s#AwDNf1hZC4*%fSX10lZPvhf+Cwos$~z4?X#=Ndc1G@@{7 z+Ju1%7r1BHK>}9+Bdvd8m5O@aFtZxUYq{-kc$AX?P*4`{l|)$kfIGAY$|ot7zw!g{ zZ`LOkQQfcS(MHrE-Io-B7xWAgpZ`NC1o!5+4v64waiOT!ASCsD+zOAfOIk7RA}dSE zS9wCva8i@VIborpr(QO%#VymOm7-Kf5$h|p)AO_kBitvaHeS!Ss^PN)bDZ(f})$Bf4flQdY@KkG5}HEKjr19GCXO+%hRlpiT)8j3s_gVL@`W4r7>1fC4%ESbRN1Jb!3K=BALM)2(UiP{@kphdLFNiJ163( zXAY+yI(A1$!|tF8TxqV>N;C%oFwwp=+3Zz8dW2@Ze)6KVyAabE zB&7{(il6x}Tw92Cg1@}|7fUuH*}A!sXfRjA)EwAONSL3lW0xE}-5fh+fb zW4P!-faT2k-Xdkc1xx2?u4BJqh*2D1cLIQ+GUyk%q(Y!a}p=H{G-rO-uC*=RFbU?Zy!xiAd^nw{zD^$IJkpotR+v)>cS4YlnO9>i6}WpS$$b^a6ck4Vui z$lXzweI8&?qMO3JJ?Ou~V;GKED}#`2B4YTQi|A+)K3su_tN!Jz{F)A^@+)D6GjHpo z7tEhN2m1TP_w*WlNc?RGu-=_`X!orm+GOAV$jD>cST<30S?=nQ=YeqCrzXU@7`7SQ z8$%3=9@`-KFCMrL>^vaS!7H1pj709Zs32%S-I#Q7!9Hd@#{lqAY)4#^Q$1K^9J!ye zRkp2~_q%VokE!#h#DE7r>_OH8$2v%Bp#zJ$B;ko!`w`@>`V>1Ep|GReN)lHi_~qrq z-4w!?j`!yGaZb`2u>`%2!mbPKF3O+83!_geH`q@B-BUbfo2!0$@57MM$KMaSyDCc* z5np9rZ_Q!3?uKuG+sCUHi@vq~1{WccTzt*Gk1x0BZ+utmGJeXiQzm`=mIf$OOmQ?x zm^~(T`i;0USKvDBihD&-xjni4>an)?gbX%1XW5jKPNUT`CUkr?Zc(KgzVOu)*qR3e za^aCM?wBm`i@BQdNR5+Tl$m_3^r(z$}u8uI(ZMmf86ScjxKBkmD zsF%{?H!6|b5wblR6?^U@F$fPwx~9-k`>@I4)4Ta2bx1EWWZB97uk>e1W?uhWDSC(R zecHy+U!e(g8wxRf7k7Q5?&I^Y=8H_M#ZYGH z?VmBq*gPrIN%kluH8qA%F9tryCP>3e>ZWn5Gy!zbT!>9o9^iwTjziPO(vA*9$nt}| zG@kVzM>GH@svCo=c|=#`L}Xc1l{P6Inq$rjZNG_GglHLxeKuoH!I9R@eMw%}Bq&3t zUib&}w}UT0ESYxpA#%0c)aaP-1jl}@Wel3s!3?|R$SYy3w`pBH565MM-t3kVE$9*vkOl{iX{#a zTu>uq?CBSV#JxN3};lyP9|0H_;a6~suin08`ccspSGz4jDmuchz+@H*POv&`wo;B zkMVCzP{i@ro#mXqV3AkI*pys%XX<7FzaP)3aCdC!Mi1St`1e;#V$Ufe5cLysRDh$9 ztw!y{6R*s5$I;n1F9QYU5Z{sklgMR;>Fw+Q>{nhUux=*7f(t%*oR%g=iJK9r@ZerP ziAVZC_=x;~Rpdxa4?h#?GLDj~Cq()kwKKAk)!mKF_%^Il?SlaKMd{abg55;3rC-cf zT5q`{vl|Y!>S@~cv)~we05+?y*Iw`?6#YkI3MDNXSuMg;{d!gQd*85rvbrq{729mh z(GoM4qj4Br3F1+HhI_cH3bcbZWRX#@Vnsq8MGXAG^b~>ku~c{ zh9$JP`l|3!U0HcIZHx_@E$Y68loTX|ye|KkYWx}2&AS7KdbJo-^F;{GRT{wso}R$W zVMNPE6fca?fwGN^BB;m+@MS9F9+mFd%-+riSK@_2J-qn}D!oBp-U2bIMjZcnhWVFPa@uI#p6a8m$C+xLF!5(d^u5Vm`1j3&g5>{ zo~Hg0tvV=7t*#)D6W}v%f3I9R;IY@>(M%k&5b?1aK>pftlR73#6&4dx$M#l->^%xJ z#U58kHi^Cird~NT{$|flhL*RRCaE6BWPOFwp((YK%%pW0g>tG|OpO%qV1wd5mrsHQ z8_s;V53Clg{;;e^=_P|_ z%Ly5gcR_sZ5R=T(r7wqXWI5-=zfH*g2`4(ZoOpxe2SgSW#6^H|`Pb4Horj@B4hTU3 z+L=(AteSh{c$Lw4$~`8g|D{Y2N<5$#U3RPUpd7O}K`TJ1&_bWr@IIi$%}0hjg5P|{ z{`&fR^y9ajQniI){^0?pOSvI(DD>8CtP`cI8uCiFNFnjrMc__i%PldU-zE|Fp912o zYQIv$mNxE;bsB^L1Nt{n9r9wSJB|r_6V#_aR=2Re7kn^4XR5c-y30vq-sHU3)J9kw zo@3$uM?0q<=Y3caCIwpIdp@N9D_z1C=%rn_qyX!;AOmtl`?Gy()kaz{J?Wwp1+Ss` z2%Yyk4}vBQJUuWov+3WY_jA7%U#z#DZiz(RgEM!jx<=K0?9zURWx!L3U%mXe$Zg{V zHz@1oN>bp)1j9U27>~CBDrUq=h?zTqIwmNr=tp zNEe+z9P5>wtzaf?(DT%M4tu(cx7K$5BRJZ^l==7rYyTJ583vRA2;WOC@0|w@@x(T~ zsTSC-+cq*rSt4NXhc7pVO3XcW35k59>#%qGT)iL)twJxu>%SAKg>lJY0M$FZ(5<%s zQZ}Fu%RrS>i4hUCkzA!UAq&ICK|dz*JfhuQRMmVJdBF_^d-&m3k_6GdQ`7fGhI{-4 zyW5QX4PG_-M{C1`(JxB-nYYKxK#z}E7T|;ozlQE9aG`MJ&mP^EB*lATiYLKH3tJ`Y zZ`(pw`E;$|k9KV`?Fk{{(IxNGacDU|SbU()OqIoQQ1Xfiy9r~(P@Jdm4=^<~kH6Rx zO?Eul=IEF|Y*#{!&x$PAHXS=Hx)KaXOoBv%x&&GrLc>m-$}H>otE^wsHWq@IhQ(I= zO?a=S=BFrCh@+P6zv!|PV(Kep=}fh6 zaWVzR0jVUwmHa<7jSUtu4L()w0JuJBbY&s?WtnoB>XguTJcGjtJ9s!gGXa`C^#2(- zZaV-xfSBqqS9(ZZRd*8-axf^jYPL!k_>E!@=`NDNXWc(oZ;csm+ytb&Jf~X{XG6CH zEfrgsSsA;_p3$NGL9b8;5}|dvJ`Ijkf$+ibvtZLHrWTrHd2hUqw8!-TgKiG?cwt7- zbAHQZ78F8S!_-q&7#QVY?vx#b@h;1@3bzCL7<@wFnd!ZqwVYW=U%I!2*G@`PZeWTX z3>AcapMPjJ%2<8)J&^?Z|4)WIR@hgh!u@3 zKBdoqCR+u6ar93YC8Mf)hSx~wt1PZD&q0;9)CJ-!V;-4rAn@Z`=gy2O9?wxicARYQ z@Os!~$tfBV+et*p7~XM#p!v;2D{2QSF6sV%{-WtHs}YvssXVZmS?<=3aF&I^PSi?2 z(TuJ*0OiP*(QNjY3>D2hXRUMaDzp$3np$N-UDPP{Q%6siXYuJ#lZjV?uAi#LB7j|P zIr-ikOf)`Dd`W6-&>&GFI+>RSHnduBHjk$mM&v@^ ze4vGIs#W-zu>=X4VTkjkX+)p{@Ao){_vZH{dSEn)aZ&>xc!(27gN$GVi4%oMJ0xV% z@+j%kpH~56#hgy%FfM3XNr4?AJO69BAB?dmGYa)`pvoj%FouzEOcXVo_XF=?I^%sO zQ=>~Dr6>)HnM~?T%E#*{CHG5_VN&{`z*$J)0;YP2!;tHD>u%As1$!5u>T9~&BF1JG zcH1hE60se(?oiyoJESIz1OCm@9Wr~W;(y8~_OBUU3(mtSqe#_9)(846I*E6SIwsjf zq{vBw3plsPE(m{>&(80@cQzF87PeeY`GLk}uHii^FTD^`ejv$Hf#vR3W@A(%dr$oC zb*_hTE?Rz~A~OkQQYn3{KCfVuOsAaQnsnskpds!e1I;l_4|vurOmw&SF33vG zu2#Vu{IG<%3y?HGPDeo`>s}anPO7%TKh-C^V=~&^#pBzc+Av2Y`{)$xx-H-hquPoToX}2oSS4Lv?xB@Cw%9gD^qj32f6$<%TL1E! zYf2pNg8JzyMX!eGcYWngsZlC-L&CR5Ir;w&5*ZqGnO=FiHc?h$XO@#?igpRLb2$_I z1Jyn)AMkE>=6Eix`rR(%;{u)#@)|OKefUeh{W*N$40Rz{VSNMWyG%N4^D`6A70W)h zc*P-&%eNKvOB!WW29(a$De*T2i*1OZu<^4DsfK-WeGxIHXiDV3x&>(<_d`oiYCES; zwf6C%$)M@bgf^^Mv{`md(lALKG+vSmyR^tEp@HQtrPz3uMmF5b#7Px>E-);72V$If z30Y@gxL$v}o2Vh2iEI;D3_u7}A`#L&E!;_PNZt@tqa?t2@%8UkKLg(@7+S1iA%u(z zMO$Po_yaW}>?sm(EtFi1uPAt5Kq>nT1vj-1AXJNvbcD&y`fUyYH}~B3@fnV`;A(ou zPzbxy=!@+H_Fv&=si6-W5XHg)7VKR9AB)b3h+vIAl6fNQO6=*HU3Stvc(#)I_^Z&& zi?6QDCUwUBT=ca7nGXdwsL*ewr{QK$pqw&r6bV<<~1BpvZ2x?b87=g*KY z0xLIRN$aCu=X-8H^t2`}%GTk4x{|i;e)ubx0l2aWdQm)0zoXpG=%f=dqMJGit^RW3j8MiPlk;@N} zI==-4byH+jZlmeo2i+p^vS@Su$6%R>{LQ#~k1NJb$cn9XQ?q0j3fDBS=lq}F+mQoV zrJKV{JXk?sWMn@?^=&p}xb1VHOrD5n8_DK&{hJoxfA*^J8yE*lBKrYuTU1)hU4U8( z)7|U8v~*CfZZJ)IoL9l5dZUe?K7(G+;Bu(0Bi*c#y!YJ#H=fq~n z+E{t&xe(8KKVo3EhT{}6s+pa|2Cvjf`~=bJ+f0_xKm*zW^0FkT%cNaPqBL88Tl~rU zA=8#+a>M5nfU-`q+@C(!?ztiU#0oe4?>4Xv<#Hz(0Qj2L-Gg@ zNzͫ?8gF|b>_7^waN{6zDM0J{sx%c#9Wf1Mrz|4%2007pfQnN+?j1$CwcVncb zn(gLAB_Sa{N6w)rBL@6Vc(cldqL+_Dlk-0YTe+Kg9D)*~PMpWh8n?~U-l^j-x zrghqa>^HK1qhp2cO595@(i8^VTZr+H8Z5J775GwkG z=InZtE!SW~ba?e%z|B)r?(#-PGciPdank!U{TMcy5;?ff-l_3KW&nxgm!5TDeU%L! z+0?t6Ljinpd1$XVAWukM7tzLQ&+?IBpSo2pMi|< zuGqHY)9Zg!$_KlC%$0Cy-{(E#hSkFtt!0rtT1F1CxeE*UH7=Co- zpLe3}VR%$4Q5449!#mNtMVY?IlkMElYwb$FC1L)#Ea0SX=xxgq6*9@xaQO`x%QQ#7 z5B$mwhTnTRGISkCs*r`a45kL-Mm7#$(!`|a@QH`=&qjQupK~viD>e6|Ws&o9td36S z{OWEn*|5*Qmq022;-zlmh^XhLdWAbJRH8UR-eHu5RO1K5v1s`1u1E+bztHz$zBa13 zlU{lp1?$ek!PS|T(jSbpNpDI+jT^{*uU{c!6G;Na)DkF0#15!f&)gH9ZoJC;l#p5b zI{;Pt)6J(?qPh>wuo0YUk+F3+7O4L8Ys_mBRO2-HL$s8dTW09b?YgcxfmG|_biqp< zfvD_itTNB=Vyrv!n}u$u2xkJDVZf(}^95illqm==q(8l%7Rj+>b=){{j>C-jlSfa+ zg^NH5>5>q3fIC7-0h;FA0(P$lH(`0!fEx@0$0ce{tz!`XH)nD{S<8Q>He%u7>$&0b zfB{o+oN=D^BnHcxeCdb=!dQ<~Oy(E({5aQ#BGy?>ZtrO8C69KV1y#ypetmOlg;rTr zndJv4SuMW2*RiX}oObaXC;5BNEFC;YFgI#aYI^(8N85bqrWSXb7vVjLh;i4~tnM{| zBmzDw6NC6IpX?7+C3tsgw~^<-4*Kw4s#;)Z?Ywr9e_Hq1WO z+dX5wxb}YW1|^Xw57?7MLW2ted0jJWerl5QFrLbWhb%xf@G?$auE>|JPKvX+?T#yV z*4yqxkNxKtdOdq>7xda~MLab{hJp_2ncM8cTZG(`f^?G+Hl6jH5JoDfimJGg)de6F z>=lD!{Cr-iXXK%qm9aYPB`-CM)JUjd)@S)G{qkg0-4$fheI>nA*Vy=Zy=0AoR`5Wu zmmV}LJF>(B8REXJyMnClcs zZ0$TZSC_C%j>aBJ42Q1t<8zY7gr#Z+iAy*@u)R2i9JfUc6&l87VxI-HF zS(Ihk)NCod{-H}D0hw4Du%*g%oTS|^+E!XIFntodz4HLSpo5c5+b`-;sj+AvJkW8W5 zev$QgzNUyQur%P!wK}L&4)VjhA;X(i^{L;Pd+)lZ7ou7wkD;$?x2^W>*Po_R;=vF? zZ|+2KANcY7&X|&jXzXn+j7|y`FA&}BZ0GF^zoFafi8X=)b+H7RpNaLUZv=-mM7<}N z2B8ZN-tKMHPfW43pTEvJq;io901>+X915`wm!Zfh*{L!yIDTzQ-gwFFq<#Y0z}euc zB!BX>mG#yT?Y>o*^|=f>B=kPjK1&i*SUn7e+cDiG)zfAr1oAxCxSXEj1o<z)^H7fUAVZ*9GnZX`V8Y^xtca z5|A{>#;-ST0>>oY%^JD;1IMzXPQd^gR%C{R8U+8U{{)&BpQu1bj2S1__Xp};bW>0R znnv93@P0oXpx8S&ALK-|3`!Q9oSFRZjKmoHXYLwp2C{}q%JNyE*L*h+@n)nZH-#F> z$dl1ClE?)hv~O2*6r0t6aGD9&)~Z2@78Xs8}r}O)UZ@T^JETntZ{jHrYL+F||lLFsDwLxr};~ zP(iIYHXue}9J&th1)$5?y)_g7cgB{NxH!vjx~G9X1*fH*eI7S1?!EMr)r7RukvKOG zbgSMlkXcn0L(00aMB8~CkD7FrIY8yjkuq0WrY)M5c2!Rw$A1z4c<`(nF_=@w>x&z_ zhIPyC;O(|$e{y31gS1kQ)S}|l80Hyg7iN0Sr2!fqn!D&>xC66c{0eEKcK@n1jrwCr z6thednb&6d7^+A*{RX=9?`^Tf+h0*l$1C<}UK+;5P(t4|gn)N$=%RLl46VhbH59xRoF<8DiO`+_t zXmL`wb0G7(iXQva&wnKr96;K1AOne0E#BeQOHQR0orm$M{aDfsHANmi|9lRa#cZH``g8^{O+oc~t6 zl8FIBkL^m*J|;_L(BTH4!@ zXUZ(0^apggRgdjDcvu%@b%dK9m9~0tzOWMpCFyb`iNlF`%YgJvovh$U@hiXd0sA3J zfY66Th28bDE=gJo^%APEU*4aKguz?oPrWpt38|xEqE~1JbSn8s`Zt_uU*punSj4Ij z%62y*V)t!^Z1`WH2Dice+AAOHpS_IR^qIBQHuUeQ>?pKd8LuagE}onRKGoVi;?Xup z;81H>5C)#rXr8Fa%XO%gK3Q4p7=v=uJN`B&GNPVfd({CjCl3Ym8-|V0E~D}7Drz1( zcEu;?{D_G!Fk%ZV9E*k9Wmdn^UEdIgrHoBDfnVB--+{Q~O{p=)$l`YlqlUelxXF7l z!8k--wAvhB7DB_J zLL#3Wy9$}<3%jw~ms5G=6*%B*UFbbbXn%pL;0Y3li`Hd5B+LiH31G=;2#sqt_3KYh<`SnHXO)0MkcJ~M>|-d0-KQSFCa?;^pb$? zTf?X&X_(R=_SXlqSKpNcjz`l+lZ78TmShkP>qD!~pX|sw!=KlCOwm1^W8h`p{1$Lc zY4On%GJKst{}qcv|ImtkfBqj}wj*(KfSJbln|r`OX$&jHvcy8|E3BZ1Sa63t!HY`SZEiC@A-~T24MQ!`Zbx?{RJyl7Y z9jt(cJe8^8)d+SvdF>E;yuWq!Mu;?5v)c2L`Gl5WZ@RFG0V@>a>o{Wy`!S|dg*g6e zr1)z&!hVdMyK+b{0x9T>_NQuipOEVKjB3P%F34ZdAb7NljwRH9pL) z1^veXvo}{x`+iCK+;otfr|MsADSrM3%f%O4U(n>8PB(xT!1 z@%o=KjyN-K5-h;K8sT(*m_ebIodIF1B39&q_|OF8S57djN}& zVHyH~(|Q%)SY~;Z$#-&Z5(q1jj`!EGZ~k?qSgp}G^olD&v@0193vTAkU64=j_O_m! z%ZGpM@@a;{`naXk$HSY4{=f(bKw^(8qx+j9?xFGoc&aU?zj7W#7B8sfb#{cH7v{H^D$DQp6R2wz=Cmm6&en)zS6&2Y(M!zD~O!)9BwiA|`W@ zmV0<4W55G!ja#!m3S0!Ua_QQ{Tj;AkjPC-`;EZHg%+C2rV22ItkmLOA zvfiPOo1A@nie%JAdw)#v+&<0KKT{(_CaxlGCi7vQr|u^`PR2=eVjY>IhKt!wzAkGyb= zHu+qPwm&jcuzI zIW=Svjp`dWYS!Hx7_QGj9yF<9ED@b8-tMKQ`skphy^3U&hHs$TfD$}bLBJcjt?x9B z+XVd`Gr5+C#d7K5#*U;^#(|_y^b4!H_qd3fqB%bsA85#TmDCJehG88b{ZLqfX(}58 zMdB0^YV6N7#M4%9T=llR%S*K=Yunyw=gS#6=!b5#^ZFPR80p*W@ip$RWayWw>gPT9 z2I40IA`K3%z7Oyw~u{&@eIDfhDWoHFtr>Fu~f1CXBugb_`sfZ6$IqpKB#~WEFx3^W;+xi2zAN)TSM~pn6jc`fYILLE zFjE7M4GdCyz8Hrw?xzs(+TOqahgCw|5`tW?S^Ry>XF_>F?~8IELiP4hu_}dfUPB?e zL&Ec{#V$IITn~ffjo+CAGM#{!#o%5hvjL5Os!DxpLTG;OYujD)+h1(+q33akef@YY z`?35Rj49C}4<@fyrwhzFX4fBdzGgI=0DVz>+??Vy%-G;etp3lsJE0=UWta5d=L6N% zLX3WCl}Nb0GNC#XkjNT1T3?gPX>i@exKxl(yMF8gUUygWJx~&$l;#6-miT8Ps;CTB zH!;*IRBT@>w_ju&?-Ur09F0^Q-V|tU8jn+;#vl?5Lup_L_ZWTO$Yt2zOVLjm)bjZ1C~X9p2#hQ5Q}%sXAh<9d#?=Ke94bh92wv-~68HrXJk#R%|4Z}$ zyOI@(%HX&6P>;(Kv8-OPLxumxpy&@UY|?G^pV&8~&y*3~3(eHE?Mz0UnIqR;()0}g zatIC7=o_yQIF)oDjpF4g)Dk!^Ae4c#M%T5#PP8i{ocYZ4UCcAqjEA^!Up)_`rt_3? zPIizeG^NoDm0GkVRZ&KtPJKmZVQWFtT-9IZKevt6(b;A_+m*?;cpDeyKkZP!QOEY> z_~zQgr3db7T=N11jsfLRnuf4w&B96IC9$?EbIhZ0f0%p#cP9-sEN!+Oe?b~u^?TJW zu^9{|X?L?$U9*XMa>WDmXGqks1<1A!>#7(=bjzFy!P=2x@E%8DZ=*_r+K2_any#8J zHb`H9iUKJf#NHjYHdZ1g5Y?FZHOvkFR#&X%9H}Tm9QV8Uv%i<9r!nqMFJ2$?s$B!z z?$4WcSIOm!`;$Y3iNM-gvEynza&)qwwJ8YvDI4p-z_}51Y!b}(&ItVn878O+B{!e; zn<|tbx`@VRZ(m=JpcHl71XZ)Qai3DDwJFQ4P%hpBk^MVqg1H@c$h>J=Zv39y50PN_ z{bsj<2c7fxA;LNcSjT!OD`I85TP4GQ>BTu>XuH>c6NGdF{sq7W)D@RgUW9ZU6nRSb?!$ z%LKZ3X8akt?YtygXSN`%N2Xm^-rY}f-DN@TL|oeuK5l;i#CP96N4CXB=uxP>5bL0u zSqmAlHR>{Lsp?!yN;X*Y?hfCeXT~pq2K#3 zU>M#z;@^e~`h-GZ+iC~tP0T`Za>q^?s5fjs2LITRRAn)=yZJc&yPt4OGN=mimHpIy zk8ArkmZ%p!Rd!BEeURml+ofp92-a>i^x-ixzfu=4wP z+9%CPs{Abn2#8&ShXN+LEzm64TjJF5!{{L!so+=grPF7dP5>}JU)YEEmfp%(DzjW^ zXpD0J(lNjwq%%g1V8F)+5yT44`#^H24P`-$QJ}L-s5xy_Al0NXng)N~3wbO8H|G?g zs*0Ru&(llRzho!xBgVXRiRMb7%LKC(H(+J!CSLYmfC*9T5FXS0B+SDNSz#Ri20D5U z2?hG<^YpL*vsKn|TV+i0#1kDz7K*0;;D7zFM+T^O96~5Q4xK@s2NoA^wP1&9G8lmT z*%rOUYRP&QWjW9I0v)UF?Hse%$LGnSRjT=^5Lw%qiZruFDfUV7<3q}(Ip7G5a?sK8 z_q4#+^hJO}g<{f2k8~8f{{AB&2zXvi*apLlP-BENpjp)CFri>~oETts{+PwQs)9e{&Aj)#qu^dO zv%rcJW+>Oni`(3Wn8&3}8kFW|PYI z5>ufV8nF3meMto@;h{ui$1Xp0oT~oGv;jf=XuKHu?YgV|tEL1*y5%ly`9Jy51H@zV zr2t-x5_>Lr_HpE|98ZOXruyW+%TkZLig&RCoU7BS)m%LwB3#nBAk&s-+T9J8+3XQPqQM1to^$~Qk^puW&j`rNU<3NM58xrwv`E=E?1mtQgDDOR z#yAA|^P;u@QunzIZzUgibHe;uS$~+Mu_r?CFVYjYp%-75;@FwynW#84DK}=%nNM7- za>=KAnbc4))}8gQLU`CGtOv^6r#L}ma@adSst~IQ>ITt%lWrVVoM}6;QZ2aVK;!N>Jz_r5=mrKLt(DNFCqO}_$V2+I|4DLCBv1a zBA=3IP5q(q?5Sc*U<+%fSO=_R(EJTAcgNQ3iiTOl6E13*$8Kj+`CYmPxJ^Ud9w(!Vis@L-Ryk(RYG@CN@zJxN~@GF5Q}MBXDMY-D2el)nTVvcmnqaxCK03H33es)$^F>u zXnDlWlT*_%Z22V~`ON8B6}92Q-~7*&+Ufq9(eJPLB?nlzGf#w&{Ft_{0TNcCDB>`nM;zwek-HOKxT za(Nem*DOMn>$(T*CVvPJZ+-JBK|bf<-MQbOt?m;;BL`H;X{Dpsh>fH2E>nULsy5)f zp@7$=4&l^x46`Ads(722_Q-PnUwgxn4p!W>O75ON;XvE8FkQbBh!Kq6emX91OGXpx ztt9IKbf!vMh_kb51MWp7i9%Wd=5+h^!|oY4Sm;Pkp8^o%w5{!E-xt=$Jb|g5&)$_g zI}&-ibv<4p+Tu%b2(%=(d)T{ieK^7U6??lz)fL(X2B6hv!4k4N>@Fon&XTzXn2y48 z$YSs-tXNLlE)`ZMT-~PlJ6#*j!Q@uFere@1+QGMN>@#!wh>I7=VrZ5x|4vTI%AY(kBDgnpP~?!NtG#O;k>jeYyc|>i`t=b7n)$(%WMjOcC%%&H z5?{*@`y6V=%@#9zDd=h`8To7v(>g-W?-OOBL?;EOP0Zi!Tj9#2MY}l2RXqQ17=BFh zm-|40Hq*MI2V)SjRv^dVzfADhN2v?LIDbZYwWKCkZWaVEGn_6*M8aoc;h?Qw+&DBR3YXvVc|hg=|H z+5`2)I%pCvhzYY?A>gb5@y_1>D!$~~A1^S~&*ad*hU)^;H4EdiTHb-%y5FZq zV0*C2sjw%sEu89S$KEG4pSfWMlL8v1Q1edYwaXKX&$~<)EFTD#7pdHnmnCAA<^3_C zPTWdzzG!cJZ-g2+`I$Z-gp;?znC?fj`Pgzd0WtE_=rs|TT9@FmZ-?)U=4`h~hmv8>SF(A^|V&|#8E59(Y<`?QzuuCO#L@5AE zwVBw&{bfkT=c!+g^?CcjV%i!DO4u0UGL1dVRtwYz|&2g+1cb zWpzdzUA`=!Wu8@BNd}mm7+K$wmjZ4uWSq+u5$cp!cSJ;jHcLeAk)?34X3Eaqyg=`FHYEvTAZ}%L_!voQFDe2#OfP^O4)zEEP{(#49cR zRu6luP~gk5s}hIii-d#$PpF5%K{Z##+K4st&1uFEld+0#s=hgDYtTEHP6b+HgKLRj zPrqDU8&k0StLSEV55(qNfSjv_lYA~Wfyo($cEws2;qJ~{5fPq6QRP8L)7y<1`Vyj$ zL4G9{lLQ+?^x85&Y14q;H!~?3ny|wE;l{bBvW3jF$XTd7#dLY=qfeD3njZ3@VF67o zDCf$&+u2)JG{$C2BYoW!&T3&J$E@uB5S+MZP*5j!NbYS`Cwv%($7#%ELP+&=@7 zyU)e=WUD%P0#9XV)3ZH=#SsmtELZr-z4b!?x`dJeVRcLE?LE)c4N8;dqf|Be6r|dQtyL6UQi1B} z6U#rffU$f*j(N)fM2+2_$aZ$vDz%T+H7+YXQRn1eEypKlapy0)WrS;_`4Qy0xNC7{6&I^U0J&JIY=1@~&$&Qy$rc`7@nyJFU{g63(?r@n?oUHjma zdlKyEI9|QvsIU@Xx3 z>XWCNTWk;gFwRZki;l5`1G<3)2Rz@oik7T8d>8x&M2*F5h1UjH)eqglO@9c~+^euO z*l-R4fBl7#FsAhGq@{7jyj-g&Pm?|D^EuZQp%azB=0?empgaly8%&&ddu-~LKO?U< z=ugx1{Y@=xAMx6r=e00DLLV;cHH6Iy2&Y(+1!`IX2tv|yHgZM$a>Q=>oUvH4NUl%| zb%M;hm=;!&hL$4B@FI48RH|o547$H%!9_Hx$sSZ<#!vdaFljr&QmT%GAU6H)x_q(A z%O(r;%*~@BST<`c=eLXSjEg`68r5&LX`a><=gX?szOyM)&T2MEhsbW3Vx-NzwR3;6 zbvuoL^Bgfrj@>UTBs(6#ZISnI5rH+G z9nk1(}ho^ae9VvEKF{xX?=0yR-4YI)H@jt)*8WHR3fFmk) z?=M6SIrW5+HjN2<<3l);j^pv9 zglN2jZm@B~;2!$Aw(JN^gCzi#FvQiP7xYQIHi@XfIA2xHb^9yU&qqWpQMvlwMLsju z1rHN~E>$b*!|4S3PprGh?2_7uokMyA74z$~>08)#f@s7cl|#5#r7zL0T;n9j~#Z=S|@*zq+#yocu|VGpRxjx^LA z+LWmh=L#taGw5h_y)540%th?R z??l>>Nw+t0_X22<6N+^G34C+7)lr^a>J=%9kC)&^ICf3-ldYcYcl^HY3)3*x&0o&3 ziq+o6cZi{T7#E^A%PaU@Q-G8tHBr{wYHPVG5DI#OZeb*ei-Xo9s?0F0$$)j0S-DdD z75N=CFglFrdHkS-5Ab8}mDF-tgr}_sEhy=|QoKxs^WCmOOw)zVLl-LRIF^tZ!VZ<8 z>8$2(p`cJ}Y3WQr+8%qB-uw#fC&gIUN5lO0)uN0Wg`MWTiyaS^oG4+pc?gckhY--X zo9Axy7;vY;Q!1e6R8GFjjpX-L=hcb zMov$Me@@cmoG6H$@xo&Y_1FA^#8W;fE_|C;_}nq7dM?c;4@tcQ5=>bA2KqB-YGhPb zdfG9!MdJ55z_-sBrC?nTt|B>a9)0-j4R@*w+&Q@_SDGOpD8F&@xH55_YIbXj6(YY& zy&ovm?lG|Q`uvwDp3r~^81uhWFb%FRFMWpDQ_L_&$XGdQ7N7t;=m5{VD295a>m^SF z8V-}x#KV(WxO#r8r5iiSj40{m_F}UG_LFW?9aWFGb2TxK6_Pehuh5L3e>Fy^ujc55 zW{wj9247xPeB)1qmA(UKz?-K*(eBVB3&B(4a0_J-H(TzIaC`3+@RRz!r6IAzpNu?p zg1Z!KVwEYmmp1dFoWK=Tt=%%fh6hNnHX&n4qh`h^+1fk~;Zehm*=PddX=}XuQ~15=4%Q)H-bId`?`*F zE44-W;N!>2K?)h5Zbs|z_69F9H|03An8Lr9ZaL)9S46LaXC|dL!4aMfsdjB%s(eg0 ze9uYMgsdxF)c|O-&WHqQ_Ha4JF5|^-$2~7D8T4PjAFDQALhbb5L*l*wcx}wGG!Ph| z?X1AwQqn8i7vT3@RJ^S_Hrr;K8x)(Ilm5>{EP$d+0j`w8ReUQ>oMGvwOH+ zqG=za_d)oKKvv7p87u7SO*%M;^DtsjWK6W|*uKM%J_xa+9W43}@f6Uvk6><9S{yK{ z>tnr(+7a_whP4Z&K}WvuNw`g<+g+JTF*xt;Ha4tTe=T@xT}yC=(U=z*RNQM&Id=w- zodh^EDC|-~21Y@sZ}TB}>>ztIk)CZMP9Ig7PdXLdjV&?GKTHe&b@DVdTMC_XQ~-Nq zLttn77(?uO_!05uvgchG8fjV38R9<|ByweYI51YShaQlykr61Y^jK{mFsChA9 zU5>{q3AflglZBgBF{7Kin6<&)caVOeG8}J(R<*_?>6`~%4ONjs(HOwBO?kig-E(2$ zSNvj9xHB?W0wH>o>N7M51YmTG!ul?M%f`r*%I_^kG;2mEHPnOK4>gR=#vD`m&$zHj zk|OO1Q-p+M_hzv|GD`%k^uUH z9{n5F`-OP=%3XGz7ad5xzvZAv3&cxM_@-(3(oH#bbt1i9&A|ZIZBB3YLZaK?=K!!z zP>)9cF!dgQUd`dG;6LL$4z!8?TJ>--HI%m8TCuT-Waj_DzGr>+8D0A|AO$O8euZdgO+cjaxxWN9Qq33F`uLdhZ(+h# z5ZgTQ4t`rT{^>1AJ~cHLC@?iF14x(ZdzoamO#lG@rLNi$_sOXM(+IP=?&i5A7<=CJ zQ8AK9>246j6V#o zB#c&SOY(nDL1Ql-q0WbSX};dB`Z2_cU#b7`7ZQ6h2&7ntOxbZ9B8;=>pz~+q&vNqtX&l&EBluoKDL%BqQV>}8S zPDZ#qn=v5YfGI|_kq1x6-X;nLhrog-q`2A=limZ0yKo$xFZ(FR%(j=6kNcpl((L$b zJt4T{Aj~H*&;uIUjQagjM;+YCWYgN?z3)gz^_2(WqaUJaq6SW4z#H5LkI_qZVQQTQ z6DqL4H~vA70X1`PieZE|ua2x*~=-s7lYDJ8J*aWwc`s|Ftt>7;yBzWQSM&q=qx zK~v(oAYkTDHSUq2f3GxrIjADw<%s5!Om;TnvEA}l=Q%;fJNEeFKocz1B!Ux&Ff+Zz zJP0*}&&Jn?c0u(*)*h#!a}@ESNixWn?1wg5*3MkTUGD?lpK-+K0st-R3_ma=nnc%{ z$hs4=SX6JIl3A1p>dkiJa&fud@4qrIljlrWB}!@ev5oN(MF`(bLJw0Q>6OMs6p z_U0^Z&dy-P)bSo7g4?_z_(9Yqm!8c6h_+UDXyk^UhJifeBV*^idFq$lb#6Um>Wv{7 zePb*GA*n2@WiLMpGtLr&Uq_xREr@IiH(^x|?TVu0GV{Y&ijHpyuwK4=aDKf7%ZiFi zRSf%X8yap%AS3CCZmisB}71m<~2$_YaQH<7Ne1F)Q*DpeFI|ukgnX#K&1%huE?)RH(yGxf+xn+cZvIEm`i9)kF>YV$~ zHd1k&Pl~r3b=;RKpvHds?r%qX3$srhRClV4M03P1u{uuaO)m()Cih-t>HQOT^|Fek z>y|_6tmxU3uWjmoUr_zA3_X^n>YHl7CR8X|5eq$fkNftR+Buj}#cy{Bt9l87pCkUj ztbxQAbJjWHDYK_VYKVDs%t5fjQaHIwp<@iY91hZyxPPS!Dn!V>p*mw%N1xH9Z7>Y{yPn3_|8Y%~pDW#zjUYWnsnEXPqvBfvk7bQfi9Rg@ zz4VMqv4T3>)@kg%e4NkI-i*eHo$!XbSGfdKy=L;dAu0#3%F-<9CIh3!4~eR{blh}Q zmFl_*y9mK8ihVeKrz%~t)n7>k{Wa?I$iy?DH)p7p?(_}ekg32SvT8QeapbqVueYYH)z5Tp}?fGt>khH_Fya#*COA|uO_f*Udo(O zBFh`rd(N8mp)SIz~Q2SvIA~k zXFCy_m2Ozbtke74U9Z^Uh&_vyKN*<@Hjb2X7BrH-79iji0r+mPsZE>s!3q$LFcP>a)&0AIO;i}&F%n}Bnn zl3Fr%ab!f-{_x%F`|hLB4MTXmvBOf0UnQt-999?Yw9^LI;ww*eXYC+DZ$aqraK{)% zg+gRt915SQ83brI%q&@>ts~p9P_Cdj&%fExiWY)e{|G*U^pUSQ? zP$4COK;(Ol_b*a6(!Y`r(qLn3{}sS#HC5$0>Ki~AZE6Dyrqo}Dz4QT*F}gKXWQtb*%MNr*h9vju@74Cm7+#;ncwo2@C%o{a?3cpg@I;>+(8 zbUeqR&ZY6^e=@D!AaLfj;F$rsuGu0u?2`Px!24xT2i-U|J_?;VOH?FDIZ&+5SHB29 zbL3i(F(?l28*ulZMKMxSwiQb9Fp1WXPrTwX>?mMh@Ht2D6Hd{q|{o{b2f_e;d zq~NweSg-{A^=4| zy1#nFDB+}%SQX+z(w;feuK|}9ZKR;oAJ{)>FFG6lbMd)yhVdO!>mvEpIu;7Ym@Ae7 zY66chKvA$AkT}s6=)({9O}$LAKw`J>{z7@=*fh^?k8*-iaqqkGX;3(%xLKZwJA^4UUu- z!W+HXuSase9=EAXS5YuoG9`l{>IF2l(Pb}1WGz=jt?S7P>gsyGtj0PxP$L~JEhE3b z*|!}V6J?vO%!Q!LEg!=<)RN)DoBXvlteo+$T--sLPNsPa!)BIGw*Jb-m3@Q#S-0PQ zU4Q`wm*kusl?n{=_fab_GihDEx1pBh;VTqx+-WrIiimsALHXeMJTj1VT9E99Tws46NCXDabfx%}$sE^lYgahbWEg z%eI_d{a<(XegZ~7xU*NjGa)%Qnn*YsLZ|0*m#84%BbPkAUr+ntD-KDG=jwvWKR5JK=OeZU`}lxpq1; zOsU2w&aO(BUOl9o4?U!BxWPMNUXdFTZgoX2aQaK##}H3C*P zs)FI`m0m;Ay!D_cwCpk-+&QWL6w3xe z<)IJ7_-cuQcj>XTWjDyr1+1R!jl5PXwm)DU&_Py)IpH!%Mpcyn(0iDVa{1a^?zn z7bW;1iCLlRB+PYg(vzHdh@_#S>4Zufyyg?)3~2kgcIJo-net~F3SGtXKIPU*6)`dk z&BtmV+)UL~d5{4kL@v%3_$@u&cjt5|j0bBQMn?(FJ+2rG=9JZZr}QsbCz)?>6CsMx z37A$Wo{{qcx|3rJUXXT&Vxrn1VmlC3hOL1I&DK3YS$9hcpq1&Q#Fiy@-k$11Bl3C3 z&JE}9bh53`%jqE469dVS-BqjVMbQvc6u~~eAGx=-IA9>0pPe7_6`s90>%0p?LL@s+ z)m_VoXkaSq@fwiB(_#!eF#aKa5Tl`3;mmdG*Pv)2{GNM>Xeu-lor&Bgf(?-T^%8sR zk-oCZ%xv>Cf9RY@Jx8?al)TMNQA~3Pk`(@ne=}D6ghh{NjERH76vieL(%J4t-DJpG zugM_cLR@`A(d4oBGJCdo)Z=PVZ`Ii(lj~}%jACDC8G##}DSogvZw`Ouvdw8>ry);G zztMTzKDm&RKDB+ebtY_ca+q$%VJCmh=xxhy`y#k{;)1NNn7XK)?NKQ#Eyv z+pN#fzM+(_xHF!31mPEz7i^UCHTZp*)y%(cT~8xhiS)rqi4BEhR1X;N)zgmVdu7tg zs18u?SU0j0guIVe0V#>`)w5SBTr-xPaUivUw_qvBh=sNUg+sTH&Z1H$_P)n|(HXp_ z#`*?OwfQby-F<|kc3Q*~ZRLzw{XU#DA+3L98)XzM+C|vw$#WzHF3$>%7T$U`?9|MG zuFC^c_us^qzR*hMJTm#8Y6mB@k!a22l#j8OPH~!cKNUc41GWZN<-@z_gUEsV9ADx| z|MT`ArOLVazN4lK&5mQh`6iE_`QofjAc*QAfWJ@?902B5Xs#AsehVE+#Q|i zeV+}!(w~$?Lj#Evbng$%*7<;Fu_!W@UozUpEPv?vBe}JPv}6+$1o#rQvg-LE(+iox zy3%7lqnLvNlkjd@OnK4aAB{BzZ`}6t(UQNP=^r4#zz62b3DXsheLAnYK!q*iJ6JxX zlnb#|Nqg7oK5?w10#?posWMu!X$aJO*SVW4YSX9oaT1c4d4azQU(bFT)X6gH|`=x(-)Lq;}0}3!Gn|Wy9Ld9blmTQ z34?vtwG_<*o};0qAS(c)LXl8@9(26p;h2PW@Wjh-%@~E2H|C;94t&`Vh)S3Yel&sl z4Tp;1=<9|Ucc^4{RohJgvP+wgxMck|O|r*pZAi80iLw3q5pE=2AG}yEfIY~90o=Pa z;CjULw0z~a*~u}@2&78TkNjpx0B}W0K5SvS$t8VqexcBO~1L7>xSLeJQJqAvF7b7VPHjX9AN0a z+WdTnP9|OpG%GEmnjmnlgE)!IVGRRS`ausM7{i!;uf5Ucfz_f8UvI}GKh5oLNqMZ& zH(grY`4v#YB#OtgB(GuaV>qrab@p_lgR=hZ;G4qS0BLfH8Nc;YTWTSAN#m{cn+6zi z;quQWltIKJ=2Hm}=XRU5)Xkb}<3wp81<`16FJPK&sp{eA^6Y(rRU=8=6;rvIH#gQY zZYuDe`q{Rf1VYrp|J!RciJ1Y6WSc+a_vYOg;KavGXeo#v`Y=qF{g`YIUTQHJX*?5m zEDU#P0y0>BiiJ(-6IMl_Y)w7&#k3I6`8=mSZFouL%kTE&qNRM=gq5uGb~ocG$l_JI zp2Raf_u!*V#jYHnWN2cFj*~3`u{A(^eiYWGne4gHp63kTF zoHk557tbpljnGH;0MyD63&&BGV@JONRWDFKa*mSVtnzlv?1nkU05&tqq?}jzOz-Ce zGyRgEPwnIP!OfgY@g-JY%jqMk<}ktO;8ien^+u0JCH`Xj(nSb^#HU?RYWYQSIhy8W zt?lV?XpV(?GU>=Wlx-zd$itB^UU7MOW>_h zIm*@PL4pKZZJ@(Tf}6%p9RPClf9mc3w<8v)C*ln-(DT(nxG-tmKDjs}kPRn?5PrMWj1Y6X%k51ktG;Ec zktXq%h62~psa(C@d_59-Pat@6#B(kn8#x=AIowAVtY1u76Iacx8LF3P;`{d- zQ59fUVTfB!H)7P?xU7_ziAHwDID=<0Z6RwL&cD1j%_e|{$^S|*V-^rbdlC@~SJ?sJ zD0W1TjOr4-S4DGO08rmcs--8i`lTiUuRncW1mIPwb3Tt&mhkeOJNH`AiAe8GuAx7f zbL@7eM|{MeDYQqti|KcD9_^W$uEiyYH%$u5=0m~POhE0NZ9WDPbc~N*vA#^*(IJR|lVIYGgc-upCf9$pk~O&Y*+1;$bOpb~m3wX1i1#j*JL(awwwG zS?&Lb%I=MH3{NM$Y(RG~689;9O}>hYRR{M1L+aKwZVlY+8sscR_6r5AD1}(IUhj_f z#>4uFhp*^70BEOp2OFHQtwF+@gh;7LXOiKA?V1@I;9WMfi7@%#^&>q!cMOxI`g+;l zy!{(yO2{Hp;P#W&m(Z0bvR(Xg`&}5Y9`22Mgmk@gg6S;D4Y1uv*06&HUbB<@1W2(5 z;U9Sj$w@4B$yWy59TV4)4hiUKYlMA?=Mi%y(jCaAXZ%{s(Sg7{umO8Y)+q1ff?kH5 zxk_rn^9;ENMDbeni*lAUTJgL9%JLuhu;}~(eVmpmg3t7KU>hbo z{P-3h)J$aYlXk@X3lZJzLQFENmEAfn45N{S8D-AlCg;|U$h*+~+sM|-5{W|>xNPBY zRMB}nPO`#+;;K5`WBMzProYG7xp&9Th*hWiBhVeqs8(G^_QG5sc0|ny_Vy@4=cbX? zgbwNUX{K%i^Eq+V20<<-!%=v@P)_`BKNVwz9TikODRZfM%;f4mTjZ`pa#<(hEx8AG z-Kj}3RH`K!F`W0wBuE(+#LOb~K*!ZL-V$L)4c2kWyC60$dNg2(PJ&~AuqtkFFWWXQ za6k_OEyu>+mLc8Oo1t~=$8n?~nFKoYBHpy8m>|dec9hh$6J=Yj5^KGQf+|1kFM&R2 z5-E3y*4Uw_=HL(WOrwwX}*<9WX$L)h3qPh+pQH5))~bzM{=80-LlLvb89s1k#51-WbHhanWOkkowwhr(e~_SH7IA|uL-5|M zPB<|F2GO03Ex4c5N6$)O9uvP|13ecVup+?DcF%K6{zPZJEZ9 zII8%8^N=x(B_ScxYhM|mu60zAgM{!NfR(+UOb(PJi^|djo3yTJL<5#}J5uW1y0VJps8CirQNj^gnNu#B8R^iF#s`kZ_{G%=;>ln5|EC&xMp$Hs@Y*qsyUo&H z!`k}c%bF7cwO<$pyD6IE_EhvV=S6{aHouwsNj?D`FAQa5jA2s&uT5^)6hm-aONyll z-6U-hEtZ#4-44u#u?X1)G$IN;PIv>zxBoX`$U6MVll14U4iG}MuwW6D(Jn~%6gxqF zw4T(rUakA3_`0Yy`;)NKRGChNa+hr4b zd2zCd%pag9Ck339;fUA^>b78|dT|1&=pYr!8y`=?(z9?$M3LSRu1+V5N#~rcK|TM6 z2h|PAr0fhPuI}Vs={AFT>Qgh$2%ecN{4Z>c4fjhS?v4SLq! ziFOYO+>NfbHU$(ys)YL&a~OF>B{3JV@%kqNT~PBqCEG6DNieGi@PwWf{+(p1ejCcJ z4f|;qU)&|^4l+Pzeu2lIR2AxX0G>7pbH3k4rrqi8ChM9t(4$*>Lhy2lMuwpYG=!fh zVl?P?1bG>}H*7|TJaG_AUuv~Om=TiS30o@>e(X2P+ zEYC9~;-gI4SI)gXTIzul-wy7wD@_#Y)yFw9)&bS6eI+pwI?Y@MB3rzre2IPI!Gvfib7X7o7Bdk_eZaZdU9arw0tSDg*Ue0ZC44xP_7Jobw5WK~&9}8T zE9+DLQx1R;IzF}S!(ae<<@x*%K?p)8Eq+xnq?rgPZE!ZT5w}JOXvOHIpaHYj|H2qe zClDBleyx03`MSnD2i$=S8t?u9MLseYXT=MfE^u6ul1xkif$^2H)&ig=OZ&tdGszt^ zzQ;Ed>B3BuRD8+&C(`@JVO?yx2fenf_h?gARN<;oK_FT!qs@LOrg9_up~bMvUQxg$ z;$?1HLPID@P^es}3q> zTpuvS*3`Mx-TR{p=~UDpsQG41v|bkg&~X*Wm~l)a^mDqgIL}qek-$ktK;Q10m4?Z$ zB!&W-t0EzoETx%N7Fu+)U{skYi9HpE7ej7?m@jg>5;4zAUER~O%HxbjvV-wW@<>3< ziFLywdA9IKq|Q~bkEafG!**>R3z(v=nk)0;L~G!~u;O*o!Xdl-6t=;m*J&ZTtIWYEl<`S`%L5=9Q1mI8N1W|K8k032}p}>mq?UL<>i8NBJm2Ns#jWQX~}|Emg|j03U%H ze!@1x`}i+kwEhrBY$Z=h8frIL>~pNnCzKl>**hRiWw?y9vS`R$p6IG;I;K8*8XZlg)qLYLc^+G5`n}qxoBcMoSqNDd;j@4|{ z3~P8@rpD*LMv&Rxfy_AT%%0Ij$Hy#$H}cgQwWCT4E@oe~y4M{_R{nsehJ3;0vEnH> z-uUW2q00svpb3{HmSVpymC9AhI91JIO$6FQlqFL;uIxWH5YR&5{MZu&JK3WCZ)M=? zj!63c`_V7$0QVC^1K#;xX0PTs@QCulzlffivhk|Zom#eTd9OSK5H(^IyI@R%1=jK@ zDZ{48k_u8aCzJ~hWG3cdJ^=fGC;;AkbMNx%g4(UvM~`8F5h9d^(p2(477-38i~x@YjdHC(7>c} z46RgWk4ZZ|LmjG$rFb14@ovU+c&{ZM0CUzt867 zqXJg;SDb8Y;Ok45$=frP&jkn)_bOv{6|VlzWgE-z668tJBqg1ZYFT!%cx!OWh%VG= zg|r{Y!bHFlS(<~gsT)f^dx@^ab0~G^kum?)GT|I#E&=#`5Ev4+oY{w%6@3 zc2LcW7>}y7KXGh=;ePw))T1z7GQkc4j)Fd#jM9}hZ{$aVDUpGc_ z=Ms_cvIG(CF;+H^4H|`U?IL4PE^>}tWP*(iE9_`4szW{YN))rGf;&Q#Z1lU{o|}yG{6CDg%z%<*^WeMlbPL3o|peaA!A><?JCQeDnFQM6Vipv>Nva#FBv2N0{;dtIjCi>{u3v~M zeDd6VkY3Zxse`9FkL8RLlVR=2PEwJ%dR9)3y$quKW%_o~1B$cuWi{sQd?$9a$(c?I zkkuA;SNpw8nWcu=?l@7C>>EKN9o`+{Z;h2;8ZSIbg(nr~F4&rn1aJ+Hy8m;uMYXpN z6CGIbC@m1|p)fbY-{M;1s&v4X5b~Q!=l0&J*(+76of$J1kC-72G^-84Zjf)5m%jT-xN>3qZ68JbfA@bt@R8 zDJ}Yz|C|Q>C34Ln<``bAxH#s8EMefxtp7RH=&0Rz+*KNf77q*P2J|$Co^ejKZT2&w zWm<>yeA8JLDNvQRa3SchfBSX_eU&< zUTsdiLK9X6biQiP_ak$&B1ZF)c9fenQ{+zARWlG~|Kh1RcZ?FQwaOgFX)9_7StP;w z7xQOCyY;B=>pDgd$!H7n^*7uXa8O{`McylpLK|8jMLn#uNxyE*nJl~@t<`_|&4*h; z--mW7QmHj z22AY(?%k5Ip;f{M2!$h6!OkIkUSeaOr5hO-c)YFZWviJ6nUgDIM#~S#sxA>3!BpX| zn6hl8_n~E0h%w4<0FPbiY$sQ!mQ-UmjwnU$VCtgNkZA!F!o2w6u}^j&Xg;onjUFPX zKT*o3-YiVUyFl6YqF>`)RjsgKYdEqQhA&vE=8yVAA!i6(hH?PKu#TAcaRpz_iyO!9 zzVk#Ax~N69Pzo{W|HwDxXuDt7Y-4E1$1(K3lI26NOPxys`7bX(Vex!~zYw(n2{3rj z1u<08;AWC9y0O%t9=zkOj!$-ze=vM@3rAP{Oq5iD7SoDJmq=PS-;U=9IopFGR!jTu zf8ftz2xpCEUePR#c1ig({w42`q4`GO=byF$dPYcr|BQU0sk89kMB*UREWk2Zvm23y z=8ymUN!c-#q|03C!OY)318QB!44SID{^eenozWPGV+V>G2fLSg!Bhv=v?4Q0ew7CS z!T)@vROInN=6;F+1NKmu_`Z~@sUU7nRzl$#i|>&x806*nW23(@i=@feOEHx72HVPT zo_eT5pqedWV@&@>RS_-L+U}kXT1jh)7LhI2!79ZmACianU~t1LdCLD4^=oY#LYAF* z_C)C@`FsV~C06O2N+38wk4c*hUhgwIss^hfT*mA|0mx4;KXLBcpXwm~FZ^&5mI*OR z8liC)70sC~z^#$9$|ar0qtop?q9IJ1yMKScWUiG~&VH5SR zXV{3Gts_hjWpg~$#pHvR*4?(8?W+?kA-HvwzN{UgixfE?f8`(*GTPz#Tich=m5_YJAspB%@2eR{I#;e#K5wyxs(WG%LNzJ->-$U!dS;=9FWtw^y?Gl9?+~B&Y z+yTb8c8!~piP3j%`GuExhq6Q+B#EW?Y)>+Xa*ANxU&DKyYe?|Y_A5%AK(r*MFrUbV zLI#%eP_HB-?;F~5p<~|1;~xK269mTz5$v0Z$?zW1%~J>Ga3eM3w(kcLtja$=K@61U z7*Ss=*W^?&T~SmoK-J-vg{eoMIT_NwET;M1h2Is47H%q?L4l~J5&(sZC4_)(Rwi&1 zqtPD696~BInz?P8L+rAii(O|$++Zd`=rNJ}N#`#>R&rw#Sy;ATW>_mwyW!xG*kH*#>(7G!0 zvd%v*P7}!-yR5k!=CQXk5kDkw7$Fg!sP6xOWjA*^j^mD}9yq-ffuK47Y)2f*9B48P z7RJjzKi@7ST#Vhb;VDNk(yR{8I?h3RSzNj!=&Yn@J!w%B+sHn_HgKS~2_u*IaAB>yK>%ON5Pu}$5Wr0T1+|g>TRJznAzGbiKWzU2SO;g> zc2+ZxL}60EYNgeYA577^w=e%3lhw~sne4IS-)QowzI|xGn^-avPN=l4KR=ggnT^5uj!7D61`D31L{E0C-!=vSQ|Fbc`F^>3?q(IM zYfaPiPH0ptoK)+kNa%?WoPiiVF0VrYP!ZbXlN93YpNgs+cyZ}2)5J-|?@PlhFQ3!e zQf*~1c+cs+M(1>L_Tfm~P_OTHzi)>7>k)~YODxDl&21d5e$;r`@pu~2?bd>$$E~S! z)@in8cGh&V5S{A+kr)_WI8s7P5UOpm^mkDrwqXLVg8pt1vJ8bcg&|ylHe;}G!`P_4 zkIV@}TIuxTu(my2s#PX@Ni1Cw>47D3Hy`A6sNI3SOG8I&;ouOe;!w8ePAQir3MOUDXxE@#F;71d(q+kQWh3rqi z+NB0?yedTE;V{WT%5G`osYbnGE^);kjuT9N*jCy-v|Rie8>}?g%JlC^CDm#6KZX26@rb$Xbvn!d_j168&g0`Hphnoa9^OgDCoO>Q7rc7gq~73O zFwOTjW#ZOFI(qRbdQ~u?*hjrR&CwHU79HWsbhc4kL~n;GRMr9Dd?NZ;q%?&d*FDTY zZB>7lUav;RkpZTQ1T9iYEPpDfPav?D!1N66kVV()4P_Eviw_mn^@}H>6C&?+2Z&Zt z>LZ6Gt?-}4X~>Z7?sNteQi2@soJc!+q2~4sKqhP~H-#MM;(b{Xj7i#p@_Tk^p}@J= z;>ndR282Dd#-`hLTS_S6!$aL3$(LyUtS|e-r2vszfpS;o~R9{=yg7LfYZUy5>mK+ zgE=x~ml=p&1w3v1ILa}6NoCu8P1VCn;nF%i(FJCYVuwr#buF^>d2d*@5wQqW%lo6) z?-A80QSA<-2 z_I@$~s3GjIIjV~AtIACt#^RgKckW^{5}pX_kdN7i(CXz$m{o2?yG?!NAaO=5mga^@ z_>&+$DKF7<_^T?Q+fN+G(aq|Uhg9&;7h+r@iQNk;nl4?XZ0d8>_fy#7`d|76;nOC# zn^GAT_kX1JyTI15&@m2sRb4D(pHMW`y*&W*TXnVJ`bcxPN-RlQW{}^EDc|}r11#Fk z>a4RBhq5LS&}D5t_kc(FDqcSSI&j+>w!iK0ZBkKwc^v zff};rRh+mD&B;lH3bUbIf4{=4#vob2k8AP4Z|DaSuTd%YO6$$~4Ha2n@3zHvQo&h7 zuIH==C5Fo%F_cm_#HRPk#l-{yHy+++!tenLqSJhbHjcLw{ZPzzlw%P|Ix|F&T1MEpZeI)5H)7^$wLc#`MkuqCTZd}cnC7@JE0agPN z>LKl=xWqA(gP-Vk^re3DwjluNR9n>8Ramq9*b6j)2oP;6G9Ck1_@6bOy~Ip|XRque zX-^cEw!+mve|p}&_DrGy1o`d(e~F0Hk&KDg+U7F9px0Vr?G{tn2A-2Owe9NO65YE> z!ncMM-)`_jr(U!IiJ0~E2MXAk7T<-?JOAZP;E%wozf;#CyyYGb%Ng0{OYI$bm)jCF z722L39!`$a>DDT;Sz=NWGJ;l1AW-)K0~T`dtZ%cEp^FYKdgiFa2-Dzl4W! zl;_ofy@abIecRD6|1zkK$y)eBPI|1GKR zIZMo77Z=&ocn>sgAR9UCe-=jSc+@ZADuXV(cM=x3lKhgNGg#BRv$kQdQlKDyCBah= zS=7X1#o{c8y%p4_jd#)JB#57XhLaO%j1uD@3xeiH#BSkr`f7OcLMhvlgB|c=V8JfW z4I|Wh(PXrtg)OrsERR|T*yzBtbSN@Bf;*pQ7BW}Gffr0!52zoo4ZcSIksi=g3W9~T zy_dd*fBl9Og>)3)#k6}BMmj<8mp+5QTN>7W)`J^VYS^5h{6{loOCB|f#ZSp+1ph31 zGmRjQn&6anPI8Mzx<8bE#o{tYulU_{sDaD(*$B&Kvh1FEw-kTX_R~+hk zspQ_uFumznE#9ruXDRUsQtUPdip63^0EWxWDW5QLte4+Lc}h=(fjd^frZiiM3T8S4-jwdhn+Kd5joa9W3t$#Y>XM>u;u# z_+C@l8@7as1ZAwSZoitGd6<0NmLFv@a%rPvF_j%6ZY46w*=wJEh3pp0(u}0=yo0?1 zEVx2higV5AqAKy~+W?44lWQQ$#;uAeCf9A_3`Ljw`$|%ZxTyKLd;@Z~F3Aa!s3gLQkuSCyBN~bJkUjy z7F$%kLw3H`H*$%NsRKF7k}d->;F7b#T%C?s5A6xjO)^}%v1HjeB1XH$iv^EO6z_U$ z9ay9Tfw3r_GpEAPq|LsGbHQdb%v~~b5Pfm4@r*>yqhvf?tT>;Jfj&3ZXutRW)TMud z#?`p>^Sv1|35aSo$&rY`-Is8gY=(rhcbnI@g*G)nHwRPc6oPNIW)+mY9_se1+sMz1 zLH@E3r6v@DiN_SCrbZNy50L>e8(W39*o|nXYx{hBzB;xln~L)8`%A{a)2zL?=K=Qk zI?S6~S0+>6f3rr~2m3*$bfcc{#%6Akp7DYU+k^J_gpef@Pr#yCu9js$dOEAFuwzmo zHgxn54aA(}Q8g~Fr=7!ysIg_AVFL-6ZH!t2AZb4XK~S8qJtBLNQ|~^xsy$-`WhEK6 z?aDMssO|d}Q`~z}*Asa%l|>i5-GM7h|AKF~bz%;PjSf5ML8E8;?Rq(Nz0CB9^PTjw zPV4Au%#7tyPyUlGxbR51GB9YqdA;l7r|zI3u{ESw38*@!%k`ioi|6eQ$5#9(4tu)S zVz-f=nJqG@FOBUdP7mx!3WW8+7;w!&raAp?4|P-V)HQ>siGg+(xs|-_8+R{IjjVpu zq008!1ECig!f=z$Z~JJ-ZHU4M7PVWX#!tTrX%119jA2&MJ-@KPp}ex*4%r*rT|QAf zMKg^Hw#@f)0`yqw%6`fR#`%mPRDl=z51zWkymTGs=iLJMv0O20k)9lid{#uR0n8Cc zm?I%s)Ae@c&KPvkNd}%FsF?{n>D`f zyr8af%)GyFj5IYZpAlF)qZxK?Wr}Ns_V7)xk`=#Ll=_so=>}V{C;aVH19vX5Gnw-F zFmMM)eNK~ijL#@8M|S33fpiatKM^k`txk~_X@P2!`^T+I_>91+CVXUW4ptsrH0uRY zJ`P-u&%>T=jGJ}%E2)~E5ID7QOidyDXRoI0r1tKOXcNPqkZxVOr=g_GMh4Su%0{(QK+C70zBnf8k8mqf^4e0 zNJ9o;aC3#noVN~eg~wKIQzKyg5na6b=>8e;9^W}c+D;a|r85jtQnf*x`4o;Qe$)@E zfMxa4`a2x&4{Qacs>&odJi|OjCRN5?05c}AwFUpLzR1VA7_QNLpM6#(0HcuvIvBJ# zQ!CVOp;6}n{$jb>5ckk{`ff!@U#kK1i=~4;uGX(U zmSu#@LR(_o>170hJAvR#rHfA2b_(bwVkeeZL)|_e{=zUmwuNxYd-#Net_U}eMmk)G zD~>3)Pn^JlgrLBFoM?y{q>OP4DkEf^I`6axmIL_xbw@2?Icdwa)|2Y1T-c&|PZ^dP zn|%iGzP-uIv8tj9aHPYln>ZSadn&x3xAVgt(?7n#yas{=SmX@x=l=bH{D!P$wglRm zd2bV~5~giGB$DkWg^_GFY?Ul~Ld}8P-xRlOXs;X*_hb2>h}>6^B08pbsc)|v3>y~) z1jgHI-4m9!Lj=caL+Aux+l~Ku%emgx!gE#*VQwvsEQyKKFSN3pWQyUL1ny5q@H)e> zu_Ya&qfQ5lTd1Loj?r!{IZu84n+g_a##RAJxFm_i=WwJ%jO)up*7 zjO7#dkQ;PXRbpG4)|@k^#3&3O@vjT zQ$%kJCPFBL> zy#%BeiMd6~HfYwpN+qn%V)Xz-aC5xL!Rxk2uT4r{;#5|j5Q|S=*wtc{$vxH;LZ=st z&hV^3RQGTkfX{iB%MQS?(3OUR>B#|t*5rU9>{0H^zVFHopuXzWgUCGkNBAp@7s~a2 zQw^m+eRr<$n#9F42-30GGZk3STY1X!(XA}Zas0wq@`yN6rd`-i&uc(6o6ObCj&eMt0DAI7_b=0-ID$6Qr*N^L!k!baUYGm-;z zfMoKJQHe3Iv1(`wOM5)9OGv_;l?5rx{QI^JWMOyu%IpP70TDK2x_O$@@|~E8>s}E?t4R! z@_X%%T)|nWGgC}=&d22YLKa}Z=HG_Iwfmj@km1{sPXpOFz9MWDtlMEJZY|uY!BNpD zcv*;f&z8hNzX?UOZ;9saT!v3h0*PV3j>c!2YW**LnC-!uDRxWSmMly{xkr$PWrx#Q zmi~BM+gPK4d)gWvKOU1^hAl(SP*oX7>YNv4HY@pWZ*)d*e&G0oH735t4a7N$S%v2z%|=|Vn?C0_qnIBgs;+y40M`OdY^wdo5u+pj zaTU&Bc?j;Q&d}N{*LLerv)qVi&u`SdOERYzgqR)Zv=8lvt#HjpP)9^MiI9p~J0ORdDNi$H3_ z?{thBU*>CZro5jI_|Bs+6=dfULS+$i*0+mTu+(dMP%-+@!7Hj&rI&@9#b;A%n*g*6 z(+FZNVMLZENays$j076e%Y8SihWPVNZk{75utLqyNOrP-VA33F#!-9%SX@^_mD0_< zBBRTdG{99XqSxm_XO8d1N@MsqIdct=X(7EGI$Ky=M7|p0w0dkkr4pH52WQ&Nq6Fe# z>b5(b3?`~rS3QM+AX`N0Smf2^=#vwYRnEl`sMsH&V_Nj0CsNa}Lyi?YT)JF-3jiSn z@2$)R1#6IOlCKF{#R%$#B%YUD;s*Wh*i$u|NV@?z7$NCboV-9GoMTlD&eqv)jW?L#A(hK;6I_tWs(KFTb%#!nt2wk8!9tKK4I9Xv6kJMDmW>Y zYYO$yp!0zK?O{7@*Iw7r3;ytKB?p0Tkw@~j4cy*=wLPbG^tys3;>*itrL)k~@}zZ` zA-z=JB>Q@k+{ze4-G=cTE{2C~z6^wT;3k5n>Go`F95^_44p)Xc+c-5%%N!$xYu4(M zEZ)<-Y9f-@I1aT*Yw#ZiIKT1KXbl;`?ZF>1e|VB~L9}6jDmg0vxWaeVuge4xk7OO7mF1^d!R6WaOl>W*3bGUF zo=?1GW^;DY@QP;0!q>u5@i(K#`=BMG&YN$7q(q^Om!6QYUO=$G8S0=1TKg=nS{(ar z)-JeRj>8x~Oc!qS1q!)m+@2Kay1MU0D%Q*)u#&y9Vp4|EY7Dcl^3#O){?c0+`2T;du(0AiU&LsJwYT1XB zWcXG4*wlSicH_h`ykHyU_VNk4sBzQc<3wfe2xMda>HDdOMn+$F(K+miR#vGfr6yN) z55Z{ar~^E;^8tPiiE~`CAly7^SNMb$jjnf1<0^u3fwjX&Ac0d$HEKeaxK5vNu%Q?m zX^{P*CTj@0e&bcV1jsWzB)waY<;ZeHIPB@kZ#a}x2-}cCtn- zUgs?x_ku{|G@{n^Zh#+&a zvS$7(W&k0%#ER_4ntoox**(xS0%|4Zc|jen{k^|&_udpQgR5dIYEBCx@+dTizk>y0 zdDf|z(QrQQLR7AI#Zr&73I(8I+kDro1SOa{?XN9Rb0wwe34o1KA{mW3j*vnvO?HStvVwIUk-HJdl z{C{ZRww}AqVOh=F-Pp$dho3dsjyStCKI?X)XWE7P{Pw9erFJk7GMs7`oH8{MBZL2v70i*#@h9Jdowhtv1OB8aC zf#l{;D!J)KIQC=^jE+xQL^@($_k&t^{{CB@0E022*U1bg9BpEZO~IiRf2p-x`sX9! zpOoduMaKL8G7M_Y1#&5Qk~Z!MRDvszXgH(!Ghw%<4d(Fe64V1c_s+$V;sTsoAzM(KbGSr+%tYJVc0oEvHyHF z?gW!}AJIFR-i9q*)|ET_INmxAt#5v#dQZA^^uv{%;p2Zpa81rbhjJG*kFfPygfI-E zDwQ$-54;9T^xzsHK=KMgtA~1~bL3jCzhd_q2nGnWp1Sj9E%Y?jR5Z1agg+SyPm=6U z#oVbU9tA&yg~mLo1jR(tfC=XK*TQ3=-0+}on+jFb6=_z6govN8Aq)|m zA<=*%4~lTsx9;?a_^=Uw3U$8PhfbdXJ*ixJaOjjr2_2eXbw`fa;XXfMEa-pCZnDjWC4!tWjTv`9mVZ63d|Ga0;^Iexk1-{*H(C);ay4aK1f}{}5Z$$~E zqn#j1)GD8j%qHh7^jUt)DgS%BbXmuYL>o4dh>2oaaqtiwLkzkG%s+L=5?7a0nPq1fWp!Tc_ZJ{px7bkvM z1TbSIxhweDkFX`V+}&Fm(Rzt|wZu0tqR{bwjT*#IIY_thn?zbNva?J|N2j$ht1nf7 z+~7tR^#K|sF0T^#B0*R>8^K!0M@V&U2FHeXb1?{J>> z&nM)Ojop+Gefn0~F&3s30>X1+wTZgayY3w2@&q8+lb&07)*< z0N;xa56OKIPI1CIKiTGbnOgI|Zm=TpT?J?-$HT$l0Wpt=62$&Pfr($#AddAs06qV# zQJ9sEc@UQ-AbC|H?ZDf@rDp4-7Nycv`~8&v#73AUTB=4TsY?xjJNO|mlskEzsFYpq zk_s}4@r;qeF|T6nqh-C791(IOgfe3XORLpRs0VCf&Nb0XAP4$-F$Dd8Daq`9+TB?l zE^dR}4%o7IVEfU3xO|VuFn>mJecA->NFQnD8?@7Of)uZ}H z(_g7PHZ~WYsfcd^Ku=0~1w1Zr65Fks0U0?3hKNq&DNN{!xMBZiaOjbZB8ElvJ#32u zeoku-q*jj!6-6Jfb%WYwVa7z5MjC}Q1iM-@9%^aXgG8$bR@cMYep;T>Y6+)2MsYdf zleBKu3=U=@a1D5bZAd>`i3r2qz9RCuCpvyOC^{Ed24j7=To`o6GvSAagA61ao^MgW zpb2ChONPRhMiNRBvWL>FBV8DzyW9m{)^MA1Nu-)nL~;EOFxxMKRHhgxTGt9Smzq}* zfh|8sb#koaF2NvI>v%A0>~OB+a~g^thL4$$rz$THC?)`{6H*$TH(Jd9;|7)b&$Yig z9k?%fDjZ}66F^PaEjLcJ6DdQAv{=C6*>O7r~MDyFW z9LG1hEas;c^W}lcc6Lwaq2p~HwYS3|2SGK&9D?F%dp@rg4yk6io1te)Xv+cMyiS}M?up5Z z-xp`;E)Qt-%x4#te32ZvEOtv@&xqu*0Uw2KhxJu|rUrRk@nt+d*JfI#_PI{Wa{>O585K=I4-e6k9L2{4s+kBMN1U9Kz&jXf`&}TCybEVuB?iajg!Kuo#q!{^ zV$_7#55=QGT>8F~rwueHS!s+sGKk5IL5iz}U?;@KonmM5`RGYS5(X@WmKP z)n^0Mr1O?`{hsp_Rv=2|`SVat>>CG)KqifjsH6!k^Qozq)B%Vpoq9o>gGMRy>Ab}a zv2XLdf-BB7hob$jrE)1w5(XFan~AKEv_ zVMshqWpZK<)V#LVC7SMo74E@bxMO6MhqF3mPq3`vxb`|2TGN-G%opVGg@{TzAlR=@ z9}%R3C$jZ$kh3aA0A*5V`mzA+@m?aptl!>PDxMn&3{ydHN*Op?eP>rY`=%x4*S*C6 zeBml>U*I=92Ln{phwK6lovy61t3BsG^{gqMpn3{)YB0V1iLHtq1ISr9^kM=b|I!25 zdP|96Pww-M;xo*JccA3RZQFz&Luc`oiF2S?WQCy`8P9N6T% zO4*j?_9Q6jhK#fSOYi;kyw%uv*s22<%-@j9`~ta?ez0IH&U{1e9fb3Q0#?=dLf!g? z3LihGW5uJkmmcHwc~go)0+@HP(uqOsIK?4+zFl^mUA&B1%6Fbdj^RvY}qaU^aRY7-;`r@VoTc$kPV$7_8j5n!j0BUE4w&u_-u$iVlF}k{Jk>kB-*@fyn zRUoL)oQh`wg6Ql!($iScW_Gt4K|9un6+mE(D3m5j(QV$ndF6wK_-&*sZLJZ&p}b!2 zc*6>;dbpQHQI@0w37p>Y8cQXwMK4jo0z}?I#07*YtKwioGQl znF<;1@O<0zInP+RI*xAiTZu`>Cl-`bW2Z)4lpsT?IQ}*NkWwgx6rKyFq*TxZZ*$C* zYGVA?Ua3p-82^-P_9hxH7$}B*0B$EW-r~EsM)yruZtKWImw0+)rrUPA_o~?6s{zXuQz<1lM}D#^s5l?cx|{IUQhHV2_odw zfVR~?=>jV#W>_%PVANRn$UmBSJ;!JLSY{u zmeZ*?xANv*UI2>ajv5Ougi#@Ww4~2iaP?4LJ4QfDLqWj1h|%O=FCEY&mVX?~OUK-J z0xuVk<0PE9_$B7`i!^O{F=?lv4S!OWo-F1?$92>S~) zpf{D9M%>x;iLPR%8`!#! zys+yZx~q(R%k1XCWtqcADX(Y7zyc<`eTG5mSzw>0)ob~*0qtkNRIWyD+_P72KdNqP z`kieqAohrf8v--8D5cxKKr0u48A)2R`DZ!D3mHZJ9?fTZgp<$8=}$z&v`Edc+u2SZ z3{4a8*qHs;t}fHJTnL1>CyWZkO47+|=1M=#H^GL~Uus`PpFfIdkz#R|&nD^nfPze~ zD<01+m*q*|4{PPb*Dm*e-hM>e3SD=maI;c6pgPt|Nl< zk0#jO$-s8UODt6o8ne==n*gZv6`OjmwvvTjgf>N+<3m9KBsk($*2AEsd*3}U+ctQD zy?m^{k72fD-Jr9&E>N2g>4smLMnMpu8Sm$+`08=DrK;T)q7ei|Nx6qBcAvp9NCz`UpMqi0%~mSFoD-l%#z zky`>r%ne%rT7Mh9je4!mGp>MzTh3zi8y z##;n1rPEdktq)QF(QBXOR$VrqDaf!_rf;R(kpza3rp!D@aW+-Y4^3Df^rQ5($Sy2jd6*mggMx(cbbY?gYYKF5C=A9eg%BNt3*sNwJU8kz6hfgl9|5hDRptIlV`eEew6R# z;Zf-1?`Q{p_T21O)qz5hId7QRBmP>|umlkq8u#K}y;V8C>7O*U>_GXH+(6u^xfcoN zpuT}mCy`^A?%3zvmAINf((p@nv+x4E7F3t@7Tk&iH!{l$dWJsik{PJ!m+a8zRk&;> z`@q40Gfg~{hkH663W&XMqK^#^rrIG*94w}TGZnpI4I>okFJdeRD)hnwv|GgJP(ZVx z$dMoJkZ>=}dwKg(7Bq}vIX!Ws_qg)RIi$lF8m#-IfbRKHxpKI)v%yR8 z8S7(#Ys0$df7ue~ar5$MPGF9=G47XDVlod`Zmf`7TQ1=|sbkJCBAHg7T}O)#YCm>p zNFPG^LcaH3->pSQ4B8)z;m4(Jd*p*U;=s<_!5>EhJ;uHv<1wi z+(+NV;ij0|Y$wl3YBUwRz*nsoJ()wYHhS(OZK?2i{r!8wG{HDe(kB9onD+E-ZSyDTyds0OV9HoGQU7Qg*Q}eJ8?w3SNU0`Pc=KC~q1g;0mEd$~f3ev8Djo`X+;7 zH1SS1v}V8Vayc};=lhI093PjBlDKLE+EP;=L?{Krlc%Zlplu#QFK7IQvi-Q(ZkdZM zxHwjp*JK!(7gW*yjU*WD6@;bPDol^_u9g1Tm>s@mrHur_YJ`l+OEjgTRyAt9tnX=> z%`$l!tqLxO5FYku&S{SuFG~C+*?d;V(aOr@tt?2#_y2`9?Wiz!Ef4rj+`y1PpG(8^ zlI-n%@EoW6C$B`W#J7#~Sjrvrm9%aD$P+V>N!#lOLqFYSZ{Rn*v9m>qI^nPf!B@<0 z83v;_uJRq!t_&AjR{)y>jivY_Zn1H_Nc0w5fqKznq8JEzSdMTX3z z*digtz#~bNm?+==-a}WwFaZgmKDH+twQ7bg`Edv7 zcl*eR!=C6rxmb)+=&5nBSH5XAYCY^$2X}d-)QGv4ioZ#kuscIt4S$LRFZN?i5Eyzn zrsbeAszXi9qF}$XlhmxhvRQWe1MCib_F}qL6m1*vs1E^Z``SM`CA*)_Zb$D z(d4zUcj-oceu0cLg$QPw#g@&>8Q=uofSeBm!F#>(*7#81HR*S?i@b)> zC4}={&x)%^WcLgc2=8kXb|1?pE?tN((2J>=DL#U)pPzMQd{hE>Dp)$BERGNq_;0%V zgIj|)VkO+&cDWs^vWn&BOie+K3ia%2I!Yn!cIzYPF%EwpZHT)ajD>~1$K=6%4Xk1L z^p6k0Cv1@@?@2g*DxI?o$uXI2 zC}3c)_Ic(0F1|tMhwnjhgZlQ7@R>wJTw5$~&D*3P|kp}vVxXnwewH=;IF zq~RdDSy8Kfn008QN2O1jbR%F9MGV)3*RFz@I-fhJtf45Ihv?2A+9H%vLo~QVn=Wo) z!VD$H)+5v0*XTSCt>-NbZR015KC&^uLV*mSYmp97<~coS)G;4^9R{ylrj)r@1|CK^ zVJSDiXGJx*6tc}}{mU8FD3{#n`pgzK%ddVH`c0|%=@Au&Gm9=t)^)gR{ltV`P+nqI zc3(=v%7?5)nqtwoSjP0dM()RxqBioBvk7=ShAaPJoz>gke`9(=9RpC|wyOZKOEYe! zg~#;*Szi7{Zda*dj%PmbXRXdK7vd^*UyD0cvcg7CYHn;~d-<;KzQ!}SWQM<3V>&3~ zTRBvb61wS!xxXsVgnRnAK04S2vE|pVXj$#ndPdA|2U{xn?LI%F^}E$otO)a^t!{!C-t-%fBlIDLSkx`5#erM4LK>u2*Yf# z4@5upQQcz%W?@#sWg+LW8_RRU4||~3IaPuR1`=%?b=$kQ=>iMpo{)GkD|5yziBC3K z(I_58^Ljl!YsK$2Ful$^?q|{n!IMacvbRwp8Tnxv-Bf85F1~A8FLQ*{E#Rcz+4j`^ z$5=8XuHiINgbW=>(_&elUmN`0+_Rwmov+tLKUT0xI^}9*Q=X9IZ=y{k{$#P?$im7h zM}{DcbmWxQoC}WDrN#AX37a-wzvSNVfdE(OD_lGK?bucTwUDd$_H6Ynv5$Wf1%;;4z75FtZ=kmjw1;G$tbagLyqp{t*CE z4DC8V`cAVZ=%i7v~J`D^mkw`0o`zkY53%on!NJ z9NA$-(T1PIN;3&tVxs(MM+x5-Vnm7#>deH{XV3WbD$t2aOmPZ|LSy^g^$$fIpQdmx z7g`|o1~d^u-}L<`srUXe^c8Y`-vKF)qrcj#9Zbu2jOXxN<%va0Y^;7s6_cr#71VJX zm@qwZb$Yx0@3qm(Xyy0E;A4|X)nMEfo3q=S5j|E{cdt0t?dmp&kPQStl~`1Jfb*%j zb=R+sYYyzucnKltb7*u3(<;7@Y|i)2aog*Qmr?ryenZ*vkezmwR7rU!`3_f}|AwjY zC2ZV4g_Xsff`YEclHykFuQj%~_V(~5o_>kVZpUzxycPTAot9_aC_GxhsR?P`3rn#nC8lFo6 z$DVVyp&3y$x_%{H?=3-4A{DLWMDZEOgBtopewin$QNP9h1Wi&~iC0CW?1h?}EK zJDWSv1*L<%qWM!iCm%xkfDkVj&AgrY3bE&SLSYvcVAKx>no8-980)uLH~Jnx6I44P z=ZV}awR42uI7oHVf*A?530+5aTpA_;P zWQ<`_1-e(a8ya^s0K}kDU}Lhfkfg-@D78Gfm1Xffrx42btRp&mUvgOtiCRnO#WfP+ z9xpZuUDA_IlX!~Co`1L;L+`qVMR;zY?kXl&y2`B)K!g#ScuMbWwBPCCq5E0j@16+U zPb>PCyQ1B0;@IbG^A05vVP)_5QVWs-0!0f=mTQJV(C~?QNa3o7qM5qyt_w_hiMt61 zU_ls31GeiGAHRWklg-3CyqSA&W3RtCy?e(lr)QGnf-MRqmU-YLcSu3#Bt~cBJ!mhEoNpn3jeqPz?d(lJTZ}K}AAS1kd%A&~g zDqJu<_8L$;GJ~PuCN?@wX%SzPgA!|b)BT%XHjpSHw8ru2=ZhBCai*}!3n=Ila&}>7c9BL$c2f5%;Gpv*s(bASRz&kKQL2?%o$=^7 zbX3e=(!muSL#R8QhW8{%JG%Oef#Lz6#T)^)@=voqAZ2gq6B-84njVgRe${|81>^p^nX|Bsl%_yMCQrl7;#d$P6onQb7y! zd0wD8Xaepqu7Gc9Bi#%)NiRQkf9l*|{3AI7(5ZGARf$l!%+nW8$mofN3dp8bS?PlV z#jXDuY|yJGAiD85{mFHf~(j`0P%#oAk~l_sp=ZL^%?zd2F#~>DBL*l6d}J3Azo!)=!1^o59J% zW>dIxQrDaZGjTAtvIb9ka#g_nsV}#9N|o_Q-+!|0c#J$D-KvwOAod4^l+Len9*-9u zkTO(yBXKQAv%MGS?9hnI` zEM9z`4KDv0tEDG->;W;Hya#>jdzrujFg+gL{DD*=t!V9M^l1S;Zv$_{{)R=h_ZIjS zaK~1zJ7h>g$XkK5TBraSi`BOX-i_Ll^RDp81B=~Er;TEb5yBTgAaTh6kHj6WKhI-e zO{~{!Q6SU0$!~7Db7XR7o}r6PFammD zGV>jRgGtQ0Ys;nwkXqeJuq0Of1_Gmb;d zhf$)=wA4|9v~Z>#{DaMS5Ef}ugHF{-pqvh$P%yQEqw58sjodgvFI@#;SfOf8`?jT9 zB}f2xG?CF{A+UtT>~#FC9JY!ZX+!iH=^mT;IcQbMVC zl9I>Fe{?qqBb9^UI?d>gH4SH6JQcbOq#P(-xGrrKLPcEgnyBj@Qox=R$Pa@ecfZOj zS4-AAdE*BhpD9(Y@; z`eDIjd6a%y-a1nIaRvC!+%kY*&L6SJP49t{k2{pSN`qdCE8%V_O#-QBahVf4MwLjL zi9l&){sWxXYo6j?@ZkX!Q?f$^926&VUK33}#gjb(=j<>=xxU)y@n zSILN;`uv>wAsnXO{f#37u5Cd&E6o9&05x0WNKNRPYRf^3W@LL`W(W>J&sbLR9jJQ) zrp{m}dNX-{!Rt`pi;S0ZHQo$@kB$Be?E@zQ_p7Te+<-v$CzHjV{tD8f?y+@~VOd#O zFyHx?>pf0j37$-yFRP&F3L}2kR8i#a+ltuxv^uWB`G`26$i!MBMC#0aa}FPl=0AmD z0}5gPxYanF0334!Lj3_uGG>val{2;t?AkSXZqX$7Cu|bNC{|nM>VdDBR^EXDQ?_kI z?B(-^@zSqj_U+$uP|`d!oBO65?QjW|<>VrjfD4y|;j99Z$f%!Z3R#m57p#iaJg`#aP*M zC^_*P^*j_va~?~b^|KFrAgZu(7O3I0RLI43jh9}!n}>TA(x$Zjj@z>zY)hrx?!_&Y zKf|mgc9sHZuOfPQscPK|1Un@=6>orc#)u~l*lTqo9NrpC;ESda4rQh;2sHIZO>wLh z%n=z;%EGvC?+%nw3YO&;}IQ=AKH>qe&*l2z(>KCW$@48i-Kd+l|2a`k!aMn5FKK) z0yi+&rXLz@dw*!$K0LMA_QZU(pHXQ8^q7da5XKGso6(s)quI~r{|>NpaiWqvioc?v zYn})WE2-Zi+w1`gaCq^~VsoizAb+LeeA0>Cs=*gx9_olT^h%~1sw{Hd@#7LFLz|Bk zr_N~64a!5c72qUtbpc(U*8pdQn@9GWs$8CrTn?z;;-Uh%L$Z6Y6FmxLjhtBM`k;;q z-4wI@#_DeYOm)L^EPQy-9uEPAHn^)F9CCLmp$q$V&5#MD9#)f82DrCsSE{I@;~6z6 z4U}SJDv|fHl4lV@yV-w6F4P5fgB!a!uaMjou9{hM34W{=!3Ra7Bcu;aFf_m+$xlk4 zAfp$)`|ES3vqn>hNuv3{6f(kNPMhd zyQ9`7nUZB|;1Lzkf+RolfT>|_wo7iN*}*4OEPcQ!IF5MNw^p+L%}kr}jy+mrBoC}& zj#BT87Zr}1Gmt1yJOTo$OQbe8Cw7FH*Ci{0qDH>x2Li2<;rR#T0WYPkr*d_$*wl?Y zsmgoxO5*!dZjzReCh>9i-=QmHHy>jK*yh%*aG&DZkFL$09H^nQj)pl-dUW@FIZBvz za#{@5ykGuZQh!8`Q~2-7GR)Bg8F;it)9Q3v@(NY*jv?feHrd92i(fGBfFXHYfy72F z*v}9PDO}k|;{-~y2r)m2oHgo^^>U6qxo0F)$Ud+wk)dA*MDn~7GPQDY1~uw)D?&%& z3X%LOB_$|WNZ0JsDpE1iX58(5!;GS(`HFSGP0aE%$V}9r02S>B^Z9siL~cM zQMZ^k&f??HUVLpRjn%LmR4RXeOi^Evq9em~8vx9i$s;-FY4p$ew%vY$n1K*F0Tn4? z`SkBj!Ut`4Y4Wl&EqMq@wVX%l#@HA~5H(s~!DE?r`4V9uq$>9_%P-SU6-i}w)>co; zcup(ow=n3iBGR_`8-qA-@GCTtCc}N80e0!kWO8q`KZXmG8oXDvX=CrmsO~~8&i^IJ za(zPKuMcr#u$0Z~ej-=Gw!;q8G{6V<&e#)rt6fKV?dg#DHkcytXhS6%u#QQ%WyqYr z2X7%N?Z1L8D#he-KtD@d{xcqobRqS!^wv**M2&LJUh71+nfz~55c(#L{?>QFPd}L2 z67^t@!r6*&Peyk@?j{b3O}Nt(Fyr$m*`b-CT$)!9;c^ANrkSDNb%3Sp=3?A~imhFP zFZ-6jm(5(1z|Wk#GT6F9O4+v>Xp)bssB}&-VQr%>HhmsvJ;?p98)WK@PUx6*&61wv=t<`{6P`EQhhRe&RcgBfCg0^ql6oN-OHoPm>O=OI0u%r{af z!bgW17+Hb}ars~%ppys%H^Pl(QITNknA(GpKz5)&K0u&YXixDktVM|r{ImOYvttT@ zO6u_npQv00sxwWSRa7w0r(i1T|pt?e-Y#6)jo>b(Lg8!=puyzkrlK4#!wgP{}1%UA# zbn|@ho)9yGs;8dnR&14dARL9OF=ZU#iolk2;qD;eRT76s?q}4 zbFn#ManC~Snn~1Pw0CY}DwgEXY~RSQu6m%l+jLsOHBuYS-6dF1n$qGaXW%%VO=E_4(@dHo}rJ9^{W@}iWwyve^^ zgP8@riy0wM$>J)dvQ-*@)>=#U+P+`&_6`LeY9?*yIJ@!-gv{hZgGQaF#2WsOS2z0u3!p#D@Zvr86U z&lLPHA7GqL1t#%6G-+n>U&xtq2wBHyg-t|yt1*lOJZV=^1L*spU_$MfPC3r)dt}H5 z&+P)5_3R;BWV!1jGA`C^Jd&^z&Sl)AoF877B|k}PvF<|&%5r6u#!Vfqmf5@qh=Kwh z?Z^P%r}}?&9Q|*kmPstp6n;`F2<2S%)epdN*@$KuEeXgUr4SNV8gi7Yw%J>;fUUw%86s+pXxNXxhMok1rz+L=IWooNrlHa7>yyi2khOw| zDzdjpZ-ZwfwtOPfE*`09W-RM-YI{p7+>Z7h=TKAk;C3^pf0xaOP-gYrx9^EI;{{LB zott6y*4^%CjnL{A?FVwGc|$cQn%|o-yR(~IG5&r**3KKTHhY(@Xx=4&W}w1|D68)u z&yi0>EXje>BpR=JB9ck$EPi8fAu$!Y>h@B;70?5|UlhsXZ2)pcHBps=3=8y{C`(UiV7f z?@tK_@509LW|t=IZz7VXj5#OK09=MLTu3%iOMO^L%L9>o*|YC?LdN%wp7)1#=id)v z4%}-M0bF%0i81?qJ}tnebToLn!UvYLSHyaqC`ayh$u0TlN}_@|VJ$R#5OlS`>}jbD zSN6joxjc04F-51cf{W4LlNlR1UQIm6%SHID_k$kw3Cb{#GMRjMAKB%131w*^X5^|qHfqt7YPsXqf{?7-o_L>j?I zQRvI(H;+@pI{(dE(6%}K;+k0%lbIxM1k!@=R^TRXwfKlL>Q`RKx>8~yiOH!8hzg{B z38CacbxBSY)uGk$jbW5}uH7Hk=U$5$GhyJ;h`f>?7`alJUV}7!UW&yEk7>(0Yufbi zvyVQKcKf`xG;e*t%k{9;ZszqqXTvR_96IW2a32s)i&|-A{;4}dWs=8*G@h}LR&2G) zZhBlk{RdUcSjyz(zEU)uU#qW#q~3jWF*lpbtuWRrjtJ=z67rn*ZHK4Cut?|+y1xe- z7`1DY;wB3?uV~2h{?50G|0JQuoi~=5h=zQ-1EhJGxu*n{Pp<~KymSM6R2JW5WX&mj z54*HJlYy!!Xlh4%Fc$39A3t`ck^Ee@zBE33aGQJLLRK#A+)Sm?VpXu4dG?h8GG~s1g>>sSmXq=BMv?f$G>L)TrHSP`G$dDFtEMIE{RMmxg%9Y)ST-htp&0r zz;NOkSOoK{K6o4y_-~{jCRHf<#2zP~{FM9blZeGO^0>*LnW8p>xCt7j_>SsihGr_$+A-Sw zt0P;E^Gf6?u8ugGy~m`_W=uG^d(Kng%QQN(QMh?DR+J-5Z%egF^b?pvxzD#weiODrT<$?i!(gC{ND6eb0qDU^fn zoDwOXvlgRnEJt==BZBpJ@&ek`I>hYBQ`s2O$8ZdS-`7_Eq$uX;G~cN{a3blmep~9v zs8NtHRS#l`L6>DwKNz5Vw>PvVc(BziZw1&p(4dLg$F_mvShW0WpzjlY429{|$=36~zH zi6ZBgJJzK70p~mdyt1u2I-IG9a3z|8oh_x4r;|6&Bncsvq)0M?2BlkR`nyI*ye%=4p()Z8ii5 zb{EUQ3+k8Vy>Ed|3Et`8bF+0TEX$v5FmjxIIFpyHGAO*=Pu*Jv1k|U6nHRO|B>8jk zK~`(aSM$X%QS`3!p}R;qT@a2>2$b;}T^|v^eu+Y|v`= z93NZO>^+OXaM$Zu&vF^_Hj%_l66G$uOos!7My4ov7GL3xho!F^|`-(W3qKw-|yl%h= z;x=$v?`2WRwKZwpcnsLDMf3?K@BvG!xjJxflv(yBfu=-}_c8-I#CEm?}3m1-IOP zA^gNK9)_+f@Y`5`B15WE{gzAicg)aEPkk=e&%IwL&Rwi|$8=whuj>c~StA0Ha5ALi z9-BJ|0Hr~ExJGa4=h+JUwmtHp$sw@m@Q;z1aG$hrY9a7Wu4gZWWJ;o#xNakiXqcWEk$ z4axvkc2R-GK*oF;18v1*Us!Bh0V7ugN2id4eB*TkMHIl32zZ4)hovd;6Qkd-qAYfd zkBbR-lIm+L7kdRmQmu)QAl=y+g*+;9Co?D+=G3A+pc7!pKoOy^)r7;7OgfGGY6{1c zHFo~2Mn>>6_sJ44Qja)dhv@uqFS6be%<5_`eXc77615EwvcoQ%tU=C&f7QenV?F81#GzuVT_0MpgCmx$n_oO@x ze3R|AVrUG0i^1`GZ|}*U(u-Ec{rtYbn8|Y58g#FE(+n>F74dXtO$@}=Oe3u0nN%`~ zdlgszy%}`=3S*uMz?N35$(63BWC8Hc5P&msD`%fnXtNOEJWD* zLKJJx3?&Y1N%8ewP|_mpS+FT^_*DbHa(p*SI%WV#{9;UT*N;{iffW^_b6MfmwW_B& z7*+ciR?|JU!1n=Mlyr{npo{TJh@JFNny)^&LK~6e(i{=KN(InX7Cn% zh|Z=BU1yM21m<=-0_BL~4o+MmR_DUq1+Yi9-#{?;L5Irxk+%d(^OWgd}0Fc ze^$>B`WeD=iI|aJo;X#~TEP?LB`nMA*xW2q2;pu5zT;YApw8qDr|U~dVJWvb6Sqa& zL)`b~Na~RgR|kSw3>mVHV1OE@J6_D!-8VYlFyT&A;)ql<#zQ6=ibypR#_{-m3zQq_ z5ZR+S^kN%26nS@JOp^g&R7X)>+kpC8{pMj_@M9rRvli5|)14M-(1CB5De` zvA>48lvqF+AZaZMY`;I6n)L>NK#%FuU@ptY+byX)ZW;s_5}u!Y)A?bY=^t|`P^mW$ zpVy!6(TkAN?p1@PaFt1#Fd$V?a`!(Wa%|c6@p>*taJnA32`;#X_o3L72+I+QFH8dF z*H6S8WhmXKYcozTuEF&N|3bX*!f17J6Xx73iE+g#voZt@%X{wUC3fw5QHhAlW`&4b z#fqD%TIDmFD_x)Dqha^#y7-bGOdlPzaB&J~3EHlL6c@5xRzW9T3D90-B2&rd-CPs~ z)90F4Ia~L`rT7c{K%Sm5-vRhmH0ohb^L}Q5`WUxJb8esUvQzq%N9vu+JcHWs?OB3_ z@q!!dY4z4uHxZzXpf@?&P!GLgtU(JnES_6jnC}Q6Ji3!A^IdnDhJ!bELoW;VITDW3 zXw^dSFsU`033100{gdj!G@4xF-5NEBLM_s37^0X;59Pv|Z$nLC4Z^AfC%K!MzOhJ0{hX z?*Qa+cpaIg1MOWn(u1L07bE9iHJ*)zwNO$)T9a9r$zRXTsx*gPVKj`gO0b4Wp7LT{ z3}G55wvWpO`Z$@Oj&q%Qmv93y#>*!7xRMw89I5(6ge!4;-RxUd@RbFChZ?1q;9^&G z`F-{dS<)CIxVMZ{Oqlt&ike8#T(ATyL5zH57YEdsOd7|uGE--+&#Ei|JFdDG(%qZL z72sAtUd;c1~J2rwYs{W2PyOa*-@z#o1=yR zg*%}hB{bL$YHmpmAn!~js;{#kwYQxv+kmBK)0)fDe5!C;PwJmI_R2+z(CEaT z24~G?+$%4j?KD1E5rv*#9V;*NB0otEba6MM25Z6}MC8b75;YMKW|T)qzp-!4k1$wv zNF_UyC&vBW7sR`Q{u!Jsc(ch9)=rRYOnqM|DrpS;4*76RG9Z9m0|`KkEV+6Wzi?(+ z7o;qv_rFAsmiG7|W-R+42VNJ7fV|~O**A3JrkF+CE5?;loAlpkr-H_Zy*9ZgP753Z z@N>DTjVn4O^tk43vLoa;`puE1^Kldpq@g$qeL&w!`+E;DM>B`OQSf_d=}I~MF2Uqm z9kb!%dtgCD^?vf5cnBX~HTsSfi>wjw@vN5?*JQEk`5I&km?A4G&avu zoQSS|kh`0|BWF~tOFG?V)l=Q8rxyM73ouXOpDgs2t9Z`4j9V*TW%6xPuOr&cl*Kp;-m2@5<$rt z2?{U+YcaD-)j#YW_XAoY7Vt`vo#x=yL*YW(8C-(hnMGH@-HUJ7LFM0fU;slvyuXK6 z1SN9{WdC27@L5~->s7hU$Zw+HiH{aKO+m`P5%9w9^a>iq6B@qQ*Zc;SyW;aVF%leI z0SqrgmgTACK7^r$&BRfONaTU7CZBUASE1rnM{6}+AD3k;1gidZY~^mH$} zC%Nn4Ec3Z85L^vCP{eSl%VZ0GG7FvEoXB?Ck9`l8y4%f_Z2*REHB~v4^U)!}4Dj5m zFnKBB6*ZrXi@5S~m|KG0htY6@T@nzw^PTD!CSW!u9>&!n*UVxT9)l8U zJmavW@HePsQ~;gFbNs?N+RwPMMe9`L8YT?7p_o?DY6@LW!7cSW^1z&A)DcVrPK&WcV*XIC6hm530 z`&kKjTHD_;pVFBe=Q;Pvf`HkRbmIzIO%G#VA}?vrG@8xD&PNXizAW8kY7S*Z^L;7XY~{W1OcUrxnX{3Wl=|fGBwRrrFr;T+1fW zb&TOLAW|gjw)d-jr)=5l6Lf01V~?iVvS6{Qvt(Ak@O zW?L^vNHmo@E$c&9xIc3ZpkT3j5s384&*v|Hm5^lUe$_z937M_QFcuRNE*yPzbfc<{jwp1xC7Bln@BjNSoV(3aq`@F{sAWZ~} z7X1d1H^KWeR#1A9mWIFxRh@F1hF9HAWLX@-Gd{19M5Lul1s#bX$z6@eROck{U^%p9 zWjpsuT+O^2ZITL;fQTmd?`VifXZ-WoqPZ^8U`-6wW>c`v*S!IRcJ)i10)3-rc7W!* z4#p|Vp;EYa^=ytyCP}06lx_HnsavR|XvGaMueW{fkqDmQY~{wHpu74Psj&0hA<4;l z&86E^aljB1$aiM6c8x=YA(i#BzN(MZP;QxZl_yQ0m^Y<07Y|63@N0_>a_F?cbYo_Nt!fQ<6`W=puIs>6b3E1YR)D2zToDT>68x87m# zuWWv?Oi@nKJ$~I?o{%HC2=$%~^a#4~t0+O~PDbSIOKMx*G2|I-%jGnw>0>h@0X`HE-0GN&mM%PMT>@3X>8^KL z^0yiR>O>M-3isw*2dfOGD)U3I0^MjZ~VCs@o0IurdwT1(*Dy)>gZU&7>IVr>;z72izx#|2;BGEXs z#SR_{C>6JQcC{w{zw-aKPzys&n1I%@EPh2Le!)5UEJ@ra-fsVCw|g(?&iCk2Y)E3^ z-Ku(-)n~jAaqT66?6eO~IIFqby{1HV1WMTbev!|Y2a|&ptqCzAMnQw_qfpWh~Tok)3NNc{!l^zUx&OQc&nLY>k*nn|D zK`02-8Brs(DYyrBd#QBX@t+D9c>=+i`}U9MNO_tuHP@b~*qC0MYx*ZGwjwBt z5);wS6!yqq8j`4Zw{y1dB)<9G6~&5$^rO3AZ!moK*0eU7-VGVsCWD(U;Hgexq?{LJ z@v1!6k!&?L!?)hTneHIs|G?|%I;lM^-? zO}1oH&bX-(h$wMx0FZXvVUl)u$nnieIy7QzdM=HDWK~Um*Y0a1P7v?VU+97~`%cy6 zIGjIG<;=b#=7qjMc`@J0glxVHsj)Vzf<2H7SUJrE_SG(N1WnjQw4s3#)wa{nf=U+~ zQyPOL_5)k(cuJk&imU*Yhkb)>+ZOSl=i)Y0Kk>ZkRjmL|0o?VnYPoC}pRZ%`ILInl z7oS&$R@ECa;wtIXe>wLsMtSdqUZwRP=+w}0yXgTiLvp?EFv)zP^m>%`6(Z2}MWt0u zu4dff9hdYI7+OGW5O%l4Oqo~xTM~MArtzXhJvOpFTpw>&$HH;R%?-KixWYSIen3K` z*5P4NC!dR>s`x0j6;ftdVlw#?+%VyL?!c1SJDUex*gRP(SlLR!kP)7LQJ1_VaJaNR z4*j)=>K7eyRfEgB_w<%N^ZY{Py)lm^S4Chk$>3%ibIy`%`{673jtj0Jf_=pHNg8bp zuByNMON9igZO-R58sDUijj1q?kjIlo=ZaAS+_W6u(y?sZk~6XuiM&zAS4}7uJ_y7D zW}L?+6@NUPETt$WGi?@)DX%86ZxHM5-n<#fByE-A5UP&*y#+P7;SlRcqJ+!Zsjx(1 zyNHC0J>O9%P7L2Jq~S)GjmIJ(1QyWhAGH$7TAg|=*e2Ze)gguEkF%IJ*Q5>s*66egZF+K~hWg1E!X|xn<}qJO4ZOMW=vX6h5p|ps ze4rjGX3j~IFd&t2I1r~0?-jWw$VJ_P=|G|MQ8GrDnXROKRPmNk@}K~~b8n`%`?p$x zoBa%6%nTrgAo8*DqeIr75^QNhD^wW;VBUG2n5S*_)GD_$*)A&i9wZZeK?v*?f&dFM zg?4XQE8dU)I$(Oql3}KS&~OWOn{NUGs?JPkRwI6&R*IvI7BI*{*JM(so^D&y&?=r>nQaS$XxJ=Kzg z>6^m@5ImLW4D32h%{QSq-8vjwTw>)K>tc%z{kDEYWggD3HCyu9eH=LnO#BJirUQkq za|}qDi*f|ZvsOXW7(bM`g#KDu!D;U&Rqt|CZ!QK3S_hY*y7dpYhQsbp{`I<)t0_pa zp>)^^6x!S#AsvE+#jv)Q-cVBOndF^}k&0Dw{I+`L7KkFH=l62?_kqft(($Z|4Ya2x z9h^>6*&Ux9NzsIhL40lid6Ph&oXhQO3O5Xsuthoi{T>D=qGdA4#%WbgXZe)+9salB zqF00^gZ}-q))&3i$kUjeZ9^WMtiB0vt@-X#y1E5$886Un819EWm+650wAukeDTDMWrCzij1~C8r<9Br^eYuF zPlWUP00*3Ma{IDQCSe5c)M1-bkbR*%b@BqksV+5QNSGM|G3dTu0HQw+!!SBY%z|rO zZV@O$lr?0GJ6E}P4&Y)^;tD_x1*H#n0>xEembl99`R8|*sU?z56tiX~Tn9>qiSZ>d zMTu~Xc`MVPV4+5FnFKE|kY##u1+Os`=o1x$@+Q?!k>6<}T7YW6gQvme>xz_L>k}ao z6#oHI^y26ri0%I-a&aHo0Z>El1bi8-|1I&w0MYGbzL zbH9vdfg89_MW6qW7R&A0vKcDVOT2{~w*XU8=a@&e!e_}Rc;2LDZ&Wc(M;O2>=EVjz zk93w2Yx8PEGFjnfIV}dA+7(*ShSXljx96Y(vN54(3UmG|`q90zx{_kg9x)+&kpRL-!WW?cP|hDP)6r zS!noG*KN>j_5^n&7iyJpEd-D?x+B$jDbqXI88ACJ1!(WJHa@fR4?#_Qh&3-Hpf?Wr zp=T?1HLmH%+t8SAfXGF069*yCq3}A9asn!mKx*rcUkYU^#(mO+M<>1M+jJ^Eil$Pz zN|A%d6iK}+-p>@7NnPDnvI>)rN}lWqeIMe1^mBPvW12GpMT*Mvn|kIVz15jRX2(?` z28fC-MKzC)IH_Lc(?O|xPWY5K$<_PQEdf+B&SA~=Zpq!$v`^85wtkwu0FRO!iw;?0 zu8shpL>tUp6-?hX5e%oB84`#)g+Ngo_CqcmYH|*6p{?Ga`a64F>wtC11)9@Eb#9vB zG>)XTHN|a0LqEJtdi_KIYCnIZHW+YWfBQxp(y*>%&vu zhw-2lg$C3jOu)a2I8Z}d${rCkzxRPFgFa(L4L!1U+H>v}vk5xD=?GCM`{0qpF1E>Jxwztu@vH;)r+>~%q$Va?Ly?WOVU ztwUdm$mkNR`PPeyCGc!ER1)DDu?@?FaFY3PcXzc@hy%Q84f*e`SkWS*EiReaH*3tJ zgxFlVg}ZG8u%GITs2m$IQWnZv(z~8uu99B4=9?L%KoB|V@HV17zZK7mh*|kBjxQ(c;t`S%bRjPRAoON0X5&NmTQ zx%rf|$UW~tMHGUZ^cTx(L1&Xb*^`WEJonGIos+1O=U}OsH&p95e4S}k1*43xad{6}|BvWtG z{gO4XZJko{WX-JZEr8!zCtKi>$X^c7>&CvazbK-W45in7$RKvf7hWc2c5l*j$ZWv3 zvb*4_l=}>~^Tq?UvhWpBiTLREWr5h-#mZWzKIW*y|9&ey%<@sD3~}Hyn^6SyN?i@CgLJZzz8xTfb9TmwO(3uR4U~hPH=)F3g6F8{J zLf=b}ucLb%+iUihvls7=wN^69_m(ZJuOZ6b4YxOQf5FwHpM5w24y}Mzq-Li$I%56K zw>^VjA%~PaCFv%2O18t)sXI@erqXu;E#|3jx;wpHDAujmY--uCKJ#ndgx!WZ85!ud zKF1EZr?R(k=CA`M%)q3vDvHlN?8o4YVrYbVC0hOhGCF<{ca9LZ3wc?!{GHyjlJr=-TV0?Xs-^*N-dzZ>}b@E~~R*hwo zt+;zX@VW+IHudYn5-Mf5>WP zhOreg=^rh+Rv19l-j$A!TImsYt8IHha?^;V2})2(MIEL}cq-a!<-rqfD-gM$F*Y&4 z$SVN`Yb0{TMU~}QO(rCEF{_|jxSmL~hJ2qv=L$BpdAt_P>Y{2y(7SbIKs^smk<+$q zMvyW7cx!UvkB`Ab74hGE`x6kld+}Kx#Gazz@!pwOjj}y6(6YjV@0Y%TQ3udlJG(QO zfu*#RPg<$TF~;x%6PJ3QqTB7gE^G(BOofeB!b)!@Zw1p+VB_7ZryhatyN@?N=^swL zL%!o8`2>t4*224l`LnVRHmwrZBCT_a{=l)vT38{MI#`*7qW{==l_iEU?wXkG#C6Q6m{7v6OdtElKS!KQJn2#`A)A&}=SaQW_m4 z2=H`-K3EUr;01*L9F!PER+vf&?lC5ZGa^czw%}qXjWT9~1UNyDb|}{Vbp-1Y5kuW2 zz^vBJOj@BgbvD$@hJ3RK%M3og!X26%L%hS?%Ila1?|^z`f9&MG!0ZEhd3hUlICVP7 z1j-{{B5(BQ_WBotrK+@>AcUkSUBtx!N2xF-%5G%w7w7Cm(+0%-*~Q`P()*S-1LQFh z3~&qVk5n?LQ1kLEpk82`3m(AGV7A8(zbcgD%t!~IvEe27uQz-e#;RFp?;Ct!9nL3I zNwD?kBBj)%NG&@7XWWyR^bpYEkt#i9dE0%XehKnYvNKO|bNurTBK!f}@odtGBVwl2 zt>JIrpAQ60+eeyDP-);eX%!YlppjdhubQvUMwwd+OiZ;!O&2}~**dhi6e=nXThj(K z%f{)7D!pE_Wl|0Je!60xFzf>_LVZ=5>`R$;x%tg>*At}VTC_3Bv2uK$88!)fvt#<< zCJ}4Q7sRJ>A3b3qDGp??o_5Qo3Sy}lco$nd3e1fZU2?Bqb)8DpFmF8_w**b(1l@I@ zHOY@auzF3{iz%Ox9`O~YW*f%dpRG8xOytw0;j$tc-5Q~56bF>-|9g)Trux@bI{uPV zklW?zOsyjI-H#P$>#}(38d$IS^`|7>HE2UD*+~vu&E*Rq%{h z8sqQAT7_53xT;SYun}pD!udojw?oSHR&4n8sljP00T-6dgXTN+J)WK*>_D=%Ivm&; z-J0z)n4wvxn>eFs#%en(2^{SEP+q%JSy>^d)Ihu^@1?D-bcLt*+`owK!)v|5jHWsN zb05b_D)US1TJBkc#dfm3^t=6TxSq`*5ZN4xbB!lbu``Udzs=`mz-9+eCwsiod0PGI z^#9w8{ApZBJP|N^3{BdQ3%4K~Nn?Q=A!pCniz=dndMsyjutb<O zG+mRV$VY4as@;UsbJ*Us>oqX(Rx^7+Kp$)q(n{PWiwG@ecIGBh$aYJMuqLVpRVl+Y z#4A6IQG91z*r0Yuk6nPHb16#(3sNKLwYBO5i`l&~^BnTz&Lrg+>P8gmLh1Jh zQ&$n(B+^0!2b}|2%-wF7ZKsE%9SBTRxWtUbYx{ZqWcvH4NLuI6-hBh%Z+>O>w8kQSGAnC&@RG zE!^%_6tly?>{k7kGfxhGR1l^*kUo+r+oEJ!a8*3h-MBG-_Fy=0KL?!WtlT1Lkj}0V zI^j_X68{dzSHDYItB%NF8ShHK*W(Q69%XTBa>MwTKPE1BVgLW*b;^7wwc;h}Q`~S<>O^_egRkJ=x@O)*Cv^XzYnV)pGvi>~Zo{IFDmD)gSX029SM3|>uU?&xz^_zSgIzZC zscEnEX4)9nMf~fgc%Ne4!47=)&Vl5@O22NWZp%K8T$BT9b(X znvgQPa220(%wsT{0wW;QT{7L+bzw?z?M5-2Y&=hss))JE<#@(@IxLFb^Sk59v=!jq;LX!G*)hf*J!U&&Tl1hSoXy%q182C62;Q|H}zEBi%ZC zfJb$7$G`prP#TO<_mjo`m&iv!)I})^g{Pl{tco9u-Fux(I4otU(?ItjuF|_=&V1oM zsEP>mjh05m1SRrZpWT+LZ3_Ht4_la~$-ixVhFVwuLb@)#Y5)*YGE!$&LQPB!`+ZV- zi8hpM)5G!ezqh*e5ZTE#Eo0LR!sL?7T3v(Gyw21bcCzy%(m3?u4KJo1CPra;?dsa_ z|8qLlODE~C_GNxQ;mr1a%o9L=f&Z{a1a6hfNLqt|32KX23zKCnXEhdk1XJRY`XohU zX9YE%{MUmHi$p4`lV--(fKcXY1-V;%p@QR&RXaZ%XU1nMYFkO;E#+Hhas*wP%Ao5tc9aUxbMNPe;_Km zenI7tg|Cv5-W96)TKw5so4)pK;=9|3kWQNbVYr#2MxS_%!V7LO@5k1~ZnRYckh0}Z zwXJSJBA7U|`WD63a_+ecla}F^dy9f%hm!G@D_H_LNC}p{CimUV5YK*fUBGDk8VwBk zFwL?ScL8lu9M@Z(Cag1Qo@fX8kV}B}&9#6Rg~Ab8C2QM+ip$l(3vF}|4o7%B{T+gC z$7>>FTx>)!6j@D<_^22r4{uZZpZXFvcW>QTcB5kbV9P~9R+&Twh%8?GyrSZdU^CpR zO3O+V{LHK`3xKq1mQkFR%PEfd|BxAbH5#_}QiES7ux`DHb~aMi>d&y|S70&9fO#D1 zj^LM^#d1fR8QK$p+m1M;X_PXf0mcr@O)ZN7(#bbfjKDUAnv|XR8*#U6if)V0i!nA| z)|!uXZC2*2XE;Wsyp&S=_0vz~F1BA*t5=}Oh)vS`rrJu<-a6iYS!MGLv>;Si`0Awn!p&8 zuoC=FK%gY@a6Ixwi7Q!a#$Mc?HEVfR_C88Aeu*>r4Ls@?$H6vt(qJxBb)L=U%hWJba;@`FkvE~ZMwftyz z$7W7v(?}xps~UKEisPdWD6H;oue3kXAAo?wUMy?aKWpY6|6hB35%nC9c~9GM9B$IT z7;@04fLcJy+R%5kiT2J)yNTtxRq#4#k?CJe1pxiA;hEU_ZsexpzOLi1)O8iLYsZe# zvWdMeSeBa}C}US@6)W){WBTu~?jG~Q`OTYw2}bTNFO&_E^_gU(4H!tP+ z#9Qv`6=XahDbgkQh*2}vZRK{57twO1S!WOnL+f9zTWz+Nu^ufi*D6cZJR@hS%1eUh zf1I_Ryyx!N>=|{7|1e!5iNV>cKgJCo<+VVqH>tr#8qMOhEM?EyS0_H`wc^U4m*58! znj9jmIzgM7`lGr4p{sTSIubL19nVL7ZKT8jQ0tmoRea}L>M>~t(LNKG=K3_tNd$Vj0B}xBEY!I&nh2c2+Fq z4>Eih|C4LtD0?vpgpG`}!eGb4GD#I)rH!XyQART%F>ZEGc7XR$*+~es0CQv!=AHs% z>`9-;x`qZwL;Em}cwleZ5w4uU`r!}mZbz;!d%o2lkxZBc@sYlDw=3VZ51@)8z@4_| z+ZSb2Y2!W|&on4#)8rU%ji|(#2Iqgk22`C#Oonw3b^1sdD}CR#`CH*rL(w#tJiBC<+X+tC?8*R55pdJ>~lrZ^SRwucqyil;Qj)cq|@SEIoZUViq3kg<6LRoY^ zH#e@9Ajl9vki5EK=52iEUFC+FGQ!d8gbbx2UADuy?hcQqBwSyq^5u^q5gP*idMyk- z6tk4m6_*5_%b_t{gcR*iHg*wYt4)_){6=QCbhx@nKx{{h4wvESMtW5_JdNgd9_fOa zi4v>uN3bm9lX2stMBcN%1wTtp5$6or);aPqyz`K|>-Ezk*mH@1HnrQ)i5A0$$GN92#o$B4`M)q{h()4S5S!R`SLME4@ zPbV_6=ncYxO}c=W4?%w*h|6xUxKD{n^h^#lfJz*ShKZI;M8Fbi%pVDO36ZffOswz^m57b9Qi-tLuA6wE!Q+s=r ze|mP$$h7lAh(l!$u1sTq!-=Qhm4QeZAM`QB zY3GRxyj|Q!F{L_R*@Z8>>z2bGFyJ5G(JM{$sHvy!&g&75rBncXDW?%Ml=|m+Ib-4m>Y2UI7G*Aj_6W*u$ ziHJ0Owu8X%ELsI-R67!%9zXyJdX&wBY}xkxQb#ed@)~>&BVmM5$=kZJ9dVs`)#Qp7l?c=6 z3P(DrEH`wWbwNy9IIK5nVau47qJpl1v_(zC2PXC8@7E@YtbiEB;e&~|#yjGih=X|g zzEnO0lWC>Y6EmnNqOKqxTx+A7wgYx&|77ELUdRU{6he+7lyi50>r_hH!_Ak6B!&6o zLhy+RP*$^<#G_+ZmvB~ROT)6)IJHUx#8Ucl)YLmn_pYaN)0Kw#-AEE zD5+xf>)@saj78gQKjvFbERY_|)f6Fi7Dra0T*6^il`FO`m}rIpBaSM}nvavrAT#QW zcMCplU}C|8$OKUU_}kTvNwu_a892j+PL-bj$?*7adakoKg?OAEs}^xTE&({N0U!H) zJi%ar6{v5j6Z)pE>jxB}Ia&Hqpdr$S4b57pyoHN-xil@dXgr6>4?llipe1PCC4uP^ z{7K<%s}y0y$g?#3f8NjA&I2~|a8XY!JUD8NIYv`4+vkF3`(a?6GefCjl*QlTkPh^C zuxAeS)t{KNvRg|J=bW-d4VVE23@J%{bwoFWgHlv?`^}4J+5HluZ^T4MLgzE0#Qe~Q z*sMNj074AyPS$CU>i)0WbE{}tcV^Z>P@3oc8PJDvXmgm7qSI(>W!{*C2CM;`6tpHs z6Hz@}9W|w`Hzf(jKRWTjuu9pgkJf3z55q)mN3}9gIihYx)-Q{Oy;90(5a@WOU7dljPhNLFZ zovQ4b@=c`J3yigtu=PCc6#>2@!53hSwlxr>x3er!px}*x3$K6x&1l8+h1r~WjKA-0l=4c(` zaO12KZmd`93tZ^j*M^0kPeSj$o z*%q}nG%M@FCka)T=N9Awc?ig(Czu5-O1+c>?9A_$(1DnqPr_HR;9YO>l8SpKD;I&_ z5TuE56>JZk$X?OpKhFFh{ey07RaEP*CQNLIdoUgAB53T2=c8jberxhF)lGQ3krB{- z9P2slx25%+^@$2Y;QmYxradot*T>)Bkl4s)UH7FT{er0SJS}#<@ft0pNae3RE%8H-JC!6r`*LNJi^{syF>V97-)<_#Ncfo9 z?Qg-p(q#;w;jRgb^&t9JELY`9-UYl9fA*O$q7;F zCdQGhdUL5|4tEH05ORGX30On7CUKFDOF?05z-j?)&sS+Gjl-9$?T}bQ=#a-T{Jh-O z11U$C&y+6iFjBV=9%S+U{EcjN_Ubq01#fz)Pj4)Z*>sTUC9C_Wr`Tc4$H;j+ z>JUi|F$gey&RPzXXQx(IIly`7ESq;8foX>~7cqU}q=jqil!mtkOrRZgWq#Ruk;=GIkUF>BzUsGt*cM{J`U-fOH zeXdS;if1;g=%LtH#8`jZQlGu%ay{5 zRh&I%d~t^WHc7o$MJLm-R+(@WOcSS`$~lX4kD&eE1#4_@O(WwKH|ILi4rV(ea&ZCJ zss`*%On-wtpAO@o<+22AAgP-@VYdI=goMV(^YWXRHrjxh9|XHb#aU+ish+;_e;nf! zOc9Z4i?6w5vGfvD|Mu-Fj9Y%`KN$LWW}F80FaY;5-FEz+`j7b=YeA zPOTf*yt?CR6v0%wR22z2i}YlzHS_+I8KKpAKjd^zI*TYk#`NKQL|XmO>(}-Mu`Sdu zljUF6ah%N^J-X1&P-H`jfnt1;yVDxJwXAz}-R&24;AjP&^DQ!Z8(ItVx4@e~moUo@ zWV82vi$WAR=d6{ZPxFb_Ssz*DCbw6%9q?2Buoh3tx~<5$+ZxqOer8kD+^# zWj6e+pifZVB$xoV(b(Cy@8B~GaHMa~^sXV0B@YIE!R0mI@&?e154Ptu%e!}Mhk)~) zoFi#gbRCR+cP_4Svt$c<2-r{NbIZR-_vuZh<`6C?47Ip-c{OaO z1$=$QsQ!v{p87XAxD@^93m_am`CHu5ca?5pQR1eRZ}P85=5SzF$clf|{&&|d1$L%C znoiEO+QMM&43c^*h=1t0gf;*3S@c#-7bHCpe@m6mVPdv8;3jbthZCBN$m%dRm)Pz8 z7c<)NqzZ5%EiUyA9K5qB3KNFNxrBMJ1T$9JW{&s2W+q`VZB{*jLx&yXtjS^Pgg#fC zlAv@Fr)+5rv{OqJ_~V)P!MVIG&>(d(D6kM|_)o#b$DyHV2|99lIMy+O<@ z;8nn#@>qOs(8aAO1oc%%@G0~|#t5ptqUYq*5DV7g-vxbfO-)-3DV{Q@8GtYkUGXTC z`ggu|$2^F#SgK$Vt(KXTsts}PKAn$C!5h|hb|p4fonK#}j*TgcKR+EmhlXEF&P~z@ zF}Vi3qB_JfrD^*R=(j>}E)@NalhJMWsEylgn?3Xk!^XJOSS9kb;fdykWe2WTvdoUT z2P_i8jssFzU?>tS5q8)RalkKLUA|AofmrY2#EoJn867G&Vdzst#plEuU8$>qr|TEL znEq$t0OmSIiwy#yr+wKytN^}m<$|0I%h;QhJ+RxmG%#0aUQR)VW{pe$r9^^}4PnU3 zpB6PsGX}E5@;woCos^5WxOJ7OC4Dz2j%`q$oF6rp{ zo3$XY7dkS@$b0n>Ejz-9{zI)O2{x-D&<-ZjBx;o!dXU~p8TsQ$Cj~#w~9V6w1v!xvH; z>h}s;I)q6pO{<>nQp_L~F5L-V&B4lpg#TSBQJ`V!4>-<*)ZW(vjMYl|t~rLz6dsL3 zALAKh!;taJdX!xbqTbm>%4aje5^BiYr}3U&FC7Nv8bk$}q!}Mr1E`NA{Z|8vB(bV; zCn?wj);ec69co*y@SGQo-jE~dGr{?nvhXf2er2ionOPGRoxy2Skvnl@%pU2nqog_B zWhit_@@Hgvh`E8}s>UmIYY#Omq%?9UpxJ+Hjl8pHt$lxW2BlouNuit|Z*BOk)Ia%% zzPCFcpMt9Z@Dw9BjWlSFsc+=XMQ{}&S(PJ=wKXSeA_7$YZ6GL}j~r!I4F>+gBGmF< z-9cnjG+xU}%>P?EV`cOC;Ou`mh&Hir^nwfibo10_OG3WraQIVB zk>nu`tTtX=#05bt=8t9fWkN7_+36?QY^jA$6i@KTK38Z zCq`8~9uF^$zstncv3RSLaOYaxqQ~wx;p_-OzlnWH>-#C9{~D?<42REFgC2Tw8dYi_ zSwwd$vQ#C?s`(ap!i%dxvSzX6LyW{vM!cymw?{^IWntgH8`!U57 zQ+cW0Kch&1`VbQZlafl|1Bw^1+-?_LS-aE-v@{QRAzVMnmqh7tySxIanAA0iM9F<= zEEwI0D`S;^=!QldvtO8)PVgBgLdIXh2DTNoafrfH<7fx(lJdx^3NmHJEDofoW+mWf_Dm-pF8uQLHH5YO z5~5gE5r2Q3g-$l_6X6dh-F7UPC@PrF5IZ(oa@kiY!t40cGkJIzh{-@8T$XzLBZO@l zW_=GBqUJ=-1o-}Dpz1^n9Lpv5t%5PdFdHs5riH%H-n+~8S#NAu#9<(=rvdmhyBloU9sty+!ugueR=Y!cVC;t=+Ja4HNi3zPXD7A}jYG2|oep~hFDxL;w@hRQX=w~AY$a-Zd0Rl}K z#2cK$+6~LI9npTy8Vku0ra-Z?5&l6ZS?XAM1_Q1#T7{mn?Zts+`&-&RkpvWmw6*f; z^t&5@6hs-s>BlD^MHK5-m;lq#c2i8rJq$Iop`zFIA4A^o^mr3;P#d442 z5EO9uzmK7%9Fyx8p*QDd3I6w8aIA1e9vsmpICi(!RB44av|WXAtdon=PcA|^70V3` zxjyA@KB`a40;e*2HjT0FXf|Rc7G-%t<`X_sY5%$knj0-0Txj5sp?gK1Dl4F7>uRUq zX}FqyNc7JxMiSaHd?vxj;T6_XdV>N}42j*1PIc4CTy-%Y+eOC z=Hn0c%)ivIy9pt>rvNg3w$5|$|A2}7+BlfvY&$Z9QsfC)7vZ)SjCwOYc)@#k`gI0* zC>v0IQ6R*9Ar+`kyLZ+&tK+B1`ou+we*9JO&8)7(etP+UUWtZov${`~hCOOnBdX4+ z7RwBcD%rzRh#vqz@a_IMm~HsZj>PL0UtCXyY>!=>?YrlCnQZd&sGw8qE=<9MehtuT z3?WgzgKGl{?r%EJA#IpH7JuW#rJo=Mx7Q2yv{{)t9s#z!7pOFf(BBXzgfN;cVZiUC z905?|QJ%C|tAFogRKz=#XVd}lP09ox9#;kog`RJA6@?|_ z+8P0eDeK)}6rWO=ldD~%vF809oj2~NX*3l|Q#@AEyjaMaWfLk~&45a|$2`k>{^SWO zS3J{{6q)CV1l{=Xpuv6-P^*g#5a?Pz+h3lA2D8eCz&^q>hZBs9?AbhK;jsGos|}DT z5w29y1!%J>0)LfZ_Jz>8t|xUJx5utgY3Z{7s5W^tW3L}>&l&~i7ZGpY1ZTIyRH5ag z2P$(f)snIy8jyLHkw|2qN}+Nds&UXfO46H(+IHG38l&&!0ol8coP(AZZ^?j zK!$Ol+P>ihU3KaKFhLstl!LiN&S9Nds0_4BK666AXugQ+B2p5Fia-anz)OjVl_+0a zJFi9S0;<-t4qdKx)+W>5QF&i2KcbZsP^K&@-2Uk*NBJpmM70lxrV(3ZlKpPF#W zelVR8M+O#0H<^)7rh_3oIgFQqo9@`hJtAx=Y;7Bao4lTJiwR|lAeM22#oXzV4rEn z;tkB`XV@dY3NvH-EWyT3s|!t{{z@dIBxqB;5HSpQ?Js$geS;>x5D$__wj;Vd0Ks&` zeT;0WFoN_<8sRm7EUZc{NdPfG&c6X1NE&`p9VocKuvHdo`)3KTh+R6}zZ~MZbDAKW zz>mnVJw96@!F4bUYeLC_JXkCmdVaJALBS|MS$1Uh{TDm>VYu}$BiZct8Au(8%kje9 zD7e6Bg0&e;^N8xp6JT@?qzy+-UlBe*QV{&^nN~4r&~}Dk(A6=-PE)#2QJiPdpbXxw z_0ks$r`K;VcZSzfDLn_E;a@Lf|ui%M@y0_63L& z>}BX(mJBAGmtRvwnZf%_NZ!+3291{E6@iX_73=t?;S>DiJ(dnn7blQiV!p=7AJ*!k zB9x$}lij|m8AL0#^GMsfS&TY|#~lRKglBVtyB~@)S&CF)AO|he&{g62W&{q?{;GfV zxKpK$DR)}ND<}M#-{%tEKke7pP#*QP7g*vJFuvWt z2-RxTDqAaK;fy>Hwi|naz9Z%*y%yD^%hpXvbVc_Go0A6{#ecCQmAUxiU^+hB43)*N zMkJLL_a`g{b231^&y3>P%f(zTJ`*t~6pT;NS_4$wT4DS;C9z#$hLaBx1>NSe8bP<% zddxvvqDLe%G;w>6QD<_j+b+Ks*rqkm)_7Ev7(1xiXj1?brcppLO!h0A@GA^_u_VQo zklqnhvhk53GjSk@ExQEs93tDqnJ#Z_Iowx_v5Fb{uMJ{xyqinZQkN>$4~4T%vz+UR zY+*LFdd0C~?WyU!dNB6N<-D%N+&}oJc{QG{<~! zGDihA6g`6PWHzJqmyL&P36*^45At=QFthbjbJt~}-o!XvVvW{Y0wx-@(92kAYq?OS zdWEKURx(?r(0-lLioi`7VB&_+=j_y(aWXR^Jgvm8m#{e`DHjs-$8v(=8g%221 zv%oO&qe1r1+#IKDYnH5X6@>K0*9z4zG6GeDLX9~|zT=E1;NJ^&19%ls0sQfu1?36E%0EG; z>NazXA=(wix_8t};Cbm-3L)zKR78=L{H@Z2W_ecwvH9Sf%nxqKKDa`IAz8bs<1wW} zo0r`l3U-(O=??5W`W)WEyVeVf`I;;PjXBHNqyY+8PV(AYu1_@#0V+WC4uF zX|oP-)@k2+!A+nCM($Y>2ql!83V%N%`q3jfLU)EVzL|ZzAg7mAR8TNurm0m3A(P@^ z@@}0Vw9pmK>=V5w7qk);FBfJxoFwXakww*xc?GQ&gpw})W3G$yQN+|3m}7~*s$Q@& zlrQFh^qcbaV7Ys%Dp(SX>5e{t9{Ey-$19T^o9zTZaJz_8z@}(gg_ZLkND0}Zwt9lz zb=sLF9O&{Zt6bx@wAw{Cjg+Dj5X?MJK{f~fN9F;M8FBjfvE7zvU%d6ZqrCv6IFra5 z>W?P9vtLQ*wWp5niR;W)GSj_v{{M-ad&^^uDJJQMZMF)9(CfqEpxJ|AQ0(Q* zHSg;!qhIHjJNH{g8!4#|#HRyX-bm4@ae{*5XzC!ZX`f@B3c-`1FFmqa~TV3)o#p8giepyK~Xatrb zto<-WN2(PoNtY?Tk4-d8>S0Wp0c zq(rLg#|4`OolL;w#x;`~p8Y$9V#l!5q_vo2lvA{)U0l`zX#qJ^-005!78-0-n^(SN z<9$YHUGuUdDGr8p?tpoAfI}Z7%ACmd88F5Vx#37>S%tj2UanUmUn7yJTs8l zdr9UKvPNR?dWE2Cb}MZugUZL<%eBr8#{9*em9QO6B`GoWlAP|Ftz$6=a-QPK3{bp3 zI%V4ra}Qwd@!~#UnkHV};*p=Xh3K_+h(s_vqt&e`Ee%IS3ter4knW2cjbq7M`ZXBE zvL+}v*1PHXnE)nGy_I~eAP=bL zRL2zg#3~i!+nq>N#&p}}KX66enC!K;;(HBb_kWAW)eSN97;mq6tM(nt1EZh+jUa0O zufdmNFQe)mMpJGmp2qAz25;hyO!Ic>VOxs?Om&mZ#c1r;Z%s~UmwjhRLD+JFci>yJ zd9I3=|5`q|=jwZBZp0P}~uNSHx8Z@?tBZX`Eig2H8&;iJo-1BEm8EYn5PMp)d z>KPYsB*PZfXQTnpet_t%gu&R`Lnm=MK;`9U*bt{*EYKH%yevFzExANRA(v{oZ=Ax4 z@fd=ouR$%BmpY)-=Cn&Mm5>QV2NFMk_2VlW_>PaaR|FVHct)PzDur9~iGm`ktv72C zw6$a4uG5gq$a~b)A_5)c~~`^WUdKmrW}lMPYcB=+25bN1E!~Flk=^fNFFhL-j-LMz zxV#>f1Z)9jKp|6}WPDC2(ues0URoN;0x3~_ZL8&Fts7Q$2;;D_P#j54u6zW{I)oUs z-K*E_-uQGq0bM02UAXBd6va0w1QJG$Ve!@xn;l`xKI_4MM4&R|x&@|{eswO!3aJKT z{6HR^qvdHfKWDzy>DCi0j^tdTfr7JSlD7-+wKy9A(c9Of)2tmBPU<wH4go zS5@km37ru^-tLmW=kIqA2^jMhsGG*9DgVudoIG&1Bo=_(o^x^9qwoz+;e)>oN-C;! zslAx2h4{{+KXrOv8)}&OgTVklf3ABOHdeGX7Ev%kNhyOGpN+ObIis!8zsqhzqNh-4 z_$w&`&LbH;|IS@P^h+*<_;8yg6KAE!_;J4n?Bq){1+!v1dp;*#h?{xVj-`*-(e4` zP)pmxs>zmF!-->mW}21c5tXt$zSnlqbAcu21Fo~xO=}(r8%WgK-3hAtv3qGnjx&) z5$3xYXC_;a;^NMhDm0neQpF>K#D1}tV2GM!)?+o(@bK`CmbB5e2WaDd1cv(+gVd#Q z>?MM)zlkKyi#c$FMeq?LEMneX;vHyu^uMr?QoUjm7*f1Vqsy;G59pA&6y>4qupA+<`|rUnjWTEtmVTE(9iJbNeE;UZNr(MWvlY`k1R6W40WK^TN^E=Sj~I zi7^^#bq3f_Wq*R}9WsT+9fZ#z70BB{+98XPlqPNUP(cE@-NwS;vgluvPzo3 zp95(1%y_~X08F(J)=LT^_c_sxQEGZ(;WH}gK%MWFm||r1c90Op^(*uT?um-Qad5EQ zAam|qAtIm!Dy+LCHN~YCZt|N_0MxVnXpO1pxNKqft+;`GSFr14FK}nsq}FpRsQ=kX ziIr`_ujB8$B&2>{3H1NKl6lE+BEg>$D|B+)9_>y495FBIy-URL7muOah=*zl3sePPmn`|PM+ zB*kIkkpZAU4hYZ(NjgCaKr|<&0ShJ(Pqh3lBAX>EjFt#ZeVn7AfxGN;5EYk5vJ_kEwr9kNhTj?g9 zW#1$}t<0O4A45d5Ma8EQ!9b(gH!^^IGAt^~9s)XH>o;GtN+~v5jSvT16foBHa@{3l zFE*V0n)Q`ANE_3(bw=j>CQns^9;Y3_41mQrTDvj{;Hw(sisWi!r|DdX1wTiW`V%qE zoeXxxUUC_*PCVoxH6~@nw_aubD9Tu+-&H1+uUo8g&rdu14v40>tz7*_Jl4ejd(?9L zH?vjzu}i+bR^Gz+;Ac@Z!{nuoi~D;DTPEPL-IBc4Diy9g%+&*+x~;(-!^&lmjFi50 zV+86G(jDiKqh(eG7O^@M93zumTL2z+K!KLViR6^5?@To{5=VZ7Xe^dIE@(ja8n>a$ zo^IK`iDm4ZdCEdc?flk@{K~!N9AfXe!BJTLL(81U^UwNUuMNC{sN625Go)KWQ&zP3 zjayQUNKRKMcfjC49#xC_^#C{%;g82Cqhd#&YT{L#{>Lqd7!+zz-DSneD3UF>M$kkI z)A5#u!T{gvH#_@Q!xEuRh&$PI`8F5_nL zV9n=V6aM?pn%215r0AFl&mc>NY;@iz)_&?++t451xc`K8VC5@;D`90T@k+vD^Y(t# zTAW$eK-Wgg%~&~DQ{?{}okuU{xo_N4BE7L+;hG3MP z+(_+ols0kl>AKA+lS4IU|5bkb7^4j(yaQg>!x5PkEOJk73_u{j2HsTeRj|+9hciMD zHULP^bC8{R*&=NEH;p(z_Run2OiVYNFn7iT?j2vavapunHKE)l7^0!3eTZKk+IOZXkGBEeB?mruo|jlAzDI(O%sr4pPKbl6 zlyULHpK4g$U{^InnlB2gDE=zpJP^!cTWi&4@zxY&1m(d z&502f*E4_cW_0aFib{8wm~BR~wK?%?c9#DWdg{pu3N@ISiJjg4R_WQ;qQwqMC1F+L zzUv>>zODxFU{<%?#X^U*;zL#Gm*dg9m`RD^un4X%rY(6xxcWFffiI_QA=bb%3{I$L-fLNjGC*6x|Um{@&##^?yf=8@15j8hGCCGyWBI7W+L_{X39!5vd=7gsX=GcsU!V?*e?eE3Et_vEPqgs9wH?z9;0>8K({}|-+~mum zpH&U=+Omah{?`MHuU2!GYSd0S`AKUDYfb^o*y?qT6yUWL0Ni6X2Pl>F{}H``MtW@c zyvoeZJVyXY)lof(>jR$h0y2~_#x$?AQR!NT5FY5{cjwY zeO$#0_oko;UO&NdQN@SbmN_>3B3{%!hpM_W6l#Q&HpGp~7)~8TCQuEWp562sGAmH) ztohpC?%)dw$-1g3TBDX9UCZtUn(`A>z$B5!&Kpo7LhI$C%4GiX-V7im9Ii{b<5I^X zAR6)ox=TFaXd0q`C`XHj9j8sx&rB4AeEe|@HAaymbEt&?V{Dhl(1SwFV^y524_Pp-CuDl*dM#NF^fI&z5@+Za4A_ zLPgh5Z`V0fDXWIFjv^z4QSE0|nf1E)E4@Cscp{@EjK4@_)Hy^1j7#QhHk(=4{$Bq= z+7?cX0-r$_?5|(Uv1(YB8zWOMN6KDiHKq+3Yxaq2e~M6wf{C2i?os#G;{_^wYrnpF zK`>jKO|AO;;(strKGEc%Q;ReVJVPTDf3%2&SPZ2M2XT5e?P2-LFU!BoORkn#+G)2Q zwq>x2$nmTK8K$w&pXhH@D`|=;?XH27Bt|&pw$0oWf&TL=C<9d6IG{!4LzgNV>@gt= z(yQpz=m=)mh_D`7)~)*)qWklJv^*TaLkt4mX_GvnK4%?IJ~rhzgC3dGF|5Tbr|$px z%VcmeqXfOlkwK_|S1C%hwuewVh!n#EF$nVZfAu; z`$2kkot7rO6(q^9C#zka#iof%fJcZ$h3LBhDQPaf&@w zpzAO>T%07Wlf}WCQ-E6=W?5)E^<3}FrB6yQ6H0)HlhkcZ>E3dU3(=9-pZX+P2XoEP z&|NJ09dc(Z31Cii8a<`UZDlw}iW=Mt$AlWDb{%Z)LYK;L;dtU-8!wK1B!qp)l6JyC zQ+`+OoCHTPg4u-IaS8!*j#)ui6Fa*{Xi9)5kR{&yfv4U^n6PaYMnXCvE z*S7({6JwU8F?2;Q5a~5LbyMe#2oLF|(x_6=l$V-W*eqRg(DSFEpaxIIDsTjCMel|G z_gIvsZzw}kY7PvG5PS471Qb=3e6(;0$5?x#tz!pT90#zGBk{N>GqNLqUu@oa7*i&B zKN!*!j8VMvzSAu{dyt1Dewe;#@{mJJy3>TV{I~QgF&V}-+NzyvZ+~oKgsrF|NQpnks zcmYIY2(yhLM8W0h`M7c}unOh0?Gl?&z(p_;BgT3d>My4GmEFJPPH5JstbhLzIG#y6 zUr5J#0%yFYd8tpd@Y;Ewg$HXhD##sEdDrd<0rf+evj6wv93IzVq@C-d&Me4yvcHZ! zmgX3k1YW{)9VL1+!e5#{ZDj+jK2A_D*3rhriQ|{7^{sCZY+lIzI}4 z4IEcwUE=DIiSM}8CY?Yq1&^f4pWo`)GlB&QKgV6SdbfWHy;5WEQEXHrQVM%xkiNu( zY+M8d;M)c%Xg6>LaIS`@z8KG*lHbQ^m)PFQ46XD#axt`l-Qq#qBJvhGj3>ImGRvX4 z6wkJ?c6DB!4j$Uch-BS*GY=`X0%&!@DTkg;OPN6UyW$p$LHGY8qmVJ7ejxqh$}R?6 zMu%ctm&YK&$2uj|v?YtAXRkozj)L9&1($Tib;s1gDxSXRs3RX8;AQIib!?|AP04Nq z_H63)g5m~V7a@6J(4~*wpxD9hLqitH8_xF4`C^!CZALYz*7=nHC{0Xw)`2QVws4}6 zXo6Wb)>^n{qZH#A@YZavmCH^5MLF(_eyM0~&$wq6i<@GL4Y9riKGTSQCLFGg3nj!} z4s_;;N&7_wu;0HsPRy0AeLF&(HNgxPE30eRsmjBn+cyMwZD45F@#p?O3W{KuaOsO% z!cf@b{oWQGVe0YAZcT7pN7dd&7w_!Qkd1-HeZLDtXH)h%MMHxUUBVQWW~W`cYSiD@ z1@qRdfs%=sBcWVihBL|tX+9xn0rqFCg8qOV`|~&pH{Ifie9F!n_b@7{P1S|ldr=_O zrs1;+))+cH(75^^;31rEiT)7=mws!!h9K7x`==NFJ@7 zCvOCMRL{Su!XC7O<2Y=|u;x0UNn5VcUf4m_L`_%ktzV2`Win~L(wCwB&twFnJi=#! zV5ZPMq8rHW7H!m(nAb0j+?Hh5Dd>H;z?Hti7teUZ!|F(!+%#zT(v2vQ=E@3EWPs?p z^U_$PT@A+R3sO8GRc+ug`AAHgP!}`qo{w$?m~VQa0s1=nR!qM>Q#BXVG-aLV%H49uPBtpc99aI=Rtg6|jefE~Vu>@>==2tUXgZ38|JzO)oh~CThf2+uvc2 z0b;g}87FCjdm=_2`$sdGJM3=$X1Jw9j7Fv+<{y^>mn)bx3e6}SRtne7g_J)2X^ftb z$A+A9Ko$_y4=)vMLKz)LnYea5Hq7sYtDOq_u@d=qu{j-xZBB7#*OUE}UD|~z37`>V z`Q?OcgMNQtDcKD)Id=7j%vTHFa=>$L0Gi~6qgV!_yH~p71iVZ`icl?_`W78;cRWd5 zXdk;IS=;4!$eK=_=0d$hMhU9z+tM+o8tqih;YBs-v%1(-L-ISIxf#=S}ij8C)obS%} zL0uF5`Lr{8QT0r%_HnrENe5dPl811X;*6o8 z#p?O>hm?d71bqj_7d5e(wWsn0|9Ae?7E2c4k+-tp>u}1t#OeJn0|Bbm4>p}gkw&_D zrGjA`0t7Stn)w8|{qUZ!tz(qd91N%zwbToHRT40Nxb&@%*f8B_CO`VWf(1}C9)c&c zHi4cU^1N+l_dUc$V(Ai7uzhf=IZ}qSa`!rXLJao(r(+dRf-C4Q-)qUyEbGNWKk|Q&2&B>j(J1XDjIlw5ZMN|# zS0aRov`IfT=2SeUa{n=yvxl6H!@jhnTNrb-2OIaUdUipK|Lg;tIv18RsKR6glyK29 zn6zOs>$L;assu?FWSj4&;NyJ(Ki;#6EfN;cS~DG6!=#2rcH05m>fF(EXj>T*81mXmpOT6Ck~yo+J_$Ah zIe!b1DV{}UO0SI#8Ao7bRI&gto@#1F+OXcs3NLz zc2bYVO}=4i8!4qujka!x6q9>lM}iDohX*+GW=-MGw_@8WW1t=aXIeR&Lf(2}?_n3A z;xkLHGdB!W0*{BCdwetDTGhbeekcA8%Gw&gKIv{z56_#wHib7)6CLRSu40V-MPdZ- z7hIwRj%wN`or;TV&g=Q{jO$mQQ*ARq+sP!0x+nrAn_)hE2cryg>UBrGLvfaA9RXX33TfK6rpX!zD&yXx!GT-;jnXpVf?YfG zcm3~5flmbD3VR#l8Rb1*cDAaR`NaP1*0T{kD+oEEmR>9n6wTGRgDq#@w%Z6R{B z=!p7r^xHiR^@MGOK|b1jXvSz8HiMd3qvpV_EWwyJLZx=Y(3mWOa*X*a!zUoY_LfnD18GIM)SJL7r=)TEEU_%sbxsUcKgQc5rX}t%1>}k~H8!P}$ zm3GuV8j-SSZ+|M;?)A-DkU5o5^D7jdD$I1#n}mq2CRQ%hfITO`@a!1)`DrnC*%21B z`aE*0m=tcz@P&}$S_IEU*V(V1g%mXpQ>&vb@=h@w|OAI31YbzQ&g>J$} zH}>LQO9y3)6PkCR+}f)T-VIU{w17bg{^!vt({{EX)i9gxAc(Ah&0J zz+hw+JfLTJ7ZRW$#A;0YiqBxf;GsZ(mTcHuii{#R)cYr$0WLPGRTABgQlSTOHS&xu zl*ROf_++)(*dXEV@I19r7<3gXZVM`i3LfB?7j}>=r2E!eLd;_9Vmf?hqOt)%Dm^~e z%{*w}=mR>~%C+D(`uUl!ZYON_D}JQ}oO}UjK8X>+OZ?+A`qmG_Lx7DHYyAf6^^$cm zvJ-oSN7o84o!RTb0rerDqhW=UY->EM>~BCj^*ga%^fUTmId+NTHPX(S+4&qooUDsN z#tgPpj|wey%x0_O1?c@{jN0l)nuXJWEx6GQ3iZ}`ml2eB;N-&5?8r@ZDTmR6g)esn z#j5>6C6Sq3W$VfnQ)cddwIzUf{>~#NlLI+sQG^e}S!w7KAYG&$%S_V=H%PcpugQQx zGiX*mGQTD}sf1k*wzoJ=r&AVNC`4lD!sW9=`!%SYCL*nSqca z<003|-~2?O62So9pkfhbTvltP>yI)U;ksm}S9Z*~Qu?lKEs;GkwDguiSyNOoHBU`m zE&yEQcs{f$#^mszKHf-u>;j(jv|)9KxN}C8)_%}31bli5!RBm3+5=qX)ewAA0AF*% z*D~%7%&cy_<~~%8xj1a33G(cWnf#Y>0V&r6FR{m*)+-4@wAI`%FleWqK$97~0n{xT z0cC$w+vx{O(+aI?;9DhDZ15D=4QIB5vc!M@x;FKEve@@J)8{aAD+|-Jy2uOzi{7Hk z$Wb(B<_w%)9V%yZP33_zi&d#5 zq|OsD{&D)c)Na+rPpN$6JiY3Zm1m9$dfZ_0?4+wAph#hBKydP{R9)7FL?%Yl-#T!f z#lzKqcn87MO`(|`5osAG7OKnO<_{aPDI(rS1LUv&@d*x&i zM_e5%YbusdcruP6FU*$*F85&7U8*1024F|Gv>4WwN@Ikg?>tlCEYH7tYSQL=yGncFA zO7*yRuOhC+u4V>#XD`gSY(N^J@e|flvnAn61MLTY9dg+7!HI+-+HvVHfl3h&fBY|+ zkG>Rp0QD5~>QxG$OjB!bUp6nsQ8CMvh8l891~i7x1IkhnH6(F~UM_Y5cA7xD`Nh44 zpK=8tTsA%)@32soR@nRkWE8Cc5lcbetN7t-y-D9vSgxSn$~SE$7V{C1n>)_T75Cgn zs{GGAxZy_lw;7b3SXKhdK{=nEOzp&C>rr7OL`_Yg3Y~c%1k0FUB^a(l(zQvlIYD?A z5V{{HLyVblGEB;I2be!|y_IlD21>vVQmGGI)mU!*P-k~Tltpu?HA}14Nq(Hoge?H^ zNk5-krG183s!3mYOx7}37LLqiE2IQE!ZWU_OBTP#PRF1IKx0s5L5xY*UAf#+lEY>S z?r>kn3ZFh?JB=>!tTz=rOimx?`{GoekoGA}+r5wbR%DrmS1gWdv0Gp3#TzG?Xa8t2 zWRLU@?mzM1E{f6URI%II22Iw~dsPMuHIF871VwY`ig_J~Q{+#J@Nrwc&}pi9RF_hD z=smX2eSLOKfR}aC_M<$pyz~GIRL;aL7sh_T@|oBI!d`cd#?yB)#FwMH$j@CEEB6jj zJEzaR70A*Wn9`;g-YiX`4)p@bNuF;t2eN=D4A_l%y zcj6n|b8=#ARb5((^IcTjgzc1C?#lqKnG>k9nlT*UC|2kF0RX2jJ?m^fJt=b7o|z;0701x{;1;Yw0LK*TcqrAv<#d=NO5R4WG0zeRwChHd<+Tt4N!kHH z_)oJzjGqR3*zXQ7gCKi{gTgE^eIw5^DvSI4m6q(YIL!P6Lt#Xh5d)ed3x8<|xO*B$ z-chSB?OyDLMrYHFZ?QN#oj;{X=RLQ}JGDr^7FvmZ{(cHs$ipi z1N2ShaEY2j0)PaKS4MPzCpdwg(I?E0Y0jOSdp=6;DocYgYrD_hS*}zzrv6?^l@pgx zZT*8-0ijS+(l|UK!jo2|?-Fm)O5JsTiT{LeKN{(zT49qnBQxnS@Xg>H8<6^V3vR#z zf1;$;ddV-+jwqY)6kAIU@(Vh_2WBIH&au2;5H76q{ezMxQ^dkY{haPu;44+DGsHIL z4A^x4!lWO1Lo2_)(iXZ-mM-EKHM+^+hzmLQ>ia1?La!!DLpAE%ILx3fUoS0H3XLAK zm$X^_=fi$chzB=8*flBoG5lI?cDkq#n3kv~E#(S-8!kUE-vHtUK^w~hnO&)Rg94B~ z4)&C|Fo|5bR%#O<9PdyyyHKAmZX9|`J`#MiVBe^=R&adOS~)UZ0?DO7UAb+;mA5M6^u6@EGFtT%rs1+w_5RF{vUZ%Rs8!3t#nd zan*~aQGA*Du``migv|BZ?OP+z50kHdIGO(mkh4_YOjPl=cEz7KiMX9CJl=OQcJ@K` z-EBxpcjSr^lrIkp1lR%n9I67oVcA)}*x=lC2{&$ppmg@K&PElQzi+Ij$8I6aqhBjt zkIvNs|0gjcZ&d9VG>09L^neSzBt<0fMBcr+BGSOAB0R$_Ti=FdjR~Dr2lX1&%IywT z$eT=hMt2JQsg00^SQQ`S0K@$g!}e5ClVQ~wm$8*9V1d*F?-ti`?_&TYiDWilHdNOJ zsP&1QeLFkOE5vS|rSMMCArOS+?eAro=eKN*Y$qXq1>-b+b;~HGmFn&>JY=qLHoWqO zL(9sTZ&akbSp>t0Thj75Gzd%R0Ql&qqK}g}MymJ|tq{7Bnq-aw540p;*9f-}{318P zkg8UDk+c3!!z!taGBqw^wV9vron4(H(T-#@XPmpbNj_{EFLp(hd?K>*qwHP^PVX;|xp@av~{ys{a zy-WPwhO4;DQU`PPMGobTVBjgVO|9@isofn}H2?CS4H_Sd?$@$4ZKfVuosA$*6+RW^ z(-)`O$B^*6L43<=&3SR$o5h)K7dKrOHXwy#E)&_Cs2OhCl=m33G4C^1wlA_)o7;bY z0_`mr`9IN*mQ>%j3V?}EQty19ZMd2<8iT1s_Mt?fpjw4yMNRqE$@8ihf%&MR{Oe%9 zq0TLk|KRFFn_CL(4kJm1IA238xN(JgYAI2NPrd&+0u24*b`Y`0c+hAm7)R$%=MGGM zU;lMgYj!hx@<<+<^DrkN%w@PXy1}oZ&r=tS$=_SzX0LjtG){u&HVJjMn#1 zJ%Y4b zaNShwhO&e;#|0|${XKPYYI$Sv?(3q^Au0<^s-o?t5w+db#DjKq$Adbx4@0V9WF#$a zcYRc#GtgQ@C-v6!^;){4uGGN%BZ42%RF$^ppQWtMu$SI*cB=YQ`pQh^D!fXDv21cf z4aI(v<~DY-Gt7)odNXJo=xf#XGzrC*(yl7XQ}tqERUY~8j)aMXXSzT}k$N$n%Vyl- zK(X~8h8d09>E`-lPwbI|7_0aU)e&aQ!3|547~C^X&5_CEJUL7dl6d{nXYjw+Ep0T2 zal7RRyPS--;E4~xakR+z_g=FRY;NywDLL9AVrG=FNp)Y~cknT|)1LO7!}WzVEOE8` zM`l$kV?a?^yup0ZTm;UIhw8{KYWOOz@|V36$gnlXLFtbee1o%igsTZ*@|*nmGE)J~ z7>Eh}@Ta@w_t~1`?U5fSz?&N(#t*fo&=Q5!!uB3ZIa*%hNc=ljHbJjMTC=+_m z3;Bco*X@*)q12!kY{;=y>0~SpD+Vt3t3~7x^9(4FuIh``md&E1)g@yJVA4pc3$eFF zYSU&4-P`Wf1U>Fj_G*U8#E~~PzGk?3rp3z;#Dfqi@&)s@!9uP7hd1_rZ@a_1ye1UZ zo7^=Ov!-$=KI}vy7!^mG*EJD03UdI7O^#&RpaNjeBM+WhF4ZBv_iLL)2CTz~5ijNB zRE12(0OOU@^#Tb$ffwVK`XG5j!1)TYb97|J>y~YS@Icc$dvcYyg@b*w#pJthlkEZT zq-Sfi_(1=KU0i#WKgaKRG;;0lvI@? zll=fPDiH!Ow)VK?o{pj^h;rBVdjyDDTy=(D4%-nV2~AH!{!}1X;$fYQflqODQ9Ht+ znvVe)dfGhQtLqtsOmTfu@_K+jz4@ugWL3Pk8r$pxbluTyC2~D<=4P z3BWJ&55ia=MD*>P8^mH8X!l0adwxrvkPB+SKta|r>ZxC-pQ%KDQdvI#4N!G~Dq$7` z4c8+fVNFo z!uK4SGoO6*xy8I_)84KXmKoPl7TG+7d&VYsMNVxwD!s5#DWqqPM0ZY=B>ue;A0`@6 zAEIDYyzhP;Qo0d`4KIRgWyPvv@`<)F#QS=O$XPuoW*CsTiSVZN_gkR$>#a^xry~Dtzp2JiK6Z$JIRO zRvbrSR)K;cRrtM`rXqXXZ!-4^%aaujj!gQSs526|TGP1B$ol{ruat*CGCMxhmclx< zc8XKA8G#L^75c*=_wBPW^DnnZ!nwM-ansbG$hrG5&vBDmFN*+w--G;!M!3y z_5r+MXW9sfcL{sFS@=a*m7L4NYB1|gmOdG%Z0FeJ48u6FFf)KVk;!hpQYMGV$N4qG zd`)t+vP{o?meH*gcv@rD-ruhoZkx0V*2W?fJh%~5Jqtt|UV+uv?g=e@iB!2*ZA%qxcC7|B0VJv$W+KEY6$O^`#xO;}_`j{1 z;{knZfJG18v1rBV$gw=lf;I6HIyngofk77~4To|dlxJfL3s*=Cwj0{IbJ-U9uPG#Z znxChwpwJl|t=V@Dlt4Q}b>{NVONzahv)x!+!WBW{Gi!xFx2g9UZ6E;l0zr2e8|)Bh zm|AOfguCIRx~np>!UErJcRQ0Tki`VF?WO`Beqg4W;5>TBjsfvec<;KDIJmJNae>5@ zvRYiZ2%E8W{=^X%Np0W;VjI%S$kRa5SAH|Ca!^iZJ=ME6gd31TK%rrG?h1ja56WS1 zJa{8*y#=OZCU%u{hdUi|YdvY5!T9TBoM>J@DFx9r0gYU$h07-!Hg$9|2{Igt_k>oF zaX|mA_^7vUB814PAcSz9Tw<0Q1NV+dLQE-$;UNL`1)LIcui&s=b(L^n!I;>hNNT>K zS4jUS5{nKQMpw#M@>aAGDSMr+Mb#iAWdZ+0d4H{wCsqIY#b+0D?sccwqa!MDo^@HOhF;Roas9=4|+soZF(#1u%~(5G2lh0z*D@k+o$POm(>dydh^sQPk*=e zQ6!e@eAdBce=LkKCQjh${y#P>1yy?U5m{}Y z8(A~A2D01O@KONOO$@%*yo}Vu^)?;v^L@NNm-jBUF|iO{e_>id?L9*kW_sMP?ALK%DN@WBC6Q39H%{OaUOB=)C% z%uaLkFv|F9l1j(RTREuYi~kZ2NQfdNoP*+u@3$ziMiu#3E2>Ssypu~iz+jzrFi~xf z1}wvvcGzE0djhgsEGx(n!ky-IKwL8Goy+qxBTk9wrN2OoQ1uGwCnXDwGY6lc*bQA( zEJ|<#(GDQk({AckRs84$ABiW^{ihv3@B7A#0Z+jQzfT7U6Unk2M5C2>NiGrC zz^g;2St#P?aMk5hy;uHZ-_fq;>c|vrd&O;PcJ%lL9Ni9t+g@@*&A{!W4_MUwB7LhM z2j?^851UIeCAYlj6nR-?vSnzb8JDQ`ldK zT*U;S^B9KTh7AQA=-*q{UGnhu3pb!wOzQavE3B2=XYW7P2hf33W`-%bB~Rh-!(cfx z%?L_QpaY;#93{GpY)Rsg%H5~c6tw(rD;hbn~{He-^lDx8uw&F-q4+Nv3&p;Jac1i$CwyfEGz~GqwD{B=acd>dM#aoWA$+*J4Wa z_O3M1!GgMZw#qJZB?=%9aPU1c%(xqG)}8XMS;n!+FA(P zg#B&5y+K=*AJ%W%TFZMrHOU+(rcGzCFd(gkc(M&i_k?J70IYa*iwUh}c_S7&+fo3L zAymrIzb(0q-sKf;-Ge)P`Ax23iY`QmVZ;t8i}mmNZVQ1E`8{!*GS3L6#0>xI^n-1{ zrwzorV4>P z`SNO6YP5~w-X+Yuj4g+|7RIN;@`S#YzXSvffQ$I=tvhyJO=DSUzpbtE9X$5n3d@78 z^Hy|QR!v;cbU^x{G`wo6ig;QM?tQLt^4aq!_? z5YhGfQu#fnRu}tpNqieONq=LwHfwp;>Mbab77jR`AzaaaOTGUG3|!R?Wk+vw{T_q_ ztfp+oxaQ>Rld=K?eK-fY@6c?-9*w^CdG46+KV6kS%+-v0ISCG1*wcJj5F5}f z^>i?byC~aD8rr6n9)r&(WG}{bmRyVgOhB{0K@ZuEAEIuxG@H#_St(PEpz_d?S$QxK z9sV}s1D2T@N}vWj?L1d2@^`c<=I9YBl0l99f$ZLPIQXUT_Am4+fRS>}Q-11V>gwfB1t*uyY=Ns3kXF~oy51@-k-3C3We5&IFJNnNx}!b;h;2^1 zc0=NRoG?9&+o3wGg8?)v8aWNOzaAPxrhrV;nM3{oSLRdwB>nw+Crcw3_hZKL0$C`xWazZW#`p1U z;_7};@#1>S%DQvsH=7mFV z#^)`iZrtpH81$~UnT>gpSL#D|lX?XAfDxlc@=;&TQe*ctpZclqczWQ~YVrf1CN>f# zwc*dt;w&R$h>?`bmZGQ#cFzZ#7@53r^rUBZd@R)xo2IF=4`s)ye73sIP1L4qfYH10 zl=8K@_R#W8gNG%FY55z||21F9Y1qA@k!KRI@qR){qDlvTQld%t019{EkHsw zbKF*nkQ7snMH@=Cx!0GqmCuHH=)KbFXX}swG_tJnCtgBcDXW9lFCRBOgdO4jX63Td z;R~Far#L$nzM@8$OWupT~Hqm~ocPWp=ZuyOxBy0bQ?zk%g73-p3Ox)U4vb8W)* zjzkT`O22@SKrD)nn%og^ha6pu0j?z^j9S%4F{URQ*>3Ip#1m&3;b*-MUH&Z;VLClB zi4saz*u=q-^IQi46H2%FAwo3fo5ZEL_=gyq2u2j3jxWM_CX9sfK%`N{AoGo$$;1<= z@?RMMo7d-N^Yp7V$p#vCEyF0POJGHO9ijMYMpaZk#arEti}f8s)zNAf+e0a4w1lVH zV!_Mw>LBOlQDXL3nN)*GY@#RtDbCbVZvHE+324fJRBoO@LTjPycl2wBj_VSx{Ef{_ z#{M?d|F~^1LCbhTvw7UNh4w}+k?tG{KZk8R*PpAni4EL;y4M|v6v8x1@v)ZXxsB1c z3Ok<@(2US%F+{R^qweYR(VLOIT%2ogTTZW*++{7{U#!QOLv-Bu9y^DjZW+Bk?r*Uz z1Iflj*n#C0>7!|g;gp+v()fam8!Q#H7sp%uz(DYJ*t6C(^w)ZioOyimbHCp& zcfLX-(NmJHNC*xQZgXS^(}a8jBBXvNSNhpSauQhiA+K2$9)g&vHI{KTSC7qrt0=O8 zhWtG1mN*~t+Im|N_HQ^L8ymN*OSv_b1#*=#Ra3jqe~$XnYKxVc$n(wBV0eXd0L<}6 zX~CK6HUJ?xtkxBVttvW*SxwyTYnWDla@m`+j0BO;P)g^xO>Di{2pGx;S~SZ!T)` z&!{{Y>^TGf;6Z~SW3fex?odB>A!#*R~hL0{4Gni0=J{eQ9+Y~pn&oO(1VnEJ>dk9XuYCPVhgtH zZ;;ntOTkj_^pmdQ_p>04Si2>>EFEPpF=@;oq6^JxM+V5-KSa;-R3kR|)sUax9@fVs z*{_EFM*Dyq;NraqY2+suK#3r#lAiL(NMonWNG)CCvf-Usq$Zw0!6(2%0+d{Q7AX3i z6!N?E=W2bpz#nUg?pXwa>S`WiT`Sj*>`D-7b^1(is^9+il~ZQY%EV3n){U{9nsm`Z zQp~rY<7RuwX#ytOjx%LaI6E!V#K2e%N``1`b4+eok;KL-;D2XfFx}llDM`CdN}6#S z8KLH+*rW6Ig36HyclFSv{q=eeO0li+%#SWzBz;Biem2U0i}{MZAYW7+2;VsFot&a0 zxkr*ULdylj&)!w`OZo$-f)eo&A#2Hq6Xrz5yBM2KoO_sY9+~~rhc;pvw-&YcHk*2(Zb$#SwmNix+}W+B>_AQ(Fq)8EW$l!p;8m(H_-R+#6Qx7|_P%T@Pe z_Ic83tGDZ+tYL?nAl@y=;XI?KD;<9?!jPJ!4cO(#)24sE% zikI+KVFvKPaJ$09kn(3pCk#bZv5VGt#+eX7aQrdAt&!TI%i*=`t_DfEfI6WeGxRCQ z%o7%ny6kyr(9(`%3Fmg+cq&KVU|t%wl6tWeUC}ZZ)j)AKJebxS;eiHNMU7EIJF|%8 z&N&x3yS0GHvNrcAq*1QiMPoZbETIw0G91Fs)Gui%Rb-up3i4>(8tCNRaYW|to2xVR z^Bm;4?Cc33hN5)xxdNuf3+-yw{D(0<>h6 zDhsV1N5AR#IQe4+nM9x9bJe;@QO#17N|Mug>&|=5t6@`^J6tWxe<9<8GPG1HY--7) zQe^$tSHJu_8ecq!pF;9yV-86%XXg4C(g3h9o z!sLS)wp@6DjF}?oDi9et*b+j`lQYUr+iC4%Yz7{?6ylo5|23(emm8;w6k!wxhXG|; z)`<$SkF6-9Y|H0i`lMHAv&+jQsz0yP^su(Vrh4sLm5J#zJ!T1%el|9<@7a*Hk`h=QQD;~(KJ56}}A*9=fWnwPHg6R1YoipCToamQeN zzR)~y5th9nM{CudCHqFCXPsME;}~Bo5|}@WEcN92`A)k$->gv#-@{$_*R(m&rUU|d z-mt7Suk5$G;XZ!>`fL{{((l7&6Rozdep@!kc+T(mDE{6Pee5H?)oPaH8*w}uHei_A zO2Z{WPq`MgsB_8>t-exC2SmiX`O0v0-!#XIibJ9=GURzeyyqrD3e2?Y>( zag7CMH_~|Oc+xp;6-O&F^AeE3(hgILA6&bRKh}=DNU}8sfjX&5cVIl8%wmvgPS-&P zAA65+A#JIbZQTVF*ZxB)D^AL!k7aq^t|^y2@V12o@QK1>(fhmOQoz5yceaF1@xcLd zbqi<9n}2Hsivp~WW|0#*e5`N4M=EVaA5LSMN9eWR9D^itG`RaL9=>$fmOipC z+=^V5V?h`|aaA88UrV3lS@!zYxKFtudgPA$xR!@H8xJj0_r@jD89C3?ax#ERXe>>X zx^-5|TCHv&oO*66lM*`PVOGjdqSip?zLZO(_wyQ-N2DEII$WiE+~yTwAv~Vp96hW8 zY^`0Us)#|LbF{9izUcF3uSAvj54z}KqXyo=kDV#6|Kx{Eu{5eiE-!x@M~RlueBVmB z4vBPuf+q?HP4uFrliB`XCb0V$q2`-Nm^m7WaycOHd4%wb8rrf`M^)U2l{0FusMoeW zpph5Pf;;oj1Mn62s`E|h+|}a|nj)L!MzT~108OC-6=zh+p50HyoEfV=BdtM9RK(3% z#&h{vB6X<43iGO1eP_>HTffDb4{fa*Gz{s+-(@Ws5^18>rI2%B) zMwLfuhh8lRH=1&$Sn)RVBXNCOa zXsraP_CxD4vTENTW|-hO;C178n}>XZZV#*Ju>Ca?Q=g7Q=hr%Kg;u<~FjEL~5dFSx z+HcovYfadHs8&mu9?{ksgP~bm;{?t=UFPhfa&nC`!GK7cgZ|}8oWLKA_QOV=8(8Lf z4QsqGWIN}KB80Kw*kjaKzz1t7b^fkfEsB&uCzTCx?@%u#-DC|Z)11rDm}Z811P!R=eZySq{m#B5!R*NdS;&EQkWTPu0-Fl4ru_FnV={5 z`UqiO*&5#az}nN6M2Pj+UY%6d1g{-_Jjms431iAzu}4x_8`N|Mh6}AgEL+hM%w(#j zg+y+zpz3V>PLHTkG>iV#$%J8=yx~6ZMPbC&+p`CCtPSr&jHA449x~YI!XL&JE8wudm#Kxz- zC9s%puIpDElLh1Y`S=R?>m`o>C`I%W%Xc*LFIJ~$9E(D7`fqUNXQ5Ep7g0gHc*W6E zXod0@Gyw|b3CnA(PN+7jGg<@bu)Gygab1IuyUp_V7>eG!!yTB^UPyvF<4=%VApnvf zCN55Mw=jG-GkxrqK-8x5N8WMlX@G{{pfLs6Jke;JoFvA{zG>vtYL4p!1M-)J)~&y_ zG}eXG@KEKB#Mr`uIjSjr&qK5TCFk5fM>%$ z)>*xYoQ6%*ROZ|R_0Vgj*bc0e6A`4w)i`ySHsjVvsuAt(A9TK_)Jq&9vhqPevub6< zBS-$VTJ1O9uYlJ4jdFRvUYLX4W10dmGEnh+XPfCXfOIijD-N;bN*x+QEG%+xfVK?j zP4;1?G0k75)vQ+CkwPUsLJJ5Mu#}>8bD{44-XkUiB3SqrNqugewM}~fC5skyV)wTs zCR8Al6Qv<}+Ix?^y%x-(>cF+3RigBm2Af;^y-Eb>_jg>*@wShThv{HhwB&V65K^{G zH}?!E4mzGf+m4`hf!1KEYCOMz!r4>#(pXF-dGPAWSWvAI^Tq`QeG~} zFs_iB^J$*A6|lqw!s1mf-ob%+F~smYBa4)B$n|xNa>Fr6$92F{0{8>eb#++c+*Obb z=UKY{ASjJB9;OWVp1Zxj90Zo-FIj3V9fGKU2b!)3`>9~2 zy$c;`LLQHSlxc6Pm?|Nm8@aAEKj=Tn%wMl}zbmpE?vN1Pxa=sfO$=@*I4u_=g_v^o zMtxc@m5YgQHNQm>QXu*Jh#PbeSMOC$e~PT>N@c|l zj*DcleQ6YHM>WI{t`9gz781G%wYK$r$avr}Q@U+7O6CKrs$um5bJYW~H%kZD|B9ri z$0-?YZbaY!xIe}T<1(RW;%{K&lDS#dyvPW;R0V1e`d>}whjY0u)2im-i#|T+#aj%Y zjxZV`Uc5MViHp24h^>;fP6NFy<-#jIwwgZ|Hi=9TkZy=8GA*^! z&3%`8hZ8~&3`&juIF?>Q#SlmXsOkC=566-^LJTo1gKu{=y$#`DV&nkiBzACN6>6$3 zaT9#egBX~u*s68@A|ERLF>3#$`;g<@HKkmm^gXlQf<=Y8VSPj_Q%Riltbh*6cTZg( z<#_E}>&?zM8g5v|ccS{)Tt!Oz&hoQFHmR;q@~=)tl6?gnNKRsEVXst8s&_T90}} z=z7MLPW~uXdu(|c)R#vA-)xNwme7qYMmTwYSV4{rdMIo1+)EYNC=p#Ju5DM@3fX4; zc5|La?S8n$cpj}Zx61pKvIL6VAijN^6PHlb9ov(<14un~L&>I>l=jS}7mR zTWpI+5A|k}un~-tP5J01Az1u~x=@vDisNo3%|Slo+byEm>^Y&$7+^TTKEaoqbq6(H zO|GlYV|R})*f+8U*!9!$1LI2-df4VnqbBSq!d)9O>}NS2%6uMcHf>$Y4OicXiRs5Q z`U$_2_l0X;g>WmO;6scn2yG&PIG1DLoI$QZq{AHG7~gNKjlBrkLbB*u==#T0QB$zp zn1DOgt~`YbP`&CT{iV}{7_asik}2RUo2Z?(uK2||d|++Aeo(flV)~-pLO%$aObZzR zb}$ZtdK(x+kvDn*ow(B1J^KR6tbLC>b%VYh^;E#Cos-12HDn6cqiuI+A}t8Qu%3*! z#ocz)#6ThUHlEn09%^=611CVNX!%q&;GrZxu;`gVPZ-#D@FA_w3DzrYdQ0jCzeD8anY4bv&~HFa%#0`W?I5JRm4h)H^*@yEQ=Clx?cR5) zE^3{oq45!rd*YwZ|1}aY+#T0yG#j<5=c^C0`^@97cLAMXF_EG}LRa9B$r#1*wNu_g zMy=y3?Ph||PX9Hps*n$N?Uz_&Fgx%VnBJg4Fy5<`WV*5l&kl{LJKNBb1M^>Veg&8P z-d$r0kR~IwC)qOL^_BbrvC?ZcvQCqd*EZco%1`7Y2ht1fYxIE*Qz4L@batRfPgK~5 zl8qymbzYoixpR0Sl;U6S&LlR#xzyH`8V;N9@_AfTOQMNvNDH@29R#g`EpiP^d6l>? zljl=(31+t(qCb)s03#3`ll3-O!`dvyBS^KYevwJsQNCp;~x#2!~y=c`V2X&W> zm;L!0sYuOl0xi8F@{}v2v}t*!z3J_+hQhPTaI^}4QsXV|v0{8;MV>PK%i=tI2KHply;e>KtVa0n)MhgYsbm=1Cc@@`m zIEdJ-onItFQVq-YIityl4g4;fist_G39l?>679)Q3{*&}@*@+Rw*?+zGEG8amboY0 z$m{E{9cHok-9FrMinaU{seKTriBzSdiqwwi>nt#S3VkpX)$Dq?taS3=>f7Rjd6tJ~5Ekp{9sv!*h~$CSqk}G$ndi=K+`elx1gjok zMc3Kk&;Qmsj&X}BU!vsyM0@EY4X;K(B|yy2Ae%1FUbhrX{%h}h7CTjcMqLBXG|vCS zN_9UHiM>{*lEl*Eru>NWdhh~4wLcurKiAN4pvGYYN>)Z6Cv-!jsvf?-Q-%R;7{grv zBbdo+Z5{RLRbI;2@pgGTnmsbrBsREKnYTH}bZh z31mPvth;B3iah z#W%N)L}D}~9S~PYS+2QCl158eOIFw{FPSNiE()=~@Sjcz1;dsV>(9Q3IDZjb!u*1o z9|^5_{;t3Pige}YYnxTvXhok-p9u-*|#Br~=d>I`a!5=B{zP=X05_BmM z(Dv^VUV+9vc4Y<2#=gD+W0#mp-h6d_`sEvjIz4gablTdA#~Ih0bzGusOf?t&_NGFv z$woDrYJ{qI{1z8DZNny=5$ri`&vND%5j^9iKBC*PL_I+)=d6Z{#Y{G8b2{Ona&ZT8bUcmUt&-yHe}Dlz|BO|7>KjX zDio4JnQWGNIpP&!Po}Juh$<|pGdqnpMlg~P&3Kgf#npSdxuJ`y4VuPSYMEy`tRsKL zAJcIo8WT$vt;K{Pk^C>cA_unFae4>wj+}sZ66l@@Q9E+TsX`H>(3WSaO-e8HvGu3D zf?s@A!Ah-WT2Rgdw~B}5gF{3wW-jqDxh6iGB#tZtd|gjWKW_#K%#@(+N+asx!D*;v z2DTACLIlwS`y8#xy`(Bv7%benHqarl>I-1WDu?m&hXjkn^Z+MZ_>w39J&zshBd7zq zx1K1$7Xlvk9fa4#7A?M`*e+$-8V zV%-^@{dxX{DJF3S|G{5hmqo#p>Q{t1reXW(5zqU4O!>HS!yflLdA6>-z$7 zO4%+DIGRKYWs7iPEfcdoah6J(k2C(ozz=K^eYbe23CU$diM~W8?f?HktAs-USR`Gp zpUdIBnn&?!wfdtBc$p9x)%tGS8O;b|Pi=zQ;dEe-<9+rE2%86)=$7$jEu#99)mLs; zpiJKarK$L=ab9WMPsW2g)^SF(Od2)M4y9#iWct1tk`M2C6AKrP+owC!R?l!COT^sgQLd zXHWENk9E)pRrnFFui0cMBcp*MV+jU0I^6(rE@y038>Nn>BYSvCve-2WtcGF=k+%&~ zL;Rl9b`}?J8px9^avlVZ*b?snL3CS-f+C*aKvc~pI%0Vt2&P@8%`@?thnLi1?^ln} zr`k>3w5eM1*><8*pJ3o-Rg&$c{z?mrvGJ0pV0%L)VAL~X-HL?CLL)(HgR&}N>Mim! z)5d57)wxX2G4rCAITb5>3(U1Nv-Uy>11{Lz*Y4R-o6DqFUMFEtY&p@GEc)YcrYVZ8 zgV8Qpnyx1#?X$4GH5ygS0~AEdN9nldOz<~B@6ZFoqr})8;W2Dk^{zHVj4^~CE6uQd zuRyn@Dm5FCkX9>UNV_K^@-(NFWW_e;&HN2lxM?AtG;K>{>>?!I)nO8yi3U{obX9I& z=lNw$X3p1p>Gfq^Xm6FNmXE$`JheXI*LMj{CrY1xgP@3aqHgoul4G$?Nlp$T9J-M5 z5PJ}kW&KMyP6n^TA;v(pg^75xX6Tr9@I2rmzAg|}B&TxM9F+9Y9AO6`s2N(M5KKIV zBRo%dy#@m~f{wB`2maA%_UJ>erljd>$`1|b3LpOJG3dXGq6MzOZ6%vGakMI#-cdOpZmM7qoRa+d-n}IvH1yT3@v=Z%hbQe<5F`hF(V`!rm-A~N z*7|RuvFLNqe$M|6x3#=(!BV7y{EF1Go8$3KL373G3v&A>CcZ-5Q3GNLv%KxFdaEv2 zvWQL}8vj>UGyWS1XGm&qKxq%~DD_WQ6wdPiYAI{bVW)UO-IN9?Tx8{U_AMb#w}Kt+ zH3)b=Xm%!t#*`jJ>@Un(Z^vk)r~BMhF>0TSPy2t_@rJjGrpzNRijMXI@&S9z4AlJe zcB|t-ILA)jPf(g1%LOS7_y?xtv`XT#5GYzP{GW?vHd&2LcN#svmE}W|Y z8#vNESajG?o75mt{1gn zghJH!!HM2bVlQH21wd2I?5HO83I&PWAgAbzcjSH3@dYQmYsDCQ?BUSg+}Al z7j5)AF5*ZK+7sDsmA%RJQVUVI9r7bZrWWkZ*1|%OO0*WEH>FGDY;S}wJ)%hRB_pYK z({jvY%pZFY-QG}{Ocv9m_>GKzP>2cb-?vay42fJ>n&QR1Oc2J6m^;d&8C?eiF={RT zWL?0XxP2)`-QT%`sQad0q=4;4vLbR!I;#DG>kvYcqWOtJ>2IChBRuvMa~ zE(ARaH1fEfyEhtZC+DobIe2rV9zjUnA0o!0q07o)f`#2$wp7rUtQ?c=VD2!YPszY- z7}1VNtz>f$1`;~&&NN}`MycHs5ptc*v_DL?y>a(U7*T>`6sROD;?LSvjM@-&8&j~x z7F*L8-;cWuxJGOwgaqE|XV*#VDxnwHYtq<0YgQ>u-$eT~FjW z6QW2Jt)j{MSoi|;U)-Ge+-9J8EToSKmuX5yT4nIi0MBe&s8vB13qqj3a*27#J77<; z2Ad)SsNi8ao-xc@HscF%GN7pN2kiy?O!eBbgV4mNC`pah$Bo_dYyRg1Va@jZj;P(< zk8Wa&@`YMzZq4B(5hS|C4R{KP+Op+^8M7TQNcsVv8H#?&9pK1=CQQu$<)4g|h4K4? zmFiT6Y(vv`|MZ-{xcYq+dE#5sW|on=RQ$KDAyQ^^4z5AqC@8NB(U6V#oHNUrMyUPT zsT3E&T7(0=zh^n~XlhrpC;HF8z?auhr^r&8t=!j}t=0_$*j^?n5ZyDc&h77nETbDTFMgY`B6kU{rKtfaM~h3FE(V4qR(2 zXXm>?A8FcyluMj4hH$cK!RwsNr;Wx+Dt}l{O8!Oz!IH! zDeOeuG=VCfIxt@=98+q*>2E_;m#<4okl?*dzPSX3X=Y}i43uy|_w@f^AT7Rtz>2d) zG{fO+j12!L<4hLL4h$ySx-lYdvN@3oBcc9eQCxFaLKw+8;ol>6CekPyJIh3SN;0n| z1Ibh(py83?)x~CkkSz}#Fxk0CcopJ z;RBT)8hjtMs#X429(%!nS5vY0R_q`q7Z}+l`Ew#JJe&8cK)tz{uL**+=o)_Ih;hSH zblh`vY1@H;y_SyaoHecGkKJx?Kwc@dMo)Ln!_YBMt%+`m9O9TSRH`j?DrCsMWmFjp z5B%Cd+$E~($-XXKz)&?adzP{Z{nkIYPBjyHVz{j%d2(NoX9TGs|A@h-n)RY|1g9am zCv@dH{bIn8*$yvbJ-c$)-dBBo@Bg}wt>b=Cn|u+imN*05dsGplPc0E2r5huKGp-n} zON%Q&cjkGjf={5=MT12ey#)m~TPAO*riOVC@G_w=HipOZbUBFjlT^G~&1lGH5Q3HQ zgA_%1T7VCub|iyRF$x2aQ47;x4f`EB4ns__$ z(ZL{Wcue9UGp|2Zin42240OgvvTSOp1o1MGguLz|_Z?vg%nT9XNW)k0G%hOCdu>zn zzy__}+%b*<+Ea;W{TjOz`ix zZ-{%%mbgf?pSHubIyJ4*3l=xIPAtc}fwGF?3F(e&v7ulZsbEm*iJfWFIrOL2&}N!1 z7==^{h+cYM`1$L-WNK~O2k)+^Yb@m@1v%aU4!(rO81LnfL>b?wBbYqHI>a=nP|(kF zF*oj@Hbk8te+|dHeo`oTBr7V18Qx7I-V*qe&rLBGNF9`O2G-J@gd2wFb#!pVxyqI` z`xNh{)*2zBC$6zjB8~^F!dB-W9u+^edF{hwC(jEQ7@3g6(O>8Q01ruj{7t6w z!JSK+zToW!A5BLm09S=~t`2kkW}HZA|Ef6HE;KEA5r^)SIw6=dTF`*T?dh3~2p)%N zvY*&05g8lw6$AVCbwMo3D1-y%!)wX(tKCg#q;9$fgBn$KhSk~} z+8%Q@-CRUGI1N_oSwM=XE6s~r6OS&qE@JL8q!eg6^-Q9Hnt#BPj4mEjf!F<1=t4+s z1Qz`$iq^&iWUR@`2_@Q!Rdxq@f#R@5$Hm0_P6#qBKR}dQEMZgvX6KZ{yRBxHWNrk^ zCK$&#mi;6Oz9WLhp0e7%?wykcOi`D2V$q0;Jz9QxjDgB&a8>-X9>AZ&`S-p~qVw6E z=4x%Ui8W{<^i~hHmuJA1jdF-WbrRAk=wK{Y{k#3*J4c)t#wVj=9B#$5igdDi{}qJ$ zu`-c($J%Ng5E$sfH(+KSFm#_&F$Sv!zkB85r)A?93|xzO>C@YRAS2;RJC}m!75IgZ z4W0YYH#%Ksm_+EFz}%uxhW?L~hd2Rj=gHI6WMEjI`fJ+tt%ZXo+oJtrwAfs&!XPW{ zP=!uzC#4&?0w`Lev2H@vAQ&B!rxTj*S9~c9zz@W;marF)HZ{;4f^Z~lxY4TzyqS7p zF+n@3pb}QpUqBn&hIfI!cZ?1%ZhJh0s^Z{J+juZH&u9&=vkr)VBv?0%^XdZ^s|*x2 z1n%m_?=&+OV^o>w91rdefWB%wnqi{?E0tnKZ&{ukIPC^CATyeZa;+7IMaYw5z6N(} z6RbN91NcuuK~s3~EK}>WQpMrbU}Sh9`G#$_Ne;axe#ew1KnS<%AF@KHOuU-W+1nX4 za4{C|XhXB?FIlY~yXes<^GV^J^fvT=)|9pM(3q@xo?Xut7s1m+IH(wZ0QB+N?2ABFnK3Ak9M?u*a-cg`v&LAj&S1xMFb5GtSG%IjACBGAg&uDwOgEwsFr8({-v6H7+|0;Ej>-TN(H~1 zhdhWKcwC{%pul?2$ck}N9#e8NvEs1*8-yl=d%{Z7vG^5AOeqVv3<}F;P16=?a_y-q zK-fg@TcA(tMlRKuGg(rr+I8)!1Hv@7_Veu!OsFl3ji-j>|HW+1fh}$IY&BU1Me~0x zg!c-YnCLp*6K*fcJ2=#9U%UJz_-7h>8Ow2Y>ELxfC|PTpOt;gdT@0VDuF-Of4pB^A zaqlv)wYWP(1e}|?WY!a(2t%#wfha0wl9&5JU8HVXpjx>pw2=1ue+fMeK2lHI5btx@ z4ijn^_Mt^Sz8F|ID`5S)q{o&z`TRn~_99J1!aq46R2FDRv-od_w+%X~5kh;Q<88(e zq^R?eJL^G>hzK%fFMsoF0Om29c(=(ryx^*%56}UQ+;X>mxEJHJ{VWt&qLCBti%B{o zs89`93+B)*Bq7H4k!ijm^wv(PhN6Q(Y!B5TZHSJET&!*OV9M&*2_88~^)E>7Ve?wt z^Ks6LG%f`b8xl_rxFNs>Y!v%g7|0v#-fPWZKYC35d20FJ>3Jo0RBQe#iK z;iz8?AB}F|(3J86suogkDKg5NP>QI5p7^eYX&fLpRF1e$(>!oWtW;`J8 z+xpFq|A1gh-kXDAgbeI0b@-;&5UZ5uB!LsfmZfCv4hKHxS05jb@8h|6e4=_PF|x%y zcm-SR`cvFBhbX-TFR2nJ{gC9TcVwDZ9WP@9WZ^y!oR!Cqb^|8TeQ9tv3Zh&syWiL7 zR_K!>sEil(1J-?dI2$DfVpU;7u9J?lDb?@jaP4WJyw^5@n(_dP#&M)+3C+6z=k&<_ z64i;aL^|Z>bO(ssjXpCluKd2t{g&+`5i!D2%S43!lnDvuY$OQ-FQ->0*k~0$7t1GV+h`7PKjmJ$g z$vHJ~b;#1>F$6S=ATNSX+XdQCbTxKwHEDdvYHer|Ik8hN+NzY{BWdmVIbH2M!M*Sj zP?Mwa)T6>firDWd?bj z6dp)^-E?&AZa3%)d=DDn8uQhnKOu=DMH)*&U=ci(&AS|X8YnFLHS*WTFw*34_F3!Z zm6zdxC7yoH3)z~-Ea7Zpadc&vNCT&~c<55`q&*#Uoi#zc8OPTo1hm`tVD7OIfeMBVI$qu6e=o9q9> zy+TJwW|UOuB3fM;lQpAxN^+#wbK#@M;u8X%yZ)jq_vYppcok;Wt7c_7h?!~ESXKHFli!VXO5 z&-uZuJ4>2(O_u>QF-FuM@5k#q-8_x>um=TRr(s0X|SW?L*;pn0* zz0|wXMl9n^1+yp?c-sfu((P6J(JA&CzW=;pgs4ST%x3#p-z3xbRJ9+8OE8q_12wfC zCp)Rnf0my7#(|I2n{?RIUthVd?l4#tBH*;7`1YY3J8o)GoUertjBVU>zXI%Gt>7K&5tbjV)08^M7 zh49W?)C5#>4ShNwIR9dUPdNm5u(S7)QuCG|Sv`~1;{H~KO$xvZZ{s_$Gfv98e^c3O zUnIH>ukodrtcJM8i-;}EnHKtD&jn4hcB_sS``pNC;qQH2KcxBcOc5^0V}ocSE$I=h z(_G$=ZC!7{P~?Gl`g!M?zD>DD1BUG^n7tl@EU8vx5Wp5B9DY8vE;h8?Kgm~Wpa(-y z_KIW7twXXYpE$GYNM@@Z+%-q(N(fVU12WM_5n;R;lh)_$x4W@S*F$C2`3$FpZ8brx zj-ofK2!5B|08go$_JPKr%`4u@i#WD;f2`;uutbedgGTMBz$RzhL_mWtGMVF}#9(n2 zv*O247A#zPZ&sLwm+shBCv7xSm1Q>WMlN>*hYD1hax?0TRbp{Z=A1y`mIet9pvBbv z%1|VGKk@jN*ln|2_N2-^#Hqcc@%P6Xm(=@V^HP$VM6YZaIFnb^9^P1Q)iX)F_HE<| zV1uD->?QCHfgifM_y$;sD+rl^b>km_yxYv=KDt0cdqDfKf{~oJZIFL!1z`!cz}Y7-LeCH>0imarHuNFN&0u#^dH3pcsgMTb5%Db; zBY;~XRm=koQX>IkvyLq$kU_eC9 zlDVNCaX`gYcPN-(gZT4D1+iM9$4KD2QQ+O|`7LX=~=~#!5IP?hm@nDlne$+MM zXaAGhtjOA@zDkRzef2jS-20RrK^sWDJZp(R(Pe@0RvK|=xE+;qvgPdcQmp0SYP1)& z!>VcQb0~;LoxWe@^iL_rXB|lxnPOYGjB!OvOTIkc;}tFr8GY*r*sDwU2t6iah+(La ztkSyW?67JxhCM^xy5Iy(&Li%4$9FIT6V)^MGqp+T{sG)KUMoyKdldbFtwCacLy3(G zc<=_tLr81%G;^(qhk@}DIlh1U-3B#jToSQh4U^e;a*ml^JLlvJA!*~`7=TkSy*1G@ z97ohryQX&5G?{iDRpkf0@XfZTJT|?Wk^!5{ZGbS}1sBr#q5boAG1TN5b-F1j@Q%@h z7k8)*3J$iTlu={S2Y=)88fD?7c2UQ$DrQXI0 zC&SUlG_Vm6g4RvpdD$pv#!fhH_(p*v&`e*L`=&X!Sdb8N`ZZaFN3a1E3s1Ns#HU1% z#+Mp&UU9moj^13DWMxQj$B8BHF`o2c)Km^IJU!G=f7zdTjl z7P@WMXOMZV0Ro82jyj@sGx^tD9IIS@%c0?wdf%k__Jq_p7qS!^hY*lb=eU2xoMyfp zL$IrWgS@4L_#~V6GfmJVrB#a1N|si-2`V`}Nm9Rlu$NaW-3qQ=p+hBygmh`%djR{- zYsOdC2^-Kd2Vmf3fB%yi%#$+8nlF~!zk414>1>k9>#z@EM5fAagY{wGr&ao#Z;%cU z{F$QNv^Hu|AN$crv``-wpt^weXOBsho|}oFji<(>eseIJ$@%QP%^X5kL%~I}{t`h5 z#?kAWz$7pF2+c5Tm#qpVhy8@jb@nMyusZGEWN!tGE~8>cw-1rux*9<%u>c3~AmRJi z@x_TD=@EWfh65tax!@T9I&6SMpOssYT%#!&h zTr2Z*GSFH0HLfH*SNfBbxYSWBN8D&GYW1zC6_D#q^2Y#RuzN)kXV`k2uwcR7b(L;*xYCxGwo7@N-qaR@rU;i)&f)(o`20~RUQ`@BhZ`_+x=f2^)eAO#yZr- zVBJQEQ{WvbS^znMQjlz(Dp5R@Upnej;MIh&gDz^4ElM2@^xUKI^Xwk+B57TY&(jnEud?kE zb|Ab+jhQN^U{_RCl?13_OLu+1Bl1n;|m3_Ot-z1qjJtUkXWu(3}UePeH`* zPn1wpBnSh%{>_S3;5n426pquNd?`~UKPun2h{DWwQc!p(6?NIZ;Cxsq2zHzbPss~E z$THyMVWoj3Ovv4+32y1dRA=1Q&A(J{HngrOYTmS^(55J_jPHQgPWI_^T2|xMkcUe? zS(m5#qa_63jIsY-y^0X}1TJ~MHHg_)|FJ`X+Y1H@uNi4KGSFn@7^gl?7;J4(Lwh4) zT&nk7pKi@n&YF4set=LNd9R+C%kV`_u!u4U+ z199?e&p>?(@WZTQktLXIYyMkte7!vPvajMICGd%m+u89q?^_pwLjlX~Bh1S?4q5^cnY;7zcXpv~+~@5(`7%Qi86r)$;iU(kBH|=|`mzpLEFtH_R z)G5DNvY5o;rJ;c@k<+YHH3CT(N@viPi+w2R|6t_yNj72MrQ?aPYXO>Mpa|pEiX%4< zfwx*$rXX98-sh|M%Z-A8gIG(PUtRSPCM;Br?No__Nq5%pv6w%Ocl=l~v~{j`fp`{z zHljC~`syR)VvNRE?FpdgY6-GY+Ch04+k69zq2A+RR`+Xh0RS-?jyIQr zL9OSqrahu7s68qkR+PABf3e3;2&v#lf|D&8V8ZhmNM1XhWGfrFf_{`AeM#Dd=j?yI zbYSfv@lC{@TRTlNlKqR^bP}I~{&*dVh&Qhc6E)#Q@6N-z4_5xkgmo>qK!>&OC&LKg zuh~cOWS+#^3{^q?8omRG*_QFV+7}C(i~ezC+#h=VzYw;%NCcCQHBy5!kb~}`BswM^1)cg=wn-X6BzmXSag z{Gv|#$oV8$0whhgLLkP@6%hr@a&dbQsO@)>io^G(I)5OUSzuknVrUA`am9rUWXj}p zv6C%DHir2kz*&jO@?5$}0^Uk9+F897SM!m>Jjjmj%GI`3i3K7WQhmqDut(~Ez{k-7 zyNt;uTKUWXeS1M(SrF;QGK`n=AUjyRY{)q&uHXE{QPL4HK069R$znA}go;ejIjMI9`Hj~ZO?fN%p$I*Y9UszVwc~F< zsnytEhnxGGiPdk9R=$@5oFhBNGdTFq-M{%kA7wgbvb$$!{x9fj&V~>8p`nn~XR@7O zgsAB1j$|jQA_W2GC%&X*W$g)_MGG;57&z6%&|-C%u4Q<#Jd4tA{;UjS|4gfZ!3_O& zC0U`Oy%Ei?3F7_>G<-M}*pTx17t)%xpyE&S(1n(P$gZ9z)oZt2N@ZM4-Mmq**lcYwvsfn!@Y<$h3myVk?DcQHRkctO4d5 z_X3gt*Syibd&FnNTZx@rB{f?ej7wG*u$&s}Orm|a&piO76o-#5)(>zn6dIj)C**9cTsYYE~HR|Ckv0>6BjU-xMQ-?+1yVYC=! z`S`uzO?KFVz%(aAbnJWti=M@~o&ws^*$hRUR4A49Ml1O=#WuMfBPaCFN9)1iL23wB z))SaH&)rvAyO(}Kd62O7=pB~hR%vSMAI-LwqtbZZ8R}-{PyitMoy>;b+8-jG>843V zjg*&332Wpghd>r?$l-3H`a5h(n*ZzeJ;gh2Q^($(`+7U_J8@!wr+`9WaR-pxu~Szh(kw%jQ3ANO-E_nWsNB<&e2VOvj=)PRrPRtCHTqpmSq2~| za>?GS>z~u1JvR!76_rRkvra602KY}<6m1KCx%c+!}@v2Qo|WW~mqv z?-FUS;+7bZ@w?g7$s?{zO!2F8fm#4Fe?O$EWi!Wfg1FJjpYd5H@;f$Vr)Qj{y}I4#w|HEm_EH`cMAq6-*%s9) z;qDW3`z^bsKY0f~nJ3a9wA#994;%6L-V!E$18tk#us$?RCyAEJrSiSQOVY6%T@rSl z!AYM{lwTQ#*Fd^NSW^_LpQzu<{{3C*3$aoI16;}Ro<3Fz2DFN+yot!4xM=4l>hu8x zw?7YNx{5593C`xl6bm^tWm6?4m+d%$1E#FboDxSe@1ll#-BW5?>f#2~m49a8iKpb3 zqdAl)-7^kFkz%(=l#Dl(`Np*Nm*us|gBdSb@cJ(`IWC2Qz*uqU_(X|pB~w-{?1i@1 z0~x2iiON07vxEb#W(;pp{8Rf#mq&>zv1uN>`A}ImSYjO!6uuwUW=LoD{PzHaaqSMm zuecNx3Jq+H<*U;*Axqx47w0R-> zTI>s))VCK9Rf5AsyMK24vsq$yIu3&$OtzNMy}9uq{3EBW7gP42(vDS@?4^Q=y5%hj zak)J?sakx)r}{*v$<%yt=2qaS7C+Z$i$%n|T&+{GJJL0i_t@aB4bK(VC&lJ7iF&r; zqc7@+?c%dt-!97xZ$*pOWO@rg;>@s(WWTlSK{uAFOx4vTVaSnjGksl<&KM8daj=BB z2&J9N=j+fG^b)R|D~^kr?l4wA0nY$NVHYcvNiZ4@LTASCFP29zI5c1opYp4LU};fR z3W`yx(S+OM`!j0z}_7$VVgc1 zM*}M!zskccca06^VKBuL;z>cNjFa`BO!nr^IpQ`&yF$SiEXSAtT_ySUWbk&;4guXx zOkIk5=ge&fR*<;mi*Gl3><6?Tf}RPBN2|-jlr*|MtU~HisHW8REU=~+3A8ebij&({ zv2^=X#_o!$Uq@VLDU(2KRwwKepB{f^(pn0bG&8qVLbiWnF*xywm0!Kd?mqt-ura)d z%kX>_+7j|wvR>VcsP_DzzTUYYD#S##IG4a$|QxjCvdh{j^aVFW3OWFJ5 zHFRfq-1JTR*Px&c<|?MeA*3Te^XSyIaGv;o;1t4I7d`$J9qV?{J)|%^uZsBQ3$y=e zo42hkXqP6?=4LWP+fcqWIRbHmaohmRzD6H3vnS_;H}z;CKo-{cF<&A!e(1UA&9}lj z(?V}Gz!qhJHt9E8No4_?ncRCxJZy0PDN>|xoO0C{CPSc6Di-3bmkJ+`hG|{N&k7rhH2h`{1X5*jYC#ntIT_8R^@;W zTkD60tuF6G$G2=c_KFoi^sxLFmnFROhUpK<5JyZx1>&NC!@B=jLLSO&okAX50eoHRw5_8`cwIwc|PX>0h@D+k` z-g3QYBiid|CS8cAF$ps50-&n`9l_>ut-C)0pscds`H8$OzuH0m1nMWICAIrj8}`#^ zu6E8g5x~+OOzQ=zENR~}b$D7Nk&%8wuf#IJ!lp&zR5xI_GEw1%!TV!XW$x%isdf=% zB0k-nBD?c{9fLg#CYkQmWTCQnJRZPgy$l<^ zl5FW2LkeMc&&6jI${4KgRs*G`{e?9s@WXtOMy)U&vd!Hn&#*J;448c=npeJm^AP2{ zp85qwu(HpF+9W}{#ijDn5@%Kh=?~U?b%yhLnI~yob-(Uj<&O)Jb4JKPAvp^vu1ep$ z;kmmfwTOxT+l26-5B>(uR(kc#$K9$Iuw1}j9iQv0T+=}*oZW=m*66j4>?3DGuK(eO z;+aAg7d}ZRF(#)O|5~ zpxUD#WtTqLl^RVfn#hP%ZGB1=$G+ZygIRBZenQWziJE{!qh~n{nnxx$UNsVfg^4aO zo$cFZSdz5cdX+);?*j>cWS#)gc5huyA5BaHYjN>YAs$T*{F&M=-|Ol(nll)G*im7G ztp$VQcUfCx_N?CIDw&#^em`S3U}R4U0&g-tHK=`00{}LQtMh*V`*})7(jRVl;$pr$ zt_u*MGBykZzRKfyc&z9|m*aSmFZfldzc4-^9;r?z-pHVT9$>VKdGPFr;?lpz_fX%`Y+cJ`W!y4&63luT*vpIQDxB@fy8Ed%e zkTCPTfnMQ&3)QX2kIQLaGlS{u+po1Vshw#uq(@+!1h?IfHJnXlPG{6C+tF(y^czD? zDuA6rHpWT?5zjXaJrp|CFRCa*^jQcB+;G&Zz!t=poax(u^ez-{lzRFV`LMxtW9lmA&>wfgJo% zvdU!Ep5KGPFiX2Nu8;_Rq>5E)TdcXUvU?0D+A75nAgNOpf547rVk92&{P{EAroNk4>D}hW=RcONV;|&g|{E1~<)Yt(r8TCr?ovBqHt&RquzE!=6T#w4b?djaw#}JX_)b-N_+)H<-HT`uH+RhYAe@Y z*q50?>K^WPD&h^^)~S6;md0QAfNsUbjf!GnIpbgyg$2FoQT_zNQP6!Eyz|@WM?Y~T z&|3CAW-d%41TkA!CMN?f>C(|s@|>xqp$}PIDRo^Up^(tUx;?#^;fl$#_ApOya`+gs zeSCi6T-CH?z;@Vixf6vil0;RP?JZ|f2BjSdmy%m`)woaI!uYTyGWPqzExRZ06hB7> z8SZ%XJ4#%%i6n#%wqhnzPZ%cUsoSFVi`MZGWm+J~>-*2vp!+j}&Q(G?q?Hefwz{CT z*WIwb>ZU7o(H86>EIHq^@E5-YosU92Q88-w>qia59`|~cu#=c{@m`0JzcQN0(rsU# zR#d_(E|)<}{UO6@@K4Y>o-;mayi^s$(h3G<6|vu%2@}1(35^cB3t) z%|009yUj^dwK>4~M*eTo@D#~vR_zLTmc_q;3*vU4@eVsR8hwe#_oL9Ej5LS6r?8yR z%HpOWldVL+)x?2RLtK=)QhW$G-ILm=&Zc%P9jBy5gSAA}%5Rw*X37vU#lW!WrW|AS zHp^6S^>_*pGKQBC22UfhYiSpp>~>n4^hOWQ`Yuv!Jh-f=UD7o8?9RK+#*417fk0D( z))-w&V)$FQ%R7R%5h$_0li1R2g%+bGi~HZ6#lBIVCUO&Tqy00rW3qHwpH0=iCw%wC z`^KB{c7HZ-$`$R_*s$wIIe*nW{JueCCDB0)701ecI&2Add>qpw1Cm1Y}RAumTc^{B@Ws_7sZ=Z{j~*EHTt`L%pO#FpvgVxIf#2S zh*8{Jr|NrcjU3v8{^q1B09$bmjoc-X606Vw$O|+P4(|6&nap5enH(VUC6G5GE6-$x zg{|z*pP;ShWBS6aFnFqVVH2p%B`2V#eJomKrcpqPAyJs(-qQ)M^lbQkA+Gnw^m-5_ zU+`olb+EjJ_~Y4NJ0KqHJHk^wSYcI-^wBn%Nw-F`$Vces-35LSR(MQ35x2I|R@+}F z93!=%Vb3giw8^7vYH|PmqV#rVUqtx--5Nxw$tPZS5DfY^M8Tv9zDq|K>GG&N0Wr;ThFur!=@h&6mHb2#32d`+~ z2UWqIH6Jj9uq=jtD<>RnOpM+GvfC|sncQ>WP0)ft)N-LpLk%(JAdw$1b!rX06;&GZ ztnWQf)W8vZJTHmY#0V0)FZ*O58Nsx@eh3(4c^7bX#w{RMy~x)PgkQ)2w>C<3m|inN z04DU(i2yycJ?!t4)-Hk`V9fXdVg#WWG;IW)5o9jzL3C;)#LFmI(W zQ7X+P?Oegmz;Q6i^2_Y9&Afxn7lxrXOUP6g6Op0p9f8rCZl~E3`(s@e$!Wk0)QPpA1Czt39deU%eO`!?;=yC`;Tq$2wC{(4|mA_V=X! z?dRiah<`g?bUcZZZf@PQ^Mlcyi3f`dVVPdSaY4qq#kx^ys{@N-30k1`MFpha1kF zOa{-mDTH#B$*sVQ_=4me3yFKU@^+d320!8^s;B^nie+@2gJVQE@~-`2n#oMn*#MQe z%uUVyFMc0Br%v$VsNc+F^k^t|(S z!@`yUM3=v~di$62jE4%7!c@m_<(r5em=h4ssPlYq(MPfe*5Hg2#AObqKEA)w9RI3N#ATULLfNXzRrm=^twyYhOI#3VGVO~hgt zj`$Nj;$BnsW$J7hN1)x3XHU1Z#ksbQZhqkh&(p)=scD3QWma!y2uP`Nzz$+AA zh7OQv#O=>X4wBSdJvR*+feWl0_77^#v#Sqc${zUD2yx{6RKJB3KU0+gUM+K6pVWKw zxN>gmbt6S1xruptljbBz3a+q(nhO>)p5C$PI<)-si)lXjxts72Dc7KI0Y@qmWJN25D)Fu0z~U5>N#Sc)y||fP`@}gC z(_!U(Xz3^y=o$H}Asv41ckqw3 zJg33P8fWV3;egI_dv|)qN#(5CF=?F|9LaBs;|K!hAzPC%?QX+9mFVpBKX5ZKKJU)m zkU83jOW(+xd5~RWj!wS_Q&r*awM!iaBhNTYY#aHa->;h@fUqIWKlUSOv6G+%0<%7+ z1MPN5C}!i!qr-7bWtk@scbFOU__@{nM}U3+Qg#ab$!6suJAr*cyt6^!vkPUam`DQf z>Qe3!enIVfY2AMVWdzHA6K`Slb0u`1*-VIcQ#MJQUmPecVlL;PLaNPW<+KD|+IQWq zu9O-5N}n9taxT`fmlyq@En-{0pi;X2pfas|U|1=K2Vx*fOB?(%%(M~aB!bq(Jgts{ zJ9#~&o`kCuSIgwAC>EW46>QDsqx?FkziJ+8!!N|Fnb7owiz1W(6$J+rq^*$z|5;i;Zc>bm*F`k z!5?v@@Lu*$4e6u3?i5fXfD>ahksZr5bT37Eg(Qfrn+7}u5#|AOE24>9*UP}~Ax%-u zw%fJ;WI|unZSdip*Y}o#KYknQdW!SP^0uDj-W+U1tx1u3~GOLU;lbRP@QfU zb|P;p5%kWjv8{(fgAWbcUh`_Y>-VchH%Fy{u6KqZ=SXpDthwSC!a6ykij*4D%GiU> zM7YbO-WQdKzd(cXXO9HP3b1>?2GX5)TYb*c&zb)azgKQuwgE=;4k)P6rPL5rUPnCG zJbanB{+>nWX#n8!;2Gq=tdVzZ!j&Kmqmo-)*&TrV`!sJzk$(Qpsa_P840vg2VfaQq zhul1k_+f#(frzW0NmD-zZU(^OD-mb&5Jh<#BD!GMhYbBg!R={TVn z$Eu|YEIsS&FcnY#)|6CS#d5`XhN1MV_WUHL)%|>opVbtZ-^U;^YJ2NV7f4ASH`MCM z`_^l&$;t4$A#5%mU?=&5@;C~&MaD&y+o|Nw7I^OVXb^nCvs~OgbgYN%I-ZCZMo+~! zPY-7}pAw`=%9Y)nbq%>PtuW|>DHe*ANBH;w?s!ljiDZ}UC2GyB&oWUz$Yekr=(+to zu!nTDN_lRT#K!g>kMeufJjHv!N@x&EA=8IZ;2zW@nixNeGNu8$t&7F)!zzzOe(V2T z;`ojcHpZDw_8zzV=Ejv(zS!jiX#lr+k=rUpQ+yap{vf-wvIJ;74g`E-i8Y5hZx?MW z#33t^d8 zfib#KUq)&=uf;E=Ee+Xam<(x>myvrQ^*u(_rxjM-atcTlV@p5euTH>CLq3aK-jx+DzvE;#cE#Ej>(hgQv z16F*AH!*=LF(&*YzQI^ z|9Q7ai#smtTp?O4e0hIHU+$JX|7(`P!?CzxH7;fs z&adUkrDqh6G}-!skg0u-l$oF1Q-qphy);Csok= zr_kQa?>wO|flckl*kGvER5w`ot7J(oS@j>$uwpQXQIDF>EGLd<=Xd;M*Ce0PsgRNx z236xcDrd}6t}lL*F+@^{mZjU-r1QY;A9W~2F#pI47oHIGzwcuqsyU%J<%E9lfH7h% z{^v<@*5wO0h%cly{m-L)w)HqMF^utzm@OHT5-0*=>Sl>ZkO*_OrX6cJY zBcpNF&C>KumL)ZYIn6EyuunhW`y$1wv(L(Zrk2A`Qqi%w+^c5qNjGm~JSUQ`ESC-a zlV6n-_(vQ^hk7*3d23>e%vcQeLh6K9kV4`=N|Nx{>7doRw% zup5W%4R|UG?d5*L3UXF*dB%FD=WiV@7d#oK`cJ&2x;XL;BQzJ`M4^&*7sz%>_JACB zvs8l)9(NWkg*LL9g+#Ow-BXz&CUv$Mxsv4p-ULVO!{_&+eq8!3U67Dpf^#6ysFmy% zea-i3?~K|6W7QAiSZs$=FJM>Br_|S53G`sbV?c$NSijsC zFY<$&={G1)$1o#9GMk0Ty?_GMsFr%_+vKPWIxYJ@_d?LYX&X<=a<_g_D@*ck z*|bO?kVy5od{oS)o0i$k=<~=~#PrfV{Fwbg)z+hxm`hcA>6AT@<%2nds3##OMLPFo z4tM@JCQE7eyfN^FalQl+s~=ij4!o7FmB5j03uq*91B&O}9#|*!BJN*qY7vk+nI4`f z<9l2qDQc~JH8cco1MYec${h4i0jLst=J%bpT5)B2hW5Yl$b^D(!#?{7csp`^q(CWf^&UlJ_ptp{B0#{-?xN;-lYdn>`=e8k!3&Zl{Y(N|t#1EnkZ z5haCBZSZFVKt!yi`ERmTIfu)*q@i8Z8_=N+%iu(bXzP@?<^6%I33T`VDQ@B z8gf9)T{!8_DoBv13QvdWW1}uV8RVn>=RbVNMzF2u%c z^ahBn!$Mx@r{id1BWFpdhQrC#lz_?NEk6jQM69l^fdSuN2h4f5U)CP3xmY`N%{N^J zgm8N`TkQIu$0;W#78TT*h^c}WiKR}ri0ygvu+hp}-OMy0nxDyBxXc4CLFKq}rU0Xp z9|H?WdT5v<#r&_LHpC znKp3Zxb2K4T7pYJ*V;$U401mUGTEb7#2M0)bo0`bgED^9$M_xXgy`V=e9!wsGUK^) zF>^1i2ICEb(4EsKQY33Dkef>y(&u3rR(L0Ge znzWht;`1pY$}!_3e8^38hP9HA7kC8FY)>|C+gXG&RMJ7S7xxtYCSs{ ztZA3$LWa#4lIVCArdlg2^VB&xkJ=!<3kcceZCHDRe-FLw(#t-o<9M_)HLxozS)p?o zrWIhUg=82J0@D5KVuoq#Ow?3(u54+47KH>$ip*hgqj)zEIbyyt1Jo@{+KL5u*)$d% zjzTv8`>W1HXlh`Q0U9m^+fiz~~UCIe7*+BeY;3FY1bD57{WEgna@ z+;0hS^3+SA99jmPW~6|O=3>Pis;=IRK(8NeseOSsTk~-TV9VAZDTL+0!9M!X<}4)gKmuy+zva4xGVKBL4y-p>ZlxP=Z2td{8X>WC#yU0d@m zFNBXU0tZ=11mh;Ta?OgG^ODKMA@+QlWr$PaoF7Pz9Cb~aC4HacII4snbkd*HN-MPh~S;Ah@ zwk-n~C_2v;G8z%iUbKuRa!6#uw_Iz%j(G34FlUH|&Hp-dfNAtw7{SImB0%+{jIH`RY~96z2CBh(@#IQGWD;=+{uS%8J6$fVkoCm z;j|d$09?E_uO#Jzj)_AcP$|RN7~j`xj>BNpravW=5pQwO4`DL-D8l=K?Wr3zDFSMZ z276J&64OHWk=+%|f$1;M`sLMyBZ_pFUkN?h~40eX=o{@(u4eid6t?GZk@>s0Z^dM=y;(4Xo(l+WE6(t zhAgC^Bco8hou4F*n4g` zRpGWB{X^Sb&h&b^b$vqYpbY5QJmpL?K~ANObWxSSU;E#}%h2AsImmdy}8KQKrynDFrCK!IeUT?eGuROCUgQu>vn~Z#OpujY0gSm(!c|rGr$m7L_(?SkWv}a zVV!xSg$TyC>L*A}Bkp=O_lq3VMp61fabiS2?O>>tAIu|GlPX!rsBJNTKCbYDN}3ev z%$*VDi(f^gbg0z$*fCT&&+NbEu;x}fS%>Yk$*%Vr00L9$NWP_uc9QN8JLuN z;1)bm)NFUHpC;_~Afvis9j{`=08|rITK%c_F_n(Y&WX@du^rOdPQ}g>V1?G2CSz>P z(md_*;V-y_wH-K>(S| zrLAN_-a%|T`i*C)<2h{N>aD4T=fM(^lHT7{`V^6kDPrF|!0gkjWm0a~Vytoss$jyC zt+;RG7aWHj-3OFgHn&a|nc;n}bP3j@=lZw))mRf56Mh#|lVm-x96x_Qq?&3myij(v zHk&}IDgmW2`_byD4H=|5*;=C(Z1@1ImW59oQ)&Hk@*jSKu!r1fRSU7dH|0qb1hLM- zA9No37~`9qGpjhs4zzqr6;UuTqt6$`>1M2q+ zzYxe^>3n>Q^C7?oS*7uSkr(ka8+)LmeYTLiDWDREZW$8cvQlVtlTIEs__D`W( zy#-baNft4xHwCfx%%rFyxPfnn_{Z18^y?;OmQZpF1{F&-e2$uhIC56bSkqm0>-LXiR z?g|15Y=5jF;nQy?!@eYg(*#W1gx+j5^POL4j%ya&#x!hD{K)z6#UMLup`O^6vXyZ7VLIsK|$KhR{T$0$fK14y6+dCQ|sifscE$JLR4N^oVhiMy$TmE+97GZ+>2urbt% zt!KD!m;hB^Iw*nrj+x~F#*7X12^5c#SWwg5S<@94$;+XYO*2VkA1-`Ta<5iZr z8%ao9f-uXKzudu!^Ln+U_4p(BG21GA5~Y;}?Th#cUo{C|EP)L6C1_r%uL-a*{e4QF+rlNVnES&;9!_m?2q1MPsXtQU3Mn&}>`ugFn& zAbZ2sXG+^_e%jsVB|W1=oCm^;fL5oJWAp4G$=SRz?nQrHkZFT_ETM76V<{z^w58#s ze%&2(pwApsb&W8gVU$BaM28=}|9|LB&EM~1(14Igp&h*+tCl^ z{ztJMoljXoY{MhWdzP}^+47t;9Elwe!N;b4jh+Pta)bE3)@%2n9e3`KmUhu65`cFb?TBA$f_&b z=S!bNh`@~dz6TX3A8hY#7p^v0$li5WtxJQQvEri9hg}H9S{%vJo2$At=HP$naTZ4~ zm00U?qx-qqG3NHnn~BEW9dpS-DPQPW#6(gW%{gdHyF&JHkCi1^Lj%hg4>Yy<`__;# zaR}ftxGusqTFmB_Yx&duki>B<0m_M{Wv=v|2!ks@q1+PRY20EB_0N(Al87zEGeBy` za9Jzt<^i$AlsB*K7=-$k3)r)%@K4d_Q*-Ls=C+u^lI@Go*tQ>9C7ic8EBB zW|vx!qc15~D*gVpqD`|W{LS~RBV1VNJB(p^U-PhM79qhe{&%|VLXb+X?hmwi%m}ZQ zJrxg+1)9*7EjES`9*9|i>4WP2oPWr%aeaWIREeDO^5EB`G@`KZ z^?_i3QvoT%S8hb?91TyXkR2$V7G<(isw@dowUTB`0X$Vr zEi&j8FYdn?M5mSBL?VM440>C(4wetH02h+fc4W7c~YdiLYx!n_Wj<73k7Y zL#1YV#Q75HI7?V}(wa7hNDO*H>bV^euv288-f!C)gw>c(Y!DYF8$mgwMJ$?i_s5MIOTea!y+PB0mTeOx+&8zG3sQhqF|E=lt=+xGvyQh#G?%@S~*MyGE zx%EULnQ$VAkLOZe9Hjm%hy+8p^Zkv==v=Um>Sox<-LzttcGhXte=* zn(Wp+YPv=!;ZV(SrO8ykb|+Ex0+GZ*|b}BTMcX zkM?yHoE*R+_i>r&=LVJ^sax=dXB<{Z~u?sC|3T0BEvv+ZmGcTOb!} zeJ0_5S0Ey-_zx#M{8+mJqq+yoyZ4=tQs31^#frH*ryuXR&+-Aeq z^3)=C)06MsM9kH^3#>hrs1W?T1X+FM4vn&Mpi;m^7604Vi3vhpd41Gpj( z#|XY74*XTf?sQakof*c=TVBjC<&d@pqTFR07}3qW{}aMQFA6|DnmvU9Ccwt1D@QHY zbgqfg>F5k~3n#826UT22nZr{<>f)>w161^+|-ioy|BOGHI^;0LPgGo_S#aR8A) z;vbk5J0tEhqn|cL7-`dZ-q-zXA%H9q#*INt0ep8!BZjrMl>zAM>!$1m6;tebgB6$? zy;F1qCv*_o8im{@X7RLSS2Z<&4UzB}FApx{?e~1$dgWp_1Ba|%Wb+eBu^KTmud%c7 zoy#*H4V<15m;Gn&Z|#jz$B9BP^laI~55xK#r4Pc^gh^|@9o0Pc2MJiZDo|99JK1#i z2tE|c%0t#s>}B6TXQ-!hDY|5&V%&*_(db;4FwFyT!>N(G=Sd<#F57i30H8B0sw2rf zb4wPGVw3%tj?+A~rLCKLuq3m+|vN|NB>Z;Ons__s+*h3TXKF zN;80{Nur2nNM(|Gj&yHyWQ;kwfvwsMqND~QyuG zwAvpn03U?7<*V+|KIkS86M>6+!)4;I4>E-=ycpN+vx>SGR!Z9&ipPq&32I_<9Fe{dLU=LOBWF5U-zV&U*(wR}qYpy8z{ zUO1Z$g3<-6_=!zklQEwHW9PDqlh7ho_Td^r-yvm1TDL%n8V0i>P%VLH9VK8^je{kv05GqB(>Ye zb10YxjjnxjZ|n(+86n5u9eGO4LYHO{qenyHnajU6ft#@FRf9*34LQsa{ZO?$!L0y6 zI>kKdiI@Fyzn;?6FrR|-V4XrU$7_p^?Yb;cALwgw5yL@*kyeM_ffg{jLEP5l!rVVV zJ!CAMN_H!4u%WH&`ALSab7F(7HPN#U!$am8ap;ltlOWy+4bDnK6#iuXr&Rz=mYP1< zA8WR%K~#A98xGOT*w?(<6_d{W!+Tpa;Yi{wX{DZa!_$(c5u#5+Emjxv zlPG1AJPkIp>ZZ>ERYeorh|sXm>=||9F)2{VGq9%)Yvb(gYM1ZO1S1oH-vYP9Y}M96 z%hTC*_PldIVe=xc&pl*hV^^2-j;DP(8)4{(a&U`|<5qd?dM3Ng;xg<3gCYUM@bTDy zD4)6cbS4a0N+a;uc1Ivqe8`cTQLN-gr(b_(L{X6;Io~eHxSyyM(b&U(;O;tY^^N6f`BURAblW9}@6@N){?6j%&42cM#s6y$FRbOMCot`$e z+?3M=(wRDX05AmPq9D^1&`V98c5`V{sKZ@nzQwyNHTwaGHliplsB9p=G};i+(sDHP z5C(Y){OjB8i2gWo8%Y>ng|sbJ<@1Asu(TAP(u= ze*m4ZGf&#&W@jQOo!&ftb3O3Y0qf!E_pAgZoTukV>FmL6@xjW?(Ssu)TWXqfSQs+MfB!lGdzHE0N^7zdQh!O%U&>I zxu9tK+SBmnz9rK9f8*|f}^k3y~vrfSrZeRmM1I?G%41mD38}9?#%=)Iu zB6^qzSspe%*+Klh|AJ#mP$0OV`I9pXD#c`VwVIm<59ZDGCTjJoL%uI##egxDrUls1 z1dL+CoB+>y){9*G?wjW9^v2iLD#i06K=ksE651(t^)-6L(@KaM8?}`+gE-CYjw!N~ z_l5%;`j*XDxtEK}*+?Rk3nz@2>T8Wwh;8>PYej#>%1J31^`etoy~``}F6R0@S%pm9!ZW5z=zP5hv$_IP9}Nz47*1Hxc{V}3|eq1 z@@}QXU|M4^YIPT3pl@RaZc&x3*RBJE#vxQ8?s<)bYRT4^0JRr$2d&u_u~n<8LVk5& zCTPL%i8cTOZd8Sd0NJbdD)8{hXC;nhFE@l_)7s^JS-d$HNVn|(U(n;(Yh+8=r#&R- z#R)Wj|r{-ToyuytEa14m7Xsb!Gl$9fb*qmr5xp%_j3 zBMr^cCu7;dQ%Iu!a^T^B@;=XZvqOM#ZOyUecTsKSP?|=j<)gV4yt0B}_XeT>xZt&& zLn+M>5fa*~+s$jHp=bM00O=%#@1+~@-c*6yl~BC{C}Cod_l3lC(U;B6c!Nvz)-IqU z9TJeQC4rVTw9rNTCGVJII7^Y88}ELy_Q8)FpeJ`}V-`es!0*W81kb3xM@D%!(05?| z@CWgx0YgqPpXNHa;IRG5G~=gv|J24=qz>ulS8l4TUY{Dc1sO23_E_BeC7~ltT#OyO z4z4wG^C%(6+gi8x6)5(@z8A6!ia8oQueO+!GtiOrmCfEiyM=K!Pj|fhmH;vlqFw-18K!epYN5P%a&MSA~|FvJ@HiNyFa{j4tG zfK;tjH>bHwlllxy)+oV>&Ii>M&1got3*0YZ?4ErD3KujQ?4dclSG_wrk6?Iw?TSxd zS|Va49gv3hEk~9P9l_UpKH6>~>Vj8iZFS-9EtgJ0ok(d!Zw}BghfgbUA^PUa;bjw_ zp2+9m;-~vbwB1*R8(?I^ep8l`bP=Ze=cmOr%H)gc`V*A^fk4b1tAvCC-=!{dkT88n z-K=i)8ay%$xeSF82>LprJVY0W8}lMb@~WljMl0~$XE1btmDzBcT&VcFU*wHx2i zPL~n8VTf@l!_!7Bf&1~E5q7|RN5rki1D(>Z6P$FBnGsw2+EO#Y8Yhy!hJzLMHtH?* z5rC|lDFV(H4aJe&_SS9Yu*RJe>;P8u28rHhSbRy7-7m38BLuVSjHFYBn*Y zh9N68%_kY}0!2?j9QSATmgrSZa$4*MekK}xmOhJ@Id1jF*q`5Bv-6k<_oF!2$YBgY zBBX$y_xA-M7;oaijbt6}TtnVa(pCGWfI2iH?0C!75x$X>yY;+dmD_PbAw~qF4 z{aEl6=d$f|RGoY|0v%zwD`v7=;o`8oCM2nn3xn3B2_~Qb8k+4(LS%8~hmxBPchMN+ zFNp2m#q7=J+}-pp-MjM>HI4LdTVam{O$+T2laY`9`Q9I(_YP$}e|4 zB{u&$7HUHItuF5v(d(;ml1w5F&+Viiy_Q9*N3i3RJiW)&g_57IzNzdte zX*gxn0 zc9xbG-m@7izs0W|2_+pejav?l1`-984nGvXa_2FROI2rNG2?YUGvNLE$CaaZ;a)v% zCVA)UD#@wiCRsk$$-M#yO;ncH{h8+yukcQT1EQEL<#TY`W#LH3_)60AKFVc--XW^j zHnxA7_^g3gZxWp#qqn8*rGV|c*YFY`cX8z6kK}T&UfbH@cSp;unmc~D3nb{E;2)S7 zO@R^PT$Dd>*nd9`JNAg+ZDUGI#Vt;CGr!^t4g%%%--W$h%}8)eSf>e#(K>Rc(Yt%P zu_jvT0KxkOIo}M>!vkipEr?(3kHSc;cxE&Z@4CU1S~%T@QlYqa@0)QWzV%$oXL~(| z6|XhVG}8^Ti02@8K}dog5?+YZ%?(M|hIdoPu(7g(Fl^jH8vt0*bqFM{q0f?(T+%C@8FgJ5*s zD>#e!dRn?oI2=`rC>P9>ZQ~^kagA&P=H#t5tXk)u_2;+B{|{pJW7`%O4i09`9F@dH z(mX*D4k^w-gPkK{*kuX!iSDX0y8Etz$1;laltuMgoXG{hLhmc*nu=Dn#+`BmF7-l3 z=q}%q*^wScvfNMNsNyDtK)sLdYzvkRRA!Fe&AbaBSSm|eli~oCNA6lWaeQl>+dju% zYq#Az$$%S3VTNUuU%jt=SCd=F0bKmr46I08C(~QLT5I+U>dK6xmgn$~Vdfn2piMux zd6-@udEMxwoLB>8ukt_6E;^<7u&rGDvNwjxR6=o4-)$kNCJ++!_{!2_0g9$yv}qlb zuSK{eF1iu`q?2|TWkSrV45(s5r#jDX1XtB3?)>nf@L=WDr?>`;waqu_KpfK$bgy9{ zkM&=Z$ORN=j4?flSt!85tz;PzD7W}S|G{GC>?gjxd_0u zo^!9TqFJKBkCIhv^$5V@(?S4*mdfq1*_rk>R5&84EP`$r0D$9i0p*raRoi<3pGE?c z&LG#&^o|8EF$BY~P8g;+WtYfkx&jLX0 z)~t`yF4{UKQ+RHg1cF~qZRGl$y}BSG17hafs&P2|Q>GlF1wc(-GPoauA0!RtJMdH% z`h^#p?ai8KXGNAO$NbcA%! zeI8n<{djhX+pGW4JVv}BpHIvzfkPd=>E#bs+#bGSuMvGOR=8B&Z+*sCI>IUU%y%=& z_Q4ao&_I#I1q7MpoYCD0`#9+1VluOylHm zW>lAZ{kKbPaIUbP+#9YlP^n=r4!SEAnYj@YeUVI;pYW)1$)8uEowivL03X4yy_qpT zHb|4E4(H7RXmAs=!yyz%{&DE6TT!}MEsKLcj@z6+(hA^1wkVJw4Y?r=Pqa6_)nc?F ziV(67%h=64%O+?bl|*p*oC4JDZ`U5~Dn0)tEJWP$j_6gkKjLIE&e^C<6yoQXG&lyk zBUFXiFwb9D_}^v66Q+$Ypqh!(p1mT1a!M6kd#2M3$5j7kPh6GGtr$=YvSN-Yx{K$x zD84!i*Y)QVS6qAW3Swu0k&{`my7XcKykZNK)yt?E4_2Es~Svpz)P|Drud<3oQ7?HQqx2kM620`MscSX&UM7xO+&2lH@T z{{=N*U86G$@R(bI6*25(ot^q9-iC~lP>Jf+*i$$r^$3$m{9I@qb8RlG|HqFDKMTwJ z9m9BoqIgtea!4{Oi1foS8Pv)~3O9h!<~Nap1Jg}Xdqx9LPh&k|DQK(VQZ_vKqYEq7 z@>V&Txj?kCJD|b*FejjVH16d_^ajASK>(_s#S!J{KW<I#&4bKt@u;;x$R_49&7K4o`ad?u_PDP8QW z2O5qtdctH{A>5n=S4n2Gwxn%sn;Lnxc6y?5qfcGEoVN1i<{pI?^T!9gn4JD=sYlor z(sn)VhOc{ff7keYnm#YOR<8m+bC$flS&m%}@*W(M1GLf(Zx=ejzU79sPaSPULi`2dZi(`pW;DwZMI~t1zL?b z;#5j?7%}nSy^@fQKnaroI~t+CGGC0P@3EmKOh71N2+$1B_5mQ!=WKuSNrbZaKJWVw!kiziz zw}Dzc+ScLyhM6aBl*$#IqfyMCyRH#g%?8uAHqXG@%2W4@7Jtq_*VLd(WN(tt-Uh() z+#i{t08P$qp7YMb3PA|ryTRD=%m5eH43N4n2%HirSL0nmq z6grAVO1OtGG%>Jj{_d7N+uugc3XS453?`FF#DGo^g&O>{!k@2Q?7zUMqCfYtaczB* z;5G#9C#I1QqMA{e_YhDcPq59LUi>r37N+v%EL1r$F%`6koOx6(LC;+z9l;7wI=gB0 zd+>oKchmvryTBR+<)P>!G6xU+q#ZLS7`66eX!!aD^BCtmn8SH9rgA$AX+M6WOdE~F^R3$4-5MLbZ zWEZ6?Wk*$hhd-P?@f5f$by;P!ovQ$(K{WJ`I2BBv=yePNL6?A+J_K^HTqN%MTHAQZ zmLVxxi8K{{+hux!j@Y^_8VD9onzyiWYV8;i&l&U{U5< z|G0FHkF7Ds+2CwcgNtt<_J)H4u>|I{-!M~ql^dQ1uk$Mab(&VoLjkENx6-~rX4%3R zm-qz|jmAc~pqeyQq&mfIf+;p`XrGzY2uT8RVq0O@8wE?RA9$r~GCg1@OH-9BaW)9G&pYY?;y zWQq*A{ZFG@Y?2xHjJUM#csvf{)6m|>4XINXD*&1(Izbs4t;Gu8mjR1y{yL>h&!mH`xKa)u3}M|{aTw0qn+D75@#TocoUflM2E-=U8>Zy?{4H-jRq zT$P6aGEsWGduNrjRoB=_^gU#1T166hBFJ}dR1N=#R1Gmz3VN^s%iWQm;bAZ%OmIpJ91y70|>qAH8SD62 zDVcd;=zdKu#@w<1?qspE2ww23uX|h1r^8Oa6geC~e=7-Hxj*{e=pbWGGE*d4Ty{Ym zfwU0w3Uj7j^2;i(Hhn()CNQ?p5|VpBqa)PcvqWjOW>ac49d+Wz+j4zonexxVldiX? zBpm%ur-4m@fS2JuEo&O39MLyY zewll{D*WA{H0F9#Iq4|VkAr7`FM`eh_I19WTm+O%0VBKIcb?Wjs*9xf{-7fEFEG7Ywql2(OS{ZXZvHL--z-)X|K$|nx zJZ#Fngjz^75D2Dd!QqbSBEFlVuka~RI)MuEeg*xB{2-GJ3)%4*qaPT*p?{AUS*w~$ zS#jxk_y2wyUgIJ6hFiQDiF7{hXD2QlP&mn>I^W+X72h1(5inJ|>?X41wg1li@;Lj! z7!5dH5uijb?Go9SY3o!9{wedjAUe6mwG`G?tgf(^VUwz)?xqNRY%;?|qE0DRilp}X zMDv2LD6ZOd8K;+<112gM@O-u!A?s&YQ7QTzI=*adO^r-p_{ISQq#?$L^!VRZv*qAx zFhDUVPx}We);P0Jaa-BAgMt>N0?J1VKNl{n+`}7#*a7UYq?uRw^-XOcYG_#<0AvzZ z+t^J3G8F!Ui%&uN{D&5DhY_Uiv3doKtYAzTs2pIR@OGL7KSr?)Oz>c|nvl;paXjc> zr#`nhs;2a=9<`;Sr_4sEowHG}8-gtQRNm1c!sbGllpe2Jw9gjTau%X7M-TSLNe8QJ z8UN5-)ot}|55+^0-e|nlkWm~&?wLviZSc0e43&_P3t?~~Qq4~H$ST=yRiLumZEoMe zZbO34zVR%jQw40-bJ5e|9B4;b9Vz^Z46yfy9zzl#2*=0(lp|$WGR0Vo0lypxmz7U{ zi1Uzh?tw{@QaJ;pGH;w5K=C&5bP<1wVr#0ay?v6Pn)NH^VGNiA)N|SS?IF2<;j$$Q zkbOIC5be-T6hML&NaCk9VFUj04Xe&B6eaJiNL7F|b}~=TFR`NbLcjxs+mV^)4^vV< zYAMA%Pe?xiYe%}?AzjIJQuc_>=;%!}bZoqwL+TC`|B#t3< zwma>4fEVx_HCr4q8p)@6A!LISgC)y(m*~n z-JC9O`YKYHsGucGy<6=+4uiQXOQ}0Pl&Z#&B^8^?x{Bd2>QEJ|s{HC>1X4zR*D^|8 z4pcP=M8+MC;|sDW@r;PEW6n^je=+WNlrN?N=LGW?2GLSZ`&zF4XDT*Uj-mY0EIe?Q za6u==pg)PF7v)ubTP#O%pN~lctq8dlEnIHT#8hzR4CX_O~T75qMT$9_-LW( zu=#*yj<~NqA9|yPnXR(b$Rf~>FH``*q9A!QqXNeMVE=nrMbY3p(0)961Qnk&wt0^m zgsmO~rJIn~oZOx-l&cf9I_^e5u7NTUuR@BUa*bYcOyn^NYrfEb+hTt3T1^x^W`rg& z-G+9zF#aE>=Q9o*D=*vt`m4_@?$;ZIl{sfH@!2JXuD*Wb&B6qo2i1bg*^H$5)#}Cv zJ#%si*`3-mas0U3bl8M}!Cr8bp$hi&)pE3C)SDpQS7{6Q5o(Ak>_36oNo?u$)sV{9 zZocWTEmfk2xv`U~!3mkoU$%&PtkFtvIG13BK5LSk)2G?T2TgfU(&6c@;5gUSHf{RT z^y+lH4nvy=`kSoucRT9u)j0YrhT;aW!yzz<e*crZ8#*s9F#!R3w9xRjYNt3$WCSfclI4~k+xiijD_XT0lKxo@E zab+}B4OSmTpmt&Z{uspHR4iZIlb0!tp<+GY#`9bZD)cGM&0PM?XxoU|KP#GqHAYTV zs`x+%1xy!q1femOWyTz`vRCg&*lH&#h%vPy8ZB5KFX(q*+BlUmlPES0z;2jvRRexE zl~AWEcd>2(X&~Li@%|hasBkiD=8Py{1DOyDb7POqc$L2OIJRx$by;;SlX+U~q6o9_ zYN&gueI@?POv{t$R3a8K4Y_7(`qUGSP^=+j`GPLNZA4j*9hMAq^>bTLAX!?AC>L#0 z2%*=!*zdL4_D_&dAzqfCy9Kk2y9mCE^%HKZzbuHOdr*YLAAe=WV*lJ|2bRNzp@Cxh zsdB%Th}FwaVSvp=y)zR+Xd*Xn@GZktbt?_%%o$8O&L)9EGMR?WxiIPf%-?BnxrH{k z&aL%Xh~$1OquSN!99WGSGb~3SB=i=iVImMk zz1p$mKQb=3GM50##-_IVHt(uRhkfN=bOICOR<5dLQ_>PN5CP$`0ibI%(<|q_q|31L z9r6(@jRRsRz6~u9vc{KKEU(Ui+<9i<*_$Va(tks=6v^Q+i79(Ob~niqMdJVf0J&dU c+W-Onn+a delta 1471 zcmV;w1wi_wksU~Xw1p!!pxQ{d;~aNf?b)qD!H`c$Ji+Ye4QnrE zbX-L7;}Ar?OV!G+1<=b(j+=Pqhh-}RGH#>)riT_lRbdRRT%j9-6gA|&?`?33!xtAt z?PLd!8HpY6(YM7s^&_#(5AF=u0peM5_lMn1oKyvvHQ>6#(maJcv^7AhXRfM(WX)F0a zfGxn00eCbwTUiGoTkI{EDIxTK3S*6@%!hTk5x#lIv+Q@(p!pN)Tx9hx+nCNy^8VE^ zTsv?eEDiRg_+y|gkLAf;T7{IPhc(J%>SD0piX|xZUQm{IZ*RdBmY^~Guq2hSptx$w zvV8xvch#U{>xv;N4+Z4vb1$106(@(7E^i!#D)vJW+CUpDAlOD#pr$WFp%NhkF%eIKm>p?)X&>3U3 zG3r?1w!T>&Od&=C_0R)(g+K|6$7@wyV46Xn z%pInl$`WG{uZ1Bb=84d@;v?>8qvt*ogLr=GL4>G)?t`gAU`9)U(@tr9ZWxOrpt}~r zck}c4Tlw2-GIX05+j)QiO`Fart2R2BTpee?z+~8lsKrBTcM!mTiSw(JbBrxEF)0hn z?%ZMBur36_tXr-8EUI4XwtK3d6!MU;w-c1nitMq*@3>?R7!R2x#_&~@mBos&pPTqlE8NBy285o)l69hu*Ds$nI^l*ibY0o|*YXKZCBGDRM zdqna;=|LauXPo4Jyx*M`YIWU;J*t9<_7OiI;zr%?ZEJ0E-KZm=>}$wi>vj|7ei}gdyf-ecsoE#e=_hHeVEa#Zgzol{+Ji8aQ zo}Qr@K@Aq?W);DdyliyhXCq)B;}Gp2i4&Q#eR^3(t@024oW}kfF>| zXyu{~>p*zDiM%+E#7!a8L8STxcKFir#gb8wEp!wk|K|7)Df<9Db1v^;+Ptz@Cyfmk z`Ixa^*FT?ae<=TT4iaWIshBC^3I6*CDV%MY4BtW)xqZj(()kF3mUU4LMGv)838De? z{i4D*3L;5=d<7B+(kI_n5&mmQEUDq#QB0+1GdX!K(rIO#e z{-7c}ROb|W^t;)@W^7D+WGgn0T}Gn;3UZ{~aM1Tijr}-|_M^JT(rSMnqVEA}=d;lp z2c+_?<}-}c>p80>T;?q*bIzhNqpa0WuN)iqnbwYfeWFa1%nH43IBo3)oahJI!~yQA zhoTRuyaruOG=$bj)Yl?x86aw@3hNuH+hxMhViDyP8xwL*iiZuBaemJ)sW669qN@b& z@+O%)50oLo!-2q8gz>Kgefz`wTGGc0isGQJEe4(6OdIvdM5-sQ4Ca6aj>*-)abymN zQ+OMH<)q#l>EudEkSi3k8De?Kp=B49fTJlm_h^RM@cvp zt9jkgBa8);n}O^KhD>O0HEHO^!A6nai(`#EbAekma`IXJYnr`?{Mb-@u{a+aI~A{8 zW#d^8Dc&}N(S|uqe7jYO2pK+wL#7`Wxk+{|T48rTfz+}IahaKi*+`rK007*aGrs@< Z;|sYj001qFK6gGa4T}N*00001Sz6G7#DxF= diff --git a/data/ldScoreExample.rda b/data/ldScoreExample.rda index 3426503e67bf8bd3966eda3663c4fa1a4d92b5b2..cb06d07a8cbb4b7d631b0e9f926a5eb7ec9f2ebd 100644 GIT binary patch literal 552056 zcmV(%K;pmsH+ooF0004LBHlIv03iV!0000G&sfai-Nx_#T>vQ&2UKVgRpfklJ z?$kMYTNN2WFvDQa3Knb9m$qXf;ze8A_KwDEhvqD1CIqWbZ5#qcNFz zMMh?*u9~{frs_Y_>eT8ev_Rg9cRnqz$b76Va>nnn-y{|e(}lq(PvP5g6}QiK6td$) z+m|U#6T+vwjTbeW$Gen$6%F66abTlnVG7l#z`eSWOYP{SCgMR_nV6P~v&^)@dVo?V z?=B~RCK;p}ePWU#H>cT*Zs~Hx!`$sIFCrs9i;4%E2rJ}q@mSfyQ>&6^_Tme1cH|zH z^f8nbZb%xQ;reo^NM!9Wz+9z&>~ImT3}^u59PNHS{LTWqRAA;`Y;d#Eijuq>!lhog zmJpdp5+h#i!kb9gn)BfMHO*8$KB@v@=lT)SoDO|C!m)AF{ygZ03#Fm4nDvwy^U&x( zVO8McgtvE1vv59%?-8>(K$1wI_NJ=LcU=e*43F}1`G?D9@tK9qh!auH7^#&9O1Qf+ zk)Yl&E@0orzdTC!{FUPdxV1ue(2CC`!P%LU6<~86)Xo%ha2ld`O4XCnXm`8+8e|NB z0Ns3IcD;R?Ri4jJCv<+^(cGsVDyAWl9+MDU3y6ipub$Or)g->5l^pRudQso{}G38}r<9kWNWIxY9v+AbDk z6@Su-CSC2R160~VhqM9-8!x^iyevaGFH`4{Lo5|4?+|E#NfGvs{tBtYH_%!AARiUs z;hyM)mkYpS%d8XcN;(-k%jcAZ7h1s>d@)oiJH zqu!mq+pNUjlJy%1YxU`@hxAZmp^|tm!YguD_16`QD{8T;bh!t4X6qTyvVc34C&@L; zZseQUMVMHG2#m76Go{&BfZ1BCV-6J&=eXBVQ=vzw@nqx`n#rasZFjc>A7c{)cnWcj zTRYdH;aP}yLiWh?2m7mSFb&hxtC6Y8Y3DJVtTWCo;9fWojA0SLCi(??`K!-op5Y?zpEzs(I-Vp+&Z?YWjRguNyqozSnXiIi zDrVAjcnI~L)L*M=j?HQ3|J+it1sT&eGkL;^9*&Ss-{|mY9`&)F!4N=Px9Fw(Mp$Hh zP-ED5ufiO^g6~rD10_(E*w^=$Ke7_usiRz2SO#y%oNk&-P_=AF3c1a(eu#?y)Ak{2 z17{i)J5$NLUedq=rl#4w#-ORXhSc*Gy8uZh_W&*20>}*!&KX?@>p@BpQyVidlsp15{+pHRN?c&E?3JCX(!F} zBUiW1e`aUQMkKYCrk3v{tZ~K2$Vg(OK$_3FeAnp=8wNpT%yFNGd_m;#K}V_4XK^Y-uK$8mo$tH?UbuqI zpxPF-ywHDlYxZ%}(Tr^_sY$FY|W8HD3O3Z}`T=7V4s79`Dt?9rRph9=ImfvcVM}r^m+sWH_ zRJxak>gf-|{rY@!kDvs@JrK}$3~MA{sQSFR+va0iDphZLO}jwai#1Sb4!ZDMfT5qk zREmrV9vpHkZlAxW;T*M1xHu&3x(qh=DI~?r!piny%?;eZ;M_g%%lRcCZ(5 zt$3*tOD1&#k59MppwI`Raq3gHmA#+wULB5cyXlRcP58JTy$@@OF_NBPiT7)U7h_bz zIqRRjSu*cu?TL?QJRsx4;AcERr7xZ2XjQ!{t?kQq{)Vo&i8}Of;Czyx4?ZqwNX)w_ z!0$03d5lY_Jmt%S14H+8o<^;OI7@-D=|oA@(E>bQz_d35>rdEEHx^vGtUKu;K(fPk z(RvWqoVN##*Q5E5>}b2P7ej>4(M9cR+tOrpJq{o+I#hlWiu@soW;My##yY zllFcp*#=80vJm*A(NXbok$JMlytauXcV~bKK7^lO(yj4IGNN`8<#>|pd_d9FOd+m@ zp?b)h;O8jkE=(`5$G)#)d`-@^tL=-&SNx!Cyz8`5g`k0c75SMnr=fMD3lHxu+a+XF z=9r)(AZpT%h2-D)!%D8uGcRg~0MdOWTve8QsO9e5!Y;IGkyP{zayXOw68!47)4O{s z&Q&V!N$!Z+%w=i5%H(xNIpA?s>#>M<@xjIA~pQy+Z_Sv*+7!E?*`~ z^*_dksRF$8*{M{xnMKJ|UZ=HZ7~wRiUy;#PtI4dA zZKUP|;budkfAtO_h+p_sA44s5d*f)%W{CjtL8&Tl`w3M&&NkgrC5Y?Q5)jvoUO!Bi z&+5VvCm$Ebx0;ec`Or`w(Crfz{Q;8Tgh2T)m&u>I0XG`abeHBjT6|tPiL_<{<~PBd zc^lHj7=~8r+bM+m;vsLa2Mj_zrP z;!b%RZ2K00EwEJ?&aMsBEt3RU3O%wOfc(ZF!EHxkK=%_9>i^Jz7BPIOK^;mL`~uan zLrSs!rkV(Vog=)z>nQ~azB+>zKU3n;dM9(pTnkU-a%NpXqNE&Z)P%NS^U!9u#kR{* z8 z)0vmFeUXR(AT_XssdH4MD$B<;^Q!`?QUwy)XuQ2kOPBKR_O25ELzIi=!JZ0aEi}I% zQqhqvaJMpVlgDgYr&rYWDw()j`$#suImHtk1!md3j0ktf9@cvR9f+ zv*YvtvttlNAQTU#>1&FC=fH`K17J8%^2T380maZk}_eh~b7 z(;Ok#OH82lgOaq#gt-{Kr|AM+$wlYWS=48Ffb{d)!I7_1Y`mTz~V zuD25D#c*@iXZ!MOp3f!Vkb9$6TP3GR6Z}SUS>YG@|-E{>!BC>@p)ax64_E zUG1^|xZyKvSji87LXkitNJb3)Si+N$$wH|=l|uS=3}D*=yJwoq$19K1z%XfP&n)`L zMLbEI4^LpwUTb-fT_79ma}+6yBWEc5-=Y>UC8ZdyrzYNx^I^3wMaoV>@?^1%wdnr= z8FU_OJAH7avE}%<*Mgl?^rxI$JYsn!!(IXRM)*6)45b}Kini4<^I+26l5{EpOa4}(D^#*JCx2f&NI9#Ycelze zv|c*XuC<^8o^Fo5?y=)6$nExdjf!=dz&QzLgU1=r5+^iw=gMWV(I`tMu;>`!>s7YV zDp)@&W%lObjVQC3?-S{B_Cj?g$Y;Ve7F=g5o~I8T4$=IF<}*?>adHnON1Bhiy>&~g z?9TS}pcMValX(hlY%`dEthkq}!nrRM_@i*;8J5tvg}poVnU5VbYXwYPIZ*~(ju_%C zUv(*wkqZzrbI28E3IEYh@7C`2@}zka5GWWfoM=oom|*=Ou)% zoNF`+ALPOlSW(TVpn*~(y9JALh=tmaPvw_T$q4R&CHKQe4V$gRd%VE74&y&D%teh} zNf7Q$5$s~!OKNPiQv7d`R%bjN8zHdH)hOKlyFMA+a;jnB?%Xj2WtTN*LU51KgoTPd-PF6oK!$S zOBT0ed=FRj)FIKPiAU$)+PO4`O7LXkrV_s4=qXhMxWD8ae-=*=w8FDb_S9ATYn}vIHWvD?`!5gvH7(RG1BkDX&s;hF4cpH7mtl2nJ z6h8OKm-oBAl)|2Fxyqf?ZH> z`W!3lU>!w|&AG^x_0Tf$io+N+CjgHe=`e*GzA<4^5Xg)sgo<`ANj+mXMwz7HlY-f5 zd%5mS^HBmluHY@5aVdUS2WS**=HPbaVRWN@i?ZjyfE6@cgL$)S;yM7L863b({k5e$ zl+83u+X^KJs$SMmNo@+o~Abyoy3i&*lSE`DHd|)?GLG-IZy_>z}B`T0q zX0oD8(4y$HjQ(#B{86 z7MPOm2+(eTH9jJZdp-cHW5!m!g!+l)Ii8PpFGZ*4uC4R}Wb5{k4QPTlPW3L@k&1gw zOTPL3Ih{*E&9dQD1eu_Y@8Dx(z5~@Gc#3dT-JIO6TQf`Q`V42(_N|TbImM+Ch^2=0 z!Z@FOKTnXaq-I1=-Ael`=dRzjCS)B1$WzzPFt)2Vyx;(pzJpD5!GQL}m*Y;FM`Cg% z;=bUzJ8+=~s~M8ci5>XwMkd5DCzM(? zkQ`?=VUpz&q{|-ppyXcX@qci5^OKqV8p+PHeFw031P)iHwg21wIT7~JNzWI#O6mEs z^GsbXm3N3GN%V(5i1_-TW0^d%uO|O}Pmg;J@R#M6_*|H}ojyUw&if0lsIpr);&|hF z3#HbEmAoSa;db=qC?=Eac;f?*<5!ba*b2JMi1N3fx@^6Ayc=}j-rq`4gNu8zr=>1b zjor)Gkmw5So~a4`Q{>kt$}!f<>Wo-y2*lh)E9hR|izck;ZHuqg@x>ojT9t3F#e+P- z511YHhO2x|UvFNiO4+v&{}1+*)|uV_^gM##ZVDvHRqClpV2qp((uqNbH4W{e}jZ|U=_-dUozLtXz4T;sKMUzsqh9t zA+Z2y;w$a{lCYA-!#nYdUSXL48K5}L4l9r-bhhfIFEKCFN;jn#3HT9QMPH72Xs4D=g)bt=;r91Ej7@IWOhqBDCz<$|_2S@EPlXQvQ+^x(2wg|^?OBoVFIIF$oTTJ`9vRdL&-wEbUMoM_mp zLFE{x_E>}o>x72f(-G4SKQh$)IE)W4-Y4UFSTYbT`WA!`>!w@9Z?7d5idOV9IROrB z+|%zhPpRF;6mc1SWm*I*QtlS-Orf6_HMYO1Ew#i!dW(c*jdia^9XB8E$QJnEv}${g zBr2eTPrejf5G?r*RVN|u zBKoNm9w;kZK%wnwUosY0dX}h+&ArI?f$`{sGd{i}8%){$=bUoj{&$=#0_4>1iDtzW z#yp=41Sa95Oke4`AxCQ9tTyWxxbMuRmGl3pl0?3k?&m#Y5%tG1dnv3)5+V~Pg8G+Z z<8hPHP)Cnp0Zv<7x>guSJ%B*Jx8mu^L(ipR?kW{D7`>B*sJu9!g+R%HV7EsK;D7!L?7 z3G`c<{Me9pz)#Z8MamgcWkNl~zdaJY2g|&5)(s15TU{s+={s}ATVIoN%D`~n$0Xr* zME{nTFv17Bn52fy$ozV?yo!f5w~&X`(2U)?u90+Z@EG; zD<8g^)j2%?4e(XbhhaSlW7!!8KY-~kIyD$V5UST3OF?X|3X81WI^cY^CSC>qU73TPQc z`s*JvKxQSiA&s0z{LD_T9%^Wnl2DbSxwz*VI^gu(m}lH@>~4spF-k{?BJ*>+9oh~+ z!>_@=4Q;_G(@l@ncu4s}dco{D<6v;UA!8h$gL%}P6yPQIFpHGo?$1rFtxXDQ$NG!P zq}vZFO-!yPriQMWW^3z$lz6((7$`VTEkT0!c{ax+jtG6;jwMe}2}=O<=gw|LGY zPADI4%*idpz&6u)=pzqB{GQJVSrmVgDT;DCwV%-O-8RKG@EZ)NrR)FJG`O?d~#vfmGCk z>+d}v=3$zhyOVYQLZR2Ebr|+GeXym@1jX4A`SrBv!Hdv_SK=DiydgvnugX;X#k+FN z7=?YhS|5?M&nf=EaP;gcJ*fE7Vvq+~qHr+u_r(zgvmec19 z)hCM;!zf9Q3XFBc{O%pHkZLSXIJtq`cxT^duarAN0DTU#E`oEsE*c0HvPl~c zl^;kr^p(VHX|(7xW>(l*lUsSoKY~98y_XN)I;}&|U(~S2x$k$Ls+p#BA+D|r-8YSd zvTe;XVs8>8)FtLU3yTMlcjN9ih$Uk?PSE%Y=4#$@19eAEFdYE~$#O~cU(M<#4mN?1 zCAHGk-3>Ky!;xbuL!6`1Bcetco7O#NM$UyQB%tyT#fhBES2V=pD6cl1V}xy5mUz5g zOy2ByaIY6+MDn%mY3Wpkw9N5sEmO}a0k7M{*4M_p&H{iz(+==`SOaRF@-?s1!acX2 z5@id=DCUKbxv6P)gxFM-K9v9lQa+(po5`B;sfz$)0 z!p+lMuLqs6Xyq~RA6zq>!`FV#4@r9WXN9W|$Qv0tcljZ6UWn9qU@d)Yr3phCOv&{d zQcY{q(t=JsenioX-Aj0K zx8$Uq(By7^3A;sSoX_M@iv;S*~+dC|cu$=(}Ti6{7&g|8hIf+|#BJ^zF0!||XpHI-T zxvs(zc(_xF#h{qMCFW4ly#M6p^p@tJ(6-()uiWYG2Ves1Bj6L6bjlE%vJ zhrJ)LSYLYx-)7Olk7Ew|fq=&kI`-2gqxb{+b#TDh8JMqAB6n=$*7CLPQz>B}lgNka z(-+tq?8dHwZ&IMMCni$|U?NulqGOngYc|t@cp14>G*bDxkZv2wLzUGA{$cG`GhFGW zoe>Uif|*WR9om+Uuax297W!AIVqZ0qjBZqglr}-`{NYy1ouaH&I9%Q1&AGx_tyA5I zitM~Q+GEe?yugQ23rL0^bNKKM(O+HQc{j-wQJy!R;rBLu+XYfae+CfY-f!oV6e>ga z`sPOlRb(Z=`|d4R^u?YkbP}^Qg zokDBMW_N2jeAwk+voO%Y#bA9|-a_wayE?4P>qabY40b1t$F09|)9I2D{SER74jLY#VHrXYxej(Wen%K-dBqo86kB zflXvoaPCrIYcQ!d7iFA98RU0p#K5=lm|XEtb_dW1n+`WB0Td)J0_=tBVMt1ZUh{S5 zoE^2upX;BZN=_YE_ljmft{q}?1=e%(L)eLVGI5V2Gg|Kteq1bQeN*3-dIO&( zv~uzkySBlUKyWvG%4fh9xfK{1A0`WgOrPm4&3e99`_)pR&Hw4CK5N_qELwJX3kw}! z$+06nBLS<@3`O>wX4=&5Uq={{zFftV`zj%h1)d)q!Fzt%Z?^;bFF~q-gBM4!HV`!~_R7_1H^_z4af3^hc9K%CUcaV@h%wfx zDX)WuM+I0Kg?8(31L0#sOEPc#o+V^}E7ir@g`@}DtOvUbMV5y33Vpf54dl)_Gh_)> zDYU)yRSwhSAy6RBY*J$rE?C$Ik=UVv96DHCu;VSNc(epBP7NlPGd>H~OjApSxbD>Q zn~X&y>6Ty=@pL>J)GOQpp`^QdZh=S^QWzFF0=G& z#?FfBZDcLotPm+q-Q_&;o5LNsph|%eGiXizVm@O;9vv5JY{lILY4GX*j$t0xF6tU- zN~90qmtNQ`W~|of%H+@wKh3Qz-xSwqJTwhX2D&noRPHhbU6DRF_CMF84L3Hrzs@1B z;=4?jVO|V65-N2jGfL=*3ra;K05O=cFKPge?s2c8=gQo+$BAEZ@eZ&EkoJ&^JCr&h z+}R?PFBoWw1Z6ks`pPNEC<#}bc0I$>0!`f+RCk}g1vvHHt(AMVl+Ds!wa^UR7k$%A z{_xRKcG(Du@gXRVv5fEV&`%3o%7+55n1X^H>lPssS9&VVGz99$J@vLFYpE_=16Ti4 zs1~+b&xEd@9XICgoSq_=7E5 zd6+XsOsXuN`CHqQD#>rhRDDDk_~H*THoEHk;C_N4sB$2f!D ztB5@UzRhFxRZLGc?k#WDyCY}nt}bB1#q=yi36sbI0FIDck?RLXb@1xWZ3MdmZTk%G zAvn39SE$Ac&kmEEk~z+JUU{%mLQG%iGshw{Y&Xyex@_FNC?VvJX7IaaYAA@UhyA(D za6Lwo*GOW|jdaV}iNdNGg@%p*1wpZ2V!u2lpGqd2J>Lazg;FfV9=D>_rTl`ov(61R z=ic@+vn55c`I3BX3USJV?3rMh_Fi{>ZL5|#8Yl6ug_51#-fz9dm4Yn%)s4Gmpupgh z^BAYjKz4t9`)CAI+0>!)h1OE&mqR9x#T8Rv9cqHpa9(I{tbU7qf7NVyNm5lY@)_b6 z5U{6-2|CDr@@^PjcC<6AUx3$Us^4ecMMli0Z%e z?rC>u_OhVTIpjvm%ss1Aiu1n0wTg*!gEm=G%{(DC4f8Iu&!fXNp8E?h=XC`oYqh>Z z&crAn{^<53R#`QCk_SxD2%mh&FKcEuD!YKmEwW=bOVFwtRkE3&>?h;FLsO=?TA0=a zAYc?M4B2LjRn;H^RUm}D-PjE6zK_xJh|&4+8OM-PUvq+!vb65)VohyMx1LX9cI%*A zNe~AJ$k6stI{cBxrOToE1+UdxX?PO&KCWN^bCB6xeKToT5e~plHkV?(K`43Rmi|inJMe#ztba zdbTp1^EG|4B8Yb1zTl)Da?av~jf>YO*v}quWodL~_}dy9_YS!5h+dMD_yu5CvtT=} zDDt}(KBQF9kA)44?s{`ZqMgO(HcdumNB|#=`LocHMNd8&G@(KQ?VEDoa`%XGF8J}-eKT8XW^qGZ1#(@4ndbH&Zm>)^aRv7+2*(x{`&__o& z$^&X>53Pel&kGH_(xA&cwg;dD!JhsTkTMFa5_Pm^*f0&(xgu1!?p;e{QT^{hQo)Ww zDo=X2_U}}7S4FLq^HpJOVscVPi^5xp+xi_>5T9!!Bb*6Zx1H&xuUAe3sw6{Q>kfW3 zdI(*fA^YGomfAEA-0fle;>R&KWL#F{Vqt!aq&XVHZ)Q+HRc9*;703tLe*6V_$4D^I z2vHIja&v+Rz(+;cH&Qs%A5Tpm8d{_mTc5H~A;BQcJirlgzrA=4)iAfEi8?}HRe3Hi z(F}H$u6oG~A@V!d?i{wz)2ruaCWnaM5DO+!<`$JVg1h#d*Ihr0=E>RWRiidz$n0|H zB@tDHM!LX)jeX|;g|5)Zr~a=~V!}p(!|GRK9L2!G*0(2xe}fDcy)U{`+G=)KB1aXW z=NYhoQhN6Zyo`7gLJhCHWiUy!;%Zw=Z2-2D@9fHpYd%sTqAfP zZR%q$Ul_B1Uw!=DYpS8&AEP>9<=N1VJA)N*VDv`HLH;VeZuJiYw zbvhb9X!3U*I$d;b?L^4Z`q2XWjz~7OaGnpq)(F-4785O6+k%>)Q~7NiW3G;vbar2x0)j+;*~vRhNIeKPN^ufAn71EqzK!q z#r*pA@MllY;)54jCY&MFE|&YBSb{n50=EUl_6yRmtliy~It=?De)@fPd|)mK2^QfJ zZV=yKLf5cZ>7<)FH&pV4Z3t-$SwgUk44iWg`32$ff!8J_1%fwOVsi$@F7BeHKfFxwY zhFC)~xC%oqm6L_^OrG$zZ>W3uv`pS{7_xOl9)LkwDQtGEL;U-&I5sI!7GLUNe~ZEg zoyW>?Tm)2S#}|sqnyag9C*qj|IgyYKc`Fmth*e=#vS#@Bfh_p-yJfWE)$#@xS?q@N zPutnu-hR^Xp_!;VZxF`Gkr#C86TQ^3W+~s$6|iyp<`N*d>{v*~ZR*fGo$p}FURir) z3h8q&nK?DnwW&UN8RvmSE`w&9dbTV^Lx@Aiteew?l-MlKkI#6_ReT~*Y69Kh zQ(xf0ZI3Qa8`}0jjGn6LyTD>5<-m^Drh^N~DX$eTteGK;u}0lQmD37@YLQ@+=EB7Q zZ7?RI!I;#BR8+VXG!y$2Smb|&Q0yiZUd2uOXEl&`q`J@i+t`MiDfXPq^93m7`f}<_ zAD71hspcvf&y$&`?}vdyjOgyb|D{}}{RS86+Y1*Ws{Rf9wxaO}FG5C}GfmJG8OnL5 z_?9VJ*Of^l7g2jAc){(gEY4H{4SsK3=C}yQ2CCd9Vy5qUNn=k6ftwOevp_`ltmCMP z`X>exs6qqvHD?%4^NGyhT@?La{+^oTA+`@#x)t){({l-dl1KwIoj)auBDs4$ zI!~lKP)lH-4c3Hzd0XQYP=QX!{QM)v49(jT;kr-&6JO%m1~C1kgz=a@-0TdjgDk)k z+|UDCX9ubJUs0lZG5BUF)p&d&(}P%Qjj!Qbv|Rv7)%>nIIKdnib+O1=ihIzpdmM(G&_ z;{sG0%PaeR;^4qTC&iO>J7wrt+J3{b5l6Td9~@57hc%2dLiRp`=&T!ZF-+e`05=?2 zttG%`ty+~x)We?}IvTx4GWgRCH=bOgR=SU7Een28c|!+dXI~Oh5pJA~mNnb~f9;*P;>#V|dl~9|**K`g z(h_Lg^X49wcH?1&7J=I zjJ!ft!EjR>S>&s~ERpiNUa2O2eGMygC9#KQX?O}YR84nHn4SSV26GuoBT@aWSFwp= zN32EBb-gDbA0Zbdb@PN1VxxQ7BOSgXk(GIseO?BIK{I~^@N1YulnoHl2CmU0SpcUq zwG&kXZ20>{-WVbHcaJ7;+jQNDfh>n~0KvSwN~Jw0ftOei3wJ#%O~WA#faQJ6*~s#U zo`gN*s6W)fIW~qH;Oevy>^qFxa+a!|_~qIHm8Uf@=rdTCO-8pCT{{maFAxb}rR__H zK0-_$XjHy3e>QB*sUF9BU6nKPi^&oSHpb;(ay|b-oTZ{=-hp4K5O&SwNqeH#+ z_rT2ss8aJtXebUwms{~AQLe_&rAxLfmpESv81fTfSO=9U13u*{B1Qj5yo^8#udPo(vq#q}9IQn9@E}5aA&U~rznmoQ(ZeQBdMFPnc*Dj+ ziEFDow^P@w0w&)G8D8`pbm`|xMr)*<-^VdXmpIT(AZ*y!p2pY)<`1f^O)P2)G;#B5=ZxO z#9}1i+T$;^Enomom-X|oMHK5tsLaF;c(c*JHX{BO%O2H4eB8&{xaq?^cSKgSEi8Y} zJG>q#3nZI)K87AUvDPSN;yVv^(TsfkOHccV>$x{A)(R+0S!n#SN{OmOa5nG$4F_t7 zW0Vf?WZtFD$sQ!1e}=4)3RU|a>$Y1%+<{y0fpgB8q(`#Pmc#K-T8 zq5;te8!NcTwXE_aO>`?W4O1?mDruM)|AQx-q9>ZBZq&i2vVXaX8?_{hU3Fz@jteJ+ zLJpHUOI<3f;wv;PdNlKA^q9pHo67CZKUMf?GuYhS?e_CTd`O&o74AX7Xxjopw4UdA zw`RFCA2H6U#dka5!M-oy22cGMdpebw)wJN&*uhkYGM>~??j2fT&@Z|N#7cqddUN|P z(E!uE&W(FwH$F64K2!^#G*ppxU_IAspj|Ul_kQ)#vqk?%Z&>doJH{}sb)JUzSRWRc zm@R|&5bYS}HbQu1Dw3lM=-jCy3qcQCp?K^xZjPeUj2`dX3 ztb-DnPsmtG{Y~fW?#mmcG~-77N@KaZTq?Wr^DKf*6RrYerpG5j%NQ2@);YE)j2-C& zNZS#;pPdSGUjm0WEoPZvGP{=O@CY%JtTcgrm3xy$_`ky#gY)nsnp zW8Olv5q1kIJf0Rwkw1qfOj^7OfUoY7sQ$dwx8kW_!X}o^wYJ+mG(5zW)_;3kIi$qG z>hRh)cL?0olQKngy6N$6PLYaN7a%+ylIOAe(D7F8c)_kQcs;jK!aD&-NM}b4-<4p0 zUIG$qzFG&|@_8rUr;6cDMlv%GL?|%C>@`5QqtYKoh{yeiR=$nF^Z|BZjZ85G9Cgw& z^HL=0sr~>CnwXTvYruke(9uZ>Ank_8))N_|2l!MfYyGG;G*+5H{fb7hd256q)+n&t zq|N$k4j`}1r&m8nKgu?gFuJLwulMD)*Iu&ksvY~w_{4sz;oCG!Ok$Z1ApwqX@~V`O z4z9}Bfyih%{)(rz9?RcWn!oQ6D1^FOM(__VRffS#bctd9Pwvt~AA1mY*+2N<*t04= z6kj}686fn6n4X*pNu_n9m}O(WWEbE}ur$A~o0VmU4v&(|HVz-D4cPBvZQ~buL6bFL zWd-+cjYQIS2hI5ehDZaO09>z5intQQwzkcEA|wN)c|LTHI!KnFh2JljWV=f^UI{CN zQIX@L^67_25(7?Ru247E$=fxInlKkMiju$KHr32Z^y71~tvo=lSpM9g24`|Wh^U;3 zxi(?x%&t(4TX_lQC+XsPm2%0IZuqLqXfJ?jB2vM!{QQZ|L=an`PRuOBaq7z4Gv}Zi(8W5 zCHE1$!AC4!LMb@!j1brd`6rD2&b2zogo_{zr)7Mtiv`-Nr8W(X`d+@DuY%++Njd`$ z!5ehe@Kt6UK}*3TiLzZgfiHy=u7;ae9;v-^Bv6t)`tg40#OkEGZ@UCO&$ON0z!;RG z3va2Xtd$_d%~T7j)d(qG^|d1l8CQN3P<{}4zCM;y>}h2b;$>J~ntI}{Ml4QZgAf&F zwO$TjZ4t(`Hb9h)7&kgZ4dZpyJLL+fbiIn>@fACy2@-=osY%Z2-B)%8fL+}s|vk8Sz>(2n-+e5Q)3Ozf{C(ssc0=;}c^ z0Bo3O$M~{H!269L<*SGRBL5==*TlkorwW7&jZDrm?gl)JX}Uo&;`!dCYEn<7sz?-O zFFX&wZ4yVHD#C=H{g`%;Mo^dQ=n6pZYE+zLDDOwIG}yk$sX0#Gx={zmqoLOddFrk4 zGVe=oN{HzVi@vSN%F|890k2%QMMh}$?sXSnJtew%KQB8~IcasHX5W}-p8+#{0=#$> zEHHr{bW%4%2GdSL<4X>(@IbPvQ;qN-9%MG71DNQpCbDKeb#s7`ETJ7!k!>M;XYP3 zVI`JJViJLVqf zgFW24vv&YJj7qTX-p_3HAWVbk)Sj(zI3E?l;ZVR-O+C6whlfJLKkJ+_Agi=0b3EZj z$Ri;cJKD&h0as9Mni*=*U?C*~lvFqMpAE~f=@$KPUg+iw#`RQ!dkVQ1p{E(`HxaoK z$XD}62XJ_^(Cu~?d6M}>m#x~Orl~AWe$jSvhXtu1k)NsE&}kM}T@=wpPj|m%MPnra z7nvD~q577dt8TXqYn~Y7F)24B{7E%cuFy2GWl5j-&wYU1;fdz8X^NKw<+xLvC!%S) zYvEQH!`Z&P12sAL?A9s9sdv>{kym#bZ=kU5}vnZqLR?jMlIjy-sNf)bP@ToS+0)1Tc3xeQ|SH{|IYx0_Uc$(&2TkUH4IbvUZ+)oQ3$Uraj5E3~^ z8eDKjQWuJsO4{neYpIKolSL6Zl@jfjD~1OIZuj8mx&BIPH0F$LG=5~2C?gsHf zjr>bJ5;(+78bf2Rv?;U`=1gGjZ)QHpE3M4750LqcKNIHo!4mCA8)hZ~%6ymarSaIJ zASg2nq0j6FyZ}Zh%sV)QSz8#j{+}YD@qI}-J$7$||q7HRpxgpt*3h^!&206Ee4%iq%`tMlMO zNSe43lOltW+??{=Q{<+zRqStO?iG6x05iP2r6w0c&1(?Rrej+up_K@DPx`+fj$Zsz z?tXq;Q1b55A;U#HU8wQ||G1X%KXH)?ZAW4uN^ z_c?2RylN#Hvnss~P`q=bKTR~=sco$&p04)BVI72a@V?4Hw{1b7*ep?(%UoHCsT}9$ zVA;tsa{Z*{1=&9&$(|Z0*8&2*enn_qGu9utC7*A6gg#x+4y#>~n!qTX$KP7^piUdf=`XDPQ98U@)f{MTrcDpE^c^=}HSIA~$){V_QKpy5ql^XjW9ZxM1} z(%ekz@$Ci)Q#4HE&%vEJcU})}`%lU%rZ-L_lJ7PG0!}as)aq3*?iyqCk?!Wald!`4 z3GbJw*)|w><#O6MQ~L?hxdHy9Ziz%kH3Wg4JaAkH=oS29{eMd!{S)Z4?2)!_*FS)@ zx(%b>dCmojQn3KUuc!0xv6FOs)&3{+Y;e9a*jh)Xi-&g+P=|VY26Ig2IDCiB>dOyW zD@Dl5;)MRNNOOx>@E(mo&b0-7ps6TYE&ahw!N?qhkRhQJV%yH(hfQR$m#n?X3-70I z=67uhv90VIMCD`%sAZf7+v$cL$IOK2I{Ph*hmE0Kkch@`fA!B~$!`n-EWiXL(V)3& zwy+Xq{BoU%xDrHoS^pL<($eb*&2B>g;b$qY+milta)j+xH}~G4OVvu$dUIM{MYpVW za~y$Qgrodym^iHAlF_9j&8X7Y17iIsj2jSDd_@<>aI50+_l%L;@O=;1G@m#Y8`fza z%b0iWAdh5&gDptfTVW%*;s&rva&vQLvdG$H4V#hkN(faq3gR+z05L$$zp-|!7?GjL zP3<$CRjy!mQ4DI{q%A5;_T}yI6%I(|?OdZ5H^y?1q1mF4*3!18xx|{|<^6VJ4`on@ zmb%Fj?tmCpWI|xB2d;?I@kamFYP-xVdqVM#%Y0<-<)L^^_TDGjpC|JZlzn_pqbM&7 zHEW=FyWECUCKGydETV2xp#YZU#fW;WW##=*Re5R4L5qV9Q?0aNLXjpd@=~$&(xYP- zdQDXqF~sbQ%W$+e$R0A#6T2G3>BM^1w`yY8U{z^A09fb<+XcU9lQ!~xr#YoS%o%9_ zlo^ND7Y$=6vYL>{xHuhNA+Tst_UD z3%tZ>i>Y)gRK``u@aBM}UtWo^Pahn;M^V&pZezgY z^=nAb0Hz)EK`D|PKhiIJ;&i_M3Ku`(Nc3(KhwNZM7=}#`x@XGXBBJ3zks6DT39_)G zs$2j>PNuQ3MyDv=%HA-|ZbQ()ahHi|yt?H_AF@x3d=r->d0jb5ka2%WhptC}- z42NAKD5E-cLq9@Fd;M%6b~VM1qiyrv)slj2M@*FsO!9V3B0o&p1^Ba&3LJfK(Am=k z^$9v9jrdf*<>Lz42jU-2&(r_pZ=JficZokhi!wR4{IPFms0$2;@AA|JJ9Vu#s>PUIUB>3u zCNA*Z;6r2(fu=bQT-Om|H6U$9Y)!!_zLm0YbsNSw$bCGrpLO_R+L3=nfVJL6IYJCO z?%z@=tc&xscI0{HKFgorFs0x7)bzq%^aP@=+=W8zbN~N00@oO1yPF%B>-$w`0e7rI zSI65eV_w{1K#O~hRVAje83qPh+wV^LsRH8JC@q+xGpQs?OCsVv&Xkw!+$m=!O1F3E z;lf~O*x1lPQ3wPNB_lEL`Mzdq$T1Y|5=3|X%16C_Wc!P8N9h4RwDTsyX#)ly;IXZX zX6U1IogGBJ20!6p8UDxg1(Spuj#5zoTUx}}p4miiF|UW=V%kA)+LJa(|6l`eUz8n} z`Lg#F{v?Hf$H1{!r9H3%M~ntC2v4k|bOF4`OO$(aHA2%Sh`lmFn-}8+MRPX;vejm( z=4N9)nc@PIXYCb6$ax0h<%omN}Nav;(&spLN`f%V@B@eBPCPm)nFxh1u? zy?hz||86EprNX%5-et8iI}@t!-l3@NtGw|U^)Uzd(yhIdJ-)lkmHOu*VZNIT z!n4Ka@sOU-lU=j#*7IMy!Nh<@OT#QiIilh@Cucf90u@bS0!^%F3(u(hSY(yQ%~IfK zWaunB2rWMN2GybPh@SCgs|rO+&OGE`CUn`}C&7v*R)!tc$3y0!LXoHIT;PuTX-h&d zFHrRkqS=S-51tST*$39WKcSGBPp%xnHxIpBd4YU5zlgoQPXAXN$PVhS z&8!BFW)^V9vCb+DJp#J*>R02R>P>bt7K8}1GG;>7JmhwMgkMaSa+tW4=XlY(9#CY( z|62yzOg;+AvFGUd5LXCG7_GQ0B}{jvB5K{hWHaj8{f|h|-JkjGBCBhWbkF{I?+|6E z^ucc=DOiMLPbcQsO>jw)S^?FYtWdmiM=H69sl;@}tEWD)@|R ze;H2N19w4v;WNMw)M<5u?HWqYGr2DH*RaB){Y4E^pI#%SBXmGNoDG-L54J)I zuui>j(5P-0NmiRVcU6A1PTIL_E<3`+@XI*gb#m`f&k^lwrOx8n@DrCusSQ<^LdzDI z9sscD&y+wd4|M=cur65TE+%H?e_7rz_|s}BvAN_SkVb9$y#ifc^o+OfWN+_*;5XOS z)0Wnngx>b@#PlVI8-L9;!gr3svN+6EQBwtmHNNdiCY8yMP4FHsP#hV!PK$S%I;1ml zrK@ULCYtH=cp?9^10o4T?Fw&HzLc_T6P{150vK=VGfT4;chWPSOQYC;()1BQP`oMP z67q(|u&JIa84yJ&31#oG%l(_*P2~lb?D+U2)`Gdd!ymj!SHj8D=9mH;aG9-(gSaCx z zGT>K9@*pYp^XJ}9eBuBK7^ya7rP*;*tjBBj(wI~nDMP@^@V?Qj$c~Gs#NB^0X_Z>G zJAX(225!NekY*boX04WmuiDgfzLvW^W&2PK=n7gmR$NNdU}(v=byNB?D$i35V>>dD z?!L9>@2%X~qskqPuxP2G#z)t1t6zr;ZE?N_v7;msTS>($Py4|cAEq=TxlW9#F%>ve z0>O6=Q)Q2zv!G_f;4MXUC2|Xplie@F-ETP$|E`Z^=;pGb7eOnr3wFTF?b#)7ik8JT zdFh~L3PmR`UcXMcA0}busD68kOs1-ml}f|ib*19xzSofSIRZy5toC1v}f6&kY(AgSBSG3M6+-)mlz4D>y3v>%UWR*c@hfmQl)jJY)iFmcr$CP zpRZubUoGsn6q1UJO58jV^IafhMU+KFy*&qmmEdFN6pwRB0c9i~ROr7zTG&X*Pu}~= zp+4zaQLs9~dlr3O}QZo{~qoZ^>GMUP2F8DWQ2gstqmeW~?3DFLpsJ zliCkhB5it-GYgj6RmsJG;ObbiZX0`dvW&Je(SUe42KbKkRB>UOnn4p^Kua7NK` z1-boFDs~3JlIv)?jLO9D#O@o|bNGZ7Tkc;%ch*It#<2LWjLC9_#$l;|FrHY&Uath4?jtZqxudZ+gG1!{A=Sc1n^9x_^G<|VSN$l`{W z%Q9cbfEZ(wNIA;54x!W`FeC;ZNX;bbNO5O}^5ODQ#m)(|yE**|943j%DU-??XJ1-+ zwSR-fx$XShsd-^}l+F^pj0Sc*lQ%348C|qKObN@Cd;W%?o$iK7C=q@D>2}HxkK8ZJ zo7%CXQsj^FFLRzJlneIO+$7Zr4d3|Lfkv%-hz04btgyt%e%NQ8tuyMp_YNzMdeysF zz-=!;BzXWQ<|RIoZJ1}V#^ghLknB@?(1t2FOnv4K>>|5#&fN!nE;$M5G z>=gM1td9d-v3xoeLeq=0O)^AZlFVHZ$a@cKs6A4?qybTEJtE>ByXXzv3ngMYq*SQr zBiLF7ik~apQpD0MQq5=Z>}lqy0?-{RL#}`aEwDfUSKrIAr^LS%9Zo$MX^y$Jb2Y0= zp;X&PfKYm7-e=E^Nm&(bk!Zqw!dBeVYj>XG<>sFL5+mjH`~gIp>DYCv_phP#oPxgz zViANlYD%qA_2y-q>Dam+YCtt!%B@o8Q{v3f#H`ek6o!ljSer56An_TYAuA^}$0z)|a0eL406S>3ES$_6|uj^PWrao}Kr zOrOMaj1^DkTwKyMFID$!Eiu-|RwlQ8;|s385#7M+H%?yPXwgaluU?aw(KoR+Z8b%TWI=Ok2pMu-{%R;qmIUDtw7(Szizo<1hIui;!^P3-fq*NR<3ED9 ztI-rw&=KOP{x5#8A_Nmtkrzz;_lRDXs6GQQwF5gKPGPd+#144u*%@W{O*Cugxo=qH z|Gf_`_qa1^;Ia2-Eo~Ow#O`DjO>u4T{la(_8qco1Ps_hso{iJ=zm4`V5Q{vD>=34~ z+3VsQW)UNj+y08UPtUvM2_$;3AqQmvOzn~=C;LL-%af$-ET zncWE&r1e|;q<q9IsiQ&4B+UB0< zSy65Q&U%|+%|#xJi)O0<=GQ%11h|J)$3BZCEm-jklZcf`G*{eO1POKw6wePZg-O8{ z7xL4$Jov`MO7S>>SfffU(mrQoj4lAb7lb{JTop3@<{PBa6UIZI8R4ZCdxZece*Ssi#HlDzPR z$w`)Os)j~2^03lDTq)FOzvahj+1g!(y^pOmDf zOQm;H<4a<(^_cBAUi64NqdXupLOcTFiJ2O*Itrh7hj9t-v&HiVSxek*C zjPM)Lv5V8XKRO7W$cAp5AT$@G02>oCI4@KG65JupP}!gU`7kn~=w;3{v~RdE!20$u!e;o6E5OYJaYdTyFPqX(nod&mQ9+a%i_=|??a%YeCDaQwQFTN!tD_ND3#SMx;Dbo>-VvPm=M__IrST^s}lb_|u_Y zmvmNuMB>dDQD2ojlPxt<&^BzQ8if#Kl}V3veyv1caL?RWSihTzyck7Hm z)%Fk5)GC`n`N1-hfvAGWk1;1^CbTR{4H%1dhlrDLcVIjMH#5yp_C1GSh zpe^_>75AUqqPr>thmtaX*mj-ND^^~ZQ0GZWTEBc%8?MNNi(cJWNvF(bz&&V?HWy0= zJ%}Jp)aOB;>~rJQfMyC3pSlvMkaZ$_M?KK<-1~H$N+2JN{EyOK7ySqm+HeO0sLI+~ zqRlq*+_*P*jFeg4LZnwXCx}}ug08AoqCXAzq3NF5u6kFifB9{Y9|f%|jTTIeWgSLk z%3<$k+f?i7;vLR^kC6&9<*F-qZGf61=p`6SvHezQo%D;f+RsuV;1YYX8@Yc+=~4nO zZmkUL&h2+~PhXxNs9bMZ;9$y@ul1q(F~Y+h1wl}^pH3J?t-E|XJ-&C!@4pF7N{3`W zV6M)D8(uUYXc8HX0TMzWvalhY##{Lbj4dX<5Cg>rYOGL-*SE+}VzAnoNS#RrLEPh= z!H*9&Q@5-*^%u!kR1@qbVqTNw=@`D-A{Ddg_RdFotyI@9HDivw; zeTB~ADBY#kRKoRn0UuPOJ-LMfwHmYp0#Uf4neYNco%{FVeYbO)gvuAco0F(5J4zO?cO2m@ax&P)3x$OL`?0}s$FL#yJU3^zHT~+16yrv zX@cMO3zvkLx&|Cjz}uQal5AoH!>*gIn4C%A&V?OoXlYKzL#JTwe3_lBM5vuJ%A#H3 z+k0KHmCEK)_gZt>mN^hQtzmX(2?LQX6cpCDEhv`+czcN&07rPw5z!u!^-2f>tGvW1 z&kD9kCKBM@nvNJ4P$?7ixlS5EYk3Tj24`nSzq&{&v`)#YoQ#VvXJObqg`jF$ZW%p2 zk=gyk#+TewE<8yHo=19}-QPfM4HTmV9qh-7?lMRE)m}XPXA3D&m=xO7iAY+I6;0zV z#^)QueQl4fZg}P9d=SRg9Ajo=@x`mbv&B#8z3wrhrldmJkq37U7U5lZrd=TkbapPh zSLOfntxzH`#bf5T1TeTVX7dtau6{~M=4<(oYEYI-4if{fCmg%Iy*|LyID$zw3HEkz zEmM`xxZ1wl;s=C`P}-H5UD{V91mY>`t*#o(oe$cK2US0{p1qT7Y34S$X;0`A6V)M#< z(uSLIbk#iK4yoWd4`>K6Ca`K}vk;sPR?Cu^?q@SJSFbf2&6GBEt}Ei>=aC(|`ok3* zi|xpuUx{d^wM_2N1WvtPk950_rcs|@#X5!R71Pesd3p{6c3s|O)5veVk6YQ~{ozTF z=<2?GKTNWHG%hveS?Wc)Wy}GHVhSyL(<}S9>P{0rTbZLTh9P!sJccrd>BpdxGCf8+cIS)aBq-G0T$61?Hs&_O!X&J zq~%5}WxbzLXYsO2pSuv@0tosbl{2viQdH9cmBy0I!k?3Ar?2%n(vcXqwvc5nZnO%& z`+uTanfD6VLp>jWj>nW8jFfY>{o)5*n1Rb0R^DD+m!>6K8$m4&@+v?nZh*&DWfSAt zsCS1qgRv)s_JD1wdYQs<$M`x2=rHF4AGJ6bKV!%o^#gUC?RGDEA&RHCMKG8;NnkRDGGX*0IWFO)HcScM3Q|Z2MLwKWk z)LCh;hhdOzCyS>$lW%(13b<4*jnZJ~|4^8p>v<3!5L8X_QFWe8Tg6P^=%7+ca^Gc8Hr*(%uqS9HZJaIxzyNImhJV zPLAIzMQ!AQR=Yp=S(bvpF!*#8GdJb=ZPOo2*V`p*qaiK<2SNA?!f3>0VtbuRqJhJ) zid3Ud_nEk;gt<==3nL!~itDwzX2%p~G-TQna$xuvJMhld*-7N8SA`l>ODO0`=yU`1 z_+U}>cZ{98`p}Cw=4VyJ16V--mC!5Cak=c*H^ae_3r2H{2%1O?I-%Tgha+_4?6K?7 zJAqOxINL^n02v*$*FgeHD$e*M&mYY{QLl3iYZ7J|TDkO4Wl})?sq8V`yI)@FkG|Yd z-*WDB6b%di`I_Wo+ks4b{}+Zj7TGfkzir?Uj>YjVLB>ODxuvqkbe(e`L3kmO(0tf7 znm~UqjKxoGpbWB=SZ&baa7W$Cr=Z!dp%`Ny-og~!XunWK+avtrx6>>(T)Q;DnyKCb zuR~W|Upj4DcSwuV?Q{r4Y{dL`!S4@vrQ6iLfT;`LWY)HX;oXY|u6!V@VbUw0ql(2| ztz7oU2R4E-YBz_#QKTTjvD*n9scxB;;DO+$-qii{g9NV!ZTcaFQPi7A$D|Bn07uw@ z`;>XK+)X<;STNB`g8@*RnFe$XopGu!kjZu}l#VC%f?6j*@Uz*HW{}!q**Rg}1iXNH z-GH72O01){_u)ka4)zQJiYw3@w^V-2bMVgGr zcn}2q7kr9`5r3+>wO7!EYjKJkq)emZtB?Pct877CBX=FBrHFKyNWfCpu5UQjlQfLI zctNb}?_@+;5`LP%r*zFR3tXkBsYSr) zBH5^rrqf+L^qD`RDEO6I11Q!iRu}jp4px!AXfffSj|KQ(;6c=Xe=q>;4Bz0Nxsx=MHp|Wo3*vSmpZUA zdV>qti#1reob9ESTp&`|Fx2M1MGQKQF!WLdYFPr1+X`33FUrNm3WM^+K}T0wbjJSs zMzc>1xDcZEF5A)SwSKqY*njLddvIBK0)pO)jAeKzUb6>p{JN( zF{n`8(`HOhh5?7Xq6A37YceUtP=X7mleSV>0%4X_tRuY3uPRRGBo@fy{1`v*MINHd zayr|b9@npi4@M#o%3@>GPpHjdlV22On6p_0cgx7kTwZ^1RJ$N}=Sc9U5|iWwXru0( z5E*^Jq#FQXJ&&FQA&n$GBb1o&n=tFx3X)5BTlMSUaG zM#8i(Q@~R9%dX>%AWcPMx%_rSA`7e7R11pv#}yj=2ht zpu`$_&gd1fQ(5E?ePLH_=n4m@s`A8D-oyH}4q4Ny1|V-K>!_WUI8y?;&hkZ6Wjj%* zxZu76I8I;SMKDK&bXq*}e&=ek_8#vkZ;d@&>h?Qf@*(vY=H()?l2}I~JDShDbO<%XC~W*mJWGENaMgr7C=YeF5d9RS33c4B0BML-JUPUQ@tg~e86ciJCR zxFXB(FbGQQlIuvd(v6?;$Sy2+;>K#v?kIfa;=x~}pbpLmoqX&P+T+*-47MX}M^yzXRFl6#O<#BozcwO{NfJu-(YJOkZ`X zwAtlDJJ(Nj#^55!nw=^G7Z>mVBSsu>28*jT&1F7)9yB0iGK@1;lOv*SCk z-Jz|Lf>Ew7+qC+3(*1d5aYU2V^H~S&3Vh%GN>Jl$*{SWa+*wQ;{V@u?1hibY?vv%7mY0RJrVlMo<9fiUQ^PQ z8S+x2&2-W=IW0F-Saej3FKRr>@??{Oj|sFW&2bP}C9;MVBTX9zet=?tF0LaEsDZYJ z{nyJhX|fK6v3XfC^R4VMheW1-V2doCaVc#Gm*{)Fw)^t5C1=z&2RmA~+EGR7%^195 zS!=H`_uctf+enBzzuGkSEVhm*(nZN;S)YjEbQZ30&3Jx3r{c_gMxe_OhaUjLDJ4Rr zkv$!cq=999>x{+D$TZ0e+cWbbwqnJ*pah#SHOX|d+E7X!&A_TF>-Pp zhUr_xSA7gJ;H}Q-me?J3 z-hkkHCBH+KCOo_GB&MK06Satq^ENWz$lb`6RKrqDMRX(@q3o#jJCi$uP57^fyX&1K z$L#xz*lM+K0e}Y7OO$=3$zLmd;oRgSYvsxEwoQMwhBGZMl{(ppxYtm57TOL(lc_)d zY9iyq-~y{Xkt+9ySDECWz4&I!D_0-tjwMNmyeL@M@{7GC2-?8T;cvHp2^>wu4$OSnym)~u2f>@PXepuZj=wA)Y?`A@Y2mpS0MHZAfg~y@|KlrV za)oT}_lI{LDR+r?*+?13<^Kt}PB56c&>JOIsj+$&G-)r&`|84{DO^w#0C7As`{#-% zB2dF^2smE=xkv#u3ZG)G#^@8$G=Oj88Na`to8HQO*p;Zz-t!Bo;FxxnR?V4-J@(o+hW(`@7CJA&nNa2s()e#PXh@Lt!P#*j zQg`%hnY-@NGx{3F&GZ1Z+60lAZmgYNsS6Z#BV8C!cdEFbiv zmgkaTTQ4ySoLQSHkZG+R<_&eL=Bqi&rBvxzM>ZudE{u|0%2#v`F9qc+?UYD01!>tw z87UvmNdGB1i2-tOuTpA1WsMXX{2;}Dd<#|$sA^{&jTGeQGF7X?C}`Q3FJqwCp(>`W zh!-H6CS>-SP{vVE`3rjkDHug=Q~z$!^m&vFd-=`As21f)U|qG6WK`L32(BAiQUz16 z>$hk3n`JTvGWwO^K)vI1k&M3yjsxme9$%lVcG-eZmwU@xby_BH(X=H(<_8AjdY5Yy z>X87fG42*VGASF{1pDS4K+t4kRcUnp?X)xA;I%qhmAEGEcky(Ex6z(EEEBkBdGd6L z$7A2P%XCO?MS)Ual!PiTzR1+Ns9j~U^j9B^!{Bz3!SYw4G7K93a1^rCRZX08ak7W(yMD*=8MR)Zi*5Y*N%kRTSi3IMA1{eWkWmVd7L_cKK;+GKy%PcYk zPgfq~K(#s@NJ+Ne#-GwQSvD;e3ja0Qi0aX86V4fj$Lhp~BFuxXV;R~=>#qYeITIL8MGb;ow70^r%3*t=Dg)*CREVY5xLjmkX z0=~zamt;*En7}#ExN6k{_29Bq0*-gv!Y#$wq5rWj^=JqN03`n!UY^6M91-8wSd;*q zyPN~F33qzO?xQ&Piy|~SPu};|9FaWVJ@_cy^XfA?A$az{XFSY~-p))n2r0zwX0r^m zmzVKzH8Ysy*xcEdT~J!aPOtTq!T6+kg%~D{co&XOeB&*uG*5;5rGKBqo>dQ|hr!nO zB(C^jk7GO!UZuHQCy{@>@z!+)JMT2>%B)r=sGv7O?Lk#j_zg;3)pM9>fp)kmOR1NA z@8ggg!#^E$4$eC9@<5=tINcJycPTmwXB9(q90VjQ7X6I!G@MLwAk1((Oo?yVM-xne zW*rp29JRn$Ox|HwI^^x)w`M&?( z>KQjiax;mk4QgKjV58YiAT7Q6yYtJWK_kM`=p;AGY`51$fF<1x8)Jpa#18m^`72BO z`u4CPcp=aM2R)$#T-^L16xJ!dNCK6uDoz@}kmO*3PuEoc-6cwtiM%Jds;Be#DUgbU zDHg_DpFP)EwnKboB@sq27QgXvY2*d(x6RDX`Z!F$q{&|q@h49$V!&qK<4YO{65DPQ1cY#BM^!4C zM{yL;Ui4E(e)$<%gta!9SWrVuO%hjp?l;aJI6RuvV~VOt@J zD=2+^{3^x0s@`=E93|CFU#f}_{w&tyo!$gq;Ixd^ukGi0Jc1j@A90a>ALZ-8>M@0R z>9{GHLbeQX4XM8`^;TVUE$SOT6^lW5Ckzc>yeQz?Ey}hS2s>DSNW80ryNP$qv#CYK zf(cN3t(-GBBh@PNRrv&&VQoTC#vyl7LA2SvNBxQ}6syJS`MVAD%(cDoQ760hRGt$l zffk`4e-n@b{;rNFF*2GQJ(*Qw@ESj^k^P=)J8aMPPNVQ*hw9wdO-PYZ?Qj@1OYxKDolPdJv(pbO0a z%dJn5ZQF+987@-DEW_14+z+^WqGBS_wMHJ{bA59XevDA?mn@MOWhlOK-h#1sW7Efc ze_hgNR=qt1Y47wWOW}M8miYk#0z(7=iN-_WUXr3xDi>0I3oR#wVu8xh zeHS)(!p#xYNsm#VRfgM}Kq=~oGHksr|8y;a&d8R+MEeOnA+ugii^K+gfE#{qto+Xo zU1`rXt!Fb%?Of(0wR59^ce3%UD~@gsL2h5iFt>XQ58dVI6(TZ)YVkvOw374l7$a~P zt_5uKXgaj2P+KydV!mM-rHpK?r@a zd&dJA@Y43fZ3QW=&AlH7elE~-Glk{d={*M!D}&6Lpgcpmx)Oozp85FGK4EIT>8V4= zQ6~SgTx{+zyBWm^;K_`~Y0Drfdp-DR&sSVlVaoj+n#I{fqn}e0YxUw1hFtjS?J}Fx zUu@GVj9gh{G1>*c227?e9o_wdWkx*DZ-5&A=0LpaV9T#j#xkgc3QdM|7j&XQC9kF5D5Xned4bUrwz!xxc0XkpgX9J?xUKX(4`h zllNc0a6zYPTVW={KE1FuQNC4C8MB&ExVfaX2_}o}p~yhdTA-CH zKvn6A!XcxY*z-iBK)b8v9@=uTv$|!}bNJTbhRha@(ym})QGh02va3c(C45%To|v{H))M|B)#+@3yR5wSe?aG3D=D}PexT(ccYkYhWoqUrmx znvodkgq8YIn%QoB;c!wM?f^qSMZ$h?E&%y8-6;H|V?`oDC@n-W%ks=s$QqV|rYPE! z!21|X$xW#f;P0fgm`sca8FTLo;<{_@(BxnBSkEcEJR1wSzs3#ENlpznHAW#I8)4RU zf~ zc*DX<;gipwcl}JotzIQ>E#K)%ezm0UJqY;@n8KrE0TPyjl|Y|l+-&ZjN{cYf4PQ)~ z)V{ImV^H9T5G~TG?O*OzYjcWJv!)=M?!hu6s|cVl(ZT^{=$t>j5^Iz z2M+}MHQ&m_Zd)BtOiL<~9wMG4No!n@)WjHyU{b|9au+A`WAn1Lpt zqJ984f27&uv{_m6yk>pHC=lChYkuf#S{y(r%`ZK3gL`a|UNN2?c~DplwXr0(jx~wQ z`)|L3Mf4S1+K_GTQQTnqXZj}|`9SE=N=;b34l?+f@LXwt@8fk+i<^aYg;NYYT3uPR z*1YxgMSG1?nK!HMD(^+vix6vr9urMm94YSOR`13Mn_L9*j7S@B#(!bqzrlLy#^Okx zxw7OIF3{uFLqi+Uz3rmzo*}{MWKtvYJopa+NhR(8n4dzp2&$k~FX}c$5-U&$u&r)o z*`MF#@fG%qm?L_VbO1{PmnS4mRW<$0{3LI zi?B%vu=&LIv~XprC-Wk20JA*|y8OC25SJGx#`i=1E~%=C9R=uW%=|HL1x_H6N;XQ<bf=q&6=2h&zcS>s+)Ny zgLEeJA`7piZ+qNXK)lUqTw-@)$Am>b!W(_0e2Pz}xFYi{w?LSL#?S!am?PN-C%0t58(8!_(=8t_6Px5 z;W^v=|D`+S68D=lm#b=IXms%Izau8i+4}>&PFFhutjv97;o;^DrRs}_mZ#oVNgqU{ z#JO)WqFk-g7zYU5o>`t`jVgege$rNPO9v+qeo6WM>&BiqF~qYgsLz6KIZClQ#56g} zjaA>I?IF?24A$@N+|DUM3H*9Tk8Zg4MM1^%wpOT-yWVyX^uo=CkYVsTGKYUPlcM8i zu+^BV{_(9Z)Z9m;btfrJ%x^d8p)jv`eqa`?cqLlzKO_+oP~SgiCy!)Vwi7|81u_u^ ze>>og{I1Sjxy#ilaJ+uB!JmbVk#aQJ#i!r|n9yzSfqoHK@WALv?o((Ol`?`sV!FSY zW5v0Kuqwmbs1sj&T;NasegESiG-4pM3>db2DXhJpijL8P7N7g$Ew3eGpiheHV2yf> zs^*37&2vhXTyg4SLvQpDc>0cMX8cc6?8c^foHo{5Y=8s#_ptR+C=@&s2%(yXJ02gG z{Exz%59qE_4ME+_Jc2{#N%Hf2FVvoUl4?IVTIrme>E$DNh>nItT_(eY@+*pmB9e)U zFayg_bq5t59g?2;^i{ar=|RZAK__)iW-g`n;sV8RTb`N+%lme?uX^Bauf{b8g8bT7 zQ$;>=?#VlGN@h7IoM|CUx)<08vO|e7+V%*=(Rc~cuGcS43orjHf-D zfP~KDN?Y@ba+_vVKxje!JYkyTa5<6o0FOjin@R#{8B2bX=7ykJCh#d`nbA!F#*Sg1 zcg3zae)z1YfVf#orbP2ET(^PhoEE?Qg7){#h0PYe5txZ) z-CjO7tMA0{KU^lM-*mVKe8^4UDZn;#M+`Kp)(=!Nc zp_aOgt#Kc+9iUK+_oJ9F9%;#aqffX|7#!aZC$LV@EHeF)9G4N*v_DF8dl|G~;S|gp z%lkgB;U0r#BP4r{S-?>3<;4``g4}Ac^BXlXN9SrvPGk&|a@Sj_5Y4rW_k5ub=aCy} z^a)B@K0~*uC2We;6#-Nn{2DP=zxhKeIdNb|eDCB_fi!IMftYM7-HJ#dJnb(So5hr) z^;fmQT_b$*QO{Rz){_SN5l}Tu2F5t<7yIBMg;<-8ZskqQ%8ST1)k$&4U2h<2*|jl; zAlOc|KPQR+{uCvFy_tFr#(muw3LU*U4HT;(Wv1|Urp6>55{R(?(ln`d+vyIA5UVV( zh5oBmKFIL{CBsRMSO8oA45=<80&+ht{BSTX%!PX{zm<}qZjh?YO~F3jjCE|EPw%?R z-qA2e^GF_97ErRn#_m5uY|&?Gn=TA;w`-5Z>m>7VkFC!eaZcHy=#aQl^%RI4^}6Ui-hQKx8`)?ms`WdPVKl>jqkEHGACn6 z5%jF#2?w6$ph}yqdIrH_Z8b(Labr`tAl@j$;p!IcFAr$=ajjH-eWDHEQEBJ%X?0Y# z7(0Rt7c%j5rUEgpjAI6ub1fjHLO^nJ;x)$}a`Hdw*ai$uY3Ja6E)IX_IB2o{V{%^W zOvWK0)Kx@mYcf%=>W$>5aLjk7gJw>hm+1 zP@{A}RY3^cQ7Q&r7Bd=$e73ykHmYQH5;JV^cy5j|a+CM;%rmCuV=z*N#(C`3_0Yr~&tR5x%L9|Dda3Ejx6DKP- z_9`P)cA2t?H>EhUxhR%Xm21D>h}rlK{CLH?(uFt4(atuRA8Eg+A2u| z&=P|+N)TKVPXt+c2SM+EesQn@m4=A&7r@ioPVC6Le6*HO z7yA=ay#=&F4#Ckx3hO%C;c0Yym*LZ_+GebJDQj_KB*mJQTGb`Z^lsgAI;++nX|+_$ zDBS6rGjeLs2}cRIj{Ixq<@J@}qb?k{&=KX4^eL;#X{N}qn`a?`_#)M;DxFl>81nb~ zd<2RvntIPShK#@@%r1H3k`O3d&<$~b`xo-`+0R-WB?mAJ^3q-;xDQ5af?I`NA(9^% zv7bttK1!3faBPR>kM2~tNW|)4JMjtDE%paoK1?OLXu}`+wvS7*Vcc{|MWi`By*V4b zZl(S5%p>6yxi0f0whfJg_uIJZg8VU5Dhs=+^|Ax*Yi>l&-Axa%R2}(cu1cjrGsuOk z)ivw7mjd?dS052e0POV2VzH^6Fg8%jR>l?o3^U=p=mxV3$)(6_Z_*Wtm%sZwx|jzR zMqJGwV7RmitjAFxw379W9c~MMU~dUg;Q>(IZcfQt2sLqIvm)JiwQIBDAnV;Z*dXQ4 z3Br)+DW8%tcbeBW$t~aI5|DfVsaY7`PE$Ln4l8&s`Rev&;D$+!ROyyZ_Nw*Vvo(-N z(0Xz+Xq+=nguBAPx9M*l=h@`G{$s<&I7hpoAa%hbM9~6`D}6n-vqk~E-)0$ z-uCZ)wGqhYm-&269ZDE>w<>^B%WYN6}0+ zQa%4gxAkjZPw@UjT?Ahi*R8^TlQWY(xA~4(K|0Lj(o3e|w?yE{EtE zI7Ju9wbzsfa_^GT@%v-0b^CU7axuIJS`;i3w655UTz;%v^elN%bH&nAPHdr0?%1iq z2GG8`w{Q10%lS_*9ZF@V!h>VVQWkGRvanfJSqSvFh}z56`3f)wm~X%&fG$-Fhc3$! zKM1{(f2xdb_j9yl9*z!QLTk>6Y~c~zgPQ~7dnR^kf@XicyPo`mg$9lplZ(^50F$1; zZ>VUtZCrydu1olzodA|?*U2(swLDeJwBmc!z-e|{iidf=m|-{ zP{LxU$wEgmP*E@r&AGb#Mm`Do)kr7WgK+mKJdIXI9d9h+~x^j%+SG)0*9 zb#Su>(U2ftV?kc|+{)8@pbsbfWJpdddMMGE*aI0#UJTV(DS*z=XGP+LmlaT1aNm03 zC<yyC* zdM&6K>Vc(5wPvyzcTTQIe6&`YY2jcYSgw`ljd_YaG|EksQS9?=cs}K~^``k0v(7<) zYGUC+C&4sDN*>aGOfmSN1~+QD85!$rpy+b5KBk}$1N644TS>lMjV#ky1iuQ3*a3s7 z6Ao+`gu3oE8i_v4GAY$-dK@tdMRw1yv?Ed!rYRvQ!H-{&nX%$losB;-?%x1EK)}DN z6%VgW{`cXEJVQp5NhT$$5gOcPoI!$>JK4N`=31>`tQ%_(`Gak3Zy<}Ya`%*2 z1nU`&uIk+BpfX3h%TOAA-Tp0xi0=>(9}O_&0nCne5O>M_s6oZ)`@(SXM{`>R{qYjP zzN`D*mjWjTb5jR@y$GRL^7WnshBtYp3walV?p3PEuj3YPP;bw;q8|3yGuovx%%P(b z`!os83-{?rgweiN4RIq@lGo0)o+N@L4Ztk8FGy)0WqFpxn++)sg;_NiHamxVlAma~ zCR0oZ*3|(sOQcThW$}Asqf>$lL~Yt!s8zM@BaM0}&=#p&Q7D+VY0+h|0|^*u^`@@s zF}<;@-Bvh4It{-mybav`b8@r3A%mwYtmC|Yq~`r?v(&Lb`_MMsdlap)^B*)TtIU6# z(=?#}Mc!-zeDnZ+96~AEFr+|a%6X^W(|S?0wuWpjqIo4PC!rpaXi@@dUtgFx#gJL7 zcP#{&KYHhdgsgV(?7k>#5aMOsR9$vI0tLRNc=o3>TeR-0U9=(6M_;|G!GXB0Rw--=^E9%a8Z;s z9{s^WUMH}i{~qi=`4kehY@fMKE2M_*g&vcQMB51%HL#Z97gqF+(G({p3O31eH^g*l zAwoEy4L2hMdI{(mxXA%_rG3#YqoWX5nN{-u%D@-2CKY@JFVz*zS_SaDJXn*hH1%=E!yX$%rX+~{b&AgR2)YO=L258qwdMlk& z_cd_Q!bOQj-w|C1z~2(h%H{E2kM@E8g$5^s`&3Z|=W{0aG{|F}iqN8_ZN#*aqfs?M z2v{_wHrrXXKpjAD$wUG^_2tIB0ln#6JU0cJpm6IUjxb~cJG8V6rc@N>DymYYuX%HN z$KAMaL*}P8d`sUVv(%%$$U?aK{jce)Kd~vW9a>$x-X5DnosSSSO^w+3GQ{WEK+f1vt8`3cuJ^wAK{$$FBo_AqSZ7 zc+o~$Y^$$925Jf_2o>!aXwD<#4X+B_;^2M%tV@94GL=RkeUEAF7a@*k<{v|sjv?WZ z@4AMFk%Ra~fd&5(B9yvI8F&j`TK|b2p;L!n9pbzX5r`A+BN$||P%(Ik08Gnw^wZ)t zYE&%$;PkPit6sEj=%!)A>0zs{B_sS~MKO!IZ!TRqU^QZFU-7(jmy%E|FW=|15?fg9 zX!iJRgtkmIzasCA_xkWC6{ObCjI>~L7$zi&Kt$XR*-c!+9FYxUB zQr$KA^^j$wNi@8jw?|m39gG_(=1c2(zlRE$%<&p%WV*>$?kkvODq+qt*4+nwNu~a3RDqf?a*b z^29T?w(4oklUCE>dm(8N9-z4M@6Ot*Vl7Z5i;C1j-1GF?eX;3%c%^(W;qaheI9)!h zD1&jN5@oe#981o$+N3wn4u<93GhkT62pN3DZKHtRkjxl2?Z?(=t#U} z1}k+Q)po&op3t9C?E=bv1Sv^khDxujVTu(Seq5~P9?KnLTEO#Te=&a0Wv>VAVQzrR zrH^0(bNI~JrCiT1chWPB*kN0xn@w@a4+{w{`%~UZbxE=Hh=*+xbsITF{Fe3nml|mm-&_%w8Mem=E%L5!SO&N=@a;I zT{ZF&hY6%npo5agY>}vP$ktSrFzE>O8`M3>D-C}e&*JXKI!}z6+Owr$sKim?H^i3} zOlRe=qxOC2qI6+yk3yEjYWHWL&e6JE?BZEa0gWx3PuXo#*^~JVd>-jJnD6J|q42Qz zbrM$A7mnRKn)W-PDg4)b5qT9YRP#HDSrj{DNtu{QVqBY0Qz>KK-jkg!#|- z?8#yCYT@|L1A2e9nNw98qksNAG7apA_QynrLP6;qav8v!%d?{)zqETt=`r?^0%%}L z$!nwgeSzh^@?k34GRar*a4AVdPNo!1ShdpNm~K_Lq}Q7VAE4r=2FoNtG6*I)i86Q+ zan;;{{&ADoadaezaWi_;GYi}1ga9e-J8TEL)SUk^E>up5gd(!)uw0Tt7h+G6dl%X% z?(>TL=|f6DtV6;cEZbA^b_W6!!ubh?xW8G=8pU8}<#0_&XGA@LC;K~8P@OPl`Y@sc z;$qk4#hvEHn}QLP83T7T>zJSkeh?nJ0V7&-u^Kp>mq|98v}yM!fH>;uRz(~DNfWP0!0oU$WT^6^FA9? zE@V=TVW_#QRGA90eRo+$^I%PIL^q63I6pkyioXo={r`$=Tha2<>IiSsT0>lKoR2EM z9E;($nc>j5Wbw{931OuaNyAhXo1AoryTpW@{co4AP<<$9Jc#-M1YG&#l;*di=9xHD z#EiH>xr(k@@3p@Nd~>lCUsJ@7-mHTS@8-6PT@5}DgU&e$*&wG{+T*?H)4@-x|IO*B z(R^`hgbs(1KlqRR#nZKfXVRT&oeJ8j zB^X8k6Lw5ca79nJh)gH2bMCC(-`?9X$$pq>NX9|dHl%8JhH_QW{O`tot zWy;Oqa|mH7^)+QHD97NyJ=50RRO$`cKpL0{<{Gw5I=E_@p43UV6~tS5$-A|rz_)jC zj0y1Wc>x?jtFV?ERZSt-!@$Zx^Z&kfg)pk&iYoPh)Oy}}9WrcJcZIw83K1!qCJ}Wlhc8ah8%JF0+J1drsRR(t<`+W`r?d>9uTn9qz2r(pV8Ym z=fgcViRD??KFi<*_4VlWt&LEd-}5G!;wI;R$J2M&L`kyvwzAajFK6`-S75onrOF&U zpO`|6&N=kP_nx83JfEXYy9h1ru?gVTDj4FzGgOh7zX%P)ZsOs5D|ByTr_(#Ugz(yO z#m=p|5}mNQkAuB$M^;B5a90Pp9oP8cpEK^fT2kCC9SPb*b=;NSg zg+9K6o)}aDzpq%!K?o%#=63B-Z?95|OjU4m`$-PG9oUU4?9ZA2#vB~+XY(uo-0l;V zeAfY7xd89&%NdDD-f7PA`zbV~X0-`7x2NO9s{ERJV59s)40&$|jSD~>fmqKOGF07E znCxOo7%yVZ5Lj_nD*B5*@B_RAl4t}vHgOn5X1EJhTO-x(jM26`@@p6#rRlAfOc-m} zk@Ov1@0=uzw&W7bX0xRZ)SVfy+rN&cS7b|S6!7g>_uX?-&G?LDRvf>jR)Ub8E;W~d z+}0B35~Yr$OArGlu zSX(-WbH20>e@%lUtx?`2Zq{I736vp?z+!@a|=8w2ft@Ru^ zjws7C!m~>cF2Ma{JrhHWV7I}tyQO87^tLfUj`yZGPpb_g2QV%%r&02}i?;^kh2uQ7 zS|oCp{Kk$7f@$m@4G;DsNC5(-!r&Si~`5i?$=wcJw4}Xq7%rZNFgt zsbHr!#FMpN)%)!<)FPT1=aDR~snyfkLv$JnBo#6JhioPYK)()D{EH&ZUIZQv$6Ts{ z9(=0y$%BHe&9B{5g?~-Q-jOrR(FbP#5@N}dHoh_o>Om5aD;edI0Oq*73Yuge&R!-N%kee`?1r_J!rLsesE-yP?uEz%X^>9WKlX_ zv>sUCAgffK!6v>y#i|-$~(4-WrK}>;HN5A%*MN+7rIK%0TQ#52^pp3abiRl zg0Az6&O%NEqq17z@Cy?o2IMBq_v*lRYmp{ww{3mW(5HStE6Kgu8TxkgCCUSc}77N{Dx!Y&vDU zaZtxR^;BC4V~epAZjB&;?C~9S@bU|tfCo36_38MX^%UrPhnv1_lsDi$d0f^~2u&ZG zBYf-w1{i7AKS@wmEESv)J5ahDtN6eDQ#>H}W=R+&|Gx6)O zje}4^y4|jZ)iGDJj$lv><@5d&=2!B^E-<{SbUdUMegMqgfOV%pGf7e{HLpFpUVFNqfUC8Lj%h8Ib~%FFz=m%XNx(1tr9<=L0m$(+I& zJT%it7sxhA{?b4}An2~ld6tJ4dVW{y)1V(qo|A5F~op3l1 zE3*GdkISrMR=YcZE5c8w8w9(kplM6AaU|b&+#Ac}xlL|YXAt-Bv-Gj8(+nGv2qEhX z6M{T_PnsT11kRA9la67r20=?`o90s&9_eFr$4R`J=dJo0^ehxZW&lO0ky$X$N48T& zo)hEKf$VqiVatW_H^*eu!xCTg9;d!uJd5q)yp$wC=- zI_3NUv36~Bf)D*W6mIjcP)niTkz6*5jbA_dQE{$%@=)~8epY4t1LMC$4J^yrafpUwgeu z#CxiXJQNB6ZnQeY7()9>7u=KnSd&4 zu@!W+y~k?0Cm=i^01j-aNG;F09hbGqjZV0nBZD9zu$b2bPPuck99S!9kVU+Aa*3;% z0+UvlOysi2ASw%xCF()zc(9K1%E6jrnf<}(1Yt0s3;yWc-QP}iyfg{T)!{-~UxiMo z4q+Ci;m4$a6k>gQ^V&PcS*M#&6+60&kqz}W%Yv?!QR0T99hK*bjcx5J_g_gm&ySeL z9h7tYCEA@G)g=M$2jqHK}4vVx->nYp2aHGacCeS-JlAzS!I!OueRZtS?Po^1m3S zIayO7-ZO<2S`cIAP7Ws*{?%X8AXauf#K(diSgH_I-^fevf33_%)HC@q?YB>M`Onm0 zNdI8DdueI(3!M8EE~Ak9q9UyfMY`z$N*vD$Ojdi;rO@s%Yg@5|!5^b?UZDU|a>Ni< z@P8ZI2TQ}Iu{=EV1#PnbIW0GhjyLfF0s0$^JG0xgwczk0qUixBqWQgHUs?z%U$`fi z2b5bhp&dpjJtW1x7U3BSEuXTM)$})c6aZ5y)lWd|T9Rwr_zr5I_zV5l=l!ZsBWed3 zwuyhuhU1K;)yDp={(;%m_j zUAMY1N_teP#hl2VdrlsUvuq#EXH)cpUn#VWm5S}Rt_gje8v^eeNxz>I2?9IGlycE2 zj!x-GVf9fW+elFoe`HoUQSIzc%|K*weRqZS9z@KvAZ4`R!6D0)ULN8C3f0>Txe8hm zl+APLO8*N;?}S*Bypt7sak;az;8>*@P~8A*`!4S+SP8|GhYeAhtUodZC@eh0(zKko;J zm-eUKx+~ZtdU7GoG>s`!M=HT!+DXeCr0!($I=H&OdJ^jPhG7Vi9*t1V`b9cRcgD)# zC7(M>h;L$?nV4;N(nyhAW8!9cIHD~AavgD2L=_|p)k^W6g2xl)>cF$5L0hV+%Mz1P zy*N3*3Cl8@QEf zB;I*-q_W{1XmG|Z8OSjoW_>ZT+?j1!lsJR)RIY}T-Gs^yB=UIwqyTFqMZt{i42{Z3a7!)x1{@RwjE+J$wHIt#4*8ZV} zU3QYb*BITyy*9twHxHZfxIAeRbv)11kb~PYA~7TsK6{L5p_iFjEsL}f7-?qZ@vJ7P zjYnZ=5t@Tp`Hs-~nQ95$)K51tdsbn+5(hZ{a>~b8R@+@;jU93Nvx$hu3I>-fY^gt1 z`00szAR6hSf+qW(q8{W_VYMr;?EsErXDiesU-|H2Pkfbwc7ckhmxkK$z~jVS6*i$c z*$TugXPiR|NnJ%i!rHg=Z_OC~LA{-mb|Yl#_(=PMype|$!{_;?{<{dYIpXpb$JR!TvQc_4J}u&>!w4N0hlTDY7Nx_iVW_T=VpWW9^xs`! zNH2DLgKKcE&uUK6p0gbS-<8jnJoC~~$wa4Q!qhIo%+fBXIb@SkWV>h0X&rZ%8+7NQ z@y%P)9XrxKBw@KGjg+gJdkf#i7Nsfn5|&?ie(R$KbD5(65{vztaKnS5 z8JMw117Y~DSCerF#cFJ6$>XgQ<&56JnVEo+maP_#QLAAkm-EoEXN9sa*++ONUUiDq z=a6(W8X`W%pd9rq;prvg0<%jOgV|OE>`)4Ot!^z3y!6q@@2-- z1t2w+m5JMhFq_4_#7*HHglWyd`LQTaKeppe6^j^8T+vl`M|H6x)mGq>D6eEg;r#eH zTI-Lbr)=Ywe+O3jx+^fmTE&+l19_sP(`a2s7FTu)uVaOVIcJZM9P)Lk2H6rQR zt{akgQ4^>-b%InsLQo&0t8!=*IQzu+Jkw-^L5=W9U;syl3?|3WlG9UvScPH6PwQK# zvCwNg+7WUpa416gGQL^9d0@|nC!g{IKxB8{!S!()8WnTOEjr^Oo}9mU z9P#k(G^|tu6S4)A5aKr9na}Eaw24i+W+;@Qbxy1Fu4W$Zekv}Ylw>ecPpocZ!s6%l zZS%U$FELYzc*zhFthWK?V|iY>R`OuX()83*5)b1?);$4KMV-l^|5Z|*##Hw9e~K?$ zCYdxySE>@ND{7BZsX*-p;rt{o-Z}Lp)_7gjQyIgz173V>Jzm8HeNwhpX&ZG(ds^-;S*z*Pb2ks1T81yC73 zTtF-y1rp^pQ4UA>(bBc8b=uBE;8hPdpC+E`WTI zM$R?Mx02i#wNZBsmzm(gTO&dY<7pw1zqp~IWncKtT9L1Yz-F7lIkISQdB^~oj@xq% zI)ryt%ixgWw`YRAPYgR|sMBp)tHn*J$NiVN;S?ouPjcbcCw{vCgxQKP06DR|YJhl* zcr;3a-QW96Le?bBR($u&A#APtbXL+%P3+`*sZy6R;SHy1?w8hFg=^3@si!lrxqj`a zMfDZhWoI^#AUjoq*V=;!XvA8KfQw28)7ttdUT!+cM8G(GdZ#W@bL7gb<+SS z{MYDS{~5{KUTxpMS0tBOBK-cNn z<~@}%WN7%0PzS=ns{YXZ_B5aEzH5Yrjf$~{M^}CLPO3Khj!2S9r@Rq{U5fLR!H;hQ z{8*OaYEUS3)y5Pc)cCCBv476&ZVwe{Mu-?eF@^imz$={`PX{paiFLTAK%tFPW!$v5NQHs-A0(O@k?oex`;ON>zpK%I4`}*N*1#R>! zed;cJaIXTDM84vu36aNqgAgN+toY+H%Vm<)z_WiSWs1gvqADBZhMraAWFLNpWeXrt zdKcl-$_0Clf|92*{f5f56?h?hK6}tmxRM4EurV@%vw4q7&@Q~vXCO5(k@x7kjeh(W zm593Uj;~ZLVN#1a5UhF+!`*wYHbCwjhNCLv4}ja%*U1nddWn@e7Kb`j!h>M$N$41J zUSy^lA?eJ(k8#&H-eplVzy718gSDEX42&s4&|=BuRBqMu(Ss4a&m`pC_yDtJuG z$eyO2*GXKkM{;4m2l7sWQrnM?ohB~~SBWJN2zG!I8VW@qU!G7*O6f&#*9zwDMq*o; zW=Gp{;ergjW`QDSL{cu90*igpbIe7V(wO4-mkn1N(&iVh;G*CgBeK28OUMAt&CvRB z59sa(zb>R;C9O-4`3zFu)!gUafA;@5Pp&{XkM*&ImnG19(8w#8S~j#iV$Zq=wocG{ zrppjHd6UP-oI4|~WXtt2gAZZhvF}}8=^<0j;_Ws0tajWXtjI^vd^3FmGkC$#ithJq zLhl5u#&GX=u``rmIcqwx778YE*dn?sCg>RuZ05!*0X8dt`;f`f{W>>#^BHgOSL@`e zd0~{zVCP~L)AyIS5L{h`+&~r~IO@J)*7cWpwk8^NTPsycixaa7Tm5Pv7u+iOK_wJF zMi}lYM{GP=s#1joJM~SeMu)bC7~pKR$^gpP7!q(T{Wv2NU zVBl01N1likUL%%hLMXI?&n`D;|KLB|)IRlbuDuBFq%+wtG_SV!UWugwmO1fCm&4<9 za;*30FL63+*?SX?E$8ZpLt2}q@L`t6cG+#o8o49mZo3#z8fx@HRHlxI3OaF!TxN&p z?Rx@bswD{jX9Y=ODR|Xnp;N^k=wc^~T|xJO=fc0g6NZb1<{+( zs5izta+JGfeTV*yyk1a67_Sr8vKAgc*P`O#U@UR@)L9#hHt{t^EL&xsME{;{HQF%NnX~Yo}TCjsg*F-aR(vbtbD)d zpc1c$6-Y7GY^!v&sni}ax0YD3UHdh{ zc_y44+1~@@t!Hj+Mz4{P7Xltm%s?EA&o$!QLhqsTT#W8y-G{cbyKZYz?SmO zjTlptEt3Ej6AhT0_TM@GSN(Rn?}qZ66mYegJQ<+W($n37+WI4LA2bk?q7|p4laVRs zV!ry!Y`gz))pbCmD*9!Kyin#C?Ee}i;5X;g(L-BwV9*7>*tH^c%wGijm?T%WRS*H%+!?(pBb zSUyQni~!;9G7vLY9&y?^zf3>aL1s;~CYk=CuP$0Un1rKo58LzUTJS}A)q5ASw#keDQZeWZ*`y81zSqs!-S z7(@aWMM(O*0oiJQ{16cVFbV^O2@=7%0q%q*KW3{F+q@Hp{#*$q^k7Ujy0$G9&Ky5h zdSU?QKx^mZw`Ovs6lf-HJRM~$(x(BcR4T)rFjy0k&9Hlc0_0gFSqg<64GAC_gH6jJ zoW4iotdhV=luw3~?zI3buTYVx=(OUSwPVFiT2nS=44-4!mmHjDU;S&pbi3&YvVng7 zLB7WIrk^tSuj~BisagmS0)ltNGOcyUAuwY$O=sH?>gz_1wtwIhA81c*sPJoas007X zSCHx{EJXiw<3mXQ{qw%=NtgqtxOO7Y$pY+KudQQD2ZGcLV|?F{r`5SByj!V@M8jRR z(hJ4xJaInOm9E~RVGAdL#OO!P27ki8v?oB-^4KArciKJIzP*3Xn=_2y)b%oMgL2DQ zD33Na**w8@`1xxcvB05rH08>}>RhH2Ga*i=x{P2`dF~&3`dxfKL9)MUsRaR|z=dB1 z8(%6zoG4nC&U4;6rf+O+yBau@+e0-;fi;n=b0r@eHvKjDrw2@xbG;*U}T`+{PvIhRf^r$X_ISE$T#%v)hELzw?f|<}zxIjR+ zgTa;$J3^N_Km+yYOdq z$hfFAP#kX2JJ=PcXp^jhj1wO%SRJFuYHk`{z?U+&9LYa+t#u%VW2AdNWU@Q>7PX%W zj@YQ4Rs;t%$;e%FgsCMM@mD?Zpj^wdq+!XYZ}8X__)(wAze{xmDz07Mj2v=j%*KpBjpe^It!(;J$v_Z zw^y-s(2BiaRhndehQ7}7sM1C!G(J4j&_od1ztgr+n&_}3if2IQIF*?n5;v`_q>szF zT0;Z&*~0$*(6Yb7(yQIx7U~{Bl$GoS@vv^9o`d;xkbBU8`{7eYgZEJfOLc%#ue519 z5i7B3$CEDwBB5e+!;hl~`f%EKc+`atr#u0Z>s%&((!kFW?P0p@-hAFN?d!dj~*ol<5#8^j=uLl59s=Ksb2yM`z5Ev_5lL)CX6WM=Ty_%)Q|S~}*gD#P zQCH5QeBMdt=00Ps+1SBT7ry5>@S?lYME{uNbMji=KvWc9z^%0p17BQiibBzclZIIR zRFThAL;@O!N;Tq1?|6D|@Wgz*H@v3u*FDT0X~lHn;oIx$;HKR1I{BtVJE&M#=HY{VAY_quDWkmw>`{sU8LJl`d*4 zG~52)seC=L!`HJx#)nvir_=bX*WyZgOg~UyJ?pEFNfcD5hU(gEstIbH$@5Z4#Roz` z(ahOt*!}7_nW*2O?fxEGwM*I6bh&|gLYg!>ilddEh`4}kjUIGJy|gnSNN3=GydY=n z`0P!;t3p(uEw2n;v0GnByS4=>_L=lE7zH3wWYy^%b!5TExX%XknWg3fs<0S~5uc@t zQU$v5C5}((v${K#F7@=AexETQ8*W%gjOOf|9`amv+5Rv6( z`fyeUxjT&G8s~#Qw((rQ8x`eEy)nmpMU7k+Vi*NR)`SV_cmg8uAf<7zVK_8Ms?|!w zg^jr-A(DXBn6qKR?IH+FM_EUHSPeinYiKxuBdXxp*Ie(RU4Z-`Tb*{=!ExFtv{d;} z@ChsOk+|~=_2mUq2`p|v=6#43A}*Kx$6LQWfi>^sDkR>Xt%dgRMVjR*fLjL zEpyiH1(JzLe~~c|)MbQ1;nyugg)ul)d?Qq+K67p-RXx60aIl7J&T4OE=pVT|rO^z$y5x_>f+@gwB}2vDbH|4=A&Ro89oDu%gQ_+?^UV ziJ;n@B)4+n?%-`C64O(%G|R+sipfg-zgvHeko~yTrESi8P=@NHHU9U!SY;vVz0^ri zeSdd@KNXUmot2?ZcDmQSIPS!Kx={*nScTWPe&vQ%*Gk6Y3p^F z^fFQ>m?Y6Vq&Yf3rH^Tbr(tzaI35d4>usN>Y8Gn?gsI+MEy5O$BUn0@AoFc8#Hwa22%)!Y}H#|w;Z1>HgVbc%OZ^YZ|W zZ6(Y_unh_8645H`QrTeK*ZdcXroxj83`W439Mw(T*FKtMwVgwA#JWgOt$cv!p+ zkK=547is<7|56?9f=*vZOCFu=HY|4ZN9VAf7Pt=lK}t_Ayp@fEswA(hPe4UCp+nw|*9|%P2}YXznV=6;p}GFF z!6+c~Q57KgQ*~`#F*F}2z7vu(88UpD@SYo!$={mo;hbn6wL`oh=2r^iHxKWZS8{pV zI`m+EDVTv*17X*Z8U%PvROhN2=yJ+n=6alMB0$vQa@xN0v9z`i7*@L}DQu1>u5<_M z@m5k$GY)H`4uM+LE6Gywl^1Q+4SIokhj%DNhB7{K2{fwn^KJb5L*Swli zvdR}#;ENV&+8TA|(oxggAwYun~U2dRdt%`d2h(W)9 zD+=?>Mz_Mg1M`={@X?xq$JGS*0j=|)LzQ!W45Aomyz7xwrV(lriA8D*-N*m-*5HvR zTC89=uW@vYI?*KDP+{e8M86Li6bI!@k&Tnk;RkoDpJDoM^yl6V3o48G8f-9+DJsl_d z3Fa8EMCsV0G#c(@G?J9)WRQZ?P&cDhxXXIU1r5F~+1*yd=lJZWV$jDD!#lloCRF7) z&t&t$Xz{*ksC@f6A4wwI(C_15BYydXKVXP*us?Y2e&x!}SGFGeF|~1;{9P$CigvJ3 z|L(8pa9#(DNc;wqfw~6WNct(X82goY>Msox781w)>aDpY-)_bXK=F685V-M;^x9-X zIMFQzHpMno_w>mt+sAtP+SbB-)R{REvW;x9n8I@mT`P4ritw%<03XMemMC!AjBSQC zf_^SF#w>YV+=2Yz8XT&0OtkaQyd#YgkpZlFbaLr;iu_e!Yp6Xryq6u_6etG-<3HjT z&ubEGx0){?ue!(IX?}P9V1|$@FQRUH9x3%iF}zeKFuBgs0$PCCz{>7BbYq-VG60q} z7PDB~UT^AiP=2()%kI96uZNaaBMzv%3eJZY`^quialFU$S}HmLA9@)mW|+j`S-5`E2G)bEYP6?|kB z!*5B0=W1avi~-XxLLqJL)ENDs>Fc*`c7Fn3m#<##QlTl;G!Hfg)!91@Fz8X&Ge|F{ z@GdVO=e`UW1zFHid-@DH0EYp)2V8!~6llGOIxx zF3ivtMx|kNV=J&dAh6i3KsmIj7+#fbH1*LKIB}z&5Ef^9!!Vo9hnGs{1}+&u3Ua?x_c-LHnxJE1b_OGlUkTbYs2=ZF*4ZDLAIC7I^rt&vu(? z>FVtRpIlxw1ufo@i+2O`5s}%ZAJ&^T3#E5y2|cRhI-OI>W_)&qh`Jkn+Be?Ub^(8h zrj}SKF?XFgwjiRr_PvtzH+Qqeq~h_NN+l^wUI8 z%n_~>@oaqstivPN|Bq4M=SIcy1-i$q+zcCv);(o|4b7qMs!KqJ-z)wP`j=zjCy&3) z%QD{!D<8367e11;1N`gPkz@DiP>( zv>*n}eC-V1W9?qe(W7asT{L7s2r0B9-OJ61EK&8Bt30x4Pk*BdD0j~dTc*&jM6uHyE#e^3Qt>8gTmVC2KuGm z+^iExqS;`z&xluA@-Qn2@{9e4nYki#)U(7j8dn}gw%hPxqBEGgv6O$BKbnq3ej0>IwcoAY^FYc|3 z%{ERv`|G!~d9#$bWOvt#W|*~!2l;U_YbwqtK!VBkx%6-$4RodfPw159{0qMk-1$qQ z5zTERW%ljka);sbA`L%L{$lhEsI+MZ@#WWINrh)fmaq_lB$B>fqG#-S&{kf)H~Z=&6k4wK#YNLE8M+S;j%XRN6jG)EapP|g)1LD&v>Eb%mjra6{n8_4`ufdtk)Jt zRJ3-mI1Ubt)!i69=CeJiFQ<-99*0OqWBTp&bMY-PL8Y|6f2L ziUJzigiYQ%xZ;@YzTkR=E+hJ>0cY~x#MS0bC0axGBhNscD$HCu*1!5L0kV(x=4T6} z_k^SP>avPm@onJf`I5y>;Jv4kqy`c4ijxk7F`arK?F}e}(4A6i55V*0$&fEJZmk%Z zO5xn9Us)nI5-nfy%MLkeG&EL0vWan;A~Q2{v*McU2KcK<9LA4ACtse(zjn0sfM%Yu zyK)BkWd{`iO?J__(y(Np%nHV{#sN~aYHtZ(ltTbJK*Yc4;DadwURUS<+*sM%4C6P;rvsxEw_}u-%TBS1O8uh-gQqn%>Q#a8Xo1~`2Q^sXd zd`e;fxl!7pnML)5r-QZvXw#}vZg%`k|231Rv40=u6_XL057E#s0)!LTS2_OWR?ga; ztN0e1heS~bloP1tP3l8an`nl_TJ(kus>WO4iCN0%^|QuJ4J`n4EK36b|4YJ44;sQS zgRbc_Ei#R9#>-xWt5cD+bu&d42pY-4QJ-((;xte6a>eM`AOU|cVF@h$;%{74s4RbQ z`vQ!rKM$(nGvP&UPyBAEW2jJOF5Pm~r&8@sJ!A8%_qb8`d4-(GwT(IdVK(gE-!|BC z8l^r0bWw0P_g8u~G3U0Wl;SM^u@>|nHU@;|o-25MDBboYzZ=w=OTK>mcb8eL^1&^a z&ao#AkpmB7=^|U)NnlGn+b&0ZmHxU3gb)Fcbj1N0=}d-X z8_E}F)iJB9$hO&qyH-^I9>7&5b$@0_41#N!(@@^EQLUq@|% z5L7tC8i7S)s9ScA??yy zUW*{0a$$t0DvhEoF*n0f%nv`95jOXY5ygm2kik`Qfqig8g2n=TaOkC5GxNyG#5d?-IWUA z{J8qUMmg?^GLVv}wQW1!$j+>YLnkMFKZGPoHYjgAy*w_m9P1DPcbdcXPSCujd%%+h zax9XaM1eW_I@F$`k%9CL(}J9tyil9C2wC_l+GMT@cbwQFb@r-1fqt-A)&==<(<#uh z6{G93k{EH@P_@=uq9S6TCTbd&EFt3IfAnBPHr6M*;lJZHC*2$IvY|fR0qKsQi=gQM zf!CtMG^f1gj5NBc^RQz+u?|TBMeZbprb%svb6!}}+%h1kPezgQ;T%5y7v>ua9woNB z=W5F&ZHs=xd}ipr4nZuwW=G`vy$lV5kO`{Jr`HL{^F2hHv@R;rFSYa*c3&4v@&B7M zyqpeL{|q4q5$CIRShzS;(aVg`>QhP_IN~J;ZACvU!cC2Tq0+af0CK9eP(2aNyDWZ3 zBp4h)e)h5i^XX+nUGI`%-b`e`rneRa0Q0QY5P2Xd44{1Pkj1sWnTt1?yfyYW zTKRP6@8nCyfsCGoRlRLa?XHG{Tb?toljb&F6?~Lx5RgnZnc|)%wXSu0tDNWu*=V=? zfK?-toHKu2pNYf7;iKmlmF2DoO0-PiSbKq^LpV* znVrS*r9S*nrRL*+hNvtC4ovOe{F`X<{#lI$0ky zQ*VHA2wlXCsRD|>6&ya)(kYpe)|^SX2XZ33ZHs|xmHC$MLBC=q;Z^nJDfWHsA>8ihEpKwq0g=6%b@OaUmMk+DSf;Eg--?nn7dg!rV6* z(@Xh8gD3=&P5jpG3RlssHEDY6iyfTdOGcKhf2p#%SxUmfcnx-H8#Umu zAK?En@+dYMg!67+8=HTEVk5{kV?7_8zm(+R78oF=`;1=l2*E&llS*tqklJz01?0(@ zI2O3)(XYkiax9@PXmt4pTjO|)Q9=0Z4$nlODTGff!H#*AM!GBd zsjHG4Z}V4-oDeR{T9^#jqCrxr>%@ItE{>(#n!c^W?_32y-v&cRmF- zzG6B)3C%6LI0SW(cmZ{9{Qr)-epIBM?ifaCv2E^-gBdYQb;+}4SSBWf$hEt^t= z`fU97!*;+xgDg^FRUIGX)>k5E`XlEyFzJD4LLm$naRSd&WL!N~pikVoDK=mlaIz6b z2PeghA={OW)vYPt#XZk{aXA^<=8(C-|Go;~tEB;imuV@`zE>zK(*^-~I)vmy+#WVJ z-UdGTd29R_hABJ|3}SuX>Rwp2<-Ff_N7mf!o=@4LMqel}!qkPu8r2`@er#eocu<9X zi2ib?&Q{;7fgpI)d;l$Ca=}VM){KTN9NnZT)g;;RmU!FP>R)&l?3@inOedH%S&BF>KKh>)yEvNGS_x%-fUI+6^8r)24 zB^eYiZ6g^ey|mc2*vkuSapIvb*cygSch#7})U)xQA*Wy?Ml1C0-K0L!PWieJo=N)ZkzwMTJeVh06t*z_|MD<8Kzn(k;P5QD@g$y0$I)HgW!!{}AhAlxw>+hkqhhm&R3Gp&1!Zy*RA>D-FAOmo4Q{g4i! z?*ZZ<*{Q<7*!ppQx2k{8UC6A}_|&7!t{Ktd0w01_cpD_=#}s2-sh`iGl$@9=dAC-E z!C;1SwqG~vmVTeoJC*Y#6JM8RnzPBJV_;Wz1IgEZaD;q84a~waOb=HxzJ9A z=X?LklR*)mBvNdr-N+>VlheL%4j1Z3om$P--L-!clv@B|&R1mkq@5P!GMW$4QlZJ5 zg#?E72r@1~$pdOR5c8gwOe}V+0I{Kg3sPFkVK; zL}S>eB>JD}+-598F0(rBIj!$fNW&7U5 zv?U|0@kx6Lg#8w?Uun@Aba!e9JLHynB;+--ajwY2xHg@$F^gPxdXJS(|9K6jrPnom z@>-6&I2C&>H`aEOpm$ok(OO5MZvYb<)=^>%=1m6re6gzCNT{H`)VSve3|G=@^ON)* z+hO!+1&dI@RE2t)64V5fBN%YtUHr|dwJ_PbX2T)V13R*ihB&Q}KKF)FhoP{`oM<~` zz4yG3M79`;+<+$048xZ8Q^~vZz`D@xJm#}x9kGNUC4juMc8Nbf_zXixD?^2D%q)95*SNp`Kz^gLPNXc>&96Tm(11%C{B>k zhal?jdaa?)B$=t8-AujEVT>E}PHG>0T}a?*-Og*$507qZa-V&(WPHwCB>lFN0lmug9{U_nOsF`iI*>soxhmqe& z%?N*>NWk1Bha0p}?eOc}%bC^#I8aOie(uVT-O*|)ZR zZEFHJX7U_#e%gU~>L5xsWt?D>A(YoxzbrO>KI#uFzo8q`OHYSjt| z39CI=FzyvfI=Hgh_{l;JT;jbL1(_OAFXNts1$?{C>A)?k=vGW{qfN96?xF?^>Y0Qf zrNRQrMC#J<@bGl3@h3|@entjZ4sLrzgfdgM(aoYdWH{p+)B5}7dI4N!wV4uiy~Vz_mL+s9uKfn_Rl8RX+zOa zUowC5iDemrS>Pq9@R$YmYT((F*J1bBE*)RNjAn^-7<282_*pv-s=9g8+rYv#qYFs^zlijv2l=L=6(g#(kZKWFu^> z*Tuqw3s3u`#>stiVzmrp?^_wZDb^Kzw~lgtDk&2e*~(2Hzlv%$HSnb=+#co522PCw zyL-773uHe62hBsj%X~TW{Q{yo*>YZ8k#48Z5(_r-78W<80&sCmushZ1CpU%U-5ylqg(&ib}sYdv&`i^rR> z`%`G3zw5_w>Bez!lYW~*U#WV4Gc8Q(A$?OPa%u!$=xMQl%b`R1xG5UVQ0xmhE$*3@ zlKVoeS6gjqIJoBz?FOb_jG{N61s=G(6Q)l^(o{Scy1!5+ssW-MzPM;m+}o8R$$0;^t7;FEv_vLTQsA{FkpVAD0Z3AgjoNAN2g82b@f!38PM21b&OT zEn7FG_~kX*`WS+5$yAdKWU-1$ORbl%2R@Q);SgA zcT-Hk@+VGh4a_d6i47ZIzWba0;`tFABpD;OU<#I^neS;q&q(azXraQ5_U4T9g|bS0 zorW;k5&b}oAlF@fAq$2RXKG6mOz??xZ?6O=@uG_Ij}4VU%L*G<<-eKPV5t? zgl5fXiN$E_#uQ1v^)G}c&{0UlG3*(y>)VkTBC$Rrjv*zXic?Zs7octZsP}B(tT`C5 zbGWuL@>K8T1~8>rg;`5_RegXv7(9)LnCO{5lqy{}J+B&A*zSs{TY}>HyRT2(nkp>$aH3p)2H;1p@>MS4h-jW81<6`S9QSz!X=Zc7 z0n_@#`JA4xH$%@#4S@C5?kMp%i^c|%|>}$Tz4A*5<925$p#2az;X09|AQm9-)`l$A*^hS5c;i4c-UPrV`hYqI0GMJ~D_>ezbg7eNdrQ_9-r z_E?fr$vZPf#Ir1@`4*vM+HPe>CI-i_D<|5NVZR6H&qeEQ=<+V)^}XDRlu`tzJE6cb zVGs6sY=z`2f$4(O-D`*KC%&TgZk`d&U{S3mA0k{h$tYi!qi`?KW7M2bhuXO;5fymd zdqg?rsY4k2w^LsyOJZUeo6${i{Z;B-A7fCO{KV58H@hp-5focei>RWDpD|$IO`7hk z@Ph*%hEdtb&-_b$jPb2(B$>^oM^An@TUzO{kUKcL{iV-?3Ck1iAh-zycN%bP2O~GH zyib2`Aj1-O^Hbtg%TGpWzM1q}+>1)Mb8c9fP58rRWx-G&LdHlbmmPVMzl$oufjBr0 zy+9oKa-<}3NWPl$(FdBF$H4Xlt#Ab%HB<~cDxx2<3rNT=KXSJuSOx2?`QI>0B@#~s zG()h*Wt&;~8*J)3LHfd{mp4J&NyIR_xiDct%_GYc3&hA9v$06h{dx4oj7@ZY`b<8OBE1APmAdza>l+JeQ{54S*pOj47HOJkV(WhMW4ATlBqEjH9% zVhg+Q+^(JD`Rl~oa=dZ=Oc8DHanbaD#J8~v8(Sz*2;tpl{Tf78p6lF>rVe9kO`vj5|j6R&L(n`xVDXDX1RnVTF z+9D|G*h5nw`&kc;++jLJsY@^d?1(H~7)(I7`Z!02~Tu_3YGG z^H8owGnQZ^@;61l**$cOXbO`9%kqH@9m$*3g6a1 zHw4vrA-7f!+dZ+qyH;=h&Yrl@n>y@UlkqUD4}=m z41V~&<`oI=4gRTq#_lhpxyXQJjk<8;Xa!`}cE?y{+jKdJ_sPVJ;hZbWa+?7Dp>X>s zbP~b4gxlV#>al({zc?siN0XoknDv={FbnHp@5Q;r6w+zLb zuAPYlK3?WLlcYBeqap6Li-luI=Ja(jJUTpVd7d7b6El%x2&TV4%dI~mu7ATtF4|Iz zzd>6^KoKZu+;eWDKLw5ZItFHbNJ@=FX`Svi8h|AKLa>yKNRdI4DpaucBf6jh*_-9ZYENJ_yg z3H4GaXG>Hzlvtm_f49nn^otYsW7mS*io{~E*I3bq0b}!}>M(L??Vl?*)3NvymDzN& zUD~d0xv*q2b*Z!`i-(c+U0x9cP>2F@iyN78VpxM6&n9`^=YD)H+>$(;!okt|I+dUSG-txEmz!`jar^#7|}mZF?`0E8BiL1hP|RR3ZqO zn9svGOxJD!r+V^s%%PCTcHyf&@~vcK9AqS<`iU{KXmGhMlm)Fjo#)6ZZ-)&%IUC8` zYS0mGw*s_ThCqO2To6UL*Es1CXUso#_3iOC)6%~aI|!!~l~lqxGxQTlF<>k%O9+kRw_43%>O;f2sz2DihjAe~+*Qt|nEEaTUs z?Uxwvj7-_(BC)b_Zwn8?``S$pdjlp#{{oz901MM`E&aNvo%63sdx9`=y?J^O_ zH-ahviG#RO^4XH}?x-g{W;KLNXvAX+)F$$`g*^*Eb=p9j?HyTnqidQ|2=mG7ic5q0 z{VXvHSA!L$J{h!HVeBBCX`yxUJw?)h|(#X@~dz&=MN z=~R(5|EYS2dNUee$-m$8pEJVK^P!r$b+zG0_pnp9Av%nhN_-p0cCcF&38 z*N5-Ya_?asN0m<40VPm2=vF(zWS^3NsstU57^li<-z7!RRw5q#ASk-9F7SnHUhmqt zl!s}SQZ9Fc1IU?Nsqn5YAqq={IL5&YS4e>SP}`*dHJNk4Tf??nSp7Zxp8W6)$$Et7 zb3s@s)@`-F^J#!WSQ#%>^{)zF4_1;ghW*z4&2y=&wD8_}b8`=SJR2k9Fb>{|P?dc8 zYoL&!wlQ46X3Whh95)VF=R$dE#xjXz45fftV~iFV)Fh%T6d2I2S_&LDo%V^|O zm8SqV?N|NBA@!45C*$*?>Q6b(uMy8r+kbuD6P%vl`h#V z15X=eXoQ+CTAM1z5ltSkzg>J10<_It6sl4zW7{MMwPS2vJHT^?(UUntF%zmU`m7-7 zuxEA58qr=;WqroaZa9afu7gx7qq1I0E1Ue?j%uVV*?pg{5qc-6&0AUlQfcL)(}yo> z&fqhH+Kvpb(He~FN?@(G{^bnZ=qnimMA2KK%Q+HC$vYJu6yO1mp`nIBRSIeGgGHvl ziy=PmO~99G!IZoGO6QjEDD9jz)*?fTC#?|GX3w~uVG;E8Jx$as#rf}Cb^(Z$3ec&UgLP!FeQQ?hc zlgH#@>Xm{Z+s~41>-q4U6BwE1zdP9~iheU%Y~U_DH;+Mg#^@477w2p7aZ1QTU!AsDsNTV5#gA;$hq9SAt zXWMAHfd_4&R+WzET7y^#F&Tt_$l@7iXibxu%u($b&71;*w`=g4W2I~7qTe8A0inQQ zkTxy6#&Hp%3hHNK2s18yiRc>chgIxAjcxtzL}DMlOSpvxs}S=h$56v=FFlSrQeVEe zSAtyV6twNEBb5oc1~7|{DwF%Dq&%mbK*_dTj>_FflR-XZarwIZ?0ynPnla8&m-0)% zdO6)}ocwnGh=PwTi)6c>JoUf^*P*@cn8WNHHW)Q5#B0uWIOlLte?U-k%vd*AvQ*-~ zA&`*4&ue5J`qgp$t9cGh(G%Gvu#xX=mwIyi^VR{eb*yhTKTMB9F3BOhJ|)DmJXVii z%Hg5l->O6xl(EGU!md+8VSVJf;^Xlp|D5+bs!cr}v2#lTfH~&X>9cA`DMTuF*e0W{cs`GSzwTp?h*>w)9q|02;5H0$_aZHxww(DisoGO&e4bu8vjdYwb zpW9(*Tsv)dm)mXtKR)S`SZw)bG_-$x_L{s~YLGw551O+bIxLGH4@yCB?%4paEX&zG ztVzb42?}ALj`4OdvsXytH;QSPYmW+ruogQaia*qy#QNl7U?7jKaoev&ZdmK@B zuJrCf%EqD0fjYz|3C>iy%cG^8L4kMzt#Pjz?(Z`qDR!LROIC*%6wA$q#l@x)k$9d{ zGQ;+>Uab7I zrd4i$)dLn^-X(?>J^~Tgvv;tJL9GUzN<9H*6G~Du%nJH_fAxtZA{;AD^IU7o0zeyb#3s# zFgM-9d)fTq5|4nVBeiT!#8QRVPOQEuRl(psxf9jPBw`U_C9VN}e-ftdm$A5iWt^vV zm*Xbb3XiZ+(o7hA0M*`k;%`Ez&fc_*hX( zShk&SL}z1g;0~YgW7#V470J;8p8*60LIH!iU%4*k747$7Qk&UVm`c5ur{sleK_<%rRnl|s zNpt|5WiRhBe;0T{Ylw1MjI8%lhoDHCIC7P>YCBcKTujSgdZTb8OQhRQuQY1tR1c3i zEc{;lw@dj>Y(Svk`}WsIFh2^311Y5W!RQH`)lXk!i!RNK7ep`BRYL_(q@94AzFAl^ zA$6XNO@@T(>1Yaopi8q`mYk5K8Thp_Gu6Q-wVfZYES={oU)8~mi&yJXL%mI!XhX=# z-4O~hL70K+DZNtd&jO>ZN&~~Pg+E zT<(-8x8LX$*Ewt#ZVL<_iW#7JM~T6Jl`U@<_k*ItJoe_w(xM!yCW!?n?yWpt+BX}m z7{mMz07rbZXwrnp62Lz>x`a|08LrWh!7h0{t|)MlUP{J5taMPX=q}8V#QE8WYNa4p zINgfiU`XZzWqy8nM;>NIdf;K{ujT1CJ+~u?mt53JDB+~8VJoEv0jIn>Xkg`O`#ffY zxHMg#04Hc_jYkoBgiLkbcf<}oz;W1%7Msrsw}L@SyarABZ}*0)fkAHh)B}~z|0)Z7 z1KV?3UDQ<^1xHzcUm@&hF$s8sgCGG`pz1!06E{b|rR^49UC}Z6Xq)kHUi8d?cvFlYu}Yhsig~hjA!5-!uNOcO}~aaGCg3 z*XBejbf^qIcrOE9H^sez6dbn5Oo_O@$71=c9qYzN{#_y*G_{z6g$d^=u?EVoqIPSU z`~l9c`RHU+`VBmC_f$#dY_2@2`5)YC0d_APTDwBL@spO8lDEFDKp0&VUW%!i#Stnz zH-Ycp=k~@Bnm8wB7z3imWtEfi*+%s3Fw+fm5f~9E6w>8igD*bI%KmL0_YY& zg{ancrYJRr9T-rIhpjs_i{Bcgu{Su0|63|uOs5Ugs8tun=5UN@7Qu2S?Of2zYI5UV z6@#kqHx_prpGfu3N6@FBVMo_yJG?Rv8Lw4jWa%n0F{;2iUpf(QbN2vYM&?8SbkNjv z*w6Qkf=`33F>hh`mY|&(LhI$Ts7tjQS;Iu>?_@+MiFqZyws%%^(>gCV;7MG#8W+L2 zn;@3Z?Q76i*;{;}9MZKqJ9q8ntCe~GvfCPGqaZiH!fw;!{|S?~ht&?*?KikPFmMR} zFJ=~bpE{U=bsR*!w3B(Au2{Q!u%LIHSO?V~dJHRFtxAjocwbc}J2K zPH(>XFJ>39E<1_=v#xXR6*5v=V>(;5Yr_U988u>w&Izj#6IoC{GY*2LI&KGZ> zp3TRw6N>^Lf8P0wVM4~IS(Tu#nF|s8+TX>}QbnKZW+evR zvajY+_5i8ycm$~cB*01KQ5~gjldHr16RODT#aS*TaxOQ)j%pWbliyIQMV&evdRfgk zyeX2#{Z;XH_`+DhS&kOh==)F7B{91e60yK(STdF3n1)TkZ3a-cE7~i zxE~=C{-^?ifgcw6)_(em5tjhdr4X?sFR<%J>Kw-ZTfc%3B-f!?K{J#swx@OYcy-B; z*(;oAYU8wYZNlPjAjCBDn4#d|perswX6Elr*CaA7|6n#DiZF`vx4D`FOhv;dn%9~q zQB%G>7@n@&w)U2^xHoN_Mbzd`}hL}hC@6e{vM%;aqZlfAwzi*!oINnx9 zySJg=)W9AyGF0$7n-1{5`{DM9{7ga*ry9B`jm__NJk>81wmd-eTwbm>L7%_43mMe6 zOy+~-98JiQLxj=!{Z{i45hrkDG;@n!J~K{iE4Gk?GtNjP<(=fev#aX?&?oeZC@J_f z&2j08@?`DVO}P)QOJ-RJTk-y& z_Cyl}YcqANUw0sV+dD*!A~*v_TY3|)J^5>Fa7yEzJ19G(*f~Bl?k1VFQ!y@?0NicV zHlRlD>D#kvJNPH$tT2ULa*Y6cS0u)72jaSGk%Z4u2Gp9g2X)xd(^7-MN_K1ec zv%S2JP1IE|8^+lR-P(~1R2xD#czWi|g2vq3nB~)}&r|Ymcu@)-@}I z8Of4CF`fY_zi1vk{{MF{dXs4njeUqUSWJzmNUiFGSgo{<&6fT}T3p%Ns<(py ztvFSQ78n?^kJs?@*Wjy2i`OEuUm7K!-Mm%z$=`e#!M0PkRyxNEgNvZZtLOcRZ*{2yMRe z9zA2MlqX>xufRd3w&k-g95X;by&g7hCsO}e8}FvuFNoRxq`SU52S@r;LOa&(2yE)x zA_j+GNmPNA>${_Y37~-_sLt=5**)Oe;asT7TrsvFTMv<2M{HG9Bkdap;)Dn`4-I5S z1cjDNIwmM`tM1_kHDcs4&%~1DRGf6dt-x*ofz^5M{r~_siqy+J9WMe8Fb09r4v-y- z-dMdW@|`=dx2D{S?}r^aqyKm@_wL?yTpB(W_BJ7uJ{A^}$_~^lK2XE)F#SuhFHg6L zd%>Mfq4^M~RH)4|!)5H?K8;0x5^P~UGDw`+fwiTRf8l?!KNR6++)gQj4c`#jD}TL} zr74?dzw8jwE-+Lvcai<*&{U?(v>GS^mH=_A73zo0F1d|In98S$dL!4tihA|2dHtKAB zVI5yb4>B31yy+6fUD}X$R!A^z zcrU0u))YnHZIr&U2Hv2qt}jTFCmC0&2z#(Zg8}G4lXn~AWOrJcIU?Fiw|MU&2xUO!0wiVe&cW~3O$Ug2MWKq3v-$R{e8Cqw2 zkCsR)(h&oA^qB%UF=`*qq0<(C&kIfkJqRn@#(7a|k-SOe0x(ea8!F=MbI!sm(#;q}&i+;?4Al59ftqLUaho%e33nh}x40 zkt#a_Ip89T09-2!s^E{67&1MCY<2YQHjCC}-B@hMSe^iUMKQky5*g|V_1kVP(i#WV zF^lb)rb7>@3yb}0c2Z&^4)z#g$gCO@`GM;w9`{U%!Lc{nG{!bZ==&P`%3yNy`V;95 z7!mq^2HE0uh|jT@(@SaC`6k9iD?^(i|2clX@_PbgBJox4)}(r*5RNRVlD5X?hC1__ z$!@9j8R7`ijgwzXWDY0$2Mb~@3?ey4UayaE>LM1RSuI{53xkgm0sX@$x36M6Jd6(P zR5n>@W2;oFL6iNn9&ImS3pU3V*U8?6T^#|v-;EW6dHGPHnBToKMd%E`7)|7A@g2Yz zsWXX$oi(|_a~QA|-SVWZDUCH(0|C`ztyEww3Dxv|7|klTe3mZ0XekUg<6xse>F^p? zRU}00N!^+}eQ*C$kWnITU*_Pz`@#bd#n>%!k4qq#nyE=UwJNP!!)K2&Hm@nnUBS39}&SX#xrbIBtB%1VMcaZsc$MYPILFc?moC*Ef^o`Zb{A?woB- z%1>0(ytqX~^vt-5a~=0YbDUm?Fe8EzfzdjTKAMn~-ePd3r3dp+Vkj?c1KIFYz53q9 z0U+^pXHyi6ae}>G8}20APst7H-7E8vzF{_*ANdxgEjl3&4+SPSP1=&w=Ln=1#`})q zTrBw!&hF=kq?_%=mj9 z`2ralo1F@;OwWk9*wKu}(x`+qRT8SZlP`Lcn&R(#KM4R7f)Qi!&$|B%5hSpr@wYsm zP&Uau4us6P^O3i$H9thIElU+8#q8vz`i4n1#)3_9v{vO27h#*hObketNRdxPd18bu z*XSCybbGcxI?14@Dk%hcCI8uK+xEE9A_W zw`%F>Em@Q*f^|48xer$YZpCC&?x$dy&{MY>=x*8d!9vShp6Ag9t;PLpM9OQOiy)!U zk_;svJ8D=aVTp$1eZx1O)~E&>V>#6yj92UGwK$~>e>paJe4-XCxj)yQ%r2#8s5{LC za`9>uOd-7pEJmk{a@HpCw~Q22UrmydnDnN!ux(DpFX2g)lCNzh*4y++DawWOo3~<$ zY(9P3{Myg_IOi4nQP<(v-$7yIz+NsSOY?>z(WVVs82|9(G zp_eJsRD?WihY4Z{L|k2Wy+=Sos{jNWDIw`CQ^iuGws?P&^-i+*a?0HzxMLj1>Q>kp zOqxeWvsI-+=Qy$tw0mA-XHg8{;$S|nIQJvE`}~HL9ZADYUSJx!^~$()-`e;smM&|^ zOQge}zK_{=P8!5_>ZUk`!HgqtyhTmO|2Bc+FKVM#Hj56fHS_Buvr;rgr z=U5V?MNb7add&nsJ$!cCaCFcT)upoEKo*OA)b?@GxN|C#)WeaS=`RgQD{DYmRNy?h zL#6^EoKsK4QLvfLL;lX*+w%yxgNOu-PXQ1Tg}YRefe@y?2F{9N8Kma!$43;a zdQyH0^5w>=?7GFw*TSTF@OiP7Ws&e9#M6#UxYq=OH<}3-K>y7nN$9tgcQ`eoQoVnt z02^niNYursO5miiP#2qV68ALzo$=`ekl@IzIEIv_w1$tQLG!K*^0l#tS|G(;$=^$@R;`_SqU#oY_laLNvA%kxkRqxck-@><1Mg7)?4aB0a!4 z#%QGNho`$_rJ2SVVUw*e)7Mot_nK;$i3VZYt)too_~zhDU(}eWtLTl0aY!fwmk1!g z6x;4&0&xGLouuQyW2DB+Np9>%{#qiMXp0ob@ify?djHl#yIC%5gGQ%b%XH+FszUxu zq^X1;8seE2YvMY*Tia-}+_c0uAJZw2bz&jjUShYWfzeqhHnkOUbaQj;r*(DXQjPy( z(Ie6XFdLnVHK@=QtW=T-Plj)j_5O_*nrM2>@RNX21P9RJ%+Iy+`$!udW=0o59|vHu z^3KT4N|%cKZ5PHV3J!s$c7QD#_8WSeb@zLR0_ZQKXh3WOb@RkgOY$Ucjmctz;a6=_ z(A!i2vYKe5L-O)moPCSb}VDZ;vtYutS4U~nEg~jz+ zlNOf%ogBKx^{Ky;Q+GWi7#3;*LQyb1I_Ze~6Ckzprcz#F4t3DN?Xfvct+c40(cM3S|jP zo#YY@gvKk;@%OXlBn{&mSXky-uOYh4GKHc2ScrKyypV%L41S$`=# zs$ok;mn#Bz{1BI9Vn7Tg7Ug>uvx+FS>Kb$|^!p1lWqSy}?0^SfVNHT$u;pT(BkK%o zgzYxK*u8uU@UjUxDPIu6~hvWim|EP^2+Mu=nhbK`Rz zl73Y$uj^{kKg-G^9zBw_H!&QCqUSH#PG<|)Fk&9uHo0rrxu8T&%z2&@EGBNd4>K;f z%;j*%T|AVxtSmFy+ajC)K>3Q~M;II(ZKqMIiqbexloh==GG%tIJWBjxk*H@XW|rZxrf-Pri`k4$G#my~+&~IkoN@8YuU@)!x$Y zlAq7j&3+4dv^F_La-@{kdeE5&{%tX7X%B+DxQr}Sb(@y&`^Q}NG=#DH5(+5jEK?Y6 z%F1=&_S26$N#tCZYlvFhpr?2l*4c2|$k0vy&>)2F$)O;ZWFvyiKT0Lg!m8EB)YZU1 zRx+iZY|Ujjf>4GD5@0U??TmD7Pda-Tb=nGQLdK0odRMU_r~j-LT(Ff*m2&uGq3H8M?z)at?j9GrJ)+kzf+UaZdedPf?*(iO7Wlu4yBWsrpti&+^8{!%wsTd1MKEcZAki)z1=z7u$XNJgF%I39DI%cCUf=95GQPti%5B-LW z$&%v%bCib_RO~_U40n(|OKk{%yK?}`qf|HD<7Ljj^bMdy66$CHQ@J|lY2gf{ZEa>e znb;&AsjU=OXKFCf0YJE`y(a}@9#IfQN|`D@ zgT5r@1J*^WFXBKrR~E#p%duxHW0>_D_&iDlil-Jg@4oiOabDhkvp~Kb3PJOT0ocO2 z4kbe%O<%m3M~u&J)~E^Mt%yP|70`3Na;YG)I?P$xSYZHabL>_1`(zc#0ksylmIr3x zpRf5V&{-#!h(@F&MO#|DfCpfJ`j=E=Uce$GU8Bh1mFc7lm=UY6C^EVyz##aYwM@_~pB% z=4{2}rbb-VPTxi;7qW*&;?tG`jL{cip%RNX{XGCLK+wNd?E(hiJtK1I(OIs!!EP(s zuxOE%ff+icq(_YOwJrF6o_;2B1#3*yl6R;az)ph&Q-GD((_KrnWn*I z#bga|fP-+z>toWeF5q*lpRE5RfO#Pm4%2OuGS0=s5*xXE(t7i6@%35MyRa~JQ=GF;Vp@qMYhxkzwV+w%Rqgy}|Z%-+Gxy)-bh5+KSbxf-~YFU&b{D z;)gKGBdg>rKY5mI+OE{5#6K>lZJD>n>w>UYb+BZgjreNYld$TC4H?yVj}UH1aL+Z? z2{SrX6ZIx@Hl~D*+MYd7n;OU^DYQmbfQZh^ty+pNyb0PSv$8A!+RGPLZ za0_p)k6+YH9=EiSwD(0PUf*64ivzxJD*$RS3w}}-_sVp}^;ISS<@^g|R0VtzvX8aX ztPN5y9(&vl!JA%25JMcT!$Ms*G-od z=?IAeiQxMix9&W@Qm}bxAtm&WT)ndm6>q|REfjDxiJQcik^>4ovEo!iFwCc$dejHk z&%J5CK46Jdau&1=u`sEYk@q&W&hDEVY`jM55?Y{m)~lZW?QJ6k*a$==()^5OSki<} z%qxMHj0kTWmRSR>y}34+FLI|3zTQFa@wJ_gjL9IHRF;mk857GAyTPP@ue-rxPBB$= zqft*AA=%eKY*{`BodjhC-fy1nb_k+Zbml6dxmHLiBun$BxULqh$(#@k>Iy9Hy$90j zlZz7;+PWWO|Kox^l?1o8U2sO(g0A^*g_96LcZ@)|03=1UwJny`zS=%8c;&$Au+RaI zhwU6S$_>9O^|!8)T7ao~z-Lh>e}ev5*R9YU(!(;yIRTqNRaGMv*dDjg_vUzs9hhg?8R2t(h9nKRv>^x3rS;xO82~ZIL1C4k+D>sGa*tT*U-qJOFw^1;GxVkVUvEF*eLK7@*nG4I^c_>cOaR2TJO~v!t zg5UbY00csDLwIQ}G?iFWov82iw$yHb{QHdG82=h@L5XJl5Zci9X9@9tBT&20iVmh- zAZpXw0=$nQ{w{qEl@iVz3Je>wZO*T6yHMJT>Bv`yV94k56T|^WQW)5u;4A>d#Ac< zP?9^7VZMl&A#32fdE{>6EwA z#ZGkPRJ8sZE~#@}Fvqi@o$b*+nmZs^##79LJs#ML0fYRQFwTz|FE)Wk8y2FgVbK>F zb<`etTAPnA*aCbC`X1(cJBP2y4hEn~-O0}Lz2pXp3N-c^zl5@R2rUuQ9DwSS1pOvu z2UGYo_ei8%<5I=)`8yS;XaEC|a!f{K|4U36RV@+ zi{kslPI*v*z39>Q&L6*4E9}ra%ndao9qso&i5isYomWdAL?O}D<;i;!W&#;#GdHjy zD6=ReNaFGV{xSvaB|^1wKe_cZ(*A+b>Emy_)=8aNU@^8uaQHDt_WFXSKS6{jel^DY zAQ{kjqGV>hQHzz0pLyR`G?_jj7<9d;iYP+uh`MCe56|8rfZt8>01s6yfE(dZ!UW}m zZ!C#rqX_?9W6hFTSsroQUgy_1Ss!jT#g1;CzVGSk1hQ{!cvMPIN>+XjIw49G_K#0^2=F{RH^Uo}n)Eov0M}(cP<7Jt? zG{YOhMud|LYR(FHqnkk%l46dMP{aNmE#@z3lG}rX$MAxfxX@vukavw^mMH;DFt=>~ z#YvBw9cftBa{O`aKy}6Qg$f*fw`vE7*2S4@K#(0K=zqYDN@c_Pnr!`aHVVh7y9;And zT9JXNQAHw>AXfw2Yd!rGK(@HKJ{Sa|&}t;DCqIr>q#{UKimc7!4n{L}^0(Z(X3ALr ze3rDvy7eZ#ztBmrsP#r%B%MkP;6mo1w0YhP_j)2p>|^s#J+B=WKPX-zd!m{`#ApS_ z?ewon$w%3Z{4$>AbHR(l(MK4TJM$p_!S=QiNL4qSI%v$n8cF&@h`o2AJVZORV(}DMetf2|lBfSSU)2cIv*irK ztOaNGPAMM-gpx=tX<|M|i{3=dcGbBVtw!j_@AF` zs3p8Vila*1E!%d>0W0bzwd8w=b1Eq5GjV-`_rU+lXW86*sX(CA)$j--V8dUM#e=FN zvrSZ}#NQ#x_D%GaOQC(A()Jt~n9{M-aFgcY-H1rAa1-&bD4EgOVyFf)ZMv5#Wu>*> zj(br+#l^MJ3*OR7$30IVJYkx$Q<$yp!>^MoYgFUoDuQeTCNAM=nej7;)x?@S>Y4CM zd}swE<=&K~ftggg3RMA+B8+K0qno94X7lM18mExjF6CW#yN>QqMC#m+n-O(rBDu>{M-So4vllk^q&Q%B6py@*%(m4y1&7lC4 zRP(Oso9~Cjp01*dMP{F8itFl4=;S70ggwzQzLGoAf&(HkSpj_q7umG9qZ(>hwGB8c z*Q_)rA)@|Sq?11yXOpO3FZpmVJ*c-P`S+?27Dt^3AwH`3$RwD!>mF1X7r2W(z2)^0)aAyGT4D1ST$wAUn$lVDWBXAqhPpFW5b7yuDlG6|SY@JlT|a zdM01x6h=9rslz$CdJqL3l_xw94fk|M-S3tZWez`rhA~5h<%@M^*jHOFiuOrLdX_r* zlai?FchC6Ot-V!@c}hkU6TOf-jsI=M^La=fc1eO|wN%e7N7Pt%XKwIM-o z{!3upz3_@{xUmJjLNFemQI&fF_gWDgg3Q;enhx~+L?pb}&xQk6-aa=jpvP^D6inUZ z%VCxb8$e+67F7l~^!SR4%rC)}niS=9);HO-J-O1`g9T0~8VBbKH6hTp#S<_bg7`iY z2(gD3;Hrx*#fMq^t_Aet!M|0ObzX10BYh-kQ3>0ZT>)6fD(--}c0F1+Pox^=bp^HO zzvN1aom^==UGWX7$yWh1kR3fleIp?@%8bD1Q#sJ4tS>1D{2aJyZ-#R0_QeD#GQYq+ ze9qvtk*pt5kgE2tMOjkR-PF&e&Q|SA{$Wvuup_^Fah0OWB%)3q&Fv|+S8)5h&i;eY z2CmguBe9GSSqkHSZi?BG6RUz-CjJ4$M>p`u+X%cX?Oq1PbnmX|C_HlYUZh>IRZ4)q z>o;_2Z;$dtn^bOf} z{nbTUUu9xJ9#ll##Ju`1hND5@Cadcd5sTyaL3Iv?;FZ7^&aYfS-U{MCLpGVpdxhB; ztQA`~aqJ;FA3Ky9B%*rZ_MPM?39uJKUIEG(J|cM|26sh~irUKcIJM_Gb;??c?$Axl zh6s24LOOq&-Cb6XE4ttFp*q5}O@DwodL_$Cw8Oj&h>WU~J3>C`m(_*a4XSX>sWU{} zi9=~pROnw3SPaYzB9bL$!nQo;ng8^~nfO8S$tiy;sYf0Qzc~+7eX_5U-xY zhy?Wbm5cl8xIt*9P6YJ+mz#!Ilu3zu-)I%Bq>P(zf8KQw-nEF9wlNyk-Ld} zUZV|Oz&MIw>)Hp!-xQ5C&CxGyd1VVfaUhKCsWRii`21NlI@5*lu^5RTA(LWx?y-ID zw4u=7nOyjAtR^On#V#*<2^;Tj$VfK!G2#sby0_)KYR+kX&TWHc9(}3Nf-_bSrA>uIzsW3&FlZ<+OB)PK4`z5WM zsx(QvV^dR)ooNlUvkC?~NSRHlqgY8t3dW2suD6)PWvir=p+9MfVi?rYo&;*BQJP+B ze@so}<{L`>O6dDD_w$_e*dt!F3rKe)uKKFt`U?=J$}nWUiZYK|7 zw7{=65b-`?o6BEP{n*9PQ}tZK!oB~7nF7MtKBg)E_EQ|`4vL5c!%FR$BFZu~yvy+K z%&=oqqb{~9Fp2dhp?S@o;HeMjKDpDL+5NT1is7xThwXpaCKX&e1WG|!L4RLmYY@$$ zx~NFBlk>oF#-9TX?&c$Xk-uYTd9$2FZKtlBFG7lmh`O=mRU`I*Ec2GINBACBt;d6w zJ2FalDB~V=TG*8Q;$E*Sn!9U(33z=aI8N6-+*jqJYy;V0U zS6+t1N)8Vx#xJxbPEpZB=oAm)kBFV+Oq64{L5A{O_tXCf9f)w}J2Sv(`F9YHZbC#M zM*M#;8XYUD;RV3WEeBZ1MT5|sa(7EykbkXMGy8q3&>Oc^Dl9A(MVkDV$R2jXP=AX& zBVk@qP0b}->AUyqjz0D8zp3l(mU!nmm_vm+=Z-cv3%`K8G+7-paIsz^nDg1IXI@|v0 zU!LM^Z|Y1+7Ga4WXd$E$u%01FQ!ZaCaVAI`BAd4M?EO2zd+{Iv8xAwoPZ9k^*1yx#M7IE9NCmIm9J}dg>-{*AA{Fia;ps(l#K9@Ym-!- zrPo?VOWj)n38-##Fpbna9jAz!@>V9RxR$?JVF@P zf_kTR7-Ld~@R9&B&4P@;PAHVABFufTmDDa@*Mq{*poq|-_#VJR%8p;C!;e5Ute^6b z!%IRYO{Wr?JZD2+=gXm5^Rc4Xxql|HK!=3}KwCv6Ea(&quW&(n#UL#W(Jql4B*6Cd z6>DXJOM^!R2w^c@N>rV6V7oTcxJ(f1dO1IQD20j+g73I}kw%0N_+qVw{r)g3^`p$g z3Z`y0=cW@;d&v52sjR_ybjF9IP=-RBhY|3HPL-0H7Du3}yfM2c9a|bc_GY~UW;>P{JHwI*xZW2X!i5t4_p9=gha)%`!+n(4{)BH&A0f|0iLg*ejm8VFnak%npy;3 zTC#i0&Tw_M%(#}SZpKB{-y$!ZQL9Zsk39s4ivXhVmmioYgi8 z5m5A{;3#MM&);oLpOgv>gCoUwe+CXmE@v96??xHVg~{H#J2CAin7#=(IdKn=ie5tE4^`BlKvP)W|@rRt*Rjspm2E?DZE4I$l=N~CZ z-~`|_jV$4XGYZ3rXWPU4O8jN>+wAAw)3=a1_S22j;nv;xY2w7J%WqCkVZkF(ZMCYm#0tqhl>Y?l ze}z%@H#sHg9=a1kSc)Dk+$n6;aP4{4=uqBy@!VMCz*1iJz){-$O&N5A^cf}i7@|BH z4twH62?o$F2(WpwVdOZ3*7(;3nT0o z67vJHwj&nR%_I}i>N0AXGRBcuz^2&sABGxM7lyg z(u{kdh)Ae(nQr-w(qEH>6RtwhUM{%mBY`9K>I6@wj&iH*7EtN`2!>F%{XGVo9b9=L zt)97qaYAPPs()YBT>aS&K=nZ!9&>XZmN)hMN!z06DU)#M#}g$~A>6#A4A4e?JarJ{ zdE%u211>GS#&-u3Gc(js*lXQZC@80iq^BCfJ-5~tfK4&0>BRNyCqY(H-YZj zZ%`KWUly;xXYT4wT~V49F741?94u6*6y93ZotNR1KE7JuPL=ufy*}`mOA76W$%P}W zOV<>^PRs9_VuR?ZoZ}bE?i^SA2yBIEyEl*!BvSK1RA&x9^~)`fXMs18{77&4Jmr`e zkD6m1#u&W{#l7>BoU%ebV|fd_ZejLQ8%f4g;iDQ>IUsdGV1V+PIj?M8fa?T;mY?fx zuhOf3A|@8Ba?r|3e@xI`@gM3$mvr{b-dw&3uLA4C`5AoiLt5fVqWf{JNt?*Y_?TkA z{vpZ#y&kg_aUgrDl)oO=Mn25=(8Xw+hfety_-S$P=NcGpi|e}u>MKX-{&<=;B;`~Nyg|1i|5AOuwf%0i4}tm3 zPBuh+(7*LMAGw%(r&eBf%t8EHeS2M~*v9-AS&SeOsU8bMcXyy{h?Z2U4X znEf1Z;f1|ptQiWYwp-=holGP)GsS4{2Eo%!#-6tLBpT-KMr9v_21BRKJ1as9BIE&m zR$|m)JNZI9Mq)3R&4t)XNKx1bVct4EEbo!D%UlGj@dggo)vVD zW5fZV0epX3**nx1V*4>Tqwo0605Lbd1>uBLGp>|=e#9w+@|zWKFFF2NU9MfX))nkABdRIlh>86KuGOO2W&PIcJ2b18v4y0qn zdHjLN4+c7Ue-9uyytY#3GUlKPqyVR=gaZwosM4XTS8EIML{6txMeRkm>3Z9@_*PR? z-AzTzI)n+_YPWhX-)oQ91icwmazlN^+SsKycrxSNH;M+G?r8?{{`81sh$37Wu<(%*^0+H8-~;^3R&NWDW_4Xj^%`+X{b8K$$yF+ zE&@+4g6xSG#~R?dXU7ozce%t$8aRSRzD@ZMxZHdmmanEGEkyP3{`>EyNPE!ve3OyJ zpQYe&|EtJ6#;umgoPZ=p{oE5ONYM)_{j#Kdk}-|b!eL)KDC`liPk(FD7&LFEjeku^6I1%h^$S>lR(=p#8_L@9{23ixIjkFJiqlPxYUJWrY>h z9DG3Yt^9B*n0NV5A*I#*J~4G$k!Q<^^U|j9H6*$yR`v>$Lo8fv(FmQ$-^IL}1 zLhvaH^C0rj7RsYS1>e15jiARCWy|1xCzd7_*s>_x^jtydd2K(@9s4H_?#9qeQzQJZ%dTL5 zVHjuy(|8AsBTE3G5ZCe$pkt^t&GfMy)&94&L*fEBh*UM<)J-X4w@)dfalf3nt!XdD zH+tH}bYG6>ljSIH0yuNbDLQrOBMihGEt$>ur}6PuR>}pRC+mrjF<~zBdU%I&e-^tO zc_fcuLIpQ%p3aVPaK9DK19t<|uCmiRF=`VXB2W*LV-v`JVChvRe`V{P*!ct|1DIF$ zPfpauIR)#{Y_S?Y#PFbLkvY=xC^M}+bLMmRcVyo^#(O+PIVj?2r_3vWbj4RCNUDZ>(Y*6d(m;3KNIsa zuwE#yN&t33;f|_0nfj;8P{BZ;<4qI=oib|HUAg~ghoMAw0M+qrfz^^10_82kft^@g zdB-JXHmj}!XfC0O{&0dtn4hDaohB}ZmmD~Eit>A(GpA%tqke`t_W7~h;qr_D&dPG; zLyOxoipJnv&H~e3Im2HFssu-jP5LwV3Dv>*EAcqZLPRyH$8t1rETY898_fxLN7_pw zJ=OrkfqXPR%3|-VrQeTbf-&x|TNdxe2UwW3weiIqm7y^jxzgcMzPK)RL*X08h^9}Z zCNA3%KZ4Umj1II>`BY$dr4q+=<2)#k%SpK9u_OTzS-ar+I{nmpcNT}68hmpN`UGn+ z_9~=y->q_wtX0b2+&6F+@K*+Eq=PeFJRJUtZ+KH#CMZg<^qCX(`If^0&_!-O zT(-J${A(wuZM+a?mMRwc#?a~E2rfLl*5>AD3n>nO>mZdrzN*=Nbpa!wJulFlxF1KV zju`b3PU;heXDa8}nZ ze@^QPs*EXe&7WXq#T8D!vh+&dPn%vB3m|ycguN z5V*LVR-bFzam_?$JGoBph@>YQxzBTIsmc&Ey3maZ)}iGhAeY15|kCY6if7T9hZ27 zqzIw*?+wQMUp!@StNzmM)yk5YN?%EZm`Ng>lZ7w`zfgRnm~uuv<_2HINg;X> zy8Nq$92lJ8p)d(z4AfrngPAPYCJPsToZHQ@Zdi-6$dHN>Fv%jf>Q}vbbmym`fnm5c ziWDr7h4Mpiix~=RMa6igTal%5S`zO7u_KO-QIY!d?&@oUTJDL7-cKv(rJ ze-O8w-$PB0LvXyz!%?}}loP&W%|V+j450KqZMaq)vQr4Xy`psI%W4GkUwFTN%03(u zwLHE0yc65p6t3u}-M`()q^WJb^>M8%?7}i-+4FTi7wTy1Iu}&S)BKy3wVAQ2b;{8? z1JSovbZu+cL^_Kn_q%E_vZ~a~gE%+&xT>g>;_EyGf{lpf1-IzVLh!u-^8ToMM*UQC zteIqxuKPjk5$4E+6;b4WV(OUgQ<|D*IaX60N+Q#dyYV6Gjzd}qx;n<0Cg4@7!miYr zKMu21ztXlx8At_pvy`0;cu;$W8031<@{a%T5$#PlhEfuCA{jG^8e^@VMGmUdD2Yvh z)Ly8mm6R{O-hC>yN~>c{FPqk+RLJ11c}vlhyQc?^ZC(cHSryi(g@>Z;V19p8bZZz~ zJpaK!%#XD47&X#NjYA#?h~wqhMEm)zfV7QQ0WB;tx?H$uc6ie+Lw93PjIo{~h)(Gg zc{vSQ3n)NpiLeDnBNs*hOHCp~v3j5X{W7)Y6c7Xd&>U!=;XxFBWA8F6RGXs37Zbo* zTyA&w|G?~l&sM^nHBcn^+I}iQGw6xYj{T}uom#xe(-fVc6saOZN4fx-aLK^QTchB1 z6b3gwy+uEJf8$zZd~o__^3_v=q~Km6humg)TshLyd&NO#R_qK&6)0$!`Vx}J;<&ow z5cslGjzL=)*p|@(RezTyN5MdhWj`%8KO${tpagBvJi;(aCV%QJhx7b00V(W{1N<$o zn)$yAI-{ETx3^tS>k4G%z98+mf2W|7>3V>7(PXRebFY_7leo}`l%E_}rYMz<#M~K$ z90w5Ki4DN^MO{9W3v-{sr#i`g`CVpcGGi8PLr}yW&3da;(bO`NU@ylkiAJs#>l{% zVrzeifyD5fQQ&L#)1?vOwV2Fb&_UbYJ&M4{MRv-0un^;}OuMAm1c-$)KTLU@1KM-*Z!V;Y4y z46{gYAFTx9nPu6sFM(zOc#8WH(jtE*-3pJ87p+#XM6+cK2h#iaaUGU+>Vl+od$<8< zJJ%kqA>}#K{Zv&$yV8Ysz-vsv*jlw8p1KSZp#*&yed~1~ih}S6q))^;qSf#!^QyM$ znWqI8@TOoTf%53PUPClx{yn7M=SZ-g;%@y`NE0g5!=#a@Eoy${GRP)w_D~C}eEm_D z(07s*ui!e;Jx?A|jK@qakcyvhK_r!yGxxo44BE|s6E#naa45hmMA%W`iQQ>g>sXQD zazO}LoP=zjqY+|vxWIDqauHexhlRb zzwFv@nvN)?hK!kjzt%Mt`YFXYw}#(M;S8!IU$<}!1n zBsRZY-Ced?Ci5nSZYZ`UKVA-wYvx|;JP0lb?%@qMo<;MQ<q zA~C*?W&IzH1RlwjX*059#lRpk9^1BH1p}@*y}*e%-+A+EvGL|V|4xr&el6X#_~zx4 zb%5ddIn5|xv4lD+3|N?XMgSWAuIbtz>aBo$F_Gy&9+x%jd|?V8k@M_b;%H2ZQ1>19 z+}0AzlWRW%@ZF)i-YlK~B#i1JQEO@Ni7VC}-PtC*qmRv2<@-}@{BJc7ywQ?xX(1Cv zsv*c{rh#qf*7clHg(U-vId>N22rp5>X$=llS@L|qA9;X^^NLFme}ASx=*;WOps`5H zy(f06pc6!7hK(1I8eluSsOYpmRi3Su-JbJj({Me5m!$gH+E}aMErp-=5^pX@`2E_1 zTU#x|cOOy7=>N)y2aVdyGzk1CliWre#)5Jk4D|5gaJ$ zL44Kf)vw*I#K1R#EG4wc4cswe=|pNGxcY}zw0 z0#*O{o@0YiC>R84+k{MJ*KTF2e8Kpac8pz8a`nfLi*z3|-Ku{XEyeVN8c*x-iA=b6 z%}x=CR%IeNO{^ZR@wwTpnFGJj!>{6IxAqPFZ5#{!l;*yYeCGaNU36fLdtQyZIY@2O zvSjjfv=`8&YLZ*9crK@vUj|bSLWp;J>!5RWfk2#L>!{P?(;=ol=%Kg4yIo#|wF}{Q z01wd67(KDwMke)VyCJf1;amH@#z%)kFhlCWu#NUL)=Yj^py2t7bYTX}FrIaUVz_ z(p>qC%-+}&9_uv|PL=5byBWfjt|RTdk3V+gZ(1c2(l(|wmIt$XgBxu0Z$h9lu|alQVC- zATbWdS(M0|&;sqXXp;xN*!70&%Y;}n<;MLOq7*yJasg>^v2gg~7t`%KR9>`nT3^e? zwgQ>QL9a{BjbwBanrLf#H-Tk(9$7GEoZUnrGvIX|Nbla2beRE{0L_zB>1nC*?=-n9XTY%$S3K&dN=mNdxz$nC68k>>LU@Oaz;-JaMu ze}|cCv!;aUJ4#=}yYV;h2f`oTZ1Lps6#Ov+82+F$Nz6EM0_Dz3 zlBsH0us#(?c6@PKpgb`E!-K5zr4_Fnoc8cUjUZ%Bg~{%$I_he^{t4-52PdytkAkdV z0}xde!yz~stTi{k@w~IcC3xLytIBT8g^#sqWpwa|MlpWK|9+omc%tAH%-pFLdaRl% z13r@q0_4S2pX&&U3sX+Z0|^-ayC@UXfB-*Udy$g7OShwu--^9?>+7G43R1b{src+3 za{hHemUv{bIqjg_;6FT_FA(&O<^~C}Eq0#4NqE>g$}H_$s&xcMl8CtDymW999fEOd z(3yeWkHEHPbMs1gpn6BDE-XKLv1ob1lBPcNEa%)Pkfw~7cURu8MqxBh3)qT}^yOi=?0Jz`yxMT1xk0akALHo4P_IO_( z-QVxP9orgPtBBik4k(S(QsO;rV5BC^%zz;XJBN-7W5Ktnx@WS{O5&QB2i8}zxWe^z zp#^7FU{wjsK=8#ah7G&}kC|CQ&m7G+7?%{sn|plp{*LOE@0fA|e|p7P`vLC%#VzA_ z^faKFEQ$H0(so7)V6MdqR0g=?BnH34j?JDdw9uBIlNm|GS$XlLje z25=Arg4++F$!Ng}D6b4db(upzu2;?NMKP{6Rhw3`Pqj$Z5aFkDQG4{oIWVOmh$Cvg zW~{&g`JQX)RO7L#s(|T{*mE^(pG*{rpSAo^Wjo;&>TKag;K9qY= z1D9jL9w+{v@=-kuY? z{;P^E#sk?mpEd>5^)U{s4GIGu;y=g)ayPj^-^O~NEa$ZzZ5rrf+5ldVXn@TPsdaPG zANw#;DEg}O5R(3oz6}XYq27Dh1=~3X?dALYTh!*({cz&k##AlF%UzB*HSoSuuyIGXimg3g z;awVpedC*Gkf^5Tv4SlySb$^iVKW)9yOwQPeh`B5xP3RHCE5eWqrWuxS%lH*;L?uX z-vpUij^j&|JU2`H40v$6C2RIOyZ=N%coM1txk=K@=Ny*|O_IJ06Yv&kpCicj}kxdirLIqSz7E)30Hu*z|)_4 z`5C!8A>jFSxmRBY7d%_oxg*@8PuiVlCxtBu-4V)*po*-zeSH_dGTmm+Uci-prnpiw zmIj!cAnk0Q1`b)2P8yk~8Mkz1BG%g~mm#IcjT|<=P?6->1{A4(=6ZLJE3r5nM^+PV z&_4YQX3zk+?z8q;y$-kCEF*AhqFDrJZU z%KndHW)LKsILxQ2VG z>`%#}L!*n#|2qDi8l8LH);H>0I-nlm6C`+{mds2}v=3!`lWh(1@tnxseFt?3s8-j1 z0q91s6}=kxiX12cir2*>CzB3>*jfQH9u6)vx;T06l!dsM2fC|Ve!BW$+RCIK+?y@v zJniPh%ZdwyE&B~pZFz06R^faB z351ijls>6wF1oS~4|QG$OnoD>x(6MlUfRWwXlGV<(J+&mM&WFLjrLQ}u!+czr&SWh z<~|MCzpc1oAewc#1}N>bjjcH@XT@{Fcxb9f?iP+D++f8-;sp<`80knLNY#jOCM>>6 ztAbasP%+l|-s6PY61o6qI_;pLxHeU&z-DbGbCrzTb>}JM@uAi&Z{*LjrzM&cySklW zdNvC=W1>;)T7o@y-m31=cYE`bQ!itN?^zoiF=xLx=LDcQ36DW+A|99Jx!^+y?&mJj zzXT;d-gMoaRwvOXt`kJS=eJwSAuub{NW)^C=>@y5vA1h7 z5TqLc_#1L9gNH_3-S@v><$}&W*mkADL^=Jtp^u=0&2>4*l*XJqsGcma{xeYxix%pQ zYp;ySeBU2KPJfODGq({7>wFsE??62?U~;8(r~O)&NWbC^@uNPszL&k%oaOP+EAX zSk$7a_P;RGOxAXKn?^}lxWjUjU1YMzM*8b_jQ$R#$Ovtpw} z4OORP|6$4v@Ft1}U+U0hXPMapF@G6=kn3j+-sRx>hfDT8DEF+NLjJaaBy=(7k+M=x zkrNoV!OJo29O7hp=mV45CY=!H>SRH6#~qJVuyNAbsp4Tj96(ul=Nvv7K|i{>WVHEa7q5%$luFPZ;h-? zTL9sypTh{Vph|x(6hTAZox1; zfZD3MZi2izXUubBSR^6XI&xjd&#MF~Oxv*alS8xqhX92p!Or=Wfq+T6&Q0I@AnUn* zgv-8^mTuj<*GKgGhcE6SXN-qr6|qWnxn?3(=Ac`8&>3CyK)X@w#OrI75!F7k?oi`@ zk8mJ6s7Dr`hmy_5WAlvyOWSI|Tv}$ojN^+cyjE)FZxFq$H|BjY6k*0C&6^Rc?1bul11b^Li-%>d@w0VOYB&2R4YYQotiOxnZ52Xq zc+;-WUFFAyW;G%~tsx}H$p~t(wXZ?}$8&Rito>(phY&X}N??u@T!%&XF)zGUI1_!( zCryz%ee_jm8i|0-vEJzdOerCkpjM5g*XVgc1DhXnFlM*2RnXh;yHrdl#R=Z{4% zT1>_V$y{BwG|!Y3daZc;#BNx~S!$1_i-Uk!e>}K$Y9I z`oR0w2?iE5G*zblhUk>r{mI}8Nsk2L%VXbbRW9WUj6bH^mt$p`CI`VsfjK}kwp;!1QD*cnOoUK$yYT{ez^Nx4uf@C` zl98$62=C)tO6&pFHU!5_gTUs@BWbyUCl_IWc;8^Xt{?}@0z7otZ>hB}ccl_yJ?V`& zpPNX}*vU|J4a)A{L(Kgkk-b9Sj45 zc1(h$3hSWjc!ePG37Qwkk!r+iWrbQ&5*1j$v>Mpgb<hHhAscLgnMM(#;hq5L$5hQfmmu z*kw2~iuCp zNj3Q9ltv`%9FZ9P4&l}Fbcajq@6N|J*vhG>2WBfl%9a%PcF}l|a4Z=P+cMF!RGr?Y zVj3j;5yDJ=U_I)K!9%@j&*8jW@V6LN3a3%3$&L|x>X}!^&v%Swi^2wn9a<7 zJjsWg>8D4kXHX62Uf_;vVKt?m{`@wx1`!%eIXy$5Dv)jAQ@o+Tb!~n9% z%vZ-KuK20& zu`^_fdmU3r0%uU29!9o$89644L>58F<_eon;^Hq^dgR!=-uAN zUsX8F4ij#TDij-NgnvhZr9rniEwiooDc3gXy*pso&w-39r!PckZWOPDn0)LQqXue& znUh8zFoIpySIXN1kNfFM+c$96unTMxw@R019!VDdFdES!_U{f|ZE2sK*fS;qoCq&7 z$#viYvlB>UC7RXEuh$QZxARRU3tt-qiTG#d$YqPol!c7S0z~qY;Pmx{2KHv~d0ic4 z(%5L}XOCPqKAJbg{7Ithz(m|eY~fxvb5Xmo{z4on}uBa%SUmW zLa0Ne)niUnte_Y*;PKxbm`&CMGt~cNV;t55=Yj7(R0X~5TL|sg20$;J02ijiSXAhA zp3vD3gjEi%El}`s=OGpOkvWK<%AkDw06da;h`Xf#ILm`hiD`7uzvW>}nNkSdl=-kf z!_m=BL`#}o?T`u`6#W8=fHo^%eKn%@QzegLir6>)888U#ZIHrin}~@n%9Wre2uq1+ z2x&aD--UymEnqA{x&%+V>Gm2UUYsU39&Ql98u5sPWq)(pg_0J1A{_c?ivib+V#s|u z?>^el_9T|(uRTbrht9^<%~s*EIi4&tq(Rfs6m6F){ito-KWmOfuTo4Bh*Bgjn+V{f zxOfuqJK`U)(6cNuLT4WAXa`v84ktvBB#HG7Wpp-Xfh??03kLW4ArEo~`xX;k`nm6n z1VPLyrIDc$b@myGiP6(QNl@`XuP?82>3?{+*5pfNl;7#f*I29vKZmo=8`o;KOxSRc z%kZE}Ku-Jp0Z<|6Ruu_y0yw_k<>W~Xku-B0X;a<2VwotoC9@s1-6~i2?6U>Q3bE3G zdX%tzxP!PMW3(T(uZsryLJFaOJ_RBy6uR$nTi`YB>XU1&n%a<1K@=ist z|E3fv#3k87&0=d#IP@||l;9{`oZ$Y>I`o=GVHc5DJHZ&a*grh#dEt`{yGlhF@3q=Cqv6=I9eANEVv(dQ!~_}qc{-C#STF1nZSi?gm=B`c-cSu8>$PeZ=|3~&F` z&sv}j!Xs898OIsR0qFc}Gk;>mS?A;X5?Dr5m=1)1Cxv_C)Q+XZE&1PLA!O|$m?~9? zttBC}i+Jak@BEgo@0C&M+4WK+qg>)lya%Y9_R#bRosx5}A`&tyyhYlBXYAQtRZCDv z`Rb)vZykd-c-vg(1NTeKunpIy@$bpZFgqS}4y^V8Scpru0g&-OayOyNY@6Csy3iAv zFAW|uf;u3UJ{kAApa;dhfG3dW$4HPDrOubivZf-_XFS0!hb(W0J!3^Qk*(8jr5W$A zp$@`y23ef5777Gg0zFNM=@ss(hayJseD(1wD;JRVvNIL_4Z$f^IDQ&UXqZfbcv$0q zK^R3|q_%3DB}Kq9!x>16`X`Jr^>XCdL78{cl;3>il#>=oh$xm>FM)W{IrrYq;i+9Q zrqZmz+&znc!B?x4f9lsXXEpg*W(M09^-bySYv5c}uF~iSRpPy?R?9U0w^M2_x*X8x?t> zs}hcTXvs%$ZzUJPZu68S$c`0c6Urz)I>qSi}WU6wjMOMD^8)180R?7n;8pqbn*5@4`kg{ z_g-gi*&;V_3dR(Y!JVtLR4NU--kCtSALf0MY8sW^cB%#IQZC7T_AGPOzRo(%uORd3 z#5g+Y7Ch~K8nWjY@4#_eSvm#d;@jVk5AXr;JOM;cCJx`oYd5qM1S2m2Nugzc9J6u#-x)twTBA zD4SJf)IvUq2L1Ek3FI}2u1ngGWEY?M6zp z&J1g;Cs*32x%ni_1?k6br(Co^(fdQpixZ{93E7Up(&5lbaD$vFbx3=#l;s>{cA~h(#RKGnjkK3ZQ~D9Fj1=kvL6$rcE@? zCiO|0dm{0zHxE@Dx(31we4p$@ot65st!8?~PBY}=hXGI$=Y|st^^gARxh-RNaU;jM z&d7hn^Z7y$O5ZxQbRzgtNkkGGG?Cv@dh)_98p_rK?!@3$ya5aFD2~hPt+pm5w>khO zlSsi&E$Ea2ROsoG&>f2Y5<}dj&*lrnGCQ%o8w*trdFL@^>8Uk1TF?H_CPbV4*)D31 zV#HPQb98u0S@rn7J5={LHeo5PQ26AE?alX~-mesSnr0ni2xbJ>vp=gVfQf+pgV^U2 zlCC4G#lkv_Yn@8pO*DsNVprOU;g3P;<{sc_44weZPe$QqgSUt9#p7Z1lju^qw`*DRYqMd==NZ7 zxvbKPJ|!*VO#bpjy@h9kyh~upQkwtC#hG0~pz-=wnY!d;DMQkFLWrcMPCBBBm+E-~ zBYj~}cV0KQ27>5=7oeMKgf(xkYG3Eg#RHiNlrlukZm}|Q1I8|C ztfG1!%Q}Ig|DsZ974A3P=3^rVdHhd&>{eLQ^NC*QeH9FuwAE0QuB_8Kta0&I{ajt~ zIV87NF8}Dzrij%fKQ?%aIC|!mJv3UO2GcQF3C3)V>YYUfdPy$9=BU-1M;C=cm`&k; z{nT4VZiDT6Z*&vY=>Ypm+ZKdfBqJ!6~56Rmwdy(d!V8rFF615ebBGQ|#+OTj>no(&@ zCSDQ@hw$OablFqI1bK5m*K~^2mw+HCD$Kd;+9g~ZUwOW_`;G-IW-fgjY{7Z5w~T3sq@1=^(j}DBvZsp#0fx z9CwjKyoz-OdD~LIG*4WrC;i_nfOXP2hIQ0TYgc8Nrtq&6b_rxPcmm23@ z@H$4&C(Ey=ipp>k{e4-i6sv>MwpwjVZ<7Fumw8|jpKb_?^9>;4nOneervbL&#+?GJ zFGcC3W5GhP_!A1c1nuH!|3dz?c4aDLP?CG^fVdRU99Y3=R^mM@7}zbf6lc2Xr^4x# zT?~CnLAPT5^%*hEn~QYSbPsNoaURg1w=ixEaUK~T=wGnP5U>55HMBs#vF8h7N-F_n zG;9@y8<}~fu(oGLtnxz}p5rhje}0@fW|iia1Pdrv6_lnE7^TGcmr&6T+&dRvYr|5M zfd_jBC2f+TlpJ}*9FlEEFC#Z~98}Fi4f#^w}aU|Hi^N4Ms(K zmDK5Oj>O?ap*ic_8oEiw!QZU;{Q_Vdw^%1Mo)CP}QnSJwYN$#`uLY+-KJz-#+edOq z?4GRVb)m+iol3~S;dAic%t)%#ZXjXepL%*Yh|i%iAgROkFt+|F8e@qRsVNm~ir}$l z;3OVNO~_>Dy4nJ5TnnR;j-fe|iTzJWKnD`nV32IsHnk--Zzo|5#qf6qrwNC(b_oDa zn56x(*p~5n5?+MbedKfmSASnt-6W0lh&f@i_DTFDF!Q=`wUp!&bIJP&cis~wmSLxl zU@DR`IiKwa0jv+Cu}!$pm}Dfx_xFHKUq$%G8uo&ZBW#H{S{Sp+Rk{92U%4Bw$5&(= z5K-ONLKTSOPe~)u!s61!x*GIURk~a-*}dTE`V51CSEm$~JXb!_HqZf(*%+h)6f3ZZ zF@L>J%-T6SeEw$!iK(requV?K)DB7+O`6k98c&EPD8Rrt3VsB7mb>uL9MAr+5{~#1 z%iwDM)8BJUu_+HKWCbdwF{-46=&R|7xe)$SCF}yzqS5a&PTuyNZy{5q%%@U|0l@pQ zie(Q`Z$&Mj;9{ix;hN6YMW#>dzV-k{u3tx{+$TtS2mcgWY=ChiZdwc{h8T@>&cP%0 zc)4mQE;;SAb0UQ!N8g2-(1i-F86bQbWqg>|GwuN{g{0Yk{GdUpDg;$ZMUw}=1~ zM>s1h*XV;Jmm}cv{zZH32|+RUle|SSOwY=fr^%lElMO>X{TpcSX#UND!K=MW#;gZK zE-z}Zmak>vm1X!c;f$^& zjLggI8zmgr1sABV1m<)pd@+FQ@Z#Dhq6dOTX(=Bod!DVSQtLh=bEu~YbYt2!}{Pt*u^{wP)bNiwl ztq^q0*g5|6t)$iBW+(zCWq37xN(#U`ZY-w(1tN1S-0vcz4j_|2^~;+VQ&gEr<-So^ z9^(phax3#Zx}4uNW!rGYXcmwPG>##MD2!v1Aww+$vaDD^cD%+FrO-x7VzmBq9U7_5 zMwkoj+%jA1)>*X8W~~D42_Rg-hYtff5oC->4C3mYAkey5l(rXs;j&>RMKxbn27u<$ zPRwIz)2p7)JMz>g-nNS%v=2|sDhVJlu>>I9G=s-w%;qY)XFYT*tSWv69~HG=@`mVd zKhH#Mj-IS7svzB)#CDv9?bI0*U`D^&-52_Kdh(vyeA=*i&qcF2+!4{#A2%hDU-aKc zH8*CYZVedS2@e_sU5+y`thN}muM;Q~E&xD4nznmhf_FdH78sYk6I$8WDgbF`2a>)78){0R$v5yMox9c5WiU7FMsl>h$XUo#@1y}0K%fUm^Dt{tM5|lx4cp8Kn~fKcEN4A@;L`V z`P$KL_LI`^SdBxv8&37!Q= z*l~bHh1XXC3}h8AyLZ}F$&Kr2NTCR#*j~|(b2wgVzSBb+jK6NYNW3T8QIdRe+ycOJ zp2qK%M7cf6QY-rhYHbHQOZX+>K9>MnV9vpjC<0bi{>9rJ16|?{QBbyo1Q6 z`k`4^tZf5dKzm)Xt-@ykGo#A*kIqqRAsu%{?KsO#L{ANlxrDQAT<8lu8gmN~K{|r! z*75vB0ZO`}tcY%5< zG}$i?m;py3QULWI2qozN5iYs3Tk^wCP@-~Menj}esX;wW46Xdtd-6$3BBnpOXA}@S z;puZ?6YT@m5giX|rD*Rdda!Zn(&p}cEsbAdKX0!uUV}I24~ekf)j(iNy#eXE^Dos@ z)~K^0ciE2tsfFqkd}MT>N)|z05|Rb z9k^bpVAY)v+js!49;yABcH9=lXtX_Puf{*>zWhYOBzkCqBu@pc(wP-&_tVz0DENk4(6cUGrv`PO;&s+suu%WrP>_e!Nh zX_-@H22Pnw#>?gh#!Nden^%KHslvnW{fk|09N1Vp+sS~p$ZI)@A?sSbO+g;?{5xqrmV1v3j3Pe=;*}-sFpCFrp=08x z`wt3Uruwy9$Mi--jy%IfW3@nv>9lS{EiV%RZLD&CHJY1t9m?wy!BH5mN4?rgYVSq8 z|GQWwb|R8Fd7d%W`iGHCUIW`UQAI0M8$$HTwqr<`p$ljv&{Y+XE56pFj+5rBAxzbS z$%ykL`#o^0MvH}Py^0a(#W872`4JZPFN|2&Nj?SX4F3s67E=EmY%5b;({Z7O+YUnK z`lwq+Dc|?VHqkwol8K=^EV9(18)EOdt38m`gj^^VpU%M(Op#Lm#KB+WD{*?pp+(%Q zD9WTH$*CmK%7wfX)Cs=)d7qQunTfX7`cqCl-AVl{_7`g=`Pq5{%&?Y{F;G>MUo6!{ zSx_tNzxJcLlPNdwDS>+ZsAGN%-KSqfrb}}!b>#taj}>mosg&E>=NDY#8$N)Oh-^{0 zs%j}%A&;|!z<%Mr;<$of+@2g&;OxJX9K2t1jNjA9W;Kd#;h`*?%v2dMJ=Zmo)vaiSX4-V<7U&R>JO4Nf3X-> zxxk&Ivd_sJQ`tW7-+m5XOi;D@-cA?}FA9lLirdfxY9!pYwSQ?|o?rxv>OXQ^+t;>(UV#?*_!X0Zn_IHLNZk&|_GMr>D#N$?S@zsxOy z=;9y?GY5w?xI61tZd7oBW*CwO=CF~hzdVMhPP%kku)uf29{?9rukgomQjwakpF`Cz z$(XV@2ku==R#U{Bn$B{LVNDW2q{Fb64D#mqkr?5iHFg9oFwB4kCjk8jUiP!)8{)!jd+@E&0eeG zRQ>*6yRi)cjDm}^CN%CvKFFnt#FT=8to=f}RmgUlO+q?JftiT=g>A1}8uLevMNz_r z`l1>$Zn*aCa5H3c`B_;)LjG67ElgS(6oT8+fhQz+sH;*_Hry(MPA>j++qN8~#1`qG zBD^^{!)~~&%z>p$t`GwwX++2SnWeGNymK3*=$n1x!v#wsLf)>tp_oUk=Wt?@IN1LN zV1-S*w}+9nrU2sR&~#L)J{6H6^;o7RL_ou_IBr)0!nB}O0$}?h??klZmR@BsVrntZYf*|2zNG-bJZL zBSkf8?@tA2LS88h2T~eTG$ycz>(R2A6P{o$(@LCLb2ViBn#3g!yqKrT{T?#N(L?Guor?;Xm=CS|x@hbazdSUECU{c1(naY%1KKcv1OwM|TU*g5bR6NN4^XhDB zu&TGPiUB%qD38k~Qzni+99V!CI8{G}&SA+>41nmWNX9K_3#8t6n)_dqXw&|1tAoJ6 z5#><~MWP25X?Bw*ZCdU6kWC{KDdBAppV{zSHF2On5j-lOx02! z!g_*MLhQ|FAsIM`uWi-<>LrbSuQVn`D8iCVV7$ZXrYE}9EL$U+xOz9k{&Cb}XeaAF zO!RZGb@7p}o4NbjHBpI9({Qo{Y!tFV3q>5-2>e5IlT0x;f8Ao31pNAKavqm(zi zc+&tr=nDF=iPeYoqJAA?4$llCALPFqujsKRkDgSl97()tQy|}(S!cnCzH^9a>a`;k zFDbzV6P(Od#Hf8tK^E&+G%w${Pj8a@EIHh-+e{y@E~}0$+wS^rVrT|0@c=zS@!W6YZz~u2uxzBSbRy_QHObo}qG71kE4(k7I5*eoR#?OzvkM zCgvGa>cjuz$15gLlXMBj&lzec`i3zX6qV1rYzxI@JEZZH$ebGi^>)ZYPYVEyfnJ>~ z@52?mvcPZ46Dsu3EE4!748_rK@EqQYW77!w*zhz`)<>VUv-=0TpK#0hBw|gpM;AY7 z6;Qf;A9ew43{FYDmVi$#*F_fKMC+Fc0I1&-PeRL)c_<}yH-6!$+Md>&R);H6^!+P> zN>@N;LA6;3N%gk&Nup0hmL*Ww1(;=JI{$e=5GY@egA@}XLu9V);uLg1xjH5Lvh6YN{+Sj_dII`= zg&m(f<#p@zO$V>fD?kc*^U#YQL*S{$G60F~jY7#0{CBE#O$@%Dc3IHd?D@Fz2l3HW5Up4xz7_!{4DsEW9n6w4 zw!)NK|3cj=g;-Zw-U=0>hrGQVH8}7dE9ytNE`20n2SM@*|1fQoV!x5|l891aOtUSY zX36#V?$c{3P(q~*3bET?1tlw}Ct~}&F9c|z@PFYP8*g8#lf4wwTcCy6lKqDc3X~l? z!i~t*$}F*sW9D*A1*x7hSdP(rIpM+;9Ss&aH1=AMtl;Uf3wu7n|LB6cc zF#hB^Gg*a`)m~2R1w5up#5Hd$)?%^Zh$S_pc)W8k|0?3x3b9W5hHqybm2T7>F=_|wxCQD2c8~W*N$o_rHlplkzOE#CwJw)wWJC@b1abV zu^&)-X0k4F`Y$o-M$ydEnq{9b-&0D6Ib~pt|34SaFC8xWiNJ&an z?}{E3!0iMnM@%42zE-(b!AmvGtooSi(M~DloWpJTFi5_&5LrZz4f)kC$khdgSJ<&eV zJWHG^w)!bQ{{a2waB`_!i ztIGLMC`cYi$n~7|r4aGQy-Y~3ykAx?)>a{L>avj{*~d$OCO`qe2c|_NP0#0Af)Ex? z%M60H6c%)^42n41Ivarzxj*cOCc2#-V-{`rZgyA+P*f2CQt89{n#2P{9$iFnMoeffX#jr}iK&{PdHUHTfmpc1 zUr`2svHve8-;!{uyaUWL!$IKG&6A6uj^?_gDr~vH$-CoS&qcy`%mMS*VM{5Zv@^AG z@f(qut?dk`td@Q_&q1Lyullh2(nN=>=5fUVq*ND0ffVluPhH$h`@iYdBL&_9aAo~K zOOP8(gpRizaXAHOeSe}fthyNQANU{+0@VTHn^AyxoeL`zCX7JthpfEuY>;9<`|dou z-{e5dla0ke?ku5QFXy-sM=t0!tz-SS8J*@}B7ybG_v29$e8*=n{TX1a+tz>*ZS_6E z{N^tL(ATehxWjy`?UHvVk7WZ-#^W`FG}7ngv}cpGiDO(m3~Z(S+XPG%YEkr=sF~tq zZM0X6`Ep>pg|d?nFASnLpO+-rb6ar#j%`0)uA%qy_N`gx2=sQy3h)5wB8We) zLb`9~c6+0)Rs!(H#@Kg2Mm_QdfD09G;ej;Np%%!X%{9%$-sMHsvq8^)2=Gd8Zlxo@ zX0@p0b%`aA2(%b~XEd)S?2QDODKD2s>JkwR0z(e|nF?1okWA~bQ4N0TZjErXb?Avz zVOYU}0_xgDl}r;9GOaL$hFgJDML8>=Yubp{=mVNYF8=1#f^~k|(EwGo=RS+sgFy}R zCh|H`A?+&(VU#b8Z6k^|wg(_~H7V$;4WLG@Bg`qkQ+fJ>5ixCn;1#{QoMp_tuzZKW z!1GO{bu~Uq{Qji;&oycVAkqNLH6Y;<`q0_r;q@{37_)1o*M!dr%i}`(W*4T#Ml2 z!tH5}G`N6S^92Xfz&VW zd#wFi?p97oC+aZ>p0U0U{y?>pluX7V@HRUW$i-pChI_qQkHy19j2W1MHMR-)e@njQ zg;h!ar{zJNJM&;Q>IL+Py%=)#T!+E{1E2F7b&)-DvJ4xf!(a$%hlQ_fjgB9lgF`7! z;Q;qHLha!&{bq8q*`)Q2k7{wei@F?hA0BBGUt_EYXl0^qF2}P|bnqi?UvcQ&{iJB{ zZ#pwr4!LXfbTs4PB<4lb#*8)AM~_F5Y6{Q~ z&cI=lY>}?MKYPFxj3&khi`<9iS+rSrwKQ~>eE^odpZ*dv^6#xzr~hVr} zcZ?GCx31VMQSR)G%>yXrn~UcA5;Pa>Kzca5ZM-S5As8!DqmH$}Cw`G20&##dlasv_ zj5PlO^#Gl(oH7!*PMz2l3zJ;Akt;D6xi#B^$W;v907_gN(i;IjwW0p_kG&-^O0<+^ENqh_^9*JLSoQDS9AKI9l^R=K;!}$q&q_ zUgKH`#po~YaZLKvD9%+<6%IvQVu}=o^CwAGo16x=eip31GEztf2q_Id==v~=35ViP z*WA)j0was=%e*G7kg{*I99^RnX^mFlVx^BrO*!!Pp_^kS%HOO< zQ4Vs0zFSq*rRnb3;R@Bm=gBcs`e@NNrOMors@nztyE#NqiR_?`HooL;?NwER!qE&( z;{c^nVNl(E)jm&*O%Tp}#*gwjOOTbd#~gwhc*yon8UuhGV=f)}d(!ZeQ6?^6;x>{*wF_hHJF zRAH$`sI-$UcavohF80|f=tfT(Q9C8sj^#1-JLx3V@4IRbfZ#^UBk7j>Vyop~5Yjzs z(K-Gr7Yvpe8h>2#yc+N?cq4G3S!GK7Y*?5(!a3(n&>>giLz!;5BeYVr7g21_%ivHS zyI3A(^?vz+>aNN$%=m2Jy!JJM9+6JSwI&a_ibhqacLcxrt|_(+LEE0|$DYcJ=v5ZK z77sw^4XUDeU66K0(rF#LH1B{I;W+Eb^THz;(b+kJ5O^CR_@+4(iSI^QT6gxK zRN(i*fbrW3qq9_$L>=GYtQZwnsl`;5G`DhvI-m35S~Q@XSZ^-V=+(Pj3fmJ^DYEDq z1MXH0j8iH4D`O;Gm9RIB8f_Zxl|M>&-h`kpJ0Oi%pMU*K^?Co+Xh%_P{nCFz zM!tRU%VVH;IxPuh_^nknfkX|#&4B2W1ZMzGpHUd2+&1eBW!+_~|2!`7d~YC3wec1x z*R-g3m&SMXRsm~dBhBDH_kYgILvV3OGHd{HD8FQ9;6ls?Kh!Nb+rgz(p_ z_|?XsW4phaB}1YD@b;Jr;z%T+!oT)?+?rMK<)7Q@uP(L{hB@>mR5O^@A&22m65$P;svQaMm|PEk%+q>v;s#=PV^l;?qHG;p zH$K8oFQa#FQF5~*%VN>VFtKC;4?ZE7?AY%Dfl71}8^gubA?t#OJf)&UBy0ydvM!dI z_=l$XH5|!O0})55o311i%x`$C!Gh)Ff0(h1|2JZ~{p}b&jt9&Vw=j**HU!5MIRJ@B zvlqGQB&hW3$T3kpWvXT7X)TI>@VtZq`hiUa5+McO2p>P_?g1oBgdpVbs5! z!7D06!iON1SgE>ZE`L&RU-E@g8=$;h;Ns2q3$txyGQq#5Ym&T%Gv})#w2w&PSu5Gj z!dMW{sU`hlGXM>L;qkFOZ|@mP?bOW=T}gfdiAqP(Q-lZu z{2%$wRFtVu>VOY&O7E5ZYVB3zX`rT-y#j6y<$eW*Xq)vtwH^MYf0geObc5VOh6mQ+ z;fIrdxF_FNaWR4|$9bX6t9;%|VGYy$$g#_qc^N3T>s;dEUEz(&) z${D2ng-4BHvJ719zDa1b^2K5LQV(TCx^{_XV5;Is!w@{~HnZDFB90>h8WYUZ$& z!gT+i{n1#%NUf7+Wj(`|=HMSRA}l(fYy>2*y(^L-H2%=X!U}>Z9?}SFSK-A!pbq~T zX#aae`pPO)_$E+NDKCweNRgp5FwYvq`y5J(bEm`$jI=Bfk=2D`%A;Y@DKYd--&`9f z{dy<(MJxPTC8^q90aaB^$CH7Zq(u1MSHub@pY{Xd2t48WHkDFc841iC4OkRiGqtP4 zcJa$M$cA?HxH)Hzeq*3_pfVQnX&Uw?2J(iK#^mbDYJhxDO&I<=lY;x-N%sj#(f{4R z`p-oV>9TDJ=K;dwb=<>ds2|b55=0lqDk>%4!WHA*HbWYhX0dkXb;*&!JLj?1 z#>_sO6nrlUIX8JM7j311`JHV*p0@^Fma-}FkOCnMM7l)ym(HjU_cDn%0@+T<_cRe> z$Hd;yLi`Uacd*C5r4cpv9_*3~E%TqX!otvgV~>gbxekX^Kb(!M?fff642w?QZDvy7 zI2)jI#l%*^*k~dZ(Uz&FqP9W?C}t1s-DxlrykrKYa}8D1ah*&`!v2_&b`3P@J9FWQ z8^VfkN2QlJk#+10rWg{L9Lvj^z9Zt7wsp-$HLL6a$hzq8e%W3wDYoZ{97>;c+Ai%; z;4>uBGq?sLyO8dhmWuqyPJ2%hGq$o&N$U{>8j-B=+14uXGWvcsg}r0h5Fdx32(g4k^VwE<0Hp)jO!hvpDGDeB)e z+`^gX*hHm3eucm}$Hb*k4IpC#SdUi7eWgwlxdhOwszf!@s?ApB@d%D?aL>rQF2}ok|Ol}5|JEd}ISwnDWWl5pplr|)V zra`>R@d!_F9+_XCp$SvsTejnNGpWa0QINV!`PG;v43cQBq@5Mq%w=68qze?zZleyU z1CU{0B4!F32Ue&0)k)4MD(jy^gZu@`C8@<)^ zLU5$92ww5Vt388ybuM^$4Ch;x^xrpCt$nW$X2OMGtD8!ZPbjSkhE+L3BHrd|XKB~b zm`W&|a(UbDUBbij|7}_}<|>XKEPcGQ51XbG;$lFKkX|O$F{+<(a}bZEPd$(4?%?2I zvh@9$?4}+9Zs8LTX?LcUv7<`^s${wezUE_7ePXH!NEJjP8+G{wRN`x6oO;NX&Rrc6 zq9fcH4C@;h1D{ITgEFA_uR(G^F!J+_5fd72ZEksu7z;-B606f5`WB42*bL5N%wvY0 zcLa&IN(as1`Bf-6p^cc z8(&@ZO$|~`fo)xTZ`9PLeD%N>DeJZkgH?rd+gxh8%IYcVL>L6C0hLFFr7Ja| z_9T42QMwk%0#PVjUBMA_)CcKNZlcD=B4rS={1(%cgUVJ!eWK;Go{;V}nY?=$sTH&4 z4exOsEj9qXzq9uX|LbPpBPF|F-i(B0YM}d;ek7Xv0ZnmeH)A2x#*CP)LqyM}_(z_Z z67V2Q0tpS>Q=M@ND~Q46^?*jk6461^SikZ&4J|pqrX$hBo(>|S8%TALlzl#^C!$rGb9sziTnf7l;L*ZEFWk|tWO zW|8JUbGuM*vTc(P`cADeZgqtLTO7&%v7P@q=gS74U`=#IZ+yExF(h+947}=2M2!*A?Npf!Y*e@-i%xH{C@0@N|Q%iwVy)rT;d=gyXrdgj{gIBv~ zfTqzZ4D#6U=p5gEhHD%8>6>E`3~=JCQgMaTU{~ja#z-g0DxD+N$DhI~?Lp^=Js-3C zo7Ww6V-bO9Cy%zX+u3I5n;M0-n2Y73$h`MQ<~H5KMu(R;{YeoT+{X!7X}Hj*Ii4zm zCK*p_G;neK{lCNd05kLPWh^auX)gUY^V2A>@&C95=)L8|!sZZv0TX zUt#GDCRg*J-#FCYI@oY0;&ks=aDC11DsSb_Tq$)c_*1gGzL4VW1ti9h)Mw~E<#P0e zqLh4*AM~;Qt!cs+%Vo_;=xf%*?|d4b&QCFP>Ps(dgI=CE!s-0qLx}J&Wi)Sp`II6(2Ef00b&=vm zr8eSjAA*klevWXK_&eG^_b^g|QD{NFMY2eEz~XQ_Lw%QvNn1fWvu=Zo;BG%Wff*y) z11=aL4?bTa`>Tg!N~z{$ws05J+$tJEgF)|{?#9ZOBfsF7xATM+*rM+H(XPL#-I!}2 zh$w4WZLe@};f2x0(cRaJn`?E1#jAfJ{wH#(xP105WD5CiL%{Kv(4Zo#M-89bi>~v1 zV;(BYohW~mAHbBM(xJFoxsU)Juv9%v{ZMlfdbzH=KootUr-8{&aZ2>B>{CH>iMr8y z7y*)`X!{vHZ-WEtJLwp3Uez^e+;&X&1~`9F7#~=r__c->dvD|_ z=kR9Ix)X8MxkM& zCW#8GAvT7-&J?JNS179%_+KctahXjGFlXQsgK1p+aHpCzX4SBkj}Ro2M`h7tLs#Xz zY6$DLt*obT<#>!Ez}Y&>AW4f@OGpaSt7ZJyr{?R*R=dNS>0pkxt`#8ftd(~c)ztyG zFXZrGsa)CYH_-5DT77D1v?L>t5I3rVlXBb~)=J3V&mq-4p)KC;<1@cTPu~x<>XF^f z5(e1C1ni~enPn|1lZC2?3eqJj#m@%g?0Ax&%fYz9GyrGV#!&NOPTXN}YQ{!e<6&v}MO744gK#sjYF9>i;s{B;n~K$NJ6ZjEb;7E;OL=fETPonz1d~oLdNo-8H+aN~nf8J$6^i3~d3+x-yPx18fH8at z;QN)yf*Wt(r9Q=8gq8+4{V2}>79fLltvi5Wpul!eJADqIJ%M^BoinC!oiQ0+&gC9i zb##iSRX{={c|3wFhbpwhE(LW^VePm+k}xKxydjBpJ7`rs?qyyyNvOcPs1K`+J_YS< zo0Y0fH>0{7qa;`V3Ns(qe{H&iO0B>I@BH=iE-4gP=r$pAMP}RE=NHtBE?RqBq;F%7 zf{4Y>TugoV-&oZX@L%Y4hMmM?_91l&AB z=6~p%GsHihMLmv)eJjx~tMyV~Zu$-hFmxQoj5u~=I^Zcufwz{VEL0*rPYgv-LsI(YFapD03$E z1VMo)g|H+XKmmp5yxCr1zylOeOwOx`H@YF@$jBcKHJQu#`~|1t7Y5h;PI$lJe7k@j zNdPxM$iG%Ixnd|UJTW~OH1ITVvuXpzcMrTz;c;TF#XSEprKarHG-j$tC=T^p!X2UI zmpf%F(cJ4VyY9c+JSR~8eLS0{tC}_ST@g;urYS6%cj`s)m)(2D7e9ZS(`a;boq|0u zs8Q7YTKBp-_9WKXxUOIVjIzb-qw8lN*qvC#l8WosR$g9Lt)h&R&)cyIEI2{?8VB;B zBsF|Pqf7Fyyi)gvTjJ~Fp6huV&Z5ubS63?YS|y8@$H=y33aAL0Kc7qjlA^2OvnoL| zRosV|@i+;E9Z5u7gNSfA8|NE3j}*^#@VAN@>*D!+6dg-RN=wLnPFBG;*P*S~dYh3G z3D=W^%@&US(F1Oa7;Fi}&4dTh;*^**2!lotffQG#G+4|Y;rj-Nssc@* zp8UcBsFnoHZeMpMQfC$L+W+@zX+g70f4_{(KFT1%Pr+aD##;be!R~G=$YT-J2yTo><0?%zH~CcoK~D<{ZNSvSbf$?2vP_xQNzydlcD z{g(N9S0)>S#nse$_X@i^*9Dm)a)+=H{=bo(8{9k0Wuf>89DEI5JFv@I_{8+VbO8cJ z7+>vB4lcvH`86GOM#Cni$Rw59yYc)86&eDms*;EgIguM@01JcrMhgO_UV_+@#h+zk zwsu=dcQ9tBls|r}g6lZn!kRgayF>Mj?lnn*G7)}(bob8u)C(_z14!mFGGeiiQ)}xV z+t31-DAtcjOs4t~RWjy_&)IC)3e%1d--+x{jOu2Re7ZM2yb$R@vmO*R z<_St~JrLD|L;cNHx+xYD^-eExS9fUJ*@MXz0UmTX z6~Q-`cLk?aC+Iik_2K zs9(Lw3%h_OrFlxs>bTcBcljH!W%nSf_B2j>I#jHTGXCCeChwc@lmQt->K?_=S_Nn# z>VF7qBtQ|*?RKs{&W#3eW(|&Dr=<`^v$}*co4h?Gd)FB1r#is&oaLS)qtN_{!Z7Y< znLRoC2V*uYLZwLjxVNC8&4XY8B!~Oezbf6}n&tVoC(5Uq^6fm2j6wR>IeZ~u#Kt%P zd7t@3#*(#)9ZKH^DTm(sG{pw+wWxep{y807YBLIQcHNl(o=d$23WpG_xO;*i1Vm|* zp+7?7MiJvC{+K3)^?#ngRScEncXhwm*1^kVgsB+p?nUI!6+50cmhTIx6^ZTLZYK&S zv}?buBAA=#J`s*!%%kA0ex}X9^CyZTLrZKJpUxHlw~&zT4_c`)W{{WUZv*6WvxA0I zZNR3pNV9{7Xcd4OW`jydYyb>(DHk@Z4`u6*!=WNd#*xELJ`WPg*BnM9c)f$ke8x*n;t8)?L7upvFzu9ednhRfMDGTc&|ZgQV{cTLyOl~B2>7jN50-ztSzG9fGB zp_I8)>}+=(cp?#tQfZ9P_YD)XP?;0@nToPKj8&sTrU^|>A|wxAmd53tmy2^3F+AU5 zaG5z@q6c{q@XEAw)TKsX`!0f1%O_<_7fZoj97r|C-_?R^SU?f_=BE||YFT=t)s8M)9IDM3ySpB+Ny`}AE z3Kg+o!5Ew^2g-Uh0qO;4?(uf7mqFB^rM}ooNu3W+wDs@t_5ARR0`-STQ_%rmXt;7L zrhj8yHyfLfx3{x1MVBWI^(J4|Lq>^ws^VB2<0BnrNe_h zP*AkECQU6oc+35C(MN=`!3mrarkn(vRUh_Ny7`cZ2yF*N@3L)qJlPK^*t9#M6utbk zu!O|@HvGyBV{iqf+X0pe5LV6WpCG(DhKdJh$qQdyMq0*9IrT5Vl4fd)NfS>X67#S0 zL-smkN069BxP0|VT93erY@WT*Gt}#PdSswcDTv=Q5NFciMzE9N06JTpC}Aga0oX=l znF{3HSSamHw&wWhkW=}VPag$89kSGpInZ~nJaa%lb`GZ%5FjMZA6i)!StS`yco|js z?z1hJ9#Ty%6D*XdGrRq*_jtm*ItN0kKu6F68b_DuV`mKq+YTMwMpDwZ@> z_mq9e-fF_;G!czIn{>1~i>NM?3t^(_Uv{zv2A|U7G>1R?s%z9_^rK^(LRn(ldAF_; zJ?;NS7#yukfR!>kpC2bOPNsh_&7>z#%X8fTj8xjLCA9!>$#_{4fQIpgGSe9*oX=2k zB!ez^wKzmZ!%UBP149t4%ASyzorDBso!V2El*P?se|Vj7?$9JE@nF?U1BsYD3(-R2 zOQN2crgSlBvHP)}URyry4EpO4Y0SaIi~M1n-9BF@%lcN3Ars%f<)s)?P9oAyu~F2E zwPs#9rU}Q4?JIx{AKphNM`W5fIOFp5FcQ?>OU>0j`$RFjg})ec(Ehm)c_q_Sp!Z_s zss)mpDnPvM-jN+|Be;s}Hd}7rUI>FBcE9=-HWC(pdql)?X`I1AxLu?~{L!c%!cNp+ z_VeqQJ;OR#jvOCQLZivc_^}nJyY(dK2l9H+y_7HFpu0}a6b`*Gl|N>vz5dv7HS8C5aZBu zkOfZ~tY?AAUIGqYg@QXf>5Q`1rz+8vV%G(w{Rl6A;~Y*x+o9oH!~RZzXD&p@#5l3n zV;1rrqMXqFv#QK7Y<7?(!O*p6_$>i?bCYJFQS?0tj^b?t+Elpy=2B35^B)Qu^3r0AR^!%ejR!MQ^gdlEqt$Ke z4f>PpHv=rQDf_a7_P0y5P*8HDJr;>$zEFT6)4?Ot_PDJAu5h7U5T+b!BfQ5orH%Rc zp;MY6SHlgeH$T6LDNjhsN(3BO)hxj-+8oB**ahNl(_>DKap`6CDMOu^Ud#!lC7?V&{9?;sHRJHO!dhdmXkfK=8)|*_bx1Q)E>-v-JO&6kU z4u0oG@|>$r96uxUPXNxloX2pP*?%p+VMFU`WdBBtO#Ees0l`-^RgCBfd}SX_)Ga3# zsDaoF@}mR^nUiVD+sa0h_*kc=lu<}9x{-8)IdqUtS z$T!OEZ@{73X}exxki$hjO=4IdL_`KWW92qxx@q?x;3)D#HRj7Sni%Z$n42+b_56O; zPE!ndE|XORl+eu>1sc3-pkobh62+J6bC-t+(37+ek^ziaq;4>?t9QkWss?zPcZcj1@8r5KN<{)SEP~ywMGa_&WO^1%{X&`h-f1MOy zk|)BR$kpg--QjL!7B5lOSYE!Q<#9KOr3CW%zq+dZ9Jw>HGloO! zLRDoKWNjEz)F1VQBC_OLr+S00fl{nH2M4+4OIaM0of0A{#MY`doi$ z^Kd&>T#lFw8OH?Jyy>9XQ&A)Mx|ia^3*uZ+6w{hee++0bQD2tC(zTA^t9^@Y{|Jvl z{8odNJoeG#9D-LH+xkXbwxGx!~4Da-V;ao#oDeQr2-iZg2s4(O>J z(TGd9WcEzXgE95heB6uHP5;F!886F)x$G(EAou)>kjUwS@n~9u2oIWlZ>U`S zf|!gvdH&7}KBKxU!InuNAgGp7&{ZDR+10uZ0K|ht0%S2V4}LGfEBIj{xC=H;2HGLn z^m`$fqUFEo8Ysv!&QDs+4!cKMZ#F1qy9=9TEFCbdhGZXu9hg`t2(Vu0Va^lXFBA^S2Bo$3~ zo*>-iYAX^!R`kUS?N|se^>+o3Igpv0Q0%TRUYGX2AvqBqCqZ@nkPY)o%XI@KuaG;_ z5_F!ZWPsE5T3037h5p|980;VPSvra%ZsgL-|0i3$3Td3~=E$)24E7*~Hv=L?LNizm z+jK75Q(#0m&%EkeIIWwA9aW-KLo>UHgC($fC~)&ESW(REjJWMRw?lsf8e);M?eV*t z*~2ijjLqdRMptHJyU<4lr-nNJVbC_km~bu>U|Z?p%yPQP-zZ+7Y{mlScnGUq)>YI|NDfa-<9GgAWGf+W7P8 z*Q=m7gayn8F9OSrhNxGbxrgk24HWCHxnw>W z_f3!Y z(~kdi)kpecF59nJB$Q4@OR9g$*utZ_6EZ zeDZ=W-r()?2Xad;w0ZAMo#xqaobvZx?#5J(D$#|*_H{6N;`gLed;}8C>vlB108v!B zV0#z_?mXNXG#$oE`^-5~JR&ikwj~xso!2ze&}?WJ22%N!Hj@?nN@K zpNkC4sxj6Zs7*!#i=@+|*uLF#;tzz`iD(LBJ&O-mxLSIJ@Q*loVu&|pdBAVT^u}^8 z=sGZ>QYc>s9(N_y>uMm;!l&wDiIZr0n!*WCmZofbKvdFmcwOh^}U&oL{ztARz3SH}#Zg;w$W%c6@J_2i4^? zv&kqmFDqRo0#=5)4@^o;S%cEAk*ZP{(b9KtWVOU+%(k{67RwN7jY&cq`1l{ zvymx^CHM&NUnP+CT!;IeN#~+x_kr{ZOfWIIe-L?VNLqy$%SFCl;0$9Z-^(*DS&~bR z&v@C{XwkTs-n5;mpgSt~U1i7b+O@_!8|mrR#K(4v31|y{JA+#NM*rP)PThtgKv|aN z>ywPvtT$4Zkc82o2E;(|OyzS|ya+M$;5B+q#yAL+?g52Qq0W~b+8o%u0BwgDd~D@& z@fB=rK;K7M@Cgp#HI;Eh?d>lKqFqmlVPlo&S7=4nUL7VjaN2!Y09Ed zZUI`DolbCVd3>N0lCL^+$eZuHnTysq^J7n5VbciG#fZ1-P6$JMr4cdZ$6`20QbRnu zqYA5Q*F12@oC|AmhLUe0=`hO~DlZ&65?vPZ5XiI#&ruc^Q)Hn>2*0CFRpD0gAL~FF zL63Z;Cjp&`IF=|6$HtwEIMc+A0t)$LWR1B2H__I4RtzWfZ^%96s2dRuGfH^IOLFNq zMS!kaNi;=`dE;7fvqax?jv-XM>1< zz^TBJp}%=G9fu6U3ev@ZZ~@v&W~leb%@r!OwpdkzI!yt3GmT8=Iz^(dvDR0}NHbPM zoZfeAyb04dVYT#m|1#7ZGN@9%KIjS|U+d*_vwFdUvIEZw@%}Znx;tP5eXJOSne}u< z7CgAqNsju=EU7KHfoMhtk${cYHSHe1U+pH*R_sx`<~aSql1mTB3S*DeM=I~4_1PLT z84ESMx@yFIL^{n^ye<{jlrJrD-V@-Ko$m*QJ_!uYBkO8yTSfls!iSHj;t`rBDM$Uw z=e2+C_$)iW46;+3?%lzo?M<3yilPMYb$eg6$&plk##8i8uq`#7tf}%=bG$Yy_nKk% zpKOG^9E@dTfkH0AAJ1hj#XXLr@ArL~I(tyR@%NMqEZ5yNMMvZ~=@>@ksrayMpZ6K* zy_qd>^a$z~h+GiIep02u7No121jt$Yi;wibP#-XUd}6a}s%XfD;meO}+Y zLHGX)X&uzM-T@eQoda2zHiW>c!_s|z#)CDMc;6~O>^m!bdlJmdT2;?zBz23g7|8pkVD>Hqb=zM{!9g)*ADbrbA2-`4z%s6>8Q7DKQ-9Yel$ov zy2r6(HG-}Y@u<%I<69sc@h~yKP!6sLc5AGfH6A;^aG0Bk*-4WBpOiO>42Kh;Pt0=&mLQ%Wz@mMb0QKqbnG(2HRHg(n z!yKP)SV=D~KXOlv_R~);B^KzCzJ>H3T|0=7?z@2quxw9wysb1^p`suZ1c`nE#yqX2 zIft;cH9Oo0(zpF}SrV5mq;!pKG^VPfEqf*xFj5Ri#jEb-*N2DodAy$+*&DM zSyW16ES!{Y3|b6{sW{4=)=5FEjEh{`4nEbwbb~xKbJftxPwtQu5D>Mf@v5~gosZl6 zbBwd&1W|B&kIzYsOa)X>) zW`3yg<&n<-e&QS9kWkU$AE@qFY}-Dd1NuPR}zY@*XEuJMca|R!_%` zVuM{Ky>{-GRPbWDJpx$;Eg)B53(YWG4aY`%s&on$z_X!@e`d>;stiM{gt%F!O^_2V zg6H{ArNrHP^47|;Ki-E^bcY<@APdsm*1`rwxvkU<@4>Awdye)^9^jpX;AjK{&*xAZ zUsIR6JzS*kAk;e{puM{PmHqobWIxS1^fl^l!p%sTS#IZ?a?N6Tf*rE*N$m&XQ=S9%J(51vd*d*w%!&TFH=4W`&6 zz-`RDI})9oWn^=CsEgnRDNn8%4)pdh*IEhw_Lu59z{c~N|5X!K9*LBfJEBlpoQk8@ z4n^EfoGf;bE6qUW)<*c$VJ@cq^l4jKb=LaXUE)FeH`Z9l)xngvnGpAqX-C}6m3v79 ziKgCKlGww^DmAAhg+?aHkIq?mJ}rzJ7^jG-%xBW~V?7*@V{=We2Y(%lI=yEPd6f_h z^kewSL*@D@yu?)AO-W+Rr(-hoF9=NV1-E6P%js>HF#m-bYPQAU1KKaOFHC9@{)qW-^MD*fVlY_2i6w25Ok?= zZzD7%d~y2PlHQD|!jt^Z+?1YB^vUz=weflZHHI|47wc>N>4`-YhVV`7zpESI=hxf` z9FI<(7&am6AM4T}N-x^@5YX2QqN6Epro5_uu2KS+%LL&-cAGyj2Sf8 z&H0j>pzwxlDKNL0EGm>DoaxYSJVspEV>q;v8JS(HkLV6QTE}u9H~LK}S*}9ix{3~l z&%TN$ivz^y#Y-9KmL1_bY%eF7P@bCzS{3+*Hl%f%x&owCdf5b*J;p9e(kWNiP7tHn zBPtP1axp*&3GNS~T$((c1OK4Z_$K+u4^QGTlCiD=xCw3XgSDJ5gfcLf`fs%Td|&LO_t+82WE_J$y8-f3 zoN{fIAVQx4X11co<05*aZ&P~_gl$l@L*CONPxW>l>}4nuzkgATGO(94O8HmG@Jg;x zpQhL#pW@`SlzlReQ)Y0NdxiieQ=wlKM6~Uf7>#GTh1Ji`%g%dR7w~Ik1mH{vUkP^j zrgFG44Apl0`WfKyIk)oH9T>iuFTVU}g!1ekN?D%S#< zmiM_rA^g%SbCl3@ShEia3cLfgC?|;ZMtC9V(KCt?>{mH8_rm(h*8HpK3A2aSmC=-RGXS%|37ia~fyzfu`vA0~^J7D7D(fQnm^&9sYVH(u z8O-xb_T>kdR@8zDy$ua?e5iW@Lob`==*ZX@#zks@z z>(A6rIypohpxvyxKDcswiav9K)HW7HE--g*V0OUdusdQcKQ7?W+um&6aC#AKzg)lv zx$S>2Z`VxopW2Ecg_Qy0!q4)r#f7I`*?x&HJ{Dg4`1Uu<*FB&1Tkmge&GCKXO$Zuy z5E`+m={qRQb?5a5j-4gDHx+Tmsuz=#9SHU0|FZ@_nOj4pd#)@9n)n1M6(P0OqScUO zuIhr9P>xHh@cf!#Ao;3R_J}CT+EK(F)396K28Z~I{3&T!T<~2p&x>Tv$?y8VzU;?^ zwc6@xLc;R6lO`|GI!-w$wS`O7aVt4xcB0ld5HzkR)`y0}Jw8P%MAp7rlPe zc41OxV8vVG707XP_|4+y4-& zB}W1>lUIC3VwPv?;ZEV)JNY>{WU6$lfXpP5(c`QJbW34ALk6iD3&PN|8!@8`G0m8K z{gmWP-v*i93r1!~#%Ttzzj#>*J=BuvCsFu2Tr~hlag&&0Q_brp%#N2zW|uo83{#h7 zV^?<|c_#qkA}Aew6|Xfb^1hZ-xHu*U8d?R8?*%yuIPta_I;Nfcb|Cm4#=wd3N{hq@ z^$-U1Mbvj(?*~tMG$e38e+IC@g}Q?lCH+fo1jKwd3dQE?T2_;S7nD;mf!=f8x(;LU zVooE*^RVt%h5Xdexh;M>i)y>(nWLRjoLID!#j|^QI$PNoofctxN_r_sB?^dyJwNc7gF9)rtyBO@|8-rK#x-jGHCZu{lLpZ(}Ue}pEtBB6L(do@@qXD=hSZ`CcHo4hS*R~d} z&=CI0F*RVW*Ch4+fmJ}QyO;H2<6~~mv1IqfHXF2m|szjXnw+idter#zIW%|Ks8NtQ%lO8ZWte8Oii?{V3teL zy^uEE-5VzFcc2&vL{|1BmjQN#K2cTE6AW}T{p38-$By>;;EC|`xm#rIVrz9o^jV&R z4l#Xpazj%MF0!eq4deIafMT^m30b12fO1qZ1wk&!^IXWWNdkzRdD`Ivh@#n3)AX(I zb^ti4sLq+Pm8`fpzlS7_)og@3DnW1^06zNeRB? z1~(0H`%9mZYf9w-Zmx+J6FF|fkgK|f7*RV)Tyfcj@~6>Sjzu1 znyYY|=J%8*wd^huD9jLkpkIK5Ah`Hu?dk_AMot9!5%k(6P~#p>&v5+e9ja)?&jcUX%#7qhnR}(RjG~-ZfsbC-_C@y_-*G? zhmXVafSv~bx0M6Vx1TXR7v8JEf?HhaHjqdhke9sgHw^wddY(Fw!t4R=S(r%S8UPKRSu3c}7 zh!&FqzTWS2t0#dY7xZ0=RoyTIzm-DNFVe=lB@2C`EAAn1XWA^5i11fV1YV83PMRPJ zajS-QNexnCkGGGKlDkmtrmQKp1;Y|zN3z(<7>m_08fJMvn;?h6;efmS^VEUJhVFD29jwZuH+M9q}*$ZWeR1+<4Jl6S7Cc+Yn> z?wL7ZE)@w{=`E#cD6eC9S9;A4qh!=~AI{r+YYK1o%XW9%9cL_bFBf_D=~U5jY=wkx zDyWnM{h~O~U2?-_d{P)2TWt?_Ny9)s@{bgZ7QUE$8@=4@ylPwz8PQl^x979f3_f+M z(yyupTLS&S=}-_V>9zEx%P-t(69HV@YEthqMNvjK6P|U5Fo#MDbDen!dU! z?NH{AD~lo)2iXPSDuZ{NkjNAGTHX?(tx5ulp-tdJ;&oeM$=Mn?i8Y{eV4C&(TLDKI zn%8tK@KGSG^)w{cT@4oWJ5c`5}35{hBd53=@+Gmcz0_h7R5! zcsGGyF~3B(ROuoB!H^>gvTYrZx>x>zj_}5@au<&^rk5)>f!I8Dhq3;U;sB=ajZnYp zAyR3NFZf4(6q!;4QEk1=HBd+d+)j~hUt)-F=Jv80$bomnCKZGjq-yb!zb+IZV7y~C zD+pA0gOSjvCPXQx>_DGV~9uou1vY+&s{={FP#9&PsqjB8n>)mq>Kv=DJbMp zrAIFxNV`%X>Zpe~NU85{VlinkL9$v#q4zo!h0s`<(dsfy{OWJWJNn-+(87{~vx)AW zr68Zok+&5tW-P6bykuNC$UaNM!uyRmslw~OvArlcGa(*DgaX?U#iJ6ns}X>&R`%90 z)s2G}r)Q*U7uLVJbcIl2+3;;nPfkN|w(L&J{MNbh)7(m|8F|b@X>y!3WF{Msw7&}4 z`kd{JH16NLqHON#jk!NzATc(sfzY8U=1SwEvr+{~RVsY^Whq*FX6#bYwgQ+R}b*sFGKXIs!+ifu~oy`%wK7P>xY zd9^Rj_r)G;zj^8QqQ9aRQ2soizgw_`95~Eb9*a;2jXf3A(F2RKH6}IN+=;&9&^Wea z<`1i=NCx6X4L-0h6~C!dS*eVop&0BKKh;X;EibQS@d#D&PnRZUi%TRmC`z{NRam4& z3r`gZN&zY)A(4PW5}TFShl9`u1yupGT(m(0v2F&E|X3s?U7C|g1JvgdHU`<;s=!*I1VvCaM1Sk{n=J0#@e7~kUjW4Sv~T>VAkjDr{njH`dB zG-(=F%S`tQx(`#&jNloHQ3XV1zvjhJr}rtA`LO+$D^bXbTg!^vR_08yF!j{mKR#i` zqPF4us$A^kNcy{-td)lzqy(}4`!gqPdcZx8p#bQnuQ3fn8deSX_%<8^Rc8b-`@eCG zkdbOiGDabX$E5UV`Q#vyaDEsFz>uu!2&;*gEKv18nUyIwtJI?O2FWSkk!xJai-!@r zE@S_`C6Y{f*Ktugiq7A{a~^s_aius0=JCs*f@nqjR9YD}Eb2F?H_c3e>Jj>w;KlK~ z-C&P=OF@uM{!_6`S6k&p&6s7G9x7eFd%>3RNmMQ}7-UH4Fz6RfsdpTsa68Z9F0uEK zyb`4FnZBnQs!Y~yNESfl{pb=t-1j>yh?%m9u6Fx(?<43i!)mC&6FRoWRgV_!(U{y; z# zW|Hf-8~zZQ24m9&#J|PO_&AL4nUFCF%$|nE7~R&z%UfT;=+Gdw3zyLzf-Vg2v1L6{ z?LZB?;#?r}dNyGFH-J(J>giE$M>ZvUB8eV>If&5xKNAi?;(WMgp9oZADB`@jC8P~~ zZw6_6^8sq=oSO8Na1#(^w;p<)KpdmyXR|0x?m5tZSz_ln`MHVjmwHnnuer(80Xx*R z+(@i_cN_%blbZhUE&KdTlsD{ykJAxm;>OKkOdx-NEgRt3i8%i^P;kUg`nb-XvIPB4swg`sJQG()!*U*{<;xaf9Lp!Fwz%xiOdT+d zz|UQfZr$p`p)xom>4NV;A=9_c?R1Xi!rXE`z+?W{*I6_@6bmQ-u@!`r&EmgwB^BQp zE}g(<7JedFY$qs{>x`~pR>PP`P*8+-T%(9})UQLu0x&r*k1C&?0@qPC?0BIg2)Qf-j$=N4Pcq#u&G@kg6LMqvo+ zgfNfST``N0EN}Q(=ISudMg6D_xu-7Sz#L=^86AQE6>-2EY-nunTeGm3{nX}50YZX! z!)%;JM<#OFMN1tvxXuZLK@Odi{Er)No7Gr`rz9RYH?+quBNfwec&-t`Oa(pxtOrYO z6U@<>#!}UNi9ZB)=ynMyybjbid4+2e8N{1F4iW`(4?R2t9a3)Oyu2R0Nw>iwR)e#P zCf3`G0x9@B*VMr|tysN1l^DT80Qf;f!&RQEq?lGd*k9NbmX}Q#3BTwc9AQp|*b&?{ zk-hrP8eQc46;+s!V-Y$BY5c5bsXb%cG)1_i65R&ic8PWs$OeLET3-X_vL6-a zfO9_X7!Q5Ao$o3xyShI4eKsILB47Yb1L0lXKw)fPDgW$rnZI9y%vxrx9Mh) zG2BZykP;hq-XggGJk9L&jpF+5M*=#jY=NMFId||Moj_Pf70fMTTrSh#o@Bsc8sPZ< zy?XpT_@u7z-7!n0Hs3=o&AWo9a6Q9qj!{>RZeXPU-5=vi#elz{ifdax9O-)a3<#YI z4Pw(1)P`+G#Pa{%LOO}p0(FAXTD7c#9YEQGW1h1J>=z4sFXs1?XR zMoJx~}bhs9i>ul=txl7lxk_Y z5apRqU+0woOoAWGhSova+ej&Y;Ey!UMK@3yt9HKs4)(z;fR#crr{l>h=ol#b(W@W7 zo!r(nE18DPu^XQeaVM_MX+i%?NyJhXp(31_C07)$mi6xJc8-88~1HDX8#}ld9AO zLH#rNU>*V`9=RdiKLj>6JcddmHSE~Ogh4&Gjaw%>4@V|*mr{c#t|!vzRcI7mUL)P@ zdFC`V{thla9o?HwNAXG+qK0NMMqt>l6)^&>P!!g`_@Q-Y7JBtC@5fGi61qdmJQ_T05k(ox%--HBQ}p%wAql z;>DKF78fCJ0mUF3mPg!!!0|aj6Yr$Ho^HA{)@pdIYHGSkrZ~7xP?A}C?FvM^Xb%)<=w$yU~a}3ob-5 zc#K#1a+&Q;c8TNb61p0Gw&M*zHDEAQ-e+Qw`TNYRT9LpRKKuRJTdL3twn5-in~Zru zVeBWLoIe{l9E1 z(&bIT5y3uKQez;M)9>R_azkg}?<#yl4g$mS5`bvMB$7@r?D6X)+p2p=u>19Z*;l-k z+*Kq_($M(dewvE_#TwxY5bKV`;o#>5gjY|J= z!(ic}j@(Q|E9H`m+%--GWb4VF$Qs%w3JXPvLL;B>{<62P)PYwdZt6WKWw)$7 z3BVpSo3}a?y)hmo1leP9bu%nr*rrq>Z)@k&o)bz>BMbTTpKcLid;D?vgfk{v+tnMd zq9EvHJGxa$m)I|z5;XzHk~VI!gJp1%W&rMai%9aU7dx|5^mnLfYys5hBCEt_ijEL=%fDgKMGd$ zhEMnm#o6@{V-Ig`m5S0A0$6^FSO042RFd2bDpHhrewcf9O{uW`Tw|Od>{R-*<50@N zo>lGIgHz6Fs!45k5pH~G_Z49*PN$2}Qihjd2IQN4qhBQOkpnl~M3GFWRU9yyO7JQ! zetD`Lp#_oi_@Z`~z!F5K$z%fe22A!y!d`2TI};0{R99AGMlo!ZqcOd*ABd7~PpbzG zx8p`E&Bq1rwtRi&dP6C^f{Ug3P?lu%Z33bcoR`?R@5q%vP$jcl-)y)(u7(~T{a_U* zYa6@pevQ{;fDJK^7Z~*g=vPpkraE!{*|INT5m=-DGI*!RoV+K-25j>QY?OW#s z&u=q)Wf?hAp%)1|u7jg##rG&;?mqQl=@#@W_i9s%$a9FdDofIT)$Hh7;$OeQsaZ*p zDLq+YtgMXWnI6ATDiJ{SugArYNz#L<;PaR7u-Oxf%7&+^l1G!#?goQJz0SH^&_R0E2|QBV-op z4>D}<)yr39;`L%d%NHChh@){HCb{!6XCKon^1Y#`ASO%|r=6_e&%&bx7>MP8UCNE{ zCYgniDD>(l6)2+nBhFa1+v8fuKJ(@F#y9)3h97;{Q_p(!e0{bF&n1<{Csj~jt*YsK zouBio6LAv8Zjwz9V+A`iuadL~T#?o|3_8-$7S0QoyTZr@-%Y30qXijgXd}Zf0;;}# z5ASE9xV(|Rv?6iCXOb&AC)$(EW%{{&KmSdL3^Se;$Zj|19YxQhFD6!%9)Rp60tt@p zfm&N1T@rYGNdKxj3&fB67naL^ZS5Kf&Bdj=C`rjNejJzXma9LKdFkz_FS){dw3x&) zR#d%-1-;0n%yQ3*B?+I{GFxc*S&kfWdY(bn@v!yrrz>r zdy2$jHCi6u>wz5i%JW7LOK$?_u>0l(^+>nH4jTUHkEhE4vlzRIKAcB^-kvfIViNsz zBU-j6`+R&&=$ZVYdf|EGJ?x%mcrPrnz8kv{>%LlE`z3IEH_D8-`?k1Sd_A?2`ID(` zIQ`u3m>G>(6xQWt*OW)EWM08uP3y^MHpVY#Tp_VI=^GynUJlQ)Tx!%MvJ^FbKXkX@RoWR|(j2p$`X}$^$P5;`4HPTb24`9_#jC=$FeV9?bw;0S~Sc*nT9~HO_B>E^`69Q zm8+cIgupQ$ya;wV^UZp(MR#2Gfkyb?`;;Wqfn)jtSm=>YVQ`%$-0fxwH0+oWQw{k2 zWjZ+vL2hO#2#`Mwq;5a&upG2^1@h}~ptTvyT$=I5C+p>RCVgd)qs`Te+yS9#jC`-6 z+bMy`bvTEp@bIv18|uO*;(+je<@9SGQ||4IENf!Cw!1UC_o!{qNW2?#0gNo7JSJ8j zat^zZ^oH0yPe3% z$}yCoGc8Jo2U2MAvgkn}=K&K;0>wDVuGG}@{rv}5O_WxdSIh2*=30l~)rMHL8YYzt z##z+8v7a+OzYiLz_>1GQtFBu=P2V!JU}bW{nrg0PSV|)DxV}BdC`dr32e{o<)m$+j z#fL|qtQ=`i3@|+W55=ux#Gy@K;ZR8~=Yr4hnvLSaa$;z9E`J*BBcfbvNuAAQCd*8m zEy4-px6>WZqzG}PaL^qT77P1E_DbHFaldoHUa)i0Br#`{yHTD#66d+K&oR{vO}9(a z1eNlv)xaK3Z>F99MHb(?HGe;bA}#0thBrwmMe7sPb4g1A+Fqxz{2C^B^uA#l=PweAv$pFLkCPs9DUp=Vvc}dS% zor0V?@bzJRru)L(nDd}^D-&posvh-#`)UuO-$4@297Qb68Xw`NFK%KsSPu|UsMpXq zhaYQ#rf>Mqcq+x`&`4oInMD{Vh3@KR)R^ z-cF0#|8ZNEezm5=nE|j7aBtKknCu+(GK01>*+p9Lrhk1Es)TdH@H3INA-TvCX zvfI=qy}8zMHTw-yJxi)5VdQF}P}t$&?S-c4PTUQ~Un|gaDvwpXk5Af(_oJ_3fZPLa z9c%R1|MuLW1$k(0Kj*O+Yk3(C4op0 zBh#? z_+rBOyzw5)gd+V>%_2uCx$4mr_m3bf@CQXz&ya{8TZmq8a#Aqu%SgB2efWR#GXKw< zRr06+mt~<{L(qBJT}6D`?e*~LqRYWlI27*KF(H`kSLWQ)oikg5(&;6~kM_=^?mUf3P zVf<=TnQ`3KJ;yWzsHs2Ht-y=RBBHB=ck*c2qUC_`GbWH;;2R=l+lQ z|12?OMl2c|lFpC(>Bn6P&Z>xRFSawzS()4f`zjnL21ar~0NWYjJx*_KYy}7!xA8PP zw)chM);@!wgS+g9*XS6>eNfd5)c*yvv*{&3-UB$D!=?e$TAR#+YvI8;#Im(PrdjO z?;N%B6~Q3qBfy?U&%bjZ80!SF6y<^n0L_S`UHf;xP!1f<2tP;ETDUPrha z?C}<%=|V4I3hUuUg+!U>y6z#xR{M46E%ShY$#gB-g+okfp4U*&w&2&60 znnn=6w>`-)i}NBzkjvt1&gIk!P$_OS85jzRFOnOoW|awq>KdQSy2+B4wTC$46^tjJ z;8h36?BV?#D-yrMW9>#E+-g!V8zrE2#BR!~CDQ)x8GQYzuXZ@35lxVA*e_~|l78~3 zJu-|eNEnqLhERK+W3am^E(!@)HU(}Wec$URnX>E~;zQF}w>3%VJ+&oMmg|bqd2((p zSHBLd+>&U&Fmg=D$JZLc3_0|Uv0}V?G!yhusLB^bJqFwl?tdcXk4w9nb^fQioC7c@8?I8laYcu zx+Ps1?AZ)W9+vI>xqkc2Eg;b^%Tphm2v~AZVEq^S`9=9$)U1mh*dP!kq*Lg~rpG)&QdDjaEPImQ9Ug z1}qz(6@cMP_}u;tf!($V1d>GnPGPi+=CsP zp#mRHd(u~YR_%t9r)EQ5o9L>HLJ(`RW~LNlRryimD~Cp?pOaIGKWGc2PwjgiH+t4~ z;S{Ii_E9s{=1twqg*;H&(%AwJ11=hWO#z4g4c|o+;%X67_HEXXttntP<}OCe^l&bZ z@t$xpyMzwCJq92|p@p{ykyaShHOMU!Q<3jKq9*{$Vw;%o#ZPr6wz;IMS|$t=7KfH5 z*~dPq^t_u#l`}>`97Fp=w_SEMXA8|5)R?7G(_%BOlz!4yAKsG*_Rj_xX`EQflWhd; z5WgJ*p_W1j$E6|gTC(tW^zRWmo0)OxR1@hr^x0$hiN)Z>Pt;nJ&^l^mi71`wj5*v( zCGd9qM=CL1p2Lt|cq%8*>}p?nC*p+}JO+P1lq$Y4-KGI;wQ zb;paIICRPtn>DkJbL2lyW#I`tIn{w%YAT@B^>?q!g?xexD zW$JlKUp5>1?NmUhxyan;vy&QUP}vZBWe@ocypz2jyoWa(gu^^Q>6)Hz*DTRx{EOHB zS}dONuE!t}SGT@l`S6$oB6{}QtAG@0V#mOS%)N@Yr<6E+^1vk$2C6*kDtNSViBVx&RJ|m9J zwyf(pkGVtWq%s56vpP)tk%BJx8U#RlZLK@p|JP_Edw^$IDNqvIDR>WP^)s4;KBHSJfPP0cDn-B@@D4^M>obbvesyaM zJ5~$BG$Sy6OJ||L=G=Uq3{f#P$SCPEP8^DYcO{i7#HO_*+5_@rszGU^a^*}<>d!0T z$a@>wrBT59ju4rAg|4n7Js(JG>PTLR=gpP>x1iTfoZyb|NWK4K^XOpZ=G#HYs^RvM z!38CH_NlDu9KzOALsFR7tgL?jNmD#^5;=2MWpE+=Tc#qpL)O;$cd{c}??e7b0b?l+ z7C~L>MAR##M!Ka4QqW7Hvxb@nrv+nn<6#&VZ__qKlk7J3qrtb&kRqfCvS?T8I=p$- z-tGn`ZBLy2tfajR@VB4m+%HME_)b;#aZR1Z0IW>!SKm0RCy?|QAKtIG<3FaG1SjKV zxk8|U5luSNKO>iN47_kYsWHN(sJ`u)=Xh}nFDF`P!p#!q?F(}<3>uoY>8;3geYDEq z@2{kZuLECwQd_s|Q!wttR{5t;TPBPRAN^3|swVI50f2IV zF6LM$@5-jbYhpFAapljfKkAZ4r8#m~4!M6Eby!2IEGm3B{etj2vsdhGOP{`tDEV2w zTQYY~lJduydekw`HnZygGSPps%lsm?vv*thI5?OaPfDUx48m*saFU$SMIp@jO`3L{ zobK&UrQcK+!Qjh92ukb2vBv_OV{Ep2LRY#L2v;(TDXI36vZqh-Gy<4a9W=PUu1rK5 z(Z3n!N5s@LgZ^LK!K=HrBA*r@&CFW*D~VvSIB`8iT zfu7%>U*UivyAfQI-;%A(^=0!METPgFc?ihAiHY+5r#uWGKJwPQHvA(WD5nE*ZGI7D z2y%9ydu^>n`F!Nyp?sn+x8FUHes5E>ek`L^T%|>T&AsEQDNTSt6Ygm2fu_KU2}V7s z1}AuMO9|`yP8?jRkBpVSZ!A${e;-YhN>U0Gtxe3P$rn>o2>#d0E`WrqDIdn(#UoNQd|csiuD2(PpBBpiYxs) zEs1BP21y+plGXAa9Uuzl4m5_2&(B<~TAkDTefLRMjgKuz?<5@E59Y*Gh*A*;v0=wU z^`+FbWcNg@(iLRdsKnZyn}Qod9}}viY1AQxnOUL|{z1Bi%zk>Jc9*-vHr#$^-02O{4C1dX7n!5xpC z%C*8}X-UCWWS@~ajkY~M)f;$9HD3T-8wY=hrseO)zLw2HrSa+_(!!yBDe23Dw@pe@n?Fj3+u3ANl_RUtpla;cO@;md; zS$R3_=e-68>|gK4G@*xT_@lpze>B@fVc!vMSN=ol>KChd5lL&4$0og@0qilSXKE%f1fc~g*=o77PCH=564 z9wl5%oTjbKkLZG6yC{tVDHz)Uga?>sV-<=e$4Ve8$7C_h<4oOG4nW`3~XFv#!oDs(nM=Y=W=sggbt zh3&8VNQVn2ywtM6JAk&iSHAKp${$68h<8(KZWBgX&_$;Dtrjb35(R&qVbP8uld^E9 z0)QHe11Lmd~U_{sp_bWZc)hYoYc@{2GdmTU(S+0ELrbiVqs6yomd%_%@;TF-B!c zA-wv8C@7f6Cmf%t zXP9!UOCCcC5%D;dD~I|(7mS5>N$KzkHPdK&LNHtWGx%N+*(gr!B3l6UE*$5D z_sbM;Yn`)Gx&QQ;nt_911zOQsuAz4C~4t138Ay_O1@DR01oi!WkEhz>vg| zp1tzVw1kKJU3h`KL9R%pigv%?9ULD^I65cgGepFso>d)QNG#>jOEl14SJY0dE zd+>LX7U5JZy(E zLK|x?UhhmHY0Ti3K|U_a#)4~7p)+RhsK}$gS=+e|)L89+a`rzen#`s16T&E;^W|CD zICvvA%xRYem|x4JNormlXRa{M>-QPX@iUr&3V88ZyP>G)@6D>dXYbvT0LfvZ{c&wc`MZH?+^5KuUyODnYGK@R-|D8%Vxe8>j1VGE zAwn^(BHfSca1ufq(Yhc1U;Qo*dS7Fa&$)+NUafGxl7>R<4@;QT0VMx^LWbFn=FSk% z2*VR)>tm?F1z@J0ETCC26l9V*lWCE*15`H(Giy3w6MpMT2h}g#cK#FWCZ~yOc`D|` zBH%*Lvgi^devty7?}CKH&45iFF_82Y#_Gofeg822OgyBbYCF=mlhTAff51y#p?Q04 z3`fpk3QSIhHdQ9K>)B*sAvLet1v^n(71@Fht>(3E$bk&ENOh*mq|cAdb+xUPnGd`n zZ>>6y__8k1V(C@IB~eoT+He%tT>Uwjh7EgcuK)Wx*w}wZ?h*1iLv$vQ*_aj3Fwa)a zUh|f4s-ALsBf2(ETGcTJy~HeFD8LTa9t6?_!VPyGuF_jKvXA_kz)cW-AK0NrK|fh-Ld18Uk?Hud3R z!}V|Uo*~uxdu3#v=S~1r7zssCG%PWA{9?6{YgZ=d5h{wT`Z_WzQdVRQE`OG<= z;1(FJrdZA4b9FI1`}cr2h^)%k(i^<73#^{!eX+Vh6tTWr?Mw6mEDD+W*lOd8 z?~+2(qFq=a0#T>Tmf22I%DYRcu!S8rS5ig;{(E3`2~ms~OL6FEFw&&lr*3k!j&BiK zt)O;?w3NYUWhX)Y!(Bo(tftb0;d_JEh?Roj2qWZyZjs%uRDk8E2_@!l1=Od+8wi9i zB$~bAOOiIo4>5)ifw87K3J08JhCL){$v~p@jJyZRcY<)_5dZ7n|7O{uc7<1^Sa*p; zq2NX5?g_pW7k=RWE?1I`A34jD+?b!Ce(i?EFEBGD)nriGoXdrzwwVY;N1UvU%T!Hd zt=uNbJt)y!2*2~s3olu6R8a=v5B;Lh0X?nr@az!hV4RrElCbiKk(sfVS(2d0l=a>t z2#~^AaSGnyig`&Ye5SKs3Ns)a+bW*72nRiDk(XDQ=_)Kc%_@qRG;=ngGfi%V2r~Hn z2!9Fj0a)6Pm6{5A5R)jPFf%Koyp*^w1RkBCDvvgMk>83CDZwk=S>J~U=Onczx|66qm1yQVt z9?cH}Vi7P!*!AB0s5=9cDM6B}P!S&$jecWnbEp%8p(8Bh>ZO=3lFSiba~9;*+si&W zSd~p9P*r>-nM&c4HAY0~w(|Dm2Ban(&9Z$Rg+etf#Ljo^YOWFO#hbQ6ZsAaZ6O<0a(^oz*`rY+1gbuw5%K@Ys06LHnnmnkzw zGq7jkM?>`CIRem7ov_&iQS^!irW&JTpRGixab$K?WA?qQOO>;IX+{-awcf2aa96QB=?X_ zdc3uLJLuCc+#!9l{g6;FkA)i#bD>||Ts70N?XnCWyvMdP@OVwtczT|rvM?B&FUqY! z>5}?u1<^VfRl&pbc(`>pl;Gc@%6qO5ZmAG(vU`6=`_Q`~vH>Kx@-Z3fZ6ZS%j@Dl= z6{&ieTV^NbL--yj*T8k(QTBDf?Gu#SG+P&52GA5nV3W1p>XV;;V@@g8ocL+tBPnOV zVf{fNKJx~yppul-FF@?E=Gv2b&)?){eX^afK2JDrXbvBc{5twCPFb9RZR`0+QfJ|+w=uN6rezef)= zW*g()LTjNpeT?OoQ3wM)ALp6 z=z9tX-Hp4d6G4$MqNb@Q_GD49MuD$O+iP#>C%OaN&loVH|1kXAn>~`Pv`haVlPl-L zC{P*^*oM6>z=r7`#|%OS|LHV=7d`I0{`KrXt0IaJ%bB;oYqi{&C_OpZ68TC^!69SH zEf`G6eRx{DKq?T-HR#_IQsBw)cN9VVSGhtVviEwC0>hiI+c}ukX*F=i1V&-VvzJ7G z*88R3O)nK5_Wy$UoUyG1fF&kz_#ZciM(n-|35A7*K=FKZ2CEzU=#Qs|hx#n@elOva zTr}jW{t)sxG_P^zbJ569Tmp zKt);xpK4yXqPwg@kBn}qfiK#8-Cj12;_4=?w>1bzU(UlLV*VTvY(VVCkP2r(cdk8$ zW$VI5|2PXgmCd24{HCf;5etnP{#z~$_~NKmr%a$UosK^&$vn=U%KaAGO{VLoX7n^D zQ=GIIr#P|gD}$P4f!ms1q_%8Nlwe5msS7}GezCZu?m9^G^4_V?ymm~I^DT(+Ceuq1 zH~N;L>QHDEEw2J<*?2hfic#~kPhhc*0B6x#I9jECX_8Iktb@(FpU_1d6Pk&Pti`ur9-$H=l*|H zFX25jrjBedn#~HmvTy}BC(?T`Kdzpzn-HARWm990>r<)1LCSX5CS!ap-sE~^VZ#&$ zv`YVtDuGF;7^O=O%7SdR0#QSwNecX<8&99c4j|vh3_jy< z?y;f$GCOqcJf%>08hv@rRPcK)*Orr<#AqzqVplzoPWI<=xf^%bI>#czLmHUd;l+z8 zKR+#>P`1_)8S}EO3(J9CQe)9mRie5EfSY7S;rH9D-8C~Y3Zh&;#@f9LBN00bnL6lh zQeh-hN1*G}#d2Hk&q6x=nvtD@lX?H4AT1i6kIeMoH=Q67_P-W!aYx;-SB~`ma}W6V z#=03RqNXA5Qrpg9YMhwnX*)eks>r0=PS8cZCt>rEQrp_(5J27mL0}Fe{g2m!_D&l( zdzgyMOQ7n)tRCkOv8C|^t_r~Vg)d+g*K1`g(NS@#= z<^0pYvbvG1ko0f!*T_3Z-8#V=M^6A+GOc!cVP%2?%ZXB#l!VOD(>5pY7c`83oOa-l zO}{K=m^`f*mShLe&)`LJYB4i>^@B=AptuS5VO>K&QmpxAr|M~D5~YbfHX%*A^b)jMk+QWLlwmrG1R0j z0LlF@$4a-{$=~YxM!Da4Pya=&3*wDk2(3>## z>ojAw&MGEBb5!&8q?(wuXgX2NcS!Y0;BN8l(L^W1#p{wt!aK}SDwN5MhcsHGa8 zPYM1lpJ)v5fKLn0S$ontHa41HkraL3FASiLh?{1E|h)!1;Ld&j-==h&h((h~Z z-8Q?|7R1c{b5b+D29Ma3jUJ8s|Rwe1fvH0}OSKW`L3)7~$5MjHh51tUq6K?Eu2^gvRQ1H=G1J z78VSL-y?EGwO@a!fn2H?3MzPoyF#-QX#K-`CA9Kw3dp(REoFW@3EC7-))-7Ej|p(q zrvp?89Ob-)Ra%xfy{7{l*sHctpuHE<)#g7#XevaxOkgZj;CqR&dez2QeY6r+@t#C4JO>*7I=;TVIo^9hi?_~$pW2KwR zi)gu|rhf7q8?H}JAk+7$sLD|5`wC$omYoL^51Hd)_*KK+Gf6p2VWr2kTuGom7fn?f z&WvuX^4?H_?tiq0rMmM+^AcLYNNivf?|mwx%Y1>T8bTzo?<9B-p5jigQ^dfWi|{{C z37K}T``>SOpPBR)>ty%DeV*o{P#gT-*n6`rb1KbsD|JUY`}DLZ>j#=VnQc$g;s`I0 zyemqrB zc$%*-hwF|ZFfhb4qv*#@y%bu{rKm(n)~#a~>8nD(>v!VlFK&td?HZ`ccP{_K4_bD& zh9N4<+P8q`z1dp17HMp8pOLIO=Bmv(Y(w@8G(}1GY|5tYbNyWKHh-)59X7Q(B99m% zH?l6YL^YO7R2Sj?31<*zm`=L8EY_}{y#doheF{7W3(oo3;F5W#?-2K067&CM8?N^z zVe4Tt(q|YyHHwP#e>Dtb+1`={P)lN2yXiZv6uLvWonXV?pPyz4L)iYPHm}v(-suKb zP}~f$^J7cLcjcKo1^CeDZt8Lwxl?evE#pzkjgd@AcO3e`R>Wvj;sd<_L>6lsI;uIn z-LjlQTuV+xuHeL7>@Hib+aHeH>367YDet8L9TfI83q(|$sDuuh34G{G8=1}Dp#beo@daf3dP`+CWpy*|$N4_^xJ zF2*elu>`Aqf@~e6sIpq33%lGkb1rk#xqIxYr70GoFnL*PcY0J!R;a?Ype`40Q(mz+ zCA9d%lXNx22aGijORB!g`3R(9m==d-YL(>wqHwMbySl}QET%w(XG3LydUU;;l@B(x zkD%y!%5hIvNiJ16j|2&1k2g4Wd?9c;#!GI|iK|6l9Y7=VUQXx9S~jQb&92vkM2<)f zjX5&?h4;EQYNQe_vj#hv$aU)t(t3de;0zdc2yG+k_Xiw*s$&$io7S5?1ycoU3#l?- zG}H0f_VDPkm2ghJmmvZa+8P5yaNfc=-lhrKj-vXTlBplEWB`g{c={3Iq}`C4?#Vou zeCp=$#Lg+_c6ARr@W6bq?Df1*u#mU=ehKz^+N_N|+NP&DR<9T&9v^PF8^`%I>H-oq zg*CDG)fNEd&Kt<5UEmo%Ie0cB=lNz;OV8UgnN1_|po44#sbQ7JxN8vRb3%kKVP@`! zlsID))C$%cfBLfuY@1vDdO7KV$o^u!!yjpumHX%h%-=T%2#9%qrKQqYqb6b``kf^% z4?eN}{sgk|OELT6V7rBMPtH~)@ypw$z_p*p9 zVlS2cHemrcfd7p>Rg*B8(*rvA+$4EE)-Xuq5c7vB%e@~^yi)rM#efRN&GJxNUJi40 zsSmWQiGAkxY8cf@mzJo3jVDp2=dMq3zRGGptScT`n*G|3To=`ST+C#)C+5AzbFHe{ zc&P31Qp=cmol^o)u*oso|MZ((msCz1;E2Mwa9rwJJKn!?;Lu)sLuzCA+JwQtYWcE8 zcBzk>UJFMKEJPY3D@DW41g_l_LT_Jpc1+T5P9c@Es*akf3xj6X`R*Z?zrAM~W|Md( zs!S0@aD=xY;-5&TwdqItMX)Uh??|?`XON`V?hlgu^uIEIx;`W#ubu}dV8O~kGY`GL z;L{!$Lv`MCW(054PA2qk4bIS;xFx(XXvP=5I>4`gl0ez*#54}?=-((7)I?eH98x0i z{}j1Eh0++N;1J{Q#AH0^o~-=ek*{nd6BqYu-*zGvOZpFE;q|jKnegT4r65pNLB^K> zM1IWZ+~~BZ2)Kf@<$e9_cV6{3sM}rCaD;1hMIIllV*GPZx!1KMz;M-;2Hyz+Zo-vr zWct=$B@bL?;YaGToxDvHUr_cXo;PgwU*&>p<^=`P$VH^9yS;Pw_c2hH=NE1=jjtz5 zTepdCr#&%L2KsV#+c=JbGCPgnOmWTy29%XABWwnw%S_lfZ$zY9^t~q})YIW#IQ^E_ z@2@an6|Qw_uI!;%TPJI7sxIGd=-yM9_7eYpQjF%q=HLQ_@x!0AeX5z9ENr-XaKw{l zFMG85pTx>LK+{dPwA#eI=P-g@sOw?dz^LZ})Ho}3s|ZVLer8T5#SLW1YWCV6dRWL( zZ0D6AwU3_^xxin~NY0_D-BJigJuu3zWA^}dQqG0tvC=1q9Cqx#|NWH{_~&8tM-+*DecMZX!VBUQ*v5s)5w@;{N>Vh&1NIJGvtMOL8FcupI5~*+G5N!uu2*V%r=RgwTet#B(VC^J8R!WoX*1ok` zs%SRDi^Otkd~;nMK_XRTH5`SNmLf_gH*FvFlCfNF)qA}X#y$CTh@oJf z8*Iw`-*(=_cqS!e_;g!jAm&ym$tuBLo;!&wX{a0KRn3Og9>XUM zA0HgTUAbjFqkv zC6&6DaDr12C<^^nrTosOmAN<`iZOs2gwvnL5lVSRf{9H%vHYP^p z_q>&blqUKR$|G#RQ3UD;!{^xQs^t77R0Qnco+)B<=Sdn3?iFwWK<@tWPJjZ2r?|)d znS3^~Rh<_kN6PzI&d`df$jDR_8DWhv`0}T8ob`$ime_b@nHdeKgvFZW>D*n%8JYF* zJ(g9#A>a~1vpgH&SKVq6#_i{Kz}8&({Lvr6z8V-f5h%f*pJE{s1A#^Q`||2&>Lp_? zP`=J^V=VCw3;!twp$~2ch8dQmnwBp17WGv2?;fe*;CV~eDre=eTxXF2nH!O37)0AF6MOI!}tQg z;GHmWENI^U8P;w+x`_p8dR3wzq?Gu1dZNBUR3eZ+cepcfmsA<1y zVu}c8t(_+zL+fxkFe|Pm|G*OZUESFDP$sl4^eqRAndZB)3kLI?J*qKR%+T-i4ff+w zW&91=3tJwC+)sH(9N9_zm$z>!B<#__g29W_Ly z*oNOm@9jxgSJGdsE~*wuAjGaizzA5`zi>p*M$GN+n?J$qTkuMo`tdupVBz_^GG8c1 zQT6cr;@L_aUEyQOb9@3zFoC5f|Bm$e!3n-A>ExFX_c>qsw}+ICC@50hczTW6F*Lxz z;KX<>czP%C?> z2W@e7#7fjoOMD8jj*%a2o`Mv=Ptj6!b33E=LrF;nzHpGO2&y2XgLMv#G=vI z@+EYiiS|Vu-B^^{B(>zVG_pNc<|G`B`1TIqdjX@soEdtNd)THm=WB4f-y9({a*s{A zUwnTe?u(}}Uq{>OLv^!R15j#l_T=gG*JcQj|HMbij^?sRX1u$)t=voW)X=80Rj^jh zwGIy7Sf#Q)=m~HgsDFU^Y1$U0I}d~-c{WDVzLZT z)#WcqRq)MS%L)bMUcMM*fkE(II-@(tvFpLJZqUO^e6o+U2bs|P1A{QiN+QRHOEZb& zyH}yBSBYb=cp}@0h}p+okZ_jR5e~QYJ@UdVm$l_AifsH+KI{S!$V;0`sNs^JX4(UB zdx~)_jWw*xKM@==9O0H%pdfz~8WQUNk~DcQl=Fxciq*QTzm84Px5Ud1@YR8;F3pqv z9*AUm?kJ)ugEtAk2bCH@gUtfRzrDK>pNq?ATQZ{@a#FacemTX?pxCySE+oIud;ad4 zo$Ir6lwt|7>c%+}guF+fISvfXDcCk^70h~A2p1U8#Li{F3Ky70lJP?qYh!)d`t*3N z`vh%5WKq<^qir)dbL5-0!(;UF{$>37{rg?&b>zZ}U?H*8ab{F@q{~;xfRhjQ>ngSrXhv@Xt@mfRlW0serMK4w zI19z&7SKidk}hT+s0T1+He*8|?j-lGilQl=Bo-<3wcAji35seN+;Q@ z0(*O7^g4UuG*i7_z|Wr9m2u=uU#ddP8nG%zvpfLsC$Xfp|b?&NJ&L#TK8 z7vhEioeY#~nA*5MQZPp9u5}e7yv349P`c zLH{OG%&|Pep^X5kTqd9%SP<*{(b#um+<^`<(dc}&pa61li^UvNq4|2JT6Y-V@X;ZJ zKJxxtHuiP!6nYM;qfa^tgQ7y{$7&?(7f6$BXhtr(bX$#@#n2ex`KwLGx$pluB= zLX{0`$ln2zR@JP**2OLannXQqBa|?ucYu!CB0Z8 z+m3m(o{m&A0##$$)hZ&{QJ#E?n1P}Gcym>)_1kvYe)(7Gb#h$%0o?V zg_HFoih1pxlb4Up`nkbEAiJ(MYu$+}mpkP4&Z<(P>eAIJthH#3o3W-^27(6o<- zyxF^V*2>}4(4^G_ffS5BeAiAV)HG{cQXiL?enD3-onhV?Md?CW^A<@CGe#*p$5Uv)RX|KN z)TYrx+V(GzeVfipOMlF9av?o13&)2@#q8sRB+kP_a4$cHio@t7@l1=^-Vnib`n4NM zG&rEFNsC+=c<9QJzf=6jN@apl3e4q@00Y~K?x@Kc(xm^+J62}PH9gI3I7meIu!tV_Urn(sZZh#G4y8t5HRM_+4m)Esz zCgL0KzkdM<)yJCg=N!~IwPxMSw`eVL;@zr%VON4PasX_WM+!F5hivhBC<+CltB2FL zcFZKE^dqUC83FoNjBq(BV|xZe+5>BmUKD>~48Ns=82GKmN@SN?*c+_7M$M4lBO*`! zuQd=LOq=+O;dW)boex`2>fclsuGzDNgxpXNTs-ZpM2W7HWtRibBM(ohgdH@=JaVM^ zCS@y$ZKe)oIZ1(bWZIan`a!&3GcD%FPbw)?NITx= zc>o5za~Pq;8WZUPB{bB^U?ke}K$a{wHkP+vYmw%^toRZ$okv|%8QC*!MS8M>R@q8i zTffXTP9XzxRiuo+!SlA`l2r9-E}d;IqRW#p2+?H<>0Y^7Z zY4RE-+`CJ6L2=~arLmYzFcAyH%G-b|;f?Cxrm!tZY~NC3%||!zq+C&~oe~NkEbbAd zy1CUrUsZ`K0HIVi@8u`31VoM1h|=9k|dg zY|UU;_h@HrxFF{7$X02IV}XS7{a#aYutz|>ku!l6L;%HZ%)AxX-ZtoC33%xIF#N%^ ze3)Gk<&3B78fv3pZNQ2k56DG8H)WwLx5hQX&!>(L;^ZgxVhR~*1&urh$BeQ2bf&@1 zX(TcfYKMm3gnq!jaweT>P4R;`^NycHSiD~SM*Uv!)%XR3xX%q0694F8g;_J%jxByq2ql)#WYUW zy}WQ?NOrl-8+m_0bP<415x07!= zKjoM~@UOD7qn?uKo_XFOw7^pI%(a9xhsCj|E0}^Y_c}AoN3wMvTW5=76!8@NMxQMj z**CWKzxCU7r+zq45I~wy;>EtZm+DN%xPW8>U`9ZP5vRsHjNF^&JNk&&_sHJxNFahr zdsVq(W(KRx3$B`+gYl3yff2_Dq^~p%YBY@b>Y)cXOA~I;N2;-W-$aw)qylI`C>4I> z8K@c^Aicu1nk@;D^HBNfjmI3(9I_roqy(9J4`9>;`aS{zY!)uWAvIA9kIzLS^z8Q8 ztmH%Jbr`lZ#BR624a->hy?)dpV>XMr1E5hY18%J@pmQHYx>&z~G9T~*B0nKrF;4*) zrVC+UJDix1I38hwEA)db;=XTuJhhHTDsgm+fMyvM5v6VAhT`J{VEBCo;d|Vt%9QaB zE=C(ztjYzOmN4@|OSE;5uZz<|_Fu>! zn7w?x9)qOZfaZM7eogG3!Seu(0QGoT+!UivRu4)E55|vcv39RLH zO}copDJ)CX$c;r30kv0ciJLmBnRBv+UrzFWcz`#uY)Xaf0L98p>u=n$COknQX|+Ot za|+7h-D6q__Gi6da?|TX)&rf7}VvI*gQ9~@?Kbk=_?iW7CViMC~xg>^b21h(2>1KIV@_mQv;3|X{c!};` z1o&+>fl2IM!fF(OJ(X1Y=|Y`+H#cQyHLcfWDkyk}87GnHq%VFZ=c`BuIP(D`FMfU2*p;mZljBrX8PD((3%5!It_aZR`6Rd2b zTt^S`mdE#$1|>wqg-M)d}wE;fy0~L`TXinHE*5-pxA_M5H zmba+ulS&)w5k|rRvl6)?9@1$w?&T2K!qfu~EaR&*NE&JsKvCnD;F6#YY2jLwKW`~U^dEq`_8Dp| zM=#nj|DrojdJ3{ckgDI%Jc7M9;eoF7ei*E8pH`eqXJUd>fad^)(@C-2`crsWK;`x$ z_g~`xrQ{QfMt-TLJA3z-#sAgo9ygloY7-w_%esRmRFzcf2PR7OyMFp_SL3YOwsEzj z0i|BwGXi4eTP&J3)@pQG+_2@X)>OdjfNcMhzHu1N(Z1{f|PWSgj=~g{1!0M7`5xuK$1^ZsRz) z@%o)SO6<@SUb{L(Nm|`mOAJ#$K6bdF&Uhjp$;nuh4`q%H$pF{|0%L4}@R_ppkUQ0W znEI1HK3)s<6xtyDwjM&bIUQEHULl561sJJJ#&z-2&hdyeH8vijY~fx?T;8XJg|}gn zuL8()%Yx6i2<1{`W7cp$GwmE2coC9O=A!E=g9kgHn2u0B9ehUOHlWVjZx>BtY zsZU;dMWt5~lWfPRu=-~cUHm25>+(_`kITC@X=P4nmavN#T3IXw^4>9QOF$<9N;DX8 z9={;3k$qo$=G~w2=L?xKe^dg5afT-dP5kRacD>{bNwl|318{C9StgUEUBT}1+DpPh zo!|X8bU8BK-#sBa-`_cp&4*S}rHI40M2Q&U+;b0QXNke7g@n-?WU?L4o(m|#Q~}C8 zsIZy#`~Ats4oKnL1Fk2^y#mkpp-Brd-$Zf@qNdFXUZrYwH%WuUDed`&fDirn-baJR z6i9T;VWrCrjS$CN7}E)n1oIO&S0OI42%_K9`m$S9YVt5im@~;4e=(?!K~PL8SJseNJ42C*ME1W;i3b@=^eJY#!E%wnt0%pgilAP=&hWETW2qNC`qZWOvVB393w2_H{r z2wQ&&2vS5S449J#I~^WZ{l-|Sj}^TH?VZet+Yqe8Z4SV4H;L|j;O>)&YowiZf6iDX zlmj$y4#f5P4NHk9a;btJc*f|a9Fz7fVHniMw%>jAi!N+Kf+ttpb!A~6v=+Z z%qm8s$vS+hTkvcKzThf~V2(Bcg>RfraN>9Ic-byYqav+Y?ZB z&VSp1f~2aXFw{oHn|{&Ti|&?Etakeq!1;oKLEB$q#4tSryRMS1V-M-jkWw#rHyCxpEoEIz0D*YuwJ0i)2_%u|c;t3FpV(+$TmUQ?XlXRDZi zFZfZ}M}5S7GFFHLFn^l z;$ioAht+t#M1m7sJZ-F8`n?K4&_#e_t>{-Z6;_d{DVg}u0`0s!z!iDedDtlVeDI?s zkhnWpA@}FwWE4!FA~Zx|Y~w8dt*kzkxrzYlogOeYzU>V$s7qkD^!}Ygm6rgE{;2p( z>!HTeo>-@?M;2?6KXFp4U&AP~q*Ix?vgL&H)6p7WTO<`2APY!4*{(?i6rm9U*8(pI zI6_2OX^vOuGxK>y8{%8!bT~S9l=$#}JY%I!;*tzM+v$a-9td=^u8&M5Y7kXfxH6Ts zw9q_FV+g^rV%T~T@Be!kjTG&PI&1`(rCrX;e_Vpt30 z=9gi$5RdKX*2nl6cyA~?C1nmytEDQC5QnsMM9iMNADdd3@&yJxPDaz1k&6o3C5Niy zI8GJLkj{xTR4f_@7x*lAT?*{#?EZKf*c4Gz-@Lv&r9Z}*X8(J#KguFz>rA5~Mgq9z zGeVX@KfGodkp)X%>U&@}!r2SZ>@IL1>vOZHki*7W9|H9~>GyM(7KDH#skII`ET+0H z7pJBK_5ReifS`UW*O>*m-ptzyv!b~Asq_kWZ@-}?wZ@frdmCr~@zUOz*RaPinBWk{ zfa+uH*T7yl_hb6^%oc^mVj zwjGaTxJ??q*DLXmyW@QM-q@Yl)>jYUf0nfN1mxa3QM8yPwzra=G^3p($(t(ACm`HH z>#+h*CF2m6kV{r#7mY)R`(yDqpRN}67{VDS+K?RA zLVZ2YjxE+(gsmcyl8Sofpk~utt+@N*W-I(W84^JW@-F1jny-4_T@oM5=3$Wxk~taf zKB?dpT@PoWzM!4B+prnHpfipl*&j0<%yN_&%9T&naYy6aESB7T)~ zyj4Y!C$-8&yG)uyL&7LGlW^J~;^VC~X}jZ@9116$Gw{GM{^Qg1O%~9xo={vZvcZ9o zKr;6EB3b?%nS9qzzk_Dx%+qrCEmN#zCLvPKzkpQck9!v(?24rf+Xw5_t}A zWs#B@tiYp=%$-9Vg)D1RZ(_DC1-|wNG+25Hf!n9v`F6^tpIbySmO9cA@riImyWAK@ zKmXfW@8djuV?_^DH!aFQ*(gC-#_pEArU45nLh20vcX3Vdic*38^s{vfgD@v z&1;PEs}Oan6{6fa9oKy$6n2;BeRzA3USF^{?aX)PnDb{D59~+k)s4>pE3oW3FXl_ht=b+hX{^N3FDz*E^yj)YMS~X_ zAQ1is5>Uu>edu8v)5fQ=`&keajTMRBKwGu{IKhq>9*gKefwuf6#ct+@ns0d#Zg9;y z=RJC2rX+qT^E5CQ+X>ya*i?e_EpPnP(OwVVR)Zw-S!%+;S>A#sB#Em)pCN&EiE9r7 zMkpZhMk--SQAn^mb(5f*x=0g&u@~wG${WNk1X}y(E)|1AIzAk|FRDpmm(f{@(DAvy zw%UQVJ##H;wQ0U5I@*OR$XWax4ivI1X--rtbC(v!w^;M~-N)3)*O*qElV4{qmwu=d zVHdD>$EC<85)91Ku--+sAHzcWEZ3qfVUzLVx`{jTd^tHj-%7GBm{HI|i9LNeaZTLs z{1-C6kzL9zfkUYA@aT?`&)HPe)Y;|P4d@`xTw+Q}ONv~w3`*YrY_|0s!a*TBNaH3I zk%?W;yy51^qpVN}bu~|me~<&P=d;sC7D&16P?1IYwV|Ee>3T5R%wpi$L_cW0ra#s# z3+2b8mcuA*ezmsSdc*fQ3fFVXr(3p!@SmeGJ*Cq>X1;S!u%j>$K#q!e4JFD269X_w z5a&}rurmx5Z(?62MvSv*-7pt551@zD^gygkucqE%rW}-np1KqMDn4I*uXoi2jSU-N zGy3ZVR8-mA{l!vH{#39e?5#3_M%@Oi?R6AEUq^CY&^R=m;=p0s-4OslwSbAoAbP90 z)v=V-FMQq(lL|9aYMzxEk8|3Z99G{IbgQ1PNWooL8bdkh>m-=IO=L|Iy0Zu=M7s+2 z$EM-N5%Y^5SGI!k>s!X{)`GJM|>@l*dYec^*c6b_S_iW^?cjQ3RpsQ97 zAIeCUjxn@Ji<&kJ^o2$p?_xwBO4QiP6ohVk#5O=A9%cjr{5&$BEbZk%dT%@CCax!Z zc!SvN#yjO?M#CdT9@^nV1jf|qn@ z!2D%vX6;%kL@BDZp{aA5pdP*{vd^%wJPMM4_G2T%z?R62CBWv{wyw@fBN*dIfh@_e zL>%1a`%b&%QXRcdh5}0;pYhl!lIXf8 zu7*th$)`wp+thNEL<%5SA(xGnCmMpI$PV^`9UK1%dbirWEn?yQtBd2PZa>>OIDTaJ z224S~y&*yh>oKHMg+r1dud6->YCZohX08jjHl|sO6m`-6GBb$x_iEg|$+{z|n91|x z$lP2?UYxZmp{8YQg!?c#Y1=?Lj%z-(M0^m08wJBNd915`k9JmCOp7om$=Wj2lFElm zDi8@Sao=3TE$O&>AV^x{JKHZ%Ghbwg${8(#yRk{p5Bjcg|9Qr^$*-Vx==kWlz4sCU zzQy>2YhN*$rYovqPV>KNe(2qNCKv`wJf`;I=PV<#X347ZwLe3A>)0mM#gM~rDhEt3 zRIcHhP88r~MEL$so`mmOMg~~tc-IV1zJGo$IcMpeyUVz7ShsA1!0D) z-6GV7vp>f~;$WGdVjU};K_}YovZPuea7x|XQFW&Me@8qRbTK@+i;{o~+0G}S8(cu- z^Ir^9HTzxUYIM0J-^RV@?nWp3vy50ie6Wke-#2$0cAsRa=)sHq&c+N5(>vu+XHL1K zS-(avnjsH#E?OBt} zDgBL4-7+1g%qT6vQAUo>7BHNgp9}Io57-r*7Qgi{*>+m+VOlHSsHMHAJN9d1 zFd7-JKs;Iu)cp6tW6Cobo_RitF~ z5f?&q8il}Uc5t-+I(C_NX4o?h(vaIStWy5|u^45O$;+KlVW5{(z&02IogwdAdk)UB zoyk-UyABjoQf`$&B^eb!gM(3-4%V|?Z)*ws4p)A9Oj`nZG0hol~Nkgx^wQ*U%Uc-*N45?_CAcQq7 zx!&3UUvNlDbBr7++m3)56r8wqo7}AXT<|qK`*#>M>$>Yt+OSjKH^CC8jeJ_5o#5+5 zt(YA0!(LX*+R9y-R;Gf)!?D`Ijo!1)BqzM(9!Tu)Dpa2r=J;cn@m_iK|H&Eh;|oi| z@-8<>hvd^Mo>Q44W@p#qJ>n9L<$kq1sZ{b?D)wgImlw*T2KW!menNv~9I`D1x9?pNpC6lOmkrGyD( z4)EB=s$Ff!deCYRFo)Rg4?X(E!_f`1K($uicj^7O;5Ht_FEIZT6V+WhTA4LBhgoZ5 zmJ|r7x8$};cyw%l_r%@dR&+OBGZ~41Z=1JX8R(-zYXX}cYX`@ZDzMpv?qF)^IpH&) z^6YBCXi5o0?hXTrW2R0;j}g6!1_~{KpY{QEyt^o`NBjjY`?Lbb?*6z#u!xILa2TtI zV@QACU_&4rd)_3JuhBGy+4VjOLUI?eSd#eHLIjR2nuV8rT+bpSXKnq6bMzm-{{Q>L zG)WH%E}(Q7URq}MO5pmeVucXH7`k`@aB*=W7s1e7{*Aeh-L#jk39US}gMQy`(s755 z_^1pPcJ~^?e3q$K_?<6!6w)SvE{g9brLV!M-+Y{#pSi$-#8Wq?gwi9AEzB6&OY`NO zGwd`4L(gacLoo+4(8`A)>K-#yD;4fJs?k!=Pa5I_SMr8k;(j)E%%>dS8Ioy|^u^Xe zMZOyU`JL!eb73>u?hf*cYL%;}8)*Z8?)jWYjxW#t1-5ARj&fc1Q5J*T)59)jg;mw! z#V*z8=jO}Grjlew*Ds`n%bEO?Cd3*gX{*Z}RfHQ!o}kv0W`~6m&6G$KX(j~F%A>XU zH1+-9wXCLajts5J9BthE>RmNOZR++gyKx?Pd^VI#-xXPqHTtjNfiF?{&%iuLUA zv!F9;VV0P7>KrN$skgtH0+zkk(kF&Ir!6EhBqpUN2CA(AeZtP3uxq%Q@Lg*!B(BkK zXt6d`11*-MD>S~_;Vg;@ULrmd7Z)E}7^-90zPHz)O<2P%H<0%#J5-<$6{Kb?+hR=z zca~PMDmrW!=oXiev(96FriN7EJ6=Fp>7*)`d}__%h!~a8+wuNAH$Q9`Eh1n}`~BqU zZ>B-Li$guxNes967}wf-3F-!FpF;I$D2#XXDrgSSP9znAIpc}rQuzCv-@7%3(Z>r* zkqJAV<|KV8Sa&BbC0W|b00{#jG#fpZ^M)46wHFQNU9eBYWXOSrW6Q#MxPq#woBc>g z776Xs>Tp!k+n}iF(L-byE_ENvs59s7h`-~TUlTbD7K7j3S0N-9!bP#QYoiT1r)1tTB&f4@`FhK`GR_A1T{3oNNeh~MWO*%Y z(IXsAh;JrZc3@lGE=PtOKT(K;S!N;)nox8G3Z!_cdQMFwMXJILyLZNCUpt?1VI?(i zvn$H13jnYv(deQOSZZB-xFz@}DjVf#)ddY+K}4u2l~w)hArEK>pZg|{bxRuC`M@ z-{oUX5-Xoqen)5c+#voqqO*V+?(O{gw5Ea6m?%2h%Dpbqk>+wiYK2(_+%X@@Pj}-q z8%Qkb$8Q(sG~8!WipR4+$fj^_b4Z~JLhqPfHSO;GuDROkQ=6RSXY5gI2}W4}JM#oL zlStTzZ{pP8hU%%uE=8--7O>!m>fq{f3BJ%?eB#Y?V1d*N36WgFydtKq(guM#ztD+cuhz;(Uz1^~Ej*wX$h z$kHdQ@ToAER5HIC{yk0s8`S2_wF@Oo_y1ti8-uHx_dLFdRtGws8(e&E$1odRh>!6> ztd>hPvM*ZkrBK9Dh4Yw1q#Tq5Obw!MKWac-M`0M@;7520bfAr->t929_``MJmVpEq zAnqcOqFG0t=vT@esL zsjvPdA=Sc?16_4?Gye$k3?99VV@bYeb8)Fks$T%lX=j7WHWDfYBM&P|&&|tIOa*tm zHQ_1H`KEp+PdDuVHNr%7mjdttP?Mio`XnC#@(Gp|oTCG4p`Mf@9@BY;hsqZ)r_JE( zk9>><)oSJc3YiB>rY{d5De~aS9=+iQp_ZDC)s&AWnozaEo`E?n1CmPE>J6`w*X}K` zFMU*;9m-rPvgZJNabS<0l^p&YJMtxBe%dRPT<#FssWDicjj3!8ly;L8&7*F-D4CyP z9fW;gTS|#3FlG#cM^O~-TiP$cHh)&-*9hnLwUDwUl@Q(7=iWrCA40hPF9R9b*_iB0D)v_x*$WStx`c9wr@jjcP(NGWsIyu^C8Cl^hN| zBS|;1kPm`IXA6|(gV-P)|7>xG?=}PV+IrgU$_h9DJ=_EjXsg#KP7#Y*E_Rn9P3ZPF zf_%Csjt8uZ11hp^l@Z{x){XmywCq!|$u*2+3zpCCQi@a&rCmTiiq#tS>I`ST0!VaC zsNd-|O>;odkGWah!$ZLl;PVo+bHGH7*%BRS*17QYZOu06Wi9o8L=YbU_tNiq; z(TYvdP?FfLHcXx{IQS%INn$<~^TTV=c8S^QdAE$Ri~OpZa;G4Q_{9_bW`4BsrLLZU zV4p16_w{u;5fFX62RV&p6e!~5_Asr7Oq2I<5X7_#EDtz`>S-A1ori0$Z)gWE-_sDi zwN;Jz%Y6{+z~<8)si|m8oZAkZamerY%l~i9bxxosX@a}NLh3+Ghn}JceLE@qAUyP_ zK=XELNb+TbgL$P)bp*5vRA#w?B7HcA{A%)v9iYa*J3g8W7~`NQkA}hU!a_hpnm2T3 zXeHjFIu-$W7zE;S0QB z&l^W+I+n12WN#%#qi4`D927nEctnE1#Fe(EmiGZo+V?9IXR#>POZ@i=8kLvCA%Xg{ zOuNkch59Y^uIoPleYCr04$EQfZkqx)t@wIWbNc$f6olEJJZfF5U=~Cg+lYnZX+xjA z%A6x1Mf`vw;WOQ4P2}%*hVVE8vRg|m=ero}Y2X$UCNhV$K#LQx2!QKho$W z8al&Pl7eTX|D7gDkZz0%^4$-440W?IcvTk+u+GX%?6yQ+;%fqux4U~($4R}%!jsgs zeV~4s{^jv6m!MlXsVDVCupHFv4^>dK5(TVaq$OA)sy)t7Dapm1d9>drSZgh?4{N}LfQ@8(h)8<3m-oGpSl`H!I>RhnAo(%Y zvKu~riDXv5XsODmQ(+%zjKhD??7z|LnoLz;y99@8>3dtm$64H) zmu$BRQNpw_H^n1!`>{zC!$ir_O&Pd68+C4eFS|}MK0w2f6C{|!L@+AysB-ZAY3q`q z4-2c1*dpfH8v`B~`f|q_10i(%#7^x;jJ2_|Jt~Sk&LyW)&Og{Z;}c~*3DpU=yoBH^ zIKmocAp7~8J>$40a%uodado6@AN1to&`qOU)BHyU=Kvd~=uja1K<&Wl9{4MEna>tV z+RAA#p<0Gj4uMm_zrX0dV2*1um8YuQBmjsneh|y40q{%+Zio!<^XUJ4L*6{&j=!5TH3nQp$ z?;J`dwkES{P|_q>t8-N3TW?HV@55^e5b!CfUI#=qgBK@K)mWpzqzYb1|N0oy;U=qHiMQkskr;ozF32Y17G z8_iq^4`=9G8`39`UB9MG3?xdW=xN(Cu|qZ@vlPGaq!rxW%9CZDuIO_uW%}9n97ScG z)bo^IA{d3mPxcz8)P#F@TPF*nTH{lf;#ozad4ZAH<-MFJ|8Bzm1+386KqI+sn<#k# zn-_Mq)vJb+Agf0Y0Rr6DAuhsu$3ZoK+EydQ5doMz35Wh9)q1Q#ya7e1Dp%JeV)78p zy#-;Q`g(++*l{<1%k!x!**plwyN4&IY}X0p+AM}T*XmxW7}Q;4#?OyM(xbv*%s}ue z2_hqbuf(gXO7oz{uO!UI{6w7fUIOR1L~={g^!Y5M;0jlZ?|TeYu4QQ{j#nb5)_C|N znuXsPqwP5;Ej%%`apry&ep)A$4nuLVO*@lh3197y2}yyi(hpZYyPMf*6^}GyZUZ4n z%Or%3r~vYf|2*VLrDuC;LG3SP$j$+j-&Uh7G($@DXA2e%%r&Ce`9O`4C_8G{0au~K zKcA|MHPjezX=|C@4x~G=N)+nlAmDly3@H(5m^ZW@uwlFs`DERJlW6rTT%%690JuO0 zAbx9@jW_2*vY^Z2qLfjhr3m}Y;)4FdC@cyncRiPMxHOr>bj-XmX78J@NdJ!JJhl z3FW{%7W@G>U~S@(RtsY96KRvsXz>;pc%%O2!)SbdcY-N+>XZ1TvnN-cyHyW>Jk;Fk zp8{5&^Y$zUjE8J?7w znNy8f%S7HxR;ZwGYCI)E-DecWNDpt|igK2xCI(cEpef=I>b4(k3FW=tHB*i(uCb6{ zExC1*5kSa0a{LX$LXH+g@h;)hJaTK_!jD85`$?gk6dXuCP4`;De#*E=x0SmW7{`xS zY-v+6v+TnPHC0eDGITxCAS|v!FqLWD#N^zcEWmk{W%r9yEHqMSK{-9hcHEza8S zf~RrF3%7vH>M*y#5YK?WH%A%90Td(i$d^l=@XN%q86;V^gx0ot(i+1;<75E<7I~)k z`a!n`h~zdKQwukqCa#MlJk{n9QOr<3UzDQ@npFKjbBo&_lWpTow*p>~UFL>B93`n! zLb6oIL%y%-huo+nGaD5+{@LjNk-1I?a~|h$xk|WUo#;VyFDSuKakPD&gz(^GSX+)> z)PyMQqm4gDfnaC_nS~8S+#$-LT$}CeEvDBwe5df@)8|Tt|D&&Ydu(N6fQ77-4&TdW zrr{{T3Ic7OHcBk)tQX+mYQTygU+aenPr&}I0k`9FN2xQ>hm(A#*An(L?A!5hp7&#c%-!A~a~3EL(k?oW`))pr-WbJviokl&!~VA> z72ZksA;A6d;Obz98?ebL?pQUdrahcy2AR>`I<{Wo&8BlN3j2>L_lvgfU_~NOv!<+1 zt;Bn52uZVGJx!`pF?Fqq`>0b+ef7_h5DVTl&w{iSy6}w!a6Id^c}ZdW^>VLw9D}s8 zFGaj7O2KrWSSGlQQ64vzGxjR>W0GY!VmCsBxW(B=)dU`zA3=gfORmK8cC89G{OarGAdswT$f#qV3U~ItW9WMQ zf5l0y=rIX5CX>>aU>Af0=|x!FaR}nFV`(jk4tx}u0lD}rpx?E0<;%-uz;kwTz9Xe) zL7QZsxQgJ1Ug1>aE$EMgSdR$ht)mTai+gpkJ|0ZsPAhft9Aml0m!O}6n6aznKw`Ii zaQUu$3zEjknSqL#KPju~gUH!R%-C8iE2(w|MB&45U>bi#aW1=7MdVUKx%^YVBk5R} zYdn!I0v5{fOjH%4DhveSU26Gs7-RH5hoRhhDyt&8RHB(phiR)kQ)K+zhiA!PgxkN) zZij_S^WSvBad77BUbZpF8Dt@FFsbZVCQ{-uEGc;D=*8D_w-L~6VC7Wox1d%A)g~xy z--XF1(Qt?@tThDn7=AlX(?Qm<;TmOM6C90Fsdi@}`2VWFc9jq}eG@B@6n~W*$I#v5u3krg$c3X(pMGz zW(GfL?6Pd?3HOXf9VuO+NKt!@1AcxVW~g?K;lxl}yO_cGYC}n1;p>wP3uMv+@K;E4 ziW1ID-JyEB_X001%%{!#8B{Su8E%c@w!Wxv1BRl`DKQru-VOVSWx*L)U<~(tSvmoa zrf{@6&Aq5)zq9KVWTrT&1jk*X2P^&=+^r+S91nU292164!(Q$6FU(8q8}eM2SPF&> zKtUW}KgAix(iM}5gUH7A>K6%8Bv5B>W&B38;5q5tuVvd3t}?AqLCp`Ep?w?w_54+Q z?(IesO!b;{2!dl_S}||D{VwD88o$aONcn}gt;0bi{?RhPt95k-293%>ll455^qM{Z z{lKe2?PJiL++1^W=cJmRXXo%}6|M|M=!r10<3h&e`BJ17bQt3knu?e)Db45-TBP+2qmLg<&vSz})?~$mmiDZWR1U8DV7W^e z{LwN9B{=HzgVEbnHwY+(0>O+yKwV0N9>@HI7A9RaBsUp4dCeEGKh}WXUk*72P-?KU zqAptms*XDYIoNTas5kFclovP>`B2MBHDd(bdO&o_z=#U`lBE~b`YI{T0?ofgNJDso z7+?2*9!nvH=>z62K~DgF(y0o~?R-Is8|qW3_>!0>GJJdL&|jc7m1AWrc@Q0g09R+r z`2BiEhEE^OON<)t3s$!Tx8!gC&tJUnIo45LJ^bcv!FpL&N(s}fpOx(huDk>Az^F1f zo|K=h$2&%dDV1w{G`P(NQ(bOgpnG-&-O~|k!*+<}TVvo}KwBir2pCoF)N*TrNMA`51x=!#av?U`p^Vn>d^ zYsOhuy&-`C2j(4mmGmKD+ioV{&YZS*M1IVXQBw*GGn6^ur!aXx?y(2WbS(q^ox)C2 zI~C4JsGH2oLuENEw<*ZgVUCssx~L}{h72rp*dz73M^EKEN7$GOLWDvU6+nF|bYjcO zSax`gxuiALLgqzb%W}XAU!F&=>1=#3aGeal5%p2ThreVlcYZ%Eesn_2~^=p`;ki-#x4G-*zgETJrzfWH9Mm z__w+5Z#+89@<5VITEy{F@+$@5sxZISrKPL5K6_(kBkWTs`NlBJW=@onSQV+Ji}|uI zCi}{6wEc)M{XXm+>Z0&I?$!7ICT?CG^HGGc-fe4b%^qp)AeWCn2hED;HUh9z@9Vld;?Z;H z^#u}Fuvg_67GnipA;7aC34|4`r{*~;@0pr-4>EI|;yVynz9X&KG?;GsON z*1YRMi=(c)St6k?Dm$Tp%2Fh8;7Yg1KUwB}6RG5kV$CbZ7i593Y0S>Kv(E8B0y$c3 zk>orb@L|0~h{uJ+1%8RUu~IqTUrpIm)fYvZ&V2Z%G+_T@N=QRx7fzY#T?-mHdM$v) zhS!t_o<1FIG-W=|yl6qn^|a-crkc#l5G4P;XeM-dr>8sjXNj4qq;(z|IYM$ph3wS2 zKM}!4;G})hSV^qYWg^vHZ~qwLR_$%`^ldJHWujJykbXda$zwpNn= zRon^nZzFOOyJK$)QnyuxWhb=ycBZp!B0FU;`zhy?vkVCA3~>P~cq6D|)Zcsn4l%kZ zQRkR+;?C{w#_Kki@Z{vurmO!{MJSAX$=mM@1rSLHS4Z{zoddii=&(s}^$|V3Q7t|K z*Qsz*lt5Q;f=DUBKcBZ$bbaGv&q`;x@us!@R<4Z*O^5hWMTRW72v!R?DQLOwB-9Vs zZHrA5$;m?xslg_h=9Di(9X{#ans4WT_XldYM#9!xRIFT@+|Z&ah}`6v0~Nm}4ZEn( z=X!vWOTRbptbpk@G&nDZZ2mvF`_3dc zhv{!&UDV>Hf3EHB71rDVah<$gJe{E4&qUR-OY)gbE6S?NBG)PgEE+tBTw#IYktyZ- zxCUgotRF**xyB*{Fj;w;a#xPK?Ixv-%I?obd2^dvdaGNBHLO~jRBz=9kJSu8G4{jj zS%(4ANmS*KYGFSet}Dt~hWL=fMSrLIesc0>7Ytp5i>Da)i+@gdT+7Rw^67VSs`# z1KZkOUZlTYViyGtsV?bu5G{#hKF8&5qeXUo29$_qU{4R0rnXyUJI3>K?5Gs=DGVnm>&Je zv8^MaC2;ZpF@vleZp$407a?#apJ`fxDFyKPngVgnY1r9w8iiLc%z~d>I46d5Cb{*T zQ5|UD1vQp`T*I%s&7lK0U>#|<<7RvD+~{KnD6J~=q}-8o?U*4iG z33XnwEj3`~Sh&L^H(Z(FwqtNVYQcKo8irh>%Z&rbJ)iC*p26iJEe|G_4De81Y7aGP z`BukJOJ$ceNtm#iz|m@8L=1kxG<^IleZw=yWZ9{Qj{gjcg&c&V0mj z>o;#7#V`ZfCl8W`H?)oATS2ujU#e2Px2e(ouJ5;X9zk9mkPFE=z0<7~f9WSq4a>jM zAOH`e-o!jYbhs2~pq2+V_dP%--t;R4{o{TvZZ)_*EE|$oDdlEra#b`OD}IOQ%Jg%y z`(NP6_M^fErpA{ISRs$j_GIzwB_IC1-OH~Ed@{+9ofhI(tuaqMJVAFNFKmoPzat|- z>#@G{1W6?yZ&WqeN^OBdEw368zIG^kWF_rohaMsj(i0_Fp{vc0zg!jm9%qb zsvL|Y*5#0#ZZ&?$K z`PK{Vk~`C?;tYrunOrsk5(@?hGfq=tr97k82ouRytU;YF z9X8-2evnSf&P9!CKIud({0db>V!@M{%JYcHy2kBDYs#S34RC~~67UT5Ht$`EWRmP} zTPg>dd2m(wk_L>`4dO6I;p3(^hfi%~s0svK!lN973ku18kEO5irFo+=qERJCCY$N$ zSAxC3;FZ^^%YGR2!l9d zouJ0C2H&)oNk)H+QeN<&?>ckz{I_;b>6%OTkzZ!yloHj0)}hHIV__icLtLJ&VEQl% z-t`xxS}0&9vh|O?8r~kSYBfujcj3&++4}J}w+w9qZ7<2xqB%wM+pb#-R(J5((*G&M zrX~i4rX?~$h_KO@TQZ`Cx$EYOjA@@BF4m-A(W(zivCC6S(+TEdT|tB=+%~6V*)b)! zk_WwY76-Ma@2nSyG^EKomQ+36osWZ~ysE?!`RmFj^y@wOK8SFCdk(88y`$yvE1dJb z;@VLv+-G^LK3d*F)Qd@M_@O8O`)FV3UHGq>PQ(aV3^IB>V{3;1dy0YGfbLhubah8m zBup|wlsDbcPN9XM6~y#ip74y<7D>mRz_*t^7ROspE|m;wS=seqA$A-DPT)~WLdF&d zB&2p*MjHDww89D^9Emhvv~)L`_5cx#d+X*88I{j9F1#EZa;Bue(^;bcdp#-DFMjpK zs`#PTQQ2rrs)X!ZG~Bny8XwAarH@ad`9T@c}?;?*+^kfE3C4P z!YQ&KZ)ick1@jwsG;6Ajm9`}THZH>k#b)SSZyB~)0kOBQ%+W&#Vt|!9-rX8BWYGG9 zIFb^x{GTdd!D!lCyP<2)geUp($G_9soEuz2d}#P4OGooV)tr~3f**iUcWStkQqPJ{EP+4I_)Itu-$!pgoPq)F(AfHMt`1F;7V?Vr z-L7GDH?-cGXhVu8+IUG8-oXQFnfCX)4Cke?0jW~sk%HbZH9!5Ey#+kK^ZJH0ZYm>q zpP~-KW{HOgU374X1vK{q*iZjvRqbxZ3SpEOGxo<08h1WS*(@-UmynSb;Xg>d{uk5t z9KEeNhu^nswsq`nBBFj2ge71GI*DNRuQxycfV->zMo3h~qtcRhj& zTKHsI#yY!~<}}`bz!osj+e)xNqH_BgKc?6bO9Xad+Hai-r!v1rw_pjh7XMNe^oNk? zu;?$Gn^4+i`s7##p}$R%d5%7O8;Lx~VLscV8|;+HTs3vVth5v-5}r6OF6ND3b5FC) zUU>%2orN%j3O!}0jgPUy3F$D$KmqFzZ-yrK4~?P=)h~P=GV`g@@03t+5vAbXi#$;$ zzK}r>oM;_9r9q&g}NLT~1N*B>;`1 z8o5i6MHi)_#>Q@d(6+?*f+VsTw{zXyB(K`tWk;np2xClAh4xs>$@*U8junTVwXWEU zV1tXwR=API^|l$dxP@1w)0LBEAkkBLZJv6Mgl;EGQrGHjQffd3i$}jRDF^3AcHb*P zsoqJI&-$sE-ztH_?F0p=E!-EaZIQvalgiZbEpN&Oq(PbJkYF^;IfV@@I>ITEB4*1f z!iCM7V-yU|0680pyv;;;`SZSqRyhow;X&&{m5pzo_B<(Qls)HYm(tVT94qnU{}NJyd}`*raGl1AL7shb6kK~tLz zfiPUOLOGgCqbG>hj`RY$BU=5h*mCk^D%*l$6(Lc^-+9PRz`Gfs(F5pRF!@3V@Pzuf zx5?>#wh(FDw^vUPZxb8(W3L@b*|ZcPem%!R5Vszv1)d=ub{$qqM-16Iso=(yzZ^6b z137@W>^uBe1W7#QhOH(eT9^j7skg5jPbJt>vW9^#Hos6Rh!6z<96l9peck8zM0>E~@e zZzYK9?Os?YhJncZe@TH_Y2%&}9Eq)mKP2Ex<|PkA#&%oD035|a&wvYc!mPel9>n`D zXmbEnaIlaJh%pFqO-keJnv9=s%0qGLDz$JYZMoU}sP!U3>MOfzk_)Ays92N)z?Vq_ zd%FoBUHD44{OLYwB(sD9CB0uN95x-(kIx96U>nrfmcFNtjZm6oLYIun3xKnGsT_ut zkPY>;qhz)pmMb<&sybV|ZdEohe>kS$72)mhWc&p!Qr3s2X&N6q^A{K4x#ZQPb_2@0 z-dWcO$xZ%a$+o;Z@+7RR6J0n!rsFM+LeCX>=3WB`H%0#rAokZXm5+TdQWSF zf_bcg+s1KK_8kskOoO||SAh36j@!mx%QG^93Ry;SKv|hHLTg)hxcJlN>>#sN>*LxC z_1^?Ol-)?pJ*J8%j1a0`9AyT7oGwZ1h(*>uM}%yG9AqJn9I-G`hFIf;S54Dsc- zqfFA0YT$4RhtY*&1HxMG0C>aczD+ zZF~FDoH>*IsKl@>86^Y>^9uflY=;I;wQlGM1Iy95^R=&Tqvic9xtak7@$zsrj_il? zoEsDG;)=h*CBJ5y{;y8Y*~eY_djL<18E_i*_}xm4;#No0pILO^EH;I z^Dto=qwmkr)^2zix|Kz}qz6>W9A$SsH5-B_f3>J+ZN|~)ir95v89Y}h5(Ki6UrZiA zMYm-yCuC4bm%Z*e2Vq!0v~M7@zq&a`MWxUgzmLURqQ14D6g!n5fQIM7U=)2z45Ls4-GE&!QsxZFiT zk>;PXmyt!e0=NOqATS{<^*V3xIA#6EGXFOz=HCc(av~Fk>Y#*j9VGxec$Bla!-2Yc zi>1nz-o3^#C)nqEA+=YDmDB5wO8lZ|9BoxF5^-xgybr4FL5@6QjwbJyQ3pr968r4d z?Uy`93Q1_IA^~t_-L@G^uqZ*QSG<>*P^3=zrM7^?)iUt6Jl zTQogKUcYCX#OM2gk7lR+XeT_c^ux-+L^Oq;k4)!=dwlLBc6T#3Azj5T=(3>T4oA;V zKYG#0V@Up0P+STV)5MTqn55CMH!qN}jutzNkOxD)`C9sT#a+x9%dgCCrc3Oes6Sn^ zA!T65>ZE0GqZ%!f>|syc2?72O38xE)bb#<4xEYPaMg$yxxmHtTk_EIgvrc|eo62P& zMC*s&T{#h8=ILS0<4$0zc*?ljb1%@Ly~VF`Af$HXho1}`!jmo8l|dgQ(Y(@N=BnG3 zmdv`#&^p`GSS#4k&vfcvuULl2@;_^Bg2j{Zsi?pjoF?dl@ zcGS|C=JIAGhi?EU$8kgdE;K%kYoJ>xSNnkO(nR#*Sx`<`#5U?q+1q)^#&`xOH1AP( z(RY<5#mn|*ib)hJI;j0S{CSgbQ`isC_;$3r$9(Ok^UUt#{eKLhHDBy;S@FEfQ2OT* zqDDCm9PN7yJ~{qNM+5fWM5|Cru;l11!QBnKF6R%UcpHfb3O4`8)|ZriCNUloBusKj z8^P-s%XbNZO9SMyl9t{qOc|cgi7lCIY_NKt;YbVHOT=Kr6GA7Rp=r3mGtIT(G9&7i zi#lbFc**=wH%Vos=8Bw&n7yJ41Nmv{qSlY;H-vVri=%tCOPMdSgr~A(gp5qWZjS#a zs-g9AI#=DHyoqwgtQe<$-P12rWUGc7mvL7Hdy$kSgkOViCFjHJ^=LrLIN5y?zWWeQ z5gMa}rWr%KPIh`GEw=iFV&3%IKYbPu5mHhfXasC|S5WwKtR>q{9Iu6(hLM8Gge>Dz zxmtd#TC!0VlsKJup$kZ} zAdk3gmLw65CT>DBQzY@sNV{%QSM-?Ze?fgWwy?D?qBRE=j57(ZW46M{s^js3TC5Kf*1gfMsV%8FQrMg^V zJDkL-0T%GL2@BM*(kB#8Epk`bxfATg>jElo8+}5wNls#t16vHK-Ryx`j2y$~+zROE zQ(>Y&;K>V`4K&DD;e2@St__Ihuv zo020My9H|z2EbzZoO)3)FX}0xraJlU~;iJXy zH})LXNeL4~xm!f_wUi*6569UtmXl-M6VTJ*c649zxM2!g@)cd2kBC6*w(L*80QHC7 zM^6})SVZAxRzN~A8reN&ZO-*HhF^iFPgAtJ`+S+uC^*XOUi1uG`GN^7X zL^6k=F96D?cHlD+f~4N{K$zt_ZgKl+s6V_fb;b-hh=g{1TA!*+sdQ>Hr?{qeYW2T{p3bo zFE;ka*Y-2tl2ZrwFJZ}!nkBGB5}zVbkquBr;mG*y^VO!iqY{v`X{4=37^tpG;eyO? zYPDmGu=wqvhw-t<%oobJ5w{^(M&_<*(u~jQTUgu=r?A0h|HC}erxKf2qE{c_aGf%J zJl-_Cp5C9CaMAdA>rQr!hS#S|*$=mGh3meEw3T)7J-Oft-cXy9szmJ!Tx2ixe^HfO zJvC<(BTPf-)G>Zf?K07%Of0ueDYt*dLDvR}Ce-(O7#JXWx=3C+(JQ+yJo8A}Ltg-4 zB(iP!vvlcPBd)8Zu>%!{ajsc3As?@-z~2RKJCah+CsIASd2{>PxG8Y zFLXeb5kRy{4XuM%>r07Z$SV0mx;P-Sdi8jX*Mn3IaP=>R$4_6c#{3285r$zcVMwFr zZLg?#y#`POw-hO$yZeR{CfBDkP0E4k$&#{1KB^06 zdkbjTS%p53S$*<9knoS*)Ed}Nsar-XPO45f(K>159a*KOn)r@bo+7&@RaWX=X2(Pi zO7+Ah1qf#MOSP4Q=*&LJqch&dAfp31~3CuDndi|sQ)kv71&eiX>lro zZQU|lF(1YL`?ee3($*9)`KV!2u*kAxYeMVXIKIXq!gTPPifafXsf#Z1q=^Ka2&Q$M z3-vn@=H8;^wIg*(CZ&|)V>BgIGLtgJyan5f>EAN?8{6sYzDb`DS2WmiwPS7;t~-vh z2zF1M(>^w2@aZUN+JAwi2>N<$uF^8{+0Y%XsV2OIabB29MY@E*mvZXH$+!13%6ds5 zpMYFbLEWl37MiIG(oy);FMw-WrF{1)@z!gOr%`612&#h9EafWa`|-I53C1!>rh?|6 zj%m5GTn}==BxuQadg`bRc!&ZpS6ADC5>yZ`J2hom-7EBqsrK=b$RIH!mB+4Ib4sH8 zB!s9ip5xRtvLbq!E)cD}?D`lgeG?i5oH#HzNX?hSeTznxyX7U72}X4_4s(ncDG)OeU=BphE7i%(JnFO>_{0ldG4p~TTkysgEc;(4Mdt{s zCr#{fQBqGJ8+P%7plo0!g2-d$Ok}yEu0Y09=?oI|PQ9Udx#C;^hjLSu!tB+Rgy>IO z&!~eK#}tmC&v2zOc8opJm-uWZBac#)x=n^ypxI8mT{=F-u%9v1){m>aDHW!=haQz8 zHr+@2sT&I5hpt7~P3Az*T`ZHCLByFBPHO6pThJIdvP45ERYk)RnzK28A$+2Kr9sUu zT7VkBb2yHV0EAN#R+XOY+bhUOxsrHVVN)*M>I*?TjVjo1>4zd9zKgJLWrOndr@#dI zj<|16Ajxs>ea}eO_Kl5dJz20vnehVpnJi_3t^|26n8j2EA}eXR@MzKRUq&|-;q9cv zP@n+cJA!8D7lNEs!cXu-1bm<3`>7oMKZKQS4ATN08(f1=TivEWGmEUF@5wy&Om7n(vJ?nvh7g}d~sG_%tzWvD@EcQqPFlg{;tI*8m8Ra!-6lNySp%AamqE-W;M*S!uXk+_A;JX z0|j`Wrc?WSvo>C@8guSuHGv=S=Z-`GtWGb|1c&wbYI5H~)KRIt4*vdg7{K(hCv z`w0G_dx-uXcfY`788!3QYOZjZ|GXHzAwJlcZtDO3lFjns$INg+lVx&R64bA~mwP$( z@=-1{Rr3TlMz5V5BW4q)i6}INNaKqdyBWz?bi#EynGsf*Cpj%m9$iWR%bA7Yu{Wj! zXa;^q71w{b9E%f8p55G%EB@A8-bF7x*Z(xaY-qU>fnIcDPTrGKI^IttE9_fkfPZsH z>at2S1{!BrVBj)uyA$RE%)k~3*2v+@2X-fUhC&3I|19!<6?L4?qwn#%qEuab*YLyd12d2C zfV-GwDwac1qnt{kUJK%T)wDE$3z#!P>EAk~S`>NG24TG~ugrnDp-;F%^L^`E)I~ z@-8sS9xpH+VyfJ8A6c7}UxSh!){4Ey#*0Vnr4(U~H3&(`;f9b&8xQ71xiazVsSWRU zFg)=mK!+S4t0CAR@Ji$80y#<*lMSA0d3M?_V-@HZqNoKr2o@WiUxUb^a3B729vMKtv7#k}v?;i&F?NcdDSucq=3oik~wSWJbm|MYwp~IK53-&AMqU94ZQ&Vxo6Ze3A3c#nJ^M4T(XDP~ z7NRN-W6?qdJ*|Da%i%Wm9xD#(J_fAPy3luN3 zO%*hEYg7S)ky2ifCK1J7vZq2vV(c8A+}7Djm)8bIfy54Q53bG)-VY$MHu3feJJo_; zK|!`4ZmxmISpZ%!*x3l7o@1a7xf(JV8X3T!aoW2%;t<-|ql*jkjJP^LwFGSfY|cfq zA$)i#ul-@mWBxbfarKgyml8NM(x1qo-mOqEcUtc3SGqCGni@VknVaKdp&+Uh#av-?buv7QjI9wkrF=wz*duWIcJ}E*yL!JdKb~QF2o6P3YVuy}T30j9?c7O^KN)y$-y>|$i|^A#qnB}; z<3AuwemX$C%EQ*k059H#X)srDXF-OgDI!V2SIC+?r`OpkL7d8yfu%pouEfA8o-jO$ zv8qgUleOFUNjCSskESrSX_|xOtf2{MM?MM8=gF<15HMqf(y6(MW${P@5npDyb1#d6 z2Tw`b-COAd zZ2q>KIM!dcilf(_rc8I)8+_E|Z3{OQ9Sq<&-`=(Ll|HsENONnvxYQSS`hbTzSLp_f z2Wnl~<_QG-w~-T)%Nka6duWMe%E+(R9NsQT;C`iv`Z^|CtW~c&&Pq4#C#h$3&%k zm=LhR;4vf!PdLHyh?HX-@MLF3LKmln4HKUk^wkc)lE!g|vKtO0t8jv@u)B|SyzcL` z<4?;O^2#X`cRxOv5u`kGvLI9e2i%}v9FNYe4XKtC*nHgr0E;2eYEmI!0D4$@F`{s+ zjCJS~Q`v>)b+_5IhcH;fVu<45hK+1*vYw5oGzQ_Stq2JN_2a0-{UgRFj@d0M_tbTEZXHUROy zIGOpkLY&W=Biw_@MIf}^)O{v=R-bq9l`I$Ys53)_zgIx2ZJ*TY+sQs;n00(;Dii^d zrx&@^Oun2$fHh{u%%`S}6>jF?PMIeTm{JJ%p@Ij-2rZ9bgY3&pZPoV6pW9$^Np^9X_sLDyQ? z^Vtc8L^LF9P*eNP#y1t~6bokTy>w`zW76g7R-HM5!qtN$D`SBAAtb(7@H;N{1Te z$gip=&9Z3cO2~M#+uvpu^tTz_m}$03dNq(zs@}7CqT28QNQ5}dTBsbW>@YtB%kqmM?Z5laGopia9%D#Ys+*>gJt{2?x0A-3+4Z}%g zN%Ra7AM^YIdNOR)D#;^KEYwBWdnbd??C^IaCW`C0AjtXNh8|g>#vAr#>wFpD^PlYh z{A940-Si*!`pkCbCm&SM0W?U@ClFG$)BN8FNMsKIq%&`g_j$%Q(0VU8=*lc%+@pdX z@9&h-72l-PJb9f7)vKWngOD6-Z6j(WHAv(K}m|Igf4bKz)*44 zkH)rPqFU!ZC$r#Fx&UK|559^>_gQnlKPnBje8D&tpM$=jJxra4kZ9rqSSDbF2+aV0 znI1nv79*x3Bz^n3BTj{*NMD-Ky^y(qu6`^3tqPGK^+}kZr@*N+3a%XheNgf78cCe) zllUMq2);ElpdBP3o%zDbDODW51dZi~fL%5ajj(*^14v#}lQ6mA$T-E-aAGxUibVbC z{Z6KLxAZ6dZ4%bxXs&)*FmL9)bCW&*x2+N zc`#Xc2l3>UTT%j9CO^L#>%^$Gx5Q#rC6vorqwg-hk&oBk$-^;4@QulnDIn#&y(SvB zRV6E|#3S8y@_^E=U02~&i6peb8~lanR%$ms@VU`DYxD4@{IPhK=tyzfpYLX7hc~+n znKbNh4+?|{ec^rWaB!PMD1vLpQ%dzrXn zIGyfHAlsk$RDY3?lG)z74^5W9MjuADgwjNz9EL!=7~e|>Etq|%QP-eld|wcmcMSw% zdmHRZoyeA7h%C>7KxjQ5Zc}oO>O^RfuRYEib|7w5oL*3UzE*y)wnwOjZ=7PExc~ES z(590+I{B5EEB1a;)T#1iafkIl1^33Id67UOjykT3c81~l$r5qpj}yKb-^I|=cKj!H z*P7Cz9nrzbcRkAL^7j36Pda7?fD^*`NqH_hQ+-jx`fRE2CV32S)}+SzyN=q%T=$ji zY(M9NmU%?OAv*>xLiP%S_q`3oM4NO~XvHbnFGZ5xcl%dQXOGTjlb#QcLpONh92Sc6 zuJAu)_(fxs9vg0_MHS1lg_sw{b2*F1aB~^~A9Kmpd%Pv&aM5 zPHH%^q#85fL}+fG!CUY$%COCOap?%FkwqQwr9mH1!B~`)ll~Ze_kS#?HDzA}&(^pn zW}7m02+hjNyQkC*9CUYS3uW3B&T?fDr>k=?VDWqZn-VinPuwYj=mW5VvW^mU1a&mZ zvn}^{=A#r)VsY07qQ%%vFd#H|!n^QvL0JI_ zoiBmPq0@fJEq|RBCvcip2lQ}6(H+RbD^$cW6LTd4u(NHwu{LkReot1O(%jWh0g8WE z%?xE9_UiH8Vlo%%pIbHDLtjsm%|5V*Jc+kq(7H*VMWJKG>iDFOyQWyGK-JAttSsd% zp)*=`>hMH3{%=;l<{#(-B(kf+iM_kg`%*t`lHo2z2yW?aV4uOU$+FqCtnk(*7%B#F zEX!%nl>hj|o4z9@dcw1)a>T-18%hxk${|pRm#v*7lLL}O^sUZ4y{?tag`VDIE^_+lzT~U5LiTVF@)ZZt2h$%# zNB-!J4JB`vyV|z)v-6hefY^ce!imAq1he2q{qlK0kRCPt}D4-SgR}yh8i!B z#{KlUNH;N&7PyrgW&Z)&JdlJ_xdCe6lHylMNI0O7@Oi22JI%FBH6hnC-`bpy+{1n$k8pMSb7Ck`cFTHY(YWp z?ImJ|0T}_+fk(n$-2lBG`v(L?71fJQUVgAo@||}r?2~V<2bpJ^UGbMTC>y?i=v*dt zPcM%`lE{ZNA%P3C&Fw+0Gp-FhXZjlIybrmRHr|M=Vzn@{o>WptK^%E3#GX!b*+d!; zMsTT*9IzsJK(w2Z-{IAGyS)nP4!M8X_vDkCwioV9I-C--9#q7|^d?9+ z1V-xa<~x^B@irrA`PY%MP1GY614M?S&Qb)J2e-4fJSB`*A5tNghPxW9+4-q;LzL z_=0F2Nj3!)6)#!kXFN$qweE{_)mAN#BHN%o+PN?w!j{->t4p3jrvjA< z+d!%5Bmj-LQ!xHjA-?c4Q!bu%JS5;0Xp6Q;-0~<5{b)M471U3-&xn|RZUTJW#(%99|mZf)gFYd()Lu&WWCUVrwHb? z$p!RUwYKDj37|ns+JWWSi%uyj18&s<6Tj1rjB?p{MrIHD^>~f_V^xR&YoIE-tH#$r z95)5%sLr2S`enaYfEi7k`B&!_T%PDt{SP-qH4}%w_AWYh(UgM;Dt`-F6 zg1FEPHRk{A#+H?)N4{AP(PBn27v!u$^NZHPFr)wVC|cm5;AYcFSQ}Eh(PZh}XOPol zjwpLlDF{+E*SdS5Bji85IKaKCLBe4}Bg>)m+cyGA&*MtNg;DdTU3bZm1L|P$&Y&%e zFn}C8DwZ>^&GofWw>Y?pzesIwBqNd0^xmg zVRh~GukC>_J>CoL7zfG^yJKJojd5-Ya)40^RbUv}!fy0v-8tIlFo!_Dmv3u|DD z*^J%ZywDA~KIY0udu`T`$O(J$k-C8EsOD2-3lN>%dl&m%C5DA;jZ6OSu{L8z)7Rc7 zBHnqN;UR|{1DM&5m~Q!*w`c}+0JS-9%mtOf?mzH_IJ4wtQ|qi%l-%zM3G9|P0V&EA zWg&O3k>aR{U2{~JUm+=~gn_O4U`+~EMGu^jgtlA{Xq;6wub;71JaT`l4tDF@oQ(`} zpW0j`ypPYKJ+BzkrR2<}tsLouBt1444INOpwb2 zK7=^3C(`qGWz*M$ zf?q2!JET}sDaii+{mqtz^Kl0l&!;0m0E2gJ)ooZ{%Eh7@mEn$Mw5i2#e~~Yhd9|?|jHOxR<=0-w4+T8Y7k2>UsT-CTcFGo~6{^hO+6l7VthRH@YPa&8x4`1HtS6FK?zQm#Su$vBo`mNN48&`Ah!xW@kEc%cnl~?LDQ{8Zv$e z!@JYxrb3382#A$vy%E6GaX{q@>%&&T)~qo3HsNvdgDj6)<-5)12BB|0nn472KJcxeak4%*^dY%p0WZP`(hRNAwl16PQ$5qQ78B?JuVKo|Z?VSx_-s z94l#dP>=6vz(GbrYX#4HycGdkD>Oqm@JxUb>jZBYPQcj`%TMZ!_-n|O_rwz5QbMDP zzD#p)*$_3NHWkBF` z0x@B)G=^EwoRY}*XZ~#aH`2RniH$5yWo&Z!CT2KRzp49%+fBQhGcxS=h01_KQ!IV3 zXvAy(#QQPpMH=6!MjEMcqv@}*^hSY5>FKaFkWzXKFZPrcH!iUaL$w>(ML>jPQEAyq zBc*2OGTkpv-jNvGzzy*nj?qo~xGvD>Zj--O-i(}%n{YBhf77a?o33*eKc6?e%hM<$CFL-Li5Q#bErF( zHGMfQH&|u(c13c$oQOA82TI^N=9z^s)5$_NuD#7ER^T3f;eX>6t3580N-Nxgkjtv z-m!mCKmos>uYJfhK?RaBkj2d|30|=*M4vbo|IK&r617r6L55s#Q+0f z#fC?315l){GR}WXODQ2f3xU+q!3@-z@Q^sTQ77leD%R4=LLtGW$)(=3%fFM22|R3a z6CwIq15NmtiBqOcF;XAl1ca3S@yDYU*sGjERVAp5H@}GzU~xd-I5PXB6sMuaJx(^- zVcv3C(^ru&FTl`w4>mOoc*c@J3wKD{tzUto@-AJzepdSShS<%*S$=5DC0>IgDh-^t zgz|TJ@FM2Ojos3dfFZfE{&&cmp|LT10yr9}jrIYoFc38tsGXHKZLdTiBm=vQl3LUQ zJTI5d{Pns~Lbi~MyWf@~Zt{ITH}sDUOZXcxdTkl1(OkybCpOoVmqITyjkq7exX%aO zdFa+Qc0F^cau$j#%z{B7TA!pzi~Kqe6SnAJy@>ZC(%xY*(}Z{J;Bt?RHiP3?YZx%z zE!0T}DA<CvVdH^35Q3 zJ&$Jb9hC+>#|p}~qGL9uum@aHqj=+7qc&q>G2Vf<4VqqqNFWzP< zIu6K=LHD|8Ac1F#%_}O%AR*heXZjrr)x|R$mhkpac#%y_vz z&^96_=SV@J!Zu~#bxv?ac+#0copfw`ksq7#{8qY-Y+&D9$~)dK ze=NmBmLYcsdO7Dd4-Z7$z-{gZ&_r5f_ocK)T*1O7yjkQGy@Puc((zX5M#D?We~}wf zeInQuwgmizszRfS?9Hkzn%zUFXA3TVy`$I}QB2`hMPHB`+rX#m@SUlO!(;GSE!m0|}=`TuzmG^n#g#p|3*~9~{q*8SyS8dL5gd zPhma1=TYyRT0Z)s&yoR2fb1+;07!?37||^g;LvEV-U9M`Qr$w-BC3F9E1%WnwYygv z+|)O8KnrJM&J}k`Nc0p^*i5vuEv$cECSx-J0c?lHtWWR!hS}Zb)N*uMl@I}Vf8Y%{0m|>?BY%UM= z8^X4v-L1(tH%HNFed2>s<8oVU<~)NGGIO{&p!F1TG*{YJF*X2}K;nvlt-Grus)n=X zHbd+BQu6ecUm!V8h|O^Ue0aSiYKYAUWc=(BBV7pJejw?yoa~;TIefpp`z= zVvez!u?#HM{@SXp`X;0hfJqLTg9~IA%7|o1{mZmUdf&d ze|h)i=WzUn9R2^UN>8XUAWtu%+SUR?v~^=U7prt*ILa11a)R%(#vU5=cylS{G-BC&ZdZJ&Ms2BfEyQU>h_d?54! zJ_UA=l>lpGKD=l&e0ILQX@~xN<}F?TnU0zigqf#kURU=VT+9Og5GK^#7oMKVX=DMIe4YzO~SEW}BZZT2(jF~-$J zk5WtPKc^!@m$e2FRLz?T-O&d14k@oB^}?~R7Rn9yY?nPs3AT2zCr80Sue8runjw98 z>?7~Nf%uO_pO;F9#VM0)rAyT%i={l#73tchBhZV0Hq z3}?yqGU9&18Qj50MK<@Z)63Q=yW+tn$UB*M_#YV5Uto*TC>Ta(6HyMmjLtL()%?=E zlA>1o60N$cw8c0W(wfbwj`Z9*9cwsol-mlC{XwRtjVaDtiwWNQxcw%&_Tf$DU~ObC_n|5!ygoV9V)ewU;PD%`8VVDX0I869FbpLixsCu`%2%foyebd?rYtM_4I zCP_;Gw#pYNO&MGQB!Y9vW=91vKDDajL2L-uqSPu{;9C<-!1-m>aSWAMZ|?><V^w$B9hYzA9gzY!e%{CQizk4O9bTSl<6(J*GQalvP}@&$?$OJ&d4UF%Zz1oZX+>+ z9|~3ft<5FFDq`2ml|KBJnjkUCN3DQin6DvPR4jBRU{@qVo*^D7yiIEZMt@Dv*qdx{ zff}i@f6y#WT=CnLS>`e6Lu=Y>L~_eM!-;uhn<(!?kVw6uEytqAy0c^>zHh04ebNO! zOX~pllmSdQo`sR(_C)cqh)XON(GSM8i61v>vj9Br8cLxH^xs(czQnR_Lwk)cPGVVAUIk zfUeKWpmsSnRJVniSE~K*`4&_%12ss&;+@}A9{&olEb1VrC|EaZ&9EOBOdG1&%nvrV z>1w9tcKo%+T+FA&XwZa-Yur~4R!#sEAlztE2v*CR6sG?sX~xFzi~2HU)zh6DAVt_# zFwU?OVkYlA+j0xNQ;KSA3v4Fp9aePGNOnY`IRBG|4UC-R-cVa!xWZ_!M=%I;|Z9dR;FR%0yQDBfoSzd)|O|3q?47rJDB^A$BPiP zLBUb7uV!}SQfSEqIAx)7XPQ-`Y0`DZExV}2H{>gjK##yea`ia#n%vfG5^|LJAsX!my&|kJinKDSVW)nbnBZxzc z;}qD+^RS#HYl*~bi{(CUrOVq5>@>(_^OCqjtEsA&c(}865TgVh*Lh|rmJ&yoatNIL za%C9K$N5Wq)k5TlfSIlp)C?G^Di^q|{bPjq>tgWsYs*FdG}EbmwkG!uQ<=`z-2xqW z(Wj5tNDThp-+*v)HBO19w59d%M8sQBSSLP`nm=5IS*vWH+KYo7pJD43XoTY-f$+N1 zVMdFIWD1OCyWpjcNH3`lcY&#YC{^?p5&6F8{@7(K(i&3=G z$7RD6q7IOv_)JjO*#MzFF`~r@prN&ULUrD}JX>ONaCjU-Xz{tgb9x^agr4AT z#bIrmE`mjP(P%~w-t$?g(GrdD*X3%ovGL`uf9tBwe6}t(_BTQj%U9UlOk%tazNC7Z zt)2f`n7oxBHQWVWEZcj`g778{xug@lCW=GKjGSU&O!>u^=<=qXHHaGr-0?P?Yu_Rh zGIKM%kd*rf76@BfL7SG|v~Ya#(4V@jGNmEBndj%Ov9cyVWp{+lO|RRRPIwx;%jl8KqjNdiDJO^7>W6h8N!dE~5;%cgbGIJo%(^ zr7&(q>)PFkfP}rqv}4wzLcC-pRgsv`nnL}T9`^Srb(=qCNm5f2A+|7}y98Clu4_F_ zcX2`t%^9j{ZhJ3^$VLX+k-gQL7>CWx8$U2Z0R|nD@2w6RS*T~+zliUqe24Okk#sT_ zq9qEFl|vBTb;JAd;d)>;t?>&}H_}oZ)VEQVr^6^8hT76tLz}XtBp$U`Eal?fOy5SQ z>QfB1RA;{D)1}k(Qr!-rhPrKfc^(B*gJBR3uYqhpqr$jk_9>X#516xEnD}j#fJ+5S zypran04T@%Q}wJ+B^(@nUe*jqh(Kr_vyRa>S(0A{C^)?mCz=J2=(VPEX44O6^%*dM zU7#|-YCsi}Z1<&o)ShY^aNI3Q3zIsi{Z*G{pu<&Bzd9`ni(&v@CesAHk zkCuKK4B3ZZ0O^5;0dy5=@SThuMC9dM0MWnkPvHT*ePuz*?HS7%Eh4)fPNAk|tuwf& zkgJ-yAqDp#!Facb8YWK4mbNE5Op?#fAkkG*eYSIFQtZgSB=!q)y`YcF4IIH$$kj9_ z9(RWw`?|X^_?b>5ck=RJbg>=gdfe7W*pUGcCO;Kc$-FPC87PFHn}n+;s=^6tmVm0QEMH5P1y$pyupE$DgwLY1*Y2%c;)CeLG+bJOhI~gAUPPj&$*R-QSnqe5M9|5nj{qLD z>t7ltk^0(4dSPU0I$;9fbtN~|yz+L3yLUYGlGTJWNUm#{n5qjrx95`_1(-NSZ3>9j zQ6HoCi$yN>BHm=gu)acxfO&+r z;}17a=dpboqJB7#NMdZFd zm0!d@b&XUVRJ?y?nQXLB$1z%ob{)%aPwbBcr&OtMD;D~BbE%qRSh@IM%HG5@F5hv- z2Q(E^J5(=iFG+41n-D(zx^GpCdt}eVQOuG4v$EB|Lf$FG{~PG*C=Mq`xl#)DTODv9 zgG(3~SgVUr(SH|^*GD%A^l0_A;fROeLG#8wKTUr#tkjRoy=xcb2#}+J{BOaaaKmOY z%tVCt;$6~>k#>Q<^$t1cm+lYGC(F`X<$2G;;G$(cu>_Nu(I<7HS^L>gxyGoYv1lVt zRSqibxW;zyHP`gZUy10GXI#OqB$vt36sm6Pj;>uyAh-n^k0{hsq%nis@R4Ai-0CnL2SXqiS0 z!SG6r%I?pRVMjwtk2hss1?Q?vl7Sr4bgh)^5l{$1&rlH`Hd`RPvzmg$z$1S$)a}ep zdT*vQNKu`aNJV)rB`*wFP8qNz8a0~^8FIU%UUD&;v{$%*WHFEn2|BJk{lt>Fs^*(j zkc=A0oLBAGG71OqNtK7jPQH})an{mSmJ4dqe4Zvx`n9#s@p#k&xmy8^@+eL=v4A4{ z3zdHh4q8+|7OuETpUJZ{aaaFD9Yws8Ze)dRVE|H(pu|jA-|L#_beJhNvTqG0Uzb7BN5#(${!`d80hNyghvaeVii zvSE-8>(Hfv`SNOyG|)+rGjIkhduJ5A`Q%>Mzz$@WU8+4ZC#M zPAZHI3bBR6ejAsSd+eRYtPFQ|b@;Rz=|{vO_D9BlTBs-guYq5bp(dj=YYn&GB86w} z#qRiu?e??^rP8CciYM+0a@$-{u@Ksixal#UU1#!EzZ=!@u52++!Sae_g%%>9nS?!% z&-&HNe9l)Xl%nsLsT6i%ts4v^`FWA@7}yN0QnC`lYQ)=ZxRN(2!m2Ew%fCJ&_VLIE z+=?4Po(udSbKv7dwg_zT31v5EZk*&rw#j=lGEZIDf{9FK-r;+|az9aP^?R@23^Wjt zV9e<4QRSPFSz^_VMSp>E2jV8)g8xR*zXmklRUvO3ymx_nq?G0TTzR3Ml{~0^s*yV) zA4z~>#^4Nk#2Ao#Gy8zC>|Ft)JileXisP+vpBg4Yt9M*Tq;a!n|4F4@syha@YbpsN zj_P^}e*LV@28j6Q$|mc*@O~k)!-hyCyzJfUCofByq9iwT-gZ(G&^5>yc~$OQCY7PZMh03S++gkx+!Wx~?I#aOfkyIMEB%nK{geV^jva#5#CMVi z$XsrdPo$o!D>I8(=><~DH;k{^!74FaQsZttP0iYBxQG*oCUXhS3%iTV{Y3dYODeV{ zofc8!PMY>$&#i<;krB>{~>qA zT}b2@@}-6+${rIiH=tg;9|r8Q5BP`9xvbC4y?l6G;#RVQr_ih0#!ZSoP-WSOk9^C7 zKZ)iONFST+#+l)sWDA~msTd+^fcY~Ax`U(}EVf5Cj`+pT%?3)?!&p;p+e9;A zrP=D!Qh2sHgSi-XVc1QCU1{tA4aRe;F2=7-7hupDj4^X6r=-Ji3^hJMwoB-)>g~Qk zz9aQ!7J5S}yd@QEVfT=91*ks1YwRuciinW@@-0Md>o*D!dAW@t$@Q!jw!@k z46G>JS{A~+>&<>^;Ncj=&YHDUCq+<%<7Sm7xQ_=h)|Z?ml#`dy=nQ3JnrZ`<-BojM zdTMHBl3rVsCwh#}4{SZ@aj6?#zFs#Xjq_>v{KsZc!I^~Q}Du<$yQzZfmX?`I*7Gto^&*#0>PZ)Fdn z@(dT=N*Zd%k&znAG$C2-<(G$$IraREN>aDwC|a2q?Y==GOh0?>QB0EigD(Yv&5-@z z*g1l)S)K$rIFlbBHu+iP_l;Jm+8!NuKBlAExwtXTQ}lt&3LvH#-|58lxA)07<=dg; zSay0fRj49x+4s?e7Za{J*)J|GRUw0(J5it)fPxC;(rs3={Eq#uEd z&V@8;0*Cy#k|18G(&oywcX&$richzcrbT<@@6-qEh(+ z%>L$lN>k1p(Fl%)`auA^%>m9?@_c33AupY@KcnbQfvFUcd{lw%VW2PGuP?l=v?2s< zC(wugWdvMBcbuo9;>0>Q^>Dg2A;Nt?axz~FZd*WTIkArhYRM6%9pi;5_Uy}Z6WF?I zv`pABnQvlP4lH}Du&zX}?Ivr9uFkrBaj ze&2^?O0tLxCE!jAEI*S&Vpf{(*oV{j!U^Ik2>FE@!+@9 zcSDLv9!F5xcEi!FTH_y*sV5Zz;sqgFT7nfNJ6p|QcDAzSIP_dNRc_nyl$9aD`d!v$ zJ{D&_6w~=n7jSf0Ar+AGoiT%U34n^wV7c&D)u5xFxC^P;lAoJQDGu`ZBM_U}<8mJ9 z3o=A?h(=$e;LCmCCRt;e20A_N(Jhb1MXDR;i}LS7sHqym?^ax_mb5@C0B{Rok0Pex zRIamt1tHD@UYO$2oq%2qdmvWZN};bSVUb7WAo6*>@V`_t_Hz3)?vd<&IfOuCJzS)( zL%C7ee3}-NeJjW3$LR6fwqUFUO+MxJ?xgsOzjCjIw27N3>TQV(@bxz0&u0#@Bn*m& z8G|#V5>C(sWy0R;U@I1nX4B$_hEZX)aGhV~p7dB&nOaC{#6ubzh3-}*M`YAF#(~I< zna!(FWS`TJzsaY3xA3N-1$3;B*d1`_{{FeKw?d36CX-6+D`x>$4y&Y-{(%4bT}JBF z=>DIe9!0KhIbgtlU80jjF!g|sz~|`Y$&XMf;Y;LE`E?}(^?b;{C)ltoVYu$5AsZ_@ z>UtTFa^?o_*K-p(5rV>QD@(>DoFIK6G`4JxeOK9BYM&9S4+d!?D9dapKL2XO<< zNvjeU?u;9TS9bgz0n8U>CbFD5PoRH{zk`r~*z9}4LE-j6DC3?(LFO&*h%)q3BYE%V z(JLg3N4niVlKxuOhMo3}coa{dxzpYz^*{P(6;--$5SXVz^~%}*(xhOQHLN|;#4Gr{ zE`os~C{(VwDG#goVspvd=eyTV5%@bV_IstsX$iCO9`G-W{A}(2q*IMW|4h58%!~){ zn<@^4CMakB53l1a+C<<%?GA40St)z!n>qCTs|Do@93LS^AJ6Se1F2^vcuf8$l@t5Gk5=2D7#H=+B=r42uhIBUX?Q3-GlJ`dmx?jMqRps>r07En`6?D*0 zNpYOD75DroITSdMI)(^41tyc6Jyl`{AM%Qa ziPdnlNqPT7Av-qi@i6dE=eAY^mAln*Osy#Eq{n*QYQ0R;Mv6MEJ$~3Q(mH7_a|jWzbYY>OpOfMgP{c&N zrGuNi$LIr|>p8RVWhboQgG3fje_^?XNyoeU=};x^RNu!)N}MngKcjpnTXCntHI6{t zA7@edlv1+@{B-WB@q4&|FQNmvY-#=4WJ8fz;ZsZyhBr_+5 zY{r6AcL`B`$;^4-CxbrRehHV1oY&6U!=c9eMp?iKOcJC(S+XC*2N-IQMm- zHTbQz9zT|LM~i~p5{^C3kME0O6X$>&(TV*#hXk#hb%Y(r8NYHRE}S zWjPx}ZLt2Tq%D=}H=_Gw2U}{Wok_v<-rA*$mW4t+P8JY(COuDs;8F>}uW6%WeK6}7 z0)-V5t;a5XJa95Vq%5V?ck>=lzj%zSIv)6vMSY}9YPCM@wJ_@4+)A0c$Jfn-Xq?5| z#=l)-tUm;48$bk*+cl!2PfIqto{tLafQE^S_eEoCP5mFUDRUS+whfEJBml$7%x#`E z(Tz?LePQ;dD8|D#1PmXyM!bSp!+DGnf1Gsd@^6NfOkbxMtA zlAACo(Fc>;M&I|3({k?|Ano$7sC#Q?a96cZEQbwek;*mHkK*s+nFa2)YKjzTBA`?Z zo^v_sKZv5oG}jlAmUU8KdE4^D&Yg9Uq)N9b5bTN9Bt9wHbKyO5Z%Q*z@{dLJr|SPs znt>|kOA=2o()$i&_~Q6x899~D9YJhOh5Oj@sVT1qBOmfTL|C6R9i$&5 z7PYG+PMZbrDF*Aly0nb2RJVe=$JaeQWuVzb5>=B#J@wz&SxzmKB+DQV43(D0vpJZB z)5GlTWrF4pSp!CTe#1K{SK09P7IM|!;%9OBPo-coYc<%<4bbbVC6P5?^u_fIqF^d= z16ZfqujnpQaUiTeIL>p;4o(W@-SD?wz>JAd2^56maVmL+YLL|cqXB=7$8Ao<;D$#| zKW?r3_X`Y%7wRm=OKrCkz=!SOxXZ8^*_TQXYWJK@YlE>UW>z+6rb`OueAm_+3-S2c z{lTmFx$ZQa$&DiulRGh8Ag9)8ALr8R@23Hm0+QDl%7MUA?XRo0Pl+ch&NaV@*39UQ zhU(IL3O;b;j1xy5dLugNh^Owsz5WqaIM4=_V6jqDWED?Qw|*RfrLZ#AIpJSrlK^Fm z>m8DNSP=ST#JS9mFW)u1RF z*rP&(`hThMT^O%w+#gWpm*oWFvY>p=foQXrSHTDycRW~o+J?1{A8#s-SeMvVj+mD{Z~14 z7glrwJz2zBmP3^S5If#ZJ@u4m$%gGJnYRU*}`|E@iUH&V_{a#aUwA>(pRp|rq)DA9adBo3YqfM89>^_L7TT2o9 z|7Qs-JlYW(fg)l$p@9~OFrBFGAwWq`#Y3poV{Ucvd?&I=vPaP+WF|C$+5sBA-LqBb zB4mWx)uyvd*>!8R)Mj)@dQmSDH~fyR$xSS`&vsVCh|@W~!|{hFn|%|*8;C+NeA$HV z5aVK}c|j@RE?*O1x+h_?3X;K+a)OpKi;K0pc$+cv$?@82J&gTslXzo^m5$U?2ve5p%KEV+m2^gsqm)}+uS=JQ?PC50 zQ%dbeWZFWZFU64I4tWGQ5~W|&m*KXlG72dX^tsH|362$prTaE!2Z^7o*C(35@G;po z)izN0_`*0LkhDZPiDIIO#@bE3*fJ4pEH?0Mi7aa0h6-qSF8zsTcY^s&!Nu3)Xt_}T07|u7x>DUqO9^otoY<$pCoKA{%X6kI|1Vojr3ZNhb zk8VrdW!ZW}YXzsDD0WMAmGxck@A29KHwVt=RD23yatk|N|c6(Wm= zvDPxlWWWqw5GKLjTuofK`4GLy93SfAwv8{r`Z-euFsFoPj?xUo;)a5VMC5f?B7j$N z#cOEFD$yiOc$iPhF$-mMgsuCwd{W*p2Y3t@^qu{Z72QhQPCOs8Y#t~+Y|A8Paq9(Q z`F7V;nIGJ$iF>@n-nSN@Qcl}J%txOWTG62aVZ2umRoWsl5|0qPj1Jns?V)er>A{R3 z*-~pjP(;p)w9%2YUWK4C;MPxSk5L+bq7GSAJLf|Zm;Z1XlI8+?UOY^t2y0I9(4 z{})@nzF0nVN*nY`9B~gtUWTM9n#5VXLpiDKMg@swJIe3>vzfqN5|7Bw`7)VbP*W!T zk3yz{f>7>2X#=GcVfFH158P-xZEp=gVxCqqKn6#p_0=bIr?{$B&?Bf*HX^>H-2Ix;jp_kMyp zh`(4CDAS05_nQ(qOQC~g(I7)DcHmV0cAcTT5%8pce3PZE%r za$AcCE<+NZ*JkqiIt4F{LWEP0Uc~3{D5M8^Yx2R!u*`wz#>axu1mvBI`pP*Oj0^)|y6BamJB!CYnhXAL(Pd zOB6|PFHV2ZT&*_})3}yrLMbhTlox@EN#k%F32DPwy$6uGw2(3_&*P#$abum>0YNVo zLTsEO-FLqwslA;O`%wtqgu{YJvmNkW8YJ!UE5as^J3m^N+_w`OyID~q8IjJ z+;;Q>$O{4EvHNivVwk4i-aV)jG-Lb9w&pU{>1k>Eysp1_hV2d>8X^^9uyWS*Sf;If zgh+CPZj89$<7!5t(Zk<;Mz}UuR30tionX_o$h|vLEm5}))Ec-g+?wZ@KR)ge!Pf&& zQrWQr^zPdE3D>FSSj==~@Dgwm{UF}iG22ZFg+NKyiW%bIG+{Ct-G61*lE2$4G%A5D zXH_eji#)`$SHhsJa-_gdKEzHW2d;19a@!DO1qv5~Km4K?e}Vjru5Fgr^rwBJ63q}H zmYa$=!7a>Kf4Tf9lWLeBXu;xH4jkRU_e}i~NUz3v<#3-4nKzkCkWQ9>9~bwVkn0A$I@|2X_1&i7fOp*g3}$YJ7pLhKL(s>I3QD=l)q* zQ;jnr!J??`iit#<3DpslP$7HZQ9@QXyr!gc0Nj{Zdn+W|OICrXk5Su3{|O16TM$SG zgboya!x@ zsW3XFDpaii-mAK4SLyU7T}s{gm}j|;&`J701W}=%c&y;wP(>BKz4`-UbOgw988wPbq8+7Kk~v=N)FUvoL$<_(l5($9L=;)y`l*l zP|P=3nT2XnWz_^s6sHtcCEqhtx`)SCwlK2TmqG&Z;XAm`w1ji2HXY|VA2ZL~sV1Su z%*WnTNzmNJ5Q3o%62AP^Blcaj3N1ud<48g}y2NL42ye_Xwyc};m2gV^-?f<8`G19f zhqFmOtqqNJJyd>*=fnc}3d_W{3o?0&RN(h2z@!ibK)MdSHhfGOos2?)?=T|9MQ8XI zLS=zJme^}oHJ~;+t`{{y2S#7#@&$$sVvC}axFRTx6qw~nWz7$6qc8_o8rY_zQG{S# z=ur|-f?SM5>LkHiy)}hnXVaiA;qXV#yr!j_>Zurr6sK$x zyE;Sq3xYM>;4GBn4kFolRCs%%-uStSUVttxMjeo!DvgkQQVbQd3-Dq6#u0^S*~{?g zXqj^#tQcji=R2dkRR2Oc6$4Qn9CHO8D~O-xsUC=17xI!aU&6}R{mq`GdK zXqoaR`TU!tLP4yyBNams(j1GQJ!S~S>_a<}W|G#?q+fLXOkd$bJUby>8k!w(v#()s zArRf7-e^GPa>A3G3f|=pfIl_1nNRTV$yw+GXgCpcB4aq8Pi!I#J_e~)EUIBTT&l4AViG5wG?yoy&|8VP+v!SejnkczBBQS@} zlK(b*>o+OYbR^VE;=n4G#-)t_%BjeVKi=v^e8_;*xkW7X--1i5ObXGdN=8>?k1kBt zh<{_(0At=mnM};StS_*z{k_*L?zSiV)RA&yX4x zTM;RRk&hNvag~l?K-dJZj~J6Av%?`VE@e{{L&=uLydF>I6&7qmZCZHE>7PDVnlgm5-@bE!9let$D1}nNV&?Sy%#-h>~sz@ zkMC7Vb0y{BYA4B-R14AxM7igWc?Yog&bL4&0>zqdR^)&OM!^Z0d|K|gwbHz)5k9^xRFOL{wt z4t!lV1ulypU{Z4$)b>14vo@rXMe!rJQ>fB2qUNj|OS6j~F;&RYfGPRR!tur3hbvM3 zs|cfGq=m!?pPbwHE3DK06_;NF=2c1YTnn2q1wJ2@IiT#wN7=_xLYxB}=*&mmIxHgn zhRTH>=<61|qi;kfKfW$2Xnf=Vi}!i_sLK=u%H~mR@ymiFppxvN%XKS|j)zH-LyxGd zb0V4JH3~S~J6HT@MCMu0+_fYzl7??sMgjE+bsR6ik9C=k_+}vI_rFc4_#5niU2T0i zHaARZuNAU1)Um}%SSP+FVn_s;7@1F34DnEaB!>;CmsUGa;&fRq@3*uE3O(VBe7ykKE95D2rM7H8!KEd9d<=! zx_GusEfC4qvfbAnC9PUc@Mii5-5`fncXe`$Q7pEXh{~9U`YA2sRRp2 zBs33_r9jN#>Si&sue8H_{+h!9A>Yczx;)tY|QHzpW7llcqp_0%FbCnzF#yBy;?mrj(>00=NvO`Z0$p2a9J;(#_ zi?}0Q6tuf7!0pTZBj!=B=qUklJLACFDJ4&BI3}?gSlTdPE>Elcudkz@icvGVSZL^2 zM|f;MT*sq2w!doqDmyKQfE;V~r8&=ItOk zt)W#qO3mWuyX|Evjr7QB!o1H{*+yaC2Vt6199)txPkGv*#E@9G2|sAGRfDBH{UPor zaT?FF4q-JwsMMSWvxEmz^gIHYKCS0O9c{lYLHM~!KRqYKGO|(8Grt4sDptF<tqz2l1zsH(yzyyV-&)xp-eNASh{7!n6!QwhDXI&NX_6F~4pGgrF_tZ>YUIXe=PX z8=l8}k)_{gM!lOP`E-KyNhyEsz=Uh9@hYGfPKBSNy&jJMj7;)Im-n)lZ{y!arw6BQ znMu?zkW7J5A@YOY3lGTO5FLKKDsa{La%a*Eolx&?3Y?n|0W0MhvoiK%>swC{1FMbc z9U!`U!H@&Qm^z9(1A$4efU;Y4>3;#&v;jReN^8db6n|S*K(c}2OWQW6&fk2kKz*AS4X`0SrvJ9aVOl3mR>vrz8_vNxA zR9(O@RcNF z)9{pMxQc{8&^y(d@`?$VvzBZ%RGP4_9Qpm49V`XV!e7|Pd!y;WQFbe@!#*V5i!z(Z zYdOsxDCFm{2SFZzR$s3x`KVn%inK#ky^b+@QB_(zQ5LRHo0BD4e3PnHAaQ6# z`kx;2=!=)+N0+r08nIjKHeC=%!XMuTAYM8k9JgI)y93hXroZQe>D@~uX={N_3zORN zlbt>je6ZNnzlrU8$LigDOKY9qBNC5s9PRI{a3pltA!ygx36a&758fs4uDY<=p9uf} z<-L}Zh4pm9Jt^YT^S4HXttu?hD|0Q6NIVGFDE{ypG`P7G$tzUtE3&VLZC7&i2<1a# z&irwZUqRzp#GU$~bM;qiJ+y-o=A}_7gcH|f@#7>5T)*kA*;b}EkNIudiL&`lF4rOY z)wyNRN0%Z%*jxxsK_a0^+wz2d>pb(s zwObUlIWdj3_r`)M^ZepCs*@O57hABa)dveyY11r-SkbQd7xE+>hGD}+ykx7I#Ae~+ zl8=J+c}BjJ81hr>|(InUag&%ak#8|fb6?D@2Cisj3AY8JqMC4ws zEPUXhqj@z<%0v(Nsav)PO+Qvk&guP4M>C-QK03gJZnb4JSNT_QTg0B1=0)=e^}vj@ zA>b$~iXHV;x~#~0YWK;B)Nm&w6n-})h?6V*oq52UAejKEq1FDepZdpXO{y%}Ax>GI zj*63{`|%uD5hwLL>^3p;BE;5;A|VS}s;TTgM1I1*Tf{(Do5||ns1dn$SRUcnwr`ip z%By~{oBo7sU292uFVt;{n!{8?iRdVVDj$eFaB(2%3T)v|uJKJPHivI4O$xqu05NsY zodk*WrpY6gvqGr(kI}lywLwyhYUvA?xJ&L%YJ<(cLFY?qgyd|~V)}Oy0-$5LuDQ_aSh%ROXX}Fg zMUyET2V&f@I>+ufxGgioq;E%dBxDS4nUI#PUn{VqO$kl6b$`1iTlNn=1_?`Q2YF7(tS5 zRtTLZsqv65-5wBD$JyuZsshK+M|i2!DOYt=0IJUf&EnDia4`>rB0QQ(XKbGtRAY7YY?z-qApTc+a_nerx$vS3!v_0^j_N z@Zq6k;P=8XE-P_LW`;maT;T!`JAMKOe$QYT=GSd@zXVIZ6*b0(%v@m&t8hB`?Vn#svGM%Y#>xM(%l78 z+%h=$J$fAX9idoy_;P83Pi@ZV8FdZ8)aoYFhEb()MwZ89geJbkgx%O4 z-NS(GgP{9po!Nroq&u7jQwAz*a?6a&F`xR00tVfuZ_KZp9T?uRo;dIqoF5k=eEedC zI$<0I;dgJVUi*1$u7odb;@tf7@C|h8FZD<*1$M)K$cM<=hO;&$;P*wW^*3$!6TyS7 z+>Db0_w^j~Mf*MJ$H{8~iq$u1o#J+nwkm=GktxwE2%NenH*5}LmEDIw;lh_ptG3^4 z_50=VBZXMWL5TBW`s9s_SN9t`HR9Q{xy!ki*J+zGg@NEg2H^RRgAX{vk5KGsa18wt z){ki`S+13QCcvz&pC^hd-S9fM>^J}RZ1r%2k-9kx+_1ts6ff-HKZ^Ckp3=69E8be- zM`fD64~GC~Sli%R0l@`B3-G7+)j=86q(6|~nVqT_^C2MB3iR~IQydZ~XIJ1qKFrV) zevixzKF=xeCj%6zf%b_tJX*+QX9dM6&#G0%WzO}z-+D|3W8xigm99!6U_n;^{KkyfW*|N zX6ROxO(XpKLw<1bnX2G!_G=xU%ZGU3Qvzg%l%#{T15k|d0;ks2*3c+MngzP?e0x>< zFC^FS^h;UxO;9LuBcpmtZxfAq3;|gUkmCDMbkJ7ie0`KeRh|d87+^4@xtF>@Gr!GN zV_P58XIyF$y^|>L<#KaF$~gyWNkCb1#`N(E{yltalcBAeLxxD0!7k z)J3ti74q}4VP!^YZ+J9PwfY*@(E@pNye2!Q0eM=`A@v?$*l_fuLZ`e@-C+J(cwUwjW|pHICprBv{vu;d|N||@_+&EZ)DkuQLHn0Qh?X9 z)ZUvsH~~BS*369F8D=yb2$}RM)XRG&qB#xa7NJX;rJl0mPGzt>*pOB3?*4V_!W-hy zOVHrtdB8pGQ7;iOM$(JcPq@}{UE5`eTr&8J+sqjNMs5|Kc&9iD;T6Wh3DuI@!x&0N zrue8ns5N1Qyj>Ew7%}V}@mI~VpTWWK>0t0-r!E@7XF(@6hnBW;hlf_Rgxf2D>~!TF z8$E~4Q>~RCgicD?)SL3>s-3te2owoxTbf1PO#wE+8Li6|K?#`@>x41!2;A>__Wcag zGtA$Nx(}y$w4lES?|=<8hV#edk@iX3d%RSGoR%~HB%a|eMwhTHK%fxwy~)rPh=2cS zmWg-zr^cQ@wreQ(=YJtzdz|m)x)6JR&FIz=9?Fy&7x8|XIj_fVbur^=YU?F^@Cmr1 zmSmA41|!I@JP3DoZgAq>dl;C!Tqg)543L@r;8UJswVgCW!i~3w;4}&WY1i^;6mrWI z>*2ZD)cCMeV}nm)^uS2Tjw_8>a??^GXOsvBNvVr|(u6rX39#MOWHDEVlY?T{J8W{E z4FgH*+}2k+x|1OfFe&iDaUOUu(orbkZM#N$71~Ohh_8Ul8wd{nA1c9@Dp_}7iwtvU z$rqalaHvFKSZ*Ngyc!DqqswU9ulN<;vE!~dOo-j}!K;zNB4qLA4`hL`K@Csn( zw<9QmFVd1(e!Qn;rn%e8Q!sSu&of@gNF9qd2q4}k4{|)p${7M9L~gk!4@$)1mI%Jk zN-desNJMRiT}eHbG`PqD#Ppv#lJ_oS{9P0o8Ur1@UF4L2nv#i!s_B>1-o~e@e9HsS z{Y^sZS9N{9lWARk8E7XoRTA{hU>c_iVOcXq;NI}d1yCElU%algPijSDD`GDp0vYCF z)y~4n%mW$687Ux0YEz)?tzZU7=5f9$71_Cebya0n@3ubk6%!sB2lfJn=fHV~|NVHG z2=*%)=`r*Bq7Oi+i;a!otc2O6~&h&?JSUu#L2;8Ojj~;FlhboX_hLZmB?y&^ZkM?ci%f{d&&LLgSoRs zsj9HobehXGX)U}ppTDB4=B>)1N{201LfLfpiQ+cIY!$#Kla-2q~V# z<1VribCQjvPtN9hD?| zfDVC?+)m{`_j*m(-K}f?(l!b@#9qMQWcGQTZ_QH2|0aOEqrSC9o_Zk<3katsh1tQb zpD$ida{{mT?$AEO=lnzqi=Zk#Tn`hNjWhrO@4+)On-#DYzBY7Db*9)S?^Q#jeJUAp z%Qk26*J2{f+eYA|B|8(6?#|gb2M2I@hcaT2%?Dhgt;X)JT~5E(<{0#6@mD~c?1OxQ z|F@!b+hdPbN(3O~|7xa(VG5{99l*BHm>R__EEIcaC?mXf_pe9Tf$Cx`2Vg9_^^+Cb zL7d!O=vIr8NV&kjPgIy^4@T0|C3F!dnAJ44@}LN|dy(wXz@i@cdzXDQfKk_2)j0NC zwzb%W)WQ(io5JzvL+}14J-FN@xU_N02N!)M3XR>!x4`_By%}`cAf;jJW2@J2-sCfi zqF;U`@4Jk`-|ugunZ8e$Z;(^6sMRk~2THzFU2$Fe-wzC5;}9-;k^5>c9yjekDb&|! zKFPvwv7WB(x7L%*-ZWi4{?8|IK*>K;i}}5W%cbXP83yEsx-@diq43=u!Jn3>eTQDP)9p^DJ)!k z!_+S#!S)lcm;d0LqFc?NN@XD;i9EXSAA~Gf?K@d7-n!4D|07vZ=KLlYqcHa!-)1{0 zBW@kX-`S4mdJ8~Gt>rDn_(ervz>9+Fjwt|+6n?NrY{3k0;tFZ2zDNJsNA5x)x}tJdh@3EDtw7=w zxXQhGjxxbiM~VO?dJVcUu@EJT7cdq4!_O~5p8k1Yvd5)U)UP=4pLga8ZRqa-+HXq+ zxm>H79;|EAT5snJ8IbS60~2Q|3Xy8`JogPPUyaIlC`b`{CtL2TU|@l()E6SKE-2&y z!?iy+Jt*h^PzKW(3fF4g9_bvvrDC*4%HKIViz=#!KanRebN=^3o%M*mLz&XrV05oe zF&hQoLm_0sCMY+Do+v(4ElWtedu3y!yL{qGM#~atxYCNo^*_B=PZB$ovEw36R+}Q^ zQ0?WSct&L7oCp5#tX8^{X~6RD-wqU)km*JXnPnGReDfFl=Zq7Xw6ha0Ue`)*(PUU< zgY;r5Q%?oFC1dXh(!zug?N903Ac7NczOO5r;zn}hF-PxKh

Rp9~WYPJgWh00{+x z)Hoi7WnGZ?IV5CUb82m0w|GwVG0Mi2%lDeHrGQoDBjghR4{026dWEZePFtcfRkx(Q z8zJEAW?HIu*n0tr))FLuT!lP-BtB5^h$GJ2nj$ z@h3YA7d@FVr2bI4ev-arGHVU^ToGa%pe8TxXNfA2O{o9)>~W>&Iq8lu2|0T#q`WNf zAC>Oes+*C=N8edpOB2kc_H)l>r)7~;oPiMBbhM%^<#3gxGNMc-oL4S+j8Gz!jXans z(0Vg)ny1hDd@iXzI5E95Z|By@T4y)6>rVVFW1}|H6ITN-pCOJ~EOO4Gh;M~((GRK9=lKIk zr9QDO$#K?=B$@Zh0LXa{Y)_@8M;P5g1w(2;|5_MaO5>T+Rq<{;K2yzAO-e*jO2UFu zNKPYq+f+rvkN#xoaq}F`Wa#L0DWeleoIQ0T)Q`Ft$~nH=xv?MBfIU=QchRzvc9tTvQ;TGBk&r{`FYFalfqE1s#a$$ z#@zb@7N|`h_vEvgaj_-@uMq_#@Gw*p+xumcWa&aLDDWb`uv|>Z;#~s{7S`w!_Wy3s z;9IfI%J6SKrKXbGeAes%&L#;MBfrtgktT#_i4D>TN@P{2U%9sZWr!b}x__&fw>MN% z+|fkw{C`2ST?tSY;f>YV`Pg#+;DcBOFMyu3Y}|%PPUg0osL5~t9Yrt3=+}bS4>#9T zuF9tg>28x7uJ2h(9x(lOon-n^KO(PPdXjO@(UqK_q;dq|44`yz63jj-ll7p7&eE!r zXJQbM?Bc>IfpVJE|>4_L+B!Ku98LL~VO^~s1YXDO~tiK{s zu}&=~Eh5y7B$yiqS!~h=#U6ftQ3dZp{o1_Lkt3 zxGR$L5>v7leXr6aMdHF}KrnJuTZ2uc)7XWxPsicjv2sId}Ku_xqC2RD?a7vw^VAxTY{j_4TmeeGT- zT<_;}duI&#b;&ijr>f5xc4MxgqnYV6DPw?p5^Km$Wxadl5EW0k_nxIADzr_brrk3v zGI$`xyUB30GaTQ8U@hYN=7_TqFDq`7-ydHCvly8gh9}fx139kjg~$KK%P16&@>=7E3VQ7OpkRn{5xm%&aXHl+$>17-KImz?<1_Ljcc{MYr$S~DjOane4ZVHd0c|i4Ar2?0=nxCO*L$GJ_@S_OWlhSwWgX zJeKmu?L>Dgov|GuGCyekN{uki29od<(zG1qDg4 z9SAfQScr``l$AI<=^UzPBUuH3C=z_Vzs7)zPND1WO5D9P+NTL9K0cHYw<(uQq}~7p z-wo!rhq$3olq3j$wgX7={Q{JVXVS!>6p#^-I8sSKWFZJK-bE3VhtbDH23>aD=Uan% ztTS76d@5THTS!d$2%|`KS;rzJsc_r|2JHpTbfdEf=@EmYd)xRRdTm*$IovBRdo8yY zw+6bwjJvHGVft)tQ;v0QNyTG;&vwssOsx!3D30`Fv&mQZ!N~T)eX_Prq|*#EiK{$@ z>1ARWd#=hnah%q8tUasfXwM@mK0!*VANkzl<|Fkb)@DP4_>%NgBp>wO z{)&k=3Wkv(6{D)sxBQ!zd0wVuz}^N#6%PtYLsW%69>40CV0KY@>C5n_scLeZ<$3s< zTZ(nI<8WV7W!o0FC&E86GQVYe+fH}Ax`az`X90ya{)qr}kej%f2X`YXcvt@}Kt%2> zCG!bFXVV-F6I}~DJ%_EZ|5YuwJs&rJe76t8jhmW64gwduapLh0VffJmejbSh)~zJ8 zJ+9w31cF6)W6lEON_1+lC#=^&rC0KlWZc+!4HZe$M1Uz&Jxza-@K z>jR}f_?O&)F- zbz`G@l^pnxHgkPgHax~5F*!x%2*HtQA|7Lv@oqAsgdZVs^OC3ZvJ3zas-eT!|D=4A z7M?73=FC%205Oh!1Q#QVH7Ij7JQhnQ`*;apWyR zHtfp~yZHu9L;OHdgdvX#=Pq*?@SeTlodA3m8I(E*l>ub#$xkt!)emD;h=N*Vx-uT! zbh9m0Wq(|z4@7m(ZvB+_=`Lh)-IYRcE_Y6|M9K+Nc%A^RR{j%fo2-8yg=XmcFBr0@ z{bu9IGF^~8D3Z9F-t^b^)KrgtP0c2QHNA(hBc7uk zch%j2S{^4hS4dHoY(Yke$SG2aYkVpyJ%a0!{HCWOiW$SB57!pRAVF!8()K(FMiX=5 zZOBE3TAKfr8nKS^dFV~F62!nSqX7qFaL^iszJY*q|Wh2c5Rob)eN^E7n47>vfK`>?W3k~9^Qy(Hk z)u#Ba&r?O80_ih7QfSVO5=~At!WeTn$uC(Tvbt6U#6&s)f#htFntflK|B(LaDA_#? zX2|hKY?W0*kNqB=2`ijxKbX>M2dSnYmjg=Sxc7Rns@HGvvShXbdf-NsjKSuz8=i#3 zJoNPA!qC)KEE91;Au0@ryUvexdy@;9FPL}>wBymE-$#T7GH1y>Idpa#OFw<^hGOzmnHV!@* zAFqRI+oQS7$(=yHJMpKWIR&&xOnLFbrrdwov(6?JzW^ysa@mh%j_0G?1y}>1*DC9X zR=gqI&fph8XJ;j`2OfOm^k_3-e;UOokAvGUopf41o3C@D`BEVT-=Dlz-L|!}mvPxG z4>{Pc0^rE5Kjth}a33@GkSk*yPQviZ?)Sfmj1YLKFSy z=c&Gy*zY$u4t9@WKw7lp$dJ@*fDmlJwcgMz522yS6e|QiVAJ3@o72w!NZsEwz`)z+ zu5XD6jsak0Fy2Cb_0^3NDl&BNpQWZjy=vn#|6(wE{CYVhnG8s?7yf2=o`#27gk?vV_ z1J*VNg}RTpe*&@-YQF~Dh%NZhOZmvLH^BgLVf05-V$Ea;?IjKEw-5X z;_1%#ge5mtn4$U@HVYL=*#}WY-)_nKx8MbLZGjgm*bL-)-rZ^|e{&@!jpjDc7xm&J z-o+ifrhWRUEgLtt);SnS$1w!9|KZK0kc@B@51t$nfP*65U*cq={^(va>ug#iN}@~E zq#Nc;LrG7#pPdJGShJkSts<4Bai;We2Yz^j3Vs1`e(hK#sCTzbPCJf|zYY{Hw!V^& zf)y}8@Wx`Ut`DqISqnfU#Gdb8q%Sr|!1}$V;vm8N&@({t&JA+d*ER+J&0yaF$@+CU2SPHEWRpzD6V+BI?{4ii-tgF2)amKWhQ^;aH8 z8_0YcWtev#!lZ_A zz+w)$Zt(S)m+dL80;5rWkP6B3bF~3#M5#Bf>;Lc{s2*;1g`eCXn+Zy={Q+B6^niu zrkO`)JOnI_YtT}FvD2jmO<(&K(O@rJG_@J5YM9?RYt41;aJ3^@E1a6=Z4%Q!5otST zz$-!@TtPHhq~Fjv2>G0Gm{?#DgoX|`!9McmnQcP$D$}DW6ColxpSV!cx;5(JJb^nj>dpCHF%urvXUxF_)SRdfqTi(n}S7J@CO4z2%K#>IN>=%q1b2(+{R_>Nz zT^VAn*d3ejj&;twr+f|R$sC_#=m72I@(qw@KzOkH2hdjtg=ABr zR7Rt)B48BVMX1Ni;D*KnY*V&aW26s)>+?cHzZhcl3eRhD&!OpRrSL`sBbswj6H*h^ z0lJ#E1~>B*4SCThvr($I>tC&_QK}T}p!Rp;V4=QJPR)l?)_AXl?V8TkIoQrNH>Qsp zfCB^_w1=kaAg$WZNSz4T5a_;@EwH)qLD5sr9%@trQM!sA{3i@{4pyaX%+4o=2;@Gg ziW*S1?0tXA*0kZkcDVIEqzr#yZURTe1?FvwQ_w1<60l+be}l`?`S4ZT)5a2d*EF|6 zfgw+1jfyOF#`M1D7ld5HZ8+G8%WQ}4pUH4TeZNZAw*XGap8@t+q=ns0%Q*CYjQ;?k z-QP$I$l51n9a9I_7}dB_l`0>v5Wk(%+f*a+5OMxS>rY$XBsw)j>(SM*5#wF>^S_3Q zXf{N_`SzWAty;rlgIigZo6)bN^|e!ZhM#Dcpz{EKn(LH%)lvmbzJPPV7nV+s)+MQy z_T>=XlR?zIdROTY-G-8C<~w|6vNjAeW8u8q;DTRi=Qs+x-)`FwoPtXY)A@@=*$5yl z(OU$KtTJcNUlni=_-X*pJ92D<=&?Z)ss-GyEgiCF;bUu?`lQ8z;Fl6nhF^e@Pvo^I z#$teLJQM{zbVVrcNDqC9>rKaMYu!__(@yqHL>0SI)!Q4reGjY_g_1-bBTMgH>7X7% z(yc@)9$b!Nk5mkK)Fv0Ak~7jjMZc}gTM^^KP_HOTIX*vxP^Evirr>5JVr+md+mGmY zO#wz{Z>mj`iU)fBr>v+wFEY=_eJ@`(g42F9qJV2S5}6UFK*XAf(PgP(=Zx79wu7u( z5+0hv(b5u+aYh&VZ8}X>qDCxdNT`41-_0VChDEEAJW|(fhMi9NP8aPft2U~)2I)C#TfQ;DzrXg93Cq$1JUK)3@dpEx9Pz6}a{F7*9acp#eUA$~rV4%P%- zhw|gCRWDr`b_E4lWif?H0MQ@&Y;6D@`wT3DcUU20Bq8ncgkjeeulW!*jW__Y`jG1?=uF3Lm47H+Z%4CXIcoWH)cn|LqtOZDuL`9SI=`BFlrJs-2BtOy z=!uGm8ShOhQ>&CH&5SZE1hJt@qrA1V?!$L&nClup)x>RWLlfI#l*wVD*L+efOPbht zOb!H&1#@a~xB@IHrRdD-uD16wwQRN_>`}vSQd>PBg-~<1r6GdkeyU0RhgBp;<&C4p zZ=3An;qhET;A<)us>+QolRx?_q%L)zx82#;SSu^Ws!JyxKzB(>-*fZ3hp9Tpkj9)# zErY~}9Zx?rqSG6b10r!q)~}ykW7I;${txMRuB{$-@|7+WTP4oA&CM8rm*SyhjtV|s zafj}^oV08SrqLkv9Z13OB!d+YD0N$A=3YsWghsVoXwk$Y3!x5r)*XZM0c~VtMgL&xQ~6~SHX*KCj>o-K|9|L?!g=E$2x!gqpvWGzE$m_kN7hIY zchvreum&13%h{||;5ywFaT>rVpN6@+p&GEwaRB7XV(ox^-AP2ypoj}lW_MI>F}|i2 zB9-jYsaUW3Mrdt(jw}@~udPwdwLTB(m}gmclg}MiA+-HU2+Cn|9Fpb?3iQKPkDJ>d zKst7$>O<1{c)1=_9|Z%pg=o$LT~O-eYTpV{mjrw+WqBgxggI*_P)MQ|y3OHpaR3M4 zMn7qQ8Y-pD7FRb(JzlW+h^DgP!bmYTq|Vgocxt9PFZ1@bf!U!T!O}Upa72o7Nq@P! z|CIluWixU2CL(XkX!kDxO$RBKx2zGAtM+jD<;BLoT{$ zF0_NO<#)4bym%q7$ou-!?3b6gT0US2IcJt{b+GX}k@j^7~MKD1k5u4&q+>% zPi{1+L25e~H{LJKrn_yLTu%Bf?q_rn3wVC;5%6G};x(3U(i9(E#krMJv(tEwI|*w! z&J9)$6&kBtU$Un`i%9-K*%zCymQWn*ml6XU3+g8?YD{tyi*ueNTF_{kTFiSA07Ils z@9pWsT*cV*wemD(^M$sIMjkuVHEgBUy;Lg!(dV)El0AS7Fwx8=CYRTe4xrv0~ zz@6PCm?qXf`f<@sChd0G>LmGbMyDVoK`VOl9C(Se%iWbHpBDfJi@9>c`=2Gz_(*N>AOE4 zAUtz9ScU4&BnVhLBL8kCtUxA?N_SI5dGN&b4kQE_rC#oeFYhSkq`4P{Dw2~hor!e2 zbHf%3)aaENjagz6ud2uwZ%kp|Y-nvlq~j9egN{A(uF1GtNL2x#w98&i`j-HQ6rcCM z26hqA1zfnjj$kTyvfv|BvyTiT`c?wMo!-(!?MKMBEi*zyN}OeMdp67do=8U*Duz9? zru*w3Pz16@HocMdB8dGyEib)$igaSa=)b`+d*nbJBUTo{+Yjx=OVL@>RGwKJm*0ke z?qx2P-3h30ZkU48=nuh@Y!S_UbFyd;FY&k)$<#i{qzv?t+99-5xHn}w7lrD{dfI=k>s0AT~zLL0Ij=+o-TRj9blzGm`^ z?nnI_48vOZlbwOu57yP7SYZZ?{__?vg!4<#T|!Jh{o$cc&082#qP$3f=gud z{;k{U*K)29J1xy8RlXu#`!6gdl)@FskxPU zrJ0->cIZvi-aMa<-JKa;gTS>W)phk=ikhDqi{`U!_*2#6w8jF9&d_MFBA8Du@6>4; zy9-8hyfSQ)9)XG4bmuY5yIgobtH%d5>JnPLQIm1;c^rr@dd=2r0{u2FnFB_9u-b)Bwg|Y+W@^Rpu|*8lV*OVox!6Hh~SFzr~5w-Pi{O zJ7(!rka$`D@m7xTS@fxip%8w1BPPk?a6P*92A`xmC5K8S>F?#&VFKJZffbC}d&le4 zw?yaCFyU=icr~;GBH+r8p(*7;ilT85ynlE&+KLKN@D&v#szqs3KmYse6#nwS8ayd$ z-g-RV-!#L@A|ThDx+s9_R_=l{vseos9-_pONUr_voND9u}Uq|TB z5lySHZ!QWo9%n<{68R6QCotnao-nz_zPPoy>`mQ_=&0rFn>9fWdA?+x)cGrQ0$0(d zSyRJ*_E8^?+;?Z1?1tD57)}szZ<_@_&k}#K6UrKBS<70`zX>VXh&US0HqG*9^ zS1;Z+>WK)pq{DpOTB7<>Tb()}SSs+f50!j}Jv~m>y;Yfmi%HS1!Cu}-L4TMM6F4iu zoDw@hjSbk-OZj04%944&_0zUcdW0(m;q)UmCc8X6YBoy*OEQm#f#~U`5gmLne@^A8NkF+*`Go^E zM>h*%9DA{O1`<83E0$;f339^GfI7xW(-Zj(LlUsk!qnMjY6f{nN2`D-(;J!cEK}PW zwhwp1VE$Dbq@hWXtSL}Z%ds9NGUY@-GUWc%y-tQh1?0g~;2-%O(wHv7(Xr0)47Wq2 zA+Sx#Z64gfAiL zx9c*_Q{PTuit?cF=qA2t;aWs1gDC);G}vbo`EFiCHnP*Z)!rN0n@is@v{>R z4GM3vy;+c%vqXHCF&iZ4$9oDkOOdM-TShKR!zK_~Md720ZU*zW_rq1DTx-CEuIR;| zj!sjzx|U$};Vo9$2{eRK9`#Pil98uua!1v4NBFwe)*H^$S~NY=Gw_wbn>=6+<-_80 z?;C4#&WP?wjgNu1KeR4O=?tYPFZ6-LtmK#O1GUZD+YY+sAXBJpCK~PpXJ}>#Z90aO z?5{TVvN-(T(g_JgwOWGEyDLtV@%$=nP7tAMV9r&;V{dsl`29KYCD7at_+!nhBQqkq zK}(o-!|CPPT#<`+$q2LoIuuhZDIbLCy_^m}uYaRbn*XG;Ftol=1M+h|$~`yhzz5`^ z)k9GsPR`mu*En-}!n!Vp;lbyg;+obi_T2+R`4cpkUUpzIQ}gQ7huZVp)mUZQ2sVt~ zVd(*^vTrEf+jbLqk5*>!K{V~y84;8IzXZZIX{T-m{Vk4u<*i)&du_vBJHuzzfLCAY zhq_5xt{flfUJvhu=1nSTHY81?bCUI2=tm=j%sA>?r?XwFS(LgT%Q?|#W9_9{Rb^-S z8;1j@g*DFdVs?Zew@X!gcDN0i?j~3INZ^zNA~0(+6r#amdf}dZb|SSb}IvM?R4d zD;qF45JFidKGh8U{DJ@TNH2Dk%IBzcq>r7d=6X7OVuI--sXMrx7nh-ybH_;nF&5Ib z@7`tt@#|I8p`1@kiu8`pe>i@h@AL>Tu<6iyd)X+`tMBK#b=T~?T`3}lRFp)=k9M;Z z%n?Jtk+Ns15HrW1ZmVFKI&vsGIrS}VDMzXWYB&l)8tZcfQCL0#{Rk8(2wze998KAm zDGg2TMX$7%hmKG+SGSMRrH%$1Tt}D#Zi%~aH*z~5s+PM{nCXsii1XWxXD64wKzxEo zxJ0)G=tbE7MBAg9OJwDlvAk=welc2JU&1=8fIu4U;IFWfQSY%|#sN7U{AL9a#0P9D z5aV--!yIoY+-4OUYgC zhPlU48R3xW%BF01WY7M*lWwuXake0FF|${hq$}7+X0s%l!WJjkpmP29Vh7u4Hwke* zMP1Z5N)Y$snk2c&w_$7}GjJ|_mN_)JMj&<2=D~cSu`{DUW0lWl{kV55BCPDH) z3O0E9(Y|q3f!k)n9`MjX_!Yu%y69?DMwzSKuwOs|T_T_6&?&?ipTcVdAq1@H(zv+R zSyZNYbVOMEFHyX1v1|+%Y`E|CG`MB`hZB13=wZ?zhr>*#WU@uxh^!MAu|qQsoetPF z2)DjocmKK`e<+_@C2Q|lwb5Ieb&{sN8@zHZrnUA;a;h7w-8m&-sVT>UIW^>XmHElU zJQLAejyHeDNzSg?gTGz%F)gE1q4nI73XZCuVL%VI`+EisjoF@p{!zr=FP!`2DXQLr zcMORRhuMEtxd+ZT@POr|q7*sWFF5l}EVb}82x6WObuNI=4mX5teuCjiL>a%4GS)`% znx99srm56K>AzO)RR?k1bgz7;6=Ub2GvR-~`~F+*?ZY`tFrcNkB`xBqx?allQr!pn&rs9jagsQU<+yygxkJ%A@7Fjn^D6}(&!wq#~) zeh^tqEFcRj5GIRo;H`_YId}qAcp1o0r?y9wjs@rY-m2JHyE>Y6Gx{1{Sl(*vVsQk| z5MAeGH)|wyW0+Bww>m`eso;inD#$-cT`ocUi`RG&>$-J=+C*a}g{bDSZbb}f73*X4 zSDr>`;&WiH5kwIylBO#Crp7mV;K>?F)PBuo`(N&Aj+hR=7H<)~)GN(WF-6bH-e={Q zT~axvD2f;wM6)*fu?_#e32GSM_Z(fg^{=#Uz52#@8^#WGP~MSY;5NoWITqE+RIhc2?x`uqYBDa5GQ_)?YPLBPmM^ z5*jC&%Y9ws?FH8zH|4k4Dlsb*AH*R8!r)w~o(_{ko(yZ#SB^Oy_;oO|w z5_Mx9Yjc=!8X&6FOaysvzSukNrriST_*phyL!cu7e5joAo<3n2yu#*xrnP4l=}fOS z8%n)zBf|ej(@V;Pv`E;53}2wza$LgS^4l(9goPm;UtqJ~0k4L9Fj@!-;Z*X$imL#; zz&Pl7y^k*2Q<)ia&7ZR-jEHXN%ro)ryIM4{{#sQuY)8!s=CRNvp1;=M;~KT~b|ONh z1?hSfl~k&W5zm?QkRIWZA5z_%a`73Bv(7a^1UL*p^b+qxn~9EL(2PW7h3qbi%UO3% zV|F(IKi}iTzcIxo6DF2kD5U-8HVzFGAq@3X%`R_>ezBk3(+P2&q7{rbNlXHxG2*a$ z#y|%<7mu#4Xsa4fh$N0cxk{?O$A{Mn%oSS6Fp_CddSC~ux2L8^lTp?)hZ-LFxe*$O zXoTK^-o`+jePjILa&|(lQ>qC<0ikF(DyCU`zQ~thIykEIvLRxC3 zg9-n8Z7eQUwZKhDE|+oBah`4b4KhTn>v5!)>|k#22z^*|HK4d8G$ev5-0{tBdauY! zb%O`?ya1a&wkF7+FT-nRuexjZe(cH(vlu8*?j^>7l^eY2>P4^_dsi~Of+^slYze)U z#8}{)EyAVwzSyue<+YMWnr@S0zY)>bCFFa}(Pz$t=q}S2uw>5L^mW1{^4$$=cnmWc zJIyF1Hl3Gv?qn1BLUBjTp#=)iKTaCN@2C{BGIc6IUtP4xrg&;LgK%>8e=x5Sh4%Ui zL-;kNvl-XquYp!uAsu0XkI&6RZjHkvJva48 ze2~grUd`4RU_EFE6V278rTBFQf)}Y}jIXBGr1JdGAD8w#XOQGu8N4C;MBvJC5wjEs z-Uget^J<_oKJ64ij*3|nJFnHW<&d1*Siff4lR}-$3aze`iGD1~>sbbgft}ow>(hd$ zZA01$pwec0aRf{`GH?GC_KV8tDD-8i&L3D+AvAys&9$FU8lq$D%wZ$)h@<^uvV zG^1ZTFqX1D0w9&f(;npXN^>j1sf0?JY=GVeew-q2vlTLC(c(p^((g%O%2~6;vH?2@ zH-(jHT~~Nz_!60v^|QnxWpN93f!R?|3T|Nnf#W;LDH3n$7@9sCM*1|>{EBt|#}yX5 zr`a&X1!lm`9Siu)G!|#Ibv<}$&M#r`nA;H}1?l1=2dkh(>cd^J z$RJ<{eWwFOjK`Zk4-i3w<^)Ib~)7e6}DITXfU5Wz((Id=ZntJI+e7f>^2K57c~n_x{3ODKB@bX z(|VCoFjA8FnCju0-m24!+$&))qgpnMoiKvC!bhZ!bN5~-r_h(`)nQ6_L$W-9Vpw4u zvJ>^Ada*606dN{xAtEwrfcz%jdU8Pytjl(Yg2c+;;RFH9KLOnT?T#||pK*V=KGcI~N+MJ=@vB51Z!ya)WnM34 z@!2+=Qc2L+IS@$wYQEbH!#-&(MXN4D4hDgaihFv84nCxS~(>Wui0 z;O-cbA|TbQ#VMeHQLPeRID-StvWLkpjS>W4FhEW#bM5LIQyY3O0c|T`G5E+!pZP!) zVIXO;5b;=<4?=yV0Mgu1lO;q`eh+St!6jrkGc5MdTMW*y+*;}n_eGgXI8W%|&Vf`z zxK4Z~^En+x0br0Z=3;v{gOT&|YLaDoqy&wn1!*s5GiyMk7 z=ayFH&AyD_)v;iH(wavCjS;3RSm|hOb9yRyKdTePexF{aEA}6#=+Z@L^8@t$d&#L# zV~C(ed~rQpudypskoIw$f86&;1RZ20@yOON3%GyV9ZhXW|I_PDt`=H=9P*8z$N&sR^H@sdX8@yZKgh!t+$GEG~O0%-~*@VqbHJQbOJ?LDof z1W(Yg`79FfU>?m{fo`4cxq#Z=s@X11MBR?|t4oqN`T|RFxHTgXq5*WB8ZzcB6)4rE zk`cb0<_Ino5}}l)RNnNWZu*uHgsRQB%i-^f^WevD$#3pdb9=QZNNAm^-)idbMaB{F z=XXIVL6F)0Vjralsf9#a#>69j&FRTTUp$ilDb%%*6cK>-<=HohNKzdWR|dkF~__`H)a(a$@TIzxSzi>77_?Mt5MGN|9?7_PpZ0 zn7T7R-qq4if@pt6y^(o_$)x5l?I6wxVg}r8Zr7T41U-e*FZcCVZUC|^Cjh7_F~~uR znGxooAuq~XlYU!bqlq(GEYC568dRw!y{Fe>-HIZO|#X?h=g!zPQ zZojiT1x;m3wFe3=b(JhUPIK}E7-<*YS$gbSU%UM7&&}K!ad-{RK1;Yh7+a`h;`KMh z*6*tNhQnB|u`Kr7*k9a4L;b2SAyi;j9vLiWpE9}`0{f3g-dx3f#h~L zi$reI$^CEe*|hPTezUJ+{OEvQdaXHy@EwIyl!6TxZEjPp*)}XA~t{2vfeD-kKQrr-G9ufjTHr{fO8az~8p@{QXn7 z@Y|!V$_xl3`4!)cD~5hCF=)Eg60;tC|MxaJxQ9c#5Jk&MSOJ zjCDqKVw`r?r7NHdPM#@mnKj z-)p?>>9cE!BT6XceERKizJ>4K%`L|}4U+jh+E%Ncl@-*p72_!>T9swM9S59o4IXbz zqmk%C62LH5%FZ+p$W7l@zugrzL6{nWBQPzNb){vEmduDU_?hS6a~cCE9n|Il`}O@A zpvTx2GD~(MqKfJ4L5bTUQ2e;0mRlH!ciG+|V;B+bn*Caz3kZQY*9#&E|93q0+hCmT zi+j&KYAyc%LJNS8@CSd-z0)h5jb)hN-`yqekAUPJ!Ytr%-Y8S)mnkc z!*|59IVAe;R=M4%8~uc4-3Da%GZE{Cc8;5rn}+jVTS7_N@v`aUrHj&(UdV*x{rn01 z$_HoP5Y-EmELgnitqMjbRa3h3e#y>@b^hrIDwAjVcQODHhlW2~bv-;s zt#gZ*?}2ZxoUd9}}W-dgNZ- z`4qe_wHhT4SR_OcJs&B{%#XiMLOD@I&|^;36XuuDz2~6SqNu98ST}gxE%X!%a1I;1 z2X?8^(&RX5siE!UoU7ejWQ2E%xL5mcZ91seyNLcgE3(9rDGG#k*W%i6G%+yRBr>lv z1!_I_ILi_lIws5EwU9abZjwha4EL_KL6uBE^Z;=o}&V@qO0XZP-l((pSS|*({M>_-Jeo<&(vUUvMY>M23nN ztX?DBT%*ji%%2P0mpI>Uc4>*a<^BfzJsN2#-5Z zq4U%zN_faEd~=(QCEU}l#!1f{Plw3`XxTv_Mcg+)dO3-)yL@wc34}BOQW4H_DUByl z88<3!E(`V-Nj?xw_PT#~P)6`UeL=kKB7o)CwV4S&OYg+$#RGbw^cc&B(Hlg$V=<#j zBvv?}w_}zP$q;#mQS1Sm&hJ?QzXsQe$!2}u`_K>n8;?W=%n-4~VPW5S_uJeYK>tt)|dl8rxnX94$ASTka@fYJ=OY0pW-GHpvM zKezyivtEU3$SQRg zrm@r^padO~G?~~AV6EP2HM3BCvXO$TYS^se!fFY$2Gg4cKcO^&=GDeq8k$)>TnXP( z3X%lI#KAzphH)UhM!{cjyZqD{Mwj=6j_MtVz%6?15)+oJcJqKJFQ^*daO=q$Ut4{X z=u$>zjBzGm0DZcgiqx}X@)qc97uv_60F&r$DqcC3s2dU5G}j2>tFtCF5)YT*aKhB! zhs;O>+5L4UT2rWMIVvX|#9(M1Cd{cq8Bj&xWeo!8kHv~o`&WnV)mZ2a>fn%+c=`og zVEhiw-|DAq64?o+SK7x%S44PuCSVa72bC2{N8v|&Pn`N`AK6Mx26#t4DkF&J*8&Kr zPhS9>G2RKJ2qv+0#iccI1j&VQ_bpr(D%!@QhL@}o?v8Tf7{?24o;=vKJW-fKtGVC= zH!<(kmiz64Yb4h&<}S!zVykShs1%7zjg~C(Z_{+Ldp%FT-#wU0EHw6nP%9%>=LKEF zSK?9!@RIw>omh8IcP#(%F*3PFE8I5pTSO;LG~)0vPvd6Y>KD5l=19Wl{#_F|Ae@NU z?cq(%bTJK2eL(X+plHtPgXowBWqb*MUnZqEa^Z9y)z$eeL4)+t+B+*2ds~2;D7tO4Vb*0s0=J81+|6V~eVBAd zW;RIj@4%I|!qa!WvyPCBF;tp!ffU0b_eIXR*bk50lIHwhi~8vL=rD3l*v-XQL&F*f zO;faxwql826jNeeDMzXc-iO=(t>XG8swt~s+|mVAhAS-EW=f_{?ubosR_o2o{%n!< zSQgz+OFeH9r!s7siiPO^D4ynU9mhl1;d3?%LKFNBUR`&+;}dgHA;@8UDY&fy5XyCF zE0}WoGL|GkrK{CO=#FcrH0+~&l6|8A!>&%auy0eCX!m9hup8FQZ$6q_3PXISVU})v zDdiW0#hh%dFn7T>+sa zA-xGax%iFFc@7A8DZ;3!`-K#*@&_~hn5I%0eU~Ree-z&hvTDlU>r&~Po4g=x!XlE4 z4FsiBzZXn4Z&w_Y@H2}2^F3srq6`B4ys`MmgA;;oOL~7eb}pL%$u?C`X+u^j%8NtA z?24u0#klP+8@F@l^;SZ3z2=u598yieI zM-O{^ndfe+)y0-*wc35pzxY&48yerlD@{ne20Xjzl1Q%Ouk^Nxz+aVxd6{wdCm(ow z;L$x9*PhZetHksaaXQgjU*t>iG)gKlRJ_n(YEdt$Im#E~qiO#IPWhMHkO7;H-Sr%k zDkeW=PZ7c;kFC^--nko&Rc0uT`zsU|(&)B>`OH1$PpZHoAuEqIHaOqSbr{B5cVv-U zs>xLYBDeo2A4efakz@@s$iG0+Mlk0`SYBCa#}piy3(Zu|fZGtU)?rP6sQAe9IgtFW zs@knT-X-l!LS5v>&l2*j^8H#KG&A$|)-rLNy}A+_Y`5N_2i1PK|AsP!9?1TFvVIvV zAq?Ac>41RZ2L!|Er#awNf@I4YklIv54YM0h-DRELgkygZipte5Ud&%LG+IbHL(J@< zeSNlMB0uZTCM$vaqub>Yc#p6wAdYloI`oQ9Cgru<^Z+qH&cEN?6%^MUd#%o=AQ>4^ zl?%7+O+vD>>WM#@LN#GClLdMJ2^*9^)egiMjpVJf30aKo%HANfNP{nw{CMNQxPx4` zfxc=ivk31Nc5ZuU#g(XX=C1Qw00RmJ?q!O#zvH3LwFrD3wuLQhXAUFqL`0&H}FR(uWQO5Bm&92YQO-nsKf(*<55GZ^T_{bv< zosKo>WtkHZSi_vJmuM+KpDDLCod>(Z6Pks0LYLMTM0cjPa#Gy zG5WfNZ1Z$eH6lfB99iP$Q!SNx-_~}#_RVg?u7WmBMYA@{8^Ou+-W!Q?m zMd&EPk>5{|N8&Gtrg_J1x7H*(kvW-4yC}@?yh_$mgzzvV-1bwh-cf)(Gv4Ym0mYis zxWY;rX(3Er*<3y5$0%DTawGQcEQNY;L%c>#9`nb0zOBCqV)v*U7jwQr_{m-q2B*jA z6HAr9i3gD}$M#|Z1GE(1auLz|q{W$C(u2ezMF%ky0gdV9cf2!N z&om8?$o9e!>ASld0CdqUJzJ&*FQT(gMIZA3__XpB(22TKcyS)gU(vCLl<4h4&UnjTIeIkZ_$Y6DdbypmrlHh-3T9GTQtp7 zwDA){Z@6>#QRXoB&{fCq{1>c5h~_0FK#Yl=rL-Fb^W-mwMI{If%GklMvlEGVl?A7& zPkZw7Kz~`igB1Wf??i3{z14RyDF4+wJ`yxGka7U|VcZa=?u+`@tXN_W^FGH|jgBJ{ zjVT0df`yto2-~)N(@43=hUVaDZ6y}*a`>Y~;Fgv~e?I^11(sdTsk#fw0SR9fr-izf zuii&X@j`Jap8z$GldzFsC@yU)OSz1a zG`@Q4{iV{e{EFDD>V0&zyAE8Cn&#VZ3XWRNsR|=tUBU$FL5M!TNY|!;V1ewJ#byQX zI`O2ga|wxivbr^>wU6Bh-Ej9;2row#X4vSapn;BlYz#aV$bBv92Qe4kPHDF<(fM9b z85lABn53=DKwe8>La~miRmSV_pMf_rDdXfVnm}&xy%>9EcVaD=APLg#U-Ykh#}wH{ z>+_suFAP7nuYAYapoyH^b70vs(aGaIUHD0rQwu$| zosdEl^A8gRT7GZ8SC4bdHCCuK4vBqG-7*u?TPi`V{4MEQUrQYL*Qe;+vhHRw@rNIwzcM!(G%ceB(}J;)HFty z)Pq2+a4+f=u<57;peO!7mR;u#ibdd#WSC9c>SzGS=3uQGcD4`dafcFUfGQ6T*`(Q9 zY`35C$x|F_2L@adJ(oD=mYeagn$JhWo~`Jei0(TJj)EulME8K%d`oHIm>}$Hit)D- ztW>=!1meQ}jH7-Y=NFut$ie`8W7FK9gA3_qcd%cT8p|OhQ3epaqP7M?eu!`0c$s(1 zG0(uj2sh0FYAzkrFB=d=QXw;)usxru*kM3{N?mLyjEVO1r{!Iv`zXKxi;`Pbc9h>5 zQ`fVl2DbQe1hPk5#gb>1`wL_^K3SB^;e_7qCh#`Ad;2!bGB^DwRG!Tn2O(6T?dSGF z1~q}tKiseN!-Aeju_}ycx z#1C|T4rI@*_#%2-{bYYkr;FVFosQ5N=w3~bxGbk-oXF*1F^+;_Kr9i8PrxI*NQurn z+1ul5)+K$Qkwp%gcxpgp@WK7v54l3Ea5}rP3dJS;!TdLQvc#0SG1-M-@!*r#IEC}f}~M*3~%};;TpVPMc|r`yP@?Y+($0XJQ~Le+ziy&@Q#EDHM5I zWRGtb>nt{q@9q&^5L_brII0pT(^t$#5rp)%)}U$ubJc_H28G5++|TnM!z|EY7Roo$ zzA519H7EkV8#D&_@PjKNLR9oz_HJlRDS3ecCq?(OJ06L5;SnpKPGLI}Nk2rMyDIJr z!#{Khinu=0P&R_U##PEx7RFWJw*b2^H|R4TCz1NVDNZ&(J_vo*v=eO74b3os1_0!> z7Gl8S7OLeX5f5Ad(}R4;>pnB4FzLv_!Yp*}ho zqKpyw%m>|T>1Nr~@spYj4}E}Rz~ZGtz|FmE5TAFVAp@3tXnP(mG~yxC|K0A`3D4l! znmuqrikyUR?GFIlh!?kded%{o1W*Z5qSuvGMD$@(r~eZ-O^gJx=a6G43(4Enw1Ge^ zyClFc8gyy#Nt77S3;g$q7cy{0c~^~c6naJD2(BFw2&+^5<7u$ch%quu4UoOz)F4k2 zz>bOsQAw0?H=z2dX#%D;0LCE2WdY*6n9$NP#*$I-IkI5@YeNu}3&{f=cmbFCU`W@p zP-6U`aQ0ztQ8QW^bT$fIcq2+XEwO{h#a|cPLpEtq zT-t?@OiF7U;w4{49?93#)H41?;R2WQYz^i1*|7gj&=(h7ArQD)au!e=q)YD-d!xEQA}cqq~iFT)aVe@6@%r-8xYU zUc+h%Zbk@7#v2qF-2da|3dN~PE?bhJXsWvvuD~2=^CFY@q7P`~<1=yhdg%aWd!)gU zSIN9rDhzw0@>X~hrI3lzll4O$r%9;?M=8}C=i|?l`1yFzGYy#mOa5-{{};p>wRHWI z(5crCm`C46P{jA6)kb1|q+EGht)$o)y)vb?TH=N_j6xOpP|OL3mwr%7WTFu@I0dAz zo8qG3mSzBZ-HcK3{d9g>m)|C{+_O@0`9OQ;cQRr8s@Vywekx6H*?*6WSzfl#FQ)4` zEJ)+Rk7f|u%U(HA73BR$V=vNSoF5@falql|1nCRuMt^Ue6j5&>Zcu(dt`XCb8_j+} zcFYt-D?y6>S`LJLevUbdJle2mW0muB+}OspFGoF-_9rkBQlu;{iD@&A+Qbo%#-7zU z_`;@KKU=!YOe#Z%KdM!nqU+Yh&!lM+jc2`(J1AQuUV`S6mqGAD^Dx9tDzg#Pc!J(y#X$-jai6YVu*GSjcMfhbilZo z);Wf5jwbV^=yfZRx2m2|-MahhP_E?ZRc`l9FMiy*jqb*ALU$n87nd#7nDp4ZZxkWP zRd5zy{Pv@9qInwg_6xF68)mYQnZp@S3j>y%(R=qJKkkU)+W$3y>J1YEEcqf{j?j@4 zm(N?Ud+mw?$B!3n;x=amAE4fBK*f~xNCvF=PnLvN+r@)(~%y%-M%|x z4Q3T9LGCRMSL|8lH!UnHRJdBx70yd-)Wv(O4)ltZvH5tjl+T6Q8P1E1;Ln&nSl|1* znnw}h81RC|fc3Tq>kleh)qFcLftaqzpY`xdSmtyhVlb}X{V_HwHh_~m#u)cfi1vTR z^J4%HuE^loRn}Gc-Cb6H;Fc=A3Cj$w9QzbORw$vn zT$JT;qvlW_Lk%mw_#-X#u&=}Y;xqoV361;~mZqI4j|!eAo8JIMkmTg>s*HLaB}z8Y za(^!iU6kKbe#!AXM|(ps`&4t2fTg;=yF3BCbPt1|c2}H@Y8#m`A#StxI}n%=p~3EN z+tsj>eg6f2kEe#m;(GUrFi@LFR>uj2paj?WvjKp*P8@vIUJSPLfj`3mJp8nlNXKlR zYWoD)dr^U`dx8!1_`uCdtEoOB<@E5-W{PJKU}-TQO(sVHY8LnwFBNjBO3u{vt5NIjLZ1N+U>zd^`SftsP7yFyZLyw^>!^r;DvM3 z$Px;g5+vlV;950-YE43pr$E+bA{2{LupH<5IVt&ciqtSbc7-KRwF91;QF!+u0TTcq zP9d@lCJ+yXI3 zRD~?yXx?VKhY2Qq*G=RmlDyFXXTjs8t_t(+He7d0&==F2z*U*Y<%)-;rrGVEe!Kec zQf?hs^}(J0Ia;#fOyUjz$X~sQ_)-Jlr3^XG`s~hchl8GFwy1uW(#`EIyUrG&;#de3 zAZ!-Dx;hqsns>h4 zK;8VOr~RDDH$CChX&WJqa>^MAh7_7Ek}aG`V%5ANxe# z(UY_<2Q4juUD_&t5&&VKp*ocTTIDsK6U)e9?H%R{ET|SG>Hi_~OD{sN(E$Tj#hfxd zdYKiuU%0Ne7!{+7d5$kEfC{guLDmr}id?8rc?qVn^Kqwqtuu&L*h3m7bv76YUGA*y z>yiDAf@(`b5XP3cPlc)|wri2WOO;525zp8P>x zV&{Fwiv&s8SD-GX_&q^amr>lA^boI zEG{o|SQdv-vBjweV-dH+@53eKpJu5`ze-!b=vWK#U!dVMmtr-{8dv`|)sB;^ z)i3?@X~SOos@G~zg*%7b*S@+mFjsbcll&Lr)4PP1mW@f33x^98RIYn8$y7nkJGPTr zXkT@~r2mWb>>{vywn_;0Xk0LO!O>1QOXpqrK$(6K2RqxC41H&SoHQiai~dNaiUJ8h zAX0CHcEb6~O#9GFUAl5a9pqEGekpVC23*PpmR;rBjA!kYGWIZZ?S~^}V$9?;05v9i zoXhuIaU#EaF_V$!QmennptE%Gf+gNTd_Iqy7LiXkSw{zJnKX5iu&=PJo#AST0Itx? zEku&@Px7d4sQaUwv76lWOkl@;s7WtbZ|YF!6RM=WeoZaG@x#RpDD$7%GsoCG2`=C_&Oyhet1hIed_P z3MsB*UAW|Be)R09k@$(~isO2Kt1Dk!-Zb(;w2}EzuS=9aY|2q~_;xNgI2dxSvUdaUKAPE5`J(Ig24CGA z8?+`=T90_XUyUC)%=+iD;lyQ`vMbM%)XJ3|xo!SrTaF{@)XB2ZVeeaqu;&17wz~K9 z;yjiHX>9p-Xfolt=eqop3Yzl%jO@_u8o`O%bh1LlUO?}5@n_h?e2}cb&7DgBV5l2z zwN38oNJT4JAO70tY<4Z7v_M|a88Y)q!+!q?tMW6jQgHtixF|9aM}~EHI8hoyR#(MJ zr6NR)(91OYmR^r!l4>9{t?;wCx22XWd;uZJ!T57*wKVKahe|J($k1_BT2uA6t#PnC zw5v-y!-z>FkjAm_0gvW?K1h#WbTTS4<9DE-iiA}E@_n4PQ~^=g^;}2o(Kh)wfk@GP ztcF6)0N3B7Q3SKY2q6=AGke{sjA^v%ET89r@h%pHx;aAc<94be|0U`;YBR^q=;-w- z)x8Hr@M}$dR5z_!8=Z&Ck>?cB^+>@g=~G;h6p#e~>~?DQEZL)d3NjSsLQUZVC#z|?M7!GLFzc< zTg9fU$E5fBX$)JN0bSM(@;#$p5we|MgB^-@2OdAul@aoh5}g$Lm2E#EK#pGwZNrJjSIPNYDC?Cvm>>7adLuEU9NZV=uuo~8 zW11G+J`r|p!A_xN+#x*hOP;wC=As?T&k~JzMhK_c2q>lKq(2J#k56Q z&oijylCrPSzt<6{*eZ8K)6}v;${VZ&TL;;ZoRACd`=Tlht^o}H44wmW?E-{co*%&kSbd4weMoQXTFP;h9>%))oE228v(1=qUtj#ujYmu`eV`VpAz zItqRq`?b)Pvd0A4T{+L02-~8?`q;_p5~cGx7mE`nlm_4pZNF+Jc*-KT$6=6%;O9X7 ze+_j*l+KM0XNN07Iyl zR+hx!@hmaYhwgmRq`w>WH{SK@buU4b{zGBOK_K=v>Fq zDgOltaZ6yOxkCm$GG5i%yVCz*YZQ0|)zofp{m2&@%}(b{bOcX4{pK8g{}8lsQ?Ic- zRvJbK!=;Y)7L3B7Qbbo_TSpJ~F<<9Gu~H#;A;XafitB9qq!Okk2C%XFnI{hf7jS5$ z4xV*oiYha?`64=#7w+sXQNABE=D%e{Hq1a;xfVkTXIU*?Myl`&(_NL&d%tN(ZrQG} z#-K>OCwg`ER_BDkgy22JHjBho2i!Q(c_6&X@&Y~hV*vWX%-g+%PO!fmKdWvb?nec^ zi%_w3g`_|{U{XO#+!Q|Bm?#kg#yq=_kUV(G6QplmIq;2E)O>_eLgKE+JW2@c{1xCm zC{DFo`3;c!=FO)gb=rKRgu@jv$^m1aFCZ^ zu2i*D{*k+1RRPU?{2LhurdFY~f%}Yjj)O?eudSs#R>KHd-oj7rt^ayt&nY%*UJG(T z(#D*Vd5~{ww|^$eBDyNJakv;!5)LDsD4P5jX{i%k>8T0Fd0%^bgxmz{+>}Q+NRK)# z9(yc$|7kMG1$_yFK`-RCHKH;J8ZCdaE(FyJvnV0SX&Si6nLNBN1t9>+R_Ff5C-(iN zO2_wDDqT;Id3n5=u?A|$dtem&m~faN6zhT(S^^kc_4*|Rsyp-QY^{rn@z0T%fsb|$_8R~!Croaa7CMErQomQtDZ5io272YAO zx%u?+r3ke@!Ddb?bGW)ddW5{-X&34o2p#Pjulau8h#dO7er2DC>Fa_!PChYh;CQM*k5U{Z~wSIndXKJN`fB)D=*1?)pfut23>a{kt3D=k2P`^V*oV8?h`vsRIk0GGTK9Ld+rP@w>g1n_O9R6~AW z#F|3^{XX9&JGbYo=R$lCbMLlf9Ny@8xCU=%XqsITljLP%E=!mQSOIFJc$eT|Rg&!& z48Xn{2H&08h*K?n5~k%u`K*En+d=#;nSA;^3*pWCmtlG53Mrhb@XyD@#>`J1kuoq8 zjmUWLm26SGJ8GJ=b_oO3EXaxBi6p5?0{d*P#%4b9&XnGH>B)$lwBld_n}{ef&Wm0A zNg{^HiRHzf*DKharn&AZNOG=2WNr2i%qG<~hZ8jXQO;8By9=YFM-Z`*r0>>2fHQ&H zQ{0H(zbf|`N^8v0`yBS zgb|q|A_l_`sPK6fAbc%&NDUFliR!#NN})c9*f{^<^&%4ZX7=kNKZJs}REk!|k<20v z{pBvUPkrbl31d^>TwFG9j)%)H11ZCE;*wj*Z?VpFTj^T~+V3Ds2Mp>BV`SSJY!PRR z!Hsn&a04iAOWfO3Ct)VtOkI%OvqXXsI#G$%n;@i;oQli3>JS7aF%()q>DPHaB0=cU z=D=%l1G%C2$)wfFO8q0m$E#HSK6Oz>p1F$4GJgl`OPDVorm=2pDf970EX@#goQ{gA zWa!!DOE;(JPtk;mJI&wNQ{%9qN39zgpq|vv`vQGX@$#^T7?!%s zlu=Y@FkVqt;3D!U?0lB2J3nnRSTH6l+H)Q7^*BP!81J9R&SU$2#t^c8lJm$AyoII9Ka#$bl#mQ#~&m*nF@iR7I z;6nx4sg-&g8l!!_KS)k;qxO8}Y0#I$cO(X7h6Jj2ojJrMtVXO()E5eW8)(?%) z1oe!dJ^>&M5d-#OyG}ZR^kQ_dXYQS+t!jsy8gB`pLBUzXyM6swCdcgIW=<4@C$*7H1cCSYeV)bzYo&`bKx&C1EkOYDYRRPo-Hm9Qu`}ajM}ece0rO8X zK2mOIt}DJ2RB<`yq)`J_c42i>kAuA_9YooKn%9349z&Vj?X6(?YZTdMpi zf)9IomOL*Y;-*Ea1c1&(KFW7ipGCBL!_M{BRa=KX*+3pE3%n72PNrd#5(ILbYa-mp zbxC{sZzvc7S*1Af0GgxI6BhBZLuIy0hbPC(an|>ZxHN{P-2(y9ZJ(o*;bU)twPgXZ~AsfTa+Gs%{(OKvb<`lIxMXC6j6q&w3z`3pP zxH;|%Vv!$@B#qxgS!F|z#p*?h^Wm%6z*Yas2tmnqdf9(R?RM%LKu-Zla>h%FQ0f9W z{kL^*b0)=qgeR+PBFhy}ix!%_a}D7UxH?N7W11*dB*?3ar#~CRK`te7Uu{i@ZT7!H z?kyx-#Fx4zgWG77q~BJ`xQ7+*i45b_&Zhew5t|D1BTF`6Jg}&8=rMrH{@UUW$wq1<)Zuf3RNsY z0c0Gweo4@=rx64v+UjMqUl{^FjFZ z3a~DuYX>R^Wzcge>6q+GO@-@3-8g%=Qi7DQNuhjc!P}(!KpIf5esCTN!iFr|At!aD zPBB2f$;%$U81%DKV$nh)+3DUILjg@kM3^fOun)GW7tKvOf-yW=ymU8AR?S4FSI^YkxYiR+n=Ompli{|DE39b09T`2;DE3V zsnm}#JY>8FafG8d^xD$dSGldx6LSwtS$&|%%!akjq2%OHr?0)i`=!ITZbl|nb>372 z-RX4y(jz+lZr1~y6CUFsxwJL@iAGS7!NVGW@2PFr~^%%ljci@?mI$EO&R$_4`M3{jxZhz zKjHW{x*&&&$O)GR@F~Mxqhy58pp<4WFXUFuK5=R{dTBF{QI-|54Hg18wT|^ZmrdGSiLDbxW3b9@o6)3YQU zM^BSA)*bTS`?NvRw1ZheFY44?B(uRDxpl))hW&L|xD%O$R)wF>EiTd!TYyaAV8EB3 zUQXY7By;H_t8@p5P3Loeoi`(>drPA@RWA2^2F*lSIc%dv+9Nqu^KLFA90boPEg9v~ z1Bl3Jv^Q| zGfUbV`d>UEqMI>@h9Kw8vKis$e{qVgI@lLhRw8=lxHaoSppS$$VXU4hHOrr#QMsK< zKx^{gOSyI8Z#&KwQtt%xf(|CHnGv;77E}uF_y9nM6_6=s-l*3&eT)!rNeG1v)tej@ z84>g-&P$u8fK<-{FXozCnt5w-@dD%~)o0pQO-AmbW3n^S58umu()dySWv%hT66sX9b&w-P>*jHFtw8o9m^(`=dA1-hw_zB>GMc1fr} zpol7hTQ3}y4@Ami1;c)mg<_CCH2eAemhb)-*ER0)t!1-2`M!Tz&*=gC#;!jE!Y-0k z;}66N7KTMiL3W=-%uWsk_m%0)I`)9izl;NPoo>G;Heb!IB;-86B%J+%Ft9Q!QB=*0 zqBHu7hj11bu|2sM2WV0JC^0<)$ooH=t6&{72IeP*L*y8AZ~hx_kzo!SwSnGz9|zZqf^Qm!p*ZXRr}>V! zE}$@7e9;Kj-Ea`H1cpJKx&P1Hcf{w+eI5J{~+!2f=!=Z|B< za#yM~qDenA189m^_2gYk^wL&38ZtZgI)@I%ORmu~2JBy&7ZOZ75mfcNCVk}C!GJ@* zpBq1MQEDVuHY)ASsZrY%4XP1J-z_WJIE6GAibw)HQ|{ssI%c`LCjiyBF|_pbr_LDp zE3uyc3pr;!t?%cSjQ$;VY<{~LhSg)tuN(OH9X3rzRVRK#!@bWYWs(|eD_rBb-U+xq zyNVDt6!R&v%Sf9AZOSJgt%_#>qZwvkPD(53XTIA!OJ6X>&Elxw626}pfCrHf5%&d5 z9MyX9c}S6x>zVU;d5ny|j2$XC!f}Z!=%`G%zXrdqdsTB91wM8|5YwpBa*hv%e_!O~ zqljj}rw?CYEH|5OC!=ugjm{^1g{QNQn(zJX=|cLW7UM=I`H~Sf50SPXxgahZTnc9^ zDMwCmR||KGq}yz$nTFsKgu<$uC}*I8ugQ(sqFlS%*C$vEsIOVr2$umK%M!8gxG(iW&ZX%L>y^CqT1jTbhycF&TLojV-cB4k?)F@~ zFTooWxWlE>OKi-uRx2?V!97i)2u;qgfa1APa8X|T*gM)Ap40}2LaxZ0W`Da2%p2bl zeW>}_A;`%;|EdpF7BLoCh?KB-1N-rW$W zu6MWRQPMi_RSbv9shO!%H)b>3bz%y_5Z0HZw}dX+wTR z8YlGF@bBaEFrRT;yLzb6(XZ5rpggA2-C+ItLrVMrBdeWiE~1gNY?xLVX3g)hC-YYx1VQ{2#WjnJT*VXJj^q9Vk@n&B=}WZ{&v^IV==`oqD?9Wn@u8c(aa(59t+*Y0K%aWLy^&=F0o=l7swU{M zi7px?SnPnLPRJ*Rb2Ob=aU2_<~wA}GIEbRHN2-2o|1 zTOh;KkUrD1ei?X~oo6a9nN_(S1U^MK?I9bgi4+BFX*%8(oxpvIY&S*Rd9nsS<_Cuc zrL-Aip)-n8=@ZvDJ?{jiJW3|MgCV$VMFqurt*F`dpahCD(Z&}B(n zN@3cGHUWm;gsbCKd(q#?W3!bwny+A2vgIh_N2Ao%VBd8+@k(3ccN?NLTRq=d5IdZk zRe&nM6Z?OJh2ON{H1&jwolJZaj~|Jq_bK7Zx?=)44`Kt~?kcUZKLi#KaXAMigXWu);>wboldGsbUUb4wt<3*Xkt} zbXeGT+UgPbcdrh?oQqtwL2vP-=V-;fM6e6l&1avA`xA)_0V6X8Lf1 z>*N{lwOdfb;jfoRMa?*xUI`9c7d6l{mqN(k55yEc+>|Z17b>^AGHDyX7?|zTy-1_l z-nRwClNvgibaUYLy3%A^aS0#}xnh2IpNwNX|IIqi_9E_fblzqfwCvr6(7c_g?6#}l{O>uQyAIop%UcvGGKF8Kw&2tIRvLhb9b@yOM2L5l7pRFyEMXHLy zaGm6IHlANYNqquJi|~jF&7t)40C&{?to;@U3gV|uTq00(#6cFPvt~Om$P4>%L)U-} z=_?bZ&#WeM?yRr2vpea#iO#l>pGmVjC^yf35;G!Enl+8Ma0qJFW+VO*mih3A2b}rk zg`?GOFg~Nd6L~)D(GnS+)+R`MVYrM7xYDGh@#4HdD@PPod2PdB7XVDcr)$p&n(*@@ zPusW}ogoCo^b=@K17AvAFNd0g?OD1In_JS@l-N)^$1hW{?+bwWU{4A5cMK^GF$%mC zZCd=6Yc?&M-|N~4x8gKOoa$kZA(};7nTNUlR@--R+Gh@oFxLlRu3>XiB3v3GUykR= z1`$>#$YM)uf=RpPdo!-}O=C>u8%bnbdJ*WV^#VgQyFnfwSns~a*JWV3h28Et=C7(# z*V)$Oj^#VBN8xA5eE{UW3tzX;mtT-c4WyfuwcKjK7j-nL!3L7R13Mlwl~DT94mj>+ z;@o>@2zCxv$+{-4nR?b45AG~Mv2aMoKKv?R8EFOLEvvF+t6#)sCEG#7JKCBCwWtxL zz?@+mqSDhsAdSUcAYWs8SK_w;elP}R3wnGY${R^kFU(_mPc7lggI z{NzTB86lLawS+G4tJ$5|;BXl&tmWR9*;W(b_b=sgN2Aemac-wsY|96+g(swA^Z|J} z^af|Y=$DWa@)Xh}gb&%>V514e+KwF1-%h-{zg3BLTCcQecW~ zXfFqM)1EyT71#fa==rrIsFQ^Z&uz9fTZaBEaqEAdNCsD}O@;K#88^0j&v#{tg<|Tp zypi<@IqG699E;$;Mxo7wJ+yd8Waz!T;>VAT#nMj|wLzX-sh@_bQ zUYrXqNeXzml3G333e{hU+=uLA5#y7mse~kylKA6Bjp{3xh`vsP5NO8rlH7PNu!dPI zl6QgkmNYKAeKQyyn}cF8AEQDO7vc?OA$aSQrjgAgVBS3JXPA@%*3PhKHZa+12U0(u zhd*Q4<=uD}Eq+RMY-j{iS(QVMQfTHs2nuLZh0^@jUBn)0WPIDpuGu!!;mG(o6I@E# zMN8Gj!{0{ma23!Jo(NS`+wu4E$m}`Z+bK1j4KvhhwnNI9+T^bckNkE6$j~<-CDytA z>1f2@OX@yKk{tP7g`xVJ@u(wt1N?TopCpeJq!$a*bA@4V^*a0K9tlRPD31O|daQWQ z)NR-S?d2STl zgMlh(qF}A`bu$UD1jCCENu4oPte2a7eAWnP7!h8a9#rXE;rXI8aAB&!9Ji4+Ow{y8@9%kzgosb7S@aeUpAO1}=rc@pD#kHQ}cvRbP zljW(|-g6SC9O>(db9ceuYa7LL!YSNpbbK)Y<#rPj?0#|zKRvG1vAm3aVkHj2f5Gf= zd4nhItR9TTIbG~K)~6Apb?aOpT&s%#au_Z^!Dbmi=vTdAB{I9MSxYakxgs03>59S( z>fxU0@3|CDzdrwye?ZBO5I0eq>Qo3(2N4v5=%$;OgNA=Lhc3SG zm%!xwl51MKMHyMIh)uQxg5>qC2_aIm1jX$v!B4fv;K3?)Nj$QEb|@=-E5}Te z-9E32lfzX{pOmL4wwnG(8Uyg64lDDGqF#69PP)BYaT2jWmM9nn zdr39S_n@F&+zi_o=-sLuHv!Gf%ERbn6ps|$VyS>(_MWh@yv)5t&%VgJszpZq44_Ue zh2S=MS}xF)-~xesxJ*YB7r1!DyTO3y2ei9J=D5#PNP-r6bR1{516Lf&sW&DdkTk+( zR_3Tw)HM4!%oQb4lL3=iIn`3M?ECP>zWYl|cbq5mH zy}}27Bp|2JsjGd=_O|W?qK>T7%*_j!`U8=dhVY=O!#dEj(aW^hmM<~SSznpi4?B?M z*vKFYbd2pP2JW0D%tP$3mZK*SN|nZ*%z&L>N?cE~w3d0ayPHWGWCMnJtxI|F-;)E9 zyEm{M9V(G8*wc`oiR$7TmI*7eTAC}t7l`QuBjn=kl?aQQlwDk0C>7fyUZA+IE7~Pm zk^x0w$PUsozEQ-Dc4JK8TUgGkwj-D~uLtCuGTo%6y!fq9Q^0%{@ch(CQDn zp2J$LWqeS4mkbUtIP4q(NyA4?Dyw1($kKDr&eH)1az1W%*0w=wkgpJF zTVdN@ma?_moU&82fNPWR)vLoNm?fP~&PYcbGF!tW;F2B*_wm@E{42lOV2oI{E`f)W z1!+*|42TgO@nAywv>wfY>ioi2lai$wHSnAt;vE3*IZAED`J_uQKK^DhgyMq=8K#XD`O z(UE8`P5Kn`X5+Mxs|6>tJ#S{_N&LLDxfrB7u2AEqE=`9}aGF^(b_y98Av{n_kykXU zz`o<>MAhP%QV}~?vm!;fk#Tw|Ua+B1%m)KFUX`Va(%7G#d+;0rpkzgFf~9A+l?&Qc z%(`mu;P3UCbe&k9x6Yh+QsG0=m-CIacOhOg^6dJSh=LH)w(lT|84e=wv}X?m8L zt`Vbo#@As-Zs7DPUOB&XUv{U~q+oKUuVj5T!q?afnvT&;B5FeobQN}J$6W)%yT3a+ z`laPV!%Wu9K{mwgt;zZ^BWB_-6X;RLStl!YNAxD&F1Cx`@k%3+qxv==4sX1{PX8fU zu)>7h?hfD1wj;%K%oJX~8NGM#)RR~xp|*gGwULoe_(4?_^nE=5LqNR0xA9XOPqs3m zHVmk6KjHqL7(j8;6HUUIQp$9#dh3nmkQzQXpDZUI(+@Du-J*!^W%E-WPQZMGemc~} z1}99HXQmQzS&k|i11St?vSUiPotjKc)z(Tw+ zD{C7T$ItXuRnXL?Q3pR-PSfWlfxVm=CD4qNo6#$j-e24ZQ-R#*a!W0wRYmXxu21|tV2jm!ip4&}7p2vaIsrMc9 z4gvTD5}8cR`(KvyD|yH@KC@g${AbXZsdZh$>y9Na=wy4YOV1RYJ-note}cIblO+j1 zp#^JI_oV=!>^DnStDJGqCI8*9Zk}v$X-N3 zy`udzI>=IWnqUfM-jEOhC!Y5;409-|%~|Mx(|;!y9c#6gTDc-h5j3mE5N;NRjmM4G z?G}l)d;9(0cpdk;X&yA12gL4Ttnt8^{S5pxY9u{H$wIVhfzVRg_Hl3C`!6eqBT7UF zA^5hsy5K@1B=N-&YU{2AAGv*3W7n@}Vbveq|4~mUl0)O5O$Pq2yj|n)cua9*w)y&r zGQ)uO1PUphEdeC5v)pdoL8rg`ju)2 zI2@oJuf^Ov>jH+nrbfV0O!cBI^^X|maL!9?z$4R25!MnoKmgeZh{)%457%dp9(Y}gAtruXJan##4G}s< z7Dl0o2oCWV7L5m(r1tvq98}&{3|2?C#Tgh$+6Yl5t0qYo2KOwIM`C@Wh_q3l^K8Xc zf7)EhS+Y7bGe+_?H9=^p3yb2gTDB=Lwl+>RpPvrGoY_6;{#Ah)^S#M&hl!4E#ZH$s z7+l4cR%IP%8_VU)Pn8CPd8+byrIK9sX^CllI?2-L%N9O89;MLw_vQOKhyC{;-K1a6 z@9bU$7(^u#6^;Z&)?|s0x|B>LRveOF2);Uur#(VSEM`RHN?4%_fC4jPcUq*Z$;uZE zMBk17Zsrp?*@{s-Gsc!S?5uk($|?UTsdehz=w&%2j~ntgC{Ty#EizcRyNqdZ3%yH3 z%j}AfE)f($__bIgd|Tx9%-NlW;!2wX!5OPda%AqTr6oD2(Zm=037Df^ZMpDJ>}TIz zFd9HzZIFin%OslqlqL^x~tL%y`gy9y?#ZxJbXz&R8bb8nH!gCg(Do@8aPG)_E zM9Nr%2`T-@*x%zLT1adahc_*%)q|s}d30ZH0s`{d6oxfE-R$Q|Iv=3##ALq0;6K6eeCU6hqP+m z_%dU|!TfqWOrBx?U$I?ML&QT$VVbBPy}|HQmXwe&T6+&lYRJ4ahY4x=CH|{UH1s%@ zV3e5=D&+JZ5mjXT3qu4ZG#ksxFAOtig)B6^_l(+~);=R^^m;a#ledz6)5%;#t#2_v zT?`yyFh*YTC@n3yy>K3Mh2^^8K!+TaY>8o>eiH{dPquCcVTbkorb@$3xL?Gm{z?}; zcM`CGGRgd7kM*?4vC(mAEx?$z#oI4zNTzaR?Tn$Y*pgX;&z^DcBsoW`uw!|f>191f z-T}@+5I+Vyj4ej7vdYCI%Z)E1R}F&Zne8L<#MB}AZTF?}PEZ!4^CS<)!P#=?7KtJb zuQG-wr%5p!=V#DqE|s+uftmRB@AK57;jR;+*(51f`r#CObvI2>ZcC115{*ELhz@O>*(R;?0jn>Xe!@HKo0BY2toKM zFGR$|?HFs<4(RwArq&(s;{!9kJaX^dIS}2sBePWl4*3|IVHC=eBBQ%|=jDj67Q^_$ z@>kL*FOPYK=Y|kL8N_ena%)qlqY+?tnHZzODUC1+l+gtYaNrh2=Tk^uv{3pMS0aRc z8t~I{aJH+qBjQY6RgBlXZWS0?(jxXwZvp`VIX8~c4Lhlqqu%*3_S#!jeD{Nr`njo3 zYWv0U=5Z!M3_O1A3Vv;I{cv6{kbOZ#`!1>KZ3YT2mMq*76jS348;3N>xSA+z$qy6Z zqGJte&Ax80#_x+Frtqt&LJ^&;sq?^BzJQZW!|kaG-a#C0t7XD;- z-kdgLx00k&Nf+_yE4LR{4Ul9K7l|Kg%>jZpunLvF6`3TlkW(Nn2rZ0IL|aE!x$|tt zT9G1xsfFR$IKI)a{N89ovmshA#?Ldi+3ZjU-aiCiJ6THJ?P#kC6ApX)jeV(lJxzxS zZ9Hbu6JacN7p(&Wlkr#ZVK2Okko#ZM);Z}X8pf81_IPy2TReWD^ouoy9mzxkel01S zpKtM7CB{_%{v4G`eUts<`Zb5mJvx?SJzOo0u!LP$v3%k{(4PWbB!OOof*eW zLb@);Wx=#8X)cD*_rO8WR#_Rzu%Hm7TA8}s*)hVw0Z!wSi5GD)D=yKRYm7&G9ej%o zMNw2H=IEO|t%T49mv8!l13i#5HrQZuis8UFNptocA=Ds55K0vMA@d8|0eL0o^~&^2 zG9JY%2dR@3Lti9r2HNQr#m0aHI>Y_*{bwcsE;sj5fz^DU75_pLPuz zZ-560S4)cTgl3Ib$O?m8j$_Xuirwpngzp98Jy$VKZ3PRZW$d+~Bemc8zwMW$O&0kG zV_luSN)6hj8jFeSU)y3=Il>}(06 zmqztu71?km-#!NrgcN#!5^Io?nz}?!o#I$(2O-o@CukP<)mGp{xGpa$YD#ypw89mp zl?JUQWgkDI<$|!-jRqfJ=xH6!ef3PhTQ_aaW+?~aRoj}}e^<7<1X1~UE~R+6qRgB~ z9$UM2p-Xos)<#m)eOPHl;y6eC8!#&vi?l2l_O9q?Gm)5)H+S#UT#7kMbWD@Fsql#(msCMxoEEZ& zWCg`sP`C#{%%Z7(=0p^YE3D8;oWSkC*3IC;YGwdD7XT}Q+h%kp>H6O`;wibpkH8}Tf@8d(ZKkY0YAQ3t8`{?7W)bP zKZgU!=J;Am$8x#yM z(a0S=p_!9GEH~}9R0nrdO9cwub-%Ize023hy=>n8WIifie-2OqtBClHwn0e{8#EZV zI`GEedVs8Y0f77e)0W9V`ui73N3FYQUh935;^`|o4}zTd+OzN1=1F>3+59+TFCI1-3;QO zl(rUZE1{7!ef;}5vs1bIci~b2VRhv~1aFx9ojsO%Nwr^mr20|{OcK+W#U@%}$__Io zMt&>TzY@9eyC@XY5j47KoeD;0zL!kXsJ;|Z@oMpvr)z*x2=rN|U<6BIM97SL<>aAr zwhXiQQ*79z#h{@9x@S=1=-<08cq~EE52bXklzHO7|LrskLlF;cDc!sG-s4d}O}!#` zds6IA*Lvy%>@n0DWY4fgQ(Z3y&%-PKBgGI<4yb@_s;ZZIiyWaab^#$|k{JsxzrrPO zZ<)!Su{H1kNpWlwS$IF3FW1L2|n%b-S9;i*C~JAPPED;ze6W&KA`1Ip|Ctg z?XKBIc0vXWkI%I56P9t~T_6jci&ui*R+&m=MqKUm$JmomgwTu>*}6NmN;5G2`@W_S z$>!k6h~v9fKVt5fs`%(0jyK*}5cAE>os2k&)yFKqZsU?TStOPRO|-vRsHe2xuT_Nn zU^@cVV3GjH^nbPgI0C}Y?Veo57t2HP|{zL5%)P1p_$ef6D z6E8r!sC)ufMnll7K@nk8yPw$|+#|k?`M{xIaWI_)QOal-+0bwE^Gh_&I>!r06yQq= zNpah3b)yPJw@|_}2S+a8D;3hyDn4}?k!uF(C@zS?uzkJD6XuF4EoPAr z%3FVZm2m=jO+WlVnsdjYY3HT!sPD&*`TShpNVIxwyGrNHX-U8kUk=S>wXB50Au-44}|@M!%NGu{W$rL zUaXBH_;bFoKRA-Hf(hfak=NSxgxdqWPMfyK!bdWwPp-F-MURtrO7VGDG@g_oBLSzz zO`qKzbHTw+zWGPx7%W*07RKz6gcS`Xn4`Acuh={hr;bc^+ZxF%Y|bl`KQ-a&HXrna z6!q`Q?b!*7a23F=;Hz3$)zu)uSAKSbb0Q1AdS}3v;b%{*?h3KR&wpYr*VqSg^U~4o+ zR_*W4_0-R%6_LlolO6c9v5tQ3`^&AzvomO^e~Dx3#J@v_*ht%LGgl~k6pjvZ&8qM> z3E+oQGWZo4xu%+$V>3+S^eiff4rWR*>G4EvBTRh>al!z2o@#r3D-hmGgA9;rS3T~e zm$YQ@%mj}st2dWpWU(`Io~OGujcK?(S;O{N;WeKP`p4to`Ys5=tv$`4!Awf}7WthH+bD8gXRH+(J1+SygG^V+#!Z(_Q7Co16`fHo8d9S_pnF^sZzc(r($XdHRD zkm+ptJ=QA8A7DPtd0Fa}kHT{Ylp0Q*&J@xxo)J727IQkWO_Fi!j3M~uZY#Cya0Q$j z5Qsc$_S@`sJ@Ksde^FIJ{b)))UF0)vjwdjdNoxd0T6`U4h(3jnI~W<=VJ(qjeIV7J^Wnp&d!Xh87%~pB> z(kULkXW?~oq;s23=4?N3%EJ??rb?v7iu0lV))3CwkH=#X1d{U0A=xPjCK8e73}NCS z7P`Hd$)1-*DZO_4HYw;V@9p%1_g}0r6u=(TV$?*Aae%mITU|H)Z+=#3n7TFeZv2nf z(4%9j3#Oeun9}(F;B3b5c?6CeMFsk;N?>0zC)v(oYriV-a51rU1$9JzYlKt=yGbi+9t>ChspSaKOS-SaA`$vhM@G?8Isys4!+U#iJP81|&#OngPpxWU z(f$QCk6NugY#x?m;jmKjV(5YPr0amCy)oh$NuCC!?xX<@k-=XO(fy~U#@V>bktqbC zP^kF;i@^ewG)he>koP_A24NN3#p`&ka#KiTuMq_bx55|`pvi5Q@UH;3-ah+T8?8x2 zPuq8S4_~38w#-+nyVbHbo;Ui*kA?n0fE_TSPDQDoH6h>X&9WH@m&hl{Cr?tgadffi z=CER;v{P_yZ#cd;A=^EuC4CdCc(l}F=7vp^I1y7>I7rwnNAtpRMhmXV{lx4hKO&4n z{hwovU3M1J1wlBYlK9*W6d^|mN3LQbsx)@YK_D%7a(H*Bc7>^Z8M4A_HSP+~SA0C# zkYP~L2QSfe(ttl@#I|xVQ(^9ExNP7ZPIa>SY@-7wPw|XWT(kO`2VUzR{(p0>TuSU> z?TGimCLzW(ww#@b_F<29nGOfm@eIvs7Fs$x3?KTPu&+UGKV`%-x;(0usXCv6G^YluvplzCTd>pHamP;JX-%XC$#z))yq~=HC_%Y=0s$ZY>=jLWu*Frqvvpunj{HlQa zLoFYgk{8UFF-`h^est$bUY!||95PU}-^ABs5h6F#0JkC%=7O9q2<1;qc@ct^jlf#1 zS@~c21IlH*P81@!>|A!?!{v35890cV3CejDxZ*Oo-n#?c&(kcgH@OId%f@)sDrH1c>sg2FK5VvZrs{B^m<@Z>{A%Em z{j2)<<%iZW_uu$CDgP|#c7HPoRC{ZiD}U4mH{Vbf(FkS`SzjePt$zeIoNkM!;&ntK zc-_;r_%>?!t^~>~0i6`Z&%7l-F0GxjB`Ak21*BV3sK>*|5K8cm|KWmw+DJA%wGoH= zt%?n?5JZ@qyHVcBIr~$JkY1-&YCOSobhjD%Mj2gKZ;k_S7JoY|8nxagP(Z127SM>) zr=zn`Ujs?W*;ba4dU@=|&dlQk%JUDRye6+fu}~p??5{%7@(3T6g7rnwAY>I!6Gnuu z4E{SUkx!_YlUX$Uxg@X{b#346SZ| z&62EdJW)h*maKYwSxGhPWWRZBfk>Z(`^~JlDJuw#V@SnTlN1a zxZIrcRJFb>C&hq8%zGwdFE0-Hk>2=&jP;FcXZyq*K1p(-LV_a?a0!T|K|5m$1!U3b zdwsk~ZCs!0J`G(pX^QEi0^^AO@VM{FCsALzEsk2jMcK5MshjL-q>Vw8W=>Qm#C$>u zy{-0EfuUAmZM_*-3;qHLeR$c3L8O!5WD{bmU(AwkCEgpRONx>oj2~S>jLw&vXcb;- zH2gYSZip6}0+ugo)$HtwAvs=PvAP*^`0*^ZeE$RjV=|IqlS2vh?wq05uI+vBbM4Zx z{TW!y?{-*gyus$psTd}9neo9Zn>T`)Wgly7a8eX{f!h+F2al4(DK>ISk#P0ACOBEL z(=kc*3MiB5>3*4@d9K=g04A0s;8HN;+O*@%G8GQ^V?@&f4Cko&A@CscFW^36bK2L4 zmf3e0f9b*(y#Y(JkQ|)$=SDaBz11^3R*}g^No3fGh(GP4MR%F-K?u#K^`+tV)>GaP zFjjX*Ic-l3L0VZ~G=AY{H0KG0sqW)X_c6Myjw$DCw2L6AF63QecWj%&SU(4pm&6fw zaS5iAo)w{+x$T_3k&-u8Tyo0DIzlEW;s#iS0V z-QX}64_>YYn$&sXG>=_nbNq>3b|>(1)_axol+;wWF-9IU@Y#RRu6a3Jf3LI{c7{Um z)7O)bC-;FYq(5ZCr@Y6Y?A}2^NL1{{2?KjrN&oh&b7&EvRsm?tU6B#1pD}T5ThY?H zc+WQ31N+ny)z~S|?b-SZ`_U>&84F;$o8B;Z1jwE=6d6mltVh)-Z%x43qsVM2SNDzN zEoOCSR(Fp{i7Qc-R=O>CdEwNC z9A?1pSO^oA_aGt2KcsDrQr7RGK#y6Z;arzgQS&D*4FL-^G0ludna+)Bf`9$7c#o$k-N%`?mfjAYPjYT>88h~*(=1}x6WdlLl@i5 zfl`o7eDM>Q$f~Ki-rd8{_j=|9nNnRHHd9}j5Ms#EU8rL!(#P#mtRJu7IK-AE(={SR&j#gCIFI=BzR|;s%tln+89#rwsD9IbyPw;Z? zJUcIaz zNhsF-ca20?gqy6&(V1$M-vKn|FyZ=6vv^Y_J}AG`{9Y*~v=PWRE27))CkF)T_sUi+ z>Ao~3Uyvxq#qLszRE}8awR*7hNqzGUl=1D%NtXR$ z?D#zdr(S(k>~|D>DP7CwT4U})pw1Y%_x%jdN}UNY@MnV;dy!<4M~JF*@EPSa@9Q@E z))3C*!&`bPKTX$N0X=9k*cP*|Jrho^Kv+%D3_xm3Z?fUFtMxPg!GV@b7uVVl&eeYA z@K^C1MeyAdS6ir2JDek`m-EiO8Y?{)`gEK~yUqHbP2+jVL+r2gz?T|_&IV{GfuORF zlh%JGFihqQpDUE=EnlyDoV5I{sBdt(#ZEZfs@hGIavE2{^CT#6uFk1D-GR=b@3Ofe zW<70*MqF4jOp7Z4+iDCGnDqk|oP2KmwugvCWXptDmIp^q1bs6bp>F|Atgf4R@~J5YeDfY(@lw?#9?Ol!T&=(Kmor>7=p55 zbce{-n<%Qgv4DJPvL>%oZU^gQT?g)J{PWdUPlM&mHx|^_YyXg064*>X49Wf{;~EOE zFj63R+{DYoKsSRfrd>5Ot+tg%LR**hW=>uB<>QV1+^!x&y6$LyORnv6!3NgeY!eh% zTk$q|Y*PWAeQv4B^GWK$bqoRX@y+hzg!#NT5J|Y!tPpupVO6^Z^jo9eyT-HPi=2R1 zeesnsG^~B`}4bAO%=+*2} ziv)IApa#_)Za8r1nh(D2s3t|S-nNHT{@PC&eD^eQ6g;KrOo_L=LcO#X#F7i*onwF) zY0Pp#h~}ETHU1NwRKC=3W*i2kK(;msNj_;?tkGBD$9vDp|Ha07>R^MjxF+m#{@YZt zGgrMxX9JFXpH$!NzKvDejRsjdV!BeE=WC8wOSt+WO+m&RG~T8=VT6BV z>qzlM174IN2b9z}erG!~F2mQXaI;o9<5Y$iBn!(Vng|r1L;%d4kLB&N&Ha!l#!x7_ z1ociTmO-lhPO+<-B14t)2oDs$lyHL-xuU(BOort~cEH_LYpa%=!b{%fF^a^_>94b? z1A2#@GkP=j!BA*lr&t#-2v3B$4tEiWH&@tcdIlir!JK6+I7aDvKg*NU`b{2p&T2y! zYON|Grj*SgdTUUm3Qzr9CKhU9+!ZP8q)5&5+{68U$j`H;zSnML*lO-?xl5hR4>{3ALQ;$O!S_lHOPmw#n`v%gTq!TiMg|lBiu?4#+Rq%8qd{g zLZGcHHbPmp6gkU2*3vwEA9I7%eUS$dxYCY_8lK1@wPPrxEU^oFvuZ3(qA* zp=rs}YPNF!2q!6Cb`NTn*a3PeQPvQf%(>a;p2DbK^pmg?-!Zn^WtNYZk!c@0hK&oX z{;^CnoZ*I0;;pI~raiVDozM)4lsjUAXK2_JkjT-pU{fdvFF311h3u~bEL4Az27Aub z3@^-UgRr-n;&7UtZa<`X=F|JqTl2ld(1%Y`CE$m*&(iVn4%|jEuIGbbMP^vevzG%Y zSrS~0B^_U>la^HC1zU6zXb18<&}$V@oB^YZJBL_s5`Zg|C+s)=m8fCAfgJBv!5~&O zHHsO+UZ|i{Sk4fwv2|Oy?y* z1MfQ7c(6~wK&Rs22uo$K2I^Hdukx3lIvJ%AgmyqBeIn@N@_D4@w8=zf9)D{WOr~pZ zt$eVMPZF?dvcLlD{`cVK&Z|}T5^`404$FhOg0z{^`}1n~EtJ2>_c3N>K#+yXRz(8w z4)nmxDR8D}Q90^&O4|K<7(Xg>XjU`xtR^6GK?V?~$WYWd4VAp411q5ons-`9*bC%` zSMawjYc2Ei!tof$wr)FJPI-D3s-7mK&wZSQki)xeVuaHyfV{uFwp@fJj}3(?6Iuth zYGy3dy-QB>keIG2sGFMcTHQ(gNuHJzxON*uNfIA0AMeNK_6`?+()oFs|NW)9QG1V} z6w>b`O)>9_9^={F4EjIlJ7d3G?;bx4!EAW(*|ps5z8{ktUDVjn>f55t2|sJH;v;`&bv| zUR)RKvu`gPnlGmQ5!oDooKX%TJif~0?v#>7$44S~d8A;+J(#8y+VKc_-XCWb>#95g z)TzfLAVagB8$g4eJtJ%BN9*UWaZ(ld6d(%kXU885;g;6dJU4-auzEw_C1_U<_K87d zbJQocldo3CdTGpf)_a-Pnj230Mi#Qx74eriULUMMxsm>!j5sxN`;GDfXetFh*(n~p<{c?PYrT6Nvx7S50 zd)(DQpMz)~sS`cr;h0y3KO7DSHZRoTg+{lzE*tg%lXHFXOZNZ(3Jg~m|~j5boE`s@8`ov#e&1bexOR=7tqD?sY0;Nb8gDm-?ex4x5tPE`H>5&C=b@gQ%E}hgv}Gche|8gR13uxiRebMs zZYFuqXZ$$$y4O?(Bk?lNe2XaU(H{EJxkq=IDrOnH8dY!wVt!X- zI3KuhOw*W#-kcw)25bll?uwuEwgG#j4CVgwfL;39w7)|QgAFjzMFSLNrXvOK+=Y(L zg3?bZ!-i9|&Wb%XDb{uTMmb$6WFQ03@gM3r-{F_$zYAxcM=ESUV);=5V;Xe6EkJbyW;Wd zDo+usoUu)K2Mu)>Z^~X55#TtbSS!+u#KbU%vGu+-?KP|ho;Nr=!&UH9fS8H@)n_Vy>q$G-|~`tWdhcf_`oZBrWSrKfEO#E&3Hjwes~_Dx`;KPR}$SGL#!w3T|62qlG}!X>^X4w zr4Hvo;^*U}He5f>xr3j%eB1`t;xU@JmD?EUwBP&^q<00W2uqs%PoLswfO)TaMR`VB z?Xnz0{zB#`7&RL9NT$vj)X&Ba*9qbtJ>D*s*k1gFUw}0O#DGnzYZVc~^LfP-IKDd#x_K-F#NE4c5}(AEd`adb?$z8Bpg6s9 zbhM%!>l1A`D_caEkab>)=qOR2@VSb_IW(K|xJ)~=w67Syf}%vhnEPx~Ej2Walnq<+ zaZIysQ^qs{m9lRU$X!FAa-{F84B_Qx!YTBMZ&>^Ft}t0VPx|oOaJXlXh zm|Z{jZ3T!66tsYY5jakBz! z)Z9$=PnW`ldm)I|UntuQl#lo1glYpr;RB6Ph&_?HT{Xf8nMQOyIUX9hMh%vJ7F;x5 zEW~4sr;v3~5)V}hP;8x9lh!Gj+v3~&*(UVAc@ZyZhrX$VSp=jheq{L}wK;Ce+GfNS ztpU?=z1y>00EZPd2ZM627kn|>2U2vfKSS|_d&nG}ZumCEb`?Scx*<-BMnL97#-o1y z`|fmF;wwwcCe+JYZw*eflaOR;x}x)uLkNN#6_yihQuSzB(n7x&FgOL&YNFN?K2<|E4@bjIV3aT%<%X!;q-^BW4s;Ywm>=|Rjg%% zU;&VE&DzmBS7w0-oscA8{2E>=A{ok$K}syKp9B(Rtspq~nTa8LFXjX(g!;SudBH8V zahTWmkd8YbL}|KZ&=p;I?jMo5DQJeC6JZ2Bl78C6t^nhtOEO2ceyW{G_3z%V=o^fm z?46SG>pR$yL_v7g!ml>^3IX!UHPZQN|7)8)k%J5v31}`b^gfv@7h~0+jpXqRUt9mt z&NtU;dO_*4B{SW85;^jeOxp_tfwKZ#`=db z5<2aF3T?ZvWcB0K!28fXBf1X93ULPy}(--W~YinBJED$%b<&)r@RwCGZ2LDhul~K}M0* zfb(qf#~}hIJ$XsRidPWAyx(3XG1l37;5Nfv0k}nSv1NhJXW0zDFXd(bXXvZb7KH8< zi6jUc@Z*W*tS)LXG8E4Rq_sxn@{C;WyjSskv~jWlt$X>rmAvEJ=bNHL?SDJ#Rz1!@ zx-W{is9q_L>l+ZBc^lG#>vA2iGV;TQPWpSqWFKe6r!FJ9L#W`ORnKY7GcnW|A*$}J zQ($zFteDbi6U;E$|RN^xvl+cp9jf;vPc3kNx;GI*e*PqVy~vwNNgy70!dzvS*Y*tW2%8k0;zB|MD0qK)`wg_)AyU=`@HbdMQucZRrfNsM2TTk=^!4! z#?#Edl-cJyce+`n9ymL|ZOXx_5KDf2M6ezOXcSb&srR+vA(=xZ4?JdRi*9{JH8g*4 ziG>l5lz?-CAOr|=nc7+s||)apKYH8q79Z!2)o92lxruxDj%MhpRcD4dC(k3h+k1qsW#G$ztVpb)js zyNaBnPjju1er1Ao!}4^uVb|=6Q*4ZNmR-av>q@Fa91o$byT$iv@M`2Yd}z;Ii1@*d z5aLCIjG4H%Xy7WFr^#0CQz|(&_ORwKZOn)Zz|6kUN5^VMv0!&W6u%{RT6<&m7}zx{ z3A-I0VJj*ZT47RT3lSHj_lF}>90QPW?L#*E>xJdMl@j&>0>m;ae> zx^IO-sx8)APw)=hydtVJgQ3aV_D=~IcESz2aW^Gk zz{lNetkr;~SiSd`DPHdjkxVxSayfW&>cZ8Czkr+J31{fU14A35sA$CVZmFSbvh%yE zMb@Hb*0_AB3_-9<|7#Fjn=9S58Pr#WGUCUvtP;AisQxBT5vJ>uEk)##SKda;6)!;_ z((G^fo>YR)(N)P+Bs^A7Z%}RszH>CoJR>W2lA+N?MTz})ys7+)_JB+&4B4q!vizobIi)ia5|J2$Uc5C?;hJKcIV6sf@#rg z9E2k-p|-z2lTOP6!?ALR!mmO-|H-lwXorFHkXF;^6t1-U^X>_5zQ~>e2jhqQWiP)ht2)7kLpQH`=kzyHD_3Kk3`=|>@}(Gd4~8}?QcNux2;frC z=7J(MY8;nAu$D|W9;%3w2T@qJiBk;}*-ga%Upu+XGnOO%qzvWEE0fxz-hcF2m)oZ; z!}3G2=z-UK)Jk`|#yd(sq(LVG|cffLVxwo8;b4W8Y8v z`XwEM(Z)n|*)<;7!^tdmc$>#QudATEb`AH%$z_RM4`(R#-cj$a=9vBl{q&qcg_=TZ z%~D{ymluePXV9?s4*3VRtD=$TLCgnnd@owg>k|ND?i^NmDv3;+pFwnZ64^}?v;pC= zm}c-Pl@kLta|~_qGp#drgRdeV15eC%XGz%{e)0t}E>l;4G#;%k+Z})|hN+L?X!^g4 zT96Y69cTQ#8aR7ZCvD8mS2vX+*c&eyyn)LoW`hkK&*S!Kka!Ta>QNLGFOH)Z2`}Sc#g*dGC?JN z;UrWARBv0Yik|!<2HV*h%e?WZ*FN9H5PLPfYFf7ZIA&~y5^eYgWi}ZC&&bh>s3XFT zDY^!qHc{92jX0s3i}kY)AhP8F1o#YlCsILRo2e8r1t~S-{aP8deTmeLn&&EqS;s(n zGJ&zdzP&dsNuu3x_BdM^i5(T-VQl`!{@|0~8)AV8rHE##Gau5+gAEJrz%|Vw%~}%ZX{rnEy;$@H3B5Ep-aO=C{t?BGpr$v_;e!JoU8*GncO4nD4YtFz;GK7z^{|4U{5umkeK ztXAENCO% zAayIkrjoNX#_cLYx?lehzWInMzXyH`QOStCSv8GCT1I5xTW*iB>w9XZY{kNrJ#ye0 z!@L_hsCtq7SgYp6RJe8woQGw(FqbWt)+k||+4mZdUzyjLN#qF0iH;G`u)&#D;0(Fz zHNG<=DW+W~;>NVHj&xS6(mNKWB_S;7!6wf&tI4*KQ-tYa3UJOSE1;7#Q86W+GO4V? zxruOhzVO4Vg_O|`8bA&6DYM)kQq1IvAu8t7%All}&S}JBj)D1;-=-%G%2!9U z#vMEh8O}~`?eAe$W$g4XNHVXlC!fQ#+LDv33&40esQ{f@Ht+x8TH) zI^2%AVv{oI|M!ofR1Z&SmE%Lg^CFhCd!}d34~==i!$A!QcKrXk%h9Gl8glZ$W^%MG3K9>A{f7&Z#~^99oK`#@$)~@97%y*j(747AFhOwKSNd%h z%efmGOYl#WY{nv)k{i_4g3R7xRsS(o9n%HAn#lAa925n+3&qm68d2Dd=lyWS{) zym;eTtAL9r#PbncPZdylFqck#KV}yU;Gn0vTv=Qt6YusOx-;A=klEeas@eXU#fl{)!QPIulW$%wj&C9)(e`FH4VRfTGA!Q%QI}2xQ$yAugrQYmtUNJqz?Cl z-4z**p!dC#ONX~!n+nq~G@9!kfG*c#@o31DQ(3FEXE8tM4;?YZaWdOEZ*}6->zvK=%fQJ?3Sd0AzG(tZ{6G+TpA3Vc zTLur=HV(40kfzfzW*1QI^p&Qbts@u`u|4n|t*<1{L~(^o`z`c^nu2hE{qkw#diqf@ z%6fu|@KFHALZy2ACCasT%)%UPCWAT#qLqR5@JHoH_xzesFah&NCfVB6I0bT?m59H1 zJ;e$a#DnFEFm_G+=mZ zXdXE4H?8Kf?F)V@yT|AA@B2S2vVUA%5hD8}V*qc3;}>%3dO(70@r!O|Lug|`J%GeM zc@is?2US6wK0&t|`$aEtbpwsON&bzTnoSu`xhKaL(F|2)6l7;R#-mUivQp5}UuQkVp$7HS&97}NoQVpxn zhO?yd+bJ<4_wxxgI-j}X4>WK$%2kSkp$3jIt5P8kd8up|Q#Vn9?CfnRyBd{4uzPBj zT{lLFfv!8|GEM8{0+(R`b~oR=G*TNJ@)d@4NOI(=fNc!B<9>T{f+nWX-X5+K3uKcz zOq47!9OD-XjTB_SU1Lj#3$mXn^0KCq1i1=R0$3AthXrpE^i3Ymkv*fNL)v+hIIlWn zg;;8Ll39WzYOzzTq`EL~r(evLPYEF{WEP~!^HDnukKIEfXMEni|C8&Vaci*e^NS-o z{`1%Md#Cv@qirBf{y2{x)n|AnW3u2EUacPPe+SQinWSfs8wy$72jZ3nHP3!;k0Fxz zF*_!KYrq$ZDYqEEhI$kKXp7C%FhnELJQI3uNNHWgNu&1P#qKPt2I+?g z;_K9Fs0U6VL+FVC=hG2wty{cSHlP6gj?L}UT3 z1av5*$#UibZqV(Ln(zBg0;>ni*7dVh9epg4HV@-+Ml6mF8=#=Gez)g8x_=U<8Uo2m zo~Hn`FL+@t;4>a0;JLN?^i481)R&N}zoS@Y+*K<#?~le*AAJYekMnn}&p$2+4|a>N zANze=j_Akoi%SOpK|sF06B@%gzpiQmxtQ&I)hC?AeNsU4^rdW;_YhrR)435-xgdoE zy%9^;Vaun@(j$k1Ad-_y5&$ku)Pc_rJ^Re!qu=o}AgJ_3$#C7~?x?yrdE*N}Sn7ao4i-8D*ZdTN|TkhfuvHhN5Pn&SN| zc~lrZY%!w@i|ud2#DodhU;KC7aOuQ)JD(9X?!6~$Z$;tuPp7;|`izqg0Q5Y&e=^s? zdxal&&2SJF2wGv+*MX5wU;}8;y>rh{Go*el@*19p5xq*8<81jlypMytIBU>piN+`*bc-X1xZL6*O0EV>!6(m7P`XxczSTjng4z5wgd2IR`>^O zqq9pssa^6^IDp0!0k+S?*Zk)c0t(s{*R_B7&hhE_;WmFN2rv}7UrWwf3|xt8?m+sw zy+Ou~=Rrw12yTxSE}0EzL&R+j$7}~PNfSKsbvrdkyI6(fJejnKAAaU}si>3J3Zdj! z8P(J~B;nTC-pvV}*EE0k*y1c-DXC4G_* z0J+(D&j8VNHW#&5)X`}aoSg*@KF-#lHb(fs;3lOtL=zsKGAGqj)ubb*y>CP<#WZx* zt*W4PQ)`v-3VD3jd_ZB0t7AF%S&Pb9y&UTVMU+Q z@!mzt_Mz=AuoF;3Um=(f`i=SQ3ENTULSJ(ny#$q|!s%F_*6^owpT=&t>J`l(hq z5P`O|-C7qy?BY=ZD9A4HaPP!F95R|=o}3CA6qqR+lQU>OH?`Le%Hv{|SZ2*LLyX5- zo&l73Nk+-GgT*+)|Nrfi4DdEK_20iQ!DL5{*o`K|HSmzT()q)Jin*K)vGQd$Z5rTe zpvaJpZ8|tJ^e>W*#Cfe;$ROsL2C3tc$w`W@WIoa2QhCz598lBHfD$~WJ&SDyP{YxL zbpZnKgBNz@!XT_}jiQKQ{DXgnztDF~maCJow}F;!@x8)4Jybf?UwJ% z+6?nQW1795syu?~RQs^CGoJpSIlw+P1f~H6%$84Gkg#4S+^m?o#(r4VBKinXUXZQJ z^sG_7fE&wa&(ZUPJ0+h$N0gWqL5)`zgVuHFgE&m2?dg$roUE01--Ug)8$RdovU27a zWuu9Gb07_D7|Y>X`NGxo7b<;L{8!TvMH#L;~?Ay9VNIxCEZ8YQf=??>bS7y>Z}l2=MnzEE~# zjJ{LpM#&FA02Rgd65OvTC+cVQ0$d?VP_63x+)0PJKneUN@C6n~5neYFDvJ}a0<@#$ zgJVrdFGR;cpA$bf;P^N6_ixfpKSpq`gEUB`zFiHsrLt+cetUMG+<+kZ;TDxaL5-Qy z2aWKLUbzOSF}!AfXL;f>OU|H~rd&UvV~^{ZDsaNbh1G^5(HBr*?=6-F;3SVMD=>95 zIUN*-FGT)we1OOtY1Ay$7l4qmbI-pM(1eDR=7Qxa^yye+{PWRDC|RXT*Zdzj7d1NEk81oXOocgl!Y5Vor-bNr z%>N_#t&%i+;=YpPq~L*1=~;Eo*a=e(MJj$hCD9YXHtpa1l=?^0s_4Xw?BLr5)=FvU zdH%f5kOfZ7GL3rBo`ma5A%cXv%1C;!ht+5m1p8>~woXOVF~XdstqrqJq2?#cBg zN1zNB--YkSg&W>vi*0CH6oOt{JjS5dUnZ-w%VM3{+N` z-UFLsi~Ey}aETIYVpsDndZY!`V1WcxTQ%+xuXyDCb-0q(V$%2Fn=QG?o12Lb{Th2~ zf_&uln&a-Bi-p!ymseAbKJu-51{S8veFJv^A?jGx+jWX~o_VWrLd~w0@y3@WV!F3IT zdry&8#`kqLnp2Lj;>i_D^;2b@QqMS+TSvT-H8eG4qll8C9ZxgHIC5T>D)6nvLq|`F z$9x3c5qXnU`j2B^G!+Q`>3#9L~1e8n zC$soSk53i9I9Zts;qf~O!i_@nt&%yQy^{8ihi&j6bN$|x{&bKM$oONtEw|6kW}O<6 zKY{Oc{AFGI@oN?bD^QO9@t~Gj@=`h{=mRfTvaz?zR5VL)%EjzCSttU5C z^!8{A+7t?#r~Pr6&BGr3!)ploZ2an>@Bav$?@wH!4-?a;O%hQ5Fvv;jE$2O{5f)&a z-7+Y2HDOn5Xq+Axc29;OITl{Dm+v7^==`|!9?qMkkZrblM}}+w@`8PAW?)ai7{FkK z!37mW<|j>a#mY#@HhjzL<>O=J+F*u8T2cOcpLoJtyF1|?@#G4)hx~l(L-W@3+MD9` z{n(SfNMf5*v0ai6GA7L1cY~yQd~h8oH(<9yaJco(3uDyuOcuVK4xWYgDk5#_laiB4 zeR7mJZ=Wk4dLYaHUn1_jAp8>k_=5Lu>Py_`ea8Sn2K0c~tDF+cgCMd;2!a+Oo{^RE zZwv^!3A~o0yhbBu3qN)8Nat)^y%kb_qo4HA7-(1@^m@MsF%9V=!+cX-KhoO74^7v} z8&3e&aS|SEhjDlMF(_?E5kLu&9UXdp?m&I1&R5Xmrf>#br@<}`nQp=TyM4r-D*OBr zPRxFWGJR1RM1HK&;)|kSM!1lORFFo=;fqh^(7KKH3_2r>o$fVQ?;{#@`Um{=>cNEz z|5#At*}Cw*&qq>Q_Og6e>dXD%W8%;I`n63YR_vM|eC)WOQ~g%`Gyk3;4)sc|;gj}X zu_<3Ba}fR;Ff^vckRoMbF-_;2)fb%JNtDoS_6tPcDEHtPA{ZD}&OaU&RL>OmKSD1I(Z&6{z76ra%t2x9=eVxkSm2KmZQ7Qu{#?&?Xe3*)2i^8xh? z1!e;ZmF?K;)6QQG>5Qyl#>ddl_tEA?Go+gEd_8$Jb&)RJB@cek=Q1Dh=mI*?-HYSc zW|^hEraj6LEQPMj1cQFR=BGsQ`ZMFRDNQX_q~phOod;UXFaWm8*T%Wx`koKGLf^|! zn_et<()z3W$Y<73kPH+P@;b*z$6oeA*JGR}uJDRM1}HAw^5y{7Os)F`qO~_X>QP`| zP5*T4C9oK2X*JgvtJMXlW;UqQKkPd47PWa72rtU5y9DZtH{FKKS0^GNO|ysx+Bc)p zn&96D#V#g-IYS#@G+{WWvWw18X3!(F?#)Q-h{K+8iaqH^B^bxpAgSnBx-6xAG_kI0a>P{0mJ_d3RLna<^>m>rettHry zKRg_5vabvXk4yP?P`ftO9kXfXv3hA!7%>N<;t1{Y6#c;*SB4brMgyS~I;mPX6cg}l zI)bpqc(~d4E|@mG`x#rmmXsi&HO%5~}MaD__mcQwI8wAO4OX)^P4u!I3 zLEcPamW>pC)1s0+%$0Mrqk6n(fJRn5StZv3cEx>A3JFP&4ut~_FrXE8IdJ4TAR5!Y z1lUigglW`{^uyZH!a28G4xB!X723^er_4DB3y=K2Zj)pncSx8Qu~9a7F_=?&bdU0` zxjy07WR- zd2LSN_9Wm@nt0Zf{FuiUTXw--vG=VQon;KV)FjdTAelV;xZ`eIDLN)DdzKeIBaDa; zTnO+^U|mVFEM<=6ok0jCmpIRpU9&zG6ZPOtVjeOOhd+OzlhYs&#K-|4*66$gZ$ma8 zNBqC4kc~sIi5M)|ePO9SlaN#Q zgiiyLdBjGYeK05n`eF5>B80qFS`K42Fyk zmq>xICJu2ISEreom}tn{?W|nkENmJlHz2!0sSD^89Zmz!EfdA3Zm3fr+N5pu-l4T_ zNXfF{yjdm&J_3!zW92v_guU>3T4QQhXCe1VYhz{QT6yt%0j1YjsUB%^NX6fKpi0 z&L0Y}6ZXtm&gjR@_HgZgU1u?=_rt0R$~Z%b_XoD10)_3N%AScS_h|Y9oK`KBPW$`M z(<&?vY9Pa!HXKanCwP4kdmza4(zkb=|1A>>+DNX4@(@>F!K%#GrtXSz9B1~DXmci66RA197*eT}oT3zX zkN&Ys46h0)%`}IC!uR#|`v6h3r`kU$qXKRyH%Y01DR1UO?N!RbD832LBnQCD!Uc39 zC7S8l-_zpw=@z;{YltR^P#FFzq! z;wp#Y2(p_qE^ERZRf_Htt%A(LG?4kmO7@G6kmy}M6a!aQ`VnxxrO)4E1`wg>vG>Aq z#kpVZ@Qv@n$(ZgiV4<8`jceqBeAo!GEeb4N&_OhT1s?>32E26D zj@OIY^+-jy+*RF+6!ohY`?aa3?)CvJdVj}c^1tn!A~>@yde_!YW_myZhQ^Wv`x<$pm;+~L5$3Hl8`To60GN^=*5a_x z%Zo)K3oovPiChh<4z|8L#~HtXQ~889Kq`GCF-i&2ajh`MloK%_^=LpmO1RWCc|}K= z++&EGx;Ml%a$Y+pfH%6@V72)a?N^FH$f|U%Df?p~#QagnsH~{YY%VIWh9f0D0*sTa zD{lzExn`kk;!khklFKSaOK`m39>_39_NQd;>{qJBcU;89Zfo)GPZqG=KPUzXEZx$9 z_sL`~^xJ5n`{X(uR6}??49z+Lmj9`NvQ+vhAEy-?y0uy&o+>c zjZgN~D^KPW19`VwM))+f`i2c}Cj^7fwr0SMwvV|qD(|OzwzO13KE>~6{+J)_Pl$3j zV^h1me%aJr;YF^$Y!d~=lcL~8TgDdM0C`w89HWBJeVq{OZs0S7L7_#BOH*oE<)YUh zoRqf+f?`Ev98tgv55TH>e@C_!P`LGIWh*zprYp@1pT+x=rRT5@3zoq&Ojf`JGdaVl zHG8eyR3(*mGRq#NpuLwxJe!~ zfR6=F)NUj}ZG3O_SRx~)xFB?@+yes)g1u{%lALziPovo|VT@k+$0r-dRIdl4Z~gT^ z=1YRpm96)s)?ti5>3`+N0jwD=q)5}~YZ~5ewYBcX1hm4+C8}y0V0_o#dv`qTKlXHQ5`dARxnzl6(r-r?$TrNsF7}GxVu>7!ot9_A7>+c-4{OoYbRdPndHvf5*=g|Mk~xOqBiN9%9{@+eL_!GmNAV-^wc_h9z*~(r~9i%0a!@ap9L7}SXqhL<0yx8^`14IJ)!X!D%+u}i5t;=Kr?`VVv=iva*B=6(e zA-5h&v+k;`aN#WAgR9ts^sqRp+vWEcu+y+b28S(T9^Y>DdYktO%~?D~LKzz*51X@^ z;&&I%6T9*>t=;r|snA%SN9(tNY>NB>@Pkf0Ticp0|3deQ=}xLpHK|}$5pQA#Lota* zoRFjoefvO_5Cf7gmGwFf@&>i<1L!#YT5)bn<6M_W9w>O>6SW1^BvVr`in%!ptaj7x zA5}j5S@z1fMAFInL^B#+?!2EaLTJG zN4Bi%&X(Vaj#39P0*S}tsUjOpGsXkft&5v#&w!JBGF*nikT_|VxD*!%Mn6NMqL;B+8m0|a|1D(P#wU$1LN=1%Qa@$8W;Scdcx z(%TSGltRup5nvPOpUe!S?!0}!#*a)r0J~7m2DX5HD79TW#M1;KOQUez z(*$R@jQ;hf|C`vY{dD0BHF5c)00NT+lK_=x?)U59ziVODl{5+G^I{1ElYU3~TFYah z^+R13MH18F5L`QhXR;11+AOqN_O+(U9o^@?V|p-3-fDH!dBKBF)~AslP~cW0jHW%C zYZt}yoWy2?#qzfmf3W>p41k+m*R31Z7~zKIj-Sfu;~Kud&CIN;GnItYCw>;J;v(taMES>yPTPW`9v;!-)lFxnwJ zH-Z6z7fl3#Zl#oRCKLmnIY`XPN==S4-i?)Ggfeke>Z8E28FL(rbLRqiSebTY>xqrJ zaYzyvU8=CCLuIjwWV27fXtd>o6|b;pRLJ7g$Po%V7u^d+II1}Gnko;Jp+^;2F#jaG zYc4uFHlDp|%+dq;{)Ac_HW1@P)B&;J&`m9gA=+oWhOYw-h3Zb=6Kut&W0Ar!;A}jv z|NhKC^ReV4VPljY-z6>{CyVGTM|56Tz$=-S)}p8SdPR?4_v1N7p&6Kz(Z*-F^I%c) zSxgi#wiI)75Cuqj3n6`?K_Qv8T;YY_&EvYc>Ka*L2i|I|HW$J)u(}ZH9_Kp zYXZPZ^Gm`te#Qq#andzHDJw&>RFuFqAMQq_xsDe6Yb5E394NOX0qY(iwC+R3>mR(w zY1EtCOZP9QR6T*E@{gOsZIXG=f@_XZ>pT_ zTnw*cPz*uR?kAcG&}bw$st5;;dc8}0tf1y<0GkKegMUrEfNS))EO{?O%YFOxn5HdO zQwDCAi+$A<1;;cXpb3~ae@=0wbxB2#fA-2Jp-P%~BbLcM*sml#XLiN*?7KT2kq&u6 zBV>}}UP_Aw6}D9J;d={hd?v+m#`|!kX0YF_Gt%cM!~3#yu~7a7tS#F1OtV%VVrS5% z6~qVabrBGSzo?V-{64}w2}NJ+A~A+gPV=bLMo^MvWXxDqfez;@ew54<^xo1jiDqz3 zUbXaXi%YZvHBi?3bQ1t0uuhHfv8nY33fazAVp1}HsiE>m1iCE~x@3O$82m|nJ`R2Hf-j_1^@q&ktQP zp^O7{x)(mbVj<<#l4p}tL`IQCX&(4S-WFJ`hIx~rW3O45$|bTq?F%;nRb^N3*hO$! zU&O9ht=-E1ulfSwx*feV}~T-^QH+v`Ta_oK*Rx9`_2=R{^x<< zwmyj3DRQR!$=`;Zl|;|Zx>%ekV2lqK&FIkJ99GkZg2I&AOvpT?vEt8^%OjgAfIJpFDB zr*utHKue#m9<4JlzfpTTW#0G57klCes5lSUAB7r?n4(3IT?*(fU~vs?l_}vK&w{d@}V@DLH$@d02Mvf|P9X}m0zMuPAJoqFL9C?tqhYRo8LUMX)1!IJ~ zmXB{kV6aE(i+mD%6U*g{5S8ugo2H(02+9sb7O+0>TO~FEA*eK@WINZNQ=3>%g}BAL zAv=6jluDI-22Dt5|S#Ey$)#UPWm*NdJuXf6$ zzz+x+&oTj4Qq^SYDyNgXlG67>E#yZVm>sCpsPQtnbw7Vc2>!*$!f*a9aKS^6{)Wp2 zKoE$Rx00xy{DRHnSgnl7JUSGh6B1H-Z(v}zD;SprRV%dtgGj=}2z!#v<*?jC<^BuE z8}FJ{icZcfSvBY3CL_EN%kZw>EBXLE%`cn;=7=|Q^$$N9Beu!8Z$|_toRZUZ&)#Jl z^A{U`Yqy$GuU_)tVPV7{Z&% z(Bqd9v#>anj|JIl%@8q9_vK{AnN?yCYhWA~PW_b71nJKjiam`Vk*AM zE5jVQtW_>w6$QhtUB0S5rM|eW+tw;*wJvpUmQVr-)eixYN_I02WA+25by5I>Qsaz5 zAeEkZ=KV>q5)c(%fh<#~qqIHkh|+{Glh}Grxaa|HXVomO8%B-?IS+VYp{Avf!O1k^ z=`0>J)PgzJUh>YRw4^aPuTq`}DR$bcQ>qv#22YEvq(on!q(W|D3h)))V>fTt9D?#L z=d}W~F^&#v+Q56ihcvDpXq9fwXR1i#mMDHX;wjBrj#L13U^3r3-$vq+YLS0`_V}PM z!XG3V<1K~AvX@U5#cNp)Zt^v2dMHx`(0VcAhDM+1rqH}kZX$F$F`C1U=5#RTR&s`9 zVAUKvpwmty-7EdF_c$3VvzyZcnkwr6u#0@N#V*D}DLS?INTp9R+d00tg8nywctjP`2RVTII=zwXfyR(7B- z6EVtgMwtxyNl#VZ`P0jnu0;Ql5+k#_5?wqS>aD#A&=Om4#MkZQ^xtN=@XI2Bh1?D? zpKI}XCDr@}rJ<(y0{~eVI>qDr0JJ4}j#iJP+99EXLun6|8@80^shQK6dX(P~f;6=zDXp z(@>)QdfxUT?8-(Sh%&iOej}VW>ld8FCd-y=ghvg8+irMFF@+l9FI%`j*!T_j#JpKx zxWN;j$lTlFv0NXyz6$sNz^ma&?+Td+M`rLZQUS*nA$yKU<^1-!U z^OUo>%#)Wd zoqcxV%8J6BbrhYya7j#cU&wT4kdUo`!u^TFX#J^2_W5WWN9FLKWqbiMR@`xEWGVY! z1Nu;}b9|27Nt;f`B$VQFxDx6PsEq*pK>kY@F}S0$i-`=o4JMJ{Fsa3B&kOk^o$4CC zLDBU1*kjBM0j%0H1xjNhzsmE#c(lp|IVcN(Fdfc8n)&3^R4$JI+uB%9{ga_dQ;7{0 z_ihAUu))=zB9iuMhy%*tQCLfDFTrHSNy#7$X+dB;=cB}#NTc@3^E_*1A|(ItUQ4pS zmK1@f_t?^+4Y^LCe@Z$nEv$^_ljcMIPZn)JeboJ`lgNO~eLvGq8K_@N2gBevLOzex zG$KeE=L9-)P&7@*d%6!qmI%_i|kFY8xJR1S3El zl1$unDjtNVw}ZzqryX8h;Zunu`-TKG$!}%jvW=FRNXJ-El}90YcUccd<|f6SCabtv z?SDr2spSTcc1tf*^5Upyt11=uDGTPO)Mi@)uOsW0nayQ(YecC5&JncW;3i~G1(U(K zD*#!g@+AATl@wQc@T6-6ygWadcQX%2h#cOiJ^)cM%qn!yT@S{yCo@pmsvbt;t>vOt zwt~q8bXSlJU1@&%e3Fc~;&?9l`NE@9-&%c_%fM_y#^oDVg4Hy4naHRj(CD-OQ;Lf* zKVVs1>^jsbsqy2d)4`BnodV#wgVem+H1viiHI4Qa>4wTVd)dwzO%q9&Kqri0X{&r- zTB5UwYM@Ee7NF3Jw-!{-)w5gy3&N`y9>TdW65H&az#0i-iDk5Rp#5!OqMl63OW?_N zTSsQkWYv!9TZ~~)uBSYubIt1Bf&M#+x_OCuFqU}WJ|&{wf=YU=D%`15USYJ-0->00 z@4RS-Isj;zY=oG}jO~=v{j)M_2po)@EB<|#oD;BrxZ~@(!*4_-yMFGwKI7@qR!5Us zR*@?2{wga9igqW+Me+UXw~8jqhkp$+b9+* z^+7xC(r#TNp^tE9C7U4d0wPTSnK~r5*sqgEMx3RhquZ;5n$Ab<%R&z=z_%=hlwTyL z2)~*d3TL~?pP%L|1lO2mzvLC%c3t_r+C4}ei)OMua;b2M1Gk2ro0>d#EmT(~77+_z zftgO?z29$rB!?sQF*q{jhXAL=M_8wrils2N2@btUPQ~0uMdfIqek~S3;q$M!5#@Iy zIqWCPPHg7kVi|A5US;z@RI9T=eAk`}O?g0Y{})l)cC{%-IDsN+hZaZ!ZrWPC@0pS7 z8+MhN=2d>RK5(LvoK`St1$oIDG~660N_e_eE$#EGhA@DYxBc*Ckd?F!$~c-1HXJCRbvn?iwsgKXl4xeb z!gnus4#G+Au&lGQ24jtRjjU5+=8M~b#<>6M_hDlArmd2)qLli<{E`>*!hs7Q%cY)5{8DdZxBvmmx{PVy+sfmm8mDMtg@CijbRt?`Y1uSmb$%ZcP;(OS(H$F<14m8Zus4uy}~2hM5Kusvn(= z-rlOeae|go^1ojt$Lt;4-e9x;-`G~Po}%?;lXP8T0Vd}AA(dlY9fq^?=s9ieLUOm> z5nCI^RctMp8PC6nm~PlOO-ntimOK>#FuG#nq)zli(Fb=P#8HJtL<+O(mAX)U(rq+GnI)I?*Pl?V07)p9~Qh_ zDKA#SkMBUGOxj5$(kIus0^a; zwo+_g$Q*R^bxO@M)AoC8byQnLt&#ZMv)gy3?eRO!5<$e9n)?s`M!;is{nbf;upaQ* z$Dj-N9-k;zIny3#L)$ z`f5xq1S+VY-w=L9&@$pzXH~WSc-3XAeZ*DOi8Cxs3#SA=9L5?e<8EhFieH2AJm2L! zklI{K6q6F|D*%&*IYovKy(27BU)Mv}n1;D;La{+ox)lh%1_1*TdzRVzWg4fFk^m7d zX{vh24q}9yP$0BTqka-`t{l=DII2SEPYLvzhTPH?SAEdQ!Cs`$k1BNu{CeL6u@p-& zY8wZ`#kIU(jIiNzU&O{^|m=!UJcr zwMw&i;mg7TiURcg!jW%kfH$JCZ-*^dBs`%e6+q^d)PzyIAr{SYxyBO$M^OUw#3B5s z6?0T$B%B07tHi;dlH+uRD3x1ixnROh*H+q`EX~t2egpKB*O}5}eS%I!Ixx4bjr>Q#;uTzP?NUecr(0p&Mn0a%fe(?9(7Ayzy>bADIh1*DuNiiq|3|sOGu_(MA9N~nzW9{TWjhu$f>(>L~=o4_XQJw||`KM_17-sSsv^wvU=W0O=hS zxl57fsdrybLls3jM`3lf|Ge9LrBz;U@X~fW*lKsiPQkQMc9sgrS+em6Z@8_vYtdMq z4agFoEgIt47^bnZ#3T++X!`(K-F z^k31c?n8thcn(og&KV+(R#T}dh83%*BVWf$OBl8|-%_ z_c~X+80#EWM9bz<1%C>HS_6GSG>#;h>I;tI5gRVa?;_tfL`|FhX3~_ z>A~#>+|?xx*EUup&lOqKgKuWaRs1!JSra~=3nDSBx*W~OfV#(r`zV(y)J`;!YoHtB zc^%5+KtYoz>8PI{TuR5djOYBIYVb-)fO(8RiOa@WH%z#0`q!GU1SY8>h9XeODk%bb z>=GToPz}w_s(cy*vlE~=oBi7bdsn(yQ?=A=$@ONOEW6*1a+|X@jipa3&%#3(5nKMbA$);}~8O=w|C`eU%UWGW$t;^$G_` z1$!_a3{+zAhAa@W=W`ma9zoroR$bYOo5BYf3nY9 zG3Y2!chopS5!0(bgl=SGZvZx0p-d1n6#jS~%00P9LLjSt7>I=*iwl`1}G zHvJ5R7_|?69@D*-6WkXq4&+C@xTBLa3wubug>p||(` zsDRa9MbPYqz8S9EO2+2CwVb&wgX<{gRYWH0x7ypQ|blZtc3pj zV;|^X!7*HV{kM$PBDZc$q-5yGd|=&|_RFw~8C04ei$+ zhfnd)0Y=Tm`=Ykyl3S;4SP6;aEWstbB&T3cN;NpZg#;D5Gy;1`^)*zAZBpGoH(89X zDi21WANi)Wl|bNP<&cc9^BoHT6a9^tY9!A0-Ie;9LnSS%?k=+cLbHI+P_RJ!_4dFc z51>Gd%`cUuRA9$QuvTE|ItSl>tVg>yhrWU*K zEZCy;Np%K6@uQtUJ2x%Vk$+2&q8 z$@j3g1Q)#E@{tNe5@M!GpAo4J8*DxN-cD9^)Ms7Vp8aM6wxnMaYys7dWPGP*n-{vT z@EO#~qZVL>Tt6q2->OFqKHg3X5q!u_r`DUSsYZAbe#5x$cP?R#Mtx-HyIoQInZ0EJ zDo;$eX--;cxiH6hmP5cF=#%&Y#k?D3ZON&?b~__c(O}uakA0HY75{PD@}P!uW?ogU68X! zD-_kPhR7@)+^5}>_~b(kk=AFR+az^Tg^iruP|%DfTA{^<>W1+Jr=ginU$%R$l% z^ToC1z}*{ZXzJlBT!$==MGB6|cW%&#$I4QTk^VOk5^^l~hV>Zrb7dG-CS5T%>G!{I z5|mPqV?@N>YhbR|YQ3`=izN%hChRCUX#&5moqgaP61W?QJKt=kz(_UmWS}M;t8i3T zh;Jym69m$Z7{K}SF3b+MnzLhXLut;KTjP?bNyEu#%`H0{5orir^82I$td6{X$S{Fe z%@^joL1sy3oNyc0U)f#>r9FX<@!EkvdEI2V^-Ys%O=08fAM-+;Y;e-}Aa(cdyhEp` zf$oRbt)rF*Kqcf9V?4tKw;+_t8}w!xxgO`aV4_c!1LQbQEN7Go>gdMoDJ!h_Q!AbR7 zoy#|+Dk{Az&M|hAVwu0wLK04#M+ifdm@{X#N;2@nZ_*K{MJF<+zb-|7Gq7{6XDKRe zk@EooG-HB{t=hXQ2FYILfIr?GJ4O%fimCC+h;oCU)k*&4d=&f;y=HFd>I2eCxc&C1 zSHT}|u!oZ%sHUsKjJfz!0{W&C@n#izAVYthhX$DVW$*Ojo4V|>9_7mMncyuFP6BjK{9R$>6XGXn2dHc+xTdh#Ase+Bcv6R79 zYhlYRXsH==r+Z1ncmfR{0v4oAW1-qm6jj2bD0otZUzG&F$SbD}vfx0H+BPFcT?ZVl zK$X^<02G*>+kHG$4w{;eY|V%HhTiwW#@n3mq)((*Zt(6|UU&_FcIE~+h-cuMh_Ru7Y81D0$J74(aBRc33z8{}jCok26-zS6P^{8vkywTX zV?jP&-Y%MKQ^8wG+$|?T(Fh3c!d-OM*Iz7hMPH|Owe3@DPxuO&*nFU28W7F*lvYv8 zK{i7dDo*uQfr*i-#@+y8L~D^U=m6uJdpVrCM{1pmlU?lE%EYBH$_Ob~Nl@EJl0nln zQgX+1C5Y+~=q$MpCqA~%7v#QgWuH{tb{JRzAf@=me$%_g-)aHb$y97fv-4sp?aw?) zyag`PAv!8NLV)m$(2ZKY`1*PY8R*}E%YN_v0A6xro4%S`yfP48cxrB=43xXa<$RYh zZffx!819Bls)NQ#6u+Pz$eI8sqvgOR()FF=AHpuB#XS1Ohw-ofe5_Uo?F1C`ON z6A8BQB*Oa>n5jr!d)mTu@dDg7jne3w4a$m~uhdDuWkve!`UCjFMn5@EjY(p8IT2NkpBAYQVg21*Kjh z@xLEZxDiEvs|>_IW>^c^jNr;@00jE9S^X?$f4-{J(kKZKxe62J^;e)3IcAg{^kDX% z1t^cZJPrDcMe_;cPdBu^ymRU1XCrt&%l9*>RpA`U?#Gm`l#)OS*L`}}%hO<;bBqmh zz-@b1*;4Fr=(})_D}nCTboQW^tY#U#ybo^MI1unjfPK5XVA&oFshbZts2UFJOcu4| zI(K%S5d2%2g%bZF#cLvSNtXWL?2^flnTf}(ewcFtdMs#vOog*6Xfqv2;rHhSZ@k{J z4PJ;G-mc1c@rSDDHc!st^?wBoB9~b9zBI9?o#!p?#29R<$14hLj`Q~Gp=2u$|5m4w zBu!%UYKAQo-2OGQw5(o9vr%Ur$H1`&Php)cBxJ z*xu;$KO66I6e_D}{iYeg(_CLz@n?zZ{9_Ds*G>5l`C5Ia;5 z($Fy1)(BY+t8J_1p5}FTTm#OQ0i+KeI~JF5SAkh`aP7@%TKhSSEMWC_Od%NWwG3~Vx_Cn99vcrWl9oqb~^v`Arz0L zWgS`XdHhjGRZkqjzPa@fwZQG^T_b{Q94?k>7vh!_jNOv2v7X=jnMXbI;~>uIL+;KU z8Wg?#qval*6o%S=2=%GAn0oKCP@4+$Q#Nn=4_iCSh=+}9SNz1QF4qFb``rb2Rbb4E z^O{SZ=G^zuJNC)K-22l7+I1y2yZPUL;>Ln1)v2H`nBt&Q#^84ShiG`1q+n=|Mg336 z<){JFxtjgLxq(HH0|Dy!5_HV@2-(V2WyGGt=uuc;fda0%T!NVAAnZK#B?ruNN#4Ta zYRg8v1b+yz(Sp7)2^?mo$0bJ+C(S$~#^{f4n5< z%5G7YYSw_n-yIUnF)Nl1-*pOEVXw~<{h^0k7Q?BBb*8+c3yA*sy0a* z(HCY3w!i#6LkWUv#0IS)jVm79#o%|yz(|(oFCrQ7$L5JSNuXIKC~$BXG*aD90e7+2 z%d~fP<8pepZI0)9ruY)SY=G3a-WQ^W)$#O?V$mv)3_VG#31%M*H@}D=gBs~(Z z=TDEaKwgO^a~Bgn0cky6uY8r%(hrC66ZmJm?Z$-~_uwei3F}>2Z9W3oc-0}wH9wGY z;`%_}w#Xg}rq;<|VxrtoACud@p_~{0V66=^|rvD#zx^^M=Ao z3;uwN3|we=DxZ<0ZOSmUu%wO?oV7PG9RHBV`wf#&eE>?SArBJs#%<0MvyMH)E)!)I zvb^_;=BBmpAMq7HSwwn^-{9Hl`Y=gS*@{ z2sD~>E@B!@{BF;*9omVwt$&Kh1!&Sb8Xne#m@t8xg9QWJ!#1D|2x#!OCO-DM>VjlL|7@)*P$2-c3uaVxCEnBC_sX@~4q7G+HjqyS+}$)TC{EE>89QoH_R zOae&An##W-hb4eps3Npz{nUBr)9}xsfWQcsJq##|@NaI?7{>Zx#1{+0U{k}OZ5NzE zIrvjK(h{j!&s3&a^j?9Nzs7Ygab?6|B72pIcBOd4eu1@edFQI9CQPAr{N+$~x4+}Q z-kfns3`}{=n6(#rM<{If4^v%Wvo(x1xEX1c3by-7vR`W|brwLn9iwkC!|Febk}?iN zL3j9nhsDFS)pXMC*gINRAMN#&C&G+!EcQ#B0i)xOYZ@hpwjGVy>AAlJ5fvVvO*@zd zRI(#hgxbX&lZi-=fhNp+8^oW};BLw@)PJv2=a}8O@Nmh~gFW3)pZl#(!w<_C_RgZg z`M?~%&Kp8ox85@LX&ql%;=NIM1Rd4tAeKm4uO$bjU!jgCH?kPa5Z8IG*+^lD_J zLF%XN52t;fKDd-9fkkN|YY(lC0>_x*vF_&s9x~p|AI<6BOY7=H5L3Ogh5ui)cJ#C| z7IwVH;CcHXMko}m8 zX3a4l%9|U}H+$MrW8;rgX-E&}+)|MTxO{NVGK3QH6!DRh(Kq+S4S&M!O}cDrMY|RS zz<^c?Ne7&kaK*BQiT?pJ(zn?t1dgbEmqd|(YcZw4+ZFsy6_tO7(oT1a*m-R_L8nHM zWY?np)ZrNM2!fe7@L0pZp?a@hk;^Fjv5}%fg>i z9}c2W;+aPOt`POKA|u`gZ>eIKE+U`I4}IxraVcm&o{ROkae#Ns;TWiA9t=Ay2g=wu zhj8=Lz8uYc?t%V^aFuz+(3HHaD z9AvrGe_GJKN>q&AJ4__SOa41Jvb}wSs(P^EZM7Y>&X(uU`PwA=0!eys*O3f;?CIMu z*LF353W6bg;O9O{Dn)Ivz4xcSHZ<&m1~Fku-Ozp}=en}?LLBZY?mXm=Z3&3}kB16h z{DTM)rhJC1D2!4s285J+!9CiCuHZ2yjAH=SS;E@z%32tP|H(hZyH4L0@swczQ}H5) zCb;T?R_j!O#88XB?F4QQ3XN7>3!wP_X6^Q+pmqfC0u9)|?2`8Mk0dNxJ^J_at`gxm z=}?m8K#3}Em0888`_dn7jZa2@<;*GL9qPA+Ff1jv5=Vem>Or`pIbPetz5{%v#I#;% zOwg2ubAg;B34PT{+)CHe@C)sja&>Psa{Sjgd_aYxz=g}BOAVc`urUMpYoiAvm!WRg zkYSHx6PB~a&_M15MXH?mFJXTfK5U`eRS>$S8Z@vd8FLU7CkC$tZ5urvyl?gZI zA7SrbtgQ2wn;Q%o^kchvLwm3TPX}LwqO{i@S z@PJURIrC?63nnmcU&O zku7~RTOl=#7M$1@`H|6)6!j2Vx%7cpOU;mWoK+OHd6xa<^SBV1Ej5rcNr@m$cag2< z{C%GyV2gydfq2W=8nN;m?gsw6&{Nf8hJbhP8fXduDQzwn{@{6c<#yrAK*^Zj--(z7%t)5ST% zH3VRC#I6=f;vjx+AuBw~xlP8Hj8jw@4o`mB;J7e@|S-;9_8_bJP~ z=-ujILI4LS-~SsbqhH=u9F9!DZ>##JK5<}9@vcVH1v9^AfWI;+HJ%*nD0V37L7Z*~$9@{SYj z!IRZz5oRgTBzZ{-Ir#S*F{$b%YvOtpp>p~f&*5t4s>pE$$W%{rd@DrRW0v;)7qO5-;6W z8nU>~mFaC`-s70_$KzJt`u3+Pv#PRcBi6Hr5`~`V|CTfGDrzNr1B(eP)E&S2m1Mn^Wo-&swh-0XuVk(@}OCrZm(H`R+VfKmCXKZGlAw2NaC)Efg38Jj6itFmR@ zZUdleLCT21!vAXe)47G2#lND#w^~4wf+0^9^dvpDzH&q^NQX||d6UaiIJWfDa@5e2 z^vKGF4g9pgTFeM4GU?C+zGcriY#&QQPT3#-d$X}S4?IV4;$GhX&BIYKi@mW)aoT8p zL>+ovvE66aiKlRVUciH4Cstv_U&sbnh4*lBD;kfU;6Z>3XUnKSb23r8IHzMu4jY%3 z%_(IyU&^}Qpi*Z+!Q62uB(0LrW3}@7($h`li}n$}*L8k=Xc}_jCh>SBAQM=|he)1B z)o`EPm0TS?cVxCb=-!T|zt6_+sU)9u`1o61ql4FFWhgv2J7dK_9RsGKJ%a&Cv68zrd&E(V+iqShc1j{Yz+c9 zTFRA?DW&Qy)s$mq>IV;IXaWaZu!=OjxI-0JzJhxd9hgMHB^E# zurLfN^qH~Zw6UakJgQ^YfW@&&wjZsowu_+LYLXZn;vo40&Ns`T(I@!vXhN|i zPQ>GWcW<{zEwh(CX<6w{)v)e+&KNL{_GCYLLE#0TSk{mVCy9Ch%Dh7DS5>=;dJV?UGm`8~!&5UK@0eBZ-!H3T?{>ht>>xgA@&g!*{8 zq5~q7#`|+%VAM$1xGYj`Tz)EreC7;xd`0ULI?}b-%u+#45A7Mov{8i1U4u8WmyK)} z*lj3f#vK%%e-+=oZ?o($%mNTaP%r2b32DMOngc)x+Do-bRu$L;qJs3|ouo&E<^nLf zI~Yr0!F*I0e;D!_-k~CRCgTF3tznYl<_RwrMMBVTyagJE3m4tjc4iu?s_L1h6 z_lr$0;e9ldtSy>RNxkq6n{q2tppp}qAr6PPZ{(=MwGJgqW>=#;^okD-y+Zr%#xORJ zBSx|ID0&J5$PYFmvLA=>Rv?GRX(|(t3#e!N4*ZYE<0guoy zUtkr!l+f42023_|87g#VE^Zu4r;(>i@;Wk_g&``)7r48d5LR--)XZyAQq3^Vy2U}E zQ2&mSig2)$Jc#6vc|>&M0GJbbhZFx=P^G15?SKj>d*d|>?@c|T@IqiyD!2!hJC`q| zi3^WobAbi` z1>n7dasSWSxfPpB*#l?8bUacIrL+@wLJEtLlI@`KJyO#k$f!ekypr>VwWSJc(`*ci zLeC1W%x<>wtmOJr9kl(DGi*+!XL^bAF@uqJrW_lFWlHLwA z_0W5Zjn9%74AeiHEx_346nikg87ab2An{vd%KX_Qd0VzwMx~0p>E$0O$Zw)lxlSJ< z0ZO9|yg%3R0<^~n(b@CEMx8;O8;AXt>oqDAHNOPUV!rE>Mz5n9eclx4M|!q^yq4bt zFZQHjwnHCI&kO28Fzs&#T+N5pIZqnIs6tKHyn z{3pfU(R%s<78zV&afI;OI?EvY9NyZDQ_W1ll4@{x!uu@e`r2*uh~pAsB95m-rQSfr&DmtNqCFZJ&El7ZOVv}`z)s*J=kZflJ{Ys zH%RGY_Z{wJOKT2&^%5IXixuUmo>CECbmSiF=HvZ4bRQo-W5$p7SXN`*{(JrC1}tGH z$&ldjgXB0mHvsTjQ|1LOaJMZb&cNe+Y2QV6C|^;Fu`>UxTCr_=+G$ub|K#4%lQt_$xJZnlzY1+en4aF5t{#Qq8~|1Jp&tm8#cY(;KznP z6Suz}ZcByaQL&&|F@8$F#+|VaIY7chP_QrtFxRkhN)-@5aL`B9t|j$&@Kecutj9XU zl#`Be8_5p;AdA+FfXJRF!Qi(^R_O6^zp7vKUCl9BNq(hEjTWh*Yb5MUXyHS$y?k6R$uI|K}4I3qC1Ie*{7NsH!#45Js&9DJD5*XP!M zkGTW4xvid{wVyOPbCAxAJiv8XsMFKxiC>^!Uo94yq%H%1dDU&gQLqg4@c!68(8>jv0lpnfL(XK!f6$hLazyJ?5)p&p#kbDk)ULJ*UqQ`?CA zbM6mDyUKKcOr{=ZVi%03kj7Pt*FQCqSp;IjQAbazK<)M`!Z#_9$s+Go=qDrWkyXw* zaXCuIX{s#hB3`@Ff2}`MzLh(COB>-VzLrreNu9EyhcCng*yI8Xu^a1{(<+}8?)Tzf z<40BrYWfV}RSt6BYJ}cr3>TDjaikMiSm)9t!C=HL`Y?+Cb@#-MtpsX+Ee?|2FGVKYDhXXgvTi6#S`i zI+W@mXr>#a$e?W|Nx22*WzcU6odvP>J`)~T{`#>9tstX62M0?c@NsLm>*P!k`3DJl zm^dZRiza(~Wy0vu0fm@m`FVyNkEX7&I-m_SjG*H#_vHD7nVk3D#hsCy^UHnr$!JW( zoDZIxRZ4V-c-U&g6HK-j-^*yb zs9f^WL7ede-pyg!I_3u7Bl&h)rXO8(R5>+b5oa%R+r@C05etmfnbFlp(EJSRa|)k3 z>ixOBAcX+gKQ^nkO+rD!TiL0$meVvYbioS+iLwNj3sDubSi3w>C-ybjqt&2?oi5;RXIpJ5jFXf2bo3)+!ux^)hd$Y8ADHy1R*di5g&U+UFnFN+&v5BC81 z3WUawGv5}%`T~f0@RCwXeC3h1c%-+*&1tQ1Q?sNLz`# z-_&A<#E+(;WNGWOPoxbkPVWqTg-L{k2Iww^w>*Q9wYM7lwp01Z=CW<{=$qnINTbi7 zr3~HPKUq!YAm)%eH`SMd7Q9EG*9u*X-XAL8LULO@mMG#}@TIwbaUQc2^>H`VGgAXhuvRrpI~ zJZ$L-p%Mv_6vwyLMREBJV#F{6K>fT#;}Q7t+oyMO`0!G6stS;_Jh2vr9UkAset4lQ zFgd*@2Ow$Hg=K4kN;XFawTt@lj~{J%Y0*69gQQt(NN)Ceo%+e5WPRAgB!YZP}=9iB;ubeGA#H|n3Y*LOw_&K2?EHX|269l#Sh*`>VW z9$xtC)~{LClr~hVYiu5dB>=E5hRG)Y`_+lVGc{ilTE5-X$FYq5RmJ?@{VCb_O2-$ARUyJ0j4--| z8p1k^uhy?2pjVJPn>SMbdMk4x$eRRHrLPo2;F%Y*E+;8cX_4UGiRcV%O%7`bCb;%} zav~Li(hO&R4y)+@TFF1j?U1s1)oD@mPZ@fUImJ^J9bnDyxj+HP3>X(WB?fSd0D$l! zCXCgjENc_r$_t6RhR5wp`=q_W#Xi9!9F5^6f+euA-;v@{op4y+?OF^R(c{mlsuskc zz07ZzH-;vMZ=F_}YHp^5G8pH4O+aR2kLeoepgo5~4LAu^$!oYJM~wB2pNcL0C1wdV&n$b0Zan4n z%LySQd9wDtHk`)A+P^=7BVo2leVEyh?aiVF*Z-o%6|`dT+jbbgz!AXpAGZ~xPvyD& z&1rHe!o2uM*kp~oMoTkQa!dAnJO|b~BnM;@Uz~*Nnz^adms`1n=kK-HWMTF0kF&7l zBIoN!qWo@S3Mbx;i$YR7=uc+)%bt>RP$Z-aA?|?I0*y28ZJ8JyhDQNH&@A`29XNgd z*A+C{lK!^ZQr@N1{Ex^mQ-#mzrd1EBd@Mz4eP0}TCo%!@)@>l4ED~*dYw^$_(*^`a zyZ;__B#w_Y%o}M0ksAl~+zG^zg8ERSCTL{by2O)^Ym(l33=Ec7&*R~ceQz>UgX}27uX!6?jrH9w5g%DR(fU+Hi$6Q zLjYt|3k1}6Hv=v)C|v!D8~YPQS^yS}nw|1sC0=2PoPQ60M}X{;6oH}xE<+EN3Ffhk zTd*R#|6Bf|tQuWf17AT3{G_OeiVAA5)}nM^TX80b<02|{ z5Z-+UYK&0g`J)rDQpQg@k{hDVd#VUW6o zTM~Y<2F||`av)u__y#~%wloU;lsMPqzcv`_P?54epg?`<305o@G(c_8G1mBqxLER}@R+c`l5={9OR)-1%zIv`}p{)ceCZ zPGHQd>OripbAuF81mVg4-m6cTFSSxCUo#m-L?qt1_dg^{waN^jEV+i!l|dhTyJRZ4 zq)Qzr$r&fu_T4Z>4+6;4^D67cI(4lOou=#lhDRl??^)JA*!dT5`h1WdK_0>jipKgB zDyJ?!Tv()3n7^%(zKKFwLvZ0H+<*T8|2+m^q9(a{G~r;*m4?O)W)T8p>S=|63#^6E zLp%bY`i>LCc57XB7Zv}Dd`g(6VORr^UcVl=OFC8P`@-lISD094p1;#(%_B zkFQ%kutXi~Nu*p(JGmLGppSnxsBs3S^cX)ZS=JZr-Z(C5`$F#&G;Cx({CK9}SZhH8 zTKW;>EdP9h<|Gc(Rx&*<7_=5`#KQVBQh6||yZmntI92M*0Tt+8nkf3A>Rv$4jQJ;% zfB1Ll+zf3UEo%MF9G~#&5wfcSJ`$^AO9AEX7~HDXfP6g@?&Ax-F3oW*g92zEu9xIl zw%tuPX7GO(6v4=?6PS97N0OMid>k|Uo0Db}j-&c)wm=s{1`_Pip`|*(i@hrgQhK6} z(+4S6H)Xb_1@Su#!x6dFm0D_Hhs3=DM#&TJ$k00kxu+qR-)Yd2?yey5Ss;Mx*}fiu z_2cYhr1PdE4QjL;eVk0kj*XkHHt_BsR*ZiP(S#rvGUv@j&0!R4fgquTKV z%glrTdw4OG)oBe#o?Z&I?32OGCk%dFiD65>7w};Das=DydffPO1B~Fg)ZQ_S@HA+? z7rnHcA*3eYP)SBtcSJJUWut{JeCAm+Jp<^i%xBhGu-pM^wd8_oA|vj;*QS1C7=SXm zmj4XcLOafPcT0vm(+Z$=1w6C&E0fWWP_W-@CY;a`B*y{ZI`@GL;)+I9LNx3s25eW? z;S>n90BdCfCkwZhd_$3S$<%PEl#RIk_u6G3xGtTi=#@EMz?59wP3KQZI-uU0pPSKs ztQSgAGZm6Q;LpybloAFb^TZLbjeHI!QQ@kE?B$bP;9v8CDeBjruN*JQ0Lz1-8&x-I zwwaD@YG&j+)e|q7DTZR^iNg_q{$SG$8G4CfFjJXYca~ z2AEm(;T9*EfFIT%g7EAOWQkAV9Qb&zTYWbOXq{&f35KCutISw~BYI;=Kx1q9jUwA; zEbJL{VMS1)kYPO3KVDL;v~;nAG37$y1&DBjGu|wpaBJnUanBH)5&O-6aA-8k2`2IK@WkF9WmjrP#7m*Ta2c-Q3|AK|% zG`Lf};G%UcXYE4Zr}5adyOu(yJLav;kgK~OH_|R`VmtIs{*;eu1BGdd;q_<74B+pY z(`me|rF*e(HZ-xBcT!YYJ*ozp2E$ve2>R#%0kjkMWMY9l*Xi|`ZJB|Xp zPymu>J>Br-?=1igAXQMzb0j@(T}8nCqxj3_Pj1wS|FJy+a^NdGX}6ZKd$bnin0&$e zUl{guQOWq^CeG`j5Se`84+d6qFKszp=3p!uPpi%IiB?blg;ayl!F4?`rtSd+Vw;hfzd+=H#(e z!a@Z~Bc#{L11|(MPMPKYsoZbTbwqU&fp+jasX4N7<#k?S z4b|Qm(lFfQrQ%Z>;AimOKleZ3MdZ8`yXh`2 zA5QeK@uy5Y7G`z2Q9o%Z%%4vzG24=@f~!WgykkL}HOYROaTk|^8`^(4$q0n+6inc`Q zd-86GZn#k=*z`@CDg#b^|08Szol=fOLx!g%kGxd3hRivSQSJ?xLak#5;&OadB`~+P z0WDOhiO?2-%k09V2nkMs)NS#=J#4DOYoP~hGZqGd^{erK-`*YA9JQ+jzLDmdIAmR}m)bb8Md{+5 zV3;zCX%$JotTn^yWu|iGkki9_!iXb7Ro@B$8=5ld!0FW}@k+tW=W`RvPBuL=5#mpQ zPi_Ux{@nIugc@lFsi}>YQhl=p`eaJA>@U-Zz1J`y|CbchKMCGZ)XI(QGTwu`V(kfW zP66Qunih&mNBOIS{Kf~0EFclL+_ZVA9T>)QhVIVM$fC5GOv;=wPhZpR7hAr`Ra>(z zXqh)-YE+VSK;!jGyY4F)l0O)8fit&X40qQ))&2YNe=&Kc(Kt7&MFW)GbvgDrmW_1o zIu|1q_2`io=`3^ld^k~{eJ_9 zI|ZKbBd;{WO*{g8LeHQu1vaE6^I=#o@Nxia|aG4(L@tjqrCkTHZ` zAw1wX=usAEJl#+8(h2&cFS$^#dy)FW!-}yf;OTre=Mqz-AN?uD6J=`SJ-%P$Z;_D7 z__K_k1CmsssqU3?%FAOU#Yu&;>-NT{`PdM9sg~2-%%yUXM2qn``lRqmi?w`6>~%nF zLavUCcGtYvllL+8Cg|S2gc`(@K(-wM32rFDmj^%=>3hX>i{3^`E+oQ`h;^4&q|Y)* zK(9RxA{5DA$SUe}YjB7EW}-SAJxs#XHWK6mTO=b!p;jw(ei))94|^#mzQ7peO-2za z$L}dVwB_zly5z?jOa+4DG&Pf;oKn80Im8X2xx>NN!o0Lh$wVMXK@pD!V6_UU(bhUf zpUgDU-yP$4-ERU)j2f+oPQ~$yuz#~fqQ8)FUWSLK^r@1Y-pLa8Y+Dt+#vac2o#f1N ztZ#pYwhJ2J8`kMhMK`U9se~ohUpu3Exyv+^@9BOYrFYu)=2J&Fr%i!1BK-|Yj`=8$m_&|2 zQG)8=!8Gu_x*GRi*&hLpOBKRDL{BnSsdeeV7|VuTZtm~xyVEk;QyZndoAUJ{-NYGJ z2ZKz{m*buj*Jd|t0xDz?Y%B>#CF5`{zAR#kDm5?jdCrrE?fzBKx^mamHYi0DJUj+$ z0g%@yL~}Rl$Ng@@h2VzxX~_<74$pXIXUrKVPY?%^qftQfWxv4a!ZIwaq^QFC*CSlS(0Ka4hi@F(% zMRXn*GV41Nv_RHt;Z!sX0@_f7seJQ@O>ZLuc7A+ptfqBIeE?fgLx5J_jwgB>fgNrR z6pBJKKQ8H{M&K>4?q&A~wJL*3%XREcVDpk6p8H;!a`9v4v`-tebTrxixcM(3PC$5EL`6=^?C7B?nFOAG|6+m*UD!; z)l`rgGT)1(qDWHcOG}1NwYmP$l!%bHMr?UF748A7o7~nBSD-9HSX}CR_I)kBNhiPH zgZ-G48*L5DScsHjUl5ScN1=w7>(Ta|pZ?%t1UbL{!*=y{B*4~ajCYfeSJhmcAw7ly zArEV~k@QI#)!^oUp;|opA_XPuLM4)jI&|%5+1UMGA=P=*nzRLs;FKa9%)|SgJ~|EN{QJMOoJ%DmnzUML+!3ZMR-eAwS3hy&Cirwz7}&}G z{=-mN{3ehb?4Z@zkz4wfGY^94q7u9kb*J63Asg7oi_u*74jGWkc#2nINnn>e%v6sz zCA@~*YCv&VYyLh*I8b9w1O(f#Rn{$YEo`YV{y~V3Njw>(XAL2TMr?xxO+?Hr0mzMsnAdVxKncRO`M{q;BNOKZy{9 zn@2XuG(uXjYMN^uJ17-mW>LrOTa;V@hJQ(gM>^G}H)-p3jryyIO5Bz3A2!t{9rN60 zb%3ir!ilRexTcV$VRIGyxVVx1Ol0NGAZEJ=8P39p!|iSp@kt`+ziPi(FO;>oL>90L zuz)L)-7r@Ru z1c5J41sYhC8{v{xuN2=#j&AfUIz^QLYV#o$ws%Urnv1PV!T!3y2HP&9a7IyR`YH^Z-<^N9@~AdO&6?GhU3?bS+g8}E`f`x10i&x&O%(Q zp_C1{5oKTFc>Wjpe}t)N8&DC9kJ${rGIVy7oRF^6 z{Y8}hITqUW!lo!f2q(EHSEM_N$2iP#e;Zxz0_f@cRru{zHC=3kqi*im!lru&-$!{9 z;)-^1!@Wy<>lj^w3SxVs$=0ZiR=p3<%5daCCx#y^s3O_BMFeh3L%zi=#BFEg8ybN) z6N(k0Xoe5`@rUJUJ5zhQZFMlVaHAs2FWP=rF8HDI@&MS2MbX*viig!!U#|#v=NWbP zCe$I+9XL^S**R+Kx!28G;6Lfb?@NrKcsXMP>Bm^}f*X%41>jSahzlxD<0_-3^uFNM z?)^xmr>|_TQ&k@Z?p#Rhr3T$leSEVfxev5%%psb6c??3y9Babd7c@Ni{O)-zOIx8I zQJM_UO)WLw@~a-wd?du#+3ONBMjS5w{G*qHtedW_nQkL<#ztI+o0MXM2~Uc^2K})p5ZV~knoUUi;&0NT z$X04~VeJ>rF@AxidZWWPz^%DhYQ2A}${6Cl62Gd<(KzKu3OPh|)_c0*Krv)an(4?? zJ1LHU-i0bKx^M~rjH_Vc(8vblM@lII0VYCprAn3N|K9QT5RFllkZ;%Ns7QyVgbV7J z-&B;1tH^@oY2rtlHl;+mmbD26TsG{K>M|-7XEouvM50z+>xf*0?bevx)*PyaYz+wm zbNyPgC8*@cq=N9^%+N-okmiL4wwv+pXQPQ^*J=(~Ok0-2(tc^3&j8a8GQAiQ4i~YP z^@%!)HDsq~p*w%U58L@4M)vD!#EmwXiL57B^DUh$;>L%BdP_|;Dc1S#Naa@laDL6V z`aQ+&B0{a@GgwXH+?iWc(47nQ{QpOS6mEQ8hUcCPgF=fBSu;rm)!3ZsIQVX5w66n# zS#+^E<%t%J0f4zlBuD4F#~0#Pn(2^MU5%mTlus^l)Jh~ArTu`YO@H3RW4iaHs)W}hd$WH2u3wV=$)&?p?J{_)5V;rV4AS#72 z%HyR61mxVl=e0O6P-AC)Wj`&1960o092-e% zOrpS0B^ZdUK+moVWC9YuE&|JsR*SbszhNMt*1ywhjU{M|#yzfM%<7NP#K(z9v!c#H zLDxS<)Wk3cciYEbnO)(Op=w(Te-AYQePdqw;Wvn^SRuSFw>CUzl5e|}6tWyiIOn6= zC%lg2*sqf=Bz^U?5YK@!j(P%l(5FC$yNcbD0xNTZ`crJUOo&i=Me57MtVTiG)|=N3 zbm4KAXI1~g1Y0wwt^pJS^b!=}-j?!Dy$;q{PCFT>jqz9uwW2;b@$3s90`E;cW-?sK zRZ+Gc-?PUkL&GPa6K%|>fn}wx9^)`nF@sOA?Bak93Vy=FG6%otHC4-pcof+}PY}Kr z??eMK&oCS7AIB_8&;q(N3d(a@1IzQ=7V`I*bRV3BUDV>^n2% z92y9nHod+bF*D0$8|M2Ss_V6b2%0Y5Eg%=LV|lDFYk10E(L)fU&^z%>VDQ1C=;7>6 zz0GbizK&X@Io$hf!`PF8Te?}-L6MkfZL!voVBv$LBj-+A8$< zr&AJ!Q(lR(=B1kbW&-%%|El7x&uF~ILdc1Q)MGBiMNXvI83KZ7MNCi+RC>8HDK@M?0Si79_ije_MC*0a#S<2< z@;d&|Fh*x*Mw3W_t_4T0YA87NL?2DI2>))dv1*L$(6Ly6Y@kG_)d^Xra)z#aPr?ZI zL=JzV3S#+jwgKlmgCFn*n3Vikw**2&>YQfFjErHeic7`8_J2AlOxIQ3Xhz+OV8TS) zG*!Rro~q8tCY|t;%gk2h36sUpiu=S%1(xCRn--$JDde=|A!Qr=YWz6TLLZZYA>4oH zXTWAG9UzKKp4#zUsft^}s$XM&W(gJf{f6%b_1FvX29vQ{#PJ%Q|Ce3e82%=F75x~< z%%QzLT`31pRL%vl;lH~++s7?y1WTmzDwaEZr)>8R>)XY*GRPH?!fwhpo+#*8t? zW@a2?dq3wg<1%&RFrXWB6PHhCoHQSm$ANkU!#S)r12mC5rN)?)c46;0$a5=G(coLHX zAN%GRxSp40DWIsd*86(H3=tn9!;UF2Z(!BSk9dsnak9+vZ9>vEuksL-W5Jcs^%kP+ z8`ogjC__oiMsU$Q_qXb}gRp&XSQZhzyZD3NzQ%Gtk`P@=pfP^q z;G8&;hZ54fcYBbdm|ZG1wkr6zzmDLn!1WW^ff!R-y=~K~w)={hwng;^XA%Ie1j|?C zjNO12N0I9G$L|B63Jbrmv#ObFL9It_+#m;&-&+e4>pLQ^_YU935(|Dvu#qwBQO^Dr zDs{g3^&Yj#df@im{rEVYCCyF)Lg>BCHnk1!CyJlhwT{+BbiosIcd9oRFY(ZoQb21< zXnRAOVBC^aYw61I@j`2w0#)uzI zZ2)dMU-UK=Bu;QSaSOjvJ@IdS^~r6(5>HU9z$JIg0<5ZgFfScj!H$fUw@f|W(s2CS zpIUUaykE5d`k$J+Bkug7J%comR*`=8ZN$u~@DGIp8O*OS(kG+rngs4}WYx>@H*Xma zYUV`;)b*GBs3-*NWqt9`3zD3B4FHVZnyXI{s%~|wD4$2HPmDQiov0ePO-^}}50+XY zxy>Lj-#V66m79F~Jq~tC@Y0#Ty!f>fzo~r_0M?Xn#3Ju}!sKZvmVR?EmWf*Bfa1L=~at*p>@#r0KJ0JFsh zA2pZhBw6O_Ev3nhTC4fB+}l;?QsxuYXGEL|^^EOsYyb~1{qsq_9^tECk$D^Zstz%~ z@E>MroTP90{Ht3f9p2)6wtBdFZ<8B&jrqKy+s7C&Vn~e&an(niLLP}2t$aUy(;pI$ zHlXW>(}wX-7eZRzY6PA05c%;2mMguR5?yI09Oe36iFOl2Dpe(rh@YN`U40Gtw!H!< zFY!b3e33KK9H&7r5oGJdAEYBu5;43KQL6Q%!CCMS+UU_sElm-{Yo)ichN;(keqS9x z(ZJ^Q(5}{xmjqqIe?;eBvI;)C{qx-&5m5QUEfzA)b0LaxTw;k7gvdZf!L4tBB#lo6 zLV)(aKN~~8{Sq?BNp>*2srBH)u*+d~cNzEx8t*eAc&ak01eOrHEM1?yIGmL%qS?n- zgzRcNcgZubvNI3W5_rwqrBL)JSDek#G8DiTbTtkgH;9fQduB1&R>>HCe_YxakeT(n zeyjwc2&1Rq0wr}*yc-ICjQZrT1Hm?u;9`nIoiJ2kDm{q@GPi~7*)7Tu5Ji_=T}N-C zn@@G#RaGSYnFH9t{b-o|fqy={(bVpV-=*Es($WHX%+@t6JcAdohl5gk@4$NZ+wtV2 zn_e(l#0-wsQQI*xD_CTdbcqAJuSv<(_h-vomV2q-+U^j-vf)E) z>9NWO!3|kDO&x>j;uHr$nk_%XczClutA@oL^8j{P5;dUzQ)bjd!*pP)MeIL^Uw zWB~FWD67Nz6#HKGeVX0u1FNtD(f&NjzAd;L7Yo_r1^BAev|b0s;{rTBm8lG)1E$RA zT_IN<=Z)Y+*?9btroCCb12gf5XI@HAynl+4I@CxJByKnn#ZA zYO^tQ=y(OuywY|y^T9S?YDk|GnhMl6(7ziKBEu`(EGm!I8(vFd0s_NE)-qkZCE2}` zXwpQ}S(V)Y`KF57MUmL9S-spWhq0dx?%Qs&-PP(%>G_pZMQNCWNrM3ZDHGET9T3#W zk3F(29e%NdU#uI)lVF5IGlvwRWCT={#rnb5H%B|X;HOv*UKWE2P3HyhXg}SaD<!H;qzoMMQ2tB5-uC7YA^^ z&bEY<4})=o^wuTa?2mos#24I6lm4~Vtb+w%v5LR>6NeQIHwuP7@s{}S@zz%0A&)MQ z-P_Z$nRv%coCJoIwI}1e+kXH}>xmv6x(^fnpUMY$X06Kz9Z zSks;FD5ZU;t;=~vfTEOt90bGlLK&WA9h6vylf&@QUSa2m9aSb+J45_t*yQml<8R5_}T5D9Zj!@PV(?2 zi}LZa^iZ6WFnL8n85_m0)p!W6xCRxkzHA5xWkuO6-@_*0Sk`FeIOm@BI7Tmm=8gO1B8T`yxC+b(4P8DpW-gA7G9&Q(*i1Je=20uZ84@NKMqY z#L_MFb+R&--X62hLN=jlBm>nli-k9QVNtr)RaQRh8-9<9&mE!%xVo7r++t}Mvo2e< z`&wMjpWE|10ILW5rtdV)m6fY65Klg-tO+~3v!7pDE6=zO$Kcn!VHYkg7;q__+_Lqs zh)5M?*xbAA0e*Ii=8~3=jePI431E6~F(E(a?d)|(Ka#=YMeR6LV`w*&Si|HZZ`^a~ z`Nra_F7I|3i@GVViPaROO8OM+$-;_k9Gl;DZT^;JOhLEbgw-Vy*h`?JIct*f6AT+i z`r>i6U43hrrv0WG$ii`e!CwIINNWqfD6#3PDq*}@6x=Uy3et&`pG=X-^<(%k`hF69zTBnG=B_bipH@QmnbiPk7pXl~XZHoZjy@%$O9xF)C%U z@hqBE+}n|EjW~K6?5RsF`Y=eXqir}92r?$+%oRaTkOGKb7s z44^|i8~h?H|I}u;Xlm%w$^l9FEbPrikv90%6SZGiV()YB3pH#Fql zOJbvR#f4H%IBXH$Y9J%a-DvW2Hvu4(O8P&DTM<-VOc;is7}3fKu(&Bvk7;1=n35pO zS-h+?)4&J^Q|e6S4S#l+?I4rwg~T3RcU75X1~WO6tk0IBdRZu=zSeeq4Xafum>qd% zs4QR>y6l_x#3CEaa>6(dDV`KJ{Qt7ZOA7S`uS!;BZ35Dh)I+&5IjDe3xu&h-nEoI! z6K=-1<4>}NaI}t&Gh1v5dutuIZrgTR8k`7Q%RM!l5IGisCe0mHTX!CMoXsk5;DZ48 zj-Qi*Z_K((XouPTz%*SjBtrX#tF_{hi`v=D|BHGL7`u>?pd)3&QTxdMGx4m;5j&3Z z(l(@krUoCghH?M8J1!Ph-$0qWUx>mcpzph^^si3Bp7&C}2{+PH{)V!$R7@4}dh2 z4J5o)Dxo0(S3b|2I`obZ7mSnJx6peJ_feD&m>tk^_D6dfHIy?&=_zWh^YiQX@$DqK zPe9ZiM^OX~l~oQ+pflncqulaDOT?+Q*@LlcdLO3~sX-M@zQqPZyUkvtOkOUItrX}6 z*m4Tu0TP)aWPp$sxhX#P+JiVeV8uSK{jpxV^A=;yhHA}TnO6sXB$4tS08ufnM(qOt*sD#d03?vuQhy@A~kQ}gKECaqKiXX)I~NpZ4KJ{z8G z|LH|7QW35O^`*Hj{4En;fPYZzQS|mC;!ZfHiKGiXCIS2HiR1Z8=A6MHLQsg`JKhcQROl)L71y|pXEP+IXyNjE9OD-AEC0$6Zk}b*TgP)(}FtD41+^MN66( zAV{SfdJyQMuUU*tLk!j~u&o!jU6dgiS@(Tr)tKH(u38+I8*YeBNBz012W3E_p}-t@ z`8f?U_{3AcKrg+U_Vo*1*6_B8Bf3-SqGXc#ZWV^Np%~Rv#J8M&Di3efH;`$`I*k^{ zXX&4mbCD}=>pGAkoA?g^=oRFQu=_AAFo_#>A7c)0zl{=>sN&!weF+a~fl4A9(#_Aq4C+!QqW)*7j92H}jonvIC3fKw5i%3r!1?l1(4(yD*eBNq9BqB0qrD zbx7~sfo60wNK_HHSsQP@ewXSxy28RUnLHE2=NoF#B6Sp%S6U?BRi;ewd(+;@)qMbg z+SudSusZjdnL;}{B77ATNi&T`@#D{P-vK#&&JIN02uYvatm|L+vj}V@8+JB)8$5DK z#6K60Qe&rd?y~Bqucn`cNO}z*2k4~$Re0fY8$HIE+l~R5SkbUvaN6(W44WE@sL;^) zpn2%WLmbCNN^Bw=u>CNMXcxS#JhSx!C2oY7FGKiEp=kd7xH)v%9Tvt{G0b;K6xZyaV+AiIwfM?s! zz2DCLH&9vqT;G1##cUnN4?(1$1Qg0 zw*(!T4H%>M%UOy}OAstrD$*@8W8GD3dHwF!XPy0S3`K}YB^2_?PJaDAn0?P1^j^8=dRq`ydITmiTUdcv5)1lcDU zO3H!J-L7n%iCodZ!4A1_0H@}3$?sX zJ|z|t&R2lyPvj1LH1i8e$}{=X%itzoS?NW6quk)0f}@MV0MSZ$b|@#`Qk=4I3BoIk zDn22X#B)|rTAbfg#{_!LT+AwQ^eVUkit2GiYxNZ5;PgDvC>*_2*EqG`iq_0AR$e4`4C3JNKHMxjHKZ<~S@6n}=(!?=r!{u7BIP0%TUAsP%XQRs`Pz=ZKk#&Jdnt0@oe_5%hb}y@;lNJ_{yCzL-7D5-CylGG7vJfVEVDS ze5SjAse6WcodvJ<{!{f!;kqX_k?Nwl!)~=_Cw}GIwKwXd`%F8FhS9iEQoHwu*Zm1>pep$ zvg2)r3b%#N`erc9(PdIv(rm3S#zuMWkNceVsiuQ4#+1GPu>BFxN=v83TmnneMFiMYmM*eVu%O@naQSbUniIE2jjd44PrQ0}% z%MFV-qOsX;BbNhaIxTV6Mp~~Dk=F$4>}G>5jpR=MKDUHq=5BrvlCD3n zzQpWU!e|qXA|v&@@{-T$$9m`;(ATeVhu0}cdi9geC(%-WgpgH&2z^}v;3$z9d8Tu( z+FuQHc{qV!e1h37?$rH2G4cBQyiX2{!3YeOhb~!DDMuk^dYkeby!W;Vu$;D9S>W1Jj89RT{ET3AR`WC+zIvc`b3!%y=vXW5dtg z^#&o7iZCVvTEPl1bOg?#CS9=|$bu_Vu7EeBoHWk7&5=L0vQ&-_jk2$pSrFe6<0nDg zZ-pr*>@wW{Z?=8ZqNinBl&(H{3*Ck*Z1>SW`>*~UliF?uhpX)jp&P{{kak=wq9aM8 zj;j6OowxHa%P&vwymVetK2+k!t?ltpz^n$nHF3aWYo=}6;*6hz>-Mxa<^E6mQRbkA z%3W?xUh9OH5V_(}A8FcaAxAoHk}~Z`BydGVC63}u4gCKEMM;ry$8A54(jxgGh2Z!M zh=+`mE5H(%pmGymq4)y0JtoFo1_T6{Fcy%+6bO0Ni;QG1&ucNO`i%*WU?>Kn?8E0L zy4|fkL$h+j?kHAiQc&0rEq@iu2=eXYMIBR|BdU})B3#7#x9lGKz^l3QYEwpd^5<$c|)auc@y;@@1k zSyy>KTzHfLz0*UANp1Bkmo9xcr~OWvYHr$dtd6e1_AQ8S^?-n!9q5;v#$Pdn>03T| zHj9;Pi1t~d(TmJjKBl5%02hKz{h1(e2%spy{)ZXdty%lFP*Y@kz5n%z1icvqL9J_> z&ANqh1?}_R7jW?qWwm3ZK~wBPODiB4t`TFyAywkl))ndC!6osu5Ml;K+MT$%C+GL{ z7qm^H(b=LRNuyH(ZczxD3|gg-kGs>EkR&k`XVnk|262dBpA95SR}PZ+0>0+(?BKjV zGq{)gzCaWO+xT1l*J^(79=7@Yc$eE@#i%`>?hUATANyRBiU}0mnIo0&g<7->cg$;t zE8H$tpgu*7=T=)9FLRSq*2d~w$&5Qj%=;XJsdJj9S)F9 zQMJ00*8Pqt^9;v(u7q>87pTf4(v6suLTxdQ?8ftu+Tc+6g!V%NY(5Qadd$qyF)c(j zzDXco-MU$~IUK$RlWt{)tb5kN3UZUqF`x{q!)|!qO)LSugfSdW8;R`Y5|g;U^gZfA ztGir6jB12s4w_fpWEBX4F$~^BO{=O%Ia0qXq^LL)!ir%E!oEH=|6SPrHPM0aX?!CO zDL>KVtq$czc#;aATK|h)`sjXri(UZ7Z_++=7xsXA%!Cf+q z1Pc3ECrc^vVbH@h&7gJS^Mgmh=GUhl9UBWIdv;xA!YH!cqx?>+^wHHubSbS>z!~%7 zp@ZqM7Ln7hlly0U99PfbSKOZ=U?)ZLPwD2uoSe251(!!GjWzfXk7Ncis=~SerK{~n z+C`1T?PA1drJ&~7duI7Rsjdqa%dcyT`9|*+s|rnwG`uyWZ0$U5^&dLS`{`MDilx*c z^+_PoX@hcD`4$%os4=0=CEY5gBBPE*9UGiNJq5(s1`!Dj1l$n$bo&lrBwdCdo8f^N z%F%+SnIbWB42n9!PdMd|h`W;s#?VKYP>~OQd*|n2izFtPu%AD|d^Hf$EH+`5UU%ol z$?05AkR)$tnEtV6S*cyk?I=SeuWy9GOk`3x3}5xGa&Ay*tm+WNSe&E?T9v#fU8e4I zDIVEijfx}1J`3=(&XPAmr$kePK*^3V%SvtQjAPpo$a1$V6-JJOpuG1GGQq*6vgbGI z-9MDy?>H)rYxYe{rneo{LV`%nXW^GO5)hqlfW_#rSZY2hnI*5Tonn4BbaEYJH|pGH z_w7K1vSuV~9(~i?>PAYNqG4AZ@(+GU>dLopeK<8@(dn64nY;nn>2_CyfWnZRkkZRQ zyc~->%PrJv<*om5Nj9VtZPrEr2c={$^H6`5iegN`0W90ybL7BPN}mI}COmZ+K|!ct zbYawx0!z^Ix0|Z2CKZ1ve$Ti+_dgAZ)pZsvvoUC=#+*Wf0E@J+4|L&dt~JcpCNOi7 z8>1A{`w_ovw_%=?7a?L0MTNn+#20%6u|oIy)^E#r#=9uks}e5AQmowf@F~CUmB*-} z8whtC`!5JAM;7#IoSo$Rt6YND^?=)*B?j@{7EyTnto(+LyD!4^!X1l@*g=n)2 zmq^`jrD2x}J~Z!&WJztQqp6KEVfDF_Q9snCfQt1+wq7B}h>Me_31M`YpBjNt%Kou{ zWkZcf=(PUwLwzt|y2*8G@5F;mxAf*#EE!n)cnd|25={v zWicpigyYX?%oWW$y$j9}Qf#vj?VJcUs08yK<;T-Zxn3MX z1vkQp)f+E@nZy7kuz@fw;q-Div~4g%YdeTKCLKgV5#OC$z6H#?bWoCjdr0+D5`K|* zuYVG^Po1&h+TpxCmewule}vj>GvvSYo9`aww

UFHzsLbJ?(+QtWhpc{lRTCZ*e5S1&WP6%t}jf=dNg4^dJB&18|8 zxWNOd=g);>))M#?WMklp)oT0IWqm{2k@0dq@O;R^++Meax$@t$S1?BDc^ESQqz|7|9mmR|# z%s?Outl=XD6CkK~i7DND%Wn;n*bo-`rC{f>@h#sDc65y35xGerMv8g{XRGBlZ_qL1fHBPWF(c?o2o$CT!J&so5ik}gC*P1YD!g@U6 zpapCalhb!^RJ&49o<>vLTrZ!7Kxt)eVLd{{FtAB!&&W*EaRwCjl{nF#bxnPt(6@Wh zld0L9V|ZqE>(Li;y`LcalC_CVeG#gvxqsI3!twsL46Pq#(f4i|AIOPX`7IDb!kXo* zJ6(1{{=yL{>*z*tlijNA<`pAtKglcQlxH`pAkL$R=gh{5K1e15R&KhMin{Mm)Bibh#?^NhltMj zrHPQTI9%P*;ddgV|Dl$CJ-L~2-}}VmxNZJ&gEPf6jog?Qg9o=mQwt#9CQP0RFkdCA zv#(M!M$Tp1@GM|$3vb!H{xQbM7xAEZ726ZCfOVlGzAsj1GQ#Guzl#iG4B-U=8AfaF zQLxk3)eSf!8&b`%4=qkTKz)_!`q#iMDk>C={6&uSt5DE32uHZEe_wN&VX;&)0qc#h)fyMTl^4=f*e8PRN@><30fn(Qo~BhpN~RJbE=lr5lk2~t>p29S>a z8D~N-4HcV=1Q`>FhG3GTIL4J2CJyH^Thl$8w{ajwY$6(q@}{Av)C`2AK+BFWSgb>P z6D*F;Y!!JJM!J}8YIxY!gP``kx}@~|vrWwOZ|wJ%3isr~2p7BNlxg`w{|klra!dpF z^{lS=6PVxUWVQ(BY-R$@F_5CKL@lINp?4K12B~GqwQD&eWCkUYXDBxKJ)gdaNTWT& z!s**{C>PjWyXCU50_XUJBdNwdoo?@~eYKzlSM+6xh`j6ItJW$>@6jy%~a>eio+KVSsAyEeaWXRuc75c4dr%XpUXR5`QG1`Fw}ET!L+FV&7Xki`he?;q>KFA{U}RHyPmNGWNox1 zeEHwhGJM6QDQ1wi&rH6%4h_+HlPnsOHi&V<6SOd9`F(2r6(ww~jEFb&_a(-4uwXHX zh_nuneKvA3cb`a`ya>y)6^nK+GZG{?dWdJRYg5NusXgJlb6+7I@3n4qajMZ>-wk#c z=zkI2LT(s?CKmX{@-ns)_9E&lEnr4Td0LNPO`jB^O9x@qE&`&#Nu6jq6$}h7$H!Gh z3IF|@%emA^R{;v$?A%`(X`TGIBh#urN~Sl)+Rq3X96Sk%K2Dl#d4~3MsVBeBkr6AR zosKbGid!j`ZhIS35uHQ`BA}UiNd@8 z^^1XvnBiF6sBwdJH0GU1b?MXAut6CM58VKzF&w3=%>au?e zM7T;M&_13b$TN2w#R`nz0tTwH^=pz7;Emo06e2pzgXUPK?V~XY-Dc7(dfftI4ueJ` zeqtsV=452|YwW?8e9q;~!xtRz_8>gn-i)-SHX_{)cgEzVcV2lE1SrGRyrwjQs(%{# z9BAg!ab+k<1-Vl*J%&_JkO-+5k$MhoWWxRJy`sTkkE_5Jt_DN^lVBCXYasH~$6@JO z)PxkzYG|MoX_Y-&fHpUMOV8XPLR|Fd(Om3LA;eV0Ve0?qUiINCT@V9RLJuqb9TxY0 zow+H@*5Bdl(DIHTwbdwrJp=$5kd2MQ?~im&J#afSX16ct%l=UhiAz3#qPIPi*vms= z8km#Ne{WCIR2{Va{lCLW#w;HFkXfv)p-bDl>~8_`0B2B2b9(U8R64Yx|7$&T(J~NC4^V`)<7RJ|E2@+WzyZsk3xh9#>Ibj6ui18@y z$7G35@8KNg@`G{})`DIBweq@x<~?|8NJAxasFQ>Y zXr&@Q*79O`?%TfnniM#Li&WMYqDgHmK)8%8;wn4(6!6*ZgH=MbePSEYP7arH$9zrN z9|WGw2y0A=%6wT3Q+qjcce`-+7eoTgwRqWT#nZ4v;0!{JRt8u6MT8!8_9gUbl-G|; z=nj#S%te4Awxf;Vx2(MS#)Toqnm{G?2{2L#s2|1sd+AP^DM{Vda@ZayzJ;U?cg=}b zdohXLnWZXMBAD|pTJP?5v&lh%y>?ache6I zm0hECC96S&)<)a41o)1dK&cyvFrDb25AZd}BR&U#Q{uNC5+_<1&W|{ehmGQgV_%!- z^Do`4f2GEzBhhwcm4j8=vonzE!ot3yh zkTc)ih%H{9A7}@m*s{rCEha2@1#@vyI(SvK`KrH)kK;Tmpk07F{_t1vy0(>8Y~stX^Fa_H7ntICRzn;|6*bXSXR4O4<@w zqXWNboGVEK*s?d4N zPPh15&maJ-Rf9_Ujp$faEuYhtfb%JidigOV3-8ecX!QYEf5|TRh8roxyyjZbk~Cjm z`oqknr~ujdRtZ^jw-&vMK!%$w^n4DqyblU34LG`LY$#BJZPGh0y{9QlHvHUJLi=s0 zy+)6i@>ZYgWAC=rX^U3lKNy!5pQ-kLS|tm3!{K$EZsEk>&84q1NP7?Hi1=-i?Cvh^ zp*{pw$!NwMacM>$K?+0u`i$1J2NA)02NQp-vGQh;TbKgP*T~y;gG{w(u8J-XmNx}V_8s&UJ zd43*-bi7JQaLeaaZJ1z=0IuNcbwJ)jb4iVRqZosu=Ypo?b43hTE2Om}M05^!r=4VN zu|}n4xs9ag_!(n-@-<4NQ~E7S`up}2|Lh9X`X}?#N2RzukX(juyZz3=F6FKZY-ur2 z4Mzo|4VkH*Gu@rq`pYLS8Ff=+6J!#AR1aqbPG)J#IcHpk&bK`InaEAZ#}*CgzM!!r z1fT7^N3s#m^gdCnv1V(lQI=X~E0qfg+w|i&MVpe(twbDZz)T3y-MLWtKX&#;?g{U= zUqC%Vn~y8M;k6MvpCw9pq@%e2Bq*)SDM7xh^dOX#4b~@UvDIlC;gtJS3~Mtw-I?x3 ziBYNje|At7|MNT4Q&y8)i_-@DKpXM1kICo$ksU|dg9x%WGuZ4moQjzPhKNUidk z&erMNZhpD~)8Px52oHme1Qzch#)nc-@9Pm8FaEsb-%47Fc!@UPBpKs<6w(8(mjdo& zh{146$Ccw{D9d(0Ks3zhjKZo&Y%_!`%w{;FY$p*9YPKO|JmoMQ#b;-X%MM|-GC$Sh z8!cEdz|;>zI5iZErgR5Zv$+c$E@xR~5d?j#8YRnqvxo^jMlkmq?-Obgcs{ ze@kAGdJ6?_$4}mv%3+<}%oE-!@p1c~Vr#E3BV&|lT*rh?M$JJ>d1PXbk*hK%ZA!}1 z=e6J`|3T)4qtAa#Ctcm(vB$)IRaqNZwPn2w3eK!yi!sl)=TG<~QBWG1%a zpZp2V2LSzR8rvBsBAo^{xDo#~C7PE9GmVMJ9wn+Af*`>u6+!NR72;cQv=s`#o6ON`2my_@O*vRGK2Spxt>1k~}M^&ml3 zRWO(;p&&TU6O8oa+!S!Z9oDF13W_WvFo(smG#HY|zcLv|sH+O69(c)yI+{2WVr{G_ zyP6tgC8O+n>(fCZ{)H*=8>(hg$58gHta1Gat}D5Jt%GsF>43^mLnC2uk;&tR@(ny%vR#dsdC`MF3{5&f-u3L87`A-w#XR{<)~kG&WTQp%=Hi|+ zxzBqn+bJ&D*v^{MKt1*AgU7X14=BZb^amfPTYW#6T;)js`< zP)!6x_~E%wdD=Bsb5N?sd6IqKOFg~u9L|6KpMh}rrKj63nYYFaKagvcmoS0Fe^liI zA;lfWt|)$5^u41^Lk|z<<vGPn<`DbLJ5e^A2mp|N1;$fBBl!t#t@umVR; zavRKRy?PWkoG>{j#ZcVaRMR|?4?{g_SR3<-`7|q;I7RFDHW;m6O3avpkDq(LBWm%}#unSz2^u%aSm#H48?n2}}N=*YW) zU~Ps%P<#Rm=ZSMB4C+rwAQOilB7UAGR~xc(jAmI=pRoe#FCgj zc9|I%;(ZV4>oRGbHl?$18qu0Grc9V2l?bZtG>Nw3Q%^YRb1IB)u`q@k#;8;@I@xYc zp5p3#e~$0LuC2u$MxIA(+(Z_iKZ;LBwFh%Dtf^0S#!+E=Gg!1dD3M#WA~9JaFJzxRl4Ug2>9Hu8{ykryivGPs z-qvzmU~XK5=H~o~UJtzj`a!(tr3V0}8qGo%?%T7?&9xRq!`%=kO5o_bnL$v_HO`!c z%fF2a;1QER%bqzs>T_u%X$Elo4$X`o*@n0E%tf>r14=LJG)5DZkd}XU<{!Jg(&zc| zvrb_LZ<*lb`;l`SSNvES`VcCvFqaYIVj*Ju!U~XA513l#)=wZ(sSmsRjJp&3@~8y& zddcB1`Tu$-8Lqouw=05j$21g>6|FZ%a1hdtu#u>d!0+dm-1e)qD452n=(y0%YIZKF zvsv0&Kc7i9Su43(B9)mW2_zyF;q9CK|$rYU+rc7YziNTruq^LdZ)Y;5eNqmKCtE zM22pnjPM#xw;;EFR@-PmOuzFA>1*IT08p#Hm?OLL4amlIz+jK_08c!u;}eN4IQcF% zO^?U#_ui&pf=~hI%sVncVSu^?@XzR`AN-YDD+)BGOt?5iYSd<|;PQlSy=R`!tb(2& z1US%xHm=DWuzHpIAqnLt#C3>VtOCgnt3!8CwtT6sCXGxH!~h6+B`$(=XMvIP$v2Yj zPxHV`f;Xm#Ya>CA6WQb(C6G*;@!O_QRkgeCSgQ@Vljl}bnkh5N9h?UPDMi7Oflr}; zT;BZxKQ{YgxoRTHi>E1gC2jLou@N&y%Na5JP-3@T9Yc(hQm#pR;TP<#7E~i-u58t~ zC$4I8n|MD`A`h83ch1=>YrCK(*7qGjGGGuZgRLPtQJ_IH(Mn$C4_BND&|k$qCq*-S zHvwMD0H#;}ZxLYL&HQUUIwed#&*?@+B;04vsrp*J1ry(MebFP;rDuFgCB-#O;0K|| z=ZITs(iqi+EAKlEv7(S)jrOLuM^C!d%uC6vuhqw3nGgCQGqLqH=FrS$5T=4pVrnsE z@sg)x4wp;&b0RDz)(1I*GSJ)|UwRAS1*b|rN7KqD3X$yZX8UhketHHM#7!fVoadwA zF8ErO(p5)%TU%okA}ra~vJ~0YU)@xvQ?dKLlN6mJ`SS=8JX}=GjMBQ__a#N7;|3*s z+l`ShLEcXO|EGFSm3dMp`3E6A9>+YG)Goj{tS7hWdm+$Zo$iV;_yTPZWvF^}4_11E zFcL*!Zmh1fJIMX|-_RM3YJ13MF1sa2mC|>3o0ex)05#Z@x_<=z)&^sCTyDLR5|g7c zfS(ENoMIGxoH+W?;rJ9!qFi^7d&1QYs{o>+b-+ZcD)X`zEBez_!Z^{&#`AC;V3oW% zJf|!|d6*vU4j`C`ro9SAz)(z_5z2shfSJ+wfkn|Rg`)_)=?b0AZIxe)ye6Ef4uYPs zAIXW#;!<9BSt7P#}4H zh7hsHbOAU6GQ_8_+*;8wRxT{7qyd$yY5Xz5(sM^@xAsR4ad*^u4lnEDA!u+>2=XJ( zj2cFlwD8wmV%yw(-C033i^r^nL-0S8cv}Ns#B?W7P4#{-^7Xt_Wkxb$FC z_CzFQ`yOphUZ$8TB11tn%fn`h=1B&)#cGRRW$iK;y2iOdv(j<=tZ)0s%Ns`!q+?bl z%Q97m8Hj{;`q0$>%1gyafFrsyt;?_W&PU6pL0`1lpVznCoe$wgQxSS=%1upNpawhB zeNe$I$>BqXcv%z6>t3LzTQWPJi#$<#aWy9tbE@W$WtYw~zk1jYjYjD6iFWllC1fRK zZeZ?ETJjyZjBp8HoW$tN1v7*|^$vxV+r&cHT$$-cNtdTc^7A=p?~){?PlR!{G1Ti- zTu0LA>(C9n3{p(&wf&S>TEdnXjwP+=quPmy^)xTO!nj#?d~%74u8N;Vjo+#IqX{ZDqxtKEQ&d!LRwa9n5#OyU{=jWkj!==V{C zFfYYqr@W7**mx=vcw?JMpH{F$32k&ApB0l-)8zUk!{fjh9_~)LXV)<-+NOB;p4xs| z`v!Ta>ZGlJEMVvBN-3A>3xHq}Au}At*-RZoaN9H3?=+?yN>0E!0NeI?A-&&FaIPQ{ zT=mxNUJqPvCIr8%0}Z6fOezPM`8z+^EBojNX2=U1DU68rhX8)A0jSm(!pU7tUbt;_ zIH}1~K_7PAs(98&CIMN`2NOmA36oHfuJr!X{K@Rr_Mijf=cfvag-n`0%@!XBDR0;t zi3HPE8F77WJjp<1eF>l|aM~QJ0PqVuAcX9YkqaDLNgiq-|GA`OCTpBia?Lo$jhZMI zD~>G%SapF(XzkL<(IC{1DgDxTqFK6w2h4m2{YdFQ{r0K58oG&?NehH78YYBxw^v?> z3W(G7mIcjxrEIMu>-ifzv?(81n*Of-;yAzz#K}OO6* z%MlJ}({i>{B`tg|#T*}7+vl@qjyHvxXklmeHxw_V3e~SMExkNs>F04y^5wu4ujO+ZFr&oT4Lv1H!qttFLCBZ4gWfEZdaD zL{OlkQvG`sF6{%?K^UxLmxTM)Z|9^A3UvJCo`ctk14Q7AO6I=kKCB`>==%}(m`I0D zSdKwtUa)JJWjast2+4Bn8YJ;j(X;(p+b`Jmh9fiYTrn!A#riaPWEl#ppq|Ftg+UEr zvjFkWQFk`GV>EnC^MlF_YE{{p9rNn~mYZvy_A4rQ_(2m^%lfOmWcr6(i-r8A1F3<2 z*rEj-?6G6`W%z%L$kbv9v&9;A02#N7Mou(htUe5GQ0%JJ1&?Q|YkIOJY)7s)7$bsw zQrzzD9SxVF5@7ZNs?%lnB?5y*eK0rPj-U>hW-gZNsm`&cL$@#}4iI(<$!jGetd-2f zkH)swK4@V;38=VBdzGRatH|9`{49U8D7s}w!kMNRg}!#+YD>y0-BQ55 z`;lPjAVpT-1D$?7@9{}KX$`Ltk4n$3?eBpo#sbLwJOA~ITRTKlH3o#oD0(xY_yps$ z?yE5v#}Z~wDuPIf!*%ImB$quYM2cOGL0S_16;_88pQEQ$C-A5e+OTN7Q7CKSK9D&fUJR2>lZT>(wvLf7oO(f#)hr92~ z!%43D)he$VvitkkrM^BRgZLtfJ3Vkw=qV3R{2B?_S^s|NPd6g#Y>X?QfVMlWX=*GJ zQs6%qPevtD{YSYT^aPLKfPe6^_3(PTD6vAHc_dlPp#{qvnxHXr9P|l4Vzl!(n3bc?NPDF)Lo_iNpnNdIBwj%lJ4Ue)XxEi zjFYBh>J=HOC4AM$IK*&X4OjFe49Qm&ndAQJhP@P7pIC@ChvF<3EbZra8pmOF?;;t~ z;ngK?EM#XxEzk>WG2=1bKvs1YJlD0T-J*23i6yR5fuOpZ*6ZI{qUrbVr8ra;lY7C*bq!CSv?Q{#|uk7wIu z(NA(ewxAu_5OA&-D^0uKWRrjOaG_mBpDJ6$&zsGAb_z!Zi()nksyU3@g?Lf7 zWg=rI?4LaqHdb<%u?@(g7+K!KUA5Cc6O{0Ui_EcLftzgt$nVsSQQ6tUK(s9MlAtR5 z#3%?DFm-VYRh)F`-Ly>8iq#tkMm?I~;+m~Gc96(xs>YajVq9-D<%1jENsmKL?OaM3^J0Re-{C)U-DDm&# z5p}L5IkU`=Dk`o#QB_*TWG{X)tW3zaMm7%KRg42D#7s3xp zQ00C!g$9`6XrzXE*Fw1y^OWaWwpQQQ=fA3&tVlx$OECB~GIFwyRAfg|6$NmPb#V*4 zF8R)hQtRHE=>J<-ladhs?8q{k&3Iuy1F-=qjgM$h-NXJhee$M%5EoTI4f+yMA3`Z7 z{7IJYBDN6sIy6ALdrj=dAlm{)3axG~ni^^&v4k(uab=PKKs5F8l_$rgaljGeMGciB zHGZc#q@r}rrRQrK^kQgPf*hQOf<^47;3nn!p47%hT;$CY&%OLUtbu!4+RCEzhJ0xY z-P5PT*55?|U`m3-e8{6h`g}%e28O7{FC%P-EEafQhr3ze`w0{06W%{F`E(mc^x+_- zu`Q43Yg6V3r+*J_7#*Gh1&+wewXW?*=A9xr2()#VP9ZLg(hV;FJ3z$0Wu(Ve_77#s z;Krv(^>A=+59ragbuN|;L62KSnE�E93$L@@OYLVfRXP$`lJQIQefrF8JDEo9x( zI?*3<-=vnB%+1T&eUqfcy=~_yKqL2reuEFRj?y%J9?#x|pGn!rRU}7LJHoBxzoX^H zSs_kpymL<3`?P856+YphBddzMzgBVr>4MN>&*B+8mZ?MBtOvK$;@@h~eQD-KFvG$2 zQ6^A?Nt)bg@#l4Z-SX#VyJTNabF z=wpx*O*A8{TY2~mWmyYZ!;E@f7~x~g?4XA?f%ESSA|aNYgK!Op5qb@^D*>$9Zb7Np zF`lcVZfk*Dx1YvSV(z$gcqps*J#H{i0PTG)RwM z&wKIH%zI21!jG>vn|AyL7d1CfVYunN8*-*pW28sU}T8fF2EoM%;n| z?(CsdSPqB;^4r)2>%Cv|anWXPGDCh0txzHHsVQop9_xQ?l;yyv8sv|VJN;Q6%EF`)cq5*-xfHi8X=aMMqyNtY|M@EB*EzHeCFmJxdHFncoP zby0_$4&!ELok_~1rwV**FK6QId@QfPdq7c4wC~cLQ6Za9I!yc8*;50rsh9d3zzXWw zzrL&D85fXYDRSn!eEHU!4-v|NI6GW&U(|9$&Z{6NI4J?;vWCuKUHr{q{8((=H;SBn)ggG{w$nXHG$<@lqP!|>s? z&=oV;J={o{#xJeD(f|o|!4=eGal8rG#GL!=RzDsolBKlFL~3<3P!;dtXoXKZu$@>R zeraruOfQ;qn7tFy?d=c-02>k>ueQLEBN_ou%u)XwxqiPEiNMu>Y6X5rV*^yPRN7gi zE+st-hD-_PaOg9RAs{0d4tbO4%!KFHmdj&=SGWi!EPHI!X?w%LubYJjQ!*)O_x} z&|Oy}l;gz`yrSZ5K=F_B(hRek$}b`2kQ?l^ed#REP>a~+jc{TH<3-CGJ!VAg@|<2A zH`M_j;dDrProE=I;2m2`)*eKVdwnhDn~M~d-21)ZygB+_HjM0MfyKcVk+$m=4*<0> zcMA$*(Uui%X9z$KnfdFXl9XO@uuQu6&D&7%O{#4g0BOgReeXT-=(km;aLsgx|TP^)#F`4f^|amIq&W z7t#SI`*gTr8)Y{12YH5_kemg-ZH#w*vAYJRk$kjR@)*}4b-+K~?-agghh-5Esv24V zGR`D+4gi9v3v!mRCw2F*_xL_yKYgUVIyQusC5*^qmGQ|9p8YX1tJ(BWF5X*f(78OZ zC5TOG3DMa&m$*%709EaU&_zeGO>)ZTE9e^yW2&=kbTGV%ytQ_8Mn9B@Y2>T z((Fw-N#6D!+XlX%{&c6Xgj!&xaRzTfzEu9<-9xx^wNtT$iv({xHW@YHb5+CMD@HS2S`#MGog0D%K`V1BAySRWpf3ubKD8zvw%2G*bwwZg4nN3T0Uv08G2%GZZ)z)T4y3RURTc2G2Rs^6V#t^eA zEd7Q9!l52k%DqXQpVLCkA);cLH`mtuFmVdM{7NiskkwN5IpCGm;@b-pr_4Fj)Z zscJ2d9*liTxE?DLKBz|!=gI^5F_oi`OE&~o1c=p_C|rr+V^k3gaY_tJm^>lK9;@1* zDe9Z|u@>R(%;mIork9~zv;f#OBu5RE^D-ik6G5#cUqoc5Gf@Kc_|_#ks&o;uo6uSB z11$T>mXHd0UJPQ-OuK#AM?#g(bup>lD+_0Giy;1;G=wW3=DhA!-BtLY8w?ogF)r7m z3J_g05+ToNk5ckQz5-MsWH%~!`}|8#bPE{4%j=AH&x;JzfqWCF2Z%?1VWgZ z$8+cQONmU4vs=X?F$eSfa~XADWPs*LSX!E_zNc7u)Es!IRa_AK{B%N~XvE%W@zxlr zRCm0BaHL>yAy;?v`1hOgMP|Fk%4<4};_`z1@YsZNJ%iXkN;!M^KJHfpM3(yZCx$IA zrEbe-1z?ZEHc0KIA|8k--V{d3FzM7eK+XqXt?)!DB9z0ZX2V{|p~7kV`lUgR7mD=P}L zrq-IX=A93&E!li1if?jR7{4pl&9@Da1eAd$-j%vK3w=Hy%HzA;1i|t#x0eK`ZNhgz&>iLCV4Fl|`zA4T zN)6JQ#=&0Y=;$-vgk7=>ctZ%M#*rk}ih(aon^5ZbJBai@OWT(qY`ya_u}~(kc!m3T zAcYx$8v}76i3VC^1ezqGf22b3gERL8l-8sD|H*b17S2E0j_vb+6s4mBz9>RfF<(C3 z*SAM%Q$_mpT;t=xz$$Roxp|pB5c@rFr1x~s=}bbVF>tSkHgUL8MU}*LxVdK%pI8)c zhTwBs$uSP+#ncMXv`0amK~)NfV2yE6NdeqWrg~tNhD)ALdAFO)y6jcD4R!05(f-6- zeM_e#x}qU}sE`q}WWQRQluA5ebdrb)R)dL$_wFuVj8`{z?5a^fLL7hPAVx8+2zSbi0f=6y3dI`L+PLz71Dd(JW?;GA&gmeVA!3?T$GQ8jzH|1R^no$otKy zsvbd-h7!A@G0)NzS8519pBp%~pjLFBXQJ$e@}hyZZX^NCR!e2h_m@Dj;FC}~ zQUD-rXn>B6HPy^*$fH)7bv*oH9_Nxux2dkzCoR5&5r9P>=GO!#Hk*apjeo03xQ?8k zFeE5jyE_r(lsz12AlisyxktldxY1HZq6GlZ1!K?98>{>$t7DozALjuE_xQU}A%|wH zR5mD3GH1Dxq{K91&Lz?w6a@VsR<;O2#$uSRMzLlta^)_63T?d zT>ACJ}G2Fl0^0T50n$< zb9`W@xTBWrOvL`~&y*ATBL-=50^3sW$Wx{&e3NTh@izwlZICk6gM2+Ok-Zk|&bw{OV(DWzV8rsWEQ(fEt4 zWML%nS2D6jwER5U!D|KOm@WW6`i~!U%;K5WrV|B>!a4wLKfTo1Swns2W()jfCrcYv zbzdcvqNe&7_1AMxs5^?&Oau=**yW1HuZQ?iW@l4yZ={gngXi$!zjS)-!aEzE(x z4ZyHp;&bu!i;+$w-kR+^kf+7o9sb3`bxq+VHScNoJ%lHeozq3_=NY+oo4+bDij!+NUs$4Gs4VF@nG!12 zArC~75n(vFg?tA{9c5Bo@}RYAjXm*Zll7lx$|(bt5*OdkEz?8dz* z7W^11_^o{a9`0F+izAH(`O=*Zw?B&0Rkqd1*gX8R=ohk;c=bPIi)gXyCEW+vBjY}T zz@B1@PrCb6e)Kuo4XcTp6H%bUr@SMz+cHKJz&47-0tV0-J&TL_%>ilc7bA*PS?oZb zOF+U8MkszCNHiji)+HKHdmelL5Bh-5`Bs)8r5*|4ZJnWiv!9~vQQwpli426O>-Y1n zeqz|R+%JHxGb8n`bS!(z`H3M6rQ$N8>&HRZlqBaJ$(s)+(QIB0xw06jpK!g zQt=dr^rwf&Wu1bS#(FQ0H!Jk5*r^K}us9^$tcT_+3oQ6KW43EiEp{{6G6XLnIDLqH z;{czjtpk8ckNLGMHDocf8CrfUm=L**UCFlM(#y; z393a>K?-LX4oz_nK^Arz*q`j>6s8~^$WFa-%EQysRdU$N_p|8VH=Zomf4)tglN-j| z!!KBqHxO8ub5&qWMWRbAh!^hH&l}{!Q+;b zw)0uLGRiY9m>>PYSj{g)E=Sn7Bg9|yRd&Ja8x@+Jty7<(IvjOtI;#ZFVQ#AGzvIU% z!`GFu1I(Tbq>i#DPphPaR1R0v@YsvRT>w5l@#!KBoRTyAd+C-3X&{f}?&wTdPAdq4 zp9t@UgTWjiX0+Psac=)ff1H$ap8US=qs4oYj3bh+9Rs(%1&5ktkM<1diHZi!Y*NR{ z4V-#BbiYVF=uCzgr3_OBi+>sb=m~ku7BIY^b<!ps2_3TkVi9Ne%WT|%0J zL6m2fo9=&oEV?~=1}tK@4cUs`I=Z+)H=_JW{6!_|M0#pR)Ami@k2aNg%5Gxvjs zvMZd_!a1W7EYlYVm4Ch&c{ug2`}hTX<4rcu*Q zP|(qRWEGW~g{TPbk7d6=%r=y-Jw?;w+n_PwC8$t}{ZU`y-}o0qxzKZJ&3Lnyb*7m~ zNv{~3Hd4kWcWq;AD3DvOBO0O7NCqSw(%{#b;Jo{1V)!$9$$#lR2<8Orb)2qR z%aSk-viUg_p|e@-FeX{};?<=jn5(?c>8uY1EZu8w_7IWLj)6ccqyKBSI;+gxCcv!S z9y4H$g>Lyb;04D0_q5VP%zJRM#(~sdSGjrDeH`HuMyB`=dW+BvB%JT#=#b}Z3?^j! zJdEOgQ{?QITEOhCOd&BE-Q_NU#(nx{l4LtOr3Ko|)kj#ytmNj#lY(@YP+PI`|J{}m zimfX(GVOra+_B|dtUKCO=V6syZfrSMK8TDiunF4CcE|HRD};OQR~e4A)SIqfN!nEO z((s(Wy1k&H0yS+;HtuycwM}w6?#ecjCzl4BZXW7-F7fD>k5-9o*OD4P)}oR8OdrBu z2_*L>>lB`GddkcBqM9CRFj2B_SrN{v8~{>#VU8MV1n9vgeFAb~+8yH%IRFe_ULZED zsLqPJ^@u#?FfRv>$9qm>Pt%p7p4Ph#g9e7IV+lvH#f@ljHp9E0P?}UYNUNUM+0*iG zGKmpFyhhA)PeDbSrm3Y{C}6F#`D;AUZo8BYIF&J**r^C521+ZZvzHlC(F0OE)4?9E z%i}K9trwrur1OvtwNUHBsjGo0zjMx36aiw)XW7`&?j5de-utsP4_2aZugqTbezt3J zkQ^wxH@t&Ur8!>808`+o*w5X^>T(zrTGcM)GT+h>%|oFC49koM%`{Ss8_T_Cd+B!j z12_|Q_4FjL2TPn@62vL8zcT@nxO!Rlb3ipe!><7HZTP$!GWW-pVrNW=Yu+OG)G?Jg zDKj-`@Y@<2;DN-m)4v@L{F&AT5OeQ^zE{lc2$vvQ;i6~}9S-Ee09aS+N_hf4cYB>5TGIzkgU2w-6Y6RF7BxCeTZ& z&m`Qvt%;G}H<;XFtaI%w?L+5F8P2U(&nv?>Mn?k<{K}pD9ASmp<_vy~-8v2j(09TE zKw;V=_}9CXFeVsCgi7b5u3q!5!Kkf4jVXuR)2D2Z!BNM)!oI>;-I2gjcBgHWrgzG! zlw0tQOFWVHyI|)TqIlFOs8{19?dWG3M!o>3Z1AUMv}0-(k1tybGpCr*2_8Opfw_78 zxUpdVVVDRc+*5nq=A-8{8C0%olJt_nk-}~Z$*Md#*JX;P8kO5CW|_4vDD~Hv;dUC) zAN!$AFH(rv347ZOOo(BSk-Pxo14QmawCr5R(`=V?>XW-sBx(uN(g(&9Agkgy8^((2KeMy))In828Z=!mEV8kk|w_VFM#mze%tIMGr@tb zqA~1%te+~4mnz+>hXaBhrwLzG_`fio=hqy^LbY z+}IPfIvrJbJ}DF-52mCo4&??K5P*?)MC?}R4{li%X_4*&#hjmbR)41ZDD=9 z=gE5P%-t!19_f=t4*+^D0|H2WgWKv|fSc#d4TuxGKD=qW3aCnWH4 zfimxoF2Hch9NtQEA{9!~>vX3DS`uu|e9w7SXbbpVahZ~h@-Ou{C%+{5!N;Wfr7I8b z9`{9e>{eme^ev!3b;Zto#nOcel&xK!!T*X1zo52QZQp({*EDUGi7dREi3m*5emK1poq70Jz9omhGT++rC?&q$r3 z7jMCR1~i9OSJJzzO}NRBaXj~qe`W_>TnX`RI|q=qn73t4Fb8n7YZ=IS(t6{&L0>v6wRHe#}#3!2R!vF*9_leM#d`JwuQLUs<2Y`ER0%WS^gX8M`T zuFyB?_CXMf=!G7>xIEa&wzLc?2B{{|cR^a1u=3)=zTG6p(lD=yIxz0MPek$Ujfu$Y z7ZUZgS!P>y-D(H8^PB@WJ{ON`Q$tM*q_FV1Qm`$VnX`Fd=6WpKM)&VS^C3D+TNiO~ z;&T`XK)1MgY&kH7xZ5)oBNI?7xO7e`sK0Vm9w&&Oy2Dc_eFfUvC>)~S3#Pwkr&PFr z?0xzJ1cBld5p=!n)93ahL@Ms){&i-J)HPu@M^Uh$EG(GB5Aw3^;ITZ@bzZI~CvpqQ zmFH;~(SRPG_CGsnrWP=o5`aE*Un?nN?UQn%9hd`4Rk3k$(O3(d4cEA?QKD?==XiptuDxebnPH~Emvo=m9%;0VmjgXC{$=yrz z2S+rBtB4qaHIN^nV(Q+?K0~7Q1uu-BN(ml_D(R9tN{sSnWbYvWkjkV90Mg1YVEdVs zJlPkp$1bd`2yI{Yz-(lC!&6+BCH-;dYJlcGg>}$o4D zX_BQ=q^P@!zVndF@36_^-wTM0IPv|fPA$*pP;TL_)ZmT|&^}?$!uY;LIL(5lC^QcF zdH%3?$R>Q5xsi_E55NO%a-oCZAmqm3V-w(Bkw?(Xa}%m&KrSjy^4TieFT#a+)15W$ z7`R$o3C^RMcYuM^dUGK1~b-E85O()%5F2UynEH1dzY+9}^ zFvCEHrSYEsr!H>J?gL=;_+OYYZyQGH&EQhMSP%N;h6=AQ_ZZOS z3~fz3aGff!R3YH#*}uB0x6}wqy9faKFN=vOhREspB-idl6B`AecRjqE!1>$Y{C5Dp zr3M#lSx=RQHDp5qCe=M6l^O8fsHkd{NAY^>i;d& zv|$tsf)n52Lu|uZIW=#gVCi0dTcG{J3F+w00?MgKWZ0C52CTuWDI!McG|~^bCFOLf zeg=lOlUZ`y6G%G-WdfC}ywXnGmjr6i3lKn&BxU)~wYASvjV~&HBK@6)zVKe4WbEmK zDi7KhT)FP&99t&-u&OdWM`|PSC%!W|Hlb)&h;jd*44~9r+;WgmJ2@>*5LV5a_SoX% zL?@XAr>J%xCOSw$u+qn4f{1tfH$yV(N^J>-Iutjr#o6kv}DBCRhq<5|v5H zig?K+{LJ%-_isla)}r9vCR?b#1+@4PwMVz@#Dq?Hg@FHn3Jn z?h;j{@~PK8u0?w#a)IwE4t}%jH9)#73L7L)8H+N%Q0hxsyj@Q?4~clp4R-A85kj9^ z50O_fmsSlT)+|zYjOGS6265HU?v%S-2{?4{`^lHRbJ_egS2roSHffSZqlqd$svO!= zhf#(pN-5QIN>p60)w)a@t^D|`^6l@70q!@FawcA`i1vXU}XoQZO`ljr583G3os;ue4 z)8%eHK=qGJIZ%88s{*9jgjiI^7kbhEUnt!{m7P&X7F%%zAzu4%!Zf;#B`nd= zjs2Hl<4pY1OYCV;q>|Dkq6q``$>|of@4Do*Em&Mu4%Ll3f@@-pqzhDB^T?CbjqFKd zaI#U?k|maWq0%d){i-4-eL^y?A2^)UnB)kDmo2d-lU{`^S!^iLwXiQcZ;Yb80!l$1 zC}5M+7SlutEt8M#-_V{yz_#8>(h+zK-AM&ySwNbszIDh8$Kk@FzId1$h(;U9e-D6i z!7B)^zM~p#m?6Xelto_ePpQPB5q29M29XP|%{?xyvEq6DLdB@3*5_D$0JU2<;E#=> z$O`Z@utB7O|7Av`HG*SywT79j$-Hc?ROJ}14&X`uzOj~5T_Q+*HTIKNQ=;KV?WqAV zXmpl!9js41W;=_@|Ev)|W-^{QF>Cmzp-#vIk7@$DF$wm`(1Mi?)%_8{F)U zJazA$(p&>2aX-Xjw%sH1bJtvirSWj|lM>UnV>8d|Q{%it@du}`Pf>b?O~`zc@&97Y zO|WlDE7*32KFa_nol}1u{WlVV;yN{ce!5k%$mtcH=N>&Ll<&!zu(+nBa>4>i0W65V zH)z6yjq$G!hG;)^3#%tQoWP@&ntm+?5=81_Mx{|g^LAgZeiHjwZH5 ze6Kz`l?w=pS&sSd8o!Nd8ZmC*^o_8Xwu>Wdhl8%nB^g+y2iw{(X4jDA+V%#oNtX^M z65mt`8!{!|=F_%mc{y9pCiOX!x~?=)n!h>|sVJxcDIyvrn9MTQOisb8>ek!Py_UHp z2*X!20@f~>9RgCF%#kau2_c9^CpEvsnqluR0{~E>+J=x>UT6$9B zrZp0ZYIJY1;>^DMTg~O`o@39`^rrH70I*LoJ2q^{x0$Ul84taAD>)TD2q(5oo}yq1 zu`-RbpukOry~EJEuEO3XuVdeR4NBnBeU~iMC3nSoS5-J)3}&XYC075!^7E% zjQ^u#fg`zur=#mwy#eR8LYuFV00yZ`N&^#siCDgO;C1-aLKK6?TOh#2-oBfBqZRxo zV%@jrT%yj`U;(Eea(%Ub6n=%YK`eS|A-N&fj>?+938g;t8^Oh<6X{nm97ou;3cm>_ zD)BnL)0#I1s_z9wZU4VXSgv!YI*mZ4WE%0$qe5Rz`?$%n`fk6v&idy#=^taE&#@ee z-Ww=1+{K_39}w1p!av8t4LF)T7A83I^DlREBg?mnb&@~S5sTKHOv8d6)USQouew>XgqY~bK!`PM$iZrh9pAj2 zBJnAVp;Qag@J`j52lzkDEIpBBDFNjC3xEorI`@DML>Q#A1Z}Mq9 zndzg~+ho;2_N5JvUNttnJ<9hEGlE2f#F8XLO}^mZ_i?43W2MUdLokZM#siIHI>#C1 zd)GCBVV+7k!{XY3@!bw)0)~zC-d0w<-_>t_sW$|cNzli*TPTRzqj2Ii{IF%8)TDjW z;djSlLFg7qH02Z%bdLx6cdtQR2tir%xZMBZ32W{UE(mr@Ch4x1(-DY~B@>HGw8k}tB~w5{fV8Q(SF1Iul6aj0 zcQ#2I;;|(ID(!?rM5|XT2(r!dK9~Pf+y+CIW$&nqgo|=B3)f$?cr3n9kTxgzgAF>O zMbo%|#}Rp{wgy~u^4-N!y|t{b!=tweL%%Z`oP)W$2I=CNN))3^9R zvfW%25;mH4#}wXEbJ=6uWKdwh2e`sUxWA8xm!ED7%Sr}OJ0cOLr_Kc3zt$2DtgKcT z0$#bh1wOXc{ZXgTfJEY8&iMM+LbAYWLLyx8ykKvmF8+M4I` z2U0u>#-|n$A0=cw?nS(RU#hx}h+WXz{4rlFgKz}{EV)v1eZQJD0rcfmwUEwmK}N*E z`#*{Ih6Jbr(mcgF&CE+Y1J`DIs$@Lv)1T05foP3(Bn^iXgYekBO0}xQ&a<_|ma`x_ zW73`3>d+ZJAw)UM3l@^iJx+c_JafHKus*nS1;I#G)i)e-60`DYpx%!WqK9bC{GB#Ie%Z=3DM%{9`(! zwmZ7CHkep$gPAuY2)Te$r)|^@*K-ry=dsCF-b8#Q?%E5~+NtKM41g3I_5o+C;d8-M z`eh12ebL{de5>X-D3@S?dV2O*`xSHxzSter5YS9|_9h1RDMYUX4JdShKA#4aE7Kpo z)(0q-82IDMOVY#|+q`v?bBT8GWhWK>PdI#Q6=w1w6^gH!!JG7#1h}#H>Q*~HF>G?QpBCdj{uk2OR{79U$0-bMuVT2$dRL6p0T|D_nK#uj8>(kXlSu8 zzms&F<=il|#kx414DSpdg~)|?3dI`blCGHB0?cp-3ArvcB!MQnnZEkbm8(@UB(V}! zb*^`6^I`v22hNhP=NHWp%AXC|yetJa#KPzYiwZ?fF;da6MO;zUTPCTI^xgaqOWCv_ ze|>q?R}}XDGq&#$pr76YcK z-tNwMHcrF4N-0N9e7_hxsll#Z@K+u^Q{G;87mduuh;l}asy;4<_GH_`-!C1?!u@{` zOU|rpOmf?Q*LjeL%nx>)m5PYa-h2Q6O%S0o!Xrme-U^k%OY0H3wN0`V>ju=XiGKkh z!c_(_z#*AYx)pJD3nF2F+BYl{zm*f9KcRrC+g~E4_rQMe`(O~Bu_*?-gIVb}BJ^@I zMR=-KX`~n422$G##zEVevxoH%1sprP_1EAKil>QEvpQPW=mQ!$>KFjqXf-^-gjGUX zG}-|cQzRxwe)I<8N4~ZeZ|Zl->qcerzfw30J>-X+k-xp5^%R_c*%dW`ZL}J@Un;3> zY!C3UBohZa;H*Ble|Xj&mi_=a@`<-K-@!n=ah+ss(yfLIeY#=FEoS^1+qC?$-Y()o z7Ph7c@}tQ1w!xJhoy{3} ze6?;hL*B+cumMP<107z|tyMSo&hE_g17F>^pAf0fg8 zwk_6t@#$$xTZxgWXS!^nFfm=kUXp9nE_-delXifZ#paQeS6E`#S|@-@^L0l-zc9Yz zXW{<{7aIYi)2eh3{|uCc@G8&;>tRq9>Uxm7B1-~PF4Z9VtBTYp0CEH6!8K4MMgwV*q;aa;sry1Ed zMi17hZycme?ddr4+T;)9(=83#%P$>(%I0I)!*J5to~-=HF&uf2qr`IjR>X5DA~Fmc zlGjZVxbY6Xna!Ut?(Kv6NGc0}PbcGiLs00_@HRDd0Hja*z@@KA zg~apTd7%3AQ0||5_D9!1O9no(DkMsF@^LMLszP^ZmI=98nH5uxYOF#22JUCzP($a) zQ@gcPLL7HqZ1Wwt@yLk}l15hptp0hHgt(DX`^*G|tqkLPC8c{6D~IAw4O3LN1oUzNEz;_fo|nS|}IBy_Dwm$vA!U_@kG=WDFTFpP^v-$H-@v>^3|NtEvj;{rpoPkVniRrwOcJ1YZWufXgp zTrI;SFtI`Xo?0d4K{YExFb-hR7m|;O*0S;r`nr$=mTZ7&g1N4q)_gg*rMG@CT%SJ$)>TwFr|&boffj4PO5~$t z$SQ9vroO-gHxMQnJbdx|`X&OjmYlBCp}**13oHMA0*{%KyDAsfO05tPEL`(=ZZI}9 zVaU@OLlth#a8W?9y2S{eU}DreaLc=_bZ*{?--hy><_+Mo-*@^+n@7c|Y-Xx8{79EN zdk^dsTVz_2QI( z^o!D1-w;V3dEpn7eyMJM{bMgpoKEUY$n%9f-CBtq{#9_sMoq?d;6Im*Ll$kgeMU(m zm;z4pWzC{jgVR-uCGPn{Rd#Y*q<+TG;KyVRE5L{57+uPNoj_26UP-=3HF9d5m#bs= zh*^`5mTo%s%LvpGWWfiqg3Z?74gKkwCQTdclY)1huH(rR3#`@~VWWEJlVkZ<`K3+Ztim{?~6p4%+G&Svt4cxv^^O?Q&YZ`v?(mONh{iM)ffT)X()%Gm? zt{Hq(SH1O-<}*gmoc5iKn?kv(Y>DF zsq^%x>2H=V#q9By8&Rb!Kwx~$67&P(4Y;Lnv#OY`j+)tepYMQD%tn8cf809q*Ft#C zo$8b==&xQ4qN%sE?dIcL*vn7!@wgKr_K-HJ{4*Q#&y&EV)fsV5$027> ze|Ehw^6BC^#u-tGMC9vfW*tI9O@(D~( zFtx1#)e~WtYGA_9ph3_54wT{mz?Z~fh1h%{W&{yybZ3=qlqv-;xaH@TieX_Qy)0%a zrnf?T5SLi{AjK*2!eq_SEfZe4se(O2w0=li5#zP+u3}JlR6B*^p0a*})g89(Yin(> z)4cm~3`-O2qv4S?(*tbF{7 zN@74aioGNI_??wI)r9r>>^Rwo^4asu<+pjhpL3-%i7KF9I-SJG(pCJ~H^E%+TsvI{ zM@QlQ>1D~SGlJR)wXA*TVSk0PIly=(`xItm+nHd~?4(*|<+bfKmAzTL1o{XI(sGT^ zOFj=dgI)SmcS96Nj>zC3p#S5vv3OeX?D;B)=U(mpy?Cb@#cp#Bwp*jW)%=PxS`M$Z zB^#AOAMw_)7eXdV*KF4&31TJum=n+%?xYzGHT0C8+qhnkO0YY_BJ~jC*$dU2%@vMM zOCQSxiyq={cWakCuznISpt$3+Nh|^@Zvs-r?|h_IDL`GLkhe?9QR9&#yjJ8;0h|V+ zz;0<0-H2zIRL)DL&cy&bdXFvZtF^TteC>{~trX8Bb~bz)Nik_On0|OxdYerLu%vNt zN>_*s7oRMk7y2SUf&0|Iy=n-f1Ag`tZ-2!6Y0pR(o55u8sZHzu(5N$JFrrN2b($=v zc>eCyZ8=TN{mteTfuud3P&L;&=km1b9qv#J*JB7P3?s9kQL1Kzk{OP}PO$siN~9bo ziTH-H3|5S~W;%mxf`|Fzy%;}Nja9~PAcO_tm-?^29vOI&+zVRuw!Yr<)=DZTtlF)_ zRe$(eU8$NcBWX_yBLf6%QGxrJtU~rXd?2>~aDdo`L22M}^M*c$M*d`SfB1SN%AflME}&(pZ3ttqEvHk7FG|5#Walc02?JV?|~uLIXyQ zo>a7}>)G_?0)!S2fmN-R%&9^9Rr9aXkrIG?4(P0Xup@9r6(nvTiwRY*#ejQ@`OMxs z>qkS+oD0NEAnY^({wapeIOL3J$TwI>XAF381Ma&WXmwA+bmOc7wmo!uAd#6&&U}a3 zgK;)lFkQpyh@s85{=E`{m0Kc0`qbDu)7uz`F9ToIDCk~>z3Jx!6{y#H(4uG9U$?^b z@Ht`aT`U4DJ#=TymGznAkmNOy=KB54k|wc#D-J{4fvG2ai-5q|B9r7EsNJe#kvr3V zy2@Fllan%G*6Tv(k296Sa*)Xa!bNxbJUGTTGPf`wfae7~U4a7FWw5pk-QQKcqEtJ9 zV^Z4yK|sF0H!ZvWIqC(|R$kb#iC(2{7{l zU3)Y>#$bSz)u&yMBY4xQQWAQb)>wFTx8N~owV`t%$QV>=qa{%fu?Zv6Y1)TLpOB59 zZ{^w{X@(9^C#cYQ?O+@!$1?B$tLj!sDvupBQ1@UiNR&3sm?zt9QjIN82zUr7(U<+ zl4xIY{woTVv6cZhkaO#4t-X@b3X_e8P(CoDtR1M&Zg$SIa*)g2*>Pxvu=Hz%_z3p0 zE?Q#yUNQyBk%E9YaRu-`a*G}~rP$wb5QMvkGn==B2n|I~aD_3OH_*Xpb>$gi_-NCR zW7nxkWCH+(8XzDJ6SyWTS#!jSBciI;r)q$GWH)7d0@>G|X>m4#c#}X~2e}tYm`_h( z_u+wS{w(`f@Z4`Ekz~MW5{a%jP-Ux89v85p)>FDXo97qdogQ+$z>#C`Y;xtbR2B{i zsMr=1Z|ax@03z4xDhrZRe8xu=m*5$j+{n%{F7c*WEyVEnkL<-tA9v0mr&!H7bL5t+ zx70ZqvBgidjUYC;h?I!l)pz2@7hGj=vkKw1O&UM6EpRBPeVJA{DHB`&PjZ3jTKk0I zp#<~6g-lgB=y}-l_A7E0dt)Jtoc^lUYeI%k@+xo5b?9C$n(i25IA6mH?D`M)ig=Si zjGef<-XFt3Cbqquh=uMD-JhKqQ~UXuuY}yqLO@$V%_ui9XwZH7rPiMrpDnWAEAy}) zq}0_|t3^5nV;|ILm@ik+DkILhDMCP^*>F>vp$x7jY?jZR?oIJ*&EI@;8m?z?iCr=* zJtx8^*&LqNs7@{xK>Gh0VBrTj(;reFiwZC2V zJH|blr`O+o1VTnl@@fUc}A@y7FaZG7)ll@bu!8iM#HkgKvdZo z4r%L7N}d@b`+ezCftR;e7(VDIn@h#)d`{F|4e&mkvn>ioqbuR%?MNQlzS8oEHYs3*Kqz86H@f2L2AaTdC{ozK!M??NTKxYC ztwzEJSGF!9&B$Zf-9+|$?m7dhI%_7X9n?#V31K{0JZ|yeqx$z9s()%v(A|d;iu9r+ z)lfimXmx^gXfnZM7pUe7Ab%Z4CC8_xuN#q6D6cbyIdvuj21{QF5)@f0h9jR^A1^t+ zorPq=Dd~~9LY76&Mj#^MAdIo?o4+|ptrstLWRxHImb z6-Le*YUd^-aWTt%gck`QfnP#@qcem-yjsD%KP1GU&Z=)YxYhLwcv0|Sk0u8ayEsi9 zj(ku+Nx|uZLp3$_G0CbP7xM|L3Y%={iQdmyboeE}oQ+Kz{TO2nLTzZ%GJaO~M}yXM zs#O2<{)SlW?XWg6k?Y`hgba1}%U8P_*vSYR`0K4D@M|9b-9>b*i+Wt;0)F)WWuz%b zfg%i3hvwuhD^jaJJ{zWa@ucZDS2LT)C!y97sWmG-!Ae=DU{*{Gxk?B3TKbeu=lZWb1wXtrfO>JS6-8H@;uw`C zFB%i=t+tc3^t5O3M^ivzaT)}MM>G^gfNxA??CEs){UVaR|H0npxuvP?R}Dum{rn@Q zC=JDI)rJF_&T2PDT7QLk;89JcB)T)W*ia6!z^~^G8lr;#ESn9Zy2Dp#(ywto&fUZ1I#UCIj(B-hctH64=QY9WKKbB;pji;ivFb`=2vTJk)$AHBa65o2U<+(XK=1m zby*4!XjkAy!>ZM#eJa3)Z_mFhZv?pP0L`!a?%gZ3*A9Y$SN8((GjOATA zRU@15+YI4_4iQ{LmCo4?tr+D>7h90&Kmm-~%92xF(T8E759kz<-fO}LxVcc+z^V~y z`QSC66O5f=NU}vRrGISJL%(pjICSHVId;U(+ARCUQa#P_f7r7aE_T(ZIA~MgU*9)I z1YDJ%k5J`c^A}nmHy5U3t3VJ(`CH3vRc#R`8z!7ul5=X4@`Yw3I-@}waG{3d2l^1} zx_$Mpuo4;n4-&P-bqzyTL`8bYPtH zJ$uF}j$+GOkk*I)0l|UI8UE=ECcraGo*=y%AUl`cN&a^Hdo!4%S++n6>iSkI?MpVE zGoBt6m`G?W=ae~3| zA{sk7G+bRIr%j?hlCIcqJ{KGrpQ&{r;zA<5U<8d@QeJHfkPh7Z;hXCc8+jT;06Vl3 zH3UVO>(TeXzxgZACKhOWjdfv034qm7kNvHJ&p87zZ7vI%&>jxsYy!jqpg;7RR!l|&9E z&Dyf+cp;?k5K)*&HBM_BJQ3^3Z>XqEe=lvSY2GQ&OKBg7mF@9oWrHp|Dn9sp3nu*2 zR}Re@gYyd1FUi&REN##ZN?shY2f5bV+mcK!Rd?}sG&QU&nXlt_nxgQUWIOK9J;n!c zFw$^+-XeXq(b`3)ew5w6T-GArFD%vOLTZ@F1u|ha-NmmdD+oSrJgP&Osck`8>cK2^ zvy+G`qsFuLncoRs_clwy&uz|72Msx|Kf0%7f{cV**+wzx{!zW4q}WAX=Nf>XgNx#K zFB0S_#NH-}pHPZn)%ozX&17}btS^LtVY$_2CKtlVi`GIWQJT7Q1FLs|hIZDghe%nO z*53qez;6nL`0Vd*37}T!-om7ErBd5`7k@7EizZ~l^^-774M=<}jU z-Ly8fThxc7w)vex4o&>oMBgfN=WMpb_M}e{+EqA3V%J!T=D9FE!rM1N<%v3F;CV$9 z)f8i6yqK3Dsw#fip9hdj3chRIaPu%2n-)t(WaTzkMfVAygz14i51N!2rA+>~Q95gl zOq>@8Y@I&9TIN?`+b~X~u~At%qU)b{oZmw%Pkpdbyq|g{fT7XBYq|kho55Owu>t?B zLRn$Vj=@Bn|E=lT>2KbnKOG{BbL~4H$1e;+V-(f;7wkK4+J3;QA=R29EOXQb7wSl# z%VhWHK2>4|_@NLC+oi}=8f}j2bU$0CMrKcIv(PM`5h6)stj1l&qQ{i}Zj#&p7pPB& z#xuB-fbowvOwC*Q&^Vw|O<}WTy@Me?P1@)CD>97uCK3OfFlM``Qg9&-DY{)GBhjzy zLj}?wP2>Vxx$F8KYi~{>#MsL8F|^ zRL-~NEUQ)<#|pYTi5!RjXp5J`lMf`yj7^!sS97-uooZ4t%>;YG-Ab6v0E^4lWT)72 z+xf0cBz?R}K6V8X#jaF}*D2q%r}-C_CNSD8Re(dh4=pf3KieGh7f-2s$3EGNFNQH6 zCCmf4q~ig7FrX$hZtv%Z3_BgNaE1~&f~3-Wpn&nc^DjPKfx|(RB%D4s8&{Kb?5Lg^ zl?wvkRlN|d4h|v<6W`?GD5-Rk1;Uye%(Dz<7Xn$BW(%5X!YcPbKv5OYXr% zMT!h|21oxj{a{;3X@5+#Gk#f49BSFpLYf=DTn%jwksz}zVvVznQgus96PViQ076Zw z{RT?m$rT#n%04otglkCs`vapl@wR+f6dQRqf|a|d^l_q?Xlpqe%=hfGWAs>3Xw3T$ zJ7m|PQc;NjJKWMPmE=UOX*2_^St&voXL)lzZ)n`D)&n2wACG!Z%^0>;EMBWMF=u6V zLp9-%iK7%3;i=yT1Xv$Rp167k|Z4$eFLnWKX4DxI}hXdhrEDXM%4M5xNOHQH*aF*iLZ~w@rITOZ-8{8BE+}6LL zC*~zX4<+r03+g#kZRUOAD%QDMZ50;!Ncr-Px9bX0NN3Yr@aa+h$G~U#F)7*-V{nk) z)AgK()c*XEE`Vd%OD@jkYBYJX7wKFQ#{|y+*zFckuA%KIg;SH^1Q?kxJmr&8SVF0} z^#yZnqb2`>YJ5nZeWC?sn);)Z`v~C38;)A>s~VYKaQNoe|b} zt-BhFXp3w@%ls|tvNMNsJI)NP*ylhSq9Ct=h_QEI)}TvJB&6F2{>61 zW_@@K>Pbx)+@8s!Y9CVi_JEO~{S;H&4a6wr{m6GdbeY2{(=H38^LPDeaDPzCt0Crh`|6}#7+k{D$`TDXj>Vve zks=fd9pxGo_mFN9Knq^vfIQU%)zH}9lH4+=!*9v2prndxqO59LS$8R(X;sG8SGtNX zK4BbSKMjP&-G^NN@{*@3r4zt?i1Knx%kLI?9ds#^>|eE<_>YG)vKn9X%-%@{3H4n% zn{PV9bwQp4CxQB18c&Bt-|D}PJitA#q^VrXiIWhyS4mp$HeWgUENB&h@m+YyFUMWY z>E2>dDxCin?kyhG=?a6Y##LPjexuC=TPvuEF{=&MEYA}6r)dJgd7FB;&MpTt@LNN;@u+Wq zg+nzmW24?19IY5GrC#6`rp*H=+N#*e*xl=uE*9Wp<;pYc6iK=7YQluU#dEu+S+K;l zRn)9};Cc(h@aL*k&HCGrIC*sE!ipLI*5#Z z7suz@jKkITIRT3dvN{MHyh%P__J;<;5Kcb<7&zhqDY4AXFo?E<%~eXSXk8BeU~YtY zQ5q$huc=}FVTPr|yjQz47>O2B1{(f&Rt6X%C13SVZ0DI#Pd@ptcx(9e>iNIn89@EC z>5XX$;$e zG!C(n#$`0d@w$+ZSEbA{ICEHe{vV2obGWU%M2$Rhv=y+slrUj09k0Um?dtL}$E{6O zn+iRR%J{P|xT3#<!v7x@o-ZWnRt9t*@i^zE&<>EwRz$$EJe9ReVz|U;Zv^uM< z%JQ2k?NPhRvX!W8bjp7u7NCWF^uPhL1tPf9^vdA#vacL#@_UdzrT5vknICkAZ-0=c z{@cm~PDCM(_s)>)Zo{0UT(pRSiFf`aE&6Ee@i!y@f__(j;PmIrS=NBQuZ7hibALUfFHmldjmU(=U30?Jwl>Dc5|gP!TREx0X-!v6w^Y)D z1)toh*vNyBxtH#-hiPLE>QC_1p3y>TYx}9~$FO;5Jog8=oRdmVyjX>aW*4_1QbS@; zoX&Rnz1}9HN<)V;;CkL|wIK6)3^>dFiy1P#CtP=%R8^<>Qr!oD$IzamPaAH=Kj*HeandArsc+{smK1l@Mekh(6GR%&meLT5YUl);gzN+7h-M_(fmv3+!1uuGi@ngYfZz z{L2Ks`|>Y`JI(AWH?-;qa)5RFl3Fwzy14eDCkTqHihY$Hk{IgCxQ=>OnGWVB>K36H z%zaPU5DT1%#HUVMP_t%X#XH!YC-cx13BLT*zbq48m@!eI+yu$4suyen0XI=qMrXAn z1wm)!ijPIgk*@dw*@#Ey19w;0k#lf;e(xK7^e`L$3Q@j>^vt2_jqk31l!PnXLn$Md zY{d0C0~ydVwoAdki2K_(Tmss@b6c|}rScNlfbpd?6(H*uIO~YYUQ>E&zs46dqO|TO zNT(9lq3kEq;Z)UCQ} zx6f!FUqZ%aO+DS~Uy&9Vw79GK>dpFd1Gz%n^yD!ZYtcxAA;9F6%%=RwE|qkMoQD$x zEm0iuDVzTp4DuPAb!{zUivqc~mhpth-d#FT1rXfo4aptbbbL8K;I&0Yd^^{Lq^soV zPWBC|?)peWw0*9nF7a~h{r-O2q}3iImAmloa;Yj_Z&|3ne1~7iG=W=Ism?7~x^z>$9B(0Voanj$ON5;)-;CihfoZoQx=~4uegRoxN&`4UQ zV(?o;a6Ld>-Ja%eiQT4ZG(%< zm5+j#58B;{+6ptLeg_S?*{~$od?ZE*4!%Cfp#bre;X=^oEk)cby;tZ*kbAV*k%7QS z=_(!Y*I1sTv}8Ei*qqnpC3geN`DcPlBTr>9Bp3vIMaz<%2+L;ja0|u(xU73OdCTQgVPitPXsy>{-D?n#>IS2QreowZm)k}SHkachSl3=y3%nW^w+ z1SMMxdmb%XCl(HV1lQS(##ir!|~~~`GIC-G%eOw zpnye#`|c-6m=W;~{vV$ri42 z*mT_|F6<7kZy}{Qq-SPp@yUE2=(mbODqx-D*y&Ih){`UCavkDjmlBEH zh>W@Re=(cQlkuht>=E+3c|B=-{e|=9fz$&7JYl8_7mNC+zVfvX4yNAN2tw4OQOjSM z`jJ)y{?v>N=hm|Hi+V&Bj5i7%|KI=d0Bi9M%bd5xPc0g*t|I%p zHf#Z*kbd6H+Y5={Qa%?v>@GEhPwG4!%PsebScRPc&;N0euQwlwnLk-?fsM3PU%bsI zWM96IjV)=uBS2ao>1`3^Aq2kx$*I$gosrFi>^O7x%$rW!)*38$1@ADt4&}fEmEWv-tt)Xq=O` zmG{6C!gJs!7liHusXA{n5u%nfBrX0zdplw6ihb>tmCfFAzw1M~R}dat#fF*DnG*Fq za7-Q~W&vn~IkdypDws$-V;+@B%M??4+CrM(zkbYIJ?-PerFX6rwMwhT2;-p^j@^;@1-?nOGER3 z(x1NlJ`h!m%v8$sykRkc=qYwQKMS^pwkhjbH~;YK%N^+`6bXY4iP<|j-q1a24Fu$h zter*IYcM^R1sE)een@ZSR{~3epr94r2@aqUZ(t#FO1*IOtx6QDe+KGsZ^iW=xGW~t zv|i4KR~3VN9Hb8Vsy5s=BAI%21%_lGC3k&J+|6CYtm{kn491u;9$&Wh zK}jp<=N1Zmgh%wqM#j%`^$G88_C~GU7iWE5gd#tU1ie#eAsvX=SyNF0Iw{_Z$c&yU zf52DX=@)vu#xca!Wm4U@U^6HUXP)NnS=7>mGR7bG*oxqXo`&uTs9%+y!t7u-^N9&b z@KU)?*PZ=|wJ#`&sM4C&)r4mC{t;o{*Q-ykW{{dmNmnfIxjbhF=dvDKyPa!}*5VBl zHX3a+EnZE4m5kDOJT1>X>Ryj!jE@n%xv|wkgUC2ldS!h)k)yZa+2@|_o%d+n`fGK# z{vh8f3#Gx9%@O5{|Lzhuzh1#FROZ>2+xWPBo7Xc{iYM^=ngpQt*r&hH*`=4v#bv|+ zB+{upDzCkj4RMi7gE{>-G!_|0`cF|yhgb63Kf#sMdQ#lu?afF)>;96Me4+4 zL8zj8z}3g_-AFf?a18|69DWt2cLqiV=8p*vsol8U`(aK(Put;kI*c%&;f%k=(aN(? zQEr?5;1#!ma?Sx@+uqDviV3+*ItKS@b!UGm>V=*biW2K=Y<6LhYz$uXpQ^71 zdi7=Y&v@u_R#R9)Ygmr)-T|gvS=7t+iAaJb9xjU453lqm`pb<1Q-3RP_7uYyP z-ljh@r+KMP=|_(~d$70}&UhrAAf2uefICY$i4ANU?Q^9q(X-%!LZb8~1GrV5V%#t5 zkz|JZTh+Av86_#+GJs##&ncYby@OGuowp}a{{mSlU?$%1^>U7W@Af^hkFJVHx&+SO z_b7!Ktmbq|{XX~;<{yf`rPESuZ|HJu=PWiVv?LGKn zYn-(xi#lE3d8VwMg0N3B5)kWI&;rAWB4?5?<#%}~5gZ(AcS{25fBFbez3EpTK+1FbS59r&6ye$Mxxe3}N z?Nf9-xIoyLHdo(?UpRF(`Vba_F?xbjep)<;9&h%Y*F%F|Itf|jd-mZ|RFN{NR~hy@ z!T|y_EL_qU4QOg*ora0MQwF^RywP=-6~joC7SU?GfTW0W{dpk*LCM1)RCALf85DPe zi{8dq$`U2EpZ+wD=Gera*Vvf&aB5TgM($wMbF2Xl0Jf&- zlG0zfxt=dIUxV)sW*Tz(lU?;bzfPqG5XwzEQ-fP!N22G5hATLFa1M0qbh9|?WZLCmq6(9p2q>ORR2}c6DhliTU6Dm|NLav49AIH-W#sgy@cX=0YwQM1 zQ00G6rw?9Qkqrxu;Rt|m+3)ZAmy1OVCc4$NXXAIuSD^v{CPZtX+qqHzwNPHaX8p&Y zYBF(-KzkKaoSG9&^ca;76>SPvS2qy2o=_2 zm*6fpp69TKAq5Z!j6N3r+YxR)le3_AqSAiIqz%(2wSBy59LaJeIbHAsBZRFF?-sKV z!~~WKJ$bgCB;6BvSK`{{Yv6bqbmKz(h9GFE08nCA58^N3XpMUI1}r{4lnWCg4l%=c z6YMQFf;r7vm@{(MoC}oRtFZVc43zLMHON7jDXOmy51p(Be>j;F`AJId8 z&XJR6P#Y)o7Wh{0IxIelVz1M1P@H=^ID!Fc6Y4z?&F~oQfNu>QJ$`eP!*(*G|GG-; zE~ei9<86js63T3!u5ybX`Q}L?pJxS6pO%RaZO2{LnT6Z$3_ium70rvPD8e<0Cjo^H zAk}b-4QsHu<-pInhv0)=k3Y=O|7f`U(V@!VP5C^!Bl1BP#Y9o9-~dmmfzw47l(ewo z*&_XJJ%LipBZJMl9Y(*JOrO%qMv**-1pM9Gpmhts&vN8DE3ph0|3^%FMN4W}1)HFH zYXW~RhGiu-V4^R^5S93JY`v%4YZvus#$Y)!tIB3%TIrFB!i=e55J%Wno3RcqrBqJR zQJXrF_k~6?Vng7Yan2%LJdy{o79f#{i-(q8o}Shx!G(yPOdo&|Fua}WN-p)p%5!UO znu0Sy30r7|hRco|Gj#)9eV~ukAF)xPb$aPt zwF69Fif7t(7eNJsBP8^_EF%s`ysKfjDjNsz&NHXK7G|M1`zBy~W{G3N6W zJx|xJa7~-u2bBod*^Zr-vE(^%dGuj$EpdOxpj8ddX7r2}6h-3pFOOSBl}A1ZykRM4 zy;S}ZMyMDrFiML)7WTeN@+9}g3of|BT29%ZfHNszopUIPbx)(j22B%f+8-YlXUybR zBKIt5VpDd5p8oIw+}HaxsFs2}755+5X(3oyoU!lwr4nE=+uZVV?qZuHv+LSrk`@zu zLF`a)KVVs6sOOMV-fNF>#P-}$w+ixHESY+D$u5>tPWw6P;QB98xv$!2z$Li|# zi|N`92cyGff%UF{?1TmL>Er-uM_zK%u&09IqzD%ix%56Ur`AD&%pl>VTV#!)Ief;Z z`+6*XfhelV&+2TGi60z|?`B9) zC(hK0?pLkKLGDu5YfoxqJ_`oyWWS3D}i?d&kw8>SujEa1a{ZtaSSzQH}Tjwfx$_$rR z2>@LM0_ddzY@!`V?T|15ZM6hOx<>*h%)lTN4}Mmm@=eiHMXuiiAVRcy!reLouS8Om z^ToYTGKrdo^PJ(=e+8-F2juPvRLp^UT;9%Z+x=&@lyb>Gf?GspvT@#`iETZY!kc7L zEKyhP{#izy9 zZL@oof0JM^W$QJ>;7g&QtF5oKD+|%7OD=05|IJp_!6VBk2WZ>3-*Kvh!JWH6{cI8h ze$IT^@W`EEjUxX53$1vKpbDtwzjf~Z-sRd-3rxq8kD3@9R!@hX`QTQcBdoH4wK1aJ zSJeOzceijN=q3JvXgc?lU6sNmp$l{S=;Ygl1XqA|CTaJX}3{aHzia99Ax&k1yIX zaRBE!fMUC$?YUQa;iKAYWW^;M;ojh(N(!?`gATzRMU*GKWOdXd&nmD105GQ{9<1-a z;NF0wrKuEP=7ixS;_gDd8^}q>DE|-iqaaofj>|vH3A}mQcce1Xt zH;V{1G{ARjwL6KbPatQ~YEq_j=sBSYw+0GY@Xi{18MurpSgu!-Wniuyv3eJHk`dOSZu2{O#q$k^!Pl}2Vw@Vgft9P?g8tg?9KW@0r+EdO= zsts+}KI=C1?|j5iX`uBTPtr3F56Q7n2U z$g4|N)HBc!G2b>yIlVq)dX<$MV#D%}nrio-)DJ{cIO>kK|K1y_$}#w$5f{EX z8n4w0q%@M?0EjsdGqyeT!I|MCv!YWV|Ndp{S7UUC7>ACRit$>GSn5iaW17c9s>nRM z0s+ythH#s6A;J0pwpO^%(DuWm;Eck^DKEp-g9D3^=`zD1G6NMZ@l)5Fm^(II%coCh z+D&({6FmvLxuMOp_+)v`Xv4#K&J!5OCW=WDZgmvBmOOx|$B*pDw9P{hDM4u(z%hyY zqHxy#0oZ3q1hqGI79xYS6|(b1(qoX29E)rk6L<)TlNR#{fh<-4NMgD}KoN0+o5L*Q z>!;IPtvMJ0vQL$_H?k}i#*sgbhFrGHg6fNxN%P3`vHF55i+Yq?SaZu57iRQj-Zlkv zJtMv_ELRH8LT^oqaD0KMR1#Es;iudZSNhDunW?4Rn8j(d5=LG3e=mV8_oJ7|4y&|J z^78!MmMC4Ux11;vTW!At;P5y0QeWj$A8X0-aG|xK0TxsW*YAI%Qv$^oSU#r1s4Ncs zX1J_c(?R$mF0+oS9(?Q7qe8csG{|G+dbn-^lq<^0fivY#RJBP0EE{0$v_jU+6Iy>v#(`wv)P(L#MZ5r(#-wbcImP zV1A-$4pKdYS8NRs(D*e$Z-3c-0A}TE=~@;p3RM6t$@lR2#E6c))-hHR)!d!-{WaD> zYX*w$m$5R-?#9nMcV}3T{^q%s4NnCFSp}#5n>o(b)piw6tzMNVIc!ac=L>Cg^h$Xw zH&-jnw$o6%@HYmBP%v{oPO#c14`9|ZYHKf|$6FZk1A}?uy7PnYa=f4zat2O3_MKE^ zkwEOo6xVMBZ66Wg`5Kv~#9Y438)VATBJ4{%2A$Qc?NIv&;e7X4TUl;7DDr= z4(&-$pHYj?s;ti+6<`zX8;nl-g|%(ryfG3xB9n+yC6z38l4N`k*P;&q+4eT+QjJ`D z!}Y3yc4NF!Nxc)63v*da8MJQJ$4L5Sfwy@3 z38u2Nv+DB^HH%$wlS(B5z$-EWQ`bM=*n&pDW~X$C<2eG|Ja2#cs((QiNoqy?>|P7+ zN#FRtz|d`-Ls7Uu;07=EYR46^#A6vGNd6V4X1;5kg%w;+-f)InM0g@P(J!$pC_r+N zfpI20LE}hLfktnG z{4H?>*#L@S&A5vp7PzNHi?hi6cEO9p){wC12m z7OI5Vn*AX2Q4aADD*+QhzEX5P1pY!x63fZs8;^G{fsTxMIa8FgPt#;fbaTmTJd$GT z&wx~Z)cOUN6HQJ)GDfPIL36dBm)oO74@MMg~6F@YNLZSksa^o^;pD~Vt90FXJZLrkA%BGaYI z1=JZL{GyU^6ra)sUjP9sKm_O<4N zaS(%VDa=M;k+UZ4o!K%ek%Uujr8iW0L!xu!On?Vm2|*cP$b)HlWTy8N=Q4)lHjWsS zS7Z`06k${gnD9?gr&HXVXmeeWFteEN(J|xhJ^6!Ud4YG|AJWa$u7{fmJJNz%k|7yY z!TOpgn7CbKXoRu853EbGP1>=FWlImcu8fr1r<2?}fGj8WFj5b7KV&fB;7?iyvg*3ru&x^$!UPIM$uuioHRt&e0Fg)<5;5 z<~XiIZB0?=MU9=R6RHbNwrQN&W3L^j8CdW&i4Pn`!?LSy*qh#T$Tn@3kQU1bvkqNM5X zTkD_%$m0R8l#{oY8jA^gED>6@GM^$fcFtHI8~PA05tp;P&eZtS?CUJ+YSO$nr`ofg zlJ2eO$>V;aOv>Cd=QO@h5Bjyf!CUbU_CH|NG?qHq_QAQie}d2ce?D$lHaw6qdq6Gs z!fG>kG3;U2pbGJGf%zpW-eon^3Zgo~Lx|92ywtEUS;}2X5A4^W{hwMZrv#`9_Ze`6 z90Y|rO$SuHCPh1a`IOvvSZmVXvou(t#uRolO1be3sVFq2%4&Wo#%$N_(;$6X#$XEV zf2H{{)|46OZ))~cYgZs%eF}7V>M%Q|UaSmm$a!Fw6&MsGEjv9s7x4cn!BIe%?|H0v zpMF#UFV>KY7}UFD!OMbd`QZ-CIKJe03YrrWyy-0z z-w?ylKEvZvWrDA5;@?nv=+xh~p0v{kns!;#Wp+75-A{b;=`NLo0l~(bC|ZllennQQ zTlRQw1qGjubbY7ZG+lEeB2Uh62&dh^?qzyicz)6^+h#S%<{wvD3r;{+ul762NMu7a zGn-UC%-!jQ-w5{85CeVCf>@2@a$Ej#N_H=2pYNA>R0yN@l~)nW48^{?e#)6T%43*X zfMxwn`sL&-u(ofu`Kd~AIt~MKfly}v%VBC4*aYmI#a_E%OQ|LTum%6(?%LFibaNv#%5M`xsT)5tBONgN#IPf7uMU_6xY77 zLv*PbL&PM6tX7}fo^3a#&owGC_L8h6VP%gA#IrVi`KiF4uVJym2_A6Bnd=+6>HeYZ zna+3(5|S*FpFq~wei;F2Iy|Fp7CSONDhFV!H8esZ0L**aD%0oaUoy1RFMgITo!{+B z44V6{0~=+NIn^u@2oG#V2q|$#$GbfQ+6aeXVaxx6YpOYK9=!AKuedg37x<0^hEn&4 zBr0Dz{AKF?s${y{u*z9dDT6f{wSFGoX;hg|PIC!=@bWX3iw_CuDRd&6!dxC|DgfsVc}eoK&a!}0?L<-3#aTm@3pP3 z^1Q2IXX|A0B!L%9MioasB=W4E3`8!ybS{N1?VctX4^mmFqZV9|XYZx;T~E4ylfIVeIlGb2AO-Vz+j&OXie~u!O*fAsTo000*b` ztMRwqBMvzb1F`9T{ZPL&v}OCQp=l)V zcBP8u=!;y^GF$)if1E9khT19IMP8aZBkw77nDBov{H>du)3zKKTfqB>F~MNmIWMr5 z)VkyvZkKXUm-=xD+NwN{W*;2nKYa3XE$CCvN{Mp-9CAs_Gc*m6>B!XtVhS8f7?XYi4#~~ zqjb3nHqn|F=BKAqev2xF0NTC_2%~Xs879Kqk##`^<}E0P+w$qVmScPoEW}nCB>zAX z@6(#@m1t5Lr7_p9b^!aZnD=Gp~G^ zHJ@QEFamfBQWt){;wo8SUlqIXjXqk}S;H4YTXF|EC8MiJfg-%2f?s28^u-z7-K}1% zBPYBxOM81FJZ%d6L~7%RUKm*XBj((tI5Ih*tE42>vD~2oB_uvl3h%@jPP0L*yVHqa zm_f4$&X$&wpXXWCY6VqCGesy1EPI$Tns~jLt#eVp(y|{k#`^|mPizm%mMp&f9+@A1 zSxh^nLxlH{s{U!%=LcO9-@W$igRjZZLEY&!cPqIgGD4{#b@k9ikng%`@pd7N+u=LN zljm`Ht`Rn08QDMHu6V7U!d})&;a@xzb6W65a51)-Qu79!mkw9-exlln(^Dke~ixUPb#}U_f3Aoq1iy^VQ@T_%*)a1^lVPb zByE!wSg#6ez*P6v6`Vk#Bg(Doikp{ZHuTAbnUty3xY7v^7stN80W0v}3(~+a#@l3r zFtsyX^ITup4-r@>IDSV{j9eh#Kwj34g`xV+`ulq~tO+u=KEH<}kX?$QOlSFi7lo4( z)E~FPaku_6>z76OQ3@O~jiy`!f!QP8 z_^?8j{aZL*-KzN=$IX2ry(JR)GB}U|Zf+bH3xk_4p2Z2p>xmR0%)9DZwXf|ObjAfK z%>hR5-?Yd)28iR)>=0wrz5Hg-GDOf3BUVu?UA7g{xtGTr1IFMAv`7f`McoGg)*}q= zr=qVc5O|R~6d5v?&;jI$#w^kn(2te%MU&q=EeKEw9^DaPrpCCeK87q=x8Do*tq&Nmc$WBNuK}N#!P1nGoC%49*>{#j6N&6Kr*-5Qg7GpH zP>J3bs?3}C;&JjF^8oQL)uaZkNMpIKq*76$@nHnDsq6dAc(MX>@we`R0y>n$RYLBd zBu~mO_JcVIII)72dAQ{T#i|@9d)xL5Dxe^iVw;p*oo!#k!06CpcBVFjR)CO_jLr#G z9QG~^J)H6N&k5Xb7kxfSg50l@-7M9xA#BmS)k@V+u^ng0u0`@CK|y>0Js)WGiT#uj zF*WoN8LU$isV(3h71QBMfH$`uIg~Gma-JU(2|eQTn3U1~wQBWqge~)z34EICtoUXX zr+hQUCUDw+^gqzUGWhQ6rk}MGwoS}Ad`ViInN0}*MBeXxpYb;^WwmOh?`si>wozo{ zev+c=7y@e@JHf_z;_%QLvU!+MQZpUn!pogP;M> zr!C!Mp4#(iLbe2~X#@;*SfS9%5bHSA4A@0&5*vcB!*kpv19B7Hx%Uqtf|&+<&t5R~TlAhvRL4Q|eH}@3PdzAr38P5~a&xEI*PF(`1z@6e}@^|L|&$CqVNZOQ8)$-JPK**vY5_)fnP# zPYFQl|49==9?cJ)HezDepK&l+Pq;2JkY7V4%ZZNh{Lu}X>k%uUm4KAA){d{WNVQ^L z6b*)&fpT3@vGX@>8j*gno@@Ts-5qwSGVp|bx>UMtJ6Kns&a;rAOTXd<#8gWZ1D;=z zNtJlpI+5Qz%091Y@)q{zXzHXBF|b+;!mq22R6ER=j*@_NR8zwPU^o(&tLW#QXnYJ{ z{GcsutAAhRvyCFX7kp`Ed|dN*yVj!7Pr0Lm#J+$*(gP5_?xM1>!WL7K3qZHq^qUI7 zTj4+L%0JhV4tJ?26c8>Es%_A`+D7^EHDhPyRW%=f-l|hhHlAc{h#q^{3ce*fuaBHH zgM_bk z!4!zMw57R`%aXzgIl_i`!53(=n$`wJexyKLMLj{L-&JMxIuyZ-D$UA)tBW;q0+1%q zG#o46qa=HvvnSKZ*EAZket9=aZzU(hp2IaAQxIiD8ir%a_p3|@Lwph%huO7(z<`8I zRNldj<*_F(ifUmY-qS{rH|C2m2T0eT4C=m7;IHs@on2}`=|`ogTCY2lqEaL=;wX^3rm<+p2&SHGO2U7l)2~VU)Mc|X9{#(`YYjufGs(E>2#4< ziHP5u-|?UaYYsVweVY4$7K;m3N=Q|>U&~5D^^J7{xe>Jiahj;hjEI*VPgo&D|nS;_n@Q^SpVc=e{0$J`^x3?6D< z7TEUmY&|D;L##^Qy>FaZj{`AWkS607$}kbHh_VwZd0{L(U6;LR&Ve%pS5yux@+~>| z1MHdI;;C+pKa}n7-F8EvGw?4vk4_S8%*#@ObS7%<3~>^!4XcV0L8t-S0UBZ+5>ZbY z^yNi$Rmf+wji>YIw`Y48{%EFOei=-pe8+SJ40U}B^F?~@_H9t-oUkS_F>vGF7&C|KH4m#Z~5PKUwy! zsNN1DlB4^g>VK}kW>Imk^)Ued#_cOJhI1Vo^>$fF%tmbpoJ8j#{8 z&1leg-qN${{AM5XQuIO-_1|-Ipg4QWLpa((&j=0#(EE&O?MFscOxl@Y|LN={yd>`Z zLuWGpEr{4mgTslsvH1*nS5v3c;h2>L;R{_H+k(1rlx}7=^2dv5{jc#I-!)TLPuj8PWH9&iz~g zk2{9`*j+v}RD-S5p;-rZs)7VKaj-DM5u!}wY{jet+(FLMG@wd}2}2#~2!$nfLG0)z zUmXb%Oi5j$oJXuCPm|qjHjG~F+n{y3jNeeatt=IfS-ILCf$Q@Q8B@Ds3fP+dJQE8~ z+_V3^q#@}D1PPqN`!4#mK+Vi?y- z+l?cM{R_?WZ9$^w2`UgaViMD^{BtS5sqfd3g9O|LB|aUfLz=>75$H-9K476IkM+|4 zr0)I|Ab(K3UiJHrlyWVh>QD6C;%d*=mh0YrmlaG26myTc^I*w7DP`z?F9FYI2T!;>@UNp_^nC#$9J&@J6e~ZNchEwz)&% zL$pUoFF`#u+~7rdaOZw=a3&axgW@WRks zeTTqbI?R#5n1jC(tYP{p$l5e{7(<-CfEh2GO}PnwmOm0&j4(SY{kKq;D3{@+GQbF& zD9uDkgEEI?7{3k(c_Y@vi);n{j73StX>K$W zdzmC?3p%f@eRciLzeqaAv=A_7UfuGfk#F4C0J(t*5(Bd!*M?zfxC{NwMHbydKm?WM zrtS3%i66UkuTnDuW|mUVdFCh}($q-9O>Ir3-|NROhsJ|o+p#S(!UKaNq!%~w5Q`XB zduBURDDnJ3`<-0=+)xb4@Qpz8?z{jhR}^hdZ}DM72Tp?JJq1|ZlURZK=x(o`NSNc5 zzpXS^7PdTJnm?=H$P{_p=94>gVT_MS45nf(-tw$!?tn7!W6A$lv>PapfvQH3hza||KMw9ky3L+Z>(5VUFXbs;eWJ+oMC`#Ayf3- zwCV7O!97(^mb__Bcc^o?q3%lnM!w+b(qZV6?(?HFk{rE)_Bh7R+qzvO{!VZ_og$mh zG@huk8`&4=l7*25aXxGq+5#_Wwq1pd9-R0PjzEq#o{H?f4`lqqxgc*04k|Dzug&IV zYa+=OSl}vF$sUftx&L^UpQo^+3+$^-0--$b;5D-BEbHzjzc-#9QJ-bIRP}NZ40qXA zKQO|Yl&Jqfa)@)*`wY8`NGm3kzeWX^v5bQEiLWev*# z?2Q*x7cZuIoQ9I$C5Sm=1tY`}sR_5DX{Gd2oBU|XO^jOX@`DiCdFQxqEZIAP?!u?Qdq+IjLz;R}0ufOqPRwdG68-N0tK$yPa{x~7s&p@?QC#pt%VL9_sc_-&M zJ~yocafC_lV0pD9?*_Y|Q6ZFsSDAOy^~yvC+Qg~49PEV|UKy{~>_5gImu9T!+jR?boo7x*YLT=YTL#@o_d6b3=pH?XfQ zMTZMvWqRPcIxPZjIHh{8YiPS-$GF2PVK%!M#l@8yDLdhWl$x^^duvSIDtc@X@?gXi zL$r*xeozPE`lkgA$C7b#I9h8<*OXsIRMdqsTlk&-^}A+VIeqNGPIy3fH7KM;0_`gn zu3}0V(Cr@v*Ml|P)|3nw8WuY6wYc};RoxOge^9k7`a_>pOLtCn($mxh> z*vtDEQSmjphyH>*pn_Y=t#h2d@<@~=s6#WrzCI{;!!pI}+f*Ui+ucs^*jV?tmjssMo~ zWe6(i+-Xhb@35jnLR{FV@toth8{B%b@prI(fZVw?oi6$wLV}HCH(S?^C%LA!p8VxM zOFud3JyVrgbw#8?mu`#s4%+mM&rGB84CFD5?UJ<#Z!E#lil$WHF?KaX1Ae8{Kusw7 z{K`(5w3+RqBK`5FF?YhTdAy-BN7Ob?>3R(+@b9S2-1f0k*EN>MD#JA79UOOmP@Ha- zm>UZ^b{J0;F%>9klMP z8p7N4#>*>@B4AKnUKl_HG(?ZVI;CC(wWkp~Se&*VI>AsaIACn*idof)afaO}j3 z3)ujP!vM|GQ~5wx0DY<{!e#D<8c@^1t*b?44X&)0Oyb;@-X0aRQ>fI$#mZU>1hG4 zbqP`hn5L`cL!%aN>+HmW>%iHfbG>>@;ji+hCjnnSaT3{NnwhPX!Gi0zZ`M=Oet;m; zCldD2N(~6*DZt7liNWM>Z7}^1^8Y}=g6_FT6y}-9CKgM{aco6QiES7~SZK4;eSN(GeS7v& zT*ZWLEaWdHxL4SrFIj>)y*bGN*)&U1GyX&==o=shH_ z)2T#px+C$_NNUjPF|CMQkqx_SdV>qI)HTh_#?C+YSE!3c)_F;rG9R?g`|?m9*$X~= z5(#V!MTg)YlkNYqbxs_ar5@GEKu__65_ak_veA=;L1MS4aUp_c_@ld1put_B=hwUZ z8S$}^;NYvMfL=o2MQQh0q0@!Y znzC2KKg4>F)Fz8mvYUnJ4{qC{sBi)SFVL+k&te_;{^{^2I9}Aq8c+U00jw^#d~{h( zEGt-9qm6$%>&lC*;SXypCvt}EFY6c@(3#QQo$9M!cm{{2n#e>2_J%ITR-$0y&qXQE z#smbLHEpnFd=i*6ABJu>;vYO9Ax;o1lEb)Ifaj(=elmu zL>L=Z?8k~hXz`}~=FrtT;tZ=X+f)B^cx?xznS>+L`0FUVD$RPO*)in6`=FNVHcJB4 z{q?i(C|-C4mHziHa3zy>oBJve$ku<_=O!v=xNgsA+=?Ug?4+mf!X%isvwOjL!LTV8 zl?X8+%s46jRr-0U`4`>_Li;Fjg1+Ywl3gM`3qWh=$Q@_F0pnKty^i*(J~PHv;85$~ zZ)>IJ0mt#+hJMidv1>^Ur`i?7NBJV`ra@~OvO7JQ+P?hOdAw? z4L#WW2V1D}rOHWa1%(!2kbfK0UC4cE{A(Rv+CdoOxK93+4Q@kvJDsh6)bK*Va^1~_tm^ucd5A&PyzIl2vGjw5h6YT95Mgzg>ti8a z#&<)M8UZXV53cp`Vu)jaRT17gGz_6r87AUIQNLIEMcM7|0DDMH{p1=pplA%VuWYS{ zw^d0A{+Oz7u8TG(Q=ODh^&$f2j4K9el0T?HU+vC>+^0%MsdZ)dmw$%*&b-l}8bB9) zl2qx1rS~Dugr_jDgrrX(a4eQ&iMiHRL2Ry!mJ#!`Zl4>-W)kkUodP@acKb5EyO+dl z*bP4eeIuom*oTmN*kxs-L#x?;c46}qx2(wsOe28gbj~K4@Tz;?(AWDBrb``WHXPA; zVGp9#u?g?WK=^q3w@#`giJng*C{wLy7nJ36>hGop(xmFX{h@-?1N|N(q|ss&W0iw) z*nYP+eKwrYyZ=;6tQbDQ7`IApz`9p2_P}Nm+cZg{AKZR+?SW`V@3ERxi|}PP9N|A; z&ZzDiT^xGTr=e}%6M@>90(}dhQ`EYY&?FYu&=Vh5(w~5kVWHV4)jWKN4aXj!BHX=z zyq@?vf?r=PZAq>8_Dpu@U28Hjz9D=F?2*1xH`VXn3v;p!k_rGSjJy0w(3p^TNwrp< zNZ2da`W#b3TQ0D6&`>*kHTg9|f&^YY$@%8ydc&mKN+?iNchh=@qI42ZZbP@Jpc{Vf z*ELrJS!7LIM0lpCP=V3C^0h#Uu?O4PAbG*EgC;Lqs371 zhlh%GvX=z)=rdd)oHzQ!K7Gm3z8QDg9Pc=plvXVqXee>kHyBc+vYdM#|D5VOQS;_x zpVhPiJ?Pp-1;bYS4CVIl`aCk^wFGW>mQ1JW#ET9Twu#;D>r_Lf9ur=af)~P4U#B(W zbY-C5k~~@{baE-V9}ng13oiRmAeK+}Vw}Of8<=CjTqD^$z7>1SyvTXt(Oj*6L5R?)8X09x zj8+oxq@%*#0s7V^bqyKos~6d9U{MU_WSeW_$@puzGu&|=W>_Qp$qiv-Vvk+%AL5!0 z(C{U%u*erD{*?lMK+w_FWKR)ow+u0lv4KJg^U+-GV`Sn;+L?*nZ0uvr9qvf%&>w{X zi$lvHY14xFn}KeFK&-p2{IBE|2X6MRH#SB)VZt^W8a_rB%|7EU^sq~Lodg2D6vt9_ z_7AG4+(e_aeO*ZBLm*^Ey=&#H{!JU?Y#PB~dSaOj9wFXB`m zpJd$}*jJz-0EQwPc2nm)XuC15$^WwkQmDEgC_P$&lb~3}2^ROztGBK=OT2ZU_};wH zl`6+_oqqov_qkWk#aRWBj}R}5eohfHW(+a=&U+!dDuAdGshagCmDm)L&EP`<6l+zL zsjdfTEqJh@gwvaRicKxDM{q44b4{!bAV7ISHUWLCXvF^f8TbfUK5NqB{fz zu9Bx#2!oRuU@%IXX6)oc1jY-4sb8qJjPTZK z?b4%K_DB7#2?w9Xy=OyFZ2wb170}Y}4bV5@#h0iLBRmZ};iptgsG;k=lNvHKRkx!@ zCInS2n`(7>@k%QI((Jwy5C9PLT<79y|KHo5Cu}v&zO*pdiOrY8KXv0dH)OM4EGBll zQ{X-xMT(%}+Wbq8>*b-j)zzOgBf*rqXg+FbB1rJtZ?auzCB#hs=))@QECPEJGDPX1 zUG~4&V;T?0^*0jk(Ug8Vx}fJY0R^X!A-K}lXDrj4{k za8U?G1>9Af|4KATr~J(MVz?bscdalyEZ69BTmivex0f*zJzuzP0 zZ9)@>3&^UL7*kq4iPf=-T`8M{r;$VWnj2L`^Fu&yh94mJ6G>A%hGe>;cT1f{+)KXm z4N#ayCzk~_ODKn_TfrEZN;XtP*CnMu$~PI(L@IUXD1WuC_^|R@!^YXs^hbuTSRdyy z?~MgFz<^wRMge>)@_>C0LBWS!;e@+@0S~)>)99^!c=0sBBiC;1!15Vmh~Anjnl?Ww zdc}WLDJ{V6=JWUk4LOe0xF;}eH?s$|sGgM$S9$Qj3iwl@kzaq$Vk4_ZL+6DVWuoqZ zy%&{K9!E%Qg_J!xhFZ3~C!dAiTc_c8j+5*<#f=?L#E-EuZp4 z1#6(aNSiiW6Pl2b<`XTry?(=GkTs|bZQ;JS?;6Dm`5F%YbFv2yx2m$5X@C>2S^A>4;EE6VpHdS{rG!QS*-7Z-v=Gf)nJ)J@wKX<;+-Q%E)}u z>Kwlp$7MOmjigN3 zOhHU?sAQ9p*qgN=#>mO~SB>mhF+U&$p>66kJ1zqAIYp6}_W+-hd!AJ2fx?8UXqt(yby3igt!{Jp~Tjs1(1dJ zvozkJ*fOYi_e@u+v9}aY*N#UC-Jl^GE6n6C}js>~t*oF9`(12Z_=8_oPQ36Z;G*lp;U zT+Z}tz4_%=o{}fN*(wt6*NyGEhXcYnb*RvN&Bxp;9AExqkk!w%Xs zplKP4X5jCXVQi~qtg~tr7ThL_xsc3kdQe9=pPRjwTE6KQ7?~i06o0A$;cdsfNTM^Z zNn8$o^p~s`P$CIJA950S}mTq6?(%jH`kdJ^PDm)72jnn}^H)+$l^t*0ja@tEVzJ-e7@k@)bH7f0KNlufa zAnLL91(B&vZ?~$0nPq50o<7BC_cv{yHZmA)0XC0d_S_(?n6D7^JJVzTV(|5GLFk3o z&*R~kB-SI*JW^qNjo6r8{dfDqhL`HfN`!U7ZyC7SuN}r!151ZbD5uThQqiZrfRf`{ zEXr$EWN0RaT67r#OC$Rn30MYwoI2O@a}LYB*TfXbo+ybq6f+Hn$Eb)UA&ef(tgMv5k~j_7ODe1kT6y2n=r5| ztHiKiDg$u}7|MPB%5|?fzO&o?AE02D5s*qQ}Zjixu zXtAg=BL_dG9$KL(zNVbg*8Wy5Pn{%tb34ftC{WL@$ktbHfrG9h$&(ZN0PQ9py0fQG zFsR(2v{Usz6ErhzJCz-vUvalBi2)~LP**=}#&%aGtH(>-=nB*Mvh4C_LfcTn*A0OC zok5jgRV*v25vf{djvV}%6OZhPp4D0)x7Lj|0G~G*6&k$k-16EykNj@TCipALRo@9H z<0oS&Od1%_-JatHN=$>%kzIJeKxvw%@K?)VbOa`B3R<-oWZ^ z{&grcm%$rs*tI533b@wp?pFcs#HV5DoYjRDIVa^h&yMOY`7o?Nrpl~mt3fRZ{sETe zaIBi|N`mW!Fy$wpo&bJ$>N93!)h6A;W76S0BqZobaCItJ6rgy$u>{D{p%it0ZquHqaq`~c8LP-+r#sieXf>i>{y!j|Ebd*SAuOPGJQx zbBV3n=sibmlw^&W7F!f&SQ+Y`fmi#C5nppJSluY7IXvT@bmwS-j7hfYX;$EW?9c;0 zr5H+OB29EG!6-8byNLBh?ReqXDdXK$3>f}KSC_GXy_cL7cF2d`fD_qrHSy@bG{gmZDT>f~e& zADpr!dkugBWAA{uM4fZmOY{4A`b5qxduBKek%Mf$6X@;-nvor|Vyqob1NL(zbq@^q z0h4)T$pOifFASH3LelS(oa+~ka5-xuu3xW>-UmC*rOUypv5^s42>h90)5yV)yJg1l z_@g`577h{!e?IbkSm*(V-6#_IpHlvC>=ueI*7B^enIK-3aP)%3c_+gj`h#An7^|QN z84^bYmhj!k%aZ5jejVUR6|?tyFm9eI7qa8c=Ivtkf(`!I11lL65M#^ z?DK_dbVRLTN{^H(r8n(rkH1_Z5)-NJ+=f|~em=nuxZIG<(O*tS@>uzvC5+RdYXUK} zm4t1(Spj?TOMfIgf;MFy?~uS^+PJqw>XAH8Db0cWS-k+qMva;{bJfH3Li|$qB0~iy z#p8;Z=_iR8g&jgI`v5dhe)mpVjdiji4cg9sIw-wg`3T8KfTGlWO=rzu%bGsr)2b9Ie7 z+U+$y<}6)~wUY3{bPOgmEzkvL6}t!B&UF1}HFHo;z%iLUUS# z@u+GoOVjs&`o#O{@-XYmr$3968vKZ`AcT=*G6r^Fi;VLPhZ{GEST*79PIGc4v)HKR z?oy8xsTnQ;*K)tX^h$jIY78~#=Dp3%$&f<7Xwp5DvMw^_-Orb(R|+p~o-3=x_H8v+ zN9*Fq>=@vmaxwl_E_@&f%c;k!fu$whl(O~0k$7o5Q}5NV$e`nL)frj9cQZa=N?6F` zh@&Gsz|@^;y$Bmd@gzzG*W|tT>V1H>3l?-hZ8(_|*82vf1`{|(uk06xh*iVwAC@dy z#3Mh)b-|eSuW+&_3LT*&oiNY*O)emyXCG@!k%&R+|Npj8^--BN#Dlo68EcYJ7R3MU zBuwg7M)##cIaYo?&;Ca+o=+ag zi+OjWT(}dG#w~C3z-#UTPH;S@LJe$r@~WJUBkt6=0iAt`EYXotKC=+0D)*tNnZ>qE zGNdtRx|dIE00Qnhgx<`1gcXA z$(V}Wh{mFH!LhXZLcDhgX7Iu=8nXivAj%{8-hhgU+_w1-(tM^y7v zl(mO(Zu})cY^*|UbopxyQSf%i24_F5K}i-lWCBg0g?9Bq&xEO!z@58=2&0A97c#dV zVmp$y;}b=JnogQhnXcomQIeUQ@M}fvr7z(4^oOE@tPEeci+ec2x)5&wt;JKg4mWZH zl;(FopJ_K$D9hJGromxt4kY^ZktwPhvIO@Al;+1uS4WN67-;|+9`AP<2a!3sJEd^+ z{$`K8H~1ZOIYvAA^qBNIxGp~OB=o%Q?V9<1TB}2UPV&Nz*8BCtY62CSNe-~50ntm& zdZeYcD*jSYwoSG-S^RvA#7aD0ja!fwUp_sr_3ljPh>f1dGajKCU|8~*n&@47OHTjc zjWQTD!%{L3u4~v|yG}>lBHbW&+(iaG`j-kO6Nefb{#5J6U-~Le@N_}K!h=bM_<-_M zqfdlJhPTvLojQa_4yrL4E&xOi0K|qV9CS(Y+vtk)KZm|&M&_O2Cv8I~%(JnO9=!*S zZWu1}_&)%u!BhEDpN~WdXDmkK2y+Ih2kOtGjbN*>t2QwS;}~Z6pqib$`_ZsusH(UK z^emFaRP=tuu$t?2Q;6Y$gWF%CYQJ{dIRVZs(%iFxxVs^^>@;1aJS`1X)-_Cd%(_U0 zEXysRlSBB7qy*$sZe3`s0>m8F??_@$V=pCx0~bMLSa+7|y-Bc=e(4am7czUx6aCxQ zO!mg$1z1XRX|1*3BxvLO`F9Pud3qrs`Oi+{zmnkiBg_I7QVDpFvLq;Vw!Nk7bV3!# zs=?*?BWpB)DP3V=n35K3Ox)k^?L9o9yQ3!C>l&gF-wY(D>sMc`n=9mMX%(L*z+R^J z@EUwO%!QF~poVx6Q0Si%tXHxRo1@i~d3K`LH}uyR*A(;vW7m6rfIZ}v{DtvmqW z9C4dZfkjt70bj!8C$b;R<@ST8A$0tiQ3PA4!PstiOE-5Y9Fr5?aXPstB{7l$W;}ys zI~1wx@?E;vls^p00p4&qLy5%!XTJiybGTrHXRS*>q*)L=5?^dd!MxHKd5Xlybyx^# zRV0X7mEX{ABg#CTI@A~jp&U9`?1$yPCr=X+N<~fRtIlzbn{)r42v{98Gu%UY*j zZ*Gx>4wRX&KAe>{2Pk}yAccnbY>zQB!VKx~Y1-8jwRgytBo~On8wlmRF}5YdhE|}l zF=)lWxo*(*%}7wzKMLtkR`saCwVuh{+{}>+QVYFkrPam7;o}BWDcW^3>3Th?deun7 zJ2YHg{>suzHZkX0TDMg?GEZ1%a`7phCH*(Zs9PFm+TDYd?v!o1p2z>&BU-2>t%^kD zoM0L4e8CNQJsYaLMp=3*1x=N*Z2NK2dY(j{D~o9p0;I8Nkz;ZvYsNy_sK+ifRZrQ6 zB!!1qbDCw%ol#)J?AIGvaq?&>tI6|lH5^a=S)N*kl`>~90Fe6dS<7wRy zD3^>j=-kaK zOU6857LG!Y;c+)3-NJ0z378O2RrH^?`79{rGk&F7*|@@AUq_E$p$ zCNiEaucdtSfwhQHL(^W@^;yae!Y^9D0(%KXc2KNXgv~*1amk-j+e|HNk`clba$P>3 z+5M{M{~pk|^>^youID#==o~)8xt8fl(6bLmU;!SRXFC>@Y~*J~L<4rTF|Ht}r_z`n z-;y+m?Ah$#RnpqCn293K!42&O;3V8N?MUr5doiH?v{D!H8@*|6BW{TIY%6Y7C|@rAk2u^BAC;NTT>fsxnA*)c)&@ zG5q+$*dBr-3)iypROfXiHbFY3w+AvuM%HxRnO9(vwX?0?c7tOLRO@Jffn>6%0)b|e zEmKip$_1;0o&`&$$)iEZ%nQUsSCzeOq|)0EJq3G+w^X0*Ha3uf7T$vy12;+C)ba44 znk!YbZ&krsPh!nR^wcWM9TK{Q858ioPz%Ui7ZKB31`+nng0*HZ!IZ+L7~lEX?b%F4 zRo88J7!9T37;#XPJcdJi5*@+|rh)^Nv4*MvLdF$ z(@*jk{9B4!J3w5W8F!_RhssD?{rOkJ&R_nW2gM$J%LL;qDt3EXt1n+r!%nmZ89Qo)q_B*-jkLU-L59s-&fghr_TC%%>a@Bo8Q)BXD}AD< zMab{PjFHG5ao@H=W_~t~QDd{*07pHCI@j-toZo^KfdiaNo#&T!}1;CH5%9niQU73BO9 z!GQjs!2qi_GDw%~*&OWGi2oPOnE>s->wcNVTWWjXSRgc;4{|%_O3c!CoN-Zj7 zW-#&5;Qvodj42+PDNWeix}hRVCFy@GAj!;jmQ-&D5bA8S?G zhB~&G-c1H&lv`(NC5a>F=HkH{T?ieNK!-VdOzqg!T$$in$H%$CT`WOb%=jN*dIyRN_WG1*5xBIDMT4CBNVNS{Q&^M@YKBPhyK>a z7~u{v_U}xUYO8IxiI@R0TBX}oHMKHpWawC;+2TL}c|a5R8t8dJ(|U1IOAxF8_4jLW z!ah;Vk6EWvvLe-8aWib+FXh?2Bd_wjyni@**J*Lp`*J!Dgk+i^Y2>O#P`soOM15D8 zM=%1!5Febw9gK1j{kC&6i>-yhE^))J&PsTj9OVvO2>Ea0L?@lm;J)u(kzw}FvgXH0 z0>xF2d=Qdv5-)Y1Xm+s!8yfb)b{P0CsIR3;!Eh$-qoFSCD!_23{K|va!q&)W^ry!a z(J6uN5I7ZQA46ydQX9f}fFXb0KUr2?=x9{}0j4`qKnJun2WK5NkFzaolA>++h(Mmt z0=OBCY%^ELM=X+FuDiiI#xXe7CYpbbq-xOfa?{c|)4SUT6t++O0+RRzgw=4Kh6U&E{o(UBo#(5i9!sOe>F&I-FZA!FRxEL(hqr#|6!F<+(i%Kg z%tSvsC9P87K)b`7>3Y-W@E*RyM8`Q*JN_*?I8%RAfJh?Ks+9Ek6}tl<^Su5lj3)<9 zJ(IIOW39!xdfxIkQ%be8zDrn&@umP6c5S=QN{optsJ z^wcz}^LdI)=o$Q3)`_@zfCKnWA-J{w}xhz7o1`8Mm^<+nyb^`woawE z{a8-z*4Q}bv#G`V#>An+!LSI>z&D;4LV4_nLE!s@ZNpvZ(j63M9d=_=L6 zF?0&014bmwV34O#eTEWRsfH0GsW(0UP41iSMZqx5`>m*<&a5wik0RQ6w$)=Pq+5}C zVyQ75)-m~AN%j&tCa8!HCW&7AgL6tCyG4YQcxjptQ%E6aF&NE94Al`@trAGd2q?w# zdwLajs;Y6!6`DH)Q$WlDGigwMak1_t0$rkcN(l|@mWxVOnBN@|A?1TFRssYj8uM%v zv`Dp|c>VXjkF#r2TtSjv9VpWVb;W7{rQ>zDDFAPP(Z=)}>m2n@I=W88up_~O{Gh%d z9skWQlem{_S>-)y+Tah`4JoKTQUtt$>XfVSS~Q^-FKdv_Q5X-sJ)bEq*P7Edcx?bk z0tLcJ9|mNI3i&czMZhkLG=FW(?ML0d?t}3>U@&|=p!jJ(z5vhk8lC=>uY+EtJY%RsfE4^ zKX0YED3>`W)#o`GXWnofUs7Bob>$wYU+x%FD-Xr&5V5jGeFG09i0j0 z-~T*F%+^q5D?128;7hn`M55RM(`v1AeHI)`JATS8TA2CV_4Pg!lgA9RE>L!wNE+1A zJocg`j#ITpHv?Nu!ULfCyP7vAV+%!RoL-{0`IbOqp6!tP;d{%~X%gZHK$C74NLM(o z_d#QnR4;w7PnAKpu;6H2`Gl=Z621}Vj!kA%40mB*eO$;h05VFQrBWJl6U{LOJMT~T$@2YWG6jnH;iD)}`;n^_ zqQ}wH;Nfes6!HW3i%M$MHWm&TqGe?leeE}z@`S7CM)-cReZa5%e+QqOX4n7VnF|_J zZ9;PBik~P;#phiZ>6FpJNX%zJc~S@_X~WlbbsQYTHo_>5!0xq09zBdr)HL|3WrzZ>VY+V2wq$LLMhpqo}=hHDPT#Gs)M#T2(j% z$ly!R7*l8f%$vY{eh7#c+TZ9lsV`RtGPEKmjxl`n01)Gt2zQB~p3(%uU!jhrhOpwE zc0$XJip@ii2a#7J9BVsUoaI$658lvX`@IwL&5NS;+bDCAvf7bj;U2)Gol`r4`*=t` z{>PE8%7W^;Fm=iTM+qFmAQe$^9^TjgCn5q@_=5uHI+NIU)Ccg>T!x||J_U*RRo?20 zKBWVo_;Pl}0KY6`_+R8LG@s)>?A~LYxD56DAJ8;Wko+!_$I*Rca3oS8hi6klh-?w< zm$LnMnivh>ob_uv?DRB0sbY^t9XcCTf^MqFSvqD8+7%NM<4%=RvE+X zJ%-kB2{_Mk19QsyAyxWBXfl@tlQMLjfAL3al(Aom6y!Q7H@pZy(&N_gI`#hRpUQ{C zz;AS8M8b+>*$oEE@1twIT@L(dEG5$SAPqz9_F^>1c8O|&B{(xm7LE^VR!Z#M&y>?! zj*KA(&p7LT6ldwVA`=b&X^=zEHxrWlghb%Hd>jtr^;KUOsl> z-+WHj!$802{?!CFl}51$0pl&dI6ZyR9Oo-yM_^z(*=SrQaN5Ky=HF6sa8Td0@&!~3 zXO%Bwn^$FKQFGlyhC>gh>wPy0tUGhf-Rc1jY`fkp2>YtGdu9no)Y3ze0wS5vn24(=HOdrxUM*W2|!0l zNrTYhM+ExmB&ZNBN5zXMq0jaxJO_J=i4JYxfsUlDE9_KQh4JEN;7(XC3-vw4-3=Mk z(9CXe9ni_nC7@>C^4@|@=1O>8jv=>a_0qxcgC09eK+V`G>6wuXMjHN~O0Wt6P>g2Q z#RtLff!yg>v+`(<8^t)Tl~OpxA51fm``psl&#XJaeE)-ub9`K#h@NkC%2&XKD0l~! z-}fHgZ?FVB`=aHqP+FXHFT(E?B!#BO+^j@&fXzj_n7H&5BV8qh<>&WT(?unZ*X-`D zwofoVW_WjC2y4$~E*{|Aii}xQuTI~^^5u{KyWWebZmW9zhEC%Kv`H-Dcr68YdX+cM5Z+NCgOLb%zGkusz0;e8 z@c>yot4l+X#T{TKAGVnH`MfeQs(Cw@SG{E)$7_dn8mi+KWy1~|qw<{>er%)ie;ubw zFkzz}Vqg_A&3YVVbEA|G4gtf;>I9n(YernMLrSXRJ3J%d1T(CeLZRmSJ?FVM-H`|C zi*$*foJk%BbKXP!w3&VABt#=~pd^T9mvRaipTj`00V#N#AVLCPUbEQcnLr}vCzYlC zr4qTp=Unx>NI1qixj1US-JNgr`pt%AaPf>}b>(H6LxwG?a~t5=!J>&wL_7$C%#Niu zNjCBxy7gLf9OH1`bA2YD$=7+s7-2_paUkMg_UI!ScK=q#Ip=Xlc?%zN|9jV77s`p$ z%fLBF2+du0P0EP2=4@zXPfQC?!b&2%I<_>54s{^c#uQrmQxADA5o~gz*3US*!n_4U z{x)v}|B(=W^A2#k94V={O)fqiiFZ0iJtm2L1@ytmh|V|xmD+2K)2E*12%PZ{eWs904=VP_*Bq4i(oF3F6K2PKd$oZOIwpIvemFU#=f9Pqr|s% zXpg;lNlFpWrRoPgS0B9KwPnFkwuM;YyXJq;<;+oXl|7P#y%3aafXSapw@G;~>Wph| z@m{J^zKElM@eCYk!Ax|gIrXGyd8)Y$ON@D?KA)l=P5ZQAKEPU4Kq*MyC_tLfXKVV=44cs<#dn}$UZ7vmF9&vCct1#Bp-&H90(H4%s6*6)O`t=G4gS*Gfn>R_asp^p-snt_Ht(OJmDFc*!S%Y8h?Dv0~oz4qIQ3fDN zAtv5j*tT-FedCM9P+|+n_rPJU^ng%ehLpd2PPpZs&=_R37S=gd~lz z?S8C%C>wWq4q8gtgigTaB0xcqsr931bS@_;asCv;S}vz#o#HS>u%2C|&TJ;doH}$@ zEfT^?TWXkXvt)+lHpZ9GU^^}6xwYp75_rzOEle4-Y{BUCe;q4{B6Q2VNjSP(of`8U8HX2X3Dr zdi@i5GM$S-v}H=(+W2-{FTuGB$6aSJ5wPb$ZtBR_XpPm5G{(Xp1W{DG_foDauEwtd zFQp3F8E$? z00{IQJ?zgh2Y4u87&T4NO-^c{k}~Wp)~;*vUF(|n(=F!iUcegxaq-YS^V2s?NqQmp zvI@R;Y2o}r!-dyVAyC1r$Nio%(#~!(fYZ2-Dum5LvoobOmBeR$u*K>Je-<}$s59;Y zG3>cunQ{as9WgIs)heyR&O=Wc1P3|pK3!|D;;q4|P48;8dHjSBo0N1W!f;=TW?*G} zCXyk+UYS&h9dT&xvm!r6O=qtU4|}ezPdiLVNi~;CrSconcy!uyPu*zwkB z7mVZLOak*Ty6O)P&={jG`g3EWH~k$zJP0&1zo5+UnzWDqSKv*+H2H4wy ziA1^9JQ$N?a6huwj`kmQT@G9Hv}e)a@MxM?qVL}CXzZ3EH4&chN_};fH>xRzJBevu zM zuLk6~wO#hm(fIBFhS)+~_nxB#J)Q0Fnv;b_V~4RUA;POi2-qxe^>3;5rR#yH?-|k9 z!xX=^m2vPfp6FogsT<X*!ZahnWx^3Te>4LKpE@F<0^In}9&@k7zvvc$Z|ApJI=flMtl1WGN zpR5dy$7Rv3Y4l1YyVh2D=ZxN?On54#>kdk{%xNKy`;7kNQxJpxsJ^b^wT>GM?{C&S z|B&(e$*%m_CXFw^e6aYC!EbcMZcE!89a}cOWs}1%lD7wJjedDtj2#YbE?0p?GUuxQ zo*Depq%(h*0F#HeG^p`eFy=D@8#7R}<+|nnE8ERy$l#aZaHxI~h+7U^wiP>BE0!~C z0>6Qj`eHce+FwjLUs>0r2W-IIn*l{zg>5#()djt7_~Cx4^*SnX9;(xDY{)TeGL|ce zdNw?;5&%JU`dalFLMerjYOGLis71+0oj7hy-=BkfJIXE}zCH9MT*6)q6GG1s- z!dkE0)ajcOG&n=YEgajZT0M)SN9z!yF%Iozgb_c7771wCOc|ZTE(i<&BmnufBJKL% zoU{u<;`=(uA@~z)d}c!O_~Jsn^H;s7I7KL&paNh|_~vIavc-S!9xsX~lb}^7->!G4 zzwmP7m~)VXG4KXgqx(cK0zOD$`VSh(q-IP1l%x*FlH_h<4gpwtaVY_ee6$5KBIWH| zE8r&I^MaDi#_@>Kr4Lz086glwk><9s37ukGYNsY|NUj#`95`&+^k6-$+0rMt&yagS z$#?q-RnhfF_5kpOce`$qZ&JU5p^OK<1}BfaiC3Smht{F#a__4R+d{Gq7aPZZj5VmR z>e|PXwJ`$O;A?_OUXi&0n6fv#%YnalRxHz0mYY>7Eh~VGP^)W#I2u*v3Di?a>16eX z3*WhJW(|IivUvqCs!{~6fttFXfnqYu|8ZW)egmUwN~?L8yf09LQoqh z@Ry7|zXCET%yY-%FL3=FIJMOe;c-^vQ)ne#nS^0NqfYaVUz`DgiRn1{6QURp zjqZvHQ5|s0eW;rsTZ4)(hikD^1sz?bDE0sH>bkN@Ek-87L3SAuxBKh_(>v5uuB%7B zFd!?s0R($AMpEFsb%I9xSxaB4ZMcL+(^hMjnQ4T{mh=oUoTiq9NLDN z28ID0>&kvTwyv$?(SMYys;OUHwp#pq7%U^AlEps)awzkPz}cWrAoT@tHq&)jY?MyFUd?#Y-)S|Pj^Tc2vc{EgbqUMgQ2(S6!mjSl!psyQ3>vi4HEm*K0=X@?>qb8*=rp52u@K2_*VfmEyJYl1c|Nj$C*c zU_$DICouGnsq7ibwGufKX~ujD7XO_?WYg0)L!NX?3Bl?ssmGYaf10=nS=Ki#h6sbO*=DkpH zy&*f?0>XuV>p3q8_Vm>pP5^F1%kL41PNqnDk9G{ii#vrms#`CgR;+eCD z%)$xy>6?U+p01{MBv7YKI@n#O@pGvO8P}2=wQ-TGurSlu;I2Gdh$cJ<*_`eAp4JVe zQLV@J-{$%=9>5)EIz#@*uck$(Y%uk&e&AyPi;|d>uV3-N@oZ-5Xq8?-y0#Q(qYnex zLYg^LPLHly!t*mleW*KG2G&Pyxs-ojup5*z&e)jS@_wCM`Nc_@z;`Q|={vPsnew$aO#3PG+?5pi&uB!#;C`mb^h~ZvKE=MZL<&W)QU7 z3b`O5J?;)6q-byp1H%^)p3j{--VRm= zyD3T#oQ<61@7AN75+S$L7Xr$qpF;(b&CWHx;`;)MX`r2CGD(_eTSEc|P14yMC~dEf z?ZR32U-J}Rzqfv#d5FKpCchHV4EvA&+_Hn(HA++1AKS#dWMzV@c^7OgVG=wvF%ysk z>Sy%S+uFj#f_bm}YHKad4l$IWIeVAY1Sw%0XE;g&sdRD=UZUpds6nPEuBDWQrD|Ld z>?YM_7RS{m`BO^PiKu)%rPOXC;PCGxzV3NG^5;(9evELqZ$vX6wZ|PD!373J?Lt+M ze2oq83EodwPPSe2)7Cb1@(O^f!<#QY!|c3Mx+FnCJn8-;@fN^fP+>1613!#i$wfe72d^RsazCfCe&$TppHeDEl49)vRh?ouoZ4v!3Hxx9;a_DyxZ;D43#3;1d9S< z57!L=OQaBT4U}tC0jjMLUpg9P2<4lv9elT}fQJTSYU};SAa5x*PJ7_HYJ#Im`?j2| zJobExoCDpnu2C0?@@_aOym-CiY*Z)~%&-q5J$@x;E^S?<;QaO?QWw$9kVKuj?X3b^ z8jfFO!IlUN*YVau&REaay<$WFgMN2FMT{cl)nhPl; z(_I*<>tSi;)V06^dKzq<7QXIcUU_5)H-NB$p>?xv%O=vM9{Qwvs^LbUm6x!%cEIt) zZl&(M-l_@6c3zr}5`QTxtGgNt#kO`i0UPqlU_kqUp+r{HJuAzd0Vh)0KdgOW8BhRP z0B&}$T@zmpxiy;Olv4-_o_X^pDDbmMQf*NmKC)M>fP>-LICR(QaO|l5MWrjZE0se3 zAF?10$NII)ubj`(^FhqopTZnLF&O6rWn|GzBbh#i0alXREHa5_k&jC=Im%M!#(cyChvbOA@JG1D=JY?WZ9EMmUQ)P0u!u?NI)$F(zv zZgHLMu(V-FyjB9&f3*j%i-i_-l`NA{H03-AkXFBmv@cBbQv~J~hegM|BtgWU{H)r5 zoTQ3qg$cay6iQ_Zp{-8i$~N5maK$7)oVNg>;~Fyb5M>o$$|j~-j@)p`z;dwEo8~f~`3$+puH?I&pM^*}aj7m(m|2$9 zlvxpDN3oNO5B$Q-WBjzs{R&!MWC&M^n0(vT1@X68XtZ2c)Ly+Lf~4Wl>PDUyxY(x3 z`kUYM#n!G?VT-(6N75=mnLhAnwVX`ls3R?dXZ%eo?87z_d|I0%rid8-DEv%!V3X$V zalE@_B%Wn}q|kFfWB0KR+k)76n@)LJscly9ZpLHr%rqh}*Tht>)T&G?(&d3C%ETW4EZFs;aELQYWu@m+(RtYVjnfSvtg>Ta7EfR=`Fa0gwCfW+>iAMAdnM9dUkP%br$A z5@r;vy`D)aM9nZSSj!~dC7`~JO7XV~SarALCpxSvjmzy-nmnS>Y;JA=pGdp31wJ~5 zMJVty`3;Uwz5BIf1f7V=M0?$P4g1}>-(@#I{U>(se$27hi!3;Bc^7{5XoGa(E|OR5 zcqUOCf*a2FeWs|*Ehi=X$AgMI5n$T_7%!(#0_itEo5-H2W1-Kmf7C6&?6PRYI)s!_ zKQ>tLx-;jFbY>ll=;zYF?~x_52S8$G#!I6i84h%$g{I((1hx4k>gX=aEY~+9(0j6B zCkkir!Fd@^MJ|$cW~N>HwO@YwyaawHh(byJB932QS-o=S#j5Y=PFOQJ#~u-k16A92 zy52)`IiYsQ*kU}7Mh-{!UjfQ+lm1)PT+V+sk>R?473=-FSCHsoLP^&i7C^^+0h+q8 z6p`U~x>^x7hbP1sG1Lv0^lQ-CIH7As$Xs*uV|(ru0B4Ilo^v8`auyxQi2U7pVm}fe zryv%KlU{HLe^Qcl{lVyJ9&TSzQye$3icThC$vpw6y9w9vdl;@j8x|*6M9HHml#bz6 z#v@?gS))KF-faFOZpb516q8}V*hcw3!vYs$jG?BzRc9ni&BqAodkT*NFY27mMmjsk zMbB4UU;M~O>1s$$LE6?R=_PkRfWh=r)xjj+*mvNopqpB{bnNFNaam0*kqM1urm!QHK$kMxE(UHQpg4(&#-$vD@@C(>gl4LU;zO`zh1P`kokDjY`MANP^$u1bhnUjK?d| z*@*=|cosyDsWaEoYV6wd*?n>ZDnTG+R?7l5vso<_Ncocupq2I?>-6JEV={9ungov- ze^|iPKcaQdhG8(3o&n&pbjpxmPz%m77YV-hx`(8l#u|Z7<|1o@?3@@AS7~VW3WNh< zVoAhsDR!qGW>7=x^+AdET*nJJo{6a`zMHfyP-C?4 zYKZjyx?~U^*}ZF=Y?)>IZ+yK-=A}g`z6okiK@8YISA35rukMa)8Odsk7y5rF9#TPieY3&=(|Wkc{_x zifLWh2HBiJPNj-S)$fCK{l%W#)^Bo|Z%Ol6L#zKFN&eeXSm4 z-}U*OUlIPwyqpA29^}AdlRj$mK7#}F%G0AP4cH~kK~8AZyk}t7Mp4-1EfH5ItS02Chg~agnvkfR)mhX?$y>s;&EfNrW?FmV zj39m#>zCkLDKVEd%Co#)u3(fNd0gQD&u;3pzQ0ZloM~~BYf-Fh3)tv^>R&98pHXbW zk>gvSKfb{A*w z&Y*dDI^VK+&d+I8 z<5Dms&;d0{JUGwVMY{DcP~+34mSe(je9elad+2#w$n?_o&?mewXOEy_Yt`t14mhi}H9 zjW*KrqrsXERz|bvQtX`q7Lk{x>MIl92#1=>E%+;{FMm)Tj_3v|l*wj#hcTqJSxLbR z6(=%O$nyrQfd%D)+J$@cG3ds_U;XxYE-dOT4}Pz^jmR~1V6!p^=O!mX|KO!zI*9PB zuBe6lZGU3k)oOf2(g)-7MbG;N;(JZ9%RH>=6+$!m-iIu*bD4I5vqv`-PGfP9n13H$ z3)<(FZOvh9fEAa<+hn)iUR z&f{C$<_q`bNK)heaB$@%eAov#OM@6hzqTo=Y?HUzS9wWxb;n}x+(fR~?*wQ?;crev zAn6Wl_eFu~E@A%$S%Jwc?&&Ba=S+@h6V@~DWuFb-s?E7Ak|lW0xYRoU8XALIX!@hf zD;@L!v96tSXFsrs)xG+0oQ!rQ@x7Q-cOH?; zno7aNM|`-@**J%ZEa_%PH38`%CS|pixW|rY#q1NoY9Oh!4JD@Yhi}@9JTB50Zq>~eMGG*r zO2k)HvS9IaB6(2@H_K!M0?)b3ICbKL zh?n{+IJ&&O3iI`a_}D%^8`-euA{<`>Bjuw#veq&Y&5(LlB8bi9sWR_2UU;Vr*~qYD z@cA|%bs^R9s1{QmWK#_L=Ee6%MrtN#OYD@dq|TI+H9-k9Twusq284d3nSI^})r9S< zhXf;*Hjw}s>oeNW$FC)Ha=!)uKf|*MbZOl~LP}7JmiRM5XajbzKIjSPUi6I30+UH&1Xx(H!ucTjYNX?~NBhG6^^C>BMWBaqN?&p$yM-mh6+QizEro0)xlo5tkL~$3gP=%j>%5Z zq$9%!%5N=7pii&)5|mp*`{oNO9-&Bq`A+iT+w!t%hOZ9hW&C2O(nvp@8}#UgglgkI zkN$F9*9RU!u+#0$O+Ee7R2w6=f#$Q@|dXz~+Rv?v?ss{XRh zdDv`Byz?&4oE6aDEP-urw$F}N&cUKGKEgVL>GN60XeuJ=-v?q3TSaM;m+aq;Q7V;X zN$I{AxrMXLen}+J>Jot!K)|U(f^G4NKiVRm4Y4x|nX^NuS!)z@z@=fsYLZxz(Bj>} zg3{nM@1{vvcc|_C))AZI@6buaZzL*q5wqd}oDE18HZws8^Z?Gxt1Pt^4{BY8YIC@7 zH;TRug>pEMV93jCXGVT>1;F$yNyQ`6g3`7D@}U0IExcq?e1xv2NWF$E+3Z#0Z@lyk zkXR|%WKH*NQvQU=H+H2Kz97x5k6dyBejKX(g$?TIC$8Lwr=tRPu-^dmi{rypq_)uw z1RVth!@f2Z!#}2~V9S+WS=QczcLM293q)YPbgNdjQw%H!FmwtXmXh|BJ%b-78B0P1 z1O^X1tM$7QO;^w#ZYOR8-`SS!naRp*6b*5ySOZ9bYKY-Qcje^*fxNY4VN$^B_enA>9PZY*Rz~Hh zJ}03yjyVUkind0OxcQ=n^4+f?W40t0uYX!uZ&|u$p?vO5{T3$(EJabaJ_lk7&4n^~ zm#C0CLy=8y2saS+>C%AMjDtbK7vf})3b-b#g_Ny(s87lDGSs>LyC}(k#Dy#-Bd%QF zqRNYadKl|pmowDAc_{MQ?zPQt@%SDN34{CUJ&msQi>w&{`#-T$$B!YyZm1-;krbqb z0d=o2KMKi{SuKu1gV&oMs7+L+p#XKD0oi7B)5qR|GSW&^F+v4fUvyOeL4^VkjIOI) zZc9_qT>UG_FpI+|;oLImHa!>t_#E-MPqdAD4lDt=Cgm`GU=SU?OVG88VCC7GpJ^Kc zG$e~W=0kR$FWsox{$hZUPVDg#Rq%w2$JFhra;cI_xi1m@VX`697IqL%1hWE(J@5(z zFy?d?N|iRn;4z9KX)diT^XwfP*)nA8?Ap-J75Kv^T*8IP+vhPcpkm;rK_iRZNfeAg z&AAG4asfH8zi@%}Q^(~Kv=jDsc&cMVZmbsUwk41bAfg`b#4xij)OA+_Ry;&mS8hmc zNP&KIXS?6LhbFM+Jy{QUUkO)u*}*6DYP`iHUYTE@U-^_50k$jsJQ}719H{PWT52_# ziG&{9*3}sA13#sMI!A}1y^IJyf(|G%mZPUgfDu#kiVT(ChkknS;f-C98MxgGg7-q)(+2EsGhH~ zv1eq;sT|715=pb;`?<%+Dvsn7rg};$Hn9QvsNYAo1-MHrD*K`Nmn@UHcE%=~Er2>r zgKh^lR}F*&-ML=&qeV^=eQWyf*Cx`A6r%gPkycq*@B>qgP5D#_tmAOZelECPu0E-0ItYPz_)tqA|%h%dK zmbQUIjI*ILn=p7hywD=~o5MEzD6tK0j>F9lnOn^txnkXBJDOfAI=O0p@u!S$dc0_l z7>=WsV}4)H-yxcts)z_iPn8tcfNYkxR~Y@WB{coPUnERCCrHFwPbU&Y?MpO9f z%eV_dlhH}3eDy6z=`-K-C>NV+$Sx=9TLx>vm`d`DDgXhp)|HybL}f@(RK1tbHeyif z%G@{>oij&wh-!b;oayiSr_UZx*7#FyiTCiE5Pf67%>_6;c-dRW9$f%HJQc!muMcjT zXS)mAKvE%8h8pIs7+T@b^KHF^jNfn4;PCx%1VW8d>a+~g6q$kqQ(x%AG$GCEQ*gzr zdU3&py&Z{PM86Zq%_SY|Bxs{U!4j8AMA(Bnn6SOZF0)g7g5bP&6;Z0ig04eAnxybt z!$P|@z-DsGzEyDrFjpDPrzpr3yP|NDo;8)=0hG;fywsblN`3vr)-t}0ysZW000{XhmafYTAwOu|4_2@m?1%-ei?nPzfgF#1~#MqH-YK>0)UsL z{@$`;k!fl}%~#C#?G79NF*cul3$%~B;|mX-lYDA|k^6qw;|cUQ%Er=DDpP6gBVSHw z7^$1W<8pb{10-?eZd~Q8&P(|Tt32@ZoDtCyt|H_bv_Ko3a?BdsCKi@#?~{hmI6Nz`sRLGDfjEShj{G11 z(jfyePW`qS^C7v41BGk!BuCD6y46I&v*{X6W>rh-S3mj#ct|k_)-TT;Ou?9&cu+Hi zChx?4y`m(Uf^wuPP$CGGh4ot`xxBra0+~Rn|fg?nKIxNUKB@ z^D`sm{Tg~$*-64&8EVtCG34#QeByS=^CYE3h-(<$H00-FfeTvCC)kBP~`my1a%OU>}~2p%>d=;j%SU;Sq> zcGQZ+{d-Gtl7lczX5#UnHih$aJE7ohj2tn2vjpYwoEGySmBQPLIzLx7m87 z@3e@{iOHB1oXRFU62Ynu;$DTo>uZ(?lr)t65dj1zBMbsaHueu!Pts#VC9O2u z7RnLsweY|+_AYz*|MfxAJV55pOBP72mEMS!)9>XqoN>iuyw)F#41oU(NaD#aKPF#^ zp|!$NfjMOB4(u+Rw#K~Y`MzXv28hgtrLt+(FawUn$7aK&Ivqa0u5s}KtOM^U7>LB~ zU;Eh|j3|B&p%KDu052;WfH&W_3rYs#tSm?B|8pMQxCIdLC6d(7R8-e@mchEwq588Q zv>A=h6phWYD$3jXU^h8#iX1m|k6!~|RTpte;X4RPg#x0=F&=d>88?$>8G zpJR1tG(6kJiP?-4N6gHPr2_j31Jwt))f(IQqmWm3Dt5Sp;mI-f2MYU66LRwbt|a!F zad75+X{k&z&&CjNX4=3;mEp4yTnZzQyICFn-Qio@qs#iv!1js_kt251ev^ULL9C&m zOg+1IY2d>msHt$v8{KxZwmAv?ni4D0m^AUlIOjZz3d3B(3s00HcE0~Pk1O0Tl5#g#ClRh13D@ssjm!Uie+U+iim^) z$tR*0TSVj;0rZWMHeIRy@|dnwz<%NX)PL}43YQYUTcdiK$*2*4zF5*m;gUmp7B#iT zsY4&@Mkn>J{-)emDN&qtt!rVn_EFq~U2EYo(~mux$R#>_vB_3M=)9P*h4t!0V;J;` zbVE(Z1WMR0!;>D=>VacmMTbx9rZAh&LBV`0z-tBKk^YKWCHSO@pnQJ!PWIzSe%Am0 z0Id|TZmwm2-g9ebrs>}*uQmV^^B`C9Tl3z@PhlV!dVpfVUW=%nrv*br?c@n6fI~Gs zUj@tr+>itv9dP(;K#jPLPIv*+-Gz5d`tsCz}Tts~qSO zd#Rh#S9zQAUh^*Eql8c_Q^aj5>A42j*(6PeI%uV0eTO9@p}3Q%OERLf0Owai)a!0{ z;>pH2wrvz!08y8?0qIJFp;weCio*^^s=eL5i(FOg!qt!rqkW$$gw5*_?_x5+UFg;r zFsSPV7cGE~Aza&cCj(!*#@OlKzzo5M|WH&6>OHro{Rs|(L!9>AyGEncTdz=g) zr8!IHdly}DwLOqN=pA9zbtWXI#^dyL=Z)%?W&@2Y1QrOO&g9 zV~5&BEpM14HWhv$5A2g_fWCn~AYm`3K-~K~94{%Zy>(B}Nja)dgb{YGB~;K)F+=tp z@hLaUu*~JqF%ib`mv5_@1(o(b@@-o<_v0DrcJ4W4W=B6AqWKb+m}uJkz2WBCqv3VC zk2@EQfcFlHp3FPf<(EdRP!H_S=_W}ZQot7x&1Th_HdS|J#147CJG8m5E0OLZsZi0{ zxTrLcu#ctYrCGxa&`^&#emn~{llL6dPddMECllMTkaRsCHcV`i zn$eRt(Vu9~Xw8Uzy=Zq{-Z~u;v>lpAQwagJ@tVltZyu=P-RF0tqs|!;dyNe_huztx z+!uiB_jng1fH`anE6H9-il)zutpNFwGzo`OVj*s)=+1*Ze15Xa8mf3O5wCuT0!b8X zJE!M_Yk?-2U;23#$at3IxB2H=GVWb?;WUkGr=gzHW|f&@*8$zM>+KTk6~g5BT`4rS zzzgQpW`Q)4cTu50r2sM@JlTA#%IvV32AnSK?gDiL{T4kt*dC{%Z&#^MMfI8z5x4c) zb0nIOO=~|i8qYSiK2g5Ykc6kE>#th|GA8nFx;`i(|7eeNWLoF*aNA*x;u4)5APiKt zqso1ed|)LVTa)UfZ-XzGsclJB=HS%F83hf1PW6#zWqg8*25iaJ#*IDL|809^fP#F} z(B~JUa`&i}7pfYLUC}XAraTsmDntv~f?9RBV`9@Evs`<$ml98+%F$&uBsw(vD+6F} zCOlyZwzY%+k}(0oooBN?o2MVT>v5XLGmxqzmDoxHv>?11=QByIuDX?20KhZl1BqlA-F*1T?h20ce5QCAO`nkGpT6g+Hr zxtH#4#Ap<~QKz1^O|al(UHX{F16ra*r8M-1pB%q0-r#HUi#!>?b`kZ$PGFOe0z|-t zsoGE~VTv)g3Cn5@m{QN?qjpN>y0}GIsb+XAhozdozjyHtdyYu_oN3?v zDtY&CZi$(vw2y6Cw0mtP#a1kcDr`I{?u5Cn<$dmzs5QTku86&oJo~Zo-7ba{0Glg#!z-kdjS@4 zPA7mzqtupQzj-|(=>{w6SV$r6B8_%uaV!YZpHa6qjz0x;kPRuH>zqFdiA5@?%Joe7 ztv>i#4}8~0lY#>*r34!h<^e5}l2ZtQSnqP0SVmTNeTP9JiIV?<1?IH>SDzgH*{l-Y z5rupqNla<2pio+s(IUSmPZVI71M4nmfY(EdYUs z!MZ~gPW?&6%5}lTEtsyoiZUW0J-uRMKwinuA4De^LWQbFhh)t zUwMlXsyXO)2If-{J}7l{Zav2iJ1eJ_H4_q9xgtuc#SJx{owtGdt8-Wdu zY0%Hgg>njK-H=LC?_%tj!gr_;M=^fqB<~fuuVkG07)u#{{!YU@@`DM239? zf@}(PvU$^q3IA1F#4Tbt z(?O1g^PTCVp(YktwJW3{O5U}R4NlAM|aB8jA6J)1Xn*1_v<4ipuCL;TO9bPdq9 zYMk!$)L~9=oed_NfpBUCbdiR3My8!^I|=>*e?>9a1VkVh%4hqh&uk&W%A(gTCJh~K z+(zi;S^3d|+b)SGV| zWA)BeYqW8x6I3J-oPza!lGz*85z9?X~55-LN~-g;fMwAH%fe1Ia|W zvk=cRo^Pg_2FS){9VQY~`@QOPhM1G5losp7GZ%?g4?2?g>rT#lQ#VRYL8Qer8`MRR zC+2j#lKYcb?WRl>50AEj)`Vqp;pC``LKgB@U^#+pmBz4w_ro3U7}(%(N3tBf-Mk(np=*Tnk*K;%%8 zao6jX8*z>=*}J{;NsE5ald+PUHsGgXstaqgaZ^BV9%xRMJpCM7{3QmCrAb6zqka6a zngV}lIn!f1#J&_t4q)7_b$ZH7!h-kO`*L`}{THkhD6Nq)r4}Kn*~waQi(RYBG@mvd z_tE0vy5>-~!5FM?HmK|_7sFDXzP$_y(@4{;XBnfMqV$=HGoodg+s!~l!?Fw>4tgO&f?C)r?qkwdtV_og=VMQ;ddkU{IYfPRg=U_mdBdWD=t$MUZI8OD*Q!*O zunfo?MRoOnz3ZJ#%S4F3J?h73-wvl-^i0DC!zw}6TEZXwa5{|F_YNz0PsA+R=vR;uq|=A5~C#jDq5KM#eP~`IrYJHp|>m1pQX3(Q@;^{z2qMC63n&*dlJ`~)~dGJ^h=wr zq<=t8j#;bm2h;W!32_7QOYSs@^rQJo>EqGT&^y?g@L1Tp=`Daiq`zg`A;aS}E|^s6w7eVqP!O*W$L zgS=;Tba>g$q_AP#M)eW^p%BhTdPWKiA`wI@BUhMYu z)T2c`2lbmKSLlbUNHlmwc&;UsWkghMhM`okra~<>@_ogtH`>L|{m05enhn#N?nq1< zXkEKMbHODV1@%`6IL)Q&0UoS(>060qx?$h}Cb4V}$NDs+l7ta>IM)9WtvCH2l@!T36ajaX z<_M`U_9(z^8=6?QqTjcr$+eWAs=MZ6SG}^+j3AN8R#|kj_W2sFD%+B-+4Ya_7}?TO zj{_5t@xNRW#h2+|({8);2{0`5q~6(xfO^XzsmKpflF@UXJ=#V4k$hE{H}4UqQLY$B z7}9_C^-H7Ak>EKI5E6Sw?F7`ZRXyEX-E$^8&sJZ}{T;=pObO5G8r zy!%+BkQb+7*K!OG-kY_71a=#n5-A_2K>B#S2GXDlu2ErdCTk&O(Pq=9=eW&M!kyKo zD;fu;?O+JIv*m~8@GmpZCOcATV#?39UiH;wnpng~jkoQ^blF223_Txwi#*U&JT2x!A*{a-{ zK>JY?gof7Ftm=#*OA5}JGvY8-8P&Q1vIwx2>dQ}#)TlQnO5LUi1J@&xXmH$n z63eQZEc&E4t&f}SE5Ma#SC)4^!^k1#HFoVY6~&2!{hajax4k(wP5BqwW!$7Pia#kz z=vhWp!%4;AZDKoo(fH};q3b$%->Id>h{fJ~?I;dc#WC!0ME{!iiG>AGZT*0A%t+YB z=hcJ7{SM?S7R?f+aU8F&7DdZV!02zsa^tOHK{vBAyn7ZI@MPy8I`P?Y$vXwvho@@< zXV`f>dd>w)kPUOIaihS=8THc!M@@}#XPp&2!+rdpmkMi{OwFlW4$SPu62|IS3FkI% z)uhwNUi_@-eoXA!<)H;p2O=;)ZAa++)`ov!695QdUrT+j+A`*K4fQ=f$Q5uIX!vxofK0+rt4?t5>S zm6%sL-ahW1{=xk)U$}iT?>(;@$tZ7~Fi9#!Plhk3E-%^GROV`FqpQ=No2M z5Z~I9Mb%jzvvVm5lx`)A4n19Z1a8@lf`a{EPQ-h6?)m@tef%DY8b*#OtuyLtJ<&((XjAf@|#G&i8VEr4^zIOQ99q3*{qQkXV@(e(C9u-2j-v_@k(pi89Lc0m{YwKi z_cyf0;CI7?@1*Zl0pPoUH!b{=^d6^kEYr@yFJCjG4RVjP#L&MZX?IM${ zZFS&@bwUtJx-JPKs57qw*tVLb zK3@|jEog|=$jXGexfzzp_+j+cIv3WX$D@vDNZnH1LX0wqv7G!xQm>*f6!{wfvA%HK zUbLbdqkZYljwE;2SWdaLXCwI!t{reZQEJY#=f!cSTlI_8uD*z}f*Jhs&&NSX!_z|C zP3tB(lx2G5xpV&{WwTq2Hx5y~r(c&8O?A;IqLCyjRgJ>3C5H1pQz->)wy%h-24$3> z?7I$~MnBL?Hs1l7tmidG3{4Py4!$vC9vav<6HUg@ z;jE4TSjnIY=8sTA=%adOkRsJJP>2v@&qmv=pX%efNvX!@OPEqT^ z{4G`W4XulFYJ><6gYsqIa@REX@(^(?Y+LN8vFD$Lufa?qo2(}*7n!}xd7D$}YNw`l z!OM;Ln(f8k#FbO3zE1fX?IJohDyg`T?6(UKgNnt34u(?gsJ$=dno6rP?z`r%K3BTM z7A<9cLJC8apu2HcryVx{8`7n^)x={?bc*?)!`eyPOaq?ldjb3)ksFatvVC#_N3+sW z^fq(vbUA^ZS+f64B2m6m0aiGz&`OjyXHQrB=hbUE$8bVNU&ZfIvh; zY$=U!wit7xoN#&m&|SBXE>0`MpOh&R*=x|J6q5G}HlYu3MvI{7i4m=EL@(yvnh9)D z4!I`l)lf^(PGV&r*I{-I<&Vf%dWP|5AHWH`KlRvLNu^2v=XiNm!#}_ky$}2&RyRw+ z+_y}CPdKz&1qK*o;!nL6Q=5w%F=zN<86iAnjm`p<$de}6bBoiA0g=&Qc;twy8{j&h z=VZ97S{i0{NXSH{6QwW)b3O^qZSH`cq3J5KBf3dG(g3W6fI(1p13J5aY60d8om{Tp z5Rm?2<=FA=;8sb46HYjZb7Imnd0cV5zyfHCG~m%}BESkSlEV^?yvn|qK%{M2wZ<*D?n{i;JRCVV)}}XS$wD^3|cxO zL7Xa6A6{WNb?W3!@zO4t_m8*H>28wK5EW)YJTW`0wm;%+IM21~NKrlfS2*{t9zb#U ztTUni&ae(|M%=D0V(CE1-q=g&4J*ig|-2$j> zyGi_$R)}ZH(uPiXiY?{c+9}*^mlc!&K-QJLOLBM)q?&gX@hl-e64OXx9iNXjeFrnb z*;(!vk=Z62b|mkd$igwn#xn&`>jwMp~%sFLz(jNecKOtdM5dt$T3flFNI(*S`GKX!#eqz#Sp$%=yJcs<@ z6KQkPZ_vVA#QKhHkI;>#{60;KJ_HgGh|xx1EZ~|`!Sacx0FEx)2ut|wcR0uqzM-_| zn6n!@^Po-=@iTv-oIeZ=ft!n3<}p$8vl?1_jO;tOwfS(-%vvDC`f1ycar^zU+c3RM zxr-%zz^-3Q0z_6Wv`K&+;YI0*)uunklit0LwWrE67}@5vC)KfRD@DZvO|@-90)#hT z$V~SUF}CQ+DIXOt&WT|o8c81kU4W=MYf>u%%Cv0DcqYq_u-z2e9B;t*$_{Qk_@z%Q zwjwL+$oasjoZOANu{-J<(t+8=+xN)2RpcM+^oW%ia8Cs(&y3Ha(3{ypk6Y_GQYTdU zCwN;esZc>F7Bt7Y`QfJ70~1AG*k2zO-|f!m%g9bieT<=J{O+YO9Ld$=16iLn=Sbr| zD@biQD4$5rKi(M|H*UJz$p6aZzeqR)YzA3G4-spOXYeViBy|84MY*j9PHU4sM(p z<{{%;YEvk)1wq6K^bC7pM9;L|-!)&17XPEPHCtMUQxxJ6eX;t70hm~Da~qrtw839P zzd*a=1u?TgYIff3>*SIcH4!wG}5z!_eDYLg2)vBF>HRG96cO$^CJ6C`|UW; z>o7oTkWVgz@~yb=1KC4!06Gqzf^I*Yb^JIFgy6hp8kw^puRRZ z-z$c0Le@Ux;~>rR^aG@za1^SfP9V>szW971;6M4;;-LT=hkM5;Ev$+0J{^QW?8HYq zn<2^0wg}$BS=)6$4xG5;{uxsO!l1ViNtKgfJE5tr@o}+#p_m8Y)&ATcM@NnPgx?Tl z(Fd5ed|Rm9`vp`Fd-d%}&45+uhutjgEYD#mij|M7uYpT}>^fhB`kMZ>?8dnY{H1>M%1rBIiQEXB2*8Hp36I0Y)2mz?8+P?sntvei zNFDDQ8aP1_LS4dv19|YUfLVp4EhD~Rdm@v|;;P!_NEpGN{lrXxLjq z_mX*ORP0h-w9X#YQtSByn6nW*AT@W5KH zD-v~p^QFyd%!=Bld`$Ooi4Sj#_s9^A>rlxlrEZV zAXR__+j@(yEF0;iT`B(N`ix>{$#RK$(jHl^6oiOiF8#(KAxw#Cp`<>fGY$#hFMwQU$fo`7#OeRn zZ&zQfIVL<(JYd;?;EhClm6Lf!S(`?;c24s1)kg!p@JRJ-Yvh4{T%Mj^AgPuGvJv_r zjZ^%wZltWJ_o^&=|J^W0>DurlSlK%pTyiyNu@&IL;eT9NGJ-1c2Hyr}Ce{aRe@6@$ zk;ImOFk*&DqJiNEA)WFQ0J!c-3nh8N;CcrcLr+4)t$&R7|5Ps|edXSHVL8NbjQZcI zr|&oRZ5xS9dR1S8JmL3&ECom?ee)uRZi zETmXX?Ghd*n8?+DwZlM2u%r?wV0B;ZV$I2xpp;0X(eg7Z(-AyNP&io84I8T<*Vi-6 zfeqW4f#Ci3Y_;%GtUEzFQ9;s4&BSq;UAY)eIO{N!fhS5svlkq7Xw%BN$>U+RUSF@0 zL1f|ql7b~GgsuePSU{{8Md#1#@gei}0yJAh5^IYX;!wdkB$o3Jk|-L=by#PT@n?-i zQuiQpriUc|{}Z!cPFOo|OMGZxG|){zw9;gA28WzQ|6eH<2Lu2DI2dMuPT9clOJs!~jJuxCODJm>>R#)y8~GHBnG2eP z=5X_ta6bT)UhxI)A;^9AoMa_*KQZkm)2)i*v@yD!CaFR-Jbid5$bh&M^YU+Jb3n9P zc#qdh9tA^7mu_`;+%uWxD&Qd z>f`7TjA}BG1JcF@kGL}kk&w+(AhypgM7S!!q}e!=j$%cgA2Xtgrvg`7L`HaYWgiA^ z@MR4xnJ#Ej)if>Nq4H=?VqKPWKf77IjCBagvlXenQ(FXM=W%UBJmHfV$SYt;QB6>Z z?M_fIY9hU#d};IeQ}mqtl0KX}ANZbFJE|(Go(Rb}E=`N^Bc9`Sd4tEwxph1@gRdrB z%@pR|=(W55$dR4^;qI}l)*Onq4KuJ&LJdF{g4ni0=q8bBYBlut>7-h-iAr#>Gtc*# zUxUU1sb^QY)5P1dN;P;HzSBNiGy&ULUv%)Cfa~-p3e+BT*$K{}e< z+P0*2DOxDOPY}3SAEB;#nKb{wShe)<_$5_-J(xP#FHtSc1VZk+8Vwlm2GXZ*hF&rx zVe_w={23lzq(`NB@M&LAV-5kmPhH zqxHj$ew`vTkqyt1b|kjQG@)>i z{3*zjg#ayx>p1x(sHjEmc%~^Ww*N+lFm)MqOY-LQ7#j<>(MbXRa@xsZ5kq^e6vkP{&B#f)?uw-nuQ_ZnoiJ%ltQPImN%tzj{n)Ydh1&j0}u;c5tWjZbfMr{zR;UCoj z;C_DmW1Efn?l)!6Hfzf{1cEbw?pPF8*4O(J7fSLtoP&>`wj3!sIcz_k@fy7mfjr`w z$0PqLXDlv_u#7c_Cy8n$P!M*_c}hzWA*G}fL=`%71=j(Oc*{%Zm~n!^q@amh(v6PO z{kKG5@Pd|qAFw{A8>ha2o&Gr%De@2J&!8a^^m zM%tZgtYF0zS?Xqrluv4p9(j!WK)$2*KwJTRM5*)qAr4WNPot;b(+UM;0h~of9$5|1 zaK5aav^`m?#3L_}l6%390<}|{mQ|F1`}AW2=|7T&t>Lt09GwG}Y#og4T5!T_Fb+Rj z<9vL?1!xSj%&k{2N)UT=C4Q5^AuZ-%alVKn-v6gq=U1oQE4ntIp? zb1}ISSAPXDTDPA0X;`ZyIw17+__+0wJ2N&mWQCt#>J>O}ICot?t+-or7m)=4Q5{bL za%A7L_81@0-&p6?x6qc)RI%ck3*dO9Zcd5RwD#x*%bqe`jSD;`ZVBIm_i~d|@ zRej4kV?oo_jLKOGsZ)wEQ?G8qZQA+`CnVE9coYy<-Jm^?K^K(2RS65QznKL)Nx4UV zi9Vs|5t@(%);5jkbg7l$M(7=OiW~rr|%u!3ml>3xhcLfvVy>p%pXjP z7KL|Q%w_;dv2hb`J?#)k9N;hKk8yqF#eW9rb0oCLzLp3rMk3ElaarQBY>AMb3^2l#o4(9UZ_v2acu)_+3lEytS!Ma)u4Kc6`W*;vi3^IfnE!kl~GPHOf(u zH&Hs^$vw|+G^;4|@eovxN~BrI$Dat4)ulM50Lat;Yq0CCAO-?H0fmOc2`@Pq{$q5v z11XqMl;Ki`eVF$#+RH=N!|`^rk;AT_apIQLY6tUyNXHTgd2UmJ#41dMaX3k+spxlE zk8yllkIgc%b*O$rX{bM3ukij#rpF&j^8*X-@Pg;VtDM7HL{v&iPTkZ?sY^dly|5w| z3u|DI|0q=Q$k&~IE2X7r_HSq#(cm;K;66bA33UVR5_}^n2o>|QP3kS8M&4t!f3SIqu^sUnhAZPGg<-M6YaVZ)~|8?JE z08jf89$sGMq}g)RIr2Va{x)S4?BpU@7#Op~z0)C*V+0muV%&9wW>qSwljiq`l%_G7 ztK66Z=2gxz=6gvTHm}mlXEN=Mr0Y=OLYnX6@2FTT?AW8tD+LZy0N|q%V298tKk?L# zwZsU|He@^viKO_KJ&R}L%;6P>2^7HfeMsCezyBtASiL7^b#y0C-$XxCW7WbY0j#FR z#+c3Y(0=Ur%Bct7NKcbUy+gAS$X%(XP~lLzWwCI6vC(&utDYZ8Zpun%2+&(}LC59j zah;J}G1=vY31nxfSr*RAXi5OEy_AmI!_`xb4l~1d4kuncqfL_#`d#<*T>e7!fsd(S z&0!gl==yp`jyErgn7N;oQ9d7U2UCeYePxtZ63{50j3R9hly*kJk6|72d}vy&ga`(Z z<+VYzd{ZKqq+1yqZf&zgDBJx(eo`-c+|o?T(&g_Hdc~E}f0>9p=b%vct)v44xK~x6 zf?>K{M2&W0&hdK~VP^fQUwj z`X_ftu~e}HS?EPCz2N3hy_ny}6%n%rJe`E+RxLaMHC!29cBrt}mZEX@c>)Q%B)%X> zGOX#}7k1&pwqCEpS^at~2b;CI;MiaT?elcTY9~5JTf*@*ycGbXlrl@MISwdhtBx7#`lCC<+TZ!CT+D)SV-BjMyg!lRBW-iC1b8%{PwGaW*?oG&)^;BRaSx#P7 zwTDzGQv~?Kwix_2%D6}wwY5^9nI=D-v;%Q2CNu-P*X4_??T~+6yuA6ps=C0R zt^alXP&*=Xmzxaksn-)TzX2@6Fp3zE>mjrNw?+%~Z?Pvmvz3Xjb2fH(SdwZ#gzKgmFgz|0~Z|3W_kOBl9cx1&w*TZwje#D5S)@X1h&9gdw z^toU!;!NzdN7QF!Z#5Mq^*m3yjjh&1Q`{Y8e5!XcWEZ0!Sfqn0=bu zl*mCt+3@Z6#s`aTOD>dPK|91R7A0}5;#7RTLZ&5zI4PWc0hNjyO6;+blk6KR^*3>9 zPw~ylSa`{leln#NDwY)o1!H?-g*w@(0qZeLmwCSm1@mNSn~EFQ;dm2EX(5CAu%J35 z9mHunb6C+Mopqkkv~)bmR!w9x$cy0o1-)PIp%!F8{?yI;9{|7P`%%Mdm9YHBcmG>^Eto+|BX&o`h z4);`54LH5jD>|PIZu6ZQTxw>>Ip3}Bl$qW_#+`#W|L&<)0(C)D_`EfF?56?E0lQJn zA71-nDT|}_ynZ*-X|%FbSDk;3wkSUop+)_NCIZMfxfhfjWWKJ%HR1X!orr4hLB*QV zv??J-_;Hnq-ZC;HkAr!7V{eDlw;dfqa0)mTBw7W= zv97zB7Rvh5p%ks4o5n`)#t@oX^)JRW6nsT~HYi!Z#)7A{L$hmTWsgo=E1b?%A{?Xc zPh(^)GPT36iI1G7l)_(T^5>ZoLu=Z0&1F%8keBa}OE z5s&_|Z9%)tW18hhNafy@Q}91DX?T?yc(K#drV2o`0M{uUmH&lWn(sQA4f&v3&rT0n z&)06}qx=I@mN7Dxu~v|YPGPzgS`lZDP9PxVF(=FPQbgC6w>tNEBsiV(uE9qvy!-zu zYG%`chua#pOr%yj(H0r;4EI{&Xh4zJh~5y*td1YIy{+OMB-$q6w+OiOvGrQ~(SJ_9 zCUA&ebgaP>0WsDke+3h9#Fk*4gJ?Khf_s(-5K}p_WqVs6l(B^G9M_;vApc%{fdP~! z)Ao0j;-KHnePEO-y+%`7sg3x18eM}oMC*cB>+~v0LSdr>92_+{zLP9!DdqEzRqG0d za3K&@RjLp;#X%S)gE}7KCH<@~p--r zg`NcaI?OC--*(Trd83S7zAtRhf*zn-b60-jF}8+M)$x3&jLN%>cCT#d4>edY(ZFygtEA^BArE5dus zKv{#w=|NDkvcncH^+C~?F;MJBxE)vA*}vG>v<=L@#_mjGhJsn{Z)dzOqA%USX%tVb*?hIIGlJ zBaa`8g7aK*^pyb7vGwj*=`7VwO!%-d3VSyIgB7Rob4l~%2^VR>z;>S~r4RO8{_Sj;hOG)*b$bn2! z+?PG8Fh_JvD)xA^SU|kdxH^9lv5VF-+=mXSh+U2y2jkEokV>8{Yw7{6j|ItRM1B>D z4?m^hju6kCx4{HZEkhH@v!+*hnwdblf?Hb34II)<2-r^67BwO7zfBlH?3EdoKP_i; zMq1;&#e()O@=6*!@DPkEFFF4Pi7&6pAL2d8CSK9OawP1Xv9j|eY zHV3l3`S??E_B=bNnzIQgWICpo9Zbd!72~do8SHFfyIM8wl7jvaOd?-7k_Fq--$kQs zB4cdIY^+=L0Q8sT>->|wC;9paQlR;CoH@UJ06!f7Orq9&=n^?Roh4j%?MZ(a?7UtyspkIo{9L%Fmx}ADQY}nEL@qFccNOZ3xK6=`=$=vKb z@fzNHs^VNoo^7p}Lu7QqUsw3az7?jL7fYn&CTQ7UownWNo-S)BwM~ZaAgKA(3E;BC z)*DNy{x(PT(MJqf5}GDDVPaqlEQa$+gl7upmc)$hz;VcMYu_BNKQNV*VMqz%)5YUD z(o(*YywYU7kicLcfYVB( zX6ry2Mv3eEGQ1EKoWW)!y^aTT0kpY$%1!IYoCo|h+B$M9i8wyw7Iyxq0M0xT_4~+RL7m2$LiaV*rX?pu`okkffMF|M9!lzG*RMzXa4BSiy0)> zNRWWwPJxwY9$6giH~GnuEK9Zbhux>hdV~Jyt!}YxI(&K`qw?b}p0nu*D zSx|YvHGIVR()7#12QYX%2nhU4wsR4%yE5=;gO^sEOZc%h%#N|ci*~pOeI(rWp;ITB zm}Q2slNxdw>*p>j?tlTO@b_+?q)#* znl0{W*zkpkRY;pH!IjJMBpQi+1{P2g{-zt)%41q}B1P+DmlP;YtAcKqW24^E%1@}a z`{6N%VO*^Z`KX&~WIY!HVB3x#-NhfL_~3Ak!k$lQ-8-XXmM9Ba%HD?os{+7;Bjh0h z7^?nv&DaA7Axv?+l3vQ(Q+h9wyvPED*{k<9+-k3GWIZqFJf+sD zp$7jQq`&z*nKQ@lLVw(C7e7T!j>XT2LZehFIsMI|j(R&@rv{mm4j=FerzI5{e-8iz zWH~Z!z(}u-b;=6YSCVW3Q@V^nil4}u>Z9sU{@IVxxUK&H3yHuN23b*(G)h?Qa;q3%dEKQ=1`V9x>reulYdD98L3U9iCE89EYc~eGRKN zD?RR{6&I%r;=^|cTg-@nkAtJu#IEIEbmPHaG;CiHqRFHemxj$c?-6G3fG4D`TuJ7WRO1LfTa19b8hlHEc@Pv&}hCtOiz%xvEgz52X^@upN24SyYc)PK;=2+91a~2Vf zns{_Ag^_JW=bC^FD6BlIa|G{sIU+O<;U~{~?Q56FO&e_M-)2a{ucsIu3Qq(|FB3Wp+nfh~>eE2O|N!lpLa!qLZzGRySk zJq5Q}HdflhJAzJDU?oHTOHTym6dr)+Pc^%Q6f?YAw#{Fzd6Mnu3X=(S7wcVgoBqyI}?yAj%OeervM^=wR7u$5!#*)jAM4yxjDAo%^{{g?x!BIGY7X5M3?Ei%u z%*#6Mq2FEq^y*$kUM}4!=QwL~mIC9Fz!^|b)GpnH=1rd9)^%W)SQRdg z*)&`jrndD=-}L0ebwe(@WY6IR)VJ|wMt!Y^v_XpuKhl-XFN@|S>}{Ic?sUac*;yH` zv0t67`@mclSll>K#X)a7))y7wZ7TsKBtnd@mRMG`RL?a zFl>luwoyiIEBN6YQCsSg76cdI+GGH$2$GFbmkkPpz^@CM7DW5nM9Te26E+^;!7h4+ zR$*wxJ7Ra8#OwjMOpKv2c0O=~rtUpx6v7-ViVoKY^UtU&WmIu#&`|};vW`$^2vs_hS$T+cjmnfEiShfD5xR5{hq(YCoH2J0S84Hv5)jmC{@JfFDQCw=K|z1 zZhpK%rV777D^r!iP8)G`7Sae=Cx8#^;lkxF?1*_mk`$u85JL?LhRnTTo?*E7*{r&C z3$*2HNPu$z(vtg&ub#9`3Dl)dkCYAQ^acovZ>p#{^Bq(uMOqqtsa_{D-pOOc*3Ovq zjVp;~a7QH7sNFL{BycZS)~uLvDWYVDr&4PK;wy%@8V9yHV(SYz0Ng(KP0~kmS-86@v!Z1gX?Z{}IFq#@PK9I}heqtTWo`lK(HTgZzd1 zPKQgqFbUEeGaA7T(b075OfWW>OI?p@uQmRfNc`}Y*4d!UQ*uO@qZFEVKC>)=qKXwg zbEvq(^Noqu6HOa0)8GN}dGnKY0z)IE_{j@#FZdPT(P43aI2 zJDVa7v-TTyL$i0y9kG_j7no}{9ho0QO(p>vi6*suHf7=ZU&wyXg)lkH&u{(>wBW){ zyg$45S(uNLynSz!L0o+Q*hpTn6_SR)m20m}wq31Pl zq^V^7n<*Jx#zOP#=a*#>P8%zRM(kzBodELDk_Z`y%h!ZUzasee)@bS)f@C+HLu@V= zq+J+S$4b-5ogxBbLVJk+;!B)Nm_&D`Voy+IY{}LV;@tLv{t?$aldvy#1HukEG4@8UJv& zo3rF3qlA#)$b@jVN%d0VW+KM_R|(dnd{5@xdqQW|VW)=%PfhI0_&iWVPj@29bjo#4 z?aDea)naQpN+Er%0>QR` zl%>6?h6Jal$$>sPJZQ;ens}v`kULl@@Xw8oVHUO9N1NXirYNYGB4Fllgt(bn5NOrM zKv);B%FYm^QG1Z$BeC&y?-@fXkpG)Gz@aOx2PUs|(nDrXl8?JXWr^pvcDMF?t!Z>Z z9_4X?l{cOB?C07bQeBVvFwZ4_TaF^J4jcm7??CV*4RH9G?7|0b$Sg90re^6P59D2a zbv%oMxWFo};_nDxslA}@)w*R#84H4W1Sc`3vj=mq&+I8%lb_I54TCpAv0<$fT66Hd zuD>(YE?C(NeJFB7fNM(XL(@_L>o>|q%r**%1mV*!x&}OkMnHHZ=Px|j%$0=^ahnbj z%)oojaN)t;S=${jtHc4saDW5`0-jF|`1d zqeGvLYn9j1n^@!NagtepmdA2=q5Z(nLzM!I$k}|#PJXos7HrJrt1eOEy6Yk@MP*DW zpPA0#&J|gIQ-dXqnVv);IOMt3JMvR79cSq3x<=l5qx@8Wvh7T;dS2eLlt%>9 zJ?+!2yIZb`RGccxP7_%B6o;m&vr?LFP~vZe^Z+Yw!2FcdeC0!nq+DA(HNlsyGeIJu zD6^pt*92mN*{#hS7RJ$eI2@2i(#r|rVTmbFsicH7ScFRo)WkkjqRzxQq8&~Bd%H5! zUs~Ej%0C18f-G!v%+ZMJo@0PaklUE;cEm!CaDP)LG1r4po>q@b#Ht%mx9dhIo(P}6 zP@6$3@IEYVm-RSo{?&xE32CQJA>8g2@DfiMSSC*YzkjUoO51pl&MbnqU7zV%4wBLP zy1?xQiqPlAst`^twH2aGBI)N8d9q1c{jf#|?BxuVEV-SAU}thvbzCVxQBN7`CS{lC z=NN$>J~3V-#Fc@?0>4DEiARGHl8tDkk=PgRZONfV@cSHjyiNB9Qlt0rsF)srOPM%s zn+q}4%|cq^F&wtk0%r-CUNR29W3JZfj#zTK;rcK6P}~4eS`%79K%Z&x;^@xAN*0Gwe8v5>+W1%Y$fx&M z-3$r$$@v-EFckmK33J*%fpB5yaREmu9q9t>I?og$32l^3Z<|O`{qSK7dK$w3Nq{aoh)Hs&)a?@ofXA`Hl)3Yo8GOz4|1uiR#_XhbPmMAnl`J^UHu zxQ-V}%nq}j8P9ps4Gk4O^Qx+Qc5)<|*np$rPv0s4Qb4W09V3R_f>(4GJZ~#jHGMsB zc`JAEfy3uA*bIyy56FqkkawL6J^&ZkEsTk()I&qk_L;b8xG&)}EqJbjZ&IHj&tTAQ zTQ-dZyJnn*Q6)CKsZw=MVai}NLI#7r+?CIji2dJj+&*$ z2;{=`{ZF#?nEDB~V-ilbLzod7CD%;+N9tPbDXWSVAsgj9`st#~s(|lKQVuw2RU538 zKQ0=sMZ`<9O2k3qfp2}Wkw|i2@VXksAqR)lDNmrgXS~X`MoYrne}iO|Gm^HlwOfIl zSgSUN>1x^;PHhn~266&w7*AKJU^M6_s28k)-S?`f!VJ!d!+D3sl1sd40Mv7XjcB3I z%XJtAblS%(LugL7uZ#2xx5xkFY=_a#52kw~x>Qfl{ayNS2;vrPQfdt$NI4@27d%YA zwm~Y5tCjV7yEbSu~QimVm(+ zAz_K+d3r&sCQ`#sE&)qUrCyovX@N1Z^#aSZ+0>6ySOozS5Y(s*ly8W?3V~M zFuZJtM}&!n{OlPzn@*VJ&_8NBm;-+U7k>V2)RYCN-v)-ul-I&HlZvY6H80!o5iBNs zWg4VQwfcA^n~3j4tFs4=+sg5rArWM}Y-txBK6lI|^%O?tr3}Zy#%1Qw%qL~m_|i1w z^EjsEQl9g1Y!+TVLAtLmW*528YkI%h+6>3W6!YX4VC<`HD7LI7pUj-{OV!tMEfx*; z*_IKZY)>E|P}Ko$bavi403p$yy=qJ;DQ@uJh*x#LOIplWqsRl&@Aj z-LvQ!99xe&Zx8`4{e_y=(m0ZEn#nZ=_Dyi@8G00-C9X}B8~caXeNL=r#zTfcZbz$L zD56I*fdHF`6@~}F{7yh%-4>S^GbC_?>e1m?Nr8otE_Vm1Rae|fkVn}{?S{JLZ_ zqM_LkS~3O}2GH0YUGdt3Hc9t9GZQBBVGDb}ImG7mJMNOWC@}QF+zGYletwg0?SkH! zQ(-7W}V-1@LadXm{yRb|rmukHd5+lzb}i@46; z?K&?&@V4ONn_%oEUP2e40mRcf54)rH8bS@c;T(ZySC&IKS{q{4Q}4vr*^J1@d9(`7=OMw2Q0m11^%!OXxcxuq5uh@ZoW>1L}Y z)2%PgndoQ*ypCGVT1b{zOGH#LZNFq)jB<-smL1CfQe0YLwp3Z6+$se(W|j29g3xu)HdeqIichhgw6IH#`7Tgv;+uvVoT(-79tRTp^n?};Fx zps)7-aiKJ19~XGWk|~7U2{bvGN0jY8SLcR?7R-vyLSugCciYh2t;=j!!9&#eU^0%;s2;ZR|A}yOhk}o&e=;8AT*6sGX15p9goR=J5);FMSz5L;;bk7Z3MUmsWRak^hnU% zuY$-F_0(l1ieq2C)#)wdJ%P2QwaQ(Rt;LzIu~kJH1(~l8c zsVSdIf<sOWq6YTVGCez%*zU?Rv-F=*cB=!t|@ zjslIdn08=UD)^_S8pe!fP+*ZpX+HNUpqDL}AMACVLPxLQdYDc=>pPtmV0U%ekjvPQ z3SG#qm>ub3r*=;~5oeDsH{KupGzRMIg8SvxLB$ZRMmA;jz-)A}yzbgNB`O8cvqk)o zTK(o4ds1SDQQ}!erbnVGz_5i4qG?~X=7M$?A2b$4C&u!LV#1u z`+aVx#i*cVunLAeO*Ns(-rBZ<^C8|zzHCbF$$nL^^1p3{ZFXgKhfK$5?K z=QSQ8a>(#LI9vWdevI!XMp&-`wh8dKa{TsxpIfH|xmE zJB5x}R~w8q>}=2;pq__hx<`M@vP6;m0M4z{CDKQXUq38m8|OjRIFnLXs2f%&Nf)SH z?#LNUG;5WW4%w^6(uH$+MppWOPyxK8j$ZRtmd#5*GYUb`z`<-AA8 z5)oK)dOY*AKtW|G9j-Xldn}vSwYKbh!miun#V57PC(*Bbe@gEUJKZO0Lb~ipTRK(L z5^78UJXcoRiQ5FEGowYJ^SWQNI&2)r!7sn(U|)DmVOzb_!1uhE3};9}kL96`+Q_uJ z;uQX4%5k>==WM3#Hy8J!xq*&TJt^jF5x<-A%BI`9{M=KLohdpjrB`FcsWExWS5Up4 zDhBDyfvfA)oBXF%^@avzjHT+KIFAB(vltYBKhVz}%ZH>m(%wLTH2H!R1(zf*u$c{V0xT4b39Q+WSNNf=6}(6 zlrE<1E*y|!fX(n3?beom0Fe?&Fnux2<8SL~Au*W0Oh5z4c8@vFT+CUzYvL zU(e;y65wouNFrruDIc;cSgfBc=dg6iGL20tuh0OMqF2CN3rXKZay3CX=tUD+dcK&+ z4)vcU3Ghg)tdoN0E+wQP34RMz0E`ezPb7=nhrQ|>(BTCd)rTH%qZCa2e>coz-&Mp6NYe@wkZ%tIJUDJoSSX_`RS+j(0 zT$(13jk=ay5%e_*ES3w`wh@WWj(S~^OV45R4wRdbMkO>t#cuuF`U+7!I=mGGGHtG3 zs#1ki&!XxVJkj>>ADH5N#|oZf`uO@T3|bj2A`KpBrPCKq^I*yEbm3^ASYY}0IqAal?Aepm#OnSRcl_n z%&f@=$lXRh5m~EY<1>NS!1gu3wVab*@e`7Hma^L{M=c@mMcW6m^0c zO2V7VXx?=9!POhU4$)dO+xVjS;gs*xuTQKBeSK&^9hv`eLDE{8FU@Jbp0$T#?ssDn zOFv7J^6dqApX?mYa~s!+@dr!{KyK@GluvL1Kn+2!fv|-MK*WlyTnL_t-&}f4RD3$k zw`BP#c_FfPl?t3I3T=79g2}$+8LeziyoFx8Cn?AS0YdiQo7XZPuSuy`#Pit7k#T+- z4acEL@yZ~IK1t(Ez-sP0;q$mrv}9b zz|%E{+*0NninL%c_K%v09urCVEdLriMplep_NPD9hto|=ntX+-AgBsf86?EW1%>!5c$QC$y-ejIn6&mY%dRe_!&G9qMiQc1yP^^$5 zuY)Y33q|>Q*sx9ko7e8+r`#~9h*^V`wv9@`*dvIXHNetfPvZal@BM0o8IU6`COqbJ z=&Yb!2BH%be32@8d5!Xo&&i70j-uI)!K5K{0p4k3!J*1vY?P|6`|EXaU%p+@OLZ@0I6z>ycDk}IA#B-ui!|KnQtNhGW7JptifF4x*} z^I`?Mw7tH8xr`Qem&ADy+S#c2$bE%c{-cWD+s@`h76Fl&4~~>ydw$X2Imhe@*NM)- zqMTv_*2*tt1%3k4goasiE_JL<-$@7No&M;XH%5i+l!v!k(3qL_^Oie(3U2v>L?ITK zih?zHG!^g=V`5+>B;Byn*K3C69T&26%}S(@ImZg1X@PPd*IzZ3BMYCb;Px~_#uW{SZjN*rU8t>i z%D)b`;}SH@{;Qoef=pde;_2!cm8x0=B}+K+pXv&WH6I-e!1X0IyPyM5a{aJM+g3!Q~~gFw`l=tB2I}z)wYhPF1XoPSL1( z_0P-%7J5WiNaYeb?&3!{L?$TR`rO0mjU+Oo6X~yQ-a;V^iB^{k*vH8(G)HqGLc4sg zy69Pi1m#75Nm_At9vuTPcs*phQ^W>0G{m=4ABbg6%|o7Oj%IE zt_hC39CkVuQ6-AC6+YI(vIcF)q_{kt_ye{KuUg)`=TEiIapa3i+%@kd(xNjq)9rwU zL>NK{VqA$M2yz`EVK-9V@7u_WdEIgvEzY70NjlAb?+f)yI9Sw|QmyiE16s>C_n<8bb zGAM?dpytcj+@k)3z2?l?-qO({+u+8a#SRvBq{#glrrZvm#-Sf$?mT!5#j+gas5TN~#%bGI?#V?dRy2dl&b4eEV>6dWEKDDD zQZ0q=)iLu$Pa91hkIudIacKN3&=@IWK0!RXkW7iAHuCV)lY{c7XN+Q3U)-~=m*x69 z=4uj-Ji76q1y5q%L3VGvfmsYkXEOhz@ru)c9{HVAdG=?0$+teI{S}-~*m;3pzB_n7vs&HT)a+ z-lh1(^Q%QDv(N)uL+y!DaJt6l{sIW$w+Y*%bjqLRi}qFF`0!`Z3rB|oTpcgUQ0qPE zlL98~G03M7SBdGBP=9^F!hL7&7?ETLDIs9i@0O4_?2e-tAW&6O!DyL-m&Te11OL?1 zNnbzng)XwEi50aj8lxf*yYaD0<8U+LJC_AJ_$Wf(7(m;Pd;2YB0{^d5kpX5lT{@ky z^j!2*x1hyF{y`=nGhpYY`bqXjjnq4vLylQDishMG8_=(0**90lnG|k-dO1Pf?Ry#z(eN|7CBM|O_1^+4;#R^z?lUBwy_%o`gyEi@U|xe10SsMEYiWEGvLkF! z=RO|RK;#ZU5ND+yM2LhK@>o#6(n^B6GXo2Ixt~E0DIg?+TBNXt(%%G8twIUn^or;F zTiRr{m{ckx5EqI>%Cxn{>CB4|s#&frp?*)O#3*71w2`pB7&<_ zkHRhF#6_~lfOa;lm9V!?#WJI=K~GHV4pXk2q1yPS<~8J}A9%=^Z%EZ;P~C$&vJdKe z2q@d#?u^57s#+f>oahX6$N9DfsVBpyzr$bHoXuaGplE_zI6ml+EzHlMIPH=?wWYo(eH5)kP#A=vy^ zj7h(#=!)y=ZNMUj=JhcEC~Vi}7x_z$PMI9(VmKTEK@zi*dAZWyjoXLYs4Z|NcV;Sz zF!|jOuixXf%nqn^09{7SOZt!Ro)sg;Ho4ub>O3Ks_3{!X{GkBL+yj*s^V=T8vRNC~ zZXYRejgP4kPE}>4;Sd3*ftwGg!1v50{=CL6>XbWmdCQe+3|ooA1|)xhVXamQH>r3V z$_&dhPZo8S1_>uQkLEoHFcK2-U!-F2Gq<~39Dgd=C}n8F+m>x;J+YG7`7)%rkLE~Y9tZANMr(pF%Nw9C zeWU2?Bh879`69V+9}8pZen2cT)nzKs#P@|VdxjaYCloh;*scrfAJi#0j-;0-uj2JB zY9OiPV=%dP%DqBgo+`#pa;i$!5qf+ocwKI0BR#4b%JR))&se3O9_nh|H+)~*s_!}Q z&`hm1JO8qG`1EMC2~LXZGd3~OjC(6<>n7jh4y)3>i+(r0%~tHuq%gZ&V?t zCovg3Df{#)!;zg|4mGm0go*(V?$r-@x&YXFlTx)<|F0UfXsZ6Lbv1Z~j9G`T^=z}m zW$hgtLma1=*eiE{0yNC|Jf_L4k2VoAXI9kPd8V$&!L|KCy7+@?pp8T;Gs}XQsY8x4 z_Q7M7ca;;wXUp;DoF@jN(w(3A0T&YTaI@D|qL<`)U?LU5b6j)sP0=evK=mwmTWIyX zJh9WOsv{jmGV?U1G?rxF=atk1jLiC!(W6^Zi%+9-zKHlmXAEeoGm^gKqmwy|-+&e7 zA`QnJ7GTc8V{ghaa;yLy6c2Uvyc6ObO{4M0O-oXg{Tq;Ed|z8-a89^N%7TwEDtV#y zk^ZTxdoCU$__=tDsqzwt{u#D2vW1xN48+hq}4Lh1!S4bWQ@C5aVuby0p;jlI-N zr2B(B`WZ|Hng%tCDAdFfLV&s^kZ$d6jgTnQns4ZjbbEu+okMFLqh)i_uB7ShYXsF3 zs6l;XJbY{_!N2szhAWh@S>Eol4}oE!KFql#bROqwYIO+u36?3ljg0iTDv{xOL~8IEz#?$iH%R|lMDVzG z>SZkIyZDYN&~ncV=Edc^9!uZK^-0$^YR?rv1tC*80NmH8Uox(9A-KBd)ny=iY^4ay zv#d<(w0ZftY)UgKJKvwe`J2c4{g^~@#3f3e{=(S#Afiy0{IkjQY9~pijSlviq|sZT zyNpsRZX?<7DH$Mg!xmO^;y&Q9%&C|$E^{R>h)-tNhK8QwP_rOuyh8Tn2M2X!4$3rj zfb?*o^~bM4j9xLhlPga`q;L)-P~uU!T@KFn8?Iak z4_eqgAWu8JD2{jlv-oPBa7rb8>R9(;RC`6YHKS{D9Qw-%2l13^ZOVm|q5A^a4b3Z+ zQo>y?=RXsad#e7PU;t=-IO&Xj!YEvnvf}>FVWsQm&VZvPLd{*rn3cKmb;&2ALav;~ zI<;4EVS9E*r{l%QT9+XonYJunS>o7%*kSMg0H$6^Ap)hbRpOsq;U~_g*(I+cv>jAk z?ncZ&R&!|pjTAbQk{A9t!U#8nOy{wC=oX4 zw!v>>Pz#)a)6L6mxVt^Shw?@vTyhyq%cvzcwKS7;Nw@vk%tk-+J7rqQinkMSa;Kx^ z3^a*dd{P(g0AsnA!S8&zn8j?1wuqRTFJfu?C%JVJ8F!w$XdaY5%T?3X9cXhXbO44! zy%Q2SGk}R%6`uQEvH4EJnE2CSRIbsfLd|yL`|{hZv_(r~87lcg5qW%-m8XFu&(4^R zUietwJ2#r=6|0i)-t39IS4IrwI-U&Sn>8$}%{2rUZrQ!f0~h?U=yDzMTI~R4jX5r- zUw`@~lS1TUS4OutipQ>mKcxdG_G2ko?>zE%!ULV|iR&e0u6C9kZdM)9F*Ir`7a z9YJPtzzuBS2sI&a-|?Ewv>(?Ds81b}rTA2Q?f-;PFC48S-;lkXF}iweNCy8y4D1AK!H}y0V`Q)+#P&UT(w~izMaJvf!sO0rfX|&{#{kZGL|p(X|WN*NHN|J=x-1E)H{75-DnXIDR8>9Uyn2b>$eR_c-@NE z(kNtDO9lEUux^#tgn>OacDzBw(3bE(ZL5qikcYcX-K^PomQq=kJotmn67A{|iN@7j zfqHMg0tNQRt?ipx@HXQ^5o-o*>=`NO^c>K+XGfL-UZX=PIW|t0Uk)PFEq)&Wpst0{ zn@ApUSb#TQu>@cFZ@xCjU|aDsUZdx^3`5{Icg<%>vCDSWw{)CEjfhX2Whn@jHAqso zi=BxJCcY>49!LFuL?{I=@|3)dCf3IaoE<=SyBWA z|M@xN1=o9d#IlG(vk4I@Jb-r>;`r^zsR`Rl^WQlv@fcZt@W~J}-Trt8M&AHa?h5Es zMDNBlg`q4E}K7=sXb~S6ohMZNxmm78$h`k zd_^!Ok7%4H$AsdIR64_bfxx(j0cp+1<;qMy>2^Fh{%#)Ly7|QHLnNOU1IAQ(#Ruuk z1@YA!xvx4S2BqfviTlfi+v+q#wbD>VdtBVBrp&@R3(2`v;|37-!$bg5tH!PycjFY? zdK8LQbrWP8zWaD|yAz;1i}!8OfjnIDI~l0pbTv76!E&|Dn+Qd&)4Ru%>Qusy38ImXnB|H|*zf6z{@hsmTj>t+PfeiSWGO(~-^(PqvIVJHPb z<|t%GlPOgCtKNkpy&mb{@7MTdNzs-5^Kgov^HbR{)Wlz)?4+cq^f(K03Yr*wBOTPb zfHMT|*3`_<5XW3c+Vt_=6p<%AEXZoViy?u;k@TXz{x*8jAK_%$k_*R|xt${#6vW@j z)i4_%zm}|&*(_beTQx`HefCTK?gR=d^x0pb%IJr9KXWB;UqOj+>eLee`Fr}Fl&--V zzjd(!|LG*N8$Tdzd3I@NaPCX{MqaM|H zpDoY!vxI8!XtIG0`#vC{b>;z0uLj;6Os|!2@3pY;RbVm@sWx8KiQmpa9RF2XB>4EC z1n;w&^8)B%JB&5#*rG+?0p8Qs-Kn95s~N-cJ%F|If|S?C`qprTU;k1hSnWMZ8luns zZ?gX=4Fw{^c#*#VjDt*siS;g)U+Zb_h%l%>^`U>GQ?1=NLhOoCRk?s!#B}tOM5`W7 zwzf1}*j!4f6`73ql*xcrrV(D}r|H)&lcBZ)clnA&y}Lz5&{ zT|~ufh_w0+xLzzso&T+lAqmTG?};nV(2fzr;k@`WzdyQ#-A*DtNvW4l$8LqwhUSC> zis;w2@e&lQN-_D({FH1o5_*DkU&L?ACz7=G{4QLi-=TfRIwhG3XVLqqc6FgtrkLMQ3A00^)PM!M=+FwPVDy zc)1y2pt&>7;Dr>c=0KfkKcukowW-IMsQsyMyi&3y5I0z;m5!2D)4{alw`H|C-c9~8iMcIxL^2zT=mTT0`8_;G-rM@NTegL8qrTODuDg*U|> zicl?PLp2)sq14@-WN4w*3LeS(cZ~vTdr24PNz)ZjQ}=bw0OC^ZH~XoqJ|#7g@$zq zLcY^Rmm#_{y7m_-%qp0`gv<(pNF(ReWc`a9El zTdAI)mSwXx{n&Pr__DlQEdk9;eS-3ShJ?Z0p@g<`&mqoTr?k$$N-~%=v4x2nd#g^{ z!%OKf@**#|)n0V#Je~n%cGnfT z=NOC^7#cJ%s+98&0PioXzL6iYg$KHlHW4IQ2HYi8^+3hVWKA5f2U&xt8_QawL4`d? ztDbx`uDQ(3>T0%Qp(%n>VT<}kAU<3z?hORW_m%UHMg_oE85>NalrN7zN1DC!vGLAk ze_!!5f(YaTZF>1-NjrZRT)@yVe-_4hYHu>-<=xPSM>5g6+xH78FJUexn?U8T^nKsM z`+R4yso{|RF_3?1K@-iWW48xavG?3`yptJ736_;-c2l~+?LNdz`&1S%Mp*#Cf_YW{ zSS3S!fpxDp{T8MsJKx);C49hW<|9zddn3g%+r5|17(GGXS^ZN7w}_(dm6Pj!9~?_% zQG7qwYVRg>z22ea#Ef>3a!&s}(lxi)$yB4`_V$kshklG#X-%>BG|8u+^Ou{_2{a*N z3!f_0QIcg94f(pW99AJ<-cy*>yUGJoD{{(O?*x(7Wb)IbBo)dt^i-IxQwx`R)J zuZs`I>n|zmdN=8N&g?Ww+8CAwOEk{>@K4mAmdLhUCWAs4ZmNIY(u||S9xTL9E)%81 zxYXx9jc>jq9zAgHeW%YO=p1z8bt9NFjNG;z{+j;@tALRA%e;KoCBIwZG&9nc@5Sep zM*L+rbXnzC7NF0;@=X$K-!$kD?r|v+dLnZN{r^S@bGJlj2CMJv%>d`%^Oz+XQJzLg z(77U;{CW}6EXA9H*+rJ2)6ml#99EnS=HW7w(DC;|& z0Rsg0FV%vph31kL@UY2Du(w=0nnSIB80iNRl;^ToCc~!B99e)Fe3}nQxT&0S#5j06k4Cf{T%9o+M_SF366?OhraBH(%gwG~&?pYQr8 z!s_Cvdc)3N4YXBQ|Khl-bKI1pwIX!aPu9ImuEorN_WM5vt@ts&r8s<^vOt=S&r2Qv z<$OsX(L3Y=+q@w&7`{2`>0CZOHc zOn8p4(e9OJq~;3^=&h)*!`O?o&BWRe`y!*lRI^y8Ou*>H zlLZ1J6aQ9A3oJVE_=BX`=|ni=VZMWdLd^S{CtN{ZO(ZMPM&fK8pwZKz<~?F2$lsVR z6$qtAOTC9lYP5@IGpwFPtbTS>@=OF*LH!y!3a5RCWH32p^Gfr22c2=yI?B>v>w{n~ zF@wa1TRqhGwyPEz0_u#9-`)L`fxy8;+Zyq`5f$35Tc}lFfKd!_~_Wxhn>j$AIOLnE2gtH z*qXwTRoF*p+l|lOh3mq(kM=37>C_{?Op!JbwWRy$lc1RC{JJHxIop%*K5b}^+^r55 z^)Le^O8tdQZFbh3TDR%tLj<36HbAxg<|K?qYYm9QE664rG85#Bib5y6@+8DH@6xAv zVYno>Uof&-^kQ1Lf*AEaK+1Bbw3sb^B9A|lB-Hy}$l;3?HX4B;UH%L!3(O zpj4oKbv)DuzAdvu!Jwb6j$8LP8XvH^7I~?obF}~kg_CUv?e^S2dyLGkuyPbEZJ0jT zizFoF-#TZ4&eGQx!BPBlDeaBAG05HstW^&nJbW+V*<+MetA-N-d85O8VSl1tJ0igC zCJhs*b!8G{zFM>*b!HxkFfPkSx=v@F*UT|5pLh=qymwk989K;QsBhFY-87gFv}cMz z8fg+Lj{jDa*qh6nsqf{FF9e=KBzQBJi9YXKJ}9KR;slZ>0kxh;&Wa z+sWi1o6|Y-g`hq$!C@H>ppXMe&TR$an#A5{9&~KYhB}K@1ugA69u}#68k;<+vLp_V zg>FC9Gp~-0CwgoswzPM<%>u{osu^ys_kVX`xchKn+JA^K#1X$w z8D)Lg39N~VRK0B4mNNarEF^3%$iN3^wprlvIr_M8A}sUn^x-Z@C|Olo!MOh`Xt!qr zOuwF&7x9Bu{+l_Y5}LVHVI*yOJ<$r#uiyLW%#j{@Or8LvTFbvlqk`(fHPj2VxE#VWa{n6E1haoK zRvlJGjc6>BZllRLmncnIA%N51;tA4Aek)gNQPqB+f8NKz)rbv++pWGG$`dIm&ZHa5 zrbQ><%(S{&=isLa7S>_2I! zSk*hvJp6-3;-@BZY`7suyS=@s2F@~ohX0Nr5qU}3Rb0*sfbZf*A;4ts2KZ+j3&~Px zLohLVgRe}w$^(glIT4OR`-nuu@{@mdS+JpOkv%&w?|8U2u2E=FP&r`PxPk_2j?Tk> zVILV?gzV;iz0)ME#7khrxBOzL%Q@?G;0t4P5_p5swf`dnk-n%4iBtKE<6ZfyC)YFk zK^(_rB)Exj6qv2JqgV0*gVD^!;8trpPK_0EQe(BT2k3X^@>&+Kf}BZeo)}rjz41o~ zVP!fHM2`dwC3R8xTQv)os#G3v)u)!G@27`BXg6B7*GUKzTrVZ=kc} zFTaIgd=k3p$a2xDDV z|B!&0>L^Xr)NS`Yn^St{w*>s5pHG4!LGWr$#@@KkZezk`)C1gCRp=U==ln&5vtk*8 zR{>nUu>TWACIIb_7g4*rA~avr77HC}ywKm!qo2kWTuXXr&J(#tViQ&A4D)EZsCGd)v#Tz^SR+9Q#%j zo1J~do_>7_96nFfR6BG4HzI@gQxImrQfGCL5hz1e!#f^mg1pAbn4yK}Dv| zKT`(HWQb2Ec!z^Ok7HubT(#{t+CSU%^E0EHcfQ(*>D(O%@Z1Fag1FTf;{l2WbJi5n z6sph}>5hn2pMfyOpEd4Qg(h2CF3}re*6rBfH!PuftmG$D`5JyGI*6{?>e&f4v9N8d z{P33v=mYJ8TO#4Y^KZC9U6TRn#n(ygDuKPJd{M$EM43b+hq1Fq> zM^Kk4z-|UDNPmy{b8uYdmp(2L09kzjqVzON0cu6II1YZ5I8c-#{de8EC0A`a+Q{@p z>*F3ld-9czb|92=&Jf;7GUik(5Vuw%)+eoTZSLP|d+Jr6o9u<$e6WI7>xs0de2? zCv&$7M%=N)VOgU6o z=4;)H5Y5AxQ3kiBR0mu+k{u(3YuVr~p%5;?6@=JMm^e#FwZ5Tl*EIzSR`qMMTe&vO zT@p!h|3+!%Vcu!+)U*T z#);y^hzv;NI+sCp)=*zBhy~xQ0unVem(YNZQ1b*tTY9grm{eJPyZuR(&+AI2o8F=Y ztv#e`%F!KEs-GOItiG0-y260v$XoFz`I!ekNZ)QADN*A&`5`xz!E||d!iyIdZDNs? zMT2iJ4g1>iiurUK0aZ9NUbd7qDQgNR8KIGNymvF;qv;^N^@zFL`xrzQTdI_@tsN#= zlcU?-vA9Yy-&}GhcU&lhM3E*`Q!RQ8a&-qeh;gB#5w4?tD)e@!4qqpf{ya~r&tk(* zci_Qx1iPwv%P{v$MpTjM*);16}1U;iwrxitABe$H?eN`IK!x2HY;e*5LzR&EJ*ttrBI$J&wI!%v?KQ1@z9}(2K%!(`8 zry8d`Yst}l8BO^*IYU)?*r$kXx|p3#8Vx1mM@VO27BkdoCERw$SLhf9HUr+-d6OR- z#p-cfZDg&s(78&1g5_MgTcYMvN&(9OgV-+XEIWa(h!BWsw-?_n%nP{sB_5N|Gx0Qq zSa(S@-9#EV`YH*e)k)R8E!s72deyo6QQE4Y*P*8ngX6Gn-zZv0sBc?~E4wOy~? zF0)5wh;?JfB4TC9G+RP1&{LZMi9aG1xRgs9)`?^Ff%^VfePAR_8XxHSK`MH3XTe!s zoYGa+y=jeyd8yvu_T`t%5|-`nj&7=vbTmB0c(zyZn)m2nTrA9(sFAX~$rDR(ai2ER z(pPJ@_?vF-xuvXC(7jF82TEa&ciWsu%aM5)EvG&*k4Oox2u35h@e^&KlQLj#bOn$r ze{zR4b`1%L&3yv?mJ8z~sBmlrK{PU1ZnJZRO3H#SCUyJh-9M+=t~5raAXe~L)^3Z9 z|DZKhYmK|fqGFG9wzhI{CeBME+Yg?%)odiMOTPq%{EuQy4nUV?;^==pJMqy2te(_% z$!Eu?!F&5y(&UdiYS75~uTB!=Do!l7cb)tw?aDxGPOA9|9Vw3iH7t-(<>?bG(Cr+3 z3$X|wL7bX==7wXr^7SkE6c909xU=v7;wB^*ChNL`AvEz*J4&ATGRL71nohg<8&i)R zB4^DN>cfWM_@j8?nN(Jc*mxzibSRJ2%3~F!-ycz(EaaXlk47tK+F>zLOz}J-r{v1j z80x^~!)4I|J((TGg-L5RFv->^m+Al||i3md*v2lpiEua1( z=1GmdRtMpbgO}a1T<`-H9i2L!B3q^YGa}&_m*9G)0-5W^E1~}BcA9{$mW<=$j5G0v z+$Bx~V-;#t{de2d8m`R^$&~=G*J(3$ARB5%rm$^aK#$!|<(3Ir0<|28(3;!5)Zqom3d z#e+2*(SQ!BM4hZ+&)TUv2FW10HY(gJJ2YBt5d>E2ga)hZC;xtGCYine^5!3QkMMW_U z>&zAav59pMW5Q4UsXXKYifvxU#W5=`o9BDIyQF|`jy{=e@yN&f6Z zU9woz^@TN(?*W{^pVZ5QtJa=b$;Jj6DG>1OftX0bllHcP>4Lh8`r-4R2I>q*x?e4n zQ9djOyi=$!)h;eHfZ};o&pei?nO9>{+ETzmoOVLVkd57CiaAcn>C>;v+py}rM*$;3 z;l=&OmXfjULZ`4~l<4uDrxFMtQ3TLf!8|B*;Er{v3Rx zP3-qP2j_NRxt7r7+w)|YV)z7$C2*x!q7W$Sz?YGQCs=R~Haf3d`&4vm+v4p0-g)w~ zwRrg3j{f?p_?%bhfQPhhZ+7XQxIK=UMboMS^;Q(-<51ulTHOt-LDZ4R8q)5#_4T4q z%eBRuw@Yop3kjYMw0b`w0GBu$fKRd8g(L|^(eC13%`7RWf^c5-K4Whn$%!#t#d!0Maf8JCqSwow?Vl@|E z0aXTt0jrUcIuFeFw0%y2)iTT3VTM2eo!G@qS5u3D<#R?a~LHJSRLK?-evsu z7oqp?&QRSv?@62jZac{$@7e%7K*PVgZsCItk$Mcr?E|XmlmjW!0$yj(WcB#1MdXVj z|53`QhU-n_Tfec1xLS=i=~Pn|?A?&=VuDGsaAk3@DcgjgQ zTVg9g_UZyx;J zU`}lCa6SL2H`#%o_1b{1IA(?>91i*dF(+1rCiygyuM=o@*J3+7H-XHE2%b1vEH%~5 zA8xE#w-hl!&$Ko$R*|6|4N6S<46c4Z^NAzK_)h&p7GNwo$LBiqnST_5b?*PeOJYdI zi|7wlYvkLU#e>Ai;lqZg(cM*;w`S~)`zCWMAyQfmdPV_Llw>AY>qq9BFvXOGd$3{- zD!6X_=pU)dz}vORz8NCyvdsO%yovKfEz^KAg(=idUXbF-GffN`fn~}egflgYz;vVnUClUayPEn|sOc|a7HdqO0X~^&muDHbL@#a#xIpgu>T3c5J z%?3M{(}p1pQhaDBV||~T*o+|LBwkYABJd(N0(o_;vG9O2Gf?mWsNqEC>)R8(342EZFE6rm( zJJ9U0EDw%PS;aBpEcUTL_XfS8zf&_`fyYy{=}n6rU!v=P+~Sl2Kf*nl!zzMT79fc<3j>lv}(v zRG@XAo~4HYVUa7b+e?(q$3+o|E<;!jc!GjYu{6a@HbYQ8I@I85)FJpM<6@6+eTg86 z)|<9Ngl3unve#jF`p3rfqh(DhNY)@)5&fHaofOlMc0DMDm=rXCA@arb&Pk|i3Z?7= z5OIh!?TE6$YaK)`PG*vi(bjVcA*M-ZQ3h*Tx+zXfxBj<`Pcv1 zW9T(WO3lDRVxB1KV|BN=V>_qcbHEZpLB7OG~nL|OPt+r_YWkM z_G_NAYPQe$g35HaS7x-@!$QQ%%uWW_RX7zEU5KQvRp$>kTq4$pi{94^+E)a3#LEx) zip0y_)uLpJVMRzJs_#6$k+;Gfq`dQ+%=2mLar8sLFO6lUwv z*3iDo*w97a8?9!cSG`E9$u>@`8$8W3;7k=-tDYE8OHT*x7eNc3@AECNDI6p(h}AY) zv-NbikumGj$Mxx4mCK6Z4OhHVWEz-c#E5m3sf*VDVxUh5XKuJ~N9&xPw9U|g3^r0n zDyPhOg8w>pj^S17L2yxH<~ytf z37Y@l3zEB9Pq9t=s(!EY%B4~Lazds;P@Y^hb<)YpvG0k(UJ^f^K#@Vlp`&jhw@VXCLM zY84iZq+%TFP6ZN46MU zb^D0-#2NB=_lTQnf#97xI(HY9yfW!$9}64O%p3(+J)L`Q`xPWO-7uaM6JI8o4MnVZ zv4y=R13j6BZDa0P=d%yoWE$t1kM7+`SETIh0Q7Y^qLC5rA0yS$OTAzBr zKaY}zKKxBw8iH?E_BG~2&5+JfUi0QV<1Dr5Hg)$B_j=zw(l>M7k#2(!b|i=&YdeF} zEadApNh|O-Vhuh?{b+#f+5%kC;Xo7{DCMox!bV|+RHN6XcwfL4AB~5W8)_~9tkdsz z$N~musU<4lySZfX1VR^12*A~V#46c@!-B+*Us^zFlb*$<#mQHHgl?p!DRO7&1N@bZ zUkrVNv*Cy7bmw9ojyq2E25RwN)KxOcV_VrtYyj6Gx|tL@!V3X;2}|-N;t~_(n0$lk}HeG<%Km(`G>J@nN+Y3APqryOamNmSmE> zs0xr7pw-Ji-JYQ!IJfn4i9FdSt(L^JOpp70UHy;}`Tdny^bf)~ctzJL_~QFCNS2~F zA!1C`8nzFV0*|YJ9z{j%ueoz|9ZC?SI5GHWB(6X)f4q;l$mv{eHF0GG3g%9x7DmD(nUqO%k=xA^NR)durts8(@`B z{_g+}C7&A1u=9~eX6mxFskXm6oO+qEg-Pp7|2>fm8YnpoYAS|J^2&2BnZfrH%-%Ireq552TanUH>1%u!DK|_D=<^gHnqIiIwzM^$x)z~AC#okx z!L!glfQz#%5>KO3G7Y?26WpFXozWzdjr)bD~2Da%tf~rS2c{Y;=?`#i)`Pm04gy1>Mb8q2%kkCED3C+Q$Tn4@~-jaV4DJ_lo2V~ z#D-SDX7U3lzfEC`gWo`#pv2=}&$p*?H6d14)+g{B?aTof3YD)@d~QCym!i0Z?C4?v z%)1aiSXZaF3|~ccg;Ub}!oM_z2&G2z9@vZKQhCCvP-Mf+ zGr|k7xp2k0$l8i?!U75)GDA$RmOx@zfJxPQsP_Y216g>LWv1W6=eR1|@8$*<^G+vP z7V9I{YWDw_vy2F??EO^N6<1Q1waEX6zK6<90@Csry`C;%8>D>R zZYwCAEHBD316cXt*6;30Sl^J$+y!-1np{A{6bcrjk%LckOsfqyAf(+mR9M#KYcUe< z18bw2EO8o~83`0r>nB>y5{Z7e+M??tK;*m|EQx#(1AMU}>V~Y4%Uzk_Sc08V`g$)^_4#aTy6Sc;82MlIXx1d_(2|yLorN zqAgWTa2*9WGJz`Xh*)551KM{UbFku6!V}-+sWyO9DEeV&Ge$jOq8(ImKi^{Jx`c)- z<`!LtFDvoLH~T>|$4BZ3F(A#C-rdUSORjmOF2Az=6!~HFt0(kh*bE{8j{d`yUz_uP zw=vPiFsOsy>*pX=1{mx4GLzh-@*!&(Vt}u+ouoY&eN)kIe>6ge-4)VhNJ%*V(m|!N z*3HEt#HMfLYXjxPyZJDgn{Wk#rsc$v?ZOhyxMrjtKG`|>ksiz(piz-H6jNiEh^|boC zByP>teS-4G%CtWl75FA06@w~RWC-$FgUO9T=AN{CVop|M71-Bf;BVp)<_}G*KFi`W zg>Ljv1)m%{m8#V~g3Ln52XUYw3n2#5bFMae6WKUHzQ$K|4^no@gVefx;)4bLs&*Dk z`|HQqS zIhG<5t#}J}aO8vatj63q~ET0yJhkUYKK z44iQ`k%`e`CO=-Un(&mfD(;*96rvwHOvz&UnUrEqZ41atCF# z1aDm_&W0Jm%T7CM9sR|%OlUgdd`xuSO0p6mk ztVf)0+$TUWv~kHuJc1Kya877s*|B@YA4nix`9xQOt=)r;|SA-wmtvQX_U{g*YEpXMCv$3U=-XmhL+xR$=fDJZm15u3g!jm^)++Y1wZ+OSP zS^gIz5~Ym3B?Z^V||Gi>TKGNUR8N!0v>QvEc*_!-t4A0_1y*;)gA;3wXpjbd!tGI`3 z;tY7{*g6;eQ^ADM49*Q`UL2H?fD71!y^_94P?D@g>w&n!&9h*k%`4W(b^c{yi_%yK zcD{8~c;hBF5nf?O@Ru(G6n8RRhJ-ZU$$=x(i=HF_{ONaFA&cH}%nW_7 zX?Wk$3l%~U>?YOpF-82_2&;kLS7SzEyTnhM#;5e#p0fp_Td&-;Cf;USyb4(%xPd)7 zfk`5A%pqEwR!7j3JSuM8`l1b$$?qQl8hdhOZnQ)9XGrI(Hl&MXTl^IrP`5=?G#SUJ ze%p_0tBd26e~ciWD3qhZv7YOXm+%qw@2VgR{#4 zbl7;nRS+L8H~{Ext7dopULx-)DTgn@iuz=l2cPEYnhrLt^ibbEq6D^&+dd^Bx{Vev z*Ry453If^~%*zhoiGpi8kDGYoq!cBbbX!Q47%Bas(KZhmZ5DXTm`131Cvu^vBySEP zku;<%vjbmtwG4VJ>-SQ4wG=k+RpM*7!ZZ-f-cax;UnQ^wx39Ww1KKRrO$2)##cTIJ zuBdWaGE$Age^)lw1!BqFJVjl>Znt4meM)srt11fHHzA=s-Dl9Ri_c069Gn!9n=w zIItjms3!$lxoIHKhjn%;Mg0sDz7FU+(XuOiF$$&HFPnSy3|~(2g5=?eR{nqWVi!fn z{BKt`9`HDFknYBM(&|W*{%{+HJ3!9M{eLX#TU4??_d}ajI<5=w;S6rfJkbY%r)-x& z=#Dd_@o){PD_+)J)@?758OgQ4B+-NSRahN={-Imtrn?xJaf_*sF$k!YOVaewC=1@M zq=CL^)vB>xg|`HGx1H$(*8GOA2n=Rde77ud&IaMWBhIAq)g*jNM7>EMAHEsocy5~8 zkj++c*(iqDKE0V~z`IAKGx7HVeh%yxe$MrTgg0uUmcm#0jT(@CPuE&=b)IcNmm;vd zuohypPoh-B@w8LmAfIRH*xI=SISm6~%`E~h5RrMlUaK0LLK?5Q0{Y?eX4-34|D)l@ z6AUJ9$5Rb#t%bClNqu_w07kQerB9o)S%2#96yfKDKt~E3*qpQnOq8cXg(I3#&&o-v zd!)M~I75=R_n$JcQDd~N;~=oj7k!lT<*3RZ z5Q~7J-9=Ng10^Fd{j)ddMsE&?ItlzcYQG9C_xiV9oPKkFKAe98BB&(XPx!CuMZszU z4uqfMMCucHyDj0kn#Kl{TmPypRCtlXxblXWFQ%jtgpE%d;XC$^)WHL7vetFJ5guLZ zS+Hr5gNa|`oGso^ zzGntWKdE#!0`GgrZEIrjP@RgoAoX3jcbzis@mA+SV^jPYwOPsGhr5pytyC6*2JmeV zf71(e(N+t$j!APHhOH7XOlCy=Txu)8x|P(UIc8!B_@_d#9p#7pFm(1MRD5r~S_iyG zFbQ@EDoX<-i3GM3F}}8oIy0?|0^cR`z+5hH7j@%lwMs zA6uwEiRPum4=ObK56#Se&K|}<5AI__omif<*K+-%s^u4;9!4!pEQEfgdC7$=bkH&y zhhtiTj;kyb`KD??DQMnb*Asrt{9& zhK_nvD0)nv2j5@JH(*q@3zHC@=7hg-he7_K=oH7f$N{h>6nJql@em)nsHH@_&-mpX z{615iR4o-^lk_#CCq9nq{$YT`HG1&s=2`?MBb7}JZ)CG-_AQ*QYOz-$_15nd=nLN; zdxka<9m+XD8Z3~t@=nXDz8rub*fnB|M5AxJ0rV%H{pAtM$e z$|>3FdNmjcWwT$EVk{RI-xy)4j|B-TgTqc@ivMZVygvkP@ETO}o>JjNx>CnB!0P<77iqnz6_GQ;`U z+GdO=GJkLj`IW1;-w%)*WDPjmOABl`o%_P4bG+ewp!a9Q`^&a;4YGow6-mr$eCZ*@ z>IgM^tebVN;K8oV{Ke!Gj+-AAl&j|K zu<;qXi%x}UQzHnYprN9mUQn8F2#Cb!IV8kBrOyM$325!>3i${)A{j_LgOT_XH|{z0 z=H$In;X2132Mo%?pQ-jgb;HLBuom|<6YVTLBfbL4mWq8lqoMa>Pt+qaSdAB4i=0!A z;x!0DbJR?DaSe~s+Wp_9)(rUW*I?j)R)vb%7RRFw*_%;>M9ttOz#39@HpmjO-9%uC z|Ld5|-xh=rSG{?a+;o~<_WerGHO4{uWmmOL9kJ+0%GS9$O=j^pi4B=LRducUH3JMx%@{0f6@G07ypO z(u-gQ44g_CQWU50lpfd@K8sKj*K(Z8VGaVAk9`AN>9!=w;jqPv5CIIw%(Pjz;8Ly5 znxqW2Y@Sn7pA2cf_o#MKJG)_9)Q{dobA)N+*l8HeyCa3YOuD`Ukehu-c2XD)WDbU{ zTYw@;a77UCj z`VRT+`afi`dtiX*3mY38bN5zIHTc_YT}_mSBaDO`b}()xEK?o0e6UZhb-6oZr!{T; z#!j%Jji0UjTrO9%ZLL&g{KPDVEEyt-QD=+gil@X2Ve_*XEgbj1n+VYbYBfvPfcL7E zD>%8ke*3ef5S?C49RjxQ=x>7q04Rh#P@l$|&iIM9@4b9sfAMO``)(vztMceKsI3|4 zS$-41uX@(g!eGa@O?E5>Jax3wrD)m&y>woRMT`-SOjS;EKJn8fJZMLdz;zzASvV(UJvuvOk&J!Dsb^f>2{0hz-|&OCFig$2)fUmXC!=z5;+T7FVtTMYd4w3xc&t z>qE#l8MZXlNapiA`4=3P-HsvvkaYj|8~{i>Zze>HSJnZw&JfYW1K;8EMl}>*HQ5cw zB|6jU=rCaOdLY>Ac@?JA19ExyjcRoD*A)8LlerEl{#GshrK@B(z&7!TxsL05vD1&j zv9<&kWj#3h3?<0K5eLKbOURRj#KW#y(B~IVR?vGr4a$KeC94;}5XdkYa+XbR|Gl)O zlc)MUVM8wa9Meek8UGH=U;k;1>{;Hkncyyd9KzKEqzGr|lI21Je{LP}t}SX5hVGVg zkC^;(d(H^_Msq^{X79id2cJ@Vfdigvk({;$tCfVD2g^%|hb9?KM&pj}Sv3x;S764O zi1H?ubjMz=%H4_wF9j{}v0Or8O2OVyf8<2u5G1u}@j06yDN8Y)aFRkUBksSg_iGk6 zyGiS4+fLPMGb@BKOkZ{hA=dxI2}W?{&5S}8yc}t>wyOW`kGKQyQ$s1Ke#rrTT_Ap& z50>nl33U9%p!Kx&S0`oZkg=X)Yn+CGR7<3`eK4fcv8DYifv%}_GHoVl9QTf9c;-1m z&4r(UpG+)uD@8kL$xeuptJPo<3D##YHA4)uY(jCD&iYtgZgW26l%Jk^H&b`xLDpH? zg0_e)4tBr4dV5d>Tu#!Aq#53(ZPuI+cR~$B#E~8e1NoLr;q3<`=aiksV{mR5+IY~@ zB7B6q8Y6|3Lzf|}KmY8I}&AO$Uit&E^5rR8JmEZy9kApv@|^r`VrqPuhp+%pscrHt$9ED$(c zl;2kD751u+aD4Qqr%<(|GF}%^;=zX2ln>hE5lWA5Xi0BrJ6aj835wKL>Kic1>e8rK z1S4>YsVQf~Qp?)az?yU47XSOpCrN=k(jE09Az?`;)yvosc5D%>=ds0cl^u2blopK}P_i!_8r6;I#lcA74H9n!oJ6k$6=H6xP=)&+C zDX3r;Bpn9N*`9Lr381)f)Gk7%T`@S!NjP1+$^&=TYGaGUMDmPmLfj!#g$YxSlChb4 z^IoWE_;-3}9Q6er-Rss`V3mTY0ly9D@w?a52}WM3rh;xqUtrFemn#{J!IhS| z(AJqV!qnZTmqwgK()adjh2=`PDK?1Te5X488c{^noLp@}gsEl`46=4gAjbMqZ5@nlG`IM_bnD`n6xMVFU>rd?sn*@x^O%U)xW8NRlqpu3!uPpbBmkqx>HT zg|lZcRy@^U3jnsE}GDQ6r3Wo@* zzBF{;00ioC2#yF55DhF#V&rdh#BkII#L8j{jFP4KUU%Q==Ijy;u~%&-9k}(k9u z!ARf)h}()jEEs2m-ZLnY{NAz<0Y6_ z4&R`-X5}mL5{iF_-_k*O9vWj^uAcO2YRlz=s-X!V($fzWJU(gJKlC~z_p8g$xeI?X zY;JQz3jn)ilP^{ZTOt|Nrjpe_imILTdW?UUq3kIkL|g=Idf&v?_VKVVlX^QbH-0OZ z7pCGzo}V0#D*PVPz{+*m%c5tTB=2RNzO~<`z>^8b@x2qpsLFcS`KD1HdRH!jv^ccO zg?}+c3o1bvQ`yS#c_RVJMTFE6NOcr&^U(2_3RxWMh1m*+%D^E_%svdN2PGWqT^UY( zv%YV2$ky-8I>2HgD*+H?fZbU)94+et$e?#*wkW@jB;pdok}OPXR?RpaCf*Kzl%I#o zKI@htV`liDm`HD2n}#5_iV4&!g3{4V6hDMeKFBH?hAp8HX=NA!$%k-zJ+wale^3sj zir&t|>}WRVvv! z>4fUtJE8=R^gMGcN-Hc!_0XS8JRkT-OW{;nXcx4arzeMu>PU$yYaI+TkMYj`xy%Tt z9y(p6sfC=ZVI0~txv{H+k}L<+mZbo3fpQ3UqZi%oLQC!T#Mla7?sN5pkq5frW0FV> znQPq5YYrNg7*RbI0RNobsc;gY*6cn+I_y2ct(8MZ76@rV{qky{4XiU&3wi#AOU*Wv zGkStSOtu3W@JE$^*kzmNAXDEEwZy@Le-r7 z!eC`Du52$+sH492f@e}Gt1y!r_%D>bEOK$4*X$`(oHU+J=fziV5DH~u%0BEG@rL41 z{4yr$2SxNnCaQqE%Oarp?%12b)%7@@L*Roh99_FV=%Gx%D>)Ur&q3n60q|DAg%93M z_QCPt>o1F5_L8|+z=PE^zRgp@05^AoCHB1MqUBTjpBcNhaV?)z^O&C0#jzge)M`>3YtvQZ^SSq<2f7~(T zk9*Q2EWq3UHA@rKlJrlp>Qo!J%lNpEfJrmvC{7_i5y!mkjeeXk2YbJ#c@FiI=E?`i z;lH~(pVb(D5E`u?xS=0S#c&BYW(lSbhD~Sftw;haoXXuzS<`SJ6Qmle_pSKrbPo;y z(sY|Wc{>9S4(8ee&W^!V^m6iQk(|;4CQe*>gu2^GXjU8oe#KzZJT>>%2zP@dmM1;J z>VwUzgkhwwsUreMufXkLO_iDFK_D&e)_?B)6;U91HPq<;7~0%>5CZ@@Wsmpl|LEB< zEW=+}h$_w=1T`pP-C!_Em; z7qiflIqw(FFH=B+ZLs*rqS$+atlA0^z`LL)D231kqhJG6r{>K~%vtEgLy+O$l_RPi zq^lYj>3!tpJRBf*W#g4)8HInWuaYJTx|nNol|QqmR3P-z_Ht%qN)1p0H67rjq^{}7 zKPbPSHW7Wz4_JPgOdp_!0H(NLVtl zduKQR8g!}HjHQVoe$f9~xc-t?@h9+lJFM%u-*kVBkCP_wp6SYk8s+{;pLj=Atk?mw zlRvKeN765~2~vX2VKXHwe52qS=Q)uNQQa>CiRZx~@C}4(E902pw0`ARRs#DFY;qAS5hn-S< zZm9&9;B+kRu||GoUA0|208)96BfRat6;aEIW7L^XG`!$HFLu=X3uj)6)2nM`qX`iT z5pA%WT;0iH*joh~IJ%6+?0e1KBI|1cUV(N_TMaU-UhIheyl~h$Xo$pS?=h}n@lstu zW}&LX$kdG(q8iQmG-=;e>))YC6bK?YF$*J#`_;R=r4NESo2?1xe zFMWwHa6-iTvhl`>lO4L-8+24wgqlfCqtAEwZD_+tUB{&gWIY66XJJWbHUJJUMpJcZx2`agbsJ-iFaZMz7uN7l+s$B|CCb zZ*bvs>tmC&6`gzy4i)P!P2d)IKsYsZ&v_S4-=Hh@4mbL&sj= zy^f0_$spx2$}fd}K4u9XW$>UGFf`pRvEUD6m)~b~5|(SaoNL@bq7Ov)`Z%85`5fp) zs&ncvE^Jq!RuZ%Jjv)rIadgE8o=am??Gi9-z^T#(dAN#WaIR&b7}I4(%pp6c^etf4|G=wy@BQoR?$t)GEXib zbRl{I#i&L!`2zC3u{?+; z@$Y!)FAvUj#KMN$T($k@JjDy@tQ_n?7O$AX{W?4m!rr^yja55XNB&F~Y4jHMWkOal3!+FFDmpez7F`d-(`S3~gS(l{bhaa%%TXD_;kl_AkK?CiDd~Gh9i-bK zziWRa^@a9<=EGPdSkS&eBV`IT?D?zvpufNQ@)RTq`1R;u@vMAp=S7W`kTIFY_0PUm zwO931P=YZRb{ouNPz025;nUJ9F9J#I2%h5l$&f2RW-H7roKYN-P2hTVCBYyF09r_7 zai-HY-*uIm4Q6PQdsE|;@}J*hF|B0~LTQJBg9JHYR!SKeqbKJ1Hg^1d(MUewOt7Ny ztTz|p)Fb(yRJzwnAqTdURONj266nNtV3vD8JyhzIQ1lc?`93Ue9q61_pRj z@J7TTP^sAXPWb&0ePkGkujri@?%4KQo-FGIHZeB&@EucS42FK>Fd^b+Sk$q00jbv!SY%HjdX(|AP}{&ZT@5EX82`NNr`A=vSvcj)DO|s zHt=Q#v6;?LaXxxT0_rQOL|CgiJC7#@hMZxjL%s-JT_z^Il;x?@Spdyne4adx{cxYA_whob5CTS*|@I$MV z6N4Qsa@W|Rb<+gYme70T0NFL*j zd?$G-X%L;x)H7J}ynLKFIBI+rI(StAA@172oRpUvgCJ6r!|>U12Z)#gKr8mK&hajD z=b^t6-Osc0*Sztbr{=LMy7jBG`bn94tpP|VaxFR;XS=A(gwXzin7fGOF{H2RD6?$M zhz0S1_HZc|7!QDgasy|B>Vx%3SJkBFYzFS0gQz2yN+6isu@}+X1o2QqF9&x&ODEDX z0dmy&+#=fRr{SYtym-yJ)K@!~H!rOBq3ed;So+IxW^Aiu0M@lzDg9XLhbIK9gsH$N798dA}E^&$Te zHIl^wN&G?dw>vp+?x>9?fL)Ztxh5zYNfDeo_L;G$s}`kge;j_ay=c9xZ&zQg&Ac97 zs4z;efSuy6542QyNi~2feuLfc0X|e|x+|;1#rH33s!5Wn4>~xJgDSbfsMfNb2Xd`> z98ALo=)L%#Wi8SDtXcF~sik_|=$dyu-ptmuE9OGbMQNpkMvr}Xbnd#rKL@y#{_McVSPi3BR8|JQ_E#k z#%oeW<8UQc&{|+P@zC9cVBOU5s}L{XW5jDJxA#IQ!YzgS6})8Qr9anVJtfCXa)f+8 zOtVX=$@uoiHw(oFSMZSPyM%QAYc%m<++;bd$%ZhjNcfkBEo6o|6QPE%X^ZxBQ*uii zQ66#t=eJ|Bpo(jDDXi8D^&RG=ObAc%(DzLSk7FM=GM>fFocJfa9&7K2qD=PVmvSw3 zyXtuVItG#m)wD;_SflJuQUzi^$!;#kU>O9_oWO(g4(Ye%0`u5lzY2dV5w}e@Xkh`H zrPBx6KFl5yQaf3*+#ZexC%uwhw+@iP@tfy>4_pKAg;Oj_Cjf7|p+Vvo zt+oJMnHXV<^%-n0(NE)O$9zLa!ang!&c9Oy;L~d2UQW1P7mP68K6_NursoZ#oE#M- z-%NlR|d5V0}>MKB)T7MRysGn#!J= zmnWo-YW~kfxqxAK2o3fuY%clzlvhzO%O|4x;fZ)w6wv6CH7YjtocUk3MfgTRM7vshT1wx4j4@GtXTd>{9=i88rmj5z%1?5@$a2v3KBhiV zYXfhZ-FchoBDhAk7TjD~GD3J+!7?%8SUz*vc%xHnhlm(t!sJlVx(7#;^bZwM?Yu&| z%yd(H!`ywPxl72*PS*xzD%K+mi`CnMKr-=NDBzxA?=yVjCf8k#`1FmCh~Bp$1>be9 z!}@I*+#PN?R{t~bxKSt?#6+AQUKztVZUd4R^qL{SbggjGW6F2O5&-5OoCj-I343GVaOa-a?BV=f zMJD8KD_4_W6Wi>F^90`}S}%@rPSn*Kn!sJ6?$U3schiW0DA<*;fN7*D>CE%Ng`8!Z zx%;z9*`^01F5*RPA+(2>_kK(}a;Tu(s?MQuij3D-W#0T!MA)k)W3P2wD`67V|K@ez zc5{lU{n@GIX8qo*y=m;9KroP1WbM${#n*Lhm`T30&xp!xkX$<}7M5 zC76sD>tD8b<5d!d$NMqy4z3_Wh!bt63shJ}TLZ~=upl0#w_;*6zzEv7TB=}Fn9H?a zwhiO8zf(hT3kMCj!m4UvcdU!K){DAKlp*i4K!qGFFfZsgI1Cj2ALhGQ`ql>NzbgjaW6t%kz zK4dxRCYXUllKPx`fjYhD`(>Nq^_gMRzsuzUP<6Ne(h5Yvjt7 zlHYxx1d@xq4ed1(|8r8}ImE#5gM3=Ro$|>wV$wA)rkPD04VZ$2-GL#NMW;3lK~|JW z`8(sCvoB{V(?&4%HldANkh@)(1HmoP4O_t`rQCgs9l1M2B?D|Uy1@3nOGVnvXpo^| z4t0kDDgfKXMveR!52)(BiXJ`$H!XK}FlyBR@))cl>TgIe?#oj2uhOk+`D9eFxf)#v zR`A+z;RaI(Y~07TH$B9mQmTh1wLQz&_l?Ii=%Q$?Z()e(TL8N6ho3%ct=mFOAP#?Kd#S7F&gkuqO_oWNj&E{pl&&2Q<&&m*jQX#AQVHg)5C|9hedo|f8H8#=5 zA|EZcVCe^1=jPY<8%@WD){oM_Z_bnnsB#(DpGY@YR@@xmSo=&`fPqjeG zMRFg1vXax$MTeGhYBBtR4rDgskk@TU7nQam%A*~i#M3ZF~Fpu1k8TT ztO>#xMo=U^*$l>c@S(HR|Mj?Hi7Aa%!$747xNTrXEP17raNmS8?-!!cCPFM(m|ko( zL7Ua_GU-FsLULpE@kxPm5@3}-XHwS3Q5Gb)m~FbvCSUF6F8G?VZPA_L28joy5;d-y z3f6169LE}xI&<>46ZWN(Zd7DCBzCKOYHrr_hb3clp$|K6I$qw$q4HpFWA(?vaQC-$nvH>5qgD4UjDI%7|$XKps*H~5@Pxs-@uJ&1_ zlf$AE>WB}bi?{l&o-ITwPpoXBE#MZR{V3&JWG5QSP`N2Y0E}GF%HNRfSgcDhJ9LybwjQgOOK4flTd4}_FFF39 zA6@1Y`PdW9y1`Lab3--x@!f!V*8?5h^^=lxGP7(3o@s7SFj2RQ;>2+%w}kvdX8fMy zmB8H^Y{()NfuLis;7%{wC6f(d%S+IpC&~g2I?mRgedPS49shZa=~l}&uSBKH)ohGA z`gYwL2+PU6OupHA_kiK^W;T#4$LlCibdB>sUe->rC}6BkA=LI!Jx*26gmo^2u7T~O z1QA5D6=&Z{t4yfL5q1>+Gk*Nexzq6NxIKS}v%CCf@D_*FgNX zn)6FDZ05EUICt0KOsMjJ)l&KY`lIFuH7Ijfb-8IvdPwW-ehr;V!?n1Qx6dVH` z33z9}`eJ6vrI|GW*!?Ei7&4qSJ`PE9W#P`nor$E8puAty0E!q>mF_38^XFsSW%YLd zS@MWSZsaD*$#EpXg@2q*98Eqjx>cCa@*7gk_z+>n!d^z~!&PZ%6`8cQ)1u)H(Uj9l z%~SmI_3+=?7kD8RsA8P(AUfoap};RL*Y7+Bhm>wIy0@4dxj<5ayl$k~_^2$~nNnVs z{o|$ck`4R7D#mIvg;_vp&Na1PZ!AnzOwR}=P#gIkOE@^qDP}tFE@+E`AklLXsarP> z0adJgE>>>Qdch@|@Cg*eY|71smvAY-JniiFsgVoZ8$~f_`G!<<6yShIvzQg|>Dm*A zoqHK_spT4(vtK+@pynT}z*6QZw?tPaS~A#q9Eg`p|G+V^M7=@=@#1Q*gB-^~UG1n? zSkER@&tfLam$@$nz~0CGopuMKh<_#;&a>6ZDvdtLqnWl$J&p+=Q+v%m*gZVT~F|gF?3WhTPGO|wH6xc2{q?dWfbLC3C5QwfN+1dLJ=lZeupjrE!W!O+Z)NzrMEi6=2hwp&8H z0Fys~cjslzRPD0Sdp7Sv{ujKv0O?l;_dMalbF=O|qe7@D-SQnX)qszpHH13x{sU3L zl2OL)7tahtzx!uRem&R>hZHAi%feOFyCJR)smNX=ZYueu>tN`f!$U!*zvJV3ZA|Ej# z0-Io?=?zzNLdLBTKI;$dnicNK0T0G5dJi~8=ba*R7v`TeIDRX9c%v6}-jTdLqB+>~ z=*&%Yz2O{tMiLvR#0FZoN;!L2#T#@FU{hS2-6eTC%h>b)K|sF0MEjE-OddL%Tqh3b zf@r+laMw3WQ{U^3ZUh{ZoUB4Eq7kdGd-$7zRAw>+s1uKB&Ui(&vGTMbnLohLSE6Vv z$E6DSoi$&x&PemWJO@O67*7O_GOk*fW#mPego2hfzS9o&yr>qdtJB6PC=4VL=bd%@ zC{+TLZu(9r`8-lYlLo;&Ex#xcRdb^{#3JPp66il?ijcR2jP87 z3<+5sNqA94*MERxaQc3EY~BGCV>)NCuSd0!@ZI+B4CCQlYa~Hm+nE7>?;DQR%F$-W z13C-6e zhP3$Q8&mF*KV9-78gw1`Pi8jg(m7+}FCl;o^CF8polP@xDh_D0+jW@!cAv{;o*&$AG3rOc(NcYEtp9q+c@Bk3Td)I+5W_) znAlDS8w0Rar^kpfoL?HoE7fRB=;t;L5z*V?iGV!?n(sQ}z1VzLETh`e%+=JsaPRfa zV)*3}7Xoa*4haLGI?Tx_pcw4POwQP+R_{Vtl@!SQCXr>x#(jjghL7%JeJ=ZKu9cHZ z-H9a}Tw3yT6wESwqRhljfT8Or;vXAa2w@WP4ID2_`EAZ2q`^hJM;}Z8BXRB6dbYLO z0&t3mx(iw?o$XUj(qdaLaw(l^$f_J@oj4~r&xvrke-E)SX+zve93Uu~v zJ&AU4i){m;I)AYn$NjuJAp^{XMV}mQ5QslZmaoD_`G$)=s_^CSBCK*EqUkiRVuf)T zldQEN;dB-F-aj0uz|+J-_lja}t;~Sy5i?&EeG*9$g*4URr5?{KAFVynv@jYp$W1m$ z$*p-8vZ?~jTRt+6+-`xtF&)16?kL7T56r55{=XfR9fUDYKdts3Gd%)k0yJvwu~+&Q zOY92X{$IF*H%Y(;5~(g6b`;$Oj4CwW!bPQlJ<3d1=V8)s)$vm7pYJUz_XGqmm>6kZ z&_EU>8r0UaqPMzWH#t#x7iE~@ssZm}ne@Z+%kDNfps?yhmsEoIVicK6l+vr_5HG<_ z+F2?QwLmJ^ksn7rVwX{{gmZ}fspapUdzOzzf04Jglk!}kU{T$LLmtC`z*02diWqL;6OHF4#hbP2@{93G?BYl-9B=M+kvJ7#a`ye}Ih^TjaL7*?;DeA~RrFvSj- zY@mFzOVfW*lhKT{U+D@j)cgK8zHzc`r0V0yF9RRPkIU(5IlSF-I9lG|Ib*+k$u%f% z{*s#Y7S|di`Hp&xSTj`<0N5sxM^7rDwJk_%kW!`HE72c+u$5~p5P-SWm}7|>jg z_<4ei-aS;SBKd`Vtt2DwP)jS$we}=z>~M z=rb$;t>N7Sbd;6-E?1lI%RUYcQA%fqYtr(zLP3_&k-ssYdn(I#s~v4pJD(oL0&Cmi zTk)3!+RM54;=Iv;^L4}8gn>QY1%95O0V;6eE>nCYwFYVw=Wp*TtLL0H+V+n1&pxXi z*PYP7#(OQHWmh1-``;)-Zj-lq;rm7bc*7SZ$@!8i=~`AIV&9S0o7+4h%E*sd&Bja< zT#%`%dv3TJFZdA)$XUFUXK4)0*VXeJAjR=fVonBR2XA9(F^$kDh>fw7;T88ow2K!W z?#lI(22inmbhbk$B;@*W;mt^d`0!I4yF-12x`GZI%0>cfyZD&v&8ZV((j>u!dQcFu zYnl&x`i5+PmikBsvb_=EV4*4n#KCGWwDp0R;JB81TxXe#`?FCmcTRPvzZTgQO(bjf zGc$4%HnBO7rwjvS5lS|DSs@Nr<(WX-6t9&hVj#@s2Ja=Hy20U~a~^}2&(2lPjrXRl zSPM=NdeSH!UC9-ch5wFj$~pGBS1_(R5oPt{iEs-nkAu*{kBrQ62R@V4fv1{NkX>n; z!lB)M={07o#blJ)23j!{UJo;C(?QM_Y6v>0ab&9eM)@66hYDN48^{w^Eb|5oje1{m zbLMG%mV^G9tRB{IDsMg%ykYMbJbYy1p<_ByUMJZ+5lJ~f#w&mI=3Vpa+Vt1NTO78n zm}1G-F0ZqF&CE=pSoXr@J8ts8k@ilWBjt!oYkLkccUNgh(n+Nd<@Hq6de@(inH%%z zO?`v*_1>*D`XJ*9xGmA4H&-UeEmMyEwE*+SLD(dDq&yI6Oh)Rk7w;?X54tOZl23$E zgnEvOzZAhls5kle2!$uNPSU#AlE(tW6;V-C!V+iK-+%LxbQ)fHhi*r z7*$NX-q}zO20X8nFVb?A%rF#q*)1D>k^&ItE}}v=7V~ zjkOucDYScMK~xb{p>9aK2jzAel|g@lGr-r5wo{n>&acX&U7o>`{<$-*0pb`DnGaW} z8)PF#`*XSk4b06t8aG($@w+@E0^AM$O=b@HOQ5$JjcrWY5q+iHE(`m%0tV0PMM8JfCrf9VFZqE?Z_0N}NDU5~AHt%#6%zosJf1$uouujQn_2 zm_wRyuA|)hm9wwWxSH{Sc?s1A(8T42Ul=JJG5ehhTwf9)ddi%euO+)cr`dFNRv}{S z1D{^h2R2Wy_JbzbY~NHQsB_2%Va$(3*MPShv&QsC{H>6I@elN1;+Nf}Rf|6s_roTa zBe?E~GyI?bPy^{ZpD0T+l_a+#@5Jl=^9ZUNpAuHrwpAT|Ou3G1FjlooJeLs-g;fC! zsv#8;h2TD!tQ9!fiNBWB7ao-EOd7#dFM}-Q*#+qmR@n6nFTMx6xf~QM+3%`JhYu8t zH@<~7e)XCsJ|z2>_?mXAA)L33cc;Z+Tea&})!(nXEym>WojGNJ-Z`sP|8;fFZ#*H60D0_nm~{mjek!bZS3zs}tM@S{d|YeE2kO1HhDTQQV4os}Ec)LG97fZu9QF$TkmSrW{{T7hTX)Z&kn0lEXm|?n)@6GoIi#=Q9GD6>!Fh%j2gDGOA0d zq4wTqXw%s|<5X`1i#-V~>vuql=ZO;X#}{U~Lp}nzxFSH+4qV zUW2pVPa)8l$4EJuMV{fIN8|OIXN{&dsV`QNA`?9uuK8hXl|qE0*CciRy#B<6zk8lt zXjB4?{Ns|2yFuPfJ70)MhlsCHDU=YRCr8- z$>rVN6!`zSPS~HO?FS8;xA;1F zWE>xWaTRgxT+xH;igK=FMv}DLY0%$?OR!4F0B@mnACp}NnJZPSH3w(S(JZ}}2N?vG zz8|%~0w~tYlOkaJ%E`R8xG!9e@gAeG`ErrpJ~~9By=jHwx18!rCW41%;Vq~TUR%Y; zWW}#z0PS>*2th_VF$JM^bI)ulr-QOxsLDf1kD+o%In&&hu_}`7gU1m=Q*=x&Yq(hH6O~hD(l!2>Z=Y9C!oVKY_g1rO{9Dt1M%ZQ zgDu46xHQN*yP~*%*&Ci*7OnxdSr^N{!C++8bOlmx-$(9q%Xd2V_9(JOL-@g9OiPMD z$mLG~MGk=+(4=lyaJ)DL@7B6Z89BTUjt&(QG33O&O{1SXK}uJ5$->)tqd0GaLQw3bYUYd)wzV=C$L$d9Ws<4(NczAIe|(bv zCKSo{CT8$S?S$!pRfN(PMPaqr=M^fG36U9@Y~8Wg4;M|n_YwhI7<*JW8@tb=0D zLy9|Sy;6O4fDH48^slS)A;$r7*LkPP3Qdb#gHQI`6^L1rqzVA$vVKN6VVH#L`@H^G zJEMltsrb;iduY#v+C4issEUGB6;`d}mdG@Cd#&)B&XMSl=R zw`2{LTvK=!l7%vIzFQtoFU4{#;y&-Fq`~#oYowtGS|WV|12BB5Tz^vMBIeCx?)Shv zSwUiO9~5NVk)bp9qHeAvTY|?@&{Vu5b1mHX&pttM0a6%L^7F?;-pyz5dVZmb@!x$M zO`I4C@*5i^zmstB!;}Z7zP0eh#Z$Tpuy$ge|6kA8uBLs0;ue&ozfLpKU`HWpV7-p? zssE8Rk90BVJ{6u)xVyr|$m+lRY%pvK%m5|dw!>cgW=*@u#stq#8x==UK13H@n&v&$ zX`6X{j=To4va1z$1rtD9zhd(44faeGU$KkTL3lu#>rq?Fd)~JVGv5NxbOW%J3r$yf zLLJQ5;#{&`?lP?RbdfO(sF<^9dtt3bo5`jWFLYaWUTe2MkZJNu!PZZF+EWAZ)&oI; zYQ}@H?g{a8ry52-Pi-jczHZ1 zVX7Aej`UBjCi%QF`}aqH7RttQ?_I)b;P7GQX%o{ixy2qnUcb@1T5ddV_8^Ard5>M3 zr|%@s+#N!!HCxpfi!VPgj9$y#&7eS_vr2ymt{m7-JG0wx<7wda z_b7wX9VhKj1Xr;&pCRh1}}nrX|S?NxS>i)aqx!XS=5GD z)bI`eFP+GJ5Yp|@swlB+s*hh%_7-jZ3kdh!Tu?W?T-4XKf1RJ6!XTr8Kc^&=@tew9 zv`kFqy9Wa`2kBll>XLulka_@ZP&@zO?-CP1RVTON)zzguN;C4NIgFj6m)GNK8~mtrdm&d-nt<33P((L2WVsSDyDJ6RN#rH316R^ z6Dnc8q=E>SK=gtYu{7Iltf?J@H^lC~hef-WY2PUpfu)QN9dYu>3KbPp53>^V2`#-8 z`~Km{IjDCZx=%jdO8-3*T3K2o-?R;fyB*(xy~xT}ebqNDC(o&L9)KvK%?l!PdZd%+ z*V2c>gajY*ZlA&?IUC!=aWS|+o$_e@b+4EQiP#b91BJ?2B=Rnau--Cz;M zQJ&o*pVcyU`Xm=gE8VjhU~BKm7@Gx4ZHve`+6xC_{r*~6=Pdeq4|Zc$92^QsT4+>ti-~Ja zj{l%<-X&78fKS}91rE0{*n#xPCd1&mPtBsXgEj&zqCgd$sWGuD|GO5rs4i)A@xLJJ zQSH2VdfDMr)Hx}@xNNhjExO*{z$_br4@Vm+PYkK{x~a+scuW#0GC%Quf7~s` z*D*Pn2|fz!b;*3*!am+!iCqmrGg;pebbFY^^P%k&HL-S0H#n3UK(zcA^(|kzg?XWo ztFp?c`=uu<806r6!~hWZY(wS@)v+@3T~dzF`hHqytuQQeL5@_`^XY72%TOUQw$3fG zpx^r7^62kX9bmc}L4>%rS`26;XYsBZ7kLhqNi9GtZU9mN*ZA7ovp@XV#t<4&vfvlg zwzc-(5gH2%FbSK$x7@#%REw6+z%;x^K~`!Wxar?l{6S*wwOcF=a8NKp$gg<_#nLQK z^y8FW9qb=wQ@E?C9~yDTDpP=A&6c!vGPH~zGIMLVB#1W{kD>$q1$T9c31AzDN)N3o zYuf}Cv3SUwq|}TZE-EpJtsXA~QG{^QgAYlCL{Nz7dnv_!`QZnFmGWWYXQjk#cx|$j z8EpP^N*$$sQw2CISY@n)=}lk_@eaI`Ru^Ux5Ea{cm|QF7IvkXE&P(FC6S@GhNLEA~ z@-gMpeNcw=a=tp~G}Q}G=YFE~9EGJ|Rq@RUuI;1OYEl~?NoW&FbLB1N^pgEoas2aT44A{40-Yw zC)L@dh^ZEMjD^&X+NXUV;BwT0ZOz3-5SiCLC(V`Fitq{P>6E~uS9Ckag&N!BRngBn zf%Yh~V(9=1EZ0z#v)j^X?n?JRa&Xo~(frsFY8$MN8HrEQP)K{h6v!qRkP@JI_x@#V z3|!IRS)DB0W~n8L?&%1oVKHB-k@E)WQ(eNGPIidw?F(g(tns911ZLx>?lE)a=}Qjy z+ds#oS|Ya>p_C`|3UVD8LeI!pE)kd&Jep#o`1me1V%CsCwM5=P9gT1H=XbGt-QwNM z>MH|2V3W1$viz^X=Hn3lV|>!9GUAfL0W6T@-@enrpE!{3zLV!NArods z(OQ$_@h99e83_wls@K8h)XV0WzN^NAUg5wGtmM6bZKxw^wQpzAKUu6jm$H-g5?g*g zFTysFpM5LrG{ zmF5^C`LbWA9`9{y#9+A%6v0kRxS2^F6CSt@{VB^bWIoGg(y)57v6xWO!pH*VLg5i7 zX?kYji1b=hT zG_X2II*gwnOQq*WTg$W7XsmI=rFDS@Ptgmu2b#$7*w^^%0Fs$Y#L{Wj8x!tg3mv-d z8o|>cDM2-}90~$Zbd4htl#*dpD|U&9M-i|G^t_L7y(5K-@vMbaQlSh{>U??6X@1OA z6^`$KJ7m=4K#q8?gAIV+C~&V#ophFa2{&xDVdcFPoZH}F&S?xPN3u6-Q~cQt7^0(FNBc7>rOFUv8OmbK>@fN-Ta zg!N^Vt;Ap7j42=53dKiamu4-+Z;d2K`C^P^0wEB|~^lByU#M9(&KWT?>&9d*+^$f4MPNQ`Q zHIcdM8jmzLu7cIy0zLIZ&}#ow;C4*{Pb1XxVR!f-c?uxNoJeSjBq;MQmeR@B*&4EQ zfH(2RD8;YPQpd{Tp6QhkG)!oR*81u-<#CTvTz`+ZFR-~>E@JRQ2;OW`Fwa!x-L#1y zOX*6-qYWWS^}2wAl8WTNBFn7|w_+Sm*|be8+%kRv$G&3G3&?rP*;G9?kf}=@KAQJ- z=-S^j2h&$J?sbe_H!7pCpkQNGUaN#8Fh8!(yCewe6KNA0XnS(UFR0Q#9w(pQicT4L#qgFQTt$pG`_cjpTuG85QzWyarWAQ}7MbugqG zv_|sL!hCD&e+M~UQ2R1Xem994%XFppvqPfxUv&`lpukN0WJQDQ}6rp$=D`2ra{j^dWcA~3qD9KJzs)Wy2TGcXyqCx%0v1&s3_w|H8t zxQt){^_NA5x~0NQ5WYF4k@GJ9a13-AE-zTiP2%1({5IU>rbU-*!3L(vQhVbkaP2(^4HLUS*mq})wA_e%7A z(F_OXU|}VGq?gDKhQL%wdc*quog^WqENN}QomnTO($YX1UZu5#pa-zGvu-!j@s}JC z3VI0$Pd~>S@u&&{{@$%OFy&wLIVb#}JLJB#R_S>1o7h#YX1d$U5nbxx;bsdfptx1+ z<>dT(!#J)YoUIv}aa@Sh*Dp|9P_9^!i~pL*YO#=R{myZ(GP6wOkHK(kvP4%{vBsjm zQ%bB$fyZTfK^ko?EZ_%SYsL_R0!Ex0fBP|oXf$mM|01NAl9pB z;pacPt872kCS&(uF@X_ImWO+lrP0M7^8i{2^BGV&xYOfB;CBO-wEYLIpeB=M{g=tw5Ss;hIXD}5+v^++aNT@{HoX0B@mpCe53cfD;=77 z=-XlRVhGlvs=le3g@IHDG1`2jqM>u^Y1`jxC5$~KBMnZE%U(|-gEz~s{->b7nv3{N z=%rCB_>Ce$HzG)P?U1pp61o{f)}KMHj;O#=6b_lw3~ z6)GeCyNe=rrXJdP@=Ss3ayhVA@dRHA6p;<9dj0ay}9KGZ%+o+)C^4BeS)7D_Bzw$QzBe|4dySWKknu^AH(* z@l}$pp7@3N_BCQFpX`NI%~?sFfNAM?m4mlEG38+L>7Z@s0D8q$B@@%FRxTls*@k-E z;l6oBul*-?5QwaN?*aR9p;~(!Ye>89;wQAuiQN(d3YBQ9dnTd5R(a90Ddfz7Q{Q;a zIkP|)A2Jy`#-(abSBDiibdurL(bR`&)&DmSbXf)+>m8{BI_(4#@$HJH`k_wWyhhaj zrfT4u-gQ>?TmgcI^Tm&zA$jkgmZ;v+{D@>u*pV6I;NOHH)Ou|l`ouS@NiAzj<#%hn~ey$>Y^sx*53Uli7i;a%PJ0#lkfo!dT?*vxBzH%K{e zD9pmGgib$88%2Uhm}}&Jv)0X!2e>we{RE%PA6lx!qk=K7(n5d4ptoFGm?ZOxC>(DH zqWR^B6(+n;*4 z$^l-TVxgP2)oO~+kKUuZY;lT|N8=;nCu2YvG)lSHQYM?AH*k{Ve8yl~8ef0no53&L zvbJAVKY%%<3b@0U4q#LfiN?oeoNYSc{G|>1YVk(ULn@mzfqP0{mi_EM=2SC0?&H|N z)L%USk)jxg0;XFv#CXDUXhe6%6@cPzh;4w{be7^2_iJNneO?faWEF#b&N%AKOv3`k z1w4!D5#=}O<$Nd;z|jp}%<4>pDx1E=NnIO3`}I@Q{Y1riMy&&z!`ml1+c&qBda`bD z#~!}UJ&++Kja3wc3swr^tYP)CAe-31e}sF{kCZ%)1GbHKxk*70&?&wM!yoTv<0|Nt zEg!Q1?Q8#uSCy{HB8c)TRMQkrsjCHs!&L{w3`@wApMV_K&)(qj@9J&B0dhGzp@#zw ze=KuvDk2e@$B4fXzQ}{!Td$?u3t= z{WM40DG2U?7Hb~8s;Ha`<8F_Z0?+w*aGZxtKB*IecIBg!`LxV-rEKQ#F-c1IG-H|= z3Gqn%uw%UhwMjke##4NgZ82rW;($Z^Ft{%E^6G%_4m9Pb(9uzrJ`5ZJrKhNfRRoQ8 zvs?^a>kW<){;6Yt3eXdP3y)Z}iBjZs*#bMo44stqF1a`bMPE8uw0?_TQ=jy0j8iv6 zl@v6!EGsab@kk-ab8HCt<|WovpeW1G;I&6#jCRbQI{@2<@m+-| ziQ64_DAQR0w}y-=G)NeFD(}IO?Uk|sasIGqUWu9>4&*BKJ66#;OL~bA&N9o)4%`2% zUYa8hqH4fzoFnBqHG9dg1u$?Dcy*6Yn(|3v5#*6ixE;rZwIAm?bB}4MAPdO#IZ)@e zjnh;EQ#s%q$5gh~|)x`IuZgw6)(pRtUF3q0P?4#~9>)LLL?+P@n zq>Pkaoh`@kfu`0wFqb(iz6jWxm!cMKCXv+6=3$VoN0Qyb+7|QzxQAegWm1A{cI`Lg z*?5+!cQ)UrOjI_&%~X9vm9SF&kSTd;UU+4bXRY@uFa){70&xkQg^9@sXP)CitnAz1PB+@%!L#w~BL)}#$KkgDn`8w5u1rv%NFBd(;5^hg z)+|w#A8M^OVJC?w6O9!TZ%-Mdwfz;ntbrGcB3!d3rjUJ)?wv0^=JfCU&eYPVx>xYQ zjtVFa4&R0azAza158E*d@8CSp7EyQ>-Juaa2gQ%SePTOnsa9Q8a=+Lza`}c%+U&Pq zm0-0>0{Atf=EuQcvucvbNtN4H!BFzE^eP6Em-VgCt0cS8Ik})CpjZ1W7nPB8Z0A!D zl7{e+3NcR#lDAF%aZO%je+55lYVzgbh-4<)Vr9Q3%bY1u6&C~v1=W5DR?$I)`Rb^k zv!>iwuyz%}vZ_WE*OWKqgA&jwMOYCyaelak+T`*^7Q$;svkq@Ls1J~D{kQa>WxX34 z88O9V=>XK4&$=hUJ%00QDBr4HL+67srzl~QtSLwkS~V}PDw?P{BkfBkhQ02q(4{Ws zq7yVKtFR;B*#a;xr7gq2lh1yvsU5D7IARyCWnK^h2hOsaXP-k9o5W5PEd&PI`2#O0 z2ajUhXKDImY>4fxfI{~~7V`qLq7sc#*#VfI3dVgs7mwF|96Q~M+!JZvdY3Rzq%&#E!M&3$Au*> zl+VQd6rybgPjTU|(JNDxmmMyAn^5Ml1sluQ3_2UcHuUxA?|~w@EL`eDfmhGC0SWUx zhypFfPlFMjxPJ$q={JLz+KQrmwfCOY<4wpW@_%Zy=0eCEuQo!D*XgSCNoK-WHxSIA zg#SGI9gGq;jfU`Sl@L0sxlZ5+*qNpjN7B{MVdwGRJDsY$`k(oP_a`%bN0_P5H@_MH zem&Izyt2T$$l=CNdIg|HPWpEwG!8&vl(}lrP^C6PS?stNIaqHjZAtnM00Dw=t^!y+ zC2nrLxr>&&cJ_c$-q6mgBx#36sXgIRx5xV#mS$IshY|oAt0!W6w>p0-@=R^8b}!sH zFfl#rX2YAa4)`8dup(qB3)6pR&-`0Tlvb1gwk_}liK@8+_O3y{^pk9yS%QzYLjZFc z=HIAK0&FtJ($RL2zb$iwIn#vGs$ERXzMV_#&0c&TDd|F5a3VGAKVTr}XEH*rkfe4^ zP!ZHW5aO{0Rs`!+qTGuWh8CXR^kXTwGleTHb+HM0|Ke1`DHNF4Cwh~q^TBGYaDg1- zi9Lh_8etPT9--i#QLF1{G=vs{=8>7;5Aur$A(+^V3FkLHD7 zBk^qsT}g`1<#e45&f4mCBH3X4UKp0DSLS|pNGQHSF1WXB93@ed{Qn1ZgAw-J*7%y7 zDhMAY8dWq-`-Fo~xN=X;)DC?X_g#i~Zhzhh(py~F)U(&Q)V_hY$Ag4Qd>0|*8trR} zZGe2e#bd5o-1UzY9gYAN;Ie-$Pa`uv|fI zvV%aX*aJ_U*{KbHo~cvr4(wYX+Z<}pQEsh2epX5W<{#4@0FnE+|v#ddI*@G zQHmemZb~<{``-;b?%#U4gXoXwE#6i;Jbf{}HzC3?pGNiYiw6I~mw0lXW+&@O^!#I= z)H@%Ge!cK7(JUlQ1|{KY>K!@Oc>)@JNZY|I?QDB8?jv(YbZUtx(pcC5rKOiKOFQHZ z_I{HtE-~%`*_R3w(1^XeH#8e#0XhiN*qNn(bKiTluz!)uCzt{3EY7hSdy9W~e2Uy8 zQq(>K1EBDbwW+onnTmpH9R1#98h@PZ1Uwv@^iU_#n=?{7cFM{A+_p8an0~si-{U}% zq(mq09X=G!cFr7nqlr1vu$Dz1{phO?edwBk4Ea34sWx^UDjXF@$KBZSo1J&%Q#(s5 zW3SffWr%e;sIXPb(+o&^B#;L)m;)5xTec@B85yZPM3qsj8k4`FW>x{Bc0VDnI@Lpz zo)ULfUZ`%H*%QUdxAljSsZf)|arll;QYX-);D{H~3-Wz>YNR_eT&`VR%VklC_?J&U zA+Y5?f#}|Q9{!ce^E_BZMRmJW z^Z2Ctc05|PcVoqHwQ=L_WFA;79ovz}$gVYfjA(LgxKDAG?!gf?_RiLJ{Zl4^xuD7$ zRLQJze?$ZyK}RzR3BKDmTxqX*GO(EIdtnmVrpH;WJhRhlxW+6)3Aqi38*kOgEc=s_1(|3Z1+c~c7aJi zE{BirjgtNVl}iKTf6wZ@Q;q2{@?3I!kP8Zr2J*m3tC8f1dt#s=V$9$5C7R7&HCa@y zJM5rA$*)3BPXYwlFc>TEtoBY-HuH+$MNkJj?oA6)DR`rO-oJO?)-+iErDXvlepF9( zkl@<-w=nQTuM{YmN1=oQo&Axg-tsF??L}FG53LYE0{lCqbhw6H@6IyVunp#WbMGV# z!(>=DStJ1(23b-pPBBgDu|xvS_D89baab?;!p9Y8N7lul>`{ zmT@K6eaG896k6-r2vL8V8_A8##CfBV$ao}KZ2AH&?M29SF!jhVXc)5XMJ2oHA1Hk- z>4lCjiSy@wjhO&b%QFkP_<<^Y6_ihzWw;!`ZZ4bI?Nm31HM@;zqne=hTG~IVz9fVx z1q-6L@T^A{0R#S(&2V5Pp2SehU49@5mE2AaKI;z6J%LggLEy{rAf&s6)(6r4Cvkw( z^_^5(Uao1t_`2axkbg8BG-0$Wc#r-EMi5_5^~EL`m%k$@YvlCUanBCq7|=nywlFyz zgKU#0hidi!7hjC93BQAyvk|A($Ra}hDOXV8Q)T7C?CqVU!?YtTK>RANiHO z14CL`@mcq$J@PecBrN#(b00x3QuV$|%@A#m(>w1?1%tI9*7>tu^@uqeiA7nSw_^h5 z`}-tc)8Fms+SeLvJqFyqtaKvB;xZ4M1nIa_dVZ?x_D_7AgnRBc;;wFn#4%j9DZgn4 z@`pyU>v_A0-vcTI%i6NpiD82fi$yOPd~%zOsyh&$&bsifQRcECAg;wJ^)!`;FC9GW zMQk`16Y+4hE9!gBZJ8KYmn{Wxob67-^~mOHGJ^gDEC_tTx3%Ij6>hf%SG%yCdvLol zvCkDaPQ!Ute1(TZ+DJmQJmN9bB7SgYeVAunLe0?RP(_4h|L+-OoqYTt)($!_IxvhT z!$KWqaHC8eP6}5#Pq*-!B%(-#uEtC)$<6i*09pd8?Av06K`?nOhB+dVMDioe|4&~B zriMo?a;o0^VKhDxQm{HQeN^nZ&O5>ZYj8qf)f`8v?|X+BA2qLK3Rg#)$?QLIr5&sN zz&WXNCZ=SvvC^TrOS^<`+?!DlH3!a(+4Od%0}xVF@0HQR9&8tEmutU$>J{@8lP)jQ9*^ue zcypQo@7S%#l6=_7;NIA77JeFGIAy_CC~Fk59C$#IXxG*orA1g=GS4EQmR61Pe+L)1 z2n!j!v5RM&l_q3u4ae z54Q@ayxM9xAb_^6UBBjP`!2=o;Xe!i;;7`~7o&Bakz|c~8xrigbWdt<%HO9 zTP@)h$H^kc3lev&q~~wlj-HP8L*^V>r##blzS>6z|F`L;Liy`#ZXO3&K=QIZJDbg*4j z=TEluBUzwPtQO*`*)ioxPaC@18|9K^Y%5l_9KoQmcC6|>{x-Xzwd?ka3K`EQ8*#)1 zD#j`1)Ru?()*S#}Jz{knjn(NOu>$4!+jBZIQO#>jyFqU97A`=NZcziIRrxHuFDX(& z1w#{lcO85cFmKcuXTn07Aj-q$b>xbt7N7H{p~y2@ual+QZ0F))knHwwr<|d+N8E;_ zm5UZp?#G&t1tbxtFz{CN zJ2zK(^(gx2%eJ5I7g+r-wLjKR7ltXnP$@&yzhi;x_TpX;iVU0{{k&pZ1FoG{LgYLz za}+FBJ}Ih?;a%cyWD3X%;y-O?joUP{J=%wSl>F!G<}S`G`z~wgAA{8Xrie_%$3WJv zSMbE$(H#)H<$*oWbpH-`vNictl&n33%419~GtzUO36^uB<|knIo8*j!mzx#K6Zk<%8hwqlT7!0#Rx7PxGYzI zJG)Bjee8_3yIQ>Wf`7Snw5I;&{G;3slJ=UdCPfY5^sK+Tq>hc_4u=yirF;- zf*~Oke-orD_wLrDq8S+|?wf}^k8_*GE&Xe(uP3)S?sY8(33aWv+sC~A8FOhfs0b)f zEzhzM5fq_Ie`_X#^Hw9LWVL#iH6cFdsC@4$sZ+O07<-$d+)E7oey!W*ST$!?|FG^| zQ4QNj#Qe`;&4YU^tY!y;VXgyY)h7d6>pojlHAj{?S{O1WVny3>6&pV}gI^+XGRgCI z^oCRW5k6}V{HsS!ZZ~TVD8P42sX$lpA@Jt{?wLI%%NXRiN->RNH~#;RlcP21^>4MC zwdgEV>IerFX|SN`u^>C$9=j2$HnAg743-Y4fb_-kR z56FMNVDP_r_~iuo9ib^q>j%a(6U&$X%2OHms z^0A{`hn_GoKzp+qolO^K!drZmu<=hr+2RZSk;oo0Mog0Sz)jA>Zo#0j4E!1C++xNe zgS5&4`Uu;Qzz`ejaqQhPq-^V&#*rowH}8N8WHUJUGg> z^il9Y&sbT~QV0ZG0{MQ2INg%)5UzS*{G_9_m&u%Xq20carH`8q^@>(s(c*!|m zIo)jBk1?4K{ZwuI%T)wKF0$U)g;t$CzgpqXabPM_`Sokt(M!&xcjZK5 zCd>%r1R&1br29@Y@J0k_P=6hq+(BD!|3W@`tT#$$a2e&E;}W_ zGfzc`TZ&b5F2L~&FRuvF+|vWnWHW|7WtqszeN=G%?n@3#*o4cWM;+;@rY^syIw}Ft zbmq72l_~?2$3i{ilOEL@Gr-th@-HNa(vvG(Jk6Y0-nCT!si-jj1VG22#kV^L2@4T& z$dxL{hcTvXk0{YR#QMk}jVkh$(i<|LfW7)sj-pPLZKIS|sm;-Uz}>e$ZIQ`iFpilccsYZcJcvd?C`1_Pi%TN zgM0mu>A)_h7Br$vGV-Xc+l$@kuUloSf04Y1(7cLDu4aANwI*4TOD%hR8Ds^|d#No; zFndp#hB~vKx6wy;K-6Rgn;u7gneAJ)B-Cn!S0%?xiyIKw7T?M(;AD@%6`;f>baNPk zQfV*$vyKo*obRly3BG<3Wg$JNVM_Zno3cv+5y1+h1LyX(k@rqR_1-*kW!t^xJAC5@niX6dg zLJ)9+U$7rFkj<%)v3u6xbR|2kuvh>Mj)kbQRKNnP)97QSR@)0T5_8y}-)gwY!pG>o z%}E2$eK%)4eo*B{!6n+t=;^2eQ&Ow!s>eo`96l;fE{412nkWpnF65BWmP@CVx=Y2( zH9usPzpWO??XZV(HYV{21Zz$&xpbz>`Q0LvTl*PuUjgB|-m-{YENILfk#NhU zW!CL9dmvEehlg5vt5x7hf)QK92Yo=TkfmWix>zKWk`?s4{i%%F!zDrmyQoa7()*EIcK?hSA;~;z)@trlAI`7Bt?G+t7ce{xrwh47IE=G)1C|b_D5x*2$3G|OJqfDs$JQMSnOg&gs=vzby+(TGS{voa9m+3SRbZ9uIJrPW? zP~IQaUzVDHk^mM_5_C$5h^VWPO`4&3skeD3S5J%Y+}{lpCDh?e?(tskSVY&;T;e-$ z4}ZoBS+n&+I&q_U;u`u1qCfO~o{TCQ(d}eN=GD2b054cgVB+$!HK7lBf>r5Vk(`*` zw>*{-|9>m0N=R_j1##Hx+f-`enhsP`?h;`BtE$%iU<4LPtU~OyQpBQy`*gQlfrUYG8C^J4U(I zLxvF_DN9#^lpXw+9H=ca-|YR-J|SQ6w7zzMREn=gU7W05h8I4M*i>Oqq}Uw%cZ2Li zSL>;KgPYs9&ia-%Lyu7nz0sSNb8k@=xb(Q zeG8=Mtrm6HiXZ?#_6M^WLg=N?l`EaIBsEo8`R#AM$2!z0B!b$~Ck8xbRno}60oQCe z2AwtR0xm9@^}ZSzxD*wb+Vy1Ak4&<0tp5%jUvUd$E{Ulib;iHUdDq@yxlnc?R}(DU zljPJK6}0>h2$5bX%@3g-?)f4hSRkxY4TJ5Kdb}tLlq?K;L6u!j80Omtdtnj3prdk> zmT`}lqqqwPX+WSlwE5w^s13|-Zsqtqu#-AwXjpnfX*Mrq5)fr*{KRf2Fw_l|l)e*S zXi2WmIMn-xQg?7-)>Uk@_v4r7|CU=MNsac}2OrCksVX-?7mKW-dPM8sy2a!%lp^Qf zJ;V}zSdmmdAe5~O331#Yo5IYZKiPIEBCbbK77ztOFKtgrUK#??n|w5ncdZr}xtuG1 z>L}9&?#Yt2Zb}=8CW}2|ewiwB+&ZfQ2x>*2Vt#`N1D@cs5s|ki%FlSwyqLY@(l;*$ zqtVko?X%`zpJvy;V89UAG$BE&l~O`)=%5A|(-eF~uaZABTD1DB;A(66!Jrx!W$+M% zP7D;GMafU8FJ zA@h?alOZo1n$<5k9V;*;!JN@~CVbsne$h(S zW3SGGBRtaIVmr$7FfDO*{HP6c3okG=>czDC08SK%^P*;**Sh&6Pb6^B>UAh+Mh;?v zX6WtIMy;NUv^Su<9&~x1oU@6jBa-R8ZbYyWTqpyxfyek(ajKSoDmh@;2XM+6p2@b` zB0hC>0@mQh|9%>JhIAPh&_@SseTbVY^w385AKHaGL$gURj9j{tO^W(A?d;$j5wrrL zU`YlMi4sw_O?Ew|CzFJ{qH04nEloW>eS{2ucKeBm&5diM9e>U7&f?BoJY%60!qJ@} zT~6Sn7&N{*C(KG704f}E2QHj*n%AqUDutRGY-?61=Y9rk@`W>Rx%qDC3jcM0?4K~^ zM_>uOVVf!vMe2e);%oCa+V&sF*t@%NU4QvpmVNiU4@5YmNJ3z;JQR7t-EgNEh>HgH z^W_Q+{V-E`yk97Jr>i?B1Y|htR)Oe_pI4IT3Xk|IDpgVo1Boo6>_0j+cp>dNHDs2_ zADyDksswei_V7$$s<4jeJ*|~6w0mlx>T-dl9Ae<8+M}E$AK78+gXI7jVw=eg13XOy ztq;9W**4R87ju)^6$aI#InF2)LpYB^A=!G;88ECf;{|Ip9J-W@oBx35H@)z6^T@CK zAcJLf-b4VLygxXY*tY}qB!-g0?kAqo9mR#7XxJ2F${)mgVT=!FZLSYamy~{zx4CC$ zq{XLCecrRZe97?^8~wNI_zgh$2q+2!8i@da%oq@8j)SF*xeJ|D2NT#LDdLx4wwAaM+V3e3m!r?$(KlQC%&n+^7N0v72=2BK+2ijK^5<^jFsm2#E{>bh49`Ik7q z88bj{>oR2YCY0oS#KXC^bjgXYywi({_-lz-rM#_kVZk{v?2JVKjC#&MKneG@Gdgcf z{Jp{qp~Z98XqmP}uMq?YDmM;YJN6x`o_%$Z`2-j^glyMsJn!ZSarSah>Iq0(5{N$kb zysT3liN#kuXFU{`P&OBkB;tTCQqmG%`B=rc1Ke7T`&bw=SL`-9JZ0M zv0gvO-w9s^Kw;&vW7LO+V=^)NRZ|x0dMKapdLruN*((*Ls^7_Q+SuVr(@b;7QE{MC zq9pV$&kezhE4>H$Y4w*i(oz6XQyfG#-I5(#(&OmMF)^E0^sxbozHvC%*a-)`Sj7sI z>49SKGm1A^WMIFsH_!z@lQ3Dme^=EbMOkpUmrTWPCe4M6YnJ8`T_u%lWSoqsLG+_F znuC-Ukd_@baD)?t8lwuQPh^pblFO|9rm?!0^oIaMl)T09bB{Yo>rgLFdrJ&^7;`MDsMlZRydDcRN9}^WtCXc(6+0#JZWVCFv-1)*O|9bcH zP!!ppL|yhRmJs^`{@l_u@a%8X2a@TytAs4~wRWT&N!fX6HD%Ob_mS_ z(a9~PscsDzxuj8CB8LO7HNN{4<>Gtr2`;7QLq#u~7)>JmFi}x(d6K*D8c=^qja%h9 z;Rq6(6I_|7K3TW3yP1Rerha|e1fP}ko>93CjzIfBoq8a)`xw&b1Wd$o^7f<3_E8x; zzEVu5dN$EOiMfG#`X3mMCoe+)n9vEe(BZ$50dDubXuI&>NvWl|#Z34d{d48fv+rb4 zKSF9yCFakrgbY~Sc;CE1ZS4aBZ2S#NrsNBryt>1ri`sYKXBFQ^ANR!R;O2^d^7?~3 zH$n5kXYiJB&-IqbWL|o>1Pi~^$IuqUBbfELPdX!|%{xtU)<+E($*;qRC?j1{MdROz zz`mg*F_;N%B?E}Zeq7LaYVWK`MSif!f8`UU3D34>PCHvl#h=xV!9I_ZWa&)bxB6L; z@bnIw6cD6=johI`D$FVKuGY&c%l?qf{(K7t?KAGifM~w`o2XIllVS5d^RZP7_#gC$ z5w$Azn*dxrburJZWq1j+Wy1#b(uc<`Zw|#vOQKwOHhKS!$COC_ro9$hX%+SIjk=vG zMq1ib0)`qbjPE@OqeiHlbOdW=;eP!c>dp8@Ae0$emLwT%-o9 z4?RCBc<*5xVBCV`>|IGvL%2T-D*gx)I}TyL61`etlo+bys~@taeFKZVNcStU5^8QK zE^Y>-tCXbPtvZY2zgAYzEpt>hOszJ5a_Lum1_Y&}GLKn!bGC|3zOdXdIu^Z+w*k+D zpa5}W2-QEuB)jQ-3xMxJsU)=z{wz?K^5T94=xhxwgAiz*5Oid9Zv zUNseL{1$4RAc2YP1T|n5kR7J#l{qSV*X>vp-nCfh+_hV7Kcj518ASnFQPjE3D2{+f z6n%!5rBTvv9s26E_?lMdnks{X1j{T+G)q?V@jTr@nN>ltFB&<*5#RAsK6s>^(fQ?l z>7NuFBkXR}Zfu&xWyq%lPB6o?nR%FbKPo&xsf%G5LVg@#nXpdGq>(w48{x8q4m zoI06%yE|$!$*lw*_-eMUTZG_*sy9)#-rpN!==|XSHd7mBnc1Q1-+P>?FwJLxHF#q= z_58pnV%16fnoljH>9(qWte2HIP=3cDKMw9mPDu4seP#CF0vUWR9=F1v>9ANo5eyCH ztkln7*s%PmTN6=uFd0grJnF$^%D)$XWpilelbL}Vdx}+}eT)`Wzs;C90n`ANcp6GP=)MsV zuIX=r0v(*_8*+hMoek&L2@zRA0rPCNtS7o!Gx;8y&x29q)H|*YU8EfTukwi#bc|*v8(dF`VO)z@`#I| ze|4$eoXh0O4@%X8AgYZjlPVQiM1WR0!5r@~a`1k!J;+laCg28dYHO&}5&O6+bIc~B zXam;LzU{Kdp@EllAPyQ(xm%-AZ7@+GVluuU; zTDf5*3Mi}hK^04}lKix)Dk2tlBNvNzvpH6!;-N;Ly$YT^-f_X=-9dJbBOST>eoYcV zCSet44Sr+T{f*6*hy?6(<+*k^S=OD^r`KpM)H&qJFwV@>hx?#m*fpjUg%bpJ_#dNE z*y4VTn9MLs9}~NGn;k_^T0KHi`qVB&P?FxUe?)U-i)!E$yE^>{ks1i;{T(Z9qnZGUY`MfV}d7BfMF-49FZf z^~=_8blj{ZR2gw0+Yt!8FziI^dy@MLo(HN8F<>M1_tKp<%_RzE>x4S&<2g>Isf@Hi z^|YH#%^AfO?(mEgKxwZUz8Di2gCU|{0m14l2mxA^DYYX{(yw|b&KRd+13#eTyZ#T+ z%}Wt`dUD&5`R|XoQMQW4DZ`qtFafzgypEZK4PPSUn|`gg=QY|hO?P_(cD!a{j&Zzk zR*zeF+aCOH4vH97AP7=EannO%NCy*|lZz(WZ?&#N)%+LWKbr><*$Usz9lm$De#V&+ zFww@Z%@=Ov@GwvaykpH*R$M6jgG3XsS?#=SPLGIA;~DNL@l#r~K0+%dvFu95Ju^ec zMQl(b*%yUh=7F4&4f?N%<3^bk7~=*|oh3W)MsI^wEMdB-SJ8kUF@w3MZA8++zTXVI zDaUtVEM6rKBL)VrPOUn0?E}r;&*SP~Iq#6%#l8sY4o$BcR&3Q0qubWMOWM|uWglD{AB{EODlfvg zqTM`;s?YES&oMA6Y>jEIzWu|;KK0`~PCX8EjWM-BNgL0Oc_CEMu}%TtqKu+isy8k3cp-}a;XzPN>@?QFK+m3) zFIu`3{9Ye=qY!xSTld=AdLr+Zpn>T2m;62&0KqJG36YWnW8}ErPp*We+aYjpt${;+ zz2mgVCJ%HJ6@+q1tYN+fM;?x07^JPPRjTeqk!tzV>8d{v-6RBXW`FNsJ+0uSjxjlP^eX@tpL|x zq#b$<)$Ms%!FF(=E?xp3LoJnyFZr#+O9Q@u;6i|i2GI(f=(S9ajr5$~@G%>NtReRR zT$w#zi4S7}2x`Vl&<3eN#Ts9nvBN@+&9_~*UAsWuOSUsM*gwGAUkssa?wM|(>6QCY zvS0i_#q?y7^KckO13Sh@>^OuZq+QjI5&U3|&*#Q98-q~C&bi06kYbFGY6m6S!qEy6}KKJ?7MR*j>*HZL=7`>Nh3C8#GwN6$o#l(=u>-BuhD@$$bA+ zj`KbKitV|q%M~h}*c7lE@Gg+)(GIOjnPWr$5obB$MhM!8-c!mjocK=eCG+V;vI2GEr4uwN1^Txh=hf z25pfCm4WPN)6lC;C zju)((;(m9_x&=o4{^G4r&Nrmx*~hlyCWC=$mR?4{x?_2mg;mN^djJNmiJXPCA(cmb zj1|28cm4X?o}yxV(Vl* zz&&!2(*s2M&SVU^dE1m4xtUs6$#WvqHZ`@nlHc^CAD$BB)2Wn-NXuL)gAToH5>O`K z#k&rl=}4vnhu9xd^{2a)qB0Z0^3h-MNV(#16m2W?0#^Q}Bd3^-4UQH~61Jqz?mXL~ z<8&Lg9lI#k9n9g}p>EsC(UiZNd5*&JUdB8O+G5po#k-60F2CHWk|lHP0Aq73Kc zf`a$7t|VjN*cNd&9l5e{04@GUYZ?B`My$Bxa}(Z#KH>)R&GZyP#jrQ{SH1dGog zpa!EZV#cF3B5ezugTH*jjHy8n)A1=2W#(sAnn_}g1+=W|q%}7ab{(o7!160w9w>LD zF9`3tDp_I)HtK!1{7ed|7~ZQj6tKiz$TbHhoXeJ2PodTh4WIVlUEJCgP*U}sRJ$C8N-`htzrEp}fV zsyy+tRW!NP^kduI&%Rye$ZkzUFt2NWTr4eTe(A=9EFmYj#-`5})yu~zZz>1r5R39a z2d__Bs*eGi`L6R&!De|SH7n#IfNuzevTJ)MW1!IQg&A%>Xmc3V!sFI3vF2g^8Oe6=6BTr~Qq2zxorh z1I?gAXIt(0`*2$F{ri8L$lw{0(jQ}fVTmdFC*9`&QeQl@=b{WPL&UjKV{k{~J5(0U zuy!A#ywYFR4HfLAK(|Je5qY#)Pie%p{iEahUH5f)}krnk3aY zE(KMM+u@?NPbXZ3&3t zcm@iN3+&_yZ`JxB6r6^bZd%9|pGwtn3L7%+FOsIaf#6&^kV^*cJPnY^y4gGXTZP>b zJ)~rpoG$Nv##j2-Cp|@?AwdLPv5N53tXL{6=%S#a9*oXD>`T%D(jfWQ?u&kXhYquD=5GKgJw}J^aO-KBpbVLqS@sG z{1|4^`9HJOkh+$Y09ilOo1BhtlUwL&hp2y)g^;U7g$6}lWT;d!-CD1utwaYAT6v^u zTNj1BfKo}ek3hg}OCJc-n47i@2LziS7s#xHDPakyGOAphy8wfVLt#fBsy};vc+m?p z4Fr?eIuV+1OYs@iK2TepzJ~&k$^z^PI?`m(?oyi)?QaAoF=aQzQ3$1>KT^{nJ2P*) zC*8MEy|g~@$q_XCH*BedJBcB>tHn!8d&DnFWm50SuW<|$ag25IH3M|On~ZD^$N z1u2=Rj2ASq6}t+*yG9(loB%MWW7NgS_jFgRk1h-|buYVJaObFPkh*MExa{iG{6p%P zg0%!GkUQv?7Z5z(_o7d^y%5zOfj_(SL>+11R5UmHb!sFFfK zU9bHxwky2)_2IJ0#5cr_7k7&e1=R&Ihduk?w+HS;6REBPf? zg1Wg@g|e`0i-F2(eUl{3T!#m+A$8w#sXe79 znsb{(zH4+j(m}T~8ZM3QT1p}JgLo2&7_(42-dKueTL<}k3r4hLfM!gILN_1L0ss_l zQkm|cB5X3+hs#w8i4SB3hRyf$-!PrrCp_*)eM|F{vl17`_~%24iP!C*mX1R8!~_El z=`1!O+ymWTQ^Hm%3aY}0iRv`Ys{&lzT-8jm2YAWW!BPeW0S5oCVfg|CJFNI(t7(-B zwYk#WlVAKaJZlOxf7&IbptnFg9_@MC#R@vxidk{bH`4$s5~yB3#Xj8(RHms{8&pcA z;YGnkh7{)-rQ{pWjUV*Rt&!~#G3R~?uU-rzuBqq!_xszn z;#wu-H;Cnwu=!kV0vZq93gxLWOL%8RYs>xpm0YPZI5c83z_){`zoehSsV-V7+K$X2 z!+I4H5~=-1hw=<|!W$EX_O(7QD+tM4cB-E3^;)0s6;`e8*cPO}{HM0N4BOd?xL(>9 z(&u*m%|t)55CEUt$=VorI9ij|b4jMK=B|-?FtIu;6O4N>GdYc-e)_I8%k|M(9H>W`bcT~K*roKXU)Eg$g zNnsx<4X3-h)2~W@*OD1@+Ig9c!zAVtRgXrf$&Yr4uoC`F`I^QJt>PxHO$DEy3?U5Z zd1YbwMh}pkDCdB?aP!OpJCW}@Yisb6FVQ+S31{jzTj(O_7Sej?dlm16b`HdrNQYhk zH3TzLlm4o${_7i2%*#^dQck38L7d{m4{D%aB(NUi*#I1)O{c%1fHXGP9}@Mc-88E} z$kv7De#0&h@{?ulG^+`ktRk=_X^S=F+X)IL3bKz=W6t}R1N{3SSPFvCZVySB2@BxN3$4f&ZW}3zy+gW6sH2e35+zwT34{}mi`@tEM@U(Bl z9XPY^_&!KHSDXEbytJw0G2w6`)>2}^`7SM6~+ zke&Q#XEWe~2;sSAlM_tCDZ(nllG#G2V3+SFpJ&S&0`^tXV+xcYjkcUg8oPx}YI}sF zelA_M_VWddjZVeUHFx*+gDZ*@Thg3TKRA%4fp#kA7Tp2BQu>}<5=`chMjb7gl2aU} zba73>0OU~{ol0Sg4G`h=0E1P~^<-D;374E3?ZmD9u!%nAo=&P@T>OC4h~ z?7lOekJj5JAc)gRH=Lbu>PqAou3nO^Mk3nuH$ttAd1sb&5b(bz}d?*WD%3xPX?Jt)t5$uD<3;H zYfWpXad-FXhMO>nPiVllnV7p$4p$<-6XT_F_j~P4yn(qtL~Kuj?JnL*d(&4eQ*3m6 zkv2qU`$Ro9{&z7Fv{CoA3O>Qb`E3lmnsf%BkYK!R4I6$Fx}h>|k)xKf8Ie7su2_Dd z4Fuv5?nef=zmy5+jKL_v4j5vxMDtVXaeo9yYt)%gFz?mEUA;;G!^KKjWg2-{hiPH* z7kMxVM>pQt{2Gv`zq{WS3N6Hd4=hG-yHRZnygvdH{cNDDv0hcD+@IrxN*80Nm{4Hy zPs~>XfVpQCS~ghy@2mn}tx^vkt%zeU<^V7D^Mnq4C@<38T7D#~jZ=ok8d@5xN?qZ% zi+pSpl#EAzREjz|QIQf6tb)oXuwx$!!bNUj+KV2GmrvW%3FNND6*jI9+C4jsP9LMo zLD%@eM;nIAS65@Lj2;f)$*I&E{y_fl|2je8`oN)CUnKZR7frM{Ne#{XId%??rJ3a6PBOM8R)6l4xg`&>y5p9 zQiU?$ut{m}k=vF%Nlvxnafh(69srT%EZWAm-98N21O|V=)6}=nagWdeeZch-w}{>W zJ}{C-v9LsB*}@Kkt3d_Ay5Qz!4Q_6;d4VQDIaetyk6+H-XARfsu@Nesqzdey#NlH$slv}z)2e&jdfNg ziLaiy>BJB`jde-?qrK8{nbc96e}QUwh^Og;P&wQy4>Uot>PR=XXke>OL*0G8ITB%X z({qcgu!WCz{Km~gNXs=Hj-;1jn{0oco!>OyNpUZ;gJy|02V#nR1C7dxC~(UKDumKQ zT@{ogTd^%~{dvBaP8UK@B%m|9HgUfk(+zHn;Gga$!+q#=iD?!-%{L&pT#QQ7R0GY~ z*OZ?~QfWg(vLXnRsbv__trQsw@B}iK$Xzfx{`sMGZXB&+6|={9YL@+R#uvxPCI72 zynKXH8H?TN7rK^Lkb?yj^Qu>#KEluN2;XuEIOJ9JlZnu5eJf;E_Omls$ z-FP%ykRM^{Ah36SR|R~)+W~(9*Xw?f;1~y$JPW|3hxcqIV>wQW&L_%Ln!oTj_77(n z(OiQ&ay~dKM6}JdC)c5&I`3?EbzB#B)?+l}F3_SbYyeLigTvgXY}`2qs@vBADf!KLfWaSHN^e!#^sTM&b3Y+Td6b^P@_bF74Tg=NO?j>j>oo zOrL9brOEZEnGGF^*$uQ(5Or}B#Rhd;tUa-5611K`C!U=b9r@b8P!AujQKqNBKJlTw zg}SQ}?%R*>s}cib-tMgvuv87RYyevaM`UyMqIY1+jZt{U)Qk-b#V}!<{FZ&2{(T)7 z3~m%o{$zcpzyQxEh$UGD3>7Q{S*MB>oYef7PW;WbV9t5#u;lgyk3iMS>rPR#tqX$9 zuoFM4db`P}3i!U?#$}_XG?uXt?>OGPme}Bi>6?aBv67M>mySm!S3rMz5AVqp93x|| za}6-CuWe~0I{VTT3e$Q-S7h~cvsVG{vx}B5<5l9I%tI#$I$BJ>NBZD_KbLX|mOULT|gThiwN_`pf{rL^tYH6S7ar7LUe%cWY|LpTV zMA=6UW)Vrh6!5!2Y|^f`PI3+en}e}OijX4}x=!$NsDF1=!Vown=!@>!O=dnOYOET} ze??WrTL(ysktjmSLWKz6e^A-Sn^8E%z@_z7d^Es(-|@{1n3C=IYkgQy(s3bP zOR$7VmUdmi7az?W=WQTtsHYHjZ8c3R%pO{yE4JZ-jii3Riv|h}kO`6ss#Ke;PYQB8 zRFm&Y%NlrAO5mJ@&_ZQwe-D!Q=oVL{$-z;LAh!iYb?GT=$M4tdPgr(3$2q=`7 zN0xd6EdSGLQo(e*m6w+0^=-TYQBZ`)r4}$RTvIGcgw`(z zRe+*rRo4liXBw4AGw{gRBVs4kPgl^;d-9@M@N1#S7CxWBuc4$IzHN1-ExHy4yx&Ze z;=X{G&vj@C2+@Em6oq;krz}ck^)wC+gy!n7Cy?;Iom7Jp!1lMKQ>&>WoO%<@d9HD4L~pVX`2_Tew4S+uGC zBJb!z>C1;-*)G^43uS0=1p#v7$g_}j`5XAh33TyOI=L#4`rK2O8gk(&B<81%qK3`I zN@U1{@zq*0uS9}VOTkCgxw3?fV_;v^K_WT75u#@q&(2Ls0!{}w)gC!uF#ifKj@aA7r1JovT2xo^~@p8qHYko)i&}P%_wd~!{@Aj5C%|7&1VmfJ7-;5B3 z@lBjX6-mB5lXu0i$Rt%FS3X8V;t|k(L-6))T01k}hmE$N3b*}#2Sm6>z7Km{ zYC_yJyy<(Y?GhnQ%YpAZXR6j)|G?h@*3T*|oEmr-)KMDSjF<--qi-suhwNt%3Holw zlg&~(8QqV)YR_V;U($?Ay65kE*-F^_r9_TXl>WWk+FtNqZJZ{^QwJ5tUngVNPdO}} zF6T{V#}7kUIICRvrKFNOR47VE=x1(Kp}$;yLyY6hti)B7@7 z=o;t6UW#?O@-DCIY%cQUYFcd+)Aj()piom44m3dfBr&3!OV3Dm3i1sl51HoG1Pz_V zx(R;}S+fKO`kq!ikXP3@DLWX5Ji)RhDivug&@E7k5mdhX`LPedgItffa^4^k8992B z%ALo>7iA7jEi$aTEBt9j0J0{tW!{<2gtU6shKoGGqo(tR>cJL&6@ee*-}#Xs(an~o zQBvt^P5?)XSJuGP0a@j@t6Tn9J{8hroGga4c_e6@^bjT@J7hn94khR{b&Rkj6{@>8q*`K2YS%Tj{F3!T< z5J(;Y{3bY>P~_6^=OOqz@cQsKlI1>!+% zand@6IPCco zZV~7kI|5I!1NrlsU*vCiACA0_8?;qcw+r{p^-|WIylR@LZ5EAG%MKd zQFmZBVC>;YP!a--+iv#x)`@yEicXqR%wOdM5XFL=$aC2eF(Rjc>TQm18yb|})BBCP zOPH^&CVF3&2v!A|6wf9DNljbsgD%CknRmFi^o7a1!3Rdz^)+w6@Vf zCE3Z~PX7$^lXRdiwx8Xd2&%^9Z9T?YEJ+EM!r?CbMXU%f3u0Znp6U(qG04JDF4;|#<=!@dYW7>WLnz_l$g>s$vShY{K|djg+oY>I$I zS@?fitECHb63gRxpI+(};KGn4<*sp_U{*MYFvGHZbbz&c&%FH?Hq=|%T;2f-2Dp0I znnO$16Md`5Z)%a-d0#-43j0xICm)eBuHA9NR{;anIX&|n9)GbklX(SoZit2YJQy*< z3R+go{s5PRgD8*82TbTH9yI)g#yC9Z6u+z`)hpz3JG&N3BC*!Q>Ymqi0f6+Sa$Skk`;G$&aEXg)$ad zNn7CYeb=(m-||E8!l+58VY0Qwr)<=peX)5H)SSUDdtL&Z;!3mE+u;0z4G6j^E zsrR~)$?!)EShKe=&rMjUc*UrbrQ+JN~_6tkJ4sn98(Hs79cpj1PhG?TeoOux5lN+%0aN_ zeQsg`Q&Vjfvq`2FPPO>=PczR|TC;hSgZ`ax*j|%TIb&2H>|-QTBeGAEnuHU`jcH?yM^I{=0 zg9)|64!o08bN~p|`1nq)eo7tPrNLPFs(Vw1>aOJBVxNO2KduagD2w$hSzeH0S*Sk@(eti5tmpLY%;oM!x_EeK%*ox5Mbm?B5Et^8^ zxi4Af{BV^yb?A!g0#I_MUkcwm3&D&6N($R98POHNyjeYs8MrCM9ICkTDVbin3lepb zNx7gDLhND|mMlHvNFbse(hJD1yZ22HtxNCeI%D_9V)B3ldo2c7&R05Ws9_xq!%lDZ z=xXV5BmudeolsC>FBoo}_=%tb7D{rcoYd6R8(3FXI2oZTImi_I;kAtzykZYBVQz)c zobpR2CF$tapo1t63X~bVPwxylox%5lauXIh?A7qgS>#vLdR}zG_8;3i$n00_J}o2L z$ZZ55CWe)B3*i@JtUo zJMJVZZJ#G-@<;Z~95sdm_J~qATsbQ1UDqqJHqOtr{ZfVBiL}B~BkwRd(1)B~6CJ-1 zP#~CV572mWw$>NlxuKofIM6;gI!a-f^YghPKf)xms2$v;Y+izPd=I>4SZjjmD5JCq zx^)B^4^MIY(I!ay9T+f^(q7H$!m^MR0pR3anF@uHfD zeW&nUE!$>B*d=ZIb_nS;-on(n`3rH$Y6&-zKVyL>_{XWNzh*EFv-(LkdkUCvoB}{* zq{vOtj21`b>kuCcv_5mQG?ETmc^~bL#g$b?q^wEs)0XjX78#ju>{?MIW3es)USmLF z7vEbhc=2ox`TIHz8Fa@y6bT&{Or8qJI?X}z8TrH-ecwL?W&T~eZ4S^Yw*l?6!Z@`I z;FpFHaD->Q5GD}mI+MGY+;!?)IWR=r+tAW#eeH(}g;@FUC%!=$1xFVMR3mmXzSZl$ z&u?!e#O?-&L$W28Z}XO9|6O=PUTV(tg}yXTxS4{xxWpx zTdV}|$X?ZFGdtncf({8FRG|Ed=+AtFB*Pr;-`VUK8Q|2&vg?Y8sin2?2F;j+A~4RL z3$9mB-3iNdh@p7WN%Qo;R||Meuj4RVvf=_Bh&^k^xrff1KQ@~ zvlm6eY5UvwIIG@Q9z{>R8QYyFx{#&;3oX}2XhRL$quq;g^`{WB^H3SJqCtXix=@+- zXy<81Npi?Ohh7U z6SoT(LThpu4=G`V9jg&&6+9*kp>n-cG)@FrC44}W&J^Kxss}$*tp_h)SDZ0lQ_nF5Hdcav0Q|{+so>G{{IytQ3jOrh9 zQkVUrHnDTh9n8@5oV^6()r%I9gg)Yz%RqISS}Z7A%ajTBIbMJ|dxE`=X>R~b23vDe zMj>)IwrQ|+8aTm6P7(rfi#ZoY1xHp1gR8(9lJ8V=2NV{Vh57dS5Xu{~4#g5y=~{yq z@S<*HCa*cOvG?Ew9ZKqv8}Pdeb$XIAn!Jn|6uWq)<697CZSVFk1~9n=pwMRnxj7J@ zv{}=Y(qiCqpa@8VD4gZxa{g^OrtIyt4ks6ESGOU5+}A>uwcDoO(}f0TIHkPDYO-w5 zKAPhGI`m!H?Z0Rp9PWJTBRUfxaQ|%|J6;wJaR|k&V2x&3qljlK*dJVYw_@xlK;0i< zZf5)zVk$bc)0Q}n=ArQ}6n7?KH};kg(@}u^`I9H&zQOlE2v|~i0soTiYbKxm{C}t? zSyy77{}MT|gf8PxPVztQekBz(_RF~S?@*EGk1m4rR)p!NEXL*RM3njwUn@JgTz!WS z%Ltq>S%=FF&kbZPx7zf-T5>ZqQZHbYn&xTO}7FxP=} zvfU9RQg{SJJq`8V7X3SknIgOMbpVMip;XoWCm<$XS{ULTG>sM*IgW z_$iU({{pD#qss2Ax8l}8d?U(Qw+K+t^h049332g{&EKJk}PuNKcf z6IwVEq70lu$Q}TK?WCXZ_Dmn(0Vs$IYF{M#G}78n%JCh24g?2W$4yRH9FnI^skI8r zXIy!ws!o2}xQyQdg_xk+0(`($q$b)|=}K@-BdWdhG2>Al1-?{loYNc4?8hw?3_{lN zfO|~0*ZjrJv(u05$z*AVX#J(Su?Z|T^FFE+zgQg|@ys=O*H6HzSChyuPL@{6iaDxa z0{OC7Fvaux*=N?i!1m!_DedjN5OtCw{eHfaFQfHYeOy|82#samn6Ba{j)_w7x8fUA zcKYyXKsRl8;6zLe-0uLEP8e)TAk$p^B->=Y2w6VO|6Zy9FF?@0jP$#+w0;H>r5OSS z-*-_2(Z)0?!5yWAXpD;pm%#IWp~;bz9D9MvMX*V(-JiGxOFKTrw5%=)Q^5icd*T>K z&j%kMr+F|q|Fi^H3P!AikanrOZ4zATzBl71^$tn&9wg=XTtPG=5Eo-ZS*qWNgc2JwBxaZOe= z(Ln}6qNCqdrSav60qokeJv%e=KL)D2)R+<4J2_dKEU~kC z03X@lMPP%+9Aqw=zGty!5t8nXncIf(Dxj3u(Up9LMOnT!Lw;Mt?2+i&zTZ+gd^@PH z&R5vo7GB_h*l3F4;z#H)C+x&f>a%f$n&YQeKn22?2VuS?`w_c9n?CwF&|c zU{!mXO*m%^OKL(NF674vWPC8^>ec1&RENBF63vdE{w;kdxGf}vZnvUNW6Ha&_i`rR~$-aQWoK`ORI z2pq*Ey$eqKDCBkOIlAxJ16L}#R1fzZ6i;B!QxJT@Qza~R??gyX%3OwzKD@wX+r!A? zI{(=Qp>Z&6#7p3l!W(`ZU0+02cvTxNHjeeu;N!0H5s4;BZ%!S4oC%r_1BH)wgPM_A z1{RMkft>Wjoz-K4<)8 zZ@k^*Q_;xR(^nh3MX$e?28&DKWmlWf#D=#%l~gv>enIfMuDx zGf~vOt81Ib91_E@xf=OH1CovU*UEH=@?#x^3JqED;ws7L^RE<*BEWY68={-jJEeTR zM-6Efu3Q|=iZM2Gb!r;&a>L9!P^z&D^Bf`0v=@@F#)DP(cZUa#lBPaeiGARr?|e0- zDewyeKZ3!aK8^PB*wZ|ci6$vIkC_L_$hR0lMuKhZyqe)^Ony0plTo0>$r=(uzhiJj z*FP@1mn=R++n&9=7kJEcdO@s#Q1evo9zm(c`!>59V=Z$6%Osy8x9j zo9Oqi;T#fbIy$_AP|*3Gl9A(dB5<3+fS%)YxgGY4iw$iTK8~1#W z!7U?Bo75tp39}Lo;F9LDyOjJ7U+R|F65ng_6%s!Xf{f(;DsQomiT*=Eg+u#z|*sA#owj2@8ph zdZzLNAI7pBoE0mI%aH(_r*6+29po|EP=hl!IX) zdyL{|5aXKXSr8wmG5VyDZMON1f|e&EqZuLi&5s!zlGvRz>83ET&0x6X?Qa%#Bsb}H z{0niyVAfs*Py)%qKGF9RYMP$S8P$Z1in?-iPqjjgHg=#DhQZ<=9w_l+>L)B`fmo0p zJvGaxJgsB9N>G1cJ5^4TBkQPL z&SX~%AYpOda)EFOeqohie1JRRqG9;c#9Rq+gQ17NZp~wEYAFAvHKnqB=DZpiCRD~= z4?W05YJ`5!<)a&`E`6OLuUxzQ(rFZUm6+Vzg(wyifB6^LR!nKvwt3+SiH67nN?wwDkP6IiLr;HpO zNk;UrR#Q}Y!y9(UZ^9S6qLmE;-j*f_s9S~;#7H>4x%=bWlgGD=%Jb-i-PVA@)6%g* zz%vMx?tzkP?llt|4NWLPCZJQHk$5k-95o9>0Pb{zFuKy%n{9EkUNQ;HqJr=$1O5qf zF%njo3nl7! z!LzFJOA;wdteFwM6BceK74fwvSfa{=&L(+dA^JpAxef_Q@SdzSR&U>(Vtau?eZ@9) z`2Nt6od4{ifl0zEf=lYxufpN{>O$}uv{Lihc@cQZDKvs1u#qR&Mzebf#|r0wV5e}A zhof=FoGn=Gw|oPnaRM#D3107=ZqLj_I7Kxw-|AB_ z04dFZUkh!-c|Q!Xm_l4Jzw)Rquq*y}5%Pi7@d)JiX8sx#{wY1O4*DqIv}6Tqisfj_ zqP)Q{d;;pLfDofv+|FGvxItKP1VTohv96;6k8#CNIAWtA$lP@v8;!Ffh&^QYXDLit z<5{HC)k6ui5=C-jlE8Q5S^k~S5s7HuKNn8r*epOLo*zLi8xaS7yJ~OaF=fhliJ*5QbjHqsE zkiF}xR#2c^+xHQVPS|6-SVSkYJ4M82KPISi>ni@?dqh2b(04EE0BxxJ9gP|m9 z#5E~Da&DDmsn~In*P6f1vGXo0q+z9mC^Xd93?GCHtBgXt7W!1`2NavQn($=VujW~= zSUEHORkzqT3-88dz2l(po|qSHmmAfDZ|vF_|Gb~^mN#tzNdvjh+d`4(Y}k%w^~(@3(cyXr`R523SbY7&n5f?2rl{s3N{IizN*+u`KFjF=y~h2l>jS@v;50Nk=V&Eu$a9@#|R0Q$$lY|MT`qC%!Kr%ybv-)wZBJ zYy=JR)=3fUD#|b@QL3wTXaC5LY;6Hgc|?vJL52{IV(&B>yjcs73u^z6gz zCE+mdlJ3$)rkBsES|48^#N6gRXxs!{y2lxKfBm7Bg+t1_SbC>AW~aVQyt>Cv4|jGa z9@yVh&Y{wlKoi3ra@f5p{$M;muuzuvLAe$8wU*sv@f2 zE0LVtLye5w5#G|z+Sft6L=6v@r2b~iG!hKsLU-W}TTBQ+LB-`~0G^;Zez(Yg4}oiB zX~PDA^W`tVFf{yM?;8%)#Yd9o1Jt#l+k2%Xj#p4VTv!NF&ti zO182uDqKb+=>CYZW%hzR(W{^%FN&C?Y;}c%U=>t?Ry`g zU0{56t38xWs@|j2=np>Z65m%-4`>&!Q_8-tL7dcV20`jp{^#VVdQ~v+7UC(G3Bz&Z zG~#NC-urkya*B*$ot&mlL=Q~eC~+7K-ft1VLPS+r!&Wgk-{B7F06kV1A2NTe$xcz6 zpz>l^>RINr*2^p+)(LP+pqQBX&QHJB?ss1BHGA8=BGOy|klKYgg>t9vN0bZ|YuAt= zt?jSz?ChP1uUm+`FODpu%eav%^RH`iv{jrN7M^r(`@q%3#$`T601)kENH< z=zb<9zx;;lE}gj&`kR@b;ZH2imRi@Yr6+&V1{N7LUC_f}Iw9eZy&C~f=O8A&^?8w< zan2qVMr~P|Cf>B||Ku~|0I8mk{|PVZtfzYruASv&PEa_w z(!N7x$wdMx;kT})`A2OD&$55`JJ01O3Hy%3fhwqK-|ZkvgB=^#_qf<~q5b0svZj`KE2JP)X9~ih}`JKok&RbClJxk7eTz^P z4niXud%_iJ%aGi9hMi>$xFlegpEzcxsJVcO`MF}OOO``4blq!2>297<0#h`N$vLVd zGSB9hQmb+qlvwOT05tMfcyd?9@Y-=3q^PB&QQEI4acy=$(m&&%Kiv567?ZlL`AU&G zrIMwx!As0x&;mCxRlIIE$CtiR;pBR^{lp*q8JT3Rhac6U`#&ZF2lo5Z_{=K|xBBu@ zERgP}K~Hgpd~RddiLh_0pfh_3o^FHf7gQ>hac~J$Kc4-9?!hXPJpPGX+I4=yjoMlF zN*{FHB#*w?^iPq2k6(9`^Gu>qX9@l6Dt<9|(>1vPpM5~v81Y&0M<+Zi>VumvljI6K zRu%>G-w_1;gaehdKX4Oq$qccq6Z~UF;DGbaEvqwC&NuwD2jm5O_6X*|jS?&%`+t<) zAa8&kFgTeYD1b@%xb4FGCHxFXxC(0-Y%N5BL3Emm3|d1ud>)a8sGo=$m&InLfyY1p zMcawtymh_}-~H#f|05a1_(NQCl*XHt4E3$PQxDJY@A>7%qL={9s*wh;rnjT`J|z;E zs#&@V8#|2SJW`yLck$mbQ&{P=)Q?1S1SQHtU{vhHqul34bszebd~(j@;yqgoqD;+W zD2D75b3PVB=suvQdUGQGUW}5OwV$MtT&Cti332I9eF%*puGp_m>zOb}YWoJbql;-9 zZH*HQkm56M9xTTfZ4TWO%{Xdavr%yX>E8J?tGkgRCG8bV3T(i!eXq1B*N8BMDCHnN zG^%+wd&_0Z<5gNVn5kR!n~^SbRH_qBYek2vOQrMeGeP^Q`EbnvaU|@5X#YCx0!ZS4 zlt~BN{NqAdyz%5~iXF{BwYNwVCr`+F+KFNtP#E~12mQK|>5mWxSbsczH+L+Rn+Q~% zRdyP@+B0O4pXBI1&vwuz0HIwaKBvK|=br8Nit@4C$YuU)`H8xZO3}A+KW;dN>}~1v zZ?Xp{^Vlfy3;D=5e>2KL)D&{ z0OP-FXRkAQK*IY$83&&iwe${1g2P)M!@SVg2l<%18tkv&s}Zvt`0v_du~x{Dwd^=( zF;drvD-V74reS32UFU9%0AgiKVp|F^!b}F^TDYXnv$D6}D!3>eI9mM^a<(~SoFfwg z?he8u3x3@5oow|FryMhG(PiH`2a$Y9JCzb?J`%b!7&S24@1~-x?gY<^(yhm7(sIHr z>6{gWu&_g~54~l~? zz4Uh(o7JRURc20dEEb>**dY(x?GxGvPo1G@WFyd@+{mLS)fKz`tij&uWO4gjcwPmz z1UB~h|HCVapsJ@qa2tSR6+g93wz+ujl&xK{!ytqz$>Qim55lZVJ=Ky0bog`)7X?}9 z$5|?A?V}TWGm&qCuNpmW_zDBitcs#gM=3_^=P{Q}*p6I*c;h4=Y2 zkHL8J97&3~7T$M1U*`<{pF)qJCiYIDR(Tsa0y4p%3*X+GzG&+U%|YWnMI2&>;#X$PWG6BG(`?wKw~>;v$TPfhF*g z9eKm9LKj1FiV(D3ATSl@U~$vhT|c9oQ9BgQQ*NpON3folt>1ET+)6qanht5EZ2HgQ z@&h0ddzG&!V2t9bGp_tyB{g_(Ki4D0oKt6(4C2qF zrJPVHJsbrA`w35CIX&y=+*%`P9d>pZFXjPJ2ST9#)6*Ez)ki{gauu!_yn9aS&wAFB z@?%9WS_ojcjFHDGP%8zDey=GVa-H|BON7W95+=0}TX(*->xFCLUeDuVlwJwxYyj_~ zEzkC?Y!p+g413n!QCkzK#(XwsEF=2X#sbkXiwNMN``6%`Vh|x=nN2)6>2J0>u;|Ph zsBL~Q{1+UR6*FJqW0ZwPZ4gB}6^ALmI%042F=#%DXffUY5iAF!>KAoTKCP&Pu3aP5 zMe%-ql2k-ZZ`PoSy%QUJ%EUFa{z|n&EzYre*(IAs(hvp@q*5_}Vhq9vS(bnJ9!E z53Ivysl3nkU7upjk4Do~q(`LXF zuVUAKdx@39I^bZf|D>ISq+i|vC+>ixW?~F70~S8>w(fEUrrJ5p6K9ddyc1GphT&-u zncZ1`{KOe$$+-DVR4O62yN~;?WQ^1~V2f=k1Oh!wEO1Dwan;}PYqn%~j~&xt|H0)j z0NyY@J2}*_osih`BSz%d_mpg{HqYwIw4J22XCLExO}P%wSP6&5YrFc8?SBi8a?kJC zPg8(>_qpoI$tflRIp+IeK5zMeyJ11^N0Zw@4{hcRh!fX6FKaoZs()+OECP8OzZ9aJ z%Sf#LS-No#=~N?h**T;@t7|jz3}H5=YSPx~th(kwz4kyCX{zYxtt7okn>= z2-)bS`M!rfc0V8!GKn+Ra7Q~FXSLVTO2-`_kZ0W^K8e}A9l%y`3$w-=3cPjL$cws$ zUpBXqE1 zX!vmYi-%X(o5n(5<+Z;FSHjj=)__t=gYDjMGm%^v5D{`Hit!-710Z0O@)Hu4sQ2>R ztnfZceQ1vuzonZ^Cuhd8Mq0neFk}%{-d92r_w??zpS#$NEr|109tYVIA&8x>-6)Gw ze|w2a>pc<&7}+8F(=Fv6Y=N}2;b2uS^;03U+?!7c~!LY`5=*@sb;>T z(D|Xn(RSu9GnmBXRH5@55ZH(@>K9&FzZ+S`0sqn7EF{>lM|G!g$Zb$UjIq9<5f=!3#C1S%%Vg=-GI{gYyeMU@^U)x4 z{WRzydrjp}r&G-Kt(wfzl4mcjH*Hf;j$^OYK&R-bgak?WRoqWpV&IqW_+u!?F9_rg z7Ze)iP>1F`Uvyip=N|j0=d+O%IDN9^qTvJH4W#!9SKkJ-7^(tKv%1~=vS1|JNO)fo zsomwl9kTJcT90f>M~yS3yX#Rl7`2R7(8b-M?@&6a^$zwdM2As&*n8+(6S$z+m5)p;Z-Db-{qdF@DaA(gzsh0WPdV17(PVDCKBF2( z9HA`ifj>L)=*D9hk(jj8aVcGI0gF}dhcLIJ9Yq|3vZ54vmYz&s>T zO!A3K-Hb2>V3WLvsx=>-DsDvQPuuvEdr65AHM2w=9kZKM60>gojM;%*VYo zIZK#MZ%r|*uAtaO(&eW3Q~jZ-I%XTrkeI3!I7B|vV^eR0*WkL{lg8a{3N-LD>TsAK zxXd^lrUm+hzWsnay;&~$7FZ@LSY*2nJr)EhH}uEf70@TSjq~Ob#oE}3|GXRSi9*vd zui|*}YUfAy;?x9BB6&UNqCQ}6%yy~!%+8Q_J01dFPW;1m0G+J)T?p%q#kpcr37Cpm z9p+x_bI*Q@wo9Vt*zytD7A1>hGK@h>1Do5UYo0!VuMM}05V2w629INeXf%|DS$F$# z=5)0DA&yBV62zbF&sufyVW+T}ZuW3%ICr+`L>iU$Lxzie0|z6A82R4rV&|~Ro8N$e z+jgEpDOPv29G_F3lvFd~iOycF@I!_TXGcBj0pzf1=tj*8R zo%p40N2}G6Z>bh@?u^V+E{`dDzSmoa3goW|R*du^jmR~RoH}^<%ewSJlme9ukC*;+ z6k*vf$^oi5DhONoo=%S4CoULF4_x*$BlPFE-%t&<&2yC40hYZIH`D{f?(*nWj{8eekwPtYYC-SiP5=xVCG!l2= ztt_t-)F_HwEqg^SbJ-KjWNRNI^>xwJ!tnO6(kk_(j^(Mrq)U6Hw(Ll-2&X+lOzr)K ziB(1qBm~*ci^~oa98^aq345COGVUz9#hgp-g6C>(g(zZV{UfnYtY1J7MD^zYS4X>J zx2TCbPoX|EZU4ObyRm;;o?c3Coj}2&;DJb@ZrwPeCpYWShp^EfL(8sEI`E$)7N0X( zP5Akn6eg7Yv-Z_ol~=mKf4FECH%GJ>rp78O)v8^{+$-FMPRu{czFm5Vt&sJy&Cm&2 zlM=uoqm|4I<%1R&Lvc_&LY;|<^<~sZ?jIdHL}470WnN%(*pG^l#17r2K;E6~L9qwF z3-}QAF3h+P%k^BVu32e>2ZvB9|M5u>fTS`=`#GbE)huApj0QMI6A>H>gFrC8T@zeT6BAz%hldf}CV$~6fReg3FO$+Ehfx=j^7 zHB^>MY2L?^C@cg)1EN~dCLdRe4c`q4>ZYd}Sh_Om-<14QyFSnR-t{2Y$)_a?64UD~ z_Z?>4aWl7-53UG3qRI^V@DiVyC`s~~wwY1QVe<+c513iLl2Dm$;6)Z9VU*c>hL&1nEz>)nt1c8fkI>!PJxV-VjT=L*Hsx50_za9-5 zAF^U4`1P?YEN+2;evbXcr6#$UV5J~@U~n-@S-m3oWTy4xT|x=PHiGA2fJtrI_z%Jy zF##{x-P1dyMQUR2Bs-hhF}A=(O%#vTz})&>jyBgQHDL*@7v*2zAj-dDHB<-D&T{4x zlNrKc1*x-5LIJ-qX%t75OR!rz4k(Z2B5Lb*Nd+^Holp}44?ad%wE|}z70rfQ0(fU< z-8eukPeP%@XMJlXHm}aRzeRr)O=D>b!|gVKvT>3tIn_=FB7*aaIZ|*N*tHd#g6}&3 zz9s8EXl@Ff2j!g|JTM!7GSK5XkHkDb@WXAz|O2wkw%qZ0ai% zo>-)!o!pve9W~&Mh(w#rGH9U!+puUl`KB>6Vc58bRbcQYcSK zIIH~~Nr6k&w!tT)Mp0dTSX_J>Mk)@sclkNKF5P(Ffq_nSwxL{inMeJUK7Z8xT!ua@ zm%-qOPCuw;;$E}qcF?O4VYjJ6tl-hqw}9lutbl}T5d>xcf=wW!IcWR3R_FEW{+_>M zXHhorB6877Mr3~YAfKvpDI(-Mf}BpWv2?CA_ft-}x?ZRJ z_Tf(Zt%}mNuOYON13=fi-n&g$*rV?2)5(MXW(?jP^gMP@x?+L;66m2KQFJzDZmy_e z&Eu)3$@xuW!y{h7mUtJ%8No#zG1AaMGF}}VHAN1u)t!8Sl1Z2tU?yKP%ypJ)dU=2X zIAQ59VRMwTf%A~;U=ghjD> zD?BgaX)A&HpHhp0_u+M3ecJi$ZOPzf-p#^)XGWQBzlo3XtYVynkPik_r)q%J`Sjl! z?MrmixDh)oY&yKNyE7Nno~`OMI!SD94&h!9mZZxAtZnqML{aLfTQ#GnE$3@sT(W%h z$W>TUTR3HED?VVEx8Y`eHH<`TT%W9R;WSAd01d2F8NTA$n=mFnfRdUx#{LJn+#`d5 z2?GC|B0zzFIBtL=Tq12P_^XFHE~T_4WYse*6J}OKOGsY7Z(#&!2HThAr>?EUVnvrb zCqVzH1%Ql%?fSYz&r1sR%upK-(1eYSYnNA%sUvq0OV_Cu-bHupmX35%L~7YioQS|- zI0psg8G$<;$C;^ojQ35>B}p+$A#7pdkEHu~Q|i~vCrw^QCJI*ol#v-=ipt>e&j|<3 z$%o!$e;&$d zTi(B=S~DoR=ut`8ThZ2IQ9+f#e7Cedv_RHMe+Yr!fh?0EHn1Whn3%vNjI$j zpHT_wTb@U`BZKsxh?VN4!Kb+xG%m)ALL@@KBYKa{L2i{|@62hNauHupqdgMMB7f!( zURMrR@RA%K?<2XYKr!w+TSxwN7B-vTjOvUFqiIMGv_JlIrA=z;hpSUx9!KJKfHd2& zGCJ0A0-&{sySwDy2ZG1z#d|C0HQ-x;gw9tQU2FE=`K{GMAHs_mK0OQ0%u8%mL0mHH zj%?nHZZGvhf{uxeX|f^L)z7}@`wuQ3{E6(RRCpXx^pc;!p&g^72Yw7%@W|oDjD(ye zSeqQaV_WQ}GC+6v)1Ydf`*L&3>XrM%$;EK7;lrQX*WP?-Pz z$=$~4SV1VuLE6BQD(-PAH%8?|aAJbA2ey&5=+T5CNc-#FW>Gc08K8MNSuzF6r;T#~ z&~{9>>yme)D0HP4@n*q{L)i5S=4m^W8(Z+6j{c>{a}ufly+*C+!n&X6v|mh6oA&-` z;ejU7AmQ1GMwhWr08RIXFT)uKbpfav*fF_nzpsZdturHEN&!wujvi1V;;@F;3UML4 zHQS}@Yf7&e3oQAk!vcE;BdWsu(|_c@mUu;{2}78s2A-oPP|T9IiG^vzuc)7WwseaG zGnRB=&fBBi1|#F{LK!aFUyJ=1@643duGK>T*^y>6l4Ixee)V&4Z!G` zh|^(RBzI#$zUI^w1e{lZc))=pk|X58`DWo#gU&)0=;=Ft_y-^8lga^k?`o3y+2Cc7FRVS~xSV3E1; z88D&s*XS8|Z`(KLSeGZ_yBxtyVsI-&bPS6EDv{D=hZriyF2mJtA$FUJ=a9`M!Eju> z7)t>)f#gGkXs~E4Nnju>tBLntxt;SRk~TV!HogjCYYDBMNbu+E0V0BKf=IF zj1Ie~?H6m~WusJ=-kat~V)BGg0l$gMmCt)RBgM1wY(`;+{T}F|gOGRG)EIAe(HGZk z7f1s<+#$1J{{`8n!?Mn+prqjqZG8|0(29oyAz&uZk^WIrv0+>P8Ut-$4$DD{yQ$mO+ z+<;xXsX!WYQ%+({8r^xEBWwaPLmUG|{n<@B+h5M~v`r!Pf^4v+0)iZq9Le(R;OUnc zx_cL=>}77Cbo2GJ=1^+8wK(W7-BHc{80vnkJ?Y#_sUlQjlXx#exTp$);+w$Hyq5=O z^AUnb8Y}jQ7!%NkYfxi-3C7OV)YXoIQTF$|0^#-dQ&`Fz=%%RC!;vGKF>%lNonjv> z1>s3zeY>!V)MTVl=|JFomw^7eIw?+M3BRyC$zXsk2I+7TnG?P+`oqTW$*!S-0_+rI zUxul{OpeLw)TXIRMRke}Z@x~WL-0L3=$PHR7VSLzbH3t2b@MRpm0Y)17@A8J%~|g0 zo;GjSlbpYbD3c{E=-faU$?l|jp5r?^WtOxQ7=_t6n=PhrEZuhxU7FhCD&H~RlkHX=+dNf z^e=T*^yCHxmv!r?zULJs@V{`HpM%8_i$ShC-OLXXLN;DIfhh{wYL5ug z_(gjk0y<8`>N?LD7JmU`e-R61zY5nANpkd?cSUKAGi4u0Gx#Ge0V3fTYh3QAUF?;s zi}1$udqz!SLrS_4a9=K{cu0MXIZE}p=r4XKywj#rFMup_>~Fi32?)k81LP+JIXVajoq&>qVxhn$Bp_80T!y`aGG#tOB9VeZR;7gG{k?~ zeov7$$m<0bzdzYbNlA#uTht90?K*@VQ}XrREfj!ZbZ+?PKxysP^7`cDI%(%hJ}u^a zC%JbW<%v8S;Ci*ERbG6vlrY+TYh?U*DP+i4gDU;cyq1SLh&UyM(Auo;Y1Z|ERZfEMnL?JR+qXQ)*!4dU`=AK{DmpViEX)7CTF zKs-?h{fWfus+BZaCWGI`wd;kfzU@+M9orltjEK*X1kA{c*ue;?CNWVziKiFh2Xmz> z?s4&TxHw=3=h%#f!sV`r0X3@8U+!X9MW~U+iw54^X4j6OHz2{KsQzsWF%r?$9o!#S z11g)%rUPQ*1y=^~J!z^sNhy9;XBeDz?lVx#ma%4nvd=C0n?7$Q)}g+gIw~9y^22IH zc?bPyM+uqaG`5b;>V-l_V(YS8@_}tEI|PHd*wF%PYqO()rkWtsARakD!X5Xzz?is< zDboEXXB?rI=(2rrHLrqhB-&*20oJGl=Mduv_NNyWTWn2(CFhMT!DgD`jp$29X^QZO z|M_d`(>zL8r^^{2L7~toY$j0@<#_7~sO#cZ$$~d3GA%W0qzKG(6w6Yg%VM@DE6;=C zel$3NyvkpQP|uu$VDKOD^eEHvDOI3IrLTCT$UM!g4a6Uc;{n)L1I*Incj3MvZ46C) zvh>I)jn#&fh@U{q*8?R8uv*BqlIw!i8wjU4uz#(Gocwx0vLOrOMMEB}R3uK;dIgAl zAC+%_FW}0Pgy5{R6&)y{v+>90ddYO)AggUM=U~;gdmK~^Ta4crBGIXb$+Md135y3+ zd&WAKCyd7P7sZEy(5<}L(ojfae^BE1eZK+>2t*;qNjl~MpyJq?HyL*BIs35d^>`Es zcB4P1juqCgzV8P?qVc{LO|j{aQa(xnmtVSJ+?K`|whKna-P}#)1n7XRFMoS8C(*kN zjS>Q$ZK(9ksvd?g$h>!zy_3gt>Z`Nx|)Cvi;e^4X*o!mW<= z+hHc8$#Kaz5!-)2yY(DdXzg6C`kB*??5~mhu3_k?%-UuWcH)Jm)`yXD&=4^J!>_XD zp)-B8YV1SFW^rxbhv@|>xKl|}UIAS~u-m}^$Q1s+=M1%=d&HFga)W;bFj^%txEnWj z^^Na~3|snnCWlNJ_ao<&62Ah_cd@SC@bdPRE@ddViUbWeezK+(%gol#U9@Nmjhs3B z7!{x>MoG_o(sEh_8Fee0k8>IY`Kj3I3_gC5+yxH+Ht^Q!4-M0{hc&IAmjBtn6@N+t zl5zAE+jx!d!|StFAvNjc_5~o3L<*OoTsP|@Rk?bAd@epi*b4WLsfnTTwSB(M<-Gdz zlTT+64#`JTylGv^n_Rx&L*tv!cxVW7ga4^{=r}VM(WK>U=SwRv|Q{2e^;9>NU4PScd?lk#G`Ps?TS)Q`TI0_U zE<}}>hRmI2WTWDXO$?e*AJ0)Rp37bk;v+GzN=o;|5u(Xy@WAmHvq22y5-E~1<%vrz z+8%HViV7koq@3Gm=z8Ydok2vLkcdXUq{h@&D>XLqnFL3)fKQ74T60H)oSRch^CJnK zUc}JNzG)7b(G^ydbr3|fYZ(N`#qb%Vr1<&>t+Nx0Wy)n}j|p8jp`l`S+N)&{rgu`P zEvh%xmD0dMOWH4Sg~#rp+1S~r{pFt5gq#0*wDL`g;q57`@q5>|KVNlxv08uy9S@v! zn5ilnL8GW-lqZiu+He7ZLov1i?Arwy*}fZVsG5|v*ws^4D%y&K$&;`AFhy=3LavZC z%n2>!hLu*)-W{;0N6)xG|KLE>NUQkQkw^p)yzV+O)gb2atAI-bn-Uw!#!ftffBS@o z>JG6bPkw{~_0r;oXx!G6_?XYRts$M~=Na}UBS}G+x?;%wNB(KQo6?|Zp;2bD`2$*A z3%7>MI1AQ?fgKrwKF|KXCSvrAF>YDNUNsmIj}*n7P zUbUa)%BYOQIT8%Ye$`ZO%2a&h7j$hiIi5^{`qO$(F)-zccHOit5G^hm6o-qPpAQ*x zFSEzbPA#O%<-^jJg|N)*xrH?W|AO-X-~gV?yNdbf*BIjxk=xpc_vUpaHs?5cul*dA zxT*D&-eiX~(#UhfP}Ns&e>u(>Ib`Pp17ty&(Uv!(U;*B4CfomgA=d!xo0FrF{ePlb zAK>_VRf=*Bcx&{)%3wl2k8hz4?wShJB@Tje@HusIM=+PN&JIO;56SlvH7UjPU9q<;z zXh;~Rggqu*i!1Ctm(NP6_wV!_HRmO_+R5+ zB?Cu0_-LXSh;3|6nvR%$%kFH4J$}Dd5Ee0g2X^b78(H0?HCxa#sTW@b$%hGJXS{!m z0C#)YBsJxowq%EW3G1uv1`06j+MMk;Pmbs(+Z(Zqs;@(59R zgjM8!fBuVtGrN~U>4>KB+d;Yg@ZG0AQ7SHCK;UeHtM}#vQrc_wN!CRAx9Gx@=4U1w zevSg;7}V=ou>#!&-!jOvj@`smrWL`h03HF&RN?gA-Pe6<8^%zLDHc2p zN1OylIauo2C;H7#Q0p>A{%I0Gz*z+l!-g%}F}$GfPpTay22r8r#$W;2z>U%|P-vF}ibj>WC_bN_N0v ztT}B7lsMS;U(ikneWz1Aqu!mnHePFTs@q<;a(@l)qv@hzf-=Msaah6^HU+p_Qq9h^ z=ko_na!!#NzdewdXQWd9YKfHUsd>RH|2EyE1cmI1X?VxULSL4yvU)cKG zw@4-7g^a?{`~0~2w1ja~&>7s5Fa>P1PSR~F4~=J7#)=UXZo*X_C$)hy7HF`_bq@q* zos7y{STuTYWsHv-E`YW1u>*NE^lv@QF^BS@Ocmo>&rRCb%x_r-Fl>WCk)K!cb;zgy zi;0@6)&U2au8X3mw%`n8Ju+6l`0*2k0%6Jfu77TlfV?)%{f=my8HhdoT9o4)qTmND z73neoNsoKOc=q@02&{SSV)D>9Dz9?q+v{)`J?ON~DS}D=rdW74au@m~aB@ypS3++o zg2@Y`4Z!+~ql;Pti3_}7a{2}t&HfVYI@q8_&?4`?ZAx@MOsph_QUFs$={0Uu0^5eh zv?}QV3`*${jnrA^@vAC$5R5O2G=To|y;F^3OjE%jUAOOWGL8thGBHjE+v%|B?Chi~ z0UPrY+Rr@?Kc4|Oibz+27%2&MI*p;nKICsHSVzNZISG{3lDSC2KEcA3WX`Ck9g}!x zE6d8#i5%aYr!gDs#2 zH(NGy+pv0GySj;Ai8|+l#(_rF$NYa&(fMY)V;;BuB&1lGI4YDdX^g@-AqNOUjaOe) z$pFW{*_YgsXzX%6R}0v<%NR$_N#Pt&u)c$*WB7{Vno6@$69IQZy>#N3e3jV3+7PiP znmv)E=qEQ@)gX5CZy?$f_qYv+*LX3+u!D}B>8^a0sJkDJJ|w1*Y#C4!-?x*%?pJ9p z00WgeEWBH2<*YlcMNdEh=n5_1p`pf`bpD}p8@}mpU09OOZt6%8^6aEXHb|J2-W#_N z-P+j}31(PUdY2Hwy7ohr*~x{cxi67-P9JicO{?2lZT5fBYO8o*qWsi(Ix_=SrM{!^a$s)4#^fF@+E!+<>-Y@mL96De%G=Y z&)h|nle}{P$t`5&6?Ov2b_N|%&BX<}TZudjMz}crs;PKtS4Q`f`sWO*cG~iG;>yg3 zzcD(Xded;CkE4FmlhI&9igdf9XM08E`2@;ojEb+Ysr}G@Dsxn$lM0etJ`rS$R}5Eh zez1=xP2C{`6K?|z0~Ek>caSFqL(FqRh6sW4-tX8dO6q@a zu-l5#pW1sN(7Uo$A?Y5x4{+4;7mUqQMa_eeHqPW?mIP+w=KXPp_f?N6F7>wwKdOY9 zS1lilA9r~pM0kndz@|x!Db$yPuI`=T`gM_*`ZeA%yTf>QZg$})*xub3*+!lsQkN;0 z%0M-tL^^Rjwc0$Mc zEtntVRYuj!ZuGvq=EjL+Rj7C(mvJz*{-&E%MHf}BUMbbxI?^oIg*d@+@rc3_U+Dy4 zCA8qR3D0e2SJRU}9s@7+v|Jl~q$Snu8Ks5T+sX`$*I^x?Hz7qw<;u1~-b7HENL7)a zc-t6J6)+x4-PH%{<<@!wWNo%W+JAKs8uVmT^OArSYOpKt1L-vB?QauP{IBZ}y*!DG z>B&p!Q?H4M{HB%fcJ>?!hu22nI>va~5qiZM-x?4r;r+|R-Bq74k;dkp;Re<-?$vHq z791j_cBujrTq|iAhGy#I`EAY(Abw)mrCBFsW0Lmcdi1YiWJMRPrD#d{vjrD`&$CfaLw+in)xAX}Vz5u1om-~MMy6|w^ig<6x z@ii1lS4#pzk_#LiLQbr6NcLHR=@uUTxT(f9slz3!rcb3srOS8{@{I#xrmfc&=j+AZ zeT-tT$R4D20VGL7Y^|2rz{}iw(Qz%CB-`Bnix ze8MI8PML*cNn_(cH0pG#-jZgMPcUv!5idr{a~Yzl=(qSZ)uIJ20ak@%NCGl2`azb^5yda#*gQ|zZxEwcKcecp3h>&KwVx? zN9wCV_y?%o-NkdliJDY3>OZAzDT1$7~WcGN?maLAXB|68Grzq z#~(L~pMBFsBP$)LxUKFU4br&62TG)-e(f10p(Ba;4@=^ST`-IO7Nd#+8|#o{a8Z{Y zHTVZ4rD>~~C-aOjW$f_EUUwExYqxT)0Ol3QxWB4{kF%hl@}ETrB>#BX)&L?jGz0Gi z)GabhQxRZGJ_63HfLMfijHSFEN;!!|6-!tdhWO|6c&{!|iDbYvHc@f_V@9O307E;y?ig<_A~BNtPLL^VrPz_p|)p<_H6y46yBp8Y-7)-T8_^hs|cHx zE#l-Z3zeuPt9m>Fitg=XAK^^cM|KhDvlF1%uE$=aZriyGZIFPp zrJ~N^_$su+5Qf991bVPX#w*{5CH^H1@xb)Npd858GAtM(&)QEN+q7K$1DFA%N#tE?7-hrWO5*|s=T3(*uw1sBA)FW+dL zNa}&dSOOgw9=6%EcLYGOL7JYe1DCn_DJJN#d3>M2tz%eA?O8ZJQ%%^t(!ON55T^cSol*=RQ&K8k!d8WL?Zjzn>QtW zkqw3wTas@jF$;&!>bHKBxQje{v9aRvezv}d-As5sUuDti*k$3Fq(r97?S`Hp%;Ww@ z4{ZwhBpmmBlXk5^RmJA&n1Rs55gn|oM1>3hwPKr}tXK_k^z%lvC$4g1vl~8a59u%-DYx!?-J^HI2GolX?cIbbXK1`sjM->_ur;<6O7TG@CX39TYpCt zs6=4UfZo})!|o(_@C5-SKKtrDWm2=cUkSQ>#K9Uy7xrbj1Jq$}euh>Z^b7w^0L0D% z(pH)yQ8@gYz$#7D%9G#zTgaXO^iF}XH|6(@`=3r*N>1vHId3z$%x&BI zmUm9{C-z^(PKYD)(u!_N8?VV~{^p*86 zSR#kvlKIF%q{y6h1Y8nbcFnqYuf(h=MBWc z>i$O}RzJo=UJJYNJn3NwJlXWA*w(nC5JxH{#};U_*-#w7{BGS|zuEM(FkZln$1q+{ zs9rxej&jNz&a9bU%s{3Wj|&K>^wy+af=G6VFX@1qbRDVRs0I|SfXrfKzc%ywTOPFb zZG9yBCy37rQ4HX5z=842*Z#LSQ;3@jIrOJV%HUATsonwK;2T}m5$*7hdUABNT2~M3 z7C{uADU!%fV#<%6n1Cl*Uj=tRnI^G`n2;e`R(4!nxM3FS=LhPPbULjgBEE&EN0MR8kXkPe+cwl^=`{1|)Yk!M<6)f}cq#sHzd83Y}7Ns1aSlIlTD zdehW^e!o-m!b!cXlpfrI2ErRBB|vUhQn;0NO@Ep*l_=a}AYbq>ROZ=AObQA!EF_h* z?0b0Gpv8aaLt0e;M;r!E9in@X&Y8@CS8c-=GP5Vz$#VPjn2FBB(FX7MoV z&3pg0*PU+iR3J=^mm0leHlz2yr@f*}cUs`Q%7+Q(L&rcDGs1qAW0kmkSv9+#Prf^j zR^z3+Y|}7ivpaw^P7F?+IMn43%V)$Z9*Tw4iC-JZRM?aI6#kqEAFW1xS<*j8#VdeI zznq~ldjjB5@%?jJ20|G!J47nQ$Aq)STApIVf@jZg;QCZd6dl(-DS*O7MKR<8CKPOb z=Y4?tDNO6Y*b8Lu{I7@+bey$D001Fr?WLE0>-O7K{NB|5GX_m>@`{3{cIp6iQ{D$KgecM*oP zVEt6U0yGE@l4m$qREgK)%=-JrPOJqg7Iv`(6et~AsyJ*JOv5f%oVqW&`p z9$NT9Qdu~_JdLEIt-UW2zlIV?tQ3znXUOHzuHn=bZ{nKg;12x0o`T(6okC;+Nh2sT zE`9K{mWN$v9=~x|42$Zir=T&Pl7blG-RQXu2K@8P3YVeC$*j0JyX@`l#o{;|QIBNoTruPeW$XwBRt_@sJK<9Hz{G@@1BNiioAeoi#x9QJ1RYVK&d+p5| zq~&w!J%N9N`MPW++^^gU4RpLo@aN6ea&6i)eEOO($V}3{4E}HmFgaSu2AK&i19`3` z<~0KkR-%ubBH@^^puLijqI4P;*To&)v@L^JpOpM_AoOm^n1iJQ+=Pb}<7r($d_c16 zUZHPp~`?Pyv; z{+00t;OIrY`csqr&6I7_Y`GLyHXSZslNUqqwZ8LN@c zmJ1#4!PUs|?zzPJI}^I`V%I^RoL3{~@?8+R(T(Pb`wV%i3NG@o&uI{QFActR$wnC5 z7cW?3u`|%yzu%a7b@P-ZF?paNo4fNzn5d0IMyerXCU_{f+?sAem@6~Bzzx>EP0T{PT zPG;z4;d2(2a>|WX&uZiFHUDI`k6^No-0fo)A-+Lqd_WN6bDkAcB@aLy^IkJ$;02Gs zb5!^ou*~1@Q@xW2-{c#(aYE%W?06P|MWL^w*?8O6%RzTU#ChJ6w{K@}JeD=Q#$ zdZZ*ffS{UaRY%>E!EpAEQ%HQxo3Pc~Un#SGpAkDn0y*_im^oLl&a(TzTd$cA_Q1!S zrxrodc1zseaA-^JZDS>>j*8_W*roR!qX(`|jLN$vSic_|R}HE6jRNf0pYlCVczp^~ zJTlRg1cfSi63_aZ3G^QZS-y*jwJQvs;p!}AX^{shr1Uu#PxIezp{oGsL19_rgdg9h z=+K}E^;lz!n-%Pe&~;M^qkkQ+`ZAt2mh0POB8;Mcv-jPD8!J5OMB6dBpE4r}8nfxg z0vms9c$o=kEc{BVAx_`WZ(ip?Oh^gr&e0Y&O#7$szD7(XOQ5gQpP&ie+{W$$DiAj; zl2N_RXMIm_Oy;KzQWwo4QZX-{3H<(VN>w+pwdMg0TmUU0dH`q5e`&648yS;on<3%T zu*ePr!N>WtFp>rcus5=RWeTA-FH6)x9S+{7ADUKF}V3s+&o{Lw>dc8L&q zW*$j9*%SE&#Ghz!Hj;^Ka2G3@K&=@$41vvYtc2NG{G=zTpC!^4-2UGmxcTve;R_WuFZfk4q%0B(ocA05GAe=zC}9Eo?I~^0ZwU{w$Nim} zO#AxLQ!WzaEC;sl$TGr5P675S`WaYd7RS(RX0&+Ubu&LEXLgAc61V6riSm1x%p7u> za85y&elX5mGSUbT(*W1A{esLNdomw2JOsj`|8gv<;~Uv!v9B!-D}Enx6_)q-4?S5t zG|s=IEk|wK^HoGJoVof|Ba&h!!iZw~cNqn9@r7GcqEkB!l@` zKqRgkgC8a6Q)rU0rk~?4@pq>S4(Qg-=77Z<8_Xop<)crW$mu||I0%C_^#YmWf!;&n zVj$A&i79budo~nbx%lG~d9M-w8vLZ=;x!<8LVupY8=}Y-MWykY?%&N1o!VJqT_ArH z&^E9{>GyP<^0SW#^qpSr8mKX#V`q9mQu^}Pa*eL6qzo)SMjrv7*!)rhW6zzSK6Uc! zA4nZ$3OS&LUMeGT4DA_6XjjelC+&O5lC^wX2kbz8HqTfXJy?8FF(sqcaD|Db8iB6Z zc`v=lY|fP&tClh9;>#wWGsfyu_wJ_5cty|pjA~5;zh`qugUI6}asF*m(EQ@JEFBVd z#5yMWM1@8;Me5`^CC%dAZBni7o{gB$d&Pn+t>*iey8S3{(?_yhp*4CoxEy@f1^7w+ z8j^6+jNPabn5}`1$Re58?b-;0SF4L>B$@xU6c*CSfC0B0TD>m%e5)!>d^D^%l!96g zQf`0Wg*yfTal7dW=8CP}Ie}O-Zbj;YVd+Qezp_pI$0Rq5jC3)ako!4AyjO)ECsf@ywVkUCvy&L^DYbTiA zce41uKg?Qi!c?EOCf|_h*4NfwZUC83%Qj<*q$PW6mkz%d5^jz1cCZk_m>_b8H8h@) zN1>J0L4<%Snj^&_*_74#^d0*w(|gp99q*mKkdrLLF~qVn9(hjy-P-{PxVI4Z1{<|i z_eP~K*#n-oun3OFo*X}QKK~w~_7sD5Wo}uSbXtUmD7+>L^V!f>z-X=k3Fnj*d7(X=tB^Vt zULqZA%g@9!&)N|Aydc^q(4wYT(*`JGtfhKT$gbSi(5HW*Y%~9#4-?ukIT>$%5nN|H zCM18IfqtQnPS&$IvOrmvJ4Uqt?!~5&l3_@o>oidkd=KCUpbguntDt;#&gzK7XW5nR z2H@fDFxIef&+-&om#S+Mj^rCKww#<`KD|V`HM*$~mOFdvK5qD5_8r6;iXjQD2|~i; zzz!c9LsBh=hRQ#F+eajv$R^OfP-4n&M}eK+{WapQKzqoNy1rQy+LtY$qGd*$=D)M3 z7+hU-ZP;eJI_eX+OY$akx{vQ(VArvg4Uw`vp+KgFhbHK9YDbc|` zkmKIH23~_hSIRSW@jsww-Hv6BmFfVPLeXPM%2#K=ORZCI*?50Qu}L#Y!gMMIJd#;O zy+Q-@a{h?_ANc6}1c%4QR)C)zt`y&W8-QMJ!ROUT++0C(x0nKHH=Ds~eU8C@4b?+` z4a-000;{kJFCw35sLNeJ$ELhdcmg9EibD8M(zuLD^3j&=T^dj1>QtnZ?jiN%-)= z{?3&!+G%tB;zl~od$-=)Oa3EZ&ooYIlxjWmgX*3JM5sxhZMmT25Pj)sCvK4qDU_g= zFi+4mP-$4|qZ49p=$h*!m!?D{@{gZ%D_g}Or(r}cOHNSal(rgc^01iX_2l*daug4( z+C?L|nX8@WQ!~5`R+T!9ND#5+=X0S<3GW$q_VV--gUX!5jyy~=bhki!B#_WLr8H*V z95jR=(U@vOHhi{z!AEy4uWP9@gP|Wy-jc&)>GXJP#O!HA^-;?PSPRnGuy*M)y3M^{ z*q|QgVC~RB&{~ch*r$!2r}796d(Hhv7yC-|#f-_`1m10+QXLyzq_hzlVp z!2UKTWY}s;!=*pfq*cd-86zh_yEf4xovxL`l)$@sS90r}@SED%g)7B^WL30ve*?@t3x>+j8n|XlgjggXZs6ykPyjAPZr=4NRp1) zWyI45MPQO*I5Sf}R)^!Xw)8L>T>1r0}M6Bu9bJ zA=#bp`7`td1EH(DXi>N79ed@Uy`+S!iM-}(nDhfKavf%Q;ik-M^}tULhvYyIB0S%f z9$?yY(M4?7>Lj7rUlSO>x>M5U*V*3EQL{Fu6&G!35RQ`!H$CSy8Bh!21rMQO>%N$3 zBIsjwfCdZSw)oQ_sRU_G=D$rb9K8g->8GfKib1o)X zVrNmLd_oaQXrvH(XjfqJ%Bm;dGS#Z?M^>dz`Y7rq0_ zY8^WFOpm5WAgZ^56&`8Z?xgz0oCvo_(E8wP?ZFbPX!8jJ_Ky-00{nFyn3`XRZ4{d` zQdbikS4TkTUh7|%UR{24|FPn%!<%5mU)Gm<`_`UPxA^WZMGY78H57x&P^FX*2Es># zNCVj7&29YNBj)ffepjX3fgQ^wLB{S(*0{@ty@gn@wRf8Dnag~Rq1 zTA~`mda70X2jav$L6dT=$!3*FXV2eH^&5oX6OKs9BHd}yX5n&%GHO@;@J-S%Esfv45?r7 zQBz@2C*;?-hk){qhJfGzUw0YQ+tBRfi}}uA*jLKZ7k{GXY(L6$`>J%6BtJVpVh(uETwTQicfBnCtK`?Ec%t_KElwpR4-E`xTRsc~JIQ1c#7?Z< zoNc;ajr_PANXkCsALV|ddC=L^1Y=`}B1Cbg|$TH#sB7?aUTRZ1EV$J zUmju|qL_ZwtvJ4mvtnhe(eBRQgl>m0snnG(3(nGkln=><3L3_s-$xO?opyn|r#C)s z%O>;{FROxyVTQ`CYY)V%yk|u30^(d#&4|AH(a+yvgw~N8T(e^e>MDzK@21?5JVmpQ ze2D*WR3SrlOk6fJuOB?g-HYoPMbCcO1q$s(Oqf}6YS|+p%v4|xG4XNuartt;BrQQ3 z{`@TcB?{RfA&B%#+Mc8;C$C@zzQ*BoFByVv=?x^e4w4tro&2h=NUDJD@6Hg$$>%Qy zl_ovZZ;gXW6s`a+dok(>2()LBvj~Y-sEhIiSFXE%wn5dg%t9QKLEq6k+PrV~=KBPb z40xuIK2**klGgWK;pJX&!})Op^SO1xJP{dd)8_ST%v8b z`1E)a(0#V&2d)0)GWN5y7w$wSu%^OFbo&PG><=(e@tnB|ANBQhthK;20AO)QF5OZR zpWU%|8RCW6E(;Jh(rW^A6ecqLL>y=g>uu{vU%l~EMz$=QUUqe@A`WgqSk;Kud8i=uU{16&a@ z&#!o~t&uHFr$n*kh}`9+j|B^+YRFRv7c_kjtK%&Q0jA5H#^p8usN|G;?q6K48~qOq)WDem$%uUYM-8pff-qW$pO!Oh%&j?K%m z;&rp1GWdiP`a}J(;pLl2Hjv92X9y5pk{$I2F0*z_zA?6R&wU)mZMuWtU`=n_rA1(x zjYRJHL&1k8Vh+0V`cg6cx=+Z%rPnhv@f$8V34u7TD0a=G8mi-zM`;-Ktkg%j{pQMZ zoY|@^&xsl*te6ElSCI*XUzPZKzX~QqGzEe!k>J1Tn!}52HceC`OdqzRHX?*Xs|@&_ z@JE}!_BN?M7C)S2-JkmhC7C({c3XM|7kJ3P%D!}mV*Sup&>=6y1frUIYL>+R+a~fo z16{Mgn%{91AGujp_O<~*(#*0={&VoOa&JT>BiItkZ>Vp7dLfOgPB=M!A*X(oiv!8z z7*As+4#I}>G_M~lzyqQ`+x6^?&d32@l3|lP)p{bQbQP(grV=&^@^2z$ z$B2fEW^ngm9VgcYsRbh>_~yHNPShF-irK8byT+_GC@F9UlCHH2A*hM~iOFVDW$Xu| z9vFrT*ehYGI90_7hZQ}xS?x&$iIWFfd-5~VQk;b~y2HS6oIg)5bO=Wa6fd|13Cj*?Z44Yoj@A}xu3?y^%tBxupS!qF|AcnXjx^f>XH9G`NuadmVSF$$s1@Q zL$KmQF&C3UWB@`YXlTXs)h3A%l+MSrK%ges^SPUu^mfQuMM5DNF-Uq-aY#U%LEc&+ zy{9v8)44;lroM6qjAgY~mI8uEX2c*6Ha(c*q%OU)|1ysunD(Y?5})nIoIg`wM@*t) zWzyA-O_v$Wr0;4l&n)2naoozQ^X774!GdH2>3pq@#wIF$rNMR69o$x6;ZAp2G@44M zr}Q1$jzi1MGLouJCpTb6y&M!z{@eftT*M(P$JD`gyjiH4Kf`ECUhhP|i;Q{^-AN(r zKxh|P&P_xqF#R7#rv=cQ4|_Y!^@~733IMnYU59p;$HUW`zi}=C$d3Jq1dqJtbJ#H>U+EoLgN-SwpJUws^gLN2|J>6sT5M;qvLESzo|TsmcjF_F|&ZaT2D}LAj76fEnc;iMREi9 zp^Mp{8O{JM`W*rq<=Obyg@gLb4;;^k|0zTDMGm)vyWXKeePO`9H}5g@7?if@*#Rao z*;JFvMXGI2cRj>ayvRlB01bh-7#R@6_B|zPN{Hx*)iD|TCOD*-NAPnuWW^tYwUrGi zqur0+OER&76%3YL{YYSu)asnM^ZcUiBZf=BLuwQUzAv%n%dfso0!PE}i(da|_hqgA zc&vz6g#1iL&VXHAPSRz6Y$fdIy$rJ5vO8JJ7dtqstkHKaCxJ7qcUDiH>uCPG!@$3T zgL}|0RDCI4XHag2l`3-^!i=&_X=^Z7xy`gN<+O!%QwD4?N>J3vIw$cBg(3XU7Pf@9 zOQl-$JK-i}XaI?tG|G79hdC8BdbFSF@6SfRW9R>^i|{IFXb31CUSxS?=?R3yS_mF} zH%SiboRa0>bj~tO_)Ku{G950xQx5}oMIiILh@=N)C&KV^sjUz+PVCMuH3yk;%WBGt zv$`W9D$JzKU>OoCX~}?8CngH`O6gRfF<1x>u4Q1Vc)nL+r|<{)9E%asQpCASd+l`K zkqb-qzVK6$elP5_NnW{|E3)RddIEEZuzkgnY$?gFc|SRdwp59I8Jn2>s|hR}ncE$8vss-Ss~4`v{smr?u(@T&FGR!FSzRk&ti%mnmvb z)G*)KS9HADInIhKPn?vS8A3wo`~23ZO|0x!-8BC7YWdy~DAJgR38gBK6`DneC6xg+ zwt~bV?#-lEQjF2wA6@T33*kzo1WTR)GH9v+;lSO-f#B>CYQJh~b;Oa`aGaaTp0S-4 zw{yshmbd{RI(2dI$I*CeVt_akHAJ|1*6)LmXJZs>6rrVH zJwj4EAy6`;V2Qj-E)fbvB=gy#y6Jbt@agq&Hudh>@V# zxVk1)cnn?-7Xl+JuD}sK0n2;gt2}B;%1mTX8~Ksx{0|o!!|ObGJTy!70|;0mbqn%K z3#9WoDjlCM-*^b00mVdk_(CMtgP~S$Qz+Flx~~oZB$^Nm9iZV@pKSU7)vZps{>Ewl zvT0R4A5M8vbVEUwVpk3`lX{7eGG><9P5x*b-lzh!+iD!y|1^SKB&1)reCXTg--#>W zM1+90r~UEsG78->U5_{;;x2ojysQT2Qh`)C}E2PfR z48c33Z5+(nrwDq~^iDUw{Pa&YAYgUOkURb47D&?47kPadvVd~VZCn{b`2<9;i)85N z&5N_A|6akI8ptm&-0*A|09&0^qYf(=>;tVyn&W1DKKxo(SYe z*f-FPm``^88E2Pj*D>~3wl%Pry1~!dI9=3uRR9zP8^uJ0Q5J)jrj|5|Gvy z8-Bp{z+HwC$#`T+T+NBY7$jZcSpN*Sk!V5->{v)^66TSC<21h=Kr{q1yJVad+4!5$ zmc_bdJo*p;i18z-ooCP`4eP)wLi^cFf+W!`z)1-rvM%Bo50t~#srwh1cUCt>OY4_{ zH_Pe&V8*jm_%!wYs&naB-xT3`YU^_iST4~{!NiS(0uYmlw)|f(iIz_U1W(6)Vqgt2 z=?6^vcyxz+_Ug34*xHJuEj?#Q;>u(zeFzfk0vOA{URtOF{gDPxO|#PzHzjCTm-Mvr zrG1(NwHsZ4njDk?3r{hQe_(mA;GmJP1pTGpeh!&*6peoRdkC78J__Sc4gdG;jj^J! z@KpIhh*`VxH(xy#7Usw|>}w_Wc66LfkLJqBFJ*OFHdeVXQhRhe`jt+8#*wTb@0L;< z_fVHtcP`}GQ=p;tmv`-{$iu!5v=wG4vjJRgKmqvZfH{dU^ z)n5d+@HA;PbpSL7^y5wVknHbqqn6fL&}II3mS#A=do-N2l3^y3qM;BRnS8i8I|`*F z;n0PQlRtP z#WCRMIAj%80#&7`Q|F2iZoy9{@!Bp)tD5Zt%8|+^N=Qm5tKX5kkmTmZIO@Q+5*VW> zugcs3>Q>&xSe{MBnz;2PdB>r$GO>_lY4GMN-TF-;^o1M0#sd6;2(nYCAMvMZ#@Z z;9T+qNRI_#fstnPH4T6f091!=<*LEUhRMjO7^GJ44>1tHWoHfO2v#A(G}NCP$$Y7p zM^dX(H@2jfhR%gZ{Y)^V};WzwYey*ZK4rmGF7;+p+eW zP#k#p{1bAn+s<#!cFfVWS$l#Rx=`}J!_8fYTXpa%g%j85wgLv2jl&>h+=3}543u?@ zVyTL_GvN3X=}W^q zpYy@&gwE-(k;eaWcJq+Wf^^mAfE~E02zQRRr*#*w_rdQ|TD;sUR3qsmFdl(C#@o!_ zJZI~n9ee1u6~)iNF3;C_zV}cmx6p7BzmPkBKj(l-0|@PxwYZC8S3o2?eDqXD&*uhk zzHU^u$FtUlZD_Sha_LInUyMN*jY`Xxp9`RrSyAZjSKF+4`xV@lK&DD*utJHPc8dUc ztf3^xngs_~dhVe&WmfQz5n~gx%_`0CEpbY6SB#B)a+R#)J657`MgxP7Qi3DUDxR&( zQv@KC?eYW89klk8^r zeQKas!)?>vh^TRxRzN@)D7zKdc*kOnTd%&MM82SqdlZ&pjzl9nq(GAv!}PiSp{#T? z0^cTAUGf7``0jm2ba-M9Ys)Ni+L`P+O?t!ft+%dG5_Y3}#;`_$P01+WAOH!72{oSC zUv=pgElg{F&R-Bs`@BO+11d*=`!hXG`a(D}hx|}l@Gd2Pu9BNpEB(h^4phc8+k4^At;wc^^Z9t!Kj@-sZ z)z}`6ScYo6+!L&fdhBbX1A|MSTT&0^s*F36gYM)!ZjuJfg|#6?Aor5kRmfk1Q1>+k zoneNMV{*DU4bQ-6AuEuVcM~3PZLsir2#T+$6fn^CLXh~I8DMcvP~`W}f}_db6Q6=g zM}?cg{Ge4vA~tl3^H`l^>sLQ^WcVF5hyT+_A~qNC6fGbm=lpGJK1<0zzN77j5B zc8W56j({EB6M6hn>sG%%e7i}t^17=|UjfeEjMH>$d9R9n-r@AA{s-6rj2C z&zXPbH8YcIvd@k8EJ62c0z3ISxsSi|J(O6VxL-{iBxW118;Df8)27L)OFrmKsuA{v zSv}N=Ok80Ot<%Z z^U1C#jq(!ov{oXQSMkc8vPqeuJuBC7)1vnlUYQhK?aO0?v4kM0g>EGDELi3e4K0G8 z_x`Mbk%#FfI4jtNnjE|3x z-6!h$*vA~V{=k-*kOHxm?Y308TygL#?{`{qlJt9}jlmQ+;VL_Klf2IPi1`Ce-bL5< zJBB+L8Nl$3bAHS$OlNIcp$VgvZJePgDs~*SNL@YY%G#DH$8)__G_88kPauboKx!lW zrjIbfE*eo!znzsrHt_Yb?k@y)78YIrZS3<1R)LE^$s3wlmKj&PysdXAX2~;Y)NGC- znxQbi_%kbs`5%G?5u#ldlMEjpv<=b@<$}PpM3t3M3kxWBI!VOlAln1h>NN?Z7UkW5 z{hsiIqI$lp-tbO9!>tAgrj7m8X+0BVO8GzaSUL^NOx1rnZ zSMW*ay(;1UwV=T>Z)gLIV#+8PnGhC%B6nd^oVp3t>iA7j_xW>wa#K|d!+TCB#EHcW z9uD6~<_U<17?bXq8zHUhpVMJ=d>o!G>>FPzONZk%PxW0I_8JwKP`;(!IwN<-F2bEO z5Z{EF4=F_%7t0M@z;4MwzD9v?U0Cvpf1_Nev)UIY&Ec1j#fB7U&-?wP_PqKa1#L=@ z_d1kD7pif@HjeVuZq(HljaB6dUvJ*ep;q_jg73j4#p*)tlT^z}xuK|G_sm-KyKeyw1G-G9f&Bmt<6Ra`)Gi?Y1oz5W; zMba}&Z?7mzTvnS%XrBRsoDfHfNyIo*Tt6vs!yS~PR6M+rB&Hu0@H&|`y~_HuvlANj zYYs+?83FRL>Xc!2TP8+uIF!fStZ6l^qYHlJMwF?FpJ1vcD;Kh&yKhKfNRHo^#7|g! z-pl!%mx481cz(w>#$V&`0+-YOH#k#Gf&bRj9(L$|W@cizKE8kVZ8#j0azrW!?x)As z9nyb~2bwZmlbJ+VScxbKw8rz?JF)y9uh0gfCh5DLV&U@d8Sf7s!P%B!Z+!*oP3hky znXi%8t00YwU#IX6Ts|QA!S2|qddk>Atc10-qPIf1*GYH_WU98hf;eso^wF7>K|a@i3ocEf9Yj7>qC{K3yf`%hRn5KkF`)J&mdb|DDxU|mkt855 zdMACuu6^*sY=mJ+mH(OWT9aTK3>DCV{Y(iEMz54vO{brW z4rLczj1xX}lv{t_qhi7cr`MnP@x9cEY3oHN88+X0`{Dnk4jRU^F6Vo9>a}tU<*(3R zF5D$fXF}amIpDumIUoQaOI67b5HaNiDw1(Q1;aiM4DB%`K+tu^MWSdaD`d8Oi2TR|$~8x7V_scrNIT z49_zKj40JAG>TVR4S)Y9>iAo~swwBC`NrcBZfSl$9wk5m4pLLg+VYuErR(-++*0uYzA8jE{wvn%EMmgMp7|EorI}X=)1+nzA0S0(@PX8Y`V2*ys2U{Tv8x1eD_ZT^rnG|!ekS*)b56GMuI1MNCj|RMD`7)>B?z-0Nr{J6eD_e#%q)E1@tBZv*3S0^9 zSYWs(^K2!F&jG@j!&!-!83zS8*7BG8j266)Si;#Yxo_-^2BeTfCdSo;qi_&4gr`)N zbkhkciZK))vJ*o>@m)$Sn)S=@Xe}6;wQjxmPcy5OX{0iQs#hI%3{l z`P29>Mb;>DTZ(BIPanujVqkV(rpOIb3NN+_pVGj@`pp%9wqsExJLJ-|`?F)D2p0Kh ze%XbPGzu$VX8vQDGecSVkW1s*b}p!_*rrx_;dH4^CQ|T(_c4Kl#G=+>O?_eiENfrY zHi}F&CHWBMIlK^#XERC~-Iq&0i<_duy9b6X$%C?lLMy&X5r}g%`$+OxW9z;49}LcN zVyA`KMHig37&gxfJ3?*H1dv2Zx&j(_h%WXxLSI!niB@^zu5OsJaY0d?Vk**tQG4!U z@a?aGzyY+QSU_0@k;9QVb&;dS__`nk1X7flpC6j}acM%4`SOC1z{H)qS?YcjO~LYF z(*7xv;S})iZD{!h$SS+@gHrg#e(fDrhS7)D$?QRIc(p{eTiEe*FRvuo&>~8q)M>j*t0YFM42)iQ ztr?rHBzhBgciMkBOqp2|e0QgR$3Mxo!+XkM08+-I~`hqI5tJT35l}IRgruzUX(a3?o2W&*bH*yti;^e7#-{826cWJCrAx z-Btbi#`lS>!ESydp#K3ZTHC9>YlPJa0hUE!hMK3Ti;Js!dDqb?mNrY(&6ery7N0*q zTte2VNGcYxEv4n&{cuN)0+m|^9bQHM`-^pZKoo1}qF%$bnM755$%GLld2{3or!46# z_QT|}stm80ZGSw7LX`c2(AJ3#xGn$nO>z^AuRlxv_~9A7x#zL&`hUELS&!uBj*E`2 zfRzRB;t)Z8UW?_ZMQd?ysejploK%zB+nh#RxM##%4Xq>Hcr__Mcjc5jzrf$6Alzm|x8G`QUzNf?E(clSgSywD-%3AQ@WiqEjU!ta_!qT98ifyc947&h2 zE!B&EwSF}ehr`krr-$FdeAa0CBeVaD^qUX&*$lu=r}wm0fTcv<%Mx!ESLL=StiX~Fi-)CtsWxCGFAJsafZ@PZP(uoN*bez>A z(OErZENV{!d2r}8$&VF>cTIje(gTu)NESrG&dE7Tgl2@7*D?n~MuF&^ijA4%A)?DB zV8cnlFpvhxJ%D&0$-K&bK>LY=o!)deqi&YrO836++-2Sa@wR?P0<{RC0^C^G)`VC8 zPjB!wf*k+ETRyW4Z&%f%?^tzY)@$MrgS`Y+#YxyMKWyEOiQX1dSUA)-OYv0HL2fB< zqpEunPa>K?je+-IglW6jY-|=6K~vRdhB{D?9gujmG`Ng!JV%9e?Ob{&rhWhsDHyoQ zLokF82siH(!VoyV;XpAv`kap?r(3X%9u2}}&X zGX>ns#{zAfu^84|&&eHx%Ecx(6)nr}p(uTX%gsJM6q*j}Su}fTs1H}q7-~H^COclH zv7)T<^Hl^6B4YS;y!!2#{a3a{EC}UXW=XJY4!0+?3FJ7wy-{3v!EPG8Upz_!^<1Tp z&ofPC#8vm-V*Z$8Cf{Nu0j3>@3wF$G2qr>M^c$veh~7;xtMI?mG44euvA&`L;XIyy zV5y75*GPVlS{Z4&3R*u%Ha+Fu`q;e11Z-1xxTT~SsbFpZSxux zp;^08LmT+t`ad@Q|F6V^87=sNA`9rvT-)944QTgA6B)`HZd(x-0(|kul8m*4B~b(M zxHZ)Zd|(Bp&g~I(EukR*JwU?0ZmM&>VxzmD(ah?)LZqSt*yKm7nhnXX*@HiV5aD>Z zKHq_bE-?&-awjAV>D_4TcG(xOtc@@O4)iw1k&#{PVvfKV1}S-~}%_ za*EZi!8ckOYpgCt$2XBF`C>rLS|(TSsef%Oib=^VS&^vWE2ueZKK=Czy8+YT4YBD} zIigtk8gc&EHlpUDGu7Q-I5m7#tH*ygHiHAPYOR$S0$Xr5NkJ?wJ0z@WsqbE0OhB-g zzP+MDIgmm?074wpPt3vK4A}{dW&zBv2NK#27}Mh1UHu?%j#*RTQ^h2bTUX#cLx7d! zLRx`I%F-f19dNDV1wZu(^%BLf^u3~j0P>v|UOzCe{5sk5^NNpyJAl$LTXgRq4S$Sp zP52V^E6!|cnxm)l(q;`-9iyh9@Jy!L-3LL3t&hSL>3v0?P5usHOlRpjcj4g;F7cjv z9f8*H%8Mc*`+U|X$38LoZ9u;P?FlHyd-lx-B-i>a=Sa*4zK&J9VZ(4Z7+CX2r#caM z+)NEYHn|8={yN#^s1fR-+`1pQ)j6C%eWu008=Ooxm72B*!i;%x9qFdynmFZTk2(?_ zm{AW@b^Phlrw5M;L8}YfHGW#?D@`MLzGJcA2KuWBLhwPv8<51A;pce*f1AkTK>BqX zw=O7ybgM7ezGPmC;2`NbmLS$Cx`zqd+DVf??q0u#SA@v|!YC5!^ifmD#d5P45MId3 zWzB`Vm!NG@r;d$7Fqz>-Jw(<20t#!ZOG@V*q$}>C>L+Pu-y_t2L!9ua@s?|>BAw-g z7Vxs!evHmeH3!1?kVz}6TjE27rj}!wd3?1M=li%Ut7?M;Kkn8CVn>In^Li&Lwqol7)?e zRZkI86)mDW|H(Pxgm0RQ`aqv5!}w$z<$$bQ)l-*5s|EGYWPN@esKvuk$5E`?1CS?>GhGlHg-pC z+;du9x!UTtWC`=Zlx&YfL$g?a=6Nngo7&Xp_2`o2;|}D#qKd##$&#Z!03oinyb)lS zi+v#GU4QA6hG#HSN*{?P=b5S??R3hVx2$18wfkjj_OyyC*g*5+2>m$;SuUv{v06@& z6(g&ao{+nY=3)+Wc7Oo(9=3Srp;~qS)e&iDU|7~eg2`ovsD1yRDG0%Z3*AN!0|!jj z?UIRX5F3Op?Qh%cp=w#0GC%o+Lz^3s^*7C+;o6Ja9Dicx)KC_WkPr`!sbYIGaoj2M zHmHpZPs|5#2IWa)SIR^zx;pHQlMzE?L0yRVzIQBE-7K34dNLmNn+4C3xC>+%iDfag zeZE1)Q31|WJ{5}6!`i!K2?GqRTfQr^j6Y;TuZXt3KFYGrU;0*GJw7}E>*rQjO3bSu&;7uYcKl6;0)$@A3;KnbZX^nq z7g1| zuF0&OzTX3ILYe=lU(Bd@TCo)GjPqG!JVM8OxCt6c`q{z)<$Lmf_KWk)L58i1 zLWeFGq!a8Z(9Ye1QN=n@oT_23h^(^j|I^)zDMpQQIHAwuKGr9Zk-|L>wX#`-6v;|h zd((za2`{`T?0AOvCAnpELPQ#!L*+L{3hhD^NIL|-`iSVg7M}jml)1hbu7OdN_{BoZ zUbC-lOmoL4@l9&{aGyG?nF9XJE%_XcAoBmL46K@UZC?u=rBwld^TN@?IF2Tjv zwSF7d%*HFN!VhLm@LcShIS+;Kr^ij8N2)Bhd6lf zPec9ghh~yn8W8$!80m!6l?{)S4s2XQp4>^9bdnLAgsh&4!IJI#X?VUuF0f3wGJymP zNexq}JY*a~;zEkksWbXP67pETCB?%P7+aGkVAylADBgO2= zy>qcyadk#*zT6GLuczGXyFpW@5kGrOe3pxIhb)OA=9coob(Vm3gXaJprdm$xbg$j% zqp1%O&rSOlut(bF9XOsc$I7TL!_VIqN-H~MY7=MwB@xOu97n0KYS>U42Qbz;nb`*+m5(G7~)3b zI}aJ&;*_8Pa|LPeMsqKJvkHzNpztL2<*P|loLxgL+RfyOt}M%-keS2xpCG$SP_L2d zG>5pZR%MNpB-WlC-jL=#bSR1nNN)i; z=uJ$~6xS=du=X@`2%5;S&Ruj{^Q?*^D7i^yJ%$H0I6i z5v2cW8Dtqh3Qe^|*hSCxLJ*kaDfPN?cN;UiT4@`)u&sEpJ~9zzfwP<&@=lF#Gj~x9ns0=gAj9h9ig#6#yAQFA-EhHpfR`ne)hv}x6 zXgbe^97-BCM>e{cBr0Tvv%m{9MboQ8TQ3w;D}Up6aE%rIO(9uz99C!09&HGO+iZviAnHC;AVi&hoJ_XXRLPzkYn9(8hJ-C`6D3 zreEany0LfE!U2CE_$P|JWd`3#WpM&`*40jVXkGGT`uacUDWoZv8qbHP(=)2RQKX<`bji9n1@pm zGo9{Sjix;$IEIJ9SH#tuJs6T#FU|9TmKSXo{Up;v6;3TvE8?uzUB}2#Zgy9aZW6Z% zOBucJ(FqwhBKx3*d1(M08@JHa$>Q>cGL~)hIdh7-^G=qx#CyM!2t%El4bJ(j6yk?H zu2w=`K*<8FnFGBlz*X3=5mBhcVMU;u#+r$kWCrSS&`m`-3SVv483+M86wY^)SU0+s z9UZ2Eg?x9wz?5Lh(h-)kq9QD}urPqu5?nF?awVm6C;!1mWDjHYNMiNq(D952U9%b8#Ndx)vC7vjgitz|G(z-jb9_sFWh>u)2qZ*=6X2OAff* zOD^P_+1M$y>YNN!-8c4X&*#PE6fX8%bPew_5A7+|yE-SoymTWF8aaePubmKEEtD)v zVdyV88UnsWuu(@l6P4DJYiZ4SgFO?a0u1YlD86U!3oRz0dv3?;a**f-+H}-u8nq?kYw;}jbp3t{ zz{1Hq)H~JhpCg=>LAxtgf$V0@E)kak6sUk(CFo^n{Sp!eSugGg#_N;;Li=Se4Tl4? zLnicf0o{dfHqgGHM7B}>PQhdLExk&TdPj21%xK+EU<#!24JXH9q(b2K#Q)dQ7C@y6 zCR|X)VzGNf?WGit{X0f+NwjeQp3_xE(M#UrYT5!r@3bBH!FJ@B&Ea=*CA5S%nSm-J zwhYN2fB=#devQs$1A4n0n)(!mjpVO#>>5X7om$lvBk`uE_?~0P(~?03V!n7$dcu)_ zbEgMP@))}Cf!+s$^WR}mi{t9v#i(G{9Xs+sn;=BiE;EH%i)P#QoK`kXaiZWtj zS81Xvs@3`EM0cXU+-gfD!>K1c5ah%0oSe*SFbYHyEv*AyM#Hg-@I)rRD8|GVE=j3; zG9&K-q;Z2|fu3Vv->5IeXE4Buy(@HCmB7Tyz6(alTS;K;x(6)kv~}b_ivx&e@k*uv zFGI*fAI2?pd=<6q(NW5n%nbWakbx#q1fwY$Y&Upyv}TG41k6D0=;oM7VbO*L?#D&y z8XTG%f0h1rvm=+6*NeCEzHtpmpw-!!2`HKIXYFPv_zLVCapQ_=sk&a6w$}5 zhbat3@$Mlj%=2w`L-VdK4l78q547ie!zK?`YFmA_X5DUj)_!g`TsvCjrFEb}Tmw{k zBm+1@-cxM0Rb~P}rbJKFLM4}xo^G$@oW@$j&fz(hEpLN`5L)^)+=V{Fvn8*iIjjN5 zkM#?DT?#jE%dn@6b86t;)(Y_^i8c@-xHY{7fE~+zt6#)aqq&H3<4Ki3;6-H5wEK=P z!#jYDFMY*c;+!I&8RSGMWVgtK^e)8<=E*%0B9B?VeJ|$)`-svqp%|^J!j|BGP31R7 zmBM$-=K@ZpB3h3xnke_Gke*grs_oMKAkO3jN3`ja(l%k$C=T>SGMh{IJ@2udbxvC! z-u!%4b@=be;)#*TlRuTpS3=&eBnubBARx1~V{z5|L3`_V;>#B$W>y4~HGB3Mo<^%c zgMqC~|md>y=S57V|@FgAlEQVEk;VBZs&-8qL5Uv&% z8+US5T6s(MP8!~uK=Q)973FL>6nNKpaRaa&InbMj58U*zB3H3`L&BpBP%AR^0IxMD zm92`@-#eVEsAJdtqayG{Pe^@EWuyQRi%We@dSh!IAwlSF;G}a+#10g>Hg^?cHC4ms z|5I?WW7yppZIB%Kmuyj*_GHuvume%fN>-k*oWy-raPn|RuFeRk_VKWR-C?dObD}obcgotZ|#CG^2C?bVMKZivLMz%J-@u)j1l^6;F%u z&WXT-5r<-XfA`btu}-yOVOPuEW_>FsE&=xarx_;hMC~&E&|<_iej^9s&Ss|SO85G7 zayZ4M{ksq2DSJ8;^eutfR8O+@lK__3mkzjKWcp~^Kxc?hAdP1i&eNuMyJ=~^zy4hC z_Pd1uF-gn3ObZUOnRLZgJ#^xK|0tI1Hy+kwr?>H%;)+SYGt%#O?tE+X^M5=k>QH0$ z;#6ANGAdZLwJ1UaNeaNA%5DcD$`;`4XdP4^UAxZ7-^91|EY(-F307_SC|x(F1R#;9Ylb<{p2y7Au9M))9|zWDBxgFu;uPF z+zS~23CEb;E)1v@?itcohgW78dAAT_-(XCW`&Rn?`7wLx-!^GhIeFXis;SxVg!_r#VAQJu$kiUr2z3V0m-7fqbc*5xhx|!_a&co?;rC60Xz}!5Kb%J`&jSA z{PyWEUBGK&`NRqsgyn@Esg6cxD72XHV=lFcH!;bzExU??Buz85dAg)q9= z(|%3PWc?}3g@(ahr<)Cjc)j5|c_!mn^SIpJ8N~#-`w!2tf6K7X($uHvvfAu=VFTBb z+`(BNpj_KA{3yOukqgYyFx_bNo_U<~<`S28jCHz1^XI&xbIm~X-KTOVnEw3sEKjfMY?YoHk+ z)7a|6ZgqQ02e4cYaSP|VR}-YkrQv0I9`AIWmQ%u)VmaGiEGb1)+(@AM+tt?*XDqmU zEb>#&`~`O`ce9>%zei|hrk&di`I!d~;FT`App(1}u^csU?{y?VIyrn_?!j?sbdBV2Vn0%EoyjlKcjP18Z8kP+RgzjQBWt6!SXuXQ zW}#t_Vw6ya&A~2_34-1$R5$gr;|Qic>vZ!z^=t2w<#fFf>qBmH%?8%U)KjGI(P>+t z$1?4zn=l*el>4|uru~jBFY2237;3Ol(nw}rH3G^LHWyLaL8q|82S5#b8@nrQYBu#N z@ZjilPg@{u(JaF<_Y`D_f%Eu9fhy(n1X7aY)wgv?&BJdE++g_l-ObAT1)mqx&)GfXe(@gSr*^hVefQS7 z=V9^S040Vd&v`C{1D%l2K$2o+t?out~nI47xbb;Uzp-A*VwY+8h8rC8fq!asRK9 zuGaORJQuH~Js9%A?ywex1w5nbijL+kKp!JM^^M0-7xe<{E0*iIw3ct;TijosP8vgn zLGyb=F`Ona@ck$ZB}@SNn$73N^p;w*bV1)?0vw$@g7(13>W!u}2pHxH=QO`S7DA?6!yY1)xDF5h0l` zjWb%XZ-Mp0jeefdxv9u!Jh){qd-FvqQ^C2YyG#k&0*AR~C6->r8eVX{hG^fi^H;Jj zRGtjhQ)2{KgoTH$C#G0B+~M9iamod#6Uv*sjIwHpyoLO+nM$_B)<0(r&{nB;Pm`Sb z*Z+?FOozvv7S|X_O&a`EN07zqcxlF(we*>q%Unt*M9sTflaH3&yl5F32sHxy$?0Aa zhO`5L5Yvf>zXtx6BoEK;lQkxZl$}|y1b|AGS2&4Ps#ZlKy?BL zt-&0Wk7IILCe==H83npdzPP*sdPJ6Ti*MpNmj37mqX|O(Ml0Q~Wjr-uT)y_RKed_{ zRhh;5;doBLq*6lj=@(ksUkpFB?G-L9_BZTD{Ajbka16ETf-!tb@pqMfg3}9mGKR)Z z!1@=`ya=RmGhIz2qq^_POde9V?yPDUi849^wvkTIBiA`C!UZN$-gz87lecENq2q%>o0+#%=%n-()g_*&$$6`jQi?Gz9h zLvM>67V~^WUrt}aw=f+V92VZcQ&-6q8ZHn2ujpW9vUP6&I{@(}4R>GIS87!>ix>jA z1UggwLQdu#_7a?iz2@V6^YoMF*_1zdWBIDZfF(UabL<84jz9^j()^yru=94n5^5Xg znYjmC;v?rA*Pks!#zfOnB`Umv%6_WBs&41tGnpA#;yy=E5e%`3PPXyH zvv-03NYU#t`PK*)q`AWbZtOGrVyiAmVL|8LeaKDgMhYgGp{6xyatljQGcdElulg9V zqp`A8nK6nAW%`pd%{^x;%Pfzs{MS9==x`5MPD$w-15zNqJKUm}V-LOHF&J(EWK}%^^jG)KYR|f-Yenpiod*w(Z zI^qKd8@IXAyW7GlC)33eB28g~*w!N!zK~L^3GU<22_ij+x98^&=x-$3bnX_xW=_6S zaTQ1CFObdEUu6B-9^Eqw@`jOvI%P$5+^4bcsr_)}&k1tw-<7Y`Ow1}@V%Fx5!HY5! zOf56d$KA&<=Tc5~t?pmQd+88UFj6LQ>c!f`VVZ1$J>gvo%e5TVgG+WcMXhOhCy|AX zjuc0*3rz{C6t9=+JjQ-}W~V$fmvPX#mSb#}RknJM)(jPBjF&gKQJ(?O^v+PMnHKF_cQN)tBRosOC!SRMJR5R{F+E*nC#?W^kKnbJ6jeMMBAuZjHs}zebu5FoLn= z2J%}>)`W7@&j3gvd8j>dP-{x&-?QCBKx6xx7j&YcLY9^+GW=(2!bf%G7H704-HaqG zX#+d>=H1TdI^&V(%Fzh_=bJ1apdq;Uoc>MQ@CxMr_X!cY?iWJnpLUB=&0JSnV0o*d zeb#s)?RPJgl23&3199Zei{c<*Y&-{}c-xV4YH}WH)kan{Kjn~X+rv9__0;Xf_&h9< zmWw|}s?BNC@3MGIhM;hDPs+h4s5(ZFjqfveTT~5@XZU+D*AeLp1nHyz`Weaun(|ca z&iK%8s^?zL-e($P-DiCq5S#J*IZ)GRpyjPzp;;xbcZj9Y(bQ_kMsJyjy3%sm_d--%6&zt zcqq2kVnrSy#ssI-w1j??f^Exze=Umdkb(A8^z=ReoYD(^Q?`4+e?w$NeP(eth0Ny{ zN`9zEo!_T{iUo*Vyn!3V@W0eo)0QiupS7MHE*-sG56c<}R@x!u_-@Uv7}y6q1XL47 z@?z4{5e0;U0-9AQ-)VSH&1P2X0xj&#l%f+@+G!F>SS~+0Dq|JGne(`pt7RR$IAWH8 zl~i?owP{ovol*2gJw|#6^GD97Gct3Tb=4RJ{XixX9^&-9c6-V}&WrSQ&-odxYX+YK0SoWv@DRet^4uHX+SYMkPdC@|y* z;#B0CDJOzIGo)20uSCC)CgXD>TGu{mN6Jm<3VN7&3v(j9U&vYKjapkM#7J)?wbua~ zdGMMwV3Py=8ls_c0TAyb7Abn4;P`=5KS!=UD;hxMP?h0}rp;|!-|mZMpw@8r>y6sp z<~z$%F>;wwb7{1X%j?B(r+j!xW=}FMt4~b12kcn`i_hSj8^5TNRoZ2raS5Us|$UCAWguNj#KU&9CYSnjhOsSc$ny0 zDg3aTDXlEbDxZ4yV-txSW|}zkPVYX}Pyxk*0~DitorNZ4Cyh4ylVPh8K|(;L8JB)Lj$>npQLRV?;S$VkrMPX(Rn}+ z{4}{@XvI!mjBA80*iy3H_cbcHq;AkrofQJ@$0^f;8xb>UR@GXV;<+))1$5|w+|BWOE|WMinr0Yy)6U7+@O1{85{7%&2J z;Ps?Ls~g1b*cZ~<+|>#a5-;nY4f?92;Ut`u*p{&$N0)@VuDU=Q&od7OI;<4=f`pyj;E^2Zgs?vPQ#b&_l(E)}%Iq9KN zQfBH!ySwRC=p*^`U3WbiSh!_T2pWnC*FZ{F1Xe@@&OA0$=C^9>fqofR`+7v_`W-Jv z@x0BI^FexI zii^7BHNkL-Am@Xv^Q;^sbaH`)Mz}8Iyo@2!)h6+?UnZ1apa+b~WMj}^@8=5cS zb)eCN?R>wr%VfE2x;rAZEx^98sVstolD_1IgL1K|23`eM-26{wb0#~8Qr!-bI@V(s zMwAMa_d*lHZaPvvn_rYV=3*1#_NC(tph52^#JBl$*o{2V2n%Za%RadfHi!XP z+8l{k9%sxqB)Etw$oW`wM770D6m{fJYtchNmgjc5C>H3{I7% zBtTmq(vq?HWV$coyxzrdh>RfukbKd}`4Y&7=P;9O5zi=xCs-k4#z#)FD-XcbtktFC z7fp?^w_iW|7)I^K^>l!B2cv+m7p&ojO%dN?{;EQKkZ~eM?9uZO~bEt1ae|Du?BPq@yv0gI&sr` zpx&j8#P)Yjsqxf5xiZz&kOc2@4*N}MFHvouAlmAX^0QSn-E^O2;e+E{HOxmjf?ElI zf007i?E4rFaYmcLM~8znPz``xO81t)A@n0_CUFWAij*N#Vgme_%R{K3XDid#ujL)5 z-w}!~=b*IE-qB*6Ot9fX{iV(dIDk#!CBpv3{LtB6S)`dN3sK>6r*uZrKhxHMVtaw4 z)^;U+AL-KH;SKtqh#Sh@yYF3>bTU$E^Dein!66M77gWc1*>!9{^Sz`8GPLJ~In}iA zrrAVf-a;}AZBXtUSuFxC%d2m3o(Zj2Tz+v2xkfZRz50d!s;CH!ieB|keUZF(($4Ya z{4=HwKdT&=?B`JU#TQayRPN4>weOL<^mH8s?6ZhWS<=nJ^&KX0@OHLQ|AN z;hz<{A8IR8d$lTvme42nmC?=)p&%xVUw!UPsPR7!Rh;I+qxebF|5-!88^FEL;wq)% ziVTHk!VMQSj&Y5pC7j`5nlo9>#nHuxzq9H-UH(PFfqQ!j)g}rWL*-IS9;R+25XF!K z1y5i)|Jk4XAvHZozVy#@6rSQ%kteHW1w%r9F3aEZoel+;|553$BT1~C0yX5yf0XeZ zIw2-1RcTXXa-oMII5VPvX9BImyi-Hv0nnjl4Mo~tFZvvw>vW*ui7{K?m*%$lK@0*7 zi4AcwiD>7I#l)}?leI@xho{mYRNf<}#u_qjX1bH1Wa7dokua!Fd%j7^G$N4=oW)|j zb*U#2yI{2Mh!zy}pk!*#JjeomQ`Lre!|zt5i^4qZ>=E5OYT1i)$Uqq1c>uY(#NoM3 zjDj>hO{^}3PJkqy2Bx1p**u*t*NqjReV0}jH!JY$!%XXFlg(2fkd*@;6&;|%)m zPLVezWe6D_poL3wv|>qc1;0A!n+|* zl=bOqVEpaB&x#Mh)O{c;86CQw39&F+`#%+ihp$|Yr>CR+2P98eOW)`}5@#0re4KCZ zw}bfE9AIb>y48gvLKyM%o$PG`$!YD#hoIR~ORghsX?FZac^x%vI)xB+h)Ozw- zozAhaae@t!+q7t@i0cA}4!B?h#F);J-OktGE2fXSQju|Rv7Qe9r=oP*D9$2P8ug;p zD-EOaWM5K<4R4KHmE`&4pDOE$s>KCzr)zii14B!df8d?f5GX zmCDinGFq|;P{t|!V$-h zmf|^1Gc!Py0Q!}kTndpS8_AfB_M(mfx)a+uX=mfGjEKyr6_;&^K>n*q6Go^WNPSVj zFs`^tM_kX7R}<|&0UYY0wGEhoS$JhT6@KH_uTT8jG`b4cq?7Mw(O0nw$Q=w>?8g*Z z;sQP`Ac%Hfxd>Tq=f zqwpEIXLXhc~OvQyVRFBjC70E{uWQh1%A&OJ-A;lELGhU&V1lD(y&$9G*k(YeLM zN7{TWuL~Cc&lj&P!tUOo@9B+%FKG*drsGZa(zheo@V58*fQ-9BandY@P6u<^F-}Yp zylQCI7vnBDy!KB!I=UXLkqm5iNUx>9&Oj-#Wz5ms;7g79OfNi~j-OZ(=S<1yfoP|3 z+Qo}$CGPnu=t$uvF16Ovgd-suA0EE(v}U`2XyP#2xUuI?Yw||phMfu=8?#el(k7wq zHCJ_WxXlf2*FB=y-V5grYyVE&E$aGYgjA{}B8l8tlu5BWCO#6Y1^>A>%v4FYXwexyzFy|=Ux?!yPuuW zfuF2^KkOfx=~l~_f0A7Ae! zk;&j@(1jX#9AnJVCrzI1%A8T0{g*QeL3cDTI(F7o+*Y7}t#i4Eo+M9bwS)4WHjun| zAoE?Dz6KvKXLAl`#7Vr`bH$LyUMjaZ?9~YQjKAsFLXj`M8zaB_Ei1K7Al4#0^p*UJ z?WX96gR4wXvf4hj#uRbwF&vqja<#G)@N&$gn4k#K9{||US*ibajq;ti9QNtZMl%tF z8E-d0bq}yGqq*+N>$aC^IAB@Ow9y|Dp(hC&YyNSEpVAVDn+WQpl_OMxoD)U6dU@&_ z4iN!OtCoSNbqQwHLa$9lrl%mSisiI!bD!%3yc)&{?zmh~|l`oduo%g&) z%4rS~a@lI&7ThvN{HZ#4iLM&o-aGM895z+!-ZM~1+cgeoD}sukd{i~O!%hJS^SPaK zy3G~E<(l)n4^CSQ@lpz}K9^$=l01(IOthvKhKaHfr$F7Z+U{sKTvM3{W?%wsn%7fJ zgMoel$Os7~tth|*U5vauP_L}oaCgHh&niMIIYV=mK-v)sU++o(S9Z3F|<-E*2D@)};F>vS$Tn7KX--|bi7Id(5{xzJ}H~l$9FJImASu-J5^u&RqI5Fp0NXa+u+BtU_fsF#O{yo4x8{hN9 zX&Pi=B;Y7FbVj34hAa8o;>R^+qQ-<41<9ERgyeT*uG8yvtjpgdH6OwX13ihbfH;A? zjrpH?S{pQf=Ec^ZyhO^|$E37#fBU~?tBc(LizIEO(*^-~6M!^CaP1X2HQuvNzP&ke zWcZULBMy|#aEBgJ-iUo(4dEa@@lJn)5S!CRR#H!K3XPO?D&MbUat1&SL~dPk8k8b$ z9ly;B4u-IB<5r^+EaepHIbW@|)E5mSRi!?&^Flh9SP<}zAN;G||7=Ia8Qk0nzexrA z+2j7>oU(%>8QYY{=@6hH)3Y?TK?{*H#!!aGO8i1q7xe)@&67L6%3cXUtrB|A0N~Aj z{nFz)&PxB>6vtCrLIIx?lxKPHDLT0R_yfA`RN$Nq06OPL)k&iq!%zRiyoJ@Y#((Qy z+mTnJiLHxlSQ~Paz!#?c!D=S{}9qg~tKgHPTPMVle{+K?c`WXP9T`sy@)9 zA*F<1d|8LpJ!>EckosKnD+vn}6aIzcgNvtYdyP{C)p}XPH2)0n{dHZv*UTxnz_&V% zV^?H7w7=Hbqi7)r5&YZSyyoo#dK@Ebi>o*vU{ibu^re-;M%V*S7p9J2sBcI;OfYIM zTcI47ae&Z*yMc8G{0kC*fMhmv#4#VrO3^vlfIyS}FQ$(L@G*g@^tu^K`G1dC{_0gu z8}?G4CHlD%^E+Q|by0Q-H z-I?+{jP_JiZ&W!uNvI)uYIA98A9D+dWP^|%mA^@en~jaO1=os0-W28EK_ld@u{auI zKt=AO<@@23DIxJ)%QBn<%wkYgqgtslJ^b~#^Kn&C?DJGa``<`;Jb&io`5q3t>il7IIJrtr27?-WKy$``d&ceM}g_oE8Xt zNoyWUj!|vm;#5yg+4T=mL0x+yf2%A&yvvUqHB>P(&u6?qXB^AC9a)+d z)Nq9S3N#7uX+O808(y;Q#AxUdkm&DnOCHfP;*|N}5h`K!B130@rt|AvPFrRVzM+I; zg$A^E#etpg`h`=49}29qnkYI&^t~r_7tdkWi!6B@_`w}(@ciy%he^dJ!S^wNy}VdY z-1S-l^_$(ZZhIg9*=y0*8{higjbEuQ7|5jD!zF501G{nM#(3352%aTfVz!mOLZ$m| z^^Za&?a>T&ra^G-S){~^fn$&1**+&3Di!sjjpXpBdFiN|(Cfg!wW|^Bf*5_B~I7g?9 zW{6mbFPceI_QTKv%mXLZ`pL$kC^{?l4y!&$py~H`@T#){THptEPh&Ex|3?;$Qnieo z*lu`(cAIW_woxvn0vAuWJWh%eUx= z{AHs?;HUPp6BEMAc^%U} zo@y9QjW%X-2R)mkTnnkLpII{rMqMm#;$#&`Z|>6fbm7_CI3?v6m9TYZv7XnD6$f50-4_-IpvA7=|Z4sWk zJ-P1lZj9N?Ev(|4ZLhi8-e2Qm&OJdZ4JI`+Yn`uqB5vhF0ev0zWB!Oq$A$_oUR}5l(D%0M;ae81iOu5=P{4F3R*DMl z4VSRn!ovBm8v(btqc@G^E`21zG>_@s1sPkTrY+F)>?)w^r6;Tz4JHj#V2%%3t)b7i zHxp#L_=$XbeE<6eY>d?cp8*J8%e7%q1{wGvjV^?(rz|4|aLx|*x$NjSMKt1c9Zwf- zkGq$|Ea|u$v|;q@r&USE*s*jO92`{aKAS9men)3waCL)QBwt8@YpCb@2bl^2R+cs# zX`i-w)VRhf;F4z~gT%0V^mF*5Jmiwm8q7KHf_ew30#7zs?>H4Zea_BHH_p$9|`z8`b>>7P{oEbD7@Rx)vPj|LX5PV*dqb-&C z9O+X?bLJ=&ztQ{2J#p#>_k>0C=$SacynWa*Jd6@hNX2}S(WMgT4r+xF4na;a7=SS8 z{Mpsfl)Cl}EiCdz>kI_Q1d3Kpnu>hw3-aVJZXU!mV7*eN@gtK(`nUMbt(5?OVXLD` z?u`3@bN{EhtBD-UnY|`D+raFIody@kYuSgyUX*v%(<8vf4Kt91iHL!nn$(;?AYh4* zE}Sd$+1j|jT{N5@6`s#plBf$vz0J`vS#;Q(s&$9|bM?QI#7^OkX20A4Vc7G90?&!R zkJz`V@|LY_+yle;tCvGI6yxjZneQaM+2O`WvSh;QxB^C?#P0J8iM@@6CO%wyhqhD- zg|Y9j-;Msh_pWYn^+~L4GNL9;+2;;fene+)dLT*96lC{52IT&1^pByvd27_wzZ`0& zNY{cZ3X?xO?o8qp_f-Fc_}C6D<$5Gll=$BGEb~`?lHgix1vWj8KWAXSihS4DU6`kG zMzt+^#(sxubibe&fG}Ug9ofE}G|$=wafx~0Kz@I^M!@A;u+@17nW4()NWjDC3H!Mj zjAJwLzP9bW1Q<^5L*^yxE!~+ZAu@w4SN}dF?M!OxEI_%<=_7W9nRP^AjzqFy;T}@w zvi(!s69hM|d;s3ojX`eEK)el96({vUg;`oK2y(XMCSv7>lv93yup}oCS?2O$LdK!T zBt3S-doC*bi4w@%HxdEN@daP&Bnu}|-JPSv1rh%}_K=@oHQ)#vQD#txN7hVz#?p3| zEG6tjd!)E4+Kb*D;}N^i`)}!AIC&2^BK(;)+AYW_g*L>J7dsVzGHR)_ zi38p;_G}?|f`}^y_KH&4P{Da4%3ume7sAs<(i6i{TGPuE!Rt{XkGa9XIj0hZ2epM?J%MZwrpu$tjf@PF zZJXbZ|J;RBvdC}8itP~F=*RuQ-W{w63cLSKa(k|s--5{In4^6;zAGGD8dQczJxI3* z`E~576y$pNq`yoTAWt{wiG+6;agZ?oqKY5~)EISqmS2WFww zH&rUj8x{6mzl*pd!v-yaDwN^&uZw3t@Wtg!s>pPNG;zVDk4{P8Kxus-HO?657mx|* zbfueh-axe>0~(#Y`ymF6I7j`gK6Bl5f!1^m@5;mT!3tH&@5-H8-v?GeQ4y^B)K2yW zhDPXN0Y6BWZsVtcEjGUCqvPqDlM_xmuLX-z#1?R9nuXbF$2CT**-limtJU+qL0>Wq&Etqw$ZXTGm=YohV!ZApygpqkn@93l{r; zpxd+B6?$Z0GT}sv(G`j(*?}@`cOcmn9rJzyn=WW|aWsZ|{o83>*@PDSL@f)%6iUsa z3MqVehDnf~drZXPCJ;Q3I-><);qB5`h_3VD$uXN-K6<(EZLQtTJZ#m9p~B4h>fy8c zFJc4D%U>WACev{@AK2h7g59h;7ZfXFWWhtR39p1_h>`W+qct7+_SNmC?t!ajyi*l` z^uStQ!7Cj3jVXWvrPDwPe?A1~)kCh*!T3!w0={e;``1}0?$mch!2ORTWtfTt*2SO< z{5{+SN;-%y0rF3&N`G$`AsexqoIIzlQu$KI#dzxTmgTqeFF0VdM6sK2;mbCGQpZQ4 zx95iQj`f7Ehk{>AICMu8_t3T6iJwNV8G}dcoIh4iAC`D=Kvlb)y*bK?&Sj_NpPop- zB7o1OA8gPMA`Xg#c_7$BAKYd0&S7vj8-wt)D{@A+&!&&b0>6lUp6 zhzp5v33634rvrD}8uFxjJ!kI>9WvMEAhhOiAcp8a5v~GbnpGOvj=nrNu2U4JNuYBq z@z-UO%(1QFM1Fj&T1eZ9_YxkF_1MVhjp{A|ZV57euH>_Ti(Qh&@vUpaG#*D$!!VR%t znZxqQTpr?EAe%GefGU2}Kht?f3Fz_n@474$Bl%JL9RL7#-RSs?`rlu~C-$$gA2Ce^ zauSv~(Cg*2(LS}1P&yqSBgSl7H(1kF{wd@>feac`Z?ENwScYo+x?}-v3h@@~GWc5N1v|G> zUZA#ON?D=^a)X{M(e#a`kN%}knVa$@k)`mtRi-8s{`33tpjfsa()LC}%hr3P4QWC#Rr!Tx!{~nu$E)MC zKI7NEIKT!rOHzmLUR@O|hyA(A?wUw5Pp1um6q_4d&&;9wbDd=A*rHm=b`!exu%gRI zG9+IE`mzjoy^J#f*jgN$KGTA0ahGLv&FeODxIs-1C_|OHa^LNZq;;Oox=@oQHQ*OK z%aeSC5I7Z3L3>9156YVWIU)8D7#Z~;m3F?;!W7YJ#`^64Yos3!n?H7CGjqH?Kxmwj zlVd}61~;=$57$X82XnpVMJmtTIoX+c;gEIns=VwIu9ui-x@kInueswG7 z=ajiA8ZlAdwKLnWQI+$j+F#=pvun%~qF@qRv;oHcIg zBxFJLaEnLlWg>hvJYAO!7tw#mGRQFsXy|hEEJiif-?y7WH!Oo5l~R2d{OPOTjzxKk z@u=hv+W);l)gV`G`+akI2G|DRx7jpgHxYYlV*S!9=Xresj43CO9(g(KaTb&a8oz?@ zfm?=`(l0J<(t%Urtofx$;%WO8*)}G9&ok)LFJq|8%N|K6fk32|jUuDoM1E?f#YeKvb#&a1K8Cw~JsB|Ul9^fa*g;w%1eoFDpE&=Fbw3H^8%As= ze~g|LsyD?swUR4}1_KbyH9J`>NCk7zHC*x3>874gX7F4^U+AmG@hE_>UfZ2DBjrYY+Z z>e_rWL8a*V$WNH0?KlW3WGl1lMVHQuyZ2Z?SO&$ng(K$>sEzbVNX&FnH%SqYP!JgZ zxkj$=8x=M{6iLQJ6>LMkvV^Vc>mKc3+U@bi=UR>GGydX+R<#wM@x#{sUoSoe`$`!?#U(`Z{EXT5(^q{Q8%5EnrG}L)HDXA;8^`egqmcZ=|Ru3fUTY0-D5u0L6dM0ob^4E+ci zhUH~Imi5X-@1x% zt&q{tpFFFxU<7g`kL{r|$cZyUxM`^Z8ZH+of#)D{FQGNj*PeFN8$e@)0wNa-3 zCv?v*t=Lof+hFZShzP=yYxg|1ws*m9Z9U{tdj@BRFx`H$0G-qO1`-u+w|K%6!wBL0 zDMcmj@5%m3z0bri9VdFr-oi<~_zG5wBAtam^t9Q}fwnUWPXnt`hlgGz2t=CbFs%GU zdq0n$8z6)xSYN^{3xrG?0R;Mk!!ey?ztc&5)M5k?-~yEpFvb@TcQjO zWgW0IX@YXAu%-PBxV2>cA2i~aaBUu2dY)$0uwgUiCrX~Or#Jjm()(XSa&2&mDu#Ue z@5#j6>E=u@A4y~ulDLb$Iqw7yrQR0r5>V_m2f`e9!v8r4YTVB9l~L0!7y;{USO^eB zNFygr@#}H9qsJU+!#%{G#SZFUAqGec**CNB9+DO@ZkS1KdjU>fA7|krYIbz}K4Z@h3 zcw4OLowag%heTg=PD;?Yv@7JY`bbu3py0iNXWUzaNXK< zz8L@{BV}vvbB))Iy2Zq0K}+d-h}Fay?27`4c6sN(%f}S>MA(N*!0$D9-D-9O}ACoh-23+Cydm_4WcAs!@O?kP~kK%unNu8t|Fp+mU?#tsQ z8qyY%>Uim#%fF`TCRaNJ=vZFN@H(*QkU(J=Dwy_U>%zcb8|hlWuHXS`gJvNxHNSYo zvfGxMVYOdKve}NcBu5JM+tbAk*Flqlkd{LzF!aBQL^2P{4xPq=6fIvdR7U0t<}3Kp;s~9`k7N-#h;C@;0I+kfhd;YHEpfYuK%S@%y)o%$fDyr$t05}qA;D% zz}lemk3(>u|1Dk0`j;G?2#g^2LYZJ502Q0B&`Hw`m0@rBf2`YlWSdB>;QPu_)OV#G zpHPu`H91r@#VKvH3HQ9Hk?HGZ;hwZ!4SKILC^O{nCT-?L6a;wX&0c;qKyYB%6lGNs zn)qMo_?N->q!pGMFM_%kP7r>*o$l|RiSF+}8!5EKFN z3z(b$zNtn$J8`f4Fk^6>t%h`Ys2rYG&lG}KdPW5jH%TXDHW_n_ed_Df&6k8|b${v$ z?qCDjCR_;|13_5aEJz)?-$!WQ&gx5J_iP>dOCE*uzsu`I6adH!_0XO?!kxf1PL=RR zESC*Y?AB(v>$iZ>8L`Ypmki46&@T(`fb?IGJz;zc)jMm$iGp+Q6=v_SqWB*wo%Qir zLUVd};&D&z2LRkmbi|vnx#OPfZpvG+>;loz+>fx}&yLv)tSpeXA$8mtgRsc2%`Ut2 zr>)}0)`0l@P^K-_OhQl1|0H+b-(4-(8?sMGB`zZcWi>^Vz6&CcunE4D&D$Ft6g0Cj zBWq%MvEQ;R(s9ef4seqL=#%%*EYlAMUprbCpCX?bl|x^FNS5Svc5(|)!ej9CIb0XF zM5cc8ZZrkGo5sZ95UR#*VK}{H(0Ax9^i*(m(2e-+-Aui_;eo`m4ipep)PaN(cF&<( zaCuyuqBkS-;6nP1ipGZ$gk_;eNr1B=Xj{Ba}XgP>azGceh@E#Lp@T}Y%LM`GAi*!e!N_- zG0NHakCvixK&$MNSD?suQDUq_ES-`ZhnZ@N^$YtJ9J= zU3V{JCm1askByu28@&X~gLPt`5KeZ|?!v0DJ#p|)hOh&ABV`Z6SVup0p&%nG3nvTT zniP1P6|J8*vX$cLQ3CR`hl6(M^+MZ;!YpzseLrJ~_ZA1hO69q_Egu)}8Y5@lzz*i> zjF_>5mCfCl%87U_mM!Xb?Lrqi5i{5xrEUe`bhspP(;4ocF@xH|xNP{iMYvU-4Cnlx z-V5={6=jY+C{J^-^5gFwn0g)TM1B#QaBcr_b50@)N1fx+rl^k6V1TmUzcE|xWGJq~ z+Pp(wvV=P3JZ_fpSQj#SPG+MqG}ibaHgyRuL5g+S4$H2-om#_rk>p*By7Vv~-q(Q; z8-t1H)}gZx5>cbEc)-lo;vB0jbzRm^ z9)N**Bzy*qF}bXlH!*Y~SyfYP273$I z$p5G|RoYmX;z{-D@0XyFQ}^rYSD6o<9)K79A|4#_A59&Da8&X+nnf7|K`^h){D8j1 zeB!GOApNt>qSFotEwwiS@^$yws!*j;4f)F;=%HS&91E!Y`0K z30Kx&VGPQ<{wkIG>smCd^^rWOFLdiyX(x%`2oa^FP=~8TU4LhlSeo@{y&D4HHQ3E| z=~Bp7f-=`&oDmUo)5gtcUXYNu0@Z7Qv{ltPt*V-K{nw$%s0+(=&#U5VzvTEB)pum5 z!IJBS!RfKgLm5126^M`*D;MjaD(yn!kE-nc_dx6jv1p0n^b00Jm)W!!QkZPSQ^>lu zZ*WzgT%!H3qChvJi(ES(CgYo4s^njM=ThCqgi-67kKR7&3%-DB#f(&gu_=)ZgZCi# zywf!DHgdep14FkII6~B*7AqH02c{XgflQd`Ey|Wv9aJw7WBM#|j}CxxO@-Gaudw{` zDzq8IOcLQ2s=4!R$(R7|%VktR<%?k$zyK@n;tOUe)v@gBuSBXaC^6d5btU{O@BeXu zXPUBn*)C;CntJ~Yp5#5boMKi37nz#=buRZ6FaHRHJ-?F|c(J{td~kk=Ye49Ymx|Fm z{^)Pnix3hh}d2!I^`CHpKGEopxqv zwgo0gQWtOeS7`0NNewiW2@!G0?9+K)2HF@Oy^*zAU$MsM7=^7u+=yXa<(IaG7AH@Oj? z1piE^lA1un%-<#hM5*=rVLPQ#X}-mPn&-t8edN@2p1zEMi}~U=+sOa*rzgk#an+L& zF^L$L2Y(Ju3_8#e#~q74SNrwN3lUO={p&U*TWMe~Wv1vh3)F1q6p$iEJy;UNGPI~djB3PSnPQhFk2gp+1g8bh}0P-@i ztiA^6wGw;{E^vIj*e?fSQM?OfD9A-%g0fRY)P+cmwYanq@F|VKz0jVE@Qh{*DB&X` zEFd|Q?tJk+B<1iDeZ)uUkwS41nQJHE6Rf9dRV4M52G|BaHSNu+XCo~n#9m_lkA0#h zpcI)b`xH+4z{aHIFas%4sV(qMP?tW1LvcMlb?htT(4q?my=|wJ1p%)K^C0PY4#P1u z6rzr;hQ1;aO7ampq|#$GStIdQqlFKbcWcj=HgD1flu_ujmIOx0&zy87;8lqn;G}=V zg2{=uNP}aW-}$#(Q|9Dek{6ekji(Tbcv~49#b9Ks&%V2#9M&tbjW2nl=BTQ1=xX9z zaa;&-S3?IynZ=uXM&===Y`;$<0JN6a=dDQFtQuo3V#<6D-aVK^-pNWf1{b=AW>6TGAZ{4eWNcLd_qX{=C3}3$B`<}` zf+}-R%{lt~t4^cQo*kOHJY2bS0Tul&hjJG2X^Tse7iwe;fOwhuCY~UJ@jO614MzpNrQd;PgxbDMnPRpjBxYl1_tC5ocvvR=L>1^KjE=-4~ z(h{J+kz@MMtebM%2Fwdht+BAL39($Cqc9 zFbrbQ({0t> zwuL_~Gt?Xv4bX#c>Rr*tIZ^)l4IOok$@S2_k%x@&``zytq>kp#Ctg4o(9o$yra$P%1?}P9NRN=RN+j?UqlWL{R*UT&UZ;?%UC4FI*=0~nr&%6q zA*Oq!XOOPv6O7Kd*vtzeu6wF?ncBB^W9*;sFJZiQBFp=k9|O7Je&W-}p(|%$P{)BU zKhqR??9hk`g6|nE@LyABDiC=vE`Olrc}OB#mj--`#daQ_7(4k%8M*HIZvZ2b2Y-?0 zh~JBR&IR3R1~bypp-kIb1A0gzQTq8uaZi;N9>BAkm424CSzQz+Qh&7_-LYxKb&|>7 zwtFp*_H!tB-tUYoANU}mN1)S*tMn%{HQmYk8c$BgaEUNk+rl-K#RE@8l2n!u@CIBi zY$9T==}@0tw$okkfa#t%;eG;8AX|RCjFZD z`TUF+@N#kKc5MH>R{NulixuA01@i%hR zBwIc1aS7TCx;CjSAz6)LyQEg;B#jwXgr;w%+Dj1&PGx5ASzmNFiqJrO7D*CXpuxHX z)x1!E=~Mp}Or#_!Cp3M`qEzz#>fHG>7l z_jtE7VY+uq1gq!OgOOyu2F*Pa3Q;&zVUmXxfy6uUiI+Za{k;;J>3=3i$4B$grh*hm zCySoLdzv`Id=Ml>lp;IC&8BvQARfzq#OyGc#QCZV8IS;#bNAF9v)w0euE5cWl0Ky& z&lmw7lIiy@ysjy9crm1X8^@|sSCcH%kC!N117f7`vIphC$+_b2 z`$MXVZd0nZt?ybwVBNQs!|{2V!iG`nO3~e#D`^EwS)&0|`Tg&&6Wm9+Dz+mdJ3)-f z^W^0OnIcL(MGf!QL!JcPaBg6E{x;|E_0mA|m?7G<>`%>pxcbz0TQ{bbj-f-N(!d>? zAEWQuR3%a6(<;NYA46v)5!X~g9}@tKK}lpIzdPe&Z)yI~Yq!T&$Q1`yIKLLqQkEaZ zU0uCBJGsmomFea%u3MY}EX8mrOle+#k>abakf$y%N~05yiXVAa+40@L6sO|65K$j6!m8eXNy2<-(v z#xFy-9D&0+7v!t~2T_79&Yq|L;&7UstBIGh1(gaTYa=s^j_6glyQc7$bI7Xgb z9}l^h^c{lCvfhz^G49JGI=N0e(cMupY}n&UF%7dq?jfH(uBi1J6$1gom|8BX;m zzX#-OVfn%vx@O=hEjIEPq6O!af)hZ#VGfdQVuBtSz_^<9P;0sVV^68qjN6-V(j=1* zD&RssEppvRnGSUBUsS_FTf1BfI0Ns9#JL)ACn|89gY{A+$!-ngHwQxa|5Q;?Hz$N2 zdmH>T6$9tGaEb2$)ZCIzF^mD_Gg$6~b+AKBo#b;_ae$ovJ)R^aVcJp(el50`yKnMP z5_UU(Y#p}XM2n+mjf3bcIQz46Ju82H*hGH7FZW3pVEslt=uBWtFhCy{W^k)eB3lL$ zfX!(oV6-%~b5;TSCV;z2`%8q=zE{fdQDel)@7zR?@2E8H4=`Yn;%XV=Pr~Ks9tDwz z-JP>9aftN%tJ&JB_n;`q=A0e6R@=zms)SpKxpn|AHgUT(UO5&goGVX~8&?k{rtSHLWCPjrbSsFT z2v8b7o=cjJ$44UQwVFo>uh<${&M1oGRFf3GrWctdZk1~V&HkzTI4kGf2kC}}sPJ~6 znVuQdqC%4}0bAhnUw`A9t%yadGZ-VS%$OcVVyEy7NIG=gMH#vxCqy{nV}Np)JIXe$ zfYh>mhN6yU0*&+NL+<%pCbOlZ;J>M*Agj7R&ELC?dsjp)QjKU~i+kbmn^r^(mE(EO+=KNz?#A z;kJVu9Lf!viY6iF>4x+TB<2nka`ilqNXrC-$L`=t^*i2$Ft+XXh> zPTvx2LqKkZ1R(qvmyH-xSFRX~<;lT%r^^V^Sm?mmS#8VqEc~loufW&Z?TL?(6g=T# ziOK#Vx`EC;O<$vO`jJ3Hsaf}SB@n>zuEi73q@|1;;C*as5L_JSsNOmke< z`vv`-lERFlH+*>jAYby5sTRu@7sgIY+m-CC7CU_MU{DX^spg2V0U-N*h}sbHrvxdHNu|N<|(p1vF?{ww+~p17qfGj=+Crd?3ZQzHO8Vxzgnk z*t;>{(fEL+V>Vn&A4FzUh_zwfq#BC^7-&t`0_a57oQ?TVD!nkEb|z#p@Hsks?bG$8 zWr(zXu&JU6?a(wX&Er#U0q$+??3%I^)HrezL}xougLd3=cN9KKi8Q-e{bW<%3vp#v2e{Qa9fw0K5Q0$f3vy3pdUwRsJ?)+=CweqmLzHDe9p3Q* zLNRCYhDXVdfⓈC(#iXF$61~pb#nMvvKiKEO45&g#2$W%R0^jz7b-%8;gDtM6Jv~ zJBGN2zp6$Pf)exvpV)a=G{`ypI_R&BKmZ{BEKQhT-c?kG6fR`LiS z0u2UI?-sDXY+Jz@$n2my$@Besz*AlB4Ir~q4ev^w z$xtilaD~xkZI#rtRoAQOWWg0Dh1R#^XiT*SgwRcD1f^y6$|&}_ z%{TtR56CiPxM+V%WQjq&eH#}u&2-ljH6|_?n$+V3{F92xJu_ttf4ztRRoeEj5kSO! z@$C}A9AjNfTHs5YJe-+lXuxc`1+x@qeUPp9?^>V0bZ+QMA##B5&TmD_ z?)wp)!W>X`y+Rw=ckg`~c3{%#Is_51^~!@+=~SYS0$kt$urNnZx+;lim~%vB$P4?L zjBZ8}bv5luhs05!3Zcw4MbpKJUG6Om!bLQIq^X+>zr&)Md6zLC&kq{h5Czn>e;3`L zzB?H_-fSYPtpvtL0sWag@st1h=#MWLv#wNf>AB~CswGLhuo~J*_B)t2`yFu9aiyx#r9u2CP#$z42vhUQ3F+n@DLe+{5%7&Nz*?18P>z$_jY@ay+CTH-!~Ee zkKyoI7`ukwD94`Q{3?!BKCG>V^FJRod{tcyGwdHX%6Fg!j@p-mM##CXAFi8yMBbjdVs8k@_@ z!pDkO**Nu<+}Xv&DtvK_(z5BaScEkn(~O~N`$>VAkc&WAmr5O zb*X{x4C{#Udlf>;BP}q~1&xq&0f!4O=C$vc^yI~viwZuRv@Cm)?*8gOBiwQRGeRh zcDtFav6SK@=t2D24|IMIZX7$;^IqAZL<^;PSvYW0T{=C^6v|o5UwvRyJ{sy4%-$k` z3m{HkEY3VRl0-HsrRpcnY~HC&Q@Fo$qO3H)Vdg7C9ou6XPp%uGycpoLrT;8gq**9d zpgM>`-?}l8zS0#BBv$PTJB=|CCc9x-BUXTW4bXLA_6l5)qP*f$p=>Ho)h?J`Vs}M~ zK{o`;<$X*1xIX^F=*DyJ4nH|z$!v~iBDIU4--t!$Bm0VXna$T&uEhp*QmNa>M4XZs zB_e^Q5NtcV_>*#C0jc4vZ_4G*14r*)II?ETvBqC;USu)-@Q`0}tTsoatPxu809K%n z0uFXwN$aBDr`y!m0GceW3fl*JE%YOaBj@s@JGer@&QZe#|CxjQuYRHa+CJeaPFeu@ z$PFZ=?pu#1?jBu>6$M^dwMYiWtH?&5BRc1AAtH5DyD+K1OQ!&Vwn(dw!E)!X?NOxm zOA+^v)=0?;t$BDXL)qv6@jd1pm|~&b#*AmkIq63t1Nl8g`1kD^;dc+_#QqoV8E3m& zUZ2|l;nPbnm9{=`VZPLR47S(}A5KhsBtQ`#GBYoM(+UA`T-jBhA)|_zyP?pD`zPc-w&dQ${jD zM6gmW`>Gej)o%Vt-+B@}05FP;dJaVEK4woUL8#oyc;GOuv#b6o4vncFw2540utd5y zD2&oJu!K*iIGe_Urt(=vrgQ|%*w@atGzzGfkI#0F*h7KQSD1Aps|m2wWYT-$@CRkm zonqj~8JBy9UiM619;wIkvJ`zrnO}UL3<0YI|BwF+)dmXZ>LUzTvQ1QdrlcV}BvmhR z{3tWi33j^d@bpCI6F9g7=N1Dl<>%@33E7^8e5zywa=-3|NA1MP-=U%p=@cLUIjMGp zq)FoDs2E`AIh7yZ*X^w{^T0{qebziS*H@y@hVz1?!1_e1!CMkO4lFxZ=)db}6otZb z14=EvcweQBjol`l%CtI?22WN$fLLdf-#y-&AuxFal6e=R3AHcYUfgCGcqo+Ea|Tj2 z_nD@IUWza?=|n5rQLOf?-&*z|8NHzk%Co%=(#g!6c&EdP@cI+4f0h2JP~{0Q5_b>@ zRy>d=j$nlE(#r|V_42;L{9Ge_&x0-H=qrTrSglqdS|&&_yIS!=ReUF-%Mh1=t|d06 zCh*sh9eY}~Ae!-PN-T{u<;FT0lE9%@9I(u$21;Caw|2O`fx~3vQ(+Eiv1|KNVXft> zoWQ7tE)v6gKXQBJ`T+XoSb1XVru-N34Rd><47&Lo+=s2-qSyg&#@>>Hj0LMLwL=Rc%1iQVX6V4Z>R2Z3wZ6I&&oHoLK)!q?{ERMQgAh>R7B%biG@X z8f-OGIJu==oW6qpzuq?5wn<}(kpXFf?_4o*w`Z|x3UQ!FDDm9j5KV#k@;|~=|Hhb! zs>adXP`?RKly0csV*$+9v-3Bm6!VlhE*?lz0#pAp(#Bikg;lkl&-a8Xrvm(SqE1^? zuir=75d$VEk~GHhyVudFd7Tqo|8169C1noAZpOJ3Y9Oj=tA+FNfDy58LwtDBll`Q17m6QNMB4C z;E3tOs#=cA7+Kb;Oj6y0Nc*TA#~k~o_9nY|kyhrA!<3~@I}!nqpBP#MHCBLI4&~yI zv-f7D^@yi27$TJ{`=S@(+~GEvH#-^SJIjeH(&eNg1K;WsOe+Y07Q@5l;VnR^P%yt? z3;bpO$lh|slR?$rkn&$i;`@L;7@l9{(UFrN^a(SF$_96L*%2I(CXv?FAY|+$K}i%R zr*@bg&|U@AEL{A{`=T>Zt^jppg{LwyXAd6WA%Z!=ZLf2Pwn|mf2QX&FLKyIE;Dwqo zAV-l>zLnjxk+zjOTTey`eG!4+3L=5+=P@EY7e}Tgt8KxbfyPTx_toyHOJa#h2$^cl zGvYVELXIaI^wPhJ!9)%+8*Q<=RB=o*s<3hLRY z>3YA)2+;t5(h$pDIfEiwFwO}bGz};tE4I7=pAuU`54Aubu{1hxaN2Ps2pq8=0xuibNBsJC&$4JJ>qmaTUh1BcQpdYoX} zk!7wK&t3+2{*vTORdxiSrDZP$v!g!!9w!GdZo^#7s4+nJ$Y!H<=;FC;8^m&u0t9Z3 zSZwX~I>U{>8!l_kg&}b=7md(n#H>Ff-kSGeSJ2H1C#(XydUzM$mUZyY?J|q3^6KH@*PwjMNnhAcn8_?>tdrM?-5X|!-0yNgIKl|Tcjf=0(* zwoF@rGAn*O;yK;<&w0i3#Wke)k9V2~oT)1P9qhGs=iY+dQ7%W0bF9=JfNy>_}#_GZClSzmU%}F)hlO)^I2BYVm z+?IDK5KDqAc}S6e;0ozP@mBvRIqf9?fZ$X7(g;x8bgg|uU>BT67NF_IbJDW?5`a?7 zK@CKGP5eB&bSgU4tX5hiL5r;oc$-I~(MJYg)gTqcZxSeW)3iE-Q#1pS2k$056U1d{ zcqcb?H?%<=Yz)zLhd$RdA?T`5E3I1-oWw;v;Y9kbiV$xHrr8n~O4|w!?F+}zcu!h` zR+n}n8E@2W$zG45LC!q;q@jeB5)DB|dWH&y2pq?VSzsPEtx9}w%yl-683LXq)%e^X zUQn|_7wxpom#)G4tpLO-jJGCH-QKKo*UYp$oj)_m$~KRAwPt|S2po_PoNMNyYa7iO?c43&6s47TI+;f7E3Jz(A* z6Q1RB*vwi6{?18n=Dv!0#q7MfP-FV*Zb8$1Km#z7VZ-kJb@DxqUCzk%4y zvk(5Q6}?$Ot$PKlGvrnA4oK4D=Tsj_N+$wA4FLoXkd6JUC5I7t!!B!^#DrPylcKH z(*^{?Q+ZaUya4K-JT7$Gt*yT3eNFaXAg|DwTTbStF;+SlE ztn9q|&O}$+?bciQhb#^cydAf4@glN`J@%YNns=^>eq!HY+#fK@av`hxiB=YEJGqO3 zci=2otmAggVu#oB9P+{LP}X^Q*3#A=K1Fq8bDrH;(&pT&2bmEuh=sfP+zUBVZ~TFr zK$hL_vtLVTj>TbDj6o}or@l(!qb2=#PpKB=-l0D#xio9lMypz*rhFKUBf!<05Vbs& zCTNEMBy*9(qT%gfuf2NWv;MX!qHVCK!zB2ak&XXMBq%XPWd{;(JTh>3MNzbzu#GPpxJ6d-}?J0xP8r zqRmG=-wc&`TqM1Z93A7YKzzqq&EHqu<|69HF=ScPqNzhot^eS*)s>-8r$IJAKNUF| zCkqH*HDY4tcN+yvj_YCo&2_iRru5jHBCb*NZyJp`GE;u*7$*VNd&6hS zDMIWEh2z!MQil3LaD6KSKd`{OJJ8*E0_Fh%S3i3xJie-|R-rzK$|Ejfaci&_6}I0_ z47tn-d6Gm(blkqWW;9&!g`;d7RanP^6~PO;VTxD+hUdkbW4ud|j)7UmfLHAa`V|u? zv_ry*uM9cXn#f5IDwo9kwQ!2W4xefQ7N(`h#YlcuDAY&79W~ViMU{9lK}B@F@~+GeP{3ErIm;kD z*58y(gSbd0Kvd@UKCT%nloda(^k)_OM+*IW7Cts4$rKb>Tuy8xM|!RrO&(m^9K3@A8W{IdaU$v*p4E8nO7{X}aw{n)fV%U0U*3Cm} z&t=tfrf|qUKd;=>vA-Mo-@}irArMJuzq~ptD3_%Z@zZCCY}f{CdAJKqTdZa)gF+GW zgp&hg3RI@{!HA5<^Wo8ZnWXRaqlmfLi5o+tz!p_$cwc(6kn2S`?uribt|SQDQIc%X z8gh8=JnSPPkyUTAd*os}5k;=)QJYF4igZXE$oIm(I4`<-Jjn9S!p&W?PbzQp zCa<5>MMeQhKCB(n`u`^TyU-Z#raGa2mWZ zc%|us@neUTO7sNdKAt#-l6NgEZ*vE;=I5M2JA3S5CDu}^;ATp>rL0p(9EQG;r)yjr zC+_AkN8myHnSaBJa&M}=a)&YuY>jYo=8KmX{#Kwv9?dta%s9)s_$O^~YkYYD{=dcV zToSL;0_T)uel-ELCgs{(Wm`%&A#K-6;lI;ZD`Q)qdpM}@CLR_3(#)O?kO$)6EwuBp zQyrqvV@4efLIOAjvK)St#EHXUnBtQI6E^{1(b1+Z!W`rx&9;P0^s>V8!{h0%ek5k) zbN%rEvgf0o%BZ(4C!-P`J=ANe54u6;-?uxf5pME=3ubSf?U|wkpy8FDe8?b!=B8m3 zm0{z&aZ4^_@)Q$yOuJ=-iuWbA>4Txp+L0fH^Ttvbvcgx7L=?R(8AiSa!RZKhgG6P| zOg<*aI2_=BQzk+E#Jg>IECSo>r1N*b3jHmjDMZ+9{xN+dm_rS_f2@pb6_N1sAVSnT zc3E<4_Xf$`nV!DvXk9$ugQSL#hz2#ZSTFHRc6$w$Xe~lFue4{z?~thd^su+#u0`=fjZ;7D_LwzwiKAg zNFx*o`{9&$E(^9xeWhKN2*ma$D7Qm_rK3k$Z+$@)y6hNVAk*zf2{_h#CuN8Z#{lx+ zuEhe6$#Uy-MQZp;gQ)A_A^%E%Zw*e#+#B0t|0uvOT_WNl3Nv^%SUF{}IWc_aWQK%K zoID|!jj{e||4tCn1Y^$$) z#V$tmMhs$UB|20$**~~s=;W-~l^IKJU`8&8pbp=If;mF94p7-EIGJoGv3 z-5ockf+r6_^N%4z-W4omor~ghHvCN@9ie|?|J;BWc!yyVKGg2Ixkd@wUo4K!z=9 zUBtUDNTFS8!jIQ`ICPw)N|go7aq?sz>MeoUJzPey#5yJ*y%VQM0Fj1X7pgD$m!H(w zO%O5wCmto6mjz2Lm3^^7eOv7xzN5>Ji6vH^@D4s%00{%nT5>sZE3qK&ph`48y`W?I zv)c=?xAU$4Hz;#BiH@rm!tDt&gP~M3)&r?^EkDUGYd&s@EA@;4ID#DnwOu#lJ|mRZ z@eKtir8oZ3i}u$}cdgKPpY;RIDjhdp*O1czWy@0D=Te+yP#qL+>HS_>jkoHF*P$hbUx2);^_( zFteniEbfs13H_lhyMIY@U5wK>linCn+sJ*tHH852@)3(N@nM>-z9PN;OBYB5#Qx+x z4v6rElb=QpdLmo?mDly(h&hOcf6WG$rg80?1mY5U*lv!z>(| z$(K`zIhWUsz*7K4=L2D)ouG4<{L896gaX-u$)yy2@@G$I@hZW%;lH&P)P8iWcMRf7 zM<{XhuBCP!VSk5;e)Of};=3oj9rFqM8p}+H=51%qUSxu>bfZQFD#tU2jIt1MX6pUP z$HkumuLXYDLPMnT+5#iv7hMi&i881tOv`2=+VXC#Ux9ym*UYOE)-U`w)=t{2K-z;f z7zrhHke=T8+`r1>7;)X~WcCkU2Abb@f`Ubk^D5%|pAx~vm$<3!sp}?4lZ)=q3^T3E>U6cT=lV3t8L4v5krWxKS<54Dn1v}$oqoqsoL-Ej+s2Y~`G|rrRKC1S`2xvm4qz1} zeFc7@$NRuYc!qR1st}s{IMZQL|DWsRr7$Re?Vh2aP6=m6E#frex^gZFh`8h>K0F$Z zSfBT&`K1lFrGx&wUALniHFnpI7K{^qD-3Mzvw0jwD0x#%^_!h(1j_T}9QyNR5j8DS z#(7KD`X=S6>cwA{*BOL5YtiQ;xVU-phw9%;vl~u(8ZwjsW5y>fFur0PbeKYZ#DzK zZOsU2&^L3^*e`~7LOf|Q9HG-u54B{;$A8`z(*F(H@KE4W+Fzl~KL^Og&IU8T$3=0D zZ_@2Js#UNO+)sLs&dJT6(ii}jI9rvW_R0oWlEEd2GJskA_P6Yl@b5|%(x#d3N>;jK zGGJFMVv7J)SJ@2HPVAy@IDzuS#Jq2xW`pdmX8M;Fo!)Oz7~1fMQ8ngDYX>J<9<4)- zA>-|VJ_V7u?>jjR_oWM=CPO&^T(vG>@{|TX`C$N_xiDv6uahFA+16w%HlT-tL($hK zIEpilT5g}!D zmb=FlZ;~EnB_5S8TKJd{|EIQQ?F?W<(1C0&bA$VQ={9S>w=zsjl71na$a@Ia&+8im z62^uzI25n33LskF_@+hx$^%7@-y{ik%P=6jmiS32$V z??T8kA`k|p304#+zB3Bb?tN`T*O>Hte;2z33E3!Ki!V{C$z89foi+lGC(fMrFTpfy zx8Rof+gGfV6TzV5EUhmtD-R19mEk-AYmZu)?iZx!YMJ3z$0 z&2r$KqHWjb#I3FnOUZJdco6DWv{ye(+LlX_^a#9eeQ+o+X_DWV5qiU}sEXZ*z2-nx zDN2A~92aqPY`plUsp>#ZSmhQi7tHddfN-{s*yMC3+K8Q06J0Mr*w!2RXBbW6mizc# zZ7J9>wK9N?cy|cK&=8W~z&lndiUBOqD{2rNkB1z0Ty;6)LfbQ+{%58SFySTsFeom*Hsxd>hAQYpqm#X^*&dIk{$7!d9yv%q&8~_N2yY#z~y72TD!gZOOby@ z6&;3I7SQjR%F$OS|x1EB;=K4+&3mnB3Q)mTK( z5uH&cpTYhH(;nhIb|op~$qqA(;iUS4{Fm82ikYlqfBV{j3459|*hbW>#2UJB?KHKY zA|xh})@;mKTy-5hr7+R_o!UL8!P{+FU8{MX5)3xPMuL|27zf6(VS>X3CQQR;p1YJ{ z=X9C@OGyKPrml`nBo4QP3R_RY+IA(NKtDXbrE5l)VMxL8FtJu7X{du)yeAHmZ#sXV zSq%1c%saw>*c^x(F%F?hjA4sXJBn?kGrx+UaSe+{ zt5S9>*y?vV9^N81IC+3Ha$z@H8{Syc#4bp&1_33zTOb{pZl$uvuMUA{b*S6o)Z99s zZZQdH1u^-G-)Ag^h(||2N;=zX>cJaEdj4S#aiZkw4m{$mgIxmqTwp$uwd=s*^#B*`h3AfiKBh_MVc53D_nQo**s^PBx#ZucB+k@JQVjbTvUlk{*@-9(bqR&n|}Gg(HgEj zW6F>NqgRfnFIJ!*%YI3P%(EB_B4r+BYfN_c=;UNaA#i(%>)B#XR9uY?_<;7N!zoc^ zZK2@zd;uJaB(8R&80y4=UugHl6?e(+E{$8~&7ws_pn1ColsMHC8+GWH`berGUfg+}m3g#T;AV8Z*9g#A?12}I% z^5paRrxn>(Do?R{o{lEofNf-Rl@^nxIqbv&bnM~46U>4(f$Mx$M^T43!MLW%XQ=8k z&a|3GYF8;5o?pJGw1V)d>5_gV{H%N`NUdMZuWv;kXjFvIco?^W%6G@ca# zTqrG5m8rC)DG5T^Nom%t03{mlMu~h&Tj+);AV$3be2um#_^h&_+kz7oC@fD9MSS$6 zPOC_Vm-F z*zUqC%=jvY(sos5wueWK?A{}cl3QZ33{f~eW2<5@A+>CR&bu)BETl`}XvNEB45Md& zhCirO8J|-zi>cc1y;hK2Sa&oh43%b_v(}T%$QV@c`jMmiqFAYH};;gp-cZOtdVTc%Nb?1mD&;^NO3rtQZ!8`^nZ92bp@ekgml4OvY!O-po zsrM?GKL5Mc=Iu~szVC*@bm`-LZih!AB+Ui3qiwbE=?WcezR6MfYy~iRW1o;S`XMKD z!ZCUEw>fU&WTOgb%&Z@i94wxROyba~UGkZ@zJ5CVGp&l?;=WsRU7L&71Z5DL2vUHz zdbs$I)*ed{)e<0-n=>pq6x&ikhmOZH-btpsp{u|{ey;oup|P~HHF9OuQ<9+@-*y1k zryusl0efCR2Rl_>W(w0N$qx0;lG&Jz3M(RXjKnnVouarlx``(JO8Tg#(+5D7S8Z)N4 zSpr?8mrm8`3h&CK=%S{?-o`Z_@inNcC6Wh6Zq2_gJpLp23@K^#JsLyBl63ZIbZfT# z$P5ad7bc*Ay5X^s?}-Q$=ISji1=>3h!cl?=>!qpOR99dV#|0~R7E2L{sqrHE3N%s;|kIEihRVeN~Fg?p%>{?~~xb*f;M6L27Z?hXAsKp|_!LP%?FqD2K z1OXZ2Mi-8pQOQ@d+`Te=0u}w%W^)rM8$ajQRzAu+#`cuND$U#0ix7#~8Xo=hR1mMu zXXrqi*B||OiUa|LYe)(i-C-J%GMYgw@JRzxkEsvmo4+*2nWw7~!1I9t02fd0i?H0F zZrG-*ymR<<_K)P#HLx?kcP#ubPTD zl?~7m9x96#fcQKH(>b(>sB+m3L0mOP$d+RM{;MK3B`X}QrLs~~uLL(UU&hx0y^*%9 z0p@IXAV%nfMuQuNDT8UuuGy+m5{M(HLhHp1`kxew|KH3KB299F|7yi}{J79nECLU# z`^OS2uhh+e>&7ez|Mz&Vfs-NY*{hnv7lIvS z9(6MooKAq)w|U$-dXJJ-o&4tSpl0r&bW-wGp~h{9d4i{|h10jl27p$jfO^)rI`z`- zF1QzU8_v}v7gw7feL=Vq~=`M0~!7D_ET&#tBmb@;* zmeQC)0nsIx__&uSzW6YSNvlcR3$zA4{Na8cp9Wi_29U}HejwW7&>nox*xR2UWOqax zFm;aGX~oFtWWX!U@P(2_VM4m;NEbuw_vt5-DaOcHX`(MT*(r}dB>Gvh8wwx2Z zx)ALEnq_N}R#V{h9n!tL>w)%?;F#B%hxOLcjs(hg&}lgbcN)!E{-e^7vKXPZ>^y9; zm+|XwVOFWp7KaMStRmXiFGIFHBMOeeFmbiB!Tu#~?4cp_)$za*iHpQjM)e>#3T-Pr zR_kEOV>i$2lTrXD%x&mon91{H%34a^2KeoLu=bf6n+MJhzV6<<{y1F_Id;Ge`v){Z$@M|@aEYX$8G z%^f{g*;|sazxR=TEp$r5<|&$dR;3C_0$FMFyVX>o6)3${oXR|*6IHVM+0;1}=TXnY z((dmdB&JvKNBQE5BG34BdXDjaDKjD4dM#-T?0`S&a2T}Npu7FQAO$L+hAAf8{w zJoaq%#ZsxiqkS1`4X@IMG7+)=#uI6ZSMaO;7a6Fu4LN$Z6F;(}UJd04=g(kz8;G3O zfBqNG5rM9iE@h*T;rh!Oo9<|FOU{j>O5Rt*z;ecqnzY5?RooRzIpk zqpO$0oQBzLR+?L8@j-UjG*-VE#?aerb5zKOax3Y1fhATYWW(9%X-gAv{ zI>pc+D2o|vBu-Rp<<{up78=k1mr2x9}Uq()ek= zDpS3v8yI^?rH}3%v`S8-Zaj){1A;Oi<)!QxzbM;l^+R;e;%`9d%oq(h!mu(G*~%AS zx=tAR1b%oL>NgJl#BqL0Wv5@%SG_{d<8XMS?8eQ$2h4~UC>7Y_CN%>gii?!Qii(zY zhf7TmKXhSZ?SD+)?zvHlm}D(YZ|7WK|W-Kuzod4>r0(0qc=Q3y`K>`(cyRH z`N?OmT!I-2td1*%-N^G9XeFNeBLF45@~6FSoT1tbucGbzCY+ifwFSL#7XWAC=$H$6 z#tG466ku5?|60YoQ3iycew$ff2NXzR1L$tNnen?8LKvarmI4BGKV$XZJl>i}%{#29+p`bg8?fsp3oQ3Hy7?T43@Pe{@b%bB~ zOj(FZ3-~20A$XmIl&0#xO|Bxj6d2&<9KZv=wS*{%cUK2kFv~;p=iX7Ay;n^`mEjCy zf@=A^WEAm<=Jk#Feg3#n*6;-OEAatKfj88^IX>1>p7Bf$R~^(ZAcn`dtS15}SwD+U z-r+TN9<~=efFFW)G7`0~<85LgMX<6X%?vLVtb(KO2k&2DTO&Hg!c2z}_YM6R}-4 zi;c978p6{lyg~^-5xD~T{b*%W`QgrQyoZ>O^#kWn z`A{-JMtL8u}@1YnR@N=$siFdGrOm8Y zCsDnre+t(P=*BAI$4#hrNm8)mP_VU9@bwyrrn}(hNUXv*>~(o54QMF%jyeLCqI?vb z_gp69SjQlj3Qpn`vb1A1#Nsi=Q4kHqo$6EZ>N;G$YSu`k0sOe1$J5B$Z}|ds&`7=Z zfc=}XgK0%(#W>%5&!U@9Mt5zP*+rQe1w&8?NAG?0Pz#1N!WiDnN_`;pelnw6xtgsY z>#?KSh0Cysy^c=nH%gP$$8HJG5(Whg<<7h&S2h98!W}yiPsS?@D9;0^4qC$PM;QlE z*uldmq45ir*u=@(SKIH2NwhcBX`VoazPje>&kAK97wEk9N z>a$*Ljqnm%qi0`L-!|XuJuenQWIzCePr>bfwFA8bI_;eo-O#Z$@d`fiux~>kH-79- zRqdxGO3S!vG)x5FP6$Y5>wB3z%ne*wYu`~p{z9iQ|C}iHuq9xWtswD!;}k;!{m*>X ztKhv(n~Wcvcg~S2s1wql1Tf0xcuV3_NcX;({fgf@gjMAD3 z@~qwZYUj6hb%;54&6_Y35A@n0ZQu9GkDO#zkjT$h9I*Hnqf}{aSAEO%#1P;qu>o(c zAZ&oCV4w-;YsuI!xsE{OJcx`GX@`VUK zMS^alSqV~>y=JHd2jwB^-~O)GCGZ?#D}O+PqhQ%i?ZKq>l}~4`D%bYm?WPOn{2aa& z0f)hubEWQ4VQdc(y1=qz2e z)m<(}VIQLvc>+Xs_O27fT1L=)r>abxNkhTDTOK1BUXwtq7Y+}JO9E#~#{Zzw5e;M= z>37>sS${v<0{b?zC(@@}B2@;g>6T+KQ)7&&q$ry2(4m!(NftNWrXh< zg=^xCNf0we3sAVB%JXpv(isb-B-Rdh^3^no(VLKl#0;FGUlhA`Gvs9Z$5V~>K_ctZG6V9ZNQ2us*+)9~j*ZR@fH`zL^ zS6L8-T|bXT(y^VX`V%s=%6Bk0@9a_!H;lwrbXr`!#Gp5*j+CQ?GW9rnLejn%1eMuf z(yd&n?|alhcHj}XoyLOo-Tm2zqquo%BuQy{^2kHeA#a_5tNW_IxKfH4zMpjt-y3W~ zgB8|&dC-J}f*!~*?azx)CoYPdf`Zm^a1=jrug($9CkLZW#MOf6)-ZUP% zkt^oI_)b{u)6Hx~rOk>nboYQ&)lv%=mW5KhS6vN(74R+KsX8K9nPzXyPoT9-yE5iC z=T5P=bo`^JFJlY?JBj;JBWgY|w=h?almnyaP5wZ64A;eCK~@ zM{6?rQAo{HYzdjWWvWF8=W^E51R$9`-8y&CYUT%=>_XWfh!B4KJdRzys9Bu(%j6QQ zVOra63%Mua25U4?syXgXl{( zxZZAd^K#jNi*8*cEyw-G7STy{XZ3XcU#}RF);y2T-w5RvCO7$H0FJx_SW{ghqATHn z;ifeP0iP`mX7-nW#UEM=fCL%7n?as(q?pw6tH3O;S&?R1rBR~MR33?`f<@-z3mdDM zh|kLU^~kJCF{?eQAZ5jETl-U^x#na%90e|dZU{{lH`R2a^CTQbJA}vFx89iB0L|pF z<96`svV@?*?P0DN-x=uTf=^F-IB^6=x=Qt={?^<#xtU3fUA00VGHxxjgHm`e8? zYag@FKgMP48=`rvcqKV52+?$W7vKE^QQna^za&ll1)4s%5^I4NaMXdvO*q^+@_k#w z)}j-dZ~wdMLE4AX;?W~M-Yqz!Je>k(746C764qRU@Q|9EavbH_-&@3VUXbM_;`uR1s)$Otp!Ht8K)#%ICmN=Y}Xcf=|qk_2jur2nK^Hc-i6!{ zzqQ4l@0OSpYE+c+j@%VWeb-CEn@9K0{>mC-RL(0`vP$yem#qK#$e#G%??|^pRJ=Z( zP#w#Icka2OqMb|12M{5Bw|m(X-F~I}N=yFu61QL^Va?=aU$t*z54%s>x@m3=brxv) zh93d%z-1EXH_@S~7GmB1CyRf_>Zv7KMf-!DykDty4IzQ=Lvgq2ry2Nq;XSQt%g>>L zDFjmv^X0c{MMvDZXnl+~8}eGEp}Cx5mMKE{^5xzKB?8}_PQQ|MzWv~!NSK7B zj8H>sn&s1yo|T7*@+FrtNFX#snP1~g43-%#u7SPfwrCdOXYaUb&GPe zxWa+kIiLyR@4*&`$qq|MO*qWFKPI70SIeOn)XDGz3>zP)h?rOob zajNOj4hu$+IvEILYz{=^R6Bl53NwH^j`AbQ_CP1%XMATRU*{V_qp zTGtU^Dl}uqQCDkuS0)<65a8Y-;`~M8XPB{o&O@kRJZjyWa}VfrOfH}EuI?#=`>;={ z3>5#$@}qu2m-PoD5SU8ItfiA(XJDn>qH%ydz@a_i?QX^1E+t8lo_Ow`yf%W>G4#&n z2y#IQN|vvIYfkL;18r89#NpSBopOc7s_cP?jjO1kHr^-p#(t@v>`=!6+hopB)?y1@ z+UH&N8)#t;(*|r|^F6d=lS&krYEeNzionL5kVeNILf1uE=&#)teXkyd9NZb@w-aF1 zDfwn=6SdWRKJ!mZ*NEYPX^K?IN-~E_I&B{Y<($e%jsvb1593a}>Z(9afQCmZ0HuF| zGbJEe6S>M#QA8j_TPPdU=Uj@gu~3kJjlo>*Pwy5NZT8gxB-# zf`OzXYk?L;$uv1)8nLN6+Ty~3;b-!G-U`9!!r*6Jl_p^ccJB#=%n#7UYk$oOXmfgx zKYlrVOiZ_o7qzP?-{(K2pw8M@Qg!n>-`9zXstkk3Z4%8x*6|v4qc!tq(XN1N()zTj zM~-)l;$xXNpCulj0oxsX-LI^G^Cc)SR=N6vy+Pe}-}fI+!*?@$G@loi0#6<+FIGi- zheE+PAV!wM8o5B>D5STdg+!TB5N6sberN;gp5{8~h6it@UC zJ?t`RcVf%eW%UA9C{~|<-n={~UTG14X-;LLJhgO3BUi^YXU%3bucZXZ5Co(qZ z3EkGG;dxEJ^>Lig>^Z1Hy4m+FT zZg6Bkn{t^x)=SY`M2m6Fk-Irf$7iLKo6G!M3C3ce97+WyfwXN2;!?v-zivMziOm+Q zVdbqws!v_;HA#P6FYXfn7gS{55K+7bH94cJ^tY<XBN^@i3c~H@YqZkt!}1 zn9nT%Kn}4kb9pXU9BDf&|1wgLuLB-Y5FNCy4X#NrR>AunOY<;qN9xs#gCtt{FF7!| z^R$zbRqW9^)-XrRK3FI(81l>ix@Rr>g;e>TeCEFUn&h=Nrk_`vH9JyR>~E=KLdaAUBMsW` z)t?B9L72`=q96!CL-Z|lDp0MgfoZ1p!bzk)@Xn#x1&X~(Ftj%FMr8N&KE371?8x@5 zy_v)O-wa=JU*;ael8$p)ykRg z_DV7}dwjs-+0P$_gX}bE47fLVxov`$BYTcO|CMmGw$pfbAwO;CPT+HxVt#UDXK6fkR^G<<#ps@b59RX78;o(^0dkjVCyFJE*B*Rwj zYUP#*SRWTvVJ$(mA|DPIp$WiVJFPpKY#(-=Y?yOlew^@<29N{~>Q)RNx((8bV zjQC0WvHabMT%iRTPrbb=;q%MA+GrA!~!*T?2h-o@cmq7)Z$-K;r~0K%m@_Z9+rSQiw38$7wz zqvJA2(-D=&xW@QL%D*0>2F7)V%H=mQXUjM=_+&;Xg^3zmT z7o~QBHio7vd3`RIhv}0bB5_aHsD@4U{-W1C!&bi-HkOqO*^!R5vM;X70(GXY35 zvn}{zH(n2@61q8k4cU<>7HC+djRmQ9Ng*ll zK`mrC=)Mz*!YOpmxy1-x&iHu$%es63ka-cKc!6N+-UX!Z$3~SbYZu5v1(-XuJz@;B znY@1E1=g>Dj2>#EE^`$&lhRn%?O1Yk3A+jSuH)=;OjAo8>FfQrL>@U-f*RA_TC<#% zCUf>`2C-lQud?yrnlLi-u2zobN~$oMz2mB>S9p~6AR}YZPh?ZKsOeC1RC%#&ZCjC; z#{^=MN|nsICC_QDokg17Y12zmAc-N)!VzJVFM$ zAK%o7xGa9m^K`1A<{XJ zuSl{7?Bfq10R=%_8^(~0j>0wO5&Jg;YMP+Y@b-Fq_FV(j9+zPA(i}Tae{xAH`Mw)lvhXe$54?u-MEs#QTFbTdE62gU7`j zl@d{@q+K;O6y4KQJUi)<9Y6-1(*=;*_ig0E#bk-k-3MthumA9Nns(_sEpe7vM1NrT z8;!+pSwaI%W*ou9CxYnG+!M$xn&i}XGO{ml)-6Cbk;!=H|4E_+LTrlKU>-{?uL*aa zY^(n8TA7k7k&E@^J)9M;ZD?w6-&Dk*EVvnP(|2x8ZYTD4|G>@2RG6Z2E5uD4}};5HUAtuj5P!#KyH+eG9?4tEs>!C&Ud2 zp3WcMaV4VQZiP4X`OonO?zdTk*@(M!kxF+XXls3xt5qDM{}YM#SIbJ9C-+?KA?-_3xx`#C!Ky~#3^2hhqr#Ta8G2xNKSYXiDzPYrf@>YZl#n80gS?Eg z(N*o-Lvs`CbNLa#DN+(td$Hd&7=7H@rrW1hr4KCV@zK&({Tn(LS0IS20;Rt7RNDI} zHqYaha{7pKM(sw&T5V6QIuV*=HfKiYmhIjN(<1u-%CBPN{WO;1oN7^b25WOZ45dR6 zlcgIQB{*mw^_WP@fs&BE(}hnyZ_sf!{|N2_L*cvFb|i!%*{F*P!80qjD=QE+zH3{3 z32~%)BfMMD--fzjZHr=?#oE;*kDO>1b~F~9OGgM@EFbN9-3u_?(JG^ac#GzLxYaX0 zK3{uPZCWG()Pc%R))a&ytKPA?D=4#l62Y0FRq}viFZ<$9m=CY9_YsI zkj9&*`ojk=Lt%keF@9wdH!FsYxajUWAK={Xqu^lJQo82~YvbRB`FpA2xk@NFTdu~? zeD1|t?O{4tN7Kru#(!OC>(#Vgck;oFHO8X(WG;}z%D@y-IRi&tDLLS$Ht5-7FuLaX zPhnDsqcs@3;cLDcSyo9LMD#FZB0<2cjzza0OU>MRiM7Egj3tv2s}MU^HMMV1P#C>} z%!}^YLgRUFH`o zmN0pm=!F+*h3jocAzV; z7mFKN-R&`UYk5ixCPya(ov(dD@&nwP>zDxK`S%2z#n$yC)j>}}eXshgvdC00y-8UM z#&z$sobDnvskzQ0uSlSqkBEe@VU2zjiR}Z?d8bbiNBX+#uw8p+Eq2$cFOGP!5CG4* zATy8t=G1zPCWW$1U=vYThqF%Xq;WHi@~Oz->_YXi^!9xI)N76vU1YaV<`#Eigxs9_ zERl_~@*r3y`(j{LInw8 zxY8O(4+N8%8^Pp4bE^FoPU5ck45n46Lx6``%mMqXco%JWN<8rEFkSB*e>{oq{Ox13 z)7RH$5Vq`(S7VqPy^?ig>bH=xf*!IThCId71ChvH(>sDWK$B*BYDj;wT-QN~zG5Y@ z<96QFbKyMGf_Z|!4u8^T#fHvNEKJnywLbGBk-0ZSNFX=w~KlnKTABzq| zXZYOu<}DZsZ6#74@x(a=JU|nbR55eim!Vv4nkiX%MD>Bnc|kw8*ZN~WD34}0clj*zM{~yhELr3s#vvc zIg#vQYX$)h{=q{)k-9tb6qi3xe|vs=yjj2@pM*Hqm#`Vzn_jev0Min6-9;9jf6-7j z;f%PTvN_VF87KhXGOqvQ3usVDrsdwd;kvX!!q*YT*y!3G*8K=H3vBjDwD-Sd1frh+ zzf%~qZ)8Z1n9$a@^k8fg9|yw#=Z-q<1!g4Zp_{Z5YtmE`j@4$LZjO7IA`G_Gu^gRZ zc(xS&vW948JkTi?XK_B@!~WAOHfmXtUAlaDtvcT$X_511Gng zMg|Lrj7FX<4%ONEVmcDSmTnQI0+Av&Gc@F{S2A!TY!4^*UiL=G3Vu)n$(=wtSTGD( z`o2s|`ZdGnNvW@AKo=ql&tZRZ^d#kWNpnvP*+OYhDqlQPDk9XoDcU|_VS`)lNlU%l z6U#9PwnShC-=|7}X^@6|0286PpgVIvx@+RInIdSXL?4Bcdi;j~#oO$o-lb=EVZGrY~M$s;~iG)WZ>D2eq$H(F|ZQjVWwSw&>IBWk|b&|%hPfk zk!OwS>;{k*mxt7;N2W|h zkm6~yd}$1B5i1?OJq1tRA1}Iox2YLB55D?}ZVfH#M7jGiSbblZrU(q`JBo5}%_RO{ z-X{lI9GsmbbzO;7r*t8Xr3b6t#FN?p!MXaEncz|yC+_5nn|X?dU!Bt*k-B}(E>LgV zkNn3%n`i%b`@?Eirt&iFN?+u5LZaOGUc>tjmFa3$yFxJxRZ22K^FOJ%Vq zS#Umu)_HD7!1HT}3eJ-c)=l=b*8FZ&r?j(phm_yx{{J0ULae_2xF_gbV_}-!oQ^;H ze|g8NE14p(o40pKvJeaof{LmR(5%OS+3}Py-$t!;Xij_YEpEO^wB{FCSicGmCV?!s z;t29mIMSrt1|S3ZVL*Y_$}*>vvQ|uVc!j074V1;#&R)q1$VwPA=@RmU3y+y%QerQi z#q)iihSkFUyt$HROCY94A#PDqGiqmvD^qJceQrVbbtdSHVLfqD6dAp=qo#I7#aUwn z60g-)7%GIhtBR3+z!vdK=iG>U3H~q^Gv+QMNV*pF7VqiBvZTl@vr0E5r#E}@I02ih zp8eq&Ag_ji5Lm6+Z*of*Iiw~4)HhNcu*+(yapahYwuygj>tUxZ!S~3h=yg&(Q{20& z+`#k+_Y)NT3XC4Orq<%h7U{Tqd_s<&E5+0>(I7vwQB<$O#cnoZd#^yXWR-~}MnGiN zkY$W69~fNB;|d4^MwnDtg~AU5>MyCtzn@>8pXBU11o{3gUi?{;mle}~8EP=(+6gsG zS{lSs*L^$Ht(N@ZkuCxdu>S|k6BX{%0ko&kl&m|fdy8J;C~Lf46olXLp{TZ!#ZIh< zn6vRB)P{5{YrO1ZLD!)4rIhio}wc>LNoH9!Y2MWrJ2|!vks@Aj5~!4Lso!WBk`w#FC}PD zLT5Ln87J>Qm54dzxyK;}swMS@_O2oY*jo_SrK6n$*ctUC>LeR;)}X2RUR^wd702PqP5k3~O**Huxh2}7UAHAs;b4u;~)m>{6KpDc3 z;SM1BGvhsf9s$=cz=_{=61Gf+KhaUG+z_TG;squcl9lj&wyKZ^d~^kk!he?YiFM~E z+jw5fdt|Nw4+-0LpW4E*Rb@*!==$@P`NI%9xF;_(O!K&cu?v&VQY6mrfCKdCHYvA+ znbCXyw`uNd!pUmmC&#*MQ=6c@ZMANTLB3^X-dc=)XYu0FL?Z?Pnh!<=@_9Pc>5ZSL z=I6KL^r_GIB9g$TMz=GY-WVrpP5R%dGau2zAq$br8Q&|L&}^pnh(J266BKg6ot$np zkcyS9X9yl>h-ZG%(goJrFBQ&jIjO~J`F=08FuOzErw-(#_AGFTrMskT4@3~H^M+O4 z$7v^S<1pzY89!|5{i4_>6`Z>3QA9sJ#q8|)sg{fqg@FA9U+B^&J-oO)XMhxO`sW#5 zz1~BroU-UA^SQaEJ>Ex_SsGI@?}i2qbFdskLJP}NyHi47ZDfdxQ4tx{Z-B9I+i11V zg?8SN?5C5hu0G$?4Y4s;AT(8_24Rfcr_(1#C#V)qX)nKVB>OZsdKBSV*`#@)p~rn~ zoMqZGiZ`zdEYN-yueYBlcc@vAvR58IBd1Rlf4Jl7is+!wmk#0pzfvI)c-BnPey-nX z=i-HpsQN*vRadkr-z@~kG!d=q2Dum#W;o1l$lnP$cka$Ik9@T1!*?mK6LAY8KFKHB zh`*WinAs_fg85-@OPr;T=@D_5y;565sz9<;c$y0%;sHwF`Jc_DpdzbzWio<&H5Ra+SD}yNLctwvh?fgVBi9lm zDE!090{nnEZ5;t2tgh^@jKQdFL*L_Y58Bt0S@a`MkLe^eC{4Yad$_vCA@l}B?KXb_ z`5E|qYCAU)Fx{=#a^S*Qybhe zn=WjuxXf82FZ=%Zwy>!X<6P-`ZzRa)nT`S(3fX}BT(PsnU1sKTS{@C7yl*YhQa@Hl z4=7Igmh0qLr&xa` zY1qGMT)c>1SW@f_+rPsp*mH4wz!J8V`VW)iOj-dUzk8otMF~KTn;y|8o?y$@GsTNb zK}RMhcQ)#d_Aw*56@GGx9Wm08d(W2bT8FYf9#Pdoxcz%b+3i~N z8HVnRzODtl^%ST3jaQGFNEAalOuOyjY&oj$f7P#40AXqSyw$ENZ6Oej4ld(Yh-Vzc zfTbQ5g251{8wc(tCL=eFusQRGcF4_UQ%Ixd90nf*x zs35b({4Z4X?W(1aE-|Sg0Uy3BEPN$DD!jLUK1W}&_Ix+z;*7Vo=izv+nY9k24Bv@ecvTHh^-+ zFTYD2=z3eC;SUPPfF-O)H*ed~sM0i>46;%tDuLgjd4CKtwnmJ=KCK+EjG>piZu2u{JsyF_LZmwVlB~XYNV)+g zjmlDY#w5Ajnq1>4OjwTEr&P05`y2IDu9p1_S0E_^QQKVY89pE#i;L~M{Ke5RN}*U{ zYLlO17F!-h!+r7StZ?PP*P37sAO&hdOI1M(V%3jTqu~$80<7m@ss66scVQvb4P*sR zP#ZPcL#&*Kr(cfv{A7%upjDVYUC+SE4y1^AOp;n!jFnqoNyG!q$m)RDek+6o zwEqZBPS?I;h!AJ@?&jNNY4p7}se_{Bh_Ep5+(cWQ@X9;7Bk9x`26u~Vq0B=moQ@B+ zXkCGIn6PpYU%Om?N-IkkpC@|YMDj(D6xZf;sd>khjv|VpDa=Pjeb)dS83j!F@Bm`T z>e!~A0F`#!v&^S+tFh3}f%J0F0_!bi2feT>V~<9mKJT+_nT|pa8fo?ov!=;AXpphs z4MTleAm%?;yd`vogMuDqexkVDfnmcAdTwCyp5T7geZJg5^KauR(FJoyV3h~HR6+t^ zG~{DdHMm-Fh|r_+XaHB-WS$1j*$P*Ne-(#x!AW0ExWp@_X*tCe5dDkKA7!5rkY>p$ zr_$$;?8}p9ujop&l7nkI+jJ!O>W#m~9u9sgczF7MzfMv&m7FS$^(sW%8UU-A7>7zS zI(sGnKiEZ}8$fFgcDDgcAC{vWU7^hEndzoNOMHvD8q~C|3x}R>o2JbkJCOfJSIhlu zUtiV;!HesyYKHU|}l?AW!xrTKBHLQt@{b3WkvR+&+fhj(-=D3gzidYT{v zd5o24rD>M*7@kW`zXlt+lKkdCCntOSI51whTe>np(de&Tm)$oPh@vKOy&kdsI<(oTEoV~6LnLE}S!rJaZ8J3=%-XVHs}ffk zo`6qf6SlmHH&=ndNROd1};7dT*24o5{9 z#&-y{wJ)r6($e)yvxj@)oZ?9dr}tFIUi0ad{C@#2vrx@0gv$|jhN01ZebhE8ao@h0 zr+r_E*JkwZjVNtsg6CTOC@%$29>lLibR2Y9F$l5o^WdyYxQKT4u>F{EwP4#WFvWt< zEerPK8icr7LcfbuXizX&B|^2VEXNb6tZEiLbCpjLWSjHUa>pScs|cjZKV{kEjeHfe zLq&|G1P(tf91OTAp*;>rV2E$$R(`gJg&4^*Kr{KXv=M(@qR?0q;^v^48lYZ06I%pf zQg>5HGA;TY%oe$jY7VC>ePGH8Xrw>${Pj-Y<__~i>CvQ0VoIcJe32a=7FC7i?}4oZ z0slQ@urmDKo0TI*J2-rH@nQe=p(gsq5=LY`4KQ012 zza3%ZxoVH3c2l~SpWLREwV6-}8?AVs9s&PC%(5xN+|4^?VBOisE<-!^j!g?#3yV(l z_mV7MZ#061pzT(6yJze@+Fo+oglFH32CwHNjUu&VSU9oX)AT;j@v!sf*$pL- zC&QDEnp#j_HFp01F+k40B~iKBJ<<;easWRDgt|gi&(N+$GA?2v(E*g)lb21KfRdVr zNi>C@t_UcADQHA^MLqP!0*`oA6ttxI7Be0R0Xi647@bTZmat<)qTqjgPoc~==Sa=; zF$QaGFKh=xUM<73#!oVAE2(4h@aTI2#@CED0JjoyyE@8(d;x407^oEqos^CBuYW-8 zqrm0M5-Pb*&k}$Ff%9%=8MKcXt=Sdd&3nq>_mXN@+PKo#cMfOx^Go2t@cn3=nRzzMFPcI? zJ?mVzKVbcwj|8@GTjrWQ2j-H~NomAJE1kc= z4Cii)^@?qZ+3XT+&hvPa+)booCf8PPXaz$UME~aX<}rQBx=fz4wDtMj4ln} zKZbC3qcH-V842m4zG4fCJ8LOvTXy{yj)Afx*uAE9viKS2ERPiqp7=5vV(KSZ#G-!f z_wU$U0ZV+bh}L-FpbL^iJcHbek?_Ns+zapMu4={M0=dXSz^!Y%$lL#JOh^blbt#m)fZ z0wt&pgGC!kEY=-rj+p%FTtGGZi7o zo@UfydljZjPT1N|KxI3!<^rQInXWfuMKf(I*AYNIU` zOwp>fMxxx^lYh_<>O+$uMf!DaeP>>+3)~4UB9?x(fV9YQjKJ})Uw5cDbM|tymqyAx zRS%236RG)N36PxtaQ_RPp3(dncu_kmpnP4v=daTHkNvDG)qHgt)^7yDx_n`6Kfp>b zclO6O87n{6q6qooU`hwzdP{9llIQR6do6rW%Os+lL7k&_FR0f$OrbtgSxb76M%3?T z&CR#Qc3gC7=7%u2mo#e)DCA_y$)AbtU;PnGdli}wWe*H~c1J1l!hHR78QH0gqhEP) zdkg)Y`{>Sr#i%s4TH2Vb~kqr9EMXCJcHJ4ztVK!{= zp$Yzy{$8_}>Jr0U9bC*Ut}nJsxM539#B^xiS?-te9+dRcO96g!+ezN9aF-;{c#;y`)qlHM@=>?OMTIEx*wZNmC-%{ z!gzK;JQc9_Mvye^=t|LLPli2aOO1=@0lmyv4hkzeRY-qMG5Sk2H8UwR+`3+!ULn+2 z2}>%}B{-=xkIuchJx~Z)0H@%uqDm}LAz|!}BQqLpo}DplW$93hR!(fq6CZ8F_;bYg z)av+d>c}a9e958{KcLN4Ld4xqCTUw$q#b0MkV2QotKIbxit;I!+5H#$5fDLK_c!=| zQjP#y%g~qXzooj-B7h+*7B$eT6^Nj3!+w`I>}cHRz4i!bW(d-@rv*NE4Sz!`$C{|ZmKD0cD_?v}do8C`goX&BEK{xWSjrRm#-~W{cY0Ix6t2Cs zJIJ#GtF5%89&5t#eMXa*P-D65#q(WUD?SB_W?|(CE`uZ2=`nr5D;SgC=B zz|P^m*Gu*h!W~hpiA^XPo75E@%)Bu3*gtIpRK{qI%zK34lTy%{Xr;VEqyYB}&}C6p zkN`*(DFksd^+_N=yxD8(g+%Pc>;Wl@qa`4J7g(<}hG8Fg=j$NhT-p(JV>9 z9rgQPZlJ4>sS}vU)v4#=qlqWS90OpATv3xLOg^aZY81Zq0kTN9!RK#Jlvx1zw}3ij zPWcosiY@Kb$hBPvv9YHLlo2?c9aZV#&bb8hJu3ZpKH8-z&5Fmz(Z*&iKK$iyB_=vl zyvpm!gC9>fgncf3<;H;;XW)Bg1FhuMAtVqoNx5a%&^WgiX|eN55Uz4sFsbjnnQm zjGnm~32oLx11@M0Wz9K>N55>WaN)qz=i*E3kHgh(!vG0`$9_6vUVrcZ)zY!Q7+pyf zhQQ6!E#GiTAYgXd7hwL99`cSG$Q^h3oLaSwgW8b%$qyc6sosc+w=@h3C}xRe&dWEi zI>yZ<%t0XVY*p!S!J$%vd=s|h8W+O1w#T2r0xJOrT%>mO&0!?Dyub39GPahFE1`>J zZ&fGDSVrA*;>QkN`VTo^bM}dSP*y3tbf2Vd;^Cm$&I&2MR5fglE_XC-kh#sDTVyKt z8U)P@4Cl8ZISFvyaUMjXf}=|W^S`ZBUW}5&Gpe|bKVGzURV6xrZI9g`N-$}k7AIWP zU7UKB_GuC}XU9^Nh6qNw1P+=4Y2}|;CY*?%eLc#+x92Z6vhiW;inG1yJvFQ+Qnd6^j@eAu2A~W0#fznA^*?>hK}^9T7WjhaqjWpTiNrIvaYabYKr0KoK?%} zE6cTapCZRoGWqUuhgHS=`5e-=i)X-thIk|NY!M?KrQ+HqNgaL8Iw5Chr25D-`5jAA zEfI=1o)YofWDH`Hwhl;tiXGyv7qDRl^ceQ<21mFzZ*}e@r^MS%XK#g?rLjCI01VN6jU3#}#S6{gA(A?gLh^Fa-?4@oPr?+Z&T2G?9t_Ddp#x3voj0 zcSP^;!fjfb2B<3JPrtB({DDzF68=YZ!If=qHLTQQva0V{-VturG4f9x^PUJt)8W+# zZ@lfUrGq+MLZ$b<-DT;ZE@#dht&INZEUHV#?aEZl;?k(Tck*IgH=)kI<~k3bRs8k* z-pd#tPivWqFw;2)GdL}gE=q`W=4!oM=jt^Fmo{gOJ ztgFjvXk#3K?L$U5PL^GJIl1b)ZuYMj9fJh{&t>+*MR z<)?+dF6VdsfNhh1F6*w}drtJ1^@hlD_zkbjMqcI?1+L4^o2wc~BhZ}> zs-bv*XVzxD>`q*$kJEkK=^c!KpsQ6|M&*t|@i89IV~y6WxJD9-b@m7?*H&661yj_3 zM?)8u&_FO)=yE@bVo%z-Z}a?RCR)~JrO0r}^Q1gN{%980f*AxLi(4q1TFywDCuKUD zBXbjJO#gp=LIo*r$f4En{fdxF>DOI8{6^fwkM=GZKd^Z%=kF5VMT}Y#unM18i7-I0 zJnnlA?3hu$dK_z}GM6XV^2Uw+U}(o!%2M+u`sk-iJPwKN?L%ghvS)y7Sj>0B z_b`UVI@Rj-<#DBm+e}ScVy1V%ly!tCO5uPgAxs`5id`h^W28>mtCCHLt03^;C-%_G zEc6QL%WrNu!iMp#q4IA&MEx&5j%In66;=n)ih()CE$G#LxO+NjFq#%AFH3!`+?KOn zo}cBNn%Qvkb#7iG(^iHlskFd?Bp?o*nT@WkZ7?Vkf%QckB*oA5pK*;wg2bD3I(BJN|F#c8i_D$z>SOP{&?6rAi26D|iUq%DI+#zM}-hDN$DD zSx8UqhK+`b@l?6h!sGyUve!ba>?ti;+yC2ia5Yt!$;9W%}pvn_0SoBJfy#&T3~kV=!|S8dssiOWMD zr}{|s81%b@Ym8qQuIhOa)5}AFIaZXY6|K00@^lOkM2v_f!N8+^2wDQ-HCUh@+uII` zN~*BF|8arqqA%aGd(UQ;^NDNLskOmS_Z!68csf&Gcm#%vwplf^FnvgQ8h_Pb5_MMYGyAw5-f}@Isipx&|q%yuWm3? zrh|Ya7eD9-KwSx0ufgEiVDH6&v6+0gU$yu$vXHjLp;$;tMeZn2&+Bw2dB=_6B7NQ;N(*P&|Hc?NYwYyU1|ansh36{f-sxHX^Z14_ zU_~u5t6o)^mHFxZzCdMvsV@8{sCYgJvTtSsp?8HQKD|d z=3~@&G*rpV8k4}DNmH1f1QEqE((GG)N@@{>L>h8uY`+s7tLTTNId}dCGb~9}#9Y$j z8*8a4D(^Pn_ydac*$s3>rZB^)mB8(Ik8BLqwyt(!O8;v@YHQj%Mpd~EhG%G1DOm323YFV5LM zkOl>at*?P!-5s5mM3A|s+1JP%ZLFG^*7ys_5JKiDF7^fP<@N6hn%W=nh3C;8&Bp)w50I z387$)WtX)oyKSA%Dk~C*i5J+A4EQVmEUwaS1wkm0y$`)Z==hUZ6!CknYCo~^{_LSW zG%~wtnI_W;P7tQtx1E0mH~7atco0OwYWune7=7oaOvv2iM#ojNgF+;EK#zITM{&AT zm*h^ecu3A4Xt;y^t80!)SY8RW%JR;qJDwAa)DV1|p>P;!uex&u)-&d4^?eb?V#K zUYAbf;nyMxG|4|94IN$KD4xz&Qjx)#7(=2sBf-+FJ&;owBH6&JN68`JW%b>I|M>N+ z+iU0Ervl>Gcw>5%rHF8IeLF}uFceSbZjvBk(zw-yny-$tgBEUc8Q2U$KN^_J8vJ9~ z_A8}3j;Yro8BTl;It=N!lDcNZfQ*gHg7AGbS9DLM@pg}$UV)0G7++x~RcHHjpqHZk zu_I>2Q(gc2HJa)$x-h@XSd-3}%b||239fZc6UaH`W221?U8>aL?=+}~HNAPNO~QNq zO%br7OoLsM+geFMXP2LsM|hP-rmrb5a}HPbr(7X55;rr+=Zunwk@@a~92c0g--^Er zI~q3LoWRUCKG&Lv3&f^B99H+>O~lJkaWURDq)dUqm+sAqdAe(Vo`!IJ-=!mmn-FN$ zmy#qc)mOfHQpIBEr6)EOli=J-m@H|!ZzG4LMs4W)PO)$L@@{^`p{1Oqgl@1HsN2HU zIc@Ou{54@>Zx^JOBxLGr`3vJ0mG6J@ZRb8sHs5H8r1SOUtjhwnt;Bvo{8EuW7$LgG z7X9uA9$>v#naH=4ai&>2Jb|MQdG7Rkpr|d_Z)q6j$mLWZr)ysT#VQfc?I-lA*PIY` zFfb8C(Zkw#&qXip5I_%)bqkvNM+G~8AMJWsTd)< zG3k)D0fyav&&0t5-1kZVJ7T<>$j%<;8U=i{!xVMo?PYjD(}n3)e@+QaB_Rmd;fR3^ZR+_p;onNk%8VX2K2}uIl|mZGnTIN&3Aw4 zxWPTtSYOEk$UrDD0eV*9xm6dZ02RKC-LIj5oGJ54)coS~?-oe|@TGXZ7&!%N+qu?& zl5Mhp8pahG%g&(@ZijJPF}k^SGy@NDr&0kse$YQ!Qgm!m#R;#JKtzg1ajP-jb*;il zsGOzdtqEdLv~*UiV)$xtN^$MU#+Dk~+U8HQ8$7Ivv2qj=dJ30Xb`y%47kw$z$E zLz(riG-I5Mth>-vt>90xMS6EWBO>ae`g)XG+eUn|40*Mt300`4B?4p&zlbkqJod9F zoW0wKbrSR7s`L0G)X$92 z6UxYrTc-U!Y&c;q61xj18@8@!yB*nRNt^G$d{6GHkUn#6Irk`PG%FB6cF4~3=uiXQ zM>Qai92wHBCD8K#Y0-t^(<2m0RloC%;K4Rg#Lg+ZZ4UDP8e_;J9&%Vk;O1Pi?9jmP zA4|hw&hEY}*AKkPMokTv?)ja<&9pX>{FA8fAPaSBakkal%V=h7*9*z|d}SN>^G_3vaGGiC;BjRraU(Rs)> zEB3W3I)`LgLp>Z&s9`EP@tf9Z&W~#v7u8H7TWbX2KmSz>=L9Y10?6YNHyZX{_o>tGa;H3ocvCU8Koq-S z%TeIP*2(uLT-;B1D6#T)oCEvQ;0NIJ7Uxx@^5SSXRkAZl+x4k@3MMWNg?iZMJViTR zhkCg?INkvRAo4ufB)CrBnxTD2nA>6b(y{fye8{0#fS!EOHT4F;h zT-6b@0lm(MLQJw${|g(ZK-yY(=M==wl$=D?+`&MdZacdeFhq`L9QU!P?;apA1@8KD zb)Xu=Mrah>H<`XuOo2JOhNNY5ff-tu;H_MG8K6Ir7v+I$6acKh>tg*Epxjhn8ZVrU zK`OO?2q7&ueR4dPJZCgsosOv%qV-m*F+sQ9g9^CyGIbFKvWaL3A{-GL1mFWDmZB7i zH#LjMxDD7VN!Yp(MIz&wFE7Wn167wMS3kY&EH(2o#rg%x$lv4bXU<9ZBxXC-l2~j3 zC)i&6x=^vUzHcz6$f#da9w?msGRb6)%jnVjZzKA`VAubw3-vs{?{gichL&|L=G3Y7 zDY|=HpAi2m3hgs0c6;=gvPBwo(K{*k;8SI>Cu!PZfl1tdk*nG5tdH_k?2kyJwDkMx z#c)NZ=JGN)_9WI9cL`Ka+8?LdQLun>>~jcsB)y-x%-5%f1ws6n6h06Yn{4gO0Ga0q$cU5MD=T zQGLwNL*`m=EFo>a`{by|Q1Xv1tvU6dVah+EuK&znd3V)7(x$M=1o;7UbOs>wTwolu z_1kaa3ONY!4(K=TpJRizc7Pe$WE25<>&#pVYv&cg_^93Da=UxHr4tx_n%Nbi`xL#b zy5Rm%V;?m`{U_2Iu-}Rh$}1`AK^5^~_|?*Z56q{zPvn-OgY(~^BohrWx2PWMHs-*? z#4#9Ple?&vRGrVix1u$NkB0S8A`5E`9iAvJu=M^gH_VAE(_up2m};mMC|kcRBiC_s zmQrMuhm`1H=1QU`slWwZlyZq691qV}n_#8(!+6gLXK+bC@2Dz}f2V0`w$Wj>NmZg{ zAV#_JZxJiQ0jr9ZRi32MO8`TA&+9kG_XH=65?L9RIAsr0H2o3j*#@U0+BBiVFcmkbW&8| zP&Qyf?e{Y)P=v!Vc9V$QZG?H7RF(SHvOcY0;reDVn)rU=F)uCJwLH8OzOu#u7*H>p zRl#s3xv3^}IcZFH8YT@HF3uo!6{^Lc4|%)oqgYeOmYz7`+zPflg%haK=J95AFDV*%ux(8o$|b+;;3b1Xg5pUki7UKY z#}JaiMSPV^WI-(xoK(Tf&@%gL>2TyuC^%JLduY&E6SpkEuiPioD_%)&W>Ho{u!hzP z)x#P0I|t!V0lxp}OsmfmXnMQ}OeS4}IS3(So?27C#s0dOVr@BC^yP;EOt?$&dheq! z_aj6_H`$_!JjQH>n;KzQx-uJbT2$Ad0sZSfAetLoO>;hcSR{Hwu=#@&ckC}dGk$Jz z-yTr)DZK)^R>S=e{=_0h+v(3qBH;jAi{;hIMIim9vGpHuS6H3CJYrA>!as&fq8djj z#o;XhXHdc}jv*cuyhmp&H=~{$cEVM5>K+k7lei_th$M~&xpG+2e)ldH)2AA1wqMHO zsySic6x$_MucxOfX+;y${)uYno{s;O)X(`MNv{txzzG+iN{k5o{5%;Rf|5U@2=+Gq`0(eUU8wO3I*KgRL

v)n=%PSr zNS=+m=mXkDjNi8cBcoy5ohi&tQ-iR=%F(gO;OQ2J#q?GUQnxx^Bq0*|J+4rn< z2Z&C)%ivCkkQoxK2-ju7K5K^%car=q4K6Snd zAQlC2w)eSFM8@h$N41M2tyWTDf8k#NVhXtut31f?a?X@WkG@PM{BBA z-V-_?9LX#%83|u!CV(!4NiO6TDF7CldcTj_Rme0wo)U|rH?{!aOjTpNjdO)^B|MWDtxMjJ!mZMzz4V9XD*6#8>laNNQeX{@DP#D0 z<|{EenGTfas0%7v#n%t-1ND&P$`KqJmZU+_N}XxR`lJ4!I=DXLuQ}I5uH&( zaW@gk5le&2DB7zQc&GCKTW*tEK0J0k?O|UZ3U9@7!X6I}zO?jDGq^~nxkl^4 zv?PHax?%iTGhfw#9NlZFg&^W+Lc62{+c9VM&jqoCNT{I^>vCTvUK&p+=<~{F5;S1a z#L;G$*YiPohMhMi_;fRH1h^6gWE%%~L|?W}KLQmt?O3ytEE>c(xO_z;%IOJ5wW$uv zIGT<8NziTi{Ifs&3`!4jNt29oF1V^?EINDKbLtMgoE1X}(}n`s`{MJ3oA!OPu1UTfB7Wjyuh#ht{(N+O6lA>wl>NTs@53@W#i5O;Df{|@w_**ahi zGz#11X#)%KG-fkZoqxveKh3fE;7#;pS-?))!S^X0;TyCSyNDwZy3u;kwelfv_D{a7 z^Y9t`0S@^t1(iUQ3cz)FG<~{d%rQ@#z1Dh8($0tub%tGM3%{edZR#zW-qZy%Lo6b) zaU}oIu-mfs(un?Sdm{rprM!#QT~*B(CUKEQdV5Hh>MdVFF6kw8eH+wGrW`7iR=>-g z>$oC1)TNOT@fIbWtRxGOy<#0m{S=|)$hNHYp{&UZ!rhX|6` zsrI&7SGE?X@{kU&qx7-0XS{X8!sl-dpTGl1B_QH!qJ@NKcpo7ZP2*oVTg{m@Y&WHE zQ(hsOxYU0m2*nm1wn+;E!ezwYXm(gK;7EGs6!kM@ArB;1)uF9>D~;~tjfS%fp#sJb z&966p=ezAXPaK%pXtODdtG6e{N;y?Fwo-U-L7Lu|1>))bTx%xVb1QrK{ zoIo+#EEaaJ7%~Lh$o0hI4{^=+^S?k$YnD_XSpUNiNifcoR2BJ}v)l+m>~vUGyFM+U zNI-^t>x9&MW3TL@!&Cgp5?WwkXf#y<%+}9g;sVbdDzO-ZKp; z)+)s;=<5F2i&%QjpSD|y6yU@&_U zN`}PgC@dLwAdzHmucu@ws4+h(p1!QzpiBJnuqMaOe}`pgl^JaoK$o?#pQzg44KD5b z|IzxViHPCsDvTX=B+n|)H`7Y`Jcedv^Itjs@UgZj<4O#iPSW#hvuH$li#SeT6ueAn zRy<$$3X`>*`LnF$4Pdu7wdB2&*>O#)=vY_@I;%f0F@;aBa-wOwqfn=*VXCjyN*1))y0_I17OkSGduQj~mlhwj&q2$6uR7qLW6!^xgR*FUeUV_0=r&=%;DHGbJq}~Em5{Dq zAgrBl(!=0SCW&G>Of9;(g^>iM?vC zH2o`H9XKi2aMbc*i9B^8)M%%ZT7WiN&RIU`_E)wa8ZuPPY_un&q5Rv3l7sX9&z3O) zi>{Vmp>+n-C@R??cy%G> z$}8?JXYiW6ecfGi(*YG)?+XxHe$*YNt*+vPsajDfdU;Ii%M_e z=H-bVPk_Ot?q5_^!hausT4l2-eq4@sQ}Vs@S<11Cd8lOstX%8EC^NJ=IUBJ$#YKIS zx`)N}U08w1QYETlS*h3nP}WOf%#hd7gJ5F*6AbNK?OZ z!R5ZQMCyK^d(@aT_O0On#RJLHo29zz;uj&@Bu+3dk6m1;!cJ2H?z<}Zu3{qfS|fcK zFpXwhrh33J8l8R((fEBvci~UP_yno02c-rTDpLcr^`)8sjBU$$XckBOkCz7EDp0{> zT~wjiFp#8Z(jdtVaBHk#c_BIi?$^~6Cl7V z9-7P(AO}NRnx1y?%z`hG5UjkZgQqi8KPywXyk$0Grx1BMUND>%-v;8JB|yXh&{bRV ze{@kvYS)n8D`9;RiU+}x7U>>-Eu|S!?R!IYL;R8OKyI}5##qTJ%I}PbAd6vH>di6R zqDPLnv(p}VVcc?+|Be1lEaBF|P&N(bpr^+zbhQOubJgCl24M$2At6cWQj(jQ}Y%yaTfbz!b@^%A)@d_BDwCN1) zuK@>1ybYo2C9j0V5U^|dFT-}jOgHXYb7k3|$!stf6Vt9Tnb%{`!Ru^&^8TUy zB%(@@_SfPoOqJ#vnr0i!z#^|no;!js7BtEUz3TO3Nwalrc5NB5b|e87|0a~fSZ z@`#`ic7b}3zy~Nr{ z_djGnU0EPw^@-qTsioR?%BEUbW{s>ssWG|v<&lCS2_;6Z$6Ft8TEifuuH)7Tt;M`h zUiwR^05m9liOYqUstJS5cJ51D`v_~9UZ8Y+i|~$hm3Q`j2eltb0qBC1UP#IZm7 zCgOui95_@zeyk6pz(upq0BEVy#vvcHag1_9r(R5=XL>??MH z$SslB`XWe?vV=97At17}h&f2E8^T=MGrn-QM+-SeJv=!XC2My-KuJVab|$tC`j^=YD@{%ymFem~-jij*%rIOtjPE zh`=s=eSCIpFvG4U@@it8011;lr4%eL-~+0XMZBzo2(VE6Vp0%GUDwP!ceTh!vCUn{ zQyh-;@UqJ(WKQhcHi4zJX-4H56%%ob0fHChq3+Aaa22s%zxX_9SHSV4S0Y;lOGBU_ z5j#={-Pf6Cq3y;53ULdgM-p>f2Yv|ebR<<4L^X)MQb=H-Zy~mv9;fvB`d|F6=In2^ z5cU}$;IrW`#9ANT?q$VIIe}2=+Q6yY&I_o~Tzz3vVFRUxFVn88;41j-KKV3Dzq#A@ zkn_%(xNq?ctqk~2NLJBy$qs`mpQ?SmBjNM-FttM}I4N0(Si}JAF0*DFJ4-d$#QFV9 z!;eR#?`FD}wjMOUDva7;1yA$Yg(p{q)nsgZSS4z|I{r(ZX*q4Bg0W9aGPq^bg2Exb z9o%r!TzgB*a0ICxl4UrB?AN@mFa%~C|E{E8Qo4DDOK;;b1o$2r+J2j18tI_2>s5!f zo$;rf3q#!t>~yB**N3PdLfy{+u%5h~)+vo{T>xX)jbNj*IgGJyJ}k~7FvvI4bSr9G zy&B$7>o6X~r5ZpoW5hQT-;3Ie`Ti-1Au8)}Ea^M>I$J&*NlF|MtkWP!YG7QkHkgui z$xsLKVF(uD`_qIIyH_wug7*25#%-Hvm72L4m_nq*^vXpU;OSl(*yh0M0Q}u;7q2R@ z&Ta6NVsq2?WGmi3YHe!_HF74`*1H>;HY)6uS$z7UqwZzc@+XpP+o78|-n*a($%`-T zT>m^v$mjWU3F#3SAHK#VW0Nj$rH(GGOQi__0#8czHMTCRf>sIEw+Jc6MoOpPGK#Z_ z`o9B_?w>3-|3m5GWiAC3}*VjkOOGE4#Axm zQHWtK8q%?xM1Y@&GZ|2r>N}i#P@`IUgf>s}oujyU$3Rthk`%@5K*rYQjC4mgpDR9B z1{FC_bH}D=h5LA>gPAM|X9AL5B{DXV@9420R0l{<0%YhDBYvx8z;2i-b}+X1ipANI zp;^uE&1y+}S0SibWl2Aes1#QNN4S!S%;4<8xS&SrAkx+yGzmwLyZaQVt^*+)eN>$_ z-I7-ssT$@l*2Z$b0sBe$^leUNbQNL=A=Dw-tuK-=PraWt8HSpYVOzeF+gI#bxA+^1 z`9AMxOg}~^K`PG(a&hdlPN38g>(1?{Ta!BQaPhwA%-bGGEZ>w z_L;}E`6r|ZI?lt^zHts>Pe9IG6w<{+k{ zLaVN9>oIdgFy4k6YKmi!wQpyX5Dpw~3=1I!bp|WfJ?2N-Jb9ABo(CH40PW zk)W~Ot(3$WFh|3g@5`7|wLz1a#iC~KBU2}2Fcy2gIJsLu{UzD;)mMeU{MD6;pNO1A8b#-Pw=AO!QPw}oIE zM2>Z}<`vDmQ>dp*aXm#m+z#~elrnj5!#k4z^+p*8qvWIha!A_kRG%u22U!CX#oE_F zKCX{JLb?t2FE8OC7~mv(#pfwVT=fE4K?DsVK`vO40#8}dt$tf^o$0_JB3{d`sdGvv zDO?&qrmJ-K^YE$=guYF&dt%F}9b=@eA_k)Lx4a{ibt8p_(8AoBHJ z7g}k7Hd#m$7UpzZ&Hw1>J?FNBv5zakiMNtxePnPL$2M7;7YQD&J(k@i4-^b$EoHjQ z6Q>uJg1w%p_XfZ3PlLJx#rV?YO^?5561FaS9+F*n3%&5Q@h+C6U^^Zw(XbVLq924B z`sejqcvxa*{_viDs?;1)3NM=pILpQ-${1z}FTKGQfTMy#N$tF#L8Fe4fx~2`rpVffK8LMW5=2YahUa95eB@xEV5JyZDzSAx+r< z{?;$d>aOY-NZFLRDw9X}6OkmxkXr_@UVF1>+!UIetjb_{smjPs7B_kE9@4pBZ;2|o zMy#A+Wm2!jW1wV>FRW^Eh)IA)d;!z|38NFP;B6RfFYI#6a!G<5&Gae=%GpOT2>uZI z<>di*#<9y+oN*J+#_q3;1K_4qbp$cs4?*;Wp6%0>wpbNlq&Dx87Bjj4eXHy4o`1eA z)|fSB=`Tr+0=@w@{t)`-Ws1JW*yFGJJ%(&%@DVHyh7#jq#3r8(N(!gdabO-}{Wt1; z35;K1HzZ#!rz=udxMoa{1Rsnr7dUF_8F+{K+>V+L-Wvn~B>?!3mq@8TcYxD)jA{Xt zj2><#ipgTGU06;r!~>U$mz(~sDgx#zEeC!sFoGa&_(M%@&9!228mZeLln5x=%lysa%I~|VW;}6 zAMxq{g9J2N#cYDv05f&sk0F>M+fsf+NNL?=XK zZ`~eZRpFw?bp?lET;P$!rhsmGHPyAPlHPb_J-dd6P}=oO)*Xq_``+6vh6cc5`Pak< z6m#j3#pxgGBCTJ-QHZe4lV*8h6EsGW7PE5D_5+QFJX{O1IWegj^iQU2N3W(ey%+kW z=V-a{8psmn;9u64YOLDM$KoLjJUlK|64t0LDA!WU_w;Wv>>vw2vm>2CyrzG+H4Gxk zPIPE%d)XAvk+u_M^o^%KCVZ$|ziKj0 zS`T%*v>b4QqS)Hj3?wL0Ek%she2~n1@&AAS357&!k*F%&=XdbUhC%lpIk=xcl-nJ2Ddq%ZW;+z-NmT$~LuzzfM&?))g&$Kp5BYg81oBw`RnlMlsRWPiit)V{(^SxH=Vv1Bu~ z6IV4bSIpIQ~JQ4ZMJrC87 zbdFe2f;w|k)m$7~SJJBf27K(T|TCau#Msm{+ zD9J3C7fv=La`u#vxJ4J;#bHsk4pblrKKcf|CXGi^z84Af{hC&^a)UJE7OY)^lIK#? zI=-b&JFv~eO+3{F!$4*WG4h=4T?O;Rv~)SmkzBf^Giq!xT^5X<(6+)CYW)qYFE=0c z693Ml)NJN60RiO;HP{5l_MQEFyq1}&s%}&g`VW)T#_zpl!1x7+$ifN7vuU?AE9Rqe z2~}M;1rbVUwB%x*M7pT3TxN*j=)pi)(Wm(zi&(^UEI{c}EIK?T_l31ppF&E;y*X?f zZDMx=Meg_#JWth@*ZhF@R@58c708&cd0O_&^h#*tUPgcEla6|xEqb|UH|CsMo;I~8 zvIol$$~T^@CXAb~!jSxrk@<%wNKs=IcRijWJKCFqz&j~g=u|^-;8Eh&l0@Pc6`ahx zWr|(-OFJC);j>Q2$=zTdTS0Cm*t$}|;pfSVh+qoVzyH$TV)O3 zLM-hq+a%ttKc5NDN9q0`l6mDbfs^}FA-P3n({0~gdqxTv-t6cq2$444NTmNLZzpXN zfB|e3;-|Xl*nHD;8o;H$Pryht?S~M11B?@YQ~vtLI8_vuVFqM`I5sKJdE<3!vpk|C z|5?fp!eFd4j~?$pXDDkt=dAUOO>%fthD(R9x0^k{*z*9~18K_1a#-H=FhV>g*g4$I zw}Lf+M_b|r1GU5k1t}*WGVPFNd=92rGLjJKv{2{vPYPZK*8a zktWS5sC$JPSi8^>lia7-BG94kP{c_el!N8jY#xU+mKqM(WLm`K{G;G~HcF>oPkP2C zeSX=t@G!jRF<_#`HJ74yM01f2&n*Qjgup9F-Tl2fJH?oqb7(Uv26Oq5XXqGt(`p{4I1obrZlp-=2?S%F%e8|%_{>=X zXHcF?2`&;;=1!I^`X(4d5MvsFLfiA&Iw%0R)~#)FX{=zR@TnP;fFHGl0F!veojMH7 z@!@jENrwD=9IgJ$oKIMwKMDAkN9K`OOnp$s6C9r0v$hOt9Kg1Rx^9Ur{gs?IVEIuO ztx7Sd#4?s0mZ&1YG`%x8=4jeKG6a3;)+FM6#r|ek@6K(rETMn~-aYY4v{MMU>#4zc z4(&j=EkDvH;FY6_VKbFqOP?}@9Fh>WC@JJ7<$Q3CtkG#k zT=Ws57#&jVD@iaW-MwWdtU@@IWU1WSLK;hL#-@xsGXt{X5DBT07@uilZ-Ift8DJ>a z(c_afA%;tIl)}*=rSI$EnSHw9sB$BC=Jyn2?TBxB?`~Kl+;*Rb#N zN>&@s zv<8jIhu>k6>{=sS8Z6go0DT}G#f&`*CJypX;J(#qE{!<6@^iD)fz4g}NxQz`;;q)$ zBeRvLcToK{yF2!12`U*Ba!2wxnnX%21|nhe01V&JxpEpBe$Gs+m;%m{E{m|+$KjkOFaI<+JgSvZ;cMuYM=r8hhKVr9T$z$5|y(Lz2(y-QBWvRi$pXPA&jxOqMEWADIGrAAPZpV-E zC#78(cMf}h=_w(Y=`t`kS zkh-t@PLcImK^#;{pG0!)Kom1hy;9QbbrADAI0dN2;i|1qLITC(CY0vGJItg(NDT?E z3$P=<$~F0O+Et&?qF0NEuJQ+E2G%rPRZwfh*6ABEolY&vNb45NPFh!T_S1iJJF-Cy z{Xtb8&c_(@Qm6~WlW42bmOplhc=PaZ=TNjQnO;7)hAs1&_J!h?H&)jTna)^Zi z_D_XZf~;6M*v`19bU`7p;0d~qhK!oE2Ke5R4P@1o=TTWxKO3am3RoaKfqcs@O{o#D zJ&u1Q@mOq)xw|AJv|={u!V!|AB*^dA(_~qY;1fB&s9ruqX+&V+$$$YhXltK?H(qgJ zuY?sKE_Yaa`7temW4#YWIAh2Ul@Fo+jV{D-#`_Ieg0LO4JEerokUObidO*Y=b- zS*?ov#OS(kKnrpuy5#^=_I9HG$~6b!r4;$dy}tv%18iNOeEqMI)QOLyBE1L88jcXz zOX)P>rT{9sg4l^NTVs2wAoEbDe4cr2GaBBx=Y4r}_NiNB#7WWqR{{4(J@{GkN$41) z>3A7^;mYF6pBz6i9!y`+jZ=0AH#Z#YODMckKIDYuz=$MQuAf#TIS+-W!wV*)rjjua z#CUEv`asmsG)27OoCc7K+*$!e1+-g+!luu3Z56kgnGM;-V7|0CUV-A%%oUPmi^agohA+@Bbs>uTL_Uyf-3}?FBEaxzr zolakZcBN7BePM zAOXFWANJjzLcyh|x7WBZu@(BmO~xo|JZjYdHnSMTt!>f$qp{Rf^6NC(r0XQMPL8jM zyNdEg`XK+B(2M>(9hi53o52rlZlExY3LE2<$57<`kz$^($fPwG5t8gl8(?!60l0l3(6>)9@r52P>lJ(Pn{V^0+a8R zV@3}doaz8aoQC6m*Il`)0ifqPEenEjQgoG82+ymQ3`K_{Rt`(P*ZFVX!FXWN=B)-? z)z`N*JbtFn$HV4M9ScpVNf>!IJ|4yaT}^$xgesrDd5eOX9llP8g~RZhg65@h;rnt~ zRAG1IO`eMb*uY2*v|i|AyKRSEH+Uqy{gzLOfLwcd&x19$-r@yTto2oHfNl7~>N@eO zqZL;i6t9CtkUyH!ZuiVSh(&&ZM0$|Yi9WPx;>Oo`LzP2&R>olu`qs*Y)8rk_Et)?x z-Gbk>*rJ(D`;lkQ;MsBY>+CT?)ma1uHuDy)%2Z-RJGkn$SI8Ia=~Dn&(n=b`uN-;K z^j#KVt#EWOW5zJjsm-NdL94?p39RtMX$KjVu-lk`>i|;?S`#_ z$6nhCGq%-CIwloMyf^X6BXa)$>HT06neLM2xM{9nqm#ICx)|Ci2a2(?fgX!7l{&d+3pWZ3FZQe_yx z2$y}LsS^CPp^R6asw=%G4p{dQIljL@U_{<0k=h2sfE+uD!57oQJh{eXSvN#*Z(u&k z?4ARTXf6wGkxL8Df)%orDwC&cPAOB5I<4w@g0(7vLg@?G#AgDFeOCb?!Iz$YQl`E^ zpMk&~4haGcVPUwGU>-!!y_RwQAVF1$pGQy@jqb?dJyN=a{$2#Ptn7C&((WyLSCR|Z zp`rnQO(Uz>6q4OfO-BE0@H({E@Pd0CyjLno8WpTDLK~BCKif5%?8VWPLfOpVL*X68 z+-?OFw*DD;NTyIy02W8-nYyG_VHMlmdx#E)Y|n*66w*Y{Iy3Sn=^BQKkm8bJsXgiU z=v`gh_@DS}!t~X6)Ro^34*`!)J&@#_mAQW$!;Hq$`+;jU;CSr>R&#(Z6*(3)BUM}z zo%EFzhcFRF|AZlXsWBW%5KH1o|E%NW^X#a#bJ0_(vwVj#>9smlTO9`v!*r0H;a6}# zuO>?^vmMqn{1z~z5pV@|2Dl_=;q{irBz7BZAfo{!n^@kYv{%xDe{j9kbVvzJua)#e=ze`-*lJ^Ox`=j~biNJ3E%!DuYW(CbT&qYCr^J6+sVF zjlXw}uQhK|1_b9rtBVbik$Wl~1C8LyEs`L4=9Jc_+s&>YG{mJ3f)U;++EWOiMWnoM z`Ulder;TgPl7?blCW+fo#8@P?E2NYtag3`Ccs0w4zIGhz;o;cpGmApTtg-_OzN#yN z&8hXa)T7t2i&Dd71$d!NMiFsdu#?Y2;DRW}bUM&3s8#@x(b|oLLQv+ru6&Mx{Fr9R_ll<=TUM0DXf7 zD%ZID^>q>3qKUbx1(b7=&)ZznZ>u^{Qca)&urgC(U*(Gc6Cfe%r`ncq z%oum^;3H4erlC!IoJvJFeg07IMG{;CXM^vu))T+yK#@;2S40Y_o8ZbmE3xw+pDixK za6hE48_jTZ!Z9A}FJ11+b_)RP#Ox&JJ!vi6XPEH{-*c$pW<}2x`k$dpD^)fGs%St}OdqIRlTkoiMD8RGAJIBD;3)(XnL}Jtzf_pbQBMOi8z#r_+_2L!?0>rAOCXdD(QrdhI2favl_FINk*4pS80QHpeA4 z-7pjN-bKqN(F38Elfj=*2vn)-f<1Z#HGFv96_IaaF9(@ho^cDAywmLGJt7-Sjge(T z{L-FBT|ZI=UE1g9CIO!=y1d>ocoTjea`X#6dj+$UWvX>EA!00r&GrxaY$2BVsD6KJb zh3%$bL9;d=&AT*BRT*E zfG7hB6=GLe`qd6j^izfYT&13w4PxKfA|kEkEtdm$Bnf4v_sEr4+4OcX(2dt5DdWsu zlroK^ksz|)>e7FYk~<=P=0*=J^!v>PD^I#i-vdut97U%+todL;W7V}WUjDo0!yaHM z9lgAO^`kXQU+_Wm`9?Nh+^?Wf)^fRF@0dtXWO@Q6MB=J1a>mUDckYM0Jpp}1IU``D z)_MUu>}4VUDJK?~ZE&WHPDb+{azsD<`-f`}{#N@zPQvRo*9YZcXcmiSI%L;B`rPyo61` zdch?S@c#V7h(>}tTeNOHNTNj@-aO86C{7O7OH>TeqrG|0s{fj$mQi!$?k~Z9t$-J6 zVJ(X9soQqKYT+R|pF3&Wka>hP;^gnBP>DFOPjaoGZCF)gWb@zPn9(Q2YHoS~XUt)q zEj8QP?=ee0I&9Bh!$#9p08?!Ae<7nkNkU4xedcXkl7t0bn;SV}Cp`f<#CXI+h9Hu}k!x4)1Y&{{{C2etJ0VO+=U#;~ zxDD&|a5U(ncMZ$18}WBhL2z@$@lTmU@Cso(y{p!PRdP2|LB?1z>C(|N$hd0-JlGGI zbYaoi)$aUm*M%_!JLo9I73(jOo? zywXcUg)+OQH|q0Buf&js1^Pv-K(XjYOxCWn6mdfTUwF*qYpa<=_^NC712y93Bko2M zK#vP@Qqe*yNjEGMVM0NUG1pwMize}*l>VAJ^zK~F_zK}#PzMl5*YR7k5#$&OZTo>Ml9F^Mxj9pYoSJKJNZ#Rnk$< zP17ybB@Ge5WMi<@PXuHb*5CJTu+F0iXiFv07h6cN=bWj%??R&;Il_t>t^$r#Sws1V zV!Jf_Cp@q(PLctQtmI_bqq!%r0X+LGxvytNu>+8+_i*JIgW=J_54i3cYs{hl^A_*W zfX9c6cq1hg1rSG)Mk{2t-=TUQBbz9K(=2|B6?oCx8>S`4a~K`R@xkNzi0Z$;hNuW_ z1iW5(O&d1TqacXl%OOm89YIo)5_d98MUqdE{C3lGLM@V+^A-Vswupl_;ah8u+3Tv= z58p`#=e{E+)j+ zB5&8%ltP+!YdQY0`!mLzl{c;K#oO z-@NKRjyiYN)ogtPj!2}tWRxAUKqzGvtN%8oJ9@!MOB~{#1M-BhP=x0iBE=>g1tk7;j><5yjbEf&5j zXK%g*N+z4}lQ}A6lhuiy`sMcgBU)@rM#PR;;m$08kIqQw_! zA5{5Sw_}s{2~?Tp*1&RGLd&}-q59G+T}v#Np;-DEEznbF*0s(sM@Cwk9v zmm}@barvtIuS*UAX> zg9vW8NzA9&{v+6^;XWU{3Vj6=C6acw7M<3Dsgi!h4Xc2=bS>3*?i@A}`idbq?+7P8 zEEk%?1@i}K{vku~0NTBhrvlx1x}0YNbyET>HB-QZ*Ks@?-6S^zI4udVq{lb3tQMQGSv<~EdWCa>s|t=UJYAfDXfAUu z7-Mm>Q^g&rR{6hK+5M}E5d}^?29$ahLNdiuSIyQ34oNgTmgW}+S*V}qm=%H}MLWgS zLy{GYmIz}{%67SBu7XRjxzY4c?CIXhIBD@#LF-YD6+jt`V^~(@jz91gbe7)`5n~Iq2AXAGjuAY|Y3bg&4fd%-y(Z85 zAo~~^;-O!BKj{oL5Vm>#7<4664n*a*tMOR6(14qH`o1}ZIQ9~OFgk)`c4oS3=oHXC|aDL9F(%;D<_5eucAfM6YRi3$2Kf?895E zI<{T-d93Zle?c#QB~H`ps#&~${G?UDuExT4H0xneimTwaa0gfu>HPjO;FLtc19GrW zgJqN(*gS|14?S%(Deoz}tS4c1_Xi9SvI$+0>j~tMA5DmEV5-9L{O#z;GGUT8*UGlj^nx0qj2`F|TgjcCt4IyUIT?+cWb zmKVQJUu_O80NGedg3cerTn8Fa17R1ES+e9(!tJ>Sh4YxG&8gH4|NZ$T)Y+x3;00Jil}?%_TKV0w&C-Yc_=!UGZEYr7|{GM$5-8p;y2tmM^LcWs0&1Un9aYLL1p zmqVRRl-Qb+ENCe1r!qI{g3B3fc8{X80G3WJLyy1I%IitlX!}`z*4S}RqM8Hhza$}-d?r=o z8ge-9!44#2k&lElt-VuN8a54guth5_OjyI&mfM%)nQ}5&ivLcF4n_`p<5;?C3lejI zi+p9FwXd-%x@Zkp9yntO7zhKYTZ<{{F%6G?HYl5FnNUON)mRBw{7k!`aq0m%WD~Nk zr_T1*1EpIE&7MRwKmwxBmV<0amBwBd>3rtcnEc_4*bf&E_UilF#wm|NXL$(lDyE5% zV6zPHOE4g-)js9NPRTmWJbz6lN0<;~K(>!t0+wrC_BNpa=ZSK7p- zHNtUYNjW7LA5D<&bH)ZII(dE@lM8k*t=%{nWG=QJ5xY+$2^<1=gXmdW1PS0XP@Q~< z+ty>Sa0WmlsjW=cD?S!fmABv<4pB&1fRIGgeXsqMo469D#M|-B`Db3HA7~k^#vZGE2}J&_x@UtIQ;%kKK)Og&vd-*B75oj z0AF~hefx(!*3)%z#hZHlP~}N+zN7mdIBE{@wnKKYr_po!?`y^6cXJOA7f!r+rG$KZ z=oh}_$&otcx`{SG&g7<+W&O;h@-WU8pn!k)UA01;*}ub0e0P-3eIIed9Vbbq+{04r zjM@>}I)S{x1lG?{ZV#tG`LVlnFrU6*KO7AmO)DGYzAbk3a=3WNDBh)C^;tD7dJT2a zy0TNl+nqsJkkiGA4XNl5!sIUN+{EoCa`X}4vJ7xx{{0lyIW{ZX3}OZ|0ZPj-s-M{a zJZPMsTeUf{Vn3%FjCAevtAXz8<$A#CnT2BCHwZH94e+h7 z;5K?2Ss~%cnhQX+XMuvgHRjId7S?<0<+oMEC)baPL4z4 z3U6_*yxwzI^>@o-MTycMG_`W=MAHBFGY2nqos8Ol1y;T6Jl^c}H|~6J!JDZ!%k>Su zc>!gu#jQw#Vk-_e%(iz%Yqahr`S|OwnvWlBVPEio`H;s8^g-=U0gq^x&1#R97MVskjY6btJ*x^@+ zm~Fc_cxo_#-b1TZE&tEgw6HoAd4)w@(_oNSZR{S+;BCP{^tHqF+rBsPLXbO#bo+-) z^yv;)Ru8THDJBe(KkTm`c0^n*s%WY#(M$#}(Bn4iY~@L?_>U}-_yXy{^O^I>eW+^TL&|y`T8nvvxEjk^njByry>2ITt4+4dm z2kKE)A_o&#E#rC=6VcWlunYZS)!LqPD9tx1X}yZHlq{)Wn^iRg80<<`eGY)RGWa1z zA&WbnQ(etyc^?lx{#4-rr6ap$ykDy=xH|eaEd6RKaApN_aqDh*%Cb!hqGkUgy&X_Y@hrX>VH2qm*9mM6Sq)~DdR?xSpvu;ah%~i zhHMmMA$!)palJE}s1BR|s4&R>-;mN|hG) z0Y)PP9M>B!yLm6Sv$O*@wcGn9zgoC?Sl#RN-;x_a-ABfm)_VdGhZ&#cU*L`d_VOcw zH^1cK&2z0qxrVsep5I%E9sI);dx-#ZE0OYhfTZ+Z5oPG!JPwXc|Uxc+7yTNh_GQwl&S%k{FXac0IQ8pQ49k?SY!zY z3{?k^E>56P+6L?`?eo&FqhkIEea{|AVx=Kf*IKTOAov;9uU6!o&Bz=&5frA>>>xNN zzx`E}7#tzls)x4lz%JRHZH~W@Fl?c((i*Fd?w@<&TWE8oWC`x;X7W zE?{Zq>Ewus>vm<%nbZj@614=~&G1+Pi=)$^3(Hd>8NX*{oY{kh@)l;?s}%)^ONP#x z9oT`DIP`A#i~^Degf^hQMqNv>q+&D&Jmq>4-E9xRQVzF0<#MlUs*}5G2WhkfKKEL7 zgGON(w2I2`FT>;lq(55Q+{pHxOw-c5vr693ev~$RcGux!F{l>xeGUJ*-Te(#D@ZLI z)wVCo@La`Jehf_vE$Ohbu5oMK^kq$v|4H-SxpRNf#n`V+40S=+$?&nL7_M0wEk$5m z&TTm0WO~~;IE>CMSX($$23NH{S+q=FNBk{POqBjA3WGRNOOx3(u~UG_?A5B$&mJQ8 z7ur8;oHD~a@V0u-+Z_g4_0Hab#^eaz!eaQIJCj1u_@*T4#V#2V1B$6_$$=ss>uP0 z3kKXxIMXLOYu?uTb(bvmviiHesw!!sy|*q%-Tqx5eAxG*C^B>=#o7s>LS=SiW*j+_ zDLI<#Y&UHuu0PZ9HAb*#&5~5#3y!(CelsT*$p5Q2mpZ9&hd)6tu^_T<1r&vU*fs|n z?KJ{RCWn!a{n#B{bt7{Pt7^wdgXA8SM5Lg%B| zEOvhf2ZrJU6%{3}JX!xf<=N}|IyfwISLWD`c`7BaoA%CUDbn=37i)-GV;_OR=8tE_D8iA+%GGz$Ls59N_@qCaO_D ztdp*tIr;kwZ%QXpynB&UVUxuRO6)HqY9aml{5ws%Nm zF1j*DCr=Zv#m|N&%D8pSrV=iy5FW(32~*0m9*i>T-l&v*{;)ukkg9UH=#M`7AQEWw z`Ro@=&%>2v)Q@hFKDv(mgTE24l`{Z!Ivtyu7+&&rKAgZoJ&IcmQQT#fCN&s~n_Qdx zzE%Qtre{scqdo`TdL{#{1%Ga7Lr-~)uT+tf79{ehy}I9J)&B0tMnoXf|1D!-GaG2C zVt}aewEPb#p=5$Q?6_4QrLyS;eujVLAphioetp;JjG3b84LoRc%~)x%`3EE=M-#0h z9}p@xmY^cL!Z7<_ta@8s6c(SDfOu;67yzpokWx6qkC>taX-S0t3gkqJmpaLpct#W= z78{qHyprEinagXmuzrkLeNylZEq(4|s+A%8%O`bhYC);w3xw%&O*W9H;Uj`h*MoJ( z`UK*DmOcIdkm@Kz)P$0~L!E*75>&UBaOk_j+welU~#+w0n?@k~wOD z@RB7+bK{x^zJaVdk#y?2v(ZEMWIVX`~RCv@~*Tb8u@KM82!8LS-Z_lW_9-;i%wrFqkecV>#(Tli3FfVLOR6=bN0r=` zp7HE~0Ebm71_NC_{MN~!IUYA*lB1vwU(f@%!935AbNI~6=tO}Jt{Q=LxJ$Gq{=*iX zR39;#`5>T_M{#yo9|x#@T@}~n&Ar12M%o?F5oImA-5;~6lCI0@~#62 zK);3C%{~RUjYrKKQX4vBB)$)pBP3Eh;fZVaLbc)P@A|uvKyPDm`u)c4H3d!q7ruN* z7^{NueZB%}$`1xIO%`byGc?l<9H$t9U-L+su9f=lR6fE|;D0;F4by}u{t0`};Y!;U z2-zm$^7wlT!V0JTZrP416>XTy^$&Id8F!)2qMewrq+#4-_4RO+v#^Bb0f!qAy|IuU zM(^Ubqsri{pTBsbN$?jSe9@lUC|npaIB^4APnJ1~8`HYaCy*?-1|?{XxPO>qO9SCU zUK*o38D@jH%>fI;@_;CpWOYTNu`#AmviR%bs*EQgxj#|3Zk6NmQ4KV1$ntD7ImHYE zE&?RZwi$5ZCAm6bIGl&`p~m2EIvab(Iz6iZrNaz_xQe-V*lHMed}S~1<~xLfq4O@0 z5(F(;?lJ^cnwu$sNg;h%mcibk;*@-h>bzxv*jXd2awFl`aoZYwfZ?V9un;Y~a|4nG z%DL}(T2i(y9`eSpL{yM1XGMBCnEK^sc5-V!2&Oe%U*WA<_9Xy{{6B`&i}`GS6a0mM z=)!aN?doc)iDp?)K25TFJ7rI0}vbk4VpR9*h%NGG1FoMmgsPOpO~tmR~=0Hp@(;#jbaomOc#t6mpG3j#A;9fTs|IZQTXA5G`Z+veP@1 zY~AYdv;tcC^K2L`9XgZ_190UZO`DHsQY@I_&rLiJ5E^jGq}cK>fQVD;QizfEpbb^; z)HDtKVS=$xjtd!YKF!c1X={*HMcVwSQ|kheKXji7aRT;?JHbrJ0=N|oAQSP9+UXhu^dI@V0ggNVX1EEWvy?waE5w5}`?di(m(XA}-MJz4* z5dDmE{#iJ=r+2c{3%*%7$%M%$&!4nglk5Le%0aZ?;zI^K71pY?`*rd5MlTfHnM5Tn zsx31M1ogrr*3`vrYQsK5s$E18hd|1a^4o){0?e5mG_{A>52cJN$qZQE{ZhD zbFx$y6LMRjv`I`<(fLvGbT{Hn;h3c;PN$|(>TD9ZFgi0_orI4n8=S)=C{cu}4buEc zhj$-k*qTTUYz5z|r$)CYL9YA(9VQu5*8c9D#a32mo4jI zoeN`UT41366lbM~v8wiov`cwaLbZR`DcfZ5ND#n~UYZ@zq&(J71s)0_gQVXAU2V%y zg0*Rp2yh?=fcnnN8roi-!lJcSh6*f4uH9W0X9hY*c%NV)GytJf=rizBM z^QQSNt})?OQ>zzzdVUuhAlJ09XWAt`#*+NbEy-94Ct;MuHmi2WoWkeg}!m(D+#Hc)sk+XR%BV`u@4|cnzdt-{lmY?{s}Dt zGuK$&I`{Mh1QG9gI+&NHpL@EXl3!~yP5hv5mrsInE;P-C_G+uQ*G`HWFKG2(L_!!Y zeLkmTy;VcUAz9lr#EY4j#VQhj zivss*#o^ont^SBn=8TfcOb-%CLYSQ&^m#~9TFqGQIZDHRO;R8Vhm(8}zG0^-P_=_9 zpy0OyZXC0f5f{sWa5|IR!>5@woDf|ILJ1=NVfrR2yX$4Ud7P4-hMud}*Bv0&mNgafa0DHc6KF$63n;oNQhD6F&3xvvO@t$dw)`NhyVEqPKo znogW?5gkpF1&~=?B!S8Om(~NGrac zT6xX3T*DS-pgCsJP_#$PiS67zAH%a)PmXK{ zNk`6NaS5`Bp4x)Krcb7Cn4e5$|HPmMUz%hEm^;m~!QQ_nbKC(84xaF4f(JYBdf>|O#>`p4e#Ijb?WsITi=fMp%sC5>|#+G;$geonvxIK}B}OUwGgpke>^tN!0kHX1BW?xoLIix6zlq*_?jhzOri-DsKmH6G;BYhK3Jk z5AnM`2B)o}MChazjEtwewUe4_3X`P!{HPks)o#*n}bD4-@}&Y?N#G67)u=A7cyZ290i=M$FV6q9eZ*$F{$T{Y_RO0|rCgAnVY?PqP1( zA@&Tq5hvJ_iE%)N7Y8>~`|DhR?Ce@!v4LZ%1A>Dkn$Ex3VL>7irK?*ZMo6DT|0l?QDW!la8zRq{%APIF4Ls z?E+eM>QldqJ2OVI>oto2pLFl?U;;}f!3s{-<~4$Hp0UTm8cDk&i>BB8v#K@N$bYvq zE)s+k;<0RbjERI7>*)W^OSztU^*>z{buB(Ui}8f3Ay%?~B1Fl(%@;8D^!+RxjRa%5pY;-DM9w=%13 zY>X6I@KF68MDT2H6*Df!<-j|{8J?A{DhTn3|8IFq6Q_*iU{a`lGW{%5*5zTvh0!5X zR0O8fRKAuy0-r7vCB~67z_42kp#gR{@UgD%el@wQdh8m=GmU-A*;}s#x8+B`pNs#E zm)&}GV2Eqw`pV~AaGhTLr|qi4KhF)4ZqfxwU}U^w5k%wSB?dAi&W{#1X%qiJIrKMP zsgW+o*RY`~iuXP?FO+o_qb<771`RUcTfjusGlMv+&i@`*1feiE{-D@^-~CE2&KQ~8{GMB* zs&x-(c+e`Nzy1k-E@^}9T<-sn$Svzu$uxxZa^rc&*%OOr+CIUo=btwa*>4(pM)spJW6cb)wjalzdjbY|c zn{hy_-}x?d#0QhJCFw|Xm2n(3ZBa;2&o;RWeHcxV0eHQ`4g0*oEzv-H@^^3Y49R@E?UC8!LWJ4m zE`bOo+s)~cSF=?q01he#Gsx+8v9OANWZbwo`497!I%(KYj;u29-mytMOz+qpj@d~| z^5?F)Oyq$3^T7miVW?4ky9-AStBS!k{rM$tyU9^$M^uso!gWa)osuQwB#tFlxi!bP zM_QDD1a-2Z|cwgNrw_pLx z%Rfad?qgPkyQRU2qFoydc_HV5T{jzb-GC;7e{9&#eEnTtm0yM))0Vmiu!3e_J1c+f zRtPkOAL*g>8=JQ2-G6CSX{*6$8Wf$(P2E*dJ$~!`6gz?9C~43(@}iPQd_-C7!#YvN z!1yr>59%7#fZTfdJpl*(Za;??K)=*86G@mEi%;Qn>^+N4^C>8q+SF_cFsDCcvZC8o z%q2zHN0+Fp!hmH(xPrh0$p0eGa2Xti*y28g&qh?(BosAU@xF>M_MatAD7lQmY!*n} zP0UeIFVn!JKk<}uhMc?Q>#u2jvEW&lw4NLC0n^BB* zX7DJkO!MqtUMOENg==#rI?5k}3*!XZ6!avt@Y)1)OTXF9_g52d4Lx$%v`!T7d4j%NgDHSrwkk;>sbGL|J&*ozv|vR->?tK3>g^j%4HAKVvp zb-wEoirKQtB+(mEhzO>;X3EF1L$evHA%Sy6c?bJiA)exr$UwHF>=x&kuyVMS#(Eo( zA*wv$eJD9Ge%8dfX z|6y)GDE7v$tgXRx2noccr=MuE#36i+;?OY;T9D1-*f zZ7{*|%=%!oeJ);$3AOB7P0Q|87iVU}Y$k=0!r_7dvra-y0?4xNWUKM{wJp2_pd9pY z4fWU`(o_(9rKXgu%GaGPTmw_d{=gWVK&>`Gdg4Q>{@0Wc}x zsnw`C{xR{6kGA4K zBXA3RA)~le_!9YAJjlXc!9~(?0P9(h7BbW4K}|=gp@-cxP3yi;T1_CaWYs|$B{;Q5 zo-wY{C|rhp^sO#HoWL3f#mi_h_je7LKMUNt0s}OBRSw~%NCsSmG3_paa zQD68ha9Q1SlM7Ku9%vr~exripD!)yLf2-^r6)kGz;}TG`1pE*>l84hY!lIkhz=F3!t|f=-=x-d`=kQV zL1x`Cx}ItXuU@hdzzRW2>govRs@6mvZ$sD)+)}v830kt5qiCG1cGs?&MGIkP={4qm zE%7ty)!4q!)ry?p4DN*+J7X5$mDYwca`_z>Yd89zYi`Hp3lo2ve1;cn?}|BU!j6;CHP}6kKjmaG zpCx_yz5Vw)M8E(s{_f7-3X7ihQh4P&FDBiy5^+oYqj)O+w6QH(>-RN(ECo`o`>g4U zBW#okf14Zl8nm9P)t6dlvO9Fbb}l#Ec46G&p_S-AgXYu8& zJ)Um~gEeiAd>|yEHAj~D%aXb*3Lh&H7xyq>g zFj$&HsDKxvd??Vs8yZiOwh1ApbFUK5FdP(-*L_|7E({tkTLa>BH&tdmZuq0_s%zUK z-`_;idX?Q~8%vAUYGB!UP5xQOnW)HifN3$jv$8LHvqcLtT3s|vddMF%PmKX>+f|PN z2S8akf2b3BOgmh!9K!T=tH!2-E=IV&(wRG=XC4R|qS1Gs>p0FG?!%cwBD&5*Q+@3a zO1_QrPJ<(ar)nlp!}e%Z`z{iYvWd6|8?)mX6bL? z5iiFk9rb|FU7ak~7g{I9>&8G@dGmhNF8gVufJK4z?@wBNxzxlHKuST5w}dD%>h=d4 z@R<%6@K?sV>B+!l>5zr$ecrQ23M|)6F3TNSkrCmneFXDXF&kKXJdy_P=cJ?Z2cWQ^ zjEVl>CX?yW0j4=G@3hEZj4b_xa>r6;7Y8zhY|8;&vtJoVxu?^a$`v-av+~R9j=j%a zf4wWWKLVkykf0+SD*Zhpm1x>a>){)(DOC~Lqoq!|JS$x}W>hpwvnaP5j~5#20KrB? zQwxrN<+4=OC;Kcn#?9MN8`%x%(5|rt9jFo6pIqnSJ2O??cK{sdBP3rFZH>p`iQ#!hiW{$BS5_uK z`^B!FxdtB+A!4Pbm#;hL*iodRKM=_ca_kq?Zc3^h^(|RU4|y@!OH@Z2;lcfiN&jiv z>vw(qd-90}7>^D}7S1X=^$3fY{H8yz4zMR;_V0I^K3nVm|9TTja1@v*Xg-h$0J2_o z{3pN2G1T{6{vLThH4imF)@_YX7AvL!4w2@f=-{5XV(DpS_yl_|rfZarju#YP zEtG@pQm58AlBD**yGRGLl1T)oaXd|w(c%nrZst7Uj?CvUkgo-b?NS;jo@hKVAj^g* zVKB$iAdF&~DfR3*|9Zlr-1CCZTf*TDB8327HSc_hV+$m4N}!EX%Xdf>SYn|b#sKSJ z5e`}>PZicWbA;sF3fTQGKd6``pSKFo&@g`0I;vR@Z0iu#Z8=`48^s{|a*qqBi@=-9 z>?n{m$=s4H$eBVo5oFZ?+XBAnZW%U@?3`2kXO0xuUFCVjSGKlFpaV)1?Ow~@g?OR9 zG%BF}!lVUL!McamKDY{3&DH62?#X&QQ?5V}*@t_S6&zaBSq7TR;TAq9?8Zr21F9zg z_ZZ`{!AQb&wG5Bh?lw&KSS`HxJWIuA$|I@vhr=3$Lm3|P{;X`JIA*N|TnJX+GcRs8 zva_z$JQ+Z0UT#)RUpL~UPi$g0Qaeqt9e(U0mIdf%+ z=Iyo#yuMz;65q@FPy;6??QbLHiC)Z*DYa<`uw=9%MWYaer2iTCQCX8H3ir0wgaZjj zHB03KcMz~#JCTnyS&v~$AzR)aEu(l*Lj#H0mX0|)w?~0~H($k>bBz*O%Gq&XwK59S zs6wwsnxZS=thOfv-}@xvte0)ybq-$0>OYAz>ej`t;m8p+YDG8T)`iTOldM^Fw2AR4 zuR`l2^=zih2VZe%MzPfKM#-eT57B;?zq9_ybR?QOj0AtlKf+K>(YE^&9J6JWj6v{G z!J87QeGg;lQWcX>E@}o$gYL1dB)yge(q*#CP(?XB!ww28(qV6R+0XwTrsI&~t1~zk z)h-b8MiA^>@lv3}(#GRqaWOVx14pQ;e?-P+;^i|?xMA^F6VIs*$Zemn^z?#OO;mj! zn3XzEt715S2?HQawkk_87KeaGve%}OznYdG(AYt^LBJ^z34`Rk$c2^xXd; z@gQJfaJBc^OtpPSF{_PqEgHA#DnSv2@1VNxfhVSTBtCm)TRO!081w850P#Oz ze$7QIWMl-hqUp+O6C1E#z+gF{T1oy_7TjrS&J`g5=vcO+EY#L7IKtB_~>#M5iMCdjI5*TY8J%v$}T-!U4 zBiY}v?oO8?tFr;P9z~Z3Fb&y^#iL=6G>ER~&b9#l1bgVBrmt?wG1y|+ z!A0rvbcH>#1^9VSvwI@|)3OkfY(r$I$X5;0F1;cDXkE%0CbVaflg-=jORMFfdFz~2 z9gP)1tdkg~)cGRDYG*|X0C;|i7%-6308*r@`XMcQyi7Da7!ZxBaefog>*Xg``Mz!@A6R#%a70cu^V?lEp1cr!W0-YelZVLvwLU#XkP2{Jsz1*)mcJE7%hSpHI@JJi}c6jQ(ComDvXdazo6bXG93(&_+N|Dv2Egio%A(lU~ z8Nn3Ay;bCfH%C5yilAY+3AS4$wG9YGVaq3e1_l?Rry^%NH`9@EhW)g|(l#qa%dy|H zTQm@vJ*DnE4eYg|wa|Y%oIiq0oPg=mo@n4q>=pS|GJUxhCfI6fDNJ`Lz2@bk*f#5f zGLe1%7R)gGQ+0&@b&tcR|0;Lpb83rMm=elI(vX_YTCUz05t{{2IQ8OtyZMx?zigij zuk~}k+#pi2i01j>mfJOnU^1N>@o#>V<%>v%NdV{6w*Gx^2!)2PPlE$*tCE~c4@I>7 zVyU&Gqw(NoEFPNYNvuK*=`c_WK6nc){y}!z+|?h4e7*-5>uP8n=;e9b^H5M(7zv(| zj9j)qM%f-=HSw&e5dh03-dDh0E2xz65j^u=lS*zaB}HzpK3=V(8Poo?zEL0m3ERtk zGwddpULXfRr`ZN5!YO-XAF`~5_30@sX)8q+V;6JB4dX~ipHB7Nzdg5Fb)x^9|$nl*nxQ=kknapPi}k|o|zLortOHv z$h$|b1OHrZK~_}J1^jZVdu}@+NsM2CyMs|l0yH3X!59j_29l&Lg6CWtuG4YM>R%+a zSB1+)7nh=ja}_vqr>Jf{uQWA*nE4C%FH-^x91lA8Loma>H_2rtxy?y|2I6WV{|o9b zVHejRvupAb6;XFq$);i*MwU`|-eWPcF2YV=3)1XA&#}mem}~Zw?Pi6uj2dcI{Q2r# zTX83bl0&d=v(|c;&-8mz++tIFA4^gPjR1AOca23;--L5$^QD>bN2l<711$v1zC$3t^-G*{R$cekABMJ2`sW>g1s zA>mpg7%(<(l>du{o-zX&ADbw45y+v06PTwlqIMYm6N9MVMnRze$0mUA8EQNEx!%(_^ zq!-GVx*ktl;B7VN<}Gw6C+m}t=1?3o_UgY?0CeT;?vg}BIk8mWk4#MavNmsj_qhJ` zhaYO+nGEv>n|9>r*4-e4yBc=*j(9SXx|k~*hZ=DR?cXO4q=sctTlG#M9Pg=%)4z<@ zHQBVc%{MK*uu`tl6itoYkm6t=E}ISQq)Dw&{|l71M&4VVp#h)8X3}q|cQn2UaJ92I zBnN+cxmu%ULYp@eiIxU6Va{x}W9coGk$tkHjv5O3oVIFzDi>0#+Y^zUo5xNrOEXj> zx>Fgr(aywh5S~3zIv)DZ&XCR|`%VZjviv*nVny}41LZmX=PTjjl2>}SsZJN-1f$_W zQssA}ejdzcjnjF0;c?1{k}Ex84N0oC_tS`1^TOV=?3qYW#U~!i^rAn*VsaCB-AGiQ zw}$AR0TdYu*r9lUzl$gsI89c zP_Budm$ZJd_yZgwq=2Rvp|=*Hg1qSs9;45`lwKRq{|$hG@wgY3VKL*!ggPpctwytm znvuAvqVJbR@bttcE^}xkmvT=+ou~FG4MlqyoZrS+77Wn4A4?ETFJ1L-b}JI{ zO9rR9bhari4%PrdaD_6O;`>Erh&r#t5jSexzD2Y!bb!{H&rfRVH*l zISkLEb6!HFG(&;Np#>c7Dq+0i_7NkM{%A07n@T6STz@5V27^?`qX;XDui7=eMUgux zODh?8HiN}__vY7jZS$I#vHG4)KZ^xP3hO@{sa@rPa;9anC;Wh+Bv#fnFOkAFcL?Sa z#|TQmb3edqPFAfCPsV(*)TVC=A;qQFRXvs4D5OJCmG>#I3V2uMqM;4^Cn)^{LOKpK8+o98C zZB)NNLyCRJItGku98FpAs2ehehmhXk8>-PwqjZ`WOZ;~HRDmR!ZS%#3j+67MB)OIF z-PpkDX##@7TG_W@T4MZ{?z6GfN(dnu=;1oCLAMm#HF~%8_$Uy=EJLKLv6u8>n_{qu zrnt|puBFzqv4a02Ur)#P$TnX*sPM@MZ_R1684mx(EGw8>H$=-3JBEg|h`wn7>9+Ce zJnKco#mMoj#wQFm5tV2V3t+-*QrDjdo_=X;2xk4l&f*+;h_VNH9tX#P56 zx@)gpgACgdoIC{=m>Mcnag~LyIy)+hZ<`D{&Xj4iF%&+}n+Yyaog{Xe8c`agQ50F* z%T;{sJn&>?%mv#ObZ|c&7zEYmRq<<7ra|I+J>=LW5!E-pYVV(%d~Cxe-0+DlOSau? z1>GNY>_YP+h<>(_EV zww7z(-_7DB;2=ufD0zLv?W5cQ4-2=Dh_mEq?HAXtU5um^W&39V%IEEp!>zM`0?Yan zTg`k*yJ;baNsbz@9mmI79ibQIHsG#3P5R57hLWS%70Obnic5D;0mWy$tj~R~qK_WM zs5Xb?v-ejJk55#c+5@yXC~di+Nok3Wj{%A^`qiD$er>i z$HBQe>Q~?hUr8*^$8NMX#*<+HFwpCF9wo7QK8V|i#U%-|xz(WbXxhgc^NbB~l_Ht! z)%d3ZEI4^9t~=?+?TL@3olp}0Jn`%7(zWRG-4HP1XtOK1P1S9a&(epfVgW%!;-^>DYr~vDnB@Xax5=t1q_H0 zFh0Xo3tZ(4KjJx`Q3OyOkB5Dym5CJd6c>=xzJ*g$B55C9vN7D^S7aEBz-uQQl0A&v zN<&fxi^3fX)30UL7UAGWpKy^8@(cPyFJ<8bCj6?bdhj^?SgC%zNhmsF|I?7!_|UwXhQ#>jU8B?SrI=<`c`={0SYSt`Z6F7F!^3? zqqp&72w5lBqD*JJ*PY(;FD}R2^k_oh>zUdv`|;eoO~EjO%JUTdmNLvuzqF$i|K*(L zIaJ^DF7@K`TCJ|>qp0zj-nAn070QSEq(?B z0&=4Ozx2G5O79%F-n*$(+-N$}Fe+nQ&1{o+(!myO9V@D}&NdHTE zGI`pmXRc_N`jMXRn~fE|<}zY)K>r*Gi$g^TuE1Byqj8rgTLp#{-K1I<`&?YuqOhul zU#MfH7$jhv?cTZ!{+5hR=eyOo4o*px!}0l2P@7qd5!!u2g-=HGsGr7oR85aU^})WM zdi;9G$D!VemR`^&Xs-vdbB9zFJ$7&EC1SKfGuS(=wL70s3tQ55kR!Fsz;m|rg7ANs z%7Xj*s|;M5IF5s1VN1=P;RB6b70jbuFFPb@N*;r#WvMO@X1bt`oj9DT5k^a^*L!rS zqQ^Au*|?nJXPrDMU0b1maiyA>Z5?XxP-oF~BrW~sMx6p%9=2kSw_lrEt2mQ7wppZ{ zi3RttK1C(zPZephuSNc@ruC5gYcn5b`S2$hu2k_F66&Q-)VrqXgc&SmtW{WX$RP!! zJcxa#pr>jOp%n5rQHniF`SvaUS#*7;_hzpKNVfY*D;Cnbw}lBLQ-36lmOLZeIiB9o z9Y8sC7IX-UK_Wr8h6ogQuV#<4ec0Ci;zSC}csUA2>}2>Y15X&SA%r>N1W-&#xh&bT zKg=Xyb$}bAg$&^7@&60)WPKLZ03E6U^Gf--q^}R+bE#x3O!Q>c_qfeM6f^hfg~~6y zp)ZBYrCHEJmSn{S#UyEd_fS&fxu1>d3`)*$KlJ&;xoSbz@~%cR?nwCeIh8%2jCG&< z`J&|pRD||x@jx0xSowJH$9Glv(l+W{WYPIvxdk(2hEf0r%Av5X`5WM!AIX|&AeZb; z5-2Fdl5P(!k?ZcblF1OzRV?q}8)|X$9Kpab=!d_?)WRI&m~MFSYM| z`vmH#)34MDY92OROgCt`YOECBidM1q$RBEdEiM45Io+W*ZlV$ z;+gT~&&c=ve8(ssCg3WAK)z49#hXTJONI0lQnwj0U2nYzU{ej5 zp$&q7WV?kIFT5jN7MxgjB@DmW9#GDd522X=mCNp6p+N%7%?;{0+iP7ACZAn-i{+|M zdKOET&!vF&-=M4f85 zo6VN-y>ur1EaZ|tm|wq4?HjV6e`a!f_6z$d?f+E-@7sZ-8^h5Oa6SuEIk4O6YA*NA z!Yz$tqhvEBM*_nK?z7}lG%0k#f6pX(pSTP>rA??hn;O8eOyXVV8 zGgq`ZTW9j;0~UhRv(7?kr-4sw36p){il)IVLtxk1ZDF(exx{vJc<1tek>M$OZP|h% zb!8Dy5C3utY_oB!Jk#4z_B^{EhvDq{U+*eQ$V_h-T3fa#^-D0tG4}Qa~y5 zaI_(MPIKxAZqe-;IL;#dBg7!Aw$%}D&dAjuYECBkSaqhx^%^dc_sG4!b;ur1WP%t$ zd~7e?;H622P@^rRhxDFEPY9-0=|wqSSwnqfpMExEl%rBV<;!<7a*(1hd1)bjT3LIH z#dqwirDsFnu)$ySHkfHJG(PdRB!FvXx}n-3RZ7!CkG=$4eJ{LtZsWvqt+qGB1eA|z ze;8Ayj9IX<~Rb0;GV66?w-Y|X!@4XC%YPwh0ZHh>B9uwPlH!W%= z-lXK${}Pk8RLqhZEf@&pRBK%5GTO+pUB|~+-kyzCR;?B7tt#!bsu}Dp8*&kyy9DY* zN`CSke2dTnwp%hI)}hWAV;i>Y@{`#-Aoei5rdp5U$dV{DH*akeLIlG;_LWsjMa%bEJHLdTrh;Dox(^3V@7_Gq5_H&j*x-ng>7gHYvK&(fiyPq*z5xK6{GZvs2;Q`smYI6c8oh9p>kd6fuc8D*y#R*+O*T7D1WhC-f$emHq>l5?PmW)EBBK)4%QPqn3Mvi~t{bO}d9V zN_iS$rm-kUzWd~`_7!%8Pr?%K3UMHgMLmoa;L^TxeT=uZ)*SOgF&60EULUunj!leX z5wTo08w@qW-J4O`y_`42vKd?n?w>2}C=&hM{5yezO1$O-u_4@=c;ns8Fmw;{TDcY+ z^W%-Q3M#%{fpS{#@FqjVw5Y;!Xx3g6?#`=+PocSYG~%>4R3!hRw}R9WC6@m+tVH1*nOBS8B-}W<~aBHh?XpUd{ z_Ndnc2PZ%S>&`-Q!VT#00Gk2A^WLQcdksVBb5##G_bo*8gxYbMrJwf9#3W%J~l52Z!szgV>IP3I|pc`RRe zCv}*>EHTTlq%ge%pAMo7vIzpnu7CUZo_X-~ttjn9TSk8530&d%h~FaUX#Lhiaht9O z2?N9GUzek8fd33{(~&XLZFTvh)AnG3j7HxkyT70w4V=5qlpYC}(oVm^!r7|q(K%v< zqzZY`7R6-BVsBV;&U@8zt8?Ff3;Jqz86XKpI7a9?i?hoE3nQsYWBcuQa3~aILARrz zgd>A;RSE9Cl!^=A&)^bGp<_%5*oM=?wcAk3&Fy6MJi^yCsq~WKznvplC!w0lbvVx2 z2_yLQxGk%l7uK+fIEc$l(fz9XqK39H!s9}Z)~xuTm&D0Cvhot*a(2jnm)h(%Xq(`! zE;J3stj~$#jBt8#mIsWvVKW)WDsT$V8*)AnkdD(((WwL^){C zDk9K%k9e_@qyz6D*nTU2=o7#L|vn7_@KgR7YCzh`+|kp-!ZFoBalm+-IQa55iU(S4TC;q zK#f4o9|gIYgou%UnHln+h)z=^yF`$GXbpF$pFjWX)FIjGACR`PDb#AdG7RSy5}R!L znl)r>zv(xzRSHuL6Gx!(A7I!s#D2Kfv5NJ(tlV}sMu)6zcYxi~pVUlxzaORD%vE+a z=(!`zppjkaqw9{0IFo002e$LPI_<4T}N*00001Sz6V><*Wbz diff --git a/inst/extdata/sldsc/reference.2.annot.gz b/inst/extdata/sldsc/reference.2.annot.gz index 85ebf0c5845b042a393d30434a033751c66f4cf5..1fd0b45c4b13b80aac88f7c990c9241448c23b2c 100644 GIT binary patch delta 166628 zcmV(-K-|B?iVC}$3V$Dq2nZ8aBx(QyaB^>SZ)0z4UuAeHW=w4*(g?)7E=;pMPg!WhNPn z3oZ`#|L1@FUq8S9kN^AUfB(OJe%(L6%FnO=@jw30zyI6+`+xu4*FEpj%1`;Z%iY`0 zub;m^7lu}@e(meR(ypuh{4twbcD?S}R>QK_Ro~By*><0|y}!yT*UxYJOuRqtdrjW& zb?|=teQR^h&evR{-PPXBU%2~K>ec)g?s`owE52&3HhbNEy>-{!^vAEO&bZv6*IVY@ z>Rwp-UH18%-hZb3;aGkNeYJKjxsPh2a>w`eH7cg~RK4ti{L)6h^zJVklijOXiVdaR z=W_*h?z@y0hQ0200PIHXS9WKR?LX#R$FwdR!aDs^<8Eep$6#E2#n;&%-TVEWZo_uf zv5K2&v%h)2uJtke2g;8eq741eW6wM?4;|Ni{__XnfD`uX$s z8KG9nXti%_eYCaTADg?DItF)D8I_q|X(Q2={iRQlI?8Ta?su&Fwx{l<)mJ@VXZKZa zyL?RBeyivJnsv=E5p57TVp40qYP_sui!HYD|Y8&|L|AG&?9IXt&hY(|xKyTKk_c_*YT ztjnfG;Z8@bV^5iOHsSqOMlXGw`?N`CBRqF=lTW($0x|vB zo2%!h#+>!uzG%&|XE~dP&AZY48QFudhkQ1O-t3Vv5cXla;rFubX}7xk%I2`mT!-#% z+ka%2cAdQ@KEYty_QY4cTk)_lxNNg`(|@S8x}Ha5n^w0QWo&GJZS{GoTlc{H#p_TbzFFYxtF%2Y)S_M%zy%doG{(WfyZ5Mq=$^oBuoFy)q}K zZ?OAnI!Jc;+YTBZ^KDP2$@Wk=WPM@SXpAZ=y4#o7zUroGi}UP*pA>FSEnSPkZ~cO|dgZb}qz$g~>MczVcJ$Kla+D=J=OSGGG4W zgTy|j{mj2#fByXnhk=(rzhob|hJR12+kU~e=d-ph+kIkQW3nl77SP6HC@owNo8x1? zH)tEoDr4v8*k0wVYO`E+zQsLmdphg=&a$TMBelBgVor^ZS)Mx0&dcF5jxFSF#}l$o z^|ktAvQ={ijrVOrhRKdhbsy~O#ucv3J(x>prP=Ye!bh{y-nJdHE+Q~Vy=JO#JeiDsjAe9XCR zZ@qo|ZHqSF?!A=Sn=O_eUuk>dIGYIjzrBuc+$>`q5jL;sA2Xi;|LGk_+hJ{vxI8zi3ZknWs^F;Wcwi?{miCrQbFk{P)cF z+v4NdL1arRE~S~jA$yRS%sX|*&>rD32SL{BZIdrabkGl<1tN~Z8^gS9?l)VX2)7Ndt0?#+1@MR`dhehJ~nLwvGXXSf^~@tHtdnL zzT&P4gU;yBZr-?UN`Glu^PDwy?r(Fy(==^8`p%rgZ!@{Y%CVVbr;BX$=FYYnJCFre z=H9;7=ogY3#<1mR6XHFW&5^RbF-^7t$~(m74cIy0#~16~Zti#n=E6=wi?Hom&Ne&g zInmu>M{^%%O_{UOZD#uj4?8=iOoL$$`u0gYY+}}P*qcjg&wr&}X)CrCb#X6yY;hg7 zly?>H#fH%iq_{O3v^BTnTjZ0ZR6=c=e0dU3m+nHh)DiZ@XYaM8mA=8q;9e7`J{l zQ2QO5tnq#04u4nW*Uufp?~m9A(!6B**|Wo#V_`l|@rS)^|Ek;ft!Ept0DHyC*i0ok zR4jg9vH5HcIvq#zpjLJNjf0{t@mS3BGIKoBZLwAD=XuX+W76Xmh`iVkp3$nd{n%S> zvSoM6RBR)h`<$7!wc1=S@ndt<&%s!>g-Slow#nFOcP1n?7-^W*Qlz96Zzn230ip z?CIK4x!uV%e{T^>o-NLnbD!%r2i+pSM z!LUu6WP>JxnAdS3n=?d$Dx$3sn}+R*7PCpF!#sH#*2gv_vx&QWW8k~%hb<74L8?i09fyttJH zo0dKkZ+HI8J$>%jrl_Q@?PqqR$A8RX4qY6kw}(G_m=hPv)^4!KFR?*c^c4?fFZ{|g zt86r`72CkJN8KeS%8uJ{0*e`!? z3(C$JWv;8aY0aH6Y)r-z0$8kLfgqC+f2}QXtO%`b>+qDb?e9(8Ve<@ZgMZ&OK4;5& ziWkvXuFEqDtZaKUrwU-+r1^FACll>*Dcx_t9i)1(O&;gfmVxb3tw(--*&@~&fd$a@ zxk@{7o1{H#`@Fmot(d~W;V zf1?3^-i1v@`+qTCp0*|1q&Um7T(eC1?=B{F)? zADef>GriS*ZWT$K*_LgK&A*cjz;%2Gdu^fVFlX&gcx(B_4{tn+)pkR^+shiZRTha} zEm$-6(T^NVOMS_8v}ciYIdsly~aW9dCrj8hunXnOPF0TpNyyp46UuYJa z23J@bMWEMxXy&|*h<~puDU5o;S_>I1@|f{p?D(xq2LGnO8JRF!?PZLUTOVY`;;c7Q zjR@(tm|}@rG`xB_Tei6?*X5yF9p(|2GeJ1B#?10ovolj37`gj9ZrX-9yoWc4F8q0z zmPX1J0$5ZXvuc=Qc`ezrTeb1H!!~`&o}+Zx&Kw1^vFusObARE-x_jnk8rOBpZeq`? zuDG!^qwX3`6PYdBod5m$`(OXK7n|0f|H*n{yyyI@c-%t{c8lvQN)1yfnl9ydskT;D z*lN)LgN-8+u$8$w#hJA~_}DCMVp(8&qBL`*?j0YpL!e1& z)_l7woMc-E=Bi1^L39!kd$n__`quNNiEPhy56;#IIWI}Vm`iV)T?v~VerM;gJ!Dg1 z#AM&yTYH06%HQN5!OikMHe2Q0 z#$co=;>+jyIGS@$VspCXGH%YO*xJplp~`!5%4~8gE`AZ!>EUd#?Vf4slBDMO<2-w{ z__CPv7SGO{w76HdS==cpA`k^W>CG~zyM8j!SAL=SgW^UO7SfK~ZzBz1uHhRQ;*i_b zsY=aH0mQ#*S2|J`$$aUc5NFJ$*q!NyrYDE zd3NR%rs3oPJet2t~A-kGi7hVWAQM`EW7OE)KWQ( z7^G2D-_O^T|1{3b*8lza9XN`7{bR3BFl8Q7-no4gtjEdD+kP9%zS)G>QlI80rw9Dz z-Pt^nsnOAgwc_PS7c6?nYjKvq3<<1|oAKg`!ezW8Fjs;@>Nk;13(ah2J4Y##Pf?03c zYm{kQqySG?!BpFE9n{56X<>A7RT%h>ejWFV^iz+Y>NfX0kC=CC@vV72KILp1stPu; zpnc;YxXpInzRnz(#My!Quw{RpeT0+!ihop^EsA<~4c!;T_;rVESBWS{M%XDBra~tD z+?Fk+D`KoRBKUj`Y?5`=)fQWzwo#V&#!kWM=kG7^kL?yC|Huwki(UzizNL#;eWM0iPe00605fN+Cp=$uq`6TlSCm0Ry_%br8yAi zS;3o(UJKJ)?`7KW*(MrRQ8r~zg5gx|5v4`#WOAdTH53YFB z1pnhe5e8BGj0v(W&}&*O-3+>Cn{1Jfdmh}IohW!l7AF3(nHZU$eD5dUlYb!93rIf> zyV^x6q!!`Z0RceJaaZG0h-kJNM&!uM#xTl0HW*9aygNnxts6UD+qDDcWwF91Cu>Jv z;1%q)hNjj$itH_}WSMPCkV!gb_=M_(xbJMkc1)P_*xgYj4z}-*@Qy%dhRLft?*g-v z!%kYi4m*FBN3Mz+8=wvaQ`q%I}n%O1U3Xub=dVO_NA1o6U9~p4+b+mBpI!N9q6}X33x5Z+3&D zH;kYR#98Hx52&%3aDR=CYiXx}r#*T%�aUV22=J+Q24uys~rDSt#6b5&d(66?xJn z05QXL>CEVL;KqOlZ1Vb8v5vp_(gr}o7yaO2OJaNhd)tn#>4S;Ye?$Ofwq-%* zaUCxZbz!l+X3DDBzQpn(2e1S6H*96h82(`%#{9VG%OcM}UVk!*>iF2~wQbrb$pEr; zYQyF=&*uwwqek@({v;msEODQgO+2Z9E?mIk2c)g7>y`v2S>h3%9=q&ZXUhkUGp_EA zkJ;wv68_u9H@gE8I>onn;NCZxhV9NMV35`%;5ApzhAT|A=%p@9F(2n06TqBH5G&@K zZ1Y$A#}+tEsekQwCF}D17msWUz=y=xJ^i5Wi-3B5Cb4Z!e%H1uHwmji4ql_r_%)lG zlGwwikGzIiR+-~XUl81k*r=DEW3ma}Hg@HTE3{)pvP68U@5I>JOd4<6i9u|4JQj=B znxa@O&#p>1ky{f zOgB0IG@DyfPR-HF93wB*oUQAe&V{UTfTHaYUL(rI_cNBUYnl6CGv-{0JrBTnah01N zKHKgF>J(u#74EypmJEoiN9rG_{3XY>O;G#P@Jyp^%@$f+a)J?^_@J1{@#4qX1D4&~ zA+^1!M}Nfd+;y>8<(U{WWv29vLP1h^z1M6MQsfRweK19X$N%=0(PljexYlnhOIN#AMUhK;^ z@?Q@c!H(nV>z+D`?JQ?0#xOd_+Y8Jm$OEl!Pk$>%$aZQE^Ku}1_5AWXA`L)^ zyL=YjjV%Qk;82SkfZOn6G>D#?_%3Xu)j8OH{mGFeg+iq;tgVUvbCXuEJKSOOob!oH zEPsNp0kOAurbw>Eoz@j!NZw6Kci?E7Co1fFIeEle1dO%Z*R{yto)Qk&-pTjWFnK6* zGQ)O}iOp|Ro<1qmH3NI-DZ?TuE1PH_LBeF;CsV{W3J{_3W9FLd1Am+NLU*iPJCmwl z{>=9^cgy`EV0=TN=XeOc-qAl$yj**bw0|}Z@npK4fAxSzEY`FAasB%nu}Z!KRP*Lj z=-6;CfliQ8PAYxct=S12UpucYPzjrDcR0IdvAs%XH6<- ziPOZQ?Gb8>;oW6AlNVcROWUgFY1p}zj8?9jUV24e}YD|@$dKFzrX)_=$!BT z_&aZv#wK{A_Sjol$G`IUrJk~AWC>d*Z~xxfTwtEvG<|YPO5bKd$;K43^?S=^VLRre zbnV8vyRWrpWz5pUf3ORsPJI?H-%i(KJ0?}O4gkRRgF^32n9Au#vJsffw97`|*RLFb zc<0C8c}BqY0?!R#c7IQNZxH3NMkc%5$+Y4h_edbvu$4>PICD?~T#R>mi#KVrleQNl ze^`6fL@s`QU=z2Mtfd2Vr7dzMVzB8NP{B zAogL}j>;JU(!1;Nfx+a zcxdo`-A$<=&J??=<0Y5>OhDc1dRjN~f8}Z2xWQ2a)DGh=pDsw6`fkr4Ps(QVxImn6 zx5v5oNux^)k4F~=obPQqBp{)h`w8>%147RLJ1%B?p+y*)KWlWf#n$C}WIMCY8&UkB z*}^jqM1ISrw;knvJe#czNnTdq0`VbIJW|?RcHCG@)5B&He7;kT$>_naIp-D`e@OV! zNQtdz>k53z&uMaPgp(e?m`lH|`>YDwk>%csIrX*(4s31OCoE!~X&MrJbs~%s!S4hq z?gg=5kJD{ShBMjk&32m)5V(?d8SylW4So?+D~*V4#1A%eLymLj54wiMeEhl3)Z+E( zcJT49@6`F$PrUVd($$>I>7KjIe|ayKp3vl?suNGC5JU+s%2sL*$9=N($%Lm*bKO^T zznQ04wHwnG!#%^T1cx{-Y3H#Gx}?SaNQ$I>KJM^pCZ%SdN>3$=ezj=mqcO4xW~Y(M ziAG5~q|86j)Qyd|&88i;63N@AhDs?dKL&PQwiKI?B~EvHn)Di^cWxtYe^1xW&3}J> zdCoRpg3CFewN^bLI-6tc#OJqbt1+?ZZIebqs;@l)D>CV~U{(Mr-1Km{%{Hy_V07(b zc)jPpKhM>~>z_Y=j?-;1YMcn*^X3$P+_rjKG4b3jUg}fRF&6u>A7C4_yn4gj-?L~u zLdP@&c|*;=Mt>XSh~md+e@5XKUf*(yoo4;aF+iY9CO44`98%#h&!_YlmjU)pF0o$3 zCut(mJerU< zLr1AS&*+xj>l%uKBlQ zDdPIs;U?Q=rJW5pfAWewpG=PL2u}n@*JzwQi<+BEdUkT37j|*Cpl$5ItpK}I8C>lY z+6GDE5q--RBJXkbdN#n=0Vx)g^?J*;r?QFrK43#M@1Zw`m`G3Sas16uv;?t&%@TOm-$t;m~%7p;^eKpS+*_f5HmC6`V4T!g-S5;FxPv z`|Vy%&VFZCfEnicWRB`~7Y&g9xTHIwQgGW2=vXvbt~zvOmpqq#Gv(JaS>l}^f9IsR@pgRREA7bIJZoWU9lq)odyw>m z4N&$oK4q8mc0Jn9+8x^G-U%8n&jcMD+s?LvzodZ>f2pi!PhNI3P#%)V9Rh}!)zF^^ zpu}6cJao4iJfpKb58<0_*t_U~LS5^4A0X6g1W(I0nmNvdCpFe$!uJ3KN&D;GSqfR* z6R|(10c~&MdN&Os(~~%{9eze%KAazVn$XZB-`Pz>9lm54DBPk2`7Ny8pwvmnSXlSR~Q_??^Y}|++wVmveKm&B$6_f-U z^uVdhKwPr|km@aa*XdN^4|@%yFt#a`o(Z=>VB<0EB}>gwLd(-v%X?|Wg&@-!r4mfg zvb@MfxDjgPaexoit+^VS?W1&V(}a|&I!^W!f1+oEDbxiJH|(H@6dMj~Ee9((=yLVb z57f?>pIoI)*cL06ef3g+-2`p#fsL&o`qVV7PNuuXcP=Os)Zw=yyOqaQBp7hlW5&~7 zbY5$_0Bj2@X(4PMTt^(ztNbJwhe|fJ8uG{*A_h_*@5?q;)djwjRcB?_r(ql&6S0 zqNUG{7+{MhVcyK2ZeCKS7lh zA|_)Hw^46BOURs*86mk1X{(>6<4*r=P`Q1LEGC&rlSMIXu5*|WKSecr1K8ARwym2E2+M8u7%oXL zZLlA{{h4Vg01*iB6$QHuNK&d2qd>V6GuHeXT;k_+_1E6Hn=2(=gYc1XZUv%)*niCf z>ZGmA#`@o{-=5RTm!K4$9LZhme+eW@3jy)T55i`(dbEQ%!cYi|K$Jrs6BI7yTsmz0 z&s#>ZnG+wQRrB#7xE$)O{hb)`QYMCZQdg20ks}4mAV0~h@pIay^F6K)a}5yS8KzpN zM1-Jbz+AeGjvq;zc+z{t$M(84$x%DugC|be@-D4uE&%GyvlV;NMx<9se;dRVmx6C1 z2Z0?_Ub7Dy9X8Suy$ZP_-(GCLT2eGO@36<=z4^QlteN*P0Jr-b<#5%`^JY8 zpK^u;d?SgOpu`X)6zgFGj^3G+sOg{T1H@;+3S{ex#DF+&1g!1@V58MVJe(eVhGv0{ zK!KpecEr*1=jaC&=g03mSRpRjBRU4(6{!*Cq$X zinP)bGQ;4JUpY6hkPq2gi;fJw;yx@muu{=+0L$Q?q^*kAKfh1c$VzOZyJ^PFZ{O?F$U#rn2qGLDlwAY~(Cu_DL8f#8^l4|d zv%XtWib3}%_`SQ)33`>9#-+_blq#~>fxL>%LE(-A?48e!lKayBqDq&1@Ihf*mln7y z{46=)D-MSwJQpk7cS^I75E14JTMYD!p6>H|I!)F;NJP8Vv*`*LI(f zQvMtoIBy%x`&ga_5za}ASMTS8=0+{aaMRB8T#Un&WKn}~eI^P09pyuxK)FB1oY5cB z6K%it?27|%>@6qwa7QJUmL1^tl*chzvV%al$KM@a$A3-vDSL!P<3#W#C3*e^<&85n za6pnJ>jJ}>2=+Tqi~GtO*wm{ecgkPKRE1=*9N*Wg*tQ4!%XXIM_2CusWfw*Kn+)HQ zW?r~-pG{|0bH0Soi_6JX4tSu-0qazicb;sM-1~_E~Q_g`Y?l`(rn%ypqsUw`F*Di&rM2N7OMp_i`i!5mcBmO zer-!ZQw#3e=nlcSu6jzuH?);kE&u-f&Ydh?Lw~aNp73_2Kg)_e{(LEWa+e>aI4?&yQ-Gk8bs#$@2Qa<-=H9yz(;SaLM z&jxFg3eJZ=zkmNq;)mz$pZ9I?E)$t?JCkUyat_n)968|(2+pR9Up?I$K3+7fvw20U&2lKSC~odD^BGkRnk#VHPuXvl_vxB1cWZqaMz9fE zjYZy97o41L85up{bdnU2W43?^4k}hV#k(-sL2O2U(6JvQi7f$a!vGfykaS1|Q02|% z?z^W6q@sL|MYv;4fPxrvoU#TR_>6rY&%xrKQ`fj`XTH-hBpW~;^<|y1$Zpf562?h` zlB_1&m3C~JXR6ar;k+C>Pp+qhh-Yo?lLa&Xe*JnVb@QDc-jUM2#cBEVUI_RRgwRYV zIXftS&AgK3Ay}z7s{y|Y@(fHjv>P#m#DQB7j3D?{bmU?Lo-HmrT;zehz_>qcV!+a8 z%iE>V<~q1F0JHSj=Wha2(6$!agL`?6`xaVk_G>0=OwI0qijPA!GDb4nzPgYo&}i95 z&Fk4PUA{&;5~+!%Y3+SFM_`@YN!&|ksWxbTLy2&ugFur)mE9?*$795uH&hPKMmnSA z5@H_CgAX(J?|$MgW^7PzKhK|>T<9Y}RoI%4LwCn-JQuTQEI4b{M>~itZs$&v?h^OM z?z}~tHocyW0>o0kgP{>(h_;STT_J54Ipat=D7xMT)LiZzS2IBzblKP@NCZ0ss0BZN zCqTUS6Yoih!}kAtXm$b(aR>=Lyr(UVK%IQzdatUtg}w_tH&kHjH2T~j5$!0ANJ ze6ii?jzTIl@64y4Q=Yd7G#EKy2Yo2c@~ovylD0mBC+T2p=ADPx8m`}PaNkIAJU?f? zy{3Je9eXu{5FnWS`t~&Mo%gq|51Z|OWK4T-j^bHp60v(hZshv39d?RWM2FaJdD1~g zyob*E1|`ONj9UnZDwJL`rqYJ<_&T{d^X+St`LNkvsUnBP*yBzY1&Hf?ki7up>od=G zcks}`?%VT>ay_nL`xJ@*ie2eQ+P-_W{REQC!41V)`}aGs($5=C(((JuoNya|Z<3Ni zHSI@>`MJ+`uPV4RhPDQ8!(C`*-lqV(K&#$iF_&%1Q?}c<$%%)NHVS#l6p)_ZBOyEX z!D!&a;irZz1TIbl?-=xvKiNsq{TvkbqAey(ATZu?3^h%9Sl*07zCIZTPR3?iab6Ob zy=PDHk8jxd915DC{pY=(cu$;vsu`?Wx3kYk$1})ax(CxpN8>q9{V-fBdDCrmh{y&w z@tv+K^+@H9xr5trJ+_*m%MB+FeS&u zxQ2|J+S`fZgW(-q!*c*qug!_Mg0H;5Q73KP9RIYK*D&&b;}Y*S%iTi$R{ z(zv3#I(hDBDW#nzjL0m1D3WJ5;YrxO;uaRf-OP}%f$|lEnoS$~ric{@`HP4RP<*(w)xUmPGJPWo-m9^GMK><}fLEy0|GzQUgdFf^Tl z<sOcbl>R_SRQ(GI%%I^xWzX(fg2pyT2K2fQJ9*)8{sw z^Dd$!f}FKJKy~uEaYYk^n)E_C^oF45zMu4eTa10DLgU_*y<>v?4_CU{ zfi#zPCsrRUzeNZJ>ptuTw(B-;`lCI-oGUGi+UBq$_O0$0NH&Emm+fSB%H|Q9Z@B2i zyQ5VSY$0EPQ>JnO^$z+aY{hlnWP)_^Xd`Vf8~sRSoxMD=v6VuYumjWXxRQMoBmClW zq}Tp%9hk9y;gE=tp5GRW3r5c>n<)I|dpzH2{>~Qq;7)xvwjL-+s5_jBVRdqjR1<;8 z_@uvV*4>#3sx+@D_KX@-Ail7XCzW!-goSsejRgDqD1jo6+VWa#{~7AZFFVyT!^^ZP z+Sv+!Ohhy0BSLC^=8iXY=hUgr&2S(U93SmU+g#Cq6!%u1U2-EYhECI>H)zW+bxnZf zeDEFHPoA{RYn?EL*E#c-^iV!6HqE+%23CKf< z$rz=7D2{FJEr@HhIY7Z2yG&ouc(K$ zujf0S*#IV2k1kua*J=?+0tnk5RA6<8W{d~z%dLwe0^esWJ#QlZup8KQha*-IcC11I z;8lWDfCNhvHxkzxWU)8eC^;=1lIK~CXK%F) z?47h=w%3&70P^cvPM`Gi&S{i(Y7EL8Iej+SF7=$fH^c`L7B8hu0*HYVnl|dll0?Mg z3{6N-{s8u6GQ%poqTK74YHi#jc33+eMl~NxNxD`zb6!ovrOvs;v-8l&J&1MgF3w!xO z=PLE8T1Agb^e0?5H9aLCN|owrPEZw|bYr`hRflgD3@1p;)~7QfhNvQL_VyP&uce@O z57-UE?MI=uO0O?$*Rz-U+Qx@13dmY)KNwg2`ft1Ee=LHnMmGrxkKwg6rtU4(l0x1i z+*4eEpnrLP&o}n`PDdY`cAJC3O@~Mx2YsaB(w7|qmp|`w6sC^h7)DB*_`;~MI_$$vz;la>1SLz|ZLkzLcXLn><>ALFsh2mL$azJ4wHAlpJa}T09Yb&15 zHoeSI)8ItD_MPa9NF+s*k%%oH!o3bJNRN@Qe_?TI^cN#X3d~%L_rT28a$t6c1EkFc z;;idE0nNtc!cnV?)G#{FaAJXWj4k|Jc0k%`d8N%+w_ltn|p%05_qP;K#AB%6T_F4=Mc6%`6j=p|r1QE?N(yhRj}+6UsPuuI;(U(O3oPYB5HZMQ zr3rCLsU(q|sUxKXLC1Xh)!-qDfC6Oq6cPp2WlKC*hl@vvwOoH-<%I%PQXWKLUODA3 zetOev|6I?|+}>pSb0Ekptez%H+!~5Ne?k?{g0_aOg>kaJSDJPN_pj;BECh{HLk{3R zh(dOX4U)^2jzVY(k}d&_#Y-_Zly6qa0&9oZp`T!?2bn_7!~(Uw@LC}=5hp&a^nD)Z z1gR9{8dKGAj?aNaYi*))IuY*>px6yDNY-e~NFDyWNA3}cAGH7IXI8Ax7!e53e-RUs zY^Mso7G3H*fg&Yd3twMIurAIfgpYK z%N*^Mftj~oIz6XbbK81e4>9NiQmHGopU432}_ z)pLsitZf@9d3%HaA6kezMZ0hItCld_fZN-3UYTvf7z}5Bp{n-z3f3lXWAvs3LK`g2 zOp9x3oDO(c33h(xfCyM(xBhf(I!b^p9l?`KJG;V}0bswx_rwt>c{EbLe`n*B1~LmI zo<|6=Pe1gBEHWU8r!JUpNL>(lozQm2$Vnyxd*dI3i7vs@F>ePIS)=?Il}bS()2aI& z0RER!c>zq7V}O9AI*_0*qeJH=!CpTJ7bp|%$F$lh#da2Gf3_=fdAC#(+d`!y&=4-@ zKEJ(P$tOZ-rrr|f!SXi}e-qiaGgcm#6)*TXZ?uNNVgtGz!q&BH_eONUf$>G70WCM4no!? z;h(*+ZEt;eO`q3Fe{4#L?#c&W9$3e_XOOIpOyaQrzAiP@IdkSkc}5s&H>A(?2lNz`zBhKqK|szAc3UC*^_ zcLQXWtu+(xJLm&eWEGD0c$I|#9|`6AM)Np$q%f|&rSZ0Te>r-mkt&0v2%P0QXHTmF zA@ITlbV+ea4OgHzP-*ZN=>5hJG-nl&pPclwN8xYK#o|SwU+<_s7qfdnlOG4K_LK_6 zwl%PHYR|g!anN}%REmvQCITB&q5A%4+}MC*!Vc2IA?wFg z&?;Wq6<@vQIu)xqRdu=BYPLL{Vf9(G7h#`i$@08G<`_N+gS2OD6 zVf}nw3+*SFm!0s<~`Lhgc zhb`kA$hZJ_E^#p%NX&6ZNEqbMv*?E$MPzDHOCDI{wM7PyJVnk|bK&g590m^&_CD2<$J;N3o z365`*J`RGKoxAh&=tKa9XaV-v5MbF>aJB6?JzKygRZQ)OBuMN**5}4sJJ~vAt`zM? zp5#(77eq-y-1COXV<}L)xk6Hy5atk)a*NbLf72S1OB)=t0_|NhuankqiRTFP<0PHX zVK*UtHg~N>Z#%6sc&BHZ0PNK7aC4wk*Un9EHAqM%4eITZ-UcQd&2wSIB^6JR?Xq*^HeeU!Qbxbp?Z*bu}nHgcug`>4+5Jg}t|A6lVkLR!%!;zM<`)a8It_ zYr|Z$ao++#^FZ>t9a|&SFn>ThKS!NUslLm#dR`P7tW^a__$s>$LbX3U9cnx!*yc4BE^LQ;3N02v7OdZoE6(AOC04SGP`Iz#s_n9 z&&%_iZ@_3%B$p@j{{k4|Q>lnU+6!M=X5U2Aq=KOSljlvo_2X~7_lgi|P{cahfAhKy zzK{}AalYcmsI5M3u<&#G#eKF!>DqA;&TIIDx;TiL?Q^XuA=0<_n1DmE#j2vnnXqX0Cu5V zpWB-XWKl59N*rXt-b>#KysKh6`6T@m3@`XFvW1-!rp)o###k>F_#Ve|J#u59(0H^z<1yYG8u#MRE#N0 z)OyN>UMB>}dxbFJtil?}f zLr&>MwodLK9Vq}7Kxm|iXyV}K=N7`4=k}<(kv2)AxjoXiO@i~zb;Qz)&H8{*N07|H zGvTz#n#jI0M5f65$tvEi(-5OZpOK`7I(-n=ibHqNnW*BNjh@TBf6~}I;jeTZBlq&< z%*x`10YC^*x|;VMv4K^wl;xeI#^n53Jcv7W-B&X!HG;-)t zI4FeD`GD;))v2=15Lm2m-xdk<4>3484e4{3ktDV_QuY{Y2&cfw^U>j;UN~~R?ODTB z_x4{fYvM>(mm&pcA&vTWN zCG+kl7WY9GnoqY+*FZeQA9l*bFE5}Wf`4}ciqJMABRj9EuC%#n<%&&l!R9Y4d{pmC z3GD!wcg9j7YNve+mw3Tqx0GOUL2@5gL)*G6#Oa(3(Y$C2f5!6$2dzcnVWeq35IoOa z16#{0p_R3KgR7Z6R11=hrldIFoZ|ST0#o%lQFRR>Gd5jFQ9jkQT7s;Uq!hf4lArEm zQu8^PaVZGQw!mzIUrsa_XP_4^XmLrnycx=r=8g(j;LaVvHeU@-aW!1QJB%Ri#GUSr zu#3CjwGE-if9x=f-l65eUUij^V+`5V6*;_M8$7-KG;h|PKS;&%h&qK3MI;QdO=Z@s zPK%IRw*{d#zt18BM_l9d*^rM-VWaCXbR@QRL%wkzY%R`H3o1S$fa{uqJ95Ut3#PMV z+{ri0v3S0`p>}xZ?}F_=(+V7QHau6SG7h~YifyfNX5zv_?#9FN9nPGesH9W|u)U_tm4LL+7y z?ng-ij*k4iMmt1>Ee*LtDpD(r94lv3*v;|@ITg&O;%BEsP^Ou&I|%D=`9o232dz6+ z2(-_)2JS91k=ymVIez+R_9dEynhxZzE#9 ze?Eexwllyf>%4LF7%#XQwSQ#yXW&GeN5Mg!~RC-F78s8tvSIMRt%vR1Z1JnzWce=dgD0NWuuSyLM`_>6a|gZcb$lzR7BZ ziYPW4zYp-MJt{)pQ!xas=m%1;5W#6wC=-i(%@urb)8R|!WHf0-3C zlEB+r0vPZT6n$$LZI{pA(uxf`;j}If8b% zrHqfPY4N7S7_bs7vrkUU-`LwJe>9Rq<9X}nmyl?<9zhMxm10}cr6nHVG$pQ=I<8=Q zK+W%Hm&XR<_Q}mp8oPQ70&?DhHL~yy+*I6+ZF*ZKK)JTl&AJJiI_-=dyF>sxK*YZ* zq1&1QScuYsMy`OynMxYDTrD=omCU(x^-Q#Ed(0>V*;Q=aj*yxIi>JCo%?JvHvVR`i zYFivtrq{ z)@0TYNYm5fHlobyfSaAKXqTK+kV+^{p_2;mCdDckx48}^hlkr zj3iTmFT7~CUxVx@A0%RZ!lP>*3Zs`MlzBg?{}CNbZkw`4cN+M-ZO)B=aiyZOO43C^6D^6b@Mp87AFJuSWafi0hZ=q86-)k|TWW%y0!!cHXpLZ?|#CI?0VQ`kW zI%4H7=w5D}#xR-W2e&ucpVVay3iIMA!drO*X&Y_1+{g`!tY;-15d5tLzMA!6YGEFf zd`e`BigX%mDl@@?0;;u+TYu@WK&-`71C~6dNTQR*gI+(3G)JiNVMCiSztqcQS}?K$ zdc}Hx6>Poh$hLUM{p_fJKs?Xu1L6Ti5YAblv8Yu=Vz|y~4g=WWuB}2IBJy-W}ATT9LEHRv8+0o_}>H&L<#6PYB>+ zI#Swg3W)Yx!hUQBub)H8x8pzt(Y8~ATk(0))fLc38a)m7ddfIyQJ{}r-%Fxq8s*EK z7iy!}o2bE=Py2k#20|#EVL7_;N|@qj@A6iYz_UTw=ekqJBfLupRumT_sG6Oe-c=qp zPMZf0&D3CQulc0kpMTeqey2HghNnV%cP$^SK{$f)o2jl#*n*Rp6SUc!#|>_aglpbWjV){o0+*&QQ&y=eC#NvpCrC@ zlGB&$OT(uQ5#Qp~Chdc=hjriatkFyoH5SOHL(j3`%R_-6rGeYwGid}@rbPwhc(1tB z)#)@mr`>ky<^13tO$dgHYoO2T&AdEsNan>hD!2%CT7P#}{0>=!8H6N-6xThZWDMrC zuiWt2yM`X#xXQT!7e9cGFk6S8egyCwBb62@SaI@3X5L&!YJ5r!0CPyNgB6a0DUIT2 zh}}Cs2c+$YF4AI6$u!8+e%b#3$N%-`4=u2Nem%l7&!7GLFaPXKA`_)H59Nzjrc~k? zS&e`lLVsoGt=ZDD&ZLM%$*9$R1apA_w_tgqDSXUZL<`s+??56I{)waFd4|yF#mcg| z;X0=$(dAvRJ3ojjxQah+V$Qf4l>XlQBVz{YtIOocH{QwPf3q$4=;mwuNpB+ z12k7M`$FvsXd3xwlFprgKd#-bLauLlOGJJUynl#xMqV`jt*{|pDvQDeJ0eoE{|gf5 zJOcAKVFSo7wHs2|AEZrYI!DE`%i{mgA25U29tAjLaKtC02Rr&|VK4QbD?x{IK{G#T zu4Ys2*!n=_RZ%&#fD`il z_CwXDxI&V} zCv{heZ-TU$^M>@Nz_h`?-#M!XD0l6PbwYr+7FN*`{WBozJ^gALBbTadtx6YE{vQ03 zf;l1AFvFqX|L(5sM`*IHoESupk`n_i*?+U!vlOq2=+M}7r&HREX!Cv=mnuQYNL!!d zu-X)Q#qD^1n%SS%rYgf(<{4SlWzyx4d4I_%?A3dMaf|(CnTcT|SBhZtmDIhe3 z!Iui9os)5fL5n=rna8Zuxms>+`|?OZQpuCzUfe0Al>Tjsyo0Y48!*T7K{C4$SAQ2| zMQ>^G_Fl@oLs-a{daK@PIv(5Ds-ghaxksJ~W~4Dx+|~iX;UBut)!jccc}53_*}$QS zR%P|}RZR6lAxUccgWlBfn8t@60}$zoO}}2w$#>4e%fVqYY(USYXoj|2NC>;FiR(wt zSuPIT6Xh5KuN#fwg+A|qx;+QiLVx}<_63gMkl}e|McoYX4kK;;f~H^2>J=Vi^-c#d z+J{Dzjj^$F$XQ9pM6mFozT~VIZ&r{7shK~x;OBo&LpQ|~g?*w9rR2AVmRZ_LIiP4? zQs|^$^4y1P!T|kSP(X3KLZSI1jqmpRJzO37U+yWKM3ksU59b}@T0*aEo_~TZ@d$u0 zZfQ|L6ShRr%WPiJ`#E56#2M0+1jc=j(@H=YV?_4`$s;-mWiLWQFersRvs4ul0VnGW z7R=(n9j()|Z{2aaAxGb*H0D7#7A-}E-F&Earwb)VKEZ5&G^Nno8X(1Z9L*-sP=I(# zfu!QV18puv4ztW0REsj2#DC!(4uTqtByQZITj~JaXv{|TXeyGq5IWqk2UXbOZaJd2 zgWz(pb4hP;yY#az{ zkB>HQ&5WaWE3e~8!tocCTqb-* zy5M)yT?!0i98q>{SJ_pLlb(S4N11emxmLN2Bv}mpkW?y9HVG7E~zO+Boz08`htpaf*}q_ z6w#FJz4DbvSC()In~UwT^nSk?Dm0?QZEk3oDog0)W#Skihyce^pyWoY^C;OQ3Wdz) z4LA>;QXU>|mR-5{RV1{4J~MLyjaBtgyrR#1<=qT#>VG|MzH@$uX?`g89dQE*Nf-et zO63@$wjS6|(zsr%Iq7&*dZPg!wx`msqb~#C1H=o>GtWQyXv6R$hUZ!N^N3ii(Of8Z zS7=DfC4!qUW1GCgE&y8I&6OmcMIG^YfU#+33Q*iQqiOfqUG>iZ1Uys5_Et^%+Jmgo{!v_~ zUV1_4I|##;By<+w-+AAh&7v^tq&R-a+49dGQxZBGeoX7$mp7kd>bsB&;)1gP|U5-fVE}WrZWPu!qlJar5j9wiV^s$Y01A>SR zQq9s7+eTY%JPs68YRWkW12POJS%K|vaA+&n>vW5$^45UJAVduzw-t z$7cyATT!7U{JQlf?KsS&WoMP>GX#9xLdcwEkLwm8Wt)c-Tk;2CJ^aY1K%1O1*bb#G z^cEa|79o{*#2^vGVIbTG2ou-ZT-xS+#y(ARb`y+kNrloE@Y)t6S7!sLn~sp!R)0vQ zwDqB6XwRN+HrHr;9X0xxZGJpJ#pkssCLo30;y9$7bcs%b9h86|VpEDht4S2<1ROE% zz@5y)1#y${y#n-&M7MX9OXYeJ7st3;=saKcEG~FB(BbKheO{mL*iM(9IoNSglTHKK z>Y;o{(RWWfZrKP16zMTd=(U+b^;}Df-wc8wH)>k2Ll-!MLJX!GCee9nlmlxpQ97g6 zd=-Vb8M;TVS9AM$eTu5&85Y_Hk9CVOE>`s6O&)*kaOR?Nq3$|V)P25PY?S#Mw9lG(o|&2Go3ly~I~zK#XjCF$ zMKWCqt9X79z>w+I?32SPqx}aGmA3B>|5v#a6l_M)Z6b}(=`$|*K^pZ$e2OI2odtqH zrLBE5Z{bXed?gJcOB0CH+(*{P$-H+}7ls!ob%213r0MJclDEVF^ym=$g(hwXzqNW{z#C- zcE}O9Ucj_%5|rjgJNTh|EoUwLOLsK&(tc6GOU)hRdP}?JN!tl`90TugivS!>@g}O_ zAazmAh(Q?O=TEAIKr2f+gT#0?}5xA_^aLw{Pjo0|Hv-^V#KDMJafiPd)QCx9zWI3~Uu&J*V^nLM+J4 zLLEDNT+X;hhWClm$XBg2I^(zy9o!|K@n8U!&`sppCdgPIeSuWDp2C9#+$J)5gnYJ z3as@EYA7?>Zq;6w*yca;(3`EZM3}FoMA*T`1yddUp>y0y+&+T81V9=6`6qQskZq%X zbQqs^RELp#?n;7c_{Q&9p1sn)g6@b{;r4kg3b)0x{xKxc*DL9GbH1t1hS8$)CA}bg zG75hc(*>tKg@Y9$+ioPksA>ESMMmDT(|UdydhAe2Of`)5T}$RRyKLlZ8p%zZI*!e- z%MqbrBdPvmy%`2{BI^G4_wVoTzxl+%{PRDVCFKNHPW&ycfU1KH%P_W+5ISe(iGUgU9wA^Xy zF83kOKYIORBgKfq?AeMCk6(GM;|gEoDW4)rP;vU9kY;5#VOt2c3;ce zliUdNLpf>tj(Tp{&qsF&s-r6{jG^$}7tz6nB zT8WZp*p?sWr<`&ZidrL$oS*Nbh85yY)b&DOynUMWL0&~jh9BKU4ZCxJSC)V3sNdFG zvkl(w7hB8X*nPF8Y|by*;QiqE^DLTt>&M?Z`}AP##aIz-sU!^_Nqh#Fm-_=Fg|9K& zaNv`(_JSo^RO5WH2O&_{6kpB6q1`o%@G%Nk!Ps6yj0>lVTva;; z&X%BGD^80;n)dZK3j#^8U)z6DYM=Fra7av7gaXI-1aXDN;jrOi_@?`8Fd9B9Y4GQ-mdW#4v`p-^%Urn;B%`=G9IhqkvdxINj$jr2S7Ywe z(U@3k_h38c^NzINLZyFqA9oo5RyzFnxl<`DJ6(+JF#^3pJqU2^DYL*Dkyiw)h2r2lEuAoLO9-Sy+so}(xDD6Ab#W)m} zfO{>F-~awR8Nqzx=g&zAl8o3<9)a^}uFvPG!H+j8&DVMsAU%Ina}$GKO#9YRqHCeQ zQczmGgjhS}N+R7uhy7ME4fvez&;&8#cF*`k!l*>Y(GC&=klk5+9YT}w8oLu6nj7L> zfBA8HrU4w`FNSjd0L8q+i`h_7Nom5n_aj}jowWISHw4mlEvq@S*4>JG1(X+DpJtmJ z{hx(6YW`fg_WFMy$_n-IXqVXDU!#q<&^XnIS1^7e4v2R53|9_1>$0R#(oa`Q_S5LLv|*yacm0=^o9F#7zcY`{$50>G#Z= zwf*i=MND|`Bau!qwF{XTk^u`g?KC>fnM3pe`ymDp=P!SmxhArH^e~v$8aV+Pow{^S z0mp&IFNUc?u6lM4XSR)+7)87(Quof48#^nVlhM$WPPA>opj6(5rhI)Gn#i=(cV;(N zoj#i{p2Ua^0$W$@HK(hNV}2uNI!-PIYJLlwuKb|)y-7$xT|Nt7)CZYw=W?2Nc*nHv z_G~}OsH1;nx&@l?ncd}nJXUXQ2@_!1lguMTv3Z@7+I2|;ue+eJiL-iJ{95ZlpOLxU zxll-2G=(jq3lk-rJzUI1oXYKZ&-lH8?8rgSf_@A-wF2#3?H?*YT4wLGImhuikQ}ld zE)Ik}{tVw7s5xUhGqRhc{n9Fxw=LAP!O44We$an3l*@9GiIajb=WYoP)9wd!rxZTX zx88B`ZW>*+o3%Q;GEDHfC}eRUh90=Y%{E<*Plc1wlWxqD(MvSEZTN9e@`F?0 z6JdWK=q{xB>(6`8_Z@)&yb*PONT+OJhvuSt)b%>JYMhnSZ!KtsUhAlMd(AQqL-aqE zitvz1@7)jTN^fQrc0;EI8^P89KO%m^8;S6SJz01VekWw?dF#jDdY*Q_lY1OS|69|8 zh(reW049_*WFlO+JXad+V3evKy{Md8R~Ua?FXxQCodh#xUUk{fCf%-1DI3>92B%D! z26QDyMxN+|r0N+ZS_b3XM|feB7rM(haPXKP8P3S_^5@q(PS9VExBU6MmhvZD13j`N zX0-*U!Zi(QoG@``3I(9IIQSV{a%_4}+Y@6@l9_Sg1ey~B*uHBL@2h{SD!maE zr43}ZfAG%v*?UmFAnoDW2q)cjLEh498fmSN8MNVQ%^^n}Kv0_-`QM(uXy>iW5(HJC znvE|73UVtY7|i}FA4o5b0esF`-k^UZV@}N9-#HQD9Vj5)d|88_)13;`2WbJ+IJMo; z-&no>!B_a-XO?vbpO6=TuKaJNm7n*2&im(F+gC8qR}zKwI_Jf(O8~eMHrnL1SPVNu z(5YdBsZRa=M!*UF?)>UoZnE*Y4fftbWG{DzyW`i#3fX= zHNSQELpej{(p5QRqt2l;9?rFv8{go;%K8|PB<9CF43s_5HnUrD>vN?=Qe-o9PmC2jBu#bPidd1Ab!yf;k^}Q-7R*#b88`dRvi-L zv0BafZI0Cz(#$&~esfoc%vgv&9VJ}yMmD{8$72HOc-=K^HTiAcC$fWgy+Wn5ve`A% ziSBU0D(>AB0^Zi~k^KA6Mg^GtdXeTt*6xlyw)vU-&ZFEMdWf)mneBf-9vY>q*c@p_ z)Ij=nO2;^5?`wRBth;-T;b2#Ym$gwNItF8?=_lHvhXVJ(?%w%>jUtz1k!(z^+k;#) zqGYN1@vx~~F^ADV>Fsl=3q(fPM*rx@OjPBfd#j>}R#ooNclFTou2CjCG~@OL9DZ*n z-t+pTV#WpeY0IyEWHW!?Dj8%qv2`H0bgRB8iN;mqgHAYbK3F}cHS=@zL&kD*jnAqA z6kfF9mfCgAXF{#Lp4u5ap*Uh`+o~|Iyf-@L4!O!A@Sf(Z>N&FXW8KRBNzZ5OM;0w| zAf8o&HpYGDU4THByB}1vqohku8BEcV{J*{DGp2c^PfU7INoIco&r2hEtLJhm@SSU? z%{*~MLsA{wJLV*Po8vSoHn=KcF+u=vRn2b!$6aZ%jage}nZVIhMe`fop2t0+AAJ1knW0bxt9naM z0C0z#L~iAJCr`WkB{vsV#_eo3Qh&T^PW>TKlLJb2{IC6aTcGtrz3xkbSo#{?$DVWJGQr%Hjg3L^dK&absÐ#gt=iT7Sd8o{X0&9uK@Ql5uS zS4f7|E`GjbDUIc)W&S*{PUW8>1r|PwlV1v?8sfvgqR|K=?%(k~&F$V<>ae)T_Ga}k zM}ev^K8Z2vTu*x;+kGCT<)XSP{jfCf?fjh0&#r$>jflPkO*BRryETLbH=Z8^LsL(j zkC194XRGse?UPi4*n~uLeCdtggKp`d5(3{%UxMA%N5s+TgGLx_gar-~vRE;TVBDzX zv$N4$nIlJAi=>^Lu_DKf?g%ON(6!WqTcLV4ta9K`OekZdttsNNL;^ERh$~C33flZN z(uRLhtt7x23<@EsMfdUQbIGvb<=lDmHOe#R=J{4nqGPLf*FywGm#E5DnxQ_ju@F*2 zT9?MHs$)nY!;ceVYPWdRlLAK06Q1V$+CdfK1orTt-!n~io=U#oHWzap(nkC(0r;jQ zGoBwL`j_~Dl@XQ>x!dvS`lQ()I?pSDanI2Y7#$V2%FRCnC@lg$sk_db8X zi`5cC2aGsr>3PWLqFe#FrZLZ4Oo0sIktcx)ffO_T-8d?`sUa?3$xQEZXe(h!ysw~# zst%MLw9aZICH?G1 z+hLQEk^vkt;`GJ1#Z5+~bY|}~ozCQQPwX*Ac6nDS0Jk8y!xR$(8r|!I(Y#Q3hzo^V z|9X5AJA6r^+Jbl*L!Q^dU`?lRY-J=2=~Q~$hyojbsyWh&)b@R1jDdF^@hN|~fL0Xe z0gylD27ztgqIu^%3@c2x&#A+OKnPbK+t~NPMplBOHOo`peO@cj!?lh^7}5O_?qT|9 zlh^^Hv#dV@0Gkg=+IhLu&sZS8{yslEK!5y$d_FVU`PPrW^*p;qE%(lg_pR*bGwJCU>*DkbX@X;>MWcl~?P!1?+|u*Go3-FYvl_ldI{ zOii(^k#D%V9J2IlUVVS(2T4E`&qM!u8NQ)M$=L*@<)>fvrrkV77ji>s39u)7Mg6+E zcX(Z&Gk9n78OHI|IfI=eynbB5Z#n{Q&*zEZAYCFI0XP3_`K8;to@AyC7YcIYAY&(e za%}sq#hJz>Em16%E0s4vZ1(Wp-ZVGlOgVVNIoC8-wNokpTUUSdbSJ#E>A2HKne==s zGMS_1oxmu0Z{560CdZH&D?*S1~{@NH#U})20vh)_f@rs(1=M=BUw6=I>5W@srhnWzBkirn{kil+PU0G>q8IL`x zJvK_uXZq6q5xyr}Y3;)mYa7VU(x5#H@UT+8Xs{_iHYd=MUVRd!J8Upp%yVv$w6uW! z->=^R_I-ce_^~%m{*d(93adr&O6^LM&_>$b)ihBjIiqB=C{)Tod$Mq)#MRj0V#}rce@n?9uH9U1n2O3z zlba+997ggZpQo~UhT|~~P2Sj4T~xZlNMb`!tTcc1XP`xCduYb8mF^PCX|%ZW$E>ok(D_{mO{n9(jVpb@|D8GuATzlzH~gAp`30F!cHur)W3hIb9Y@ zyjk0Pt$OOTX{^|qnyc>WDi}}Q0&L4x<{1}C&EZ=^)p#eqMetx(7>E@7<_zees)P+) zV@YB<$G4k`iy6y~RzVuY06^@!v}8}OPtboNU@Y^)Gu+95w~|IDae7e;@EqA5@cIGy z`uG96t~_@d%(zR-vQTP`{9Y320+w9^5LnM!arP@IM6dzpVh3j{`JYKPCdP)8N)zrN zCf$r|LnFf>eD!2Z7jltdY`2oxli~A59JdV^DBrV_&HfG-$vKDaPicL(T#S__!V`ZN z#W#+;Oc-WG#f`IUM5>{|n=et3%W$r6IKX;TNs5wpeP%_2aYG(2Xh^^uVWctV_^J@A z1w_$Ij(Io*aQOGv9qHocUG66bPvbdqj4_^#th=~P=HP*SNgIueic}at30~tA2nbN+ z_5=^+;`1mz$9yWeU~^fka}rfYETw;K-bEZW?|gX1v|rwE`=)*9?1`IzeE#~V1E5pT z(}rZ{@$eys*w5#hYtMY1()(+Uo_}q8Cu#YxaVpE_C|=Es^nl7L$)hKH)55*nZ&sJC zx4m*Q4N@$pXjDnR2Bjo6$S}?%M6-7%#;Xl7mj`PBi+loV==6+W;;r=A8To&H>2SK7 zXKDIn=EvB9)$PLtjvoVC@Db2m&b+wNNC(6jX=H$RVz`h*XbKFl8OwQfwx4*dq&4Ov zml|1itWEM0kSx6jxkeI8LB{x8r0l}T2_c~vl=x!?PzB+Mt9>@MorD)4V(~%nC{efQ6oe=v8`iYk|{DTB)&%jLb z=I{N%x{c3xr*TwKzkpu=f~y=hkkcQ2UtFS|U%Na#`xv1f-ZSsf>-~Qc+}S1UJNIw< z_4_(sO8pVpFt=^G@@12P4zh(t)L?NpR=Z};qy3$q5Cq%fl*WseF6s~qh8E;DBb(SQ&a314FI4cfok`Z^>h|vVg!=~D@9^R?I zYhM-fb*9hQQB!%z2DsdU06~2t%6u(#15nd7nyW~jUYCfbuxu@k2<#4-)q5SO4LSz1 zAYvPhQ;EJ?or}xQv<-)*3V9tYDPfvu^2rfs&PDAr$1ZBE8dnt#OWR)jNF;R6VwL4*hmZvTLDYN zvKy{y^?guTl{8zw1h$M{e1+eM4__rjn)H645EjNtqwdddacAFL6@H4+!Fn56u2-r7 z4z7QHrLJi=Xn710esmEQcPg)N6FXYyij)MS-h$l;tQXifIS4O$T;nGvc$80$1I^H! zadgG>Pr6}&aT{rL$#YS2<7@L5Az(lJR&?rflQBBex#iD^?c4y5i8w*ij=-U3UaFrM z3Mpu4hvhGBv*`r#{8?a>5a#-ArjEY+W52K3q%UaKlNF+j1G1l= zb7Yqkg9e^|PD`pY<@8ef8#k;`2@=WI4@kuS0uife#|2M4|H$9^@wc9s)c=`}xlgH} zEQ&(UQDv@273`Onqh>CCvyJlM_t<~;EVWF)h^ElJ<$~=I~0|L&gKZ+;x&z48abOLiYa%RAe}f{-=<6-lW))lCM?s? z*EF&cVVpEbzbm0bYzJ418*e7&p+*cmU37+;5tmqlatq~mxD@2j`$to#I@W)#q;d5v z83{@{S0vmAYOz{!MdUtC8b~V1pNlh(gv88?v4P*`tU=(iuQyBnFK78ZLA4*=(Sdkt--s;MF&9IH5>FPns zGM4%9wjo_~jZ|J<4MJJ!aZpXn7TrO)W-F{^jT+7>j_B011&k>x$E|-wufiMA5foXB z5)+FK!Ft@yVqRSq)y)KJlVtxdXK#!9gEO`tun{RaPXDycIDP&;8~&^_VK?mT8 z-?6FF7Cq&J2~$lIblpD>D?dFyeP!F(fLfw2nZONO?0z6QS3ju-$bmuSE(=%~Q+@Qm5; zK7)5H1+1y3sc*rpqa1nd{6hHRm7KC(BWKcZGU_vyE|^mD65)T*xjt)?<1DYlR^O5= zx4i-L(ks34ydlyn+{k)A-nNiGqlP!2$Vp?bdPn=FfDlxT$pjNH69o{AL4%z+N} z^Dx@!bgFH{fU87BZMfc#5CfuBl-mM59Qy-dqez}MIaKgiBY$Sh^YYQb0JpYD+PN0zVR7}tb z9!*65PzQl8ER7r~=PL)S-TBxFiTf$)QbVrKSko~+MfAnVb|b?89B-&NGw#ZBq(d|= zg#EYkN#tPToPKhf{6wU#7+F=f3sJ{*KenmqJ97jO%F8b`f4C}pgl)4k6V(VEw5yy& zF{7cuqNjf+8JX|=@Xj;1khFwY0OoalPH4wM?646goOs5$*>)_B$tfs)s&~kR;t)16 zB=0YJU7qhmjpTy?F89+-;~J{U{ZCG5 zh6-Cn*0z?js3*K+^)b=0c=lvKwy|B41usKEr32LG%-;hcdoBi@(GU`HL}^!{VwwzV z?q{?B6-`V)AMng?Drr;OUI6unfICLd?VW$rmp#OupgO*P2(xc^9=Td=!C(Ee(Ic3< zpAP~em25oS{Oz%=OPR5U%Ob?>19P~Pbi;|%SNFEYOK9TZnAIG_7Fo zA}zt62~}9RknXZ)gu&!Y$K0ii`{gr0#du34j#dowqTOg%JUeK^OCQ zY_qSYpvgG_Wph6?Lize+@sVkM4jD7<(PUp4wCX*-N^(&3pc-sQInmu?IBSQ_b(k*W zldE`aC_*zAq?vBBQ+^rdCNevqO!eYcA^A&NA+?68du32G}RJly;$8s>p~8HIp32T z=SP8@7L{NJ$3&?^56S`PJU>Te{kY4d+F>P+d*HnLu*_`uZ}($_-tz1esKB;xP$=d% z;Thuefmf}E(e~7(4V%t?aHoIG*1rG>7Ok+!#0B>P5x!8XPr~yw`W*YwrnA_am)G^D zY+L=#rk3Sy+PMe3A2>4NT1Z>oqHcLZ{Wg=j2iEX%A9M$-{CCnZEFv4-@Ze{njVO%v zq*S$>q;fhDPIde_xXcZxiRQHXfu{LK`oPF#M2dmHe_Ur%cV8gMOBR1nEhU?V_H`wn z49>O+P1=s(@&jS3w{D}|b~E#W!%?Rsam#>r@4m=mZJ|FY)vmmp{6)^<$E9JlI^MJW zd*uV3cYZ`M0FKL+-MJ{PwJv&8H{|{~Nm>v~2<0VezA-IbDD0HedvJ6|%(bY9DH|0! z1W!1MG0LpZyu4rHziNMxw@X>QnGwp{IfC}kM?IW?1lUO?hQd+nLM`G++q}>|9dP^Z zEG}<7a~@b!Qr|9W#;-%r|B7QhuTMjPSDO3ID_W2QpJ3gN%E#eY^n#6(8e@CAGcyF^ z#J&WpLarkB5GtaVkgn0hWrx9|()s66>3j@7Vt7xyL5U`gLt=mGshD^ardmD;+WUnS z2u|80zFF|pRUzrQzy(G|iPZUZeIyW9OK*YJ(Is+M0BhHi_OiGtcr@N8Z%1I6kw?Wi zK73)MQnE?aq9KciCF_SWa(bu;gxvF_OxQhW2TPkb6&=tAB5!#y1o%Qf3UdqId>9>` zE`>9AY;!^pwJU!(6b6Zrw-33cY8gYfaOIi49PFbP%9fj3Anah0+v6r?HoXBc(G8#i z6{*R$vnDiElqy50^+{!Pi&*l^g6>WOCS;{^B07EAsTG5bFh?`jn+<UPtK&(-9L7n=QJO=5`y)0-GujH2;s~g;gz;K*4$Go$ zf3)z$FAnE`*0ex*hz-0mwu>qvJ8Jl%P^OeEO!BsJY@3fJMF5gxepFQf6vSC&Mr2Qp zCq`RN55R=o0acaPM%nDyiD~B*C17_%JxAz9@KBO&>Fm8Tf7VXGCs(8BFT2!xzZQ)IY9 zE+cZ>-q|LtwA+rQ5`DVPgz)$8pFh8U|FW{Q?~WAV+*daVFZi+*@z?opXNVzG!hsUf8{H z6F!}|=&Q%+k1t${^o&8;66yPfa_jYJC$$s&4g@L$Pp(X%9^wi?L$g7$_&MKqFsxzP zWvgF}!d##Eogx3Dwc5;PK%|Thp_!!Z4GCdn0F-*XA;V+vR^O+UE{Y zPZ@rMvt7+wNj{c0in(WC#^y-vH_m7{jU;QJA-f-9@$x9%3e zh8On3C*$^Aqh9oWCt^|cDrp@3I(v#ogEc7lF}mFKOEhqg*kr;+#3q{&HI!%EO8JTj z;qdhc{V>iwlqv6mB)-Sk6&!y@rNjs9Tw=&k8Y&<0&4Kbj-Uu#+Y)6Z-Pe7MW- zVlP<09;1Rns6V$HR`L_$a52IZ*!}w4Xpg*~lodO5G<}8DIjNjCFuqCa2fQ!AiftxDv;@}Trnr9rs@wJKarOqP zS`hv}qLt5EKfgq^(uI_2E+6-Tgeepb>K634_FSF$^my|0cPH?xada!H5%k}RFc}+c z9FmmS!6^W@6Yz1_1W?z=2V&!2s${PL%9YS}!q}qs;q^Lrmbqd{lS#U-2YLB;j1G{J z&Vk{*M`<+2L+aTe8iRk|qg_tlH)VY3zh4{Rr6-G@H-KHfk-I&dIdaEqtGa^gFSu3@ zx2DtjwD=SIt=a`%MG-kbgut`bP`;CkseY$vhyKBf_CZ5ECOsTtn$|L(qXzpn{1FcO zJY{i+H`Ywsy~W9bj4axE$R=hD;B>P%-$WYMzAybf4yAZ%Z0dh9No>O(fYDZo$V837#Cb8GALL zYls1fOVb=^ohz1YyG!pB`Nq71jrzQRGNALG@f=|Lk;H!$Fux0ke;P?wpS;7q9T4Fr z+_w*B=;$l%z*gr~4{{iShdF|x7Pb-QhbDsTm|8K_?kfPmM~up$0e38!+YcX!JkX=< zffB;l?j|f)Hbq7f%3_2p=Hm*^%)w*aK}q%G7x*<&=@eaE0eWbA-nna%tGlG5&DU|>=Z&8w zbrG_&J1CSWo!v@ygBZvdkrQr?dzk{dg_U|Q??b>iS`nzLXZdFiJSwc0axU5jW153t z`zZZfB+ldRk?i`gwK^<&-NvW zn#im_@BHx2yNFPAiNZFt7Ifl$BG@{2nh^TXZ?C}HUg5Xr4H14LWmI~8GXb||4wh3H zxQ$l7u7@4%_g7CF6XQ4r7xm2?dq@D=ks|3pL2Na*G}5Oi#d0zVD_kGjZso5o9>tk;E)wlXp{er%9~UB?7M0ukZSqpF{#_rH~Q=}9sF&aceJ+b zA>B&|Qn-$A7}tlV527ft(qXji*t6?T0~ck9e&>BQI8MZivu%L%McgR4BkkaVqXKTb zFxvG9at20f3$}6;Y<0FObpm_1q_Vl$PAVel~b7f1igHzm^v=0cJ_M5+d~Qj)_6kdqLm;(YW|MqL;4nT=fbPD|GLX zKl)Lgr8}==k(EBt%s|~Fdh+R*#V0;LN3!aEevQ>2xkIGvBiCbxJk?Rr;vT-ww_}qg zJc7{inx^XP@pCN?gB^^U=lHgB*t>r#-3UeA>F!~qXU}`^!>yb>9nFh;u4FN*Y8c^k zl>EK^-^8K|CYAthK#{*R($^skJfK7FJVR`oI_XAsT{4OH+t2sB7DY(!Z0*k&K*Ibf z_OPI(fQXOmgIY6|JziYz^ zVr)aH`TN27KX3i`Td$iwYzhTn4=>nZ+i!{m39T!y8I`}|q`+YSkG$J}l`L_%IKQL* zjBT`A`ypM`Hr!Dlokf70K-r>>3iz^rmZgb65_Qk-L1}Wy=Fm%xeY_Ne;)KYFf?V(knPKI% zR%ecW^$B-R@?A4E&=sFMjK0kE;TR3@B%o~r&t++&f&O51?$_{5kT4dMO3uruq^pw2o505aOU zJ?87PJ-SY6FsHe(Yqv`ET3(nCtNrvBK(&&y-_FS)Qu83Cz@x{c0$;8g6*L%MIRcaE zC+95=a(tx)_}Bi>?GE5qVGG3SJ8;lYN7}5ooYN^B0N$)Y&Tls2>hman9PXQ2f?d+B z3>Bowl7Jsxk?HUzfVbOusHIPcB?8L<#2(x%^3}TCjkS;O9WZ;ls1L_Uu<{b063Ym zpqn`vA(PK9k2K@ zu!(X5{d@#P@r)54UkB3agm<-WJIC@6i`P`SpCUTNxGOigRb8;_y_Z3&J+SkeLv^NhU4qN@0#oHmiq7a-#-b;c;5Q)w@&7@rsHFKW7STAFts#6fa|w< zzrNdkK89wh?$5}7uf`%Z7q^!AJrQc~S~cW3E!h4!AYUS!kW8dH;*I2js-+GW)6ms2 zML%Uu$8nGR+U0oi-`wWAZdOXF>rHzR(fPvyJQLM#)?YK}Uki~B^3WTjFa z5yxR_2R6N}Wk!XcoVYhVA4;t?TL3&7u(k*(UNjDMt-RBJJM`gxoz*|HU(Ict($6ks zen$`{W1;O#svEY-YMy-+PTO+Hfzj48GAtw+R^+ksphbnS$kC2o+zel0Ytc(bK?sfq*(D$oyh~n>b5lwp%nq25UY}D!2}gOhL+!^FN-%G0 zBoX*Z+YE;9-^W9{`rP@+;b-(oQ-O!N^Kxc=`X(7VbD&y~ae_uJORzSu5U%Gs(fL&t zDZrnxN1_VRrGptwsv3$dNL!2$QhlZXjQHEqZbr{u>G695jBwz% zqW)61*HPUD^MOc$IgLbc1HzF8|LQrwp_=T`(}2;Oybnd}9P2TydmK_2cy4Sq@A4RN zlN954hkI)#upn|V!}|$ia|9UQAAlPVfEkN_=!;`*?0+H{`gF^J&K z^=Tk6zbt6gI~a=^ zO*Bg!PQTOuxzIw>L}UpR(R_-~d z1R?#2VrhtPd3cR_)maFWmfeCS@Ka$`>!<;(UMcR$=#orvlx=|sS+dI?3_Kte9h z9>7Wcab0Kj#>~U4Rz;z?C#ut?}9WR z$>vCW(s4hU|K9Ku^;nY>p+e~AnXtv%R7MzyWCeLwAWB{NwMeWSjw!l7VGg$l;cv41 zJa7H@TTgn0aIWWX&%|{-&Jv}uo(evK8aI0@gy5ehi$kF4M>!Fuxp`>8S~wYb{>5B`t6xsVIz~MC=zzxnvaIu%&mAr z@S4w;f@2k0D)aeJjR+ep#Gh^So>~9r5G}$lh1k$aB4vzYt3OSj`W@X?@MQOUNnQ^5 z!wNXY+k`^DNNfhpQM@jr z_QIi83wkkXuNERnKeuOma{$OhRi#cG^r+sCO_^kohV7}J*8FmOTiCuM~J;o)#y(XeS#a4MTl6?*pEI0?dj zPG^Gq7td{wK~hQC?s%@6#-$D_{p9OGZjzo2U9M-k;o!uV!sS#oF^>XXWIK?`?&Fg@ zF2OI13G9TdLy`*Z`MFJh&)o6-Y^TW$gEUL2uN!0sZDK^*bh$veIiSELml7ys>5w6y z$@l^ttX4l#y6X;N1QLU-&gTiSZBExOV%z-t``tL>&7XWTf5KbHgY*V{Tr^FN%;UX4 zCH8<Y@cV8&CT;vbFZpzR3!EE$V_{ z>c0COfsbJaYjoFzHU`a@r?5s2xaTJ=zSLFdr&^9Eg1kz6N)$6Anni|;T=&bwakFe% zn(UA|F7DnAUZK=l1%)D*feH^o!Hu_!O>e1>;!X2lZroRo9I?1 zf4+&og<;PTPGKu4u>AN4$g5rXl@%&E@g)&b$!Ta|ei1c}k>Yu7@{VCC30%;HZGM9$2W$nC{*Aujy1nbEi0O5T;yf;14d}jZpESBeFHc- zBFK*do7(&3shl$(=?J)UKEm$b4$R+{AI&B?Kip}5JWd_A8zekP%D7CuCS}nf2pbjP zvoTCyM9;9}I4mhsKN43ptb4qs`%WXdee(;acHu9FWVa$kGM`Kh~h87w)M_!C~ zd#R^?;CWQHu|JN3y`>i_#|$U1YFF%pOfRZpop1bz&*MboCN*iu`A|pfdxu6tgMN8l z+TK7tWJGe%jBBZEpfeZ6qX6nE-SQlkCHD-vnU)~Xr#Ii_#~O`MXFs9wrSI2PM9Y~H z#ZHJ-2P3;aWU$m;?zB5xOyF{J1-c{_FE;nxJNTXXh8NiAJCw4cCNKho$7RTAxb zyGYn}x}B%b2-rZ{c0he!4n7w-jjILQSjt)S!_xy1UsFb{OVh1(CbboFl(zq_>e;q` zbio(pCkckN#li!*nLkMs>^-P|9uPcO`<`ihHnLEce~R$%fral1mqHU%J`h!);a3`G z2s-~c0EHP2Hd0S(oSkpbSCEw${Koa-x@`YP32(IdR%!F~Da4}DWjk~HD$hZAS5V(6 zJ(A!9LGf}t5n4nd)#7Otfv$il9}!@GU}~~HhAsZK9~&|~LX<=hoOn_aF136*Bs_7P zwl)N7O0iRF9oc9KE>*YAz21AQ73$D z(EL9%D~J+c#!!R)oPIEm9-m|*7NGue9p|+?j9-D}-P)jN*FB=>JzSkmh#}~IqrI-j z2DVL{DKrJ5vk^f_ocJHjvGvi@hUSV?sd%#UF+l?%nbfsgdQ6Z2UD9R@TWPwVXcEj1 z@!*0^qlRs{+|)Z_{c^3dFq#Xx%c*BmqMUgL5I`r0@D3*vsBX!5PZ!Zy40CT)}>resBvQ&SImcD!-IKiA;)s_t@{^SM@XDvu7h#F3}ppzU&M*`2(9S#VxBxpXOt zznTR(Q+@<3U=yT4Vv(WC? zX-3ZA{c;yT%@EZlLD$58>kW@)ea;+*nhGNxH%io+#;qJT{OQaciL-udDhztC+;XRP zn26FAeW5Y2;Ao!;&!Qt~gc22~u9QZ5(j0IAhO-SlR~>>NaYsDPa@UXT!qC9sS3?V@ zQLX!^Jb=>$L=?swBCYelz~My1HE~*-%yZhO5=sYC*xeOEPK_Xc)(0!#u0l1kT)Q_v z2Y*4=qXFpzH`$(zp#0G+LA9U<{KJgU66pa4o+iK4d5~Bhzuq|2`@O>mBaAk))f#>2 zZUntAz1H?5_Dm-i=s^*`8T5T5L^!jeF8-`4gwSHJ>+SsQ!XF49WSHQ}l4Qt2{5Ufn z5Ncn#;-I{V#{h$WYC0JafZ3fvf*Zy~tNs~JitvfOoWa0#PSXp)h4?k3r-wWu9MK+p z^)PdF1!0ivLgFcIondJoRf<`2o-r;`ZD8xme<^OhcX}D=}s?2k97pp%5xLUC=%pDvm=T_>TC@ zSyro7X;7-VYkt!EA7xBwjLJTGi$&20Ijf%BG#bfagfd=25mI(DvO&|1;=4!-F#%Hv zVIA~yA*hxob$erB{N#YE`#fVZ`z5!T!PAza$slK!pPC-So{U|vafiuHoqZ-E4NdLN z%bdA!y$|?*0vXp{<2*;S6YEF5ZbD8g?6^4V{TUWJg+6IV5L8!tj7TACiV3di+$k-# zo#MOQwn4PuYXicKww^@F)){L$%xU56#Ctt&TYG@N9^hlQs` zHhjVpd5PE*@Nci$gt4|u>t%2(=e(c=rk#_?`AIWpHeiJ!%fa+5ek!<$6%1lpdV zKXZc?%oqXmY3pI!_C|pWLFR^M;ud%S5RMgcrwvT*eMvV0eG@<}!r1TD1bDoSZO!&#Z-s>heMFx$?&fMYiVf#-`MMwz_P; zj0;A`OQd9-C{cZdyR}ZyU^2%BA2n_J64X5NYKKxBWj<$VI%P)R$l{ry zcUR>~XY>!JZ7OBdO;w8a)G!WE06@sE9Wh|8<);^)FbbR%a9`; z<4fn8fI@=(Dv=QDtF%PoVVpx?^N{Jkmuj1^@QqQm&RXJvd#otSrEL*OlCW$;Yo9Q9 zd7gKtah54dXfr+XXmg{qbwU5aRvWj`Q5n>T1U9}*lrD$YDW_6*LcP48>F`{CDSg=X zo4_9^Ty49Ov`nKJFMo2`NvwL*-QB4CNmSRAPadAX2p}jsf5fW2w<{d|g|1cqOaL~Y zNMEJ+HWO8*9+3c;iCel~=r?h~ z(lFYbxyQxmi9J(JveTDm`m|H zPl|XAkSJa4%PEx7M&0tAKBTipq~O>sixBeByj^o96KP7y&kDk^Zd(p63Vc-@a+ltdVMx)8X=;_ z_W%(fP0dn5QSzMtH48$n^DbF=cGLN!Za3dBMRS|j`OY{S;Myf!7n63w zWJka@_o*bYBWGi^#mZz9&c~3@*!ihJ{{HNoFxA9VBMW;;R2NNuJ&);*V(fFKEZqJ( zZTMd&=rQLploA@X;}A7C$;?D4c%+$kmc&E-dWLJS$VogIStwvyK7w*VbbPL#G*2wv z4G2S}0WQ=tBHY_hX>8e|;T?bCmJKV+rP8xb*OjKdRf)-Vo|^RUjl9O%pAz-l>4*UE zX-)84uoao763?f9l8zOGHqB?*&%7aUxITHo?Y$CdTtiqA*dW87+<+j&kwrwT(D@rwkW>wPUCXo#xo-dkhmBZSl`x`i9}alOutr& zw%+3_)gFY87{@)228i>Fhnk<+sPlc;!s&X-C+}Sj+L-Hqke3*1FIY$as?C{!+%_mUioZik_)Jd`su?9wh6?uK-bEk>Y|shV z(M`{&X;YzdA zc3I*O%%I~PMqsECY|-YN1-T6cn(XSmM4IB0~x{^SPYfmq_mdh_F=> zV+YEATcDC4N`n!bKJs14k`rt`>?Ir8cnNKQ17;a!!+-Q46+}m-Mi~n#cEz`J6je&F z8kwKL&1jothb_;sHs}gaTzNlf(fJkJldhN@T}^L^YEV;ujQiuAyB{4onzS7*ZNHc{ zQNRF)t-HE`$O3XA_>qc=-mSe-ob}fXDk+SAFvR|7mA(a3g;H8mhRvJ26FqBTB(to1 zZuLe;Fs}73u6-sM6+3bQxr(vUTzJ|^y$`NEpL8L_Q>G&M{Co~IR)GerU=wqj`5w2D zWdjzt{0zWY>qnYv0fL)(lfV*BgyM?L(eVR4N(=d$JjKbGQ?ZP6^x=22CJ50;}tfPy2 zro!g3p6lvP8FzA!=&4Muwrw)kMJ7fbC; zv6ef4s#suKI=-WA^s~mkOCH9VCJ(`XgKGxuna0+x4}hxD-xapysl3y&L4J9~4T5A7 z?m~25${u;0;FZqR2Mr{QLQ@)XSP6^{xOkdl@A@0GlN7Ic0^ zikGXK0Y)YYLc>2zM)Le3FGJnhTu<-Z}Gu&`!2LeNyDX(*$ba=fRuOmvrqKn~OP7 zt!uWo&}NZaF9EVrD!WF@)#Fn8V)J>YYIWAO7K1aO1^(#4(GOXA8tu_YA3MN-0CHkO zgiQ8jn-e9jl!BK`4+_%v^L#0PQxNW@;3J>b8ym7+^VeWuJxH~V zu4oNl6~;+Ftq{dskv7M%rBM3w@ZR_v8=+eG>m8~6y!GR6ox_PTXny^Fb}`sPIE0)> zu30+O);UK(rAG8mFgccH2EaeI+&Ve@KS+<;`|jgm5^_vM52G|Na@N5cst7FFpjLo- zXmKVXcAg1f4hq3(bY+$27VYJJzH_>A@)LNw*yR{kT#c=d%%RW({X%%8qcr_*S-Ikl+UoSxz=kwxGYh;%dv?<(+%I>E7qhF&M4V2gg6QR!O+ zH1AUyHk>MVIb9#k!!T@v`oXbn*8_E1EzTJ7P9551de7?tY$8g3KKP$~#Naq1KzRJV z(K%=}E|f+HDX7i?;yN~6=jxQyDKoVMw+c3bSaqOn--|RRT+7$^FrPWwcYY8ifI|$< z8;HK!iA7u3@BEwL8#8Y`xkv6M_8+Je=B<2&#JeSanzp=km^5H4>_K+dZ!eEmeVkB3 zwa55X)nw*HGOy!*1utRLvF*qfTijNhJfzbx{x2YdwwX3p4W%6X!vmzSL8f$N`6h6=&>P-De?o0UZ>XL zHap4L<1)L|XNI3L72Id8M6%lblWLd_AuQ{nsb$$FNeS=rExrxyAF2>#50K zfx3T6+Ry7#(x$l>R+|{biBF@9J21;cTB5@&tWAk->$ywO&ZXmF!DcHlA7=IH=-~|R zS;D|HXIGkkGD4sj#EA-fKWiIu!t2TlA;YSrmOZ$Q7$^8pFXeB*cP$Zh-6ROaz4vrp z-oY{lPaoKTP(I=1)KYjUIPO_r9d^DAADBkz2znbXOzt7eXqY+O&`G#| zCGtTD^~#3+eNu{XD!}0fL4R55 zC*_zJNe_C;kD%Rwa3|pJm1?1w!+4mQ^rT|Pb*-zW~6sb5;Xp$`JCXUP@-?J z*(>-cI#jUpmKaEO-Y39}!;!_fA77U%187Q=~o2O$h; zR8k=ycRA!WFxkPP$0qGF>3p)K6h+ZNtT1zH9Wb0eu>@CS+hJ+un*B}REZ?w8dS>)S zh_phYJ)hVhiE^U#PA+}d+{Z`w(NM`dL)aS}@8D74FW?S8 zLk~g74iGj*j$m^ECc|)6Mni~)2TsC{~(Nia?&wK#0AjIu2P<+w)Xa%(jc*P`m*%$~Z7) zUfMaw-Y_!*hXQg@$mk3O(YTfX1pl0-B0PdzE@cY4$$D;iG`}fb^Uw?kT+5ZAHSNshd@#i$6#UwHeW}K^jigF-}@BAeBW!d`%E@=da zAWe#7a&c^DB0OP#0AX6{?hcZ4#kPq;-=(?iQvw*Rm?d0mA zX_@JHV%wKitT#pL{TNv<5|WgF(7TP8SH|AlCkk~jJm5s8Bxm5h&)M8;xhQYA&7Z!a zHb&Z{OmWz8@B;aThzU9lKMKEi3vSg(X=R%x2+4T|d6Uq8ZJ<;al#UKLC|;WLN}Yl6+J62Z3>fOfSWH=RL~Xe=(Ue52Dn$p~wwAaH$i4?# zBsRJ2J_;D;zjSI)^at`Ew?o+(tL*JEt!&}>200LuUMf%CPrSorwl z)3S|VjgO>mOP*3}^vIm;%&{dwYSw9IXmV0@P66+k4I|mqGgrHFD8{fuLQyU~{%pDB z?rL#$SCLm@AkLig%hs5=qy7v1h;@Xk;?=R6?j9tF<^H;zig!Dlm$G&ilb+&xh zU%rFBC%Bdc-DA-eOt|^mHuS=3LPlWa?Ld7Z;#uHsbGh5B@s0FAY4O+s`WZ6Rf?lJ4 z7q*6D(rj`UL5cetc8Wf@`{(t+-BTt^5l`+mdtRRW2HK}HOh|Kvhml0!NKZu01XYjz zrWyHFTmI$>!$gpkuzUw90-+A!0majU0DZ{H0rJ~I;@FI|qn|B|tu&b&Ag{bH;WZ{+ zf#W-EOWpVm<73O`No(d3!3&Sxo~!YH)SR?a5I~0Foi{+>P@J*|5RLRwFiz(@`~5}^ zJ9w|V6TP~3oVPz#x$~(}OSwKZ3}1C=gN#}Bc5ocxg{LpQ55-2qN?%L<;zOhO_-`DmD{b3p!OsB0 zzc}YxLC@Exf<6%&Y&iv&Gus>=&YUdv#Q16&1Em~gVba}mVD0p|E@gCRh%4k#NGspR zNaNKCZ=0T}D&YvQ0%vf4Por<#l9gZXyN8k9VMS?Fh@%5G*Ekt(?Md0>l=Fj>ByQQR zK}-780QDVBMS_DdvV_qIQO>$%*z({8&)4fmaRtXYwq6JOeR3IgGG4hrLE{Z!`GTmT z<$mWZv`dTQp0WMAA02|{^pm*a6xf7m*hu!mX9a}s}cp_|HuQ9%IP&UIz~n+ zZ=@7w4Uq0G2)@Duqx4xlbPFYdk-}2>q6SN7A$Et$NYH?G^_7F|=}W;j5@*@Uh^J(~ z8lC8WpE4G$lp}3_G(pP@1{jb}zS4p7;YeZgU14jGTD`uN56a5lt3f?*Tm!m^Gi)GY z?9v-Sv|mEYiai8Au6F`c3@lfcX;H3i^Xz{U)sdZNAuekX(lsaTuy8W&(YAgq$943v zoP^Ac;8G;Gvz1x$JI%YRQZ>@w+vtxIv+P2s>% ztQn#yP{?wHr@~^Lmukusr-O6TqJve+NYz}bEM9j%%Z^ZJ_X_USUx0GHJ^*D;#zsUO zjTf>GiMOJo1l!UC4r#FJ^3fRWQkwuuZs%?YY8{LV8LRiaLD!_@xKX*OIu~yk81r-F zvnA{Yg`F3F19H7eybRe$f?M$Cn##^Yy*PWWr|JILd!ZGv%i8mUu>Y%0&TcLhfNjxl zA+ZdUx7ip1<@YX6K9C`&)#WPx9`7Mv|NK2CC;Q}z(~&mPAxjPb2q?%ja-Yg>K=<*= zErlK`O<=&$bVqHYBPsGWGI3FMD+tDBJJ<92v~x{=*ZYaIkyD{g@h!m7&x9~`biOq~ z<~*sFJF9veihQZm339eDxZLk>*Vrs2E; zq%`1vd{eJ;75BAv7)c|Y(tmXxEq{2(M|GhQ?l$tbcY=kHo$MV%7??sy50M5J(m5iB z;D_^5HULV#e4%3&+Yq)`Xn+4cX#><&W8b4$DM$fN(--xs{3y=(r)d;lIVK7+$ag<} zerT-(qj_X!rB1*G7gFw+dZtY3ad7F4!oPxCHS{q(J9r*andApbNvM-TcH;<`Ldm#f4EjGQ3Z|$piBDlOEFk(yuMgo(18A zM3pq>u0&kH;!>r^3r1#TCU*?)c>582#%#HN40ue0+X&u@ol7z(#5I3XT*K9WZ8k>j zfIOWNArEqAr*Egfp9~85^{`daLvqeICNc&F={pI~I4x^FCLD!vs1yMH-8(1h^upTD z+tT4Bz&oev#22eSqB(2P8RQyiZJ|#0Hcgfu^akD24Wf8QdtOfr7i?;uqOYBvvxTcN zpbc)q-_RVHGxLMXm+U#@E-Dm%d8wNPEh_*{D03&0QtNpwlv)s_W>tNF1`@Ic&p-8)=BoA9lVqW7|i>B5FKxpwlpw03@uK=-&!Y%4Pt;~Gg1@PIxp`V60o z0VyXlz;7a)7qd|xmLZ^T_F9j0_w!mFC-9P*&AjmL4lVuyehp?}x^9;bE`ZmM)KIOM?kkU}mLWLW?PKK0Q?1-%*6 z6WA7cxfl2|(2Ln&qT^0~`0?pyi6`lT)Kd|u{eKPL2F)j2YAY}1K`Lxs0XdPZWi2Wr6H-;>uqX`pk5yuy=Y=r0KZS0qFNmcX^ zA_jshYDxEq{cUfN^O!&;HBk@YK+6=>OgM^wh8&5RHV*(#NKF-guEdEm0ezK&U!Wk9 zFl8DDu3NIbKub8G!U*19^9^ird8LjWKVWO%2|YN!I*E>}9Uu}dws?tg_cX057ei>0 z=ai|=2YGgDlGr`-%NXaDxn?uJriUCtV1i1JnMt z=2Jkq_x=>$?^<$7xSXN_$!R_g;R5KFkQvciZcaGNEhi!(-{F=I-ojk*YesgQipbqQ z^f7dT#?ENQHI#FJ*|H-OIYR?g5xaJ#eNrm$I)y~==e@7uSeuO#w6TF z#4n|1VRs@SFX~jz(bDtDHLRke31!pDrP>xfr)PN0<9P1@oUfAW62K+?YoanWr7**` z*F!VLjbolHkPC&b#4k^089tOF(EC1{w3C2Ke@~|uCrU_@-iKSzz?HV|nfnyo4}ztz zNn@u%oHe9>T)yIv)ViV)L}%!zC-aNeI=u<`rLYAaeE(u4BsiBSOA~w(?Z#j=1IIxe zDw#o$Tsfw+q%8$gEEm2{n=|E{qT+n|vw>ht>EXd;e)nkGSw~YLEkKbmeMw(Rmn>_i zC2;|)kn8^MqG;a1bdmeBoep;Pd`1p7k;3kTIyeGTHga2XsH9>~$%IDo871Z} zq}XUQMbr;b!W!y6OwZng&3qEA&=Qod=<#yCNK;YX|OV6COJ9Xl@|klF}%RdZg{@qIA1WwNlGzLbm9N8cU}(R z{QYd#vjh)5n5jF&Ro*VAD|n?k#jH>ErIow5re7Gn`B-P*4s}Mib*K1v0tARCvO|5r z03`tw`Mk_7A;qb@31Pa@1P9@H>Lf&hXAyq6Sw5+A9H|l!@bW_WA!Bk(U`V8z%|>W{ zo`n1e+4IL_F_tE}TaPF9j zutC(VzqkplQ*X;gS-OA42_>=RNiMsZe&X@Y$$BOw_87R#C@oIq?Rig5wFf`0~h)&7tQuSgYbqb#9~% zD*hwWphqGAF4{6xnmIJe!v>&TuezGTw=xJf9YVl0A6BZRODCD$%gF&r<7iphWTolucIkRIb3OK-DyC)TKB0t#MsTG-IS4`8g1nF5eS|MGid|Ibq81Ht!nG7DZxbUKLa=G!*ng2EXc);VOa06oBuXV|+%1}z-fS9@SK(`L zC{78yX;$mm*h&6QHGk~^`uK#+HlU*U-v%F1Krulj6rtbY@J}ayY&-SfsT#OrmmN$S zHC+Mru>J15dzurPVlB)IS&wZOC0jtA3lgxrKmX|22JEDriND{Tk2tNKpm@i~sbN1o zrMon3aqo@$ll0C-eI@))QUk^L0{{GdoD_;Y4+dw0CR7Sf0>e~Oq^=G8;dOpsKQ$*b zCkNGz4~HSs_=-4x56*^L!UUiQEAokELXGb0QPphv-PCKBD16dHn|-Sm7kh2xbPQV9 zhcHbTySrjqpTC~Z*>O=$5rYFTTLLzRnkYhYPVSP$Q?}3bDX3i6o$a;TVO2tb0|{P& z!?#mRe~5bTD>NTyy#n-h?%{F`s~Aw|^+j2RM{GxMerNZ8O2;{2;e*H}Ok4f+?cVG6 zbDbV1o$Ex$X68DaU`6E~NCIbwv0cYcSw_*7SdWps=o3e<7t_PqUd52-^(k+7hth1< z^KpoW&hIYBJ2I?;ab!rdWx=t^`&>af@s6t<%B|&mqovHZ21hJp>o!7;x$WAy-S+9H z$BkNX+HVej{&gM+n|1c)nrSo{A%7yHKDK>JXBU8WFoH}S`@*Z1PYHZy(+eTj^XIpb0ZthETKU+@E`#Tzljr{?;eH>^6_lbXC(q553Ws&c%ZuZ_bd7^2lQM; z@bbPddbogIE@7B_CtS8;KQ{eJzs%?Emg`e$Akl(F^X zO$se+Am%>e;kJtA^TE*RdUqNd=|KFrbZ^yMX@whe#m6YBspOIu3-b5uzxxYPFaH5F zV|(IsU*mT+;r#s_c%{eq^IyhyqCvA8s}Wwa(M40ujy7oOuCPtmC(p!(Xnmy#(39$b zAftGH<$Z9to%j^^4=o&Fw5KwsFc4D)4U9YB5=R%Eq9`b)R?;}+`5EfvA zWG`X-irmqlX>dqbPlYLD*f2TL=U_iBO5{1+?3f|#`4aQcrCzhY6s(aw(=C3HIpI6{ zkTBwvztNlPE}IkldX~={;#pE(B$E}^ZLW%cY)5E@&FE|oW09zNQsB&G(4bB_au~x2 zNOpfpoX_i1;&l0f5?|b5BoF`>6jU=UwdP9jA~>m%fZbr*LwG3N;SV5;*~qO(#u<&y zF>>aS80sQW4?NRBfnh`!N$R+@UOk7N;6%~3?#-0P=zgaRy=~t1y><}ruO9}_dq44i z-gCPEQ{&0oH7}_!M_^aeW>b3(*+y~MW1X=8~N8nzCinG?r?Al!HEvD7m^ zWDJOq?f9SvKEkX-$9g2z%vM~TUL0jQdvlYuy`xI_4?HVQZa1lZ8>Q@wP*ox z!8!MA2(vlAtk68!dHt*xRQP=QJVzaW*!Wzao|`{>R150jk*l6Q@Fj>S4v`XQj{!^P zQn_lMqb(;1qPU`{L;ni>B{99Il?&Y$UF{|6GT2-Sw5Y{-Jqj2}h*JB_!O%@0{Z-5`5=82cQ;K|VkM-*F3|F0U`G_YRe5x9v{{ z1#++BitnT+b{xu0SU*F#8B-4mjc2#TPrTpHk#hZ!k}E10?h=_15Yw5JHqv(>_^34! z6YD+fmiG=wx2UA;CMg#80LoE+$-tNWSW@Q>KprY5W6DoV1I-g%<6oh*mcGn&_%K&hip z*B7>3doVo>@I2be-Mmn;(zGurG&4zHc#0pSUrr7X$~J99*$d-xa7|o)t1UX#vTY3i zqSNDf`6F%8W8C@K>N;Y-&q8nB-x@|BY$EdG3=Vm6q53z9xGjWJavZ@_qIXp}-EHnrsGnkV)XwY1-I3pX!j$K=3L84m zHV!wpeh5c9q?X}!QREMQPww?dZgj%hW8C69!vR7`Bkl%ncvcKj`&lFeSUq>ZMF)t)4Z-ys4|;iEDu{sF zn<8Uq90Mk$ebkq8IxjoJinKX;l#-v?pb(_4!(>ih9j)W#U2i~tZDTJ(OJj`q?7n?E zh(`*=bI;F?T8gl1arT1Z3*&SG0BNVONl|i&AY3XkY1A+1_{&e4Uvdd}%X`*W$=}@V zLxj9NbMIq7N6v?=muAY`eP}ve*LfaxQj$ea8!1Go>p>kG+R#2Nw@Z?R6-Zid zX}{`D*wNB9RN&Zu+b?EtL}T2n8?mRHA?Yvf~F{DeCh#SO{ z8w(=DAAB=?@-=P!(vDKJm_pJH8V2ymf6tbl=2WkZHF?Z_i zBqQ&rHh=xtkR6k!K~q=ocLJw&x_3?X!><}cN4$6|mjMGE9$5j-{YqXiLr4Y>i<+_v z@p?2NyCOu6%kit21$gk%p+RxaWA16S#%<`V@KT7T;-en()(^0`=m^ zMS@)K)EIEFhvZMf{`z)6F}eeFivI5%+<5)8c*b9U0Csy%#e98EMbt}EuhNWTs{2Pb zTx6j+!C_N5#Vw|wXF^BRS06%Dncfb5U( zO568;bK#~H;IL9YX9NS}jA>p|fS0Yfv;b5!#MM{O zioBZ~n3((|A!ilVs6k3H4iH#GROO4P1zPDljOe7uDbbMAjBXz~JL_ldmmD|c zfRL##wY0HMEA^aE!&^#EE=%@lwdFK5hf9w@?Z1et*WCDvwe;U4w{VLSiBqM;ce-Ze{ zgo>_)=dB-q>wRuWsDun1n1<_c-18+wY8@9jqo{o2=ONhfzX3@0QY${MMe2j_DS|un zJ0GF5=(9toC$m+}7A8;SU|w+FR!L*Mbrbfs&zKc-qFlG`hJbum8plU*i8{Nv-j9)_ z+jTaJ#ztA&TSv*)+W7~+bC8yTe{lz)D1jko%LqyUv)aKiHI+N=9)wzKr&!+!fKo{* zcibr5Gesn_Cf-HF;te%H3AhPUYv=+GFfq%$#D^>l&F~UL8^f#4L%g~hl*F?@?0Z}P zbeU0Xi4|!+xYJe&)rcKwSItj)7mpet&0Tp#kbNDvjl*L4V?wg=q=CV^f0zrE#&s!I z`t6JZnbe0Gtkw@3d=IWvOmxfX4!zk1V)4Liqq#ii`$&^*dD4kF*=R!151VI)r0Zo> zrz{R5p1DL9Kpbig4Ma>Iyv^G4%9TuCf=*esxfL1f=4tQ~i3j{KEVv|sdqL~@iclNw zDkxYEnq~k650}73hpDBI;J^=~(-~okcU1AAXl+%Ih_Qhpusr6bxV@GsNDe~lS5tNIZQFoAw92{gf zOUNvHihD0v{79?skl}@ArmD2Sbl>3$6D;hSGPA8{1m=4netfC;!VMu~2}Fq*dr1`_M&$D6QAn{fab%(p2IzW;1`c$bf6z^Z(e)$5&8j4GW9RCS zf0Q#LDA5GN#sE?S5b~7omWQkPxkew7?%On~=jAj>fCrQZ1`F@K}9KD0p;ehT{KyqNMtzW<}n2kOt z$?HQA_k50?VtMF((1z;*)@6Jt=Yd+~oo_I3vgec8i<~xGDEC$hMCT@sYGB{42PXMA zGXh@;f1?*RBxwR?bd5s|q{fgrNWWH4vtnwO$fA-dp?u<>1AbV>VV~M!Mc}tfOc?9T@F-G?(92uN~bDPEU?_qnAQ%7 zXxhtTn`6t<(utIW9w9y#*K*TS{hUFzZ6H!-f9K&?xjfKJmtU5KVy$FBe0x`JK z;%zdLD4Fe!R(M(>FNOR%%r z+4_Ef4Egeu0gz6MmYach-$b$!#+K|lHJdr1>%aO~6Y51{sp@CYi^~ob^SRPYs<|4P zaf6x@5geyTI=AcDn~;zF6HZLN7QqdhhC zA1zp9I1_gdO38r)Sy|^ND||>JfA<-p z1MPpIM>f4+J8Z6TX%-$CfGb=nyvJIUOqOFaE~b0t`0TNDds{(%ZuHW>!saWB{2V}4 zI&|3v9wywRZ2Qx;X+k~Uh}f6lkk2i|LLrC>-sy@uh)(fgtAZz*YIW(O=+4G*+HCNUQ^^$VK<)GIN zVOVw&f;1LE)d?&r#G_dufUT)1A=Aym3syEWa@a`)-L;6a6JRU=x`Hp5e`N1^op;!^|8+2vVU_W_!x1Mb_VXqPCZ`>NlXszzFc|s>@K!qJz5B366oYF+NoYc z1Q%!|vACw|>oYCkvc5hfNB5%*0>Ny(g(-eru!P4fn3p*f@_W#9S@e8|4Q)WVLwGc= z$7G()@%;Rd&Kv<7>AF6Ge{o*3P8)^c<42=?`ZP66*N77202@yU!P)_^VK;$il2Hrp zSr-EtxA=uFZWqb<32IJi;xIwL$&nvKqW%M0B_r)7*NZ<{1RPyE#$(XP(@6IPVox;Y zmNc%aBvv;Cy4aK^{>wND6Et*yKel!CCs$U!^TRu@Kibegjie}?e<`GR{{A_=Tew9d zf52l8nFlMt^KJt#cYRl0f-YhGE?qf62^Kt|=aKB--QdVq8r&wj0jhXMikDUG0Oj z2S<`)>kWS5ol%Xsf1clLP;wl%9p140z;xjCXp-V4l5A+SyAc_sTXtbOw00J(P}vTW zvA@qJHyMcdTA0>E0p7KQ?+o=O-Ptdp6vJz=(;oXpnB;50UE-LPk`HcN$$$U0!S&># z9+1_nD(XJhow-iJv0i2B+ghrtgp2ALj*@i-^>D3dcXqX;e-J`AS>QWMT}bQgHh)e? zL@RBg$L7RQk_~*XCl8Et$Spn&>5vhT8`srEgN#!2x-&HKXx^QJ-%t4fIpM2^(}4ud zl9Z4myCQU*b0cUWQ6?m%SKzTM8cx=e->Mdh;^58qEIQyQ*n~6(3uB5Z6#6| z;10o&?2FEzf197QFr47otS8)3A6g=ye+`J4P4@YqA)2f+=krD?;3kOPB?b9gEc z6Rm!j5hv>+%aVXIL-F%%pxRd!dZrV?JRK3tR!GzUTkwHnFSyqun zqi(-%fAMl5K#gPCd1}hZuOrfKkGecYB&yEt+Cb$7tqgu)xtfIAq?LPq4)EyNkJwLF zoWzT%GKJ!dZrF9@WkO^4(UB$B8L2Y3XfEl3@$npaB|Ga!zh7@+#j%4=RW(w(Ddh*( zlNl?OEkyxvDN)B+WDHt8w`UXF&fYtXV2~9@e@9B@xqFUjQ7Wq-zaw)+(s+4K&M#LB z%d;1nv%Dmli8Eq;pH89Mp-=WJQ7PhL803Q&rEme*CRxJ6JRs zLr?$b{iEj3{P1);CNg{jvyxtt8V}{>%quL8*C{I)&Mo>-)40bxvM=@qMDf>KR?F8~ ze^%>W=DyRqLb~$-=$X%OM?#m>>lEY#&8@+mhAEpIo)S3fGC7>!iyedZ1Pio%=Y~UD zoQB)B?g*)S8rMCQ_{hAMzI$FMo#hhZ7wGM-{2)m-=~sn~`q?`sdKf*2;k_NwU7@c0vEIpi-%n-Cc}Y z`rjkjz6Pgz`E0OEh#+pl2-x@&(e&u+$L6$EuOo_IvqsvWpHxulrhPV_k;Rcge=2kO zn;#qovHy@pCHO&F$y?wt3AkslgmwgiRAizA@b}ldlR9^C-sH-*>9;NfM5X3$x^o#POiu&M7W#t=8;nLbL zwk)13?;1Zf{t8b>(18uy@HtN%e}Me*9j@Dg%l%S0n47d$Tnc`ZUMIa`Eh{q1F$Jfo z5OES5`mj;$(*{5?3X#WM_Rsb1eQa;G<=X;&W3GHHr0{FQq?bFxMvdU0g%P`Jk-tL1 zcim@&v!Rs4UQ_LED%$F5=26Nb0F9*16G%e>8f6)m&Xk=Ru80u)HWO~mf0;RGqNH@0 zv#yLO88Pm@ML`kpz`BKitU5Pde5Vr}=mNM9mY-px_;>Qn@wqrq=zIOJ;epZU<@wxF za$A6lcczE{9*#@(eioukc@LyEROgl!yC4C>=VEA2{Ml;xbN%VuRnkP{QCRnPyWAriH7U1_?-XQ&;Rnz z&Nc+UWsVsFHA>0{KS%^uum}uEtC1BdIX^2E6RAJLZ9B3DnVj7af1MjwvcE?$Cj)=$ z&!0cP?SCx136~?SKmTn#LvHgu90~hVBn8g&W}LH@W!oyn^!JjOQQ2ce7}~@e@FYV- zv~-*At!#AWHnwE_fDY*r$v%{r6V=5*+P8Kl(Jmdq18hi3a-*8hqWgrhBZ+?{r{+DMf9~vGf7#d(n8iUy|BBNA3geF^mCKC zar8_6!T2xK-@X#SyAf~{&>tu`y1HW&di0t8{dvB2(#X^!t41r)nqTjx$1Y46rR;df zL9c(qY!nCM1`z+LX3`juCg7AGij8fX=$%IMp8J0bQN}60f5+3X@D|&UCCq!o`K^af z2G=pO)#%?S@X5;-HDVJaEQp!DwvwM4?y($~g3vs{n;^++m9}072i!U9Eb_ZWliDk^ zEg=99S`2OEMnVP+mNf2JJ|c2ITWX*}x5>IGL1>np%i+PH< zdEmz?Co+sgf62ySTXvb+H&2qGJT|ERg$;>XMn3yJv+DfhADpBxPq*zytAsry^0RUd z&|IPZkbSW^JVqy5aaN}{G%wYQnm|j?Wjql9$xT0s+*G9P$lQe*lnIE7&VUQQxknqu zXtAK70SN}lqd-9%wASns=0D%EAr(fs#3xbN>PiN_f0JXz2vqDjwR5n}EFa7S$d=H7OE7 zz~@feVO7?mC=Y9K` z4Cub(U0F;bSw9Q7+nvARgj^Z}HnPGo{FI)w*pA@)75QY0KwXa!VCoesc7(@z`t*^- zf9mmr^K#-lVZ|f)QQ`+D^%L!Nue6k^$c38-wcqi?oQeLVEy-(_k>kZic^?3_7w+yEvtZE^q2xAzydD!B zS6U$-QHOV&M?Z4kL8qJ(j(_D3Uk6r#BGHw9&Sv+Zt8loLdV{aiM*p zy*B!xT_U4>Ncp;J$;G$YK^lF=&q>;VT#R^ho7DY(pX<5q(XlL|#!B#8@?&)Tf9nzf zN>Cmnv_*&iY{FD*gWy_{9zZt;>F-GDcnO6`CP(`Wvu2 z0a<>jrxe9^u0ZMX?i&HBD)523524iw@y=X2?U=q-{rAqfc>Pc=`d^TZY>(*e^I9_{ z8$#09Qe2JQnUjAV@4SHge_1j9+@ZwpcuyQWF^z0suA#mww|S4W%__hsq=X^nYH6ew zSO&y4&N_2(1G}3C9?+eysn)n2SKBy_*z}gGI1q2I^Q)iI;5_STgPu~toWQ}e_`eF zJ2x=8XD^K^;Bm~)5dg?}13}?k@_rD#kflWyb@yldM!(+P4!>H9(rS6CjL+*+WrXZv zB!}VTi@^1Z9B#oCp1C2Jr?UQw{q>5aSs?hmv}qh%(g+jvecDbQP=J`4^f++Z0jSC*8ZIAnb%G&68 zqq#*TFjqto`FYF9EY2gK|1hQ^!Wf^x0w6UxnK0U@v~z;O3~}ej1`+&;mTYV*V2m`9 z5Iva?obNp8e_@TfB^6d3$r*WM+Z`?!9y=F`NZiUREwE>v9uxNwf{l)CHjFa>$b^lU+NV1Jx)s=deE+ z*~oy%Js%_DlDq&j_1VMR~6HZwb3w14;$mE$3bb#gn z&6n)?i?A(93;VQ52{PMlu3jPw5y4FwvBSvNf1d|Dypy=4%^XK5tsx9lGhau-qNye_ ziXAmK`RZ~EpZ51f!m@_3(wHYR9H?MWSWfR}Rh?nbgCnT_sEps&C0>t3JUzA4!C>wp zf&p}G(naTESM6+Rm#Ui-#ET=H0fawv6P}=>j{ca;Kk8??72?S_JTT4u2sGLmV5bZo zf6`OPeqKuZ*ST?jky}v3cjhi*P~bE8HH)VJ^Lm+Z(8I z(4lMXg8XDTwp_>LWe>3`x6+(X-a>>we|~3%E#Lcz_ny515L9%T@&~;t6CkX$Jw0+W zCQtPnAY3~Gt=i$IKNpU!DOk0%v9bNUfBe=U?fOoat-9{Fq<;5|Jvi zsd#iAf=jQNP1KTMX~lUf!Z`qmV+e&|8=5IbAGRhm%#1K3NlP+&{0bhhNvBa!#AL_C z38^r+Fk1QG8_`PIFF zP9Xa^|5=zH2#BHMzl%seibZG1R|iLzOg8*tLvl+3Ykd*D#oqCeID!CG%oua z;^1_h8bm?K+@TVNn+6j+{N*8Opbl@La&o#`sBV$^u{i!s&7jBUGnl7nf4WHU9BUfK z|8IZ4=a5nSzito2=qBo8d$Ym#q5DIwmtlN-Sh8zT^R75*aq z7AlfQd4L)MUgynO@b|@R9y~Ix-Kgy{as#zHim=oR%A>L&^yi%>Y?Hxymd;_E`6CZS z?E{JDyI%v@JA7sQ7VNmPT`oGtX4t+QNOUhA>Jz9*TWUiF4+JhP?XBF=_;KWiBX8Y@ zq>Zr|!`T!fB^5<%gQKI(Gzb9%H(O>I27|9}S8M)J% ziy~~BvTj?+!3*vXk@uo>rl?SR=w409{==0Cp789!6#>5f(WTvyR*XOpQA(?Ura2o3&tEojrvI!?1jA`AqX3VXBfA-_?4DmLCA`mT>nz@oNY4I&NR1k=0F8&N_0k16@7(PU zc#ne?h%H>HgJneliLAILe{kQ^((o&+?>*td^sn#s7 zrEo9W+or#CVp=^By1e4Q*K-z908@)~r?@rCf9PJD<$B#?XoyI)Pi1j#AM(7@p2$IH zc5DYKr|Q$XB@QKRN_wRGdC*2lir5eyVal2TvL|Z&ycdutkLuq6f0%JiSe~?80%Y=u zt6I;Lk`?a!1;qIfC`#lm(_#POB(kt1_UJ(Cao z`GSty9Z+25q(aQ-U-)U3Ex$3Bl@u0=Q68n)L*5 z=O^*Xhug*&TF&2Y$aIt_*t{%YE-Ffl&12g?t<_XIvv+)b9?}5gcgr!7>T?=OXgZT7 z$$3vk!ue#q&NuM^*ZZkAp&{@Tf9)(Q29-aL2!-k+^3FyXd6`f-97dO z2A)(3T*jhy76h>3&xZq>>P7MAAS)*nP;`r%%{iU4LR9C*5}9 z8gkD`vekS;$JKQ!6ezHaijqTpA^+&Irm}CbJo_(h53EY|7sK+P2TX9cf1oioYU(Tp z2#>L(B;U$17pJidqTH55s5sM57cU&RmB@Ufs-@q3dNq{bX;`k8042yS9 zun5I#Q9jb`$GEWSIBcuw^TLmwHUbOAVj>Jx-6=q^5$)XAqSK_X*6UdMzprBnh}Ux; z*y^}hMNqWaUpbt{TE(;7f8Sw8#?vH>h4}$NkbML|-i!A8r{Vrk@C+N!<%7iA1JWy5 zB&d>zN#MBA0_&GukfOe$73@)Vq5=fR{?o5!b=>olMDI)MW0Up$q+w_PDpj8MOEg_w$;hc9n=$DoB85}7Ae|v*E;t_ooc6?8} zVLFuU?`&>HI^jkW-nbyy$9f6eNC%qiMewGiY@*jQkf_Ov7p8y-$b& z+a=tIBTBe)hQrBPe;X^v*Si8*eFD7h?FHAL*;~`_$|t>AQ{r%w!Kx=>G7dbEdp$OP zo<%-aFoSgaH!p1)&$TL7B$Qqr--8#-hQY8zeOn*c9q!O!Nzu7Z>fzQ zu}ZM}mg$g^BgpyVpY2E#iHv*4jqH@qC;BIHOFGaBIl=74f2J`W-KNP}k<5t3pj6x; zJuVIt#fVe!=hyGQw**2;)W6L@kZ*n3fB^=d(GQOol?nkZ2KWRwAt^Yukk&2!EaXEX zf3jcjerjIBzdwH+D(wfXt1)hB2PVmTNe;~$b0_r7Ce(`FO<@eFOFIM5j6H=gYBs6K zJ0?S)!_>Y3f4~Ih;3f)F@(SVF@pn(wP1dVs1-Zj>fb>G2;v^Z{&_Ndv1rFt(Eqe}} z{L(fVG2KOD!}@m?WRysjkT4tb<`HPZR+ogU=YW4lT#%tEk02}RS&INHwEW4j?JwkO z5ymM2ePqeFnUe+~N58~H#~=$Ye@O}+8DfR&<1 z@oPd)s|>qf6wk6ZPtcXkJ-oph+~=9Ec`S^jdmZ*hvMk5Q6Crl1Qoh=SY`p{8J)np{|zJMFRa6k zll3F4f5QS^iwKxp_58q^aZ}ns@R8Wd{emS-xZO(&B)pzH#1Akkf1xpVGIv<83uJZv)>Lq{}_LRGmnjq51!AaLYlk?0Z~14)n+M7C&>$= ziL64xUEYfQFC@ zf1ZV+&)@b$@~7NwcpuoWtIIBN4#+M6c%_yDC>j6<(p6>Ke)P2Nqho~bQV?;O?&R(_ zJgrmlBD(iDB#C84;Hmw(u9>#$a&io0^R;l<(M0#{8}WpxjP&FK9QHMqeQHh7R+Be4 zM#GNDq7DVN?`E&?(eJxEKkcx);L*aLf2~f=Y`!|NPmf0vKJW+}jtXk=hR3{P8C3{3 zWp+uaCxD(fJKFX}+EJdn0aJ2ZC(Y_p9Z!6h6M~Tp$X&H-2!}ndF`sUEve zr;^?zQhF(2n_^=J5jS7iNFi%Av|vWdxKi#r!pE51qJC|KD>k|7d1C7 z*5Lo#Oz|IFt%xhj(nMv&Yg+2Rt4NH)`uKRRn$ODt^g6j^1-bpi zbBnAbz{knI>}`q|SuR=)X=EmfZPFkCz45-c;Q5Px-|at0wOaAFT{}f1ys2apG}Q$)nmhJv-6#l&Yk>vTJ8rT>)x^cT6pY(Mjsk zEOQ7zULa#WtzgFpJV7$kD*!=z=_^%`#3bxnEXDJ&vGIQ4Y4BaQHA`ViD-(U1KFcR! zdZOC(P#{>oa!lr|%u-S$$uGJ}uEL!N(?{}FCTy*r;-q^re9k?te|DS{40rMG%WyYM z_@MeFU_2Bu$wre^y!jQq)=~W;r5wKvmbG8!V;?|ONPgD-eSel=vV0vSNtzVT0A19o zD~!YN-+%wSE6iTU!aAE`&S}4B(ce0aUqcWo+cVhf=NX*a!?RXu!NBjO_i16Y0{sot zlT|s7EtipnC5Zvye|^$>9U@aBsnfo^#l!k{wH#4RD&Q=>r~?|8rtTy)#m(%OJU*1) z2&Z&Evwym_NscEJ*t%?#NyEN49WDa*XYLn?mX3#KL~?2;gv>hs}y&xmPO%rX-1g+IDDy&*e<0 z$m<-5NUT)6e{YVWXB6*GWp}}>oF(GfQ;Lp|bHf!j@5_Wj2;UCz7#Tv~M6zuIxaue1 z+jG54k-4LSNP+dd_B~2^k~8<5>K=M*8+0RgF0N^?IkO@EtZMPNWS)eDBnh|m^@JL3 z`Z_E3G9h=x%+gvr+|<}`-}yaB-<2nf5D(m^fY9bSf1*WH+bNRD7kj{$9p4LDCOUTi z{QQZv6{0Ao?$}ml=jYXt^*=W163Q%&oV~AcdjXzV*#j%@=J9vF*Tx}fqeOYm6`hSl z^OUJ?QV?I$$9gxcpT<}e)OlLRqYdJoRJBU+0>n;ABUImAxK{OS<2T;6kvXxj8~* zQHEU?p9AV8Ro@UuAWWgSp&;IUC4#wEC~lZZefok+j-~^)RZM;UcPxEiyTgdex3F4I zX7fSOEO75#*%RTe^fh6x0e##&y2C%{Z{YAOc8XTG@ zH4nuPV^$)_JwFbNnRMNnf?;Kze?sGIHp>J_v`1r2iKj(@dk7eL!4Gn>fEa22`%whv zM9S^FVS_1XF}(nDJMXCt!;imUR2VSo5g!F`293b$AWnG)lA8^d zl-qI6P5@193*(sAsn|P6X{UOzZDSnWtlxKW@uk2vN#QL6k8{XIjD&~ge;9dtV6x|V zL3E+WZbx_5GY*`20@m(H3pCb?5tl{JEx3bu2SmTC{QL9!w2sArAMlT{(x4@neB$qE ze|VH-t(?V8=(~t(wWn!2{8Jb!3x@g%Cs4*TPE7hXX)y53G~tLAg5?YvV}^~sOUX^| zo6K>WgbeG0;{&qet0g?tf1jFBB7CjGjRvI>4E?MwaR5nnFW>$I5HfB9ts<^OOUY_M zW<(KuDZ3hi2<PmuLF`gE>mrpr^aCSohukTdL{ZpSKg= zPby85`F;qNCe%#81PmGSCQTaw#wk=;^80C$_1KfMj@LBIX^&zXf4}QvIzgZ%3YSJ) zz0RmjNF-?3k};j{h3rF;xyPU~%$eCTIRo9L+99`^#=1HWHPE!qAn`lhE}kmF^k#JdoAFjp)-4+WnN-hJf1AbK_f9*Ax$`L-YQ^G^ zZAYX&%P$FL{AwNo@;&X^ljL=C>?$30nWm}~ruC8UG=%$F4W8Ltd+b;79 z-eFLYNLuXKvbbd~ZAdqI(tFLEPr9d+{abF@luV?LOk@f24v;b4Oll1Au>QlyG0TVSf1FE0ado|aai13cMON^8_4WvL{;UAo&$_)by5k0-m?FGo{?2Z-9LFIvD{ zrEO}Oh~M+LZ5}$2xM<(=`mh5{yo{0Wm@J;*Sc+Uy;+ebK+_CC1RdcVVn3oT4)C|f8x)107xfzx)p*%?NM*H%%hOOng zAFm@IiXQ~BT~mIk9|E<#?L1ErP860}XU@k)ASVkS_2}b2Y}@*1or15WB7TeoDb^cu z>;u${5jl1@(vP5WEOadS6nlVZwA7_ZiT<|3f4Ys$$|52HzHh4d57QQRb-%^ON7v62(IZO56%(a6-n)jzV1gSyTmAnVc;7Lu%haBSPB zD^mWoiyohJ2l9r|zD_XjKKp1ydG*n~mO<^Go&1?l7maklsmHe1H~9{KL(;A7J*t+& z3dA44N&F*_B)A*Sh3ozw?FAwoabyDbe}6X8!RlK+BomJfFI-h&VAgUI8@x>Z2^*{r zLy(3_$+)+rr}=nl2`^Am&&h(M=Ei(DLI1pw$3u8}zA9YTaaLEi`N4XCY>4t;ZFR?go;1;Uz87` z4L=*wrDH_bK?{-iQb%_H<4{psl3n#|J50Q+QWl7X&lNV*+9h|7b_n?Rdzx{JS|e*|BRMoAf& zm9zd9V+gsfCk)oxt3L}uL0@Qo3JJjU&vIFE$mjhIOiY>cOwN;ol>Qf3u}=TMw!zn_ zekrV*>G&-rXCp2WMiJ=T`gsAya`@<{rZ{suAoBDi%`7Z>jR10Q4d*S9yX>M`%A_Ov?M7&6f23iR>abt64UOTT?aRp@gj|-m z{Uk2;^zip%QnFe}=iQxzM1c-O0Jp&U%J4Zxk+cZYa>Ln~XQwWNfA&?vSA%IKKd~CO z_@!@Vi9P-V9B4~AR_Usn`L!8OmLh!NdT|>>9N(JlJib(cjX`P~=l8PTi}9CU#{hn< z=VXSqZI2D{iK?j%`@pI5)6ojk{_-zTjUHD9Y@?lE{relK8b4s7K=0q|x%s4jf8Knk zANlzs2~qCA@ZV;qf2&+@F<|{Y+gciK_@@$0(CN>NSNq(m?lg6XKK`9XwD_l{Fpa>Je@@W7ci*5-ZWBF`L;;5phWCCg=#Y@w-{bi%3up%hkz#7Rs|yy(azA zPSe$%GI>nte-SkVz)7M&Z%~SIOPH+F39`2l|NgpQ-Q*{8*xHAD6P}CHhA>eOZbh3? z0iI@meE2X@mWfJ7Rqy|P6HT7EaE?I3e1{OoGQa$SE>HI~USM$({c$&63+v5Z*^SN3 zXZSf{WNvR6ap2*c9kV`Bksb# zkq(FH|GZ6rxudr?OGrP=It_P|zbRFxAtkQU#todW%&eaX-u2V}jFCFLgb@hkoF4?u zqQJ2URb_G$3K`co+=F^M8|%CPP{NN$qBHZ3&Y>xc_D48%_oUweOGR8{T7(u!d1TY(@m6=+3D|-ya6cTVWi#;%qA zie2_k`WvQ?3UJOXn(6nzB3j%FVraF*zpqw{UDw|>Hzoi+i(cX<_dpjy6&fd=qtiM; z5l^901_V3&`HW3jDg&^EBc*0Wa8^oF3qGnGf2U;IAaams18L>4{KRIxj&EXlAK30| z`3IQR-9A5LokDLho%H@w;u_>r&s#Za0KC~c77xtKD zInw5Hpj(FG=ju2^>XlD8SNB%8 z|J4!#+KNcxH@VGz|3{$d)B?}lOrrtR#LWWQc;5GKE>2Dp8VP+=Z- zk?Q-9A`xJx>;ZD!^IAD4$Pur{3+Kdxf90hHWbEy!x4$f7&qv-lz{raQZT6rv2D=3} zm-?IV4KKI#15SOxmAQGY1v#lIdU@x(*H)4Q*b~{7biP=##Z(CwSvkW*5#vsyMr-rK zCiL4WMdQ$q9g5pR?aOnnNQq?I>yc9Z9aVG)GW|CYYgA;7b>5i?wtQbwjMTB#f0GI@ z+l1#s253X@;?&!kmD}&mx7THOtIzM{(vFbn>zXA3>0{(AX+sLSZ-*xqrV4h~I|jMC zgN~bI-)GkxMShIk>=@asq^}iE*S|HDK8FUHC=e*}J?vK)hwd4y?(K+3O*HP5^nP#A z#WcZ=aoU<9tT(iv9~>iAaw>PAf6zR3SR%32C4`t32zf%Ok#l@*wg9~NI1*EP7V!$N z?5cg><6bt?kC6F^NO%azt~9^s$Ws$}WxKOa4C%&X5UPDRLZ0Gh?g9NF zJ0${%ybu&+^~3E-Db+V>pu9`CAeben*&Z9+_fq{c;ZUC{h7p%Am^Pi`fA>)KKb>`F z7~`Qq^58a8+POO%J%8PAWiKQ{Cnj7L=lO^i$1T!X>HEZW`yRr?ZtcV9hPm20cMd_NLB0p(! zAP^&IpG-lP^qj|zmM^=k9au0ezmV%VWMakd0*T_`$=QHLpZ$^be-Xzg`+9{3Bob-+ z01P$dbsqiS*LkEl4h4I=bp&Iw1cgAKAFpU&8y}8tikPQVvR#P1K8df#F5X656en5M zY}1)qCs{_7eP$KpX!MmHm$jpZGZef|`u%W&VVqN9j(ReX$Am+pEHm(IofdS{8P@Tz z7oz2qc$5H3QF&pDf1Hj-iDURA4VV{&iL;@xBPzQ&dr|5RvNXcQ{3&^X{aVLX;L*L0 zXzNs2Zaf~kH14m*(Rj#5AIUQJj9El#SUyVNlsdYhajK&HQJcHvrXM(}wkI`EsI<-fmZ5X{G~I)AOp?Us=C>b=}e z>x}C18x_t46_THbZzx3KHyy zn^37$C*IipPU049(tiygPsei}XPE9CYBgyfMy6o+<2Bl5ZrubaM`V4>MrKxQpbDEO zc8qvTq%?=|ZyfJ|-DSRE&t8r?A}%}3`x|Z4apdRk?W0Cg_l z=>}Zv_T2$Qa6%6yYugLdp`fCQ(^|b9B>b8YOdcCh0GZ>Bc7K-YCqg!*@^$;WW;gBC zMalt2VcvZLj8o1L8xiPvKhqj9KFJXW4|Ibad7Q|ZI$No#<-onZFRzV;g871 zU>GLIu--i#bvj>8n2FwxV?GelKS%Un+xB-{7hb-M?Bjd`T2hiA&uMuWG44qor4OFH z!ZFm`XtJZ%>3_~fZF8OvmmrBt`WOqP-3_|q#16MCUlGL}$A8>P|sRX$* zMi|HMl1UNyIUW5I6u~g$QNR(qsf+uWh-0d568)DR1_S7SM8Rcy1lyxLQT;%|LP#=< zdFDAWFn_Eo2bdha&1_VjPceoR5tTY8`e!D+A*vXI^ykrNne>DVMckpUXnrgt)v$_sljdeZtCRuif>^yakZ7MYx zRgL2A28HilHF`v(#QQi{>)QG%DG#sP8V`Wb*ng7**bYJS6KDT0fWq1(H$>$pCPU5keq2?K*=&b zL{=xvBRx6VjpBhI9CA8bHB$+{Ex3Eu)>9{gQwXZ=mmG?<_6V(EgHHdxYB*7zu+cIt zRev%QxqSQy7L7$e!Y-K(2|s<)C{W2_0}Df#Z~@-Tk2w;Diw0?Dqn3=*b{v|IAnCN` zgn2Xm6e7uc92-!^n=L0mAO5=bnm0$6PX_?q%fEa05f@)4G80Cg5#QLUq(%c?b5Q{L z_uCdk|M$-ega8jf5SrXNn=+o~6J?r-cYhNbja_-bZvF4q?-#b)yAde(HN26ib*>O*L?}z>{#Wg(JV;(2y*l%@ZfdkU2c>3@GX*ymI+GFspqn77bWpbg>|c(u1jh0JO@cF5M1 zVGAmplbu4Dvo>YG;LRS15JQ=D>B=KD@H_|pw2&57*2w+tJUc_5&XT>wN~edQ9$QQE z77obVGziv?u{~PrG9s^XB!4F`iXz>-0BWrh$c-s~*n1v?>rZ4&-`PP@Mt{j+f8@tu zmKbZhixiZKH9Nv#A>u4v5MofD63^;4vpzbXfaqsEtP>ck>RCeHJ6xq;@0SGgA4*}G zVvi@Vs8MIl!dW7H`I*ElB7YK@A*49JSgGc#dx<09pJT@hGpR^uwMh4TWk6+BhroDC zbu@iGLf5?=A*kFB9?gtZP=IJOl|v%{1r8Zyc{>z;y$5;0#FuYPZV&P4eL{wQ6$m+0 z=AKF=Yx)Tkz~9hEbc}ly)Yk@M3eehZ1m$M={##VE%DANn0Nc)1)qjWH>ln?WX53?Z zqz}!FsWY9+CNO}{&*g0x#x8Sgdnx_YQF~6Ku$@OYWvH{%wkF<1o1Q%a2J!bAB+f-F$M+`^Wmz-PoZ=Z9xE*W(?$ zNOG;i{0h5w`*Q9u)XqiWUDK2)?ODrB1g@H~XV4whE#mUrzkhva9cAKijHr$1QnF{K ze@t|a;7@(KdWmCB$_(e`(Xs^1CdnB@86REeuBil}Mstj`a$V>pc#j=Q)^j`C$9{$i zJQtD%mivKcH22y*F976E7)#d-C)QI~MU2v_9q;PB*PxTaS+-w`dsA@yyOkG!tQr>k zm+_gunH6}&&VNf_g*tIwyx9eX(ex|#dO|sOxX344NKVJ)cm#L?@dHAb|Nj2+1VSA7 z;mA$Pmg8;%Djbihj_&bqW%lT$|PA`=SqkNRpJeQ=DrlI!$*Kl}*F^;97H|fvS&m3xqvMF+WZ&m9Q z78cwMb;w3!eldn2_U^|B&yuW`tPJZ&Jnr3Y@gZeoG8oUjS}$I`;TAk~ z2h{U7R(~%)^23ogh<#2AJLWR1q<5Fb0asN%wpp6wJV8kvcKYp17X!NsyuKS;?HGZt zOV`Z9&@z_=FTAMOL!)T@%1gW7wYmN=sYeY z;&w3j=b(h+;Ex{+pPJ0tIF|t<^y)0xWsK*NZhtu6_xuQ5NSAA+o7~O0O_bY&>K@s+ zcxfb{-0Ms}Tj2sZ&%XVt^5LEXe11fi7=2k8MHpI6J5J!0y7s)1Ia((@1qO%o*Zoe- zXv>~+)pb-N?$(7IP4fZE#7j~pL;I)t!etu6MR{CFgB{YoMP4PFT8al!f=`p1@5^`twzIz)6a6YKX)mgc8{9SL0`v+Y^@S*BG6usX_)xZo$Qbu`=Yd$ z!9(2m#!!3z>ZceAerzwjBI}2bl1D$rg2a!s*<@SHm)lG^UV6MHysF2zJ^waYK|^J) zTI-EJNIm<0DD>_F+uP{t^}GDv;&&Bf+kY(TTP7K&fc^^i>gjdB*pn~|?M;-P^kYJ6 zO)5$(IRvU^L@f)>hQEJ>$d4`p3z*h8a#r^>0T?tVoc=KQ@qdD&WFIiSv)8xse_!8< ze zEr7AQ;`w^~(AGRaMpPNYz4lnh5SYLRlUkHD@hjX5pBLo&xO&bI_+ z(D4;UqqdQ{F*S@xxw&qz14q9JS^NepZ`Kev*#NHgtW6=W#!?@NYasQtqgzG$LM>kee53Mv!lW+4kv z%2mpn>xg(l6V}sb#mb#3g&VC(CxJTGeBw8$4NFB9;>2`DD{1KU>E$fXS+0+9@53LR z4$#==M4-+?lr885PVIyqK(<% zP$t2qPe=AU)_HdnGLH>jV(~S$r~N!<8wI=s3GwajLwonMRBj{lSxR1($2+<@7)@qD zc4ymIu`MtI$_bC=<$vJ>T&6RtSVP7RDHAg$k{Xg&B#+fkN@N)UsKqZapvq-nTJ~y`N(h1HvC0M42kDyuVegCx2~&Hqj7NqyciDvz^gi zbp+9)sJY|uG|t3Y)f(Aky3!EhBL_zIM>4B>tzwY74dq3VK}HlNujkwjk6~H7U*SYR zkaQ|DxX;J{$Yf?K^b8Eih5VwI_tYbXs&(9MtvI6HS`fd#feArxm)0L!NDlqevanqt zis)>tRKf_z{C_$dh(0~f@%+f+ktF-|_s_3izhFj>av&+@|Tj0-9!Cc|&%e_+h@LuX+`dgdj+fQ)I|>k1>A zjeK-uU4IYW87l~S)$9Ruar$1dBA%+UnIngS4puTlcNW_BOKwARQA!wvV$;DjW6Y2G zI8Z8$ek8!nx*tc$X)}oN;V&xFdMiZmFq9rHG&7Q8l6?~@k=nz^yq3%?jn28ouL4|> zZS^5R{yeYo({YPO+nSG;f`*5T|BO(^veXM!?jL zAAx8#6a7^fjU}X#}Fum;wd;Rp}QFhAlzAEK}`<18{94%=p zaUqAUF${27zbD!*`Ukf@k@$7v_C^FXX}P`+6ER`~Z!Gdj7SxBF%l|(P!M&ghEUn7pPgQuhq0n#n~i-@x%i!nm}GF^nW_1 z`F6ii9!VX%LBaAVZUiZy=g>w4y<9FxuRRuoeBE>Em03M%C$@Ha# zS+<}iw0xOMG&i^F-qN|h4n!4WG5_YSyLbbBKc#+vpFmb;I1r#nPQ z&?GzaH*r?1NJisdLPPyMAks!{*6wZ*@Ltss-mhcN=>tZPIa`;f1KL zjf4HgI!qo#_Q?HEIe%6uq7)fD!)V<7#)zw`=w2iyq>s8)Ev<4NsiR}xbM6ZVfBUL^tb#F1yD737kg1GYoZ&lu!DE#2$~MRh?YQ(|kP9(sl5le=pq;eZ;N1 zo!6!e>kKy^G^ht_3YITMhx2kPi=h&XBX9XMzb&}X&C!V4Du1X%tguqw6t>5GkI$3c z)*vgnHiFmF7KsrF7K!Vp=}r1#5A)lSZcDq3gP<~FeS|n~?7_CWuO}cRKcHH|CN>YZ zW-zw8?&j>_8$^MR#G8mZo<=6K(LE@Ig=&mNZUf(;->q6_t6Te{DsE)BN6Yb5Gvo@f z12a9~7TuBHU4Mi8z+HoE_N{pTsPM?VJu^Q0XD^89%3I_`mFeR+69@=#oXw^YuW@gm zN2v7{-AMxZuRk>tyNcS6V z)E%d+C5W}}$!UDOC%5$;bEed{ClSBH?R$@&cM_8P9)Bys8e~EN==u9TCOo?mNZD72tAbXN+B7Upka{1hDNBE13rkRx zu$oBen^n#95XYH&7wNa+#gPt+%gs0Vftzo@3q^P>u7D_-I{Sq#_!!sSNGCMt+>>%V zKDb~<8GpX}Lbvnh&!6A?-`~IY|7A!1`@-d^E9D%gq3@?|97zJd=H88q^x-Dpge}KM zC%sZHSuw3yjDs+OIu-?b{C@#SV;%iE`$qbg;){{s5W0#2*1X1I zuw#O$3=0(FpLp@sS|=h{bS682G*;@FTC6uF^tfZZ0i95_f&%g6#P))oQM4%wRnp`E ze}-P5396L>MhX)>jn}f%W>X%y^(X8>KwAx5p2mfrzQ!#}s!4S6jVQq3b9tUBr>uDMj zx^L|TIEW;g$%C#)I2H41&Wh&iq+{r@6@QwCBo@qkeZdh?ScL#Y`r||dRBSh zn8amq_Qg0@B|U{hfufesXJsXXYjyh*|44_%ChW&7Mf!fDzE^zD#uS`~EII)YCi@J) zMg{L?(dg`cZN1J<-vn)tJ}Hg5u1N-*8}Gin05e-EK4R?mkbAs(Z{*9d6xOt`-RYGTk*3Uk_z$0J58-I1B#IfzQZlU5!Rou zK}RduAp`@rYya=f3;6-TU?5O)>avMlqBYHMcWWZ{w+sV#6Hv@3rpo3<;J`AyP!Z}S zE(;7pQyHLyay$__VWPbTf7y=WV}B*-IN;(>lKNgAfEHj{+9QA<4YcK9T{gdHZH!MeF0Q);hFs%U*H_L>MI6D zXdXorYY)9!;dYwHo%l}^@qg+Y#_KfJ4Fmna4Fkc^WQQY~dEwUGIymKz?te*~GLfGY z_%Y;P$u}7iUK(ob4-V-|Ea?;S(c6h_G79ar^(Lt|SV+2WwtF^&a_cxZIXQcSR zR-jMv31FQXxWiI3X~&mY*u}j zqz7UHaal;yWHUl^tsa>@tfOD)Sb)Vn5}^1JMMA|LOVn6i>$5C66*v#H{xxov&If@? zF5p$ow`AbH&k*76?JqH({a2A?n}Xd-)CIx@b*T!&z{S=)!l<+g*?)Qys(^|NH4s%L}Ja;Kl^qd zNVzEunE2vpP>>i0wQTh+IM7xJBP?24DMR}^D!BBq)cojx%%G4)0A$|-7a@x-<%+xo zI;>@Wgi@fZn{oNU)_-(e^ZmgdPf1qWSw(wsNB(3Lnp@cgWz_83Fj;1|q8Be!Udo8G zx!1I}%DO~>oRZ!%-7l>s-e-dMuRnIUN!?5fhiooj@wu(MZ9%hkr)8gzm&!sFt>{T0?P-Hi~#cTO0u&(eBZX)Kj+@+vz6Rsdj&BYyN??`d8kQ&4 zuLZI~3$S}9cz-X8Qo(&vzJK+x-{@dm*Y7XY7QW@iVqu?vHEDwPRiq&kR)sSGNzUf3 zBaxEIVHt&TslHn_s=iHu!lWRFzd-_v*0U~b=xqCb*`Qp}j1t7=&iI9uZgk~ztq?w@ zIJbgAy2VcBdH3*rPcB@88_(gigK=_eh9d}v_7A)Xzketgnv)-kGaZ=AeUJu2p<-X#1F57I}3=pnqgi$E%hmloUybGw!e0^kT{Ro24l=aNG zEE1hkCm7~X`_rK2nQmaReYNGhSQz(Kk>wSd27!m>JFdXxliVGknz-s7p|We*&iKSP z?O=aCDp3VofIkWv&PjcMJ?q;l*V;b)7SP7Umw(wlewxBWhCT>wbZ+fnMI;$bLtoUk zDSVcpyc?{Y)q@>Mx@pNi!J@KaO)*I*S(8Z#<>ujxF|-xk6mjimoLbh=oBi{KLUc5F z@Qw#D=701zBTH@VkxixsfEmw1U@H>3WyYbqse5fSz8wLxPa_v|D>CQ0!;>d39(Ti= zJAZ{P_gpv5L`+Tk?iu;MGXbicBJg5U+&?%NJ;Qdru3LfnV1%((0m+>cm)q)-q&qp$ z<2R=}edssOrM*C;U`q%NQfzd&eEcY}pSMiKh3$0Aq!3hgOPxZVxNnM`|VL zf8t@G8`n^M2ON>?>gY3f)n89+O!2Eos!KsGAD#2pIFj@jQeQ7op6vPg>IJh(rhgLW z!orq5N{V3Ye2Vvs1f9D2_K`D7|qBq+*?q;z^e~-@sWvNcqJ+CQj`+qw!VQ}%Z z^RkrWF+%nu`fspiG!G@=BW*)vDQOW&VOvG38+%;$cy+8QIwiKFomT7zBn+1Fi6ZTm z;;PU={O77MM*7hT*E_A_+Ip7^i#2%qu5=*5rJyZP>*~J-Cu89WOBpl zd5v}H=0t`dc6WCA`gwmGiEWK~Ojd2TWD1HtaSwaakB}Y1aN~KzZGSZ_$t$yBVoi?y zLky`)&k;NCTll4`ehh8MC{S^{#`Y8?N`sBslUFpY%vZdfgb$sN6*}_YezjaO=KLsXOnp_A-lyz{W>|WRaKsA(}#}u}_Qobh;3QITZ&61iT zp~@ufAI@rYJJ0Aq?^{JXhs7o{jEE-+d6+5w`gBLs;E;#CN#xe1XM9kPsh=JZO(pIL%84_}4*CYo zv-RHbdX#DvFb)`8e`#RWhJZLscPDCQqZOh?iEU9-Or9+R?eWo{!(;27HeU;ZX z@-sE?WBp(5NbJaF`%cnjzlS$bmVep>qqva3?p5;%pAmhGA?)C}_w1qdd>|WC0r3DfPD3+N7x?fmF%G zy)Kj;wZk9v&H5Jc(12d$kqLol3_};%`1Y46h?T%#82fL?=gNsxqd)a4ugr6 z6c0U2S^ZsTfjv8CxY0dY&*-~$z{KQ$PZOd{%CYu9=;Ck7h)(30VB{EaBE^|I5;Lwt zj@<;h?j##_GKu5lI~>%ND~Xp0h4zbIBKodHTfz#hm_4j}N9*4NK{G7Iu^J`&eSgoC zeDfM{E(*3;*exbRgt2*|Fg73Mg-FnH&N#W5B=fr?wexOe;EDm(TmJB@5adO4i_A#+P`%NO8||$Vc^E6k zM?xG7swW01({sG0t7oL#jDxS=ioEaBJd1K1@N#kV{Dy_Fr z^TBXHJ?`#7kX;3yNTHkzieGr0;<&(iX5ff-*bLvfRIhf()1yvjoW5Eb*nhDSHBf)Y z_@j@2=jgLdUQmPL0e4%1#Ql{6odbt}!_B?l1I?Mge#NBmgFok>rnP6_o)!+;hj0$@y`#iyZ*Ra2)3#q}QNW`De4*|AvPrf(1n z^7F1^mvqufap4Ii@Xv(~Qfu9d+`m0?e)*r+feVlr2+BSle<3Y4#OX!7aBo3A=Md+~ z&)q|eveNxiu(HZN08?;Vf#_JkO50tc!G6V?EJnKVetP=r@OJ$Rp|EOATyLVV)09@i z+Dey>D0n-YS9U4#=6`&d3qatLGV@mj+GdIG21E-HnPWxFxGQxcT?##Huz=n*80KNG zxNo;+J1kdC$+B)WzO0E3YO5i^**$Z9_+Ejrtap&3mN9N=U@_7CcDl8D`~>c+p)j&X z!4p=aB3Ca4-aa>4$Itr?*jlWJd5ol!L|y~83&f5>sm+~gGjk)E$$es#Q5dJh9_2_k2gFZV|wW(g)I@VN1 z(xtIjzQ(UStoi9yV>?LivLsAuACQIXJs z{v;DQ;(jJs*MCo5@`-BGB2}-BsPSjT;zxioKMd9Eit!2O!K(;#WZvOuuCY`RpKN@k zZmf`jT_auG)m>xbrz@XkY+63N5(uABZoy?}L&&@ZgpvlD$;+Gj0J3TrL;u-Ur$<98<%JTlP8+m*O5lFFZMku{<$ z2Qw6l?d@VCOBGu?B!KPq*r#OFH1Ym-fRjEM!DI;!;$SfW!uDwct?+9tXdH+qo>`HDx>v^6zjJ=3j;@%OrAKBfu-@EA2 zQ{)*Q5@ICNtvRf{Wgk*Y;Ts` z<5z)g$>d5jT=XON(O&E;XhWoWbb>}@1>GHI9B9>r(o$TE{IQ!y#kh}DSQC-Fux^>x&`l2 zO;PZPGkfpPM;oF8AP=L7h~9VKk~c}vz_GuCtkI^gSo~&*ES?YQC)*m~)@JMscg7V< zNcc-aephrJ5I}_D(T#}DDa#1d6n}?(+pL!LyIUa0yc)l{te7Cp8DJaVUp1L1sq?~C z=SwkePS(^Ln5^0SSxt!LqlA>pQMAH{e#M2_($la!rod<#vrh#e?(-(_LZ$kIFpTjx_fJ%r!{AW3mH_uR^R z5qi_Hap0z7i$T8P{C@!#usIhovF8y5z=#IyonmO`6nOD{1Y#c4wd2q1MUbb zN&JbafHUzfp0JgFrUGtXi*w=LR~EW%x(sG4#)PYq1`w`z<1GFlT{Gf;K^IYcWi1c= z?XvE6o022W?Y8v1-xg}JaXJ#VaUisDeU?2u(@FXQxbGj%6rLTyy<^R=PJN)ttv`+j z-&PabyFUsEQhzwOdrao`C~sS$=iWVpV%w9jvC!*fq!7o-rlLB{#!|B4+<|v@2P0UQ z(&8Okk@}`)*%Kd+E%%~t3%_*LnA&CwD{{Az|0d3NAGZ`>heOuYePr#ac9$YQpi2?b zr#>?a2+0qI2%KuHCs5N=l@>+r=lu$ZzAEGV1Qg?}M}L&HR$ih!%I4<$XO=^#!ZHZt zY;T;!?+GHNA}$X?A>I;&5v9?e+wM5chYh0vR$k8$XrB`sY~wQT`i;^Di7kJYM(2)X zIVclGuj#gee^;PDriClML9gw@dq=4)Xb-XWxwJ3>onE|OI;I4Oji{F@d_H)47aEv5q=0)D|St4!+ z7`RuqA8FY;sEuQU1Wv0o)^X{ZEexGVfZys68Riy~W0Iv1AqB$v85btxkSZBeR$#Tm zI8`Q%UQ%mbbZcdixxc#o+ov@TLAJGLiNt`jhJRe4sZ;kN6q=;DVSjZa?LYUz2oXjX zHY+P`(d$;j*s+#BDSU*l`iITsmBFCh?b#39?Ku-6_84kr6>acAi>cq$qEvJ%%LM_1 zSl3oJL0kLTHg6O5`C^8{|5)W4^NO*DrHlfP3m;+U6$N3rug|8vcBvK z0M_}TX$8aMD;<(4tI6KVz-wObCnGwQXOjAB@hlKT^;swxO+IeEHcBFzAEkH|7p0;7 zLu|iB^lyOLW7f#s((shxcA*rNz=O7#J%8`r^QkcNDck0bEQ}=At*y2uDL9nC+4kJp zO+foipt4+bA4fECz{2zvtyx-pC#kesH_3((3xx@9KFPBzpmy;B(WKUH6gb}V;~@zG z990V$P!Bxu8Y*+5>55OLbcPjGckRJ~rQ+xzniX9|Ne`hr7iZRa)Z=gPn?09~j(^vo z#d|l~_0ZlDR(gG8r(mq)*SJ&&&PhnZxF1^vHX4vA-YwJu$pVI7zXEx;zl7M^Cs~`U z?<0(>f0FdjzDG@=LZ|WElJPM7f-j(z9-XOx`$1p1pGno|rL1J7t7uHt`XcJ%fY2tH zpX^0Ipe;j*Eh!JqxM?~O9xVsaQ-A5};5M4XL+GcRBYPX!i|n6Y01W>)h%yX6*YGaP zm0qEh{`~>s{_FQ&`;Yyf`)_{z{rh_dtyE$`?f>yh+28;CzkmNO5)i}t$2GF!3m>;l zq&Na9nY4s7$x+B<#||SO=|T`-pjctD7W=nuo5^PTMqeRKlM)Nv_XuD6D}SWKx-`eu zr={SIbq}|dJ{;u*@mn`qbgLOD#B`Gn3$|_*f1*%8_eEH7A?4f&%+sSEvY}msyrD3N zX81$_whTeNRPq4HU10P*=cin;sA#&MQ1>cTyOakg<2lCOh~BDHD`579&fbl1If*X? zB0o9t?T(@vda_cJsE>CXS$~PB2}2CrgVXngW(YS8^L7L_oxU5M>{60+c{rD`J3^hq~<;C4q1PjEt8e+q&h_bx|N367szWJc^^53HL07L2~prm)@vh_Rp zUbUAka$Mp|6wt>01^CM%bX@~_!5QzvR0Rby(ZJ0-VKcc-L4T<4@iJn5jH7OR`!ly2 z)mDz{?vE>k4@7eLy(18G+EBPxg7Vb3?sk%to~mU_z#bc(!%fRr2H3fMF!qni5bxcg zcoYY-ibxxcYjd}<86}=1=yjsQf+;E|u)D4&$19pvVAspiBU;0V5BlEF{uSu7W*Bo8 zp#x|?ECCwUT7N$9fAS>NBOA04n~0}c#V5xKf!>yITQ}CJ9+^c`J^i-e?A1Ir6q=Qk zY-k)>-MH{x29&gn_b{D~-Za2f^nn*R6}Kxt0TWFI5enB zn%gL-C0C^abcEY1V~P4}j+F}`v@9<8V<`MHr8;Ux@_*IGB9Y@`l-9QSeB?>@BgQ-K z24uYx4sAdmFWtCHk14qa{x%~}Y0kNSl9{7aN9`my?~5=&?ZpD(ks4R7fTQlRN6OXv zZ75S);^F27;TLwkIjrNg8tvEYjDk3(u4rLXi@z5K(u&%7E4d_@ke-99Q)NhFG z+t_yXwtsuB0VKU6E+nw67XIAyH>EY=bGLR=Kz=1@0iNGaldYNgwwN^ZB}(kB`;Ee$ zbvHqjc%a}q)&eR*di^1-9zN@~F;8tPZ-}bCwsm+f-e_+0=v|{oRS)X*F)km*NVr>JBos)QJGih!Ina_FSejSbK+zQhy|cbwZbKpbMVn?3AOLx<=N!m&2OI zl)i3j(cR08zvW8eS5`JkfOWpsK9tsooEcisZe0BBT}64*?c9arD0Pt0x zg^7~fS{_RfCynyqHG_ln31dInDzOS6`&eUu+lHhynqokRFaoE!Zyt_US6NF?(H??; zU$1MqPRHCaBQhWzMTGb}TE1OlaX_YYCV#Yvy>go=|6f-F418?+1`!hC7zlyt`?jWm zLT^QjH$8eRnv40NtUuJ-eJ|WTI2*~G(nxQ5Pc_EepRceSJ+NW?662Ga3QRiCp3o3PK)ZJkwO ztziU9PuwttM->ekR?&@HGDe$s@PAa&Nxq69DWj}01{7=Fe~}O^DJpiezi@J0GK@V* zs@(d%p)`N3T@d60=APW*x~MYUTtP-O@QKSB^5(8^fD(Q61OJ;PQ`3`W!2QGw+q2Ak z1R9Eyw6vNH>!-uMm`pFw(h zp`l1|VdEmbo*^`SJ+d;q^nW6Jvj$OVD~tusx4X=3Cl|NTZwWq8VZ(-Le!bu?8ljui zCE6ah@Kv?2&LayGq2>N_UwMg7nzmF=5JkSjL3`fR-=}3Xxs(S<=_d<=G`Y&={QhPf zl1@&jY10?(RxsA$?-+*biMd6uLl+Jl{DmGiUfPEeaMVbE7&n@zMt{>d{^m`Q>UBRW`PMp&k<2)FUw~>glg}=aIZL^=qJhCI`pj9PVfZ;X90=2&9I>-3c zDUu9>jt78t9@^Ng?(F-aV-Cz=JJVI5U^s5t_&?1fbN0io9* zkDEt~H3Z6(s0;$^DE1-#_0>v&9o4tkJ#TBNce*kGorr)iEge<&o9gVYEVPX^6=@lU zrmx06NBd^EjV6sEYIZiVMD2VfbqrwA-CGCr_`W9k5yAd8$+i=7Y9{=DWx#O?z#@aHugt*LRo27x~G~P{N3|lC2|)H zat~Ij_hI_>V_a_z$v?U_Un7l{=`|TQyp)xfbM&D7vp$gSN`ruNK*LaGT^jF2jrZ6y zZHSjona(DJ<$q`++U^yLi7v5|xe{|ijB@u$_>$*}*OMP>*Ag;UqvoDrUC#%JG_0q= zZx{DF3*;DL#~uwv6G-bfd9?@8`yvcNC|1b4n>%DPpIYKwWMG6F@vF;4b|bDV{RJkH z5*ym30z5Es)P{^2>Q5|muijJflC@O=sAjn~sYkQ!B7cSE#_fkL<$?kvt7j^@A4b2o$xLrgfR{xnK~cQ;Fle!n7%#C)!+Y+7l~@ zR`z7^^MCDcA{-*UG0g-sqFstS-uzG?4JuFNJ=b~}B*hHCHpd+m3V$*eVYQ7iAp98_ zC++WFSytA1Po@<%Cb_ML)IZw%_seRp{HJdNZuq%|7-5urqIqJrgJKbM7tDaZI77Cv zw-c$9;#$>sw+IN<%XrJO+q~a2!3c3^1KvCB=zrZKF?z`h;^5CYcte2fsspyd45d&i z6jZXehs{peQ5(Q`G#?g&Y}BWfqV(VhGEv3DaTDGp1!51srztthhP8K)8F(T(u~zwD z3fW*|O#~vOh(q%yy_{`QUhUIY2I;C_cb+PkEYj4EJ=sr@ztoSL_m&X$z5|F-wv4^S zwSOA(Zdp(u+1XCO=S~hV@l}peb@Ud1W=}bOchENR^O9U}1TC?Dl=ow-okKqydJD;T zHL+H$=`=XuYVQ4~SNAKBKzW)Hp@sQSIKZ;ey;!K+|KNo;uFy&%`>e2G( zhm5g9hJ1Oifl#w_cF|p1!?Q5m3e|Q6%H^tbRC%dk-2~_UTZqOUx0c%8?i9PZY*bVK z?ya2zSMLej6P{mKt*dNDg10@%c(2_|ZA4mhxs-DVU@R1;v>Zaih#R--AQZtQ+<(V- zZ=33axB~;KR^J&Y3r(qK8{P{UJh!g;VNyUDaK{6$wJBF5p5&WIUO?gnQn;fG>XrR@ ztwz)S=Z}fcMI;HCU-6{oDkP57>q5yW+5*ueJkk>mSp>A?pST(ylbvW~9M)tLj6YVS zyQRYva;7-3LzZw~Bhf-69MS%+qJOptSD3@EsACP0!2nZ!2OMHQ=>nnH^XUbTyP2qH z+`FM`E`nZ2&Zh;6fA9Rv(bczT_Lj~vmNXaYHm&EW6&x$dxm+O*2@P4|dUskeV=x&b zrFdfv+=$;Uc>`to-eajp7pDnNNz1EsG`TJ#%v-Zm>0BR>uX)=ky*5vk4u8689>SAe zYt_ahlFG5bvi`QF>@kM^k7WvoQ17~)bkwNQKUda`fB#57z?iOcj24>n^1eYqdzVKl zLn1@6eLz+c07O8$zrQQAE2MkDK(R4e_MSD;hg_2cKrBJSYDBU<4&&PlE0T=jZ!oQT z3M0H^8Ydzl;3-^Yqh5EiGrRQrD(VAAW$K!&@}tA?5|rTf9sSaVWY1^+(2V0j_-mu+?6|)glT{BGKVSQ zi7=NbG>up%CoFoJCnqI474qNBs{5^%=bsBN-60cmAzEs)ZP!>=i8?O z{gjPDqhwyHILgX$91d)&eFlI2^HMdUPHzHzSG=sF1C&k_j+vo;-ytoJ*}0!tW-QJY zBG$cbdY9O?B8NHR(tGXU(7tD*Lq48g9QnE7MIu;?2C8kZrB4NZQCvU1GGvHzHBGQV z@U-IQ`sxCjF$#94*Vx9`S!Jhw-NI?jI;EiJG0BUuUP z+Z)E|2+g_$P?h&I6E;v|_v6FR>O5ZCh`(E8lia7a6=#z1lKHdf)PCY87kpsiLv$+} z)nm0sy_+v>!d^SUhQi@p-uF^AoP;`)il%{6hH5R#*+H?kk8a%&2}}NVx3AXMhj|hz zzM8`dA>`dS7Hq-(NvVHA4=o>86Pxi@54Urc>o$|gjJHI$aTj{FquWyboas}()ti4AR76Hh_8ouuLTmNwbJ^Fp2cw2y zdxn}mm|IsnOq0KV|M|23_a_4SmEuKh|3JF}V30;U;27zskxnnFpnF(MA8nmpIw^!3 z6v{a;w-vDfiQ%9qnePGztge2j?Fk*5k2W+1rI*H1|I_aY68}d^{~YN%rvCT$w}(4% z_88hZFE*JoHR_|EU z75lI?7II8K6hzzQFNT@Fj2!1qn<#f8G$UqdBdlEov5k=IzK!D)ZV+dbh`Hj?jtDmE@I3k!BU2dD*w z*Yd|PnOXI!p!+Gxj^V;88PM8XQkh!zUVVEoR-uoGNoDlc9;7%vP#%Pq6(x$p*ahEzn zsyc>LnV~aFIerxhh%Vv=6`+{|D&a0EHQy8?(lj$n6J;o=+M-4A{^o>?N-{9)M849Y zoLsBypg07^31-&4OsM2GJ3}AEUjs<(dYQ%Ws5)|~Zr!0v)%0V9Yx}k0HK~vr0IJ7r zRF{7g-#pe6pA@#wAvCak!4c{H7Hzc(kp)N$*r0P5ZV8gy^LdYSTb%T`Fmf{}6SG`*}hv7fE^u(TJa76*jge8PC) z+$R}Ns*jJX^Pp?;7@Ls>UN;;GlIG0ISmA&Emw=u{FNPHKr=NzAZt|vaDh*uPU)L-g z^n2P?e;QhSF@cC|pYC!u`Nm%0|HZXa%BzOsH&iBjifw?pR&rF{& zbvlZY`P~`N8k=!HovQK8y3s%D#ADd#IQV&i)mA=eF|qb{*M5KQ!3hQ-YcQ&t+Y*0G zO2N-#+x`e%Cpa!3valn8iYo$@+#M=Y@GVkmtNYXqmW^Rm1S@~Lx zI@4)=vOx^;2LiCS%j8pM9O?E;F-ZB`yP>k70ID*bnHpEv`qcCp{juJbi~9$*LML6O z3)X*>y5j5P+1!8v$mA~EkMjdJZB2hpi5x*(e-G378Kot67qq|%Te?J=G_Hm}fVM&Z zbR|%Ki0fKcsAh3?WbRI$6`+(^q|&|U=o_p?$si4&L_Z$wP(~Ws0e#eD<5vNV-yvl= z%qRJo@a?PAHt9fTlwn8e^$|*9l!wbT&TnHW6Q}u1-Y#iR0yf^B4Bb2aFpGai0Zpm2 zY!sqy1=%CM4HPRgKJGH;h$IO3aIUSAZ9XU_$RG#r3}HuAegp#mo{yR-2{%>MnPphs z{8#}yDf|&d zjY>yU0kN)ZnXIgIBYe^T4RM5 z(ensYl%9OG4YIX!^sp`9IoD4C1^2{dS!EtY+r#V?ZX|Dzo1*v7WIaM4kUlttz_qH$}SY`78tE=zAEM1d{2> zeLp~bPX*9$Q#gCiAHF-&;GZ7JwZO>t#NE;sD|zj)Uv%>9GZh!>cGWX$j)jS)bxB+U zIa{8arqh_t>5s#dBiVs5H#w6vtxeyzGn%4FbR20-ruzsEI?sRB`VpAt-t8foGM`&l z%bLOj1?F2cjZNu`?|)bap0F;(7{GD4Ct3`DoRR0slr?&$QN433cn*nK<}yH{52$%i z-Y$lCk^35-S2>epfyS6Zc)8SVVgCp zswWB2@TUumU;-E2yA3#9pLsN9%&A@IQ258M7C1$QG|GQj4CXEYxuy0Z9hn8ix;TM2 z{CeF*KlWqCZdql2x0&M)`r*q76wmemoaJa6$=SD`+doLPEW(;Xh$G!fgv!%}QID&V_{!@qxFSwFI?C`sN96T?TQX1kVY!pC>&vtV5MNfVLo*ayBP=x0WDB4ealA zfI?G>t;zDR9pO-~NBj z?b(gT`YyTvr5sF2w15BwdQ!zfee4i(oVq@hGEN-sw)Wz<;&z)cs!4w`m~6&-yS=KA!S<>5UfEjQ60AY86M^?|B|NBU z0e@<#2#DAUYc`6Kx8}caPR6yZTbnlwXA}p>vyD`SSj;Zo>GH$lyR^W^xV2IPwymVZRTTm*Fz-Wh)_rTUo_k{+i(4>EOPMoN+ ziZ_JA(_+c2$dim)m+6)`UGb{`d}N8K&0w%`>Pktwr+K*IM1GL1pmrbyvGUeHL5g&x zly5Xs&#-mX6CsqPY~at54SQ+3s?TV&COzoGx>Ve7J;40j^)OZMj~`8J?qhqeRk&-C zTthl2(kK-ny-&e+S>f5OumyjA*q*vkG=#An{_uC<8%CNI);$95Kr=M@h|dZ+t~3Ua z-5?hAJEpc@Kk*)mTf7P|maWOh*`Z6TC9Vt<>N+2$e^6r#Z{sTJ`tA7?GpZ(I%(~H2 z#o6(RsX_XHW&R1TxP#qPazg>@>4@P2<1NDpdQ4LmC) zx5qd{kFh^hg_QS&(QzALoLK}%AUz0F9i+~KR)L!;DUbIeVROQ_H)q;OEc>_Fv$1}7 zbQYVwKj|LLNz;oaDKg`Rnk8*t>Jwy?oJ@;^%B(}#9UC}B-<_FKhsOEWt2YXlSd16z zcGVRAK5~%ffB)`{CcJ+_Kl4q*r|+YIt#E&dGHSOQ^6$^D z0|<`;V67tcQeX-$Zr!6t2xTBLEeu?@W;AAG?RcsW(PmsP^Q|3`Ds=+kjI0uY{mVFk za)SG24Sq@;2$rA@8$9WnnE+SdQfRaW(!+C?Ij9e6B*cFjU6%q5LJw%YZ)w7_A?x{q z8r0tar6DCIYP9)!hbU#BG|Szc@ChP3Y$O4s&niDAAmm#Y?4HL7{Ts6d4oC0t$0efb zC|g0Mt{ESlNvXL%gDm-?z1@&;m@Y1>#G6CdUoZ7X8rdki7T@+74t5vDwe3uh_>WT? zj6Ra^9mao|8OEi#9h#h6dWRm=hCcndAsdAiob7>$1j?V{=E?#`OudE#PwR-}nio(G0o+`tkhAsaWKF;|4bW5;oRm8FdipdqNO6u~KcrZPVWf zl_mQzY%(s;3w`J=p=edWC1CAjy<47?Li(;YWjvqHGB$FvGRGw#hh!~i`CxK45~P2- zfZ>TpO_T2TR^)kmzTr1tNE{ydBrzdfHEFkjxrO2kekTw3%`0T(1M8 zh3wbK*++J$k#7mc4`}litR8>ecYj=_CutqpGW1Va+nBGo(YZc3?@A*0{Q)~d9{8Oh z&;dDM7<6e?nzVw-kxvlVhQ}uvEtzitNG3K_NUK)$3@ z2$P~IQXC_AB`IM;@fHP%LEnO=BKPtQw!Mb6P4S^YWYmCM09AjjTHs!kt9++Ksw8!R zG=N!(Ax!dMiZ8OaS4*TFBe;A41n-5lI?>fO!W|(z)(8(eVhG6r7)svJkLXE>r`(%T zy%=OuAasJPZCpmpDPSUF{`3by^+A|<8m)eB?>3n}@SDYRbQc(;8D zv_w27HV`lVlWgNcWn7G&&9@$cggGTmN|xLS^S1Gjzu&Gl(AjY!7;DK=E)bB;Xv?rI zOSU`ElaCPvx^?P&gOc0IRmVtE+uh1+@u~3++H?xPSbTp#@dVxm@|{Q6aL=hRA$EjR zq}DJ1=Dq80f1dJH4TE7|gwguY?(#qk>VXOXj`Has+1ueNIZn+KO0KI$_i@Z6##2)M zEW~KMzA)6-SX#y0hM5IDDF zwm^{N{7HWp=~KSO1qo;j+fMuK&A%aWV8t0Xf=;?$3++9buA*r&(G7ogVM!GGv+FHUBIvu?N2w9d$4jTXj86d0F0Ok&RueuWB^Tc>& z!%%>-{iJ7@P_cNFqOPDD)IASE?LAj5M1c35x&43p4eP6?xcu0U9g9hm;Y8@M_D;(c zN&XJ@`N*)rn>@u?E?~3LdnR~C85HazUdSAjF;pDTvY0c@1jus3Ve~~~6e5TANTQ-X z-TJ`X3LBTAOD(XDwF7XQFnJL$?5Ny_%rgG&o6w$gWO-%?Je{uEN^Zg0 z*?msWas**skCe@FRG+vLFY`+qkM^MB-1dLQQ>?G;jWQ`7Oz*|m*1gzjKSZHcGUIm} zl6{h58IezfE#Sj!N3p8AEVD_A%qq;UG!~B;uNtw$E(#IFA~K)(U^UjKrnV^1d*DTX zv(htBahuucqxqfybMG2P4}Prw#9L`emJ|QTd0Q=BHR|UZQ}4AnI=+CSWf5&Q0LOod zVFl@t_#Xw)im2id6=}l|ih0c)g-KOhGd_)EUz8=Lk*o^(3CU$oK2APjy+H^nZ_#ct zsS^r>1xhyrt@>*n?>=WExf`w4&F}jG>4d~b88N{iW7KUOKh6bRXgAm{smdpfWL2GG zg&t7pU@Kh)%l$)Ir=REJl-lBQY=D39&sK3-&guAwb&+mC^-4{GG=L+3ew7`HNN&eK zKEO?$;<;&hdI@Hvu*h=PuD}tbSZ9n0#*^hleb+$E(#? zuOmr*{)w%10(^X_6KwE6Pc-JgKdvJX2M{87tLeb_&g|WDiVpAVoIth&A#+%X8a0Km ziqYO5YXg0L-8ZOj-m3N@ESDe(QZicIl3Tk`*4(@~<)qZ&Tw=T{70}SjG-cXjogaFp z{XQ1O?&j7VBnXdAwVszV-dBINjaD{R+!ptYpk~OTG*<8sTB`Wag1TQ!1cf*- zSv?#?t>D~uE2%fF^gJl;K5m4{SNqVZeFnaJkvx=6TiEqi+>tr6-vUf|u1)R-Rh}AP zv1K}NH%O%|deZw7RyaUpQ+(2Np|QLmgG%xi3R{CO3EO=Eta9Bb0+WBp1TVB4#wX{! zL!8K&pwKs@`we6v!Cna~P<9D<03Qdx5xqpM-SwPi=sl)m1eb2=##ekC?#RGMFqm`E zW;5c=?C$WYknYrv3s8%zhHWb?yV78o5f1eDglc>jUP|Pti~A1C+5$h=UCK!wcVn%> zt3=CKL<@@#T%XrL0YPJO6C@wqxKS1deWXA# z%UXEz+qTWm*3ZP7B|clD2UHeIUeJuU2N8bys7V9$@O=sE$Y195sP`-r1s1qhHx|XX zBix*OB1wSy#ADL3D%>k%VIgNYR=h6J$gp-I*T^z@b(OGoW1N2p)qqU4a$pdCyPfKp z_MtYDTR679stzzPv(Q_*6 zHqjXo<&iZtNzZ<=x3IdW3+%Ulg9Ocw{n)V^4pL+E;f7?kNN*qz<7DRanOHYLl*T6f}QM(MP<1Tq@jv0t{)Bu=X}?Mrs({obUMbX=MptGQO|7;|mn_$g&(7 zr*5oxd&#Sc{oWoREDrv<*tq-6QS7-g)64Y%$^5D0`DfT}&KmLk)~E`>Bq)Y5#h(VE z=|{#YMVIMxpooyMsoisJU3$VsPmruGaP;L9JR+pLx_EyYwz%|DP%4x&4sF%-U>N%A zSWVed`RVrZw^9uw5yo}Q(2sGhN;(yYO5cxajp=^35aA0W-k=e0o|HFgOEc@fx$0BB zp|=>dq(Gh-{|yYQA2 zNLcpZLvVlk@1H+!#v+dYyvN@J0@c&%?~SC~r{cKB$Z#cI6UaL{z3=+EV^r_g-PQ%; zw5;jb8n|BTXrdZ#n@&5DBjxQ#GCy;k!#i(eynyh4Zmw-uFq}1i$t2Mc1TP7alohurpW@hR#O=3 zlD^vSOYx1+50$J>A#cAP ze-|v;LyCsBQ7(U4m>oq=-uS4UToI$NS=e1e@{^x`pwWMM{)jfZX`qa}t6gV^Z9=46;?%IyrU<@wEtCvuyvn}^0md+jTfV8}kX@y5D&9It` z1LvUG+uN;5GSw9oC7$HtyPsN*&kGq@6R7_aNh0D@|2 zzvq8DLOE-eA7E>VBqQDK&+vbj*^;rw+!%5@HlBDs#-)4VDXL?@_d8%8R3j0~bfZNOZxyV*1;UlLM3{4+loM- zzp*`Ym++3$olWhEK zDf`D+ps~)Td9OKhVU+vunUlJGEAQ=b`hHGRNxJ8bZlBPcu8hY=D2 z#Nl|wa`=Q)Gk3?s$$RliGErKkgk*#|s1sNlk(7F7Yz6K_5Z$Em0ZV717=POBrMC4S zqH-tDD0EG)C4K_yUkt+qa78MGB^`+NzaVvw13xdPJJcPN2;zUIk>|OiW_#$cU&WhV zh>q6J^{G~0Cd)V={TW=Zdw&7qPBi!G(w=DJb7P0}=+2XR>VwBdepS3ivc6RE+`6B< z-96Y)eV)lJMtG|tzf5IV+ugdoSxF$7Ag4$3=B<_Mz_==h7i+N-pp;PsBx^Y6Q zG@=-tp6@{L$9?+lstNe{m_nXrXx^A?gr|Klw)#=zYpgo{$#NxACNU9ORo$mRrZxM+ zNQF9Vic=?hv6djn`KS2Rg_ONyj9@5lF;Wt;x*sVTaBF@@z5?rqIB zy0DIR`@N`gOb>han})FOCXu11O)>rvEu>(4BieHhMr*d zH%@3Hb9;Zn1`*KxPF8T4?s_1lUgjrTytnlnUy&krRZU$B8(N&Z0Ex&_v){vBtMhgs zTplNmY!Bj<&?!b3S8192`~H<3*?%SETRR$vd4q_2)!KV%pxFI3=vcIFnO`Auw8LaN z)<)P@R^}2@;PCzivzD%`;KoSmwnO-H=`Vo+&lrDCdw(uds>&v8;2#7>e<=wf+26B5 z8(>#Z^aIbR4^K-OXww|_-!Eov-$d~bf}XR8)D_mvbZu+gw`2eeFH2D-!nx1|gd%sm zLc~$4=NUtY4*YR)u_*o`w{JJoB0V3*aU`fCO-_?Wi?3&?s(v#o)-n={FePczV)zxy zWlMiC*Q{y%(H+BRi^I6mhiYm&VH7vq3N=L6xehL2w6_o)2W}y{z_3!B@(}nj?`Myx z7k_VG!T~whM-jDB0-)qwDBHL|v|k4RhHF!(a_b&O!v?Ic^gAq$6?u`uziw19UE}!t zE3L1T($hz5JgAD+%Vyl+(TwX$?|LNdTTEK(|u-DpCoihwiDbZ1k#O zL{32S%%OvBRk6R+jFTB}t{jy5ST)fKylJ3h< zG@J|sqeyJqf=nBt+h~iubpq5KX7+!IKZzJ*ykcJ2cVH2F+Kp)az>R3n0I9x7Bb-!4 zb38-Um;J8m4y&|_uA*c#OARXmg;MaF=9##W6o4{Q(CRS!flW{~=sE4KY2~Sd1XSGi zIbwP50Ohc%`VxzVYkO-X=MwgH{?Ru1Yj3N6|NPnK?*HA(`yX^dBN6O>`15~%|KaJma&-D3=xM=#s zbFh1Q=CRNoyoC3;;LSd9PvnX24bzJ2VM3wa{D`6kZC0@f721lm!_06b&IJyY!+3_E z<$!^csJyu!KX7wD04yqXWH*1K%__i7#!6a#)5K{~t*7^-hMrR~@{@Y$h47ii6K@%! zeN}LTVDr7~ULxCtgX~!92?`*LGYcslS|;AZRnVO)0x|)yIp0ADZRK-|W{tI$RtL92 zBqVhxyXI4o-^0Afl%y_3zn8y*#a?yM>=Xp|F6@u8_V#}zJ#s|K?Qt9w zRRUndZHPfSjHoh5SZ!KCLiX?}m80Ea(meHq?`9mp~rfn!8lcC8nk| zio=sV-MWlL_&(2Zf&71GjlSEGZ*MeBj9$V_(o0F#sjYd0vc36K1u{idw7Rqm#@19Z z^cc%))H*HUXNpEg3y@Cs=kLXk_u^Y7qc1($Sjua9mOrhr0P0G!hhc<8>^c;7^q%?? z_e3pNvuo5hW}LWp!KrkvPep|34A%w0J7s(0W$1Q9Wjpd1#b=&!kSNO0V z*_&YJ-b2eUJnzrjA%pO|*`o)EvlzH^+jQw)0M6kpHpRMPKhpN}tVdpjd9{S}&}apE z+}(eO$v|UMD~f+pcSI$fo-hHuAEY(ov$|^`)i&SoE4g)nEhg3uG<4lMObz6scnIRW z?XtiT-tx_>Q>N&yh>8&|WJ$q7t2Dz1X`0d-6D)dSx6&H_C?6&XV_&mM+f5QH(&vl;DI3@Et`}7I|}wdn3{iQ`gtMwBYXqc*}b_+cqM&P z*%EgCdWo6qmEhRl2v+Dg5#HWUrxtZOf0SXcr}t4zXeYY^zL&Z-=dC@_R@kG;X5Dp4 zk1+|&p0QqQ8JaHK>tzV7!pfDD12Y@tO!vK}nmW7irZGU@pQXRf68&$Lg%oBi*~k`U zrFN&V8M%K^qcwXZb#CH%DF(N>50c%0S1E$x!09%m#)X!gdQpqHNZL6ICk?xdlVZVR5<}XHCCGMOX#Kg;IB!Gn_YGIs5 z)w;SBRMDPSzW_Rr7F4wC3;NT3FDe^Q4>5-f|mK&=<}Irl8J9G?{e> zg#WvVWJ9Re-SvPHQO`51 zUU7K@`*rZQDV`QRI`v%kR)i|O4>{oElH`B0%f_u$kPNB_Pi!24N`qwX`Lt^C+5L{F z!gO)((WHD_=NR#W2QN*!=2st48iWF;PE}u~w9tH!VhhgwR-+hesmA1EsL95(7ookB zdbdb{RIEK0D|Sw;aVq%aj{<^eGWsWEPZ+Vl*;ncn-SWHI_yNKBoAz0ZNIF`ELQa2h z2v(Zpi##s(BV>!>CiZ|Q|LJD@Z6!jZ4Bf-F*J?qrLh~Ci%|_C?-XNLR54_z+HN*|l zHMB=SS?^`xUKU8RHM+QeNE)W*i^k>gf+ny!B%Wh+sRslCq4f8K65l#L|p`~VanLyk$b_?r1f zXUN#z>-Iye|2px2@dAXhQ`<~j7NSR9f zy-a!g7;}C;$Oo9q1LV=EaeQF3P~v*#xRZW;RFPz%D&w!0OpK&S$Ntyj-C+d+=q8#Y z9SoV@t5MF#EJkU^dxcTve4c;yVMT&J(4E{)p4#mlYljdztW)mbSfsU%y^3k01Ow2j5kcJs|+e z=TAOLGpU#sq*;&7;*a3gz%qLIdYJHC`;i9aLDP7gThSAJpALWW!SQ|)s_y+G?@h0m zKOK~9&#lV>_H#anVl5+0_WD5%z*F?_q<8HZsC#L7BCTc`EehsB8r1=0#QRk+VxW9t z;odg55M=0cWFaOWd3HY_d3IvUsDP4rts=98B&5&CVSJP#S8n;`$B`L>?9!(PqQh3~ z=@@7y=$6p?GBtnhe}I6)WA|eQ43^=tj~XWboqOki^wlp22x5grC#+7vTY|)jSQ5xVN4%V0oLuNwF6`D}Ns2bd_O=Ln3uSEIJkC*;!KkK_H(Hf+X7P zV^tt0xb9W}$z1W510C0M*70;cHc6J={{0EujUS*y{_Zn?{5(fC43~br)JDO0Ij;c~ zt2v6|z9@gVhjAGGO?S7vo)|`>8WKcvt;1Q^ zgPD~gUdMX}k~KN8<+g5TFWsC4%5TQ*Xhz76 zi&m$madU>XKFLH6Uf2vgyY9pdYKPCw-dVaKuvdR{7p|x2;z7Zx)eBPb0|HX1l#x7M z7;C?6l_^FQY^IpCi%yI?_wqww)>k#Q6j4K{raph>4{2;h`X%t_gz{m;qtf;sGv+Xk z+;laZd!FtM`mS+)K)FNct@eBsT#Ykn8rtBT=~|(+zi~H^%+&?d;|H{+wbi z)&_rZ1&jsBFK;2P!!txZ@cqW;2nwFJlvxaw z>2|nER3;L#g&ekZXnEglHo3OzwheSkeiT*LBFVdrMM*mbo#X+YGCpDHeMg{bv1hs! zrAgt^vrguiX05=dCm|VHM}gLxcm;p`eo3}yfW~nyD|(f|GlLWgTAP~wv!JX1Z_K^$ z%%uslhEThwOlLo(kV~1c*O;gx&pir@)+($V7i(}w_eHp<$-Md2J-hXT-H3MYj$R~2 z@Hcz2iThhMT0$ns)_lDi{QveY+0ZobGKr(t^Fi3R*06TtUz9eW z9+XOWt|(#uTpEd-oRO{=&!rA9B2;7jI#!@-0^Vk(qzJ@7V0Zc0)xmtn2CnM*!QE=X z?&-o7f7X$ArqW=54#@VOVyb_hLq8mP-v|nAfjy@^y|=E5wb=`vYn5OecXv-aFCd$AQ&R;RhWLnIT}Ynal@H?W*rTAKsM_reOuEe1NOtMQ zQFQ4?-@2iKrD10PclR{m0xclQ!vGqd6sR}|g|x|+N`G;3ON_?Jb2l&$%{i{S7wRl7 z9!2#CACQ|sQ2j3d115h{FHS6EFUxJM+4F7AfCACzU#m964cLWy{OYQQ;PPEh;T}KJ z2zHz#bC(HF0(VQ7jS4FmtSHB;M}SN!3_xLCwt|IgDXcS0oq(#YZq!N=`c|OPzBeoc zfi=4e(S>u<7dq}zR+zF$P`Zz_taJameJF7C_}qJcWVqd7-vNJD#bwdsQ)tp`0d80$ zw5MW)$Y?6~qu_QbdVvW<(J!n!TGSAwLICVb&$iZ7KdZo;5fCoZcNA=cDNjcy@S28T z__@6qd+fro#?YDCVgqJVn*Mt#!a3bPaMp*TqF_HbB_07*!z-HQ;}tfA&3a9-O0FN<_+$PK2X-3 z%>?7jLJH9ul@3?NgNZqv%tG|*jJ>cA-|6g$(Jhsy-9L+&*8mTy85uG1V0jtLO*3>J8sSC z2rGE9gCoc*ZRhK_UUA^(uarwnV8E?q-FDe?fd+rc#9PjZ1H#e*KbY&AU|k0}alJ}P zo&HLVj#`?k(GVyeo1j{iG}8hdJlTaFRzMaqE_)5ZG&tpfiQLK1Xc%%rc&yZ(Z|S@u zT;;cZ++DE0>15wP%M#Zj>}D(2t*sM!mLs1oD0-4Sc;cWL^Vtizga zuRwnvxz6IRf!u!Xx)6~e8e!eraFrXj>}I?M_M;*iQF|qVo5J59p>Vn$|3n|%1qmu# zLok{;i=!vtp4N=xk}G5o+Bh zg|R3d_P)K2a83?uRlXNaoz5Sm0}5_R+6uagj7T1WHGMXuY8`ZU=CD= zw~0Q9>wr>ODDi#~Q78iH1-qQABibO%hW%Q19 z9X2QC9=@xHKpvAy8cUck_8J2!iPjTdvdO{xPiNU&Ty8K89ow#&9 zVMXBPzRX3|@Br|uF*a4jPm@mdEee0_o-sb8n{RA~F+W4mfYS@21XS~=e7?A0Ykxa$ z65LCf3SL0?$h$;9|JW{fXFEeXY(6l3ajX!zU%#6L$ax|usMMt(LA1LZ!-0{al+2#T)N9;GMnZoO#dc=A zLTHs#c|7g7t9!lTbe?os61UqH!!0q5UfMhc6kI-g>E8al*G1#V_ATB$3*J*-Q}JjH zTiv@xQO@%*ValSSVTVrU;~cp4D7|=Bb$mbT13Xq7&LLh)YVUW44rg9A8ghE|nHUmaMvW%lOXe ztH21YXc*JVvPe&;U1L7&9i=S+wo~dVjsU|7*yxV#eI3fs{*VL{^+SE%!U18ZfB2*; zq>R=5eB>ro{DXwf^hbe9N^4>a$Py+C`R+!wP~z|hY3S!jZh?4mxGaB9Wi&oU`|vB) z;6>@?wa%8M&CJp|C2qEXT^=_X7nx>8IBE5V4LzzptQUdKws ze`qF>=*GQ5-1Pya%@u3q-iV(j2%83psK1SIlpkef8nA^>jR_cW90ELaGgqWp-;3e2mOI)-!c=kzu->73Jk&@a=48@;goas>##2tS%0EJjJtf=SSL2HEf z;pH1gi0g2_-WP4={;?o@kUn~vsG#1AA1?ccgbf!dSmzS1IH*-h8|+!DJ7@u`>DgSC z-5oMIdY#n~=2uxTfF62cAW`5@ZbqOm?OK5oFCcu#QgzX6lJg z^;@DnsK#`#0YHDywc1-rjRPW*N7H5Vn$0%j`e`iQj7#I#b|f<|$uant*<#gMkb&J3 zZMBb&OY%j7Ncl^Dhh&_*QJv3#gQIY&96I;wQH!{1o{cx%dD0Nr$)xUB6&F*(_xij_Kf{bYZk_nLue^i>r$VIPle`4B%Jle?Ko=(&t!mI8|0c%1CR=wg?VPYx z9kZ6aZt=k~6?~C!uX{_H{XG>p%6)mHsP64dI?!&ohsx53F#@_(F zjGxz(@Brufkv#tMO<6+m)ab%0R$5mak_LXHKQNF+q>*qcTa z8_)OrwPwd+%EFEA58W3 z)0ZbJ!0}h1r^07B>}1E9=MhZ${e~`Nem$81f0pW9GhRlDb%T`fP%bE*F+MEo@k=zt zww93|o|k_x4&3@{x5Rv`Sm5`iN1kd@dhdUFZ};D3M*wm_jlU3Z{)PHeKV`gX>^|-u z>@kx@)822A^=D|QP& z>5p(Cn&`$8Ke}kG5Wk$T)UP@%OZ^jg7Aw$o&wTMRvyyind4f1|*wBwhA=n(TAprBO zx6O($WR_U;r}bytoo#z-z?qJ5?RBwhmm_6=z{q}Ns%2BUi?+8`Tm+(KYd5>2sNwVn zUz}N$h0e77BHOithxrIOCU0RlI|>UW1f8-IQz8l*VvLdwM$6K9=`n%|(Ub^US=Eiz zb2Twr5Zm=WQ4sww%)T%8+>j5>V#(L5AKvh;9YS+7(VnjgEvnncXx*8jO+&E)ptoCp z4euHe32Ra@R*`;PZ9gEOML07ctqk)R+TI90pt+Pph5NQC${mdP-r4lB4gDkYK4#G{AM_ z7^pNRciG91ZFrjdAka5;5lrrI(##Y#(;m2~OfY4ShZg$|@^Stm1c#Yp?*jlLX(#&o z$2&N}@N*5~@xbuvcUotiOCw40C60)~+74lMkYUscvu}LuMny&nN)`$`<26vS!hN-) z{<4x_>)=T3K9$MtL(q4B(+>-N?Bd2l^zeG^@X{3*)y0Z-=N-PtX*(*mk_(vDmHO*f zl(QeuJWrS*UY3Px?VIxUx=NTbq^)mIZ+qNZAeI`+3diV(>wN9}= zaw<%Y`AB=Og^4jH_O{x+?;@R7L5!B%xVNn;>RPx}4&B3OBulrFvWPR{OiB#5hydlw zo=P5JR#UyYc@qXH1W93~CZsFo{?smqRzbSXsSSGM#7n%xmQ11hveb9O1IM{w2Bq3Z zVk2B-Yw}PD;tqFzZVYiGJ0xw5npL=n*hW&C9$M=>W~vRbMR`fcGB@8pDn(}p=jGE}ZUq&G5H^1R-!KW;FGzPm%z*d^HK>z}}XT=-t^}vaL zLA&|;3d^*|^jG|k2K%rqCCE#;0|_QJiG1gdknT@UW5-Z`UcC}#zpkTVmg91sz6VEsucvXx41e zY5*S*HB~;+pTEE2GfqTE{cX-u{J4~COvku3WOD7Z9`s0Bm{_*>kYjs2t2)#K@IV<# z1_NO7@huI1HlOqH-z4e-UMbG)#=ZA;+*j)3+e3wW@6WH>CmzRt-sADncAR6(-TYBQ zqwNyvx9z4?qZuTiNkN4;p2Rv!HIW=!jVctBLOn|wa1yzHui?MD9f?P>p)4=Y@Q=M$xcpSv zoJkgkKiBf<+*Jg1Ej^5+C>3TqjW&9|*0L1;4_!p{T?LmeXO$dYR*&}^CjU7E-9rCZ zEpaXz+R$wU!k2oDqkdR%7l_Rq*7Yc(E)S3*8;_1fe!gB{iA)F-hO{DIT1Sk&bTtaw zs=f+;VAcgVY4J*`9MC9Ujd;{n3^lDKiQd8!Y0z8^fzysB-I_Ql!pGQZ{`^6+^`;Rl z6LkIrE%+r%Ork91I1`!?4*B~V?d%a7MRh7qQf9p8n7lq0Z*T@ZjDxF7(FrSgi)Lr|i8MHyNge9(zr= z31PcNV(0Bzjsv%AnV+svfa&O+ik2o)!NrM2QQ4;QBQJ#}KUdVF>Q+8!6`ZgrQtcT; zr}|Br5h*Vx7Qt#-hj#^~vDc?}$M+V0slx&{NbDBIx6^Ll20vP24cx|=MR11V?sTOH zjQbm_OdkthTot5%B$vP}(P8OUSWzVwW6SE^!-K{hf#-X>^rf+B9V7D7S-|`IOCqr7 zM%V$hq01yuXBbWKO1jC}&Em57VUq4bTl*<1P9?~BBsbCv57A%i%#VIHYCCa%>N25H z#jN+hadq(FA~!Zzczv&>2l82$!nXl?%Yg=^tEfu;0_Nl=UJ+0yCJuKWwNmdc%MH;8awWC41j;S`nL7e6`^CNAJod(Zmem3 zZfWmt5yABekEaSlC0Oy|hO4>qKbJ&;HX%=rc1r(M_*d*b#X{Zd@xE@<1IEpx8ekns z(yV ze8`xfdh2-+Y}KKSh7++0vn%46nnz_>V$3Cvp^xk8Vm&$65>=d$ruDTC^7T zR7d~p(KO%GSbBC8m85%|KF%i)`A|Jj@>afe6zkl`kIK~H9Y#|_H!%YxGclIU_^uuP z_?ydw01cijzc5NRT{EPAq@`jfgBq(zhGJQJkNbQb9vB7e11L@2*;%vRVR+a1EG@$tyb$mgMq`tB%; z#tU)RGtckyYHUyHP{X~k=mZyC+=_^O3{&=Pc7i<^|NVB3&N%RY^ZWXtup37~btG%n zk!i38>=R2he1`2iG$5D@V;`SEMRFzTERZG-t)~K9eIEBkU?NNc0B(pzpvD$fa#=S* z0i+Bihg)&^Wo+!lgt+?&Yi%EWKiHEZlo-b3D&10T8a=BUQQV5=FMFA6h-+Ra$PWm0 zOYRoP9V_K&Me%HZA963+UOxpYHAS-mhirNl1jVeX7z%j0SES^IiL^*Q0u|>KpNMTn zk?<2r%@)Il;;!%m4w{jjex*W=`UnQ9Ll@`)0ZZX1x0u+#(~S33wbhaoMp!^{0L-?F zk*B0jh7n`?=Km*`)?JsuVX4VS|cNOly~EVO<7ny7;3Cq}wq@Fxt%` z2v`8Nx%q~TSkb}f-&CT@?o@j7*VL7cY*YCA!z2u(ot!Sy6`3^(+8;9Hi40ebd5^AT zze_jJ@#2JkwnRp=m=E#m-HCum`{p=U>ZUXF+)5_*6)Jz@5() zyA<34Pyf)!=M-$;+d4~1N(i*@4%~~IFqKHB+k(Q{Po!%w33M|ft?rLHPtr}&^RooX zXBumiWN-GI+dt%aE~79nS7?@@EDQmEu1aZ~_9I_0UQ40}u9GZD%fURu z44L%Vm#e)R2d?(&{$AS~_gOuuoLh6_uU~&-*bMvwA2t&do@y5x3$}aieD@?JAxGu8 zZ4a<=I+xSg?y3HIs(sSmJ!F;Y28H&Uq9sZ$dlEc8wY6b6BPG6CL)uN#6DIKktV>_MiV{f7iNd)K~uI ztO22XUu(20Pq6e)*LnKTI_RSS9SPM{Po#){Q@psb?A_cQ*x-Us{Ooq;+f_S4wY<6; zH1{-BfjT4n>rrup?xOX(b{OSq9_}4aG^s&g-(Hf;i;hb#5TXL3uu#Y;+F`->zK&a0 zkB++SAC@GGEZ|?~o!K@fgleQr^cQRVCho&U3PG>1Ll<`@fm%I+OGq$OOkc0|*iTP? zzA_#SHR;^Kn9@^Z52I>Y;w2*TGo*X@5D54U@4aph;t$cvN)eYqV1nlPj5iodV&9M!O(c)xGuqKWpKdj$`<6X%3t*1-S4l|s5y9H=PK_D5 z%yAR=C5_5KPeEC`w$C@hz4GAJh}j-hUhg2lJoB)KBQ&>QB-0-Jfa~}+`&-%E*CON! zKGODfs^?(nOKgv{9?^22N4yJvOYusErXy+K{_8R}du3|_l2m;)B8_t3N|6ZcIhfU` z0FsQ?m5HXLGjR>_-S$ zOq|diaEuUh$(UZY+Lo|?Qi+gR2wzq0{;S*bsOwTFS)$&N*X`MFMRU-0s=s-}lJe2v z{2NIIc&}>rI|h@aWJEwe9`7gKRx}snXXjpXMqC-9?;w-UDk)%V`rYlPVlbhnrF@l3qQ5<}aQqMwW*w;3s!UDi;#nUu8^p)8q8_Q5w z_av3J&snFh8JJ893PGoy(T9g7SObN9@HDc z4V4$xgEV`yq#U6-uTN_Sq>GjNYVkH1M^Ol~^QX~y{zLaH$o=Es&pCL5Yg$zN5oqFF z;*tWvcNRK2p~#TF^FKdO<;?8w&9vDyy<8z1@asZIXvLS`cb}c!6-EjRsNIdd*B;rA zk9^>v^Xl`VPntM&Bx3D(qVUi=~*H`>DAP3nWp)R4cL54Q!r12g$WoyO6Sqr-RU3H_ANOv5vyLtsB<1KnV`P|fEctI@ zkG$fJ_rOS^<^U~7?|#4Fw`%$cI%5{c;jIvV7-`}XOvHAhhd&FSaY8{@yzPJ2J7DZAI|uK+TQs=+l0(G|x2Xdi?5`11)HloEH| zzzZ^c`ynMcRRi5lbf+5Tp#d)F_uSoa55IYZ-pO1hA0VrP!$O7G@5A==`)n=;64E zJ<|_CawXkx&-5M`?6fMszfi4b)<57h$$Bj;&h8A2&AjV;_XRdMri8z| zZ+A0wEwcCTv%+OiJ$B2<60@HKz;gUC zM*4as7y@ZK;<5>BRJ(2k*{%|o1y*xcYyhjx$rKP|tq=pqiVbCt_yxeO66K~T+Ebui8;ye*lwAK#hwlYpxJ z#Le4hDX*1IlXp$84OhZP7<~7VNN<*QaE3sLCt-9_#}+z7-+^eXm_sCg1t!?|m`-SE ztL9Ci@%lAFFPPLXfW2n=SfSTwXdeYMk~s!wtG4IdDs;kobFVlXm8OtfLU@|uOwzk| zs|Bo0i0Q+(bxYviG6((8PJ2a)mxeQ$|1jvM7@^h|BMJ%ZIyGodnlT=ze)_V+SuB4f zWV?tC7>*~-MDt8x(6BmxJM(rUZMXVOm(XVla3qY|j}?$E>g6#E_qf+=-LcKE&Fc!< zYP_ACy-mJ(|2S~-{vaKl#2R&q=lFwB!Rm-sgbg~~d&5SI>mC&HLP|_Tnrl9ux-j9+ ztSH01bk7!}7^+a^zyXw1yvVq%%gD{%j8ilGUzkeQk4`Qy#gKr1xxT0mO7CxrwFSu1 zP&QC#(6eU)4Gx!O<;frgYn+?>RxvwZFd!YO823*zYkZVECWd7MDz>JbtNehn4Vwk zHRNUU-QLKik~jB%M}gbzztdmhrXI1Q9=${Wx{8?}S5X!RA21}p^iB?Yk?ho@wYf2I$A zD%o-D$Bw<3>WTz;jvqncLcvME4$lyxVHBe9OLqoB+8=v=?;^|TWYgK;_XbhI2#tlL zBPtRg#nUJ-MiaJZk+Yk{x>a8K1C{pN#JVeQHIR-TtE!1JXGahR-+r|$|otLj@ZL0i0C>jxBq z+kJ$_{w_m*?;H?z9BB2MPk(zELdJ=7%hMeaVX^iSzit7E@RiO|6C-*Q?5CTFne3nb z6~BFs?B9OF`5h{;YWN$Y%Bcj?)<1_%4SkU4CTb zq(%k!sbMuWfa^c+wbLOr+gR97-v^$D8!oO(dj6At*DKe1DV?oJpmd#1MPJm2&FiNd zt8ahh9dvkBRmn+-g!~naJ=wKq9CF-QieGmWV+^>#4ib>tUAUW|A5fXjF{f4XAGWF1vi>^6vmU*|v57k>yCh7X z?kytdRJ0Y0P|Xt@*qZe4;c(;}SEWzylT(}kZvCpjn8tM}_6<-V^(DU=HM~-yq5&Fz zXF`^!u!8}p+UFJ#)9hNtLeM!sVcl_?O@h56|Na|$cO`-t>s2t01EOI3WO@vru#!T5 z?||YLZA|{9t^4=_FO0S5RPk=fZ#0$@NwknJHu z#N5N2>72N;l%}j4Bg~S`cj!*zQ!jCU%jC?iqfKu;p6@@?OvrRQ%-^oGQZ}Ux+uW{^Pz6o!-~eH)o^-kOxN)cPtrHd&0gHb>NPH(%x-wk7Rhb+{oL|CIs_5 zJafG#=vcyCjRO@@RJgI_lfIwU*YEqEIk{EQA|+bfv5hf>^0gVuS**W^JO~?~vBi$K zqdlIgwuF;&a3~@@InWkMBmy6Qfh){3WUQx1XLR74o`r)I?-|mWuxIpk?~{Mhm0YcB zyYavOTu^<9IyDHs%kE~wW&!xPO%-uKnkq=uzQ0gSQu=amV#}{>N&f=Aamnuwld6*3 zH*(i0)*ANotn83f!Q7dvE;)J8?*nlPUH{0P9T3r;HqbV^mQpn$?;N zp~8^g-(`kN#M6zW=6Q{)DYwww@Eh{W;z_WFy-F9`nyiORyjuLIICZ4R1^IKF2#sFpp-(os!h%U=k{i|5^&&+kuIlinWi zIB=bZ!)%`7#}V(8*+1!j@ESg!s4yk{R?s$dr>@7kRHL9l2ot&%tyv9g+;lHtE`XyE z=B3PpgE{8Sg^d(+7YsDF2}a1ToFPpXEYCB%sbHJvmKK~mD6lX=%qGj{3F5t$-jM3+ zf{s9YW_ed484QT4ex!>G)nZ@T8-m?M7D@W#Q9XAn(QLS)_KE0!5=!YV{C?mr{M04p z6X*AK*0gI2G>EnCDEQZqU(53+dq2okwbBV&oq-2w-?WO*?;;3B2z0E}gC$%8XZ5_# zyFYV&^@;3>Dy7bGT}nTocn~_zQ+z>dr0r+j`}-?4B^r?3t7Wl1io9>yh)lSb_H2z2 zekOoO-NWxj>0i}_;9kCio$#Pu1`f*-O|RVB9@9TP7ke!VhXaC+EX5~l%UPZV+B0Y`l+u>dASjO$ z5i=FmXEeMRZ(;4o`ra;ndR$|yf%;v-E(tpo3C@3X&BW|JhkiKp?l6=?XMCW&R&*g~ zF(vlc90;F(KmA~P%tca#;IfSyl8k2k-eJr*ed0OnBioZIBogWE;eYpkjcwu>f4;_B zu>`6bEBgYKBB(}FP=0Nreo&YXJHPu4-D<3#Dr$k)afNlZA#_z>NK<$Q)Ip|jJDFa~ zo6gDf=w&c2UwK)MgLAh|?W^$ra~>LATtBdDkZ|g-m%0>nh?1 z9p0PfQv~=!w&Wv1Rvv1Q8u5?YO%XugBxr~R{-skBP1=|W_t6uVrb|l`9MyWXeNuPh z=DXAr$e$sa?8adQ7a?8PAH|=CN{QC^_e>q`?vvEq!|%-u8&$tK>ct0%OaV)`;890DCTy(rN> zaM2X+7YS}jhh+k^_S!5S{44wF(<7DL5jYpNB|G!Ak^Ple8N8n79;}mdU9<|3RFD2< zc6_61xm#`rhwL^&R7q7D7r5Jufm8-J3iPpmGa$~uV2S{f$4-QZg zd}Qed)|Oq`7~_1Zs_|4~vv%V`Zv1taP4O>E?!dRfLWpi0`5Yf5a2if28S^Mky|Im! zSd~p~2biRZ+zM@%YHQF8;39-{hmJ#_{g#=a4fc=S8UI42K9E++{yn>Ke@QN$H|8vV zV?elORpM6U39B<8vI(LabiI^e93h_aW0hA$20E)FQiV;guL~4J%y&humfF$j5C8Rg zDG1TK5rINwF*G0Ey&pEcIWO{_D(OnT({Jp~iS15R*zBfWYjrGnu9=Y%2rx z>K0?y)a|dfgy~X^m}nDFwvtR4QYT)21A;@(kdJDrnqf1tb?suO^6wvJB0eK6H%MhX zu~Y%^tIGAUKhyJmm-WC4ac3|%q!gvuPEUAKvCHk2f#Y&(Hu{~LIwsQdpr+FwHg8Y^ zR1`u4H}28h=VzZ^&O(dBRJ9xr*ErPKVeF-9U7QFYhQsPS&#iEgT6p5bi9GFpou^35 z)f6{N!QmPy?$G@DgcaR``xYSEt?o3U!3~M>P3xMB=X7HRrhZr52dcL0wqicfCGyy> zAon@b^uk2ufZRX;B_ZxxfPT(7k}w6 zB8%0O0i{xxeOCPBGT5vV7Vb?ctoyaL_7N>WB-nHR2ni^|Jc4O6D2*DDU;l-ewW#UR zQ}qa4|==mL$4C{=^gP?(Cs|dNl-EQN~4P z4U@K%u2pnoiifpOsC3aKyPYk^qNE=i)4>h zgCT{B7Y5C^c9y`tRpOx`_gA_kJkVhLY!Kr;)(H3Oj>i%(kzv|@uh#=ZZOWu0j+K7= zr02pf=sVo7$Vui8;zdy)1625YNCe2Y$5r>bF)yb>I+Q2=Fw0tS?vv7WOdUV0Q#JGk z1oH3dy|O`Cr2z5JgzCnER)u&7xs>7rJ&mGIdZh8}5J`EOdb^>f>n!bp&-1vjD=5~g zos$EKuxM+Vgq9_L1|;KV8dkU8I=vsbb^7g8WO#_Cn~k;ky6ls5eGB8-e)#3&=KDN3 zO6t(8ojLesslcoGJ^;KWb){wo6B7L?6v~jg^_?qPVy-toN9vx z?Z0C!gkci)Q1cv-DI(Bn&xL|EGEB%sx^>@`=#~wtU(u0&2>DbS3W-6@c7LavruG9u zRf--&_8pGw%@8yl<=_%cxhQV5r4$G>#QR5vfN(0~x;a+%sP3=V>pAR54^l0d3tbEjR=TJHhljpClks zYrVKNT%y!}?&&Y&j`F(G1nxfg$9$SV64``s3LtK{*^>&I)UVLEpHBJI$ay}Ba)gnq zN6lqh;mEq_REW5ul^0=$ZhQQ%H|)y!iI)$lb<+%QGhI0!iW9m3@deRvc=5Iq)<3}j zcNkm{QV+kYOcam`dP}3urro*oaU7IP{4PUIu@GWT>1Co$^GOvdWh5&pS(4jc8 ztp(m#SqNaybV_rqL$$bZrIWLvZzD7I#&dgHK&0GL9BW_WQ94?r`dk5sWt}DFF7z47 zfG2K$7>0n4*1)8<)lVf%eH1YZ_iA|fw7j<=g(?Fku4|oh+=74Zj5NRB#F8i@c##ea zeDzAF_y4AFfl%)!y6WL^MAX9v)P2PrF_P_7Uf1BwMupCJ!d67<=lbA_DE|Z;(2xA= zBew)e2GZldz0a1c9l;15<=18f-RqOlVE&AMu+p`2MPAag-^6l<7rxwOg1NtcMe81o zb2ZGgAju|VIVX>e7Q8~jB8XU>YlVjIJ5465cv93?6h>Zo?|4~zpddyv z9bayxoZnwK6RAR$f~dsrnPQ@El4dmh6MrCJrdHnh6_aU)crp5bjD0%e_rJRfY+&_& zfF!DwfTrAO+S?6G13$M2yuZ$#^5fr2JrzfOF4+|9osrB~^kZnV|6-|+XC^;emrUeD zIPHr!$>dcu@7kt?Wyfmu8*xq{)7u+oShwR^L`V}Qs1ijsRKS{ODdA|F?2cPm`2|R2 z{52^~-HWw!2{v+oFfO=t0k)8YE_u;^0F1-MyA{jOr1km>61cgE|csR{SH) zdiJO-Q_gwnhY+2HruWQ!jdk5Qa6X`*Qdoh2U8l?RPS$Jetx1KqkhhGQ2!a8BL+XB@ z0HOMen_~GCx4M{2(t9eD#P|DU9Ih5d@Cv$47f_omUK5F8X-lVNayiktu~1f#wZ!S` zXs5chS&QSX#L>DmViNAKxD7>7pe+!&O~afhMN%=%FrWG)MCPY8bp;j)W`N?J>+vR# zoht5hS+|R9O2`%OSLMw)3xvCWeA$L}<(wt1d^#ot-3qg8j5TV4N$zQaeQ`-+ux!ux z4+SAb)MH$0oHVB@!XNwB&=TDm`;y9KQ4=>nbd1E{OT_t~!u*!m>~FvW-1 z>6W!FzK$2eqRbVi!q%7m^8q}tH1KrMQYGDpxs`w0)s8*#9QoNt?mpgs2@UPRz$4Md zD&HSza0g1D7-#ytlI0?wc|5yr6RO;oz2m~+{sGwK(j@OljV|{bKMFmTmj8;$8h5wO zej?)ch945F!>wd26@Y;}m@nMMF#MRy_^hlGad? zfZ;8n0)xD)4EQ}h>UzR|h@$y@Cgk5+Dz9<&t5E_pZ#z&qPAzZ--8vq%`&?%HDh#NK zt409Y&!nQ4q{S1TDy=vZS4e5%(WENz;mL&y@xRG3t?I9lF<3rb+E9D=rzPDZ6!MV$ zyW57Xp)xPcUBHEgzXntx9_3qD*#zIhnxCwh5ZdjR-!9--V@ZC0p@cBt6n_sS7evzr zC&8)QJAu_R^uyqkR3E~YACMC>4oiGB`o@Lwpm*YxxLXK%w3T%j0?&UFHh>~n4JzMH zoLKUw&xIqb0EgB^{@)3q!~FAK^IPOXEwVlFx42AqWv!+~7IUXjKbHM;SYJ|hBfZbk zzykQA#EH{nS)^Zo5>n>=TK6Jy-_t;d3@(PS4uezuy%jRrSbOp5&I-76N8Mkxxi`I6 zst4J-JHiufiSCJ^E%J9G$7toSw{|crggQ1-O~PZ`?5T=>15^n`ufs-j>=0=0rCTv9 zH0ku}L(0SsdHz3vH>ZaL&mru?2%mpJ{`mWs?An7`z5hH2_H-3wtOtAg;31j&2y)rj zE_1vp_T_Yc`@-S9OL1!pBG>oCNn*?iEujY?#*>eVLS7HsM9226#8H;@)i2@2bghdu z6AzB7ZYQ+g=P-%X>dH)JT_UFf-$bQr%&jOyedJ`V&n13$|JNbK2TGE2#)T)sv^S^# z8PdHi8S5-lr3Wl-k6Wf;X?!%uAPe(V7i(GCjr(+ee7xdT`n!ZLeXw(N->3~OrW&9C z|Ex*iSjpN8qOeitjb9yK`pmsZ0b4S5HS_gm7HzjCn@8F4i?)L2*_u zV!j=J2VNg9j);%PQ+LmWbwk3dR5twv#U~JaSL@3Z2R1g3u%s4~dPJc=m<93!eT!fQBS;|kks)NY zi#-s5h(%>D@E>llgvzl~`E+X$&Ufem6Q&~UGnn=bp;#b@fepaN4;?>Cq-t2Qn@gH( zYkpME+`NZ6(hO@!%9fLfqGtvKcs?)@8e_m(-aH4P?)3h}0 zj{y7VwQ|R2uVC|h(#VPfXLbjX_dXT7H}^h`Z{Su$m-747fDDy*l!?O42kvQt)IF^B zie68c>_v68R0;A`Dcm9xI zrwh9=pu9EW{!kOCszrk~)$+I`W#3P>h;Z#*m4l(qFQVO@R2E|D?B|X zKM4YMe5l$B9)S1u_mj<%%6qT$;kcWajk7M$G_3W29EQ+C!~t3B0iEu3alYo+v>FE( zFn+w5=c|jWLDk)uN|rc*m*Cldd~8h1yLHnc**wDnIogqJjnjs4;T&U6 z7DQY?C&aMcMZc|FS|s~G07V)Czc~s1^icA;0}6S~Qpqh^l9E%?cd*@mx);Dj(p_I= z|6kL5_>o3fB-*?!3A0h&-oPGRc8`N#0(_eC?LEzY>{uxksz4}&VL{&1v!Q^JZmCb~ z{%93s!GT*Ey2Ll9Qm}6AkY3z69dcvVsys4>+1npxCcvsXeV_o1Sxv8`NCleznAU3? zLu%ZV31UW5e#p05DJ|oFX!b42s4A9lw%|an5ubd~%p^TDXyDbbP2(B4`E}%8&sEFA zs-nU}1v$U-S@y@CQvwdaW5pYDOht3#i$*pUL?64zZ>|q9J}n5YEVQlE)>Iv6K>Fr8 z0etn_1-Q=%DmR>~l1*#pmWw(t;k}^KG~$boAE9R?#{aU(KHOY?;0lxMa4x1*>sBOk z1pVJ(z4ASozdOo^QJMiJ(0xu)hAFrkWC_-Na1{Msxypq z(}`aQPe}|mw(jyFcp0EJd=wYZK@xva21rhG)4>VR&wnY6inWRO_vODAfxiR(a9kvy z*&XI8b%;?v_zqEjV8>9xKSaTN9WMCJLUdCfU_XAh^ft@HVV{2-T-TwhNveWH^~!rm zJB$bA)6zl8YsTGD*j?e5*r=h}HJ(@3C=Og*Bjfz{eg|qlEU)i~W!A)C25i(c78t0c zxUD!deProSQqHdtevhBqhW}UsJd6_{=6xPmu3X@w8*xj2`iMAL`%)O!>9Ba0;Ypq? zPQ@cq>?i_NIbKvJ*3^6QJk;}=%g|;`^7Ny|OM(MSfQGO`SX_Cmd(1vxjV0 z-#OV0ofA)l@`}K+Krhdj9q6&uJ4|^OFrysfc=F*lir1JSy9gUxk@AWsYi4{_E}}vi z2vbH10eWtK;FStwr*Yfg!=Al|srd$g(+QwaK zVBynf!N+jFG5ojXiHkQ%BjSC5OP3>`ZT_5-vSLuUp75mbMZ<3e|l3QHZdi2$!45?aB=UA@gal*I36jzS$*s0X&GO z=ti@D`HSR(yNhsuW=Dq@#vxi91!VZVsZ_J8q%D749Xk%2@+=Zi*d&dZvhKkA@LBwQ ze}B><3kKOgvmY_?mKPg{E})MTNE4o-@70z(e{&fG1BGy#FeeysLd>kz?6a&I#-krn+*kx8^)jhZb2tt)GXYPU>C zoLW8vXUXte-a1Je1yBxom)pU1HHuEJc9|Ea!)vE~@->c+Vn-q8SK^-bqp5N++(N;B zAb^$TyPp@LhLgIN%k?i*`{KaQuM1y-7}?7(+g*VNMK=PpB449PT**d2e#a{tD3L8` zvm)WSBEJAtS5?2Q$EyI!k#)?OAK@Vw0Fka;H%Bu!KCM-;&i?)9*Xx%L=is6HE{}Zk zsFY4x_?bBHY3M3}!{zPA-3WTbtr!GQ+}4P$ywmg-S@^PC`rhkw>LaorT}^& zNC|G>13?lGbF7e4Ym@O_>Z>dAT9I%h^$Pa~A1?BYN_9Hn*6Zg|ig(Wi)P9l>lm5}- z=>|CTlJ;Khj{vgJjkLTd0)bS2TZ4>zU}8cj3niu2&5dFBR{)ukbS+XIcFrwB;5 zCh1Tmrg~C*BVxUBH{K5M{%d0a7t%z_ZaF&+)^&Ii!YiewvhVY{g?>P(;^?UIiYBt# z_;R02^n25-S&HZep$yr$F}m4=UKF~IJ1@d8lA&u8xYRhpqI;oMgni52O^SaC+Ddan0?n;jQ>9Fb2A>5h^4M6AjuuiQVTA5TunW}TT}vD; zn;j2|`%P9Yv@*feKpz`b9eXI2#)cww__KZlK+U_fwoqn&=z!FRf=IT1@HmrKw{B~J z4jFTX`?@&0um!(QOieUEeK1JWrXX#a=i{O<`Q61FOyuhE?TznQaGo~pV>niV9D(_Q zTJH0Gl4&FmS3VsraWCJ~mRkju3fMa|63~-Ivs2Qoh&lUO%npA@o!)s#w~+6@dmYE$ zlNr)W6lK|e9a>UNhh|E8ab_PMsvJ@)A-e?0Mpl-1wo1er!ble9UErwgP3JD{mXn)` zfd@kw%Sb;^R^jIX*x*Ye|C5Clh;1hz7eK$3J`AN@@9xJq4(aJjf56u6+iQoIl!`bh zp~yS0QDPvWIWLP08^4Pg@%w-oZhg2)v9$@SpO zIO``_HXucgQzQ<7prm}hqYB;%m%akZS_&wgM%P(Oy#rby&C8gm_3udfKe5cW1p!P^* zScXp+MPazC-Zs+Vk~sW|fBx<`=-s@TAMpokY0i$IGVlxV2qoF3jM$Tw^spL+@2+`& zR!(zUwq93pB;kDbTds9{6E+|!<9;CC{j|fAymH40Hi!$?#)_5OV3US{DaeLMYe^f}as&WTC zK|f4R4Go67av9BWtRXP^2(Sw-<-)G))@p*Fua~uFer%4|*3)F$h4^54C4Yc_2Na+t zW2L)PPd8R*OnRWHPXB{cvyMb6&xGysEF^t8{pd(BY%|&=Wr3*VGgy+dK{>=I& z3G_qK7gt?Ggt8ej4~sjkGZ~YjECo;m1xl8__xY7n?tp%}ThUyTfYG#nmi$-2%qxXQ z1=s0JI?yja-vakyIL19?Lsj07ZaiKk-V)V8@%*j*-o1jEo8f8Sc12jMX7snPdGAP6 z1_YD<&L`AOnrntM&6jxCch~wLYT`nFGgJAYg&Mpk@(o5HyQRp(d7|5WxS*_Pu-ljivChUkHz9UIsNY;ODCMd4Gb z0z%KIlT{uWe|k{gy_W>hXd^0eezO_p;LWS!w0elRXX<>)1x+?I8C*vi<4U3oPPd=6 z$-l+rvb4JBKn)+u%M7!UTaRHBMzKTg|XZ-N!@D}oh(2W^f>uM$k7mV1M#X^cx@ ztR?*?IWb4rb^s_TB$TQ=pyyy-LnGO;4SZRoJ_lCvR@Fc0Mo&ZhlA}zP;!F~tP-~Lyhm8nW0|BQ_8s^Gt(5!g#P@KQ zgps25J+Kjqb@8vx9!ZJfHc;=C;V#IwnIzy1ty0br00C#5OO^ZJ8){y>nk$(I!u9KE z0AE0$zYc0KbD)<=e~LLHM2Uk4G^Fg!INu{jq%pS#@rdIBi(7ic3XRn{b4ji=_YVR3 zzD(+;6!(l8&e${>2k~lHqS4&BA9ZNm3yPtY`uSp%QtE}V*{U3IN85if7`w+6!xtNP5e#oL$ zH_lQeja~Z7z5cirXzL_JU2m=5lD9N3As3z-Bz$E;A{+rgVAmvq*F1vI0 zza)5?<2J9_kMX?%Dv`|HD{z3~S!lD=KmzR92vE?rwnvl*3c2%fjHcIjCq5O6Ck}a_ zQdG76{`utze;`ve{PlbP=bU$Gf4%#rtJuN+qYbCg+_q5G6PSffoftF%Ec4}1+&)|P zq8K0FOrcs*{D^}`j&g_GB_*N8;}EQV;w^X%A01YVe{(UX z(6ADonl~nW*EDq!nw0KgL)8MJh!cRu1qnb&(iQLhg*u2_ySkx>>bR{Gp ziob`IFs}XBwRn6q63_dG_d4GY<)r|3jX-vYapML15h71&uCx-PAoM$a={5XZ!>!kc zR{VfZ71v4nz^tP%9cw)edGD_kq#=2vGc4~Vp6IgZk`_;~t?VbLQeoggN3|oK2$o0z z0rRk)v>hwDQo+s-_5h(tCS(_I`d9 z7@*Kb@(yzh60#M(4AVQENQ=LpMB}&)WwNmJZ`dZ$fwcJzZ&l|Yf6BcoGONMp;9fwY z`)ho3!HhDzyOpzAJZGrnO4#<~YLby5x_N^^1R70=S_CH=5HJ6vRUrj#0sU8sL4bvH zen_A>Q=Bg& z$3Q7zBR?$;jAbT$>SeT8zI-R7Q=VgOf+;bKZkh4DWEE?bteCN9Bh2Jh*ekSAGy`#W z8|eJ!x~tg=Rz46=SabbIN7!EgN{qMP#SRpOtgB z!?di0bFJC4+q@z7QONIw<*_~$rX+GZ2wT{H1^tHrhSpDB{dom%r-upcCnhH~yw>M|_DYfYvXy;ts^Kas|$gR?NlAFL!DZ6+Vl&Uafq z?xyanGtVQ=jM{R#N-k_nd$;ijgI@0?dU??4e|W)Tm^Q4&$m^j}?8jY398saglU^0q zIWw;1M?1&ak{uDVjgSI}MtCu8gg1FLOfexVB?G-RkscvonXb!h7{Wm_*@XAL zL}P&FI5*$<&BKUUM8zA-=@+3V?~*(`B*&QF>@R;&j`EO+f*f&sI5VgR>h z$k~e&mDjFt7IP_|>`a9PDn7Z#a^1oNe==oGU^aNiDXEam-p;0jFR-pvBUNZ`s?x#I z4yQz1xWzaV-*S~Wc)+Pq%8enY)MJs-sH1)^wG;N1!;N>A~kIW*cmZmqGt$E@CGfPR!-&wVh?ajZ+^%gCJ9crNhl zNr0@#snint4_FUT`b17;k=%W)+f91bM~fY0V;@eMN}JHeW;$A90+14}A9oUtwi?En zk}xlDWuGU@gt=m{-%F;;6~n!qf0g1*;)9fC?f2(xHI5NR6FZQ|86KtT8M8c%Q&3Zn zMxE#nZQ8t_2D-KXpWpgoleixprbpwZlHTnt<{p{u)WVAVXOVfk$Evj0a~CIqxU+8u zmU}jts%R6srv8R$K5wWxHK`)P^zp>)j%Vmf+pEI_X~IegO(LHHm-_p9e+%#sY0Ycf z8|o>Jrb0`nf&{@TIT7SGR`m4F{aPQkZ#>(j+-JX*j*#>lZtKRBcJrgf6z<(dmO=`X zD5UlHL92Pnmo8|!?qIak#_<6^}z|8a0?5{tja7*$$5gs$B6A>(CbV`u+Sj1G;dIjo*o`2BZ#YQ|On z=j1$0f+G1JQl!5Q5b|fv8MAHlRbK7xeFHS}`tepEDpEQ(K=kM!e;(@;5z|JUs=KE0 zwkGGukJ1DktInxm>Xlunjds9PdW~PDfPaC0)coq1z+k2xp=8_}B7|e{wXX#4?aBwl zyyAZOQ<(-kR7__-!*8wnG_Op2+|qi+yfrBZjF%Hr4r9cZYyvyW^YoZrdoO#0xNgVl zW4L;+8DFW_*e2P9f1FWa@G9C8a5-$LBOVpUWZqcJ_-BH!d0R^>LUT$wp0u~G*X?x; zL4LBxj6=nZd6naY*@D;;cD4NP=9K-)Pb8Dyzgj!U=>Ptlzp?)C06V-L|VC-*?!(cEP_VlzNOzz@|JEBT0^$yciib;k>sx;eKG9WS= z5RAP}+1aJGV^!O{{-R$H4l>i8^k2p&e}sZzA~+H&15ll`R#Q$YGi;4jeaC5*9wiD8 zizdt$iY5ihf5z%P4iI;k+bHO7AS#~khd?|D>lA>y$3rXFQrEnW8j0kfP_T4RRW0`f zbnO?KxPA+a9OOyb$6QhH3pZo$ zMsHLVWqfkSF(a2z%B%Z=^sXm$%c6Zm+b8y(InP_#9)U7H!^d7urI#GcCqMzFon12s z>nt*!M6t;!$AB0k4tP_RXg>Gzy&#e<%#*?pWpFd@+l4wx13e@O-OGa^>rp>w8yMffV=& zBdy`m772Ay8!-%d`!eFzQ>mg$%x^gxO~{W%f3r0T+9+U=R}pH=hwh0HR?Civ1RTn5 z@lnu^>YU@)&#y6~Y5QjEGn$E0=U!$MPmky2~}zBR}J*Nrq&rs zY6?@JF&Tvg&j+EUKE2h!3b0H>Z+v79STKL#VF^5^Z{~EV7xfG(f@DvMJ03JYYPy*% zGro8l+1aH8Tqat1jH^mHuNl2k*y!&6e~~sR)}23S1FD(tPi|*q)#>weyB<~0Uzu7^ z3_@d%7LxBCO@zZ7UmSUAfcR=YS3q-G&XrB+{j*`c`&80Nn*4UxUGw6CuXCj6$f9CWA zv%1|}hXXO~n={2Dzq|M1&wEjVbJQOEmB3$Mx@8gcZyzhtLF8-4RA!fDQ2Ez5GQ)e* z8x^XC^Tu{qwWjnF@SE9n_zb5%gwc}1_Zcx%K85nFCzG)ENixvr(`rGd*C!Sd;9z0& zqxJYHGbTL6Sn=>)G-NuqC7q0&f8NTNnDYUBaCctl%g&}lcbTGWs!`KB28YVf6rvvs zpPtaptcd5nG8NO+%A3!>&4J^7dn+kJs*Vv;3H#~e-Gphk=^`= zCK=3LHDHwc9pd;%lDAt*GCqrvrAkN8ED_GR?KkXkC<~nB2^WcPpv>5}CHi!cl;+|l z=ulHu{<#u&295VUo%H!?l2V}A!t2IR3n<XK{+HVToY-;yc#f0;ny$(Bq6JmSN{iqkrhE6643p|@)8oizD5zX~>3)#3ro zIk)_TQjgY< z2n9=T{l#j^m+{$x(u>nG49MHsqw*5y4*_Cy^Q6>#(F4YImOb4LWW1D*e)jetJlEH# z;LVGdMWE|ciV5mdx%bo!5b5*B7-~Lph1Y8X<2vSl{K%-+(eIqH(%)I3Dt;4slcfEp zfc0bJ*zYs7qMrJGe@6%uxOG`rdEA0dtEb1gvYj(t$E5wOeV!c-4e1q)E7~hcLyR{qY%{&-$i`hXe-kOzY*D1;S%my?dkeOx-RXK;1qKa0EI_2`#B-`g#elBzrL9rZr3FaY~?zPCf zm9W+FDWN})f8qYzxE|&608r*)c5r=+q2&lzE{7KtP;LD1a~Z(JogKhjuL{Y9znMS# z8Ucw(^hxW< z0hZ9xFJFUz$&BAXO;k95iovklW}vIMMyVK&Le-Z|Chppj(Fm=RHdP~|s8-!~3*{d_eL!PPO5UnY8O`AQ1vT6QDL4rQQ*k1hl&$)iHcaQ_b zd!e`DucM||rvN^Ri?o&-StzA9U<>;<4`oVS6}CD^n(gN@K4hP8tBzQGYi@c=J! z2BajyDKxlvmUmA9DDP!}3Q9vOjH9Tg6HGy_%|PQB2xZw|S^=i-zX>=?4#z_8!Z>%- zUOKs(*X-Tox!sCBy9)LuL||fnuo%(Er~Y2Ve;IVUVTN4mei-(_a|S|`nUs9pxVU{b z&@@yfxSPbAek?)g)^h%AJb(j_QH9c}NY_YBb~?V>b(+CW2Lu1$sDB>OzX0)+V`Y=W zlm?USj8LbI2PG2e5_}X=03Huhr7c=EnC9%dts4D{_NLIX7@x$KlHN`$0Qd8~9gLZr ze`K@{ws@Fna<0+@gmdD?iMq+1gdERwQ-%?3p`Y7THWBQb@zDf7_H~FRlY7KjV&X^Q z++`xc*yCVq{6KzjDxa7Qv$M}h5SE%V&yS$lJGb-#x;s z2VL13zi7>ZH<;NIC71B+Xht1FTDMSdf9W~Cc3Cr)+!1?pAP#6H=OC1sO}@p`^82lo zx7q$69cWVY%nA&6YYC8U-&ODN;^^l65F(KzjYKx>tnbg>b|o5ge5!5l|1(E9UQ&*G z+ONN>@L%N!dLL)+08}0Bk|OwtOw0a$cqD(WZ%XIIHd`x;yC8nanpn`DQTX6>=W*ru=*zF&xdO&8smw>-1wA9(-xLV7mv}gu3ilc-@nrkWJaVw2 zepw%9Ab-gfKGbb{=cIV-R+5y`pO@ik^&}GeL6cpGbxAi_e6dk|NgA2fIrl*=R2P^o zx(S|q0*>$~lM@U^*|!7IR!Q;wf7DuoxD8*7IOvn9UG;plHYHVpn0fEjo+z^8RB1a3 z@p#rSPThyv{4ChneBBIFo4#Gw#F>*;0=F)te~sky+@JJB z*Z|pH%71MBAhgyuVdcKuJp9JU(C{I{6iDsV#G~lLshc5$FUF#YTvePyX zN}n09!iit}5-5YSW#aa)eH0Je1_Y%BsJGJ4|hqM_R9MJiTk zj#EN$D}C^mt&Qxbe+hfU`hwMN2_z8a=ud76>W)d-0vl4tE=z(_m|pQm&K zO(n}47Lm^Q(FSLV)O67pil6~9!aQF1n%{8=4tnNuE{`yGo1~7{K_=`QQ$SNx@SiBY zU~ST=lP#3<-+U24dTKTVe!@7*5Dqybr|I#V(9!Eb-sqL~e~v`dvA;Z$9rS2S82o0z z-`QJ_4j{JoSAXufO(n&lGEFyDn{sE`QHq~rNKB`!odDZ^jIed?Dax{!Bx$M67L4)J zMAbTbM2a5;SFAClr9eD#0xQs-JB5usILCuha!qHWUT<%xnOZjHQSsdOV?>3-w9@`N zLhXFCnA>wxe*y@r#xggn3NWB~8kxxn*Jr;CCp37iSWtvt zKO$eicDBM;!H!*AI+b^qM;fNIC$iRn#^;R3CB&I`!cgVOQ68MM14yTH+0J`zF%}bi zkmL<1e^%x5ykJR&z}C0hu(z}vMo2#HOe9z3N)WIYrmS^lb8VBm`Uu@7VMl}OH#j^d z9YEuQLwrV!NxW?G-MI+ULJ8jl>-x}7mUdruRVJ5zsZl{Bm>Z@MAJe$J+Z1 zS}7;)EjNtNJl{ryY$e0Ty&Bktk~O>ivVTs^e;D0Tca|aIsWKRQIT#heYulTeri&AL z0wo4xnG}mK>Xz`t(C~hQa%<1wRsB#UFVKZ1&bA)+Sr;rvMbkMQ#7T)y0z+AMUfVQkWzcxJO0kz zf2x1|x{0Al$m=6bQge-4)7g7BT$bZlVcnA2J>qY{CV)s98S7K`BaZ2T7}-8cegUH% zobA`-@|7U*^0O{IwK2u#7Dn#jeh_FxwbJ)%r4A*lvk@7zu&pFjC}zeova8oRpR7Jv zH`ysSW*ADO(`~}%<#gmQ`#-g6?H$gpf8<#^I9u~lV5Mo+x-YUaJV*Vrou3Xsr~>EE z91T4CejWlA$2$vZE6i2?2|2|1`-)kk@I*4sz>_M1A+gTrkupH3@31Cjw>m%RjY_y!s^+nwJCQA21>|_>VzwT`c zn-^UcCyu(lMw%SCUIYNMYO2tAf9n*;!$f@Ymzag2_ss}44pp96@MlLZeOV*G?QkNN z>CU=}5oM5DuwuLdjJ<{tJKbM>jJBbL5%k}E-#a2fS>p*S94fCX|LCkY8tr_Hi9Lt5`hzkIQY-Q#bKId|f7sZC%P@!N36D)neH^8GNjE(h5@8&5C*TV_>d zXk&wqql&K3^_lr?oC0duYDY6FnAJ@h90{RPV;M6JIsWMqd{095@CjSNY$2#}9@36OuKkwO&9CcKgL zjh!dFutTUqfW6S5P~8gcl~g-$Q<{riU|r8pwH-n_zb%#xfX}D_O6M*}r0Kky_`5FdqXL50IQDAxA~#%OhQ-73R*#z_ACZnBoodiNJIuC9qP_=mh) zu&sO1OHs|7jq;vF7|V-YjGQ&TXOBCortPkE$L=yplYfP1_Z;0OUiZXf2Y^p2SySJM`RS|)29I= z&ak}K3>0x+%zRUb?;o(G-W%ArU7Yp;8#%-C(q5nUO&M$>xK||$Hh$OS?;Dvw5jz9t zJAI!b`lrS2PX2vx&G;Z7WX(j(1!0K42VmMs5KMq_dQ4zrITkWe`jXlR8*qqEkToA) zG5|22aNcbofA@{<``-fz#OCksKhO>Ti4lE`KVReZ1a=f3Yus{yB2Gm=((+*^_r2c4 zv%58mb?nbci>BtR8>C|Kt$lA-Qkva|>x$G7)>Ydrzk&8$$z@7GN4Hcz+Udv(_*-d^ z)JylOiC#SZNy3i&5$iZw?=bO0sijj9xxilk-Ff(4f6(@iz2LV8?Y9j$U#KkbsdMi> z8XX4YivlOz;+O|)NK%SN4?|}@A6!edo@mcZ+2=1a`8XwZ(-dMW&7&Tw#uY=31gZz+ zGFWXMWK4iM&?Ws_p)y(5Tidk+)-$tRrvGQr;+9Z#Y`FepK} z_ihb7qcxox+vC`y_V17PQN#sc;HQ*S_xhjR*G%nu@h~FE}og#Tp*xEIX!Y1 zGXj`$AkyTNd_aKLNi~)-2IK}|Opo@yP=uPXe+r2RpPTqK8sHWt0+?HkBDp={K%9K0Qa?9UOupv|LLxxogGGVOJE7C-x<6&K_+U3evdgwY zt$(zrvae>Gs>vU8t;uvv3lzneq>L*#d6v_3K%vp(MR zfDNH&d3yvS%~uc^$E0x|<+}69YAwRI=`6DreV_^g1~)-mX?9d&VpB1+X zC!i#=_ZRKmVZ^t>yC@l8sy@YCJpAU~KbU_&=l;&w35v91&Y6s%BdqZ8T;GxXf7!Ja zC+yKR-P9n_TzlFKBlRPhE-($dLVpHjq%&_yk%`lweu`&O?6vAUDf2`@)Ml| zTBt5J7u!mSp|>qZ1)QJ@ap#O66<1$P} z!`@B;wTrR8>N(N-NJBvJAqM!UO&7+)Gr~BbZ@p!@3S*9gZl-0SmHxk3?lEkT(Tl%< zMpJc%hS5mvORV@fGu|ZsM=$6(Suz^P^H>p%j5TE=MUkr-q4XP1{r(GEe_x>G!v6Dr z*l#uxc82r)s|^u4g!!;Il{Q9%J%4`RAE#rk=xcf}#A|y0204;^nDygAOzZb=Kzq-B zzkbO#*`*&XV6<@xAZBlhhk{dJI@37%z3^$?^}67lb3u30DoV12H$w=<4vh7kO}|fC zWkx>;*(vWMe^rt#P_?ZOe^SjAU$IWI*s7(VBLj4`UogI^qzCafm&dm>zC1(lPdmsf zjxHcI+zG1$1jfegE*!!{h$o+vFZ>%h?i-)CONEgB*Fca>+V$tWJMR9~vd;Z-c8_mY zPjV#av=7<={rj9r5Vd%2C1-1uxOYs{On=vFr7OAKfMMSbxES|leZlk;({m;!t4~enOqB*PDwd}Epg}x z*q!;xAKf?xXT|RueLhg~Zwof-)G8$vsFK$CEOmjK%%pX6d1Y)zIZ#$=<0B+) z^;&Zp(oOepZu#kG?1P8;#YTj_LD0a~$sM4+xcn2B<2LC*&dykiCMU<&tww^6gLuuY z@JI+Job|c66zH}#0y}-_CW+~vg{oWixc4NOA-jT=I=$8)e`aa%(jn>*y*W!ngeo&q zpkP@gyRf(4^P@-rC=6*DCxqJo*~_;!2#n7SnJl0rN?{&c{z6Q|F%ma6<{d@fb;Cfv zAYmXljpgM1P?Ok(aQ&SQRNN!+Or*brWM*%7tGSN-M4MIRO`EylJ@&Ve>CBYUh;ey( zX2Mvev$}qUe-)X2SM;bUX^Z9hJl&dcD3vD9h-G?gLld3d51BEI`}0_5S9++yN6a6<6RcnoN=t_#=V?0KdBx%mhnmJkcN?2ynm+ng! z0_3SMe{nEs&gizS;F-0diMw?!o7dWIMHC7m(-U)R$#3);dcCZ$r+eZN<)4@N^v?;P zSl+{}6>hGZA%F3qD~FX`@yDP!kulyogOlzd1oONg-P7I<%T{u ze_p4FVT*JuXmP(Mm`tVD9-@+#JuzEI$O+XZ(Ls)^U!h1>K7QCjC)15=HurdhgSHl6 z%qW$1k(kwV<*JmU)$YAEP^^9SCi&ygY%#lg%HNJS?Tdz6|rlBid~Q>m;np#x#ulqfBS`>zq<7UAxL4KdC0MWX2S5M9H5lQN#9MabD|W# z@ja=toZQGmgkBLwsO`n|HZ|q=QKW+IK(g7fXE(P}61lVj;4Y@WfxYb|DaBH`BatzV zwKV0zrqjS3SaX+_bhvPIhCjHC?Nd9U$?7~xHZSFVEor>rfj>=#{QIpIe~>4B;*)g4 zUw3Ld@7}P837Jaqwi7XuN8d)ow**tOk3wfEo5&zHX(onXBYAr>M!fd>ix1>OF0f(3 zqeYYy_C!K2GG;0CdG*tJLBQvyHKcfDXm>#77JdBSj;+E5xueu&ykoDG3i*d3ZlBf8 zZiBT<>33v75=Dh^<@E`Mf2fkVt<|X>__?r=!)v{ZGKBGDfC>fMR7 zY8zv~4bS%O(U%{%aOE|DD$rg4J|Vuid4*0E%!ntg#GFI72r9$wqHTZqY2yQh*^9)h zX<)&gxn$zgE}UaZG#X*WWu+0b$3W0ySHv5#YVHW*g1zp1a^-0pfBI(I^K2>?0Ub$a zC3dv=1TD0`syTBD`p9IY)rGbu;dZR0D*w4LNQH5qH(F^%ZXH@Rw|0}9zF-R)E^_>; z;Z5%BPDrq(*c@P@5HexgynAiOh{t#b5I;4x{chm!yTqAWsl{G~I#8FX&%Rf}6*cIM zisF&YI1|{ko#dl89q%&NTE;EO8MQ_x}Nn)^n}<6Z5_#v3-YJ)qkCLkh1v3~ z#0e*DUTIqJyItURKAhmNA$xLRd)ROR%O=o?AYW0ALdeS$z{cPu!d7}l>4JREeFxuD!^4w886xzc-pzZ7#p8^lE#?6h%YJRtQ z+|(FL{A`i(KORwohlAQkxSf9Cx}C@(!(NudJoW75k3pOJP@)Z4Z&Nq#m9B{Rb=csl z3>S0^F(SwpNH^Awuagl`x;1qrO#@p`nm0ZRb`3Su%@(6be<~q2P70Ep`fei-+UNLQ!W@lL;1amT)f8E?T`H1cZlzSMw7XOd`iMol50Xb~ zRb(c>$RBGHo{iC8QEfL`jsJSkK&g@03v1C%jA4YmuB1GnA~bdZ(wcw&+&pu^TZ!qo z-Hj(}!5Lnw`Lut3TuCG@{M>IKa4F#n?TsV9f6`|cW=DD~jHWq%W5))~VXyzJA?qyU z_u|{7b!k;eHhP#&V`{GIKJLlC+)Dv!`1+4NN{hO(JAp7|_4;9C1kD-CravDNLwep@ z$RA=gN%9M;DX`%gw;huXEThUCVeRk zf5qe{Mjjw=}&e4Qwl% zeKWQtq}b{WExYx?hs^{pbXOWM13qCjy7=ohQBR$5nh_PR5AqXv6u;j|HC6mPobD&U zU2Rc}RR!Z}r2hU{V(ognrbszHDL%PRe<1NokxYA91j-1=Ea9I?#<{p=e0Ek<_U!=n zT|#hzVjo$U`_LQZByp<|0mul`i{fM-6a39=mwbD#7SJ)i08vX^T1?%i>i)cMrTuLq z6%QU7jqWyZPw`$^oqMX$PY)hDV6c7(IQHEnn3DTV-lNzr+@rX2GP`TXOuLDzfA{mI z`}*(quk+8JU*`wS_Vclc>ug}*_YWKSFG-|4Kmmi`F_fR_8DIWxS$s%O_Cid%w=YhRy~V8ug1 z&^)p!bo1nOAH3VwS|8U6@NDE`e-hwsBOxpqipTH+VT4;KvU?^gfiDooX|jcvAqpYn z;q}cO1GB+MjmhG1|0rkR6yP9QIIRp9e??qWbPZ`RII~ew19+qmpp)wVaJ>TN9^tKA9 z0NlmFSpfS~RdsM%-22ivXiTj2=3Y+!IUH~C{%LSl z2ZN60;fn+{>qmgfMu6H&7;$XHXD5|BJ&u6Ktw?i|e{zO#6e()J#SRUG8#~>{_mi~b zM@|eOkRp1sG-CC@XrR6KNsw9}!*JWQM?U2a3Mo%~Zq;>M7DnHsf9xCWIld9U|G&Qp zxBmRc8n?tZ`-B+=dsZ4H%BRjdG|{Sk{;M1kmDX)6Lxv&oNl$R#Ls!iVveh;vUnMvYEniC515x+Uj@xS>~V&EDt26_PvT{>XulEX^(r)u}n0_auL0riQ{ z=~zET4m7GYGpNk;f0M1}!j0D1e-At4xX8!8R-pZ4%%o=uv>7Pc^B1PQD;VVN0<@;_ z_Gzu3)QqESX_S!Tmh(D%8{LaA98q1ee0d^Z5nnsZbGXF;D2M%7Q3F*iHfy<^UUH&N zI&-_b8e9}LDjo17j(I=ZjW{-zDijva2i*q+OFRqB3m>+|e+4?;hq&{gN>j~DbEg2P z%Y1Gm27?#H-4WK6RUU=r!HECR?HWU(2;eLMUWV)MRj`Thx*=olwr1zFdUn)&{EpxT z=`vj^y_zY0l*(=vBtWB~%*83U6+JMGlA)3+F-?b2uS$K~R0HZYE}_HZX=;f(W~^1C ztV4?KgOA#_f3;lvJq-6Gu4`;+K=`u+;QNKQ7PgW@usXd1+?z{=lj@^JFXh%ki&fmy zMDsxiY^+`r%YqcC?v?xDLa=okxi_g7RZ~aw*+MgZlDK{QJI$RGdec)AVn6QoaVK$F zAMZuq0GLO1rMb0{YyD&ugEVJOQv$l1i+M0nXN9VMe-%+Qn!x<`9LCG`E!(e1_Ni66 zbE60byuaxyFtHE6Z;Iwg`tg~b&O&W+v{?udEWmY682EbHhua0z4lE{NMe+3K;ASbL z&ah1&gg>_}VEYmM+z`}uvH+Ng%L6%hPOGMnfSvgKhFhhns`1M}>NZqLUNz@$T?v3r{RD?BDp%p7rNGF^C)&wz zNwt&Ho8$G>Mp~SH_1H zvv=)YqFZ@et)uLGa$RhUCG`~PO3UCV@spN}kZq%wD2p3mNEN{r-tu&s4y^VYDgb3A zS2K32-)InF`8uCLJps=@4?}|jJxTt>kU)MExA)FgBdbJ=VM>egv!n>GaYT*8-Y!7z zfBO70(*8e8i{Eri?En1v^D8>+{EvSA_aEIVFjC8L7l>AAx^2Sv;Ql#&_7Eu|kXNWd z_^LIerv=wX0i{9%7auN0aV8```!##`g`cABpp>NoQAeG$6=`1~$aSX22~B8~ILLae zBD*!Ix(bD_aZ7fGbZnz(*j>sfLX7dmfA`XW%*!$%8~1Dv~1Qi0F=`O_tvoA4hw{E-`L%IrP@PX|TDW-9 z6E=m=#x}`}v(LO&MA$Y19CL^L#ieO?Gn`q;bH%^Uci6R`m(=WF2>{`Y_#Q}+f24zh zcyok@0*l6+DwtGGQz@aga!ssRfA^;{L&AX?mF9hk?#!K z-sz^i46B98sb@tNFpPEc9-VV1#@C1fR9%g3nCY`+-{n+oxCF&Y9y5NG9t7dAVkave zazl1CW%F#s;544E+OvhDK~roie_(#Z&TDC#GB7Yt3NM@}Z7_U@&0?GrdceYZNBBaE zUs%c1{ahd_d8P5h9g#_qZe$>;r=e_dW=J;+(h@ULQVVR*hu=1vp1nT~oySEuq!LBW zC}d(Ki1>44^Y&15CvrCH5P=)k4cKHi5_f9%Cr*|RQ|68Z!oA;G&oPE*e>fHGl7XW% zfRrZO_z2+w8)Wpjz^V3;e0@5MUp`3N<$LAEs0$rO@^tHOdmd9dnD@^#cX43fsp}<0 zNgf*H05q`%tAM(UcQkTQ^!I#<)09eF`VQm1W1+9D!?b;RSPd&AfiY?y{-fJ9%Ih9` zh83GNel+8#OTfLO_!39_f8O?=_dzxBFynihNmNTQrIM_TFK(t~r+iw)6@p1#LSlb| z6{dc1k8L%Gls*YC3h?flLeNBk@;)jgbK@8*hrSOge>T2P`(OS1zx>s8 z$BKm&{uvOHA8sNxN1wG|JihRpHiK;#DZP=!u|N?pdnmwGs7ZH3i$h%x3Rzoll0#xq z#<$W+DLniINBn#((0U~#+}~QFa~qIJ6Kax9ZpU*8%ZQ#;ISdTE3s+-p{iOxE-wY>` zXP9*f6s6%YaKF{mOp>Ov#>QCyP$!|752v8M|zenokxT?O?#nN&&!xP zsZg3D78;mZAZ4R{h{wx8S?^~v7{i4OK`?l38H!G&1zJdg4Le$cyezK$*tNL3Y#QhO zviOOmNk()p>oJ;4$8{Oj>2h4K$_dIl8J~2tp6w$bUm60tf4jY{EppO_$;qz>oziv| zAU*L6rxi=5$_~=hlHUDxZ&$Re{D;}HIqLv?uOlZV=bNUKP~BQ`v1Ee##76WT`yZ&; zHWdP6OVU>BVq5U#a`zR}vUYQPd?JRyWLQ!Q}$#^7{w>3cxm z1l>aQWGLwef2EKe)caT%Y;Ap3`Dk9HUdRJywLX+%rw>IoVE;8Pk{wSxO}5OjWNo)! zfP9EsQHv2G02(*5k5V?M&?hh*F31MqMNLyl3ZDgXD83dHj-b}I3j(=K3hS)%^0Qjg zc=Lu(tSc!kTH6mda`T4;;+yk*b%fF$mq6Z1>Y+mwltq%)6svway@|%#-zNVTCY4UXrQ&#oVA1`#&@q zIs1Dk6hNgyL&uKqm>9QPrKC!RggBo>^zCz!he|jNZJ)&lEIwGmDdbowOB+B{OdzI^i{0LIQvCFGCm zafzwL2Kh28hBreFs`fA<<}Rg6nBijv8k|vDf0wMQro~2ptcf~(D?>v&OIY_RlqkSh zl1h9r6)get8z{*K5P{Mu{uQM$a1UXHVEjkgFAk9(Mrb?4ZSHn@xUrjZ@ZHsn*XP_W z3Cr~(qOgD*d@_JC&Ht&Zc>)3>EZ9G{%WzMCQeu{MG+Yz{vA;InT7N^KyI@d?iOq%5 ze^7qa-cIqXB6W4_L`ITvO9uS&caEO)qy3zq7E|n($m*!jjvdbZeAL7{uC8Fs-k3vF z4p3IUwo)LCEr|?z7iM98aCjrAS&QgKp~mVU6Kv}d zPHn-~Ry7VLAgKBEe&3Jp!$jhx>7$exR2s`p z$^!wym*C0{Vh@i;ToCSE3el$ef8pktB^}<^jOCTkbeA69(#+*vZUm(%`aB$9^X>0N zfH0LVd8@}h5WfgMMw^X5K(*;sn6Hzdcu+?XG%Ckatl38c-8*h=Q^^^a-=)Vb z!)4e$se@`-Bd?XXK)rj&e~L@-Te6z3%A?a`>O8sDTAiL-oi{HoJT+t46ZRJ4m2_$s zGY&bMhlR&0zScxACG%8~P4FSyes>6JnecdVEI5niQggsh{aaRW_~9qCvoTg>@eb z09-($ztR>+hHGWtKzgOpCL3BV&-qaRQR)a2i_NgL^*p+_bcz@2Fm}WRVSnr(t&*P+ z)|}cWS|kS=FAsg1qRse5PvgH0z|9IFzy3t3ZCaB=+#E!XP^|p=b@Ro^6bot$H`IQn zMflh7tq0(-NC(E>WIK1Y3l`SPFs`JyUOPe`_lDk1LUE+b?e#_y*eCK^)H)OQ8FyOG z_Jv_|co>=w4F1Wu{(Oa0qkq=;UV@GLrm0Cy_hT)epocBwd&~7*7K=$S8hc0Dhd_$) z1mxZo5zqGC+8{Vyet|WFr-z=?j z%kxce#z-`>SU&uFrmAB|S87|a9YJOId{oHjCVGuP^2?Cuq=DiI8-JbAL*{&b=&+#? z|IpmUwI927H`B=Qk%4%aL{egINUzMW!g79haIiDgNj0|Bln>5lVQo1dBuv%AKARFT z)w@5x(0L?9V@ZujcAM! z)8XJ4jScn|V%R939(RR8)@A6RE566qqdF)zss)1BfdEsodTM!TzzXD#{P06zk{G_EkE%U{dTJYxvGUv0dp;p#Le| zY0^#lJQoQWE3Q`=@mY8gA_Hbip&D1z;U+g4}n`4*|h~-63v) zh{ezie@`)LB3BekxxsXHK`ru@>4x_g;VsxO$<`pE>kaxpQe*ox}2!f z#`L9StX;5t;X6IDGU~dc@@)fycenZ>gpUhC2tTb0IDghv2c4+_KaI2JnfiXb_1U~p zJ1_0@(8PtiC0O44%&PqkXTB%HYg{diYc0|KA+zULk_AemHfg6PTbs`(tF3}dabwD@ zJ}Ahowp*4(6u5>5k|_uX{a9+G{YM-XV~9qMJuj^ak3sq0mPEipF|@Dk=VLqjCXKfx zZWq9&kbhTH$~Yrz_+fWJQyz^mn3glYpQCN(iQROME8xXnR;`SGVq%gSo#zh?5c>P) zcW5AhZ%r}nVFY~S_yXrUW^94zq=`f(O#H?B5WxtPBpdod0xqpc&J%2ye92(57X{2Va5%BS?{ut){-0oWa zBVm97R7t*h(EwhW;Apr)3IA@6ejzqT{~Ics|9;U2@+s=|pX*c%$vn1mlzrzhzMRC%QZM9a(>!=bwj!2e}D9hRl zGJlW<@(r~l)4LM)rFN&YU69cgA(S?yL|+hCYLXJuK4#CEy!U!jybvxwJh0_P;%1qT z%f#z^5Qx!~t#<$7IId0EzSFYp+oWqwd{Apx0Oi&1Kg8us0~DW#ox+NN`D_)hs)VAI36LmMqiqF&%H#>B70$$vAy zsHS7gO-K=O4wuWZU^SrK-=Dv+J=Yw`;R2cWqusHc+mBy`qGl%Di}r6uBu~@iZ0d~F z=D^kkRlpQ@e*=~BxWtY%TMg+^1c5n93?Lf!N(7zCt0L(}s+#vv3F7J#(|4rtqK+a- z4y&B6I&_$l!itbH@y3B|rF^Hw(|>)4dAlx_arJEO4vN`OmOBzfG5l_M)f*yZPt8W~p^QBl0{2goJP+(Q*XCmKy`z*!&`tC-hiIumVH2>7$}ucVPe@)p;rXIk~@Po+Id@(}Q^ z(--GY!+EU!Off1+FXe12lD|?^TCa}1TWeE62Pfz1^qo`NA zwXIfFXoRLZpIFTBF|zEM!$=a}IoXg$FH+TlJv2KT9ZnO?%umc7b8M%zH6hBtoL`*;lR6}qgGmCvJ9gm{E-5D z27cjBGE9)@MkhUw7O5jdXtGc_(2kXz84N}4^>!E^l(JP}-;K7>`>3U0bVFK9ZhAPR z6OfRW+<&1P_im!Prf7;TKbG2m%U%gGxbR)b3{LH@mrc06WLn}2?0v`+sykS!LxnrQ zW+UUE-L{ElpB@Vp!D;OVs(;YPgty%c{v%6~kB->(*TWVhM-lPo zbAA?`fKMws1@98p`XuRPfiuj@RWBiv%2kly_f$J1@&M32;+Fa%o5Cj&u}ulpc@ zek+oy8>U(A^=v4gKBOI;TG6=1B?64JFt&rF>B;_kr#&u%vpiA%$w|fZ(5-dac{8@I zV1F{SkbKj|I6gG_ix?rtj}jN&E*AirdnLN_LFsQ)!NtS4@;E^;Ry>vKBOvh+PilRu zT3VqqYsURHUb((eDlhJ{(>tu*J`4@j#W`t3F_PBXw2YI#a@?jqdXZQYu z<)B}SGrVAhqx&AI;JJnel6z_9Pmg*bZ+{f9M#R_Kk_JZT2=}S^TttCixP=!$VRp*6 z8Fp!9>UopoK35AAaG$b8!7ua|TsZu7y;IFko{Io@pQiG2f_}P2m`-HVqbDfEL@&m> zdw!OHt)EZg1WK@Bs*sVwgR80uG@}g@5^w(cDKRePTmY=#TmgIiKBnO;p_S!{{C`DM zq$Bk_f>%F>4VJ8XPs7CL{6{JF$>GV?wui>!=1%{t)$INT*w3nbZrnS%s0XiE1Xn!JVcXWZYIRPd{a?SE$QZpiFw{}yPku|+fmg$MX z{UqbbsuT*K+*c3Fr;3^puhFP=Uu#Y2QOVcwhjD~8v@dBim;a7GvdVfV+1ipbx zv$|Uw)smmvs7`TqQNu|t~!kv{mDmV%bZrb^}z?yr!-&&2|JV2IBsO;p*uUT*ly8%5U3F8=M`J! zvVze!2a;lra<&O0IaI_^zkeQ&_3X+XK1`Xsy0rnq)IAm&dG|rK6>#6VA=?UP*ywx` zK62)q_laWUS>;3yI*n)Gj!}UR(|1A?81j@x=)ElR_80Q8QoXs;7gzn*`ctoG zxkHW?T)^8%hUv2d!0pw;NM`ij5jr#;e}jD;pGma+6IdzS3OGnUS%2tpOkpc8t;OL< zcqp8@5v4mxy3o*TdL(A09c-#T3wbt=F<>-(>70(!4m>h`HCyHMMnt9Y+S~@(Qt}X# zXr2|X8?eogp5i^nmQ$~RvIDUpI}(D4=V_?QOss$Y9waO7q@Oec5Q$7*_^2Y|I83TW zW)f_)p1URCGOGk|z<(wkSvM*jFPGuSv_pKk?Cpcl>VBtTeLcFvxawUJ;8{mBi13oC z>NWu(BH8LzW}^(ze&74F^B|3mRXAyWTPy0j&w)Y;e`nxDR`p8I8}V~|7<<+i(gT5_ zzw_-+H@W9z)JmRPh2*FAJC}?fFv9Y|DI~fYz@n%3tl83Cl|`~cgrB61g!PoGo-NBMX7Z{v!zV`utNee*J= zuc`3TNpG{Ct&^=@dJ7A>Ax_z9#wp%62evaQY#VWjsDF=`s-3GmV>Ka7ZG&B|zD2f!hwf%cEuxFD~;f!KYwYtCr5xaMa{;9(PmUkkePV}jt=&E z<+CH0?2iZ;HhM)(Ec~@Li#)EtFMWa@%)ulxC4Wens~V+=Sy`U-W+v#c8`EO~(@9vO zh777HM;|P;!w%%}P;z~N5dpCz0~f=KwsU@~d+9x6Gfe?*L<&RGGsbn}(anSe zZzzzT>Y7uD(z$9Gl7k<|lZv^tmsgW^CQ>)SZH5tu?TxbAtLietIzh4UP!bK z;j1h#s)Rf7I(3V$JsE`l~S@}zUqIc?Vhk-D@%YT>@yl4)2< zhZPZ*JLrJ2mbQOa>x6RKJ|#sO0JU}sfW@sSuQ&784#y6_GQZ(Ogmrs*!AiC$5iB}O z+s!`i{e=`rk8g$v{GM_g?6bxv=}Wm`N(QaqyYWJoT+0W8?zIxb0FdFna5(%*FnPnJHN%z=Fa2#9^UpJU1|TrLB=?jGZ5ec{s5 zO_ItzXL2>Qt6CgAGfqapOio>(hfu+devB)tHYCETt`e{yxupy1kIcB!`fo;M0=J}j zIGW%JW>Pc*8p`n`drurP8)4d`!+$BPpbkFMyykcj`^7ia_!{*7m$;(^dP$;jsFJJa zgjRc*D1~ZmSdXMz^LWuHaZk8a-OrBIiV+!H&1N_{qSm`em?S-osl(*<9BuBnpxWFf zb`tLvP=ye0^@lc-9LD`o6;>uw6rCAHY$WMc(&gFdn=m4^es3FvS1RXjU4QsL=QU&# zY4)!*j_g~%Lp~;&#a^J*{nocbFg};@v~HH5ny7{Y8VG_{yRU$NXg_9rE$nmu*=hWI zu*gJ86{Lpul5`ggN9q&4Rnziv8@I0FgQ%4U=yV|oQ#7xM@>@VG)-(|6jr`#04sj%i z4*-=)qQH&?Uy#t~WO1Rk4}UdJe;LTbrn*W{OHEJ0z$=ujYWVx$?lT(BZY^-&-4kse zxpcYKW9^m(|Ggbu+9d)Po+0mB@kjV;8iWw1*08c^2^g8Id@N0bSf$VheCaU&2Y$<5 z0z;H^;n=aFx!GvVx>=`+ck-6%uo?&4k2LXeaM&YJUIEmsnnQ@-zJK~vSob$qO&}vk zS8Tpv1;C^XaIi{P8qJJWKD(mviZ5hLB(7f^2P zKz%=JxWDJZb$q`qONcK}u zg1?$(`u@)-A1oF-*MD9bh+8ZjAVQe+15_J^x&gK#^wRSMVJx>F9Zr0fpLfwIUytv1fMi^|qHov|aqI zHJT$t_qR6Cr(x{2me2gOUtKMXU|Mw-fLN!Du-g81p?A%0s;}*p z?bSvFQa@oVpX5BePGinv>`Cir;5Ld+3=}*hcSP4;@A=xiF7=Y2(xUAngqDHoT+)Y~ z{d44$WbX!NM1LvDM-Tpd;R8jLx8#`NV?3J2MJCHtBdPb5p53br5EUSg_~Hp3;41?E z)Yw#v;Q1z`U~Q&# z>uMCh4S?qtMw4q2&>p4W7WX@BiV7?bZjlsUjQF_34g@gHWQ^5UX#7IZ4B7gTFweG9H ziXxKFwX}B~@zJrWc0iCto-3XP!XGJZfzqyiBq!@il8s<5@g0Z`e^#g;`^zQy>rX5a z;+*XP?XjfAJjV0A`14*oNE3vDo?6eJeBSkHv42>$=dzX)f2Y?W=@Tvlx7MY#8uUk= zw^29K)m%QULPmD?WFPTDo0#^Mz={8av7z2A=@WY0Un&i(uXx+d-EJTE^|~`+FwhcG z;*GNcPS3X_fY~J7?nweGV2^RAh?NLA0GWaMiojqc$1ZqZJlxcM;|8KWo;yjJH9$PR zt$!pWwyk+Tx^C$V-seklI|9r?zYj+6O_ZCBTIsESFw2Xd*4sFfAU_dmNnc}N<3Bm>;v z1m9}}3?X+kjP1gAPiRb@b;+(RZ8%<5xqsK%%FPZph$?$5Uihq~)@WMdv&TE7SfND- zdQj>MYB8%p=g%2W=6K8&M)DZ8X(w~W$!WZJjckepIe+$6_?mnmhOxKby$I0xTOYzW z@C7yH8zNC=oSLqr*kY6$uXWZs#f@iCw`Ai% z#?jqpJVQMQiY;8RYA6TKH-?6QSD4 z$Jl!o)+czJ>f^R%oMTs>kve1zn}3xzPli7kS(!g3aeo!n5@649KtOIfvPz0tmrNKT zh1EiML1iSq))>^pqnI2v=~(wz%Fc|Sx6?3gE15UZt=os}9<=VedWJ|!@~7~1tkFCI zKp?UV5vQXZH+_jCJoz|$_!SvqfAnLNNz>BpkK+mw_x0c3KfkQ?%~-DgntvMF-@p6P zUs{t*zVc5*d;XE1|1TejF@3}4;h!JKsDF}Ao{`2#gP`WJN&dRu0?B1rH(RhbR8XKk zJD{U_F0Ti%XX@_L!0FW_v(hOSzv4Y+q9EwT>oO2bQ+r0d$4VpsNa1bmuGrhyk;@$UDJ z*D8%}fb;XqCxdm+3x0-rpEn&4u8(F%=u;q!+slqTQXVG#ck>Gm(SKSTdwTgNsJ=WkLzC8eB<w*5!S*h>UAHRBn+KRm6@Hb7lu-)ea z1G}t*9M)bwT~ZaE3x6M1S_8W5^V=~xM>oc%0SFMd6E4$;qU~>dthG2?RyA6x%Zq3Y zn2}>`t$nr{AEjJ-4}WjtfR35D*MIKf33D{j z4m`tZI${@3zelDNe{)E_z73~Gho};p4Iih%iCF{>xYr7LC)KUg$E1hNWZNG1WC}`Y z25|m!IY`iahkkDOpDZJ9xmzDHEc?k%1Le6Q4V1K{)W`kNLVx6`_uE&XRglV!kNtwg z$M7vzKN1YAE`N=9=1qjn^0<;Or#m6ncxC%vrexD8G9=$ri$T9X-YlZ0-Hpw1TX!X9 zeEt+)OWIZW?h3lsGrpKPw)A-$&(Qu|5&CoOM>Xhay8*H5wmq^bEtlvN9jH~dLIet$XFH3#w>_-FkdQV68)94Rfshdkg7nnLsS^viw}Fz}ZevZDUDZa8|^t zeMR~e1gnpKy*EhrgK_<#cN3^IgPr61!GG$@izM$jeZN5rAxq7h-o0LHOrss5DN#=W z-j#1G@8BqyW=Fn@K) za-YWD8&8`tX*Mk&H5iQMa}mPFJ#{3Jsht8x2S?@@X@^2ho5F}5=Q zqfSbk>qcYPkne@3)JucawA!Uiv}Yl$RKAq9=Ts%oG1&qSPU|S<_1!uUrT97Gdm;aq zj#?N2vY+1jIDY2yO$Fp97Sd$<)PF97b}|7lK$MwfyR^(z4I`ul_gjlGce+mi>*cEl z_)C7X#`iW3WqIRNWvf@>7|BvajG_U~7#?PsVXzk%WJ}PoxpX_B@{x z2}qI`y|AVx?$P#)p5fUE`rcX-QX*)DpV8x2(KMC3A%zoqMGt4!6LBAq+#!TCu=lkXz?NXt z6qW0S@Sqnu8eA9oE(%Nic$n01HdQqsLD*jW7-)vOP>w*hcQ5#CU-&6W>KL7dy5j5f zCH<8_GTEdVpDi>VYQF`|?SI2hWe)F0d(t2rjBFL*`;(JaQh|IqU@K zX01uMtqJGLe8~{Z3j3KqEGG-Ow><(E-{BW7zT?f>#-iObsPw7oGJkuIjK(c98)I19 z`h=HixzC1rVk@#hSa~xxal{(*crYO^&+kC#@ua{**?sp1l*9$}_yq;@FeO?FtD%hV zo(hq-!#FTDRk1~QG&K(^-~)MuJ5K(s*Ld9is%R`+qLaG5*yUFAc*pQpV@({w!%6|OMuoVO!Y!%@0BKExsU21X3ApTy zds@1`vD&F<6aBVT$F;5^p-na65eLa^E7jLytpO1fmwZtIl_stsYyS}sCO~@1zF5>7{beE1w_ql zym{Fl&wmB9o|7YcsQ&Y7XSD*Z_vj4bkEXOkFJsAwZ>AGjAc<7`BS8f3Op^5Xj*ek; z4C5eis3{Xtt-e_IpqC_68MM>1fI%PzJq5Q<-|TEX-b00h>K<1#qE!z8;G%k)_TpiT z9w;9xOg>r!z+3Y>g4AActj&Cn>P|C4q>q#)5`XyU9C?lonxaUPCyAIGn|vpS{9HW~ zV}SQN0th7n=5+r6T#Fx_AeO~htOVr#(LLk(y!+(j>?mOxbtn_s{>vy&qlw!jJ7P*k zD?UheNil;BNnQ81D0!`N`BgpnEb@7aMb=a|qM>*v3N6}kx>1mrLW)&LrN9s6*3xs<_d**@@{HjC?ryM)2ta8I zThr@4cYVN=9+YBSE;qdrJA4PQjVVCbQ5 zVvhjFQH4F~kDoDqg@VBG>B!XhbbzzrF{PP5clo#JnASn{BP(kx-FZIEhNZ_;`=;;x zaQHe!IO2K43MJNlF8^6h^ZEJWd4J#?M#Nk$i#TH8dlM`1v(%3j;WNNJ#SI&oh-}%w z9M*`BPBQ6tVeEZz2Lqm%p=;@dIiAwTfM3z4DXPlzmS+dtbH$TIgCvcLvQ?b&b5o@v zB6?r2kvhf;MjYX}i?vKcT==F%sjpb073iGbzyALD^;Qb)S3r&ASCfH1g?|a{1LfT- zaMojOO(oW0##-Sm>~p#)E!4Xk`=$V3vq&+6*8KQfrNSe%B!i`dA-zl@qnSD%g-%$PH^9)0G!*EkxPkZL&wKIQ zL^BR+-zXZCBt~Ai16lWpXn%By^}APl(vHKuKY)DkAu`r`Nm!Ex&9O+j$&1T`1grAI z-nW<9ctpzye=oc#xa~eHQ`69&B|f@CeLb=Ewzx;O#AkUmn&27i5q=czLvm_j9~gd( z#m9t{Rb5T)#D9}g{Ue<@oDVDB)&7ONw6=pxV?VZ;Z>rVk8e&mG{(t!&8q6F)I2pw> zC6wOVMquus6wKw@*@aP=kM0IoNOkp`_B`BHTx z5$i^rDLk3rDrGf!@&>V~AtWfYmbK>^%Uh{9D6sA+)omI}F@K3jLGE3nxD||{aBWy9 z@thG_kpGDblu?y?u5~HKqtQTdzS)StZd)Z)f$0YZG>~1pJGS3p&2z7@EahVXU06q? z04KHAsXO~L(AIOaynaEt_{cHl;qeN(>3Q7@TE`qX~3 z6`X#A>Q79r3OR`uHeow2p5dH(xs`gow1f{38^TMNCYdsrGop_WkLP9SiOmGA{OpCq z$;%M<-GD!PMly#k{*UbO94_fw}g;5pPFl)ej(HZ?eN3PH5!+uAD z4NnCi2L*r?)*YM+hZ;gG#z^y8X_Z#qUTf0mVSigMF5}=SiTFJ&LO7et)tTc;BOJTA zJ-?vh(Fo2zp063OOKS8P)UmqTFUnNuJG0scYGEaOG{RZAv;zW(X7Akm?nVeQ&~2BWY<79Zl*Bq zPnxsv>+cz~Of$v&XDNn12pRf;TmUvXMeFA z(hczoWw#RGY_wxQD4c}G{;H=(A`0!8CJ=Y)pPua)dzV>j5%$S<60;NQS*XmEC=n4*-RK78pryv)f@0@L0Q)+h9F^Etv% zxhPHKrjzaU=Vx)ZRh9|p>Y4rM(toH1(B5Tf%kyt0`jT8CF6}`MK-~W%{nM`8pCBB%Ny9mgb=TPH|;Rw1i!^U@$1AMd0*Rfu^gpOA%uZ0<#B0f=x?!GPP%RGZpj8!Q+Ah;*05J$ z_Z0X*RgPm_w#}VAigv-rk3F8ONqKcZ10{;#8#4S zjPMLOD>T+>;!v00r+}(`;(vRgqrZuQf_qus^Tv#8e)2vXRLzZ?c)~0b)4B{z_Gu(X=tHD+TUi#@+7qd{ipl!K9NEb|7oIJi}>MfBfpn z4di9LCGX#4(AJX2%5b>6*gcHpsTUkUOKl-V=T-n1GLM?+*M_aW3|_Adg64X@6?CpL zhIN!h-3F@vu2OENjDO}MM&Dll#$PXwRana-8iJ_8^yP~QLQy@nCo9d9BG zI8yw6$(0Eyq7_g)M#Z=^|GLkfrw7t0nclmW$$^Y_C)lBtxhew*Q__juF~S=v3vs`S z-d?gYgr;`9+oWVYchtRJK?JPHI=imSXQMGS`!YcWsDH{7gn!*LKD%eTWKwDCpE*o3 z37U{{Ha)ifG-O#tv(S1ho*4gXEH2lR;0ihx|NdBe@Sk6Q{_Owr*WHS+{`|*!%WzCm ze;mN}LN}cO6jUE3h}mQTqJ`VzrPB(l&5D*Yo{ulxwm$5p4e6}uAtNOAM$~zhCvfB9 z1K7=*)Z+k_ynh({&UT^mbEyZo+^m6Vib3W^a&_{$pz?%Wv;C?ik5p?{g0YTJ!wLDVtgSKnB~nCWVq z$K?K|rcA7(JNXThLer8tXqlCAd=?≫E+bW1Nl?D89T|u;b40j@5ven*W|4x_$g7 zFX!gL+N^jS{>2OOFwLaGW#5y3)V5^t?}^t-Y;0u3ie}$nn9cX2^`k=fJjOcUMyeS1 zuzx4hJAc(UF<*w+xZO;}I=hi>yq5ztP)BA%F-tv_-gEh zmCF209^?S`$z2(oW7vwcJf4 zG=Hih#BO~#qxr}-qzf1$crM~`EG_LXy!CGn&{L`P#;4KRQl-Q0;vBDS3FSae#^UR? z0Y3B|yKIC{4dYu)J^Pt46gtC%LeR8~1P@XX6SMB%D*?+H~*L0_N-`a8F&^%86O{R?i3yZ1wgefaoK8UX8IW{{^ zB#lW^k^ds8$`NI9d{|ROt+%r^E`JE#1mfuBscI{TE}>Af!in>%rI*ZnewKN8rI^hK zN>+pGoNG*Nc$p+BrpMq34*-hVEMZY&PaUrgy;)02vIR`Yo_+l3@}w{7I_*Yh)XG0- zeY_|c*M98U2`Pvh9sXl~G1@0>1}{q7!5&~Md!8gN=XTryyeLx9gioCo^ncfi#H_H{ zbs%Fe3YP2{nAkfeOo$o#Vn$9}TFFs;a{e)FeQ5(bY4vr!wnN$=ab%(3<2I6MNGvNEpCmlUPNSR&~cDN;zXVw zC7=rI#%-31kacfjKEB&zyMHNhf9S$rEk2q-@Jc2k10zlAE(yONOM+@(e+Jp@AaSTxYKx0%API9`}hY;`2PBHxpdoi4I5Be`lUgk~-8!n??L;0N8efy~kq zvWHILr+5?$;pv;2_G6~yO5C1~^`#oPsN}uH#;?+Nsu0(`P>aKow^_AXqV3iT6TJU% zOY~`kqhuqE!!~BH!=DSn4qsus_ZGth0dG@kqQU9keJN3DZz7AjLyR5M`oWuNFDg>L z0{s;Q2CS<{u8QT2Zkrq1x~%q=s$XP4{QZKLPb~s+fA){agSPI-N{YIB(~}ZEuIkz5 zXzf*YnL-vNz7^=jyXId21%!NK_`t(%Ya#UCL!X88t$!Ah5^3(+vka9zAKYQc9(=Ty zVInphL}!{mFRH}?`ZNe-_`(@jq|lodB-R`aoro-(@^8baT4Lu$*{uo1@N10w+A~66 z3Hyv>e=+6w-bN)y<{@~!<_R;DLFz~I2gKHjlV*P~33|>DF)@Q@8Fk*qG~$8tnmj6yuYNbjMAl zL2w&B#xlvWdrap6jYWKN?Z?!hh~(;sWOiPiRyF|LTOO+rxpi3TL(ABaG-3NEeQ`!% z`$L@EVFmFhY zk==TK9VXprgh0QS4=(~ZQkr!)>N!%tg+f@DUZ1tME?@b8)KmE`zv|!}82$5{5~uEa z0Y&CUu;khjc46MzXtFeS1#SP2aQ+s-A+l&_ZIw$+eKD1!P`}@n6m@fh? ze>;$0bgQbL?C`e?iE8O!@9_u)9OQfOruPwwQS@G3w74R?Xyk`h_x2d<%T()5Dyfs~ zZ{=8rLSUz9+^qQQ-VQ#UQZym^z3q@=2(4p7-p$iR5TI!#cAsvAUS2m=Q_4QEB4CCU zlW50yrQAigmvb&o&X8>F_nU}@pa$f*e;Y??`n9G*A8Q$4*^)L+}u z_y1mz_m8sA$p&sS=wL02fevun_7M6z*vVIH^5%b<3^+NiZ&nF2m%GSh;zrkMe*BwI{AtGA<>mWSh3%&)u%ptU?zM`Ve~h0|cE7fI zj8KCAetr&6CrL&4f*nPDx8B3Ot%eD|$#O;ujv2Q?*DR`k<`Q~puNoKfbG-7=q4)BE z&D^T?DiLVLa;)ISr_xt8WHo9(*4eHaHErfhNq;NEA5|Lw_7+_N;ZX6GjEm^^ujBqg zhuPzvA>a`0w*?Z%WB*Dge@T}Uq|>pIXIS^KDNZFP6SSA(SYP_fa7XtJ<7*vN*_i}6 zV|+Q)v;S7K?kdgA4D<#ZtWK2>TR}x8Et}&OaM8H-W7lplKMic6Ii4nsC~-~ zcfk8lD`-h}dyui=Bl;?hQk>$D0fmv=@7-|xLI|ui}%C#!G+*lX*Wsy2yx&O9^|Sw;?8|G?t3{ z(v>j+a?^;YKSITZadbziJumr()JOIYdxoZgf=PEPfR4JH;EY{?hOXbTlN*JAKW%%7 z&*Y|oggAQ+*1l}f{SH@mZx7u;&X~ysDLeq_FTZJEe_7JG(AcwDOk)bsRIIN?m^F-h zDXE#lSU$-Qgs)5m<~3SF$K7+8 z1d)+=fAr14c;Q_MSZApcFD5wJ0)9tyKZW{zpVloqqd7*}lJ5TVSY_HriMDjx_RvR< z{Q#FJzIhLst`I`U<%(HYAs-Xp1*+`u8vs?7Eb##UEBoOOu~1w0u57w^Ivnz_-akKz zRBS(1Tw6ISi5dgY2Cscq9ud=kj1nErc71NZe@?GQ^V}ZU*dg<9RAbih58`H)YqaCa zcWGc0O&Q|sc#dD}_N;fN&0#EVVeCa|OA&TR-uYzKDLbOUp<0aJ-rlDQzrz%`BO-q> zoh?(h`0YP45#72!EW6VVpt^U1V;iGMNeKRTKoZBgzCp%_q#0?VN0d@Q-Rw{*o`oKC ze=!zgElOcrMSU{!YUBLeE9_Y+H#v=3%6%g^^EfUK)@KZFIZ80O7VYdurD4TJiDxFo z5ywg7F!nAiWBYtJ1vEDzj4EQybaX}O8!X&YRerUUXu2Q>Lk{K^<0z2AeiGJ+5a#hB zxTWg+Evdat!jj9}!C9KI@4(z4Y+=NTfB9f?Kw8$Otg%nA?piml^Z~K#D-_n5;S{Vdcv2yy zC{Y04%jWd6dIpWQ+qef{5X#~U8Mkj#{q0q|d#?GKK5@GVL8<}`01A)hQNYo%Xn}X8 zyP6iddiho9LU`%2xin*yiZi#vf1OK*Jz`C9d+>Ojht4mN)J-Tn)Yts>06l)0LngGt zZpaS4I$=G;!V(vpunfP2z}jA zX5asiOF`)8E;g`$thy+@eY!! z+)^YJ7zoOa5n8$%Ga-BtbHR#k!tVz6OZ+6L3e|WoCQ#`%lT+3RoJH%iuQH`>x}j49 z9$}-GNrX?Rz|+xqcoO2mf8|Lq0bTEHH|y*lD0T%K;P1O3XL`LI6G1NS?IYLKRRCQ; zqQBOVe7Mo1zt#mt^1fB_egWRufqz-)(~S?h!7*~3_CSrn8?kfPXrqvWzClLm)v3$SI)sVStHK%=Or3?wDytrmKMbcBIhZ`b^&<4Vt+0|5+vvx zy7XM8o0M>UslDR95GRU>O3A!k9Ts!y>;v&}UA?_)So95lYzGA11d;N4IC^ z{E9|&G>LcT>qM*98qW{3wUA`>AEy-H)y62T=V-C$6J>*s1ZodvQjCzW-k2E)N2jo% zr*u53TAqw(Jmv;*R1xZreSd{=RrzOvdVaS1wI93Y--AMf=O9qfd4%q#(y-|j!c8ry{X+l z7HGP+iqi5_j#4swDNK8(Rv{qclJPt#7@9{quPjT^{Gb{5Hquy5BC)5~5Vy6Ybc5tF zjT+@O?b$Iy!;$$xsdGC+);$^MLBD1%_%4sZ#$PTcT3onJ@z~Mlh;E+2BXq@lf>Gb2 z4EwfEM89IRu?HfsTz{MftMipb_<$5cyfNcbRh5;!H21XgAGhYzd2fy3OD>^-DlCmh zpIbxEaQ^%A2kJv>a{T=pnaR6o{7-)V*PoneP7$s=ar=87BmpWI6L5F0ZBH;r2PF0^ z)QRKvDQAdrK^+s*JU5rAi_#Yw1v4J4LnR{T%0A^nc-2}#`yRR|5FnSs={o2~hlfP= zZ>Zy(x+huMS2(pf`1URxmnS;{EPuaeFR>l0j`6{XBJK~Gp}$Vr*q|d$A6M7M)}fULLQg1Gbe%m%Wso!Y|jwoZl~-o;{b$+x{8O) zrczfN=d-NRrOyVmbmSTLIr_XUsu#dhBH9NpSY(z|E3nS6A)BT13+=UYM|8DFk!s%r zCDt(3PeBf`gQ(%M8@8mv)IcBNpxmBP8A|#NuAql))h3${7psgM zRQ;$fb^56NZfSoC8xs8C{+*^|T6jM}CE->+8wNZuNg1eV4))hQ>DEx`5@te)?kM#A zmSo^2;m2@Cie2G(gnXtGIr@@->~KwCmfUM_hSVv5XeZZlKOEeZ=eiJPD+&o@K6+Yc z()}{DS+1k+>o$4|gky&QX80}zT(XO>0D>4!FG}98H7kGNIe7%|o)KAYqh(y8j!2Pv zA6D%i0e;~g0SJBe>aNYCr(GIHjQz#)XVWlF%7BYk=(mMvffBTkKuYns_B^5&3EP#Q zq*!#bREGP9!nhf4?rTJyN!;dz+MdT9h?M0fkU%`_XltLATM|fEhqz_N z&90h1t;EY{s{DI_dnsic@=@InbUF!ZlJY2dwdNExSP?nX0^1znNH*u@!WK*4fU)4_&k9r+29Ptbn~>?Jp=?kd&fvErQqPODdGfLcNF zJ!SUCMeDs2ps}0#08+-P-y^NKn5t=hm8HmK^6gLD&>oTYpAGWVchFh=?yTv6{3aDI z0k?0jjy)x82Hm<64^N4v9bCOs)de9RI6NZ+8kPdKc=fPt#82)IKhmeUck+YeGlX2^D|{LdJ~qbT&hW};s$CWccF=#7 zR(x?abj)2DG=@2paqpLVL5tH*0xDX&Kv#dj4X}0A?DGUrM0!NPlQQz0F@SrLRGB9` zmY^@pN21WzARi@{=r;rbt7I!D!EA&Q`{wo$r+qrsUFiE2-tHVSf)EYV2#oe(0F3tY zlC1rX|3>6HVU3PofhXa5xckh5sna)KM9a41ZyIcM*SAWrB9x&Cv{5Yk@mkRmlw?+4 zDex&EG+Ng@7s%x9n2r4dMip_9Jcf4mqji_dKmsEOvcEvPGJ}j`m-avcA0Pkr={gM1 zcyplD3d;_XU89@k)a4H#?0-sFO)~oDDwi@r0w)7}v_6+yK>{Ry$9lJolvGGw7wqmA z1nf>6>t{FZAvsI=5$3mep6ztBrmG0DY!@3OJSrN#Y)6fLjuiLRr}B5%1GjiN>m^XV zCmr-8=ZQudQz<#oNvm;76i3CW!nGU@`B(_jNK+vC_Ipo_<+=G6UtAEsg$Y}wY?jMpMrY8R*-A3(sU)?_P9ww=*44_$FcO^H5WT#}8)BdhE z>y{~a_YYWvz4~2`7}q3MQeQXM3k9UuRivd#ew+yb4`TR>?Ry&$WQy&VctZkAe|c}{dDS9bNbTcVGdvV+`B=A?dzfk{(&NNQ3hCErXtdns?!XFmBe^8i7; zoEpK*IR@kHJH5v-Y0v3XWg;6Vh%c)wainIqz50Ac|H`#pLE!p*^?TpKH z*88j+OB{^Ft^3`kmw7}2PJac>3=0x-{3`TKBGH)PJ*)9aC?XZ!)wgGw{5R?U8=6t2 z#87-nz>31X3;w6J;$sB+$h>J4hz3gS@wMBr>&#HZqD~cJ64@;O3ntL*=AvbLTw7`R z?%>u;5uzj~DZm8@aLEE@cfXK01GL@E;oXA+jnVdj?KKG5&`T(bU zmw`nBOnv|&0C5Y%V;yV7FOf1x>Q5W zIh3swxkQ_t&Jczotb=d9^J#AqkN3P%?E%yOb6_A=irG(f1VrM3hyy>o20z@PkyF9r z9b(rRFMn>wRp`d{ZT9H3A;*W%g5me&1TL1(%<#Vv)BPZrfvDL`%aKo@e^7qT(y(ApWIK za=h>!O%-HjTe~0(jw1gAP)W<`QTk zY6_dNB*<*xsP^i;bD7$ZdGO{p z8>nY}RV!v2VI&tPp;bX>!Gp4F^3AFzi3Ylp9cJJgLpTDASE~3xSj(R@{X+Sf;(x_K z*&}s6J_hjIjerM)5+B(-xT@W{9u;9n1hqsK7Hc=Ld2t~@sQam&p$FFaU3qgeh8SU| zd4a#Man@+C&9q9iM`6>suh_dX(oE^w7u1~>6II0>?aN!A=u{;S$~b=0ET4r_n8?^^3EgPDJtqY$Eu`>Q+g*}r_6VPhA6<$%^xMJSUL?oI%(U*dqyVKt$!f=g(r9~ zotfi?kxw%YmdJM)F2Xl>LanFEE9eAVvFzY&Iush5c6l%LeOjEpn7AN~)4*}|7FCaV zHQnd;D+$CoghwVLqOpDn+j!8nyj#hDmbm#qLbWU63I_VAo-wggvBpkrcRlD%8~>vG z7Z-l6XeMl9+u@1dMyuz(et)RotNT0fF0`R+*CQ@@G_?xjkl0{Z;g@%QcVtbrc_LN_31{C*uqEs=P7O-35t^}p- z2;q>t-X=N8t;`K@)+`0(AND6 zb@90HbEUoP-Eo%?N&;nn`Xub|K|H;U;%^h0aT79fxlfG7*mtwd zwAmgb?Xe2UnEb4JV+8=PgnWfiJB5wN<(3bIA(mrsNggCg-$GKB!u>8dv;A!;4^J2( zh4@ut)6%BVX$c1(h+@>Z0(G!%7`Fkb6JR7j-lxX1QqEPXJfwBKQivBpUi*eewj`Y! zI>D?}^pFk98h$Xc69fYiYullVel12tr}g^T4rY()30d1Q@BH5n z(n};Qwh_uO$zSfx*fI*QwWabQ!`;K~Fno-;mJcP}o+a+S(~dBt=^bnhGR$s7P34XV zB%9M4H!#*E`PKpt4IFl1Wew_HY!K)ttTTV)v*#=G_gdFuf5bmB)_9tAkM-YhE&a+5 z9nYsoy#tx*u4^G3p}$~#PElnoCS@sDn!Tjp$UfHkRaiC^xwgXEJ}2>dU30gwMN0u@ zdkyP+&PwQ?jb?<61*J^Kot5M9b4Bj#W#ssE{P5{A@0N(KRZ00#dG#B5J73jpcnV-7 zH?sGpvpO?qe~!nqS+vC_No^oAP+$Bg+Kpg-?><9YR2+!ah@>wL1$`MC8UV8+uoKFGe4;L4G`O_69ZD$k*C z98yK`rLC$WSTeb=7mR~(J9{KT0lDs@f)0RbpluLb>WK;l2CI27gi|zJTUv1w~f2{)i=tq7${jsMhaD#X7m} z?t*(66rnf??XFU^39g5^;)h`iku*D`43|Vs0y=;BmVJFr6r&-Jucm2FHfcoQa%Ase zwi~m_j`UKpyfzr~1bGL0cK0rRtjKlBF1Q^jG~e9{Wvo&Mz?0`E8M1Jflkl@Dl-nqE%l?3(OLayt@=#DgO4<{Cq;hPEoTIK4)SRTKP_p^> z1T%m8V|Fz{>+GQ0`qB=C zzXfr3iXDRG`P^NbRtxCeb65@Kdv+f9f=bLJx;^{FE!ui4<=DD`VgCl42YJCTA{VG9 zqG7Xq{9pr`A3`p0)Ujx0PapA=?O09+lwyBG_EG#6%7$@v?a-h-q5?TNqa(7~{=`U2 zH_`db*Z}t4JKIOD+$8_pxSmHh?qVYA{;kMpOL31jml;tl6LTzOm7`TGdE`%GaZP2q zqxIJ@)!T~j=qDiC0gTJC!1#rL@Xuk!fw+__>NzPKbp_8-WY~v1{v?XAcX@aP3rTi&*E+8F& zzv4`pSs~!Xy2^a`5(J4KVng=R97e)?30e0ayFL?28FVq;W05KEY?piEhqgim&Dm<) zYiLG;udEd`K$fr#-H7OXX^#^o8h3wC|7wJhWImtW+p5AYxFc63+D0mux3T~ZU`F7> z{xZfDrRIBytB)1sfm;DE!h?90WyOoLTK4`DaUpf`SuSx>1|;X03Oe(%vWAf-i-JT$ z@MUPjs9}u!O-2=6fS7=H7KkIhn8ngJKGH*hum}|@=HuiCMGO*zJ ztTrk%P2^>O{&=ej4aHMeK~2yXZJ=nKj{?n34IziN{x4z z%HWrgQ34)+yM0*YHPEJ@UEe0B*j`cla6)BNZ{TQ@>KN^eQED<=69gWAZuuRM<=OJ) zD|&ayeD-ebAwo0e^{PAWUQKJQ3smq67pOqjzV$bT83v@EOOx5)w=XUtncLe5Cz*Cm z3-51%;ccJ&cL{<{^P{YRgY@dk+o?k($m0R{`+@&|YIGMq&$hMPuY+N0tjF&mZ=zD8 zk1>xNYgr!{N}d7RZRF-`(sE!!eM!KxzOZTcy@q-O~zMMt|a9Z(6 z&Px?d*shubEEh$oGPq;j9`!}s(yWN6IXoqhnmD&)U! z;L!13qn?Fz%?mo*%br)}2Xg1-O(h}cZj*2Rc(RY^Z2|Ct6tBA#vhXZ3;f;-6+pyBD zh=JEFF@d{vil$$(2hple|b5XS1w>N2kc%e5zhV@qSiAR`ztInSGKqN4>@hiRwL{ zFy@$>+c-sdF(E7d#J3vt?Z-WIwPl#5HOlxZiBH@6QC3J>KGn4O=N0X1RT2! zvff!d@jWrKAHr}E%mbg`yz2nh>bU2fUx@S0|AzL*f2UW%FZ`TV2`XRJ&+@(bKSi`c zNsnbOPj#AMgk*}&iTp%~gK{@<->>WKlLkMZH3-#>9Kp~1jeYq0^!FDUELYE(U-hCuYX0pHXR+7~l z(FbB(pVFoX7sfu5au_-5G(!e9!)@evC3-{(fgI0k-E*-d)pItoc=w`_iKkjFIvs5O zEk4_kO_U7^U!{i)-{t3suK{=2?m;r$T37Eu318z}Od-lG6m7N*}BS>0F_bi&RV!{r_C<+zb)FJeyF>U<-S#My!C zUuui!xb1)a^XJbmqS^gF{=x(No9o;7`}ZkH`iFo1|9$vuuMZuGK4poTvM6zx9A}EV zro&$$sQ|KS%r|HzOvnA#c_`D7oL2}euBZ@P1qePIkW2+O376J0Aj?x?`(^+?+=MhD z1^$-9&4f3SCC2oBwUd+%sjus6lr$?QiU8H=87qZd@5#hr|4#9B84 z%4rh4lan4F>2RhkZPI${Rxs(3fHxAWRAMM;ArwY4kVL1XvKMBm+LZ|x(32f432adt zUs2O(!J|<$mqQuH8BmTwCrV&HDB=p4Tx6 z4BU~~#-=9&z3T{l`&-_w%bRNa6Yk1(A3^B38Bt92k&w`gcxj@ZCH<6eL$9+Y(9nLA zEN}Hg%!ZY^_C3vDf52QbKDxJ~D){gR&Gd-6Cx|>thC~xQD2MvQJ#p@R#*{0wA5!YL zAf(iW2z`!mI!~u%nA14700| zfn9}9vg|tAB7Fid~O!vG!exE^z3@Fmzh}t8-GVEXMd&h+!T{; zwmV)tT*+}k35g3*V>zt7RH-EQX@H?Hj;;#Jd#g|9%;12~*pni2lqJYGKBA*+3^#GG z?g{oNzZRs=^?WI1iSyD3@}Q#g-Hl4@^HGQ-F%UcMfD~HNOp9)rXaoXlIh730sHWqN zsJ&mf5`X-%fK%K^Ia-n^Bp`ywV^Y+U0038&6&}X%QhU4OxV^{~R43H?p83TN73Y)1 zXq^v&O@I1oaPUfo>bGl(20l7H;axF8>ZE-OUsx0SXrIYj|Cq;MY= z1bB*igB+#BvmimF4q7#ZF1H!2fRw0nG_y|VbR<2B@No(l*+fB3x&*C`YkNglQ?0%L#3A;Y?j}9EoGzZMx64dbGz(eN^wU3Sybk0 zAErHkW^@C0$)Z6+)nOBUta~*vBi{ zK|?p^^3Tzu+kQbzDaz|r*yU{#j;Y%AM)09qLEzL0yxBW{gxV9t;Z7a-DsW;CL%OWIb7_Ny;vZ^snDv2b7g=Ac}G>iaGO`dskr0;F$E( zGURtpiiqFte;5JpjoSUfjoP!R4f*FGAsIrD3J$u(paV31ZuTD^v_yJnq0z1~e@}W_ z!re$E;GQKD7|Zm09F@1F-a~!RQSqaE$5(&WyLs!Rg-l<36oEeFK3<0fY*~Dw{M%Oh zd~FMY5oHsmHto*;TCf#J>KFol_!6$Q$kz^(YGbPdQ6*|+)Q3k7&I<307O$7pm8?dpg)irpQ^**yZ2M5|FR@VRC+JIBqLnGOj^O*6^>T z>7swo4`gy*$F0z2|1z*04|Shj9=gMcgV@%6r+^5?n~K0l#rX~ct=?V^fP{hlU$P^}-t)^N z=pRPgqf4oc@H`eI1Nd21;7yOQTHlu>Ll999Bj@!C;;|eMQWMT>i^d>ICz@fN)?F9Y z0x(o4fUIF=g|$@`K!CBm_WXZ@mE%K>f8tahggU^}3aEy@o*6b1JJV!qoh5DvGTjg5 znFZso5mL}84L6B6Fs~=9dn`X8BdvEn#o4K!kHXW3M)1MShKw)1pbS!`Q5w}8FCdg3= zC!xf=t$TbW&}ydo?WXN@KEjhty8@Vlf7Ga62PiK6aOobrE5(^Jk}EAmQ39`6tTjEV z9*f3MikS)v`x27f@hW?ValXaxvkM_mIL75Xk1N7?4jIFK%dxXUw4Ic-3Q&{xRZz7? zoa*P-uj|iN7<1gb-I9NiKP^CQtR7=GtI-Eu>@1sgim5q6{7*7?9{TQ8%-J9*i9N}e zyXP!%IxKJbY{zt^c<0f!R=PVRmf;PyIG@&p;97I}3o3mdZA9NR*6JK2@rq2m}ZC%V2J2pHTfb5QOO9u{uS2Nhlake&ATjMp^<+GX0t0xao!GKfaG-I zFRR#M@LPP4O=IbKTJnn9Mb1^&W)OdmqYu>GXm`(L4uDy3BltHhhQRDFUr!$^ZGUVOb9Yv4qk)U^?9_95x$b}bf}09K}^tl+WWB$m4UM;J*OJRwbp%3dxgax z6E&D}Ge!PBdl-LvO+u>xI)qe*TaEmWBkjaH75dN>W|sKRh3Hb>^)W!6Suh;k=;nKT z?=TJ>@vT^>;|Xi|^sZErCgCC(b(L*9zm5)C~-A+nyChqbiej zhCE!OsU&MWR5;x-=ldAfQQc*Cg8iW4Bkg~@juY2@?Am|vohe56TLNtH;X?*V7rq7U zA4{`FBrcs4qM*Sul~Hofa;MHLWGPxvT{@$?^Px01NnEUM8p6J;3VFiY*|2vXgsx-J z5sYbL4Vi?;2{5tNBq%r-(>)VN>b|OK6>1eLbhNPUlRydq^ykkNYoHoOH&v@Ut1LbB zT461_aRPrnlp|!Yb(Kc8LKXVdZl!3Y!tu1#rT9^FJ7jxD1fj7{2Z3CUOXb38!< zt5lR=cNvg>|$c-Ldcslyy&M zIK_!D(Dm#E~FK@IQZq`S55dpUK6kb_mLBL%YNM_QTY0QIB=rZ~dY#!nSPZ*ab(jXxO3gGXPlJB}~O~%SH9E(WbBV9c|w}-ge zFvVVFG-gINdw9+85#q!F&Lo8kB;xjeeL#VJYTL7k{>D8c4XX?kfM8nnIr2&eeFH-4 zTXidugrpoZ^W}UN>c%^@>8(MY#(#F1_>zBA-KgKWJD$jrR-u)LgsHb!GX#A7X3mVO zeVy%>ng})cyHbHCt+($H0!9N(Tz84m+~da}%=4pM#WIsPtZxboJ|n8&67km&qUID~ zi}I2|(NL{U@>&;cRG(TFwA}B@1MpG~$sse7Gj;E?|H2RV|1A>>jCb;=GACFPq!2&xp{~in_edO*4 z*`EA-(|=LlF8pT-%O#DGPjyAR0`q4Xnje8A)w@Zt+N=INuloe-FK{W}XQE%C_&Ew) z(5Od{mL*u_3kZbpB1s$U#^T#&vo zGQZAP1s8p9>pmc{h7&0jviDh~Ahz3@t!K}zIe&;fSSmGa?R6r;!?1WiezP%^?F5P! zZd{xm9AO@M_9kYEi(GE2k=EXIfnHLML8n<-CGF|i-J5lMv{?{)+ryB19AR6}l2S{8 zJa71ZN*}I9Bc=!SjB|g(le)%r#b6zBs_X(yni0(0^;A8{ZfX3Su6POx$I)hh(X>T0 zB5TE)+F>xu#d5CEg4&+;CVyXZ8!C%IsW(MrVDR~R718zX9+1l@Vj`JgK|Th(f~lqHwOUhBlZuhP1_0^Sf>`o zHI%)GeYQvT6*1*UFiQ* z-aY(JWL^AQ@$`THlNN%k$>-dn^dL)bhgN{#%~Uu>;?p5mX%-r+vjD^?!e(iy^M;sQ#`q{H)|TQ8Zaz;j&ZKf1+Wn;CNQy z`9v)P)L9r?(scBGitQD<`(U^|*^OwUH_0P2LZUC60px!N(=ovmC8t9%ookuxenDpY zjtC9{3LNM&1TYPm3q-0dtcx!7OD+lO_=#ttQZ8L>4UxC$NTy;Gqxo)yY|P2X*16Q=l{jpvoayY*a2;=-f0WR(DO!~9vG~dyz?1b8qX#1fsZOSSf;EJVl_~e z90XzQ+VsjU+0rpWD|BTD_dY}=C1z>?J)vDFWHQ}3Goz#wN!!$RY(^AwT>)PBKDTa6 z=@-5+B~?MUl5>-=00QzB2PB-Qv&+WOL0-4`XtsZx{3j(GnOppcM@jgAM^ujt8H+V8 zx)sj`a)#Gv@=_wa2WGD3cs-2_y8y zT=_B1*Y1wp16ep#iWut(~0C_5#S2J(40Gjopyv5SQFh$Lgu#5t#$mo{qKLR ztI!tiWAiEmII$t;hru|C?*`R68fDQ=q;ue4KmO6nxEAoZ4{@i2WnO<>IkH zVy7D}z`ZcS_NYpwNW^EiO?)lca7}Wr=YO=s#W=s0ezPao229;xGT#9HTf`}~N-b#PKvuRco?oqex<1q_gBLGi753Mk(b)bol_rxHh zlBz#Bp{jM7cbHSGfip%KteCGOWNbe?N86FjQCYEUbkls4x$XYeY5SGtSk$nd8c#y0 zJ&7zY5|U>Q*I^sJcoasK9^XqvUvh7xTjG4E6aWQQN#KaExmz0|4iXnLO|oNaB5x}~ z#-B|djj=H9N&6`14PrR&tz(GbuDOGc+Ng^oVKl0_IDmn}K9Q2%#=UW01oVzNlIyNn z{d|lYypCo>0mnwbd7-D~A87P8(!)>>r|#z(?;EFs!*M#-5juY62F2x|LD- zgv<2A7E13`+V(j-t50}5BW1t04wf(_C7Z!}_n@UBjUjo(hWB?&<3BC+=#|D-q9`K? zR!-db+%V?P<55ET6I&x)w89KUMy1aZiv$7D_Q{|dIf~inENKd>Pw7NRkiKQv!a(S! zD0yy|VrEgjPAJ_wYY<2wgU8B$sfi4x|0Y^PY03fDjzDICvo{aP=)vCCA~%M$swz{p zf=%pPAg0(kZ}o3>D6-s&h`2&ufYt|G5AlYi%n@9HPySzkI{beN%AhQhUo$H@Z?oR} zHolbXDa;0&#?VgfzDKr)ZK{qDJ`H68H^NaW$r|`091#tv_zpr8jtipzhDvzLp z3528azI==7tKC3guV_4f>k*&aKI{^>o)y(!nEN*F{Z4X?bSIr}eK}cg<8@i5Y|w~h z#i684^h86A#Hrv-VHg7_?M9lDw84;ddv@V$`xMZF|0X$tkJgUYn)#H;?os~|( zel_OGKH-}}&`pnKdA+a^=em$(0OQHOn+&4=!BGBs!vg`feys?9&@@r#9d8q>-!{oI zVO8t|BfgzC@|2#jd(nK`p>XoeZN$Nm6egudj~ZKn&s8{_t$;n<_kl;u#D*_43Ozq} zpgA>L(M&JZff=J*QNa|b#-8|f#uTMCzBJ=ssL_Oxw6;{_h%urdx2G~Pj+uROE#poWCH&)D}O74?{-dx8zmAu8c0nQ#^yr_EgKcHit zV_ZkzkzKaYdprBTU%!`2Z2~wI@kbiS(7xzltjU5rNGpzK1}4S>;g^?f0x5s7kd!sB zQC>K1rktn~aam7?8^<$5n$2jBp7_>5)bhET@U9>*?Bn_-+h>ieR5QiC@!j*|=b$a> zpJu_md-%Xom5@Xj-JS-xbL)KwRLthYUov}Dk!Gs*s_RNv<^9mX959EZ%69d zRz`o4-w{n^!UBjgM|1sbj8lJ=OO4AfMVJEf(Ga03x;^J{07xgVk4PUI>=R#XLXvvS zAujf-I9`EQ_!0pi9jUs4e%IyhE__|6-{FIGP`nixbJ~pMzmZpO@IUzZKmXv& zH@xN&e+>PP)>KTiE{tmlJIRjavy;9e7;XAMaiCO?F1`b7oAqEyd1$}g;m1@@ru}wv zy~vt-;+o=F2u8k1DTslxpS<1Vfo@`yrq!1aZvrrXWYMw+(9gTTkD?MZ}_=2X;IUepxpu32&Ej5MUF z*|{R%t_Kw?^9|&u-&{k?Tl)<%F}kNUI(xOsUr=`%o)qnLW=>%%B{${}0odG%y65y= zmWW9^9lM$`LLkz8PU4(Lc&zt059B-jH#;iWveG-$ZT={o!dE!DHj*7DW?lKbxN_uw z^DImDM5hy6EH^fNzX2+w{7>G*dqo9w5FW^}TDCKt(#ZLD%j9+7X&R=`zfrgi_Y@^Tdxf5`8z)ZRlqNf^`6OSfB9j34haoB1tJJ zJAkh0MrwjW6I($$C%4s^^qfKLYdyXQ#{=EIqzGa1it6+>!fmPH3W|#Uy@@rUvE4o( zf0E-`5CT|JGdQGo-2We7{2pZ+=tc$S#$oNHr}u=Z;wu{<5IAt%h{#X-*Ba-S)(ZCq z3yYRp@lb>xv7lj{d|wz49Q3b_5iPoIgzsFyW|SyrZ{t{Bx`Aj&e;$sL_-tFN+;S~- z+%cm@IpF1-;wNJF+fFwN>1cG{Nq0S^SGfjha?_z`vKLGv5mTTK^D0RA&YtLSLF4vDMw z#spy1jf;~&QX^ovw-b0NDC3G!P+D7D^u|DHR@;T6o1SrZIdUq1IQQqwgiK|RntLcD zf0}gr+K9wPKRS|aNtQ1PMS(0pP@tH#Jp21uL>ZBzu|cLL zl;*$RXAQj?5Zrr3t$U z0bUC$s2kli0BWZ&lBT#T=z-?PcMXHkWyvnm0z`+LTbHhM0wjN`#?a*Ni*o`fR4|6I zwMFj=wa}@w@H^g1&c;aK&!WFYm-0~h@eOW*T@=U>I+J^@xCa77DSdaEN#k_%TLv_2 zp4iJG{QH*?I{Luuzgz(xBk%GkrgyT8M~?5Il6`k2Xd76!ZUm2T-7AV;duwszJ0jiq z%SLvrSd{5S-kE<1oi!K8N(?~51UTNM;*K&)@iu43XrKCNzt~S)V`vKgmk6prs~F`# z+FXWoZcq-4zE?oVbKL|C$5fCTOvK2fDf>NPJre@ia241eK=QWF`?%YMcYE(P*Ks&Q zj44!A4h@{-J_YE_nN`Q2nhtvy=SV6D^?>e4@lk|rw8no6_viM#SBOM=jh3 zk{?ir-(-D8^MaLCRnUY+(Z~hTJT!%Ji_;lmA%AEn3&-7fAorWDD}@n#?YmSnF^4zv zPC`bB--hK}-9g*N?MumGtGKl>D|Xm2lv}}w^ZZfB+&>C@=!v?%8%bwW9m!^ma;D@K zSpdIgN^XAw_}cE%v*PY1_)?kgBv@S37;BqNYQiR4l~UY1d1wLCbl?gl)=D=WGuf*5 z0`^1=B%0$XqGL(M7Tr1{POnY0R1fT=A`)mn`4@=@7Os%nqNb11>rbXN<~ z#jbpaZ7MZ3eFMuylqe&bM&^kopxy8?9!+1V+~t4y+RCv_;dg5MWv%hS9j{F#m?jhs zEG7EKD2_oZMS zAL4UuK21Rdblk>viX$&7ZNzpfnl>l6T*(K}5>_Jxu^!rYWM_dcqxjoIS330zszmo4 zfWk3uUszInP)P5yjLux&YW)i6fa9($%Y}dS?XLYfe`Qy;za~deb!J~Mp5qbP8FXVJ z6|~=w>HQrClpeel8#!Lyun5pJ2iy}e!i9I(U_hH6Mw>kY0mr#D)BhqrOi9we8VpYn z?H{mtDUN|{#gF`KFi63=5kg4`d8qn4UK3p}KmA>^oIU&X#r>KZ)eXg)AHx>0|Y z-_5d&w}I@nPPVFRWn+!C1+isHAHq!HC%+}qb~4eS8{1o%Z{Xmgv`-1gB7%oyZA>4{ z*8S&xjxUpRRjtH*L-p~~2W{y5;T+vhipZ2(cQ~x|)V&`)!zEq!@c{jm_)thMR8K7~ z8tj$Ifj)JrJ7Mi_Z(M9a0IKWxs8xUUuOp5GZM<@1kR)y}iN)-B5c*BhQ7o}VKs?ef zPjXziJjqB^#tJ~vPEq*V&w^Ak9qUqUc6j)ode-pXVwbi~6H><6vH)|7M>0(4E+#6Z zI!y~2FH$AG_XQ3}h)pA{=MibBZ_njBW#dG1%ZC|oXpznV(`*>Ww%RR{8C-wM%g2jC ztIDB+14JTVMOA4v%h>-2BP{YeJ`vlu z|H~ArPtFs0-BgryfRDEL=rZB1+Y-0HDS0OzycBQ4oU}ni2j_aV`p)n{Hv(&n8=;rF zPrCi79-UH)CS*~PLx~1f4!?ihj)JJ@%w+_-a(r~mx7j0bVCYu)Nl7_(C^Vwr-N!Bf z5UnV|P0FSM=vL5X*FB`DakqB{M4Evc36Cd0fv|696(&p22W3BJm$j6es^#zdR_h^V zGfvHRxe|eIvHkb3k^|K|&!Wf4jg2(WJ#E1ontY^NSCY~^-OaVdkD`BvsO$>e_~%nt zr>b)pZ^sjF$AL}~=)=gL;-kp@NF@Pma?Idq?EEJvVc&f`q+Gap0;E~6)6KBasquMn zv@XXd7aay#ScVmJAD;jIaM*f5*{}WBHA!Fq?TqgsAi3!cBEcQz`YYbgzp7MhND0OQ zLM>J#Dfi5_Si&BfFKK@YPq)eJ0#iXaopQObU7GigdX*FWQ`S=vAnqn@I7b+doqtk$r+tcXZqIh$TGry3NnI z-6h(S_7=fxmGtj_zO(m&^b?Yq%`uJ;e(FAso=ECp8}+$dh-4U}%LwBt^GnA4I1;NO zG>F@C2_^PS?Ve}Fx?VZiKjEM5dpt`8z{Vp)HspU(_4!1JL#Q_>QpNh~FQ3STT2;9KmX$|Vkb8G;+dZKd&1K@q&PlK%xlI{yKd8f zS)TfDf8m>dw1_K4>~*V5BPhNroTQIr!ocFR>Mwi$TXTf+i{6-s2Mu3s3wqYO0dU;Z z7W+TSjE^Mi!OGNF#YmDUFJ|MGV*RfuO`kvprr8`u*!#uj*{`m8J6|sLhiZ9vE2g|3@VO;eyeiFT$`;7J&zJ|7q z)UuWg7mTCBt#mX?gk9z6dNUe|3*SQXCn-`lPUp7u^t>W=ozFGj45g ze+pk5pzF_#+i9vdvMk-wgCmU4mwk4j>SYm(B!+&3m%V-h*?&yHVbOqlVn-=7?A?K= zbPMJ99%j!j^o@>W?bTsy~7)K zTVL{)n+@2nw0KS*d}OWyL}3RkF;yx^S;e=Yik*C?-*FHK0dak{f9|YP5Iv^Sv^ik4 z5|jp&H)XZx|4?ujXW?IBEK8wbTYP#&nlbCC6Ek-1IcS5|?m3^FulS@)U5B8QrkhNRdcc z7CcTYE&RlJYiQ7Nl^JiB2Arxrt2j@ky0t%3(@)9V{C^dz60~dA2Y##o>;sL6b(U9% z^wFL<@y&Hzl$jMxfloZ+T5ab1J@dT8WJQiw`$Wm7CdWNgt6_8{c%{3}1KTu!P_66S zntoJ^K^#c*2njeC#}%s!WTK{u>9Z;+PNeZ_Jf5hy9p^Yk^)_r^RrVxD->v2Kj zX`@bzX@6-%-e_`r%HFg-f~Qhy`5;jlNxQPTTKhO6xTPhQ7+;eWmkCg2l;W^z~(qHeb(Sqt`S?Q})S z+rZ}HOIRT|`MJb6NcXrxdj)h|o)25WUVY&=quf@MX`8wAwoKvveCwhPeV6GD@In@B?}Z8CNZEC22c_r6Z0eTR)oKqL#0=|L zPk*p*^A3PI?M-?IPw^7`$_|z!1F_wN8b1I>$2WIDCM1j?Lw-(68?Q7uBnT@-Rf%25 z@B7Y_t%pqtXqAv}yagqqR(v~kl_93|J&%~SO9)K*8<5Lz>-J%!#@6Me8CoDqg z5~iY8$LEvc=~u{8+r{c(*L^qp4G;eU=UPIdA^2*ru*`2$xv17sUHSrexFa7!`t z)wfjBP7)elWPef1C}B1JuhWH7?M|!YPW-~noxDtDo&quAOi{gcqYt-{3<_KfS@awq zq=8=!f=Y*=Bh;~?4=S(1{Js`=38NLnHZlw>(gY-l|b8FO~#hQK5w0qatYtzanV}`}SB< z-GVy_zxR>up?Rk7NSd9EIwgdd&42nKbH?Rr5xDN?Z8TL&gp8z?7;zLTgc+Dqv9}f5 zBH9iDHXvA@!-Wg6LR%nKLSC0}!1^EVa^ySfio5ET(>de3U7|I^Hmq&>r~+~Y0_4TmbwE}VdF%ag+1?ydwi5!HJIhzT6$ajUgs c9$%sr*^wV9N#s{b5BK-~0WLx{XEO>10Ag_S>;M1& delta 164557 zcmV(@K-RyznhL~<3V$Dq2neEiTxbISVQy}3bYXO9Z*FrgGA?0mZf|q|biK>6(%*i2scfWLx5`S{&wr5q-%J<)NS{1q+S|^t9f1`Qq|+VGiHZOFzyIgY@Biz6 z{rsQ*^XJ$7^Q-*)`tSe#AAkRk|L6a`uY2C5m7nr+m%F#0Uw=P;e=Y>AT>aYDg`{0q z`}t!sm+X4owXKF^udBYF8MEy^Z+m~0Rj!}k_L+Ep-1nNi-|OK0`1{u8oSm<^M!T!M zo4;`PtJJIcFWmK-TvmM5Ty6Hc{d()JyXlW#SDkUWL$9~YyVbpr^tuXd*@u_;*1^K0oe(Bv`wkEq*lN4J@yU*te>fCoJEd+br?*iD3 z+OO=+BHMq=xsGUEwuE*1r^ek(^sd3U`iif!Kf3q(JKdJ;s$&%w)n_fun*QfhO7Jw2A^w+YIB)iP}Z{QL9w-yekj>VN0Y-)DtdDWlcCk@eBmet&H4 zTIv|wRb^FXexP2d)4xO+n%=hSUcN)_BZeDvURAV?R%KWw%2a+Y~(es zQI>zIU$&|BOcpy~&6m7$*7muCX8U^dzFgG$Je#7|`>M?zETYoJ-sdvvZJT_BVEO_4 z{e0c7Y*iQSzWaMiWtO&lFPmW1Di?11?Fuc^*?*t?71?@~+xIeuaop!Kb=f1juO6b= z##!#Ncki2L-fcUN{7jp^4`pMR%X{%hI89Q)tz-@kwT`|Z|+*FU_@&)PPy z!|B()hF{5f@Yk|!wB0J%bNTEqyO^u65^EPz{_l$S%ATCAVE5H@k?iuf85&>nZBM3& zdZ-v#KNz+eqsocy_9doQT~zIG9)0MG9zRs={_DHwc1!37{|M%6h|RJ$rs?ny^?zB< zsl~uvzRUNp&BP`A`TeYKZR{gtvlY9}_ow*G4Etz?e(iNO7=Ji!x80^C?O8u&(7w!! zm0NrJv~97oMrIenU?DQ4-dBFA{FlA9tvUYXlgyVt`5=*xX+QJt*PnmC!eQX$&o9v< z*YJ&X+b@`UK4~yl)#aL}oJ8eXy?^ zSGYF!U@x7MX69{$k7m~1)Q(B=d2e*R?*&sJb{|I%6+52h^Y~@h4jx7KH-CQLyuwpN zS1-{~cE;?$kC3e*HpaI2J+^rYE;EZ}t9E?MxlOm;zW%17&9{3mrS@irrN>vAP8>@d zI@@m}?#&+i+FMryOLoD7Q4(VJ~!-<4uAXH-(R_daDmKB_}x`I+iQ($BE&Ik4H3dw#9}IJe)gz&CFUk zx~-a4w)aZ7{uXW&2|r9QS4IWv5*KXPBWr!dT@wbK)t}wGaZ^euTJzW%v-{iJ?-Wft zkFJ?>`E4h+I61bH%zwIwsyBDG)zCl|T$y|OUZY<~DvV*r(Kf_um(7tf-IyXf0p(p{ z^9IZgxcTDT+sz%%z+Bi#Xc4k~i)}MYk41NhndUyunKEak+s^hC9%ehHY=dDB`u0sc zY-84A?9C;$=Tfhf6+4T1xR*V)xDGqYyNdT>%V-8EZp{{Ljel_thMhiJ+!u z&wEx|lODG~~#bDaGS}wB3U(~}etyCjzP;QT+&##$lXusH9)ND74RacDwjk68Dft!!(u}|2Q9ZNe2AS3-^F~Iaoc_V7`WSV=MCbPS1BD2TSYAhzd zDn{7u`YIMBxU8BFxt_??ZqHtu+B5(5_piV1;(z8lKmN|^3zABUjff{XPUvg*zpk*= z7VnwaJ&r-#KG&5p`wmeq&BE^Ou7;g$GhFva zM{IYcOtNr#p69R%PMr&Eb2m`}b_&cY)f5dexWnR^<_@X(oEMS%`+zFhk$4F1j-ITL z8Gi%YS*6Ao+Ec8ej4FwS;t9NBK{x4?kl919VBS{b-`_uRmgD7#;L*`ne5?5*=HI>6 zlO?{kZ@zB3yPWh3y3{o49iOt8VxHs!{z<(e`!~#<&y%6L`R&*#W>;;O9jC^$n)|oK zesr!aZZQ_XeG_vPOsT88Y1((YGhJ+9x_^Gkp1Jvd*9w^hZ)&cV8L$$P&N+F%u#rgE zEk0$2tV{`?(Usj7!<07322BL9uj4{CHbjCdqOB21!?dEsY?A3PPu`aGkxj{L;x6B~ zqAoK>w8$Pd(-MA*so=8ilV&pmVz+j?c{G{rt$kF@a&__V@83WCYsb(27ds*(KYt&| ztLK+zA3XJH$G&Kq&8*&t6)}xaH3ML3W~~($Z!y%>PPm9Rx6|$-dq}OHy-!ld_HKO4 zJllN&*NqpqQefNi-HE0hEndhwwk;~DYx|iU=`oX-LwAg+8Rub6TpU}w!6Lteg0ko< z9?D+$m1kGkYFsPSz_v%-B`1o;?SD7{$f`#y?W^)Yv;`3O%F@W4Ifj|2E<_IQ11BL z_QU^1F}4vVUW(TVIE9xKB`|`1JWVCrrWj%n8wS}AXyqnXJxAVl|7EuxUpY~*L`JXu zv3)l@(_8K5R*}S+scbuJ{(qfh0IuUh*lP<-hdFD1!duHXet6?Ktfme5ZZB(?sw@({ zTCisBqnjK=OMS_iUFM@N{Jg z&hc~^o9A3VkxEO+^aR7n-`ftkW4D-T@9K{=?j@4Y)DfdH^Eb;P{aRiVw0+ISm4`_RmJ9T8twQW*7wwH7j3#Qm$N~zSz~5-tC`Il>Yvv8j+?e+4)5U&q6>c> zqNS0tg#Z>+$F3UYSYAt%cB{4?cgUu1*<(tVY33-Hjb+cWsk4vjnIRh2b&EE!=T%qS z*qTvy4X26BmMQ0dzyAKmKkmh*^yhz*o*3`3e-)2=h+((5&VQoR5S60oQp`)Wv$8@~ ziv}1dj!3{(_UaUWrrKVPK!B1g!QQ(p%bcltg;um+pF?tTG!|sd5MYD!=`?D<{)LO2 z+llV@Evh^&G9A?}an%d?GQUE5AHVU}sTZ0XAIj1;mIby_roFl3kc`!;y8inLC)v({ zxoQ$}5S>KCUVqI_RaZT4n#gpvdvJC}$azT;#$0++b|qwH{Fa0aR2gFB?YnzxZ_rBl zo16?1i{3nve@>x=kfTTa*6#3pT>*g5L(;niYWj>fXTeu+bG(ntPID0ZTC!3mwzNR&mZU6tHqbar1w-8=#G1J znZ=!#I@Y85rZ>r;?)u3@U-^aR4~iREI7mBkzl}76xrT3Kh(m5ymmeG+X#M^na?Iw?4&y%U&;0YXce3K8EDVkzV{0y!Xnc|tETku#sj55hC`#7~!P9p|s6xDZmosNdhZ2jM# z-+`mZ*FX091XJcQ<(=C{!FrtRyy@FG_RTiLmVf#*KRG?%H}B5&k!-z2lFKY|$OsU$ z#B=p==f~FiBsJ~cTK7ZHnt6?vl>Kd&%z4Lk5W)x~$M&S1#rzaisPnkz<%u8{nfbc9 zBxQ$%(|7)u{phZ8^qZOEI}V8bCmE?%qnV@c3b(aMf?03cYm_NlqySG?!B*RG9n{4x ziGSS5RXIMx{-a;V{UZI; zEifN;?60Foui%Vob}Zi5>`lMdV`t$*2-I2?mxDjwuE*JqC!qS2(H-faQRfP3~4 zS(j>y9Z*x0CBCs!aQgZCOZ;QI#mGOR;cC$`k&><~UrTf=pi)J#3~B_H@VJ%!ci2MXU_6lCg;v;cPwI zVKuzgC$X9@Ph!<{uN^e^3fm%byfu*IVp7r^i1VD_O-8SUXs-7%?f1-Bm}B`C*PAG)eA@gyV^x6q!!_ufdC-rxU2CgL^L}MBXVRW zV;Mz{4c5|?cc-YoRk7o>T{~c27At&mvS#`MuVA+|G_~eYWN&dL%Vb-EOn=fb!#7kf z#C=B%o0%}@vAd&69Bkhq;T?g_43SrN-UDWq!z`^|huPod5p4!{gLH-8Gszcxwb`{HYyPbs^P`S$^lI_6ncj z!7`L)Hqws~xP~H_Ov)CfR)0NX1W*EHE|1&uNdaZUD>>^A>hszuv8z4TNa=d@z_{To z?pJ|#?7+SAI!FNv@QX_86-5TZ7GlSvAS}AOqy9yW0!-cO+3={`A?-M5OY3R2cy_Qt zb|*^Xl<&+PiYu{4x&?9SKJN2u%t-cKBvP=;sDU8HwZEkNPRXg1`+pJj`bl5dHi^`- z$xQq3+{r4NPwcK^cg%ij5Dbv59bvq*`l^jUy_%c}Dd-05gJs zX#<Fnrr;KqOlZ1ehBagM+F(gr}o5B=a_OHytD zd)tn#>4S~c#4wrFAAb=*nQU3mDOf}hbs;fbGv(B5KVo^21K5H38+I~gEdMYMV}4xp zWszqfFIh!(d~Elcn)XdHfUHgRn&4xaRX^*>$)X@ zNtSqor-zoE>!^I-IOFQ>_?T>tF5$l^zS$j+&?&yn1NXkkG=FS&MgfDgCIPRxdbV64 zvO_O*VT$=U?+!#YjdBTM#hjCE{)+$D0;egp9j|0vp8w*JZ2|a@7`vw%>b?l5=Vud} za`L-2t=uH60y%h%KI7MHZ%SehpFZ*$CRt@3ga*OQ2t~czj)@YyZSBexS7>HMvP68U z@5I>JP7)NWEq`LWmx+(NwtaA}SdWSC7;`P=EPL%(iV%`_%AEqp4;KtuC=( zL?^x|CUU&^arS^^H+M))H}!}Zp1Ur#t2`59qRf=OQ7A|XulJgaLWsnN@ufO7!v4#SsrDksNhNtrfA*i5Wc(ha`L$m|3_50U3Rm&CYAoLa3BI?v0=H)>2 z>iOk&MH+w-clj*58(Ru8z@Zj70GHv%Xb?R&@qb;&NULMme*O9Nw74veeEc3-a%&!j z!{KPDLHbw<|KJ|(8W4MnXG+nGoIULoUr63fN_XIBn1~)h|u^kb4~UToC`3` zIDfllld53;%=a~S%l#r?d_$q% zXH6<-iPOZP?Gb8>;oW7rlNTzrrEJynw0}(l-ySKMppw0P)e8Y{B%aKltXJu;Q5pW@ z?cc9oe*!R`Z~X9vRH*EPmy~)=?paVXSJX8A{`r+l8gKmY#`_aAqK$vQ|Ni~`*F)!g z=f~eUwdq|VwTEuy9RE5_q%BVmeKyP;sR#21#?-Whi>7Z*N$J}zDA|}|vVLz-7GX=lS6gEvC6nbYuR8BvVt-xfbUA6+he&q_p zJ3s!;3s*B0)!ZQ);qPfbz%`?iMwP0q`YE#YNFdmb5H|ZjCXpAH)*?*9vCBk zT6@*yKz=H^&@bI$tPfJbynu~AA2NFe+TCS=;GFS%aKY~>t}DUKjss_pKa}B{NCjda zqV1@xv~!@^5toN-MGO~1Jn-TE}t$)n)+_fAWzC>^SD4*xZC4g z{G`z(hR34|1LwL;mjonKb3b8TZXnbKn7Nqog%)9G{;bi_7OKm2WZR#*Ts$;8c;NOCu$JwxX>o z@F~*d+6X5-fH9YTUH3T^xFgHG6?5wC5FFUrv`<*XJX16z`szd&C4%1xQrrt-zaFRC zjtn;0@6EK$2MAnAyNr06#TLH^s+C5>HsS}Hxgqz*m5EMVQ()_w`)n;l3)IdVDCC}~E@{1Z*x z*m~P;+94~EynSk@l+yBJVCO}p*oG`&-R)`8YmnZ#t++j1vz!0^{PLWCZN3DTb3kjY zdO~zI$JmL_Z`W31W7FFvjf7NRdjwWw(r>}608+T=;c}TNt+HP5wZGo;-=F7d;`Ps; zKga2|7&R;c_`EsAA2(HRCnlb|#Y=r^I>usO^no`+((>vJbAQjF@dzE!5abOt{~G;m zlp~6p(Tue(yuRfUvu6E&>@h%~Y$g|x3>;G7Fwdv-SeF6zZfOFR_#{O{x`LZGy%=~n zT%=kQig*!$dUQ2ui_?~0vtuOzm>89N7b$X3g^Mn(X@9n~yTyMlw8+3Zom>G;zcYJR z-B-CjFpWD5GB~q-3l0T~T0;>Nl4-HUtU=(HOkx)=P4V8O?-wzD9fK$7r=1xxIvtln zXz;++J>pYTs&QS!18D(qCVO>Vx5lA&9>z&(v`HSdbjKzk0)~7-9Xd+wc}BPFUe{0@ z9I3y6THF6$rB?+&uN}&7UB2&*Ee0_gi@QoAMWv@O8}KKH1?dZvKt0Vw|cc8ksu9dFAi0#12w-2@!{ zUuf8TB~%oZvU%JTLBHg7P0?H|hyMMw&?Dgc`Oc5O^CI|BfAM+1oSJU1<8%c;kEB~bSbyht+bJBk z?UY~7W{G!x{GF5L#@q3Que2j;^Q?ubb@-`U=pg9{8=&lGe9A8A?RvDIwL7%Wy&E)M zo((!M+s?LvzodZ>sjO&EUS=974@u+>0YmI+=uZTHP~t6J9=h8Op3zzU_sImZrg;E zsya^g6ryK@Ez|`NH_T8(iVX+0mMOrPX2HLIKf85vvNTs|8@9!XMXz28u$!RmJ+QG8 zM4y_b)yZ_X_|64of;#+WvRip%MS=l$J!U-ZMd$VYuzp|=f)>K`;8KUbPg|DwIp8sJ z3ha2_(YZq4ehb9|s7>=Z-1S>TtX;8KR1>Dh+6zdtmf?u%?I4bj^<7TyidkBF+6y&* z=t?kOqXggMV9K{F_j_qwE8fNV_xJDP1mJYKlumlVOT)vFwN3LcHb&+|8W(Q5N616~ zkO&COztLC_pX)%Av`z-x*2DPiJ*@NKU?u=g&!d=$0k$YSLgr65FR4@VZ9@^1=5&T8 zKs5L9r5b5A&ro9q>yl<=yripmS!>gO*nTTTOvWHCquzRskU1$cLULQuRzFS0o&MXP z_ORGm+wLaOdkbg+vdSX=KF-DT79p1rp}c%2)JiQ_{g?U1e0f|}P}=QwCm5XAmTo!N zU0RLybd$luBw0g9WQIpO+jMyq=l*5~02mF~nqn`^lFWuBYwz66lM=5%_((Xn0?|S2zvcmT(pF|`{qNUr&uQgLPzq0uX^K-O7hJC8{ga)CqmV?HH zT8vg(zcce^yU-$msk9sLEDb$dT{^mfdPlHs3SPj>lviA9$ZKfnZXIj)`Tiil<@!fr^(a;IoF zscZYgY_~3`_(cjrE~L&ln^g9;!)`)WJt1=TPTehb9EW2J1&7;df9Rad`UWY@ zpM&`;(Y1-eSdmuxePXaCq;tCG1{U%mdu!2=!B^ae1qW6tIu2kN{FAg*@%rcYA1QEO zHHnjfA`=VuypmeZi!QV?o;{PFA}W7)eaK2o(cLuT=C|+lY2=`%YXlJv4$3Zq1n6en zOOPpD0DW2!1{63%?i86DE~&{zC+Jmb3YRtmQL4yh2l6Vm2XD>&mFL+}a$n^`6=j<` z_@EH3OAFi;ewN(u6^BC-o{N+2n$lz>M1=Xm4g)-PS+RfQ?niV! z-!wXNvZXL!s<{Mv(*+Fo6YB$Hp7}xGmg@s02GSls*zoMc+E!8&BZ=A?{q|Khwr{8V zA^&_{3;m~s3GLd!2X;|E>`e)eMz#x5pl(6>`daekJTpxmEp z&gu{8iMC&R^x^;0@CJWsj>+>k zC~ustfdi5(Sr-^iL9k;j?kjI#Q?HWTDSsVX6_Ukrd|$6(n-2Jw?JUph!z<>;E{ga! z8NMaWym0A0N@rGczS{S4@{|J}sF#*e$V{YVo8;a<|(2+5-5iBhJU$@t1b%Y8eV)Siv~yczxM$a>!RIh|Mo z2eHliu5vs-_@2d+= z&Q(T6PdJ?<*~-IAkMZB$Mr{3yA`amVMN`o(5*%j znrMpF-j@(@0*1|>+k0w*Hk1fgItVm>DOAx;K|LNT?!2L5JR9kZmPd$vI1fI|+`s#Y zyV$Woy?q!MGkwafUabi^ba(v5b1{p?0xABo+CgM-J9lFJunf(1=PlZ{>GdcI5KH|I zhDL}X+B!aUg|uPhjw9)y=z3dFbGdh1%>;4KMX^ng2xbJR1wR%b-usF7q{Lx=`ad6< zS)d^fA)$x&w51TJlW$z_RrR*e_n@a@S@iNq9CFh&Rq_j*PDGe6OK5+WHTIK~=Pd#a zMo!p4mEz1n8_BY2S3iR%>0oT;oyKeppWkqB-;CmTe$IS*P5U-8do_a)AejC7_B8LE z_qVSPo9$#xdvK28S!fcmdqHl0%~$c}w58u)PdsUeF27bk*u4Eo5Q z?4;-fg}rEtNf8K)w;V%FlOC2gd_kGX@}aXqryKD98j z-zhT1ugM##Dr zxzKuf@6#)DVy@sTFL2aJTQ}yP7V{cHep~`xkMZ*umRjqQ+PGbRNlXfH8FNa?hfllj znx8Y@<`Q@Ur!1M($+C>kwuUKd=brb@Ate%ba<*J?tddso7l{5KG-N7FSLzqk8O;jG zagPUcE2_r(CVCR!Go(hkwMkb8q6r3kXPrDWcgq_tN(xtWSO0kkJ}g3-k=z4Vv3LKF z89{gwvhQ#U3*v5nc1XxT`3geKwvByL#EOLcMTQMfe7d4aW!v_`6n{Xmt;UcN8gnNn zTN15T&uo5ifXMoQN9o|m4|a%>j!G~mp|9|#0Sry2VEOZM=!1iZ{(ch!shP^rR%-Os zyG&UCd+Vz?8N3T^d+zyZbp&O6r_dH?_>Vq)ZqqsMB1$5E$XV+HR41<+S2RJWNiU>R z55~Pra8??P?7_sO9B2TpTzQ31wy9c}cOoNY%!yom=Sc?xs)2TQA26=d9FitESU{>V z)dNwhFXal#k`SOHF#1{~ie?Gj_F0_YLjtJs`6;U5s5iwFr*s0gSa-pi6X& z%cNPlrR+a{$jV)5M)KB#W9#e^W>?w2HHEXuL>3fi4T}qB+ZL4J?Zakv#HwXi%IC+= zG}js$l=#w3W?U-6a8&1AM4420;_Q*nx*p-a^bl;~jL4Uo{=A0p0Nc5Nn)VUG@w23* z!lSyV z)%}^SW>z*$Y`)<`FJ6sSNwCHE3Y;<>7f|n@UqV)V&YN~*lSdmV zgV{(c>*(^x##Rbp!VXNk<4X2Xgz$@tNw59kIxu0wArT=xzby_IjGk4LDE#JoJl|^m z&c3yO2c}tQ9hXxtpH*`zhSkYAa+(NC#wU+uyY9|ZP^EcIv1inv0`Y~6JgH8VfrWRb zj0F3kdb$WRTV9LlpP`=oGOLyuUba=y&Q|ziBAPKD5mIyMi>9eNw@!6#1_77T@N}hY zu4syTE6+Z1BQJ(d)1o(M$1vxb0L%H{JGNVYo|MgNoiK*ix&JBQT_0Txkx$AR4b~sp z7znXv3K^z$l9%BI#pE0aPusk7;FKGHc!1C>k&QYHkv8fU02V zARng~y~1sVT@iwWU$jd8A^~|QFI{bZ^e6u zjV*4E{&Ag+0Lff9p%!XFbRYyV`AhHx^9eG;_LEgECx5ig1UeR(le(cqS8^7Mj7RPX z(i?(n1*&FWl-trFdF}L_Iq2@)v|zT^6mtOibuFh)`g!LxN;@?MWsclFn{1bQ&fXi+ zVr*x-l{N_=22N3_1P1JC@VDgDmRTi=FfEL`GD`Gaxmm=_FNupZvdo7oP)X+nQ@h1cFd7HI3F z$E-V2v5oN{Q(G;VI1y*J1$03i7N|1=@Zq>f1XbZlH`KkHI()NWIAO$W zJ)IFOQDwN<+h6p&mV(|rU^fi6p9!^9dVOKLp1sspHa=`oK-NP2AYAq9zwMs82(}tk z5`PpP!)s}5-CN?5Lf#|XQ(S?de>oI9DE9nLM=a}X29jQJ6SfxnTYX+W^)7_d2kQQk z=UlV$2rDP9mRJ>!dR*4M2|ziGX&;FRKMiWPsU%4xv-2@CCHHEY@|+`DA&|}H#3yHx z(*39tNaJ<>C2ca{WRP+R#d`V$e5|X>)_?2@gK$s2RqB&3%9Jxp z`teE~HR%A|Cy~e-~;?L5grVEbEO{gJBA_l`DjPfO4n20FD9PlCkGT} zQgdXOZ|WeLv$o>-OzCBgng%EGweLn>L?SsfnGvz&L%7%B1?jO8wk%GK{$k`vfq$8c z@fys0Ee5kY93W-35a(R)31~Jh7miwGq=wOXh7$|4V{GB)G6QMW@=BSrZofoBrgvLz zz0CxwPt)*ZWK4c1!#vd2=A=iq2Dm}hTq_(tD=Yi-SKTrN1Wmu5In?kV&MK}@yR)+& z`W-Ubk|CsGp4yO6n|pU57aWVkV}DG)yFmC$im-b=DY6O_N#}K)loZ}rA302$qS6O; zit{;gUSKI7f`~ybD@6>aytFc4zdv%6An2G+zZyJ55m12aou~WXv6jyt zSb3pM5ect)U1cRPiimYuH*CCx7dErD#WR z|BCL+LeMxh!~pj}6tZ*JAh~SmD1@dU=@OW+cqzt)^35t)VC@h)^d*fTPNtAMu|RDv zyjF~v2#ZfEeV;`J=2Rcom{T3+_!uNwYZIN*iFij-LU!|jvPNS<>hND3xkn^^nEgjT zvtotDh(L&rm>9`+s!+Y>wtuioQM8-8e>7r;aM!6UdKOtFg``iJ?3d2$bj3*wo8lEi zo?fj=XJURY5TwuiatBlAo@zwJ%G=sFsyQtaqH2$)fBpUa>)|UV#)%Mw+q%pC(EHbC z^d$yO`n;LIlUB>=H~ai})^LC4T+E?g=@xY5wf0DK3mp!nk6Z#e6My7+O&Ia+{2bjB zGHQTH0W&xbZl9i86ku&?q~z@p0(@v8?i|{Eqp#W*hP#1JUym>t&i+DGom`u^2O;fE z34}ISnwb)xsc|~sVI|o4odY6ZiQW3swdp7Ux^x6jGR<~{GXubWiSLOcP|`F~zen*( z1DOR9&m)A`ryu%54u2Vt#8Vf{H>57ec%7K-ju1=s!Q7Nw0Vo#5>YAYnI?x+0f%OEs}ArgQ`v z!Uwv~Z*N!fiBOuUw}g4H{Efs!_U(+7$7RI}e(cTmOrFeyv48t(Gk$N=i$1j9hMM6> z84TOXQZgBp@yOP0IuDoL;nXY8aQBnJ#>FXj3=Tl(Og%CU2k$axs9xRyjBfb#!bk{s z!uK}uR;L}ic|}5PTo$ihLk1jN=%<;VGcT{kV1&o(YBZFDvjPO9HmP+n*x^p}^57Aa zCb1jeTwbA&xqsVk9@Lxm{m&V^V?XCxKmOJ^*u`C>{DZ0N6+jU-TLsFKChM7loH*Q557FGj#p=ptd30Luz&x)F0Ca|8@_W-V3#iiEYTLa z!>1TD%6^BEP^1WisqMLdyPjknFq(L04y86-vEEZ4bv zS``REOn+Kn0CilfPoU`HhBu%08%xlfRYZPr($5}+zd;v^7lnSktNL8b?g34H9K70d zR4B5ofu&P>)}4=o&Vw;NFruABe5OM6{h4uN3z7*tNDqg!>j7WeEowVZ9#%bdO!&N_ zA(BWK`1dCnR8~wI;Xj%7euM*uIgi$$4_@42mw)a2Qfg;{2yz;b94XIe+%6q+KvV5G zN8XBdm|8xp6BWwhlEO{8=!_x4g^R0!L2XMfzMUh;?m`Cs%za*ed$xCiR5@e!hewQIsQbuoh+Asq z&oM9!TgEZSxBz%AaWNZ6%yCCZ806A(=*Oqw5?bf{Ij2B5u_$?p+^^=uZ5c;R$_`4g z5~IQyU9SXoF*GU$dsC-?9|TFqm!oXi=7enE-R3`bOl)SYyq28F|{L-Ah8Eop9^nwp*v-+9NNuz zl1qoVFq9;Qd)_d4ECq@;pO6$H26G5WxkYL*(;AVFHaKVn+Ph|6C#~O?)*DN(lz$*9 z!GC{}mMwbQX`R74l>!Cl`3^S+N_Fkr^j3p}WYVDCF6nJx!_hn!LR`|Nyij+xAxtLk zDjIPP2 zJ$huLTSg(K!)DV7QLzT`l@=~*9)`*fjmzLc(8ER5NQ2$ALlW+a_Tf$Ow?VyNtw&!&nd?6*K z;(W!AP+Omv6|(#DN%HF5gMXmcA8d4fTp>myAAnhL4z~Q{f<;$m5^O3>xlAevao;Ubx^|pIm+3(Z2QjmKK5I&d^esN7VK~qDY5K5& zd`q-Y8p>_=b+r${&6PxR2-jVtmB_*^8o$noiPw_YpWA^=?5L-Rm~Z{~TW87_fUxlA zCKSfnr~?`<*awkeI3(vVSfP?KCye-g+KuSF%u6>*J*V(GUw2eQos3nm-_u(YuKYDz z!lBbN>lM>j@xEz1`hP(5uNJNXgWihvEl^f1BVt_>j%aOt33lvzT1_EtW<4D|ykQUZ z_5bp<_;p|-|K|Wsz`F%YwJ=A<6@l7+XyMKPV;wkRrl2dvS)yW;C zBL%<$2#qumO&t9E++r}M&=#SqTX^~l%2w^$Cc$~h}^|ogXSKZrx!LA9Dx?pwK zXF)-v<&{9FcYi0i*tK2xu@3FVskNH6hwVItJ|$f?8-FxC&s9#2%xTRYpg5kV+o#V! zJjEY0W#X3?&=A4DI{`(^HX|cDud1%JxoPDJrMO`87ZyIM_oc+_0GM~i(m~Wt`xq|q zg2iqr!Qz7CKCXtgbvcOBIUAyR(GHB~4Gvn1!ox_>{6O%4t>u-_%38j`)yy8M1xZKi z|ABJ~^M6SNrs{K|>Ka65C|yWVKGn2Zf~=IJ6ugd-pYCK*^EsJtDG1C|V79?8CmPh= z%nJ-h>@@R_r!;p|zyfz_gbf;aD?vv03Em+DaVPF{cZ6Ns{jO~YJ!Xet^p05`=&GxH z9An6?uE^m9+u-T-r+KsX{6Q+7dg{rKN5T-a+-{x-AH`{r$xe*RVbt^06sw zbRC9{#MW-eH|~S2#d&H$#YY5iT~lyJ&RBTCbe4=e`Gz?b&zCo*9p3r7VEfOu0!N(< zPn&r>pTVu%=13WX({xxQvlHg?LGRJmmJ(pg;V5oe3uJ@}>OMF=L%6E6a}pZfHAVDH zoqu0+P(%)vzF|{{snc(xNx_c@ zgwDOh_-JaPkOU}u^?GWIpreNL9xMo-Vt>$x$%gw;l7OQlKd;e@sIa9m?vRSqN+D)N zx^sYd#OIs}=2P)AD-o1wChQKvI$Zux6x~7VjuZmz^R0oq%S`0<`SM*Bjag1}o@!yf zA=N^skh-qiAE2Y!mXqfrqvD2`D=BR4{OF7Z6#!&g%n>PeMx4dnI?O{1H7>-+iht^6 z=GWVW$rV%6+V{U-zq1gMZvcHh^PF2ba+bbt7v@_9_m)?H-N=U4a!|mtk z&8ub^V8a3_j+GPl2lYR+3T^|RSO{Un{+Bxnt#eXrn@z0xpWqPK|V6zemUtIL-5#9SkvPf(C2rw1Z*rMoQ zuuXMD0l083wxBSWcSr|T$QCqA2Q0F3$%@&)&sfvqO^LB!C0J&koS46{w^L{&hsN{P z&o3d-@OcC^I9H0Pq)SUYz-dZcFLhkO_JEq-(Jqe+#_f}vpEP#$Sbqe@c?;Ia!aHzN zaW|&)wrqfMZKs=c5j1t$89R1~RzjCG1+WmM1&v$*jWd-ra{08_TvsyZ($zDWW!qy% zF_2w{t(ys{xv+SuOQsn?!BEyCTWyQuY>{*+adVD2*A`UZP%|#Xp(!WJMRVP{OWs~% z%=~BE4O5h3r5l!ReSgFAz#98Nu_n8QK$@N&ml0)NQ%1LxV0H^3N`$??dwt`o9g;u#Fg3K-1nD&DW`@Y8>_F+{#wV?oJga z%Je2Amvq`eTli`r8ooZ#Hvmm#t{9zQk~V zX4rYwp*Wv_6g?q;kL^flw<#dna|!#AF?jtLDObmV45DqP2Djp$mpK2PF|r4tr{P{t z87D0Y^wH~kNz{K#qkOsZLTwd$lWB0~(>@=wg%C<-SdOl|61I5zRMKkT*`Vz6xl_j@ zyh{wMC_ap!YIbsZS9!>=HswXS@kVRceA4gFYe~P;oI1l(p}o77&#XZ>g7TZGuHTxV zYyky^UmbQ2A#Yr)~JT0I$B5K@Y^(kaKRva#}-*0t*ga73CemSEhU zLIkj-9)o{bkP&g~Jm2cM>kyiG{ovH0-znu0`WPUYT4N62b9e|*y^HYA+ibJ555phk1Lg# zxl>W#`1|tfPWnmWTPHbv$-Xpv>KNi%yxOFFQ1*YY?mM0}Gn1ri74qqr=UDLNp+Jz* z!0qsv6oM<$q5|W1uej9J=`@rX6HdLHAKaq}!BFuT=<|9rFV7p2c`-!=7r{>H?uy?b zi!g(bq>$peN6`)#pWzi(h3*<^ym6IN0T(wwXE0lbpMC`J93hn!DOh27BQtNVBQ?JJ zLyUg_oI1W1jIK0_Gehj&`8gnMXXqj=)|5VueM^&@xrV{=L{s>fw+t;nJ>G#t zD*O|s;(3P9=*7vhz2S3CPom4aV0V6yso;M){BaX=#?>(C@6A85W}v>hY@U4M-8}v` z+k%g7zQ&*QHu9Yx-gyUF$PCF=?Z^6 z%kkLh*3~hhPV`-8e$rgcrrgVeJZ1La%cf3lmr|*6u;IXjnQs>piAwMF~UvtB}K|G zfF?ATr+oSWuNcYVo4V_WZ-TU$`-Xq?r@*wqzu&p52Pk*#i*-VPxE4;)Y8vCxNg94N zjgd>IY^_QcRQ?|PlSQ+4Ox=ognbYU^>EJ87huj!MkCGDuF4?o&vlOq2)DIs!YZ^bv zY~D}fQY9!EDeH3_R+~bvxS98-nf-Zvn%P;rcIDo{@6yc*OaOM(5HivHGtYmgv|#2# z)|SjRgAwRS)D#e!!r)7V((Gi|Fldp-I{TQDI#)~Owl9wqB$YfV?!}!_O6lLG$UFE- zkpXi&A0)FIadly==q)YY-bh7PNJfj1|WZ+O`R%P|}RYZUFVnUMC_6NPG;}MMyKL#Mu6-vKe&dH};KY+t#$bg

#->byFv*V|t`7Y#_bi$*1k)AHJHoYu zUfDbaJK_-lA>7iU!c5o_MK6D>Ct~%cUU*Z(f7GD_qmc~u%OL{&hGR<$&pVm86ZvV-e`an<8d_G zKtloIEe9kO2Oem1DdRB9%tf^*qe&dz;UK8NNaDgRb4wkd8;#kFJ(`MSE`$zu=%5N) z+waYO!#+z@G`Bg;Veg;=GdPuYylcHEhUX1IF_3gwsE`nw zmoKJ{ntHhd`-Tv%OdX&KgU3h};u)%{*_<`@mDe?^eyz9A=Gw!JE>y2*r z-SvJLAz%jdcaSSTZ!lI;*v)27T}i`46SM=k!J5giI>~Hnf5qTH0Zk zs!#p6q)&y)ciamAe}R@ex*Pu16fzQ4LTiiSvcf<$e2OcKqKLV_E?l0}mr&m+u0ptc z9+M){8q-(fYZocbA*C=_{lXnG{degQZEr}2vNVKrEwpdqFqMHtf=WFrs zh1P12$BBcqe~VM3zHta|m{ztpB*Tz=!@`ii0_wl+@J^TuemB)pU>L(h*|l9|S1~6& zAwh^Jr-@PY{;!$e2{iRqwx`k{Yz*O|gW;6us9{{u>64`M;O85X zY>O`sC!QIY3I>3Nd4xG;qR|j&(~L+c?uF?KI*bzxaX_MorcC$BS2DV?giF|b*ls^a zm75GEwj`v*@zhELeg!~2m~_W|vZJj!kCJVon2`Cr0q4O}%EQCWvMU$Aii8%>XJ$^I zajHHOf3N5>UwJpfn|hC%@0{Nunjgx2N8CU{5<-BAQaOgGtq1m#G_DtGPCA|`z0rUV z+f(V+nJ)w21H=o>GtWQyXhZNLg6CQJ^N3ii(Of8ZS7=DfBZ8YSo3M`%Cd3mazajjX z9IVWj)4J5Pkp^Pe68=qt(?e4zuz=PpHyhKYfBJ`7pa+Yq!334sHJb~=NmgJx92}Yp zXUxDA1t@b@ykh`V23Vn289?*H*6xETR$8p>B3cfDCg_Sfg%{!J9GPaeTu5&85Xk-9_g0Jxb)al zppQGXE!c(LfJX1Wt~@RaL#Z=l+&vC7R`<4vsjM$#Pa~5VP9A^FICD{XPtsg)=Ggl{APfO(0TpA6X+O^WJs3FueG& zYy()%5~O1bJhOj`rcc!UD;+?0CV2-xu58(y&rIeI0M&wmAf*;VQiyJbLVGDd)CdCx zbuaYV|(}^sJNBsJd zYtw!D$+?(DuoYxk2uCz`zEFQgkc2wK1g;k_ZAyaD{AdS1l&{6s(!X>^Q!nioCA`$s zAlF;kHBZ_sT-Ol=J(vicQ@qL4aFDu8&4@)9;OCnr&y%;_M4SbQ5^3~_wq*jnv6rZB z9}H6tv?70B>vT%nl0hj~2tb;I{X}JLhISYrv2M+bu!CEkf#Gxf$>Bc;v^#tK5P~Q^eZ$0R!NNhd2_6Ck zS3@t8%WhV%?+-cNf-o%h7YqSjNBi~n?dHFRt0{jMPv<`WD@qv-!~E>>tfCY=&8MDu zo7?p3Spz%8SI;fIfDj8Zvrxwl9~T>^V|a-d@Uuy4mK{B>gW%h<5uGK5&R_p z%IMEOsZ)Y%Tm3VK@p(t*Fp|$*Nl*>n_&v*`EB!0zj(8{BKCflMZSkysEJ^hBN;=-0 zZ|bulwCH?EF9@HELdEofQ=h`YiXq!BB)@;CY5WaEM&7d1dVU&u%qS(M8bQFMk(=2272sAkifS07E{pLu~f~-(_X>RDp!Vg2SjlG2Zi%H`pY84YYQ%8R} z|4P@B4$Z5dCa~uXrHrKCCegsNUwz70Su8?@95jWD786ZXz%zu?%Ph+7pzS}0v8Bgk zZ$Mo>A5Ci33;}zD4BGyVc_Qx}GTLEL$A5nRe)jNSia1?jc?jb5&o3GKu-2VtmmcF6 zh~S@Ibhf;{c)mWqIAuk;n`2wq7ngr*Z~T2oyv(7Bk^tn5x3-l~+j;8WbJA5I6s-4S zhoL4`#@ynCmOEwL$9)L&k6!;!qzIWXdsGp_<5ynmxWX5C%BKt^sCit$5G@(t)@U_< zu5&qkpv<3wU@%-N;*v|eKVH*k5ZAh(x;uFruVp^XKa=Lc`kD1Upk59wo#B6kdd0-o zu?y)`oYMVm_qDt|$%QaKl#{maOwTR*`RFb|)%Mbfj@v0q?O*P=gL67d1Y|AMmPvP0 z;H|9#NuwIV(aNQ5qLnClhHSYpKjoCWP}CYJ#D1QlJqkKe*NXw;?bECe@+v|y{OB&z zusaucWvPz(ZM`+y;QfA~S{8q1_nkFmdw$Ud?}p>gb7=CdAAjrU>A~5HwIbTmku-cH z@fl!V?hlLS2!TST_-Zx|?XDq&k5RY^ z#`YRwTsT$asAQIj;;3iS5duz%hS5L0qA6IApjO zu5{m-aWQ;2rH)CLo4lg$zCd+9`qrVf)M8`5QS5gf$3LgJ^I9!6| zq7yj)tklpscG#gema2cc`M}}XL-W6cJ`raMY78a^j!@aOL=ljpU}GO^b_=E{X28O7DXxR#*HHX*}x z1gq%38hf9PM!{Nh%Rq$VOPSKUkGl*2D;<9P+^H0noi4`q2!VfIF+B)y?Qdz=xNBY! z#NzEVvQi0u`q?Ok-q*1$4J2pe{1;THI--D^Ue8_fk07MrJGz1zwRm)*h^2-TSE97< zOc&!&SOV^~Kz{%G^JE0`jh{a!B}g)2M|lL!tGPa(rv^XXs5D=zEnxIeO(h1unD#C( ziLS-`mBOUeONf89b6iQJd+4y=N~Qsy^BprmOt{@MK9Mj}qQkUo_dGSWW2)e zM2F^vc-P-slpX;b;V*`A{s6_i!;9HaQLX>z-j8(AcG70yFU7oPHHX%^TXC;|@`CHr zWE0c>If$d?&y{Ph52CD4ACGp4?fo^{hzpHVjd%s&C*psAXm`(W<)E`JOBywOWLZoP zWab{-;pe1oK%Z^BqfeeUbo2>Xp2WB8LV5G^%e9q+L@=1}63p79do()|HyM2GpJTL1 zzh~a8>AOoOV#0$TiFAsoUC6{38L(i}PNBn`F{1CpT|ho@J=I6p$wy(K4PJ2IF{MlQ z6mT4P{9=EZD&(q5>%=`coS1q!r;NIHuH4Y9bWTP?Q##S6f=@TA#UE#P%1wXmb4diRyP&ZNTfHrQt@WVK$lUHc zC?qYK!WNke6D6EIe3*-3bR6#)zc&~=a?rD&AA?S*vsQ;!h6p~F`l0Y5T!;%rO_wbZ3Ef9oG9?+kWQMmbKMqQMkSc}pWxzp`HCovH z%KC7ekS}kKkOG<16KU6oyI72*k)E`9UAT)OvrSnwfw}Od@^b_pr}FQZrjgl17znx# z(){)3HS~Q)U;uAK-5=5^JJ>OE(LL&V9bA7k&PvX2EzAtPRu!U5Gaq3Lng6kL2oI_B z-rZ1FdNZrA8#*=E2(||J5%C+|NQ5`+$-;y1J0WAwTR;BR^R)Y&+~Y9%-*#>kaM@E01 z=!B%IG-@#ga>aMj%l1NdSqBV{`H|s_JTG4sS==BBTu=G)c`fBnxCVM;Nla=7P6yXC zsBuEXohcN6-s0eA@R4KFd)ofIBlFgn(Ju^Ku=NkGJ3(2DA!C#@eGiIh84RmvDePSk z&f6!axCBRD06^X68qP9ONGFD-%PxQBsl^XAh}yMV(#HX{{N!*ZR6!+xAZRHAnXRP& zN^Ub&2O?=1%E}xZ3(9&;A*~fUOb)KrTymxZ2x@aP{!ax_5ObcKjD9$ zUDh3ZLS6v6^1qo@e%}8%?;pFiuVA3BBns)t975Kxyy;4R!~B3J zUHQB|>B>fusO*%jdwu3Rz|B=dcTG2FuVGw-1aW%Iw3O& z)6H;hlgz%5F@LA`OFdnPb+~0rZSZyKAyko>~ zYIVqrh4|A^!XD&_f2xm)Q>Fp;5XDuQ+pJ>ZG6u5s6cK6O7WE8n1i)3qZ-5%tckV%$0KOQ!H?7w zve7?tWF}MPqI-+E^B`P5BeE@=Zuv>dWQS(l-hjjJ?ZkUtpH$4aAU|#S)z8?>w@L=t zO{fkAF5NocltkmI@j)jXI3KK@)0+9Y`XOVvxyI*I0SYhLa7%yfy5=*X)?QET44zON zv6O9{FtEHgI`$5^$|CTd=B(vVo(iism=EJ%t)$_sC>d=U%#ow0I5Bh<&Ee$BC-cFha!-lJ#Fxy8KA0-&fqr0#2e90%Gs5jyTe-be)D;Tdp1I?P{_Fn;yhv zu@2-9;pXOhKk?q{NHZ`h=4RSouqiL)ky;sA`|yABB}Zv2x0dhtxMt7sbhbPLWUnF*3@qCswV}^I8S(*^J@oHh!fbu zgMQBxnLWLf3eH@SM@IZD0r;jQGoBwL`j_~DlM#{*xmy?N6PgX8^Sm;Ud@e<|T|q6H zLhx-8n|r@Q_$Bly&3o&L1CoBemeHb1OYSg1w-gSDKZM8!hdd@fAsp8wc|KrzNp^n@ zrGLM4dXSyeQUhPX1V#_>k69c(ZZbq}sFYWU@qqCh@t8D|%Yz(2NLzuy)G;L)4Oa2a z^%>tHsgvrCJAbmd(fcEyN-i~I-BXKiwGJ45K(1-bGZ%Ay=y7Wjs1Qi8<6p&5nVTBJ zd%1lEbEKx+)zJ+K0knT;>nSPRx767PdPdFr_wyx`t`u8y$1&tUS!saGm=_%< zXDuLFGVPN_>(oZuVUyb6!qDHaz6iIt$xJDo**i_AGx=O0G#%OHU8w-vg5-Y=QEUuo zbgvIa^J2pwJ=!IDIBVdgdv?uzfT{%x2;|wgtYU-7z6J- z;!|<~ttid|Ab;!)0^7c;)~u84zY=BMf~@Nv!qrDM_I5GXVftv3*a4xltUn6?n-71JwDWSQpWP4m$bWc%{`d#^d}g%stsj5uZKa@=d*{Ww zDwC#e+gvlclK{mfhtc~3bobAH2~K=o|NK2w91CX>QdAw^I-8=^*US;82)7QXqZxp) zd?EAd*NLyqa#8%!Gf_%TF3XLnyo+ z;ga!iOeVi(rYAVYW1Ozm?xP%B!ewf6gtx*6PXt2XVxQc^ig7!YO@-C^{q8B4*G3`x z`uA7nU-P}6c<)8w(W+kZ=Pk6nm2H%`Kd7xx^&s*jRP#z%+%7;N0lhVnaG}qstzW7o z%!9s@6qpOT`e!6^D+GT)Ers5AC{Lz&Z&Jv7y3NrA-lTW^d(y!9`bV(EaK_zvFHG+f zXE~UfLamW+xO!I_A~TVF=LbnZ70*NedKtc0`3&Ls&N+jfBfNfG!f!ePZqMh5;UHZyIs$I~+46r&w|70sP8&Wb$c2N9 zo%G3}_I(y-3YWA*aagXLya{5nhxhiTxglrD#T(AK_F?kLQ31%hqNh9It!>AhLdv9y zOYz6wQwa1xm3PVH7-PnY5ad9)l^buEu5ME_hPQ#g9W2l5)4{^5)2PtHkp=`>>a>Ge zOstM+;=og$O*?<18wXh{ng_KQ;Tm~>;XmFIp>1;}dQJO8kE_EuG6 z+8_wR5z^2nTfjEfD+7k4?X;Ef`7V#J>ntW1W3QUegPsblpgFN!w1rhCPFErv@WCUU z)JmRHrpmbW=#eI=%LiMCIUUJ};+SX{&m^`Zd`%5w9@>AtP6Xpi{%kq8L9Ro4g8Me} zDdO8)O1WR@T1Zo5n|2CBh}NFj;tB6BX$Ro(7W}W(+qC8q<{ZX7=FdUda7zqgp2Zyb zYhyHlp-qp;(pvz>E7PPrr+7W0wZ%Jw7$)dCOvFHlTOm%6A;vm0S!rn*4;|GW8Kq|d zOHxVo9RYt=TKjOtngZEb8nkBt9#+a14L0RR<^)>Ot52eIhYV(mdF&QROAF}#{rVkX z-{*}Vd*kE}NuRBdS`@F;t~3eF7>xkgrh{YNL(Y^QbA{i6RK6C1VBD-2(#=E30}2=5i$v!y@SDPjUr#JuHpDZuk~tY(UUqiXzC+}ei_9-VWS z1WbRc=jY6re=zfG#rk|~&QIliH1D`hA^D1@Qzdq^j~H?xcqTb{%xYV?Z)ivns8#oH zHh3QK&8`4KyzzT`sI?HzDRudYy&3CS0LnaD$bdRL481UysJj0y~cq=J%5~mln0MC)>fY%Sm*T)aob*0^D zFypTFnbF;|gv9K`>lU!=8i2rh-iotdX^#}lKymWG*-HLrl8uSAA*IrUJBUp;Binz_ z$Z!Z>JsH!*xX2K;TgmLn@OdMS%LWXThjqSnFDHg*_WM&>-z^VgrHSywMe&UzFB67Y znc{{m8g@a9WYR-sw73pyFR<3!MGuh7c?Ybju6tAb9_~Z)dHeuBF8*P zgA)Tw??@Ln?{dE+(FRrhmHMxdbr*lP$s9beFDavO@x%TJl;9Okfq(#2Zcp%FE7f5Qg66@(>`?e#7#gxe|@F{FsGoWjFFwk!-pJV zKc8zpd*<_$-d}U{y!JN?(()n0Dz6WEoW{qzKhqqNX!V3|O1KyCr$Dr>+)RIi6iXFY z|8Q?FWsqT>L*?+X^r{FrAC$=X_Nc}Bug(s zu93u2kTE_NDZ3D2A?BA7f6RXXsxWxsY9Gb6lMn-$=g#F`$yMb+1wCG+$d8VUDHh0f z(;TD^-Cnu-Eu0CutH(;)7EFf$)~KQBX_RI9H*|drEsirHsNmJ&|Y*>@rX9#~z+o?>>z1_1*G89lo&!%DI?5%ln=P*k9>)CB-?XrMy z*K{K`vv*|hqA4+-kq|;=a%vLYk*f6(@{HAWfn6yL2B4IBGGGLPSNdhYl)JlNdW8#54V%QrL2|!`JM*}X1k~GGh&^7b7*-& z28?WcQ-&=P>UcJR?mB;P*%<@Rka?c+t!dGZ8uL`0i@08AFoRdguj>HL^0n|fTvV3A z)$UBjoAr}d2*L~JG5!qB8YCm`lo6u|mItNUvL4>4z-wO>`*o(z*qNsCk_~XVg#iTh zjVSZA)D1vQ*J!RHd3s$kG=*bpaYSHu$gJM$jM|`MFbg84Xqd%3Yjv&lK1~Td7BRZ^p z<$4qV5-OV&Y|DZj2(Y2w8g~~m5;^(s0$NF2PJbBGvwZD|GxKe`MScPg)N z6Fale6)6cuy#>1ySTC?|VhAsKT;nGvc$80$gPEbZrhCxS35T?I(;?Y~k`C z)LezfrFU+(MKg}F^SUb+BKyPp(orw(fwOP{JlPw5*^aKJ82}hLh&{r*DPk5x|TF&OHe)!6% z_RN0-V8=_FfyGk&F*Bgowjggv?6x~M?uIh^Ka6`u&79bI$@~>a=CbNR|6a7Kz1`n5 zi-)Kfb8ez9NDE2mQ-iT>818JZdjud zB$BTmkcj^UL#(Em3!ZxZk-zohZ#^-o|1*Cdai3B_SrmmHQ)RA473`Onqh=m{la2D> z_t^I=dE96!T}7w0w&eb(pdHHf;X~U`=8WNghi{b%VeLu;SKm^Rprw<%;68AR)s`zJ_rB5~Qc3+>l6fp7W}M8q z@q0)zU+Jrl{sgc6+!%I`P5JpFda6XjzBEqwMPhq~76h`WWDin=&7q zdF-U#UJ4kba}G>+t8dBGq)&|3K55a8da+*&6-cp7W>qTP~~XvX#n zHlifQ>L0P`tIwl%ProGNcDM~do1lTQl47r~!vSKT< zxs7ifMwj{3Av0Q>>KW=^2E}=7t;Bsh-&3U~fqhSQwJngNNmFJJ`z3!K;^3ZUC9bT1 znG;gaEjubEMmUncqe%K&bSsJzw>{i7u5q}YlNrzA!H}SZ&L(YZZaj}H@2c~!opf!?{KaY6-6ZI zqd*pa-vZfcE3l-XU{(3qcRyp= zY};Rs$tpNMhTA}8;yA!wf~Nq7w!I*0F?DqSnKpbbB1L~pOGS|=H>Vz7>Q`-*7W{u- zelb>HaZbZPRQDd!E}!wcO8U32sL|Kd3?s zT7&sD@#KG%%0NRt*LNde2AisUqG4m=s4rUy4=*8R4rAM901QC!?3~S71P=JaSCXf$!#y6d`sk9eB{chk+&}w_4*SrAW`mO0OZr8_yxw-I;e%&$pMewMzZ2(dEBDfM?7%(8HE!%QV|XdW8c~_uO>=V1<|CGA6b# zOBE^TgFUg?*VE8soj|g=Um2nJ`&RL>X?}kenG@Wj$-FY4>OH?oaZvrB8fr)}&@E#a zQp!2`Mt=t7Dz-NiqnU(grp3;xzDCobg<4{b*hh{II?s5%)6j31hy)i9y(}L+W-Tt3 z8f*!?{EGx~7wvKMhHzq!9|YhsKNNu;8>_`RzofZyV{y(pd)NP{cKwTg!3RIoy3~LF z$@44}l*iWt1U#engsHR4S0~xN91duGpIZE_y_d5;b5m@P;uN6o@&qP3%H71a^ja|z zA27$>V4VW9>dZ7FP8iA8A^SSmK7P9RhRf*02{e26ase7w%N#t_0%*N>yG7Q88vZi9 zCkxJx1345GR|h9Vt3wyc0q8uAqqBd0(`8ESsFM3Nu-<)CW;Xh_`w1d%d1ne-V4Ei> zH1nJ246*v4tJXbu=G3KxP18Tf5j*d{016gV*ihm^dx0IkNUKk_=Ml6q_9315+`O!> zKXp%=gVeGtO}p1X_Jc--p9^KnEbf*W>9-luJ*bA4yp%(L>*I*n`b>D}GeLhN^5A(= z>RL`wIg$vII{qwNCk?29<~-MfOtbR9sAYJGfsOx2^CLu4L%d`G)l#u(WM5b4$&hTT z(d3yi%znUQHS09m&un(GU{BO(No2X<-PjkgtS$T}rP~#!6Tiq>JTEL@8Q!z~_u2D@KDeb2S%h^ZPCJ_OHp zl%Tg+U$*os{8!J;+pMhK$_VZ4xP#}Rk9su$*dzcPM>L7(8YHf>7(6bWzmH4j6Znz9g(lOY@#T;`^;Aqe4pS|j1oVDU1wxZHgl`r) zbyY-q61YIGC{a33>0^PoT4W1QN0-=L0jyn5+3W19Tu0+-^mI7R^$CuTUKpj6AgP|+ z(Af`5)emRn$WSo|$uocJ&W{~&kC>5)F6aZ3w>TL#_*)&-s55%;{XAFT>C!ku$2JBO zyLJVKq98Hi@)5UGFJt5uQmpCAz&?7SOt~=yq7EjtJuYGf=?#d9P5>3CNDaN6HIb>J zRp~~pPbs6H9ZRfP$ld9N30vtHh$f$Qd&OWQPNEs_+qwO9eYAff*oAtb8M*8|rwErA zirQnCM+mT%?e=@uH+7=)@lfmmQbA>Vi6AWUj&lv)g1zabJ-1+)Harx$yod^JyYrO&C8{#M<(QxDPYHLsWkRu4;azdvey@|6ID<|Kn3? zM1C|P)yB*o#Qq&39iqc$5^X{F-saDil%LoFYPZctLQB;2bbPr0>e{u##?UJPZ{Ens zN%OK}O%c1r4UJwDX+flsO~--N-sab9h)<{zyz5*1ErdB_hXN2qa2a9b&lSX=+~M~e z6mb9Oknexx?hO{3Z@!?TT7fjk|+bcyDLmo;LgK2n2 zt8HU0EPGh6$~ACJfb&;UF?-I_?+}UKF2YCHvxG7n$f%^ekh5C$0B9L`I^D-So9)^o zcJ@a@SF$pkDDJ`0rI<9m&*}Lr>X}mtX7r(Hy|B(%3tK zfQO6HLmL|!e^&>)7L_>!xIcVyJi+q@N^=BMTEKYE?i`gxo&KQk`7aLBfY!1=d4vs& z8QaAbkr~xIAVp5pUX)!gdEtoGYNKay9($ z>WhDw7&@;w0b3$!H9`x5hbo_hgvzczV@eQ$CN&uyy4N1u6b%J9k28#&8?#NQwEHYe#d*4> zgz)d*@9*Egf6lhSTU`Q63Qi*UveZSnGb z!@2b<qM;lYDjM`{V3^_EOU`(7dLDZ`dT3I!|bvFk#ys#gR^vgGodhz?6m_^l8A~<@w zbBgT-t4r_`G`s6pXdn-tWIV=>O(uUMdMM9*E9Gk@M8em7>ql_zp-OoPk@)WSu8=sY zBtBs0;vt$SofHXqS=2CRD(lpn^i^KexE8)F;N(Vnivh z+xc1WJo3KOC%rl8`-I@-X}XfO8LU|l75%QVDDa`ujM$mT=7(9=tJ|fa8DcaA$B;Hrh-|6^MDeDw22Tr15;smAMLS&%4& zqCwqU9``&~Q$AHs-L(Vw)mXX})d>1;`8JstY8+CO*sdvnwiEF2Pmi;-cp&Hgmpatt z^1NK`??kXU_u->ASKL!Vceq#p2S1?*&rHS-=igy@0)Ue z;oq+f@Y0IK&j-LR-<|t;ICI2|*H$$L*FR{jUTsa2^=bZ3&TrM8RrI_M2N43#T0`|t z5<@*lXuJQxi}t}o-3L7yVp`TZIY)K%ZS*4y_Ical2yd(zvAiY8LX3aRX+2aEqX%%= zET%UR!L@VJ-(ykor^ci%gXB#3gL;jhjOhndtD62kw?E^FP$GP?7ZE4kPrbzCEQSj6 zV9km^rUwh$;7@w8`x9EFe8lmPU3x9bV}?^Nuq^Oi_ldEGtsmLr)?;1+TlT4IG<>IgaGd*4+7t~LG~HsAJ#+N5vGMyT zAFt$tdm;WN8=5m1YKui}vHe(DXr}oYzlIsmP~lL3*73$NZFhg+PEl`+E7-Wt3n&9Q z@9ED0wI3;50rN{h{3A%Y`qmwGHb8`hNZ&r1p`$Oqg7bE!nx(}*KsWjCq5C>g)k4r& zrj`%2oE!jr&8Q3-ko}d(w)n`-13%jCC?SF^x2BFM^oVVLK@hQ+PbxU022XIiB-K-2 z;D@q7PZ}*KD6@b6{z(N6Nq<`P{tu{R$To_`kF~8lh)dy3P`0rZ<7y`8=Kql%v0bJ~ zbae&j;q94Y)}&UKgwba2aa?C6&)WJPpTX-AO0>?hirruaGKSZLo8exjfNoKx-phCh z1V<|Zb+s!0j2n*&Yf{a{bD$4%5Nsc(pG4u@uO7>;k6M4L!LnC;<@yfuLgA{%i7tpB zAH2_W58Z|}&BZ~SH49(sle+zPwl!W^e?Ix)lS?S)@`m4BgqP&&?dHxMA&frs+bi(4 z*ZA%EK#bog8I>O2%!WICHVz}E*bLRL>tYA}KJ|z(Fod2)e>3hqB7m)mRT!+nnOg+m zDXOZ;xlw=1Q=c>4z&{t_IFbv#7Mhxo2sfYg53=d@u>cNPF@2Ajo?gswW8HXa12G6V;lcizurf`E=OJWb;K zQ5`}@I>!(@Tl-#BZx~RtkFbdlc=?DZ^yh`Z?nA^)sbj7dyN`^1?!3dcon5kP-y&f% zo0xx(nD5niLsQAYl>T!(5bWOC5FMM%-z{R6kN^4nTAauPm?h;(gwQ=ZW)Gs-3kC<6 z#`*8Dd+FnoO1X#?zW3N4eRP&`oXMgpeRnehcN6F2!)-CiWm2=dA{A4knq@qjyE*bXOEw2u^4}BSKJgY)jW+|X+b3NlHgpS>%}$L;#TgQ zj^{-@SE`s*J&Z^?O8j2`Ut!UO5=#W(byT&uK+`?GbhKM;WY(pUm|s5M^S3xc8nd-O z_W%**PqVMhC)?PRO3D{P>uxM47PTeFVhm!2?~n8Li9xFB-M2gipSY<$gB6i!KMa4a zs1K)q4{~}J#DgO^vf8zt2e6ErVL@8n?K7bS(S%r8qAM`L=r}BlSpE1$O}b+(jsrwn zU($F3F}9J^{QKbipO1d*qc=?-X9zi9k1W_=+i!^l3#}CAjLTn^9wLK3V!%q4BwVcD z-hU=GT2?-!x!QU<3Z%0LkP|4I_fdZVU)Hkv2S&|^^B9sQNhXJ0s?X!4U=$}pPBaX= zSL_L%T%&*HzGp{HY<97}rbUrmBL;!9=1s{LHw*(mKf%7YfGe7jvv&NXdE`j)51C=b zxmHt-e*Fn|5Aod-YM?7VSLnP=4~Zj(!RbbOE}y+@Re%Vn8^3F3_8ST=AisZ({TTpX z_rU#ke=nX<0sJKV4`A?Ne1NJpi&x3agj&;Ttq3Ja?mRPQ$Vc0XL=Mx)rQzki{L6nx(B9q=Zh4b^U^=-9u7p= zzZG?haw(i7kUgG!GZpMhf875H-XsDNOc z;touPpRBhe$o`dQgP-smGJInQQWK)&p7+%l2wh!M#JRZAbvhoQM; zihs(ShT|Ubwaf72f4R(e-Y5@zzo8hkm+rSw-t_$|JeBWEi?ED4s~PGP7WdsTQk4pK zL=uOo3~acqWqOC7nz)gkucX$R%>f<_SetJtUNjDUt+>+c{&0VP?%O|uuVyh;=|8V* zWC$h`fp#X{jq{e(SoROgH=QPL z!P%7%Lbm2yIvPTMXgtU)ftX+}aXzL^DTT1Jz>LWHOcF{o%7YHIpO`zrywpf`;45O& z6~6!83@!D!xBOv^V+`FcNB;~_Wt+#ix;?mmFnW7ANxpppl%mJm`$Yi zSg25WA)=auzapTQndErPIy?H?9cuJ{zkeUSlINoz`{-%_gAge31K383c;S2;&It7n z53rqmbeIE?z1n$P0lIoN6P~goXO={}z2R5DiCJa)H`pc5r$5i9*RJ}kB|C0Tw;hWj zR#4Gc5d-#rqIP^K>VJe(E;_SMU`Ogf@@=7;!PzU_e{X;h7NZlCji%@6u6)qdfeS>f z_YfH*traoS+Z1@b9(#f($@@se&as}*%43U-9xFlH9L5Z_|?++^-WaVPtM z29QI4_bQ#6^OSMEY)^3at8LZUQKb?|1j?$ZDD0v`y7L&{QB^Tzvek@l1?t=tBetU; zXJ22c*sG$J=`t(?OZHK3}ik0NW=YT{d=QN)cu{L3FSsVukO9k zRE7uH$&QcW$Z|8iX2!+!YD~fYL^=HI5dMYA&-2lbee~MYGRwtp&%kwE1@+~=1jJTe zLz^XLIS?_NNrYYsh}=CA&ii(LQQhDdGoX|7DV)N@lWH&wTTdApkSNVy*TNgq$NLF? zp7r3X*MFXA@)(swMUgQ3)_643X0qZ5!D~KW3XWA|sZP#^YlO$35Pzo8Jfr{5B3eXW z3bUaVLdpck)_fYCdUm!II@vw1s>1pur5Jr>HvL7ikdjlxHon6uz>HLtPfjGgMP4w3 z4@{BUVnzs15(<0~pA4Fzc+E!bg+s4@=JI0nUe6Xu_}o_UjT=BEs;YG2fTNn9m@3I) z4co&%t=aj^A$+K_9(w9SKT_!{dt(Uf&jP-el1cD8-M;?Qqy69rfg=LD^x(OPDqb;C z$Wb*DPE?98#6GuxgM7C4)Ex#ZUfJ=T)fnq{7hzIoF%-`z$tektkkqC2C+6CJNslr~ zYAy{$=$x@iF2YoSvuDA{CQO(KmR~%VK?O-IWxL_IY6O=isPM_xgWRM%>%Lsia3jI- zFGb6#YGED+Jg;_OmEFgucwAgxm=M?rMRUR8cz$lfnY+2)nQ3Cepv+PPe7V9}=tRse zP%aKAaEVt56tXa6*wDoO0w1h@RzFs{E4wfPg~3+m^Msf-r}-B#ZT|cFPMrSXPki`V z5N2Rxevekg)8yJb<^?LTJG{a)%9hwZ9Y%%S7AaU`3(T{y3D<_yB zJGXOJVAQFeCRvP6?4aSY)DKMww!1T*1*giXBC3^r_t`;ninS{Md9MwgWEYJv^&CJ$ z(+lpv2DRpFnrLw*ClQj4iK$=?7mQ=BFwfn)5;Hrk`3ArG*pSDPXE<0<7j3wm`+5HB z)!OsZHpz;5E$)II>Nfj-U4xHt7FK81xiAP8M$f$L{N*tNjrbXy1Qa8oj+W<@+VuPI2D|H3bpcm7}m&`9g`taNah(r=(9tCp~ zwu)c~5jOQvaaL?4YOwT{ z06U=^(xl@L+Q!++)Xz8jZ&BDYgpDlrVtHou4)#|ZO0 z3mIcrS^^2Vu(;XiHoN81Eh{)>jF{;_{T2Vg!qwTQ+rQV%DLkaMnI17h`N8fE6sWRAe+Sau%z)ObzH8C@L(xp zHuYKs!-v3QbbyDX813;l0rlJ4s#=WX?I;n0n;|+w2wFsc=&WBV*no6bi56u?*I4w; zy4CXB!Lw0qX;V{$^UtgAj633wqN6;`8{NBYCpM?B+j!mf)8GgH=(Lfyt&L)ak2;7^ zRTWwwaE>?`V|#reHi6Cr{_ggLftsJ8lG(t9%&M%|iI|>u#X8^kF`p-ih)HTf$oWV| z?7ZEhp&`G2Jd@HJ=!Xn14xZpzY8z7Q6EW> z+4mbO;^j<>Vh6;kgOObyF<5#pIbt+AWYdAaP>w|gDRYrX=f<>1$dTz7()1cOE+c|| z%-vqrlP~&HKoL$+unU35Y#?IWp}wyMpP8Kc*@A5>l3org5BUC?Hfmj3Zar&KTRuji z{daZGKCdqLqBxSxuu?2+BRAtG*##R1_4fh6gSGEb#%CgPcX?6tiE1KR3QbV?KvaQ- zrwC4eH+25J0EOuZHdaq-+?j8{D~L`EdE&(plt2_tQ zUBP{)bT5Jr48_aMM4*Uxsm01F0$l-9K74~gsLA^=&dcBS6T_xQgp$|<2cDFIOD!LU zgcXh>)`nnB*==FUTRg~yNy@k9^7h{GgXiLZ1S~+6@KI(0o>m-8@v5G-czZ@Q#E`rO zkf;N`HX#2GtqS4<7<;GzKc^R|yPW+=5U~LDmvocY@+f{emUoYjAr|~ykKs-y!VvIi zQ+i@x+dkHVXAA2~;%El!|F|Ld(IbZEO3@}p-}4C}1MvaOAU3 zZLB8cu~bOU@q(jiD`0YvHA^Yms8vB)XiM;!o;OZQT){` z*dhD4GVg;a4eoP=Ga!!yhsYl_^CTHvr!!_G*7~ibFyz5v%ALkA zSs(R!Hwpp#2A^6^rY9!dIBtZ0HQMt&qXFp2Hu79`2!g~CabL^LKemfP1B+jEFPuiV z?&Ikuv4ailbMwWT^#&PHu z^iQp%`{WPQ3`6-}>CT|DRwIZkkuGrHY2r&w2Wg7zMRmTn2T_DkGFz>G&P%r-=zZZ@ zpC_?rB)LEjisa3p@4Xdr>?>ltzs+xF=IMl&R}B9lNt-@^3v$aV|oCA!fr=+*k+yTm-7+ zNo6Az`cDqDy6-clvR`7F89eQ-t$~^1M8~u}?5)_j8n=hes&9LjLgte7oa>m0+CVW(Qs#n7&I+3ZWHBq0| zweetWN&97JEXTNj0@H@t0gb0-W2W0pT1F(j?u7&|1OKppuNifT*AO6K1=?1j7jnRKfpknWN~y}W zFfH*oM|38CvcLm?a4fewZD4Y9+S;N{9jJu|dv0C8OhD4l8u=I=KYy#?G1bA<{r9024%;cl*D^o0R~4Va6gvEmZtnAcx9H~P!Ib0W?~|E~)pZ>lNILm) zcY@}v@GDrGgs`OtM;Tp6@&GZ*^K=SbudmMb4B?Cg^i%ENX_{|$pkZ=47p_9L=r|Pb zzM|b)r+6@(#D*L-Vmk?Ho^iF^DULRusWja-qfKP~%<#Lba;DSy!x5V*8I|cuK~MGI z03{%Qvjz4@%NNmwFGy3}3p&iJMG!>M2VF2tG|z&t*Yjt$YX}ejO{#QRb0}k@tvE7Q zH%EE5rO;I3QlN!u9)W&SPBCuL-AFp#agWTtFT;*_jIW$;01DacSJ?^iew7wTJc4rw zY#uTF_f*d$yz)nlDtd_v?XjXNmuHFyk%V=BCbah11~04g?g-8@i}nT2@Q9_&fz?-&^*6!0G~;E(*-WTyveI@++w}p?gvDbZt&0E(pmX{Hai0Bup7W!e zm_q3i!+H8P_xYD?B9tC8-CweAwqbM?*Sqp#^a@IAOh>rrfSOjvCbO z6)4wSIocdhlkDo8)boV0H)CJDdeZ(JG4e0v5QQa3qj&742Dg|QC-SKDNvQdS9NoqZ7a$OPH zTb-EB%u_@Dy;0X#`_rPHI}#B9KCLy?{KeDBXN2>OYz^;B0{JZX%o_oR^r;JO<4Qzu z4N*y8g7kcH1A>r5789`&vn8+1ry2_kJob91w68wIthu5`;h{NQ7XPVy**E40E)#CN zBccF_^ZSD8+uAaaVD%ceutUnl7V=~OtMICF2uLr~=KCMo09`XsO5QO^uo2p7t=dd~8OUOThGSOOFH~D% zj1KRfh?+@zw0AMc0UMQlNSf~k=m}Jk?xQ0Ljne35$@F1nqCS7-u zk`yP*2IkY`IO|z|isR1k?DC2uFoTb`2Z5n>r7q)Q;%9>dn#_H@JCS-t5UD;1GQGx& zOey}OGR`$Wq20Sk>7L9Hr*c0TdVZAEuYp^nZJjgqy2$y00bR~kghe%KI zJoovWPVY;scL7A4x5V!qC~tvEf+%%GYC;r z`JJvNX0eldWEIN>ERbvsAXw|inri`qn{koA67LRw#T=WR@q;`{bNicE#i`P6|3Pq$ z`2(^&%baV|bYnDpGU@g>4_mCuj<|1gtn!NoBfizv1y??2PINfatiS*Mnz0D7E>ch3 z2Gg>C*73y^;w7i`oL4u=xLbq7Pc6lH0q*%Il>toj`#>>th@=qYCag&6R+A^VlCN$szgv*5`^=n#14j0XapY=3xC)WIVJYT?RoEew^bPcA2k zYF(?n1)4=ny=;(GQrSFOQukBsi^=CIJD6%)^P4k}1^)QK!G|n8g6GjBrQePKauUOT zgiP_@#j^mkTW6BtK|?w}&zCl3N#D)uj^}&wr`;57dsaCfxd*BL$-_89cJu7EnB03({qqR$kq`Ce+_GKc*HB^I;-Zc& zfCH-tPWZGU6qmegPGU==^wqtw4>m@BwdmIyQv3Pn$3D7?6K&A=`fX;gS8xbBk9cQc zs;#?@f=cz>Kby(1v@!txvBlKM;{QQiRd~!;3$N}5YaM6VEeP;`KCII< z`2aQ%Cm-_9KK$mGB7kr*47BPe3K2pY zs&jz2_DR>YI;C{VNG-0dLX1tUCeUZz^D-t{%V~U+&rIz*4nzsy3WM_jrtfFPf)@5S z{>`w7nU5|Wsz;K7l)}uaXUKlH_)kO2TUSW~#lr4lcRgEsyz1jb8mc{i!LO?(BhQO@ zoh*2XqRyF)&db(!#Ejbh??TPMZ9T{JUfQ>w?K0fmaF^0KWnawZ%1?$~lvL#?goaEM zF${F?)P?={x#mZ*==u9f77bgj{ESRTPQ|Y&6Fo6(F~xph!F6iQFSApeol@$gujIqT zglX^V#g4dnYL*e$6BfmPxhRUfzDEIc*t2TxQH=K_oY+*!R=_eb^FWcC3hQPMViv3x z?AG$r4jYW;IMYtSNg;zH`YRnR{o4AguW&xVQwt@u5Vv?fF+Vl=SD@~nmiF`aZD~U; zM%Bje;v}b0#T}Goye!dC7FJTC#d^$A(7E(}oXut{J|1SZ?&#Hj4DQjwAT(!JnKHIO zeiJ7y?ESvmh!dt1Cqji)TP=HV8GfJ8LrtpRK<-+6*Oe&{NP2JOytsmO5*9`}Btw5Zxvk|}5(f1V3i{4F_b#6x_R!DLKkZn{2!M~0jP0`y9d>I{po zgw(krHs6@g56?4yU36&u%FRzp`?Du=^$quVJK!pPuROA4G(_EN^=gEjZT9rb!wDeW zOcIB5&<%D!*&Vod*@gI4vtzIz*{Wh64RoD7*0S2upekUJQ68ioxxWXxE)KDMg^ADD zM?7@4@!#v1@qF?lh8YO)tr-5MC^{~j20VU?WUWB6?@K0sZYnaq;VNK^gu{3yBa(g( zo&RY41QgKdexkC{-pPvExfu)r0{vvF1HffNi4+B*-RL&+ZEr zs9lxj5Q~|<-2~{8cm4VBdaILH3APVOoK}f3gDhyGDc4&97nbcev~>7UYQ+gOGGdd( z=Dw&PrCgDJfEXG@nt+_0_lTc6yCAs=2#!d3rU>q)oFpdO<=IkUCFvhZS;gQdt`MuC zi@t*oi-efP&daAZ0pP?^d?zH0H573Uvml1k$^QCKI|G&$*I1_cwoAT1l(Q*2vys=M z%9&SF7t?4YX|nrNpCI!1`hHMTjm)MX4w;g4eWyWxWh{nILYAEmPN*p!2GZ1m1%xb_ z99~Dv3}0SMF|r6PJf2S!+l`N57*6OOqWh#0<8**M4?_O3)KAGVFp{?EE%P!k*@V{; z&-XmeHstwc6WHnArtkD5Fve`J~HkuR-W6EV^t$ zpNZs?DWxci4q=5EQ|mzCG~e77?V!?5YW6R3v-seg(leqrE)V|5*d{9^l!kXqI>UPL z(%dDv?>-7>SbS(>=M=W%O$e?gSkex?Fr~PE^#jTNs!~H^=C}s~ME57*IEOhw+JZw6 zX@x?2Jh4F$We8=1Eo6;(e0Uy>l)Nc~y_@6hIx74Nw8QVMM<8T72%8{Fuq3Z2K^K24 zGo`X*dNrEMdS|0>m`7Ay*A?Di6^aG##g=pqD2QF}&(`NVdSR)E#eBS6^wf1~A0=;={0K?;@&e@ckBO54Co~yF_yLF@DTiKW2UC5aRSBpVu zFTN5F60U&pBtbWRz~UsyE;@?I2ZZdd&7~nly&E`e0kXBW6IyyJABrihH_DIaqZL)_U$Y?%zWF z@8%r$ghsvUAsy`}>b&mBfD+&{>3QHs0-^|T5{Foiah1)Vj>N!F#&60t3EB&PKF0WT zM`SM<*?BSQpM1+YXX^uCOhJKTO-n`cJ41E5YYJ3{-ae~594&9hfi*-wKo|tIJO#xH zIi(2X2@eFHYpUUprL;Y7SLMWZ5gdvUFujd~VrJSOPY*N?cAUxv@FUzOcM$b+aX_$; zipU7!b-`pV@@-=757?Jj0LRN3%*wBd;*-d4LzV1J&9qGOOm zFXUW(v0TApD-~t%a?Sp(Ff*t*0rpC}xmFj!oeYce@87@Qe}8`eUe8>lx%}TS5r0-A zC?;NEIKjET{RDYmloR3*dW*5=ZAt+w zH0u2JfD@ThMdSO9(cI4KqPpQ{{Pg9$G0G-oR&6437Ry2^V|Ky48-&GicpyPy`0RcF4tJVw1wVWH+*A2*F@r>RRtGL18j)m~+?r6}zTIV4`1=}O%jW4-1Fi8*`9 z5_j~xE=@coF{=vGL5nSIC}I2VYLUcXX$X}BS@QJ6P7YVqWf9hYQhkE!gYr1f6sghl z1lzhYTZlD)@_%#S_**Czc7Nh&orz$LkEL!4ol;_OWJCu8Y>A7Sb?6LDR;tb_V4PVG zQcYD;3^Ww|wj)AO(ucdUp4s*6tGk-KvIoMg)q}7~q_PCvJ?5-oz=3k4lc??E!0Y#Inx?+MG-rNZ0Q7BARl9+n+$N2D6x|4U!z;~WKT$+p)T+z?dnIDd zxDv(2^Nn6R0L_=gykk&*>=B|?q}cAlu!uQxvD1_8cgsD0CPnH)MH>ISHF+$*E5|V(ML@T#C)i#K4qlD3g=r`j|219xlNh-;>=XErz|}iree#6A+DxXj zk9{WPSoSt8(5}?qaxUH|aPx zKOg?YhtKAJ@!ZiU2J*lad~((tPx3v;`!Q79dCfd#{6F;`fdd+hsI0ouw)bU$PPGu&T%eueTM@@u<7PW9WkgW%02Y5^YqjV-KM@p<0of3Jw(^U05B2%d3@ zCrFHb<0;Q8)diK0t&RV<`R1f6Z>MZJtq{VD;_x+l9<1i+hZwNmiFlN?V@WoFHWX zPa^(+8i-Ay08rGW8yKf^&RhJjM*L%c3!#1}J0io5M+y%wy${7kqe@>({Nf{{_~dUa zt1DvLWWnzZMt^b6w}T#k-wyi3Y_P=;T&8Rz*0U2xYTN{ffzpmT+oas%#-7zDB~^52 zm@C9m2$k;>gm|?)+lDh$t9m7awaC7QrJr8AzSSpj@3A#*Xb&z$X;g%x9X8j0SQ)c& zQZ_Z^IFOb^mgyR_q@4{=-_g`0*cBs-2Tc&=zSrEgSh&IS_4;vKA#wJp*T8WWsUi*5NL!EDY~Unskw zH7tnA?);2%M71JDQS0UrCo?{O|J{!d!SnZ3o6U&u)=0RJxSUJsBR$$jw1U-%g6;o^ z1(MEb8oE2iMk+3(6jKclb{7I)9zs$2zCEyo0>MaQseDm`#k~-_!DVFAfOmC@n{DMw z!8WqbI&X$QrSq%KMF001d(`Q*O%%VkdM{>x0rBK344jWf3X|{hSVPo*>gIFYloh{M zU3%c3_=T1h+Xi-wUAPhK_KSO2F^8bXb-9FR(JCq0v^dwcnFaPbSJ|-^lCl;NT{F>+ zvz_#7JX626<2wFWCPHRGa4E96J8x!*?>yOEm98m@kx|?L?%tDjKT)(D@g8zElJnzb z7ey~(U7Fh#@&t}%%@9w2fkKtbGZkLenbcFJm>isi77SKtBh`~qMf1AbT6T>>yLE6= ze*wzz_XQ|hG1hm)PP`Z@1B2>Uj@Z%y4rQ=v_R$2-sWt(WWYcbNX&r(K8>@G{!Plh3 zeWPi_DKvzu835L@sq+NV5GgBXJ3_b&Bf!U6Q1-TZ$~_7H#n{1f8Prj768>Z~?HUO50D zpdcg2b*j1n?Bf+v3LGjeV4%^Iy|>Y^6nTkEoYc7#3}b`N_56M5T+{r1yliArs57hm zFN{q`!gPGTwLoTnI;l?01G+>7SoutNU91QK+m`wPT?bcE0Vjvqj{uS%EhIvtZ;A@N9RHZ)(E-&7n}*d+W7D%J`^Rs_B3He!tzjY7!_2&6GNy~S_WjIBTfK( zNRd4u@^Q^W!+eo17QR@nwLM4~X^P(Wep(yYM|F`A?&r>bXJdkSkeTegi6}6+lO84w zW~6gX4#5w{QRfDz_;SL>%%>q@{-XW+_mmBATlIMlvXYAeUeXu+syLM7{6iWgSN4H| z4RY>VP{}aQUD4dDv(hJEf^#c(LfzdaUW7ermwsysokly?-{)*Gpj$4%;?#bHwwYk4 zFK*=PQ=4gjBC<0C*EvNDSvYmj3Qi!hV+bY-#D1?9x7^sXO)WfLW~c>+ zY`SQQuDIdmXC*?Tc+Qm>-^nl*ktceH={XMSp6p}r;cBy;SNhqC6oJ4ch;McZFh@N$fP4!>eI=(V zquX1!vll!HDJ8|3K(Y~6O$54qr#rw8DUk&8+ZC@d9Wkj6S-W&RhxM=D3QewO0_sMy zkvRrDQEC5$?$qCN;)i+${_g5Ce6pGqu#B0!9AV^`*)4hs_tzN{`YCt;3G3_7_ zC*r7od}(Ph?+k-s-xtrkQL952#u;|=v!6N{VU8{?irQY`edZB7PsrCFVl3EC*Mpu1+1`@F;X0#NDm=gnk zCnyz8R^99=;2H3(kD}MI+0%IpZ*pbwnzeQu$40k{J|=Kvzsfa29^l=G!ZUnM2Be&f z0J{iJUQUeuu-pQ8vuQon-Ou0hIDwbcAoHTTJGA)=_|=t#Ve3qF5T0fl>A$)QC=!{M zkk^SccmQh9wAHOwU1M5SXfhXyW1~Blck2fmlO_!b^wy4Yf z-n~qA=Wkr6(-2CO@mc&ynj!U+#i}RBmvNegF_FD0h zR&0gxAb5YRH!#V?nHqNdf~|pnCv?~R>J&Os6OU1ZEK;DfC!}@NVsKCL7&6uLAO-Q5 z>H7IJM{w@+SygIe2(x<6`Q7HBMR=a#yR(kJpPjY+3vinq&{$MD_#e_P{!Dd60jKh5`C zOAHCKQ&b>1z zngfiM?Ul&s79cX+tn9+w7BmYEAw4qR`EoRy2|8XV@^IAY6RICR#x6Y?yAum}ai=nk zmL5;85fvXzB%4;es%^o4IlZ^{WE}4`fb&&xT{dum|C+c=&7?F^%>6tWBRFOk2{zz< zfnT1cGTbCnFa4RMO$1!{JsmENw~!{>hb(B|3hjHwJO%qfuoP#|oK?Zs8cHr-b4Yq! z-U)&kI)pTY*E-yU_)^pYFTQ{ACImQ_U6vO3Cf<#%Y6gyjeW)sbYylRF7)WXbQ!F#S zkC-Xt+@|7u_}M@(rf_&jncq43%&eoSkrtpxAHI|?g(b_o(?YlaRmhe9w<#J|FwNv% z$OO#n@r(>?B8}aNbg*w6O-?}24Ro@0bii;k%!*7q>1-%sOeY9PHUJacuYjSnbz5A) zk<2)b_C}Kp+F1jCr#sK%(TK16w|W<~&B-r*d@ss$c@{$E)~yx&6`%oz+Y&br1MHb= zr3DwstoqC68u(ySr_4o4w@Bs8h#>~3emF24w%6Y#38(Sg$8eij3g7M zOK~y?!xt3>-Q<mdgA7jgp@Q{(Sz-}>?g(^LYaYdA6@a2 zIzITOk9ebN0}?WUhdcESgynq_Maw45q4VL<(&x;%{`dR)CpPTy$q%2r(*tzZV1KM`=xC|h!LE$gj(k~a zHfJ-1g?T)(0l`XP7$^0P1Oq$Ms*XNv^;@j>^y{ZW*}=jGQH4EGt0G!OAGgK88?*|# z7&GB95r@s8>o!=cVx&3?(gz(MH16(R2tbQ}woJ8Vc8_w8f#^3Iv{&NBgh}Jb9x$RO z-Kix7;2aqzV>)IO?m#aN`SAZ5d)^D@?;qO`IS;k@9I6+cc6fO zmoYJ=21RZ%1JA*BSNU^nz($~_u{1)fQa~*Us+OfFn&4>+Ux6GNR(6y_=^Q}buC zO|Ym~L*dG<`Zn4?Ub>#~^hi}a$hLOhXTk?(6~l4acRuj}Zp*sP#G($cijv*C*FzZh ztb<76L`5k+K@sONjthw9<>755r7IbKekK*a|B#YY!xd8NjsWJ>I!|RcV?QBfQ+kDJ zv=QIOMzD%$saaNg=%m;AGk&O?J1zk9Q0{_H0pOdWCuKpA@dPNez&BX17-303%7y*E z7vy&-BmEEdDeNo|_cmX+TNF!l=)4z=a6(#&l|KU`6heq;?BCE zN+P(MlbGIW8kSd{Yp^Iz*?2=%>p|?Key5(l=K9&$octi{Pf))U)B#TKyVLIfxn0X8{IdfszLhQ^lO(md_tlP-s;&G zTW{r`Ffee=_A!osoaRjDSJHFbSuVo$+qlkU>43X57S=x}POCFo3Pu_u#(E5rHpeOYK z!A3E~b+EWC0l%0+Y+U4dDszegF>O%CxC1URbkS{!f?{eVV$=%My!5;<4m4v63$Q`` zW!TY7A8kPWWm`{&$!*vO8PexsKN2nS7;a~oq3rnz^T1MnufZ<`YjmFJmb~aB;oEsg z1j)+Z-JAI?pCtIrET0b~v!uUBCCj7xq$=g3C1K)pZ&3V6fK*bRirAS`t{uiO0g~OH z7U%Q#ZE>1?LGdr{C=v*O3kj+jky_~{|V&qX6 z>S9n2JkvmbfgZ#cN&2|8rXIJR&55FIEt@G%(DF{X^=I-v-+LAU{%ecD^VyGo_Uip_ zPizL~yrjeI8@n2@GqmSW7nkL|n-c=&T~z#_6sOQIb+DUJ1`4`&F~`!+{D?7NLbm-t z+xUpG5{z{(tesdfcX~;bVfMx(d*+TR+kfC$zH(cCNd4PrT@SBsQuC=r8;A?dxo1L{ z&GcnO=IN~0&-;Q4pADa9sRJ7yFR0b#uO8Jxx_HD}4-b3^B8o+%IND>N(z(>G+Qw*$ zL4ql+IO@P(fnVaoi(a|NeZguk-j^X}Rw#Fnmk-K1^Y^?$E)3Uk>K8(ji zoV_70j8^<;^5+OQ0?vL3pf1x_)_c3lw8i#^L4n=tNdBF0 zVn-9P!82{I6`}4D8qaJ?o|xa`D7lLC?!X0q!&0IX1jKYl<+;<@5q$I-*%RwE>=xG! zNVlk^?WQQ^*8s{<#lYA3v5*2Icy9Onw3wUw+u-b;i?}1lxHQ7U({M#+lMPSR**kf8A7KL}q=77*GtZF$>^;4*NHpX+()c$d$_@Sih1oOz5KBKvVUnpNEWZidU7N6f|K6(F@Yx(C&Z(`q z#@X!>LDO^=RtL@89ihCd+Uf3-4!Qe(DM3T+ylGta`sTAudHz;oLj&6S;%3p0;AltG z($g-Q{GQ3Z8A-+`tUbXkxicCdv^4x`(1sV@Yla>?d?>hA??<%=8Nd`lQ@(w{3MOgh zPiz@o_1(dsw3}PJugf&w1>uVfUd(_C2FUzht!IDG%QmKh2*^f?^jl*Xu&%0qZ>z*` zUS|y}LUXiTN*uL8AxK|`!5q0dUdPK=Z$NFM5|O;9ZsBahK{8S#o_icSYAK?w#o7ys z&x6wh0EA9+21SV>f^n(Xq|v{C@fSy)yd-t4shN*+{N`>SA>?h9d%FiPaz0|ckSSyK zfpof3(v^}bdc-IpN?#A@Soem1wqd!&;TU6w;UlUb(wc>S)lIOYMQo_SvC%K4YeW;= z?9F81j{Ra*Edy?Uv}a@mIQMIL!3d!kJkG8uScuODKmYy-2o9k*pP5d^!3b1a zM4Wd^#H_G+yQ+igw!d9azNLJ0-kEB4a2|wWpxX)Xdp^A);=cC>@_@prKWTL1%7=?t zO^L&U5Td^3p5rM_kQV0kY4XAr-w`vJ@XJg=dU3={f?e;_J>X)04vC*c{qt`!KzN6M+@ zwBvH{OSoeN@I;D2Oc~|@uBd(TKmWNiANh*#OqOMYp`^zI%?h}Zfj%QRTTLI67eM?#OOjCfD zt(dj7pUOI~dlyi`Ima@+2{}wqu&I%HhEW$IYhf|0Ca#ZQDIp;C>al)i^Bk}H+Pw=X zZ@^icG3TRYxh{zf8@Lo3LwM~;V z+1-}g=7ok`o(T0!r9iT$irbI4uxv3gNzKVITBDk@Q2XFb(RKCMNrzVXs24y{hy&+P z@H=RD8nkgf(@sr%?9Zg^_icds5UviAAG>)W4U>@c3Y#&|NXT+~6pNm}uVNAYa5Xs{ zcOWHy(^OE{Bq8S;(#9L_+HhYW-jVUKdc-DrMkAye{;0oQEAx6n&*%)hFx7cJ`mv90 zdkUTQ6hFWB=;Acl76NK<+RF++;`B?V=^MtgK`KMc#XGu|*=hX*&H3SO{LXGDxre;T z&eacE7#y?{t#DgQu7-3K4R=r@2RevJ*@jAl2P9VWH*(SABR`T4x*Bs^;7W3b8P zkD!r23-fybTtK7007&t{)J{rHnsPzN^p{%1n5R{G&diZU1kdJA>g@>c`emCpPm( zBokOff8^8XW$f3X?hG zpGRQF{tZB~S6cD;TdY3VKKbSj|4ubJLkO+ss8+S}V)9hP?{WYaj$q9?2^;OxM+Hoj zlyx=)bo5=mk1qVN|kTDD0Uc7Fm<*!uR40H$mBOvrVn;3p~KYEXxxAzUXOW zsl5nhUFRWLT?QrbyddX$TmP`kXtwwpd2(=*trV$|v!taOM;ePqgNWv?I3vWqF5Jdo ze=+?DVc96)vSA?n2(F}B>Dd$qqNtBFSgjv5`0iS%gka0*4855K{N+K}Mr(Pd_Yt8p znxR??RkZ|soNErNNgdscAPm{~*# zw4!zLhOm~tBx6cJD>AaST*cte)uujI;k(FY`2Y1WNaMAMAO+&8B(#%HRNwL<3U|$q zcwG(JI38x#^S7EhHsoTf-=dT2)uR5sqde4SB;+xWkg~M-*2aO&n%=S_GQ(Sce<<7R zp)UEGjSl5`4+4q56&C~Zwul%<|M$vwoWc zMXE^B?p`zM269nPI(Qatvuq{qz50hy4+i2o-iMnVqRB5|fuMgd{fA=KG+Oti+mn;+g^AyfxXdX8ftd@m8Ux}Dk^?{1K zVOBz&S;^%Qzh`umkg50+%K-io=QfxigO9BE#Pk@1b)EvV(y1+dIi*Z}ehZOD5&2&H z*`H|;M}UuzzRA+=xJ|Sn6-V2AM^qx%+^~$D%kSfma@NEVg+dgdYZ4C}f8;okoARLf zM|=!~6SB}2MEs+4!K>mN=?|fuon;kJa9OrpjpG_TB%QY*s>kUxLq3Rt`q`Ix_KGE8 zFG9>mL#0F#N^oq&f!B zB*T0|No8y5w&>gq3LPF>Fv)cS0E`#2gB9}B?zMua@x6r+OSPqtic=y78mqwMAh_br(X%*NRf^tv#IFf3&(_7P`yqEJeLx zuwV9phbO9Xg|l&CJ=Y=$Dk|v;C^uf)1dMAy_dy-T}ljW&gqz%P_ZE0Us+-taP4uQ9?B?NpL=Yz_3ltozd+`T&7LKW}109qcyknDes$#{0%Kh|V zZIFnjT%I#IwpcAqNJ-=o{5U_C45#{8gU+;pN!?i=-!fMGe|^hXI9#BrQzP1o=qD}^ zgDWCNlaWHnY}u*sP$H8;ehp^pzCy$pj{*m-A@xZJpToN*a*R)nJg_YyhyG5ih@JgW zQ5m2$f=5nlQ6|1qDrKV)KbK8$;v$hS@s1E+BWY+OFzsH9CkE%C>6PQT;%h#>QE5w) z2oe3&+>T%%e+AVR?RCe>OE zWL%f##01AAlJ4bN^~UXEe?5tbkIX*ywHl=JGvg~jf2wsAa-x~NBep-SpR?33#rlD4 zmt^uXhCq}h;79A#l1sR4)i9T`4{#ps2T!@pxf#_p+8zgXSOPFAm!(eHPacrQEErvrwFHjHF0;BlpI))m6e1Od(xT_^9;KK z<-fp@e~m2oEH-H*t-@mikUW(ld#pvpWLY--WV%(3?;KmV(F)?Y(M$gto3Ci{vjA0L zUX%0DfAV`{D(FHb?q+f0n@c9>JypSh-0B%N1N%?C4iw{-FTS{ys#aq*Y)jgHB!(2y zpE8kucIh6>cu?soiz{x47?d_a1a5@EVk!kge`*z<-}lBMiRK9uHf2lI5zbsXqYPqj zfFf9+v>rQb8dOc~nfc&c^?0jZ@%OEIA+-u*Ee@YU%lVTz?-^ZlMbA)ADJEPNdSwWs zvJ()bvDj1<0d!O*&NvR!qw)dK!+iCVfsw0*l;%YgOn|Wf=nB4IQoZZ35-sY`uAlwv ze+?j_)+ah$%l@sEkYo5oo;7fLb?O!T>(6cx|KO&6LuZQ5wp;LE2A=7ns&)H*m1IiVmqnV!2$#ib! zXNz>y2$)D$`WVJp&pKi>h6U`Aa(_q-f73johT^$0oVqxYi!7>gL{Tw*ak9t#Y%s{~ zJjSvouR2y;GnUP17WE(4Divu9nP2>^B9Q2wW!!HXbsAw`VDHFpd=n~cM(p3|b&4Qbc^6auIESdw_b|G*JF7c)10*0sZCWoX&`UwfJrZ<0#za@Xf z)xD+|D`*Hx zIktKecJ?bM#qB+Nr#<$IFp0kfcS&MaN<6rcLjV4y!S&Fh9*EVfD(*fhN3E0XSg$hl z&%0Dt@f6iO9GgOnAxt^l+1!%c2;o+NbF{j!*4u5$mIx|spvUGUQIZLKf3K$wjCDws z9EWnq@SPjy)y0F1R`klTHL=~iB?o{1zHIq(4&9RuENGULgbdl`Th}=^h8D8RM5Hu1 z9_#FeL-pkEo2}5P_G}Gd-KCl+bc$kCoRlkc*wiQ|CBe=1*M89h5NcNl~>W|+wVNpd#T1UZ8|ljNYe(p5x21> zh(*<%T^p!emz5zee=MoVcAK(tkK+K3HkBg46VXF#qlS_%7URNW$QXWnWT|y}sSGWe zBrF)apCis>NB`*RJ}zH&$f>IC)H1Dn*Lpg^N@q(^0Gx{VaTXPWRs}j;0MF(KfRG16sjPzh_R1AS<7J$jKjsz|YcDcqaY}gmD4rQ#f4ESNqwtE})(z6YiR6}@ zvP&mEgB1t1j2`LVr>h9BTxVP{-b8k{OWWYCem|*6Q#T)Js#T4QCCp;2!hZzMKybicfD_E&kTFTDLZLj_7jh&Ih1(a)#^$T}rQ0kQb0!T|13X zkQ|;CIPNlWe>=e!8wTy~i~cE5VTGah*>0crjxBYM;L1~lk52Z|caIZ=S-w8Dh9Oiv z@Bm6l_^PN;KNBY&H$`Mfn_(V(xIrM7xu1<&ios@f5;vQ$vG3ig)t}bPwJzJS*Cw_< zlP!I&_5=YO-El_2I!d-kCpWRovQP|NDuhdA!a(W-e;wJmB_G%x`fo9DLGk~PYLVFU zXG9TJIs=npeUIq^{;!}?>6GOzL2do-5o%w9)xCTsSO$a(HxUGE{MpfT=k*ga*{VO6 zYXF5JV#rS_D0M@hjc0WBkuEB8`OOawgT4O{q7wQbt;8kpn5t${ILi4(kdBPE0RH`X zXHwHHe~yb>L7TpIM@&)in`Th1^XxfS7fb>5R@6NmGjEdq2%fh<1?Nvb)X?VjAW5fI zlPV(2zNcTbC)L!4Tq-)>U<#M^hKWV+cY2*2Kn!tg+010FH=`osr zfA!-dM3W?9M5EN*n5P3&qYwzzCZ9+(kY? zSPsr50!2I{{l!pnB-V}JFU^zl8n=iIRU4QrSL^w`HOIw1qHjKZnxaKH#3zRg91cLl zfJjQS3Q?I@g{iDqMt8GpAWyNBoQrSGf7*Oc%NQxM9-zr>-7`Vvu?y}y{rBhh-|wG) zzrXQ+@h2XxfBZQ6XFvbne|D!K^ey9_VNj!@eCUJt<_Z;oA!RkHLM6s$rDL)b*NGNR zeu6X+?pw$$%cGnmgM91v_xJDlpR>L3lp~@){~Nux{ET-`B+fs@Qs546?sN3Af6lZ@ zGyQVOI-?RgLbXjV)9^kV8sh*@qKzpt@K{`|h7oQ^@q;*n{DS z4AE+pMvpC1Sh=`gqd=}3R3}_aY7x_kU>o`xp8T-(z{K!Q)DQn3*DT+CZOTm2mZ?z4 zT9g-dxAvp^+5h|Z`&Rq%iW}51e_j8e{&org@5aDUK!2d%V0HUl=*~0!_w#)1gvivr zss@#4&2M(oeHNyTQnuv$XGu@sjVuTt{?pBb7!e`hlpl$WeJ0Ty!IM4r|23lYReXAmZPlnVns@3@4DDcVJ7S;DASXi)U`o>BeH!NehDFs{ee*kZSB(GIy zy#@}*G3w6FFN-I&b!b~a01&hoO60~u1`n19?pZ!2a%a^X@itrWLy;!kl#U{{*36$Y z8$W12+1&un+_jje7?THitZE{oNEB)uXUZ;9dGiz*$`eESKYaj6GoJmP(RKcJHNC=3 z^#pBcRZ>GSIE@E)Qm8*-e_u=vPte3xOx5Y#nwM%#O`s+CG76{U%;B~aS*Qr@=%fqP zB@-|goemd%YmetPI>iD)0~QQYM?r$vWv!VfPX3%_LMq(l;z#1L)m039hsLA@kzO5Y zT6UIam%ubxL{)l~9?;+f}rALB^O^=&etxF)&+{qcbTU+5TGm>;}H>0yg$b8FGB$fVhtyy*e>@9DRB+e3un|P+ZRl% zJZn{*YDVjh&{S{`e6&beR0zXPbd=MZ}ECb+zIq zD33T9TsuFNJUlWYgxI~@GsI?>4=00J$dhk~thDDEnj!HXe~1qskVH|HH6cSU$vz+d zydOV<0pFLnsY*dB)_S1UOW;=%O$?M4kfw~IDuh8xGkY}u7 z-gI_$-G6W<6TTBwJc=L1e{j-2Q9c!&ujhI5YPX>xXQj3$WcJV(Uu0+;i(p73$fKOo zb0Vw_BG2iJ208Q}J{N!EyQv0~XQIMDSwzC|GbJRNMxT*As$q zr5*C&eRvC=ft7C~i4SNuK8>X3Z)qg4;Tka`Ei+t^7YI?W8E+md^1e7mgelUFDG3Z% zzJf*PgN~2*e`kONQSABX$3D6VBXZ;2U;Fb%k-Bl7e?}mf5rej-(;8jl7+VWX@$w-o zZ0AFpMMnFG@^$l)^KU&1sq>7Vm9zo582;!srThO~*Wf4Jrr`s^i3AN*_wLtoOQ+l$K9!p||vya#DbO1lp%+00K6j@qY97SJ4fb#*?D z+q)uWn%(bk;)7kLHJE&V_$Q<$AjQ6dJd@|GM>fqlM`Euq?0p%l7( zCWDf-hA0W2DTU5oiXdCm%V$5YW?gS+PqCeVeA&03Cvxwi;l;eZatu1?)!z-f36RB? ze_BaV0pmdF;_4e4RCVA3ckf246XBh?bl5R`Q~mE9bN=@uxoH1_YGiv%Z=b)lQnC>w z^(n>N*iAY4&&|#Y$e-o+pDUF8JJ}Npj}N1BW75#vmCMW{VzUY`3M*lRxmpC_0?Q3K z6K9?Aas#`YN!6(a=Jb9(=C*MYv1ybme_s%@_4zeVX=tAHh#^lY+nxgd!b0%hTl?U< z=xs*~AKedi91li6(OC=!bm{%PI5Q5clyE-6;^~=Z=q}8vozY|#vL1xMo4#7V&kO=4 zOFE8cYB|p`#Z@3nqC!_0y|*1_gDAlI)aFxc2u=*O*Utuo7OX!-c-Q+gawnU4fB#9! z?P70tvhKp77(uIH$)1l91|Gq*`&J) zbR6S2HUQ&e+e+IeVp)BzVZEa)e-rm_^z?E&>}=02t(K?D`22mljEG%~&@h~Q5x9P_ z!!4x3GbW^ysjUA|e@*^s76g8ilE%R$4G+<8l7bWJ$u9YBg3li_Fe*^-_R)qZMa2(I za>g?Yp!HBdML`5omfeJ6>%3x@8-8R~uRB2y1)sAq!^4Q}k=xruo<=l3f4dTtE4+#P zd}Lx4_YuH9^r46`#%E&zkeZr|2hUw;cLhZmBFABa9lW^Pp0xomMg%E{imTR!rdK>R z?ZB)4#BAbqpxGcBlRjvqBsSguCLw35rd`2#RlcP=8d%4|Zu!7tnK zd`x?11|RCd*=jI=3EF!0f3Y-~Pi%2>v?&GD^SO)#zwg2&(GqC=2|1+#l%`Lz5#tAywi7 z8p5BpR=gub`k98e~-5E265y0$l8D? z^A+j@F`Jg16|@yM??id2w>mzyz%{2h@MQaaeQ48>N52-&;nqU}P3_%>RHyB`K{0gDYYF!?vMyWA|?a9bQ21M>Tj2)NM1$go< z+Jrw%&n12AkOo?$e-=bXOYG(+o1i$$iKeWYg_;+QSMp8}bb!_XPcGTx7g1Xj3i~{R z5@fc;%)LZjL<~0}VtbH#e;@ELCUJ|{NgSoMhA~i$dL0Ferk=<+cGQ^UtJyJp=RDS_ zQg@Srd9jx>fbhF-!n5h9qd%dOAN4!j3j0Z4JP6Hw2}vhgqkFKPM)vc!G_svRoFdq& zwCmCEX;G=F2&?Ch=ja;F$R=jYg%{z1&zGk?h{GhkjBEs|xar8Xc0qpfI<|O^smoqr zRW7BOp8VM&fBgRbjS5?Q_T!(4eR^}2DgU5XRRTn{wns*Of}vCWdo_Avqg6Zl^!LQ^ zH3h2{F($UFZw=C}??~CI`F>03cTb-KE!MlcJpa8N#U6JbUe}O4QAH?wK_5B)IY~`i zvVZ#Xd@4Yg*1i1^K*zveHaxY!cg(n|7HL~{TU zM>h&1HndWVKWq(X*a@PLB$Q<4_~kla6Q)s7#AGMMajP)2Fk1QG8}UloK3E`SHB}f- zk9+Mjf7Rx7*$dNffKy&c|6B0<;DZ2#M-)uOmkQ{*kVe;@;)MmsjxNA{g1ddVV-1MS z6Wk!=1bt=he|`fOa@2P(it6h2QbDCMX+Xv2RM9?v=Cfs5_IHaz(&asfij%oOC160a zFj@>t15J1syun;Wf7eNZ>)6XQ{{P1P^^Z*A|4n-kM(>_e zBga#cpsncJr5bZB0&?kV`JVjY(cJ&qT119Hb2Ux2ckvbM>#ez52h9Jf1Mt`TbwZHu1b9CIFIJaJLzT)5gf{*gqZ@c zB5zsaf@~j4xv4TGttX6Ws9qo(e>3W{P?0>!1Jn@k@;7I}-xss#cw}6=QKi`zsGTdq zQZFcv%7)ON=S|oqgY_((!#MLU4@K<*iRZgt1KD%FGJXqoT-h!c9b@y@z8pw&e=j=q z3Dl%5wIPEC0+*KdRvu{lbL1CCE|E|g@e)YND@7{}yeZx~h>$)$qc%JB0X9CRXpd2% zj?cd*Y8BC6>pB=I9u?u7brF4ZO|bpDZTt4=gL%WR_9rzWR>@#g_`%Zn_xn!_SO5Fh z?+e9X&30@u36zzsE#=ip+gp%Ve|W3)a%PdLOu(ok$lMF!a47=8b^@z$BlUrghAf!- z=NMNPmxSd97X2{NK0mbH;|jjmCggre#p1SG6l)hlzbKt4D%26WS5vb8aAkrg^gXyD zz}G*zv^&x|BM?NC(rTb7&|=8LI=ISBe^lzjYrLth_*+w5WgvCnuXlM~fA^{^j^t|T zNNT4?RD>IC($#gkF_w{p!1C&2X1)K z);{0t*d79waKGeV=Wp4h9;oZxn`(P>P}RSrs0OZ#pWX9IrG)o+ZTaF2iRA1bh}5X( z6`=8uwO+aa=lR|4fY%+ggV@5Aax5zfNMyx7^sV#?^e|R$cfMMDf78{mu+65;eGd=l zgf3upYY?pb2r6s3Q{C!gk^7Gn`3da&4Ipju;d0|@BPN0Af`~i0C`Y;&fx(tbk^tFy zqP$>&XmB4NLc)bQNX&x0ffQNxAw=#uPBhVT0XdLxjPh&S|85BPZ3otpJSWkRmX;FD zUO%4{NwsEqErom0f8I9Zr4!TYiO}Vh_`RO9kOG)mY&gZOSw>fRalvi*s@)KgYM;vD z+&-kg)1Jsdd@8!ro7=X{5{F8f4{|ilgElHF5H3Z+4M>M(fb5A{_xA!4Bw*9%pK#+||CUU!3IAwzSXA>CS>afrrD3JGEd3d( zyb0;5?_MS=K2*U9-YggQ8lY_+*%X19le=;oso(i=*s3!m)0YE$Ri1;)i(eAu#z*sn zXlVHUOvBp{e*y#0C1ZvO0OI=aqnLDB7|RrgfQ$vux*o=^3YcsZ$$LP}wmt&qtj0bI zV3KM=-&UWF3nvLj1=@*)dO0Tw7qxa=M@Kmbj}N^rtDDfc9jY3JjFqZ zIj_%8;+2oEjWOy+Jq*HtFzyd1U@j_3j7_)gpVn$Bo!L9S_J=gU_}y}hq}oqI2~B6x zBsm|+e@Hl=tk?M_KHz%ydJ`G~Ptne@Vo-U1L?~1rk#{!ANM{CuM0X9T?U%WnyL;>n z3_Ph6xQs>37X+~4&xZq>>P3m?AS)*nP;`r)Q3|Lp>=5Xy?WjohF5~UdJ;2zK$gz-pGAm zf2-qW6+zMFc;#>!YZcFS|9~ACPm?ef<_82pju8NPFWT>)hI^;r88)EH2Z^@_WK^<9 zP$dzQz;UAmHZHp$MZFjml*5Cl0Ku{U^s8AN*ME}eeQAAcvc7v7h6bQgMXM?yIvHb! zuJL?p2lm>BJ9%K?TNex;HS|Zo5AnBze{`mXCT0j3&HsL9&na5`>WsG}(_#n07eKl-~52ueJ$pVGVxeVcY;^Na2M{dy31> z{CFw!uR@tpG?rt}OOc4o6NmZGB>(B@CV}pr!!|+GES*0c4Wsx)7SnuF)_cbXfADt+ zcg_(d-0|VyS!-hj`FdACt3AN$(Oz)9){10CGzO*O4(V|T zm?%b^ia$TU|K1V^Dbe^g13|v^X#)lr?4utZFDexRT0Gzr+=Qgy)IwUf#IukOIr)?Q zg7;JN8vgzH8&K&uU|o&prgmVGqL;*J-lpi8O{f*4o5C1Umv#oA8S8~Ge`+?V$vY-P zpO2}11Aqz4AxspeR7G|4h_44(H(9Tm737@f0O^H3#Yr-@Ax9Sw1rFt(Eqe}lercPG znC_ynVg2(386}dnJ|gcUxj+-Px+Gln1MwYkL58Y4f~=^%76Djj`IBSYUntfhj8l*f zJD%8ULk!t$?Kzj>$W-5+e`6yps|wG=2J!F%`qCTuKvWo+7ay|~fd zGE7J7zI6BzW_+tbgP82rseoUO(_rkWhDP}N`&Cn!=c2Q;AtexFrOWYvdpN7emt{OX za|u_+%v~XhOvQNk?S`tRH9=G=G4-aEs6}OGQLXJ^vxblhf1ZV+FW&Y<@~7NwcpuoW ztIICo2V|E3yi$t;iUz=eloW?Et^3H0&|NkaK<*{*0t31Uk+p=@6cQD`W8kU%x~`eF z>*6^EviVxL>}aCL_KkSLR7QI80Rj6O%RaTHXsgK^xY4j<+QyW6jos`OKKgxk=chTl z3mz@}+3MuXe-^6~`}BC$2UOaJb5u}^H$0|lxx4-t)NJgMQcnOq;XB&)Mw%cA8rnsgt z<8h8D5F|Lw;+5^up1U+!p-C|#-D7P~{mZwF;}I7{e@I4a^6h!dZA-Tib;HpOo^;7G%ecPxL3caK#~O90?jznAFz5jHY^wZ~|i`LIZ&jPSh+e z5qM!egvTv@Z&0iJR7OukK|#8g4=*9gMJ^{U##l(zE=3cJ)ekthGIO+cUvEQ36x`;y#X?4(nwNdB>_G>|FX9!Vq|4xG^CN4D7Hz11oX!H z-VV>-`TK7FiPU9}_F!5TS4{#k%d~F$qwKXVe`P3$xqW&VQ}{y8h!h zfA~%`Bc&=SuN>N$R#$*p;flX9j6A7Jvy2mfyg$_r~}^(TeB3Vv@+4B8MAyMrYEXh4+Vl1E5~Hc$}A;ClH#JP(ojlWa6uoj1Quul1>Zky1Xt4VJZE z=VKp0RY-o;{=PrUFj=vVk|a%vXMiqh)pd-+@ZW#`yerIJ$BuP2#hlZA(N2HsG=7bu zRX5g8ADr96vsP-s!0)B^X~$><`WvVxt8%(6myv}fi2)IP(hCx5C2ZUG5-lFqf4{5c zh-y*+zWAaJXk41Qlhkx>X20a|q5MWTrN^25)3r@{d*2-+tUdvXl1y`An+tt259 zhx#)l)4S5n>W@~un{Nn4@Dr8CMxp2Zk)v3f?>_wH8U|%e=kC3fwn<# z*-@rWPrkeQel5joTMHd4ao8wAf4R#7pV%7roMLg+`)hP#e|Mf5$sdHloA64bwpB_v zSIeUCEKYDPo-2jSsp$GT89%`Tv5l7glFmJ#UU8$-G!CwGVl_v_Oh&jbgf#2~%i~K3 znVxmoS)n?j2kGCTPKdvMUCxAxypBsmVx{7Ja}+(Jc<+_n1+#LNh-XhJe>y_^hAV8| zmkEUszB%z28A9MhpFZh{gpeC|xG6GsR1hh!`fJ~#q^I_Q&-4gAwhg+GI~Uh9*qqsr ze^#}4T(U^QLXw2r`g0>`G%J1OUMA$Om|0qDN0=HL?%ylA3jfPaw{CCax<+hUE|3-HX!9$0xd zPrUQJHV#P}CCYQ5=xijKUZ%cDL43^^>)o(^8e>sVixJ%|Q+@q9n1XUdeDu)G=6MJc z+I<23+v_>k#!(ZO%A{OV`d4&xf#E_ ze^~M=ax>=21VUv|hFw!r^$=#VU~{`9lX2&xr7K9U6?njB*)Dq(rkjq@uj(whCBRwwm#n&`uZucMD}cUc$=9 zHiRF_UTmNcj906PG+~9w%*Eaf-bX}mai^?bHQdrg7q>Ljf5A=txTXWPRZM;U_gVVD zb{``u-@WEgvM0h_8Ee8`1Nyjmbd%k&@kst-6d{g;;L)~BvrJJB%yh<^ z&uwKu@?5tG%NQ5!M#!49Pn1vEqhiLYk^%B20 zmcCExU>^SLz)hM$t7i6^7urQ&K;P}Rk`pR!DaL_$@#@*&{r>T2h*z4zNkr)_h^7@V zBsfI*9SvPSvyk!-<}(l`!=dMsTpfz1(jr4~bCfWGf28|ll%9323UWLvY7sXwz6G6Q zr6@ZT74FC1DQy}xsmcpijT0La@vW@V+_UF88U5eCeQ`L4e%Ybhi#xnaW8(D}mW{x*n2tzA?NR3KU(%k%YU`Q zlClJh(2(IS?HI?rPQ~6qO7rT)wvFMsS(kgR#Zq9Kr0|x3$8oX|BjKSrM&2Hn?CCFv zE)?1A=w?VhwiW4##Xvgoy*-a2*;`~v^@(hy~U7e4X# zw09n5Su1A=6Z$UVTJ34toPP>qWx-Hi!2@MX!(-B`_FQ5HPdK8h0%*t&9~*s_+Ke_+ zKDSB8us%3GAUm;I!bAP3870EkI>KmBDrH2hA#ngnb}!%l1Q0S|1Fa&iL`%tPL1sh| ze|#ys8iEMzHJY}&tk9#xB8*Rv^*QJHUn$5$7RWVS^dpyPYO&^6B}2+n|h?$2N*;e zX8dX%0`m2C?Md>w33fHpRF#fte|_XTO`*2=>!fdZeYoLhtQ+xj+hrb?H*f;#?W^5E z<$vEn1(vj=9G|13tCU51Z*KtPi^2$8N1goqxK=6f_NpRsgtTd_c;_%xip-R)-7bz! zD#$c<

c_->=LJ0)vhtqUja#$bUr)lHH3aW4^M@swnnb^be)YbFagf10X=5K{Pv z8-VlbSKuIfHkHyEHAz`2$#0h)HWR*6RPYnYZuZO3l;8oPwi=5TFjr}tnkM4+JYkzo zCvtf>pXuyC6E9=rEIfaEP@oy@M&pY5NO(|ih|9uTFEPo!oqgfB>W&t&0v7P}yML*` z7+$Us3gGc>u+`_oI{%C~e~s&}Pdm}-u?9kEt;%oUO$=`6#@b|$AXWrw=eA}zdciwZ zYm{?a?aF{}+7IqMC)jTv;Z)lD;9l$FM!R+JiNQ$6*k*=q^J)0 zj6Wd>V_9wnY|JZ$H);l@eT#fE-Wp4oP#z?Bqhonn!`5=$kCzLGf8qy$Y}b@u>Q11x zx1HxH!imCC8_fCG2;^kpqaN-4!?vxD)+zW}D&lS|NU`3KV;`VqjL31gk#Pi-W1(Zo zUhDy)(NbS3`ZTJuZez2uh=_pin=0|cw8c$fY9veA;!zVs%1H?bhSP3t6Rn3$00Ic` zIrI_ZM=h5oi{k4ze?Y$_P@X)DKGRJIq}){lvFsM0_-!fq`hS;s+L{s_prwDnCj#wJE9NGgw_f7XhD@yu2XqkWxV-hGbI zi1O;Ado6=HK0Em{p)MN9!KrRr?3*TTaU|W^-lJ-9Rv`WXoWu%Ag1f;lT=)O97l?F( z%LMNKHqycBTRtQc-G&#gsxUBXg^3MbCjW#DHijWcL#1Tg+tSlwJhg-uD5>XUK~f82 zc23YgZ{+b1f1dg`rtMR-&`g;5Nv{zxWQCU_4nN|C_JB@G7SRBc#rUA9NZAgl&n3TE z_`g58659`~Uaqxv>7KK;hCg&>xzWhmH02NFxl7bQv9^?7u^DA`WYrLwE5gCXelo+o z$-uF*wjjaSc3uxanB+AG!kx?EwHyn~zbGF>8-6yVe@kve*P(wps+_64M#n#L_D>T5P#i43mA$1?ji#6(y0@%@eTxB45;BHZ+EVwlAl65OP`K_LI2W(<9!GNy%y@op0c)Za(SXpEn;GM}Ga0geZ4l_;0h*RW7&~u>O&4Ee$vPQ;8<%jAzEH zeQs5EnmR-u|GW|H{HZBS<8ScMLeTd}N(@<^{=|imbdi0V@)qsLZlpZv1oTHUe>NFD zFEWlatXGv)-9E_js2w<@O6O;zq`zz1UF!_u*`k|uTM zYr|ye1l@c04aVd)(Gy7&(8*cP4no6CYpR!3(Ngux(jGHD&;oD)9xWD7ad|571i71e zjIByXCyf|0!r{V*F8UmZE~L2Ef4!wYqWP38m*smpRPc3G!Nn3s=Xeeq<0{Kx<(jyg zg}lf|T9oBIY({~l`M2gxS9{9jF{MY;5CEP;f!?4L<(4p6Cl9i>5&vG9mQfDO$JRdN zoA6wC8^T0ExD{5z79kV`}H3WTAgI^DRpF^M|& zj7H3_xQ!n15dQsh13{;qF<|cK+V@Fn(R~K~O{qE!DRFrlH*mf(bNVo6l<0rPNF83n z2!wL{2SKwaaBM=}enlp>iGO3*68JP<5O#5LceSX=iMQD+fM>cI9Z}qTw!1flb_gavPe_dv#gW_nouV}2jaqfNa7f=<}Fast=m250t&mNtBVBIGsF9@ zmJrZZL=wL#Z1(#KO{W&JZ);X=zdPSvm*K7U-^-=Bkm>81B?4(T@|LtA1>HC2iG`_x-Sv(^?#|J1lkEHK znxn{%v75P(%}SL}3W_Uk>UJ|C^Hv%5>llab8LaNje?_Dw8h1*1zqjaOnqY36wx$T{ z4K3)7W5h~MMM)cXxYf^@bqOJ+1wxTfYUCWBA+@NE&*=|>n)ST0tM-B2y=)Av+}kIe8%{%Ib&Pl~QVK z)IfQce{exCOHi|Q8{PNqL*Tz%(;2qCm`WH-n~wWEl>NQ4?w!yTl83OF($3xC==tk$ zD|;asIx*q0@aH3599`Nz8O*XZM0&N(ZrS$J$V|c}g;Z&s+Aw-HqqEV1nMa@=A zypCgBA}$AQC2R-&F(&JVR@BpU5IrgCM-`=Of{NVJ=0G4uTA#kq9(5lR1<99P)($L~ zf0kd!^*Ll>#qR=%;-TkkK%>w8Xp=N5ps`-z0f|J~J^({ad7a1j`#O&_$Dv?vw~k;; zmY@*m^Ai;fY~#bxO%c;eCEJDA>(irv4VY-oMRAg|l6;V(^JE!S_L)_XqtRFDE^9{* zXDE1`^t*F|VVqN9j_MgmH{sAI%M3hQf8K&_I>S01_CmCR5|0vKDJm~)k&}CrIEGKs zfO%1v@C}U}QQ6Jei&77er4cUXPst1H*K%8dM^|VLt@ymc=pMQ>?yo1%c*sY)WLfOJ zEF$$-K1$$}I(ocOv`$pIYhR>!_Z>D^Fr*6p?0BJs4Gf&p;J`}YZQ$sJ%`RNaf6WL! zouUK330i&;3nN?k#8sztx!n@dUcFbiX`NABzIi_q9F{p#&_T z!dLfC0aDBQgMR=1xg-PN%fk$qLa8|L?0iA&^o{8RKq_kFxGs^kN&~<+7e!lSe;>L2WK4*(II&_l`E_5$S;R8(Zd9 z$UgiV(2|m}!mSt75B_T;e~;1!&tBmeYGE|lQPDCtY8!t(T!OSd6viO(u%SCn>~PES z6;a&bHsmJ-JJXP4sBYR*G-*2hh!1i{ND_bgfBN*AJL0!!}jlpfU&er7pLyCw>`HAtFNpFZM#vuLa z8ZDEakfDe>^pzsPOSgLyeRw{`iJkYfCkdvEXu-#eF#~bW%8E_y$@g#=_L^$I)3dsq zuEx3^dy_0XM0Sz7$2OIkjH*TncZ0%ruNplfQWAX}taWXDf0dL+)NPFiKxphq0&It% z#fh_j81l0DZOv_DB(5hqQP{AL$cGru9U5Rxp6 z6W#H0_ZiZ<0m+#L29zx0LuBP)9_h)^ZWIp$!O7`x)l4P)w&3nrTfI&Orw~-#FF6!z ztqZMT07yW$zk^O+Kz~KB(jFTv(^4ffk;^BZV9{8l?2^ez`01NQfl3wHW|SvL@09dW z`dL9ejI^^+OP_g$FikviO zAPMbX#@NJ$q5w_DF3!XoxCrPq?q?h1k)%fnC{c+;9@_GhlDrCZ73wR5dj7tAv;JlM zQAVd$bmM5Mpnty4qb08Dk950c3b<}WQ*(TM@#SrF6VTBo`J0G8JrXLQ{b@h#&B3 zZ;uL@)#i4{)|FukDjd&Fq0CvEGGOp#T_VI#W?j1SNDVxX!=Dz?!pa)C-(6&9=+jxU zw^-@a3F@)6G^cc|Ja8BLhP7bLk;JqSc@>xZoxmuHbn^nJwN9Wgru<>=c@VDm$eO-0 zM^e57?|*r}cX!w^R{35~D%KnbhlPlfAoHW%}CUOkx%hiOdjE_4sS>H>1jvX(|q#~i!B3=K= zfXb>4f$^5=X!?AFu6sK|P`NuE&5X5tq*Zfq8UZM9$S5m9d2giAgS=qk%eN-Chxm*> zAw$0kgd8gKNTrfB{R9f&Z|Ea(<6Z^zwZWJIw00Xoxmmvd78R{BZYcu5wzF0Bq4zpQ z^M9xr_ZT1PLvv&5On%t}2JjKyhGFb7Zre-gr;gIoAg&AJevy}Xd>Kb@EB`$Ac>Yv< z4N~_u?jV88OVBY!g29+|Z zgJMrADbE#mRjU;{RDGdkOPF9oeqC}mg@5sHQ*0ZD!M$I8Od=Zp!Nhj+$vN*I>rW43 zx0=E!PVNIH0DtHh&fk}g0Y+bx;_SncA#e@Xzb|~8l$w1!T3M>;p1mkkWTck=@a*P# z{Jz~$+@|eCuzR;J=MF>7FADFPrc7ziT45q^)r>uZ&Q-UF%X9zsopqFnhZ|8F(SN06 z&(8Rm=p4bH`gZja$9T#N=jPF}1kENX7(^K#UFWW;1ffRbMq0Ttj=WYw_P zKgMVNW>(-8^OwL1<#FDhHz!l7bALlE6ESKx^I&Cr3(4uY9FG7`Abvmy^WWc}NFbae zzc_N!vc=tPK!xK`)zLkkaL)aQJB9a)BVj2jv8ps=Or#oU5Y;CxN_BcD<0*2_9trM6 z;UP0AQxLsT50sbD051hkS0H}5h7rmh0VJC!^W^Vf*i&wK6^cHp{(pRURB06T z-(#ETs$>qWi+{5{rO@vJshIjA4kqyBpzIYRaa!H(Hl?+`HZ4L(0fxF#5e(FJ8Uj7Cdzh z>iK(CuQ>9HBX1DCZqbetSv2_oBI}JOEUl_h4WCl1yEw%Zs4%xR8k3 z!QdZ937><%;@~TB!!qcX0VDM4EZJp@=aO!?*!SWHT}YQ}rJLN1-+v~`Z9;XAY}|Qi zB%sPy)Eq7lfA;NHl@IqE;ByyUV)SKY6k%uu?Kpu~>e};4=4g3(3JebEFHx^G+Oo&5 zx?CmVZe7UHv>32Vyd-5Zw0~+WT&6Kxl*g4cn3MJ`@+#TnO8?w;VZtRh?wC&5i%6{{ zN3bk#&uwZo8ZMmf%YWJa+@*ZlJ!(P+eYp|YS|!{>puM_jnE2A2?2sMDqO_MmCvLnf zf;&?5Vkr2rz4XpcL4Xz{Hx?v*q|GMVV!py=%JI_UHQ`ltq@u)~vBUwpccc32Y z#@v)`585|MVs7)E?00U`to_7800f&=8GRSpnmLT-NB&X9k0`2bZ6Pe%^OfK zfzQ1uK9fue6QvU=)EXs&i$*O{?)4Gam8CJKC3r~Y7{>XQzzjORj?t)Xq;5=&!aaGD zEmq+~WABIuEW-kSQE}Oy?s3P5x?PbDjs5f`#dB24p=zgM$UY;0@r;xO#9l164O`C7 ztz<3IOn-Y=9Ws>j_a#Fy)V_0tFPbRRdSq9xrnBfb3t5O#u2SAyF5(GISWll7D|f0C zVYDip1nOM#IloD5SSqp*Cng`Qq@mZRm$N*+T)T1a!ylav(Aa(=Q0F1a7W4wA=HU#C zD9T#MT-^a_^Y0b)BI%1^sh)9WNks+8D$UIC27l!UuS`bedc@~8PkItIoMzZT&8QUI*8SuW1VeG2%76Zb&4Wdky zSKi;MR!`fYO*8}*X@K0vw=>$SToC=$>)HP9@QJmmHL@uW#{-RT4I`r37uda5o`2$0 zQBVTbnnVT}QJB0Qza1XKvUop#-lmN4cx49n85scWk$&uV!?^N`UfxrW7^>EByS2^{ z?bd?${S8bAdb_m#*h1p;Ps_q~g(#x4u~IokK<1*{I_Xew&yPGFNwS~6e|~;`U`D@8 zH`SB4Aj}?3Z~HWi@e83stv97d^MC%1+MvdBjQ%+SH=dM)yK`kZk?@D>87JDkM4X7G zO)$$;yQdET@bazec8`M_@0?OkCyU8Glq^q`LXp z)*!dCT&-ER>mg|e@GiO8=f^q?zWc(TfRdTZWH!JtA|{J6X*-u)P&t{{(a+&efmh9P zwML|8Uh)gbn6|yHV`Q^YWqBfp8qbqJ(5q$-pbPJN#fo^U%4Uvy6m+nX8M?F3zF!I( znu}7xC={C<*Nibg>f=DEG=I8FfSYwcj*`=65aT0WRHpSdt3q~L&V^=1a!lG8gIHoe zM&`9-W@&WJ_53QprALLq;PQT6^Kym9u@EXQcc48b=Rj~KCmHQ8RWYv#rF4QlG{)tABp1B{!Kna0UWa3u}J7 zVNE{EiaRnFVd+R*76BhL%6s6#QK;!bJ^xx;8QRmcTx=KHghEVNgbMoVEL3Vf)r5l%|=ZtjbnwAO-g!f3q6)(v^<`!!4sgQ zm^GxJ%I8(>Pk#qTqV=NuJ!BT|;a}(QyQ$1+<*f6MNVF@hFl5UmhZR`|X3O8VDczJ% z>wBl*bJvH%qvU)Za#>r~Wg{?k`FKBjWY1MT#Eo^tTZfTpEm0G^mm$@Ha#S+<}iv|^b{G&i^F-qN|h9HNS`n16HEUA%#~pHe@-Pav!FI1U>VM-GgDByJ|tm6ikAc}#yJ1`|^60<1B~`m;iCjiowV zgx@n9A|z;%o%x$M>#Rsd<6n-3`g=g6joPd|+#=w;sw2E#$DY#;M!=fd(oWVL8{@FX z@0+-ej!49~&L+qxSaj{RbS)8vlIif5uIMs0)dC)##wPd+60*P^Q?Z< zViaD8`r2^pFV5G zkI$3C)*vfUOx%9^>j@(gEK^H7rr6rT3Y+ZIjvPaV9%FrkIB)F1wtB25AS6GaT7SYO zHjl7oFt)nx<{aT0M1haQn}|AkBa_+a9#lPBV=M|A_zwMU)jC_l+8=RD~2^|25=f8WQ1XIBC#`wHi(pp~RH4NDWG-flHz>3>gbVF`+I ztR_qsi#OKVti}YLZ;z)njWz|A+{g(AFmu7D_7{s@+D=kbi|Zln_$bnZzx zo)}!Pqm0;nq1*ZM=g)8c@9*FH|FR?hec|%dm2y6(q3@?|97%$>=H88q^x-Dpge{+s zPI{$YvSM1Z7zf7)j!%;Mw11J+*fzIy1xEY!69@N1*~~Ji@}Zw zrZOy0jDOCHx7Iol!J;!c2&A!6&(vbQF`=J3#v9NHRVyfvNKR}o=zkeSo3cC z=mnafS}9t)?hF`e-q4o$@Fq{{Kf>2l~MT{G5?SD%via%>%<^J$x7`#6s z6fQ)zTb>3fsqpGym@Pt`(@gTYg$)VCBwAsxvALWER+ouG)-8P-Ysxl+GP( zhfkPR07sN(9phe})PFCxHlkV2kJ4%*Z5{mCQlw%ES%M*K^TXQY@_8JDxstfo!zgyl z1{_2Z&E!GXNjMerY6O}Ns3m5_zH^#~6z&e=)45#;QnT{6J<#7ATQAR7Rye2kvN-!+ z_jS}r;ZUHcrM;LVjx5x~{*ewnn{XVn6zTho`d;xP8&hx|vVZ6VK$sje02>v&n?<9u z`?d8tKYbIlLB^ys>bkZ*nVQjKc>!j&RD8tRA>u^FhfpL~OfkYEA!dGr6qQVGPiciQ zLq7MuWH?xiJ}#^+vdlm47eb?LouBQHRD7_>*_y-MYNUeiaLaIn_2<~2qm}Fsf`Qw$ z|M%vF;(%Z<5Pzugx@=;XXiYQR-I|EwEyDob1Qauhsj`I;IIv7FRD^mtmj#AVKLsXa zAL5D72@~x#_{(+_e^!!?11|m~sqYm5XaT0BJpu^QKwEySONRxyje3T92hJr77t0`b z=Qo#i58aGAlr|-9m&HJ}GiWs#k@zbn8<)frEvVwcGk^R0d;vdj)mIFR&?1T`)*dPj z&?I4ZMg|f8r@mplPGj9LFb>=>5FAYoIHH*sZr!beQ~v0Y#3>W`$*xjIX!ONLq%%`O zjs3wPeK|||gnaaNVw;RYdu_c*>J1i>9-HkR&8sJ^dckScMxie0TSb&VIn^gjBI70vk>s~v|tNVMFp=YG?fvrHFUd%M8LR}C11yql{W~4Ay>xWiI3X~&ZY*u}jqz7UH=dzHdWtGxs zFea?9j((+M0T%a@0L7Om5-RRkqMqfoKFgw0)qhsYA*N(jx^FZ*g8MGEWZ=HfXrH7k z^ErMMS++Tq^`bnl4eC-AhJlN%MTAjl6|(i__X{wA5qYj_&Pj06dzqgzBD!k0m?2Td z_A%?Z;XbF5U6VygJ-@~^Mcf&UwdVv9d^49`cyEcsTBLvW?Ld&CK$76S#8#WjabKNC zVt=ME!lI>>GPJ)>1(!aSOXp_;GJ`@I2O#?%xCmKvDc8wcpu<{b`trlqHP7V-Ta!St zw)+?<$!a^RXfN)_pR7U)E4yI*!17F%Ijrc#OO=;0;%wnH?X9vdQ6Q(J_ssB1tBLnL z7h1(KWZa}-riDW`8wyx8pDVMse6+?QsaAdJ_!g%dV z>usgUgvDXSZ`OPZD3J3a&^8q0D08dTaxM(jq68zP{A!Kj7IL6tiTI2S(DRli>3@&; zVVhOUtkPV=@|^W+fvnI1?A{69%c4|ppOo)k zW9&CN7*`UeOk4O?7>k8{0@kDnK30*2Ojs4p1SC0IxQ;|hDu-nh%B99`*{J$91qzdb z9PtJTELzXHu%WXZ`(=Z2MKeken|}x67goB_mD9CC_?XVQ6%^7fb~4XWZP|NHOlz+B;jG#CmMi)8%HrM^~}9kuOqpyhS$qZxe7_9Oz

QzCYp)0+}5zE!ddu{-a`*e@3O12g~pM$`5waASsuHxL)0LPvj-8Fx^%f=aIJ zK023=H;NwO-LVChsB*`IK-C+`?czYg7^6TZ6Tk8*&P(NX$Q?CThy{E%XwkRB)w9Kt zsU{=-6PprZ%K3L-<|}RnxHD`nQOMYl^m#^GJnp5%7x)VNK$tSU(V5%h8IvTAOtXlu z4~gyWBuS~UnQC-xZNhDsJJ&-KScCi@1e-fLrhwWcOUoqyx^ z%LNB67YGUhmPQ8Uj}V;970sahvP)5#n~rwR*b5G?>{Knj^QsdPY@z$zUW58~pd_U1 z`4xrMsyv-PpZer&e6T9NF>UF3>cGsFZ!g)A?(Pn;>^j!g={IVZCdK4gQjkLr`|i0}-2lF*J_pGpg^6 zBX9uhGz!N9RYQmQf44wdtiDhK zGboBybuI9sue%bKbO)Xd_@Jv_Iy5v>j}qOF%5c;A+FuUtNR_OX;LT_y5)ii^v?OqB zhAxUbW2yXuy*MVXndjbIx*?h4QXjoMbWWRkE)zicgO+7KXj`P#o~r3F#`HD9YGubD zM1bL(6kJ+3TK5qNKec?LE&nd0hK_$*G~!gNO-@5RkFDD1oGgYe{Ar6t%r9glX+2|O z4EHB~!hE}B_BG`yM;Vl+)UR$f3Yr@fXgOXaq@KS(_q6%YpC9&07qa)GvJZ)sYA{U2 zc9rl*Tx*ZmEHh`&dSg4)L7v>-9l)N$_iu);9-#Xim`Kq)572lNc({(EbD57ve=wFuS?4g|Op@tcxAT%RGcrunu zt$qe#aMa7O53FLwR7srp-)ZKGq}nF^KWD-~*%cJ91dg~TgMR>gC8CMH`wirZ9rJW> zU|aTsqhcvJ?H4k*SM3IZlmYZ+o) zc}nF(oanh$uNPsCj3#jqJi55}%IvgGqXb^}^?x+f^%wdsUw;~K8pW4ZuI?x-SiGw! zy(=I9$cSYPUt#v+GVsUgrf@-o9+g|j%KU#SeBu`Ni-mRnH!BX4xEplL%F*=h$gibI z&2D@!)P5=tK_V7rMiMYls)#n?~_=LxWYeUjzWKJ z`Q+g z@Un?16My0`g7>2}1&=9^PDS2sG@5oMJ zJG$8Dtw&Kg`sRJFH`tcU)GDI4;BlFE*~fsnnh#ghhS|0!Us>?<|U*iY>5{qb= zii=KH5<&0Dn4w59YCt>Cc0Tq~**iwffn8Q4?F{uji@((ZK{54^*T@>bA;|4Hf#ZFx z3_{AqsA4ZA&opnK;+5EV7H(dybE7wG2?B^L%D+29aCz%yyg=Bl_!ebgz|i- zAdpyeYl@!{jL~XNI-@UB1`#Cwvdps~l&hxJ%ER{YQ#(i5Ols%LkFbDs5pb$aUf2mUkjHxC#ao9dZBts2*qH8;{-oJsjmcj`EpLq34)> zd4qB%N?l*G6OYF7NozO?G$Z8Ex%ni$mY&3d4J1{KE>#LMaml7y5_UrhLKvdvv6e6KBws*V6wIRY2COiXQnwo~6 zGg81G%a<@#n5vX(N%lYx$ZzV78C$*DreIM->>Up)+`IJXNiOAAvAeDj?2ZfBq6R9M z4dcKa3fDK<8zJ45A)wHmH9k#gRQ^MekGU&?qpL1`yz>5ziV%~pwY?dj#xmZd&iB9t z7r|mL*rv>zn|Q+?2S?yH#>wqaUUZJswWcU?^^?1iK`uK?1baH=o`XqDBc+3IA=2Rj z9!hSa6|uwkPm|5H%oD(qtJdv6d^X@ID$13RPJ3MpNd*KZ!wY)M{t)9}Bf+a!4#9}S zQu#ScC#Hz1%-Rb**QV@gH@oXF0Qbq!#58K;)s^P5{xsuEAarW`p z9L3uf2OvghTC>i`(5=!RY}fsp%EfR+-*KZX34=Gup#Uv{O0{t%gL2;oRTs-bnBJ}C zjK0%GRZ4^`JwNnP0-VnJJM!sScQl;?&>9g%ZS*7@lX973%Phus8mY+_rp3zzvIDWz z*X6!^$`ago%{8LtH1svHh!!g&db^DoMTEPtp`B)pxv@~g7rhI`R5{0f&hv5&(3wdd zRyEzKKy8^-668Ezmly_dvPu?MduWh#WvPYaF{4Reb@_IKWQoFIe!*HAxjbBu z1KxSyKdWcW9sZCxKS- zdAWb2XJ9hBkkg4MDN_W^=s@mh3uZU_=-BEZ?HEJ@$6h~`H`mLP%ONAc?h0zVGm|s^ zaDy1a@V9)J*`B9|4)Fbi7Q}e_+A{3TN+_$L&HD%60RoiDgK8!8r;8`ivTyR6=)&&k zL}mtFXdD8!Od-Z{hKt<)v%Jy-Rz15RPUcft+b}3*rBU}m5^*4T^I*`tu3-FO7{8e& z)TKBv9iz?n`&PZL)sG9PcJBK5Gja7>dq?Nc&Q(%u!ge`8@Iz08OHt{!=CSs0x(bL- z+r@yJPj$p2=ax@?iFV>}nP{{*%df++ZFKcXc7 zBbP9<)ggop!#w1Tyg6P`h+x7_{M7XHD=z0{AsZmGmZ=OwPwpnXxY$2}9wBvK79a_J zO^erwF6IG`uljWacWV+{Uo`l&ld29Uo8>=B zJI7q700vx&AEa;QU)x2-QXe1eomrc;FLxC17JSLOft+FDisY2Pu9pFHd}E04Ri93y z;SD*SoOk1IWq7u^taQN8L!q}$Pc#21`IS$)7MAaCW6YJGEN6nRB4`jZl7nEk&Z)|M z*{gsbKdg|FV`m&bN2XP%iX}MsGi&yS)>I9`a{Yi3+dh`qF4;6=6N|EDRr6t8s*mp` zR#p!o2V$IqC8{acYG-?K6c9GoG*t-!i908Ot?v)8=H0nh4IzLFRpAO*=)N2i==tc- zRny`k0lPFlr>mt#WQhreY(AZuh^;7Ob6R8xk6y~9b+50 zTxSi`{6T)_C!vuKVm&%2uI(IwJ}NF?%VsS|!8_*iNipP>$6(1oi^TOaT#)jJUen9& zfyvIU3e{$2hZ{GUUx?a%csNX<_OXBq9*jinX<6sSv8wJX`_?KrZuQ6f(%h6_UYm`l z>$v{>cE+{g=w=OL?$W7S{uyp6k$s>P=K)8EPpS8s4(%vu>v~8}{|)8dEF_`^+m=jk z{;f2p5tvds4jCWhGl}>(7_P!4>2tMo9Kns&zn$G?G>Ln?M4jEy(h|&RYPyP{rFBvd zq_e{sV+IPbsTR)fw;nn=X>8)?S+D56LC=+V|AB__*=8MrRJogPxZphF?m!qN3$%r+ zPl9DoOo@h>dI2kgX^bQL5Hrm~vP0b=SZX5Jd0r*jQJUDH6u|T)_e2=s@6MrxyE*$} zXcxHM06d5;cPV(_&Q{_gT~hOaJB}m)oqSAY*~Pl3l}S<|P?77l1ydMEIFRI=a$uzz zsfJ4cWna!%jTrH%B~j}`LoGr|C?mhBzy=2w0YJYqzV*5}av`-=aUXQEw-_`;Q~O0g zPkH6p*tRhEDq2>Clp~%nL1low1I2RV+=f`CG2wahZ~SzafR6JphoYwY=PkF63E>C1|eZL#G2BE`vaiv}?DlaKzqI0B( zpw<)IG4mnO*I(_;i+V-NeIl1Z=#+1z{X>JsQ@nss9c8BbK?gZq_q6m-z)5@r+X9P* zOd~g!E#2SsCReM7U{_jnMEl5HX9IQNSc>ZC9N;Ue;*7MSps&HB=)AD|eV{u&we)>^~=C0A9CN zJBlhADOcE+(Hr#uXKQAHt3Eh+t%xMwC~BZ+7kiK0+9f%+aSaEEpPmn=J` znbC@9P3XRgv-V0woBi`sYJLaAuF}~S!n!MWGJ&Jo`GHdxyF+YjN|Qle|MObB{HLVZ z{g1|C*fLLeUxB;>8O9ykodUkR`r}?dX(b7+;(;dZA?+|xBm4V>W;0)At>Q^g^o7Y7 z&89$_0-kOX)L4$O{L0I*nv;*lOXAx9NcaGA2o;fCl3;#^rx3?J*o>EUOj=1Gg_oHW zR3H7QpoP|X+rf!((8nfd*Isg0LQNkC`#Wfe3bqpy_5e4K6 zZ#m=s!F{;7jaAGaj_-xWwY@I+QL(3?ix?TTndy8?<$#1E{~WjjyPv<7_CA0PYeen$_}PuSqnRVipK|12>@a_GhAV64W)Vaf)`8|I>Wql0NK@g#O#fGE zTQfsF`&-z{K$5wX9}>>@z5UivJ0kQ{P%t86X^DFMq0P1;rOk4`u;(&k7;!alyu>W# z4G*&TGWF@dA+7rTv-(+hQp^8a?|@^Nq>`+??$e3NxjanvS@S9qRqW6 z;V7K7^}!tqwA?vYop~4 zKZr69eWo{zV_#%c$^^ryZAY>4{%K^+Q7e_qd%IJxD0bBxVfb6$Ni*|@;PIHU1i}7g z!mUk2`kBa3e%9;8AL59!ynx427iYi#I$e#NY{P(?!2eK=*qNTd^xm zs7XU5qGDt-@4&GOfc|xuO>MnaT6`1?+xNWqf(&3dtT7bi^~AvuR&I{3T`5{A4BO`$ zPbyscT9pB4Tg^~XDD?&;@@M@0IfnjR50(zm^4RB^d%Uf((7eNi(?Xe`6Q|xaI~WPF z=VT=CCk1-FJ&!HUx?9AJb+Uih`Crius1cS8qGc3r4cx)-Cq<2tw7Az*6A~Kvr`6V} zFon>}z5$73%yg@O0rR@4uC;r?j6zEUCtf=ZVOr7_KQOACP#e&T?}Hih0|?T1Ybb42vhs z_k`9U>fdWOyl4|O166#I9%}l}_7?eRL@bBD_n6Me6Ih#`2up=^aw+7k$1S|=uSnmv z12%nxRn}0}-29gr8A(=~9TW#0G|;CM4gGe*Sm{{$fmy01?YK|Cy>7ymoI&YU*|R-R zIJe6utysRnUXvPzD~uCS>0K2`c{*!%5t^i;L5h0p${4N_PaooF#&Tj)ViLMF zR2as)MWYAZeIm z<`R+ySrh<>dpSA+S3`s#|1c@~8_K2s!4DJc$dXFqb~u5%goeyxz)0g&@S^-=f7i_; z!TKBotIY(H_m;Gkuy=fsuV-}gK~4hZ+!&zi=s7Vka+nvR9}2GaFd;C|G7jhR3$f}Q zJ&cVJYmlNGdIbZ|a7$;lBWx+783P9rvnHj*Wu9?9AN(jd?qb_Ag=?yMxxacqDpkUq z(#IEA(3)i04h-OyTTD{YgT2_KGnZENEsJWCt7F=4J`g5Zd|ZB4YOw~O~|1i4!S4?1%ekPaa2y{WMbOZ97?3In=r7<_wuj6!WyQT|>n0cuOg+iPYq zGVj$*f6s(w=C$QI^`)y;k-O$U(>3-xT(`mKCtiUA))Rn*V>jvAqhGs+fOL=r737Zp z)G=Oaz~n@nds#jq(0g0<%UB*3qxKo=g$(U zv{YUF3cb`vxr>~e6bz7@DOD3K$0OP&c;aV*8gU&Z!wI~NHoA7o@8BE^C*b~nB%Li& zkt(4dKee5z^NA%b4>oAT#d#e~sC~C)Z?i~Dq(g;Z#c|vZ7|;CA%gB}8UU{iN9uJYg zuJ+-N9|HT#fB9dfgr6B?mGMaY8`>DIz8@n_-s=Q`SsL7j1S^}ua<4|2tvF?HFvrZe zji@=?k#l9ph}kQI!hk#<$B$zJQs5@g4`5_#kwcIenT2%( zf`a!#)AydiNl@Sl>eE~OOFHfaqauy0AB0o1z4d+vbN4n<1!_X3A0O>N5Ol?Hm?j=tXT#Opr8XfGA> zUQIKJw&1ktre3c%G3RPU5;{sh2i=MUJX#wB$+IThw|A|N$=)oVn8Z4`k4$9188mb{ zgZlyUEbXwT_CJG&5Y7h8v+pFzt)`Kl1O;TYhRwbQg#hCpCd~}G`2GjC&bYjvA5|rs zxzayQmGJo2QZd_#*AZE#GG-69B;fOo+$08tC3iS-m980j>n|N!-_bYKjoC$L=JM~N zglHxl)FXLaKCC!N=7#Pf>p6fvOh8l1bJbMOQiHcwR?v>Q@4`r!GPV|hZq@>*atcQ> zl*O(@kbJni+ObLjU?U=ad>)e$juvAWc*c6b0Mx&cOaOp4@Am4>iFRW>XGmACsN5W_ ziB*1xwi+)vvtIim(V=OHn}7%2UeiNyyq+>$V&u+OrlYvM4!`zcqSUOxt* z>vt8t<396=xnuC%XkrxfR&tF;1ZF{WY*p8i+3JzUtSx*&rI_C9!|==f#k!Mtmv*F5 zTHA+fz~av101%#x`c2u*adIj_{}Yr-fX3SuE*{n!VcqvTyGmCyA11t;;2m5lOsv(! z-XI^(i!{^m+z4oU<}vDePODuXh5m0bdAeO37Sy3860&H~S26yW{UR&7tDT7yFGS^O zhK98Hl_mc37{?pc1TFcF6sZjwqkNzH&6vIzD3`-3;lEC_$)XB5?S2W_0Xs&0?5%+d zAX_K!cnl=ZygwsrCUF+myiFS%FwsnY2Uf}PbjOBdD>ex$0w8nYt{Smq`|3ywTU!^( zbxk$(#NC!af9V>b*gaW#I?Q?m3w^!TxkJ{D zw-x1)&Q-H-tUJF8I5>eIp#f^mS>=W%yA!zj$eC=JoSxf$(t7@0Q}LvoXG6OYw(JEq zz%1X}a?^Z2B8s{impwAvEQFHq7MWBmfpt!hUe>on3ipWD^{?xVd8Bq}hwRuTo)>Jh z{eO=;m{v}6SQrt@q~MT3kdZzrWz2cCcn@DMyiBJS?X=`ihS!@`;Itpb#t>am>f6qO z=(#jkK{1oxT$C_4D*)yE=)u-rn(XCKOI*Mt**;&wqCPt1#bR@b%L-gwNcr-W(#xa3 z7?HKqe2S@+g-Q}O0Qm>Ww!IQbOX72pfXt&1Zhr^$iWTzEe^od3g6o5mZOyq$3;xG3ECTV&|3>iyDjjMd8^PDAWpVP!X zaQsB4ozC-9(f)cWKfcu zIk*cy)0rZlwKbplKJ5bY$gNGAXjB=y4?HpW!n6k@+LL<8OQPuImXUX_s*TYB%#3eC zzgj+ve{am;`B);qTHk?AAa!oJL^oMo^?8}|+-nRKZ*hI#5?uUe;MjrMN;kUGVlw`! z7?^%NUmG7iJQiwj&dr`1?t#bg^nN{!(p+Pu$K}c_XEaUuZ5q!p5|%V@iw3{{#uM z9~)VGSRU18Tk3*Cl;92Xu=(h~{*G=XUTF#b9Z?b)UFHf6(4dbE%!~$+r{2DIN8<~L z{R_Z_thS22{LXB4kPiyAUI+_#Ua#)bkKZXp>?3zJU~lS!>l$n4Im z@ZBZA-!9D@3)yE00;c9C!tS`OdX!#f)O!#bBLwZL{={yDvIPNCA{{NRg3bEg*F~KW zc*k|9D(>KV1PCGHd;A1usW8@=->+!qItDek1le=WWw)mHR60GnbmBB10=Mkjj5vwEdFE{6uufx{$JgQ-(Z8CVp_Spt4h5ZOaBrDn?r_g92b zAS?(h4PdVz*HQz2Xjb|5B4N3_4(3e{fPoI!huWoUcf=ttbl~omqNHl6ldp}^CF|D~ zqwVd-&JCtp>KkMX$_QqOVTC_}CvXcNpHRSu^y!nO)0vQdyK=tDBQ{f%B~D)}s_d*r z#aQKcyDEDTbute>C;$aU$r?zzLx9rJDHaZu1NGW$jRII>#-0|oZzk^2jotxpwuGlJneSG+3c9yKL= z{gdFe_ZC`|XKAJ%bR)JWj`faShsmwO1@V!dd)`JV?>T0z^0GPeq`xy*a0YI6WpLmIvvS*idG=u(uGV~mx^&XEfmKNbud(zkCb>mjbJPCwaf3$Z?Hf0 ztm6q@csy^J(cCkVpXH+x!~~A;?D(wz$^+eUVHm9=`cRraNBzltXzM91QZi~|h05VF zv?{6a|K*^LQ~s6{$T-Dp;gY}c`=c1Di&)(PgUAXX>sZybs9rDk`VF`pnc5`doA)A*xK9RqPD2lgb;c~uh3O3?udGw)~dq(DqPPR>uk3fq7r;J)eL(u7}YKlBx#u{ zQlP8pQcOpp;mI@t7_F8KgoW-d{LgRLW1<7-IcjVXUkJlWCvJ!Rjmj~%R=||wN_(-O zFZy&l;^|Vxa{Ct@`m702n1}BM;33V3ra$6`p${(&V0<5ElM{>^UC(5 z)kO7p3gZk0)`v%G^Gp}N&;kDNh5T1g7W0ZmD@^O=9urFkYeN%V7zjKh<- z8P93HFmW8_{D(do29S?-C;o7mo#b34L|d_)D<%XcHx_D?PsL;QWU^)~93`Q9cJrIr z(jP)fd~vAi@`hfQDz@zbrYcMjfuuYr12CciNNt+TJztjMMCW8Zuwi8lanEpm{H56c z=W7pg16e+RtFxiQBMkC`Y{pw?{hLA`U`OAW7<<^AJ9eqy8p3(7U0|h`4j$tVUec%! zA?)*^c5k4*zLwqob)M;Op-j|1FU`uI$t*=Aion(B)gG@p_?@6{%v%A1RsKl9&7-MI zNGJXb%qrnat-?%5u;&Yv8s0`&o#al$5mH(DnbbHUV&k?qn>Ji@aGNNlu?ft_!;rk# zE3WNQYwf$^blH#;5YYb^pa(XImzy43cxkRMORa*a#2{#8@F!sN^&9v|*%H9{T#1_AgJb)o5B_EyBZKjtS^PAruBb7ARfMRn>U$!SuAOpwp`mI~O zR$~MdR1V?Lt-|RQZ(9jm_x@Eyb;E#?US`UIk(gB0Z}h(N>e6`3wAWWtU8_5oAo8Iq zXKqYAW2Fm3XoI?^N2&nXV_SsPFX4)W+Jm%k74di*NlnM&WTqBXMId|Vam|!Yd@q;w zCJ@rasQlSs1Wz7Prs2KnwV%zJp5d7m;2uyEWIZcwAJIqIeXj%pip8!I0Ivh;f!32+ z0^D};8z7YHv)V`C38`vS7TPc;OW!-C+`_Cmny~dnwp8~R4S`jJ>TI3}EY0U>d2`B~ zVU*UxX&lY}KNq^a7U0LA838;(W}O0BRwT>Sp)VU63Qx5lq>9Bm9VP1W3I~^qDk?bA zyLP>g1~O%SiH5=Vl6tC=N;1Zm{}CVA_vWpF?rOdZ6@XT2JPs=63-BnYr{sR-FCrSv z89H5ieEkjuf8NqpN<&0=%RCSS@M{@i2UZLsh%x1pU@M}dKwF2Fh??*l6>vVm0myDZ zos$uv6!?q81ogjPeFh);>Xz?<^VQ?3pVz-lmz_Fbo3c`W|r!!Kq`t-A)EbWZCH)0@>ieA6?NL$A-Wjlt$J~qVmcRY z{L3VY_EA@rQo5@-0f(oxM||huYrXi?C2!*Gz9<+K5dz7?sE8H1UVX3B}3h}!PQMIi@r23VkAPb9X!aV)S1aP_C29CA!YA^SnLikEnVprxWCN3EsPyV;9D(o*qwMO(m{A-V%*bqrdVB#z_d+yEQz>fBMAET->PY;%K z{vbNx^E=ep@E2Rj$blJo2NAkB4+?--UEP+k_Ji%JiHu-R&s64gZn^J69;)IV|2a^* zyP)PN{$aAJu;P;xR>EcywgFNUtpsF615Gkr0v2jrs)K7%1w4R6)CJwTBufOa$ zpds9jo;FxeSY?nX0izCwBjFdJlRgjG4qc4?;?UalAD~T;^`OnPeD{H-_y|qc4p7Kz zig7uO`rMds#JG@7JB;tTP=Sf0F=wwzG>j-d6&#H$)sICzm+>zVPpg4pZz$obDqhfB z4ow7xD7fx8*uSs$0w<+sH&CVc>NDHR1~v<9#WA%G{!HMh_ClJJ)dK+sL0%!9L*W1v zAgCTMwH@OQ)XrZbX@F#&C41aY>-rg?*U|P(-}M!@ePRxy?AMT_UldD4Cg-hxMn2%D zF^wK*-Qo!#m8j{(f>z-J-X}`M#*z(w$q;>E79H&5XLE(P_0ih#LxY!x;Z*j!d0PX9 zEvspvZ#2^isZiTVYKSSpcYS*74O*yK9TqHpzU+la2TXYg4hvbJ6Z2x=jE7W`!ms(> z%S!gxl)fvt+as0~mX1Gr$Gz1bdpK&r>K7tmXjHAH-j!Xekb1JXJ>%mebRoa)bjWqy zp396$4%>`rYs97r%sRakyu>#S(w|kB#7E4j`MyH+*vZH7X79aI+%X|n&N0`*$l$eh zV1wt40b(GbJVXK3a-X+=p?H~b(zHIa;6-d&4LYAT@;qSdMc)GWRbMW71+X^jwx$eo zGsURJ%l<)=!dLby^yyN{Dys~MLQ!bsRfWbLkyvO+vy%89&)j=?ktkDeg*>W9>ekUR ziI+?BoP`pNu3dDqa~rw9t? z^eeq{v8gm~&8{2xnl~0v0r`Lt5yq}ZG4ffT3G;QoVpv)GKX!Mya)goI3=_q@LN~7w zkWgZU@rm^Ec6dzxC3vgm!X;Ca#xenJ3+AH~T|szb=Si|F$6Di=`p-l+$2m(aKl2q8 zr5OdWmZdI&+1jRBBZ&72?2SBF0eRTVOjl?_ZNwk`S`u5D7eVEXR<;JnKoKrHp>?%$c!emk|y3?NZ>Er=&zH;LQRI^D?|^yN$o}8R4iidLe#`e%D~FA0mX6Bj#>aVq?{Wh z)t*nhZb{9ke%zitO14Pytvz0kBDBBFBW|swXKsWl|6jk@>zwHumQ0KP8>w_^S6i7~ ztPXrC$Koq%@gsz=s&1FP`~e4hjP5W%-8f*9iz(Ii#*^b**)0_0 z-7#Wl>p9wgo6JV4z7QxH|J=+x)2!F3k~xV$BI{XsXO0lh%S1LAo=F@NDmsf zB57LZ&K$aX>oP^#@u2T>V--JdwAVkIb#WFcAbMl$BIrPf8s@a#^%~3&-DxyGbE0=8ML%0b{Q?w!+W?4H}E2ChHJU1 zReJB-V#seJ5>om;;vEX5@YOF55K}!cIr# zGeu8g>=FUL(N*1#5mCCQof;or8bx&{_NU&|C5oLBIa52yY#C+8`3F#Bjhjn=XjKi2 zQtXcWU4qD@NKgn)P!YGLrGVpnH%atTLD{=u*(luFJ!1;h5fI`sViwU3b6wpVErv8-LpP6D28e@5JMWAVS9OmKNPqeCIjLxY4ecz)~GmWi}l&u!g0OW zU0ngu#!SCuEk3*O6#`T{IYcr-r2s_fY8}Xo;&KHtGgTK>S*E(0c-05RTXX!M`Tqr_ z%*n&TsSX!Jt1R7L`?;kSj|SnLr)1iSZSd=oypJ=|t{Z!$p=U9`t5m701_tul@00Hp z%`-(DjX`8OWZUK}xPJ57wqsnMY&Uh)Ln2d{-YzWgFxbB~deQXn*WUUMEd$M?;(e>FV9(S6mV=W5!=@z3_N zQVDz3JS^JQG}!0gjnku}P)!W{-Ro)4=Z4GAg~aix?Gs4Csk3I(LV3WI!%Te*(3ZZ- z8OG@&(gTHjus6krcrN^mQ>opZ3b(5$e>u~WELzJKh~=SlD#iz^_CRfw{+sn&Dz(=1 zhtW3umPt5O;y`9AZHE^SY-9vzjhmc!-SGJ5Q4O^R98JI4`h~nvG~Xe-9cLB%plLo)1I-LhE+(YWZ&}o|*}%#s>m0hcPst-|QVJc~2AJdg+)oY9 z?qJkpfJBhmmgYlO_;PgGWXAuk2<=cwj?<(+=7Uk(KRSySVM#ly_|pI`I^oMjkjd$2 zS*Mw~K2?8B*wg+KaPZziI&$&>k#>5bh?@;)BFqpLZTYLPEXgl#yoZTuCLQ38M5@=> z=cMZuM0D6XG*a@02^#y$jozwb3RevwX?Cmnx!5Gvjn1cH1kq0Iz&1dObzOGs;Z#}! zFLJ)2Ws|LWAZMFM;0Ht)sLyo0|DJGIQiDoJoNI^+8506rV;#qilou_2PXti|yQRsaqD3iWcO@j3+6w$P}he%1*%Z8{gDq@KQTz-&Ct|ky@0~&D>Eq1xE4`g2&7HlvF7a6ep4vE*31Thg!bvpO z@{HkKE`tWJo&aYWDrWn71Kx7~tEJ%(^`?V#D}F(MPfYIJ8NtI{o!!<8Pv=ZS#KtNm z!*$6puC))YFB?+dPRX1Y6|RWEC) zyM<=12+szqy7c8t!)@uBtZi6R7wB}B)u?^rA`Tz>PPN?23i?W8KP~>zJ`ToE&)=r$ zx?V+VL>b#|Uxw9KjrNWc3y|5V_@-PW!|^CL95&}nNS$v!elOlsPgEeoD0K~1fe!k| z?!}5C0<>eHk)(E*@!EyLsfw~D5ZIyIr$aykaO z286avu%HQ}T;zb+oB6W6HU-zEePN+nMWGvP<;sPt49C18``b-782*J?aLE!q(Vizz zQkA;q`3S#P?M~^uW2vt{ zO@7;GYwkz*`V=^&Flu>Y@1_M=i`6@9y9?-T;z8YhIBB{MxXAx2vw)_#mDz_2Uu!-f z{TJ1hx9jnHwmwJ>0*%pFv#g8d5zqFy6RSeO*NXYlq4ng17YPWE5e^FU<;vpJ7SMZN zxCudq8co~n>tW@j5@OjOiXAPzGyZYq`lv(c>wov(sJ#)TUH<j7_B&Y-suK^eXrA=Qsw)6#<*7X3bW zvv&qd>5mG#Z(N6LLVL+;G*B=rh`V8>-Bu$RF3yw@sz7+{STj zzvSYa78{lUEE-MY$j>H}fp_y=$*nqUQiv4Y4Q0KGZfG5SYwCj;x=${VQvPR!Q^=EC z{FZ&Df!hOpgz6Zd+e;AVTYoj9uTFiBQK(I>>in>6fe6Ph{aNI?eMMLmt`xA$ACovJ zMGh3@8!AyHf>oPci{ybaBgJ&Q@!$Mewhx4k^ zpCfu!W!&f523C=ci@_hl8JDZHlr-dv<>W9#3$6<9xTH?yne#EEsAA{^HR^XvW5BAK zNbB(`KXs7dIH4(Bh&`y+AVkEl*7NXltFcK!|GuT7|9oxAXoGMVPuag)a(Lwyp*OJ; zP69p-Qw&r6Y?UMP;~{1R6`=Blu0g+!;m>d{Xxr=|@UO!Y4OhRV@hn>Re!Kx8-Dl5P zqD}jChuJY!_<=qN)zDF?pbNxf{KuQsatEom2S0=(UP9Z9QK-JO_CWg<%PPn1;cuG2 z|7s(yJp!?^t7e`GO(N7D_#&4ElO9bYTsk|Wt2GB-O-eAwbW!#D7322 zL_oB~dUOQV9%Z6c@#P{YH$=9&gRq;wfJQ2`@KQR@IrdQ63XRlE@^+2oVWtE@dVIk= zwcUiyigppYDur~*v~-f1JIZz6jmf_thLc+|ECr;+>Pd{o?orY&{=LS$UHJBJ;3$EJ zF%_5har$ly9yh<+nJ!c7`1RLRHB*wWX^ChnWsz8ILY472KPe!{Y?cAOJAkcdjaZ(nK;Jtd$d=NjTip5*o?*g|+fTs=p%4y#VgVS(KA zynP%qc|MHg%D~C57s@<^UVzO>MkuM{&$oQ`pJ*Uq<`k*LX2aQX1ceD?GBAS_ zZh=MY<2F6@^LTepP1xoScldzjXKi%)gwV?vUZ$PqZa$IVcId}z0cdqW7$$=XQ5{6g zaw9Hb*#B-}q=5YwPxZui-XNsU7aL~^LDv!}As-c&H7t+cqd+PaBV2T3FcgCtBYjSvS@&7x@;O=lmYUGw9Be)_`t^6dK%H#^YV7#!9Z zzS=S5;K~F8gv|{uzdgsoF!!ZO+??VfCjpWTOgw9EE`WT~ee!|jQgDnTOv`$AhrpP0 z0z^UTp6zqC4{g~+m?sTY7Nu*2^P)){@uDvD0NOooYJQvbHOiTa&RhO_o4@VzLgxg)kP70US=c~%4&m5MVE{$YlE0?9y5(mTowNtRbuc22xinA z3>2AKrv3DHh3R1R6g_tLG@Qm7V-R|C0~Xwsc;w9f{;70)1QmuuiE?|t#4nytbo`YF z6P#$xRa1LC67|@fY(`qJSZPN`BjEc1@_5==hXwyp?b`z`>M~HL$)!v*dWG5#yFds} zs#CndU9$2@uR*o{V)5?rg`RkUbZCH}g~?t&TEy(V_@&HdWw2AVGcg`Q-4wO0+q7rnt1LGAdRN)6yl6IvA5ALb5wJfAaPn==j z;6QthirE*2n5i*WZiyM=+~E7hFDIi;J=yrnEx->bg%PG`29?R%#lu2Fg)h{=qmbh%so5z3gJ0ePrcwsVU@$ia(p z^-O&w6IX>ULH$P{Leout_jWyUi5vP;9hbZP8d)SJ?t|c|%K^RRYama{X%~0xAxjl< z&}JkGhAtjqviVIccXT4TVmAO^Hlyy0S#StF%OQEWpsf&Q2CdkQ^t3Ez4_D;r9_C?x+8M)Iq^~(YM zixIco&IRlt&c+OKkh_CSmV?KrfW#pAL$g9+2;^tU7L2Sw?E?P-Cx_GG^4HYPa%|2= zgR!Of2YMkUS9FZlwuP~|far+e`szs^DxfZG+bZ3lmw=|&gb4L3qL^=UtVS0V=jHJ* z^qzB!{-DE>Q$u(-q<*i}VRSI9zlIixNy-Kcg_*@)>L>NBw;2}NKw3p z^q1Zk$qkhiiMN6z5Y)82f0%Z@xJ%>l)=1~uAaQ{y(nXAj3WI!n9Whp9Fl$T?o^W!_ z%(Yr$f>HT}L^rVBb$T7wD_fb~??Jge1eeiARIZt-h zay6=EehXIviv&7dvJj6d7aZMY#l6IE;g$5*y(9nJnUZ>_hii+8-|}79ySQA_Q4?tQ zFor=TyP$>M>26{62UeMF@JnN*9>VKzpx8fTY|N@XVP8_Ik~GP>uzCJ}QwZE?$zN z0&RqEalyDlZVjeWuXMeN--Kp}gV2D6!>m+|49Wc%xc#DqN?pj!-4}({sYWKh#8Zuy zJ|1i+f^xN z)(d+K=jCIA1J?&Tvgsce`65fnbgx6Z?33JbhD>P4z%<$esZ1cb8W)Jv8W$#_G|s)b z3UoE}wB9dx5+>STd2-3Bpcq z;$3EYSJaNdevMgrThmcPw8}5V{gaq^;Nv~;_&SBA=3L#2jnDj4pB=0$MP}jwZ}Utd zv;X{B^?iqd42GQSECx@68Co`~lyiuk_tNfRsJ5Ye-Qw;j;*ACi>GT7EP_s|_ap~vh zMzaMIG;Fg4%+KK%(XXeVaGd4HUZ4`m8Awzx9H`xbml-$K(GY;k-ft{J#j$*HW{IJs&SOb@g@Xz zkr5P*3{9Y$RmHOfZs^_9;F;v_-|gCF)r(@1w|KgKL6vBn%Y}^Mqn}=G7!!d%D`-tp zvCrOY+gq(Jc=UH~lN5YWhAaS1c%sIyTJ_PB`nUG}P;0{}WBu%P1MHSX26_c8O4N8R z?IQd0BZDT3Ry-~xg6mfe`(lGW1KeWDog#nfzI{nxQ2NQJ%~z9PUyxJXc!!uuK$0Gw zEeWpm(q}d_(OMF>i`T;jKAFOA@x~Lom!NTQ=5euNpGLx(x#C5jSklwz%L8OmznzxV zz|r(FXQ2cD`!u5k2so2=$X-fVm|MMEVJOFkJmmcCw;}%p?!@YkJQAf#z(l?6){lMv02YEkDb zFM$?*VxuRaAoovbotzWsw#s)3fn5eca1D%>f8W-k1m6!wnO1*FKden>VSpHgp;+sS z_*+jd2qGmuA+MXJ&8Gc2*3QhO;C^m3z+Y>64m!d9wrHFIQbZvk5Ok;KhsT5)m8a}T z3)Da0wIvnp3i^mz`{NeTH~wkN8zm|>Vy)%;ElAKCt@B|)L^~W}=^^?3eVNSZk2mow z-AD{Xh^Dz*?z#d+1gc%)eLqnuP_&DO4o~-Kk!BYI6{*p%&8vG}kx%hTKQH3%hV6NR zBrQjsp@vM)reaU_5e|j5Syw`G3X&abtSfbUx&NJQZM@S%H)qz$#;$vZiVSv;!5d7- z43us$Cs&^nAo7NDTXR~kwtz}gWD-H2Nw(n-$K=~8>qHhzD|jNI(F^)n^pBcbxijhE z)PP9c7(J91cRx2Tz@n<81QtK#LgPdN+PIczpnr0Y0V!D_p`qhM;lUsW<)ma(}M;HI5qCdeVesq6^1lUgI)Yl~TxI za2>-OwZ%N)CSct7@z4o+@9!c1BOP!Sd0Vvky`I+&GP*TT7VguWVEzcR3^s$#+!~#E zVJJ2!P?*G}h_NOe5>Qj&WKn72S1Afk6I;lKg6jr~<`Pqs0}f?wbjCq;#-eiyXaUL1 zMeWTvz>s4(RGTAoOU#3W+9WLQk@$%RyuD3$umex2j#|e1KD4hreQ@U)HXK#c7!~G; z3TzVVh{JoKt>F(GvWEUJ29_}l-Lu@qfUfo~*K}>Wf+`NK@GxF|H5|0qjQ_H{cXyV* z^h`Qp(xh>S3kYr7cKQI|$|^C9(<|qc*+bhKvEkoxuOFP3YH=B+R82M6*~O#sZYd)S z?>h%z3hQsm^jmOARCd??Z$mt~I=XhghG6Z6iXy=`?=|H^%XQRv=}Qz2-4!vKBhD`V zDL8GG>WeMx4mqtKa>6#d;`?D>>06eXKSDGr zt+lSg*b@QwF4@uelLZ*9YPGFjp9|kYS_BuMewZTDtrGxZ_A=y#J4wEAB-qDd*L50M z5~hJ4-Ew*4ro5?fa|7U-|0mBCM?E+kd-U{QOzuco+>Bm58kYO#16TJH6ijMN%mI$Zu+vHITNNDd{ zWZx&5lW6fhK#WT@w(PKd*s;n0)pfdg^u$>$kR zl_QH5ICE5`FX!{NC5S`MhT3aCdlcr+b33qqXz_B^UGsU3w4f3}500#;{u% zeY%kB0abAE9V!@|E(`U7X-mN2Gi{-YXUhC3hRznr6MTggluj87-Y}uy7N(GJEvLUg z8m~tozrTCg53ca&4+9O|4?X9mvaKP7PMVtaz1U~oHX%MW)3ysLvZBxL17u;*AnyYu z0Fj_V<5U#OeN^^+w&$Nlp4YiI=emTTM07*jo+)sM?mmEi2sIs)APnK5%Iy8fW(DE*_=uN1TlE;) z7rR4jZP1W_5_JbC0Yq5tK84%q`(HW(^L97%CIy~Vk?Mg=EWoI zdssgzNHO*0^^>2e0H1!+${!08B$+fRdr<1FO#rgND4x&HZ?~hoJ~K+=2YDf7k42u< zH0SMZ94oWi8?(z((njR-h&e_w?D|QQY00Wjq6{1NqxU6!7iz4t!n*NLA$5t`N`8Kk&-9eiw$!xG(dxvlzs%e>hS&`)4nI$hFM(AP}6!_?l&)v<=J9PFz< z`ocGuPmiMe-q)dxHe4TAzJf?7zH`DBn~?HIid)Fy*d|!OPsU9qdb__qraDQ^-sZA` z1EpTs9|=p2XIg)3+7!%gkfIy4!1H7*;F(AeCb z;7)6hMZ1A${T&pL+m-#d5Bkg^cZsM=?1=riyzw`s?KCm7006J)CV$Z;5)d+1DeI9O zM~`dlZZX3Gp9nI!9P29GM=QK{R+~~zziW+M_5R|wBKJ5dps4`*!g(U|`TAXpgJ&0g zpm@f!Od7{d3k#9`MjEBPLM}5BoX?%u6rpq4omG0P7A>{8{x$Z*l!@z`9r3uPvBF`P zQ~9s(nauTv*W(wFoc7P%jzxTyKjTYEhGwQA$siV%N<%rb9!vz)b3V@piM_{<$zulekd4s&vjMil=c8q?ZNxmN?MUWW5)IRr>_29IS9FIy%;NzvT^) zis?&~k3+4pQ!h6Jz87&ikn3pk7P<)2#_F9mY?CnsuT8U@-1I^4V@^o;+3+O(rE1IW z*RM$k+sy}PhAqW{XXGiBsh#Xj#ulWMQYdut{c1ezl7jP4(K|>cG=e^gn6#z1+m>0G zNTg4UD-6$@H)paJ!g09cys*-eh3A7xGdxUOhlvcrahF)^>)otP64eJ06aa;{KWNt}nE%#dstZ(O7^DaUm4>!rgVcJ&Em17!z_GqLcF=+b(OpT zX_NqteSzeUVn*C*Aus_n4lMxY_R#T4$QF%Ni^bYRu{Y(bQy-BqWg^|+B}gbUTruRk zrd?sLS4hP=u1`qgdWk(&bUnD2+8mDm%Li9kqPGt|2By1dRw2IIgZMs6Y*dHT$jL4T zjX;Uk8@;59rj}wLuHb3YOA22)H%dCN$`$WiY z3vG5sFVtBMg1ReVrPVgjOivc1FQy)L>?vfi_Ae3LyqA!vjRO;GV8{=dP+EMn&ZDGk zk{3eWSuTCN5tb5^%=SKQ51hYk*<|S1C~bme^JOU*CakWAjOJO$$?$UuOA&r3paFY+ ziTes7J!QPef`@x9fivt9W3^P0-yp=7$@57zgy$vMW#y>&?CTHAw9$AGQ*=pt}Kn${Ycz=mu!%(m925aI=?KF1pD3r}D zV%YaFQTA#g#|}F+WJ+{@k;+E!c>4TGGnr*9jY|1}jTj6>-I~#VLS4t;t}f{+KMXa` zcXfU7YfH?k}Nie`p{(I69~_Ao-#xt@Nx$JPK<2bx-$!+GQ_DMaFyEP z7a7~Bz{+>h=|A~9rKH;oVcCwQ7(F-aG6qsNLm&87?T^M<1It`9i?XNLJn7@s^=Bdh zj@K3)6GpUzoSx*qoLBAS+jkJn0)f-t^k&otzFG;=Bx1$zpp z5xV;KMlA!ezNE%CnykqmcB)ErOsifWsO0BSAnQi*$I&V#E#dKGD#jX4;Q+V27*;qP z?^`TMJa$YGjXPg>2{ANB3cgg6KT~>mV0-7WkS`H^KitgM3Y##>th1=4hvAw0R1$dv z?E;Z_M4_XA_)nKCJa#I0Lo8$6V=V zr0&{M-2;VL__OU&B#03bw9w}IGR)a zqFrjF*=ON&cR`%jvY+#5!3qIJq&s61Nhf8MOju%g(wzwh^Ey?~UR0?oW;wy0TDMMU z_Tn86)vE66Np2x<-yY+m0Q*~-WK%p2OqHxPbO@o->Zfe$k~=Aj&#xMPFAR#njase@`O1Vm-5N!|X|80Wx(uP1 zXR4<-+9UwDYsObZE6VRqYOuADN2rr4y6s*7DTBtBSkX)G7r&3R7kE$d?v>6~TF38@ zHwClN)gRHKa`0g&Doqw*UGO%wh7aGmoowJxtvIA^&)>;PeBog_863fScy2VP z8nI~iY}3Hbu)_57#TucO3RKT?s(Sb-V8d^!=TTJWFtKYb4|uQfu3zOa0Ep^oi;7OE zVEH$Bve2WT$$D~etJ$pKXzDaevQGMS6;uhXm$Tgf1l1Idpo|Sc&SmC;336%Kt53n* ziaMeY4r9vVWbatTW{~uxVTb&E9!S{0t2%2!-385x#~*ar{F3udnZ%Mxi)!i^T6tV| zsBMMc?l%LZaJr&>#@oR@e|&6)CvR|wc|P0H3562)F8#|AF8Y>(`1t>x4`2F|4eMsOc* zh}XQGHS<0rH`cBF#Wc{b0KGy$6%_B80lB#e6D!?I6K5=hFZPPqIs5=3omweL4YJcZ zH0&YP=HBS~fVz7BX|$WBcu*R;*J@<*f!{|zzJl~ zz=sw~#dP+!RsnDT=^aoLs=yGzt+yuYwBOa98O@8hIsk7@_O(pfoCn(6ymLkl@=!P+ zjDSkPMuS*fUJMq*hl&Ev0dvP-JD_jG_uX{Gfk46aGt=T7`{`&Ount-9>$5KvN^5Yi zEfIoWr>Tb9F_6PM6?*%p(uhm1}k_}IcoCkj)Vi51DUe)5(E14w7 z$<@Z+QO|m9-5Sde(E3Lnome{VjofQ!?Q;Qx*4*?BDbMQe(0}B)p3^H=3BR?4O|dCY zYauWi9u;nOOEm3|>BS!c+~No^KA2-hk68aVXqOPyjpmUT3jl1$sS#RPKP_N^^` zT8Kju?4{aaWOkI*vfUPE^3#oV=91Wo_E%74hj@y2Fx$;n#q##Xrf8`pP{;zvmnGOS zV0C+1iErgk%IO#jhDP z=>nfFT{moOG0G2cMqW*PaO%JnCbZC_&Hjjg@%-9-e__i_aZHp4* zO{jtzo*MZTd0Vzzs0?gtV&VfU5 z#&9USf4xLT0A@u$g&iGGHLpVANVuUszDxPEU0BpYYjx2T{}@(hBwknxCtcGr)|dBf z8r7D?e7Xe;H%zC)C2C2YMYbk>vz$0OPkjMgpt~-Z`hFXa$8???bbG~PA0-n>mT$S5 zZ^ayG|8CjNcWaxdPj;2-28_VSi|c=->aEP)2;?JH+IRC2XFUw6y?PMhCW2bN7=Vl( z!X>1oVlRaM7XxF4VL8>!-fC1Qrf-lATm$J)@(z0bkY@1qhTOtSd2+G>s8ol z5fNw__3xuKQWJ*tn;KI z6*4-1k10}W*zdaUFKIte0=lf?IIM>?9z9k;h*%!Gh>H#KwgI-+-J zG|FWHTiy!9T?#v=q|e14kIw z*!=8va#scgj@ShOcNhXvIw`LC0>{TqQx%Ld2IgMhiUgHkHk?Gw?D30NOHCU)n+obd z{8nMf+BvwFp5H2gFS{*Bslp(VjJ);98Wqd|77gwR#Xu{xXb9+{qfa+@+ZlYYfBwn{ z^zO&q4WhJt?%^*@-RxJpDN?S9s8t8sc8TvI3)7*;rg!YJ4Kp8Ii5Ve%X)2Er7dv$- z+@?O7bd1?!>lh7G8In-})SingbYVUhOLX3m-|p1p+Qe>2AKxI|QbO|MZw>gu3cvtD6dzkrNgSDf_F ztOi>T#ijtVhVxB1uA{{Wzl}k?;~}3{L!L5P)rg_k)T*)2FcnAnadagmS})#eT3?rT zjDM`88KWr2znU72kcKhZfMQWYZs?4@d51s_(NtTx|Z## zi@dl8pdRjxx9VUK)b@gkP5gLADGmDDDl}HaKc()j)f>|Y?Nm^t+P>E@3VY6L`dmRm zDPvOcpY(TnFNP|t96!$J3U$DeTq9OD{61{x5OdQw21pD54pEn5fDBbF?VMaxBMG|Q zvvC6x=l`3ta8q6{uQfNKKjmU;nx$V@VtBU_|#Ih>=BdeQ|~oq?&>}DreOT zFI_E%j8%KLczfFI|4yFcP6KWnrgH-t@50|FDa0@q;fv+!KHS*)VGX!{ za=j4o^8-7gB00TfbJilO5B!-X+uy|f?2gyw(T2B39Q*_ZN z2ukFML~S;%>i>WQ2(Qe%i7DGj?vd<&ee{uwuq`)S`vJuO^kjS9&9|&DMT!Xsu`%;M zx*^%)q_qz4vqUJrn8-I;z;e*#|H}pDHa%rvil#aRgzuI&>`8mk)4pvV%C@IMgfT%p zq{1>Fb6GUxNJuXPIvakOIK%)x*sihxc+44(PtU;>9+V5kBSnD-Xp4)J(eK#Z2CP;n z(K9C1!(Lt`lE#LgV&%U+rX?|4gtk-^f<&UzWNj)|%hngQX&Yqq=6rAm_pvHRBb7x51aPSdJcxr>H&}37pEzu;Oc>FO} zdpr5@xxt3um4Ur!F3tp1?C#{E7^6&GsH8nXw8-y1%dOd$F-MDVQVw36@`8<^Qdp>* zm`y=^JlHl`n{%d{+A$!ha-U%(K#i_40<sP04r0orM5Nn88WB=;Y=u%$3IPl@_?jEt%HS5C6D+%CIXg&`!tE(VQO3g+ z5&b7-G(H<>Vza&QKvwn{>FR11KEo{ez$dH#@{~ka^3v- zH7>CK#P6K?nlHbvcCB@h7Fo}OT@Drivt+N)Awv=;Nv#l)&081DexXnRb8niU0VHzT zMdc9hA5T?a?`)U+QB5CvR;si}kLABU8D2ubLDNYgWCO%D>Np_O(wlgoHG2G?A#anJ z7{|6ZG4yZN=Qdt`IIVSlu<$>&)qhwuUiV}8`*_f^?eR4;-0FYMKsQyI^S@+Xx+w^T zi6Vyhy+ubLC7){YZ^=i6K8s^X=nIjW2KZZ*!Lk{NI9%-Xw3u}?FA8m5!y-vXkV?cR^vg>9(#qI&X{?}rv?$h zz3JoE)dB#zd3%iCXP%PxOnP}sDH?neAR zj;N7n&{lA2wxtb9SxHa8#MTHm@}Y@}>o{j=AB^G=TIFV4`GmVdR{%xJHZb4jl$<~isa0G!*Mvp_Vnjs%D>Qc#0Ccy zr=$-!-1yAqDE*>Sa8)?XwEE=#k`!C3)=L8&+=`^|+~cwaVlJSrhs#)CCrD788b7)# zI@vo?&e%>6pHa$c3@w4I*ix#hH-|@L6$Z%0^PtlT^0E}Txe9k;DiT{ldH;~>aeh0L zBMZCxy7I?Y6taewB)yaZXk;k@&H7`{F@D`{@t495O~@NV=r>2+8l&(60LpXHlqh;s z3i6biKdE~WI>SFyaI1wumeDirIz5igtkPw_xXe8ora=gC2U{->SXonKk^$J<_GUdd z8%GmbphWXZ#K{Wa6;EunYZg?!Uh<1Kf+I*d`uh=p@VH*N7BaK+9@5<3 z?tKOf0h>2WM*dQL8r8z65`i-)*5z&jTn4~d?{X^xJ#s4_mpRivl!oZMFmsWmQx!)l zmz6P*^5Csh_F&8YERf+h8Zj<1-TwudZ4B&d~cEsZgt zGk+Jve7Qu^XhBNk&W&!Tpp)l?UkTkkjoA$VK`(N$RsO)Z`om0aBw3vCM)>J%acy%x z;fgOcy~(Va)yOx*Cdw%>nUYXc;cZ0A^R%F59DP^_n^;GDJ6G6)RW&D}Hp);7R5L~P zk}smoZ^lw+u7xxFDYSxSmE4Qet^BRmP-nkakOc&ENQU|ov~6zW(-$cCxh zZl1X)oN;VE`)rSBsiOxIT+H>OvbrUJQ6nh23qD(aTyh>RX+&RVcox}~2zaF<5tI(G z%6eBx(gNRA+B5551sfY*tBv3VsW4%i0ddDT+hG7gy$NXWS?6W=JB*)y+feH$Wi#{h zyQHJhlb2ur`1b9eoYkGYeEz1qPyBU2?8Mw)|0KaM394Vr&- zw}=D!w!(76ZzgH}PfKVWP|e04jV@vcO;vDake2c{gcy#X-?CPVFepATGZ78va?vz! z_;?8CVO<^JgQn8NVn1vmOW?v(mBZvUse7j4((F~`Q5-+T1WaNpMxD;>G{x5(Imt6C z%E_GW*b6+jt`(drRFVPU)sMi?lXmKIvmyW$R;g|3^@WQe zK+l!5qgOQNCKK!|F6?%T*&o5_w_N&&7!Yxb18M|Y4WFvKG&X?1J$gGU7KE&kUzvln zp5p&FL^SxC2|+UL219Q3Z6-KMjNo&=(a@?>5OsR;A?C|08RkKA6by#d04hb|BOi3( zo-|P;aIrZGVrdG{XM+r%o)Z^>rv$}0pAEn!7MJ7K)WZmk_E5=5helWU^yt|CY;APy zoMDbsYs95;-4hevz~0dt)basEyXoJ##vAhAXid71J`S6V7kyoc$Mu|{l$*DXXT09J zm#$I82oG`NEG9cK$~Hfu3&iXR<` zjgvPOCgcg^SnRQJ%0pc5?s9R71Dyfr3g63ZCo7``u<6Y_FwfA-<#y-nJH{Jk)*iq{ zGeZCF<|fviKe)M)s01LSySk$|Qp1hFuQG%TC50Q|-$jijclO=~Q@*x6_7s}2Vl2L? z=Zbf{=QvDLYldVnLz~UTCtLaR%7=#MG>FC#JB;*&8(%4eXnDb%x2{1KC zXAnA4KLuq>gJyzn0Fnk4mCBLIPDN^fCxFvjDx}{=~TVgXZtQz~N*T2|hD{ z4XfnTzTK8L3knd8GF6@+k1$GBTndHD3qQl3` zY~cG53+ZB=&N9RzVi8=`Er&8ox12Ad@PLd&MemPP{1!)7-HQ5J(flw=~#C$NgI7eyxp72soQ`WF?Js}nO?^se#3h=u@&CNIPE=S zKUw~jlEQ`rkI4nB*-qsD{oelZ1}&BH1(zaxKj%?nxEesSxB8_VkVvhjE3<~k*clJN zWf}aONQEq7F>DxeM=LR2@Nfb%{m8B)fz~c6_CQ7Qp@+=XbTLI1UxzA~2@Paj46-~~ zgQ#~}oLz3*DwAU)chM!-epM$`|aeM{bl}@%b{{kU zGVlp4(?a#*=+t8$ObMTmI^T4A%lt{fK1&_At9qqK)AjA_L7I$3A9XT%1q!Gk+LOM9{fzT* z#0~U)u?34oh6ghe(cE;LJA3_(IVzWH&-dyobQH6&e5H@sG_a?Xc%FM0S9*uRgD4sH z*<7W`T|2a^zugWt7;tVE8fYWZR26zO6T?m8-Dcl`Yr0pJJsbkHV6VkF!0j4O661?K zmQZy#c#;xK`)zGtDABFou;AT3iAjhVX3X=kZI|Yvrh3C2{Wn!2Ps5oOLUvZr$%MQ& zSN>9nLPw}UHZJ=(g!vd@ixlJCV_f}?AGc5+rXZA+L;xPbcm8ovp{{33Aj5Zz@c#xQ_G_4 zdvuGOavpSacHnS2)+d*%X2OTwS$_)@WLE7szh@vYlGig?X1?Wm9|}_sWZ-j^;jsunE#~Ns_*tHx71l@ay2IlrC_3QZni@1_qrJlCAP)go zA65Q2)a_IhEmLWgzM`a4@46YOHd4Rf$sXu=4FA|KKsw27=oeqsaG3pLB=5ti2l}~e zOJT1*TXKrDC|Mmzijg3(;wvRYxC(Va>T>W1U%MU?RHjmjsNOa|G8DgLC>4* z;L~giIxL$-#mUa4HQ*&8Cd7bcjQR$2iFUWbd5+0$%ZR*BQO6`WEwV2zMa}|F zvu#NVfnp!Sb|JdUo8I_hr>1NS%s{R!;lsz9E8Gqp?{qpPbW@(eC@T#fJKqCT;k+|`@ zf@@d|AC%Y5ZX6(=B`v@T5A7}Vi~6uUz)Vs0IzQ*%roAq6O{ZU2j!?x&*}QFW z;B(}9HJVlJ`bwnxkFUvI+K*}|D9Y9F+u5z(IOADX2c+BUj~3LpXc9{-lRgHDGYhaU z9j~G*tDu?2aw=a@m%1-Zf3J=`3NWlBJmGjim*+0EVaom{!l17%_In0SUhhLdjpw;! zir|RIBLectTQcYY0u{Gut>;m8<)LQN(G6SN;s9s`!sJw4{atde#OuXqT9HE~KF4Xe zQoh^f{%R5g8~yh|%6Kjl7soFaxk?+mh}Yw}S4~_}fxgOQ$v#Qfsdd?9NVFx4$@ApM z=e8|4@r{Y^O_`!8hzSW(9IEkti-vQr)(d+@zWB9%^=H4RIoc_%zCHWH&;W=2oyvPe z4a7?8QIdNVqh-w~d^0;vAD;2g+c=2$L>m+f2jXvUGX6&0x0}(z8is5jAL?uZ+;*ux zfwlwyB>j4OR0Ef)gkHP(EL2g&eZBzB-NRTlRtRO$l)>NmD1?k($7oypG{70@Xrasb z0WPyXlx=P1$RGp+UdiT_fI%>K*#%r)M+Rt1Db`?=b#AL10SSxR5ir=a$e?*ry8)(Rp__eBW(cVK60Ke4|KB~VV31@uk?9xo zI~n{O*n7SkFl8lmDva4#bFO{f!<~*P$TX_s$Jce_ggV|_40d3Egt1csXFfcDs8-); zvQ-ZvG51|>HKr!QJFkXcrf_bk*&7Tq(L-MA0VU$$4&Htz7byQ~%KbF^Hy}e$vY}hL z-9K%y~SLU(**s>mkbM^tbk_EdDoztKtt1z%1P^__!612vcuWMZIZuq%djln z;r+uxHM@HH8VP1Pbe?75G_ki+0bJtRSUW0_PfCtN<`A*1o@}=OpI3gwWVVFMaLveT z|4QqP;#&dHch|Fwhuq=Pi##WLNvefKwR`bv@VI?+M~UY}ECL4VeA-oR3Kf+^NvRqq&H&EP z4?<3A;oo-C@R`5g8-wH>ZD#>XHS0VKg?%Y&tw90p=r*Bx62&DuO0|O_9PTe6?6T!Y zx?(G79Ku*md@HrF<6^H(pVN0l#-vY?`QFJw`Sz6AlvM}{KUqvkKvgiX` z(sioNQ;_vkrd`4MMvF&Cc3gyqMI|1|Tu-gsrOuzl9TFp#dIoikL&+x2u zl%CXDvxP~53{-{aCy`NS4DcSl0Ramn3mI35FZ|HGtUs^1ZV+nra{LsZocey|*bx2y zy7LoX7J?HUVC-xNe*wBm#SXZg{h{T5;p6-|Fsb;BHDaySpJTFPtL0nfZ;U9%k{(X9 z%|IARSMJ#@7>M4Rz$s2NV#j-il{Z1hhfG)dM-EtEc9do6A)qUjh$81Nbczl}(o=%Z zl}`*Weg>M!1nwoX$r^$Ojc`>kx=NI2DT=c>zv+bnPz1VuTChOS=wm=`C>J$UMWR*_ zLstWoBte0w$8f^@**8$IpI6Z5q~L8p6CnZKY+M;+Qhmcr#IX53SVfO||I4tYmL5j= zW&FR>EFb5KL3Nx@r5XzH_QpO!KQ3MDJ#uVGUmjkkHG9deSV`7)6F0{jz(qBkkMLw`?_fOy}D_prkpotq>zK{4m>GTc0#1|{3_z> zPC+kP)U#fVvAs&{pIt#0Tz+ifc5Se1AxvJmQ}T+NjW5>T*E%f$UM~M=v{h=4W`m1i zT3EnwOF~8lTH7{UM}B-p^8^&6xE2LH9vW>7KBP#Y`3_j(zuNHQR77MUcSM*;Cw2d9 zFj7cyxGSi8!njB5O=b3aW)tJ|_e$S(CJ#_>l5Jo3>vY^9Av4-0b&I6y+= zD=jH=PaaeWmP?2-YvH{?z~6w0}*}+@V-ay0S$}KjVrGBt3yPb zbSwnX3N?UJFGY1q)@ONNq|xwfeWPlX{%L0*w$0ym4dwAJYWBVxcq(A4On#~dS!Lc5N0ejNj#AKTZ z$Urj7=4$4uo0eEh&2pcPr;NK9^?45;N~?O^4%LG;3&Ib2l9NBJ{z0UhEGV)6l=;iI zo9JN|JVIzBaGY&_Qq?ltU9wb{oxg0f^?auJF&9GgF|F1_m1j|K;U}>4mdABGa?QP5 zK>evTuQW%T$f=jM%K&2&c+X{PJ5~hP#M~e(wGz~*TEOcg|GImFljx{lfPO5LEVRu) zG3N2i*AddmUFTL1t8|iiR6ij)TYA2vWoIQ((r0EL_m zm>royiHRez$Jj2_G$xV>rB3VX;{Fw{b7bn*YjhbWL7w`G-2?c}jj#p^w@E0r&TK;= zd?>dq7s%qOAE9l(YY59kKFaLx#p(0T64ZC-%e`0YQ$@`&#sd_6fCbo%Pd#*=uiF$> zC89yubcydkfkV>TI_uCC-zfrE!xgL3WRS}kN1kb2P(xdXC$m`6)o=q;+ERPGh{&c) z^Q)-*m?~ z^|PxrDop7wfiv&8!x{sjN;34GJ!rS+b5l$%0f^xn0@|7DN|PvlzwP*EwVp8pw|*$@ z&)sw+1!J+tCxw^&1d=GZyX^N#+mF#!cOW;hY#W|w5nnr>%Wk-ee|knD7KvwGOO zcmleE|IB_1zi*^RAfj`Ol^CDJzX1-&`GS}~J%cROHgO>H`{06I0mONXlL}`~xph4Y zlI=FSh)-_+Ai)q!S@<_c`5V@r&+_Lk%pikRnFX@4zF&Bz3&EIr6i-!jRNJU>>Bre# zWp(%9=o2FY7hC3@B=Xy}@wqYLLaA20jXQfx^7wNVHdg!;D4=s`obbwtnM(}f>`Qsz)!Io!zHUQMc2Vnia6e3a-8@@|72ve z9Qo8-A_D#M%U|hCAn!W~BqnzpDV(Fo?{06p_(>f%#Ts>gQknsvg!FO2Tbw}oG-M7HGC42_rURJjFpU!r- zOkGRE1cd~KRsR&L<;T=(N0jOi!_?-RKtN)A{emcKil&*yGy@Y=l2$xv9C#uRKg7G# zx?JQ^U6i$ruG)Mn1HyTt4WYpTvM`o={bZ0puQFX4(g1NKRgB`}&90mp6(t0q-`7&d zqQAPXX;?PZc-)Kh6fIBat#~4a#g;rLMEv)3&5)b`g6%E!{mYGBuA(4fD^1NGl0Ye^ z!DH@V_UC{T*W2a`IZ0mW0~=||Fe2CFqSv5Tt2!B8$t`PGsd?%o5k^f*W6l^;mq~?{ zN;sG%H||p#CsG@ZOC_pfAgcojs)G+52nW_Bj2Z|uH+p+sI@>Nu3C1GY#kLm1gy+DX z-rK3TCE|Dj&IETRGy#}9jgYdL_Li7nr#3B|B2pCAk3}ROK;Ews{CcpxM9U2hQBLW? z*N#@1x{BU$Z-Zb8WfH{=67G2oaPYk7xI(2|58cMYEJv*yySn3ef91FfYD1%NLQ$WQ ztyA*`Nj(P!2fwhq@ug8bM^E4{-wmkzLv<0|GdM4dMx_>S(Vy29hzM66QJ=Dt=&SS! z1p^xDv5(M$DH8@AQ7G0l*B?^v8g*|-qJl)D*kK6HF`{}}oAUYuS)HN~t{)bmuu*fW zVX;64i=n(f>ImZ6+A$p(rOaUgSK)DBT8;cll9S5`07bJ#iEx@FG>QBEfS5w(v8HC5 zHBo`NC-Y46p=@9hW0Dy{+<3hDOVi2$JJr?igKyg7ots{5q!B`lvT&{iRoO6gH1$~R zia;bhg{Z5tcQr;Lx)b^4uqt3sLP6hM^L5g3pp?AV+4O;_=3;W+(r7hyraw^&zj9U- zkdbJf^JV*|loRE=s_~?46+D^}XM0U@l6wCG*wZlGED7--)|+lNbl0RzQ+-E5BhplE z?5hi_&M`Rz4cwwqn~>_bPw|87XcY9~s_~21K>8Z#8tj$U0I#C-MvRhdIOdiEnxX^R zEm9GR4fot`X98=&SCCxpf}e3}!PN!F zgnCiCoZ7JFS5nZlBIWF$2dr#AjGIu_?*rqag>a$rmn|%?W@TIf4FCkLO>Vzd-wccJ z=snU6PaSuJv#mN+W_ui<HxTky&%t!)tBE8z*}K`#Yc*M?sPRt+>iKK` zAp}}M2j2X}wwh>k28R!!Wou3TT>r0M4y$sO(=m%;yy^$l(Dzs{dsSRwz;LN)h#F$= zntj1nDFI6f1cV(r4k7sq4R~r*F!UfHh4Jtm#b`L0EP4=d6hi@xGy` ztQJIRrLHJzn4C(_I*PRV$Oo{I$24PUWj0x#9x}JzHXMuUKL;S8X{3@(cA>Y7bGld) z+(V%6WC-dLPO+MSN*Bcui>L74-T z%kqj!{^sfFjT8vSJ3h|jh~6W|)1f&&hkL)K(P|q^VhW<&v#H|uDQ7NF@^jl;azCtE z4;hbT3T&vMz_K-9dNx(Z4Nm zepGu}Z`Aii`O-Vgg3I2Nb7!uUJolL69(F144&opB!?9^}vpgVOgiGR0fKwu4*?;ON zr+G>09^Uh>lR_l`d9ptAM;yw~>^3rZaiUW7@!RQN{NgHU6ATZE61~W>KpCBdnX^;# zp8MWY5X2^HIi`lJwC>TWXXN3-;|1Rr0}!)d1OmOQUq21gvAmjrCRO6^iBfU&RlC*7 z-0`9l3aI$KAyJ-q1A^p*k6eH=zD~?`f1wVLDOvwgjea$`=3r~q#zQU9SSnB-iu4_L zgqT>b<|ds2gxi|CC5j5MXH^pMZZ$fpdBc&7K7~4F(~n*$L8F48 zVjWGlm{C3RJ#kn_n_{aVa>fj4NV)9MpF-$Tdn;KtY~2Hn`Zk8?$o2t0)iy{YYG@}u zhbo7FrBr#5+I%)^h^u2cwlH+?k__mvynwyNMlL4bUQekM0gm{~sTkloc9*OA3`beK zj@P#o{^Vv+B8a5=H-zS8^Uk2k90?`hz2WU;8l#$wTgXv9+b+Zzkty5N4zvGLCG%~!~DxgQ$ z%re>x_$@4f(JY1Jnu3kNrxTij-vT72T*%#PWg_7YimmF5M<_{cZ}W==`vDYVb+Zu* z6+>&fJ(&+EFdOof(4^&!@TX5@aqWGMw)HKS;T@Qtrj&$w=^usDgw{KOY!@G}4H{^} zmK3+8YRrrZh!H4=s&|60(y9Dggi!<=?cOAAQvmePJf$lvaWL=5-GFFmw7)M#a~h_I zl5L8JuFxGbpWt9%=vO{s_r&GlOf@@(K_pkj=rMT^T<3|)sz!7{Klsq_pw?l`gf27awRxW>;SF&4pw{fxiEBI zq#IDf*|k$z>auU6w`4QW<2KC-Xmq&^lHoM~7*+?iiUpVhKNT;6Y|Q_ou&V{Gbb&zZ zH6h-9ceeEP{o@F6!3mtV(38d{Wm6^77UUsJXqhLT$cF|kjNkasCA*cA@5|-YZ1##r z6|RLe29LDePeCxU{*;Rt;xBaBBFb@-#-<>EQOep#UjSJc2~bhq97r9?t;&j%n7tdO z$J#pin;Qw~+gFgAr;53R_skZv~5(=JAgMn(oph;G*w> zd?H1B1f`j!-)vr98%l!{)L7gq&;Rbgct(_^Y#m6}Rl^_#U&k{0K*nunlHk*pf!^Lk zc?^Ox3w7i)xUQT;i146&&1U*qe0**W+6u57$_lGcUqmip)D_jDWkREFTP5C)zxA8*oj zPxj}bKZ$~tusOY=t&Cptw}Rq?%w&wCP{ma?Y3%L_m1v_o9<|zF?m191jpovb8y3g_ z>p&0I-BTe@Asb|ZDkqVv#Z*J<{8X{V`SjR2+r;N#%XOLz_Kr^WAX~_m9g=Xg{Pjms z4#s-I@x^@qHlgKS9AKuSi>)GpSstqSvzv6ax~Z$MY|c_Q(KgnP6F#_FMmmmVIs7Op z@WJ@#%r*xNL3W~q|rYSQBR6q*d5fdm;Qi%kiEko}H$60GVSMyItf2#pP~;y*r_L~59Cbbmht|yN=6Mau@6(zhF*HpQq704%t;2_G2RyQ@wjAZcMWC8iePwkT^+j6tE-Q^@Qy*uC;zma^heV?I%aJsPD|oL}fI z`@c0AhA1=^^NpCj3^fzv05$DE8g40_(|0NE4=XX@r^ctG;=(q-jMiBVyZqYEsh(Cj ze3-+G8L5Q)rwDy1E;iHk$>1^+(gXY+lj}o5Bh>rCNe}#?ikf(pu zQ15xjo2G1e)xLo)<1KtdRC4a}1Pb zYF5Bb!C>*O)Vr{ZlANg$s1&S5QORr=L|HjyNnr`^AoPDmm%lrw~oKt@*_qmed9rZ^CdW5MM9~M4rNpC`ydWCX6{1 z9W8pkr1?ZT7@<~DGaEKK-GO@1L7_@*sVg{dTLAuvx1kgLXN_>-FX(+q5ZK^@^>1nZ zT8Z=TAtFBz{9m(386;YwZsk&;gBU*+*nz+6Oz{AK4*@32%euV5`Dy3nZ;xqJLja>| zbSN8%)=4Cs9qr)4!`vTArHhVwi3cA?i{-J5OL?A&5laEqVzAHaaoF%Y;6a0F?p!ryuLB9=K_q1l@@dOf~{PB3_Bb@CEvaP_frw^qO z`{QnAb7W_>9}H5EVj$RKw>=3*i6?@KlBo zQ{mP6(Kb8i5TN2BIwJc6js0_cz+EsFwxR&`Xurrop~Xp+hn2$NJD;9iRbt|HnAbX| z?(lp44#r1Y0PhLWBE(R-H!(D|A$tpvi=EaMv4S z9FWNdR=LX;Qq6HVBpBfuv+eGV$=$0ggb-N$!UppKS%EFDkWeaqF_OT|JF#w+AA@Li|;v-wD83iLqjVfaTkC3?TEH}bOo+=M4@qp5(Bbm;cgZ1(J3bA zN~TY_7&)57JfM zKA5(1SL!?U3JWUo-+?J&H|^o?kAnaQ<5*qF(XEl9j*z0OiQ-3uB`hUjk-mZ!xf-&U{021XO`$T6k?oh^xP3>8 ztL0B?0}h~FqELp@ghDJ{$xO0HB_XRPH9hFBF_<$`B}rsROJ=iX@z;z-E>hTvxl6hl zfR_*h=q6j!2tNr0y|T&+3{77&D7=c*PS6$@3QtlE%Y{h zjBV!JePv~}(?=|Yalzwb*g<9P{0%ZZ*Ubo{Ya2g|6ppejmU?q1qbHAq*MU>6&MSL_ zoD_dTv(hC?$vC4+WQDiAwsP}JA@dxo`ud!kpz-K>hQo}ph$_2Z?G*Y2^8nf!hiMoI>j@D!jKNBk`wj@$fm+L~RFvH;!o2Y#+sO~^mW&PE6Z$0zDvdtkpG{U{0b(hdy zxQR0en#iW>@vKD9FA-Rp#Do;*1c4gtpN6y|wNFRkr(@j-9yYUY!A0H>Ow7Op_Di~6nS7Y!%wWXcqF?3aj6K^;eCU)UL z8_VFaW3vbKM7TFhOTTA$=oC#2!C9RHw*0%2eYIXcGc13uBv1lePerarCtK))&Wxhp zd$qb#@Scm1s%Y$2hL?Z5okD|Gp1}-fi8JSBw*uB^yJjo(u+SV^P_-fPd(gJyZiejMu--*!@T4CQAgOD#z()2dAx#7EbUxclW zFHIzf;_n>$Q)3Hn8~apkw7e9AXv-Z$URAv$L@YcmwdKPT%AAy|1VO|3{egioWBsH0 zy<>3<+dMl*TanqXS|!tzn1Z5C>F`md=W2vh0|F<6lyUk>Rr_M^nu~bn)bo%D1`uSM%<#_lPsbvmV4>HIO6==74n5&S}$#Ovd3m4#7oKNAtmFpxW(@eUkKa2ua$+EWEYW|^>#5uvLef=8(pS4Ed^^(jSO0;g#DVvE@;4lXEzh! z`^SMx_<>k_OtU2RYu|pY#Z_Ty3YqmJT6TaiyFH&wP7cV?8(~O(iMxJ zZth{o7}YA>5WZE!nUm$SN9SicR72%-<9?W2&ow{4A>WRT;PiEIZ3LQ=>Fj^g9vV-a zWBmXs?EGRx4PbOdLw3U;x`S;G4O`e~(XXvER5m*}Rb>0N2HwV6+v7vGT?FO6XtDV(lU;p%bL@4nJgLSZaBaGmg&sbzM1~qY?k#u6MXXIK z)@$Y*!&usa!nH0;N;HiCt0x>wB5>u4C`F|*pzB3fGzrB51? zHl#ioLi2oQO`X|fV#kGFPU&zvrLp%Mduqk)pR?5y%4*}69up`j6&ev7(@O4AY2REr zr$o(#OvORU5eLc(wZdf4>E>}oHUr51>>-QfcD&6s;;2@Ai?~t=<`7c{gw>k1^3Pbn z#IWUuN_sa1!%Zad4kwm$1qUB5GfNWT5V~j)13dh?WGP0ociB*bq>nsIXKdH@#wdo^ zUi=0oj+`IA78{#if41|BXE2_4k!j{f1u7y_*~97iyHzxJhj_45QeqNz5&24XD~;v# z!vmI`!A*laI`Qm#IUs{Q1~D&$Z^WR82vut_NfONXol#)+!yk8@KOFfrIL$&+KfWNz z0o<*I9%jqz9~{lJ<`33RrXDq+9`?1;p(jSKZF@5L!BP|sK^`tP#!06aOBy?M4`+B;IID=Sr|55H(d z%+3F@q5iW3eOa@ z+kA+|-p2^`2DlD0tjc;XlQ%B%Qn%paz-dCl>m7x|Sld3?i%?#%-)%|n4IK*_UEvoh z!vqmQ*fRn9wXKfCSCACiBY>5*m+rxhozsxjKJON7gyw<-YgThsRPF;`07k)q-J4 z(~SOoIJC4{s$GS-&O-Seu4Ta#a%n+ActM{2lq$kPWB!OWHQKT4DH;h%kyT&U5_G8q z;U#EUzGR?CDC~Oit+mW@OFR~BeWr$XD9>Ru%01mlFYWoLAmR++K9X#SYQ99y!CW(o zsM%2UVJ2lYvW}KYZch~!1KR_-5S(#nwkmmjdD7M_ZN{VT*Pokh21E2S62QV0cI2vk zzuJP~U7S36ZRz8)FnwK(<>kjJe_8ux;1FFV1?TdHGDh>#q~!y)IS2>z+Y3R*LXbFZ zg?xVBpi$QEC&4LZQEBwnKb?}ik*C)wm1Tk0P6KWjdIF<{7{qiB9nuXYOdssdy+*E! z-0l3r{)JWaFwx&W3|(t`gF+g)Q3#8$d&kz++U^c1r=qK9OoL$q!91`pw{T8uHXfyd zF)2{QrM+wL4-=jSKuh`=S zXHt9re8mQ{$3hNoyIjH)@5{}8&r^t2Hse-9?XZ+%5$tg3E#*jMSOOc%NCCO)oBk7kRkl=(NN z8;s6qzbux^*7tprpG^AcdC5dmR_Hux0~SsveyicGjg?Ia8@tG4eo{=FA4Si?O6qv$ z(Dx39(bH260j-y*bkW>&)%=MJeS?X4P=@9We$%Vtx#6+<(RlndA9F4HgGYxGcd9`> zg{V{VA(7%YqN!DM-D@AANwJaa<@Q&Oph-CU9*u(z!Ir7Sv^Wmj*8N_w%fmPvEVp?- zJ>$2)tIkJ)7e3aR;;l_DnTP9xtn%AfWL0%5By!)Q z^9%#wvs$uwvS3JeLI~-K`jYlR`~>GA8fsg>YMP;O9byx)ZY4JUV!w2)y%KmdoML-I zo>6|_rp(T4asAyO+c1(p8+!&?x3h}u+MdnS<#<2U;bhZy{#MimkrAt9q@ascHmm5& z2z=&{YVF(*PM6ZunKQoG7p7yrW4i;9%0>EO1tYM; z;y7M6{%SZQlN!iO@)8P-l_V0n5-Vy`b9#%-4xP@iEVy|gRP^#MwGZ2g?mX@tANM9S z+SG;4;A*+pXm$e)-}*V-+p^V?DLkX4gGxG|2+hG=rnd z_n{tnKv)pSlX$%8#zP^dmoP4YMLC=S*aI#F^*f^L<=20wJPV3)O@yDFQjD|c7*5TgT+WSpPPc#xwYq_95b z>kPUYjAtqiy3V%Rsfl)#E>p$4@r}0f3kQ-kLxk6GKiH{(zUv=zGXAawA#+N#VKlTt zWj%FE^&1}M5l`2)PN*D#1S*C+t8T2>;gM2r75p21Zvc3GFH%_uoK8l5zEZ-y#L2Z3 zmuLHbJCKe9$!EoyBUA42Sjcu)Arh~>G@3FK)n&7#4Oxa$`UOS*n6o)BZvg_LXv4hz z+nlh5>devmO|iw>;mCi@Gt^UA1q7UOJ}eWoXfQ32G=$2@I0XTk3r)+LL`pd;A_~}@ zZl+ZCxXcro@O#=U@+-j?b?}N|z1$+()i7|48gJScpBN~tv*|JXLJ~;W`p7gWIYm)f zok>&;T)$am$%?VPlgwC;tlwb{(*tp89R zRwewj{^44+Y)y-ddNgkXff9Y3_af$Y?DleJs`GrkFB5RK2eZxpLA@T;^ks4dgsCwy z+q?d^yb1J+yWQFE2;T+fzl6yYq*|h^e%i*gW?~3DB?MXA$f~&1-E%vMrWG!WcG?|< zF0EHK7;!$ioFE?Lrk+(^-%9%3!xGo?X)SDv>;l0@*Djk)6IH$J988l55@+F|mZ^_) zB7Ynj0l~z{3joyF{HUtG-KQptAm)$rH@=v=@fC+ElaW_HNBne_7&8~IeuoA>>`i~_ z&b-IVyzp*9eZ!NZyp^0yN)$q~x9}kfCNumPj&oujg?y7#JR0XtMjzbT;tRSf-Q1Wv zIOp`#cNa!UXvw#N1zAQEQa82VoWBBQW&tgeb!l=0%X!a6Da>i3Hzmlh&}OwJunHdj zLc2v6@G0h@#b0G&Gf2$I5MeqPne$r)69)ZPIlE?%*Fvfwvkg@6smc|TpPqTOzNGzhwFp6Rn1e7L5d{ZJHADAI8w9~9q~T_c^9 zg8I3VkuO)}IdAK|(4e3FWN8>C8&^QN4@}|wt>S?}!#!&5m;sF=VdSrAAR$07jVqk& zX97D8#WSI@I;29|@=5UGFtjm77s3|6FPS64Q+)ugoO^&bS?^yMVDIfPZb3fQMn?+D z0BoaD<340iOjflNTHgnCOI`pn@_A@9l(se-M&_f%s0=PI3n-C+!sxR$ZSJoo7NNG< zfZ}wc^fnsobZ6h>zf_DFy8n$kY?OO-C*-}?={O4t?8dxtpcFj9PcWKBK4z{8zSvYd zM^9U%=3^EYN(4*NczVB2+P{THCB+*Qrv)0i@{3pdXguQY9D8Cd>egTVrY7Mc_m0T z=ZrrhA_)i(wTpR|i{h1gjc=|fXo(5jdT{calyE9~tb|knF8ISE|8x`Vc0zgCSjvYK zv_z&QC9uzBAevW8#QV@<8e5Y>*m_TB{PtAXhS+`am_BUOsX)YwPs?Y6!KJf^dTNd_ zi<`-XuJ3Sppl)dex{VQxc;OKW+`&BmYm9X@Fb%&a9vXpbr8h&*N+O!g$cVQw6#Od9#VlI znv3!$qbVooL(TK+lbRrm>N5dbcGlh&k0ifq5#mVp2!>z(-?wwVSl@h~!o>dX#Rv;D zCc~bT?%_#WcJ6CKhm-KlsEWW)sL328y7iV6qO(H2rvY%KUDit}X-OFqk z|7pWb&GJ4nCobPJ7NstiHzI8DDI5BhE2nS1pM*#*Sy9@aELAIh1P!LyaA^caaZ-22 zb90vD1+7ER5P(zV!sVZomrO>)Awn9!3P%D%f{V10+vkBt3diSADsE31-SEm(<|J7S!!o}-OsqI90%Y-Z0LS`4(LhfI@ zsL)@E(23uc=sVCyfDe5mAiR&dC8bH4KHYKHFxB!)m?j2W8EhYp#}pPa4I zs%G`2OiV79DzuJSJx9m=m?7Wp*Cx%+^)bi|1@7w5D0aG~NO;MMEH@`iC@L%JG(EEm z>8)A`z}c}9$*`@=e$P0HtO-ErxxUngU%LFB8nm$UF`Z4{*cQAOpKa!<3+N9@SHj}P z*w;jf+@jp->mE#mM7APh#7gN(UxtSfSxC_14v#7Ct9c;YrBG!MI@4By7RI`gM=e;e zoM&+yXzUP-;9_IM*%IT!fFJWYIm|O$6PXcB>n#iLXFr;Vxt8pxUphhd(iX~v!49M^ z<1A&Ad|!1rF%gKiAc>*}kc@KBD(AVNiZ;NPxyAj4+V=YBqqOEouH1IJl52V1Mim|$ zW5(Ku%|uSRul^}31k`JSZ2U128OGKi44W!?p}{|hSQuw6XVm0gfLfXIV~TbHqF) zBe22_T;V}U-~~mcqD36hnAfQ9-^NV_(vR%e8hz#zs5q?4kI0L!O3%f;4c($tT5TZ8 z$ZyKjra5nmmO&|ox#d4yso7c`?ekhcCK04L(CPs&_mI`AQ8U~%_yup$AP-}YE5`^u zvF991z3i`BD`jwwHfbV(Mt z8<dk-=3}cT}gl}X3K7}Dn(!Q}G@53Njx^5blei*z zrvjggr|Z+{7y*hQ)mJIMu~)nOIn31ib456Ryx!WdNJ+yFkir+?F5lG8A6`2{xc^~H&nmjv7VyPa)7|y{+#F*%Y2Wb6T~l2 zS53F4e8NoP#biMb>QTL!dlx0~{?>u_Pa`tT&K^Qzdz=g&0;41IF6!hKF)Z>MbuO`6 z?r}7M+J?$PVONv#)BL~#S^6c~1rKXJypjCF15oB|TD?9Lp(noRxy_5LR)e7>T6kIH z!yN>ii~FgqinZYR*;o*p+sp5}gL}^(yao~~-XBvL95;DuKZLxi2f*?zcd3(*ZcCx? zIKfkpMkZE6>h(E}t9G`3vLZ}mZ3ij)4K;+zj0j~}4>5OE%Ydy%F5 zR#(u@s8XRs@27%uKclRQMXy@IMfF&_rAtN1tCd#3x8|1s+uQp$C6ZmOLt!1mms!+E z`c%my`sI^aMi&%)Lz#|G>;Y-xnA6%+tRdBH`dSSr6!S~4OZgiRVO)PH+k{p)C_y`t zLT0wVzz|ykG42whMCCulS98=XgWvvbLV z&GyZZS@a-L%y3ENOx0wZ%9HWdZQu`MCYR74L07~|>1L<~6g=+xo5wffj#vYa1Y=zS zlqh0Zx@A%8r{61=^k-cq_$L{ak#SR$O!4=c`HKuYS^0Fb158Xg&%K}S94yQY{xDlR z+)m3$oovY~`I9=q#$2RV^N|n|dm zUuhC>bS|R?QA#TFj@M=$n6${^m5*d}5WXf}%29x=(wM?Sg3i#>KhmPQdVp9b_~{gNStxDn|a zU<}k|{t=WonU_jYPxp;-qY=gd(po@I7@b=dAul- z4>o$)SxK2Ev8Vca>JhU>E*vyY>6Gu^i-+8&66w*2Q3eAJDX>JvCO@2AQ7qf8=Cp1n zA7QE>zY9i>u|9FFQ(CtBc>qrE(hR%xM6BY1PKh1FavNsyI~z-R=zJ!$L?O+XU>;F&hy3f_Ih*!BHAZ?Vz_$4Uymq7 zJk`OuN&FowyY6FO`rd_oZj}9ED}2NptELCmLdqR5Asc^O^7vtWo4wC6fqS03BQOhv z3Cf&f&ZnnFqf@{piRCd)xEMLSn@Jd+R<=Z5=!3-7KauntRK(k%%mw&LFi1E4IcJN2 za`#!m<;y*m1u`kq=y>xO)O$)T0)-ot>+{R8n1K#09IVA1&xRmC#-BTmLYmT;A^c6#CUEeC#^!bEYx|6VO?*j^^^PJ!8&%H2y2LPygZ_q>_kU|lu)NV_+zB()jQ$^}shJfNw&&}3i4RHdfc5Qc4Y2cO ze;>g+5PC?vrLOn^X1g($Dp`PUpLJ#V)@aRybv})or^8T^jU1a?o3Jpkv%utjqIxe% z*JtJJ2^u;;arByMdnak`J8ibt6$NY{!Bue%rGoV;L;*_1VL=_sBE08uG8E&hmqSfA zIT`IHgzJcQCl>QYF#r`c7+f;UB+t(@$ zUKU**HR3;!5Gf5I6gZ^0T&#-Sf5m5ssq7KGx3O1MR-Y3|A3bM^_QH0&_Tg#b6$+~5 zf}CSUCf`Bg_*$uzo8`t(&L5HZuS+hyf|!};={_As*zoB!vZB74!1UN=NT%y}!yF-% zBpq>JyE7f+R#c-QJCLD+5oxfCyHU=?7{4?|4CwL()6U{`*_P^Zs^~n|PIVhX^26*V zF!j>V0S(6-qGLt13j;{Fgh0c{+cKAVt3hyL|FgMc4xgKC0WLHa&hY%o77#M?qdNzm zavn33a+Vx#7iDFq{g<7^6n|5AHuoUOGex-Yh?jAxLpSwvE1N#biT*U+G>K@xn?Uu0 z$fE?rWfOhc4ELym-ktZ3XQC;-lR69&8z-%d)hXFg2mivqZwx;Ax9zI`RO^)GmAWlz zC5}@ZJn-zGu-k6O&3`TeG;XeG`z691(`vqsAL;h? zcN`EZDhZtb(;cEj`k=$GQ=Z`6nGlS_RpSkHH$-2qe2}K6${5&O2B|7)ISq85L%UZB z0+k3-J$k?}%QJ}Oe#Jt+8vgD(&9w`iV;AaOFWNO|P6}o8mJohv*G-6J6-=afotRqz z8uSQat~XGqjFtn-lJ8d5O_L_c#Y4~TR`I=hummbFc_XgifMzFbmlcLe>P2e~#`GY8jRSR!ThxcD&4(CXNldH~#L))Dj?6 zGsZ=859mL{uDD11?ZN&}8|?SycyV2YZF-Lj)qcVPTH<99`W0QSbiL6%Vq4lZH$9pF zucbI(aGE1l1|Afk*$!|*{0hDaBfE&-N^#>~WNYpyado8dpmCeASUtivXegT(H7(#SU((*jFg^ywj7CmdQ!m3h(iLqfT4rvBG_#N|1&4wjQin#6s8BV}pij zzm3I3EN!yNX3;DnHnQ2QQRY4k4fHJ%8Jqcmng^hy;ZQXZOyhm(u& z+rkB05(@p*nkEPHo<5cxmsx~aRmA1mbYmPgAp&=YUyy`Hn*qu zol5ZVPWE_^Jdb2KE+j!P)%4{#Ns!kLliL{X(v^AKvY~C5uuWtR*_$MXAY#%81!lHB z``3gG@Otm)&A+sEy_Rv^=aC*F5U*W&;g-;BgT{Klr6@gu6*c#bem5-m>Eb}zayhvY zH@ywfa9$D1E;*qBzGv*)a(mi06V~HVX^JZ054?A9tI#)=w8jXUfQt6=^ z$n2WpPb*7G`1$GUK$~B!!;wa>b&8 zr1B10(O2L07wJP$4g8@r{cMTfj+)|&q$DG5UE}tLs9ZXIcueTR+8ZeEvFywlIhFYJ z;r!ADV(nv_OgK~7)l_(bi)K_xI)`Q40||3c&gk6$j}4Dnq+eH>jg1c{(jX-q&s~l^ zy))@C^dR618&QAlTqn-82IiW&f>c663IJQb_F`<-Aa49yTnyK*6?XtQ8uA`T2wkU3 zPht&M{M<f)-v3!X z|6>P3sm?gMI@U>jDQiY-hD%XDV9x0)LAR@!gi6MBhD}>5!~N9+Beh?r+_B4;>`M}P zE35lrOz4senNy}Fckz?CacUeS6P0|nCYy$gi!SjN_FO@ zb>ya$PU$z8AC*v+_yJ(=kb6n`_~zUQU8TP4Zy}%&dlQ?Qu0J@wf41(kbO+?2@+6KV zIkP1>cm?-0D|IOPno>Ol>o3J&;eylx_|98(c4wusRzo}+r)QV~U2j?&^)iMWQens< zvqS=Ud?AP^rd~h+(ghys_xwr-M4W5pR$J0*{qv5(>=@3}{s6;-LwDn*y)cz4SJ@U= zNg~x~VUxLXYRj=`$!YjErzz+@!^qtqxJ#W;Cd`Ek$ z{fHdrtnvXlNy!zZH9_S|5bK6e~S}5;ub52jpa3`k( zCYPVyKp0cg%=+yrajnkN4DDdA1jka4TO4rzy6~6%LH#MrSzL4gk|OeRU*3ntj4mTP zx3Wx^)9i0XbZkZ(*R~w$S@%g28Wt-AQpXw<;121XHk!=gPkjv)+siBACb}~4JF+4t z*y$||KyGlL$1$l0(czt;xew(Qz~vh0YA#nK)K6z~mA#;axMq?~k$m5UF$+JhTNYKo zpt!KEARq+_5%~`r&YE%X%TcF$Np<-*3tbRm&5fc_TD(Ad1**T~$TT9wGu%cFo(#fd zo_{bMeq1c%1xh#FbZbXo;Rqqr)iV|_G!&{=sn2Ro2)w6_Q1F8#f{ru?Uf|dum$MXJ z!)A!nH+Os@hoJ>?YI$7Vv{>kNk+Mw9sxZot)E-mJ=OhZOshBoR%6mjJJ+Vv}v2B!= zs*9i?46gz(UOB@VAz88CKqA`a7f|qIL^!|BE|Z+|Rv)tF*JqEk%_aICPsugNDE)+$ zK}dtaTXfg^uFeH7kq+eBHFysIGjx6q@B$(6wLyYM1Ehh%Xt^3F5$80&6+*y zgfE!abklnaGI)Hxf~M~T-innA!T26ze^_9b#!#y2a1`Pyvc!ZP^Jj6PF`&yKCims z>}iq;#}-|9>58Vs>oP1SA$3)CE`YYh#n4BzHU-H*?64FZy3n=BM5Y-1VQ4?b`q)K5e;+1j%EvsE6kl5V%f_jEX5SKC@*ZA2Kp^2i8@X~+GM*5() znIU#s;eSwxMnpRc{I3*6Nsq$~0Q$>okq#YOiztvxZZDZAGDSv*Diq{Ut< z+z~WC^>1N`ShQ}Ya$7|&Y?*|K(^@ZC^GXWfhhB+4r}nil7YE$49v~DLE`vrt!PcWj z%#E@Yirvm`MrW=aGW13tF(mL9jq5QEXi}_7W&Og|lE^<>PRva1o^1~`ztac77N|zj z6UBfinY|{i?;smH@hDBXbYEwrGw|hS&4Bt+F_;cXBUVXVFcTxjN;E#t*1fyF&A}E6 zU0YIzf3lH?y#Q&tZmddBrf?J@X(@2oR&ADFV=t zc5mh|6dB<4qUi@+j@3S5NWduq8Zhd^&AU6ri-B)y!bPNvD)GOnI8mk5!mOp=v*T&u z6D|sXC~vabREjB8BPv_$-Ie3%P#zUTfzW8E3aRpQS~g9M9KQ*i<3>YRIC&<9Va>mUoi&a7AN#KKR$<@;Et^Z(u27|wkNo39!?~OrBrsa zCHC#dx4x8B(T~WLUh$tPG)j$|SdlLJY16Y$2P0DEc8S9R>XE!GF9{A>r=$u86>Hij zOD?mY%>1>j$kpnvfFC#?gyIXJ;ipnXgu$&qvgSTcC#0=XK+D%sMzoO84JZ}Nu3I~B zy-hN7&xWWg=JJW}O+m@pct9pn9Vs3@il#Xg$4hbi6Fk&0yx_rJ@1w%2f5l4VX1jl| zql{>hnYd51Y|hX(Fu>xEfJ-%Vh)B+I4vF}hX%5HO;LXcsXuujmg>JkGwL)o7e{Von=nl&OpA9_XkN$W zRlx-Q))>Fiim=4P0D@wc$~g=v22nBJ)fY^Ujg_K{FN6&rpNMX7mT;SwJjj`U# zzs5xZ38;Od=oMf2RPaHmtoLmhcvUo1pCA=?4Y~>_0iJV0gxs935>~Y)4LCn(KW%km z{XkQ>Lvdiq1Xs+$5A6U#K$OvNBtT$l>jzHdop!4aq4IvTnVn*Fmk@ZD)o?VbWu%|| zB_7){2m@(d;U()vOpO4962C6h|Itc1)&dEF@3#ulESyKl3EIIDR^$0)h^QqmdU?#A zp@JeTE(Ta(`pb?#=rm%*8mES)qT-!v$KIGQ9gr*r_t7h>6`a1i+tMovZNhKPeT zk-^Ylx1!_by&PhhGYGsb)79Kf1&_+$ti#xC_V>n}!gB&;y#vxdI?dNrZDXU7cM41j zKT``G_LJRxQ@+`Dh|1~Yl;Ep-P4n10#59thWIWODWjV-PSEYP5_#pX!?ODc55!5T2 zwrid5nfilnD|?J&9%4TK6w9RKC^Nudw-Xce(y5mgq;#3y1bZxSrQrn6 zMV7GYnHG8@DQt{(c+4ei0CW&>Grv&SQNe(qk zKf;@-FQ(09FO(DeCj@7?Qc|ec)xOz@7SbCD#+y1yl2gV4ZLrw%){pkvSC`z6-+dDL z|J%5nHw#5V-5C#`k9NUId=lVoxT>SA*ZR{FLt`x(GT~3n_rppvf!#D2G?xo;0wRG) zGgv_k^}hF&sTydgz>+UV_?ZPXaT}*%aT*a+ZN3bB7KQjAuu1wF;v4d$r+_-TNv#=J zyWLfuc&-BYFB?LIqoTRpSGgrwEBGt>dZ0UHSYJ|JOTw;|q|a4+oJwyl!|OPLVqYz+ zcc@r~b~y;UUd;)l(N#7Z6!cXJm5o0p7}bT$BniDw&Mvg^;JW|r?;~2wwg6kfUFC1( z>$3s=T*TmH;yo*>%My3#3l4j6I;dba0Q%qeE0?e+efM3hk6S)=s9|wk4Gb+f)g$HJ z*v%%$kVFvSwPJw?%OG1Q5!A%+MSu@S;5{&g`dQ%XY**a?0H;wB$^eDH- zK9amTP9Bj`7jDkeh#K5HdZeac6+`BKGD_S*0eoT`$lm4EG2XD1Tc((~2bU*5Be%y- zQs>4u#4iu}oqA#_GwK>?xO6oGq0#0^SREwH01%nB0F*~cTfA5<7jFvfHHL}%AQn2g zrHZWk>uA5>L+?gz`voMl-r$)8ZGEu2B^pVB@#(RMQ!{}RFx-hzN{Tb1HZ{om%%88B450p8c1UmbuiB2w_GQeiv@C1Sq7imw2s(WGTes?%B z0zycif8j_H+}n*ugM@K3+Vdo(6<}>{A|_uJU}3;Im!XekQ=OEo4YgxreOJ;=v6O`E z<0te#O?r|}KM+comlS>Bu$_Vcw_&Y-(-RJ=K1wzOd0?Nu#>I;37?k*EWHdh9+bntv zHN?Y2+fuax1ieQpQ0a$v^}p(@&2?Mxij-1fvBW_5`CieilNfN z3epEVR5dNZ!=O#8tcC{ao0fs6_eOOsEB+wP%q@(QSLzK;XlufvRLBHKCj5EDRnf6jMe?+BR$4A(l*Oz|MHN(?sIlt0JK0wg^t zO+94=$xlx7Q`cqf$0-9v^HPWlTQJK?UFN=q=T~J*A`!EJKrY^0NoXgsTv-t}AVg7b z8%oE!W&A$|pXZuKhhfEcLfk19q(`!GWS8JUU9S@&2tcaO5whKyquu;1!;9RftVsgO zc@s79HLji!*EORoY2Y6RXR?NXLAF;)VuEdm`BsUSi3A&OuFs2AVr{Z^1?v|*0QI%- zxM{GUpV4pS0~mB3C~-JgaeJ0y#}h*g0ideL2&&2CY@W0vMAIpJM&ZKvgayysy*#R$ zc{@3Knnd-9{Nn{0b4!vh<3Ibb9^Of9(^#fp1qhFxb4NJJoyxIm@1z?gVj`6(J+FB) zNif7EWg+mND}0(%xE3M>XLvy^uw*6)EclMroq1bIz;Ja*87O6k%LAPb=iQjoHVYN{ zMWq4W%jECNuToXx3i)Q-5h9gWqZnD+*KF+qlAw9ktw)~#&HBI8+@%kCvzjU$N$;dOi`*MVBf3*#QSXP?BMOk zs_{H3SG?%)-LN^SjdwGww}SjM34nsd6%a`UsW5=yFsMtDNegI6d&A_@F094^B%x*&h`g$1 zoC&v~mA1%|dZo48F+~pTDGhO_{>0jH;UzNMf2;nR1QRL;#yO=)JBM8?z`Y_|Dz2)3nQ zrYaMrZd4;1@R4-s>Yzz6TolAwlsR=#zWRZXGRkKzRzYe%Hgr%g?ncIB7&tOpRd^be zJvH~z4l6_@WjrS9j7BBcvu z6MLrSN^Y_kMM-Ihg9Rzm9q^Y^=Zn88>W6JglnGk(>iq@WtD_KFvfcL8(<25re7e_G zm^gBc`w4UAm)SOh9Fk5&H%Gd&J~u7sm!)w?)|?Y`TgtHhy|HnZ99uhlEkjF?1!oSi)u&IB*1ZeLahE5~%w@O}%b($h2ipLo;5CBu zIYldMII~hsDsK=I54)wx!~S|Jx3V>MI2vJIMNi!)A^9=o_^P2#oP@#13o8^AnN+r7rC8kpb1hL+WOM74w~4p{JNcH6Fy z17e}>{oUkW9pxFOJ|bgH9Fg{Lt;Bc0$mI)w4267wg8EmI=;#U+R{99x6+dTvKFnj( z=(6ct6Wq0BaJORaWL#ZWmA{qNzm)UnWVvCxria!{<2Ta@(=8E9NL&;ue*0mIG7;Nr zcr>i5kdTlHTy~Skc?_wfq;`3ee^d-l7|)-SdUS`jvR8&tl-z#!=KMk48&tb)6qzKL zn0ZlZ;XHA=`0~wibg#xwn~gO%(5t_7XD$;T*yOAQAv~%M5Me4G@>#$Oq|?t&9C^Hz zt5DYWp;Uh`a+4Q*PR&fu`y9Waskj|{Z6T~#o_4*R#Shk=0=)T{vT8g?q*ZDjGe)x& zTh_5Lt)ey6ajryd3(s7)Izl7p9U1&wsL|C2vQDv{z8n1LxXP$1i$Zcm6E-;3W*q^ z2;BD$?IJoEsbL#XXzw6Jh&#=W-9#K4q9bg)I0GstF2Qe6dbyADRJ7c{w^(DLI=r6^ zTtv=bzo)DF%LVr{^cNBPjl%Ql+R@Gxn}6|CdI?$BARB?R2T2;)1QFe2_(VzH4_#)c zkrVgMrv9`6_De+uFK8Ub1RLfsaRQ5F%-cdr=9|voODD?iE<#sMU_ST6Kqj#TUkeqRNIFM+mV) z0^ijKt*NF83nfu;U?>*T)SV41whG!sswc6IVf+tw=#KB+W;SP(stCE$k6J z-8kj-jxRY|lDco_>kBFwyKV4^;LC4_5+>xt(F9xtX#F>L%r^9Zf%Lh7U9M_T#Ms5; z=s1%^b#>7EJ@(ol!#OnT3?MeAje!XENvo&DM#0FrQTK2axq=rOFAS_$)hA}#jtaP* zV#EKd4c2ja?58hNFCfA}c&&AbJ3yg1EQzfw>1H|0yQg zF`GrAK!-Z?_NK7`oucr9ZadTUeIzdMX&_beoix8R%OTItmZUk-ehP~MSWS=2=m@+t z>zA~{dnx89Mw;t_Oj%s++ov(9(-S0G%5c4~?WbNzoJAH)9C<4fOC^adCbj975Wz6p zN+;KuN+(qdgXWn7dNa^-9XJulVB0x^O3XzrPSU!}8MgqS6U_iflRlls5yvw2pjbwopteO+jU z2T+?|5)~d|QxrPqHM?k-BzVJcX>QVwjyU|^f7(M%+ob4&qjwy|*B*Mzar&yg^JMN3 z8gwgNS;fAQ)SG_hM=71URSt-6!i=k1oTt?!BBhKarYR0xtsRwpER`)J)A7L{v{yi) z)jGr(@@g5TWmzcjddhJ&^^jZhrY1s}Lv3?I9IDS8K#q_`ltCZsCf zbNBMZ=lDOfa=p^3#NwEVAcMaQiXHFj^hs)JS^P99>6LP*tF!&EeOgZ(MY}mW|9Vr# zvZV@l02xNs1!zp?iZ3}ZRDWk7-VP@vSKs0rabz1v%krbAJEEFOg|drU!<@=fNTVuV zZM;fUpa~crr}rMjtOA6gI%zQx-Nv^1iWsISdeTg0+8R6*FZ9 zAlb(P+~Se6$Tt1_2-HYda2EDah_#3@os?n$K;no5T0EDHg&_2=jL8QCj)<#%!xl)I z4Aa9=r!C#{Y{M8%&_NU<7}wpPu3i@U6PF%2w}_7!2Vhy|lCxdjYelh+Nzqw)Wx6Nz z1yE3B98YyHf~47h3(c+ex+4|l%Yx%ea{wn?G`xyw&sWUM0(0KU_i zCX?3@3zFB#Rl`ylU3lCH(QzB>|4%{Y=2j6|T9fM` z!t-^-cyM*(?J#zCWa8F{7V2QOjL}yOrYCk?!I#3#|dsS-p#`S{CPWHB$kVn-4x2+xzC{g_Y zaWq%hWj~ohUW8)4Wle)a@(YE9l%byD+z~HN;VYs5lzkFIIj%q?9$%vWlKC+SpC_Md z!^4aO5Cc0on^lLp%jM@%W3|6ptT#yYp}Yp+9+uAi$=H)Lpt;m~;h20uQhFy4M)e_- z)}Q1)f_c+QJ@WgLMFrh?MC8s(ZrKjjHmNDYyhLKW&=eN-fM zu@opeJvm?lZrSP75@%LCc*CkQmvrx>2sCT=uvtM@GyTC)+~Ry^%kLuQdrxWwWPP)+_V#|nCCD|wPHVG&P2hdy zqy%{&A}*}|1n)>-o@mt=Qv7aAD}iGQEpMi(ofl4PLWw9mh_8JkN)WQgxeB%VuH5?f z)y`rz^<$-4?Uo-~8o|L!c*4EV3WvvyhRG8;G}19jD$I41tenQ#5!r7li7qAQlvUSl zN{nOn0-8<8u6X8m0qk3$H~;rIqHlymG{!8{V6K$4-(DK&ZqityBE#$H^4CM96E z)$&3V*2_FfnHf=fy(Ps@=B2ahQ`HdM((5L58RTJy&Ii)P#g{iER3og^sr-=_{ zW}=yacCIJm$NB<5(9}u@g-{?@fV0DJNE@u}b}p&uZR44X)ty4*vG^mWG1EZF^_}Xk zsAvK19o`A|P16z&71Hhrn2TBz2l=Q^0r6wXkkTnq)Dp<-|LP~xpD2*^T>(F-CS_0w zoZnj{1G5aAqLMs6D&s$KPUfKynNxc`EpcUD(_7c~L(E+>I5^q$1<#f2fgTMJdo^{2 zaikPeb^&#?c5oN7cU7pu?|BntZ%l=oO+G1gMkB z&-ht}eU?be~qfJkL42(9s1@0T2;WhA9T!RpA>3djFraC>*ae z&Dm2Xly6U)i@LRvariWYJNg9oW|f$yOmN)^_GjaPN(LISw5}90T}-Sl(}}V@O72LD z1bf#p2q7AdvVMa*sbh1zV{_^2m@Ovp9c+23R^6r_mXSQC?Yr$pH8gD0ZAhQg zK)HT&FL@0`>NEtRR}oAaGlpadRT)m;l~N`LJ@bcKmI}w{J#bKfr`EIM{aSzSAh?MS zBBA|misnauHvLmyTf52ClEWdFQ%~ojzdh1Am?*cXz00?|YfLZe4g&FGb(#b1bPF=5 zF%SlW2Gvat8`q~Z4KtMaTlx8b2QTnTrsM2fz0)Yj)ZZJAVru5qj8@?yl*p`zoH!{j zT{^C1IqCnwKiv3luig2e9m4H)oWusX;+O~VkqA@_djuYq#IJ)y?4JA= zR;=Ns<;qHix*G!o$eRlX>Qm^AGyq3_rIsn{fuaLk zI-n!P_yC@03H>-lP}&J7=zRm-Td^UgpiDhy!4TbvJ$LGzz=iLu-#y1TO-J_ESqYmv zEjsK)4?s3FS9l_!@O}@V>^qedLtFc?f^3+6LNI$(I$Q`$+cAQexPPM8mGoD* zd$MIPhW*524YG_6;X(u8E|Jh5@M&fpHPL0kMIj0`;?2O+ReErQHv1lzpzDN#j>XII zMEp3I--_?oP@aQiZ5b0Z3H6eoGBB!Vv~i@hMhr;Q->RObVbNIBkjN@o{6XNP2cBjh zI%iT6E~(FfUc1CpwVKx5HFJSbRt9>s-)~ba7@ISMo5r z#+vAcWRvlM_NnI3^)mx`7lUc{y=;c^mJla=9lZi_klSZVeJ_mE#ecsUDMV@{*t^t= zR`44qHgGN6CT{i_fiD5=jdJT?t%g>8{c$v%+4Md-OX zAqAD=GEFja{~~x=>x8HRJSV62jiZ~};0UFzY}jQYy>cLOg)Y-IbD`a%g!?dskipP< zTBbr|@9*_;+6!({@rkC~uUtyeusx=P=>Na;MqR#=(zT7u{?^K_)U9knceT}=^r{u>7Yh_scJ8uE?uhPYf_X_m2?6Aqsn!721CVSJur;+4{ z#`wis57uJ{<5i;2XWrX@8i-#rWmkcJrwN>W=h6X87CnwvQr+Dc)Q*BCQ@t4&XG4pP zlyHWK6+-KdA!lkVpNtCp%cMgM`y(HBYN#Cn!ys4~{ zP6kL-PKVtwgA3`9fTsmBD}@(M;1G!Nfd25ofpPV)oT}8*q&Qv{JCFlg8}|?PKMPW% zii)vYI^JonGOG{cL@D!6blaMqW^@krEcH5LTHB$>YrKN@37JT^)J&VhF6k{YLMava z>sOHifW00hsb>R$8#CFq{BJ zk5(;(?JC42=(NC^cj;B0(!D5NhARy8??1-prOG3=g~RQ;^?sE6*h2@G9s;U%aiUt8-cUgvHv0|@4>TVqSIuk_S@Z;JEm-z zp{~J%4gBX7=IlfL z95F&Y;TV0J*dt$QZ%MA(=LR_GVpD#G?dil46oO&hr^#O4&j=v|h<{YitHlogM7Cnv zTM8U2CKUh+l`)^wDkuKJ@Qr0V4r&DWK=6DzZr%~n=yGiLyg2?xfNh2U&8c!rBK-n$ zwEj=_Dr9evAUoRV<*AwqcG}E(P}h z*5Udile;#TlW?}jd&Mz>fwAReg6-qioa_}=%0a*~D2_~QP58SlML03YwD%e${0=KQ zF-N1zfOfDVcaQIdGn}&!eL+tXNARTNR)KvHC*OSfz2yHk()OsNF;!ai7-Zk`$o4Gs z>G9R~b%wD}YDKqFpNFimOV`Tybb6D$Chd&s8d$QhgMOU-OZwncr*WEzkEm;yfo=&R z{j`tr2bJxdJ&J4rA}y$cuvoEPf50hVw3loGdtf7=2V^G}*DD5HPDtSF+kUH5o_rz>d_V^xB*jIKwfhF+z zmH_oMA!gf+je}gi4C!aH4<%?;u=7p@XU&3BcFxtVm0qtrNtp#m$61aS0wL@(Eyl~c z^^G2Fl=VFGQN+cw+oyP$w?4yZug*DnllASsZ>F-G zj-yMm6CjxIBX{9iX(BaP<8FKmJS3)RluS#>dLnvRoOFOX9OEs#P5e`8F2dD#d5$}j z!DxBzo=E>yRq@@`S|)K3d_ufPqme+2Fm$g}@!>*9X@lqJyn4(IAk00O3lPhVn;B9% ze)2@cKj=<$eAtDwIwQ3l6jSo)haiGNtmNI21OxKCxFJCag%z5p!mpTPOxY#>rt*0} zM)9N!JHSnFxHF}#`AdR_9xiIij)=4dbH603)RA*(9Kt?+?1}p0AYh^X9FK?%` zyD!i}#oz{5v_RNH|G{dWFwq8q_B_ugY{V|%_VG3QaUzn}B3!>2^p8VSt)P24BFD4g z8-D@QC^4{(mR5~aQ-I5Qb+NV=(&8$#o+LIdrK!A+>XiylzBxr!D4^mF7;VI=yq@A7 z@ID*od}%liwYc=pM+mjP*>vA*zk2FJDXCdoIA(DAr2f3?n|XVlAwQb6NQyI^ zz~f=2R!pH+W$yroMRI|Y^Hm#1Ic8N+J!4k2EMuYz)#SULc5Jpj4?_xn*gZ}_+f)fw zIqV4m@dpFH2(CDMu-!&=^_B&2fCm`SyB4=8X$l2WwX7cBea44vfZoDRaRM7nH@gqO z^r_Ty;oc20qtB;uP4aof98}7eh6Dt^nI=e`w*SnWZ!6$bY{k4AZcNewdS*sDhSzJt z5}uhJ=<7+G`nxn%w2J=|&5udesh#U}S5K?_$rc^~E1M-^S{SujUbqD)d*y;@7q<(E z9AA=zZC8Fz^t$$pzd9y>hUhdPs1UU@X;yH;$} z|EunT^8u%d7Lf+6zo9Iq;04}2QMOPm)_}T7(q$aIfNm;W_P1+wXfHYF+jJ7--jw`L zhhSMX_D^&kLqL;3J1!cdagezRIEA2dribC^lQ@Yx8ql(`X9@U#^Ux3>2YBkBbyhrU zMKje9%9JFBu>@7dIB@AGnGQZ2&zSMeNbk8#GE!A8(5N_*#N*-iV|Np`Y%8V_GVsM z0N$w1u&<@?Y36S22e!oIyXSOy2ChLi*1~MDLi7_{kaOVG5j$|2)&4}8>QzBa)5jCN zbZD(Zx0XS)(zxD6UVb{~_eWbGweZ}HArKjdIuN!t;-*o6T{^)DyixS64rven->sZ1 z;x2soC3IoMXubH8velQoi$Jf8ECx5_zfjcgBSf|dqiK!D0pT<#WdF~6u`}xQUguN1 zQI!5qf+Rmoc#$pERx^6yhzAAfffY6V6@(O++dX48cNyiFQciq=ByLNMDLLLLF>`AbAsBHU>mk%N-los2v`ay_ zzxhp@?Z~KN;i6=V*|**eZYZ6=XS= zV>=Vj#rtZAk;3^WU*@TJ82F9Zcsu@E#31-x1i7XO znfDPr{*NJQN*UgKrAm$fp~U$~mqJBIft``~A3VKTRoEW_5Y9yq0%*%0;IrSni7stlXNiQQ=pt!el2q zA>-$D9E&T#gA(X0q#B=i8|4#LmN5fX#1%MM!u?74sX2j*!f7Im0=k=*I z&nk+M#4O!9(-apRnjE2lW@5eUPJ_hS(C+nn=@@$nW(rGjGn+*IT|U-Ic9VRjQU>2b zaSw+;f1|Z^B*_`dhq`EhEfC)U9ATiBxc)Vd(9c_b=mqXE18pr8*1Y3Qp=2+wyl1G) z7q_r;TA~XZRiSUy%Bo0(tsHd}pO0M)-1~h^((tg4%v6>wk<<1Aq$IFivwli?2T^9C zK(CtyUtEJ@rE`H&^N{Pa<|btXQ``;q7fZ*UPTua2RgloO(@yqEOM+Q=Qv~A1_P}mn zMltWKF0BenM+Y!(lhnec=V-5j9@_|aSUl(I8md{vtN^KW>w4qha7113XMoy3h!1_E zfDcrJ;*^k;6zctoQgMGWbFe7vfjra>O&d}g;n;xQ6r0s=iuGJLUIrw0#=qLWE!j3} z{#>uvIDVwj=T%650PQ%Tc=SgSu){bIBo7#p;6SY)0f;6R5Vu2al98drxsP6an%?k) zQmB~v+b->(Kzw`d&45B>)$1dZj9W%Pq@&ijj0-{sqsQ{zjUuep-hDQ9(5jI`# zzdQJ=TmTK_Ek>^t6bGed6($HrEgjLZ4(>CZI%I{vxmnVs7G*T@1548ok&goc zs{vv+`&+!Pmc4I0)bEkb_Ud;F8~4P3W|#Y%KpRH^Wt1|`0TqSWTaVJIRFs5k%x#TV zZ}N@)7U$l8+k(1_sCql2L`U4gI^ylLGK;ZH)ph3wlsw7l7z z=017LO9rvI*}qjxg}B9iGQY`cz>NNvIP}LlvNvKb2v{*$<~!+B6*d#-OHi+w-rgsy z8%W3)s_S>59LtP0@zd-TFGJfZhh(1J5}q;3P-bTWfuh-}l>!-=Rjpah-d!)^tN=Uy zF7tmRqf;U@gr^mpSY4tpCK;H0EMd?G4eK$*B2xb1g6ZiQ0z{YL!TEYcEyLvn%sR4= z3eU>|Pz5;xLbNg_jyH^J@H`C-7t==UO+NaO|Db@oS?ZqBdmZ4sJHLy?$d;&V;7dlo zQYHV}R7<-iJR}du4U2<>^7S|kCk*#LY%8lzb;LndI7@1v(#rlU|1V{%P-TVEQBD0) z6bHM>gR%HeH{scYX`%#`z;-(==$40-4>zaTPRE2{OpGg>pC7@to8#JG{lZ5AAL?ai z;=}TzJcTE8W(liBhTjyzz>b%1Ta;NCmbLMzk9J&Bg`O7szZE%#?Uf`;mpF7u(0YkG z$*%$HAfSBv*RjrsZ_9akvJK3w~Q*qC<-%0fsCrt8`nIU4F+T&!-Ex)JEtLhXWkt(pJM0iq8A47X!<6a1k|R&4GTmu>GXyRWkEsLY+6 z$i1kk*2}p?OQNM>HXOR4MY)B5y)E%C><{8Hm;y)6rf+y3cV%bmY%!VD4peMvYl+q+ zf<};4Q0juzmv>-lP0KtvGnb^#eV}W?&~Y!Q>-cxy4kt)(Rh2C?1QL;fRkTk$qwcam zUzY4;&ol|K#Y&@JVr&61oUci(;O9a$&BVt*Hm^qMEV;FK}Xf z>#^`!;2+Ph`*)aA3Zmj1c+9FrVM$OFe34kGbz)W3Rr=y+a{-48{MPfqO+#w>@y6P4 z%;|D!0!3_REJ0w0q)~BJ?kW_85C`60h?>{Ut=R#jF-u7q@y7~c=ujY5d5`PEa&#(d znag|nFm7epLArS0{abK5$5Ent0EJ+e%!_hBsF*1EF3kW%+zQ${ST+HXf7kL}6=2;r zd+Cp4pac$e5WNkEZz@hEeE$&V7CAZ|pBxv;=>gkC56MM(4N7?WxumAccvmi=I|M#d zWB}H_n4J@^d}lwDp`haF6A4O<{F8~RNQ0d?ABz2Ikt*J;9o#OWTf!mL=gdPX_wlAJgKjBums*aS{va??wCh0v|7DO_NvyQ24_0 z0d}oYEid`<)TieYz-bh;L@q|sChdh0md1!n8egi|a539$WhJnJx`R+ssi>;Wk(;o} zRl&u&$#9%r#pMvN-yiI|W4pgN zS(7&wNoPLSsd$;!vStKr>9dUqCUc>LQqIL}`v+3*W4rj8&m-uoDrEMaM*CkslBZs1 zB7=Q0Su~rva?E>5hVN3v+|rTuhJwlFm<5HgIU<-Wb=@|WyY}s!$!cu_g6LMz>txYP z$h&VPv`f*S^-H~^6e~b~1jGl*Y9zH4rnSy@xv?(hOPdnIO!l_=B$CdGlukwXO~UBC zu&R?zer2~`;qsGuD8QT);GIgFqAN(xi%Z4+8NK&$m{z&-9lvalFtrpz28lyVN7LX7 zA+40+nt?TDrIXhzx0-jhyV_bhw(GPO(@IpZtP!`gFP>_@P1ZJr@>fAD6!dzRNf8nM zVtO&yQEDs{N=j}ZI{+_~f7`T-i!+%_~T#|{2IU=W??8<~A3br_p zBps#3c`!F5kC(fx`Pd9%;HGo@7;d_r>5X;X)q;?xD^2765yspPj?DH9TZ_Q}3g6vU!a~PKe3$F!ck68u5e!4=1<%qg1Ya*L2Z{(X`WC6PW6et!S2@A~w z>rSdMAb;4Z&e$q)t*F!0JZ+?aeSoQfp;usDIy$nKggfjN?*J@_(eg`6mj_~9FC_w7 z3j6iE^IM7^Jl;I%zMi)fd#xerVn+h5GRbwIT?G8gpTCZa<)?sQ0#23Tx)paOyOL2i z&%*$kNFhz%o}>#_WJg^ZTWxF9)U?(&5acUyOEJe=LP`Bwg#iIkagMEvFxZztM}X3Z zZx+k}(CrfWvf*VKyFV|$eA)n5}s$Dan2wu&VI}Aa>#vAzl-Lw!RdP$2T6XY zj~8s=vb}dB>bp=f14~drVm54%n9#rUL@mbiw{7t3tR?%FmZ*bF&XibjM9>S}cr#zQ zaD3uoiS#c?x|*}KnU5M0T~bbz`rxDww(TdRR`F|EItc3G6%?2#)aF6;zmU@iOP|y5 z&o^&p{{qrRX%UBUTvrUS%sdSK%3n)HwGpQ3rxXQf7VK%`J_VVJ&e=CD4X~Gz(94i- zZ-c^xM0jiPfe*eeH=35dU<{T~O&b{KT|oaFtiWW(W!X4V=G_=% z14G~9DaS`JpO`*R1g0sXZ!PHSfo*brbp({@q#BH3JWm!GNY^=#BcBoih~;Q;70$y~ z|7G!gR{SZzQU>O^KKtC(o0*ic6x%Q|^SB(j16DB~@C^?azB_c(rk8R}-3te~=-#{w z)d;y;MY0CeH9#iLu$xq*;JK{RN3MJr!f+RP5O4f^kpJouP^Vt6HPU_uQ>x zvCNmF`a;;EssO9Q)>KNP?V+=w#zqRHi(M8X_~v*D=aC6xM-$oX*C(9rIP;k`FBI2@?cc%JO+@e^0xuJUn1do>-I4vKU z5zq14y~|^33;3@HqGb~EwdVPS?wAp8>x#wHa=7I@`$_qTHjahmz%sceHN%v=MK15$ z4lhw$CVnNnX=TP4A;#-6AmkN5jO+IOJb+q#P{$AGkcz4$Nm&7(;{}Y+x)G9{Z+<3P zOohYmH1MU%*?s<#WLk3Z27#>Y9$cBxt{#8Y*;r=)kB`jBc7hcvmNu_34db_^=e$#h z-AeQe$8((1wnP{r3}{5WmKk%1D9$zfE?SxBn@7kM2VaO60MB~aDmYWp@@$<-q>yjs zJASOB6RatHN5|V^bl9-|&6YC8ZV9CTcTYo8h1&w=V%(|nf5f`Sk4-Sa18i5%DGAc) zip|3RHGds?xO+3Q+aS?MhlKdJUwL<&&Vt2a`N#>g+Lo3nPpq%tvRc8d(LDl^cI~R0?$;95vm}8T2rL>@_2tb zLe)h;j??7eiO>3iJVT|?L)(bm!GF6RF}PDt-hsG-GYKEgYhFH;v$K*s;cukZ8?ZNP zmsp?($fteXgF38mN)k^5C?8*3m?0#!$<{t5Uhv~I0v)@T@OzH^a9GR5Y@9va4xU;( zlRD+#)?|*o(^#hvS+r2T=UJwwIYvesv_Kj-`jrd6ho=Oirbc8Xe zw8SJXp`GuKv4h*E&5;+Drm+%j^%dZ`)3g7hUP}EB1pS@EtK(#4kBR_ͷ}15ey+ z`gf_dSm8%lrK9@U_X^B9!@)fQoxO7%Vg-FG<(Ubt~NV-o}j?zL^T)OU4T|a73@wN z^I=8eKs_1E?0zY#My=xm45bc$alr5~-8bwM_i4Da?Wki6)srC;q&wqKS9l@?$VDuI z^K#~)P;G?>rZ(`c&LjZi7!rIlVWrZ`Vvi@W5r}$9+5Hzi$$x`purp`fMnNE?s?d9P z`G6*d{jN=z#TL|M{Z-jFghiIoMc1HQX16(AwL>1r{$LX1gvD@V!8%2?VQykP4~C3+ zFj+*9D1Sfh-&<+3_P|>1rDS&o844jBuLzh3Z2Iko37gzoDtr8iMZQ^@LV93P?o1@TIHk=;|;3IF{ZsC?g-!oUF=(D z&Cx)fnTOg1=WWzY$bbE=S!P%^7}RuGaNJgU+) zrcIIy!41h^&vb^F#dJQwtO+IGBjwbHJasO;Q*9?Z(wfKqzfZ6h6fOqGE3<(NZK>$Y zhvnS!W{+Mef24P#)F;?CywYB7QNVr63BRGq0t;;2~n**E|?8?m4BngPlar^7;buTRj}iK8OLQi3^gp z7+*nu3uuCBi!evN=}ZnY+9ibr^YtvSP}l=t|ESrD5Ap~RwPePKqkI_kQ9Xx1g+m%R z6WGmPK2Ok2&Yahi{>|vx7`^ksA?vOeyN`TiJ0rbg`JubV=@a!acL-VL8sB(~5iCC} zy&DVlMrJvZH@FRb)&-7$EECxR5rD|lvxmT7=vqBO>r7r3&F|Cc$1A43xC(gli zD8)xy879C8y$k?@zeUAuAYbXl_cMoF!x~Xy?EvL7({yH22N43%!70U2gLAwDb{Ec^ z%Lujl2*Hbnd3P^`g#l5_A>*;vv^jFlv0x-o{Q1b0#=pTSUl=%5W)r3Dkib$CFBt)G z6rcc(SceZtb_I~9gRrYlc_=GG*at32J@<*Bg-O6GY+^^_^BwW5A8 ziYCdy(}qKf1S1UWiv5oxW_-wp%i-%WC7Eq@km6IscX3!p4^BG$f_{qm+qnnnc+&CW z;sL;@mSM4a>J~^eRtya-?=4 zQxOBhyup99l=_-34%L$`>xfW1kvgY9!i~S}qzp@tA1?#(2+=V)z7%!W@8;^5 zuSm-oR7`07#;D=a>n_Dp-|<*egQGkHgsRjBCHX^hM*?MRjC@3A0qDLI2^2+1>2Kh? zZBZTqs*w##c@mp~VItS#h1zS)i&ofbwLfB zCP+XJlD&hvZV;ObBr9$#YvmYeTJmP<25C-u;<}J2lS6-cT;ztnQjaiwb>}}urxQTX z%5#948C}Lf*Dt8r-cVlU%8v2&^Le)nYw$z}a6_d5uuD!iw z6~i_fWn|QK_D25S(5yCOM9l`!SfM(5b4M1cA1Nd?e*WDn%dKM2>>mg(k51k_CGL2R zL*kg3NnQydNM|NXnl-Tr#WFZW<}#KzszdvS`TUdtka`-hCajAlz*hv?X9~-T&z}_>WqvkrVm3qY9-b`O zPuD`4ePIXQi6%}1VCEB`>TR@GY*jL|2V+u9vFl!82=IA}2E;mL* zHtlf!o84&fV66gfj1%Bh7u-6MzDp}91-b?PRU9F31GKyp>?DUCVyM8_$2h|9nm8OK zW>ADHg-~;+d6PtE;?qyf&{o7S{*)!CnaL7XWHMb7#oBR{%JgTGL-|`7)}Wc+RQ%J3;`Ue_eLb2N#4Wla(*ZOON>4?=Ap58S&Pi?tNS_|e|GS>b`o9JX)j@%!cBxp`cEo_vGcuCea@{Q zV2=tRW%r5EuU+IEGMwIux@0LH=w*W$JdBXRCFVpK40lX4)(2t}=0aXAI1&JqRGuDw z;31Su;niidXR{tP6dli9kmGhEI(Zv43D49XM0&$rDZ^JgRx{XbV+#>jM*G*K$L-II zAf|AZ{Cl;A=qs?G$^^pf8W%}{RMQw_jE$8XfPRphsb}lUUa8>3Hz?+l-fIBSUE!={ zPsA+}l5%_wm}42NH^R_;^A*u&rOP2FTzvQvhzyQTCh&`%a$vUIF;M7CEEUhl|C8Ek zMHq-DaSppZF}t%-=0qP zAm+63bGQnD!1bIrB#uj6-eoM5F4UVKIQBduiqmq|BP9}f8q^Vzr#eAx`j+<>y!=bM zNRnvbKEG~ZXSH=JxRN8{56sdOA`WTjx1eF1Ex|)%Wgwj5W%8b6vOIgDupk3jRee%i2g!Bb6ltw(3kJDcWO5+y@)B$qn_A7ddu0%;eljDTNF8naQJ1~s9EAO2NVq0b3sRWq3R7e@FN=|!;zRa?W;5AmUxtN$6c#?;Z|hVX3oA6jDDy~hz+zYRN2xnd0Thk=or-0v@2GR5$EZ-oUckm zYd+nNvm}N!iCwi`4uu$M@{Sk;nSh%*00l^^-dLuZn182&{=0y0)%)hW^XiUEHup1r zg@K^_8WMF;?nC0KLJJMsl6tV5i#>nL-7 zwHd|(J(=gZU9|iN@{&JfjlJfssb0@@sgaOahWTSUe|i713_HByMsf16n&D`bS@E-AGpSOapoWI)}VYpNvUN<90f;dm)L>ED0 zHW7q@e-#U@4B&%G7-3Yskrl9yzrs@g`;!xx^ZjlD`GDwTtQxa+P!12n-l~AatoZFxnqpH{+ZcSYgr_CLb;uVo zwXPgup90V~+sT0fAstMi*Fq(4rGh1}Pex3!Fw6j}=TqbS&fgKWJ^6Rb6o?^~WdLg% z-1U$9DV}RR0!*8I=!NOLO4;0v9c^C9CKY#R>Nw(CA>>3oI#R*H?Ek(`1J9lvz4fPX zQL}A_nxUJcI?dNBYBX)nCap$sC$oX6Z`F$pRVGE^s$rIHj3sN4VK$nYgv+Y4pWemq z^}0}@C1Gcl_c7`F5#{ployo_IXBO0qK87Jt+qylS(_^N9xTlv5IvEzDHu&IwQP~1M zMpg!Wh15kkBl5n&paxsEJ*raAZBqmqMH>SGNmMF@yRp<8ZX%8$Go?wLOsNll1dpm> zK`KTYZ<*Z);fr9XQ~lDgJy*a!f7``Av!{(?r&XPSx(WiU~i zJEcIU1C=%JWu%NdgR3i`ZT{b^n@a#~_%9B{=mxdLym;f$RjG86i1?*2hU?>xx6=0p zSI8XHrjYuT5vkp?+=(b0BYq~s8C>)i!@w$5E8<%ZsZ9P_ytioRTCUA6$bcAOol8w( zT(&|SWG{a5Ac$Y)SbjaI&rM=XIHtVDfjm@toj*cYtMtB(nOX>27TH%gycs9$sc=QY zDvQ1nY!qF_9|(~JeOj#F$;AjYg3qU6u%I-TyjISWb>dphzZ|l-b|891FAn{xAKMKa zlB_pcG~a8ioIxLs$GY(}XT6A!NvqW4h2-A2yG%H=2iTg|u&E4{RyX?#6+UWA*LYi& zAj;x-#@YEOW{wxp+IwX-(|o)~zRILkJ1oqt?iNC4`9u>NIam_4DKpLLm+#}P2pz)a z%K#Y}*dEvvfWeCsDquCu7P_DWE*8;wHD4|;Ov-$cQKNVC+OIp+*uyCYhanAuJB(Tf zbM`gjaGTP~KFPJuz^&a6d)q6=IVU8-|21;ruza7$r@_a_+6V;puY{EBGl zfw$>?z^PKk4as92X8k!4zZZ)>1Mx(!QU>NRe^PTJ!i}r*tMxIrc3l@;j4;(n8 za0V_NQtro{)qOU)n;wf8UR^wO=9DUnu*!63MKPxyTI_tq9_9wI@CGCM!?f_+6)x(L zfR}2mA#OH%e(s^;fe4iMf|1D^!atYH2;wEM?|(%Br946r?0Lz6${|6Z+^whs;qRam zhP!w+Cp&5J)3kJ~2&29qVdSv-^{AP)iXiSMd|b%w)~u!>I6M0h>rO0@(GU}N;;-=Y zt7ZA*QHb~0qS)Sh`rxwYG3x|9x|gn7KSh-lFklSXRBJq&-?PD&!6SI9)t+tqwl71g z7MIdtK2xx*X}bt(eHF!hm1W%@kh$uFW6<0rYg3GkR!a*HL=IC?3#3A`gbLI0{sZ%h2`8c3$_bIPdu+tY z+KsouO^XY($>!z%GY(=o)Fs>3iAS+5b0k{kGHDogyJ;Nn-P*a0n;*YEZZn1GYfWF}0sm(Iqy+U8 z+@MV>0!uig9*Cwt>eAD3d0K2)e}OlEL5=6JvznW2mp( zmF5xoc8p)ai4h~eB7AdB#bP>q3jOjH4-n3?`4n^fJwKCh5j!%f_^8U7iUJ}7p{R5= zocMW6V#}KDDczpr>1#J!8lay;FYkx+TemBQ>!cV{k5y_Mz1WHBxr5tAcf?=$)U8!S zNI?H9sOFg4>i?bkQ4iWGmu)Odc5DAukf@h4z18>qU*FD{haYt35@--ue`kx|aKd1Z zgZUV;-=vYWOO(Sy{VqxA&ykFk&m^f%D1?s1H-qp_Ke!t9!JJTxB7;$qbf~0N`ZhCb zN8}4&Z3E0Rg-RdqrM9v(oALM>jv!+?3N7^rGV7J-QMwhfZ1l(L#h_(RC1Gs_Om2`| zm(4wbeLhw))qB^m6{qJqrqq5@*TlNH#$i10Ip#{dwqwM`&}5Pygm#Uw2mjeloLuGz zOt6o3CKPcgG2m&(-^HycX?Yr1F@{y~y45OD!if5?$+Ex%pncjr96tRw5lrGw&;`{Pr zW$oHi$|H6VL-wV%P5*cB$cluvP2~Dd>yd+<;25v=0Kudp$U!@?n+5p#F^o*0O%~1{ zkcyPmZ$<3IiNCbi+bwt_*f&WHwmw28%zK)rRk`TE4W1AYemgL$!p)Bvyw%b<-a7M$ z-zHaU3GFm#D_zT?xs0!~vO+NcJcBAgPED2CQQuC70oEom5PbtDX1PWrb|{i0#t?#(U@9nUVyYaOY2<0-q@uEs}^gR-l()j=YchtEZq*PQ+Lyl;hI zXqJw#`>^(7<&s^O6(f&xWxslgLszJ=6?DtxVJLxoE+zLpu#2k4Q~Mci?vAh|9cvFP zAMt)R5xz}WD;i1_ii}*t?apT$FUfu^jN*HCv`LW{Yk_Ilyi&TgXE#9Hvk5mWn*hJ^ z2>22{FO;4}4J@?GoGt$reBNO|>2^U46p>jlnQEi}f}c+T z?zH~Js0<=xyb%y8tJh$H+j@}()rwAce814C)xD46KY?y8Hp{IGP7RgB8u2%)3Hd!Y ze0#*zIPvWNEF03;3sjd`FGvg%8OIz{gq zx6GgeU0}h97uQzNAxM^uMTTzNqtV%n!CupC3Yx#{({C05oVM{NpI(>n# zNjexraHVbWs%_Dke-$eV1<~e%7DHGO%#sjvsX7lYgbc$`DMz5LzMKJsH4_O5`rw&e zEbU=RMF1$dc;qM!LyA^^*oDlWh!>c-@rgUh_Q1mAx7V(5XIW{e@P(2+{xcsX@c(h< z7QL>Gbqfu1?J+;kwAY5H^X~+i7RzA34wnjiqWaOdZ-%w&#t%UiWTv?@n=vpCQtaJj zE^O10kHN9AMMV=*H-$kUx^ojY8yv&8Ue&&uLhLtc+Tl!fS1eZy(qM~Q4c+^eE1q8r}hi8y_^GZ5>99`Q{_kagtrq`xG4;0 zY5p#5GZoaj)KhD%Q!Aibjwhn9lEluRBBX8gaC=t+7?!0+q9uijuvY_dfUGd{e#Dr0 zp$WjtWdYdB7@9qjHzgkq1@wTcV*PHaoJ*>m-?%Txrh{+sC90!3M5h+D1fZFFP@B%kQ-DOf;Ycy4N~-F0Qt6vl z@2iL*yPdyWJyQtm_$;Kvgfmog{`?`nn_QPGAqp_EVrVq4=t#;PdlPJ}hA-~YXvGQfYS6e-$Tl1*%q)xY{yL5*hP% zq7S8E(T3W=TinPG4PgJRdpMgYmusk}2MIM}&WEgXLShZZ8AI=*<}Ng&dyZ!-vrU3I zIQD2kOQlOpp+sJETNmRDqQ)$?qm*Wp>UGCYg{drS{9N~1>8!UQK2WC@LXoX5#^tju zHOYQ~dNyJif=2VhkDsuw4ZAjU%az@^w?F8)O>t~SNx`s+rt2uOGR>=Fl82o|xD4kcW96KN2Z9a$SOSrfb5 z`s?Q+OoTy?}QGmTAdv@QtyXWQs2|d#|349C4|1N(t2TJUURpe zA5!J;kAmr@elw$owCUFEUs{M22VwZ5;Z+Ndjm+@*Szq-v4qAsW@i&#=zVE}gp9T<`NyqD<2RMTW1a7xwV zFR6<_H(heo=vyLZ4$PL6$e>$pY3@PM0Jv1+=iw4#LEH@NW&7hUrjngDOKDnk+lJJPlTs14Mkg)H-2B;s4235EEtK3+q?7ov0!{ zNYT^o^bkDLkU+c@Cl12OaKa>_1LrUPQ;*uQClwkfPDvJZ#-Gf}G9=X1PF}RJ5H3(? zE$N4K!#ZT^6K4a4gQgf}Rr>ILVqORDUL5hXj>VgLXAd{?lI6IwC&^uCy4%2rs7H-- zm8Yv&>IU5VFXso{?{}>I=kgjU;KQkw*&e@y?-485?xHK-fuEf2v$X@lj8iq5`}!E^ z%-w%s_KP&N*BIyC%FGW~gaLd}L5gr52=wkn020N`ISE@_4Q)zl>*9$fH;3@wu zeK%>)B>7v--Ae@;GOBo!)6P_7M@bqtb#OxHe$T}N@(5u8CgdVnCVxk6h$N-Jv~+#D zcWO-(O_uD@ct%(m!+3Uiq`oF0NckpJ4)}E&aNDB(M|!UR zc3rs<5&mnv+2?q@lMm+60vfqCIf9o94BG+71YGeYD0)a{EfwXX;nV*37DWRGYr2QBv3~O!)S)LbQ%$GgUU$#GUsT^Ey+$2F!+UY zAlv#hB-__{-q@Y>xi*wsNB`)@H9of&zlR2It9>)Z!Kx6kHANUdm24s?zvy&Q`dUuS(J zTdsH#8POKw%TQl8jRtjlWa2tWfIrJJ=`e}Fl0h5!*CY?|>r_g(GmuqRf4vG|GCi#N zP_ACf0BZVAnj`LrvQjB>e;UKg(8V&Fil^C6Qh1q zrG=}aB9Fh378(21v4wvFr-g@LRN`71r)SW2fSCn#`g?fN8C(SkIi{R=zrv(ZE>>Du zLSMNpRPQY78cb0DZ~99(whu9|e4-&Vdm;siSbPf)?WkLf@@vFJJ!RA5>G_A@q-I9H zUsrkzdEl;|POUU?txWrz1IPB&J5+IVWY%rCz-#DYapEGYQAoS zKJjPEz|F>O&cL1W*6BGoAXGI^Hn75foMm%ZvNIq8h_++vf+;kcad(oFLrb^-Hr2I= zrYJ>^)C0BJ$+Qy!OmE(VRqIEmDj8=|B?Z-?TF)PUxq-3g;XV?pB^Xw#80#iEjO94> z7aa&VweLtM0$1g;_x^wAMBD0+>G&kVrGE8OIqOTr{yL?J$I3k5$GQ8SqwX^91l~t* zKcM-<3iHn`wrx{3mS9WOSIehW?JZpV$NOF1W{xtVHW0ubWE+%a6HWl1*oSuM*1L8o z2Hb#spGWZ%gaqON?MNuy$(9S)D(k4J9dupi%bdwXOsQSD2w^yGLhQ5GrMR}tci1QU zb!UID&;B7u;=RKm5i!_MCb@@^ zRFR%%MK&`bVH`DFh7TUgIgC2jJv2hJd3V%$p%w65_#YjCPb$bs{%~J~HWC96$qvC3 z4E?Zad^k@XWv+#b|7i)4bSlt(@e^qk3-xtM8-vH$ART{@xt#-vC0kN^wlK_3opYy< zobHKtsD%oTvn`VO#Iz`T4k7o6ve!^fs<19w@v!$T<7W!sg8~BuFuTlJOP?q}?ZaxzX#nQz?<9cTpT%nQYd^PgplMX| zU9;?3O*kLaM`t<4P@JpX?uRI7fjAfGOUaD~y&Z02j-$uisVzo^B8l_lkfKC(GD}f%?Crk9colAM@mVuQ7YV(psNiI{t zCm$Vt$=ILa7Z!IDv;m*O7MYfwP6U9z6xpmJo5N1=0G29EU{Z>)Mu1O}`54fdWLFgO z%s8PY3aLG~Sfaueo(|*l9&GR^fxmRPbvWh;Je!vBEpoEd9)_&t8}$#!0B$K3@n!Hx zmNo5pK<`4r$Qo9K9GmrDcOGdCm76ZGYG8p$R87ZMp5qa8RMK|JY~BV8<8LX?Z-(9nF|h-$htQW znr-<`*}qkIS9zzqEn52|+Ui+QqB@2zp(WwR_7%avX}e9yyBVqRdyf@ujZDLMoPHjU zPM>+@P+Gi(Z-V}~+gI=G;noc!XNwj7&bMHy=blyb2<+5WDRZvyE`D{Ff_m`9`JygEO8mj=<+;-R0@BpULuP`o7fX~+ z&yO*s?<8>jx&egqDy&on@uqN-|W;% zrx{+3YolZn5+GF#3PR*wBC)DYV~3RdE0iB=m0IE!LFqZR0?}qVOD_tJ5MLcE(x>>j z1tM;9bsu0>u(qCi=k_qg*KmWgyBom0(Zy9n5CowX`kk$=XQNWj$}`T{VmJ$pIg6^v zRa|$not$1;`0lh4&L-*W?vq5>-#V5uJ=8Q>A*0QJv)*8hxfdK$h9=vC$Bi2{w*UmC zExQr%1#=pZ%deYC3?2YSFsTRKfcPxct{R;;!&!h_r)XSr~ z@*Mj0F~#Y~UCy<3sXU%-EPViJ&`i$n!`*6D$9~?jc6vfVB`emmmCy;vPl9OGC<6}8 z;T8bs=-j#@eC813^Nv{e%#WA1{Sv%fD(=6N)>PBn_elP;(OBGiH=Q{=`A?kXknTC8 zx;w@N%hXg$Ox1|j9>`~#Ol;WmhK9o9Rsn!-r|`w zex)JPbd~Bc?Px<&vB7Si^s7X<1|$yiq1P8Cd&zl?rm^FDE)3f@#F?jOK2xAzkGcJi znYvJt;caQ~Q6x!`pBG*D7hw#qcJlGXfIRr%_{twFq=_F8U*^`&^2ujaK&ms$ae9D$ z@WwXD7P3CBWnVtnnm1;HToyjs2Wvs}dbFZ)DN|vcbOTPAZyJR9!fLD0vkaygimzcG z9E0Ah&F@*lm7Voodz=7}iRzR4APj9V9jD^%C)%%tZB7pR>2N^hoK>4?g{47aDMe7}w7GhF;AC538CF9OY#t`J!MsVM# z)u*U)WuP*-@HSeo-`ua$jn8ryEN^xOXTMaHDPM5WYGcX3wZe&%jzYDFr&Y{sVrdP~ z%kr0`DO<9J&5-LfqzW^q@Qw?wBM1d37W8cF*VzgX4yW>;(&ID;`ZUd;R4V**6|z`K z6>G#K9L`xRxmkQS9{XJ9TP;n=fmQ2F_``ycz;WN9LUZHNN$#U$b9{Vg#`tJfu>D7O z(fDRve@qos-w^cKK|-vNsL4#?Su*@>L3`wS@bTAsqQ=DFP`Qm=WQ|H&MipVpsVvA{ z{53e(fl@tV>ifYw=I`oDG7U9@a02tbub@Fyow8e@y8laXB-y=}`3~5>dUINAlW@_9 z1R3>k$JB0)6LcCH&Ot<*bq5ahuf3TYFkv8yc)Ez^z)^UI9Mbr>?{f;R>FG4ns8Xd6 z1gvbDbXpU?wMM21ZYO52qoOE>-S;coQAlo(0M$ZZ#WpA44SabrR)X;~mW+){93=|v z5=&I3yLCzF0BVK!=nf8q;`bB-Y8i?W7B63TD~X3YOlsAxH$w#(pXNSTrj@(W)8y5Wq!2agWPI&9i`5Ti%Bp?(*6P6-siJK=8SnlP_`NAQ%1h)R z`;<|z8UTtk{xYCtUEjIY50ac|a+YH2sq8#N!OqYgYETGk7kghJ2PR;PPNqnx=oT?j zZlHZ^T?SfQZ`Q~kC=!K92y(B`$E2uOZK1Wn|0SAN5`_(lE2U3iGu;ZX2g5=lajc8K z?Cb<7@nR%kpEp`b3P#VbCqD0e9pmT!HZTfGQ*5Q>jlEBSjBjRQ74evRb(p$fNux0< zL6ZJ17P*IldT)6@GBEVymLv}lssq=H;LsV}-Ln+Z^Uhg6to+zt z8&VezZFr#$Ae-z#%cM^EpbS)Y>6R|%}9(W9qvw`k-w1urS_kYqk=q$0^LAp zzG6L4#YaHE?1xD&reVCN3wyGt6~K=2K-zY3c7YD_?NE>*RCs2ji2Zjaiz}x|MB?>U#km6HTORr!Uw!=a;>=>h-E{|Zjp59RKb~~Yx{Nzi!CPq&X-h<1w zoU$7VJhf<9nRZNO)+~=*)q2^6$ZisgS%FkyRdi&FiQP{fQ7uW&aGQfaHy z5}pSZ{-*p!oi?4?g4&HXQc#KHo7u!VumkVHC)SPP@AS<~+R$kFGm7XcR4b*7ymivv zm8brmUeQxi(U(zPM@zv;>lq*9gA@SsoQ4IUG5a|2s-ZTH)N#-DqbN!Qh%1A?|FiOFTo z90_&>O%AWK3SfLUzbBI7@mHq)jpzYaM;76vq8vyLIZ9tW8I=ExR@%2esUYlMM*Lu| zGR|BZ4h9D0W}vIT&W_!Ge12DeHw4Ob<7<}mM^+!FyYO7$g?=#EI-*#%6I}1~NQZb}r4aPiJK$peFQL!~nSQ|Cdow_&Qvb!EHhf&8{;%Mt+S zr7++Yp|eX-2*XSWcg+0drym*lRW5l0`)~uau-M-wW+Zo=O@@RNA;s?bB-Ua#kM`BZ zIL-UQ{cYAK0v4!ty4`F86?FFtcgTi;o~qHvk?$?9QI$eC!INz7jNE1~a3bR5i~D{` ziQ&@-;k87xQl}q%qLiSP8`5dWO}LBN(|rlBNvAUU8IzjAx8I6^&xRC5a@aXyA& z_#lFXOgn8--;+!uJdimr)G|?LfcYJXo@-RHuOx=-ofW?#@5%0~dP8Ke>>+6CxH|;P z3QON1ZxnRnogo1WDb_hj3Jd5AM%I=U$lYq zC;zL3dZ@iidm(vzbGy`wk3xT6Zp!~phh|u*q6mdJo6csoe*Gb9)61d>T1PV?|CpwY zlYgT<*NHxtXb*($gzr*186T#i;^;tU&^F}ZO3`qdsFNtJ`jC;^&VOguc(6FnXyNTL zl$aO^KI`w}8|V@#yKqt$JCVpsne!x$f>1UU@^+NjwV(Qti6fGi^(!7Fn(2^}WmwGU zRl!5>X?w=DJ>M7&T$V!SulZt2niA^pb?SZ4HA9clJzh}(o9q_qjN2`cs!%9w!o<}PE zlKl{?GVx9aGqrhAECn?j$VxVeZ;tdWN$9P0%>pT{YCSOXwNbP%P7C`fuRIYl`UrB{ z;(|I^b=oX2#{BESb>1n`4|l^;5biO?Jo@~)9RD3xPRbTrjL+io^FzB+O*AV&%!WRP-JWS(vR)&ISsrt0tg`wxGaZT(j% z$al)Uh?Ry&YLZ%O=@%cn;VH{5HSFmXQKE$BGSQCvZN6GbS~x5;8g$}(FJHt}2s$&l zl{E6@0u)=NLXwAFzxX~03giJw+f)7>JNzN+atmqU zV9m}o`k?U*mp&PFbv+?Hw4Q+#bm~tKbX_{V_R7Un5Zke3qR2m*D3o3|GYEf5?@~N} z$kmkX(0K2HC-c*+Wsb#Y*f^^*CNnDTDGr#`*87>ii5IED$>-! zQLRkRM;Uwr9$pcn!+axvP)TipxRoT5bmy*9CoW)QED8?sInQv6i+TSq*+-ORw~7Ml z_lw93I7fvFHIe!|JdJ8MCH!<+E>p1xpn=X6xt7VpxGWmaEIu?Fg{pTUhQSfJJ&0Yc zS19_Va`GjlmTyJ?Vrx)ce35EXnJs-4`JnRojxli-GOq-VlxMg@b}0j(wAvq+Wjhc2 z?4EP|!)Ay^(bw#CVcS^^hEiY~CI6soQg!|=3(CSzwIF2ET;9aAV1rtcY-?-=Ds)W? zcycAC)NKz>7WFKVMFA*b@f>{}+RiR1Ntz6XvOd-mdqYdlFJ%L}`0olxMWncbB z#i{AiX|65+1=vT9`Op(_TyHjn&^be&5l@7t zG+(aT359BtX+r^+FaU8#eS|pdYOjJguY=$}7Pr?19CH8ixGUFu$Nm*o)xVXMC=^|@ zyIkeo+moNpBqv7wfsiF5ea|vE&^v_oD<|URoZ6XK$%mi40P@`Hzu6f2`EmE)^LibB zoo_J23VeKHwLVN~fG1L{@tuZzQl>8_cnCFdN#PI#E-{4jI(YN{4B($#isEfwQj7b= z*TK3n{=yj90glfOTkHFUr@WVD2oFf3F8PAgPTKZ?^isovZ!3|(>h|)wyUtnM=8Jmy z&zt6v&^0o!srn&f&zUP zseF0t^#XI;Z=6tgj6hEtB@2x#aj9u_j7@Z&9du{^4!?p8-yzGMvK7t_L$ycYpsKFv z4@qnIrlhH9aQPZFo1fdKjWdz!#<1HtEW6PEC8I+oo~$ms>Sw8x$d+S$1V2#;2Kmwj z(5x+B*})siJdG6sWM+^2B%b10e8{1P{Z+{r?m#`;l?9DS=(B)rvmqyt)f@^0nPrW# zm`mzHKo_n=(AbUHE=GM1YTSIA-`ysl&Y*Ydk}3tCRoCyZP4fv1`krjxAUMZUK)7F$ ztv@d};A)%L_6Xp5-9z?cdY7feBGE2hZdBCkF`rQv4=Y_wC(GZQ=GK?Bl9IB5w|8}j z2AE8#5&$81r%T=)-ZEZ_L4!+2?VUyQp0I(_!^JADc>m`bq}eylS<|x_BNo(WW#7Tj{eyM&gi&=3Geznor>LCg zPT&w0Zb<+Loh;1GBS1MhGrlY-DN%S}dr)kikpFG#@!n9`A^QVSA+{1uMBHd}c^uZMBY~DMQVXqRn;=&SFBj6_O-#nPG z8cjd7@A^?HD5G8XQ>C2KapEu#hNJ5|mIBils;%E{^yfKoOXt?wNd#x5;O%Gl-V{(O zFuZk#i!#+`AW$Z2f$fS?Ek$pT}q?#??n^{lWfpNA-@`6(m`;wPSc zSF@m$V+4?P();e0OIGE{g%LkXd;(0uq)&g`LSqwc8Bgk zsxa{?^vZt6zGtGS!gN4Gp}R+!z-J<&QY{WnAo7MG_6uU^qNE2z8AznJ_WehvR&=e_ zQig#etNtXw2>ak>#v52ty-#3J^%KQ3uEh?c36C)ty^1P~*UBdcwo~LwdQp{xfmAW= z{HP1~bkQlcO>r`ZkPb?r=vy{BtM(y5<&Co;q?^9ebI6pU26uyyvz%@wt@u*hy6 zlGXDWKd15SLJ*we2kDd@AY%nslDIs(cJIwo^t;Gv?de4}AKr0JOU5F}GDXyvAR3OZ zNEWJkuNhJ#=`|YB=qTwpg^rbi%5f#VWR!sIMurjwA zSBVia*p(?-2~Y)k=X6r3A*l*%K#tT>s>AwxSa7+giA3No%mrs8`>zhqM)!%bzgmhU zo;t`)-N<9pZo4ZnJ{Dp4nsUJkX|2&T+q56yDiInKEmQrb^JM>kJr7MqFatZx52=$> zNzA^pBlXfk^lffEI{qPaKDCc?5Fk*EBiooRrD9HH3{Mq`EU4SwTP z{}}76kngvthinjnzlHrXSrD`OFk=yBCo!0ppS+c0My*E4{GG zQ4tbV7<~3*tU7vTD$L;^vfY5LDBw^Jv&DwLE^tIE3lnZQ&XM5HvYD%TZXY}LpSG?- znX0^ZX&QBS?FbgpNBchnTz6eGJwtdeeYC)+d5COG|C7DT?TQxHjoG6iC^qG2 zytwkAwG7^FD)PrTo{4PMkA`fNbbyz-kp8hRKkQ5r0Vnr(1V z?I{^>7bu#X;D2k4ZF*nHb-lCYxX0{D_f(`mDc`E;G4piDn60?M|JA0PzNLJfq%!am z_5-vytSS20KE0Bbx~1H{KIe!S)f=XEm$sh9BLL18<=*G7^}yi9jtRh2ojE1BoX<8msu4XXy-q7}pF(kkF`E1q11Qpw2m;sUZ)T*8jb6^agkzS_gC^I8bdGJhm>=RmL|%WHZt5KsIDM^_thPBvwIj$k}x{b#2Aqx*{||)QqZ9e z!DXMyMuDFU89E>U%!w}oAQ=QLo#E%t%X3@O6nGanuxjN*Ec0&WP|=(C3Or}Z6)Isr z9-`x5zyIseioj?*^eth957_imudb@GO%5(hgmEr3Ezi38w$Z40I^f{q(+m1ABqPlz zk_z)Ds7ZC6A)VRckpA_Rw;t|0YF{B4Q8U>D7p?0?^7Z^ZzTJR}LufI`3O*@b01+ z<(1#!G z3pd0B$wx*E6Y`=-#(4?gsI_{bDmuHRYzuOhiQf^K{NhBWiyrbyIO38zhWAc!fEEz= z(w!_$t!`&8jaW9!qvp1G0S-uF=o`5E?Uf(z*bQUqt@rw(#L~$$ZE42;n6W~f29_`B z7wjQi)8X4=6u6rMq+aI+ef1H$740mHiWc5Ux_W$I`4(2(OedEg;g`}#8ayfLJQeKt z;`QD6$#jd(y#gc2dO-hq4(5kNJU)w@3#(uN5f8ZTx@lr@Ja)7ot|itRgt6+ujkv-7 zT)Te%rfHjO^K6YH z)#79cdeOE%g_;&5aqEl-f;J+R zl<9Mh*((}t_*60dKK-WUE|3X+Z>7*%s771Y1ASM&Ov7xje^Y26dnPd95}{RCd<@Hd zcR{i970QJm+U97w&<5vb+z%OJ*d&56nZ|*md&(9&+!1&h>Ez!$i^bn!3_ooMNUnE;wq>WAmBea5`)uPqzftaYteS zHFXuenXhm2qH2-fOEepGLARWNKMpsHMd9uU0*z_WCZr0Ly|Yc-RY*>ftZNTuSP*Ct z_7{NQZEaPJsw5ys6om}cF7IkhS`RH8cHCO z*HLF+W)h>VKsMk17mWwu!!zKx?KRjam+W`y6C8W^;f`33hkbEhD-TcLTxPb8q+FEU zKP03Unz#tsWp4;AbxDYZIr;{4HwQE$L?I7NIo+<;L(zkXtZPw*HHI}`NqoDn61JRW zQnqLwcbFbQCUy6jTOe~oiB#yX_wzSQvqJGxGNjpBxEvMAd13HA6ad=2dF<9dC-0}c z_TAZ}Tayl4$I7nR+geA15PRFXMbZ$KC2_rQI^~YvPxD8CKcGj~W{c?TQPV&E{@80&oc_}nIjHUyY%-s5^d(jR8stc z;mrYQg!ZgkV$MQd%*$nZYXu$aUSE{WT@%c%R;i8EA#*j7efs>#;XBnr`6m zc?2-wBl%9}89_|9!g{4Olay8z>K_cL)}~k=0_-~AgLo5-H1HjOibGW=NnJGshSt9M!KKvhnDmnaKxCb~)`}pX5*W^RempEZ!jsb%}bt zE{x<{w)Spvc&_Pg_GpbO4Pw6bl6Nv90gh{FzeiO?i+YUl@-q>>&q zFz}=lvvjdA??a#m<8(~$S6rm8uB+_viG$Fwizg0E;!<9)5gOGUJ;RKoLK`j2VS#n@ zTiEtUTXfCp#{l~ygHyw3oVyVSz1bB;2Zo4xt?l^A^ScacD&lIl^Kjhz&3`nwLw*!5 zP%(XrcjW_Dzl?p8(T>^a)e=11U8Cdy^t6E3g)ot+^HpJJW>NjQbIsb}TjaY3OoNXeA)}|Zu4R@?BYF@}HeB`u zFtf*nhS3EI&_%ljW%g;Omm%a3mVP2j*t2Eo-|#GVj#huU88*T~*aNF=>Zcte+8?lp#v(K> zEy)Fs%fLMlYJFA^jG}&jD<0t#D5fW=%oI;-2ZHayMAlJtVcI9I;L&D~cCRDDr}3lU zeZdiT;-eBIXn=osQb;!sQtLg(#`k-Cdub@Xm=!MnxdV| z)gu-8^)V`@Oz+{-U-2k?HtVw!wjU?rJ#Fph7%PShsllus>*als3#J)GTO>n6AX=<< zER4hrCLk`V0Ill_!mqDIU6lvi`Ft=C=X;+Y85|Pw0G{sCu7>$iDr z8e5c2hk81+J`+F&f{CYxt#`9y=zM&leY?F{F+qCI8Du7s^-oBQIZ?c6 zN7lcv%bGoLv&qR&-^XYT&+O&Mnlut6|J8s+`DIh&BVGw*8=iB|bv`CkrM%angox#3 z={koE$&~k9SvG7xD<5jV_$hC+ATbb}Ri?tu9>+hHrm1@vfC=t1X7BKSR5Fhe3En5d zVhp&7XSMM^Sn<3|5UVqL$vAPDIC*v(|vuHBXBxIS`Y7QZ*e*z%&)`(eqKjbi;B+OT5~Xm}c40tpBN zpz?(k)aV_!D{b1yp^mf=X_z+}UD;$(EHbeerfQNGM>rvKV<;z2GA@pgB*-Xh`MZMz zgm4O#)rXRzJoM)Wb}p%04nv$gdP4t`Pf!fB^o(l?jNZ9GCob@Il+&5&q7o9=d^`uzl+@yDt#{Jmuwmi1daP{P^Cnsx2zhI7?8_9-)H{l z^WTht8Qt7mrlHK5H51MTs#`$eq3c}^8bPvnyl`rad-a*Cm%3cL5Yb|U0FrQF!{{T$ zQN=6QQV!B~fzN#l+XkyEt?R-mjnE77!?<<#7Z!ZOPP@4iL6^r5AE$4y`i&-G1e(`f zD}_yE+SF>*xD`mMnvt#q(AXs2^W1zNz1_B4{To07Jg)dSW(!#ecGaCA3=I=~o| zvfoKG^b`^SQBjx!2++>EzJVp=Ao`o)|0XmKeu@T>800Ep`-U%THHdNa66qo|rTA%g zNrUB~DGeEwbtxyfmyQ}yT}1|H6m@jU%rzwqQ9?wp?{*rR=K=wX2h7!+*i0!syuFGJt7c7Du=;veuvkt z!#ZqP{)n#B6{BrPbfW^L8yIbWtEMNF1MhK~D7bB}$-fb2tc452hnHK@p8y@}##`}Y z_hLcvlqK`|TTJ|q!ywn(d+1Rj`P2^p{bg-h6a-MN(8-{<2CC{iaB6GE^{-K+?~dWe z-EM_Z&+>6tr(HJK4RWfj!K#C91~AOo;#&Og~Qn-+o4itDjxA89fb_S ztu6KL^6wY$9eMfRBzK+)(oC;fenPkNEeQ_Kig2rm881g@Xle7meU9cBv zXN-w>|Hm$|WSP9Z1CD-DlP+E&1G5M%m;s*k^Q~)-Hemg*UjSQ~yj8 z!vkRK{Xf%2aIM^rLDJ;#@17eHhPdr%qV`;|Q9d28WrY?YJY8_i-sc}5tv068(bkAKs~&K@;5#~RlE9qklKeJK!HGG5 z9;|@v;YC- Yzy`~J2Mq5k_dYNUivj=u00045T1GgL{r~^~ literal 0 HcmV?d00001 diff --git a/tests/testthat/test_h2EstimationWrappers.R b/tests/testthat/test_h2EstimationWrappers.R index d99c1685..f9758790 100644 --- a/tests/testthat/test_h2EstimationWrappers.R +++ b/tests/testthat/test_h2EstimationWrappers.R @@ -2555,21 +2555,26 @@ test_that("S-LDSC recovers enrichment direction for one annotation", { # track the reference, pathologies included. # ============================================================================= -# The generator that produced the pinned values: z ~ N(0, N R diag(v) R + R) -# block by block over the bundled reference. +# The z-scores upstream was run on: z ~ N(0, N R diag(v) R + R), drawn block +# by block over the bundled reference and PINNED as data. +# +# Read from a fixture rather than re-simulated because the draw used +# `eigen()`: z = V sqrt(D) w. eigen() fixes eigenvectors only up to sign, and +# the sign LAPACK returns differs between builds, so the same seed produced +# different z -- and therefore different estimates -- on linux-64 than on +# osx-arm64 / linux-aarch64. The comparisons above are only meaningful +# against the exact vectors upstream was run on, so those are stored. +# +# Rebuild with inst/scripts/build_sldsc_upstream_z.R, and ONLY together with +# re-deriving the upstream values: the data and the expected numbers are a +# matched pair. .sldscUpstreamZ <- function(ref, h2, n, seed) { - M <- length(ref) - perSnpVar <- rep(h2 / M, M) - set.seed(seed) - z <- numeric(M) - for (b in getLdMatrixList(ref)) { - idx <- b$snpIdx - p <- length(idx) - sigma <- n * (b$R %*% diag(perSnpVar[idx], p) %*% b$R) + b$R - e <- eigen((sigma + t(sigma)) / 2, symmetric = TRUE) - z[idx] <- as.vector(e$vectors %*% (sqrt(pmax(e$values, 0)) * rnorm(p))) + key <- paste(h2, n, seed, sep = "_") + zAll <- readRDS(test_path("test_data", "sldscUpstreamZ.rds")) + if (!(key %in% names(zAll))) { + stop("no pinned z-scores for case '", key, "'") } - z + zAll[[key]] } test_that("univariate S-LDSC reproduces upstream ldsc to 1e-5", { @@ -2579,7 +2584,7 @@ test_that("univariate S-LDSC reproduces upstream ldsc to 1e-5", { scores <- matrix(as.vector(getLdScores(ref)[, 1]), ncol = 1) baseScore <- as.vector(getLdScores(ref)[, 1]) - golden <- list( + reference <- list( list( h2 = 0.4, n = 10000, @@ -2602,7 +2607,7 @@ test_that("univariate S-LDSC reproduces upstream ldsc to 1e-5", { int = 8.456195324 ) ) - for (g in golden) { + for (g in reference) { z <- .sldscUpstreamZ(ref, g$h2, g$n, g$seed) fit <- pecotmr:::.sldscFit( z^2, @@ -2626,7 +2631,7 @@ test_that("partitioned S-LDSC reproduces upstream ldsc to 1e-5", { scores <- pecotmr:::.sldscScoreMatrix(ref, baselineMat, M) A <- cbind(base = 1, annotA = inA) - golden <- list( + reference <- list( list( h2 = 0.4, n = 10000, @@ -2649,7 +2654,7 @@ test_that("partitioned S-LDSC reproduces upstream ldsc to 1e-5", { int = 22.163686076 ) ) - for (g in golden) { + for (g in reference) { z <- .sldscUpstreamZ(ref, g$h2, g$n, g$seed) fit <- pecotmr:::.sldscFit(z^2, scores, scores[, 1], g$n, A, 2L) expect_equal(fit$h2, g$h2Hat, tolerance = 1e-5) @@ -2772,12 +2777,12 @@ test_that("HDL recovers a known h2 given an adequate reference", { test_that("HDL reproduces upstream HDL", { data(ldEigenExample, ldScoreExample) - golden <- list( + reference <- list( list(h2 = 0.4, n = 1e5, seed = 2, nRef = 20000L, want = 0.405111844), list(h2 = 0.3, n = 1e4, seed = 5, nRef = 20000L, want = 0.286758612), list(h2 = 0.6, n = 5e4, seed = 9, nRef = 50000L, want = 0.646809004) ) - for (g in golden) { + for (g in reference) { ref <- ldEigenExample ref@nRef <- g$nRef z <- .sldscUpstreamZ(ldScoreExample, g$h2, g$n, g$seed) @@ -2796,12 +2801,12 @@ test_that("the HDL variance floor matches upstream's exp(-10)", { test_that("LDER reproduces upstream LDER", { data(ldEigenExample, ldScoreExample) - golden <- list( + reference <- list( list(h2 = 0.4, n = 1e5, seed = 2, want = 0.416906429), list(h2 = 0.3, n = 1e4, seed = 5, want = 0.289677426), list(h2 = 0.6, n = 5e4, seed = 9, want = 0.626712459) ) - for (g in golden) { + for (g in reference) { z <- .sldscUpstreamZ(ldScoreExample, g$h2, g$n, g$seed) est <- pecotmr:::lderUnivariate(z, g$n, ldEigenExample)$h2 expect_equal(est, g$want, tolerance = 1e-6) @@ -2810,11 +2815,11 @@ test_that("LDER reproduces upstream LDER", { test_that("gLDSC reproduces upstream gldsc", { data(ldScoreExample) - golden <- list( + reference <- list( list(h2 = 0.4, n = 5e4, seed = 3, want = 0.407716183), list(h2 = 0.3, n = 1e4, seed = 5, want = 0.290373743) ) - for (g in golden) { + for (g in reference) { z <- .sldscUpstreamZ(ldScoreExample, g$h2, g$n, g$seed) est <- pecotmr:::gldscUnivariate(z, g$n, ldScoreExample)$h2 expect_equal(est, g$want, tolerance = 1e-6) From 0d36e20fded1ef1004c22ea822f0fe99e571e061 Mon Sep 17 00:00:00 2001 From: danielnachun Date: Tue, 15 Sep 2026 02:51:52 +0000 Subject: [PATCH 5/5] Update documentation --- man/{mrAshRssWeights.Rd => mrashRssWeights.Rd} | 0 man/{writeSumstatsVcf.Rd => writeSumStatsVcf.Rd} | 0 2 files changed, 0 insertions(+), 0 deletions(-) rename man/{mrAshRssWeights.Rd => mrashRssWeights.Rd} (100%) rename man/{writeSumstatsVcf.Rd => writeSumStatsVcf.Rd} (100%) diff --git a/man/mrAshRssWeights.Rd b/man/mrashRssWeights.Rd similarity index 100% rename from man/mrAshRssWeights.Rd rename to man/mrashRssWeights.Rd diff --git a/man/writeSumstatsVcf.Rd b/man/writeSumStatsVcf.Rd similarity index 100% rename from man/writeSumstatsVcf.Rd rename to man/writeSumStatsVcf.Rd

#hRP{{L)x9$`?@lWvSse1K^KvUttyR*3tF*^=+4J zHem(`*EGT?l=hF2Rr*6|o6q{l()tkup(*Q`=dwt2N}XVsLmf|pnrCXF)CG@IfQ1^A zd0AeeX%IwczT*m9KBfGxxqqIk?hz`xrtOT+`KBH0&qpPyfD4F6LBlzz53px_Tjg5Y zr{4nFxbtPUkDsP6k)aPl8(mmCSP=!FET{|O!V`^5<=tTItP$)`(oIYD2^N)g))bS3 zk~Nu>P;L><7(-jpO%d0Ao>R+mz1csvb&zD@2=jJ7=YRA!PnO!+BY&Gr4FEHdg}_!M zbjysxa8vi%XnZ>YW}ikb7FJ}=b%!TUULx*>H+KqMu3z_@iI|!sHyHV`GXbicBJg5U zJU%!WJ;Qdru3LfnU>sww0+RC+SJ>*4q&qp$<2PqGedssOrM*C;U`smI0j^U5$?X#M zi1a%Qx$8RINW~!edVh?wKOc^{RS%egY3f)n89+ zOy^gTRIi@~kLd!^KENtncqzJ|?rg+at(5b7B?{`3g zrXs6JRdN1g+)6@LgU0PwK|UNtl%AHtfI7`V@t*d8DT=f0IK2mj z3oUH>JT0`v2Y+70(viy0C3uX09b+BV_4ikFAN#3&>?y=B9 zWSj{feLz?%u2B~|5*#zVMuSmkA!5FFOXq3-U^n(Z4p{I$>rsL`;6@MBjbUYH(jngX zAmf~iBt!W`hR03sdp9m~XeM!c7sp1C__DPFA7OID3xA|jC3m5zq^Tpu8UIX4!qN_c zQi|L}Z?<(PdHm| z>DX4$>c$?|{k%F>6`c~>(N62^2P6!Z@`)ntmd;h7gZR%?&lu^h6|Q$$$F+6g9XFJ1 zr1N`k(SM|L0wco5vs59>_aClCh+)DwtWW;BKqFZ0=nG-jYZ5L@oPt2ZlAL-3Rt!k% zokJ91#cMb6o=D7)TOWd=aN9XA!?P*Vb{L^%yaBlFltvDuNXfD7cfglQzj2)=W` zys!a)YA8LADQrchd`}=0mQ)a8uURLd$|UU{&T4c!eRQDrt)iX7Vv~7{h$jkpm?{3o zbVt;{$-~|xa%(d(KB&jkPmdcuSnTAG(SHs>wZWZEuUed%=?h7xmyz#pUnf7e$P)){ zk!OEEI38A5QD18U02zC+TPfX)VH`LaL;p96h3DUoG2GvOXh(m=(OV$RH65skF)Rqa zka&NGOR;_pkhQ852k&7!__6_`(4!4t3qsu3bkX@rA1KSV;gSFQ`T6rgFyh!RJAZaX z8W9&6@edNb73xq^q8P7rcE$d(PZn^dVMZYCu9e27)1z|C9DJ0av_e2~0D;5QorJx1 zku*GSt@hZwF5`Jk<=hjL69QW|&9n91@p_bM6)+AM+<0kV)`oyMOn2wh%tk9jjh~(? zau)emzxs1{Y(0{kkSTtE>!h$tkAHn(7=?>+=J)-PbL_^$J>R?IBohe?w}Qru+?CUm zhQ$NkLJq@st9R`$PlT^*=}Tl%D#2XDU(mAFAw+z<#Yj&>IoyOB9O(5y)ol;9=c;gk zOb10dRxoXMCu$Hert`%yHlZ$o!S-qSSYfG^O#JrtX8>{cUSVn_5LI*| ziGroB3aP^tlNhEB8m-<6BK}!8)o9eNUOr{iy)zwSemwDi;Vf`dg|YV~JSGg-_gy0s zJ94PV-*KDjv75B-XW@nj{TO=^zU2KZt;Sjfh0oI9i30lh_9cB;c}%J4G`mtnI3ayy^SoeW%ln=k8FfK1)nDbdXXzBi3~WSa12mvqF$}qFZD} z(ueAeZrsz}I)9Oev10t67iL2Y5yrjZ_pbGJl+ELX4fN2YL=3CMSuUr6i8Z>d}dmYjJm zjPk~m^^?ZSQ>e7wLd^%m0riBt2SIifcp`;zGAME3<$uL-f%VLTBi>;%eCJZV+96Lr zbvonp)zZL@m8gNnJH{V<1UyHdZHj^#6c4!D5+v@ge9$>?XxIKBctaa3N_CS3qg-Jd zj_l=RmfL3<2PBPc@-pR2HS(Sxv{FWLF&r(5g3cs!wt2X@_j{l@^XKPGnmG8&4{BO_ z9^BKyL4W%Y&LN(BcEn}Cne?HTTyGybTdlJP`pccB9(7DD3t8B9ljkX+)2&%n`q0G# zd>+TT)aTs`-B{zCY2bc2vjCA=uQhkkH*EX7vLbAU7&lkxgoV(vpM?!3n5rFI#5Hfl zVVPdsr||-2&GV}y0)jc+WO@AX+y}f^ZnR^N%uydVHLl>*2P7#Xh z{hXWehGoZMeVegCEXdEhj$P78E1e5ZD1ik!NUe1*a{uoI{)^KX(r?%F6Ih!OAN808GJc9Yn_hR@&|o4fgB2$zr4%m$WO}A{Wu` zLVsb^nz-IXVW%mr9BV6GI-=n1Y*E>z$eZ(JE&zc~$}C!a;=bLQ?XV232-C21E{Y<8wi*(g-81Kh?-dx!dIvdb8RM1)785;g zr(3&+d@@=kXE=S!Y8C0@#lYJaM(g-_-+uvHixn~5NIFU6HGp5_!xzGMeaeU8nZ#AV z&9M3w_vbb-q|>PeIq7;CYHgHuh~Mbde{tS%h`y9Jp>519??v`hn2$!#4G3P`{GiWH zRc&h2w%nS^NV+r@%h$w}hc!P50U=r`=amga#T7yhlB&P9UaJTJJWoBTXA&s?7O8r5M2$b|EPezi^TSZhu6RD-bi9f{N9G-l z<{C?`;K{~U8paA4*hlEn_?g^@{OqS0o0gBL1j1*On{YFar@XyE%Tzk@C)nE2z`3Id z=eRbgpaT%~eki|syBN{!uI#6)=YOj$a0QzDq2w4}4IsHNs6tZ=cXf)qj3>Lcybo6KkAO&w}i+ zeY!=~IAuAQp;&Bh7aLisv$aD4*p|3zMon|x{|<1{CnK0FK@;PUcOi(g0)H&QV`#!N z6zsH78s6p=MnI5P5otSlbRs>+*!qwTMPppZVMEeUiCAczp7WepKP`8i6ubvY#)i|% ze{@=h1BswhSx;6Xx4o&5S#&F|y-I-Z2x-6h_)WmEv%{3(vI5seRd=~IXb&2{&2jY{D z5sjMLnu35?kK5h%_Y7Hc8iC?C4_W~A9<(Mh{jybTBgwbdWThZQNTy=a1%EPqx|mSP-4|8h&7 zFFU91?M%YsG9H8LhLwbE7p+G+{Nu6|p{uI;A#IbM_&_L^w2$b@j7`BJ!6fZ(M4z>n zctzXqQtG39$#O;$6Z+$3;9*5a3touf|0Fg+SIWanvsNv>TRUFP@zoaGRSK@{Es{L8 zV<6yH{|As7DwGG9rT7h61^ur~9v zWDVgld{-u7vI_o7d)Cbh%jZ;dBtNf%%1b`y?hPhi=hGAcV!Z6V36ckert`n^tH8Eo zawQrrVn`SZhq6_e2kFr#ofu{0K*fMB-Kg>l!Cny$xUTqeyyMCa}2!7`qXwHIl! zH{uGoEPuk<$;p47HT0B>%F-VZxkO_2iD^k^Kui6j z`-w1W7-wiizJVa_aV*5Svdt*p3i1&>mae^8THlf=BrpzAI#%SeJ_-`OMjdurt?Nk# zI*^052RgI~bTB}raK^mbetm532Y`Rysax$|4u5*qZi<(2o5JhmpUon=i4S$La%`)O z^wA=G&ia&_0TMJC0Y=%*WtWK?zkm>^mx<)wp3`$cdQOp=2>f?KsP8eAd z1YuW=i?Qcp?duDU*nv`yT^1INEX`xEbv`xHLkLa)k`!li&#k-{p*J0S4%~EXG04|B ze}BLQY|h1**waM;FrooFwRflFd_L2T-X0;Y+mA@bD{QbdNhNn$)+JV6^43E{_+Y@8 zL6@40{;u9o0Dc-HwV5tmbAgtm#AmLZrYi+$%fg|ss z-kvi%*=6!42&Vj1k8x;U8nxBMrutf!#ebB4UQRr~_AxNvjypw(`$Z z!0l`2T)6j@g|3?}gBgo4;i{woge%cFi$6%$jQC&BMU+@s%R_&=th?Q&7KQ^5Mav8o$oD1Mg0B&g($WG2XEisc&kQJ@JXyaxeO} z@Jm;Xscp7nMeg=P&)a(VxTOF)9I~$NBWq8!yA;I%U5b!CjhR_MNPaLx;8f3g0yRxl zX;I{U-mie@t1`|{Krz93L|JR)C4b7JY;M7SW;ui^EQ3JK_QqM_o*-f>;_@IA5-m{} zQ5uzY$7w$7F&bdy5(d-p8_RYfVbnw}ZjjiDXK8fqtPeqWJH4jc3jSSz0+|-B^9_1! zAKp7kZHM*{YoALCBhcxc_e;l=0MSwQUS}ASB=|54?s-?EecY@=77{x%B7fRqFj-Aw zFT*7t>&i`At@tc6jbrRnsps}{z}w(P5;XH7@AxbyZU-2+S2k_gbJT_#A%W8>jdfhc zW(z|n65zKwM25MY$uY@NEN!04W1b5Wa!8d7Dl4$s$2e6cjb2h~UJPqxk&zDJK_)Ol zkZtW*A~E2sN3PJ+se2I$O@Gqdu)l_p_Ma{du6y>jvs|Km(Qp0~#*Ve(N#P@W)jw=5 zuM7t5ZqISxZqJzrv7e!4R?!9@w3x%lG>zhM4wZ&spI2NU4)M^A3d3;5%YDT4}80NY{KgnvATraV~beWwoTNa%Hxt z_mdHw$}>s*wL}&OqWUb9j3ys9UmGQnk9IskR~Tt%{}9`+ar!qv?J;YV$d1m|bGuNA z78QO1uofL@+gjMRWPd-O$w+d;+G=ZEGc`L%PO*4EfmHEETSYXjXI;B|U`h+&QyOSC7BJZ;o6#I$lnT_inc9p?|&QSn2hVor1BFU*l3C zxF8`p#{Jkbu+e}_=iNdrkSt*M`T70!0%x(ePqH>y-^Veo{z=k9`+jN)6*`Tl3+*xZ zg;+ob@Mt-R zp2}DUx6vdXet*BQ8%OpwvKQGuKL8B>1c>q&eqF=6FjsnoR{Hk`i2Kj)zxJQ~-~DfX z{{H>FgH|fBp!Wa7rR?AT`oI7F@^GQ2;pZCJ@e)KJfUH13C6ktrCOHbZ?AXW1N4gLM z7%0{;S&RM8Ei<(q&7;uF(Xk`_$tXQU&63`vRhH)1`hT<(oLl#BTj|45UJ$}K3LiH7UUXYox*1gJtK$OhRrGno+8a+(DrwA;Kr~&o(V>JFY zX>>(6{k1E_R^dd-eaRT{G-1EyMmH@hA>v6_GX?*A{MNGfF&3(Cb8p z1yfW`V0T?lKCft6fn6_4k7zwce9#Nqe2h+O9%IfTbO7y#B|wk0mJj@&JV}kn27hhD zCgQ19@yTa}KyOR9tsCo9Kbb{SJ^i-e?A82iC^Rc6+0bxW-E-l+3@B+C?_mZVy=j1} z=mRk}x#9Sz*2XTu`yTZ(J!i5nQw^0(u8#b!;LxBhX>OySmO_;Z&=GF4j3w%?`K(+B zq2=~r@@~O-wRftg>sKF(L{5xRT7TQ-^N}ark9gj3Hz4bsaA*U@c$PU|+fb&q#KX-E!Y>?rb6Dwf5Qf;j z73UyKMZ~7op{!yw9!5hK)|HjD0UfIr?*U?u`VFyT8{4klcF#3{q<18Q1b?>G!k?S| zrnE+U9@cIO$gdSb zxlCuU_5m5CNDAwOF5f^GB7e=TPYAkzvE_^D1Cch#&|$Co(O;ZkbsEW?SHNut=?G6=d0rg zJl7ZIyflvq(zA~)Sv!ter+cSJqXq3K{Ncqz?0ubUDfzt^4e*&$1uDg928%RH|Yq`8*&drDnNJkMN{*IP!*Vs8A zQ#upcoV{|JDgR$r1Ah$s+4c=0B*ZZg0@e3zO#_AAiWYBr^s{I#=7+NWP;ZaDaQonF zBzH<9y%{~#7;}HV!gBP$9^;o7pVZXBqyz0Ky(*7-C*nGb{PvBtwH6F8!r{kS;TBRc zN(6|`O1<_Jo*&E$tPa;2X`?@Hwi;CES#wu6cJ%8QBd|OQeScpk$q+~Al6+qZ@b!qU zJ57j7K)eTJ&EeL`#Z_-Rv)%LYE9~pr-pFn%kTDbJG5Mvq9DUm(VZ|GWzirpkrIwB7Y3PAY7eMTsHi6)%V8`*k-Ii zfTaK1Z`L3x zZ5?BQ^M6f+ifD?7f(B&%L)frknqM#Yi$>@sb&0meEqqn&Sf|Uvyz*2tC=(O$Nz<0< z38E-=IB3tC`unturjYU=Dg9(&kS15zg5TeaL(<6!HEsIB!wSY){2jw^J!fvw>(IMW zON<~Cq6K)rv=1fVs3!qp+-Ra2P2>2}PLyHRrhjZhdqoP5ey?JqE4UQgNpMJ`*$b@L2ZrKwnnlFua&{ta|}TUsY$G zXMY?k5tGCLd!ktodaR>L4>d<%mc5Y5I3V;IXSQ z?4Gx^)F}m6D7fRpQeT?l&46VOWua}XsYuH(G=25#bF^=k+i21#qUK;DOVrL+QpW%$ z-Mw`{j~{Dd9DyAFX8S>1o=X5uxgISQpMP}FC);SiV&QwsP#ui0f*Nh&h3%nJP8SDN zfhnah!|sL-!8Z0sdqP=hSGuQ~9Q@t$U?mC{4RQ}ws;il?{g}|3L-LQV&8zUazejpa z#tkoJ>>-bLQSXv|q%*KrvlvTF!3w zRy1~)@N zW3^ZQ8{0q_eqF=ufp9uT|5uJ;5p);KfU!73wz0Ppsg&Yc)$?u<5Ug2?ti46QX@U{L zX#?In?daVjF?z`h&cR=P@PCE?IaCL1g&9hrR4AzAXb+p6vZFSD@n|tD2HB`jD@Eyt zBgjM*o#WX>S*z9z8l2;5?)|6N@GFo&d74T*uqH?R zfSx@-mfM2>i09;o7hZ<$BiXoITNqiuMHc}^fY2&WU?%4H$lfqd!$?VEiXbUMJMqF6 z8%ow>cd_c&In$<$0DmwHrd&)={j@yBA!F>2Az$8WAk-|KU3Ayh<5`$)g=)J3%%3D56Xt*dNDg10@%c(21uZA4mh zxm0inU@R1;v>ZaiNEo;4AQZtQ+{buto9aVWr8w~QIgHTmOMm$hycaTfVO{mZq<}Ku zjt5?AQ?5un$v2U_fW!-=a7P)`EBo_Wji&w29}}NDktAe(C6bz}kT_DW3nin|7KkRH zOHTx35ztb6;%arF%yUC*g?pcNMiwxWWQ{MICF1 z38Meqf1#{< z{?>kgF+=AVEwtd}y<~~+@FBmBHjF!D;jr1YcBmr=ipkXy4 z?btTH&0|H9QTz?2RZqtVFPX-PNC-pj!zW!1YeWA?9yM^YQS2i%t(*k(pQC@5kF|CY25&pU zn+KGuTXVPh)f!n!N6+T(W>YU}- zR53o{Lp1lEooE@uwEBhPL@7AaO{n$FA39WS+Y0@H^6Eh}bE*uqEq)|CshQ08N2yAU z58*WEpmS>PPWO3*GM~^>FiPg7ileM7?r>mR?KAM7m#PtUdK2io;$g+hxR=i9kP3V=g6-cUL=CW(?GTDwe+dL zFN*8#D?^4jSJMO=1W)VSTwh&4Ge*H4^cveZx<|%mSdmZ|Wxm#$t4L45{o2o|&_&Bo z$GM`V<+Xk!D*=5+!#EwGS+@YH@{wl327hWyndrw8JYL&~zguLJ+^4p6&Lra{^Jmei z{hXg%@PTPZot2HMTkTQr=1ZG!)K0LWaCn#Zy_Ah0q0XeDY2cKhTFVM{P^|5vTjwHS zDcdC2&UZ(uS}A4k#|Trb`;DBek_EGNNOhF9^TYyP3UZllrEf5h-6)v=hEVwg>urV6trL?K8 zS;D2xkgASRRs0+$^ZY6j5M6)74Jtsh093+VQfj^_Mx<%xF-?@AR3j#tLTVTxqx$gp zwIISpzsayazb{K-vFwRk_cEc9+w2T|lz0swwQCZ0p`rnH#xC;oRnw0ZuI<-~*Q7#j z0H~g@QC(7e^H|UMq_BOCp*&G=M25dbTdhK50T$pWg_RqSYWsjzAvk~Ekoq09mQP%P zqFuaS%4SP)Ayz-?`4|ZS)V%>T7~X>QGUZ3Q;~?iNXB6&vlB#sNXKOwz?Zv5`1Hx`T zVY~?LlZ+?T$4AzA&^77CW~71A`A@fEFfU_;`(GLTQSXjNhW_-^Fw#xl^qfiqm-g2+ z3kTz#_S72EqYP5*2~K|-j7Bl2y7epS$)+06K2;LdxDy+gJX;dHgf-{KW%s~bnt*4f z&ogy8ijvpYKx=HC`{`7T*Qb9rh{v$eai9Zg&^I)Xb!opp_YeewkTn?9&25P$r4Z+_ zZGQx>6P%dm#qUii3jr0Rp>!35alnA2xLv4m&f5e2GVkmtNYZ~iA!crjN?G|@jXE=E zeX>Ce@&^L2x62e$XSj6xk8txmryD983ZN>}nW=FdTc4Ufqdzvh<}E6#|)ijq}@B%EW0glebISlYou4Cqws6Jj|j|KvOC$8--|C zLH3Am1I5ZbA9opaL=_=sTA{6yZ9XU_$RG#r3}HuAeguC50QyJGl!TkA>dZ1MZ|+vW zPRc$3!PALE31=Q{Rh}?mM@q}A&7dy7DXSg~!YU;czzji>lp=qUq0R9+vgrm&?2Sst zsRCkMCF$}-%k_zZfvNSZ>`CMYf}1BpZ1Cg{vp_nZ2rjE9=|-F1fWuaktTk465hIU4 zMd`^`+aP~iJ4ZjZ1w2P|=!XSJVa>&HgKuDvt{cf)qvdiJBU$UQ+HcGfTGmb68^;h+PF4r?>=s2|B*^c1Z1 zSWSpj^yK&bM+z@*r=ffb00lfwJwJ;agRDOj8jXMFoVv`nR|Xr>&gaw}BP5lKTQnt& zW3+n8pUX3oMl4QNV*jvkR+uN#F|MhS(-rNl;IBZN-IClw-Oy`PeD-Hc&{Qd7*`&fB zcf?Ofng*msKX+sei0M;|>w#(qNL)v|CDCo9A|Kxr>8j_m43MMm$H*j*Ojqvv0qT1y zfChgh_+UvtHrR)6t_4QE=iDuAv69yw`$eb7K2veAZdX0C=Cd%-v@VHjAZIIb({vis zIsI{%@=11J%uUW@O=~mu?Tn^q5*t%oo7bt)6LXCYVqpST$%rch&5@SG3M|r;-LXT-o z#kK@Pl{zb?rFRG^49Aic&dzO(Gj;ZB&z}jq4ryXG3EHIj8MxC%1e@RnnyM;4MpJ!G zg?y@Ng#Z@Lc!`S^cENUT*Q(ZlB!pGm@Q0%L`S{d}g*cl$80GeOQaBxztb&SHjmUo> zBhRHW@RJ^u91a5=TS_<$`PP0j=i@Bo@T4J}sQVp|5VR)A+%2j%>DXq?s_IEX^!U>S zMlgYk?%f8QZp=IyGv?GTbSV7KuNF8(M*B|;7A^s~rS>8nnFYnVIDt6)yzXKg`(?*& zS!I8>na@Ay&X@D{Ry`wFj<%7UeUpFwL8@gZtSN*z(yc_OJVQus8;A8TUgY$X4_WOt zA_pW>tj*`-Mxf)Ws`FiKM8uW{b=**e>b=C^WW*iO<1OS7G=&qBoO7Y?cr?LUfFhM+ zrHe`S@MWmqb1oEok1}78<2tw8TT?V(#j%clFj|I}L-hY%is$|z8g&`k~2gbd`9E) zHtzR7n&6`MlZVq#_Vk{q2!xoFeLh1OIEZnBy;yl#AmT~kBI@hYZ`BTHDw|S@H1n1U zRC*jE(P1?g^?cPrXJneM-C=*6r>~~4yPWqhQKdeyl+B?Ew7I+(^K;-<4)-8(Y;iy%w(Sb6GoX!;Oho!16v-iaj|`mg-M%#@8sA|I2 zePFerat_55J-Uj>Unr^^BlNeD1221h4q>NkiGKh;@aqVh>q2uS{>9#F%cIOO(BQ>A zdmDp*yJ>8Djt%PvAeY|dXdqyeKXTLa#Ctfqk08;>yw8)XE>M83^ocV2QH{cC3=nVH zc{_|}6+;XyNp_8lX+VE&0R%oNr4Nl8kcIf@$bvq?icyhVirz%5<(b;pyPqY%lO_kU zKD%SbD^2gIq~T@B0BV2MKhU$1lcv*wad3=GfiGwOJGW;y9_zd40+b3cCD8&>B$94r zT+Xv|8Dri2YAE(dI*{QnS=uQ$f+)y82%FB__CvoobXkePK8JscQ$SsQ=;F#WRoG+g zvtD?<-@tinB%1{1SLi(nwquOLIR;LjFX8QZ)qA%~(q-0&bn@9S7L;*WC42YcxX$f1 zV^ove9odZcc6(JJgY8rAy|T4)ORxqdMQ*L5ga1*PH$jCKTh4{Y6ZUub{|O-kg%i7KmjLpVI`ESVK~l5y)Y-4dtk{3-yS ztZ-<9!JboBO4>cm!<8WNgKP!011X4=w+0GQq${O-qnUqt9$QyE5kgtY2JtM}u$Q*0 zp27jy?*3YriW{y6m|wUart1CiqlwL9Z11%ScTJLONC%xXN<~QTQ}A6@cn&LU!5_A# zZWIm2Se!rnlIt63+Oh5tP(J0WI?iW>99J3x$Zime#vN1Jub+62#qGQbFqW;!$JwDv ztL1-mok@SP-AIl_$J&ke%}}O+Ht^@#|1Q!G2+%L1tfI0kBZ>by(i=E%n|NoSP&fH7 z|AQ7|_yl*=)bGrvm{Bd8V%9x9HIhBw=ujX0c(js&Q15)AJ(rINbbI_T{XQYawN%6C zY_Vr=-4R_XB7A-cq6aOa2A=&07`H&foFD!{@}7S;#>Z_&a1}8eLG&O{b%;7or~F$h`Hd~TQeOLmi^hB+1NfhI-5=3f9V;`S<8!NDYD`Vbt~Gw(kIv`xtJCOmDQ%I zJ9co2zB@Ce9vSD~uiq$IVliHf?W!gGbLByv|NNYdCbB}m`pd7rUlNJZ_>LT16rlAi zP8NS-wM$y0#^Lb&0h2AXeXNSChT&0)rAty)uFQ0j-tbF|E5CmKzV&mriEcC*0{Z9vo0 z_tC&sxW)3u%s1v6#O2FC2Y-GCilsd}?el*JU`qs7#UON>HIinkLSpfNJ7}ytm{T?t zQESlNVz6xdyFPOI(>bUG1=;@jwG-@-$CxoicoW!Q%=oRe9E7tq=i8t-n`=@1e(L@H z8&3$PpXj>6FiP>d3Mln+)Q5T&LFU?R3Z4V*^rF@|%ux0bVL%LoYrHEOd?JlAs3U)S z?FoX#L)VF6%BVeQ$iKh8A3%6q0BaScmx@ww_2?NrA}E89X=UJgwBRu#Ye#B6M7wFd zEEQB(E+Aa6RpMa(BeCtdSx28z2Z9x-BZf}8Rwlp|xD^`IKsY?=34~BvkJm!amd4Rp zmiK#?7CIZUo^PZ<{SMF?QemPF&DVb!qO^hXs&{uHCy3)=rwAZCtCGw>$hR)kJ)b1> zCuR#8j?VEXC8F!7?&I_|oT}))3Cq%OeSqjizh$ZLgDH zkE()4<^vfo?I`+4!FQTwW(2p^b|5*q^$r}=jz9hDEqhL(==@P-`|H%cxb%OEOK;OD z%{b)1wRn1wFY*I9k%$e2g@K%#@snV)y}R-A*%@Z~MN0SuQS=#YyoT*34B$}O8yOeZ z=nw&DP;>Nd)CRXsw`i{lS#GvSTCDf>kOjOX10>yFhC+N+JbG;b{UX`O<7+%zqM603 z&bU#K1h$0!uE>oEQS1@8k7j=h+LL?hsdw_ze6OM)RIL5>=S4Q9Y&sK97*?b3W)bZu z@zQDKS@oxwZ}|lX|LB)yRImb$XU?vbRVrk>$7L8as)_&?pg3i@z^+c(Enleh58qDC zM?>=!ZK>xJ9B+Ki!)aVUo5DJL64rl4i;ZKiU;Oo4d^bc4GGg4|rMrIw=L8DN>0G5l zlvk1(X30Bycd#$~kv07{Hw}NrtAm9Q{kCaM5ua=Ltxt(kLTql9Q~<@7tz`H$V^>2p zLf~GQw3X!*x(?z=dr9cF;}m64l$ki!i0%%5up?+fXctWflh0GgVY1z-`nHh}ZV`n) z@qwLNr`l4&dYYJLhUA?|W`w^RE$OZT^Uhw*a64CswI# zv~9+FLS@NLhD{~~dZ7=)EflQ_xCN}8jl1PVDXi~WSH<&{wyBX@lsPU3azxfbmJcO& z6G6HQ7@2tVG-1E@CQkqeL5U|&4CW!VUt6Ob8N{3~lCz-%k;8wMy--HlS)s8#VS(sR zfRl~5Ix^GImGEGmLs&JY)${(GO8HLps;uke1+9UmbNkTa3aq$zEp-;v8$|@Q#F(l0 z8i|AuVz+^@f$#m0tm5Y&^c{r@><0F_C=E8lF=IRd%2=w-+~BXqhjMtoNPtQo%qQe9 zOHbL3O#;`!9cOW2Kd_~hXuoP#h=IhgP^UY!$u0mGKczdZNh8Z&?uEVGca3r(4kjm$F=NzD$$&{Rmfd1pjhGjbMHEIaC|` z*fR}uyRPTnWa)Pub~+A}u%+vot?T5mq32lhbcjrCJ^l5#p27Wsp1}=!R^I4LQsGAlXU8a>K)$3^h?1f? zQanNMO47nc;w>5y6W)TBBG2*-w!KBPFUg@nWVC=>099?;;NG;We5b^!BoBc!fLV$m zOz~hzE^@Y4E2KR^aQRc&_5iu#`=A{mI@W&}4?1E9%K;Qh-qDZgNsV85Hl@}?c82np zAMPj4qU8f7GUZSIA-Fz>GEax<_i{fGK~xY85VIMSjET98P%W_`LA5mA7y;uZJljH= z<>z`y!AJc4vf4mr#|yz&r;n`)T`j){v{hxh13j5cDA1!z z=NppT)~4UOA<6M+0wz_)Zcv+~=h+A0?}?t%>sKyY9$^tW0rS+I@7*-x{hr_R%d^UZ5il# zgRm{N+gc+NdKkR|2-#Lhju-$086dm10On4+ueuVG^Tc>&!%%>-eWX{IaIr`#QCIN| z8eRvX_gyUe(jfCdv&YPL>RI5E~^zu{SNi{sIZ}%yd+t!V6*c3 zO7M;{DA-55kvVB&s5zijF;{=Q5+KVx4&yHxqYyi^B!!BWhVj5WiW--qOYLACYX{&q zQS#!za8BhuWVY#d--7mnk>!;k@N~LrQ(FryjOLE%1@Xtn1@Vp=K+qmM zb6R-8kRkAQnjQss`c;X@K`CF^{840wA|2cwYsLuEGr@`q(*p3BK8=6Il-)+5EK`lj zGHMnnXlYj{Gp?w%97yvWAl`-Zv$zbvJfBhGUnHwl#VuGnhtKI%A48ZoBW1Ik%_r_6 z%lyj5<2~p&x3lq7Nk*eV~Q(koff@m)NGg2SV(og)}K0(6Hze3WR?JNjD6w#v7gQK4&9& zn5@>V@B0N|LXxA*m|%!8>b6cE=Y}rO4NgkBKVTs1>O4{80aXsR!7|vMA3~i@>64V& z;_}1*<5$Jlp5GYjB5Xm;O3i{afFpo@RUL|x+&KgJ05^Mzbj$Q`309P_sB*WVz!9ui zSBwe9lhs83V7`AB|L;%Pb|L>eY61P?K#ZZEBL*)`=~?vU_I{&nCrvw2)HfDMhoB|9 zodu$9ht}cN(nx~k;td9P=u6TflW^1|Y~BQBI9oLfF-0@1JM~eXf5v5tOF9&9ga{%OMI;GN^9Z zqr)U?Zrz-AQtt6u&UjUDJb*8Fd|4jPt_vG^jAC>GZJwW+_c`K3%>;+ODeO0pg&g*3M1iu)kq7W`=o`T$>V3*# zbAbPk5nPA48(;Hrv?Bu}!C)>`$!454i>Jf8A-aFlJ}E$}?izNYPl%UD`>0?k3tqR|(2koEA0@xC%F@AyN~s8#XlVO`23JSG;l{jibz< z^F(4mKuqp}AEmfcHEPp$<2y()>i5dPeu2l(Bfm7-GP>q=G-xeW! zQN)`N@zzuF#%*a8-8Xkj%?Z8Lq$Pg^^33>mzzZ>SfW+h%J*g2Nd1m#Lwpp%rfR5lS z`9X>N{9J|b>Yjqo*IF8)TT&5WIfD7T!U--<%P= z8B>u_ZsMuKh(_bvgU!8JZfUZ(1dRpvnhJ}WY@z;SXih4s_?(N9yF(HjRcvSZLY}Qu zM8#54fCUs>Ki{0_wi27%K-zzl@k4Q)?B6Ws6_$TyODAjsz#@7qmP;j_ZIJ0unC z(dATY;u`+cV=w_VyA^097Y zccM6a_p6mWLH5n^M)xYROECj`d82%YoYD&R;5$ARTAh&E&Wyz`*PnkY=pwP^Y6H;{ z|2be(1k+>(xZZLE+mh-T!?%9}3(CELta~KzY zJr{)+dorRq<4-{0DCU0x3|EYUnMYAIh{k^8!ht7RC~@6|yqHhC$DpniX)~Rfx1Ct= zL{)+mW8qZerSKrrM;@v+ub<;SmHI~lXNBIwiLu}h`cI^Zqlh$t*@DV15NIr&c|%g9rF*{WF{cnqZD z%`u^goqT8f`)dL-Pu(Ie{(3H6;gdx1)W83kP?Y?s^ZeXYGw)cQHhP{a8kIncKIi?4 zheVY#(WFY}sRw^DGNmiD9;-9g#ii?Pz5?%jM19pK6(HZ$K8Ay{43`ooiUsb+oXbrZ zDmpR>nC38wH(z`sX!q%J^d4S-CkQ@3=O5`~jVMwC^@IPNrc`55oIjh&yj1i}e03qI zn9>%+q%LHpDh%!Qfpb9icDhx~=DMP$#EW|T@YfonyM2F#bam`wHKMOdr0xe}^9-(x z9mbnFGk}nqI`{eCIiWmjmS13Ni6SFx_cZ-x_H3##A`M=<7oMNsR=tG+!N9*+H!itI z#S8-uL=@%wq?IX{Jb6TPkJtCZzV{hLXQsS3inwrb6pTbS+^golouqYV+y+-pCW@4( zDA;2V=y!kY%-k)yoz4!=##Va5qvwzP1t{iT~;)3Pc(KQvIQZhEp%en`n6+3Ol zR7;K1DcL7ifhM}T>LGwWa>YjmAbOG?K?IadQbcVbzo6v>L?V7n8(N}5;;z=^&mH*R z(x&|RYf2U#ogZOWNPIie6;8?hV~0$CdhYmC6y<+Ddgc@}l8-2?x}^c|IM_6QHWTM` zQS0Z>;|WPdv}$kda_ms~w4j=PPmcLcd#T_A`_lUAIc61?J~QZQ{($AqvB4=vNOtUx zA|wKc)A5S+(Gyb7+;bkz&c&QEAS+O(@m})uyo-Rsi5(Ba3Feg=Sh3|gHMe5s$`8+ed*+R z^!)NZ#VF(PN`8U}-m1wjQyJBEkDhE+3P^uu$myqf%hu}6an4dvWBsF5UPe|TKRw8& z`d$&wT=kO&BGA6#Gl8KeEhZ+1a@ArIKKBFz>oAx2%x&$Em%s!{!dJ`!FD4ZQ;gt3! z-6Ww+h$tqf=Q|MkaUb4YGXp;#Q`pl?ts7H~@UjoV-ad|eomIylS!qV_g1_J%1?mc+O4nbH&T6=}7#QSsA(= zC=4Z4_Max^mLi4_(0xwUa9N&uV5MHyr&@fr^%75!CU;X$T{|}PcG!XL!6ZxjS_uN6T``3W6Xl#F(-#>48 zvcp)L5#L3XOU!}8`3)AWBYhN*v+s8Xq!;h`GsFQY$9OvXb6r)rXaO8#0G|a+MG&d} zJ}a~Vb_GR0$&AMIvXp@~En)xj`^p03>JJ1zXECX(teg49_Plq=02tnuqD@3{p$iC2 z?zn}Rqc*QIh7le3 z{Ep?a=a_3oT2H!Tm~3$bcm7CCog|FrhDVWx7&_O%CCvUdqT|ACL{}76s!JXMKj!|N zG4}b=I}7CmH;8s&QJ_tcT6}eM)u#>Ece?gikvD%O{2>j`Wr<(} z_t#1(jTsvcuA*%Tq4V64__CWutq$@tjpN&(H7WEgprF}235fzM`pDGdaNrt6m3r~~ z+CSL$kC#@{?)ZBJ$guA7J?kk06*qsQn&Fy~6~3s7&e_??l>44&=f{3-p#!w5oh`ah9L-GboV-uY z_4nOc{Ms+OCS{=2ypK{5;S?J<8Z0%%R#bVnQWN3&UgBF_vxev9|JN^`6u5BrO+3d7 zQhmk0bvwr@WzjX9j8<(C#h_4SRV*{{ASD1*rhw`&{Rf+&YPn>fYE+&!DL}>7ey&*E zJ3u+Cs=mbH;o5)S9?A0-_H_P1oBVyY)t|qA&uh6OO{J$Q@mb0wQi@tvp>HDL+mD56yQ%}JOU(5zw;s?dLmm0@N$64wGp%3-D{XgOfu z6e@4+$1mL44*-isAKAlrvrg4{tGHe~LC$H?t%rNk!q2Ii_({9+LgY*{#a%{dUmY9~ z*nHpiERp@fLC#q!g#-}6RYa5yFB9i*Rea~FfJ{Jau6Gb3TbXXtth3fab?_)cLS5ZB zO`6AJyDEQqyP6%IKl3xpt4vAyV(`8E9&Glii)N=Gcy?j`Df?_+!ja>o+>_&=h=TPN zBpTT2xP7}hNc_dGFrmH6hbP#0xjgpRfj^uDKlp)h;lmF+8({IO9vXLPsO;x?^X$HH zbX%w*iI^dpY0fPKWei z3)X+?8vTtGFFd>8QaRVuFkyOzYXj<`%JirSxIqj&>+x8eig&;m@ybPl@_wO3w?D@h z0#NXZG&5L1eA!@qwUy!$@(VZp0N3G5I=SRig^Lp=@Z%man#S^rx3TT~i#PPJlI%^W zbDyDQ7@qgz?UF%w-s(}p;w%O(Y?~qc1>k=iPO+)Riv3vI!I3iE1<=%L99jQDo{ z5heqTO|K|kdQMcr^h62heIUJ?o|VYPr{t<+1o32$%n5z8`Mz|T8^}fRaENo-Wkn;r zms?k-O)=aNl^|Nks;&z5DT0WmwU5#Q>7@rL^{5^u1!G^kPp~hM=IxlY?h=#XoNIr_ zhsMDnpv8wy%+bY_kxq)=zkz+Z3E@V=9tczSN^Fs#w9!Z!c%& zb}cy0GeQ+QUWjh*hp9!M&VR}@*pu*qD~(RS^AjtQ+k1jmIHJpD>^halSRBpL+;6l_ zEf=2kGK^MH<;tpoSxjCQx~VcYnzI6;lff66w$2VLT}0lx2k>=$G|?zB4H1rdKXdHa-R z`D}0dcUTGfYoWnc$6=seRmQim-`(?*!iHkAf;X^XfN1 z2g-tqmR*4W>p%e1=7ullGM#oT=)yc1X0*3Gh86S>u@PL9qR?c~DH0OM$SyY?A&P$6 zJx~I!t?|A<(=R_5oNdbQ3p;;~MOp#3YEXP#WE7=Ez;EgAOX&*s?^B2=)DhMCs+?{2 z0>w6jew~_cA-=RCN(soUJA=tmTD}@u<_6l znkkp5$wlfmdg z@W~$s1oLF{N64NqyA*#Hso0)Jd{-O4AUJ>XK8q0vqh%`OgoI${MZL(+<$i@~QGAIr z;HiIln0#A>&}c)Ch@G`sP^`%O228V4v~Ek}Y|T;Clj4qWgRq9q2&nsgTeO!2(riQ* z&krfXv~rQs*%plIr!>r;RLl<4ejrrNVBMNwj&I<(|&4vAyp*9%20pQvw+4 zRnLyxbK3JyVmN3`(+ zd^?z6RxAH=OLc#)G+YOAcM2a}EQ;F;pTlNU6*cU$4fpqzCOE2it#cE-on_*{YkqX- zfjIdW2A->liw)`?Kb9@FSE&wT`}%$?MDfi{(yVotYYf` zcDs2#KREuVOvgFAj<=^c$PIE)gGU&k{!=z1X~?!QAegRvVZDCg!g}e_4Y%8>$oTfx zBZD_M>mjI(iw*G$f(>B{IJ@8SF#YeYuonoi#e;vtWjWq__C3Et0m@A?DHu7;CoQ## zDgL$w7Tgiz%qWU(0Cd}GZ`68e=Y0A5Vwrh5Fp~XGiXS9j?A;FGY=UKqARjz)cikms z)_V%i%Bz(3ZAC}JZYKJqwVy2D_wN_X;}?HD7k`OgVGcm@^CustnOw~a(xQ*gqT<%T zGJ1dedYbWFSAz0{G#;;Q_=yT@0L%4wBy`=!$KD&RnEyH?+tTgJ0`_w~h-#FPE_?l? z2H+)nbkc`%2HII#Qk2!qqea17Sfe_CjPrgIj2I}NSh!CNEd&|*T-lh(N1fd-NS&Rt zWpqHPyf(2}!V=PFA)s1)IXN<8QeA)ga3BV1#a@m_e8SqwpVQHMmIU*ahE}AJWLalwzss**xXbS_sT}_y zv{}?G3RQyOmjG#F@+rHvpr7+bH`=p{f$J?Siq6lNedm?|f zrixvnk-!l2UrVW0^K%R_0t_>$B(_WbGU0#`v#F!YC&6i8DUUUykB9{B?Wass-d55* zK3n_q2`+aTmUBpyE;x%WMR^XERR1A}Pl!MgH2YW;s0r@76(BNK{pKLYl|Jh@MV8V3 z{SDlWU!X<)?lXY=yhb(+mtN!)z)yd0T?0B+YgWa5(QuF8H2jX zto=QA1IgS&Ks|mzdwQFOpx1v3&VyrZ_;}2v=us^@;!f@A)a4>p5X;LmC9cm)D5~Ig ze-0#iGCnDr%O9WM?h5zn)8te9q)D`n4+GX3flsi^rlOeEQ1x~9oJJ9IXWae$iPm&J z`<8EbWEdY+$g_|+=b0GiYE=?g@UZ=ru=vnTumn(q>g3-jGtkLQ2@mf}N zMc%Fug+kV*<^L=wJHQ+3EIey#!K`D{?j_STo>s_}OgL*ybdlE?g;jeM){cucc;NdY zTGUkDeCuAr_+a-$dv-@}5@YyVX8xGe1|?*HY%MptA^-31l8szL71T#Zv!%x>#0k3! zx(qsR&`D0Zfm46wJ-fi*DxOI!*8`IdY6_<1GTNQAE~bHiXk=@);OL@fvv1b>2?cHQ_GV6^C5 zVyC=B`GG`X`Kg^fqbt_(q!5VIJ>Q(_NfN^V3eS7HtTz(7d9D88AccV$!H!qo6^^HN zR7XS`%2$GHO6On@Ngy(FeTaS|2JRU7-W}<=u*(;fAlfyXa?wNMpKsM{9t`0N|@fn}Gu{^&kAHv(QMmx~?}!bx9f5qXlo>P{BgjnZVt>Ot?V{i1RRjhLi&phoF#>eChO87q=v6nml&{ z1JPXKea}K&s#>y*9LERjCNNaL%l|~l)SD9<+sl7?sWoT5trbupi2ki9A#S2BJmOP# zdju}u^%U*#XBwf7lV$EQ0czlGVcDp$g29SP+K-Po zq!>t`(Y`lq41u+}i_nE@(^nXGxhPE8EGRuk+Q!^pik>xx_9r$n!|e|H0k|sO7C*lE zM+x#5`+hESq z!35sR5Ddc2IAa%$9gm*vpnVKAm$^H5u&FNvnn>k+-AJX%5#x+UX04D_{ECuQnvwE7 z;fE%E+k;lls~8&ieMVqWtVN0`jrhv8o*RF6Ybm5u+jC=z?Uy+itJZj5x^mV+i*XhG zA#4<7Zz%!fZYUK&RHS+Lf#Xiv`5vV!*7YmR^1iJ>ZtqWlHxP4bS18Zw1yC{3h<9yy zi9oR(KF9JhH8_M+)$QA;1O7wzr1o=DT+C(zgpG<(6X8$;9{OWH11FIjscgjntKok^ zxM4yp##kb%hb@_5Eam>cx5@=-dqvpH3nU2~MgV<+sQTZk5>RM|rk%iGHxf7|l6B8! zLU0ukh3K75hdbk;#GIeXLhyCwS=guV&A5@5M`E>?r&cRC%LLLJ;+IE!`~RDMl2#8gBoK zr8PI_9^qZK60zt}_V_sv8p}tOW4QQI12{n@ez#!zl7oCbr|zk{@FQ zFLrPRd!>_nJ*ih*`1PYKVGIU5TKA>PK5x(wnRwedaY0mC&?Fd--6D3ixHR|u%{ARHGbHY=7ea0X)Q}`X^D4cJ`zwk$QLxP6Z(8`kL zWC)JV9zO}2VXxFee3+H>6GYkd13f;cqVB^PPoSn!^Jr?%9l>*qs{%~uxG|)7DOy=w za|2|?;zI#ysy}Z9hZ7U~{FW)Qi}Y<)OfVXfD*x8;qS>)XO?-wDyZuvSugdk8Se{NX^Z^=Et%@SWUkjOX(VUaF~DeJ;jwz=?QzF6oYl!bkP<%=hBrTiouP#yPQY# z0PveBHZ{dhQ%?0Q3h$mdKcbuO*^XdIQ_+CS8=@Sj*5mT|;)Z{X{`TBSa4&T!cmd-h zXNiFRv0d)Yc7}Gu&SJCMFBS0GdBoeE&(yRV4&-t(l?Kjwiq)Cv17|k_!8{2qKhczd zpW&+GL=keoc{dA?>qOE}Xpcy~F5gCI>QnLWweYdlCr;)AgToLeGj3zgK$PCDrQ ziideJWJx?}TMU1<%rtss^B7QQ`JAQuygsLk{1~*v|2l78Pnmg0+_458ZZd zdpkQTJ2b6Xvt27PCA&?QRTGAsIIYa%i3Ek$t=59rk~M$NZW-Ste;pW+6^&rtC8_Z1 zS>9tlogJm``Z2?TTD&3(*yxV#^FFkp{YP?`XdmhO9tj9T{i7${5M^wh=VLdi<{uPv zmj4vAq_ii-fUFU+BcFH!;>6)Uq~o6>wFSL{~3DGqbWz zjW655E>C|URe@LQzGY`yE3$T-IL1c|kq?FK(WrmFF^9@K6KM>^!jCTJlfqxC*G(z* zi9$QgN=yUNm18;~=SsjK&i+9HISbZjO%z8&PTfc~Bn4GQyM}XS( z=N3mf_+*5JPHD~N8_YLo3n~;M@}_Ut(SAr z+2GkH{eI()oyAJ(EHN~Hp5V$!MG()a0Vu?75yd@Mh$GNQP7oLdD&k4-j6I1iA1U;xtIX^74p`d@OYx^2hU5es!1=_sZL~u%V|1|x3yV7t3Q7~ zvlu3R>n1{V`wjM7#qgH7U7Z=)iV-v=VcY4<`#6c7q^nUXxp;s2_uXR~JI1S)!~x7} z0EKhJ%paTBa|rh&@kEQ_&HEmsIs_1M1fV`WLqYATZ?LIn5EU3#9V9sB(gJlGZj{py z(jQrF0$XKH{!5UHlZsX|=#M`WQ(u3Rt-G3cPQ;pySu0-mcwmJNzF4@ovn8$Zz7#mh zy?K$m!%nF1azy|x7Yr7Pe*ViX$x;eHR4^7rO8P}wN7H=PN!z^kylqe zqT<+WVz9>5nsx6`G9ubP>LEOm9?y$c3P=yTA}oy48!gg0F>xiY+7uw+Nu_@r3S8S9 zA9{|l(o?nuNQrlyAXF69T2k1tU=xXj=pB2@go6C3G%!b6$8BuTev6vPtxLKEVAp!k z9yY=93jhLCS>paS>^Qap)RG$q5?ft03aBx;82t%iaxXaBPD0}6sS{l5zm{#zWkCNe z>yH7Uc@8YeCrg7$S5%@G@A-cbUl)7b52pI$>D!AH;P{)!Q<1Yg>SRx}tj93v&wF&C z^6SM6^t06On(;DotQ(Ysr)oj*8{@&U9=}3UY-OYbnnfEsi))UK$UwCP>b2YS|b&|rhp#{1Hfzib7nnxR^} za+%V;T5T66PM`B8+jP@|Qz)+h!%JTiP!#>9r_sor?v%A4WSTuSqGqxB)(j?;>zI>F z4y`3Em?Al*Gw?hiVA_8(-LYE$N>8GRXr>z}K6FE^ki48@slV&8D)m=2dwAuGn^{!6 z^RXw0S56!H@l!Z#&e#xu`L;{5;ux}OEc(m%8Fyzp*&1-BC%DhLIF#i`8!)OLg>Kmr zcG1b!s+&NxVsx`E9B-h!t`}!fRiQI)zo>Sd!^27%n^u8x1gLWw}<$D%gsCU`w; z723he(sk(xf(rR+mhO{tgx<&Xnu8kPmDrK(>$WHP(_e-v1-~dG@IWfB$(!q z#t-y;#h(wu05>nJf$AtsNiM!0b2JqJO)X^3I+K$CxF<%pU0z%6BhDNBB|INzW= z$zL47QRX=N0Dws7L_dF>!4ZL9Hy{}g3a|c6+iGj;Ns@YrBch1*M=<-(+iFMIH=cH< zBO?tZI|{qx(1||cF!JJbPDbs0F(-tk9BbO$UPywjth%T)*IL{KOeLk;PMf*8kYO{z z>Xbd9Bbk3*V>S?^jQA= z$pRKnYV-%xF;*o~E=7%DMq68aT?CD~oYtoScYGWpsxF%Ywa#5)5jVzC5s>alXx~>0LHMCzbfjiM-rr)+O}FBg{E& zino7TLIT!ephB`D4V#IEdC~|{BI{0vpni9gAjCvWYU3la?pnauaMY~MF8Ced?(#&D z{S|i8rV;L|9sQS`1zU$k>hP&dbsvGgKhj_?&hRpqzb4{9rb}1dRF^2;oq{S$tWN%g z;Dj10_4n^+XD84+DZ&UZ%fhwKmvVYt`vno@(G=6~kV@o*Ua zo>e!F{iToiNqDoY@fE6+zzdQbX`jcdep>g+{2#Dq5G=T z55oh;YrzZ_)x#V)Qe`7~s0HyrJ2!?nmK{>I#?2~HL}D|mOb^sLKQpzC+2T}8z)2H) z|7?KV1c@-=6749YBW$@%z4Pa_cs1wicrk8&qDziOcE`P_aPA6+Pg(LH275}tR+^O{ zfB;?Eafe5H;KaX?-Td=gJXy_u#s6rs4=bEuQ|I>}0Pn0Pr2Em!)G<_7uLfM9!SL-L zvmI1ez4*tdc%&r*+|o{J7j?15P9orzGo;Y&EjL(Hsp+KY)R#RvjR1UG>}RcjVHDAS zngrYjS+fV#06ijlswO1;^ZRv~z=YKA=6aeRSCWnC81IdkT>q>GBZ?MgmMuBtJXz0f z4mANhP^XH)0GLd^rJ?5YJbdv5Pc3#3R-BS9Q?t<@KN%|8dw+jlo_JjU^sejI{ z#vjWvY>(2^)@=pBmv)1*eN=Hbh|Lnwom5emACRLOkB>!3-z>03B?JjWsK}x!jpV(5 zVH(@&z6xO04LG5AWpxhdG_Pj-)LsoWtu2YsBNOS!Tup(~&XjLYoDyL&wVJ-s*tY8zOSG_n&0yV>kd@lvsJzlRdGQC@h~4=equZ+4{f%8k6$M$r~a*X zO+#txXmO%CEmP9$Cn6iEsbVBaEiCd61exy~j#bG$9%PZO__47X^}K~Hc9 zlA^9SUMseAu^P@I3_#b)I5q*bGS%oAlnp9^7 z!BiJK#y03)ytJ6tp)_Sz80(PmfEEz?54sM%TbSNXFG3ewxRcHZt|EprG}K({CGZAPVvSs#Jp z8sNjlZfvsf`d$kMGVQAF(22%Dk0_KM0Y>$n;uaxGDScTQ$2FdIEh(u4^O?>i@B(;} zl`Nnh%yV{%DT}^;`4VI#%#R-DAxJq@nFeRs0526E3$0C=1|_G!Fko6cJ}bqb9kwD$ zwkL!oBo+c{I1IVn)Fc~6p%y`i9ctMQ8r9)8@an3_vBL+ocD4swUZ1aY_P02}jfRe= z8bf7N@!|_NOXWpG0-BH)M+dF{Ci*LOpJJgN?a99GsRxXIo1bccb!4&2MU|Gml1KZa zUZ9WOBibCFcO|fUkLAIfi>2~M!KFuU@kG~@rF6EL5Yc#otm9M01l?P&ix6wd zU$YLgJK~v}NN)3U52G_}db!iJ=smtuo8z-bL%wOT^qf;v z7WOzi&J>7$e54*|d8^(!j&&a7LuKl44};V&%*;T=OiX1np6ftAe#(&_b=(r;A19lk z6;jGlv6CT<)ulqQjo#xq-#`aO0s8<-vokvzUr=SD>EuyE@{cuelb-w#hFRSQg~_Q2 zc;W1MqsJMVwK|L2s96i{n3Vfr2Z`Dp#;Nh}sLjZK1Q9U2JC zMR3f|prW`EeHKKMr}k3;uBPO<2ug%mW=Y310ynmZQp*zjeW3&4n=CA=tYhOWCY-xd zL|gxV`1_%r6i10^O0L3|>dWL=J&5Dhx*jK7*=M)ENswO<>6S9=AooORPb-S&k?I2 zRxQAd|9)OZnqR?XPB^Bh8s~_QEj{dxT=k6N4IGv(cs5V8uKh45G=;W|WcU0DBXn(|z7dBii<~_caV~B_Svh2=-p%c<6s zxW-&VDO`xcdTebo0lE!e()9N`o%5*_m%*K{9=jCU0%?3?9&!u_7}n$R2pHyTHSx@dWvp;Ql4KmP(I64qojIs=G^%puXCA%dEH7fp&>Rs z$oVIKntan;DNWOUmMIFa*!ns&hAK%fp*+J3S@7)Z^ z_h)I>t!!okPjK0;@mD@}A^rD{?s_0H{Ms+OCP1B+B!kQR7Rzp+5`i;8SEIigR`wAC z^}9vg_4CjB;Gg)f{}X@Lx@OXUSAOS=fKb1;HR#F-i8#lN zo7?Wq-GL1*nBrqkI^VOnZh>L&8Gfdz8q}HK--wPQau4g86ta3@gZKNcq)n5P0P1ZM}2StosHYU~WS|Zwk zfZh6EW@no5b5TVRkwB9`KSzvPit`J~$1#pbJcpBZX(!usd8@166P+JYF_JRAgQCW$ zATqNbDSm#3y^yzd`x7RLo(od!TWyHW6?EAk1#Ghns2{yE6L^e&=yrQmR+K;Q#*ZJg zkM|8AMtjb%p?aM6zz{95wlg=@s2nleSXK z6^?Wt6RdOIX)!~$C2j)0gs2?y6tuNl|2!koD?i+tFk4dR^#KCRD-WAu(6eI)92h9e4WjD$uU8DBeN-_KoTEU5+ulxQ|Pq@X!X!J(-cV@whM%I z9K1dn%b)^=_ZUv}+=rs#U({__H}1 zH#>1;!$0+89&K0k5<`w=Ji&8Uv<7W2^*fJQ zQh9thfBw8IKJ#ev@OkViMg;UDIiL7M@m!FPU1!ai@y-Z+S5b*cR-f`$0wmiX4Ei!@ z-U#-6D|{PUo#Bs_JbMj2$R~s0K2h`_wDyEJxGO?`5nM^2A7_m0gOd z3`O)zQlWjWwtUSXWL_Az7kqBeJAUaF)Q|g8F{S4x*z!ZMjaB!o(K)@r_Q-wyzPdj% zMhe=0Z%IAKkhq#NqTtFN?zC^3eBb6jg~^^&;7~+^me`-A;iKkL66|>syuGy z&O1iZK(kyX@-$7{m>ARM&96VNGcI*z{C#)CNnP)us#B~xW8wvy$At?vM_p|@uz@Hj zdg&&QP!F@%+VwkV9Np6vP(1wV0G+T$J%DpnVP+v(iknXBdTxXL<_HcQ4LE_Yvf4F=jWbNJi zNAr-Uvi*(EX=!~163#ODHO{#9%dWlKBDx0C2OWP=C111C zyK77I%=xLyUd$`Iw`Q^AL1G*}_)G^fg1pwMpH0ZeNsJJx- z?#Yw_pXe%Uey27BGQaC!1=iQpa_s&FsYr;~sP(twRzQW`O>aAlhS~nz`}tgdxGHAn zfNXWlh?*Gkh3pk{x_d-B{V+x3oloEK*?=5me?+>3)|N+s@7>&mHk{|aoPbMHo&{{h z;c0V!>WB5Jg`HF;t=uEn*ZSB};RX|5mkMkB=IS9LZP7VogQOijR*Vcwj*E6y%t6(^ z@fjFd+#HYv8Ni(Eh{dn+@9&RS zA>zszME3`^>8?V!QEpW@C#8MYGV*>oz#?XsW1}KlSfyXl=8ie=`C@2X#h&Sx5V;aI zTw2b7Ar4hpG1BcFh|4VNwXwK{D>Qb?t_AJF2FH}}dv<0Ko+Da*49r z9aND?GaH|~U6|^1O5Eumysv-!@9gR?zj`NAbBqvwF+NI=lkw?9$_@;zCPxIoCLJK@qVLC^D5nyg?m$Xb36GPU-lD>mZ!eseSJQk9J~E^plto@-lqD-hw2y!R6{SeW3= ztkYV3D>zYX)pfUj&h961V#v;XJtMZOixZ?6Ek!e|Bz==8*ma51jK4D87Lby32G@i@ z8Lz}SFbf8PjAp&>dk#`l%u6s-b5$LJYl&`4f%fA&)A=Q!sz2xEle5$}3e)7;0d`Ue zA7SX-OCh~m*})Y85uQZRNfTS-5Pb)NSh1#93M{bkF`e*#(pJx#3i0|4A}^RVFF?I! z`B;H#G?hnzjAV%c+MDe;w+o%g-aIQVCZ)M`rwOD8F;G^wpWiU#a4QVxN>;%Ck<;SN zE_+3Z7sA;GTU2L`5o){`aY$g-X(4;kP4Phe)3+7QV)>&WJNl=kSW~d=QyEilKBK)Jr=kG(1K1pd%}fh!bVrl4ACQ;xEFLk!A_(L@DWrQH ztHA2sLovqqQ+f_{@_n=#Wf{OCCr-cMTz8fxf%*BxUPE2BR6#l6VAZ_ZfhiOHe(8js&Gq% z*ikQ7ry4)(s@wn8Fl{6< zFNT{hdR9*m2u=@n7v}lOy(+Zdm6xU}SUSL|Mbz8?{s>XMI;7?VEBooS^?bD9 z;(aO4f9iVmW-oQHH3^h%z*O`_jk9@w`>?Ub$yeS%M`qPjoRpK0-=cXYyK=@6$6dAh z`_5{L0r#+j1>{K=?k4CL)TVRJ-eU>Cjc^UsZAXhFp0TkCnm81-@jij|d@(_9?t32* zd|VKfZO;mI_5jH7GQ6^7r<#&Q+BqB9RddP9)vfkQOp!hOkc)amO zUR%!APzgOVYM2R@o1suSoxvd{${uq0R#?#I;>QgW9^aRY14!2&d9yOJ*xsC!7Nl~I zD7}{Zwmdp-(RXgj)+QbzeIts02q#yhsvgP+j7ECe&jH!b#(qJ~{5U)~#JQtlwbIpt zWw&~3`>0LzUi8xup7ql!8k?k}vP+`$>DeNNPF1O39M!zQL97dhkA$O?cvpCOpPJ$V zaO>|1jA>4xz;Fk;FZs=+;Z+h9572leVu=bnn1HH%ZgFB-L)%ywI+qlG(Q|IINpN=L zKR>Z|H%<_9zYfN6K^%-zfn%5=N(uc!!f71z=+Zpw-{&)azv#l@Y1ny&7}0+=?oihT z1+i7-0t|4PQQ0}a1i*kCK~9E@5c7y|fjRLbR+4>|7-3dyzC(AJo_dY1OwFvxnKhk- zJ-=_f=2=GGTMEo~c>2|U&|@2S-RM?7OrAeO_o`i$ax!v|@B5!6xlPd`H7M@H z=3G^s+fX@+^%s)|QR6eU*cspGjHjlQaB2TC3=LGWF5Hybt^z{e$3#04Q$P^x`Dp_!%h z)!-yn-q;rY0=aQ5?*~(=nxA84Xr<$EW*YBT9g;4XCv(j$ColSaVozCPVslvBihdnb ziv1)&bY<03#*Q(%C=JhQEr!rxDDUSo!;32VB0Q1a;O?q_Ep#{hj{UM^66|5G)5VEq zGyh!if{CxgGHRVa{(O92yay;oXjyN7j{a}Lom>MO)x_K&IQqA!SbZ(q=FNIEiE{C zP+$>4n62pvghRad(mPgtL(ma;&unKUQo%sDN?ByM7W>lPG3>6gNWzoH_1vSJW~a2F zIJBH?{x1A};V%62C02^pkN&J_Hx_6RqwXm9*N|U-+v_K1KPXMT(mA%e0uR={dDr;? zO2X>)n?*lZj%(no())YQV=k{hk^Q1Zt8?Cz(l00;1m<~;Cul_4@vM74zhhH^fb3Z< zi}mBk`<9KUgnMhx))>)e0*EyH_}yv!t9ugE)9O0^L~+`bmI=m&ej>DSCz^@#A&{mB zQU$wzO>kf%VZTR{Hh=Qfoy=^}g8<@n@9%K>TfdHjaYY;lCq(Jyt)8>-rUyg%W?7{= zX^-IQas*&YfPmnWY1p*9P7thpXDY0S+Bri&UzKW=2WhC@n&6;9?7e#^)KeUaiwVB^ z2swW^n<}Uz#987KH_O&-`gaq!d14$7+Wu63KHKunz3nmM!?`$XQ6wA)bQEbm87*gf z8R*QQvrq~xrz21vFT~8WD1Z__*m$s1d7J8J!f}nU2I_Z8bO zi_EHI!hV;}S}{bR#hlnl?fsOQ5Q;vTsl+f@(Ae0mZmp!}!opSOa&6)9O`)u%b(bD9o%^rRcr{^SBT@wc1a%<+@ zoV->lE=@e_(QScBSuz#0mC}O%^&VCM}VS!z~>0J-e92sbMGYDM=9PK zmX;PcnsKy!QV-MSOOoxNOz5c)mFc-Z(n#l_`0t@pqCNgIQ>Ul<6gAKAyOc+y`Ylm^ zq6l{j(f!=;0=mtk@b-(UEH1-fc@zk45(#vKX@;Xb4eu@6>seY$buTx*K+WlYV(ZZW zj~W7un^9G0AGm0a`-=s)l*0-KwEo8IJoqE~Y8p|>9vGa9+LFEUjZyuTvod%+uRR!( zb9XtFqB>q<1h-{UEn?IR4%uTIQKeLATHqct1=9RE_wU#lFy|OqM3k1fAGCNWqxBvR zu+HdyIKW9T$aQuswJMe9=5aJt0J;z50nucqr z-~?_O5wyapY;xy-Ntwu_$abl>24ny?A%q<|9|7$@*LXV+$YU`6MNEBStycVb4%7Zp zwBO(X`|U;5LWNtgCv2{O$R>zykn-``V^QPLrj86StK+1Kn%>wKD2SPV?~Yn6y`zU8 z{`<{RFrxP$28F6(XgR!RKWutyUF1Do(w%*$8|Fu*!;{uRi}AogOgeP{0*jxWsWcT) zTba05_ZYk8ZhyTc%$I7$L|cHeRbSFg0z*qcx6nb_7Rl+85^p5W`^)evi;#Qb?wwgN8lrou^pL zwH#lThQkfg+=2X>B8u;UdMPlPpO@mnjfnCs>za+{@?Zg`eplUpgj8GcShbw!k3d*v z8Sz5ekRJnB@Cu%iOmu<7?d-fwz#t}FCczDGB#P~B8WdQ*>SF$MuLMq(D=B_$l#F~s zn+WiWQTN#caIfPxf%Vnp4x1i_Ds4Z7Hl( zd}OL0YmrbH;!DP3i$!dj?yZz|*#n{*%;xtvJA~>or{CCrBTOsngNy_xi}_)M0lmn8 zKxxwjO^KTS##OGiM)4B^$~l_~cz3tnAqIFtTk&V6#XReVL6hagihce|k+|5xV+PXY zHG^rzFx^~WMg$zp;)lWieL1>Jp!Txv?#Uch zebQhNF%@)wG+Ao<{P!aOP`~!;N8q28h1GP3?Jrn=WQT)m5{)d1J=zUM6fSNUGULiD zL4B*nk4D^I<&wxiL-DgCjF*fE_xp~=8ZeP*-mf&D8W^k$ML{$sXLaFl9)ev-iMMGoru>Y+CgkbhV2T@2DH z4TuB@)q@qU3ds;kt7n)sGYx?jOaM0~1Gg~Z@yd!ExRQ~L#xD#Z_?_zp+)X4d>^ z2iG9w;<(YbN+3Xp_lJxC;ZntQORW4CoqaKXbx{nZ5_3MZz%}~w^P`L-kNlFz#la)w z?VyFTsF?@+jZ!9y_26W$>!FuKsTi@MfVQ5L794^cJHhn3o+Kbrqh8z|E~nJt=c-w{QpJ0Fo3bKC2Sul!<^ei?O z^{!2dOvq@e904BOHH-Vg;Xcvee zom~z61evi_+^7~NKivOY!UaNoe$jP*505M2 z9zK!otDcBaY;SVACU-VEbfy!wF2+*&(@-hU<{AS z8?%P4IJ%uRFU^R;+Ub%wojb8T;YBZZn_=#s->SIBFN(f@7QdK9#5dkX4-~{mf$`;0+WDhg+=sd1jp)RmnPR4I zQf4&&6aPWLOs&21J0{aP;>G9#GWKD{pZ`7FV1uY1NTOQ_Xv&kOv)!OHAWh)&bk3BY z|6b{-xbo|YO`+Zy#f%LfL&^S|r9OT$_1U&%B4>`%zIani-c{?aec7>p?1@_cMv_y+ z^v=c^(UZ7VG19~dsz#Fy7qBi~N+jB5yW>$-egRUMeoc;-p2b>Nf}I*5iVGgyfGwn; zOIo(%|utsG|ySwHPQM0);PTooU?SrG=-t|mTv4Z4OF|YNOxQi zD8)%aa`Fl-n86RDk|IohjOrP!n4h=SH?zxN5hXv;s^^H_GVPqyK7!~Fn%-BQ_t-a` z1Lp$@Dn}Fun5cW;ce3B$=zVIgLCO@*kCUYI{XhXC^%q}?<+Er551XX-rAQL12nx>7 z5d^QG>vRRR+2b}*DBh}MY&LsubTzTHBKl1&M_;&ZE9$c9l~af{OS}}dzWkpD;0H?sPgiYK!bU8; z{yV95?2*rvU+2o*#|KA4`(fabps~vH#~R#$5;(@0Kd)4|sAoQz-LMH&@6A5v!s+<| z*yY-#?nsZWj1nJ;JeIcqs@WP3kFN2Yh_7EC1=i_NDwgwqqw2#kxJ7g&OBw&1^F~m# z5Tx~f2s0Uv>H9FIm26u?^V~uWr3e_=5-u><%gTU1h}ysZ2bcR5czvwQv#sH(RFN z{5CQM>xZR(jkJe9TFN~lA&=O zUBI!XlKesmQNXEwA1E$}rwvJhOSumYR%z;kAt`A-gsnbMRa?7{98V42xJVw1!FeUV zEdo7CWu1n=^Up*Lpf(j~h@S3=)$-xFaD^4%k#&)O|9g(m5&rex@TJL80Z#F^q)cLT zWL{)3cRKxJS!$;7l8Oi6J_~^b@JEdoF0*A3z9gc|7JGN7OK$+{yP0PW5v; zWYAbg_36$ExOGQ8PquqDeO9W3?VZ3Lp(T1IhPOzXqutzOpyzZ3Ib-SR~37+jJDP;|~MvgUsoJ4J>dKso0_yjRSOM*dzuIo<<+xt2NBlJM< zJT|hbj{zggu|%CLx2KD{pqk+xw8TzwEXQ=5a9l^8ptZx^-odmZ)DxrBBs#|3epU5n zfGeTwP&S%lhroL;C+T-rV5dH$% z`*z}J%lhh<$zq1~#k!dX$Ge^+bll%z7OBmhnJl`+P6fS*25ZctI7EHyWR2$%pL_m) zbxQMrmgHLT#tUOwHL<1N`=mrfS6ym7VCVMu$`F?3$Ab*9Fkf|v)~#&ZG|2I)N8xvg zUixI`8op5*T1-7a0sa|D;E7VT?<%@g=liMiE1!85X%f}=#)ywB&8Bd*dRF^fz^66U z|DR^0=~1wqU9!@O-?`@v6|%UODd#ice+FYm#796EE zwS2`waz(I?K7?N|KygJ3R|Z*`XEld_Cy48e=o(JcxFUAe-aX`nXRmjUh+(=+`71Az z+&A8si(PcFCngZFsGJ4oAUhRT2PTo?h1B&T}ZXk*3Za6PtgR(C}V zZpXWJ6cFVjA%JgxX!uXbK1Ab%B`AVZ*IpQ5tHm9p$*XoF6N0tB>oW7(PYJq5@|c&E zX%*N9*UA&0vx2SXkw#S<3!as!WIx>Vk$24twlPgyvB+K@Fs$T@+V;MII$OiLlYpy}@w7SNGB?II8gaI#)jeXx_|QyE=vm+3^C z`IAV=h+cn<;L3`5I}3wj35e}aEtisUbv3;crRb|4im=@t5nYDEy63cMS~yQ|WIIIM zH%1uNS@b8$TZ_1VB?zD>Ly$LT!Jj^oyq4! z%Fs2QIh}%idxvmw+j7W_MVso#Jj&kwV^#*Ns?!Gv(3sVKa3#em(DKK;-{73m+9IPKJQu+tBM*ARqXtp z$8sL_T5{k3JXW2UV=kIgdc~%K=wlcA&HWL^hl1eFLMKXZP2GVeqHn$vpjUrVfcrZ^ zWY^J|}7N)}{{9`Ds;q^n8xGfPifpp7B(WO=6r#Gz~2FXI4%;<>^bJ{4W&jJ&d6pvL`rjIHePRivC zqVFMpH2h=*@CYt|nD_Ufa^(ge!-QM%$Hd9#OA*`;!{S|r7j?FHDH)MsM=_`>aia!j zP5n+@he~g_P9KCp{=a2Y>Z+&>MS6Tb-Om8OcT z6VVk9ZupG%{-Z~blaKJ3%A;@esvjYC5izuXB0uUIE7y3eyonlRU`!b$1mwAaS1OPl z;PYFOVnNi1px#pt-I6$jzjFmYyrMK+bEJYTYjku~?F2`(`&s6|ah1d4f+&Xr<%wC1R)J=U_O)G$XPA!9maf7)Kfilj0f|># zr!#^K=V$dd+NKyrQhQrbiEQ{^icO+@YV>R|Xx&8_s>3QF@zVMcILn6La_S^B3ZNWv zFHeH)ZWIHqc3l^z!)=E?`3C2I$FZYQ^Q-Zl&QDY4Vzh-qL4YXay9-exNj=Nu{ui!& zapBi*G4|jef5;upyANFlugEuO7FVhkJ-H_y#iFQdclE5jG49|tYu+~ERsiKF9}^ey z2tR@W5E;t4c|3FD(OMVl*}wn(e)IC_8a%M?$}G2zO6#OYo=F0qr>+uzBwS8E9wyKu zX~pD#x?}nQtdTWu;GFK&Gc;xERPxb@HkYS9(Qef<^#Uw-UU>BUn~-z5na{WQwX3FQ zsJ>nc8HeK4B8=RtvTAEL^nOH_vgIMbtyqcA;x$!77nhykW&THOW6LBk7)UJB@Hn)# zfx5u-stnZin)j6)LGp}$TFfn-_ytkc957n^h9I|6s#4v~f-sk_80ZU+EHd0w0+RdL zooFs;i<+Dr9ERuK-848w?D=HF(`^cn7ebWaK0^eO_%TluacU(QpQXOJBd;|HXV$Fn zJn-oz&$v|Q=eYIexwPUva{;xlaAf$S)yoZN=w;FgfxC!`o*O<(yt}*tZqHBC1e!6L_oPU3qzGNRm$;`xU@dqR5fmJb+3^_M;$$ z{gST2HGH!H=E$QR11s@R?@`}^q@JZku+QD8({COwm|Cl&BkIRiI5JN$;@t;wj#4-r zwnw<;vTL|2ehW;2?(0O4sE!BixT9*u#!c~iu;?9T@e4;KKAOS6hf__00)=89tgd8OmoAKHAqFVj*dXu6WFk7t=L{x;Pq(w!hzZnI@P()XZ*adlbcgQ2}XZn8Yc*(l#%hzY5oMbwz@v znRQhHo_>nQkY$loVn8sT>s4Bc3!=0{Nv!)orxTGys)Bm!dHyAWeHFFvt60HS3&xud37v^CsI94(u39+dQ(s#}#a)#%+B)g~ui|c5f0qR3RqICsnL!OT}Mal0j=3pZC zh-Ytl&;8@3Qv--eMQ-o%MJS$r{V2;Xt_;bserx1BLP2YJUgY_ikY*o z#q98psM9+yVGH^Gd)9ICJ!QSuXv(rX^sJtL4&9ve;+125q;e>&gzXX{8%0&(*(xz> zh#*y*%U_2Z>e{8lYI19R^rF!7jG#eTMV|*?gD;KzQ$!YsZ6_cXK)<&B7+Sl|?k6}O z(bHG{fUVuP*MTr89dSxRujlowF_7?_mqmt+-_4Bpe83Fq(_y{g5mA6g(mSaoT1-Q3}V(_#)I5h8#e1~i2{-9H&^xA`Avy9-1auDq@Ge#B_28^E*!gP)^{=v&8$Z@@X+MZ$|i%j}Ly2`|9>fM9p#jT3RKT{re5J zExFU|C{X)JWm<)=t9ZGAr2Jc<8*KWDe}B$7=-s@TAMpo!Yt4>BW#AXk5z4YnnXo66 z^oSaU@2+{)PV-nXuB#-HXukV@S8i>73pOAsQsYh0?^Np+3SEIS#7$o5AePI2b?4p;qn-=1 zf{9n&mBMzI{V^d$qTL@W=RbKVGyI)e^q#cA4P$b~gG1I&1^A74A6p9Nz7OK|SttCb zB9hfqJ1B+xFf}zi7(~Coiq!svQ1lUC7h1}dUD>0}3_;&4>&*Pv9EojNE)9Bf=9zz6 z@PGo;WULIg>KUdAtwpPUO(GLbcl(Ih#fNf1!i~hlSlDN8=4E4v3H4R zyZS-4dze(c?jFwt5#eVBd-Y)=`_#e|iRy?Mu(1nPFs8BBJP(I2hq~xZcT*~VITp=L8UNDGS-L=O zywMNs31@I7SKNyQ`TFjpl;~pX*^d?Q-9U^L?u*PyhOrPu8*mi98xY$c-PH|P&Py6VfCbSWm8g=r2vVbK*_>;Utde*0qAFV6wkG+{i;wGf!Geo z^CK0H3VTFh8)$=ndovv4I~7A!3QiUsuNrrW?x1A;M!)y0V3lroS}C+lOf{xQ$9ZfY z4$4_XTu*42$*<6I`vYjp@y^?r;g=f&=g7|mpzgls>VjyRFY&1F?)^d7jyM*a81{I2 zsz%nD$n4iK={;{7eJC+`NLC>~)&-i{p zyu<+)`$`PNzO0WUBkQ8i3%XOOi7E&O{Nf7}>7~l!oUv~f5>E^~vm$mn#AIK@7fQWT zSP%FdgtN|nply#5)nyt11RTELad2u`A)(ursuIzfKIkZ}?A>0Lc3cpaHpXAcD`^Yi zB%PEgn-07OQP)t`I<2k|_k%So*XW|zheKN&U9bXvMX&lqODbbZtZZwr(K?|pc;ep!iBM&Jm&@a zTjgw4*-=^Eq9G36RXxQ1$JlvfYm(&Hc^tbjErxMo@HP z`108%Ya}BIG0<(1f}EIH0^ZUpml6dKaK^RM2V+8S*}u@vW`c0@ddNXN?i}Q0vSQ9C zQDP$k4Jm6g$@eT#X{?h$BuQLQamz`f$XKa=7YZA_#}KWQ5u)J=A{kpI<1jzv=}YcB zKXvNd3yGnf$NR=OrL+rUv!`;#H#+%?!RQ?m&h#QWc&1&}i&`}#H{uxEWJFY&Gt)9& z9z<0q>4rOd3wZvCwl03SG*O{0c<`}{xp?A47qxkC)h2E1Iv(xy7CCvXnuWy<%U5Nn>^Z)`^owfn~XW9FE)X(!CkR$2&8qmOc;W;L)QzC3nqPr197U zo9}oVox`Mp$jmf7VcV7f%asJX?sh{k)eQ%G>$8(gy=RpMiV_po28HTXH^8u#HJRr7 z51+Yh#<%&dHs%Ax8d!#Ze}4WLc?Hic-=977OGEbo zo2cFSPob}@#;=T2accG`sErHZHkA@DMa;4`N&bj#Sj!Ovbt&y%WG-vmyI7|U5&EH5 zxZ`I|PzE0+HQHbvgNdMcd_*RHVP@-c=n4VR_+y*Yry^(GM)(>+7?M|lXqJr$Y# zz>}ykaDqrq@u zZGO`tR1H_!Q`P^^DR-)W&$I@b)n!@$gC9+_9^sMMJS?gWK6dXZW z?VYN}fjd=4Gyu?>M{z-!Dt%a;)y5bFvZhRBaYX4kf{qpbxvBDhjCZZ|JlL8vG+T`P zY*e#o5UMM~dAAs&n5!^s)PtPHo1d#zOcGk;)FHX=8Bs=Fs;gXPyzs#UiXmGK?`?uc z`MFvE`&7tf_;~<6IiB_K?~hmN2+zemg@={s)I2rm^Gq`*fuwXd8>SWrMZ5)Q9FPK( zCS7&zFVaEu+BFS-#Z<>*wW_8#xkn2dP@*8e1y97Ikt2rCzT9*fuYnZr+bq+Rer(KE zh>a%l{Q0TS<88a?W86N~fZwRKO%|?j1pQIZAT1P-o0DqL@?Mfm&`kf_th#IXGgcMxP+Jvp75q)EH~LZCvW#aSH-nsp;SE zZ~%`Z45(#6UOvW~kJwAQZ4@}=G>%X4{HhYhv0rxV0)!Ak^skBTbxB$t0>P}lF3db{ zysGbe1V`_De<$w=Cwf$6pUm7uMaicvSez<&%mvfqp5n?8Gn++((6}d41Tr z(b+T-jmJ*WBfJ56pgXQLOS1^?Sd&WjBZ`= zzVrbk6UW71#*K-rtwIOR8iW*Eyf5;1!U{;1WBV1OeNg6SqH-QPU#8B#w;~$;=91@@ zV+Lbye?pgq+s^{OJbHF0d05baIrnv3QJc0lft-URak~#tFlJ?Vb;8f1UE{W{k0b0| z9GjPX=*^<6B@j}a!%Fk-i*M>f75N)lmw*T2-bGV))&HzhGhS13N-t~j@Bk|9^Iou+?Q-)}q3%UU!y>wT!O!AV`j$&mF_Z^jLY3izrjh_RXPt%!cq6O8a*=Zx2m zkCaYltqo-=6GRk1Ji@DaBRtKkX^sg+B^lt>e?)tP zhGi~tedv{@=D(G`PZlLi>d@plRWTzhNrcbShmco`=y)s{{{{jd=hqQY7+hT&Maf`v z9z=n~uRFK<$rsLb&;L*w@+OBLGV!6e_U|TQ^~6D+TPx#l^y+zXjUD8FVBU!;9R$K> zq&HfN45v6zu?iG3-unuT0h*7Of1dlnpg@1$^$@x8H)`I~>a0_Io=%(18izl3nrgnq zEutrtSN0MLnAIBtq%~9aUaY8mc15ySYW;L)8Y)on%5yIF9ZX=0W3GHy-Pe3fZtWH0;0t9^t#xDQ{j6?o%1RZU&7p*)YiBWo@eldTf~72 zw_qrm(j5My2MdfDo1dHa`U~2{eg2@@9(b36hSO7AXf}<0w_79DkGQMP9-uFU>v=ZD zHQ(qK`!YJ`Eq)hx_T0aAe=4oU`UBQOoIbHr*)(^b=t+~({&=zDZ0x5KQfU|2*aD+9 zZU9=s?UPQT(bgikau($Uj-35un=x0M?B|gAa$SV^Ni>uH<^>?|e!M-6b4Jk24%9V_ z*0OiZ$}&wsZ9STFqW@^~=KT=p_W7@W_01x2Upmc?#zQqf%iC+if5WZXBZ~cJmHYOb ztJ-7D-RuaG&OQt*&uj`)(JpdL<0;epzG3Rr=T{vm#n+u_>XUY!4l|^QC?hnfd@5S% z&*iPaLxh^wPc}4iY)utPr-B5*D!CBk2{!!n-tTKXY+razN_qBv9UWomH$65?Ded-0 zt2x|zj4p)?CUHm`fAN7f^ZfFD93l=H95&j2U%4VU^VE6@Qj0&qIIB=SM6TTZe<9;y6;o$dfhAH+e~8c; zeHsgY{+>+DwCaD}o`+dbWdB2k^fv**{>(LFP7GdUR?9NTyuQ6vgo;$o4G=v(h;MX> ziD_p}HQZDAM6+w;ze>f!C^#N1K=dw{?>yS0#iugBzd%1`e(k-1!AvEQWIPKZf@ATv zj|J~#Ob{3NF}uqP16%Ii(#> z+uNVllXXo&e)5o+hKdKvu5S`%55&1)cQ5~LPuY+Be~M=E^H=*68ROs2`#1K#We+-^ zgRLvVF!49fkzd#Ep1uQM_Xv|ca*zMKZ2At@;wHl* zRmgVMe+-Du1_EPGQueM=C$VaM-F(pxhz6N?Px>d5lP8g2SQw7PlL4qssMU;<>WWzB zslMlF)e$2K5Q}Ea7mg+s$;Rd!2ZTE;Z4~r35EbwDBOsndbqc^;^3n>m)V-1nOkuKk zy-z!+sh4{OI{7Y(>%kMhtT@`HIqoM!^vc$3e+#3w2qK!jzFZD>&>+b2^-&BbZShOD zpoLT!EwlZ#ikqRU^~8~1;$DbPN_BzniDKL1PVw_1qf3bvJsig>9s&4c&i#Hl#FLcA z+;H%VG~=vBPgV8jG8=2$k=rEYHGRQ)*PFU^LmyH4#91@fdzDT`pvuqavDbIfOAqE# zf1m)Ce#lx=2T9p@$`*XL%@O zCDmg(w-RW=cr6-$-xmLh@d;&XQq9J z9okm}8EQz4#!k_FRME0&T&S|tfC=eef0ohR&>09E`Q#mhX1p-n^HJ|`wIr4xQs4V@ zRYZYP1fhltEfVRZKI1f$lgmh2&!h^Ln1AJBG9k*<1PwhRh{uRZVx!&+=^<7>g0 zG{Z#<^4xr{Y)~8!#bthfa+_chquoV)*G*n2VzB#_CdG5-KePkYEW#)*aH9P_J*h_%^jBdP6eppx zMvKVz2omA6#8-rx5ldn45-&tYqI>{8!>N>*x-=Wszg;>=Ua@}QDE%tzf7%Vx!By>l zKfhmV&N%kVj=j{R#UkO?fYD14h+Z|*K0lGCN}j8TAZ05pRw&C1hHle^iXnm}rzSnl z^Rkm>OTh9{iG^UtqpvuMEmL5*Hd$(W;-}e+fVkgtFF$pc;{C zc(2$gtM(E;0iRjihtF{Of3vD86=vgp#&G!*$+wZs!rpI^iASGK3kF=Dc#r@Gi=rRY z<5XAN@C;)m!+X$>`HgL1G7h+vabvCo`rxj-$d|o~4(u{T*))@;cMJ}bp(R2;RzkZ! zF>Gj@Qa^M!oX+Bn@l%sq{%oQ>y9Uj~tZfJkuiJ=vc=^I}-W9ZQf6i#M6B>TFOURSP z#&{p!eRfSTjGyKP;UlOM1ZSo=N;Cqz=Y7uKRJsdH<=NhsA_4HRu`4g+4U^rH#FGqV zuNE-Ma}7y+RM^&9lJQ!cEY&&!vP2~3w%)MD;Vf`nwEz$9_=EjWqOYJ^cXJbbs2MAZ z#hpRpeNCr*zPq#(e;`}<+!$#A#e3n&2O>Cow9L;?6Iqz#YHufM68CrSg!SZ##{~C~ zW;?J^ge?6lnSwb|B-me*Cjf2I0NF&IE5Iu{|s0 zofK2l=ek5Oe+59K-#?~M^RX+uSsNJFx&D(!#=H)`b1o`>XM?KvOyo_n@=pQl$HH;0 zXYN%q^>d9dDDddEvhqy}22@Y~N`~Lc(p>@fdG5x4;BJ3{=@&|4C`in)RH|UL z6_;Z{f9s#$j)sPCMdOHaMIppEY2k$7rehm-(MD{@sk$Lx-lj;Q-b8A1bbFK3bRd#rh&7oHvTb-n=Gq#NyH$4m()gn0Q zIwN_%f3pD%2xO+4LRBddWvHT)qQSVlcj@-|kzW@&ilJDEwS@2#O!waO-D<>I{fy94 zGTfgBcbZ?oVsSG&v_9t4aRe%t(}xPUHh%QE4B+C)4q&dwh2+BDET4UXfW)Nwg&*&3 zxYOJOx3qFkG7Uk|zb@!OL1aUfOryjb^SFSvfB&%^_xF<)-%6l5wHIIslzw>|3`|yh z25zFF0aOi!ZY@1n^*>y)&K zHwe@4cdaf64|%7CO|<1Ah<(z!bJqSbkbp-R%ZnfX^&Y?7JH!Fvx-u=2OJ@o+X9;T_ zf8|o9k8MO5POO{5YS^XT*dTlI8|-2cK$|uN1q00Y>|3W|BNhrI_xDGSop+t_uFE8~ zMI(4o0QvQ5EWNT8fTD5T21b`)(?nqoL5n!84YYSrW>^XEB6~p2Vw?iO#k;)c7C`b| zPEf^ZXh(2X^>jih$h{dLo`FzSm~RE9fA60OI7>Fi3U^_?->5%wa$*@V%%0n$__M2F zZ^i^B)(5K*O?>L_MVukG8)3w?1Sxawp?42NC^M`0x@mFy-2iE*NpZKRH+@?|(5;v9 zMM~FrKIyvG&lP8G)FWss_*>H=6%g16w)&LB{{qBQi6@&LrVva{GQylTekhg5e~{v% z(gN^$m?>@5vB9!r*JI7(UzD2yWieh!E+yPf8vu{@eFqpbHB31xT#p~K%+6IvKqMy~ zT)3Mwb%8>JazzktAz_s*4Et8RG^39#Bsp&G8GDJD9}P8A&Y|jsz;>D+$S+A{io0PA z);TG{a(CtV88Ul+rMZqu!iea4e;kEg$kHiT;+ev#wcUXZzOpSo(a3_gm^n8}sgc`3 zMx9frTe!E35^uYWj3wWQH98OnP|4W{<<6$x;%)hJ)#^jGe~}K56uq;80^Z&Nq&weg zjJR;Hc|U?kG)be84W0G**h^P}pyRjN$^Jk0DBDXe@tw})AM0a;u!^@4f6fZP)ImXO z%(lA+3p$clu42NxIANo*cnac&jKuQZ%LoluPZuWG(|xnhYM3+^3ZGo=GMjKN$faE? zU{15jOmZ#Yj10e0Ak-e=;UE>BXRO9AJ69&j#)|u8ORhlvh%0=g+s?|#@Ytg?DTSX` z&}#K266-;iRfy*jHd(x}e@T6*N7yt6PYY723rrW^1aCe8M@XvVgo07=<$$(TR(wCR z)(~zZ7o!gPbZU2dU)s8gDk02#)@pAQ*>EeIS}{oGaNl9DF?%lB@~Y$sVQsyKeO#pZnglV_2MR$-rtf8URIu7Gv>)7Ocw z)6S;0J`e2b{@hG+n@$=#o5IWy-B=r`CBq7I*aX>L>wjYYL!j0OrJt+5o2QD%v32oC zGw{&L@k%;oNpbKDA3b(1#*hc)Q6q{w*7tIe78&Qa#7o(z)Swd~bT2{}_9oq`*E31< zn*g5y)d?$R(d>5te+1n8wSHP@?;CuPowj%|`YeDI-ulH4fiifPOw#_H;uF|3uZAL1 z#2UW}p*~TUp4Qg(5fV>nZ(RU|cpt^O#zaxop}0IF$304dH&pc0iUg01)~51>Q6R`~ zkm~1iX;*Yk2zFK5w;vfJX8u_+6fqC96xVjzoLKV{L-Y8Le_8O3Wu5Eh2pSJ6JVJr~ zqf+3xtD9ocx_Asl(SR6XnOjIpXMb}I zdhX{^lPGtarH;=*7U~;oD<%H?(ipxF?ZVV4R?7Kje?EvH-8DM~KM`DYiiVtt(~S5` z0FcvfN6!7t?S&PJoeHgte3#49JT0zGvtm0K_ILm9c= zEqOoOe^3kcV#=c`<6K%yNX#qkzh|hwFRhmL+?D{ws_~dxR1FyLJdMueLhEx}!U+Vg z9S;=cSN+cSqhm&_<*6Oba~52OXJUQ6ge{AOoR`>(Uhot!u(<@r%cczjR8%1cylcUI zF2ZSL!&)&9J5eJJ+#d<4dU*nYD&F=64a0&$j3(}2 zf9L?hbgn0PFFnr10w0vM`oUE7`L=ce=;p2|l-3bEq!d!IDY^iPb zR3D?;Eb3@z{f36ef&nx?IK(tt+{D{%zI!jCv``~AA-X^EleNEh1RztHD4uQhR6sX~ z@{7>uI@wYz&5r<>jEg{K#aV!eU#Cbre={;np4Ff>l#T56+x~fH#`uC0H{Vq03k;Eov!%y#){V+h)ppJR zaZ=-zz)-X3H*L4MgR(RpPw#h331-9h8I)n*GuTNGWyopg&;JCU$1Hey1irJfe~$dX zMUhsDklIFkck-RHRR8{c7qUgk>t~v#=AK<-Pfg2mzEM=SWOk4FTc`P8 zj6jT>oTWT~(LW(1GTgorBwk7T%2S(CeCZM7JIoI>qS@&Ci86=EACZC_AIX1Z3dNnV zP3-E4u2eK98)iG@!Gc1`PzF{5e;W}|0L40cN3$z?*AC6rvK3fqp0%Ef?1IkG_$=oy z0}!deHMK{B&c5%5fJI9B=urZH_3RWRTGwm?!2IwH%9y#FSz57zEXX@1PF zpxnmC!c&tbGP<#;$HPUMHaxycEE^Ej3%vsPH{PV&j^@>r85Yl6vQdv`4qih zz+Ahz+W?|%32wsQ->6I?)cQv}nF>74_zEV5BwYl=M|}jyze1!C$FhZPWP57og)ZzA zsSsc<5EPn6k-d^>2Wd)ovkRg-O?BI$r1P)EV*}t*@X1`{fA^(mE>-R0Bu0o&@Kgh> zq)%s=R;#}hu>~~_8=zR9EtsIq)pe`uO4qC$t$la_60hvxWx)UeX*p5`-MW<&uG+iDTH%V3$8 zu&@FxiJK)pclSqlGst@t#KnlDUYSRq2S-3wzZ}FOt8KvZH*= zI$p1Ll=zX<(pwR`z|sEQ`|vrS^pEqvpA6c+e>UKJNe{`X%NTw(1`5bSgve63!4t!h zQZjlJI?MaQz3bQB7o_|Xw|Kp3!nP1}6h`2Ld- ze?wL|a)2=JUbYy9-fx7k?HCavKl!v1KqmOLgYhID1d|bzXYWSvnZ4_+aWal`*8crC zk0K5L1AnQ+j9r?4ubt6lF`W4CNSaNGBE@f}HWvt}Nlwoa!GZy%Y>1GYvY!y(bux`* zjDfg81angE3qz;Xy z2@fLadH_dn3-@G8u`Xot5*30%-Re}S%cI>|8A=h@PQGHIRQ9U_#YMt7sIB=X_;En& zJSGeNld_^#h1QlJu)r%j3y~;#sOn&`lehaPXS2r(hY6BhwG}Eq=epq_g>1P<`?0`2y>6tQ z%q3Ca7ztr9f8&C&i?mK~n~Q5upxz8Mjbg%6{4AZ{`JkL5IYWK#@C*M^49T$w?2yFp8F|M={d<38LeeweDkF z_r9_jMfj4=3eTdSsEUEXl5siy%>GMYhl@J&z~*PiS49&rD_{6LL2e!lFu%?s9bl$D z)l)q3<}p5)e?aGc%~=Vm&@tD_rqB^l^mqhigBIcNbK9Ch6hw4v_taMef0-Z2?Sj(K zeczsSrw789TAaUgpZB7qRNK!Y*44Ka)K$xFF2C?efI@Y(xmZ?eoO)Yw)W8Y35Kqo1 zQpv@%A+=prk>Gj^r>^D>dc7WGq?SKQ6WfWWwiW7#5<%${--l#XO#^7VRc{(DbA(V! zdypGZ*qNyB7ENJ}V4n2$f1=~S?L|YmAKTv?UaLYK&T#pKF(i~b*6(BD^# z;?!g7jba=*B^Sa&`aF=PzHIf>pTDT}1zIlRzy4SJb|X<|c;A2beEj7=6A25Q}%kL!l|K zTxlHtUi37@!4lm$H*`0zqAW{zH-uoUz(k+B>Ca_@2Oos)l=H|Rmt-qcAMkZOS$Mp~ z{xpj_=*R$FoeNB^e=6-kvd!)FEyR~Jr?%cv4HzEmgR)9MU@Y98!eLB=dGeK4$Imdn zH#zT+2_gK~K#(oy`fF|NGuQooU-s_#W%Xo7f-ZZZZP0(-Jqe)}@2!+#R0-8tSjO*q zqOg+N5Xxf%7vtG1;$L}wAoWaud`V{BHLIAoOtZ?1D^S68f3DjB!56I+mz+Lf$R8@y z1F$o0o@zV{DODbKX%Av9RzB(v*aO55+SC;?Hg@`u2hTky>`yF?!vMvM!_yZ2#5uxB zonA@2I3Ny$C_6=OrnE|@Q(BH-OB{Lvc4s~IN4Jh4S@G|Ukm<*DlDU%8f-SmqO34JO z=Ka2wxqt{~e*!@E$=IoKkgQbVBO-3?MoXUU<82d!p=IiWuk?$Z5qN{3fsM%>puRZ# zD-OSCAh24lSc@ko+n2~HpY#;rHIJerQMI>N8Sna)!*^IkN8uP3*VtIx;#w+@zOJxc zA=6)0F%B`~M2tVJg!_Q$NFsEdN$;)Ks*^dVSt*EhLmGlV`#*BbK3s z&+bRee;DHadZTNoJk;doi0=gIP1B3T^5@=Q2p?Joar5<#yNH*(r~?;;5d*-EGhqS* z+Q;F@uKUHl#DR-_F?1Bra1WoaGPiiD^DgL|oxJ7l)qX%y&~t6KlW4I>LtRqELs1|1 zHHDr_E6d^dOnX z#~to$!|_TO^CDnS5eA7L0&sJy=Ugd1KEmk8boc}#XL+K3W@c)gKmJm+#p&aG%py(F zQd~82@!+dqnOR?YE?p^*m%_xssJWusiGpWVLKENCwQQbfZ!!W;&HThXTFXpF ze^?scc*ObVQ9k{73n(7%>CuKZ*X@u$_|RP<%BuK4bE1|%D}#&fVFZ&NknT%wN9C%; zt2=;q`N`-&j}kwbJx9Q_?QyJ*Q`uXQ1-K%#5Pge^>ciG#586>Ir05qzjlVijV4vSp zIgCdrnkKDBjt><55p#{qhTD6@qrtpjf2i#hg9hh%gW%q~sFYn>Ewtg-mYAk}#9pV< zxS-_cA~dc7Qp1x+WWf5=&I0?kODeBwibG2jJb*RqUL(rQ`hlS*2b!E9$Q)J9&e>>z z9z{5zeKdrv*X_||X4qmK3tHU26H2DSwMVF=7jMi~8ge4FNp(=7>sJ}l)lVL_fAPum zAdAi29?_s3Z-_KnU@5(6&!myY9DFm6BecCujqk?>KI zGEQy#_E^KyQWqDdA-+S@VamT^EyH}b#%tj#H+9;8*ceY66^?kpv4VE@m^;BvPfM&w zQf~1p$reNzr9l^oyBb!mS~=S6f8J*U)#$TT2|VO?Pwb>FNl1-nm8r>jpNw!y|Cqm% z#YeGLL0+5V)}Oy`#tmfMqvyMg_DRPLUGW6Z+NRRi3$>UU8`Rlr%N|#u8r(PO$Lo6> z2d?iijb>*rf&(|N#Vb)>NhEyb-^M*sBcijKc}9VTXjfn=;u-As7Co;cf8|z%*_IsM zOAy3@+%Js>#+UDtbhkZ3Eiu{ItsZQcBWXTaniu{jW&}CyNw+AbQTHOtx=mwrcKkUc z!I?sQ!BGOOlZbA!_w|d%Np42uUU!u32Y&t4r5^}Ej_@jTs%Q=fAkXSyc62e;W^r$> z6TfKp71_D5hX}tSf=Js-f9h>+%JHFC1>F`yVol+0tjE!9Z0)G)_|X%NWMhjTq0QoO8H-DF5~&U|xrB2;Zt z47lalSv|(~4HvDvf1cDprJ{bDdn@-?%Wwx8SzVM0&E zY!BK|jUYr=t!^8j3jeJWe0Mk#$4=w5sD4MYKC4FuAW0n$oziH=A_3GyA+z8~ z&OPs^(Mm;;f01X}>YCxpjD!^W#H^IheWE+<$D$|9PM~#U-!AB%u8;3=a~Edovr;FB zL1#HgCKZ>>6&$ZzHKQ!JBXNV*)ZL-rtX{re-M+t8+8>rb7Z> zlPHL=FuY?JB<>z!>Dwp)HR6v5-VaF(pHR_7f86Q`(u5L3Kk{t5`ASVt$*xEXG3)kV zF`dl!;X)dHMGTEt5q`m4=$v8yx{RoV&0(5p(bhqTd#D4%V#HN^-zM#ydkSiEnoL`~ zG0HkpWFu%_;(aM|v`#@w;0AYBWX(ybXoh)|QMJnMGBp@89@?{!B%M{!nE)gIM!V>2 zf6VciYJ1RT{5OLJN{!84M5_+hrU~}Clk!4}(9{KJYySPYedbEG61U??H&W4oGrCqQ z^?yI^BoYUH-FKjHsgVnvg`+&yXBTEidn|(HIe%-%j?Cd`|BR6JKFH6(hoyC8RcSVQ znGP|vG)*7R&A&ZM0c!ZL8sR7pGs6B*Af&2LHz+lFS}ie(8af3{Wy z>saq1zRd7KSEY$EV2Y^8#ox4vdFqPYjH-Blke}G2`1f5*Q>!-ICmnjfs+(b~Iv6(- z_4n6OYq!gqqUD%!yz=Zol9ytcmU4VyA}I^yA=<1W>4+7({AJHdA<3*{`>R${paWR`+*kw z^@&O9Y+&K%4?F!YX{3Q~&mKcAP54e`auMKo2w=H?=={K|`x}K?rg}i9e?W^jrk^b= z2pCyV>pa+8zvQ>+ioS!6*ha=#uZyUmv%t`3Egn7pkzOQN@vsoIjBJVAJbm3ncKbwI za<70t0Y95D4o5g|mZA2%;0Gdzw$OO@OAJ?1JfH|$*P^c67$HxeZ=M>M1?EE~X)%>W z+$^p9ZR{nl{tzI#BC!S*1PxG`^vq0-n#kYE^K1FGR@j5`Q@_)P16Mlo#}21 zQY;V85!R#kIzabxYL_ww@3(RhpN55ZXz3>eMR9}?WGlK_=X0Cm&| zlGsYlPAhqN9f6Kpe-(0*zj8%zRvBub#f}Vw2M6q90eZ8&)OcH*vqg7-OBWaoy!Sp0 zQsXg9k1hMj@3@0ON{ZL*w%?S6vu{@R9eR#0#LxfrE8)>!|B1#|;+_45nFf1S870Q2 zt~<2ws!jiO4v9(Y3Dzm6A@fRaaF9bc?F_Qic7GnxPaGwGe^$NimiOFcW{D$hP9)4{ zeCD#m|MpL*fm>V{ z9#teP(g)p#1WWuD$O|8}#tk~&Px0V~s!TO^nkNN7T~-<*d1iODmnVx~OiU7_M;AOP_9tWGB*Quv_eP@0ws%3IAJ7zxqe~r)v8CivpDviY&(fyplYx;Cf zLyahYU|J<3B~{}#ohH31^Ko+xXg9cv8oHd~tHw9xT&qXfKos3iK5pAax%m6{TH&_d zVo?LaU!(v(7rgg~)snsp|IyttoK_z*dKH_8Vin(M;rXyX^P)ZCv7kk&YvuWIVc2?t zd^edFe>HPQ^t%NzeoopKN!^naxaql%@3&2!BrfCeszQw^rF%~um{*q^&=PAG%~{Kw zfaV9UK4Q*_RQ;~vXtaR&pL>`r+m~!VBHgFnVCTjV40wOnOJHUn{=FHRXW`>>d%6m> z+0hmeM6d$aHDS=}=^t$uP&=rYL=?x-)O6Jbv1qzNIiy2$rQ^B#`-OK`R7+bm69)nC6uS=e0-An8%`0NTz@Gi zD2b6bnEM#~GcXugn}+BGM+^q%1q>iY<-WGdAOS6lfDlrZF%99lyql5T66Y2^E2QB@ zf8XNG5B_=%-X{Ujsqf&3MU^Icv|T;=659YpOjf7AfVMy?hdHows#!uoZ72aOCo{}M}1vIr;1 z-xv|dkK^`P*;;g!s4>iGQ9hOy;SJ81k=WG*=-tvk6Yc-uw)g{M;{505=XWsd{EvS9 zpZ`c0oAk8&6_{3OyKSNP;Q2Xu_7p23kXN`t_)}|0Pb;o}UqiRmcf7co#F>cvf1Jzg zyy49^J2Hcacu^5>wNRqA&>>0zAu8 ziUnq0YS>|Hyf}xj3U*fol43g9e-Ul%ZBN)Ogg3TXX1wdnb3}}73&1f?*dJV)vYXM& z%HAvf^S*~2`}K&L{l3mCEkqs6uW$;3gL-pDhJuR5T56b7Us5SCK=RiV`Yf}4dm#a~ zr)o{?M6aR#L#n|$1b*ljhXj?BgUx*612*MVSglM>y(_YTVeBDBC}-b^fAecX0qU*> z8)o_4a=ztKZ@7%aN|`G@6%ImI4^OJc=cz*MYRTf+tHEi!Uv=&lwgzpn?ST1FJMXPD zWnf_56y79JN-#{+W^tY~e!!x7NBIK9FQRnn1c*vsX{Pu_bW((k3`F%Mlx_A5VY6T@ zv7#ll!3KTwZHxKY`_F-Se_Y!KzKqaaexno-KYxYgHeATrqEifRcy7QZdyu+Q*`Fj? zewqs3SRmZzs*Muo5D%xSEEzOP14wDcjUv1R9=!y|1x>Y&pw5mG<)4W8)UMCmO8vP7*gp@uFFb43Rnj+A|fbzGt80&n44ROu4dBeh& zqA&v?@j(23zr0=6e;0r4;D*{-gd!W@Ul+tu%#m3iZ|EpjBm%qB{ShcdkUjt(DqfNx(=yxp`k1sr@uTUGtN^cfPEN}!YUJ9@j zYSSIl;&9hPLe?HQ=^^n@#=AnLObRjWrM_ej>B5XF66v1CuN4jlYlf zEG(TQMx5roFq-#e%$-ztz?g*wrWQ!q>>uIr`l77QZ!;Lfg$yAu_v)lYW(){D{aYon!&g6Yp@^uym>IAf%T3thZ;mg0k`-Wy|iW1L(cZl2x2R_!AbpU9MQIMJ((){!6@Vu^?oi4wzfY{`RqQW-q-^djV8vi%TGlyV86=z z1IvhCQ>=5Wfa3)e9#f zZj&Rrf7u3lz)9Jm4mu%N*>`RS?^x}QEx3}BuWm8da;bTUuZuSXQY2)Rh+ z@)!38Ozi*2Xq4jDp)vrK2@Q-LUoi=uv`R&le+&unz7o^7&rTjL;SkzB4MvMRY&ofuFZ3XG9y(?v?7z<+~37 ze+Uj%DiMF&$t|Wf3*@7$_)5T?PiiBAn7Pa75@q%LX1U3V}Fp8&_>SrO$b{HVf_$1_4@Nx3k7S{ce?SYv zgm`Ms_A*Q(2Jy$Aw-5uAb3Sg|zgk&YOoM6R_MZh1Mfi_sGnM#syv=+4kfYkW1tX2B z{u&wVLXW!~d-L`&ElcgaLL@RG@MCnFQ6t7IT&4HV_vtfUSxx8a&P&Mk{ROmDIXc74(-$+Y#?IkQX z1|oL0&!SYA6)hKndkfF*UhKf(cWbcZLS|4UPapBW3PC;GM?_j;jP_L?(IQPn&QvH2DTo4 zF9w9Uj;$O1ezTVo#Cu)uH3nPDqbOfzLGj>@@-7ubo3^ITXO5^sLCn~o_ks#m^+hw& z@sb-HS(qO0IcyH}VyL(Ie=I$rv*QUj$3itiFx`d1OhczW*y|0eVkI@*G%sLZ`swJ` zE?&TVyXoyWq9k;JH$wKz5k*966_&<%)bIeA@mkV?F3V*zsHO+UN3Z}}I|%oFwUHPx z)ci{&WO!D5SHV(eimxeo_BrN{6q>oYD&-0%PG5S?k69+=_zr8%f7Sqd$D@6zI0N^0 z9r2aXGVGt$K{KzBCrVwQ**#*#wfa}GnXlTT!!dQ8T%%U!bf@!{#YLuODtn^dV!Dzp z?P9?xd-JsNc*onC38qqhuubq&c=GHb1}D@wIsEucjx{SphtPO$H>R?Ae;yhPjCVxO zwxG6*oc`hq$Y@O3e{>>P)BB+SqBIev7F!YPJ0)FP2E&W}Dt5#HQS6|tQqqiQ$^BC; z(gTf)hd)hKGQP>v_-6xfvq8x3pJ=r$BT2-UL&y<{mEXT_zc`y?L5tIkw4Zqq{xy8- z3-H*q1LJRs?Yqi?MfEa*J1ef&w$S9+(8DB@M9R`$Cz7B(e^H*H)_dcod2j30zc7q} z4ny}7Lw+)EKHm`4Xf58CVnh0ql+~WcT0cQITg3Oa`@3u&CdFu+73pjOInE~__o0Y* zmiO-IGm>&urC!M}O<4VjR%(C20btoz{qEarP!}1?h{v?yJqqYbtqnRb&G##>r@9mA~pikaF5F;!8-hNny z`mlsTAn*3c$AI@dx5z1c(p1|+Hud7L2=L~>1Y}|j63ssn$sqNl+ymZEdZQbr&TnxJ zuu{i=>q$BuK-sH5Lw`SdQiSW29x(c%Z#N75y=tfN_r3p8exuZ)x1upcOoxLLG&R^e zh+&~jeB16KTqyR%}1ELwj2DV`D@1x{O40=!$Y^+W+N?5@|{+Ego|?PK`L z(=_6;1Bj~vsXW;R#r_-JO`IRhDc1L;ldBAT!DQGy_w<#4VY|woApcW`%cPt2d8tw| zHd3!Te%5>^Np~YysMnTX@xlxbIpY0fLRXLwp4)mi{39-u4Z4 zMe!(il+LPDS7;1G8d*SIX1)2D9=pRSe&J>YDQTCv7sW@zBo>wvbK1Clp^Wtlman|0 ze^*u}UH7_t+le8&+v634j{_nIzl;SO&(#2(sRcj8+4nb%^Yiv+@y6}E_LoBw2kw$! zee?IOI@fTOq!@HljEmsjGL|J{%#J15pfp;aAN`wD-d8qz3a-SBIk);r!EUwRu`H&* zEi#b8KtSZja;NP-W2=}`JaX*!LRClxf8~EDiGYRT)IPCapV+l(Kj})1uM1#P#48$O zoEb6lFi{F4nfG(BtY>~-2W=?&7 zOe8r{5t~4ecH8kxMB7tXy%6&beZW7sWouvDAvIE0Bi^{UcE#^^9>?$_UQ$;N3B=@j zoTc8GVT%%bp8dT~`*N)fe_tt+6*eP+r?kZf6f5_65{0G11uTL0cTg$G zEq07-HHD)H0&~_lfq2}j5Ol7Oi=+pcYTlnp5!X`OzBA7UbrelAFPf^+K^_5lqrfH-+#6D#V7wt)C1iDLOjD$2YmL2+?ga<8NkI z(N`iuCik7pO zS&Y(eI_L*(ItXVb`6SycP()|~ssz=le=#5gJ*jKlM1Qh+6a}QDr(-_;2Tv5xhj^(W zVH2>7#x^WUPgq{1NPnq!#>-E)-^3Ge>XP5De^49(W36E6;lsZZ27hjJnW{kgYrH=Y z=c3+13k9$lQF8{pHk{_c;xU*lf-1}g()WZPWyRc;FoQEw%zt2~zD zEeDu-`+06QMp8lUJ_2U7;ool+9x_BBEz^ zouBzykGb6`PizmqAPBH9f`k!AehCKy9n1WluTjj9`RCr* zh-;_xxeJ~{dKY9wZ! zEPvI}?(wnrXzOaIe6k=2OnxFZqQruF!+165rXYDy4!O__G@?s9uA4cW%4@KZr$>t5 zq)Zgj@|_G%>3_5cjAR&C2s?ac%K7I}2S|`UoW_$zF|YP$-@U2P2&6i{vADzMEV61& z6G?pT$&NjGm8ll$p~cncNSYus%Q)uTLv=*(-0kYnvjAc{N7Eebw=gN`bEh1TCBT%d z3U?4WvGr>aJSmZi`kphj9G^kqy^5snHqMP2i$owx?SBp7e!48*306j&k`S3*K#7-P z&!RrA%p4*H5$L1R-mU%iL=lB5UnkTQ3sl0;{C!K3sWv7;2Bqv;JhZpj-jc@1d1c%z)8q&h4po3(_%E4eNF>AmGJCX+Frg_TT70nymV!#N6 zvA;-~k?sEp0sf>6uJXkEr(`wL!?)ID=YK8Ohl0uQLh?nM;QYwsZ)$`RA4**~#n1(r z?B>Y_qrce%7mwmfa)Dx^WGXjDz~Uo*sqt2Iv;s40#rN%8a=oHVUOZ=qJFMA03JuN8 zIiaGMNb4mnljQFb-`70lbxA*8Y4{_~>isFpLBCd4cp-{Lw@45}jPpYBJeuXhQGc)W zjRMw)`Fh_%U__4a?3(E!3jDwwyZ{QbUB<(xORG}P(5diP=QhiR)PdA9tiK4xescU%DbayXh11k0VN|L~)V9bH2s$YJfSpv=I(~QKs zUw%f6TQwH|E4Ws`d47|5IIGu@S$|r26zfRckI>aG5kn2>N!u-IW1A*jBeJ)(u8aCHD|DBpWhv_xupIHntzGfJ-a~K zTmX|Gy=J9YcN22<=rDH~d8W_Kvb-^Pe#uOwf2?~&5!tahWujR<>NOM=Go;tv&+M1yI*xavIP>@Qy0)K|8eF^&a+^r;M(LBigf z)HH5n<$;}Db}YB}K1_84e;CY9%mzl^9!QRRl)X(9$&n(C`Snc3*?*Nae3~_f6^>($Sbu$FEnc03#NgC}INdevCeR=C*2#npw$z`6KAYDVD4ITUPH)l< zJTgAD*yL0!B0HDOW1ua!rg%UD;&KDFnZhYP_twR`RFVbMFqDk||sHm=2a5Cq}cP3e6 z)2sx)5#PtBsb_s5JqRfJH9z@um+zcSTFHB>i2RHpFhcYJqb#57LL&UisaWrQHrUC9 zD>=^k8PG)}ynpLflQ~cj(N;GAu>il%!f{Hbc;z;Gbjg!Cw5J+T1m`7R1qVEQhBr~S zQ zRXwFrLtJySWui1-KZa|8VmUGB(V9NcaEV29G19(CfPW32V;ywts*F!*rpNuT!RI9b zHN*Sylpn}Pl4muWtWpd~5gaT1(|}vF?)@I#%Xq#YbKD&B@lz{ecOm`s#YAw{f3N;+ z91%Kpfsg8omnnTMg_kb4&AzuTmU`h9R(wNTvekl1vTrtQS5i1J>XPvRn3>yIM9oN3 zX|UTJ7=H*NWTv1Z#JsSI>eRDEEYV5v6)r`_)q4V- zie6 z!my&^@&p}F)>is=GbWVB&Mqm|0Jya?0IVLxdA(b{CYI^hca4*@0HIx7t5RFn_ z9x=<>xp^Q)Uj&99xCo410g4B%pMNfWejhD+2M`cvcYn7jKXA1S$ht?IPveDeHJWN} zQALcgpt!}snQ<`!?&LfKdWaO<9B*(J^@hY))m;KMBDb)xe&mjOss9#KC2(t+N1_R? zU}Z%!;GrD9*z9!uN8sBJxUXp4Ysek0=J)zwn zB}$Q6o5qp!XqgWh<@J1~4di>r?$v}0u4gkE9Wm?OG)%JY#>`<#Pp>z398hm=GdqcE z3#dYbw?=|yQX+U>s>aH6ih`M8!bZ|=rCnZJzKI}K>!PcRq+gHwf=WSjM~j&>``emE z_MP8h9}{G;2WT}U#m)EY(0{UONhJEsRKo!c6v4Z9=^+$uqIg@>=l-+O`2Jv(iHs^} z4WCESQ!o;#Px;o&%gbYYbu}Nvtvo=d8%vm~eNCL-0%Eb3flx)@s$dhh;+?tM+Q)P@ zgg(I*BL5>vQak&6@XJ6RcJ)<4T55R{23?_SQ^P+m?!MsR?9qw_-hbWE&Xxlv!IO+Z_#hNXn%QvaEq!c@BkX|UxOx%_|Bh#bj)W@BnW%^0?LgJG|q30^!Gh* z(_ervkLxhOZr$X2ztT(J(|>NA*2R)`!&&_7$`RymRm8j)^`%D?B>Ov1Lcba^{rG2+ z4_1r4#~vAoJ2*Of=)?K9zkq{qrOh%(s1`A3lFDK=hZ4U-sDGQcVod>`K8i>dJ-Kdr z#eq3O;r!C`-vd%8LMDC;--*(WR*n?2{_q?_a`ZR*W zp5;HcZNKr~iXfO)T?G)Z-2@_0RL?VzY;x> zI?c7-;K({h1GiEA#=yZtdPlJS#wa%?bE#q!Z9hYJ8K}=CJnZ7Hqo*WmH#j3kQGWK& z&lf#VTzPAWJABTheOzp^+%=MUUmeA>+Se9`s=?oQfqw`1n!u+Pi;4+6--Z;b&G5%& zM4^PglrN4jS}KuYz6WlGc`o>)hiijKy4tdEkR3iO%Yr@{{@@}M-jXww2$sF3x>q4N zQ?_3nC@B3Sl1%pVzA=J~Q%WJ82fqy|+qD~IV2K*RncBV{1!x11`9;v|ngq1RD7eS> zopy@~EPoGeksNP~`MA^$6fmx2Ow@`#h4wF}@mp{x!=XU)SkH%M9FOzIf`&1|_TWjk zH7%uuv3>o(3M1$F%2{&+*NzfE`S*a(Z|P3@QR|*_G z#h-kx_3rVooXll!75+v82Q37Twym=o{72G5)Ge@@>xU|2Vt1+d8L!a9lvjc#eu`kn zy?#DGj2JdE4#Xo*ehdx(jA7$P$_aM0B9QByT^hHvLv-@5GG2&qKqkq^i6w zYLIhzlped_eaUe1@P!+Q`VyQG z6&;@I67m5b}+tsa^Q$iHu3wO-8k6b()W=+!O8f zc85Dcl_MTr^sHspXkOxL#5HADp+g8bDD45YSk$2N?;cO*c&;8n`WWI#Lr>$uYkw4T zBq-&xwxZYMCt{j<`$xy4Kl34ilU(qFOmved3odO}GHfx)jVHQVTaw1}P?Q$$3xq;u zcW^#dY;5Ll@DW-?K|fZwZK6f@{PMUtDU+x@8bWMAB+XMo!>oR`7>e%hHHoEe>N$YH zV9#&x+^$k6LGydm&kftmy(J3|Hh+$uK9d>hMo{g+^_8<=pWX7umOky|K?*FL+zm8^ zyw+hD-nDs+utIyLlte3U{ec~O&2GUlil{!JW;_MOq!++!YeK#@wTR*rrPFgHu;U7b15q`hJW5J!+4@} z-o&@=Y_jL14PVs@LQ>K{MXzJe?iBzAk#+8`CgSo(9OKEP@ZrSz=-VhaP0yDf#}O>< z+rPg*zm584D%XF_4ejsWbLcPBWV5gQiE7VZ^6UTSC9jL9mCe&%Ke18&G@ra9O%Q@$ z{c4AA&sz|=towEg&VmXG)PL^|pGfNR4HfBj?efXGdX{sPx}jeoyU5AdYKkNvV^ zZ$}O@=Nb=j$Jy-zn(7bm%wl^>eow6s9f<;&vF%S1{&Y;i>znh6&VO#Pb?{UgUAio+ zYg3Bd#rF~LX=<4UUU zrjvMIdh9&*xe498hia$=cT+G5lKaaGcm`@y1z}Mxbh{d&&3wD=Z*61s7B6L7dpB>> zfQ~!!JpW}#Cd}3Z9e735e8euE{+yXw{mNna`VdZEAEHKWHvK$RcFbCoFP88-X&z-h zCLA`iZA+fXRDYb(4B-58HAwJ$M}BVlpKKFvxl125Ea#WM1j_e_5GbLgwB-3{g&+CO z`|U08D#-QL$9_QSWAv7rZwUrg7b2cz6A`mMZdVO&I>d3w&c7__rZZ&7zNl7%et)uA zOizagyY;s2lUT_4bG$8WSJk_#_+GDgWA3r7zqj)n`hUM`LjNB7r5^OqZb0n%d1KcR zS*DJ6)$r7e;$SZ^wJ{6k95;oHRaoQIEXgPe7BD&OS zq?>6*obA!`RAwC(PIGwPN0guTnPg3$AdpHfRjdX8&|)3Mv1|@`+Ua)A_kE`sGD~j9 zlxM|vT7T)8en%d~{&z03nSsX*{2Ve5@C)t)_T}x(^9MB#WuLTu)-vA=D_$YHr~v_u zCI4ltt*c639x6k+(vj~0QP@JgtaMK?EA{3m(m1T6At z3_c=)Bc<-@NttDHU2ho#H*?&Jk6o_}SJSv_KGorRNHg!-U3}ewsV|_CZd`*%sH%Z^`=?7-daSs} z)Ju{H4jP#MbGw0+YVBjxgYHL*D9g31^w{8~;$_H*(u}rP{kd7< zJbyOw>1AG;zb#9+dTUJdmj6*hy+p-^DQjm0=hG&NJCUyU*_iG+><45WZpJC{RS{9v zB9tSe-ur!y)K5w(_c1tczFeIp-lw7-y96aZm33q>+Bs ztjg*FC1DD_TJ`98a`qNtIoPe_PXy66rGM72#M=N$}R)1(W`aIme-e87MWabTbZ?qP-(J9eX zsHXz&D$|1q=e?P(eQ%q7tk?4VJtCIppx>;T_BfNOE=3r;uJi`ihpU2v=}K=DH-DIW zi!)j+!~4qT@0j=K9hB{^eWKl-y^qTkD&rAck5lcdg?;{K@+qBx56g$s%`)OmPDBe( z>XOHOnR=H;v91;<7_#TZmyr|PPe%BXwxRra*4M0wsB`#5hd7?blVd$w>1BwyUO&NJ z*MHnesdGJO3L7e4kHMbb@aEON6o0);HRy{x@bo5yj@cG?aoT3Jtnbc&7{#v{?~C|< z`WlQB-@VUvoL2g_0!oSpX|a4N3!%TA02CnVDq7Nzowf)fS|Fe{Q||Pf0M*OK5Ae5q zW{dajY|09AOfUxh)UPMM70AINP4*vy<=lt8WEiBIt9qifG`%|k@2&TyE+Q3q!}wG@O{H(h;KVDBwoQ&i5VOpnSH$Sxd|mLG_wP~8 z(1AK&j}=ISo{Zcgg}7;CMR%Z6BaGXkN3$zM-3KIhiXaW@eLYTK&nRkcC9Kp`e9+O+ zx+wRdu-1>4Nu6X~Hv=)fc){+jBPD6MK~h zgePysB92*uZVzVU<^3HbJyI@$OJRg_&d3Gy_yGm>SBxW zXzpHCpa=38cf9?#(SPFSj>nBv))Mp^c6=y$#)@CU(AIA)v~NpSJT+Q_ei7+B}9m zaggV2I5aG&SWJp<$NB|rSCy1uMg}~DreYN?S*c_BSh<_&y0%FA$zV_Qd5c6pAVng& z^K-QLkLOLyvBozaL%YNjmD0^%al|79Jr?%!OT&6is-6Ut;g^m>|S(qa|XWn zodu=NFX4W;X<{yMwo@;AX@}>n&LC&eE3rQzexH-p^-M0#Bk=F% z@B1HjN`7O%J~6*57c{8tf5seOeR9m1JlW$hU+v;S_t@PRbCZ))8h6J`1;uA4l!*<;y?*>9}AF&*jCR9VLF_oy+Sgm$}f+wqYF_R2*sRdWRMlUpDH z3n+~VTP<Uno|37PQdp{LO!sk;fVvg}zief1` z&qc0*S$}Sy`k9ylyniErP-0*X`v>4!eCPtPEXiV{AorJ^ zJ8lRlX|Z?I2+cNC3GMu4jHmI$?b01FC!-xNq`Rb;!H%V_=Ua@tcHL?tzT1w|H?yfj z34e%mn&q}fPq8voLKR|iiq&V*f9@Zv_LjYC$2Q!AzdS+rMfYGZmanR*UIBJS?Ci|K z|28QupZN@E09z+`hz7nfoRy`pJ>>|dK_0C|&mY(c)?g2!6)G_Qx*w99N4qD)ej`|c z|AeqvT&i4*(%|+A9_9Uq_xCm=%u>)l6o1Z+Frt}-%dtF`U5N4R-PO$^}secMqfRx<3oq+t-`c)X_Fa9>~(gJ459wGJn!y zk3WyDA?5#gvEs)JDKFZd>{BUD3uA+RXW*t>?Ii~WV%+jRT0^w>Wqd7PQo)-J@e-VN zi}*@y!IcEj3(D0WqG>Sn@HerafW}cnJ?h8z7(c>5;LYji)cEayW^r;*U{yc}Cf?OoE5c;Ou;#9XuB+MuqE z8XwF2SP?!G+*5pE6BCgo8<@kM@zO;nUF@Jb(-3dWz*>4>j_>GWqOa(;DXz-vj%O#@ zbJd$glO~OtvNe+O_e<4=iKxP8YY!MLi{woAVXey$7rtmQ>Z?Yy0-f{c_kZ7?-_NAb zTa*w9a{MVuXdfu=c>-5^qrI!eI?7l(vW2rxca?>DR%2fj0BlwnWr)nVaZ*u987QA&E%^RZcD1d$Wg#~Wa1 z!5RwmQ+$Ev;IHT4B`%qUwSO-Z9Z8b;Z~^?(7l=;r{GO*hE93C24*ncXw)oOAL@lYcE z`5zg~5=A&2#k{1HKFda6?vNBL^~>z8Id-JEfHy0*s~b7(32r+(KO*N>v+w92Cz5od z>4uG$esrQEWkCty%HF)yF->Jl@eAj2#iN3HNEQYW3HqrQ<899^KU9p~=2CIq7gUJ+ z5htz1OB4)k#|ucY$A18YW>6P~JMyRCIri&89lhKHfH?jQHtqt7S|2u`^oci%QGZ~=TdF5Cw_*~pf;_86 z^(Yua(b}+5BE4s5BmO5TP{CC$-RM?~M~6W1zOxB|4G{&-Y59hM4CGLD$H_a4Jog0a zRy`Kbg>6O)a4~yby0R|=ZKd1g^#j77#WkoxMg-ZU)v5<@g?D5i z@2#p1GsTPuSOy0D?J-U@(Ir)SAThDPQZDikcF34RW~3Z2H>|( z8~^cEXiR_N=4yzOABvh@Pqu$ z;9>~;Zla&PqL~AW|6_Z6PTBU&T>~hzK=Y4MY6GbL4`3)QeY%NVi#>7YGT*o zS`U{laKtCk+3f>JIE(D`1eBGfWl0q$DvEK*XDyoPK!SPp*(Yim!0N7dG6w%flLb!= zASVNW9nn*qi-sCTET%~FM4?KnZm*FvM#T1m%YV48dm|@ri%`y%x+J+=sE*})dwYIB z&7(1#Pu{jgn&Ttk1yys!w&z$L@iZyJl>-X>K}Ph7pj)}exx&Lx-tIa&07>o=B(13kn zTz~k-xalvh%@6;I!_qLFqx+vCKY8mY$Wnsr!3j9vL;LK3v_M2I zr;l3FsPRH;*=E7GpWD_GpN+@TmZ!y#9Xo<}*57Lk2_SeX+io9OHSmpFIfCbvmMr}K z`<}D{nPUC37Q+ulhQ1+r;MWbj_c~6_-hbsje??E_?jMEblP`?;j<$L?2sVILfZ+fDi|KFkooDknzmu9JizLl+0GzKW=%qa9l2GPoIMM znSVV|(rvY60=oL%{rJ+T2hdq%p?~H1J5zm0FOih?MGhd`pYr;2q)wvgTM*g!NAa0X zVjeZ#n3=m6$XMpk;*HS=ssiG`Wgx&e+j1S_vi*K_U9ka+Sv)oVY+Ge0&;8&jBP5a} z)>jjwmB_JxuZ|}4n+Y?o#zkO<=~|VY`)=%btm!?J`-FAC>Z``5K8ECSUwLV*b3e!h-1c9kg_o~M=aqzT-AlEBjM&g-$aWkY`pq^t>s{u z6J+coU`Nxi?GZ$uTYD$74L{QWs+zI^3$>5`=u-(Vv0107i;Yyg6n}YMP0wkFxA-m7 zruPy|8<$F5q=r2Di)>XzWdH$w=wqA-Q z*~YN;U`;J6=HhIQHNIm3fKk-t6JdggwMW6rMG?!32qcCrxG07VoJBnbs{cNve4RSG zpD}oQ<6D0{I#v;_Nq;;9afKP%A0`Avb=O`zY2G9U9bqzax?`Y`;@_8EnTR6V0L5!m zf?NBqXYWZPkWShB-gQh4WPG^54pio*3MAZ;F6>Sa-B5WD&!rgs5i7%J>eRbkM%L?8 z-TN^_AexQYb!|R7#MI)C2{u6EGp3;IUh&#ewq+w zlLrtl+z}TYDy)(ft!KQFKe~N?)J;3qS<6dCMC?td^L;#l8&^Mp!?H=;4p7O9lm9=I zok_OkxUOW|K7SjrCYyJ8!zbW9V33VKsaHht8pHa`qmv|d5m?yjZ`u2VgF91cdBt>z6`T*yP1l0b|c+*F9&L% zj`lcEwMza60FOTsS1q^YziYCJ<3mA9LCb9o5TzngP15ujr?62o3!XQh#Y-N_uf3NX zrF$QJtT}gO|Lrt=`1cYn*DvQte`QHA*7o^gHh%{94H6F}ohG0b2u^$q=_s<2%#YBD zWIr1cD4{9rihNu0rZnQw?OOB@GXG!y#)E)Le>uk}DuVvj3ND_&@FChRU>%~9u_tq| zQ{bS3PrtnZnRY^7G)R=CPd@O~*b6I_`I|h(YmNRn>%c1c!;!xuSI1^x?Ms3Pq;8Ob zbbsTtzAu5NKhra{CZ674TsmvA~Zm#M|pOc3yF4->eEo4Sda-}KYV1Tl|QS#Jss&sk0L6{{8|6KEc%|0dH$ zfQ7}>e8QBKEFVPI^BkKUCz8gbsej0SkyPc#x3e{wDr&u*t#Lu{CJ;w2PgPq%bP0u; z6;7OAExlys^Rvv$E5&R^P_kdquNqSuUM7i(=`nc11AwA7OIXy{Q^%`AZ`P8M3S~j| z?Bh?DCw)=ZX*W8fR{lZj<3-81_RFqa3^_4~`>p)NXrHthyeM%8dw{L%d4H0)oZE2+ z@S=3ZEszEAL17YPVYBN%#$FUG*)uS)N=cL6oUdCy1aGK5IsX{8zO;dzwE8+<+aYaG znkEW9ZX=o2zYJrJqff@*X^p-=F?%verh-JdqlMxMXrWVwt-9w750G zdJ&POLB~N7i4%E#lz=L*8-KT1E<)D5iTU_$lkKL&{h2Tl19#O_YerxW6?m{-ewBF;&@?3M^C+i(MVynaP4Mhw$EZLgk~-8 z!uwIppWb~N$Sge}d*~E?ibuf^p1!H+=mO4_xIG=~OEqv&$$N{9Ut*>4R3WZ=p%#ZF zZ)>$g+pQNSc>m*;=+medi)mWkd%p{I_;W$n;VX>y-eQ;_;B87xG&udcFC|Ltt!Who z>0m#2Gwns?QJ*}gC@^4MMRHXvZ*<$-*jCY|l?ow#_Dwv4mpwEBa(}kUgSPI-N{YIB z(~}ZEuIkz5Xzf*YnL-vNz7^<&3Xns{H--;9?6wv{|2_0sNZDfQy3|>$esy9S*%sU%A(9?+o^BPu#(`{U0Gu92908T za*^&3Mm3HGw=I(_6IuBIjYWKN?Z?!hh~(;sWOiPiHh{0B^-!~7t|1{PJijE`B5A_* zPx?aJ?>V`{3gS`N^k~U~7~-@e#s!gD*|Q7EmLBFg>TSP*fq3S~HWbK>KT^@aqq}c0 zg^s2pyY>D$OuEwufqs_*HUciqC46vDdn`mDWm`N{{Rp2~OmRR{0D=%445 zICb9(C^9#KCD)d)3-jJalcfgw;gf}p>=G?yLq|@0yM3}?$fQ%%j?E!O4%n?1kA8v z673kTl)LEma?Zuc8IrC2eiP9U)POv9<4Au^zt(il%vb+)KU3 zhKe|As!4Ye=#^)Yo#ef6cM>uR?Mza_*sh&*h_Yut6AKaJ`lQH7*1HWn{M4VO{@Rwl z|M!Z#f0TVrHgKCk2Wwdjbb#BohtOrPsZVdbe)`H4*^$fAgjRNElef*zzk=!u-8fo z1e)5X9V4oV0xIiBroWPQSO;KyrBHt&{Rh{E+gE!Fv}d?DZp~Ir8RQWfu!n8cCykMW zHAy*I5yaPnX+E_45u}CyE{v@xZ;bsvA5;#6`nL3=rl^`*ZIcXaPCzSdEdok@^0#+Oq)`)@_- zuF~AhKySdo>Qo7_6;x!>vN>)67maJb?3yq~7}(1Hg0n{|dM33HS$hf@sjD8%K2Br6 z59<8{Ux0=4u_9q0kPK5$jL$Ol-q7sNMb*s~KMOaZ2+h;8HzS2hnYn+B3rQX@5H%0f zv9&zq6aiZ9OTKbutKK`Z&85U|?(ME>d%%7@$<-8$HXsRs3X!HI2i=OAvGyDSdZ?bB ztb4=iO*1@**i}z=?6{aVR4rOJ>&$WM9*ZOy4ZunfaaUL=oAdxQx(nvxH`N+itWvhN zEM+WUs3gDLNb^Rh+uDDh{E>gzXLC$=R8tSo$fh3jLV4U2k6(}!4;rxUkQp_HV6%yp zrkCiTcr4m3%fgIt958dp@ib{fiF0D0g{`|MrL!2Q@p45AAZPY+_A5M@bW3TCTAwi_ zy;g`Fn#7aY#L0bM;U@OkDpEFs9;aiSudMt@H&btX!n)`^`ZRxSHz$4vybra)hr4q0 z*zgg3l}0H}amaweNbdLUI0e{td@F8MSctv5~d2VAUD-Lpl zIlgzV(RAJLV(x!cd=k?5sp2%~N5+pXGUD3ZxDQ)zLrhRzHHI` z4p(loVLyn~l^GL;S4FcG8QZrENuF@nfQJo@Hfyzs6Bth3aq zGSm(FJ0E{S1dW9HeV^7XJEJ*9+LA<@*(%dMO0=chwue6Y5u$#=tF-B%D}>N-xndSp z$j21A2SuYF;D9Pi&f2+=jX>x%6603&9gDMkC&Gf!y+anu0WFC%c%sT!-+{}M+jdoo5E)9&LDMOqc&+&`ho>c*7 z#^M&nUX->JVTa_MPiCF6BN`m4#rW;*eX8&~Oo2Nh@)y(DGIfjJ{xcKNt^32WJM93f zdp9_?F`ATw;C}}sajfebWQ<6fktTXXDHYVs4yEE*=s{mvRptGsFs`CLnR&Hwe(n|a zER}zooJK9>z7d>x9G3^{GlsVuC74``cJ`yvuwtXcGn3+o<0Ntzdl#0meZHFlni~;D z6|rVIx}x+A7VfDkzgkK(T@ZvJ2Xl*Y6i8t|3F|}%^LP>5Qg!~8)ZQjx$z|@~EX~+= zVD1pMFk;1gFgYMCtG1Yu@Xay2lgH65YhQn%ut@VwPw~9A-eHA%I=RX&<{Y=G~A9=gJplR zQ)Nc&5DLE9-tGxhi}pW+a({mQUJPrA!YNo^@T5XYQKA68m(8c2l||URD?eE{tK5+= ziY(u#`rE4}LhSgOK5@GVL8ed7)}GYtm|Q5 z^j^RyQL{!@4{Kc}ntG^)5OXN;Cg?^`;8R_MzV0Zq?|;apAoOz=8(2VA-4w(k=NQLo zAYQ>4mF< z6fiD%e@MCu%2GB#(_M?3oyHfTqOvLS;~gYdxur-dFc6d-BeZmXrP1`H4Z0QGgx?MB zm-tCg6{_)GOrX+jCa0_sIE&V2Uu8;7$y{!ic7%;yCJ{cN0#8Td;Yo-KmnXplbiKFT zth0Zh*cEJmzwd^e>GgI@1i62>w~t&`S6M^y;YO4GS{E2eB>)DG;3M4kyicEQe9#S! zk?XVvY7E|pox?^Og&gz^GD@$G?ehRaPH8WrcHv1VBbZ9>HuuUo_$F(_x&FLFLyy)z z^4`*-I6>q*<=8F&&sWSvNP+~NLzkY*bdwUUFSXZUdd)q;Rzw+IFw}oZ{87q{={8=~ zFA>A$RE*yQC6@#T(}&6J($VeNIlrP29Zllh`8v_+wZ`+S*F%!kf1FZ)R2!L=Ia)0G zMA_gYf!c$a6eA?8qEtu?X2nk;Z8DSwl&n(B4dSSxWxlL}0l%4OZtXi|_#{hInJfr&>PRX9(>0k6Ux< zytl^iC6~}Z6_$U-qtC6OXE^`;`2+Q#H97wNjm+d-H2x>Q{@0(}?uoL%Ui%03JV*jm zFec#cUfZ5vkPb-fS*R1o?NiPWTPS^nZk;IN z{z5bK=kJxV14ZR~Hz!(?W=u5NA{`BssjJIH5kAnO!!q6)MnWDFBTUICUm8rv<8pT9 zB+!5PZSsxn8KT_nlpPv`xNvC@wzFYWr)F%{etNNpW?Nx1dgD{q#OBAsem8VWN%tbC zl=x1nzuLE(OAgb24(dMCNNF5QpcQVKcvf(xWu$$U66w&b* z(^_hTd>Md9e3Vv;t^i{Q2)sZ9U11ZA_`QiEXYSLiSEEh1dENTfS6-v_V%?@0D8}P; z_wAVG=L5!E5xoNw{g5&2U@D_(+n0Jn z0!)AAud=qLH~=A{uHqrHsniw6`7En+>9YYX9eKumjy`XT>ILwWi1xt?7MUg03am41 z$Y$yMLVNAp5nU}(q}n$@i8YM%Q;=3{V-=%;{b`cgp5X0$3$@{ftCA@z> zN70NXS04ga%Mx`&iro9KYWE263-<^>=(AUMZ6-bK(l}!5FP=Y}hH+8`T)aZREkp~H zpoIidiqEy@5xq#*uKXn33ls(hP06iiH~|#aRm6w2RuLyMCxq+!S3f1I{b=#Y^-Tpp zOnI8iCl7U%-$SUlz48$V>U`(1xW2h*f7+&>h?&3JQPBkD}zHZRonJnlfGEVrSY zFYUCoPs=SmD#P0jn*k8_{And#MpNbA3*1X7rZtep}8LNJewBll_rukKtBA3axKXF5QMB0Bg$Wz}z zXZ5?YrUUYuRJ;V-zP&p3l&~3e>qLqgv9SbJA0KXMnu$fkdB{{G|XKR5ik zhO={I>c!3fs#|y7+3*2F0q*H;hP0!63cxd3<`%)uC(@w3tokHf7S&2kgKzSx^CF?F zlt897H`v7+>@lrJlU}XePKQlg}w&)D7i$xAqZF{TR914Bb3-Tw~sjO)3NSC->>j?=a3PE zXrM-5v=;+lG$&d69siyb2CUKXEAS*-4|kt=Fm?KiXxWzhZ((qDeX9g1D?%CN!*OZZ zkJpNppd_>UN`X%Sq0xH#l;;~nGHz`~74ai(beHu<0wV}rRiHtYInr&HAV>lq z9e?|D9R_F=bfguQ9VEL(H_fTbA3)gul(3p)v?!NeNCGDV%9=cvh)4n?e=o^qaAmLh z3wHMl0(K{k^|PDykesFb2=iM!&vrUmn;#hRYA!ZNcvLie*^V0h94YRrPv!5j2X66l z)=QvzPdeyH&J&F^rc!dElUC!FD2^tjvu(yT{~F=5y+8=`?f0G<%XJxc_E?cPaMtS` zZ_xddz8;Lne-yU*M~$2oe~{_^Aqiq?^1r0ps6Fqi+ehBRB$br`G|TI*dI$HzX zP32MLTq6N`!pLadAdISOOFr^cj~{6wK#AC^){s)56rv^Kg3NJz?Sf2DP+8MMG?Y!! zQ?45fL*}eLHU+ZBE@X;(6U?sD4uj4h6)V!XqzXqoN*UfC8VBg2&>p|K4EwL%?(*I& z05JIjUYmf~R!lKyf67$_3^FYr1YCitoP==QPyfjZh5Y<<-|YQp__wxfvLnaWHF?>+ zY5n^fjQ(-Onu=p=$`eCskj;WHNa z$SyE!WsIDsppy2ko8yW0R@MbuXdcAy7u)wXB0iq&8*#HVm#j(xNPqbOOGj&xsU0P0 z#U|gqH;H)8VO$I%jlG|ePSUV4wPVT4&x4ng^P-I{^n>=2)@%xT6(vns6|6! zJ?r>#>6ae6HdNH@iZ%w61~BA&a=&v}-2dKc8CjI49y=mMdhkJ+=R<+~oI26nl3j1w z&bVA>eKZoIf#y9ljZ8D8m#RwwPJa@OV}isSzY2YmNHk`6&uV-Uib#cb_3fD^|4sV; zv_-#CVkkZ(U`65H1^-i9@iBsZWZtw2L<6Pv_}cB*^~c4cP8DJj*)0DHCeV~DI(d#` zD=jw#{nN_wxRD)37bQwzdHP7~jceqvpbvMZ`Sg! zEwposf6!~6G0%1s_@Yz~SYi8aPux)1L4vk%p#YI%w`3|UDLIj`h%-5X0DYEd!;t)Z zN|&`v0!)8%`}D$8R~7*RZ>-x&;Jadw=uw$VHi$&wD8&u$U+6EIdX2;)rB=?Nhv z#pn1a11e0s)KHtRM`~?a)n^NsC4LkLE%{ufaHxNrGc!gR-Mpokv5YozYhg7Gt4lT1 zoI}}4kxR7M=?q~g!aDfoJD>I@@p#WG)gCbY7bRt-nEg~oKqM}RIPk-3@WUM%ITbwK zA$Fbd^5=G3g>G!$W{+MQa(oCaC@z3%P`rB-T%_yRf?)?4lX4r{>cqqy$-RDzLpvW( zwNHN~_82&=VOja3$%q*nHQYvBn4x>JR+}(_``6-DftSUNjdlk0jtZM%3hQc`lY@e3 zIRVF;m=UbJb+Wr~mPP(cI&$CpeQU)QTz2{MiS?`C}y2aRDgairGdO$;DO0MdzrR^N-PENPU*@qWG)Jl|_5e6^1+Ufv}c8Y5IloGsTO8vPXaF ze0&Vxxf=lw2qiwUd2m&`bv-J=jtFXrEG*V;V)Nocf>8HUJwp$y^SkoqW(+aHPV)kP zVdJdPV4G=`Xph3Cb6>G{Wu%$Xw=bwWFD9yrJK8VWPCOg$)2*QI%4gx!I4NQG{z!?E zT|>k1wNf4zu0vYgyj6^O(^Rr=pW}b~Z1G%Ah8k^3l*l~HPNIQzC0mg%1ERyM0I{a? z2U&XhO;op)n8wwJRwd(u;?0`z<)+vzX8^E=G~oGcvJm1>r9|!Fzw{%p5n2 ze425v{QVJJgm3VKT2Gf(&a%C^R_j@?Pruv^ae+aX}iVf#d8gsvh%dy3g-d z5{PpMk4#2HWBn4g@t|!f&>d)rn-3&ZyCSY&pr7g)6FU`a?BsUWgYLBPFUo&$;n$BK zTOjF;nK#htnbLFy$aaOz$fSP-NP-VmA zza_()NX?PpZ^rgW7FoR&8WvKD?QvS!Q+~A>P~7i{#%x-^Zi%}Rl)6hJghTR@Tl_f^ z^u;vwUTZeGfvesIZ$oTGtC%Xx_1=(f?9cr7^ZR#9jrYng@)+`0(AND6b@90H>q?6Q z+w>+2ps8dNE;B5rc6OIdQ37RuS{eeHm;W=0zfEYyO~}aQJ~0|&-_17DW_ygZ$0{Ua z^0V%Z6#&2z@)bhu6gDE4ENMyRdJHbfgH*J{1=ohV-vwv3FKJfqCTJMHYHV8CG&(Ke z-~&;N8dsnW)(zt}Aaz-FPHHv<5MRt@B-F;%mrPOuJ^?S6j8X!5e^vbzASgMEOVt*~V(G*VLRP<5{nipm zBZi>lTefRb?PA@I7&sxf&ga#yxivE9^~>-EKhn1N+Dh04 zr-Mc*?AUJ1NDFCD+o$!}zSbRJ)%-yYBA?-dKpX1%=zi33zIPHwDLF1q<~+t#nojTS zf4b1(^n>Q6pK5;Xmt8xkP`Kp%C+5?7{cH!bNA-lP?U+sT$Gt?-VjH0hQ?;LE8t!gw zseH(A_pmz*A7ifNLrJ%1iM#K#BaERuD)75L@wKR_3@N6;ZZ(dvF3GnRcxd3T3oC0- z_hN%UKVhBuBcDBAnZMV%9wYvdvBuM^e|xO|hHL3pe$nxKiqt!hsqVTK(h>R#*5?#e z)?!kYMcdgb9NEWOzY5EyBG*<}+vg-+uWRl$wrDB9Y_DOR&shomv(b#Ov7nUcxU+IR zey+%!y^I{U^>w<;yCvdlRZ@ObUj2sN&e!$n^9PLNM)uxx^{GK~Jf6*>EjCGNe*>9; z`r=2?ZUpmt_Zixv;y|oMBzm6x z2sQkvI!y4omgG58PWe_obgKK5e+ye#ZxthE7yE|~-j1Eo?^b0=B6~N2P8R%kqcvc9 zC{U^TsCo$X^f;=F`cmmD0A2MNH#9AZm0lC@YVo7wQl+YGLRBSZrXiH8-V)xszijX) zRpJY1j#f})W$TYvq9{618;olGj#R9Z>+UYNml2AS(C#Wlo8WqwD}ETZ1(4^1eCd~z zRRTJHSwec@f4w3k#m zw$Vg6&PWGRY#w_sx;iP7s@K^;xAmnRI^u|pNXFkc%kxQ65-YSj`Kb(f9J}P%dEg5w zF_Y-_>=(Ca>#>w$>jsAX8*m=v1;dD3pq_|^&GPYs4QPG{xxi7!qM1E?#8b9oIUP`c ziV@jI@mnYx#@V$)gZ9jivUZsfS#5t}q@|nad}eF_d+(j?BUf&ce{NjQqZ@ZIk#+x8 zWVEHYN1MxxsFsO2*7#si*~Z?%C9$}sGTqVo>zL|oMR@cRknI4*Wm#bSLO}R3<3L|$&im!C2{q!qC6mN{Q$t?S(X(q&T85FOT>lL z$)~ub8IYV~D(KA5${I$VED910!I$x&-2`LgCy!;ktLhgKI`}6m9SBW%C?JX&$C#Tw zM~w!f*X4S$6!PfMi_Om@Lj}@*&0ZZjcJd*$*3a>P_L)yyT$AS&Zv6B2_d#DFR1wQ( zzuzRSfV{STmUjc6IzH9MeX2ZR>>p;qJy0uog_hL+vu;POacd{{6d{9nSImhf;7jpL zq>&XX^CpyvxyDRlV;@-miLLS)Xj9OxZo*Zf4O z$#6{&c>KBLcR-eB%bTz0-6iwcyS0Z1&6wA#?znq3t+g&t!7p5(0$uyo-xy{Xkc1|) z!Eaw&L^8Lx6HYSioEF~S0>j%r`yZiNnsJmhaF9#s$f*Q*JOF<`@L!GY!smb4ww8PP zByGF_n))2hsiJ_4dE{8j`oK`~4A^cXH!u4PwiauCG5e%Yfucoq#K1PvWu?+zX{7kU z20mX-BLg_C_$240iYDyXbOlnUn?~09>b-YQ9}osFiGHcfrWLmGQ63sJ0oO2%sfyTR zJE6YPp@~p2b&!%hV9S)PyVQSn(TeOfov#J*p=cIzw8L!^LPUXfFRGpX!Sps{Xw2N5 zegM8IYq=qGpE4DPIa%gMs<71j(3v{0eK`9ETYp;{zd6_A;r_wGjG8qsL$#?l+F z2C%CZB4O_gMbB-mra*CT_%SKouyyH#Cy_LwQnZb$$@sl#ULPY!mQ-d1Nu(a1V{k83 z7N_DlEl3X+%}zlFHX?ufvLmmhZFHzg3~Lm7t$PD|o{y&v7vF2#ON;+4MDkD)`e_eU zbkb+R{pjAn(jf`zAA-=9T)8we$%}MxHp@DAbc*cFr|Lx%?`Jh+WlvX{*(X_Z)N8De zs7fo^lUk0sxs6kV7ZbALPkgIU-+tV)8i*XIGjjR}0iy}#HW+_PH32$dua4n?(?q7G zMZmG!AnTpQ6WK$aJnKB?$M)3dl4{%!ew2qw5`3Sm3n+u?C|_b|ZWBc0dAL*%)D z?VOC7giVp=D;FZl20oBR!|fwKJ%$NR76l4X4C>3BAP9f9TTvCd{Lu66BVjU={gt;; zW|rs!v98aoDzPX&`Zhf{a`dkDl6!oofUo?~#xkT3$nm_^Jr_$-J!d0}cP|>5c&g>1 z)4}H7;kLo&-f5F$w8A*zOUTOpHU_n2A25`%)ITm&qW=O3u~@eyp7zS^w1J}Juxdesg!vX za>HnH0lYA!HDn(N{AB#*eq&R0bXi03LAF;p8__Y>XRO4?F6mY9~Hvhks&yA|Lwh_ zWx?JQb0@POfn+Rt>LS`WU}|w2gEJLn(V};9(&Hl?&a|aXT5sJ7CS4NnMq-sp3?+Xp zgu-YBlIWCF_QFh6yE5Sdda|P>fh}s|D{49|SQP1^HgPZMNSye?VcjoZ&MDHcL4!kZ z&+aSiI;4)B_K`-*_97y$uq>*W#jT4d@;e{BB13a`R**V9yu%5)slc?$6=V|wH5yYQ zzsYjH_RFr_Iuu-6?jz0m_BCFbM*@EXcVxD)>B&IvIzr$6mbdHjrW*hJy-@-PJvSqY zsXh`Cnh`He)U%|Y5^m^q)&v^bkCNrBeu&wyQr8yl8Y-qUKDxJ~S~WWiMO92b5P6mi zi6(eZ4)uw9;@ta;DOYAcq||XiNU04G`W)jFo=zY@vBB;IU0?dhlZLVUTik!w7>@&vfqFDW*<+9LFSP^0XJ!|$oWkAP9=?Pyq|uAPXh+!ug_9r zJy5ytU&PFQ(s(!a`(4G?4o+v=tS|PU!1gAX{Y*zjr>MFiL41u_)u~Dj&7YuK(Zks3 zQ2ToouOAwp{BFsXOl59JK?jeG#N-DyJoC9(h|{uiELdM`7?B=PZ-AE;VFDF@msrmJ zO6R#Vtn9y=#*=#EY#MEMym+{h`{I#NT2KZQpysSPVq6ZlQ?v##6BN|ND>3F;|@rno5E%) zu&j8Nfex?q8bUQ4cSP;|!j<5Emj#^SM#|CitK$-IuQ`8&eC@r1^2_kjSsws52&1eOrM4h9VbwZ~j=~0A_Q^3e33UbmV zXmwoME5e$DuNUOn3iV#I4uPz;H^}o5T=3USZF%2|)(JEzs6uS7z12JHk7Dw66;d0T zI!xq%+~;2$3Xe8`@IqFXt6~CRe@rFG1pqkQ*wR|!x=c7GoFmd4*ik;HTgpb+jX32^ z=XTk{l;Vy6vZ&10K1_Q6&FBX1l0}1ts>3GyTA{aGnv37BH2IE2=l1B*nh0PZrMP2y z6P4wLVAdB6!c$fHT8tMiov8%EE^A{3!V8gQS=ChL4a^q@+(O)U?Ev5Xe@FlCyN4`Z zua9$m2@IsW9S!?_xmConPlEvr6wu6EYiPze;rU(x`8Ol zxhUq$WA0snF@s~$Q_GOwJ*i4p;2K82d!u&0aHIBYYD4~cNJvK2u4sZrzcYZw&&~eh zgO*4SEi~Fy=I=>wOSl`U1PJp2FqY~0I4W;Ty@&dsqvA*Tj<2kDfAiK!3z@$7C<1-T zeY_3}*s}OU`M0h1`Pvo)Bg!UBZQ7mxwO}id)G-A9@FiSpk*^&n)y7r_qDs`ts2>H6 z96Vo>!YfU|_(}el5D3cGHuIvR^@_vq5&HZJ3(4zG?_H1Bq$yJXIglDgW3H91$!Sty zZr!U&vKm(6^G<3!e{cA9q!5K3(RzInthTf-RIg?Cbg+?3QGQc)`8Tr!S2WwTFBe@Xz?3npo`G)@v-G_GLkG1f5_>MoLz9teBiu_IOC&_ z_!u&`N`en1Lh_s4Q#>zW$YA-5;rCh|$o;>N3-^&Q&NV;t4>qVC)-0)Ak$6X zwh)gJwu@ZAj4R$@$9j1^Vclc-2^nd<^C`|w{d_#e0V##ghi1*&^2H#}oWv3<&c4jE zy$zJ)gAbf+3d1Ea0}^6k9Z$W0%Z|)K%rm1^Tc4h#IsHlD1QhlqL&uUIaVwN%S?iB5 zD97Z6e@0jWt!ApB&F;ih-UqZ4wUS;nv&bRn|b|C}`$GDv5aYZ=KA!FEYId)cvwv)0}0c!HT3aZwK zQ~mn+x&Ca0F~`l@EgAXK0@TLpF?O>Wec;8;f3jJpn3^-h|0ILwq3>SBoDGta*pqy@ zd(IN4!%`rh`*(_W9&Kx-yF+3b-e8OKX-x>OHJ87j()ZCu^i7i;wlCzkr-jt8cyx$y z`0<|r@#l~D6N>ddsp0#BD@8(7GQzKag|+pepM`DSWdRF~L@=9OS&H*^00ShU6Gt`- ze@>tHAe+YeL^yfH?IPzYY%_?z$I%DsZnPwE`eT>{H-dlDVhGF*^Y!$xLf);l9duL9 zuTFY;Zc8Z=yzUz$Mo{}0;VTJGhl=PB#00&ky&v09890m5bE;unYu)FxS6KWpQG+Qr zQ{?Znhq2crvvI?>6SU)$GDE_F1r)#2NfS_|KoL>xc1AgUD4C*tkK&JXQw_ENV@PXX#ZH6e>Ea; z>7)<^4W6ltl6#grb!H(;(TeKQ8Qq-^rMXGsVs+CH_GMMb6DAQiLt^MGI)X86tRa)| zH~}Wsngj(0W4dPoN!?dftwOD0g^m{1eG*6^fd2fsVhvQ|=(cWxGpj5;^;%&q%O4-g z5i;1iN+VmL3Vmv~QnXUxc-rbxfBY!A9kRV60@CX`#wKmIgybvxIi8?_RVqp_Jaw&j z)Mi5PwII99(iqGyRWIBc?Ed9u(ICAAkS9e}7yWGA>ZoJ)Pkce>0}94T_{a z>k307IJLuB6BjOLjbYcE#t|zZTcOv0A=VvB8hx{X0WAv_92Z#0G2baiuKbBr&?zu9 zK}PSzwOn4Ku+%tC?rQ>e;68E!Z`rRq1dVySHj+OV?rFK`G|1-s1aK#=8HeP7eB+FSXl;%dVbdzI0cJ#Wj8 z*QxLk;=}>YB!vqk;`YBjpg=#h?b$?s*>qYf4M1y1(J>H9kzB_7%;iw-Z%>S0CgbZDr%Bf#t#BtS1&RNfo1+RGVm3LLysG5D9f zYXT*I{3x3+BJd@Q<-^ei(?aX}VY#F+ z@~N(9S781uL-Qk$q4Kz+qw@(tl>mT zh3tJ+DTwX1X6xB=YtA2H50**|TYH^|EAl?)`OU^uPM3ZQZzZ>gO)(EWdlNIoMJ~71 zNNc4JJk20aEG9gxlJ@lM?#((r+AN5@?P170j4 zLuD~2^`?jn3_f44BHG@fET0-59W#&iDd3yR-)o#EmU-dz-Kg|@Ao?rCaIMr!UGo^t zj_zOeJ+iNeDL;Z)Vz@|Kg_R7> zP^Ko(m@B?{So=H@bBof0 zEWI6C0fLWj-lyJDkL0Dc}^5fmRGp!l=YuzSSvW5Rd_y8%K&v2#+Ec4y`N%x#qK^BZclb2 z+UQO4$c&Ka3ugfN!E{V8Mak)ZP)z4qX1iaI*}fx!gMb1D`V0X~L*@dJY76V4OZ}2d zf;xWUnW&UYS6f5mZ90;v7{zG5TOk{BGIF-pS|6*r9>0XV+*@_Vm|n@xs}u1=5vd@l zHim|A6$!8yk-Y+y31RwPHQ99DEB-BE+i1j`*V!VxaT8c=;mxt6c8nl`(V7xt_N3Tu=MLtCUX|ig z@iQEtd49B=qK}~JVXK%`l+q0S?J_{yShI4To5DwRkCT4y`5`~HEQmh|+ILc7g6`it zCru#z6~1|GFtW~n*nz<{s`5(0BYR@oS?J};;ohxs?~h4t+qi>*fR-J?k#BpIqC3<- zRLwa+5>}5pbcrl;+W+^0I&|4_A=+2pzhRn{yA}8a*$PaxXFYKX1Byu{b*2-^#Uj8J zf}xR$GmW9{1=d72laRUXb88(xZ~yPsRcH(Mv3V5&oY;_m^TS{q#dm{h9gSVdt`Jc0 zoH68u&&RokO~Kb}#i<=t2)6QYxp-`l*y)A~a4(FoJ*rYE67kt>6JJX7xJN}n?!$LZY@gHv^`sV1gUT^8>L;e|k>%T433xWmio!kW zwtYNi;cEnc;OXa~6=t;#H1YAC7-UpZ^(QA(wNCR6bBZ-^#wddo^L2!b?T6=RJF+<{ zE0&FJpSId^3W`w6C25XD4eP1#B$V2d$nqi~dFF5(w&9CMVPxs?y;Sri_eQ!U&WB0? zP+*k=jtHB(wISjlaWT^*yC(9sB4qs8~A87P8(!)>>r|# zz(+r=ZM5LT&F(|J2?Y`w-QE*bXmjfVgnKnIO4y(Xl9&jsnCXcvl-{ef?Q?impYV7_ z%6@Nu9V}r=N;ZS{?mhq zXoVSyj7py+76}5P?UO+_aul=CS<)0%pVEntAbrcSg@MpdQS#g_#mu65olv@W)*z5V z29K3f6B$hZO|*v6)C%4a$SiR7<{=q9*!x<4NRbIf5(j$^Q#bhyS;r49YV3HM64gHtW4_<4eh&!fdc<4DHnJdt`gq zrs^2s(@-XGBOIk&=@KEmTyES!_2?hz<8^;>FO^5o!34rld0@XnAVx@IAUJ+)bZ4n* zN4TGI8eI6b?!Bz4lx+q29?t^9<;X%7Mc>2YTy6!W-S-3!DgzQ#*=^J4NpCMC8*QBZ z&8imC6=9WekD1uMlJb*GG5}+&V^yz*9x`}^{f^Nn6+ADub zx6zl;a{?8Ag(qyCvOy!36^D{G(Gv|d5~qSUg<%Y!v>Rzo(gs7;k?#P;(7I%%;F5U; z1@LtF@TeNQRF6+mb?%=!1d3u|-9DB=&`pnKdA+a^=em&P&ndw6YBGra2SfSm4G#p^ z`n4iJ(?p?nyiKfr+a$|`Rk0I{_;%jNQ?^f)bxtRL-`qwVoTdWjL8Z2B@VQo1-$_ss z<*+Uj8@|ve^!(g`=G1IOGrd#?W{h%01#>DW1&UC=C2HeKGya7dO&CdQmrpUTML}*) zWn>&bE%hh+1)ca1@CZrK$Kll5xPzs9o7>^27~O;N#)^4V$$gU0o9kGolD8N)z}W+g z7j=FUc!rXTYnX8zfk$@PM(^$H|9*a#|8xR46j2+<(7xzltjU5rNGtvd;lFoGl$T6( z0x5s-qd0n6Cj3!NIZ-F#vYrk%j%SE8o6#OU@vVcX<#RXTT|r>j$MsFN&l*{&W{Q2| zyXVKxL0i;6&4PRP@PVZ&A&D@$Jq>W@)*TZIzZ>mp>+ERM(CbnyRpi_V^i8`4xNRW zD@#iW7~m(E?hF0eEhz~$1-^0Dr%??yC^u!quso%9vKXwwHetQjC(d%o-r(0;qa zkExza`|aj>ku~?kHN~@!U?l&I?37!P2Pz-Zlb6bN0x*BdqChFZ^Dl4`x~QICJ(0BaubL8=fnbzuTQn#iA}8eg{H+Y!S!BZ!KVblJnz z|G0a$ZAd|UxV@ks@@dwR=_cK*T1SNbCrPT^}xMI92&eePWOyts1Y^Ikpf z=yZRAi{-|q?>9h&l>f<_c(15{4#ERDR?Bv#bGoF*aODEs@gEp~@27_Piw??ltaaS{ z1NeV<;KGPJ;}r))m~6j|B~@X+B2{5Xl!ucp7kU6!&4Q(8FwQwMiAJQ8p|PiWaMDd} zczm3!?%5dl@>B$FFXC!M4sLxh4^o1g1n!sqcmf!I8|kBgiQmVWrpqdlP>}XSa(o*( z6z;}DA*aM~VY<13uH6H)BQ$@~WthW{s(MN;KLJ@UiM|`@HuN(B!8(9CtWS9NguiJ( zk))KA9Y9xgBQ-&xiLIcWliTV{dd?vBwH{xD<$WtP+~>D4m1vz8hkrzi3f;3=_%w!XbiNw5kxaQ56Ot}|OEuM(Z2VHN zq4#yHOZj6h9EhmUD48UgwfZ=%Y(SD8i8aTt1N;dqVbG-&hG(($b4PoLDG?N)9tYo} zdiN1tdCY5#4^nOE!nSIB3+{Ui#KlW_xgK5)$)A6lRS8#?zbfjk!pa_yhwZd2?E@YN zOapgvtMMa#YRN4S>F@`Y=OYs`Q?!bX#_LGh%`*Y4x^Zz5NNNNO_jUp=1!Y`O3QB8> zi{2PW&1$Pk=}pJ3XHLfJ+>2O{Rny%=A^Fp!+t)@UHu}+#Y)i6yQ78)Zw#l7j*~|f$ zulRq_f#SFloWj%OGt1x-LqvR=A;n@=?(L{m(bQxMiG3b|Zy|vNenTI_3~PO5hN8su zJR$S~BLku)`WjZSJe79>H-$WS-~4OEqZAF$MWfV;y&jl){d6$S>U^vPj6+%4t1yPK zB}s3lU(w#o30=DHNaN)m_$^&0DE|ettUE^{T&dAjU+^t5NeFLYYHFA8UQ;& zia9ea#~@6g&^>ujvbXmHzFS&s_Yqa&h@x_{(szqI?*IuTVc{{Kqs1Mq$JJ~89H?ju ze`I?KZ43p9S`X}DNWc-2=H21LEY%C0Z==Iku=3elyk+dVGz2UHKYX8(c^oU zetZHXe~;)P0s3+)>A*)J6@|9q5!Nx47JkQj$=MhQ{8{w3=u#d^Kfb|Du!{mYLT7T% z756}(D5dXCGijWTe#?M{%@ccBgn$1Sq2uYWr3Cr-UqY4CKOMu(03@%KO7`8Aplx8? zx)D4=5~)1k`;Q~v5$VQXHnL;IqD(LH&P?d6H@QGoVgMQ@!0|2>ca&L*w>d*b`_xbS z#eU)%LsRg-L{J4<#V7~T<}!NyV2z{i6%g`VNn3PVmt1`U8-FWIp>-V25Mv5el|ut3 zxlaLlb7s{ssHVdn#yOG-LOq~+QhXF)8?Eue{keTFIb!{a9I>R+Q49BhM%elIP zwvF4DlEqeWYky-_?674hw}KJp`J<4ze-!x86LozzlFq0)lFb_BOvx>>0DjGs+ywBo z-KS^8-A(YNA0}OTPi9!#Y~=&CTzEWTMO{Vpttm#vTIr@^CR_Dhz@DgqL~}e!2A;VO z|Iu!Ds5wQPG~XE@lU890Ftx?0T8lAWJ}Uc3RqgS34u2*1n(k^ry4aNuu}!7Mrf*=m zh!SN))5tv01hgAo#-r&gmAgD&TRFBV{7#L(tTjHkE4+2k@{3f;S=$K-&9#!&`ZI8`}+6y(sEZS*<#p@(j1s1+(ot~l9N^NsR zciEgqTYn}YIOxtEThV-zGY8^ifEjp-Eow~t(M4-teiVNcW|+aPQ0 zI>H6E$|lf%FvQi>4J=nX1SXF_QfzLBBk8vIY7+YGEIJ0R&opU$h|jh8GzAsVaU0ty zj=ZR}5!?>GJl70q+W!3z9COrk8%6LlH!9xdY@%< z=K5CaS3n0GcWqfNtZ#Si&-p96vi&tVf~qt7g7F-W(9WP66RDv6hD`78aw89fLrUB} z#83UrQU48J(g+vcVS@o}ei&``3ckS;JhWvV6`#3+6YY%6}`XM;fs z)_;uYx?X;Ife}s9l8E~?H7X%)F=ScXQa8$Sp#~mr1KDexY*p9F#u{r2 zV#}01gqg%oeoLh7WTHbiwzo3hz`;jppAwEm1P{yFm_C}V`_KIxUnc3QT8aCH>f@&m z+R*vKIl7+|ktw(Ca9Hc9dp~-HOSQs=0p=EuWSG!hOjJm9nie!(q)L463mlLTn}0@H z&m+=M-=0TuQE*CE-#ZuJ&{9+kxdodBw$*Nt%-~vHK3)`BRSq32aE|3lfGKGR+6rcL z_`xxnlvH~^%S430t-WVW7wl6ks!FR_#$Fj=k>Bx&*uMQ=rcixyp2+K_qO1daw8cl4 z33vS#e8V6veyvEUkE{so)S`oPy?Gr33bV@CnkVQ!jB^p>c z{B}DEqM|dG5$wwG(J|jGM z84zg(ZX`UO00qLnomH4DK_8U;oL$yZzFt=U^H%F2W;0IBHU&_-gUcRgKYtC0U0lRh zAIH75y&sbX5`|Id`&T>Gm83LJcXMs=qv#Kw+~@xOrAq4|=g@N}EZ zUT(m+RR5irgkJh`thK0c)jlK;wR9_Ik-({m+I*)r^X(ZPM<6bUBVa04o@_TosopLKy>nzQ zALtzu6k*5)Zw(c)Prm|!PO!zbm*M44x;twvNo8H&-SOerJ||7T*Goubc4P9OM3dD& zH?@FcTXl$rNbZl*b5u^wQ65!H7+{OzN8vFL5i+izJG_^}?|)}t<)^+GHPVMHj5>kpuPnADO zizzI`?ikZ*#D??nDO$-fXpLc$UIG&7$l`=`JJG7R+#-Ok_>50h66p+4sgE{a(uHsh+@Kg73 z^h8n*+o;OX1q9Q(j4-Y;zhvBxBe5z%gSb7HP-4&2?s-y?xJa}^reStbk z+jFQspD1w%^#(<%SbzQH6S;64x(AqtI|mju8hs(((~IB0_U?4ZH_O)4#wavM$Q z&g?mch;nRG8Q(ET?)Y0LwZ4Y%Pj%|nX@wOMSICTit_Cw)Qe*f)kt8g-Jty?)V)e}J zu*E+UW2jF*18dx~f`1kW>^#4%z{rS89XVlf=FMj=xzxdD> z&-BFK6MvrGA;s}=VqP@w6h)SGlz%&-|L z+wEtW!<9?x%Ve4q1>@*&D;>?UftC46<%M;h&=Nye`ej@8U)`gS6i3Fd zJ}fD0<3%?dV*2DsG2_+-_owg$y8hg_ou-;ZHr>*LBaG0OeRiShWf6=dhLo48h634t zjL6!iCw7!V!`>Z;O1DssPY$^6Wg<3B1g4s#M%=05vM-0h1SzYVMDJy^rqd%Eo# zw&OT=lo^*eWbg3C-PV`9319iLO@xo z^KjNFh#pgE+8nT22}*;?a+>3l)q6~TYUZ_~2OvIGGcDp7pG9LvHC^`PNz66379$cB z9h?UomyZ*1QYrdC=~d8rt-a`ZY5kPJ4uq99Dmkqa@R8a71zUSu`1MB+7Av`Qo6*y} z4}G@F=!V5cibTq?;BjJU;U~^pLxYy9%y_#r;8g8d#d#{#t^JvreoE%%uUM6Tpk2E@ z@M8sFA816Z^P?;?8IIWa=DIG*%!;PKC!TSwHgk^FcrP(ok>k}qQSzzDaSzpM7+nco z>8|s@HVq(D>pHilAJt+I2NFF(0uIJ;#p(i?sHtN5tV)U#X}lVbCu%X=W#n6Eqsphh z#$LTCMBl`ET+n#hs1sva8Zvf&eRNN9i}RTdmq#mSJx4q9HsZ&r(jBn398+U&Cz>y% zJ0>Cllqs*K!F$&Ok|z-uh)XIk0E!JB1Gi6@NIsGk5OK%PBiA(qP@9J3OJD0UP2CTF zItAY_nwFB3xVxR4Zbk3q`H=UF8C%wZC`x)i$#9ju|H+*cq3ij#?zZvDWqDDZ5VXp!D3BP2KXk zTJ2$jm|-33Ntg4Ejg^{z?hc;fCHR#cEJ+4py9qUZ0FI7t?t)B67(s@}^q@E2AwgIv zsw%{#wBkEcwjMSqpjAS?@fMVbTJi1FRfd?-_dH_SE+H`KZ$K`?t=or@j_(E{zdLsZ zoUjO`OPGpYk;6!~wWPK_$JQXg_s2D2(05w>9OMB>rr|%GNwQggk@+Y1OxnrGnlRmm zTZ*BtzNMOWlF;}f`-@se39Ipcoi3becUmQP;umi2E;p$l%2HGCue;eT>JNQvo`19f`+M>Y>DK7 zLRAoBFZC0XFMHNN)vgPA0D zGE(!i89&Ef6aquS+;!{SS9J@||_XU3JUpoN?YR(VAf!);4`q0l5N! z*QF(hD?&?vle)M69;3N;XcbkY_o38SP#vLgsbnttUmTbSlAXz}45*VrR~Qkkza43? zLhUUp|D(AT;kOsl;^MFO;++&|ywvC4p@xntzn2<}0*!xkkONY=$3ENLB+-#hF;l@2 zNy_X6B{_L(h0r>QD{V3$C|TFT$`TeH4itszAGN0=g|v3VXY|64XRg?-d{>aGb}j){c1_ g9_+}Elq44NE9Fp3{vQAU0RR6309C6DRx=6*0A?jvhyVZp diff --git a/inst/extdata/sldsc_trait/sumstats2.parquet.log b/inst/extdata/sldsc_trait/sumstats2.parquet.log new file mode 100644 index 00000000..1b97dcff --- /dev/null +++ b/inst/extdata/sldsc_trait/sumstats2.parquet.log @@ -0,0 +1,41 @@ +********************************************************************* +* LD Score Regression (LDSC) +* Version 1.0.0 +* (C) 2014-2015 Brendan Bulik-Sullivan and Hilary Finucane +* Broad Institute of MIT and Harvard / MIT Department of Mathematics +* GNU General Public License v3 +********************************************************************* +Call: +./ldsc.py \ +--out /restricted/projectnb/xqtl/jaempawi/xqtl_protocol/toy_example/output/sldsc_heritability/protocol_example_single_1/sumstats2.parquet \ +--h2 data/polyfun_new/example_data/sumstats2.parquet \ +--ref-ld-chr output/sldsc_ldscore/protocol_example_single_1/protocol_example_single_1.,data/polyfun_new/example_data/annotations. \ +--w-ld-chr data/polyfun_new/example_data/weights. \ +--overlap-annot \ +--print-coefficients \ +--print-delete-vals \ +--not-M-5-50 + +Beginning analysis at Sat Jun 6 13:20:20 2026 +Reading summary statistics from data/polyfun_new/example_data/sumstats2.parquet ... +Read summary statistics for 3475 SNPs. +Reading reference panel LD Score from output/sldsc_ldscore/protocol_example_single_1/protocol_example_single_1.,data/polyfun_new/example_data/annotations.[1-22] ... +Read reference panel LD Scores for 3475 SNPs. +Reading regression weight LD Score from data/polyfun_new/example_data/weights.[1-22] ... +Read regression weight LD Scores for 182454 SNPs. +After merging with reference panel LD, 3475 SNPs remain. +After merging with regression SNP LD, 3475 SNPs remain. +WARNING: number of SNPs less than 200k; this is almost always bad. +Removed 1 SNPs with chi^2 > 383.29 (3474 SNPs remain) +Printing block jackknife delete values to /restricted/projectnb/xqtl/jaempawi/xqtl_protocol/toy_example/output/sldsc_heritability/protocol_example_single_1/sumstats2.parquet.delete. +Printing partitioned block jackknife delete values to /restricted/projectnb/xqtl/jaempawi/xqtl_protocol/toy_example/output/sldsc_heritability/protocol_example_single_1/sumstats2.parquet.part_delete. +Total Observed scale h2: 0.0041 (0.0022) +Categories: ANNOT_0 Coding_UCSC_common_1 Coding_UCSC_lowfreq_1 Conserved_LindbladToh_common_1 Conserved_LindbladToh_lowfreq_1 Repressed_Hoffman_common_1 Repressed_Hoffman_lowfreq_1 base_1 +Lambda GC: 1.7321 +Mean Chi^2: 2.6775 +Intercept: 0.949 (0.2106) +Ratio < 0 (usually indicates GC correction). +Reading annot matrix from output/sldsc_ldscore/protocol_example_single_1/protocol_example_single_1.,data/polyfun_new/example_data/annotations.[1-22] ... +Results printed to /restricted/projectnb/xqtl/jaempawi/xqtl_protocol/toy_example/output/sldsc_heritability/protocol_example_single_1/sumstats2.parquet.results +Analysis finished at Sat Jun 6 13:20:24 2026 +Total time elapsed: 3.54s diff --git a/inst/extdata/sldsc_trait/sumstats2.parquet.part_delete b/inst/extdata/sldsc_trait/sumstats2.parquet.part_delete new file mode 100644 index 00000000..40d1d89f --- /dev/null +++ b/inst/extdata/sldsc_trait/sumstats2.parquet.part_delete @@ -0,0 +1,200 @@ +4.398678610919047727e-07 2.632403154671534914e-07 7.753861154509423938e-07 7.895847253888882787e-07 -6.161268796011770880e-07 -7.022997238400619024e-08 -6.692014740468279885e-08 4.117342208364918507e-08 +4.391547447168515157e-07 2.397048098261623566e-07 8.896466472524197776e-07 7.720155496030320318e-07 -6.764176568961459146e-07 -6.981341586206755820e-08 -6.613681835261226555e-08 4.187126176884431396e-08 +4.401253710630010942e-07 2.218789562215892423e-07 1.004371320954767290e-06 7.708671789647172173e-07 -6.199228936212794174e-07 -6.879252578743767789e-08 -7.023801201219374126e-08 4.116385594311963089e-08 +4.086863542131332339e-07 2.496722850230042126e-07 7.671728640025426537e-07 7.798632555581386478e-07 -6.753235319603122075e-07 -6.892074915178602934e-08 -6.744031372014567557e-08 4.053864033564856550e-08 +4.150677603179050683e-07 2.450050501329179307e-07 8.306044845496777955e-07 7.815236053292336868e-07 -6.446077901134142474e-07 -6.854828878027841164e-08 -6.677893758576423348e-08 4.146513389130298571e-08 +4.657322594210540074e-07 2.462864513125106957e-07 7.868085746991751982e-07 7.648282805370678655e-07 -6.005848921690486713e-07 -6.879025201974696859e-08 -6.898458229902799943e-08 4.141421557038554312e-08 +4.320524118588095823e-07 2.351625159199282987e-07 8.322807461279556474e-07 7.999764281695998257e-07 -6.750075820993115136e-07 -6.905974307745575505e-08 -6.822316895459675013e-08 4.132507289946923414e-08 +3.999202686544790813e-07 2.566818008064397511e-07 8.015016571492140114e-07 7.694511863348026488e-07 -5.936861201005408769e-07 -6.861633715820080878e-08 -6.910427200256170749e-08 4.111318350676642630e-08 +4.017944670724921545e-07 2.158807462948054806e-07 8.182960328770643624e-07 7.849794832595972905e-07 -6.516824032441080707e-07 -7.037246942715392134e-08 -6.744736431455908391e-08 4.184230416797746887e-08 +4.008399838030359111e-07 2.399694003831243226e-07 7.975426467401979486e-07 7.714227383199640895e-07 -6.169904383411683758e-07 -6.962705182317907514e-08 -6.850257913858009208e-08 4.176098910512150600e-08 +4.305012355878774237e-07 2.431481624814710567e-07 7.914424325008639549e-07 7.683682011386910338e-07 -6.105167121710798775e-07 -6.952752323906953283e-08 -6.868168425086323108e-08 4.193051858399405726e-08 +4.292146811509226397e-07 2.474528942237066142e-07 7.805832739251978690e-07 7.667545709571303571e-07 -5.917443792873114910e-07 -6.917390496168977915e-08 -6.946410001677274587e-08 4.146846550071523890e-08 +4.318658662551106017e-07 2.367190513736308818e-07 8.268182870160267316e-07 7.659864959986249348e-07 -6.206763058726347959e-07 -6.858710658791404577e-08 -6.846201533138510628e-08 4.134396512090200370e-08 +3.974041890732465920e-07 2.484551414878873171e-07 7.949148516738299397e-07 7.710263461117808960e-07 -6.143292729200770209e-07 -6.917782352681582642e-08 -6.749432758139764830e-08 4.176574740685544837e-08 +4.205032085351730220e-07 2.385192064945878577e-07 8.365645462825194697e-07 7.779477010740751749e-07 -6.941888821140505167e-07 -7.036157898802168338e-08 -6.612930385082636783e-08 4.222794560498573705e-08 +4.028277080569438663e-07 2.399769237418845179e-07 7.962216550580185675e-07 7.645771767350050656e-07 -5.907149268720360385e-07 -6.838679091828238895e-08 -7.324495401432145802e-08 4.127035147657157443e-08 +3.790930273773455652e-07 2.457268407741435810e-07 7.974803529668788692e-07 7.730522326828497988e-07 -6.034040251874535852e-07 -6.977219904743751600e-08 -6.761500030953306339e-08 4.173422232794312533e-08 +4.169816936612790646e-07 2.421549197433920447e-07 7.917682172062022228e-07 7.704845794555663360e-07 -6.274155383293769702e-07 -6.912157195132016721e-08 -6.742674119022783623e-08 4.123855629566221728e-08 +4.468980518400812244e-07 2.337905096994461097e-07 8.141176135744454731e-07 7.759439819080656286e-07 -6.182208209740752861e-07 -6.993728033547585198e-08 -6.816693207983990521e-08 4.201081086159217019e-08 +4.214917171197067516e-07 2.387207161893529575e-07 8.000001542138659655e-07 7.699871537599711130e-07 -6.206308502228530241e-07 -6.961051965742109091e-08 -6.829069521051015154e-08 4.166293214387438805e-08 +2.918612362591790102e-07 2.642612428965265290e-07 8.447398259209046820e-07 7.630575996410687108e-07 -6.978378138180825935e-07 -6.612536458140456817e-08 -5.992812337271334511e-08 4.093272951136712735e-08 +4.320719948309934891e-07 2.400190446944280248e-07 7.972127841993523445e-07 7.693917277476520016e-07 -6.182675873470248707e-07 -6.959803902611043392e-08 -6.862355287881856904e-08 4.182397765717620357e-08 +5.227267731994336063e-07 2.598594266813103501e-07 7.625720322565821528e-07 7.066531232958551000e-07 -5.623684428530683603e-07 -6.823342608668132485e-08 -7.066558087419330098e-08 4.224965091308942582e-08 +4.280287177682344846e-07 2.431804420814964277e-07 8.162226939041019648e-07 7.676558470743523431e-07 -6.141689278641394379e-07 -6.937929703298807611e-08 -6.883540675095800792e-08 4.147330595779623447e-08 +4.331777453156313075e-07 2.354952406618962967e-07 7.871456187300487409e-07 7.639905107667620679e-07 -6.153427990075204799e-07 -7.018973718579272709e-08 -6.928884204730394644e-08 4.202550115917502537e-08 +4.630185126296565279e-07 2.382482112958605366e-07 7.955996212261714078e-07 7.676210901501877535e-07 -5.834413696344003920e-07 -7.046643240059389186e-08 -6.962401536501870087e-08 4.211640448630624628e-08 +4.127004090704840842e-07 2.420973196316967305e-07 8.022210283638721884e-07 7.683601738260355018e-07 -6.227158359540197062e-07 -6.910019829952926677e-08 -6.730795791596623463e-08 4.128227129045683130e-08 +4.392269528672922854e-07 2.399684425519408137e-07 7.646030070048460408e-07 7.743220123876732759e-07 -5.716765244656911290e-07 -6.966118263351620651e-08 -6.948158150416246913e-08 4.166707829856076724e-08 +4.448233537120252349e-07 2.401612301699680825e-07 8.034434058803377699e-07 7.704433060073470949e-07 -6.487147578770470182e-07 -6.941817012357981858e-08 -6.874919472523740945e-08 4.161106964690629922e-08 +4.233063182794093630e-07 2.334409364300961314e-07 8.023816893236854895e-07 7.720235134451664623e-07 -5.958103263948965580e-07 -6.984446087406997522e-08 -6.924379189625590198e-08 4.186200744481726129e-08 +4.304272428010057307e-07 2.506288978360323557e-07 8.767393547508140679e-07 7.805730525368146091e-07 -5.882959191532147737e-07 -6.847329006287513679e-08 -6.838578419487130988e-08 4.074492995023272750e-08 +4.280539478217574798e-07 2.384814581828300469e-07 7.747722691346601008e-07 7.690424925156271210e-07 -5.925795781025500482e-07 -6.977869781699568164e-08 -6.853499231804875716e-08 4.185366245255187985e-08 +4.360625311706332234e-07 2.561832753982923388e-07 7.682030348980437109e-07 7.752733411659424127e-07 -6.172042246963395036e-07 -6.892098369384747889e-08 -6.784491857296595110e-08 4.127499408639157904e-08 +4.403157865592248911e-07 2.216924811102471832e-07 8.325903593246850381e-07 7.694423387362104890e-07 -6.282563450496212201e-07 -6.790515202206776961e-08 -6.807913947971753152e-08 4.074488540470070704e-08 +4.790590941189816051e-07 2.383597130690053814e-07 8.218276329044614442e-07 7.740040700459026901e-07 -6.182387023618484110e-07 -6.825409180551422062e-08 -6.909213129131112747e-08 4.099221992307664140e-08 +4.164730456249006786e-07 2.498211837532391886e-07 7.969397642143681360e-07 7.672028666721041874e-07 -5.860333346410497658e-07 -6.897856801682778492e-08 -7.086851333462993906e-08 4.156608830550678267e-08 +4.701428363919357144e-07 2.443508044076036817e-07 7.904091842067674654e-07 7.641913601719613724e-07 -6.182940246675569346e-07 -6.997052200839605346e-08 -6.937417688940729201e-08 4.197035871989662342e-08 +4.413219359686031015e-07 2.400951065178609299e-07 7.896952705208215324e-07 7.761469743886101465e-07 -6.231943901063546219e-07 -7.036654870595489717e-08 -6.814370758077915221e-08 4.170645282713762714e-08 +4.303842016343371630e-07 2.469254240186225739e-07 7.533987395560922059e-07 7.640915403722515344e-07 -6.060334796978969166e-07 -6.974308136644647132e-08 -6.845894711941691257e-08 4.200492372408922172e-08 +4.479407217577668923e-07 2.426665737553110296e-07 7.879262322840433720e-07 7.706957696163717843e-07 -6.181306444849585995e-07 -6.936153661435456529e-08 -6.784358291392929430e-08 4.136477228458387334e-08 +4.187133243315769328e-07 2.371005358020556110e-07 8.026601202957628624e-07 7.808824030247997715e-07 -6.300998954291499314e-07 -7.012149017911698878e-08 -6.686208618435171923e-08 4.175548556718054540e-08 +4.775910165497419686e-07 2.388988040299401838e-07 8.012747260474212111e-07 7.732097382515511324e-07 -6.268805721597726711e-07 -6.985774390744017067e-08 -6.838844041253742907e-08 4.190949629988197057e-08 +4.305329990228724349e-07 2.408676309584262413e-07 8.002103212381471676e-07 7.720764517959789952e-07 -6.213380138846925837e-07 -6.952941883987920576e-08 -6.845867694702062765e-08 4.164819942944249878e-08 +4.355141685676557446e-07 2.392641131589247988e-07 7.963757485809623451e-07 7.727314693746391190e-07 -6.223924918085073873e-07 -6.949044323643729725e-08 -6.849926605558981501e-08 4.174591815928108057e-08 +4.387656450085417273e-07 2.346226861931570708e-07 7.785214541317740201e-07 7.809040238058174819e-07 -5.604019711499559784e-07 -7.003338057759305502e-08 -6.986198940950239984e-08 4.179477353713732938e-08 +4.169069606581868220e-07 2.274975357471526988e-07 7.979613174085723700e-07 7.848208581203086934e-07 -6.117930988046962976e-07 -6.955797891945036606e-08 -6.785928147913931337e-08 4.158970035494113704e-08 +4.469126208786145154e-07 2.379380212269531274e-07 8.700933688578144254e-07 7.695308598818043133e-07 -6.330969212757353491e-07 -6.922384405717561224e-08 -6.863333497702531735e-08 4.124762390090604473e-08 +4.385132269002058407e-07 2.364538489899673604e-07 7.900548856090851888e-07 7.736347987796518077e-07 -6.276998461012166385e-07 -7.032698309216659093e-08 -6.918989747656123342e-08 4.223301557223074950e-08 +4.264566549604455839e-07 2.361935518135470512e-07 8.091229938829143081e-07 8.072766394211655838e-07 -6.586294195677035296e-07 -6.937226930250559184e-08 -6.659746436128694795e-08 4.103764824585857912e-08 +4.079912704589801983e-07 2.373103957937296162e-07 8.226373566407607880e-07 7.850812372708883630e-07 -6.243101806562321860e-07 -6.900566021077098033e-08 -6.708976310539923564e-08 4.087198320673281831e-08 +4.496390775046001138e-07 2.518456861155297253e-07 7.665550112952869725e-07 7.626513583762962589e-07 -6.256529732521454878e-07 -7.002367978293483323e-08 -6.895737929223940156e-08 4.197929305594655825e-08 +4.364015922916321415e-07 2.396011133152678489e-07 7.835441762585683958e-07 7.673015823677097773e-07 -5.968973649281371177e-07 -6.977114708915727231e-08 -6.893149578540496672e-08 4.181723824206062835e-08 +4.220564606335455773e-07 2.315054390487229085e-07 8.137701666152989542e-07 7.819686796405421761e-07 -6.358257426312128789e-07 -6.901192973337771239e-08 -6.722474363303256351e-08 4.128319134034982686e-08 +4.204084329340420447e-07 2.400918476703613076e-07 7.997285710619330700e-07 7.715430564416235567e-07 -6.255590466967303172e-07 -6.986016761852666068e-08 -6.793824313418759873e-08 4.189825290497476206e-08 +4.343905332370435882e-07 2.401238847019708948e-07 8.115290687059698493e-07 7.712558013724791391e-07 -6.546359406686559418e-07 -6.927365481332056381e-08 -6.786872477132895588e-08 4.170117127615565924e-08 +4.262291248159690440e-07 2.408175082678319451e-07 8.060426923726306066e-07 7.761915846774655732e-07 -6.264838318849131697e-07 -6.905229034831579833e-08 -6.809954515085754552e-08 4.139784181355470798e-08 +4.469115949295682428e-07 2.404850576133723648e-07 7.937709283209816776e-07 7.695517503155971713e-07 -6.190349176489140062e-07 -6.970362518575279297e-08 -6.881017133931279962e-08 4.181874066417604564e-08 +4.346664276536880120e-07 2.405329448222323347e-07 7.951450881030086220e-07 7.709853604136338759e-07 -6.178352279552832577e-07 -6.913194815596909653e-08 -6.819277237520174147e-08 4.164580318797121691e-08 +4.483483951114882392e-07 2.399438404168399181e-07 7.818551923421342533e-07 7.716317392519541755e-07 -6.481432932569839859e-07 -7.000199365624612937e-08 -6.944859582763225513e-08 4.258132194203539732e-08 +4.559373695650025048e-07 2.388104413049390250e-07 7.929874582103535378e-07 7.690520326608078108e-07 -6.053939425875058664e-07 -6.959818304160099189e-08 -6.836485687725284362e-08 4.167092216397594160e-08 +4.280694377194991306e-07 2.287146031263431526e-07 8.144929551525322723e-07 7.689667199479541098e-07 -6.234547080441049719e-07 -6.960828079711121450e-08 -6.981561496155775476e-08 4.194700447150836743e-08 +4.569087521173331271e-07 2.583845539396020682e-07 7.403598000527329983e-07 7.706637349273145573e-07 -5.760972779984588794e-07 -6.860581804096010516e-08 -6.779320945360254865e-08 4.062642545044007341e-08 +3.810016306072325933e-07 2.374787197166041058e-07 8.044082590729142626e-07 7.671966949996751790e-07 -6.175266386082234213e-07 -7.024827206013200924e-08 -7.069565257694702391e-08 4.199775088705268279e-08 +4.784827976620785539e-07 2.409777863702705468e-07 7.973666128489876787e-07 7.674453817439580703e-07 -5.983667255194847330e-07 -6.930887598509427381e-08 -7.150377068669243173e-08 4.175856848149553957e-08 +4.221863194760529892e-07 2.413137278635056752e-07 7.762729847184420437e-07 7.701243151389219257e-07 -5.758341478816991971e-07 -6.988627935298245276e-08 -7.583284557184431240e-08 4.225999258933470064e-08 +5.109859755137334325e-07 2.396280263415680164e-07 8.388144002513021334e-07 7.764702563038314522e-07 -6.362723939460144292e-07 -6.897970106199596955e-08 -6.556774338242170672e-08 4.124566034981406731e-08 +4.418793264932593405e-07 2.391727461790518583e-07 8.021568855664370912e-07 7.726644830389526576e-07 -6.225807396490863116e-07 -6.941104817878253020e-08 -6.891979254167080436e-08 4.180944576860058843e-08 +4.053251825891735492e-07 2.321602616671409133e-07 8.729159353928723389e-07 7.986474356261389118e-07 -7.299026157997129761e-07 -6.891307792878634829e-08 -6.808669375760878477e-08 4.096585129973213073e-08 +4.526544700119781400e-07 2.373906510607361162e-07 7.841388325486542400e-07 7.841085037374851909e-07 -6.081588169996920615e-07 -7.005712940723564807e-08 -6.956758201940144557e-08 4.162536769902926410e-08 +4.245474482546700711e-07 2.447832990197692212e-07 7.989521587955020936e-07 7.786839603959798563e-07 -6.232830438104305697e-07 -6.952244383705202488e-08 -6.786408792688571047e-08 4.162530743047103012e-08 +4.284231990831062983e-07 2.413792265237660055e-07 7.969804007183286223e-07 7.679445298036470172e-07 -6.102943760714773379e-07 -6.885831555146684674e-08 -6.901639544366166095e-08 4.146571322148189715e-08 +4.120625137251125689e-07 2.639459181464948712e-07 7.328490504779606241e-07 7.152176001004652517e-07 -5.574707253719670654e-07 -6.835397798738388507e-08 -7.195918251148232863e-08 4.223325448462162892e-08 +4.455322737816479658e-07 2.501407176933645431e-07 7.796657618700924876e-07 7.676151450350124824e-07 -5.987802868764703572e-07 -6.919020745513628897e-08 -6.941590325322539304e-08 4.168803313200658725e-08 +5.380155479574712630e-07 2.385331053151359540e-07 7.820561297453287383e-07 7.779495865550933888e-07 -6.247416129039119431e-07 -6.926016148193785917e-08 -6.900743710797285229e-08 4.116082203748002004e-08 +4.199915921988281684e-07 2.474205289816520897e-07 7.975217214925337834e-07 7.658470034616662814e-07 -6.280833713472609520e-07 -6.868465473685260695e-08 -7.125152771918227046e-08 4.161006921506239209e-08 +4.335953716338403213e-07 2.324498362908321581e-07 7.743999243090463118e-07 7.673557947334240176e-07 -6.238612692014127618e-07 -7.061914830658095421e-08 -7.017804591726249959e-08 4.230848574877298598e-08 +4.243083249961848887e-07 2.402411070335264422e-07 8.009495496854721996e-07 7.693041667803642126e-07 -6.156619128500989907e-07 -6.944374545569566336e-08 -6.974846113808737581e-08 4.178377856471836231e-08 +4.146941151485433353e-07 2.382173770991429162e-07 7.807086289717186921e-07 7.757563103896680456e-07 -6.159403871782269249e-07 -6.932196871852351065e-08 -6.806956475801734828e-08 4.144379451349913041e-08 +4.337537224552198893e-07 2.534295129015900649e-07 7.796400677830524096e-07 7.654522768768598487e-07 -6.173723304270661871e-07 -6.917722171590146617e-08 -6.860219679441783218e-08 4.163197907786467009e-08 +4.335581536693378188e-07 2.376375617630237654e-07 8.330725071741566671e-07 7.683761739763047763e-07 -6.354812429976610567e-07 -6.924060622645990104e-08 -6.833667186859875955e-08 4.170901691131254875e-08 +4.264125407136358662e-07 2.418445375190929126e-07 7.907389005992290964e-07 7.699734765106267861e-07 -6.084820562306851881e-07 -6.916859923971494643e-08 -6.910304061131206197e-08 4.164895272865335880e-08 +4.397626434233551343e-07 2.457864112441737477e-07 7.902587902574593586e-07 7.759448047974123357e-07 -6.231889813389488828e-07 -6.940217924434624375e-08 -6.849638389473233022e-08 4.157906895704731339e-08 +4.300820429389418383e-07 2.378097277678443654e-07 8.058284986305830093e-07 7.666571439054725792e-07 -6.200347165243495340e-07 -6.894219382222621908e-08 -6.991356105309731471e-08 4.146299622401059237e-08 +4.175094178695833868e-07 2.402990421319570594e-07 7.992942985356973908e-07 7.723187126353017191e-07 -6.227462776392344130e-07 -6.944853804208183462e-08 -6.869875372551170048e-08 4.182118809983440818e-08 +4.059134205490584343e-07 2.333617306126323770e-07 7.826027510368261934e-07 7.747426619924629247e-07 -6.093432064488885632e-07 -6.917790579774342370e-08 -6.758318240416287145e-08 4.195511220720077946e-08 +4.550450264631271730e-07 2.333610787910962275e-07 8.075117509752931689e-07 7.736425584422456419e-07 -6.134083231803675562e-07 -7.023584272301283521e-08 -6.869234776853503447e-08 4.190664796914380695e-08 +4.284399033146040864e-07 2.447403595589837616e-07 8.139305129023100933e-07 7.725575382297948968e-07 -6.167687083980831001e-07 -6.880391605446959013e-08 -6.757629299570976472e-08 4.118570647156244019e-08 +4.488223055705750137e-07 2.391799497882738766e-07 7.957377147292726793e-07 7.722798491968221465e-07 -6.216131959174548578e-07 -6.917456009302111962e-08 -6.822497258365265289e-08 4.164449379884474710e-08 +4.280584666094850754e-07 2.511693165103064858e-07 7.695901639489430879e-07 7.729438652297678804e-07 -5.767868778558414206e-07 -6.879133740456161195e-08 -6.904443230470073826e-08 4.097280469098156209e-08 +3.823155380363365077e-07 2.357019418613070667e-07 7.960243120500500933e-07 7.776780280206084237e-07 -6.116326450521530272e-07 -7.003734501627714217e-08 -7.006625537637814921e-08 4.173659384404352090e-08 +4.308804391089532213e-07 2.425091779048546436e-07 8.070256889018406074e-07 7.731961906933096078e-07 -6.242034277967468592e-07 -6.912524347976451701e-08 -6.760048668906786634e-08 4.129078888733269787e-08 +4.325118923659268431e-07 2.386600897182859505e-07 8.027454659059121383e-07 7.688775119630030975e-07 -6.218915128849059586e-07 -6.977953781409554978e-08 -6.967756432693199693e-08 4.190107376362305785e-08 +4.354093722532271212e-07 2.431156055139336023e-07 8.084718120652096730e-07 7.706186974633720599e-07 -6.287674322791672762e-07 -6.895595966350087476e-08 -6.851172703551519215e-08 4.159863402747571387e-08 +4.668313232029133998e-07 2.416332036304014113e-07 7.831650933852025051e-07 7.695827660884690590e-07 -5.895296020442134765e-07 -6.922449690366518394e-08 -7.444038087281339976e-08 4.200238972023089356e-08 +4.395809532154282574e-07 2.440965279830963197e-07 7.919627997888279611e-07 7.740279901352539210e-07 -6.242996184514541506e-07 -7.046246406846249833e-08 -6.821253276055609768e-08 4.183721561942336736e-08 +4.326975607881604449e-07 2.269861272472829600e-07 7.953295276532445080e-07 7.600368109714979180e-07 -6.029196550458581727e-07 -7.052164880536016511e-08 -7.113790829227308126e-08 4.231453818192607757e-08 +4.462047077792745865e-07 2.450736314259643984e-07 7.862665174085023684e-07 7.654468033858592534e-07 -6.160424880440258891e-07 -6.966177989993342157e-08 -6.928925672650816081e-08 4.189376172638458291e-08 +4.354073319629619118e-07 2.429588202869715936e-07 7.924883724699147100e-07 7.667203621527438257e-07 -6.238183572776254834e-07 -6.958363914178252595e-08 -6.833383586300379846e-08 4.184981466943890537e-08 +4.320974308086660665e-07 2.406316276252371886e-07 7.920283515125773618e-07 7.671065062716200895e-07 -6.014399229264774901e-07 -6.976366360503069462e-08 -6.938326895734040623e-08 4.172356704576993605e-08 +4.426112460008640110e-07 2.518995091963610222e-07 7.909358982862796759e-07 7.832257932462757213e-07 -6.064200115045205506e-07 -6.946537319690417415e-08 -6.846848630952151314e-08 4.081728482201938142e-08 +3.940290877636466419e-07 2.852765508572484322e-07 6.496649978457568690e-07 7.273100075487677564e-07 -6.271163276622521113e-07 -6.618842304444628969e-08 -6.541315486063779949e-08 4.098245561919994292e-08 +4.352355943904607780e-07 2.402761049081781187e-07 7.900921849744874614e-07 7.667437079757941803e-07 -6.038586691434851029e-07 -6.929454092697857543e-08 -7.080294050999132074e-08 4.166867766934257447e-08 +4.414189028955047043e-07 2.365712470394895269e-07 7.991861828261072816e-07 7.727284992133379197e-07 -6.342577780903252140e-07 -6.970733625469811349e-08 -6.886904637139337568e-08 4.179716116760231864e-08 +3.905583330873879252e-07 2.385648942447208996e-07 7.936433319288584124e-07 7.743507993250012301e-07 -6.232898729488379731e-07 -6.988697076534603554e-08 -7.007713498021374657e-08 4.203598473073582805e-08 +4.614088728796431713e-07 2.554149804003383117e-07 7.818392622691902351e-07 7.418347387980942962e-07 -5.841389602736766903e-07 -6.968679179556443626e-08 -7.019038428569703832e-08 4.149596766480534538e-08 +4.353043248619659814e-07 2.426252892614215320e-07 7.854791214870495605e-07 7.666847035872225253e-07 -6.177479309085333010e-07 -6.995888290706444209e-08 -6.823957027942585552e-08 4.190894175353447863e-08 +4.298976988316351776e-07 2.609651867962838095e-07 8.863314861133560505e-07 7.841706512739445296e-07 -6.096197816910936805e-07 -6.837116073735803131e-08 -6.878240162993642975e-08 4.034883496271640540e-08 +4.268284096255953111e-07 2.350372291688464880e-07 8.239653057499644551e-07 7.815078223060276589e-07 -6.440753099191167327e-07 -6.845755432728797223e-08 -6.705784792981610253e-08 4.106917041063522996e-08 +4.269627780213431905e-07 2.407161864491803372e-07 8.095070300799150441e-07 7.611516072528147865e-07 -6.312925628403599287e-07 -7.044201689066460189e-08 -6.918866078233905477e-08 4.236219385888224772e-08 +4.231124151358618154e-07 2.363779391979789873e-07 8.385452597649726687e-07 7.685639781836781669e-07 -5.796283972437584184e-07 -6.872504903586651898e-08 -7.249515599771912399e-08 4.143668175277871743e-08 +4.077910078687092888e-07 2.392405977686243368e-07 7.936036514843196964e-07 7.712477477823091553e-07 -6.102884756912327983e-07 -6.967052796574975697e-08 -6.877649338922693372e-08 4.182071345779602826e-08 +4.326907458719595333e-07 2.416736838927779001e-07 7.661266527081677951e-07 7.744388861217569368e-07 -6.015798806625006314e-07 -6.952219360578409776e-08 -6.899974152595741510e-08 4.156019524283829982e-08 +4.358027553474181993e-07 2.374879353508360618e-07 7.953372187911406776e-07 7.735993274535236606e-07 -6.214025829557583494e-07 -6.984648973908658134e-08 -6.879278346556261305e-08 4.185344802566026244e-08 +4.197028591674680761e-07 2.371299853559294433e-07 8.036679810846058107e-07 7.762195174658077102e-07 -6.245297306414219143e-07 -6.928962615795788067e-08 -6.840443880793631080e-08 4.146768259025279406e-08 +4.229864822074921567e-07 1.960711361843128866e-07 8.919207786568958338e-07 7.731204884112018326e-07 -6.312311710461727001e-07 -6.850350603573388205e-08 -7.032940009941104489e-08 4.091592626471146449e-08 +4.355020357050093702e-07 2.425779130330551353e-07 7.712909186167022571e-07 7.700585200523088699e-07 -6.118367523325885737e-07 -6.951275900391911003e-08 -6.862321803683741172e-08 4.176347162133015533e-08 +4.359720226817175087e-07 2.380711843860341214e-07 7.855694500276127209e-07 7.728285640370409605e-07 -6.398284981771862002e-07 -6.976561806762883914e-08 -6.868645025060177970e-08 4.157277303813900331e-08 +4.249627392642030208e-07 2.396179059293910144e-07 7.889553131001818525e-07 7.709984337046642206e-07 -6.300764415128815151e-07 -6.944866643036602684e-08 -6.814558965936016995e-08 4.173893392828164049e-08 +4.259722255132177590e-07 2.391952812840316993e-07 7.926974249769973652e-07 7.705077783117301692e-07 -6.228189374476000256e-07 -7.004604948854588936e-08 -6.850381174948850581e-08 4.193336992981463939e-08 +4.412388005086485130e-07 2.422012130183127906e-07 7.964856026132894291e-07 7.748062830025543376e-07 -6.186165888373809283e-07 -6.889949690576339248e-08 -6.867574460841538514e-08 4.143982962682742382e-08 +4.305513111288322737e-07 2.408373863820880642e-07 8.047987656244869785e-07 7.639868354797966324e-07 -6.192574630385369382e-07 -6.972131324395318153e-08 -6.893006202813925084e-08 4.185859049991106945e-08 +4.857738005453178082e-07 2.398098729118023674e-07 7.974040927028972690e-07 7.803102242202110921e-07 -6.242925758850731546e-07 -6.954739212086868978e-08 -6.923538938410647160e-08 4.157509511742497213e-08 +3.953355279960367549e-07 2.422504045632450123e-07 8.264578549921366272e-07 7.747119655693466035e-07 -5.978337660496791208e-07 -6.910516450246840975e-08 -6.903605740662559628e-08 4.112400546508405613e-08 +4.373629190388445017e-07 2.499531882871402601e-07 7.797111300208140957e-07 7.723801580119115356e-07 -6.078609732143302795e-07 -6.986821593594661750e-08 -6.945066075840077140e-08 4.187566205357388962e-08 +4.156111345983488234e-07 2.330963182864734782e-07 7.795349803260661326e-07 7.732283747469220973e-07 -6.347375341185906803e-07 -7.207771348893604070e-08 -6.846827651280806313e-08 4.267923763025501517e-08 +4.183642757837102910e-07 2.518500047877241072e-07 8.334385817999570975e-07 7.658564648962665136e-07 -6.489139524367448463e-07 -6.966220637084591175e-08 -6.953293342449360536e-08 4.183494449848185978e-08 +4.354941656853671386e-07 2.375940619309799866e-07 7.460272655843276331e-07 7.593016765630052452e-07 -5.939594872014339091e-07 -7.067831582976296172e-08 -7.098811424268342633e-08 4.251326457925834015e-08 +4.301995443376489994e-07 2.397227126988529202e-07 7.985273008913189967e-07 7.720459364281608177e-07 -6.279284617263702065e-07 -6.945222395670014961e-08 -6.864613867479353788e-08 4.172410896635030784e-08 +4.403039846856102701e-07 2.400474036361059523e-07 7.829782835334160927e-07 7.595966341849838080e-07 -6.223754742176537301e-07 -7.077233165726085647e-08 -6.916130286566304322e-08 4.205606796476470460e-08 +4.379237856011844521e-07 2.418072254712247159e-07 8.079771413613965775e-07 7.691654549793462945e-07 -6.120842188958305817e-07 -6.948753118129656230e-08 -6.798548610717421760e-08 4.168268395194737285e-08 +3.895462257972829520e-07 2.086566268529627934e-07 4.944287139457130840e-07 7.465212336523136415e-07 -5.645026603896412636e-07 -6.911080924500934689e-08 -7.323806807524846705e-08 4.365003058201830143e-08 +4.356796777132310045e-07 2.364208121134290435e-07 7.898153484961062712e-07 7.688099838171538118e-07 -6.048421315505450081e-07 -7.082751511475506243e-08 -7.090553279827121543e-08 4.250128437901204810e-08 +4.422957512083593340e-07 2.404976245596449649e-07 7.938663893415257800e-07 7.694106323973269778e-07 -6.164678140480879383e-07 -6.944322052369404039e-08 -6.837593665067572396e-08 4.184890588758441721e-08 +4.374133834098762127e-07 2.389191584527039461e-07 7.923734279648181572e-07 7.695921700436172020e-07 -6.116946504954339914e-07 -6.999166651760388929e-08 -6.920060116308700296e-08 4.178367390340307307e-08 +4.270763101299284402e-07 2.379402411958150907e-07 7.737567105885467531e-07 7.802812163886841629e-07 -6.103620774277991627e-07 -6.870906631777966790e-08 -6.767170191031685601e-08 4.061876125708897304e-08 +4.126327836651112277e-07 2.489216265270095568e-07 8.185828606731916774e-07 7.685476075934150152e-07 -6.286467544935777305e-07 -6.864594812290589813e-08 -6.760824037864686469e-08 4.112214973168812358e-08 +5.440103263506284186e-07 2.409761060750651060e-07 8.143877690235905911e-07 7.786390002095498780e-07 -6.318992218541765785e-07 -6.929829845478972272e-08 -6.967246100956536589e-08 4.167992664418576462e-08 +4.082361117209673752e-07 2.464537609600663912e-07 7.962716394751090773e-07 7.657018691898577079e-07 -6.328131557770066919e-07 -7.034784308959005471e-08 -6.653073699016915117e-08 4.175262579750209311e-08 +4.487663154093488824e-07 2.127864868445212561e-07 8.333987600921203254e-07 7.723802253686793032e-07 -6.236572611714607811e-07 -7.083854033062532385e-08 -6.913867748816453040e-08 4.199496082794633728e-08 +4.260229361263368785e-07 2.379344145707607748e-07 7.881423105255345813e-07 7.677052540644782385e-07 -6.137049694709113240e-07 -6.994240661087912487e-08 -6.947061779984017656e-08 4.212314867834996242e-08 +3.597030943801225243e-07 2.084007039878299624e-07 8.386076868512133064e-07 5.865510601732001870e-07 -6.799663470442227997e-07 -6.525059307906238524e-08 -6.619971878954502623e-08 4.313835743407120911e-08 +4.420705324276784343e-07 2.441338817332951094e-07 7.901458002964272028e-07 7.713296170630648844e-07 -6.169627013926467725e-07 -6.938612171450642273e-08 -6.904323989540785748e-08 4.161390823112186169e-08 +4.351394676433425831e-07 2.421491387275135057e-07 7.990103794247729983e-07 7.691587005767136938e-07 -6.231279130927585202e-07 -6.927170843822238113e-08 -6.826872917605243348e-08 4.164391126728461508e-08 +4.499219853457555624e-07 2.341288537738325066e-07 7.797191748160541115e-07 7.715835745118754291e-07 -6.067316146120031807e-07 -7.072928877903889619e-08 -7.108042884087830263e-08 4.215220078092916934e-08 +3.287522369638606419e-07 2.498026848451905137e-07 3.772212388502486845e-07 7.915482747317223847e-07 -4.214579177824433807e-07 -6.980418340915286909e-08 -7.105857804240422201e-08 4.030615432201546324e-08 +4.766681001369071885e-07 2.462708008651178794e-07 7.829906593185914919e-07 7.681032905935161704e-07 -6.179081199937752228e-07 -7.000059076419124660e-08 -6.854146438482623913e-08 4.183813317494766049e-08 +4.537196146917507299e-07 2.484404391947775796e-07 8.168493400879236084e-07 7.710104672877389649e-07 -6.297616728143828706e-07 -6.975617305184906877e-08 -6.929589724769670410e-08 4.168757573309443210e-08 +4.221918187377379843e-07 2.442362731325902512e-07 7.703170943583542540e-07 7.631139554607784676e-07 -6.198915719101011232e-07 -6.924902085927676217e-08 -6.980734451581990528e-08 4.187111547380076168e-08 +4.536093972001422716e-07 2.419546930613943209e-07 8.016730515164741650e-07 7.726440049022196662e-07 -6.254704458163415832e-07 -6.990121510560453160e-08 -6.678003823694922030e-08 4.155212925842526413e-08 +4.311837191864365753e-07 2.377164962741038671e-07 8.090156250538221006e-07 7.675981565051317500e-07 -6.243115521435400843e-07 -6.991351857035574801e-08 -6.918082456822039210e-08 4.206334953409249521e-08 +4.006654382198302710e-07 2.369310258650866643e-07 7.900544156526814343e-07 7.867421811632521933e-07 -6.074748496340336350e-07 -6.948806321817928603e-08 -6.772450631824511523e-08 4.153397691670188909e-08 +4.343756325041337739e-07 2.411825638161091238e-07 7.913020451519311931e-07 7.732067188807485437e-07 -6.107111659658437025e-07 -6.893172147468249656e-08 -6.993361824519483601e-08 4.146585026884605454e-08 +4.360954335276300552e-07 2.362968853869360535e-07 7.832339594323662947e-07 7.701738647099044620e-07 -5.831707633473210047e-07 -6.970200710939630027e-08 -7.338004543367234945e-08 4.191403915491362064e-08 +4.428959073383497503e-07 2.399825850735279282e-07 7.792084800972537215e-07 7.685932602077272558e-07 -6.054469031641732499e-07 -6.972612332246664207e-08 -6.930233017112774725e-08 4.169839179845698693e-08 +7.227191013263688061e-07 1.703245220229118157e-07 8.120748035235609090e-07 7.711405736711179908e-07 -5.718393249320335507e-07 -6.967004833858883751e-08 -7.007440882235615810e-08 4.247400232611325096e-08 +4.451069260492197738e-07 2.520696516072245902e-07 7.877778409060701679e-07 7.666852362033133400e-07 -6.243652712794745205e-07 -6.900563851894975646e-08 -6.882684179305148832e-08 4.130833146235240289e-08 +4.651854275228677009e-07 2.376376824607763261e-07 8.011476308341767104e-07 7.639060279884899410e-07 -6.426408630079228250e-07 -7.016466761481792809e-08 -6.830340575349622349e-08 4.259477882056371752e-08 +4.375668915647867113e-07 2.397610060295838108e-07 7.942360048928054500e-07 7.707214694624741035e-07 -6.220941476926851104e-07 -6.959532526330362928e-08 -6.856728031849626423e-08 4.183458549868966215e-08 +5.977269036417805405e-07 2.508284095644978839e-07 8.267150675971193500e-07 7.673336757716309409e-07 -6.111189982690955386e-07 -6.616868186971610180e-08 -6.607190057479624586e-08 3.980616454667557889e-08 +4.375331235133106752e-07 2.347865168942652658e-07 7.813046622900232460e-07 7.852795855807399547e-07 -6.168678218097331378e-07 -7.072184614069736075e-08 -6.925703142698933782e-08 4.204111877992597812e-08 +4.164418586317611702e-07 2.342200002033817317e-07 8.024965006186897545e-07 7.671582122847736095e-07 -6.250650665337457087e-07 -6.973893305614916074e-08 -7.029322887464303114e-08 4.198414076616045059e-08 +4.234944961199447816e-07 2.471711326309026300e-07 8.011755188295802292e-07 7.689582364961511156e-07 -6.157163499446466136e-07 -6.885787245073988008e-08 -6.899209398888340411e-08 4.115386595287777978e-08 +4.340406264850038478e-07 2.348975647143953137e-07 7.765946320699842065e-07 7.790722947795597427e-07 -5.843611279860693671e-07 -7.017341797999996063e-08 -6.880836157608645921e-08 4.167898957803428717e-08 +4.466948625270988023e-07 2.316363965885518214e-07 8.238193006369677999e-07 7.760140073742336105e-07 -6.409296468048070269e-07 -6.972419332829377896e-08 -6.808944739571440582e-08 4.183125590608235137e-08 +4.399739409517525176e-07 2.407856869454149725e-07 7.904340828103696047e-07 7.697107820045693782e-07 -6.116005384908655886e-07 -6.992557612629609067e-08 -6.912285256542666178e-08 4.203640850099816169e-08 +3.814005217181779522e-07 2.506514083672646549e-07 7.919734899746789803e-07 7.827214547042922691e-07 -5.758261898922209719e-07 -6.624184938967349723e-08 -6.658921074209098710e-08 3.982047863312780822e-08 +4.232905762938639980e-07 2.417169543876350314e-07 7.522675383892508823e-07 7.700356882502104692e-07 -6.234273779227920297e-07 -7.045276216215259849e-08 -6.737918332842633098e-08 4.175506726819954655e-08 +4.801476145953123265e-07 2.623558944695305950e-07 7.823355938321220482e-07 7.697177095087242697e-07 -6.460361837677698317e-07 -6.803279525556672324e-08 -6.230413173139660353e-08 4.076155632419779288e-08 +4.544830176910705866e-07 2.373150271576160462e-07 8.137209032357746417e-07 7.762886431374167747e-07 -6.315311710512976955e-07 -6.987506238075780899e-08 -6.958841768375324299e-08 4.174518174042302706e-08 +4.121964691067428285e-07 2.422060385084136039e-07 7.950647595683928618e-07 7.634350965848992366e-07 -6.302669757062486370e-07 -7.009670118591467555e-08 -6.893071364365912046e-08 4.209330500046725753e-08 +3.989164236080398708e-07 2.347814986193491375e-07 7.674626811124299676e-07 7.654980120953262597e-07 -6.084195035864502375e-07 -6.926625717576093684e-08 -6.965210674911597294e-08 4.192097748705750837e-08 +4.686657200135267582e-07 2.371410568678798942e-07 8.069938222779210351e-07 7.657382592339794156e-07 -6.178682321857905414e-07 -6.920216797436243076e-08 -6.918162646559424836e-08 4.152501045083535030e-08 +3.999870619780445422e-07 2.415296328433217862e-07 7.611183788694658418e-07 7.723214298240095516e-07 -6.129134693278788681e-07 -6.916505149729599205e-08 -6.830019126072035509e-08 4.130033372384712214e-08 +3.955955344786115939e-07 2.353970914804710345e-07 9.135697010831058118e-07 7.619171266806717983e-07 -8.242366129662157962e-07 -7.220535138141785726e-08 -6.259784081547110109e-08 4.400006300415099794e-08 +4.067513191263003743e-07 2.339919538771540841e-07 7.805856627082214697e-07 7.733500673357700059e-07 -6.204019958819640110e-07 -7.025046117649591288e-08 -7.027992167811985637e-08 4.224071407021021922e-08 +4.307973358750686133e-07 2.398706511582814691e-07 8.103589600855989239e-07 7.645005127709722484e-07 -6.039666519556157971e-07 -6.837167359690402864e-08 -6.897180146429529651e-08 4.112528371980280190e-08 +4.434395804951636727e-07 2.416120261275363164e-07 8.266836703098514417e-07 7.683641239496467604e-07 -6.406077979688843206e-07 -6.949702738158839125e-08 -6.726904693021690291e-08 4.157094315282664793e-08 +4.269879339712067664e-07 2.504613087266038815e-07 7.670226615486674576e-07 7.610859100198381810e-07 -6.462663774413680793e-07 -6.914785628804243295e-08 -6.768389034678219436e-08 4.166400614361949556e-08 +4.383825077483041373e-07 2.389909426160813414e-07 7.984492817797506771e-07 7.655943034187369913e-07 -6.161327252573330933e-07 -6.931638993744163591e-08 -6.808957304738968927e-08 4.176391301110731974e-08 +5.176598392486330116e-07 2.534501003930162749e-07 8.020848945558878822e-07 7.650835794855073527e-07 -6.155244403431961587e-07 -6.916686417110778520e-08 -6.911366198292869695e-08 4.154322256461693734e-08 +4.041778844517738209e-07 2.353098889978786342e-07 8.099657246795112638e-07 7.680588934133897360e-07 -6.261600197897386389e-07 -6.924318148407060906e-08 -6.954160480092402827e-08 4.145940195195361445e-08 +5.117467456847324989e-07 2.370092763333616188e-07 7.900761894610020069e-07 7.681245127169054801e-07 -6.134597618674943734e-07 -7.035556804397311269e-08 -7.098078914123347394e-08 4.216072865138864748e-08 +4.160071304408778921e-07 2.378218117485849544e-07 8.022212360965836496e-07 7.808603482759733503e-07 -6.315367706773027765e-07 -6.938063132558099152e-08 -6.817779809523976113e-08 4.163600846766017037e-08 +4.356768782020345087e-07 2.398877897199886851e-07 7.786227886668586851e-07 7.749297273990085617e-07 -6.176011411972227622e-07 -7.011059493513983995e-08 -6.849425521071669365e-08 4.189077570996942956e-08 +4.308598383233507805e-07 2.376254567127901879e-07 7.900340416950577486e-07 7.714285035479523790e-07 -6.148384165150146036e-07 -6.962215725082747277e-08 -6.858732354818692307e-08 4.180627378890568342e-08 +4.155961153991064977e-07 2.416140528282541595e-07 7.884172805375148742e-07 7.634775051992034154e-07 -6.308553301065552882e-07 -6.944757405535441449e-08 -6.854935825972282962e-08 4.169264419190580999e-08 +4.460786511249578059e-07 2.513485519128253005e-07 7.957846762228023465e-07 7.480476228831585132e-07 -6.228624753749025380e-07 -6.950033353841416084e-08 -6.846817503457495938e-08 4.183038077227703546e-08 +4.250000352154048479e-07 2.505435302659958864e-07 7.574670604907738493e-07 7.694542873955345132e-07 -6.118075585254074495e-07 -6.838513354885190504e-08 -6.710282410267156235e-08 4.126573182429798474e-08 +4.337077378826610394e-07 2.419244958667117844e-07 7.843569270869123437e-07 7.872044814986191896e-07 -6.234695577890216110e-07 -6.949013137682651635e-08 -6.783023488874846730e-08 4.138431851395165088e-08 +3.027705814396127935e-07 2.576004063961948114e-07 8.458456693943872021e-07 7.701618670199123734e-07 -6.483307260212815663e-07 -7.008884175293379935e-08 -6.769787063169103980e-08 4.174256400962850007e-08 +4.097366087265283680e-07 2.285274302765781116e-07 8.811123614933118509e-07 6.773304183850204923e-07 -5.797697231611951449e-07 -6.451462609194232836e-08 -7.138246648855104776e-08 4.101498430868842089e-08 +4.428889929721520091e-07 2.386993231866593462e-07 8.065631256090262158e-07 7.797432665582136199e-07 -6.443034530376437832e-07 -6.892247387542592368e-08 -6.793885992615043206e-08 4.131635141841487383e-08 +4.353644574896620409e-07 2.368358249029361829e-07 7.998351236599979986e-07 7.771377870533689010e-07 -6.285528137607205416e-07 -6.960480176238566226e-08 -6.886086899553185978e-08 4.178118462309211462e-08 +3.711884469441154745e-07 3.197004375075418055e-07 8.342872031072270191e-07 7.793301223574494889e-07 -5.663202341759901596e-07 -5.536832316630600246e-08 -5.462769239450116708e-08 3.238782770860376189e-08 +3.990552356595259530e-07 2.090788675229238993e-07 8.538891579857254248e-07 6.994500152171143252e-07 -5.948457031509729154e-07 -6.775609069015084862e-08 -7.107428755735491931e-08 4.262064893353395219e-08 +4.415560419177344994e-07 2.430510676335358066e-07 7.952084591849860732e-07 7.705446192869128661e-07 -6.471930442653179213e-07 -6.939145240831972410e-08 -6.644079614514679192e-08 4.138067431802051892e-08 +4.144963064396755921e-07 2.563923867569677300e-07 8.154399586588201697e-07 7.403723267212376741e-07 -6.177189030614813500e-07 -6.999810349982014522e-08 -6.695088837472546257e-08 4.247702859924930677e-08 +4.303182952503930114e-07 2.476637456890288124e-07 7.941823718873176818e-07 7.634722224820934675e-07 -6.337171271124563758e-07 -7.016277992714322902e-08 -7.042750345715852866e-08 4.204904897170025263e-08 +4.080167889503699265e-07 2.510141138821329469e-07 7.780811477944243875e-07 7.515477838879247676e-07 -5.774274497398316241e-07 -6.909375199370017610e-08 -6.874180181454435054e-08 4.229564858500549935e-08 +4.402872932970411746e-07 2.503538042828364739e-07 7.732626932495127768e-07 7.665858706184411858e-07 -6.278029594433110880e-07 -7.024323784357246215e-08 -6.896844737236839518e-08 4.219753921923880203e-08 diff --git a/inst/extdata/sldsc_trait/sumstats2.parquet.results b/inst/extdata/sldsc_trait/sumstats2.parquet.results new file mode 100644 index 00000000..7f2e5e11 --- /dev/null +++ b/inst/extdata/sldsc_trait/sumstats2.parquet.results @@ -0,0 +1,9 @@ +Category Prop._SNPs Prop._h2 Prop._h2_std_error Enrichment Enrichment_std_error Enrichment_p Coefficient Coefficient_std_error Coefficient_z-score +ANNOT_0 1.6443e-02 3.5532e-01 2.5211e-01 2.1610e+01 1.5333e+01 3.8137e-01 4.3326e-07 5.3782e-07 8.0557e-01 +Coding_UCSC_common_1 5.2671e-03 1.2561e-01 8.0296e-02 2.3848e+01 1.5245e+01 6.3180e-03 2.4099e-07 1.7209e-07 1.4004e+00 +Coding_UCSC_lowfreq_1 1.1581e-02 2.9859e-01 2.9156e-01 2.5783e+01 2.5176e+01 3.5234e-01 7.9606e-07 6.8414e-07 1.1636e+00 +Conserved_LindbladToh_common_1 8.8296e-03 3.3881e-01 2.0268e-01 3.8372e+01 2.2955e+01 1.8981e-03 7.6880e-07 2.6219e-07 2.9323e+00 +Conserved_LindbladToh_lowfreq_1 2.0367e-02 -3.7716e-01 4.1302e-01 -1.8518e+01 2.0279e+01 2.2592e-01 -6.1833e-07 4.3374e-07 -1.4256e+00 +Repressed_Hoffman_common_1 1.7496e-01 3.9068e-02 1.4954e-01 2.2330e-01 8.5474e-01 2.6040e-01 -6.9337e-08 1.9030e-08 -3.6435e+00 +Repressed_Hoffman_lowfreq_1 2.7381e-01 -4.6130e-01 3.8070e-01 -1.6848e+00 1.3904e+00 3.4479e-03 -6.8686e-08 2.7824e-08 -2.4686e+00 +base_1 1.0000e+00 1.0002e+00 1.7396e-04 1.0002e+00 1.7396e-04 NA 4.1626e-08 1.1791e-08 3.5304e+00 diff --git a/inst/extdata/sldsc_trait/sumstats3.parquet.log b/inst/extdata/sldsc_trait/sumstats3.parquet.log new file mode 100644 index 00000000..52e096e9 --- /dev/null +++ b/inst/extdata/sldsc_trait/sumstats3.parquet.log @@ -0,0 +1,41 @@ +********************************************************************* +* LD Score Regression (LDSC) +* Version 1.0.0 +* (C) 2014-2015 Brendan Bulik-Sullivan and Hilary Finucane +* Broad Institute of MIT and Harvard / MIT Department of Mathematics +* GNU General Public License v3 +********************************************************************* +Call: +./ldsc.py \ +--out /restricted/projectnb/xqtl/jaempawi/xqtl_protocol/toy_example/output/sldsc_heritability/protocol_example_single_1/sumstats3.parquet \ +--h2 data/polyfun_new/example_data/sumstats3.parquet \ +--ref-ld-chr output/sldsc_ldscore/protocol_example_single_1/protocol_example_single_1.,data/polyfun_new/example_data/annotations. \ +--w-ld-chr data/polyfun_new/example_data/weights. \ +--overlap-annot \ +--print-coefficients \ +--print-delete-vals \ +--not-M-5-50 + +Beginning analysis at Sat Jun 6 13:20:20 2026 +Reading summary statistics from data/polyfun_new/example_data/sumstats3.parquet ... +Read summary statistics for 15954873 SNPs. +Reading reference panel LD Score from output/sldsc_ldscore/protocol_example_single_1/protocol_example_single_1.,data/polyfun_new/example_data/annotations.[1-22] ... +Read reference panel LD Scores for 3475 SNPs. +Reading regression weight LD Score from data/polyfun_new/example_data/weights.[1-22] ... +Read regression weight LD Scores for 182454 SNPs. +After merging with reference panel LD, 23 SNPs remain. +After merging with regression SNP LD, 23 SNPs remain. +WARNING: number of SNPs less than 200k; this is almost always bad. +Removed 0 SNPs with chi^2 > 487.511 (23 SNPs remain) +Printing block jackknife delete values to /restricted/projectnb/xqtl/jaempawi/xqtl_protocol/toy_example/output/sldsc_heritability/protocol_example_single_1/sumstats3.parquet.delete. +Printing partitioned block jackknife delete values to /restricted/projectnb/xqtl/jaempawi/xqtl_protocol/toy_example/output/sldsc_heritability/protocol_example_single_1/sumstats3.parquet.part_delete. +Total Observed scale h2: -0.0188 (0.0147) +Categories: ANNOT_0 Coding_UCSC_common_1 Coding_UCSC_lowfreq_1 Conserved_LindbladToh_common_1 Conserved_LindbladToh_lowfreq_1 Repressed_Hoffman_common_1 Repressed_Hoffman_lowfreq_1 base_1 +Lambda GC: 1.4619 +Mean Chi^2: 0.9606 +Intercept: 1.4454 (0.618) +Ratio: NA (mean chi^2 < 1) +Reading annot matrix from output/sldsc_ldscore/protocol_example_single_1/protocol_example_single_1.,data/polyfun_new/example_data/annotations.[1-22] ... +Results printed to /restricted/projectnb/xqtl/jaempawi/xqtl_protocol/toy_example/output/sldsc_heritability/protocol_example_single_1/sumstats3.parquet.results +Analysis finished at Sat Jun 6 13:21:16 2026 +Total time elapsed: 55.43s diff --git a/inst/extdata/sldsc_trait/sumstats3.parquet.part_delete b/inst/extdata/sldsc_trait/sumstats3.parquet.part_delete new file mode 100644 index 00000000..16583536 --- /dev/null +++ b/inst/extdata/sldsc_trait/sumstats3.parquet.part_delete @@ -0,0 +1,23 @@ +-1.337491644224899399e-06 -1.342997300785304146e-07 4.613621606226517460e-07 4.841972756673158720e-07 -2.125984797634708330e-06 2.969307596958648231e-08 -6.069382498286234090e-08 -6.390369473482388653e-09 +-1.042250875196413762e-06 -1.509016829934074087e-07 9.614969912590531858e-07 2.472819317987935655e-07 -3.712167962514336027e-06 3.019005754517598391e-08 -6.221780382529201536e-08 -3.607799519783960093e-09 +-1.349081476475052143e-06 -1.502572437968281677e-07 8.488802264436368821e-07 2.643130838073767464e-07 -3.820653041856169809e-06 2.778173925927634484e-08 -5.938482996128325966e-08 -2.469206933955650657e-09 +-1.658825202415447053e-06 -1.569566433615256221e-07 1.069141367888299214e-06 2.870153766144226588e-07 -4.349980714958885330e-06 2.903549499899700105e-08 -5.308297047364897553e-08 -3.981750606668717289e-09 +-1.585389106396689852e-06 -1.360616541744481096e-07 8.313682153086127445e-07 3.852841909425004676e-07 -4.676926204328846816e-06 1.176405662797375129e-08 6.741279840131333596e-08 -1.757185808148742654e-09 +-1.215075843883514187e-06 -1.679760091449235266e-07 1.108248737122411625e-06 3.129498442990974680e-07 -4.126377035505225315e-06 4.215097512537345598e-08 -1.512283097804666316e-07 -4.170355128935954232e-09 +-1.260323439190421722e-06 -1.592077187806113645e-07 1.004890817362022033e-06 2.603207280985288161e-07 -3.978627773759339799e-06 3.416756768741751893e-08 -1.013703930378287925e-07 -3.766141302257464384e-09 +-1.333909099569529415e-06 -5.603617681526993749e-09 4.772709638556230102e-07 2.548281766342094213e-07 -3.704374209559061219e-06 3.279171078177363161e-08 -4.051535628981501966e-08 -6.905152608824172818e-09 +-1.767722271731306047e-06 -1.662051150693471088e-07 1.331686469544002713e-06 2.492224206758025318e-07 -3.836062600143032804e-06 2.538418463819044264e-08 -1.118605190884487193e-08 -2.394188683515550581e-09 +-1.367255405048451697e-06 -1.127967484063216915e-07 6.367926508810680058e-07 1.721044284904406605e-07 -3.328586284804915501e-06 3.874150682233989713e-08 -1.663736704357271405e-07 7.940653796184140092e-11 +-1.366255658040798221e-06 -1.451104742731952100e-07 9.450821667663338538e-07 2.724272951019491432e-07 -3.963481086860401285e-06 2.962130542301561804e-08 -5.691332843940388696e-08 -3.571192315677443575e-09 +-1.337891589976789519e-06 -1.286153633910781927e-07 1.218095105240499931e-06 2.595213328221688757e-07 -3.812692300622642864e-06 3.656362071416135747e-08 -5.388579548451638619e-08 -8.184789647570153760e-09 +-4.901838533219738065e-07 -1.655268326037131477e-07 1.351955467964851695e-06 3.157605340597339757e-07 -4.685909413132030041e-06 2.316815092067441610e-08 5.061674337094153235e-09 -2.986047889944182630e-09 +-1.772900769659287814e-06 -5.420883644800451366e-08 1.810557000566925244e-07 -2.532098606827101542e-08 -1.161534824976643098e-06 3.086064193535549688e-08 -8.275505959281791633e-08 -1.805488119223560133e-09 +-1.352164576424419393e-06 -1.448944764647148656e-07 9.219765876392754673e-07 2.690125393863531646e-07 -3.877328082073467544e-06 2.948779680780127319e-08 -5.478437813383635814e-08 -3.714718265832326291e-09 +-1.275147285914893605e-06 -1.446295518947711728e-07 9.936210138802514567e-07 2.895619859771357861e-07 -4.931074158403805764e-06 1.700775885261448553e-08 1.556199942415600236e-07 -1.240552336155166185e-09 +-1.332083844077644303e-06 -1.470807235461124156e-07 1.038155155799505215e-06 2.694707569856160935e-07 -3.894468560070564650e-06 3.012027024348048204e-08 -5.886891053895719808e-08 -3.964059693375356939e-09 +-1.513527415206473195e-06 -1.476149617593364030e-07 3.187228301023966814e-07 2.685093862983752533e-07 -3.815948986184896911e-06 3.078517941264865201e-08 -5.897725891100759428e-08 -4.519757684013051974e-09 +-1.413455308171493869e-06 -1.660574232386599653e-07 8.980087512919496000e-07 3.355137570925351081e-07 -4.455916146996528223e-06 2.349109508525209156e-08 -1.004477413353172893e-07 -2.294248080008415054e-09 +-1.321310275120020184e-06 -1.529333054690542668e-07 1.124675032526910888e-06 2.562963111250904584e-07 -3.777618203509784358e-06 3.327538760361892476e-08 -6.132313759295204080e-08 -5.669361000459379987e-09 +-1.462959733948555514e-06 -1.312469478908625383e-07 8.692286414105295550e-07 2.723534664271295456e-07 -3.772912753190990161e-06 2.975149274540727843e-08 -5.485953952787794542e-08 -3.680693650486622868e-09 +-1.392676163532372124e-06 -1.373697232774311559e-07 8.856848199345199476e-07 2.564379221680695658e-07 -3.695213289969318279e-06 2.989437215187026353e-08 -5.702579552631445152e-08 -3.594852461978655779e-09 +-1.030812604645125624e-06 -2.075817457194909218e-07 1.417047283595439006e-06 2.909460032715541582e-07 -5.359026917220635120e-06 3.390455966854070512e-08 -7.809010070239526736e-08 -6.450729375648331263e-09 diff --git a/inst/extdata/sldsc_trait/sumstats3.parquet.results b/inst/extdata/sldsc_trait/sumstats3.parquet.results new file mode 100644 index 00000000..0faaefdb --- /dev/null +++ b/inst/extdata/sldsc_trait/sumstats3.parquet.results @@ -0,0 +1,9 @@ +Category Prop._SNPs Prop._h2 Prop._h2_std_error Enrichment Enrichment_std_error Enrichment_p Coefficient Coefficient_std_error Coefficient_z-score +ANNOT_0 1.6443e-02 2.1566e-01 3.1289e-01 1.3116e+01 1.9029e+01 3.1339e-01 -1.3607e-06 1.2055e-06 -1.1288e+00 +Coding_UCSC_common_1 5.2671e-03 9.6377e-03 1.2314e-02 1.8298e+00 2.3378e+00 6.4357e-01 -1.4431e-07 1.8301e-07 -7.8849e-01 +Coding_UCSC_lowfreq_1 1.1581e-02 7.3524e-02 1.5360e-01 6.3487e+00 1.3263e+01 6.3295e-01 9.2611e-07 1.4601e-06 6.3429e-01 +Conserved_LindbladToh_common_1 8.8296e-03 -1.1455e-02 4.9731e-02 -1.2973e+00 5.6323e+00 5.8975e-01 2.6652e-07 3.9973e-07 6.6676e-01 +Conserved_LindbladToh_lowfreq_1 2.0367e-02 7.2945e-01 9.7767e-01 3.5816e+01 4.8003e+01 3.3196e-01 -3.8835e-06 3.9244e-06 -9.8959e-01 +Repressed_Hoffman_common_1 1.7496e-01 4.0020e-02 1.2505e-01 2.2874e-01 7.1472e-01 4.8102e-01 2.9668e-08 2.9876e-08 9.9304e-01 +Repressed_Hoffman_lowfreq_1 2.7381e-01 4.1264e-01 6.4483e-01 1.5071e+00 2.3550e+00 8.0906e-01 -5.6984e-08 2.9704e-07 -1.9184e-01 +base_1 1.0000e+00 1.0001e+00 2.0907e-04 1.0001e+00 2.0907e-04 NA -3.6493e-09 8.9312e-09 -4.0861e-01 diff --git a/inst/scripts/build_ctwas_examples.R b/inst/scripts/build_ctwas_examples.R new file mode 100644 index 00000000..1ddb0372 --- /dev/null +++ b/inst/scripts/build_ctwas_examples.R @@ -0,0 +1,145 @@ +# ============================================================================= +# Rebuild the bundled cTWAS example objects. +# ----------------------------------------------------------------------------- +# ctwasInputsExample / ctwasEstExample / ctwasFinemapExample are the payloads +# of the granular chain +# +# assembleCtwasInputs -> estCtwasParam -> screenCtwasRegions +# -> finemapCtwasRegions +# +# captured after each step, so a user can enter the chain anywhere without +# re-running what came before. +# +# The payloads carry an `LD_map$LD_file` token that ctwas asserts exists on +# disk and that pecotmr uses as the dispatch key into the cached per-region LD +# panels. Baking an absolute path into the .rda makes that token point at the +# machine that built it -- which is what left the previous objects unusable +# past `screenCtwasRegions` (finemapCtwasRegions failed on +# `all(file.exists(LD_matrix_files))`). Step 3 rewrites the token to the +# portable "pecotmr://extdata/" form the genotype handles already use; +# `.ctwasResolveLdPaths()` resolves it at extraction time on whatever machine +# the package is installed. +# +# Run from the package root: +# Rscript inst/scripts/build_ctwas_examples.R +# ============================================================================= + +devtools::load_all(".", quiet = TRUE) + +# ----------------------------------------------------------------------------- +# 1. Inputs: the bundled chr22 LD panel, GWAS sumstats, and TWAS weights. +# ----------------------------------------------------------------------------- +ldStem <- file.path( + system.file("extdata", "ld_reference", "chr22", package = "pecotmr"), + "protocol_example.LD.chr22" +) +gwasTsv <- system.file( + "extdata", + "manifests", + "protocol_example.twas.gwas_sumstats.chr22.tsv.gz", + package = "pecotmr" +) + +# cTWAS needs at least two LD blocks: its EM cannot converge on one region. +blocks <- GenomicRanges::GRanges( + "chr22", + IRanges::IRanges(c(10000000, 15000001), c(15000000, 19000000)), + blockId = c("chr22_1", "chr22_2") +) + +gwasSumStats <- loadGwasSumStatsFromManifest( + manifest = data.frame(study = "gwas1", sumStatsPath = gwasTsv), + genome = "hg38", + ldSketch = ldStem, + region = "chr22:10000000-19000000", + ldBlocks = blocks +) +gwasByRegion <- summaryStatsQc(gwasSumStats, mafCutoff = 0.0025) + +data(ctwasWeightsExample) + +# ----------------------------------------------------------------------------- +# 2. Run the chain, capturing each payload. +# ----------------------------------------------------------------------------- +ctwasInputsExample <- assembleCtwasInputs( + gwasSumStats = gwasByRegion, + twasWeights = list(ctwasWeightsExample) +) + +ctwasEstExample <- estCtwasParam( + ctwasInputsExample, + thin = 1, + niterPrefit = 3, + niter = 10, + min_group_size = 1, + min_p_single_effect = 0, + fallbackToPrefit = TRUE +) + +# The toy GWAS carries no genome-wide-significant signal, so the default +# screen (min_nonSNP_PIP = 0.5) selects nothing and the example would be an +# empty result. Keep every region so the finemap payload is populated. +screened <- screenCtwasRegions(ctwasEstExample, min_nonSNP_PIP = 0) +ctwasFinemapExample <- finemapCtwasRegions(screened) + +# ----------------------------------------------------------------------------- +# 3. Make the LD token portable. +# ----------------------------------------------------------------------------- +asResource <- function(p) { + rel <- sub( + paste0("^.*", .Platform$file.sep, "extdata", .Platform$file.sep), + "", + p + ) + paste0("pecotmr://extdata/", rel) +} + +repointLd <- function(payload) { + if (is.null(payload$LD_map)) { + return(payload) + } + stored <- as.character(payload$LD_map$LD_file) + portable <- vapply(stored, asResource, character(1), USE.NAMES = FALSE) + keyMap <- setNames(portable, stored) + payload$LD_map$LD_file <- portable + payload$LD_map$SNP_file <- portable + # The loader closures dispatch on the same token, so their cache has to be + # re-keyed in step with it or the resolved token finds no panel. + pecotmr:::.ctwasRekeyLdLoaders(payload, keyMap) +} + +ctwasInputsExample <- repointLd(ctwasInputsExample) +ctwasEstExample <- repointLd(ctwasEstExample) +ctwasFinemapExample <- repointLd(ctwasFinemapExample) + +stopifnot( + all(grepl("^pecotmr://", ctwasInputsExample$LD_map$LD_file)), + all(grepl("^pecotmr://", ctwasEstExample$LD_map$LD_file)), + all(grepl("^pecotmr://", ctwasFinemapExample$LD_map$LD_file)) +) + +# ----------------------------------------------------------------------------- +# 4. Verify each payload still drives the step that consumes it, from the +# portable form -- the check the previous objects would have failed. +# ----------------------------------------------------------------------------- +invisible(estCtwasParam( + ctwasInputsExample, + thin = 1, + niterPrefit = 3, + niter = 10, + min_group_size = 1, + min_p_single_effect = 0, + fallbackToPrefit = TRUE +)) +invisible(finemapCtwasRegions( + screenCtwasRegions(ctwasEstExample, min_nonSNP_PIP = 0) +)) +invisible(asCtwasResult(ctwasFinemapExample)) +invisible(mergeCtwasBoundaryRegions(ctwasFinemapExample)) + +# ----------------------------------------------------------------------------- +# 5. Save. +# ----------------------------------------------------------------------------- +usethis::use_data(ctwasInputsExample, overwrite = TRUE, compress = "xz") +usethis::use_data(ctwasEstExample, overwrite = TRUE, compress = "xz") +usethis::use_data(ctwasFinemapExample, overwrite = TRUE, compress = "xz") diff --git a/inst/scripts/build_h2_examples.R b/inst/scripts/build_h2_examples.R new file mode 100644 index 00000000..b5621baf --- /dev/null +++ b/inst/scripts/build_h2_examples.R @@ -0,0 +1,114 @@ +# ============================================================================= +# Rebuild ldEigenExample / ldScoreExample from a real LD reference. +# ----------------------------------------------------------------------------- +# These two objects feed estimateH2(). The versions they replace were 20 SNPs +# in 2 blocks -- enough to demonstrate the accessors, but far too small to run +# a heritability estimator: every method returned a boundary value near zero, +# and two blocks cannot support the delete-one-block jackknife the standard +# errors come from. +# +# They are now built from the xqtl-protocol MWE's chr22 LD reference: real +# genotype-derived LD over the same de-identified `protocol_example` panel the +# package already ships a slice of, using the LD blocks the protocol defines. +# `buildLdEigen()` / `buildLdScore()` do the work, so this script doubles as a +# worked example of them. +# +# Requires the MWE checkout; set MWE_DIR to point at it: +# MWE_DIR=/path/to/xqtl-protocol Rscript inst/scripts/build_h2_examples.R +# ============================================================================= + +devtools::load_all(".", quiet = TRUE) + +mweDir <- Sys.getenv( + "MWE_DIR", + "/Users/danielnachun/Downloads/fungen_xqtl/xqtl-protocol" +) +metaPath <- file.path( + mweDir, + "input/ld_reference/protocol_example.ld_meta_file.tsv" +) +if (!file.exists(metaPath)) { + stop("Set MWE_DIR to an xqtl-protocol checkout; not found: ", metaPath) +} + +# How many of chr22's LD blocks to keep. All 20 work, but the eigenvectors of +# a real LD block compress poorly, so the pair costs ~2.4 MB at 20 against +# ~1.2 MB at 14 -- and 14 blocks still leaves a usable jackknife. +N_BLOCKS <- 14L + +blocks <- read.delim(metaPath, check.names = FALSE) +names(blocks)[1] <- "chr" +chr22 <- blocks[blocks$chr == "chr22", ] +chr22 <- head(chr22[order(chr22$start), ], N_BLOCKS) +regions <- sprintf("chr22:%d-%d", chr22$start, chr22$end) +message("Loading ", length(regions), " chr22 LD blocks...") + +# One LdData per block: buildLd*() takes the list and gives one LD block per +# element. Loading the whole span at once would instead return a single dense +# matrix, i.e. one block, which no jackknife can work with. +ldList <- lapply(regions, function(r) loadLdMatrix(metaPath, region = r)) +message( + " ", + sum(vapply(ldList, length, integer(1))), + " variants across ", + length(ldList), + " blocks" +) + +ldEigenExample <- buildLdEigen(ldList, genome = "hg38") +ldScoreExample <- buildLdScore(ldList, genome = "hg38") + +stopifnot( + length(ldEigenExample) == length(ldScoreExample), + length(getEigenList(ldEigenExample)) == N_BLOCKS, + length(getLdMatrixList(ldScoreExample)) == N_BLOCKS, + identical(names(ldEigenExample), names(ldScoreExample)) +) + +# The two routes to an LD score must agree, or one of them has drifted. +stopifnot(all.equal( + as.vector(getLdScores(ldScoreExample)[, 1]), + as.vector(computeLdScores(ldEigenExample)[, 1]) +)) + +# ----------------------------------------------------------------------------- +# Confirm every estimator recovers a known h2 on this reference before saving. +# z is simulated under the standard model z ~ N(0, N R diag(v) R + R). +# ----------------------------------------------------------------------------- +M <- length(ldEigenExample) +N <- 1e5 +h2True <- 0.4 +perSnpVar <- rep(h2True / M, M) + +simZ <- function() { + z <- numeric(M) + for (block in getLdMatrixList(ldScoreExample)) { + idx <- block$snpIdx + p <- length(idx) + sigma <- N * (block$R %*% diag(perSnpVar[idx], p) %*% block$R) + block$R + sigma <- (sigma + t(sigma)) / 2 + e <- eigen(sigma, symmetric = TRUE) + z[idx] <- as.vector(e$vectors %*% (sqrt(pmax(e$values, 0)) * rnorm(p))) + } + z +} + +set.seed(1) +recovered <- replicate(5, { + z <- simZ() + c( + sldsc = pecotmr:::sldscUnivariate(z, N, ldScoreExample)$h2, + gldsc = pecotmr:::gldscUnivariate(z, N, ldScoreExample)$h2, + lder = pecotmr:::lderUnivariate(z, N, ldEigenExample)$h2 + ) +}) +message("h2 recovery (true 0.4):") +print(round(rowMeans(recovered), 3)) +stopifnot(all(abs(rowMeans(recovered) - h2True) < 0.15)) + +# HDL is deliberately excluded from that check: it models reference-panel +# noise, and this panel's nRef is 1000, so it correctly shrinks hard. That is +# the estimator working, not failing -- see the heritability vignette. + +usethis::use_data(ldEigenExample, overwrite = TRUE, compress = "xz") +usethis::use_data(ldScoreExample, overwrite = TRUE, compress = "xz") diff --git a/man/buildLdEigen.Rd b/man/buildLdEigen.Rd new file mode 100644 index 00000000..1311d6e1 --- /dev/null +++ b/man/buildLdEigen.Rd @@ -0,0 +1,68 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/LdEigen.R +\name{buildLdEigen} +\alias{buildLdEigen} +\title{Build an LdEigen from loaded LD} +\usage{ +buildLdEigen( + ldBlockData, + nRef = NULL, + inSample = FALSE, + genome = NA_character_, + eigenvalueTruncation = 1 +) +} +\arguments{ +\item{ldBlockData}{An \code{\link{LdData}}, or a list of them, covering + the reference variants. An \code{LdData} whose correlation is a list of + per-block matrices contributes one LD block per matrix; one whose + correlation is a single matrix contributes one block. Blocks are kept in + the order given, and that order defines the variant order of the result. + + Block structure matters downstream: \code{\link{estimateH2}} takes its + standard error from a delete-one-block jackknife, so it requires at + least two blocks and wants many more. Loading a whole region as one + dense matrix yields a single block.} + +\item{nRef}{Integer, the LD reference panel sample size. Defaults to the +size recorded by the supplied \code{LdData}; required when they record +none, and an error when they disagree.} + +\item{inSample}{Logical, whether the reference is the GWAS cohort itself. +Selects LDER's weighting and HDL's finite-reference correction.} + +\item{genome}{Character, genome build. Defaults to the build recorded by +the supplied \code{LdData}, which \code{\link{loadLdMatrix}} leaves +unset.} + +\item{eigenvalueTruncation}{Numeric in (0, 1]; the proportion of each +block's eigenvalue mass to retain. \code{1} (the default) keeps every +component; HDL conventionally uses \code{0.9}.} +} +\value{ +An \code{LdEigen} over every variant in \code{ldBlockData}. +} +\description{ +Eigendecompose already-loaded LD, block by block, into the + \code{LdEigen} that \code{\link{estimateH2}} consumes for + \code{method = "lder"} and \code{method = "hdl"}. This is the supported + route from an LD reference to an h2 input: \code{\link{LdEigen}} itself + is the low-level constructor and expects the decompositions to have been + computed already. + + No file I/O happens here. Read the LD first with + \code{\link{loadLdMatrix}} -- passing a vector of regions returns one + \code{LdData} per block -- then pass the result in. +} +\examples{ +meta <- system.file("extdata", "ld_reference", "ld_meta_file.tsv", + package = "pecotmr") +ld <- loadLdMatrix(meta, region = "chr22:10000000-19000000") +ldEigen <- buildLdEigen(ld, genome = "hg38") +ldEigen +length(getEigenList(ldEigen)) +} +\seealso{ +\code{\link{buildLdScore}} for the g-LDSC input, + \code{\link{estimateH2}}, \code{\link{loadLdMatrix}} +} diff --git a/man/buildLdScore.Rd b/man/buildLdScore.Rd new file mode 100644 index 00000000..29d5f3f9 --- /dev/null +++ b/man/buildLdScore.Rd @@ -0,0 +1,75 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/LdScore.R +\name{buildLdScore} +\alias{buildLdScore} +\title{Build an LdScore from loaded LD} +\usage{ +buildLdScore( + ldBlockData, + nRef = NULL, + inSample = FALSE, + genome = NA_character_, + ldScoreWeights = NULL, + keepLdMatrices = TRUE +) +} +\arguments{ +\item{ldBlockData}{An \code{\link{LdData}}, or a list of them, covering + the reference variants. An \code{LdData} whose correlation is a list of + per-block matrices contributes one LD block per matrix; one whose + correlation is a single matrix contributes one block. Blocks are kept in + the order given, and that order defines the variant order of the result. + + Block structure matters downstream: \code{\link{estimateH2}} takes its + standard error from a delete-one-block jackknife, so it requires at + least two blocks and wants many more. Loading a whole region as one + dense matrix yields a single block.} + +\item{nRef}{Integer, the LD reference panel sample size. Defaults to the +size recorded by the supplied \code{LdData}; required when they record +none, and an error when they disagree.} + +\item{inSample}{Logical, whether the reference is the GWAS cohort itself.} + +\item{genome}{Character, genome build. Defaults to the build recorded by +the supplied \code{LdData}, which \code{\link{loadLdMatrix}} leaves +unset.} + +\item{ldScoreWeights}{Optional numeric regression weights, one per variant. +Defaults to the conventional \eqn{1/\max(\ell_j, 1)}.} + +\item{keepLdMatrices}{Logical. Keep each block's LD matrix on the result. +\code{TRUE} (the default) is required for \code{method = "gldsc"}, +which forms its FGLS residual covariance from them and errors without +them. \code{FALSE} drops them, leaving a scores-only object.} +} +\value{ +An \code{LdScore} over every variant in \code{ldBlockData}. +} +\description{ +Compute per-variant LD scores from already-loaded LD, block by + block, into the \code{LdScore} that \code{\link{estimateH2}} consumes + for \code{method = "gldsc"}. This is the supported route from an LD + reference to an h2 input: \code{\link{LdScore}} itself is the low-level + constructor and expects the scores to have been computed already. + + The score is \eqn{\ell_j = \sum_k r^2_{jk}} within each block, the same + quantity \code{\link{computeLdScores}} reconstructs from an + \code{\link{LdEigen}}, so the two agree on a shared reference. + + No file I/O happens here. Read the LD first with + \code{\link{loadLdMatrix}} -- passing a vector of regions returns one + \code{LdData} per block -- then pass the result in. +} +\examples{ +meta <- system.file("extdata", "ld_reference", "ld_meta_file.tsv", + package = "pecotmr") +ld <- loadLdMatrix(meta, region = "chr22:10000000-19000000") +ldScore <- buildLdScore(ld, genome = "hg38") +ldScore +head(getLdScores(ldScore)) +} +\seealso{ +\code{\link{buildLdEigen}} for the LDER / HDL input, + \code{\link{estimateH2}}, \code{\link{computeLdScores}} +} diff --git a/man/checkGenomeBuild.Rd b/man/checkGenomeBuild.Rd index 039d5087..cf76db30 100644 --- a/man/checkGenomeBuild.Rd +++ b/man/checkGenomeBuild.Rd @@ -14,6 +14,10 @@ TRUE if all match, error otherwise. } \description{ Check that genome builds match between objects. Each object - contributes a single genome build (from its \code{genome} slot). + contributes a single genome build (from its \code{genome} slot). An + object that records no build is skipped rather than treated as a + mismatch: \code{loadLdMatrix()} leaves the build unset, so an LD + reference built from it names no build, and an unknown build cannot + contradict a known one. } \keyword{internal} diff --git a/man/dot-penalizedRssWeights.Rd b/man/dot-penalizedRssWeights.Rd index cbe9e538..a89ec099 100644 --- a/man/dot-penalizedRssWeights.Rd +++ b/man/dot-penalizedRssWeights.Rd @@ -13,7 +13,7 @@ alpha = 1, lambda0 = 0, lambda2 = 0, - selection = c("ld_quadratic", "min_fbeta"), + selection = c("ldQuadratic", "minFbeta"), ... ) } diff --git a/man/enforceDesignFullRank.Rd b/man/enforceDesignFullRank.Rd index a55b8560..2c6c739a 100644 --- a/man/enforceDesignFullRank.Rd +++ b/man/enforceDesignFullRank.Rd @@ -7,7 +7,7 @@ enforceDesignFullRank( X, C, - strategy = c("correlation", "variance", "response_correlation"), + strategy = c("correlation", "variance", "responseCorrelation"), response = NULL, maxIterations = 300L, corrThresholds = seq(0.75, 0.5, by = -0.05), @@ -25,7 +25,7 @@ Pass \code{NULL} or a zero-column matrix when there are no covariates.} \item{strategy}{Passed through to \code{dropCollinearColumns}.} \item{response}{Passed through to \code{dropCollinearColumns} when -\code{strategy = "response_correlation"}.} +\code{strategy = "responseCorrelation"}.} \item{maxIterations}{Integer. Hard cap on the iterative-prune loop. Default 300.} diff --git a/man/estimateH2.Rd b/man/estimateH2.Rd index 781b75ae..a75f6101 100644 --- a/man/estimateH2.Rd +++ b/man/estimateH2.Rd @@ -27,9 +27,27 @@ estimateH2( \arguments{ \item{sumstats}{A \code{GwasSumStats} object.} -\item{ldRef}{An \code{LdStatistic} object (method-appropriate subclass).} +\item{ldRef}{An \code{LdStatistic} object (method-appropriate subclass): +an \code{\link{LdScore}} for \code{"sldsc"} / \code{"gldsc"}, an +\code{\link{LdEigen}} for \code{"lder"} / \code{"hdl"}. Build either +from loaded LD with \code{\link{buildLdScore}} / +\code{\link{buildLdEigen}}.} -\item{method}{Character, one of "lder", "gldsc", "hdl".} +\item{method}{Character, one of \code{"lder"} (the default), +\code{"sldsc"}, \code{"gldsc"} or \code{"hdl"}: +\describe{ + \item{\code{"sldsc"}}{Stratified LD score regression (Finucane et al. + 2015): weighted least squares of \eqn{\chi^2} on LD scores. Needs + only per-variant scores when unstratified, so it is the cheapest of + the four and the only one that runs on a scores-only + \code{LdScore}.} + \item{\code{"gldsc"}}{Generalized LD score regression (Xiong et al. + 2024): GLS using the full per-block LD matrices.} + \item{\code{"lder"}}{LD eigenvalue regression (Song et al. 2022).} + \item{\code{"hdl"}}{High-definition likelihood (Ning et al. 2020), + stratified as sHDL. Models reference-panel noise explicitly, so it + shrinks hard when \code{nRef} is small.} +}} \item{annotations}{An \code{AnnotationMatrix} object, or NULL for unstratified estimation.} @@ -45,19 +63,26 @@ this study; \code{NULL} matches all studies.} An \code{H2Estimate} object. } \description{ -Estimate SNP heritability from GWAS summary statistics using one - of three methods: LDER, g-LDSC, or HDL/sHDL. +Estimate SNP heritability from GWAS summary statistics using + one of four methods: S-LDSC, g-LDSC, LDER, or HDL/sHDL. Supplying + \code{annotations} makes any of them stratified. } \examples{ -data(ldEigenExample) -gr <- GenomicRanges::GRanges("chr1", - IRanges::IRanges(seq(50, by = 100, length.out = 20), width = 1)) -S4Vectors::mcols(gr) <- S4Vectors::DataFrame(SNP = paste0("rs", 1:20), - A1 = "A", A2 = "G", Z = rnorm(20), N = 10000L) +data(ldScoreExample) +# The estimators index the z-scores by the reference's own variant order, +# so build the sumstats from the reference rather than alongside it. +gr <- as(ldScoreExample, "GRanges") +set.seed(1) +S4Vectors::mcols(gr) <- S4Vectors::DataFrame( + SNP = names(ldScoreExample), + A1 = S4Vectors::mcols(ldScoreExample)$A1, + A2 = S4Vectors::mcols(ldScoreExample)$A2, + Z = rnorm(length(ldScoreExample)), + N = 100000L) panel <- readGenotypes( system.file("extdata", "toy_ref.bed", package = "pecotmr") ) ss <- GwasSumStats(study = "trait1", entry = list(gr), - genome = "hg19", ldSketch = panel) -estimateH2(ss, ldEigenExample, method = "lder") + genome = getGenome(ldScoreExample), ldSketch = panel) +estimateH2(ss, ldScoreExample, method = "sldsc") } diff --git a/man/filterRelatedness.Rd b/man/filterRelatedness.Rd index b824116a..0db8f7f4 100644 --- a/man/filterRelatedness.Rd +++ b/man/filterRelatedness.Rd @@ -7,7 +7,7 @@ filterRelatedness( relatedness, relatednessThreshold = 0.0625, - analysisType = c("maximize_unrelated", "maximize_cases"), + analysisType = c("maximizeUnrelated", "maximizeCases"), relatednessIid1 = "IID1", relatednessIid2 = "IID2", relatednessFid1 = NULL, @@ -33,8 +33,8 @@ filterRelatedness( \item{relatednessThreshold}{Kinship threshold above which individuals are considered related (default 0.0625, i.e. 2nd degree).} -\item{analysisType}{One of \code{"maximize_unrelated"} (default) or -\code{"maximize_cases"}. The latter preserves cases in case-control +\item{analysisType}{One of \code{"maximizeUnrelated"} (default) or +\code{"maximizeCases"}. The latter preserves cases in case-control studies.} \item{relatednessIid1}{Column name for first individual ID (default "IID1").} @@ -49,7 +49,7 @@ studies.} "PI_HAT").} \item{phenoData}{A data.frame with columns \code{IID} and the column named by -\code{phenoCol}. Required when \code{analysisType = "maximize_cases"}.} +\code{phenoCol}. Required when \code{analysisType = "maximizeCases"}.} \item{phenoCol}{Column name for the phenotype (default "pheno"). Expected to be binary (1 = case, 0 = control).} diff --git a/man/findOverlappingRegions.Rd b/man/findOverlappingRegions.Rd deleted file mode 100644 index 3f566609..00000000 --- a/man/findOverlappingRegions.Rd +++ /dev/null @@ -1,27 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/variantId.R -\name{findOverlappingRegions} -\alias{findOverlappingRegions} -\title{Find which target regions overlap a query region} -\usage{ -findOverlappingRegions(query, targets) -} -\arguments{ -\item{query}{A single region string or single-row data.frame with -chrom/start/end columns.} - -\item{targets}{A character vector of region strings, or a multi-row -data.frame with chrom/start/end columns.} -} -\value{ -Integer vector of 1-based indices into \code{targets} that overlap - the query. Empty integer vector if no overlaps. -} -\description{ -Find which target regions overlap a query region -} -\examples{ -query <- "chr1:100-200" -targets <- c("chr1:150-250", "chr1:300-400") -findOverlappingRegions(query = query, targets = targets) -} diff --git a/man/getSumStats.Rd b/man/getSumStats.Rd index 80a0ff68..516cf2a8 100644 --- a/man/getSumStats.Rd +++ b/man/getSumStats.Rd @@ -42,8 +42,9 @@ this trait; \code{NULL} matches all traits.} enriched by \code{\link{qtlAssociationPostprocess}}, a logical \code{significant} mcol for that method is added to the returned entry (the significance is derived on the fly, not stored). Flat export flattens this -full entry GRanges (all mcols) directly; note \code{\link{getSumstatDf}} is -a fixed GWAS-schema view and does not carry the association columns.} +full entry GRanges (all mcols) directly; note +\code{\link{getSumStatsDf}} is a fixed GWAS-schema view and does not +carry the association columns.} \item{ranges}{A \code{GRanges} or \code{NULL} (default). A selected tuple can own several elements -- one per chromosome, since a multi-seqname entry is diff --git a/man/getSumstatDf.Rd b/man/getSumStatsDf.Rd similarity index 88% rename from man/getSumstatDf.Rd rename to man/getSumStatsDf.Rd index 5980cc38..762f7ceb 100644 --- a/man/getSumstatDf.Rd +++ b/man/getSumStatsDf.Rd @@ -1,15 +1,15 @@ % Generated by roxygen2: do not edit by hand % Please edit documentation in R/AllGenerics.R, R/qtlSumStats.R, % R/gwasSumStats.R -\name{getSumstatDf} -\alias{getSumstatDf} -\alias{getSumstatDf,QtlSumStats-method} -\alias{getSumstatDf,GwasSumStats-method} +\name{getSumStatsDf} +\alias{getSumStatsDf} +\alias{getSumStatsDf,QtlSumStats-method} +\alias{getSumStatsDf,GwasSumStats-method} \title{Get Standardized Sumstat Data Frame for One Tuple} \usage{ -getSumstatDf(x, ...) +getSumStatsDf(x, ...) -\S4method{getSumstatDf}{QtlSumStats}( +\S4method{getSumStatsDf}{QtlSumStats}( x, study = NULL, context = NULL, @@ -19,7 +19,7 @@ getSumstatDf(x, ...) keepChrPrefix = TRUE ) -\S4method{getSumstatDf}{GwasSumStats}( +\S4method{getSumStatsDf}{GwasSumStats}( x, study = NULL, require = character(0), @@ -66,5 +66,5 @@ Return a per-tuple summary-statistics \code{data.frame} in the } \examples{ data(qtlSumStatsExample) -getSumstatDf(qtlSumStatsExample) +getSumStatsDf(qtlSumStatsExample) } diff --git a/man/getTraitNames.Rd b/man/getTraitNames.Rd deleted file mode 100644 index b0a811bc..00000000 --- a/man/getTraitNames.Rd +++ /dev/null @@ -1,46 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/AllGenerics.R, R/SldscData.R -\name{getTraitNames} -\alias{getTraitNames} -\alias{getTraitNames,SldscData-method} -\title{Get the trait names from an SldscData} -\usage{ -getTraitNames(x) - -\S4method{getTraitNames}{SldscData}(x) -} -\arguments{ -\item{x}{An \code{\link{SldscData}} object.} -} -\value{ -A character vector of trait names. -} -\description{ -Get the trait names from an SldscData -} -\examples{ -mkRun <- function(cats) { - n <- length(cats) - list(categories = cats, tau = setNames(rep(1e-7, n), cats), - tauSe = setNames(rep(3e-8, n), cats), - enrichment = setNames(rep(2, n), cats), - enrichmentSe = setNames(rep(0.4, n), cats), - enrichmentP = setNames(rep(0.01, n), cats), - propH2 = setNames(rep(0.2, n), cats), - propSnps = setNames(rep(0.1, n), cats), h2g = 0.3, - tauBlocks = matrix(1e-7, 10, n, dimnames = list(NULL, cats)), - nBlocks = 10L) -} -annot <- data.frame(CHR = c(1, 1, 1, 2, 2, 2), SNP = paste0("rs", 1:6), - annot_A = c(1, 0, 1, 0, 1, 0), annot_B = c(2.1, 1.8, 2.5, 1.9, 2.3, 2)) -frq <- data.frame(CHR = c(1, 1, 1, 2, 2, 2), SNP = paste0("rs", 1:6), - MAF = rep(0.2, 6)) -mkTrait <- function() { - list(single = list(mkRun(c("annot_A_0", "baselineLD_0")), - mkRun(c("annot_B_0", "baselineLD_0"))), - joint = mkRun(c("annot_A_0", "annot_B_0", "baselineLD_0"))) -} -traits <- setNames(list(mkTrait(), mkTrait()), c("traitX", "traitY")) -sd <- SldscData(annot = annot, frq = frq, traits = traits) -getTraitNames(sd) -} diff --git a/man/getTraits.Rd b/man/getTraits.Rd index 19adb2fb..5bf93a31 100644 --- a/man/getTraits.Rd +++ b/man/getTraits.Rd @@ -1,10 +1,11 @@ % Generated by roxygen2: do not edit by hand % Please edit documentation in R/AllGenerics.R, R/GwasFineMappingResult.R, -% R/QtlFineMappingResult.R, R/qtlSumStats.R, R/twasWeights.R +% R/QtlFineMappingResult.R, R/SldscData.R, R/qtlSumStats.R, R/twasWeights.R \name{getTraits} \alias{getTraits} \alias{getTraits,GwasFineMappingResult-method} \alias{getTraits,QtlFineMappingResult-method} +\alias{getTraits,SldscData-method} \alias{getTraits,QtlSumStats-method} \alias{getTraits,TwasWeights-method} \title{Get Unique Trait Names} @@ -15,6 +16,8 @@ getTraits(x) \S4method{getTraits}{QtlFineMappingResult}(x) +\S4method{getTraits}{SldscData}(x) + \S4method{getTraits}{QtlSumStats}(x) \S4method{getTraits}{TwasWeights}(x) @@ -27,7 +30,8 @@ Character vector of unique trait names. } \description{ Return the unique trait identifiers carried by a collection - class (e.g., \code{QtlSumStats}). + class (e.g., \code{QtlSumStats}), or the trait names of an + \code{\link{SldscData}}. } \examples{ data(qtlSumStatsExample) diff --git a/man/l0learnRssWeights.Rd b/man/l0learnRssWeights.Rd index fcc7d03b..95719d3d 100644 --- a/man/l0learnRssWeights.Rd +++ b/man/l0learnRssWeights.Rd @@ -12,7 +12,7 @@ l0learnRssWeights( lambda0 = exp(seq(log(0.001), log(1), length.out = 10)), lambda = NULL, lambda2 = 0, - selection = c("ld_quadratic", "min_fbeta"), + selection = c("ldQuadratic", "minFbeta"), maxSwaps = 100, ... ) @@ -37,8 +37,8 @@ Default \code{"L0"}.} \item{lambda2}{L2 penalty weight (for L0L2). Default 0.} -\item{selection}{Selection strategy: \code{"ld_quadratic"} (default) or -\code{"min_fbeta"}.} +\item{selection}{Selection strategy: \code{"ldQuadratic"} (default) or +\code{"minFbeta"}.} \item{maxSwaps}{Maximum swap rounds per lambda. Default 100.} diff --git a/man/lassosumRssWeights.Rd b/man/lassosumRssWeights.Rd index fe0c7d53..d911d571 100644 --- a/man/lassosumRssWeights.Rd +++ b/man/lassosumRssWeights.Rd @@ -8,7 +8,7 @@ lassosumRssWeights( stat, LD, s = c(0.2, 0.5, 0.9, 1), - selection = c("ld_quadratic", "min_fbeta"), + selection = c("ldQuadratic", "minFbeta"), ... ) } @@ -21,9 +21,9 @@ sample sizes).} \item{s}{Numeric vector of shrinkage parameters to search over. Default: \code{c(0.2, 0.5, 0.9, 1.0)} following Mak et al (2017) and OTTERS.} -\item{selection}{Selection strategy. Default \code{"ld_quadratic"} uses +\item{selection}{Selection strategy. Default \code{"ldQuadratic"} uses \eqn{c^T \beta / \sqrt{\beta^T R \beta}} on the supplied LD matrix. -\code{"min_fbeta"} is retained as an explicit alternative for debugging.} +\code{"minFbeta"} is retained as an explicit alternative for debugging.} \item{...}{Additional arguments passed to \code{lassosumRss()}.} } diff --git a/man/ldEigenExample.Rd b/man/ldEigenExample.Rd index 8c70ddaa..3c673407 100644 --- a/man/ldEigenExample.Rd +++ b/man/ldEigenExample.Rd @@ -7,15 +7,22 @@ \format{ An \code{LdEigen} object (extends \code{LdStatistic}) with an \code{eigenList} of per-block \code{values} / \code{vectors} / - \code{snpIdx} - over 20 SNPs in 2 LD blocks. + \code{snpIdx} over 1300 variants in 14 LD blocks. } \description{ -A small synthetic \code{LdEigen} reference (per-block LD -eigen-decompositions over 20 SNPs in 2 blocks) for the heritability -estimators (\code{\link{estimateH2}} with \code{method = "lder"} or -\code{"hdl"}, and \code{\link{computeLdScores}}). All identifiers are -synthetic. +An \code{LdEigen} reference for the eigendecomposition-based +heritability estimators (\code{\link{estimateH2}} with +\code{method = "lder"} or \code{"hdl"}, and +\code{\link{computeLdScores}}). Built by \code{\link{buildLdEigen}} from +the first 14 chr22 LD blocks of the de-identified \code{protocol_example} +reference panel, so the LD is real rather than simulated. Describes the +same variants as \code{\link{ldScoreExample}}, so the four estimators can +be compared on one reference. + +The panel behind it has \code{nRef = 1000}. That is small enough that +\code{method = "hdl"}, which models reference-panel noise explicitly, +shrinks its estimate hard -- correct behaviour for a panel this size +rather than a fault. } \examples{ data(ldEigenExample) diff --git a/man/ldLoader.Rd b/man/ldLoader.Rd deleted file mode 100644 index 63217f6e..00000000 --- a/man/ldLoader.Rd +++ /dev/null @@ -1,84 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/ld.R -\name{ldLoader} -\alias{ldLoader} -\title{Create an LD loader for on-demand block-wise LD retrieval} -\usage{ -ldLoader( - rList = NULL, - xList = NULL, - ldMetaPath = NULL, - regions = NULL, - ldInfo = NULL, - returnGenotype = FALSE, - maxVariants = NULL, - seed = NULL -) -} -\arguments{ -\item{rList}{List of G precomputed LD correlation matrices (p_g x p_g).} - -\item{xList}{List of G genotype matrices (n x p_g).} - -\item{ldMetaPath}{Path to a pecotmr LD metadata TSV file (as used by -\code{\link{loadLdMatrix}}).} - -\item{regions}{Character vector of G region strings (e.g., -\code{"chr22:17238266-19744294"}). Required when \code{ldMetaPath} is used.} - -\item{ldInfo}{A data.frame with column \code{LD_file} (paths to genotype -files or \code{.cor.xz} LD matrix files) and optionally \code{SNP_file} -(paths to companion \code{.bim} files for pre-computed blocks; defaults to -\code{paste0(LD_file, ".bim")} if absent). Genotype paths can be PLINK2 -prefixes, PLINK1 prefixes, VCF files, or GDS files. As returned by cTWAS -meta-data utilities.} - -\item{returnGenotype}{Logical. When using region mode, return the genotype -matrix X (\code{TRUE}) or LD correlation R (\code{FALSE}, default).} - -\item{maxVariants}{Integer or \code{NULL}. If set, randomly subsample blocks -larger than this to control memory usage.} - -\item{seed}{Integer or \code{NULL}. When \code{maxVariants} triggers -subsampling, seeds the draw (offset by the block index so each block is -independent yet reproducible) via a scoped \code{withr::local_seed}, so the -session RNG is left untouched. \code{NULL} (default) leaves the draw under -the session RNG, so an outer \code{set.seed()} still governs it.} -} -\value{ -An \code{ldLoaderSpec} object (an opaque list describing the source). - Pass it with a block index to \code{\link{loadLdBlock}} to load one block. -} -\description{ -Constructs a loader function that retrieves per-block LD matrices on demand. -This avoids loading all blocks into memory simultaneously, which is critical -for genome-wide analyses with hundreds of blocks. -} -\details{ -Four modes are supported: - -\describe{ - \item{list mode (R)}{Pre-loaded list of LD correlation matrices. - Simple but uses more memory. Set \code{R_list}.} - \item{list mode (X)}{Pre-loaded list of genotype matrices (n x p_g). - Set \code{X_list}.} - \item{region mode}{Loads LD from a pecotmr metadata TSV file on the fly - via \code{\link{loadLdMatrix}}. Memory-efficient for large datasets. - Set \code{ld_meta_path} and \code{regions}.} - \item{ldInfo mode}{Loads pre-computed LD blocks from \code{.cor.xz} - files listed in an \code{ldInfo} data.frame (as returned by - cTWAS meta-data utilities). Set \code{ldInfo}.} -} -} -\examples{ -# List mode with pre-computed LD -R1 <- diag(10) -R2 <- diag(15) -spec <- ldLoader(rList = list(R1, R2)) -loadLdBlock(spec, 1) # returns R1 -loadLdBlock(spec, 2) # returns R2 - -} -\seealso{ -\code{\link{loadLdBlock}} -} diff --git a/man/ldScoreExample.Rd b/man/ldScoreExample.Rd index ccc2cba1..73733f40 100644 --- a/man/ldScoreExample.Rd +++ b/man/ldScoreExample.Rd @@ -6,15 +6,21 @@ \title{Example LD-Score Reference} \format{ An \code{LdScore} object (extends \code{LdStatistic}) carrying - \code{ldScores}, \code{ldScoreWeights}, and \code{ldMatrixList} over 20 - SNPs - in 2 LD blocks. + \code{ldScores}, \code{ldScoreWeights}, and \code{ldMatrixList} over + 1300 variants in 14 LD blocks. } \description{ -A small synthetic \code{LdScore} reference (per-SNP LD scores, -weights, and per-block LD matrices over 20 SNPs in 2 blocks) for the -heritability estimators (\code{\link{estimateH2}} with -\code{method = "gldsc"}). All identifiers are synthetic. +An \code{LdScore} reference (per-variant LD scores, weights, +and per-block LD matrices) for the LD-score-based heritability estimators +(\code{\link{estimateH2}} with \code{method = "sldsc"} or +\code{"gldsc"}). Built by \code{\link{buildLdScore}} from the first 14 +chr22 LD blocks of the de-identified \code{protocol_example} reference +panel, so the LD is real rather than simulated. Describes the same variants +as \code{\link{ldEigenExample}}. + +The per-block LD matrices are retained because \code{"gldsc"} and +stratified \code{"sldsc"} both need them; unstratified \code{"sldsc"} +reads only the scores. } \examples{ data(ldScoreExample) diff --git a/man/loadLdBlock.Rd b/man/loadLdBlock.Rd deleted file mode 100644 index 1dbd5130..00000000 --- a/man/loadLdBlock.Rd +++ /dev/null @@ -1,28 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/ld.R -\name{loadLdBlock} -\alias{loadLdBlock} -\title{Load one LD block from an ldLoader spec} -\usage{ -loadLdBlock(spec, g) -} -\arguments{ -\item{spec}{An \code{ldLoaderSpec} object returned by \code{\link{ldLoader}}.} - -\item{g}{Integer block index (1-based).} -} -\value{ -The LD correlation matrix or genotype matrix for block \code{g}. -} -\description{ -Given an \code{ldLoaderSpec} (from \code{\link{ldLoader}}) and a block index -\code{g}, load the corresponding LD correlation matrix (or the genotype -matrix, in region mode with \code{returnGenotype = TRUE}). -} -\examples{ -spec <- ldLoader(rList = list(diag(10), diag(15))) -loadLdBlock(spec, 1) -} -\seealso{ -\code{\link{ldLoader}} -} diff --git a/man/loadLdMatrix.Rd b/man/loadLdMatrix.Rd index fc17bdca..cd07214c 100644 --- a/man/loadLdMatrix.Rd +++ b/man/loadLdMatrix.Rd @@ -6,9 +6,14 @@ \usage{ loadLdMatrix( ldMetaFilePath, - region, + region = NULL, + block = NULL, extractCoordinates = NULL, returnGenotype = FALSE, + dropMonomorphic = FALSE, + materializeGenotypes = FALSE, + maxVariants = NULL, + seed = NULL, nSample = NULL ) } @@ -18,6 +23,12 @@ loadLdMatrix( \item{region}{Region of interest: "chr:start-end" string or data.frame with chrom/start/end.} +\item{block}{Integer block index (or vector of them), for sources that +carry no coordinates: an \code{ldInfo} table (the cTWAS \code{LD_map} +shape -- an \code{LD_file} column and optionally \code{SNP_file}), a +correlation or genotype matrix, or a list of either. Supply exactly one +of \code{region} and \code{block}.} + \item{extractCoordinates}{Optional data.frame with columns "chrom" and "pos" for specific coordinates extraction (only for pre-computed LD blocks).} @@ -26,6 +37,21 @@ FALSE (default): always return correlation matrix R. TRUE: return genotype matrix X (only valid for PLINK sources). "auto": return X for PLINK sources, R for pre-computed sources.} +\item{dropMonomorphic}{Logical. Drop variants with no variation, which +carry no LD and make a correlation undefined. Needs allele frequencies, +so it applies to genotype sources.} + +\item{materializeGenotypes}{Logical. Read the dosages once and keep them on +the returned object, so later access does no file I/O. Costs memory and +saves repeated reads.} + +\item{maxVariants}{Integer or \code{NULL}. Randomly thin any block larger +than this, to bound memory.} + +\item{seed}{Integer or \code{NULL}. Seeds the \code{maxVariants} draw, +offset by the block index so blocks are independent yet reproducible, via +a scoped \code{withr::local_seed} that leaves the session RNG alone.} + \item{nSample}{Optional sample size for computing variance (= 2*p*(1-p)*n/(n-1)). If NULL, ref_panel will not include variance or n_nomiss columns. Only used for PLINK genotype sources.} @@ -67,4 +93,6 @@ The metadata TSV must have columns: chrom, start, end, path. Two formats: meta <- system.file("extdata", "ld_reference", "ld_meta_file.tsv", package = "pecotmr") loadLdMatrix(ldMetaFilePath = meta, region = "chr22:16000000-18000000") +# Several regions at once return one LdData per block. +length(loadLdMatrix(meta, region = rep("chr22:16000000-18000000", 2))) } diff --git a/man/loadLdSketch.Rd b/man/loadLdSketch.Rd deleted file mode 100644 index b06e7900..00000000 --- a/man/loadLdSketch.Rd +++ /dev/null @@ -1,35 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/ld.R -\name{loadLdSketch} -\alias{loadLdSketch} -\title{Load LD sketch genotypes for a region} -\usage{ -loadLdSketch(ldMetaFilePath, region, nSample = NULL) -} -\arguments{ -\item{ldMetaFilePath}{Path to the LD metadata TSV file.} - -\item{region}{Region of interest: "chr:start-end" string or data.frame with -chrom/start/end.} - -\item{nSample}{Optional original panel sample size for computing variance (= -2*p*(1-p)*n/(n-1)). Passed through to \code{loadLdMatrix()}.} -} -\value{ -An \code{LdData} S4 object with monomorphic variants removed. - Consumers should use S4 accessors: \code{getGenotypes()}, - \code{getRefPanel()}, \code{getVariantIds()}. The number of sketch samples - is \code{nrow(getGenotypes(result))}. -} -\description{ -Loads genotype data for a region via \code{loadLdMatrix(returnGenotype=TRUE)} -and removes monomorphic variants. Returns the raw genotype matrix and -metadata, which callers can use to derive either a correlation matrix R (for -summary-based weight training or fine-mapping) or an SVD (for TWAS z-score -computation). -} -\examples{ -meta <- system.file("extdata", "ld_reference", "ld_meta_file.tsv", - package = "pecotmr") -loadLdSketch(ldMetaFilePath = meta, region = "chr22:16000000-18000000") -} diff --git a/man/mashCovarianceComponents.Rd b/man/mashCovarianceComponents.Rd index a5131537..455e3095 100644 --- a/man/mashCovarianceComponents.Rd +++ b/man/mashCovarianceComponents.Rd @@ -8,7 +8,7 @@ mashCovarianceComponents( sumStatsList, alpha, vhat = NULL, - components = c("canonical", "pca", "flash", "flash_nonneg"), + components = c("canonical", "pca", "flash", "flashNonneg"), nPcs = NULL, inputScale = c("auto", "beta", "z"), setSeed = 999 @@ -23,7 +23,7 @@ least \code{"strong"} (the discovery set the covariances are learned on).} \item{vhat}{Residual correlation matrix (\code{V}); \code{NULL} -> identity.} \item{components}{Any of \code{"canonical"}, \code{"pca"}, \code{"flash"}, -\code{"flash_nonneg"}. Built in that fixed order.} +\code{"flashNonneg"}. Built in that fixed order.} \item{nPcs}{PCs seeded into \code{cov_pca}. Default \code{ncol(Bhat) - 1}.} diff --git a/man/mashModelFit.Rd b/man/mashModelFit.Rd index 966dfa7a..baad4d2e 100644 --- a/man/mashModelFit.Rd +++ b/man/mashModelFit.Rd @@ -22,8 +22,11 @@ mashModelFit( \item{alpha}{mash \code{alpha} (forwarded to \code{mashr::mash_set_data()}).} -\item{priorCovariances}{The prior covariance list (\code{U}) to fit with -- -e.g. the \code{$U} of a \code{\link{mashPriorCovariances}} result.} +\item{priorCovariances}{The prior covariance list (\code{U}) to fit with. +Either shape the producers return is accepted: a bare named list of +covariance matrices (\code{\link{mashCovarianceComponents}}) or the +\code{list(U, w, loglik)} a \code{\link{mashPriorCovariances}} result +carries, which is unwrapped to its \code{U}.} \item{vhat}{Residual correlation matrix (\code{V}); \code{NULL} -> identity.} @@ -63,7 +66,7 @@ vhat <- diag(length(conds)) dimnames(vhat) <- list(conds, conds) prior <- mashPriorCovariances(ssl, alpha = 0, vhat = vhat, components = "canonical") -model <- mashModelFit(ssl, alpha = 0, priorCovariances = prior$U, +model <- mashModelFit(ssl, alpha = 0, priorCovariances = prior, vhat = vhat) } \seealso{ diff --git a/man/mashPipeline.Rd b/man/mashPipeline.Rd index d18ff626..85da4a6f 100644 --- a/man/mashPipeline.Rd +++ b/man/mashPipeline.Rd @@ -8,6 +8,8 @@ mashPipeline( sumStatsList, alpha, residualCorrelation = NULL, + residualCorrelationMethod = c("identity", "simple", "simpleSpecific", "corshrink", + "mle"), priorCovariances = NULL, nPcs = NULL, inputScale = c("auto", "beta", "z"), @@ -18,22 +20,48 @@ mashPipeline( \item{sumStatsList}{Named list (or \code{SimpleList}) of \code{\link{QtlSumStats}} or \code{\link{GwasSumStats}} objects. Required names: \code{"strong"} (discovery variants), \code{"random"} (random -background). Optional: \code{"null"} (for residual correlation estimation).} +background, the partition the mixture weights are fit on). Optional: +\code{"null"} (null variants), needed only by the +\code{residualCorrelationMethod} values that estimate \eqn{\hat V} from +them.} \item{alpha}{Numeric (length 1). Variance-stabilising-transform exponent forwarded to \code{mashr::mash_set_data()}. Use \code{alpha = 0} on the BETA scale, \code{alpha = 1} on the Z scale.} \item{residualCorrelation}{Optional pre-computed residual correlation matrix -(\code{Vhat}). When supplied, replaces the inline -\code{mashr::estimate_null_correlation_simple()} call entirely and the -\code{"random"} slot of \code{sumStatsList} becomes optional (the function -does not need it for anything else). Useful when \code{Vhat} was estimated -previously on a larger reference and shipped as a static artefact (the -legacy MWE pattern).} +(\code{Vhat}). When supplied, it is used as-is: +\code{residualCorrelationMethod} is not consulted, and the +\code{"random"} slot of \code{sumStatsList} becomes optional (the +function does not need it for anything else). Useful when \code{Vhat} was +estimated previously on a larger reference and shipped as a static +artefact (the legacy MWE pattern).} + +\item{residualCorrelationMethod}{How to estimate \eqn{\hat V} when + \code{residualCorrelation} is not supplied; forwarded to + \code{\link{mashResidualCorrelation}}, which is where each estimator is + described. + + \code{"identity"} (the default) takes the residual correlation to be the + identity, needs no extra partition, and never depends on which partitions + were supplied. It is the safe default rather than the best one: it + assumes conditions share no residual correlation, which + overlapping-sample designs -- the usual multi-context QTL case, where the + same donors are measured in every context -- violate. Supplying a + \code{"null"} partition while leaving this at \code{"identity"} reports + that the partition is unused, since that combination is more often an + oversight than an intent. + + The estimators differ in what they require: \code{"simple"}, + \code{"simpleSpecific"} and \code{"corshrink"} need a \code{"null"} + entry; \code{"mle"} needs \code{"random"} plus a supplied + \code{priorCovariances} to refine against. A named method whose + requirement is unmet is a hard error, not a silent fallback.} \item{priorCovariances}{Optional named list of square covariance matrices -(the \code{Ulist} \code{mashr::mash()} consumes). When supplied, replaces +(the \code{Ulist} \code{mashr::mash()} consumes), or a +\code{\link{mashPriorCovariances}} result, which is unwrapped to its +\code{U}. When supplied, replaces the canonical + PCA + flash + ED chain (\code{cov_canonical} / \code{cov_pca} / \code{cov_flash} / \code{cov_ed}) entirely; mash sees only the supplied matrices. Every entry must be a \code{ncol(Bhat) x ncol(Bhat)} diff --git a/man/mashPosterior.Rd b/man/mashPosterior.Rd index 1ced89ae..15be4664 100644 --- a/man/mashPosterior.Rd +++ b/man/mashPosterior.Rd @@ -63,7 +63,7 @@ vhat <- diag(length(conds)) dimnames(vhat) <- list(conds, conds) prior <- mashPriorCovariances(ssl, alpha = 0, vhat = vhat, components = "canonical") -model <- mashModelFit(ssl, alpha = 0, priorCovariances = prior$U, +model <- mashModelFit(ssl, alpha = 0, priorCovariances = prior, vhat = vhat) mashPosterior(model, mk("strong.b", "strong.s"), alpha = 0, vhat = vhat) } diff --git a/man/mashPriorCovariances.Rd b/man/mashPriorCovariances.Rd index ecc5276a..6939227a 100644 --- a/man/mashPriorCovariances.Rd +++ b/man/mashPriorCovariances.Rd @@ -8,7 +8,7 @@ mashPriorCovariances( sumStatsList, alpha, vhat = NULL, - components = c("canonical", "pca", "flash", "flash_nonneg"), + components = c("canonical", "pca", "flash", "flashNonneg"), engine = c("cov_ed", "ud", "ud_ted"), nPcs = NULL, priorCovariances = NULL, @@ -29,7 +29,7 @@ least \code{"strong"} (the discovery set the covariances are learned on).} \item{components}{Data-driven covariance components, any of \code{"canonical"}, \code{"pca"}, \code{"flash"} (default -\code{cov_flash}), \code{"flash_nonneg"} (\code{cov_flash(factors = +\code{cov_flash}), \code{"flashNonneg"} (\code{cov_flash(factors = "nonneg")}). Built in that fixed order. Ignored by the \code{"ud"} / \code{"ud_ted"} engines.} @@ -43,12 +43,16 @@ not the default; \code{"ud_ted"} additionally needs i.i.d. (z-scale) data).} \item{nPcs}{PCs seeded into \code{cov_pca}. Default \code{ncol(Bhat) - 1}.} \item{priorCovariances}{Optional caller-supplied prior \code{U}: a non-empty -named list of \code{nCond x nCond} matrices. When supplied, the covariance -chain is bypassed and only the mixture-weight fit runs.} +named list of \code{nCond x nCond} matrices, or a +\code{\link{mashPriorCovariances}} result, which is unwrapped to its +\code{U}. When supplied, the covariance chain is bypassed and only the +mixture-weight fit runs.} \item{priorComponents}{Optional caller-supplied raw covariance components (a non-empty named list, e.g. the concatenated -\code{\link{mashCovarianceComponents}} outputs). When supplied, these are +\code{\link{mashCovarianceComponents}} outputs, or a +\code{\link{mashPriorCovariances}} result, which is unwrapped to its +\code{U}). When supplied, these are refined by \code{engine} instead of being rebuilt internally -- the mixture-prior pipeline where separate steps built the components. \code{components} / \code{nPcs} are then ignored. Distinct from @@ -76,7 +80,7 @@ Build the mash prior covariance list \code{U} and mixture collection. Split out of \code{\link{mashPipeline}} so the covariance-estimation chain lives in one place. The default builds every non-udr covariance component (\code{canonical + pca + flash + - flash_nonneg}) and refines them with mashr extreme deconvolution + flashNonneg}) and refines them with mashr extreme deconvolution (\code{cov_ed}). } \examples{ diff --git a/man/mashResidualCorrelation.Rd b/man/mashResidualCorrelation.Rd index 861c0537..adb6617a 100644 --- a/man/mashResidualCorrelation.Rd +++ b/man/mashResidualCorrelation.Rd @@ -7,7 +7,7 @@ mashResidualCorrelation( sumStatsList, alpha, - method = c("simple", "identity", "mle", "corshrink", "simple_specific"), + method = c("simple", "identity", "mle", "corshrink", "simpleSpecific"), priorCovariances = NULL, nSubset = 6000L, maxIter = 6L, @@ -27,14 +27,16 @@ off \code{"strong"}.} \item{method}{Estimator, all on the \code{"null"} partition unless noted. \code{"simple"} = mashr \code{estimate_null_correlation_simple()}; \code{"identity"} = \code{diag(nConditions)} (reads only \code{"strong"}); -\code{"simple_specific"} = \code{Matrix::nearPD(cov(nullZ), corr = TRUE)}; +\code{"simpleSpecific"} = \code{Matrix::nearPD(cov(nullZ), corr = TRUE)}; \code{"corshrink"} = \code{CorShrink::CorShrinkData()} adaptive-shrinkage correlation (needs the \pkg{CorShrink} package); \code{"mle"} = \code{mashr::mash_estimate_corr_em()} on a random subset (needs \code{"random"} + \code{priorCovariances}).} \item{priorCovariances}{Prior \code{U} list (required by \code{method = -"mle"}).} +"mle"}). Accepts a bare named list of covariance matrices or a +\code{\link{mashPriorCovariances}} result, which is unwrapped to its +\code{U}.} \item{nSubset, maxIter}{\code{method = "mle"} controls (random-subset size and EM iterations).} diff --git a/man/mcpRssWeights.Rd b/man/mcpRssWeights.Rd index 058c88bc..d1293bb5 100644 --- a/man/mcpRssWeights.Rd +++ b/man/mcpRssWeights.Rd @@ -10,7 +10,7 @@ mcpRssWeights( s = c(0.2, 0.5, 0.9, 1), gamma = 3, alpha = 1, - selection = c("ld_quadratic", "min_fbeta"), + selection = c("ldQuadratic", "minFbeta"), ... ) } @@ -27,8 +27,8 @@ sample sizes).} \item{alpha}{Elastic-net mixing (1 = pure L1). Default 1.} -\item{selection}{Selection strategy: \code{"ld_quadratic"} (default) or -\code{"min_fbeta"}.} +\item{selection}{Selection strategy: \code{"ldQuadratic"} (default) or +\code{"minFbeta"}.} \item{...}{Additional arguments passed to \code{penalizedRss()}.} } diff --git a/man/mrAshRssWeights.Rd b/man/mrAshRssWeights.Rd index b425c91f..d943a86b 100644 --- a/man/mrAshRssWeights.Rd +++ b/man/mrAshRssWeights.Rd @@ -1,10 +1,10 @@ % Generated by roxygen2: do not edit by hand % Please edit documentation in R/regularizedRegressionWrappers.R -\name{mrAshRssWeights} -\alias{mrAshRssWeights} +\name{mrashRssWeights} +\alias{mrashRssWeights} \title{Extract weights from mr.ash.rss (susieR)} \usage{ -mrAshRssWeights(stat, LD, varY, sigma2E, s0, w0, z = numeric(0), ...) +mrashRssWeights(stat, LD, varY, sigma2E, s0, w0, z = numeric(0), ...) } \arguments{ \item{stat}{A list of summary statistics with elements \code{b} (effect @@ -43,6 +43,6 @@ ss <- lapply(seq_len(ncol(X)), function(j) { }) stat <- list(b = vapply(ss, `[`, numeric(1), 1L), seb = vapply(ss, `[`, numeric(1), 2L), n = rep(nrow(X), ncol(X))) -mrAshRssWeights(stat, cor(X), varY = var(y), sigma2E = var(y), +mrashRssWeights(stat, cor(X), varY = var(y), sigma2E = var(y), s0 = c(0, 0.1, 0.5), w0 = c(0.8, 0.1, 0.1)) } diff --git a/man/pecotmr-h2-sldsc.Rd b/man/pecotmr-h2-sldsc.Rd new file mode 100644 index 00000000..e21a2ea2 --- /dev/null +++ b/man/pecotmr-h2-sldsc.Rd @@ -0,0 +1,61 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/h2EstimationWrappers.R +\name{pecotmr-h2-sldsc} +\alias{pecotmr-h2-sldsc} +\title{S-LDSC: Stratified LD Score Regression} +\description{ +Estimate heritability and functional enrichment by weighted + least squares on LD scores (Finucane et al. 2015) -- the original method + the other three estimators descend from. Per-variant \eqn{\chi^2_j} is + regressed on annotation-stratified LD scores + \eqn{\ell_{jC} = \sum_{k \in C} r^2_{jk}} with a confounding + intercept, fitting + \eqn{E[\chi^2_j] = N \sum_C \tau_C \ell_{jC} + Na + 1}. + + Weights are LDSC's two multiplied factors, both floored at 1: the + heteroskedasticity term \eqn{1 / (2 E[\chi^2_j]^2)}, iterated on the + fitted values, and the overcounting term \eqn{1 / \ell_j} that stops + variants in strong LD from being counted many times. Standard errors come + from a delete-one-block jackknife over the LD blocks. + + Two routes are taken, matching \code{ldsc.py} -- the split is on + annotation count, not on preference: + \describe{ + \item{unstratified}{the two-step estimator: the intercept is fit on + the variants with \eqn{\chi^2 < 30}, then held fixed while the + slope is fit over all of them.} + \item{stratified}{no two-step -- upstream refuses one on a + partitioned design. Variants with \eqn{\chi^2 >} \code{max(0.001 + N, 80)} are dropped, the design is weighted once, and a single + weighted least-squares fit follows.} + } + + The intercept is reported as estimated and is not floored at 1: the + model implies at least 1, but a value below it is informative rather + than an error to clamp away, and clamping would move the heritability + too. + + Estimates agree with upstream \code{ldsc} to roughly 1e-6 relative; + the residual is a small ridge in the weighted solve, which upstream has + no equivalent of and which exists so an exactly singular design returns + a value rather than \code{NA}. + + Unlike \code{\link{pecotmr-h2-gldsc}} this needs only the per-variant + scores when unstratified, so it runs on a scores-only + \code{\link{LdScore}}; the stratified fit forms per-annotation scores + from the per-block LD matrices and therefore requires them. + + \strong{Scale.} LD score regression is a genome-scale method -- real + analyses regress over roughly a million variants. On a reference of a + few thousand the intercept is not identifiable (an unweighted OLS on + such data returns an intercept several times its true value), and the + heritability estimate is attenuated as a result. Treat small-reference + estimates as illustrative. \code{\link{pecotmr-h2-lder}} is much less + sensitive to reference size and is the better choice there. +} +\references{ +Finucane HK, Bulik-Sullivan B, Gusev A, et al. (2015). Partitioning + heritability by functional annotation using genome-wide association + summary statistics. Nature Genetics 47(11):1228-1235. +} +\keyword{internal} diff --git a/man/raiss.Rd b/man/raiss.Rd index bd7e590a..ee30378d 100644 --- a/man/raiss.Rd +++ b/man/raiss.Rd @@ -52,14 +52,17 @@ A list containing filtered and unfiltered results, and filtered LD matrix (ldMat is NULL when using genotypeMatrix path). } \description{ -This function is a part of the statistical library for SNP imputation from: -https://gitlab.pasteur.fr/statistical-genetics/raiss/-/blob/master/raiss/stat_models.py -It is R implementation of the imputation model described in the paper by -Bogdan Pasaniuc, Noah Zaitlen, et al., titled "Fast and accurate imputation -of summary statistics enhances evidence of functional enrichment", published -in Bioinformatics in 2014. +An R port of the RAISS summary-statistic imputation library, described in +Julienne H, Shi H, Pasaniuc B, Aschard H (2019), "RAISS: robust and accurate +imputation from summary statistics", Bioinformatics 35(22):4837-4839. +\doi{10.1093/bioinformatics/btz466} } \details{ +The imputation model it implements is the one introduced in Pasaniuc B, +Zaitlen N, et al. (2014), "Fast and accurate imputation of summary +statistics enhances evidence of functional enrichment", Bioinformatics +30(20):2906-2914. \doi{10.1093/bioinformatics/btu416} + This function can process either a single LD matrix or a list of LD matrices for different blocks. For a list of matrices, it processes each block separately and combines the results. Alternatively, it can accept a genotype diff --git a/man/readSldscFrq.Rd b/man/readSldscFrq.Rd index 27ed6315..b368a226 100644 --- a/man/readSldscFrq.Rd +++ b/man/readSldscFrq.Rd @@ -24,5 +24,5 @@ Reads the per-chromosome PLINK `.frq` files for the reference } \examples{ sldsc <- system.file("extdata", "sldsc", package = "pecotmr") -readSldscFrq(sldsc, plinkName = "reference.") +head(readSldscFrq(sldsc, plinkName = "reference.")) } diff --git a/man/regionsOverlap.Rd b/man/regionsOverlap.Rd deleted file mode 100644 index 9cb85ee7..00000000 --- a/man/regionsOverlap.Rd +++ /dev/null @@ -1,23 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/variantId.R -\name{regionsOverlap} -\alias{regionsOverlap} -\title{Test whether two genomic regions overlap} -\usage{ -regionsOverlap(regionA, regionB) -} -\arguments{ -\item{regionA}{A region string ("chr1:100-200" or "1_100_200") or a -single-row data.frame with chrom/start/end columns.} - -\item{regionB}{A region string or single-row data.frame.} -} -\value{ -Logical scalar: TRUE if the regions share at least one base pair. -} -\description{ -Test whether two genomic regions overlap -} -\examples{ -regionsOverlap("chr1:100-200", "chr1:150-250") -} diff --git a/man/rescaleCovW0.Rd b/man/rescaleCovW0.Rd index 5eef95ae..1b98e9b3 100644 --- a/man/rescaleCovW0.Rd +++ b/man/rescaleCovW0.Rd @@ -17,3 +17,4 @@ A named numeric vector of prior-matrix weights with the \code{null} \description{ Re-normalize mrmash weight w0 to have total weight sum to 1 } +\keyword{internal} diff --git a/man/scadRssWeights.Rd b/man/scadRssWeights.Rd index a038709b..719963b9 100644 --- a/man/scadRssWeights.Rd +++ b/man/scadRssWeights.Rd @@ -10,7 +10,7 @@ scadRssWeights( s = c(0.2, 0.5, 0.9, 1), gamma = 3.7, alpha = 1, - selection = c("ld_quadratic", "min_fbeta"), + selection = c("ldQuadratic", "minFbeta"), ... ) } @@ -27,8 +27,8 @@ sample sizes).} \item{alpha}{Elastic-net mixing (1 = pure L1). Default 1.} -\item{selection}{Selection strategy: \code{"ld_quadratic"} (default) or -\code{"min_fbeta"}.} +\item{selection}{Selection strategy: \code{"ldQuadratic"} (default) or +\code{"minFbeta"}.} \item{...}{Additional arguments passed to \code{penalizedRss()}.} } diff --git a/man/sdpr.Rd b/man/sdpr.Rd index e962e70c..73958b21 100644 --- a/man/sdpr.Rd +++ b/man/sdpr.Rd @@ -69,8 +69,9 @@ arrays in a separate cohort). Default is 1.} \code{NULL} leaves the RNG state unchanged.} } \value{ -A list containing the estimated effect sizes (beta) and heritability - (h2). +A list with \code{betaEst} (the estimated effect sizes) and + \code{h2} (the estimated heritability). \code{sdprWeights()} returns + only \code{betaEst}; call this directly when you also want \code{h2}. } \description{ This function is a wrapper for the SDPR C++ implementation, which performs @@ -78,10 +79,11 @@ Markov Chain Monte Carlo (MCMC) for estimating effect sizes and heritability based on summary statistics and reference LD matrices. } \note{ -This function is a wrapper for the SDPR C++ implementation, which is a -rewritten and adopted version - of the SDPR package. The original SDPR documentation is available at - https://htmlpreview.github.io/?https://github.com/eldronzhou/SDPR/blob/main/doc/Manual.html +This function wraps a rewritten and adapted version of the SDPR C++ + implementation. SDPR is described in Zhou G, Zhao H (2021), "A fast and + robust Bayesian nonparametric method for prediction of complex traits + using summary statistics", PLoS Genetics 17(7): e1009697. + \doi{10.1371/journal.pgen.1009697} } \examples{ # Generate example data diff --git a/man/sldscPostprocessingPipeline.Rd b/man/sldscPostprocessingPipeline.Rd index f053dc15..3b2bfe32 100644 --- a/man/sldscPostprocessingPipeline.Rd +++ b/man/sldscPostprocessingPipeline.Rd @@ -52,8 +52,10 @@ mkRun <- function(cats) { enrichmentP = setNames(rep(0.01, n), cats), propH2 = setNames(rep(0.2, n), cats), propSnps = setNames(rep(0.1, n), cats), h2g = 0.3, - tauBlocks = matrix(1e-7, 10, n, dimnames = list(NULL, cats)), + tauBlocks = matrix(1e-7 * seq(0.9, 1.1, length.out = 10), 10, n, + dimnames = list(NULL, cats)), nBlocks = 10L) +} annot <- data.frame(CHR = c(1, 1, 1, 2, 2, 2), SNP = paste0("rs", 1:6), annot_A = c(1, 0, 1, 0, 1, 0), annot_B = c(2.1, 1.8, 2.5, 1.9, 2.3, 2)) frq <- data.frame(CHR = c(1, 1, 1, 2, 2, 2), SNP = paste0("rs", 1:6), @@ -64,9 +66,8 @@ mkTrait <- function() { joint = mkRun(c("annot_A_0", "annot_B_0", "baselineLD_0"))) } traits <- setNames(list(mkTrait(), mkTrait()), c("traitX", "traitY")) -sd <- SldscData(annot = annot, frq = frq, traits = traits) -sldscPostprocessingPipeline(sldscData = sd) -} +sldscData <- SldscData(annot = annot, frq = frq, traits = traits) +sldscPostprocessingPipeline(sldscData = sldscData) } \seealso{ \code{\link{SldscData}}, \code{\link{readSldscAnnot}}, diff --git a/man/twasWeightsPipeline.Rd b/man/twasWeightsPipeline.Rd index 57dffdf0..2624d587 100644 --- a/man/twasWeightsPipeline.Rd +++ b/man/twasWeightsPipeline.Rd @@ -105,7 +105,7 @@ embedded \code{QtlSumStats}, then rbinds the results.} \item{...}{Reserved for method-specific arguments.} \item{methods}{A character vector of short method names, a preset string -(\code{"default"} or \code{"fast_default"}), or a named list of +(\code{"default"} or \code{"fastDefault"}), or a named list of \code{_weights = args} entries. For QtlSumStats / GwasSumStats inputs the default switches to the RSS preset (\code{c("susieRss", "susieInfRss", "lassosumRss", "prsCs", "sdpr")}).} diff --git a/man/updateMashModelCov.Rd b/man/updateMashModelCov.Rd index 3f434a32..45dfe2fa 100644 --- a/man/updateMashModelCov.Rd +++ b/man/updateMashModelCov.Rd @@ -37,7 +37,7 @@ vhat <- diag(length(conds)) dimnames(vhat) <- list(conds, conds) prior <- mashPriorCovariances(ssl, alpha = 0, vhat = vhat, components = "canonical") -model <- mashModelFit(ssl, alpha = 0, priorCovariances = prior$U, +model <- mashModelFit(ssl, alpha = 0, priorCovariances = prior, vhat = vhat) updateMashModelCov(model, allSamples = conds, samples = conds[1:3]) } diff --git a/man/variantIdToDf.Rd b/man/variantIdToDf.Rd deleted file mode 100644 index d32be8eb..00000000 --- a/man/variantIdToDf.Rd +++ /dev/null @@ -1,26 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/variantId.R -\name{variantIdToDf} -\alias{variantIdToDf} -\title{Parse variant IDs into a data frame} -\usage{ -variantIdToDf(variantId) -} -\arguments{ -\item{variantId}{A character vector of variant IDs.} -} -\value{ -A data.frame with columns \code{chrom}, \code{pos}, \code{A2}, - \code{A1}. -} -\description{ -Convenience wrapper around \code{\link{parseVariantId}} returning the parsed -\code{chrom}/\code{pos}/\code{A2}/\code{A1} data frame for a vector of -variant IDs. -} -\examples{ -variantIdToDf("chr1:100:A:G") -} -\seealso{ -\code{\link{parseVariantId}} -} diff --git a/man/writeSumstatsVcf.Rd b/man/writeSumstatsVcf.Rd index b8410377..8b4dee90 100644 --- a/man/writeSumstatsVcf.Rd +++ b/man/writeSumstatsVcf.Rd @@ -1,16 +1,16 @@ % Generated by roxygen2: do not edit by hand % Please edit documentation in R/AllGenerics.R, R/vcfWriter.R -\name{writeSumstatsVcf} -\alias{writeSumstatsVcf} -\alias{writeSumstatsVcf,GwasSumStats-method} -\alias{writeSumstatsVcf,FineMappingResultBase-method} +\name{writeSumStatsVcf} +\alias{writeSumStatsVcf} +\alias{writeSumStatsVcf,GwasSumStats-method} +\alias{writeSumStatsVcf,FineMappingResultBase-method} \title{Write summary statistics or fine-mapping results to VCF/BCF} \usage{ -writeSumstatsVcf(x, outputPath, sampleName = NULL, ...) +writeSumStatsVcf(x, outputPath, sampleName = NULL, ...) -\S4method{writeSumstatsVcf}{GwasSumStats}(x, outputPath, sampleName = NULL, study = NULL, ...) +\S4method{writeSumStatsVcf}{GwasSumStats}(x, outputPath, sampleName = NULL, study = NULL, ...) -\S4method{writeSumstatsVcf}{FineMappingResultBase}( +\S4method{writeSumStatsVcf}{FineMappingResultBase}( x, outputPath, sampleName = NULL, @@ -65,6 +65,6 @@ output formats via VariantAnnotation and Rsamtools. } \examples{ data(gwasSumStatsS4Example) -writeSumstatsVcf( +writeSumStatsVcf( gwasSumStatsS4Example, outputPath = tempfile(fileext = ".vcf")) } diff --git a/tests/testthat/_problems/test_ctwasPipeline-468.R b/tests/testthat/_problems/test_ctwasPipeline-468.R new file mode 100644 index 00000000..2ff4fd0a --- /dev/null +++ b/tests/testthat/_problems/test_ctwasPipeline-468.R @@ -0,0 +1,166 @@ +# Extracted from test_ctwasPipeline.R:468 + +# setup ------------------------------------------------------------------------ +library(testthat) +test_env <- simulate_test_env(package = "pecotmr", path = "..") +attach(test_env, warn.conflicts = FALSE) + +# prequel ---------------------------------------------------------------------- +context("ctwasPipeline") +.ctp_makeHandle <- function(snp_n = 12L, n_samples = 30L) { + # Use a per-process tempfile so .ctwasLdPanelKey's file.exists check + # succeeds against the fixture handle (real LD-sketch payloads exist + # by construction; mock fixtures need an equivalent on-disk anchor). + gdsPath <- file.path(tempdir(), "ctp_sketch.gds") + if (!file.exists(gdsPath)) { + file.create(gdsPath) + } + positions <- seq(100L, by = 100L, length.out = snp_n) + # SNP IDs follow the canonical chr:pos:A2:A1 layout so allele + # harmonization inside .ctwasBuildWeights / .ctwasHarmonizeWeights can + # parse them via parseVariantId(). + snpIds <- sprintf("chr1:%d:G:A", positions) + new( + "GenotypeHandle", + path = gdsPath, + format = "gds", + snpInfo = data.frame( + SNP = snpIds, + CHR = rep("1", snp_n), + BP = positions, + A1 = rep("A", snp_n), + A2 = rep("G", snp_n), + stringsAsFactors = FALSE + ), + nSamples = n_samples, + sampleIds = paste0("s", seq_len(n_samples)), + pgenPtr = NULL + ) +} +.ctp_snpId <- function(i) sprintf("chr1:%d:G:A", 100L * i) +.ctp_mockExtractor <- function(seed = 5, n_samples = 30L) { + function(handle, snpIdx, meanImpute = TRUE) { + set.seed(seed) + panel <- matrix( + rbinom(n_samples * nrow(getSnpInfo(handle)), 2, 0.3), + nrow = n_samples, + ncol = nrow(getSnpInfo(handle)), + dimnames = list(getSampleIds(handle), getSnpInfo(handle)$SNP) + ) + sub <- panel[, snpIdx, drop = FALSE] + rr <- GenomicRanges::GRanges( + seqnames = paste0("chr", getSnpInfo(handle)$CHR[snpIdx]), + ranges = IRanges::IRanges( + start = getSnpInfo(handle)$BP[snpIdx], + width = 1L + ) + ) + S4Vectors::mcols(rr) <- S4Vectors::DataFrame( + SNP = getSnpInfo(handle)$SNP[snpIdx], + A1 = getSnpInfo(handle)$A1[snpIdx], + A2 = getSnpInfo(handle)$A2[snpIdx] + ) + cd <- S4Vectors::DataFrame( + sampleId = getSampleIds(handle), + row.names = getSampleIds(handle) + ) + dosage <- t(sub) + rownames(dosage) <- getSnpInfo(handle)$SNP[snpIdx] + colnames(dosage) <- getSampleIds(handle) + SummarizedExperiment::SummarizedExperiment( + assays = list(dosage = dosage), + rowRanges = rr, + colData = cd + ) + } +} +.ctp_blockVariants <- function(b) { + idx <- seq_len(6L) + 6L * (b - 1L) + gr <- GenomicRanges::GRanges( + seqnames = "chr1", + ranges = IRanges::IRanges(start = 100L * idx, width = 1L) + ) + S4Vectors::mcols(gr) <- S4Vectors::DataFrame( + SNP = vapply(idx, .ctp_snpId, character(1)), + A1 = rep("A", 6), + A2 = rep("G", 6), + Z = rnorm(6), + N = rep(1000L, 6) + ) + gr +} +.ctp_makeGwasSumstats <- function(qc = TRUE, blockIds = c("block1", "block2")) { + n <- length(blockIds) + GwasSumStats( + study = rep("G1", n), + entry = map(seq_len(n), .ctp_blockVariants), + genome = "hg19", + ldSketch = .ctp_makeHandle(snp_n = 6L * n), + blockId = blockIds, + qcInfo = if (qc) list(step1 = "ok") else list() + ) +} +.ctp_makeTwasWeights <- function(variantIdx = 1:5) { + e <- twasWeightsRow( + variantIds = vapply(variantIdx, .ctp_snpId, character(1)), + weights = c(0.1, 0.05, -0.2, 0.3, 0.0) + ) + TwasWeights( + study = "Q1", + context = "c1", + trait = "t1", + method = "susie", + entry = list(e), + ldSketch = .ctp_makeHandle() + ) +} +.ctp_makeFmrWeightSource <- function() { + vids <- vapply(1:5, .ctp_snpId, character(1)) + w <- c(0.1, 0.05, -0.2, 0.3, 0.0) + tl <- data.frame( + variant_id = vids, + chrom = rep("1", 5), + pos = 100L * (1:5), + A1 = rep("A", 5), + A2 = rep("G", 5), + N = rep(100, 5), + af = rep(0.3, 5), + pip = rep(0.5, 5), + posterior_mean = w, + posterior_sd = rep(0.1, 5), + cs_95 = rep("susie_1", 5), + stringsAsFactors = FALSE + ) + fe <- fineMappingRow(variantIds = vids, susieFit = list(), topLoci = tl) + QtlFineMappingResult( + study = "Q1", + context = "c1", + trait = "t1", + method = "susie", + entry = list(fe), + ldSketch = .ctp_makeHandle() + ) +} +.ctp_makeMultiBlockInputs <- function(qc = TRUE) { + ss <- .ctp_makeGwasSumstats(qc = qc) + list( + gwasSumStats = ss, + # ctwas fine-maps one region at a time, so each block's gene has to + # carry weights on variants that block actually has LD for: block 1 + # holds variants 1..6, block 2 holds 7..12. + twasWeights = list( + block1 = .ctp_makeTwasWeights(), + block2 = .ctp_makeTwasWeights(7:11) + ) + ) +} + +# test ------------------------------------------------------------------------- +ss <- .ctp_makeGwasSumstats(blockIds = "block1") +gwasIds <- vapply(1:6, .ctp_snpId, character(1)) +panelIds <- gwasIds +panelIds[2] <- "chr1:200:A:G" +plain <- pecotmr:::.ctwasBuildZSnp(ss, gwasIds) +flipped <- pecotmr:::.ctwasBuildZSnp(ss, panelIds) +i <- match("chr1:200:G:A", plain$id) +expect_equal(flipped$id[i], "chr1:200:A:G") diff --git a/tests/testthat/_problems/test_ctwasPipeline-469.R b/tests/testthat/_problems/test_ctwasPipeline-469.R new file mode 100644 index 00000000..33a55bba --- /dev/null +++ b/tests/testthat/_problems/test_ctwasPipeline-469.R @@ -0,0 +1,167 @@ +# Extracted from test_ctwasPipeline.R:469 + +# setup ------------------------------------------------------------------------ +library(testthat) +test_env <- simulate_test_env(package = "pecotmr", path = "..") +attach(test_env, warn.conflicts = FALSE) + +# prequel ---------------------------------------------------------------------- +context("ctwasPipeline") +.ctp_makeHandle <- function(snp_n = 12L, n_samples = 30L) { + # Use a per-process tempfile so .ctwasLdPanelKey's file.exists check + # succeeds against the fixture handle (real LD-sketch payloads exist + # by construction; mock fixtures need an equivalent on-disk anchor). + gdsPath <- file.path(tempdir(), "ctp_sketch.gds") + if (!file.exists(gdsPath)) { + file.create(gdsPath) + } + positions <- seq(100L, by = 100L, length.out = snp_n) + # SNP IDs follow the canonical chr:pos:A2:A1 layout so allele + # harmonization inside .ctwasBuildWeights / .ctwasHarmonizeWeights can + # parse them via parseVariantId(). + snpIds <- sprintf("chr1:%d:G:A", positions) + new( + "GenotypeHandle", + path = gdsPath, + format = "gds", + snpInfo = data.frame( + SNP = snpIds, + CHR = rep("1", snp_n), + BP = positions, + A1 = rep("A", snp_n), + A2 = rep("G", snp_n), + stringsAsFactors = FALSE + ), + nSamples = n_samples, + sampleIds = paste0("s", seq_len(n_samples)), + pgenPtr = NULL + ) +} +.ctp_snpId <- function(i) sprintf("chr1:%d:G:A", 100L * i) +.ctp_mockExtractor <- function(seed = 5, n_samples = 30L) { + function(handle, snpIdx, meanImpute = TRUE) { + set.seed(seed) + panel <- matrix( + rbinom(n_samples * nrow(getSnpInfo(handle)), 2, 0.3), + nrow = n_samples, + ncol = nrow(getSnpInfo(handle)), + dimnames = list(getSampleIds(handle), getSnpInfo(handle)$SNP) + ) + sub <- panel[, snpIdx, drop = FALSE] + rr <- GenomicRanges::GRanges( + seqnames = paste0("chr", getSnpInfo(handle)$CHR[snpIdx]), + ranges = IRanges::IRanges( + start = getSnpInfo(handle)$BP[snpIdx], + width = 1L + ) + ) + S4Vectors::mcols(rr) <- S4Vectors::DataFrame( + SNP = getSnpInfo(handle)$SNP[snpIdx], + A1 = getSnpInfo(handle)$A1[snpIdx], + A2 = getSnpInfo(handle)$A2[snpIdx] + ) + cd <- S4Vectors::DataFrame( + sampleId = getSampleIds(handle), + row.names = getSampleIds(handle) + ) + dosage <- t(sub) + rownames(dosage) <- getSnpInfo(handle)$SNP[snpIdx] + colnames(dosage) <- getSampleIds(handle) + SummarizedExperiment::SummarizedExperiment( + assays = list(dosage = dosage), + rowRanges = rr, + colData = cd + ) + } +} +.ctp_blockVariants <- function(b) { + idx <- seq_len(6L) + 6L * (b - 1L) + gr <- GenomicRanges::GRanges( + seqnames = "chr1", + ranges = IRanges::IRanges(start = 100L * idx, width = 1L) + ) + S4Vectors::mcols(gr) <- S4Vectors::DataFrame( + SNP = vapply(idx, .ctp_snpId, character(1)), + A1 = rep("A", 6), + A2 = rep("G", 6), + Z = rnorm(6), + N = rep(1000L, 6) + ) + gr +} +.ctp_makeGwasSumstats <- function(qc = TRUE, blockIds = c("block1", "block2")) { + n <- length(blockIds) + GwasSumStats( + study = rep("G1", n), + entry = map(seq_len(n), .ctp_blockVariants), + genome = "hg19", + ldSketch = .ctp_makeHandle(snp_n = 6L * n), + blockId = blockIds, + qcInfo = if (qc) list(step1 = "ok") else list() + ) +} +.ctp_makeTwasWeights <- function(variantIdx = 1:5) { + e <- twasWeightsRow( + variantIds = vapply(variantIdx, .ctp_snpId, character(1)), + weights = c(0.1, 0.05, -0.2, 0.3, 0.0) + ) + TwasWeights( + study = "Q1", + context = "c1", + trait = "t1", + method = "susie", + entry = list(e), + ldSketch = .ctp_makeHandle() + ) +} +.ctp_makeFmrWeightSource <- function() { + vids <- vapply(1:5, .ctp_snpId, character(1)) + w <- c(0.1, 0.05, -0.2, 0.3, 0.0) + tl <- data.frame( + variant_id = vids, + chrom = rep("1", 5), + pos = 100L * (1:5), + A1 = rep("A", 5), + A2 = rep("G", 5), + N = rep(100, 5), + af = rep(0.3, 5), + pip = rep(0.5, 5), + posterior_mean = w, + posterior_sd = rep(0.1, 5), + cs_95 = rep("susie_1", 5), + stringsAsFactors = FALSE + ) + fe <- fineMappingRow(variantIds = vids, susieFit = list(), topLoci = tl) + QtlFineMappingResult( + study = "Q1", + context = "c1", + trait = "t1", + method = "susie", + entry = list(fe), + ldSketch = .ctp_makeHandle() + ) +} +.ctp_makeMultiBlockInputs <- function(qc = TRUE) { + ss <- .ctp_makeGwasSumstats(qc = qc) + list( + gwasSumStats = ss, + # ctwas fine-maps one region at a time, so each block's gene has to + # carry weights on variants that block actually has LD for: block 1 + # holds variants 1..6, block 2 holds 7..12. + twasWeights = list( + block1 = .ctp_makeTwasWeights(), + block2 = .ctp_makeTwasWeights(7:11) + ) + ) +} + +# test ------------------------------------------------------------------------- +ss <- .ctp_makeGwasSumstats(blockIds = "block1") +gwasIds <- vapply(1:6, .ctp_snpId, character(1)) +panelIds <- gwasIds +panelIds[2] <- "chr1:200:A:G" +plain <- pecotmr:::.ctwasBuildZSnp(ss, gwasIds) +flipped <- pecotmr:::.ctwasBuildZSnp(ss, panelIds) +i <- match("chr1:200:G:A", plain$id) +expect_equal(flipped$id[i], "chr1:200:A:G") +expect_equal(flipped$z[i], -plain$z[i]) diff --git a/tests/testthat/_problems/test_ctwasPipeline-470.R b/tests/testthat/_problems/test_ctwasPipeline-470.R new file mode 100644 index 00000000..92a18378 --- /dev/null +++ b/tests/testthat/_problems/test_ctwasPipeline-470.R @@ -0,0 +1,168 @@ +# Extracted from test_ctwasPipeline.R:470 + +# setup ------------------------------------------------------------------------ +library(testthat) +test_env <- simulate_test_env(package = "pecotmr", path = "..") +attach(test_env, warn.conflicts = FALSE) + +# prequel ---------------------------------------------------------------------- +context("ctwasPipeline") +.ctp_makeHandle <- function(snp_n = 12L, n_samples = 30L) { + # Use a per-process tempfile so .ctwasLdPanelKey's file.exists check + # succeeds against the fixture handle (real LD-sketch payloads exist + # by construction; mock fixtures need an equivalent on-disk anchor). + gdsPath <- file.path(tempdir(), "ctp_sketch.gds") + if (!file.exists(gdsPath)) { + file.create(gdsPath) + } + positions <- seq(100L, by = 100L, length.out = snp_n) + # SNP IDs follow the canonical chr:pos:A2:A1 layout so allele + # harmonization inside .ctwasBuildWeights / .ctwasHarmonizeWeights can + # parse them via parseVariantId(). + snpIds <- sprintf("chr1:%d:G:A", positions) + new( + "GenotypeHandle", + path = gdsPath, + format = "gds", + snpInfo = data.frame( + SNP = snpIds, + CHR = rep("1", snp_n), + BP = positions, + A1 = rep("A", snp_n), + A2 = rep("G", snp_n), + stringsAsFactors = FALSE + ), + nSamples = n_samples, + sampleIds = paste0("s", seq_len(n_samples)), + pgenPtr = NULL + ) +} +.ctp_snpId <- function(i) sprintf("chr1:%d:G:A", 100L * i) +.ctp_mockExtractor <- function(seed = 5, n_samples = 30L) { + function(handle, snpIdx, meanImpute = TRUE) { + set.seed(seed) + panel <- matrix( + rbinom(n_samples * nrow(getSnpInfo(handle)), 2, 0.3), + nrow = n_samples, + ncol = nrow(getSnpInfo(handle)), + dimnames = list(getSampleIds(handle), getSnpInfo(handle)$SNP) + ) + sub <- panel[, snpIdx, drop = FALSE] + rr <- GenomicRanges::GRanges( + seqnames = paste0("chr", getSnpInfo(handle)$CHR[snpIdx]), + ranges = IRanges::IRanges( + start = getSnpInfo(handle)$BP[snpIdx], + width = 1L + ) + ) + S4Vectors::mcols(rr) <- S4Vectors::DataFrame( + SNP = getSnpInfo(handle)$SNP[snpIdx], + A1 = getSnpInfo(handle)$A1[snpIdx], + A2 = getSnpInfo(handle)$A2[snpIdx] + ) + cd <- S4Vectors::DataFrame( + sampleId = getSampleIds(handle), + row.names = getSampleIds(handle) + ) + dosage <- t(sub) + rownames(dosage) <- getSnpInfo(handle)$SNP[snpIdx] + colnames(dosage) <- getSampleIds(handle) + SummarizedExperiment::SummarizedExperiment( + assays = list(dosage = dosage), + rowRanges = rr, + colData = cd + ) + } +} +.ctp_blockVariants <- function(b) { + idx <- seq_len(6L) + 6L * (b - 1L) + gr <- GenomicRanges::GRanges( + seqnames = "chr1", + ranges = IRanges::IRanges(start = 100L * idx, width = 1L) + ) + S4Vectors::mcols(gr) <- S4Vectors::DataFrame( + SNP = vapply(idx, .ctp_snpId, character(1)), + A1 = rep("A", 6), + A2 = rep("G", 6), + Z = rnorm(6), + N = rep(1000L, 6) + ) + gr +} +.ctp_makeGwasSumstats <- function(qc = TRUE, blockIds = c("block1", "block2")) { + n <- length(blockIds) + GwasSumStats( + study = rep("G1", n), + entry = map(seq_len(n), .ctp_blockVariants), + genome = "hg19", + ldSketch = .ctp_makeHandle(snp_n = 6L * n), + blockId = blockIds, + qcInfo = if (qc) list(step1 = "ok") else list() + ) +} +.ctp_makeTwasWeights <- function(variantIdx = 1:5) { + e <- twasWeightsRow( + variantIds = vapply(variantIdx, .ctp_snpId, character(1)), + weights = c(0.1, 0.05, -0.2, 0.3, 0.0) + ) + TwasWeights( + study = "Q1", + context = "c1", + trait = "t1", + method = "susie", + entry = list(e), + ldSketch = .ctp_makeHandle() + ) +} +.ctp_makeFmrWeightSource <- function() { + vids <- vapply(1:5, .ctp_snpId, character(1)) + w <- c(0.1, 0.05, -0.2, 0.3, 0.0) + tl <- data.frame( + variant_id = vids, + chrom = rep("1", 5), + pos = 100L * (1:5), + A1 = rep("A", 5), + A2 = rep("G", 5), + N = rep(100, 5), + af = rep(0.3, 5), + pip = rep(0.5, 5), + posterior_mean = w, + posterior_sd = rep(0.1, 5), + cs_95 = rep("susie_1", 5), + stringsAsFactors = FALSE + ) + fe <- fineMappingRow(variantIds = vids, susieFit = list(), topLoci = tl) + QtlFineMappingResult( + study = "Q1", + context = "c1", + trait = "t1", + method = "susie", + entry = list(fe), + ldSketch = .ctp_makeHandle() + ) +} +.ctp_makeMultiBlockInputs <- function(qc = TRUE) { + ss <- .ctp_makeGwasSumstats(qc = qc) + list( + gwasSumStats = ss, + # ctwas fine-maps one region at a time, so each block's gene has to + # carry weights on variants that block actually has LD for: block 1 + # holds variants 1..6, block 2 holds 7..12. + twasWeights = list( + block1 = .ctp_makeTwasWeights(), + block2 = .ctp_makeTwasWeights(7:11) + ) + ) +} + +# test ------------------------------------------------------------------------- +ss <- .ctp_makeGwasSumstats(blockIds = "block1") +gwasIds <- vapply(1:6, .ctp_snpId, character(1)) +panelIds <- gwasIds +panelIds[2] <- "chr1:200:A:G" +plain <- pecotmr:::.ctwasBuildZSnp(ss, gwasIds) +flipped <- pecotmr:::.ctwasBuildZSnp(ss, panelIds) +i <- match("chr1:200:G:A", plain$id) +expect_equal(flipped$id[i], "chr1:200:A:G") +expect_equal(flipped$z[i], -plain$z[i]) +expect_equal(flipped$A1[i], plain$A2[i]) diff --git a/tests/testthat/_problems/test_ctwasPipeline-471.R b/tests/testthat/_problems/test_ctwasPipeline-471.R new file mode 100644 index 00000000..08872f83 --- /dev/null +++ b/tests/testthat/_problems/test_ctwasPipeline-471.R @@ -0,0 +1,169 @@ +# Extracted from test_ctwasPipeline.R:471 + +# setup ------------------------------------------------------------------------ +library(testthat) +test_env <- simulate_test_env(package = "pecotmr", path = "..") +attach(test_env, warn.conflicts = FALSE) + +# prequel ---------------------------------------------------------------------- +context("ctwasPipeline") +.ctp_makeHandle <- function(snp_n = 12L, n_samples = 30L) { + # Use a per-process tempfile so .ctwasLdPanelKey's file.exists check + # succeeds against the fixture handle (real LD-sketch payloads exist + # by construction; mock fixtures need an equivalent on-disk anchor). + gdsPath <- file.path(tempdir(), "ctp_sketch.gds") + if (!file.exists(gdsPath)) { + file.create(gdsPath) + } + positions <- seq(100L, by = 100L, length.out = snp_n) + # SNP IDs follow the canonical chr:pos:A2:A1 layout so allele + # harmonization inside .ctwasBuildWeights / .ctwasHarmonizeWeights can + # parse them via parseVariantId(). + snpIds <- sprintf("chr1:%d:G:A", positions) + new( + "GenotypeHandle", + path = gdsPath, + format = "gds", + snpInfo = data.frame( + SNP = snpIds, + CHR = rep("1", snp_n), + BP = positions, + A1 = rep("A", snp_n), + A2 = rep("G", snp_n), + stringsAsFactors = FALSE + ), + nSamples = n_samples, + sampleIds = paste0("s", seq_len(n_samples)), + pgenPtr = NULL + ) +} +.ctp_snpId <- function(i) sprintf("chr1:%d:G:A", 100L * i) +.ctp_mockExtractor <- function(seed = 5, n_samples = 30L) { + function(handle, snpIdx, meanImpute = TRUE) { + set.seed(seed) + panel <- matrix( + rbinom(n_samples * nrow(getSnpInfo(handle)), 2, 0.3), + nrow = n_samples, + ncol = nrow(getSnpInfo(handle)), + dimnames = list(getSampleIds(handle), getSnpInfo(handle)$SNP) + ) + sub <- panel[, snpIdx, drop = FALSE] + rr <- GenomicRanges::GRanges( + seqnames = paste0("chr", getSnpInfo(handle)$CHR[snpIdx]), + ranges = IRanges::IRanges( + start = getSnpInfo(handle)$BP[snpIdx], + width = 1L + ) + ) + S4Vectors::mcols(rr) <- S4Vectors::DataFrame( + SNP = getSnpInfo(handle)$SNP[snpIdx], + A1 = getSnpInfo(handle)$A1[snpIdx], + A2 = getSnpInfo(handle)$A2[snpIdx] + ) + cd <- S4Vectors::DataFrame( + sampleId = getSampleIds(handle), + row.names = getSampleIds(handle) + ) + dosage <- t(sub) + rownames(dosage) <- getSnpInfo(handle)$SNP[snpIdx] + colnames(dosage) <- getSampleIds(handle) + SummarizedExperiment::SummarizedExperiment( + assays = list(dosage = dosage), + rowRanges = rr, + colData = cd + ) + } +} +.ctp_blockVariants <- function(b) { + idx <- seq_len(6L) + 6L * (b - 1L) + gr <- GenomicRanges::GRanges( + seqnames = "chr1", + ranges = IRanges::IRanges(start = 100L * idx, width = 1L) + ) + S4Vectors::mcols(gr) <- S4Vectors::DataFrame( + SNP = vapply(idx, .ctp_snpId, character(1)), + A1 = rep("A", 6), + A2 = rep("G", 6), + Z = rnorm(6), + N = rep(1000L, 6) + ) + gr +} +.ctp_makeGwasSumstats <- function(qc = TRUE, blockIds = c("block1", "block2")) { + n <- length(blockIds) + GwasSumStats( + study = rep("G1", n), + entry = map(seq_len(n), .ctp_blockVariants), + genome = "hg19", + ldSketch = .ctp_makeHandle(snp_n = 6L * n), + blockId = blockIds, + qcInfo = if (qc) list(step1 = "ok") else list() + ) +} +.ctp_makeTwasWeights <- function(variantIdx = 1:5) { + e <- twasWeightsRow( + variantIds = vapply(variantIdx, .ctp_snpId, character(1)), + weights = c(0.1, 0.05, -0.2, 0.3, 0.0) + ) + TwasWeights( + study = "Q1", + context = "c1", + trait = "t1", + method = "susie", + entry = list(e), + ldSketch = .ctp_makeHandle() + ) +} +.ctp_makeFmrWeightSource <- function() { + vids <- vapply(1:5, .ctp_snpId, character(1)) + w <- c(0.1, 0.05, -0.2, 0.3, 0.0) + tl <- data.frame( + variant_id = vids, + chrom = rep("1", 5), + pos = 100L * (1:5), + A1 = rep("A", 5), + A2 = rep("G", 5), + N = rep(100, 5), + af = rep(0.3, 5), + pip = rep(0.5, 5), + posterior_mean = w, + posterior_sd = rep(0.1, 5), + cs_95 = rep("susie_1", 5), + stringsAsFactors = FALSE + ) + fe <- fineMappingRow(variantIds = vids, susieFit = list(), topLoci = tl) + QtlFineMappingResult( + study = "Q1", + context = "c1", + trait = "t1", + method = "susie", + entry = list(fe), + ldSketch = .ctp_makeHandle() + ) +} +.ctp_makeMultiBlockInputs <- function(qc = TRUE) { + ss <- .ctp_makeGwasSumstats(qc = qc) + list( + gwasSumStats = ss, + # ctwas fine-maps one region at a time, so each block's gene has to + # carry weights on variants that block actually has LD for: block 1 + # holds variants 1..6, block 2 holds 7..12. + twasWeights = list( + block1 = .ctp_makeTwasWeights(), + block2 = .ctp_makeTwasWeights(7:11) + ) + ) +} + +# test ------------------------------------------------------------------------- +ss <- .ctp_makeGwasSumstats(blockIds = "block1") +gwasIds <- vapply(1:6, .ctp_snpId, character(1)) +panelIds <- gwasIds +panelIds[2] <- "chr1:200:A:G" +plain <- pecotmr:::.ctwasBuildZSnp(ss, gwasIds) +flipped <- pecotmr:::.ctwasBuildZSnp(ss, panelIds) +i <- match("chr1:200:G:A", plain$id) +expect_equal(flipped$id[i], "chr1:200:A:G") +expect_equal(flipped$z[i], -plain$z[i]) +expect_equal(flipped$A1[i], plain$A2[i]) +expect_equal(flipped$A2[i], plain$A1[i]) diff --git a/tests/testthat/_problems/test_ctwasPipeline-497.R b/tests/testthat/_problems/test_ctwasPipeline-497.R new file mode 100644 index 00000000..6b5b7cb0 --- /dev/null +++ b/tests/testthat/_problems/test_ctwasPipeline-497.R @@ -0,0 +1,169 @@ +# Extracted from test_ctwasPipeline.R:497 + +# setup ------------------------------------------------------------------------ +library(testthat) +test_env <- simulate_test_env(package = "pecotmr", path = "..") +attach(test_env, warn.conflicts = FALSE) + +# prequel ---------------------------------------------------------------------- +context("ctwasPipeline") +.ctp_makeHandle <- function(snp_n = 12L, n_samples = 30L) { + # Use a per-process tempfile so .ctwasLdPanelKey's file.exists check + # succeeds against the fixture handle (real LD-sketch payloads exist + # by construction; mock fixtures need an equivalent on-disk anchor). + gdsPath <- file.path(tempdir(), "ctp_sketch.gds") + if (!file.exists(gdsPath)) { + file.create(gdsPath) + } + positions <- seq(100L, by = 100L, length.out = snp_n) + # SNP IDs follow the canonical chr:pos:A2:A1 layout so allele + # harmonization inside .ctwasBuildWeights / .ctwasHarmonizeWeights can + # parse them via parseVariantId(). + snpIds <- sprintf("chr1:%d:G:A", positions) + new( + "GenotypeHandle", + path = gdsPath, + format = "gds", + snpInfo = data.frame( + SNP = snpIds, + CHR = rep("1", snp_n), + BP = positions, + A1 = rep("A", snp_n), + A2 = rep("G", snp_n), + stringsAsFactors = FALSE + ), + nSamples = n_samples, + sampleIds = paste0("s", seq_len(n_samples)), + pgenPtr = NULL + ) +} +.ctp_snpId <- function(i) sprintf("chr1:%d:G:A", 100L * i) +.ctp_mockExtractor <- function(seed = 5, n_samples = 30L) { + function(handle, snpIdx, meanImpute = TRUE) { + set.seed(seed) + panel <- matrix( + rbinom(n_samples * nrow(getSnpInfo(handle)), 2, 0.3), + nrow = n_samples, + ncol = nrow(getSnpInfo(handle)), + dimnames = list(getSampleIds(handle), getSnpInfo(handle)$SNP) + ) + sub <- panel[, snpIdx, drop = FALSE] + rr <- GenomicRanges::GRanges( + seqnames = paste0("chr", getSnpInfo(handle)$CHR[snpIdx]), + ranges = IRanges::IRanges( + start = getSnpInfo(handle)$BP[snpIdx], + width = 1L + ) + ) + S4Vectors::mcols(rr) <- S4Vectors::DataFrame( + SNP = getSnpInfo(handle)$SNP[snpIdx], + A1 = getSnpInfo(handle)$A1[snpIdx], + A2 = getSnpInfo(handle)$A2[snpIdx] + ) + cd <- S4Vectors::DataFrame( + sampleId = getSampleIds(handle), + row.names = getSampleIds(handle) + ) + dosage <- t(sub) + rownames(dosage) <- getSnpInfo(handle)$SNP[snpIdx] + colnames(dosage) <- getSampleIds(handle) + SummarizedExperiment::SummarizedExperiment( + assays = list(dosage = dosage), + rowRanges = rr, + colData = cd + ) + } +} +.ctp_blockVariants <- function(b) { + idx <- seq_len(6L) + 6L * (b - 1L) + gr <- GenomicRanges::GRanges( + seqnames = "chr1", + ranges = IRanges::IRanges(start = 100L * idx, width = 1L) + ) + S4Vectors::mcols(gr) <- S4Vectors::DataFrame( + SNP = vapply(idx, .ctp_snpId, character(1)), + A1 = rep("A", 6), + A2 = rep("G", 6), + Z = rnorm(6), + N = rep(1000L, 6) + ) + gr +} +.ctp_makeGwasSumstats <- function(qc = TRUE, blockIds = c("block1", "block2")) { + n <- length(blockIds) + GwasSumStats( + study = rep("G1", n), + entry = map(seq_len(n), .ctp_blockVariants), + genome = "hg19", + ldSketch = .ctp_makeHandle(snp_n = 6L * n), + blockId = blockIds, + qcInfo = if (qc) list(step1 = "ok") else list() + ) +} +.ctp_makeTwasWeights <- function(variantIdx = 1:5) { + e <- twasWeightsRow( + variantIds = vapply(variantIdx, .ctp_snpId, character(1)), + weights = c(0.1, 0.05, -0.2, 0.3, 0.0) + ) + TwasWeights( + study = "Q1", + context = "c1", + trait = "t1", + method = "susie", + entry = list(e), + ldSketch = .ctp_makeHandle() + ) +} +.ctp_makeFmrWeightSource <- function() { + vids <- vapply(1:5, .ctp_snpId, character(1)) + w <- c(0.1, 0.05, -0.2, 0.3, 0.0) + tl <- data.frame( + variant_id = vids, + chrom = rep("1", 5), + pos = 100L * (1:5), + A1 = rep("A", 5), + A2 = rep("G", 5), + N = rep(100, 5), + af = rep(0.3, 5), + pip = rep(0.5, 5), + posterior_mean = w, + posterior_sd = rep(0.1, 5), + cs_95 = rep("susie_1", 5), + stringsAsFactors = FALSE + ) + fe <- fineMappingRow(variantIds = vids, susieFit = list(), topLoci = tl) + QtlFineMappingResult( + study = "Q1", + context = "c1", + trait = "t1", + method = "susie", + entry = list(fe), + ldSketch = .ctp_makeHandle() + ) +} +.ctp_makeMultiBlockInputs <- function(qc = TRUE) { + ss <- .ctp_makeGwasSumstats(qc = qc) + list( + gwasSumStats = ss, + # ctwas fine-maps one region at a time, so each block's gene has to + # carry weights on variants that block actually has LD for: block 1 + # holds variants 1..6, block 2 holds 7..12. + twasWeights = list( + block1 = .ctp_makeTwasWeights(), + block2 = .ctp_makeTwasWeights(7:11) + ) + ) +} + +# test ------------------------------------------------------------------------- +ss <- .ctp_makeGwasSumstats(blockIds = "block1") +flippedPanel <- data.frame( + chrom = rep(1L, 6), + id = sprintf("chr1:%d:A:G", 100L * (1:6)), + pos = 100L * (1:6), + alt = rep("A", 6), + ref = rep("G", 6), + stringsAsFactors = FALSE +) +keep <- pecotmr:::.ctwasSnpInfoForGwasBlock(ss, flippedPanel) +expect_equal(nrow(keep), 6L) diff --git a/tests/testthat/_problems/test_ctwasPipeline-498.R b/tests/testthat/_problems/test_ctwasPipeline-498.R new file mode 100644 index 00000000..f29c1d84 --- /dev/null +++ b/tests/testthat/_problems/test_ctwasPipeline-498.R @@ -0,0 +1,170 @@ +# Extracted from test_ctwasPipeline.R:498 + +# setup ------------------------------------------------------------------------ +library(testthat) +test_env <- simulate_test_env(package = "pecotmr", path = "..") +attach(test_env, warn.conflicts = FALSE) + +# prequel ---------------------------------------------------------------------- +context("ctwasPipeline") +.ctp_makeHandle <- function(snp_n = 12L, n_samples = 30L) { + # Use a per-process tempfile so .ctwasLdPanelKey's file.exists check + # succeeds against the fixture handle (real LD-sketch payloads exist + # by construction; mock fixtures need an equivalent on-disk anchor). + gdsPath <- file.path(tempdir(), "ctp_sketch.gds") + if (!file.exists(gdsPath)) { + file.create(gdsPath) + } + positions <- seq(100L, by = 100L, length.out = snp_n) + # SNP IDs follow the canonical chr:pos:A2:A1 layout so allele + # harmonization inside .ctwasBuildWeights / .ctwasHarmonizeWeights can + # parse them via parseVariantId(). + snpIds <- sprintf("chr1:%d:G:A", positions) + new( + "GenotypeHandle", + path = gdsPath, + format = "gds", + snpInfo = data.frame( + SNP = snpIds, + CHR = rep("1", snp_n), + BP = positions, + A1 = rep("A", snp_n), + A2 = rep("G", snp_n), + stringsAsFactors = FALSE + ), + nSamples = n_samples, + sampleIds = paste0("s", seq_len(n_samples)), + pgenPtr = NULL + ) +} +.ctp_snpId <- function(i) sprintf("chr1:%d:G:A", 100L * i) +.ctp_mockExtractor <- function(seed = 5, n_samples = 30L) { + function(handle, snpIdx, meanImpute = TRUE) { + set.seed(seed) + panel <- matrix( + rbinom(n_samples * nrow(getSnpInfo(handle)), 2, 0.3), + nrow = n_samples, + ncol = nrow(getSnpInfo(handle)), + dimnames = list(getSampleIds(handle), getSnpInfo(handle)$SNP) + ) + sub <- panel[, snpIdx, drop = FALSE] + rr <- GenomicRanges::GRanges( + seqnames = paste0("chr", getSnpInfo(handle)$CHR[snpIdx]), + ranges = IRanges::IRanges( + start = getSnpInfo(handle)$BP[snpIdx], + width = 1L + ) + ) + S4Vectors::mcols(rr) <- S4Vectors::DataFrame( + SNP = getSnpInfo(handle)$SNP[snpIdx], + A1 = getSnpInfo(handle)$A1[snpIdx], + A2 = getSnpInfo(handle)$A2[snpIdx] + ) + cd <- S4Vectors::DataFrame( + sampleId = getSampleIds(handle), + row.names = getSampleIds(handle) + ) + dosage <- t(sub) + rownames(dosage) <- getSnpInfo(handle)$SNP[snpIdx] + colnames(dosage) <- getSampleIds(handle) + SummarizedExperiment::SummarizedExperiment( + assays = list(dosage = dosage), + rowRanges = rr, + colData = cd + ) + } +} +.ctp_blockVariants <- function(b) { + idx <- seq_len(6L) + 6L * (b - 1L) + gr <- GenomicRanges::GRanges( + seqnames = "chr1", + ranges = IRanges::IRanges(start = 100L * idx, width = 1L) + ) + S4Vectors::mcols(gr) <- S4Vectors::DataFrame( + SNP = vapply(idx, .ctp_snpId, character(1)), + A1 = rep("A", 6), + A2 = rep("G", 6), + Z = rnorm(6), + N = rep(1000L, 6) + ) + gr +} +.ctp_makeGwasSumstats <- function(qc = TRUE, blockIds = c("block1", "block2")) { + n <- length(blockIds) + GwasSumStats( + study = rep("G1", n), + entry = map(seq_len(n), .ctp_blockVariants), + genome = "hg19", + ldSketch = .ctp_makeHandle(snp_n = 6L * n), + blockId = blockIds, + qcInfo = if (qc) list(step1 = "ok") else list() + ) +} +.ctp_makeTwasWeights <- function(variantIdx = 1:5) { + e <- twasWeightsRow( + variantIds = vapply(variantIdx, .ctp_snpId, character(1)), + weights = c(0.1, 0.05, -0.2, 0.3, 0.0) + ) + TwasWeights( + study = "Q1", + context = "c1", + trait = "t1", + method = "susie", + entry = list(e), + ldSketch = .ctp_makeHandle() + ) +} +.ctp_makeFmrWeightSource <- function() { + vids <- vapply(1:5, .ctp_snpId, character(1)) + w <- c(0.1, 0.05, -0.2, 0.3, 0.0) + tl <- data.frame( + variant_id = vids, + chrom = rep("1", 5), + pos = 100L * (1:5), + A1 = rep("A", 5), + A2 = rep("G", 5), + N = rep(100, 5), + af = rep(0.3, 5), + pip = rep(0.5, 5), + posterior_mean = w, + posterior_sd = rep(0.1, 5), + cs_95 = rep("susie_1", 5), + stringsAsFactors = FALSE + ) + fe <- fineMappingRow(variantIds = vids, susieFit = list(), topLoci = tl) + QtlFineMappingResult( + study = "Q1", + context = "c1", + trait = "t1", + method = "susie", + entry = list(fe), + ldSketch = .ctp_makeHandle() + ) +} +.ctp_makeMultiBlockInputs <- function(qc = TRUE) { + ss <- .ctp_makeGwasSumstats(qc = qc) + list( + gwasSumStats = ss, + # ctwas fine-maps one region at a time, so each block's gene has to + # carry weights on variants that block actually has LD for: block 1 + # holds variants 1..6, block 2 holds 7..12. + twasWeights = list( + block1 = .ctp_makeTwasWeights(), + block2 = .ctp_makeTwasWeights(7:11) + ) + ) +} + +# test ------------------------------------------------------------------------- +ss <- .ctp_makeGwasSumstats(blockIds = "block1") +flippedPanel <- data.frame( + chrom = rep(1L, 6), + id = sprintf("chr1:%d:A:G", 100L * (1:6)), + pos = 100L * (1:6), + alt = rep("A", 6), + ref = rep("G", 6), + stringsAsFactors = FALSE +) +keep <- pecotmr:::.ctwasSnpInfoForGwasBlock(ss, flippedPanel) +expect_equal(nrow(keep), 6L) +expect_equal(keep$id, flippedPanel$id) diff --git a/tests/testthat/_problems/test_ctwasPipeline-506.R b/tests/testthat/_problems/test_ctwasPipeline-506.R new file mode 100644 index 00000000..f925597a --- /dev/null +++ b/tests/testthat/_problems/test_ctwasPipeline-506.R @@ -0,0 +1,175 @@ +# Extracted from test_ctwasPipeline.R:506 + +# setup ------------------------------------------------------------------------ +library(testthat) +test_env <- simulate_test_env(package = "pecotmr", path = "..") +attach(test_env, warn.conflicts = FALSE) + +# prequel ---------------------------------------------------------------------- +context("ctwasPipeline") +.ctp_makeHandle <- function(snp_n = 12L, n_samples = 30L) { + # Use a per-process tempfile so .ctwasLdPanelKey's file.exists check + # succeeds against the fixture handle (real LD-sketch payloads exist + # by construction; mock fixtures need an equivalent on-disk anchor). + gdsPath <- file.path(tempdir(), "ctp_sketch.gds") + if (!file.exists(gdsPath)) { + file.create(gdsPath) + } + positions <- seq(100L, by = 100L, length.out = snp_n) + # SNP IDs follow the canonical chr:pos:A2:A1 layout so allele + # harmonization inside .ctwasBuildWeights / .ctwasHarmonizeWeights can + # parse them via parseVariantId(). + snpIds <- sprintf("chr1:%d:G:A", positions) + new( + "GenotypeHandle", + path = gdsPath, + format = "gds", + snpInfo = data.frame( + SNP = snpIds, + CHR = rep("1", snp_n), + BP = positions, + A1 = rep("A", snp_n), + A2 = rep("G", snp_n), + stringsAsFactors = FALSE + ), + nSamples = n_samples, + sampleIds = paste0("s", seq_len(n_samples)), + pgenPtr = NULL + ) +} +.ctp_snpId <- function(i) sprintf("chr1:%d:G:A", 100L * i) +.ctp_mockExtractor <- function(seed = 5, n_samples = 30L) { + function(handle, snpIdx, meanImpute = TRUE) { + set.seed(seed) + panel <- matrix( + rbinom(n_samples * nrow(getSnpInfo(handle)), 2, 0.3), + nrow = n_samples, + ncol = nrow(getSnpInfo(handle)), + dimnames = list(getSampleIds(handle), getSnpInfo(handle)$SNP) + ) + sub <- panel[, snpIdx, drop = FALSE] + rr <- GenomicRanges::GRanges( + seqnames = paste0("chr", getSnpInfo(handle)$CHR[snpIdx]), + ranges = IRanges::IRanges( + start = getSnpInfo(handle)$BP[snpIdx], + width = 1L + ) + ) + S4Vectors::mcols(rr) <- S4Vectors::DataFrame( + SNP = getSnpInfo(handle)$SNP[snpIdx], + A1 = getSnpInfo(handle)$A1[snpIdx], + A2 = getSnpInfo(handle)$A2[snpIdx] + ) + cd <- S4Vectors::DataFrame( + sampleId = getSampleIds(handle), + row.names = getSampleIds(handle) + ) + dosage <- t(sub) + rownames(dosage) <- getSnpInfo(handle)$SNP[snpIdx] + colnames(dosage) <- getSampleIds(handle) + SummarizedExperiment::SummarizedExperiment( + assays = list(dosage = dosage), + rowRanges = rr, + colData = cd + ) + } +} +.ctp_blockVariants <- function(b) { + idx <- seq_len(6L) + 6L * (b - 1L) + gr <- GenomicRanges::GRanges( + seqnames = "chr1", + ranges = IRanges::IRanges(start = 100L * idx, width = 1L) + ) + S4Vectors::mcols(gr) <- S4Vectors::DataFrame( + SNP = vapply(idx, .ctp_snpId, character(1)), + A1 = rep("A", 6), + A2 = rep("G", 6), + Z = rnorm(6), + N = rep(1000L, 6) + ) + gr +} +.ctp_makeGwasSumstats <- function(qc = TRUE, blockIds = c("block1", "block2")) { + n <- length(blockIds) + GwasSumStats( + study = rep("G1", n), + entry = map(seq_len(n), .ctp_blockVariants), + genome = "hg19", + ldSketch = .ctp_makeHandle(snp_n = 6L * n), + blockId = blockIds, + qcInfo = if (qc) list(step1 = "ok") else list() + ) +} +.ctp_makeTwasWeights <- function(variantIdx = 1:5) { + e <- twasWeightsRow( + variantIds = vapply(variantIdx, .ctp_snpId, character(1)), + weights = c(0.1, 0.05, -0.2, 0.3, 0.0) + ) + TwasWeights( + study = "Q1", + context = "c1", + trait = "t1", + method = "susie", + entry = list(e), + ldSketch = .ctp_makeHandle() + ) +} +.ctp_makeFmrWeightSource <- function() { + vids <- vapply(1:5, .ctp_snpId, character(1)) + w <- c(0.1, 0.05, -0.2, 0.3, 0.0) + tl <- data.frame( + variant_id = vids, + chrom = rep("1", 5), + pos = 100L * (1:5), + A1 = rep("A", 5), + A2 = rep("G", 5), + N = rep(100, 5), + af = rep(0.3, 5), + pip = rep(0.5, 5), + posterior_mean = w, + posterior_sd = rep(0.1, 5), + cs_95 = rep("susie_1", 5), + stringsAsFactors = FALSE + ) + fe <- fineMappingRow(variantIds = vids, susieFit = list(), topLoci = tl) + QtlFineMappingResult( + study = "Q1", + context = "c1", + trait = "t1", + method = "susie", + entry = list(fe), + ldSketch = .ctp_makeHandle() + ) +} +.ctp_makeMultiBlockInputs <- function(qc = TRUE) { + ss <- .ctp_makeGwasSumstats(qc = qc) + list( + gwasSumStats = ss, + # ctwas fine-maps one region at a time, so each block's gene has to + # carry weights on variants that block actually has LD for: block 1 + # holds variants 1..6, block 2 holds 7..12. + twasWeights = list( + block1 = .ctp_makeTwasWeights(), + block2 = .ctp_makeTwasWeights(7:11) + ) + ) +} + +# test ------------------------------------------------------------------------- +vids <- c("chr1:100:G:A", "chr1:200:G:A", "chr1:300:G:A") +w <- c(0.1, 0.2, 0.9) +aux <- list( + pip = NULL, + csMembers = list("chr1:100:A:G"), # flipped spelling of vids[1] + csPurity = 0.9 +) +out <- pecotmr:::.ctwasFilterVariants( + vids, + w, + finemapAux = aux, + twasWeightCutoff = 0, + csMinCor = 0.8, + minPipCutoff = 0, + maxNumVariants = 1 +) +expect_equal(out$vids, "chr1:100:G:A") diff --git a/tests/testthat/_problems/test_ctwasPipeline-527.R b/tests/testthat/_problems/test_ctwasPipeline-527.R new file mode 100644 index 00000000..1a25fb3a --- /dev/null +++ b/tests/testthat/_problems/test_ctwasPipeline-527.R @@ -0,0 +1,175 @@ +# Extracted from test_ctwasPipeline.R:527 + +# setup ------------------------------------------------------------------------ +library(testthat) +test_env <- simulate_test_env(package = "pecotmr", path = "..") +attach(test_env, warn.conflicts = FALSE) + +# prequel ---------------------------------------------------------------------- +context("ctwasPipeline") +.ctp_makeHandle <- function(snp_n = 12L, n_samples = 30L) { + # Use a per-process tempfile so .ctwasLdPanelKey's file.exists check + # succeeds against the fixture handle (real LD-sketch payloads exist + # by construction; mock fixtures need an equivalent on-disk anchor). + gdsPath <- file.path(tempdir(), "ctp_sketch.gds") + if (!file.exists(gdsPath)) { + file.create(gdsPath) + } + positions <- seq(100L, by = 100L, length.out = snp_n) + # SNP IDs follow the canonical chr:pos:A2:A1 layout so allele + # harmonization inside .ctwasBuildWeights / .ctwasHarmonizeWeights can + # parse them via parseVariantId(). + snpIds <- sprintf("chr1:%d:G:A", positions) + new( + "GenotypeHandle", + path = gdsPath, + format = "gds", + snpInfo = data.frame( + SNP = snpIds, + CHR = rep("1", snp_n), + BP = positions, + A1 = rep("A", snp_n), + A2 = rep("G", snp_n), + stringsAsFactors = FALSE + ), + nSamples = n_samples, + sampleIds = paste0("s", seq_len(n_samples)), + pgenPtr = NULL + ) +} +.ctp_snpId <- function(i) sprintf("chr1:%d:G:A", 100L * i) +.ctp_mockExtractor <- function(seed = 5, n_samples = 30L) { + function(handle, snpIdx, meanImpute = TRUE) { + set.seed(seed) + panel <- matrix( + rbinom(n_samples * nrow(getSnpInfo(handle)), 2, 0.3), + nrow = n_samples, + ncol = nrow(getSnpInfo(handle)), + dimnames = list(getSampleIds(handle), getSnpInfo(handle)$SNP) + ) + sub <- panel[, snpIdx, drop = FALSE] + rr <- GenomicRanges::GRanges( + seqnames = paste0("chr", getSnpInfo(handle)$CHR[snpIdx]), + ranges = IRanges::IRanges( + start = getSnpInfo(handle)$BP[snpIdx], + width = 1L + ) + ) + S4Vectors::mcols(rr) <- S4Vectors::DataFrame( + SNP = getSnpInfo(handle)$SNP[snpIdx], + A1 = getSnpInfo(handle)$A1[snpIdx], + A2 = getSnpInfo(handle)$A2[snpIdx] + ) + cd <- S4Vectors::DataFrame( + sampleId = getSampleIds(handle), + row.names = getSampleIds(handle) + ) + dosage <- t(sub) + rownames(dosage) <- getSnpInfo(handle)$SNP[snpIdx] + colnames(dosage) <- getSampleIds(handle) + SummarizedExperiment::SummarizedExperiment( + assays = list(dosage = dosage), + rowRanges = rr, + colData = cd + ) + } +} +.ctp_blockVariants <- function(b) { + idx <- seq_len(6L) + 6L * (b - 1L) + gr <- GenomicRanges::GRanges( + seqnames = "chr1", + ranges = IRanges::IRanges(start = 100L * idx, width = 1L) + ) + S4Vectors::mcols(gr) <- S4Vectors::DataFrame( + SNP = vapply(idx, .ctp_snpId, character(1)), + A1 = rep("A", 6), + A2 = rep("G", 6), + Z = rnorm(6), + N = rep(1000L, 6) + ) + gr +} +.ctp_makeGwasSumstats <- function(qc = TRUE, blockIds = c("block1", "block2")) { + n <- length(blockIds) + GwasSumStats( + study = rep("G1", n), + entry = map(seq_len(n), .ctp_blockVariants), + genome = "hg19", + ldSketch = .ctp_makeHandle(snp_n = 6L * n), + blockId = blockIds, + qcInfo = if (qc) list(step1 = "ok") else list() + ) +} +.ctp_makeTwasWeights <- function(variantIdx = 1:5) { + e <- twasWeightsRow( + variantIds = vapply(variantIdx, .ctp_snpId, character(1)), + weights = c(0.1, 0.05, -0.2, 0.3, 0.0) + ) + TwasWeights( + study = "Q1", + context = "c1", + trait = "t1", + method = "susie", + entry = list(e), + ldSketch = .ctp_makeHandle() + ) +} +.ctp_makeFmrWeightSource <- function() { + vids <- vapply(1:5, .ctp_snpId, character(1)) + w <- c(0.1, 0.05, -0.2, 0.3, 0.0) + tl <- data.frame( + variant_id = vids, + chrom = rep("1", 5), + pos = 100L * (1:5), + A1 = rep("A", 5), + A2 = rep("G", 5), + N = rep(100, 5), + af = rep(0.3, 5), + pip = rep(0.5, 5), + posterior_mean = w, + posterior_sd = rep(0.1, 5), + cs_95 = rep("susie_1", 5), + stringsAsFactors = FALSE + ) + fe <- fineMappingRow(variantIds = vids, susieFit = list(), topLoci = tl) + QtlFineMappingResult( + study = "Q1", + context = "c1", + trait = "t1", + method = "susie", + entry = list(fe), + ldSketch = .ctp_makeHandle() + ) +} +.ctp_makeMultiBlockInputs <- function(qc = TRUE) { + ss <- .ctp_makeGwasSumstats(qc = qc) + list( + gwasSumStats = ss, + # ctwas fine-maps one region at a time, so each block's gene has to + # carry weights on variants that block actually has LD for: block 1 + # holds variants 1..6, block 2 holds 7..12. + twasWeights = list( + block1 = .ctp_makeTwasWeights(), + block2 = .ctp_makeTwasWeights(7:11) + ) + ) +} + +# test ------------------------------------------------------------------------- +vids <- c("chr1:100:G:A", "chr1:200:G:A", "chr1:300:G:A") +w <- c(0.1, 0.2, 0.9) +aux <- list( + pip = c("chr1:100:A:G" = 0.95, "chr1:300:A:G" = 0.01), + csMembers = list(), + csPurity = numeric(0) +) +out <- pecotmr:::.ctwasFilterVariants( + vids, + w, + finemapAux = aux, + twasWeightCutoff = 0, + csMinCor = 0, + minPipCutoff = 0, + maxNumVariants = 1 +) +expect_equal(out$vids, "chr1:100:G:A") diff --git a/tests/testthat/_problems/test_ld-3256.R b/tests/testthat/_problems/test_ld-3256.R new file mode 100644 index 00000000..15cb44cf --- /dev/null +++ b/tests/testthat/_problems/test_ld-3256.R @@ -0,0 +1,153 @@ +# Extracted from test_ld.R:3256 + +# setup ------------------------------------------------------------------------ +library(testthat) +test_env <- simulate_test_env(package = "pecotmr", path = "..") +attach(test_env, warn.conflicts = FALSE) + +# prequel ---------------------------------------------------------------------- +context("LD") +library(tidyverse) +make_test_ld_data <- function(variant_ids, R = NULL, blockMetadata = NULL) { + if (is.null(R)) { + p <- length(variant_ids) + R <- diag(p) + rownames(R) <- colnames(R) <- variant_ids + } + ref_panel <- pecotmr:::parseVariantId(variant_ids) + ref_panel$variant_id <- variant_ids + variants_gr <- pecotmr:::.refPanelToGranges(ref_panel) + if (is.null(blockMetadata)) { + blockMetadata <- data.frame( + blockId = 1L, + chrom = as.character(ref_panel$chrom[1]), + blockStart = min(ref_panel$pos), + blockEnd = max(ref_panel$pos), + size = length(variant_ids), + startIdx = 1L, + endIdx = length(variant_ids), + stringsAsFactors = FALSE + ) + } + LdData( + correlation = R, + variants = variants_gr, + blockMetadata = blockMetadata + ) +} +generate_dummy_data <- function() { + region <- data.frame( + chrom = "chr1", + start = c(1000), + end = c(1190) + ) + meta_df <- data.frame( + chrom = "chr1", + start = c(1000, 1200, 1400, 1600, 1800), + end = c(1200, 1400, 1600, 1800, 2000), + path = c( + "./test_data/LD_block_1.chr1_1000_1200.float16.txt.xz,./test_data/LD_block_1.chr1_1000_1200.float16.bim", + "./test_data/LD_block_2.chr1_1200_1400.float16.txt.xz,./test_data/LD_block_2.chr1_1200_1400.float16.bim", + "./test_data/LD_block_3.chr1_1400_1600.float16.txt.xz,./test_data/LD_block_3.chr1_1400_1600.float16.bim", + "./test_data/LD_block_4.chr1_1600_1800.float16.txt.xz,./test_data/LD_block_4.chr1_1600_1800.float16.bim", + "./test_data/LD_block_5.chr1_1800_2000.float16.txt.xz,./test_data/LD_block_5.chr1_1800_2000.float16.bim" + ) + ) + return(list(region = region, meta = meta_df)) +} +generate_multi_block_data <- function() { + region <- data.frame( + chrom = "chr1", + start = c(1000), + end = c(1500) + ) + meta_df <- data.frame( + chrom = "chr1", + start = c(1000, 1200, 1400, 1600, 1800), + end = c(1200, 1400, 1600, 1800, 2000), + path = c( + "./test_data/LD_block_1.chr1_1000_1200.float16.txt.xz,./test_data/LD_block_1.chr1_1000_1200.float16.bim", + "./test_data/LD_block_2.chr1_1200_1400.float16.txt.xz,./test_data/LD_block_2.chr1_1200_1400.float16.bim", + "./test_data/LD_block_3.chr1_1400_1600.float16.txt.xz,./test_data/LD_block_3.chr1_1400_1600.float16.bim", + "./test_data/LD_block_4.chr1_1600_1800.float16.txt.xz,./test_data/LD_block_4.chr1_1600_1800.float16.bim", + "./test_data/LD_block_5.chr1_1800_2000.float16.txt.xz,./test_data/LD_block_5.chr1_1800_2000.float16.bim" + ) + ) + return(list(region = region, meta = meta_df)) +} +geno_test_data_dir <- test_path("test_data") +geno_region_all <- "chr21:17513228-17592874" +test_data_dir <- test_path("test_data") +library(testthat) +.lds_makeHandle <- function(snpN = 6L, nSamples = 30L) { + new( + "GenotypeHandle", + path = "/tmp/sketch.gds", + format = "gds", + snpInfo = data.frame( + SNP = sprintf("chr1:%d:A:G", 100L * seq_len(snpN)), + CHR = rep("1", snpN), + BP = seq(100L, by = 100L, length.out = snpN), + A1 = rep("A", snpN), + A2 = rep("G", snpN), + stringsAsFactors = FALSE + ), + nSamples = nSamples, + sampleIds = sprintf("s%d", seq_len(nSamples)), + pgenPtr = NULL + ) +} +.lds_mockExtractor <- function(seed = 7, nSamples = 30L) { + function(handle, snpIdx, meanImpute = TRUE) { + set.seed(seed) + nSnp <- nrow(getSnpInfo(handle)) + panel <- matrix( + rbinom(nSamples * nSnp, 2, 0.3), + nrow = nSamples, + ncol = nSnp, + dimnames = list(getSampleIds(handle), getSnpInfo(handle)$SNP) + ) + rr <- GenomicRanges::GRanges( + seqnames = str_c("chr", getSnpInfo(handle)$CHR[snpIdx]), + ranges = IRanges::IRanges( + start = getSnpInfo(handle)$BP[snpIdx], + width = 1L + ) + ) + S4Vectors::mcols(rr) <- S4Vectors::DataFrame( + SNP = getSnpInfo(handle)$SNP[snpIdx], + A1 = getSnpInfo(handle)$A1[snpIdx], + A2 = getSnpInfo(handle)$A2[snpIdx] + ) + dosage <- t(panel[, snpIdx, drop = FALSE]) + dimnames(dosage) <- list( + getSnpInfo(handle)$SNP[snpIdx], + getSampleIds(handle) + ) + SummarizedExperiment::SummarizedExperiment( + assays = list(dosage = dosage), + rowRanges = rr, + colData = S4Vectors::DataFrame( + sampleId = getSampleIds(handle), + row.names = getSampleIds(handle) + ) + ) + } +} + +# test ------------------------------------------------------------------------- +h <- .lds_makeHandle() +local_mocked_bindings( + extractBlockGenotypes = .lds_mockExtractor(), + .package = "pecotmr" +) +same <- c("chr1:200:A:G", "chr1:400:A:G", "chr1:500:A:G") +flipped <- c("chr1:200:G:A", "chr1:400:A:G", "chr1:500:A:G") +rSame <- pecotmr:::.ldFromSketch(h, same) +rFlip <- pecotmr:::.ldFromSketch(h, flipped) +sgn <- c(-1, 1, 1) +expect_equal( + unname(rFlip), + unname(rSame) * outer(sgn, sgn), + tolerance = 1e-12 +) diff --git a/tests/testthat/helper-h2Classes.R b/tests/testthat/helper-h2Classes.R index 9d3418ac..fd67925b 100644 --- a/tests/testthat/helper-h2Classes.R +++ b/tests/testthat/helper-h2Classes.R @@ -175,3 +175,83 @@ makeGwasBlock <- function( ) obj } + + +# ============================================================================= +# LdData fixtures for buildLdEigen() / buildLdScore() +# ============================================================================= + +# The mcols a loadLdMatrix() LdData carries: variant_id rather than SNP, and +# allele_freq rather than MAF. The builders have to cope with that shape. +.testLdVariants <- function(n, chrom, startBp) { + bp <- seq(startBp, by = 100L, length.out = n) + gr <- GenomicRanges::GRanges( + seqnames = chrom, + ranges = IRanges::IRanges(start = as.integer(bp), width = 1L) + ) + S4Vectors::mcols(gr) <- S4Vectors::DataFrame( + variant_id = paste0(chrom, ":", bp, ":C:T"), + A1 = rep("T", n), + A2 = rep("C", n), + allele_freq = seq(0.2, 0.8, length.out = n) + ) + gr +} + +.testArBlock <- function(n, rho) { + rho^abs(outer(seq_len(n), seq_len(n), "-")) +} + +.testBlockMetadata <- function(sizes, chrom, gr) { + ends <- cumsum(sizes) + starts <- ends - sizes + 1L + tibble::tibble( + blockId = seq_along(sizes), + chrom = sub("^chr", "", chrom), + blockStart = as.integer(GenomicRanges::start(gr)[starts]), + blockEnd = as.integer(GenomicRanges::start(gr)[ends]), + size = as.integer(sizes), + startIdx = as.integer(starts), + endIdx = as.integer(ends) + ) +} + +# One block: correlation is a single matrix. +makeTestLdData <- function( + n = 6L, + chrom = "chr1", + startBp = 1000L, + rho = 0.5, + nRef = 500L +) { + gr <- .testLdVariants(n, chrom, startBp) + R <- .testArBlock(n, rho) + dimnames(R) <- list( + S4Vectors::mcols(gr)$variant_id, + S4Vectors::mcols(gr)$variant_id + ) + LdData( + correlation = R, + variants = gr, + blockMetadata = .testBlockMetadata(n, chrom, gr), + nRef = nRef + ) +} + +# Several blocks in one LdData: correlation is a list of per-block matrices +# and blockMetadata carries the startIdx/endIdx mapping into the variants. +makeTestLdDataMultiBlock <- function( + sizes = c(4L, 3L), + chrom = "chr1", + startBp = 1000L, + rho = 0.5, + nRef = 500L +) { + gr <- .testLdVariants(sum(sizes), chrom, startBp) + LdData( + correlation = lapply(sizes, .testArBlock, rho = rho), + variants = gr, + blockMetadata = .testBlockMetadata(sizes, chrom, gr), + nRef = nRef + ) +} diff --git a/tests/testthat/helper-sldsc.R b/tests/testthat/helper-sldsc.R index 7a4130d7..4d343307 100644 --- a/tests/testthat/helper-sldsc.R +++ b/tests/testthat/helper-sldsc.R @@ -243,8 +243,11 @@ propH2 = setNames(rep(0.2, n), cats), propSnps = setNames(rep(0.1, n), cats), h2g = h2g, + # Per-block tau has to vary: a constant matrix gives a jackknife + # tauStarSe of exactly 0, which drops every trait from the + # DerSimonian-Laird meta (nTraits == 0 and all-NA meta rows). tauBlocks = matrix( - rep(tau, nBlocks * n), + rep(tau * seq(0.9, 1.1, length.out = nBlocks), n), nBlocks, n, dimnames = list(NULL, cats) diff --git a/tests/testthat/test_AllClasses.R b/tests/testthat/test_AllClasses.R index 2bfb1493..be747007 100644 --- a/tests/testthat/test_AllClasses.R +++ b/tests/testthat/test_AllClasses.R @@ -399,7 +399,7 @@ test_that("getVariantIds renders ids the same way the row classes do", { data(qtlSumStatsExample, envir = environment()) expect_equal( getVariantIds(qtlSumStatsExample), - getSumstatDf(qtlSumStatsExample, require = "Z")$variant_id + getSumStatsDf(qtlSumStatsExample, require = "Z")$variant_id ) expect_match(getVariantIds(qtlSumStatsExample)[[1L]], "^chr[^:]+:\\d+:") }) diff --git a/tests/testthat/test_LdEigen.R b/tests/testthat/test_LdEigen.R index 929b9a86..a482ebe7 100644 --- a/tests/testthat/test_LdEigen.R +++ b/tests/testthat/test_LdEigen.R @@ -108,3 +108,79 @@ test_that("subsetting an LdEigen is refused, not silently allowed", { expect_error(obj[1:5], "cannot be subset") expect_error(obj[1], "Recompute over the subset") }) + + +# ============================================================================= +# buildLdEigen +# ============================================================================= + +test_that("buildLdEigen decomposes a single-block LdData", { + ld <- makeTestLdData(n = 6L) + ref <- buildLdEigen(ld) + + expect_s4_class(ref, "LdEigen") + expect_equal(length(ref), 6L) + expect_equal(length(getEigenList(ref)), 1L) + expect_equal(length(getLdBlocks(ref)), 1L) + expect_equal(getNRef(ref), 500L) + expect_false(getInSample(ref)) + expect_equal(getEigenList(ref)[[1]]$snpIdx, 1:6) +}) + +test_that("buildLdEigen gives one block per matrix of a multi-block LdData", { + ref <- buildLdEigen(makeTestLdDataMultiBlock(sizes = c(4L, 3L))) + + expect_equal(length(ref), 7L) + blocks <- getEigenList(ref) + expect_equal(length(blocks), 2L) + # snpIdx must index the concatenated variant order, not each block's own. + expect_equal(blocks[[1]]$snpIdx, 1:4) + expect_equal(blocks[[2]]$snpIdx, 5:7) + expect_equal(length(getLdBlocks(ref)), 2L) +}) + +test_that("buildLdEigen reconstructs the correlation it was given", { + ld <- makeTestLdData(n = 6L) + block <- getEigenList(buildLdEigen(ld))[[1]] + rebuilt <- block$vectors %*% diag(block$values) %*% t(block$vectors) + expect_equal(rebuilt, unname(getCorrelation(ld)), tolerance = 1e-10) +}) + +test_that("buildLdEigen carries variant identity across from the LdData", { + ref <- buildLdEigen(makeTestLdData(n = 6L)) + md <- S4Vectors::mcols(ref, use.names = FALSE) + + # An LdData names variants `variant_id` and reports `allele_freq`; an + # LdStatistic wants SNP and MAF. + expect_equal(names(ref)[[1]], "chr1:1000:C:T") + expect_equal(as.character(md$A1)[[1]], "T") + expect_equal(as.character(md$A2)[[1]], "C") + expect_equal( + md$MAF, + pmin(seq(0.2, 0.8, length.out = 6), seq(0.8, 0.2, length.out = 6)) + ) +}) + +test_that("buildLdEigen truncates to the requested eigenvalue mass", { + ld <- makeTestLdData(n = 6L) + full <- getEigenList(buildLdEigen(ld))[[1]] + cut <- getEigenList(buildLdEigen(ld, eigenvalueTruncation = 0.9))[[1]] + + expect_equal(length(full$values), 6L) + expect_lt(length(cut$values), 6L) + expect_equal(ncol(cut$vectors), length(cut$values)) + # The retained components are the leading ones, unchanged. + expect_equal(cut$values, full$values[seq_along(cut$values)]) +}) + +test_that("buildLdEigen prefers an explicit nRef, inSample and genome", { + ref <- buildLdEigen( + makeTestLdData(), + nRef = 12345L, + inSample = TRUE, + genome = "hg38" + ) + expect_equal(getNRef(ref), 12345L) + expect_true(getInSample(ref)) + expect_equal(getGenome(ref), "hg38") +}) diff --git a/tests/testthat/test_LdScore.R b/tests/testthat/test_LdScore.R index b5a48d28..edad43ae 100644 --- a/tests/testthat/test_LdScore.R +++ b/tests/testthat/test_LdScore.R @@ -111,3 +111,70 @@ test_that("validity requires the score columns to be present in mcols", { S4Vectors::mcols(bad)$ldScoreWeights <- NULL expect_error(methods::validObject(bad), "ldScoreWeights") }) + + +# ============================================================================= +# buildLdScore +# ============================================================================= + +test_that("buildLdScore computes per-block sums of r^2", { + ld <- makeTestLdData(n = 6L) + ref <- buildLdScore(ld) + + expect_s4_class(ref, "LdScore") + expect_equal(length(ref), 6L) + expect_equal(colnames(getLdScores(ref)), "base_l2") + expect_equal( + as.vector(getLdScores(ref)[, 1]), + rowSums(unname(getCorrelation(ld))^2) + ) +}) + +test_that("buildLdScore scores each block against only its own variants", { + ld <- makeTestLdDataMultiBlock(sizes = c(4L, 3L)) + scores <- as.vector(getLdScores(buildLdScore(ld))[, 1]) + perBlock <- unlist(lapply(getCorrelation(ld), function(R) rowSums(R^2))) + + expect_equal(length(scores), 7L) + expect_equal(scores, perBlock) +}) + +# buildLdScore and computeLdScores(LdEigen) are two routes to the same +# quantity -- sum_k r^2_jk versus sum_i V[j,i]^2 d[i]^2 -- so a disagreement +# means one of them has drifted. +test_that("buildLdScore agrees with computeLdScores on the same reference", { + for (ld in list(makeTestLdData(n = 6L), makeTestLdDataMultiBlock())) { + expect_equal( + as.vector(getLdScores(buildLdScore(ld))[, 1]), + as.vector(computeLdScores(buildLdEigen(ld))[, 1]) + ) + } +}) + +test_that("buildLdScore keeps per-block LD matrices for g-LDSC by default", { + ld <- makeTestLdDataMultiBlock(sizes = c(4L, 3L)) + mats <- getLdMatrixList(buildLdScore(ld)) + + expect_equal(length(mats), 2L) + expect_equal(dim(mats[[1]]$R), c(4L, 4L)) + expect_equal(mats[[1]]$snpIdx, 1:4) + expect_equal(mats[[2]]$snpIdx, 5:7) + expect_equal( + length(getLdMatrixList(buildLdScore(ld, keepLdMatrices = FALSE))), + 0L + ) +}) + +test_that("buildLdScore defaults weights to 1/max(l2, 1)", { + ld <- makeTestLdData(n = 6L) + ref <- buildLdScore(ld) + l2 <- as.vector(getLdScores(ref)[, 1]) + expect_equal(getLdScoreWeights(ref), 1 / pmax(l2, 1)) + + custom <- buildLdScore(ld, ldScoreWeights = rep(2, 6)) + expect_equal(getLdScoreWeights(custom), rep(2, 6)) + expect_error( + buildLdScore(ld, ldScoreWeights = rep(2, 3)), + "3 value\\(s\\) for 6 variant\\(s\\)" + ) +}) diff --git a/tests/testthat/test_LdStatistic.R b/tests/testthat/test_LdStatistic.R index ced212ec..498d7098 100644 --- a/tests/testthat/test_LdStatistic.R +++ b/tests/testthat/test_LdStatistic.R @@ -126,3 +126,85 @@ test_that("getLdBlocks returns the blocks the statistic was built against", { expect_s4_class(getLdBlocks(obj), "GRanges") expect_equal(length(getLdBlocks(obj)), 2L) }) + + +# ============================================================================= +# .ldRefPrepare -- the input handling shared by buildLdEigen/buildLdScore +# ============================================================================= + +test_that("the builders accept a bare LdData as well as a list of them", { + one <- makeTestLdData(n = 4L, startBp = 1000L) + two <- makeTestLdData(n = 3L, startBp = 5000L) + + expect_equal(length(buildLdEigen(one)), 4L) + expect_equal(length(buildLdEigen(list(one))), 4L) + + # A list of LdData concatenates: one LD block per element here, and the + # variant order follows the list order. + joined <- buildLdEigen(list(one, two)) + expect_equal(length(joined), 7L) + expect_equal(length(getEigenList(joined)), 2L) + expect_equal(getEigenList(joined)[[2]]$snpIdx, 5:7) +}) + +test_that("the builders reject input that is not LdData", { + expect_error(buildLdEigen("not-ld"), "must be an LdData") + expect_error(buildLdEigen(list()), "must be an LdData") + expect_error( + buildLdScore(list(makeTestLdData(), "not-ld")), + "element\\(s\\) 2 are not LdData" + ) +}) + +test_that("nRef is taken from the LdData, and disagreement is an error", { + a <- makeTestLdData(n = 4L, nRef = 500L) + b <- makeTestLdData(n = 3L, startBp = 5000L, nRef = 900L) + + expect_equal(getNRef(buildLdEigen(list(a, a))), 500L) + expect_error(buildLdEigen(list(a, b)), "differing reference panel sizes") + # An explicit nRef settles it. + expect_equal(getNRef(buildLdEigen(list(a, b), nRef = 700L)), 700L) +}) + +test_that("the genome build comes from the LdData when the caller names none", { + ld <- makeTestLdData() + # loadLdMatrix() leaves the build unset, which must stay NA rather than + # becoming a made-up default. + expect_true(is.na(getGenome(buildLdEigen(ld)))) + + tagged <- ld + GenomeInfoDb::genome(tagged) <- "hg38" + expect_equal(getGenome(buildLdEigen(tagged)), "hg38") + # An explicit argument still wins. + expect_equal(getGenome(buildLdEigen(tagged, genome = "hg19")), "hg19") +}) + +test_that("LD block ranges span the variants each block covers", { + ref <- buildLdEigen(makeTestLdDataMultiBlock(sizes = c(4L, 3L))) + blocks <- getLdBlocks(ref) + variants <- GenomicRanges::start(ref) + + expect_equal( + as.character(GenomicRanges::seqnames(blocks)), + c("chr1", "chr1") + ) + expect_equal(GenomicRanges::start(blocks), c(variants[[1]], variants[[5]])) + expect_equal(GenomicRanges::end(blocks), c(variants[[4]], variants[[7]])) +}) + +test_that("an LD block spanning chromosomes is rejected", { + ld <- makeTestLdData(n = 4L) + gr <- as(ld, "GRanges") + GenomeInfoDb::seqlevels(gr) <- c("chr1", "chr2") + GenomicRanges::seqnames(gr) <- factor( + c("chr1", "chr1", "chr2", "chr2"), + levels = c("chr1", "chr2") + ) + crossChrom <- LdData( + correlation = getCorrelation(ld), + variants = gr, + blockMetadata = getBlockMetadata(ld), + nRef = getNRef(ld) + ) + expect_error(buildLdEigen(crossChrom), "spans 2 chromosomes") +}) diff --git a/tests/testthat/test_SldscData.R b/tests/testthat/test_SldscData.R index b89cba3a..9db336ca 100644 --- a/tests/testthat/test_SldscData.R +++ b/tests/testthat/test_SldscData.R @@ -78,9 +78,9 @@ test_that("getAnnotCols returns the annotation columns only", { expect_equal(getAnnotCols(sd), c("annot_A", "annot_B")) }) -test_that("getTraitRuns / getTraitNames expose the traits list", { +test_that("getTraitRuns / getTraits expose the traits list", { sd <- .sldscMkData() - expect_equal(getTraitNames(sd), c("traitX", "traitY")) + expect_equal(getTraits(sd), c("traitX", "traitY")) expect_named(getTraitRuns(sd), c("traitX", "traitY")) }) diff --git a/tests/testthat/test_causalInferencePipeline.R b/tests/testthat/test_causalInferencePipeline.R index f236acd6..bb7aed1a 100644 --- a/tests/testthat/test_causalInferencePipeline.R +++ b/tests/testthat/test_causalInferencePipeline.R @@ -1147,12 +1147,12 @@ test_that("twasZ: error when weights and z have different lengths", { ) }) -# Phase 2: loadLdSketch() and standardize_genotype_hwe() +# Phase 2: LD-sketch loading and standardize_genotype_hwe() # =========================================================================== # Direct unit tests for the MR / metric helpers (mock getTopLoci to feed # controlled topLoci frames; gwasDf is a plain data.frame as produced by -# getSumstatDf upstream). +# getSumStatsDf upstream). # =========================================================================== .cip_gwasDf <- function( diff --git a/tests/testthat/test_colocboostPipeline.R b/tests/testthat/test_colocboostPipeline.R index e154c5e9..b9b9944e 100644 --- a/tests/testthat/test_colocboostPipeline.R +++ b/tests/testthat/test_colocboostPipeline.R @@ -972,7 +972,7 @@ test_that("colocboost sumstat bundle drops panel-rare variants", { test_that("colocboost RSS cutoffs match .panelVariantFilter", { ss <- .cbf_qcd() ids <- normalizeVariantId( - getSumstatDf( + getSumStatsDf( ss, study = ss$study[[1L]], context = ss$context[[1L]], @@ -1013,7 +1013,7 @@ test_that(".cbSumstatPair keeps sumstat rows aligned to the LD matrix", { # filtered set has to be passed to the LD build separately rather than by # shrinking that vector. ss <- .cbf_qcd() - df <- getSumstatDf( + df <- getSumStatsDf( ss, study = ss$study[[1L]], context = ss$context[[1L]], @@ -1038,7 +1038,7 @@ test_that(".cbSumstatPair keeps sumstat rows aligned to the LD matrix", { test_that(".cbSumstatPair returns NULL when a cutoff removes everything", { ss <- .cbf_qcd() - df <- getSumstatDf( + df <- getSumStatsDf( ss, study = ss$study[[1L]], context = ss$context[[1L]], diff --git a/tests/testthat/test_ctwasPipeline.R b/tests/testthat/test_ctwasPipeline.R index 27daa80b..f3f14e74 100644 --- a/tests/testthat/test_ctwasPipeline.R +++ b/tests/testthat/test_ctwasPipeline.R @@ -442,7 +442,7 @@ test_that(".ctwasRequireMatchingLdSketches: panel-size mismatch errors", { test_that(".ctwasBuildZSnp: produces a flat data.frame keyed by SNP/study", { ss <- .ctp_makeGwasSumstats(blockIds = "block1") - df <- pecotmr:::.ctwasBuildZSnp(ss) + df <- pecotmr:::.ctwasBuildZSnp(ss, vapply(1:6, .ctp_snpId, character(1))) expect_s3_class(df, "data.frame") expect_equal(nrow(df), 6L) expect_setequal( @@ -453,6 +453,96 @@ test_that(".ctwasBuildZSnp: produces a flat data.frame keyed by SNP/study", { expect_setequal(unique(df$study), "G1") }) +test_that(".ctwasBuildZSnp: negates z for a panel-flipped variant", { + # z arrives in the GWAS frame while R/variance/weights are in the panel's. + # An exact-string join dropped a swapped spelling silently -- present on + # both sides, so nothing reported it missing and the gene just lost an + # instrument. + ss <- .ctp_makeGwasSumstats(blockIds = "block1") + gwasIds <- vapply(1:6, .ctp_snpId, character(1)) + panelIds <- gwasIds + panelIds[2] <- "chr1:200:A:G" # fixture spells this one G:A + plain <- pecotmr:::.ctwasBuildZSnp(ss, gwasIds) + flipped <- pecotmr:::.ctwasBuildZSnp(ss, panelIds) + i <- match("chr1:200:G:A", plain$id) + expect_equal(flipped$id[i], "chr1:200:A:G") + expect_equal(flipped$z[i], -plain$z[i]) + expect_equal(flipped$A1[i], plain$A2[i]) + expect_equal(flipped$A2[i], plain$A1[i]) + expect_equal(flipped$id[-i], plain$id[-i]) + expect_equal(flipped$z[-i], plain$z[-i]) +}) + +test_that(".ctwasBuildZSnp: leaves variants absent from the panel untouched", { + ss <- .ctp_makeGwasSumstats(blockIds = "block1") + gwasIds <- vapply(1:6, .ctp_snpId, character(1)) + plain <- pecotmr:::.ctwasBuildZSnp(ss, gwasIds) + none <- pecotmr:::.ctwasBuildZSnp(ss, "chr9:999:A:T") + expect_equal(none$id, plain$id) + expect_equal(none$z, plain$z) +}) + +test_that(".ctwasFilterVariants: a CS member the fine-mapping spells flipped still survives the cap", { + # The weights arrive in the panel frame, the fine-mapping auxiliaries in + # the fine-mapping result's. An exact-string join lost the credible-set + # member's must-keep protection, so the cap dropped the variant the + # fine-mapping was most confident about and kept the largest |w| instead. + vids <- c("chr1:100:G:A", "chr1:200:G:A", "chr1:300:G:A") + w <- c(0.1, 0.2, 0.9) + aux <- list( + pip = NULL, + csMembers = list("chr1:100:A:G"), # flipped spelling of vids[1] + csPurity = 0.9 + ) + out <- pecotmr:::.ctwasFilterVariants( + vids, + w, + finemapAux = aux, + twasWeightCutoff = 0, + csMinCor = 0.8, + minPipCutoff = 0, + maxNumVariants = 1 + ) + expect_equal(out$vids, "chr1:100:G:A") +}) + +test_that(".ctwasFilterVariants: PIPs spelled flipped still drive the cap", { + vids <- c("chr1:100:G:A", "chr1:200:G:A", "chr1:300:G:A") + w <- c(0.1, 0.2, 0.9) + aux <- list( + pip = c("chr1:100:A:G" = 0.95, "chr1:300:A:G" = 0.01), + csMembers = list(), + csPurity = numeric(0) + ) + out <- pecotmr:::.ctwasFilterVariants( + vids, + w, + finemapAux = aux, + twasWeightCutoff = 0, + csMinCor = 0, + minPipCutoff = 0, + maxNumVariants = 1 + ) + # PIP 0.95 wins over the larger |w| whose PIP is 0.01. + expect_equal(out$vids, "chr1:100:G:A") +}) + +test_that(".ctwasSnpInfoForGwasBlock: keeps rows the GWAS spells flipped", { + # Regression: `is_in()` on the id string retained none of these. + ss <- .ctp_makeGwasSumstats(blockIds = "block1") + flippedPanel <- data.frame( + chrom = rep(1L, 6), + id = sprintf("chr1:%d:A:G", 100L * (1:6)), + pos = 100L * (1:6), + alt = rep("A", 6), + ref = rep("G", 6), + stringsAsFactors = FALSE + ) + keep <- pecotmr:::.ctwasSnpInfoForGwasBlock(ss, flippedPanel) + expect_equal(nrow(keep), 6L) + expect_equal(keep$id, flippedPanel$id) +}) + test_that(".ctwasBuildSingleRegionInfo: pulls chrom + bp span from the GWAS block entry", { # Bounds come from the block's GWAS variants (the GwasSumStats entry), NOT # the LD sketch — many blocks can share one whole-chromosome LD payload. @@ -3093,3 +3183,112 @@ test_that("finemapCtwasRegions: an empty screened-region set returns a NULL fine expect_null(out$finemap_res) expect_null(out$susie_alpha_res) }) + +# ============================================================================= +# Bundled example payloads: portable LD tokens +# +# `LD_map$LD_file` is both something ctwas asserts exists on disk and the key +# pecotmr dispatches on into the cached LD panels. Serialising an absolute +# path made the bundled payloads carry the build machine's path, so +# finemapCtwasRegions() died on `all(file.exists(LD_matrix_files))` for every +# user. They now carry a "pecotmr://extdata/..." token resolved on the way in. +# ============================================================================= + +test_that("bundled cTWAS payloads carry a resolvable LD token", { + data(ctwasInputsExample) + data(ctwasEstExample) + data(ctwasFinemapExample) + + for (payload in list( + ctwasInputsExample, + ctwasEstExample, + ctwasFinemapExample + )) { + tokens <- as.character(payload$LD_map$LD_file) + expect_true(all(startsWith(tokens, "pecotmr://extdata/"))) + resolved <- vapply( + tokens, + pecotmr:::.resolveCtwasLdToken, + character(1), + USE.NAMES = FALSE + ) + expect_true(all(file.exists(resolved))) + expect_equal( + as.character(payload$LD_map$SNP_file), + tokens + ) + } +}) + +test_that("resolving the LD token keeps the loader cache keys in step", { + data(ctwasEstExample) + resolved <- pecotmr:::.ctwasResolveLdPaths(ctwasEstExample) + token <- resolved$LD_map$LD_file[[1]] + + # Rewriting LD_map without re-keying the closures would leave the loader + # unable to find its panel -- the failure this pairing exists to prevent. + expect_true(file.exists(token)) + expect_true(is.matrix(resolved$LD_loader_fun(token))) + expect_false(is.null(resolved$snpinfo_loader_fun(token))) +}) + +test_that("an ordinary LD path is left alone", { + expect_equal( + pecotmr:::.resolveCtwasLdToken("/some/real/path.pgen"), + "/some/real/path.pgen" + ) + noLdMap <- list(z_snp = NULL) + expect_equal(pecotmr:::.ctwasResolveLdPaths(noLdMap), noLdMap) + # Hand-built payloads reach the granular steps with an LD_map stub that is + # not a table at all; it has to survive untouched rather than error. + stub <- list(LD_map = "ld", LD_loader_fun = function() NULL) + expect_equal(pecotmr:::.ctwasResolveLdPaths(stub), stub) + expect_equal( + pecotmr:::.ctwasResolveLdPaths(list(LD_map = list(other = 1))), + list(LD_map = list(other = 1)) + ) +}) + +test_that("finemapCtwasRegions runs from the bundled est payload", { + skip_if_not_installed("ctwas") + data(ctwasEstExample) + # The step that the stale absolute paths broke. + screened <- suppressMessages( + screenCtwasRegions(ctwasEstExample, min_nonSNP_PIP = 0) + ) + out <- suppressMessages(finemapCtwasRegions(screened)) + expect_gt(nrow(out$finemap_res), 0L) +}) + + +# ============================================================================= +# ctwasPipeline shares the LD-sketch validator +# +# ctwasPipeline cannot use `.ldFromSketch()` itself: it needs the whole panel +# rather than a matched subset, and returns per-variant variance alongside R. +# It must still fail the same way when the LD reference is missing, rather +# than surfacing an S4 dispatch error from deep inside. +# ============================================================================= + +test_that("ctwas LD assembly reports a missing LD sketch like everything else", { + expect_error( + pecotmr:::.ctwasComputeFullPanelLd(NULL), + "carries no ldSketch" + ) + expect_error( + pecotmr:::.ctwasComputeFullPanelLd("not a panel"), + "must be a genotype panel" + ) +}) + +test_that("the shared validator gives ctwas and .ldFromSketch one message", { + shared <- tryCatch( + pecotmr:::.ldFromSketch(NULL, "chr1:1:A:G", label = "ctwasPipeline"), + error = conditionMessage + ) + own <- tryCatch( + pecotmr:::.ctwasComputeFullPanelLd(NULL), + error = conditionMessage + ) + expect_equal(own, shared) +}) diff --git a/tests/testthat/test_exampleData.R b/tests/testthat/test_exampleData.R index 3e7551a6..d18518aa 100644 --- a/tests/testthat/test_exampleData.R +++ b/tests/testthat/test_exampleData.R @@ -113,3 +113,73 @@ test_that("S4 example collections are non-empty and self-consistent", { expect_equal(length(colnames(obj)), ncol(obj)) } }) + + +# ============================================================================= +# The LD references have to be big enough to actually estimate with. +# +# Their predecessors were 20 variants in 2 blocks: fine for demonstrating the +# accessors, useless for estimateH2(), which returned a boundary value near +# zero for every method. A rebuild that shrinks them back would break the +# heritability documentation without breaking any accessor test, so assert +# the properties the estimators depend on. +# ============================================================================= + +test_that("the bundled LD references describe one shared variant set", { + data(ldEigenExample) + data(ldScoreExample) + expect_equal(length(ldEigenExample), length(ldScoreExample)) + expect_equal(names(ldEigenExample), names(ldScoreExample)) + expect_equal(getGenome(ldEigenExample), getGenome(ldScoreExample)) + # Two routes to the same quantity; disagreement means one has drifted. + expect_equal( + as.vector(getLdScores(ldScoreExample)[, 1]), + as.vector(computeLdScores(ldEigenExample)[, 1]) + ) +}) + +test_that("the bundled LD references support a block jackknife", { + data(ldEigenExample) + data(ldScoreExample) + # estimateH2 requires at least two blocks and wants many more. + expect_gte(length(getEigenList(ldEigenExample)), 10L) + expect_gte(length(getLdMatrixList(ldScoreExample)), 10L) + expect_gt(length(ldEigenExample), 500L) +}) + +test_that("every estimateH2 method runs on the bundled LD references", { + data(ldEigenExample) + data(ldScoreExample) + gr <- as(ldScoreExample, "GRanges") + set.seed(1) + S4Vectors::mcols(gr) <- S4Vectors::DataFrame( + SNP = names(ldScoreExample), + A1 = S4Vectors::mcols(ldScoreExample)$A1, + A2 = S4Vectors::mcols(ldScoreExample)$A2, + Z = rnorm(length(ldScoreExample)), + N = 100000L + ) + panel <- readGenotypes( + system.file("extdata", "toy_ref.bed", package = "pecotmr") + ) + ss <- GwasSumStats( + study = "trait1", + entry = list(gr), + genome = getGenome(ldScoreExample), + ldSketch = panel + ) + for (method in c("sldsc", "gldsc")) { + res <- estimateH2(ss, ldScoreExample, method = method) + expect_s4_class(res, "H2Estimate") + expect_true(is.finite(getH2(res)), info = method) + expect_true(is.finite(getH2Se(res)), info = method) + expect_gt(getH2Se(res), 0) + } + for (method in c("lder", "hdl")) { + res <- suppressWarnings( + estimateH2(ss, ldEigenExample, method = method) + ) + expect_s4_class(res, "H2Estimate") + expect_true(is.finite(getH2(res)), info = method) + } +}) diff --git a/tests/testthat/test_h2EstimationWrappers.R b/tests/testthat/test_h2EstimationWrappers.R index da310dc5..4894bf5a 100644 --- a/tests/testthat/test_h2EstimationWrappers.R +++ b/tests/testthat/test_h2EstimationWrappers.R @@ -477,6 +477,335 @@ test_that("estimateh2 with method='lder' returns H2Estimate with correct slots", expect_equal(getTraitName(result), "test") }) +# =========================================================================== +# estimateH2 input alignment +# +# The estimators index z and the annotation rows by each LD block's snpIdx, +# matching nothing on variant id, so a misaligned input used to return a +# silently wrong h2 instead of failing. +# =========================================================================== + +# Rebuild `ss`'s single entry with the mcols kept and the ranges replaced. +.reposition <- function(ss, gr) { + entry <- getSumStats(ss) + S4Vectors::mcols(gr) <- S4Vectors::mcols(entry) + GwasSumStats( + study = "test", + entry = list(gr), + genome = "hg19", + ldSketch = make_test_gwas_genotype_handle() + ) +} + +test_that("estimateH2 rejects a sumstats with a different variant count", { + ref <- make_test_eigen_ref() + ss <- make_test_sumstats_for_ref(ref) + short <- GwasSumStats( + study = "test", + entry = list(getSumStats(ss)[1:10]), + genome = "hg19", + ldSketch = make_test_gwas_genotype_handle() + ) + expect_error( + estimateH2(short, ref, method = "lder"), + "carries 10 variant\\(s\\) but the LD reference carries 20" + ) +}) + +test_that("estimateH2 rejects a sumstats at different coordinates", { + ref <- make_test_eigen_ref() + ss <- make_test_sumstats_for_ref(ref) + shifted <- .reposition( + ss, + GenomicRanges::GRanges( + "chr1", + IRanges::IRanges(GenomicRanges::start(ref) + 1L, width = 1L) + ) + ) + expect_error( + estimateH2(shifted, ref, method = "lder"), + "disagree at 20 of 20 position" + ) +}) + +test_that("estimateH2 rejects a sumstats holding the right variants in the wrong order", { + ref <- make_test_eigen_ref() + ss <- make_test_sumstats_for_ref(ref) + reordered <- .reposition( + ss, + GenomicRanges::GRanges( + "chr1", + IRanges::IRanges(rev(GenomicRanges::start(ref)), width = 1L) + ) + ) + expect_error( + estimateH2(reordered, ref, method = "lder"), + "same variants in the same order" + ) +}) + +test_that("estimateH2 rejects annotations that do not cover the reference", { + ref <- make_test_eigen_ref() + ss <- make_test_sumstats_for_ref(ref) + annot <- make_test_annotations(nSnps = 10) + expect_error( + estimateH2(ss, ref, method = "lder", annotations = annot), + "`annotations` carries 10 variant\\(s\\)" + ) +}) + +test_that("estimateH2 rejects a genome build mismatch", { + ref <- make_test_eigen_ref() + ss <- make_test_sumstats_for_ref(ref) + hg38 <- GwasSumStats( + study = "test", + entry = list(getSumStats(ss)), + genome = "hg38", + ldSketch = make_test_gwas_genotype_handle() + ) + expect_error(estimateH2(hg38, ref, method = "lder"), "build mismatch") +}) + +test_that("estimateH2 accepts an LD reference that records no genome build", { + ref <- make_test_eigen_ref() + ss <- make_test_sumstats_for_ref(ref) + # loadLdMatrix() leaves the build unset, so a reference built from it + # names none. An unknown build must not read as a mismatch. + GenomeInfoDb::genome(ref) <- NA_character_ + expect_s4_class(estimateH2(ss, ref, method = "lder"), "H2Estimate") +}) + +# =========================================================================== +# S-LDSC (Finucane et al. 2015) +# +# The original stratified LD score regression, added alongside the three +# newer estimators. Unlike g-LDSC it regresses chi2 on per-variant LD scores +# rather than working from the per-block LD matrices, so an unstratified run +# needs only the scores. +# =========================================================================== + +test_that("unstratified S-LDSC runs without the per-block LD matrices", { + # This is the property that separates it from g-LDSC: a scores-only + # LdScore is enough, which is why it is the cheap option. + noMat <- make_test_score_ref(with_ld_matrices = FALSE) + ss <- make_test_sumstats_for_ref(noMat) + expect_error(estimateH2(ss, noMat, method = "gldsc"), "per-block LD") + res <- estimateH2(ss, noMat, method = "sldsc") + expect_s4_class(res, "H2Estimate") + expect_equal(getMethodNames(res), "sldsc") + expect_true(is.finite(getH2(res))) +}) + +test_that("stratified S-LDSC needs the per-block LD matrices", { + noMat <- make_test_score_ref(with_ld_matrices = FALSE) + ss <- make_test_sumstats_for_ref(noMat) + annot <- make_test_annotations(nSnps = length(noMat)) + expect_error( + estimateH2(ss, noMat, method = "sldsc", annotations = annot), + "stratified S-LDSC requires full per-block LD matrices" + ) +}) + +test_that("S-LDSC reports an enrichment table when stratified", { + ref <- make_test_score_ref(with_ld_matrices = TRUE) + ss <- make_test_sumstats_for_ref(ref) + annot <- make_test_annotations(nSnps = length(ref)) + res <- estimateH2(ss, ref, method = "sldsc", annotations = annot) + + enr <- getEnrichment(res) + expect_s3_class(enr, "data.frame") + expect_equal(nrow(enr), 2L) + expect_true(all( + c( + "annotation", + "tau", + "tauSe", + "enrichment", + "enrichmentSe", + "enrichmentP", + "propH2", + "propSnps" + ) %in% + names(enr) + )) + expect_false(is.null(getTauBlocks(res))) +}) + +test_that("S-LDSC requires an LdScore, not an LdEigen", { + eigenRef <- make_test_eigen_ref() + ss <- make_test_sumstats_for_ref(eigenRef) + expect_error( + estimateH2(ss, eigenRef, method = "sldsc"), + "requires an LdScore" + ) +}) + +test_that("the S-LDSC weights reproduce upstream Hsq.weights", { + # het_w = 1 / (2 (intercept + hsq*N/M * ld)^2), oc_w = 1 / w_ld, both + # LD scores floored at 1 and hsq clamped to [0, 1]. + w <- pecotmr:::.sldscWeights( + ld = c(4, 1, 0.5), + wLd = c(10, 1, 0.2), + n = 1000, + M = 100, + hsq = 0.5, + intercept = 1 + ) + cc <- 0.5 * 1000 / 100 + expected <- (1 / (2 * (1 + cc * c(4, 1, 1))^2)) / c(10, 1, 1) + expect_equal(w, expected) + expect_true(all(w > 0)) + + # hsq is clamped, so an out-of-range estimate cannot blow the weights up. + expect_equal( + pecotmr:::.sldscWeights(2, 1, 1000, 100, hsq = 5, intercept = 1), + pecotmr:::.sldscWeights(2, 1, 1000, 100, hsq = 1, intercept = 1) + ) + expect_equal( + pecotmr:::.sldscWeights(2, 1, 1000, 100, hsq = -3, intercept = 1), + pecotmr:::.sldscWeights(2, 1, 1000, 100, hsq = 0, intercept = 1) + ) +}) + +# =========================================================================== +# Rank-deficient LD +# +# A real LD block is routinely rank-deficient, and its decomposition then +# carries a tail of tiny negative eigenvalues (order -1e-15) that are pure +# floating-point noise. Those used to reach .lderWeights() as negative +# regression weights, so IRWLS took sqrt() of a negative and lm.fit aborted +# with "NA/NaN/Inf in 'x'". +# =========================================================================== + +# An LD block with `dup` variants repeated, so R is singular by construction +# and eigen() returns a negative-noise tail. +.rankDeficientEigenRef <- function(nBlocks = 6L, p = 12L, dup = 4L) { + blocks <- lapply(seq_len(nBlocks), function(b) { + base <- 0.5^abs(outer(seq_len(p - dup), seq_len(p - dup), "-")) + keep <- c(seq_len(p - dup), seq_len(dup)) + R <- base[keep, keep] + e <- eigen(R, symmetric = TRUE) + list( + values = e$values, + vectors = e$vectors, + snpIdx = as.integer(((b - 1L) * p + 1L):(b * p)) + ) + }) + M <- nBlocks * p + snpInfo <- data.frame( + SNP = paste0("rs", seq_len(M)), + CHR = "chr1", + BP = as.integer(seq_len(M) * 100L), + A1 = "A", + A2 = "G", + stringsAsFactors = FALSE + ) + starts <- as.integer(sapply(blocks, function(b) min(b$snpIdx))) * 100L + ends <- as.integer(sapply(blocks, function(b) max(b$snpIdx))) * 100L + LdEigen( + ldBlocks = GenomicRanges::GRanges( + "chr1", + IRanges::IRanges(start = starts, end = ends) + ), + snpInfo = snpInfo, + nRef = 500000L, + inSample = FALSE, + genome = "hg19", + eigenvalueTruncation = 1.0, + eigenList = blocks + ) +} + +test_that("a rank-deficient LD block really does yield negative eigenvalues", { + ref <- .rankDeficientEigenRef() + values <- unlist(lapply(getEigenList(ref), function(b) b$values)) + expect_true(any(values < 0)) + expect_true(min(values) > -1e-6) # noise, not structure +}) + +test_that("estimateH2 survives negative eigenvalues from rank-deficient LD", { + ref <- .rankDeficientEigenRef() + ss <- make_test_sumstats_for_ref(ref) + res <- estimateH2(ss, ref, method = "lder") + expect_s4_class(res, "H2Estimate") + expect_false(is.na(getH2(res))) +}) + +test_that(".lderWeights never returns a negative weight", { + lam <- c(2, 1, 0.5, 0, -1e-15, -3e-15) + w <- pecotmr:::.lderWeights( + lam, + matrix(1, length(lam), 1), + slopes = 0.1, + N = 1e5, + M = 1000, + rough = FALSE + ) + expect_false(any(is.na(w))) + expect_true(all(w >= 0)) + # sqrt() of these is what IRWLS forms the design from. + expect_false(any(is.na(sqrt(w)))) +}) + +# =========================================================================== +# buildLdEigen / buildLdScore -> estimateH2 round trip +# +# The builders exist so that a loaded LD reference can reach estimateH2 +# without hand-assembling S4 slots; these pin that the objects they produce +# are actually accepted, alignment guard included. +# =========================================================================== + +test_that("estimateH2 runs on references built by buildLdEigen/buildLdScore", { + ld <- makeTestLdDataMultiBlock(sizes = rep(10L, 5), rho = 0.6) + eigenRef <- buildLdEigen(ld, genome = "hg19") + scoreRef <- buildLdScore(ld, genome = "hg19") + ss <- make_test_sumstats_for_ref(eigenRef) + + expect_s4_class(estimateH2(ss, eigenRef, method = "lder"), "H2Estimate") + suppressWarnings( + expect_s4_class(estimateH2(ss, eigenRef, method = "hdl"), "H2Estimate") + ) + expect_s4_class(estimateH2(ss, scoreRef, method = "gldsc"), "H2Estimate") +}) + +test_that("estimateH2 rejects a single-block LD reference", { + # One block used to fail inside the jackknife fold fit with "'x' must be + # a matrix" (LDER, g-LDSC) or return an SE of exactly 0 (HDL). + ld <- makeTestLdData(n = 30L, rho = 0.6) + eigenRef <- buildLdEigen(ld, genome = "hg19") + ss <- make_test_sumstats_for_ref(eigenRef) + expect_error( + estimateH2(ss, eigenRef, method = "lder"), + "delete-one-block jackknife" + ) + expect_error( + estimateH2(ss, buildLdScore(ld, genome = "hg19"), method = "gldsc"), + "at least two are required" + ) +}) + +test_that("buildLdScore(keepLdMatrices = FALSE) is rejected by g-LDSC", { + ld <- makeTestLdDataMultiBlock(sizes = rep(10L, 5)) + scoreRef <- buildLdScore(ld, genome = "hg19", keepLdMatrices = FALSE) + ss <- make_test_sumstats_for_ref(scoreRef) + expect_error( + estimateH2(ss, scoreRef, method = "gldsc"), + "requires full per-block LD matrices" + ) +}) + +test_that("estimateH2 accepts a chr-prefix difference between the two sides", { + ref <- make_test_eigen_ref() + ss <- make_test_sumstats_for_ref(ref) + # make_test_sumstats_for_ref already strips the prefix ("1" vs "chr1"), + # so this pins that the check normalizes rather than rejects it. + expect_equal( + as.character(GenomicRanges::seqnames(getSumStats(ss)))[[1]], + "1" + ) + expect_s4_class(estimateH2(ss, ref, method = "lder"), "H2Estimate") +}) + test_that("estimateh2 with var_y correction runs without error", { eigen_ref <- make_test_eigen_ref() ss <- make_test_sumstats_for_ref( @@ -2078,7 +2407,13 @@ test_that("HDL uses the finite-reference correction (nRef changes h2)", { refSmall <- d$eigenRef refSmall@nRef <- 2000L h2Big <- hdlUnivariate(z, d$N, refBig)$h2 - h2Small <- hdlUnivariate(z, d$N, refSmall)$h2 + # nRef = 2000 against this N is exactly the regime where the + # finite-reference term dominates, so the fit lands on its bound and says + # so. That is the behaviour under test, not noise to be ignored. + expect_warning( + h2Small <- hdlUnivariate(z, d$N, refSmall)$h2, + "sits at the top of its range" + ) expect_gt(abs(h2Big - h2Small), 0.05) }) @@ -2108,3 +2443,380 @@ test_that("gLDSC requires full LD matrices and gives a positive jackknife SE", { expect_true(is.finite(res$h2Se)) expect_gt(res$h2Se, 0) }) + +# The two S-LDSC recovery checks live here rather than with the rest of the +# S-LDSC block because they need .h2RecoveryRefs(), defined just above. +# S-LDSC is a genome-scale method: real analyses regress over ~1M variants. +# Every reference in this suite is a few thousand, and at that size the +# intercept is not identifiable -- an unweighted OLS on the same data also +# returns an intercept above 3 against a true 1, and attenuates h2 to ~0.30. +# So these tests check that the estimator is in the right neighbourhood and +# that its machinery behaves, not that it hits the truth; the attenuation is +# a property of the data, not of the fit. +test_that("sldscUnivariate lands near a known h2 on a small reference", { + d <- .h2RecoveryRefs(N = 5000) + uni <- rep(0.4 / d$M, d$M) + set.seed(1) + ests <- replicate( + 20, + pecotmr:::sldscUnivariate(d$simZ(uni), d$N, d$scoreRef)$h2 + ) + expect_gt(mean(ests), 0.15) + expect_lt(mean(ests), 0.65) +}) + +test_that("S-LDSC tracks h2 upward when the true h2 rises", { + # The check the point estimate cannot make on this scale: whatever the + # attenuation, a bigger true h2 must give a bigger estimate. + d <- .h2RecoveryRefs(N = 5000) + set.seed(1) + low <- replicate( + 10, + pecotmr:::sldscUnivariate( + d$simZ(rep(0.1 / d$M, d$M)), + d$N, + d$scoreRef + )$h2 + ) + set.seed(1) + high <- replicate( + 10, + pecotmr:::sldscUnivariate( + d$simZ(rep(0.6 / d$M, d$M)), + d$N, + d$scoreRef + )$h2 + ) + expect_gt(mean(high), mean(low)) +}) + +test_that("the S-LDSC intercept is estimated on the low-chi2 variants", { + # Two-step: step 1 fits the intercept on chi2 < 30, step 2 holds it fixed + # while fitting the slopes. The value is reported as estimated -- upstream + # does not floor it at 1, and one below 1 is informative rather than an + # error to be clamped away. + d <- .h2RecoveryRefs(N = 5000) + set.seed(1) + res <- pecotmr:::sldscUnivariate( + d$simZ(rep(0.4 / d$M, d$M)), + d$N, + d$scoreRef + ) + expect_true(is.finite(res$intercept)) + expect_gt(res$intercept, 0) +}) + +test_that("S-LDSC recovers enrichment direction for one annotation", { + # A single annotation, not a full partition: a set of baseline columns + # that exactly partitions the variants is rank-deficient against the + # model's implicit all-ones base column, and the split between them is + # then arbitrary. Real baseline models overlap and do not partition. + d <- .h2RecoveryRefs(N = 5000) + M <- d$M + inA <- as.integer(seq_len(M) <= M / 2) + annot <- AnnotationMatrix( + matrix(inA, ncol = 1, dimnames = list(NULL, "annotA")), + GenomicRanges::GRanges( + "chr1", + IRanges::IRanges(as.integer(seq_len(M) * 100L), width = 1L) + ), + data.frame(name = "annotA", tier = "baseline", type = "binary"), + genome = "hg19" + ) + perSnp <- ifelse(seq_len(M) <= M / 2, 0.6 / M, 0.2 / M) + set.seed(1) + e <- mean(replicate(10, { + pecotmr:::sldscUnivariate( + d$simZ(perSnp), + d$N, + d$scoreRef, + annotations = annot + )$enrichment$enrichment + })) + expect_gt(e, 1) # annotA carries 3x the per-variant heritability +}) + + +# ============================================================================= +# Numerical agreement with upstream LDSC +# +# Values below were produced by running ldsc's own `ldscore.regressions.Hsq` +# (github.com/CBIIT/ldsc) on exactly the data these tests regenerate, in the +# two configurations `ldscore/sumstats.py` selects: +# +# univariate -> Hsq(..., twostep = 30) +# partitioned -> chi2 < max(0.001 N, 80) filter, then Hsq(..., old_weights +# = True) +# +# Agreement is to about 1e-6 relative; the residual is the small ridge in +# .sldscWlsCoef(), which upstream has no equivalent of. Case 2's intercept +# sits below 1 and case 3's partitioned h2 is negative -- upstream returns +# those too, and reproducing them is the point: the implementation should +# track the reference, pathologies included. +# ============================================================================= + +# The generator that produced the pinned values: z ~ N(0, N R diag(v) R + R) +# block by block over the bundled reference. +.sldscUpstreamZ <- function(ref, h2, n, seed) { + M <- length(ref) + perSnpVar <- rep(h2 / M, M) + set.seed(seed) + z <- numeric(M) + for (b in getLdMatrixList(ref)) { + idx <- b$snpIdx + p <- length(idx) + sigma <- n * (b$R %*% diag(perSnpVar[idx], p) %*% b$R) + b$R + e <- eigen((sigma + t(sigma)) / 2, symmetric = TRUE) + z[idx] <- as.vector(e$vectors %*% (sqrt(pmax(e$values, 0)) * rnorm(p))) + } + z +} + +test_that("univariate S-LDSC reproduces upstream ldsc to 1e-5", { + data(ldScoreExample) + ref <- ldScoreExample + M <- length(ref) + scores <- matrix(as.vector(getLdScores(ref)[, 1]), ncol = 1) + baseScore <- as.vector(getLdScores(ref)[, 1]) + + golden <- list( + list( + h2 = 0.4, + n = 10000, + seed = 42, + h2Hat = 0.300334136, + int = 5.736461154 + ), + list( + h2 = 0.15, + n = 4000, + seed = 7, + h2Hat = 0.152728247, + int = 0.780709941 + ), + list( + h2 = 0.6, + n = 25000, + seed = 99, + h2Hat = 0.503086101, + int = 8.456195324 + ) + ) + for (g in golden) { + z <- .sldscUpstreamZ(ref, g$h2, g$n, g$seed) + fit <- pecotmr:::.sldscFit( + z^2, + scores, + baseScore, + g$n, + matrix(1, M, 1), + 2L + ) + expect_equal(fit$h2, g$h2Hat, tolerance = 1e-5) + expect_equal(fit$intercept, g$int, tolerance = 1e-5) + } +}) + +test_that("partitioned S-LDSC reproduces upstream ldsc to 1e-5", { + data(ldScoreExample) + ref <- ldScoreExample + M <- length(ref) + inA <- as.integer(seq_len(M) <= M / 2) + baselineMat <- matrix(inA, ncol = 1, dimnames = list(NULL, "annotA")) + scores <- pecotmr:::.sldscScoreMatrix(ref, baselineMat, M) + A <- cbind(base = 1, annotA = inA) + + golden <- list( + list( + h2 = 0.4, + n = 10000, + seed = 42, + h2Hat = 0.361252238, + int = 2.027277477 + ), + list( + h2 = 0.15, + n = 4000, + seed = 7, + h2Hat = 0.146509163, + int = 0.858189571 + ), + list( + h2 = 0.6, + n = 25000, + seed = 99, + h2Hat = -0.043265091, + int = 22.163686076 + ) + ) + for (g in golden) { + z <- .sldscUpstreamZ(ref, g$h2, g$n, g$seed) + fit <- pecotmr:::.sldscFit(z^2, scores, scores[, 1], g$n, A, 2L) + expect_equal(fit$h2, g$h2Hat, tolerance = 1e-5) + expect_equal(fit$intercept, g$int, tolerance = 1e-5) + } +}) + +test_that("the two S-LDSC routes differ, as upstream's do", { + # Univariate takes the two-step estimator; partitioned takes the + # chi2-filtered single-pass `old_weights` route. Upstream refuses to run + # two-step on a partitioned design at all, so these must not converge to + # one shared code path. + data(ldScoreExample) + ref <- ldScoreExample + M <- length(ref) + z <- .sldscUpstreamZ(ref, 0.4, 10000, 42) + scores <- matrix(as.vector(getLdScores(ref)[, 1]), ncol = 1) + uni <- pecotmr:::.sldscFit( + z^2, + scores, + scores[, 1], + 10000, + matrix(1, M, 1), + 2L + ) + inA <- as.integer(seq_len(M) <= M / 2) + part <- pecotmr:::.sldscFit( + z^2, + pecotmr:::.sldscScoreMatrix( + ref, + matrix(inA, ncol = 1, dimnames = list(NULL, "annotA")), + M + ), + scores[, 1], + 10000, + cbind(base = 1, annotA = inA), + 2L + ) + expect_false(isTRUE(all.equal(uni$intercept, part$intercept))) +}) + + +# ============================================================================= +# HDL: the finite-reference bound +# ============================================================================= + +test_that("HDL reports when its fit lands on an optimiser bound", { + # HDL subtracts lam * h2 / nRef from the modelled variance. Once the + # reference is small enough relative to the GWAS, that term outgrows the + # signal, the variance is driven negative across most directions, and the + # optimiser walks the intercept out to its upper bound -- returning a + # heritability that reflects the bound rather than the data. It used to do + # that silently. + data(ldEigenExample, ldScoreExample) + M <- length(ldScoreExample) + z <- .sldscUpstreamZ(ldScoreExample, 0.4, 1e5, 2) + + small <- ldEigenExample + small@nRef <- 1000L + expect_warning( + est <- pecotmr:::hdlUnivariate(z, 1e5, small)$h2, + "sits at the top of its range" + ) + + big <- ldEigenExample + big@nRef <- 20000L + expect_no_warning( + ok <- pecotmr:::hdlUnivariate(z, 1e5, big)$h2, + message = "sits at the top of its range" + ) + expect_gt(ok, 0.3) # recovers the simulated 0.4 + # The bound answer is simply not the data's answer -- here it overshoots, + # elsewhere it undershoots, which is the point of flagging it rather than + # asserting a direction. + expect_gt(abs(est - ok), 0.2) +}) + +test_that("HDL recovers a known h2 given an adequate reference", { + data(ldEigenExample, ldScoreExample) + ref <- ldEigenExample + ref@nRef <- 20000L + ests <- vapply( + 1:5, + function(seed) { + suppressWarnings( + pecotmr:::hdlUnivariate( + .sldscUpstreamZ(ldScoreExample, 0.4, 1e5, seed), + 1e5, + ref + )$h2 + ) + }, + numeric(1) + ) + expect_lt(abs(mean(ests) - 0.4), 0.1) +}) + + +# ============================================================================= +# Numerical agreement with the other three upstreams +# +# Values reproduce the reference implementations run on the data these tests +# regenerate: +# HDL github.com/zhenin/HDL (HDL/R/llfun.R, optimised the same way) +# LDER github.com/shuangsong0110/LDER (R/get.res.R two-stage + ldscore.R) +# gLDSC github.com/xzw20046/gldsc (R/middle_fun.R gls.left.right + +# gls.estimator) +# +# Measured agreement when this was pinned: HDL exact (0e+00), LDER machine +# precision (~1e-16), gLDSC ~3e-8 -- the last from the small ridge on the GLS +# solve, which upstream has no equivalent of. +# +# Two deliberate departures, both no-ops wherever upstream is defined: +# * LDER clamps negative eigenvalues before forming weights. Upstream does +# not, and dies with "NA/NaN/Inf in 'x'" on a rank-deficient reference -- +# verified by running it on this same data. +# * gLDSC and S-LDSC carry a 1e-8 ridge so an exactly singular design +# returns a value rather than NA. +# ============================================================================= + +test_that("HDL reproduces upstream HDL", { + data(ldEigenExample, ldScoreExample) + golden <- list( + list(h2 = 0.4, n = 1e5, seed = 2, nRef = 20000L, want = 0.405111844), + list(h2 = 0.3, n = 1e4, seed = 5, nRef = 20000L, want = 0.286758612), + list(h2 = 0.6, n = 5e4, seed = 9, nRef = 50000L, want = 0.646809004) + ) + for (g in golden) { + ref <- ldEigenExample + ref@nRef <- g$nRef + z <- .sldscUpstreamZ(ldScoreExample, g$h2, g$n, g$seed) + est <- suppressWarnings(pecotmr:::hdlUnivariate(z, g$n, ref)$h2) + expect_equal(est, g$want, tolerance = 1e-6) + } +}) + +test_that("the HDL variance floor matches upstream's exp(-10)", { + # Upstream llfun floors the modelled per-direction variance at exp(-10). + # On a real reference the floor is active for a large share of the + # eigen-directions, and the bstar^2/lamh2 term it feeds dominates the + # likelihood -- a different floor silently moves the optimum. + expect_equal(formals(pecotmr:::.hdlNll)$lim, quote(exp(-10))) +}) + +test_that("LDER reproduces upstream LDER", { + data(ldEigenExample, ldScoreExample) + golden <- list( + list(h2 = 0.4, n = 1e5, seed = 2, want = 0.416906429), + list(h2 = 0.3, n = 1e4, seed = 5, want = 0.289677426), + list(h2 = 0.6, n = 5e4, seed = 9, want = 0.626712459) + ) + for (g in golden) { + z <- .sldscUpstreamZ(ldScoreExample, g$h2, g$n, g$seed) + est <- pecotmr:::lderUnivariate(z, g$n, ldEigenExample)$h2 + expect_equal(est, g$want, tolerance = 1e-6) + } +}) + +test_that("gLDSC reproduces upstream gldsc", { + data(ldScoreExample) + golden <- list( + list(h2 = 0.4, n = 5e4, seed = 3, want = 0.407716183), + list(h2 = 0.3, n = 1e4, seed = 5, want = 0.290373743) + ) + for (g in golden) { + z <- .sldscUpstreamZ(ldScoreExample, g$h2, g$n, g$seed) + est <- pecotmr:::gldscUnivariate(z, g$n, ldScoreExample)$h2 + expect_equal(est, g$want, tolerance = 1e-6) + } +}) diff --git a/tests/testthat/test_jointEngine.R b/tests/testthat/test_jointEngine.R index f120d333..a560b068 100644 --- a/tests/testthat/test_jointEngine.R +++ b/tests/testthat/test_jointEngine.R @@ -1161,7 +1161,7 @@ test_that("fitJointGroup(twas): spike-and-slab pi is estimated from an internal pecotmr:::fitJointGroup( g, pipe, - "bayes_c", + "bayesC", list(methodList = list(bayes_c_weights = list())) ) expect_false(is.null(capturedPi)) @@ -1938,7 +1938,7 @@ test_that("fitJointGroup(twas): spike-and-slab pi feeds bayes_b probIn", { pecotmr:::fitJointGroup( g, pipe, - "bayes_b", + "bayesB", list(methodList = list(bayes_b_weights = list())) ) expect_equal(as.numeric(capturedProbIn), 1 - 0.7, tolerance = 1e-8) diff --git a/tests/testthat/test_jointSpecification.R b/tests/testthat/test_jointSpecification.R index e98ee421..feeb07cc 100644 --- a/tests/testthat/test_jointSpecification.R +++ b/tests/testthat/test_jointSpecification.R @@ -1670,7 +1670,7 @@ test_that(".buildJointSumstatZMatrix: a mismatched SNP order across entries erro ) calls <- 0L local_mocked_bindings( - getSumstatDf = function(x, study, context, trait, require, ...) { + getSumStatsDf = function(x, study, context, trait, require, ...) { calls <<- calls + 1L vid <- if (calls == 1L) { c("chr1:100:A:G", "chr1:200:A:G") diff --git a/tests/testthat/test_ld.R b/tests/testthat/test_ld.R index 376aeb48..063b2a7a 100644 --- a/tests/testthat/test_ld.R +++ b/tests/testthat/test_ld.R @@ -1857,7 +1857,7 @@ test_that("dropCollinearColumns variance strategy removes lowest-variance column expect_equal(ncol(result), 3L) }) -test_that("dropCollinearColumns response_correlation strategy works", { +test_that("dropCollinearColumns responseCorrelation strategy works", { set.seed(42) X <- matrix(rnorm(100 * 3), 100, 3) colnames(X) <- c("a", "b", "c") @@ -1865,7 +1865,7 @@ test_that("dropCollinearColumns response_correlation strategy works", { result <- pecotmr:::dropCollinearColumns( X, c("a", "b", "c"), - strategy = "response_correlation", + strategy = "responseCorrelation", response = y ) # Should keep "a" (highest |cor| with response) and remove one of b/c @@ -1873,14 +1873,14 @@ test_that("dropCollinearColumns response_correlation strategy works", { expect_equal(ncol(result), 2L) }) -test_that("dropCollinearColumns response_correlation errors without response", { +test_that("dropCollinearColumns responseCorrelation errors without response", { X <- matrix(1:12, 4, 3) colnames(X) <- c("a", "b", "c") expect_error( pecotmr:::dropCollinearColumns( X, c("a", "b"), - strategy = "response_correlation" + strategy = "responseCorrelation" ), "response must be supplied" ) @@ -1910,7 +1910,7 @@ test_that("enforceDesignFullRank variance strategy produces full rank", { expect_true(ncol(result) < ncol(X)) }) -test_that("enforceDesignFullRank response_correlation strategy works", { +test_that("enforceDesignFullRank responseCorrelation strategy works", { set.seed(42) X <- matrix(rnorm(100 * 4), 100, 4) X[, 4] <- X[, 1] + X[, 2] @@ -1920,7 +1920,7 @@ test_that("enforceDesignFullRank response_correlation strategy works", { result <- enforceDesignFullRank( X, C, - strategy = "response_correlation", + strategy = "responseCorrelation", response = y ) full_design <- cbind(1, result, C) @@ -2082,299 +2082,8 @@ test_that("loadLdMatrix dedup removes duplicated variants from result", { }) -context("ldLoader") - -# =========================================================================== -# ldLoader: input validation -# =========================================================================== - -test_that("ldLoader errors when no source is provided", { - expect_error(ldLoader(), "Provide exactly one") -}) - -test_that("ldLoader errors when multiple sources are provided", { - R <- list(matrix(1, 2, 2)) - X <- list(matrix(1, 3, 2)) - expect_error(ldLoader(rList = R, xList = X), "Provide exactly one") -}) - -# =========================================================================== -# ldLoader: R_list branch -# =========================================================================== - -test_that("ldLoader with rList returns an ldLoaderSpec", { - R <- list(matrix(c(1, 0.5, 0.5, 1), 2, 2)) - spec <- ldLoader(rList = R) - expect_s3_class(spec, "ldLoaderSpec") -}) - -test_that("ldLoader R_list returns correct matrix", { - R1 <- matrix(c(1, 0.3, 0.3, 1), 2, 2) - R2 <- matrix(c(1, 0.8, 0.8, 1), 2, 2) - loader <- ldLoader(rList = list(R1, R2)) - expect_equal(loadLdBlock(loader, 1), R1) - expect_equal(loadLdBlock(loader, 2), R2) -}) - -test_that("ldLoader R_list with max_variants downsamples", { - set.seed(42) - R <- matrix(0.1, 10, 10) - diag(R) <- 1 - loader <- ldLoader(rList = list(R), maxVariants = 5) - result <- loadLdBlock(loader, 1) - expect_equal(nrow(result), 5) - expect_equal(ncol(result), 5) -}) - -test_that("ldLoader R_list without max_variants returns full matrix", { - R <- matrix(0.1, 10, 10) - diag(R) <- 1 - loader <- ldLoader(rList = list(R)) - result <- loadLdBlock(loader, 1) - expect_equal(nrow(result), 10) -}) - -test_that("ldLoader R_list max_variants larger than matrix returns full matrix", { - R <- matrix(0.1, 3, 3) - diag(R) <- 1 - loader <- ldLoader(rList = list(R), maxVariants = 100) - result <- loadLdBlock(loader, 1) - expect_equal(nrow(result), 3) -}) - -# =========================================================================== -# ldLoader: X_list branch -# =========================================================================== - -test_that("ldLoader with xList returns an ldLoaderSpec", { - X <- list(matrix(rnorm(30), 10, 3)) - spec <- ldLoader(xList = X) - expect_s3_class(spec, "ldLoaderSpec") -}) - -test_that("ldLoader X_list returns correct matrix", { - X1 <- matrix(1:12, 4, 3) - X2 <- matrix(1:8, 4, 2) - loader <- ldLoader(xList = list(X1, X2)) - expect_equal(loadLdBlock(loader, 1), X1) - expect_equal(loadLdBlock(loader, 2), X2) -}) - -test_that("ldLoader X_list with max_variants downsamples columns", { - set.seed(42) - X <- matrix(rnorm(50), 10, 5) - loader <- ldLoader(xList = list(X), maxVariants = 3) - result <- loadLdBlock(loader, 1) - expect_equal(nrow(result), 10) - expect_equal(ncol(result), 3) -}) - -test_that("ldLoader X_list max_variants larger than ncol returns full matrix", { - X <- matrix(rnorm(12), 4, 3) - loader <- ldLoader(xList = list(X), maxVariants = 100) - result <- loadLdBlock(loader, 1) - expect_equal(ncol(result), 3) -}) - -# =========================================================================== -# ldLoader: ld_meta_path branch validation -# =========================================================================== - -test_that("ldLoader with ld_meta_path but no regions errors", { - expect_error( - ldLoader(ldMetaPath = "/some/path"), - "regions.*required" - ) -}) - -# =========================================================================== -# ldLoader: ldInfo branch validation -# =========================================================================== - -test_that("ldLoader with ldInfo errors when not a data.frame", { - expect_error( - ldLoader(ldInfo = "not_a_df"), - "ldInfo must be a data.frame" - ) -}) - -test_that("ldLoader with ldInfo errors when missing LD_file column", { - expect_error( - ldLoader(ldInfo = data.frame(col1 = "a")), - "ldInfo must be a data.frame with column 'LD_file'" - ) -}) - -# =========================================================================== -# ldLoader: ldInfo branch with real genotype fixtures -# =========================================================================== - test_data_dir <- test_path("test_data") -test_that("ldLoader ldInfo loads LD from PLINK2 files", { - skip_if_not_installed("pgenlibr") - plink_prefix <- file.path(test_data_dir, "test_variants") - loader <- ldLoader(ldInfo = data.frame(LD_file = plink_prefix)) - mat <- loadLdBlock(loader, 1) - expect_true(is.matrix(mat)) - expect_equal(nrow(mat), 349L) - expect_equal(ncol(mat), 349L) - expect_true(isSymmetric(mat)) - expect_true(all(abs(diag(mat) - 1) < 1e-10)) -}) - -test_that("ldLoader ldInfo loads LD from VCF file", { - skip_if_not_installed("VariantAnnotation") - vcf_path <- file.path(test_data_dir, "test_variants.vcf.gz") - loader <- ldLoader(ldInfo = data.frame(LD_file = vcf_path)) - mat <- suppressWarnings(loadLdBlock(loader, 1)) - expect_true(is.matrix(mat)) - expect_equal(nrow(mat), 349L) - expect_true(isSymmetric(mat)) -}) - -test_that("ldLoader ldInfo loads LD from GDS file", { - skip_if_not_installed("SNPRelate") - skip_if_not_installed("gdsfmt") - gds_path <- file.path(test_data_dir, "test_variants.gds") - loader <- ldLoader(ldInfo = data.frame(LD_file = gds_path)) - mat <- loadLdBlock(loader, 1) - expect_true(is.matrix(mat)) - expect_equal(nrow(mat), 349L) - expect_true(isSymmetric(mat)) -}) - -test_that("ldLoader ldInfo loads LD from PLINK1 files", { - skip_if_not_installed("snpStats") - plink1_prefix <- file.path(test_data_dir, "protocol_example.genotype") - loader <- ldLoader(ldInfo = data.frame(LD_file = plink1_prefix)) - mat <- loadLdBlock(loader, 1) - expect_true(is.matrix(mat)) - expect_true(isSymmetric(mat)) -}) - -test_that("ldLoader ldInfo loads pre-computed .cor.xz blocks", { - ld_file <- file.path( - test_data_dir, - "LD_block_1.chr1_1000_1200.float16.txt.xz" - ) - bim_file <- file.path( - test_data_dir, - "LD_block_1.chr1_1000_1200.float16.bim" - ) - - # Mock processLdMatrix to wrap its result in an LdData S4 object, - # since extract_ld_matrix now requires an LdData. - real_process <- pecotmr:::processLdMatrix - local_mocked_bindings( - processLdMatrix = function(LD_file_path, snp_file_path = NULL) { - result <- real_process(LD_file_path, snp_file_path) - mat <- result$ldMatrix - variant_ids <- result$ldVariants$variants - ref_panel <- pecotmr:::parseVariantId(variant_ids) - ref_panel$variant_id <- variant_ids - variants_gr <- pecotmr:::.refPanelToGranges(ref_panel) - bm <- data.frame( - blockId = 1L, - chrom = as.character(ref_panel$chrom[1]), - blockStart = min(ref_panel$pos), - blockEnd = max(ref_panel$pos), - size = length(variant_ids), - startIdx = 1L, - endIdx = length(variant_ids), - stringsAsFactors = FALSE - ) - LdData( - correlation = mat, - variants = variants_gr, - blockMetadata = bm - ) - }, - .package = "pecotmr" - ) - - loader <- ldLoader( - ldInfo = data.frame(LD_file = ld_file, SNP_file = bim_file) - ) - mat <- loadLdBlock(loader, 1) - expect_true(is.matrix(mat)) - expect_true(isSymmetric(mat)) - expect_true(nrow(mat) > 0) -}) - -test_that("ldLoader ldInfo with max_variants subsamples", { - skip_if_not_installed("pgenlibr") - plink_prefix <- file.path(test_data_dir, "test_variants") - set.seed(42) - loader <- ldLoader( - ldInfo = data.frame(LD_file = plink_prefix), - maxVariants = 20 - ) - mat <- loadLdBlock(loader, 1) - expect_equal(nrow(mat), 20L) - expect_equal(ncol(mat), 20L) -}) - -test_that("ldLoader ldInfo returns consistent LD across formats", { - skip_if_not_installed("pgenlibr") - skip_if_not_installed("SNPRelate") - skip_if_not_installed("gdsfmt") - plink_prefix <- file.path(test_data_dir, "test_variants") - gds_path <- file.path(test_data_dir, "test_variants.gds") - loader_plink <- ldLoader(ldInfo = data.frame(LD_file = plink_prefix)) - loader_gds <- ldLoader(ldInfo = data.frame(LD_file = gds_path)) - mat_plink <- loadLdBlock(loader_plink, 1) - mat_gds <- loadLdBlock(loader_gds, 1) - expect_equal(dim(mat_plink), dim(mat_gds)) -}) - -# =========================================================================== -# ldLoader: ld_meta_path branch with real genotype fixtures -# =========================================================================== - -test_that("ldLoader ld_meta_path loads LD from PLINK2 metadata", { - skip_if_not_installed("pgenlibr") - meta_file <- file.path(test_data_dir, "ld_meta_plink2_tmp.tsv") - on.exit(unlink(meta_file), add = TRUE) - writeLines( - paste("chrom", "start", "end", "path", sep = "\t"), - meta_file - ) - cat( - paste("21", "0", "0", "test_variants", sep = "\t"), - "\n", - file = meta_file, - append = TRUE - ) - region <- "chr21:17513228-17592874" - loader <- ldLoader(ldMetaPath = meta_file, regions = region) - mat <- loadLdBlock(loader, 1) - expect_true(is.matrix(mat)) - expect_equal(nrow(mat), 349L) - expect_equal(ncol(mat), 349L) -}) - -test_that("ldLoader ld_meta_path loads LD from VCF metadata", { - skip_if_not_installed("VariantAnnotation") - meta_file <- file.path(test_data_dir, "ld_meta_vcf_tmp.tsv") - on.exit(unlink(meta_file), add = TRUE) - writeLines( - paste("chrom", "start", "end", "path", sep = "\t"), - meta_file - ) - cat( - paste("21", "0", "0", "test_variants.vcf.gz", sep = "\t"), - "\n", - file = meta_file, - append = TRUE - ) - region <- "chr21:17513228-17592874" - loader <- ldLoader(ldMetaPath = meta_file, regions = region) - mat <- suppressWarnings(loadLdBlock(loader, 1)) - expect_true(is.matrix(mat)) - expect_equal(nrow(mat), 349L) -}) - library(testthat) @@ -2534,7 +2243,7 @@ test_that("dropCollinearColumns correlation strategy with 3+ cols removes highes expect_equal(ncol(result), 3) }) -test_that("dropCollinearColumns response_correlation strategy removes lowest |cor| with response", { +test_that("dropCollinearColumns responseCorrelation strategy removes lowest |cor| with response", { set.seed(42) n <- 50 X <- matrix(rnorm(n * 3), nrow = n, ncol = 3) @@ -2543,21 +2252,21 @@ test_that("dropCollinearColumns response_correlation strategy removes lowest |co result <- pecotmr:::dropCollinearColumns( X, problematicCols = c("chr1:100:A:G", "chr1:200:A:G", "chr1:300:A:G"), - strategy = "response_correlation", + strategy = "responseCorrelation", response = response ) expect_equal(ncol(result), 2) expect_true("chr1:100:A:G" %in% colnames(result)) }) -test_that("dropCollinearColumns errors on response_correlation without response", { +test_that("dropCollinearColumns errors on responseCorrelation without response", { X <- matrix(rnorm(60), 20, 3) colnames(X) <- c("chr1:100:A:G", "chr1:200:A:G", "chr1:300:A:G") expect_error( pecotmr:::dropCollinearColumns( X, problematicCols = c("chr1:100:A:G", "chr1:200:A:G"), - strategy = "response_correlation" + strategy = "responseCorrelation" ), "response" ) @@ -2705,9 +2414,6 @@ test_that("ldClumpByScore returns indices on real data", { expect_true(length(keep) < p) }) -# =========================================================================== -# Tests migrated from test_twasSketch.R (loadLdSketch / standardizeGenotypeHwe) -# =========================================================================== test_that("standardize_genotype_hwe: centers by 2p and scales by sqrt(2p(1-p))", { set.seed(42) @@ -2724,137 +2430,6 @@ test_that("standardize_genotype_hwe: centers by 2p and scales by sqrt(2p(1-p))", }) -test_that("loadLdSketch: returns LdData with raw genotypes and metadata", { - set.seed(55) - n <- 30 - p <- 12 - variant_ids <- paste0("chr1:", seq(1000, by = 100, length.out = p), ":A:G") - - # Create a mock genotype matrix - af_true <- runif(p, 0.1, 0.9) - X <- matrix(rbinom(n * p, 2, rep(af_true, each = n)), nrow = n, ncol = p) - - # Build mock ref_panel - ref_panel <- data.frame( - chrom = 1L, - pos = seq(1000, by = 100, length.out = p), - A2 = "A", - A1 = "G", - variant_id = variant_ids, - allele_freq = colMeans(X) / 2, - stringsAsFactors = FALSE - ) - - variants_gr <- pecotmr:::.refPanelToGranges(ref_panel) - blockMetadata <- S4Vectors::DataFrame( - region = "chr1:1000-2100", - start = 1000L, - end = 2100L, - chrom = "chr1" - ) - # Store genotype matrix directly in genotype_handle (matching loadLdSketch output) - mock_ld_data <- new( - "LdData", - variants_gr, - correlation = NULL, - genotypeHandle = X, - snpIdx = NULL, - blockMetadata = blockMetadata - ) - - local_mocked_bindings( - loadLdMatrix = function( - ld_meta_file_path, - region, - return_genotype = FALSE, - n_sample = NULL, - ... - ) { - mock_ld_data - }, - .package = "pecotmr" - ) - - result <- pecotmr::loadLdSketch("fake_path.tsv", "chr1:1000-2100") - - # Check structure -- returns an LdData S4 object - expect_true(is(result, "LdData")) - result_X <- getGenotypes(result) - result_ref <- getRefPanel(result) - result_ids <- getVariantIds(result) - expect_equal(nrow(result_X), n) - expect_equal(ncol(result_X), p) - expect_equal(length(result_ids), p) - - # Raw genotype matrix is returned unchanged - expect_equal(result_X, X) -}) - - -test_that("loadLdSketch: removes monomorphic variants", { - set.seed(66) - n <- 20 - p <- 5 - variant_ids <- paste0("chr1:", 1:p, ":A:G") - - # Make column 3 monomorphic (all 0) - X <- matrix(rbinom(n * p, 2, 0.3), nrow = n, ncol = p) - X[, 3] <- 0 # monomorphic - - ref_panel <- data.frame( - chrom = 1L, - pos = 1:p, - A2 = "A", - A1 = "G", - variant_id = variant_ids, - allele_freq = colMeans(X) / 2, - stringsAsFactors = FALSE - ) - - variants_gr <- pecotmr:::.refPanelToGranges(ref_panel) - blockMetadata <- S4Vectors::DataFrame( - region = "chr1:1-5", - start = 1L, - end = 5L, - chrom = "chr1" - ) - # Store genotype matrix directly in genotype_handle - mock_ld_data <- new( - "LdData", - variants_gr, - correlation = NULL, - genotypeHandle = X, - snpIdx = NULL, - blockMetadata = blockMetadata - ) - - local_mocked_bindings( - loadLdMatrix = function( - ld_meta_file_path, - region, - return_genotype = FALSE, - n_sample = NULL, - ... - ) { - mock_ld_data - }, - .package = "pecotmr" - ) - - result <- pecotmr::loadLdSketch("fake_path.tsv", "chr1:1-5") - - # Returns LdData with monomorphic variant removed - expect_true(is(result, "LdData")) - result_ids <- getVariantIds(result) - result_ref <- getRefPanel(result) - result_X <- getGenotypes(result) - expect_equal(length(result_ids), p - 1) - expect_false(variant_ids[3] %in% result_ids) - expect_equal(nrow(result_ref), p - 1) - expect_equal(ncol(result_X), p - 1) -}) - - test_that("SVD from raw sketch matches direct computation", { set.seed(77) n <- 25 @@ -3658,6 +3233,45 @@ test_that(".ldFromSketch returns a symmetric unit-diagonal LD matrix", { expect_equal(R, t(R), tolerance = 1e-12) }) +test_that(".ldFromSketch negates LD for a variant the panel spells flipped", { + # The panel carries A/G; asking for the same variant as G/A is the same + # variant read off the other allele, so every correlation it takes part in + # changes sign while the diagonal stays 1. Before the sign was applied the + # two calls returned an identical matrix, which silently mis-signed the LD + # against a caller whose alleles were oriented the other way. + h <- .lds_makeHandle() + local_mocked_bindings( + extractBlockGenotypes = .lds_mockExtractor(), + .package = "pecotmr" + ) + same <- c("chr1:200:A:G", "chr1:400:A:G", "chr1:500:A:G") + flipped <- c("chr1:200:G:A", "chr1:400:A:G", "chr1:500:A:G") + rSame <- pecotmr:::.ldFromSketch(h, same) + rFlip <- pecotmr:::.ldFromSketch(h, flipped) + sgn <- c(-1, 1, 1) + expect_equal( + unname(rFlip), + unname(rSame) * outer(sgn, sgn), + tolerance = 1e-12 + ) + expect_equal(unname(diag(rFlip)), rep(1, 3), tolerance = 1e-12) + expect_equal(dimnames(rFlip), list(flipped, flipped)) +}) + +test_that(".ldFromSketch leaves LD untouched when every allele agrees", { + h <- .lds_makeHandle() + local_mocked_bindings( + extractBlockGenotypes = .lds_mockExtractor(), + .package = "pecotmr" + ) + ids <- c("chr1:200:A:G", "chr1:400:A:G") + expect_equal( + pecotmr:::.ldFromSketch(h, ids), + pecotmr:::.ldFromSketch(h, ids), + tolerance = 1e-12 + ) +}) + test_that(".ldFromSketch errors on a variant the panel does not carry", { h <- .lds_makeHandle() expect_error( @@ -3735,28 +3349,6 @@ test_that(".requireMatchingLdSketches tolerates a chr-prefix-only difference", { ) }) -# ============================================================================= -# Additional coverage: loadLdSketch non-LdData guard -# ============================================================================= - -test_that("loadLdSketch errors when loadLdMatrix does not return an LdData", { - local_mocked_bindings( - loadLdMatrix = function( - ldMetaFilePath, - region, - returnGenotype = FALSE, - nSample = NULL, - ... - ) { - list() - }, - .package = "pecotmr" - ) - expect_error( - pecotmr::loadLdSketch("fake_path.tsv", "chr1:1-100"), - "must return an LdData" - ) -}) # ============================================================================= # Additional coverage: loadLdFromBlocks empty-block handling @@ -4092,7 +3684,7 @@ test_that("dropCollinearColumns prints verbose messages for each strategy", { pecotmr:::dropCollinearColumns( X, c("a", "b", "c"), - strategy = "response_correlation", + strategy = "responseCorrelation", response = y, verbose = TRUE ), @@ -4238,98 +3830,6 @@ test_that("extractLdMatrix returns the genotype matrix when wantGenotype=TRUE", expect_equal(result, X) }) -# ============================================================================= -# Additional coverage: ldLoader region-mode subsample/scale + ldInfo auto-detect -# ============================================================================= - -test_that("ldLoader region mode subsamples and scales genotype matrices", { - skip_if_not_installed("pgenlibr") - meta_file <- file.path(test_data_dir, "ld_meta_region_geno_tmp.tsv") - on.exit(unlink(meta_file), add = TRUE) - writeLines(paste("chrom", "start", "end", "path", sep = "\t"), meta_file) - cat( - paste("21", "0", "0", "test_variants", sep = "\t"), - "\n", - file = meta_file, - append = TRUE - ) - set.seed(1) - loader <- ldLoader( - ldMetaPath = meta_file, - regions = geno_region_all, - returnGenotype = TRUE, - maxVariants = 20 - ) - mat <- loadLdBlock(loader, 1) - expect_equal(ncol(mat), 20L) - expect_equal(nrow(mat), 100L) # samples - expect_true(all(is.finite(mat))) # scaled, NAs replaced with 0 -}) - -test_that("ldLoader region mode subsamples a correlation matrix", { - skip_if_not_installed("pgenlibr") - meta_file <- file.path(test_data_dir, "ld_meta_region_corr_tmp.tsv") - on.exit(unlink(meta_file), add = TRUE) - writeLines(paste("chrom", "start", "end", "path", sep = "\t"), meta_file) - cat( - paste("21", "0", "0", "test_variants", sep = "\t"), - "\n", - file = meta_file, - append = TRUE - ) - set.seed(2) - loader <- ldLoader( - ldMetaPath = meta_file, - regions = geno_region_all, - returnGenotype = FALSE, - maxVariants = 15 - ) - mat <- loadLdBlock(loader, 1) - expect_equal(dim(mat), c(15L, 15L)) -}) - -test_that("ldLoader ldInfo auto-detects companion file when SNP_file is absent", { - ld_file <- file.path( - test_data_dir, - "LD_block_1.chr1_1000_1200.float16.txt.xz" - ) - bim_file <- file.path( - test_data_dir, - "LD_block_1.chr1_1000_1200.float16.bim" - ) - real_process <- pecotmr:::processLdMatrix - local_mocked_bindings( - processLdMatrix = function(LD_file_path, snp_file_path = NULL) { - # In the SNP_file-absent branch, snp_file_path is NULL (auto-detect). - result <- real_process(LD_file_path, bim_file) - variant_ids <- result$ldVariants$variants - ref <- pecotmr:::parseVariantId(variant_ids) - ref$variant_id <- variant_ids - gr <- pecotmr:::.refPanelToGranges(ref) - bm <- data.frame( - blockId = 1L, - chrom = as.character(ref$chrom[1]), - blockStart = min(ref$pos), - blockEnd = max(ref$pos), - size = length(variant_ids), - startIdx = 1L, - endIdx = length(variant_ids), - stringsAsFactors = FALSE - ) - LdData( - correlation = result$ldMatrix, - variants = gr, - blockMetadata = bm - ) - }, - .package = "pecotmr" - ) - loader <- ldLoader(ldInfo = data.frame(LD_file = ld_file)) # no SNP_file column - mat <- loadLdBlock(loader, 1) - expect_true(is.matrix(mat)) - expect_true(isSymmetric(mat)) - expect_true(nrow(mat) > 0) -}) # ============================================================================= # Additional coverage: computeLd alternative backends + guard rails @@ -4637,3 +4137,219 @@ test_that(".panelAfreqPrefixes reads only the chromosomes the panel spans", { sharded@snpInfo$CHR <- rep("22", nrow(getSnpInfo(handle))) expect_identical(.panelAfreqPrefixes(sharded), getPath(handle)) }) + + +# ============================================================================= +# loadLdMatrix: coordinate-free sources and per-block options +# +# These cover what ldLoader() / loadLdBlock() / loadLdSketch() used to do, +# now folded into the single loader. Every source returns an LdData, which is +# the point of the consolidation -- callers no longer branch on what they +# loaded from. +# ============================================================================= + +test_that("loadLdMatrix requires exactly one addressing mode", { + R <- matrix(c(1, 0.5, 0.5, 1), 2, 2) + expect_error(loadLdMatrix(R), "either `region` or `block`") + expect_error( + loadLdMatrix(R, region = "chr1:1-2", block = 1), + "not both" + ) + # A coordinate-free source cannot be addressed by region. + expect_error(loadLdMatrix(R, region = "chr1:1-2"), "addressed with `block`") +}) + +test_that("loadLdMatrix loads an in-memory correlation matrix by block", { + R1 <- matrix(c(1, 0.3, 0.3, 1), 2, 2) + R2 <- matrix(c(1, 0.8, 0.8, 1), 2, 2) + expect_equal(unname(getCorrelation(loadLdMatrix(R1, block = 1))), R1) + expect_equal( + unname(getCorrelation(loadLdMatrix(list(R1, R2), block = 2))), + R2 + ) +}) + +test_that("loadLdMatrix treats a tall matrix as genotypes", { + X <- matrix(rnorm(40), 10, 4) + ld <- loadLdMatrix(X, block = 1) + expect_true(hasGenotypes(ld)) + expect_equal(length(ld), 4L) +}) + +test_that("loadLdMatrix subsamples oversized blocks reproducibly", { + R <- matrix(0.1, 10, 10) + diag(R) <- 1 + small <- loadLdMatrix(R, block = 1, maxVariants = 5, seed = 42) + expect_equal(length(small), 5L) + expect_equal(dim(getCorrelation(small)), c(5L, 5L)) + # Same seed, same draw. + again <- loadLdMatrix(R, block = 1, maxVariants = 5, seed = 42) + expect_equal(getVariantIds(small), getVariantIds(again)) + # A cap above the block size is a no-op. + expect_equal(length(loadLdMatrix(R, block = 1, maxVariants = 100)), 10L) +}) + +test_that("loadLdMatrix reads an ldInfo table by block", { + skip_if_not_installed("pgenlibr") + ldInfo <- data.frame( + LD_file = file.path(test_path("test_data"), "test_variants") + ) + ld <- loadLdMatrix(ldInfo, block = 1) + expect_s4_class(ld, "LdData") + expect_equal(length(ld), 349L) +}) + +test_that("loadLdMatrix validates an ldInfo table", { + expect_error( + loadLdMatrix(data.frame(col1 = "a"), block = 1), + "needs an `LD_file` column" + ) +}) + +test_that("loadLdMatrix takes a vector of regions", { + meta <- system.file( + "extdata", + "ld_reference", + "ld_meta_file.tsv", + package = "pecotmr" + ) + region <- "chr22:10000000-19000000" + many <- loadLdMatrix(meta, region = c(region, region)) + expect_type(many, "list") + expect_length(many, 2L) + expect_s4_class(many[[1]], "LdData") + expect_equal(length(many[[1]]), length(many[[2]])) +}) + +test_that("loadLdMatrix can materialize genotypes onto the object", { + meta <- system.file( + "extdata", + "ld_reference", + "ld_meta_file.tsv", + package = "pecotmr" + ) + region <- "chr22:10000000-19000000" + lazy <- loadLdMatrix(meta, region = region, returnGenotype = TRUE) + eager <- loadLdMatrix( + meta, + region = region, + returnGenotype = TRUE, + materializeGenotypes = TRUE + ) + # Same data; the difference is whether later access re-reads the file. + expect_s4_class(getGenotypeHandle(lazy), "GenotypeHandle") + expect_true(is.matrix(getGenotypeHandle(eager))) + expect_equal(getGenotypes(lazy), getGenotypes(eager)) +}) + +test_that("loadLdMatrix can drop monomorphic variants", { + meta <- system.file( + "extdata", + "ld_reference", + "ld_meta_file.tsv", + package = "pecotmr" + ) + region <- "chr22:10000000-19000000" + full <- loadLdMatrix(meta, region = region, returnGenotype = TRUE) + kept <- loadLdMatrix( + meta, + region = region, + returnGenotype = TRUE, + dropMonomorphic = TRUE + ) + # This panel has no monomorphic variants, so the filter is a no-op here; + # what matters is that it does not drop polymorphic ones. + expect_lte(length(kept), length(full)) + af <- getRefPanel(kept)$allele_freq + expect_true(all(af > 0 & af < 1)) +}) + + +# ============================================================================= +# One failure mode for a missing or invalid LD sketch +# +# Panel access happens through several routes: the shared `.ldFromSketch()`, +# ctwas's whole-panel assembler, RAiSS's coordinate window, and the bare +# accessors. They used to disagree on what a bad sketch looked like -- the +# shared path said so plainly while the others surfaced "unable to find an +# inherited method for 'getSnpInfo'" from whichever accessor touched it +# first. The guard now sits at `.ldSketchRanges()` / `.ldSketchDosage()`, the +# two primitives everything funnels through. +# ============================================================================= + +test_that("every panel access route rejects a NULL sketch the same way", { + df <- data.frame( + chrom = "chr22", + pos = 1:3, + SNP = paste0("chr22:", 1:3, ":A:G") + ) + routes <- list( + shared = function() { + pecotmr:::.ldFromSketch(NULL, "chr22:1:A:G", label = "demo") + }, + ctwas = function() pecotmr:::.ctwasComputeFullPanelLd(NULL), + raiss = function() pecotmr:::.qcRaissWindowIdx(df, NULL, 0L), + matchIds = function() pecotmr:::.ldSketchMatchIds(NULL), + dosage = function() pecotmr:::.ldSketchDosage(NULL, 1L), + ranges = function() pecotmr:::.ldSketchRanges(NULL) + ) + for (nm in names(routes)) { + expect_error(routes[[nm]](), "carries no ldSketch", info = nm) + } +}) + +test_that("a non-panel sketch is rejected by every route", { + expect_error( + pecotmr:::.ldSketchRanges("not a panel"), + "must be a genotype panel" + ) + expect_error( + pecotmr:::.ctwasComputeFullPanelLd("not a panel"), + "must be a genotype panel" + ) + expect_error( + pecotmr:::.ldSketchDosage("not a panel", 1L), + "must be a genotype panel" + ) +}) + +test_that("callers that validate first keep their own label", { + # The generic guard must not mask a caller's more specific message. + shared <- tryCatch( + pecotmr:::.ldFromSketch(NULL, "x", label = "fineMappingPipeline"), + error = conditionMessage + ) + expect_match(shared, "^fineMappingPipeline:") + ctwas <- tryCatch( + pecotmr:::.ctwasComputeFullPanelLd(NULL), + error = conditionMessage + ) + expect_match(ctwas, "^ctwasPipeline:") +}) + +test_that("panel identity uses the allele-repaired ids for comparison", { + # `.ldSketchMatchIds()` repairs an id whose allele fields are tags rather + # than DNA, filling them from the panel's A1/A2 mcols; that repaired form + # is what every comparison against sumstats or weights uses. + repaired <- pecotmr:::.repairVariantIds( + c("chr1:100:R:V", "chr1:200:R:V"), + A2 = c("A", "C"), + A1 = c("G", "T") + ) + expect_equal(repaired, c("chr1:100:A:G", "chr1:200:C:T")) + + # An id that already carries DNA alleles is left alone. + dna <- c("chr1:100:A:G") + expect_equal(pecotmr:::.repairVariantIds(dna, A2 = "C", A1 = "T"), dna) + + # And an rsID panel passes through unchanged -- `.ldFromSketchMatch()` + # falls back to exact id matching for those, so rewriting them would + # break the match rather than fix it. + panel <- readGenotypes( + system.file("extdata", "toy_ref.bed", package = "pecotmr") + ) + expect_equal( + pecotmr:::.ldSketchMatchIds(panel), + pecotmr:::.ldSketchVariantIds(panel) + ) +}) diff --git a/tests/testthat/test_mashPipeline.R b/tests/testthat/test_mashPipeline.R index 271410bb..c27b3bdd 100644 --- a/tests/testthat/test_mashPipeline.R +++ b/tests/testthat/test_mashPipeline.R @@ -575,12 +575,14 @@ test_that("mashPipeline estimates Vhat from a null set and defaults nPcs", { skip_if_not_installed("flashier") data(qtlSumStatsMulticontextExample) ss <- qtlSumStatsMulticontextExample - # Supplying `null` triggers estimate_null_correlation_simple; leaving nPcs - # NULL exercises the `nPcs <- ncol(Bhat) - 1` default in the cov_* chain. + # `residualCorrelationMethod = "simple"` runs + # estimate_null_correlation_simple on the null set; leaving nPcs NULL + # exercises the `nPcs <- ncol(Bhat) - 1` default in the cov_* chain. res <- suppressMessages(suppressWarnings( mashPipeline( list(strong = ss, random = ss, null = ss), alpha = 0, + residualCorrelationMethod = "simple", setSeed = 1L ) )) @@ -594,6 +596,160 @@ test_that("mashPipeline estimates Vhat from a null set and defaults nPcs", { expect_equal(sum(res$w), 1, tolerance = 1e-6) }) +# --------------------------------------------------------------------------- +# residualCorrelationMethod +# +# Vhat used to be chosen by inspecting which partitions were present, so a +# caller without a null set silently assumed zero residual correlation. The +# choice is now always explicit. +# --------------------------------------------------------------------------- + +test_that("the default is identity regardless of which partitions are given", { + skip_if_not_installed("mashr") + skip_if_not_installed("flashier") + data(qtlSumStatsMulticontextExample) + ss <- qtlSumStatsMulticontextExample + # The default must not depend on data shape -- that was the old silent + # behaviour this argument replaced. + withNull <- suppressMessages(suppressWarnings(mashPipeline( + list(strong = ss, random = ss, null = ss), + alpha = 0, + setSeed = 1L + ))) + withoutNull <- suppressMessages(suppressWarnings(mashPipeline( + list(strong = ss, random = ss), + alpha = 0, + setSeed = 1L + ))) + explicit <- suppressMessages(suppressWarnings(mashPipeline( + list(strong = ss, random = ss, null = ss), + alpha = 0, + residualCorrelationMethod = "identity", + setSeed = 1L + ))) + expect_equal(withNull$U, withoutNull$U) + expect_equal(withNull$w, withoutNull$w) + expect_equal(withNull$U, explicit$U) +}) + +test_that("an unused null partition is reported", { + skip_if_not_installed("mashr") + skip_if_not_installed("flashier") + data(qtlSumStatsMulticontextExample) + ss <- qtlSumStatsMulticontextExample + # Assembling a null set and still getting identity is more often an + # oversight than an intent, so it must not pass silently. + expect_message( + suppressWarnings(mashPipeline( + list(strong = ss, random = ss, null = ss), + alpha = 0, + setSeed = 1L + )), + "does not use it" + ) + # Naming identity explicitly does not change that the set is unused. + expect_message( + suppressWarnings(mashPipeline( + list(strong = ss, random = ss, null = ss), + alpha = 0, + residualCorrelationMethod = "identity", + setSeed = 1L + )), + "'null' partition" + ) +}) + +test_that("no unused-null notice when there is nothing to ignore", { + skip_if_not_installed("mashr") + skip_if_not_installed("flashier") + data(qtlSumStatsMulticontextExample) + ss <- qtlSumStatsMulticontextExample + noNull <- function() { + suppressWarnings(mashPipeline( + list(strong = ss, random = ss), + alpha = 0, + setSeed = 1L + )) + } + expect_no_message(noNull(), message = "'null' partition") + # Nor when the null set is actually being consumed. + usesNull <- function() { + suppressWarnings(mashPipeline( + list(strong = ss, random = ss, null = ss), + alpha = 0, + residualCorrelationMethod = "simple", + setSeed = 1L + )) + } + expect_no_message(usesNull(), message = "does not use it") +}) + +test_that("mashPipeline honours a data-driven residualCorrelationMethod", { + skip_if_not_installed("mashr") + skip_if_not_installed("flashier") + data(qtlSumStatsMulticontextExample) + ss <- qtlSumStatsMulticontextExample + sl <- list(strong = ss, random = ss, null = ss) + identityFit <- suppressMessages(suppressWarnings(mashPipeline( + sl, + alpha = 0, + residualCorrelationMethod = "identity", + setSeed = 1L + ))) + simpleFit <- suppressMessages(suppressWarnings(mashPipeline( + sl, + alpha = 0, + residualCorrelationMethod = "simple", + setSeed = 1L + ))) + # A different V has to move the fit, or the argument is not reaching it. + expect_false(isTRUE(all.equal(identityFit$w, simpleFit$w))) +}) + +test_that("mashPipeline rejects an unknown residualCorrelationMethod", { + data(qtlSumStatsMulticontextExample) + ss <- qtlSumStatsMulticontextExample + expect_error( + mashPipeline( + list(strong = ss, random = ss), + alpha = 0, + residualCorrelationMethod = "bogus" + ), + "bogus" + ) +}) + +test_that("a method needing a partition it lacks errors through mashPipeline", { + skip_if_not_installed("mashr") + data(qtlSumStatsMulticontextExample) + ss <- qtlSumStatsMulticontextExample + expect_error( + mashPipeline( + list(strong = ss, random = ss), + alpha = 0, + residualCorrelationMethod = "simple" + ), + "requires a 'null' entry" + ) +}) + +test_that("a supplied residualCorrelation wins over the method", { + skip_if_not_installed("mashr") + skip_if_not_installed("flashier") + data(qtlSumStatsMulticontextExample) + ss <- qtlSumStatsMulticontextExample + # 'simple' would error without a null set; the supplied matrix means the + # estimator is never consulted. + res <- suppressMessages(suppressWarnings(mashPipeline( + list(strong = ss, random = ss), + alpha = 0, + residualCorrelation = diag(3), + residualCorrelationMethod = "simple", + setSeed = 1L + ))) + expect_named(res, c("U", "w")) +}) + # --------------------------------------------------------------------------- # mashResidualCorrelation — the Vhat estimator extracted from mashPipeline. # --------------------------------------------------------------------------- @@ -641,7 +797,7 @@ test_that("mashResidualCorrelation(simple) errors without a null entry", { ) }) -test_that("mashResidualCorrelation(simple_specific) returns a null correlation", { +test_that("mashResidualCorrelation(simpleSpecific) returns a null correlation", { skip_if_not_installed("mashr") data(qtlSumStatsMulticontextExample) ss <- qtlSumStatsMulticontextExample @@ -649,7 +805,7 @@ test_that("mashResidualCorrelation(simple_specific) returns a null correlation", mashResidualCorrelation( list(strong = ss, null = ss), alpha = 0, - method = "simple_specific" + method = "simpleSpecific" ) )) expect_equal(dim(v), c(3L, 3L)) @@ -715,7 +871,7 @@ test_that("mashResidualCorrelation errors when a method's inputs are missing", { # --------------------------------------------------------------------------- # mashPriorCovariances — the covariance + weight estimator extracted from # mashPipeline. Default builds every non-udr component (canonical + pca + -# flash + flash_nonneg) refined by cov_ed. +# flash + flashNonneg) refined by cov_ed. # --------------------------------------------------------------------------- test_that("mashPriorCovariances computes the default (all-but-udr) prior", { @@ -790,7 +946,7 @@ test_that("mashPriorCovariances validates a supplied prior", { ) }) -test_that("mashPriorCovariances(flash_nonneg) adds components vs flash-only", { +test_that("mashPriorCovariances(flashNonneg) adds components vs flash-only", { skip_if_not_installed("mashr") skip_if_not_installed("flashier") data(qtlSumStatsMulticontextExample) @@ -810,7 +966,7 @@ test_that("mashPriorCovariances(flash_nonneg) adds components vs flash-only", { list(strong = ss), alpha = 0, vhat = diag(3), - components = c("canonical", "pca", "flash", "flash_nonneg"), + components = c("canonical", "pca", "flash", "flashNonneg"), nPcs = 2L, setSeed = 1L ) @@ -1030,6 +1186,7 @@ test_that("mashPipeline result == composing the two extracted building blocks", mashPipeline( list(strong = ss, random = ss, null = ss), alpha = 0, + residualCorrelationMethod = "simple", setSeed = 1L ) )) @@ -1101,6 +1258,74 @@ test_that("mashModelFit validates the prior and the fitOn entry", { ) }) +# --------------------------------------------------------------------------- +# Prior-shape normalisation (.mashAsUlist) +# +# The two producers disagree on shape: mashCovarianceComponents() returns a +# bare Ulist, mashPriorCovariances() wraps it as list(U, w, loglik). Every +# consumer must take either, so a chain can be written without reaching for +# `$U`. +# --------------------------------------------------------------------------- + +test_that(".mashAsUlist unwraps the wrapper and passes a bare Ulist through", { + ulist <- list(identity = diag(3), effectA = diag(c(1, 0, 0))) + wrapped <- list(U = ulist, w = c(0.5, 0.5), loglik = -10) + + expect_equal(pecotmr:::.mashAsUlist(wrapped), ulist) + expect_equal(pecotmr:::.mashAsUlist(ulist), ulist) + expect_null(pecotmr:::.mashAsUlist(NULL)) +}) + +test_that(".mashAsUlist does not mistake a covariance named U for the wrapper", { + # A genuine Ulist entry named "U" is a matrix, not a list, which is what + # keeps the two shapes distinguishable. + ulist <- list(U = diag(3), identity = diag(3)) + expect_equal(pecotmr:::.mashAsUlist(ulist), ulist) +}) + +test_that("mashModelFit accepts either prior shape and fits identically", { + skip_if_not_installed("mashr") + data(qtlSumStatsMulticontextExample) + ss <- qtlSumStatsMulticontextExample + ulist <- list(identity = diag(3), effectA = diag(c(1, 0, 0))) + wrapped <- list(U = ulist, w = NULL, loglik = NULL) + + fit <- function(prior) { + suppressMessages(suppressWarnings(mashModelFit( + list(random = ss), + alpha = 0, + priorCovariances = prior, + vhat = diag(3), + setSeed = 1L + ))) + } + expect_equal(fit(wrapped)$loglik, fit(ulist)$loglik) +}) + +test_that("mashPriorCovariances accepts either shape for its two prior args", { + skip_if_not_installed("mashr") + data(qtlSumStatsMulticontextExample) + ss <- qtlSumStatsMulticontextExample + sl <- list(strong = ss, random = ss) + ulist <- list(identity = diag(3), effectA = diag(c(1, 0, 0))) + wrapped <- list(U = ulist, w = NULL, loglik = NULL) + + bare <- suppressMessages(suppressWarnings(mashPriorCovariances( + sl, + alpha = 0, + vhat = diag(3), + priorCovariances = ulist + ))) + wrap <- suppressMessages(suppressWarnings(mashPriorCovariances( + sl, + alpha = 0, + vhat = diag(3), + priorCovariances = wrapped + ))) + expect_equal(names(wrap$U), names(bare$U)) + expect_equal(wrap$w, bare$w) +}) + test_that("mashPosterior returns posterior matrices with covariance", { skip_if_not_installed("mashr") data(qtlSumStatsMulticontextExample) diff --git a/tests/testthat/test_mashWrapper.R b/tests/testthat/test_mashWrapper.R index 649cc612..1d87cd43 100644 --- a/tests/testthat/test_mashWrapper.R +++ b/tests/testthat/test_mashWrapper.R @@ -921,7 +921,7 @@ test_that("filterMixtureComponents subsets conditions", { # =========================================================================== # ========================================================================= -# mrmashWrapper.R: compute_w0 (lines 284-298) +# mrmashWrapper.R: computeW0 (lines 284-298) # ========================================================================= # =========================================================================== diff --git a/tests/testthat/test_regularizedRegressionWrappers.R b/tests/testthat/test_regularizedRegressionWrappers.R index cec64859..18007f5a 100644 --- a/tests/testthat/test_regularizedRegressionWrappers.R +++ b/tests/testthat/test_regularizedRegressionWrappers.R @@ -82,29 +82,29 @@ test_that("fitSusieInfThenSusieRss returns two fits", { # === Tests migrated from test_mrmashWrapper.R (mr.mash + glasso/glmnet coef helpers) === -test_that("compute_w0 returns uniform weights when ncomps == 1", { +test_that("computeW0 returns uniform weights when ncomps == 1", { Bhat <- matrix(c(1, 0, 0, 2, 0, 0), nrow = 3, ncol = 2) - result <- pecotmr:::compute_w0(Bhat, ncomps = 1) + result <- pecotmr:::computeW0(Bhat, ncomps = 1) expect_equal(result, 1) }) -test_that("compute_w0 handles all-zero Bhat by returning uniform weights", { +test_that("computeW0 handles all-zero Bhat by returning uniform weights", { # When Bhat is all zero, prop_nonzero = 0 # w0 = c(1, 0, ..., 0) => sum(w0 != 0) < 2 => fallback to uniform Bhat <- matrix(0, nrow = 5, ncol = 3) - result <- pecotmr:::compute_w0(Bhat, ncomps = 4) + result <- pecotmr:::computeW0(Bhat, ncomps = 4) expect_equal(result, rep(1 / 4, 4)) expect_equal(sum(result), 1) }) -test_that("compute_w0 distributes weight based on nonzero rows when ncomps > 1", { +test_that("computeW0 distributes weight based on nonzero rows when ncomps > 1", { # 2 out of 4 rows have nonzero entries Bhat <- matrix(0, nrow = 4, ncol = 2) Bhat[1, 1] <- 1 Bhat[3, 2] <- 2 - result <- pecotmr:::compute_w0(Bhat, ncomps = 3) + result <- pecotmr:::computeW0(Bhat, ncomps = 3) expect_equal(length(result), 3) expect_equal(sum(result), 1, tolerance = 1e-10) # First element should be (1 - prop_nonzero) = 0.5 @@ -112,10 +112,10 @@ test_that("compute_w0 distributes weight based on nonzero rows when ncomps > 1", }) # ========================================================================= -# mrmashWrapper.R: rescale_cov_w0 (lines 300-329) +# mrmashWrapper.R: rescaleCovW0 (lines 300-329) # ========================================================================= -test_that("rescale_cov_w0 removes null component and renormalizes", { +test_that("rescaleCovW0 removes null component and renormalizes", { w0 <- c( null = 0.3, XtX_1 = 0.2, @@ -123,22 +123,22 @@ test_that("rescale_cov_w0 removes null component and renormalizes", { FLASH_1 = 0.15, FLASH_2 = 0.25 ) - result <- pecotmr:::rescale_cov_w0(w0) + result <- pecotmr:::rescaleCovW0(w0) expect_false("null" %in% names(result)) expect_equal(sum(result), 1, tolerance = 1e-10) }) -test_that("rescale_cov_w0 handles all-zero non-null weights", { +test_that("rescaleCovW0 handles all-zero non-null weights", { w0 <- c(null = 1.0, XtX_1 = 0, XtX_2 = 0, FLASH_1 = 0) - result <- pecotmr:::rescale_cov_w0(w0) + result <- pecotmr:::rescaleCovW0(w0) # All non-null weights are zero -> equal weights expect_equal(sum(result), 1, tolerance = 1e-10) expect_true(all(result == result[1])) # all equal }) -test_that("rescale_cov_w0 groups correctly by prior group prefix", { +test_that("rescaleCovW0 groups correctly by prior group prefix", { w0 <- c( null = 0.5, PCA_1 = 0.1, @@ -146,7 +146,7 @@ test_that("rescale_cov_w0 groups correctly by prior group prefix", { tFLASH_1 = 0.1, tFLASH_2 = 0.1 ) - result <- pecotmr:::rescale_cov_w0(w0) + result <- pecotmr:::rescaleCovW0(w0) expect_true("PCA" %in% names(result)) expect_true("tFLASH" %in% names(result)) expect_equal(sum(result), 1, tolerance = 1e-10) @@ -625,9 +625,9 @@ test_that("lassosumRssWeights returns length-p weights and records the selection f <- .rrwStatLd() w <- lassosumRssWeights(f$stat, f$LD) expect_length(w, f$p) - expect_equal(unname(attr(w, "lassosum_selection")["mode"]), "ld_quadratic") + expect_equal(unname(attr(w, "lassosum_selection")["mode"]), "ldQuadratic") expect_length( - lassosumRssWeights(f$stat, f$LD, selection = "min_fbeta"), + lassosumRssWeights(f$stat, f$LD, selection = "minFbeta"), f$p ) }) @@ -658,10 +658,10 @@ test_that("prsCsWeights and sdprWeights follow the (stat, LD) contract", { ) }) -test_that("mrAshRssWeights returns posterior-mean weights of length p", { +test_that("mrashRssWeights returns posterior-mean weights of length p", { skip_if_not_installed("susieR") f <- .rrwStatLd() - w <- mrAshRssWeights( + w <- mrashRssWeights( f$stat, f$LD, varY = 1, @@ -742,7 +742,7 @@ test_that(".lassosumSelectMinFbeta picks the minimum-fbeta candidate", { data.frame(fbeta = c(3, 1, 2, 4)) ) expect_equal(r$index, 2) - expect_equal(r$mode, "min_fbeta") + expect_equal(r$mode, "minFbeta") expect_equal(r$beta, cb[, 2]) }) @@ -751,7 +751,7 @@ test_that(".lassosumSelectLdQuadratic scores candidates by c'b / sqrt(b'Rb)", { set.seed(8) cb <- matrix(rnorm(f$p * 4), f$p, 4) r <- pecotmr:::.lassosumSelectLdQuadratic(cb, f$stat$b, f$LD) - expect_equal(r$mode, "ld_quadratic") + expect_equal(r$mode, "ldQuadratic") expect_true(r$index %in% seq_len(4)) expect_equal(r$beta, cb[, r$index]) }) diff --git a/tests/testthat/test_relatednessQc.R b/tests/testthat/test_relatednessQc.R index 41f5936f..50388c3e 100644 --- a/tests/testthat/test_relatednessQc.R +++ b/tests/testthat/test_relatednessQc.R @@ -16,7 +16,7 @@ no_related_pairs_remain <- function( all(kept[[value]] < threshold) } -test_that("maximize_unrelated removes related individuals and leaves clean set", { +test_that("maximizeUnrelated removes related individuals and leaves clean set", { skip_if_not_installed("igraph") skip_if_not_installed("plinkQC") @@ -32,7 +32,7 @@ test_that("maximize_unrelated removes related individuals and leaves clean set", result <- filterRelatedness( relatedness = rel, relatednessThreshold = threshold, - analysisType = "maximize_unrelated" + analysisType = "maximizeUnrelated" ) expect_type(result, "character") @@ -55,7 +55,7 @@ test_that("no related pairs returns empty exclusion vector", { result <- filterRelatedness( relatedness = rel, relatednessThreshold = threshold, - analysisType = "maximize_unrelated" + analysisType = "maximizeUnrelated" ) expect_type(result, "character") @@ -82,7 +82,7 @@ test_that("large component pre-pruning removes individuals", { result <- filterRelatedness( relatedness = rel, relatednessThreshold = threshold, - analysisType = "maximize_unrelated", + analysisType = "maximizeUnrelated", maxComponentSize = 10, verbose = TRUE ) @@ -93,7 +93,7 @@ test_that("large component pre-pruning removes individuals", { expect_true(no_related_pairs_remain(rel, result, threshold)) }) -test_that("maximize_cases preferentially retains cases", { +test_that("maximizeCases preferentially retains cases", { skip_if_not_installed("igraph") skip_if_not_installed("plinkQC") @@ -118,7 +118,7 @@ test_that("maximize_cases preferentially retains cases", { result <- filterRelatedness( relatedness = rel, relatednessThreshold = threshold, - analysisType = "maximize_cases", + analysisType = "maximizeCases", phenoData = pheno, phenoCol = "pheno" ) @@ -133,7 +133,7 @@ test_that("maximize_cases preferentially retains cases", { expect_true(no_related_pairs_remain(rel, result, threshold)) }) -test_that("maximize_cases errors without pheno_data", { +test_that("maximizeCases errors without phenoData", { skip_if_not_installed("igraph") skip_if_not_installed("plinkQC") @@ -148,13 +148,13 @@ test_that("maximize_cases errors without pheno_data", { filterRelatedness( relatedness = rel, relatednessThreshold = 0.125, - analysisType = "maximize_cases" + analysisType = "maximizeCases" ), "Must provide phenoData" ) }) -test_that("maximize_cases excludes a control listed as IID1 paired with a kept case", { +test_that("maximizeCases excludes a control listed as IID1 paired with a kept case", { skip_if_not_installed("igraph") skip_if_not_installed("plinkQC") @@ -176,7 +176,7 @@ test_that("maximize_cases excludes a control listed as IID1 paired with a kept c result <- filterRelatedness( relatedness = rel, relatednessThreshold = 0.125, - analysisType = "maximize_cases", + analysisType = "maximizeCases", phenoData = pheno ) @@ -214,7 +214,7 @@ test_that("iterative cleanup loops and warns when related pairs persist", { result <- filterRelatedness( relatedness = rel, relatednessThreshold = 0.125, - analysisType = "maximize_unrelated", + analysisType = "maximizeUnrelated", maxIterations = 2L, verbose = TRUE ), diff --git a/tests/testthat/test_rrDispatch.R b/tests/testthat/test_rrDispatch.R index 937a9fee..8e2e53ea 100644 --- a/tests/testthat/test_rrDispatch.R +++ b/tests/testthat/test_rrDispatch.R @@ -88,7 +88,7 @@ test_that("lassosumRssWeights dispatches to lassosumRss once per s value", { stat = stat, LD = R, s = c(0.2, 0.9), - selection = "min_fbeta" + selection = "minFbeta" ) expect_equal(length(call_log$calls), 2L) expect_equal(call_log$calls[[1]]$n, 100) @@ -119,7 +119,7 @@ test_that("lassosumRssWeights defaults to LD-quadratic selection", { expect_equal(c(result), expected) expect_equal( unname(attr(result, "lassosum_selection")["mode"]), - "ld_quadratic" + "ldQuadratic" ) }) @@ -142,7 +142,7 @@ test_that("lassosumRssWeights uses first-max tie behavior for LD-quadratic selec expect_equal(c(result), c(1, 0, 0)) expect_equal( unname(attr(result, "lassosum_selection")["mode"]), - "ld_quadratic" + "ldQuadratic" ) }) @@ -166,12 +166,12 @@ test_that("lassosumRssWeights still supports explicit min(fbeta)", { stat = stat, LD = R, s = 0.5, - selection = "min_fbeta" + selection = "minFbeta" ) expect_equal(c(result), expected) expect_equal( unname(attr(result, "lassosum_selection")["mode"]), - "min_fbeta" + "minFbeta" ) }) diff --git a/tests/testthat/test_rrLassosum.R b/tests/testthat/test_rrLassosum.R index b9eb6009..dd4b226e 100644 --- a/tests/testthat/test_rrLassosum.R +++ b/tests/testthat/test_rrLassosum.R @@ -79,7 +79,7 @@ test_that("lassosumRssWeights calls lassosumRss and returns betaEst", { expect_equal(c(result), expected) expect_equal( unname(attr(result, "lassosum_selection")["mode"]), - "ld_quadratic" + "ldQuadratic" ) }) @@ -106,7 +106,7 @@ test_that("lassosumRssWeights clamps correlation input before scaling", { stat = stat, LD = R, s = 0.5, - selection = "min_fbeta" + selection = "minFbeta" ) scaled_cor <- captured / sqrt(n) expect_true(max(abs(scaled_cor)) < 1) diff --git a/tests/testthat/test_rrMrAshRss.R b/tests/testthat/test_rrMrAshRss.R index 40e26a3e..0c7d9eb6 100644 --- a/tests/testthat/test_rrMrAshRss.R +++ b/tests/testthat/test_rrMrAshRss.R @@ -1,10 +1,10 @@ context("regularized_regression - mr_ash_rss") # ============================================================================ -# mrAshRssWeights - dispatch + smoke test +# mrashRssWeights - dispatch + smoke test # ============================================================================ -test_that("mrAshRssWeights forwards arguments to susieR::mr.ash.rss", { +test_that("mrashRssWeights forwards arguments to susieR::mr.ash.rss", { set.seed(42) p <- 10 bhat <- rnorm(p, sd = 0.1) @@ -46,7 +46,7 @@ test_that("mrAshRssWeights forwards arguments to susieR::mr.ash.rss", { list(mu1 = seq_len(length(bhat)) * 0.01) } ) - result <- mrAshRssWeights( + result <- mrashRssWeights( stat = stat, LD = R, varY = 1.5, @@ -69,7 +69,7 @@ test_that("mrAshRssWeights forwards arguments to susieR::mr.ash.rss", { expect_equal(result, seq_len(p) * 0.01) }) -test_that("mrAshRssWeights returns a numeric vector of expected length", { +test_that("mrashRssWeights returns a numeric vector of expected length", { skip_if_not_installed("susieR") set.seed(2024) n <- 500 @@ -82,7 +82,7 @@ test_that("mrAshRssWeights returns a numeric vector of expected length", { shat <- rep(1 / sqrt(n - 1), p) R <- cor(X) stat <- list(b = bhat, seb = shat, n = rep(n, p)) - w <- mrAshRssWeights( + w <- mrashRssWeights( stat = stat, LD = R, varY = var(y), diff --git a/tests/testthat/test_sldscPostprocessingPipeline.R b/tests/testthat/test_sldscPostprocessingPipeline.R index ca0252ab..352cbf93 100644 --- a/tests/testthat/test_sldscPostprocessingPipeline.R +++ b/tests/testthat/test_sldscPostprocessingPipeline.R @@ -34,6 +34,28 @@ test_that("pipeline runs end-to-end on a single + joint SldscData", { expect_true("baselineLD_0" %in% res$params$baseline_categories) }) +# The shape assertions above pass even when every meta row is NA, which is +# what a degenerate per-block tau (constant tauBlocks -> jackknife SE of 0) +# produces: metafor gets zero-variance inputs and DerSimonian-Laird drops +# every trait, leaving nTraits == 0. Assert on the values, not just the +# columns. +test_that("meta tables pool every trait rather than dropping them", { + sd <- .sldscMkData() + res <- suppressMessages(sldscPostprocessingPipeline(sd, mafCutoff = 0.05)) + + for (tbl in c("tauStar", "enrichment", "enrichstat")) { + meta <- res$meta[[tbl]] + expect_equal(meta$nTraits, rep(2L, nrow(meta)), info = tbl) + expect_false(any(is.na(meta$singleMean)), info = tbl) + expect_true(all(is.finite(meta$singleSe)), info = tbl) + expect_true(all(meta$singleSe > 0), info = tbl) + } + # tau* is the one pooled from the jackknife blocks, so it is the column + # a zero-variance tauBlocks silently empties. + expect_true(all(res$meta$tauStar$singleMean > 0)) + expect_false(any(is.na(res$meta$tauStar$jointMean))) +}) + test_that("pipeline without joint runs yields NA joint meta", { sd <- .sldscMkData(withJoint = FALSE) res <- suppressMessages(sldscPostprocessingPipeline( diff --git a/tests/testthat/test_sldscWrapper.R b/tests/testthat/test_sldscWrapper.R index bdf4bbb9..547c4420 100644 --- a/tests/testthat/test_sldscWrapper.R +++ b/tests/testthat/test_sldscWrapper.R @@ -154,6 +154,24 @@ test_that("readSldscFrq errors on missing dir / no files", { expect_error(readSldscFrq(empty), "no .frq") }) +# PLINK writes .frq space-aligned rather than delimited. A delimiter-guessing +# reader parses the padding as empty fields and shifts every column left (CHR +# and SNP silently all-NA, MAF picking up NCHROBS), which then empties the +# annot join and takes computeSldscAnnotSd to zero degrees of freedom. The +# generated fixtures above are tab-delimited, so only a real PLINK file +# catches it. +test_that("readSldscFrq parses a space-aligned PLINK .frq", { + dir <- system.file("extdata", "sldsc", package = "pecotmr") + df <- readSldscFrq(dir, plinkName = "reference.") + expect_equal(nrow(df), 343L) + expect_false(any(is.na(df$SNP))) + expect_false(any(is.na(df$CHR))) + expect_true(is.numeric(df$MAF)) + expect_true(all(df$MAF >= 0 & df$MAF <= 0.5)) + expect_equal(df$SNP[[1]], "rs10865542") + expect_equal(df$MAF[[1]], 0.1656, tolerance = 1e-6) +}) + # ============================================================================= # computeSldscAnnotSd (operates on SldscData) diff --git a/tests/testthat/test_sumstatsQc.R b/tests/testthat/test_sumstatsQc.R index 9d24f3e3..7ef51e75 100644 --- a/tests/testthat/test_sumstatsQc.R +++ b/tests/testthat/test_sumstatsQc.R @@ -7189,7 +7189,7 @@ test_that("dentistSingleWindow: rsq warning on a near-singular LD block", { test_that("harmonizeAlleles renames an empty target column to unnamed_N", { # 5 columns whose first four are positional (NOT literally named - # chrom/pos/A2/A1), so harmonizeAlleles routes through variantIdToDf -- which + # chrom/pos/A2/A1), so harmonizeAlleles routes through parseVariantId -- which # preserves the extra column -- rather than the select()-based path. The 5th # column has an empty name, so the joined matchResult carries an empty-named # column and sanitizeNames() rewrites it to "unnamed_1" (sumstatsQc.R:83). diff --git a/tests/testthat/test_twasWeights.R b/tests/testthat/test_twasWeights.R index cd50e12a..b074670f 100644 --- a/tests/testthat/test_twasWeights.R +++ b/tests/testthat/test_twasWeights.R @@ -109,7 +109,7 @@ test_that(".twas_method_lookup: 'default' preset returns 10 methods", { }) test_that(".twas_method_lookup: 'fast_default' preset returns 8 methods", { - result <- pecotmr:::.twasMethodLookup("fast_default") + result <- pecotmr:::.twasMethodLookup("fastDefault") expected_names <- c( "susie_weights", "susie_inf_weights", @@ -124,7 +124,7 @@ test_that(".twas_method_lookup: 'fast_default' preset returns 8 methods", { }) test_that(".twas_method_lookup: custom vector of short names", { - result <- pecotmr:::.twasMethodLookup(c("susie", "enet", "dpr_vb")) + result <- pecotmr:::.twasMethodLookup(c("susie", "enet", "dprVb")) expect_equal( sort(names(result)), sort(c("susie_weights", "enet_weights", "dpr_vb_weights")) @@ -134,12 +134,12 @@ test_that(".twas_method_lookup: custom vector of short names", { test_that(".twas_method_lookup: unknown method produces error", { expect_error( pecotmr:::.twasMethodLookup(c("susie", "nonexistent_method")), - "Unknown TWAS method" + "unknown method token" ) }) test_that(".twas_method_lookup: default args are set for susie and mrash", { - result <- pecotmr:::.twasMethodLookup("fast_default") + result <- pecotmr:::.twasMethodLookup("fastDefault") expect_equal(result$susie_weights$refine, FALSE) # Matches susieR::susie's own defaults (L = min(10, p), greedy loop off), # as fineMappingPipeline does. @@ -157,9 +157,9 @@ test_that(".twas_method_lookup: methods with no special args get empty list", { test_that(".twas_method_lookup: all DPR variants can coexist", { result <- pecotmr:::.twasMethodLookup(c( - "dpr_vb", - "dpr_gibbs", - "dpr_adaptive_gibbs" + "dprVb", + "dprGibbs", + "dprAdaptiveGibbs" )) expect_equal( sort(names(result)), diff --git a/tests/testthat/test_twasWeightsPipeline.R b/tests/testthat/test_twasWeightsPipeline.R index 17b8c9a6..62dfecaf 100644 --- a/tests/testthat/test_twasWeightsPipeline.R +++ b/tests/testthat/test_twasWeightsPipeline.R @@ -8,7 +8,7 @@ context("twasWeightsPipeline (S4 dispatch) with mocked weight methods") # CV bookkeeping, ensemble fan-in, and packaging results into a TwasWeights # collection. The actual weight learners are external and slow. We mock the # weight functions (lassoWeights / enetWeights / susieWeights, plus the -# RSS-side susieRssWeights / lassosumRssWeights / mrAshRssWeights) to return +# RSS-side susieRssWeights / lassosumRssWeights / mrashRssWeights) to return # zero-valued vectors / matrices so the orchestration runs end-to-end on a # small fixture. # =========================================================================== @@ -396,7 +396,7 @@ test_that("twasWeightsPipeline(QtlDataset): RSS-only method rejected", { list( susieRssWeights = function(stat, LD, ...) rep(0, nrow(LD)), lassosumRssWeights = function(stat, LD, ...) rep(0, nrow(LD)), - mrAshRssWeights = function(stat, LD, ...) rep(0, nrow(LD)), + mrashRssWeights = function(stat, LD, ...) rep(0, nrow(LD)), susieInfRssWeights = function(stat, LD, ...) rep(0, nrow(LD)), sdprWeights = function(stat, LD, ...) rep(0, nrow(LD)) ) @@ -579,7 +579,7 @@ test_that("gate: unknown method tokens still error with full menu", { qd <- .tp_makeQtlDataset(contexts = "brain", traits = "ENSG_A") expect_error( twasWeightsPipeline(qd, methods = "totallyMadeUpMethod"), - "Unknown TWAS method|unknown method" + "unknown method token" ) }) @@ -1671,8 +1671,8 @@ test_that(".twasNormalizeMethods: NULL falls through to the 'default' preset", { }) test_that(".twasNormalizeMethods: character preset string forwards to .twasMethodLookup", { - res <- pecotmr:::.twasNormalizeMethods("fast_default") - fast_names <- names(pecotmr:::.twasMethodLookup("fast_default")) + res <- pecotmr:::.twasNormalizeMethods("fastDefault") + fast_names <- names(pecotmr:::.twasMethodLookup("fastDefault")) expect_equal(sort(names(res$methodList)), sort(fast_names)) }) @@ -1862,7 +1862,7 @@ test_that(".twasAssertQcd: passes when qcInfo is populated", { }) # =========================================================================== -# getSumstatDf (public method on GwasSumStats / QtlSumStats; replaces +# getSumStatsDf (public method on GwasSumStats / QtlSumStats; replaces # the now-deleted `.twasSumstatsEntryToDf` shim) # =========================================================================== @@ -1903,7 +1903,7 @@ test_that(".twasAssertQcd: passes when qcInfo is populated", { ) } -test_that("getSumstatDf: returns the canonical column layout", { +test_that("getSumStatsDf: returns the canonical column layout", { ss <- .gsd_makeGwasSumStats(data.frame( SNP = c("rs1", "rs2"), A1 = c("A", "A"), @@ -1912,7 +1912,7 @@ test_that("getSumstatDf: returns the canonical column layout", { N = c(1000L, 1500L), MAF = c(0.1, 0.3) )) - df <- getSumstatDf(ss) + df <- getSumStatsDf(ss) expect_s3_class(df, "data.frame") expect_equal(df$variant_id, c("rs1", "rs2")) expect_equal(df$chrom, c("chr1", "chr1")) @@ -1922,7 +1922,7 @@ test_that("getSumstatDf: returns the canonical column layout", { expect_equal(df$maf, c(0.1, 0.3)) }) -test_that("getSumstatDf: derives z from beta/se when derive='zFromBetaSe'", { +test_that("getSumStatsDf: derives z from beta/se when derive='zFromBetaSe'", { ss <- .gsd_makeGwasSumStats( data.frame( SNP = "rs1", @@ -1934,13 +1934,13 @@ test_that("getSumstatDf: derives z from beta/se when derive='zFromBetaSe'", { ), snp_n = 1L ) - df <- getSumstatDf(ss, derive = "zFromBetaSe") + df <- getSumStatsDf(ss, derive = "zFromBetaSe") expect_equal(df$beta, 0.5) expect_equal(df$se, 0.1) expect_equal(df$z, 0.5 / 0.1) }) -test_that("getSumstatDf: omits optional columns when absent", { +test_that("getSumStatsDf: omits optional columns when absent", { ss <- .gsd_makeGwasSumStats( data.frame( SNP = "rs1", @@ -1949,7 +1949,7 @@ test_that("getSumstatDf: omits optional columns when absent", { ), snp_n = 1L ) - df <- getSumstatDf(ss) + df <- getSumStatsDf(ss) expect_false("z" %in% names(df)) expect_false("beta" %in% names(df)) expect_false("se" %in% names(df)) @@ -1957,7 +1957,7 @@ test_that("getSumstatDf: omits optional columns when absent", { expect_false("maf" %in% names(df)) }) -test_that("getSumstatDf: require=c('Z','N') errors when columns missing", { +test_that("getSumStatsDf: require=c('Z','N') errors when columns missing", { ss <- .gsd_makeGwasSumStats( data.frame( SNP = "rs1", @@ -1967,7 +1967,7 @@ test_that("getSumstatDf: require=c('Z','N') errors when columns missing", { ), snp_n = 1L ) - expect_error(getSumstatDf(ss, require = c("Z", "N")), "no N mcol") + expect_error(getSumStatsDf(ss, require = c("Z", "N")), "no N mcol") }) # =========================================================================== @@ -2964,7 +2964,7 @@ test_that("twasWeightsPipeline(QtlSumStats): NULL methods uses the default RSS p twasWeightsPipeline(ss, methods = NULL, verbose = 0) )) expect_s4_class(res, "TwasWeights") - expect_setequal(getMethodNames(res), c("lasso", "prsCs", "dpr_gibbs")) + expect_setequal(getMethodNames(res), c("lasso", "prsCs", "dprGibbs")) }) test_that("twasWeightsPipeline(QtlSumStats): named-list methods and invalid type", { @@ -3267,7 +3267,7 @@ test_that("twasWeightsPipeline(QtlSumStats): a mismatched SNP order in a multiva ss <- .tp_makeQtlSumStats(n_entries = 2L) # (s1, t1) x 2 ctx calls <- 0L local_mocked_bindings( - getSumstatDf = function(x, study, context, trait, require, ...) { + getSumStatsDf = function(x, study, context, trait, require, ...) { calls <<- calls + 1L vid <- if (calls == 1L) { c("chr1:100:A:G", "chr1:200:A:G") @@ -3449,7 +3449,7 @@ test_that("twasWeightsPipeline RSS cutoffs match .panelVariantFilter", { # Exactly the variants the shared filter names: no more (something else is # filtering) and no fewer (the cutoff silently did nothing). ss <- .twrssf_qcd() - ids <- getSumstatDf( + ids <- getSumStatsDf( ss, study = ss$study[[1L]], context = ss$context[[1L]], diff --git a/tests/testthat/test_variantId.R b/tests/testthat/test_variantId.R index 0ad545f9..4c87a140 100644 --- a/tests/testthat/test_variantId.R +++ b/tests/testthat/test_variantId.R @@ -245,70 +245,6 @@ test_that("regionToDf: honours custom column names", { expect_equal(colnames(res), c("seq", "from", "to")) }) -# =========================================================================== -# regionsOverlap -# =========================================================================== - -test_that("regionsOverlap: TRUE when regions share a base pair", { - expect_true(regionsOverlap("chr1:100-200", "chr1:150-250")) - expect_true(regionsOverlap("chr1:100-200", "chr1:200-300")) # touching -}) - -test_that("regionsOverlap: FALSE when regions are disjoint", { - expect_false(regionsOverlap("chr1:100-200", "chr1:300-400")) -}) - -test_that("regionsOverlap: FALSE across different chromosomes", { - # Bioconductor warns when comparing GRanges with disjoint seqlevels — - # the semantics of "no overlap" is exactly what we want here. - expect_false(suppressWarnings(regionsOverlap( - "chr1:100-200", - "chr2:100-200" - ))) -}) - -test_that("regionsOverlap: accepts data.frame input", { - a <- data.frame( - chrom = "1", - start = 100L, - end = 200L, - stringsAsFactors = FALSE - ) - b <- data.frame( - chrom = "1", - start = 150L, - end = 300L, - stringsAsFactors = FALSE - ) - expect_true(regionsOverlap(a, b)) -}) - -# =========================================================================== -# findOverlappingRegions -# =========================================================================== - -test_that("findOverlappingRegions: returns the indices of overlapping targets", { - targets <- c("chr1:100-200", "chr1:300-400", "chr1:150-250", "chr2:100-200") - res <- findOverlappingRegions("chr1:175-225", targets) - expect_equal(sort(res), c(1L, 3L)) -}) - -test_that("findOverlappingRegions: empty result when no overlap", { - res <- findOverlappingRegions( - "chr1:500-600", - c("chr1:100-200", "chr1:300-400") - ) - expect_equal(res, integer(0)) -}) - -test_that("findOverlappingRegions: deduplicates target hits", { - res <- findOverlappingRegions( - "chr1:150-160", - c("chr1:100-200", "chr1:300-400") - ) - expect_equal(res, 1L) -}) - # =========================================================================== # classifyVariantType # =========================================================================== @@ -543,12 +479,12 @@ test_that("normalizeVariantId leaves unparseable ids (rsIDs) unchanged", { }) # ============================================================================= -# variantIdToDf +# parseVariantId — id-format coverage (was the variantIdToDf alias) # ============================================================================= -test_that("variantIdToDf handles colon-separated format", { +test_that("parseVariantId handles colon-separated format", { ids <- c("1:100:A:G", "2:200:C:T") - result <- pecotmr:::variantIdToDf(ids) + result <- parseVariantId(ids) expect_equal(nrow(result), 2) expect_equal(result$chrom, c("1", "2")) expect_equal(result$pos, c(100L, 200L)) @@ -557,37 +493,37 @@ test_that("variantIdToDf handles colon-separated format", { }) -test_that("variantIdToDf handles underscore-separated format", { +test_that("parseVariantId handles underscore-separated format", { ids <- c("1:100_A_G", "2:200_C_T") - result <- pecotmr:::variantIdToDf(ids) + result <- parseVariantId(ids) expect_equal(nrow(result), 2) expect_equal(result$A2, c("A", "C")) }) -test_that("variantIdToDf strips chr prefix", { +test_that("parseVariantId strips chr prefix", { ids <- c("chr1:100:A:G", "chr2:200:C:T") - result <- pecotmr:::variantIdToDf(ids) + result <- parseVariantId(ids) expect_equal(result$chrom, c("1", "2")) }) -test_that("variantIdToDf handles data.frame input with named columns", { +test_that("parseVariantId handles data.frame input with named columns", { df <- data.frame( chrom = c("chr1", "2"), pos = c(100, 200), A2 = c("A", "C"), A1 = c("G", "T") ) - suppressWarnings(result <- pecotmr:::variantIdToDf(df)) + suppressWarnings(result <- parseVariantId(df)) expect_equal(result$chrom, c("1", "2")) expect_equal(result$pos, c(100L, 200L)) }) -test_that("variantIdToDf handles 5-part IDs with build suffix", { +test_that("parseVariantId handles 5-part IDs with build suffix", { ids <- c("chr1:100:A:G:b38", "chr2:200:T:C") - result <- pecotmr:::variantIdToDf(ids) + result <- parseVariantId(ids) expect_equal(ncol(result), 4) expect_equal(colnames(result), c("chrom", "pos", "A2", "A1")) expect_equal(result$chrom, c("1", "2")) @@ -596,9 +532,9 @@ test_that("variantIdToDf handles 5-part IDs with build suffix", { }) -test_that("variantIdToDf handles mixed 4/5-part IDs", { +test_that("parseVariantId handles mixed 4/5-part IDs", { ids <- c("1:100:A:G", "chr2:200:T:C:b38", "3:300:G:A:b37") - suppressWarnings(result <- pecotmr:::variantIdToDf(ids)) + suppressWarnings(result <- parseVariantId(ids)) expect_equal(nrow(result), 3) expect_equal(ncol(result), 4) expect_equal(result$A1, c("G", "C", "A")) @@ -638,79 +574,6 @@ test_that("parseVariantId handles data.frame with generic column names", { expect_equal(result$A1, c("G", "C")) }) -# ============================================================================= - -# ============================================================================= -# regionsOverlap -# ============================================================================= - -test_that("regionsOverlap detects overlapping regions on same chromosome", { - expect_true(regionsOverlap("chr1:100-300", "chr1:200-400")) -}) - - -test_that("regionsOverlap returns FALSE for non-overlapping same-chr regions", { - expect_false(regionsOverlap("chr1:100-200", "chr1:300-400")) -}) - - -test_that("regionsOverlap returns FALSE for different chromosomes", { - expect_false(regionsOverlap("chr1:100-300", "chr2:100-300")) -}) - - -test_that("regionsOverlap detects touching boundaries", { - expect_true(regionsOverlap("chr1:100-200", "chr1:200-300")) -}) - - -test_that("regionsOverlap works with underscore-separated IDs", { - expect_true(regionsOverlap("1_100_300", "1_200_400")) - expect_false(regionsOverlap("1_100_200", "2_100_200")) -}) - - -test_that("regionsOverlap works with data.frame input", { - df_a <- data.frame(chrom = 1, start = 100, end = 300) - df_b <- data.frame(chrom = 1, start = 200, end = 400) - expect_true(regionsOverlap(df_a, df_b)) -}) - -# ============================================================================= -# findOverlappingRegions -# ============================================================================= - -test_that("findOverlappingRegions returns correct indices", { - query <- "chr1:100-300" - targets <- c("chr1:200-400", "chr2:100-200", "chr1:50-150") - result <- findOverlappingRegions(query, targets) - expect_true(1 %in% result) - expect_true(3 %in% result) - expect_false(2 %in% result) -}) - - -test_that("findOverlappingRegions returns empty vector for no matches", { - query <- "chr1:100-200" - targets <- c("chr2:100-200", "chr3:100-200") - result <- findOverlappingRegions(query, targets) - expect_length(result, 0) -}) - - -test_that("findOverlappingRegions works with data.frame targets", { - query <- "chr1:100-300" - targets <- data.frame( - chrom = c(1, 2, 1), - start = c(200, 100, 50), - end = c(400, 200, 150) - ) - result <- findOverlappingRegions(query, targets) - expect_true(1 %in% result) - expect_true(3 %in% result) - expect_false(2 %in% result) -}) - # ============================================================================= # classifyVariantType # ============================================================================= diff --git a/tests/testthat/test_vcfWriter.R b/tests/testthat/test_vcfWriter.R index 58a9ad4f..f8960ebf 100644 --- a/tests/testthat/test_vcfWriter.R +++ b/tests/testthat/test_vcfWriter.R @@ -1,4 +1,4 @@ -# Tests for writeSumstatsVcf (vcfWriter.R) +# Tests for writeSumStatsVcf (vcfWriter.R) # ============================================================================= # Test data helpers @@ -79,7 +79,7 @@ make_test_finemapping_result <- function(n = 5) { # GwasSumStats to VCF # ============================================================================= -test_that("writeSumstatsVcf writes GwasSumStats to uncompressed VCF", { +test_that("writeSumStatsVcf writes GwasSumStats to uncompressed VCF", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") @@ -87,7 +87,7 @@ test_that("writeSumstatsVcf writes GwasSumStats to uncompressed VCF", { out <- tempfile(fileext = ".vcf") on.exit(unlink(out), add = TRUE) - result <- writeSumstatsVcf(ss, out) + result <- writeSumStatsVcf(ss, out) expect_equal(result, out) expect_true(file.exists(out)) expect_gt(file.info(out)$size, 0) @@ -97,7 +97,7 @@ test_that("writeSumstatsVcf writes GwasSumStats to uncompressed VCF", { # GwasSumStats to bgzipped VCF # ============================================================================= -test_that("writeSumstatsVcf writes GwasSumStats to bgzipped VCF", { +test_that("writeSumStatsVcf writes GwasSumStats to bgzipped VCF", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") @@ -105,7 +105,7 @@ test_that("writeSumstatsVcf writes GwasSumStats to bgzipped VCF", { out <- tempfile(fileext = ".vcf.bgz") on.exit(unlink(c(out, paste0(out, ".tbi")), force = TRUE), add = TRUE) - result <- writeSumstatsVcf(ss, out) + result <- writeSumStatsVcf(ss, out) expect_equal(result, out) expect_true(file.exists(out)) expect_gt(file.info(out)$size, 0) @@ -115,7 +115,7 @@ test_that("writeSumstatsVcf writes GwasSumStats to bgzipped VCF", { # FineMappingResult to VCF # ============================================================================= -test_that("writeSumstatsVcf writes FineMappingResult to uncompressed VCF", { +test_that("writeSumStatsVcf writes FineMappingResult to uncompressed VCF", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") @@ -123,20 +123,20 @@ test_that("writeSumstatsVcf writes FineMappingResult to uncompressed VCF", { out <- tempfile(fileext = ".vcf") on.exit(unlink(out), add = TRUE) - result <- writeSumstatsVcf(fm, out) + result <- writeSumStatsVcf(fm, out) expect_equal(result, out) expect_true(file.exists(out)) expect_gt(file.info(out)$size, 0) }) -test_that("writeSumstatsVcf(FineMappingResult): emits PIP + CS posterior FORMAT fields", { +test_that("writeSumStatsVcf(FineMappingResult): emits PIP + CS posterior FORMAT fields", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") fm <- make_test_finemapping_result(5) out <- tempfile(fileext = ".vcf") on.exit(unlink(out), add = TRUE) - writeSumstatsVcf(fm, out) + writeSumStatsVcf(fm, out) ln <- readLines(out) # The posterior fields the legacy create_vcf carried must be present. The CS # field is DYNAMIC (CS) -- the fixture carries cs_95 -> CS95. @@ -155,7 +155,7 @@ test_that("writeSumstatsVcf(FineMappingResult): emits PIP + CS posterior FORMAT # FineMappingResult to BCF # ============================================================================= -test_that("writeSumstatsVcf writes FineMappingResult to BCF", { +test_that("writeSumStatsVcf writes FineMappingResult to BCF", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") skip_if_not_installed("Rsamtools") @@ -204,7 +204,7 @@ test_that("writeSumstatsVcf writes FineMappingResult to BCF", { out <- tempfile(fileext = ".bcf") on.exit(unlink(out), add = TRUE) - result <- writeSumstatsVcf(fm, out) + result <- writeSumStatsVcf(fm, out) expect_equal(result, out) expect_true(file.exists(out)) expect_gt(file.info(out)$size, 0) @@ -214,7 +214,7 @@ test_that("writeSumstatsVcf writes FineMappingResult to BCF", { # Empty FineMappingResult errors # ============================================================================= -test_that("writeSumstatsVcf errors on empty FineMappingResult", { +test_that("writeSumStatsVcf errors on empty FineMappingResult", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") @@ -249,7 +249,7 @@ test_that("writeSumstatsVcf errors on empty FineMappingResult", { out <- tempfile(fileext = ".vcf") on.exit(unlink(out), add = TRUE) - expect_error(writeSumstatsVcf(fm_empty, out), "no variants to write") + expect_error(writeSumStatsVcf(fm_empty, out), "no variants to write") }) # ============================================================================= @@ -290,7 +290,7 @@ test_that("writeSumstatsVcf errors on empty FineMappingResult", { ) } -test_that("writeSumstatsVcf(FineMappingResult): splitByContext emits one VCF per context", { +test_that("writeSumStatsVcf(FineMappingResult): splitByContext emits one VCF per context", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") fmr <- .make_multi_tuple_qtl_fmr() @@ -303,7 +303,7 @@ test_that("writeSumstatsVcf(FineMappingResult): splitByContext emits one VCF per )), add = TRUE ) - paths <- writeSumstatsVcf(fmr, baseOut, splitByContext = TRUE) + paths <- writeSumStatsVcf(fmr, baseOut, splitByContext = TRUE) expect_length(paths, 2L) # Each path is decorated with the context tag. expect_true(any(grepl("\\.brain\\.vcf$", paths))) @@ -313,7 +313,7 @@ test_that("writeSumstatsVcf(FineMappingResult): splitByContext emits one VCF per } }) -test_that("writeSumstatsVcf(FineMappingResult): splitByTrait emits one VCF per trait", { +test_that("writeSumStatsVcf(FineMappingResult): splitByTrait emits one VCF per trait", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") fmr <- .make_multi_tuple_qtl_fmr() @@ -326,13 +326,13 @@ test_that("writeSumstatsVcf(FineMappingResult): splitByTrait emits one VCF per t )), add = TRUE ) - paths <- writeSumstatsVcf(fmr, baseOut, splitByTrait = TRUE) + paths <- writeSumStatsVcf(fmr, baseOut, splitByTrait = TRUE) expect_length(paths, 2L) expect_true(any(grepl("\\.ENSG_A\\.vcf$", paths))) expect_true(any(grepl("\\.ENSG_B\\.vcf$", paths))) }) -test_that("writeSumstatsVcf(FineMappingResult): splitByContext + splitByTrait combines tags", { +test_that("writeSumStatsVcf(FineMappingResult): splitByContext + splitByTrait combines tags", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") fmr <- .make_multi_tuple_qtl_fmr() @@ -345,7 +345,7 @@ test_that("writeSumstatsVcf(FineMappingResult): splitByContext + splitByTrait co )), add = TRUE ) - paths <- writeSumstatsVcf( + paths <- writeSumStatsVcf( fmr, baseOut, splitByContext = TRUE, @@ -356,12 +356,12 @@ test_that("writeSumstatsVcf(FineMappingResult): splitByContext + splitByTrait co expect_true(any(grepl("\\.blood\\.ENSG_B\\.vcf$", paths))) }) -test_that("writeSumstatsVcf(FineMappingResult): multi-row without split flags requires selectors", { +test_that("writeSumStatsVcf(FineMappingResult): multi-row without split flags requires selectors", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") fmr <- .make_multi_tuple_qtl_fmr() out <- tempfile(fileext = ".vcf") - expect_error(writeSumstatsVcf(fmr, out), "2 matching rows") + expect_error(writeSumStatsVcf(fmr, out), "2 matching rows") }) # ============================================================================= @@ -398,25 +398,25 @@ test_that("writeSumstatsVcf(FineMappingResult): multi-row without split flags re ) } -test_that("writeSumstatsVcf(GwasSumStats): multi-study without `study` selector errors", { +test_that("writeSumStatsVcf(GwasSumStats): multi-study without `study` selector errors", { skip_if_not_installed("VariantAnnotation") ss2 <- .make_two_study_gwasSumStats() out <- tempfile(fileext = ".vcf") - expect_error(writeSumstatsVcf(ss2, out), "2 studies") + expect_error(writeSumStatsVcf(ss2, out), "2 studies") }) -test_that("writeSumstatsVcf(GwasSumStats): `study` selector writes the chosen study", { +test_that("writeSumStatsVcf(GwasSumStats): `study` selector writes the chosen study", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") ss2 <- .make_two_study_gwasSumStats() out <- tempfile(fileext = ".vcf") on.exit(unlink(out), add = TRUE) - res <- writeSumstatsVcf(ss2, out, study = "studyB") + res <- writeSumStatsVcf(ss2, out, study = "studyB") expect_equal(res, out) expect_true(file.exists(out)) }) -test_that("writeSumstatsVcf(GwasSumStats): emits the AF genotype field when MAF present", { +test_that("writeSumStatsVcf(GwasSumStats): emits the AF genotype field when MAF present", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") ss <- GwasSumStats( @@ -441,19 +441,19 @@ test_that("writeSumstatsVcf(GwasSumStats): emits the AF genotype field when MAF ) out <- tempfile(fileext = ".vcf") on.exit(unlink(out), add = TRUE) - writeSumstatsVcf(ss, out) + writeSumStatsVcf(ss, out) expect_true(file.exists(out)) # The AF FORMAT field is declared in the header when MAF is present. expect_true(any(grepl("ID=AF", readLines(out)))) }) -test_that("writeSumstatsVcf(GwasSumStats): .vcf.gz output is renamed from writeVcf's .bgz", { +test_that("writeSumStatsVcf(GwasSumStats): .vcf.gz output is renamed from writeVcf's .bgz", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") ss <- make_test_gwasSumStats(5) out <- tempfile(fileext = ".vcf.gz") on.exit(unlink(c(out, paste0(out, ".tbi")), force = TRUE), add = TRUE) - res <- writeSumstatsVcf(ss, out) + res <- writeSumStatsVcf(ss, out) expect_equal(res, out) # writeVcf always emits .bgz; the writer renames it to the requested .gz. expect_true(file.exists(out)) @@ -464,13 +464,13 @@ test_that("writeSumstatsVcf(GwasSumStats): .vcf.gz output is renamed from writeV # FineMappingResult: explicit selectors, no-match error, composite/empty tags # ============================================================================= -test_that("writeSumstatsVcf(FineMappingResult): explicit selectors pick a single row", { +test_that("writeSumStatsVcf(FineMappingResult): explicit selectors pick a single row", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") fmr <- .make_multi_tuple_qtl_fmr() out <- tempfile(fileext = ".vcf") on.exit(unlink(out), add = TRUE) - res <- writeSumstatsVcf( + res <- writeSumStatsVcf( fmr, out, study = "study1", @@ -482,18 +482,18 @@ test_that("writeSumstatsVcf(FineMappingResult): explicit selectors pick a single expect_true(file.exists(out)) }) -test_that("writeSumstatsVcf(FineMappingResult): no matching rows errors", { +test_that("writeSumStatsVcf(FineMappingResult): no matching rows errors", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") fmr <- .make_multi_tuple_qtl_fmr() out <- tempfile(fileext = ".vcf") expect_error( - writeSumstatsVcf(fmr, out, study = "does_not_exist"), + writeSumStatsVcf(fmr, out, study = "does_not_exist"), "no rows match" ) }) -test_that("writeSumstatsVcf(FineMappingResult): splitByContext decorates composite .vcf.bgz paths", { +test_that("writeSumStatsVcf(FineMappingResult): splitByContext decorates composite .vcf.bgz paths", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") fmr <- .make_multi_tuple_qtl_fmr() @@ -510,7 +510,7 @@ test_that("writeSumstatsVcf(FineMappingResult): splitByContext decorates composi ), add = TRUE ) - paths <- writeSumstatsVcf(fmr, baseOut, splitByContext = TRUE) + paths <- writeSumStatsVcf(fmr, baseOut, splitByContext = TRUE) expect_length(paths, 2L) # Composite extension is preserved while the context tag is injected before it. expect_true(all(grepl("\\.vcf\\.bgz$", paths))) @@ -518,7 +518,7 @@ test_that("writeSumstatsVcf(FineMappingResult): splitByContext decorates composi expect_true(any(grepl("\\.blood\\.vcf\\.bgz$", paths))) }) -test_that("writeSumstatsVcf(FineMappingResult): splitByContext on a context-less result keeps the path", { +test_that("writeSumStatsVcf(FineMappingResult): splitByContext on a context-less result keeps the path", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") # GwasFineMappingResult has no context/trait axes, so the split tag set is @@ -526,13 +526,13 @@ test_that("writeSumstatsVcf(FineMappingResult): splitByContext on a context-less fm <- make_test_finemapping_result(5) out <- tempfile(fileext = ".vcf") on.exit(unlink(out), add = TRUE) - paths <- writeSumstatsVcf(fm, out, splitByContext = TRUE) + paths <- writeSumStatsVcf(fm, out, splitByContext = TRUE) expect_length(paths, 1L) expect_equal(paths[[1L]], out) expect_true(file.exists(out)) }) -test_that("writeSumstatsVcf(FineMappingResult): emits AF from the topLoci `af` column", { +test_that("writeSumStatsVcf(FineMappingResult): emits AF from the topLoci `af` column", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") # The marginal view projects allele frequency to a column named `af`, so a @@ -568,12 +568,12 @@ test_that("writeSumstatsVcf(FineMappingResult): emits AF from the topLoci `af` c ) out <- tempfile(fileext = ".vcf") on.exit(unlink(out), add = TRUE) - writeSumstatsVcf(fm, out) + writeSumStatsVcf(fm, out) expect_true(file.exists(out)) expect_true(any(grepl("ID=AF", readLines(out)))) }) -test_that("writeSumstatsVcf(FineMappingResult): emits LBF / LFSR / PUR / fullFit FORMAT fields", { +test_that("writeSumStatsVcf(FineMappingResult): emits LBF / LFSR / PUR / fullFit FORMAT fields", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") # A rich topLoci exercises every posterior FORMAT field: per-variant logBF (LBF), @@ -615,7 +615,7 @@ test_that("writeSumstatsVcf(FineMappingResult): emits LBF / LFSR / PUR / fullFit ) out <- tempfile(fileext = ".vcf") on.exit(unlink(out), add = TRUE) - writeSumstatsVcf(fm, out) + writeSumStatsVcf(fm, out) ln <- readLines(out) for (id in c( "ID=LBF", @@ -629,7 +629,7 @@ test_that("writeSumstatsVcf(FineMappingResult): emits LBF / LFSR / PUR / fullFit } }) -test_that("writeSumstatsVcf(FineMappingResult): falls back to marginal sumstats when no posterior", { +test_that("writeSumStatsVcf(FineMappingResult): falls back to marginal sumstats when no posterior", { skip_if_not_installed("VariantAnnotation") skip_if_not_installed("Biostrings") fm <- make_test_finemapping_result(5) @@ -641,7 +641,7 @@ test_that("writeSumstatsVcf(FineMappingResult): falls back to marginal sumstats ) out <- tempfile(fileext = ".vcf") on.exit(unlink(out), add = TRUE) - writeSumstatsVcf(fm, out) + writeSumStatsVcf(fm, out) expect_true(file.exists(out)) expect_true(any(grepl("ID=ES", readLines(out), fixed = TRUE))) # marginal beta -> ES }) diff --git a/vignettes/constructing-qtl-datasets.Rmd b/vignettes/constructing-qtl-datasets.Rmd index eb4c6f7a..2b2a5991 100644 --- a/vignettes/constructing-qtl-datasets.Rmd +++ b/vignettes/constructing-qtl-datasets.Rmd @@ -276,6 +276,49 @@ names(getQtlDatasets(msdManual)) To attach a summary-only study, pass a `QtlSumStats` object to the `sumStats` argument. manifest form, supply `sumStatsManifest`, `genome`, and `ldSketch`). +## Excluding related samples + +Both `fineMappingPipeline()` and `twasWeightsPipeline()` fit models that assume +independent samples. Related individuals break that assumption: they inflate +the effective sample size, so cross-validated R-squared comes back optimistic +and PIPs overconfident. Relatedness is therefore a QC step applied *before* the +dataset is built — the pipelines do not model it. + +`filterRelatedness()` takes a kinship table — one row per pair, the shape +PLINK's `--genome` or KING emits — and returns the individuals to **drop**: + +```{r relatedness, eval = requireNamespace("plinkQC", quietly = TRUE) && requireNamespace("igraph", quietly = TRUE)} +relatedness <- data.frame( + IID1 = c(samples[1], samples[3], samples[5]), + IID2 = c(samples[2], samples[4], samples[6]), + PI_HAT = c(0.50, 0.25, 0.125), + stringsAsFactors = FALSE +) +excluded <- filterRelatedness(relatedness, relatednessThreshold = 0.0625) +excluded +unrelated <- setdiff(samples, excluded) +length(unrelated) +``` + +One member of each related pair comes back, chosen so that what remains is as +large an unrelated set as possible. `relatednessThreshold` defaults to 0.0625, +which is third-degree relatives; raise it to 0.125 to keep everyone but +second-degree and closer. + +The exclusion list is not applied for you — feed it to `keepSamples`, the +constructor argument this vignette introduced above, or subset an existing +dataset with `qd[, unrelated, ]`. Both narrow `colData` and `sampleMap` +together. + +`analysisType` changes what is being maximised. The default, +`"maximizeUnrelated"`, keeps the largest unrelated set. `"maximizeCases"` +instead retains as many cases as it can — the right objective for a +case/control design, where cases are the scarce resource — and requires +`phenoData` naming each sample's status. + +`filterRelatedness()` needs the suggested packages **igraph** and **plinkQC**; +the chunk above is skipped when they are not installed. + ## Next steps Once built, the accessors extract data lazily, applying the stored QC filters @@ -291,7 +334,7 @@ dim(SummarizedExperiment::assay(getPhenotypes(qd, contexts = "Muscle"))) ``` `QtlDataset` and `MultiStudyQtlDataset` are direct inputs to -`fineMappingPipeline()`, `twasWeightsPipeline()` and `colocBoostPipeline()`— +`fineMappingPipeline()`, `twasWeightsPipeline()` and `colocboostPipeline()`— see the *Fine-mapping with pecotmr*, *Learning TWAS weights with pecotmr* and *Multi-trait colocalization with ColocBoost* vignettes. diff --git a/vignettes/constructing-sumstats.Rmd b/vignettes/constructing-sumstats.Rmd index 17219bcf..5e25a313 100644 --- a/vignettes/constructing-sumstats.Rmd +++ b/vignettes/constructing-sumstats.Rmd @@ -215,6 +215,42 @@ For a multi-context collection (e.g. as input to `mash`), pass parallel `study` / `context` / `trait` vectors and a matching list of `entry` GRanges — one element per tuple. +## From effect matrices + +Multi-context work often starts from matrices — variants by contexts — +rather than per-context tables. mash in particular produces and consumes that +shape, so two builders take it directly instead of making you assemble +entries by hand. + +`qtlSumStatsFromZMatrix()` takes z-scores, with variant IDs as row names and +contexts as column names: + +```{r from-z} +data(mashInputExample) +z <- mashInputExample$strong.z[1:6, 1:3] +rownames(z) <- paste0("chr1:", seq(1000, by = 100, length.out = 6), ":A:G") +qtlSumStatsFromZMatrix(z, study = "demo") +``` + +`qtlSumStatsFromBetaMatrix()` is the effect-size counterpart, taking `bhat` +and `shat`: + +```{r from-beta} +b <- mashInputExample$strong.b[1:6, 1:3] +shat <- mashInputExample$strong.s[1:6, 1:3] +rownames(b) <- rownames(shat) <- rownames(z) +getContexts(qtlSumStatsFromBetaMatrix(b, shat, study = "demo")) +``` + +Both default `ldSketch = NULL`, giving an LD-free collection. That is fine +for [mash](mash-pipeline.html), which never needs LD, but any RSS method +does — supply a panel if the result is headed for fine-mapping or +TWAS-weight learning. + +The remaining arguments (`genome`, `n`, `a1`, `a2`, `trait`) fill in the +metadata a matrix cannot carry. The allele defaults are placeholders, so set +them if the alleles matter downstream. + ## Reading from files ### Column mapping (YAML) @@ -296,7 +332,7 @@ with bgzip and indexed with tabix. **BCF is not supported** — convert to a bgzipped VCF first. Support for reading VCFs requires the `VariantAnnotation` package. -```{r gwas-vcf, eval=hasVA} +```{r gwas-vcf, eval = requireNamespace("VariantAnnotation", quietly = TRUE)} vcfLines <- c( "##fileformat=VCFv4.2", '##FORMAT=', @@ -363,7 +399,7 @@ gws_qcd <- summaryStatsQc(gws, zMismatchQc = "slalom") See the *Quality Control for GWAS and QTL Summary Statistics* vignette for the full QC pipeline. `QtlSumStats` and `GwasSumStats` are direct inputs to `fineMappingPipeline()`, `twasWeightsPipeline()` (`QtlSumStats` only) and -`colocBoostPipeline()`— see the *Fine-mapping with pecotmr*, *Learning TWAS +`colocboostPipeline()`— see the *Fine-mapping with pecotmr*, *Learning TWAS weights with pecotmr* and *Multi-trait colocalization with ColocBoost* vignettes. diff --git a/vignettes/ctwas-pipeline.Rmd b/vignettes/ctwas-pipeline.Rmd new file mode 100644 index 00000000..6e0310a8 --- /dev/null +++ b/vignettes/ctwas-pipeline.Rmd @@ -0,0 +1,328 @@ +--- +title: "Causal TWAS with ctwasPipeline" +author: "pecotmr authors" +date: "`r Sys.Date()`" +output: rmarkdown::html_vignette +vignette: > + %\VignetteIndexEntry{Causal TWAS with ctwasPipeline} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + +```{r setup, include=FALSE} +hasCtwas <- requireNamespace("ctwas", quietly = TRUE) +knitr::opts_chunk$set( + echo = TRUE, + message = FALSE, + warning = FALSE, + fig.width = 7, + fig.height = 4.5, + eval = hasCtwas +) +# cTWAS narrates each step through the logging package, which writes to +# stdout rather than as messages, so knitr cannot filter it. Quieten it here +# to keep the output readable -- in your own session the log is worth +# watching, since it reports region counts and EM convergence. +if (hasCtwas) { + logging::setLevel("WARN") +} +``` + +```{r ctwas-missing, echo=FALSE, eval=!hasCtwas, results="asis"} +cat( + "**Note:** the `ctwas` package is not installed, so the code below is", + "shown but not run. Install it from", + "." +) +``` + +## Overview + +A TWAS Z-score (see the +[TWAS Z-score + MR vignette](twas-zscore.html)) asks whether a gene's +predicted expression associates with the trait. It asks that question one +gene at a time, so a gene can score highly purely because it sits near a +strong GWAS signal that is really driven by a nearby variant. + +`ctwasPipeline()` runs +[cTWAS](https://github.com/xinhe-lab/multigroup_ctwas), which fine-maps +**genes and SNPs jointly within each LD block**. A gene's posterior +inclusion probability is therefore conditioned on the SNP signal beside it, +which is what separates a gene that carries the association from one that +merely neighbours it. + +Inputs: + +| Argument | What it is | +|---|---| +| `gwasSumStats` | one `GwasSumStats` whose elements are LD blocks | +| `twasWeights` | per-gene `TwasWeights` / `QtlFineMappingResult` | +| `twasZ` | optional pre-computed per-gene Z from `causalInferencePipeline()` | +| `fineMappingResult` | optional; enables the credible-set and PIP variant rescues | + +```{r load-packages} +library(pecotmr) +``` + +## The LD block convention + +`gwasSumStats` is **one** `GwasSumStats` object whose elements are LD +blocks, keyed by its `blockId` column — not a list of per-block objects. +Build it with `loadGwasSumStatsFromManifest(..., ldBlocks = )` and +pass it through `summaryStatsQc()`. + +A single-block input is rejected: cTWAS estimates its group priors by EM +across regions, and one region gives it nothing to average over. + +```{r bundled} +ldStem <- file.path( + system.file("extdata", "ld_reference", "chr22", package = "pecotmr"), + "protocol_example.LD.chr22" +) +gwasTsv <- system.file( + "extdata", + "manifests", + "protocol_example.twas.gwas_sumstats.chr22.tsv.gz", + package = "pecotmr" +) + +blocks <- GenomicRanges::GRanges( + "chr22", + IRanges::IRanges(c(10000000, 15000001), c(15000000, 19000000)), + blockId = c("chr22_1", "chr22_2") +) + +gwasSumStats <- loadGwasSumStatsFromManifest( + manifest = data.frame(study = "gwas1", sumStatsPath = gwasTsv), + genome = "hg38", + ldSketch = ldStem, + region = "chr22:10000000-19000000", + ldBlocks = blocks +) +gwasByRegion <- summaryStatsQc(gwasSumStats, mafCutoff = 0.0025) + +data(ctwasWeightsExample) +``` + +## Running the pipeline + +```{r ctwas-run} +res <- ctwasPipeline( + gwasSumStats = gwasByRegion, + twasWeights = list(ctwasWeightsExample), + thin = 1, + niterPrefit = 3, + niter = 10, + min_group_size = 1, + min_p_single_effect = 0, + min_nonSNP_PIP = 0, + fallbackToPrefit = TRUE +) +res +``` + +The settings above are sized for a toy dataset and are **not** defaults you +should carry into a real analysis: + +- `thin = 1` keeps every SNP (production runs thin to `0.1`). +- `niterPrefit` / `niter` are cut to keep the vignette fast. +- `min_nonSNP_PIP = 0` disables region screening. The bundled GWAS has no + genome-wide-significant signal, so the default (`0.5`) selects no region at + all and the result comes back empty. On real data, leave it alone. +- `fallbackToPrefit = TRUE` recovers from the accurate-EM step returning + `NaN` on underpowered data by keeping the prefit estimates. + +## Where genes come from + +`twasWeights` accepts two shapes: + +- a **flat** `TwasWeights` or `QtlFineMappingResult` (or a homogeneous list + of them) carrying `region` provenance. Each gene is assigned to its home + LD block by `start(region)`, matching cTWAS's own placement rule. +- a **pre-bucketed named list** keyed by `region_id`, used as-is. + +Blocks with no gene weights still contribute their SNP-level signal to the +group prior — the whole-chromosome pattern where only a few blocks carry +genes. + +A gene whose cis window straddles a block boundary is assigned by its single +anchor. The signal it loses across the boundary is a separate concern, +handled by `mergeCtwasBoundaryRegions()` below. + +## Trimming each gene's variants + +Weight matrices from a permissive QTL model can be large, and cTWAS's cost +scales with them. Four arguments trim each gene before cTWAS sees it: + +| Argument | Effect | +|---|---| +| `twasWeightCutoff` | drop variants with `abs(weight)` below the cutoff | +| `maxNumVariants` | cap variants per gene | +| `csMinCor` | keep variants in a credible set with purity at least this | +| `minPipCutoff` | keep variants with PIP above this | + +`csMinCor` and `minPipCutoff` mark variants as must-keep, so they survive +the `maxNumVariants` cap. Both need a `fineMappingResult`; without one they +are no-ops and the cap falls back to ordering by `abs(weight)`. + +```{r ctwas-filters, eval=FALSE} +ctwasPipeline( + gwasSumStats = gwasByRegion, + twasWeights = list(ctwasWeightsExample), + fineMappingResult = fmr, + twasWeightCutoff = 1e-4, + maxNumVariants = 1000, + csMinCor = 0.8, + minPipCutoff = 0.1 +) +``` + +## Reading the result + +`ctwasPipeline()` returns a `CtwasResult`: one row per +`(gwasStudy, study, context, method)` run. + +```{r ctwas-identity} +getMethodNames(res) +getStudy(res) +getContexts(res) +``` + +The per-gene posteriors live in `getFinemap()`: + +```{r ctwas-finemap} +fm <- getFinemap(res) +as.data.frame(fm)[, c( + "molecular_id", + "context", + "region_id", + "z", + "susie_pip", + "cs" +)] +``` + +`susie_pip` is the quantity cTWAS exists to produce: the probability the +gene is causal given the SNPs it competes with. Here it is low (the toy GWAS +has no real signal) and `cs` is `NA` because the gene falls in no credible +set. + +`getSusieAlpha()` returns the per-single-effect alpha matrix behind those +PIPs, and the EM group priors sit on each row's entry: + +```{r ctwas-param} +param <- getCtwasParam(res$entry[[1]]) +param$group_prior +param$group_prior_var +param$converged +``` + +By default the context-agnostic SNP background is dropped from the result, +since it is the null the genes are being scored against rather than a +finding. Pass `keepSnps = TRUE` to retain it as an extra row +(`study = context = "SNP"`), which makes the full cTWAS output +reconstructable. + +## The four chainable steps + +`ctwasPipeline()` is a wrapper over four steps. Call them directly when you +want to inspect an intermediate payload, override the estimated priors, or +re-enter the chain without recomputing what came before. + +```{r ctwas-granular} +inputs <- assembleCtwasInputs( + gwasSumStats = gwasByRegion, + twasWeights = list(ctwasWeightsExample) +) +est <- estCtwasParam( + inputs, + thin = 1, + niterPrefit = 3, + niter = 10, + min_group_size = 1, + min_p_single_effect = 0, + fallbackToPrefit = TRUE +) +screened <- screenCtwasRegions(est, min_nonSNP_PIP = 0) +finemapped <- finemapCtwasRegions(screened) +nrow(finemapped$finemap_res) +``` + +`finemap_res` here has more rows than `getFinemap(res)` above: it still +carries the SNP rows. `asCtwasResult()` is the step that structures the +payload and drops them. + +```{r ctwas-as-result} +nrow(getFinemap(asCtwasResult(finemapped))) +nrow(getFinemap(asCtwasResult(finemapped, keepSnps = TRUE))) +``` + +Each step's payload is also bundled, so you can enter anywhere: + +```{r ctwas-bundled-payloads, eval=FALSE} +data(ctwasInputsExample) # after assembleCtwasInputs +data(ctwasEstExample) # after estCtwasParam +data(ctwasFinemapExample) # after finemapCtwasRegions +``` + +The most common reason to use the granular path is to override the priors. +`estCtwasParam()`'s accurate-EM step can diverge on underpowered data; +`fallbackToPrefit = TRUE` handles that automatically, but taking the steps +apart lets you substitute priors of your own into `screenCtwasRegions()`. + +## Boundary genes + +A gene whose cis window crosses an LD block boundary is fine-mapped in only +one of the two blocks. `mergeCtwasBoundaryRegions()` re-runs such genes over +the merged pair: + +```{r ctwas-merge, eval=FALSE} +merged <- mergeCtwasBoundaryRegions( + finemapped, + pipThresh = 0.5, + filterCs = FALSE, + maxSNP = Inf +) +``` + +`ctwasPipeline(mergeBoundary = TRUE)` does the same thing inline, with +`mergePipThresh` / `mergeFilterCs` / `mergeMaxSNP` forwarding to those +arguments. It is off by default because it only matters when a +high-PIP gene actually straddles a boundary. + +## Common parameters + +```{r ctwas-params, eval=FALSE} +ctwasPipeline( + gwasSumStats = gwasByRegion, + twasWeights = list(ctwasWeightsExample), + method = NULL, # NULL: "ensemble" if present, else every method + thin = 0.1, + niterPrefit = 3, + niter = 30, + L = 5, + groupPriorVarStructure = "shared_type", + ncore = 1, + keepSnps = FALSE, + mergeBoundary = FALSE, + fallbackToPrefit = FALSE +) +``` + +When `method` is `NULL` and several weight methods are present without an +`"ensemble"`, each method runs as its own independent cTWAS run and +contributes its own row-set. + +## Next steps + +- [TWAS weights](twas-weights.html) — training the weights cTWAS consumes. +- [TWAS Z-scores and MR](twas-zscore.html) — the per-gene Z that + `twasZ` optionally supplies here. +- [QC for summary statistics](rss-qc.html) — `summaryStatsQc()`, which + `gwasSumStats` must have been through. + +# Session info + +```{r session-info} +sessionInfo() +``` diff --git a/vignettes/fine-mapping.Rmd b/vignettes/fine-mapping.Rmd index 10ceb648..9189abbb 100644 --- a/vignettes/fine-mapping.Rmd +++ b/vignettes/fine-mapping.Rmd @@ -26,10 +26,10 @@ following inputs: | Input class | What it represents | Methods supported | |---|---|---| -| `QtlDataset` | Single-study individual-level data | susie, susieInf, susieAsh, mvsusie, fsusie, susieSer | -| `MultiStudyQtlDataset` | Multiple `QtlDataset` objects (optionally with an embedded `QtlSumStats`) | susie, susieInf, susieAsh, mvsusie, fsusie (individual-level only), susieSer (individual-level only)| -| `QtlSumStats` | QTL summary statistics annotated by `(study, context, trait)` | susie, susieInf, susieAsh, mvsusie | -| `GwasSumStats` | GWAS summary statistics annotated by `study` | susie, susieInf, susieAsh, mvsusie | +| `QtlDataset` | Single-study individual-level data | susie, susieInf, susieAsh, mvsusie, fsusie | +| `MultiStudyQtlDataset` | Multiple `QtlDataset` objects (optionally with an embedded `QtlSumStats`) | susie, susieInf, susieAsh, mvsusie, fsusie (individual-level only), ser (via an embedded `QtlSumStats`) | +| `QtlSumStats` | QTL summary statistics annotated by `(study, context, trait)` | susie, susieInf, susieAsh, mvsusie, ser | +| `GwasSumStats` | GWAS summary statistics annotated by `study` | susie, susieInf, susieAsh, ser | Method arguments are the same across input classes; `fineMappingPipeline()` routes `methods = "susie"` to `susieR::susie` for individual-level data @@ -246,6 +246,35 @@ window <- GenomicRanges::GRanges( sum(lengths(subsetRegion(fmr, window))) ``` +## Calling a fitter directly + +Each `methods =` value dispatches to an exported fitting function, usable on +its own when you have matrices rather than a `QtlDataset`: + +| `methods =` | Individual-level | Summary-statistics | +|---|---|---| +| `susie` | `susieWeights()` | `susieRssWeights()` | +| `susieInf` | `susieInfWeights()` | `susieInfRssWeights()` | +| `susieAsh` | `susieAshWeights()` | `susieAshRssWeights()` | +| `mvsusie` | `mvsusieWeights()` / `fitMvsusie()` | `mvsusieRssWeights()` / `fitMvsusieRss()` | +| `fsusie` | `fsusieWeights()` / `fitFsusie()` | — | + +The `*Weights()` functions return a weight vector, which is what makes a +fine-mapper usable as a [TWAS weight method](twas-weights.html); the +`fit*()` functions return the fit object itself when you want the posterior +rather than the coefficients. + +Two are worth calling out: + +- `fsusieWrapper()` wraps `fitFsusie()` with the credible-band and + affected-region post-processing, and `fsusieGetCs()`, + `fsusieCredibleBand()` and `fsusieAffectedRegions()` read those out. + fSuSiE needs a *functional* phenotype — a curve per sample, not a scalar — + so it does not accept the same `Y` the other methods do. +- `fitSusieInfThenSusieRss()` chains the two: `susie_inf` first to estimate + the infinitesimal component, then SuSiE-RSS on the residual signal. That + is what `methods = "susieInf"` runs on summary statistics. + ## Next steps - `QtlFineMappingResult` is used by [`colocPipeline`](coloc-pipeline.html) for diff --git a/vignettes/finemapping-postprocessing.Rmd b/vignettes/finemapping-postprocessing.Rmd new file mode 100644 index 00000000..8bb94b4e --- /dev/null +++ b/vignettes/finemapping-postprocessing.Rmd @@ -0,0 +1,286 @@ +--- +title: "Post-processing fine-mapping results" +author: "pecotmr authors" +date: "`r Sys.Date()`" +output: rmarkdown::html_vignette +vignette: > + %\VignetteIndexEntry{Post-processing fine-mapping results} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + +```{r setup, include=FALSE} +knitr::opts_chunk$set( + echo = TRUE, + message = FALSE, + warning = FALSE, + fig.width = 7, + fig.height = 4.5 +) +``` + +## Overview + +[`fineMappingPipeline()`](fine-mapping.html) returns a +`QtlFineMappingResult` or `GwasFineMappingResult`. This vignette covers what +you do with one afterwards: summarising credible sets, comparing results +across studies, intersecting QTL with GWAS, and reaching the underlying +SuSiE quantities when the summaries are not enough. + +Every function here reads an existing result — none of them refit anything. + +```{r load-packages} +library(pecotmr) +data(qtlFineMappingExample, gwasFineMappingExample) +data(qtlFineMappingLbfExample, gwasFineMappingLbfExample) +data(qtlFineMappingPairedExample, qtlDatasetExample) +qtlFineMappingExample +``` + +## The two tables + +A fine-mapping result carries two flat summaries, and which one you want +depends on whether your unit of interest is a variant or a credible set. + +**`getTopLoci()`** is one row per retained variant, with its PIP, effect +size, and credible-set membership at each coverage level: + +```{r top-loci} +topLoci <- getTopLoci(qtlFineMappingExample) +dim(topLoci) +head(as.data.frame(topLoci)[, c( + "variant_id", + "pip", + "cs_95", + "cs_95_purity", + "beta", + "se" +)], 4) +``` + +`cs_95` names the credible set the variant belongs to, or is `NA` when it +belongs to none. The `cs_70` / `cs_50` columns give the same membership at +looser coverage, so a variant can be in a 95% set but not a 50% one. + +**`getCredibleSetSummary()`** is one row per credible set instead: + +```{r cs-summary} +as.data.frame(getCredibleSetSummary(qtlFineMappingExample))[, c( + "cs", + "coverage", + "n_variants", + "purity_min", + "cs_log10bf", + "lead_variant", + "lead_pip" +)] +``` + +`purity_min` is the smallest absolute correlation between any pair of +variants in the set — the standard measure of whether a credible set is a +single signal or an artefact of a few uncorrelated variants being lumped +together. `cs_log10bf` says how much the data prefer that effect being +present. + +A credible set with low `purity_min` deserves suspicion before +interpretation, which is why the pipeline exposes `minPurity` as a filter +rather than dropping such sets silently. + +## Merging overlapping credible sets + +A multi-effect SuSiE fit can return credible sets that overlap, especially +when two effects are in strong LD. `mergeSusieCs()` collapses those into one +row per variant, keeping the smallest credible-set index a variant belongs +to: + +```{r merge-cs} +merged <- mergeSusieCs(qtlFineMappingExample, coverage = 0.95) +dim(merged) +head(as.data.frame(merged)[, c("variant_id", "cs", "pip")], 4) +``` + +Use it when downstream code needs a variant to belong to at most one set — +overlap-counting, for instance, would otherwise double-count. + +## Intersecting QTL and GWAS + +`overlapTopLoci()` joins two fine-mapping results on shared variants, +prefixing each side's columns. It is the cheap first pass before +[colocalization](coloc-pipeline.html): if the two credible sets share no +variants at all, there is nothing for a coloc model to work with. + +```{r overlap} +overlap <- overlapTopLoci(qtlFineMappingLbfExample, gwasFineMappingLbfExample) +nrow(overlap) +head(as.data.frame(overlap)[, c( + "variant_id", + "qtl_pip", + "gwas_pip", + "qtl_cs_95", + "gwas_cs_95" +)], 4) +``` + +The variants worth attention are those in a credible set on *both* sides: + +```{r overlap-both} +both <- overlap[!is.na(overlap$qtl_cs_95) & !is.na(overlap$gwas_cs_95), ] +nrow(both) +table(both$qtl_cs_95, both$gwas_cs_95) +``` + +Here that filter removes nothing, because `topLoci` in this result retains +only credible-set variants — every shared variant is in one set on each +side. The filter earns its place on results where `topLoci` also carries +high-PIP variants outside any set, which is the usual case once +`pipCutoff` is in play. + +A non-empty overlap is not evidence of a shared causal variant, however +large: two independent signals in the same LD block overlap too. That +question is what `colocPipeline()` answers. + +## Combining results + +`combineFineMappingResults()` stacks several results into one collection, +which is how per-region or per-chromosome runs are assembled after +parallel execution: + +```{r combine} +combined <- combineFineMappingResults( + qtlFineMappingExample, + qtlFineMappingLbfExample +) +nrow(combined) +as.data.frame(combined)[, c("study", "context", "trait", "method")] +``` + +The inputs keep their own identity columns, so a combined object still +distinguishes which study and method each row came from. + +## Between-credible-set correlation + +`computeCsCorrelation()` reports how correlated a fit's credible sets are +with each other. It is computed on demand rather than stored, because it +needs LD — and the LD lives with the data, not with the fit: + +```{r cs-corr} +computeCsCorrelation(qtlFineMappingPairedExample, qtlDatasetExample) +``` + +The `ldSource` argument takes a `QtlDataset`, `QtlSumStats` or +`GwasSumStats` — whichever object the fit was derived from. It must cover +the fit's region: a source whose variants do not reach the fit's window +cannot supply the correlations, and the function says so rather than +returning something empty. + +Near-zero off-diagonal entries, as here, mean the credible sets are +capturing distinct signals. Strongly correlated sets suggest the fit split +one signal in two. + +## Reaching the SuSiE quantities + +When the flat tables are not enough — you want the per-effect posterior, or +to re-derive PIPs under a different assumption — the underlying fit is +available. + +`getLbf()` returns the log Bayes factors, one row per variant and one +column per single effect: + +```{r lbf} +lbf <- getLbf(qtlFineMappingLbfExample) +unit <- lbf[lbf$trait == lbf$trait[1] & lbf$context == lbf$context[1], ] +lbfMatrix <- as.matrix(unit[, grep("^lbf_L", names(unit))]) +dim(lbfMatrix) +``` + +`lbfToAlpha()` converts those to single-effect inclusion probabilities. +It normalises **across each row**, so the matrix has to be oriented with +effects as rows — transpose the variants-by-effects layout above: + +```{r lbf-alpha} +alpha <- lbfToAlpha(t(lbfMatrix)) +dim(alpha) +rowSums(alpha) # each single effect sums to 1 across variants +``` + +Getting that orientation wrong is quiet rather than loud: normalising across +effects for each variant also produces a matrix whose rows sum to 1, just +not one that means anything. + +The LBF matrix is also what `colocPipeline()` consumes, which is why +`fineMappingPipeline(..., keepLbf = TRUE)` is required before +colocalization. + +`getSusieFit()` returns the raw per-unit SuSiE object when you need +something the accessors do not expose: + +```{r susie-fit} +fit <- getSusieFit(qtlFineMappingExample) +class(fit) +names(fit) +``` + +`alpha` and `lbf_variable` are the per-effect matrices, `sets` the credible +sets before any purity filtering, and `V` the estimated prior variances — +everything the flat tables above are derived from. + +## How the tables are built + +The summaries above are not stored by the fitter — they are derived from the +raw SuSiE fit by a short chain that `fineMappingPipeline()` runs for you: + +``` +postprocessFinemappingFits() # per-method fits -> a post object + -> computeCsTables() # credible sets from alpha, with purity + -> buildTopLoci() # the flat one-row-per-variant table + -> formatFinemappingOutput() # assemble the result payload +``` + +Call them directly when you have SuSiE fits from elsewhere and want +pecotmr's tables over them, or when you need to change how credible sets are +formed — `computeCsTables()` is where the coverage levels and purity +threshold are applied, so re-running it with a different `coverage` gives a +different `top_loci` without refitting anything. + +Two smaller extractors sit at the row level and are what +`getCredibleSetSummary()` is assembled from: + +- `extractCsInfo(fmRow, csNames, topLociTable, ldSource)` — per-credible-set + detail for one result row, including the between-variant correlations that + give `purity_min`, which is why it needs an `ldSource`. +- `extractTopPipInfo(fmRow, sumstats)` — the lead variant and its statistics, + joined against summary statistics. + +`getSusieResult()` unwraps a per-condition fit list into the single SuSiE +object the other helpers expect. + +## Writing results out + +`writeSumStatsVcf()` serialises a fine-mapping result — or summary +statistics — to GWAS-VCF, the interchange format most external tools read: + +```{r vcf, eval=FALSE} +writeSumStatsVcf( + qtlFineMappingExample, + file = "finemapping.vcf.gz", + genome = "hg38" +) +``` + +It needs the `VariantAnnotation` package, which is a suggested dependency +rather than a hard one. + +## Next steps + +- [Fine-mapping](fine-mapping.html) — producing the results this vignette + consumes. +- [Colocalization](coloc-pipeline.html) — the model that answers whether an + overlap reflects a shared causal variant. +- [TWAS weights](twas-weights.html) — reusing a fine-mapping fit as a weight + method. + +# Session info + +```{r session-info} +sessionInfo() +``` diff --git a/vignettes/heritability.Rmd b/vignettes/heritability.Rmd new file mode 100644 index 00000000..dddc5042 --- /dev/null +++ b/vignettes/heritability.Rmd @@ -0,0 +1,385 @@ +--- +title: "SNP heritability and functional enrichment" +author: "pecotmr authors" +date: "`r Sys.Date()`" +output: rmarkdown::html_vignette +vignette: > + %\VignetteIndexEntry{SNP heritability and functional enrichment} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + +```{r setup, include=FALSE} +knitr::opts_chunk$set( + echo = TRUE, + message = FALSE, + warning = FALSE, + fig.width = 7, + fig.height = 4.5 +) +``` + +## Overview + +`estimateH2()` estimates SNP heritability from GWAS summary statistics and +an LD reference. Four estimators are available, differing in what they model +and what they need: + +| `method` | Approach | LD input | +|---|---|---| +| `"sldsc"` | Stratified LD score regression (Finucane 2015) | `LdScore` | +| `"gldsc"` | Generalized LDSC — GLS with full block LD (Xiong 2024) | `LdScore` + matrices | +| `"lder"` | LD eigenvalue regression (Song 2022) | `LdEigen` | +| `"hdl"` | High-definition likelihood (Ning 2020) | `LdEigen` | + +Supplying `annotations` makes any of them stratified, adding a +per-annotation enrichment table. + +There is a second, separate track in the package: when stratified LDSC has +already been run externally by [polyfun][pf], `sldscPostprocessingPipeline()` +postprocesses those outputs. Both are covered below. + +[pf]: https://github.com/omerwe/polyfun + +```{r load-packages} +library(pecotmr) +data(ldScoreExample, ldEigenExample) +ldScoreExample +``` + +Both bundled references describe the same 1300 variants across 14 chr22 LD +blocks, taken from the de-identified `protocol_example` panel, so the four +methods can be compared on one dataset. + +## Variants must line up + +Every estimator reads the z-scores positionally, indexed by the LD +reference's own variant order — nothing is matched on variant ID along the +way. `estimateH2()` therefore checks up front that the summary statistics, +the annotations and the reference describe the same variants, in the same +order, on the same genome build, and refuses to run otherwise. + +The practical consequence: build the summary statistics *from* the reference +rather than alongside it. + +```{r simulate-gwas} +# A GWAS simulated on this reference so the true h2 is known: z is drawn +# from the standard model z ~ N(0, N R diag(v) R + R), block by block. +M <- length(ldScoreExample) +nGwas <- 10000 +h2True <- 0.4 +perSnpVar <- rep(h2True / M, M) + +set.seed(1) +z <- numeric(M) +for (block in getLdMatrixList(ldScoreExample)) { + idx <- block$snpIdx + p <- length(idx) + sigma <- nGwas * (block$R %*% diag(perSnpVar[idx], p) %*% block$R) + + block$R + e <- eigen((sigma + t(sigma)) / 2, symmetric = TRUE) + z[idx] <- as.vector(e$vectors %*% (sqrt(pmax(e$values, 0)) * rnorm(p))) +} + +gr <- as(ldScoreExample, "GRanges") +S4Vectors::mcols(gr) <- S4Vectors::DataFrame( + SNP = names(ldScoreExample), + A1 = S4Vectors::mcols(ldScoreExample)$A1, + A2 = S4Vectors::mcols(ldScoreExample)$A2, + Z = z, + N = as.integer(nGwas) +) +gwas <- GwasSumStats( + study = "trait1", + entry = list(gr), + genome = getGenome(ldScoreExample), + ldSketch = readGenotypes( + system.file("extdata", "toy_ref.bed", package = "pecotmr") + ) +) +``` + +## Estimating heritability + +```{r estimate} +methods <- c("sldsc", "gldsc", "lder", "hdl") +estimates <- lapply(methods, function(m) { + ref <- if (m %in% c("sldsc", "gldsc")) ldScoreExample else ldEigenExample + suppressWarnings(estimateH2(gwas, ref, method = m)) +}) +names(estimates) <- methods + +data.frame( + method = methods, + h2 = round(vapply(estimates, getH2, numeric(1)), 3), + se = round(vapply(estimates, getH2Se, numeric(1)), 3), + row.names = NULL +) +``` + +The true value is `r h2True`. Three of the four land close to it; `sldsc` +comes in low, and that is worth understanding rather than tuning away. + +**`sldsc` is attenuated because the reference is small.** LD score +regression is a genome-scale method — real analyses regress over roughly a +million variants. On 1300 the intercept is not identifiable: an unweighted +OLS on this same data returns an intercept several times its true value of +1, and the heritability absorbs the difference. `lder` is the least +sensitive to reference size, which is why it is the default. + +All four are checked against their reference implementations — [ldsc][ldsc], +[HDL][hdl], [LDER][lder] and [gldsc][gldsc] — on identical inputs: HDL agrees +exactly, LDER to machine precision, gLDSC to ~3e-8 and S-LDSC to ~1e-6. The +small residuals are a ridge on the weighted solve, which keeps an exactly +singular design from returning `NA`. Agreement holds even where the +reference implementations misbehave, such as an S-LDSC intercept below 1 or +a negative partitioned heritability. + +One deliberate difference: LDER here clamps negative eigenvalues before +forming its regression weights. A real, rank-deficient LD block decomposes +with a tail of tiny negative values that are floating-point noise, and +upstream takes `sqrt()` of the resulting negative weight and aborts. The +clamp changes nothing wherever upstream runs. + +[ldsc]: https://github.com/bulik/ldsc +[hdl]: https://github.com/zhenin/HDL +[lder]: https://github.com/shuangsong0110/LDER +[gldsc]: https://github.com/xzw20046/gldsc + +**`hdl` has a reference-size limit, and it tells you when it hits it.** It +is the only one of the four that models reference-panel *noise* explicitly: +its likelihood subtracts a term scaling as `1/nRef` from the modelled +variance. Once the reference is small relative to the GWAS, that term +outgrows the signal, the modelled variance is driven to its floor across +most eigen-directions, and the optimiser walks the intercept out to the top +of its range — returning a number that reflects that bound rather than the +data. At `N = 1e5` against this reference (`nRef` = +`r getNRef(ldEigenExample)`) it drifts to about 0.56 for a true 0.4 and +warns that the fit sits on a bound. At the `N = 1e4` used here it is +comfortably inside its range. If HDL disagrees sharply with the others, +check for that warning and compare `getN()` against `getNRef()`. + +A standard error of zero, or an estimate pinned at a boundary, almost always +means the reference is too small rather than that the trait has no +heritability. The block jackknife needs at least two LD blocks and wants many +more; `estimateH2()` refuses a single-block reference outright. + +## Building an LD reference + +The bundled references were built with `buildLdEigen()` / `buildLdScore()`, +which turn already-loaded LD into the statistic each estimator needs. Load +the LD **per block** — loading a whole region at once returns one dense +matrix, which is one block, and one block has no jackknife. + +```{r build-ref, eval=FALSE} +metaPath <- "/path/to/ld_meta_file.tsv" +blocks <- read.delim(metaPath, check.names = FALSE) +regions <- sprintf("chr22:%d-%d", blocks$start, blocks$end) + +ldList <- lapply(regions, function(r) loadLdMatrix(metaPath, region = r)) + +ldEigen <- buildLdEigen(ldList, genome = "hg38") +ldScore <- buildLdScore(ldList, genome = "hg38") +``` + +`nRef` and the genome build default to what the loaded LD records. +`buildLdScore(keepLdMatrices = FALSE)` drops the per-block matrices, which +shrinks the object by roughly an order of magnitude — but only unstratified +`"sldsc"` can use the result, since `"gldsc"` and stratified `"sldsc"` both +form their per-annotation scores from those matrices. + +## Stratified estimation and enrichment + +Passing an `AnnotationMatrix` partitions heritability across annotations. +The annotation rows must line up with the reference, exactly as the summary +statistics do. + +```{r annotate} +# An illustrative annotation over the first half of the reference, simulated +# to carry three times the per-variant heritability of the rest. +inA <- seq_len(M) <= M / 2 +perSnpVarStrat <- ifelse(inA, 0.225 / sum(inA), 0.075 / sum(!inA)) + +set.seed(1) +zStrat <- numeric(M) +for (block in getLdMatrixList(ldScoreExample)) { + idx <- block$snpIdx + p <- length(idx) + sigma <- nGwas * + (block$R %*% diag(perSnpVarStrat[idx], p) %*% block$R) + + block$R + e <- eigen((sigma + t(sigma)) / 2, symmetric = TRUE) + zStrat[idx] <- as.vector( + e$vectors %*% (sqrt(pmax(e$values, 0)) * rnorm(p)) + ) +} +S4Vectors::mcols(gr)$Z <- zStrat +gwasStrat <- GwasSumStats( + study = "trait1", + entry = list(gr), + genome = getGenome(ldScoreExample), + ldSketch = readGenotypes( + system.file("extdata", "toy_ref.bed", package = "pecotmr") + ) +) + +annot <- AnnotationMatrix( + matrix(as.integer(inA), ncol = 1, dimnames = list(NULL, "annotA")), + as(ldScoreExample, "GRanges"), + data.frame(name = "annotA", tier = "baseline", type = "binary"), + genome = getGenome(ldScoreExample) +) +``` + +```{r enrichment} +strat <- estimateH2( + gwasStrat, + ldScoreExample, + method = "gldsc", + annotations = annot +) +as.data.frame(getEnrichment(strat))[, c( + "annotation", + "tau", + "enrichment", + "enrichmentSe", + "propH2", + "propSnps" +)] +``` + +`enrichment` is the proportion of heritability divided by the proportion of +variants: above 1 means the annotation carries more heritability than its +share of the genome. The simulated truth here is 3, and the estimate is +directionally right but attenuated — again a consequence of the reference's +size rather than of the annotation. + +Annotations come from files via `readAnnotations()`, which reads BED, BigWig +and LDSC `.annot` formats at a given set of variant positions: + +```{r read-annotations, eval=FALSE} +annot <- readAnnotations( + c(enhancer = "enhancers.bed", conservation = "phastCons.bw"), + snpRanges = as(ldScoreExample, "GRanges"), + genome = "hg38" +) +``` + +The `tier` column decides how each annotation is used: `"baseline"` +annotations enter the model and get an enrichment estimate, while +`"candidate"` annotations are scored against the fitted baseline (the sHDL +score test, via `getScoreStats()`). + +One structural caveat: a set of baseline annotations that exactly partitions +the variants is rank-deficient by construction, because the model's implicit +all-ones base annotation is then their sum. Real baseline models — the LDSC +baselineLD set, for instance — use overlapping annotations and do not have +this problem. + +## Postprocessing external polyfun runs + +The second track handles stratified LDSC that was run outside R by polyfun. +The readers load its outputs, `SldscData` bundles them, and the pipeline +does the computation — no file I/O of its own. + +```{r sldsc-read} +sldscDir <- system.file("extdata", "sldsc", package = "pecotmr") +traitDir <- system.file("extdata", "sldsc_trait", package = "pecotmr") + +annotTable <- readSldscAnnot(sldscDir) +frq <- readSldscFrq(sldscDir, plinkName = "reference.") + +traitNames <- c(traitA = "sumstats", traitB = "sumstats2", traitC = "sumstats3") +runs <- lapply(traitNames, function(t) { + readSldscTrait(file.path(traitDir, paste0(t, ".parquet"))) +}) +runs$traitA$categories +``` + +Those categories are a real baseline model — `Coding_UCSC`, +`Conserved_LindbladToh` and `Repressed_Hoffman`, each split into common and +low-frequency, plus `base` — with `ANNOT_0` as the target annotation under +test. + +```{r sldsc-pipeline} +sldscData <- SldscData( + annot = annotTable, + frq = frq, + traits = lapply(runs, function(r) list(single = list(r))) +) +result <- sldscPostprocessingPipeline( + sldscData, + targetCategories = "ANNOT_0" +) +as.data.frame(result$meta$enrichment) +``` + +The pipeline standardizes each trait's tau to Gazal tau\*, back-solves a +jackknife standard error for the enrichment statistic, and pools traits by +DerSimonian-Laird random-effects meta-analysis. `sldscSubsetMeta()` re-runs +the meta over a subset of traits without refitting anything: + +```{r sldsc-subset} +subset <- sldscSubsetMeta(result, subsetTraits = c("traitB", "traitC")) +unlist(subset$enrichment$ANNOT_0) +``` + +Each polyfun run may be a `single` target run or a `joint` one; supplying +both lets the pipeline report the target's enrichment from the single fit +alongside its coefficient from the joint fit. + +### The postprocessing steps + +`sldscPostprocessingPipeline()` is a wrapper over steps that are exported +individually, which is what you want when auditing a surprising number: + +```{r sldsc-steps} +computeSldscMRef(sldscData, mafCutoff = 0.05) # the M_ref that scales tau* +isBinarySldscAnnot(sldscData) # binary vs continuous +``` + +`computeSldscAnnotSd()` gives the per-annotation standard deviation that +turns tau into Gazal tau\*, `standardizeSldscTrait()` does that +standardisation for one trait's run, and `metaSldscRandom()` is the +DerSimonian-Laird pooling across traits. Running them yourself is the way to +see which of the three a strange tau\* came from. + +`getAnnotData()`, `getFrqData()`, `getAnnotCols()` and `getTraitRuns()` read +the corresponding parts of an `SldscData` back out. + +### LD scores from an existing reference + +`computeLdScores()` derives per-variant LD scores from an `LdEigen` or +`LdScore`, optionally stratified by annotation: + +```{r compute-ld-scores} +scores <- computeLdScores(ldEigenExample) +head(round(as.vector(scores[, 1]), 3)) +``` + +This is the same quantity `buildLdScore()` stores, reconstructed from the +eigendecomposition — `sum_i V[j,i]^2 d[i]^2` rather than `sum_k r^2_jk`. +The two agree, which is worth knowing when you have one object and need the +other's input. + +## Bridging the two tracks + +`h2EstimateToSldscTrait()` converts an `H2Estimate` into the same list shape +`readSldscTrait()` produces, so an in-package estimate can be meta-analysed +alongside polyfun runs: + +```{r bridge} +names(h2EstimateToSldscTrait(strat)) +``` + +## Next steps + +- [Molecular QTL enrichment](xqtl-enrichment.html) — the complementary + per-variant QTL/GWAS enrichment analysis. +- [QC for summary statistics](rss-qc.html) — preparing the GWAS side. + +# Session info + +```{r session-info} +sessionInfo() +``` diff --git a/vignettes/ld-infrastructure.Rmd b/vignettes/ld-infrastructure.Rmd new file mode 100644 index 00000000..ee588f4a --- /dev/null +++ b/vignettes/ld-infrastructure.Rmd @@ -0,0 +1,241 @@ +--- +title: "Working with LD references" +author: "pecotmr authors" +date: "`r Sys.Date()`" +output: rmarkdown::html_vignette +vignette: > + %\VignetteIndexEntry{Working with LD references} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + +```{r setup, include=FALSE} +knitr::opts_chunk$set( + echo = TRUE, + message = FALSE, + warning = FALSE, + fig.width = 7, + fig.height = 4.5 +) +``` + +## Overview + +Almost everything else in pecotmr needs LD. Fine-mapping from summary +statistics needs it, RSS weight learning needs it, colocalization needs it, +and the heritability estimators are built on nothing else. The pipelines +handle it for you, so this vignette is about the layer underneath: loading +LD for a region, computing it from genotypes, checking it is usable, and +reducing a variant set that is too correlated to model. + +```{r load-packages} +library(pecotmr) +ldMeta <- system.file( + "extdata", + "ld_reference", + "ld_meta_file.tsv", + package = "pecotmr" +) +``` + +An LD reference is described by a **meta file**: one row per LD block, giving +the block's coordinates and the path to the genotype or correlation data +backing it. + +```{r meta} +read.delim(ldMeta, check.names = FALSE) +``` + +Paths are relative to the meta file, so a reference directory can be moved +without rewriting it. + +## Loading LD for a region + +`loadLdMatrix()` returns an `LdData` — a `GRanges` of the variants plus the +correlation matrix, or the genotypes to compute it from: + +```{r load} +region <- "chr22:10000000-19000000" +ld <- loadLdMatrix(ldMeta, region = region) +ld +R <- getCorrelation(ld) +dim(R) +``` + +Whether a correlation matrix or a genotype handle comes back depends on the +source. `returnGenotype = "auto"` (the default for genotype sources) returns +dosages and computes `R` on demand, which matters because a dense matrix for +a large region is far bigger than the genotypes it came from. + +`getVariantInfo()` gives the variants as a plain `GRanges`, which is what you +need to align summary statistics against the panel: + +```{r variant-info} +head(getVariantInfo(ld), 3) +``` + +**A region is not a block.** Loading a whole region returns one dense matrix +covering it. To get one matrix per LD block — which the block jackknife in +[heritability estimation](heritability.html) requires — address the blocks +individually. + +`region` also takes a vector, returning one `LdData` per entry — which is +how you get per-block LD without writing the loop yourself: + +```{r multi-region} +blocks <- read.delim(ldMeta, check.names = FALSE) +ldList <- loadLdMatrix( + ldMeta, + region = sprintf("chr22:%d-%d", blocks$start, blocks$end) +) +length(ldList) +``` + +### Sources without coordinates + +An LD meta file carries coordinates, so its blocks are addressed by `region`. +Other sources have no coordinates and are addressed by `block` index instead: + +- an **`ldInfo` table** — an `LD_file` column and optionally `SNP_file`, the + shape cTWAS's `LD_map` uses +- a **matrix** already in memory, or a list of them + +```{r by-block} +R2 <- computeLd(matrix(rnorm(100 * 10), 100, 10)) +loadLdMatrix(R2, block = 1) +``` + +Supplying both `region` and `block`, or neither, is an error — the source +determines which one applies. + +### Options + +| Argument | Effect | +|---|---| +| `returnGenotype` | `"auto"` gives dosages for genotype sources, `R` for pre-computed | +| `dropMonomorphic` | drop variants with no variation | +| `materializeGenotypes` | read dosages once and keep them, so later access does no file I/O | +| `maxVariants` / `seed` | randomly thin oversized blocks, reproducibly | + +```{r options} +thinned <- loadLdMatrix(ldMeta, region = region, maxVariants = 50, seed = 1) +length(thinned) +``` + +## Computing LD from genotypes + +`computeLd()` takes a dosage matrix and returns the correlation matrix: + +```{r compute} +set.seed(1) +X <- matrix(rnorm(100 * 20), 100, 20, dimnames = list(NULL, paste0("v", 1:20))) +X[, 5] <- X[, 4] + rnorm(100, sd = 0.01) # a near-duplicate pair +R2 <- computeLd(X) +dim(R2) +``` + +`method` selects the estimator — `"sample"` (default), `"population"`, or +`"gcta"` — and `shrinkage` applies shrinkage toward the identity. `backend` +can hand the work to SNPRelate or snpStats when those are installed. + +## Checking that LD is usable + +A correlation matrix estimated from finite samples is usually not positive +definite, and methods that invert it or take its eigendecomposition will +fail or return nonsense. `checkLd()` reports the diagnosis. Run it on the +real panel rather than the toy matrix above, which is well conditioned by +construction: + +```{r check} +diagnosis <- checkLd(R) +diagnosis[c( + "isPd", + "isPsd", + "minEigenvalue", + "nNegative", + "conditionNumber" +)] +``` + +That is what a real reference looks like: positive *semi*-definite but not +positive definite, with a smallest eigenvalue at rounding scale (`-7e-16`) +and a condition number around `1e9`. The negative value is floating-point +noise on a rank-deficient matrix, not structure — but it is exactly what +makes an unguarded `sqrt()` or `solve()` fail, and why LDER clamps +eigenvalues before forming its weights. + +`method = "shrink"` or `"eigenfix"` returns a repaired matrix instead of a +report: + +```{r check-fix} +fixed <- checkLd(R, method = "eigenfix") +c(before = diagnosis$minEigenvalue, after = checkLd(fixed$R)$minEigenvalue) +``` + +The smallest eigenvalue is lifted off zero, though on a matrix this +rank-deficient it stays tiny — repair makes the decomposition safe, it does +not restore rank that the reference panel never had. Repairing also changes +the data, so prefer a better-conditioned variant set where you can, which is +what the next section is for. + +## Reducing a correlated variant set + +Two variants in near-perfect LD carry the same information, and a design +containing both is singular. Three tools address that, differing in what +they optimise. + +`ldPruneByCorrelation()` drops variants until no pair exceeds a correlation +threshold, keeping the choice arbitrary among equivalents: + +```{r prune} +pruned <- ldPruneByCorrelation(X, corThres = 0.8) +ncol(pruned$X.new) +pruned$filter.id +``` + +It returns the reduced matrix and the retained column indices, so a parallel +table of statistics can be subset the same way. + +`ldClumpByScore()` keeps the *best-scoring* variant in each LD clump rather +than an arbitrary one — pass PIPs or −log10 p-values as `score` and it +behaves like PLINK's clumping: + +```{r clump, eval=FALSE} +ldClumpByScore(X, score = pips, chr = chrom, pos = position, r2 = 0.2) +``` + +`enforceDesignFullRank()` is the targeted version: rather than thresholding +everything, it drops variants iteratively until the design plus its +covariates reaches full column rank, and stops there. + +```{r full-rank} +Xdup <- cbind(X, dup = X[, 1]) # exactly collinear +dim(enforceDesignFullRank(Xdup, C = matrix(1, nrow(Xdup), 1))) +``` + +The `C` argument is the covariate matrix the design will sit alongside — +rank has to be assessed on the combined matrix, since a variant can be +independent of the other variants yet collinear with a covariate. +`strategy` chooses what to sacrifice: the most correlated variant, the +lowest-variance one, or the one least correlated with the response. + +## Aligning summary statistics to a panel + +The counterpart to all of this is on the summary-statistics side: variants +must exist in the panel, and their alleles must be oriented the same way. +`filterVariantsByLdReference()` and `mergeVariantInfo()` do that, and are +covered in the [QC vignette](rss-qc.html), where the motivation lives. + +## Next steps + +- [QC for summary statistics](rss-qc.html) — matching statistics to a panel. +- [Heritability](heritability.html) — `buildLdEigen()` / `buildLdScore()` + turn per-block LD into the statistics the h2 estimators consume. +- [Fine-mapping](fine-mapping.html) and [TWAS weights](twas-weights.html) — + the RSS methods that consume LD. + +# Session info + +```{r session-info} +sessionInfo() +``` diff --git a/vignettes/mash-pipeline.Rmd b/vignettes/mash-pipeline.Rmd new file mode 100644 index 00000000..4a6b57e8 --- /dev/null +++ b/vignettes/mash-pipeline.Rmd @@ -0,0 +1,313 @@ +--- +title: "Multivariate adaptive shrinkage across contexts with mash" +author: "pecotmr authors" +date: "`r Sys.Date()`" +output: rmarkdown::html_vignette +vignette: > + %\VignetteIndexEntry{Multivariate adaptive shrinkage across contexts with mash} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + +```{r setup, include=FALSE} +hasMash <- requireNamespace("mashr", quietly = TRUE) && + requireNamespace("flashier", quietly = TRUE) +knitr::opts_chunk$set( + echo = TRUE, + message = FALSE, + warning = FALSE, + fig.width = 7, + fig.height = 4.5, + eval = hasMash +) +``` + +```{r mash-missing, echo=FALSE, eval=!hasMash, results="asis"} +cat( + "**Note:** `mashr` and/or `flashier` are not installed, so the code", + "below is shown but not run." +) +``` + +## Overview + +A QTL measured in several contexts — tissues, cell types, conditions — is +usually not a set of independent experiments. Effects are shared, and an +effect that looks null in one context is often a real effect that context +was underpowered to see. + +[mash](https://github.com/stephenslab/mashr) learns the covariance structure +of effect sharing from the data and shrinks each variant's per-context +estimate toward it. `mashPipeline()` drives the whole fit; the chainable +steps behind it let you swap out any stage. + +The input is a named list of summary-statistic collections split into +**partitions**, each with a distinct job: + +| Partition | Role | +|---|---| +| `strong` | discovery variants; the data-driven covariances are learned here | +| `random` | unbiased background; the mixture weights are fit here | +| `null` | null variants; the residual correlation is estimated here | + +`strong` and `random` are required. `null` is optional and used only by the +residual-correlation estimators that need it. + +Fitting chunks below are run with `results = "hide"`: `mashr` and +`flashier` narrate their progress on stdout, which knitr cannot filter, so +each fit is split into a compute chunk and a display chunk. The code is +otherwise exactly what you would type. + +```{r load-packages} +library(pecotmr) +data(qtlSumStatsMulticontextExample) +ss <- qtlSumStatsMulticontextExample +ss +``` + +## The one-shot fit + +```{r mash-pipeline, results="hide"} +sumStatsList <- list(strong = ss, random = ss, null = ss) +fit <- mashPipeline(sumStatsList, alpha = 0, nPcs = 2L) +``` + +```{r mash-pipeline-show} +length(fit$U) +round(head(sort(fit$w, decreasing = TRUE), 5), 4) +``` + +`fit$U` is the prior covariance list and `fit$w` the estimated mixture +weights over it. A large weight on `null` is normal and healthy: most +variants are not QTLs. + +`alpha` must match the scale you are on: `alpha = 0` for effect sizes +(BETA/SE), `alpha = 1` for Z-scores. `inputScale` controls which pair is +extracted from the sumstats and defaults to `"auto"` — BETA + SE when every +entry carries both, otherwise Z with unit standard errors. + +## Residual correlation + +Conditions measured on overlapping samples have correlated residuals, and +mash needs an estimate of that correlation (`Vhat`) to avoid reading shared +noise as shared signal. `residualCorrelationMethod` chooses the estimator: + +| Value | Estimator | Needs | +|---|---|---| +| `"identity"` (default) | no residual correlation | — | +| `"simple"` | `mashr::estimate_null_correlation_simple()` | `null` | +| `"simpleSpecific"` | nearest PD correlation of `cov(nullZ)` | `null` | +| `"corshrink"` | adaptive shrinkage of the null correlation | `null`, CorShrink | +| `"mle"` | EM refinement against the prior | `random`, `priorCovariances` | + +The default is `"identity"` because it always works, **not** because it is +the best choice. Multi-context QTL data is the overlapping-sample case par +excellence — the same donors appear in every context — so the identity +assumption is usually wrong. Prefer a data-driven estimate whenever you have +a null set: + +```{r mash-vhat, results="hide"} +fitSimple <- mashPipeline( + sumStatsList, + alpha = 0, + nPcs = 2L, + residualCorrelationMethod = "simple" +) +``` + +```{r mash-vhat-show} +round(head(sort(fitSimple$w, decreasing = TRUE), 5), 4) +``` + +Supplying a `null` partition while leaving the default in place reports that +the partition is going unused, since that combination is more often an +oversight than an intent. + +You can also skip estimation entirely and pass a `Vhat` computed elsewhere — +useful when it was estimated on a larger reference and shipped as a static +artefact: + +```{r mash-vhat-supplied, eval=FALSE} +mashPipeline(sumStatsList, alpha = 0, residualCorrelation = myVhat) +``` + +## The chain, step by step + +`mashPipeline()` is a wrapper over four steps. Take them apart when you want +to reuse an intermediate, try several priors against one `Vhat`, or compute +posteriors for a set other than the one you fit on. + +```{r mash-chain, results="hide"} +vhat <- mashResidualCorrelation(sumStatsList, alpha = 0, method = "simple") +prior <- mashPriorCovariances(sumStatsList, alpha = 0, vhat = vhat, nPcs = 2L) +model <- mashModelFit( + sumStatsList, + alpha = 0, + priorCovariances = prior, + vhat = vhat +) +``` + +```{r mash-chain-show} +class(model) +``` + +`mashPriorCovariances()` returns `list(U, w, loglik)`, while +`mashCovarianceComponents()` returns a bare covariance list. Either can be +handed to any consumer — the wrapper is unwrapped for you, so there is no +need to reach for `$U`. + +`mashModelFit()` returns a `mashr` model object. That is not the same thing +as the `MashPrior` class, which packages a prior for use as a TWAS weight +method; see [TWAS weights](twas-weights.html). + +## Posteriors + +`mashPosterior()` applies the fitted model to a target set. Fitting on +`random` and computing posteriors on `strong` is the standard split — the +weights should not be learned from the same variants they are applied to. + +```{r mash-posterior, results="hide"} +post <- mashPosterior(model, ss, alpha = 0, vhat = vhat) +``` + +```{r mash-posterior-show} +names(post) +dim(post$PosteriorMean) +``` + +| Matrix | Meaning | +|---|---| +| `PosteriorMean` / `PosteriorSD` | shrunk effect and its uncertainty | +| `lfsr` | local false sign rate — the quantity to threshold on | +| `lfdr` | local false discovery rate | +| `NegativeProb` | posterior probability the effect is negative | +| `PosteriorCov` | per-variant across-context covariance | + +`lfsr` is the usual significance measure here: it asks whether the *sign* of +an effect is confidently known, which is a more honest question than whether +it is exactly zero. + +```{r mash-lfsr} +# Variants significant in at least one context at lfsr < 0.05 +sum(apply(post$lfsr, 1, min) < 0.05) +``` + +## Choosing the covariance components + +The data-driven part of the prior is built from `components` and then +refined by an `engine`: + +```{r mash-components, eval=FALSE} +mashPriorCovariances( + sumStatsList, + alpha = 0, + vhat = vhat, + components = c("canonical", "pca", "flash", "flashNonneg"), + engine = "cov_ed", # or "ud" / "ud_ted" (udr) + nPcs = 2L +) +``` + +`"cov_ed"` is the default and is mashr's own extreme deconvolution. The +`udr` engines are opt-in and have known numerical issues; `"ud_ted"` +additionally assumes i.i.d. (Z-scale) data. Their dominant cost is +`udControl$n_unconstrained` (default 50), which is worth cutting sharply +when you have few conditions. + +To bypass the covariance chain entirely and fit weights against a prior you +already have: + +```{r mash-prior-supplied, eval=FALSE} +mashPipeline(sumStatsList, alpha = 0, priorCovariances = myU) +``` + +## Posterior contrasts and feature scores + +Posterior means answer "how big is the effect in each context". A different +question — "which contexts does this feature deviate in, relative to its own +average" — is what the contrast layer computes. + +```{r mash-contrast, results="hide"} +data(mashPosteriorExample) +p <- mashPosteriorExample +contrast <- mashPosteriorContrast( + p$posterior$PosteriorMean, + p$posterior$PosteriorCov, + p$orig$bhat +) +scores <- calculateFeatureScores(contrast) +``` + +```{r mash-contrast-show} +scores +``` + +Each row is one condition's meta-analysed deviation score across features — +a per-context summary of how distinctive that context's effects are. The +bundled example is a brain cell-type panel, so the conditions are cell +types (`Ast`, `Exc`, `Mic`, ...) plus the `ALL` pooled column. + +## Three ways to score a feature + +`calculateFeatureScores()` is one of three scoring routes over the same +contrast result, and they answer different questions: + +```{r scores-three} +# 1. meta-analysed deviation z, across features (shown above) +head(scores, 3) + +# 2. the fraction of features whose deviation is significant +nSignificantScore(contrast, pCutoff = 1e-5) +``` + +`nSignificantScore()` asks *how often* a condition deviates rather than *how +strongly* — a condition can carry a large mean deviation driven by a handful +of features, or a modest one that is consistent across many, and only the +second is captured here. + +The third route brings fine-mapping in. `scoreFromCs()` restricts to the +lead variant of each credible set, so the score reflects deviation at +variants that are plausibly causal rather than at whatever tagged them: + +```{r score-cs} +scoreFromCs(p$fineMapping, contrast, condition = "Exc") +``` + +It takes the least-significant credible-set lead and reports the largest +pairwise |mean|/se there — a deliberately conservative summary, since one +strong credible set should not carry a condition on its own. + +The contrast design itself is built from `makePairwiseContrastCol()`, which +sets +1 and −1 for a pair of conditions in a zero vector, and +`fitMashContrast()`, which fits one feature's contrast. `mashPosteriorContrast()` +calls both across all features and pairs, so you only need them directly when +building a non-pairwise design. + +## Utilities + +The mash track ships a set of helpers for getting real data into shape: + +| Function | Use | +|---|---| +| `mashInput()` | build the `(strong, random, null)` matrices from fine-mapping output | +| `sanitizeMashData()` | replace `NaN`/`Inf` in `bhat`/`sbhat` with safe values | +| `filterInvalidSummaryStat()` | drop rows mash cannot use | +| `mergeMashData()` / `sliceMashData()` | combine or subset the matrix bundles | +| `mashRandNullSample()` | draw the random/null partitions | +| `filterMixtureComponents()` | drop components with negligible weight | +| `metaAnalysisPerCondition()` | per-condition fixed-effect meta-analysis | +| `updateMashModelCov()` | swap a fitted model's covariance list | + +## Next steps + +- [Building QtlSumStats objects](constructing-sumstats.html) — assembling + the multi-context input. +- [TWAS weights](twas-weights.html) — where a mash prior is consumed, via + `MashPrior` and mr.mash. + +# Session info + +```{r session-info} +sessionInfo() +``` diff --git a/vignettes/rss-qc.Rmd b/vignettes/rss-qc.Rmd index 51ee849d..51e5651c 100644 --- a/vignettes/rss-qc.Rmd +++ b/vignettes/rss-qc.Rmd @@ -88,6 +88,87 @@ A non-zero `mafCutoff` requires every entry to carry a `MAF` mcol; non-zero with a non-zero cutoff will produce an error - if you don't want a filter to run, leave its cutoff at the default value of 0. +## The pieces QC is built from + +`summaryStatsQc()` orchestrates the steps below. Each is exported, because +the same operations come up outside a full QC run — preparing a variant list, +auditing why something was dropped, or applying one check without the rest. + +### Classifying variants + +Allele strings decide how a variant is handled: indels cannot be matched to a +panel the same way SNPs are, and strand-ambiguous SNPs need care. + +```{r classify} +ids <- c( + "chr22:10685239:C:T", + "chr22:10761227:G:A", + "chr22:11285239:CT:C", + "chr22:11500000:A:T" +) +classifyVariantType(ids) +``` + +### Matching a variant list to an LD panel + +`filterVariantsByLdReference()` keeps only variants the panel actually +carries, and reports how many it dropped. It returns both the surviving IDs +and their positions in the input, so a parallel table can be subset the same +way. + +```{r filter-ld} +ldMeta <- system.file( + "extdata", + "ld_reference", + "ld_meta_file.tsv", + package = "pecotmr" +) +kept <- filterVariantsByLdReference(ids, ldMeta) +kept$data +kept$idx +``` + +`keepIndel = FALSE` additionally drops indels, which is what an +RSS method wanting a SNP-only design needs: + +```{r filter-ld-snps} +filterVariantsByLdReference(ids, ldMeta, keepIndel = FALSE)$data +``` + +### Reconciling two variant tables + +`mergeVariantInfo()` matches two variant sets while allowing for flipped +alleles — the second table is re-oriented to the first rather than treated as +a different variant: + +```{r merge-variants} +panel <- data.frame( + chrom = "chr22", pos = c(10685239, 10761227), + ref = c("C", "G"), alt = c("T", "A") +) +sumstats <- data.frame( + chrom = "chr22", pos = c(10685239, 10761227), + ref = c("T", "G"), alt = c("C", "A") # first variant is flipped +) +mergeVariantInfo(panel, sumstats) +``` + +The flipped variant comes back on the panel's orientation. `all = FALSE` +returns only the re-oriented second set instead of the union. + +### Applying one mismatch check + +`ldMismatchQc()` is the LD-mismatch step on its own, taking z-scores plus +either a correlation matrix (`R`) or genotypes (`X`): + +```{r ld-mismatch, eval=FALSE} +ldMismatchQc(zScore = z, R = ldMatrix, nSample = 10000, method = "slalom") +``` + +and `autoDecision()` is the helper that reads credible-set structure to +decide whether a flagged variant should be imputed or dropped — the choice +`summaryStatsQc()` otherwise makes for you. + ## Allele-flip QC: the SuSiE kriging prefilter `alleleFlipKriging = TRUE` enables an optional prefilter that runs **before** @@ -202,7 +283,7 @@ gws_qcd <- summaryStatsQc( ## Next steps `QtlSumStats` and `GwasSumStats` are direct inputs to `fineMappingPipeline()`, -`twasWeightsPipeline()` (`QtlSumStats` only) and `colocBoostPipeline()`— see +`twasWeightsPipeline()` (`QtlSumStats` only) and `colocboostPipeline()`— see the *Fine-mapping with pecotmr*, *Learning TWAS weights with pecotmr* and *Multi-trait colocalization with ColocBoost* vignettes. diff --git a/vignettes/twas-weights.Rmd b/vignettes/twas-weights.Rmd index bab67508..8415431f 100644 --- a/vignettes/twas-weights.Rmd +++ b/vignettes/twas-weights.Rmd @@ -188,6 +188,86 @@ twasWeightsPipeline( ) ``` +## Calling a weight method directly + +Each `methods =` value dispatches to an exported function, and those +functions are usable on their own. Reach for one when you want to fit a +single model to a matrix you already have — tuning a penalty, comparing +methods outside the pipeline, or debugging a method that behaves oddly on +your data. + +The individual-level methods take `X` (genotypes) and `y` (phenotype) and +return a weight vector: + +```{r direct-method} +set.seed(1) +n <- 200 +p <- 30 +X <- matrix(rnorm(n * p), n, p, dimnames = list(NULL, paste0("v", 1:p))) +y <- as.vector(X %*% c(rep(0.4, 3), rep(0, p - 3)) + rnorm(n)) + +w <- lassoWeights(X = X, y = y) +c(length = length(w), nonzero = sum(w != 0)) +``` + +The families, and the `methods =` name each answers to: + +| Family | `methods =` | Function | +|---|---|---| +| Penalized regression | `lasso`, `enet`, `mcp`, `scad`, `l0learn` | `lassoWeights()`, `enetWeights()`, … | +| Bayesian alphabet | `bayesA` … `bayesR`, `bLasso` | `bayesAWeights()`, `bLassoWeights()`, … | +| Dirichlet process regression | `dprVb`, `dprGibbs`, `dprAdaptiveGibbs` | `dprVbWeights()`, `dprGibbsWeights()`, … | +| External PRS methods | `prsCs` (sumstats input only) | `prsCs()`, `sdpr()`, `lassosumRss()` | +| mr.mash / mr.ash | `mrmash`, `mrash` | `mrmashWeights()`, `mrashWeights()` | +| SuSiE family | `susie`, `susieInf`, `susieAsh`, `mvsusie`, `fsusie` | `susieWeights()`, `mvsusieWeights()`, … | + +Every token is camelCase, matching the function names. Snake_case spellings +are not accepted: `bayes_r`, `dpr_vb` and `susie_inf` all error with the list +of known tokens. + +Every family has an RSS counterpart taking summary statistics and an LD +matrix instead of `X`/`y` — `lassosumRssWeights()`, `mcpRssWeights()`, +`susieRssWeights()`, and so on. Those are what +`twasWeightsPipeline()` calls when the input is a `QtlSumStats`. + +`prsCs()`, `sdpr()` and `lassosumRss()` are exported alongside their +`*Weights()` adapters because they return more than the coefficient vector. +`sdpr()` also gives a heritability estimate (`h2`), `lassosumRss()` the whole +regularization path (`beta` is variants x lambda, plus the `lambda` grid and +per-fit `loss`), and `prsCs()` the posterior shrinkage parameters (`psiEst`, +`sigmaEst`, `phiEst`). The adapters reduce each of those to the weights the +pipeline consumes, so reach for the raw function when you want the +diagnostics rather than just the weights. + +The mr.mash methods need prior covariance matrices, built by +`buildMrmashPriorMatrices()` from components like `computeCovDiag()` and +`computeCovFlash()`. + +## Cross-validation, ensembling and prediction + +The pipeline's `ensemble` method is not a model of its own — it is a weighted +combination of the others, with the weights chosen by cross-validation. +Those steps are exported too: + +- `twasWeightsCv()` runs the cross-validation that scores each method. +- `learnTwasWeights()` fits one method across CV folds. +- `combineTwasWeights()` forms the ensemble from per-method weights. +- `estimateSparsity()` reports how sparse a fitted weight vector is. + +Once you have weights, `twasPredict()` applies them to a genotype matrix. +It takes a *named list* of weight vectors, with names ending in `_weights`, +and returns one predicted column per entry: + +```{r predict} +pred <- twasPredict(X, list(gene1_weights = w)) +names(pred) +round(cor(as.vector(pred[[1]]), y), 3) +``` + +That correlation is the in-sample prediction accuracy — on real data you +would want the cross-validated version from `twasWeightsCv()` instead, since +in-sample accuracy is optimistic by construction. + ## Common parameters ```{r tw-params, eval=FALSE} diff --git a/vignettes/twas-zscore.Rmd b/vignettes/twas-zscore.Rmd index 4492a1ea..091bbec7 100644 --- a/vignettes/twas-zscore.Rmd +++ b/vignettes/twas-zscore.Rmd @@ -139,6 +139,16 @@ Accepted values for `combineMethods`: `acat`, `hmp`, `bonferroni`, `fisher`, `stouffer`, `invchisq`, `gbj`, `bj`, `hc`, `ghc`, `minp`, `gbj_omni`, `aspu`, `gates` (see `?combinePValues`). +The per-tuple p-value itself comes from `waldTestPval()`, which is exported +so the same test can be applied to any effect estimate and standard error: + +```{r wald} +waldTestPval(beta = 2.5, se = 0.8, n = 10000) +``` + +`n` sets the degrees of freedom, so a small study gives a more conservative +p-value than the normal approximation would. + ## LD-sketch consistency Both `twasWeights` and `fineMappingResult` carry an `ldSketch` slot. From 74b6d74ea0dbff42f0be6a2029c12277281f5b37 Mon Sep 17 00:00:00 2001 From: Daniel Nachun Date: Wed, 9 Sep 2026 16:35:17 -0700 Subject: [PATCH 2/5] clean up --- .../_problems/test_ctwasPipeline-468.R | 166 ----------------- .../_problems/test_ctwasPipeline-469.R | 167 ----------------- .../_problems/test_ctwasPipeline-470.R | 168 ----------------- .../_problems/test_ctwasPipeline-471.R | 169 ----------------- .../_problems/test_ctwasPipeline-497.R | 169 ----------------- .../_problems/test_ctwasPipeline-498.R | 170 ----------------- .../_problems/test_ctwasPipeline-506.R | 175 ------------------ .../_problems/test_ctwasPipeline-527.R | 175 ------------------ tests/testthat/_problems/test_ld-3256.R | 153 --------------- 9 files changed, 1512 deletions(-) delete mode 100644 tests/testthat/_problems/test_ctwasPipeline-468.R delete mode 100644 tests/testthat/_problems/test_ctwasPipeline-469.R delete mode 100644 tests/testthat/_problems/test_ctwasPipeline-470.R delete mode 100644 tests/testthat/_problems/test_ctwasPipeline-471.R delete mode 100644 tests/testthat/_problems/test_ctwasPipeline-497.R delete mode 100644 tests/testthat/_problems/test_ctwasPipeline-498.R delete mode 100644 tests/testthat/_problems/test_ctwasPipeline-506.R delete mode 100644 tests/testthat/_problems/test_ctwasPipeline-527.R delete mode 100644 tests/testthat/_problems/test_ld-3256.R diff --git a/tests/testthat/_problems/test_ctwasPipeline-468.R b/tests/testthat/_problems/test_ctwasPipeline-468.R deleted file mode 100644 index 2ff4fd0a..00000000 --- a/tests/testthat/_problems/test_ctwasPipeline-468.R +++ /dev/null @@ -1,166 +0,0 @@ -# Extracted from test_ctwasPipeline.R:468 - -# setup ------------------------------------------------------------------------ -library(testthat) -test_env <- simulate_test_env(package = "pecotmr", path = "..") -attach(test_env, warn.conflicts = FALSE) - -# prequel ---------------------------------------------------------------------- -context("ctwasPipeline") -.ctp_makeHandle <- function(snp_n = 12L, n_samples = 30L) { - # Use a per-process tempfile so .ctwasLdPanelKey's file.exists check - # succeeds against the fixture handle (real LD-sketch payloads exist - # by construction; mock fixtures need an equivalent on-disk anchor). - gdsPath <- file.path(tempdir(), "ctp_sketch.gds") - if (!file.exists(gdsPath)) { - file.create(gdsPath) - } - positions <- seq(100L, by = 100L, length.out = snp_n) - # SNP IDs follow the canonical chr:pos:A2:A1 layout so allele - # harmonization inside .ctwasBuildWeights / .ctwasHarmonizeWeights can - # parse them via parseVariantId(). - snpIds <- sprintf("chr1:%d:G:A", positions) - new( - "GenotypeHandle", - path = gdsPath, - format = "gds", - snpInfo = data.frame( - SNP = snpIds, - CHR = rep("1", snp_n), - BP = positions, - A1 = rep("A", snp_n), - A2 = rep("G", snp_n), - stringsAsFactors = FALSE - ), - nSamples = n_samples, - sampleIds = paste0("s", seq_len(n_samples)), - pgenPtr = NULL - ) -} -.ctp_snpId <- function(i) sprintf("chr1:%d:G:A", 100L * i) -.ctp_mockExtractor <- function(seed = 5, n_samples = 30L) { - function(handle, snpIdx, meanImpute = TRUE) { - set.seed(seed) - panel <- matrix( - rbinom(n_samples * nrow(getSnpInfo(handle)), 2, 0.3), - nrow = n_samples, - ncol = nrow(getSnpInfo(handle)), - dimnames = list(getSampleIds(handle), getSnpInfo(handle)$SNP) - ) - sub <- panel[, snpIdx, drop = FALSE] - rr <- GenomicRanges::GRanges( - seqnames = paste0("chr", getSnpInfo(handle)$CHR[snpIdx]), - ranges = IRanges::IRanges( - start = getSnpInfo(handle)$BP[snpIdx], - width = 1L - ) - ) - S4Vectors::mcols(rr) <- S4Vectors::DataFrame( - SNP = getSnpInfo(handle)$SNP[snpIdx], - A1 = getSnpInfo(handle)$A1[snpIdx], - A2 = getSnpInfo(handle)$A2[snpIdx] - ) - cd <- S4Vectors::DataFrame( - sampleId = getSampleIds(handle), - row.names = getSampleIds(handle) - ) - dosage <- t(sub) - rownames(dosage) <- getSnpInfo(handle)$SNP[snpIdx] - colnames(dosage) <- getSampleIds(handle) - SummarizedExperiment::SummarizedExperiment( - assays = list(dosage = dosage), - rowRanges = rr, - colData = cd - ) - } -} -.ctp_blockVariants <- function(b) { - idx <- seq_len(6L) + 6L * (b - 1L) - gr <- GenomicRanges::GRanges( - seqnames = "chr1", - ranges = IRanges::IRanges(start = 100L * idx, width = 1L) - ) - S4Vectors::mcols(gr) <- S4Vectors::DataFrame( - SNP = vapply(idx, .ctp_snpId, character(1)), - A1 = rep("A", 6), - A2 = rep("G", 6), - Z = rnorm(6), - N = rep(1000L, 6) - ) - gr -} -.ctp_makeGwasSumstats <- function(qc = TRUE, blockIds = c("block1", "block2")) { - n <- length(blockIds) - GwasSumStats( - study = rep("G1", n), - entry = map(seq_len(n), .ctp_blockVariants), - genome = "hg19", - ldSketch = .ctp_makeHandle(snp_n = 6L * n), - blockId = blockIds, - qcInfo = if (qc) list(step1 = "ok") else list() - ) -} -.ctp_makeTwasWeights <- function(variantIdx = 1:5) { - e <- twasWeightsRow( - variantIds = vapply(variantIdx, .ctp_snpId, character(1)), - weights = c(0.1, 0.05, -0.2, 0.3, 0.0) - ) - TwasWeights( - study = "Q1", - context = "c1", - trait = "t1", - method = "susie", - entry = list(e), - ldSketch = .ctp_makeHandle() - ) -} -.ctp_makeFmrWeightSource <- function() { - vids <- vapply(1:5, .ctp_snpId, character(1)) - w <- c(0.1, 0.05, -0.2, 0.3, 0.0) - tl <- data.frame( - variant_id = vids, - chrom = rep("1", 5), - pos = 100L * (1:5), - A1 = rep("A", 5), - A2 = rep("G", 5), - N = rep(100, 5), - af = rep(0.3, 5), - pip = rep(0.5, 5), - posterior_mean = w, - posterior_sd = rep(0.1, 5), - cs_95 = rep("susie_1", 5), - stringsAsFactors = FALSE - ) - fe <- fineMappingRow(variantIds = vids, susieFit = list(), topLoci = tl) - QtlFineMappingResult( - study = "Q1", - context = "c1", - trait = "t1", - method = "susie", - entry = list(fe), - ldSketch = .ctp_makeHandle() - ) -} -.ctp_makeMultiBlockInputs <- function(qc = TRUE) { - ss <- .ctp_makeGwasSumstats(qc = qc) - list( - gwasSumStats = ss, - # ctwas fine-maps one region at a time, so each block's gene has to - # carry weights on variants that block actually has LD for: block 1 - # holds variants 1..6, block 2 holds 7..12. - twasWeights = list( - block1 = .ctp_makeTwasWeights(), - block2 = .ctp_makeTwasWeights(7:11) - ) - ) -} - -# test ------------------------------------------------------------------------- -ss <- .ctp_makeGwasSumstats(blockIds = "block1") -gwasIds <- vapply(1:6, .ctp_snpId, character(1)) -panelIds <- gwasIds -panelIds[2] <- "chr1:200:A:G" -plain <- pecotmr:::.ctwasBuildZSnp(ss, gwasIds) -flipped <- pecotmr:::.ctwasBuildZSnp(ss, panelIds) -i <- match("chr1:200:G:A", plain$id) -expect_equal(flipped$id[i], "chr1:200:A:G") diff --git a/tests/testthat/_problems/test_ctwasPipeline-469.R b/tests/testthat/_problems/test_ctwasPipeline-469.R deleted file mode 100644 index 33a55bba..00000000 --- a/tests/testthat/_problems/test_ctwasPipeline-469.R +++ /dev/null @@ -1,167 +0,0 @@ -# Extracted from test_ctwasPipeline.R:469 - -# setup ------------------------------------------------------------------------ -library(testthat) -test_env <- simulate_test_env(package = "pecotmr", path = "..") -attach(test_env, warn.conflicts = FALSE) - -# prequel ---------------------------------------------------------------------- -context("ctwasPipeline") -.ctp_makeHandle <- function(snp_n = 12L, n_samples = 30L) { - # Use a per-process tempfile so .ctwasLdPanelKey's file.exists check - # succeeds against the fixture handle (real LD-sketch payloads exist - # by construction; mock fixtures need an equivalent on-disk anchor). - gdsPath <- file.path(tempdir(), "ctp_sketch.gds") - if (!file.exists(gdsPath)) { - file.create(gdsPath) - } - positions <- seq(100L, by = 100L, length.out = snp_n) - # SNP IDs follow the canonical chr:pos:A2:A1 layout so allele - # harmonization inside .ctwasBuildWeights / .ctwasHarmonizeWeights can - # parse them via parseVariantId(). - snpIds <- sprintf("chr1:%d:G:A", positions) - new( - "GenotypeHandle", - path = gdsPath, - format = "gds", - snpInfo = data.frame( - SNP = snpIds, - CHR = rep("1", snp_n), - BP = positions, - A1 = rep("A", snp_n), - A2 = rep("G", snp_n), - stringsAsFactors = FALSE - ), - nSamples = n_samples, - sampleIds = paste0("s", seq_len(n_samples)), - pgenPtr = NULL - ) -} -.ctp_snpId <- function(i) sprintf("chr1:%d:G:A", 100L * i) -.ctp_mockExtractor <- function(seed = 5, n_samples = 30L) { - function(handle, snpIdx, meanImpute = TRUE) { - set.seed(seed) - panel <- matrix( - rbinom(n_samples * nrow(getSnpInfo(handle)), 2, 0.3), - nrow = n_samples, - ncol = nrow(getSnpInfo(handle)), - dimnames = list(getSampleIds(handle), getSnpInfo(handle)$SNP) - ) - sub <- panel[, snpIdx, drop = FALSE] - rr <- GenomicRanges::GRanges( - seqnames = paste0("chr", getSnpInfo(handle)$CHR[snpIdx]), - ranges = IRanges::IRanges( - start = getSnpInfo(handle)$BP[snpIdx], - width = 1L - ) - ) - S4Vectors::mcols(rr) <- S4Vectors::DataFrame( - SNP = getSnpInfo(handle)$SNP[snpIdx], - A1 = getSnpInfo(handle)$A1[snpIdx], - A2 = getSnpInfo(handle)$A2[snpIdx] - ) - cd <- S4Vectors::DataFrame( - sampleId = getSampleIds(handle), - row.names = getSampleIds(handle) - ) - dosage <- t(sub) - rownames(dosage) <- getSnpInfo(handle)$SNP[snpIdx] - colnames(dosage) <- getSampleIds(handle) - SummarizedExperiment::SummarizedExperiment( - assays = list(dosage = dosage), - rowRanges = rr, - colData = cd - ) - } -} -.ctp_blockVariants <- function(b) { - idx <- seq_len(6L) + 6L * (b - 1L) - gr <- GenomicRanges::GRanges( - seqnames = "chr1", - ranges = IRanges::IRanges(start = 100L * idx, width = 1L) - ) - S4Vectors::mcols(gr) <- S4Vectors::DataFrame( - SNP = vapply(idx, .ctp_snpId, character(1)), - A1 = rep("A", 6), - A2 = rep("G", 6), - Z = rnorm(6), - N = rep(1000L, 6) - ) - gr -} -.ctp_makeGwasSumstats <- function(qc = TRUE, blockIds = c("block1", "block2")) { - n <- length(blockIds) - GwasSumStats( - study = rep("G1", n), - entry = map(seq_len(n), .ctp_blockVariants), - genome = "hg19", - ldSketch = .ctp_makeHandle(snp_n = 6L * n), - blockId = blockIds, - qcInfo = if (qc) list(step1 = "ok") else list() - ) -} -.ctp_makeTwasWeights <- function(variantIdx = 1:5) { - e <- twasWeightsRow( - variantIds = vapply(variantIdx, .ctp_snpId, character(1)), - weights = c(0.1, 0.05, -0.2, 0.3, 0.0) - ) - TwasWeights( - study = "Q1", - context = "c1", - trait = "t1", - method = "susie", - entry = list(e), - ldSketch = .ctp_makeHandle() - ) -} -.ctp_makeFmrWeightSource <- function() { - vids <- vapply(1:5, .ctp_snpId, character(1)) - w <- c(0.1, 0.05, -0.2, 0.3, 0.0) - tl <- data.frame( - variant_id = vids, - chrom = rep("1", 5), - pos = 100L * (1:5), - A1 = rep("A", 5), - A2 = rep("G", 5), - N = rep(100, 5), - af = rep(0.3, 5), - pip = rep(0.5, 5), - posterior_mean = w, - posterior_sd = rep(0.1, 5), - cs_95 = rep("susie_1", 5), - stringsAsFactors = FALSE - ) - fe <- fineMappingRow(variantIds = vids, susieFit = list(), topLoci = tl) - QtlFineMappingResult( - study = "Q1", - context = "c1", - trait = "t1", - method = "susie", - entry = list(fe), - ldSketch = .ctp_makeHandle() - ) -} -.ctp_makeMultiBlockInputs <- function(qc = TRUE) { - ss <- .ctp_makeGwasSumstats(qc = qc) - list( - gwasSumStats = ss, - # ctwas fine-maps one region at a time, so each block's gene has to - # carry weights on variants that block actually has LD for: block 1 - # holds variants 1..6, block 2 holds 7..12. - twasWeights = list( - block1 = .ctp_makeTwasWeights(), - block2 = .ctp_makeTwasWeights(7:11) - ) - ) -} - -# test ------------------------------------------------------------------------- -ss <- .ctp_makeGwasSumstats(blockIds = "block1") -gwasIds <- vapply(1:6, .ctp_snpId, character(1)) -panelIds <- gwasIds -panelIds[2] <- "chr1:200:A:G" -plain <- pecotmr:::.ctwasBuildZSnp(ss, gwasIds) -flipped <- pecotmr:::.ctwasBuildZSnp(ss, panelIds) -i <- match("chr1:200:G:A", plain$id) -expect_equal(flipped$id[i], "chr1:200:A:G") -expect_equal(flipped$z[i], -plain$z[i]) diff --git a/tests/testthat/_problems/test_ctwasPipeline-470.R b/tests/testthat/_problems/test_ctwasPipeline-470.R deleted file mode 100644 index 92a18378..00000000 --- a/tests/testthat/_problems/test_ctwasPipeline-470.R +++ /dev/null @@ -1,168 +0,0 @@ -# Extracted from test_ctwasPipeline.R:470 - -# setup ------------------------------------------------------------------------ -library(testthat) -test_env <- simulate_test_env(package = "pecotmr", path = "..") -attach(test_env, warn.conflicts = FALSE) - -# prequel ---------------------------------------------------------------------- -context("ctwasPipeline") -.ctp_makeHandle <- function(snp_n = 12L, n_samples = 30L) { - # Use a per-process tempfile so .ctwasLdPanelKey's file.exists check - # succeeds against the fixture handle (real LD-sketch payloads exist - # by construction; mock fixtures need an equivalent on-disk anchor). - gdsPath <- file.path(tempdir(), "ctp_sketch.gds") - if (!file.exists(gdsPath)) { - file.create(gdsPath) - } - positions <- seq(100L, by = 100L, length.out = snp_n) - # SNP IDs follow the canonical chr:pos:A2:A1 layout so allele - # harmonization inside .ctwasBuildWeights / .ctwasHarmonizeWeights can - # parse them via parseVariantId(). - snpIds <- sprintf("chr1:%d:G:A", positions) - new( - "GenotypeHandle", - path = gdsPath, - format = "gds", - snpInfo = data.frame( - SNP = snpIds, - CHR = rep("1", snp_n), - BP = positions, - A1 = rep("A", snp_n), - A2 = rep("G", snp_n), - stringsAsFactors = FALSE - ), - nSamples = n_samples, - sampleIds = paste0("s", seq_len(n_samples)), - pgenPtr = NULL - ) -} -.ctp_snpId <- function(i) sprintf("chr1:%d:G:A", 100L * i) -.ctp_mockExtractor <- function(seed = 5, n_samples = 30L) { - function(handle, snpIdx, meanImpute = TRUE) { - set.seed(seed) - panel <- matrix( - rbinom(n_samples * nrow(getSnpInfo(handle)), 2, 0.3), - nrow = n_samples, - ncol = nrow(getSnpInfo(handle)), - dimnames = list(getSampleIds(handle), getSnpInfo(handle)$SNP) - ) - sub <- panel[, snpIdx, drop = FALSE] - rr <- GenomicRanges::GRanges( - seqnames = paste0("chr", getSnpInfo(handle)$CHR[snpIdx]), - ranges = IRanges::IRanges( - start = getSnpInfo(handle)$BP[snpIdx], - width = 1L - ) - ) - S4Vectors::mcols(rr) <- S4Vectors::DataFrame( - SNP = getSnpInfo(handle)$SNP[snpIdx], - A1 = getSnpInfo(handle)$A1[snpIdx], - A2 = getSnpInfo(handle)$A2[snpIdx] - ) - cd <- S4Vectors::DataFrame( - sampleId = getSampleIds(handle), - row.names = getSampleIds(handle) - ) - dosage <- t(sub) - rownames(dosage) <- getSnpInfo(handle)$SNP[snpIdx] - colnames(dosage) <- getSampleIds(handle) - SummarizedExperiment::SummarizedExperiment( - assays = list(dosage = dosage), - rowRanges = rr, - colData = cd - ) - } -} -.ctp_blockVariants <- function(b) { - idx <- seq_len(6L) + 6L * (b - 1L) - gr <- GenomicRanges::GRanges( - seqnames = "chr1", - ranges = IRanges::IRanges(start = 100L * idx, width = 1L) - ) - S4Vectors::mcols(gr) <- S4Vectors::DataFrame( - SNP = vapply(idx, .ctp_snpId, character(1)), - A1 = rep("A", 6), - A2 = rep("G", 6), - Z = rnorm(6), - N = rep(1000L, 6) - ) - gr -} -.ctp_makeGwasSumstats <- function(qc = TRUE, blockIds = c("block1", "block2")) { - n <- length(blockIds) - GwasSumStats( - study = rep("G1", n), - entry = map(seq_len(n), .ctp_blockVariants), - genome = "hg19", - ldSketch = .ctp_makeHandle(snp_n = 6L * n), - blockId = blockIds, - qcInfo = if (qc) list(step1 = "ok") else list() - ) -} -.ctp_makeTwasWeights <- function(variantIdx = 1:5) { - e <- twasWeightsRow( - variantIds = vapply(variantIdx, .ctp_snpId, character(1)), - weights = c(0.1, 0.05, -0.2, 0.3, 0.0) - ) - TwasWeights( - study = "Q1", - context = "c1", - trait = "t1", - method = "susie", - entry = list(e), - ldSketch = .ctp_makeHandle() - ) -} -.ctp_makeFmrWeightSource <- function() { - vids <- vapply(1:5, .ctp_snpId, character(1)) - w <- c(0.1, 0.05, -0.2, 0.3, 0.0) - tl <- data.frame( - variant_id = vids, - chrom = rep("1", 5), - pos = 100L * (1:5), - A1 = rep("A", 5), - A2 = rep("G", 5), - N = rep(100, 5), - af = rep(0.3, 5), - pip = rep(0.5, 5), - posterior_mean = w, - posterior_sd = rep(0.1, 5), - cs_95 = rep("susie_1", 5), - stringsAsFactors = FALSE - ) - fe <- fineMappingRow(variantIds = vids, susieFit = list(), topLoci = tl) - QtlFineMappingResult( - study = "Q1", - context = "c1", - trait = "t1", - method = "susie", - entry = list(fe), - ldSketch = .ctp_makeHandle() - ) -} -.ctp_makeMultiBlockInputs <- function(qc = TRUE) { - ss <- .ctp_makeGwasSumstats(qc = qc) - list( - gwasSumStats = ss, - # ctwas fine-maps one region at a time, so each block's gene has to - # carry weights on variants that block actually has LD for: block 1 - # holds variants 1..6, block 2 holds 7..12. - twasWeights = list( - block1 = .ctp_makeTwasWeights(), - block2 = .ctp_makeTwasWeights(7:11) - ) - ) -} - -# test ------------------------------------------------------------------------- -ss <- .ctp_makeGwasSumstats(blockIds = "block1") -gwasIds <- vapply(1:6, .ctp_snpId, character(1)) -panelIds <- gwasIds -panelIds[2] <- "chr1:200:A:G" -plain <- pecotmr:::.ctwasBuildZSnp(ss, gwasIds) -flipped <- pecotmr:::.ctwasBuildZSnp(ss, panelIds) -i <- match("chr1:200:G:A", plain$id) -expect_equal(flipped$id[i], "chr1:200:A:G") -expect_equal(flipped$z[i], -plain$z[i]) -expect_equal(flipped$A1[i], plain$A2[i]) diff --git a/tests/testthat/_problems/test_ctwasPipeline-471.R b/tests/testthat/_problems/test_ctwasPipeline-471.R deleted file mode 100644 index 08872f83..00000000 --- a/tests/testthat/_problems/test_ctwasPipeline-471.R +++ /dev/null @@ -1,169 +0,0 @@ -# Extracted from test_ctwasPipeline.R:471 - -# setup ------------------------------------------------------------------------ -library(testthat) -test_env <- simulate_test_env(package = "pecotmr", path = "..") -attach(test_env, warn.conflicts = FALSE) - -# prequel ---------------------------------------------------------------------- -context("ctwasPipeline") -.ctp_makeHandle <- function(snp_n = 12L, n_samples = 30L) { - # Use a per-process tempfile so .ctwasLdPanelKey's file.exists check - # succeeds against the fixture handle (real LD-sketch payloads exist - # by construction; mock fixtures need an equivalent on-disk anchor). - gdsPath <- file.path(tempdir(), "ctp_sketch.gds") - if (!file.exists(gdsPath)) { - file.create(gdsPath) - } - positions <- seq(100L, by = 100L, length.out = snp_n) - # SNP IDs follow the canonical chr:pos:A2:A1 layout so allele - # harmonization inside .ctwasBuildWeights / .ctwasHarmonizeWeights can - # parse them via parseVariantId(). - snpIds <- sprintf("chr1:%d:G:A", positions) - new( - "GenotypeHandle", - path = gdsPath, - format = "gds", - snpInfo = data.frame( - SNP = snpIds, - CHR = rep("1", snp_n), - BP = positions, - A1 = rep("A", snp_n), - A2 = rep("G", snp_n), - stringsAsFactors = FALSE - ), - nSamples = n_samples, - sampleIds = paste0("s", seq_len(n_samples)), - pgenPtr = NULL - ) -} -.ctp_snpId <- function(i) sprintf("chr1:%d:G:A", 100L * i) -.ctp_mockExtractor <- function(seed = 5, n_samples = 30L) { - function(handle, snpIdx, meanImpute = TRUE) { - set.seed(seed) - panel <- matrix( - rbinom(n_samples * nrow(getSnpInfo(handle)), 2, 0.3), - nrow = n_samples, - ncol = nrow(getSnpInfo(handle)), - dimnames = list(getSampleIds(handle), getSnpInfo(handle)$SNP) - ) - sub <- panel[, snpIdx, drop = FALSE] - rr <- GenomicRanges::GRanges( - seqnames = paste0("chr", getSnpInfo(handle)$CHR[snpIdx]), - ranges = IRanges::IRanges( - start = getSnpInfo(handle)$BP[snpIdx], - width = 1L - ) - ) - S4Vectors::mcols(rr) <- S4Vectors::DataFrame( - SNP = getSnpInfo(handle)$SNP[snpIdx], - A1 = getSnpInfo(handle)$A1[snpIdx], - A2 = getSnpInfo(handle)$A2[snpIdx] - ) - cd <- S4Vectors::DataFrame( - sampleId = getSampleIds(handle), - row.names = getSampleIds(handle) - ) - dosage <- t(sub) - rownames(dosage) <- getSnpInfo(handle)$SNP[snpIdx] - colnames(dosage) <- getSampleIds(handle) - SummarizedExperiment::SummarizedExperiment( - assays = list(dosage = dosage), - rowRanges = rr, - colData = cd - ) - } -} -.ctp_blockVariants <- function(b) { - idx <- seq_len(6L) + 6L * (b - 1L) - gr <- GenomicRanges::GRanges( - seqnames = "chr1", - ranges = IRanges::IRanges(start = 100L * idx, width = 1L) - ) - S4Vectors::mcols(gr) <- S4Vectors::DataFrame( - SNP = vapply(idx, .ctp_snpId, character(1)), - A1 = rep("A", 6), - A2 = rep("G", 6), - Z = rnorm(6), - N = rep(1000L, 6) - ) - gr -} -.ctp_makeGwasSumstats <- function(qc = TRUE, blockIds = c("block1", "block2")) { - n <- length(blockIds) - GwasSumStats( - study = rep("G1", n), - entry = map(seq_len(n), .ctp_blockVariants), - genome = "hg19", - ldSketch = .ctp_makeHandle(snp_n = 6L * n), - blockId = blockIds, - qcInfo = if (qc) list(step1 = "ok") else list() - ) -} -.ctp_makeTwasWeights <- function(variantIdx = 1:5) { - e <- twasWeightsRow( - variantIds = vapply(variantIdx, .ctp_snpId, character(1)), - weights = c(0.1, 0.05, -0.2, 0.3, 0.0) - ) - TwasWeights( - study = "Q1", - context = "c1", - trait = "t1", - method = "susie", - entry = list(e), - ldSketch = .ctp_makeHandle() - ) -} -.ctp_makeFmrWeightSource <- function() { - vids <- vapply(1:5, .ctp_snpId, character(1)) - w <- c(0.1, 0.05, -0.2, 0.3, 0.0) - tl <- data.frame( - variant_id = vids, - chrom = rep("1", 5), - pos = 100L * (1:5), - A1 = rep("A", 5), - A2 = rep("G", 5), - N = rep(100, 5), - af = rep(0.3, 5), - pip = rep(0.5, 5), - posterior_mean = w, - posterior_sd = rep(0.1, 5), - cs_95 = rep("susie_1", 5), - stringsAsFactors = FALSE - ) - fe <- fineMappingRow(variantIds = vids, susieFit = list(), topLoci = tl) - QtlFineMappingResult( - study = "Q1", - context = "c1", - trait = "t1", - method = "susie", - entry = list(fe), - ldSketch = .ctp_makeHandle() - ) -} -.ctp_makeMultiBlockInputs <- function(qc = TRUE) { - ss <- .ctp_makeGwasSumstats(qc = qc) - list( - gwasSumStats = ss, - # ctwas fine-maps one region at a time, so each block's gene has to - # carry weights on variants that block actually has LD for: block 1 - # holds variants 1..6, block 2 holds 7..12. - twasWeights = list( - block1 = .ctp_makeTwasWeights(), - block2 = .ctp_makeTwasWeights(7:11) - ) - ) -} - -# test ------------------------------------------------------------------------- -ss <- .ctp_makeGwasSumstats(blockIds = "block1") -gwasIds <- vapply(1:6, .ctp_snpId, character(1)) -panelIds <- gwasIds -panelIds[2] <- "chr1:200:A:G" -plain <- pecotmr:::.ctwasBuildZSnp(ss, gwasIds) -flipped <- pecotmr:::.ctwasBuildZSnp(ss, panelIds) -i <- match("chr1:200:G:A", plain$id) -expect_equal(flipped$id[i], "chr1:200:A:G") -expect_equal(flipped$z[i], -plain$z[i]) -expect_equal(flipped$A1[i], plain$A2[i]) -expect_equal(flipped$A2[i], plain$A1[i]) diff --git a/tests/testthat/_problems/test_ctwasPipeline-497.R b/tests/testthat/_problems/test_ctwasPipeline-497.R deleted file mode 100644 index 6b5b7cb0..00000000 --- a/tests/testthat/_problems/test_ctwasPipeline-497.R +++ /dev/null @@ -1,169 +0,0 @@ -# Extracted from test_ctwasPipeline.R:497 - -# setup ------------------------------------------------------------------------ -library(testthat) -test_env <- simulate_test_env(package = "pecotmr", path = "..") -attach(test_env, warn.conflicts = FALSE) - -# prequel ---------------------------------------------------------------------- -context("ctwasPipeline") -.ctp_makeHandle <- function(snp_n = 12L, n_samples = 30L) { - # Use a per-process tempfile so .ctwasLdPanelKey's file.exists check - # succeeds against the fixture handle (real LD-sketch payloads exist - # by construction; mock fixtures need an equivalent on-disk anchor). - gdsPath <- file.path(tempdir(), "ctp_sketch.gds") - if (!file.exists(gdsPath)) { - file.create(gdsPath) - } - positions <- seq(100L, by = 100L, length.out = snp_n) - # SNP IDs follow the canonical chr:pos:A2:A1 layout so allele - # harmonization inside .ctwasBuildWeights / .ctwasHarmonizeWeights can - # parse them via parseVariantId(). - snpIds <- sprintf("chr1:%d:G:A", positions) - new( - "GenotypeHandle", - path = gdsPath, - format = "gds", - snpInfo = data.frame( - SNP = snpIds, - CHR = rep("1", snp_n), - BP = positions, - A1 = rep("A", snp_n), - A2 = rep("G", snp_n), - stringsAsFactors = FALSE - ), - nSamples = n_samples, - sampleIds = paste0("s", seq_len(n_samples)), - pgenPtr = NULL - ) -} -.ctp_snpId <- function(i) sprintf("chr1:%d:G:A", 100L * i) -.ctp_mockExtractor <- function(seed = 5, n_samples = 30L) { - function(handle, snpIdx, meanImpute = TRUE) { - set.seed(seed) - panel <- matrix( - rbinom(n_samples * nrow(getSnpInfo(handle)), 2, 0.3), - nrow = n_samples, - ncol = nrow(getSnpInfo(handle)), - dimnames = list(getSampleIds(handle), getSnpInfo(handle)$SNP) - ) - sub <- panel[, snpIdx, drop = FALSE] - rr <- GenomicRanges::GRanges( - seqnames = paste0("chr", getSnpInfo(handle)$CHR[snpIdx]), - ranges = IRanges::IRanges( - start = getSnpInfo(handle)$BP[snpIdx], - width = 1L - ) - ) - S4Vectors::mcols(rr) <- S4Vectors::DataFrame( - SNP = getSnpInfo(handle)$SNP[snpIdx], - A1 = getSnpInfo(handle)$A1[snpIdx], - A2 = getSnpInfo(handle)$A2[snpIdx] - ) - cd <- S4Vectors::DataFrame( - sampleId = getSampleIds(handle), - row.names = getSampleIds(handle) - ) - dosage <- t(sub) - rownames(dosage) <- getSnpInfo(handle)$SNP[snpIdx] - colnames(dosage) <- getSampleIds(handle) - SummarizedExperiment::SummarizedExperiment( - assays = list(dosage = dosage), - rowRanges = rr, - colData = cd - ) - } -} -.ctp_blockVariants <- function(b) { - idx <- seq_len(6L) + 6L * (b - 1L) - gr <- GenomicRanges::GRanges( - seqnames = "chr1", - ranges = IRanges::IRanges(start = 100L * idx, width = 1L) - ) - S4Vectors::mcols(gr) <- S4Vectors::DataFrame( - SNP = vapply(idx, .ctp_snpId, character(1)), - A1 = rep("A", 6), - A2 = rep("G", 6), - Z = rnorm(6), - N = rep(1000L, 6) - ) - gr -} -.ctp_makeGwasSumstats <- function(qc = TRUE, blockIds = c("block1", "block2")) { - n <- length(blockIds) - GwasSumStats( - study = rep("G1", n), - entry = map(seq_len(n), .ctp_blockVariants), - genome = "hg19", - ldSketch = .ctp_makeHandle(snp_n = 6L * n), - blockId = blockIds, - qcInfo = if (qc) list(step1 = "ok") else list() - ) -} -.ctp_makeTwasWeights <- function(variantIdx = 1:5) { - e <- twasWeightsRow( - variantIds = vapply(variantIdx, .ctp_snpId, character(1)), - weights = c(0.1, 0.05, -0.2, 0.3, 0.0) - ) - TwasWeights( - study = "Q1", - context = "c1", - trait = "t1", - method = "susie", - entry = list(e), - ldSketch = .ctp_makeHandle() - ) -} -.ctp_makeFmrWeightSource <- function() { - vids <- vapply(1:5, .ctp_snpId, character(1)) - w <- c(0.1, 0.05, -0.2, 0.3, 0.0) - tl <- data.frame( - variant_id = vids, - chrom = rep("1", 5), - pos = 100L * (1:5), - A1 = rep("A", 5), - A2 = rep("G", 5), - N = rep(100, 5), - af = rep(0.3, 5), - pip = rep(0.5, 5), - posterior_mean = w, - posterior_sd = rep(0.1, 5), - cs_95 = rep("susie_1", 5), - stringsAsFactors = FALSE - ) - fe <- fineMappingRow(variantIds = vids, susieFit = list(), topLoci = tl) - QtlFineMappingResult( - study = "Q1", - context = "c1", - trait = "t1", - method = "susie", - entry = list(fe), - ldSketch = .ctp_makeHandle() - ) -} -.ctp_makeMultiBlockInputs <- function(qc = TRUE) { - ss <- .ctp_makeGwasSumstats(qc = qc) - list( - gwasSumStats = ss, - # ctwas fine-maps one region at a time, so each block's gene has to - # carry weights on variants that block actually has LD for: block 1 - # holds variants 1..6, block 2 holds 7..12. - twasWeights = list( - block1 = .ctp_makeTwasWeights(), - block2 = .ctp_makeTwasWeights(7:11) - ) - ) -} - -# test ------------------------------------------------------------------------- -ss <- .ctp_makeGwasSumstats(blockIds = "block1") -flippedPanel <- data.frame( - chrom = rep(1L, 6), - id = sprintf("chr1:%d:A:G", 100L * (1:6)), - pos = 100L * (1:6), - alt = rep("A", 6), - ref = rep("G", 6), - stringsAsFactors = FALSE -) -keep <- pecotmr:::.ctwasSnpInfoForGwasBlock(ss, flippedPanel) -expect_equal(nrow(keep), 6L) diff --git a/tests/testthat/_problems/test_ctwasPipeline-498.R b/tests/testthat/_problems/test_ctwasPipeline-498.R deleted file mode 100644 index f29c1d84..00000000 --- a/tests/testthat/_problems/test_ctwasPipeline-498.R +++ /dev/null @@ -1,170 +0,0 @@ -# Extracted from test_ctwasPipeline.R:498 - -# setup ------------------------------------------------------------------------ -library(testthat) -test_env <- simulate_test_env(package = "pecotmr", path = "..") -attach(test_env, warn.conflicts = FALSE) - -# prequel ---------------------------------------------------------------------- -context("ctwasPipeline") -.ctp_makeHandle <- function(snp_n = 12L, n_samples = 30L) { - # Use a per-process tempfile so .ctwasLdPanelKey's file.exists check - # succeeds against the fixture handle (real LD-sketch payloads exist - # by construction; mock fixtures need an equivalent on-disk anchor). - gdsPath <- file.path(tempdir(), "ctp_sketch.gds") - if (!file.exists(gdsPath)) { - file.create(gdsPath) - } - positions <- seq(100L, by = 100L, length.out = snp_n) - # SNP IDs follow the canonical chr:pos:A2:A1 layout so allele - # harmonization inside .ctwasBuildWeights / .ctwasHarmonizeWeights can - # parse them via parseVariantId(). - snpIds <- sprintf("chr1:%d:G:A", positions) - new( - "GenotypeHandle", - path = gdsPath, - format = "gds", - snpInfo = data.frame( - SNP = snpIds, - CHR = rep("1", snp_n), - BP = positions, - A1 = rep("A", snp_n), - A2 = rep("G", snp_n), - stringsAsFactors = FALSE - ), - nSamples = n_samples, - sampleIds = paste0("s", seq_len(n_samples)), - pgenPtr = NULL - ) -} -.ctp_snpId <- function(i) sprintf("chr1:%d:G:A", 100L * i) -.ctp_mockExtractor <- function(seed = 5, n_samples = 30L) { - function(handle, snpIdx, meanImpute = TRUE) { - set.seed(seed) - panel <- matrix( - rbinom(n_samples * nrow(getSnpInfo(handle)), 2, 0.3), - nrow = n_samples, - ncol = nrow(getSnpInfo(handle)), - dimnames = list(getSampleIds(handle), getSnpInfo(handle)$SNP) - ) - sub <- panel[, snpIdx, drop = FALSE] - rr <- GenomicRanges::GRanges( - seqnames = paste0("chr", getSnpInfo(handle)$CHR[snpIdx]), - ranges = IRanges::IRanges( - start = getSnpInfo(handle)$BP[snpIdx], - width = 1L - ) - ) - S4Vectors::mcols(rr) <- S4Vectors::DataFrame( - SNP = getSnpInfo(handle)$SNP[snpIdx], - A1 = getSnpInfo(handle)$A1[snpIdx], - A2 = getSnpInfo(handle)$A2[snpIdx] - ) - cd <- S4Vectors::DataFrame( - sampleId = getSampleIds(handle), - row.names = getSampleIds(handle) - ) - dosage <- t(sub) - rownames(dosage) <- getSnpInfo(handle)$SNP[snpIdx] - colnames(dosage) <- getSampleIds(handle) - SummarizedExperiment::SummarizedExperiment( - assays = list(dosage = dosage), - rowRanges = rr, - colData = cd - ) - } -} -.ctp_blockVariants <- function(b) { - idx <- seq_len(6L) + 6L * (b - 1L) - gr <- GenomicRanges::GRanges( - seqnames = "chr1", - ranges = IRanges::IRanges(start = 100L * idx, width = 1L) - ) - S4Vectors::mcols(gr) <- S4Vectors::DataFrame( - SNP = vapply(idx, .ctp_snpId, character(1)), - A1 = rep("A", 6), - A2 = rep("G", 6), - Z = rnorm(6), - N = rep(1000L, 6) - ) - gr -} -.ctp_makeGwasSumstats <- function(qc = TRUE, blockIds = c("block1", "block2")) { - n <- length(blockIds) - GwasSumStats( - study = rep("G1", n), - entry = map(seq_len(n), .ctp_blockVariants), - genome = "hg19", - ldSketch = .ctp_makeHandle(snp_n = 6L * n), - blockId = blockIds, - qcInfo = if (qc) list(step1 = "ok") else list() - ) -} -.ctp_makeTwasWeights <- function(variantIdx = 1:5) { - e <- twasWeightsRow( - variantIds = vapply(variantIdx, .ctp_snpId, character(1)), - weights = c(0.1, 0.05, -0.2, 0.3, 0.0) - ) - TwasWeights( - study = "Q1", - context = "c1", - trait = "t1", - method = "susie", - entry = list(e), - ldSketch = .ctp_makeHandle() - ) -} -.ctp_makeFmrWeightSource <- function() { - vids <- vapply(1:5, .ctp_snpId, character(1)) - w <- c(0.1, 0.05, -0.2, 0.3, 0.0) - tl <- data.frame( - variant_id = vids, - chrom = rep("1", 5), - pos = 100L * (1:5), - A1 = rep("A", 5), - A2 = rep("G", 5), - N = rep(100, 5), - af = rep(0.3, 5), - pip = rep(0.5, 5), - posterior_mean = w, - posterior_sd = rep(0.1, 5), - cs_95 = rep("susie_1", 5), - stringsAsFactors = FALSE - ) - fe <- fineMappingRow(variantIds = vids, susieFit = list(), topLoci = tl) - QtlFineMappingResult( - study = "Q1", - context = "c1", - trait = "t1", - method = "susie", - entry = list(fe), - ldSketch = .ctp_makeHandle() - ) -} -.ctp_makeMultiBlockInputs <- function(qc = TRUE) { - ss <- .ctp_makeGwasSumstats(qc = qc) - list( - gwasSumStats = ss, - # ctwas fine-maps one region at a time, so each block's gene has to - # carry weights on variants that block actually has LD for: block 1 - # holds variants 1..6, block 2 holds 7..12. - twasWeights = list( - block1 = .ctp_makeTwasWeights(), - block2 = .ctp_makeTwasWeights(7:11) - ) - ) -} - -# test ------------------------------------------------------------------------- -ss <- .ctp_makeGwasSumstats(blockIds = "block1") -flippedPanel <- data.frame( - chrom = rep(1L, 6), - id = sprintf("chr1:%d:A:G", 100L * (1:6)), - pos = 100L * (1:6), - alt = rep("A", 6), - ref = rep("G", 6), - stringsAsFactors = FALSE -) -keep <- pecotmr:::.ctwasSnpInfoForGwasBlock(ss, flippedPanel) -expect_equal(nrow(keep), 6L) -expect_equal(keep$id, flippedPanel$id) diff --git a/tests/testthat/_problems/test_ctwasPipeline-506.R b/tests/testthat/_problems/test_ctwasPipeline-506.R deleted file mode 100644 index f925597a..00000000 --- a/tests/testthat/_problems/test_ctwasPipeline-506.R +++ /dev/null @@ -1,175 +0,0 @@ -# Extracted from test_ctwasPipeline.R:506 - -# setup ------------------------------------------------------------------------ -library(testthat) -test_env <- simulate_test_env(package = "pecotmr", path = "..") -attach(test_env, warn.conflicts = FALSE) - -# prequel ---------------------------------------------------------------------- -context("ctwasPipeline") -.ctp_makeHandle <- function(snp_n = 12L, n_samples = 30L) { - # Use a per-process tempfile so .ctwasLdPanelKey's file.exists check - # succeeds against the fixture handle (real LD-sketch payloads exist - # by construction; mock fixtures need an equivalent on-disk anchor). - gdsPath <- file.path(tempdir(), "ctp_sketch.gds") - if (!file.exists(gdsPath)) { - file.create(gdsPath) - } - positions <- seq(100L, by = 100L, length.out = snp_n) - # SNP IDs follow the canonical chr:pos:A2:A1 layout so allele - # harmonization inside .ctwasBuildWeights / .ctwasHarmonizeWeights can - # parse them via parseVariantId(). - snpIds <- sprintf("chr1:%d:G:A", positions) - new( - "GenotypeHandle", - path = gdsPath, - format = "gds", - snpInfo = data.frame( - SNP = snpIds, - CHR = rep("1", snp_n), - BP = positions, - A1 = rep("A", snp_n), - A2 = rep("G", snp_n), - stringsAsFactors = FALSE - ), - nSamples = n_samples, - sampleIds = paste0("s", seq_len(n_samples)), - pgenPtr = NULL - ) -} -.ctp_snpId <- function(i) sprintf("chr1:%d:G:A", 100L * i) -.ctp_mockExtractor <- function(seed = 5, n_samples = 30L) { - function(handle, snpIdx, meanImpute = TRUE) { - set.seed(seed) - panel <- matrix( - rbinom(n_samples * nrow(getSnpInfo(handle)), 2, 0.3), - nrow = n_samples, - ncol = nrow(getSnpInfo(handle)), - dimnames = list(getSampleIds(handle), getSnpInfo(handle)$SNP) - ) - sub <- panel[, snpIdx, drop = FALSE] - rr <- GenomicRanges::GRanges( - seqnames = paste0("chr", getSnpInfo(handle)$CHR[snpIdx]), - ranges = IRanges::IRanges( - start = getSnpInfo(handle)$BP[snpIdx], - width = 1L - ) - ) - S4Vectors::mcols(rr) <- S4Vectors::DataFrame( - SNP = getSnpInfo(handle)$SNP[snpIdx], - A1 = getSnpInfo(handle)$A1[snpIdx], - A2 = getSnpInfo(handle)$A2[snpIdx] - ) - cd <- S4Vectors::DataFrame( - sampleId = getSampleIds(handle), - row.names = getSampleIds(handle) - ) - dosage <- t(sub) - rownames(dosage) <- getSnpInfo(handle)$SNP[snpIdx] - colnames(dosage) <- getSampleIds(handle) - SummarizedExperiment::SummarizedExperiment( - assays = list(dosage = dosage), - rowRanges = rr, - colData = cd - ) - } -} -.ctp_blockVariants <- function(b) { - idx <- seq_len(6L) + 6L * (b - 1L) - gr <- GenomicRanges::GRanges( - seqnames = "chr1", - ranges = IRanges::IRanges(start = 100L * idx, width = 1L) - ) - S4Vectors::mcols(gr) <- S4Vectors::DataFrame( - SNP = vapply(idx, .ctp_snpId, character(1)), - A1 = rep("A", 6), - A2 = rep("G", 6), - Z = rnorm(6), - N = rep(1000L, 6) - ) - gr -} -.ctp_makeGwasSumstats <- function(qc = TRUE, blockIds = c("block1", "block2")) { - n <- length(blockIds) - GwasSumStats( - study = rep("G1", n), - entry = map(seq_len(n), .ctp_blockVariants), - genome = "hg19", - ldSketch = .ctp_makeHandle(snp_n = 6L * n), - blockId = blockIds, - qcInfo = if (qc) list(step1 = "ok") else list() - ) -} -.ctp_makeTwasWeights <- function(variantIdx = 1:5) { - e <- twasWeightsRow( - variantIds = vapply(variantIdx, .ctp_snpId, character(1)), - weights = c(0.1, 0.05, -0.2, 0.3, 0.0) - ) - TwasWeights( - study = "Q1", - context = "c1", - trait = "t1", - method = "susie", - entry = list(e), - ldSketch = .ctp_makeHandle() - ) -} -.ctp_makeFmrWeightSource <- function() { - vids <- vapply(1:5, .ctp_snpId, character(1)) - w <- c(0.1, 0.05, -0.2, 0.3, 0.0) - tl <- data.frame( - variant_id = vids, - chrom = rep("1", 5), - pos = 100L * (1:5), - A1 = rep("A", 5), - A2 = rep("G", 5), - N = rep(100, 5), - af = rep(0.3, 5), - pip = rep(0.5, 5), - posterior_mean = w, - posterior_sd = rep(0.1, 5), - cs_95 = rep("susie_1", 5), - stringsAsFactors = FALSE - ) - fe <- fineMappingRow(variantIds = vids, susieFit = list(), topLoci = tl) - QtlFineMappingResult( - study = "Q1", - context = "c1", - trait = "t1", - method = "susie", - entry = list(fe), - ldSketch = .ctp_makeHandle() - ) -} -.ctp_makeMultiBlockInputs <- function(qc = TRUE) { - ss <- .ctp_makeGwasSumstats(qc = qc) - list( - gwasSumStats = ss, - # ctwas fine-maps one region at a time, so each block's gene has to - # carry weights on variants that block actually has LD for: block 1 - # holds variants 1..6, block 2 holds 7..12. - twasWeights = list( - block1 = .ctp_makeTwasWeights(), - block2 = .ctp_makeTwasWeights(7:11) - ) - ) -} - -# test ------------------------------------------------------------------------- -vids <- c("chr1:100:G:A", "chr1:200:G:A", "chr1:300:G:A") -w <- c(0.1, 0.2, 0.9) -aux <- list( - pip = NULL, - csMembers = list("chr1:100:A:G"), # flipped spelling of vids[1] - csPurity = 0.9 -) -out <- pecotmr:::.ctwasFilterVariants( - vids, - w, - finemapAux = aux, - twasWeightCutoff = 0, - csMinCor = 0.8, - minPipCutoff = 0, - maxNumVariants = 1 -) -expect_equal(out$vids, "chr1:100:G:A") diff --git a/tests/testthat/_problems/test_ctwasPipeline-527.R b/tests/testthat/_problems/test_ctwasPipeline-527.R deleted file mode 100644 index 1a25fb3a..00000000 --- a/tests/testthat/_problems/test_ctwasPipeline-527.R +++ /dev/null @@ -1,175 +0,0 @@ -# Extracted from test_ctwasPipeline.R:527 - -# setup ------------------------------------------------------------------------ -library(testthat) -test_env <- simulate_test_env(package = "pecotmr", path = "..") -attach(test_env, warn.conflicts = FALSE) - -# prequel ---------------------------------------------------------------------- -context("ctwasPipeline") -.ctp_makeHandle <- function(snp_n = 12L, n_samples = 30L) { - # Use a per-process tempfile so .ctwasLdPanelKey's file.exists check - # succeeds against the fixture handle (real LD-sketch payloads exist - # by construction; mock fixtures need an equivalent on-disk anchor). - gdsPath <- file.path(tempdir(), "ctp_sketch.gds") - if (!file.exists(gdsPath)) { - file.create(gdsPath) - } - positions <- seq(100L, by = 100L, length.out = snp_n) - # SNP IDs follow the canonical chr:pos:A2:A1 layout so allele - # harmonization inside .ctwasBuildWeights / .ctwasHarmonizeWeights can - # parse them via parseVariantId(). - snpIds <- sprintf("chr1:%d:G:A", positions) - new( - "GenotypeHandle", - path = gdsPath, - format = "gds", - snpInfo = data.frame( - SNP = snpIds, - CHR = rep("1", snp_n), - BP = positions, - A1 = rep("A", snp_n), - A2 = rep("G", snp_n), - stringsAsFactors = FALSE - ), - nSamples = n_samples, - sampleIds = paste0("s", seq_len(n_samples)), - pgenPtr = NULL - ) -} -.ctp_snpId <- function(i) sprintf("chr1:%d:G:A", 100L * i) -.ctp_mockExtractor <- function(seed = 5, n_samples = 30L) { - function(handle, snpIdx, meanImpute = TRUE) { - set.seed(seed) - panel <- matrix( - rbinom(n_samples * nrow(getSnpInfo(handle)), 2, 0.3), - nrow = n_samples, - ncol = nrow(getSnpInfo(handle)), - dimnames = list(getSampleIds(handle), getSnpInfo(handle)$SNP) - ) - sub <- panel[, snpIdx, drop = FALSE] - rr <- GenomicRanges::GRanges( - seqnames = paste0("chr", getSnpInfo(handle)$CHR[snpIdx]), - ranges = IRanges::IRanges( - start = getSnpInfo(handle)$BP[snpIdx], - width = 1L - ) - ) - S4Vectors::mcols(rr) <- S4Vectors::DataFrame( - SNP = getSnpInfo(handle)$SNP[snpIdx], - A1 = getSnpInfo(handle)$A1[snpIdx], - A2 = getSnpInfo(handle)$A2[snpIdx] - ) - cd <- S4Vectors::DataFrame( - sampleId = getSampleIds(handle), - row.names = getSampleIds(handle) - ) - dosage <- t(sub) - rownames(dosage) <- getSnpInfo(handle)$SNP[snpIdx] - colnames(dosage) <- getSampleIds(handle) - SummarizedExperiment::SummarizedExperiment( - assays = list(dosage = dosage), - rowRanges = rr, - colData = cd - ) - } -} -.ctp_blockVariants <- function(b) { - idx <- seq_len(6L) + 6L * (b - 1L) - gr <- GenomicRanges::GRanges( - seqnames = "chr1", - ranges = IRanges::IRanges(start = 100L * idx, width = 1L) - ) - S4Vectors::mcols(gr) <- S4Vectors::DataFrame( - SNP = vapply(idx, .ctp_snpId, character(1)), - A1 = rep("A", 6), - A2 = rep("G", 6), - Z = rnorm(6), - N = rep(1000L, 6) - ) - gr -} -.ctp_makeGwasSumstats <- function(qc = TRUE, blockIds = c("block1", "block2")) { - n <- length(blockIds) - GwasSumStats( - study = rep("G1", n), - entry = map(seq_len(n), .ctp_blockVariants), - genome = "hg19", - ldSketch = .ctp_makeHandle(snp_n = 6L * n), - blockId = blockIds, - qcInfo = if (qc) list(step1 = "ok") else list() - ) -} -.ctp_makeTwasWeights <- function(variantIdx = 1:5) { - e <- twasWeightsRow( - variantIds = vapply(variantIdx, .ctp_snpId, character(1)), - weights = c(0.1, 0.05, -0.2, 0.3, 0.0) - ) - TwasWeights( - study = "Q1", - context = "c1", - trait = "t1", - method = "susie", - entry = list(e), - ldSketch = .ctp_makeHandle() - ) -} -.ctp_makeFmrWeightSource <- function() { - vids <- vapply(1:5, .ctp_snpId, character(1)) - w <- c(0.1, 0.05, -0.2, 0.3, 0.0) - tl <- data.frame( - variant_id = vids, - chrom = rep("1", 5), - pos = 100L * (1:5), - A1 = rep("A", 5), - A2 = rep("G", 5), - N = rep(100, 5), - af = rep(0.3, 5), - pip = rep(0.5, 5), - posterior_mean = w, - posterior_sd = rep(0.1, 5), - cs_95 = rep("susie_1", 5), - stringsAsFactors = FALSE - ) - fe <- fineMappingRow(variantIds = vids, susieFit = list(), topLoci = tl) - QtlFineMappingResult( - study = "Q1", - context = "c1", - trait = "t1", - method = "susie", - entry = list(fe), - ldSketch = .ctp_makeHandle() - ) -} -.ctp_makeMultiBlockInputs <- function(qc = TRUE) { - ss <- .ctp_makeGwasSumstats(qc = qc) - list( - gwasSumStats = ss, - # ctwas fine-maps one region at a time, so each block's gene has to - # carry weights on variants that block actually has LD for: block 1 - # holds variants 1..6, block 2 holds 7..12. - twasWeights = list( - block1 = .ctp_makeTwasWeights(), - block2 = .ctp_makeTwasWeights(7:11) - ) - ) -} - -# test ------------------------------------------------------------------------- -vids <- c("chr1:100:G:A", "chr1:200:G:A", "chr1:300:G:A") -w <- c(0.1, 0.2, 0.9) -aux <- list( - pip = c("chr1:100:A:G" = 0.95, "chr1:300:A:G" = 0.01), - csMembers = list(), - csPurity = numeric(0) -) -out <- pecotmr:::.ctwasFilterVariants( - vids, - w, - finemapAux = aux, - twasWeightCutoff = 0, - csMinCor = 0, - minPipCutoff = 0, - maxNumVariants = 1 -) -expect_equal(out$vids, "chr1:100:G:A") diff --git a/tests/testthat/_problems/test_ld-3256.R b/tests/testthat/_problems/test_ld-3256.R deleted file mode 100644 index 15cb44cf..00000000 --- a/tests/testthat/_problems/test_ld-3256.R +++ /dev/null @@ -1,153 +0,0 @@ -# Extracted from test_ld.R:3256 - -# setup ------------------------------------------------------------------------ -library(testthat) -test_env <- simulate_test_env(package = "pecotmr", path = "..") -attach(test_env, warn.conflicts = FALSE) - -# prequel ---------------------------------------------------------------------- -context("LD") -library(tidyverse) -make_test_ld_data <- function(variant_ids, R = NULL, blockMetadata = NULL) { - if (is.null(R)) { - p <- length(variant_ids) - R <- diag(p) - rownames(R) <- colnames(R) <- variant_ids - } - ref_panel <- pecotmr:::parseVariantId(variant_ids) - ref_panel$variant_id <- variant_ids - variants_gr <- pecotmr:::.refPanelToGranges(ref_panel) - if (is.null(blockMetadata)) { - blockMetadata <- data.frame( - blockId = 1L, - chrom = as.character(ref_panel$chrom[1]), - blockStart = min(ref_panel$pos), - blockEnd = max(ref_panel$pos), - size = length(variant_ids), - startIdx = 1L, - endIdx = length(variant_ids), - stringsAsFactors = FALSE - ) - } - LdData( - correlation = R, - variants = variants_gr, - blockMetadata = blockMetadata - ) -} -generate_dummy_data <- function() { - region <- data.frame( - chrom = "chr1", - start = c(1000), - end = c(1190) - ) - meta_df <- data.frame( - chrom = "chr1", - start = c(1000, 1200, 1400, 1600, 1800), - end = c(1200, 1400, 1600, 1800, 2000), - path = c( - "./test_data/LD_block_1.chr1_1000_1200.float16.txt.xz,./test_data/LD_block_1.chr1_1000_1200.float16.bim", - "./test_data/LD_block_2.chr1_1200_1400.float16.txt.xz,./test_data/LD_block_2.chr1_1200_1400.float16.bim", - "./test_data/LD_block_3.chr1_1400_1600.float16.txt.xz,./test_data/LD_block_3.chr1_1400_1600.float16.bim", - "./test_data/LD_block_4.chr1_1600_1800.float16.txt.xz,./test_data/LD_block_4.chr1_1600_1800.float16.bim", - "./test_data/LD_block_5.chr1_1800_2000.float16.txt.xz,./test_data/LD_block_5.chr1_1800_2000.float16.bim" - ) - ) - return(list(region = region, meta = meta_df)) -} -generate_multi_block_data <- function() { - region <- data.frame( - chrom = "chr1", - start = c(1000), - end = c(1500) - ) - meta_df <- data.frame( - chrom = "chr1", - start = c(1000, 1200, 1400, 1600, 1800), - end = c(1200, 1400, 1600, 1800, 2000), - path = c( - "./test_data/LD_block_1.chr1_1000_1200.float16.txt.xz,./test_data/LD_block_1.chr1_1000_1200.float16.bim", - "./test_data/LD_block_2.chr1_1200_1400.float16.txt.xz,./test_data/LD_block_2.chr1_1200_1400.float16.bim", - "./test_data/LD_block_3.chr1_1400_1600.float16.txt.xz,./test_data/LD_block_3.chr1_1400_1600.float16.bim", - "./test_data/LD_block_4.chr1_1600_1800.float16.txt.xz,./test_data/LD_block_4.chr1_1600_1800.float16.bim", - "./test_data/LD_block_5.chr1_1800_2000.float16.txt.xz,./test_data/LD_block_5.chr1_1800_2000.float16.bim" - ) - ) - return(list(region = region, meta = meta_df)) -} -geno_test_data_dir <- test_path("test_data") -geno_region_all <- "chr21:17513228-17592874" -test_data_dir <- test_path("test_data") -library(testthat) -.lds_makeHandle <- function(snpN = 6L, nSamples = 30L) { - new( - "GenotypeHandle", - path = "/tmp/sketch.gds", - format = "gds", - snpInfo = data.frame( - SNP = sprintf("chr1:%d:A:G", 100L * seq_len(snpN)), - CHR = rep("1", snpN), - BP = seq(100L, by = 100L, length.out = snpN), - A1 = rep("A", snpN), - A2 = rep("G", snpN), - stringsAsFactors = FALSE - ), - nSamples = nSamples, - sampleIds = sprintf("s%d", seq_len(nSamples)), - pgenPtr = NULL - ) -} -.lds_mockExtractor <- function(seed = 7, nSamples = 30L) { - function(handle, snpIdx, meanImpute = TRUE) { - set.seed(seed) - nSnp <- nrow(getSnpInfo(handle)) - panel <- matrix( - rbinom(nSamples * nSnp, 2, 0.3), - nrow = nSamples, - ncol = nSnp, - dimnames = list(getSampleIds(handle), getSnpInfo(handle)$SNP) - ) - rr <- GenomicRanges::GRanges( - seqnames = str_c("chr", getSnpInfo(handle)$CHR[snpIdx]), - ranges = IRanges::IRanges( - start = getSnpInfo(handle)$BP[snpIdx], - width = 1L - ) - ) - S4Vectors::mcols(rr) <- S4Vectors::DataFrame( - SNP = getSnpInfo(handle)$SNP[snpIdx], - A1 = getSnpInfo(handle)$A1[snpIdx], - A2 = getSnpInfo(handle)$A2[snpIdx] - ) - dosage <- t(panel[, snpIdx, drop = FALSE]) - dimnames(dosage) <- list( - getSnpInfo(handle)$SNP[snpIdx], - getSampleIds(handle) - ) - SummarizedExperiment::SummarizedExperiment( - assays = list(dosage = dosage), - rowRanges = rr, - colData = S4Vectors::DataFrame( - sampleId = getSampleIds(handle), - row.names = getSampleIds(handle) - ) - ) - } -} - -# test ------------------------------------------------------------------------- -h <- .lds_makeHandle() -local_mocked_bindings( - extractBlockGenotypes = .lds_mockExtractor(), - .package = "pecotmr" -) -same <- c("chr1:200:A:G", "chr1:400:A:G", "chr1:500:A:G") -flipped <- c("chr1:200:G:A", "chr1:400:A:G", "chr1:500:A:G") -rSame <- pecotmr:::.ldFromSketch(h, same) -rFlip <- pecotmr:::.ldFromSketch(h, flipped) -sgn <- c(-1, 1, 1) -expect_equal( - unname(rFlip), - unname(rSame) * outer(sgn, sgn), - tolerance = 1e-12 -) From 6ad564bcca7898711a28866db65237c3f02f1e74 Mon Sep 17 00:00:00 2001 From: Daniel Nachun Date: Mon, 14 Sep 2026 17:41:16 -0700 Subject: [PATCH 3/5] complete vignette drafts --- R/AllGenerics.R | 6 +- R/LdStatistic.R | 3 - R/QtlDataset.R | 9 +- R/RangedTupleList.R | 32 +- R/colocPipeline.R | 2 - R/colocboostPipeline.R | 2 - R/ctwasPipeline.R | 68 +- R/fineMappingRow.R | 5 +- R/fineMappingWrappers.R | 10 +- R/genotypeIo.R | 12 - R/jointEngine.R | 12 +- R/ld.R | 147 +-- R/mashPipeline.R | 14 - R/mashWrapper.R | 2 +- R/overlapTopLoci.R | 8 +- R/pvalCombine.R | 8 - R/qtlAssociationPostprocess.R | 3 +- R/qtlSumStats.R | 18 +- R/regularizedRegressionWrappers.R | 22 - R/relatednessQc.R | 2 - R/sumstatsQc.R | 2 - R/tupleSelectors.R | 5 +- R/twasWeightsPipeline.R | 6 - R/vcfWriter.R | 26 +- man/RangedTupleList-methods.Rd | 6 + man/postprocessFinemappingFits.Rd | 3 + man/writeSumstatsVcf.Rd | 6 +- tests/testthat/helper-colocboost.R | 73 ++ tests/testthat/test_AllClasses.R | 80 ++ tests/testthat/test_ColocBoostResult.R | 142 +-- tests/testthat/test_ColocResult.R | 57 ++ tests/testthat/test_CtwasResult.R | 9 + tests/testthat/test_LdEigen.R | 9 + tests/testthat/test_LdStatistic.R | 191 ++++ tests/testthat/test_MashPrior.R | 20 + tests/testthat/test_MultiStudyQtlDataset.R | 59 ++ tests/testthat/test_QtlDataset.R | 161 ++++ tests/testthat/test_RangedTupleList.R | 30 + tests/testthat/test_SldscData.R | 9 + tests/testthat/test_causalInferencePipeline.R | 230 +++++ tests/testthat/test_colocPipeline.R | 62 ++ tests/testthat/test_colocboostPipeline.R | 200 ++++ tests/testthat/test_crossValidation.R | 35 + tests/testthat/test_ctwasPipeline.R | 439 +++++++++ tests/testthat/test_fineMappingRow.R | 207 +++++ tests/testthat/test_fineMappingWrappers.R | 854 +++++++++++++++++- tests/testthat/test_genotypeHandle.R | 22 + tests/testthat/test_genotypeIo.R | 169 ++++ tests/testthat/test_h2EstimationWrappers.R | 250 +++++ tests/testthat/test_jointEngine.R | 424 +++++++++ tests/testthat/test_ld.R | 598 ++++++++++++ tests/testthat/test_ldData.R | 18 + tests/testthat/test_manifestLoaders.R | 78 ++ tests/testthat/test_mashPipeline.R | 46 + tests/testthat/test_mashWrapper.R | 40 + .../testthat/test_qtlAssociationPostprocess.R | 45 + tests/testthat/test_qtlEnrichmentPipeline.R | 41 + tests/testthat/test_qtlSumStats.R | 60 ++ .../test_sldscPostprocessingPipeline.R | 49 + tests/testthat/test_sldscWrapper.R | 32 + tests/testthat/test_tupleSelectors.R | 137 +++ tests/testthat/test_twasWeights.R | 92 ++ tests/testthat/test_twasWeightsPipeline.R | 465 +++++++++- tests/testthat/test_variantId.R | 95 ++ tests/testthat/test_vcfWriter.R | 87 ++ vignettes/finemapping-postprocessing.Rmd | 19 +- 66 files changed, 5756 insertions(+), 317 deletions(-) create mode 100644 tests/testthat/helper-colocboost.R diff --git a/R/AllGenerics.R b/R/AllGenerics.R index 5b6c2041..f69815b4 100644 --- a/R/AllGenerics.R +++ b/R/AllGenerics.R @@ -1228,8 +1228,10 @@ setGeneric("getDataType", function(x, ...) standardGeneric("getDataType")) #' Write summary statistics or fine-mapping results to VCF/BCF #' #' Creates a VCF object from GWAS summary statistics or fine-mapping results and -#' writes it to disk. Supports bgzipped VCF (.vcf.gz/.vcf.bgz) and BCF (.bcf) -#' output formats via VariantAnnotation and Rsamtools. +#' writes it to disk via VariantAnnotation and Rsamtools. Supports bgzipped +#' VCF (.vcf.gz/.vcf.bgz); BCF (.bcf) additionally needs a working +#' \code{Rsamtools::asBcf()}, which recent Rsamtools releases disable, so +#' prefer .vcf.bgz. #' #' @param x Input data: a \code{GwasSumStats} object, a \code{FineMappingResult} #' object, or a data.frame with columns \code{chrom}, \code{pos}, \code{ref}, diff --git a/R/LdStatistic.R b/R/LdStatistic.R index 19fdefcb..60d82776 100644 --- a/R/LdStatistic.R +++ b/R/LdStatistic.R @@ -96,9 +96,6 @@ setClass( .ldRefPrepare <- function(ldBlockData, nRef, genome) { dataList <- .ldRefAsDataList(ldBlockData) blocks <- list_flatten(map(dataList, .ldRefBlocksOf)) - if (length(blocks) == 0L) { - abort("`ldBlockData` yielded no LD blocks.") - } resolvedGenome <- .ldRefResolveGenome(dataList, genome) list( blocks = blocks, diff --git a/R/QtlDataset.R b/R/QtlDataset.R index cda5972a..7c7bf060 100644 --- a/R/QtlDataset.R +++ b/R/QtlDataset.R @@ -1072,12 +1072,11 @@ setMethod("getTraitPosition", "QtlDataset", function(x, traitId = NULL, ...) { # list(dosage, maf, af). # @noRd .qtlVariantFilters <- function(dosage, x) { + # No zero-variant guard: the only caller returns early when snpIdx is + # empty, and extraction preserves the column count (.restoreRequestedOrder + # aborts on a mismatch). The body is 0-column safe regardless -- colSums + # gives numeric(0) and the mask logical(0), yielding the same empty result. nSamp <- nrow(dosage) - if (ncol(dosage) == 0L) { - # nocov start (unreachable: zero-variant paths return early above) - return(list(dosage = dosage, maf = numeric(0), af = numeric(0))) - # nocov end - } nObs <- colSums(!is.na(dosage)) sumD <- colSums(dosage, na.rm = TRUE) p <- if_else(nObs > 0L, sumD / (2 * nObs), NA_real_) diff --git a/R/RangedTupleList.R b/R/RangedTupleList.R index 13db03e2..8024da1b 100644 --- a/R/RangedTupleList.R +++ b/R/RangedTupleList.R @@ -44,6 +44,10 @@ NULL #' @param drop Passed through to the inherited method. #' @param ... Additional arguments passed on. #' @param FUN A function applied to each element, returning a \code{GRanges}. +#' @param objects Further collections to append, as \code{c()} and +#' \code{append()} pass them. +#' @param use.names,ignore.mcols,check Unused; present for generic +#' compatibility. #' @return \code{nrow()} and \code{ncol()} integers; \code{colnames()} a #' character vector; \code{$} a metadata column; \code{$<-}, \code{[} and #' \code{endoapply()} a collection of the same class. @@ -228,8 +232,10 @@ setMethod("nrow", "RangedTupleList", function(x) length(x)) #' @rdname RangedTupleList-methods #' @export setMethod("ncol", "RangedTupleList", function(x) { - md <- mcols(x, use.names = FALSE) - if (is.null(md)) 0L else ncol(md) + # No is.null() arm: `elementMetadata` is a typed DataFrame slot, so a + # collection with no metadata carries a zero-COLUMN DataFrame rather than + # NULL, and ncol() already answers 0 for it. + ncol(mcols(x, use.names = FALSE)) }) #' @rdname RangedTupleList-methods @@ -239,29 +245,22 @@ setMethod("colnames", "RangedTupleList", function(x, do.NULL = TRUE, prefix) { # Completes the nrow / ncol / `$` set. Without it `colnames(x)` returns # NULL rather than erroring, so code that asks a collection for its column # names gets a silent wrong answer instead of a signal. - md <- mcols(x, use.names = FALSE) - if (is.null(md)) NULL else colnames(md) + colnames(mcols(x, use.names = FALSE)) }) #' @rdname RangedTupleList-methods #' @export setMethod("$", "RangedTupleList", function(x, name) { - md <- mcols(x, use.names = FALSE) - if (is.null(md)) { - return(NULL) - } - md[[name]] + # A zero-column DataFrame answers NULL for any name, which is the same + # thing the removed is.null() arm returned. + mcols(x, use.names = FALSE)[[name]] }) #' @rdname RangedTupleList-methods #' @export setMethod("$<-", "RangedTupleList", function(x, name, value) { md <- mcols(x, use.names = FALSE) - if (is.null(md)) { - md <- S4Vectors::DataFrame(set_names(list(value), name)) - } else { - md[[name]] <- value - } + md[[name]] <- value mcols(x) <- md x }) @@ -752,10 +751,9 @@ nestTupleRanges <- function(flat, template) { # The identity columns to group by: the atomic mcols the flattener broadcasts. # @noRd .rtlTupleKeyCols <- function(x) { + # No is.null() arm: see ncol() above -- mcols() answers a zero-column + # DataFrame, and names() of one is already character(0). md <- mcols(x, use.names = FALSE) - if (is.null(md)) { - return(character(0)) - } names(md)[map_lgl(as.list(md), is.atomic)] } diff --git a/R/colocPipeline.R b/R/colocPipeline.R index 79c9855b..cf8565f5 100644 --- a/R/colocPipeline.R +++ b/R/colocPipeline.R @@ -213,13 +213,11 @@ colocPipeline <- function( .colocValidateEnrichment(p$enrichment) } if (!requireNamespace("coloc", quietly = TRUE)) { - # nocov start msg <- glue( "Package 'coloc' is required for colocPipeline. ", "Install with: install.packages('coloc')." ) abort(msg) - # nocov end } if (!methods::is(p$qtlFineMappingResult, "FineMappingResultBase")) { msg <- glue( diff --git a/R/colocboostPipeline.R b/R/colocboostPipeline.R index 4e88db00..b7965153 100644 --- a/R/colocboostPipeline.R +++ b/R/colocboostPipeline.R @@ -154,9 +154,7 @@ setGeneric("colocboostPipeline", function(qtlData, gwasSumStats = NULL, ...) { # Run colocboost() with tryCatch + timing. .cbRun <- function(label, args) { if (!requireNamespace("colocboost", quietly = TRUE)) { - # nocov start abort("The colocboost package is required for colocboostPipeline().") - # nocov end } t1 <- Sys.time() args <- compact(args) diff --git a/R/ctwasPipeline.R b/R/ctwasPipeline.R index a0bc9fc6..1c46ff42 100644 --- a/R/ctwasPipeline.R +++ b/R/ctwasPipeline.R @@ -325,13 +325,11 @@ assembleCtwasInputs <- function( # @noRd .ctwasValidateGwasList <- function(gwasSumStats) { if (!requireNamespace("ctwas", quietly = TRUE)) { - # nocov start msg <- glue( "Package 'ctwas' is required for the cTWAS pipeline. ", "Install from https://github.com/xinhe-lab/ctwas ." ) abort(msg) - # nocov end } if (missing(gwasSumStats) || !methods::is(gwasSumStats, "GwasSumStats")) { msg <- glue( @@ -651,9 +649,7 @@ estCtwasParam <- function( ... ) { if (!requireNamespace("ctwas", quietly = TRUE)) { - # nocov start abort("Package 'ctwas' is required for estCtwasParam.") - # nocov end } groupPriorVarStructure <- arg_match(groupPriorVarStructure) ncore <- as.integer(ncore) @@ -841,9 +837,7 @@ estCtwasParam <- function( #' @export screenCtwasRegions <- function(estResult, L = 5L, ncore = 1L, ...) { if (!requireNamespace("ctwas", quietly = TRUE)) { - # nocov start abort("Package 'ctwas' is required for screenCtwasRegions.") - # nocov end } estResult <- .ctwasResolveLdPaths(estResult) # ctwas::screen_regions requires thin = 1 region_data; expand the @@ -923,9 +917,7 @@ screenCtwasRegions <- function(estResult, L = 5L, ncore = 1L, ...) { #' @export finemapCtwasRegions <- function(screenResult, L = 5L, ncore = 1L, ...) { if (!requireNamespace("ctwas", quietly = TRUE)) { - # nocov start abort("Package 'ctwas' is required for finemapCtwasRegions.") - # nocov end } screenResult <- .ctwasResolveLdPaths(screenResult) rd <- screenResult$screened_region_data @@ -1023,11 +1015,9 @@ mergeCtwasBoundaryRegions <- function( ncore = 1L, ... ) { - # nocov start if (!requireNamespace("ctwas", quietly = TRUE)) { abort("Package 'ctwas' is required for mergeCtwasBoundaryRegions.") } - # nocov end finemapResult <- .ctwasResolveLdPaths(finemapResult) fmRes <- finemapResult$finemap_res if (is.null(fmRes) || nrow(fmRes) == 0L) { @@ -2184,6 +2174,17 @@ asCtwasResult <- function(finemapResult, keepSnps = FALSE) { pos <- c(pos, as.integer(GenomicRanges::start(gr))) chrs <- c(chrs, as.character(GenomicRanges::seqnames(gr))) } + # Emptiness is checked FIRST: `pos` and `chrs` are filled from the same + # GRanges in the same loop, so an empty block has zero chromosomes too, + # and the chromosome check below would report it as "spans multiple + # chromosomes ()" -- which is both wrong and unactionable. + if (length(pos) == 0L) { + msg <- glue( + "ctwasPipeline: GwasSumStats block '{regionId}' has no variants ", + "to define region bounds." + ) + abort(msg) + } chr <- unique(as.integer( str_remove(chrs, regex("^chr", ignore_case = TRUE)) )) @@ -2194,13 +2195,6 @@ asCtwasResult <- function(finemapResult, keepSnps = FALSE) { ) abort(msg) } - if (length(pos) == 0L) { - msg <- glue( - "ctwasPipeline: GwasSumStats block '{regionId}' has no variants ", - "to define region bounds." - ) - abort(msg) - } tibble( region_id = regionId, chrom = chr, @@ -2409,6 +2403,24 @@ asCtwasResult <- function(finemapResult, keepSnps = FALSE) { # z.s) / sqrt(t(wgt) %*% R_wgt %*% wgt), so wgt must be a numeric matrix # (not a vector) and R_wgt must be the LD submatrix over the same SNPs. # +# The panel variants a gene's cis span may reach. +# +# ctwas's compute_gene_z asserts every weight variant exists in the block's +# z_snp$id. An LD sketch covering more than the block (e.g. a whole-chrom +# PLINK2) leaks variants outside it, so intersect with the caller's GWAS +# sumstats variant set when provided. +# +# Allele-aware, not `intersect()`: a swapped spelling is the same variant, +# and dropping it here silently shortens the gene's cis span. +# @noRd +.ctwasPanelSnpsForGwas <- function(panelSnps, gwasSnpIds) { + if (is.null(gwasSnpIds)) { + return(panelSnps) + } + m <- .ctwasMatchToPanel(panelSnps, as.character(gwasSnpIds)) + panelSnps[sort(m$idxA)] +} + # R_wgt is sliced from the cached full-panel LD by SNP ID -- no # per-gene genotype re-extraction. Variants absent from the panel # are dropped from that gene's row set. @@ -2424,23 +2436,12 @@ asCtwasResult <- function(finemapResult, keepSnps = FALSE) { gwasSnpIds = NULL, regionSnpIds = NULL ) { - panelSnps <- rownames(ldPanel$R) - # ctwas's compute_gene_z asserts every weight variant exists in the block's - # z_snp$id. An LD sketch covering more than the block (e.g. a whole-chrom - # PLINK2) leaks variants outside it, so intersect with the caller's GWAS - # sumstats variant set when provided. - # # Two variant sets, because they answer different questions. `gwasSnpIds` is # the GLOBAL set: it bounds the gene's cis SPAN, which has to cover every # block the gene reaches for boundary detection to work. `regionSnpIds` is # this block's own set: it bounds the weight vector actually FITTED, because # ctwas fine-maps one region at a time. - if (!is.null(gwasSnpIds)) { - # Allele-aware, not `intersect()`: a swapped spelling is the same - # variant, and dropping it here silently shortens the gene's cis span. - m <- .ctwasMatchToPanel(panelSnps, as.character(gwasSnpIds)) - panelSnps <- panelSnps[sort(m$idxA)] - } + panelSnps <- .ctwasPanelSnpsForGwas(rownames(ldPanel$R), gwasSnpIds) ctx <- list( ldPanel = ldPanel, panelSnps = panelSnps, @@ -2712,11 +2713,10 @@ asCtwasResult <- function(finemapResult, keepSnps = FALSE) { if (nrow(tl) == 0L) { return(NULL) } - pip <- if (is_in("pip", names(tl))) { - set_names(as.numeric(tl$pip), as.character(tl$variant_id)) - } else { - NULL - } + # `pip` is part of the topLoci schema -- fineMappingRow() requires it on + # any non-empty table, and the zero-row case returned above -- so there is + # no pip-less frame to guard against here. + pip <- set_names(as.numeric(tl$pip), as.character(tl$variant_id)) cs <- .ctwasCsMembership(tl) list(pip = pip, csMembers = cs$csMembers, csPurity = cs$csPurity) } diff --git a/R/fineMappingRow.R b/R/fineMappingRow.R index 25e4b0b7..fb1ce1e7 100644 --- a/R/fineMappingRow.R +++ b/R/fineMappingRow.R @@ -197,15 +197,14 @@ fineMappingRow <- function(variantIds, susieFit, topLoci, cvResult = NULL) { error = function(e) NULL ) if (is.null(fn)) { - # nocov start (defensive guard against an upstream fsusieR rename; only - # reachable if fsusieR drops this unexported S3 method) + # Defensive guard against an upstream fsusieR rename; only reachable + # if fsusieR drops this unexported S3 method. msg <- glue( "fsusieR's internal update_cal_credible_band.susiF not found; ", "cannot compute the fSuSiE credible band (upstream fsusieR API ", "changed)." ) abort(msg) - # nocov end } indxLst <- fsusieR::gen_wavelet_indx(log2(length(fit$outing_grid))) fn(fit, indxLst) diff --git a/R/fineMappingWrappers.R b/R/fineMappingWrappers.R index 28bb180c..19cd4134 100644 --- a/R/fineMappingWrappers.R +++ b/R/fineMappingWrappers.R @@ -327,6 +327,8 @@ fitSusieInfThenSusieRss <- function( #' @param yScalar Scaling factor for phenotype effects. Default 1. #' @param af Effect-allele frequencies (exported as the \code{af} column; never #' MAF). Default NULL. +#' @param n Optional per-variant sample size, exported as the \code{N} column. +#' Default NULL -> \code{N} falls back to the fit's own scalar sample size. #' @param coverage Primary credible-set coverage. #' @param secondaryCoverage Additional credible-set coverages. #' @param signalCutoff PIP cutoff for including non-CS variants in top loci. @@ -2207,13 +2209,11 @@ fsusieWrapper <- function( ... ) { if (!requireNamespace("fsusieR", quietly = TRUE)) { - # nocov start msg <- glue( "To use this function, please install fsusieR: ", "https://github.com/stephenslab/fsusieR" ) abort(msg) - # nocov end } fsusieObj <- fsusieR::susiF( X = X, @@ -2738,13 +2738,11 @@ mvsusieWeights <- function( ... ) { if (!requireNamespace("mvsusieR", quietly = TRUE)) { - # nocov start msg <- glue( "Package 'mvsusieR' is required. Install with: ", "devtools::install_github('stephenslab/mvsusieR')" ) abort(msg) - # nocov end } if (is.null(mvsusieFit)) { inform("mvsusieFit is not provided; fitting mvSuSiE now ...") @@ -2917,14 +2915,12 @@ fsusieWeights <- function( # fSuSiE weight reconstruction needs fsusieR + wavethresh. .fsusieWeightsRequire <- function() { - # nocov start if (!requireNamespace("fsusieR", quietly = TRUE)) { abort("Package 'fsusieR' is required for fsusieWeights().") } if (!requireNamespace("wavethresh", quietly = TRUE)) { abort("Package 'wavethresh' is required for fsusieWeights().") } - # nocov end } # A full (untrimmed) fit must retain the wavelet-reconstruction slots. @@ -3063,13 +3059,11 @@ mvsusieRssWeights <- function( ... ) { if (!requireNamespace("mvsusieR", quietly = TRUE)) { - # nocov start msg <- glue( "Package 'mvsusieR' is required. ", "Install with: devtools::install_github('stephenslab/mvsusieR')" ) abort(msg) - # nocov end } if (is.null(mvsusieRssFit)) { mvsusieRssFit <- .mvsusieRssBuildFit( diff --git a/R/genotypeIo.R b/R/genotypeIo.R index 4f4bc3ee..f76688b3 100644 --- a/R/genotypeIo.R +++ b/R/genotypeIo.R @@ -131,14 +131,12 @@ setMethod( #' @keywords internal .makeGdsHandle <- function(path) { - # nocov start if (!requireNamespace("SNPRelate", quietly = TRUE)) { abort("Package 'SNPRelate' is required for reading GDS files.") } if (!requireNamespace("gdsfmt", quietly = TRUE)) { abort("Package 'gdsfmt' is required for reading GDS files.") } - # nocov end if (!file.exists(path)) { msg <- glue("GDS file not found: {path}") abort(msg) @@ -162,11 +160,9 @@ setMethod( #' @keywords internal .makeVcfHandle <- function(path, ...) { - # nocov start if (!requireNamespace("VariantAnnotation", quietly = TRUE)) { abort("Package 'VariantAnnotation' is required for reading VCF files.") } - # nocov end if (!file.exists(path)) { msg <- glue("VCF file not found: {path}") abort(msg) @@ -206,11 +202,9 @@ setMethod( #' @keywords internal .makePlink1Handle <- function(path, ...) { - # nocov start if (!requireNamespace("snpStats", quietly = TRUE)) { abort("Package 'snpStats' is required for reading plink1 files.") } - # nocov end stem <- .plink1RequireFiles(path) meta <- .plink1ReadMeta(stem) new( @@ -272,11 +266,9 @@ setMethod( #' @keywords internal .makePlink2Handle <- function(path, ...) { - # nocov start if (!requireNamespace("pgenlibr", quietly = TRUE)) { abort("Package 'pgenlibr' is required for reading plink2 files.") } - # nocov end stem <- .plinkStem(path) @@ -934,13 +926,11 @@ readFam <- function(bed) { # open bed/bim/fam: A PLINK 1 .bed is a valid .pgen openBed <- function(bed) { if (!requireNamespace("pgenlibr", quietly = TRUE)) { - # nocov start msg <- glue( "To use this function, please install pgenlibr: ", "https://cran.r-project.org/web/packages/pgenlibr/index.html" ) abort(msg) - # nocov end } rawSCt <- nrow(readFam(bed)) return(pgenlibr::NewPgen(bed, raw_sample_ct = rawSCt)) @@ -1163,13 +1153,11 @@ resolvePlink2Paths <- function(prefix) { #' @noRd readPvar <- function(pvarPath) { if (!requireNamespace("pgenlibr", quietly = TRUE)) { - # nocov start msg <- glue( "pgenlibr is required. Install from ", "https://cran.r-project.org/web/packages/pgenlibr/index.html" ) abort(msg) - # nocov end } pvar <- pgenlibr::NewPvar(pvarPath) on.exit(pgenlibr::ClosePvar(pvar), add = TRUE) diff --git a/R/jointEngine.R b/R/jointEngine.R index 43f77986..909d3fae 100644 --- a/R/jointEngine.R +++ b/R/jointEngine.R @@ -125,7 +125,12 @@ NULL return(GenomicRanges::granges(rr[trait])[1L]) } if (methods::is(data, "QtlSumStats")) { - if (!is_in("traitPos", names(data))) { + # colnames(), not names(): a collection's names() are its GRangesList + # ELEMENT names (empty here), while the per-row columns live in mcols. + # Reading names() made this guard always fire, so the whole branch + # below was dead and every sumstats-derived row fell back to the + # chrUn sentinel instead of its real trait position. + if (!is_in("traitPos", colnames(data))) { return(NULL) } idx <- which( @@ -135,10 +140,9 @@ NULL if (length(idx) == 0L) { return(NULL) } + # traitPos is a GRanges column and `idx` came from which(), so this + # is always a length-1 range. tp <- data$traitPos[idx[[1L]]] - if (length(tp) == 0L) { - return(NULL) - } return(GenomicRanges::granges(tp)[1L]) } NULL diff --git a/R/ld.R b/R/ld.R index bdfc1805..aa868842 100644 --- a/R/ld.R +++ b/R/ld.R @@ -620,7 +620,39 @@ loadLdMatrix <- function( } else { NULL # processLdMatrix auto-detects the .bim / .pvar companion } - processLdMatrix(ldPath, snpFile) + .ldDataFromProcessed(processLdMatrix(ldPath, snpFile)) +} + +# Wrap processLdMatrix()'s (matrix, variants) pair as an LdData so BOTH +# `ldInfo` sources return one type -- the contract .loadLdFromIndexed states +# and the post-load chain (dedup / monomorphic / subsample) relies on. +# +# Not .ldDataFromMatrix(): that one is for a bare matrix with no metadata and +# substitutes placeholder chrNA:1..n coordinates. A precomputed LD block comes +# with its .bim/.pvar, so the real chrom/pos/alleles are carried through. +# @noRd +.ldDataFromProcessed <- function(proc) { + v <- proc$ldVariants + n <- nrow(v) + gr <- .refPanelToGranges(data.frame( + chrom = as.character(v$chrom), + pos = as.integer(v$pos), + variant_id = as.character(v$variants), + A1 = as.character(v$A1), + A2 = as.character(v$A2), + stringsAsFactors = FALSE + )) + LdData( + correlation = proc$ldMatrix, + variants = gr, + blockMetadata = tibble( + blockId = 1L, + size = n, + startIdx = 1L, + endIdx = n + ), + nRef = 0L + ) } # Wrap a bare matrix as an LdData so every source returns one type. Variant @@ -1695,38 +1727,61 @@ standardizeGenotypeHwe <- function(X, alleleFreq) { #' @noRd # --- loadLdFromBlocks helpers ----------------------------------------------- -# Load + region-extract each LD block; track each block's chromosome. -.loadLdBlocksLoop <- function( +# One block's record: the region-extracted matrix, its variants, and the +# chromosome it sits on (falling back to the requested region's when the +# block contributed nothing). +# +# A RECORD rather than a position in three parallel lists: the filter and the +# metadata builder below would otherwise have to keep four sequences in the +# same order by hand, and a slip there would silently attach one block's +# chromosome to another block's variants. +# @noRd +.loadLdOneBlock <- function( + j, ldFilePaths, bimFilePaths, intersectedLdFiles, extractCoordinates ) { - matrices <- list() - variants <- list() - blockChroms <- character(length(ldFilePaths)) - for (j in seq_along(ldFilePaths)) { - proc <- processLdMatrix(ldFilePaths[j], bimFilePaths[j]) - extracted <- extractLdForRegion( - ldMatrix = proc$ldMatrix, - variants = proc$ldVariants, - region = intersectedLdFiles$region, - extractCoordinates = extractCoordinates - ) - matrices[[j]] <- extracted$extractedLdMatrix - variants[[j]] <- extracted$extractedLdVariants - blockChroms[j] <- if (nrow(variants[[j]]) > 0) { - as.character(variants[[j]]$chrom[1]) + proc <- processLdMatrix(ldFilePaths[[j]], bimFilePaths[[j]]) + extracted <- extractLdForRegion( + ldMatrix = proc$ldMatrix, + variants = proc$ldVariants, + region = intersectedLdFiles$region, + extractCoordinates = extractCoordinates + ) + blockVariants <- extracted$extractedLdVariants + list( + matrix = extracted$extractedLdMatrix, + variants = blockVariants, + chrom = if (nrow(blockVariants) > 0) { + as.character(blockVariants$chrom[[1L]]) } else { as.character(intersectedLdFiles$region$chrom) } - } - list(matrices = matrices, variants = variants, blockChroms = blockChroms) + ) +} + +# Load + region-extract each LD block, one record per block. +.loadLdBlocksLoop <- function( + ldFilePaths, + bimFilePaths, + intersectedLdFiles, + extractCoordinates +) { + map( + seq_along(ldFilePaths), + .loadLdOneBlock, + ldFilePaths = ldFilePaths, + bimFilePaths = bimFilePaths, + intersectedLdFiles = intersectedLdFiles, + extractCoordinates = extractCoordinates + ) } # Drop blocks with no variants in the region (error if none remain). -.loadLdFilterEmpty <- function(blocks, ldFilePaths) { - nonEmpty <- map_lgl(blocks$variants, .ldBlockHasVariants) +.loadLdFilterEmpty <- function(blocks) { + nonEmpty <- map_lgl(map(blocks, "variants"), .ldBlockHasVariants) if (!any(nonEmpty)) { abort("No variants found in any LD block for the specified region.") } @@ -1738,26 +1793,17 @@ standardizeGenotypeHwe <- function(X, alleleFreq) { ) inform(msg) } - list( - matrices = blocks$matrices[nonEmpty], - variants = blocks$variants[nonEmpty], - blockChroms = blocks$blockChroms[nonEmpty], - ldFilePaths = ldFilePaths[nonEmpty] - ) + blocks[nonEmpty] } # Per-block metadata (id, chrom, span, size, index range in the merged matrix). -.loadLdBlockMetadata <- function( - variants, - ldFilePaths, - blockChroms, - ldVariants -) { +.loadLdBlockMetadata <- function(blocks, ldVariants) { + variants <- map(blocks, "variants") blockVariants <- map(variants, "variants") blockPositions <- map(variants, "pos") tibble( - blockId = seq_along(ldFilePaths), - chrom = blockChroms, + blockId = seq_along(blocks), + chrom = map_chr(blocks, "chrom"), blockStart = map_dbl(blockPositions, min), blockEnd = map_dbl(blockPositions, max), size = map_int(blockVariants, length), @@ -1817,19 +1863,15 @@ loadLdFromBlocks <- function( intersectedLdFiles, extractCoordinates ) - filtered <- .loadLdFilterEmpty(blocks, ldFilePaths) + kept <- .loadLdFilterEmpty(blocks) + keptVariants <- map(kept, "variants") ldMatrix <- createLdMatrix( - ldMatrices = filtered$matrices, - variants = filtered$variants + ldMatrices = map(kept, "matrix"), + variants = keptVariants ) ldVariants <- rownames(ldMatrix) - blockMetadata <- .loadLdBlockMetadata( - filtered$variants, - filtered$ldFilePaths, - filtered$blockChroms, - ldVariants - ) - refPanel <- .loadLdRefPanel(ldMatrix, filtered$variants, nSample) + blockMetadata <- .loadLdBlockMetadata(kept, ldVariants) + refPanel <- .loadLdRefPanel(ldMatrix, keptVariants, nSample) variantsGr <- .refPanelToGranges(refPanel) LdData( correlation = ldMatrix, @@ -2055,9 +2097,6 @@ validateBlockStructure <- function(matrix, blockMetadata, variantIds) { # Exclude boundary variants (potential overlaps) vi <- variantIds[si:(ei - 1)] vj <- variantIds[(sj + 1):ej] - if (length(vi) == 0 || length(vj) == 0) { - return(character(0)) - } maxVal <- max(abs(matrix[vi, vj, drop = FALSE])) if (maxVal <= 1e-10) { return(character(0)) @@ -2413,13 +2452,11 @@ ldPruneByCorrelation <- function( !requireNamespace("SNPRelate", quietly = TRUE) || !requireNamespace("gdsfmt", quietly = TRUE) ) { - # nocov start msg <- glue( "Packages 'SNPRelate' and 'gdsfmt' are required for ", "backend='snprelate'." ) abort(msg) - # nocov end } } @@ -2835,22 +2872,18 @@ enforceDesignFullRank <- function( # Require the bigsnpr/bigstatsr packages used for score-based LD clumping. .ldClumpCheckDeps <- function() { if (!requireNamespace("bigsnpr", quietly = TRUE)) { - # nocov start msg <- glue( "Package 'bigsnpr' is required. Install from CRAN: ", "install.packages('bigsnpr')" ) abort(msg) - # nocov end } if (!requireNamespace("bigstatsr", quietly = TRUE)) { - # nocov start msg <- glue( "Package 'bigstatsr' is required. Install from CRAN: ", "install.packages('bigstatsr')" ) abort(msg) - # nocov end } } @@ -3312,14 +3345,12 @@ computeLd <- function( #' @return Correlation matrix. #' @noRd .computeLdSnprelate <- function(X) { - # nocov start if (!requireNamespace("SNPRelate", quietly = TRUE)) { abort("Package 'SNPRelate' is required for backend='snprelate'") } if (!requireNamespace("gdsfmt", quietly = TRUE)) { abort("Package 'gdsfmt' is required for backend='snprelate'") } - # nocov end tmpGds <- tempfile(fileext = ".gds") on.exit(unlink(tmpGds), add = TRUE) @@ -3359,11 +3390,9 @@ computeLd <- function( #' @return Correlation matrix (r, not r^2). #' @noRd .computeLdSnpstats <- function(X) { - # nocov start if (!requireNamespace("snpStats", quietly = TRUE)) { abort("Package 'snpStats' is required for backend='snpstats'") } - # nocov end # snpStats expects counts of the B allele as raw codes: 1=AA, 2=AB, 3=BB, # 0=NA pecotmr dosage is ALT count (0/1/2), so map: 0->1, 1->2, 2->3, NA->0 diff --git a/R/mashPipeline.R b/R/mashPipeline.R index eec4b7b5..2bcff321 100644 --- a/R/mashPipeline.R +++ b/R/mashPipeline.R @@ -285,13 +285,11 @@ mashResidualCorrelation <- function( method <- arg_match(method) inputScale <- arg_match(inputScale) if (!requireNamespace("mashr", quietly = TRUE)) { - # nocov start msg <- glue( "To use this function, please install mashr: ", "https://cran.r-project.org/web/packages/mashr/index.html" ) abort(msg) - # nocov end } if (methods::is(sumStatsList, "SimpleList")) { sumStatsList <- as.list(sumStatsList) @@ -425,13 +423,11 @@ mashResidualCorrelation <- function( )) } if (!requireNamespace("CorShrink", quietly = TRUE)) { - # nocov start msg <- glue( "mashResidualCorrelation: method 'corshrink' needs the CorShrink ", "package. Install it, or use 'simple' / 'simpleSpecific'." ) abort(msg) - # nocov end } as.matrix( CorShrink::CorShrinkData( @@ -650,22 +646,18 @@ mashPriorCovariances <- function( # @noRd .mashRequirePriorPackages <- function() { if (!requireNamespace("mashr", quietly = TRUE)) { - # nocov start msg <- glue( "To use this function, please install mashr: ", "https://cran.r-project.org/web/packages/mashr/index.html" ) abort(msg) - # nocov end } if (!requireNamespace("flashier", quietly = TRUE)) { - # nocov start msg <- glue( "To use this function, please install flashier: ", "https://github.com/willwerscheid/flashier" ) abort(msg) - # nocov end } } @@ -830,13 +822,11 @@ mashPriorCovariances <- function( # @noRd .mashEngineUd <- function(mashData, engine, udControl) { if (!requireNamespace("udr", quietly = TRUE)) { - # nocov start msg <- glue( "mashPriorCovariances: engine '{engine}' needs the udr package. ", "Install it, or use the default 'cov_ed'." ) abort(msg) - # nocov end } udControl <- utils::modifyList( list( @@ -918,13 +908,11 @@ mashModelFit <- function( fitOn <- arg_match(fitOn) inputScale <- arg_match(inputScale) if (!requireNamespace("mashr", quietly = TRUE)) { - # nocov start msg <- glue( "To use this function, please install mashr: ", "https://cran.r-project.org/web/packages/mashr/index.html" ) abort(msg) - # nocov end } if (methods::is(sumStatsList, "SimpleList")) { sumStatsList <- as.list(sumStatsList) @@ -1021,13 +1009,11 @@ mashPosterior <- function( ) { inputScale <- arg_match(inputScale) if (!requireNamespace("mashr", quietly = TRUE)) { - # nocov start msg <- glue( "To use this function, please install mashr: ", "https://cran.r-project.org/web/packages/mashr/index.html" ) abort(msg) - # nocov end } mats <- .mashSumStatsToMatrices(sumStats, "target", inputScale = inputScale) ex <- .mashExcludeConditions( diff --git a/R/mashWrapper.R b/R/mashWrapper.R index c274204c..9fe94e81 100644 --- a/R/mashWrapper.R +++ b/R/mashWrapper.R @@ -1347,7 +1347,7 @@ qtlSumStatsFromBetaMatrix <- function( .mashAsDataFrameOrNull <- function(m) { if (is.null(m)) { return(NULL) - } # nocov (partitions are always matrices here, never NULL) + } as.data.frame(m) } diff --git a/R/overlapTopLoci.R b/R/overlapTopLoci.R index 2fbf8c27..247fffb2 100644 --- a/R/overlapTopLoci.R +++ b/R/overlapTopLoci.R @@ -108,12 +108,10 @@ setMethod( if (is.null(vmap)) { return(.overlapEmptyReturn(qtlTl, gwasTl, coordCols, keyCols, type)) } + # No zero-row check on `g`: every gwas_vid in `vmap` is drawn from + # gwasTl$variant_id, so once vmap is non-NULL the inner join above + # always matches. The no-overlap case is the is.null(vmap) return. g <- .overlapRelabelGwas(gwasTl, vmap, coordCols) - if (nrow(g) == 0L) { - # nocov start - return(.overlapEmptyReturn(qtlTl, gwasTl, coordCols, keyCols, type)) - # nocov end - } # Wide cross-product per shared variant, variant key kept once (QTL). merged <- inner_join( .overlapPrefixNonKey(qtlTl, "qtl_", keyCols), diff --git a/R/pvalCombine.R b/R/pvalCombine.R index 46ec596b..14fc0df0 100644 --- a/R/pvalCombine.R +++ b/R/pvalCombine.R @@ -89,13 +89,11 @@ pvalAcat <- function(pvals, naRm = TRUE) { pvalHmp <- function(pvals) { # Make sure harmonicmeanp is installed if (!requireNamespace("harmonicmeanp", quietly = TRUE)) { - # nocov start msg <- glue( "To use this function, please install harmonicmeanp: ", "https://cran.r-project.org/web/packages/harmonicmeanp/index.html" ) abort(msg) - # nocov end } # https://search.r-project.org/CRAN/refmans/harmonicmeanp/html/pLandau.html L <- length(pvals) @@ -122,13 +120,11 @@ pvalHmp <- function(pvals) { pvalPoolr <- function(pvals, method, R) { if (!requireNamespace("poolr", quietly = TRUE)) { - # nocov start msg <- glue( "To use this method, please install poolr: ", "install.packages('poolr')" ) abort(msg) - # nocov end } fn <- switch( method, @@ -142,9 +138,7 @@ pvalPoolr <- function(pvals, method, R) { pvalGbj <- function(zScores, R, method) { if (!requireNamespace("GBJ", quietly = TRUE)) { - # nocov start abort("To use this method, please install GBJ: install.packages('GBJ')") - # nocov end } result <- switch( method, @@ -170,11 +164,9 @@ pvalGbj <- function(zScores, R, method) { pvalAspu <- function(zScores = NULL, pvals = NULL, R, method) { if (!requireNamespace("aSPU", quietly = TRUE)) { - # nocov start abort( "To use this method, please install aSPU: install.packages('aSPU')" ) - # nocov end } switch( method, diff --git a/R/qtlAssociationPostprocess.R b/R/qtlAssociationPostprocess.R index db9778f6..21bd39d4 100644 --- a/R/qtlAssociationPostprocess.R +++ b/R/qtlAssociationPostprocess.R @@ -25,13 +25,12 @@ # Returns a numeric vector aligned to `p`. .qapSafeQvalue <- function(p) { if (!requireNamespace("qvalue", quietly = TRUE)) { - # nocov start (optional-package guard; qvalue is Suggests-only) + # Optional-package guard; qvalue is Suggests-only. msg <- glue( "qtlAssociationPostprocess: the 'qvalue' package is required for ", "Storey q-values. Install Bioconductor 'qvalue'." ) abort(msg) - # nocov end } tryCatch( qvalue::qvalue(p)$qvalues, diff --git a/R/qtlSumStats.R b/R/qtlSumStats.R index f68764c7..a962b5f0 100644 --- a/R/qtlSumStats.R +++ b/R/qtlSumStats.R @@ -80,9 +80,7 @@ setClass( # qcInfo slot must be a list. # @noRd .qssCheckQcInfo <- function(object) { - if (!is.list(object@qcInfo)) { - return("'qcInfo' slot must be a list") - } + # The slot's declared type enforces this; nothing to check. NULL } @@ -548,17 +546,19 @@ setMethod("show", "QtlSumStats", function(object) { if (length(gr) == 0L) { return(gr) } + # `traitPos[i]` is a length-1 GRanges (an out-of-range `i` errors here + # rather than yielding an empty one), and a GRanges cannot carry an NA + # start, so the position is always real. tp <- traitPos[i] tssPos <- GenomicRanges::start(tp) tesPos <- GenomicRanges::end(tp) - if (length(tssPos) == 0L || is.na(tssPos)) { - return(gr) - } pos <- GenomicRanges::start(gr) + # No zero-column swap: mcols() on a GRanges is never NULL, and a variant + # set with no metadata yields a zero-COLUMN DataFrame that already carries + # one row per variant. Replacing it with DataFrame(row.names = NULL) threw + # that row count away, so the assignment below died with "n elements in + # value to replace 0 elements" for any entry without mcols. mc <- S4Vectors::mcols(gr) - if (is.null(mc) || ncol(mc) == 0L) { - mc <- S4Vectors::DataFrame(row.names = NULL) - } if (is.null(mc[["tss_distance"]])) { mc[["tss_distance"]] <- pos - tssPos } diff --git a/R/regularizedRegressionWrappers.R b/R/regularizedRegressionWrappers.R index 03a6a5be..39dbdd03 100644 --- a/R/regularizedRegressionWrappers.R +++ b/R/regularizedRegressionWrappers.R @@ -411,13 +411,11 @@ mrmashWeights <- function( ... ) { if (!requireNamespace("mr.mashr", quietly = TRUE)) { - # nocov start msg <- glue( "Package 'mr.mashr' is required. Install with: ", "devtools::install_github('stephenslab/mr.mashr')" ) abort(msg) - # nocov end } dotArgs <- list(...) if (is.null(mrmashFit)) { @@ -577,14 +575,12 @@ mrmashRssWeights <- function( # @noRd .mrmashRssRequirePackage <- function() { if (!requireNamespace("mr.mashr", quietly = TRUE)) { - # nocov start msg <- glue( "Package 'mr.mashr' is required. ", "Install with: ", "devtools::install_github('stephenslab/mr.mash.alpha')" ) abort(msg) - # nocov end } } @@ -715,13 +711,11 @@ initPriorSd <- function(X, y, n = 30) { glmnetWeights <- function(X, y, alpha) { # Check if glmnet is installed if (!requireNamespace("glmnet", quietly = TRUE)) { - # nocov start msg <- glue( "To use this function, please install glmnet: ", "https://cran.r-project.org/web/packages/glmnet/index.html" ) abort(msg) - # nocov end } eff.wgt <- matrix(0, ncol = 1, nrow = ncol(X)) keep <- .dropZeroVariance(X, "glmnetWeights") @@ -883,13 +877,11 @@ bayesAlphabetWeights <- function( # @noRd .bayesAlphabetValidate <- function(X, y, Z) { if (!requireNamespace("qgg", quietly = TRUE)) { - # nocov start msg <- glue( "To use this function, please install qgg: ", "https://cran.r-project.org/web/packages/qgg/index.html" ) abort(msg) - # nocov end } if (!(length(y) == nrow(X))) { abort("All objects must have the same number of rows") @@ -2125,13 +2117,11 @@ l0learnRssWeights <- function( #' @keywords internal ncvregWeights <- function(X, y, penalty, nfolds = 5, ...) { if (!requireNamespace("ncvreg", quietly = TRUE)) { - # nocov start msg <- glue( "To use this function, please install ncvreg: ", "https://cran.r-project.org/package=ncvreg" ) abort(msg) - # nocov end } eff.wgt <- matrix(0, ncol = 1, nrow = ncol(X)) keep <- .dropZeroVariance(X, "ncvregWeights") @@ -2210,13 +2200,11 @@ mcpWeights <- function(X, y, nfolds = 5, ...) { #' @export l0learnWeights <- function(X, y, penalty = "L0", nFolds = 5, ...) { if (!requireNamespace("L0Learn", quietly = TRUE)) { - # nocov start msg <- glue( "To use this function, please install L0Learn: ", "https://cran.r-project.org/package=L0Learn" ) abort(msg) - # nocov end } eff.wgt <- matrix(0, ncol = 1, nrow = ncol(X)) keep <- .dropZeroVariance(X, "l0learnWeights") @@ -2272,13 +2260,11 @@ bglrWeights <- function( ... ) { if (!requireNamespace("BGLR", quietly = TRUE)) { - # nocov start msg <- glue( "To use this function, please install BGLR: ", "https://cran.r-project.org/package=BGLR" ) abort(msg) - # nocov end } eff.wgt <- rep(0, ncol(X)) keep <- .dropZeroVariance(X, "bglrWeights") @@ -2420,13 +2406,11 @@ bLassoWeights <- function(X, y, nIter = 10000, burnIn = 2000, thin = 5, ...) { #' @export dprWeights <- function(X, y, fittingMethod = "VB", retainFit = FALSE, ...) { if (!requireNamespace("RcppDPR", quietly = TRUE)) { - # nocov start msg <- glue( "To use this function, please install RcppDPR: ", "https://cran.r-project.org/package=RcppDPR" ) abort(msg) - # nocov end } eff.wgt <- rep(0, ncol(X)) keep <- .dropZeroVariance(X, "dprWeights") @@ -2623,22 +2607,18 @@ mrmashWrapper <- function( # @noRd .mrmashRequirePackages <- function() { if (!requireNamespace("glmnet", quietly = TRUE)) { - # nocov start msg <- glue( "To use this function, please install glmnet: ", "https://cran.r-project.org/web/packages/glmnet/index.html" ) abort(msg) - # nocov end } if (!requireNamespace("mr.mashr", quietly = TRUE)) { - # nocov start msg <- glue( "To use this function, please install mr.mashr: ", "https://github.com/stephenslab/mr.mashr" ) abort(msg) - # nocov end } } @@ -3129,9 +3109,7 @@ buildMrmashPriorMatrices <- function( singletons = TRUE ) { if (!requireNamespace("mr.mashr", quietly = TRUE)) { - # nocov start abort("Package 'mr.mashr' is required.") - # nocov end } if (is.null(dataDrivenPriorMatrices) && !isTRUE(canonicalPriorMatrices)) { msg <- glue( diff --git a/R/relatednessQc.R b/R/relatednessQc.R index a74e75c6..8246e896 100644 --- a/R/relatednessQc.R +++ b/R/relatednessQc.R @@ -105,14 +105,12 @@ filterRelatedness <- function( # @noRd .relatednessRequirePackages <- function() { - # nocov start if (!requireNamespace("igraph", quietly = TRUE)) { abort("Package 'igraph' is required for filterRelatedness") } if (!requireNamespace("plinkQC", quietly = TRUE)) { abort("Package 'plinkQC' is required for filterRelatedness") } - # nocov end } # Graph pre-pruning: iteratively remove the highest-degree nodes of any diff --git a/R/sumstatsQc.R b/R/sumstatsQc.R index 5ae7777f..23aafade 100644 --- a/R/sumstatsQc.R +++ b/R/sumstatsQc.R @@ -2531,7 +2531,6 @@ effectiveN <- function(nCase, nControl) { ) ) ) { - # nocov start msg <- glue( "krigingOutlierQc requires a susieR that provides ", "estimate_s_rss() and kriging_rss(); the installed susieR does ", @@ -2539,7 +2538,6 @@ effectiveN <- function(nCase, nControl) { "disable alleleFlipKriging." ) abort(msg) - # nocov end } } diff --git a/R/tupleSelectors.R b/R/tupleSelectors.R index 1bb8194c..1aa329e1 100644 --- a/R/tupleSelectors.R +++ b/R/tupleSelectors.R @@ -426,8 +426,9 @@ return(.tupleColumn(p, cn)) } } - # unreachable: cn is always drawn from allCols, so some part has it - NULL # nocov + # Callers always draw `cn` from allCols, so in practice some part has it; + # the NULL is the honest answer when none does. + NULL } # Internal: row-bind two or more per-tuple collection objects (TwasWeights / diff --git a/R/twasWeightsPipeline.R b/R/twasWeightsPipeline.R index 5385f5b6..1f6b1d86 100644 --- a/R/twasWeightsPipeline.R +++ b/R/twasWeightsPipeline.R @@ -2442,13 +2442,11 @@ setMethod("twasWeightsPipeline", "ANY", function(data, ...) { # @noRd .solveEnsembleQuadprog <- function(Pvalid, yObs, Kvalid) { if (!requireNamespace("quadprog", quietly = TRUE)) { - # nocov start msg <- glue( "Package 'quadprog' is required for solver='quadprog'. ", "Install with: install.packages('quadprog')" ) abort(msg) - # nocov end } Dmat <- crossprod(Pvalid) @@ -2497,13 +2495,11 @@ setMethod("twasWeightsPipeline", "ANY", function(data, ...) { # @noRd .solveEnsembleNnls <- function(Pvalid, yObs, Kvalid) { if (!requireNamespace("nnls", quietly = TRUE)) { - # nocov start msg <- glue( "Package 'nnls' is required for solver='nnls'. ", "Install with: install.packages('nnls')" ) abort(msg) - # nocov end } fit <- tryCatch( @@ -2606,13 +2602,11 @@ setMethod("twasWeightsPipeline", "ANY", function(data, ...) { # @noRd .solveEnsembleGlmnet <- function(Pvalid, yObs, Kvalid, alpha = 1) { if (!requireNamespace("glmnet", quietly = TRUE)) { - # nocov start msg <- glue( "Package 'glmnet' is required for solver='glmnet'. ", "Install with: install.packages('glmnet')" ) abort(msg) - # nocov end } fit <- tryCatch( diff --git a/R/vcfWriter.R b/R/vcfWriter.R index c2c0f936..31441f70 100644 --- a/R/vcfWriter.R +++ b/R/vcfWriter.R @@ -15,13 +15,11 @@ setMethod( "writeSumStatsVcf", signature("GwasSumStats"), function(x, outputPath, sampleName = NULL, study = NULL, ...) { - # nocov start if (!requireNamespace("VariantAnnotation", quietly = TRUE)) { abort( "Package 'VariantAnnotation' is required for writeSumStatsVcf" ) } - # nocov end study <- .vcfResolveStudy(x, study) ss <- getSumStats(x, study = study) mc <- mcols(ss) @@ -104,13 +102,11 @@ setMethod( splitByTrait = FALSE, ... ) { - # nocov start if (!requireNamespace("VariantAnnotation", quietly = TRUE)) { abort( "Package 'VariantAnnotation' is required for writeSumStatsVcf" ) } - # nocov end # Resolve the set of rows to write. With both selectors NULL and no # split flags, the collection must have exactly one row. Splitting @@ -571,10 +567,24 @@ setMethod( ) VariantAnnotation::writeVcf(vcf, tmpVcfStem, index = TRUE) # asBcf appends ".bcf" to destination, so strip the extension. - asBcf( - tmpVcfBgz, - dictionary = unique(chrom), - destination = str_remove(outputPath, "\\.bcf$") + # Rsamtools disabled asBcf() (>= 2.26 raises "temporarily disabled"), so + # the bare upstream error is translated into something actionable rather + # than surfacing as an opaque failure from a documented output format. + tryCatch( + asBcf( + tmpVcfBgz, + dictionary = unique(chrom), + destination = str_remove(outputPath, "\\.bcf$") + ), + error = function(e) { + msg <- glue( + "writeSumStatsVcf: BCF output needs a working ", + "Rsamtools::asBcf(), which the installed Rsamtools does not ", + "provide (\"{conditionMessage(e)}\"). Write a bgzipped VCF ", + "instead by giving the output path a .vcf.bgz extension." + ) + abort(msg) + } ) } diff --git a/man/RangedTupleList-methods.Rd b/man/RangedTupleList-methods.Rd index b250d846..c20e7fda 100644 --- a/man/RangedTupleList-methods.Rd +++ b/man/RangedTupleList-methods.Rd @@ -55,6 +55,12 @@ \item{drop}{Passed through to the inherited method.} \item{FUN}{A function applied to each element, returning a \code{GRanges}.} + +\item{objects}{Further collections to append, as \code{c()} and +\code{append()} pass them.} + +\item{use.names, ignore.mcols, check}{Unused; present for generic +compatibility.} } \value{ \code{nrow()} and \code{ncol()} integers; \code{colnames()} a diff --git a/man/postprocessFinemappingFits.Rd b/man/postprocessFinemappingFits.Rd index 15e2ba43..ffac0d96 100644 --- a/man/postprocessFinemappingFits.Rd +++ b/man/postprocessFinemappingFits.Rd @@ -45,6 +45,9 @@ input used for credible-set purity and correlations.} \item{af}{Effect-allele frequencies (exported as the \code{af} column; never MAF). Default NULL.} +\item{n}{Optional per-variant sample size, exported as the \code{N} column. +Default NULL -> \code{N} falls back to the fit's own scalar sample size.} + \item{coverage}{Primary credible-set coverage.} \item{secondaryCoverage}{Additional credible-set coverages.} diff --git a/man/writeSumstatsVcf.Rd b/man/writeSumstatsVcf.Rd index 8b4dee90..b03b988c 100644 --- a/man/writeSumstatsVcf.Rd +++ b/man/writeSumstatsVcf.Rd @@ -60,8 +60,10 @@ Invisible path to the written file. } \description{ Creates a VCF object from GWAS summary statistics or fine-mapping results and -writes it to disk. Supports bgzipped VCF (.vcf.gz/.vcf.bgz) and BCF (.bcf) -output formats via VariantAnnotation and Rsamtools. +writes it to disk via VariantAnnotation and Rsamtools. Supports bgzipped +VCF (.vcf.gz/.vcf.bgz); BCF (.bcf) additionally needs a working +\code{Rsamtools::asBcf()}, which recent Rsamtools releases disable, so +prefer .vcf.bgz. } \examples{ data(gwasSumStatsS4Example) diff --git a/tests/testthat/helper-colocboost.R b/tests/testthat/helper-colocboost.R new file mode 100644 index 00000000..9ea02a99 --- /dev/null +++ b/tests/testthat/helper-colocboost.R @@ -0,0 +1,73 @@ +# Raw colocboost run objects and the outcome-info lookup that +# ColocBoostResult and .cbToResultObject are assembled from. +# +# Shared because the class file and the pipeline file both need one: the +# class tests exercise the row expansion, the pipeline tests exercise how +# .cbToResultObject keys runs by analysis and gwasStudy. + +# A minimal stand-in for a colocboost object, shaped like the real one: +# cos_details keyed by cos_id, purity as a SQUARE matrix over sets, and +# top variables as a data frame with set ids for rownames. +.cbr_fake <- function( + ids = "cos1:y1_y2", + outcomes = list(c("t1", "t2")), + members = list(2L), + variants = list("chr1:200:C:T"), + npc = 0.9, + nRegion = 4L, + focal = FALSE +) { + regionIds <- str_c("chr1:", seq_len(nRegion) * 100L, ":C:T") + vcp <- set_names(seq_len(nRegion) / (nRegion * 2), regionIds) + purity <- matrix( + 1, + nrow = length(ids), + ncol = length(ids), + dimnames = list(ids, ids) + ) + structure( + list( + cos_summary = tibble( + cos_id = ids, + focal_outcome = focal, + top_variable = map_chr(variants, 1L), + top_variable_vcp = rep(0.8, length(ids)) + ), + vcp = vcp, + cos_details = list( + cos = list( + cos_index = set_names(members, ids), + cos_variables = set_names(variants, ids) + ), + cos_outcomes = list( + outcome_name = set_names(outcomes, ids) + ), + cos_vcp = set_names( + rep(list(as.numeric(vcp)), length(ids)), + ids + ), + cos_npc = set_names(rep(npc, length(ids)), ids), + cos_min_npc_outcome = set_names(rep(npc, length(ids)), ids), + cos_purity = list(min_abs_cor = purity), + cos_top_variables = data.frame( + top_index = unlist(members), + top_variables = unlist(variants), + row.names = ids, + stringsAsFactors = FALSE + ) + ) + ), + class = "colocboost" + ) +} + +.cbr_info <- function(names = c("t1", "t2")) { + data.frame( + name = names, + context = str_c("ctx", seq_along(names)), + trait = "GENE1", + study = "study1", + dataForm = "individual", + stringsAsFactors = FALSE + ) +} diff --git a/tests/testthat/test_AllClasses.R b/tests/testthat/test_AllClasses.R index be747007..c36e0f03 100644 --- a/tests/testthat/test_AllClasses.R +++ b/tests/testthat/test_AllClasses.R @@ -473,3 +473,83 @@ test_that("adjustPips drops non-overlapping entries and says so", { expect_equal(nrow(out), 1L) expect_equal(as.character(mcols(out)$study), "s1") }) + + +# =========================================================================== +# .ssStitchElements()'s `ranges` filter +# +# getSumStats(x, ranges = ) is a documented argument that nothing exercised: +# every call left it NULL and returned through the early exit, so the +# chromosome test and the overlap intersection were both cold. +# =========================================================================== + +test_that("getSumStats(ranges=) narrows the variants to the window", { + data(gwasSumStatsS4Example) + full <- getSumStats(gwasSumStatsS4Example) + span <- range(GenomicRanges::start(full)) + win <- GenomicRanges::GRanges( + as.character(GenomicRanges::seqnames(full))[[1L]], + IRanges::IRanges( + span[[1L]], + span[[1L]] + (span[[2L]] - span[[1L]]) %/% 4L + ) + ) + sub <- getSumStats(gwasSumStatsS4Example, ranges = win) + expect_s4_class(sub, "GRanges") + expect_lt(length(sub), length(full)) + expect_gt(length(sub), 0L) + expect_true(all(IRanges::overlapsAny(sub, win))) +}) + +test_that("getSumStats(ranges=) on another chromosome returns nothing", { + # The chromosome test short-circuits before overlapsAny(), which would + # otherwise warn about disjoint seqlevels. + data(gwasSumStatsS4Example) + off <- GenomicRanges::GRanges("chrZZ", IRanges::IRanges(1L, 100L)) + sub <- suppressWarnings(getSumStats(gwasSumStatsS4Example, ranges = off)) + expect_s4_class(sub, "GRanges") + expect_equal(length(sub), 0L) +}) + + +test_that("the genome check names a missing build and a mixed one", { + f <- pecotmr:::.sumStatsCheckGenome + gr <- GenomicRanges::GRanges( + c("chr1", "chr2"), + IRanges::IRanges(c(100L, 200L), width = 1L) + ) + # No build recorded anywhere. + expect_match(f(gr), "no genome build in seqinfo") + # Two different builds across seqlevels. + GenomeInfoDb::genome(gr) <- c("hg19", "hg38") + expect_match(f(gr), "names more than one genome build") + # A single build is accepted. + GenomeInfoDb::genome(gr) <- "hg38" + expect_null(f(gr)) +}) + + +test_that("an empty collection has no variants", { + setClass( + "RcEmptyKid", + contains = "RangedTupleList", + representation(genome = "character", ldSketch = "ANY", qcInfo = "list") + ) + empty <- new( + "RcEmptyKid", + GenomicRanges::GRangesList(), + genome = "hg38", + ldSketch = NULL, + qcInfo = list() + ) + expect_equal(nrow(empty), 0L) + expect_equal(pecotmr:::.rcAllVariants(empty), character(0)) +}) + +test_that("retained mass is NULL for a fit that never went through reconciliation", { + # NULL rather than a vector of 1s: nothing was dropped, so there is no + # mass to report. + expect_null(pecotmr:::.rcFitRetainedMass(NULL)) + expect_null(pecotmr:::.rcFitRetainedMass("not a fit")) + expect_equal(pecotmr:::.rcFitRetainedMass(list(retained_mass = 0.8)), 0.8) +}) diff --git a/tests/testthat/test_ColocBoostResult.R b/tests/testthat/test_ColocBoostResult.R index 8aa18856..3967cb9b 100644 --- a/tests/testthat/test_ColocBoostResult.R +++ b/tests/testthat/test_ColocBoostResult.R @@ -5,72 +5,6 @@ # pair, and it computes no PP.H0-PP.H4 decomposition at all. Several tests # below guard exactly that boundary. -# A minimal stand-in for a colocboost object, shaped like the real one: -# cos_details keyed by cos_id, purity as a SQUARE matrix over sets, and -# top variables as a data frame with set ids for rownames. -.cbr_fake <- function( - ids = "cos1:y1_y2", - outcomes = list(c("t1", "t2")), - members = list(2L), - variants = list("chr1:200:C:T"), - npc = 0.9, - nRegion = 4L, - focal = FALSE -) { - regionIds <- str_c("chr1:", seq_len(nRegion) * 100L, ":C:T") - vcp <- set_names(seq_len(nRegion) / (nRegion * 2), regionIds) - purity <- matrix( - 1, - nrow = length(ids), - ncol = length(ids), - dimnames = list(ids, ids) - ) - structure( - list( - cos_summary = tibble( - cos_id = ids, - focal_outcome = focal, - top_variable = map_chr(variants, 1L), - top_variable_vcp = rep(0.8, length(ids)) - ), - vcp = vcp, - cos_details = list( - cos = list( - cos_index = set_names(members, ids), - cos_variables = set_names(variants, ids) - ), - cos_outcomes = list( - outcome_name = set_names(outcomes, ids) - ), - cos_vcp = set_names( - rep(list(as.numeric(vcp)), length(ids)), - ids - ), - cos_npc = set_names(rep(npc, length(ids)), ids), - cos_min_npc_outcome = set_names(rep(npc, length(ids)), ids), - cos_purity = list(min_abs_cor = purity), - cos_top_variables = data.frame( - top_index = unlist(members), - top_variables = unlist(variants), - row.names = ids, - stringsAsFactors = FALSE - ) - ) - ), - class = "colocboost" - ) -} - -.cbr_info <- function(names = c("t1", "t2")) { - data.frame( - name = names, - context = str_c("ctx", seq_along(names)), - trait = "GENE1", - study = "study1", - dataForm = "individual", - stringsAsFactors = FALSE - ) -} test_that("ColocBoostResult: one element per confidence set", { x <- ColocBoostResult( @@ -442,3 +376,79 @@ test_that("validity names missing identity and outcomeInfo columns", { mcols(bad)$analysis <- NULL expect_error(methods::validObject(bad), "missing columns: analysis") }) + + +# =========================================================================== +# Empty-input paths +# +# The views and row builders were only ever driven by populated results, so +# their empty answers were never produced. +# =========================================================================== + +test_that("uncolocalized rows are empty when there is nothing to report", { + # Two separate exits: no ucos_details at all, and details carrying an + # empty index. + expect_equal(.cbrUncolocalizedRows(list(), "xqtl", NA_character_), list()) + expect_equal( + .cbrUncolocalizedRows( + list(ucos_details = list(ucos = list(ucos_index = list()))), + "xqtl", + NA_character_ + ), + list() + ) +}) + +test_that("a summary lookup that matches no set yields an NA row", { + # NA rather than zero rows: the set exists, its summary just is not there. + out <- .cbrSummaryFor( + list(cos_summary = data.frame(cos_id = "other")), + "missing_id" + ) + expect_equal(nrow(out), 1L) + expect_true(is.na(out$top_variable)) + expect_true(is.na(out$top_variable_vcp)) +}) + +test_that("the views answer an empty collection with empty tables", { + data(colocboostResultExample) + empty <- colocboostResultExample[0] + expect_equal(length(empty), 0L) + expect_equal(nrow(.cbrLongVariants(empty)), 0L) + expect_equal(nrow(getColocBoostOutcomes(empty)), 0L) +}) + +test_that("outcome info defaults to the empty frame and is not joined", { + # With no outcomeInfo the constructor substitutes the empty frame, and the + # outcomes view returns before attempting a join against it. + cb <- ColocBoostResult(list(.cbr_fake()), analysis = "xqtl") + expect_equal(nrow(cb@outcomeInfo), 0L) + out <- getColocBoostOutcomes(cb) + expect_gt(nrow(out), 0L) + expect_false(is_in("outcomeTrait", colnames(out))) +}) + + +test_that("validity names the outcomeInfo columns that are missing", { + cb <- ColocBoostResult(list(.cbr_fake()), analysis = "xqtl") + cb@outcomeInfo <- data.frame(name = "t1") + expect_match( + .cbrCheckOutcomeInfo(cb), + "outcomeInfo is missing columns: study, context, trait, dataForm" + ) +}) + +test_that("the region vcp skips runs that cannot supply one", { + # Two ways a run is unusable: no vcp at all, and a vcp whose names are + # missing so the variants cannot be placed. + unnamed <- c(0.5, 0.5) + expect_null(.cbrRegionVcp(list(list(vcp = unnamed)))) + expect_null(.cbrRegionVcp(list(list(vcp = NULL)))) + # ...and a later run that does carry one is still found. + gr <- .cbrRegionVcp(list( + list(vcp = NULL), + list(vcp = set_names(0.7, "chr1:100:C:T")) + )) + expect_s4_class(gr, "GRanges") + expect_equal(length(gr), 1L) +}) diff --git a/tests/testthat/test_ColocResult.R b/tests/testthat/test_ColocResult.R index 6c1127f9..2bf1ddae 100644 --- a/tests/testthat/test_ColocResult.R +++ b/tests/testthat/test_ColocResult.R @@ -322,6 +322,22 @@ test_that("purity is NA for every set when there is no LD reference", { expect_equal(.crPuritiesFor(out, NULL), c(NA_real_, NA_real_)) }) +test_that("purity is computed per set when an LD reference is supplied", { + # The counterpart of the NULL case above: with a panel in hand each set + # is mapped through .crPurityOne rather than short-circuiting to NA. + ids <- .cr_panelIds(3L) + out <- tibble(csVariants = list(ids, ids[[1L]])) + pur <- .crPuritiesFor(out, .cr_panel()) + expect_length(pur, 2L) + expect_false(anyNA(pur)) + expect_equal(pur[[2L]], 1) # singleton is pure by definition + expect_equal( + pur[[1L]], + .crPurityOne(ids, .cr_panel()), + tolerance = 1e-8 + ) +}) + # =========================================================================== # Validity # =========================================================================== @@ -351,3 +367,44 @@ test_that("validity names elements whose variants lack SNP.PP.H4", { "have no SNP.PP.H4 column in their variant metadata" ) }) + + +# =========================================================================== +# Empty-input paths +# +# Every view above was built from a populated result, so the early returns +# that answer an empty collection were never taken. +# =========================================================================== + +test_that("the views answer an empty collection with empty tables", { + empty <- ColocResult(.cr_pairs(), .cr_variants())[0] + expect_equal(length(empty), 0L) + expect_equal(nrow(.crLongVariants(empty)), 0L) + expect_equal(.crPairFilter(empty, 0, FALSE), integer(0)) + expect_equal(nrow(getColocGenes(empty)), 0L) +}) + +test_that("pivoting a per-row column that is absent yields the empty frame", { + # coloc only emits SNP.PP.H4.rowK for the rows it actually fitted. + expect_equal(nrow(.crPivotOne(9L, data.frame(a = 1))), 0L) +}) + +test_that("a NULL purity cutoff leaves the credible sets untouched", { + # NULL means "do not filter", which is different from filtering at 0. + out <- tibble(a = 1, purity = NA_real_) + expect_identical(.crApplyPurityFilter(out, NULL), out) +}) + +test_that("a pair with no variants contributes no credible set", { + # A fitted pair can still carry zero variants; it drops out of the credible + # set view rather than producing an empty row. + noVariants <- data.frame( + variant_id = character(0), + SNP.PP.H4 = numeric(0) + ) + cr <- ColocResult(.cr_pairs(), list(noVariants)) + expect_equal(length(cr[[1L]]), 0L) + expect_null(.crCsForPair(1L, cr, coverage = 0.95)) + # ...and the accessor over that result is an empty table, not an error. + expect_equal(nrow(getColocCredibleSets(cr)), 0L) +}) diff --git a/tests/testthat/test_CtwasResult.R b/tests/testthat/test_CtwasResult.R index d2b41448..ece4412a 100644 --- a/tests/testthat/test_CtwasResult.R +++ b/tests/testthat/test_CtwasResult.R @@ -217,3 +217,12 @@ test_that("a joint column must be character", { "'jointStudies' column must be character \\(got integer\\)" ) }) + + +test_that("an empty ranged payload flattens to NULL", { + expect_null(pecotmr:::.ctwasPayloadAsDf(GenomicRanges::GRanges())) + expect_null(pecotmr:::.ctwasPayloadAsDf(NULL)) + # A non-GRanges payload is passed straight through. + df <- data.frame(a = 1) + expect_equal(pecotmr:::.ctwasPayloadAsDf(df), df) +}) diff --git a/tests/testthat/test_LdEigen.R b/tests/testthat/test_LdEigen.R index a482ebe7..a64d7247 100644 --- a/tests/testthat/test_LdEigen.R +++ b/tests/testthat/test_LdEigen.R @@ -184,3 +184,12 @@ test_that("buildLdEigen prefers an explicit nRef, inSample and genome", { expect_true(getInSample(ref)) expect_equal(getGenome(ref), "hg38") }) + + +test_that("eigenvalue truncation keeps everything when there is no mass", { + # All-nonpositive eigenvalues carry no cumulative mass to threshold + # against, so every index is kept rather than none. + expect_equal(pecotmr:::.ldEigenKeep(c(0, -1, -2), 0.9), 1:3) + # ...and a truncation of 1 keeps everything by definition. + expect_equal(pecotmr:::.ldEigenKeep(c(3, 2, 1), 1), 1:3) +}) diff --git a/tests/testthat/test_LdStatistic.R b/tests/testthat/test_LdStatistic.R index 498d7098..f829bf3f 100644 --- a/tests/testthat/test_LdStatistic.R +++ b/tests/testthat/test_LdStatistic.R @@ -208,3 +208,194 @@ test_that("an LD block spanning chromosomes is rejected", { ) expect_error(buildLdEigen(crossChrom), "spans 2 chromosomes") }) + +# =========================================================================== +# .ldRefPrepare()'s accessor fallbacks and guards +# +# The shared helpers behind buildLdEigen() / buildLdScore() read a variant's +# identity, alleles and frequency out of whatever columns the LdData happens +# to carry. Every fixture above supplies `variant_id` + `allele_freq` and a +# blockMetadata whose startIdx/endIdx line up, so only one path through each +# accessor was ever taken. These exercise the others. +# =========================================================================== + +# An LdData whose variant metadata is whatever the caller passes, so each +# accessor branch can be reached in turn. `blockMetadata` defaults to a +# single block spanning every variant. +.ldsVariants <- function(n, md = NULL, variantNames = NULL) { + gr <- GenomicRanges::GRanges( + "chr1", + IRanges::IRanges( + start = seq(100L, by = 100L, length.out = n), + width = 1L + ) + ) + if (is.null(md)) { + md <- S4Vectors::DataFrame( + variant_id = str_c("v", seq_len(n)), + A1 = rep("T", n), + A2 = rep("C", n) + ) + } + S4Vectors::mcols(gr) <- md + if (!is.null(variantNames)) { + names(gr) <- variantNames + } + gr +} + +.ldsBlockMeta <- function(sizes) { + ends <- cumsum(sizes) + starts <- ends - sizes + 1L + tibble( + blockId = seq_along(sizes), + chrom = "1", + blockStart = as.integer(100L * starts), + blockEnd = as.integer(100L * ends), + size = as.integer(sizes), + startIdx = as.integer(starts), + endIdx = as.integer(ends) + ) +} + +.ldsData <- function( + n = 3L, + md = NULL, + variantNames = NULL, + nRef = 100L, + correlation = NULL, + blockMetadata = NULL +) { + LdData( + correlation = correlation %||% diag(n), + variants = .ldsVariants(n, md, variantNames), + blockMetadata = blockMetadata %||% .ldsBlockMeta(n), + nRef = nRef + ) +} + +.ldsAlleles <- function(n) { + S4Vectors::DataFrame(A1 = rep("T", n), A2 = rep("C", n)) +} + +test_that("variant ids fall back to a SNP column when there is no variant_id", { + md <- S4Vectors::DataFrame( + SNP = c("s1", "s2", "s3"), + A1 = rep("T", 3), + A2 = rep("C", 3) + ) + expect_equal(names(buildLdScore(.ldsData(3L, md))), c("s1", "s2", "s3")) +}) + +test_that("variant ids fall back to the GRanges names", { + expect_equal( + names(buildLdScore( + .ldsData(3L, .ldsAlleles(3L), variantNames = c("n1", "n2", "n3")) + )), + c("n1", "n2", "n3") + ) +}) + +test_that("variant ids are synthesized from chrom:pos as a last resort", { + expect_equal( + names(buildLdScore(.ldsData(3L, .ldsAlleles(3L)))), + c("chr1:100", "chr1:200", "chr1:300") + ) +}) + +test_that("an MAF column is carried across as-is", { + md <- S4Vectors::DataFrame( + variant_id = c("a", "b", "c"), + A1 = rep("T", 3), + A2 = rep("C", 3), + MAF = c(0.1, 0.2, 0.3) + ) + got <- S4Vectors::mcols(buildLdScore(.ldsData(3L, md)), use.names = FALSE) + expect_true(is_in("MAF", colnames(got))) + # Taken verbatim, NOT folded the way allele_freq is. + expect_equal(as.numeric(got$MAF), c(0.1, 0.2, 0.3)) +}) + +test_that("no frequency column leaves the MAF column off entirely", { + got <- S4Vectors::mcols( + buildLdScore(.ldsData(3L, .ldsAlleles(3L))), + use.names = FALSE + ) + expect_false(is_in("MAF", colnames(got))) +}) + +test_that("blocks are taken in order when blockMetadata has no startIdx", { + # The positional fallback: each block covers as many variants as its + # matrix has rows. blockMetadata is present but carries no index columns, + # so it cannot be treated as authoritative. + noIdx <- tibble( + blockId = 1:2, + chrom = "1", + blockStart = c(100L, 300L), + blockEnd = c(200L, 400L), + size = c(2L, 2L) + ) + ref <- buildLdScore(.ldsData( + 4L, + correlation = list(diag(2), diag(2)), + blockMetadata = noIdx + )) + expect_equal(length(ref), 4L) + expect_equal(length(getLdBlocks(ref)), 2L) +}) + +test_that("a variant table with no A1 column is rejected", { + md <- S4Vectors::DataFrame( + variant_id = c("a", "b", "c"), + A2 = rep("C", 3) + ) + expect_error( + buildLdScore(.ldsData(3L, md)), + "carry no `A1` column" + ) +}) + +test_that("block matrices that do not cover every variant are rejected", { + expect_error( + buildLdScore(.ldsData( + 3L, + correlation = list(diag(2), diag(2)), + blockMetadata = .ldsBlockMeta(c(2L, 2L)) + )), + "cover 4 variant\\(s\\) but the LdData carries 3" + ) +}) + +test_that("a block matrix sized differently from its span is rejected", { + # sum(sizes) matches the variant count, so the earlier total check passes; + # the mis-span only shows up once each block is sliced out. + misSpan <- tibble( + blockId = 1:2, + chrom = "1", + blockStart = c(100L, 400L), + blockEnd = c(300L, 400L), + size = c(3L, 1L), + startIdx = c(1L, 4L), + endIdx = c(3L, 4L) + ) + expect_error( + buildLdScore(.ldsData( + 4L, + correlation = list(diag(2), diag(2)), + blockMetadata = misSpan + )), + "correlation matrix is 2x2 but covers 3 variant" + ) +}) + +test_that("nRef is required when no LdData records one", { + expect_error( + buildLdScore(.ldsData(3L, nRef = NA_integer_)), + "`nRef` is required" + ) +}) + +test_that("an explicit nRef overrides a missing one", { + ref <- buildLdScore(.ldsData(3L, nRef = NA_integer_), nRef = 250L) + expect_equal(getNRef(ref), 250L) +}) diff --git a/tests/testthat/test_MashPrior.R b/tests/testthat/test_MashPrior.R index e2c04b9d..753390ab 100644 --- a/tests/testthat/test_MashPrior.R +++ b/tests/testthat/test_MashPrior.R @@ -72,3 +72,23 @@ test_that("MashPrior: show reports 'cvFits: none' for a full-only bundle", { expect_true(any(grepl("cvFits: none", out))) expect_true(any(grepl("fullFit: present", out))) }) + + +test_that("the cvFits check rejects a list with no perFoldFits", { + f <- pecotmr:::.mashPriorCheckCvFits + msg <- "`cvFits` must be a list with a `perFoldFits` element" + expect_equal(f(list(somethingElse = 1)), msg) + expect_equal(f("not a list"), msg) + # NULL is the "no CV was run" case and is accepted. + expect_null(f(NULL)) +}) + + +test_that("the partition check stops when perFoldFits is not a list", { + # The fold-count comparison below it would be meaningless, and the + # perFoldFits check already reports the type problem. + expect_null(pecotmr:::.mashPriorCheckPartition(list( + perFoldFits = "not a list", + samplePartition = data.frame(Sample = "a", Fold = 1L) + ))) +}) diff --git a/tests/testthat/test_MultiStudyQtlDataset.R b/tests/testthat/test_MultiStudyQtlDataset.R index e30bd755..769cd4ef 100644 --- a/tests/testthat/test_MultiStudyQtlDataset.R +++ b/tests/testthat/test_MultiStudyQtlDataset.R @@ -156,3 +156,62 @@ test_that("getSumStats(MultiStudyQtlDataset) rejects selection arguments", { # ... but any selection argument is rejected. expect_error(getSumStats(mt, study = "s1"), "does not accept selection") }) + + +# =========================================================================== +# Validity branches +# +# Every construction above builds a VALID object, so the message-returning +# arms of the checks were never reached. +# =========================================================================== + +test_that("MultiStudyQtlDataset: rejects an empty qtlDatasets list", { + expect_error( + MultiStudyQtlDataset(qtlDatasets = list()), + "'qtlDatasets' must be a non-empty named list" + ) +}) + +test_that("MultiStudyQtlDataset: rejects duplicated study names", { + qd <- QtlDataset( + study = "s1", + genotypes = .sc_makeGenotypeHandle(), + phenotypes = list(brain = .sc_makeSe()) + ) + expect_error( + MultiStudyQtlDataset(qtlDatasets = list(s1 = qd, s1 = qd)), + "names of 'qtlDatasets' must be unique" + ) +}) + +test_that("MultiStudyQtlDataset: rejects a non-QtlSumStats sumStats", { + qd <- QtlDataset( + study = "s1", + genotypes = .sc_makeGenotypeHandle(), + phenotypes = list(brain = .sc_makeSe()) + ) + expect_error( + MultiStudyQtlDataset( + qtlDatasets = list(s1 = qd, s2 = qd), + sumStats = "not a QtlSumStats" + ), + "'sumStats' must be a QtlSumStats object or NULL" + ) +}) + + +test_that("getStudy unions the individual-level and summary-only studies", { + # The sumStats arm was never taken: every collection built above carries + # only QtlDatasets, so getStudy() only ever read their names. + data(qtlSumStatsExample) + qd <- QtlDataset( + study = "s1", + genotypes = .sc_makeGenotypeHandle(), + phenotypes = list(brain = .sc_makeSe()) + ) + mt <- MultiStudyQtlDataset( + qtlDatasets = list(s1 = qd), + sumStats = qtlSumStatsExample + ) + expect_setequal(getStudy(mt), c("s1", "study1")) +}) diff --git a/tests/testthat/test_QtlDataset.R b/tests/testthat/test_QtlDataset.R index 8568e4f8..f839ee52 100644 --- a/tests/testthat/test_QtlDataset.R +++ b/tests/testthat/test_QtlDataset.R @@ -2942,6 +2942,57 @@ test_that("subsetting by context keeps the genotype experiment", { expect_true(validObject(out)) }) +test_that("subsetting by sample and context together narrows both axes", { + # `x[, j, k]`: the experiment axis is applied here, then the remaining + # axes go back through the method with no `k` so the inherited one runs. + qd <- .qm_makeDataset() + out <- suppressWarnings(suppressMessages(qd[, paste0("s", 1:5), "brain"])) + expect_s4_class(out, "QtlDataset") + expect_equal(getContexts(out), "brain") + expect_equal(nrow(MultiAssayExperiment::colData(out)), 5L) + expect_true(validObject(out)) +}) + +test_that("subsetting by feature and context leaves the samples alone", { + # `x[i, , k]`: no sample subscript, so every sample survives. + qd <- .qm_makeDataset() + out <- suppressWarnings(suppressMessages(qd[1, , "brain"])) + expect_s4_class(out, "QtlDataset") + expect_equal(getContexts(out), "brain") + expect_equal(nrow(MultiAssayExperiment::colData(out)), 12L) + expect_true(validObject(out)) +}) + +test_that("all three subscripts can be given at once", { + qd <- .qm_makeDataset() + out <- suppressWarnings(suppressMessages( + qd[1, paste0("s", 1:5), "brain"] + )) + expect_s4_class(out, "QtlDataset") + expect_equal(getContexts(out), "brain") + expect_equal(nrow(MultiAssayExperiment::colData(out)), 5L) + expect_true(validObject(out)) +}) + +test_that("the experiment subscript accepts logical and numeric, not just names", { + qd <- .qm_makeDataset() + nms <- names(MultiAssayExperiment::experiments(qd)) + expect_equal(nms, c("genotype", "brain", "liver")) + expect_equal(pecotmr:::.qtlExperimentIndex("brain", nms), 2L) + expect_equal( + pecotmr:::.qtlExperimentIndex(c(TRUE, TRUE, FALSE), nms), + c(1L, 2L) + ) + expect_equal(pecotmr:::.qtlExperimentIndex(c(1, 2), nms), c(1L, 2L)) +}) + +test_that("a logical experiment subscript recycles over the experiments", { + # rep(k, length.out =) is what makes a short logical usable at all. + nms <- c("genotype", "brain", "liver") + expect_equal(pecotmr:::.qtlExperimentIndex(TRUE, nms), c(1L, 2L, 3L)) + expect_equal(pecotmr:::.qtlExperimentIndex(c(TRUE, FALSE), nms), c(1L, 3L)) +}) + test_that("subsetting to no context at all is an error", { qd <- .qm_makeDataset() expect_error(qd[,, "genotype"], "selects no QTL context") @@ -3093,3 +3144,113 @@ test_that("QtlDataset still rejects a genotype source it cannot open", { "must be a genotype panel" ) }) + + +# =========================================================================== +# Validity and guard branches +# +# Every construction elsewhere in this file builds a VALID object, so the +# message-returning arms of the checks and the two sample-intersection +# guards were never executed. +# =========================================================================== + +test_that("validity rejects a non-scalar scaleResiduals", { + # The constructor coerces via isTRUE(); validity guards direct slot sets. + qd <- .qh_makeDataset() + qd@scaleResiduals <- c(TRUE, FALSE) + expect_error(validObject(qd), "scaleResiduals.*single logical") +}) + +test_that("the phenotype-list check rejects duplicated context names", { + se <- .qh_makeSe() + errs <- pecotmr:::.qtlCheckPhenotypeList(list(brain = se, brain = se)) + expect_true(any(str_detect( + errs, + "context names in 'phenotypes' must be unique" + ))) +}) + +test_that("the phenotype check reports a missing genotype experiment", { + # Reached with a bare MultiAssayExperiment: a QtlDataset that had lost the + # genotype experiment would fail MAE's own validity first. + mae <- MultiAssayExperiment::MultiAssayExperiment( + experiments = list(brain = .qh_makeSe()) + ) + expect_equal( + pecotmr:::.qtlValidatePhenotypes(mae), + "experiment 'genotype' is missing" + ) +}) + +test_that("the phenotype check reports an empty context set", { + qd <- .qh_makeDataset() + gse <- MultiAssayExperiment::experiments(qd)[["genotype"]] + mae <- MultiAssayExperiment::MultiAssayExperiment( + experiments = list(genotype = gse) + ) + expect_equal( + pecotmr:::.qtlValidatePhenotypes(mae), + "'phenotypes' must not be empty" + ) +}) + +test_that("aligning genotypes and covariates errors when they share no samples", { + G <- matrix(0, 2L, 2L, dimnames = list(c("a", "b"), c("v1", "v2"))) + C <- matrix(0, 2L, 1L, dimnames = list(c("x", "y"), "pc1")) + expect_error( + pecotmr:::.qtlAlignGC(G, C, contexts = "brain"), + "No samples in common between the genotype matrix" + ) + # ...and a NULL covariate matrix is a no-op rather than an error. + expect_equal(pecotmr:::.qtlAlignGC(G, NULL, "brain"), list(G = G, C = NULL)) +}) + +test_that("residualizing a context errors when covariates share no samples", { + se <- .qh_makeSe() + C <- matrix( + 0, + 2L, + 1L, + dimnames = list(c("nobody1", "nobody2"), "pc1") + ) + expect_error( + pecotmr:::.qtlResidualizeContextPheno( + se, + C, + ctx = "brain", + outlierAction = "none", + outlierPvalThreshold = 1, + scaleResiduals = FALSE + ), + "context 'brain': no samples shared" + ) +}) + + +test_that("trait-position validation skips a context whose ranges do not line up", { + # rowRanges and rownames disagreeing means the context cannot be compared + # against the others; it is skipped rather than reported as a conflict. + mkSe <- function(traits) { + SummarizedExperiment::SummarizedExperiment( + assays = list( + x = matrix( + 0, + length(traits), + 2L, + dimnames = list(traits, c("s1", "s2")) + ) + ) + ) + } + mae <- MultiAssayExperiment::MultiAssayExperiment( + experiments = list( + brain = mkSe(c("t1", "t2")), + liver = mkSe(c("t1", "t2")) + ) + ) + expect_equal(pecotmr:::.qtlValidateTraitPositions(mae), character(0)) +}) + +test_that("aligning covariates with nothing to align returns NULL", { + expect_null(pecotmr:::.qtlAlignCovariates(list(), NULL)) +}) diff --git a/tests/testthat/test_RangedTupleList.R b/tests/testthat/test_RangedTupleList.R index 38798fda..1374e47b 100644 --- a/tests/testthat/test_RangedTupleList.R +++ b/tests/testthat/test_RangedTupleList.R @@ -812,3 +812,33 @@ test_that(".rtlTupleKeyCols is empty when there are no mcols", { gr <- GenomicRanges::GRanges("chr1", IRanges::IRanges(1, 2)) expect_equal(.rtlTupleKeyCols(gr), character(0)) }) + + +test_that("`[[<-` rejects a non-scalar or NA index", { + x <- .rtl_makeKid() + expect_error(x[[c(1L, 2L)]] <- x[[1L]], "takes a single non-NA index") + expect_error(x[[NA_integer_]] <- x[[1L]], "takes a single non-NA index") +}) + + +test_that("range keys of an empty collection are empty", { + expect_equal( + pecotmr:::.rtlRangeKeys(GenomicRanges::GRangesList()), + character(0) + ) +}) + +test_that("seqinfo is left alone when the source carries none", { + # Nothing to restore from, so the rebuild is returned untouched. + empty <- new( + "RtlTestKid", + GenomicRanges::GRangesList(), + genome = "hg38", + ldSketch = NULL, + qcInfo = list() + ) + grl <- GenomicRanges::GRangesList( + a = GenomicRanges::GRanges("chr1", IRanges::IRanges(100L, width = 1L)) + ) + expect_identical(pecotmr:::.rtlRestoreSeqinfo(grl, empty), grl) +}) diff --git a/tests/testthat/test_SldscData.R b/tests/testthat/test_SldscData.R index 9db336ca..cfeb02d2 100644 --- a/tests/testthat/test_SldscData.R +++ b/tests/testthat/test_SldscData.R @@ -112,3 +112,12 @@ test_that("show prints a compact summary", { expect_true(any(grepl("annot_A, annot_B", out))) expect_true(any(grepl("traitX, traitY", out))) }) + + +test_that("a trait whose `single` is not a list is rejected", { + tr <- list(traitA = list(single = "not a list")) + expect_match( + pecotmr:::.sldscDataCheckOneTrait("traitA", tr), + "traits\\[\\['traitA'\\]\\]\\$single must be a list of runs" + ) +}) diff --git a/tests/testthat/test_causalInferencePipeline.R b/tests/testthat/test_causalInferencePipeline.R index bb7aed1a..05044a2d 100644 --- a/tests/testthat/test_causalInferencePipeline.R +++ b/tests/testthat/test_causalInferencePipeline.R @@ -1626,3 +1626,233 @@ test_that(".cipPairLabel: names both sides of the pair", { expect_true(grepl("trait='t1'", label, fixed = TRUE)) expect_true(grepl("study='G1'", label, fixed = TRUE)) }) + + +# =========================================================================== +# Column indexing, CV metric lookup and V alignment +# =========================================================================== + +test_that("an absent GWAS column fills NA rather than dropping rows", { + # The result table has one row per requested index either way, so a + # missing optional column must not shorten it. + expect_equal(pecotmr:::.cipGwasCol(NULL, c(1L, 2L)), c(NA_real_, NA_real_)) + expect_equal(pecotmr:::.cipGwasCol(c(9, 8, 7), c(1L, 3L)), c(9, 7)) +}) + +test_that("a tuple with no CV record scores NA", { + # NA, not 0: no cross-validation was run, which is different from a fit + # that cross-validated badly. + expect_true(is.na(pecotmr:::.cipCvMetric( + NULL, + "s", + "c", + "t", + "m", + which = "rsq" + ))) +}) + +test_that("V is aligned to the weight names, and refuses to guess", { + V <- matrix(1:6, 3L, 2L, dimnames = list(c("a", "b", "c"), NULL)) + # Named alignment reorders rather than assuming position. + aligned <- pecotmr:::.twasZAlignV(V, c("c", "a"), 2L) + expect_equal(dim(aligned), c(2L, 2L)) + expect_equal(unname(aligned[, 1L]), c(3L, 1L)) + expect_equal(rownames(aligned), c("c", "a")) + # A weight variant with no row in V is an error, not a silent drop. + expect_error( + pecotmr:::.twasZAlignV(V, "zz", 1L), + "V is missing rows for 1 variant" + ) +}) + + +# =========================================================================== +# Method selection and the CS-aware MR composite +# =========================================================================== + +test_that("selecting the best method over an empty frame is a no-op", { + df0 <- tibble( + qtlStudy = character(0), + context = character(0), + trait = character(0), + method = character(0), + gwasStudy = character(0), + twasZ = numeric(0) + ) + expect_equal(nrow(pecotmr:::.cipSelectBestMethod(df0, c(a = 1))), 0L) +}) + +test_that("a credible set below the cumulative-PIP cutoff contributes nothing", { + # cpip is the SUM of member PIPs; a set that does not reach the cutoff is + # dropped rather than contributing a poorly-supported Wald ratio. + inst <- tibble( + cs = c("L1", "L1"), + pip = c(0.1, 0.1), + bhatX = c(2, 2), + sbhatX = c(0.1, 0.1), + bhatY = c(1, 2), + sbhatY = c(0.1, 0.1) + ) + expect_null(pecotmr:::.cipCsComposite("L1", inst, 0.5)) + # A set id that matches nothing has cpip 0 and is likewise dropped. + expect_null(pecotmr:::.cipCsComposite("L9", inst, 0.5)) +}) + +test_that("a zero exposure effect yields no composite rather than infinity", { + # by/bx is the Wald ratio; bx == 0 makes it non-finite, so the set is + # dropped instead of propagating Inf into the IVW pooling. + inst <- tibble( + cs = c("L1", "L1"), + pip = c(0.5, 0.5), + bhatX = c(0, 0), + sbhatX = c(0.1, 0.1), + bhatY = c(1, 2), + sbhatY = c(0.1, 0.1) + ) + expect_null(pecotmr:::.cipCsComposite("L1", inst, 0.5)) +}) + +test_that("a well-supported credible set yields a finite composite", { + inst <- tibble( + cs = c("L1", "L1"), + pip = c(0.5, 0.5), + bhatX = c(2, 2), + sbhatX = c(0.1, 0.1), + bhatY = c(1, 2), + sbhatY = c(0.1, 0.1) + ) + out <- pecotmr:::.cipCsComposite("L1", inst, 0.5) + expect_true(is.finite(out$bhat)) + expect_gt(out$sbhat, 0) +}) + +# --------------------------------------------------------------------------- +# Work-list and scoring guards: the pipeline refuses to return an empty result +# silently, and a tuple that cannot be scored drops out rather than erroring. +# --------------------------------------------------------------------------- + +test_that(".cipResolveWorkList rejects empty weight collections", { + local_mocked_bindings( + .cipBuildQtlWorkList = function(twasWeights, fineMappingResult) { + data.frame() + }, + .package = "pecotmr" + ) + expect_error( + pecotmr:::.cipResolveWorkList(NULL, NULL), + "no QTL tuples to score" + ) +}) + +test_that(".cipCvSelection errors when no method clears the CV cutoffs", { + local_mocked_bindings( + .cipMethodMetrics = function(...) { + data.frame( + qtlStudy = "s", context = "c", trait = "t", + method = "m", rsq = 0.01, stringsAsFactors = FALSE + ) + }, + .cipFilterEligibleMethods = function(...) data.frame(), + .package = "pecotmr" + ) + p <- list( + twasWeights = "notNull", rsqCutoff = 0.5, rsqPvalCutoff = 0.05, + qtlRows = data.frame(a = 1), rsqOption = NULL, rsqPvalOption = NULL + ) + # Naming the cutoffs in the message is what makes this actionable. + expect_error( + pecotmr:::.cipCvSelection(p), + "rsqCutoff = 0.5 / rsqPvalCutoff = 0.05" + ) +}) + +test_that(".cipRun errors when no tuple produced a result", { + local_mocked_bindings( + .cipValidateInputs = function(...) invisible(NULL), + .cipCheckLdSketches = function(...) NULL, + .cipResolveWorkList = function(...) data.frame(x = 1), + .cipCvSelection = function(p) { + list( + qtlRows = data.frame(x = 1), + rsqLookup = NULL, + selectionActive = FALSE + ) + }, + .cipScoreQtlTuple = function(qi, p) list(), + .package = "pecotmr" + ) + expect_error( + pecotmr:::.cipRun(list()), + "no \\(qtl, gwas\\) tuples produced a result" + ) +}) + +test_that(".cipScoreQtlTuple skips a tuple with no weights", { + local_mocked_bindings( + .cipExtractWeights = function(...) NULL, + .package = "pecotmr" + ) + p <- list( + qtlRows = data.frame( + qtlStudy = "s", context = "c", trait = "t", method = "m", + useFmrForWeights = FALSE, stringsAsFactors = FALSE + ), + twasWeights = NULL, + fineMappingResult = NULL + ) + # An empty list contributes no rows once flattened. + expect_identical(pecotmr:::.cipScoreQtlTuple(1L, p), list()) +}) + +test_that(".cipScoreGwasPair skips a pair with no TWAS z", { + local_mocked_bindings( + getSumStatsDf = function(...) data.frame(SNP = "v1", Z = 1), + .cipComputeTwasZ = function(...) NULL, + .cipPairLabel = function(...) "lab", + .package = "pecotmr" + ) + p <- list(gwasSumStats = list(study = "G1"), gwasLd = NULL, + alleleFlip = FALSE) + expect_null( + pecotmr:::.cipScoreGwasPair(1L, NULL, list(), NULL, p) + ) +}) + +test_that(".cipRunMr routes to the CS-aware estimator when asked", { + local_mocked_bindings( + .cipComputeMrCsAware = function(...) list(SENTINEL = TRUE), + .package = "pecotmr" + ) + p <- list( + mrPvalCutoff = 1, mrMethod = "csAware", + mrCpipCutoff = 0.5, alleleFlip = FALSE + ) + out <- pecotmr:::.cipRunMr( + fmrEntry = "notNull", + gdf = NULL, + twasOut = list(pval = 0.001), + p = p + ) + expect_true(isTRUE(out$SENTINEL)) +}) + +test_that(".cipCvMetric reads metrics wrapped or bare, NA when absent", { + local_mocked_bindings( + getCvResult = function(...) list(rsq = 0.42, pval = 0.01), + .package = "pecotmr" + ) + # A bare metrics list (no $metrics wrapper) is read directly. + expect_equal(pecotmr:::.cipCvMetric(NULL, "s", "c", "t", "m", "rsq"), 0.42) + expect_true(is.na(pecotmr:::.cipCvMetric(NULL, "s", "c", "t", "m", "zzz"))) +}) + +test_that(".cipCvMetric returns NA when the CV result cannot be read", { + local_mocked_bindings( + getCvResult = function(...) stop("nope"), + .package = "pecotmr" + ) + expect_true( + is.na(pecotmr:::.cipCvMetric(NULL, "s", "c", "t", "m", "rsq")) + ) +}) diff --git a/tests/testthat/test_colocPipeline.R b/tests/testthat/test_colocPipeline.R index d0d42ce4..dac04fda 100644 --- a/tests/testthat/test_colocPipeline.R +++ b/tests/testthat/test_colocPipeline.R @@ -1205,3 +1205,65 @@ test_that("colocPipeline publishes coloc's variant count as nSnps", { already <- data.frame(nSnps = 7L) expect_equal(.colocRenameNsnps(already)$nSnps, 7L) }) + + +test_that("an explicit blockId is preferred over the derived range key", { + # blockId keys the external block manifest, so it carries the true block + # BOUNDARIES rather than the span of whichever variants survived QC. + data(gwasFineMappingExample) + expect_equal( + pecotmr:::.colocGwasBlockIds(gwasFineMappingExample), + "region_1" + ) + # Without the column the identity falls back to the variant span. + g <- gwasFineMappingExample + S4Vectors::mcols(g)$blockId <- NULL + expect_equal( + pecotmr:::.colocGwasBlockIds(g), + pecotmr:::.rtlRangeKeys(g) + ) + expect_match(pecotmr:::.colocGwasBlockIds(g), "^chr22_") +}) + +test_that("an enrichment axis neither side has matches on NA", { + # `==` evaluates to NA against an absent axis, which would drop every row; + # the NA-wanted case has to match NA values explicitly instead. + f <- pecotmr:::.colocEnrichmentColumnMatches + enr <- data.frame(a = c("x", NA)) + expect_equal(f("a", enr, list(a = NA_character_)), c(FALSE, TRUE)) + expect_equal(f("a", enr, list(a = "x")), c(TRUE, FALSE)) +}) + + +test_that("PIP adjustment is skipped when either side has no rows", { + # Intersecting variants across an empty side would empty the other, so + # the inputs are passed through untouched instead. + data(qtlFineMappingExample, gwasFineMappingExample) + p <- list( + adjustPips = TRUE, + qtlFineMappingResult = qtlFineMappingExample[0], + gwasFmr = gwasFineMappingExample + ) + expect_identical(pecotmr:::.colocMaybeAdjustPips(p), p) + # ...and it is skipped outright when not requested. + p2 <- list( + adjustPips = FALSE, + qtlFineMappingResult = qtlFineMappingExample, + gwasFmr = gwasFineMappingExample + ) + expect_identical(pecotmr:::.colocMaybeAdjustPips(p2), p2) +}) + +test_that("pre-extracting LBF from an empty GWAS result yields no blocks", { + data(gwasFineMappingExample) + expect_equal( + pecotmr:::.colocPreextractGwasLbf( + gwasFineMappingExample[0], + FALSE, + FALSE, + FALSE, + 1e-9 + ), + list() + ) +}) diff --git a/tests/testthat/test_colocboostPipeline.R b/tests/testthat/test_colocboostPipeline.R index b9b9944e..e7e04aaa 100644 --- a/tests/testthat/test_colocboostPipeline.R +++ b/tests/testthat/test_colocboostPipeline.R @@ -1051,3 +1051,203 @@ test_that(".cbSumstatPair returns NULL when a cutoff removes everything", { cutoffs = list(mafCutoff = 0.99, macCutoff = 0, imissCutoff = 1) ))) }) + + +# =========================================================================== +# Outcome naming and canonical allele flipping +# =========================================================================== + +test_that("outcome names are defaulted, context-qualified and de-duplicated", { + # Three distinct problems: an unnamed column, the same trait appearing in + # two contexts, and a name that clashes with one already assigned. + f <- pecotmr:::.cbTraitName + expect_equal(f(NULL, "brain", character(0), c("a", "b")), "outcome3") + expect_equal(f("", "brain", character(0), "a"), "outcome2") + # Same trait in more than one context gets the context prefix. + expect_equal(f("G1", "brain", "G1", character(0)), "brain_G1") + # A clash with an already-assigned name is made unique. + expect_equal(f("G1", "brain", character(0), "G1"), "G1.1") + # Nothing to fix. + expect_equal(f("G1", "brain", character(0), character(0)), "G1") +}) + +test_that("flipping to canonical drops a matrix with no shared variants", { + # Zero columns but the sample rows preserved, so the result still binds + # against the other contexts rather than collapsing. + m <- matrix( + 1:4, + 2L, + 2L, + dimnames = list(NULL, c("chr9:1:A:G", "chr9:2:C:T")) + ) + out <- pecotmr:::.cbFlipMatrixToCanonical(m, "chr1:100:A:G") + expect_equal(dim(out), c(2L, 0L)) +}) + +test_that("flipping a sumstat/LD pair with no shared variants yields NULL", { + # NULL, not an empty pair: there is nothing to colocalize, and an empty + # sumstat would look like a fitted-but-null result. + pair <- list( + sumstat = tibble(variant = "chr9:1:A:G", z = 1), + LD = diag(1) + ) + expect_null(pecotmr:::.cbFlipPairToCanonical(pair, "chr1:100:A:G")) +}) + + +test_that("outcome info is the empty frame when nothing contributed", { + # Same shape as a populated one, so the downstream bind and join still + # work on a run that produced no outcomes. + out <- pecotmr:::.cbOutcomeInfo(list(), NULL, NULL) + expect_equal(nrow(out), 0L) + expect_equal( + colnames(out), + colnames(pecotmr:::.cbEmptyOutcomeInfo()) + ) +}) + +test_that("a MultiStudyQtlDataset with no embedded sumstats yields no pairs", { + # The sumstats arm is optional; its absence is an empty bundle rather + # than an error, so a purely individual-level collection still runs. + data(multiStudyQtlDatasetExample) + out <- pecotmr:::.cbMultiStudySumstats( + multiStudyQtlDatasetExample, + contexts = NULL, + traitId = NULL + ) + expect_equal(out$qtlPairs, list()) + expect_null(out$qtlLdSketch) +}) + +test_that("the signal screen passes Y through when no cutoff applies", { + # A NULL / absent screen spec means "do not screen", which is different + # from a screen that everything failed. + Y <- matrix(1:4, 2L, 2L, dimnames = list(c("s1", "s2"), c("t1", "t2"))) + expect_identical( + pecotmr:::.cbApplyScreen(NULL, Y, "brain", NULL), + Y + ) +}) + +# --------------------------------------------------------------------------- +# Per-context skips: a context that cannot supply usable X/Y drops out with an +# explanation, rather than reaching colocboost as an empty or misaligned pair. +# --------------------------------------------------------------------------- + +.cbp_mat <- function(rowNames, colNames) { + matrix( + 0, + nrow = length(rowNames), + ncol = length(colNames), + dimnames = list(rowNames, colNames) + ) +} + +test_that(".cbBuildContextXY skips a context with no genotypes", { + local_mocked_bindings( + .cbResidualizedY = function(...) .cbp_mat(c("s1", "s2"), "f1"), + .cbResidualizedX = function(...) NULL, + .package = "pecotmr" + ) + expect_null(pecotmr:::.cbBuildContextXY("c1", list())) +}) + +test_that(".cbBuildContextXY skips a context with no shared samples", { + local_mocked_bindings( + .cbResidualizedY = function(...) .cbp_mat(c("s1", "s2"), "f1"), + .cbResidualizedX = function(...) { + .cbp_mat(c("z9", "z8"), c("chr1:1:A:G", "chr1:2:C:T")) + }, + .package = "pecotmr" + ) + # X and Y are each non-empty, but they describe disjoint sample sets. + expect_message( + res <- pecotmr:::.cbBuildContextXY("c1", list()), + "no samples shared between residualized X and Y" + ) + expect_null(res) +}) + +test_that(".cbResidualizedX reports why genotypes were unavailable", { + local_mocked_bindings( + getResidualizedGenotypes = function(...) stop("kaboom"), + .package = "pecotmr" + ) + # The underlying message is carried through so the skip is diagnosable. + expect_message( + res <- pecotmr:::.cbResidualizedX( + NULL, "c1", NULL, NULL, NULL, NULL + ), + "residualized genotypes unavailable: kaboom" + ) + expect_null(res) +}) + +test_that(".cbApplyScreen keeps the outcomes that clear the screen", { + Y <- .cbp_mat(c("s1", "s2"), c("f1", "f2")) + local_mocked_bindings( + .cbPipSkipOutcomes = function(X, Y, cutoff) Y[, 1, drop = FALSE], + .package = "pecotmr" + ) + out <- pecotmr:::.cbApplyScreen(NULL, Y, "c1", 0.5) + expect_equal(ncol(out), 1L) + expect_equal(colnames(out), "f1") +}) + +test_that(".cbToResultObject skips a separate_gwas study that produced none", { + raw <- list( + xqtl_coloc = NULL, + joint_gwas = NULL, + separate_gwas = list(G1 = NULL, G2 = .cbr_fake()), + computing_time = list() + ) + x <- pecotmr:::.cbToResultObject(raw, .cbr_info()) + # G1 contributes no row at all; its key must not survive as an empty one. + expect_equal(nrow(x), 1L) + expect_equal(as.character(x$gwasStudy), "G2") + expect_equal(as.character(x$analysis), "separate_gwas") +}) + +test_that(".cbRunXqtlOnly passes a focal outcome through as an index", { + local_mocked_bindings( + .cbRun = function(label, args) { + list(result = list(focal = args$focal_outcome_idx), time = 0) + }, + .package = "pecotmr" + ) + bundle <- list( + outcomeNames = c("tA", "tB"), + Y = list(1, 2), + X = list(), + dict_YX = NULL + ) + run <- suppressMessages(pecotmr:::.cbRunXqtlOnly(bundle, "tB", list())) + # colocboost wants a position, not a name. + expect_equal(run$result$focal, 2L) + absent <- suppressMessages( + pecotmr:::.cbRunXqtlOnly(bundle, "nope", list()) + ) + expect_null(absent$result$focal) + none <- suppressMessages(pecotmr:::.cbRunXqtlOnly(bundle, NULL, list())) + expect_null(none$result$focal) +}) + +test_that(".cbAppendGwasPairs disambiguates a colliding study key", { + local_mocked_bindings( + .cbRequireSumStatsQc = function(...) invisible(NULL), + .cbGwasSumStatsBundle = function(gwasSumStats, cutoffs) { + list(dup = "GWAS") + }, + .package = "pecotmr" + ) + out <- pecotmr:::.cbAppendGwasPairs( + list(dup = "QTL", other = "X"), + "notNull", + qtlLdSketch = NULL + ) + # The QTL pair keeps its key; the GWAS pair is suffixed rather than + # overwriting it. + expect_equal(names(out), c("dup", "other", "dup.1")) + expect_equal(out[["dup"]], "QTL") + expect_equal(out[["dup.1"]], "GWAS") +}) diff --git a/tests/testthat/test_crossValidation.R b/tests/testthat/test_crossValidation.R index 8507598c..671dab2e 100644 --- a/tests/testthat/test_crossValidation.R +++ b/tests/testthat/test_crossValidation.R @@ -310,3 +310,38 @@ test_that("a NULL per-method weight matrix yields an all-NA prediction, not an e expect_true(all(is.na(r$prediction$empty_predicted))) expect_false(all(is.na(r$prediction$mock_predicted))) }) + + +test_that("sample names are synthesized when neither matrix carries rownames", { + # The CV split is keyed by sample name, so unnamed inputs still need a + # stable per-row identity rather than falling back to positions. + X <- matrix(1:6, 3L, 2L) + Y <- matrix(1:3, 3L, 1L) + out <- pecotmr:::.cvSetDimnames(X, Y) + expect_equal(rownames(out$X), c("sample_1", "sample_2", "sample_3")) + expect_equal(rownames(out$Y), rownames(out$X)) +}) + +test_that("numThreads = -1 asks BiocParallel for the worker count", { + # -1 means "all available"; anything else is capped at what is available. + expect_equal( + pecotmr:::.cvNumCores(-1), + BiocParallel::bpworkers(BiocParallel::MulticoreParam()) + ) + expect_equal(pecotmr:::.cvNumCores(1), 1) +}) + +test_that("a seed makes a CV call reproducible without leaking RNG state", { + # withr::local_seed, not set.seed: the caller's stream must be untouched + # after the call returns (Bioconductor asks packages not to set.seed). + f <- function() { + pecotmr:::.applySeed(42) + runif(1) + } + expect_equal(f(), f()) + set.seed(1) + before <- runif(1) + set.seed(1) + invisible(f()) + expect_equal(runif(1), before) +}) diff --git a/tests/testthat/test_ctwasPipeline.R b/tests/testthat/test_ctwasPipeline.R index f3f14e74..33ec6f74 100644 --- a/tests/testthat/test_ctwasPipeline.R +++ b/tests/testthat/test_ctwasPipeline.R @@ -3292,3 +3292,442 @@ test_that("the shared validator gives ctwas and .ldFromSketch one message", { ) expect_equal(own, shared) }) + + +# =========================================================================== +# Degenerate inputs to the ctwas assembly helpers +# =========================================================================== + +test_that("gene coordinates are NULL when there are no weights", { + expect_null(pecotmr:::.ctwasGeneCoords(NULL)) + expect_null(pecotmr:::.ctwasGeneCoords(list())) +}) + +test_that("z harmonization is a no-op when either side is empty", { + # Both exits return the input untouched: an empty GWAS has nothing to + # relabel, and an empty panel has nothing to relabel it to. + empty <- tibble( + id = character(0), + chrom = integer(0), + pos = integer(0), + A1 = character(0), + A2 = character(0), + z = numeric(0), + study = character(0) + ) + expect_equal( + nrow(pecotmr:::.ctwasHarmonizeZToPanel(empty, "chr1:1:A:G")), + 0L + ) + one <- tibble( + id = "chr1:1:A:G", + chrom = 1L, + pos = 1L, + A1 = "G", + A2 = "A", + z = 1.5, + study = "S" + ) + expect_identical( + pecotmr:::.ctwasHarmonizeZToPanel(one, character(0)), + one + ) + # A panel that shares no variant leaves the ids alone. + expect_equal( + pecotmr:::.ctwasHarmonizeZToPanel(one, "chr9:9:C:T")$id, + "chr1:1:A:G" + ) +}) + +test_that("alpha renormalization refuses a row with no finite mass", { + # log(0) across a whole row leaves no maximum to subtract, so the + # renormalized alpha would be NaN rather than a distribution. + alpha <- matrix(c(0, 0, 0.5, 0.5), nrow = 2L, byrow = TRUE) + expect_null(pecotmr:::.ctwasRenormAlpha(alpha, 1:2)) + ok <- matrix(c(0.25, 0.75, 0.5, 0.5), nrow = 2L, byrow = TRUE) + out <- pecotmr:::.ctwasRenormAlpha(ok, 1:2) + expect_equal(unname(rowSums(out)), c(1, 1)) +}) + + +test_that("the SNP background row is omitted when no SNP rows were fitted", { + # ctwas tags its non-gene background with type == "SNP"; a run with none + # contributes no row rather than an empty one. + expect_null( + pecotmr:::.ctwasSnpRow("G", "susie", "", NULL, NULL, NULL) + ) +}) + +test_that("subsetting to SNP rows answers NULL when there are none", { + expect_null(pecotmr:::.ctwasSubsetSnp(NULL)) + geneOnly <- data.frame( + id = "a", + type = "gene", + stringsAsFactors = FALSE + ) + expect_null(pecotmr:::.ctwasSubsetSnp(geneOnly)) + mixed <- data.frame( + id = c("a", "b"), + type = c("SNP", "gene"), + stringsAsFactors = FALSE + ) + expect_equal(nrow(pecotmr:::.ctwasSubsetSnp(mixed)), 1L) +}) + + +# =========================================================================== +# Assembly shortcuts and block placement +# =========================================================================== + +test_that("a precomputed z_gene is used rather than recomputed", { + # compute_gene_z is the expensive step; supplying it must short-circuit. + expect_equal( + pecotmr:::.ctwasEnsureZGene(list(z_gene = "PRECOMPUTED"), 1L), + "PRECOMPUTED" + ) +}) + +test_that("boundary genes are NULL for a single-region run", { + # Boundary adjustment only means something across two or more regions. + expect_null(pecotmr:::.ctwasBoundaryGenes( + list(region_info = data.frame(a = 1)), + 1L, + list() + )) +}) + +test_that("relabelling ids is a no-op on an empty set and flips when matched", { + expect_equal( + pecotmr:::.ctwasRelabelIds(character(0), "chr1:1:A:G"), + character(0) + ) + # A swapped spelling is the same variant, relabelled to the panel frame. + expect_equal( + pecotmr:::.ctwasRelabelIds("chr1:1:G:A", "chr1:1:A:G"), + "chr1:1:A:G" + ) +}) + +test_that("re-keying LD loaders is a no-op when no panels are cached", { + payload <- list(a = 1) + expect_identical( + pecotmr:::.ctwasRekeyLdLoaders(payload, list(x = "y")), + payload + ) +}) + +test_that("a variant is placed in the block whose half-open window holds it", { + # [start, end): an unplaceable or out-of-range anchor is NA rather than + # being snapped to the nearest block. + f <- pecotmr:::.ctwasBlockIdForVariant + expect_equal(f(1L, 50L, "1", "1", 1L, 100L, "B1"), "B1") + expect_true(is.na(f(1L, 500L, "1", "1", 1L, 100L, "B1"))) + expect_true(is.na(f(1L, NA_integer_, "1", "1", 1L, 100L, "B1"))) + # The window excludes its end. + expect_true(is.na(f(1L, 100L, "1", "1", 1L, 100L, "B1"))) +}) + + +# =========================================================================== +# Row coordinates, trait positions and the loader panel cache +# =========================================================================== + +test_that("row coordinates prefer the gene cache, then the variant id", { + # Genes are keyed by name and have no parseable coordinates; variants + # carry theirs in the id. An id that is neither is NULL rather than a + # fabricated position. + f <- pecotmr:::.ctwasRowCoord + cached <- f(1L, "G1", list(G1 = list(chrom = "chr9", start = 5L, end = 9L))) + expect_equal(cached$chrom, "chr9") + parsed <- f(1L, "chr1:100:A:G", NULL) + expect_equal(parsed$chrom, "chr1") + expect_equal(parsed$start, 100L) + # A single-base variant spans one position. + expect_equal(parsed$end, 100L) + expect_null(f(1L, "rsNOTPARSEABLE", NULL)) +}) + +test_that("trait positions are NULL when the weights do not carry them", { + data(twasWeightsExample) + expect_false( + is_in("traitPos", pecotmr:::.tupleColumnNames(twasWeightsExample)) + ) + expect_null(pecotmr:::.ctwasTraitPosAt(twasWeightsExample, 1L)) +}) + +test_that("the panel cache is NULL for loaders this package did not build", { + # Re-keying only makes sense over our own closure; a foreign or + # non-function loader is left alone rather than reached into. + expect_null(pecotmr:::.ctwasCachedPanels(list(LD_loader_fun = "nope"))) + expect_null( + pecotmr:::.ctwasCachedPanels(list(LD_loader_fun = function(x) x)) + ) +}) + + +# =========================================================================== +# Input validation +# =========================================================================== + +test_that("block ids must be present, non-empty and unique", { + # blockId becomes the region id, so a missing or empty one leaves an + # element unkeyable and a repeated one would have two elements silently + # overwrite each other. + gs <- .ctp_makeGwasSumstats(blockIds = c("block1", "block2")) + expect_silent(pecotmr:::.ctwasValidateGwasEntries(gs)) + + missing <- gs + S4Vectors::mcols(missing)$blockId <- c("b", NA_character_) + expect_error( + pecotmr:::.ctwasValidateGwasEntries(missing), + "empty or missing `blockId`" + ) + + blank <- gs + S4Vectors::mcols(blank)$blockId <- c("", "b2") + expect_error( + pecotmr:::.ctwasValidateGwasEntries(blank), + "empty or missing `blockId`" + ) + + dup <- gs + S4Vectors::mcols(dup)$blockId <- c("dup", "dup") + expect_error( + pecotmr:::.ctwasValidateGwasEntries(dup), + "block ids must be unique; repeated: dup" + ) +}) + +test_that("each weight entry must be a TwasWeights or QtlFineMappingResult", { + # The per-gene weight source is one of those two; anything else would + # fail later inside the assembly with a far less specific message. + expect_error( + pecotmr:::.ctwasValidateWeightEntries(list(r1 = "not a TwasWeights")), + "twasWeights\\[\\['r1'\\]\\] must be a TwasWeights or QtlFineMappingResult" + ) +}) + +# --------------------------------------------------------------------------- +# Input guards and coordinate fallbacks: each rejects a shape the pipeline +# cannot proceed on, or substitutes a placeholder for an unplaced feature. +# --------------------------------------------------------------------------- + +test_that(".ctwasValidateGwasList requires a blockId column", { + skip_if_not_installed("ctwas") + gss <- .ctp_makeGwasSumstats() + # A GwasSumStats built by a current constructor always carries blockId; + # dropping it stands in for an object deserialized from an older one. + S4Vectors::mcols(gss)$blockId <- NULL + expect_false(is_in("blockId", colnames(gss))) + expect_error( + pecotmr:::.ctwasValidateGwasList(gss), + "has no `blockId` column" + ) +}) + +test_that(".ctwasResolveAndValidateWeights requires a weight source", { + expect_error( + pecotmr:::.ctwasResolveAndValidateWeights(NULL, NULL), + "`twasWeights` is required" + ) + expect_error( + pecotmr:::.ctwasResolveAndValidateWeights(), + "`twasWeights` is required" + ) +}) + +test_that(".ctwasPrefitRegionFilter errors when nothing survives", { + regionData <- list( + r1 = list(gid = character(0), sid = "s1"), + r2 = list(gid = character(0), sid = character(0)) + ) + # Default minGene = 1 drops both regions: neither carries a gene. + expect_error( + pecotmr:::.ctwasPrefitRegionFilter(regionData, list()), + "No regions selected!" + ) + kept <- pecotmr:::.ctwasPrefitRegionFilter( + list(r1 = list(gid = "g1", sid = c("s1", "s2"))), + list() + ) + expect_equal(names(kept), "r1") +}) + +test_that(".ctwasBlockGrFromIds places unparseable ids on chrUn", { + # asGranges() warns on the unparseable id before erroring; the fallback + # catches the error, and the warning is incidental to what is tested. + gr <- suppressWarnings( + pecotmr:::.ctwasBlockGrFromIds(c("chr1_100_200", "not-a-region")) + ) + expect_equal( + as.character(GenomicRanges::seqnames(gr)), + c("chr1", "chrUn") + ) + # start = 1, end = 0 is a deliberately EMPTY range, so an unplaced block + # overlaps nothing rather than silently matching everything. + expect_equal(GenomicRanges::start(gr), c(100L, 1L)) + expect_equal(GenomicRanges::end(gr), c(200L, 0L)) + expect_equal(GenomicRanges::width(gr)[[2L]], 0L) +}) + +test_that(".ctwasCoordField falls back for an unplaced feature", { + expect_equal(pecotmr:::.ctwasCoordField(NULL, "chrom", TRUE), "chrUnplaced") + expect_equal(pecotmr:::.ctwasCoordField2(NULL, "start", TRUE), 1L) + co <- list(chrom = "chr7", start = 42L) + expect_equal(pecotmr:::.ctwasCoordField(co, "chrom", TRUE), "chr7") + expect_equal(pecotmr:::.ctwasCoordField2(co, "start", TRUE), 42L) +}) + +test_that(".ctwasBuildSingleRegionInfo reports an empty block accurately", { + emptyGr <- GenomicRanges::GRanges() + S4Vectors::mcols(emptyGr)$variant_id <- character(0) + S4Vectors::mcols(emptyGr)$Z <- numeric(0) + S4Vectors::mcols(emptyGr)$N <- integer(0) + gss <- GwasSumStats( + study = "G1", + entry = list(emptyGr), + genome = "hg19", + blockId = "b1" + ) + # Emptiness is checked before the chromosome count -- otherwise a block + # with no variants is reported as spanning "multiple chromosomes ()". + expect_error( + pecotmr:::.ctwasBuildSingleRegionInfo("b1", gss), + "has no variants to define region bounds" + ) +}) + +# --------------------------------------------------------------------------- +# Per-gene weight assembly: each skip below returns NULL so the gene drops out +# of the run, rather than contributing a mis-sliced weight vector. +# --------------------------------------------------------------------------- + +.ctp_noLdGwas <- function() { + mkGr <- function(chr, pos) { + g <- GenomicRanges::GRanges(chr, IRanges::IRanges(pos, width = 1)) + S4Vectors::mcols(g)$variant_id <- str_c(chr, ":", pos, ":A:G") + S4Vectors::mcols(g)$Z <- rep(1, length(pos)) + S4Vectors::mcols(g)$N <- rep(100L, length(pos)) + g + } + GwasSumStats( + study = c("G1", "G1"), + entry = list(mkGr("chr1", c(100L, 200L)), mkGr("chr1", c(300L, 400L))), + genome = "hg19", + blockId = c("b1", "b2"), + qcInfo = list(step1 = "ok") + ) +} + +test_that(".ctwasFirstPass requires an LD reference on every region", { + byBlock <- pecotmr:::.ctwasGwasByBlock(.ctp_noLdGwas()) + expect_null(getLdSketch(byBlock[[1L]])) + expect_error( + pecotmr:::.ctwasFirstPass("b1", byBlock, list(b1 = NULL)), + "region 'b1' carries no ldSketch" + ) +}) + +test_that("ctwasPipeline aborts when no genes could be modeled", { + local_mocked_bindings( + .ctwasRequireNamedLists = function(...) invisible(NULL), + .ctwasResolveMethods = function(...) "susie", + .ctwasGwasStudy = function(...) "G1", + .ctwasRunMethod = function(...) list(), + .package = "pecotmr" + ) + expect_error( + ctwasPipeline(gwasSumStats = .ctp_noLdGwas(), twasWeights = list()), + "no genes were modeled" + ) +}) + +test_that(".ctwasAlignGeneWeights returns NULL when the row has no variants", { + row <- twasWeightsRow(variantIds = character(0), weights = numeric(0)) + expect_null(pecotmr:::.ctwasAlignGeneWeights(row, NULL, NULL)) +}) + +test_that(".ctwasTraitPosAt is bounded by the traitPos column length", { + row <- fineMappingRow( + variantIds = c("chr1:100:A:G", "chr1:200:C:T"), + susieFit = list(pip = c(0.8, 0.2)), + topLoci = data.frame( + variant_id = c("chr1:100:A:G", "chr1:200:C:T"), + pip = c(0.8, 0.2), + stringsAsFactors = FALSE + ) + ) + res <- GwasFineMappingResult( + study = "G1", + method = "susie", + entry = list(row), + traitPos = GenomicRanges::GRanges("chr1", IRanges::IRanges(500, 900)) + ) + expect_s4_class(pecotmr:::.ctwasTraitPosAt(res, 1L), "GRanges") + # One row, so row 2 has no anchor to report. + expect_null(pecotmr:::.ctwasTraitPosAt(res, 2L)) +}) + +test_that(".ctwasRenormalizeSusieWeights skips fits it cannot slice", { + alpha <- matrix(c(0.5, 0.5, 0.3, 0.7), nrow = 2L, byrow = TRUE) + mu <- matrix(1, nrow = 2L, ncol = 2L) + good <- list(alpha = alpha, mu = mu, X_column_scale_factors = c(1, 1)) + origVids <- c("v1", "v2") + origW <- c(0.5, 0.5) + keptIdx <- c(1L, 2L) + harmonizedW <- c(0.5, 0.5) + run <- function(fits) { + pecotmr:::.ctwasRenormalizeSusieWeights( + fits, origVids, origW, keptIdx, harmonizedW + ) + } + # Any missing susie field: nothing to renormalize from. + expect_null(run(list(mu = mu, X_column_scale_factors = c(1, 1)))) + expect_null(run(list(alpha = alpha, X_column_scale_factors = c(1, 1)))) + expect_null(run(list(alpha = alpha, mu = mu))) + # susieInf / susieAsh carry an infinitesimal term that alpha and mu alone + # cannot reproduce, so those fits take the plain subset path instead. + expect_null(run(c(good, list(theta = 1)))) + expect_null(run(c(good, list(omega_weights = 1)))) + # Fit-vs-entry dimension mismatch (e.g. a null_weight fit's extra column). + expect_null(run(list( + alpha = matrix(0.25, nrow = 2L, ncol = 3L), + mu = matrix(1, nrow = 2L, ncol = 3L), + X_column_scale_factors = c(1, 1, 1) + ))) + # An all-zero alpha has no finite row maximum in log space. + expect_null(run(list( + alpha = matrix(0, nrow = 2L, ncol = 2L), + mu = mu, + X_column_scale_factors = c(1, 1) + ))) + expect_equal(run(good), c(0.8, 1.2)) +}) + +test_that(".ctwasResolveAndValidateWeights requires region_id names", { + local_mocked_bindings( + .ctwasResolveWeightBuckets = function(twasWeights, gwasSumStats) { + list("a", "b") + }, + .package = "pecotmr" + ) + expect_error( + pecotmr:::.ctwasResolveAndValidateWeights(list(x = 1), NULL), + "must resolve to a named list keyed by region_id" + ) +}) + +test_that(".ctwasResolveAndValidateWeights rejects a blank region name", { + local_mocked_bindings( + .ctwasResolveWeightBuckets = function(twasWeights, gwasSumStats) { + stats::setNames(list("a", "b"), c("r1", "")) + }, + .package = "pecotmr" + ) + # A partially-named list is as unusable as an unnamed one: the blank key + # cannot address a region. + expect_error( + pecotmr:::.ctwasResolveAndValidateWeights(list(x = 1), NULL), + "must resolve to a named list keyed by region_id" + ) +}) diff --git a/tests/testthat/test_fineMappingRow.R b/tests/testthat/test_fineMappingRow.R index 173abfdc..c3bbebf0 100644 --- a/tests/testthat/test_fineMappingRow.R +++ b/tests/testthat/test_fineMappingRow.R @@ -1455,3 +1455,210 @@ test_that("a fit with no stored sets falls back to the per-variant column", { expect_equal(s$n_variants, 2L) expect_equal(s$cs, "susie_1") }) + + +# =========================================================================== +# Purity filtering, coverage defaults and column projection +# =========================================================================== + +test_that("purity filtering keeps everything when there is nothing to judge", { + # No purity columns, or purity columns with no matching cs column: the + # entry cannot be assessed, so nothing is dropped rather than everything. + tl <- tibble(variant_id = c("a", "b"), pip = c(0.1, 0.9)) + expect_equal(pecotmr:::.fmePurityKeep(tl, 0.8), c(TRUE, TRUE)) + tl2 <- tibble( + variant_id = c("a", "b"), + cs_0.95_purity = c(0.9, 0.2) + ) + expect_equal(pecotmr:::.fmePurityKeep(tl2, 0.8), c(TRUE, TRUE)) +}) + +test_that("purity filtering drops only in-CS variants below the threshold", { + # `susie_0` means "in no credible set", so that row survives regardless + # of the purity recorded beside it. + tl <- tibble( + variant_id = c("a", "b"), + cs_0.95 = c("susie_1", "susie_0"), + cs_0.95_purity = c(0.2, 0.9) + ) + expect_equal(pecotmr:::.fmePurityKeep(tl, 0.8), c(FALSE, TRUE)) +}) + +test_that("an unusable coverage falls back to 0.95", { + expect_equal(pecotmr:::.adjustPipsCoverage(NULL), 0.95) +}) + +test_that("the credible-set prefix defaults to cs with no method column", { + tl <- tibble(variant_id = c("a", "b"), pip = c(0.1, 0.9)) + expect_equal(pecotmr:::.adjustPipsMethodLabel(tl), "cs") +}) + +test_that("projecting an absent column yields typed NAs of the right length", { + # One NA per row, of the requested type, so the column binds against the + # rest of the table instead of collapsing it. + tl <- tibble(variant_id = c("a", "b"), pip = c(0.1, 0.9)) + expect_equal( + pecotmr:::.tlCol(tl, "nope", "character"), + rep(NA_character_, 2L) + ) + expect_equal(pecotmr:::.tlCol(tl, "nope", "numeric"), rep(NA_real_, 2L)) + expect_equal(pecotmr:::.tlCol(tl, "nope", "integer"), rep(NA_integer_, 2L)) + expect_equal(pecotmr:::.tlCol(tl, "pip", "numeric"), c(0.1, 0.9)) +}) + + +# =========================================================================== +# Credible-set summary assembly and PIP adjustment +# =========================================================================== + +test_that("an absent or empty topLoci summarises to the empty CS table", { + expect_equal(nrow(pecotmr:::.csSummaryFit(NULL, list(), 0.95)), 0L) + expect_equal( + nrow(pecotmr:::.csSummaryFit(tibble(a = integer(0)), list(), 0.95)), + 0L + ) +}) + +test_that("credible sets are resolved from the secondary store by coverage", { + # A trimmed fit keeps non-primary coverages in sets_secondary, keyed + # cs__; asking for a coverage it does not hold is NULL, not the + # primary sets, which would silently answer the wrong question. + sec <- list(cs_70_x = list(sets = list(cs = list(L1 = 1:2)))) + fit <- list(sets = list(), sets_secondary = sec) + expect_equal( + pecotmr:::.csSetsForCoverage(fit, 0.70)$cs$L1, + 1:2 + ) + expect_null(pecotmr:::.csSetsForCoverage(fit, 0.95)) +}) + +test_that("an untrimmed fit with no recorded coverage uses its primary sets", { + # No requested_coverage and no secondary store: the primary sets are the + # only ones there are, so they answer for any coverage. + fit <- list(sets = list(cs = list(L1 = 1:2))) + expect_equal(pecotmr:::.csSetsForCoverage(fit, 0.95)$cs$L1, 1:2) +}) + +test_that("mean conditional effect is NA when the column is absent", { + expect_true(is.na(pecotmr:::.csMeanEffect(tibble(a = 1)))) + expect_equal( + pecotmr:::.csMeanEffect(tibble(conditional_effect = c(1, 3))), + 2 + ) +}) + +test_that("rebuilding an empty topLoci returns it unchanged", { + tl <- tibble(variant_id = character(0)) + expect_equal( + nrow(pecotmr:::.adjustPipsRebuildTopLoci(tl, list(), character(0))), + 0L + ) +}) + +test_that("posterior columns are left in place when the fit has no alpha", { + # Without alpha there is nothing to recompute from, so the existing + # values stay rather than being overwritten with NA. + tl <- tibble(variant_id = "a") + expect_equal(pecotmr:::.adjustPipsPosterior(tl, list())$variant_id, "a") +}) + +# --------------------------------------------------------------------------- +# adjustPips index resolution and the CS-label fallbacks: each decides how a +# fit slot lines up with the entry's variants, or what to call a set when the +# table does not say. +# --------------------------------------------------------------------------- + +test_that(".csMethodTag falls back to the fit class when no label survives", { + fit <- structure(list(), class = "susieAsh") + expect_equal(pecotmr:::.csMethodTag(NULL, fit, "cs_95"), "susie_ash") + # "_0" means "not in a credible set", so it is filtered out and cannot + # supply the tag either. + onlyNull <- data.frame( + variant_id = "v1", + cs_95 = "L1_0", + stringsAsFactors = FALSE + ) + expect_equal(pecotmr:::.csMethodTag(onlyNull, fit, "cs_95"), "susie_ash") + labelled <- data.frame( + variant_id = "v1", + cs_95 = "susie_1", + stringsAsFactors = FALSE + ) + expect_equal(pecotmr:::.csMethodTag(labelled, fit, "cs_95"), "susie") +}) + +test_that(".csSummaryRow returns NULL when the set has no rows in the table", { + ctx <- list( + tl = tibble::tibble(variant_id = c("v1", "v2"), pip = c(0.5, 0.5)) + ) + expect_null(pecotmr:::.csSummaryRow(list(ids = "zzz", eff = 1L), ctx)) +}) + +test_that(".adjustPipsIdxFor accepts the null-weight extra column", { + p <- list(nVariants = 3L, keepIdx = c(1L, 2L, 3L), cols = c(1L, 2L, 3L, 4L)) + expect_equal(pecotmr:::.adjustPipsIdxFor(3L, p, "alpha"), c(1L, 2L, 3L)) + # A null_weight fit carries one column MORE than the entry's variants. + expect_equal( + pecotmr:::.adjustPipsIdxFor(4L, p, "alpha"), + c(1L, 2L, 3L, 4L) + ) + expect_error( + pecotmr:::.adjustPipsIdxFor(9L, p, "alpha"), + "fit slot `alpha` spans 9 variants but the entry has 3" + ) +}) + +test_that(".adjustPipsCols treats a dimensionless slot as a vector", { + p <- list(nVariants = 3L, keepIdx = c(1L, 3L), cols = c(1L, 2L, 3L)) + expect_equal(pecotmr:::.adjustPipsCols(c(10, 20, 30), p, "pip"), c(10, 30)) + expect_null(pecotmr:::.adjustPipsCols(NULL, p, "pip")) +}) + +test_that(".adjustPipsRebuildSecondary passes through an entry with no sets", { + entry <- list(a = 1) + expect_identical( + pecotmr:::.adjustPipsRebuildSecondary(entry, NULL, NULL), + entry + ) +}) + +test_that(".adjustPipsMethodLabel defaults to 'cs'", { + expect_equal(pecotmr:::.adjustPipsMethodLabel(data.frame(x = 1)), "cs") + # A method column of all NA names nothing either. + expect_equal( + pecotmr:::.adjustPipsMethodLabel( + data.frame(method = NA_character_, stringsAsFactors = FALSE) + ), + "cs" + ) + expect_equal( + pecotmr:::.adjustPipsMethodLabel( + data.frame(method = "susie", stringsAsFactors = FALSE) + ), + "susie" + ) +}) + +test_that("show(FineMappingRow) reports zero sets for an empty row", { + empty <- fineMappingRow( + variantIds = character(0), + susieFit = list(pip = numeric(0)), + topLoci = data.frame( + variant_id = character(0), + pip = numeric(0), + stringsAsFactors = FALSE + ) + ) + expect_output(show(empty), "0 variants, 0 credible sets") + withCs <- fineMappingRow( + variantIds = c("chr1:1:A:G", "chr1:2:C:T"), + susieFit = list(pip = c(0.9, 0.1)), + topLoci = data.frame( + variant_id = c("chr1:1:A:G", "chr1:2:C:T"), + pip = c(0.9, 0.1), + cs_95 = c("L1_1", "L1_0"), + stringsAsFactors = FALSE + ) + ) + expect_output(show(withCs), "2 variants, 1 credible sets") +}) diff --git a/tests/testthat/test_fineMappingWrappers.R b/tests/testthat/test_fineMappingWrappers.R index 09cbe6aa..d6296239 100644 --- a/tests/testthat/test_fineMappingWrappers.R +++ b/tests/testthat/test_fineMappingWrappers.R @@ -2837,7 +2837,8 @@ test_that("mvsusieWeights returns coefficients from provided fit", { expect_equal(result, fake_coef[-1, ]) }) -.fw_makeFsusieFit <- function(seed = 1, n = 150L, p = 24L, J = 16L) { +.fw_makeFsusieFit <- function(seed = 1, n = 150L, p = 24L, J = 16L, + prior = "mixture_normal_per_scale") { set.seed(seed) X <- matrix( rnorm(n * p), @@ -2860,6 +2861,7 @@ test_that("mvsusieWeights returns coefficients from provided fit", { Y = Y, pos = seq_len(J), L = 5, + prior = prior, post_processing = "none", verbose = FALSE )) @@ -3461,3 +3463,853 @@ test_that("getSusieResult returns NULL when the trimmed susie fit is empty", { ) expect_null(getSusieResult(conData)) }) + + +# =========================================================================== +# Weight extraction and variant parsing guards +# =========================================================================== + +test_that("susieRss weight extraction rejects a fit that does not match R", { + # A pip vector of a different length than R means the fit and the LD + # describe different variant sets; the weights would be silently + # mis-assigned rather than wrong-looking. + expect_error( + pecotmr:::.susieRssExtractWeights( + fit = list(pip = c(0.1, 0.2)), + z = c(1, 2, 3), + R = diag(3), + n = 100, + requiredFields = c("alpha", "mu") + ), + "Dimension mismatch: susieRss fit has 2 variants but R has 3 rows" + ) +}) + +test_that("susieRss weights are zero when the fit lacks the coefficient fields", { + # Without alpha/mu there is nothing to form coefficients from, so the + # contribution is zero rather than an error or a partial answer. + w <- pecotmr:::.susieRssExtractWeights( + fit = list(pip = c(0.1, 0.2, 0.3)), + z = c(1, 2, 3), + R = diag(3), + n = 100, + requiredFields = c("alpha", "mu", "X_column_scale_factors") + ) + expect_equal(w, c(0, 0, 0)) +}) + +test_that("susieRss weights carry the fit when asked to retain it", { + w <- pecotmr:::.susieRssExtractWeights( + fit = list(pip = c(0.1, 0.2, 0.3)), + z = c(1, 2, 3), + R = diag(3), + n = 100, + requiredFields = "absentField", + retainFit = TRUE + ) + expect_false(is.null(attr(w, "fit"))) + expect_equal(attr(w, "fit")$pip, c(0.1, 0.2, 0.3)) +}) + +test_that("buildTopLoci rejects variant ids it cannot place", { + # Coordinates are required to build the ranges; an unparseable id is an + # error rather than an NA row that looks like a real locus. + expect_error( + pecotmr:::.btlParseVariants(c("rsX", "rsY")), + "buildTopLoci: parseVariantId produced invalid coordinates" + ) + # ...and well-formed ids parse to their chrom/pos. + ok <- pecotmr:::.btlParseVariants(c("chr1:100:A:G", "chr1:200:C:T")) + expect_equal(ok$chrom, c("1", "1")) + expect_equal(ok$pos, c(100L, 200L)) +}) + + +# =========================================================================== +# Empty-input paths in the credible-set merge chain +# =========================================================================== + +test_that("merging overlapping sets with nothing to merge yields nothing", { + expect_equal( + pecotmr:::.mergeAndUpdateOverlapSets(list(), list()), + list() + ) + expect_null(pecotmr:::.combineTopLoci(list())) +}) + +test_that("correlation extraction reports NA when every value is self-correlation", { + # A single-variant set has only the diagonal, so there is no pairwise + # correlation to summarise -- reported as NA rather than 1. + both <- pecotmr:::.extractCorrelations(c(1, 1, 1)) + expect_true(is.na(both$max_corr)) + expect_true(is.na(both$min_corr)) + # Perfect correlations are excluded, magnitudes are used. + mixed <- pecotmr:::.extractCorrelations(c(1, 0.5, -0.9)) + expect_equal(mixed$max_corr, 0.9) + expect_equal(mixed$min_corr, 0.5) +}) + +test_that("getSusieResult returns NULL when there is no fine-mapping entry", { + expect_null(getSusieResult(list(finemappingEntry = NULL))) + expect_null(getSusieResult(list(finemappingEntry = 42))) +}) + + +# =========================================================================== +# Small credible-set helpers +# =========================================================================== + +test_that("purity lookup answers 0 for a missing or out-of-range set", { + # 0 rather than NA: these feed a comparison against minAbsCorr, and NA + # would make an unmeasurable set silently pass the filter. + expect_equal(pecotmr:::.csPurityAt(1L, c(0.5)), 0.5) + expect_equal(pecotmr:::.csPurityAt(2L, c(0.5, NA)), 0) + expect_equal(pecotmr:::.csPurityAt(9L, c(0.5)), 0) + expect_equal(pecotmr:::.csPurityAt(0L, c(0.5)), 0) +}) + +test_that("a cs label parses to its trailing index", { + expect_equal(pecotmr:::.cs95ToIndex("susie_3"), 3L) + # 0 marks "in no credible set", which is what an empty or NA label means. + expect_equal(pecotmr:::.cs95ToIndex(NA_character_), 0L) + expect_equal(pecotmr:::.cs95ToIndex(""), 0L) +}) + +test_that("the alpha row helper returns a plain numeric row", { + am <- matrix(1:6, 2L, 3L) + expect_equal(pecotmr:::.amRow(2L, am), c(2, 4, 6)) + expect_type(pecotmr:::.amRow(1L, am), "double") + expect_equal(length(pecotmr:::.fsusieAlphaList(am)), 2L) +}) + +test_that("between-CS correlation refuses an ldSource it cannot read LD from", { + # The correlation is derived from the source's LD and never stored on the + # fit, so an object that carries none cannot be silently accepted. + expect_error( + pecotmr:::.rowCsCorrelation(list(), 42), + "requires a QtlDataset, QtlSumStats, or GwasSumStats" + ) +}) + + +# =========================================================================== +# Coverage-indexed lookups and the buildTopLoci column builders +# =========================================================================== + +test_that("a coverage level the tables do not carry yields no credible sets", { + # Asking for 50% when only 95% was computed is not an error: the variant + # simply belongs to no set at that level. + tbl <- list(list(sets = list(cs = list(L1 = 1:2)))) + expect_equal( + pecotmr:::.fmCsIdxAtCoverage(0.5, c(0.95), tbl, nV = 3L), + integer(3) + ) + # ...and the effect-index mapping passes its input through unchanged. + expect_equal( + pecotmr:::.fmEffectIdxAtCoverage(0.5, c(7L, 8L), c(0.95), tbl), + c(7L, 8L) + ) +}) + +test_that("effect indices come from the L-names, falling back to position", { + # susie names its sets L; anything else is positional so the mapping + # never silently collapses two effects onto one index. + expect_equal(pecotmr:::.fmEffectIndices(list(1, 2)), 1:2) + expect_equal( + pecotmr:::.fmEffectIndices(set_names(list(1, 2), c("L3", "L5"))), + c(3L, 5L) + ) + # A name that is not L falls back to its own position, not to NA. + expect_equal( + pecotmr:::.fmEffectIndices(set_names(list(1, 2), c("L3", "junk"))), + c(3L, 2L) + ) +}) + +test_that("coverage levels are NA when the tables carry no attribute", { + expect_equal(pecotmr:::.btlCoverage(list(1, 2)), c(NA_real_, NA_real_)) + ct <- list(1, 2) + attr(ct, "coverage") <- c(0.95, 0.5) + expect_equal(pecotmr:::.btlCoverage(ct), c(0.95, 0.5)) +}) + +test_that("the N column falls back to the fit N and recycles a scalar", { + # Numeric throughout, so a fractional effective N is not truncated. + expect_equal(pecotmr:::.btlNColumn(NULL, 500L, 3L), rep(500L, 3L)) + expect_equal(pecotmr:::.btlNColumn(250, 500L, 3L), rep(250, 3L)) + expect_equal(pecotmr:::.btlNColumn(c(1, 2, 3), 500L, 3L), c(1, 2, 3)) + expect_type(pecotmr:::.btlNColumn(250.5, 500L, 2L), "double") +}) + + +# =========================================================================== +# buildTopLoci per-condition blocks +# =========================================================================== + +test_that("conditional effects are NA when the fit carries no coefficients", { + # susie without a coef matrix and no mvsusie fallback: one NA per variant + # rather than a shorter vector that would misalign the column. + out <- pecotmr:::.btlCondEffect(list(), "susie", 1L, 3L) + expect_length(out, 3L) + expect_true(all(is.na(out))) +}) + +test_that("conditional lfsr passes through when no coverage level matches", { + clf <- array(0.1, dim = c(2L, 3L, 1L)) + out <- pecotmr:::.btlCondLfsr( + list(lfsr = clf), + conditionIdx = 1L, + coverageValues = c(0.95), + covSorted = c(0.5), + csTables = list(list(sets = list(cs = list(L1 = 1:2)))), + nV = 3L + ) + expect_length(out, 3L) + expect_true(all(is.na(out))) +}) + +test_that("an empty credible-set spec still yields a correctly sized block", { + # tibble(.rows = nV): zero columns but the right number of rows, so it + # binds against the other blocks instead of collapsing the frame. + out <- pecotmr:::.btlCsBlock( + "susie", + list( + csEffectByCov = list(), + csColNames = character(0), + csPurityByCov = list() + ), + nV = 4L + ) + expect_equal(nrow(out), 4L) + expect_equal(ncol(out), 0L) +}) + + +# =========================================================================== +# computeCsCorrelation guards and the empty top_loci assembly +# =========================================================================== + +test_that("combining fits with no top_loci yields the empty table, not NULL", { + # The empty table keeps its full column set, so downstream binds and + # column selections still work on a result that found nothing. + out <- pecotmr:::.ppFitsCombine(list(list(a = 1), list(b = 2))) + expect_s3_class(out$top_loci, "tbl_df") + expect_equal(nrow(out$top_loci), 0L) + expect_gt(ncol(out$top_loci), 0L) +}) + +test_that("the fit region spans one chromosome or is refused", { + r <- pecotmr:::.csVariantRegion(c("chr1:100:A:G", "chr1:200:C:T")) + expect_s4_class(r, "GRanges") + expect_equal(as.character(GenomicRanges::seqnames(r)), "chr1") + # Variants on two chromosomes have no single region to pull LD for. + expect_error( + pecotmr:::.csVariantRegion(c("chr1:100:A:G", "chr2:200:C:T")), + "fit variants span multiple chromosomes" + ) +}) + +test_that("credible-set genotypes must cover every fit variant", { + # Silently correlating a subset would report a purity for a set the + # genotypes cannot actually measure. + data(qtlDatasetExample) + expect_error( + pecotmr:::.csGenotypesForFit( + qtlDatasetExample, + c("chr22:1:A:G", "chr22:2:C:T") + ), + "fit variant\\(s\\) absent from the QtlDataset genotypes" + ) +}) + + +test_that("buildTopLoci on no variants returns the empty table", { + out <- buildTopLoci( + fit = list(), + csTables = list(), + variantNames = character(0), + method = "susie" + ) + expect_s3_class(out, "tbl_df") + expect_equal(nrow(out), 0L) + expect_gt(ncol(out), 0L) +}) + +test_that("the multi-CS warning falls back to a positional variant label", { + # With no variant names the warning still has to identify which variant, + # so it reports # rather than an empty or NA name. + expect_warning( + pecotmr:::.fmWarnMultiCs( + memb = list(integer(0), c(1L, 2L)), + out = c(0L, 1L), + bestSize = c(0L, 2L), + sets = set_names(list(1:2, 3:4), c("L1", "L2")), + variantNames = NULL + ), + "Variant #2 is in multiple credible sets: L1, L2" + ) + # With names it uses the name. + expect_warning( + pecotmr:::.fmWarnMultiCs( + memb = list(integer(0), c(1L, 2L)), + out = c(0L, 1L), + bestSize = c(0L, 2L), + sets = set_names(list(1:2, 3:4), c("L1", "L2")), + variantNames = c("chr1:100:A:G", "chr1:200:C:T") + ), + "Variant chr1:200:C:T is in multiple credible sets" + ) +}) + + +# =========================================================================== +# fSuSiE weight shaping +# =========================================================================== + +test_that("fsusie weight rownames fall back through the fit's own names", { + # Three sources in priority order, because a trimmed fit may have dropped + # whichever one the caller expected. Unnamed weights would silently + # misalign against the variant set downstream. + W <- matrix(0, 3L, 2L) + expect_equal( + rownames(pecotmr:::.fsusieWeightsNames( + W, + list(), + c("v1", "v2", "v3"), + NULL, + 3L, + 2L + )), + c("v1", "v2", "v3") + ) + expect_equal( + rownames(pecotmr:::.fsusieWeightsNames( + W, + list(csd_X = set_names(1:3, c("c1", "c2", "c3"))), + NULL, + NULL, + 3L, + 2L + )), + c("c1", "c2", "c3") + ) + expect_equal( + rownames(pecotmr:::.fsusieWeightsNames( + W, + list(pip = set_names(c(0.1, 0.2, 0.3), c("p1", "p2", "p3"))), + NULL, + NULL, + 3L, + 2L + )), + c("p1", "p2", "p3") + ) + # No source at all: left unnamed rather than given made-up names. + expect_null( + rownames(pecotmr:::.fsusieWeightsNames(W, list(), NULL, NULL, 3L, 2L)) + ) +}) + +test_that("the fsusie fast path uses a trimmed fit's precomputed coef", { + # fineMappingPipeline computes coef eagerly before trimming drops + # fitted_wc, so a trimmed fit needs no wavelet reconstruction at all. + cf <- matrix(1:6, 3L, 2L) + W <- pecotmr:::.fsusieWeightsFastPath( + list(coef = cf, fitted_wc = NULL), + c("a", "b", "c"), + retainFit = TRUE + ) + expect_equal(rownames(W), c("a", "b", "c")) + expect_false(is.null(attr(W, "fit"))) + # A fit that still carries fitted_wc is NOT the fast path. + expect_null(pecotmr:::.fsusieWeightsFastPath( + list(coef = cf, fitted_wc = list(1)), + c("a", "b", "c"), + retainFit = FALSE + )) +}) + + +# =========================================================================== +# Per-token fit dispatch +# +# susieInf is fitted whenever another token chains from it, but it is only +# EMITTED as its own result when the caller asked for it. These are the two +# arms of that distinction. +# =========================================================================== + +test_that("susieInf is skipped as a result when it was only a chain input", { + # Requesting susie alone with addSusieInf still fits an inf model to chain + # from, but keepInf is FALSE so it must not surface as its own method. + chainOnly <- pecotmr:::.fmResolveSusieChain("susie", TRUE) + expect_false(chainOnly$keepInf) + expect_null(pecotmr:::.fmXFitOne("susieInf", list(), chainOnly, "INFFIT")) + expect_null(pecotmr:::.fmRssFitOne("susieInf", list(), chainOnly, "INFFIT")) +}) + +test_that("susieInf is returned as its own fit when it was requested", { + asked <- pecotmr:::.fmResolveSusieChain(c("susie", "susieInf"), TRUE) + expect_true(asked$keepInf) + expect_equal( + pecotmr:::.fmXFitOne("susieInf", list(), asked, "INFFIT"), + "INFFIT" + ) + rss <- pecotmr:::.fmRssFitOne("susieInf", list(), asked, "INFFIT") + expect_equal(rss$fit, "INFFIT") + expect_false(rss$isStd) +}) + + +# =========================================================================== +# Full-fit column assembly +# =========================================================================== + +test_that("variant count falls back to the CS vector when alpha is unusable", { + # A NULL or 1-D alpha carries no variant axis, so the row count has to + # come from the per-variant CS positions instead -- otherwise the block + # would be the wrong length and misalign against its siblings. + f <- pecotmr:::.fullFitColumns + expect_equal( + nrow(f( + alpha = NULL, + mu = NULL, + scale = NULL, + primaryCsPos = c(0L, 1L, 0L), + effectOf = 1L + )), + 3L + ) + expect_equal( + nrow(f( + alpha = c(0.5, 0.5), + mu = NULL, + scale = NULL, + primaryCsPos = c(0L, 1L), + effectOf = 1L + )), + 2L + ) +}) + +test_that("includeAllCs widens to every effect rather than the kept ones", { + # Without it only effects that survived CS filtering get columns; with it + # every row of alpha does, labelled L1..Lk. + a <- matrix(c(0.3, 0.7, 0.6, 0.4), nrow = 2L, byrow = TRUE) + out <- pecotmr:::.fullFitColumns( + alpha = a, + mu = a, + scale = c(1, 1), + primaryCsPos = c(0L, 1L), + effectOf = c(1L, 2L), + fullFit = TRUE, + includeAllCs = TRUE + ) + expect_equal(nrow(out), 2L) + expect_gt(ncol(out), 1L) +}) + +test_that("susie weight extraction can carry the fit alongside the weights", { + w <- pecotmr:::.susieExtractWeights( + fit = list(pip = c(0.1, 0.2)), + X = NULL, + y = NULL, + requiredFields = "absentField", + retainFit = TRUE + ) + expect_equal(attr(w, "fit")$pip, c(0.1, 0.2)) + # Without the required fields the weights are zero, not an error. + expect_equal(as.numeric(w), c(0, 0)) +}) + + +# =========================================================================== +# Conditional lfsr fill +# =========================================================================== + +test_that("conditional lfsr is filled from the primary credible set", { + # Each variant takes the lfsr of the effect its primary-coverage CS + # belongs to; variants in no set stay NA rather than borrowing one. + clf <- array(0.05, dim = c(2L, 3L, 1L)) + tbl <- list(list(sets = list(cs = set_names(list(c(1L, 2L)), "L1")))) + out <- pecotmr:::.btlCondLfsr( + list(clfsr = clf), + conditionIdx = 1L, + coverageValues = 0.95, + covSorted = 0.95, + csTables = tbl, + nV = 3L + ) + expect_equal(out[1:2], c(0.05, 0.05)) + expect_true(is.na(out[[3L]])) +}) + +test_that("a credible set naming an out-of-range effect is skipped", { + # L9 against a 2-effect lfsr array would index out of bounds; the set is + # skipped so the remaining sets still fill, rather than erroring. + clf <- array(0.05, dim = c(2L, 3L, 1L)) + tbl <- list(list(sets = list(cs = set_names(list(c(1L, 2L)), "L9")))) + out <- pecotmr:::.btlCondLfsr( + list(clfsr = clf), + conditionIdx = 1L, + coverageValues = 0.95, + covSorted = 0.95, + csTables = tbl, + nV = 3L + ) + expect_true(all(is.na(out))) +}) + +test_that("no credible sets leaves the conditional lfsr untouched", { + clf <- array(0.05, dim = c(2L, 3L, 1L)) + tbl <- list(list(sets = list(cs = list()))) + out <- pecotmr:::.btlCondLfsr( + list(clfsr = clf), + conditionIdx = 1L, + coverageValues = 0.95, + covSorted = 0.95, + csTables = tbl, + nV = 3L + ) + expect_true(all(is.na(out))) +}) + +# --------------------------------------------------------------------------- +# susieInf chaining and per-token skips: a chained token reuses the shared +# susieInf fit, and a token that produces no fit drops out of the block. +# --------------------------------------------------------------------------- + +test_that(".fmXFitOne threads the shared susieInf fit into chained tokens", { + local_mocked_bindings( + .fmFitSusieIndiv = function(X, y, tk, chainFromInf, coverage, + userArgs) { + list(tk = tk, chained = !is.null(chainFromInf)) + }, + .package = "pecotmr" + ) + p <- list( + X = NULL, y = NULL, verbose = 0, coverage = 0.95, + methodArgs = list(), ctx = "c1", tid = "t1" + ) + chain <- pecotmr:::.fmResolveSusieChain(c("susie", "susieInf"), TRUE) + expect_true(chain$chainSusie) + expect_true(pecotmr:::.fmXFitOne("susie", p, chain, list(S = TRUE))$chained) + # susieAsh is not in this chain, so it fits from scratch. + expect_false( + pecotmr:::.fmXFitOne("susieAsh", p, chain, list(S = TRUE))$chained + ) + chainAsh <- pecotmr:::.fmResolveSusieChain(c("susieAsh", "susieInf"), TRUE) + expect_true( + pecotmr:::.fmXFitOne("susieAsh", p, chainAsh, list(S = TRUE))$chained + ) +}) + +test_that(".fmFitXBlock skips a token that produced no fit", { + local_mocked_bindings( + .fmXInfFit = function(p, chainLocal) NULL, + .fmXFitOne = function(tk, p, chainLocal, infFit) { + if (tk == "susie") NULL else list(tk = tk) + }, + .fmXPostprocess = function(fit, tk, p) list(done = tk), + .fmXCrossValidate = function(out, p) out, + .package = "pecotmr" + ) + out <- pecotmr:::.fmFitXBlock( + X = NULL, + y = NULL, + toRun = c("susie", "lasso"), + addSusieInf = FALSE + ) + # The NULL-fit token contributes no entry rather than an empty one. + expect_equal(names(out), "lasso") +}) + +test_that(".fmRssFitStd threads the shared susieInf fit when chained", { + local_mocked_bindings( + .fmFitSusieRss = function(z, R, n, tk, chainFromInf, coverage, + userArgs, rFinite, rMismatch, rssControl) { + list(tk = tk, chained = !is.null(chainFromInf)) + }, + .package = "pecotmr" + ) + p <- list( + z = NULL, R = NULL, n = 100L, verbose = 0, coverage = 0.95, + methodArgs = list(), label = "lab", rFinite = NULL, + rMismatch = NULL, rssControl = NULL + ) + chain <- pecotmr:::.fmResolveSusieChain(c("susie", "susieInf"), TRUE) + out <- pecotmr:::.fmRssFitStd("susie", p, chain, list(S = TRUE)) + expect_true(out$fit$chained) +}) + +test_that(".fmFitRssBlock skips a token that produced no fit", { + local_mocked_bindings( + .fmRssInfFit = function(p, chainLocal) NULL, + .fmRssFitOne = function(tk, p, chainLocal, infFit) { + if (tk == "susie") { + NULL + } else { + list(fit = list(tk = tk), isStd = FALSE) + } + }, + .fmRssPostprocess = function(fit, p) list(done = fit$tk), + .package = "pecotmr" + ) + out <- pecotmr:::.fmFitRssBlock( + z = NULL, + R = NULL, + n = 100L, + toRun = c("susie", "susieAsh"), + addSusieInf = FALSE + ) + expect_equal(names(out), "susieAsh") +}) + +test_that("computeCsTables falls back to 0.95 when nothing supplies coverage", { + skip_if_not_installed("susieR") + d <- .make_univariate_data(seed = 7, n = 200, p = 8, effect_idx = c(2)) + fit <- susieR::susie(d$X, d$y, L = 4) + # Neither the argument nor the fit names a coverage. + fit$sets$requested_coverage <- NULL + cts <- pecotmr:::computeCsTables( + fit, + d$X, + coverage = NULL, + secondaryCoverage = 0.5, + method = "susie", + csInput = "X" + ) + expect_equal(attr(cts, "coverage"), c(0.95, 0.5)) + expect_equal(names(cts), c("CS_95_susie", "CS_50_susie")) +}) + +test_that(".ppAssembleRes records sample names from a matrix dataY", { + Y <- matrix( + 1:6, + nrow = 3L, + dimnames = list(c("s1", "s2", "s3"), c("a", "b")) + ) + p <- list( + signalCutoff = 0, method = "susie", dataY = Y, + fit = list(), otherQuantities = NULL + ) + topLoci <- data.frame( + variant_id = "chr1:1:A:G", + pip = 0.9, + stringsAsFactors = FALSE + ) + res <- pecotmr:::.ppAssembleRes(p, topLoci, NULL, NULL) + expect_equal(res$sampleNames, c("s1", "s2", "s3")) + # A list dataY (multi-context) has no single sample vector to record. + expect_null(pecotmr:::.sampleNamesFromDataY(list(Y))) +}) + +test_that(".btlParseVariants surfaces a parse failure as an error", { + local_mocked_bindings( + parseVariantId = function(...) stop("boom"), + .package = "pecotmr" + ) + expect_error( + pecotmr:::.btlParseVariants("chr1:1:A:G"), + "buildTopLoci: parseVariantId failed: boom" + ) +}) + +test_that(".btlParseVariants requires one parsed row per variant", { + local_mocked_bindings( + parseVariantId = function(v) { + data.frame(chrom = "chr1", pos = 1L, A1 = "A", A2 = "G") + }, + .package = "pecotmr" + ) + expect_error( + pecotmr:::.btlParseVariants(c("chr1:1:A:G", "chr1:2:C:T")), + "did not return one row per variant" + ) +}) + +test_that(".btlCondLfsr yields all-NA when the primary CS is empty", { + clf <- array(0.05, dim = c(1L, 3L, 1L)) + tables <- list(list(sets = list(cs = list()))) + out <- pecotmr:::.btlCondLfsr( + list(clfsr = clf), + conditionIdx = 1L, + coverageValues = 0.95, + covSorted = 0.95, + csTables = tables, + nV = 3L + ) + expect_length(out, 3L) + expect_true(all(is.na(out))) +}) + +.fmw_pipRow <- function() { + fineMappingRow( + variantIds = c("chr1:100:A:G", "chr1:200:C:T"), + susieFit = list(pip = c(0.8, 0.2)), + topLoci = data.frame( + variant_id = c("chr1:100:A:G", "chr1:200:C:T"), + pip = c(0.8, 0.2), + stringsAsFactors = FALSE + ) + ) +} + +test_that("mergeSusieCs returns NULL when no row carries a credible set", { + res <- GwasFineMappingResult( + study = "G1", + method = "susie", + entry = list(.fmw_pipRow()) + ) + # The rows have pip but no cs_95 column, so nothing is extracted. + expect_null(mergeSusieCs(res, coverage = 0.95)) +}) + +test_that(".extractCsEntryRows needs a resolvable pip column", { + topLoci <- data.frame( + variant_id = c("v1", "v2"), + cs_95 = c(1L, 1L), + beta = c(1, 2), + stringsAsFactors = FALSE + ) + local_mocked_bindings( + .fmrRowTopLoci = function(e) topLoci, + .package = "pecotmr" + ) + # The credible-set column is present, but there is no pip to rank by. + expect_null(pecotmr:::.extractCsEntryRows(1L, list("dummy"), "cs_95")) +}) + +test_that("getSusieResult returns NULL for an empty susie fit", { + expect_null(getSusieResult(list())) + expect_null(getSusieResult(list(a = 1))) + row <- fineMappingRow( + variantIds = "chr1:1:A:G", + susieFit = list(), + topLoci = data.frame( + variant_id = "chr1:1:A:G", + pip = 0.5, + stringsAsFactors = FALSE + ) + ) + res <- GwasFineMappingResult( + study = "G1", + method = "susie", + entry = list(row) + ) + # A FineMappingResult is present, but it carries no fit to return. + expect_null(getSusieResult(list(finemappingEntry = res))) +}) + +test_that(".btlFullFitBlock defaults the primary CS position to zeros", { + cs <- list(csIdxByCov = list(), covSorted = numeric(0)) + out <- pecotmr:::.btlFullFitBlock( + fit = list(), + post = list(), + coverageValues = numeric(0), + cs = cs, + csTables = list(), + nV = 4L, + opts = list() + ) + # No credible sets at any coverage: every variant gets CS position 0. + expect_equal(nrow(out), 4L) +}) + +test_that(".fsusieScaleCols reads the wavelet columns off a flat prior", { + skip_if_not_installed("fsusieR") + skip_if_not_installed("wavethresh") + obj <- .fw_makeFsusieFit(prior = "mixture_normal") + expect_false( + is_in( + "mixture_normal_per_scale", + class(fsusieR::get_G_prior(obj$fit)) + ) + ) + # A flat prior has no per-scale index to read, so the column count comes + # from the fitted wavelet coefficients themselves. + expect_equal( + pecotmr:::.fsusieScaleCols(obj$fit), + ncol(as.matrix(obj$fit$fitted_wc[[1L]])) + ) + W <- fsusieWeights(fsusieFit = obj$fit, variantIds = colnames(obj$X)) + expect_equal(dim(W), c(ncol(obj$X), ncol(obj$Y))) +}) + +test_that("fsusieWeights attaches the fit only when asked", { + skip_if_not_installed("fsusieR") + skip_if_not_installed("wavethresh") + obj <- .fw_makeFsusieFit() + kept <- fsusieWeights( + fsusieFit = obj$fit, + variantIds = colnames(obj$X), + retainFit = TRUE + ) + expect_false(is.null(attr(kept, "fit"))) + plain <- fsusieWeights(fsusieFit = obj$fit, variantIds = colnames(obj$X)) + expect_null(attr(plain, "fit")) +}) + +test_that("mvsusieRssWeights attaches the fit only when asked", { + skip_if_not_installed("mvsusieR") + m <- .rrwMulti(n = 80, p = 8, K = 2) + kept <- suppressMessages( + mvsusieRssWeights(m$stat, m$LD, L = 5, retainFit = TRUE) + ) + expect_false(is.null(attr(kept, "fit"))) + expect_equal(dim(kept), c(m$p, m$K)) +}) + +test_that(".rowCsCorrelation dispatches a QtlDataset to the genotype path", { + data(qtlDatasetExample) + local_mocked_bindings( + .rowCsCorrelationGeno = function(parts, ldSource) "GENO_PATH", + .package = "pecotmr" + ) + # Individual-level data reads LD from dosage, not from summary stats. + expect_equal( + pecotmr:::.rowCsCorrelation(list(), qtlDatasetExample), + "GENO_PATH" + ) +}) + +test_that(".btlCondLfsr is all-NA when no table matches the primary coverage", { + clf <- array(0.05, dim = c(1L, 3L, 1L)) + tables <- list(list(sets = list(cs = list(L1 = 1:2)))) + # covSorted names 0.70 but the only computed table is at 0.95, so there + # is no primary table to read the conditional lfsr out of. + out <- pecotmr:::.btlCondLfsr( + list(clfsr = clf), + conditionIdx = 1L, + coverageValues = 0.95, + covSorted = 0.70, + csTables = tables, + nV = 3L + ) + expect_true(all(is.na(out))) + # Control: when the coverages line up, the CS members are filled. + filled <- pecotmr:::.btlCondLfsr( + list(clfsr = clf), + conditionIdx = 1L, + coverageValues = 0.95, + covSorted = 0.95, + csTables = tables, + nV = 3L + ) + expect_equal(filled[1:2], c(0.05, 0.05)) + expect_true(is.na(filled[[3L]])) +}) + +test_that("mergeSusieCs returns NULL when the combined table is empty", { + local_mocked_bindings( + .fmExtractTopLoci = function(fineMappingResult, csCol) list(a = 1), + .combineTopLoci = function(x) NULL, + .package = "pecotmr" + ) + res <- GwasFineMappingResult( + study = "G1", + method = "susie", + entry = list(.fmw_pipRow()) + ) + # Rows were extracted, but combining them produced nothing to merge. + expect_null(mergeSusieCs(res, coverage = 0.95)) +}) diff --git a/tests/testthat/test_genotypeHandle.R b/tests/testthat/test_genotypeHandle.R index 1e8260e9..2fd48034 100644 --- a/tests/testthat/test_genotypeHandle.R +++ b/tests/testthat/test_genotypeHandle.R @@ -897,3 +897,25 @@ test_that("only the requested variants are read", { test_that("genotypeDelayedArray rejects a non-handle", { expect_error(genotypeDelayedArray("not a handle"), "GenotypeHandle") }) + + +test_that("the resource-path resolver passes non-scalar and NA paths through", { + # Only a length-1 non-NA string can carry a "pecotmr://" reference, so + # anything else is returned untouched rather than matched against. + f <- pecotmr:::.resolveGenotypeResourcePath + expect_identical(f(NA_character_), NA_character_) + expect_length(f(character(0)), 0L) + expect_identical(f(c("a", "b")), c("a", "b")) + # ...and an ordinary scalar path still comes back unchanged. + expect_identical(f("/tmp/plink"), "/tmp/plink") +}) + + +test_that("an unresolvable bundled resource reference is an error", { + expect_error( + pecotmr:::.resolveGenotypeResourcePath( + "pecotmr://extdata/no_such_resource_anywhere" + ), + "cannot resolve bundled genotype resource" + ) +}) diff --git a/tests/testthat/test_genotypeIo.R b/tests/testthat/test_genotypeIo.R index da47b9cc..97a2f131 100644 --- a/tests/testthat/test_genotypeIo.R +++ b/tests/testthat/test_genotypeIo.R @@ -2510,3 +2510,172 @@ test_that("readGenotypes reaches the explicit-triplet source too", { expect_s4_class(panel, "RangedSummarizedExperiment") expect_equal(dim(panel), dim(readGenotypes(stem, format = "plink1"))) }) + + +# =========================================================================== +# Format detection and handle/covariate helpers +# +# The extension->format switch had only two of its fourteen arms exercised, +# and the NULL-safe / legacy-handle / covariate-alignment branches none. +# =========================================================================== + +test_that("every file extension maps to its genotype format", { + f <- pecotmr:::.h2FormatFromExt + expect_equal(f("vcf"), "vcf") + expect_equal(f("bcf"), "vcf") + expect_equal(f("bed"), "plink1") + expect_equal(f("bim"), "plink1") + expect_equal(f("fam"), "plink1") + expect_equal(f("pgen"), "plink2") + expect_equal(f("pvar"), "plink2") + expect_equal(f("psam"), "plink2") + expect_equal(f("gds"), "gds") + expect_equal(f("rds"), "rds") + expect_equal(f("rdata"), "rds") + expect_equal(f("annot"), "ldsc_annot") + expect_equal(f("bw"), "bigwig") + expect_equal(f("bigwig"), "bigwig") + # An unrecognised extension is NULL, not an error: the caller decides. + expect_null(f("zzz")) +}) + +test_that("the unsupported-format signaller names its context when given one", { + expect_error( + pecotmr:::.abortUnsupportedFormat("weird", "myContext"), + "Unsupported format in myContext: weird" + ) + expect_error( + pecotmr:::.abortUnsupportedFormat("weird"), + "Unsupported genotype format: weird" + ) +}) + +test_that("the handle helpers are NULL-safe", { + expect_null(pecotmr:::.emptyGenotypeHandle(NULL)) + expect_null(pecotmr:::.subsetGenotypeHandle(NULL, 1L)) +}) + +test_that("a legacy handle without fileIdx is not subset", { + # Without fileIdx there is no way to keep on-disk positions correct after + # dropping rows, so the handle is returned whole rather than silently + # mis-indexed. + h <- new( + "GenotypeHandle", + path = "/tmp/x.gds", + format = "gds", + snpInfo = data.frame( + SNP = c("a", "b", "c"), + CHR = "1", + BP = 1:3, + A1 = "A", + A2 = "G", + stringsAsFactors = FALSE + ), + nSamples = 2L, + sampleIds = c("s1", "s2"), + pgenPtr = NULL + ) + sub <- pecotmr:::.subsetGenotypeHandle(h, 1L) + expect_equal(nrow(pecotmr:::getSnpInfo(sub)), 3L) +}) + +test_that("covariate colData aligns to the panel's samples", { + f <- pecotmr:::.genotypeColData + ids <- c("s1", "s2") + # No covariates at all: an empty DataFrame that still names the samples. + empty <- f(matrix(numeric(0), 0L, 0L), ids) + expect_equal(rownames(empty), ids) + expect_equal(ncol(empty), 0L) + # Unnamed rows of the right length are taken positionally. + cd <- f(matrix(1:2, 2L, 1L, dimnames = list(NULL, "pc1")), ids) + expect_equal(rownames(cd), ids) + expect_equal(as.numeric(cd$pc1), c(1, 2)) + # Unnamed rows of the WRONG length are an error, not a silent recycle. + expect_error( + f(matrix(1, 3L, 1L), ids), + "has 3 rows but the panel has 2 samples" + ) +}) + + +test_that("a panel with no covariates gets an empty colData", { + prefix <- sub( + "\\.bed$", + "", + system.file("extdata", "toy_ref.bed", package = "pecotmr") + ) + panel <- readGenotypes(plink1Prefix = prefix) + out <- pecotmr:::.genotypeExperimentCovariates(panel, NULL) + cd <- SummarizedExperiment::colData(out) + expect_equal(ncol(cd), 0L) + # The samples are still named, so the assay keeps a column for each. + expect_equal(rownames(cd), colnames(panel)) +}) + +test_that("block extraction rejects a format it has no reader for", { + # The constructor rejects an unknown format outright, so this guard can + # only be reached by a direct slot set -- which is exactly what it exists + # to catch. + h <- new( + "GenotypeHandle", + path = "/tmp/x.gds", + format = "gds", + snpInfo = data.frame( + SNP = "a", + CHR = "1", + BP = 1L, + A1 = "A", + A2 = "G", + fileIdx = 1L, + stringsAsFactors = FALSE + ), + nSamples = 1L, + sampleIds = "s1", + pgenPtr = NULL + ) + expect_error( + new( + "GenotypeHandle", + path = "/tmp/x", + format = "zzz", + snpInfo = getSnpInfo(h), + nSamples = 1L, + sampleIds = "s1", + pgenPtr = NULL + ), + "'format' must be one of" + ) + h@format <- "zzz" + expect_error( + pecotmr:::.extractBlockByFormat(h, 1L), + "Unsupported format in extractBlockGenotypes: zzz" + ) +}) + +test_that("stochastic inversion is a no-op when no id matches the metadata", { + # The metadata exists and parses, but names other variants entirely, so + # there is nothing to invert and the result passes through untouched. + meta <- withr::local_tempfile(fileext = ".stochastic_meta.tsv") + readr::write_tsv( + data.frame( + id = c("other1", "other2"), + u_min = c(0, 0), + u_max = c(1, 1) + ), + meta + ) + X <- matrix( + 1:4, + 2L, + 2L, + dimnames = list(c("s1", "s2"), c("v1", "v2")) + ) + res <- list(X = X) + out <- pecotmr:::.loadGenoInvertStochastic( + res, + genotype = "/tmp/does_not_matter", + stochasticMetaPath = meta, + stochasticMetaFormat = "generic" + ) + expect_identical(out$X, X) +}) diff --git a/tests/testthat/test_h2EstimationWrappers.R b/tests/testthat/test_h2EstimationWrappers.R index 4894bf5a..d99c1685 100644 --- a/tests/testthat/test_h2EstimationWrappers.R +++ b/tests/testthat/test_h2EstimationWrappers.R @@ -2820,3 +2820,253 @@ test_that("gLDSC reproduces upstream gldsc", { expect_equal(est, g$want, tolerance = 1e-6) } }) + + +# =========================================================================== +# Study resolution, genome checking and the chi2 filter fallback +# =========================================================================== + +test_that("an explicit study is used without inspecting the collection", { + expect_equal(pecotmr:::.estimateH2ResolveStudy(NULL, "myStudy"), "myStudy") +}) + +test_that("the genome check reports NA, the build, or refuses a mixture", { + gr <- GenomicRanges::GRanges( + c("chr1", "chr2"), + IRanges::IRanges(c(1L, 2L), width = 1L) + ) + # No build recorded: NA rather than a guess. + expect_true(is.na(pecotmr:::.h2GenomeOfRanges(gr))) + GenomeInfoDb::genome(gr) <- c("hg19", "hg38") + # Mixed builds mean the parts were never comparable. + expect_error( + pecotmr:::.h2GenomeOfRanges(gr), + "names 2 genome build" + ) + GenomeInfoDb::genome(gr) <- "hg38" + expect_equal(pecotmr:::.h2GenomeOfRanges(gr), "hg38") +}) + +test_that("the chi2 filter is abandoned when too few variants survive it", { + # Upstream drops chi2 >= 30, but with fewer than 4 survivors the + # regression has nothing to fit, so the filter is dropped rather than + # returning an estimate from 3 points. + A <- matrix(1, 6L, 1L) + sc <- matrix(1, 6L, 1L) + out <- pecotmr:::.sldscFitUnivariate( + rep(100, 6L), + sc, + rep(1, 6L), + 1000, + A, + 2L + ) + expect_setequal( + names(out), + c("tau", "h2", "estH", "intercept", "coef") + ) + expect_false(is.na(out$h2)) +}) + + +# =========================================================================== +# HDL bound diagnostics and the partitioned chi2 filter +# =========================================================================== + +test_that("HDL warns only when a parameter sits at its UPPER bound", { + # Only upper bounds are diagnostic: an intercept resting at 0 just means + # no confounding and is routine, so a lower bound must not warn. + f <- pecotmr:::.hdlWarnIfAtBound + expect_silent(f(c(0.1, 0.5), c(0, 0), c(1, 2), 1000, 500)) + # At a lower bound: still silent. + expect_silent(f(c(0, 0), c(0, 0), c(1, 2), 1000, 500)) +}) + +test_that("the HDL bound warning names which parameter pinned", { + # The last parameter is the intercept; anything else is heritability. + f <- pecotmr:::.hdlWarnIfAtBound + expect_warning( + f(c(0.1, 2), c(0, 0), c(1, 2), 1000, 500), + "the fitted intercept sits at the top of its range" + ) + expect_warning( + f(c(1, 0.5), c(0, 0), c(1, 2), 1000, 500), + "the fitted heritability sits at the top of its range" + ) +}) + +test_that("the partitioned chi2 filter is abandoned when too few survive", { + # Stratified S-LDSC needs more surviving variants than annotations + 2; + # below that the filter is dropped rather than solving an underdetermined + # system. + A <- matrix(1, 6L, 1L) + sc <- matrix(1, 6L, 2L) + out <- pecotmr:::.sldscFitPartitioned( + rep(1e6, 6L), + sc, + rep(1, 6L), + 1000, + A + ) + expect_setequal( + names(out), + c("tau", "h2", "estH", "intercept", "coef") + ) +}) + +# --------------------------------------------------------------------------- +# Fallbacks and degenerate inputs: each returns a defined answer rather than +# propagating an error out of an estimator. +# --------------------------------------------------------------------------- + +test_that(".rmaMetaFallbackToDL falls back to the closed-form estimator", { + skip_if_not_installed("metafor") + # DL never iterates, so it is a safe landing point when REML/ML fail on + # small or near-homogeneous inputs. + expect_warning( + fit <- pecotmr:::.rmaMetaFallbackToDL( + simpleError("did not converge"), + means = c(0.1, 0.2, 0.15), + ses = c(0.05, 0.06, 0.04), + method = "REML" + ), + "method = 'REML'\\) failed .* falling back to DL" + ) + expect_equal(fit$method, "DL") +}) + +test_that(".h2BaselineMat is NULL when no annotation is baseline tier", { + n <- 5L + gr <- GenomicRanges::GRanges( + "chr1", + IRanges::IRanges( + start = as.integer(seq(50, by = 100, length.out = n)), + width = 1L + ) + ) + mat <- matrix(c(rep(1L, n), rep(0L, n)), nrow = n, ncol = 2L) + colnames(mat) <- c("cand_A", "cand_B") + meta <- data.frame( + name = c("cand_A", "cand_B"), + tier = c("candidate", "candidate"), + type = c("binary", "binary"), + stringsAsFactors = FALSE + ) + am <- AnnotationMatrix(mat, gr, meta, genome = "hg19") + # The object has annotations, but none of them are baseline. + expect_equal(ncol(assay(getBaseline(am), "annotations")), 0L) + expect_null(pecotmr:::.h2BaselineMat(am)) + expect_null(pecotmr:::.h2BaselineMat(NULL)) +}) + +test_that(".lderGetRes(twostage = FALSE) returns the free-intercept fit", { + set.seed(4) + m <- 60L + res <- pecotmr:::.lderGetRes( + x = rnorm(m), + lam = abs(rnorm(m, 3, 0.5)), + ldAnnot = matrix(1, nrow = m, ncol = 1L), + N = 1000, + M = 5000, + M_a = 5000, + rough = FALSE, + twostage = FALSE + ) + # One pass, no chi2 outlier filtering, intercept left free. + expect_setequal(names(res), c("h2", "h2a", "tau", "a")) + expect_true(is.finite(res$a)) +}) + +test_that(".lderLocalBlock reports NA for a block too small to fit", { + out <- pecotmr:::.lderLocalBlock( + list(lam = c(1, 2), x = c(0.5, 0.6)), + b = 7L, + N = 1000, + a = 1 + ) + # Fewer than 3 eigenvalues: a slope cannot be identified. + expect_equal(out$blockId, 7L) + expect_true(is.na(out$h2Local)) + expect_true(is.na(out$h2LocalSe)) +}) + +test_that(".h2Enrichment names unnamed annotation columns positionally", { + baselineMat <- matrix(c(1, 0, 1, 1), nrow = 2L) + expect_null(colnames(baselineMat)) + out <- pecotmr:::.h2Enrichment( + baselineMat, + tau = c(0.1, 0.2), + tauSe = c(0.01, 0.02), + tauBlocks = matrix(c(0.1, 0.2, 0.1, 0.2), nrow = 2L), + h2 = 0.3 + ) + expect_equal(out$annotation, c("annot_1", "annot_2")) +}) + +test_that(".sldscBlockIndex errors when no block covers a variant", { + n <- 6L + snpInfo <- data.frame( + CHR = rep("chr22", n), + BP = as.integer(seq(1000, by = 100, length.out = n)), + SNP = str_c("chr22:", seq(1000, by = 100, length.out = n), ":A:G"), + A1 = rep("A", n), + A2 = rep("G", n), + stringsAsFactors = FALSE + ) + mk <- function(blocks) { + LdScore( + snpInfo = snpInfo, + ldScores = matrix(1, nrow = n, ncol = 1L), + ldScoreWeights = rep(1, n), + ldBlocks = blocks, + nRef = 100L, + genome = "hg19", + ldMatrixList = list() + ) + } + # With no precomputed matrices the blocks are intersected with the + # variants; blocks on another chromosome cover nothing. + disjoint <- suppressWarnings( + mk(GenomicRanges::GRanges("chr1", IRanges::IRanges(1, 10000))) + ) + expect_error( + suppressWarnings(pecotmr:::.sldscBlockIndex(disjoint, n)), + "no LD block covers any reference variant" + ) + covering <- mk(GenomicRanges::GRanges("chr22", IRanges::IRanges(1, 10000))) + idx <- pecotmr:::.sldscBlockIndex(covering, n) + expect_equal(unname(lengths(idx)), n) +}) + +test_that(".sldscIrwls derives its own starting weights when none are given", { + set.seed(3) + nv <- 40L + scores <- matrix(abs(rnorm(nv * 2L, 5, 1)), nrow = nv) + y <- 1 + rowSums(scores) * 1e-4 * 500 + rnorm(nv, sd = 0.05) + fit <- pecotmr:::.sldscIrwls( + y = y, + scores = scores, + baseScore = rowSums(scores), + n = 500, + M = 1000, + nIter = 2L, + freeIntercept = FALSE, + intercept = 1, + w0 = NULL + ) + expect_setequal(names(fit), c("coef", "intercept")) + expect_true(all(is.finite(fit$coef))) +}) + +test_that(".sldscLocal clamps a negative LD score to zero", { + out <- pecotmr:::.sldscLocal( + chi2 = c(1.2, 3.4), + baseScore = c(10, -2), + fit = list(tau = c(1e-5)), + M = 1000 + ) + expect_equal(out$variantIdx, 1:2) + expect_equal(out$ldScore, c(10, -2)) + # A negative LD score cannot contribute negative heritability. + expect_equal(out$h2Local, c(1e-4, 0)) +}) diff --git a/tests/testthat/test_jointEngine.R b/tests/testthat/test_jointEngine.R index a560b068..75e63070 100644 --- a/tests/testthat/test_jointEngine.R +++ b/tests/testthat/test_jointEngine.R @@ -2266,3 +2266,427 @@ test_that(".runJointSpecs: region mode without traitId restricts scoped traits t expect_null(res) # empty cell -> NULL expect_equal(captured, c("g1", "g2")) # 871-875 ran }) + + +# =========================================================================== +# Per-row anchors: .traitPosFor() / .fitRegionFor() +# +# traitPos and region are DISTINCT anchors and diverge by input type, but +# nothing exercised either helper. The QtlSumStats traitPos branch was in fact +# unreachable: its guard read names(data) -- a collection's GRangesList +# element names, always empty -- rather than colnames(), so every +# sumstats-derived row silently fell back to the chrUn sentinel. +# =========================================================================== + +.je_mkSsEntry <- function(chr, pos) { + gr <- GenomicRanges::GRanges(chr, IRanges::IRanges(pos, width = 1L)) + S4Vectors::mcols(gr) <- S4Vectors::DataFrame( + variant_id = str_c(chr, ":", pos, ":C:T"), + A1 = rep("T", length(pos)), + A2 = rep("C", length(pos)), + z = rep(1.5, length(pos)), + n = rep(100L, length(pos)) + ) + gr +} + +# A QtlSumStats carrying a traitPos column, which no bundled fixture has. +.je_ssWithTraitPos <- function() { + QtlSumStats( + study = c("S", "S"), + context = c("brain", "brain"), + trait = c("G1", "G2"), + entry = list( + .je_mkSsEntry("chr1", c(100L, 200L)), + .je_mkSsEntry("chr1", c(300L, 400L)) + ), + genome = "hg38", + traitPos = GenomicRanges::GRanges( + "chr1", + IRanges::IRanges(c(500L, 900L), width = 1L) + ) + ) +} + +test_that("traitPos comes from the QtlSumStats traitPos column", { + ss <- .je_ssWithTraitPos() + g1 <- pecotmr:::.traitPosFor(ss, "brain", "G1") + g2 <- pecotmr:::.traitPosFor(ss, "brain", "G2") + expect_s4_class(g1, "GRanges") + expect_equal(GenomicRanges::start(g1), 500L) + expect_equal(GenomicRanges::start(g2), 900L) + # The anchor is the supplied position, NOT the variant span (100-200). + expect_equal(as.character(GenomicRanges::seqnames(g1)), "chr1") +}) + +test_that("traitPos is NULL when the sumstats cannot supply one", { + ss <- .je_ssWithTraitPos() + expect_null(pecotmr:::.traitPosFor(ss, "brain", "absentTrait")) + expect_null(pecotmr:::.traitPosFor(ss, "absentContext", "G1")) + # A collection with no traitPos column at all. + data(qtlSumStatsExample) + expect_false(is_in("traitPos", colnames(qtlSumStatsExample))) + expect_null(pecotmr:::.traitPosFor( + qtlSumStatsExample, + as.character(qtlSumStatsExample$context)[[1L]], + as.character(qtlSumStatsExample$trait)[[1L]] + )) +}) + +test_that("the fit region of a QtlSumStats row is its variant span", { + # Sumstats carry no cis-window, so the fitted span IS the region -- + # deliberately different from traitPos (500) above. + ss <- .je_ssWithTraitPos() + r <- pecotmr:::.fitRegionFor(ss, "brain", "G1") + expect_s4_class(r, "GRanges") + expect_equal(GenomicRanges::start(r), 100L) + expect_equal(GenomicRanges::end(r), 200L) + expect_null(pecotmr:::.fitRegionFor(ss, "brain", "absentTrait")) +}) + +test_that("the fit region of a QtlDataset row is traitPos +/- the cis window", { + data(qtlDatasetExample) + qd <- qtlDatasetExample + cx <- getContexts(qd)[[1L]] + tr <- rownames(getPhenotypes(qd, contexts = cx))[[1L]] + tp <- pecotmr:::.traitPosFor(qd, cx, tr) + bare <- pecotmr:::.fitRegionFor(qd, cx, tr) + wide <- pecotmr:::.fitRegionFor(qd, cx, tr, cisWindow = 1e5) + # With no window the region collapses onto the trait position. + expect_equal(GenomicRanges::start(bare), GenomicRanges::start(tp)) + # With one it is symmetric about it. + expect_equal( + GenomicRanges::start(wide), + GenomicRanges::start(tp) - 1e5L + ) + expect_equal(GenomicRanges::end(wide), GenomicRanges::end(tp) + 1e5L) +}) + +test_that("the anchors are NULL for a trait the dataset does not carry", { + data(qtlDatasetExample) + qd <- qtlDatasetExample + cx <- getContexts(qd)[[1L]] + expect_null(pecotmr:::.traitPosFor(qd, cx, "absentTrait")) + expect_null(pecotmr:::.traitPosFor(qd, "absentContext", "anything")) + expect_null(pecotmr:::.fitRegionFor(qd, cx, "absentTrait")) +}) + +test_that("the anchors are NULL for an unsupported input class", { + expect_null(pecotmr:::.traitPosFor(42, "a", "b")) + expect_null(pecotmr:::.fitRegionFor(42, "a", "b")) +}) + + +test_that("a sumstats entry with no variants has no fit region", { + # A fitted tuple can still carry zero variants; there is then no span to + # report, which is distinct from the trait being absent. + emptyEntry <- GenomicRanges::GRanges() + S4Vectors::mcols(emptyEntry) <- S4Vectors::DataFrame( + variant_id = character(0), + A1 = character(0), + A2 = character(0), + z = numeric(0), + n = integer(0) + ) + ss <- QtlSumStats( + study = "S", + context = "brain", + trait = "G0", + entry = list(emptyEntry), + genome = "hg38" + ) + expect_null(pecotmr:::.fitRegionFor(ss, "brain", "G0")) +}) + +test_that("slicing a CV result to one condition tolerates absent payloads", { + # predictions / metrics are optional; their absence must not be mistaken + # for a condition with no result. + expect_null(pecotmr:::.sliceTwasCvResultToCondition(NULL, 1L)) + sliced <- pecotmr:::.sliceTwasCvResultToCondition( + list( + samplePartition = "sp", + predictions = NULL, + metrics = NULL, + foldFits = "ff" + ), + 1L + ) + expect_null(sliced$predictions) + expect_null(sliced$metrics) + expect_equal(sliced$samplePartition, "sp") + expect_equal(sliced$foldFits, "ff") +}) + +test_that("the CV slicers keep their result two-dimensional", { + # drop = FALSE throughout: a one-condition slice must stay a matrix so the + # downstream per-method assembly keeps working. + m <- matrix(1:6, 2L, 3L, dimnames = list(c("a", "b"), c("x", "y", "z"))) + col <- pecotmr:::.fmCvSliceCol(m, 2L) + row <- pecotmr:::.fmCvSliceRow(m, 1L) + expect_equal(dim(col), c(2L, 1L)) + expect_equal(dim(row), c(1L, 3L)) + expect_equal(as.vector(col), c(3L, 4L)) + expect_equal(as.vector(row), c(1L, 3L, 5L)) +}) + + +test_that("the anchor vector keeps traitPos and region distinct", { + # Same rows, two anchors that genuinely differ: the supplied trait + # positions (500 / 900) versus the fitted variant spans (100-200 / + # 300-400). Nothing exercised the region kind before. + ss <- .je_ssWithTraitPos() + region <- pecotmr:::.anchorVector( + ss, + c("brain", "brain"), + c("G1", "G2"), + kind = "region" + ) + anchors <- pecotmr:::.anchorVector( + ss, + c("brain", "brain"), + c("G1", "G2"), + kind = "traitPos" + ) + expect_equal(length(region), 2L) + expect_equal(GenomicRanges::start(region), c(100L, 300L)) + expect_equal(GenomicRanges::end(region), c(200L, 400L)) + expect_equal(GenomicRanges::start(anchors), c(500L, 900L)) +}) + + +test_that("a fine-mapping CV handoff tolerates missing performance", { + # prediction and performance are separate slots keyed by token; a fit + # that recorded predictions but no performance still hands over its + # predictions, with metrics NULL rather than erroring. + f <- pecotmr:::.twasFmHandoffCv + expect_null(f(NULL, "susie")) + expect_null(f(list(a = 1), "susie")) + cv <- list( + samplePartition = "SP", + prediction = set_names(list("PRED"), "susie_predicted"), + performance = list() + ) + out <- f(cv, "susie") + expect_equal(out$predictions, "PRED") + expect_null(out$metrics) + expect_equal(out$samplePartition, "SP") + # The token suffix is stripped when matching, so performance is found. + cv$performance <- set_names(list("PERF"), "susie") + expect_equal(f(cv, "susie")$metrics, "PERF") +}) + + +test_that("joint specs accumulate by rbinding distinct tuples", { + # runJointSpecs folds each spec's result into the accumulator; the tuple + # key must stay unique, so two results describing the SAME tuple are + # refused rather than silently duplicating a row. + data(qtlFineMappingExample) + a <- qtlFineMappingExample + b <- qtlFineMappingExample + S4Vectors::mcols(b)$study <- "otherStudy" + out <- pecotmr:::.rbindFineMappingResult(a, b) + expect_equal(length(out), 2L) + expect_setequal( + unique(as.character(out$study)), + c(as.character(a$study)[[1L]], "otherStudy") + ) + expect_error( + pecotmr:::.rbindFineMappingResult(a, a), + "tuple uniqueness" + ) +}) + +test_that("rbinding an empty collection leaves the other unchanged", { + data(qtlFineMappingExample) + expect_equal( + length(pecotmr:::.rbindFineMappingResult( + qtlFineMappingExample, + qtlFineMappingExample[0] + )), + length(qtlFineMappingExample) + ) +}) + +# --------------------------------------------------------------------------- +# Spec accumulation and config defaults: several specs fold into one result by +# collection kind, and an unset ensemble config falls back to its documented +# defaults rather than to NULL. +# --------------------------------------------------------------------------- + +test_that(".runJointSpecs row-binds TWAS results across specs", { + calls <- 0L + local_mocked_bindings( + .jpConfig = function(pipeline) list(ldSketch = NULL), + .runOneJointSpec = function(...) { + calls <<- calls + 1L + str_c("R", calls) + }, + .rbindTwasWeights = function(out, res, ldSketch) str_c(out, "+", res), + .package = "pecotmr" + ) + out <- pecotmr:::.runJointSpecs( + list("s1", "s2", "s3"), NULL, "individual", + NULL, "lasso", NULL, NULL, list() + ) + # The first spec seeds `out`; later ones are bound onto it. + expect_equal(out, "R1+R2+R3") +}) + +test_that(".runJointSpecs row-binds fine-mapping results across specs", { + calls <- 0L + local_mocked_bindings( + .jpConfig = function(pipeline) list(ldSketch = NULL), + .runOneJointSpec = function(...) { + calls <<- calls + 1L + str_c("F", calls) + }, + .rbindFineMappingResult = function(out, res, ldSketch) { + str_c(out, "&", res) + }, + .package = "pecotmr" + ) + # The pipeline class, not the data, picks which rbind is used. + out <- pecotmr:::.runJointSpecs( + list("s1", "s2"), NULL, "individual", + new("FmJointPipeline"), "susie", NULL, NULL, list() + ) + expect_equal(out, "F1&F2") +}) + +test_that(".runJointSpecs skips a spec that produced nothing", { + local_mocked_bindings( + .jpConfig = function(pipeline) list(ldSketch = NULL), + .runOneJointSpec = function(spec, ...) { + if (spec == "s1") NULL else "KEPT" + }, + .rbindTwasWeights = function(out, res, ldSketch) str_c(out, "+", res), + .package = "pecotmr" + ) + # A NULL spec must not seed `out`, or the bind would carry a NULL. + expect_equal( + pecotmr:::.runJointSpecs( + list("s1", "s2"), NULL, "individual", + NULL, "lasso", NULL, NULL, list() + ), + "KEPT" + ) +}) + +test_that(".twasGroupArgs yields no fitted models when the fit is absent", { + local_mocked_bindings( + .jpConfig = function(p) list(), + .jgConditions = function(g) list(study = "s", context = "c", + trait = "t"), + .twasFineMappingFits = function(...) NULL, + .twasCvResultFor = function(...) NULL, + .package = "pecotmr" + ) + out <- pecotmr:::.twasGroupArgs( + "g", + new("TwasJointPipeline"), + list(fineMappingResult = "notNull") + ) + # An empty list, not NULL: downstream indexes it per region. + expect_identical(out$fittedModels, list()) +}) + +test_that(".twasEnsembleLayer falls back to its documented config defaults", { + local_mocked_bindings( + .jgY = function(g) matrix(0, 2L, 1L), + .jgConditions = function(g) data.frame(), + .package = "pecotmr" + ) + # An empty cfg must still resolve r2Cut = 0.01 and solver = "quadprog"; + # with no conditions the layer maps over nothing and returns a list. + out <- pecotmr:::.twasEnsembleLayer("grp", list(), list()) + expect_type(out, "list") + expect_length(out, 0L) + explicit <- pecotmr:::.twasEnsembleLayer( + "grp", + list(), + list( + ensembleR2Threshold = 0.2, + ensembleSolver = "nnls", + ensembleAlpha = 0.5 + ) + ) + expect_length(explicit, 0L) +}) + +test_that(".jointTwasCv prefers per-call CV settings over the config", { + seen <- NULL + local_mocked_bindings( + .twasFmHandoffCv = function(...) NULL, + .jointTwasLeakageWarn = function(...) invisible(NULL), + twasWeightsCv = function(X, Y, fold, samplePartitions, weightMethods, + retainFits, maxNumVariants, numThreads, + data_driven_priorMatricesCv, verbose, seed) { + seen <<- list(sp = samplePartitions, mcv = maxNumVariants) + "CV" + }, + .jointTwasCvResult = function(cv, token) cv, + .package = "pecotmr" + ) + args <- list( + fineMappingCv = NULL, + samplePartition = "ARGS_SP", + dataDrivenPriorMatricesCv = NULL + ) + cfg <- list( + cvFolds = 5L, samplePartition = "CFG_SP", maxCvVariants = 77L, + cvThreads = 1, seed = 1L, verbose = 0 + ) + pecotmr:::.jointTwasCv( + NULL, NULL, "lasso", NULL, c(1, 2), args, cfg, "lasso" + ) + expect_equal(seen$sp, "ARGS_SP") + expect_equal(seen$mcv, 77L) + # With no per-call partition the config supplies it, and a non-positive + # maxCvVariants means "no cap" rather than "cap at zero". + argsBare <- args + argsBare$samplePartition <- NULL + cfgUncapped <- cfg + cfgUncapped$maxCvVariants <- 0 + pecotmr:::.jointTwasCv( + NULL, NULL, "lasso", NULL, c(1, 2), argsBare, cfgUncapped, "lasso" + ) + expect_equal(seen$sp, "CFG_SP") + expect_equal(seen$mcv, Inf) +}) + +test_that(".enumUnivariateIndividual reads a region instead of a cis window", { + seen <- NULL + phenotypes <- matrix( + 0, + nrow = 1L, + ncol = 2L, + dimnames = list("t1", c("s1", "s2")) + ) + local_mocked_bindings( + getStudy = function(data) "S1", + getPhenotypes = function(data, contexts) phenotypes, + .fmResidPheno = function(data, contexts, traitId, naAction) { + matrix(1, 2L, 1L, dimnames = list(c("s1", "s2"), "t1")) + }, + .fmResidGeno = function(data, contexts, traitId = NULL, + cisWindow = NULL, region = NULL) { + seen <<- list(traitId = traitId, cisWindow = cisWindow, + region = region) + matrix(0, 2L, 2L, dimnames = list(c("s1", "s2"), c("v1", "v2"))) + }, + .package = "pecotmr" + ) + scope <- list( + studies = "S1", + contexts = list(S1 = "cA"), + traits = list(S1 = "t1") + ) + pecotmr:::.enumUnivariateIndividual( + NULL, scope, list(region = "chr1:1-1000") + ) + # An explicit region replaces the trait-anchored cis window entirely -- + # neither traitId nor cisWindow is passed down. + expect_equal(seen$region, "chr1:1-1000") + expect_null(seen$cisWindow) + expect_null(seen$traitId) +}) diff --git a/tests/testthat/test_ld.R b/tests/testthat/test_ld.R index 063b2a7a..5490c89b 100644 --- a/tests/testthat/test_ld.R +++ b/tests/testthat/test_ld.R @@ -4353,3 +4353,601 @@ test_that("panel identity uses the allele-repaired ids for comparison", { pecotmr:::.ldSketchVariantIds(panel) ) }) + + +# =========================================================================== +# Sketch accessors and per-variant panel statistics +# =========================================================================== + +test_that("the sketch accessors are NULL-safe", { + # A collection with no LD sketch is a legitimate state (individual-level + # inputs), so these answer NULL rather than erroring. + expect_null(pecotmr:::.ldSketchHandle(NULL)) + expect_null(pecotmr:::.ldSketchSubset(NULL, 1L)) +}) + +test_that("panel statistics report zero missingness for a sample-less panel", { + # With no samples the missing RATE is undefined as 1 - nObs/nSamp; report + # 0 per variant rather than NaN, which would poison the QC comparisons. + d0 <- matrix(numeric(0), nrow = 0L, ncol = 3L) + expect_equal(pecotmr:::.panelVariantStats(d0)$missRate, rep(0, 3L)) +}) + +test_that("panel allele frequencies are computed per variant", { + d <- matrix(c(0, 1, 2, 0, 0, 0), nrow = 2L, byrow = TRUE) + st <- pecotmr:::.panelVariantStats(d) + expect_equal(st$af, c(0, 0.25, 0.5)) + # maf folds above 0.5. + expect_equal(st$maf, pmin(st$af, 1 - st$af)) +}) + + +test_that("panel variant filtering is a no-op without a panel or variants", { + # Both early exits return the caller's ids unchanged: with no panel there + # is nothing to filter against, and with no variants nothing to filter. + expect_equal( + pecotmr:::.panelVariantFilter(NULL, c("v1", "v2")), + c("v1", "v2") + ) + expect_equal( + pecotmr:::.panelVariantFilter(NULL, character(0)), + character(0) + ) +}) + + +# =========================================================================== +# Empty sketches, the .afreq fast path, and design rank +# =========================================================================== + +test_that("emptying a sketch clears both axes", { + # An emptied sketch references no LD, so its sample axis is dead weight; + # nSamples must go to 0 alongside sampleIds or the derived dosage + # dimnames would disagree with the matrix. + expect_null(pecotmr:::.emptySketch(NULL)) + h <- new( + "GenotypeHandle", + path = "/tmp/x.gds", + format = "gds", + snpInfo = data.frame( + SNP = c("a", "b"), + CHR = "1", + BP = 1:2, + A1 = "A", + A2 = "G", + fileIdx = 1:2, + stringsAsFactors = FALSE + ), + nSamples = 2L, + sampleIds = c("s1", "s2"), + pgenPtr = NULL + ) + e <- pecotmr:::.emptySketch(h) + expect_equal(nrow(pecotmr:::getSnpInfo(e)), 0L) + expect_equal(length(pecotmr:::getSampleIds(e)), 0L) +}) + +test_that("a missing or malformed afreq sidecar degrades to no frequencies", { + # The sidecar is optional; a bad one must not take the whole filter down, + # it just falls back to reading dosage. + expect_null(pecotmr:::.panelAfreqTable("/nonexistent/prefix")) + h <- new( + "GenotypeHandle", + path = "/tmp/x.gds", + format = "gds", + snpInfo = data.frame( + SNP = c("a", "b"), + CHR = "1", + BP = 1:2, + A1 = "A", + A2 = "G", + fileIdx = 1:2, + stringsAsFactors = FALSE + ), + nSamples = 2L, + sampleIds = c("s1", "s2"), + pgenPtr = NULL + ) + # The fast path is plink2-only. + expect_null(pecotmr:::.panelAfreqMaf(h, c("a", "b"))) +}) + +test_that("collinear design columns are reported, full-rank ones are not", { + full <- matrix( + c(1, 0, 0, 1), + 2L, + 2L, + dimnames = list(NULL, c("a", "b")) + ) + expect_equal( + pecotmr:::.edfrProblematicColnames(full, full), + character(0) + ) + # b is a multiple of a: QR pivots it past the rank boundary. + dup <- cbind(a = c(1, 0), b = c(2, 0)) + expect_equal(pecotmr:::.edfrProblematicColnames(dup, dup), "b") +}) + +test_that("computeLd refuses snpIdx against an already-materialized block", { + # snpIdx selects variants FROM a panel; a bare matrix is already the + # block, so accepting it would silently ignore the subscript. + expect_error( + computeLd(matrix(rnorm(20), 10L, 2L), snpIdx = 1L), + "`snpIdx` selects variants from a genotype panel" + ) +}) + + +# =========================================================================== +# Block-indexed sources and LdData subsetting +# =========================================================================== + +test_that("a block-indexed source must be addressable by block", { + # `block` only means something for a meta file, an ldInfo frame, a matrix + # or a list of them; anything else is refused rather than silently + # returning the wrong block. + expect_error( + pecotmr:::.loadLdFromIndexed("a string", 1L, FALSE), + "cannot address a character by block" + ) +}) + +test_that("a matrix and a list of matrices both address by block", { + R <- diag(3) + dimnames(R) <- list(c("v1", "v2", "v3"), c("v1", "v2", "v3")) + expect_s4_class(pecotmr:::.loadLdFromIndexed(R, 1L, FALSE), "LdData") + # The list form picks the requested element. + both <- pecotmr:::.loadLdFromIndexed(list(R, R), 2L, FALSE) + expect_s4_class(both, "LdData") + expect_equal(length(both), 3L) +}) + +test_that("materializing genotypes is a no-op without genotypes to read", { + # Both exits return the LdData untouched: not requested, and requested + # but the source is a correlation matrix with nothing to materialize. + R <- diag(3) + dimnames(R) <- list(c("v1", "v2", "v3"), c("v1", "v2", "v3")) + ld <- pecotmr:::.ldDataFromMatrix(R, isGenotype = FALSE) + expect_identical(pecotmr:::.ldApplyMaterialize(ld, FALSE), ld) + expect_identical(pecotmr:::.ldApplyMaterialize(ld, TRUE), ld) +}) + +test_that("subsetting an LdData narrows the correlation on both axes", { + R <- diag(3) + dimnames(R) <- list(c("v1", "v2", "v3"), c("v1", "v2", "v3")) + ld <- pecotmr:::.ldDataFromMatrix(R, isGenotype = FALSE) + out <- pecotmr:::.ldSubsetData(ld, c(1L, 3L)) + expect_equal(length(out), 2L) + expect_equal(dim(getCorrelation(out)), c(2L, 2L)) +}) + +# --------------------------------------------------------------------------- +# LdData narrowing and materialization: each genotype source shape (matrix, +# handle + snpIdx, mixture list) narrows differently, and only the matrix +# shape can be materialized. +# --------------------------------------------------------------------------- + +.ldcov_gr <- function(variant_ids, af = NULL) { + rp <- pecotmr:::parseVariantId(variant_ids) + rp$variant_id <- variant_ids + if (!is.null(af)) { + rp$allele_freq <- af + } + pecotmr:::.refPanelToGranges(rp) +} + +.ldcov_bm <- function(n) { + data.frame( + blockId = 1L, + chrom = "chr1", + blockStart = 100, + blockEnd = 100 * n, + size = n, + startIdx = 1L, + endIdx = n, + stringsAsFactors = FALSE + ) +} + +.ldcov_handle <- function() { + new( + "GenotypeHandle", + path = "/tmp/test.gds", + format = "gds", + snpInfo = data.frame(), + nSamples = 0L, + sampleIds = character(), + pgenPtr = NULL + ) +} + +test_that(".loadLdDedup passes through when there are no variant ids", { + # A GRanges with no variant_id column: getVariantIds() is NULL, so there + # is nothing to deduplicate against. + bare <- GenomicRanges::GRanges( + "chr1", + IRanges::IRanges(c(100, 200, 300), width = 1) + ) + ld <- LdData( + correlation = diag(3), + variants = bare, + blockMetadata = .ldcov_bm(3L) + ) + expect_null(getVariantIds(ld)) + expect_identical(pecotmr:::.loadLdDedup(ld), ld) +}) + +test_that(".ldApplyMonomorphic keeps an all-polymorphic block unchanged", { + v <- c("chr1:100:A:G", "chr1:200:C:T", "chr1:300:G:A") + ld <- LdData( + correlation = diag(3), + variants = .ldcov_gr(v, af = c(0.2, 0.3, 0.4)), + blockMetadata = .ldcov_bm(3L) + ) + # Every allele_freq is strictly inside (0, 1), so no subset is taken. + expect_identical(pecotmr:::.ldApplyMonomorphic(ld, TRUE), ld) +}) + +test_that(".ldApplyMonomorphic needs an allele_freq column to act", { + v <- c("chr1:100:A:G", "chr1:200:C:T", "chr1:300:G:A") + ld <- LdData( + correlation = diag(3), + variants = .ldcov_gr(v), + blockMetadata = .ldcov_bm(3L) + ) + # No frequencies to judge monomorphism by, so the request is a no-op + # rather than an error -- distinct from the all-polymorphic case. + expect_false(is_in("allele_freq", colnames(getRefPanel(ld)))) + expect_identical(pecotmr:::.ldApplyMonomorphic(ld, TRUE), ld) +}) + +test_that(".ldApplyMonomorphic drops monomorphic variants", { + v <- c("chr1:100:A:G", "chr1:200:C:T", "chr1:300:G:A") + ld <- LdData( + correlation = diag(3), + variants = .ldcov_gr(v, af = c(0.2, 0.0, 0.4)), + blockMetadata = .ldcov_bm(3L) + ) + out <- pecotmr:::.ldApplyMonomorphic(ld, TRUE) + expect_equal(getVariantIds(out), c("chr1:100:A:G", "chr1:300:G:A")) + expect_equal(dim(getCorrelation(out)), c(2L, 2L)) +}) + +test_that(".ldApplyMaterialize leaves a mixture list alone", { + v <- c("chr1:100:A:G", "chr1:200:C:T", "chr1:300:G:A") + m1 <- matrix(0, nrow = 4L, ncol = 3L, dimnames = list(NULL, v)) + m2 <- matrix(1, nrow = 4L, ncol = 3L, dimnames = list(NULL, v)) + ld <- LdData( + correlation = NULL, + genotypeHandle = list(m1, m2), + mixtureWeights = c(0.5, 0.5), + variants = .ldcov_gr(v), + blockMetadata = .ldcov_bm(3L) + ) + # getGenotypes() on a mixture returns a LIST of dosage matrices; there is + # no single matrix to fold into the object. + expect_false(is.matrix(getGenotypes(ld))) + expect_identical(pecotmr:::.ldApplyMaterialize(ld, TRUE), ld) +}) + +test_that(".ldSubsetData narrows a dosage matrix by column", { + v <- c("chr1:100:A:G", "chr1:200:C:T", "chr1:300:G:A") + m <- matrix(0, nrow = 4L, ncol = 3L, dimnames = list(NULL, v)) + ld <- LdData( + correlation = NULL, + genotypeHandle = m, + snpIdx = NULL, + variants = .ldcov_gr(v), + blockMetadata = .ldcov_bm(3L) + ) + out <- pecotmr:::.ldSubsetData(ld, c(1L, 3L)) + expect_equal(dim(pecotmr:::getGenotypeHandle(out)), c(4L, 2L)) + expect_equal(getVariantIds(out), c("chr1:100:A:G", "chr1:300:G:A")) +}) + +test_that(".ldSubsetData narrows a handle through snpIdx", { + v <- c("chr1:100:A:G", "chr1:200:C:T", "chr1:300:G:A") + ld <- LdData( + correlation = NULL, + genotypeHandle = .ldcov_handle(), + snpIdx = c(5L, 6L, 7L), + variants = .ldcov_gr(v), + blockMetadata = .ldcov_bm(3L) + ) + out <- pecotmr:::.ldSubsetData(ld, c(1L, 3L)) + # The handle is untouched; snpIdx selects into its full snpInfo, so + # subsetting picks positions 1 and 3 OF THE INDEX, not of the file. + expect_equal(pecotmr:::getSnpIdx(out), c(5L, 7L)) + expect_equal(getVariantIds(out), c("chr1:100:A:G", "chr1:300:G:A")) +}) + +test_that(".ldSketchMatchIds returns bare ids when alleles are absent", { + gr <- GenomicRanges::GRanges( + "chr1", + IRanges::IRanges(c(100, 200), width = 1) + ) + S4Vectors::mcols(gr)$SNP <- c("chr1:100:A:G", "chr1:200:C:T") + se <- SummarizedExperiment::SummarizedExperiment( + assays = list(x = matrix(0, nrow = 2L, ncol = 1L)), + rowRanges = gr + ) + # With no A1/A2 columns there is nothing to repair the ids against. + expect_equal( + pecotmr:::.ldSketchMatchIds(se), + c("chr1:100:A:G", "chr1:200:C:T") + ) +}) + +test_that(".panelVariantFilter is a no-op without a sketch", { + v <- c("chr1:100:A:G", "chr1:200:C:T", "chr1:300:G:A") + # An active cutoff still cannot filter anything with no panel to read + # frequencies from. + expect_equal( + pecotmr:::.panelVariantFilter(NULL, v, mafCutoff = 0.01), + v + ) + expect_equal( + pecotmr:::.panelVariantFilter(NULL, character(0), mafCutoff = 0.01), + character(0) + ) +}) + +test_that(".panelVariantFilter is a no-op when nothing matches the panel", { + gr <- GenomicRanges::GRanges( + "chr1", + IRanges::IRanges(c(100, 200), width = 1) + ) + S4Vectors::mcols(gr)$SNP <- c("chr1:100:A:G", "chr1:200:C:T") + sketch <- SummarizedExperiment::SummarizedExperiment( + assays = list(x = matrix(0, nrow = 2L, ncol = 1L)), + rowRanges = gr + ) + ids <- c("chr9:999:A:G", "chr9:888:C:T") + # The sketch exists but shares no variant with the request, so there is + # no frequency to filter on and the ids pass through untouched. + expect_equal( + pecotmr:::.panelVariantFilter(sketch, ids, mafCutoff = 0.01), + ids + ) +}) + +test_that(".ldSketchNullGuard names the label in its strict error", { + expect_error( + pecotmr:::.ldSketchNullGuard("Q", NULL, "myPipe", "myLabel", "strict"), + "ldSketch on `myLabel` is non-NULL" + ) + expect_error( + pecotmr:::.ldSketchNullGuard("Q", NULL, "myPipe", NULL, "strict"), + "qtl ldSketch is non-NULL" + ) + # lenient tolerates the same input. + expect_true( + pecotmr:::.ldSketchNullGuard("Q", NULL, "myPipe", "myLabel", "lenient") + ) +}) + +test_that(".ldSketchCheckContent rejects panels on different chromosomes", { + mkSe <- function(chr, pos) { + g <- GenomicRanges::GRanges(chr, IRanges::IRanges(pos, width = 1)) + S4Vectors::mcols(g)$SNP <- str_c(chr, ":", pos, ":A:G") + SummarizedExperiment::SummarizedExperiment( + assays = list(x = matrix(0, nrow = length(pos), ncol = 1L)), + rowRanges = g + ) + } + expect_error( + pecotmr:::.ldSketchCheckContent( + mkSe("chr1", c(100, 200)), + mkSe("chr2", c(100, 200)), + "myPipe", + " between X and Y" + ), + "differ in column CHR between X and Y" + ) +}) + +test_that(".blockPairMessages is silent on a clean block pair", { + v <- c("chr1:100:A:G", "chr1:200:C:T", "chr1:300:G:A") + m <- diag(3) + rownames(m) <- colnames(m) <- v + # Cross-block correlation is zero everywhere, which is what a correct + # block structure looks like. + bm <- data.frame(startIdx = c(1L, 2L), endIdx = c(1L, 3L)) + expect_equal( + pecotmr:::.blockPairMessages(1L, 2L, bm, m, v, 3L), + character(0) + ) +}) + +test_that(".dropCollinearPickCor is reproducible under a seed", { + X <- cbind(a = c(1, 2, 3, 4, 5), b = c(1, 2, 3, 4, 5.0001)) + first <- pecotmr:::.dropCollinearPickCor(X, c(1L, 2L), FALSE, seed = 42L) + second <- pecotmr:::.dropCollinearPickCor(X, c(1L, 2L), FALSE, seed = 42L) + # Two candidates means the choice is random; the seed pins it. + expect_identical(first, second) + expect_true(first %in% c(1L, 2L)) +}) + +test_that("extractLdMatrix returns the correlation when genotypes are absent", { + v <- c("chr1:100:A:G", "chr1:200:C:T", "chr1:300:G:A") + ld <- LdData( + correlation = diag(3), + variants = .ldcov_gr(v), + blockMetadata = .ldcov_bm(3L) + ) + expect_false(hasGenotypes(ld)) + # wantGenotype is honoured only when genotypes exist; otherwise the + # correlation is returned rather than erroring. + expect_equal(dim(pecotmr:::extractLdMatrix(ld)), c(3L, 3L)) + expect_equal( + dim(pecotmr:::extractLdMatrix(ld, wantGenotype = TRUE)), + c(3L, 3L) + ) +}) + +# --------------------------------------------------------------------------- +# computeLd default index: with snpIdx = NULL every variant in the panel is +# used, on both the in-memory and the on-disk route. +# --------------------------------------------------------------------------- + +test_that("computeLd(panel) defaults to the panel's whole variant set", { + panel <- readGenotypes( + path = test_path("test_data", "test_variants.gds"), + format = "gds" + ) + sub <- panel[1:6, ] + R <- computeLd(sub) + expect_equal(dim(R), c(6L, 6L)) + expect_equal(unname(diag(R)), rep(1, 6L)) + # The NULL default must agree with spelling the index out. + expect_equal(unname(R), unname(computeLd(sub, snpIdx = 1:6))) +}) + +test_that("computeLd(onDisk) defaults to every variant in the panel", { + skip_if_not_installed("SNPRelate") + handle <- readGenotypeHandle( + test_path("test_data", "test_variants.gds"), + format = "gds" + ) + R <- computeLd(handle, backend = "snprelate", onDisk = TRUE) + n <- nrow(pecotmr:::getSnpInfo(handle)) + expect_equal(dim(R), c(n, n)) + expect_identical(rownames(R), pecotmr:::getSnpInfo(handle)$SNP) +}) + +test_that("computeLd(onDisk) applies shrinkage toward the identity", { + skip_if_not_installed("SNPRelate") + handle <- readGenotypeHandle( + test_path("test_data", "test_variants.gds"), + format = "gds" + ) + idx <- 1:6 + plain <- computeLd(handle, snpIdx = idx, backend = "snprelate", + onDisk = TRUE) + shrunk <- computeLd(handle, snpIdx = idx, backend = "snprelate", + onDisk = TRUE, shrinkage = 0.5) + # (1 - s) * R + s * I: off-diagonals halve, the diagonal stays 1. + expect_equal(unname(diag(shrunk)), rep(1, length(idx))) + expect_equal( + unname(shrunk[upper.tri(shrunk)]), + unname(0.5 * plain[upper.tri(plain)]) + ) +}) + +# --------------------------------------------------------------------------- +# .ldInfoBlock: an `ldInfo` row names the LD matrix, and the variant metadata +# is either named alongside it or auto-detected from the LD path. +# --------------------------------------------------------------------------- + +test_that(".ldInfoBlock reads a block with an explicit SNP_file", { + ldFile <- file.path( + geno_test_data_dir, + "LD_block_1.chr1_1000_1200.float16.txt.xz" + ) + bimFile <- file.path( + geno_test_data_dir, + "LD_block_1.chr1_1000_1200.float16.bim" + ) + out <- pecotmr:::.ldInfoBlock( + data.frame( + LD_file = ldFile, + SNP_file = bimFile, + stringsAsFactors = FALSE + ), + 1L + ) + # Both ldInfo sources return an LdData, so the post-load chain does not + # have to branch on which kind of LD_file it was given. + expect_s4_class(out, "LdData") + expect_equal(dim(getCorrelation(out)), c(5L, 5L)) + expect_equal( + head(getVariantIds(out), 3L), + c("chr1:1000:A:G", "chr1:1040:A:G", "chr1:1080:A:G") + ) + # The .bim coordinates are carried through rather than replaced with the + # chrNA:1..n placeholders a bare matrix would get. + refPanel <- getRefPanel(out) + expect_equal(as.character(refPanel$chrom[[1L]]), "chr1") + expect_equal(as.integer(refPanel$pos[[1L]]), 1000L) +}) + +test_that("loadLdMatrix reads an ldInfo table of precomputed LD", { + info <- data.frame( + LD_file = file.path( + geno_test_data_dir, + "LD_block_1.chr1_1000_1200.float16.txt.xz" + ), + SNP_file = file.path( + geno_test_data_dir, + "LD_block_1.chr1_1000_1200.float16.bim" + ), + stringsAsFactors = FALSE + ) + # End-to-end: the whole post-load chain (dedup, monomorphic, subsample, + # materialize) runs against a precomputed block, not just a genotype one. + out <- loadLdMatrix(info, block = 1L) + expect_s4_class(out, "LdData") + expect_equal(length(getVariantIds(out)), 5L) + expect_equal(unname(diag(getCorrelation(out))), rep(1, 5L)) +}) + +test_that(".ldInfoBlock auto-detects the variant file beside the matrix", { + # Auto-detection APPENDS the suffix to the LD path, so the companion of + # `block.cor.xz` is `block.cor.xz.bim` -- not a sibling with the LD + # extension swapped out. + dir <- withr::local_tempdir() + ldFile <- file.path(dir, "block.cor.xz") + file.copy( + file.path( + geno_test_data_dir, + "LD_block_1.chr1_1000_1200.float16.txt.xz" + ), + ldFile + ) + file.copy( + file.path( + geno_test_data_dir, + "LD_block_1.chr1_1000_1200.float16.bim" + ), + str_c(ldFile, ".bim") + ) + auto <- pecotmr:::.ldInfoBlock( + data.frame(LD_file = ldFile, stringsAsFactors = FALSE), + 1L + ) + explicit <- pecotmr:::.ldInfoBlock( + data.frame( + LD_file = ldFile, + SNP_file = str_c(ldFile, ".bim"), + stringsAsFactors = FALSE + ), + 1L + ) + expect_identical(auto, explicit) + expect_s4_class(auto, "LdData") + expect_equal(dim(getCorrelation(auto)), c(5L, 5L)) +}) + +test_that(".ldInfoBlock requires an LD_file column", { + expect_error( + pecotmr:::.ldInfoBlock(data.frame(x = 1), 1L), + "needs an `LD_file` column" + ) +}) + +test_that(".panelAfreqMaf returns NULL when no sidecar exists at all", { + skip_if_not_installed("pgenlibr") + # This plink2 fixture ships without an .afreq, so every shard's table is + # absent -- distinct from the partial-sidecar case above. + handle <- readGenotypeHandle( + test_path("test_data/test_variants_chr22"), + format = "plink2" + ) + expect_equal(pecotmr:::getFormat(handle), "plink2") + expect_null( + pecotmr:::.panelAfreqMaf( + handle, + as.character(pecotmr:::getSnpInfo(handle)$SNP) + ) + ) +}) diff --git a/tests/testthat/test_ldData.R b/tests/testthat/test_ldData.R index 2642b96c..7373effd 100644 --- a/tests/testthat/test_ldData.R +++ b/tests/testthat/test_ldData.R @@ -852,3 +852,21 @@ test_that("blockMetadata takes ranges as well as tables", { expect_s4_class(ld, "LdData") } }) + + +test_that("show() labels a list-valued correlation block-diagonal", { + # Only single-matrix LdData objects were ever printed, so the other arm + # of the label was never produced. + ld <- makeTestLdDataMultiBlock(sizes = c(2L, 2L)) + expect_output(show(ld), "block-diagonal") + expect_output(show(ld), "LdData: 4 variants") +}) + + +test_that("an LdData refuses to be subset", { + # Narrowing would leave the correlation and snpIdx describing variants + # that are no longer present, so `[` errors rather than half-working. + ld <- makeTestLdData(n = 3L) + expect_error(ld[1:2], "an LdData cannot be subset") + expect_error(ld[1:2, ], "an LdData cannot be subset") +}) diff --git a/tests/testthat/test_manifestLoaders.R b/tests/testthat/test_manifestLoaders.R index f9e4e486..0c7cf008 100644 --- a/tests/testthat/test_manifestLoaders.R +++ b/tests/testthat/test_manifestLoaders.R @@ -1678,3 +1678,81 @@ test_that("loadGwasSumStatsFromManifest splits by LD block when asked", { # Same variants either way, just distributed across the blocks. expect_equal(sum(lengths(split)), sum(lengths(plain))) }) + + +test_that("containment checking is skipped when there is no LD sketch", { + # Nothing to contain the variants in, so the check is a no-op rather than + # an error about a missing panel. + expect_null( + pecotmr:::.qtlSumStatsCheckContainment(NULL, NULL, NULL, 0.5) + ) +}) + +test_that(".deriveAllelesFromVariantId passes through with no id column", { + df <- data.frame(foo = 1, bar = 2) + # Neither an allele column nor a resolvable variant_id: the missing-field + # error belongs to the caller, so nothing is derived or raised here. + expect_identical( + pecotmr:::.deriveAllelesFromVariantId( + df, + order = c("A1", "A2"), + mapping = NULL, + label = "lab" + ), + df + ) +}) + +test_that(".resolveGenoCov accepts a single genotypeCovariatePath", { + dir <- withr::local_tempdir() + covPath <- file.path(dir, "cov.tsv") + cov <- data.frame( + id = c("c1", "c2"), + s1 = c(0.1, 0.3), + s2 = c(0.2, 0.4), + stringsAsFactors = FALSE + ) + readr::write_tsv(cov, covPath, progress = FALSE) + rows <- data.frame( + genotypeCovariatePath = c("cov.tsv", "cov.tsv", NA), + stringsAsFactors = FALSE + ) + # Repeated identical paths collapse to one; only a genuine conflict errors. + out <- pecotmr:::.resolveGenoCov(rows, "s1", dir, FALSE, NULL) + expect_true(is.matrix(out)) + expect_equal(nrow(out), 2L) + conflicting <- data.frame( + genotypeCovariatePath = c("a.tsv", "b.tsv"), + stringsAsFactors = FALSE + ) + expect_error( + pecotmr:::.resolveGenoCov(conflicting, "s1", dir, FALSE, NULL), + "references multiple genotypeCovariatePath values" + ) + # Blank / NA paths leave nothing to resolve, which yields the empty + # covariate matrix rather than an error. + none <- data.frame( + genotypeCovariatePath = c(NA, ""), + stringsAsFactors = FALSE + ) + empty <- pecotmr:::.resolveGenoCov(none, "s1", dir, FALSE, NULL) + expect_true(is.matrix(empty)) + expect_equal(dim(empty), c(0L, 0L)) +}) + +test_that(".readTabixRegion returns a bare tibble for a headerless file", { + skip_if_not_installed("Rsamtools") + dir <- withr::local_tempdir() + plain <- file.path(dir, "noheader.tsv") + writeLines(c("chr1\t100\t200\tA", "chr1\t300\t400\tB"), plain) + bgz <- Rsamtools::bgzip(plain, file.path(dir, "noheader.tsv.bgz"), + overwrite = TRUE) + Rsamtools::indexTabix(bgz, seq = 1L, start = 2L, end = 3L) + # With no "#" header line there are no column names to build an empty + # frame from, so the miss returns a column-less tibble. + expect_length(Rsamtools::headerTabix(Rsamtools::TabixFile(bgz))$header, 0L) + out <- pecotmr:::.readTabixRegion(bgz, "chr9:1-100") + expect_s3_class(out, "tbl_df") + expect_equal(nrow(out), 0L) + expect_equal(ncol(out), 0L) +}) diff --git a/tests/testthat/test_mashPipeline.R b/tests/testthat/test_mashPipeline.R index c27b3bdd..09b9a690 100644 --- a/tests/testthat/test_mashPipeline.R +++ b/tests/testthat/test_mashPipeline.R @@ -1760,3 +1760,49 @@ test_that("mashPosterior: default (NULL) vhat and excludeCondition dropping ever "drops every condition" ) }) + + +test_that("contrast rows fall back to the positional index when unnamed", { + # posteriorMean usually carries feature rownames, but an unnamed matrix + # still needs a feature_id -- the position, not NA, so the contrast table + # stays joinable. + f <- pecotmr:::.mashContrastDf + pm <- matrix(1:4, 2L, 2L) + d <- f( + 1L, + pm, + "c1", + matrix(0.1, 2L, 1L), + matrix(0.2, 2L, 1L), + matrix(0.3, 2L, 1L) + ) + expect_equal(d$feature_id, "1") + rownames(pm) <- c("f1", "f2") + d2 <- f( + 2L, + pm, + "c1", + matrix(0.1, 2L, 1L), + matrix(0.2, 2L, 1L), + matrix(0.3, 2L, 1L) + ) + expect_equal(d2$feature_id, "f2") +}) + +test_that(".mashUdFit re-raises an unrelated udr failure unchanged", { + skip_if_not_installed("udr") + local_mocked_bindings(.mashUdControl = function(...) list(), + .package = "pecotmr") + # Only the ud_ted i.i.d. incompatibility is rewrapped; anything else must + # surface as itself rather than being swallowed into a NULL fit. + expect_error( + with_mocked_bindings( + pecotmr:::.mashUdFit( + NULL, list(Bhat = matrix(0, 2L, 2L)), "ud_ted", list() + ), + ud_fit = function(...) stop("totally unrelated failure"), + .package = "udr" + ), + "totally unrelated failure" + ) +}) diff --git a/tests/testthat/test_mashWrapper.R b/tests/testthat/test_mashWrapper.R index 1d87cd43..f678c030 100644 --- a/tests/testthat/test_mashWrapper.R +++ b/tests/testthat/test_mashWrapper.R @@ -2013,3 +2013,43 @@ test_that("mashInput: independentVariants matches across allele flip + chr prefi expect_true(length(rn_ids) > 0L) expect_true(all(rn_ids %in% paste0("chr1:", c(100, 200, 300), ":A:G"))) }) + + +test_that("a NULL partition passes through as NULL", { + expect_null(pecotmr:::.mashAsDataFrameOrNull(NULL)) + # A matrix becomes a base data.frame, keeping the variant-id rownames the + # downstream combine step relies on. + m <- matrix( + 1:4, + 2L, + 2L, + dimnames = list(c("v1", "v2"), c("a", "b")) + ) + out <- pecotmr:::.mashAsDataFrameOrNull(m) + expect_s3_class(out, "data.frame") + expect_equal(rownames(out), c("v1", "v2")) +}) + +test_that(".qtlSumStatsFromMatrix synthesises coords for unparseable ids", { + local_mocked_bindings( + parseVariantId = function(...) stop("bad"), + .package = "pecotmr" + ) + out <- pecotmr:::.qtlSumStatsFromMatrix( + vids = c("weird1", "weird2"), + nCond = 1L, + study = "s1", + ldSketch = NULL, + context = "cA", + trait = "g1", + genome = "hg19", + role = "input", + mcolFn = function(i, k) list(Z = c(1, 2)) + ) + expect_s4_class(out, "QtlSumStats") + gr <- out[[1L]] + # Ids that carry no coordinates land on chr1 at their own row index, so + # the object stays well-formed instead of failing to build. + expect_equal(as.character(GenomicRanges::seqnames(gr)), c("chr1", "chr1")) + expect_equal(GenomicRanges::start(gr), c(1L, 2L)) +}) diff --git a/tests/testthat/test_qtlAssociationPostprocess.R b/tests/testthat/test_qtlAssociationPostprocess.R index e992c3c4..83653d2b 100644 --- a/tests/testthat/test_qtlAssociationPostprocess.R +++ b/tests/testthat/test_qtlAssociationPostprocess.R @@ -474,3 +474,48 @@ test_that("getSignificantQtls(bonferroni_filtered) applies the derived rule on t )) expect_equal(length(sig), expN) }) + +test_that(".qapSignificanceMask returns empty masks for an unknown method", { + # Both public callers wrap this in arg_match(), so the fall-through is + # only reachable by calling the helper directly. It is tested here so the + # contract is explicit: an unrecognized method yields the untouched empty + # masks rather than erroring or silently returning the wrong ones. + g <- GenomicRanges::GRanges( + "chr1", + IRanges::IRanges(c(100, 200), width = 1) + ) + S4Vectors::mcols(g)$variant_id <- c("chr1:100:A:G", "chr1:200:C:T") + S4Vectors::mcols(g)$Z <- c(1, 2) + S4Vectors::mcols(g)$N <- c(10L, 10L) + qss <- QtlSumStats( + study = "s1", context = "c1", trait = "g1", + entry = list(g), genome = "hg19" + ) + local_mocked_bindings( + getQcInfo = function(x) { + list(associationPostprocess = list( + fdrThreshold = 0.05, + pvalueCol = "pval_nominal" + )) + }, + .qapEmptyMask = function(i, x, pcol) str_c("EMPTY", i), + .package = "pecotmr" + ) + expect_equal( + pecotmr:::.qapSignificanceMask(qss, "not_a_method", 0.05), + list("EMPTY1") + ) +}) + +test_that(".qapPermutationCols reuses a supplied q_beta", { + x <- list( + p_beta = c(0.01, 0.2), + q_beta = c(0.02, 0.3), + beta_shape1 = c(1, 1), + beta_shape2 = c(1, 1), + pval_nominal = c(0.01, 0.2) + ) + cols <- pecotmr:::.qapPermutationCols(x, 0.05) + # q_beta is already present, so it is not recomputed or re-added. + expect_setequal(names(cols), c("fdr_beta", "p_nominal_threshold")) +}) diff --git a/tests/testthat/test_qtlEnrichmentPipeline.R b/tests/testthat/test_qtlEnrichmentPipeline.R index 5e9e7484..6ebe5006 100644 --- a/tests/testthat/test_qtlEnrichmentPipeline.R +++ b/tests/testthat/test_qtlEnrichmentPipeline.R @@ -1056,3 +1056,44 @@ test_that("qtlEnrichmentPipeline: a tuple with no usable QTL regions warns and i ) expect_equal(nrow(out), 0L) }) + +test_that(".enrRunEnrichment turns a stored alignment failure into a warning", { + cnd <- simpleCondition("boom") + class(cnd) <- c("simpleError", "error", "condition") + # The alignment failure was captured earlier and stored in place of the + # aligned data; re-signalling it here routes it through the same handler + # a live failure would take. + expect_warning( + out <- pecotmr:::.enrRunEnrichment( + 1L, + gwasPip = NULL, + k = 1L, + p = list(alignedByTuple = list(cnd)) + ), + "qtlEnrichment failed" + ) + expect_null(out) +}) + +test_that(".enrBuildQtlRegionsList reads prior variance under either name", { + pip <- c(v1 = 0.5, v2 = 0.5) + run <- function(fit) { + local_mocked_bindings( + .enrMatchRows = function(qtlFmr, ident) 1L, + .fmrRowParts = function(qtlFmr, i) "parts", + getSusieFit = function(parts) fit, + .package = "pecotmr" + ) + pecotmr:::.enrBuildQtlRegionsList("fmr", "ident") + } + base <- list(alpha = matrix(0.5, 1L, 2L), pip = pip) + # `V` is susie's name for it; `prior_variance` is the older one. Either + # is accepted, and a fit carrying neither is skipped rather than kept + # with a NULL prior. + expect_equal(run(c(base, list(V = 0.7)))[[1L]]$prior_variance, 0.7) + expect_equal( + run(c(base, list(prior_variance = 0.3)))[[1L]]$prior_variance, + 0.3 + ) + expect_length(run(base), 0L) +}) diff --git a/tests/testthat/test_qtlSumStats.R b/tests/testthat/test_qtlSumStats.R index e7fbcc28..efd2c577 100644 --- a/tests/testthat/test_qtlSumStats.R +++ b/tests/testthat/test_qtlSumStats.R @@ -603,3 +603,63 @@ test_that("combineQtlSumStats() passes a lone input through and validates", { "every input must be a QtlSumStats" ) }) + + +# =========================================================================== +# Trait-distance annotation and validity messages +# =========================================================================== + +test_that("trait distances are added to an entry that carries no mcols", { + # Regression: mcols() on a bare GRanges is a zero-COLUMN DataFrame that + # still has one row per variant. Swapping it for DataFrame(row.names = + # NULL) discarded the row count and the assignment died with + # "2 elements in value to replace 0 elements". + gr <- GenomicRanges::GRanges( + "chr1", + IRanges::IRanges(c(10L, 20L), width = 1L) + ) + tp <- GenomicRanges::GRanges("chr1", IRanges::IRanges(5L, width = 1L)) + out <- pecotmr:::.qssAppendTraitDist(1L, list(gr), tp) + expect_equal(S4Vectors::mcols(out)$tss_distance, c(5L, 15L)) + expect_equal(S4Vectors::mcols(out)$tes_distance, c(5L, 15L)) +}) + +test_that("existing mcols survive the trait-distance annotation", { + gr <- GenomicRanges::GRanges( + "chr1", + IRanges::IRanges(c(10L, 20L), width = 1L) + ) + S4Vectors::mcols(gr) <- S4Vectors::DataFrame(z = c(1.5, 2.5)) + tp <- GenomicRanges::GRanges("chr1", IRanges::IRanges(5L, width = 1L)) + out <- pecotmr:::.qssAppendTraitDist(1L, list(gr), tp) + expect_equal( + colnames(S4Vectors::mcols(out)), + c("z", "tss_distance", "tes_distance") + ) + expect_equal(S4Vectors::mcols(out)$z, c(1.5, 2.5)) +}) + +test_that("an entry with no variants is returned untouched", { + gr0 <- GenomicRanges::GRanges() + tp <- GenomicRanges::GRanges("chr1", IRanges::IRanges(5L, width = 1L)) + expect_equal(length(pecotmr:::.qssAppendTraitDist(1L, list(gr0), tp)), 0L) +}) + +test_that("validity names the identity columns that are missing", { + data(qtlSumStatsExample) + bad <- qtlSumStatsExample + S4Vectors::mcols(bad)$trait <- NULL + expect_equal( + pecotmr:::.qssCheckRequiredCols(bad), + "missing columns: trait" + ) + expect_null(pecotmr:::.qssCheckRequiredCols(qtlSumStatsExample)) +}) + +test_that(".appendTraitDistances is a no-op without a trait position", { + entry <- list( + GenomicRanges::GRanges("chr1", IRanges::IRanges(100, width = 1)) + ) + # No anchor to measure TSS/TES distance from, so entries pass through. + expect_identical(pecotmr:::.appendTraitDistances(entry, NULL), entry) +}) diff --git a/tests/testthat/test_sldscPostprocessingPipeline.R b/tests/testthat/test_sldscPostprocessingPipeline.R index 352cbf93..ba7fa176 100644 --- a/tests/testthat/test_sldscPostprocessingPipeline.R +++ b/tests/testthat/test_sldscPostprocessingPipeline.R @@ -275,3 +275,52 @@ test_that("pipeline warns and skips a joint run that fails to standardize", { # the single side still produced an estimate expect_false(is.na(res$per_trait$traitX$summary$tauStarSingle[1])) }) + + +test_that("target stats default every annotation to non-binary", { + # With no binary flags supplied, nothing is treated as binary rather than + # the flags being dropped -- enrichment needs one entry per target. + sd <- set_names(c(1, 2), c("t1", "t2")) + out <- pecotmr:::.sldscTargetStats(sd, logical(0), c("t1", "t2")) + expect_equal(unname(out$isBinary), c(FALSE, FALSE)) + expect_equal(names(out$isBinary), c("t1", "t2")) + # Supplied flags are subset to the targets. + out2 <- pecotmr:::.sldscTargetStats( + sd, + set_names(c(TRUE, FALSE), c("t1", "t2")), + "t1" + ) + expect_true(unname(out2$isBinary)) +}) + +test_that(".sldscCollectSingle returns empty parts for no standardizations", { + out <- pecotmr:::.sldscCollectSingle(list()) + expect_null(out$singleDf) + expect_null(out$blocksSingle) + expect_length(out$singleH2gs, 0L) +}) + +test_that(".sldscTraitSingle tolerates a trait with no single-mode runs", { + local_mocked_bindings( + getTraitRun = function(...) NULL, + .package = "pecotmr" + ) + ctx <- list(sldscData = NULL, targetCategories = c("t1", "t2")) + out <- pecotmr:::.sldscTraitSingle("tr", ctx) + # NULL becomes an empty list so the min() below it stays well-defined. + expect_setequal(names(out), c("singleDf", "blocksSingle", "singleH2gs")) + expect_null(out$singleDf) +}) + +test_that(".sldscFallbackMessage says '(none)' with no baseline categories", { + expect_message( + pecotmr:::.sldscFallbackMessage( + list(categories = c("a", "b")), + oldNames = "x", + targetCategories = "a", + nTarget = 1L, + nBaseline = 0L + ), + "baseline \\(0\\): \\(none\\)" + ) +}) diff --git a/tests/testthat/test_sldscWrapper.R b/tests/testthat/test_sldscWrapper.R index 547c4420..a9fe37eb 100644 --- a/tests/testthat/test_sldscWrapper.R +++ b/tests/testthat/test_sldscWrapper.R @@ -850,3 +850,35 @@ test_that(".sldscViewForMeta returns NULL when no matching columns", { view <- fn(per_trait, "single") expect_null(view$traitX) }) + + +test_that("a constant annotation column contributes no variance", { + # var() of a constant is 0 and of an all-NA column is NA; both must come + # back as 0 so the column simply drops out of the weighted sum rather + # than poisoning it with NA. + f <- pecotmr:::.sldscColVarContrib + expect_equal(f("a", data.frame(a = c(1, 1, 1)), 2), 0) + expect_equal(f("a", data.frame(a = c(NA_real_, NA_real_)), 2), 0) + expect_equal(f("a", data.frame(a = c(1, 2, 3)), 2), 2) +}) + +test_that("readSldscAnnot accepts annotCols by position", { + dir <- withr::local_tempdir() + for (chr in 1:2) { + .make_annot_gz(dir, chr) + } + # A numeric annotCols indexes into the DETECTED columns, so 1 is the + # first annotation rather than the first column of the file. + one <- readSldscAnnot(dir, annotCols = 1L) + expect_true(is_in("annot_A", names(one))) + expect_false(is_in("annot_B", names(one))) + both <- readSldscAnnot(dir, annotCols = c(1L, 2L)) + expect_true(all(is_in(c("annot_A", "annot_B"), names(both)))) +}) + +test_that("sldscSubsetMeta requires a per_trait element", { + expect_error( + sldscSubsetMeta(list(other = 1), subsetTraits = "t1"), + "has no `per_trait` element" + ) +}) diff --git a/tests/testthat/test_tupleSelectors.R b/tests/testthat/test_tupleSelectors.R index 2ab70715..16ff494a 100644 --- a/tests/testthat/test_tupleSelectors.R +++ b/tests/testthat/test_tupleSelectors.R @@ -491,3 +491,140 @@ test_that(".validateTraitPosColumn: reports non-GRanges and wrong-length traitPo 0L ) }) + + +test_that("an exemplar column absent from every part is NULL", { + # Callers draw the name from allCols so in practice some part has it; the + # fallthrough is the honest answer when none does, not an error. + expect_null(pecotmr:::.exemplarColumn("nosuchcol", list())) +}) + + +# =========================================================================== +# Combining collections: QC records and chromosome-path unions +# =========================================================================== + +test_that("combining inputs that carry no QC record yields an empty audit", { + # Empty, not a fabricated record: claiming QC that never ran would be + # worse than reporting none. + expect_equal(pecotmr:::.ssCombineQcInfo(list(), "combineX"), list()) +}) + +test_that("chromosome paths union when they agree and abort when they clash", { + # A sharded sketch routes a row to its file by CHR, so one chromosome + # mapping to two files means the parts are not the same panel at all. + mk <- function(paths) { + new( + "GenotypeHandle", + path = "/tmp/x.gds", + format = "gds", + snpInfo = data.frame( + SNP = "a", + CHR = "1", + BP = 1L, + A1 = "A", + A2 = "G", + fileIdx = 1L, + stringsAsFactors = FALSE + ), + nSamples = 1L, + sampleIds = "s1", + pgenPtr = NULL, + chromPaths = paths + ) + } + h1 <- mk(c("1" = "/data/chr1.pgen")) + h2 <- mk(c("1" = "/data/chr1.pgen", "2" = "/data/chr2.pgen")) + out <- pecotmr:::.ssUnionChromPaths(list(h1, h2), "combineX") + expect_equal(sort(names(out)), c("1", "2")) + expect_equal(unname(out[["1"]]), "/data/chr1.pgen") + # Same chromosome, different file -> refused. + h3 <- mk(c("1" = "/other/chr1.pgen")) + expect_error( + pecotmr:::.ssUnionChromPaths(list(h1, h3), "combineX"), + "chromosome '1' maps to two different genotype" + ) +}) + + +# =========================================================================== +# Row-payload coercion and unmerged collection slots +# =========================================================================== + +test_that("an empty collection coerces to itself, not to a row", { + # getFineMappingResult() hands over a single-row COLLECTION, so the + # coercion has to accept that shape -- but an empty one has no row to + # extract and must come back untouched. + data(qtlFineMappingExample, twasWeightsExample) + expect_s4_class( + pecotmr:::.asFmRowPayload(qtlFineMappingExample[0]), + "QtlFineMappingResult" + ) + expect_s4_class( + pecotmr:::.asTwRowPayload(twasWeightsExample[0]), + "TwasWeights" + ) + # A populated one becomes the row payload. + expect_s4_class( + pecotmr:::.asFmRowPayload(qtlFineMappingExample), + "FineMappingRow" + ) + expect_s4_class( + pecotmr:::.asTwRowPayload(twasWeightsExample), + "TwasWeightsRow" + ) + # Anything that is not a collection passes straight through. + expect_equal(pecotmr:::.asFmRowPayload(42), 42) + expect_equal(pecotmr:::.asTwRowPayload("x"), "x") +}) + +test_that("a collection-level slot with no merge rule is refused", { + # Silently dropping a slot when combining would lose provenance, so an + # unrecognised one is an error naming the slot(s) and the class. + setClass( + "TsExtraKid", + contains = "RangedTupleList", + representation( + genome = "character", + ldSketch = "ANY", + surprise = "character" + ) + ) + k <- new( + "TsExtraKid", + GenomicRanges::GRangesList( + a = GenomicRanges::GRanges("chr1", IRanges::IRanges(1L, width = 1L)) + ), + genome = "hg38", + ldSketch = NULL, + surprise = "boo" + ) + expect_error( + pecotmr:::.rtlExtraSlots(list(k, k), "combineX"), + "no merge rule for the collection-level slot" + ) + # The message names the offending slots and the class. + expect_error( + pecotmr:::.rtlExtraSlots(list(k, k), "combineX"), + "surprise" + ) +}) + +test_that(".twrRowResolveWeights drops rows whose weights are all NA", { + allNa <- twasWeightsRow( + variantIds = c("chr1:1:A:G", "chr1:2:C:T"), + weights = c(NA_real_, NA_real_) + ) + out <- pecotmr:::.twrRowResolveWeights(allNa) + # Nothing usable survives, so the row contributes no variants at all. + expect_length(out$variantIds, 0L) + expect_length(out$weights, 0L) + # Control: a single usable weight is kept, and only that one. + partial <- twasWeightsRow( + variantIds = c("chr1:1:A:G", "chr1:2:C:T"), + weights = c(NA_real_, 0.5) + ) + kept <- pecotmr:::.twrRowResolveWeights(partial) + expect_equal(kept$variantIds, "chr1:2:C:T") + expect_equal(kept$weights, 0.5) +}) diff --git a/tests/testthat/test_twasWeights.R b/tests/testthat/test_twasWeights.R index b074670f..ca88040b 100644 --- a/tests/testthat/test_twasWeights.R +++ b/tests/testthat/test_twasWeights.R @@ -1619,3 +1619,95 @@ test_that("twasPredict: accepts a TwasWeights S4 collection", { expect_equal(res[["lasso_predicted"]], X %*% matrix(w1, ncol = 1)) expect_equal(res[["enet_predicted"]], X %*% matrix(w2, ncol = 1)) }) + + +# =========================================================================== +# TwasWeights validity and variant identity +# =========================================================================== + +test_that("validity names the missing key and payload columns", { + data(twasWeightsExample) + bad <- twasWeightsExample + S4Vectors::mcols(bad)$method <- NULL + expect_equal( + pecotmr:::.twasValidateRequiredCols(bad), + "missing columns: method" + ) + expect_equal( + pecotmr:::.twasValidateRequiredCols(twasWeightsExample), + character() + ) + bad2 <- twasWeightsExample + S4Vectors::mcols(bad2)$cvResult <- NULL + expect_equal( + pecotmr:::.twasValidateEntries(bad2), + "missing entry payload columns: cvResult" + ) +}) + +test_that("an unnamed genotype matrix is refused rather than given fake ids", { + # A synthetic "variant_" label would not create identity, only defer + # the failure to wherever the genomic range is needed. + X <- matrix(1:4, 2L, 2L) + expect_error( + pecotmr:::.twasVariantIds(X), + "the genotype matrix has no colnames" + ) + colnames(X) <- c("chr1:1:A:G", "chr1:2:C:T") + expect_equal(pecotmr:::.twasVariantIds(X), c("chr1:1:A:G", "chr1:2:C:T")) +}) + +test_that(".twasApplyRownames leaves weights alone when X has no colnames", { + weightsList <- list(a = matrix(1:4, nrow = 2L)) + noNames <- matrix(0, nrow = 3L, ncol = 2L) + # Without variant names on X there is nothing to label the rows with. + expect_identical( + pecotmr:::.twasApplyRownames(weightsList, noNames), + weightsList + ) + named <- noNames + colnames(named) <- c("v1", "v2") + out <- pecotmr:::.twasApplyRownames(weightsList, named) + expect_equal(rownames(out$a), c("v1", "v2")) +}) + +test_that(".twasBadColMsg names the offending column and its class", { + expect_equal( + as.character(pecotmr:::.twasBadColMsg("study", data.frame(study = 1:2))), + "'study' column must be character (got integer)" + ) +}) + +test_that(".twasMethodRows keeps a per-outcome context vector", { + vids <- c("chr1:100:A:G", "chr1:200:C:T") + Y <- matrix(0, nrow = 4L, ncol = 2L, + dimnames = list(NULL, c("y1", "y2"))) + wMat <- matrix( + c(0.1, 0.2, 0.3, 0.4), + nrow = 2L, + dimnames = list(vids, c("y1", "y2")) + ) + mkCtx <- function(contexts) { + list( + Y = Y, trait = c("t1", "t2"), context = contexts, study = "s1", + retainFits = FALSE, standardized = TRUE, dataType = "rnaseq" + ) + } + # One context per outcome column: used as-is, not recycled. + perOutcome <- pecotmr:::.twasMethodRows( + "lasso_weights", wMat, vids, mkCtx(c("cA", "cB")) + ) + expect_length(perOutcome, 2L) + expect_equal( + vapply(perOutcome, function(z) z$context, character(1)), + c("cA", "cB") + ) + # A single context is recycled across the outcomes instead. + recycled <- pecotmr:::.twasMethodRows( + "lasso_weights", wMat, vids, mkCtx("cOnly") + ) + expect_equal( + vapply(recycled, function(z) z$context, character(1)), + c("cOnly", "cOnly") + ) +}) diff --git a/tests/testthat/test_twasWeightsPipeline.R b/tests/testthat/test_twasWeightsPipeline.R index 62dfecaf..7f7d0604 100644 --- a/tests/testthat/test_twasWeightsPipeline.R +++ b/tests/testthat/test_twasWeightsPipeline.R @@ -1126,19 +1126,67 @@ test_that("twasWeightsPipeline(ANY): unsupported input class errors", { # twasMultivariateWeightsPipeline # =========================================================================== -# NOTE: twasMultivariateWeightsPipeline currently bottoms out on a -# `getWeights(twasWeight)` call (R/twasWeights.R:2105) that omits the -# (study, context, trait, method) selectors and therefore errors whenever -# the inner learnTwasWeights() returns a collection with >1 row — which it -# always does when both mr.mash and mvSuSiE are requested (the default). -# Skipping this test until that path is reworked to walk all rows; flagging -# here so coverage doesn't appear lifted on a known-broken pipeline. -test_that("twasMultivariateWeightsPipeline: known-broken under the new TwasWeights API", { - skip( - "twasMultivariateWeightsPipeline calls getWeights() on a multi-row TwasWeights without selectors; needs a follow-up fix in production code." +# twasMultivariateWeightsPipeline() was a deprecation stub and was removed in +# 2be68392; its documented replacement is twasWeightsPipeline() with both +# multivariate tokens passed together. That migration path is what is tested +# here -- the two solvers must fit side by side and partition their output by +# (study, context, trait, method) rather than collide. + +test_that("twasWeightsPipeline: mr.mash and mvSuSiE fit side by side", { + qd <- .tp_makeQtlDataset( + contexts = c("brain", "liver"), + traits = c("ENSG_A", "ENSG_B") + ) + fmr <- .tp_makeStubFineMappingResult( + study = "study1", + contexts = c("brain", "liver"), + traits = c("ENSG_A", "ENSG_B"), + method = "mvsusie" ) + mvCalls <- 0L + mrCalls <- 0L + mkW <- function(X, Y) { + matrix( + 0, + nrow = ncol(X), + ncol = ncol(Y), + dimnames = list(colnames(X), colnames(Y)) + ) + } + mocks <- list( + extractBlockGenotypes = .tp_mockExtractor(), + mvsusieWeights = function(X, Y, mvsusieFit = NULL, ...) { + mvCalls <<- mvCalls + 1L + mkW(X, Y) + }, + mrmashWeights = function(X, Y, ...) { + mrCalls <<- mrCalls + 1L + mkW(X, Y) + } + ) + do.call(local_mocked_bindings, c(mocks, list(.package = "pecotmr"))) + res <- suppressMessages(suppressWarnings( + twasWeightsPipeline( + qd, + methods = c("mrmash", "mvsusie"), + fineMappingResult = fmr, + cisWindow = 1000L, + cvFolds = 0, + ensemble = FALSE, + estimatePi = FALSE, + verbose = 0 + ) + )) + expect_s4_class(res, "TwasWeights") + # Both solvers ran, and each contributes its own rows. + expect_gte(mvCalls, 1L) + expect_gte(mrCalls, 1L) + expect_setequal(getMethodNames(res), c("mrmash", "mvsusie")) + expect_setequal(getContexts(res), c("brain", "liver")) + expect_setequal(getTraits(res), c("ENSG_A", "ENSG_B")) + # 2 contexts x 2 traits x 2 methods, with no method overwriting the other. + expect_equal(nrow(res), 8L) }) - # imputeMissingGwasForSketch was removed: it duplicated the inline RAISS # imputation step at the bottom of .runEntrySummaryStatsQc (sumstatsQc.R), # had no production callers, and was orphaned post-S4-refactor. The RAISS- @@ -2220,6 +2268,86 @@ test_that(".twasMergeRegionEntries returns a single entry unchanged", { ) }) +test_that(".twasMergeRegionEntries rbinds matrix weights across regions", { + mk <- function(vids, w) { + twasWeightsRow(variantIds = vids, weights = w) + } + m1 <- matrix( + c(0.1, 0.2, 0.3, 0.4), + nrow = 2L, + dimnames = list(c("chr1:100:A:G", "chr1:200:A:G"), c("cA", "cB")) + ) + m2 <- matrix( + c(0.5, 0.6, 0.7, 0.8), + nrow = 2L, + dimnames = list(c("chr1:300:A:G", "chr1:400:A:G"), c("cA", "cB")) + ) + m <- pecotmr:::.twasMergeRegionEntries( + list(mk(rownames(m1), m1), mk(rownames(m2), m2)), + c("r1", "r2") + ) + w <- getWeights(m) + # Matrix weights stack by ROW -- one row per variant, contexts preserved + # as columns. The vector branch would have flattened this to length 8. + expect_true(is.matrix(w)) + expect_equal(dim(w), c(4L, 2L)) + expect_equal(colnames(w), c("cA", "cB")) + expect_equal(rownames(w), c( + "chr1:100:A:G", "chr1:200:A:G", + "chr1:300:A:G", "chr1:400:A:G" + )) + expect_equal(unname(w[, "cA"]), c(0.1, 0.2, 0.5, 0.6)) + expect_equal(unname(w[, "cB"]), c(0.3, 0.4, 0.7, 0.8)) + expect_equal(names(getFits(m)), c("r1", "r2")) +}) + +test_that(".twasNormalizeCharMethods: fine-mapping-only tokens skip lookup", { + # `ser` and `fsusie` are fine-mapping tokens with no weight extractor in + # the method table, so `regular` is empty and the lookup is never called. + res <- pecotmr:::.twasNormalizeCharMethods(c("ser", "fsusie")) + expect_equal(res$tokens, c("ser", "fsusie")) + expect_equal( + sort(names(res$methodList)), + c("fsusie_weights", "ser_weights") + ) + expect_equal(res$methodList[["ser_weights"]], list()) + expect_equal(res$methodList[["fsusie_weights"]], list()) +}) + +test_that(".twasMergedEntryForRow gathers one key across regions", { + data(twasWeightsExample) + tw <- twasWeightsExample + base <- data.frame( + study = as.character(tw$study), + context = as.character(tw$context), + trait = as.character(tw$trait), + method = as.character(tw$method), + stringsAsFactors = FALSE + ) + m <- pecotmr:::.twasMergedEntryForRow(1L, base, list(tw, tw), c("rA", "rB")) + expect_s4_class(m, "TwasWeightsRow") + expect_equal(names(getFits(m)), c("rA", "rB")) + # Same table twice: the merged entry carries both regions' variants. + one <- pecotmr:::.twasMergedEntryForRow(1L, base, list(tw), "rA") + expect_equal( + length(pecotmr:::.twrPartsVariantIds(m)), + 2L * length(pecotmr:::.twrPartsVariantIds(one)) + ) +}) + +test_that(".twasMergedEntryForRow returns NULL when no region matches", { + data(twasWeightsExample) + bad <- data.frame( + study = "nope", context = "x", trait = "y", method = "z", + stringsAsFactors = FALSE + ) + expect_null( + pecotmr:::.twasMergedEntryForRow( + 1L, bad, list(twasWeightsExample), "rA" + ) + ) +}) + test_that("twasWeightsPipeline(QtlDataset): region + cisWindow is rejected", { qd <- .tp_makeQtlDataset(traits = "ENSG_A") expect_error( @@ -3409,6 +3537,96 @@ test_that(".solveEnsembleGlmnet: solver failure falls back to equal weights", { expect_equal(z, c(0.5, 0.5)) }) +test_that(".solveEnsembleGlmnet: all-zero fit falls back to equal weights", { + skip_if_not_installed("glmnet") + # `lower.limits = 0` forbids negative coefficients, so a strictly + # NEGATIVE predictor/outcome relation drives every coefficient to zero + # at any lambda -- deterministic without seeding the CV folds. + n <- 60L + x1 <- seq_len(n) / n + P <- cbind(x1, x1^2, sqrt(x1)) + y <- -x1 + expect_warning( + z <- pecotmr:::.solveEnsembleGlmnet(P, y, 3L), + "all-zero solution" + ) + expect_equal(z, rep(1 / 3, 3L)) +}) + +test_that(".ensembleBuildPd accepts vector predictions", { + nm <- list( + predNames = c("aPredicted", "bPredicted"), + baseNames = c("a", "b"), + K = 2L + ) + aln <- list(yD = c(1, 2, 3, 4), predOrder = 1:4, nD = 4L) + predsD <- list(aPredicted = c(1, 2, 3, 4), bPredicted = c(5, 6, 7, 8)) + Pd <- pecotmr:::.ensembleBuildPd(predsD, nm, aln, contextIndex = 1L, d = 1L) + # A plain vector takes the non-matrix branch: no context column to pick. + expect_equal(dim(Pd), c(4L, 2L)) + expect_equal(colnames(Pd), c("a", "b")) + expect_equal(unname(Pd[, "a"]), c(1, 2, 3, 4)) + expect_equal(unname(Pd[, "b"]), c(5, 6, 7, 8)) +}) + +test_that(".ensembleBuildPd errors when prediction length misaligns", { + nm <- list( + predNames = c("aPredicted", "bPredicted"), + baseNames = c("a", "b"), + K = 2L + ) + # predOrder selects 3 rows but the alignment claims 5 samples. + aln <- list(yD = c(1, 2, 3, 4, 5), predOrder = 1:3, nD = 5L) + predsD <- list(aPredicted = c(1, 2, 3, 4), bPredicted = c(5, 6, 7, 8)) + expect_error( + pecotmr:::.ensembleBuildPd(predsD, nm, aln, 1L, 7L), + "Prediction length for method 'aPredicted' in dataset 7" + ) +}) + +test_that(".ensembleAccumulateWeights returns a matrix for multi-context", { + w1 <- matrix( + c(1, 2, 3, 4), + nrow = 2L, + dimnames = list(c("v1", "v2"), c("c1", "c2")) + ) + w2 <- matrix( + c(5, 6, 7, 8), + nrow = 2L, + dimnames = list(c("v1", "v2"), c("c1", "c2")) + ) + out <- pecotmr:::.ensembleAccumulateWeights( + list(a_weights = w1, b_weights = w2), + c("a_weights", "b_weights"), + c(TRUE, TRUE), + c(0.25, 0.75) + ) + # Two columns, so the univariate vector shortcut must NOT fire. + expect_true(is.matrix(out)) + expect_equal(dim(out), c(2L, 2L)) + expect_equal(dimnames(out), list(c("v1", "v2"), c("c1", "c2"))) + expect_equal(out, 0.25 * w1 + 0.75 * w2) +}) + +test_that(".ensembleAccumulateWeights skips a dim-mismatched member", { + w1 <- matrix( + c(1, 2, 3, 4), + nrow = 2L, + dimnames = list(c("v1", "v2"), c("c1", "c2")) + ) + expect_warning( + out <- pecotmr:::.ensembleAccumulateWeights( + list(a_weights = w1, b_weights = matrix(1:6, nrow = 3L)), + c("a_weights", "b_weights"), + c(TRUE, TRUE), + c(0.5, 0.5) + ), + "inconsistent dimensions" + ) + # Only the conforming member contributes; its zeta is NOT renormalized. + expect_equal(out, 0.5 * w1) +}) + # --------------------------------------------------------------------------- # RSS panel filters on QtlSumStats input. @@ -3504,3 +3722,228 @@ test_that(".twasQssUnivariateFitCtx keeps z, ids and LD aligned", { keep <- is_in(plain$variantIds, cut$variantIds) expect_equal(cut$stat$z, plain$stat$z[keep]) }) + + +# =========================================================================== +# Fine-mapping method resolution and per-token argument plumbing +# =========================================================================== + +test_that("no fineMappingResult means no fine-mapping methods are present", { + expect_equal( + pecotmr:::.twasFineMappingMethodsPresent(NULL), + character(0) + ) +}) + +test_that("a fine-mapping token with no weight extractor is refused", { + # susie/susieInf/susieAsh/mvsusie/fsusie have adapters; `ser` is a + # fine-mapping-only method with no weights to extract, so asking for it + # is an error rather than a silently missing row. + expect_null(pecotmr:::.twasCheckFmAdapters(character(0))) + expect_error( + pecotmr:::.twasCheckFmAdapters("ser"), + "method\\(s\\) ser have no TWAS-weight extractor" + ) +}) + +test_that("per-token user arguments default to an empty list", { + # NULL would splice as a missing argument rather than "nothing to add". + expect_equal(pecotmr:::.twasUserArgs(list(), "susie"), list()) + expect_equal( + pecotmr:::.twasUserArgs(list(susie = list(L = 5)), "susie"), + list(L = 5) + ) +}) + +test_that("a missing multivariate fit warns with the tuple that was skipped", { + expect_warning( + pecotmr:::.twasWarnNoFitMv("mvsusie", "S1", "G1"), + "no 'mvsusie' fit found in fineMappingResult" + ) +}) + + +# =========================================================================== +# The methods= argument in its three accepted shapes +# =========================================================================== + +test_that("method tokens are read from a character vector or a named list", { + # The argument reaches here as either a character vector or a list keyed + # by implementation name; both must yield the same bare tokens so the + # downstream comparisons work on one vocabulary. + f <- pecotmr:::.twasMethodTokensFromArg + expect_equal(f(c("lasso", "enet")), c("lasso", "enet")) + expect_equal( + f(list(lasso_weights = list(), enetWeights = list())), + c("lasso", "enet") + ) + # Anything else contributes no tokens rather than erroring. + expect_equal(f(42), character(0)) +}) + +test_that("mrmash is stripped from either shape, leaving others intact", { + # mrmash is dispatched by the joint path, so the per-method loop must not + # also run it -- otherwise the tuple is fitted twice. + g <- pecotmr:::.twasMsStripMrmash + expect_equal(g(c("lasso", "mrmash", "enet")), c("lasso", "enet")) + expect_equal( + names(g(list(lasso_weights = list(), mrmash_weights = list()))), + "lasso_weights" + ) + # An unrecognised shape passes through untouched. + expect_equal(g(42), 42) +}) + +test_that("a region lacking a tuple contributes no entry for it", { + # NULL, not an empty row: a region that never fitted the tuple must not + # dilute the merged weights with zeros. + data(twasWeightsExample) + tw <- twasWeightsExample + key <- c( + as.character(tw$study)[[1L]], + as.character(tw$context)[[1L]], + as.character(tw$trait)[[1L]], + as.character(tw$method)[[1L]] + ) + expect_s4_class( + pecotmr:::.twasEntryMatchingKey(tw, key), + "TwasWeightsRow" + ) + expect_null( + pecotmr:::.twasEntryMatchingKey(tw, c("nope", "x", "y", "z")) + ) +}) + + +# =========================================================================== +# Merging per-region and joint results +# =========================================================================== + +test_that("merging regions short-circuits on none and on one", { + # A single region needs no key-wise merge, and no regions is NULL rather + # than an empty collection the caller would have to special-case anyway. + data(twasWeightsExample) + expect_null(pecotmr:::.twasMergeRegionResults(list(), NULL)) + expect_identical( + pecotmr:::.twasMergeRegionResults(list(twasWeightsExample), NULL), + twasWeightsExample + ) +}) + +test_that("assembling per-tuple and joint results covers all four cases", { + # Both empty is an error -- the run produced nothing and returning an + # empty collection would look like a successful null result. + data(twasWeightsExample) + tw <- twasWeightsExample + expect_error( + pecotmr:::.twasQdsAssemble(NULL, NULL), + "no \\(context, trait\\) pair produced any weights" + ) + expect_identical(pecotmr:::.twasQdsAssemble(tw, NULL), tw) + expect_identical(pecotmr:::.twasQdsAssemble(NULL, tw), tw) +}) + +test_that("an empty methods argument is detected in either shape", { + expect_true(pecotmr:::.twasMethodsEmpty(character(0))) + expect_true(pecotmr:::.twasMethodsEmpty(list())) + expect_false(pecotmr:::.twasMethodsEmpty("lasso")) +}) + +# --------------------------------------------------------------------------- +# Multivariate skip/merge paths: a region or tuple that produces no fit must +# drop out quietly rather than contributing empty weights. +# --------------------------------------------------------------------------- + +test_that(".twasMvThreadFit warns and returns NULL when the fit is absent", { + spec <- list(adapter = list(rssFitArg = "susie_fit")) + expect_warning( + r <- pecotmr:::.twasMvThreadFit( + spec, + list(a = 1), + "mvsusie", + "S1", + "T1", + c("cA", "cB"), + list(fineMappingResult = NULL) + ), + "no 'mvsusie' fit found" + ) + expect_null(r) +}) + +test_that(".twasQssMultivariateFitOne returns no rows when the fit is absent", { + p <- list( + fineMappingResult = NULL, + methodArgs = list(), + retainFitDetail = FALSE + ) + # mvsusie carries an adapter, so the missing pre-fit short-circuits + # before any weight function is called. + expect_warning( + rows <- pecotmr:::.twasQssMultivariateFitOne( + "mvsusie", "S1", "T1", c("cA", "cB"), NULL, NULL, p + ), + "no 'mvsusie' fit found" + ) + expect_identical(rows, list()) +}) + +test_that(".twasQssMultivariateFitOne promotes vector weights to a matrix", { + mvStat <- list( + stat = NULL, + variantIds = c("chr1:1:A:G", "chr1:2:A:G") + ) + p <- list(methodArgs = list(), retainFitDetail = FALSE, dataType = "rnaseq") + local_mocked_bindings( + .twasTryWeights = function(...) c(0.5, 0.25), + .package = "pecotmr" + ) + # mrmash has no adapter, so the thread-fit branch is skipped entirely. + rows <- pecotmr:::.twasQssMultivariateFitOne( + "mrmash", "S1", "T1", "cA", mvStat, NULL, p + ) + expect_length(rows, 1L) + expect_equal(rows[[1L]]$context, "cA") + expect_equal(unname(getWeights(rows[[1L]]$entry)), c(0.5, 0.25)) +}) + +test_that(".twasQssAssemble passes the joint result through alone", { + jr <- "SENTINEL_JOINT" + expect_identical( + pecotmr:::.twasQssAssemble(list(), jr, list(ldSketch = NULL)), + jr + ) +}) + +test_that(".twasMsJointPhase aborts when only mrmash asked and it fails", { + local_mocked_bindings( + .twasDispatchJointSpecsMultiStudy = function(...) NULL, + .package = "pecotmr" + ) + p <- list( + methods = "mrmash", data = NULL, contexts = NULL, traitId = NULL, + cisWindow = NULL, verbose = FALSE, retainFit = FALSE, + retainFitDetail = FALSE, seed = 1L + ) + # Stripping mrmash leaves nothing, so a NULL joint result is fatal + # rather than a fall-through to the per-tuple phase. + expect_error( + pecotmr:::.twasMsJointPhase(p, list(spec1 = "x"), NULL), + "no joint fits produced" + ) +}) + +test_that(".twasRunMultivariateGrid returns NULL when every region is empty", { + local_mocked_bindings( + .twasMvGridRegion = function(...) NULL, + .twasRegionLabel = function(x) "rX", + .package = "pecotmr" + ) + expect_null( + pecotmr:::.twasRunMultivariateGrid( + traits = "T1", + marker = NULL, + ctx = list(xRegions = list(1, 2)) + ) + ) +}) diff --git a/tests/testthat/test_variantId.R b/tests/testthat/test_variantId.R index 4c87a140..0838e95f 100644 --- a/tests/testthat/test_variantId.R +++ b/tests/testthat/test_variantId.R @@ -1113,3 +1113,98 @@ test_that("the rule applies to SNP flip pairs, not just indels", { panel <- c("chr1:200:A:G", "chr1:200:G:A") expect_length(matchVariants("chr1:200:A:G", panel)$idxA, 0L) }) + + +test_that("a convention without an allele separator keeps the default", { + f <- pecotmr:::formatVariantId + expect_equal(f("1", 100L, "A", "G"), "chr1:100:A:G") + # hasChr honoured, alleleSep absent -> ":" retained. + expect_equal( + f("1", 100L, "A", "G", convention = list(hasChr = TRUE)), + "chr1:100:A:G" + ) + # Both honoured. + expect_equal( + f( + "1", + 100L, + "A", + "G", + convention = list(hasChr = FALSE, alleleSep = "_") + ), + "1:100_A_G" + ) +}) + +test_that("columns with no names at all are given placeholder names", { + df <- as.data.frame(matrix(1:4, 2L, 2L)) + colnames(df) <- NULL + out <- pecotmr:::.sanitizeNames(df) + # make.unique de-duplicates the repeated placeholder. + expect_equal(colnames(out), c("unnamed", "unnamed_1")) +}) + +test_that(".harmonizeQcCounts attributes drops with and without INDEL", { + mk <- function(withIndel) { + d <- data.frame( + keep = c(TRUE, FALSE, TRUE), + sign_flip = c(FALSE, FALSE, TRUE), + strand_flip = c(FALSE, TRUE, FALSE), + strand_unambiguous = c(TRUE, FALSE, TRUE), + stringsAsFactors = FALSE + ) + if (withIndel) { + d$INDEL <- c(FALSE, TRUE, FALSE) + } + d + } + bare <- pecotmr:::.harmonizeQcCounts(mk(FALSE)) + expect_equal(bare$considered, 3L) + expect_equal(bare$kept, 2L) + # With no INDEL column nothing can be attributed to indels, so the same + # dropped variant is counted as strand-ambiguous instead. + expect_equal(bare$droppedIndel, 0L) + expect_equal(bare$droppedAmbiguous, 1L) + expect_equal(bare$droppedOther, 0L) + withIndel <- pecotmr:::.harmonizeQcCounts(mk(TRUE)) + expect_equal(withIndel$droppedIndel, 1L) + expect_equal(withIndel$droppedAmbiguous, 0L) + expect_equal(withIndel$droppedOther, 0L) +}) + +test_that(".harmonizeRestoreUnmatched is a no-op when nothing is unmatched", { + matchResult <- data.frame( + A1.ref = c("G", "T"), + A2.ref = c("A", "C"), + variants_id_qced = c("chr1:100:A:G", "chr1:200:C:T"), + keep = c(TRUE, TRUE), + stringsAsFactors = FALSE + ) + result <- data.frame( + variants_id_original = c("chr1:100:A:G", "chr1:200:C:T"), + stringsAsFactors = FALSE + ) + targetData <- data.frame( + chrom = c("chr1", "chr1"), + pos = c(100L, 200L), + A1 = c("G", "T"), + A2 = c("A", "C"), + stringsAsFactors = FALSE + ) + out <- pecotmr:::.harmonizeRestoreUnmatched(result, matchResult, targetData) + # Every target variant is already in the result, so nothing is appended. + expect_identical(out$result, result) + expect_setequal(names(out$qcSummary), c("A1", "A2", "variant_id")) + # Control: an unmatched target variant IS appended. + withExtra <- rbind( + targetData, + data.frame( + chrom = "chr1", pos = 300L, A1 = "A", A2 = "G", + stringsAsFactors = FALSE + ) + ) + appended <- pecotmr:::.harmonizeRestoreUnmatched( + result, matchResult, withExtra + ) + expect_equal(nrow(appended$result), 3L) +}) diff --git a/tests/testthat/test_vcfWriter.R b/tests/testthat/test_vcfWriter.R index f8960ebf..403934de 100644 --- a/tests/testthat/test_vcfWriter.R +++ b/tests/testthat/test_vcfWriter.R @@ -645,3 +645,90 @@ test_that("writeSumStatsVcf(FineMappingResult): falls back to marginal sumstats expect_true(file.exists(out)) expect_true(any(grepl("ID=ES", readLines(out), fixed = TRUE))) # marginal beta -> ES }) + + +# =========================================================================== +# Output formats +# =========================================================================== + +test_that("plain and bgzipped VCF are written, the latter with an index", { + skip_if_not_installed("VariantAnnotation") + data(gwasSumStatsS4Example) + d <- withr::local_tempdir() + writeSumStatsVcf(gwasSumStatsS4Example, outputPath = file.path(d, "a.vcf")) + expect_true(file.exists(file.path(d, "a.vcf"))) + writeSumStatsVcf( + gwasSumStatsS4Example, + outputPath = file.path(d, "b.vcf.bgz") + ) + expect_true(file.exists(file.path(d, "b.vcf.bgz"))) + # index = TRUE, so the tabix index is written alongside. + expect_true(file.exists(file.path(d, "b.vcf.bgz.tbi"))) +}) + +test_that("BCF output explains itself when Rsamtools cannot convert", { + # Rsamtools >= 2.26 raises "asBcf() is temporarily disabled". Left bare + # that surfaces as an opaque failure from a documented output format, so + # it is translated into the cause plus the workaround. + skip_if_not_installed("VariantAnnotation") + skip_if_not_installed("Rsamtools") + data(gwasSumStatsS4Example) + d <- withr::local_tempdir() + canConvert <- !inherits( + tryCatch( + Rsamtools::asBcf("nonexistent", "x", "y"), + error = function(e) e + ), + "error" + ) + skip_if(canConvert, "Rsamtools::asBcf() works here; nothing to translate") + expect_error( + writeSumStatsVcf( + gwasSumStatsS4Example, + outputPath = file.path(d, "c.bcf") + ), + "BCF output needs a working Rsamtools::asBcf" + ) +}) + +test_that(".vcfResolveBody uses posterior rows when no marginals exist", { + local_mocked_bindings( + getTopLoci = function(entry, signalCutoff) { + data.frame(variant_id = c("v1", "v2"), pip = c(0.9, 0.1)) + }, + getMarginalEffects = function(entry) stop("none"), + .package = "pecotmr" + ) + out <- pecotmr:::.vcfResolveBody("e", "S1") + expect_true(out$hasPost) + expect_equal(nrow(out$base), 2L) + # No marginal table to align against, so there is nothing to merge in. + expect_null(out$m) +}) + +test_that(".writeVcfImpl adds the chr prefix to bare chromosome names", { + skip_if_not_installed("VariantAnnotation") + out <- tempfile(fileext = ".vcf") + on.exit(unlink(out), add = TRUE) + geno <- matrix(c(1.5, -0.5), ncol = 1L, dimnames = list(NULL, "S1")) + header <- S4Vectors::DataFrame( + Number = "1", + Type = "Float", + Description = "Z score", + row.names = "Z" + ) + pecotmr:::.writeVcfImpl( + chrom = c("1", "1"), + pos = c(100L, 200L), + ref = c("A", "C"), + alt = c("G", "T"), + snpIds = c("rs1", "rs2"), + geno = list(Z = geno), + genoHeader = header, + sampleName = "S1", + outputPath = out + ) + body <- readLines(out) + body <- body[!startsWith(body, "#")] + expect_true(all(startsWith(body, "chr1\t"))) +}) diff --git a/vignettes/finemapping-postprocessing.Rmd b/vignettes/finemapping-postprocessing.Rmd index 8bb94b4e..f568effc 100644 --- a/vignettes/finemapping-postprocessing.Rmd +++ b/vignettes/finemapping-postprocessing.Rmd @@ -90,13 +90,15 @@ rather than dropping such sets silently. A multi-effect SuSiE fit can return credible sets that overlap, especially when two effects are in strong LD. `mergeSusieCs()` collapses those into one -row per variant, keeping the smallest credible-set index a variant belongs -to: +row per variant: `credibleSetNames` labels every set the variant belongs to +(comma-joined when it belongs to more than one), and `maxPip` / `medianPip` +summarise its PIP across them. The example fit has a single set, so each +label names just that one: ```{r merge-cs} merged <- mergeSusieCs(qtlFineMappingExample, coverage = 0.95) dim(merged) -head(as.data.frame(merged)[, c("variant_id", "cs", "pip")], 4) +head(as.data.frame(merged), 4) ``` Use it when downstream code needs a variant to belong to at most one set — @@ -151,11 +153,18 @@ combined <- combineFineMappingResults( qtlFineMappingLbfExample ) nrow(combined) -as.data.frame(combined)[, c("study", "context", "trait", "method")] +data.frame( + study = combined$study, + context = combined$context, + trait = combined$trait, + method = combined$method +) ``` The inputs keep their own identity columns, so a combined object still -distinguishes which study and method each row came from. +distinguishes which study and method each row came from. Note that the +identity columns are read with `$`: `as.data.frame()` on a collection +flattens its *variants*, not its per-row metadata. ## Between-credible-set correlation From 538d7d84850a227fd335a95ac48344c4b6ae8add Mon Sep 17 00:00:00 2001 From: Daniel Nachun Date: Mon, 14 Sep 2026 19:50:27 -0700 Subject: [PATCH 4/5] fix tests --- inst/scripts/build_examples.R | 2 +- inst/scripts/build_sldsc_upstream_z.R | 61 ++++++++++++++++++++ tests/testthat/test_data/sldscUpstreamZ.rds | Bin 0 -> 106636 bytes tests/testthat/test_h2EstimationWrappers.R | 51 ++++++++-------- 4 files changed, 90 insertions(+), 24 deletions(-) create mode 100644 inst/scripts/build_sldsc_upstream_z.R create mode 100644 tests/testthat/test_data/sldscUpstreamZ.rds diff --git a/inst/scripts/build_examples.R b/inst/scripts/build_examples.R index 217b2acf..73971cc4 100644 --- a/inst/scripts/build_examples.R +++ b/inst/scripts/build_examples.R @@ -13,7 +13,7 @@ # gwasSumStatsS4Example : GwasSumStats # multiStudyQtlDatasetExample : MultiStudyQtlDataset # -# Re-run: pixi run Rscript data-raw/build_examples.R +# Re-run: pixi run Rscript inst/scripts/build_examples.R # ============================================================================= devtools::load_all(".") diff --git a/inst/scripts/build_sldsc_upstream_z.R b/inst/scripts/build_sldsc_upstream_z.R new file mode 100644 index 00000000..222b02e4 --- /dev/null +++ b/inst/scripts/build_sldsc_upstream_z.R @@ -0,0 +1,61 @@ +# ============================================================================= +# Rebuild tests/testthat/test_data/sldscUpstreamZ.rds -- the z-scores the +# upstream-parity tests in test_h2EstimationWrappers.R are compared against. +# ----------------------------------------------------------------------------- +# These are stored rather than re-simulated inside the test because the draw +# uses eigen(), and eigen() fixes eigenvectors only up to SIGN. The sign a +# given LAPACK build returns is arbitrary, so regenerating from a seed +# produced different data on linux-64 than on osx-arm64 / linux-aarch64 -- +# and the expected numbers came from running upstream (ldsc's +# ldscore.regressions.Hsq, HDL, LDER, gldsc) on one platform's realization. +# That made three of those tests fail on linux-64 only. +# +# Two things must move together, or the tests silently stop meaning anything: +# +# 1. Rerunning this script invalidates the expected values in +# test_h2EstimationWrappers.R. Re-derive them from upstream on the NEW +# vectors at the same time. +# 2. These vectors are drawn over ldScoreExample's LD blocks, so rebuilding +# that object (build_h2_examples.R) requires rebuilding these too. +# ============================================================================= + +suppressMessages(devtools::load_all(".", quiet = TRUE, export_all = FALSE)) +data(ldScoreExample) + +# EXACT copy of the in-test generator, so the captured z is the one the +# pinned upstream values were produced from. +simZ <- function(ref, h2, n, seed) { + M <- length(ref) + perSnpVar <- rep(h2 / M, M) + set.seed(seed) + z <- numeric(M) + for (b in pecotmr:::getLdMatrixList(ref)) { + idx <- b$snpIdx + p <- length(idx) + sigma <- n * (b$R %*% diag(perSnpVar[idx], p) %*% b$R) + b$R + e <- eigen((sigma + t(sigma)) / 2, symmetric = TRUE) + z[idx] <- as.vector(e$vectors %*% (sqrt(pmax(e$values, 0)) * rnorm(p))) + } + z +} +# Every (h2, n, seed) the test file asks for. Keep in step with the call +# sites of .sldscUpstreamZ() in test_h2EstimationWrappers.R -- a missing +# entry is a hard error there, not a silent re-simulation. +cases <- c( + list( + c(0.4, 1e4, 42), c(0.15, 4e3, 7), c(0.6, 2.5e4, 99), + c(0.3, 1e4, 5), c(0.6, 5e4, 9), c(0.4, 5e4, 3) + ), + # the HDL recovery test sweeps seeds 1:5 at (h2 = 0.4, n = 1e5) + lapply(1:5, function(s) c(0.4, 1e5, s)) +) +out <- list() +for (cs in cases) { + key <- paste(cs[[1]], cs[[2]], cs[[3]], sep = "_") + out[[key]] <- simZ(ldScoreExample, cs[[1]], cs[[2]], cs[[3]]) +} +saveRDS(out, "tests/testthat/test_data/sldscUpstreamZ.rds", compress = "xz") +cat("keys:", paste(names(out), collapse = " | "), "\n") +cat("length each:", unique(lengths(out)), "\n") +cat("file size:", + file.size("tests/testthat/test_data/sldscUpstreamZ.rds"), "bytes\n") diff --git a/tests/testthat/test_data/sldscUpstreamZ.rds b/tests/testthat/test_data/sldscUpstreamZ.rds new file mode 100644 index 0000000000000000000000000000000000000000..4d003331e9eb0b9ec1546c82cb84a14c53a664b9 GIT binary patch literal 106636 zcmV(#K;*yuH+ooF0004LBHlIv03iVu0001VFXf}*0UPiBT>vZsd>Q$#^c_i{#;n*;-@`zoUY4-IfwbbcuWv$3Zg~Sz>te zWb^s~&8KO2jL=nAa$Nd3o8H+M0w8nJejANb^O;bwoe=#L#|1C_Tmp06Maz%79RD<5 zTomQq*~}Jh_CX)LE6GjvXPB5HW-9|s3kqJ_$Afm>wFz=cgXQ!0!MN)G*7Bp!Y9Q}z z9MY~+%%x0nHq0PXv8wXoKdJuSBSl?CyS!th<$>suN;{XM^!@N{DhjfwXe9_SyKvrC zz-VB=AmXPZ!D~cwjh^%bepgIs4CIF6UQtI^WwQ5^CEIjVM>mBDsdX%3EvZH1&&9tD zQ_?Y~Ov+ZmE;WIS7|W+y@X z85+cWzK>K*Elc)af}pHx`3fd|HT`>k?({Jt9xbSF77qzddf$lV_7}qQ7OyT*Quw5$ z^k9)a3S>dEs=b=IZqUhavne~(Hg-M;XExcU@bh4utU$3`aOH%XQXn2whoK%?bXb5_ zpgJZ!6#7+m)*IkDPjmZ$(WmE~vdwJvy{z;^xZIKmUsKrq^=s#svl^1;DfGi>*RNX{ z&O%$S(xWq0w;9qG1=KK>B_%H_GrnODJ!_s#gQSP|O84)yF;9$UtOxcZyU!u#$Ns=l z6{?I;<&OJtSMV%?It)nwqw>10|6s6AyR{@t9Z7enKCm4%{%H_LeQzFf7tf zZ0qwHp%!G8c$B)wpucrd&67Y(1Q>yiyF1Eu4hZFa*Cqu|e0QbCB4EpiVv5!kGphWW z-BZi`4>K&i^3*AhC!@2BZj}mXvbjFH@T}lf9>jrkMSWztUhXA&*4(_#bE_U2o4Hr^ zMc~~dev>y0y^#!#*_2MTNryLQfys1ZYQD`DsqqK=coBc30*2?E% z#^i)1FOCr~DZPBrGh>;RKk(ch>)v)v#^SGt&^~_m4B|LjHRcRk+wE{qe==Q_>wtxq z8ZDI`bHk!OhV3-(D`GmSt~MT}|4CaWEhqo-$kZ{PJDS%4ars!=UoNq~fi@kNF*;~p zGHkylM2CxAjwW$XQPY4>%d3|d|3MpJik3kabhA39^8E5^99eXDKxCQ_5Q4V*9Ji`2 zWluqXMpffwuYU}EOSpD%s>Sc`=6BD)piYR=>B*1rTkBZ;GiQooNZHiec!4w&wJE`t z#_}A~ZcVfS3C+np0s>Z;vugZ^>Io_W3~ujDkub!q{khjBl#oe#+7iIxYTOrwsy*>i2mp&-JW;h zH%1a+PkkaRB(MK4%$_O9>PE}UY$C{d9hd3skh@Lh;K|Tb5Ji8GI$e_Czo=RpNtRa8 zyc(p8&|y1D2$zB&k?V;T^94C=n_rwoa)FSlcG2lK(95&Jq~CgWi}8M&)0H3{4^+oK zTXUfs@?1KWvmF7#f&qDi#_6HQ};Wct}I|29GeQ` zV>y8FzJiCA5FY4c=K)?ZO5Kp32|tm4lKh(rq|yzEEpow(8S#wi#hmauO_d(%HC8Q5w&qY=UcE4i+y`&_Jd+v1kZI=~fHl+=fmdEHG1?+3WI z0@wX8hiXqEL%&^^2OEUey}9W+x~Jmf?X>;G)4N;AQf!t9QNwxQ;R^abgIFtV;bcK3 z#fhfMqQ8BGd)PHyqzhjIN@Q)cJM$m+grOr{boFlaVVn+oYG2H`YTs}X{+zisLQn9J zN(h%(OTFW4z>?Kjf-;H~^oM=)V!}LE9uBMVc3hBzf|^-xiFUc)tNUYgV8_7bx3waS zc7b%-K^)FR$W4QF@9LI{zz}f-i^1N;#V_N=*)Q5qfrO+PT!>Z)=CzY;PQ+_UHr@kNog?m^=sSkA8`eIv-^cUH477Tt8_)_@x8(p_o`CLV_AS6!^{rpcm9`n(gGu4~c|J_z#rse_} zbJc^GtfP=x>YaFtMlp@>iQX;)8j-m0(QQxyQGz!PP$xOOqi*FS_2`BHa;BY;Z|v;5 z9`y0o(K;;^KrMmHSxiqfqwdj+=>a}=ZfKJ0nZ&Wdpb=)>9GM5|4{coCcPZcFjH{)H zY#i6jO^su0PQ8Ao+)U2y>EL(`VG;0}5mgfrbit2Td)L=TgQ5 ziGXp|)56SA{#lgARAG*3<1*9-N^@;ak^K2qYMMcyP@>l@moA6T^8mK6SA^dl^%Cas zn>q%@#6Pd64_~AF1&2o`Il8QrP7VtU}B<${^}l)n1VH^y}+Fvo&xnhkYGG7^6;K?bHH?DVLsR5A;4o znE_7nokfBMqM6FIwu}i!+NL=xJLq^ut_qoaD6D?;&8GJpkb=+*CXkfc#Y`#geD`=6 zm1)yCADPo`{kV|qcjUF30>gPu&tv2v=hxG5rSFIp zr6KQ0kIB?-kG1S2+NRNg;6GE~DL!U!vw|-uv>U&1kE{E6g6(r`S*$U}UV$uC!O!qF zaD<4$^C@u=aSllI%XPfM>MvHazRSmo1DOSvH%#pgm8Mt{el&kz<>`Q3{WdHOcaLCz zc`VtcBA!@v{*E?6V_v@+j_b7-{%K2y?I)2%neLJl9B2#1jpjMI*=R7h0C`;beH z7wtEgX5mDWQfXMcMU@dO!*SDs3@Kf^UVYHOOaMrL&UNZf>)ghA%pqoC`ajxw7gD{qaYY$ zv9xG7Oz(jU3JqtpWWIPJ4wIHx(x11{8;WN888QENiU5yg7VpnrU$W+}7booR7`9^T z#lQ`%pr2O+)X0S`b6wC0Q+u(}ymg(_p7ep%6-lwmXx%U_NpnH0O@J%ecMZk zS5lA5fCYG#ca1aL7a*|9*?>_#^JvpDdl!i)b z9xx&~hI;;RCZhdam}QA$SZ^f&Ybkf9_&O%h9yHU0$^3^Fyi`PBMd~E@NLb!Nn%Ob( zB9f&TskV#=80sHWf9$_$5CMYC)D0cozPc!qd8`S#u5_#TIe?FvO8V_Ecwj#_exFe1 zJ`>X3kruOD*+H0~#5jz1+JN|)pFk&%gFCr@P#TGBr8G{R9MF)4q6!6 zu;4b7!88&LXbE;A02qLyv*hAT#k)F7h!|cnq4k zdypM~jC?}uLN*%e$PQ-^53vJZ-&(|J|E;FBx0n3m;$6!bf=&}1mUsV2D*=U}L^rlu zOiWS8>WQT@e@Et{Rs%{OO~{BBzZDer2l!Amr2f*NhBYEO8{U8(_ulTtnJL%dICv5UtO^;~v7vtV?azwV}Cy0vO z?`gNt@;;yn?nb?c2nbWbf9Q2~6PpUt2c^Gdo%p;5v>gN_7{E{p%|^&78c}h1i&d$^ zs5C^gStEjcVIr&bL$L%@?Rldh#XK?#tj;S7C=l8uVy7)nwwa=@fX&}FdOHI*CAFC2 z{Tf3K&k65Cw8GHge&vBMFRr!SFh*vWM!b$g*>0Y#=fAt*70MoI$Bkw|uf^es4`yWB zQM_Iq%FT5|=0nm8VHVCHzIwsHAWm=VdVx^7DN3JMy zQ4p+6DCgm@EBp4_dL2+3<&715(_}XxHFv|S@-R&3*c9Sxa;s{u(YIPP0w1L30f?UZ zAUJqNQ_39z{_gUvgpWr90mHplw=@EwJD_)$w(q8^QcG25+}_O{uWOHn{bO?&IbU@T znJ%W)_~7H5diFlu*#=6J{=0|Gqi~S?u!J|R#B?Shy8TNy>U4aMtJwxCqh5ilg5iq| zi<%c@K;f#&eoBIA=cc4z_iFZfjdto@ob>XF)FZJPZVSffx@RvJmmn%m%h36=lQgR2 zCT^oM8y62Y236LT@#R?(qOP~~&y+MZ8q>>;1szvVt%UnL_0cY+{$>Z1Zo#0?!RhT? z@c!CkRS3au913>F8(FaM$y9uM#`PN*LP8`J1z7~KCEW{Q68yt`8x zs~pK`W$)~ccj;5V3mqil3PyChNxw+^fX598A80hJ2ab=~EM2o-D!`nkEwCJyA3nK_ zGW6u{xT9M2H30jwVh5_@@q|x_TZ9RSd{Ap+uz9*Et_}ck7obexCe(4L)GASs#$L^) z7I)gYcl1g44L&Jmg(`1#?l;F-W6LWC!t&+}@miH3AIc!KGb0(iIG{njaZ*DV@()n0 z@rda0cQ)%#Dn#09>!FPA%?A1v;2Jd6KF7Mh5M)2};QT){2(mA!Es`4bXJU|va_QrAQQ1Eg zsvjwDw|8{w-?k`Ol5`>?=P*QqA5B*A*K?|B?71()t)gJ!zyP+ByB?YYGqVzul1)ANHsext>UGGGqNrvt zjpK9tx83#s@K2Y_iuo`n(%aDcP*ah1-Y#yZCsHQ=j+qNlgA$U;fJcU5CW@ZX=D%D3 z%H?e+-m;=rRidbNSdH_k8e=fXn}#u2_8GGqCakoaS~REW+lH0}d#_~p)f+Y$&2)f# zG*;=%&OY5y!4J_uM@=vIPFoFxzpMyR<=4H4SX6ViKG|*PmZuZ{pAEW+sa$R>m8Cm@ zD5H^K1ssS;RG$)?9k3Jfg>s|0ZmjdZ5p8{AVr)GdC2fI(z{G%&*gUnL0}=K;ZYDf3JR3+A`hrkM&(0y>GHw6}Ap?~C{Z55Wu`@4p}F|FX@hgusjR_Q=v1 z(0@VA;XtrGSC^NuTBj*e8^T}?J%5z8DL{fZdoxEw8Yw#RRMJb2w&BvZo}Y+GKO%}ptGq0b*I)~ zEo1;olRsI45-K2neTx_u>qa*&ru=$3*v*kbpg!qx-9fVh_2_yUL=}1C&EkYvoR&gM zG^DycnaitRrT_+AtXR=M77Yf~i;8*|hBnXJl!Kr6%+N5oW;j%jIx@o5`=glGR8xob zive|anLTWOwjX1+;#77sCLmF+kLFI-*|EtTu-$yIxL0-2D3p^d$3<(3Cw*IKq2i!LFMk;Y+q1TG|%$n!i2n{oxU z!P}Fzf7y9&M)x5|Hx>gJ@;E4xLd(QSn&vaOrHH`v-MfLGJei4zVM1%oz&K(G83aGU zIN1QO=lXoaVz=O-oxsf>4#HIg$xy-RZZx?FV6p~vJPoknl>wVO{09dDE^b6;z?QUFd+T18^<%?py6F(G)Ei`T?nNk50bVL!{{y{>_M~8ZzEtVaJ zOy!yEnzafT6GGJ@=7ymFaE2=JsWoEK$qSnNEU&F~ZCF>y`diTTfkDOz!?1Y7*y%d2 z*cw&!{~q7rRK#jwA{pSE8a2xy=stZRcX^kmvc_n?wBa)AbOKU;52KcxR1$TX8plZ( zzrzbnKdl>kRN^NP7#oChyq`~JI??f!?P^p~w3i2hwqp%#0+j1s)$&hZP(hukdXnb& zEk9!fFEW`2R^*k$^~{}vmCUkSo_wg?ZufI;N8) z$ghr*Ju!lel#)Cq=+7cW5*+USyCeSpasicK;qKo&*cjwh9BoOPmy%~Q; zfoVXFjef%ji1GFN%6bWQy7A^eo59@QB;sY@yrQ7R?=d;JFOZb`-D=bKBAC&`Qf~(1 zQG4d^d8X~*Vd~0PPOSgVy&K!(`$Y^2pLbhvj#v|vtH$96YP>U_n;OHr#qF(NT5#r6 zNrw}&vXZDNSah0uQ|n@jnfWWhE5FLVgSE>`OUsbD8;_hyoZte2l;GzBeE7~%W&n#_ z04;U*?@rvDxsn5QwW%bkINYG^oQdea&q3(?3^-og>oPd-m|X*n!BEttO_(U8gl7E2 zS-M~^lGv5o&9@=WB|$OCA^%SKjm^_D)2ZG0QQ0PjQsssCS1WPM5F0Or)EE+>saR%v z6KJ`aIHRKbTmze58x|T_*OPMkk(yIpsHQp@yS4zrVC)=lPPz}94xb++7aYunLs~dt z5(1fM&Kap+duy;ppL>-KDe{qsx>5}%ZYox1;7kUnM11GoHz)G>mr`?xh-mu`!a6{n zw3qy;1&iGBCKUh1r}r%BRjFabO)2>hQp%!#HQcB1q|<*bef~Sy**9gJr_W{$bo@kc zisC_)u=%aqfwCDwW2i4U!0a2#dh$ALibCegeTEfl8fInqRqN`h;5F;8=Gprb7Z?}U zKH+ci$X+$D#g`mWF=gjhZNC_p#X61Gh(ITgrp0%I>ML}`j|Lqd7*QYV5cT5@job=T zUXb%ad&c+6^H~fal0q0w=*}TVeIG2wFb*DFR#*$|FY7`WeV3h>@vxk>7A+H1846$ zamKyBS`avP_E3kGef+(9MmYf$6CR|qeo`{}tBZR4BH+@b8*Kp>upZ}|VVV%5o;ku=`;N0Kks;vxsC%WGe@S_-H( z&YulV|1vvSxuGZmGYj$o_dQPPI4&OCsmZ4Pz1(YIFecS{kK*8Ras1fusM!6i3&|nH zq}w;tPF~gDTk-da+l^9pfa8b6Y0<-~H3Qr?sVjV~vS7cUUKA7;!YP56tGJObd}|cV zx-`-fXQ470UVnO{~W>3UHpD$0=!7|PZ}|rfd!#=gwp&m_t}Zm#I|F( zq!dMmO~jkiGO(cp;al7zpG3dbWzl2Gc=`khBPuUJCk1J3GOcs)`5r)?v%bq(Nc35a zx-xAm`sg)RfdFnKa%%ZQ?dHa>KoNIxeu3GlmEx zaq@sDeEW+|bWPyJb*cOfT$^}+97pte3JNUxU<2#o%tl~ohxwE`Cb~g~%qOJj z2{8p07SmNLA0YM-NZHYEOxBO^nf6-n8{De|v|LP^G$Lw_ng|fkI6cJPY0zzIPsfZ@#3Rb2A(=iSCoY4o z<5eZsK=QXN&NHCgUPbZOiU*wIjMGA5Rb>X0sy>amR7In1-fh4wRuUz}`;z2(a&(Pd zcp|)Q)#T8JDzcEqk-N=(7NebIxI;3_ z#JH&i$Ohl`#9@a57)Q7eaiE|KtrqA4$gO=!;)b(5$k>(KP^@b011L;uq2IO}MCF3e z+H@ZewgWbSr6b6lv(HD>yHcNEB~t#uH$hQ;$1<~{yZFS8RF1(+(WYt_tw?)X*adJ& zP>EXdp;}0z+zy(tvZplRe^O)}yp`!`_tnnhDWK~X98NF;Bvoy7s0YU`X=)tg;8f<^%mmvIg!Rfk7mwBLQ z2p%&xk$Xg;jvdN!Z1tesdK+N)?=p?9`E#9)&d|P=`=zs?X|RFS*N`_dMNh9mShUH? zLeY5eZ&8b3&=BW#t-JHHH`e;<8s8i;d@39#M4c#IKS zfi6M1SY04a^HUhx{hp6#e_sP4MvD0+ukUF5W2ONN@w&*KQ{c9(;4li*@(ZO8uiVpS zv%dLLH<}brJxtmB+vYU+R3#CYX2B+jkAIS3gHBW=mcbSXQ@|dlrH+>;ny#s^1?Yda zk$IR|5(0HKO3YvvbU*Q7AuC>kAIb>7io}x31BCNsZC7fO{*;Vt& zv!pSIdM{BLAc)ew%r>`sbxulX!NHvXXOh+%9C4`$so;7yp3#}DrdGb8Q!f;fwB{n3 z%Sxm_;7!K5c(!;|O{w#9H!Iaaq55RB2)C{}R*yAh%S%O zNYjWyF>17_J(&uO)cF%7avLpghS@v>iZcZcQlTAbpZ_+?4ard2FYq-o;(MJbu0Jpr zGtJ6bmBCmKzRxU5nbe+|xWi*F-u>2QYwb?(h=S{kbc=%0W+!saiW1QDptq#&agW&_ z#jNo1`BA3awo7_JunXK!k=yt1p!#L_#Ai0XC__d2Zmn+&-=zw%zPaP>n_Q`Rq(ll;+cWTzbcC;AGo?T;5~wh--qg)V3&Mu%TVlP|I?vvD+!I?RnB1-q_9a^xl%cm?z`XHJTaRcBi6^~8 z(D~@PK~i~#aw>e{1pS$+o2-M3L`hX^K-8T%n@2?jR&STAM}XD5!*SPtD^-E15DNoh zo4=aT|K5Y?$@q0VtT7L9z<_PSyF8nL^`Jj;GTGPM7~q@1cP+qEvr5F;+u(lSVe0%~ z>a9Boc4XwDPf*-W!ir)!o6-v5no(1|k9w0J`yz35hC>)+JZwOXk zzm5M0B#Ag@t$##-mIs-=S)H|`x1zoDCBA!mShkEa26DGj^K*PJbdY$$cWS?(iT}fs zBoZfYGh$!TDKtq+2xfXqp$LMGFi2wGPKHXU7O4ESt6PcppXd;Db*Dz}U8$AZjsUN8 zc9UF);ADrdg2&+a9r=!Y2*?r|c0 zc9KJ`|4}>ofM=#&idGWo8rM;l>iq5u8{xOVhdQ^5)N{izw<682_JcMi5%9OX?8Doz z7S2CYfF+LE(hm+4V{8rU6KmJ-`m1y1ZkvZSO5`saTBN4gzPHc4tx02^OJUuYLkcSb zM?Yhg8bV}J#|fc=KPr=ayLzGnp%BXH zYvKcCG30{PR{`xSoMm^Jv%Lp%oP2N+;o*hN1Ltwdj&a>=FyQ@q{jk%OFk6R#CJ@z6 zI3s`>r zeF$01aWT?;`tBLdFTpAv_K_*>YJ5Sj%&vo@`h`29$*~D}*(f48F5ijeryCJ&o#gL6 z%fR8Hlw(wxAzcG#E~Co!4q6F#zZqbgVWT;d^Np{G64uw)|$d^ro5k6DUaL83G z@P11XPr-UCjC#J`4dVszcv8eGR3kZ94-7l3VOW4wJhi!!q6MnQ;DRFVC1=si{B1m} zS~X3UgKTBJHsAy4B=e-^KbNq7`b3r6@QA_1FfGmK}DPwC+$5q1*_a_Ad zLUAPoUw5d>HDwB&q7z-m=+_{dOuS0opOn_fP%2twhU-%WchueJ^Q6&@BM{K)z(Y4^ zk!e_9_#vM{lK6381DpEsS=W!$IT!Qek*wx|HK#zlQ6{9gb|c+(St zooKbd-D=p?E$OolFVH`ZO#w6j(f*x$w^XbHldc33uvf3x&)3U%RB|*==O30iyCp7M4hF8H0>YfBFw3pUbKL4(y@h=ka^n&EvcupL-j!9ed!bAm zvdZ$(*t%xlTBiJ$pT{jadOQ)^$hS#c0Q7e~DIfGOu(3vT^Dv+oa^0V%a(fXMf4Z&B z{60uE7G+nNHP-5FN`vGWCm^)H1y?(opDp`9m*NMJaB68PwF9$(ssia{l8eZp&bVXD zeB4Ky^w;(!1AmBp7qp#=-*z;)8XC;Iq(TnElzjobR22F`uo6=eY8HNLy2-82bFIjQ zI)QjlSsz1ok5GXk!3;Dhc!nX1in)n6WAlw&=ASm zu~q?L^G)CJ2dDZj089SnR=_x*%=jK-$v2LB7Rr6*lFtn@>KJqh#U+|YV}R%C-T@UX z#Y$zQnn*J}Ojp5|SQ+~*@3;Gn0u0}a)xkJPlv=+t@N*J^=g#ZU&H2Y0 z&SS6WF5x8&&+MrTKHfgZXl3n)=!_z(xaG13(;#{)TTZ}XSAwpD@ zZ0G5Wv`#NINPXr`ebpcec_(ljy|Tt;ot zD5z*&1^;o#axjDy@Pc&c#N`G2V??k3-v!t`*M*+REdzjgx|Y5%nuwD@yqBHulI zL@uEySpsO7(7Gopw3ch`M>YQ1>goC7_ikv`qU}gFii5c8JS95gIX|EE8HIHn#vf)< zZY-yLv$Q2IRKQ!GgQCgSV5R1pjkkvml3h7@`Oh+Mf5EyU_}%Muix}d{d4|F)82xLQ?9QSH(j&+K^=WL)-n&F` zJ@4v92M!XFg5uzL)ZOV*$z$+%+*wlQQ3-{8i1~e%p(KGxu!mCG(Rc3_r6X(@*3$m* znIS=6h&IJ7Bm-h>vFK=+aIp%GWz)kDP1A!bv%b4c(em74dMgd%I%D)j@O&L=a!v_n z1ELO^%Ma@xTK<_}$!*}!`=XiSRcCIp1#WfE1T-pGGTawAwe#T1VMFQY`NoYLVhR@dpWoHV?lK7wJy zS&?#`8igx-ANFjxY=(&f*Np!um|qd@>a$>z0*9{cfgI5zEr5)H6uyHb!*8bt+4Nk5 z8D4KQcGjSP!QZJt@uWJ{t*v@#6QG=UqwliulW@zk;0iHZuScht#ZBLpR{JdtcnmkRWdml%<~+vsBdh);j4B=y`7ik{ssiTSZ~%MAc#|FcwCQO>26Nh7!oc;w zKeRdXk{gX!F9MB9g%r#k3XCn9f&-sEq!x}+J{3y*Ppo<~mW51lK`pVka=sq|WM+!C zS%LCgNu0;uKA8_>16k{@qVZgN&KtX7a-4BQIGbUVI>+KfcBZILI>0$+8#X=O8@52* z%kVmjdv^3IxSL`j9fm`w4qJac(FIUO>cfXqOzx#<#78|>7^R1U(NraDMJgV|B|lN2 zK$UtcP7vsAvq~EJe1TKlYHV!Rp{i8^NulHKDOrA}K&?mdXMLWI_x7uGW}E?=>dETd zp%`@e^}zh_&#x~9#D=BcRM4qBHtC4x;NlR+hrtWzzbD_*>QrBTDW~zJXd$Jyc!B&9 z+U`i3ZpxkzfJ_~pidNH`SI+i5gG{|-+&T^UcHQtBw7=xigfJwcBLzS6L?$_YFhxI= z)z>zP%^_908SiU){shBkJZzR7bOr5%Vtalg5RyK&k!A$0wpqzNs8F)q5f$Vnn@)H8 zrU@_hbp_qsHaK|3I9K8?k+Sjojz%R z;l}7loqLpXhO~I8SPsn{AyWzpL)xK-Ic?70m3vd@H#*Hy;4F`Y9*Az;TtsdwuvyrC z&)GN}Nt1igFf{qyDQfij!h>)-P6ZQh&4MTV%Aq9_MKtg-`3Kvf?^H0EU?9$wPmI7; zOhhQv$GrF~IV6StRtUKLXQQTMO40hNsn0#n0^LyRlUZ?irZkFC`l4Ox|Gh%kZdP4x zXUaw2BKak-RTp}a*F5m|Uv>j}oTZP^nP3GH2iE2d2wUyKkv{2wIp=SikTqlZTFxg5)) zP*z;ujzpmX;;KfV%8;V=R|~EL^T0)0k8g%O;`Bp4cc#Pc#~>ZD!Scrt6s>E~n5xJZhvPa1OZH`g&Z{&!c5^jz^CkiKy;-_XV_OXN?Y@D6T{G+D5XY@^iP_Z(P0N2} zGy`ZGVTIOqu{#%w$MRuQl>6_SXAV)yg%{RMPW+AHekh##Od+l{)V}e9pj|Y7`GKb#k!xiD;fhD8tEJ-+P*xok% zCU3V8-&F6CDQBs0HkV`0BHPY4@brIPz^T}&osw6P%(gdM0`J@CnEoA?l2^MHtZS{*P;+fQ}JXr7OBv*e%W^F@@> z(N6JQX;DXh{dvm5vRnqVOx~MDCmVXCv@(-Nl@@slr&Ie^Y%lhLucbmIPAF?$NR77W z*31K)eG;JvQ$`7lzQ*j2sKT~dlAC7$NFI!~1~3|2b`b(p+$-I`!UwdhnaFs`PwC)` z$KQT1W;9hN!gFe(;J!u3I8s#q?Js-4FEf1GXBn6QfqK*#kE7X}t`$H4g;Ea1L;{C8 zYsB<;~?+_NQ_H7d5rhRQiv7YbG#$ME&j> zIrDqL-WWutr5ZV^Zq)(UMe(Noklthdf!N&V$+5})YkE%Pl$D@Xca)HFU zzc%*4JyUS=33qb1Y~Fb558(H_$m!sni2!Bbdc&%G7+nBV{jRQEE}*Rpm2EIhG0OG9 zZjHI5zDC0ujth0u+kqfM*vYn)r4{EdlSCKowX}r~cfaa?W&3E~q}9L_g6C{M_Q?gH z8d-XOwwJUGJE;@LLiDr((CR@bmc|k>BWks~>`S>cis{c^8%GgQ_u6e?U}-KMan~t2 z#YBh}Ghh%cmmdhfWeYe2ktBe3_HRMyhGpjN0%_Sn1{8ptfa(%ZMf*bZ4iJ`a$^**> zIWN>u=l6+oQA2_OATx^Q=WWESW$HUel!{{yF&>;l{dGjv)m`g&c1QWSF_2s_lsS&~ zVH{lEHR=FJPa^dSU<9fi zDXt%H1(!_zbc++XcN|@U7_4EE7HWL#&WH|3rDS_TZD@S2oe(?ZHyLRnkk1@DVMPW& zEfy78wjE}$Hw?lgC(Z3- zH!?J!Yo$8dt}T83(CQUa`xUGv`~vaYXB0Bwz-UcMkG=_{1k(utZnZiGqf%Mc)@h(7 za@TduA!6FfM?l4Bqhflc#eib_XoAp+zVG9(bg(7{=7JWB#R+z%sY$@uO0FrCuI1#a z?XPMx_!^RQD>v9MCPgRQhf1M573xnwX=fXkwDdJ5oYNqGoJ+q-PxMlTEEvw$$eY zOx_78CyVO^hSo|=W}TfAy-0Mrn1i04nd^KW^6X0my!eLcm+#BGHX0LdSuUF7LWBu- zhH;dM6W`zRd9MXe$oRZ#D*Dh9*d(BNw{wMD1zk&!$j-!7+h9JsEHL0PbeJ_fUl7l! zdVV!4!2G>ufpXVmsmu*H)GyieB+CoF38pr7R#1m)U!l>WA*Z-JK1yr%=Jb{NIom3% z`f2yimjut}8R!{Y`kaECl?z(74sA8i1%$Qs~cJRTU^fwRQX{@cS)VsxNE~lsMi58XVdGu$xcr3 zY6ui;P}soS+iDCfD5iyJ=DF~atxf~FpM+C28&VR|04383jBhI3 z|DGy5Sd{e3sm71Dcpx9Dxx37@oA1xCvDreup1#skOO`&J#XjBkcxG}n`4I-F=*3qP zi-zVAMTS=?Nc<$iz8BB%Od9AI;Tx)iq-^#(L6!*>c0_jtDO0LspTlc^#GU?x;L+af z)kYQ7t$)>dNAYD;`aofvzooj^nG7hm`{r&(+a)((eKQv4?_5WaX`G{mKt_yrOZpvh zWB?^D`dm_-LQTPGpr3VL(sfy8w7VVUeeBCQKNvYg_bFDt#hGe2rgEKlNzSN@d!NVx!+Di2*%rZSj zdmsT*t<>hyDA``d6VI+&i4c>L}KZX-KuccJz z89M=>|<8phYdPBT_edi9R`_0eNv?VuX$%^mN>c!|NIuJ zdhd*x@WSP4{vai``>=D(7sDpRFuN8nX@CIBP2IRrcyyqgscHx0rYfo5$0~P|%K#x; zI6zk;h=iKnCl`DX{B68bTj3jn(r??dLzEqLr!H7NVbkA;<_LZ~%G|X0lT0E-@x0Fc zrvBWRf1Po9k&fV>pmlLc=~)jP&qW+E3Ic}gb^%OJsOVmW%(5Jn&_&bngLc)IT<-yT zzsMZe7M^-3!pmxM|3jd0ZW$-9?WS$-9_*aUbZX2J0y2qfgV|k039z^wZt{&TTdLt# zZ)QNngf6t-wIhyt$CBhwVFuKEY^O5i9-w~c>4)gJK69Y@vfwR$GA<8mw)p_Z=RsCKG83(%qUx-X~Q?T}y3Cn{*haB@{#)0lcS@cb0Z~f@=JF z3TUi|W&kz;+;&T6uh7<};lLm`KxV531R%BiNOmv$R+V-R%Yy(rK*YZbcJb-)bU#=p z(IzKcQ7>pFNb6(Hby56PiX8Vu=9}=ds>B-<)&a(6%mtj^F?}pO-j>%A?Rpn=*t%!I zL$HTG^pLmMqoYn}&WcAih_c>d9;b5JhZnaIiN|CJNf@QpP2UTinqN8cMMg91lI}|* zMa)=tyz5=9-1e>Xx%5*7CT9V`^Sg7-g@pOWEJ6^#bB9&e328kIKv8~kOX6oNqy@^@v7{~iqXC#B3`sTp&7cftP2c$SoTyzS=7ISTZHf+K~&i%_^ zFK;t2)|iR97}`K6iV$N)g;EYRb*Olqw=K^wmrL}HytMiYUXZHD=B#opGZrZ;pvKlORTqMt{ zl_-@zSBpxUwO5v=kC~z!M!B3WRPG9(rPhi24hCuQzrIm(52 zk=n_V%D*#s$Q-hX(eAqHOGXr-rKukT`RL~|Og)+CT_r$^XZF#{Sh3B|65?bG#6Vwv zoIf0xe!oYuS@+~1p-ZbweA3+tC2A0|rjvKLV}a2i<@67eMyD22pm8f!_^u|i1I5o- zXT*bOn=?KfT@zLqex8GT3mDbUQp}YoI^gTgN~(@Vqj3ZP-WhlYAZdT&#T-+~!r-KL zqbu63mIl`aGM_guK~HkL&@C>mdo|*O#Jg?&wK%Q19rMe=;CF4K6pkZ2W>^Xpei}dO zrENwvI>gS`FQ}jxiS5{>jX_TyYeW^#!LMGlN#b0_;_J$jB7T(CZeC5UvwtG>e~T%O zn!iOopaX6a@>M8_0Zhe^H4@H|fJ=xL9aWyUL(@<)t0Tt1m}acRkVL|ht)3+L(Lh~! z{q!Ozu30o9yz~O*q3AwuvP?=eHs@(ArXe^gZ9 zMXW(iKoem~xe8Vu{cozZ)@{Bs}v@^L#7D^>bb5ikGU@eFN{L!7q0KZwHh?%XPS%5sBvHR^WvLpiJ=t}=qobOb}jbvH=DMSyA)mh)C zjGpuE<;L+m2qPbsVwzdm(V$>G6$V}F;48Va;xC#$gQ!dc9)0F;M{b!94p;p&ANh>? zYy6uBB0aJd4)Z#LF7;x!oScOV_wE1KyRl6xnav)VTY$SlOU~o||>9p*@*| z(=u%lwPXsuC(FStlyc8rx_RKy802q#ot8XN*VuOrl$47mq&g?nJ5)045GJ@dsBrTi zAIa_&_b(TQEyzHjbUa`2a}8uWFak4oNS~S-{C$fE#cIT0!(jTT!Ot8N7-(*I-IgpR3cOerYP^ukg^*mC*m51$&cSFqK-8C>|3YhOW`fz40b;@}zmk zGiLFkafcXV6Y^+C6*%%?d25FBhLMLO_csGUN3F`4JW1HX5^%+oSePJ$RqL7B%sGjl4JkxDsd7wr}`Ta8P1*!4T#l z;XcqcUwV=#l%)QBxfYBEbMVAF4^#=$8*Kb%EWF6mNZ26*K_eVx03cQm%^8Sah-=

>#q=B*~^XT8+8n{z~l9Dk7Wp9i>3K+9!Bk zHZY{Fj>%Pi;CH6`b7l_ z;tot2_hoW_!-Uj4CR2-Ew}@mkwXN`m++>3>@iLD<%7+-0&@{B>ZPT4Aw5SrXlB|8C z3n*erVKa^rb0LYsiIKN-J^m7r^|Atme%}?9dzRMlyLh_@E|2YqYEThA{v7@6Z^zv9nIj zPaxqA2bwM_p@BLt>U-Qom%go!ygkFbK*<8?3L@`T3Ra#}G3JTE%nbahLWV1FL<+t) z)!V5?LyM4~+IoBwdDsyDK_^a{4|ccyo)<~?ftfMt%``H*NWb(}4_ksbqc6eeWa zIg#8Ax0y}jXhvR1leA9Z5P0O$c^L4G@--2Vnp%fiFkc<4Efg~Yb+*4H;W3-EZ{fWK zDmiR+`YQN+hu3Tr*7u0~7El`NkJ@x2mc-waSwZu8J?yMsL*abX36dAIY*O>gLlUSQ z)bRGi^BiabR}<6Y;`pf$nhx(M6cNlz@v*x zM=U+Gea@x>FocVm@;p@9&M6ida%B@-K3w2IB#mY`ov2wHHBP?F$hOq*_35Dq)II+tD-|vxaxaCQ-JDgmnkuDw8TT|8ftWEr#w93(n z1Xu(8W2OBRv^@jRh?H7eoKsb0LxNY*nNj^#L;@ULti@8JXCZ*4WlIHa<#e|HL^`wK~m7lI%@?a|>qbYNFzvgnjSWu#sGWFq)jP65f6|tmI1m zMi3etIb``lXeXj*^8ksM*tnl`OxB167pA~MX-Egfa$U+8L096yke0z}zLFj~p+d}D zZN*XgxN~07{Xrnt6C|3pT!BVAh+|6%9nIIK`Su^tdMgf3TUwMH??bsi<%H7K%`URm zw|l5t6Dmjx^f1C$jaH2YRn?hxmV9UaCUJs(qeT_A)N>XRrATK#ok73d80i&fgv;Tk zdw&>&Q8jYpyERe|lrTz96iH%8^N0VrMp)2T1uuTIl6R9vu3@6WB7uw`k@%m7wdY%^ zA;GBFdj0wGPmn%)(Fn+w(k5mQ4jGCO$zwk|v;Si<`u(nRZn4yL&dvJ zSn)TBF6`W9@fqa(-yoWLv0@^LPC)GE(?;>m5GW-% zk_L3Ak>e7ElqK~-D$YC;1bdA_Hj1+)u$IJ(49Wh)E(!E8nA05G+56j~v($@LI%f6* zVhj&V8K*ZvwtIc0i%PTl3a(lCx6wr@iY`N#fiG&a!L#*0%JPG5!(jn4gl8y}!8m@_ zNt*oi7k?;zT1O+xs_v}io{bN3Zu|RK z>SqalMSKUfwMQ$yp+$8}MjM8{IifAX5RQ7H6M}Da*-y z4I->4HpK8-e3Z#Ko$Vv*X5>J|M~rmqN9C+njM}+r2NpW5^vGq`OI{5j5=VZhT-CBT zPfU;(K2pH79)C&2Dhg6%%@wK2R#VwXcqFFju4a_@j;_ZrvG}JOXi|pTkbiEOt#|kDQN*YG#^mI^zDBtm5F0f62R)zS<4-un(i2>wvahL0`)Q@rhnav&KHY^EG6yhYsA z?6ptEz1W)^WYrfT(znjMfXtugH{KgvR2j*5o2?BuoX&Xvn3O>uvT+OfW5)N*;%ReK zzeD^rrhp#}O*CG*=uOhNY%wXgU+fHd%dR~-@4`yeDnne-ca~CqHPa8uax`(x=8bsZ zcY}78w%|KEO)ntW-4UusRy=qYlPK;-WBCu853#Dui`7(O`@U4_CQaa- zH$9(>-W;Aiv1%#-+zDSZ68|{Xs{e77f@lbz?ZNHj(W6#$w zyNdbjbD-%SHQ;9C)!sHn7%}6?{>qjsmw9 z`zEI9*+K-w2aTA_X}@;1tN>a}2mE;d%zER)(*#rTLnE8T%R{j6Lnc?yMUSkl33>GA zz3Q>vswf=lk>m)}^wa8P@lTQ7EL0wR7@N(P`_$l%&K4n1h;E^}V+}Ibs9Yy=iWl8H zgM;;kgM|Y7R>tv*gyANNcVx+K#WuB=j2mSOU=Am_JOGQG=tN4|I*#B4xA##6 z7WEfxw77wad|mVrx8tVtZ+Z}^G6ZjbI)2Uc=VC`W!1YghNp zTE`<)*!H;v#_+cAeRzG4n?BBRbq)^ndy+rRW4=*E?l6WxOn_splJNhTzJs$*3iKMr6E2B#|L(eHF`KH_%y}EEv?kHLf7PCmS+#PO7 zd3pm_xtBtT(!$L1+(Ty40>`2)Q6s}C@Ne?8B85VcWXCosj??oe2cG0MqlNf>Rv%3P z75V0~MJa>)uL! z2msMg2G&5=U>=S(d@aM0ANwEldE=u0PrwBSY^})E8exjJG9@F`Ab(j`QkHmbSff3s0sZJ?j(QrUsJG9xH4}=$B|u zNWK3j1?>xT%BBh=^ST6KmKTxvcoMlj?1jWlrQKF0MIjTK29MdO=b%{RbCnC@hma{M zrlT6oUu&blctv}g>m2(Fwlw--J$atGkvN-XW8gk^dWoq;0Ru&Tj+JqZpoMLn2OO<$ zod>yN$DF`BRM2H)12n%_>4sk}lG=>tG`@+_>>Lv*x(!T=8sa!AXw@w_-ojGBKbO?O z1Axy4-Ye2%kq;8gfo3pO89a&}JDzG=?5E{;lRq4=H<7YvugYEF2j8Tvcp=IXzyE=k z%U5Stlltimgrw$+HbOHotezHyUScO&1#p~!V%kqm^mGUfQun{BDV})7wtcQmvA#&P zC6qwbU}6$Ji@+-9a>TH(EQP*H?w+Ay$tU6HY|G-&PI0?ZQTtyxGuVJ+%) zUm7pl7Um_g2(f5xQb@VTgpCA7)<8OL5wwz&2%y-SD;v@B9ES7fXssC3Q8Rnx8vLO` znr03=r8%M4F7Z?culEd|G zOqp>my>Csu+vmkn<@X7_(n;BZWO9N~IfOZBU{Yd)9TsI9+n@&m?T|Q7nRe`8+^Vq; zvxUy!0@iYu5lvVjQY+RaDfTKWhje74fI8#QVR=*~G_429^t$4q`63_+^{=bXU8@_Z zTHQ-q%nY>uF8!4R4bo5Aym~GPv@y3efoPUBJig{h31Y`3(=$ekZoAagxBXw5daG)n z^%W6BIpFN$toq?s7vT&(!>+LcR0xrSjRrSMUs~tmgOLdKLmGEp?c;#MaHT3x3J7F& z4?V{-z83geo)_`X3@`!ocIY{jUy^I++iITzl*lWsO*!2v;DNM}a~=0nEEERF0G*Pl zw#=%Q@r<6cb}W|Vh;i#-q^#fE{*wN*T|(Zk_3yQhwTtD}?_9m<48p$|U6k5!ChxuN zb})PX6{YD;+olk&Mz1OWFHK;a)Db!|Q-G$m0bPSzgm9T}H1T(=JHkTtAla z6lNZ`T)45hVkmFa`y$SX)u-a2Z2pQ)GiPfQ>s$+LozIxIxD>=+Pn`=?r0(zkRvCaD zj;zasmgn%Nq}oa_;Z$4E4~{FB-F%r|uRe-jpqecxR6>B462t!$>djg%(UxxW+UvlX zpTPy5=PA>2UBeroSbi`?j8B>9*8vi3sGi`2Rvq?!voV>*eiNl?{v^-Ubnj#*T%m z(SVtCPmra3U9#W1)rngL{s}T5KD9uKvL(IYLefaxL0E#NYyx1I1X-4MO3Vkl;wOS% zd?W(k{^g}~<-wJ=Xzhg}-oL$cxVWy~OFR*O%N|-CB9+ydyZO`WMmj*d(60R|aEXXJ zrtY`bWBl^1T-&v;R4e8wgwG@s4#ah_0=TxJ7>X zJ?(4;1)#UEGb%SXztE|t&1K6dXMdV)?;-x|&@=lXN$3N+&*GKTgBS#l3?V+|u* z@k~oumUJmSAL5BiRQv`(h9svl;t0#6-v0kGb@YRvJREo3b!kFYjJnBD# z7e%Tx$ztp`Jka zaEyoLkf~MXErw-~33NKdNCF}2m0Yn}Sdm9=JvcgCtA(da77>|WoHlG7q#^zF$I(Mn zc80*}(w7C*vRXAfkW4lrf0xsW8}(7%kJiVhHrPT*25@7JIEfbdYF=*-$E2^V0d*tIng6wO z>fpk|a^^&h2wrcSxX@32SG_LW>&w}fzE8x;vD1x`v$N~KC$yFVx#5htV(%Q5F!=o- z5F51xk?V{RvDqmm^5DjsnpY+iLd=t=j9^tQ+h+u<>=U=j9)B4bA{`b&a`PZvw#ySw*v|9pc(%DfmZ~0uD_GuF(ktO!&sj$E-;;z1m}VUn7~n z&p`BtpT|DG{{U7A;vNXGYOBnKqP1Yo>r%Y?9PEfj0fmakb_du6IMmy4TS^ELr~fY$ z!#GnF-IWO}IiDh$-!+rwBlRAzxEDF`c#`07qomH=2lvAACa!TZ!YtN~ztSP~>CQmo z2mcJu`l!LB+=&J;a<^)AUYD&i)lb{(6&i<1Iw3qioTJONrl2Ap<C+Os_!#`+V_a_v$hXRzAQ^ZSGqkaY zSM9%Wh!Zr+RjDlkChxjXwFF5<{34O993k1>gO#t^E#xN@m55N+gwVO+RT4tI2qsV_ zTXX_C;mMe6g6|AkaOFV~s6Jg@54BozANQX`Gju;iJfEIZ{I-VsMuSFaUNTolZHJ>| zZhYZ;uk9avdVSZ1I1%%QY=5AxM_O0tVduOH{ra@YAeLy*M&ez{%UJYSu{>rSoo_Ws zM`_2x`3C<^=T{-TTX1mp!6*h^IyXQ+PR-|MI1Eps@LK zPZO4WsVNaN7G;2#OCufodg?FQ(_nXP<*e9cvDKc7Md`u8AU~XdEjN!nrKuT5t zxhdoUc9CGs=C%pVni!;&bw=3%=%14v^~dM`V<$j${hAzbIy4i{hcagU0DYyCO;bdK zqky>_(i79$Y6@XD;B*oprTH6j0wbE)hbMgJ0`-i}&@;%@8@)AuRKG6_oX*cVUL(FN zr>GU;J18oTz3$5Wxaqf9)c{*)zyRi z_$@3Lo*1zFGtA-r^|fFVJZ{f!!R7^W`Q}@|ipv@WTg$25VN`q7ZB}M=g1xzb#5M5P zD-k;Cs-FgK>asE!s`g6YlyIdh?drOqT=Ffc{Vv}*-3$}iB_Q2ECcb{bE-8uLe=zA6 z9`IQizR0F+RYhF`PY!!$-^>v$(E3H$Sn(1Hot+ZnePP50k+GB{0Ew@RTOqKf0>{4K zTI_uf;?%!b$7Mxud@pc04f;FnP%k>=Q+bWO2Wvo&^Ye%$W9u^#Y-WU^5O1^4NBeynAY)^s{!P?lx@nIf^8|<_v$5%cO>36fG#_`igqA!CrbmXy|=W7+&NeIA- zrAGPv@UX0&UH+Q<@^BQVUzI`KEb51kWSMnRg%38fQQ**vPwi+hfLo4XGN<{GDl@uO z3C}{s@vCkFLm-eEBQ&wa$|q;kO{Mc1Bzqd}z?k9>!Tp{hQVlEML%*%Wg)VYUDFtB!gqc(^9%HdWzytgI37SO)$8_mYOz(M$XWIkfW4ULv0~PFhS0y}0>P{E zF87C5A~A(_5|ld6s1FI29+S!@ybI?@o08g1E0fZFh}FHzqk~!g zD=s{S7%vnN>|)`MA$;J`sZXO@X+-3%AAQq06k>k;1%Za~24Pa-2RDi=0G+{Z%MYsR z@4|;y;S3&S3?@=UU$`#>zhnq*L{x=<$bKl|epO&?S_1t`Aw!NYoq4dLW`Yn`-LM!D zbq_Cai09HdD`Iw!ZVx;z5*?SOSmmfV$HRjd(;#&X`G~8?A(#Y~c67I$OOGQ^LXbUb zf+dj*9P{)gD#_|9h67kt-{um`JW?9Do;7wKIwjxyqZ7B4sdp+qg+YG`N$hnIk&FeR z<-7x$MV5%j^1$2)LU6xfQ*a>8luZIdgTfoUm0esu^|5KS?{+O{F|JyG2%&Oc_KCABjmABYB)ZUh=Om$Cx$L|sZiQYveM4$RKv$KG7-ChXU+k9!Hs z>-wvyS4=wG5f1sE=^=P`3<@yuO80lfc_CWOrEC+PPUY>YPZsVU`o17L`r<3FWRtetMNN}PE+kat`s$UV7pV33z>iENnXwE#pZx|0TSv@!cG zDx?wJHkZd2i?|Fi3+$Ix0kcogeW(iUZ?J3p=dz=B!d&lA0#mc}Z+=<$LX%h=ybk}{ zV(XbRW~IOwAwmSGq%fO;=jQ1=S%!CnFk8>AH%l;FO9Qd9D~LBEcD_QIkQj70>ZRf|_SJS2U_atm=qp|<3Fi_>(er~GFR_{dZT3mKM(xY2csF@O?PtP$NDBe0oC=v`N4E3WVRM=ZW09 z9GngB0+m{&T`=~Ri;d5d|UR6JG!q0Wb!qhL_+OqH|kUz)vrkO{Z`g1teUui zA3~%WL)Yjn4;M)yxvLX4l^ah7>co^v(dX0?4}NE%8o|#TPQdQJ-{OW@?vx5&ixJgb z`-xKPI{s@yX@W`9j|SXFi|M)XwATR$7X?`RQq@L@DPooq&JWO6Dk<=GzkhnMP~6{e z3KaTIwpz}AVyds%2cxdEz=z7@5Go$z+Zu2rUTJ~zMp~&liLDt%kxa{zvMS@ z8huJGtLrUS4lAGMTUGs%T1wT69=;>C4WV0KlXkvfDD3+YtdETm&Z8693_&(MOa*Bo zv9;>(Xoy*i;?(Putc~S0RHUj1WRL81L=D)!)X&eSB0}+cKmR;W)18es9op$w2-9`P zKux{aTCYB%qu=?OSZe;-TY4#kcbI|OL*FY=ZOf*O2w!i;u8o^MmASqwfJ%K3yGB!P+uSYvhVtEy#)hwzst(v zcwt0S92hPu@crif&__;1;{rh%=biJemrrNBh{`x4o4cQ=LmWq_13inxK+Jzm9_#@H zx?|;O7;L2zv?5lQk_RCho#UVY6BG!5WOcI{SYGnm^HtP08$u~DNgAyYh3=qapecP& zAx3@ogTz!#jq2J8G0e{Adq50fIx{iYUTQ=>lX3eBaZ4sL85<(K4iM+l&zf4XrQ+%? zr)|KN#0gdH3&1NTg35nZ!0jYS3syxp)McCIL_vykxXrC5-&ErWs-h6mQ99ZP5)DxN zW}bTK=m_3pF>g>z_1yD^4>&~e#uy$c z5W87$AkYLRDneeIK}kiH$_UJDDR&h9`gbuK2}vPQr_5k)J^-}eYp#c_dP{cVkc&mH zHxD@ZJkY>X!FP6F5FqH5RW(*gp^0M?xvXWAD7$vn<>)W|w@jH#e*ImOK@Nlca!5-B z7c12s0fXv`y)c|66owCQAgW0K>)jCSP^@2p7X&*^oiZelghtiXt4wgGs^ejvqu@Y1 z|M&jnplSw)P+d(Ib^iD6tJMnU90E%ls9dHlOxp?aL!vlo>aVSBe(SGu&vlVah+$F! zcz(AY>UBVsEbf*0X{@6sQDDLe|Rj)Web*3qPMNc+T*CtS>=ClVQ*9}rq*{VtbHF^ z41W|!R7bEL5HaA?S0Y)wm~Xl=qcjP*@r@e?RJTc=mj_a2J$r-LBzjeyp6wg zH~}ns4ggG_fBdIbmIeH6ey5L?utJw*J6V!;dGoN?AR>iM8ne*2_LS2iL{Hk4@Vgc3 zUYR+0ml+8XP|6({M=pNh8!*$+V!r0)_{G|C*)eH}B6x|<36NKjynYi)^M+7RI^I$S zcQG)6+3>A)8KkZ^V=31mn0hltRVl!uzJFz6BWEKQm}40jglx*IoRdfl#!^pku@F^H zG7u+Ak201vdI$>-^ydAjLFykKkk}Lo30bGKuuIMFVUNSgGQYyb z+n!~+L3ZAo`&^#~c;==y--nuITA0N6uxg;FXEu#lFMOrB(kRAXqb-i-u^Hi6=&i95Ot-StH?y+qvd)u%N@3<%d$B{%iJtxmVXGQy?ql41qJAqhumPoemkeQ-fmwsVCUZZi;{PB;@ zQ}m4Ax^y;?h`D0}_V%4E4ukKuwr6+DPlHZKx#A0;r98YzEWsLq(D|y2+@7V>X^vJd zn_{YP7Y2aIb>!H-e`v-1JFc}wwMJ5m%ryaJkQIo@>6J)L8faHXOnrU##~4W}1ZDYn zIeixe?Y=9bl!9I2$`C39~XPjnxE& zWz|n4&`|IBWWE`Nj%$dMX^J@shPO^khT%!uEXQvg3>$Ist{GZ!zK}J}JO$y}M|p*z z5{h9dkTclDSn&*g1+@8juG))g*cN@hq2NKTF6Ghw{-BQY<&Wu0xHnT`Ek`>}S`FN- zU{s3vuljr>M@eZ!WS2^j)AjXN8AEtMO4Dx`_TYD6C5TR+qZq_lG7p}1!HB|pI5t1D}iON z`u0T>oe+DTje7eIA>13F9vrYa_cTeRB;w6`CAdDIFg63VYh3n{L@j*sv0t3sEN=5U2}8O ziAO+%c1+o4hJz>)DyI=IvtWeU07gK$zwLAZP}%KVu~aoBAp+jdcO`Yq)_ant7sP=Q zNA1D22I?aYs$dxlU3R?#OCByN@XT@q%XCF?7MuanZeaq#YzNu~HWgC2_}0=4P=-{; zq|t*}gRiV?la5+bvo47c-L%WHhJ41rE-YUS7*G*4QxjT|1A!^iSZ%UX7^{)#UJO-I z`BgBT#W!O^yqV$9RnVwV5+p(doDkSjt|GypYe!&$H7Ad(52hBe`tr2L_Ta4IKe?|4 z`KWGuwk>bpo@6@Nhyh%fS|vd)=E%zK#qL31TfDKier1@&&JE7?hrsY?@j=s;79mxs zG*eN7b%gzpq3{!T#Sl4?LE9^yyjh--0Tt&m)|m@m0Njr9P!^@QI`~dVv+T0C+m2;2 z)CIesIyu>kKG&ycYwhI2b#C;yTpxf(dTK9R%sP=6bXH#&wJ-kn-iZQKbuaQHH ztc+)zp~FM z(^+y(>|T6oY@YsFAPkxFTdwS3tH=OFz4!v<22VEuoC4!7UHV+jOZ7SL$)DxvZaRFjq@sdX-0qQkavTw-WNX9@OQ9lwf@0iyG6?OI z0q6VOg?dyJ{g{Rl^ zkFwgJ&*qzwIR3zaxsIe4Jt0&2;e#H@X2fM9=*KcY4P#w%QEanAS0wzU8HoB=*O>?O zDcwzC#)6clDeJ7#G}qJtVv>qJp_yT-auOUcjEp3qQXwGrlj1qkom8K7jD3$8=2&W7z~^N+w%x-bj{9>+iV7c(d^tzG2=BHM3>$cyvNV=pVYva8|ZC|HW}131m83+g9F3>%%#fR*DllGVS!ekJ9)Q!(g#lnip|uu26J*PQ24i|SdG zhsJ79ezg_!2FOaSJiGR9c&AuZrnE3~U@hCZ%#?M3xKyF3v4yof%DQb?Apb5Gb0|`p9a;*o&&mACnilw+B15 zKmH>thM>ATJN*$!Z#xYKzCtir&VvZoPsWMo?*=3EZcj@u!6PfPJ7*9`|t zF{+4~?Sp||*s(3SlsT{vN6}N?f?~FL|0YTD_M~0k#U+p*$q^<`BU>oWqVd=)tT_Hn zXN7{%<3KnZ0NakqdVno89epOfN1Pm0bfoZoCugtWYGVeh9c%Ts^9A?8zweA*2#>@+ zbL?J-Ay_AT$+zPpCm1Wy7S|F{}x%T`U#u);i>7B|Z$HUvE{}Hyv1xgNu(?Z78q3;kv{kxqnv&oeIc_HM zNnC$mV;tZ*zfLa>x^K$y=acqbW-0)I1pdr4Yt7UI?$U1%iD3+);;ZKX5C|OzTX_r~ zJASvlBkZ^V-s6w7QsSAxO|+}qy4M#Uj5}*nxZ3nWlb&Y~Li>&*QgcHI0XVaVz(Q&8 z6b>HM2O;y;Z2vDwl}8)SI)(Y{-#%j$D~u@AAh^_;{SPNu{u!_0{2<1xo+qNxJ+uS< z@Aq0k2aMuiFHG_muzn~37(t7hBP2vuG!V#j;%Ms__rklfjkihAk~X9FB+>B{@2YFP zCHt$jipD}$AALK^8tGre$+KbaM6&o?*j{ZO6bE$j-9k;C{fUOpWtk zc;IpQAh&U=$#2!cev0>Sk6=|(tAn4nK;BzTBX^Y$ew0D|s+ca(pMA|S9_W0}Q2%ez z?HFH4;zinp+0@%`>oig3uA_G@chr2yi>OhZJx5P_fw=1m0+&p$`^sgmF&h6{vtYz} zq>NHc+gpZX)D9|2=B4;8xP#EMcL6FO}j>X3A zx@Aa|fQ$Ez4Jd4EhA_l!9=aavK#4_~}(hW9%qeqJrllmi<9kO}Tg;y^q z0rnA_*8@uUoSa&`<$}5CYEqfThxwflK+?FZ^>`# zx?*1mcu3K_aMT>lk|%Iic$quwOLI!#&1OujbT|8m#Np2Z)Zp z%R!uM0_8_lM$E<{cPtuSijy{tq0-WhH2WYec@m!L zokk(@(I{t*B@gD+G);w0oFyD;r zVbMZ4WK7k>|AiwMDXI+^jQx1^3{}C825HFId9OFX`~-GNt%UN$7TK+rv zoGn$rm$1dcW$duY?q@rE?WFe$fafZ??Kzh1*X1DGb6=3(A=h&^Dn?ph9UwK{6{Yh7 z4pA$&(Axz3UMJn9-zhbrX zO??`kq9C;_u5g6}*ujOQ_3w%4na0Z+Jp-dzhqlbx9FM;x?W;l~#u$(_U5e~3N-dod z1q*0}2D>3(mO^edg=t_I+7!#zg15vXW3Zw5LAhXRcCTGHvYBk8On$|ov%;wPkHpfo zRSlGn1O|>8$_z_(e3&Yz9oth$3f5fnEzr>^-$vOAivYJ#a}=bmctux`BF_2v2K`&K zm(<)XGU!|i)$*`7Z7FsNIS{T*UmoNvt! z&JlxlMI(s_khB`YSPC0>qtO;}3j7^Xf9{KEE4&x z@|EOhDD!qEYhO*YHs3GvL&%Y21yL;8j``FLa{Z@?#>qJOdGRrDLm$dBIllIKIlynG zxxC$&QTZ#w#S&9HT@7_?_gdM$ri(?vj!)9$aP2f8JyWb6(_$!9+fV{>3n%+$4EmG6 zGK8Vj_=h}E0miFAK|ZrtpTQzP8^yKT<|ii}C&pP=$?0Uwl7NW>qMgwYH1E%W$fXk6 z2jX2t@V;*SgR|S1DVnDhzRWGkO#zoa)aO-WMeI|a?9G0Esk2Acq;fwPl79NRc6>9- z&s05dq5E@CmHRFiX|#7nQMZ#mZ_i-~VKAyk{xqtuSaT=U9f3#=DPs4gJfW|b&cKyjN)UP6kzJ21!VYf~cIl1F zTz8p`GADKRVgB6#NgK^Vdx9bKuFo3l28FVb%29Z%#K;QtipBtBv}O+G0GZUe79Kkz z!Q{5T8Uyc5@~N0u4syOkrun8Br7M2-Da*H?mg;hKC@o@DAtbK#yIbFse1{_snUBkS zMt0lS*}MzsTE3UQls*b%fL9HITA8=+#rGoJO8ekR25#|B32IPaJfRhvBrm#@oWj%a z%G#z%n}1giF@;2Kh!HYKoEv9{xl)n54^OOc#odK}jp zG4AK>7{LKyQF-9Tq^|zt!o9b*_h9^g>Qmc z$DR53QawaA?fY?9!3+y@aHlJG^ZbWS*?NmscCTpSQP%409{gkn6zK+dnDN1aG=<(D z;KWyx0*w3!%bX#J_5gM=MHDGM6St-r!e$H9!3W_BJ%;*&2LsY*mNKWz4|dodi`638 zTA#?l%h>~|t=-l1f5$f3t+rIBTnNXy$zcudpCLu<#&DZ7)t$3s)udQ^Q{RkHPY_EJ zM}s680jWowZEk`akQ`-3Daw{W89rd=j6r$9h1)>%D7#Yc*e1M|QDa#Veo*3YT%6Jg z05woKzri_Mjt)`SLrwGO(0t%LubG1jRC-^*b!^qZtJ~h~;xK+jEqasN`8#q@MrKCd zaNSt?9DTgiB=$R7G_0zK&DRJgJ08lF`5ZP`zaf$y9l=-to54uuNJ6MX=)_G3^;uR2OOYB%W~N#ccRD=3x`0tn2G z_AqjkDdRw6A5WL0;HzdOENGU8Tz8==`?=z2Mn(l&Xauc&A{bVf^4=838ES6Sg?$Ck z)N8|u&K@4B?4{(buNWpsE%=$FsfF3yP#1`mvZd~Zv05CYUHg&aZ>nHGvF+PQjum^( zuRJXbh~0f3kEUAKfDiGL`@dw*0%FV)gID4*i(D0N?~*f$m8}Oy`;{GHA_Yh$)y(rT z8){~R#fchh!|>r@*`?|>?F>3)Rq!=t$=2CN5`!FN3^>Ivompd<{1(;(!^Ep=9vmO2 zbjV~J11O++gi}_AJA1iVxuYf?JJG)j9_f$KEdq)sueq`H1XAun28IwNni0kcr_%Nm@?9dqBVULHyEj4MliKZ| zq#=rqtS)W7iAM~S*u>c;V|lHDagw-2b{>v4vnK_f zRpR@nbvU~K0lCF9?6*m^I+X`4i1Rcn{lb#Dg{#Qe;BJ8;GWMPiAD`fV2CW0@Oxrp*D1{w)u!%|`JN@$gW_m}INrvz_M>RbT;|Ts9oTQbL!yaK~She-n_aFJXKYcPmf0yTcQvBL~ zq7iggi20O~58hhl;y@{-5PhzPE@U>7c<*vb?)c<0F!^^)~sjSGM?gn$lvvfdN8nnz;T8WSH zK09{NOy@%GAA==!6+@2Fl~$a9x;b~s@`4CS;(IpE(t$IFTr$}^;6AeGa1t@iV!y&J zd8>pvbfES9oMuPchh@VN6{hOst8%OuSVlOVIA5an%OyUlqRcu&V(-CI39nLI-I(Bl zzA#`<2CHCiH;>DgQ(;Q@fQtE=-e0xd(MvNa*YAwH;uSE}`pA-R{ihG5|p?nYE<_f$476U4df7P92cvRYRhmj}|ZM$?&sI{f% zayYEo(`@oHw4ZNUosN05fJYoJr7o;Z8}&K9!T_pJd(g{8UHws_8g5N0`zoNEU6JwS zQMncqsYo<^0MfFj0z(_wFdOc9P z7z74+%cxNF4fI#t7FwZ(<-QWWcQAaSy#b?R3jBXcIowuWSDH#@UTD7trUvF{)Dq5Y za4$FT(l9XU8jo7dDv>zY0C1p(rXtc0)BxV8Hs}Yvf9YKGw4zoto4~Zmo22(zmD?B? zWgW1{KVQ|G9uFhJ+N`t8f*GM{op^1BFCI3Uo+Zmgn>UTd4J+iLo_YPdtY7*Bt|CWk z;b9uILu9LH#9V)jO^b~tHCrzQ^*(i6%HFOnWMB^mc0SzNI_$dpLhb~y-fV|j2r3W@ z0?gzP8X`>KC#HY`6bAQ$zl`|g~Mxtyko|j9AGSc=liPGzL%}stuL+3ny~nT zzvB3#N~WDbxt;g4kRwr7pJIvO&p{nlonXimH?h~u=`*tXRY+Zb0=m>gi78gH3{Jsa z-l*f!nA@J4H=v~18c%N22Qf?=OTSS37NyPMnXUrA5P9EmQ%6f<4h{Sy3#4|>1*psJ zX3@-sJX1@f!g_ks{2faVlh7;?4 zmuXZdW||M@Sl?b7+_z$n1A3d~AP0-W#_!3MehB@8WUB&;1<0;_&AfY@qwb$CXj~u7 zw>3i;v2}FWu~fe6osUsuTtz8%@8p|oK!a%wa~A3V(-Kz_mQu}iN{wrjst8!YR1O+X zdgYuF@CNw~NPOe3zp_Z${&2sLbdJ_E&K4PR)@FGt5lN84uKlsLrqhXYKBY8j42ruQ zLDeQm!HQDgL`03$p)x2j|C6ix8`hu?zaKnNB0?ukXB(5~sbnd+Zu;^8&QKG8<1R(c zYz*bm0Ho0kC$6|0h)rw)+mHXF4H$SsTJT8+buLJ&2|)suU8Sh%@g5x`pJHV$_%OdZ=%P#MAEp)4g1xeCqL5w#Yc|_gJ27SCRw& zePJUr&Cdl*jjb+1%6!Lkg@H^9jSIj*p}w^rTqjd2VhkiEcQ~NhRqoVB|33d`0l<6L z1~lUE3`z|eO6Yx#lji4$NbGu(>6RJ+Ot$!YOcezRzY+cECC8z>_bdl*hw5OQ$@X7O zm<4*SJSz0Rp!>vKx{;XoI|rQ7Onvm5Y( za~=1___->sp?FwndrOA}5OC$G`Q*Zm#TK~eOIK5jooM2zEYf=C^<)J$>8;`B3x%M% z$sVHbT5!TUJ#BGO1}-=qc5MlQqJLE{6(7V*=c4bf?<^QSTZWx#;WmJ`gCxY}z)CFU zlzlwZ^II5-NMu-XdJQLn)I*e>35CMRJ@f;xdH0)r?*^!(b|()NXZ% zz$x2^AX|>5SOpVbOmiK)Ycca79qx$7d{kLJ;{jQ!<)}>=;5=Q27FvD6FXLOCWwH6E zT`W)f0&)iA4nutyd86Xn=^3D{tX-DVO70=n-w$)WgI!AW7@nAhis7|0I^_e6MO~&? zp-E9n=V>a*Z%r=PDk-I4=G?=rlJB$#C4$)~rk1}5CRl`W%8|6{p>d$+(i%etlfL{?vv58YYXC|1x{JSAU_a(0Z{^q<5p1cG=8ms z-q3&*pUuz_nfiWT%v35A4b#N@{*FD+?}?R+{vhpzy55HDV`DaEigTpR0sUix{J_yK z*{#EAp7kG-t;6{|c=ff%#6U{bUSs8sc23uUu=p2;VzmW($<0Q5ft_8-;H>+`FxfeB zh|e|VSHbS4dAK!{)m4$+NL8uzt62^O@`DX>yy2KXYIX_w*m@%JK?mi37)?CWZiEr! zwRPY)Sf%)r#5t1p{M5M4b$J`4vV@ZV?HO@$3WS@{bSNegypR5xwYGOn^vi1)Wz}R^ z3wv${J34-j_E+(COF^8=dq4z^W6AO}sF%Q1dD%8;XyU0XQUdmgqmIl~&?cf21A2K2 z;@(#4OT;cf>e_qd&^E(eYw66?eMrlmflVu}(RpQZ1r{9VNv&}QnEoEZurQqkjE{l2 zKI%#lie^Y@u14QbQCc{licH+cJ%2Z$wjm#1C;9p0#l~>VF_F`Mr(z&+!)XJAUZE-TxvGO=6wlxj>&q1sIl+!PUm%jo>rFp-8 z+_M?y6f{7cuvr&W7QM4WKOYUJKH9fv?vd)o<;RVK@)w9FmSJc`2XL3Yyn4zK<#)yR z^y$m=-SumRfJSrr?n(RHcyBT6fr^~4rMEAZaqv9CqirTKlhr_9W5YY|SK|a=TVXP? zYEK094r%50S{2Dz7RVPDGs#C^8h7Ye+wR^JO)#PkzFoQ95#jQgYkW;dz*C?J*ZOdGq7f$$X@DM;4;z zgrpyE4Z^LW&{1i5loMhPD6>mo3nph6V?`xtj)f`?Hhci2Rg$!n+{+)rRTxyJZI^7f zh>lLSwBo<~hWo2_jYB_&0{XCE9S1N>oV8&8Qvkq}R+W?`RKL+yJW2pUyM_u)~Vf)%Hax#Tf_3&9?QkUx`q?+UCPtqJF!n z3Gsk?%(*?!-;ZL}_A`aZ15NArCL6U;Co1GXbKr!`Fu)4P;1-7A6vnuW!%~c&I8v4) zPM@A^(3XFN{hT$tKAP8;B8Is~AV7fDT=ny%?VakA08k;^jV-eFF88oiAHl`LnV^Ty zQ4xf5H3)lB6X)Hpk@F}xAcbpcw%(Qih8!CzWcP6~fE!{MIRBo4fQIU1?`S41kdTRb zkMB1RYerjZ+EUZS`~{===7&FX|ME9plB|qiy$Q&ivr?K;+hiPHbCfC_4haoJWWV+K zPRp;$k>XV^$St}amfu2kJelezNrzeF`JTZ8=Wc2_$7);i5cy@!4702|)t{YZho)8~ z{oUH_IY)$8gNsKIaEsF7v9e~3UpmvyF(ezK_Roi#;c!eR(g3R^e{2 z03kteju$ly!RMxjWeFOC^;6Kv;aXfI!T9EH6*hLNFiq;3ej~)VLF@Jq*S4GI3ol68 zaSr19w(&tSUwl*T5RqxDxH6^_bVUsuI;+%#N(yoI&vl@`h6R`t`T<(vMYCP825FpK z-s$RhMNH83`!KE{@NvQm9kGrt8ni8sJ99{vtzbBtoZRz5SVvvsHqKXrz~KAl{}i~R z9~%^ZnnSf7X`>2MW3kqE40!QMh~rK3!C%i;J11u5gxslQ7tjMEOUVRZi@EHf+DV@B z@P_>@=7)W7JaGvSV5hujM)PSV!;(h->R>l2>s^_|kI_SUqw0KZqM?kJ)dIbbfPc~Z zK&jvysDIz#^J} z^@6}FoGMg5=HcB!?rIPM#RUfw_n%0@jK_qTzwyN1pX>PWbN=o}{%F@-7e%D7m9c)`FS)y_SY3oTBHpiL_eYRkOQv4OsD!oMQ%6y!g zunacIxAKuWbb9noWepDv45Fk(f?CPi%S^ukx1No?Y;3mm1zE73`epjOofR!b;!q0! z)~QVQj6`6X1gL^9hJE7oyGXO$CjVcy>n;Z+HL?j#tNv0;mf*~^uOJ8Nm~nI5h$K4k z1l9`=g1!6IAf5$hERpC=*sFERqCJ*;9I}Yj#tFxogb$t}YI_hdGSr zOnYfvT&gH+I6yHPkx^QZ6y4-ztGK35WObVPHvv-h5%nK@>T#kzE$aT^)} ztE&WES1v1)G<@LL!bAEFCMZow^~bs2_)4XR@+y(#gTz?Z*#ofI7!`h=@8CPcne+>4 z*wWPf-IO~DdgwjKS6g&w{xn?9qU&gOy8O0Xg18^Ks4KtS!knN#2vT5irGiFF5_J@V zxj6hXPrn;{qwGgFak)l$d}2Wfi4roX-^$Vt;3)F?^A%SuFxfJ*a8v2)(r1i=i>D>0 zR)Rx592fNeqP}7vOS%ikkKlAa`s|3oO z>FW*UbbL+e4kI#HLv-U5-`h4<5OoWXp^Q?eY3VwwPUHmQllb{tq6W=Om3fc$P7$?( z6gD$paW?G{K|ZXODfZrA^bh|FE9+X&#mf2UMeBn6b!im_kq@FZo?^x2>K~2{xvaqw zpZCWX4`@r2TH z`e7CTrYxFQw1w872D-ivH{X9L6*L%bts34Gvq&;nO_%K;$jbR-YtSn_gF1|3P98Bd zCtmi?yw#)iawx|il=ozmWg`HPdI%&(5L6y4;nFFBiJ{&e;R!I{Lm&m~0Z8L`14|KHp&lrpKQkt>QfYU`n>!e3hImxrUq%RbFv@< z6TC~HO>d_O4>|Tr=NQ!N z{nLB;*`;psz7dRk)59!H@?S0QK%<%+&n5!%2tEOG+xWIs%^fnV>fiVosakPEPBNvt ze~OP4E5J-Dvb_-V^_KJzy?>H;T2U(U27<09ydv@{>!bG~)Zw35aooK==?J2s5R^t- zY!$Ur+J4~hx&Iv3sE_U`U9geGOpC$rZt10&!fr>dlsv7G=`WH(ovM(C6l9#dK9h-U z_zJy&dMEfXxH%!6wT4J04!AK|n5)C{gq86O0QqeV-I56dFP5mzci%BY@F+Qid0eD^ zK5E8+IUstzoWExWab(Q*L#qguE0CZVVwfTKJtFZ?N6fuD_ZNOT3O@=}d}R(;%DgII zkKsL$zk~XAWZV_aGE>~8=k*&K;UprISypL_JvOV*mPfDEDttQ43G56>Q9;sTx;q8~ z{AuzauGI7nlS!NEWS0){e04+(2yf(QHjDZ3=FngG?LeG8G(eb&os=w$m-a*=%BcY5 z(pkP-1=ia<|JKoqM%NMtkKpR*|TVW=E&}>Ed5nTei+exGs!@31p1Ta9VG2`8~J= zASEXEPL;qMpichDN8Q6tKbI{-_+a!fBM-1_sbsG3V0IqQ0Y3=qE3B3-n*7 zS#GMEm>X-)Bss#yIBf9gPrZcCmU9!7-W7rL))u)vPzqr=Zz zTV%!9GaYWHDd(y!eB4~t_^|w5_W9f1can&MJ9(HonE_RCNnkqRvsDT+P)&EXA=)sq zI;BQi)vKlmUzed<@6?7e7)@ia4;NtO?h_;f)j+^Xl#b*PlP@sDc8OvTe6P|%zPawW zAwz@mvAu<k{ zaGeQ9c26xw_+WCmx%#EE{r~QYnr>5~p^DHM+EVnYgOfM?;E%$a0QPrtYh*a10L&u$HEOr_Ni*B$2ImQh62tNlg0=}XdlP0z%8^Cb zXI3SHaM?gEOT#xG)7b+e1?H$hp4E^iiXULx?4E*fSoHICY&J-f9SFyN4On;?4FK2s zbzxtL2WWxaZWCcL8kyX@aUAmrv1z!@)O;%w>cD9tcbNWS@#u(05zD1mNHIJ%dXE1Qb z`UM03Q>tfm7t2(^xz0&gb%o<*`=oo3p#n>{!S&X~ys0KtX zvm`zY*BWq|hYq3+$8uD-`?M~*UZ?98!TGcqr&ilr(7(4x{P+5p(v97!AS)$fC^9o+ z1PJjL!i9Qt*BV||<62mGlZmH5W0Joj-OwvgDuMKd(SYw!B^UqBiNGoiPw2<+)YHk= zULFE&=gK`&(N8}{%Le#qG2i@L@ydw#>JqRey4eO)}~26o+ngnAFYnv6Fx3M%raj+nHI`B=I)DjfOvBv z&R>|dXjA&kk6xIN-LwD~7F1;$&z;+cGJLK*06MT3M5jsR#ZoH6Q{1pivz(WOs#@zd=YhiN&XN* z&LLQ^6?__O9^u$LtR$$SzUB6KLQtd2ZG~^NPP%yxG>DqT@_(m2P;Qjza%1JLP{R!U zmODKg8FN_`dJrx|mNqxKRxo8}bt)s~g#quVJ0$YX#r90l?fj^ZR5?aOo|9gN$-7JC=8~i!HuhjP8tAUn~7cqVEJQQ_UaHG{Kv_ zxl0!-e2@EH7w&dq?n{Jpn6O@!Ti?_6S+6zI1hK~#LmEBB#Oe9S7jJguyjKRf;PpR2 z7MqO5ffKa|_Ak&#*VFnu>ZOxKm!{0*b=3}x5NtVoAJ;cH;u{NQH<54dhe*2rUO2#9 zwW4}?q5mPXOX^uDWzw3Ia^NmnYXq|_z% zAU#Co_+9@gwcK&;=7Q>dRCM)~D2iZ^A8h;6%)r<76sKG~{R*UU@Ki7}a3B0UQYbYzP22-$Yi^AuspE^57L%|n1oBL z%L9um)M1}pRpTusKkDN2NRG$$Dl>Q6q))Vrp7Fs&YqZ%&;YVAnuPntRqlZq}&-x$c z*28M{v6i9jEo>EGz>Lrdhv@1Y5%&Y9wFk}X>^$q!dg3!VXi*Be%g=}I8zo6(ZH=Tq z*@2SOU{DGxwqa?7N;#hHDSGtt@@Fa-qcj@MfI$U1glibdCaF~A{pYC{U)JM@kfgib z;=2|qkO}%^`Lh-{UKZ*&Ea3%h+}6E*aWhPxkqG$f#NMsU{FlP88}=oBvCg9GbMS_(pW zun{pvAV5NwTx}5}UY{V5m(gK`Uu`f@glM{5(CG9>&uXas-J%7w zNk#bGKMfg-4?n?3P~j6LGRGCZ2(pAhcXBQ09$X(3y^W=RgI+K@24o7nWNQj z?pCl}ixlxD)vG{V3H(r-lf10}(fOM)w+l$a3SN|8=9#zz_p0~F(NX?SCRXl9(b_LW zNCwg<>XAm?F@`>_F|?CV>3*&AXl2|4IqsE0H8`cW-KED~;@oRTI352xinkxi7STkc z`7pCK=OvR3ItHex@@9-z%>ZncCf}Wg8j$d2AK5nJKOFRIYIY zg)|Lx38Tb{hY5HSf#^BFm?o!d#r1QM-%@F zXl%e?sapwZvMK5B#EzeI38OAM4koR@Kx1T;qcbdApn4Z3ebCwYO}DtdfbWovMEg)n zEEa<`Sn~B@yjg+t;>QwNFfan|SZ2Ii!t@xOa=aMhu2m}zf^!Rw;Dw0HT_L_?GgUYJ zc=5L_n0L2Cw)P8gdO>j-14hl3t*J)Rgy&C&>cwpJOTu;)J14Hza#)!V$G|EV4411J`nfdIbg_JLv9j1=6e}KiM zVh;l%!OEfkO5aSJJE`R7Q!-}Hwd{R5hOWq#<4lO+QOi>mGdMSNe{y&sRNu`AtYZDJ z!vQnRc;4wC4hs*?(7rjfk}nADR5Ak$vv@i8w4fsLj?e}cuV-2GQzgP!nBP3dyKa`O zqfN2CnFTf~`b`sLOfmM={f`zW0)k+;s)cng)!X8RxOCqsRqy=6M?TDfo8mh?70f|y zseXWD6*%D7QnlikKgzw#_`ofX*S&D#;tD(SFc@e!y|tiEA(tP@b~q1{uEPCqdMnCJ z80s8*?x3iV=@&6KfX8Tvccp)aGH42C?{h}OY%A)dT=1Md>pPI()d`;#BB`4w^#8_N zrsJg+$~}O*&c}~=rf#yg<=O5Wq-odQF(@YsW6i7e@?lkm+J7&4MvXRR9?^q8{CV;f zgIEe|ZeNt`Y$SDRFpcKK0fg|qX7z+qo}^x0ypLheI8`?`K#b*>hUIIYrV9+^gs-9z zUFjEKywo~eZ_BM$rgOYZ%9T%V5?z>7f!QXU>%dU73b&2a$yEtHQ`k^y=L_)UJ0gIo zG7LbL=rf{smz#gT1U0_=;OTpc@n!pI^tnWP1Hlldv#Z6gptG1x_b6A)=jOcj>IV5` zD#V}lPE$mQpn_eXgPV)dP%rvr!1vVW$~NdaU*x{z_>iw`sB z6&#|H-7BVQJJu`17f;1|Puzf42pMot8iT`HsM1@I3s*SpG`0r79WJt(sEp8ILgKSLH^I}>a?NH$!2|@p(YuoEe{5U+L zaf-~56l2_gR{ceN`x86dkO7_7zeU56g)^$>uR%n#G&$CzCQ_t8zJCa64~xc~0c@uJ zSDgBLkGW9&uf1)Ma=VH9YRlOE8px1UN(P|05%!uVKP9rRM1BsxH7J$ij3%<4?lx|C z8Ms)mR_2C%8K%+*Oz=rU=q!d1%kYybl z9%4&PaHgHf^jW=kd##M3k}_;N@3;WHaTNX#o{FKQRvrC06!mrU`{(7pc74VznpMnp zD5{V>`$>=ItTlv-fx6~)v6s3|`1+Fa=CCH`Q!DB<*2=cJ9!C!%)d7UL?L3weKB526 znte^HY7w)PG^&A6-3qGuF;YV*ib6g?aXiZ$PBS{V*ep3FBAZ2w5)i{vr(7c?W35EQ z&_TX*&RYmNjf+o|646e7pRW}hY1y~e3`!?xZ_P(!zmGwmv6CvT{t5b219uMjHNc zWr8J2xWajrFZz1orKjgJXgblG`1zbs>kV-cd~Nr17KQh}`Y`A~CpERgQ}KJIor%#x zg7h!9Mba;cDqkxIen=V`{=c28Wf46CDm3Zaaj`gnSajxiG3nzYGmyu-*0N05k9P@=HeTAihSew@FgiS z5PRL2CbE5|6Z28j*+tEhs$uaQ)47IjF*PQCtKpJI3qES8@fII^_!@Ku%aNG+Ul-WD zhvG{Z+qFdtR&%TZk^Yx3N!QiHqH{}w9VNnf4WR|4SRS?SZoQQ_eOYxV+H3$qYq{&D z5U@??xH~xL9GkUcW?-;}6R-XC?g|9Lte3W_<)`WKsDj1!SJ-cZY= zvt!tsIJ{jk{-|Mq$-nlXlZTyyVqX|V$uD&lrY ze14}H4dRU~6J;VXbeMFIoB-yFujj#-1N8&xq)xv!CJVO+19o;bI?5SG^7B(BR`skU zL=~K$g!-n9VgZe?#e^9rTm5{ zju)|tgFwM{=6eKdwNj$exrR#D4JWK%C!ICt`#x6K1mqkWMM=NJMuq~PoN4#eeeDx9T`dAaP{fPptTzwp-}&Rr0Ux`tM`Y1?-vL0Q zd!f3ntVRiKnpdx&pV22!YwBh9s#!+?XAA>W2{yG^UPVPEPsXMcY{i66B7&!+fDIEh zQj5}O!(B2q?)}mFPQfn-!uDhUT<{Gxj}N&T^FRb;&kG6py4b`17|^1&)OW$ei7HJq z9HhUdW^0Z>Fhpjp$LONW0WO?x{^vGN1rUSxbrp4G)3fBXsf#WX_heA=pPrU4C-Y=O zK(w0*uV}aT&!>KsqX5kQdT}_RxTSsnf`BTD`3c>29Izg|z03E&-(9?!3b}hCMm$PRXs@8ue!Lw;!KEV;Uwx)b z`^`y6tJlO=z0?Cs-*L>L*Y6Vr$6TJEI1URxW6@*p76{RnXZn%^JukJ&m@wV7+!$i* zmMDAbdV5yv1Rbgqmu+Qec3Hl`Bu|^iUL#oUnAI0t63JY~jPdFr5OS2~%2s}cG-Prw zA!_c^UXbWwiE8Vs6B1g*=j%6_K3y+qLWY~YZmIxRTRB#MPsU$MvM&ZBNkd$|2{#UY zWVFfw0EC&vQOD%6fe*BI3W!$b^8lywqu%y~@@v~q2H$H!CUeh>a_HF7aEuPHv6VHa zZMD+&&mMxmnLCNszCGj~6W;7$hJICURf_{qH31`5adx%1`s~9LsSkKLl^A5%h2u0P zsgw=Rs*r!>zCD`s+7x=1DgxdkbPCmb{fz)fMo7taFc$lr0`z~qRr4%I6}T`Zw+Wrh z`-?ORXfuuAA2_CIe__=)w;z+=ydyfOHu(ov_4q4TG6&62HGP~k!#q<@@Bbb7BSm|f zX0DHfpyueUlqvc3l(K(I>DhxDY=LD}p|ge~yh#})Q<)yzEzH*meQQ7L=~6)3Y!r&;{&#{nPW}1< zDSnw}b#6%1mfpU)%T-y5`{E+fyGjPI^AnnHJczy!EG4g~`20o?(i4t%Hv>(CpKK4Q zn!B=sGR(#|mxk1RyyCEdAZ-v+S8455=XGv?@(B_PhdZnmh8OW$B{5=j5xvx0?85-| z6{#*DsgDg%&8t61?zw+k2m;$ zXc7~+9fzBzZ=JN`Kr)wm%VYzw5`x<~3x7kos#CoCgiPQz;_OXiFwhj_Z} zfs7f>K-llOt)N=buZ58*%piD~mxu~Ua7kd0ZMERRlUpn|lHJGD=JV5prtIg>xxsR_ zE<;}XX%Zt5!MU&cW!sh6&g%gbcWW+sG6r2FKwMP4(S75wvJSIDlzc@<8y&u4_i)Mi z&6ll)S)1k&+BU(mvsF7Zn zZcwCH%NgVDP0uqvcB+Gq~vm%`|M*=zIP6_loHN zEqBvp1?!Gr1}an_u(Ua4P@6weOYrNC&OYFZEcS8* z)c$WJYF>FRkT$cF?TZ*WseYhiGt%ndStCM z5UW_ee<_;8at1DJ*lsguB;OC*oE60l{M+VV@%r`9x6mA{%A+TFWt*VBN}N8BMCxFG z*xueew~n^cJ=LbiT4fq;njb8L&b!tM=YGJBN2Ul+{_Zp?>$ zv;alZ8`mSE83a9XM`E^7LAvu-DQyk*3XU1;%cGSv@g~a>q^uo!p=H;L;95?{}_Z#v37C<+eV-S#J|qwd8HEnfc0LW{~q@4^n1K zy%vL7&X*heNdxNeWBYJzfU}nKk%{IfoPIIo7_>Ym2`(yO60@G_ZheVSu;`|{-?bpn zh&EDqSE$oax6R~Xw)y_aoZ}l+@KURau0pxXEAy5 z5oSX}I$gD#BqWe`^?%@DOgQ=v?$V$_+Dk)Eaqv-egV@JHq?2EVaKC?s%SS<#e{e@- zO))~q^sQ72#2Y9piT}u#5F=H-3ZuDxkCTpycJ=hSrs}9r5yWmbo5nCx`-+SNZ=(A> z(+lSWG!Y@zFBdG+yleRp#DkSIr&YA1DQ@q&%54Y*4?3^%P;oIwIx%ftzdmXUkka*z z2nQpWd^eta-b_;J%1RrZRnyNon#?+t1h_%?#h%7i3p6YK^3Pf+*+s6u>)XH*oX}i# z;4!Kkx$+}P{m9M}P-K{YABvktgC5#A=F~XB`YipZ@yNEf7}5J4U0XFJ>I}sKUp8>R zSO_KEnd;!EbTc4v67pL^;q5gL)k`E05vdvX3hob3tEDwX+4<=Ri2h6 z;z;IB1n|ogepR=kZ)!WShaL~139X@Zfxe0LPtTWoW?*J5SFyuPW-Sa(gM~la8rkNu z_G%E6LwQpf`QPq`p_Pa7P#F5+B*MTP*_NOS*Pl-S67HR1yG|Hdk0SOrKWi&)Vsd&= z2v>Ml*nS?$`_Rp61V-gYDb-!}E+B*vJwg|ikBCcoiQ5yM|J5m~yAj9z?^b+nl+P77 zQAfwFUDMM?b_+||0i{&{CRis{Y%+NbL&9MNnLo(aA5qejRbq%!kPQRB!S@J8kP_(_ zzI$r7+3@{DtxK|!M4Wr7N2?S~$;~W`>n6D4fYYN>PEpyqz_Ulo6F~|YuE@2+)DrL( zo-uG&18#gt6-(Gck$%AhQq#L10Kp6*wFX+}9nrB$Bs&ZNrus`v&wA}{$R|(jG0Uw2 zU}pX!zlcILO@x`9S@+8sm8&Y7oL@QLaNmr3%zule8rwVgyt`f+gjj(}NKXV!js@E- zM|dIX5R0{E4>@iodbpCDpL|!kgJTc4n(tq%YzIBDLO#8-_L~U&C*X5s%|RPIe*9p5 zj|Frg2RX=EL@D?d&*cpR3b4C`E1_L@QeDe+RS;yr^OGO&W<;nrsKecf8-T|XCX ze;P2LDHHP6DwrcqD?Pf_2m|WF(Nqu4lU4|jX;qw^%LGnzop3Ty_p)K&KlSuysb_+O zXU0ncetn8C58Bv+t`g%Kxl0TT3`Ix}hz=pt@{TG&+I9Pc=bid;5O%shCLWnEXHNS5 ztj9ltxe?Q#t|PT(NW4kkjaV!)O>h8#3{3C-06qWSx=bwiDH0ToM4u03V{4>z5-S#9 z`vskiF)H3n-tAv&Iiw{HV3alv<$ByPR!jmjY^~O%m6SFVU^H6EEtk8)gtt%^&>)vS ze?YFS=oLISbr}f5498`S2%Eb!+*J~>878}&@m$9SU}oRx`oqk^E3VNIr4%^K$-rH= zpYRIjuCbom&aZ`JFjEgUFK%)uWG&qrk0B3AHce_+lUJWr>mI*UP4url0ms74SE%M_&J~4jsFyl# zw39!P8$({xeJm@!ZPd9Uqc+d?ysbJJt`9(=j_O@n>p|c0I0LFkoVN{#f?XE{`YT{i z-rASqXnzvFWB;bOOGWvsS$#llz_IkKGiiE>v3eK{YaOfw7-oB7TU56vHIW{LDx&Hv zTVTsjjR5_6*qp0ldE=K!qa8zQ;o)XEc`YTHs1mhFQdhz6jPx)VeU|;)X1PGWJw*Kw z4p!4Q=HxJg@ylPxP!WZ4!O06Dul1a`ixA5giVeC@{NfUuiY@D6A zaQtQl_406@u=zHonliSh*IlosJB}Ed*PBP4>z|W%F+XW+VU=eI?2Qsdj#Apu)bR#5&z{%#5?6d(O~CPyv>Kq)gcROyKyboCi$g`%hRkMfmL8 zh}wU6KZ~dswTt<@piQRe`u6}X6c=u+!2`KMLQ?VIH6v!M2`!cq?(ecD}i-T7jdF3YT)+SWIMON8#7d*f4=7Nt(< z#*M@8%t1dXneBX?HK=8+%XgD$v263z?%=FWp><#w@+#Q&F6VYG5Mu*Z0{^!yZ%V9} zA&={3{${a}NJ|F{52}i*yZ6i$;DI+h*)%}RE_C-=++o631H3&a_>sImd3%K7JAL0} zgl2$qDL#x)v?*KU&ldZRkCmz$6rHGL;*G@gCe|4EHy8IojFm{wXmKFLESW{F4%)i&)EVW<#brb#*4g!XMI(* zRc3{(l~iq^D3jp^g?aJ%Sfu&jXU&{~(A0YJ{OQ-*jDb%Ol(z_dbJ!OHL@}5U0F2{RmI+;F_j-4KG>N7V`XL+fP0zrB)3&`k=5rox}EnBI3AbO?7S>|(e%0*40*tM z1k2@Jxr-0QvUUR!u7DBrIl)zUOK&Jrhdzbxa#z|d&SvO-NFh|92!zhPtPH@?(^yL@ zVnJ8=hk*zlDd`0}iU=xPH=IDWMzH)!C*m-8nCEoaFa_ z0M4-0U0UC;{$odk1LyPRk!RuN0w5H2ObHFP>nCvbf#lu=28+g| z2A<(XJxYN2hhHbsjGi%F>)Qsg9Rs2_P7fYC7t_{p?Q2^1qVkEdjp7nFb=SR_2K3*_ z@LNu0>4!8&RVlQR0 z6`pp7)C8GTC$;G=H!g(sItSwkh@N`DYl@6U_9+D)sgZ6S9jx|rgICt=0pcBm9qj9m zxB85{ME)?RMcbN1LuY6c9Lq68umsu$JyMeZ@F9vN-z1IDynu>md|N2}PO-pQSyw&Z z`gmjlPwmVnDw}P|1_~J}&qSbZ2H>wOduOjWDUe-5;oY_0_0jV-lZu z%yl#xei083-uL5*{vO7M1&ch}`lChQ-+w=hm(x)Rq0~$eWZ**VgroqdZ}HG_PI;B< zv}Qs~a)uZtoK7euYCq-RA(S*g`aOax=`&AQ=TL1x6D_|YiwM*@vNYPS+h$$YNN#nu zV+h6bC${LfyY9ky{t_%TmBC7 zGrI)>kk~=^PT2k8H{xZHuY4$4(CU;S*tW-$Z;Ji1Lpn{pp#uNF9xW_>ljorN7DeAS z)fLZu*{dqQZ&KFz+ zw3Lf~i4W zZ%na;o;`@)yWtNFG)%;VH*+Wd2M^9jADzM&3*+W>X)Wu41R z8hVK>`>G#4R6U>iz zj1ok7wqed279N~mLPb-q&Blz}LwBdTyPSv0KU;n6?h@se-nl~oF4$`h)_V2R>1*D@ z@hfH4127Gc0jyM+y4s((3Ws?gOrUq`26K6sM|kw5OIL1Vj^#_WSbOAc1KlQnLWo=Z zHL?9N<&`|GGTO?o3DlZolI!%n;{WE03Fv^TQo8_kccNS7o$#jD+ByA>^pG}40R^m|&P>Oyu4Ij!LvlFwj!XnzU;tR9`3-)&& zc~HpvEkgVE44RlJEGrhRhY#$wl~pyQQidB4tZIE|viPb(fKSz+X@JC+xhE<=Z~~`virgp6zx+dtgse~ zA57bdMeIJ2N>R6|%lh5DZqzELwI2}PU?Uyig=&A_3(*zvy` zn6W^KODLt_WoF`LEQ6SM@I^kgs}`tt=v#Cm$4V-vZuIhv*35ETOvClulaZ41I5^OL z8qBYfnJ$qXtKG?X!5@1R@@{SI$iF=ZqanNBSbb{cTIn#1k6fHrfU$+pXxweWEdsr# zOD2AS;k?7*h4D7a`R>Xsl+u( zG-^--k^GSIxAWvYPqnDCm|8Q0YshvqzjhjWS8Ml~SF+jxB2Imy`*weIIbeAe5g95s z5n_@gS3uaL*AdqDi$R@MUF&Gp%+$^pAO7xiG0 z5j4%ljVjy}TJhC1GjsXr>tOeqfK^gWOTbtD!FAWyKw@UH;A>f4yvzN0xurFki8^=x zxfRHI9o(uH4C9_!P|O-4xVPADP*qXpr0!a=J)bS&+aC`~xi*GZ{7Ht}lhDgx&2Yvr z^C(}Fu*;Zbb1K0f2KBD>~FgO8JuI_F8FGVl*Y1YnKT%tCsQ zXL%y@!x|8t{EWQ}{{7>L*Tf`GtXIJ9aS7ibfkqXg|9jdvrtq+)84(9ZT{NCefd1j* zne6X|#}88?<}={bJ>5#eSq*S!ggdy=;I0KM0iL0>{HBQ(x}1vqi$-zxv}t+2kVpax$#Uc8(}g0#Tclof9FlaQ(Eo0D=6M;;f4&k* zleV5MJ#}SBee1Cy6XT9P*c_K@QJ0=OL`vhBvDyDTS}<{VPC*5tXm-w;)tpf4ylU$r zqDAH#4nvZ`d@(DOKtmEz5xlHxeue|Gp~?*_Wj>)@8w37_shN|&I?}Id^y5%Z+IIUH zC1`FdSo8c#&Sc0Fsu2qr(Vb0bkFB*%e?vsor1ws56rp$k_?$jdnek&KkTz&;-Xgg6 zj3uq+IAN?_ShqG zsdOhF?Y;2Tmsk-jL9G5r3Qp{rONc|}?ze~?5tPTsmyf|VAW?90D)V~q@8IC@?qZG}XM zx|pt6OvhouSwg^ZPjbH2BFfT7+~*eIl*rdsY)ojS;B9&XzXGgV4c z3-HGFBYPUGt`1ES9pMQ7v~oxPL`IlT@qhD5@!i%=C9~XzObd|wvm9?L04myk?{KCbj{6bay@F&lgkJ^fx;RA97Ace1z8+ZW|!I!6nipw7Dx+~Bb|X_NqYv{V+TyWOs_B&{x0K(3X)QZS8Mj^6JNT9YpXZln zVF_3M5&NH$fH_yTX`|iLu{WyE20i^vcc6f=up@+5bgp1<__HqWBTeP*olm^c%;ErL z((a#fDmg7DFnj*iGD%SYxRnxs85yglRnX?9!ntnfNdqeNRt$>4|0;KTjM8sOF7Sj8 zL3JSC)~!l%!2fp9OMP4Q?i9C==t~ea7DdiTpo@R!IBT8&bhYT8v{;Ygf!dz0kc8hPQ2DfxJw(m^14UdoPfHH}21Bv8%*>3Lt;>yvUt|8WidVVLq~yr=>DL zjnJRzD44fPk*NxT!>I*&*6M+%oBm%54!4N;UDF0i3LvocLEOBmWQ29oto*i!z1I&8 ztS<0o`07~?|FEGw_Z$%3bbezoNa0L&hHeJxN}E79gc8!Ten-3s3v-zqghA44XP8&Y z#uU2fYo${4vM{g)kW?<=HnwBzkl!>330sM_%6LbNZ-X~=!6uXyy^MUP`b552v?zSY zbK#qtB?xmP(|YEQ#rXWA_^zJQP0sx#XQ&a3XMzR;XwR!ej2?hfvk^I$j}#{Q=^x3y zB~*I_80p=Th5hXuNj692Hr2xXG{ceYr%CNFp_9Pnmk267uJA^sDT}{&)oUz z9MSy5Sim*2LRG3k3}oZOqhHZEvi%RqfasUbH&r;D#l^O|op8z1gBr*Z6WpQ-3YY0O zchv4mc+^rVWu3UT)&_ad)(&M@VTKL}jDQ?YIxG?j*9vKnyJWgtBUQP5eOu8aLzn2_5 zkvo}ppR!vy6%R~9qXYdqZ1`?UqO0<}neN-DATr0|yI#BI*;QYh!Ib|OuXdT0sG>`2 zL$XsxN5Oq|qh!5|6g)857RCcAe54W$H#HRkMgj=%b6BttFU2@QuyKpgwNB1@ido9w z*)LanG3rIWWyIF>a?eUoDf?Q)u69Wo5Cv__D>6PT-Cc+LOS&dDkl@^N$*uQTLqd;B zdw|D+d{GipeL=v%hp#+f@!;QX^cO=lH25@)zUu$@@6LC;a;Sao>qbARKLrD+iK3~U zVTc~Mq%^@DPqIav550?k5f&z-rAA*L%I{#0CCw<^^r_~=)ulE%PmC-1q>*OCG(bwV z-qfTNm z>OpY;!wC(IwlHjUVdHf$>`m2s(85HZC%@=E@N8ku))^K^?55y!X4r^q0EMfK{l(U~ zC}KmC&S(Y=X-*Ii6~F&Xkpou5Ohok}G}L6o5q+&m<}UMY5*_1mmkoCSn! zz-c8}TtF-dz_d+25_dWpxn;S}@88mj^cPLH@B4wju(OUP;R3Nwg_UNCHV2grKj5^& zuRK{ddBPKsKY(wxRC3<{K4l;O_!A&SJ7i1gPj=lqIc5~lxp5-(R(}!^IEdF*_;48r;&0 zbgqwh-oVr+zo+s&pWV9N?G2gwXb%7JtCOlj?F5*k3WM>_!ZsWuzmyvX`38nt3R35?1EX`D4jE4AZSx8c=A$7x@c`$qd`X~lB$cSJQ z=HHg*!hJ7kkU8u$@bOmvTQ|U9zmE*Bn`-W^p@1Wk3KD%ICm2b9zzBgz*>1OCDYj-K zFcJ1YUqQJc;jSM(;w|M&$lS*xoT*h1YcGtN`pz~C-% zm;0nQyJA3lk`Ca4E>D3mf(k~gbPih(6E5@q{J6H@^WfgpvCnhSE4&ABc>O*C$T-w! z?DhpRcQIBOYpoyiMz}V+M4!-k0n8E<7&GYUg8@{gH(C}^Tr(Dp+Q$%q2(#ly1Oi$BWpAyI!M2Q@I=q6V(iDs22^XZ_FYl{Q5 zY*hjMP;#Ku&VT#U?xT77P7cKt<+mW?-k-2n_6L>+$VoL1Lj&EL1TnvG8jPijitAiW{*bfIvF#1QDD6vSJ$2 ziW~??V9@z9h%pZqT>W(cW=5I~kT$^MvipF&biD*w`V{F|ugblAW@4m82kb&J6#(N= z9?0X)#lmowVM@>(_6%H_ZQZZ5W zQk|wXqjf=y8GF3BUvLneYyK~rYzMYu48x?)1H$E)V6%=z5NHQwM&LAr;|?5ieGR00 zBbj*mNyO^EOMco#j`?HA!`wCAcM18a%V2O)AyNrS0KsvT;6=471zdYAn|7)_(gu#K zbXkW`G9~LQRZ*2pW{UldUcacLx!HSKcV*^Y9{=sB8WGNC93ShzUTKj&=2HX$9RzJd2_JgObi;0>0h;KLbb5cY@V7a zJ&IqyfT$l+--{#lTSrzxxvo8MiwI0iB$Y&KW_=S^@sgLC+hD?6?=d@f8khEs{@gEQ zjnGjBh}!BS=^q`yQQj9Y(ae?8@$DKWhLZf}W6xXKP%(*fRAA}uWmX9OnTs&GvHm7g zJw+<@oogF=i?3Y&@cphumx4XL0Q0QWIO$H`fna2SN0k3VB~bamPQ#X8J1(kk6&h3B zSN)TAOf_sPU;mDbCISPy_gDF|fQ+!L2`eOzy44(UvByfn{DP2fxY;VE(1Ue* zAgMQjOs)))L%*yBJej>y#sPBFQfKlTAr0bn{|3s6kdHTjXY^H_)D>`tdyE6**gi3s zSJ<~?ktP3R-i2dP@TU)a1f81|(5@*dJW>;OcTTko){%M`2`KT0;(lk7Y@0t_$hc*@ zigH{=gpWIWRj=PEN?JDwZG7hX1Z}h4;6{DrRzIA0DLh^`QHNxTPOdh1D#Qh@)7x7J zF!0WPakkqSWLsKK>^pLo<5R!=m*xS1&-lT}mrF&~kxY?l91`yJJc~5#4pOyyz+4cyYY+(E7D}jI8lMOk2iJug2IL&b zTx?3&fk#&F4l1L%Ft0St+jvfLp~4CUl&o}&30!^w5gI)m@P6^}%Us|2QIjNIJOrw0 zU9z3iWGH;VGxf!B-D!oRn<|q(;dBD@a4qZoUM$`~P9q4nFZUFeIb&kQ@h~dhk#av| z?MiGGvYKu28p7aGhIKpxG71ULLmI~{%BD6dwUJfvCOvuDFRg3Z+)-m1V99Q^7gVcc z9T+?({;2N}$@?5|HO*y|7^J-c3}JuZ1KZUX$Z6nw*4{<$US!#_$jrKaKW8tyb*NDQ zSUqCAy70Qq-N5u=a2F03s}gJ~yrYNZE$klJLBa|t4?ySn~2%|{~vUiS5CA#U2R!j$oUEM0V? zbq9JK$RxeNdNw7#S)lUybZTb;z=I~Kds?PvuwO(zNL8&uWsaH2`=Qe%B!vrkYfAAnS z{)M{*;}6NeP6}n~AL=xC@*8p?alK?h zgIT)wg@n+f1yKa33s4kdZ|caRIOP4IfCA5xtO>DDmD%^m(lU zYYiu3>L%em(^%=Oh4^&pTbByW0+ma379Xs{H3oCs<-i0ZK6|+_>Zz_0?Nis`N+k9D z%;+2#F@TGI-b(L`R$x7n>O1e=@eT`-)&*_aqjgGn&Wk&zwH`!m@8~sJ*vSgZ0eY{H z-9q}Ek%yc|*U6SUqFiL^%WzQ+N_Iwok7Tf;vRB3Kzb&soL80&9|8{(>N{M5cDZ-Ft z5z8drhA3@zY(*I+GcHEb`+!h~1rCy9pC9*mLkXs;AR}kzX!%_lg)Da%!w{n1cpHpaUb#J!)2&)f2|eHxAInA zfVwvM&KWvMwj=0oLJcprp3$VuRW~qumgDlRwc2-4cjayHYKLHa;q*zIWWTBPu1B6G z8qC&-eRHsGT5uoUFsnvvIS!&6-R`h{lxp#f315Lo z429L=+K&+W3-^>mEMx(q#+PAYpIkwu!>dYC?6Gu>Q2ZgTL1kpW|Hg8GM{Q`R^?Yc) zNlFgJ_$Xx{R9adNtbUYl-RX^R6*&|Q@SK_5{H%PmRo+@&6Nzvzpa{A(%QW2? zfv5%vhYXuzw7VwGxzpk6#>|zkeiqYjO9C-=Z*Cuewah5rQUA21mRSlh1<-F!c zcyADPFI?e1ysqM7{7y+&XU@(%;5NC&W0!Gyc@6}a44lEiihJBng@oB|D>lVT+kb#8 z&klO2lmz)~Wran>pw!MhKsc+fSCdjr6vSM}=pC`wIP|w=35}&ww~PxLjm}1nfY6$C zD%=}RlALw>XgE~_8U(RUhJ-I*wcLk;>0LwUCXUI9VVUOBaNP!{tIkh;R+a558dq>8 zCeVf`Y}>C875pDDId7OQR@(7&Emor@MExdva6+q9LKZv|M6TSC_NKhrx)OKk4yxm~ z8G-`XNl4sof#Xp!bLB9o4ESr}8co#E%d-3BX25)Q7gG7-fmva4^cPp3Oi);pIZ9@g zT6P%nPto36MSsdETY%>lxpLtjGCq85eac?0u`gB+te+KQl^@jdG;t=JjWkthF9guC zYUFsG%hj8xsrtIIkdV;(JqP4E2eisS?;pUgGiqunl0|VB$>ZeLWXH0Yx;Rsh06`o! zypZ4?2Hhj?LeHPP;U%O*_imCkQQ)9@34{#-dJB2Ujk%1WZus+J&P=e#)tp>EaeHV0aMx~> zw+t&gZlFlv*Mv_?qy<=-?ipKQKEf!nGC~;z2d%a8ydPn$XKMZzr`t({M_7R4=-%mp)U+9Vc6+R+)x;6gf-f1!CeKJMEt{vOzLsFW=^^Qu z7b&)FvS=9(MC{+u(65m#Lx!?J?bQqNd%o5mK23sZ^l(i!2S2f4`6`mnmipXviI&p8 zdg9RpL%#bJ_sV=N$){Uiho7D1w??7}MA(PBy)%grR~?w7)1t{+E5dAQF0$fjqWQD@ zv)h2Dhn7h?xx=(=FzllMyvgQ)(rj%81ZoVn!4Q>ykgzU7(N)Tff4xtN(bDuf zS1hs3cn#Lg_O$5!L2yTRp!@MnWJB-_SotE0Z-5QwpQe0W@CF8c8_G6KvkqA$uLzfk zWtR=MFIRg6Tfc6WkNDww@h#KBGOvg`<5r*8iU-UXi0~VYOVmU1)limVpzYrtvfoLD zJ{Y`tC5t+{@j;AR3D&?H0~E9K zA$>@@4sYCv>I5*O)EpZDo|jxgV*nxunm%UcfPbs`5n;kDM>PxT5Ru(Sz@DGk=hs)8 zAL6;y++kgnDLTWi@klbLN18sQJN` zVe?Y)nThI@lHA+O84w`qQfVa9tA-QCqa}TTnj@FJ4SvraWk`P@mY`*AE982Tc}su| zipjb`-h3M=tsEhoMfNfj5qy5A=f#*!B{I@9m?!zc#1sBoy4t*d=GO5+lJELRneO(D zilKVi?A)0cZn2e%-xH#8?3KBJ>y*0-CBUzZ$xi)e+%Z#Ro*_lHRK3V$&gKj*KvY@{ z|E{DNsm&@xh~yBf_DvId+x6`1P!~*4$!e}D{57On*ZsMNKVUu49l29UX(+B3t*1Q8 zfoH#p^@_gT5wJ2H^=U%Aowi#L>oEsnY+w$vLC1O+@JXOPNwWTy>x949VraEAA3Q}J zmJ(o?mpV*sErjy+b~xu|GAZx*8?h3Og8bWPC5<#%6=sNA9L4D*hN;;~oK0m(g$nMZ zA2y8i6hG2GZ^h(f49F8`ah+Jq?-O2q+I72v)CH+a|Lpmo^fIRXFkI1oo-(38Qbi!_Y*hm<6(jhLxe~wRR|D|BxR3ZU?|lb?Q?oa6%r2 zIaNA*Y#^z3z<;VA6`NTz6?}R;Gk@;MhOL>>tvgo+tjU!;DI=omr9welV2+)q5LE{n zne&);;~h@8*oj@a6P@-&@_DizYOBpalLt6-wbZ+M1je9EKdggC2u}jFdVI9^FJgjD z@=-M+Pcs(^&%Zp8iPlrOVknojWeFD~po(x~(4_;I3spTD$qzp%9l z3V1*iKF(I)%1dLQ4cIVHMB4)Di$4Gm_( zdvK%K=eFBp`^{7|vJ^?Qd?-8?qNNL@u-p1k<%?k9A^vhuqPlgcdXE{dx?VNb|-4O4+Y z-BSxE&{~8L=n11wuA)q_RQW4p-uHFH5U`Cch|T=sq30hV-nYgLC1`|r+&Adv1uH!m zt)Ro*A6-2zIVwkRLT^h|t!YuMN)p+wwmCtMO-f{Fz3>5|i9S&4y>eDD;^|s$I!GMW z7!_t7hyn%EZfhNGB8~YL`;`>zW;c|_Le8eL;;jL$P-=I7Fz~zLOhl5ab=nu3Nae*eGP-S6I%dErIh&`Np` zFx_>J4o2D~6KD)V9UO3l#S9L&%hpAy{b^EanIu$}uDAE8a31&^HbO^dOTU#SK(j}4 z#K{{*#qKzDA#9Q+F~Q{X@}ClgvJPZAw`^XiX(cTCqU08=)^R*tYH(1_?l|z1*DX2A zdZ<_0TjQ7KHXAEVulbPrS(SxkbUpsUDh!$zK24}OsQB)yx2wzh$0Eak3@v|${c|_t z!N6Tm8{qwL))ly5Ielw8FbxIElNUu?l*)ePxn7D|dj0Vlrxr1!>m}<6^4)+WjIOJdrJ%^nC>&JP=~jglrnGv3o?i9}<@7F(jxDWmSb@ zUfO#=lyw9}zeA~TJ~aSgjn;^fD}|&u*M_FvtnY~F)nx`g%q$qMo{tb)(X}SxVq7=IQQn(g*2SI#l;k%a(d4W~8toLL z;^Qcj0Svhuy3g@QSA!P^%+}{FDtb+_Jtsx-7sW5?^FBlqGrR+Xbgj2-}NQTrxUPp9^+jjMjA35nhN!-nnia6Q2U zuAK>UEJDTkt-Me$&YqgusTKNNeM6^o&t5;QW%C~QJO8d(Z1#M@!&UIDDT3em#Dg5* zchAP6<^H!7$1t$u9HZ?jtEHslo)c={36-}YUUoIvkhK_HE`g_IAuq;bhb*)G)HhWq zjK*c*07}lTv#2+J4I<`akA_-obE6jn4O7{}!)rU0-*4E8(MhXUcUZBHwxwtH+p0(X zcyzU8`1OmfAb7@Wn2qY&&=Q?C*4MaBa?;4z7&`H1Ygd^;h%sVKB0JN(g^O^w zG^AyU#&2!;+>7^Wus;BdK)M<8tC;bQ3jBjh3^${0G5{>^2CtR2wNs37w zh|3swB(=e?v}&L4)(D#BlR8>Wp_sRDPY=Bp6S>2Dc8$MCvkJkxVr2`mgDH2e?dB2*e5_jRJzVXIUOaIhU+HZdmv*g1 zs*$T>EPP0Brp~W`2*WglPo{~87oBjcHSO%FGN{Yc(<&l{yC+ywQ7-sZC|11vpfUqr z4!ei=!$^r*q~e9e$;HL5 z1e&4hKn;5!i&rehw!JT)WOASZuEwgUaCUJq)g;PK<}vVttqZ=gOQX-%wL; z`-V%^=1&a)!j@1*K^ySwc_jU7H!Smrz#kil74*z{K3nO7zXA1bS{H}D5KED&90H+x z(PzGz;@$IXR?ipETWrEblPiyfq+)G1iAv6Bi4`qua*0ZD*ZlKV4S3{Bu-LyD4gge2+u zF?B?I?4J_?77RQ$DzzG+<1^nGq_77e5t%;(=xSp<^fvz`U^0i&Ef7-&7>d=6$E|jo zy_7xv>@-vrw0Y%lO>+bE)TE|`|JuS!N;SKc)y+R{fF&^05tOAj<=%)6C!oj#9eyFJ z0d|Gzuj)Wq1BKX(T_lQ`@Hik7p_Lh>C)=Uu5_#sTPxQzJ#DDdPj<|)ylQ@EKw#vqAgJ)&(MB& z>~Ke{5syo|N&}*9JF)h!GOkr^t|J5oT{+P37=z+{`+Zxl_bj`OL*c|# zyM4wuVGq~Nbh9WGDKgU#*1W=U1TSVdX6WV5#!kx$&3&N3oB}P$Sb~)G5Vp z4kC#)za4K0R2|A#_Dq=zzCx)Qj;$hKy-d$iZr%659`s2=;a#a!|8#R7+|W@^II+XG z?EPIGHiHg?6z|2g0>HgR>=;Ym+l+e_O&WY&6=K~6i&1?pPADYu`iy+= z2>csfUxP1RFFL+oZx%T^9tuU2LXHljPOUAEUV2F1ywmrKB`^Pvj4unEhA({+FEwY{ zq5|j{>M)wa;%gFlJnqMHYcEfHh1|Nruh-A`i9#F*nA^0v;59`jyq`=^VOwL#$DG~1 z5~y34_JFpmhbRi}bxj8eoufz|6rXiZw{gY%gMCs0cwUYO)B=kYZqQO{7In4d+f%ot zu_fH;OnZBu?8TUEHaKh!y;i7%YGdBy8T$F(Gu00H4^{Up1o9A-4+4{_)=K+r!uvjj z?^)Fwflk5WJI*BLFGoG=z2vAC3@iQSg=}CN4e$YkH%^Lywyr|GR=v!sHOZCth4L0$ zA;ud4mGBRrAD&E~W#q|!G1^YTI07bJyqFQW!J&xdQGLpU^f;U-p}wCIgY(Kjzf^|V z2U5P{Z%bfcK!}1B1pq}ry1!%f$Pa-@**^|jNJEPr(HXx^nS3=RG+bvFYRzfG8wbc0 z&7rqIva=uG?Y#JD_nR<_{N{~H(=U(n=HIoHi}oM8Y)T>1@9f7oOx1;O#gW3l1l^}q zgAR_X`6Gs>L&E_XvxAkYL7|K zL8FsxyX>uMKjS{Y?DIZjhcL7h&%c>X7RL7U_ygFUo5mN| z-?v|>dX4#BFjPRAoCedWfA){^o<97=kbGpDR+d@yFzY+_vR2jG%(OC=LH6OK{!Zv0q%PVy-^> zss&58i87q|(AD2ld{(GPrfmt~kmQ49TjxZK=KiOLA!W92VoRHC{&SIe`2%zfg=Jt@ zso-d_hIthhI%a1u*2va`HoGAf_pq5!PYvk(@VM9kS`=q(Mm~tyz?A=_n74|F&*L0D z>A)#19gB~cz*KKx-ax=ha4P?o>(JHx5b+jq4KbrG(r5z(ATtau93hUlp(oywD@j|8 zyz%DQD}3-P<|Y-fP<&jyvys)Rrr=l7Na!iuc<3{}J5zRNPDp z-$0!@5T8a|H>2R0ko$z`VWO_5DW01@hpup8R12U5?Q!I7pptH--3xcOMCsx7GoB{{ zgqO&AvKW~ldY)_2Z8C*BP^&#sY2-PCor$*Cm*hz#D#djtrq6gV>`9YQ*peZIELlE% z(MABuya#)r_UN>S@x%mFv9aHH*)X z7U$P1wu7JT-w>8#*~D+Z3}V&=X=@t{2=^e{gE~j7)H1&5&*%f!$I)yG%^2lOe-bI? z*o!rMzGg4)%n@t+yRQ~WN|HAZRe;yY;V8s^y-$?_IHZ|J1v}^KIdq6BJ?I(}!YQdY z<%+7l%pZ()NnNg9D5EMi3n<)%KX4Hupvb4(1Gkzr>nN0F9&0Yztc9RlgOBt(lwls5 z?QxoWJ6(b|Vs9z*zo;mRC#T}qJfY;DQVDe#rV%n8K6fcS9Js+roM^Z zLSpj-PaKh?4Fx|y;y1rL&T} zAV*K30pDUDX|zJ=sD0QhnJ14)l>Udqy!^pEtunr-*gYma3X1rBER}r|G%1bGT<@Rt7Nee^=hl)l0?IB?H^$3xwQ3|1{lSs!%Z~sz-X0 z!TbF@6!js7hK~LS`zk&}K2Y>@0stsTjtv>Mc+l;70nqL+b%Uc}>Ehuz0j_TrQUA4R zp@9-JAQ{7zv25Q3;}UN1gBeFmumn~CZAf0}sxOL&n=bUIg!7#8#C-6?W*IyDfnsbF z7H2?8gK`dL`c;?riY@hf+dPjx=*d_-obE-EIe!|{vC;$!4+Q$aRG&oez|wMI7*OG@ zwI~P;=pxa|ZwO7Q?(a56aR$L`u0E&?;(ORw9qxXp49OWBd+hpSApPzR99LQm~G+q?vBeh2+iNC;pZ|jy@oGj zyekk22e?imb}Q%0(dn%g5souEfb{~ zLdskQ%JX7q64Oj|xR>f$VV8LhJt@?fu_KnU4bIaFx6o87;)Mg4tn-pY;_&+L_-<|+ zW($Sl)Hy+^C`k?9M;+<1T^gUaRUyi|PH2)^Zq0AZKGu235rn>$cmFzn#$>Sg9f1-9 zw4BefGYSQ~(kuC*4xj=D$r(`c@gC>I%5yYCGbzv!#rNz8++WXIUY6fXOt_Dfc~HY)LyDZ$N=s}yWDTXvFl z?qP?=RwKMLwlA$o0n2&tWRV9KbYJmGxGo`@Rqr)L-H^g{0c3z-7{xuyH@a=`JyZbu z@%_QVS-%|N$bjE+-|1`@VzdVlhA5pUBzNCddWv;f{5o*v7G@RI4? zfc7QLMAyGIQknnH}awR74^FW@E771A(q0zhVx_aDqgWXmZqUzQ=~ zr3Tm&Adyhr8{?$TS8@SS6muxC0pW%hTRGRFu3ANL6(P?Az**^`tzf3ds&*RH6K6=W z*2^Lw@es9Pcx$J5W7#qOn|SP~z2$nZ<8&|oZfw*NurIO1YNjTX!@9z5HkU*`ijyuW zacu57O%4u=SQXv7;8AYc3}-}gfYJ#3?HVJCH1wtmV zX^w*e2D`Vaj?~j+|BvZ=<%Tlv)lvK&pGZx?6aHwpjC-`~<%zT|N(W%Q zk1=n5#g#r63-SqkRKx<+h|FYMhmN2Y2a0YXu;(mN*ROh1a8?%l=8L>lC^Z|0{(2V* znJHD2(EWxORPd$qhkcLqPqWw6O0;_OOK&`)RB3J1SNcnWxm%_*p?Jjv&_fxq<1ZJ5 zn9=}=+Lr5tU+`kh}f~zY)5KeZUkCWyz?Eveab}z7i{$p@HxjJrhp|@fFTYd3>&9wCI*9<2RRNh&9xZ>C)DIi9r_KZ}IW5I1G z|C7vz@)M~c^9|?kc$mHJ)ldmE%I0usgRqckD+Mxye@X9?^a!V582*Zy3il~dk-)%c zO9NPoTG&qNq3!4uG=W&9?UbYl9m_V1F75<5(Bn8L>iV3X189u&CRz&afKZ>$;GETeRuvY z(_RpGS-9&cf#Vz^{sP5!E^%7!15Ye9b8F3->|g@fyGGX>%72`%<~VjIJA_MvJR3=_ zEzI!>bOqOmFf~>curZd52*h`hLO(sVpBI2oPz=f>IN_988pPq#<8C(s3Tb0ILP_R( z4gBChPTPC1L$(rxe&Y>CMr|7hAhG&7+{!%RFa0!BCQOR#%u-NKR$mU^g5M(b8HrO@ ztXM2xc-MkqHk3iCVHh$!0!d)|gGpZ%G$idM#t9oKhU-7#bHhv7%1&P|QX8NaYC=_x z*6k6+#ilk?%r%m zMpEYm82zMRto^82p$k?433^Vg5$qnTx>YhPLH_5IkKvW*Xfbj(q%*ixIB#HC{uaG9 z-n}Y*&9~Af#hXdd+X<5@Km!bYgs)-FG?~z4 zgU{fx9l2nQ0C}67q`gbEFRZS8P=K0RP4Lf{2d&n%kf-Gm#~?H06YMJTU(NP}j>(!| zcRxNRPYO^Agu|Z@Cr2-u@GcfsEKT4c*{*>Ey^nfSjaoMI!z>tsK&^zm^M(dTORpUa z69I0Vf?eUXF3HRMye&|Y^yLr;G~A>?LaH7c_W>mtJGZOs55cxf9qTHJ0V;(>5PCfm zE+0Ua41GH7TH{1sVl@Rx02xN+T3|({f8~CuTCjL_%%v7kD< z2m4vAEgES}Fky*lqkD)WsBZiV_wk6_P=w68Zag5Zqg7F}5voO4#yV@Z2O;W z8-1?E8cW`?ZuU7^7a+}7d|7eKg0n8^t*v&$HK>u~hepNwGKXE=QBxU0;NdAF>?7)k ztBpr4&4IZWX()+mEg0DEa>N)nfFu#=^@GJUF3r#^_f#8s!0k>1sTCO)Z8;`~W$Y5p zT#-1Sol=PM0qO*|Wt;{a2BCM)g@T2x)uyLjw6{p&N|OqUprmq=n(bGQ-j34%pt#$v zfS92e|Hl5s7CY^4IL~+%ly3CX*rRgn^W{ZA(JP@qm}r+N|9&PM*_D8cGIM~qmn#+` zkTpQ4CoQbUfrXZl5l!Zn-rvE?m zj~Q|I!~MohH*fJpjI#0D%=E`j+(bVcpzAaY`eJ%s%cjSS9~c>Z4Uj&A{FA+UVwFUT|=3nz}x(&?=v#0Ivkn&LEkb@Jbot31sGEP<*fV|(pLbS{nQE{ zNn2!Zu6&_!a=iw0H|FliLKjedn)x3xypW;GE#qtUF(6!Ah@TtqY zYq@$prvw-x3kucEkzAEBl9pErg+}|yPW)lQ&f_%^&Cw^+kVr}bP`Kp-a2;boyAhf= zCD1gG55P|2+-c)4^u{C;{Qy?1ynJd>^0+u7p&!SZg|Gnp^o}_4MedsPvlYk}(z9&w zB6n*Dou;aeEeG)cpP|7!4@V-qp;Kx$Smj~$uztc0#m;u-diJ30YT&;wG>OsEk!3EB zk;)hZ`S$V2hCqKAAE1Q zOw^hI?!5j3w+Mk589KDA7aVFxWY}2_Z^L{=SkL?YG$CqOiPf*fL!5Aby_d~vMBG`e zM1tw5PpAx7Re%!^<8M!DB7U?s=cmjvM(<6%+d}Y zRd|cAP)ck%&q!!B+-Ino27v0{mm3OzY+CyoKVzX5A0--MN~ju64N2bI2>c{7^Ku8I zw@)RxA$9jf6acAV{{mJT$yW~{RhEx+ke%Zf#E1KOQfljN(q=4>$dR(EK!*5+82Hbk*mcn?gDoz* z{CPfq$q@lpcS>R!uh9Pd)F0EO_Z5iafcp6&hB-?Ol))R|^TfXX{jS2_0(1r{u`}42 zgllfr)NC7(zMw~ZEikyLm2O(^%XRB;!H#f#DGXL{b&{(7K^JZ^?Yx51d!&i2yi>B zroao>lGePLsiP_-q0rs$0i~hzk#DDLDt(9x`Nz8c)^W8|4!k;zSc`0GO7zw7o79nubKaW~LFjX(A2&6Tv+B0jg6$ z{aeo_d8+_PU?f#DZ3Az5?IWat7M}u08p$`AI}`^4fQN5P*Wk_&jk76(lh4ZWAj>mNX9zqVbD&>-A8ph>0mV3?gz)dMIG0Rw zy%+NMnYJCsZ7b&OgW_YZceP@b9>S~+yLM#!0^`F26iH%$hS$hBqCw9&x;Q&@CoF6| zE%uMYt!=|XAB<@4-2(dv9Q~>Maw!a)XU?9JHSr*gN1o#D7f=bP6Rr0bu#fyYTw?Pl zgQ@>uy-NQ0X=YoXVm&_evm$T0+LMp87BB?EJ@O{2^U?cB0H<>qx?}lPA>RklL(~SD z0P+mZh`%&)OZCiBQscQWt4X9Cta;{8hXQ+*865}j++(@?oEj2e6_afNjv*U1lBFeI zaPm73jMguA^U2*<*+@wuAf7>NltoCm-JBujS1X&CIWFN+l#Nc5amxiTp_&EmRaPGT$NK6;}A%Gsn5FEc%42%1RPjym<5+4Q|9N~aQbH}#17($>rubP@1XfqyeU z1i~55XR9H6Ups)dh~cH2DbA0F)Q|;xKOu)C4b7;E=(Lq%H&m5V^}j6q#S&E!M!V*I zxi#NlM5dS;BtZRew=41;^D?N#fn{QiK{b*%kY+8`t1qTP!TdhNf3Uk9z6oOYm64tnELag%y~n;*s%(ESiH)4 z`q`BjrZivtv>_0evi)Um5-e{uN_BE1wt%0#_j$d23(;#~icp zMf-xgMM<&n5z56Uz3z6Qh0UE9HooAGiQsP((4v+ix;=o0jpK#|_l?acE)^ z-w6WAxbMtbbCL2P_rqEk?Zv^hYHe7jtg1IJ#445m2_OdVC-s4Q;^v-&)%Kp_o{F={_$Ja*0-~?iOUNDWN=5+KuU;s=pbQml3&P0 zXpo>LZfw3n_V0e)ts5yj=$s=GGx=MlS~ot4c*LX+SOzdiYhiahF*74}Pe0YZz-%BA z-stRbCh)LrhGPn%V>awi-+cLv(>$&0(!BERQTPMCrm%y?a)S+H8%Zd%25b!Qz}P{K zVzCBf5tdrvA^1b6vIeeo`EA|RbO`^RzNZD5q&P&8%}5u_o(&cg?D+JFH-@l#`R}nd zC-t(erT&~S<4QEtl&+y(HQ)75=0xkgV@ro!*774liO$i&y19SkF3!vaeDjcrd*SKA#oJG*}_}m|M;l$re)1 z3D6u++e_I}=yqqq5^;`g)S9e^hDu&i5!o2Vy%=u#L6fsxHTfG*GWQ zt9n3_qX^4)=y%kb!+V|jK6DFd00Dbw9y^TF;TFr@Pkpq58_5`@crK>d<$vVCyP76h zP3yCosXVVZ@uH*UQIa{g&QXadDfAKJC3DfutHI<%luFmoeSiz~sNdfOU3H#*qY=<2%2=xfaYWz>x5A}~`|PY01bWu$dp7tK zwPT`L);tU-?6Zu*W$)2`XJ@e#has}h7GFQ^59&N4wJQO~gXFxRBlhs`_ry_Lg3L2) z>5uZvG*`{E8IX%6q@5E~Ut{FVG9}*Z{dCRQ%O=8Tf#=I5n>&M)U0ak_6XI7F^8No5 zNj%vO2L>x==JtCIiMD}-&u_)tvbfXEWPv*riLAncZ3_c2ZplRJNG@GL^lx;~z+v}n zcnBBP#dLJS=I?BtRik)q^F5FeL{B{$h*%sZwPBTuEDHy=2*y3H#fZt$u&%Sus8L5* zr!@9Kpb^cF#BA~ijh)g^ZXgPvfu7fh=?@o@B6nKLnhd0FG_xlJ#)k;<-cP4K-#e9ws7uwU+p7L0r=UfLe)^EJZBBH$9XWDMvy>ST>9X*RsP7`zcdDK<=HJ zG&stBba&18#f2c@A<_(V5qB$5@IXDSj8YaQKRG^lS@|H1$Hk`mfti`JB;a>B#bhh(s{sTI z#8z<8@0UVM(hqH$)={);dI%$XOCn4~N;yt9IjAQF>UI=+NRps-m*GwA*rF}WnG5ug z&Kol9oGRMrJ;IJW4+z-sVJi($boLd~JH<^=$?M%DD|!;tn_FNqnqp}aw@Urq@!qQG z=#G+yq6SzXxb?NTKyTqjn8BB0oCD%vp{Jws()2J=Hq(B;n0xL$$;-R0+zdH@5^_`$ z#I}QQMv4DX7Qf{tmPO1#IZ=!pgTaU+=DmfH)l3?Spga3A`~4$gv0NwsIm3oxW~5i_ zPm-*@gIj2BKVE6r1L{3zbl+XM`K(-RBL1mijL7^UTZhooCZ)1ZEllE6GW0ZcZ2Ltj zH;!|r-OVxJ^|x~Wq_Z=F?#!Z#5467e4yeL55xa&?zhHd3O!)&7B#cUlPKGcpUQ5hi z@@##(ynB23^>h$vH}+5UDbc31qPW*WsCt6%@-t8_fEW?x!6;)<;90IPF?O13#p3wM z1JB|I6A!i`z#n$u2bHT?pil!LOP|CL1X<16K3Uz36*@lh5&FJsQB;_)x%> zswwv7gW3VL&v=J}iSZxBbvzH=d1F(X_e@j~NnQ;<^-#-M1%Ix-iKS`79+MfB$3^+@ zxcjb2{R-%n+DM2!=IK>ZBOt?V;}^f1m(TY&t8{Ty(B`4MlzIs$Qw`0A ztwME?IqAInwoo969$f73Tybs~VR~_;IO!@DXt?8p;WGHO_D5tA`@e>VQ(=8A=>Z2w zv0)!%eppbttt-`-#b#kA9?cP>TFXf*>WBD>Xg)WuGc9pZ3ETA&BJk^x^1Vo%K2zPV zObT?iMJ|eyM^=qyGD|S1TLWfp%o|YgJG@&=%vjni`LRz|A=vr>P-J4pAz{`m{LEBW zu)`JE`6_mhYhHV=j70 z-X5tvlqPBvS}Fq_2+w|!&>vPEt+EdGLjZFvs@Wjt8 z?i$zD;*^aRHGYbGtFAHIgs;SN%*)t`NX|3tXvIAOynV;G9{qy5(54lvA`^n4LTg{~$1?pd4H)@MsP)T_ASdfH%$_~A4y%&0fEj7bkXx*L z`N6?P9@Trnd&h3WS?iW4r3seLb;a6^5+B82L(_7wMgd^`_>Ee&9E>PI1-h4PLP!GN-1CI#l9rEK3IpB6F|s>Wxhhix zMH6rBg2(p>R8mmqQ)t81PHnI5WO<2%#nfM-cy0bQQ7lbM4?J~5(BV7LfZ$MS$$u%{ zqe#9E0EvIHCU=Elk1XNPcR{4m@SV>VtWqZ9F~f>WiyMW?THpD zTp|3s3zqJ1XX(n#z7zBN8@w~4Oc_N2MokAfW9M|jYi>pg{rVgsOtVfz9=h;t0DI+) z->LLbps3f3l=2m}`lPPrUc<_O10*t}K^>6uLSo7d-nO^%FUpv`7P?J*A=#f_+0T=?aXg337K={Q)87i!IyUoyiD zYDk=wDEbQe&fBWdZ<%W?agzvx3=(%~a%&(X_UM4+utLQ0^Y2ns-{g2}U7#tdX=K1B z#$g!t5l*z;#gS{Q6&3V(sgJ<2 z)la%nx&%f4b`=5K@6!A~aSBoqd4fjaF~?lVSRe*2=B9)i-KDma8FcW+)}=Y>*NPbW z>^p0Mo(A|hUv=Uo@WwIh?BOV?F5;Gdz@r0GerNYNAV-9K!1+u>?%?U2KVX~ z-S#K~v4<{)RF7iTO-s36$f$E~k%*wMzEqxG$#Lf|;SD$ux7kiw8P8WrzQNmU3*FJN z8R%kvbV*P|uJF+%L`{ zNr5upAUm>*uCY0}hZUFnTxOpmh$zF{9Vt(#kFBI1oZ|eCQ*18)s^_8Yb_5|0SjGm~ z*~z4{FFwrGGN~A|lZx_dW)o8ZIsw+A5|62^B5+Dx|-od>&a3gIRAGPA6#~j<{2au)U1o9n!g$!O``=F zryN5!kDJ=xp!rnjsqwUi+IE@y20EQ$P>Q1$tC}2RRnX*mCYgaW9U?*N;VfqNx_WTs zY(vba?`lUpJ#r=zARsHn4A~0Cy|zZZl08nF;`*dH#QaDoA#|%}7qjfg+!10);_O_) zvH)&&x9LAwW{im$LsNoBm+Q=177Fk|EjnFIQP|hBE+a51JZ6f)Bj-<#idgC zd$?0yYg_?>Hi0Sv*7R6lA6|osr_gB>1)p0|zxQD6*(qVXU|+J~u1+okxh&$^4$8s( zbUC|Ud;z4O`QI^72!oI6zH}9=uhU4EG;nEh%r7*3FrZetiYHF3OIcDpWX-gtM+1-B zD?OE%Xe1dLwlv5c9E0I^5eE4E224cwW2Xs(d_)f!2o~EnY$%m$C#U)0jc>iG8?KOh zY%~uI3cJ_(F9Rr%iTeQ+K>P<>aVd}jm!7gqzf9uWc7&>CX&Ij<^O~M8zTA}m5k;6) zrcf@zqScYzaS|T0a4%spaEg_^k(mHZ^8=9Jg4M%HZfxOawfQg0Eu%J@q4U|b95Xzu z&^pi|vp<({KQ+f~-VF6SaM4%w#DSR)mVS3UhXjr0072@7=Bad-!pkA3SiT?IsD$e4(w#g%j)@#}9_ZMr4ScUhqO87`qaWe~78H*wTpm zFvhTx8Jzb>X)*?nCp-TxXsiU4+Rks+8OT$Znrj8rl}3%^Dq+}KklKS2m1+p&xql_GV4bsnV@x~Ct+ z>u-NE_Jrkz>EbX&rbWCbUci%M?UH-V z1c$^dbzsSR-U#mG%#suyJ&wz_I`aA)a(~rGHkw(Rf5qVdwbs<9op0Nh z&KXpOBKZM<6c>@>I;dM6(jxA6xBmFXrF7*~AZOBvNJ&;81df9ge$y`z#PoL*+9f+w zZkkPvXgj9s1tUs6ggx-mw9kTq_@amjkzXZ;r}K7ZuKSOzuAuQMbe6x5f;%OGb^1Wx zzfzokl(%E+ZrNepdb%I=SMtDwKpa_0L41z`AeY>b-9|h>@ekFqQfN8YzmmKZL$eYziaD30||;d{@2FrNpr z3CI~3`H-4j?(_k>H)gvb{L6Tm-KUe78-~b=WvLgyQru-l5#m0NER@ z4NjYZWZQ3xob+xU_B)PXXaNxKMr-RG$(U!V5jUhyZ-A(wRZo`ivZWP1fYk2PrM`M> z0m<}jx%wEND)S3EG17^nrprYMVR`mIO`4po;TMw%3pj~TkQnKa@8Zg6=GiXSO*zen zJ}}ixKGSnl815a^{@`Pqyw}l>KF`PCCf~E*LR_i%bY*J7GyQM9{g-({i&7C!K3a+{ zeGvmWlRV$)9T*%>6^)#E#cBnS7Sp(3LwSxw&0}}IQ7$5pN&#(2jfW-Kdp%cs@-g$J z8uf)oIz7MEQ{?h1nDN_O*YVXoD@g>zW{u?;R-c3G6kB$kAZQjJgCuem7W$@JpzhZX z^T*pea^f_flO`+e1gH}+nh4l}{?ZiE&Lsq1RRA7%6D~Z3#feOp4DnDDB`owmoJ1cP zhJ`oD4E6Ju;g=7_XDo3B!HOYl7(6D+Ufw5M;?57^U&Ql+EZ;qi#2BSorO&ZEc%kuA~|?tznkk>D8XtJcIFyP%I*6o56bR>=!zDhoZKQiutKt_5Muj2O=U z%vwaNS*}E&I7#j`9_xlMsgJh+D5){$4D7(tp$(xSp40Tg>jh1!9Ws){&$2@B)WPtc^4tMN0s zC-1IONqh^fUXSMbLkgNT$qTV57u%N%f=SzXe=#c?m>l7~OB)VuZnP;&JN=hP4i~E@809ju?4s?a)W5P6S z2o|$c-Wqm~}!k_9U7smp#_iw|DMug3q5# zEGkI>XxE|z2cUip)ozDl4-^(L6M0xnl5Wp%2&Ys^shc9!$Z&JqW)#T3w0mo25YYWka=sF7Q|J4hQu)4^EV|6?>AMqs@Z3xO#rK(( zkphpE(unqC?L0x<&GOMEuoW(2z)oxNINZ1f4stXKPWBPcT2JSU6&ef$Tm!Ieg30