From dca8257f5104928197b04abc0029d0a38525c53a Mon Sep 17 00:00:00 2001 From: RogerGinBer <45530914+RogerGinBer@users.noreply.github.com> Date: Wed, 9 Feb 2022 17:57:51 +0100 Subject: [PATCH 01/25] Update SOI_functions.R Add basic XCMS-based approach to SOI detection (new input parameter _mode_ to `findSOI`) Add tryCatch to rho_chaos calculation Small amends to groupShort and parallelgroupShort --- R/SOI_functions.R | 139 +++++++++++++++++++++++++++++++--------------- 1 file changed, 93 insertions(+), 46 deletions(-) diff --git a/R/SOI_functions.R b/R/SOI_functions.R index efaecdf..5719f05 100644 --- a/R/SOI_functions.R +++ b/R/SOI_functions.R @@ -43,13 +43,14 @@ #'@import magrittr #'@import tensorflow #'@import reticulate -setGeneric("findSOI", function(struct, params, fileID, blankID = numeric(0)) { +setGeneric("findSOI", function(struct, params, fileID, blankID = numeric(0), + mode = "regular") { standardGeneric("findSOI") }) #' @rdname findSOI -setMethod("findSOI", c("RHermesExp", "ANY", "ANY", "ANY"), -function(struct, params, fileID, blankID = numeric(0)) { +setMethod("findSOI", c("RHermesExp", "ANY", "ANY", "ANY", "ANY"), +function(struct, params, fileID, blankID = numeric(0), mode = "regular") { if (length(blankID) == 0) { blankID <- rep(0, length(fileID)) } else if (length(blankID) < length(fileID)){ @@ -102,7 +103,7 @@ function(struct, params, fileID, blankID = numeric(0)) { struct@data@SOI <- c(struct@data@SOI, PLprocesser(struct@data@PL[[idx]], struct@metadata@ExpParam, cur, blankPL, - struct@metadata@filenames[idx] + struct@metadata@filenames[idx], mode )) if (blankID[i] == 0) { struct <- setTime(struct, @@ -120,12 +121,13 @@ function(struct, params, fileID, blankID = numeric(0)) { }) #' @importFrom stats approx median sd -PLprocesser <- function(PL, ExpParam, SOIParam, blankPL = NA, filename) { +PLprocesser <- function(PL, ExpParam, SOIParam, blankPL = NA, filename, mode = "regular") { ## Extracting info from S4 objects into local variables DataPL <- PL@peaklist h <- PL@header formulaDB <- ExpParam@ionF[[1]] FA_to_ion <- ExpParam@ionF[[2]] + ppm <- ExpParam@ppm params <- SOIParam@specs maxlen <- SOIParam@maxlen @@ -141,53 +143,67 @@ PLprocesser <- function(PL, ExpParam, SOIParam, blankPL = NA, filename) { setkeyv(formulaDB, c("f")) setkeyv(FA_to_ion, c("ion")) - ## Density filtering - message("Starting density filtering: ") - GR <- apply(params, 1, function(x) { - densityProc(x, DataPL, h) - }) - ## Grouping different filtered results - message("Now Grouping:") - Groups <- GR[[1]] - setkeyv(Groups, c("formula", "start", "end")) - if (length(GR) > 1) { - for (i in 2:length(GR)) { - Groups <- groupGrouper(GR, i, Groups) + if(mode == "regular"){ + ## Density filtering + message("Starting density filtering: ") + GR <- apply(params, 1, function(x) { + densityProc(x, DataPL, h) + }) + ## Grouping different filtered results + message("Now Grouping:") + Groups <- GR[[1]] + setkeyv(Groups, c("formula", "start", "end")) + if (length(GR) > 1) { + for (i in 2:length(GR)) { + Groups <- groupGrouper(GR, i, Groups) + } } + Groups <- distinct(Groups) + } else { + message("Starting Centwave-based SOI detection") + CWP <- CentWaveParam(ppm = ppm * 2, + peakwidth = c(8,60), prefilter = c(0,100), + snthresh = 0, noise = 0, fitgauss = FALSE, + firstBaselineCheck = FALSE) + Groups <- calculateSOICentwave(filename, formulaDB, CWP, ppm = ppm) } - Groups <- distinct(Groups) - ## Initial Peak Retrieval - message("Initial peak retrieval:") - peakscol <- lapply(seq_len(nrow(Groups)), retrievePeaks, + message("Retrieving datapoints from SOIs:") + Groups$peaks <- lapply(seq_len(nrow(Groups)), retrievePeaks, Groups, DataPL) - Groups$peaks <- peakscol - ## Group Characterization - message("") - message("Starting group characterization:") + + + ## SOI Characterization + message("Starting SOI characterization:") + message("Mass calculation:") setkeyv(Groups, "formula") Groups$mass <- formulaDB[.(Groups$formula),2] - if (any(Groups$length > maxlen)) { - Groups <- groupShort(Groups, maxlen) - } - + message("Number of scans:") - nscans <- apply(Groups, 1, function(x) { + Groups$nscans <- apply(Groups, 1, function(x) { d <- x["peaks"][[1]] return(dim(d)[1]) }) - Groups$nscans <- nscans Groups <- Groups[Groups$nscans > 5, ] - + + if (any(Groups$length > maxlen) & mode == "regular") { + Groups <- groupShort(Groups, maxlen) + Groups$nscans <- apply(Groups, 1, function(x) { + d <- x["peaks"][[1]] + return(dim(d)[1]) + }) + Groups <- Groups[Groups$nscans > 5, ] + } + ## Blank substraction if (useblank) { Groups <- blankSubstraction(Groups, blankPL) if (nrow(Groups) == 0) {return(RHermesSOI())} } + ## Rest of characterization - message("") message("Width calculation:") width <- apply(Groups, 1, function(x) { d <- x["peaks"][[1]] @@ -219,7 +235,8 @@ PLprocesser <- function(PL, ExpParam, SOIParam, blankPL = NA, filename) { message("Calculating chaos:") Groups$chaos <- lapply(Groups$peaks, function(x) { - rho_chaos(x, nlevels = 10, fillGaps = TRUE) + tryCatch({rho_chaos(x, nlevels = 10, fillGaps = TRUE)}, + error = function(cond){return(0)}) }) %>% as.numeric() setkeyv(Groups, c("formula")) @@ -339,6 +356,32 @@ groupGrouper <- function(GR, i, Groups){ return(res) } +#' @importFrom MSnbase readMSData +calculateSOICentwave <- function(filename, DB, CentWaveParam, ppm){ + msdata <- readMSData(filename, mode = "onDisk") + pks <- findChromPeaks(msdata, CentWaveParam) + pks <- as.data.frame(chromPeaks(pks)) + pks$anot <- lapply(pks$mz, function(mz){ + range <- mz * c(1 - ppm * 1e-6, + 1 + ppm * 1e-6) + DB$f[between(DB$m, range[1], range[2])] + }) + pks <- pks[sapply(pks$anot, length) > 0, ] + soi <- lapply(seq_len(nrow(pks)), function(i){ + peak <- pks[i, ] + data.frame(start = peak$rtmin, + end = peak$rtmax, + length = peak$rtmax - peak$rtmin, + formula = peak$anot[[1]]) + }) + soi <- do.call(rbind, soi) + soi <- as.data.table(soi) + return(soi) +} + + + + retrievePeaks <- function(i, Groups, PL){ x <- Groups[i, ] rtmin <- x[1, 1] @@ -353,14 +396,15 @@ groupShort <- function(Groups, maxlen, BPPARAM = bpparam()){ message("Shortening and selecting long groups:") SG <- filter(Groups, length <= maxlen) LG <- filter(Groups, length > maxlen) - LG <- lapply(seq_len(nrow(LG)), parallelGroupShort, LG, - maxlen) + LG <- lapply(seq_len(nrow(LG)), parallelGroupShort, LG, maxlen) LG <- do.call(rbind, LG) return(rbind(SG, LG)) } + +#Experimental Centwave approach to SOI partitioning + parallelGroupShort <- function(i, LG, maxlen){ - #Experimental Centwave approach to SOI partitioning ms1data <- LG$peaks[[i]] curGR <- LG[i,] tryCatch({ @@ -371,8 +415,11 @@ parallelGroupShort <- function(i, LG, maxlen){ snthresh = 0, noise = 0, fitgauss = FALSE, firstBaselineCheck = FALSE) ) - }, error = function(cond){}) + }, error = function(cond){ + pks <- data.frame() #To avoid problems, act as if no peaks found + }) + #If XCMS detects any peak if (nrow(pks) != 0) { pks <- as.data.frame(pks) pks <- pks[order(pks[,2]), ] @@ -397,7 +444,8 @@ parallelGroupShort <- function(i, LG, maxlen){ starts <- c(starts, max(ends)) ends <- c(ends, max(ms1data[, 1])) known_peak <- c(known_peak, FALSE) - } + } + #Split remaining long traces into smaller ones if (any(!known_peak)) { too_long <- ends - starts > maxlen if (any(too_long & !known_peak)) { @@ -417,7 +465,7 @@ parallelGroupShort <- function(i, LG, maxlen){ length = ends - starts, formula = curGR$formula, peaks = curGR$peaks, mass = curGR$mass) } else { - #Divide long group into equal-sized smaller groups + #Divide long traces into equal-sized smaller traces times <- seq(from = curGR[1, 1][[1]], to = curGR[1, 2][[1]], length.out = ceiling(curGR[1, 3][[1]] / maxlen) + 1) deltat <- times[2] - times[1] @@ -425,8 +473,7 @@ parallelGroupShort <- function(i, LG, maxlen){ length = deltat, formula = curGR$formula, peaks = curGR$peaks, mass = curGR$mass) } - - #Reestructuration of the groups: data point 'splitting' + #Data point redistribution within each new SOI NewGR[, "peaks"] <- apply(NewGR, 1, function(x) { pks <- x[5][[1]] return(pks[between(pks$rt, x[1][[1]], x[2][[1]]), ]) @@ -649,7 +696,7 @@ rho_chaos <- function(data, nlevels = 20, fillGaps = TRUE){ nr <- nrow(data) #Filling 1-gaps if(fillGaps){ - for(i in seq_len(nr-2)){ + for(i in seq_len(nr - 2)){ if(data$above[i] & !data$above[i+1] & data$above[i+2]){ data$above[i+1] <- TRUE } @@ -712,7 +759,7 @@ setMethod("filterSOI", signature = c("RHermesExp", "numeric", "ANY", "ANY", "ANY "Aborting filter") return(struct) } - + ##Filter by isotopic fidelity if (isofidelity) { # Isotopic elution similarity @@ -727,7 +774,7 @@ setMethod("filterSOI", signature = c("RHermesExp", "numeric", "ANY", "ANY", "ANY " similarity. Aborting filter") return(struct) } - + # Isotopic pattern similarity message("Calculating isotopic fidelity metrics:") isodata <- lapply(with_isos, plotFidelity, struct = struct, @@ -742,7 +789,7 @@ setMethod("filterSOI", signature = c("RHermesExp", "numeric", "ANY", "ANY", "ANY "fidelity. Aborting filter") return(struct) } - + rtmargin <- 20 # Removing confirmed isotopic signals soilist <- soilist[order(-soilist$MaxInt), ] From e8f6cb7552d0cad2a04d7edf95bb1f15f29cab30 Mon Sep 17 00:00:00 2001 From: RogerGinBer <45530914+RogerGinBer@users.noreply.github.com> Date: Thu, 10 Feb 2022 11:42:12 +0100 Subject: [PATCH 02/25] Update SOI_functions.R Drop nscans column when calling groupShort() --- R/SOI_functions.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/R/SOI_functions.R b/R/SOI_functions.R index 5719f05..ff53e77 100644 --- a/R/SOI_functions.R +++ b/R/SOI_functions.R @@ -189,7 +189,7 @@ PLprocesser <- function(PL, ExpParam, SOIParam, blankPL = NA, filename, mode = " Groups <- Groups[Groups$nscans > 5, ] if (any(Groups$length > maxlen) & mode == "regular") { - Groups <- groupShort(Groups, maxlen) + Groups <- groupShort(Groups[,1:6], maxlen) Groups$nscans <- apply(Groups, 1, function(x) { d <- x["peaks"][[1]] return(dim(d)[1]) From fcf20ce06fcd5420d635e4c0134cbc38ee68d927 Mon Sep 17 00:00:00 2001 From: RogerGinBer <45530914+RogerGinBer@users.noreply.github.com> Date: Thu, 10 Feb 2022 18:18:39 +0100 Subject: [PATCH 03/25] Move mode to SOIParam Expand SOIParam class with new slots: - mode: whether SOI detection should be performed with the _regular_ algorithm (binned scan density) or with _xcms_ peakpicking - cwp: CentWaveParam object used for either detecting SOIs (mode = "xcms") or for splitting long SOIs into smaller ones (if mode = "regular") Remove mode input argument to findSOI Add tryCatch to mantain backwards compatibility with old SOIParam objects --- R/Classes.R | 632 ++++++++++++++++++++++++---------------------- R/SOI_functions.R | 19 +- 2 files changed, 332 insertions(+), 319 deletions(-) diff --git a/R/Classes.R b/R/Classes.R index 3a7e994..c6a5415 100644 --- a/R/Classes.R +++ b/R/Classes.R @@ -1,308 +1,324 @@ -#Avoids R CMD CHECK notes on data.table package -if(getRversion() >= "2.15.1") utils::globalVariables(c(".")) - -#' @title ExpParam -#' @family Params -#' @description ExpParam holds all experimental data as well as database-related -#' info generated during the processing steps. Use setExpParams to save it into -#' your RHermesExp object -#' @slot ppm The mass spectrometer (MS) mass error in -#' parts per million (ppm) -#' @slot res The MS resolution at m/z = 200 -#' @slot nthr The noise threshold to consider. Any signal -#' weaker than it will NOT be considered in the PL. Useful to filter -#' 'grass-like' peaks in a Q-TOF instrument. Defaults to 1000. -#' @slot minmz Minimum mz registered in the MS1 experiment. -#' Defaults to 80 -#' @slot maxmz Maximum mz registered in the MS1 experiment. -#' Defaults to 1000. -#' @slot ion Polarity used in the experiment. RHermes currently -#' only supports one polarity at a time per RHermesExp, so if you're -#' performing both + and - polarity you will have to use 2 different -#' RHermesExp objects, one for each. Important: must be described ONLY as -#' '+' or '-'. -#' @slot instr MS instrument type used to acquire the data. It can be -#' either QTOF' or 'Orbitrap'. -#' @slot DB Formula database -#' @slot adlist Adduct list -#' @slot ionF Ionic formula list. Formed by all formula-adduct -#' combinations -#' @slot isoList Isotopic pattern exploration results. -#' @export ExpParam -#' @return A ExpParam object -#' @examples -#' -#' #Default object -#' exp <- ExpParam() -#' #Setting some values - check all possible slots above -#' exp2 <- ExpParam(ppm = 3, res = 150000, instr = "Orbitrap") -#' -ExpParam <- setClass("ExpParam", slots = list(ppm = "numeric", - res = "numeric", nthr = "numeric", minmz = "numeric", maxmz = "numeric", - ion = "character", instr = "character", DB = "list", adlist = "data.frame", - ionF = "list", isoList = "list"), prototype = list(ppm = 5, - res = 30000, nthr = 1000, minmz = 80, maxmz = 1200, ion = "+", - instr = "QTOF", DB = list(), adlist = data.frame(), ionF = list(), - isoList = list())) - -#'@title SOIParam -#'@family Params -#'@description The SOIParam class contains all details regarding SOI detection, -#' such as the number of RT bins and their width, minimum data point intensity, -#' usage of blank substraction, etc. -#'@details It's a part of the RHermesSOI object, and is an input for findSOI(). -#' This object is usually generated by getSOIParam(), which features -#' already-made templates. -#'@slot specs A data frame containing the RT bin information. Each row -#' represents a binning step that will be applied to the annotated data points -#' to detect the SOIs. -#'@slot maxlen Maximum SOI length in seconds. If the SOI is longer tha maxlen, a -#' broad peak picking will divide the long SOI into smaller sized SOIs. -#'@slot minint Minimum data point intensity. If a point is smaller than minint, -#' it will not be considered in the SOI detection. -#'@slot blanksub Logical. Whether to perform blanksub. It should NOT be entered -#' by the user in this point, since findSOI will fill in this information. -#'@slot blankname Character. The corresponding blank file name. As before, it -#' should not be entered by the user, findSOI will fill it automatically. -#'@author Roger Gine -#'@seealso RHermesSOI findSOI getSOIParam -#'@return A SOIParam object -#'@examples SOIParam() -#'@export SOIParam -SOIParam <- setClass("SOIParam", slots = list(specs = "data.frame", - maxlen = "numeric", minint = "numeric", blanksub = "logical", - blankname = "character"), prototype = list(specs = data.frame(), - maxlen = 30, minint = 1000, blanksub = FALSE, blankname = "None")) - - - -#'@title RHermesPL -#'@family Containers -#'@description The RHermesPL class contains all the annotation details from a -#' single MS1 mzML file, as well as some raw information that is useful for -#' other steps of the workflow. RHermesPL objects are generated by processMS1 -#' and should not be declared manually. -#'@slot peaklist Data.table containing all annotated data points. It stores, rt -#' values, mz, intensities, ionic formulas and isotope annotations. -#'@slot header Dataframe with headers from the mzML file. Extracted with -#' mzR::header() and filtered empty scans (if any). -#'@slot raw Dataframe of raw data points from the mzML file. Extracted with -#' mzR::peaks() and filtered by the noise parameter from ExpParam. -#'@slot labelled Logical. Whether all possible 13C isotopologues were searched -#' for in the data. Usually FALSE, only TRUE if you're dealing with 13C -#' labelled data. Should not be set by the user here. Instead, tell processMS1 -#' using labelled = TRUE. -#'@slot filename Filename of the original mzML file. -#'@author Roger Gine -#'@seealso processMS1 ExpParam -#'@export RHermesPL -#'@return An RHermesPL object -#'@examples -#'\dontshow{struct <- readRDS(system.file("extdata", "exampleObject.rds", -#' package = "RHermes"))} -#'PL(struct, 1) #Access the object using the getter function. -RHermesPL <- setClass("RHermesPL", slots = list(peaklist = "data.table", - header = "data.frame", raw = "data.table", labelled = "logical", - filename = "character")) - - - -#'@title RHermesSOI -#'@family Containers -#'@description The RHermesSOI class contains the SOI list, some precalculated -#' information for plotting (in functions such as plotSOI) -#'@slot SOIList The SOI list itself. -#'@slot PlotDF A dataframe contaning all SOI data points with annotations, ready -#' to be plotted when needed. -#'@slot SOIParam A SOIParam object containing all information about SOI generation -#'@slot filename The filename of the mzML used to generate the SOI list. -#'@author Roger Gine -#'@seealso findSOI plotSOI plotIso -#'@export RHermesSOI -#'@return An RHermesSOI object -#'@examples -#'\dontshow{struct <- readRDS(system.file("extdata", "exampleObject.rds", -#' package = "RHermes"))} -#'RHermesSOI() #Do NOT generate a SOI object directly, use findSOI -#'SOI(struct, 1) #Access the object using the getter function. -RHermesSOI <- setClass("RHermesSOI", slots = list(SOIList = "data.table", - PlotDF = "data.table", SOIParam = "SOIParam", filename = "character")) - - -#'@title ILParam -#'@family Params -#'@description The ILParam class contains all details regarding IL generation, -#' such as m/z window for grouping close SOIs, whether to prioritize or -#' restrict the inclusion list to a subset of adducts, etc. -#'@details It's a part of the RHermesIL object and is an input for generateIL(). -#'@slot filtermz Deltamz used to group SOIs with similar RTs. Defaults to -#' +-0.5Da. It should be matched with the m/z isolation window of your MS2 -#' method settings. -#'@slot filterrt Delta RT used to group SOIs with similar RTs. Defaults to 10s. -#'@slot rtmargin Similar to filterrt. Defaults to 5s. -#'@slot priorization Whether to prioritze adducts or not. Options are "only" to -#' select only a set of adduct annotations, "full" to cover all SOIs -#' independently of the adduct annotations or "yes" to specify some adducts to -#' be prioritized in order. -#'@slot ad The specified adducts. See priorization. -#'@author Roger Gine -#'@seealso RHermesIL generateIL -#'@export ILParam -#'@return An ILParam object -#'@examples ILParam() -ILParam <- setClass("ILParam", slots = list(filtermz = "numeric", - filterrt = "numeric", rtmargin = "numeric", priorization = "character", - ad = "character"), prototype = list(filtermz = 0.5, filterrt = 10, - rtmargin = 5, priorization = "only", ad = c("M+H"))) - - -#'@title RHermesIL -#'@family Containers -#'@description The RHermesIL contains an inclusion list (IL) to perform the MS2 -#' experiment with it. It also contains information about whether adduct -#' annotations have been prioritized over others, restricted, etc. -#'@details Should not be created directly by the user. Instead, use generateIL. -#'@slot IL The inclusion list itself -#'@slot annotation A list of the SOIs corresponding to each IL entry -#'@slot SOInum Which SOI list was used to generate the IL -#'@slot ILParam An ILParam object containing all IL generation parameters -#'@author Roger Gine -#'@seealso generateIL exportIL plotIL filterIL ILParam -#'@export RHermesIL -#'@return An RHermesIL object -#'@examples -#'\dontshow{struct <- readRDS(system.file("extdata", "exampleObject.rds", -#' package = "RHermes"))} -#'RHermesIL() #Do NOT generate an IL object directly -#'IL(struct, 1) #Access the object using the getter function. -#' -RHermesIL <- setClass("RHermesIL", slots = list(IL = "data.table", - annotation = "list", SOInum = "numeric", ILParam = "ILParam")) - - -#'@title RHermesMS2Exp -#'@family Containers -#'@description The RHermesMS2Exp contains global information about the MS2 steps -#' of the workflow. Particularly, it contains the inclusion list to be used, -#' the MS2Data that has been acquired according to the IL and a list of -#' purified MS2 spectra and identifications against a reference MS2 database -#' (if performed) -#'@slot IL An RHermesIL object -#'@slot MS2Data A list that contains header and peaks of the MS2 data acquired -#' for each IL entry. It gets its information after running processMS2. -#'@slot Ident A list of different relevant information about the deconvoluted -#' MS2 spectra generated by processMS2. -#'@author Roger Gine -#'@seealso processMS2 generateIL IL Ident -#'@export RHermesMS2Exp -#'@return An RHermesMS2Exp object -#' @examples RHermesMS2Exp() #Do not generate the object manually -RHermesMS2Exp <- setClass("RHermesMS2Exp", slots = list(IL = "RHermesIL", - MS2Data = "list", Ident = "list")) - - -#' @title setCluster -#' @description Returns the most appropriate BiocParallel backend for RHermes -#' according to your OS and RAM. It is entirely optional, but recommended -#' nonetheless. -#' @author Roger Gine -#' @import BiocParallel -#' @examples -#' BiocParallel::register(setCluster()) #Registers the most appropriate backend -#' @return A BiocParallel backend -#' @export -setCluster <- function(){ - if (Sys.info()[1] == "Windows") { - ram <- system2("wmic", args = "OS get FreePhysicalMemory /Value", - stdout = TRUE) - ram <- ram[grepl("FreePhysicalMemory", ram)] - ram <- gsub("FreePhysicalMemory=", "", ram, fixed = TRUE) - ram <- gsub("\r", "", ram, fixed = TRUE) - ram <- as.integer(ram) - - #Suppose max 2GB per worker - nwork <- min(floor(ram/2e6), BiocParallel::snowWorkers()) - if (nwork <= 1) { - warning(paste("Maybe you have too little available RAM.", - "Proceeding with SerialParam()")) - return(backend <- BiocParallel::SerialParam(progressbar = TRUE)) - } - return(backend <- BiocParallel::SnowParam(nwork, progressbar = TRUE)) - } else { - backend <- BiocParallel::MulticoreParam( - BiocParallel::multicoreWorkers() - 2, - progressbar = TRUE) - } - return(backend) -} - -#'@title RHermesMeta -#'@description The metadata storage class. It holds the experimental parameters, -#' all the names of the processed files and the timestamps for all operations -#' performed on the parental RHermesExp object -#'@slot ExpParam Contains all experimental information (ppm error, resolution, -#' polarity, etc.), as well as the formula and adduct databases used. -#'@slot filenames All filenames of the processed files. This info is also -#' available for individual PL and SOI objects in their respective slot. -#'@slot timestamps Timestamps generated when any operation was performed on the -#' parental object. You can easily check them with readTime(). -#'@author Roger Gine -#'@seealso ExpParam readTime setTime setCluster Cluster -RHermesMeta <- setClass("RHermesMeta", - slots = list( - ExpParam = "ExpParam", - filenames = "character", - timestamps = "character" - ), prototype = list( - ExpParam = ExpParam(), - filenames = character(0), - timestamps = c(paste("System info:", - paste(Sys.info(), collapse = "/")), - paste("RHermes version:", - packageVersion("RHermes"))) - ) -) - -#'@title RHermesData -#'@author Roger Gine -#'@description The experimental data storage class. Holds all -#' information of the peaklists, SOI lists, inclusion lists, MS2 -#' data and identifications. -#'@slot PL A list object that holds all RHermesPL objects -#' containing a PL each. -#'@slot SOI List that holds RHermesSOI objects with a SOI list -#' inside each. -#'@slot MS2Exp List to hold inclusion lists, MSMS experimental -#' data and compound identifications. -#'@seealso RHermesPL RHermesSOI -RHermesData <- setClass("RHermesData", - slots = list(PL = "list", SOI = "list", - MS2Exp = "list") -) - -#' @title RHermesExp -#' @author Roger Gine -#' @description The main RHermes class: The RHermesExp. It is a container for -#' all generated information. All main RHermes functions use it and return an -#' updated version of the object. -#' @slot metadata Where all the complementary info is stored (experimental -#' parameters, timestamps, databases, etc.). See [RHermes]{RHermesMeta} for -#' more info. -#' @slot data All experimental info is stored in data. It is divided into PL -#' (peaklist) SOI (scans of interest) and MS2Exp (for the IL, MS2 data and -#' identifications). See [RHermes]{RHermesData} for more info. -#' @seealso setDB setExpParam processMS1 -#' @return An RHermesExp object -#' @export RHermesExp -#' @examples -#' if(FALSE){ -#' myHermes <- RHermesExp() #Initializing empty object -#' } -RHermesExp <- setClass("RHermesExp", - slots = list(metadata = "RHermesMeta", - data = "RHermesData") -) - - - - +#Avoids R CMD CHECK notes on data.table package +if(getRversion() >= "2.15.1") utils::globalVariables(c(".")) + +#' @title ExpParam +#' @family Params +#' @description ExpParam holds all experimental data as well as database-related +#' info generated during the processing steps. Use setExpParams to save it into +#' your RHermesExp object +#' @slot ppm The mass spectrometer (MS) mass error in +#' parts per million (ppm) +#' @slot res The MS resolution at m/z = 200 +#' @slot nthr The noise threshold to consider. Any signal +#' weaker than it will NOT be considered in the PL. Useful to filter +#' 'grass-like' peaks in a Q-TOF instrument. Defaults to 1000. +#' @slot minmz Minimum mz registered in the MS1 experiment. +#' Defaults to 80 +#' @slot maxmz Maximum mz registered in the MS1 experiment. +#' Defaults to 1000. +#' @slot ion Polarity used in the experiment. RHermes currently +#' only supports one polarity at a time per RHermesExp, so if you're +#' performing both + and - polarity you will have to use 2 different +#' RHermesExp objects, one for each. Important: must be described ONLY as +#' '+' or '-'. +#' @slot instr MS instrument type used to acquire the data. It can be +#' either QTOF' or 'Orbitrap'. +#' @slot DB Formula database +#' @slot adlist Adduct list +#' @slot ionF Ionic formula list. Formed by all formula-adduct +#' combinations +#' @slot isoList Isotopic pattern exploration results. +#' @export ExpParam +#' @return A ExpParam object +#' @examples +#' +#' #Default object +#' exp <- ExpParam() +#' #Setting some values - check all possible slots above +#' exp2 <- ExpParam(ppm = 3, res = 150000, instr = "Orbitrap") +#' +ExpParam <- setClass("ExpParam", slots = list(ppm = "numeric", + res = "numeric", nthr = "numeric", minmz = "numeric", maxmz = "numeric", + ion = "character", instr = "character", DB = "list", adlist = "data.frame", + ionF = "list", isoList = "list"), prototype = list(ppm = 5, + res = 30000, nthr = 1000, minmz = 80, maxmz = 1200, ion = "+", + instr = "QTOF", DB = list(), adlist = data.frame(), ionF = list(), + isoList = list())) + +#'@title SOIParam +#'@family Params +#'@description The SOIParam class contains all details regarding SOI detection, +#' such as the number of RT bins and their width, minimum data point intensity, +#' usage of blank substraction, etc. +#'@details It's a part of the RHermesSOI object, and is an input for findSOI(). +#' This object is usually generated by getSOIParam(), which features +#' already-made templates. +#'@slot specs A data frame containing the RT bin information. Each row +#' represents a binning step that will be applied to the annotated data points +#' to detect the SOIs. +#'@slot maxlen Maximum SOI length in seconds. If the SOI is longer tha maxlen, a +#' broad peak picking will divide the long SOI into smaller sized SOIs. +#'@slot minint Minimum data point intensity. If a point is smaller than minint, +#' it will not be considered in the SOI detection. +#'@slot blanksub Logical. Whether to perform blanksub. It should NOT be entered +#' by the user in this point, since findSOI will fill in this information. +#'@slot blankname Character. The corresponding blank file name. As before, it +#' should not be entered by the user, findSOI will fill it automatically. +#'@author Roger Gine +#'@seealso RHermesSOI findSOI getSOIParam +#'@return A SOIParam object +#'@examples SOIParam() +#'@export SOIParam +SOIParam <- setClass("SOIParam", + slots = list(specs = "data.frame", + maxlen = "numeric", + minint = "numeric", + blanksub = "logical", + blankname = "character", + mode = "character", + cwp = "CentWaveParam" + ), + prototype = list(specs = data.frame(), + maxlen = 30, + minint = 1000, + blanksub = FALSE, + blankname = "None", + mode = "regular", + cwp = xcms::CentWaveParam(ppm = 6, + peakwidth = c(8,60), prefilter = c(0,100), + snthresh = 0, noise = 0, fitgauss = FALSE, + firstBaselineCheck = FALSE) + )) + + + +#'@title RHermesPL +#'@family Containers +#'@description The RHermesPL class contains all the annotation details from a +#' single MS1 mzML file, as well as some raw information that is useful for +#' other steps of the workflow. RHermesPL objects are generated by processMS1 +#' and should not be declared manually. +#'@slot peaklist Data.table containing all annotated data points. It stores, rt +#' values, mz, intensities, ionic formulas and isotope annotations. +#'@slot header Dataframe with headers from the mzML file. Extracted with +#' mzR::header() and filtered empty scans (if any). +#'@slot raw Dataframe of raw data points from the mzML file. Extracted with +#' mzR::peaks() and filtered by the noise parameter from ExpParam. +#'@slot labelled Logical. Whether all possible 13C isotopologues were searched +#' for in the data. Usually FALSE, only TRUE if you're dealing with 13C +#' labelled data. Should not be set by the user here. Instead, tell processMS1 +#' using labelled = TRUE. +#'@slot filename Filename of the original mzML file. +#'@author Roger Gine +#'@seealso processMS1 ExpParam +#'@export RHermesPL +#'@return An RHermesPL object +#'@examples +#'\dontshow{struct <- readRDS(system.file("extdata", "exampleObject.rds", +#' package = "RHermes"))} +#'PL(struct, 1) #Access the object using the getter function. +RHermesPL <- setClass("RHermesPL", slots = list(peaklist = "data.table", + header = "data.frame", raw = "data.table", labelled = "logical", + filename = "character")) + + + +#'@title RHermesSOI +#'@family Containers +#'@description The RHermesSOI class contains the SOI list, some precalculated +#' information for plotting (in functions such as plotSOI) +#'@slot SOIList The SOI list itself. +#'@slot PlotDF A dataframe contaning all SOI data points with annotations, ready +#' to be plotted when needed. +#'@slot SOIParam A SOIParam object containing all information about SOI generation +#'@slot filename The filename of the mzML used to generate the SOI list. +#'@author Roger Gine +#'@seealso findSOI plotSOI plotIso +#'@export RHermesSOI +#'@return An RHermesSOI object +#'@examples +#'\dontshow{struct <- readRDS(system.file("extdata", "exampleObject.rds", +#' package = "RHermes"))} +#'RHermesSOI() #Do NOT generate a SOI object directly, use findSOI +#'SOI(struct, 1) #Access the object using the getter function. +RHermesSOI <- setClass("RHermesSOI", slots = list(SOIList = "data.table", + PlotDF = "data.table", SOIParam = "SOIParam", filename = "character")) + + +#'@title ILParam +#'@family Params +#'@description The ILParam class contains all details regarding IL generation, +#' such as m/z window for grouping close SOIs, whether to prioritize or +#' restrict the inclusion list to a subset of adducts, etc. +#'@details It's a part of the RHermesIL object and is an input for generateIL(). +#'@slot filtermz Deltamz used to group SOIs with similar RTs. Defaults to +#' +-0.5Da. It should be matched with the m/z isolation window of your MS2 +#' method settings. +#'@slot filterrt Delta RT used to group SOIs with similar RTs. Defaults to 10s. +#'@slot rtmargin Similar to filterrt. Defaults to 5s. +#'@slot priorization Whether to prioritze adducts or not. Options are "only" to +#' select only a set of adduct annotations, "full" to cover all SOIs +#' independently of the adduct annotations or "yes" to specify some adducts to +#' be prioritized in order. +#'@slot ad The specified adducts. See priorization. +#'@author Roger Gine +#'@seealso RHermesIL generateIL +#'@export ILParam +#'@return An ILParam object +#'@examples ILParam() +ILParam <- setClass("ILParam", slots = list(filtermz = "numeric", + filterrt = "numeric", rtmargin = "numeric", priorization = "character", + ad = "character"), prototype = list(filtermz = 0.5, filterrt = 10, + rtmargin = 5, priorization = "only", ad = c("M+H"))) + + +#'@title RHermesIL +#'@family Containers +#'@description The RHermesIL contains an inclusion list (IL) to perform the MS2 +#' experiment with it. It also contains information about whether adduct +#' annotations have been prioritized over others, restricted, etc. +#'@details Should not be created directly by the user. Instead, use generateIL. +#'@slot IL The inclusion list itself +#'@slot annotation A list of the SOIs corresponding to each IL entry +#'@slot SOInum Which SOI list was used to generate the IL +#'@slot ILParam An ILParam object containing all IL generation parameters +#'@author Roger Gine +#'@seealso generateIL exportIL plotIL filterIL ILParam +#'@export RHermesIL +#'@return An RHermesIL object +#'@examples +#'\dontshow{struct <- readRDS(system.file("extdata", "exampleObject.rds", +#' package = "RHermes"))} +#'RHermesIL() #Do NOT generate an IL object directly +#'IL(struct, 1) #Access the object using the getter function. +#' +RHermesIL <- setClass("RHermesIL", slots = list(IL = "data.table", + annotation = "list", SOInum = "numeric", ILParam = "ILParam")) + + +#'@title RHermesMS2Exp +#'@family Containers +#'@description The RHermesMS2Exp contains global information about the MS2 steps +#' of the workflow. Particularly, it contains the inclusion list to be used, +#' the MS2Data that has been acquired according to the IL and a list of +#' purified MS2 spectra and identifications against a reference MS2 database +#' (if performed) +#'@slot IL An RHermesIL object +#'@slot MS2Data A list that contains header and peaks of the MS2 data acquired +#' for each IL entry. It gets its information after running processMS2. +#'@slot Ident A list of different relevant information about the deconvoluted +#' MS2 spectra generated by processMS2. +#'@author Roger Gine +#'@seealso processMS2 generateIL IL Ident +#'@export RHermesMS2Exp +#'@return An RHermesMS2Exp object +#' @examples RHermesMS2Exp() #Do not generate the object manually +RHermesMS2Exp <- setClass("RHermesMS2Exp", slots = list(IL = "RHermesIL", + MS2Data = "list", Ident = "list")) + + +#' @title setCluster +#' @description Returns the most appropriate BiocParallel backend for RHermes +#' according to your OS and RAM. It is entirely optional, but recommended +#' nonetheless. +#' @author Roger Gine +#' @import BiocParallel +#' @examples +#' BiocParallel::register(setCluster()) #Registers the most appropriate backend +#' @return A BiocParallel backend +#' @export +setCluster <- function(){ + if (Sys.info()[1] == "Windows") { + ram <- system2("wmic", args = "OS get FreePhysicalMemory /Value", + stdout = TRUE) + ram <- ram[grepl("FreePhysicalMemory", ram)] + ram <- gsub("FreePhysicalMemory=", "", ram, fixed = TRUE) + ram <- gsub("\r", "", ram, fixed = TRUE) + ram <- as.integer(ram) + + #Suppose max 2GB per worker + nwork <- min(floor(ram/2e6), BiocParallel::snowWorkers()) + if (nwork <= 1) { + warning(paste("Maybe you have too little available RAM.", + "Proceeding with SerialParam()")) + return(backend <- BiocParallel::SerialParam(progressbar = TRUE)) + } + return(backend <- BiocParallel::SnowParam(nwork, progressbar = TRUE)) + } else { + backend <- BiocParallel::MulticoreParam( + BiocParallel::multicoreWorkers() - 2, + progressbar = TRUE) + } + return(backend) +} + +#'@title RHermesMeta +#'@description The metadata storage class. It holds the experimental parameters, +#' all the names of the processed files and the timestamps for all operations +#' performed on the parental RHermesExp object +#'@slot ExpParam Contains all experimental information (ppm error, resolution, +#' polarity, etc.), as well as the formula and adduct databases used. +#'@slot filenames All filenames of the processed files. This info is also +#' available for individual PL and SOI objects in their respective slot. +#'@slot timestamps Timestamps generated when any operation was performed on the +#' parental object. You can easily check them with readTime(). +#'@author Roger Gine +#'@seealso ExpParam readTime setTime setCluster Cluster +RHermesMeta <- setClass("RHermesMeta", + slots = list( + ExpParam = "ExpParam", + filenames = "character", + timestamps = "character" + ), prototype = list( + ExpParam = ExpParam(), + filenames = character(0), + timestamps = c(paste("System info:", + paste(Sys.info(), collapse = "/")), + paste("RHermes version:", + packageVersion("RHermes"))) + ) +) + +#'@title RHermesData +#'@author Roger Gine +#'@description The experimental data storage class. Holds all +#' information of the peaklists, SOI lists, inclusion lists, MS2 +#' data and identifications. +#'@slot PL A list object that holds all RHermesPL objects +#' containing a PL each. +#'@slot SOI List that holds RHermesSOI objects with a SOI list +#' inside each. +#'@slot MS2Exp List to hold inclusion lists, MSMS experimental +#' data and compound identifications. +#'@seealso RHermesPL RHermesSOI +RHermesData <- setClass("RHermesData", + slots = list(PL = "list", SOI = "list", + MS2Exp = "list") +) + +#' @title RHermesExp +#' @author Roger Gine +#' @description The main RHermes class: The RHermesExp. It is a container for +#' all generated information. All main RHermes functions use it and return an +#' updated version of the object. +#' @slot metadata Where all the complementary info is stored (experimental +#' parameters, timestamps, databases, etc.). See [RHermes]{RHermesMeta} for +#' more info. +#' @slot data All experimental info is stored in data. It is divided into PL +#' (peaklist) SOI (scans of interest) and MS2Exp (for the IL, MS2 data and +#' identifications). See [RHermes]{RHermesData} for more info. +#' @seealso setDB setExpParam processMS1 +#' @return An RHermesExp object +#' @export RHermesExp +#' @examples +#' if(FALSE){ +#' myHermes <- RHermesExp() #Initializing empty object +#' } +RHermesExp <- setClass("RHermesExp", + slots = list(metadata = "RHermesMeta", + data = "RHermesData") +) + + + + diff --git a/R/SOI_functions.R b/R/SOI_functions.R index ff53e77..025a5ed 100644 --- a/R/SOI_functions.R +++ b/R/SOI_functions.R @@ -43,14 +43,13 @@ #'@import magrittr #'@import tensorflow #'@import reticulate -setGeneric("findSOI", function(struct, params, fileID, blankID = numeric(0), - mode = "regular") { +setGeneric("findSOI", function(struct, params, fileID, blankID = numeric(0)) { standardGeneric("findSOI") }) #' @rdname findSOI -setMethod("findSOI", c("RHermesExp", "ANY", "ANY", "ANY", "ANY"), -function(struct, params, fileID, blankID = numeric(0), mode = "regular") { +setMethod("findSOI", c("RHermesExp", "ANY", "ANY", "ANY"), +function(struct, params, fileID, blankID = numeric(0)) { if (length(blankID) == 0) { blankID <- rep(0, length(fileID)) } else if (length(blankID) < length(fileID)){ @@ -103,7 +102,7 @@ function(struct, params, fileID, blankID = numeric(0), mode = "regular") { struct@data@SOI <- c(struct@data@SOI, PLprocesser(struct@data@PL[[idx]], struct@metadata@ExpParam, cur, blankPL, - struct@metadata@filenames[idx], mode + struct@metadata@filenames[idx] )) if (blankID[i] == 0) { struct <- setTime(struct, @@ -121,7 +120,7 @@ function(struct, params, fileID, blankID = numeric(0), mode = "regular") { }) #' @importFrom stats approx median sd -PLprocesser <- function(PL, ExpParam, SOIParam, blankPL = NA, filename, mode = "regular") { +PLprocesser <- function(PL, ExpParam, SOIParam, blankPL = NA, filename) { ## Extracting info from S4 objects into local variables DataPL <- PL@peaklist h <- PL@header @@ -133,6 +132,7 @@ PLprocesser <- function(PL, ExpParam, SOIParam, blankPL = NA, filename, mode = " maxlen <- SOIParam@maxlen noise <- SOIParam@minint useblank <- SOIParam@blanksub + mode <- tryCatch(SOIParam@mode, error = function(cond){"regular"}) ## Setting up PeakList DataPL <- as.data.table(DataPL) @@ -161,11 +161,8 @@ PLprocesser <- function(PL, ExpParam, SOIParam, blankPL = NA, filename, mode = " Groups <- distinct(Groups) } else { message("Starting Centwave-based SOI detection") - CWP <- CentWaveParam(ppm = ppm * 2, - peakwidth = c(8,60), prefilter = c(0,100), - snthresh = 0, noise = 0, fitgauss = FALSE, - firstBaselineCheck = FALSE) - Groups <- calculateSOICentwave(filename, formulaDB, CWP, ppm = ppm) + cwp <- SOIParam@cwp + Groups <- calculateSOICentwave(filename, formulaDB, cwp, ppm = ppm) } ## Initial Peak Retrieval From d671e8de1b821abc88e3b9e37d17987913284e36 Mon Sep 17 00:00:00 2001 From: RogerGinBer <45530914+RogerGinBer@users.noreply.github.com> Date: Thu, 10 Feb 2022 19:12:33 +0100 Subject: [PATCH 04/25] Add easy interface to customize SOIParam Add mode and cwp parameters to getSOIPar so users don't have to create and modify a SOIParam object separately. Update documentation Update namespace --- NAMESPACE | 1 + R/SOI_methods.R | 17 +++++++++++++---- man/getSOIpar.Rd | 10 ++++++++-- 3 files changed, 22 insertions(+), 6 deletions(-) diff --git a/NAMESPACE b/NAMESPACE index 209a05b..deb2980 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -63,6 +63,7 @@ import(reticulate) import(tensorflow) import(visNetwork) importFrom(BiocParallel,bplapply) +importFrom(MSnbase,readMSData) importFrom(dplyr,between) importFrom(dplyr,distinct) importFrom(dplyr,filter) diff --git a/R/SOI_methods.R b/R/SOI_methods.R index ba04707..a0a8052 100644 --- a/R/SOI_methods.R +++ b/R/SOI_methods.R @@ -57,6 +57,10 @@ duplicateSOI <- function(struct, id){ #' These are all stored in /app/www/SOIFilterParams.csv, feel free to #' locally change them or add new ones for your use (if you know what #' you're doing). +#' @param mode Whether SOI detection should use the regular density-based +#' algorithm or xcms peak detection for defining the SOIs +#' @param cwp A CentWaveParam object used for either SOI detection (xcms mode) +#' or long SOI splitting (regular mode) #' @return A SoiParam object #' @examples #' if(FALSE){ @@ -64,19 +68,24 @@ duplicateSOI <- function(struct, id){ #' par2 <- getSOIpar('triple-x') #Etc. etc. #' } #'@export -setGeneric("getSOIpar", function(tag = "double") { +setGeneric("getSOIpar", function(tag = "double", mode = "regular", cwp = NA) { standardGeneric("getSOIpar") }) #' @rdname getSOIpar -setMethod("getSOIpar", c("ANY"), function(tag = "double") { +setMethod("getSOIpar", c("ANY", "ANY", "ANY"), + function(tag = "double", mode = "regular", cwp = NA) { temp <- read.csv2(system.file("extdata", "SOITemplates.csv", package = "RHermes")) specdf <- filter(temp, .data$name == tag)[, seq(2, 6)] if (nrow(specdf) == 0) { stop("No templated was found with that ID", call. = FALSE, ) } - return(SOIParam(specs = specdf[, seq(1, 3)], maxlen = specdf[1, 4], - minint = specdf[1, 5])) + obj <- SOIParam(specs = specdf[, seq(1, 3)], + maxlen = specdf[1, 4], + minint = specdf[1, 5], + mode = mode) + if(is(cwp, "CentWaveParam")) obj@cwp <- cwp + return(obj) }) diff --git a/man/getSOIpar.Rd b/man/getSOIpar.Rd index 6f520d8..1f57b32 100644 --- a/man/getSOIpar.Rd +++ b/man/getSOIpar.Rd @@ -5,9 +5,9 @@ \alias{getSOIpar,ANY-method} \title{getSOIpar} \usage{ -getSOIpar(tag = "double") +getSOIpar(tag = "double", mode = "regular", cwp = NA) -\S4method{getSOIpar}{ANY}(tag = "double") +\S4method{getSOIpar}{ANY}(tag = "double", mode = "regular", cwp = NA) } \arguments{ \item{tag}{A character string that tells which premade SOI parameter @@ -17,6 +17,12 @@ chromatography experiments, 'single-x', 'double-x' and 'triple-x'. These are all stored in /app/www/SOIFilterParams.csv, feel free to locally change them or add new ones for your use (if you know what you're doing).} + +\item{mode}{Whether SOI detection should use the regular density-based +algorithm or xcms peak detection for defining the SOIs} + +\item{cwp}{A CentWaveParam object used for either SOI detection (xcms mode) +or long SOI splitting (regular mode)} } \value{ A SoiParam object From 985c3c3d60156fa65718799b0a22c9ba449b3519 Mon Sep 17 00:00:00 2001 From: RogerGinBer <45530914+RogerGinBer@users.noreply.github.com> Date: Tue, 29 Mar 2022 23:11:24 +0200 Subject: [PATCH 05/25] Update DESCRIPTION --- DESCRIPTION | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 360c41f..4608edc 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,5 +1,5 @@ Package: RHermes -Title: Targeting the metabolome, the broad-scoped way +Title: Improving metabolome characterization using molecular formula databases Version: 0.99.0 Authors@R: c(person("Roger", "Gine", email = "alrgibe9@gmail.com", role = c("aut", "cre")), person("Jordi", "Capellades", role = "ctb"), @@ -8,11 +8,9 @@ Description: RHermes is a broad-scoped targeted metabolomics package to identify compounds from biological and environmental samples using a context-specific database of formulas and adducts. RHermes offers a comprehensive and sample-specific MS1 and MS2 compound identification strategy. Additionally, - the package offers an easy-to-use GUI to help with the processing and to - visualize the results. + the package offers an easy-to-use GUI to process and visualize the data. License: GPL-3 Encoding: UTF-8 -LazyData: true RoxygenNote: 7.1.2 VignetteBuilder: knitr biocViews: MassSpectrometry, Metabolomics, GUI From 42d69ba1159056e38c1d245a6f666fbc73b04c27 Mon Sep 17 00:00:00 2001 From: RogerGinBer <45530914+RogerGinBer@users.noreply.github.com> Date: Mon, 25 Apr 2022 17:04:38 +0200 Subject: [PATCH 06/25] fix: file indexing error in plotFidelity - Fix indexing error at plotFidelity - Fix .data reference outside a NSE context - Correct formatting error in blank subtraction unit test --- R/Plot_functions.R | 4 ++-- tests/testthat/test-SOI.R | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/R/Plot_functions.R b/R/Plot_functions.R index 285ffa0..e5777cb 100644 --- a/R/Plot_functions.R +++ b/R/Plot_functions.R @@ -188,7 +188,7 @@ function(struct, id, formula, ads = NA, rtrange= c(0, 1e4), dynamicaxis = TRUE, "Is everything OK?") } datafile <- struct@data@PL[[plid]]@peaklist - datafile <- datafile[.data$isov == "M0", ] + datafile <- datafile[datafile$isov == "M0", ] Class <- NULL; isov <- NULL #To appease R CMD Check "no visible binding" datafile[, Class := "Sample"] @@ -314,7 +314,7 @@ function(struct, id, entry, plot = TRUE) { #Extract SOI and PL information from the selected SOI list SOI <- struct@data@SOI[[id]] fname <- SOI@filename - correspondingPL <- which(struct@metadata@filenames == fname) + correspondingPL <- which(struct@metadata@filenames == fname)[1] PL <- struct@data@PL[[correspondingPL]]@peaklist #Filter the PL to the selected SOI region diff --git a/tests/testthat/test-SOI.R b/tests/testthat/test-SOI.R index 551e553..c358042 100644 --- a/tests/testthat/test-SOI.R +++ b/tests/testthat/test-SOI.R @@ -40,7 +40,7 @@ test_that("Blank substraction is configured and works",{ #Does the model work as intended? blank <- data.table(rt = seq(0,20,0.2), rtiv = rnorm(101, 10, 3), - formv = "foo", isov = "M0") + formv = "foo", isov = "M0", mz = 100) setkeyv(blank, "formv") group <- dplyr::tibble(start = c(0,10), end = c(10,20), peaks = list( From 2cf4e61088d432762bcd540123472e0e87c82d15 Mon Sep 17 00:00:00 2001 From: RogerGinBer <45530914+RogerGinBer@users.noreply.github.com> Date: Mon, 25 Apr 2022 17:07:46 +0200 Subject: [PATCH 07/25] refactor: improve performance in findSOI - Refactor retrievePeaks and all instances that required similar functionality (firstCleaning, prepareNetinput) --- R/SOI_functions.R | 28 +++++++++------------------- 1 file changed, 9 insertions(+), 19 deletions(-) diff --git a/R/SOI_functions.R b/R/SOI_functions.R index 025a5ed..574487a 100644 --- a/R/SOI_functions.R +++ b/R/SOI_functions.R @@ -247,8 +247,8 @@ PLprocesser <- function(PL, ExpParam, SOIParam, blankPL = NA, filename) { output <- RHermesSOI(SOIList = Groups, PlotDF = as.data.table(plist), SOIParam = SOIParam, filename = filename) - return(output) - } + return(output) +} densityProc <- function(x, DataPL, h){ rtbin <- x[1] @@ -376,16 +376,13 @@ calculateSOICentwave <- function(filename, DB, CentWaveParam, ppm){ return(soi) } - - - -retrievePeaks <- function(i, Groups, PL){ +retrievePeaks <- function(i, Groups, PL, delta = 0){ x <- Groups[i, ] rtmin <- x[1, 1] rtmax <- x[1, 2] f <- x[1, 4] - pks <- PL[.(f)] %>% filter(., .data$rt > rtmin[[1]] & - .data$rt < rtmax[[1]]) + pks <- PL[.(f)] + pks <- filter(pks, between(pks$rt, rtmin[[1]] - delta, rtmax[[1]] + delta)) return(pks[, c(1, 2, 5)]) } @@ -481,6 +478,7 @@ parallelGroupShort <- function(i, LG, maxlen){ #' @importFrom keras k_argmax array_reshape blankSubstraction <- function(Groups, blankPL){ message("Blank substraction:") + blankPL <- blankPL[blankPL$isov == "M0", ] setkeyv(blankPL, c("formv", "rt")) message("First cleaning") toKeep <- lapply(seq_len(nrow(Groups)), firstCleaning, Groups, blankPL) %>% @@ -536,15 +534,9 @@ blankSubstraction <- function(Groups, blankPL){ #'@importFrom stats IQR quantile firstCleaning <- function(i, Groups, blankPL){ - cur <- Groups[i, ] - st <- cur$start - end <- cur$end - f <- cur$formula + peaks <- Groups$peaks[[i]] deltat <- 10 - peaks <- cur$peaks[[1]] - blankpks <- blankPL[.(f)] %>% filter(., .data$rt >= st - deltat & - .data$rt <= end + deltat & - .data$isov == "M0") + blankpks <- retrievePeaks(i, Groups, blankPL, deltat) blankpks <- distinct(blankpks[, c(1, 2)]) if (nrow(blankpks) < 5) {return(TRUE)} #No blank signals @@ -585,9 +577,7 @@ prepareNetInput <- function(i, Groups, blankPL){ length.out = Npoints), rule = 1, ties = min)) smooth_pks[is.na(smooth_pks[, "y"]), "y"] <- 0 - blankpks <- blankPL[.(f)] %>% filter(., .data$rt >= st - deltat & - .data$rt <= end + deltat & - .data$isov == "M0") + blankpks <- retrievePeaks(i, Groups, blankPL, deltat) blankpks <- distinct(blankpks[, c(1, 2)]) if (length(unique(blankpks$rt)) < 2) { blankpks <- data.frame(rt = c(st, end), rtiv = c(0, 0)) From 3d01793bf85baf93996ccf9cc42c47cf65ef451b Mon Sep 17 00:00:00 2001 From: RogerGinBer <45530914+RogerGinBer@users.noreply.github.com> Date: Thu, 28 Apr 2022 11:48:39 +0200 Subject: [PATCH 08/25] Bugfix: R 4.2.0 as.vector change Fix bug in internal function parallelFIlter, because as of R 4.2.0 `as.vector` returned an annotated list instead of a numeric vector --- R/SOI_functions.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/R/SOI_functions.R b/R/SOI_functions.R index 574487a..f55a24a 100644 --- a/R/SOI_functions.R +++ b/R/SOI_functions.R @@ -617,7 +617,7 @@ preparePlottingDF <- function(i, Groups){ } parallelFilter <- function(anot, ScanResults, bins, timebin){ - data <- as.vector(ScanResults[.(anot), "rt"]) + data <- ScanResults[.(anot), "rt"][[1]] mint <- min(data) maxt <- max(data) res <- rep(0, length(bins)) From daefea052c612f40d6dfc6cdf9c2ca32e75cebf7 Mon Sep 17 00:00:00 2001 From: RogerGinBer <45530914+RogerGinBer@users.noreply.github.com> Date: Wed, 22 Jun 2022 11:09:08 +0200 Subject: [PATCH 09/25] Update README.Rmd Remove references to keras and tensorflow setup. Add molecular formula databases link. Rephrase introduction --- README.Rmd | 267 +++++++++++++++++++++------------------------------ README.md | 273 +++++++++++++++++++++-------------------------------- 2 files changed, 216 insertions(+), 324 deletions(-) diff --git a/README.Rmd b/README.Rmd index f887500..85a1224 100644 --- a/README.Rmd +++ b/README.Rmd @@ -1,159 +1,108 @@ ---- -output: github_document ---- - - - -```{r, include = FALSE} -knitr::opts_chunk$set( - collapse = TRUE, - comment = "#>", - fig.path = "man/figures/README-", - out.width = "100%" -) -``` - -# RHermes - - -[![Codecov test coverage](https://codecov.io/gh/RogerGinBer/RHermes/branch/master/graph/badge.svg?token=HL73R4GHFJ)](https://codecov.io/gh/RogerGinBer/RHermes?branch=master) - - - - -`RHermes` is a broad-scoped targeted metabolomics software designed to analyse -LC-MS and LC-MS/MS data to identify compounds in biological or environmental -samples. - -The `RHermes` workflow works with both Orbitrap and q-TOF instrument data and -comes with an easy to use GUI that will guide you every step of the way. - -You are in control of your metabolites: whether it's natural products, biomedical or -enviormental samples, `RHermes` has you covered. By restricting the formula database, -you can focus on just the compounds you are interested in and achieve greater -metabolome coverage depth. - -Have you ever wished you could just **see** the metabolites in your data? With -`RHermes` you can do that and much more. Say goodbye to manually calculating m/z's -and plotting XIC of different adducts: with our GUI you are just one click away -from a metabolite-centric plot. - -For more info, check out the documentation [here](https://rogerginber.github.io/RHermes/) -and our article preprint [here](https://www.biorxiv.org/content/10.1101/2021.03.08.434466v1.full.pdf) - - -## System requirements - -The recommended system requirements are: - -* At least 8-16 GB of RAM -* An internet connection to perform KEGG queries - -## Installation - -You can download the development version from -[GitHub](https://github.com/RogerGinBer/RHermes) with: - -```{r, eval = FALSE} -if(!requireNamespace("devtools", quietly = TRUE)) - install.packages("devtools") -devtools::install_github("RogerGinBer/RHermes") -``` - -## Setup -`RHermes` can perform almost all its functions after installation, but the SOI -Blank Substraction step requires a valid `keras` and `tensorflow` installation -(which rely on Python). - -### Option 1: Default installation -For most users, both `keras` and `tensorflow` can be configured with: - -```{r, eval = FALSE} -reticulate::install_miniconda() -keras::install_keras() -tensorflow::install_tensorflow() -``` -After which you can check the following: -```{r, eval = FALSE} -tensorflow::tf_config() -model <- keras::load_model_hdf5(system.file("extdata", "ImprovedModel.h5", - package = "RHermes")) -is(model, "python.builtin.object") #Gives TRUE if the loading is successful. -``` -If both commands don't give any error (the "Your CPU supports ..." warning is -fine) the installation has been successful. -If it fails (which can happen in some users with previous Python installations, -try Option 2). - -### Option 2: Manual installation -First install Miniconda: -```{r, eval = FALSE} -reticulate::install_miniconda() -``` -Now find the Miniconda Prompt in your computer. Instead of relying on the -default r-reticulate environment, type the following to create a new -environment: - -`conda create -n newenv python=3.6 tensorflow keras` - -When finished, type in R: -```{r, eval = FALSE} -reticulate::use_condaenv("newenv", required = TRUE) -tensorflow::tf_config() -model <- keras::load_model_hdf5(system.file("extdata", "ImprovedModel.h5", - package = "RHermes")) -``` - -Everything should run smoothly. If not, try manually installing Anaconda from -their website and letting `reticulate` know where to find the environment. - -Also check out [Keras](https://tensorflow.rstudio.com/tutorials/beginners/basic-ml/) and [Tensorflow](https://tensorflow.rstudio.com/tutorials/) R tutorials. - -## Analyzing LC-MS data with RHermes -Once installed, you can use `RHermes` programmatically like this: -```{r example, eval = FALSE} -library(RHermes) -#Generate a Exp object -example <- RHermesExp() - -#Set your formula and adduct database -example <- setDB(example, db = "hmdb") - -#Process your MS1 files -example <- processMS1(example, - system.file("extdata", "MS1TestData.mzML", - package = "RHermes")) -#Generate SOIs -example <- findSOI(example, getSOIpar(), 1) - -#Generate an IL (Inclusion List) -example <- generateIL(example, 1, ILParam()) -``` - -With the generated inclusion list, you can export it and run a Parallel Reaction -Monitoring (PRM) MS2 experiment to reveal coeluting isomers or use any other MS2 mode -you see fit. - -Or start the interactive GUI typing: -```{r, eval = FALSE} -RHermesGUI() -``` -In the GUI you will find abundant help pages to guide you along the processing :+1: - -Please check the User Guide [vignette](https://rogerginber.github.io/RHermes/articles/RHermes_UserGuide.html) for more detailed info and real examples. - - -## Bug reporting - -Suggestions and bug reports are more than welcome at: https://github.com/RogerGinBer/RHermes/issues - - -## Citation - -Please cite this package as: - -HERMES: a molecular formula-oriented method to target the metabolome -Roger Giné, Jordi Capellades, Josep M. Badia, Dennis Vughs, Michaela Schwaiger-Haber, Maria Vinaixa, Andrea M. Brunner, Gary J. Patti, Oscar Yanes -bioRxiv 2021.03.08.434466; doi: https://doi.org/10.1101/2021.03.08.434466 - +--- +output: github_document +--- + + + +```{r, include = FALSE} +knitr::opts_chunk$set( + collapse = TRUE, + comment = "#>", + fig.path = "man/figures/README-", + out.width = "100%" +) +``` + +# RHermes + + +[![Codecov test coverage](https://codecov.io/gh/RogerGinBer/RHermes/branch/master/graph/badge.svg?token=HL73R4GHFJ)](https://codecov.io/gh/RogerGinBer/RHermes?branch=master) + + + + +`RHermes` is a broad-scoped targeted metabolomics package designed to analyse +LC-MS and LC-MS/MS data to identify compounds in biological or environmental +samples. + +The `RHermes` workflow works with both Orbitrap and qTOF instrument data and +comes with an interactive GUI to process and visualize the data. + +Whether it's natural products, biomedical or enviormental samples, `RHermes` can +help you improve your matrix characterization. By selecting an appropiate +formula database, you can focus on just the compounds you are interested in and +improve your coverage. + +With `RHermes` you can **see** the metabolites in your data and much +more. There's no need to manually calculate m/z's to plot the XIC of different +adducts: with the GUI you are just one click away from a metabolite-centric +plot. + +For more info, check out the documentation [here](https://rogerginber.github.io/RHermes/) +and our article [here](https://www.nature.com/articles/s41592-021-01307-z). + + +## Installation + +You can download the development version from +[GitHub](https://github.com/RogerGinBer/RHermes) with: + +```{r, eval = FALSE} +if(!requireNamespace("devtools", quietly = TRUE)) + install.packages("devtools") +devtools::install_github("RogerGinBer/RHermes") +``` + +## Analyzing LC-MS data with RHermes + +Once installed, you can use `RHermes` programmatically like this: + +```{r example, eval = FALSE} +library(RHermes) +#Generate a Exp object +example <- RHermesExp() + +#Set your formula and adduct database +example <- setDB(example, db = "hmdb") + +#Process your MS1 files +example <- processMS1(example, + system.file("extdata", "MS1TestData.mzML", + package = "RHermes")) +#Generate SOIs +example <- findSOI(example, getSOIpar(), 1) + +#Generate an IL (Inclusion List) +example <- generateIL(example, 1, ILParam()) +``` + +With the generated inclusion list, you can export it and run a Parallel Reaction +Monitoring (PRM) MS2 experiment to reveal coeluting isomers or use any other MS2 mode +you see fit. + +Or start the interactive GUI typing: +```{r, eval = FALSE} +RHermesGUI() +``` +In the GUI you will find abundant help pages to guide you along the processing :+1: + +Please check the User Guide [vignette](https://rogerginber.github.io/RHermes/articles/RHermes_UserGuide.html) for more detailed info and real examples. + +## Database availability + +We have compiled some molecular formula open databases ready to be used with RHermes for all sorts of samples: HMDB, ChEBI, NORMAN, LipidMaps, COCONUT, etc. They are freely available at [this Zenodo repository](https://zenodo.org/record/5025560). + +## Bug reporting + +Suggestions and bug reports are more than welcome at: https://github.com/RogerGinBer/RHermes/issues + + +## Citation + +Please cite this package as: + +HERMES: a molecular formula-oriented method to target the metabolome +Roger Giné, Jordi Capellades, Josep M. Badia, Dennis Vughs, Michaela Schwaiger-Haber, Maria Vinaixa, Andrea M. Brunner, Gary J. Patti, Oscar Yanes +bioRxiv 2021.03.08.434466; doi: https://doi.org/10.1101/2021.03.08.434466 + diff --git a/README.md b/README.md index 8c10125..04e30c8 100644 --- a/README.md +++ b/README.md @@ -1,165 +1,108 @@ - - - -# RHermes - - - -[![Codecov test -coverage](https://codecov.io/gh/RogerGinBer/RHermes/branch/master/graph/badge.svg?token=HL73R4GHFJ)](https://codecov.io/gh/RogerGinBer/RHermes?branch=master) - - - - - -`RHermes` is a broad-scoped targeted metabolomics software designed to -analyse LC-MS and LC-MS/MS data to identify compounds in biological or -environmental samples. - -The `RHermes` workflow works with both Orbitrap and q-TOF instrument -data and comes with an easy to use GUI that will guide you every step of -the way. - -You are in control of your metabolites: whether it’s natural products, -biomedical or enviormental samples, `RHermes` has you covered. By -restricting the formula database, you can focus on just the compounds -you are interested in and achieve greater metabolome coverage depth. - -Have you ever wished you could just **see** the metabolites in your -data? With `RHermes` you can do that and much more. Say goodbye to -manually calculating m/z’s and plotting XIC of different adducts: with -our GUI you are just one click away from a metabolite-centric plot. - -For more info, check out the documentation -[here](https://rogerginber.github.io/RHermes/) and the Nature Methods article -[here](https://www.nature.com/articles/s41592-021-01307-z) - -## System requirements - -The recommended system requirements are: - -- At least 8-16 GB of RAM -- An internet connection to perform KEGG queries - -## Installation - -You can download the development version from -[GitHub](https://github.com/RogerGinBer/RHermes) with: - -``` r -if(!requireNamespace("devtools", quietly = TRUE)) - install.packages("devtools") -devtools::install_github("RogerGinBer/RHermes") -``` - -## Setup - -`RHermes` can perform almost all its functions after installation, but -the SOI Blank Substraction step requires a valid `keras` and -`tensorflow` installation (which rely on Python). - -### Option 1: Default installation - -For most users, both `keras` and `tensorflow` can be configured with: - -``` r -reticulate::install_miniconda() -keras::install_keras() -tensorflow::install_tensorflow() -``` - -After which you can check the following: - -``` r -tensorflow::tf_config() -model <- keras::load_model_hdf5(system.file("extdata", "ImprovedModel.h5", - package = "RHermes")) -is(model, "python.builtin.object") #Gives TRUE if the loading is successful. -``` - -If both commands don’t give any error (the “Your CPU supports …” warning -is fine) the installation has been successful. If it fails (which can -happen in some users with previous Python installations, try Option 2). - -### Option 2: Manual installation - -First install Miniconda: - -``` r -reticulate::install_miniconda() -``` - -Now find the Miniconda Prompt in your computer. Instead of relying on -the default r-reticulate environment, type the following to create a new -environment: - -`conda create -n newenv python=3.6 tensorflow keras` - -When finished, type in R: - -``` r -reticulate::use_condaenv("newenv", required = TRUE) -tensorflow::tf_config() -model <- keras::load_model_hdf5(system.file("extdata", "ImprovedModel.h5", - package = "RHermes")) -``` - -Everything should run smoothly. If not, try manually installing Anaconda -from their website and letting `reticulate` know where to find the -environment. - -Also check out -[Keras](https://tensorflow.rstudio.com/tutorials/beginners/basic-ml/) -and [Tensorflow](https://tensorflow.rstudio.com/tutorials/) R tutorials. - -## Analyzing LC-MS data with RHermes - -Once installed, you can use `RHermes` programmatically like this: - -``` r -library(RHermes) -#Generate a Exp object -example <- RHermesExp() - -#Set your formula and adduct database -example <- setDB(example, db = "hmdb") - -#Process your MS1 files -example <- processMS1(example, - system.file("extdata", "MS1TestData.mzML", - package = "RHermes")) -#Generate SOIs -example <- findSOI(example, getSOIpar(), 1) - -#Generate an IL (Inclusion List) -example <- generateIL(example, 1, ILParam()) -``` - -With the generated inclusion list, you can export it and run a Parallel -Reaction Monitoring (PRM) MS2 experiment to reveal coeluting isomers or -use any other MS2 mode you see fit. - -Or start the interactive GUI typing: - -``` r -RHermesGUI() -``` - -In the GUI you will find abundant help pages to guide you along the -processing :+1: - -Please check the User Guide -[vignette](https://rogerginber.github.io/RHermes/articles/RHermes_UserGuide.html) -for more detailed info and real examples. - -## Bug reporting - -Suggestions and bug reports are more than welcome at: - - -## Citation - -Please cite this package as: - -Giné, R., Capellades, J., Badia, J.M. et al. HERMES: a molecular-formula-oriented method to target the metabolome. Nat Methods 18, 1370–1376 (2021). https://doi.org/10.1038/s41592-021-01307-z + + + +# RHermes + + + +[![Codecov test +coverage](https://codecov.io/gh/RogerGinBer/RHermes/branch/master/graph/badge.svg?token=HL73R4GHFJ)](https://codecov.io/gh/RogerGinBer/RHermes?branch=master) + + + + + +`RHermes` is a broad-scoped targeted metabolomics package designed to +analyse LC-MS and LC-MS/MS data to identify compounds in biological or +environmental samples. + +The `RHermes` workflow works with both Orbitrap and qTOF instrument data +and comes with an interactive GUI to process and visualize the data. + +Whether it’s natural products, biomedical or enviormental samples, +`RHermes` can help you improve your matrix characterization. By +selecting an appropiate formula database, you can focus on just the +compounds you are interested in and improve your coverage. + +With `RHermes` you can **see** the metabolites in your data and much +more. There’s no need to manually calculate m/z’s to plot the XIC of +different adducts: with the GUI you are just one click away from a +metabolite-centric plot. + +For more info, check out the documentation +[here](https://rogerginber.github.io/RHermes/) and our article +[here](https://www.nature.com/articles/s41592-021-01307-z). + +## Installation + +You can download the development version from +[GitHub](https://github.com/RogerGinBer/RHermes) with: + +``` r +if(!requireNamespace("devtools", quietly = TRUE)) + install.packages("devtools") +devtools::install_github("RogerGinBer/RHermes") +``` + +## Analyzing LC-MS data with RHermes + +Once installed, you can use `RHermes` programmatically like this: + +``` r +library(RHermes) +#Generate a Exp object +example <- RHermesExp() + +#Set your formula and adduct database +example <- setDB(example, db = "hmdb") + +#Process your MS1 files +example <- processMS1(example, + system.file("extdata", "MS1TestData.mzML", + package = "RHermes")) +#Generate SOIs +example <- findSOI(example, getSOIpar(), 1) + +#Generate an IL (Inclusion List) +example <- generateIL(example, 1, ILParam()) +``` + +With the generated inclusion list, you can export it and run a Parallel +Reaction Monitoring (PRM) MS2 experiment to reveal coeluting isomers or +use any other MS2 mode you see fit. + +Or start the interactive GUI typing: + +``` r +RHermesGUI() +``` + +In the GUI you will find abundant help pages to guide you along the +processing :+1: + +Please check the User Guide +[vignette](https://rogerginber.github.io/RHermes/articles/RHermes_UserGuide.html) +for more detailed info and real examples. + +## Database availability + +We have compiled some molecular formula open databases ready to be used +with RHermes for all sorts of samples: HMDB, ChEBI, NORMAN, LipidMaps, +COCONUT, etc. They are freely available at [this Zenodo +repository](https://zenodo.org/record/5025560). + +## Bug reporting + +Suggestions and bug reports are more than welcome at: + + +## Citation + +Please cite this package as: + +HERMES: a molecular formula-oriented method to target the metabolome +Roger Giné, Jordi Capellades, Josep M. Badia, Dennis Vughs, Michaela +Schwaiger-Haber, Maria Vinaixa, Andrea M. Brunner, Gary J. Patti, Oscar +Yanes bioRxiv 2021.03.08.434466; doi: + From 6363b1b7a836ef76f28758c0c720c86a75544e8d Mon Sep 17 00:00:00 2001 From: RogerGinBer <45530914+RogerGinBer@users.noreply.github.com> Date: Wed, 22 Jun 2022 11:18:53 +0200 Subject: [PATCH 10/25] Ammend README.Rmd Changed citation to the Nature Methods paper --- README.Rmd | 6 +++--- README.md | 8 +++----- 2 files changed, 6 insertions(+), 8 deletions(-) diff --git a/README.Rmd b/README.Rmd index 85a1224..b6d26b9 100644 --- a/README.Rmd +++ b/README.Rmd @@ -102,7 +102,7 @@ Suggestions and bug reports are more than welcome at: https://github.com/RogerGi Please cite this package as: -HERMES: a molecular formula-oriented method to target the metabolome -Roger Giné, Jordi Capellades, Josep M. Badia, Dennis Vughs, Michaela Schwaiger-Haber, Maria Vinaixa, Andrea M. Brunner, Gary J. Patti, Oscar Yanes -bioRxiv 2021.03.08.434466; doi: https://doi.org/10.1101/2021.03.08.434466 +Giné, R., Capellades, J., Badia, J.M. et al. HERMES: a molecular-formula-oriented method to target the metabolome. Nat Methods 18, 1370–1376 (2021). https://doi.org/10.1038/s41592-021-01307-z + + diff --git a/README.md b/README.md index 04e30c8..63f4bf7 100644 --- a/README.md +++ b/README.md @@ -101,8 +101,6 @@ Suggestions and bug reports are more than welcome at: Please cite this package as: -HERMES: a molecular formula-oriented method to target the metabolome -Roger Giné, Jordi Capellades, Josep M. Badia, Dennis Vughs, Michaela -Schwaiger-Haber, Maria Vinaixa, Andrea M. Brunner, Gary J. Patti, Oscar -Yanes bioRxiv 2021.03.08.434466; doi: - +Giné, R., Capellades, J., Badia, J.M. et al. HERMES: a +molecular-formula-oriented method to target the metabolome. Nat Methods +18, 1370–1376 (2021). From a5637094355ed657add59d5af42ac435369e94c4 Mon Sep 17 00:00:00 2001 From: RogerGinBer <45530914+RogerGinBer@users.noreply.github.com> Date: Sun, 16 Oct 2022 11:25:06 +0200 Subject: [PATCH 11/25] Update MS2PlotUI.R Fix bug where PL without raw data (such as the one in the example RDS) would fail to plot in the RawMS2 plot's contaminant panel --- inst/app/MS2PlotUI.R | 20 +++++++++++++------- 1 file changed, 13 insertions(+), 7 deletions(-) diff --git a/inst/app/MS2PlotUI.R b/inst/app/MS2PlotUI.R index f0e6472..8ada431 100644 --- a/inst/app/MS2PlotUI.R +++ b/inst/app/MS2PlotUI.R @@ -193,21 +193,27 @@ MS2PlotServer <- function(id, struct) { }, logical(1)))[1] original_PL <- PL(struct$dataset, original_PL) - annotated_scans <- filter(original_PL@peaklist, - between(rt, rtrange[1], rtrange[2]) & - between(mz, mzrange[1], mzrange[2])) - raw_scans <- filter(original_PL@raw, - between(rt, rtrange[1], rtrange[2]) & - between(mz, mzrange[1], mzrange[2])) + annotated_scans <- dplyr::filter(original_PL@peaklist, + between(rt, rtrange[1], rtrange[2]) & + between(mz, mzrange[1], mzrange[2])) suppressWarnings({ ms1plot <- ggplot() + - geom_point(aes(x=rt, y=rtiv, mz = mz), data = raw_scans, color = "grey") + geom_point(aes(x=rt, y=rtiv, color = formv, mz = mz), data = annotated_scans) + labs(color = "Ion. Formula") + ggtitle("Above: continuous MS2 scans
Below: MS1 data within isolation window")+ theme_minimal() }) + raw_scans <- original_PL@raw + if(nrow(raw_scans) != 0){ + raw_scans <- dplyr::filter(original_PL@raw, + between(rt, rtrange[1], rtrange[2]) & + between(mz, mzrange[1], mzrange[2])) + ms1plot <- ms1plot + + geom_point(aes(x=rt, y=rtiv, mz = mz), data = raw_scans, color = "grey") + + } + output$rawMSMS_bymz <- renderPlotly( subplot(rawplots[["p_bymz"]], ggplotly(ms1plot), nrows = 2, shareX = TRUE) From 4cfe8ad9f57bb724e239fcb07cd65dd708920681 Mon Sep 17 00:00:00 2001 From: RogerGinBer <45530914+RogerGinBer@users.noreply.github.com> Date: Wed, 2 Nov 2022 09:57:57 +0100 Subject: [PATCH 12/25] Finally remove keras and TF dependency After testing, we found out that the ANN developed with Keras and TF was not good enough and had lots of hidden dependencies for R users (Miniconda, reticulate, etc.). So, we removed the dependency from the package: - Remove keras and TF dependency - Remove h5 model saved in /inst/extdata - Update unit tests - Update DESCRIPTION --- DESCRIPTION | 18 +++++++---- NAMESPACE | 5 --- R/SOI_functions.R | 58 ++++++---------------------------- inst/extdata/ImprovedModel.h5 | Bin 1117272 -> 0 bytes tests/testthat/test-SOI.R | 30 +----------------- 5 files changed, 21 insertions(+), 90 deletions(-) delete mode 100644 inst/extdata/ImprovedModel.h5 diff --git a/DESCRIPTION b/DESCRIPTION index 4608edc..01a368d 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,9 +1,14 @@ Package: RHermes Title: Improving metabolome characterization using molecular formula databases Version: 0.99.0 -Authors@R: c(person("Roger", "Gine", email = "alrgibe9@gmail.com", role = c("aut", "cre")), - person("Jordi", "Capellades", role = "ctb"), - person("Jordi", "Rofes", role = "ctb")) +Authors@R: + c(person("Roger", "Gine", email = "roger.gine@estudiants.urv.cat", + role = c("aut", "cre"), + comment = c(ORCID = "0000-0003-0288-9619")), + person("Jordi", "Capellades", role = "ctb", + comment = c(ORCID = "0000-0002-6502-8202")), + person("Jordi", "Rofes", role = "ctb", + comment = c(ORCID = "0000-0002-3914-0233"))) Description: RHermes is a broad-scoped targeted metabolomics package to identify compounds from biological and environmental samples using a context-specific database of formulas and adducts. RHermes offers a comprehensive and @@ -20,11 +25,11 @@ Imports: BiocParallel, dplyr, enviPat, + MSnbase, mzR, xcms, + MetaboCoreUtils, reticulate, - keras, - tensorflow, ggplot2, plotly, methods, @@ -48,5 +53,4 @@ Imports: Suggests: readxl, knitr, - testthat, - covr + testthat diff --git a/NAMESPACE b/NAMESPACE index deb2980..795d30c 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -60,7 +60,6 @@ import(networkD3) import(philentropy) import(plotly, except = c(groups, last_plot)) import(reticulate) -import(tensorflow) import(visNetwork) importFrom(BiocParallel,bplapply) importFrom(MSnbase,readMSData) @@ -69,10 +68,6 @@ importFrom(dplyr,distinct) importFrom(dplyr,filter) importFrom(grDevices,colorRamp) importFrom(grDevices,rgb) -importFrom(keras,array_reshape) -importFrom(keras,k_argmax) -importFrom(keras,load_model_hdf5) -importFrom(keras,predict_classes) importFrom(stats,IQR) importFrom(stats,approx) importFrom(stats,median) diff --git a/R/SOI_functions.R b/R/SOI_functions.R index f55a24a..b76a681 100644 --- a/R/SOI_functions.R +++ b/R/SOI_functions.R @@ -38,10 +38,8 @@ #' #'@export #' -#'@importFrom keras load_model_hdf5 predict_classes #'@importFrom dplyr distinct filter #'@import magrittr -#'@import tensorflow #'@import reticulate setGeneric("findSOI", function(struct, params, fileID, blankID = numeric(0)) { standardGeneric("findSOI") @@ -86,9 +84,6 @@ function(struct, params, fileID, blankID = numeric(0)) { params@blanksub <- FALSE) } if (blankID[i] != 0) { - reticulate::py_available(initialize = TRUE) - reticulate::py_module_available("keras") - reticulate::py_module_available("tensorflow") cur@blanksub <- TRUE cur@blankname <- struct@data@PL[[blankID[i]]]@filename blankPL <- struct@data@PL[[blankID[i]]]@peaklist @@ -475,7 +470,6 @@ parallelGroupShort <- function(i, LG, maxlen){ return(NewGR) } -#' @importFrom keras k_argmax array_reshape blankSubstraction <- function(Groups, blankPL){ message("Blank substraction:") blankPL <- blankPL[blankPL$isov == "M0", ] @@ -485,49 +479,15 @@ blankSubstraction <- function(Groups, blankPL){ unlist() sure <- Groups[which(toKeep), ] if (any(toKeep)) {Groups <- Groups[-which(toKeep),]} - reticulate::py_available(initialize = TRUE) #Start Python connection - if (reticulate::py_module_available("keras") & - reticulate::py_module_available("tensorflow")) { - model <- load_model_hdf5(system.file("extdata", "ImprovedModel.h5", - package = "RHermes")) #ANN - setkeyv(blankPL, "formv") - - message("Preparing input for ANN") - RES <- lapply(seq_len(nrow(Groups)), prepareNetInput, Groups, blankPL) - Groups$MLdata <- RES - NAgroups <- do.call(rbind, lapply(RES, function(x){is.na(x[1])})) - - if (any(NAgroups)) { - Groups <- Groups[-which(NAgroups), ] - RES <- RES[-which(NAgroups)] - } - organizeddata <- do.call(rbind, lapply(RES, function(x) { - return(c(x[1, ], x[2, ])) - })) - if (nrow(organizeddata) != 0) { - organizeddata <- keras::array_reshape(organizeddata, - c(nrow(organizeddata), 400), - order = "C") #ANN input - q <- model %>% predict(organizeddata) %>% k_argmax() - - Groups <- Groups[-which(q$numpy == 0), ] #ANN output - Groups <- Groups[, -c("MLdata")] - - } - } else { - setkeyv(blankPL, "formv") - message("Preparing input for cosine similarity") - RES <- lapply(seq_len(nrow(Groups)), prepareNetInput, Groups, blankPL) - cosines <- sapply(RES, function(x){ - if(is.na(x)[1]){return(Inf)} - philentropy::cosine_dist(x[1,] + 1e-12, x[2,] + 1e-12, - testNA = FALSE) - }) - Groups <- Groups[cosines < 0.8, ] - warning("A Keras installation was not found and ANN blank ", - "subtraction was not performed. A less-accurate ", - "cosine similarity score was applied instead.") - } + setkeyv(blankPL, "formv") + message("Preparing input for cosine similarity") + RES <- lapply(seq_len(nrow(Groups)), prepareNetInput, Groups, blankPL) + cosines <- sapply(RES, function(x){ + if(is.na(x)[1]){return(Inf)} + philentropy::cosine_dist(x[1,] + 1e-12, x[2,] + 1e-12, + testNA = FALSE) + }) + Groups <- Groups[cosines < 0.8, ] Groups <- rbind(sure, Groups) return(Groups) } diff --git a/inst/extdata/ImprovedModel.h5 b/inst/extdata/ImprovedModel.h5 deleted file mode 100644 index 15896a34915a7eba7e906b7811600626644207ef..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1117272 zcmeFZcT`nP5+Du&f&z-D2qHm12`U1TUl$+(f&l|61`I?2NfIT91o0*;6J-_oidv?D2$L)K&>sD7+>gwu#FWT6^h=1bDiEP6c4-XqB zo51hKvD>fFYa`#3-&JGpW9>UeAJ|9BsL`@w+{gnv8#mi-jpF0^jnB%`dY7$>&40x6 z+i*wm471{Ibn*YjGr|vRR~I{nox=o(um~8Y>EF@ygNxNTif`CN|AtTCH$G2yO9vMR zmz~>3QT``<+lB``if@=-BR&6q_=nrS^ApD0BVbvh(ErI#bj%t793J0a*MA=e{+*wA zGyWfWVPos!VY_`1n~l4xo2!@ScIDCLk$P3Oky7n{+fOu%C^_4?(f;_@c8uCJAIl7c z*_{ut7sJ=+=YN!AbpDOdF$(`6@%MLQ^Qy7P?^m{l zk>Wqzmo8bg;&;!Z1~Wp%A12GDqNt*%y1>(J%*~Dj3T$kiEdIH=+c~-VjC3(NowNP+ zAFL{WDQhQ750Bp?mC}}!GPB+7W$WVUVCf_^Us7tsd9dpJrG{BC4B+txz;@+fkl&2* zV6|-dGb)2&(fu1NqwE@P{q3nNt(=Cjd%AnsvZ|~sJ+1AxJGi*91nyyP={DT7#l_3X zX}+YYlG0WdgpH@~?^-F=$SgeB;i)tSTvYTPLsI zFf3)Va2ke_5CBsf2hPCwmIDXFU0w;gynAOIV@ErMOD@}F0KwN zxr|AAbijY&>pzk7AGJ&Me}kMc-BDK2WYP1N?)Y-^%!=KQr0XB-RbJ?U~TEN-J0dEJXq5L z%MJJrGuYYIlhyFs>$8l-+RNS2+E;4WFOLNDwl>@U1~F#Nmdy zsH!P1VqvkdwYKzSk)Wig#CmhLcm4gWsrCEPP*+ydR900{W;HpxI-`F#xO-J09*IplY^b5lZWlzVTKQf?ZelH z9{%FMUmW<01AlSgFAn_0f&W)IU}n0?fSqmJAJc!-Xy7)M2l#V7V=VvvG+`uQ7=sf? z9C=qt{_hMV{(b)Tf1Yps`~2;24EMKu>%Yq@|IhLL=KiP%Mq<8yoe5=UMd-t_8Ayx#+tD_=9s@Q9&7kNEJyqn z=O2FS^Jw0448P>e5yX0M(X88;X0iD5$;XEh=ywh{K=~9 z{t-@Y^xfEgq<$3L|Fy-~{??!Q#mCxd8=eZ-+4z6wtw$E%e@k2s=dFijJ(jl~%MXv0 zqw-!jlIqb`8hankVrnZ5vtvwChM)g-v9paI$+?dTh@EXjBJATvDw4(oH(LJrorC4k zhMT5HN{r?pB-v*0u+7*v+65PDG{f!V#*H8x&dCp79PDpoem}6W>HWRr1V=S&_?yWe z$8Be0vmXWf|EFMQQ9IoCn4cb#SHHwa|4(O+l>f<3S4fY*jcD=6^I!M>9uEB3PfLyt zoo96Z9^=HAy^g()+3Tz&3pY`~E8S#G^;8>hK<_F%` z{Jod@XJ(AqdD3V+_s$ohm9kmR^a!kG!c z8GVjqLMps^nh5Vp^U*jqhD_0q$Kd8%SbU%w3__CeXZs|K%&7)#&m~Y0VoGINb@5eN zC3Nslr{TMcK&JRPeb1jl$~O8#jENp-9odL)Z2RcqWMAYS%EdRF$B2k)HZ(NfW(fOq z(F|AwgY4_^&Pq3ki01~`LruVjLdnm>Tf*6=tD2sef5G;p>j}EmIggd zY1)0WmByAaQRc`!DsLYFx$4=lD}Fyn|Lnr?f*C0Cm>Un_UI~;r%SAGRyOotnAY1hJw>sj!1DL|O$0IlelLg&3p z1?|~dFc%Sve=Wlq=CwHVLl!^Aao}`~P|&MAL8Iyl={x&;c)I2(IXpKP?kYAzZ_`r9 zh~`A!Z(aD}7i0?aCD%yM7I7i>UB z6+RF=KMOuf))Mc8z365fim|a7FtyJd*H|#I^=lnST#JXixrT7!$_Bi7k>chRZ1`<) zIo!S204H7$e7dEBBrBNXwLRWMxX}qq*L8tmNfQWXxDus;J@n~5q{p=@AUG%-&N8|| zJbM~cM4l(lS8_vVP#0u0&44rd%IJEV35K&n;GWA$#;X9l0o|h}* zSamLT7xmCiyFHl9OvV1olWFcOBh(xBhS8UE2#m!=spjPkROyQ`x$4ZoR?9YA@hFw7 zdwHLPh6lq5i#VKVYYx{6eX0MPZoGO$5GMwu;g#@tP^{pJm+vN`(ycODU|G$0k(~*e ziIqfC;}sRy(#&ieI)HB6ls-rlA`?~Fkt?el@bNT=ncac2eM9ltg$Gn|k1CwcNu-`_X)xbFi1J+Yg(guZ@Je!nXz(^X zQ5*-x(QC=v?l?%=+S$2#;0rbVJOM888lp;d43_P#fT6~4@SGA2pW1VT^%Y(f-*sAV=9xoCymZz zoFRs*qA_4fFm!G&#^8^uFq<<2rQZ@5cOeBhEOOzc>^TUGc|)gt7DuhgI(YI?7zEs} zh69<7=$mejlFAC`yh@th(mn}~b}Qgx#TL}9$|JmA{qXTQqzz~9F!roeM&6&Mc(D2v zS=O9`^+s(F_eGqpX|BVh1*TABn1b`>v|zGE4zb4^ShA`Q%q5IasVa?mEBp|{*zOAR zsiq&UIJz75Zw@D0au8z|HKBvpbo`vZ23E#xMCI@6Q1!`5kksuaiSY;E>83@DIH5M^ zx9%d$olD{Rs(Mgsl*DXQfo?AqlKI30V`kN&)BfeSF{2hWS|V{mK{c?gr?k){2Cl_t zque?bG;OcPH<_E@dGvCS%3?r==^@mbewy^n^TkV7_d?dSeW1^^5Qd&tGiaFwIA59v zMK^a7k>>-A^q{6vk5OMv4A(9nQnmcQAJ%bWJWe8p_6 z^KgNwjCNFiD1_HLf^oteb-Lp~B#9l`ilt4J^sKJ~Z8LblaORx{t@H()E+4kR$thQTD(=eDk#&bk(YHQF}6^e+hvjN1js4 z?b$GEgE4B{55lPvH{#uDPcYk`jTdJp;1+{xOz9QhX>y(-GJAH=GpQl?)+Z2-sg>jE z=pA@1JPw6ktwVF?1S%f-jou-$FnH!i*UtN8Ao`{WryEP5oYr>joS9KDN1*}CujGOJ z-Bx%zScy;8r()~Mo8)?SG+rBuB8};}^yd0R3~)1Iax3mYdzykbcxu3GwmmErNQIR8 ziPWU&1ogfcj@Da>Nye%b=)Z;m)&<*fr=278F3CZOHI>jcT?M}<=s|r>8s@UQVT%1x zWbYjZ<69?_GvPClnXwB3zkj4F&5N+U;4r+Kk&koxnu#(q2dzEt(NFPFutHN5{m(4G zHB)k_`?&q!HSZ{PPRxcS4-a9EV<ga)gdn~)Pl_WDUdWZ5V)9ncyef^v605+$CAc17VzTDL(+XQ5Eb6-CgHL%F#gkWn3-1%61w{EtLQPaZ~Z!q zU|b|T(+i;K;C^s^GamOCx6xEdX>7V#f$aOs@${#a$V{~@t*P?FPMfmFG7I4UE1%9m#oOjy?<;=X0Enqp5$0LZme141JNNJW zI(SHxK}vcI&eMs2l=*VRK(Cc?**y@h_Z5P--W;N|q>g^GSPf;HVsYVCN|W@SGn*HF zppk6{fTP_W_kC@^O1D#Z_MIGTlS{|6>!&Ew*_0%vXJQD?CgjOYpowpGfSJJpn%E@` z^Ofe4@uE9W#Cja#tipn*ej;5~&5FsgFg$!7F8W+dIIkq2Uw$WU-sgeBsVm^4V-(sh zY=&<35Na_y1%&%OKqS^2&8(8J#HE|^NbJWvRYe-HxeO<+(1d`!`x$Jy8^MU(5steC zp^eHOkPk1%)<+xBuiS{4a=ZtI_~jwU-3B^39HHY)E%@uEL)5-#n5vcoUjA0Ni*jOr z&Ie*Cw;yWRw^38>z3}AXZu;wvEE*bf!l{15T7iSG_SP*zhkBsMw-w8d6KI)~1G&M= z@c9=-Oxvh|PmAZ#-5Nn~iETZod#B>JmB(;-S|ZHR4n>!?KDtJgLW2<#E2i}^HDd2~ zy?-GDuk(6|$q8H3X>?`wKFG$Lux#q+EQQM|`O*1n4q4;s14?0^h^lP5c3_SP%I@9| z$G*KKN7ZA|VD%%a)|5`PHcf)1bIj0nf+ZTh?}W@Y0c@M6Lu~4AGpeR1KympJdf{p# zr114KX1sOAY`(SlIc+6um=T5MH<#n305)7WP5=zL4^hYGd%*$fK*7#~G!Iq~bs1}D z%(cPs+RbRB+6k5phA6yc8r~6UqS;{qaF0I%ot(SjTz5G`l2OS>b6$p?MU;v+F-gpe zH25x5i-Df4Aa49N@tI(0UB(?armUK9Cx%mrKH8`T7u`RHvwO+DyDs{rinX(U|vQQ?!8!t)4UF#;FMjoUbF*w z&r*0?Wk%M%j>9e!F_@V@m8_IGMx}cqiRR-O`25F38ng{#AE{^ek^b~)WsBM37(_=#;^IX!t-2;D4-uu()5A2(FOua|-l8Nq=L zBEeu#o(M59^62-88&0f?K49R>4aOD zA6G^rHs*b&(<-VUv$2(I^zg$C=S|?u`y9en5r>kGzcU@TEn)fRLFyk|hqWvpHGOLr z3~lbfb)gwVA*K=11g|sinRLN6PjToT?8GIvqcP1Ok)az~gfaP9TFjh%Sp7=}bawE= zy`Nby*ftN3e{F#k?zOnOER5Q&j{`Z+bja+#L-tLa-nI5rJZ?2m#>g`|;P|?mS}YC$ z+16_C4j{}28W}J^9bos6?${{)6gg)QFJ z@1Tsbb0n>3AH;hs#@<(2tU>xX~ij7sW3rmKkf`( zg$LK?YP&wJghu&l%nxe9nfLX8zhephstLs>afR?~We@n?4P}^y=i!ikF$A>K;*0V% zq+wtKNxjv|3{viZ~g z30EeElUFz7;hynH`i3u?>GEVVK9g<1ySy)map?*$W6Q%enUOGgz9J(^vzE;2j)DX2 zOpvt7MTgCW^k~QtcyrR9ypk({i;9=&*=8A#7gNHMee>anLoZG_%!Fhoew16uN2k06 z_&j?9c9$p7@50NVf1W-hmRw<~?}~v|E@6;YIm>X0xkxp=`0(|^b|P084myefpt-LS z(uL;XJo{(NYD-_35M4@EJZq#1YWk=gb^vT|=rcp>9?*g-D{;k*Lad+O3bHnnsFids zM&F5m>kVA6ChI%VRPLv*&K+P33}A6DSEK39l}2!0I8vOWWUdJcpn&n0pW{LnnxamHZW0NyNdD$_u>rk z1ke%L$&}v0ibWnrVsm~QbVp~R)z3`i6Hg@-H@$Jvq*fF-TgL2T#$#+M8>(K4L(das zL{Ml7j8`s28KEQ^d!!b7>@rYud?-AdS_65dRyZkcf7iN-OVryvnaVqq!X&FaPqcawj zV#CCG;^LsU$KGAHj zVO0~*nYLtCTnDicGXS@`c5OCoIoK1D0j~GmsCl0l?o_%-{jZ6^BgGyXV4aV5-p_=9 zrfOt6|BNc>iO>MHNwCjt30V4R$C$RqbocL zEI_Z8T1K}nC&S6d2sE`9pg*mF_of$Uh*}EXSARs4>K|%%UoyotKfJLzClS^$&7kyp z7d~=djGMOMcEp+iBVm)AoogQVR!5DugY;+q&uuT0wn#0ak2bmDl5ltkX5pA<~8V zmpJJ=sY<-EqZXqq7tmD+eFWdUxB?ft)xHWruOmK@i4`}50<`&054}_ z43P6;Ecz*m$M==PsTZlJp^^b9KNmvOPkW4F)Zp21d!e#W2n0`QqfUo3F03r2KOdZ= zYgh2WbKYq%;Xy0NYih#!39Zn#RR{c39Z0inDzo2cK3)`yg=SkrDC*aRF6He+$|wO( z$5_C#DbI-y%NBUsEAWSk7M46ehIWy=;8M5)^?Y3qx%#=JeufZdqZuwltdN z$DnynGT5dzfRvkLXVX^|iG=2xU=WGrb~;T3uD3 z>5dv0ImIi@dLF5B(1qhnwpx?%6IBTc^PJ}LmJjM

2av>J{6OT?~sEsXeN2`8E=fWxZ{8B?^GGyVAB zo^1^2KPdsSZz`dB=rWr0hhu+8kwGk^(y)x?f|KxKNcy&gF4ha_y7-_TCRYQ>+HA)0vK_DikD@zAuQsvY4z6yW zY3tM?%D4S0oeV2Tp6G0}pCyjGLQJqzfU+jeN-JyGQm%V2cloo4z41&FLVIU|B9h(AJy>cFHS63_mB~IW2|pvJlsI;9R^?9+VaHSPl_eRCqpf0>B=YK8E!dIv+|N)TS(za1xh>%()` zDK1d>#q5q9>e^{v4ErKNL0LSUxncE2NVs+iOqh>Jo!Bl&Y~Bl(JQ{FTLnC9ei5xr> ziG=VItT>b-k#lGIdSNlBQ?mE!#Af5 zpzcv6D&~j46w~7nE8U7x6M}K`$z;$dlYk=rFP#a2_Q19{3eF2nLknJB=Bt!Nu>5Tp z#GTZE!-dWmPx zXF|#gC&HkQ!o>fmo~w#ghQaX--sO8=EQJI)Pi;TQSeAC7#~kj#H<}E zczj_#8oBGx`?KoNz{eIh{g_Nsj~^y8pC1J^X>-U(ufmBBu60GdUDnCSZGiRWnZ%xz zuhTviO>U-7fyYjKxc<2s7H#@SqR#I@lRO99IKYk0oi=1wc?gQ-IRocjcSu1yvL}=i z>z28K@X+B-tz+Y%;8AVoK9GT~Tx*Prxy?w8*MZ_ijnE}Hf&P*^0h@jr!=ivn#?jq@ zu+w1{?gvNo=qHr#?PmDQiZ%U~@}t`67GON##%)7RP$V}C#raCn>uUfi33qfoZdXCY zH5zF6`fXQ!)OEUGEeIA9i8(?orBlg_P?E3hz0_NBxg5COXT|6g!g~*vbe=e}l`&;e8yr03iA4hqlw8%r zLaz%{+iNwxr(&Rac^RI$$nvMRjbYqSGSuw*rrq%>8*eaF$oPZKxaqbC&2)DFF|z`E zR?-S;`Tn%4!VKvDX5F<2Y@d4KoGOp$z7ClsF#g_Fje{UZQ*-pkJ zUJp{BxSFbuYr&^AhQPb?5DLeX!97M8E^v*+fqk=as;MCgx2skuzH{X748GOwI(#{*%c1O~(Z!pql!HL9s@<Oa%AQ^9a|S~!}kB%+x76OyMVh3Yz@C_GLYj=tc*d|LsmcJ5&0?V8JsttC3^Gozk${A4yY76hu^d51_Az92^9LLWPXiY--(`V`CDdO~nk{~MU8NdK* z-`6jwfVDPU!q8E#g$rWbaD~5@i1qD*`Zo!vxvK`79lLPnG?pyAva$NLDehNZO(Z|5 zVMgP8$WCg2tAg*z7o|1~C4w-2h>v;h?L=I}@*QuE#xd4P4ANTJMw-9kB3*Snf@&S* zKr4YZEE+FKUs{#XMRyOORS?ptWtZvWYq^AZtm^k6L(kAWCYK18I>Zy55>g_k!#Uw0>USXyo~S3or5_TwaI+$W z-fE^!4-uPcYT?``4*X$XgsxI{$h$!mm)v|#jIuJ|OYRgb(`kZLo^tqF-W4wQwPR~S z4XRE4LNDB{hkEH%*ySq%H^hxWV$)$}K*s`bF;ym0SqV0s4eQXr(5Sp7~1(@sT$&M8?qq?m?Pli9TOQm#S$JbQHHi-QY?SviAN zCOmu{31`jp>HDlbur^cywjNA^2QRXzmb)wH5PMj-wiH}6JAu0}l`)xr7N#gEfLyT+ zdaA9(Ek(xo_UkclkFbI-U0=HFZ0gaEXAu#5uL&EBZQxbneh5q>bW&gg#Oef6W9JYW zUl0p3OK#Jxdhs~rh&fK%%h~l)jlcpPZ(^(vf}pMeHkrM&aE1`dzwE-e!3i`?HjS#; zhr+2(pQ*4c2mOq!eGu;!IOWfS&QmmSys;lfn+Q;S>vp0jBFBu7JxQN7oumw%A516F z3HWR0ExKwtC(h;MgXFw6IH8=$2=+VGwU8qM%I|WZ@?ZyWw6HThg)*6zCUd}^V>ccg z^oDJWt0Zk*8hq9gfNhsdAbPoKz~XN3RLa9&wmTu{zA`qh2*UFNzo`D_ zWxxm!0Jj~bXmS52+;)@7g>Gh+$Y!AuMwnRLo6pS9*v+&FO99Xc1 zg3Zl2L?Fo=10P+Y1!q%0W`zdw$T~o=V=M?>XPp^%RtD=9=+bW~HE>o@mWnN&4@cz= zK=0gT5EC{Reh8f>1t*Hok!uZ1=UNVH)pBqtb1o{`=Me2n=_o$64t-8dBs){=fM@6v z3DZ!;)D53V`D<3*a_2&rWM_chiwYp*m;oq!t;esC>nWS&evCU@4%5b$;H^GhZ8051 zi1KR0-A_ZXH93i7t>(ef+2vIFHi8GQ3tdoigpAYZVw^v}9(Z&#i6q1k|B`k(NWm}`i;!X1)3E*Lk3aKZ8Eb>Q$Mhsthetq<;Y}j2A0(kD z2)<}Cp{_?57Izn5onItj+I$uA}7IqeIkwssh;FDIho21%VSwC%cX!CDxu` z@4Fk>#_M$5zI}-FIn4o~X${&+m&+KIYm(4i@D>fyiJ})bHN&N)o=~ROk2B{t5vEKn zb{C|hkQbBDai^3@)w;rYWg8HQK8H&>;^Awr9$My`l8(jpaP(3c{5rJ@lqVcToopq_ zH8UO_tm8+%h$Ot+*??2e&O`2eM7B0v#*rzk{nNY~q+xytIUunVr~aDCh#9y=FQmJn z*|BtZJ7YT@oSeuE3bli<wbs~)xpP~n1s))2|C}|faV$%v@l5l?uSdL;~PJqrX9|Che#xY;eX4vgGAMSTF zkxb!0y4Gw5crqr#+P8iTj>munN1jn(qy6yOO&R^>Yk}$2VjQyL#iinWz~>o>-(S9? z{a>@tvJA0x$zJs7iNf;Fj@mX~%20f#I;|R*3>W8T;N!PRT^lY6(TQwwcw52>Et|KX z&GYw6LE~mfUN{eRMW50ex!g3#WijbH#|Oke5suc{QD4(5gux#QalNXz@N_V)xGaKa zlpipnbM)Y~kOy+st|k}L^-dI^Hi9EVto+Cd+}>;6Ei^rA#BGX+(OMDB{Lts z_axE*qex6m+d;E4Q(?Ag8}Z!03Fk`p;P&>I3_0f8 zLqZVp%L#%fECS)YvvB%(7SWnm0MZ|RGH=h^qpgY27*$|PqJJz!$8)P#HeG@DKQuEc zCafdAD-o-ro5-$>z7XB;lj_^Z)6Ued%x^Cwn8Je;p2!~{yW2jHmJ%J(=FcFKwiMi( z*@0YmN0Ka;!d+nsOk{#);eNcA5{BNKKB&GS92Gv+qUnVa+#6~IZCzg(&TW)&ozn)c ze*#e3a-H@HlwnHRZX$cp28~bm6CKtWkVl-2U}F-=P%ueEyX(!UGf5l2HEqThZ|u=U zq>8zT%BAuG>g%Yk7N#-Rn51<18mV_3-z+IIggW3k>zi2gbUmG;cXbz0lONpJ)18@C2e zoT>neTyJ&&R@!!a!`eWk=76UUu=0-syQsyKHjJ%) zM1!xkV)VuoXt~o5&y+HV=aoX7`GJex`(ln2iqpWt?FhLbm_mPLZ6V={PJq(vQkbq< z4IkT-LHlMSQ>gSNy}q>(o-4G_D$@_z`&j%^oNJFqO3qWiqi*o!Z7;rDnS)mo_Q1It zy0FnU5kCeschwkV<1VQl{Ib#o4F?42ukHnS)!Y|smu|uvKEZHaG>>WYr42r~Re|h% zcUts11McXR!+_!oVyaxJ?fA9;WfR(12f%WeNnRls*(wKVi7BWzxfAdBh63(kV8V5f@B~gK;%U&81*eGF&$6AXa?^hM@Y;_}x zX5FP?0dX`{#1%Lzdg(R8OXT`TEwFcY1WgWGJV%2-_|Oj$V$y_B{8dzFO*U*43dYs* zT2Uq<6($En6R-M05cQJ)zq_t@XKOF`?l_3L@5A877cVTIu@>gn9z^?P=`ins6zNMU zAu=Ihppn}}#ibiyv75K z^*ED18Tx!wKzN}fxawAtw3iWhf|Umj^FG3mH!Q&Bo;H|O83m2f*T}J!P>eA!!XA4j zW+*o!$L3y8kPv};E%U(VS|1hYX~*j>9jLG<8m4rbQ``;sf@T6I%Bp(-K}e43#lP>cC{Qt`=hgy)Cy@q3OO2o!8Z z)oU??Q`rSKn=WA}I|-oevcps@Pz7K{7+HS068EM&rJs4Dfo-8T20zaR<*P@*L#Gnl ziW{`#*7j3eg}~T$orc^;Jb5Sw29h_zv(`*}@<b)XfU0`uJ>|m+k}7LR@fZRwEwGx1q%!PJ-jcc(SY73|GyG0*R=HgeNYY z*e_j51|A<{Y|cGTpPlZ3GIJf6DKww)a-azZ`J?GQ@kA0oJ{`?DQqfLk5vVJ9!Rcl0 z%)weVh9M+EYTG0fV8!Nc`i>x;??aEUa_Vgnv1rZfia{Evy(RoM?MZHg)(^WGpLO#{ zaq~9N=g236_g2D-?rv&7k&P(TDq*Ju8x`GB#madnAZOJ{Dy*f8r@3k%T}1@ z9UuiW`iQh~0gbXja{eSM_Fp4_F`@}*(|ebEJy8sGSchCIn($@_FHX)(#*6@rvyAVx3}x+=~Cc)=85~~@<7@fZ9IEQ z4eH%ZP>y>K=aK)GWhne1Uy;ilzYQAqLYjm+)gfq?u1e_x<3~SO3dJ);UGDFz6IYb z>c?j>@x;iK10_X*nTA3x_*3;D?zX(dV0SiQiWp^p$$l#|WH$!s$~KUnDgi1Uk#Ofp z0xV=$fc(YHEdv#LD|4?F@8>hwCfw%-r#){p%;m%TA(Y zJEY*Mek^3XcfCd}>w zX>h-dqGD$^p8C`c_re9yx-JxhZSCpw*}RyT(m>Muv>C!*aUftSrc60TE*=)a zuM30eB$Z&oZ()M`SxnG99S(Qyhoh=O4)_%WU@;>GdWu-{q?$btSu;2x&4sgr(vd^b z4pzE{qxg%pz~x$k4>F5kcR~@Oyg%Hz-2t6<0??>53hwCSz|V;)!1g1TbsiG%t~EQh zFV6?vrAo;0vlnc8<-t@ff;#QuBu5piz%$SZchok3*Vbyn<>G~t3YwwFCKqlrdf}Yc z>iEGnmhdEW(v*?{h)r!qT_-~jIw6BntltGKx9NemPZom&se!eV-cVsX0kYxv0P~cp z0jP3&qsHlan07xI#0H!22A4QCf7U{N{xj5UUKGyPH-_;!7F5W-gCRR}Dcrl%fM@5# zGgG%MK&_ul)bNV~{b*6R9lr&=SbNGtPBSpnEs98{PN$qxve1Yjj-e`*kX&CtGhP-^ zyWA}NHdh??r9Y*E#}rUISPL?&eNjNQl5FAe!Pu*L`2K+bPHsNN*kn8rV@leA?@Ay{ zYi&b5*14*I6Gr%UW&ljcl!ry%J5b4FB66IyfGjwSgRh!^<7FJMycsXD2(D8`tiG*J5K3PHS_^!>3D^qOZXYzQo-3nom2or8yAs)!P4 z%&S5fk9z2rttYElenMwLCu|axWT;oTgNI=;?Adyrm}ey;&&E>PogoF@@lIg5j~ir^ z^Fd|O7jmRC1(JA+n49jD!q(mnyj)QM51!Ov#y5B1{w0eX_I$MB{Bk;{{1Ap;TZs(~ z`|(708pz~cAXj?xv3T7M*wmnbUTt;o;EE0Ed-+4UTL`3PE~JHShe1Uwo3yBIWmYv$ zM|D|WI_q*SeeLQ3dmh%3s;QZ%)Gq;AVQzS4g$^w^vyFPs=>?IV5RxCn2mHGzbB8Q1 zy2z*@c2~dwqesMw*AZ8Aw-9oJP|iInBt1WzetS{^Nn8=o>8Xp2XFrqAx~^zi<4U#| zRiX98daw`VgKq;?@RLg#wcJiXnbl0V-2aTO-e`#;-#5bX-APd9oDOX}S3pR$Awn={QMto5bjEl=5P4$)+u419u=0JUJ|kXhU4c987hv93Uf2|22kiW@Bx&|sY)Ps_ zk#aE-5g7}G6Z?p~7Av-o?ZfTr-T38xE(~$WqSvB0Rz7t+I=n5!6m2)G9S2TK>{z#N@K+~JgtpnILXmc7WzBPr334&khG z+DTZrM-LA9M}X-beaxumg5a2NGWdETUTAzst$Ml{%}d%a?uRX1Txg54ISZHvg>s2! zOdMtX^atBti^5aXz#aCT$Z=viE@tHrGDOs={+1Rh;T8|Ats!8MzZZEL4#1joUrF{% z)^Af(3t`iwgP3P63JTNnu=@n-to}6Cp1ngbf>;G)%;6_16~*Dl7H7E8JPndo=nzHA zXrR4-UFSD3tOHoIeU$+2OQ)e_bqnM^Y-G%eoWX1wl!wRxG4gFdls^An1cIA|@t{!} z6tVIwQPWvxVl@--%Gzu&{&0h;uL%Ut`%TPjwLTPoX$l&bO3}F^v-@u+`&KV>L)p(!_f~M+keACBEA^0j7pI!ON695*Q*18V)y^YZu>QsQy?9 zV$%*Wyk9Ws)WAuMZ(^)&wvpCp=siFyGty`vWG4g*Z0I<$l zm>iCW+uMu4cWpD-mAMonuCc>6(_{1jW>J%`+mV^<2z4L$Azd~DI=J&X)4s%_Rrv(! z?(a(4Zkmz8bsveFw>e#Vixso)>%vt=?O?Dl73{vxLG8g9{62Xf91{3Iqpfy>6wf2N zJ~4~6t_eniv&A&=$r~cPIth0yy3CZDxd9gxog#q;X5w1~3(_W*2paE_&~hsqs2sJ% z^`f0!+*_P+a$Gg_;$8vb*T2#J@eX*We$EP$oIXZY zu2;h=A-#C(NG^)|>XPTYo55fr0|aLG;*WYSyzuiXWy@%xx?GlcXjeNmY?<+S!ohpVTf-^b3tb23r6tqdxZ7Z z46I{Ko8a|^E@;@IL;LRS#muD_Q16Q@v=?+@Qf&b4jZDOjX@PWUe-6%@QHLCW<*RL=%*a| zd=mO!ain)Uity{bDBRG>vID;YJRhn-r`NWC-gypW#@T`1geVmCa@0Okun6A2;XsaU z;UIJ6GJaH=OVrt~QWA)Y_^Rv#dBlGmtGBd*TXQxz7=L1{EL-%>ZDVWJ%u6t1PaW#r z^26m4K4fYjh?dLcLNxn6n_lsSJkjGNS+6dVk$Z0V>ys$X5axRjauc<)!X{h?r zr9Wx^i$2)=h7(#J4$iL{nUF2V;ivgk(j>^{Yz(SFvu7<-{4~`&H(mfA3>lboH-`20 zGtm4s#rbaw7@-F?5b{)=EV@yG-$TpMy~!GF&8DHaTr%9Q-9W#7h$EddvS78UH`*jK zV75(oIlY1Rky{1(~nGT&)QnVB$is==2VJ=~luy zRxw73!xEW_iD>+Os}^7Jse+Gj9X1@u)XzB+itFUxlS+#=45~`U^*$N+c=IyIGwA1} zoZ`pOS5>IAK8hsyE`;KhRVbo-3niv1@b%@}M8Cg>rq}I6UnU%nYrf|wU(X{qCG*+e zy%4K7)hv*l0Z~a?@%M{pG!9KhUAF&o$Sj7_ySNO^b#1V@x{^+kG+Zt&0Y$MXaIZ!e zj=mHFLsxn7--9d2KM$aLo&}U{wZ+yRf9U;@4>YI^sTE~fzdBR zo>M>Rw9*QCAV9c-;C2ZmgRdz(;+qgD}^cxnEoW3jzsC; zp0APkDa9Y^`|{yyKmhWw@2#Y-dHO<H zy7L=-(3}S^@{Y2#Tr4eAj{@1?7V_IUoiTJw#)#AqQh9m@7+g`ug=|k+@jMqkmDGW; z_&;*9_bSK#Z!tc4xCVK<_&HpKZ%nqnIfqZalIOmgb-4zOI z6J>a(_Y!PDY0!MsOnUti@%+l$bTA+SMUt+<;cN0BygCM(9HXK9LMJ(8-AoAM#3+;q1l+m|e@@_bm&+?tvG?Bs7tgat(ARTeI-AN^+!4oG>rB2k&RS zB$2=F(L#fGRJ~UNOyyJN%0^+3tep?e=jGtpQuaGH{4x$p766~NAK7!z3-~T1;MH+Y z^x0KPEdP`s4s}uKMo$!&^v1S_H5@;~KB6z>3^B`F+kBU7Vdwk|?tQp{Lft`BuWcuf z(&vL^#TF?2SOJ6D7P!n+9{H^XXz!+Gw$~YfKK6&JexfSrqErLz+eW7h?D~StQP9Aoh2IU{`=1N{r zx~GC$?GHk#k}Wtzej!b4{@zpO1?PyX3QBhcV&;xtMAJ@*p5-Jf=JqR$K z9DwUDN<)Bq7R!d~a5T;Dv%FR%?0vz3-H&SF_c=#&s*uJA_Y};Ren-Si4nvq^JjN{1 zz)$Z!(=DH`;6<-^92koRn_XSZazRzJP2hs!0dXArbquChcGbRxeFH0%qUj4svhaI2 zIr7CBXZ|-#E?C;)nq6Y>FXa)#J9e8G6fDQ04la%QdxR#ub%e_Qa*+RoJNppuhi6me z7~EjR@m}r(R=kevoga?IO8eoLmIV18qzSKo6#w>iYAM&SVVE)f+Tw2h??A;~- zRwJ*8PIfRYsM(0w3ay-jW8rXWvowaXxs5YH!C*2#(N%daJi1*8tzmuS5nl-0X{ZBf z>l2{=>l4WoXeXt+*T4#!ax|ZnhgY4)h{NDn__Fs7xumt5=v`k8YibXZR5ri*E1{VA zo%)xVI+_8Wh8IDh@GLUic?Jt!`r!o^E4u%{VqCYh5>A_Kz{i&2u+YRGeGmO48j5;2 zGr1Lh@s*%m#awXB+l-DKVele#A9O_?!@(L~oc?D!Udia=uCq7^^4(!LFLMQo2WWxa zq5W`e-a=Ft6~&T@X7Cdfq61CUSg87e+PZXM^6@NEJ*kfU`?#2BJ4Ww5^&|A-DwyV3 z23m#9q~^dZn5_9o!(GP7-=RuqYH`3E>mo+sUL(E@G=O(j7h&K!rJX-pG1!59D?Qr< zv;H$h;k#a7zorWZ_s%4GtXn`xB$4`9HK5lc0nCm{C+q&jqCD%gC_S%&L!a~E(?Toi zryB`Jwcc^H4RQd7weWdB2vsQP=A`c30Zdp1RIKU(%P-CJPTfpAFkcfQxN^+2Cnm7x zpA_C!J_{0mw^G69%INrb6If4NCsK1a!H>LhJZ^dh=AE^~A*VXf&y;~#N-bcrW-gw0 zufWSOy)+5@No7wIPV4kTp{Vi9ns|cMFoiJVp-1fj@Ta-0_&>s^n)!~Z;XByRg*k}8r30~ z)#nG?W%G&R=K$&;Eds-$zo_fyH8@?r9R)gt$g`q0SgO1T&5s5FzrhwzXt~97j;(9+ zIX;c$-7{#%w0OMdp06+S_y%gfRR^ui5c+aXD$5Hdq3;oMEcjVZmlVb_ALEz7>YM|l z-m?soloVjp<}k56`GM}M;KI=%Kgv~qKpIMPZNdvVU7s12XCD451G{*R3L!Q8P z>}5Ir*tFH8iJd)8O%JB8WS&udZ7!;6IKx_>7Uq8EYIL|G#Y~CUvNhi^X0PN$T9)cV z4&OGx(A|CLc7zv}E+i~x*2FqZZ0Uk&@o+D-kZLXS0uOnIe` z0fmCl^VpAMNX*4RiNlo2w=pX(2BUFyG?;(9OO~C^z}stT@awhbR4V-(tm)4JP>*SJ`41UoxLPll_FujX$>HG}P5S0hV>#-QM zVv>p&^Ej(H%Y%tmB53^8W_7G3}$H-m^`=< zck2pLozrrt_B;s&?*F2B&l=!e=N$OBRu|K67Q)=+GSE9M4ll4Xz@kTnL#?NyIo~%z{`xgyxAj1^G_Q;Tv+MeLqPz)EN zOz}@R%P{O&PrcZAR*yf+f^Lh0&tDeP6Z`@Yp=X1c;VU3$UMJ2l@4wYxQTOP{cgN4WQ#uot6-~IF1Xqr2g8h7uIAQI zA|$jHX0`37Mk~LQEuA^IX=wy>&G7@jJQsLz*%f~_)PR?97`IP_?bFO{g%hLojQh;# zU=+Orm1BIMvfNbvkqZ0P?f*db$h5=Z@hA*mu8(z{x^Q9ZCA#tPW>8S&L*WMrSi8^> zb8>%BYr#7D(l8d+7B8SCvdVBoMhf?Fv{3g9>wLLbj>*rrBH#J|xVz&s6`uczjD-rr z1p6k`9iK%Wj%btZ>8&iEBm+N}mP4RdD>#{qGCB*~;97$rbnVY!oFC>wVDnmduv!O3 ztLNjz@MSQ^GJ>q!Pz!Ok?7UdIm17=ViD%~_i_D2~7^(ToR3DpNio| z(R#cbHcmImD4@Yf6RaGcM`QGcne3NKsZgLZjcSd<+^_3FGp3cfV!DCEIa}b|?kH%` zScN9%F5!<2Ytf*;5UsLakaFE{$n(r#mQ94i{eAUx?zK9IW7!?Iu26KCrw@br)i_;& zi;tfKkSpo-sIc6IDX!aser&#Y`_XW``XLgFuLe+&GgaszUPC5R{6Nz)jfRXg(&FNI z&>W}>YYy!~8T~A#Fl8NN#Ob4 ztQU2lX(cKoGoORs4~}p;UMZqjLJ2O|#Se3xN@4L*#6z-mFfF=(m=}w4RD6DuI1?W7 zW?>%g7XLyu!mZi)RxVoazC);v6`m=Z&P3ZBpt)C7q5e+{Nbo1ZM~x10X!SGhH=k2j zDIbF`PX)p?tpG?knFFOcim#=a)7p-BjV+zi=IQ*Z9Jhlwl_1yE83q z(gNPRI`lik3oAZ$g6W&D`l|1Eu;UbBc1|dqT*5jfq-@Y`ybc8yJ);{_*qqjKew=Qm zM-=ZRP$72(NI4w@is_f|U||v@{};mOsBXvg<>gRYAOqS#m!Qh90(T7dkU(`s9OyQo zr7xe-0QOvqop8W2Z;OeTx*MiUyx=VHkU_sombk3R4@=}Wpn``3MyjrW)punmzeqk@ z*cXlw0T#Hj|1~*exsTi*S%C5a8}ZMTT9W0KPA(_*fV@C8c~rg>HALF6dh#7DDJevq zD-CG7FB5HK8zAb-7pnbE9shVJVE4gt{Ba`|!W)OEpvWaojwu%$!b4HF@G@B{kPM&M z{6fU9U?Sf#8^;q`anFW5@F!v+dWp@){iY{SPu&HIsz1=qQ|YMEwTB*=r;3jTE}-74 z0M>E08bZ^j^`2?yUrnI>^r~D7;SjeS1jc%oglEz~w|eDZ=}Dxlox= z0S5b8q5Hlp9I|o8`Fi$r($q}$MnGu+tPlwCiaI7tOVdLdSoV6j5 zd)g~-==@r6dUhugBLf&V7Kff^Cr_9 zHFez3BQuMrm>$52`#I3Ev)ByWP&IjtDCIs^_)zlcfe z*vzH1DQ;R;j>TIYaMbGv+&2@$lG0#oW6!|O|EeL$)Rrdr#Dc(U28#X$feV|B`c@Ii z`ohkm(q37dwz&+Yf7if$t2(ZEeKY;+Sp-gpYH)Px8cvLLCP&4_5&2CR;C}5VQ8szx z(ZVQL{I>%3FAAZ}32~q%a2|qKPsH_Nb>iE&9@V0{V4!_A=0=oZ%!gK-Kl>8uN-A@@ z$t$vX&m+1{;sqy6eFpgch{mkeSpAbblgL4r1eA46gRG(;9NLozXH{)+$D<^CdYnV% zj3kgkznd(35`*R^YJr~H1)Ii(^lwdb#)B3-XqzDm+TVm=q4%)DbOT`Y*^t-@A~HFQ3kwbx+(hgY=*LU&3&PFkJ^;Q*&>qtmJP9oAzpZU=qeb1>IC8wLjB zQRu%kkTDG=oA$0IdS2!j@4-W!_@%+>-G$g98j32KMX+&aKUw>-hMs7#!UO%m+!(iF zI1|-Fq}vK%vHVLi&vzjnJXnddMY`d@@+KIysK);qYLS<3HvSehfG^E)`19Fee7}4K zt^V!&3HQz!Ee}*^T}GMR?L7C54RBQzY#dde;W-s6#xA3!?(3-;j64Z z;U2Gm4}NUTztM`A8r9OAQBAm}Y)5yT?Wd))t#IQ!2`F4^iQl#pT=CNkCzVcN`1}i~ z9l+qU1&3hQhpXuNwH<>}g3$0rCyB+){U#0l%JRs^ z=fIMK#-KaEgU)Z~;(XREk`=ZZdRGPEI@^BoYT_b@adXJ@dHy)wl7=7J+c0Hs4rVfG zXcSyV?#@~O|NV;v@%yeE#_I+Kne3zA(z!4_rI>yGlFu}G{#TV65LoTxyjO^3-ZD_NZXIu3TdDS#I(nJj~8h<2-4hTz6U z_@I!DUB}aKWc)gbVKY?IKF$L9|16*@!JfYtqgJEWBkPG z(Ac~RbR{L|BGX3nd=v$`;(wUmJC#7gvIi3ecc70>6drwjm3~Zc*rUh-N%Zwmf?X^-(le@!$$!kC^Hl`C7rIRp#GC1pMHaAM>o)lv zZU74Gz5F^g5@xftuDO&8n*-ru^(IKUDSp; z+hgJAU@NhooKJJ9I6Pxnx(t0YCPdx|U0z*+jGh*KrNAQO;B{ZYV0 zWz%6U%Y-Y*Re`+UVfdV0jW3JUQBCSRoe-IzIUBXfTB%u>KcEL+JWkT26JfZauoV@o zoAB_vXsp%~#-YwKo`Xf5Qp*$qO#$!%d&Zj2M9H>Xi+l>p+tl@QX)0yCZpU}{{6 z!G-N`?7=Er9DJ5D!M;zv=ieZb3wdzGN>%9dQOC_J=iQWR4HuPlpm$6Kzh5n79=6S; z8%o#VF#`pNJ=_T6DoDg_*MX8uJPl9fU=C+LF6^(us+cjlZKfyq6{MiJo-qc>)Z&-F z*>Lht3ktUSz?qqDursk5<~K*d+1@B(p3RU4e#Y=8<0W@-STmb@cOVB0II!~{L%%3{ z;^_S`V*B9~=od10NR10~r^V9??Q!Vp8%v5`v|)l&Cr(A`!p7thyfIS<=f3kK`;RQc z6}wAe*dhvSMU-J%eK#n|s?i7MZ>CpUk1xsKyL&b)fjZpuEfYX64rIqJqVy|u;69e8QomZ!`1@PJy=V`=N^8)jtOO-q z8`D_tE3~hyl|FY3WowvR=vkDG&nwQNpMMZk&J0K8no8<3D-(Y9Hqe<{;z43=HRgZu z#7hUo!MkiOupbGihyLa)=nlcst#dgMKcA6d_PzdR{u?Tq{fzXrWkW;$Co1-GoU^-N z9ntyVN3^rju_U~Ono8AkeddONYAk^W-vrR_358EDl<2xs?Rczbn6A#Y0ki9_a3e+r zs_qkb6GZb=*Wk0v3a0O&#<0 zZ7?oQT?0SG6!8A+HdwOazMfo7J&yLNgXPUX^!+gtFbKK|Zw}8z1YWQ!FH{`bj$TZMl<0sms|9)RXYxLI_U|CN<+Wg{C+j!vDu4sB)hw@b6p92_;<`Qs>fw+?7FN7s zn#Je9*(=S^wAl;Jj!1y#+O@FkQ8Au!j)3wmU#vA6rJvkeFuN`eJ}IsSb5DQVA}$7d z$65A9bESg^&+3Q8OtHG#VsO(mN3TT;2ye7yIKWjuSPRSOKyMK}6A! zJ%9J!kYjE^FpCq0u`;U|vZILX>zYMAv-i55`UMpmZhb$AV`I)J?x2rH z+;`!@Mtc%^qlS_3Mp$xqG3tN(Od{GZLkgFJPAu=p%KaCpQFj=I75jip#rQ~`PLE6Eox1>L#@c+$%r%iYT85~We9cE}C_&hg_Z zlMs4cKoL$lxZzWy8dTerj+QwW;d+}MJl>EDFZb>svSu5Y`-a1~#lDvaAG5~1aC=yg zT+bPe$|K)4>3~{C5FTv^g(b5%L@i02h^~1}`BcmB#C|Uv3ygqGtcNG8>-lCyj~$n7(Nxu(U$ zS453A%{_s4L*nqba3MPM7K3l;2KadY59h!3efW587dihn7_Kb+$XK08MR?Fk^JO-n zcw8LtWsAbp#3sgQY9sV`G+sp|L9f+@fa{(O0Iatu^jc=+JLgCZ_8s~I{9`;v7+-qkqQ&_;l{42Vrq-81CAh3d^Hvv9qQUw_FMVo#Px_Vxx(Ys}GRG z^G3MXG73IFn*-K!qF}?(TKrk24!L*o(8%pC`SQYuteos(zZaFEv1BJW=tk1jCq+Oj zq!g=D*)ng4?Q@(`h808X>^HGl|J_nyec6N4!6c~;@9q=D;r8>mc_0LP-0X1ZZ7deG zo+kf&jU;1V6+m%xg5I|B1MRw*5dAoW&R!^srw?4C#SKQN#xgxa-P)|DlI2+y51>8& zYnoi0jk71&d1H1yq;0x@+vk>`S!_F9n0ON>@)A+%UL<}#KSfXNDW;2V%z@f`Z*taI z9M@{u)A6@$RB6stqOns5s0^cQ-7-18U2YsV)taDnwrd*s1qEk!icorwzaD&Je%#Q(Zx2!bct`FN9kKU{bFNi%i`GD@21Xe=8CbAH|++OB2r_FWTdPhX7Z|CEBC=w*Di zISOyTh@cM+MbOF_d9cinJp(5Tag|XWavrIJnyM;UF@H1b6DUHx#SL(_d~w^?@djkB z$AdBrVVT~w__1qC8#ij4j^CMyL-|phzT{4FaSq$hwM7^-eZ}djsO7BoY#~a{wbT8E8v9p0Qa6;RN9H=3fC7%Q> zt4=Um<9w)-_g})R7D`sc0}5Z!0|R$+!lP@AI~6OrZhNHhaY-cdOIxCeZz5UxdjagV zP=S;UcI;g24N<$c8m6rgfQv`_$f5jW)Fpovc@+PSkzTfjYX(8F{H)j5YR zII(1OSugoGU<%^zk8+MIIE^*0WN_C+DVVBUq1Uda((Pjb#GMJlA!d|5(<_1doh8_> zpU5PQaPg8*0IJkT!5_AF{DcfL#* zs=S7-zkR{{M-A+E(nFyVM>y-~4mJJr$v!r#vCg%JN?I%jQE_3;)4iF9_RzZDnT$rE%aWn*uIruZi8%Ke|`64Vq=262qhEFtTupbZUo? zjt@ojkXN*|(44q5W|F>;tGG?}D!Ikho%415z{n;88d#1r^iCyy+fk1f z*%@`~j0`+b%K8abokOi(DqzzkfQH%2F_eD^TsE|W8TTXcCT9Q-@aUtNMF=cqIn_G% zOL!!qmNP8I_S^OZ!AM^{tls&Y8oDh-cfAqjuxm7)SR(_<3R|JfdBAzBdl$f#lZlU%P6V9gy)u6 z=GBak_0x&qUOg;qE5!!_acFj+oop$Jpcdm+jK8W1yzSbFI^!OwH;@U2*CtpWo*k~; z6pPEsWjd zz;0eJa31G@Xizq(GY>#=Eg2jQYv65WHL6v)f$pgQ_$#Oc4M{FIBex5Wct>Gh|8IID zTMrK{vSaJ-I(8?CD8@*M()?M?uqkRQ4)m`DErA?pnc2os32TAH6;3#OHj^|6n?Oog z8_f6+0tG^$q-{khJbs#u>8G0E__lg{cX@z`c-eqQv)d`oeNPn5w4hUsH*9|6jyC`8 zVh)Y6zASH9Vzh5N?C0gcJH7!jJSPkCVGzFcg3Rm>>! zT&Jrgav>(m7E(W2QL~%dK~#W)H7A2`a78UtIjKWl_6T*^5d!VM^hS0}K$J&LhNrV-`m-=@Jgl;KNkGATdALCsT1WXoMcBAfY$ za!;(nZ9F-6_hAnB7Q|rqxl~%Q+6@dh3Sq@q7e3t1W|&TGLC2xZThb36Wf<8O201y?kw@_$^OJQ)bhqk2c2xstMDE6%lLqkYbQ4LR!_LYLQfZ5z zE-}553-5mLL#}TqxJ};!PDWW+)4mQCi$sFAZVXmFsV8>sQXnboPA&(8f$*6|xFjn9 zoER%utnUjFg3S!C;RY(lMj8@l$H3@O_Df>cRT4HXr7sc0<~U|vYvUB=;vvCGVyPs} za(J82v1SDd4@9Dlg(Nt97bn#%%YeUE75XI`uq;>(RRqKc=~Ranp=+Gk%Mgc8cETZ^ zCJ_G8i1uvOzwT5OidL3!$;KS?T+s|mf&y`@ish;FJvhRHEKjvo0iHxO!_us6q*^!% zE(j-5={Xmn`Jpn7Y@3BUvh%S&_&X6gyagW)3*yXK`{ABTDja)Oh?^#qP$_Ug@4{#W zI#wRUUd8#W?|TL`%?+ml$r(_VwFIrZGGTD15)~a5f!}(q5ZN~iv^PAWY0rE(&#Jw_ zX<;&!b{x{bw{1JpZCh~Gi}euDWKVapdw>>HbK!3K2+?nj0h=53bRM5GG~VhXm;Z|c zZoD^fE6IjEikf6_K_1QwZHBjB>%icb72e*$)fR`vLUya9h(Ve6MXow@oEb_!e@-ihi58_oJ2RP<3 z10UBdgA*xcm_5T5p3jiNf!tV-NUK55(}z&&pE&DBU4mY-HxV0iEmSW~z@OUXD7Zuz zrv)NsOx2Sl?HuD6UpvS75qcQE6Ie$Q%@I#19-BC@t>7 z-wzIh(a>jdt}C7ziLOF7UrQJfI|=jdmOy&XA~=7jkxYN%29Imvu;kke_~d;V|GM2I z(;NA*YR_Dnp*cvm7c{`<5_?#vrB0sr4bc_c^EiI%9E^zvgTPcT@m_t9Ir6p$yA%3| zTaO=(JWeFB{{q2S3E*X!1U_Ulx+cx6xBbOUeEdQaRz}<=e};?U8ZpBs-K9AG=>RYt z`9%BTA0jy`5xl~SQ1`w)Sl|E2SuGe(#!i=_sJ{Sod`zUy$?2eNsDgp<#f-@dDOkW} zSw191LH_(K+-W3>e!E*ytRw~Vj@yEv9h;eyeo6Gtguuw|=k&_6Rj|PIBKV2%kWQ5h zv~ka2vz)xxuILM@a%z~8`;5rE-p20DtB0=jxlk3nh4lZuPA5(@q1WCdOg^_3Z%yUU z5UD^iOX(bYXP$@g_Z#uY2XT0*q>HJemGI0m7#~brLalFhFf&OEQrUibim(*?o z#Vsd{xatA};aq%W`iiV~oCa%Dm9WE8kr5xYqO+tjP%1GR+K#Wo^Ajm7bJGg=?>C*c zYJyz3+l8~$xSSJa+H`06Fu9Rtg7>>x>2`$_GW%CHZTiM~X;s#NI)5(fS?Xh&@3fP< z|GKG`VI10C4Fz@wAj$te7gP6zP*%x@FFr|<@yr}JKOv;|dOsh|b56m{Dh256UqGXd zusg4Ucf)C|i)=BvE2r0%w(^pOu?ep2Z>C;? z0%W%(h2}3oc)*$E#Nx%_N}dVZ*Neo9l1DK?jvwsV42s-KY5m0p8(`?YIJl^MV?<{? zVn|RXTv>J)TmK7zc|RM$?Y#?iZ(-=tcOkG|tO8B@Lg3w#b)0Rh_|d03f`nb!#PEDe zYvXb9(l1tWrR^-kgnSHWs*B^wN_M8|{gq@V2I8(`nrJ#(4l2)7lHQtH{Q4>cct^Hl z#lyvvjq%d^>>R;;=^g6toQ>~U-s`oX1>}rofy7ia#9!WmJ93BUNqO4TEpF?yhxbvz5e(G7V-Ubz7II@mtJ z^~E$LXBw_vXAQMRyXY11MfmDq6`i}kgmixqgz=DIvLZ7bZk*}D+b*$q!lDMn%e%?Q zwtP@<h_Rsr`UZ*TFnqvnt=wFgK*hL8#)@Yi@EkW z1Ru@HhXri?el#Wm1`4iG(>rNIS~eAyzN>}JJN=>c_6hL$Cxh8PlnU5YmXmX-j{_IE}1Cm z&7t;*&zX`r6SQ+dEciE0L!C91IM?GSY~A%sKkQl#F6I8F+$HRpEZxodIXV-19|U88 znI`PCtEM)qO6chBOJJ&B!-P%G!FLCvI5L5qD12^+N?7LMp^8R~XwCxR?;dC!eH)oS z-|2g&J~(^lCi#6}4|=DwdjtdhiH1xnlx%!Rc%!XASz>}lc$Sf_aC12IFBd|Z_mh<} zr^v9HI?UX90cX~*eU8{mc!9FJEi3i$`LSYfr%|Nh&kp!(TnSPRPZLld9X zf$H;8$UkKO)$`voAMWu(t&=w#_b7!l`Hdv%=?ik*OPttvbi${sOCbHF4vsiZ2PrXg zc>XhsgvO=NxWZE8DT%{ZU(cd`W*i7Ed`*f1PD8=oMhu>#h`-ESSQaG_H1m}3ph_Jb zKNANBLNDRj-IlOmjLp$rYk}nzcQA328|c5y!r_JY>EQYW5F&OQ-o0bFtTqW4lh>oo z0xJ4uqrPN={7n64F9UJ&kpa#r>z{;Ajdc|86@$a` z%_z{EhRG8OV4&iNcO2qyt(p(KUe`v8cGlsQtT24ZzJFxf**@|;eO$hi%epNKL1624 zD40&*V7C%n`16y*Or?SaPdl8iF274-N8mEIFGpd+g0d2&`N)Vv#h#+C9c12h{^u) zI8u}i1+0HEwLcDdc`m|*yX>6r(gsB3x5WJC8T!1a5uW`B0re}Vsi53C692>lXWf_} za+^-l+fz&N7VFw+)p$hI7x#1gk3?{j2jf6Hq7l6s*sNUtW71LX!?lVkXIek+C6>cy zNQTNaRJkEeHnW-j84DM}Y++vbcykR=eN{o&>W>D-G~n31PE0GW!^#V~IG4Ti`eZ1C zJl;!|?!8Ikg>EoSvpQ+fr#SiTwZ3>jChY5SV0Sg{z&OhU@Jm|=$>w2XuS+4qPIK1Nv})H{Yrisppb!PDP1`7G!B_sYhqq6&i%lV!)XCu=<5-d zQPZu*y-zbC$R`z=qm{!poNE#S%thx}F(H0QsCihshven0E5InM5J-na`?imN$AOLg#+$Q)XKHUW8` ztjFAjWE6-n0LDZO6Ylb3M@t9lf4u~2qq=ajofd5hsz5#oUu-+jLML9Nkj(BY^uxFF z><-g;sMdc9%q!+oEpcfwXu3vE`b83mYo~+v&SGNz>J+#b&cnyoRB1MQkJul(M>N^D zfXTNDgfrAmx2=!GXYp}RF4@A?F|3EEHV`}V6H$Y2IT(0fMdFkQ%eF+qF&jXS_2wnoaP?9ep37|G3|og%1MOVebEE*XR_3D8ul-;p&epKUZZfl{ zFND0$8yI=MIh;hH%XI5|1$x0?HY9Z(Wtr1XGNzgX69Vd>{pb!TP58j`WNF4pvWqx{j~wt&-KQE=vU0-!-I6I zaT5l;=z;|M8c02$3~%>mpi9MITOk=|N%e!2(B&Y!{8kCH$p z_7?eZwixu;_qJHhA{bAfg}Q0C=t8whW+2xTHI5&_j^J+6$OwU!IeQ*ASaU*(H(}1x z893C~z&tF?b;`gDz(D!_qG{ccye!E7RZ3;g2fmmbQJvO#6#~;7}@qQ9Ag5#F-gc?f7Ip} ztyfke-D)DBl3xuXVU_sHI*;9j&`y8r$6~co8w9Z#v#~#)$z_RAs?4&-nkUxLC7aGM zWUDAv%dN$wqdBD6Xp*cfyhX#^W$3y64pi$y1NUZl5IEZJhS|MoaF+Ks?PU9>PU^kX zIq(21xz`RIGX0E#&UvsY4g#mwjX3*fDRb*$1{#~B!Q+d;bZJ^5BYC%y(_s3Ktc(yM z$5v!;6g7D9t)LBk6&JxNp4kn1SdV_YSQhI58)5F9W1Xn)Zegm;R$}!)0S;v=f$WyA zbYpoYblC>O&ENf~>b%vlE3N$i}X!XFM~y`e>tf2ft( zG`#ju1^u@K!^zrc49#z5=Xu&R?@=;rE@tx#vl~D*kRSP2#(9Zw02*HXA4TUK*7Ns< zaY_megi1*z5~0lMeV$4pk|ZtCAVn$}MGEabB<;QTUaI$bT11kO86tbHFJ;H?{QmB` zK3&&myw7u<`@UbdAXXfZ2UpkgRBduTW4BJ>Rrq|88yrj9)ED7%u^4P~x5ue_dofPN z9_N2URPuOA9gieZzj7&Pj<`n-^cPcc{g3=ogMe0^=Xd!yU3c`)U{Ml^4W zL1mKQaH1^U(1xc65an`ak5xBehGl3)n`+B(5}nJ>iZ=V8|4PS{r=g^v5C z;<3l0+_jr3DCfY=;;=JVd2%Z`7*PsY4d3Z?S2p*Z)Ff+&D-qe0gemH&M1`G)?cP6` z4lD$JdzA700L!xtdgC31T0FekA4X>_$DH_aRR0;%?lz_%<*nFfvI86$S8CCTeHiuo z1jO39qRrm`xKp-(_)0t`+4n9JA2UWI-aiSBPb{KS6dn?1lL}P#Q^eg<&eKOAUx(3 zl@_q$IgfIT^j(du5kYjDPZLc3T1ymV@{u0&fK2`dtvVrwLwloW&Xr!SV%0DHeQzJt z6VgSS6{{Xc$KQapoO+v0}xLq#xC{V*)J z;0dZCXVC7`e%Qw7t_wr8phG;C>mRp>o>i9tjqX@dwJ-s9FgE(nB|Hi~NCwG=(;#W~ zL@uDr7WS_&#Ls2P=(5_MPn%J~FA4Vt6YW4g+_@Yx@13UVq8CZwn;Hx{Bnw8{K9PLA zD5(AKD17t&Ox2%dw~pD$GLkMk@xo9GQGfh|2=1$bS*Ju%AiE6oXPIO5l*8CD=e3r? zXdvz?42I9f2u-IRQn|C<;H&HpPajKi+7rG|vza`7yhk6r{-xo)^B?KNqWe|sf|Rny{30+rc#-S8GP#~ zj~ymPa3hQPTC)3z)b?~N&CkVe^PS24bIE8LOyH11CS(*E!Kv77OlJ(@?!2^z!@{h8 zB&du^j9q|*%hKs|Frcme%xB#y%Llte!Ni5xWO=Cvb!E)cdna>2eG{Q0rHFCNpI3Zk zfR5gtf=_Msv@VeOM%KLd$G-8!_(!%LKE7eQ`Jd0p(7IAgTBL=JEj;~CC5DXJj=_@e z@o+Jq10~K6lTR1kk;w9JKCC>6mtI>*cDbLXZev4Z7dcS81 zj`xzl?c?LXLe~cKY6kdstrzL^41t!sJpiMg8)0BaD0Ib%z}z+A*r~OFzq{QFcUcH) z7o1EadWSv0y=MigB{zYh`x$WXlH|wgYNGM7GJcP$JZ9vwJ5l0E7`$qUPn(-y>%wDD zGiN`sRXzo3w~AQ*ZW6k!xW?03H`KT)k9j&(I94nZ=l|0s+j50aAaWJhikRY#snK|6 zhbz8{S3vbGJ0Uf42JZWD5Ek6nOa$5uV9xkl6hGt#V_c`>j7`spT1W(uaC%I4tNozg zDz;(w2QNr^*o->Kb?}AC!S*Na#H+0XMibWK?7wGFJ~|W(ZGAvnuK@cWY$r#aou?1~ zY=WI;r?6{NHE!Qpj|poAc^~?eW+$9MK2#5P&u^slZF`~e1JmE$q@cImCpwbDp+T}g z%315M%!UOqI(U|^&}_gjzDH@62lM{)exuWz>*2tHV6Z=(1^@J`(B6G6>#|6qCL(vK zSLqD+pfnD*=!&5Jdd6J!X~nW3X-+$=f|jetKxalGs7x*g>9MWg1459oz7B&QFuicO z2m}r1!`0j%eCZHMrw;1jr4yc{;#4L5Y1RoM-=slGFB;bSsNoFzT3D$SK`*c@(RG&L znK{(}^&6tWFz^XAc~lN6ku7+{u!uD1sFR-wcWLgdgSdKQH@04gWz3G#%zG7$C&k_I zWyyYWWyU(3vDXU<)7{}xV>x`+ibG3BFa9ITx-Yq#j1pEsSOco`g|QjQ7>XhfyPa|V zKrue~QrB8}tCnVNt3bY33+%L|@ale^810%wCaFo_CjlQ~^dcCq)^}rfs3|&&SJ66o ze;o5LwCPaxQ|^Le9y*%5qpOGS;mYG|22RL_9e#^jt;&P&=9)9O+`fmK=)%s9!yM|c z%)!w7o#gXG9WW|*LA1aA;sc9D>Etv+ymxyUY0PzllSk%(NYDy=+&B%@MD4d^;M%dHfXx{=8SsyD|FWTulNI$Y%kkzU%x@V>zeRKXiNGzx%)8A#&^_eqC zo3bZKctpAO)L=MdGYKC3-oYP?@rG|-K2x7JY4|-#95-@rNU?t!ZzdHCdA$|j$2>!q zN*3bn@kMC+S_O6}G?F&)sSxtDoxXg^7;lT+X@Fle^ZE&bj}qfLT((8G#Stj}Jp*q| zJ%&*Q(L``=8so5DB@d3Cr~YMWu;9-&`Z`Vw;vVO4OWjy5{k|E@a44V`r@rJO+Pc8! z#y2`2Q}MiE9`2QvfY>KG)Gv%NMpkSFf&Jppot^?+hssb>ECl4Q>*E#mbLb`6%Fb40 zh%3mTzG^9Gw#y&)=QJ?wG6NmgrK8@9acF4`@ZSU>Jp5e^y%rp#XC^PEUcL3u-ZU2j zh7|C{mKer@s^_l7%Yw?m1WXVL#M)_=aNnRBH>SqIiOpkLT_1m-xk2Sr$F@*A1Dr|E z>uR|5Mh8kG^ziam#v({Hgrnc1uySHOR1M$KwiRNT+O*}6^7H})n?sl&u@Yky&cMwr zb3l8h3V)^L5p8|N*tdl<$lC)+^!#meGDG?d|Mlq(P-eTSZ@0E%fFlnYUninm?F&|H`P>3ArW^jDjYqvpCVLbM>Wn=c!1`uce&+IzeEnW|! zziytQ;osU&`vvQ_@%M&z%J!so!zmoju^=fi()eWyo6GYZu+wS`-i&XfQ^il>+gqpj z$j&|R_%YKts){(1S!pPgHwM&e*_|=Y5ZpfGqkfn#=w&P*9bu=SZL0uoRLcj0d^dyc;0HXpQuXO9-bv4?pW-MNU1TQLUu`fWJh zWy{d>5%Y$GA48s7gZ0DR{PDZTVbQ84l$hHJa;I63cF`Yt%`pe0owOj&w;6*xnsDL$ zoyd!)fn`Yv{BEm+;oe-(4UQ#~cfX>a#zvB5@4~U$p$%57Y`|N06G_Nh)>pjr3Nj}s z#+}~UN+rc0x9=ml?p}iqW6shzqdTN$&L-F+c$NCSX$Q?`pQw1iMqD)e9qDHK(Iz2~C*oQcd!mI;|x7t@1YAzaNW#%aA80_NVa7$3zlv==jQp>QC) zd$ksKtTbnw)&cT>?J&Zp3en2lcBmq<3g4%iV?tpe&We>lr_D)p{v?0$UywF`F(n*V zD5R3*5)_hG&qx1=AneT_4`ZiC;gGK;#?YnsFl-(^zPXjFi9bo+O;N)FwO~kIql}By zT*z|O$7F$YI^DZr9lL<~l6R55q%rdV$aR%)9Zj4q0YTQVKojwof0d+kYu2OVLSpEXa%o*-*C zGN$%~1lCvHj%%w8;GtGJd|CQ~`g~J{^_5KP{@a1`?si~c;32TJPDjZ*f{ed2i;f$J zw-lcCiNM~UZQy894tdYpP-d$kBz=m-oE!USG}|9* z@vd}3MI;8Z8Qa(cv1!B!r3WY)&7BN=2O5E}Or;CU1_cEd;9b{!(D7;^C!JBt z|1A)N*SE{KPeqkr)p-h%CS{TSmtV;mHf!wgX8h9SIdEdH7#^N^3>9BUp@rkK)-gF% zt0ud|L*UUiE<$1{cw!OyL~7EeX%J4F~+hdmiSjG7u&Afu~cG9@f z(iDdBq{#VQ4Rp;$V|Z6*0Dk8R(C^I-?6~`+_4=N3u*W(TzBU$+n>YXR67T+_av{ZB z)?5V;X8ipl%Rcc27YNvF-ik}Kg2AOqm)vod1B0!(eB6=<6!IUUvt=vs;E;*7K}|lrzG(vFOtWa+Rev3PoO!S) z&A@I$LHJQ!LH06E+#5q1Jh!Ke_)KW#tN*fW(8dy|T)K|jPLd}IkHX+Xzb2?oodi!@ z%PRQPnkbcbg=|? z*+?4$R>dO!&L0I0E%4SwT~vKy0O6+B=#KDj#QApuOg~T$(qfzF#3`=OwKNv&jc;(4 zw|Yq?<1#l~wP4-KtoL4=?I)8J;e5d?gkv_?(cjNieThc9_v=9H>OI`br^95EYPx3b zJ2LrnBlEit(TBbHVA)fS1rx7u3QrhA>v$8Kf4UpTi*AQc&h?YVp*y@9ng_pP2Z#~Aiui*QI`qKPqNDyw(ao8NALb}m25vD zUnh^%wPMT{#5!3GG|Bo$*J*R@Z+a?i0}B6sK(+QpkS~S>khUQjF5a3;=gF+1>z0J0 zo^*+}(P=fDB|8Q}v%}y=Z!$kPAq#ri2dEUwJ)WN6NHjK0#OS+ybV#WKveN|M>gCfY zHINQ5BU$($cMhtSMZjp9Bizk0f!2Gz`~v<6K7KbqPT#)GQF~vwGYYlzfMl|k(k&NO#zBuwTeNwUvRCG$= zTU?)2poIkR^t_?=fsD*FC}njO*i$tl8@te$ic4hY4FFM zan7z);b3zQe?K*ik8j(Fc^-z4SRbHW^SKxghS=iI&S}tN6;9GKWT1cCI9l#Va6{x5 zYN@gUK98Ph)p$^i{F!pFS|1F5CNyH8{9#&M+J`f{Rk8O#2DZL9LpOg`h1o8#xRl*X zKdhiH4ydO8??nFMP6B1TfoA9BwV z!%}j%t&9=8^?4G@G5647U1!DwenXCbiXuyGFW~sJJ{0lxg3H>8sB!-h|3SnXy#$i! zx%eNXNL`h_W}e(Vn|Cq4f*h1@pm>FK9-Df^!0k8cRQrQ2)Jl}%o=7dcAQA?9brCl% z>LA`Tc9N%hceS%+>spr@XJA3;2F6a4rzTDpxm1a}bmPe~vevqpWnlJ`z#|iJ@y`fq zbwLtQ9P=nSTOo!jY*0`y1D>-&Bl^hgj%mnFhk{AAlh`PkVk*d|$adi`~ z6{AMwG<;xi*%@-Wvjw>I{?zGOEE@l}nT|acLdLtE#~ZA#uGX&%_SY1G$I91y!y3lY zT;hVq{NurOraFGU25_D6II?XuoNuyZzGWUSpUnolUVkjIVf+Pq z1A4fw=EatHmAcy#Q;dQH^5B}W8qO}3C??x23h7jmQQf!?|v`EtY>EMK=dq3kz@H5 z5os=U0W0*`%AXbbbZJCzcvgDqru(ph4@QVWfaSwVwW z3S(Q=!&R?3c%~DE?ib1!`!@z}2b81aiwVSLxeI!JoPmi`w}I?$HN5xuAGs&^lkYaI zgP*S|Nf*;pEIV%VZQJ)UzugPg`JoInqn&?y`v~+rW;*no0~o}Zmb2gF!}%-Ppj~qY z4&7_wiuhBYDzysi=N|$+ulLk*U=CfjvkQcbqjCSO3fzC@8_^J-h`^Y7GBf7F!_8+= zV)qq1(oR5KUlxR~SFqpnY5v5^Jfa`>o%9bF!jXrm81!=&QTEcq=N}QjwYfmY&K^#2 z<#^~Ws-*i@q(Jhq`LJZW03KVBg$W&%_+VI$9L%iYY#VdIr6`F$UN;97sVNrjKLd?x ze8A;(1@v4^)V45N0qbf#@J2u-^J?ycyK|ahki|@ojrfu1Ziq*ib38_ndqlG5&x7F++DUE zbNZrjQg=H(QDquYbRs^GxkyBpBYoeQkDb-qAdfrGi#jObI{i)jcj;0nxY19XrJoXy zL&o4I9FECz-O#lp4?f2(K~0BF!qXD8^PR!pV0*wv@nGas0-N*G z;Z@m1PVBA@hP4>MuQ@{aWw#4n+~$byL!9__!3Y$v@u8(h<5(SRES7m(%{DGF0##B_8aq6|=|y zV>frg&8S@bmBl(brj^kt%2BM}SBWx_l8T{(^B&+mewH&Mh- za+Fr*&BJjYJzH1WW@<0CYQQi)5M63d;n9_BC(!weKANx)r}`bk?96{;meVj%xExD1 z{O1U~UKv?%=ri#Z`$9X4yI{3N7#}um7A68}?~`l6$IUrpSU8Ma+}DiWJ7bAjaTOKr zt)?Qm?93k%f?g|+qHsGx1!KZkmw2)+jZ_Snq=jG0ilINv3rx*sr-zbn)s z;L}vJi%7!EcXe$3RKmsfRoMGTg0q>GfxgF+Sm!a%-yZBo(TV$E_3v=>i;u&+<(ss% zCYFKo#%NrjHb7=3mcx(&TGzRrj~cLO@daA? zGyxJGXArwc6{vZ^IPJ>1Xs@9J*4b%j?Vkk48+yTea68Pcct}fipU`_B>!30?48I6ICQKN#Xq#6vuX;7+k70;*<5<^Uly)aEk?UgIdp5P#J)xIST2R-YUL&2gli5c zDQ-o#-2id=|EOH`1)Pv;PZN)*!X^VjvimLL|7Y~zX3;7JE=kQVt7`) z6++JDp;ALJc4l?skD+3m^0|_POs~e5?UPw&%@w+&Y6A-9MS#7!3rsN?L!#EVv$>-Q zSH#W1m3HpzcftA}?6*?O?R~J=V=nsoB+(w>NGuwaBzBJR_;!K@|4XzOi*(C~rr91C zj46bD4Kv}WRxqu&8w?7jdH8DbS@;~KjPYAnp?Sv<5ZKC->#32L=%+?h(j-y1sS(>{ ze$bCw)Nf zocub^Q1uO`@XC}NQ2X+etJO@TT`@V>uDu)=Jl~E-uQx!}%O&v4IRv&Ht;dz|E3q%m z6JifmqF+H9-WmN(3z>f@dS(cwW!l5q_r3uixX#(N!pXzp9n zS`!n8^G_I}@!}YARP-gSom2&KT4~@Ed=et_-;;*Z*XRJ3$G`1v1eI&cL2g+&T;LO6 zoth~WsT-mHt!Z4m?NjpAa5KIfVt$S%Bm7REQt+8lMHRlO^R+c>x^nwSZkwG(+lQVY zd{7N6^?T4@I1`V|4Zt0z+tIY|CP}w=Ltl(2(WzW8mUVA|{n9}=AtVoa>`JMmlpJYp z$;XOIv!MLYcdBRifN%Vnf>Ng#({*$%ao+cw@3k`q{egnkIX0EJs;M4UTwDuMyGF@F z@{j00eZ~vTs>g2$0q|G1hmNh!V0UCqFno}OoeC$h?@}SydT!w2Of8_VFAWAKS!3G5 zb=a3&014|DM{98f>DjgxlKm&}DrX4X@h+og+86l+TV&vV=M1>={x_XJI}go#8li4+ zI?kW9nfqE0kELvfGHFR3ZBjXhyR*-bo%&fgeW((x@*WYPWD_vIJ{@*b#(0}qLB7@H zV^&WUj1#khbg3MAaPw(cEqDsD9QTsaC&k2UXdlLGP2hi9wbH46Y5a+EH+iMQOW0ZiIU$GEuD090Qi* zVbkO}@LMe!j+S1=AT@pZILi?}h1NpwFLO{^6AC{(N^oC+AZgE$0f&xaxB)G2sCPe3 z@5sYiH(T)BH4E-;Nk;cK2XQ6an@_l10I8A&SRuq?ZbK4z`RD<0xkm9`d@FtQ?>Mo2 zHbVAa$%e_kU#NogSYrJq5Vkpq!Vk9?UMj;1G>Y8lc>j2uGe3jnx02w*YQ|k%f;fXqj)2ouP_JjoVb}O+C*D!o0S4%!F-iH4o z=iwMN6|&N}9DkVW!THs7AZn5ct5T0rbKhqq{c#FJYL?=gEMvG;t_}WcD&be8G1n%` z{C^)@@kpf&bsv|>@9JUwqFdAH{2a#Su`~d!f@~bw#X8$mXJBJP3%dK|qEfjeD%UGg zewIA+ZYmC?pdsiv6v z$AIj9;=p1XLk)`$|SLUxEjbfl*0k10{BB_(vWd% zR!~z$+58N8@|6ogyKFG`KZax0%i(ZH9JH-zCUNtb@;S(|j+ubHzE|k7;LU8WVvPoc zi5Q+0NW;p_=(cMrD0@mAzs4$(#&b#VVe&~FRFB4`FZZC1Tp-pM7NeYaB*tIwfR?KN zsK6v~EYj&g|3|Fn(`zCom`39o%U$?UAPTmaxx;MBW{k?nhTWDSDNK(6VTChIA3rD6HqN(+7UT?~Fd~In4Plw~-KbVd~ zqV-&~^d0h6;4lrEIT@BNET;#)XHlV^t7OW$IZ)o|4NoSI#b;Mdaj!%g$O;z2@?6FP zs`*6{B5T0nb_f)*$jJw#9U#_mp9sxeim${rqLO16gC zY{bzaEs$Vdmz(M1anqrAlyr?nKa~q;S+N(s@VPMjJP&^7q(RjuVH|mU1m@mbfL@vx z$-9^s44k3}>-HTdyB1!?b*^)8wSgK=vri&Hu7V(t6ak;|S3~aCEYJ`U2eH5j*r3*c zzS^4j@NPJ+lgGJMcuP2f7L2jS>GEC}sW=sHKUjlT z%BI7gz$jEU4nY0ct(2^k#zW6OaIw?lTI~}3!7*$eQCYStbE+DlMNit$VO$YRQSXo+mt(!okrT<5= zQA!ug&W^!{%1Q9#dn^`3YJ!Y@0lw5Y4m<9!b8QQdvEu#^0jp52TnJW=>x0ANneQ_7 z95*9R4vv1ch0NLjZp#`qqBbA_0UD{;S2RF{HN#<`t%3F`9Vf2e&fv5aEdT$5^?NuP9(cHdwDe6L-O?gH5; z5n4!RY}6;Sj|ziSMLB#~pbZi`Loqy37EXP)Mk^a7nCDVPV;>}d`_Ovq@mo#&Z(Jq= zL7^Dya|5jnsV)PUX!=~I#KLG3M$TR!HFMZQLyPg z$?_cwvr^-spfw#wD$~IthjCo*Y13AZHZG!jaPi$}JFL(mvacwo&s%55EBmrO6- zk}buCeZtU}6AK@#!jSV_h-qGlYVklb5%GLr@GR`1-=i+tct9w&6+B7GlvD z4laz9>nq-Z)y2Nx_u@9)#yA}vKN3-D%LQ7WGz~r|DB!*;dBpQxEXed~qRlzh_b_uQ z>`_>O)e+X9A7zDCMb|)8*#SDBm`8f!8oAbptE7P4(e`O2LEjEdys0Y&^PY|)c7}~a zVzE7Z9ixX*egQC&br#;$#9@~^d(JFd3sFC|V7}TJ_`RhZK3}jPB}>Zi{xE`IYy^#p zOD4{W;qZq$#~Vwl!Wq^@VLY{*2DNmcXl^?EQ$TvMKIhI4E#Dh^n9iZHLAD9Go;Vf@&EGv)48?3+a#*OXJ+R+IU zZl*$$$z&??m31JQ<=`hlRdBE`#Fl3@tj|ypmgaZiyUR7?=D;BBda#E^7|o{oLhSv^ zIF7zYDlsgFdABR-KDWqzs2)&5RZi$Qp|;UeCEgZnvy*`PosrRB%OK`&@oE@)YZI6;B#-> zdtx^1pSlFyI5m{k{YzIWo}(K_Qs9jP8q}k2UZ&Js8HZ zonWJ`0M)rP24m-*z_5P_u#DH{?SdL$@ zX6m#^3_QYW5I5W5*0&?{$({Pva<(_zt1E|=Q7kLkXEn);~gK?w_HJ4HM{swaqN6c@*!i%EyfhKJkKI zO>w8oX56xN0)&Vi!}l*1f|as5Mr|BReSQw}>*oQHjyEUchgXno)=Mx?@d9e_QFI#P z#{U>ajIo$NQZ&BsE=QB`lHEuC>5@tiS?C4}rlrERFb%j+z7-EDoWn1pVT>Ua4U(ss zwxM(bOKqj#n-42gPZA z$hTMEmf@>p)Pm`Ps}qSrpe|kXAseb^3DTuE9H3vK38vSS(cE2~;Op{-P8Jk~|5BMo zcq#)EjM}L?Da0o0pX8@qA^sSo@Sv+p72*dy zSqz+;+Zq;n5&Lx0ac~vOhzc|^jd=r{P~Q!Ab?TTuEgvsc-=G)78u3!M0$e+=2M+Zi zTF#5Wp+DLrWz;(vTlzSS3I|CZQUjG%p z_*6PP8uNl^9B*g+4a-0zUx`$|+z(nij^I@jDLi<{6K3QYk)Lvcv`;6E+p%LI+<9@B z)|%WV3#Y#&E~b|Joi#1kb^Q$gWoi=LxV!=L1R~MN`79l1_JXL(oAF6l7cHG*4sYKG zf!vCII!`A98{TV>t&-ZPp_~uV0~b-YF9JKHbHIDbHtLW&m)sAda6h-0`AvGXrAxx- zm_-$+XQ+l7%`(yQp*@&33gHRcS_nLUi#8RT;&Aa)?N^85AjY=|`xr++!Qu!i2d=|^ zBNhDB<5j4!Sr=s)Tj0Z(iDYibVtk$249gz|E7t|u)U4qcW+k=Yh-^UrrG zswdI9=+u7tPQM-ZrrV&HZ4jL&5sivBl3{Q5Bdy%gg71j2tUQo8c9h>Czd}mS)NB0woh$^ zJGITw@--aY_THd{ohF!2yp5dM5decG&pGo4&d^U1$(0so@LUlMp{{lK?q@ZA?*2>9VYy#t!_j^We2h0G7S9?iY7V7;LWv=_FJx^)W~Pf(v*{`?iSZ#WCb zzpnxJM=fA~c^5pH`JQ}t|4CMO^in=)Arwq0Wsr>r)F?#|9gdmO8}tti{mAaZqj9KO zZwIwnig0VU8m6f1BdOLeNX?Q^8aUe&-+a^qxl^?mc=j{xZ3}kmZv*BZg9uWagtbi?>T)5;iz)tEZjVBhgi&Mgbv+OI(zGF@{M&2^g0&e&e55e z?64oB8J|~Sx(K~~tByaXWQW|YP+Y+Ix9;^XhPW6Td@Yy^pRYzhq5LlB+jWKj&0z0^bGI*sw|{2f3~B%y(Y zJ9zGGqGmrfv+lZjyni?d+Rrgw^8u#6S#PG}o))0Zh$5!kPlCdiHn@4R03Nwq_NH);!PB$WaIEi3HY9kg@;Y2@Z~pM)ca41+$8Lqx5Wfj&kbXl$`CYQ zOcUWZwV)YLhIKxxA>(x!w<1-M<-k0Uvu=ZWu8@9H7bPO?E@*kU3YR|^Athnc;p%VJ zz0>K;d7HKJd&fQ`c`~Y;<-=OI(%gZ61T%=ZnlotFcENYG0bcy|6LyX%gLGjVplATCSV12 z=cZvEv*o;%(n5uu^U%B}4EkhV@kUSgVe1Dm>EvjZ=-*7nljHbZ3Pl;&z;uBpi?TG2I zskk^?m$fp=@faI%{Y`2; zbac901jD7qAQQpzdCZu!rJ@`qSpUuSj!o_y{t2M8Ggv!hBo7^@!ng4-)F& z!k1(4qe}(t??z$OgD!f;GMmuXp>T*@GFHu>K=1s1OmV9q1ab)wJ97ihU$7ICjPy~@ zKpRE{D7B=WO_9Ce=(BglIWTV5N6Y-q1hkPCRNS=?? zg*P)<7nD$(cE_rfq~Pxm!L|+@G>gV9{>SOiD=oUVOAth#W`M~`T?}OY#@sdiAQIwF z-)jD&$;P*dQb7`2QrH6_LW|(;tU+4#o6Wd;cEjqAS*Y(|2&IkYBy@cl`O&G0KW-H8 zts_zx`S&`1|DhK81TJMf6JHG1eM5v7FQd~}z9;}x1i-c9v3USLKLtM9u%}oBnxb2TR3jNW7h^!`D=DUV0E!73XdQCLyzfVS( z?`WCUQL1~dik~Vk#pyTi1@jnZTDhNfw6il_dI!r^uRDjb5fLzM^-`RzH=c+;--?s> zR-oLFG2W|mBEvI7X3#yqbu|Zg|484SE>*suk9=+}1P02i(gDb?`si z438O;yu|1)O}jD;J4E;LdD~<_`lCLWA4-LiiVBn#W7$V_74mEoW1lL@z?RhtJ@j8^j!gz{&>vhPT-U1JcUJwtbOw95O#yFf^p-Gd~m7U2Mc!pCgIBU+S;dob{YsUa=T!RW>re^9+39&_mztIf_f^IWnl1!QX&M;8%PCu1nq|EywpjMT0JG zdiaVsx$Oa;J0Upv@Co>xG7hq*T%;Ovc9SHjBFtu)3a>9b?6wMpc?JjZI2od?1qm>8 zMVa*Z11dtI>Qz`dV}@3N7lkWAxEtHJ{fIqv91iSB{)C470z%U>6G`G{P78sVDU0T zaydE>o~xY)m8-0mr0Xs@d?gf)iESiuZGB+ieF}t|nrPLE$$Zh?HejF=jOYAt=Yscq zwfiLcdUHM>Z(E87)-!gDOz&-&zB<-kGXnAT!lTZovsA3mFFfx>-TG<@=bJ2{kq-l>wrY1vkM z|2&$kSA0ok7-quN>&>WA!qIuo^WeBl7uFe`#iVuxt`QPpOHDhzP-p_j45s^e7UPNS z`gE;h6MURoh=K3CLE3l?nQ^MfB+l!yQ7wbf?l@Ty?;PFEk2-=mo60A?p@d*qP6Mk8W`JXEk`bM>D=n0TwzP z0Lc|G&?9sn%waFu#5U1SpR(ZR&j|kh>jWs%Vg>Q+eOWRt3ALBR!`4aG)V4VrTobNi zLyQFK99lsqX_nzuQjEJrf>2nz4@!Htz_ed!cwv=c>ss*=uF$OvrYv*AL7!tV?xGx? zSuDa2ZO2FEIR)ixcR z^TI*9muaidJJ9?35qfVDW8=TdW{Lb7aG&Zy9-fUNT1y=PvN>$&C@tJu2f_apkqKd!_z}S~*wC8-yFBcO&%=2nk3CDKn670y!7fy+ zS4BagQ=oDDJbwOH4Y{maYW06vBqL3g%*|tY>*!8;;LsTU^OZ*2{YwO*92U~Qr`Mya zcr~8%c|`qX{rRR01=d+5_qJ949S53Jdo4^yxHp}7S|Kvt>V~`&EPCv8pewj9m%QnZul$ggTD? z%mY)`#MaTeJ=_^n#uZIE$@)89)6lLJAXFlN51%Mw$Rz=II$l5j{Y4A_fflskWqc7%aqxBF)vk)b?*71mzjpm?ncP1UY8%~Rqr$g${QOwem zL5Ex?)<4%qs~1+m+KvL?p3Q^GhvHb<=mPt7(!eD2J_-CHMiF>R!d;Ym?5g(G?tqbbB)Mu$sloyJ+W6KiZPs7H%^y7 z-t6%J^LQ<8Uf@#5v3x)}CZ6QSGzhm&f4CM5`owAO%VhMA*-5W8sA0CTEZP$dI52)P zObryl<$Kq|RJmX{mz)LtHawVJ&*qe3uG8IVCh#AvgW4AvDDPth!c|r1IjJ1{#$2Y8 zQ%;j+rkl&ysE{|^y6|(h0^G8HPK})l!APu~SFB~7;&yDlTYC=qsCqi(;9Rm-crkXr zF2@Bv9k8=ohY*>+)Z1YOuG$d_598Q=C_P!5tUW`O6hgJjG+H_5S8Q+kIUmN~1F72B5+G*)7{pCl)&7SLvXlu)Lbw&SF2IXLfKEzD1?hRkOPBseAvXSZLZYttGq zwr(A|5yXlzZ}ir$Aqk-q$n+#ju=JgW%~Lnw%9*mHM@I-615V;Aws+355<}+~{rsdT z#yCZ$<9B62c)@WzyL2iD3=2{a{!Gk1IHAh-Ca|gSr+*GoEz#UroR0TJ9`r{rErtSKE;j7lKV47|Uy0YwK>>+z9W}%B4gK|*me;l1< zSd~rJhA9O^P*D&S6;KQ;NF)0ClJ3~EXhcyF?CuUic?_&? z-tVtJJPzRA`<_|ry3SM60){1<8O*5+^tOK{LuSReeqITryY_H+8<%0==SZS`V;zP} zVeHV88u;JPelAZ=A+eo$7+s%ueXPmm z=NKBX{W06mdu$8jnj0{0<|se4ELJDG-#q5NE6;?o5j8CM-pv@F0dO0QF>KCOI%4ew zhpiY7t+kc@d89#`<@HE}0Ast~)FPRO%dnN@wmq3Y;6aTaj9dwV$ydhMsKI&<&V>N& z2dPA?JvOW9X=ckRL4jT~q}-UNDd4alo=hwt^S0dQR`cwE6H6v&6JHi4^H$TOef${s zsRgTNbbw;#dbCdD$B`Me&=TznOJ&UQWY;R}zOot;^fU->qYnu;EMp#`4X`>j0M>42 z&#hTHt(^>_;zwhtpxQR(BMC=EuU}-MyqCQGu@J|)j#KXoD!B29FFmPx10M*MfuP0* zZgHj*ywnNDqs7bM3$VPXs1C<}vJy6)-o)81b%vVARRIlZ#5skRh|HsQawB948I217 z=gf4l?=pe(_$zHW%PUd5uO3gmM(*LO$3X2)A-QtImA?3Q4vyc8fre~DBk5gThP!8!X2@U6mqVw@om1V5%dWj?dgHmD> zyc*1#@6gc?dqKauhz8u>56esg@e`X;$azqd-Q@w|FL>~@WeAF`ZpHKMfy_gk$Qd%I zhJ9l?p#Lrit>hLXPvJ?(IBY?DP0Vn-=NH|P!`SpSarou26ioCq!PiG0slmub{ICIV zb6_FcyDP!-_EKC?nL>l!y5qCKLVC9%26uQ2;roegX!YI*Zrr+nZ?-PQt@BmTdpMm` zx}-9fMK+ARzQsAF8V!GV6`(GKF{728F|SM+doc#|R^^~cYa1L-D1wLm33$821$_fE z@qY1f4v%;l9N6mtKU892s&)mGeLID#I2p8CP!g%L78pNB0HJjem_At!-)Irms%(a- zJALp^z6CtG*o)lVCBV}c2j{Bt(ca=LIMnttrnMqok~{@Fi&vp^TQGHJ=3spoEJU)+N+az0WoH zpN9nFgf3xc!U2d;@xmCZIJh5fjZ1t!P`jVIp>uW`9=v#sJhxDRy8VKjGyQis8+`+y zmA?pQx~d}A$rnotlwr48ZrkFU1t2kX8uI(EL#vkmh`UY&XnK}`eoHc(Kgfr9XSc9? z+;nP{=84bek8uwc=fmua(QwsTnpWS+$5$pru)CrF!zNpyA!n3!k_ zW_-fzHb)5GwjSTuEyvTWpKNvIE}MCuhIHmLGWU$7u8P$ts_lhG-$%mbx{D+_aUS(~ z=K~2*u^^(OM!vr3r2FF-OLf8zS431{YU>g5hxai(SL91R>}kYbb`vD*^?Kklt|wbx zw4>PiWZbtlfb9a=ysbZ$#?-gb{u`U|YwQF1@!4^@Kv#sl7lWXF<2bpnHYvFcHIm(piFkV6q&I(il(~S}^abF!?l5P&qlaI8|op~xo58%QQEy|xIjqvmd zH-0h@6UU-p#`FQWvaJVakPlR>xd`~z4AZ&-_IsWftN(KR z4_OfbjnACj0V?>P$O?FQ{Ww^pw1Z&qIr^?F1*=*9>vftQM`-*leJbe-{YKTGa6%Py zc5-M#!Bi3<7YWsht?=&pez1GXnC;v7(5}IQ-jZ5FbWD$N!x;}ndEY{Kr=*9n`w=3l z3Diy$;Il`;M03OdHndKo>-GD|=l${c{9Oayp52DmB|mZcUzuRZo~g7uFCN>p`#Ek| zXCV2)qc*#}T8sf(MRJsrQ0yQ-iMUt~9=}@XIlcoB%x%Ke3$w_MXQEUy$`iM#FupFH zgefvvFs?NVFQ^w`k+Tb_Q|cg_qRs%P(HbOYU7^EEnyIbT6g)Z^%>D4Nk*hFi%{grJ zh>SjU!D2oN!|uz`a!~-LYp7xA+zj$Tqzf&}`%vm-D|pw4u}+jVw7v_4(V-fsZ;ir& z!WH=HbrBI1)IzVeHas3sjwg4e1C0*@2iDOXv;ItC)4kzOyd%gg*b2OSj3?n9g`u9! zwD_eXS2!abwfBc%y`CGipKJy37+(0|oJh|)w{h&piy0GaJ^3{h#P~t+$hRaGwu(q| zTBU1YmrW@u+)RQ9UqiHCp%1z4*|@5BJ+y0wV5r+J{36;0lT8J%ls%`i-u`GRUIPyY z0XIb3W9-IJ3f3*)B5XvqAAV2QKA3^Z!cKT}RXjI5EEkSGIf!-R!Hm`JO7wLc$u0Xt zc)ha@3~Szze{(}oakPW>u>FI}NC$WKcb2c1DC5*HKhc+8%iy|Y7|594)QpTd2mN)y zcy6Q;5*_j&d^3g1Y1a5=lPnp706Y`j4B|31$o-;?vW`>Hc~A%Czhq#}*M+c#n~hs! zol$941{qVbCemvHQ9P5~J)en?YrId%-=bncg)dbXaF2OmqyCL|FJh-d8-0&wh9v)|DL+Pjx6*~KtBnh)w?wrdUcdu?V z`j+*=y+g7NMIoWUn* z5!)j&&UvFR4m_QTX7vZyIh?tfQ)Iw#2MZ(G@1-pZ!r}ZLQ8Ijb7aVIjh4G`g@F^yP z9x7}@p3}$Z?jtkNd)8?%F`SEqpM$CBidx7%Cxm_S`(V)mHPp5%z_Z7)At1dL7oVuZ zohnWA+t*^cc1kl?9pFJFlMAT$oCmJ8YQyZk+Ms6`jj{&{XvF4XGtm=@iUJ&#RMM1WJzU3HX-+q2 zN2jB_@L!J3yq%oiGnjArIAf|B2@t)iW}H*cp(!P)5UkaVI*m0Tw4esCEEdMRv+#jR zH+mmD0fXmx;NN`<+%d8ev)iKp(`u2gya|n0nL*x*CfMeD4!1wuO0U4omI|)B({TV(-~oRy*UkSL*>HpTQD!94it)X;N@$#O zN+ST8yDed((>boP(M1|%*a+qwgLJ#X0uUluXuR7Lqw704n(Cs5il)3Rh4um%ucKSX6WOLF35X z+z^Y+!0$8-hbZo+SClu?_w!RCt7G|pZbld+BJK28LUPEFie zYJxV?t?^y+8xq6ULqb1Apdb9<^tp$DtDy(R#!GIKvf!hj6aLU*v#n?o<|T2**alzRA5_b}=Br?P&I;)Jt$}_!U76?J zoWAIZ#!a6pLGjHRcvn$C-i~}BjcTsY=Wqt>XgdA3&kr73=Fr1mtMKVR#zyMCN0tAC z;ICN%c%-)+YlXXTEz}b3^d;noJj*v*+0q+P;hd{Nx2f;W1)P+%3#in>Bx>7s7RU8x z6DOyu^wbPFXy$c7uag^@zo!rc`7gHl=PCoSISXl>SMf`;7H(DdfaINf@hmigO|%52 z^v0r)wivbbN+jO;RycKUEOq{<0o3Llr)H@YHr6hJ7SBeQCmR7yHc>eFll3-oeYr}K z+F0ZMnWH)&0g|Ef@!nWDxj#FKZirEVb;cJl?=b5;zE8w@kJmIhuAKb(S4*U?7oyqk zccgl&8ssJS;%&RNpu^urrspuP_-j`xs4jtTKc`_q(h6|8_n1@hE(T=s6;VBI0p#Aj z*sRsw&CRjg43DP!k>jn5>o~|<;gLZoulh&%(cQU+Ax_{R#D19pSH*#93Rz`Q7$J9HQ}DCgpbJ$_WDHVV7E z3dy&SHPr2PIC1_cj$C2pf0_}G8>`t_Q@xV7U*C;JcFj;*7YBB3hIl=J2Lz6$LoM4= z+mx*W8n*&}4Lu|GE>vOz%W0i<%7K$!#?aMUh(R@>kdn6(US!OmrPIDrZO?36P~66u z9vY1$@)Af_gn{SPb%^q_ICEUiayQN_g28z~w2ZfksI%PQ8`eV`a9V;#Z_2{tnn~`L zZ8f+pypCqAio?*kr7&}GF?23z;M(#3qxD&#^r1ryI(eF5pf#KI3`b#}W<02!aRiAg zb=YhmL7v=KM6CTn^8I}=WF#D?rI=H-pX@wi$BrgaIRO^7V}oJin6g#_rv z41tM7Ge}9a;GYyHa@_*)Y7OgZM^(V>%C)rWVjKQ_}$SRmuk1u4T+m@*Pn5ED$Webb&sK7bT|lSRgk$S^}(>9fH^j5sHOm-f^RuJ zc2y2;FXe^m0Rv3yUXLwXH-qa@9+WelAUm|UsI9k``Nnobq{$pyA#i}|oNk39jvZ*8 zR1Sx~yRw~EH4bi=0md;4>5HUtTyUnHSZI4Ia?9T)34xPQco5 zJL-fEs?%pFH(I?gBFmBvVzbx^O9dEN@zKNaBv{<-L~h(DR!Z`zbwkg^};|t9xy)CTiR3>j7~%Oa6(`Q_OQKHnC=<8@T3-U1e~#<&JXsdDw9OR z9punw_VfGJqqlb?tlJYy);t_Sx@G|lxKj;7wKC++PkC6`Ednpa%dy!%hXnPpAbP!CXIM5+b3X*bnskAB|=zZ=2-NTYZuJQyO*T{tvK?yMV z4at{pcId@JQ2kak74$ubO|>`Z;6+cgE$jr(>rospS3W8md6K!=)nJm%9VCJ^;do;j zKJLoGP)j|W`AG$bMT$szcQjmYa)9#*PPj_f3_V4bOl`{xYYR^tCW;VG`y|sRvOpUothbg$(knri)`#a5LdxPI?2x;tWVB z%f!mdjN>yFMtwF)qWr}?c%h=rx$yK7ybxImW%fC!`+|86C9{x!eh#$R8sOTCH>lTp zU-ap9E2Te`p3AIEDW z**)YsohWDLxFuHDoVlNMrBztZXctj)dqjp5lCaO9A6x5<;n|}@oYzgU*n2!4R`*Ym z@v2bz{fs&B)-}SdTX*5K520xC?JrT;mX06o9nkqh9W<`#rYC9^;LKO&(W^@orHmQl zdBPA24I7{$bvksNuR!O@-}LuNCwTam^(ihZqU-7k7-rsukXB3bV+(WT*lT0Zz<;Fb z{BO+@KYVePl@f{LFQac+AFldJ6TDy23Jy{`P^c#!-9IQW&r~;b@MdB~Pa^hgX@$n6 zTdAM{^J;Fl#{g?f{Csu>2q&oHkoZd?C0>lz%PL^Ka~deFGQiL2A8CjCPIS1%vVCPa+;@4ihOMcvmBv z@P3+!lf2Hjrson^TMn>J@ozF_SP6zZ)$v0f!0(1< zX~(p3Xx%bQUbz|r-?AE5rM@4}AFAX=eG11;Nd@?8;0^prm0Z2CSx`l%aij+hfuZ_* ztdbQX+ttf(;J=l)!Y2w}|Hp-oj7wUQRfI~xzi7nwH8^5056iwDCZUnbICJcZvE(2> zIL+BX-mW?YXDSzQg06Rx%z6B9_sUsxI(z~|?L|OMB^mol!yzOn12!Ml!3BFCw&g@5 z;lP>i)ZVj)JZF2jv$HqQiXnAedn1|doEkvy{Y!wKpLSAN<3q?_S49f0PW0FAExo_M`w>1UleRtHYeSQn9>2)<6>d2Uklpzp8~OgY>=K8j>mMB@QLaPkZ-W(c2`j>K9~$` zS%MI2x(?)gr^BY{QRwD1A7po0yI^Yqz%;Eyo7&%dGmwy`8X=m)v|OqFFda+y;+gf0yB$9-4-(dBuJ zi+AlToJ%*ulxaoaGN_1eY90~K4k?JdlZeMM!|*zD+m&T4#wxwNoR`iNrtA*@e}xtr z`R*C<&}oE`!y&Lbp&Mg|641=;4B(Y5aI}KL{(wL9y*wXY+M_~6)@-438ZyAaTOFo- z-;9c_tsD^{eGr>Fzs*hWJP5BYfsfy3z;Wg;Xc#UBi?bg$3_Mr{12dHwYpM~x`Xo@1 z4Znz{xGm`3sK=22L0o<*15&3P$Ae8DC|}A!SnT$e#4ccWyT`|f%@sT9seecFw_p^# zs>=KzZ@y_*6!hSKU+3X&hfZ#X1P4CTdalp`V=&gQ#v`U3@Il533|%Ei{l_2NSldX{ zTviY9lIg(vB^JuJwNZ_?{SY62m-s5ypo8yaNUfgR8j@i{wg|3)*tRd+tEwru=42%r zc@%=#!7wl~h(?Ffe5#)nPK-+K&^K(B@Y^VwYq@ea@@$-n?ebY@B^?J=5sk2y-N+?4 z4+zLr!f@Rjsw`&>QbsM9c+`XNmd?V59>*c}ZWyQWc{FVAXk`%lS)4*&K^S<=?!|wL z;jvj8nA{77x4qSvEha*RR`uc7pM%(FmxPWd_o7gUFL^N#LB8)UgtnzAWS5x^73ls( zf2=ddKLgF!yP^q)?4rOqeg^DmD1~IBdqmK|gAPqS52^J_VTM=|4PY#0o!DVC-?Wb` z*_TZM|BDC3>wmdZm`g{s?=jKly5U^46xjE;4X^Ht!M_cmSg`j#rQshqF=>hP-lH`9 zx_UKC{jiN(wW-14Re@lnq6;@Ztl*U51)SM<2p=*Jdb%Uwin!$9h$QPRx^AVewFzi= z%Ls-HYBBhJHOizhmTs#H?)a9AUu6Th&*xvJ4_9r4Q~Pysv*{wt<8Y~M1zF_%i7Yt179%2}*tyFDmT$;|{a??6wmv`U?8%2M3YFj) zlZ0XOy|8M?mwvgRh!RrFy=FZV&S%yz&WjtzCUy}>M@Pf(r7&E)#|!rMYM|mgRXRO& zDd)q>m2HdT%IPZ0Q4(Zo1X5DNZI=_nak^>}48ILUmC#q5Lwp`sw7LZ2bnXAgg+ikR z`_W8Z1_Qm42>0Gsva@tA#`eVE^qMVnMtcE1x;qo5DimOSaRT@)%LiS#Ks+e0klh1r zlB-d7G#C9zLjP1j4F9JNo_R9F-5 zV{VYh)xNF5_GDc^J<2&t#?#S++~H2&P=s)>U9+(;2L!X*p>TT<9r6*3i5c};QmD^H*cNY3V zj+X%R>#=ujk1>9EqlRzJw$Ux>d7OEM99TDA1p`h|G)A}ui~8n+{E0d`**zU!EnSLA zLet@&@Ep*S`(4(6MgC{z{U2z?0^Xqz9g% z0w@>Kf{Ql=!ZPCua-{13uItZ6i%orPwig($;g3A}tf4qfncW*^JSXLY>jC|o=;fpT zG@VTCVCB@y)N_hC%6}tZpvHQe%j3amwm-@gzo(m4O@*c5H8^`-CfLfmLl^ViL~fmq zBXS{Vw#N^@Kldg)9<`ipRw0V#n^c8b>(6E+H@qr?Go3V*aXd^xPmv&h`v(^Y7T=X_qRj6ikNo z_H54O_nqj8#(>#hKRiF(j%(h#9c;puknXPyEQ9!mS~u)~1U6ex2wn&7J``hbSHt1n zCU~6gf!yY;j7yz`cW+%rvcm%#b{lI(Os|D3y9+p7^f>DUhSJZaRq*&nC|*k`L(E8l z&X4YR@wo@QRtmz){mbFVwH0LF%s|+`rh=1^62^%L+z+8;`gm!(E^c?PMuVDs;N|VW z(4VE4YCeVgIjIO#SwHm2!8~%zdkOunsKY#5PITU;KD_)f8#NzAP>xL+S!!gDaveul zFR>Pd1&*V$EDy`->)<)YA~2JV$Kj+Z)X-wNTGtNP#=D0OipjvRiUhPhkD~*O_0jNw zIe9wk$n@SEd@{ZXzZ#u|QDG0*#Bvb&dX(rX3erP@UeHt5g5MMp&{tX$ITnp@dOU$X zvP}bi-$BYFb%K4)YVoXA06uxt&i#2}J>GaR7pGe%!C-bF-eSAi?7SlA3UGo0jW)R4 z!xk?WxiKEkcDz^|O-kn%VAYRcc&GN4KIHmwVlDrW3Cln_C*7RvbN9lJ#|vSj{c#$+ zRu^`ysR89jJlwRPQOa|n4s*oHpy{p;o>|Ot0N)J2;!P&y`L_Une(mCN_c)TdJ$FgD z&KdN#ZKOlxKn#~ubBhJ0;o<$!nkntAkZY(!v|Y^MWym%9RJ@wa)mU%g&~>tU_g}hy z`*Kif)WLqIBG~%298vS1(~)5Ool;HDzx9WnjvAEQv>$%kEW-Qz4meT# zk*2gPCc*-ZG~KBM)1{K}9Cw0wBj1yUDeK7qUn2g#%J}7v4d9>LZ=&`%ji_8zMN_ti zbNpI|tIVay472yN!OM;H1{hCBV1OnUEF=f@nb?&SW6zU#a0xNv^7S~-gw)scs!=(~ zG<76B-TkP%EfvI~5ubi)!<&n9HKU?V(5~cgNL#K$eD>_ah*;*nqB~(?Z3XTZZA2YQ zF>0~SojyLD2!b`uc=OH~c(%f!tyd24s2uBv_A?Ky#|Ns%_+=ez?%(`$3S5+FfHs;3 zfh?!-u4)$%_d3MQo-q?gjxHfDisRv$-Behl)dW7b{O}&jx!yZAA6tKFqQImfEZw1r zzvrc5vVkzFPFB&M;at3m56ObA2JYU>o1}&9T_24aB8)QLCUb}T##C}&y|RMmr4_U) z#FBg5%NA-lDX>tugAN+)r~gh~CEKGnLfXziND9xTMdjrPMj|-9FAzQ$W#Kw)iW|0` zpr4a@V5xL3(aToErrsnXIpr*ft+l86wo25(vj!GB7(sHv6%>tRtRX$dYc2EV&SV+j z1+%o6LsANUml(pXsyq;?_(2^1`a^i(r43p|D{*#A6mOR8+Xg$?<2s zvOCFO?^T6cYq!!P)|p_|e-ae)=U~_4N|1`~V{ArKnk>M5C@&C1+bTb(KGwl}1Gi|)RC6#`Gf1W`^21kiw4kYekQ-22iuF|~ zu+i0<4nEt=n141fZS4YXjb#s>=q-g!Kgw`?@Hphy$KWvkZ~7~7AHGsw3XLkcnBXVH zW);jAw7v&B&C=jYQ$F|4{9YWr6bUBPm3T2s27)ek(qA?+agpc%Xby+NFSg75JU1U| zaUICt&4lczG%O7B1G~fsJZ~U||5eM-fy5)6qe=>}WzqzXjCqkovH2XcK^Zjs5Ce9N zB``g10bTj;8C?|Y0`vdsKz0NV-nR4v!v?kkj;e&GLaYm+tP9*t^BL1f5=0c#$%C^p z%<&PA$-}2X_3r>AobsW~m5cG#;%?&grU}O_ZE(ZXB)DW8NZbpRaq1eD;onjUmgfj# z#F>K6#W?QUqoSac9?x>$#xNDD?VOwp9%xA8R?OqVvYzdzJ9|6C%?+jj z{ckyEnr33Qb{65=6ae>y^N9O`V`Mky7Lgv^gC8d)NNFVFYc0=0|Mo;M){cQz^EBX_ zwgpa~$bxwXGwGgeN$3hag9F<_L2#WUo6WH^m3R~Kf6Kx3ZGE_AmIkK&48gFGP$<{D zL_*yhm~UqVuHW7Pn>=U2KUW_-t#}?5@3(;)IictzH9?;89Rkx^^KnH#2fDRk<;H{X^kyjxs;@+c!nn2*^Uj`1CB$7QclA4?Ix4=N$ zBO1HEmcF{V8B%ZGpzoD=apXY-YE8?Ao@gGpv~YsRwU3aSaSzFqogrlMt2KVwVuRWj zD{0K;dYD?PLzb?JgN@e&(HR$m$A^5}RKom-3PHdXT!9g7{qQ;QByd`G!t=F7@MY;= z!s8eOS9qBZ*~b9nubsnAp%my=tbkGGDQdVk5AR6*w}&t6KKh%e#>j)q za%qHJo`kF=7gld&*-yMY+oO^EIEZSjvH~7&PupS zHiE`HX$Ux91nze#p=#4YJbJGX3)$XV?0hJ;`SQ}d!LGJS>FbowMi8_|3^|;JKwCn6uOzSHH-`t;R#-f%7>McQP1_25T5^;R4z_+(PGg zZE#5oz!Q}>h_2KsaM+^2c@X4?a<%f{e?OIZwM+2AVpS++@7JO3MPMep2Na6E@piNa zd@T^ABGG&Cc}^TYb=!f)IvFVSt(Zj4&c)rrCqUI+dPQu8X=kYvQaBtACEF;UdHK5q$if;s$Bhn^lyOqB75*m5_5SxvLo^XEL#Hd zxG`fd5gRB$Dt{Q?<{iRX(KLuLXvP=i*NFJ~W-3z<0SDbP@ViJp*OSe0rDbl@X{&lr zYSB2gb&A4uqg6C4eHwH+1%qH2FC;6)QPY$%xL(}Moix5m1kL=xp-YW?`K^y~jr-tT ziY`PuR+8`MOyStdEodFSn1)`hhG1VMHuLHvxsPgbc%qVw7c_w4-+7wfmRv-Ip%4x2FI6U#V zg8D3*jsF^^5amOw5XY`-F1&T0D(&4wPPW;j`h_5j^iBig=lwYAYXzFF(&AX(Tn_=Y z7wCNERus*0M3;lR!2Xmry%pfkTz@4n#?uk>w#{grf^pwgFL+u3#Qdm z**U))>7!+6U20Dp{Sh7=Y{4DpOE9Y{6EawL%gtUAHd)!xCD$Zi?XF|gM9mfgI|JdG zi!S3;h`|!xXh<5K0iETkSfI&r_jOI^mO2N&-MGz_)K9_sNhutajw8*lvoSEE99GYb zhE4}1+;xjFDJx^?pH)#Xr=AD&r&mGUe-q^MrwGV@!2aIvj6pf9lN!C{f*|8&)CTjx z!*vPpd7mRjToR{zX4j}ab%r&irRdoeL#A~1z#5rcu$Z?1rH!gM9PR(8pjamIi1(9! zB`0yAXB9`=XD2tO?k#m<^B!823`?}E@C)l=pZuE(+OK0lwK@bn^)f(nWiuSsW*pAg z5wdiB5G*21)ywj1%*jyln8puj;v^=iyH5%)CR)6i4Wyadl4o zrB?F6Vm8@nV}qen*%oJ283an$p{MBvDA`g2C#>8_sLyOp<6~tEmT3X=s!R;jw#8UG z)P***N+>*OS7OlR7Dj#;>p6{+)fuHY*{F_)JcQc-28tZ@&eX2N< zu@x5ccYxm5f8_msZ*>3T2XAc(aaBw?#9W?@;lnHN<1%$H5y^%^<>gc+U@6vLi^F4r zg1FR3T62L0;Hr;&pyaoOnoc{2o>zZyAE>2+abG0l7*B!DyLy@*H>X2`RT-+4)o^n= z#>xJf4WzeeHW^!b2y%ag;XR3o4Knr7Xlal{bDcI4m04kALryzw&Qzs~u@#m*zeD|p zY(O-AkZ=-{(S5`YHrp>pG8qe(?le%T4lZ47laCjtl|gvIIcNxw!ZF1KWL)$l&i_@6 z(+0=L_~S+_8*RjFt0_=7cP4!HV6)~@aVY%08uvZZg%z*-aL-0RcIO(U!ZkuLE4UPd z3uWPP#?1dYywLq2KYh%ejgn^~oTgkW%s$pc@|JCe;5Q3U)LIzxUtZ_BJ&HrAi%IBF zPz;f5H~+?`1rNsNf^=#tQ5pzClb{@!VcUm`b7sR&%XAc%2q5ml%oi=A1=hE}lmF7f z(V)r_+N9B@<|CJmvb5E!ZtMPGcN zpNfOP+7fKp=-lQNyB??57DLQ`tV?!xIi{@cpiA!Mz@2mFNdLW2YWX7ztZe+SFgpWg zDZM9S-WTcDxB|2>nF(7k51(3!;KEIDMC)ifI+xqw{Lfr+y3dqTw>u0h5^OX@cj@B9 z^>i4Ch~tFwFC%_8zmQdXV!_>fIcXT>!$|2>0J5)yuzN-&;^>SoG z$u}Z4uNvAt*ypV)8nZ+y;90aSd8BxVyFXnMmPXf7p7`SCZ0#9vcn4!17fK+13lDmh zO~ZJn36k}lc~1@<$4@h?V0bu_cnqz9B^n`M%KMPKSBpcj%t)-h!>8H&U6@n#(GN%6 z8$czA^`cT!iTcbjw^Iu(W%Eo-|s7!6Kr&tBR6iqjSRoJ2To zg6j&+Ao9EzvQQR+3%BFs{1{Y!V@%g^b$|-rrCPihc%e!MZP|_{$b#*VpPT{S7u|^6 zg)qM}6{I$5!1dCbu#{TL6kVz*(&A0bqk8_FqlTtL4Cj}Wzo z8So>e9#3yt&3&lT1**pl$YZpE?^;^qdE`E9`PfOWiY2wpc;gB}e!kpt>Gd3)z83H? zH^mDtgIGrABk^OL$5WoA@Y$jt{~!--Z1hLI zX(wnVOI}=_=s~+vr@*&Ug7t~w0kb}k!E(m^nJEs@XT+&?cq_QAOoC~@6j0+M{yE0h^Nxu$<%q3C$)mdD3 zrWut^AEN$3p`2XVdf@enC);nikgVUDU@lt#nNA2Yb7Qe%O$pt+NFJTqHF43Db!7Z? z7#zqtgC`!Ig8n@l@!`&K8eMz{)^x=aNvG?Y#3Tokf{R!`k$Hy4`pB(FfbO?G;HF>= zI+9n2-1-t!P`pblQYY!ygc_CEZmIc|o!9r+N{=}aN4}IW*48;HFn*oBtaihx zqGkwzbyR)v8GQR9iS}AMpbnel`s(N4h7D)o;uTvcBV>nh6i2u$o&dS|jR93h_@}w`oPqPpVIA;$g z?wL3-zMGt1DFNIh_6&#ZCrVqtQkjpn&`)OLg%=m-V_^-Je?N}GpAgTcr@+g@9XROV zO~f~618u0|$~|p_cWW1L{`C3dyr&i@ntUE6WyyE<5vGFMG%^p07mxP$FDkCjf`*Q&8A592yQbW5Gr(eC0UAy>jyiNa?S^ z%(%OpBG+U%ax4utdF68U1T$v3Gzadn-UKh>%W1VQMh&}4(A^n=y3-Fq?Mpvy{fsT> zsX0dEg^GyxqFy?0Sd;2(xyudIe?f+Rt;OOgS+M@X0TOaB9=n@(xsBr^G^OSgdgL>f z?8XqP`JxC?>ZU>e&^Y}zuof(9FA}Hk>S%6JMr?yt!X=CNl!y+q@$f_eKZEwm$kYeJki} zYoLEGR$}W$Z+NF;PX^87={{RaG)!Tv&TI8}er60@xV-~v&W1EEyqbuOSK8s!&`APY z!g0oa8Tj{39`Z#8iH-`AeG=PHS23NQSI&4BqByp{_9NHFdgeN=NFk_J-tRL;cBJ*Rg{%sQ8 z{+I-hO!q|t#!mu59UaW z>ZgS_7HPit<3MFvYrGRYu|1)EXfOE%2wsV9#@ zouEUc0Gy@T@bFzFNch%=mu_vPUi=cji7TvWNt@ims9&tA{Qq{ak*%PF9&vXm6LT<2^);D?J$ zl2Br11*uZrjZLZRadN3Y4tX7;M#pDiQfwE?$fu)|@Imgh+ZV7iz6@#kTN+XRgu-|k zQE6k$*zi;m^G=L2Ce(|kmhHs9XO5%jQBw%aor`LJui=YqVbb?g5tQGY!yehAa4+RC z)$T2Usu4>Jl<|j#V-Z;Wt`q0Jn*nF^%W>Ch6;xAws#$-zmCU==h2DRnz}t;wXhTcr zw+{!9O0I@vPBaKiPD9tE5*Qh_03P!w^qO1&1rPRM&=(0f$YB{hHt)&1ZNh!&p9`g} z;;_-&ANw}+pzk3`SUu!{sdHPhc0s{8S=8lOG;aO97Q$`R==3)$G^W2f zM=cV`x$5tu_4~(Q2 zjgR05_S`scT8Rh09>uYFn$(uZk0^Upf)?*j(&vysh33U$I$tVX(Uytw*7xc9dzY!T z_yPLsQ8~O1V$ODtYK(31YU|&~*tY+rl0t)-80zZq|5>!dQtWeca04-X`kt0FRYPlO z1-kKGBFj3&!1c2Sbds4tz8%j-g-N zR^kcg+1Mr@0111J;`Tr_=*(`U0s+0~X_p6w7nMVpn>K8!VLY4=Ti}Z*haW3>uw=J7 zlx>^~>yEdOXD?sk-%oEibCiFQuxo2bNZb#4iPiwuwiZ|3nMJT>71uf)CjN&OL4WFXn zj%^CA91sVqUxMV-+$}JyeGrp+I|#knOe)Xl6TVPI#^>|Ehf>Mh8D_JgYVT^$`?3(^ zQvz`Ax;R)a;|ibHz0%%E2zPBXh7O+w_|IPktXgK17d|?;U!99TKTVR;$9*w+EF9%{ z<7wzxV-kGL2alHL;)C!JLR@+w>3BS`+g^+P9DQ&$3j&R={4nHQhwePZnC(*q#bY;# z%rteFsZb3~-(*P7{cT{C5(GU;-T04Zl%9HV7H+;I|P@9DvK_x1*~Dp=n+Z*k+rY_i1^nP^;&%Slra~z~ z;L|Gx@9H^_l&}V)tbWl*B{{sv`si&NPoh{%8SM!PV0$fDoI6^KVnZRAmLLSapr`TJ zq!mUc?cny~Iq1i61ldt>yvX(CzF=q10>(yDuZ+Zew{q;uQH44qKA2T}9o;22gJVcB zE^2MXgrO6tH#>{Fbgmk#uH$0d#cEoovkC8oc9GVJYI00l5aOI;FnDDEm&#|r9369L z6pseK1?ITJ?GL9!^%C{m+Y0)R8FM-(=r@-s?8-BW8D17bCz>AvYkXh=6tD}8sMrt$KujXOT*(O-(aE5R} z?LaG3!T9)k?0j|}>}$#hJvkPXho*2^Tk@gs^h^5ZX%%n5U&6ji@>tTOg@NX0soL*) z7<|mK^M3jua%m?%WgXj4#t8Ebng)NC-J>en*|Z`#kfxOQ!C>Zyk@Lk6EvHS1agwe&qclcH*O7lgK@($#l)QHhe6@Fn7({&}OAAkvP8qcVB0` zqUI`ma+&p`*5-iucTo_QSPII2lkvEF6i(CpPPd(CMk7ZzEUn4o+H9)P^i>BKva@zt zK?JyorQi$y9YkT?0AF*h1nfQy(BPj9&?y24bbD9o;=2a0A-+!C@>>Ury0u}h# z{~z5D){BP!d>G^O2o01A1f}DZaOFTbW_Pra7?~bAEZYKMdz>&G{9 zX}7N%##>K>&nLQY7h@lFtto}cQlE+E#Q&HZ?if7ltYp~_maoozN3I%8fw|Ipkoa{4 z^l1rmez$XA+{yF!;>8Sl({Lru+WeXPUS9znd#Z#`)~Mz55*M?2kdu?dI4n+C~LqXW_q@VOV!W1l~Ppr8}Bt1Kw^T z0*~q;cg_ZgPuYfz>ie-sI0GtH%%odn3rO&Sa1<&oqs1L1^s}M{_`ayeWfn)tn6e^R zveW{1l^!Br%A&Ay`Z<Vi9AABcc+5lA{s!#~#MX!C9(N-H&>m3tgIficGGOK_SN zrqns^ISr1DhB3QzwQL_-ql52K^1gH_v6xbam#QBE;L2ow@2{r zKpk;SFM-Ezmf`O82T;CmEsk$W1eeb#uqMPDp8iaPmDSPU9)A?VcP^s)*79gL@h|;! zv<@Ro^5DoZY5Xrp9H2i02PQK~}HKi@sn4Aw?Q!e7&r6NcV7s2ZJ94bY%lYj5)@#$en^k;LWzWNFh zUfoFoHC7?l%<`5Bu26S6iwby(qla=m%c|Yw7d`7Hdph00_}MPpyI2IoKiA{J4}rv1 zEe^t5JVEh86s%LfPWVfwp|vG~u7CJ}EROCX2dA+4smEhFWA8pRIa-c){&Un;aajf7 zr_~{KMjCE96okj8Rzgf>2fDT^!I*tagpZPSDpXCExS611G%|p8nNE7mo$twYQNP^1E<{P76NXJrByW3SiWIGv>c? z#sU3&?5a!0&O0|-?wySQ^Si}#Sicm7e#O8(@zWsi^Dfeu7HA!-$nGyU_z{N)BA&Py zzJ-g!OQ!}bOU$EUA+nHuE(GpOi-r|W6`)kccmUnP^qHnN?l!-~%^8lw6{?re{J}4x zJSmlTaqGp%UC!ueXAd)yGpWwM4@Akml4ZI==%d*&*e_y1%!|&DF-|kcu#+y@`laFR z@n^Nim#Uz)^)jj{Ivu@F?uK}`<3u_5ELpXw93RKog6I4w=AIV8Vs$HUGP3~b&q1K1 zzK@=n|6Mz>;k5SBg&QF;w-S04Dq&pWWqMBEo+_#D#etke*t$^~Dtfh%TKeFO|AN8a z^TDcFGRI+Q&ttY~EW@eZJ&+N>gUu9wvZeGagrr|UlNCuYn{{Qb`uITBWNS$1&mkv& z+QM?1TKHoyKx__1fY!`RxP1F16_4}`qhv~435;@H0vvC|-?cPKTp?xhOoEYmdr{0w8@WK+WRQ&}HWdWU>Vw z?M(wm*58{yT!seMGw~Id4iOXm(acjE5(cW_c$)A3yYd#xFM_p-PJFpS2J|g202}!z zsvZ58#+|DMiyddF(7E|=V|Fq4xM$(rW@DT>u^N_V%VO9#n3lM5w`N0qLmfvt1IL58rb-d1ylX}MKHC*qg7s~kw$0q zlidPU=(acwOT0^Q!n_vP7*qj+S0-YZQWmr}RpRW2v&n7q|G0Vc{?dD@!(4S}FLy_~ zpS)3yB^fO#u=mJ#ob7lDU(DAAtJoA={HFl=2@*NgW1%N0 zQ+xD}6ZOno4aM)x@R*Sk9^NX29rd|r=xL1NatYwlmj)H28Op~UA#De`P>L}~+>eW+ zdBj@ccj_le8jEJ- z))b461ls9&x)D_peL+r@WoY-cQMsZNv@y(p)T#A&)xaJXmOtnA>#Bm$DJy&sXw3Ud zN`ha|Bog+m3eHH!;y1@57=OT-%16|bB5PaFue4$O-7xU|sDi>F?o@8I2v{xk!U1kP zzV^!F1g`|r{Sl3rs)o2wxSjOsRpI8!DwdDbgBgA?7%C8f7q$0-pGzR0GFZhIZ79Vw z=Q6JL-&T0vqKf(VtI42gAbN%gvpH`M>R<=f#N8r2X$$Eu;~p}!suj-^G~nR_!<_%8 zNLVm^7HDV8fiK~aIOV|+mJ>frRSUCG!sA}+3gHU;c4a3@#|cn9&1%Lh38FUZ1L+J6 zD=HnBk0MQ_UsW7gw6i_L@VJRT_RHl zj^$%;mzV@Tzr2tis~$+=5}7;Vh7nxeVaAKvD?sy`7W7=LL~f32q|?Q^xuN}SP~c-j z&kAJf; zpg0T*_pZb%QtxTYF22^|+dB zNA_M27pNrLjOT&1!$kZuXAO=S9?!gD`Yldc3m8{;I`MqE8x`^gsZetRo{LPtufs8L zVOlFV=wyR#KkE|vkAcA7vBYToYCIGohnLEDZpY{ynzYUg7N!V+$K6wGzcLlXm`llj zeJ!39^}^J$9u$^UWH}spFkjzB@BZ)JcD_^TZV5$J^0>XG>R1{P@6*Ah)f!%_ z4U+yh7La4oh9X+MH0!)2w4C`v$7C7cwoi>{vO^8K<9BlVB;;}Ki3kjOA_AfJXW?X1 z7w(gGGfH3oLPxJV!LI8w=<0hDIE#*Gs5!2Kk2(s#=>g+8Rtai9Q~k^>A0{+zu^h1| zQD<2hVVWZ=h0*Ps;dSv{YJOG;h4nAdNc9e!8;}UmD$Dqs_nlPSAqn>fZGZ)jcsMTB z0d2b}Wy^HPKR=bkU6+IF!{^}J_9k@ivZJ2tUHWr$5!Rj*1cA{?GId`$scou->z@9Q znd3_O^VxUc2w-aR33_^&3~>yM#2g19`uj!(jh`HVdtF&Bes42~_Um!)*qmukPz?DK z(+NUx-qcW`7p;F+g3$*6k~3iI?HW7O2Y5Pm5{{V zsnKbscvvbE#7<2noj%h*`1CirEvlGt_aD;6!-v3tecy)i7Q?th<-Fh=eLP;H0`dM5 zxXfrdSKQx#L$>a8yM8bA{e6cv2dqQo?>$IPd!b;@51MSE2Vws%6ALe4yc}~Bgs-20 z4yOT{Dk4UkRd%+TEsw`Sg%_M#XDy^3vPBP<9H?eqwyfK4`Adu9xs@Ad<3#g3B5Y7f zuLrn8=NmoTc`+6|OPObm%>#9}pTVp7-sH~N7+Ul)7zR63F;8I!q!~+qWZYHasT+?@ z8g(#FwjLiIR-qyWz4T_jHm2_r;MB)$K-IV7sHv_X%vxB7>5Px_FS`Sue9FMM_l@Yb zu$#&kwGu=2t{U&uOOG8tjn(I4=)y`4C+MYu?W82?xobaFekRXfvz|cQSJ$xoV_*_kb7Vj>BPoGRt)MzO--(mC0L%Y#VHHq`886dN^ zexmj_Lh;$jeq!;!1@4`W#asO`IPXR>nbp;S;Su^+v)Z56IMW0tt+(Sycor!i zfe`zwh}mQHP)KKhTt8WlR!a|Hzx52N>aKx~^9(`g;S!p&a4yN*7Xp^TE;K+c6sH$g zKp)wGJ9lT`!cfk_LKWOF3l1pX@ptCp&d3z_^X3vQXpW@c+56>p{3_V_v4FV6T<2zA ze@*{{Rng9ab`bu1zBV`N0EtP*xaT$FV72rS9Cv&IhFA-db<5On`QBoDb0G&0M211n zsTB0dn+vAfMq4K_?|N^^ZyIpX4vOkM;NOp2@RuKld)5@dirhu0)+h6AH>|2D*X9O7b8Va zG%e7BiiC9NQCJCO zfr${g(tuaKz7YDpRfBNNK5*$Rph|YOxTzr-CjJ2=PEjOSJDkpSS;Mm8dfGBaGGN91 z6VRBl6oTXHh$=M0i%U~M=d3@(6wigv%yqOstdLLrFahJ^W8uXSS$w-zmn>Qvk3Z5w zP?Adqqq|G!8b!<-+U2V7&Hb5+?lF zjPP`bbk3d$PH~GdHdd0x{AWV5SVrcfX(aw-%-3=yWsGFLk&w4u)RA@Z8$ND^b1T-- z_%}Uh>^KAE9de*+-gY#7BZC%WYPc;womgKc4|b_nXq(vVfn85!$iDO2A^-PER1jW) zwR{4R9h{C3ZqKr8`}vO@VbFhfl%8A>NjxiOP?g^Ir00|}szk+rl4BFM$}F6OTFKL_ zW;3i*42DyEn_ySNDY7s*7~SkM=$6h%xI8$A!YuI}FuMx(u zyi%?Q^8l~xr*{8sh3ny8xldzb_h(BLEB5xv#3luAzZfnO%S=-pxFRe#3#=$f_Izz%8sp%2z7p!B-OyHfv>n&K zPQ}5iF>v;V2rTB0WAo)ul)bSZtk-emYx@u4wbTfj7_$X-w2=_6#ew2NaV~W$a{&3Vd-!7ydc47ooWB`OYr8@~ zO8yotJ`n+pM|)9TdKsvDv%5}y5UNx^<>e-};|Kq6h)?}VGIZ>zfd)rzRwlQ~?eay1 zo>rZ&WoS411!ovW1Mb?1g^Jbdt{gV5yunmr87BW6$0q{L) zux5cDJXE|uO>ZmX*SJxFOOE1xok4W&$9J6KW94Z**6*H z-*P}b)8_n=lu&3N8W9C>jQ?V0Cw!AXI6#BMww*Q}a|RzWYue@uj%ep~U{ltkE+ zUq?L!Ct)ZZ(VkWFi9T8$3jdf_e5+dlki8#?(ED2GGINB8xK4cYEf~%-NA)!USA2L* z2yDe1amjEJjG8Z`$D{r5(TEsmI@PuM4wvG`SAVJZo*qkK2VH`g0rldn%H&1&#Q<`hOj+L->731T}f&OQ%dqz(1WWI8#y;)lns3j2e3uUZsd!a7zBwT$^&3`sk(@M5|j$Rwwd_>gUMw@x`qKeZ;N z5+VE{K~GeDHyd~Fn}sP_Lqsbx8V+U*lG}yT>5c_yT=e`^c>lN)YW_G(REu};B3v6j zdYpy3c9r7YJ9gA?C-ZYo+YI;Ex!|N&9vM|iqigK8L)g?lJn8v?ZobJf%Q}z50sv7hjyF3lFTp&r_0de3c|)voAxzF~@MgAe}M!>Ba~8?A^Nn&vdlGd`%N7 zrQr|vRL`}#XD)&Ao^xdJlrXOC@l`qy>4SHkrNj5Ei8QHs8CYnh(O-|&;`^Q`h?CSu zPS%8Im7E0oNud}N=>;Zc(b&OjpAx+z?EDk)3jD#Q~p8}v95!fwawVEk@*YG_M(QwW{lbM znkEGvpf>HZsla0uFncG3lRRSaG#rH&zg*$wdj$yhmWKJq;_<}%4RECD07S1lj-zAi zA^hA`8h$YqJ>N{jeZ?BM<+B-%+c+1W%~XJeVc+PB*SeS{R)fZazVz4Y>(o0a6XbYh z^c=GcgPuO3<69;`{hWRp|I-D73r~@1wxb{SZ#K#&72)LNE6Ml>GkkdJ8*vo1fk$>i z*sIfwYaAudwA1JeMU z3#Mb}v_#GuG~q&>E!@BB0C#dzV4v6y{PrpoYWM!q-XeAguV_@GWcD2Tdx@YOvc}0zVEvqsP@|)1L*IXz(eI44jkTChpG0tV&ZDSvtA3=};l` z7+oT^o1#(T!c8h*QVzm%YVq=c*|2(z1nS-QL*DY$7a%aLG%n=KbVU)9~gI3upGA=)#BV?6@1tt1kq9&SheXT|6q?S zDP8=4)GwBX;*=_g5SV~>=TAY~!a`EBDHzjN{h?EHlTpa?8(lcVoV0ALg>q7i;wf#c zH!lveTW8W2>ow@R70%GNvC)pep;o&;y#l|szjZ7A(pjlRKqsRZLCgpUqz*1JB@rX|HFDB6zkuJ^ca z$6c}EsT`W=?1W!FkLZ)3MY#C%QPNP`K~67Gz_tx}D0HC!BQ?G7-W7W&)bt}>u9vtM ztT&`EJQihS4&xU^OKAM4%E8BKa`^r;KIc^xd_HVRwlnv~mDWZ4yvSW7=wdwlJ9`0F z8cIXGcO06Qoxo~?0Jv)rLAFR-rAo@hWZ741xY93$%cTOz-2Z%GPWLQu?^{6%#ar=J z$9W8iQKxFl{mJL0`^i++&1q8oL#L@X;e}WU`sQUMCiXDnb+WF|fwKc4*9Fdq+Y4?(S?4R~^j0xtZ0g~s zypCeBR}mLDV-lG;qZOT#7PFK@C`?{@1yrq+@k;$xc=XbNU*XqBbHb8|y8IzJqh}i* z%=67<_ZDqDveuf$zFnIP)Nku}SLiW^XR` z%lDCQiUlwzxda0*OHwO=Ld;n&2?F}zux0%{?t!;6ELZx?-RdvKsI_r$&?^Iml$&Vl z$0tNns*bj7%AjKIQSi@Ng7H1<@VpOWSQNXU_5okKDiKA5Uv!ZN@%i-q9tHR&6At6% z7J=cayVQbl-SwxYf!cvoeDyO0HBK!9l_?YX-?l28+1n6suT~+kFZ7T*ae*E!n+W9EBpn=ch@!@QC_ z(6Er?3s!A{mohuiYStvEzLrF`9S*{odG;ew7?n>|U|^godTtJZfw-;6<#Ev5?Sq2-Md0^u7Os0{2X_qP zppRvt-=!Y{z1Ck^CucUGWPTwWsNIDteh(3g7E$7`w~o}Uuf~*r8Bl6HlY86OhTq9e z?Xv^Rpj`G7`SLrQYW_-t=z0s>{xy`O)-S}=qIe9@I7?!J9uQOEWAN@&J7{PHp@2jw zy1l8O_w2LbPOvR3W|^dC@p)(}QvzqS8i>xZT#);Ef!5a?LMew*n43HUE`F>c*V9fy z=xz$TuC-&-c1JucSHeBhcEzk)3LqQ)iQa!$N_FoZr)lGkg1L_mK91Z8cXBS^>#K~D z^fL|LzCTRPzxqq=zcz)iK1b}%4M5#JLIk1~V7$LP+#3kQUzexD3zh-o-Mwi-qY+vr zJ|wLRBhk8Ph_)W==I7cyVduI;^yE@$VbLtmvuS`<{b1(YvVw-ZR=j4Zi>X&eNU%#A z7x#jBq6TD9W$kQ|_aGFk4qM?X%{ZK7nnCOnSdMUxG=z5h!?r~RP@}ul56r z)?4tS_XnrRGObIqC*a_&AXH@e^~(}hC@IOt{@HQRY_f{E5<|(3q6+v=K9W|e$AVJj zarE{gxNLYKd{l{|iG>O<wU0cy6$zp2e){Is6gXM8 z9)0%8!p(aXnEbU5S9OI!P-GEpVi|)qi)T_xNqvyL90*6FH*yYa24MAaI{a#jM*Ok8 zb{nowC74n*?whg(#)gLC zbHj!3f%TTkCR<`{?II{ybf3GnIG?(%Ny4~iXW(0>0$z5N2Ip;se4|GR+Os}<7l0%Q#10T(KZ) zD%@e%<1&>TlS=-jiqW+e4~WFA*<@bKSeks*0t$Y3;5=7ZP}8)B6WwDV;NC&JwlfsW z_m*;jyEHj*sQ}deJ^}8_mr(<$9QJ2(sI@o1lY^e%<$0R*gTqPw zJ5cq#I&`U~q!lI4FLwD0ez#F)jAaQ^3CT9MIAi+TN81-?A2GRotVViUG`PJ3_y_a|2nydc5A}2r<*;(QtPb zWEIDdlj~}*RjGrX3$%b8ZtAf1Y%#80&3xM*cTlUk6nIx%j32_oaYj%a2BaH6*>XM5 z_4Q%rD+w&Hqr};KHWrMgV&$9tY(5hT16?hU+QaU(H&(!m5)<-WvY+fq42KiXJaBZv zOi2H{8R8t6b0j(+Hylf4UL6_GcpJkLi;FZyJOt)Hi3H!keAqFDJsa0;g3q)Gk1EW8 zcUvl`)r?5i2@h!bzIg8G`D#=O+yOhkxiS9atFYgJGGc&;2LI;hdzLHzNcwBO$AM~zhF#usKfh?AwQOR4LpuC|OcZYm{P z$1|5W%Ombvl1r~H^(WI*O_&#;4o0rbpngMP5L$Q!K1P?cj)Y#~Q;>4x*f4E=)usL0 zJ_{G=ckuBY`FOg-lQ-XL4aY>*lFw}3A}bh=^F^9TVZ8uf##}WLcTQ-V&MPtn~8+36zK$lri{&`L!j=%JboAmDpxS#T+HU>}VzQ2t){c|FT z|2a&?hdMw;cpm)7qo}j=6za~BL`h{KcE&5GYf|ILodvA-FIh=y)C*~FlM6_`7J!uX zrPNhN5g&}NfJ_ZBDEq`Rt8O98%bNkuK37nKO6D1zkPMTnjNoqHOnkjI9=6gwcs3hLL2TdAL=_5xb-WWd@_n7 z&bLqCws>m{OD;uQ<<8dLdIMZ8^qP1YCkpoNT z)Ir7$Nu2pJ9XG7@p&Fvr+=R0(HlZ!BP?qlxk*GjfG8_T$d zwWMDAH@8RW6fT`EgyJ*((CWf?+_dI9UE7;Nk6lQIW$jzby zfEfFIIfF#3pJI!7hiAdORd#S3veDy-5TESi1L^v$aD2QyxX&S&W37+rbE{xmZ#LL1 zio}w28-NQ9z~y1;U@{U3S%Wb!%c>oPTI=wWqz?Q#_E~#crx6{y&IvZmaiigkKkBhV z17FQ)#UEpm;A2xV4vl48=Dh2)y28PyW|=97y7fcuPqKmi3eQ0+67`e>Y(v)1ME);fOUmg zu=i36*s(nTJyZ%C<=RkquL(qoltJe+Ke|;Y0*%81NzIK~SkRh9YtxT%mki8Fui7k} z*5$$%+D2h-TQ%Qu{s*}{=>|>D{={h|tjElyV{tnz!R}oVa5c~x#;E0^-nP$FU_}`? z{ce^X?noEyo9zO_SFE9K^;j}&J_FQ;{o!qjCslPkN~Z`m!CkE~&N(=+ z#VVco?uEl}nea;12T34uKO2d5^$`E%Lo%w|ISsLNJEkvWpOd7k{LT_5tP357qI1QF z^}%%fZmPg(ET{q#T8?0_56#-kq5HlqS>1jU*AiiDmI!TW^;5wkVor3)*?6=rvcLwV zgV>tH+_nESK{DS16}}yS;?x7!pl-074iSba4E_Ufp?$$ooeMsgB=z?vJC%|Rk-@cPB<$x8}3Z?!KTtP zbPi*$C5L6p-qJ8xOGE zb?_6`%^ed8nRoxA-3ssdhH*R?jun7U^Y%eqfCpMs=wMv>Bibq#12e7cF-&I%tQeWi z_}qawS2PLw=IFsz#{Zu_$q;6^6ym?#xzPDu5yc$7knbB8vE0NDZe;m%)RMhVp0u1J zI|e)Pe7iCp7dOF6BmoS%BJkAE1$vSMfb+pDm^@wpJ3<*x{C))NJ}{1TJt@5_mw>nL zgn@UPB$h|ZKx|zd?)>5oosnZW)iLUOnTEJhuRg-ON>!97pn2RD=2>W7PbZ1sv@sT6#boABSyUfMgWi6mFD4&<*EaBpnFl}7Hct>`}0c)=VlnCzXd1n-h zO+sJURA`=dmQKF63VUYT0J$qcn_Din1yj@7wn zh!^w38;Wt*JlP1hd|U;~-o-$JZ4ulvxroJy&bTVI8FcRTkSad~+{NqS$~hI}`(BRs zP)*ZX{LumzTv&;1-EEk>{}6nZ_Jw7l^I%+x5WmmYA136-Q}>e9RJKkOz6MU?Ev%SI z$RnJypD%}HgHd>{AQUcZ6yVHR-^k=1XPor732kB(QRPqtWG~Z(tnh6R>r_V8IPrMM z@C;VS+#`K#JVVq%C$_=HQVD8QXI3XpN zIT)kh$Kx_=6u;9dy)ulNbpIhMJ@$k7c@g@$J%iTPZUW0Cd9eFVEUXSc%`M0sAX0Mu zFgJ@0;4+{1-c@Y^O zSpPDT{;;`1Q|~Q@wR!p|EuCKb~tuj9rU!GkbIR4nCH3&RW&oHnsPkIZy$$4*A{_^ zuQ!0!|G2e3>4%CPuqf&b{mtcpu?_PwgY|~u<5$07e#frIcN-W@x zUNPRwk%0J5%yiRuiJTkUjJ+&_uIU?%CsrSUc|&ztr)!pT3d?gSZ_oOJzR7gsk=NwA zv=lY6yujEHlpI}e2sdO+z;;d+Xw5$jLPA}b{v!}fbz4w2aw~3MS4EsMJGtbng|Osb z1K9h9LC2IW_)>N)^|~koE}=2_XR|X{-MB{$!YaA>^Io#~5j*=j&cyTw5p=7T5-yv# z9Va=vL)OheP!p+w(JFbYiOmF2(MFIPWcwY_1pH+a4Vu%hfY9Uu_Vil^ZN-l{rCHZ# z9b-K-w+&M@gCg|)Spv6T1e0_TU+}6f!oQ94;l&j*Y^<6J+a)bwd4NAuUtbB^WESuT zt*(QoVub2Th?jq=ne?Z!FcV)P$lMF;obP z1My*h^rUs9us9a<_Fp6lKN|3cM<>0tLV>(_vlA};3B=oGsl?}#BsBPq#npl*_~k#3 zfx;|5e4+M+{@SPr-b01>Ufqe-OlO_^_l;SVUGByP~)8GC1m)Nw%IX!aFCLd1?`;^?O4pTCdxJv8RIJ!K`owa*x1CE~l|Y zatu1WsRDW?66OxqakgVb@VSWxTq!z2<;@Oa<^bdLWbc8upLuSJk_|l?b_)C|lks(+ z59XTURD>nr+?vJ`kJD)=x@%Ad0tG$$P=yFE9C0m3X;ahVX$vC zeA-!$A>jq^pWQi*yp05(kK*7j`IC>acSS?3bC{@>$mKmM#v{S4aMC;#j!qurmM3N6 zana}G>9T%s4G<#d$Hc((taNztO^wLxpUdCa$WvdpY)pF2K4AQ;{8O{nchIDZN+9hSFO+EXby8k3ew6p zN80d`1F55D$zREvymfIbdFa4BZ_{xK6{ExMuEQ z{-98P&JjmmS1}MO=Ip~4(sMBMq$0iZBm->kwL#pk6*N9z6MZa7KNZ_+T*^ zTh<6?zpjGjaaA}x+DZI|THwCv4(j)Uy~ihnp>lQ)EVmLPzsFjmX5V+Bo^YN91Y4k1 zwx$+sFIC&w+o6+aAd=fkb|QMDR6 z9E$+PTVrQg3txPGBHg#xpURX+VA{gv{Fo$m4|5ueD`OcGM?D{|zmLLwc}@JXd+O|S zT1~i{3&^{pl_;O12+v*&(hHhpAZSp^91Q`GrbpK?@wa=8iS4D`Kz~_rLZa7i@VB8G7_0Xu^npM*n=uAs&IFN?Taed zeRH-3j&u_ouhal3Q$jH0S}t_C&V+&u`5;+!o9?+&hzEBzLt5PzYO7y?8&0`^zy?EX zAJ_%&4aVWj)CNqP$l>aw2AF&9JCPFhhe*d5NZ2dQd`;(BXK*WVk<^BGHY571f0~N? z^Co?g+T^crI>=@e;OB5f)Mae=D%*{4_1JQv?PSQ8zuk>9HZ;QWc`LCus0LQQeM)33 zi^=QU4B~%S3Z_i6!v_lExtv`OX}=gdGYtvi!`WV(!0kWeapVfTk+KyJZLJ2+_D=Y9 zxD?X-f6(yIi#lw{%dqQe+`jP17X24HKP4&;?PXxXw%a`fjx614RQ>6#Uf zAB8&TlIK|%HRTd%ZS#k$K!VX5JD_u?3O!l7hdmR*z^f@5|6~;5ljTdm*M;ZgclhDw zwf?x}_zO-qeh${_jB>@oTD0S30Mws3PX_KYcJ00S_}XAUXf8`Y8`(|Vz`Y?t&omI1 z53GCMBG8(8xt@r9lE;G+B5CTjJg5j7rAsdeldRhF_<1tI-x^zze>oU;>yE|Qj~Nfv z%!WBI6tQYwB@L;w2i1`?DA|||-%Ro$y~!G9o$}M>H%nk`h$QA;3j>`E>5RqWK>Npe zk~M*vVDe=%xW6@r{GepC?y19Xh2^xnN&pW#rz4@$Y5bo_sHZZ(`R)mZwF}DN@U${4 zd=tnQzVjo~5^rP1)=qpWRz|jLI)#hJRAW`C2ae^vAu(N_c_J-9zrYD=FRUXzTPn$E zmszB#J`{%rT8Kb_1q?n@hO~tq&}{0D)^$2CIobrX1J=-{gK>CjUmRo~5Qe3P8bDB{ z71!Kd09Pk2#yM4NMpYHdFK`cni}OuEUwaqczrGsvR$QT%YF}`jk!Cn;cn!>75{GHO zWO4d|81Tx-1bRmilk-C`v_~8gr>PSWaUJ+Siq1PO$M22f4GAq7sYED6iUy^gb0LZf zrBsq+B%}}(p|tnZ-h1!8?sGL%DA_wBB4o?>X8+Fbe_pTXdG7n1>-v1&@30S->4sor zyPZ-fxt4_~7vrJCqXL@b_Mls5D9+pFi(F(s5fr&dLKoGOMU&Eb@o7+^O@FkD=b#5!e;*KR`@3uxgZ)e6|KGFt<1kRxa%YOWGzd}=g zo<_|#JvghU4xTSag+JxusJHF_KG{2ypE0{>T_T0e8EpDgqZ*EI|m!rI^o+}zTlqofqJ-Rk)tav@JtJg;oYbC#KgM;r!ro8 zxOyK34K&lKnt#Y6+ik2{?Evx*?eL1X9Eoa30<9C3C^aAf{41hB<+UkpJj=tW+0Crq zV~@pl&$;Jm5@fi$18b&yCOag`(duV&n?qF(^5<3X(wsABncaJuS9^{;w%P~1D_3Kx zQ4zP`;am`qWh6i^YrGdXhj~?l$&|op_~hD;wzDp;d2X9x!S`7SC`_qD%Rx6zx+I!P z%k3rU^Oj+-I+wX1=A zs#*@&e5oLOYY8lP)r7p`O61bretIh?0eLC9+||%aFiTqkmW2w?#UWxSlzR?pIfRlg z>7bO~4JJ1n*`7LAZ{_v9_=0sl$DfoyoNf>vwfIWH3K`QbVJeX&N5Gk%dDBnqroGcY zkO6kb6R9}Lof~nbO@dKKIzr(_brKC0Ks;HQ!17NjSoy#o{@6s*;W;gI<&O1mW|tJ) zR1M@QjK|TD+YzWfpuu?yN0JTwQ{enq0e(4=3?m(;C@Wt|Yu32ni@_R9w=1HzC+LId zjCJVx`vqD4H;f9V9EB`1FY=_l0y{;;nFcx#!UJ~0d@%(S&Mu_#8`xeeP#TW%se#Mq z2s-~w0XPL(V$Sk<_|WPOsk<65Z|-~2=TZ;4)xqG{eirUXg`>TZA~9t9-i+m1ctouV z(iILsx56~W+H!(Cc`vfmiw~bL4qt7gF5N0MMtY(fVfnoXe5^ec4?T|pHFu=?f9AlE zzz3wVIRoFY^HSh$XPh7&#&vX^1Bue5*k%@mYR^xir|&rs^GyKd_9SvQN(Vk$@28U! z6CkU>9oGM9rGGq9P+EF9nlN?}cI)96^ENnJXikg&{N)_Q2C(7bC46P{g51g3&Fgp* zj@vJUW13SoUDhcAC)qP2XO$9$tjNHOD^}oD7XpG4W?_osWt>ns8Jm?2h>3(XH0!g6 zv5hkrrUt<1ZC|*zDiD+3o`l!_lIUO&hU(84E6zC#hHN8fO$oVyAhZ7PC;S$;UY z_8U=apTT%%jj;FRPI$HL3dvHgB|ERrfVF?L;DWLT$Xr$iGpdNU&En9wj01(RLGCuc z9=5ixKxxe*_;F4QI6HB8C(VcK4J^|8ojDEeXr;lMv{tyVCWJ;vM!-l{3R)k$Pfn|z z(ThCByo*PxsBmlz1U}S*gHKw}{$Le^o}Z2~zjwgQ*;csd>~Xk%;S~8`^q0)*dQa{p zH^JG`Qc#bVXzkGP2kqWtU}emB?5`p)Y=S;YZHsQ35fMWt?3RSK3$k>+J7X8@2tdy% z5%}QV3mRj7hngC>gHh&Eo`Fd?_9$NG=|*p+;*8Bacby*<{n10y%AZlg9mB+BeijHe zzTi=XFk})lp2F^K$g(IRaw6_BtC%C~7#|p_yKp6oD?r?-2V&X+$&hjxk~>Fv zVfiO8zr6~@Yh^K4+6sU3r-8;$ExgJK1>S{xxc4iFJZEm7W6GE42bT`+wuU#j`layZ zVk0lP-Vp_DWWc(26-_S4C8y#Ke4O@@s{OTybWM{ zqMi8US2;bYrO$XtePsTtGRPgugr(RD-OBSZ<#YfQ>^YA=p-V4s%9!rbyT(w&-T~rk z*gor3JLp~dsWwJlxZI+P?t2uCU$Rz$tos4nlrc&QJhaiT zt^+$CG6s;hF!}P*0j=5(qeTB9QgHhko%rVvb8Lk$H=HP~xbR1Bs<#pr+!w;jhMK5X zHWB=tSU#j{FIXk99MT7b3+M7-=fgByWE_E?p0rb=tqZVdBodcjT}(GD3&9vZWk?(K zz?{fXv@kM8H_?sw@1hlcQ-4j|tv14(n-MT`e-~|D2+3=1D8<6qrn*!pV$^1K*F z#k~Smeiw2og&)X$p)vaKWd`)9CgS6m7WjMdD;L&Sj<#`j_^e4C)*WCzvoo_;9=e`q zrr3Z{mCU7jSsE;^%)#8hf2f{)HN2QNK)A~mFtBg}-SSod58lbd5Y4mj=5R8KY?{ft zEZz*F<)ysi?B@+Tl#cojlQE$~1%@~EB9TjGypyB2^WApF(KW$C@}68~WGJ+Twop&y zCfIx58Xm+1wryYM4R_x=a6!zsH!3cUuJ#nNKii@3x){iNQb>NKcX4-r3Nj983Cp|W z6ZMJtWW}9i=waEO1%=Pa&$#lo<0VmTrqdVTUA5mNc&aF@Ft7*Xb+u&IOh;U{$2kRJOgmRe{m(GjN7(1u9Ke z0P&G*NRoQfCh?r{z)xA@l`!U*bUIB9zp~DPW-~5cJRLT_xxpE%n*?=vh9vXs07`9m zO_lBzqq2B14{Rd-dXy_Ky>hJ`kr;j)~xq`+3KTi7kmDgmR1b%znu-RiJdD$6{ zijc!ABO4i1%o zwj}Ez2&r(LB}&*AA4YqP5^%xOD|FxI7j)Zj0J(o-FJrKolh(N^C~C!KD9h_0gLSx% zST5Gf*^|Q@Scn)=4>k)X!_n2}>F?|iSh+8U3hhZkjcv>!KPyDc99U1T55%E? zl`ME&RDk!gUGS9o2WxJI;%M7;TqDw$1P!ZE(BcYJj z0Pm~hNcP5skm=h37rR;hV2UiL34SK>FIADhtP;z{7Qw<^G5BEbPQU&0Axlygg7J*6 zJz^0pNw{)-@UHN)UoqZ2)&=>@eitb=)^2!#?Gxrah4aZ+vqOx$#h z?AytD@4NKjMRO(AWV1Oy!F=c+dPmhBM}n8=Px9?K#Wh0z^irZ+>9%AM@HJR~-+O06 z*!4_eD5nR3Zu6jh>^1Mm@9o6Jej{pp3&ce;%z3ZbtSwSQ5UUOp@+_Vd!qKbS@y%s` zjn(4tRMv^N*n2+K*Hh>Xn}aRFeXWr~*ElUyL;YV7Xq!;ZY4%LFu z1PglU&0U;&unrb%zfOzR3!{r$D~gFnp@d5?@%v97^&dB4(7l7)#g$I*G5#n!yD^T< ztsoqCSp-Y!onXuJS}2(43-N++$mvKx%HtT+%@=_BnTv72rU{?;)M5W$FOc_}3^)1W zaJMjH3K^P$4Ao0tYbaj7X_rU@NIG{_SnU>O-ZPPMUSg^qrW$Rf>t`z*^2T?{n_tL z1Mx@LDRdqdhuw*9c}n7boNinVl~M7bV)k+9`ZAdtT=$FSsdSMK1@Sb2oi_wsQqib> zoSu$8N9odc@lm zRVzNx-RsK0dQvErV$XWZLz}_lUN@LR6)fDPKq~bM$#jD>e43wyd%RLn>2zTmPs9VO zruK1FSq|91?uY-S7ZAOdx^VGH1A#Fac$B6>Z`fpjVD2N@-1UfR4o8584V#}^&46f! zS@i3jxm>z=BVL)j8q8m%fc3mH5W6rAPCg4lv!Dh#wZayAvlc^4brSs9aR?rTFjutO zX-phy#n;+#c=Gib%#>^;n#N|JD$jPl*3)^1-PA`+DbMF?&8a&hW!RQ3ZJ0n-4;xT{r^{t>NT+Ec_H*V8Pm%A>D;g4U2t&1deAx-i+3Jr zbJM;sx1Mh)-d~bI{WY5~F)5CW3(bSxG8gFdXKXd~7}&UG6XQ0r+$-DBI(w#3@r>y- z@}Ca*X;=gTA_1s*mFO*4nMA+u$N{%gVIZ+F6n$s>Z2tc9A@!bbhV>&RBuvB+c|0Rn z*<}lP%i=Ih*bVHD-rj*6|SOm6vlVQ2hX?P-&0qfakneRbBI_~lzE3F{f3QQ-i&yYySuMJJ%OZ0ZH<1XbC3uzhjMtnU z44I$r@cy3cLE$61tePA|K7RIt?W10lzdH$^C#?nNgSxOJX&y@YU!gZ!5^&{de?6m` zNHVK898WK+#ML{C;c{~wC7Vun(EoSi677%S*vwS;&g(*z%I&mftQzchrojRu15h1Uj5i`?qh9|~PQI>@ zG^`xJrvDUS5cIiGMRGCUo)wwxjMM) zie0t)rIt1V9hOOsBF>`Pd zjPKlyG80Vcg~4##lAHhyX@)rImL0s`>O^nwNucQk4;t;!1BO?3l6|voQk{}+2y7W5 zVXtyv)0^FxTl<-t_Sh0kK87Nn^Lt)VV<)9~W$@3T$4jP8KdK#RJdRkQ#m`+@ae=C$yM%_e@nhORrE(#&G?a*@0@=JgQcI8vkkV!29hf&>3{# zvOfN!%NkT+Q$r6SN3yV!aW8I1?WWdgcI3XzI{YbSOd@_%K;-5emZKRbw#Vx5^<^7U zx?u&(ldj{AOP8YgGc!oq!m{yeo{{lum$;9AzmPY+G59*?KXQ=e{|*ItptD;fR>(?# z!jT8O;(UF&zasz(HZ|brO@0!0L<{_8hT$QqgLZoz;X+qByGy8|(2LpNUV9pH=6S(; zv39)EBTj<-d304x0owiPMbC-;*eT!#tJ)WW$k$)wYMmoB{XU!a6;-mi_j$}Mdc)-} zttQK@cj1EJMhxWD!F}?G@>JG>WJD}JIF^UIZub*wK5JY|LSfONM!c9GP7|t*p{3|U z@@g=Ph(io$d9y#~*Z{qu*(4`nJ&X=U!|>Icyx59|WKCo>3AcO7ct9GI$Y~L^e^NN# zC>vLeDt{yhdaafB0yc7pbM$q*P=4^Q}9si938vA!%s6Xl!n*(EW!^P~XR zY1%-VWFHo#38C}xAoR4e$CJsn(9lLe<;6JfdU7awjx(3%nI*KU4N=BNVsqJWeAc6=9!a zCY5R0${9Vb0m<=JcztsM$uFp!*bDuPH+r{(BEo<29SQ(71V!-2=FI-o=**2=? z0vr2_skY`~$Y*?+U#f-ZAhik$PHrJ#a}`n8w;QZ%qoJtvGCB7>0*7wa;vma!wSRA- z-A^uqyBcF%NM*qy;t9T6Fs`%!4@sS4ou>#e zdNWE*vR1$++e4n zm&EjIb6jMvTub2XK!&YLksf~Fl7Q@qf;l#sK9DkU2 zLs&>Z3{%#<&(z>q6iq_82k9VlI0TMpGd{-})-jtLNHY}6Ff=I|$@4_qcU_WkfJ0!B z=Q?yx5QLA1HDJIz5chve=H&MgxO=>Y_RQ0wNy@RfW}M|Vzlq_Q{^Kyiw;raQ)WccT z6z{z|fg9xfu_FFBjqqs%rJqZvNqz_0UuI&O)?v)rq>i>Tb3yh4KlR;N4qGlxA<0jo znVWJ8K0lieX7fTZsed-T8&buEe96P{%1N{?R1W66_eZJH*^pY812uY)$lp5^L~ka; zysTr)yHmmwHnBz51P5}I7mjmi9s9TJYb6FN;NIU_{JHiR?)B-$bq9~q3Qh=o7QN>t zXGD?rx|K+#yrk+r#<1R~57aYWlEt=F^!4U{G?KYLtgk(!d@I9X)(3l%FVcZxUB%E+ ziET#g&OGw$J8@Yz6&tinp<-$^??6ZnZ_C+Oc4He)wT{AjL;$3g!ge+^Q4Lpy_I&v^`QZ#ITmxtd*bTF%&dBDq_aVHcq z>6_tcxao;I@1dj-q~2kjleE|5Y^V{mb?V~0k5^FK*$(CzO(O5zgK*N#Z?t2^CbD8~ z7P<86G3O$(4X2!$#)~S6Vf-#ckg_M`XOz)P`V3x~WQ9+!mO=NF)gbKLgv4J;~M*%(deK( z*8S=v$p<*dwr-)K{%^=et$j5A^Fw;od6;Ycb&6(Ah#+UrZh{{15KLKM4;l~c8SAZ_ zq-5FZwf72R@C-k4`C}{myjBlaU&iyA^3EY-T*A>WPw7gvo0#-pGxsETDU?_^0q=|j z=#2-m9d#AeoXpYa)Gzc@6Vew&bMU7_I+@0@PSj)@PM*)c*OoKs+r`bqZavHU@IRm< z|CNBJ>mhI$%ZGG}2&g)n2zS2ig-3R)^^S*z;bOZz*gG7;JH9`GxD7uiu|6ETgO}kC zyG~wyj5_8XwWjy-iedNVAoAj64eGut!B288sYZJsSG>2K)``f$>5HK3=9* z_##QwW5#gts~~?;Eph!LK9FIIgFxdnl=813NdsF!*uN0&te68i5pQUH$0$*Ee9rSd z5X|ehDn(sy5r|;BRrl$0Y2roJKe`x)U30CmQNoHCU0;Xu78pQ;PAJZb6M)RNU?^F% z1+5oQn9aDL*SG6{*(rVK5-5b?wLxHKXu#XiUjP|(Tj26jZIFwIfxAh$*w}v>s;);9 z&;CV(->?QR^NQfUnhZ!j5l6m{AL){`Fc4`q0`aR+G*smtd0Y|zF1h98ZL}NuExbu5 z#u>v?*H$bSwSiCw!!Osakj=7|ED!aKzST>oyUSdO*QsPqH*%OJ|Ix%jw z%+dK%IlAcdWA005m>(E};}Ww#c1k3a3Ae)@w}-@4Zx?2d7t`5M-q5ma89iZ;OLJ7G z5c&9gw5wBwu}xL9LGuw^_2?E+%)CUu?%D~R-xH~_>TR;c#Q-m}o%VaAoTbWT!e<%< zcV776jL_4VGvyNrvC4t9n_1uGh!701v$uhLBXe^$<6ue#4ym-j`G<0JqGAfk^@&7@ zK>}9H5fa=t0jISd1gD1_X`f~TsTo1=VyXq$DKKZRqZc+TszxVa53n9w0Br)=Ae`N~M2eK9QO05eGXX zz-wghPtxYl7BGzoRU zE+<`bjh%ZYvf0U$8Ygfxip4Uo7IvR~PPJKPvE0xDP9HlCDmz?JX0H>@@@V9(j46gD z33)uRHWm|Y1MzyP9+^f4hQXzfl}WI zTDo^H+lh!`b%QsadF_e8mm)}_G7oP(7AM6P3S98?Q#eZ2G1grebeM`muKHdaFv~%$ zzx$y2w>qkdry*=F#N~zo7}MuPXS4UWQKUZi=gN7EV?8BP?*1hP1LDn(K9kGW|vuISBlFB;r9W+oX1MXNv($+ zO>KfV*Tq4_OpfsG+d|AO_On)AB)^(WQ25tH_~4umd9$9i+|w6)to(u8W%NX{UN5tMA^SH@}Yx{0P#A(RLiVT8^Uu#`B= zqX*-0%R_&-`%DUMm93=xl1jwN!-w)4tApGtIg(dFp-&_V?`%{7na4x)x2Xr%cJi}~ zupjhX)5nt&ztL{(M97M|#}yTLK=cIzoMIILXHB-j?kSekaho8n6)nVrPg#$!GXeb< zWYg7;3h>+v4@g+GiD+B*pn|9|?(S$oLtAn5`_0Y-rf)`R zx{JN%^+~{|I{0i9Modq(qPYiqCR~icMSD6h7Y(8Pg9P_ORt8-Q4YBq|1D0pCK-rOn znC=k@BK3uI^7nEQ^RELxXPo5ich85>hl{Awc0p2lJ&L-sUF+@wYg$ky1h2{%*J1Zt zA~)DbcI{6BL$yjwda;k(P>#k*Oo3hIhufC@ngUB+H_`>2e)vP>JPZm2VBf7fp#Sd= z1xJMUW?#tBv~?JIFMu;-%%68V`LUa<1i$+A=)Q&Jl1qh9r8b>=b$bR%%xT9_!G%O} z%Mog77Da}5d(q;zG3Xq*Ng~zqAn;s5tBq+AU6LV)mJzpk!C(Y^+j2nodNCf}B!iY! z^I*1a2dK`Lg!#g|Ih}@8IL&qyR^({H?-yIS?UM(v-Kq-05AGz}u4NM+ht2rzaTjBF zwWFV6Gm4%uL`|)|oRp3ixW-L~Eeo#!-iyagTbWy8qchaJ{7p9MtOildD4bWd7(aen zfPt6x(fdiwsBm;YOgmNwQYm3WVIgUj0# z$ZlJKx6606HEAQ6&N7V87Tu$r`(pGi-EJT%(1OKbr%A>0B67r29!nio!<$nk_(Eqo zQ5!16!T1R9mr2DV>eqSG=UKqNMN;(8;h=8_@mze{65x)3W1SKmM3Ne**KKPQOf3E_74lMQlC<#pJB!8fty`D(82DgVJyde6@=8Q6+0= zXVT%;q??0ePnIfOFQtS!4K=I}nnmq$uW_8(0WRJ|1HO!9k?#*o$o$9Iko?~ch|=*R z`jN*lR5b%H1q|!$cg$uPpxf4`m{GmB*JN$4+;{w)LpuWa3+$ygL*S&=>N8JI} zpUS~v#`O=;Rl~4C#vy)F2W0Y6<|8e@{V(^>D4P=W9xj9xa`m7++DiEhl650$OTnmS zKivDBf_3BznJRM?HJhiw49`|lYHNe4<(r{#EQd^6n1gCt47u{hlfZw^4k%n(09RhK z@RaBd8tGX`Mxx281=NyJ{t)i&Uc`-ls(;Q77uy3qVPyE1@GF-g2?It zPHN>xI&P!^MF zPgKKcw?NFfS`U5SY|$m?KMFs$iGtyFOlT6Uhd1{UUHYe;)2$$)i`*^6{6(PLNy|gA@IG zu_*Qm@pa7NJsYS2pB*VgXzx=RGui-Zf&KXDBFpB_VBMU)daRANfLQ2)>P3cJ%n;kL zN%8agMP?DFScFF(I(QGRw{l554x{1<$&+<4#LHX|!%lDG1|D~k;Js-OdMy~^r#8aD zx*FWdvdKFhpC$dFZ0xtqAE)okhfKFl<{>_SMUM|brzn4G_E-Y!IQ)&QS?>UgZ|+6k zrIKwE1p^r4V-vjDI+@LJ9k7_~4wfoYy`1`IycyfQvEP0orNtSLaiWHI&LN)VCM&Q# zJ{f!*Rnh1lbHtyopm#5+x3%bCk^f_eFj0T+r=4IQ{l$r{p2t*|aujEGpWK4j*8xHOBO zoE9<$lidq&;DKRV^Q{E%S)YuYPzClotOBv`z?rtC@!SWK;PB(KC|@!SuFJ~7%Ak#U zsK|JkK8Lv-y8AJ*{u~iJJqwjQ49V4bHh6OBG4OsCOFl1Y;uc9{f%c>?q)uuL*kre$ z>8?5WLHad0&@u}r$T-pdqSMsnzqxvDZ)f00&{T5c*);rGc!F-<8i*Qt7s<}sEI-{} z0+R+4+2k7*BolHnbh@TpEq?~9ceH*Z%R zN%--Y?%FZ|MctmzpKaSvuTLzsI{xFFem^B5H`JhiW-v?`UybeOd?Dj!JSs_dQ!`eDrZ5l6ng zYXb}YdNjKqkJH)x=fc!fuzDqhCq^o`&vvPB{hl>>YPlKLU22A5)+xF=C5v~pG7XJY z*v|5o2-#C{0`2chz_XUKBt^armxmvMg|c-R6|M%Uj>vo=dN6}W$mcVu)cAxVuANBH z*f5B^%3@rq?pZYb;s?6P4pIATHC}$A0L!m;f+zd?ug7-cuGR{!s&xR9__yP-k1o{l zzmxQohX66`6~wVgJlNoKp4xwH1k0fUoOqE3rq<_RY}Q6B8s3i`$IVf8-UfJE!d!M&z_3@cozb@Za(p_)~lpo^2fAmCY?_J0#!)QX>JFxBDnmt4zVbaYb^*iE(=E z%)qp-l&H_h#r{G8{MB?0o!)N2bIB7RNqPZhZIS0(1f*ebdm#M$qJSHMI`HQh>yitk za1LAtt(d$H!(Mw4xq@IguP_UjeP>Gr+9 z=;tIaEbKM}ne)MrcUKSgtvHIaI+nwUXL5A$`j_N1NTWM{6`U}AN8gRNqjygw7Mohb z_Y*NN<@{HA_{|++cBUAolrACXgA4KaDOnIx`a`3#bnxq6b}m@_g~+V_Ocrb^!{#ef zahhHN-Y++%Uv`x9!uR;&J=S4)5}QxWHD+R*=mu?J=KFk4t|};D(7zB!8Krt}>PM0_!4RASAfqAiI`$uPt%?E;TD^}#C4(( z+OT}riuDPgdtIK=Ki^1?=p5db?pSp48*dvlxx=BqE3Dul{{hPX z+?~vHUy5QE=i}1`8Mq$cNQMU(H^Y%V=STtueDT5p<@pf9I$ULv9^jT#Lix95VBy#{ z$h>L<2JhDDawZ;7J;epAavWi`s1-Q3KPA3RcHoukkDf>Mam6P-QXLwDwwKnBb!SYW zwKki1=iOl1g_Ce~-XX@sWIOE2yY%E8ecZXS1huxufNjVndYe#m2Y zQ)aM*cM1l6YzJS_7FhavoLe5R!F^;s#eMEwpght5s^LyJZ*LVW(G|qBCKnj)t%TQM zCZN}60MNJyWgag>Wwyr~?g^pijdtM76?I^yn~I0JjZr1l7iRbHktgF9$f#>E>kKwA z|Fj6qNc=_e$B$vklu{IuDTAz!C-BJH&%FPpnZcwI=9O1>!j4x#u*^9J-w#!heUf2h zqNgf8Fx(HDNFDibdLDlJFB>P-6o6QjEQJCadhPivwyR-1#MyN;ak&txvvaw{6n84> za1qac#LGW69J~i$A3h;>NfO?uMwcCIUO8=TpPJM7Yh~E4A$2z1MRmWAw&B z=UrX=`y>UOuL+O`KMtcnL@0@Lw!xIkF=*Yl7%S3+@Y`P@7&ssXQg>5e<;>&QDb4<0 zQj8E^Dnf)fJF9++qRH{fAn#rXhGUJ8u;DW&B+`TLUg<#hzi!@{>)}-D$WDCV%G~VZ zO7J%x@W%8Ydcdw8r5ZJ9HL?-q&ExT%z{n$ zi_IQ%rdTrGQaCgiinWnPwr|Ml#RmFU<16#`lE_% zIq1(=g)VON6*!(5AcNJcr==anevYm5){^58Ju4ET8=B}UcGg*VVHdq2 zRY)J|pF?jkEqGIY8Al@4^8N^Khi6+;!0D(N_iS?))xE0>Bk64*m>h?BpF8L;`CNKy z&J^_B@{`B6%Zq#WD42D~V+lE%0!G;}q^>Uq5BkWn{+lbks2K-R*AwaJj$Z22k%a|w z{OI7`L~uWKs;&Ed29Z=WhavZ7XxV!K)#(GCh>b9=^4FyvbBD;p#eSTE#Vz_yklpEm z<1nXE1ioFe=auiwgZrVA+r-yjrFU-Y;?I{^M98uUV%hJYeepZG?L#yg)3unR)`Pxc zXZ4=$jKN2p!lYlT3_fbr;jGzHF}X35)D)Mq>@nbx`h{S#Pl4Pj*#hde`&c)j8E;hB z!ts-9Xj4!*%%3tu)Vz)H*ui2HiOFY=6{1yfP<~tEZ+xNnj<>eXfFs+aqx4Q!o1F z4&sdX0rKpgGrd;YMd-sUde?CYU`q?y%-9C^zKVd?Gk=yT$p8~oQ8Z4-;GM5ggqKl_ zyI{yzSR$)YyrCN=X+0s)oeuC%p_qp z;_UP?X`g^! zI3k$^5?`}uO?NoX-`0Xp6Q}T=%9U|HoTlRaAC=T4K$FIV6hQlWZxB9u5sFk;UX}~S zT1h!vYZ`*<-GyQNYd*ML&BQNJE4eUE8E4RS_I(8!xSD{! zQ4NZo3L>p(=isfN6PVmvfzzhC!GG_XB^dP!(FD1m<3l_+_l6!ruiVQ$Q0xXG*) zO@i0K2=l*M}lh%W0#_RlPX;aA^Cl9oRv&DxI= z{u~lrWnSo;v#9c`1S(8*h|z>jICbJ9^{h>TElV|F!mKg9Q2kUqai|7|*=*X0F9y%F z*Tc($p=7jc8T=k%9mbY+I4REfY{qBtr*185sABu^+z{02<8bKD8j`Xm8dR?CWx4UU zy1Mr?QR`GLm~3~2UcodtI+zVQ6)U;fcQ=COk+Y~)w+99SQ;1*$J4;siQ^)%$cs;0r zb!jT`-5E2g_pOVL-BjReSC-*S^I}LgDgd{Y9dOq10BW9TB$fsHFmqIjYw|Wj-*GJj z>z%ykKhnU~g@9R10=wHAL4Zy&w{uw@tUJ+-Wj{RF47de987E`$ljXecv7xZSbs_j$ zs6vTfA#t!yWt{1qu#>r(#M+$D^V|rp`td=?yVH(ICaiC8zLRmm*FfNM#D6zJcr8ei+^-HGOUq?Jc5Ny7SbmP1Q)7<11{^^~hxs~c)3Et>689@Q7oL1fL;FwO zxN);CZ|mnJ)HT&jXJ;{NoDGro)zWSuA3V4BBZ%79N-Yp86uRkli0FU3|!wcm60+ zy94>1jeTLukT?eyzaLE>~>5*%*S63Js3P_3W>x@>k{@-`6P#QEdG z&!#L#wjTW1Gegg&5RSA?g$I?bY~S&OTl4TB&$COPbCU^zi{k`hpYLM4uMuKVQiQ`o z^*B|<1<0i)5a(;g$GM)k`>++N^Ie5#gH5n+tv_vk?}pn0%Ugf`Jw}@Q=Aprwv9`wH zM06jEB~~TbB)>x#XL!Zn`hp57I=+l)2IoLmK^n};ctvXsufS&|V<>EY%jp{)CS$8Y zAW8TI5jmR#)%WaB*}jjw{^gIV$0A^P;||iDJr@lQ*FnR4cAwpIfXw>dOG{XfeTVOE z-pl*0b8>k!PEW_9}!Ww9{GuT6?l_exU>oMvn^>*og>vsUq=T8!3$ER_9#;#N5^YgAZkB5b zny)FsbB51JHGehhxRyXp@)a`cb|=)=HbGU80oID1B+frmKsMAL#qXKIS(~3!Q1~xx z*?5&~Yu$nci)*m{&Ut#pRUH3f3wBRuKJCvs==NC%`U4B$p+O-i?|4Inge1|qD4+h! zb%u%U8;S28SGdv3c9M!yF)unB8#M&*@1xxq*rtxB6P2NGs0xnU$%2|Kt!QJe1;4uM zNkLvUaTE`NMSTab(d`NrTsj3++8O8`BLuFlEKmI05)!OtVEBtrxUznXuFsC3UY9=8 zC{uejZ(oVJUiIMD9|)U&`l5bHIE1f}gUR+uSP>V;(G9wKT_5v#T5)^e$komG{-PM& zen0`80-B(j@pWsrXn>){U$SVKKZrGU;;mC}$n)t-pyp&DbRQ7s4gbx=*R4%(!S^_< ze0H0-!?ip@t-lsd48n^_AT54>j5-=+k*SA7{G#*(|9K#4o1CJVLIyyX77*1$obZE z)w0>V@k0SH(OQWPA70Gy8AQQv#X8>ZABT0fu2}$|EePKK=7;|886#iE165pNP{=@u ze5}ib=%vi96n+xdtzf)Ow=kk|cL`*$bMNT%V{lw_hz2dKgm(&+IJBY)E4#~R_TUas zc~p;nF_PTjuuAIFxedxaT4DEiBDML<-n-s$G6MyuXhSqJNnbRCzZ(e zlKJGs;EwF(uoqAL~9|?o+n!(Dn zliqJ;E{*5K)P2e%?%3Xiba!+h?FlJ{0Ks(X^7tiXtxafSebwC86mD;CN0a-M+?o{u zszG(&et<(UdK9MhH*ycw`JRWo$gSrCR)3W@W{-1 z$T{Re%FUAS+L#{vSje0K0(LMzvI?EP&m!%IO!16n60F%ULb^(h!!CAynCI<_dEPo? zE8{;zn(ySjNOVU5Hv`s@n+wHP`>eIWv%d`rE@omw zzXJBF{~({fr4gBJvf#Tq8(SpKfte^jnryK_w^N!hm{AC)H_ycrzS)rR{2pDsZQ@NP@m;G*D{Y`xdkpfIYj=%Z^e@%4`@l7Dlfb* z0m}S}04I%-2aTpg=h7{DB~}*elsh=J<7J%KA1zdLY=rq2Rj|c57W%T=*_@#OH?GKM zOtE%Sw84!Ev-dKeOFlG&hGQ2px4r0k5E8es2W zv-4|W5Z0N*wQV?93nPw-G;6;C&hZmQpW~NkeON4rBpv0ds*F)LB_H1iM1jec2W0J3 zO}HkZgy1QNllhpFnJ*KLu1tWbG@Q3{Xn^XvWa5&@^{~)A8Gpa9XYb+_xM#4EI-8`! znH)1R<-TZJ=lWQ5pIpjQ2u_2n6(OL_=2Y^_m^bUjN4lO8c*;6lt7InNt}X67uV?w3 z$x;9@-4?Qt&0V{0WJ1NEY@(GG1HDa#u+(@VS?L-K5?VEMsBbl{3`>Kn4yLeqmNbe9 zm7sCgepJr-!+8zQ!(fwmSbh2m`8?MXeCx_!!&U|S^t}!)8^wamv=&%hwhy1XZ@_Sk zqu_6+1*>Xvpw4#^@Ga`2k-qHSY!QIfL(AxEaeVhfAB|+r zVbypwojqR}WHdfft4w*UJiQ-Wl^rn}f_R%dGsu*%4J6yg4h$OOV1<|wosp16#P>yE zj*kEoEmxpR@07t({tC#8@yEvE5UA@6#IWFU<{AGVMduyQ<=4h>B%u@y(ITWGr83HW zt`ee1q(X^GQHoSD%E;b(@4YFqxzA-pDh)J6d;Z#cX+7upufKY|()W9ub6ua$`~8A` zE%CuKA7ioieHfgL-iMb~UE|OCmr+NhLcDRosEroIW6)hE{Me`t*Mv7<^XnB@Z=i+O zO5bz29#NQk;2+H}>L!|@+OWQll5WDzC&?`6Qr5>+r^CQtaxQ$_l|qzWd7#U?tx%TO zMAA(Y>6v#w>ETPq_*^w#6#F+F^Ik6`DFw!OyO-SqmxW?>-x>IIC!5&X<@1V06tV=p zaqdeOoE&zE^BHY~FYKfK$LKO%l?o!$mPO-3t2A7tI6!&^lR;7SG>AW*Npw}i=)X;Z zxS=$H=+9TjfA4sR`F@TldDoDiTppBJ{Gp9`hj1b$=-gUY%qtB|riFqRcr$(>oVOF? z9|<1E$1`PU?v8S7O7h1n%Vhj_BbfOarGU(drAc2avH#y`cw|87ovb);7_Pvgx~(Yj zv6rNKoI`u#5NHb1z+Y2BX{K%+*f8d^-{B2#^hFD9S|vcAcPe0gZ5cG*-3SkY17Js| zKN)k~2WD)WfJG7K;Kev$u;wCRcKBY%znTci=9k(Wwr;^WL<#}_41a%UrYT)En2)OrPEK8lgst+{yoOC_BDy$~cn{v|SYT3kGL5${iJ z#=Be9QSz8Q{rw8Ggk}|ym@pzBT5@J8Oz{zpjFt%X~ zp82y7|9$#OKAo&)@1}Wp&PxHa8d^|PEC%b&)G~kZOPVuMP75dY(K5j%yvWWOfiEUa zkIeyw7e>%mqGL%y=~3V}pN4bS>rkbw1Rjb`E|0!X#<%<^g!ez_fS%bhEIQVWlEH>x_u&kD=0b4Fv#t2lnn$&%QCNI#7qcF6_(LiT*zi(sIr1bh6J`vXzS@1$BaC>aB?oKP=%U2?HKgjVH69L=_6ZUTf2w7{~B ztElUId#XF35xcBbpu@;1yut2mkuITR*)-CP6V^-nQO`I7Rj#JPCdQY zdp|xKB`R1$bNF7WtWcmB{$1k^6z^ zXm)f9dORK=gQ^Y$bgxsFXi5`rOoTqV3>_L?Qdi5z#I7ukb1ZX%2WP{;=}i|}th9x3 zKfJJ)TT6WVC7@}07~5Ipg23Y--nmT_?Jj4cqx}`MW%sxktJ93-5QTm>lOXiF8DxL( zM2)E3Xz(otZe<5U+tsa*mR3bB#Yds`+#}@Dn?-oT=p?jl4rJb75&R=QNTgDNKzB+m zoMi7L^|v*g70cp$O{j)3W-56668pZ@6SnufM7Ilm=8O)Xfu5ZPoVq|L?U(LB+uFP2 zV2dCm6n>(6e^v4(VK$h0p%ucTipV_OF(~^Y4SZvkg3r}tI!-hciXX|pI79a;0+LcERGJW_v9Iuf$fV=k?Y&_(Au?!zap&1b};pDQc?}>M>v4CS|6T_ zScez*W0)sKF;mF{XECOCQZ>s9n$D-YF3Hh0sl7-8L-EEg11QXB=6iNJpug#yX0Plj zNcrZAb~%4|GTD;OTl0?`+-D21ml=clj2`Njnb89&>`b{fpLNU1$(ON|9-OKRb=qd& zB&mectK_iSopm8{qF9f(6q4gp(YeP5mRs+Dx)2^$)~D;3ae@(~2Vy?!Nb@iO9sosYT zFk{krBKf4AwwrqpjV=LvCUJvWk9t6za0uWWb!uo3Loc*3&%^#}MCA1zd@or`j($}l z5pq$)^;tOVP%Q`h4Uy;_9Y~5Se4ucw5_x_60bQ)RgqB(dAm5Wi<%7cT{BSrnF?Nbf zUKBAIUk~SP$AY;@69}o*@(L3U(8-_QlU;vSkZA81)KRd;j`|!b&3u=jJ)VxR+*Ok2 zYjTGl4`&1q;FANf{9heK@>u&Mta1ECFC|n#wtg)6olr#|X&fXkjn9!K%Xfmy-LohX zD~)#MnK1EbGA`V62rqfaz)3Ua`JHr^$iI6{?Q%}T9o2`Vrn3-cE=a)p4)JI;!yhIH z&c(j3JZ>9PfaQ!s)f|*Vvjeu`%;6xgV>_Dem#K6i<2&{11%e|x3wK?)a&9a|uMTqz!!5kpt+aKdk+Czva-6j}?Sz;)eJ zNLSMYu{q<3?UGA0Yo04S{OwQ93Y0*TmIllj%jSUfpUG(%3rx9P4(~1x(Ve^R62-to zn0xXn*!Q;6&R#?CThdJfSE=JQsW;rk7{u*=qL`C@D@cu;!CAdIV1x146lF%%>6f5z z(FhG(z6#!%Q2b9K2c=Ixp=;Y*P+>{}hEp-PJgW>%h1SE14Q|-i%ERJ!2cfPtl>C}i zg4cVdL(Su%;rfKn>+Z`g~`pUnyI)~FO;C#Awi!zu_}YYag- zV?aQEBfOFb2Gz#-5W7DT`mX0;>`OItG;X85B7ObNEP1uBj;!oR zG;YVlw=C{7lg>7uTGN-*zb3#Jujx0Rik2zIZ;Ab(ml>ltnUXA*<@?Ja2WM;4xY zSz^+AHTGGmCj}aFQR<&C77d5=Zi$8g{R$GNmk7S`?KlT{bc-^9O&+Nv zG}r=%)b>Ha?dhnS63ELeEQTk~UnZj9PDl2iAQ`uMou z7wtrhlt=}KIa}~?K^uHK8OjZBl!TP!rezT!cu-|Bl?_!#=SY8a8Q;!p zT|Yx+XjtH(wF;;qZ-2kV5ypu*$=QFpDNuS0W)=$hL&b5{g?oLYv*xbt%Y>`ky@ZiPid`YF|7N} zeukHO`44QSEG6$r1(wud(erpLnot6h@>)US$0iVuI|9QFd%%9I9JrY_;GK@;U^eSI zcRYPQ9{0P%*$7O9bDSPKf7^%)`yG;U%@rke2HFa=0`Nw{SoV897e|zjW8w`dnjqed zod+Y^+*Hoc%mjPJgOVd!$239ca}f+K&nC6ex_qK06Bb=R1RwUPGH00rBxa|P1HpkP zHlz-|^=TMBW&vFkBm)=I&QjN~D)e4-jf5U7WS0y4>RZrixHeyvkl&LCO}*Kb)65#J0Yek5Nd^(n_9^k_D-VDPXoyM{En};19o|%N_^G?H0LFQs#mIV6OYl)`k5@^oL0NK2F*gawm z3R$f%G`c0`E@CK_TVEG`HFbZhv4o zAkSCSVKk0=@wozZ!=}N>XJ5&)X=6amcO_nK_SH!=Y6C&NM7;6v6du@A0x36FRwZtd zi^r#92sKHc2g2u?@o4*27}RQnfER73y7eb{_>R)ws@t)Wy+{0V+L@C@hghU114!my~gSy^& z%t%>C1I<6t6-qWJn&F7Crl)vQ_F4TT=Y(3ni?LzRUwZap7FG@@lhqZhkKzl!9}R^u zON;32?Xf6S>ICjHFOkoC7$2<1iq2EKNhO=DdC`DUOwTxqdYO+{x8xY~97w|HTXr$V zSRa0Lav;k)qv1xkA~j|`2eS!`<9=%cpZs(>UU;^MZ(cVW>uRRr*M1+!*y72n{Bt0= zo*d&CbOCre;OOeVWEx|SzIgDJ_S$)%mT@Bt_`9N!!Fen;?!x^YvqAne*YZ*>94>83 zgLTZUs(Mxo9{I?V*C!KD$)yn{Nqa(2whq^K;0{0e<0zS|!dPP48)>3`Ek=gEr7rjD z!Qf{+n(MwL4Kr3@)D3y~F+CnErfet0y$jJuXBoI(WM`|yV$NcQGQAm}OqXl&xIla* zHV4UJ&(?M<+#id&$Alqm62Mc;!MVnTaCUw#=zH~|2kU!V``qV7o2rnXYKzwcJn`Ov z?YPm;29@S35%E74VMA;TF8*-_*2<6JJG(T=TisAxWYbN@*!IyQVt?sID^<+@TT3eb zhLEkh%joUx%gD%WXDr|bQDyCT=u9c&{;>XTx6Wg z3NyTCLb|CNncT~EgG)%llAMWqOyfabQ*As=;+Y~7I=SCbI#-jTxQIsB^%I*WPkm*c_ z<6HJl97#g^n=vSxzaD2_42BDf{6W-Ak3_xb!ntg2>hnSo%m&18H0S{8b(G*e&#NS| zl69I&*FfVTE#g=}F>7@U{#bsUG^BhaGq%)`Ye$nIC`k*e&a++o)h%Gwo(m7+<)CTK z8GJEW7fn|yL6KDs|KIdfe6MtbZcr8gLH3U88*`LCxBEwxJuBeXxg7qU#TnGMF2rl+ zI?<)m0PAjh;Dw~!c*|lME$Ey;6x@YjOxI^R-7AZp7}`vpS+O1P$ud;mCc-?SF0i$! zmiwwKiCUKeaTeoVX^Cgzp&w@<@=6ujg-4;Up%Er4d?z++xA`WK2L-pOHrMMA`x71-~7Rxa8dZNMeI$C|Xn7L_I=&TF>MgL9Kf#Ziw zsqL#+e8Bml|I_cJLTrE(^=HDg{xn>?=r7TPI44%wCiHb_)gL@ zXCV|!t;3n|?Ei9O30$%(!SNxh;g5PW4hO6U%kF9{inT|HKOSVix-WAo9LJq{`!KrK z1BV>jFfTHkT2*bs?a}dQ_+KE3PYS?aI(bA>(F3=*RMQjrbFk1TjRtl7B4UFbbdA9r z*mkcCUd(VON$$}wPG}QeYque2HWL)uu>A&Bm>0`*CyU?~2b>^;60sx-?$ z&X)DZ#}(nY;$pB~T1a-XJN4{*9W>lm#|>U>K#PWIkRMS63-*54|DPJ`^XkY1y z7(M2*OG9aEDC@)?^uWFE4&#Z9_M}?m7I?SRLC`WwxK%1fjYn?r*Jrn|9;`MRN!QYA zT8XsTOB&N-q)FD$e%NWV5@wdRaffJs=XuiW1th8t0P)9IX z&wfVQidsZIW-<&uGsVj2^KkzkW5%z^Bx5(Q?-^sDPhvfy=v`5C<=sLocQhcJy&9%0 zG6D6T9dNDI1rl!Ap=nh#8N+3w@zw;iJG>Bk%e!!l-#e8+%>8bZf~oBzx6UAXvQ4t*)@3i1_cbk^icw1H!K@#7qAWH!L0@70>5@^9v)6GpPjM@r?g|_!(C*yb@It7XmN8 z0J!5xtSeuKLPkqb=+pv$U9b3S`61Y4a*LceZ`O6d!_{^~w_gw^ zvYpuBWG7DhFM;|G(Y%NyhZ&Nx)P^+yN_aW!jYgr@kL$Gn`4Svlsan|Vn12>(+LlqzQ-a_u^nmIqUVx-2t@vVW zIobE}81`!gqpEZ$crFQ~3VqqAVY3W&CLIBhJAowq*kNvf-Rop61JQS{F}{WASfng~ zf9FO)?nN^gwOBzF3b)bQo*8(uGXu;5f?&I{JE(-z(U(KTbgJh#&{@Bn_R1^alcQBQ zCiOH(7c=Ku-4(pBLjtO)_S527KPrf~E^7hzST{ zpV1}MXPuVc|25*ejrx>}n1WBBfU&AGX-*L1rW?d@FUOaFKu;m*F`j@scHiRMUKhdE z*Gq6~h!*d+ArQCv)sPpeXPKjldGtOs!lJ1{cqiWvQnG7s=e9AhZ>v1CjUIqo_rqyf zg9%F5i$hm(6_~N?_J=iPXtuEq7bmbD=pQxExfuYWmN$^zkD&W4N}xHciQd2Wh;J?_ z#^btG_&uNsiyEt8i$&?ql`_!Qp!8B1FoPQcF16L7hCJ6RVUPHrfcaffy8 z(of9~sbO{vJPFpo6Ops=;+7mj=ZoOCb(vJ@(Hcm!98X0uTB+C95=d&zLw6-}*zWC# zKW5e9=qxR0iMvDXA5_BeS8X`!kqaEk)4$jVbV0B?MKplX3qd zeYktA0;|JjaB!9?EET>7r3G`Lp==7Nu7iKJR>6G7Dkgc%zzI&*gki3 z8T+d?!v&6guLOFqRZxg|tX%Q&g?V^pd?lU~bApjZ4}4KDh3(iaAYJb*-}EC4_doA~ zzXN;Wv}ZCm`Ir=J8&1Qyf3}09xi=YD*o;@QyP;BR74=gu!R47(N&2WiwO^NvLf2I+zNbw@7YV?3!!Nh6Pkxdv5(E7 z!j3`0olVd71qmKILfporg4| zmDE*c7x?O2WW4!(aDAE*bC5Qn_bd)?yRQYmqF}U%aX@pUQ!DxB+1T<<6O+uWF!%K% zotwU;^vSBJFm^^IuFL&GJXrQ@!jGiZ{92Y=8HH?GR7YgBh0aB?S1F*fo0Hf+2Q6pt7%oL7-U+S!buC0aJrZIok za1;vJmw?iw6x{uBCCS;#=E5vH(ObL+gYV~}+pV?GpgWu1v~z>)>3XDqG@{3UD)dH3 zJy|K$0Ggc*sMfj#_f6=7=bx+bo?I*L{=Nc#n7UyRYNu;J^^Z|n=IxF>U_n4jR(+;Nkp* zxLYF1zevHp#fmUX<30IrY7-coT@QDHQ_)(v1}|7G$K)qnaLtv$FJJKB`za7d^4g&C zmpA@=W`q4tMR8TF1r4{^jSYSdC?w@YPb)~!l11rw^Xvz1>2Gu9&EPeql$k^;MA-*oEphA~95z6>It7~=92QEa-U41QUquit+S(qR);gevK{Cygbi_+ir?4)m9rkovkS~A2(B{T+7!+6yUwa0-wwKSWbyczAUrts22DF22WRpN;O%N7++#4zCoazdi3sL}PTT~t zTAKLlWj1ir^FT&g3$|E}LG$2$R8}evJieLG}Hza)JdxS_KMu>(B!i9M~K+4m8!v$T`hc zy!W9U2Q*5k-q#BxzD6D2eo}G7S1Wyjc5!tWQ$`Ta!dI z)2N2ISMuP^Hr7-B^?^3oorYBJG#Gqy3ijL!Kr_Kq5O$o6lMYS7+_$^YeNQVY=`nsm ztp}Z>n@;Zf+2V?!BAjzr1Y5c{>u_VDsq^Iq%<6WdGv3(4?&(gTKAcbd*qxmJmW2}c z4?)M&2Gq9vO*+4@{oWd7m^^$Qejk{N16ejW{R(6B{mukgr)DCyK%B_8C}WL+7nc)% z4DL0?VXOWP+L@lt9E)R6Ep8+J7oUJRIYDS0cp4RpB|vi08X9wKCmm|lqpzy>keAn9 zld4J~Xf3Zp|37p2-yaX)yTVPNTIhtG&%1Gr;7aC-GvrDNbMWWPV+g0x$?k*zdhMGo zO#Z$cB@@q~dAkcMC{2rcjiKR9RUr>@nCIp0ChS#u*2xzO4D@!_h-k#Eum@@ zaclOqAY*jr$zaQ*a*)oZ_}_x#nAcjDwT7b0Q+?V(IU@?TCu%J;eOU%KeroG z&Msx=7@)Xt8(u!=jU#ohsrjv?@X&8Dn{{5nqTlwgaeflqnpz3@emT6^x_P)}@*=i} zyGeG8jD=n8wa~IXixyT_f`E|;mS_QJ2A(GaD?D)JrWBxClQ3PVleddB#`GlsMH=UI zB)-()M}hNXtEC~9z0D+(P9lB#D3pZSN>h@ZO1=dZpttr@;yCseC)A+`vHNDjy8;1} zKR3*cux{+^m%Hh-3v#fj(3^?p+ZLu&!3nBnirxmd{Z}l?j{C; zcfQaU;dlAn2an)^!7XSk9EpwdSXO`kI(U=2372iG#Tmk3n7=>y)+sFON?^B zamNhs91y^T)xG%K=>+=67jX2sBHA=Wf#F^yJbIZ!iJ@KiJ~p1-+`;;Kl4W>e`2w8c zIF_7PI05E$MB-TJBBe)#FiQM9@{g*Shh2@iQevPuWDGht_@UL^G;q0^ptBN{=-~H6 zxa^vW;m>bU3_LY6`pBIAc9S6++@{xD(4F+?aa`4Q5OvO&B^B>auK|c5(Ow@nE z7;#9SO-Y5J`)r1_Wdc~{l!ABDD%j#l(b-g!7*F;A*m4B?`j~(3V+s)o?!x%YBXqyw zUDB8x&K;L5qhgbc;3_8pB5)QLGY&@IzH4NsialuVaDj>+SBa1LdQMzVlvqvl$2|{B zX#UDnDEa%8PCBGW92PJiZnP|_Hnn2(5DWVKDbx{MAPLfz$&fzslti7;Aa?sNLiWv2 zFgxjvW48e;>E8!>(~m*un6nry8js=8f4JmImU*~Tz;fjq!QodI+vlib{a6JmeB&$i z&@x~S;Rw7N@SDyGm!UIDH=#@r2W+1}=H7VtLpIBWhAxDa`WoSe+utYwGDn9K@1`pKB?^&R2H2bYrT zU+y#BQ3aILMq#(!bf}uCg)4)svF=e3gdPZ|ldWHq{Y@UY__HJpyxf8gPWkXwF$L~j zxI*lvbmEk65hSiFofM0+cla?|yu76f$h5iOe`q0_vj?DCy#<<2&B7%czt9ExdvG$l zkG|XQ0k*dzaQTv8PzWz2ax6EbWEa3`9Wvy77ThGiwEdy}o*sI$v*E{tF39xhroGO~ zAx7#f1l3Om?bWRNX6^(Q56VD!O*|+y|0NGKCUYu^v9M}Y3jX(Q7v6FYz%L)tI1R~6 zP-#wP?106b-SQNe?(T#O_L<;8MfMK;GoMqDvLFE?0igT+3%xqS4gAY?uk15+rCB?#`TTMZZ9ECcnejHATz8gds|2Ju28%BQq9f4is+=GoHB{ho<) zG!1d5#(Wqt{Y`Inc4GU+MQszu`s3kO-PpIO6HcAD1p9Ys(O)L_XqNsl@D`GSea-$b zc1JTFE8GB9nF5dHd)xD00{ICIjME|Y>ix2g5_2{=5ygbICJf&8xTw8yFd&gd?M zp6X$e#B%D=lA+wE{1EwYp#?VO9iwBiqi~XVD9FbK!-}b{D12BA zj6<5>L}eLCt8=6)R)*q2l|XuN;v^_Di-DRD54`v}0}mdF0Le4VIsI1{3m#6#kMfoH z-NXv?@71Eq%v6~4qy>7C@6vnDmtjQBfh>z2CJ7HhAdO{p?#6fGGP7Fx&@u|eU3Zf) z>yn7;s51F=UkB~mtBAi@Cp2}R$Cj5#STkUPBi|jcPW}*#*4e}6CRhCFE`h6M=HahP zZXnah+-7gtTr+AA4lQ!Pe+wQ{&M*`P@*eQgo-z3AzA(Hp+XGvVHNc$ltbfPYH%Dz< zX+&Wu_(*$mjWzorebPD?PFZyZnyC;VODTQESme+10`s)m0DmhjidcS4sn4}XKVW9O!7c>d=gI`b=d z^BX5{?~P>q@6G~jsf&Qg5toSOk#P7q#usM{@6y>39|tbBQ!!NZ6xzEIDpcY69cklei%Z@2ZJJVJS~%j26tjG&SVjY2#llg^6D^nyoZViRbtOj7s$_+vO0%9}42Mjv6AkGL}x6SBCGNdtk>8 zO(G1QE?y2dx1OV(-x}enj6b)suN{&@ZU zPCVV}4RgY_;MxOi%+>UbOp|j3@%x34CfkAED#O_seF@!sa&T%_C@gI3#MlG1B;-U4 zJQ*NhViyb^$M<9IUS${!ln29^*~H&H4Bt&lhlTfZ`BggI?kpXnG#*Imj5 z7xCSgaqKAc%NF9nA`en`w-zln#N&~13b0*O66z~FKqze={(fHs@?Yk{BQ6ltjm*K~ z^Em#--C`;yQvkmhyGgoOpX9!ZBB6O}NM`B)$o38r$=8SJG3P`KdOAYGHJNwJekWXe z`Iq!9UCHh(rp&L{Puhm$>7Z5-{eF%0^7p>w9e>5cJhgH#RT+mxW8^^U1LE1Q?J%(J z3yI!QP4d4Qz<^r=h!kGomfVnr1Fxqcb&A82BaG{`g|QAVGY{nN)7%^fe>@X(fg2Jn zM2CqV$${4?=rZvw{hYR$D!FRllKw=pJmw_$RH*5EP@kYv_}PPgINS^d7SrL3LLBMz zNy3Z5?Qn1~8VsEEvFJ`Sei$91NwpfVDxr?#hx%Z?btKj#7J$+35}a_b61$I|fRXe{ zxHonq*{{6|Rj<^L-*dc)gP}A=tsa9)8Qo}8d55o>IguxHChMfO0w;5o0$SoP&k)F8 zwHiNvc|t5!X2MWoGsH;ek{NIB(1%aAfnKHxe3_C;v?oMBzDX^%eHaJbLe4l@S_t;R zN;t82J8YUFif<=H!SB|;#4n=-`ozk~yXV` zK2N_$w0Dn?nN=Pbu{sU~eM@j*y;j?V)Ok?-D}u(FdgJ9Alq|@2N;N)&;MDB`ytnao zy5htf612I2m&$ZU3s6IOhai~HeS|6(Y$N>T)x@B+1(Qdo@U8 z@*}~{Ap@3KHe$s5QWSrMD14~L<_K9F+%66I^nQW8%XjM zq^+!+AABGS-+X4E`j$i(m{yNX({`Xu=W(3BR~MxQk8sv*int|ulpC4Rjs?mb5jon9 zE4SB?O&VJ0{`o%|@=YIE$di~Y(uMVEb>Ovj1xQU724CMfsQ4)oMjCFJT7QqS&J4}5r3GGH%c0|S-J}-I0eKxVg=}**PRYnpXZWqPNd4hQ0fB`q? zv;dxz6+x=14D=fm;ym`}7fM@sV+Bjh%50)@ZJ8_WCt~Gk9onONhCIIS4#DZs=(4^a z2d36Q0u{wEv*O_2mZ!Ydq(4+KUy;sIG=*uQ#(3XD15K2r(ADufpHTCN7_y%CoL!cj zaa;;4pF0GvuDqwwf%SC9<_U0P?f`u!kPKnZH`1<;ZP@WIABSg5gk^Oyz)jr1>3I55 z=T|Ll3IVn_bDkGk9C<`qyRz|qVG}65+ytdN-TCaAbj%hifVG+OIB5xESNxm}>zi-V zm9euRC`Ar+GN<5p2|0Kmw+`oCcY%nF%!4ETgUmb37;2fy%oUgiLU~7tMb91bdPf0c z5lO(zdUgk5b2?jx)evwm7Wd^gL5M~w1fI-5(R(uV(Cq?vqc9fY*I%V^g|+CR5C-PK zqHyEPEz+;<5AWkyhC6#cn&tI__Sm;{{2e2#8fKZ1+Y70C<0E>2b*1)AO-Jud6VN~> z0L@e7_~!SKpdt;p@;b{bgv~*2$_F~jdnrgA34x7S8fg8#N~d>UCB7_3Cr_W|qpyiS z9PKy-Gezdnz%~7JXVrY1fx39ySqgiVR>OuT$I#AfIq0OmruRFv@y7?YqdS*{!B0Fe zN=^()rn38eU@#tf(FCcQ;wUy%0FQX*^Ph)U#x}T~_Fcd6RUM65W8HlMHDd zm#Fq9U8o#X#=E{7@adIbt=i#J!8<#gmhPX%Jl)#<@P{Uq4L$HJdcC-~$RfGUa)$?iZlTU|(T`-4PS z@ZA7Xe!nH^?YZ=$#Yvpp3{cUhhwF5@=sV*_q$BDfZ7*eB&#(0`bd2R*)E0n9=42F8 zZ-T3q2vesU;tDlG96wx!d&3HG!-3PpVr(in{|TpthT)Lh|CjnY#$otl1Dml_gzi z`Qj7gxDLh5+xGHFJMWTA#U4!KCerdnU1YJ~5$3V=rsn6W@P7JM;6y8+_eCH7@S!kV zx9&xMVQ~n(9gO3SD73$-iiQTh8iba`d~k)uawPh~ES>Xe~Mya@Tcx(LF1 z=MtMvih5p4;PVY}=9nx70~>32w5^3-H&BF{72EkYN!#Gt7&+?Ky$F|n%7jU)SHkR% znz*keg!&eVV!*W$(sg$q%U0K8)r<>R@@^qSKhT8Vy2)Uy^P8G3JPkqL-qDtkwfHLR zJe?o*f(E)8;zOfKZbirlUHK_X$9F*+O-;>)x5EV>)>TJ$=ST80jQZ)yYArNgP=pKK zE<>YiD?D0tlQE7PG2tqLQ`$X#y3Rs;Ayz>-TnYKFW2p!8Wb~Yh!f)#Nl;PyiRl62% zCNch)#xL@-HLU=tx<|S;y&j*rm_T@f!H~O6lU0+HcpLoXu_2i%5Z{{hJ_6|^q1rsoWJlb5vdJ_w&4sCmEVEO zMb5SDu_{L0%S}*8g3xWw25|jR0te@<0P`^y=&Aj4uun~oPZ8crURv7YBEe?zINyPe z4Os^Ilg~r)(R{dM$Wb}rU_ADu6K-Twaq)TyyrKV8xOOI)T0S|A|BVkvrIV51_B{k- zrcB2CgiNSicmijx5XM~hL#VeQ0%rGA<15!*+*K|D-?DSDGLtzLp2%^Qy(PGKs0$^H zO+meOE>t~yNtD*=QR~$iczgrn22~c|+jTO`mpmW7E}9F^tvQhPr(lu1hYDo)!q5a8 z9iOIZe35sFcVujo_V|99HBt#XrM=L<<`(ZSLSUC|C;ryW;7{?Hfhg)I!P4vF=yT^3xR`2#wddP#LH{WK zCpQXz&7BFCE!V;U^*EU06~ma>cj%tCh21ij;r7QG9E#E7KCBYN zIMpb~oOOZP>q&kAT(IY50K3^8)|M*MIqm*0Fa7T=DKfS6^Hu%yif1cqZ_V0s=_ z-Y~{jYwyw&-&v@&+6+)PhA$ZI#hi9cJXzxpSAR;vfy+B!^4h~V{#^sM-2kvz@{nJ@ z&4?^W&VU_@PclEmdXgU(iWpnU$RSirMtmD+*Ps7*J zjWE-d?ebgWK{{qGNX)CoL;9KEWafb9Wb`picqR;gHDUgFBbZuog{&w@qn8=W#s^Rbd_n`%jRiO1sMqD(OP&l{8oam;En`MJc1eTI*R^2!tPcFuBjG4>nH(F;!q+Elaf@kMTUm1~HySDpM?V~gf%8Ey zSMUSn15)rv#%@%KI!(_@j1nvmqPt|GT9glOr7A}6$-7}wP z!|&GYPFrU}KD4jo{XBTsF>@pIk59()4w1B@jqzoET5=PeOE9=kMQ832=AGJ^iI=A! znm*z1?G81N|5FBo+;MQ7(~eU5TDbSZL(;P>oI7eL3ip?J!4_hNy>Gfv!OIvk${*1M z|IG#6bJto1*UiA)hi&Qbx!*)zH62^~%OSI%3=hh8#0Q}yg~)07P!FL zt;aBH_!yM9?Zmy^)+o&S`D51PKwOkHN(Y|;bN>W5{C5sW8***R4hDF4Qaz|gcA=40 z9?Bi?K}l~Bcv92NWj?>cP2TX8)>)Gkrx z@B5tV`h4E+^J0vhA?i(P>&)n~awk}}Z#KF{7J=f_olxtnPj(nfK~U{X)CxUGc>DOE zVE8Ol9&?6tULy04Fb-7ZD1Fd-80xd#(Ag)E3d)@U|3U@at7nfh9qM3}UkBJ(7J>Fe z1H7Hnh97TgqaEY%`&!h%qQ$ZBtu+T%^95pv%?`Lf6ov=pUc@I;62a8wFLf(pE+vsz zOd3`rnwHvu2Ixub5_l|RTvnlfc&p5AYHu}&rN5(gfTZrLFY*9ySxb0Z)C$rP9mJ9N@HqW2 zs=U!0CC;Tl>cnAsH*_J9e%4O-)KgLUxhU*6QNkqQOsp|vJ-1g!AV?q_Z{(}M0{n4qlxfsaZ@467ycYR)w?s&tmQiz^aOA7P1vk$?|^OCZhA5x+dnhG(rUEVH0N%=YHv-kHI8F25CR{A58oAqcf| zCxGk8c=GKFbL4KHf-mmaBKss@rDrWn?5u}?N(C&jPC;?gg*ec>ox}-Bp z54F#;!5@xWA)#_1syWQ23FcDNC}JACNyx@Y8NT57X%D^7?}MM>{YZQEbh>PaA8+hA z1piv@z;Ht{T>m11Mz&%Ye?Jd;`Mt3(F$uGHW_Tty0?o`A|H_!s_EKN4%&5W=QI-vs z>7iLG_rMPBJPmsqgU=3!!k;y4H+1bTy_>yL(^fYZ1pf?^H!|ATAsmg)Zc=1c%YCxY z@(HlLVjJ?aO)r07gLO{_!&cc?Ib)R zoB?7>M2V0`JvkE_M~0#gzz!8vddAz8yj%2!d|e*^cCi`Yy3Y`~hAE(9o5s4^)pYow z2I?z^;ACD6jQ`#O%lHD}!s!|e)y|{Q?ERNH;~Q-#^v0&;De&xT2Is%30AFj_Lg1t8 z#B4<*c0BW-o;K!K=u(Kw%o~aRbzj{4Iu`cV`@s1fh_|-hLjKqaxRF|ncCCk@h~1%X z<@!PS#cV3!5RH?+%?72rzM%Xn5X#uxt?KzY!qr!jnU;Y>@5~|`jBG(WhyzFM=t&lJziZ{e5O1D{HrEfemuPG!^ zmPJHwk0C~(JgKvGgBH~?ygGk~1RmLh?j@b{nt>ZBpB#ogQ$nGAyC00I*Td$Fbh^B9 zDL1sAae(Zm!4G>&sE(dV-?@t58_NRnHa!^heU75bw}mjT{UTLJDj?q9SXMDS6$h_g zg86wNxaw35oG-V94(C#|tc^i3$CRc{$w8|(G589Y@BZcmG|gjd!t@Tjah0?0g?~BysGw4jNH(M-`-rs*%q4E{6hY6%{zK@*UYaKM>uL zTVTesaLB2j4}bsEpqIc-e77i%lqIFY{jfn^;$SI}Tbzr{P9g87ANoVG-nXB$xr5zi~3MWg|v6cu6p_7Al9i#URBG3NgD1W*4_E@nbDbj(ku zJx0onx4&+N@a4)F>oAdVWJ=iCfH83eO_Zq|Dc*y0ZblD0rjBUy6};O3U!Z)^s_y`Van?(BrV;FBnu-t2`j)rfG?g6E}{x9s%WX#N_tz2p)s|C{kpc{<(Oji-$LEgmghUS!Y(-zw=U`6RTB1N6N4kr(p76jL?3=;>pP#J@HZBY5qQI5&&iV4{JW*={h? zC#XLKSyHHHR1GQr=;Qaf`p{_d| z*JL+fwtlXboZDJxYiY*wyHcRe#|E!S2gBf*FEsVfY%2Ob1eEmrd1WP2(5PC6`2Sc9 z*RBc!UlVf!O)7!9L5`iRX5p^6o+zKZ6dxH;hJrpx`OwTi*cj zL$SPR|D@sIl?l}Gj5poA;V4Nk3dTz#1>BmuW8~i=4hKpc@Sm(CXpc?=KbD*SCb*2~ zDxamRckLzRo;H~O*&DN*%W+BfY1mtL4D4<9fYrWsAlLoDb36pvV+znpzze>+?Ki(UNwrMn%93s zwKEV_?%oTt|7c>=`(-E`m_(H%3!x#RjucBDV0?gh94S{N#w&M%Vtp7IZOYavxbc%_ zn)1Na&>SL@R zwgH6i7(rre4&KV=VYZ1ETn>Cddtx+*zCYvKZdkyZ<<>7pD$1Y%(D z>=oFevJu{XCMY^~5jw&HAX>N+*Y+gQVr5&18D7kJJW_?O{xsO~_Ao9E48zZBW|90a z8r-%6Pw4bpO7Nwohm)-R%B{E%gMm+l=%IEQ9C>+!tPSd-=hn+Ys;4a+IGY0lnlnkj z&~z?1$%0z4zuEnan>{=LOOdVj{GpqIRbcHzbYj+cM8#D0V!`|_m{c*Zn5q#G5 zfkoxv*mWiYgchI2sh2;JOU0e|CLtHLx*R6_M@*>&bfML5=1AM6PeSu7sEO@a_#}A+ zjco(D(*6?Kcq9)64wl2;f*@R65{_H+Zc$0yY&elu!n-&u4)t-DxDoRU=)HdeeqTu& z^GF*0IC>a;mlmR1w=UlAsY9Isc1}?)hoglPke{6?Bu#y=DhzSzx=o;vF%geXm&Qtq z7__-G4Fe?iL)b_^NqKVw9vR-C>0hd#@5ytr!$O%mb4;*Np?N7>7hFS6878uP)CxR( zl+Cp+EhfJu2+jLq1ZD|5EEH-2n_Xw{WVb&xS;VsWMd`3sBOR*t8iHx$U*5e4d)#oW z4CQSvV|!UHCKlX)2dCUHH^mI34jqTWp=toldT0S>u#EdmxLw;IOl&$@7YBpXFJT;? z)=l}l#fbH{jrh+l26hib;akR!c*qUXWo(w^mR!O4mxjXp&&qUBb0xm?2!knhN%-}; zAdF>YK+h))oOw4AlmE5jq1lO)Pk{ApQl_zU!#koZA_72=T? zat^Cn!WifD2-@7JfQHyc^1;0ry2U5qjqim(tWvS}j4XE9Qy5<&!C7mUVaxSY-g6QF zz2@q0X+tyS#a$y}V}xGxlE5>G?4GQ24if7-(c$KO>TAQ!?Ax31Qv^Z2ZZY~J-Usv= zCxO)6I?M|9$6c)l0TZs0nf}i7d}n+k_ck57CkLSG)!kqw8G>=0W^iP%3^Oc4;KLkm z_`NC_nqo~jV~GWDXiGnpSl)%R2lwOGuMfEn;oYF!S%tRd10*Xt5UsiUWTt8Xeo9`2 zn`}hLh1uuGg)B|HtLFd$RU>5i-x4U^&WCD8yQoIHF8R;Iy_|=f!6j|-05LyVFgtozo%d2Rkj54l&7p#u@ne=3(8@Akk0tm`~6 zuN)<$E8&q_Kgrj##@%v>G)5(X2F^W*QUX<4SGF3m+|qWcJ#n0j2uIL|y8XmH>?|RA z8Jt?wPMXmf&ofyVqy?vT!j7JJn4%Mf6S~*JEMq@3nW2gAwKk&O+`lBkbvkbz%bpJ2 zs)Nbd;V|*PTC&C^AAc8l;$lT<*k{U*kmd;ocMOq9L4&;4E;(5JIurH!iZIr<8sm-A zK|DE?d-9e&>(c_cp8g!<@0g1T`6@h>&JSF8JM*M-df2n$Ds-#fLfO!HxO09tV{pVG z-=Ihu_R}JU=BO&6CI3AOUgliU=^!$cl+IT35Cf2E=?UwCeAr=acC*;HNBw3uq z@_-RLDp~&YA*bNb!;^o-PfXPw)7@%`m@qRF#%Lf2m}KBb&W^6Dia_u9X1u-iS>vdk z4?;sAN#Es)8Rt3diL0mgtQ_$6QGW=##1H*bXTX2&its}h`;AVB!VOvqtfRV)isT5= zrqesg#-L&lar4F-7iwW{lLF>?o@aS__BWW7f+{Rqq|~{b_snqyjdjf-ZTr~_C?f{M z2Q#s6R}ehNWLdl(9~9%2qtcyhT+2KfBetTv-y7H-F2f$)$+nT-r?j+QBw6xKtS&;a z`bspgO<_!nd<@AujQ9TIXu$;LG=IW666<2=hsZ_r+azx~Wb=V~>xtsZmq*Y_Rui*WXL)ohOZstvE7o{E`v%#pTbKP0&?2PexQ{Jc619k)B6e)u-LkYbH> zVS^m6DiZx|vv^aZym6(3Kj5)goIENE1w{$WadDZsJTf5QstvTB?c|CSSvQ5Bz0be6 zg8IYn?o!<;J&fiaq?MG>qivcEI zt42Q)LZzQiK?|yfa?05_^?f9m6q$qA?)kVjqa7E!0lb*B5G^8tV8_`(I;QrV^q)C` z>BBRC(>X%ST%BNXCV^3q8pon@k(?Wp4;XNw(}%0S)4hb(&xdxHhE6* zggp_hXd{1Tx52-AX4ova9@p`8;PRI%=tva8Eo(lGuc;KK9h0Y^Qp`CUm*DO>c_=#5 z3xA62N1=LexIgD1SuJ>i(JwFP#yHS^TD0!op9pOcFKY_KZy2&+fi%(y-R!K0O~0hGQ!%p=Hx%{9#&*n&yw`jOr+G&vt`X zbwPBY{v*zV-wl#0^jYUY9w(jYAkGbsISXsn|Glrr&30*^{{^yK;?w|g?$KR&*0I@e>_sx{ zEse$axtXx${S?%wi^ZHSA9h}kf(0I*NZUX#zO9kM)w6V|(2i-)Je~#SDh6=6NEDhL z-KUCHC((VC9;&lkdAFoKIav{m(Fg94#XjcXx4Z^6h)hEb8Bs92aE*4aj0B(BS?syV zgYdI@n0}p|zZwm&tFQ=yat){->rV8wwZhxQr%=RgCb%oq!G&1H{FMm;5xcphrz#Xe z_GV*YUnndxTZBp8b;Q+kfK0ADiAJ49KzB%^>9j!dxi^dLM}6s@fkLDs3t-z^)<^zk zh_UL%5R|f+`VBG;V?{cVT%QWY6(vxgGy_-35HjDk1Vu#7qLEcHdH;GPo^t*~^r!5_ z%Yn?xxKITrb)})EL=8L;J;A-mjRroJq44fW;i=#40&$Ncs9`IQ&pHm{KEA{Wk3QW*|TDk20pzxXukKArfYm0*|~+yLDt35$h!e3emk5dzt4hmZL#nN z12EO!9bUS8prP4wh%Y<;TW*{LPAy&Jm|hi3HgRCg^zEP}cA7{vT)|QyMR>F(2AbA- z!tr|>P~irpJ|`NX&u2HhnPdpYr>~H1)?*u-UVs~W|p&j=$pK1J=Wf{j$g{m+Maky^2^G3zBE z;rnpgf^n{h+d+LM=FqF}!|+s=JUSe!hRdV+Y)?$7zwdfH&seIJ?-IG$BHQrojfKqZ zLP2PC8e|9?K)cB(IWb!oU-#;AG83KK?cgwd6PAQ$=(H61FFbFq6F%h=ei14Vb1t^89;j8o^q=PkN$ZAcp1*U6KGK~cDTycS#7_j7cp z3hf4ekiUW@BzJ!xWfh^zcPOoBwQjR6zn{ zZsy`UH>5#+ozb7u~tpLG0RGE`fp(60_oH2tV0-tyyv z?|)0^wpDFxXNNd?Ba8d-s2mnBHm}kn4_Lw};^gbYoVZOsbgDC7yI%d^Q9T&q!u3@=AXvy`weuLzZ`_^ zzW}-~*J1qHIJi-(xY6~UP;JP z@B@+1OJMkMA8lJ*!Fo-pWa0Wodcj?flvdS1JLA#rjn>8|-FnSUCnSy);f)m5-yY4xFgb7hH++rD5|IW*Pa>}t+@>;@Dj3I`^?Z04nAK_q zH-y9K_f_E#w@3-Mgb&lUq#zRKq7CBD6YJeg%%P@h4e-UV&g_&0*tAOnQ+xNJ?GIy| z&1S{BOs_)8+SS4gXps$4se6nsSOZ{=di zrdqfrx|$le&8N|V8^N;RAe652!_i|N)TwzEWU2??MZ0jgsIr7u)J%k;4$6JY`%GqO zIHHN4CPofrk}aEeL+7+DpkV6{NrmNbrk$NZOG426-c=M848oA$J-lt_a%d2{7vRZs zG-3=#e~BvG)qN5~CyF=f-|)x44+SV_AB6``{H7DHE(DjZIF#ia;Qii1u(p}w-Bqn1 zF2;EiI>Ob2br ze7MM+C&%S>gR9tHI@2ri63eFQocoVb=wAud&4i^fdNGzG8e%2RhTH01JNzQ04x7eB;_p zjQf;OGC3SKvFBq(xgYaqbx>vIu&s5Mf!LYRps{&2+=>59=iSet!dZc&ckU}%`B4R4 zUF6|#PYc%(69#I18W5fJk3Q;2ptGJQpiXujteYtYF;zdcM&8~aw^o%yLM-dDf8PZs z^q*4KEzjj)y~~8$VpISp*X-vZ&E*2`G@EtXsPj zzxi0>e@eM{+93%4yy~N2EE6LW?GKAsuJie%9=hrn3TM)zhHZoVnbFr^C2BJ13T1K)3C?sar=m ztr-$PKb>3nxpxyOhGxh;^PcONBL|ag{BeQ46U;GDfC%3NcyYfP?2a>D^?7-+@+*&Q zO4^4hRZ7sgQxM7ws`1PAR7fA4k2`i$LikgAsJB^z&Fndnf*ek<+Z|_4sG|QG_Mydi z9JsEo109pSI7xdF9o$rh51NYLS5X8OTPtf#HFARd69o;YK149Cg8)cZ`oNXcbokd3 zPN!Eyp<#RyzFBmZ>->_3Gq(s~h>ig^d=bVfn$tLccLlhXMv`^YFQcNsaTHejOzwPh z1D}3X?(ldJ=s)nn0^2xr*;0eMLmFuNmzy{+a34xHC*v%}_Z_s#Cae6*pzLrHjXyL* z`3u*BaDPAdHQXC5&)lZ625F6gEAwfDc8 z@X9YK^9rshV8q;5vdX%E7Hnothqgyt!<}o$|1SmOTHC3A(r&Db7Kb5^CbWEQh${;_ zz-wRv*k57unyfIq_c9bcWpzM2d<*R#-%TA4=Yxx@Hz+CVll16KAgfde>+5A{zWdKk4Fu3lr%QHh(t^nn`My|H$xfirb6PT2+aC@sP3 zyL};B+Ysjc6~Z4aMpWtjdaC#-7VqDCOk$fa;q)CpNSb9bOig-2rr3+&j8a8ZUQz|e z?j(b_dK_uZnF5ASOksF5mAL>9gK70QD%DTXaoRh^JuIjG{pD2gpEsTy7ey5vRW$v! z4JGExhjy)%fd3>>Zb3SR58c7ev6(RcU?j*4>4Ej`EEL$&$ZLx{2R{uM-+Lq!_82BX z#YiwFK0F3>8<^iV%NBJfw9p@xQIMIEPG0YeMhlNN+$DCNj($E3BZqvjG2%GfSyuuY zZmDp>=_Rq5*F@!v#@S0+k_MIeP{oXR6dE_c>6=ACeJ68e$ECuacg}EUE$ejZ1i+Ig zwn)lMNes(<(gQj0Wosrl+|+@j84;-abP`q3E5uym0JxkQP1TO5V9Q5-4FR^#QtR-c za&tG~#=ML0xcDX!hzujz+ygRdwG_`R_}Q>^KpwNM<-BF6(fg3n_0sR6o3bp|YbkVy?1Lt$gzRA_mh&vuX(;H`%+KHpXXk+Y9u zT+laar)hHM9}ckh%0DS_c=B~Ic6%hlwRtnhHCL9EmJmmQ(W@jYCj!>b z;e+BJLgPht!aUDY5s5qbhoIn9keX3@?$;x2&Fh`paWk;rqaPdcT`_^g%%u5APut* z(2%L&kg}u{a)SA=)yI=euZSb^4>K@YWjczl{YiISD8THw3*qF3O>nRw5HG%YMh;rO z=83ZNj`*=qe9%&d8AlzdOI-}*rAVRd0ZDwK{gd?NX~VkSe#U3cfpTX#92EA)HP_4U6={i{DaVr zPm=YNr=qgt2H3G67xqplf%S6R;mN&zXmqtAG`V0*%p9+~9N@#SiAN=~- zPPaFnVtdX~MjYz%SjP1FwZZk&fD_!!&!hBORE0fq5``=pwZ%C|lo2y*}52-I8KD%=)ql z|6M`J7sg=yo5Q4c>8P<^8G}BnfyLJ*Dp>T8^bhVpp;ebr+cpzMtiRKeC6e@#<`$T* zQ%6TC2B`LALC&J44BS)$VRvH==Ek2O=nqVW_ zO+JoYg~!t^V7*5edWjt*1|8M-do&E+gmSFEdbKg{lLx%^NuHk#@CrxCoBRmmn>s?>O@iQ}{4?@!W(q78z5weOvs8QAa@0hY z@qbdUk+Rwrl_noWxoxd<`IjR^Sg_eW(`FuLu z7BR%x8**_dbuRj^J5E=QY$bo?rQr*|IQ)`m!^GdWutzZqT;^@U*XPp7uTNSK`aT~U z+@_++sWAL>I+j?3M1bjstxzGq554^^q4d;nG`sqg?2Venk>JV~oJq}oh<0|hJ*g2YuTgJTU%CjuXdSy2p z>#!m37e!&p{d+J;q8g=qnYXl56dunTCu1K1;Q84pI7w?6@9@tktaC0w&Bz7ttk46L z4yu6Kts_{{#r&enp3rxGx+o)_Pom5igLY{GbeywfUPF5{)HFtobq4UxD}cO|yM!j{ zwph^D#yc)^80GYy5vv)@({f=C%^aAG3v+EjN}tlGzC~LN^ub4?ZRz_XOe%n?y)+J%K;HZOQDrk|_Ls9gJV7 zL?6ke^bX@+?S8C;KfKt^;Jzr()&u0u4rj71Spqf&9-&Pi4RGmRz|!3fxO#;MaT{}i z9Hq;6t#1i$@yIE7wqTrWR-26{r?x=dCwII))fb*j(Wl$>va$cna$IN7Nc|>nf-Mb! zEHjIrWu$@!+QfP!jZqXAMnw_=pe7 z1zeyv4#c9q@dKJB83xZfvv{#zZorCZCGICuY#yC8^+j3A&xJOfy-jHm)FWh0lULc{*)gRcCx#2i#QC2Yy|8n z#;Z*&&{w#hvC%i7lQ!d;+i!={%>j^DdK6q=mf>pMEMWL(8>fmJ zvZ255GWPFn)GY6BfJx4(^!G;H|7A&Lbjd8-OsSG>M z9TiA|x+{*jYV-hUSFT3+U6$y&FobnGUXzu<$?)RzK0L5*GmMU!qg|al_NvFi4r71x z(o3S6E-Zs;u0#jxJjt+B0=bvs3(0)~U?(39wVgF+Jg@<7e76FXym$1+URAso70YG* z+>5?DMjFrEivoe%OR!Bb5iAtiak@t?oA0ZV$@+2Vy37bCYzv_$BA@bl8d~w5KL@vs z(qNOb7;4!xfUUtL^3SN27v*V;MSD&0y+kg2te6P-JMA&ELj@W~_TorTKHc7PgUu4= zkgdFQIM-N+rcxV7iJ<~4o8knS#$~wi;wAEat^>X+U|pPug`nS74AgfDzDjDxsOFux z@A3>t63`|~#e-1vrUW_SBLiwzVqja78pL)i#;PiPd=rubAzU?{=?+#$t%4!4ix z`JT^hV9p6yydD|`=4~Y;)u|l+y%2)W4tcQOQ35PV_d;@xH}Jk+BI7x?h`)ac*%rDA zORfr%h^%86dw(0$_*LUWnMyM9MFcD^i{NmYFY_g5F|Ktb=!z9%ulEbC*xw1hXuCqz zmWhylXoQOjn1ymHsz`3pVVtA36&)w+fhdP0xY%}|+&#iiGryK1U7C%Kdk>)b#yV1D zUk3jCpUBzcSvb}fhNfDBq+@3^xAc=CuGZdx@7s5RrB4Rrz8E6a$6bL-IR`i18$)Ab zIlj_pz`gCEH2Ogc_NlGL?tPo+Cz(KEeLWCfu8YRRDb4idSAy+TN1(EL4a(J;qX7mZ zo{vL4=UiNOua4zAFzlO!L8E;%@1!Hj?tDnZ2U@A|lY8JJ@Rba1 zUWVZgD@px)g1`IHxwO76I)0xICRfy>)b$By6_5r&jpR`S&SME_r0RGYn z1Dj86WKQ`7bPU*v7s9gfur}-0+${xf?HOGD@JYIJ=M-#FuL5;37qYK~1EC0c9IgJM zm1vNHdYZquC13WUO>k~QvXei)k21it3G>iyP7H2cp{bQP<1AT!lKR=gXuka^owyP3NXNh8Cryedf+=yzwv~j(~EAmQ#u{@$GNcfq27@v3+ z9vj@DHd0SHt1oqUt@I~V35bQlW>4_2Tn2YP{N;`3&nD4%b|`62$!-fFav_Z){T-z! z>n%iHeK<*f@v@=pcpwC}eC2d1_Q96h!sOPDD6*sk(e=i1u%5dKjLeHbJ}s<~dvy>k z9>l|_Ts-xB&3yHfrh$}qHkp3DmAo6N$c(1GlLT@NkY&-+5uU5j0 zdk!#b&>BsOOwdQf6?K+Y!a;?ttaEXiTwiKMw5A1tJG+B>*(~LnV!ODTLsRGrw!0jQ zyUBP4)9}9*0qUWgh6Xj4fiK*TC-I*GWZm+k)6ZQ)^>RV@$NI~nYwK}>2-~kuOaO1T zcRH%;hzl368I7X`Hh;bd-5s)MRX-n&n4N;H5ATt&P5E^87sd=_v&zRhFNksAG7@16 zygyYN$dju_aVTPpUg}OJd(8P!oP9^S&iBxq%OT+WXckTI{6wEv$8tN%c7U3*EZ$W~ zN3~{gkd7B%PN>85QLg~Eyk{Lgi)Cj;i)Up1v`j2bW^R_l@4(kv4X$f{qek{19*O)2KP&1Nt4GRI3!erTeloxP6sjQiEF}@)*ndX ze?h3Klfivfy-eoI7toK{`Eb5=KK!~7iaPUbiGNWvdRXs;GiIf%yV6N5hP7ehp`Yv> zcpMcc6O>G>!q>mgfy?nz* zojksVk_xII^4^c#MRw!$Kw&s7Q4ZT>55wU_3B>m76*RiK4*d87V2?JWq_Dm4hEYpXdGX2J9w^YP}l zE2yRz1P;e*ppRv{_P@JLcmYbN<8ljw+}~1%cx4D4V_7h*m(*-11rK-ZBgut<7}x8k zbw<}8s}nEd<%4XNcTye2_Sc|Diujwu8cYMX-oz<(8Khp^M>3 zOs`|}kp4KBpK65;){;2sc@z#TPazNXZ9tU~xPe)xHV=)}|moCu|2 zhfGkFde20VBu_PQppI*MQ#(HOPJ#kGCFffC*0(Y3ky6V4*Y23ow4c zIp29eyc=2x-yG%+tiOrGVHX_F+6IZsE5O3n6HCJ~L37eea&&tkF28&b#C)=8XjcTr z=5aV9A%o17On`spzBp&~0+`qEh5px+h!$ZhINkk`5G=M2k?$xzXzeBy-4AI%L>WdE z{MEeQ=Ky>HZjGyanphre8~!K63UmK}=V+u_6e&9$Ml;0CI& zbs@A=*FwXLDtu|f92av!ph#ps?VBP`r-e1+Ds%+T!gdMIPx*nffD1mH&9WrQYq(#tUXy^FPQ3Sk zWhbAB@YHrE0N=Dukp91KI5MAh$g6<*hi^n_Ss_U6NhiFyCu#A2@%UxgTVgCrsZS*7@LGUKed|KpjNG(k{-5tZE+3W>R;M4ff6h{j@A z@U9dWeDXt0p-Awr>mnLA(&!JC^>lybj?LFYaeVD{YQCTxTH}wRZrDf08_oj_p&Yz% z-xT(Fr{cFK8N4rdXX7HjD4Hae3Dd2Qz=UigFUO%_Z5-D!nb?)ZlE_)2PysBA&VNQZTYW}|lZ9iCuX0Vw4<(!Q@_ z^d~O@PR5183Kc)>i+D)*fB)cAos)S%`e%sB<_M}O#xhZ@%@Djh7!7Zwz?$3Y=>1(9 zH3Y(GxVI|vP$l5i*NnaTc`Af>Z^Vqm3e=cg#Ij8l)VHS!#NXsmU(F(3{t`dhal(hZ ziQI`5f9t_#buf;EE~g4peNgaK95tU54?oQ!q12LP&a?Lr%QLHZok5cr<8UdYEr_Rl zN7?yIevA(NsKM2Zrl4eh1aBoyzzrY2bNl5Z$ofzz>du=+&Pc|S=E^1_HaQAkJ~W4r zyb$6!gXO}G)KIPbNP4YE6BUwnaYbU6s0jNzpR+F@5p%+*YhWFi4qPB#&llql{%o?9 zKMo@<%AtoOo5PG1fSPO(+%>L6gZx!ce)Bdr|9%n9&dj78(ZzIpYc!d`c10Jf#_6T$ z%pv{U5i3`B*7XfpVg%_9~iL0SUyKKHJG9bUnt z_G)Tl-^Og>sVYJ9{e!XX)m^IieGN}@y**}IT*1iq6qi1U0IB!MVE(ucEFFia{LyTD zdddS^Pgh`>KpV@Rydq-N7T~<1fbITnW2wm`sQn;JOCNsb$DoMSz(0%1(A@wfH`hX?87AwqwubK28>)k1$+|GoS$PB__JPX44YMWtcium z7n4}a zfNt=ygil{q!cW%g4=rL{x3z%Ic44S;%Lh-cSPMHJ-QZ>(EQd|D6?kyRADU?1jH@%Q zk=gH)uy|+-`mGt|R``sNFfqnheC`WT%JpRJB*qVw)d!(24vS{YfYv!XFw8OqibC>8 z<$@*@_;VgtO&+1fClk4VyD!PvDLEwQb0`SinG0KH?E}du#v&9;p`ov`&^~cHz4_ob zxsbAv-aJ!6ONNiYaep01F3^T;G9fU0Yylo}j3t_?n^31d3Da2qb;*WIPR2_J9e z!lEp!9)8=f>?TbvJ-^NL}a;ubKkoQK=1V)1*54tP%H$Bs=~;aC4!bUWq(`?X9+ zdmlCn`M($l~Pa95&Bqf9&BwI;vPM&fa|m7(6i?^LT>y;h!AJ_ zMq{7G_omDlujY@c`@fP3mo%Ety9c!0eQ~n-4&XsC96c;V|1@htnWH7v1XoF1HnJ@MwH{-=r=1vs@KbahEV?!Ra*Q%1IaSh<J`VTOAisVE7lBt?-DA#Dnkz4zXG?>+84kBl-3?L9O!X)nL#@B9T` zxcB=#=XpM#_j`5xQalh>Mq71{VC&ZkT#{A@Q-V*x-ThgpB47@BtCc~&!h<%X5}k zQdk*li_6}Yqh014Y_e~iX)Sc$WKz9o73wYWHG6Q?TN1Vs4y@R*S) z7&+FUNt_+-d7{QVDe>5Ea+}N?R0QM18oU&66;0M1Vr+XI{5>xgT0{?l#n&=Uu(2FY z-WZNoG^&x$(no*E^(>CnWd~BfBN}#FHlXzPK!{q~02Rv?8o8aMIeK$^r$@s+ z*Fvtm?{aji<6+HGdu-{q#C2AwV08BZIgxpXZYvW-t>;lVd^;BuH7X(Y&ocNlCWa*z zZ|K!v4$94*hIE8|?vwe!wI>>N*Zrp3riZ|@j*E2uGv<_dX$2q6$4K0WICrVH5UkN` zgz)M!n95rRM_g)9F}DK5gi7dAlectJ7avZaFM;!yr^BSHh4Ajs8E7{C$csO=4mRCM z)gP=mK*zG3;ci(C{MtJM7kv*RRv%+PtxkukpUQ(R?pwid(4Hz_nlvxgk^M3Kt3ui(*7}77>u9Gs>^Rd`ukDn@HQQbU`OtSO`yO=6^ z&?=mm=&z%KA46c$(gNU@a0X6H8l0a{A)zL7sASbga`ICI>3Ws{UvzUoV(E4;c%la@ zU0U#tWggz1G|U*bP4Gx!73cL8H8}t26gC=bVf2e0^5eDywcM@g;^TJS~GLFobP=>M#9WWHt zg%9q&qklz$=%O=r5EeKO?uHdnrTGCUv~iGBoZJcjsd|FVbu(OYIRRo?wt@a$gav!K z_^2=qPDpO!YMi@7gKkuCoPWolcw-rLJg|q(+irp_>(jVT4#q)a!!L5oIS;G)ok`}1 zHI}KrqT#xueo+vtvzlDQ2d>-HR6fTy*SgjS>MRk$3x2N&r_iyy?HACJ!_B-~m`}7qhC3HB` ztN-=hA>M)FT(XS1(e*BcIRA?=3a=Qz>F?C3hOY>{ySW4tSpZ$Qd=KUOcC-D^{Q{oU z>@NJgZYF&8{7Xw;q=V^62lz6h19G1%!h^y>AgrB$5*d|PB5p!%y_AK|)hFn)j2W=| zU>r8pWq`>?H}r5l3jV68z#CJib|==8$<5N#F^rPj6%llk#}E--dWgIKCF>C-EyOn$ z{v%HgnxNn35*WOF8gC9e(uLLhP~h~H8#Q-7$SAaup`muLRu;m_dPi*cZD&2Fop{hJ zn6A5<&vwOAU_Aafq&yd4{Q4a7qAU-0%+;sar&;IQWGelwpG|gtsRL`{3Vf0#qnD9! zf!2Q9%6rstpL(_s@W^~l3PM-Vd21wbdrcHhoCsoUnU`euk@EybBB-QFI9++X4E=YF zaFd54srb_n-t%X5fbk1a{+%;#ZDJ4a;D{0W-{MCbL47baO@f%qc5r3x9`LYBg||9$ z$isDaIlcoIKzOYWA!(OYc5^NH%>D|EiVBJjT!0So^=q+=F}U~e6dCT}m(i_1DWX%|0Hm%37XvfYcc z*l6SRN(p*N%7=KG#bVz;0u*ejf~z<{<)eE@Shphs9NW`Jt!3CuoXCxd9GrDA9Ezuw zz(T%y#)k;Q0UbYBc~^&u>|`0z%F`IpmmRgSfl3(=M3>CayEeGFiq&R9nRlwrW0^)9V9w#K?&~3I1Nb3HiZt2q0!D%^m zbR^*^TgJ0`$j{k$s}>C3chU4EW-#ogk6(YY=SX!X#5nM%;}1v19+3v=g{_cu+=_E2 zuZ?zPTHu>Iwd6m$02~QTM6V}F*g6tV7U~Ufdej2Id!ZoZ7tBO4g)AKMPJ$VK*U|*b zaZa#aB<(uhhXSVgcyDSfO3z_4FLtkgP)D%ZVKeO<(Z#@3<+yh%2NNDQ!PK?>Bx}GQ z<(vA*u@WCFS1%-gey+lY+nca@YCimal|uCU8(~j?EY*LWjcZbc@ZW+6x}|G2ZSW65 z_g76+;kPec9@q%J_M16;9DludsS0?#ppNu$5@DuN0Cno>M|sOo%oSdV-?^czyPJ+> zdNSDXw@V+cx1gVTC~R64L{GWT0nxehNZK|YiaqPV#-VfIwO|P>>`%l@z6cn#E+WaX zI>71jhX&?&IJh?*eqK8ahlQ%}uErD6oD%?5vx1m^CJ_CH2t)~o;8*i(+%6o0_Nvuv zCmKkv^fC9eNGV;tsFA2Y#ET@ehn;7%9|24JJ;#uc$^;RczKNrNw{jZ6HUW|aW z?^EI834L6+-5LUHc~t07Ip!>_gQFs=(Pld1r$6o>1DqUU`LYSmdaC2p+k9Xi&vMyy z1t6@E4o3WOypm;|s5~%-;eA^g91GBZnHIWmp*BtQHkfQ|_o>ccI^NN)Iqh0gP zgR9VN&IT7hDz@Gqp4qLYUC*-7TJt&8lIz5}h!E&2NdUK-Em+kh#aIWzXdmPVDRR`pdc3R_j*8_yh=FW2Ih}_`>)3vn6Nxv(_To(sO~{ch#hO!l zP%R;q&GspsR2_}J(*AJE+8_O$_kix&EyU}G3@xsRLij zdljC9uf)A17~aK8W0QV1&nTvh%7=Ku%dZ^ly7`jSFutbqf57~B*^s{1kti#RVoF6A zOhks@IP{~`xi@sSd>p(O-imuR*x+ul7M#;=NU!`p2*p!^={DayYPZ;w_%e6cl8wpK zV%a@vlDYz{oC=A_jR6`Ld6pE}+$NV|a?twHGV;=JjA&~xmc5u4NVCq7=EhLmgTnO2 z(w*3Ust8Pir$I73j0=`sB_eL#s4Qj5Q8^w1uikIw^;-L_hno=OW; zmcq5qnP{^*4e9QeMBS|pz@P-0k}u*TA-3?kwF_T5{zrVLUg0439|^QA$6WDPUf*Aq z7vydQtpH;?|MnPkj7DW6v2`-#UrZu@$a4Cv_m-J+I z?{{NvA}>sNp3hhq^`OUQXR2O(jO%FtZ&O*O=<77_kcm+<&kljH**mc3`6-ZG^_5J1uSj-J&BXqwb6EaEj6ONRkIIv+peN`n zM`bzt9Y36*n3Xk2lL=(u66uvt|_}`cag7q>B}PgG9FFIe8#{1Ujl_uwYLFe$VAX zv|uyY9Wf8$Z7-vgp$L7R6of$qrYI>Mj4Q4eLrCEe{?!PAz(hdK!a#g$GX(?x6w(`g zjD-`@fP&eYcx#{-E(|6T<4$i*>qZLu-ask)d>_yxEE)d6i`rxv#88p^t)1gbOBYufT?uMtr zug78Jk;D$_pvmTYdjE08RormoTL~s;#-sH?1+3(^);FBh1QR}=sB=LL>@Xp#U)qu zPv%VlbC**vO-T@*eV9u4#{%Jojx)#3aT{8(_sQ8cGjWp{7qjiVA!Q;1MoSHF!@?af zRIwTb6B!?V(-io6M}eLj0SqXiD7n81+J7`qshhIkvv(d`OjiWDn2W|~9%wF4uS=-jZjRG>mXXgQxwy(P54hTGD6zKyqfM2uvseh0 zlanmVp^y7E)x#ncD|*E90jEE68!f2Q#jv9fNXnl!n31vv?q<#c_W>#Vb?ZE+mh6CF z0p<*>_kin;`CP*P)znIhP8!EG}PSzH#N6Y9ic=#*l?46lHJ9tE|{Q($Mc~1 z(I0YuMijg~=Yp>vh?7|&ji|&vmws=%Ff7@YouM^J=9>ZHu<{0(*vXu&?baY)eFEO@ zD}bh!68PlMh50AOX;;-ev^9&sr-u&US0#i!D|4|&dp_*_HG`u#u0ibHRZ}o`1smRF zSTZdVR?VA%x{Ip#Usf|hX!;M*L8od$o~Uu@{c zpE1Q?o2$yYBQ_vEa1q1*)WfUU0kHCzJlUR?Op_`A=CRMGWUd~3SIDF{^3sTaM;Cb^ zAW6OMtj531m&utYhG21S9ymTd%P~~9;MnFzpy;<%goQeYihu+zf96Vp4#wk;!~n>s z@}##fB%(a)C{Mr7_96lyIJx~SyjKYaX?Ax!FQWxbMOp~s=OOzF^Tz&**RNdU2)kbA z;oL;l+u?9gbILS`o_!gYKW<!xcUmZ^OeK!1=yI6?*4=Cmj>}apkQXPR6?+<{*lJiI@~P zKBE@B779U3{6+|wl#B|wvvI=K9?nT6gZ>UFjQyE{g3~LYr7{>6->kqLdwbE{L>8)U zwvgO6itsNh93N$6;C;qo+Z&Ss`g78$;R#!MsZW5smc7E+yC8!UJ!dY(S6Q&C$AqNK znSy+U_88{621OU1!IQUj>5Vt@K+t|QRDMWdv#mHNI^2ol;?wCL&;yD4G6a&-U~*(6 zG)%O^&qfE9or%J=2Q)BY8=_WYFm~=&f#wJ;-q%~qb*tQkdf#H<{fn10iB|(=vT@|{ zi4Nl7l|bit4^xY*2HGy$gaxUaNThxm7~b$CX9ix8gN-vlg4W{W>A9#}p2=DJg$u1J z7r}PlBIuP^h!>KrAoHv~>h3Dz?9JHrBx_bGv^8>;YeSTx>b z{GHlIjW{!iAH>(bqzm$-;A}oWwb{2Fl#bZJ6vsjG_uoSN6stt0M_GV`#v(MjA4m*m zebir?co58@iZOiYTatRQf-aow%5l(LkDDb@Fr&tkS0ttdd?9gdQClVP@AF#DizDu+ zA1w`wo0Ty;<}u5W#9_G?LgdRv=n%TYIUqGopP>QvUzedO_1R$U(@L$AHi1XeS{fFg z!pj*hrPAu(cxz2~up&WIN_&ZvJE1h6~U6Nx-gk}=r#r| zhYao!6nD0SmnS`njkXY`n6eC1?fX-fh9XT{r;gvk zWMHjeF{XX2#R;ocT7>yD(nky`KGtDNc^_}o$^bTp3qkQ!#_-B8qSE;Rh$+vgn)?xY z+_0SS)ThEHHI{+VN#!no^ox_W;T|t?ARI*16XEHxGWaDY0}i?^bncxn#w(qVCH70O zRHK~~TenfgX@$7AZz`wI^$JlsMljVB?ZYu=@=c4TI$H`?+Wm_OBZk4*=P_$sbNk3u6KtUl3MOZ0iV!<%UObAouL;u+|IQN=8$PPh zKd-B}4@nQQS;=6vk5+DdP#UItH3 z72L5@3?587g`F0SVlh4zSd5al_;7rYGcJlyX1g~Lm^sUv zx=B4?&B+STRG~zuE|Ca~DM2jT3;oNAMg^%a#JX`89PvDZn%g$w*XxK5p)KToatsP; zhoYkAE{w8T2#VVCpwajM8VPN}o~t=X*quiw?H8Vl3aWS*Vqx z4aQX?ybH$)QEl9bGwUSfiF(w+1?M3u1>2~HZ7>XCHE^7paOy`T+N&&s8W|7ur7W(K z$8Y+{;t6w@&z=n*pBHmytd7GtRXOT(H-h;pt08Au04-m13{UeQ9HOs#bvq zmSo{Hk(mI$W}?~2VY<W*^6(6F`+1(6xNZp# zIpUx_c?w5TLY<`UnF>2vQowNG?l$GYo1`}&4xTiGf?A&~7VZ1YbF|CGaZ@!szHc2> zP$|R{T|6*W&cM}|bfM~>BRPIz5qwM9MR;`rX?ov5VaEB2zz z_dRf2SqVZjUy=4(4WM_lh7&k-D}0V?!SubCcy(bXaLb7>__L#%)3hfFYd1=uPiPhh zvCO&Ar?VXMhb^#ARE%R3_k%ZM-5h<1CDCx;=v(3%FF+X?5X}A=;=t(~P`I}boa#)V zxuqGr1H_oOb&MV%{LsRQ1h22H=q6o5Hw|@y`tU56N4(LB=ZDkg_JP-)Pqfp%l05qq z4|R9kF{ihQOh5jYe*cmJDu1)k+ISUK9O*?D3v-lrRp2EvF6@@wb9nssZ;@k#UiejK z6^K1xzNo8CczMDMk2MrS$*Lt_5j_cAHV+UPv8}i%ClX>!b8wGkBb|KE0ENxN$@A+W zxM5Ngj7SCG!qj!};oV%?V)Ky9B!P7JMD9eS4pQffIfmoWK3NQWzfRlqHsSv%2 z|0J0k(=?jrUt0!6*LUH?H%syKA~ye>)`^4cY`7r42MeWRU`!_ruNWT%JENoM8_(t) zA6DXPjul=yvH~)0mUB)rF4&ni<`y{{hTSs3K*1V4j!uFDE{fB?$_|h?EP3gtCUFJ(?PhCPL0AG;p9L%WC(ZR z>`(!6w>j0(GxUV0+zD82Z?s^=i1dXfzwY7eqs| zX*x|}i2VzCpl@su*e$MQJO z!_??a1M(Gxu>Uy^15;npb@M8*W<>=Q#;M~9#bIhLoPq{3^Pqp&86$M=VbPK~SV0LV z)^!D$wp@z$F)$0yUDZYDo%XOyEdgET-lg?_%g|jjAFerU0amPoE5EWJXlDaRti4YK zVx;i$br0gGb`}%swRth^F_==Yj|eW00nfG)DBseBJ^R97#YQ!7*tLb%yG56KMB+K` z_JYkQ5S;@0r4gLA(j@MksXP+4q#Q;rb&{F>`{8Oq0CiiC54WHZM++X(fy=#kkj)kr zNCZP#`wTMV;}73;qwxE%13qy)!18BGC@UmO1^L$#yx(22k#?3)AGTK)&lH zT$%bxf9DzIA9~kIZp2-{nD{QN%wT*Exr5-~)L zz-GT($nL8JP60ofZEb)X#{yvWh(Frs80gP3F-A4k)A;A*i!EK^yw*#Ru&*xszX={c?}YiRudw-+5H5Wxik~@t%x`@T4%F>KvxE*T zh>(Y}R|AwUDHel#q;c)ZY<=FM;(PRrJjr<;=*?0KSr&ya{DZvUeS08uuFD0Zta)jD1eJ%?n^l{y1IAZN`<_ zlx&~ifN<+#NE$2v{nJ)t>f2&yd@fEZS_)A7mIc_YdPQZ6>&T14LEvMc4|C6)rD2Do zV5Xl1^ftetu2yV6n;3=GdHGoVYbNhcKrbBo5s6yolQ_y>Hh|usDn6c4iJcp=AjY5) zGlR{rV`mX8ywpj@R+qz8(;X;gIun2Qm7+y-BIcPn(s!7S*-=R}Qlf&VJsJgk)@Sv& z|E1C$s+*xp$PnEZUciU<*c{w#2a@C+^ki5m3iO?zA}%R-c;_tg_o*fskFZ70%Ni)S zpq2Fg=fnHFe;0II6vrFePIFF3#Q^dJz@K-~^q=bqD9@KP4e*P>%%yG zYcxH%cY=m?l~I?GQ@m>vJoLTtp3JXX04*mN_m%O0m1TN)YG>F^XY4LDT(lXIp1q>W zn;L;11omaaMtd=OuZRnZ1ELC#`a?1*ryWE(VzR zmr8~=uoIICnj^or$=vi9TEy7_S1{Rq3O|013atFUwN4PB`iKO(f5ajNh5 z!-j)VAoazFwocgtg|FCZZ^3@vF{2#d8*89Zs(!fn&JvVTU4yG8Zc<;?6&U9W!)g4! zBy8R=s>Jvc4Ws?se%=arAX9=tE{s1mjxd%i4)KRd!Rdk&Twa!fH)$~(e^~|ze*+;R zWFu$RQRelI*aIQ!PT{=FALLz11ZgWh4+bj$YkzXVc6Bn8U%o`$PHzB@R!Mv=U=3R| z7CAXAW=>NX_@P$P@^RYkW@0oJ1!8j#!MY&`qFBtb3RZ-o!U&-cwb4kGXYI4;@0G%B2$*vOvc(r>A8tO>njg#|ewL(1> zXT;zmA9M8cJk7qJvA8AO4@ZA@QqPks$8lG#lxT%cZ8URTLHH4aPOfew2*5>!|i`*ef|VDBTon2LXYB9=J8OiT?21? z&qJt)4O;xY&65?Li^sNglWVz8s9JD1$Z6EUl#5Q7F`H$$Y^v#e#(ro_FM*ebn(^4s z7U=HvhPC6U^-#7-LA=Ydn6aKYr|T9iMv3a^c&Q@)iAP-_^5$J$Q=ziSpXpXEn>%-?__ z43B#4b{ZyeO-aiZKd_o;1iLr6bX;_VN-AWclCutYzGVyo_vf4)@_blczYxQ1ig4@g zQi$aLLQ3^}ISpdMxN@#P_KjSmvWYXO_ASP_?W%?T4{PYI2XdUbPbQ&iQY*NcmSgMF zFfb9$}3#fbsh1TGZRI3$H4c&?POtB1Qne8jJB*6!IH7F zSnDB-dpq+`?ejF)b>kA9d-^GTb@vZ>Tom5NmTEik4H>psJmPkUO#yp=KL3g^cB0CH)J#SjU;w`3jw}= ztz7roK^m&sjAk3&5X16JyegHn&sii?^EDtw;s-Yd=MMd-BI%HIXEvHh-Nx1cyD?o z{@JtvPAwfK%^B=F{UmJP7r`>?-^rhU?D^Pxom2kz8Y%Bjp#4pExhyA# zhKglWZc7Jly3mi}=U5(fl04Kc%B8AZ;W)?Z1*y1W3`!4nfw>6VJM2ziv!E!_o4btO z|GEuC-mp7VRy8z|1SrkP1~e~A9f0Y&d+V+(9`MdHo1$?yo9+!RviR^l~y>}Jc7M5=U_+Q zUMknaSQ|YQ2AqGAa4W`ho-~MG@A%MXU&L^d=x%iDG2^^)l>o&vH;JQ=1`IaD^JYwQ zfmsiya@samgRJ^0wjaEVRsvE~_ii3pn8n2x^3BvR@EUK(DFsVEs?e4breyi+?RdDs z4~5*S;Krgp%+>Zq^BHd$*SDW^XGCGbH$nVYumoCW$bp?gEUsdo+xX*syt796FuML1 z$(S{R+&a1pZpN6Q!-j=;S45^uW0SNFU{){pA6YQeg~v?_)tYSp^sS0a$0*qVcj)xP2uE?2S&Ld|D}(Nn9rn zHm)NgJx@vPvkH9cAB%p^Znl2s{1w)uWaxKgF$Cp9A-;WCAj#i z$O!U=?eGd;Idn|D0vqp&!!=n;;5RRZ)uq*V>u(irj(I7_Yo0)&Ga3Hg+|4~S&ly@4 z)nK_HKQK8ho;aL9w$_}XfBY+8_*4aq*q7lhX+Aaw8K86huh72(MX<-q5NEM2pPfK5 z4*0U}#y~IxziNd(Qx$Tl@c`Xi+6ZqK>0wNv5$F7)kK{!`8E^Y|7PY;g2OHU3TCr^o zSa!+LsFyXch-EwuEwhH0ibnhy?F1fah?1W6FzHwjN=|1Tn_OwOmz1UF!g+W|wGiS) zM(CFF8dP{wG_|hL;)xh~kffm`QeoGIiI!(bEpxzEygp2Fcd_SilmZ;K)rZ{iLNs}z z#F6k!h9vRrP}L_1u@9oaZW9kI8E)f!cNa-oR0FYpFW|oS^>oJ698`8#N%_n?K{q&t zYeagUcXah^^~VR`-O6kZ4n;tjcP)Z2758MQ3eUmnUF3pXWT z)`iQsfWMyYC(__l+YIV#C=K7*1(0vuBf8DI1zp@miP)P!p5e!G(4C>iQQE8x@e#kM zV1g;i{&xNJ0Ww3;k!R872)b?#ShN%*|COv{IUw57G zt%^mJNXC;hwgvNB?I=VF=!4NODlJ>%;{M$J6`!5&OG6)+wFM_D&lP*K7%DyU$4i9w#xAMTNEmK z=zxaa75Z|sEo}JKOO8b3(&{5&aB;E`a~e^Yq9~8Iua=@B>)ehR1pw?`i_6Y!hg+5X z%r%|LddgcdLv<+{in`*WGI5;MNEqv{33~kUz~y8oN;3{l;kHH;_?U$rf1VQm)(DI> zbHjJLk};p}6x`QpM}-Y_uuK?*d4brecew(D&@rVN zU3K=7XF?l@;-@$ClS2&hCj;itC0OV4ha_eOGnV}Ycv8|x*Z$JPb)AOfv%MVfKGp7KW4C%P(;?GALS_)xf?t{=j$Fj9zgp zKv|~>Y*1PPc?VSWnzqV;!fCc=b0aWRuK-uS_+x0^LE0bYPW~kXgT&hb987*f#Fx$` zmA2Wu2nzy9t2!_sx|Qq3`V=xbSs>ESTnMS8XslIQWi>6R^;Ffu$Dr+cZ8dc)apN+29oOj$&A zl4`)^h(1*7zai6%O7*h@6d*7;1K*jqBQuUd^RXyiLxmZh;qdX6-4n&y14r?^XDPT{ zT*KM?D4F}OwjAz^B~a_ z+#;jitFdgz8#AVvL*HN%%!?1CNBd$>NU8;GYDy+}A^p+G)7vlLlWivp_V-5bsr*W659;?X$a#x(}+!;zi8e{x}=9 zMF+sXdn-^XEghORrxJ%lCFpiFif&uK2P(X>VDHWd$TwU@_O%FtkM$0aXdR;KW0up? zO3sK0EX#GP1;1TPhsPU2;cvb^SlBdU#QEuX?oKmlTa|&r*4el#PX%n97s2(l&xmYx z74UpQ@R~y(MDc|~oX`s38b^@U6M1m&j}i{Pu!Q}e_G8#D2?(!rMa#TKNb%-Tz10Yd*3RVt&px>u4c1%tRT)13IpEVpM>I;i7VE6} z&jrytJlZ`xfHiv?$+r?Q{b|SA=qAM&>0r-w`;#2GP3|~%yc1)% z$Ka?<3T^G{hr|9$ct;{VX)D!+V?kYH#IOr_4c73Idl={pL2#Fyg-KsmQT`7T^m1ze zNi8=9&fE7SZGv$DB@i#&qiC1B2%bfqMB5Y@6y~#}69LVjw8IgVKkR~as--L=pO0JL zCm=nu9%s`!81r%C-7x7y?T?aJP?mwmvRrUcc`Y{U2I85lAk4pi5$ifciBzBgc*@Qu zjzf&qapWy2{%;MKls7|tXEbEePaIdD5xTwc3+=lpfxfEj{<^}REZ1vAdDAxDx)pI8 z&9iNA=v*v$ar86qXyh|OdU8Rqm+Jn zU2UM*jj<4LR2z8h)v#AHl*}o&#gHm5Ix{F7-?0wLx&}uuJ2x2uZZ1Xf#~(@3v;Yu0 zz|I|>**GH6!q`Y>Fge1Ovtl>n&Keeg`>;3OCSI`j`(}uiT7drID)4>dD6OHA=-Rvy z?Hb;aqKhuLr}7nzcrY6+?`l!EPcuQfD1_&_yqi=Aw2|XaLg^04LnLoY0BB5EkH>zt z!-SqI=F6sL22>&K?BCiA)U9_re)Z3#rLpe-fx!hjJQru*YN@WGNZop|dPc zH0cazHaEkrk42>O=NkBRO&NpD%t*M+Fxkha3H);wV!}WP#*k*bb}ADBU$AF<{}xy` zRt6#ZRb=1{%VRB@2cEf%r*v{EjAq@WgXZNl&@clc=5B|`oh=xAFAz1teKFvM71kGg zrYE1wgKOeNXnXbw#2&51;YUt{tLuc{yZflgKf@RJ%a9(~l-Zh*~ z-R_pd)BipYS+yf9r?MD3mAg6nU-GE^xF^g{T@N{L^U3D%Cg$~wg#GImgM^_4RnfHVL%aZBQcXA^H1W9D^b!(MP^KR5KFLf0xFbw$h=v+%OcP z+;7k(->safGXAhQZ6hyR|1eltS>iL6rwS3(W=zU9^xYsy@BcXhMy3it-ps+8?K9zd z-zmCoN+}rC%YyEia$F=LL)NyX;*_FknNglufmJi^6>WW|UYad`#yBuY zF6T6MXW~3#mweL*fLiL#ZEipm`yay_!t8JO^$-GzURCv*KA>vUo-4z2q35Z zna^Fo5Xugz6M;whSibo!b+KkM68uF~ex}318pcaCG;W(;EQ}n{ix|=y1`VS=P!sfk z5SvM`qc#is(M8|lWgMfkqL9QfnA@!O*$6uFU%*UDTmuCIm{^(+9D zr7yDgU6g*vOfAZN9|KY^B2dAp4m4d>!DF*5;1{X`!^d)<^*5Y#9Ja%~nlB`CiZPxw z_NESB_}hj)hhVeyTDt6~D8iE*x>Y9RKoo z)DZH9tjh&3;$Q?auD&#WN-!#aokcw2t&vnVl4n!Sf)e{1*&Vq}xW8lI;EyH{V0>Ib z*0HT>9zylINuarW6aL9>g-b7cc~`Vk(Xf3zXH1kmCytMCgquph{h$CG+BzFneH+B` z2hqI9)aUg2+alhyoik(?%AiO;p-56Ub|4%X&46%9eJ28F! z{#vkE-^+SZ^O4?fBD*yr@IR3`y6c0^?$ihJHT89l5wWAgek*cZ2!Ry2y!lMgP^inAiHc{ms%e~FR${u;Db zMi}TeM4cU-pk$>Db1w)(;QDzW@iPrCgm&Yk^-*5+$r!(QWx{!0*#4^75c?@C#sht^h+=to3j8W3_8fgQHn2v%~4At4DI~0VJU2dxv@rUr}~wCP0NSH{E0Ya z)mnUS8v~n{*W;7>TNqO{5I*H4QK{-<#3VNgH6;&1(r+RC-EGt8-?!U(PXy zPG=DLYl&U~2hngDdoQ#6v%M$auzm{ex#k141{!GpF&Kr7g2;kY#*(#i0Rh?s+08N_ zI0qp?ZZ%$w&Lj7@>ExrnC@qmmgWIxAu>SgfOp6U8%ni(&n(~_5cpQnRJM{Wv~;93Dgk;lx{4Qn-hM2l@_S{!BiMJ$RLVW_LEO{8UsMlg4FdLeO%|2A7(| z!}Y*y?CR{smhL4eY^zRXUT4u1zCd8QLY(f?2)b$l_;E)+eo{?=Df6b%>l&4~N4psR zZeYK&)nT%(&ztSeL(swN1&`x>7>jI~6ZU2kNKNp_6)_VmeqBViNH2#iWC!`F&c#FL zi-^OkDIlzz2Ok8L*beeM2q@^2DJ-Mt6Fx!Z7>imfubz~Dmf-ZfWnJ}uo%nbw^C;qZ zxL@D~o4;3Mh|@NlIb{Q$+UUjn##+$natzOx@d2hS0T=r!_zkL zA&;qvdlUJ7fqBf@_hDStQF`ap7_nIUn8&YGh7ar47?G;p<`QHOh>^}Qevbirxo zd_i+TH$C6;mqe-5^L`j@#hEpsP~sCzv|gX$j2$SY=8lWucyc@JQ1Pc_q5i;=I0$m} zzo@?p%OV+FB*FK+K+E_FZNDdtYpP0dUOUAMq4~I0jrB3b>rqQX22150aScTRNO)u> z3esQ*7%V{};(=e^HDm0CL~s%#g&@Qj|Sw$@KHok!xftVTmYaqhj^-JsTc z3HsMM!2Mq_p7$Tw*f>S!9A z@Y04=e(&j*Hc#wW5C|u&Z}DD<+o94LIgm_beyi+Wo_lIH{#kDZslzRLpScIy(XP`&MeyB@L5>!ehg zckwt{bc=$@(psqaH3<%hXRvIj4F-0`@iJc2a$dZsgkLE?$co>6^uv*SSmrznKQ6sN zOphv}LwX`;T296K(^K@u&$tqY)jSZMmiKz7=*)--ZqRY zX+eRVUa-LJGo_Lqu)MDV;#>I1kU|je(fDcZxRnj2$~VHX)deKDJqGJmb`XCd8OWYn z2Rr{%gL1qD&D$x3uGd!+Z6B6R{8#j#k@0 zkyQKT+|7xCywO9swEbQ*?d8V9;^YxxuW=4TLQ;{tP!@K#RuH|fn(!_#AM)<7cj~u5 zsFD`Jy7p_d_|p{potFxc%2Ak^LD4wpEZ*5|kHypXfQv>u`Ce&Gyxm*rlc!23UpvS= zt2TH`CmJslKc;gYRp3ov9SC|6INzoa%#Iadq)R84fg7 zA-v9t>7-So9oI^UV{Vf;ak=rHcOgmw)?UvBW#%vcx0^zjPdr)XJ5B}XsYBslELfaw z#gXsZ@b8YZQ1i3_x2N}F^Ph0I+iyYdPq{`S?pEVl!Cu;ZyOA?hN*0vWt8t-F1+HAM z1x5{L>20yhM%#m|GpaxUBt7!Uw4;E&;p7IJ+P)T4SWOtLw~6- z9oaffXzz9;>q_nuH@>&r2ai6GIpg9eUJyxl^~{D%$18Eeu`;}`Xbo9?WwZeXiD3S2 zy!q-F1aswwUOi2))j= zXgsNqQ+0TRK8sI6S@HkSDYpVWZg%3ixB~F2V1n)2tQDP+noL8P(zm?X_sey}B%p)*GL}S9T}y%TW=$wJCu*HT$8! zPYDtp{~yV0ZiFuB^8{N*IBt8Q$P^7%kc~T?O}`TSq9gE|{y})>yB6wK*V56R z60|;YocEx`8@TeRICSDL5qT}kSx|Y3B=|8VhG`jo+AKtelHX8Gw+7x{{_AwR?nzJ- z@t_$ULG<`^))$#*fjfG>kiz^k&{&0#k$HmW(I1Yt$D}a5Z#_7QX@Hq(J@7eg#QuZ( zd0%QjP$&Ba;(Sg3V!C#~hKXtLEJ%a;>GaYoPwsKX%LB>kdo^%D%K^<;2K;jKK9n!* zf-Qp~aOhMp3Yp}S4W%0i2{k~XwFrBn`A|xXF{e#8!w=5^a_vGQge7hQId=D@W?#m4 zOQfLqSqIC63ZmlDV|t3RjGZs0g1SqZ7%QfOgjhAf?dWjG!A!V%=OPZNieuBd1GIl` zA}*+p1a6`%@MWC9)xCfZPQ}3rt0SOlmIW1e(lEg|7oVFP=FI3`0LyOMkw@l}P(7iU zxVT6wVFxxsjJYuTr6jaQw9rARw9#Y%bK}NOv&oSMCP8 z%6eELS3-5FqEW{@8zQta;FRe-%-#gr76e{uZLq5636aom$5WSu zU@T}culM^Nvfb2$cleAEPx-kal(g3{PtHP|ayxw+~^V?sm3!Ea1I~4nUdl&AesLmGnj{Ik4?oCF~OD z$Dv=zocd~c{1S4F7UX!~+O6d<`d1(D@io%laFBFMjB&b_s)0s~JnLNafEhEwp~$ik zwG&Foyvt&E*^J<|KQZt|-kvj4ipyEi%s50BE}?qwKHMVgkAD|wz<(_d=^Up)YL@Lq z`D&x}uA59pPqnAC)Xf|Y9%OIYNC_6x3;-#SB79hq3t7KwaGXy8XMGcefLoEMp>IeE znkRvbSqvsd&Y>R!0%>XA5AON$JA|6cVCXFhH~j~x(M>%ZvX_CS|0Us_$GPysQVw_4 zu7!W6;)&boTzq*n9acQ3q|euwz%>h4ED?`qy#gUaCjl$BEW|`<2|V_g z-5W9c!6aA>?;9uJGKUm0uc-)r1UJE;K@y}*eoYN88v$J;K=K4D=)%4)T&>+gq`G7- zy>zJ__Q;oV+A=yp=$jZ>|D&D69VxaubBH0_hr zjoeoc{nsB-<-dRv`zpv{;Q~&azcB0Z4WT*?Qc!lUoM~c#@H3^Igev=i#nx@yTiaw% zuDJo4e`V^~y{~~?m6z$c^RGzEJEk?g>O|*DvKVWr3}x~N_w1fd=0Ggc4a+^Syn(sLlZsw zCk*vY?!YR~(~uM555F|y@ZyUAoVoK0{d2OF+&RFyPCn1W?#0a@-pFz~Qzj8UtrvQ{ zj2;Y?GlG-qUig=>j@S3ZlLFOwq<38^oh$H|gsvJsok1ma(VML4xG7|u^UPvy20phR36UJ5*n?nA90esBsslGui8 z`S+nxKp~ZtI8Xd~YH4{+1=QLF!;;5wFx6=x+g)G4S4wpplV_o*A>2uwB%(kW&a%$? zU04w?O5$KE?w|9D4mh)kAY%hOy)gs&Rj&Z&i5=Be2*A*`nGj|kh1;)3qr`_5s95`z z8uib>xwsx{8_$80uK;$ie#sNN!=dsY7abMY+3J{xZx>uZ)A4pZ`D%!aOpXB=UI+Hw zvVed;C2(n26iqLS(=oUGq{O$FJQg?#$|>8i%gdI$I(CB`&O%)FKoo=+zb;rM9`|4E zM>F@m(6=L*(_lFb%&qp*J$d6ajA_DYw+^6@&UWzJx{Zo1e?vibCujI)1&Dt+gb!R7 zfo-i&y$P{)&j>L- zWQN|W)oAUH?GSfoJ*T`{1pn@g#^Tv$akttQh!V~vCV$vFDyN7h-${gDNqbSFN)7I^ zJ!QhSwXoDc5g#3HhA{mqwBJ+L+wkE;*s-j->|$VE>QHWPcQwH!_ui^}-`qZ1j(8 zle@`V(LD$DPV0sm=Rp#vvkle9zqP%ZREzG%%{aGI&w`^hI|~og!B+Wpx|Z!4J2tC9 zCG%-aoXSGmF;Vbb9{}eE?a7xq8~mB1h?#hYvx8Rz_0yTo!k8X8w;k}_+9~ksWH|&U zL}0T3>obU`geJKkB!7?(ps$u(bM_!J;{)_&C0W5UzB+of$QTu`{2=>vuW%nKFT~Gp zF5n8cARO?_hy3SZFzvKF4wbAWT4Mf0Pnv>hb|L0zCebf1gy~b$FkHcZfn4aPXfWTi zZE;*HUec6?TNd|7?%Qg-={N`8oRgy;F0G>?57p2!s}?I4dE(ffXVfBf3D95*2ye-N zn7#;h*7oE2`pdXQqzFd#?dH|*xz9QELjt6iE~59VOK{%g3V43A6xQsBrc;k4a5R;y zsP40yz_cg38Hu+oevM`t%6w>oqM=WOaOmw< zx_&j|u6+7J?z8uncljvqwreCTW^-)lsR;b#Bm!5{d+ENymvrsCU|bx16naVsSz6S@ zdz1Huv%_!`%0+gNIZ%!_LQC+?f0ke!XAhTFKj5W#xq@TOb$qj(`F$rokkGa9cx%*; z$_nda;-WxUF|ilr&L@DNDuA<~A^o$q0S`RXfvg`%xXC;bqxTna1TTVT z^Xl-3&RvdE;xxz%FC?}{)KQwd7w^yEfnCEp-kr(CoJV!Hc&;X!0ELS%E+GSDbsykH zm7By#jrEab_b_J50w~TO)pHoI;h0`)M#27C2-_Y&`Tk17_bv?_3_nX&#vMjoC8l95 z-9_E+XVO%ETQrx_A@ZNf^#q0(GwZ?y5cv}Y7J9C2yADP|&)IyK{33*mu9*)vEV-!4 z=Kh*nv3R=900oxT!6o|^@@ZQK{{7APBiZX=S)wQIjn75Z6QbztScwu_0VU&Ik!~#p zd&LH-CRh(|^p0X~t^?G4S_aN3i=dxn(jHVLV*llfWNvN*4#GZS(5BxmTAKIRs>F}8IJJb5@mg7xAkpSmXYoN)%aC#%hN>mhu2^E5p!7e^0i ztJANc{Y0|F2Xg05rn~L+!O8dvdHOT}vep#A=!SDx`t~^F3%Zk8`g!D1`hME06v;ey z#(3)fN6M{#PV~K3LS2*{ar=0V$hw+B@TXiDR|v+n?px`~7nx}4=Yx%6ir{X-Sa0lZ zEmFKolMWpNo3t?a+-ggdo_NAPJ_8VRYsG(`xoG~bih7SbkZFOo&^~7maZV`4oy!po zZk#0RwU-g!_v>)=gOy+;DuIE0vXK3yg%^IH4Q&(zVDP`6^!3&dsPC8HxGWv#BuIXx z@=1?q`B*c)(_Ml8mal-lj$I(W#)_I|UBY=I6wU=cp&`?6=~amZV9;SdV#8(w`_JxF z>^JJ!qzHq&K{ovPn#NIYHseWzF^;+USvazK1MsoWB-X4KokxRh5X|G3S`3Olsl;U2bMkN=rKP7c;oJLQ%o52!^Eo^;eVzx!LS=Alg#esj znVM+<^6+wIC``I^9RIGrfd{o-lj>uV@aK081a&_oR|b^u&n9i?Qm=s@vg()-DUUaA z$#RAr=EA1PRIss_!n^mi4$6P$U^<@wC}rlrsH6yI(PoO8Pgk?vgI&H*iBAtorx*eJ`uZ5 zv54GY?BCFj2j+%R9_r%NBNfPfm`@zpt~!369=v{(3NP#*&;}_2;-2|*eSJ8n@PDQO z71L36Z!zX5oxq^^EGL*51o6yYJy#=yi0hq!%!NhpCenvAe2s$X9t*(rS|%O};o-f( zLI~uV;N7zM5L~{J4)V${BBT+m-QMaQE}M>rwCd1mXAtWCb|=3Ixv=zpJZ75RBpQ#i zVdA+v?$Reymh&T;{Lb+$j%tiu$;9e5|T5mIjJaO^(TLua}e?ac3{hcpVn>0%nz zdo+-%EY~qOX%<{s{*?EP%@|V0R`Wgz1fU;Xfl?)FIP=}pQNPC>qo$_ApA?D_l~SO) z(T~eXsRVxGK)e|}mF9V~O1 z3CmUoqt?wWur59V{Ff=y)CoD#d!-bF>MSsGS2WDgXeRQv8u9n&N;qd5OP(~XgF`t- z@ywP|!fzZ4UcX`?J}(D7$Y#*?WL?^f;grqafoCi0aFf3}jtfuW;KR!tQyr$|ZA>Sk z8_RJ+ursuMi@=&|p)luSHI_>@zz-?|@4m*8A2K?)>1;6GYIA^$?h^V)A`o)`b% zZ%mE}0FMqyh#wo^g%@vy{)#*>xU!!4G-`-vmKVocFN;^7(n-$V+DqLFMCk*TD>%sV zdlA3WsGjH|lu<~48oT=Al zknd@GaoX!6IL9uSeEGJ5b;Fc^hH4rr@*1J%Srt6?6Txf0*nD8|l3rh0iIJc~re*}f zcLnCV7Q6slPYzr-(Fr;a)v4HM3yROUt*5ijob!wZP%q0}tW)d)QL?Ck43SZ)IHZcs zuHUG%O&QTFmO+Cm9%d~!Wu55a*ywkUb3)P%KNzV(;-Y+#QfPr|zD=W|iOTehPcR-6 zwJEdYaIA>3}C7Qpt~?2!UP*%KW>q*jsEvodFQu{ZA+VlxdnC`0 zprN*ap9eOBQU}GQpBb|>J`>&?52f+>8+q*uw6Iw$kTKL!QTN*jFY<6A7(1TB83VKM zvvVS^Ws^RUak52M4FmFT|1h!fXMcl#6F}qmW%MxI%l6aD=t6^CRJgww``4X;?RGk3 zSGoaizNn8*3wrdb)%hS+$pCg*Ink4BrVzcb7SB)B#bOUtcz=wYX~PZR_{|Zkv!>bb+EYXA=y|J z$-Aj}1|RI259cNlsNgUGkv&N;@Sza9)aGIKm-!;vsV}@6mHStyP7Od=|?1tm(zF4J9wsMn^D;(57cIDf_L%T zNUWSWrq)}d>C->7V0#SK+FN1Zij#2J%8)vnap0MfJDLW}#uUYH3?7N$2-y;mg0Ie;gBpzoAYQJoII7#0x>wK)h=wHYHR*;ifjUY>47sJrDwM8(ZiT#kDvl@{8Q> z-w91D!;p1Jf_eVGPphj&_wWila;#o=dP7Vf|8jYAZPN83cuTg@z?6HV^S(Pw&@i$xS2s(vrXX2 zv{rOjNO5IrBGfMn!j=5@sMo&j)ZZiyZJ{35hgH$ZCB3wDRvPcT$xLY2J{NMwa_BZI zQ@knTfhnt6;l{>`tlyvvGpt--qf`+#Dz1X8s96|rq69x)QKv?oan!)Eo+F+l13ey> zP?Px)D?;PZ{#hIRnPUoJE`_-K+Af%D9Sk>vt#IZp*5~TnK)%-&LfsU9I50Pxd_Bro zPS#lP@2aP-ArQW)xq|K93Rr8PO=JZlN*aVQ7ny$gt;ZzK+H zPGO+51V~@>l+KBKtvBgYA{G5;4!`E8p;U4(?0J@l-`8Zq<{8uRd#DgR-`GK=SF=3I z^l(`7k9iQbw=<@9JKBC>y(TGNh#7x4OpX$ONrt|l6w<&MUPtNm99#Nbs2Th0e{uzq zR^gDf3iUY7&X^ar=)e9n*lndy{+<^&eYe3pE0la-R+w6mT@VwAY z%rr@dyU#blx3Vkm>5=K-@3# zoV~x_`D8F=$rf6vSq9ubVrxL_9lN~r`1CAxJ|_SKmY`ZilP4XB#2*mmt(Xz7`|P4O=q~w zhRBP1;Xn{S%^X_<2{UUkd6gOu=O+i4buC{FUDVYDo<^`@1*#Cx+vJt_QUDLkgOO$)n+56NEo&Ab-d8 z@r+|LoqW>)?W(z;^{t;CRMdcb3;ED*7V@0=JE>TA5*}-_!AlSN$=8|N&?Y*c7Ff>V zdb6Fkq@5~!Ih{=v>`p_=x#O^O?q*auod=`VbMYbJ@T`|A<2m+uK4zb9#;o;F<~kV@ z%#z{PBLO%yno5#4UM22F!%=T#0p8ARh3rQx~G*f0S=l$_6b$uV(W{dC)eSH ziQTA~mPtz`m@iFyI&AUVi<`GJz_>Z$HVZS@ry7Kj%|ReuR)FHh?eHkl2$RIxFvR55YtIVw`w_otL0bU6Hw(t+ng+yMokG*8-B35liauU4m$#nzZ~_w&VDQdySj%#v z4Nr2&jD=gkU8ETUKQ1L+3YFCFbUI#G7l>O}Hd?x66Y((-Vx2J2xZW%Z2C6!7Y1&!* zIm?P(+HnpzFBZUU#xon<=)&1xT7@CLwGg!JJ-zdt>0El%)aBb*T-2L|F&~nk)?XVX z1luua$u8`VEJdH}P8^ee$s7JyN^1(cna|q=(&em(({~S$d3zpC)+NGir@Nf(?-%2l zLpRXnekrW1@q?n3yFg+12H7zqkBS#~q4MMHAgt<(CwjKvVlU>!X|c^RZ+Mgl?FEtKjDSVXFk)}BB1Fo1I>O^pxWZ^R7t}YY4IgAX|ly1BCBzlc{Z%s z`++ouOTuD}A{0BuzQ37|srQd#t16fAsC4mMsL>CF`Sn@wmgVfeUu}Tt2}$^ibt11k zz7+&TBM6*r!>8FJ)JMY$hjqdr)YB1mm@J1bmeFnb*8rVc{fK7IF1Xb!g{h}6VTAS| zeP|R<%8*FU&~b>v9}Doy&e(n&doge%1Tsu zfpq?-QrNoN1hov;pzemlm{44XGFJAC^=VDd3_l^qic)E?kr6q0Z7!IfZ6-g>MPcg1 zUO2QQ0=L!`;`{;^oI0rIW?Hsu29J32s~R|>9jc7f>Xd%Ts~ z<2aqticry5jYOmmY<610p@rvHO-wYRmi%T29WP*V1t#tUetQ@Cjh@&;*ZjC2|;R08GlwRfp zJ!P#d({mc4xyRA!^>JAC%bdI9R5)4<9mEP{mYG@4d_-A~Y24ZX5V1&wp8;=aW6c~Q zs&5MKDf3nzI!v$KaDZM__PhSS{!yL;!Ur#t3@b|{5Wt1 zJH~BrBs7Hiz&yeEZv=YG+z8uUjzU}dY8+f#37W$3WRJ)SJWtNTz2g16uYrANm!$>^ z4EwP1Mh0HkJR6(~8_4R{74Y5Ggg2-Z5BooA5V6Gb^o5ZZj71+I4oiKg!TB!q{*U#L zX>7!gN@rn(tt6B^3nG&|e$oxst`Jkm;ykv$Kt$|aImTwJA949no>;mM{&P%#evwJ& z_=080UVFfvcTMaq)kL;9`NQj$_l&o;8(K=c@#n?{w8`N^IloG{o+*nR`jr^})DvWP zZNPugTOoQ^1^7Kpht3Vs@UK{iu4u7?1cx?=lu3nGZ}Z@5kqIdE1!7-{6e*Mm!Ns>@ zabuDtm8i?-Xx6lW+n@o;255oG*SCakOA0xApaHb`>v7$VtGGjFD{MFv!Pw&JII4D= zE@Mmq*N;f~Ce4IhJzY4=87J4Iyr!5KJH zbbuI*@W{C54gA)Y!xiD545nVJ_o2RzcjHVM#QV&E`w$8(?GnV~M9>`?n6=Xvt>-_W%SG()SF|}~YVU)t zNPawjV+J|;YBiO;k;ig`a?n!YgTIb-l3%^+;m8ON3Sy)1?Q}wX+LFn>vzPGHyg}0W zHG?W`?nmuIAL;e^$*}cc1{hd4$bT56Qj~K6HhpZT!KR-^qxDJq5989wM3wU3Z0%6hw zkb=Qzyu~~xF7I5)m{K%Mc*(&?C5-x&ME zXU1HZ^H*>G@Fg3h>9p5bCmV1sWMOfWe)`Xl=KbICV5a%WQq@YdHw7 z&eXyU#}u5tGZ#pt5bRu`hX48{VeT^yW|6nlt~G?doBfUp%qemOz{y8-Rq-K{&n5 zm&l}d;MbNOj@cB7(gF2&?_2<_pLUxkTUL(O9aeHIZCFRfU)E)+GD1cd9)#X~vjMl6 zK~bXz{7wU?+1H4w3SNv?jiB29=Iyn52Fi%vDqn+mZ-*&R6geIs1w3> zXZM2J(H1badQIMRbFf`xgwDzCfk>lFv|3mX(sB!7r|~!P(WxE>pBlj2SRKYFcz|O< z9KG^@F1%7ukCl~-KkAx9!fnn{A;xPT{rZ^pq!YM!;SkeI&Xd>0({NkXCUSN02B_V< z3{Jjg8F{y2lxY1&7Vp}L>op*$kx1k7 zYU!&JUSPh{5bw|I!^EC-xUZ!M^%zGiFt-%!F9kst|6yosqqyUd1#XyO0^;EkD7_Xi zlRD#+lL^>xzJ=HcoQ8jTU073M2rool(Age{=E^9u22>Uy~HJ`=x)T;sf|(1D``D#$(2PMquaVei~= z`u%JPK5&c2^ab@8Iz9;tw)@km{So;0O*?N7pCG2p9i`0v2kUAsP<#7A>hm!V&rB+V zwcVk-i$*J9R;ni+HmiiP%n;0NTY{B=i!eks1Y(VJNlEVjNG52Yvc^>8mha?v=rUi{ zm*wQ;%cY>4mBf8%6oEU|EFqmL=WzAFdQ{pB;J+xawL&x*+^-ms+r1w+Iu&g8iE!t} zjLTuy3qzbZT@MS)VnAZzBGgDcB5qskxrd*xgO3Krcv;PeQ_6b1M|My;+`op}-0q{6 zF7a5u>MZBQuE+FH%MyHVYK^LLff(qw499bJ!W7pc)bZc}abmgad7Dr*cmQJyv#==s z96k{bfgdZhDAxH=ZKpcY&-QDtFIEDd{Bry_cn)^%RK}}T&q==AFq!w;4SZw9Xmq?P z?_)iC-`@N~WMBHym|79s$d+ne3tM3d<6+owE67=`rQj*Yg>un^wk(YtIxUIK?Rk1Ak8h<{BcO{c$gw}RWyOn(?uOph}ZoU0^Dc<;Fs{r=>W2P!4Jj-FtMkBX)90ye=vn;NRIcLkg*4j@vul6bxM zCqq^W!RtFS@Q$4rbsuykZ|^#zsEP!x7!JZ4e}%xwrWsxyX(8TUD$r+414^HS;@QMR z3`qJz#B>Ajk3Q3=0&<{jt`I!w;m3?VH+nMTSVgz$Z)s1u$D@ito#4mQHvi*@AT?M9r{avZpiF2YUQN4z^h ztUoT%8QyN$NRrMM(f|JpvyM;ZS)W}_qAlyGz$r>cus*gEh^d~WV!`O0i3#{qnaCxj{TIt5iZ)jsv7^*zbJq9@3T1a@B_KfSjg3MpA5E9?&qHsbJ3bEcA!KRrgb)y0}*F!m4E@>c1 zvxqBa7I9xVNMq;jCpPs}V4<3Y)!aUMuRa43`P?8V^DKKa2f^{tW7NR=EVwldaE4D$ z=L`jH*Yg(0f^@Dbu8LT}c+mr#%1j$bSLwvJGSM(XxG?<97+os8$s@5^8d&K?uCsT* z>*`@rEGtitZw{pLfyOd$dV^ zNf|gW7Qh+CC|BS7ikweR0Tm|&n5UFRrzCRlcwz%uM3m#^>J8x5`kUw`t)XK>H>tRU zBz_B9$?|ebskWmn2*2;b&Z-Q&d*U*c4GrX-J30lgEG|aPxABl^(giuEnSXtj9=?yc zP11rr$(wb$*svx5szOh}w#%K+II|eEJs#oG+LxR`ixrTVm4Q_<*Lea{!u_A_R0T5L7)4=9nhHmgwUvl+;}8lbb^)L`krT;^ko!3|CtyqO;PculJl%|Z>x z>sS$zERhaQ|IaS;FsaYQ>+8QM0FEU+r%8|LBD}>B~?kQxI>z z%0cdp%f!O516n^#CyO3Lqn=11-eY^4(fO9BR3}O`1Q>Hvv>6uvYMpC@uTPfj_&q_uK%OWqtPU2=-`>=hxnHe;DlFj~A&K+b7p(kawP zy4x5}WF#DoeJf$#zXLdu&3dwfgyDu?6FA+8hq|nG%yTcp$E%|uH^ZK$>#^>VnA2#G zBZ=*fOL5B0Dx@pll1CXQ(QQg0eBZqs_yen96->XO_XV+)2M>rqI9>J^1>B8ptmYKta1`oS)1% z+p+*t-up3vqF?!@40u>^S9#o*&i0rOO5S z>pW0z31f-)H;_4Rmw<@GHL~Ti0ya*K#N?_lRBcoTrP+1hTC|A{1@DEo8#WQ^Z+YZo zWD$<|brITogZo*v6I-7NBTqOAp7Nrw^lJ=6Cn=!8+T~P#mke)cMu=XITLN@8+R^}v z9wHGOPt7hUk%}*uF+#cw9y%8i`E^0$t5Y{AtgR)ol{3JXvBkrzBf;_4H;&KiMx0o< z0fgrW(!9WxD7noD-iUMo|HK<2)BKz$Uw=wUMR`=|j1d`p>JN{)0+6qD4rp#zLzX0uRI_un?O>%W5a&rZNS_e_G0F_?U`0IyYw!0GRdXYTxlDBGz6F7GBb zE>oc1bDWnit_)$RtyshVfGE-<_{c_v=O7n>ZU?pT?cGJtG_(a8>~iq%-3Z9CDdAo` zxR~UOz9G7E^5NAqQBc%w1NYKkT5W!dGihBW41MKdTaYl8d=5afcgZv)v;(b)HtV`` zXV_;h=6kUnhMx*~wm}kucbeh*Ta$^U)ip2R`9wV?dv5i!%=%JgqJ+!uNTVj^|W zMvY|y4-~*kPkr2(c?id1C3s_vMI7ngMB3n4j=9M{IZyT_fVk5}IB-7(4m%UvI9-&^ zRZ*s0gTY`~@gD|$V9eOjG5X=$J{r{)g=v)vaO05>o*K4A+wV^qFf9mWo!7zapCuTy zPXdfr+@{my(?E<&(D=qcXnj6J`y+)&$W8>?EA8n0!UN)5ws2lB&qe5xMlwet7-Q}g z;`3tynE%|Iv!x~ib|l7u?|3kZY8PyWm+amCYqx{-O;owbsoZ{I}-J8~4o)0`L|A_$Mz@I%#R0zZm$ zut0ko4qhz7v9MxPIUR& zN>7)Vn$u-+WEQ)7zUMMYJCExBnoE zYWI4bM3dXS$OPkBHdn>L znBXyd8L0qiqk`rYZHEb~W z>a&+Fy<`LazwhwY{)ocBU+ZA#P6P(EEQcWVc+?$VO>v}_?z%e#cU`UkuVJPakDtcD zkrP^v1%INic!7DUROPt{TwnYrxAnFg<<02MtIiE59*hk zQTIbwThnw!oN$SR=SpYDfz)uKcvXn2v6-;ME{7*VorL+F=V=eUOb`3apVlDVZX;KB1gUDT`gho;i z$oV_Qut0eOTpQxi11WoPMwL z6Ni|q{gMd0x*Cp!*(KuDBA&Lh%~%P5x@i=X4N;cvxda@_L> ze}5Q6H5>3Ve-ZrdK$3Oa8n)bh~&WXPx2V`h+;$MG8!+bg!YP^`1FiET}Sr4`v^1B-2@r)giCXq}m_!KeYsH>}?%?9IpTnAr zaVE=THP^L6VE?z15 zK$b z9KJjYy*d7zRrxYR=#@1t+)~C<^8ODT1}XKnTFo;bo`WX-pUH^JBl2M+VH1wfZ1%)Hi!f|t{k97ctSP@*V& zuZV1dwL7; z`K<_{z8;*@11y7H<$|SShSVym4E&jI=jD|o`1>Oo2f{YPiI?XY7bSsq&#{D*>6xH0 zqXIN^rjc8*tI5EJ^CbP~bo$Lzht~R2^vMmQLA!$BgL#xD6vRNb-D?bLK!h?_0^{p}0R60+kO-or{!4YCqaD@~;SPa|Wq>!*J zEAaA#{p3Mo0XSbd1fJ)&Qf;|Hc;=l#9NC?s`#cL$+1&B=<_P((yJ8+~*cyf{RWEocEE9QVx+?h*OW}HyEO=_o zL@obZeEr`={5-M)>@zvI?$KJ1O|3`Yr}99iD3DoWhA8G%Ou9aIf&cS=G&ws9w3Q2R zs!c!IZ*hZHxm|dbSEMKVfe-W?^T_YRe@KHu16*mEj?rg=Fz81LZrT8>Z%GZt^v-h@ zFPshQ)%-EUjQRKn{qeJjJa=S{Ac_TLVW;1J__e1Sscau_$E4XbEX4=+_nN{#MK$If z$)b+^%!jhb5ud{h^iI@bZ=ZFzwj=>n!{l&S(U)wl_aO8B9U|ww(GER(_G#UzIHgjA{VVxE%EVC53G5Uh7nUL+3s{6ZrC;% zd`}#OxUL-Zs!GS%euJ25dy#fjZzZ08I^lrgDSVQZ59zGO>O%Z-#*7NX#~~v`x?da< zY(nwB+u5`ve=aD5M#H?CQF7q(QV?nsz@NDrd7onR9Pfo%>omyh zRd-0;YbPAbEr5rKO(@`Sp4jfGfyHl)VR1_$zOKsw|AmThWe)3de9X?Bm5#XhLlhS4 zp96!UF3v&8Jm%-!#qt(rxMxx}=Bk~7LNO`0)Nqqbsb7LEqW`1lyaTa%-!QI>(l=4j zKuA<(DOu;alaY2LAyP^tE0v@&GPCy{8Oh$8_qna4L8Ym*mnQA4{GQ)m{^fm-bDneG z*Y)|lB)mHz^p;&H@U6*1Vc{?;GEWz>w|G<4l9TZHWi!4%B7xCsTTroB1=GYRd|O@) zqM!D|&;vcxHJwe1G#kl77eIr)J=pO{i)G4$p~z|>RI)Q$)R;XM1fRf%?Wai6oO?9( zXgrRVB;sMAnb7k@oc2XJ;&J2eG&`pTCZD13Gc5zj#i$7k}VgpJYyyt>^y_3Hz&i_D^}3tv=f(eGJ z!*RU>kX{{#o9oAT#wR79?Z#1_l!PZ_v9oN3u`2z?Is>y0$6)a-He0&f0cU-~(J(N9 z!2J_wu-uY_v#x-z><@ZYG!yUMTaHc7GwIv$N(hntK_s4jCjw&PdI!zh;Ewi6-i)+h z*!H-Sohgwxzb|7sk{Bpwb3mW_1w6}^K;9S8QQ~_u5h5z;nO|EI-DMc}F5&_%8#jeU z9TzzBZXRT{Un0X_3wgh$JSRhi1yHcF22-wf;uUFA_8r#o`pzWLhn;hA^V|%Q7@7eI zu2Rry(n)4rw?i8}S(MR=L+WzekrsUO$9g26Xd44 zFL-jPsGSrB2k&)~=V5kq-pE{(=}N-`>E&21S3#~mYK7MQEH9OM3db)F>FqhVhBH4s zAEjFlf|_7DZXDYMj^l&8(S~L;PGK&okZ$H^w?HQmTkxTm@zQN^-lcE-*r_zabGn~H zuCCk+rfMd5L-h)!PDa=;V-GIa$(~vKD`AeJ5epOZBs7jX6-UcT)5gr3w zhca;P?4QJBBnC8jJlb2i2WqX}@Dd(X!DkC2NL;=irgEq8)8!UaZI!~!3PrF@s1RN! zD?n_M7*)7EOk1SFVCR$h^ylX^6!Xa9y*ZFZ{uZ9W@l<;VK9LF2)^0*k*7aOA5&+YD zp1^4~$J(S{ORA4+qs$3_oPNd@r>}YL3+*xRlLE-OHlwrX3aapX3w4_uioZ@cfo|Ip zR1;+Rl_`<%tK<}P{>p~T>=(v-{$-jt^r4JMMC#%74;mQ0lOJ-Hmf)gETOs^U8dRIB z&|5B(k^8d~dRGddM@S(8dRfGUUrv#x3uy>t(Nx1q#Fq+Gab5Sd;A#R=ud|Ba1`dDVn;^YF@ zZMgtX9%JtrD_LGdB^ADgl)!?+3Z!aU3V6wIQ14&{mL?sHe^*8R*=9oWQyti7t$>|P z0T82>h{Ei9@K(r!UxV$mbDKLUJk*2y|DD9-yTd&H`Ij(!T#YOF;e<+8YQSVuB#PU` zfyRq)NIzOnc>SyK{#^oNn;L2GIWwI4aXpF^*MsGwI27G>5ZBx*z^BDwM0LS=_*~iy z@?DGB9B2WN8>%Pk5^`xwIzKe-oCcHE#&dFaR)9rU9cuLtko*;ucz>4}cSda&@4d<_ zJhXoYxu8(Tb3Tb6s4I_8M4dUU_l0=vXCGa(iaFfw2azDFDoisviPtWUaPLbLfO{{8 z-9Pp4=cBE#OlT(h3|9d!XeZ&bF2l;rwI-N|(o~ zE9&@&r-My>$Ka!TKGEu444uSADn?o^q(PS9d#5j)=*I?%3 zc2E<`rt>8{anD3GN~8jL-C3DnKUW65cE|%+*oz_J@kGKj735z$Ax(P+SYBr~9M@~$ z*l`JtUid;5$u!d!CJx~1r$>!E?(^1k8$kGXN?hcX;qjw?v}kH z7U3hKT#`PppDHY<#pAq-IFho4Vukx;~F6S1kTM72@a^#DJJz6I}qy83i zsC}jvI14G^gt%ukabgtI+CC@FPIfe3JrKT{CE^cXS@`!|AN(C2k;HWwwCFo?Vq}Kn zE)zZwox%K!?&I{=tWX$lqRhGJffi@7!T!t=B7aetn5}4`&)o#bh*lL2+&zW8%BlGH zxg1ZAb*m0&XTW_oYk0A4CcYf`O_{ZqOL;O8O#f*?`MnH!Kzj`Y9a{`fZfS!`YD(Lz z_*}*Yo&#?-n-cHEt!VI|5z-20!%`hfd=VSPB~B~hrsnyBMYXZQYTI z4iItFhh=IF@bk_pSbkFr-S4G9&@4|bU|}RotC|MdazWHTI37ygKA=-yc+m2J)8x;j zB$95`2#+-#!7RNT)J-Cx%&DVXw~IL3x6;#aHRY$g%2ZxX~1hjfySg`ac6~aJ@`h9|pnDnI$|4lY=nXG>zK+tAvdc+PG_q@5zaI z>+yWrT^gpb4z8rHqpdg2lS7Ngs50{f{J4Jv($6ixJx%pk5W_kkcSGqSzA9+S+z4IX z*)XNHh^lWl!-f!R5cOY)(|y#j#d|4;Uie4@@1&yEdM6l~b_*pp#K6{>!{pf$c~CqQ z0dKadqSudl?2Qd$KGas^Thfi5vkc+&nq(;atAgonS1^C~9WwcYCn|kqysZDuV1tG^ zCOQRSexDNDw#o!0zYdtr-W!!WJ7A)3K6$sNjpjNhL7_(+y_Ei!3XEl<@vKPNyX`YW zoasVcAKMK_R&kmRWgM)KN2#TZ6(0E?@0l>;1f21QYZ@~#pZ^oLGE5rU`R8HRlr-Wo zlOM~AHF0Y96>76{3F}%L!R0Se)O~d+?9Dfaj~{Z-`lAMYyOGTpGs1CuxH32zhNI|B zmPN~!h3hX$=(fzabZ1{ZcIU8nk``GM%j{*G@&kCjyciu>%bg8UrhGrmX7_A1zE8q<~?D}r%fU19w76M9rUkM*D9L3%&)1)H6rKDXQ;`NveE zT5bxS?b_&7e33C>##vXuoBPXLg}&)Q-1?jOL|(NHrW@wLM2$U!42_W3o5!GSJb*XJ z;NXmIY*_r~|CFv1bcsM zqjLga;r=WxP$~oi96U(Z)#YFtvjY<%&GGW_1ZsLc2_*ME<@uT>&@g#-s=T`imknuR z=8`J-?`sVzZf>RPh1_tSkr+-YJPZd^v#~Nwfz0rk1~%<2D8Tk&w-y$okRE^A(KHKg z)-!!FEg%%`^hJTz6B%5ku@chaQy}AUBK$R(k3tWp;5$)SxSDMba*ea`yNd(iHBE%! zi=MQ9!!gG1{7t^^_k<^_m;>{1E-w3AO)2BxE||LozY6z}JBqqcB(s6mKd3^Byqz?% z|2l1y*o{K{akzHZ99%HKo)s?5&=9VV#^bDUI#nOP@u}eR);LVsif~WkDG6PdgpWqY zh~_-m>QOm=A03uJ{6eu>S*>x>~%F zdKMkdMi99RJ(U0MK^&aX03)6%@W(Qc`FgSunXg4jz7|bpvrMzAB&TJt6e8scQ2Dz9 zzWj5c?NfRThV(`v&uAssG!F816_lg@QBz3bUyEJq74c-OE>+vP0p+dC&|fJEsv?R} zW#)S#K6C(M4(-ErZk-5ke0cXP#NnWYFJ2GQ#XT)VZ^z^aV)i4NyN^M5lX(JL#G^Sm z-Gk6?zXZ3=-i;k@;h>k?gL_QRa*G76ldTtW;nHdoG~HnWDC&E;VTAWK3V|nq@@0!z9_}4gT~`T##@V1YeVBMmnF-2ytluA0%(^@5zOTx7Mw6?d zTxlvaS}eh^&TbIvHHY^Nn_%pPGtA$b#qt&*kffyDA1<{`2r@L<8=* z!FXxaW~^VC3(`Y#$SCV?M|wpg9GGHX$mbFc$trBh0^5fN^gN;H>da>N-h<2-`76$%!zK z3>F4wYefwHHHSI5TXDTsHc`&@BwLmD&>G`&sBws&it+XH9?$fEmaliX$C6>-;${S| z9xsFNS1U+nu@7#Vy8vHbFGla%tvu&r#i(zR0!OP$iMQVr=$l{;f?A2_<>H86W}n7s zUxRV;6FJtS+=F7Di|ItG%@}{jfyDOmG0)%`*eSUk`>i7MCN?Y}2hZ5xzaIi1*W7_c zE@3P?dIC&ZF4E}cL^^#agZ!)3ffCW_bhL`O+=bF0>y$S*R4TzfM+LHB-U?XimV*=a zrsDd-PLN`Iw_Wi9ts^X78hctE&y5a}8YsfUNm}eowG`c~Y+%9LIG*Eh94=<(moKhc z;lPv`e?JZeDHp;cy)Nr~iNsJp^!Z zu7>0GvD93=wM{9M%`E-~z<$>;^5a=0nV!^&4R!)plym|41V0kn-LmNX$^zf@urBwd zU?@sH4LbxYFh*US{*BQ@eY3sTyX-p|yYn>0Zx7ujU&?iIBN}KWNmOn zpMT+~+mc81Zv~UlNdaULSwx@tr$SriG%%OUz#VB3bn47waQAmG9sjrjhI4b_hL8#N zR`Y?->2Ugsea~9fFX_mNQC`K_yq)d_oUe!bW zaU-gEW)chryry$p#Id}+39g>XZZpg1&W&#dgz9ag>QzDbX}>XWCa2NpmpeI>HA0TA zYr>Cr-tzuMcv0JkLty=)1@5be;Sx>`L)L}C=aEucGtmrY?OqI@$Hl?$TYlT#EjvI% zE(b3aG?PAK#u5I?@|}A_U}P7&U&hvAl4B4GvMz^Z7wfTlXwsFQ$07Vh9P1S>#Ftj$ z*zPxrh*oqkCk0cIK0}!J#uK>c<1nGck2qE}z$3>g_^8kcpRvPEALE3ze7*@4!ue=< zqa8nFT%hvXln@?=!M}_wvUf%Xwbsxe-VtA^rRf%Y5ZK9B{9DN9$0=0q^&$MTLW{i3 zdPJWy2Dazj81&cOMBJ_?z&Gy>m{)re;%NmuYPW=p`(0G-a0yK_@q+5}_V9Vp4eGxm z8!yIs;PT>H{C;Q>oN&pf7q--pFV03dM@zreiGB9Qb?fLEmZDfX@@76aIHQq%Xq*j^FKls9DRbCfm4Wq(<8&3dZ0`Qr*VIcc4JJKjyJF_o ziPtg0`;L(yk?T(u%)d@V+4t)AWiIJ^Fab}eY#>tu&Z5Zi4)j~5NhT^pgW-o|pd;Ij z4(@qm%EM>~d?8Bu(vzss9%c08D}aR~PiVS$4Jn!52y&AmFt@w~GUE2ZJqs_+QtJ$K zi_FKyo6IY=sFL+hWRRN?#n?>eVeMl+a5Z9?27w5Sp2l`2Q{*r+#tKSSxWX5oSURuP z1BFgz!{q&5*wk4AU$ufje3dsf$(gaIsc=q%V zxhuL5KG{^^m3NjHYQjCSexL@`Ju2|S$|QLC z#1-xgBC0=+CvUZVY0dL^P@uz5eUKl@hI%f4FZqahn$S=7I?0<0?OylYj7j-}g*MZpO zc$ocpHoW$1V9%;r@a?)nJ-0Vf_oKFmCNZ?#uN}iX<54ZEkCtnuKyB`IdW^Z+`1A`< z{}9`$E~*2AX9Z9*Dg$9{5wsdraOq$O9N40P!a8-h$7mZm4u7EP|4!lh?jE|>GX``= zXQKSOC~S&n-OY2B^pg~aDaX91>d79Qw3yvPhkkR`U*(bSMG`vjpM}2UD@5}y%lWw< zqTwoqFs-1BxLeHu<%In>m}tmmnbqufR3Tzo`aIPKTQJP&JuO%i%<^z?csIKVM=vDf zg$V+1{G}~c8yo=nA3nUIM~nfavIpj0OQ6BrHB_6%u7~AQA*<>IoxPv~Jx`s0?d8)! z>b(~1XzE7&3t{+buNGQ)mB7~*E$H~$2F@E|pdISwHho%yN^Dc0EJRWWrUFB@G z!g=?F|HEi=J+hB4l`&B%^pvimlh^tYoqt>KCS!ov)CSV-oXhm-!!o?AVoY6hjA4eK zDOlG$<-|@VfT?I2ZZ#7G&Av}<-ugWlUF?T7^69+h4?a+Qq6NPHtmY}$6@v9g_BR<< z@>aiPe9G|#+Vet(^Ze=v74K$Jopcq9df0@U)Ln7lp(r`;n@pBW*o<3OIik)7AIxDL z?!aZI=&GC(xS{1Tz3`SYfBkdXx1by!c$(vb>jHYOZyA9=<{I4O(vEGhf60#X!CcM# zBP3LbqH(t__P2OJjBXkpAJfEU%K(6`w{%E)6BO|=2jZR2#AX+V{O>a`(&a2TAClCY z$2^N4bG&#d=c?(^xP#!kvkkv}bi%b6*C2Dw2K;=Rxm_3UB`4DQ!OPHrq`2(C*X6Mw zzdsf{hV3wXqaLdD-@^Csh6w4uBVzNiuq!m5Q|Rs|_Lp36=eg}5bwwEc-|hl?*(A=7 zb<&Rsb`S;otzcPMhDtw$iG@G`OxMummc4T#;#;E0h}%v)m$nW54(&kE$g5;savY?& z+2PtBVR$<#0%tF{fDKo9H1tpyZd){y^(K~)9D`WA%3p&w+yp@P%WO>3ZsLk(9ijT+ zj-VFA*bmwX(BWc)vxQ^n?|G9j%JD0wG+GCFc4hS4`wpJ&=~Qy$Jma$;2!L76r+G3G zS$JXRZhGlP3J5MLL&NP6x`G9hasQn&5XkaJC+8uy7V+ULBrthl1Q8=iFcOf!yRc$6 zZn+nO`mZghOYJZbkv>9B3ToiY_8Qcka|LI3D58CA7H;_72$s3xEThTztL>XH>p~Ya zPOL-uZyJCx{Z` z2}%w+(yv%RtJRqc<9-eDwKwtvZC=u;<5FGS*O?bQrr95*{mPdfEzZPg>}cBK-OOfPV?U;9+nbBJ$Z+otgtJ& zFu9W)A3K4@;Ucg&`WSu?yM~$HceDL>5#}8MXcBx*+mCv}m}xAHzgh@OhYE??&0_ZM ze~%b_zd&;j$Kvht>NIJ%9!HiJ!{dF7w`bUZGXpcRwn+;n9V&r}w7a}|jal%eAsSu? zr4!YmOe#;!sgGkM&-`dBPjKNO9QO#qvWgPOa`{27AB}^>ragEf&JzdDmowMz3VOF) z2yU@!;Rl<6tUJ~TvIXh%&rmVTb30>5WiNP*w?bmZX_)+^5YM%{qHLNrW7{VZ^)<8b z=}!+VCo-_;jS_j(Tur4N?oqoTb(rWr4fHj-z>)RjeeWN}5w#jJ^lTk;FY)41A2K(q zfjFJ{l?P>8=VADsbd=kmh-cm_(7*R1K=Dl#D`Lulm3A^*ThoJUf4bn(VJ%|)!ISe5 z<;O2Aj`Z3;Eo$WKj6V~W!N|ric+~Ngyj8FzH&66X5jOkYYMjK}sfbq=*T8p457@3$ zkFJ+&FlyHaB3Iu7-9P-HGw%!(KRZveG;wAy zTIfx zR|et8{cLKm!IgJ!=?WBS;>R0Z>ZC%VntEJp!Nhe^5UNuIkMpCU;1Y+Iy$0!G?dKkRD%6`#hr{Wqg3=zNd@qeK(1Zd?yI)*_$}4J$TSb`n4Tc2vCOwB|A^+V76756apYX78E>^!G<3gPi=y$3&^uTP z7kd&>c9SX0QR(J}hjht3#r;GeAsprI#1MOt#ZcIGlV>y2goGu`gVpxi@cOM%cv2oq zu6JG`mHCaJA0?@0*(w2n>mtB!V;hXleL~htD`ND+!|*t&n8>6AW7g@T$UWGP@&$!$ zkrNtFGe1>Nd8-~yy;e)R1aFg)#Rkw_Pzxs?)`G*lO=MJi1AP4G3Zj>f!1>(*V8=e+ zhb1=T$b~%A`+^{x9RZzkN<_wfEqt~~2iZF_aoLmzxXk8wmCrVi6z_QG*b@sg-s{7z z<_Pd)c>qa6epq9}_Et$v@M%gm{>1 zBk>>a9o=r#1!)IN;hyNN*2=xh;N;Cvc=Rv@E&9@^W{WSB#MqO7&9a!@6Ap6aGF)q6 zI>vl^#49`Zn3!&x0L_j1(CKxJ?%w#D{L_BN&3r6@C)f<4$F&J>tT2Runs0h{xFu|! z@|Yw=#DHq%boBEw2Q`BUq^h9{zo!pUuV?8Xq$UnQCl-USViK{c$j2a_G#<}Mq;*@j zVn~VyQA&}-7hx}nmm3{Jf~A(MN6#0A)D=(Mm`L(&+#;Q zADIimD)BJ+z;3eajW1prk0$dXbkN(kk$fKu0G~Spyf=6Iao_a}x+duwHr)|L=l6@D zBBPi4RKoZ<)8n8yI}WV%;_yfKY1))$fN7!}>^2sraoeJiS8B?7S}V|V=}O{u{uJ=J z?}Ty9E)=^n1($A}2A55>p+KPtJxz8HE0q-dFG>*Fj|AbFIr3P#(-=cyGqFY9RWIpz z6k7YR{A|fpUe@~tD6VEqZaHr_9=izjgUvAM(o#$}*??<)oyEl23OK>x6Ro>u0v(^2 zfAqEvfQdg;l-%Q4zI3KedqD4G%HF#UNL(>miO(ZIu_1!yZ3a+e#Mw078h`~dlIftslxS}2zhhA1`fq~qd_j)zjyp@ zd-J>qJ-pMo_l(1SR&5gNYN^A*+8UheR*9GGl;Oq~C)lzw2bFvBpx57>HuD!?`>`I} zKu%FlBSHGHj}I%K7BDAhBpkm}LzTlTcwXD`G3K^5Ru+j7IGsoG3gQWQ_nSu6uYt9C zMY>BG>mk}g5sdAzEk%M4!#x^+`*RfC8OQvmh643U4Wt_jqj<7?zWBP$8325;u5=&Kb;owXjJXE)a znj11?b7CS-gprx&@z>(r_{ZG%*j?(t&LO{9ru_8A3Y@1+=r&SJW$+rk^nETDVQbG^ z6m2NBkL9%2Fuv%d>GX|g1U9!UN5jL0Af%6|cBUwKL`x2>kq{y`+m zvzaukvBzne_V_Nd0CZya(k-V+ zl{3ctv}hSkP4WSO>~i{{Se7=&kV72e00Ia5C#9IwtSQ?fJ%X{xYvEz- zIW)7GMSj03gV1$Vc*If!TMRU*-mhMseA)>%1Inh)v@TJ%wF8u2!Vvm)EPy!!>uC9l z)r_M#5&EmE+uASm!im^ObTD~D+|@cUr2Zh%jO9ehy`C-{t_F=7H=J7^N9pvf@JD7Y z+-6Sol3&fdA*Tz(@!dSUtT#?qrvy>4oiAv~VGrytSq~TOHSleS8L=4M3NEQ4(4I2` z9e{P(V-I07`woX!G9Ibx6cl0ixG9NFIQ&Nr-Y<;9SK$RX(|#!(X794;`aW>Ck}(zc zXpqmfC0Khn9~Uua$maVQP}1jw5f(+Dv^Wa*rfIRW`+QhDHvvzL%EHX2ju>Cv+B){o z6$DOY0x=IK{i)5k_WV3B_OBvahO*#hd>VF5l7#RNJZw%+g@pnOu=39da&>6}ENiew zE%{-3&`=thTzp}YK{j1X6KKdr6X?Dqg=2dELDG|}w6L!R14D%{M${g>qvIfA=5#z@ zAwaA(4wK65&M@}93^ivsBWLuBcO=Xf`fe70!PqdVcwh$Ndk^f}8d-u+>b$`gx2^ER%(|HGb24&?RV> zje$Fo=QK_I}Zh7~5kiL+{c-~WSZbbv`wPYQS z&|nx{w*ksW>_KHu1gPKg!KmU=#+Q_5oscNKZ^K8Kr&$u(r+47O9}{5p+!(Uze6H?P z0Y4b{D2BD6|L8WxQ}SGU1}?R(z%zfsxbNcHsC{}h23a=2g^(vSa!DlB%!;Q=t8$_K z>pA8w|4Wt$?*L~HZyF?Z3eIhif%mCRD0DoVxw11cwkHfP-<5~e2AS}sHyRY0Z&7c$ z28y?JLAs|9{4!9*%tb4qIPFH;vg7-phOsAbUm-5pGl`DpSdpdMl*yAzo%GhEaJokC zEYFZvkAvT5;=|Z8RKuqhr>OoS8W+@X%AY#CJ$og@m-J!g&nESv_*BEA&uYXc;u-P0sg8e-6!4_k4#&eh2ekTQz(UoZw}jh- zrOVx5QpF@RZ^|U)smox?&K&$%$lPc}tvF+kKQ&&fgiDvQ4oqeVm)#!6b)7$hM_MYu zM4s_hrq|HP`6;-H7sEU7_$5#9UlxrWMo_{|y>s@f!SI0x48LOD0PQKfyy+Ks%N7OE z(cDsKl}jR5e{MmgpfCt<&w`!X^5KX}Ay=OxhDK&n@nz0wXxs0I3KNTXsZIwmY~?Jl zvKkarFx$smy4XqjzIrSa^x-KOI2m1=Z^hpc)5B{ObsvQ0) z3_~x*blay9%?s;(O?FrHbB_0NVAbbRSR=yx4$mB6)a@Fb8haQozRbWTc1^E*c8>f! z-AyEk2*lm5z`Y09JTGDfP7F83(yP^A9g;#nW|WW*ml@0F#dqr2N5L?#7X7LZb0yDP zh*4xWeY3lOP6*patc0ecfmA#V4%`C|Unk*^gqdk_9^xd z%Fe3`-J)3Ms-DnCji}&ujW@9cUQ=t}_h!|$wBZ%7exEwrPA&s7-I{Ja z$bzKYf6%mC2-hx_fE=+DeA}Z2sW;8>iPul+W1>Qq$26m)gD4dVD_W)n!ZWYQWoE$`qxv7}Ygds&Cm9=7y%N0DJ)lGBHdXv;2>%Lp zGsgcL-g);1Qbg;Bmh*JIvqu7uQFH82gXjM&n1k|$u{@?y$`^Qiy#N{CKgim$Ep8QUotM{}9?YStOvmqmZ* z^J}u;&oTk7g(u+A#856!>?PHX6vEN4dNi;+4SOruy=vZEbeQIf>A^cdGM0z0?d*v1 z^~*TmD}YHRVSb_Xww#(Zjft8*6h_OiyZanGG zmL{$TYlpKiad#Q>8l_{$qI9C!+Dr9z9KuzFONoPtKFVuah7&6N~PW?H%#Z zz2Y()eyzbhuuDT{pL0~Frxst&Oduzp3*+DQ2^gz-gKU-Rz|yVKcx>F-lZd@$B9IZ4Hk*^kdODe zKs|j0TKoxPy}8-+M_Vv{RA=+JkJY$5mLFH>CR59!MeBxNH~~;<1P*8 zW$b~DLzB_)*$y~vc9!(V^ufnOZIpPJh?3(GIOApzT@c74i*8%Px=*{QzVky;xUd~B zblX96JLO%!*aS{>O?22V4wQx>pzkGP+a>6d7Q3Ca<#G^|M)czW@{C+saRyxu7NULz zADoc90MDl{!q{u#)R=Xa`5i0adjJw|))|$$%=%W1F|a%_AANtlq@=op@(NBtD34vQ z_Yu8^KhpOpTfj}@EnS*^ljfvr(!2s^qT9U=<@Ox|K{h|BY0E?-)&scmx&_B8)mYG|LmpWgYXiAhQ)iS(XK z?3gi)z8Q(6i%TcM)%~aGgy2#%vTCK$b#hqzrW*gQmBy#ft?B2_TDW+9Cs7!#1KB4A zcupsdcx>l~1=m=ofy+eCYu2p_F;V1K$YvZ}RR>Q76NumZd`@0YvhCZo6tG$l3Z>Wb za88IaJ|q>`b9);e_*MbrS0{#TErvfwD{yU-6`N_S!~5&m-g0Fo3Q7h+QHDOq9aRF? zbt%MudO2@OQzB#Tsx7kx{Y_**?U4aqos^HtgXgeF zstBK+`ashqgwVjQ1s~ch!v?iNn$oDx^9)=B;S*O;%?5E|xHJN%_3gq;+ZALz>unT7 zu#Uvulf>S#1qOSW3!Tk3wtqq#I_OLmY%E8wy%W)_o?W*?FF4sFvhaItHVXV>J4&Mz zPSU0fI_Emj_@C#%F0UHLGgp$Z1s=FD(tx>7BA|3~EEL+N!%n?wtdKSUm>h&>B@uT_ z_zx8`cwD7$2t9OkHHKf?p<6w}8an@lqK=R?IluA|og;Q0zm4XA7oRc+N6w=rw<~b$ znJih>(*Q9>d@xV02{sG}p;hEX&gP3D{OEVW6H!gb?FwMMC^4M<)`63rHU%3u9zp%K zAgGlqhuqpVRDOFCJpU;G1vxiqL%1>~Ho4KsS%*Q#J`P70ZpX30Ly&djEb?@pk~w)@ zoOtn7y33It2AtVWpe_=IzPDq}Lmnpett5i$CFsqt0?dD$jE@6@;m|5!tV!g9b&*j- zcatP;KIaS_e%8Qq4yId6%ke*p&G_VD1-k6l!D&+?Axy}h{!~rCXx~`9ZtG4AWvB6@ zrMdLat77_TRshR5W!yoe9ba?0_{F%zqtk7XE%cAnIvAVoGCSK zFd#j%4uOD}8pIrpz|UgkFuZCF%6RKheT_uiS{Muq|5HTgmR3El8!T&Ewy8Ckb@zr& z*?>Yn>wllN#G;jD)R~LJlPME1ddex{QhCxFhK zNXC|$ggmUp0P%b>_r-KP{)Ui3+ZP8^p47FXp`(=iRs$3{$0gxVeIpsg83V%;>O# z3eEy&cq0^^cLt}tMtt~VIichR-5eW5-YUk>VYkit4#+ zueN?Un)J%R>)>0*xHQ4mpjOuY;ISdZ{MZ5?!CT-;Ph7*0lyiw&41?}81VWEpe!EY#|E zqn`c-IA*jIp4)4q^_+Sd&9Zd8eBt2ovjk*zWJB9nG+IpX$G7jVa_W;5;BEgluo&ou zPqV&|%DDuF_D$qjRkY$4(>2uMbr&5FOu>LBim0xaOk%_M@%NH*7&9=7%W&XhtV46C zU7LW`$MsNsc@7oR^vClRv#{zz299^sfX<9?p3O5`GI4V>CL4a@jNjZM>V{qLLMI1b zR~q2j>mRt6Z!dxQs`+rbmht?}^07R62l?VRKqaLrutMo9sjlA*-%Ye}p~F&G6W9nZ z*79)arzrTZRsz$nY2w$zbtH>F38$qcz)!Jsth_DEtv|2^w+im0mjb-NGbsdfniv+y z+=nbMl!r|g-9&X>7l9_) z-u7sstdK==lVynA`f5-pX6%Ho8*pPu0FM4!g1>gmfn`25q>MPhB+X~^abYN$57weZ zt_OTfSwTv?Cg7T-1t{zthB{(A{7yAc2%A;b(aTM$)S{%Bt}<(bIho>Ud?5rT1Tv@1Ok_;3CweFKs@lRl)Zpd64cM8m zo_v^+hP@)fFfHH|WG}RC%QLhi?z)U^JLx?5M28TyjWQ^c<&XV0r$Xf0M&5x#7wKpM z5~q3hiEEYs91PsRGHCfwDE6`~GddgxekMY4B=byMs)v6fj15`rOY^lT%Dr1dw5+$l z@}3hYv0{+)-HZb{mAg7F`GFX|xe|KsouhTWMes_vjmNy@oo_%HxK;c ziCV?NYY!Lj7gz}WVJqnbtwK6c(Fw0K+Je7tC;n|=e5yMWAi;8kTw1sm#OoRv6LvQ2 zf8UQi;=#agG#&OD5PWN<5BiNR=q=lXZ>QbinzRn#hDF9ydp$pjvM$Pfw-aDCn86!O zmqS|<3$pWP1*n+pM9Jr}B>v`U43Ms6zN{p&U`sBXdecCnK8K>&{YY5RKSq?Mx50

zIm8hv32+yINUmf4fi6@aaj=gkl%^cp*HljWGviwj3P2uCt-G- zH_Y)&;u-k9p+RlW={s@8HQA$wN0Ou31h+Xu(aud&HP;xN9z}uXr@Q3Zd0AA;jDYRB zm899f5i7IzqkX@i-h<1#K%%4^CD%7FwpKa%>8C-vzDyUHh0v)fFGS=%jN_>A;s+CvnTyXs)I{7H{s!h3TPY zV88AF9LULqisk{l_lV7VvcA!QGRBh&{YEydeMy5}7@^UWI^1@R`J#X9pbzVMv3PC? zx%=!GY>N-YKErTA>zAX9wgv0OJK?QG)$sRkEL_$}f=q=H^h?S?51CU?vM?PZJ-uN< zf;AQUxrh8oi9ur%K4Lqf$a1gB@H#?-8s-Utt+xW)49cYIOiR%9auz7G&BszdS?;Lv zX~-1}N9B`C$S?kEFqQ70sb@#^N+rc`LFHVSI1s^oHTy=N=t#p`pKV-+&I_t8%|pJQ zGg=cqJf-3H643Xp4I1<6==Ft(<-~Ms{J$*jtWEAu0kRld6R5nOmm;DBebG_9mp%(=I-9j z0`r^9J^9K&x4H2kJ<=qJ3vI3N*vFmF&vpUUmw0r0 z&VH)Q=IfaPIcQg2#XI~=f=nx8d?3d9$u_MayM%*bxMU?Up58}i)eRCa<#cY#{_SAf zSi()d;sG10lxSvzC_db60*29vdPBu^FexFMH}*^jJegOz)jR=g%$MSmtE^w`RHkRB zxq$cChItq2$7t}RVx0W$0+Cbfpg;Lz;qDI;{PsBw+`KZuPyHZ@4cwvyEQha{xdz65 zrqDu`o!-#(nHqXd!V2qB)T)_7d^acYc**hjJ-mz-%&h_IHMwNNn+zhSS5J>~ad78v zIyw5N4Z7wgK)65v#_aPziN?$HwC6;q8;_vE6Ha6Het!Hn)dk~zDPZXWd02B`KF!k! z!%shw;8MR0cxpbS9YU7)cXtUS{F0_>O{dU6GX+O`_R$qGxk!r-Sdx*vl7qGhOvvK z2cOY^{)cp+N2TplZUnrH>?ZYpg7DhXBv_0^aQ4~&Nfm8DvV0qf?`6)4@*Hs9&-yuI zN_bjv0sgyw9Fu0`gTB%yG7zW$nm=RU!#5G=O}2rEl18?#d`)tyQps%%(WH5ESDVgmYTwPL1LKj-&vCQeUSI=RVF!QCkB%{*0-HoW=s+%{vgY*XMkyE zH2oh(=N-@G_x^Fx5Tei!g@#IntZ<*JK_n4LG*CvOXpr`>H`#mdz4v`C8KotfS}OT8 zv`c%a-}(Oj?62M)yw82^>w3MOPp?B|7%z35Z0+cSfc9uOHC*lth=5l?dAmPZ&gztZPwU(bZd`{lS^lSJ99Y)z?{lZnv$mlS>rdLtNb?I z2b1a{Z!n$CZfz!~+27miM}C;%-wX;4(`b%c37n~YPf89?1oC+XIxkAbBRUQ0?S5x5Koouoo zxfpvwtl5mD0t6VJ_RR%5a?YM*B)|5Pu|k>HDO3fQjxgWNeoMNW`tj-x7;|DDt%E|=tx-5F z1N+2mu=}<$jhxG}zsaX@vG``_Z*Bzh<2ym%<{9pLz&1F2=Re{kAC2WMCGfzfpDxf2 zht`%z(xmH$Hw^Yds%8bc`6SSpu95@L^rEa z=@AXox)%fwwd?Wc@vFF9B$TY$bQTXUz11qcvknXze7Ue=+fgW^9=6J)lZ_IAFtVcn zC;vW2QtYS0=Q%}`$;w$LER|@Sqj1Y}1DNg?q`Jz(+*HP7jIT<^=OaCQhjA#V&mSf7 zw*$DIdp2+|tri})SL4Bkvyk{g2d7MWLN7`P!}=q0Ft;=a{g1Wc{DLraSZc$y4Y;Gf zS^#O6^Tnzx1^j!BLtFnyZePwOytkqfMJf*R3XAOVkF^;QAT4;ur2^!JBH2#7lc*}T zF|YAnxYsa9pZhU>*ntX2+9-q@&sRh5v_Mj~+ZBH0o~8Da3Sik*8QkI|2uF(CKzerx z9*@~h$NXAJg3^qbyRQ}}t}iDND@@&*%hRl1|?8n@%?J^`GL`Vb$GKp4zivmATdmVQ_Z3% zh*`udikAB-0ue0Eg438MIfrYO-HrIO5~2~KPnNMOP{dQ zF(mvF9-LE)qlMz|YQ`o^Ye}T@j<<86N_RQ2-uu)o%o*s|>txpV%~-$AkI1_?<4f~4 zTA9khqwU90>P03zSo)M#92W}uF@;nxKmz9UiPAT_%)nqpAxu`wDQ5YZ;L9%ZBK(=ICiwH&+ut;K1oVi*z?jP;6<@cR4$@MCwP z1y)vQx~u|DxSWLw!6fj!Tt>w7f}!QNHSXJ)h^$`^V>$d~8p7%%XJyV7wKLDFQr^|36 zZkaeuWeVf-Zh!;wz8tr&2z`&F!hYXY@Uz!|4aT!++`X~2$;FZAW1W`>u`m zXD&XqXe7)1IUB}lOue0;eoso>VdqWugYg9g{(EUk)g157N)X4+LTq@q}K7MUp6 zyBbYCSE2XscyMN!qPM3ez+#Q%@F1-o3tlaNLsLHy*&CtUvP&MIrQ!rXu5PCf9QtTF z`rvKzI_{E^1}N)EW9g^mcymq)%PnN#2YX!<6tjmL_O7VZx|m3_pXtw%(>VIu4Sq*w zgWYp~I1oQba}0`c`9vQW{KK;79~Z#htP+f#-9b;XJBpgsYu%;)DzUdT1wQq*z_WTc zydy6{Yo=eM!lSd$Mh#%H)(R4p-cKeu)MC=P%e3-80(L%mL^Pxe&pN14Wy_P`-}{=J z2)s;|i1mQ#U18L6j)(LI{j{-$y|auap-5vSNGL_XG5L3NS&|jH2@9YdV?QQ3rvNwK zf_&);g@-f4QD(Us8F#4)3377Yi85Z z;lm)mr~$P^mSd8J4v6+-P;KjQJpO1e$^=*A;fj1LR11MmJ2dd7H$~?hIn1x!j7O%o z;H<p&>hPR%tU{E!;uR=x<>R zzFoNcpCBewrILt`Pv}F-<5X(8Hr59QU`GXz=PR4>r1}-|>U|;qkIoFZlAXyJUE9}egsr7?l{{cR#vzR-X@()-AbYd%>0XaVh8 zya5}XUU8XEv+2W?Rk$VRA}Lkqrhl5d_$gr;RN637Piy0Ps&Q5VHyTEOAC}|REpecu zV98r(RbtJ2#(0#d#_uolIBiA7(^1eWve`g%npMOOk4QDYn;9Z`~JOQ$np~&fkf?Y)gUB7P*L`h{+mH0x~I6aOZ zTD+Y6KDQmt4u}ETX~OJ0A$T!&7rh-h0qL^^?9LYm!M|MSq6-Q*^T<>T7*&nS&`tbj>&BZsBz(g>Dzn4@Czr_JKR@>OtrQR1>jB4l zDsw#REnbyd2}3KFg3u;K)+uQNpV&Ci_^AWLua7V2d$^|jP^L< z^7ay*Ja`U{-MT`o<}8Iw*_+g+D;!RR{5T%VpFsKH|zncaJ$JyfC+9bATI0qlU z7C?;qCFX*NB!BY&5{7h$!X9@@8*Wm8Yn31sQ4Tw&U*uk~KG%H1g=E}KQ;2bUOeRmy zfguY?C@nq<27hBfWPd7tG}uL?4E-^5Ocp427lN$oA{urhktS#Q(c|N4$@n}9_rkr= zxg(oSmFy)~Sf)zgSt86VE}{dMM6lejg7l>*q2BLOGLW_mwuq>ZItKxGT$@YZe{9A5 z@nbOa?N$2ca0O)l*nrz?b;%tUV_f*r8E^jQ4;N(SbH6?x2RT9kp4?tfF~Qb!>vp~*bBw@J8=^Py&DI%A;EAn zXAzC=se|ommgJFa6U^Qlh~;Za$Qx%@(llO{*mOq26(fI8B;RRmQyr?FSqUfi0$7Ci z(@xJ!8d%ms0_<;*wi$t_7Se$4ZDvD!oHM_CjV2Zq|D%q7vdFA4&7fghhgJnLcvLq8 z1ny+Pckc$O?ZKQ@QTmLvRZskK;B~+yh9sru6|ESt>4j0 zgKDj>@-t8`-2mQ>%Oig`ex(!4ov_nh213QyyLdZekloR1z2n#c6Rxg?_l_A{)Fdmg zl}W+TKgQs-Rgq=U|U}CRkAC&RWI^j<~l3L zD4vc_kMHNw*d6n=odH-Ww@|UAWl$Z#flI1C-E_nQlEz&-IvIZJtY7#v2b`! z918jSfQx`2JeDW{S3_5FyE}p27nz9PPDG*YUn@LwzYO%`XH&Bjwuc)x39H=FS^oYR z*`SsHCe0~$o&;e)-#+^9Q6c=h9)Zg|*z7C%G8tSH#ifg_q#rjb!r*I3y$I%T)^b-Q zZ?DOr_TkC6sl^5xf@|U7a2+Xfyaq`F!uY&B6b1`gm}f%{O1IrYsiscs+a?5G!fioH zsu47N%ix-08BNwdiwYuQ__;=!h6#8=04$s;4XLNk-|HZf1n6n zMdjiww^B0YZ3tSWrI4~NDVSq54hz@+p{?VkL8Uqd0!F2AR9O#0=Evb2x}M)wlLB`$ z&r!Y0$8lfMa~kT^Lw=n~K?xIQ+~pquzcz2h^){iTH-fQjb93>U))|l#^@Z)%p3sJ_ z8Te*;5YC!ujHNp#ftq#@KdWRj&M?wNw~E)C+I$lfHB1JXn^GV*;sTadBA9>kIiFmb z2hyHN#LaLD5p!zeFPP7Tn@t;_yK_EVk5=U6Rl{|4$7bRZqX69cR0FR3siva+_L#C{ z1!gJ_@ChMJ_(dUr3Y4X`RPCAvqxHARz;QoO zYx3}0C`A6+hWS2{km+Mgx2(Rz$y=#`>(^g&AR!cs&JqNM zKD|fg&;vfJ@U?R;7HUO;cIhe5Tw#IIml8;5KYI`Gl!5M>btw7J0lsdVM1TK|1{t?p zqC2<}G=oC%seutpX+H*^_Rd1_88fM}dm|=WdGevR_MwVMDO}bpqZ(QbWNvCCwOk0gQ8v}Ld17dI2kzXP|Xw~Mc=$q_?D!~!(m;J13x)E|4 z=fi@OR1Cbu_G|3@qs5l8Gxt4NHKPNEnpTm#%VDr{wg;zUUI3ks^FZIG8gBf{gbmFV zBzbKZq_M1W$F*^|{aPsc+*E~`E22OnYYq9HstDy0EAZ4Q<{42-BrT(^;OBA(m$O`p zi-i)2&nv+aJt?dm!}_t#KS-i}0o|t^gZEkl8LDU+82ajx(9ZAltfV6Ry)A`VTZZWK zncwKVQ;m3+)5gMk`LKE<3?yrv*gn4z(mjJ{sr^Yj>)8Ow@n#TztCk3}Io7QGO?t+c zjzHh`Z&c!I6L}yvo^>GNFtV@$W8cPbeESPpl5mQyT6+ccgM47J(-J(pAsdIH{ke*; zWFjZs1XmA4(r@WrV0yll-12@+vu*luwO%j=IrmdZtMMQU_53O81oHg>Vh!gp!H}fv}EhZ0_>r=7!WdO|FUPg5vceHdq<%s!<^YD944Jn+l8iVzZ!HQ*5 z=$_^j*YrzC&E`JX7L+y#<5@KhqE6C|>bxf@uR5{7`uV zw0nz@W0Oz7mWCn}NIVD?{%`nGxE!-7vgx?<{;6aKtMy&29k(ouX z%4aLJtqa3V?#Iq)w&l3dgcqG_gq_)a+(qdpbF#YwU_ zl-kRCAIX3R8p7xoVF5?io`jEs=;(-EXi*P1BEH&wBM^6FO3c7giP`n_c;;l zswU~ZlyJs`FGq0M_(HI!e`)2eRI*1j2iAC~V5)c~+7BB+Han9s4k zOhk3z6Cj5jujKZ(9NKIC69>sxemPE zyb&!*&)~1sh4B1sI5Zm%lG8sE;M3O#@bdFvxoT~)rdo=uVOiQ6PeO5$ZUJZxtD|Nl zJHsB`Ai5_mQ!cd-#+n|2-sI(Q$F&~fjs5Y#gjW0>x(D~lt-z9~i{wjCGQFzrLZ_*1 zAlKV6(Bac1RG48*cVw-HYt8AnDB2wl2m9faY=%v1i@}DQrKn?(ichtK$iBigu!OFM zLhUwiTj+{MuU$dUgJI;AST`|9%BDtN1BkodIq=i-fjbVGU~ngf-nUDpJs$C#k-7hNOv8NjOo*s#(8N?C5N>cK8Zn$Zlh?RliWY#MgrchVr& zNb|GL!dvqSP!r80jwKRcqHGEql9u6-1G1djhF~J{zJg3QEe1iyILK?cMqR_a;g@(J zBy`k*$<|uB)$af?%AHKsaf1B7^Am7UE(gLrRq3m4DU9Resmsy^DD9pMHY!Un=v_Vd zInT%SznR~2B$2q-l)@p0^SnS%6v^N z&)09nb5%3Zy;_7Xbt2$}g&tYGBL=2*k8ri4OQG;;J265Lp!o1|xG&KH3froXx`hVpDL~p@1%lmeW%;tp@#;yX1~v zC2W1Bf^Ik2^Z3IM8QhcryM1LbJo*=18FzxXefmy>3YMPe6)Ri3D(KS2kgs*fqR$?<38$%SR=hE>y|0famkZB6Mbf zZcQf6{!c zafY4O(%@a_LR>kf4C_BS;O52zoHM)?LopHOnVf~X;(ByatH)oxF?e5o8v00k;@|S) zu<*hq^0+Vr3Ur%bQcNgu$VOc2t%=&w(h!{21s6^$6OY{~SgxFo>hu1i$)DOtyu2NZ z^A5*j;|yWx&OkI-TuBF(=fS3HA=vP467~l&jN9H!cs6%DX0}bisPr+UIBy*s(+vR6 zTRjl^;~!b$Uk;XHE9jBHHGnDNa8mvX{qn~K-FE`yeoli^$1|wdrECx#WLh2jX>fmh zE=^Gh2l(lUQ|C27&!K5JTW<^MKNBP+D+Iu_p_yO#K?$&bIj&vsg8r%tg7gj57%R%= zzju-P$OgfK2~+WmWGjC`)(^#h|0D4W67k0NG{{(Z2KSjD*fM@kw3;4uGD@UUF*Sp5S`a78)Hdz?dNm5IvX+9TSE~^8Fxg>;XwQArS?)i}#{dVK}U=tfC>g-SFh# zcsLSYg@*&e7eS ziFkiu9%H9F!CEsxnzK8D-gqaCAGCHul5-lE3C4lYuhUq1fpMhS-@16iWZ3km87$tm zKwaZ9Fy;MGtNScYX7i`a+I1+BA_wlTBDhmUj|ge|Id zkjSNqe#I!mZ9)FgTV82?J&H}U#zo=r*gUcpz6$MyEcbd$Xc$9WAN1kC`YIUbx}F$3 z(14)M7DzEG!0tD*@wn_cz2WwS&{c1P7K{Ag*wr&AH;03J^@E(>t37biY7*$aD}W19 z2N7ZbwwT#*WBc}_(i=nEmBW}{MqgW>%ydP#+JO5$T_rDS*FpP}GtlOBltvI^&=skN zEdo4Vo4SA~XJx{!6&&ZwxMa5T0^pfJIvu%?j(R#?Wb@)`kXkGV#hVwxzW5ikJ^c_| zIl3NiP7{Y!hvIeKO&cQN$NbUmRx4z<$dffHC;5~=`ynLS3`NX*pw4udW^Q3~8?K02 z%yj}YwHWd&fpKtMzmR7yp7Tf3_o7`}J%(hm_rAzU;QiqS-`qR_^Ipn>&%h~sntlOR z8EpfJ<_4H{*$2gbT}HP_Nidq11s)TQVE&>4x_0L;VnP45B!?F;w^}-yFP)1cy*1FR z)r_5Ii?A)S9z`QqRz#u^UR)guM!kVJ`mTazT{NI?4@cL^ETXY4n4P_5vR@E zgt=2Y$VS-)JSOLb>Ggwjw^tY#J-koe>$Ks$U$<%FLS=YU+Dh8^yY%RheNfm~jNP5r zTmO6wgX>bC=)lkvG`Pn+ex0*%yKgg2#x4vS5rN5@@=;+?G##_E6Fgk%`2QAk(@%d& zAk&h7?dQ|v{%Hs5yVR4fo%x3=k!H`%umJcYm5M528jO3F#nqj&!1Ah0Uh04yh_t4_ z)|?X{IEJ4BRUj_lY!LFWL;b-x^};A6_pHSousos%xkemn1`hQ?$IN~c`U1tK-9WC zF^SD$ZMA}M>-S^^)vTsZ-${VV{6P4%F_8Z2G-W%LAe?%-8>cLc!ls8IU?{zaY*-Zz zbCXQ*HDhJ&`Mm-MZ#-{Gy6%nTGQN01zXnXYB5{FW0tUCXkji__c;GU7kY^2j|ae# zuvETURUga~cA_mygm|k7Lv863Vv(OoHB&gWuj!>uA!qT>2|&k_i$U>S6Goh3yre}b z$klsenI>b`3$>$*+(fu{R}x6dM{;q&D_T6Mseye@I!rgs6A3-HwDdeA)Jb94d`~t7WCc_*N{O-f|I>&FA9a4+(n2 zNfF*fCyP*p3tCs}BCn~^472x_2#&SC#j4G?k&`!Ao@)d6I`!;IB9KYSnyb`500Ob{?mGC*KQ{xs1f)aK~o}PA-c@^|2f9!8D$zZ!7|_IuQ&Q z)}`{jiNH4Y_grsAIri1aXffD zI)vHbOJTf@D_q{;f#*F&N&Mt-*!O)02vZZ-`rMKd4Hc9K6agQjolQ^0&w`Bf4=Vhn z3QCkNLay^kYI-*V!z230N7-w1S;hiXwy!}tq>PL9ox%c_RM_!!6Kwdi7%mL|C1n9M z)Nd-1*UwmPX~#~m9?gOks@bsY%rtZhBrvNxkW*S2&)jphdZU@IsBsm=#7&~`b5=99 z+}%cu+CzA^sdMqL7US9ME`i+py)@TgKj6e_Sh%>JzEu^$^I?scvHKsr_k1orJYE2e zR#xL=sTJV+gyktz{P1~&7HB=X0B2HlFmXr}XnwAG^b3&o`#yM17 z^pn&sXLo&t0KBQ(N%m^Qfx=HsIGv}8^>foPRiPM;`uGuz;Rq-c*2Pqv{di-_UPzNk zLt;FMM`+WGgHXmL;j)a<%bI~oq8?tP(u(vqAwf@k3 zGInBj>+cPLFk`g>c$CE>3@*nj4*+$C*qVV34 zdRXE%8QT6W^1=}Ry&~MUs&n{XUJ&!ZMzMR96sb>2#q7v< zx{bL;e9exKAMf^o<4%9@d(gw?c3C*%)MnD8cahFuJG)%J93W~x>BzR@5Fa1NSf>Hx zQ-};sm#L?}t{mn{dOd;fu7uKWLip&3EVP9mz&rH-8b`J;Zp{i*agd}(#ulNxDBITelMhA4agOT?1Y^K*%b_vq}0d1+}haL20EiNH*J`(2P{bJ70vcLm2?^uIO+n znq*ar;t6p}3}Bt^v`MKj=`Wjs?R!W#@c=m4dzNZ`=%$6#13U^lQTWJGtX1yS0`RqcH_=Y?kp+v%2A~ z%WZ78y26W}*@h)IlVC8=z17vJ9!E5CxSRVV$-ItIT#(EBU$+JM@OEPo`G&da?-zq2 zyPJF|ztd`%w1~|q4?tU24=Ijtr-Kg_TTf|^g=s43XuRSNiL{SKy|YEUtkhq=mh>u+It4?QZe@4s>!Bdi40v(EsZUWhVV0?*{n6%*h?-dMOQla7yTX3*%#q4dhA3H+0@!X>TiabaZ~ z)be@cL*GU?S(*hGvW97`(Ol>RAEY-7PPzh-~Hx2Suk8M3<-j1$LvxpclR>s(0e2stwI8E$ANAatu;HigRotdn^-G-K< z>3mvkCsooYV7^09%&i^+XBKv#-KEoTKs6YTe9V9e25;yAaeZ#qj$}AjRRAXDk?=YC zJ5lMYgkMuG;g(?0)+^SG5s)z+bTz6ltgoGX@sGmkHR8B#`vm$rKo2~o^Hled5Jqk7 zMEm3t47hNa9&rpq7ugCTeRd3(JJ+&Z*C<^l?+0&djA+2^g~)q5;3ma%xGa30+}m#r z{^5mqVz?9Ed56PS`Y$Yle7^hM_o=Od;f{WNzxL{p~=AzSKbTF9!xlBI3TTF&zB5;$_1YUOi zC0d@J0R1{?C=u6;hlaXXCQci6$;6{xd<5P$l&0@XBGAHT4f)ri3R~9(LhE7${FQtT za#qJd;=n2_J#~=WTIK@v>~qMDwh#k{TB2;zPgHlfQTWZ2v6=%g^sX!!jLopWz7BBhgqqRLGu< zDWJ7Qi(Z@>if)2tpj&qivK2PdJ5PmSb>?GYwO|4F-&YaTke-RZat(3c1J+a4(Lh&G zKfDqtNuoT(VescI^0u~^-d5eVTDd z2Yk%z$g$8$zD+g+nmu0-sj|~Jm|X(4zjN`WtPehQzmBd+QLu6fg*&(XK)q`hecTv; z4&NK$XK)3*+r*eQ8+!=tBq+wDuz&AmzxO}1@;Su|D^}osqc)uV-*{+Q zGlLiVyazg1f9v?qV(3>=1nHZO^s8PGST_BjE^%2j=6w@xTicF@!;Inmi2;(Co&gdL znOJ!@8}+ZZ=|yeVVg2>B?uWK=*tjtxeQ!Wuf&wSaW4vc(NLli+W0E>{(visw%q!tF<5amr@q{!kBN zzF!S4xFZ#s*&aDq*9~fp+~Y307D2?MCO&^Y`@ZjI4oIbR($MdUrLALO^qQ`$wUVZ-QSD0H&}1c zC!hP-R)|-P=D_x4ALv;&1M7Gaf=NXY;P9uJdBZ$G{*?zDpC1A<%_YEyIjTC(rojUU z$5i{1v_V}J9S>Dv7VE4|PtJvmloM!Q%Q%O}s}OR^&~%3vP<21njd;WFdXNA<-!xmF zlx(DqTYRwgnm35EQR2z5qYOp* z(?IN<265^u#{T|^@b}m|Zq1)6Trok7M)v>ZI_62!uEBeJPf!iL?D~LTAzVf>PTE6} zZxUv@{iNqZEb!ZkCtOfYF+8nr!1f(K_!0*xuFInLd!ROI>^%`iJRRKfSBB55&9KP=K1jUa9 zggdAVf2F&C+&IX^Obx@L6>Fe8LWOu0DWb$AN8IsR9HZ@~)3$r!_=}7|?<%$n_+0_E z?;jIUmT}x1x1Mk13_)UpCGPw(5y#%ng4KmTsK}NPz3qN!w2M0hq0vdODqWi|aH_*m zmGai;XyzCj4M9(vCi1fR8lDR6r*3_XpfJ~rFTL-HTRcxwr*V`H#aE+NR18)nt3uHB zJLtNi5Tcr zOC`keU^B`*W*p}otMK21U_5qX6_K?)f}>siB<6GyJ(Ju*wA??^v8z;ZVssJn=Sbnc zAolFY&4AC%#jvF;4pyH##hX@HaiVvmAwOynK1}bzV7s&U`;juZ9`OVHnj(DgbP=xF zbcEX!q6gli0q8GpOohZu(aS>}if6RZ+@&|DM};b`5YmAw#|NmIsVSX5z8N3gZXv%b zj-g6bEqcvZgEJ$Z5bxJfL~LdTl%9~{Axjd9UL?XH>%W}bwDIueUj)c))~9tzw~06F z)aN|9NB>65ft~mA@$dbcyok0B)V%0I5#L(;E6d^Q+^c%M{`<%fp}0MK3mN*npH%5v zQrR=zXjvS~-i@bV!+KQ|Rd4`d#SRqI^oQ&KZ~m~;CbHZ$7|bFRpgZ&$C9#cYTv1HZ zS^srojWG`A-PRLnaYCOMb-HGuAJ|VVz`%|PC|I8eCzEP%b#pZqIF~X0^?u|}8{?BV z1)xRKaSh8G&ljc(-wu(+E7I_IhZ}V=cHtzGi!lFL10T@81*4ss z;PaLNdNlAES)%if@S2pqSmRNcb}$x~z!voRy^>6>TZtm;<%mqFCTd2t;nkV|bbFtO6Q^2X zZ+|Q*%9X$X$NWR26907Mk+(kCIJGSkj|miGal%#*6K+F+@niI==lmc!imcD@Ob=do zWTAdfI~ToVgi9H79R>!DqOaH{>|@`d0r7B1x>}0I;|lT3<7WDNhY2_u8sWRe#o)Wq z2=o0S;LU=#b(su(V*r#1siRq!)s}ZA5$5p z+301nxlSYh^gKJun>EmFPb~b&dP~Ax>(QVd@qSt(*hJQW@XXyfG1wW$XeVL6q!Z?O zd6QojLL}3vpS+!yO(V(~Bc-$yO{JA^`e}DeTpNRTq9yQ$SO(7Bd6ru%90P~;CSsSq zGX$O#g0No-*xr;61ydJb+E6R$>~}!F8!ORP*^F+m3WGQ65sSp@>6Xi<=~dTv)cO85 zBIcn^+pW}5la^AbkaVD&PzTlAa1<`yXC2B49*j)qL8NUhV@Hk9e>apt<@Hi-*XBSNa!8*&>ai%>-6!PU;xg~ z1C+RT63#e>k?F5X$Y56;=XiZ0__(m%wC8F3E3+HSrzgN(`5@Y>ABSC`OQE5zja2yl zN9Kg);o>`PoHC@4G9FuEQd6V^J;8dQAK2s0jwW9}^ySf1Oz6*e{hOO9<=}6wI zBtiAu0y_7SG8o;<=7ua&(EULe?mC1R`RW(>SzZBG<4!}?O>y+wu?wp8vrr*A2X5>! zqN*%II&%thpF3t?TtEUzmu;c=Dh_=0vq1KuCYJoGzytH&ksWk7nBKWX^NNE=c3B;N zemvtjoqtFV=scw&HanRII|Ogcm!`4ONQ?y|^;|TVD{GewI?I11*IEAHzlj@h&Cm*X zm_Eu|x0=8%p;=&mVJR#*mfcdH>QE%BSyt|)cUFbeKd{!K*x@Hoq6RTPc%?csVq5vDF#KIN_ zV3}Sm$n#YIf7O+kzgVBh^eDmS=c~YID$CLcJ)$og#bNt`F?hw(ma0AXR2i&$hPrg#nRE+TpEjWwv)$p zQCRpw2u-X6Ab!p|9R4(qYP%L-_5IuY=k$COz7>VXdK;kUnhzZd|ETBOX!LGpyW4FC z=xdSrAW$}jzh}0RSc__7rClT%e)Rz_$8uQs=n9#4W{|!c2w|O-NqRod=W`QhGM3*U z2vIoLz)8WAC)u`~_CVquKbI*QnL#0$p__aV3 z5(?*_ly@xDo!NrTdo@U7*K~By8b5D1fa2*gu=HC8{QFgn(d-=W z*DJ!Z6JA(eZG)>UHxuWEZFsym9e+_QEP`b*^YPXdHk&qBhJT*CAYDPs5v}4%rmS+);OHHdj$qbZiIz>TgmtpjOnbk3z`)VQuQ;2pluG&Ui+E)YBFCY z7XTJba%A6!V-V*Mjn(cBB*|bZdVEQO{QVy&iJ~NXiavR9+y?JD_=EaMNqBV39D}Y3 zz$x8IsP$V4>MPGc!;3Ho9}@xJSMm7eO$VubJp;T~F*0xYI_?7df8Hj&pnsONkb%45 zq}?Tpv%E4DXMC0<<$NqXaIcIzev5!+UOp8FOxA0*h$hJg$B>VmjGcRnhkb3H;8Pc^ z_s?z@YP&CCJ+^2)d5t`n&vG6j!9p-}PZR@Y6(ci_qh`-HD&VNp+Fj=j77i6?_N53u zD9u3ONejvE!9?`Yw`e^i@r~Hk5j0V<#!DA&)ANqsi2j!aa8Qx;t?HY3mpQKZjBlX= z;%&Og8>Uh7uZ5V>ZHDSKDOe>J1OewhlcTj0Nq?6K{9Pf5KQ`{d27yjE{o*KYQ3}JO z>ZL@9-^uzQyLsj)ggLYY zDxrn`8}5})DXbE|(i)@e4@dt7Q*~287_&wREQXzFYr@L^pS9eco{p1V8K6HDfTW@s z6wlEo`VBK7o62%`qe}4dKr8MXn}t5P-u&=rA)V}3iO22bKxcP5RGJ)=z)119T(ApmM4#()X>@>J<;w3pL5#IeyHKca-%NNMlA$ zHSDPS&hKfMPhxyE$V)|Q(6jF2Z7!|C)Jfw}KxDVh$ngeHQL%spYwY0so=$45p@z4$ z{Ro_F00HyPrrc?MxO#m)^j%hmUDm5%z0?Ql<`sb*LMOR#CDL&E=mvN^TZi7B#P%@h zb8zPRA2jpJ9GGIj_&VE@h?|)jtPGihN4_hN)bSjw+0{VawPw*bOBdtll@-u&q>%rx zoAIjb9mpA}PJCnH3C)&QY32fXn5LRWc1VQrd4Fp#`{625r*#f}uBP&id9g4jk#P}i zkC9^rRnQnW3)1|fK<}3jSD7OY8ZB8QbH@@`E}%=cm?pyJi?R6kqYLnB3gFPm9DK76 zpn5f9vrf86$8A%GD!C$jK0HE`@2HWk=fyD9AQ3)ldScKgPi%g}v#hru{EL%7m-Kj? zaL^7_OS(``#*tTGery@JHj**37|z*;gK@GNcI+DEZ7M3MHS6h+%-4i>quyAk;(=-| z`XIQ(8w6Hg)hR#j!xRKj^jR&%=k(OUFUHpR6v=bGEcaLFxE6d4Jfi1CHexw( zW7$IwyOzPOKdC4=-5sJ{jfK#Oh3LuNt5={HHTSUYGI?*5tv?DHAI=enQ$^6Bt4@|> z$6?32O1eF@9R9WVgHj~Z3ilV`A|Vs3m?VWoTJaDiJswUJ9>jesG#E2YhD5~%VqicB zIN8pDr2q2JJ|Y7pTXOJfHzm2P+n{`U3|&9ClXdQef!68`(A69XA|9@^v)&Xm;2YUx zl)-e}uk>!PJ9QG@%=+2xk>u{385+r-iaELMG`vsD$NZp_tYe zfF&QjfLpnkM~UOf<+#^H9lJJ#HroL9J-zITqW`J)lxkY{1@50+HarV_OfL%b z5*3zj(YmdT#Xjz6EO8#rJn%zr|6QAd3S(sVo~o`CYqQs{N>TAf9E>S+<*?p^0_1RgD8(femm_ zRRc%MR>9`FR#=jD1m~WKg03JR3|{RICK?xLd}I<)irI`?MQfpAnLqfO%%-8!JK@A7 z2h_V3MfNV-3IdMd(61E=_T(Qa+HVI(lf$4yy&1bF)xnQz;V^k?CzzTY#pdM`2@U+r zpEb#l0G(%_j3LMLHvMs_#QSI3cqV}bPI2+xdk2{XS zHZ9Xup9{OtJnj&NXW2nqpCtI5TLDrIYS{8^4xPW@5K1P_f$x$sAW%KNCGFJ@dV2}M zOUm7hM^lT*Z?$m7>QvCT&!*e%#li94imdN=kj{+^hFiO5f$*9Q@W?v^d^-%#Nv#6j z_C&*Ii3h#hS_L_?Nb4lHJRLyOrqEF0&Hny)r``q5XRbn2U9ydw~!{@XlQ8JwH4W(E^#1?TED3EELleLA?+|*1a9dc#WrF^WG46 z_(hMdV7*Kl1tu_gr5PO7_)BIUlY-Q)IFwlC3=)YQ)I%v8eyik>+bnCftiBj(1>V!P za~5njwFVQl`{{EXd*WrYlyt0bLm|g%fIrO`D-lLgWW2ELt1SqddEtL*7g+vtfR;uG zLt?!b7OaURM+{o%mC7Vgx7Y{cGA@u*EfdHJn*kRs3i0Bi$#{9pDmdG7wl&^i4|-=@ zf^R*VcswD2Z2T7uTiO<4!-Z_-g^$JDZh26e=S&~P0qcd0!5zF4PPOvDGyWy$R{M|Z zxUdLr`4>TNp&vo5Ofjsj=A7s=qEC-!*C4F54=Xo z^I4BXYa^~a6o4>g2KaxpWZeVhP&M@`w}0I&dhTx>5g0oaZCFm$!*vB!{8B~)|4b*f z3X{O@Z7iJD`$UV{FVLH3>*2`ELey4ug0A~=`1gT39bVbX_g$KS7n*;N#a1;?z^}zK zEu!#3KNVu^7US%-<5>D3 z(IW7rbchBIC1PI5G}IM14d0Z%(Pw&L5bIHe3z+Be&sxDbegY zi!qMdK$G#{{|Ub%%OyVX2bXoggAHlmzSLH;W&2(_{Z}O0NYvwnIfJwmwGV50-t=ZOvZ>O9` zHK|Xufpz~qu(^cgqk-`Il^y(Ra)gJw-;>Kq!(>?*`>x1(g7bn7lopTzy>4gSWVKqH zt;ce})j6bDzzhG_`;u+bs$sXv3^2dP@?(agv@WcfmlOF%zHpl$KlCBJWPxyA)eT-~ zbr8Fhe0cC;JqRwY()C&uj+$xv>0F-+@GX_yZ;iGz_4$8XxpNxz^EHM!Sq1R%7}FTc z>Y!OfABMYHu_>K3`zFSs&rv-z9xcJlZei&BDn+`RouOgv6TbLYy>9$)0%jkpq^*}3 zWAfa0Uh2sxnRc(5SG=x;-8IRiD7cFgecFY61uNm{R2h83=Cz=2;~50E8b66_BC_8X z!gKj5+{*6GbLK7h^jaC4<$Q3*nYq-neJ+tI^J9FZY54wkF{m#De6ctmW5kEZe@;30 z??@&WHP#s3%ws&~x%yzPQpr1g41lW3IdJRI84$KSN4pXwF?(Y@wcW@#Fs3tzn!{$$ zxf_aQQfKhFPcD?r4+q<(T6`e=k3=gT#5uGYy&8S_Sv$O`kA^b$qsJO6PbXsGjty|{ z9uGq<`|+(-Gm)`wry`gHi7BS^e4jfCPg#v8u6E*Z-5So|W(SRWlZds=sx(+5lD}tM z2!;<{aSDEd5R(0kYOqcrsvZQpg{mO=z+}Rpb>!S}O}Kt7nOK@H!nSo+iPU8!^lb9M zFO5q`<^)H4xN0%q_sE_Y3EU-OZQ1<#a@*E}@|R!=Zw;i#f}&~&cuu~kd)rqH#Wx*; z!Y0-S+!?1EBDf!erS^fz#cDXvp+}cCyryduQ(4Zh2JR+xW9mOsc)sK;y^vXlv)oki z!7elSHD8E(unO_mfi^xau^ZhA>oG|&0HRK1la?YK(AugEiM1v0WT*u%e2FK6;XWXE zy&SFfv{QxMvEV6GiOCTL{09La=y&nN(T#ga9Y;}Vb~zEUYs0U4mH0s1nE3|}K%Djo zFpC?a{IW!HdtU+W6kLr*qaM+tD!Q;{dNCNvOJmlcA{N_bz~6h{Na?h+*4(@vD(QX< z#;S(Gn0?l8^I9j$t_|YCNX|^w115hT@+bWu5_WrF z;QKprS5lQM8>}UFk4C_=-JN*#Srz{GpboZ`GmYCL6|_El#QZ6Cn=mJPIJZvyAfC=!0@k~uNtRtV zC>99Q;n$8}+r1ou${DA-QUU42JR%brilLh6SjfC^&K8w$<}zbh6?Ec)Gr9OXKm*PH zxZ}R9!SE$`3aoGwh5gM+oc2mb*z=opNaT*e6KzJ|_GcRmTn&bG3HxzR>LU_9(*r-* z1)xd78T`ECFs{q90eKUaRf$!A>{Ah(td=b9iFrj1Qv=i-VZVVtqx9*;e5{D}1E~#B z;I>=<3#&%>ikRilJ}DUV6$4Otrw_h-)q~Ps6G&qB6Mm~C^P{R$9AcaWjsM)aZt+UA zdlrLKs)>vp*Mh^f+hME!8kBf#icc3@AT#{t!fH`}c=1pU1zVwpZO+eX5a!|(pg|{T>;vj%g|n9B^2)#!W-q2@V}pom-91~ zetxI{OBKApR4bpv(@uQ$!33|)nZ}3hVGOgq3Q)$pyzlBATJu%fX?aL%T5Ut z*|83Jjp=Zsaw(M)lgISkZlr*90OtF$Oq6~mtYCe8Gam9Jy)p@dr&XdtWHsJSenO6j zWWn9u^JE|2gr`@VGJft#u3YRJsb7~wQ@|HLIR(-bdn2y9t{ANz%K<-L71QERkt;_m zaZ>RfjNG0F206jND5g-G5<>X(N67Mbc38TTd7Yk*fzT)~RE}umWS(_kf9?pqKXw`J zpOg#wkAqR;Zz{gXxWa{sheG`OD(siPN8bj`q9+RV@X}us=xUJ0=SjIR{6`cVR0=_E zOaKx2&bo}sS~1mnCXO&2z4~c84UayH>KA=c^AMZwBc74X3#NjkP6{etnMzH1c43;= z08M2(<=^u-TtD|9k+vy-R`W=>yovbGritHoDM?KM0qf_fg@yi)gH>F@!L^?UWROkV_^V0egu%BmS8Y*o=>mj zHxdDT0W4*6^{TIB*ckGQx=e}z2SaVxsLXmk^2%9Oumh5%L(p0JGuOlgKBs`(7*lyWmT7)8k=Sr<%NMUJqR^C!lo3Zdf*@7S{W0g!?1!i(sOy>0UJK))*P%UT9+o)nSn4TZQ$ zI}p@qWn0x^8ryIX$xGO8I7{`6XDbK)iCi0)7w`X;rV?j)T3f4i59BD!$(pv zE;$Fj`9`4J!8za`pF`Fx45!V7jOTDU4ccZurUh47hCj6k>?=0nvAaA}iIhWdPb)Pm zI1Tzvdolh|297OhVvNwcq<|;5?~p&-oiUyH%dNm#uL8@Ok7Mt)Lj1Ks2}Eixa(fzB zU(J#)v}?H;+Y@~vhi%<(UJ!zZ_Zn0wZ-IjHQWSAaq$kiiG1o%iv1W38R7yEhjzkI3!De0>C)baIM~vNhX`BYki7G`SoqagB$OB~9@5=b~RS+^PXY34X zIJ){Q8J_)#{&o05{%cOesS;aYjH(UZ7s~;0sY%=>=Rcf8_enfj*@jW|Z<&-;4#)m( zeEypN^n4DgnJOYbxR}OImI6n$ zL=cbIM-^nsh}B?~0dS*(9=#I+Day0g$Ow*(IkTx`8t(}HhiD4^2gK@tn+ z;P=f*_;OP;7T4dUR&#UU^phbPU{}e!An{ldSVbm_XW+dIb7JOf4Q~t%LABOCF3Bwh z&1>4=utyE5NLJ%Lu|)hP83^)IyQx%mE`Ad%g?Uo${CC}G*zULmw{dGIUDQqtPn3hz z?sRBlnpXT|KMc0<$494E(fbR#aQgB8$WE4JIo4y3(Ly`X;K1wlVy7bqh$o zQ%9v6yV1|&Jl*T*kM7S-($*;nI8E^_wI6Fl9!>Z{1v_Ulu7wEvu&bamoadmo!ewIq z;tov{GsWL>UClz=fU=6c1xs(XKT3l4pqT%%Zs;JDWi!^C4NGqKo0}nxrRk z9=*Cp37@YR2OqSq;X*3{^-~>i%KUJiH0ptamJ_P7{AKKpeCo8$3pF&xajFj!NQnDy zo_n|-UEig^SxX;CJ~$H{t~J5>d3g|0y97S$-ATe{loQ2bH@Zo1D&DH!3cmz}2$Foh z_~9G!<;W7gNj4nH=M-~WtfRqL$r1;H7lEP))5>SAfehzk+-tFm&`8zsSaT9>Of6;m ziFHtVm#3FQ^dRZhYqD3t5bL97;bg1n_)WnF#+o0azZOS=G&u!zimBxK&Qv@w3Gh|m zXYwt)6UQgkL2zRNJW`%b|I-eFXB>jS@jRY(W#W|R5ZwEO{cXo7;#cd+X+3vDZfG%d z%5O!9nFtrAc9A{JcSxLVF5KYO!~SDoz;8ItTTEse+_p?`*xx|wqngQa&vNp--voum z7($@U9Jt9m47T$Vu|J-N1-IQnJhhn!J+q*v)oO5LqCHN3u>xJ&-jcNM3i!du5SKsP zh|4xlgWna}_?9t|W#gJKjV~qF>$1^eUlwXTHb(gYTS!|}#Q&#OPA{yt!ryM6Xvq|P zyuREFCfqQ``UXuBu!-X8LyO?rQG3`LU;&Xkt0AhW2ekkB;6(REC|5d*A)ZCL6F*!e zXP>15uke}t*|Y=htE?oGJ4dKtdUMPCb>TY`Hkn};qBFR;Bvm6$RD>xyHCo~9(3i|YnV%7;D`p3g?Zf z^MYQQ5rrMX+hJSp0F7y{gb*EjJQKDE6Cni_=Qg6|3s3xBkd3!Lt%Zq2hZt|t7B){` z2Jf3RwT){rsj5&2?nf?^gvT>IEQ61GAKDoHfnp(?nRanww@8UJS7 zQmVb-1)a6(AWd$agpNClpg&+a^FB4A_Q6QpRgptHDq~PhOC6SKAbx(rfHeXY8!{<;!o>j>PlV1#ooMb{u##0h7P^qFJ&! zym5*_p`E$puo=tj3y0&=KVFPc%eYlKvuWcC15SU_6>|B005d*1L)j~7(9Lo{xqv~^ zySNoaQpKtv=PS3718wBWzb}C5-WcRk|JXZXmZ|%l~W4wTD1>~{42!|BIBVf z_dimo>rWi^$YaxBC~p0r$M}dk@Fvcm$Y{RdbXRV~SLd_QY1KabkdOgXP8nrhhjQ-P zS=?rUcn}vf1gG9)GE^8r)5p)@bi9o*>*Yy&$o$;SJ+kKF+?&qU)HV`p3vUP5>7tivxlGPvK%fN|hN;ekvekr1@wJho7n zSC|Yop>-f7U!a?_P!5(xj6=W3LYN??fm@1IdC}fgu;}d}Xku^P0|7#CVAm-=;^hpq z5nhUYhic&7<7qJVt{3Qv=iv>N!)OzKj!t)X;ZEI@$J^tQXnP*(JXtRV3(ri$rvh`( z!*>t%J2s=HBj6eGRD17ugPlPiq;i{c0*f&uQtj~jx?;hr5u>j|# zHV~YUOm=qA@rloxHluZM~OJ2ydB))+`ENu!+)W6|Fv5{zE3lXb#IIJKyo z`}1%CRGL)NuBXPN_rnzk2!7joLBtbH=IN6Q-z-q^!3u1>>jRC|eq5w}IY{;w!!OxP zy7N{7P8MREz@D+ttFjON9%er3ld<5s!V%+A(uk{86zp764QqxM;D*XB&{?0rJh(CB z*Zjvs=Idpcy_U@*(tC05i+hD+HUx=efs{hj79aKQQ@nR%f_P zo8?Z!!L=opt6p*%onAH50Kq)6YEm?b619b_Oiem5(G?Z<{N&$FUq<2-i=pJ)HJ~S^ z(BXzSP`b2^s*2qpVR=?`IbVos3zve`$x)u`O@pH|kE8XbGTI;K1DkG(@^Ic-D4u5YiuyYCi|n;X24;0 z=65fxARY(yqUMu&aME(6YqwMY=F5U+ID7wYW^-Z9CfqbW5r5EEy5gz#&}G>-~5wQ z)O;S!>C6K4hOcDSv6XmR?G`Sz$iTlpWMHXt0$!8&N?%T#O*W1RhuudaP&-i>ZhVo3 z_|zG6o{=faZV{sM4a(>)gKc=Fbp^THFcBUtEy0#jdDxgIiN3c8>D4HOn$dUU)bAx| zlU{*|vdgH=v;-V~DIdOmItbGfu5r_^t_ATJwpZUPk3k(qP`|SXALvSAoc?4mJK@Cd zl&!+j)6a>%W*Qmz(~gISn9VON2gfK~Lj%(ukm(vjN|^pJ{f`ec4F4u;!Y<;=bqBzl z7iQhJ5g6%ejEBuM@Y|p#zWP-{bEj-T75ik|`B@o517)UbZ|8g4fDH zaYY%9Q_MrLO;S{y-AngZy1|cTU-EI~B#@768Gm79e6#+3#^djT6?Ec9m5_Hyg(e~ zFHeU;_KqKnmc{t37da<34{zBS2Ks$Mu%}};Ecxk$!fs_4>ZybqEOTJp8>an#^TRRi zn^EGlChgRTz<|bh=vBW8(fgfnGn>r@Rm$+jy%a1e^`SG|-*AODcZ223aWJqz2n8An z!Szc8m0IqE`UBU9jkF-1X;gy}h4;kxb3IK8$ivt`)_L$OjYt=lwp(KOd zavnHQsu?Fr&(;n9&GyI&30OWp2|}vdFlc%hwz@=t_syeF)fNPJCkP^Deju)^DBHno z#Dw?};uPJ1mWNef{ih4u*W{N(`JMxL;dvG|4}Brd13$>KW@)@sQi88UDbA_gLTcZI z!G+*@DzW4pzsIf`-AnQ@!FC_+m3~76pCp3eKs+djF<#{S)3Epxo84d3Vnc5!UA;aI z79FX>lHC%-=I$iO{@{lT#kYe-;T_uBzXfj%m*9@c(bTrt1v=K~@`GzxH_f<7P*So5 z26iun9Rh4V40D9q!~)#Pm!YD7Bz738K%^35PH&f|vz>RMUvCwOm?sPqH21;S@fFz9 zn1!F}qquMH4PjkyJB_I+!J)*l(0RLyj=7VIv)@EOEq4@zK6%lwaA6P_v!K;x>myog zxD&dqv_NCSd2*X|koSH}{oW7tLsj8Kw;JZ0+dvl81!LQg1uQr7q#bWNVM)|> zZozCj+`2Uj7MQaB<6PDwbSf8bFFS_fCXDNP={fN>YR48)CA6QC2BLO%AUyaW-T2Xz zSZrlF+f;q7a_?EJl4wT%seUkF@+EA~$b-r3p00Xe43eknVbQc0ylpv_G(XaZttZo{ zviNRtIU|#7QLutn5&PkYTs+=Au?(lZTm^dvZ&Nkb0PG!%$M>7gat|_>!0%60DDHiR zX1$1pM&}v$(U|qD^tXeBcR!srejeMED$s$(H{_Zl>yPh|z>3)m@HMAEpLl!Hip|qu za%(IMK8uA*23b_B>>9uSUMrE^E{Y@1lQ92h1+?lfh4~_nc$zek8(Ywf*URR@O`|*% zC>u+R&T-Jc$pE}&MbK2!r5Ibb7=JYXp;|F1)Y-)x1FfGDRpv$dSG^dXuzhy-ia6}q z^OZj&$1WY=Y{vG@)4lM`1CtK7!rsXd{Qr00ee6v)aioE^>wc!bToNX4Uw~dgW1;3$ z7nvc-I?k%z5KomOST_C%d7AQ<&r7>c)Z$`b$Tt>$t6Zl&OX_jv-i5^U@DUi4)_}6~ zAjbUhLiyDinD@C8Z|aSQcS;F(wCFHgnq~#tH(Z5j=KH`pZXnRz0jIeg6Vs=iEb}kUNb8U%3c=W;=PU(?`*)NQ*q$uo_}^J)r7EqvW|? z69k1R0oUgX&O)wG;3iJroEYUh3v*HUb2?tj{lrO(alvE^Boccsz&xdi7}TAMdZsol z3Ic#TG|fTyaTS^_yMPr!sUUm%BtA8p3Sylr;VAQ_?0MVOI<+$zjiXkhA7hv%Jx!$} zFY<6q?GcviS&E~hCZPE?4SoDlb$1t9Vf~;Jn2L^p7#|^s?XSbs$7}G}v?Qq9RZd15 zXF`Ob0yfo~K(%8d8ntc*bNw>T{$mkux!^1Huj+&=$wnAiB8VpH<(S`-sGH^(N*gWI zp=D}2+3%7?Z12b5=C~x(_+CcBWb0_BkxZ-0#55XUTZV?cZO}9G1h}&^^a}F`?F*r_ zB{LQNd8!kU+Hn z0Ek;KY}bp29YM{^2ilC=w&kGvSv9`*XBT(|_@X1*@eWsP!C8rO@LTWS)~0E!+p)k9 z{#plPPf0Uu`&x;@^2OxCCr9Yr-idBOOJGqh^Ne=5Vz_)K7&q>1_Dz5zF^1bkfsuRJ$3DTTlNXrvAa?%Z~Y=9;=Bu_xvC^Hv$|q7GvMc zM#y_p0zn<);kRfLY@5FW(5xEXjlV$UZKKe?pbS=uyPxrR z!<{vFq1PNEV%Ng4Yk!GPTN)Ld8c)_{XK}mN#-WGc!`7<5KdGF12=QQ@LN?cf=+WtC z(PWG}Jl^L8vg4ZJiout z2bJ;WikTqbwXb!Im;w|rhM7j{beM9q5KRyG!9j;0u(%QeA7+Ho_PQ-tsBQ=^_nsuG zpF>b4rk5NRUyDcoxx%l_dMK!z0gAJ|vEghSKcZ1bO>EiQ_^=5Ev3u-yLLx0rWbfr2 zF_>$6fNESQL7i|1jCM+Zb$5heoRbf34^Sq8ET<8utVD(+j^UJY9u_^*fEv{xnk$YLasBro&0fm(OuF$fiJkST6K3M%DT$;)$_^A2 ztEsxoC{3pOTX#J5!Q&cd@uPAf%IL{r+0Z<4RL%>n+T&r#Ul&;S$s4tc*0m1aVV>P$ zNhqBB*JQo&gJ>9 z=|{#2yZ)~UACC*g;@n%LY*hx&yJwJ*pId3Dat`Vh7?Z!FO|SC`c@eh8qsTD65@2Q^6;AD>x6ESp_uMBP(VY@b)bg2C! z!0wbJ){~@28d)cg1-luRE)JURaE}PV)(N#4?4$X&>^$y#4Xho zW-$&+r|<<{{izdqx;6$OtO{zLw!%PrI@YGMUSQ1_xb>NpdE`~2{z55y^fwY;WuFAT zp3Q@P59u@y4{%PsLPxY1r{aDV8M~>IhV+EPs>Ene6bjd!sx$@+JSyPZ9t}LaI~iT? zKH!R_vjO9pXg2dSn|)?`;MT4Dj|YQ%+17Pj^MzXOG4pZ^q-CIdp*Xx(3A>?OPYXUQ zWSUG;F?8JA!yVebjkI1b=S+%PsgwZIN_Euny3Z1rv~eFf)Rnt%%f-attY{#|U z8BlP0H*TLssiKcAzW*-;c6eLT4T*s;qdS32WcSL~f$bozr-qW-8E1Zt2~~{_#d%Ak zU>oy5z9MBH;N8kE{~Un-4F*H|WMj5tEks{KIj~~;pxM?tVbHn-#-!vy*c1&o^(+w2 z`<#Fe+sYv8dIt0#+fEaE$}nm~1~VLTF^W&2%Su~7qyHK#h*e?xu>%midL{i@(u3PX z${<%uo%kHB2jyr#+@zh0v-%5h6wlFI6+gWHbx5}$vI%7?E|Sk02{86_4EQOyl5Ejf z=yzvlnz9I(e!W9R-N)&gxG)}6Z39#Xm-5{=H-Y1%CYE&*qW=Y*Y?WQ+z&uG+^yA?o zJiq-bdHhWeoJ-ZIcF=q{WH<$ZX+6m|uaY@|oos#&!qayeVWN8tQCQ{&i%x$dXMAe8 z{mqKhT0a`3yjrlI^Mk0>8MylRK|CY74(z{B%rrFuE2n%|oV}E^|0+lMR}QE)Es<|n zkb|+$SY{wu7E?0~Vb1y?&hu>?&7JKGPudfSWlfc-&tXjxha3S-^aT(lJywFsbCjX$hNZ=>_HH(*=kFS_dIQ9R&(5LSHtOBF(GmHLIVVq|?uFX!TPEPUs(P`o2;lpNtT0%_^_ zBv^eDR5#{>rfvtwZL&qHhd1y>M=r=rc0n8Y+g!%#2{7+n8V>(3#RFec+Vd%EMvVPo&L9ocvXt27Pfw z#8gd$Uf=VWEEm{BMjh;^a%BpLO*_sR>bk>LyOZ$Y_9I&S8ll+p0w#n_gpvOBbiuep zKE6Sh_AT$lYWEuu<6eq~YP_)A_+#sns9FeXFefQk01-aroRnWV>&_F>6*wB&8u@4j ze2Vcxb2T&kQCG}$JUylB>$e2=#-4#bJvF#Q*g25-nDeyp#IKBHH6~1o`4D0u+x$Ln zETE1Ojtg2}`&5C8_&gA_|3ozmp3}^lDe!Eu6N>V0>A2+-habD)i6A)`xwn}-a2 zgvX%Zc3C*avmDyGA!`0?h}gb1h2V{Wu*5t4X#meA_EY=DMCdwxjM_iT zgCnU&Sq7HzMz!;amq`KMIH`!~dcsuXwliG37lutoZE)+_`7q~*JPx(`;c)9m`bsPZ zdk^)JHHU<#_PrBu)j9??DmJy+Up>msUdHcHVmfay>r8)}3>W8q1jTUxful2hdMBqWt1Dn*`f3WTj*NfMy1OS!T9$Hc%NzIhtrp1fNC$A zofPAid~u@tLTBU3Z*QpMuT=18KSLxORWYt)3XHCb!>I|H;M}i64oT*b$0ld6cYYRl zdv!uYbvWkBWK!-*1$4<6L32?pzwJON_^%8mv+k(zZ+^!^w?h-s;?*R0gmEc<=8=7( z?I`Kfh|0!2M6Z4sR1Y-5g;y22O1If=Z(;*vyfnx7UmD=Nm$CKI{b6|EEq!uBhz?os zpm$pvZspqXC6m&iJZB;ZPIyngD+N-c`CiazXF#@3|3!N$+o1b(HSmcQxI}diPKh7j z`>NcqZDazh(Dehl^bWZ^HyN%SnTr){;JP>KAltvYz^kuD`1(0x=-bJo^@W8*o$-SV z{}TN3EtuQ7h~-%-=i$q9QsAssO+@FPCUZEZVdO~TBj!sIPHezsl5=3ce9lzWSwM5!2r2Bl1Y8< zZNy~vSo$7nDWBzs13yy9G@A$_?p1_R4in+eb2TvF=Hpm)F6oGe;G6rWSl=@8agNH6 zbx#Y@cNk&!{7`K2IKui8P3bv>1UN2mi+ar65B%*)OyU>f5s6WqZowVUCYB0nXUfU3 zZJMaMb}p=Ydy8c%*&h6S3Rt8?;r73!AhfNAGfNwQ^S6C)x}zs_`+B3>Lq%AAhGj(0 zOoFyK$X!2GP34O%X~eTUvU$@R`mkpqUbw#*|As&38+NDg0?vai_Z{Yf_>~Nl@<_&i z-}A7#Vk)&vT7jBX8mt$_gWWk(F~QWIS~#}AxC50m=+|rVGkFKgB&I?=G>~HU`RH5S z=O5&>;x2~_h-#OC_>61#{$B=)G9QM(VQ2j4z8k&@EdcGXJy2U<2hIf#xtAyENm^1W z4Z9IYPHYsz9mWm(^-_0ijgW@@@hx~({|HG|WqVJvv$$d0eKH~0jPaE$>C{7+*lfFj z8ok<#tI1`0?pV##|_)Pj)7=4yiuAv3DXzX*72AcQFsz zIx6~YGikG6`RWVq@bkwaEs}qAKeY;)t~v8C+q`{PNagDA?qyveUq$LwIJbRnIGQty{_}>4D#Hp z4HtJs!CH4;*lp9&>L|5?;~68SM>z-*{+k1b7a7pDlb&!xvjo?v1mH^%VN%WBS`r6l zz}^##k9Q;;`}DmawRAsPD>{MD*hMI&QHe$G{lU4+6u9JFxc^r%{PrD#8I_SJGblv@ zw07ezt7Wh~DFc3ll;Yo$Yw`Qn1YP|Jnnd#IJ5D_^8~+)s0NcYJaLh4?CT*LIN@6we zdq+O5IQo)KbC1PCOIepz+AZqc)`U~c65v-@HEeIpA;;#IU{u|9FirbQ7S+aMy5oB~ za!(Jk<-}nzk$|SI5Kveth-X>m*ML`pgKy2zazY$_a~&2`?jO~qy=P;Y&7&r`{AQIhoLmXnA>jB1!Y4&sZ*E}etVgVQa7jL zZ=q$l&LNtXUwW!L%f6MTv+mp=uhFal=32!#;Ar3_Y|0;G}g2m>g+^WXkf0 zKAE_B`y_Y~*$2_Y6m>sVVOw7i{#Rr|Heb(1mraG>v{e>+8ADhy@&CF;HHr_GVBFmd znDFZ$2`aRLbL#pS(3=Y9Z-qnkmqIL`mW~2r4XAczAZjja;Rf`tf~B@A7+dGTs`_B= z*yr`IyKgeIWOtEb10JlS^XZhLc)0evj@mq#%Lg6`!iBkU(K8PZ zBr2fT>;t-01HXum?F+IbkAS_Y0d8sR0i&005Mxuvx@JY8St}VULgtb8EdorNP~)>r zwZMFE98{l;puBA;9{;=&7aID&A7K*|OlZK0Zk~>=W_(wNXJm~>F9iQXYI{**OWq`fqB zg>KONANedZngv8~9Il<(K<$^kBAZ+N$nS$;@RGd`HXn`Q7Oe1x1D9;cjz3YfYC78EXpqKG5eu+ZCu5aX^ zMF=jKDoF=8Lzw-%1d~_4Cu$o?&|-K3&Uz9{k9_olEt5lFb*nZ^j;jEJ_FWhd8vy6C z57W!%1@V0ACC(g;$k&y^P<2g)v#&af9hseUVZjlYrLzO3zm(%m%v+(*knyrtX42Ir z%V6j(U$#hMt<%FyWi^>yM8JxmTH3^-kY%Wzf1^rDuaWk<3S^G2aY!yp>qt_ ztZna%UK59Dy@LbHoKZ_iH^UESI4bvULe zZ9)CMHPGmi&$=aEaRW!SQD6NOjLWV=`_m`Ubv*~+eQX|I6_0IVEPtDtjK2lvQTae; z{IqC2u{Dju-Fdz^FR@#9ML{^*zb(XDp1Cl+i-Ux`Myl&G7reDw@qooy9M$?kdVO56 zwaEpV%JtyE&LQr^>uhW`G)3>&!*I)U5lDY7!i;Z0m|b}mpU3DC_pEb}zw0`gKCc+B zG0qaDyT4#WZ2gg7j8IPvx8~LtVzWmIOWe|4bBC)RV zB-RZ8HSZqL_j?Y(AL@&xXXLonkC*YDWDS-Yb|IrD;)heaVD^^VH1UiS>C2vodpbvT z_r4e+;`8s5n2{5-L}rBFGTI2POoIwue*nh^SfP`C4t$V%zzg3EP+a1h{%~9gLl)1myg0y7Gb!zj?qMpPfF4y9@r`>l=oP zALfE>eGWg?`ZGP;7Ql9d&a}&38oO3>Lfq$A93N!`X~R`m9{IA>X=DPH2b_ks_z8_UBGOvz^j7E`z}D6n9YVZ@^3T>2!u$ zKQ-OZ1pbc=K&q=76)#rc$-;AVHS5+oGOz>m`}JwWwLE&|P#=He%W@E~-@?u;Nut$x zll-_ON$PznTRTr)(#@GE&Xc5xSfs)9va8GSpkz8Y&m@fdEDV`)GvJtbD3$4p#JDBP zK|$^s-+QVV?2fQ^_zVipUP&kIXRPl>;tKa5dM!h{R6;nLe{w9qLCXxT~t znuEV`qVU~l08aa-OKv!x=0qgpL5!Uju1d+Ed}%QZ1e}K@JvK1ylyFNap61*Yq#-6- zAI^R%V?GXP)`uiWC+kn4qoF=586BDx!EurBR6 z|D))gMsHOP%`v~b&{9MQ^>ZZpJ>)}9}xJm00jo> z@sFD&9{#xlu6{S8EB>=(XDub#wzmc+KCQ=C>1@L1IY#5}dBd%ea9lhb0qs@^w5B&5 zzfM%87p5-3$-X5B?47c9p+96ly+}O%mf`f)FGSd{jE;8lqiM`}Sp8g?+jGMYuep`r z_(5~#Tyeq9{CGM;zfypaudv=T0XFG~ z;BjFIkSwXj5a$?R-B&1*-vnbTo>0#R58Kjn&l9`nk(f@(;ris6q`mkBT|JBKhxHkM zPmK@UjlOaMmtNAXpN{i>g++si@HTQNz7or{SCe-wRp91!0fcUp&@uHPx*>cD+m9<_ zNZe@*kBwn}Minb_^jAxK* zwbI}(b(;4%dLHjfbtorZa2n zXo{>xS+rGr6AwFO%y)Y_%yjMQSopQdmtFN(G|Bm-#S#K^u8^#~p9v{X zQH8g;_4&0BVxsbqyY3Ln`XbqI+&>Bv_``7Vx>IQQH5ioo_3(XbB+7>_gB+O^B+JJh zgYO-HM-jhyZ!*f!zqSS?4DvA`<5k;R&p^_LYbf8m=$1x8{hcQ zhhr7+MXDU3cYw}p`~SQC8x>4$#7c2ra@V56AcS+&1+0cCSEEey+Mc(wZXsJbylbsO)H1X95JhUy2Zu-mPA{raX(b7_Qt-S*8 z-z~=ZlQzHywTrapP!8j8XhVhhP{+Zx%CINN`mD7aT z>*07ge`_~y8JF1G28scpFn@a-b-_CP+!}-)d%lt#trcLk%#Zr8&*IU$!Mw2q4ic6% z;@)2ayHyS@VFbNGzG(h&_VjepLLSe*q>kK;M|GbaEjgCT=c^kA7>Tk zc>4lg(w_jY&9h*~+4VRoE(5oUIaIol1HSif5%PrfDn3S|eN7yWeXxelW7p}4bAg~W z7)}S9UegQ@E3Dt3L;f7t!9MQ=u&C@S6*HH^!evXKY}Qq5REt1~_i?Qu z+`$(8Hz7H%ohQ>10XI(10N!@Cd)%RnK5wI;YVu~NSF6YQ|K@|+Ll06EI7)9vUnCos zBUtCzKx+6uGUXu;-!Xoo;Qj(|aFgR5njeg>7uZAcyA2p&u>tSNPGURNdvxdWL-^g@ zk3Rp@h#Jlr=-M_6CW0kIH2wy;{W=yr9`aFzLVkE$SPo73GH_6Q6 zr=y20`zx@%%@P`iskWfu3{(iwB78Q-;LZXqcw(jupVG2uY~w$=CV6|?{6$HO|7HUL zY>xijZ7VisRdJuL-US7NCRpWtkJc6@VpLx#_#c@^M5IrUT2pnLG`kL?Gwoo)cp-dv z-V2|^)??PZ5^$&_@ZCBN6jOKN0yQ7hk1)lN$rpJc#U|i5VLJR2&86Lq6_~Da47a~q z&3>)`8Z;@bJf=tk{j(sv*$d2SiiwF*7AmjH2mZ5hv|6!-i|^iu<>8TZV&oHY;$=Ej zc*eR4jX`)Js2ne_oL*+=8HhEmmlh#t%`$cHu9)N0B zyV=|pP|CpBq$A3@FT;PGYasQCEN%0z0=-FR;CFKmZT>t3H>8Pi5hosyuPIAGc;6^5Ohg_H z4yS?Acm{1ZsRmoG9z-{7xRAAlK0mVvqS}nHV5Ap{uBTw7t}L|P&xgdUW zX3o~RMEw0Bx_P=RxbIa&VS8gp*IJLeV))Rxqy)7qqcB8x5OuS(IJ*M^RN`4FQTV-x zCeE!QEK$grj2Mww=f4t%^F?^psSFj5mP1Bc1MaMphZ8%BVdz^kbG(&9rTA+)c4sf| z(6&m{O7%tl_)>c33BU!$4!$$Gp2mNy1P8qmy0R*qZZR*Q{iS{2yjv54D)xdGW2Cul zzscLEU;%BXP4V?BXAslwqg-4BdhV#ei*OMiIg3I~ygr?IA{7_=@-tt?PPklA4jT+U z(Cec)uzbl~?x&mv3aPu}4T|LW+XhHo_LL;+q+sszi=1EQVc2S%jn9%T$p(Wd7-3Ki zRzDfXHrxlV?X83$*8L2fJCj`6$OnPpKWNY+3OBw4GNO*M^~0F==@2NWnBr&i5OisE0jEb^y!HD!;OrhH7+OD%s+jJi6UM|L<5e|C z9S?$6Y~J>yH4-$=$-!jSA#m3XW-gv|yu9orn@{k=%Q>lNvqOmabtXgRmaX^_)^}PHPkUp8jO*>~sH;*jhbtTBdVQc`+{!O^QyOzt-8>c}zlAPL@F7?rzi5ILx zc+z)-FsY@Ix3y|J$#)*+;cqL(%RCD=KAGdRX^&VQ#{<>a^K1I?1oZl9#(g_t0K%TY zJg7OaKhYDyq;#-OwiF#6B%>4aDRr~Ed`$F9dLiaK`U}~D_oSVe<4}q_-xUzsdo0KM zY!A0R{TOHzc!8^Yyg8vYEHhScOUj|a8-`aCWZ%J?y>@ zHRR^;5^T;9mmQ2#uFTKz}KvA`*vvp3W^xQ zYNL9vh&WE2{4T)+-7->d5CRgaqA;i-5*)Fx5)z6F6e=4mQmRRlLh(na1C5)*~jg~ zKVlx#Wri7Zs_la45pU92`kp#lM!>g54QM}JLd{lr;=0mUc%2qR9dn=3eTR#1k*+%$ z_CBWuUcLDEjXa3mt-w`^tTSWfh|6xB0n@tyq#`#Ke)+1QTI4yF->`uxCI_JEYZdI= z*aGqPwHP{_j5;x|$=5X#sd#fIe5tD-dPC*leMpMTu;#&(n~7jwtV+gToTquM#gH&2 zN{RE#q;WIy|0scJ)qW5;Jph`$)iJ`cn>%8)2KrgPCt$)4s-}jt=u<8DrtefX**PJn{ zcZpEEqjm)=-NRTPe;zkuC>xwpKav4kS@Q79T--IMpSPKd!p{x=h;!#v)G>*~zpJ*P z(vNs7@Uh}l^DIEU=@`rOJ43@D+lPA1$D%Ig$@0I3xyv;Z@Tgcuu0j*|j(g)sXKFknaZMY2XJrkd zCalxqI{^pNbw~i~Wp=N2#%=wVTYoQ{NR;mE!2@IJ_(RPaH#aupmpwaRsrp4KNkftH zb}&x(88pk6K)qLy@c3>oF7eMr%PD@a^Sc{(#&sYsL<0Fv@5i@RXMybKg|m^taR15{ zI%RnsSVgXZ_Y>kk$7vEhB-cYK6+iPzWI0@_+6x;@#lIW#7i)_Kz z<0Og?=0jh8DVb0fj`f4rq&ifWTIU0bv$NAv?(KhbaI~iEW zX2eSRakzBkIC^PF!-s$dSkASeZk;o2KhlPsM!Ad`Rt3V{HQbYzr9|9e0*;M!pysZr z;JIlh2zX25#<|(N;QzfTvh1U#WFSFXXxsQ{ed%x1+eR`MP++Mwjj4Y;Jw2V3X7 zr}rJ1XU0t(3@%?KZL;nl?>-eS=_VkrKuv|nzoclai|pFt3gy3x=-gsoH2&^^ z!hdr~hHeZ_aajc7L=$yp$Dr{*Ao^@j!Qs>Q8K51z zrEvPELda`+P5v`XLbC+{_$@DC(7Rd zm>8J7h)3^Jfq2l2()-%Wp;RpaK2LDL_wlQ>`O7EZ{zm4T`yPw|0fwM{IS-OHDYM?x zbhHhghjmx~@j?$t;DOzt=n$I@b0jDfEDnP2D;0^UWh$ILxCu`km;&09*O4U&d*G}6 zez1F62FWlVOsyW!G>-(XBe|O_snjC7x19!4JH{3YnuV>$7Q@wmM%dL^iC(|Yk==xK zboX5%GoyZyBkZiavbKsWUDrcWzjVTzkXlqevx27ldEWNOBN4yQ5-xX63dsMr5Vnvx zG;iQEUTX*h=?>;>Gzo$tZYw2YqHV=@1yEw60~~a)p#Quaz?=f!ZCdPEWp zoMcfyy^Tt362aXnqx9Phf7pB79M;=3V&{VnQZ8{4udSa857h3_14@zL@mC&7Pwzp| z^~+$?NDsx|YXDhyg%iD+Kv%5s0nvY9t?AU(EC2J=cX;s1Vvrxm97-6;~6toX`(EJ^`;AwsL~{os`4m>=Si z9ZClTz{lBkFjOc*X1x0kE{mzK>|i3M9lcHW#%r}jlWg2)S&L@h9#ZPH5Wgl~gw0*M zz}`L$U3-10m-{`+Uthw#we2ItHw;?m-#&p`AM|q*oWt5iZI2SICC1w1u+5rPA2+h|P61m>7&2J6Bc;D1*` zuI-))4-I4R(hin0mU&1kR%d{yX$3z0k`HS?PlN}>*~Ft`22O6sAcG^Juz6b$Y6o8+ z$9fFFbk`(8WbX6k*cP|x64ZRaq1NL|G}tW@6`Gxhq)ilf z7fMi0!wixv{GpND;LTKAjyDvFX|v>Up4LxE(BH_qgIeC0A+jFpL~7~n?n~HEmIqqy zi*c>QdbHyIL7i;eU`ydgZCO`9E!|pZJRnLYuB?Yue8))Rno=kd@FOQKb#QUsK^T_F z+*evnywRfa)>q#f@Vs9&#{Z~*TfMDtPNRT^xDV35uBBSTa}BV@aUt&Fn}*I?23wtZ z%&(%w7#fC=u+=dbvc?VY>fD|9oAu#O%1nh!<6#m$7{<$8vz#_{-=y|=hUE5nC)^~S zi?+i7^vnVmoO{idx?J=@e;o@nNooL@Gktif?+wwo){Ixpn`yHDNs<(-4yW3#(S!b1 zsl$?5m@-!b9>wLumMxEIU*$`#R%b4rs1C-^4-2W`*?;8t_Ilj*y;iGr%QPzTs~+#H zNTQAFl&~&w8mv-c@3=Xo+y<8U)I1xD3S!PMZABFPE-8R=Z&4DEl25bxQlM{>7p)#- ztec0PRNZ}u2G8~Y)u$I=`BF|3`QnNIKXI*M!#xr|J+}MYKhL!Mu z?N>f6IRqaolNq9A=oLAeB2+dADAXws$i}xTDZkYsvt#je3 z**ogkk%*zYis7xvD)LxJo8CZA(38&uu|*kp#=8XzE^?IbIdfDVR0XMiwrBlZPW~Ee z!re@kIeig?gJ*-ui{L}(UigWpmC%D9id%5mvpY2531dSqCn!w)P(eE$m&Y4n&iN>o z?{|igU(NXaY65(%&Zlp~hfuC#8~NydjVoEb7*5x#fli+pC_e|{E!~KRP5y(ykpyf_ zF2Duv?eWl`U*yVbHwX-AM2C;Xy!g-W$fI>RxIwcK^tE%K;T1dMY~X{cz8bQ3P86&! znos#PL$SS755HYWps$`MWBKCkIDFX~bUKz}fYu@`RJn@jQ6H(=9|dZ3z7FIh>fnLN z9dbH;K5Dby!;vfN;NgkMpt8sqT>lh9Uu71~Z+%EJhxy6aN-;WV+F7uuSOg2NT!0hv zlj)w!1-RpV5@assM{Da^BAY!MFP|<(mHkq1)Flpe9`(>_$!e^2oQ@{F%*&~xAl;`ZXV3`UJo678*tGKC7dU`AL)|xNHu`%sABLS2 zp-1BaF8I}pCCyXu8L{#t$P>>LnpeZ z=2}a9vLpwtR9o;?tA(PYa0#q=kdJXi2SCv}4%?eUwP&rD0n@3cVb)qhX3h|p6XDpm5dNk3UTdT4B z{Vdor>o^9ka)CL=459P#N8)%b1@}cc!;Zh5@GG?&vJY8_l)YA%dgD1Z}lCJ}RG70g5vh!104^rYE%C)EVSl{qS7HkY1g&A}6f6EM4_ zg-R)#F^3rIuDOTczE%$!%2h$SS|5-Yd@;EGN)j#CsX=oo%b6aSh`-F| zLaZ5cz1w<#;>kQXJJAhyEm{I6it2cRl|yKEE}6dly%WNZ8sVuq3mG@F5$qB&P+;DB z;e~tKMAisEF~WgFy7w2P?sEXE4o2m=oPuDQ-f~58N+ky0+e$Kz>H>=t6i}kzeFUW{}&139Fu^*l8PDQ zC4m-tJFk?$9`KDut?rL@Ty($Jh@89QnOk}+A69o|KI2U}L#*?iR zEwJhAMtGqcL~;xAARzW9wb`|cKIy8*-g_4~+|K6Rg$>wx{0#Nz)n+_dd;A-)8ZXXk zB`enlk$ee12tAbpx~%K*DkOq7j%)(=S0TIxM_({=TnEp}%ixFf85|Nl!<@Tqypc&B zFoW&LjQY(mZc8105$uQBpW*ar;6E~YN`>fU)RP%5Du{eCs5&rx!SZ>%SU;2p z2{+mEq2LwWo{|po{M$e`JrZ{m_Csb zjRF(ZBzQ5(yb)0{049~h>V+nI=5ye|`U=DIim_n$8V9Z?n7bthu-9F5;M34zPOi_lq>3u`U&$d{|NXw)5sAASF$L{$Phz2o7o zJj(#~G{XJ;IV33B948u|1zn3RsOce2OEX)z7ejf(e_|mnNX*1eq1p8Pu`CkMP^`V` zog}o{4S~4ENf6ng4?~aUV)N+|6uBAJy69aXOaXV?=^BZZf6k+R-+7#6APBSdmyo7! zp%_uO8OzjG;oRP%@TPq}(m@3jab6BDRD+;VGm}@TTaE>H?3qg^2R>wNg!G~$Dz6er zV%XWoj>*RoV~PzuH=j7qQHc;#$U;YC_egr$FqK78;f9!|C&E z$=yw7$P=4CZLOnwSpM-d9T*&fz>T{=aE%)2DI4ZpcyojFoYK&~FnO2`$NOU1Ei-gW znT~xmSuj1`8b8vl%tdenhP@`zOD{TTX|pAad{2X(A9j{(pA;}~#uGsXq% z#2C3UT>l8MJk}6y@TJ4;sw`ka7yMLq0Sw&UkZH#abTx$iGIEk zj-p*LXtw_l9^{({uilK1dHUnz^8p_?R9XXRvzI^}R>0Zl447#Y2YInkWWRCL0eVi!H%R zTohl8(0g2!QgcY%rGf={rZ?Z6oizG7!3UF`K3EarC*|!!r z(LVx`xW?cgF|=8Z(|L!mxgisl*+i1NYedm&P93ZsY=CWc!@PxS!{GPGJaVZZ7p{KM zz`Q-F_)WP8gI?$p-M?4KnweFcr0_;^m35I}c zw4O63a;?!YVC05NYf?z~X+bVw_j=5JGs5j*yL9P&9j$Iwm9R|I7Eh*kpzse%+}LM; zhwT^_cdQOn8Ml0%z74FnG8^xectaZ7GY#Hn8G5ZyTv=s@{UK`D6cd3Jwe?Uj=0w~p z!@#B|6grH*(XHNIkl@?I1!=EC_x?-_>(PZl-E5GKZ=h$d-M?L e8;yPyC()mA|2`#CVQ>IUVu^dbL}&%`k)fcYZ#(X*iunA@O^wo}V# z`-nJ12lB(}c^bI!Uj~hxdJR`bxP!kMqN#Ww;GihlJ`RKpI?A}tJOsk`UjXi|Gmcmv z#ma>}T+xls^ryHX{MufQu6B%Jn6?r7C5{6>%bZ$H8k0~c99|LfF`y6^@l08UV zipR}1|FokESq3?<5MF;vf|4m=a4b6qCVR$1qs4xxG#w!|8Cf*cXA73v3i7@Sh>?`c z0?wCt!m@4b(b%#WBtmsjay%Ql;}_%flmhGxnTdXk5&K~JJ6e61`7|EJgT-WPxE6aD zO7EV8nH#iN*HZw84!vBxPwsR?1mZAj127%yP%0Y&* z41DFTk+3*rv>ZGMD{^}1(Hk>iOT;O36}g68+JW%+RUl(JPNiDC3-NZQ7rDBb;wf%B z)|+(UpFjKHkWc|$K6eby;2?xo*EbA)KiD8hHUI5eD8 z4x#zlIIB4nlQe7SyZ(5zxg-hqj`f3W$7Als!EIzEyF1;|Yla2Y?`V@$G3a~}ghho1 zp?bLt+xK`v$dh{5*V=^!K?Tr}6pF8&tz|qi_Iwp{#NW#pvutQ8Y-t!KnV+mtq;rfK z#jBupjxyRTOaMHTk9lkksswxR%(90>SUeciZq_qbgDt4n*TcroVNfm0Pn~bO!IRKx zQ288(XI3asVF!MEeX|Ir)?Fmq7aqZ&1u6L6`6GG2W~Qm8UA&x+xkNHU1+7`%K6arj zDEQT)ei8H)4e{NpC@70_K~a%pkbG4I1J>_oU}g~}zb^pq z?p?$|C>gSEdZYAJbK=xLkIP$|NOydGND~%{U}~*4J*ysyTU}i6!j%y!7cn0aKZwDZ zB@LLcE)Hx5&eKhPK>pu?E-;I*jjI|cGbv>+8XeOUWn_z#GBAIe> z9v+X>V|!ZzqC7zj?!MTB$Is-$+&NC5w%;3H$Ticb|9nVDOeN0##=)M0Wq3rr7J2a* zM9r)TyDBTN-zNY=p0wkO))?>(xJ<3gOYq?_G1!W;xy9*oamOTcu!~;+>#U!WG?wo= zT;6&ycEj)r7(Yw1ibk_H-7S3Jn}Uk8kbC>R=hIMXpF+Qg*SM?6N1S7 z&!Tuou9jvR1(IKpe3(JXNf4hSDqO09e3!#KzcfC^`eW~bPurkrn<}x8Yye%62{5Co z8LR)(rJDl^XwLEq8rkZC*Ar%ewX!1UPnDv___d%&)D&-6-feqon}&AB%OK;K2bGTb z&PgORpohB=QU2%vGvOVnSb3hDb}0fM?hWhf2_k=U0N1X)0iRB{VLR;vR4J&SEys*u zvpi$2=NRFe&pBA#eGra@*h0j%Frp|Ei-MUa@uE-{irdY`Wx>nI+sqtzFmQs(K8lC1 z#8uRHs};O6^?>pk8LXNn4QRU(Ws^c#s84{T>UDyZUK;j#1Vf1RP5Q?v61FVZOrrQB zz&tUUR-A67iZkz#S9hM!Zm}e|b7nCHvCP1ndsfs+NS+)o2%$J{7Ll=Dfs5DYLSaT7 zF7t0fH~S!#=k3!<%`$rG=v=j67%@{n{0-l~T2I0VDm}HYdDrcm_dz&x3q}{@F z#j{kPtBSbC#)mP3?YWR*?SPh+3D-V9?G5GlcmtcWXGj zdQpo<)yiS=^lCUc)e2t!3kS+v@I6jrB&V8reuT16?elqV=PV~Ey=F=74-~;S)nQ!i zdQqIK;Xw)sw{90*62rL(=2)JPqsAd`A-wXw#MSf z%3_@EwFD-)oW{YuH+j#4JTbfE0M_qq#;jR0zvU1O)ni~R*a5Hi zO(5FL4P$TF1&M1;(T@)~C|vQAiVgZ=N&8KnKff^Da<>MH9&Z7GqISqkI|i;x6~IN6 zIfSL6aI>#IZ*Vq&-Lf(?uCxdmHa(-`Ki8mT{0%s0A4@u7PLs)wU%Abb!$I1>9(&v( zAycG@y642g{@)7Rvs+*nhr~F7mB} zeIhAjC%+?2Q4Yfn)dWnuGMnpid#|1PsTFt!e`>$oKAC2ixKeFT#&G(s4qwA_@W|68rJ&+rgvBxO>GvPLp^t&;fxM`2dac9gvPAJm+5LzN>d zsMnVkI9CqHC7+^|;)n16pC-nN#=%Z29q|360|!<9(V(@tG=B5~ioc4d@fz}U>49kY zP_h=cb~Qo1lL79xIzgifjG@0g19XH=!wiOCJTsh4UBVV%fI|_w{AtFnlZQaUIhAtF zIk;GOIUUkJiPEcU;Pxgz6!bd?LgPQFG<$z(?@IyObv#UeAPh~JdT6nM;(tL!Fd;x0 zyT1<+^?%!GwyqeO)JsCzvAYFwtIHTyE|HflVh852Ww_1Xk1O%Iz?(PwD=*OVASS6M;(3h@&G6ItI52Ys zX$o0Lr@!?C!3{CE;!*~F?lXbU_maTRKMM+?6VT#WAl>}LQrmk5k0a@@^ekrc z-!aw?7_Vx}6`BRp3-al)b$juwR{{QPE}_qlXpuY08W?+r<$kWdCX%Uv_@q3LE>8N7 zm`3mAc|Jj^!mo_gGS^7;3rlL}CJgp+ZQwh$5u)aq(UdvS(7ERhd2j@AXYEOdURH{O z-`-Lki4v|Y#~Yf8OgTQ64Y2+QhsPP~Y1+Q6c-mkE=~T%hmrEkygK!K^JQ{_!S6%1M z9=uN*1#8K>eGOcl?n*LIXd!Mf^FpUWcZhrJMQ*h-hWLa{5bv{$ab#Iee6$%;h&aSM zmx1a10{CqbhQH6GVA|L7_)plJ26QRGCCgs4dYOtsE=!otJQ}Wqq@t+BUf8IRhKg|# zaOvY#cx}XC>F%R=EQfV7>ep-Wn=8S~ZF!{FqlNvW=7YJ{EENBc%-#E4jgy88;rX)~ z`Yf{&4b@KK)0#`#xz1Br4(1?j7a1bM4Y?3>Hv=9UH9~ny6UeovQ{&GYc)^=^FwIa2 z1{eO-DqAZ?W76WFontwhi(z;pEZ~G?J`D`Evt!X-XX3qwP$VNY-Lu#8ilNH^D7| zNzf}C44OXw@cY?eUppAIjG$;p6qGFgL~xm9NNS`ph5nmdGvS zS6o0$5~f0bf-Y~z-7NSpe+&MXrAdafPjluu3aHc2NL-)mw_@~Myc$xi?P<vndm<uv!T#&jH8hH}(cFjpDm|B5e_bs7bG!ADB50Q$&XlNC5hLl++F=>=>TTQQO zw>$}>^DPB@mDv=A9Y>Ys}&8A4&wONb3RlS6!D7hGe${OJiHRhqgMZw;-TXf zVB5nO2U#oNU@hy&G*_d?z7}F}m-XvUT%i6cxu7;j0H-`!LsYJY;-?JPkD1qe{3OP| zGem!vHE3hV9GV9#v9_fjHjKO_bZ{5UQ$7mhjvL;6APW=4`rt-&8u_WE!8ieXVSHIG zK9>mt~7F{k*b6T!GK5%WLcHcb&-?EH5G#AUzSkg{!Xg&uN0U4?k0c6!!T!K1+2Z*hkXJU zX^d+YYK-Y)^YBj+;Oz{`G>{bfX~U~Z5&Ep#6Bq0Z<#t`zj{Zl&=z5Og@1}2LeOoLH zc?M#WL@8{28BTMgVt~Ig4=0Z4v0nWd;Ik+KgQl%$J0yq4B~_6tn280eqwwT-6zman z!m6oG7$rIp6Mm+G3FALnlL9bxxk)$8wIMlmpfi$t{XdFB12Y(xGE1bWnOU`4o#!CCnR8{QUsa&G9NyjHD{SKO@bm;?5%AD`j+fSk0 z)hry9ZpDil0%X;*4l=9sHJwC0?U?P%9*4c3IbO64uY}dZ0atHVA6oZEo z3Lqhsd7%ELp{^jyi078TeCrNWyqkiXnO|;ORX(}rSOL1NNATU*?eNxhJ818Z;C)Rl zB#w*)8=v-t{;girrkZ65i{H5uMjD4szDdxP!@j>iTk&j2Fm>gokc{cO>Gb1~L~n6B zk*Jp?R~gsGb%h@kGOyH%HHWd|M;**~ag_e8i-mi_Zt%;i9A@lY25yd1pfO7TZ^sCe z8S%}S99swC$<^o+K9RKEV!!)Y_i6o`-^BHOTIU?ym+6*h6rr=Gr0gyTCj>4-X+fF>v$8tU(a+e}uo}&hi>_c?* z=q3BFu0Yi{Kd9oBZFqBY2JF^wB2&$oL+I2tkUg!AD_T7vDy9zP<-_Uv&Wk8f_Lti9 zsX{gIaAsm1tT`Nlv6qWzPM8AORYx)MWB>+bc3_rL8eaUGjkOt%;p@qT+<=?_Ij~b4 z>?Dd|`Ha=d_Hz9Bf>_dc&m>Ms#g7(}6cEJNG80PhIw$F&~faB})Wa2-Dm<(W5O zYUXB^e>dgr?Da(N{bjIUz7=FMm%+Lh(=hCN1{&YUrCy%7I6L+XT@cJZ=5v1$h)Lyw)W$Vf4+Xk+#yFTI}VCk!6S1p%$AfR6M8z$s>z!%d(A-5f*^P@3!Kh zk#kV3BFww_Hw>QoP;h6v+JnEhYnMePFkaAUoE~%z#@?qu^J_)?s+NON!#?2uu#(t- zH3YU6L9%NDrqniJxg5(C?lI&ddl(=12mAiNabbJMUA!-Ow`uxJRWec}4&fUoq2I|! zP`uZIg`*AVxhxDnX{W)N#4K*Ae+!DGABBY8Pm~C*2HAjCT5|3b&Z-E-r%ef%Hp0hS zzMA71JO}`t?l?Gle+sB7QrH#KK=_VEfR?Zh@z9YXx_v7l^KcjyGfZTk=UgyP&&1I6 zVOaa988zn}0izjRc-2%NYt}G+W%^|FxfI1oxic1CF2yJ7ZE?q+BGSL0A2$SNLy({& zq+9*sb=KUco*(Ui4-UiK-nEb*98LCgmf-EIZpbtY0{$aENh9Qd9r;eTP58oP%U59O zvLbx)jvv0})Z(~dApH@(oAjAP(zrlJT>8+Ird2P4o6Wi;p(6^16yu?HgECo_t&58k z|I!^;M&2(yLnidHo~QAAV$vOjRo`B<&C;~R1$(`KObrLsT~^dTEeAJEPe((s7A`Sx zEBvmeaG*68rKC=QYoi=)&QQm1KY~cj&NNuMIsrTPWbr(9}ke{AFI3+WD$* zQMrh-Nxy(~^*iC-%{iERu!0O)=^|Au!>#{x$&%N~_|J3_Pi~|~TjWg!I39?E!w+L= zSa?TU;ulwp=sim3n5vT_D(s%C(+IzPcfze3K_vZT8(MV!2eoN$Nak5x=q)P8D(!7} zH7T7|@2Mu|WRrM@GD7gNwIixnIMe?gJHf<7Q^4d|5Si%FO4r_Ju9dGV&_!?}F?4Uh z;y>F^c||s?j`2oGUk7L$+XK^wH^R5(g*ejnkuDOH2I0fccvW>rsN=3=v_0WN-_?5Z zZixIPrE&mzLsOt=qBdk|Ccrf1HT3UEVLUb@jz;PaxL7t{pXM+FYVw(*?O`Ss{cV81 zW$e6^97!}!C}G7uMLZc)M%9+}&^o&#hnv}`Sq`^lb2?tIHzI_ zI>sG@OM?|KJaIqdEt-H=MgvKT;3fBdG!ZlQ6p^Bu91O{;0Ezk)_|~8f!r8r4%LJ?pkxBmr^I07&@!si_k$cuOvkO$;(=!c0u9|FJZBb~FT%UF8q;W;1AGNjl$nvLj!w-h+Hy(L?Wb^pPVsw6OE_W_;&$ zmfj`-R4wr(_h_Rnbh`)R3AX|8dl!oyvr;ia`~W#sp^8;atr!)s09NGhfop|rKs-x!}^N+Mu^!7HL-!rZTn-P}t2l!u>O$=W``=OuB^w52Dfa zpB`2I#6yjUldxy(Q|h;AH$Ib}37rf5q2Kr;_h@H4o`07@_jv|_R&)&BjVh!q(K0w` zWhZAYQx9(Za`0of2l4Of;P{DfxHvV4s~@re?+-oDpc6;F%O&#Zu6dBF*M|Hp-i&vj zPS0PC1dYxZuHHro#?<=~rHz0A$AT~{ARQQx6oqJ z3Mnt_L>}}^4aC-e0-Py)lo$zH5|0gW%y(J~`<0^6>wF-L9TNr}2Lj-WzyhxC62lh~ z)zIjDoy*eS1{r?~*^P4`T(;p+n;K1!i9z(NuY)O(PLhwuW z3O!aGft^{GVYjUu$vxSC=aa4AMAQ%!e9eWP*Jr>ge-7!J7>U(g+VIjpjsCu7BCwhL zA8#4Uxcr+Djo&;(Fwc4)fB%ZP;683S+*U}W?`Ile+|PZOx?~ER54y@N^t#G&8S(Hh zcO@u4&Y;~>_ds6p2pNC31EY^*;qs2FFrj6LPRzCi{(T#AYx@9sEHfAS>)(*Vlv=oB znvAQjYQn;(7OtvZm+yIHmZ#ls7p59x?^oN1neZ1<9D(G$ys0>O(bZFJXJEe0luokqa%Qm*JCX1thd|;f}kM zUVkHkKWb*dEy;;k<#w5Nu6a-O-$-GKDvum*SEbsK{uq{QjwOoAvE;Zi@P9oZSMn?H z*iuQ-sqT;W!wvCYN;lZW%)kkwE7*Ip5_Inyz@ONB2u(0SYtL%(>v$DfY3ZSQbtaV& ze@oTYwIk%3z{QWEkRqyqZw9o`^L{^0*uEF_j#pB?&==x!ITl}c*TJJ2Ta4M+!0pLG zurBE*M~_6&waLR|k=HU5Q3yomGkdtegi6{eq5y|P$MLm97Sq5L`$&()Ir`OhGZAS% z2L&@D;MCVzUeDQ4PS?wY^nKX}H`kYwHnT<&Bs3OWd{|v}#*j>NYlp1~PUuE%lB??x z2Gtm!ZNpCDkg*Xp^qvv#u`*yMQG(SXi0&t1FtxV^gl-pt@f~#>wwr)SRfRP5kTmdn z6|prk5M*B@;ZSTXthH)9MI8J|QCkSEIdWK++0 z{NN!Ef0N>%EK?kA?viF19v29$Zbg-QS>)pH3us&xPTIdNf$Y-xxMklfy7;Ie9%K#i z{GFOme8wO2bvp3k{%uh2>`Hg4hQk@^h6 zP`w&^^1~z@XR^GAxNA24P|GC2OX^|kzC0YC+<<2{e=~e?T^k6_DX^JMgksERl3H#pgcJ`~zj1AX3>H ze@(BZlXHsjTgh55eLNK$1abI%|9#@S$&P!eHXS+}s=&@lih8&N(bll*u+}7*R;I?% z?=#h5sNEFy?7P9w(3ZmIJ&g6VBpvh*%kfW4+W`?iL720)h9uvQgP9A}iFvgtF)mjC zkw=J2YNz4E{v^<599fgchfwnN0(4V9NTLs2h7n19^mAoy4bf9PXZ0Z>+!lxbX(SN0 zO*iONu?6tziwR~Il|q5EBnE%*!N~A(xH;U0+=X`F+waH6#vjQY&4qaI*i~{ao}&*2 z7Gkk^EFOww?2}F}&eXRL6?A8Vg<>?RzfQoi_Ap*ad_gyc4eIls2jZqhnHbYt0f!X5 z@JVwv%E;!?9g7#!^Q^`zbxcQ#nB{o=S_Y)5A_|9eLr@``HN9E@>8&Sla&;Et8*75Z zEi+txd^-kyDWJubjkvM+0NLqaih9@haB*uj+T8KuI%g!n>EW{&xuk(gu^uHZ`3e;q zuEwW~ML2-jf ziy-iqai*r(DRcj7Z|EiAD-1Dw zd^l|UB88V$7GQ6~CRov?1j=P&;M!(6ble+3h}dWSm5&AFM%xgLHtQxQez5((i#n8+ zQGq!>Ih>@n3O5PZH~dm4{`++TBmZT?s=pUuUHk)Da>)YMnBNbNraxO0c4ZY zS^WEN2`tfZ#fG_zuh6>`b2bXt^F4=o5IXSG;zbZ4xPY_Q38VY%n_L`w-nSh(1#S-y zpqEwy)ER!@d;uob@_GJo2v`tg4Eztalx5)Hg+! zD}6BMj4w~|@HIL-avZk$F2>?R>G(6l5tO&AM%gRn5PNhxF}ava7S5N)RbM{P>nj)^ zEy~j6Xh6fG+a8z&K|D%5U!H%YEHKD(6^( z_PtbivL+M@hcn^M?ryU3ToqkEaWVcgNXA1f?%MFl6;40c2DW{|pxTJEM0YQgYqX&+ zW9?{<2?t(jI{9Y}uxwHSn64;5^>rB_94LynHKt*T;ayUZ!?@ZzwPB?_@MWZ$K{8&O zOjqkBwXYRnV%rH&>iA52)&COnzxDWaiXE7Z*#wqZ4{25M2~gQw4aRCATtZzhd~T@4 zgJ2DYJ@-hjsw5n?93(EM|M4|1R?~0y$8#%&Q_-Sg3`Cp_gNe(RqU_LGoYQMUz9{-I zkbMFKD9q-DZUlnllnXH7i4Wa-z!n^I)}UElC=NPI1+_`LkzW$d-5H4k_vAdk0M6GljpD!Panr?H!W~>_(d0U7b|0clr#(emuTaBO7d$IRn3#zg^$E~T6 zm^^cs-f;m~=+05+JGbC{<2rbxz7@2Z^w9d_A~a!M`N=|vL6Zv5)L9k;6C$xZX$B1x zDB_K0Ei^kKg~kYd;wqZj*$#6zmAA>j6^Tvsd+ko_Xw@X+Rn9TCYCLTEcL1lIcfqe8 zna@=|jm|k5i(B_z63h>erFHN0pi0M)*Ql`=Mta#C_1hG%6ptddFI&)OX)K({jRUdF zV!A{u2Q4$c5EZ{Z(lovWmaC=W?9&nOvdEQg64XM-vJxVu8Uvm0BxxPXmhI7Itc}$Myzi{AHL1`QEE=)TxVpn{}H+O9#Q_ zC;7P5{0EV$_((^;+7QR%`grKVc(6aV9SrMQK<^`;&32E%!MZXWBSPu7&xv&G&vxE* z@jCo+G=w}lI6{sX)zag(vr)8v4%j)dUT$y_?!T}bUM+e`0>l{8Rm2#@elj22`*t)7 zh{9Flf}zoP4jz)h7TVmWyovHi3bvg|YA_DcttwlN$c4{WE~uh^k!ln(i>?gV>M zDzRK}3NEFVQQDr4hL)AE#ySQh64Kzl%W=lHi-i*A<9u|^gznssi)!pUr>$fF9`l4S zDkK~vG=@q2$#uM(-gDd?8+R};=_G6P9}@GVPb4Iw310tsNZQBsQ!9;C=vh`yj`;tg zjqb+qYFQQZ%N5hkk3C$|Cn;Q2ZHV*CPeRHzwgZZbBv;}#V#}ryc%-F`d$r_9^fo1U z2`RXE(|QzhNyL@4jQy+Ji5s0Sb0@Y&<93VPxK6(XUKZRC7*G)q555HS@@}m7_Ls`> zU(o-Col&NBDeB2T;m$5H!$oY@r&7tWkDfDD4<|F8#YrgB=F`^)Hb7f|9o!zugkM*c z$Zq*pT%ScT7H(j3GMhq3_gMrQ>gD9>=6Lwp;SIyyX;`LmM*nKt6$t#Yln8YhBj*)H zH%?N8{nHl1i@mRS4rA?L^#yi!w_Xi=++T8YtN+A)d(*>R-t=zJy{VolcN%Be`K=(g+>`uK#5lvYdik*m&&jFrXLRv_MSwKK2=F z;JyWa$?NZ9aE@;!L=Jl5l7+HZqJ05l9GO?<=}C0@ZyPLDa)88m6{_UE55zxpV#~e@ zxMp@DQDgViIx!32V&HM=w~NC6_b-jJOCe`VGI{D&h6e)ExSMkpL;5T!@QHd(KOC{b z;k9QlVDd2#%zi7dy7C{L59jEUIqPuZ8W}ou3A-J$@1ujEj;JN&h@EwbFyJ!=&uw+U zZSrsFtI%wLuXPDlh$d0PP+91YUr*mN)|c4DAXp-kfvzVZ z-1#JKk#wYgywzdw+%f*DYjg3=Nfo@#cDS%!7hnm6&#^G+WA`QQRWtT*Z@ ziR4Zvb+oky1S416i$l8QaO+wTF1v@g@%}76VRs+@3gVdyZU-5?^pbDI>cI&lmGCa@ zgDK}0-@ z%NRGpmK}w})7X;Ve8Ga(WLCj#mD~WL``J9=<{!S!TMt|<&RpDL=Wy|~0(@l@2DTl2 z==mw0P9C02>gFe6yVC(2@`!<6<0)`)<_BW=;vX$IS_pl2{9)4jli0A^4vi1pA(KCK z11@2EtA$=LWtlvVu)bw^P8WP@HiL*D7vj9y4mXfoG!zzqN~%0)|NTz8#>CQ&ok`@` z#nY%8To1ptr^8F#F6MFxL~+(n@zRt)@Ua@_R5rtvjs!H!SdS`2Yl&LRE^wN$i0Hgu zgI4MrV7Ff|iJM&wAwmT(w(u@-k(8(5>k@D%y&3=N;xs?{ha{w%s1QGY{}C`Ahjz+4oA@67wFZVc{D)xOJDYf7VRJ zr2}VBpjLqIdr!eDi9ozMVJ@}}BL0f~PDM{2X1DdP=w|13Y)vqP%aKp`g7y?L{ZA<- zJY)W2ofQ1yTnj?~u`EYQGfDS40}IRdVuF$oq}!c=w{oGFVbBUjFP_lF;&PaI>k@Zs zd<`d6ag^*`GzZ^ZaKp*BDIxO%(D8c^3EUFJ@2J^bt5Pd*r*#}$E{_)}t-JWo?6Pe=A+phpgL2R#Mj^6#{>Gy#4` ztw-IDaaigrLgZMEzVJaE5f+lik2CFXeM3D=aH_^N|1QA0lM(Rx_y(MvaEB_o`{Im% zCGbrm8a{ZK19fG5g!9@|e?=+d9d*-1c4k!cPX#JIpMWzW6tH4lE1kNs9JgroVP(N` z=rz~G3BND#l{BYfM9U!zs#K;68uGv{x|O_&QA3ga9Lc@R-e02U@DJN>EnJX@pICmq zWo#2_7H&X~uNJVe!2&n^c}1>0X@*t&Bo3A(x(?Eglw86f*6+uf!WVsT{fy(`Jx z+=AB{U(-Ul3q-WVh{hM2koBc30}z)EzoSp1sd*at+qxCyX*?}y^C7i$U-+xpH&*Jm zFPRY@j$-R2z<9%Ss7x0i_a_vZ4#yDx^9N~IYZdO=oDH2#qS!iAL!}->2r7lzY)+ zPhVKY`sGK?G3*Y;0j!g~fKD0%as?Y8qbn0$@@hc4%L#a)=5%wl1Kdc`H91m;(uLKuN3qB1`AEm)0 z*Dv({44C2*3ACbi6@Ey}#jt!OJY={Sdlb~+W>-EsC+sJc^PSO}w;pO2YGU>C!?5}A zQ{u$35zUcxFqDzS^7y*Yv(Sr+D~Q34k4EIby`Fp_GYyy5_ z4hf&@VASb|zTeNKkT+`;b{poStEezojFtav-WL!MWN*@C)aa!_l|-bjYBGOK#1A8S6{A zJHu1SMbXt*uxJbl=LNxc$KBW@-%fu0n}pJH${4%i6ERPmgoj?%!>8vOu<~9rF5eM` zHvS?+bTkwqElxv^uoI?uRA54J1Y=M46Op}3(SA=V+!fbD$J7uAXkusoc#Q2Kva@d;P99S zurol6C-sek+^#N68C(fQOHQKy_yOY5cAA{kazsUC7xX^+fKEzEgfBY9^lJ-qPWpwA zpYL|Uu91GC`ie(R>osH3oN7ECyc|9$?jxRU+MHNz6!{(?hNHceIG!Jbx2&EL_nHLm zu7(HmkFSM&Q`Ufu;1@|BVGI`IK&)i<Z6Rn0F%kc~&9}?4?>qP7FJhI-m6+{dtk?t!wXpz5=o;V+fwyYP;XTJ=CgP6@RNfr;7hJ z!KQ=jP*y7jTZE$FQol2%xOL%W#+w`7Vg$}lhN-~P1Rv?d&>k)q+E+*7xUty~Ib945 z4iu69=B&U!*X|L=#}8;$aylG*84REM4Kco$z+AcwBiF^zars$z{>UUW*W$zXkwy&J zm<-XPX;{36-LT1Q2l>`0l2Kcr28R&1x-pel)xP5PA2Gq0;{()sv=QPjE+p%2 zdO-1$H2h?#N*-wTLG_>yzMYSFK0J{u2@u9hsXl<(Kj{HuYkVtZgGY`(A-{48P%m#S z?K>WTPOK00o5C18Ry!bSb~vm#F-YRaIm6rHt+-Vt6+AV~XxGF-^lf=SMqE>9FF?a=mO|mnnNs>Ceo~+IN+<)z=vDa&|$2DEvgk%>zFG{kq$>;_I`|Cybo*q zSHqrNd8k~QM}!`pLn}w_SnNN7LcyFKw7A!g7zr z$H?HShtxPAopf#ZOngKwGmo#cY7&$<Q(pSo9(nG#a*Il6xyY^O=a+F1Ez>;z@REV~4G#^4QmY9uFz# zk$hV@E?OPP@9&ME+{rvbEEl2eY6n$$j2~5ZkM^#gg)^@gVEwaOXp^e}lRGmxl~e-^ z4y{Hn<7C0nv_`0Wz{Ax6y|~>l4yw|N;H24R#V8 zt7Ry*vl=v{T8M?{PH-t?9Fub^(dwHFtlM8kXKW9{^3o8pde9W)uSG%xX$JdWS!D0} zeZD=NhS#pA!qS~v(csSv*!;8vH7xBRB|w)yKSO~W7e9+jBWplz#Wng{AsLoO>^E5De3eGZWTIJz6CQiUk=K$N zFnpE}q#b+7;~hW2tz)_VnwVu^7s*&`c7N!@1FekV7763OZpO%GX)vzy3|yL<4>_GP zKv`W6=Xk7u%Qi}-fjUf9T@Fh2^)TOQ9gIjJ+Pl@@#_tD6k@0EF(3*rGDGQ?ZF?jY!BROI< zmu1s!U}Kpcx$@erx5rZnEXH*3l|t*SR(WC>F40E zSRlGAY{#Mz34U|FKc0M;31{@%KwxEu_S%zSAj^U5piZ#*%}%sw*+I|QBw$R{Rdi~Z zj2ik|xEYX!d!veB{y%#-^XMb@uzMAXYUY7>eg|1Qrj?lQPA0d~ACTr%a!^Wgq8=Ci*d4|?Xe_#I=l ziSUA1{GNg>BvF8>3ZTE(!-fCbzC4jyE_HqiwHjtn(6}=>X@HeM2Mv%ii2*1?{V8Ogec0Y;u z-5SoorT|6*s_;XV79GCY0Pv_9X8HT$%Pw8U;sD4QJ3#;F)`Q5`2E4}dpgH&B$rmSU zbQ}zYk*ol${Z<827&qtcNl_H4P@uh5swh*{N0$YM5Su3%{Pl;A(X}34r19@%@;;}6 z_zx{0U-wZw(3lO5eoG*AQ6a=GY{sRU!}R?EEpXViA0~INq(;mu`zOE%=i24L7PU-t zyZxEAD1V?{F$4UfP=)#&@B8fxs;1@N=Nr*R)^l6jRR9IVeN-g@I=KG zX5@O}Y+Kf^TjzpqeK}?(tj0dA3a-M2Kuni5oqENF+@0u)y{RHl^|%n5rzqileJPl@ z?h3haKZxG4v4gj-_EFjU7g>$vLH5UwrO{iniF$t<#;saRRno6x;g1+BTdNO;?+3%E z_aXeNX+bpamT`(^GSGV=2=3jm#q|<%Q4)1A@WE!mCqW5pHD~*vtIA}(+8N-9Y@%i< zVfbvP1?Rgkf{UZh&?_be-Jf#d;`S)~t8Ikk+eBeyRvc`uN#rlW2>&JId?D(t|xwTqdi71Dk@d%Y|`e*96j=TK~`L`k?NNPHt>- z1lnD%hdPmkI5Fffn#Z}&S2Z<|G>Ni&)H-6FYzlX`=aI)%j6aan$nR!1Sf|HtfXDXM zcq!{R|A)tI{-5&+xbAx(&fSuW@oW4rq%f1H8AZZ5zcQHCtw{>^)j+UICnOfI`gr~g z++mmm+l3WzmTwk1mRWN@u2wK+L=3jNCIU}dl0<8|!3zIoP>d@<6`LaD)v=trV*^fH zy$OD1=tK9LO1NI{MA~vjY2>+B+_Ntaey7bs^W;p(o2~|Ot>v(G&tLxGgVAV}RmXi# z%Y$~0*CcC-1)pA6Ne-R~g15I&uwsH9{+47r@I3{*(QsQF{|~vruoBuh@e{fKP7bZk z&*RGm7?3|DRuC?>6MN3xqRDH%6A9l+Y!~c?U1@v3+3f_49A`-LKXk*aM?KW`c_w@d zzD9oTJ_Ccr;k?RUtN5dy@@TQn51by$;PfcAU;ixy=0OSE5y4;LYM_n^F^RbBNeswI zc=D^x&E!8_Gs+J+i`ezyA_z%}V~4;H_83HypGiCMrePw^)b&CAzDXE8b2*hO=tc9^ z1`<{ChzyB#qTP!UIBX*bS)T<6H@DN6}JHt zPVw-3sJA2zoIRBB`W00? zG1&;$zD4|=rq5=uail0S1~Z}ya0UB4WY4$3p*+g=(2U)Bp#{@hrsI9bKsZ%&hhFxt zz?69w5OJT~qj)BP(pz=iDFXXPn z@dZ^d`0Hv?VRLL6eW2!zFjC zP=uBc-S%MkM3X>xH~~AP4#A|*N?gh^^!mbwVJz#hkHrFXol+&i8sXrzG9SOFghC_B z0Lt&2LX$5XN6x7_CGiWpj|)m~g-e@KpmcEo*bAbGoP8;1TYV)lF_6txnUodLuSBwSopY~yonnFk0+gi?Auw8vv)D_#-+l$Z>^Bf+l%Xc ztLWahDd69`n)z)wvR33G)ob}lPrl1!wRk?a^^pqX*oVLygC)TKkV%gY^^zaO1&paS z1ws#-;G}EQkQa8B4rF$6K1ye>Wad3mI--kXWF_I}(=xhbG2^qYokOq5r-H0!5l$&I z0;jLz@kioDh?vlT4Xoc1`r?h^#0zJIpQ9$$61YPxkB;7F`y2CgVzi@-aW9~F_Q%8G()PCKNl`>7DSHLq0ERejFrsAuBv%>t=S8G zjzsb%k39flVbkHp%?K>`JBcb4=E38!0(i2;6+7dPHjtdX9fRQ49xh&chjyWvVWLU@xBb2v)kF&;kB^lVH37xS7PnoF}QSaC4Dqs z66VHLa~MFGS4|v3i&8;(zc>7wq6$V5Y&H>npG^0tgp~*4;c!|%9naQ&N& zi%d0f?xCZw;yJ?N-EJs8M;PL_pC%vg+2i8Pc~Jjb9i)nM=<9|6I2v>qkGlI4x4+_O z=gl}TGOEm9;zf1xb0BtV35``&#;4{T-{NL_ab-vKqW%JBWfA$02y&5@r={B}Z*Uh*Lv6I*%ri8z*;SMnVtxEY`)m zfCL;IF#_pFWoYH;k7pJ|@rcwsOjIZY`$b8tA3s6;t)fBVw;4GRUj!jK$}rAt6;%0# z;OmYVWV#jG$<xWV0?Rg0VZ8w9U;mEf(q5{zd@ z;h3i9R2qap(egSpNqC{n?@%n*wU^4cj4)|m#azGxQIqu@dZQX)_pJQ>&(?SMZ5CH|?W`|#k^5*Rxo3afoGL3K_n+Q zIWf|TQ{R`7ISJ7;D2rg{kpZgMv<>%9en{hc7)N2(8Rk#ygr$1d`4+?BaPX=t{xIip zab4yRd3QH->y=`X>UZiUe}dF_dtgg%4F0Z*f;9JP+VJ)s+56=vEs`w;Y3El&YL^x4 zRXj}}vYknzVhOZgE<`!zgOg^@Pg<=BEcMUBGxn8WS3H%u-kea7bPCkXPT~e>Y5XxY z6SqDtMYG~2ZcC&$+>5Hh?w1jCrO8$zXRr@1c%G($rZW1lDhoIM-i?PR$AJ3EtDK*c zAIMI5$F0z2Jjv2Vl<6JAeP_?tKZ8|x&(;iXNS?y`Vhj1&r)ojWq#0hvXG7}udGN9< z0jh0`VctDC3`GC?ce7DhFm(dMHGDA`kpCJB`6NOVB!E4E~1 za~b>`T!7)z=Rp-F)0L`;(7)7{_J_Ttk};}SH<}OlumXRdNrJ%BhwOhLW(aD~Ud0^XCzT6#8(^ z81kAllc)Y|?4~Ay__RtuTjNURYbixH2SwtcCJjwrwn5_#8<;sO3w=*T5xpS=oZMTE zFWG(GWSI!Q(DKW;_Ll}q+fG51zCnR)=1ve%bYgD78cfv>B{R)6;X`HxeCsczFRqy5 zoB7@F=b8ZA*Uko?o3VncGXqg0hOthB3R$0OOPXriQ19wt=JM2rzVChf8t?Ns|FJ)M zE1V`mJp~x_{0!&jdJ1!=exg$YW+24~dXBwQN7%coDeNybI?@3@rv~BB6E=smFXvjl zj-cj@X@vA>pxe_q@Oid6sM#o^x?MXax-m9leFlhW#?kWx`Gr9tP@P>!TDF!TY;+}7 zVuiS)&Knxggv`XcJ2wnC#nWuyS4zvX9t0q zz?ttqu@3httKw#hc!xBZJcp5FMpFs3n?k<-pBWckd8z-#$tl_muMw zrraVT&uVZgeN6BD*$<*~#xcfHJMj?r$1n1-_}@`|%>Ob8-c(hQRzG=E-@J&%j3oH-6vcBCEKCs+sG8}ua0+Sw<;HsI{aL}$8T%M=X zt!&S?fbq5#UDyO_pG3Gz(rT#mpc>!iu$+L72i}ZzCE^AusGoltG=q{b=yDagTU!g# z1!wrd3v^(^FP2|D8VN-w&%tfINbGB`uBl)CbOKV_;lNLp3Fi?|8++qjAt-blw%uUnXr7YspO%OLZ82RJ+Z zp|0kDDcV=*#4}5Yp;HG)YDwde;X{6M{wW;F4%8E4yWwv2i8vV9in%8iVz$vj5^Q>x zuDa5}IfMwqg-RnhpTn2{_e9az)Pa9zypmw?m_xzLf^p-E;EzWI4P7+>FBv@Nnz#3Y?{rI)op2hs{*yS<)P^5&H5xtaz2WOE zBgolygodS?QzOA!a-u(*#yDm2C!57W()ay>H&z)ych-Z<1^}yROYw#p%WRn;l$_d+ zkMgGCwolgxEGZ-pUc4dmuC5{~?nmhBAQN0^kcZn&-laiJ%i-)O^Ixl2qT`l&GQ+QHo8#K~ z(R_dW8@U&rk9UWj?rU@ob5#U>3&ME=Nzk3z1;<59LHgGpI!m*W6nyGMcavzEB9%t6 zGiy+H%}@Gcn+{AbzE9G}pC>ls3SfC`B#z1JYZ1SeisjQY&_QAXNV6IFLfu;GcIFsd zcry|FCe@-wKkIdda$vqe6>~~uV5UF>{~HX(&!aO?%d-mRImtlE0d0Ie_Y^!dkb(aq zn@EpHHcD?xBEPRL1~KRTbTKX{Cyb@^@mPl$(xhlXEz>eZKA;aatc;!EaVP9 zna$U_?StD^7ohLbM8p|;p_R`(5YaP;=CY%(wA_#Oom_-%tB|fXG{Lmz5)e_O%fC9Q z0{0Z2!V>RroETb*s~f86m*$%!Gh30``vy_#EHU&8Vh$c5PuN&pqyOUEGrD}C2+j+b zMr5D_N4IKGi(oydlc_>iEop9TyZ~~Z3X>rAeDqbHMLW~)RQ~93OtVZydp6gdVCjGh zfroo{Rbq!Dfi(Y7x^qtizr>!g@!KlVQKkCm3&{7uNZ84I zngw+^{32}?eA1+b%U-Pm#Y78I){qP`GbkK8TZBoWi}}`u4n*{F8CibN2B)zcw$Jq| z^!9&Ws6(?bxG^S4fL0a`&EJiOf_zU{;u=n z@$vuYohz&-PKqFBD>UfN#W|>KRfT^Hdg+XGMd+AZ0ONGLsmGuf7A>ns=es=EazvUG zx1Yn$73}Xb-H;k{iTb|cnb`GYH5adPb7%P5)yqh-;Zdm>% z1tHQ9X|oJZbx($~H5ugb*+RG)(nhBBl!C*@m6+v|N2dqGknh-o+B-Jkh?5%GFs%vQ zKDEP~Ie$q%%S9ez`Im8OLwvUi=GtBLA32wkO82xdL^en+l zL_zTC$w^`&Bn{oiE)rckmhE(Pfs2DI%VZuxqR4(6mN^L{J7?mu2~BuwMHq>{xdViB z%+c>r72D|r(O{MVh-ehRuBRM5^(7s(t54x(=dJiIE&*SRYk>y}g+$}yZz+HSbLQfLZ3SpuiFtH98U@eb5l@!Hfj zm^(p*y+2cM=Y9vyMzj#0S^h__{pf)ACBAIma|Z73@B@dT^IUOk4%nB>z>OPPu!uS8 zOe}WsE2n%TXKdMiy%#a>djuY|UPkNtw-9wHJv_GV0J)=(2W~SiL(xH3I-H>e(^y{J zE2oWbbc2U$D1=yX=EDgbZCQ!-cr20 zAqPdGj-&ZAS?E&>htL<*)Fb*n^O=W1^^|Nlcs32Yy5g{!-5VBJpXCouJ`7pw!qC4w z7n5Ij!4>r$@;hAQFZ}{ET5k*+wfwOARVDhYK1~|W=)l3mW$@_e8jMTOgQj z*fyVrd5(S{@6z3>6jg~@YNGJ5#2lP;Q}~iBGq%dLnVJi)#4*A{t?nNa$c5lYEURvS z-%p%ygvPG@c1tom#QLq&NInH59&Ws|w5`4rnm zCGcu+EcS0n0|ny~`1}_|eR>P-Z|o(;dmEsrBpgK-Y4K}{El_Xt6;Tno##jBk8|#ip z5p}g&^sW9UGIL=CjZEGGx|gzHo0Tz2`~BlG7pK9Mb<4O}etBS&l!5x1%Xz2U_VcB` zH**hLEYWIb6fyJ~Px-U-fOn=HOz-qk)5(#%Ck`%ALNYc9SDE@?#^E#+Df&tB zDtWE4dqU}E&y66}e}uGqJ*Q54rE#fD2u|Fq1A50tIe#@%&|DKnDqkB?tdE9mt|7$p z%@Wx6PXWq52Vl^%e?;ZDKMm{OhudQpk;!8;@Y2vqIPfo=uamhQ`pe`niKh#nFKMFF z>Qs;jkU^!#nUJzn6|=r)^BqPiVf>a5>gyE<3$_K*jVD6zWp@*(q+7y#%k?bZ_?Vsz z7T|-|1rTe_94^Z1z$kwfddaE7l|cY4kH@4;n`sN?^04w@8>TO=BWu{brpiZi?3v*X zr>9NBa}A@UNN64$jmyTdyi^qJn2n1A>QJFF19i80LG!ye{8v*JgRSE_l>fnDjrT#S zf5{CO2=<`K#uxP7d2iD9u@%O??*hf9cEb5}Lg3OWY|WITWj7V^)PHlZW^NtS<|n|r z%Zl{3WeEyCrEop*-C$&ThfHW!!T;vkU`ARK24&5}BfBe!qC_^j=h;%5P&eNEl{bjm znSV4Vvxqc?W$_Q>d?e3B7+8>gm4;{1g*1f1Gv#Azw`x!sCiQnUaz zGtY3L_b#yf?T$GP-fRi83K_pvSUlxKFi>TCIwquFl)RRVM#`6rG1dj_()7Q&B=iDvAc7LPScv z_feu@HfSiLLZPG(X=(4h_ufTQ>$y)`nMp!sWbYZi=I{Rf3-!M5bDndq>+`{NTZ>^% zY%uCMJ?4$I+GG8$U*zJzU(z=&2>MIz>bT1_gLh5@%ltONRD~#bwtFpC?r;@j4<=Dv z?FF#oWGR}>>B6T|>*1s7CmK`Vhc>HNcI$%{nZCJ-o)A2UwLXKqFKo75dz_yny|%!+ z^P6bmRzvjZN&sEMUObd1jl+gpF*RfZF5ykXEY+PDcIFpPW3vyg9}9sGflV0rtQN-h zyVG-z(#fVx>UhPMpNRa7hG>yI&|53bJcE+>bdec2GN$^fTOH_SdAF^6Vn22&`C@+i z8M^!#>zzJpBDY@o^OSNQaCQsMQ$_s~D7VuEd3&Q^^@TK|7x{Npw$52Xt4*acc&ZP$YgK1Qy5QoB7>vq^cQm zWs~v9s!kx0XK4{H7JR$&P-1=rX_J-2b3c}2&C)*3bEXi@7>a=I_a^xDW(cZAR^aK* zP0;Qcg6UP$AfrSMzq)9kbIx{DMqlQ6--wp>6n2ZKfy%fG%A&;1TP-hVd@$a2&;=h z8yOE=98wKm-^k)On+9Hdn>Q_DjEjTf5}0=N6Yp7PB#ea1L&Q~4a&gKg^yZmkbc-!1 zTC)op-~Xbz;DxcLBv9H{3f>GZf}}cQC|Pt{bb=x+)~6* zF^y|nlgm;p_+85~C~?T>-f*w}9Pt=EPCu%uF$YE*RK|zlk;(1ITeK5o+$P|r|1NTq zUH9RXlWWoC4s$%uy-P>J&(l=lXXMP$V)y_eF#O;eu%8^}YTnNYc5fi%3o7trxC-%e z+Q4lI@h3|J8eqMM0fa4B1RbAc;ATq?R*eSowhpl_=}y*LJ-QPd$7i93r7;G(#^6Es zYFz)Rg#4#31yP$~ApJ%>uFH|4GlN)GNz;=~ZIFgH+h5a#Qy33F(GwSTorAQz7T6dz zKoo5v@z1FQ_-e5R|NRoe>or=?B7Ov>DXf9xqqaIe`}Uw`k{*p4x5Fkuf7anu!^?qd zU{z=YJ{m59v#sx`)J9uS8QzV;(p|WFsFc{Un`r9trD){c1e_ z!X)E|IX2k`pvf|4>`adaybwZT&KKiDp%tJfP=f}#qEI1Jf#Dl0V2;BdvWd?FmH!^Z z^{mHw{B{O?^DYOrXfkGAUmEIP;8-3s0rO8LfqUNy*b!I-ns;*m_LbwjfBN8>!8}b7 zGnvP>6&iXRU{?EHFgaNT9}Yx8V4ODFQ#PWnlP*|odP!%T;J^d7sR zdmS_dA17C&eAU$EdI{NO6-tg4Ct~?mZ^rz|1kJpB^7Sa<<|Spkei>QNwN>FJAFzg! z?75i1_OSKEgqL+F8yAWCle;12(EngP{jk*zjz%(%0r^1mrqsZF|0WcT3Z&0u)ZpuP ze!P7$o*p-nM#)FLFudzM{h1N~Gtw*Yh6CHjT}i>2R=GHKYcW0lJp)se=i`lA!#u~o zLa@lpglmk-p>EdqsNUMcG0A(dmEPVRj?*L7qhoyqU9-{@qf7pB@!rum(te+#XUo`c>H-?X zG9q2egK+8t5iGgwj5oBuQ>n2S)UqGpEw)d_z)hO){L~6OOESRgcPXtj62lrje`wTy zKtkF5Z~A^Cn)sxRcK>T6k3-^^bM`VB9B6^nM~*VK{TS=IHbei^kAxF+N10XiP%9CQ zZ*oK7k`3!ds2SsG*5ekOa++Fiy-99jBHrD$kUT2Brt|RQWqNbsFsfHxg718X@y&P; zR?6(aZ6(TZYicjO#&(Q_TE2K$t(^E7`Qx9JS3zAW91RX0fR1Wsa^(`6`|j7!jd|U8 zY$6Z1b3$-l`v^9CtE1yhD?q*P2CBcdfD|cJnh3G@?CU`gO`3<9Y$t73I!))wQ5$?Z z@_|bXGJ&Ls!?^E>IxIb|0A3qZ;FIti__Kq(L#dpB&w;bB&LR-@RHf1LdK@kd|4Xh( zP6wf%TS?6}U0f$|gTBh2fORJDUgQZoH; zm;7q%wb29P1wD)}?@2A=%<%RBpv@~7Gq2K}{#$Ae?m0Oa+7=B7KTkt$aufQ` zV|3p-u-p$FVsCW$4jpf0q*RhQCvKkeh#I!uR+5~r!UlC6I2JeSrJosr^ z!RtReNb}`D@@u*sE;u|+ykB9ezuU9TyW-Q0)8wP26S}N=3N}#w-JNu5hSEesRi6hqt_v$&hF1Z!WCvQgG_4=f$Hx0M$4T6PrOX=S?L%fhl`H<7+4)16q z)NPJIrSyDs!fWL1Re#8>vV_QOtI;WBH*T8bOG9_hMXB0QbXm9t1TJ=AlZGPWU$#(z zXDi{eNI9>-yOfmiR-jYrZXBt6N?$5wD_XFZA*FQb>t z`>^5dO;9l`f#vf%p;o$BM{oKe+9*(gDs1Pu0+|!+#94gQ7)tMr7V}EM30798L&WM* zUTJSX-DQ#q0o|qW%|eX(bs`U*WFLkT*9*}6zalJ}8vsWbOUj@;hBU3DV8>UF%^QvA zkMf7wq7BY)EUlc&KNbP|xEzpeoB?f&6>;rLFL(IwYzSZ7i%(At@UoAvJ_7rD?4Mmk zvbJ7D0yW z>F7%u@XVj?&|CmUck{rz+zRLZI0PFPx1-L=UTC+s2Cpd-zu?@uB zfI2iu?7%Aq#Srmw3(21)N22|ULI3Gx+HR={^-Ya1EHp$`D=x)%Qrn@~dpSs_9HC<- zW>|S^F*u5MViS}?T$c}yA56xP$i z(<5Qp$6A=#Cj_6p524S;Ehr!930KWm!IN?3Zc@uaN2U2}rVG;a|H>|2+@dg3l9IWL^-9Xx~Ww`$QM{R(}Ou@fySLZP8WvvJLDX+U$p<$%jxpU!El1jltQKOJUDH4KTcHhjzJ5 zq*FDYq?^s85}CEI$F&I6`l8@og)CXVY?xeryPWFJaKqn^f`CQpuw%dvwpF#$BK|nM z@R4PCK54)s{zDj3e3|jGDbLV25?q=V!|`!PxHJ5XtDnw#tjCVh&#p^p(ZRR0;P^r4 zs7S=D`*E=JIfeBa5}?pugp-_G@Z-C=RKPeCg3C65p7J`F{yY}1Rb-Iu$&0ufQ|st8 zwQ%Ye5<rzf58ULSwi z^RV>VO5ne~2eZ!E;HHiI-0MlDxMQ6IY?x{W&mGV622YDoGZR~wR@FiGD2ai}br-mj zP2m2_LcE}E1im%Q86%wq4?=^XMe8YD>HnPuu3d^U>)ueSdEM}-R|HiT2f_g3WuLK1 zfskFPI{O$mjJy{D>7zP~aV3Jn%Ivl}-2mIt&Vs_~{rGWq9Jb%NgyBUI+`z9Opr`XN zTm3UN30nkt9vvuRg|xb34z9Y_iWVZV#QM(!8e(t;o8MN`a|`c~jk6!q@Zl!(X8Dcx zyLuq-I^)@Mamh zF6G7B`%~@W4E*st7qjeIuw}*&6#X=WBeLD(XTLiA%ijcsJ2k=Z9_us5Yr)BfwN&81 zV{+k!0Ga;gDx7x?$K;Vnu=(kWW4^IyX|oUA9#Q(-U>>Ag_2klaSL3-`qr8DiH@dPw z1ARr*>AN;zyyPuI{DwZX_%Pl_wXH73TyG^-t7_>q54rf}6oiP+N12j4ql+K5Y3*IGKZJI~GIx z#|vn?2AdBJCt=?c<{JFs#4UD`#XGk|$l|waIia>x*eO06bl0|m&_(9J+gd^;KZg@e zc@GVV`(=l-v{Q6ejW^CO(T3716Co}w1125Z43f{AfPSgPnQ^R7om&M; z)Exzk6o{T-93+YUCVvhJ!o&7>EDR9AO?vX=rsWhU4lbi(KiTdh>^em3UW0M!vfS&+ z2pIEFfaN7SD=es^k>-7Epy(4z%KrzI+rHiNhVq{lxbfyH9NirVlZf z`(0A20F7}1xP!b6c+_~2bBRu9|4+z10uegA~cW4COLO^n;8 z5DvzI38x^r? z+j0cdJ7uu*(Gs{&-i>-wnlUlA1~W2-={XxyJo&c>J}T{`Y93#xrFtau3A5R{{UGBF zza`CqcJPnBqI0qz@XTtj5Ji;4!(F>@t!q2zYt01zzw>a`m0G+!X=pLmh@&=gH_KNrW#TPE-QZlskHlbeY7`N#_1stUbc;(!z)KtIAPKJqHXw*Md>A z2{`cyqOE@d-eum>9|m*r+R#=EVJxbK@fY-ED9hCMM8fWx-SF`J1^PX@0tCqy-le2a zEH08J{?Q-W1cF1rjsH8{tdoz~?aJVmyAM|lu7=zb#h5l~0-ud2xCp9|psL5btkMZ+ z)SCoytLk8fbr>j*2$G+_lexX#?P%Q_28o?pLGVI88W=97t2Ttf3XM}tteAokYn!2B zaW_`yoTjJdhd{DV7@jy<1Pi4CK+jo;PW>H1-S$qR;aVfm8Whgh4>1_3HA?$>%eiCn ze{~vLEy1TV3{q~TAvb*z&4p~<_#Yp*)=@@F1fnr9%#zp2GN^CaPT_Hf3W_K!0o#l) zl=tZ&?(3Go&xUYlu4Wu#i&CtKti*J?nILvM2@DOSh_O@ysQhffi_TZ+zYjfhk!=@R zNF~F{U_+dDb`Ko*7)Tl>_TurhHXJ)u$4eWC!imxcaJqvZ7+qWjkJe=24!g7TqLTs~ zIrzTK!y^>ui1Cv)Eqidg%c1h=c^Ko?0^fWSaf3=0nd(?gO0LGy_enzZ#yMN&w@oD7 zdXXR_Ls6@+6@E)zA*aL-pkMeA6nDwQA7Nu;dutnpNZ%z%h6y0Ima!5XQc?C!8U0h0 zfLF(LV72ZMxF~rZje=rvR5Tc5XXnB1(tNyIC_&%OVp;tzJ&24b!nZgRo(Gh+=~(ll zjJX7C8&QJI+H>j771p%c)EySz>VOMk0W{$VZTl*;g)2-7Vg0c*NS7KX)+Y{db2Cj) z`?m(5ND};Oj)VtV>C|=UEExZ13?DyOk+8%#t|{O>H}}?Q?2$saD{BOH(N3sY#5_3Z z{@@rA$m8Tq;d0bj5Siu(uMSk8WN8WVj<=96R;(kcDS!b5cmC4 z*pf90^2G1+zTMQ4@M8JhMHm|Rk0*1%p zuwjlVZ93aTs=mYmtSzE9GyGv~cOK+FKTG*;cQ@-EpGL12WRrVEkuW%Et9E?F-);Lpl>ZswG59Mq+}=EyKIK|Tl~f+Ju<>cuv}yO!Aeu>uMlkW6KB&hkBKu*Tm5 z3`)wFZ-a;C{B5|Wt_iGq{P3?8yYbg#!1A}o+Ikm);KwSqGjczJM!AmI5IoNFecwr} zO8CL&S1K-FsRW;bKXC6^c3>dy46k?}!eX^>(3B0u%4l@cAHENXLzI#-=A7}z^fR91*|uNQ{lHZk;U$1sjUBk%{2V^=`OC zkDHa(2UoasnqC=4hprcqL$A8q&Nh~z1kWFC6s*A?1H$MxC5P^gcY%%b+lZROMq*oT zNdolbpnlVNx+vp12^KoadX*(OS@{LsnH`3*Vr`gtEl|fI%LNVQGlz{pC(Kz*alF)r zdb%28MJq)y_Z`S5cBUmXnPqCK9??t3BNhorZBP~19OaxadD6=behz_ms_H6`IjW>^GV=ZXKnCjIhx3^$>ACcLh1;vbB=^LIT}Q8ZxVK%8m3VnqoI4E2YjrKfWvP4XvU_Q z7{d6zX>30mGCvWf{+xghRps!nekMM%3BoJZoAA&oL#k|Ni6$2(VNfD_9yu@K)J_+n zjrkDSRHI5};5+(} z`9^T9Sd{sj%kYGL10+8vh4lu^9>N%km$MlI@@q1vh;E0g>^5a3*$q#z8rCXEU`<3Z zeoj>)rDo~)Nx}!h-b&B~SKa6fYnE}kTga=GKa847Yskb*5!5S8#FC;7aClA-y!EW* zSqbD~pX)-@nlOb%Z;XM5>=_(&12~1{QB-E(arB*6hMVecb7fv9U_-nDd6wRZcWf$1 zBI^tIT#^U-hwS$7-z{48do2dY}@^SMoS^L;A%sgDLcuA)We%6MYAH4NRB zhNtb?xWTcWb!1F%In_cY1HiYY1*laNN`mj$(>T2sJlB6Y_=52+?w>k=S58?F0T0$Y z9?pX}jYTjZEz3ouRzqsKF==xNfW8aNm0e*5p()m|e`WzZ)j2~vt!3a!&l#F_Y7lmr z@YA3t8PLo2ZQ^UZxY4Vr=n-m%zOI?@tjCMIeS+ZAw4N4)n3LDrmXX;qo^YZ>3cRNa zVA%WHG;B*Y-gp%S^|N2md+a;VSW^P8bC~BUAR8aIO~M*CB^X|sNlaz4(0@q*33@IF znMTg^Sz0PQpB+XM+6;J;U8g~zK0h9tavGPrGyl;lAyBxbOGXva@bhVZ&dhWTTGMk7 zBQ^~+KHK6@T0E#dP@t#XPNVnb0@%JS6!|-3VIaDLws!Oq;7KFSJp+Sp&S3Y~4syh> z1NKi?gtI@n;MGP;craWEH^Ri}-%Abfbx$qmKJ1_i3oao4Woys_Wmr;|Ms%4M%Gyt( zt>#1{3KclQu*z(z^4~V>OwhpJ$69gkwmLLkx&;2F+v79sH}vys3D`5SoIFsdqw<<3 zQ3Chk&i9R+;fiLKfj*0imcArurAt9-p%o4epM=%}mr-+D6>s~1Bd7dQAG{gIC4Oro zOdyldn&rRt#~i|(!=9w_Rtxc&eTy39ghPK`Fx~wAuTJg8ej2$f3BnBWLA+)=^SI^% zdl;bAO+eY(1u${z0_;=E#F)Vx_`tXtBI&I#DJGkjFh3PWZ)Cyw9~t26JVfe$orOmS zBuZpy)0MMH`&J=tef|&)kczcIjdf%dZ`3xd_67KdIA74g3(b6EG0mCz^VQkqMP-x(1`y_i> z6y89!)9#V0&%;62WiI&oB;m`&2Qk_<3m`iPs#Rhj>Jak-?qhEI<~Fz^$ovx5!|_h_ z1hn0vf`6vFVWmqjek}U`J9`R!v-BSkmJ8uJ_hhk*Qy@MLy9CB%DnMTRq>`%q=oc$V z${k`*MgIc)8LNWA_*$KT7{+_ksHD?hGADGc1$O;VL6<2UdH6H~+r)FwZ08gl7+Z>? zZ?<8hLK#}~C)0mg_M}478yAK);>BsjTxwh{%1igaK3yTo|NS=ok?+c~t}I_W!w^ho zABH3kJ9K;+&bj4?(1F^wyg%|0pkFn@<%HG2rP;?|SCZfbJmi`7K$s7sKvE|11<*@j#45JQ#Ul8E>R7oAHV?4Ji|3m7G0mGAGIn@yig17X_(={Zj zc{NJh*P`oY2$JNfW$>Eie2soA0fQU`IC^gh*f^(SrtM`kRJ;JTANq*zc1hG#l7z@p zW28K+1nbzXI;ratPOUPBm*oneCluJ)rCCg!GZ(|N{As9n`4s4g?jSEF@5hn1FSSn_ z_R#6E7Bt{i1(!I^BbMoAu>NYRwsPZ6eEfV7I?U6dh8x3?hHAs?<0tW}<61iQFatNY zrJ(YT#kgIac`(&4aD7iVV_A_2+}+a&a*Pof{XHJ9{;ERD-GGh!Avjpqj{oxBk;@sI zK$*Qy8BY@h%MHCGxPLhweJ;km{OJG&DXrL4=?T`23xK)qvbejn8{1DK>zgLh+><5bOmjKBy3j_(7GDBExpFK_I7uaT zC&L{@8J4q5g3Vp;$&9_~X!*nwZlqzw+qQLu#F=WTJ>Axmg*OeNBv#bGE`7Dt`g_t=}|mb4eN8nv^m+<+2( z_ASG`GcAa|(Q$eseJRY}%RGEpNpS!DMfSg8zR0~PWZ(E6;Cm8INB_IPX*eDu%N$=) zk1-BXC0=uDm-<2anGjAwlVy-~Yhiv;0gMUVCKm&Dfz?m|4DV@ye=C}3V^S7)w)ge zd$R>h7*7EUtthhe`Exp4lLu|N$)qR75;|{3ppx`&vTC3Sp5~>%z~~#^+W^*Iixk3- z=a-Rq1J+>?$N<%J8(1PAK;7z(lA)XJZIefsL&NSjSz)vl;;w$taXe^?>E~+HdJeG&OjN4-_?bUXv;1C*4 zK7~^fo8TYILx_6^LG+D5w7SUlnYoMT_bVM(8e@;IuXyv$Cr^R_SPhw){T#nnAM#HT z24|x=WMyR>$-m=(!!xRIC@6~fh3ezS65YtSyUmO} zZ`lQBTQu>`>ul!4aE0E~O(X5By%qb(pqV;PVBVfS9JVc-J2+{rvS#&12d zw;i9GHxRz(ws>eqL|cb8KU%jH;)15HWY_gbSn7HNd#^QE)FeUD(UsV?>^%JL zkAoRcZQ&blHO_U>fL~kYvfNM>F0l=RKC=qkuw8{*4q1+-0#{LZjy!c=c~2)>el?xh zn#Gvw1@K+F8s1jb!^xyfxVn1>3b_8H27lj^Q+v}Pez+7Z9yHSKd6%hdohNzM?}=(L zwp6=c5=2v;==A(u3n6s{c)(1K41D&*P|aj|;BGCkcdKA*X#^VK3qj$@kS#PFE~~wy z{enBe$)l3FOB%3LOb}16&jj9_Wc04}AX4I{#AWwqTAVx=gH@-yQ*I?~upv zZHGwgIWzpc&;aU^1F`Y6G$>hxqVwowXgfKFnD4nk3@csnM0pJ8wTG^b(tbsIXU?F4 z3wpS(Pfc)^N-$hdizU-@x8fq_Uc8$_ad+-^Dzis{XjIxWrh5tRKbdF~Xlo~a&ZUFQ8}R642lg**1GhEBP@KI7S8m#Z;#VJ% zB^Mm&ta2y(dhr6jH7lb9ixyES3&60%B)IhQB&yI<(9QCN%kh4wEO-HI*!&r`vXbPP zq{8pwUR-#1J$%3ak?V+#z@w`sf$j9ktb=R}kJLA}dVQP)YxT1*$IAjn#1`XH=~80; z*B*kqe4s2V1rrWM;5y-QfH`4gQCwU{68k|wr-^RIHVm~2!X2aPu;ld=ojrw- zpeqwYpM+i`L$BhXaAOMRon8b5GPdB_7Kp)ivq3Fl3hHer!2Qwg7=)8R#3dB}wls3# zdCIW(&U%cjh`?8TJ25D!mR9SS(ei=-{KBFs7fxlqooez+xc{feb-$IHRAqZC#+CF)#S%-HVo zf$;rt5Zo7brmrLN;M3`9;0sSclGsYmY$?YX``BLM*?u&cT1%@w8Q}h2CgAmaMZSbP z!!z9)NNNbfi$+zrVc~KZJQTy;1?OQxwi8MQw_==8HqQFI5bO-9vAbadJY@OjEz!|9 z&ngEkxH@vkWI4}8IG&7s6N4`Pa`I*5G}eySz}3fRsGXrD?A;KBM*=hH_KHX3^@kt~ zdB_I|=IPMdbPP^sA4R+M^WgLh<}~(OjB!b6#IR5h1o~K}I;{&LLcft{yZg+8`I*dd zPQZH*&X};NczV|yI1`j;k98*EM*?jroLm7Pi zpo#a5CemA}3Luu+0uoW@;m&rB{s{=gt>e4kh1^Q`wthQUJ;=hEugh@WeAY`8Wc~&D zHt;(y391jmP;ZGlu`cDKHP<322U2LR7z4b4NJwxK#ugDPvQ4T8B^e{k#WNS;^)fMs z-M>nFjzEp61y;V4f`v&rysKs>If-vK(fF($=!a^6sPlTdX0tyvd-#HvJeBR#%F1Cz zb{YQK*8+e2!@;{M8&vEfS$_5$4u-MrW2h5#W4;qjvtN|Y_c7=emV!a@O`_mh3|8KX z*qWFNn&E=5j&X|}=Y1zf<&1R}KhMH9a#>K2e}~kB@E}^{0nci?KX-t!#jc1p5c4RRI)bje7|>BgxTi85 zlhgGz3%wlhU=r(uC1rx?+@bj zln(G)%};63#!H#`2yiWX8J6HkXfe;4P)j9Ig9!JT4km*H2~)_nDxjaRP5p z8DjIagGx%8q2UoZ+$Y;XSMWm7@}3}u-RmQA-%cTh2x4243(-)Y2l8tPy>+aKQ&yS| ze-5Veo-yabe3e@T0O-2xZCj(*}D(J!KVt?`uZYRujvLl?=t#r`aT1f$B-wk9861G=7UP`4~ zB56j963iOEfJ&R%AoZXnhV(d-6LDR*ttE-{8ScmF#F6!-85_C#1Mz8TA}(1K+ z`kqK3=U>Z_lOyNJUA}zy=$DF9MXPbMXFS@hK1yzeJfg9FeZVb_fswL#L_GShw!EJ* zHVX(qs(cyzdGnqI+D`_pJN0;Wk}-&v_uzMZCpgd)Kqd)mW6{TSD*9#*Bx;+1>~IUN zEvTW)8UW=v?U?o<9D^g+-lw4(WNd@*b!{Lf+?a{EGoR8u(LFr92iI52S`^~CPhIfT z-wwhxt4X!{4(MJli;4=`ShH6g!;Um#!qx<+Rr*Ip-p!!9-22JON^whu1)kd~$ylUF zBZL~E!h>L^N>tm5k8Y6LnS(1^MPX`P0r(%!L}}H9X!jx&U%HI7g?yWc+Vv5TGG{%y zL9lk4i72M(u>0F9bxggv8~a967)LPzvj!e<^Af#4raA%sM9sw&_D_fydeVo(Va(OV z_Fo!Rq)WmYYF)omdmBAWeKifAFD`_$)9s+?NeU?snvP{A5pbeR5`Q*sLj83Xc&luT z)?1y1u9cI3&utDF{8C1Z*c_B;!fvRhvthU*0e2po(DpDa6c1mcyeB1J$ye5|D;Q$= z+o@8-Ff$pbhzL!2V}-ojlPH={j@z6(VB$$Rhgb0L4%%&;E@%VKtg7?Lz4uqzihtH{3Xv{|i zoz+Y9a9mZKWhzH`?Oy4S+{k>aOH%M_?kSiyO$Zk{YzMiI?44FM9+rweBO;!icydi4 z{a_o6U3T$c%72eD&71;W+taZquN$v1mb?{X^!DG301=}^?)RUyxbI39&Y7-`i~NH~ z*nu=EaqSSMeF=nK!5Fj_VxKdXk#pP|i5*94UlDQz?-JE7^akBEa1l5OK>1R0m=^;wy9}odef980fppNSvawr=c3Qewu!7Ni8E;-I2M_fzr)9i67^+ywje=maN zha;g|YXx48^Z>Q$BwX)vgB0yfC9543QRG%OIcn#LFEyC6PS&1?$c)mef8N->KLNEO zb3vynoqIf(i}x8PbJDj09ITy2EQgL!i+ndYw|4@kwQdw@D&^{3{qX&x zf27Cy8l-IqqsKSRgW}Y1yhyY0XU0Xy{#Ssae80)y*>iMqd=ks-m(%US{Gf7m4Z3(p z<6b-FG4rZsE=pZ=`B4A~c_H-H$~ewv!6#Z-uoH)lO`tkj59vI!A~bs8374JX@xjMz^H33&U>Mc0&_xm%B!34 zuFGMdidongT2EX*ZAV?PW#CZXjk3>+N&gO0?$FBrh;+0Ao-Qt8T(t%ym$tyXn-#Em zJe(J`)CqN;NJ7AGSNzIu(1V}b@bI=W6b;A&<;VGG+PxhP`d-5YBOE$joDL@&P4Vp3 zz3}4Gh&nqbdss?WxUS@qcXPzIka%>na(xv0xs0KZ-{SoP{4&Yl^7T}FM>hP|US zpHstCim_Ou)&?efBXJ7LypBo)qD6~0ER0%9yuxh2{(1mBQEdS8Mb-E!ya;!T$C8uJ zZqXFe>ono11^6vKgB=~3P#`fvl&p6Vvzxn!&!-;jHEpG)ncX0@oaJ=o>d{`s1jHS_ z)9BmkJllh5R5RL#w_Ex+@}%R5t2p!1E=b3xe$7xiX&sjP>__xILreF&;gF9BPE^-N zXiv*$rzYS~3C z2)o@mc*D63tDq#@mAo$L!4)F0@K>`My(ZM)Z~x0WR*b0?@qQNUo&JOIo&?SoU5Varz2W=rcBlxcreVI2rqzYcardZKuw1HJYt2j{i)a&;5p&|!T)teO9l zbgfImgQtQ>^^Eg0_7A%~$HdTU7jtO8z8k&5I>)#Fi-#qv+S;~0`aoB+o!~YBPdtag zc&||o=88wb1eQg(Ql1Ub3IUK(DnJidDqyje2bM-Gz&}x;81d5yoKhFS@I6s*-@Flq z{^W6=hjV$`b-J-Ln9v)Yj=08T73O{%q|f6Sdyet2m%MGpu%%Jh6ukotOc&vJt`R3(VU!K;~HFK>Oxc8a=*}czHADJG(`TH6&4m8(}Etkwi4lcGBb21yW4X z@Y2M?+uI_n(X+OLS0Hx{FSRt$dVJ_pM)8*$A_F>G@_33sNwr9-ysc-}fSm?yIu&U=QV z;Nd*nKYE8GrwHI|=hG0$mxf>Gw}C^vBnirXM{U2~rOj0{f&ZErefjDQIX@N$Q>e_Il&z`^MRNDLK~#pr@@tXL%cde)<;=qk1=)kNygDv zZTo_iQ8i}&(^`x4lFPoBum zbA|_BEO9VagdDzK2ug4BcvF8(p%sU<(N;khdhP_HjKVg&7u(NrXMFV4S4ZNySp;M| zoUnD*Hu`CLBYf0OM5zP5_;AHvTJ6Q=|6@U5Jv*1PP7VXT2dm)v>g8~tAd=iSW^S!j zKgp*Dga|n|fwW@-a@+54FCS$?%F^SYQJ(|T`SQ_ht~scMI^)wf{h)6>2kd?@PG-hW zdUmq`&!f5$ujMw-PlJiD6LdfkhMhtv)p~Kqx3J4=~c#)DpSBUYYw@`_5=z_ zW~g&K7#B>Mi$A6elUjom^c&sB-j^G2F!dnn{=0y)4DND)i8e6z#1EcN`7@sMg5avXeg6hdpk|^tk8^#;qJ<03-9YjQLVlI$S&~-7&gj* z_)lT&eIM!|Vo?hkMc$_kvK$!j%OKtB4*3pBq`NPUcKEUW=pJ?aamW~rnrZ$IRal!Hz#BSw zjGme;&N;Nj(!bmP()nj@kckV}d%d=!*1JY z@PTK9E?O$+#T=30-DWt0^_g~b+@mjGD?nu~Mqh14yZ2X#{kt{rF7_2szwU{3?MnD1 z&Jxi_3^(0>$3>5>$9COn5)^d`R^9YR>l}Z`@?ibzg?H)w6u`{CUYJ$+FRIBh6CE>>S$eNEm>&(Fa zObO%)u=$tWEN|DRBmcEbG*ga%c_|?%oA8(X&OZl!&-~%`;CB3BDZ@SP-i$H0os)dL z9P6qhvDuu%Mb_D%FLayN?=lNkjL(4H3+43e>tHf-TN`-JFQ)GGHAF?I53WAXgM@x0 z>p4EKVYlA-4tmtXcLokTh~n2J5dI>4Ts+xM1>$ zD)YKwi*XaI-JC$D8S{9lbC=-CKwG>avV}&NB;fQ64*CusqQ5pJV4B`5TKg~s7T&*4 z;zT!Lt70i|->fi}h~vHc(m(|td(^^;y@zkKlpJ9{VkqO%B&w1r>@%VX{gOvm0w#dJ+`BB>abMz=B{vf3~NvKSv| zKIEXE++rB*TZB8m)`6{KEP4Asj?OzA%lG}`ku)eFDrH4lXc*(}z_js;TMw;3~8Xpbqozkw~_5Jd~8}D&5m+YXGpM)U)HS#xHTTTBv zP!0Y23UR>X8V2oJ2wHMW$kC}n;5?@kyWd@)@}}bWOUVNM?wkq}Li50@%L^T8JSsRa zcl+5w;_If`DZtL*X=}W|zp5TC?#zYI<#SPN63gCtE8)_bTF73TgvlYy87H5O%Sy8u zr=MaFb4;0aUE+`1Q3j(klE8DG8UOND=0ThphI$#bm=#X{?U!L$JL=V z#|7&y1;A?QeAuBNjXAp8U~`+j_-o9)$LU2j5KUto(6WA zXF+$$DbDq-KT6FRrT;yA$)El622Du}WakV&qIUc=zrb%EcIA8Hk+>9CE!#{Uh8sZa zH&=A^J`9&Ur($+Y3YeYU1wvlu$t*b$a>|prIqjl|vve>{l1u~3;@NaXnysciXC7U3G=vshxJ*}k2n5yCE}lvBs?I$V zR8co63m;5B58hAQ(fY>@QkEHqr71l$-57{%?kV#Ap9uV9od;s&Pom&)*$zbV+hI6yfXx5R zd7|#uXO(*Nlx2LT1&6O^sB-;A0Bl;u3Rcke=w77c!AY#CgG0F6>$ZbWOE~M2Bj;uXF)-cWKd`y|(ns!&ENl*(?(2cY}NR za)ke35b%?uD?}UjQ_qpr)I5>R4L2x2lgl{h84jo8*HlB?ll7#9-ww;FYf<4*I#@d= z;-25N=(lMB_x%EMC5Prw$x?6B7{3K?IL3k0$35t8c8IYd#Ncr60FBRILLPq^gx&W~ zL)ey7nEUQDE}3J5b2(G|x-lFS=DKyP*!`f>S0I7wS$hSpgbG8fP718txfzD~>KP~B z5T^XON>`5*a(BbxsqIlO^vGRL>c>OYSiJ)&Dk5*`oUD3y= zc@p6CPsaF4Xg>@r+>T;wH};~-9C!l>c=M1vxI11UG3zpM@UIP4TKjR{!?9rhWDjTH zLh;qB4LJK_Ev{nO2V>VPjQxF@%wIAA{(PyX4KNS(?3jnCGk7G4<#RXJ%tQD6i+Cfu z4xluxfoYfY;nJ2sczoy|xpLqvE|6t=%B!j5>OFZBxv7Q!ovDIQ_8C=ea_Q`Edd4Ya z-k_ecZ@A3;Ib?S5894BJBa}(z!GA^50mi=YNlq*X1vSx5%`*5nDHivOmEq8nhot_< zQn*+a24{O)VSZ8s*bYXM&DDt@r`--yzNeBYMqjBP<3xLp&Z7PX$LYzV?ZE#S$=5i% z0Q@hO!e5uIv~;wP``Ro67az*A-Rf459~Xfyww6JJ#{s&2U|~;!{?4H)Kl{YO|28e_rYYc@1+Lg zQy#+`AL?mn8m?7bvRi(xyxo|nM2xBj{qmh#)B*Zf2$MeN>>W?-&@vxim<7#2x zcsBDeCc!O;LSwxQYRl#tV@7(cn=cP7nvpn7t%tM-tI)}%U63r<3UZyd$-nm%@Q6vS zUWJB|>zp4uf0RH_l_?CoSHP$jGI(cW1r#|fp^e7pAT4G#tb1&PuR8{Lfm7RHh3iXF z6nzdtH*}!$zc8qq9FC_G~JV8RiPH*%JfWB2DK9sW&36?n&vWrrXIS4p+Zhr zcDoI~p6j6>t)Efjj&v~BI}HtG>S*&b7@FVxq>36l(0kfU`ncyiIq@Nln#cN)Hz!=^ z6nhIy%0EtJQrn;=crWBT{Uj>Nk$9QqGrm8bM9#}yf<4?c@;>@9wk^BMcBbD56(~XH zSRYVgxwOu_Y#68N4_74LMBi9QxMZsB3fi7A7END=Pd`U_mw#uVZ++>7od!~Am< z@)%u`LQlSS!CAv+u&6BpZjIPeWzYiy^vTC0IY!nDw&pK z+|e9-I%tnl`Xacj*B(^L(&!_0xA1u6!EX*zr&b}ExKO~1WQe=Lx<5y8ZAKZke33;J zt{9>oEacJu`k=ylIsQE7hdw^4kj#GmTD1h;{_2K;noo7`gMh- z-;4(5S89+~9ZH@{okRU+N9b>lqtxx81=LI^MKcF>I_xYXoqH=m_>~TVq3>?$kdL2rY7_X!*&fUy4ykt$AP{l}oJdMMk}gVR;^;ZLWV zR9RIN)@<-0+Vg+XhcAnn*QSW{Tc0NNeyOlku@Lt?tHv*z3h=VoC%SiPG5NV86s8=v z1+)H55V?p0x722GB>Ol^cAIswfhblPw;|i+ppMWlG=UcR|9@p$w!JkXhI6aXp^7j38 z(zfR&(Z8OBuip3J?=lfkox;Wsxh^EY^&m8uHW8_NdU%`;k&#!yz~ab|P+ksG-DBaO zQ9MpN?t|h7-?P0#B95z{0=y4_wC^b&ELVBaa;rA@z*q^)rUvte#^~}p9#meJg3nt; zZjw|f9w^JiLl1({=x7ywd}`n6_wx`4f7PS@(|gI#^p(*6=`tBNx*Q&J8PK|@9Tu5w z!o15{n6D}dhdZ0cQP@3gfy<9ACRiXuL&s~gyHJNDmql9WM z%7IAhVBlrNL94t=jpS!<=YgzcR>nv2F{=vX^dN6R|%INI$+-x546)) z?6ek%fp5psfPdQ+%r8XYt~_&GxIGZfLNAj!3xc7gRgh+QNyFU_r1RJDaE#LrhwQe+ zcx`qb&}ocgv3d=uJi8iqO}LJ2PU-kVD1<(GT1A}mDoBY#CY@=@cGZR3co#~NaaL42 zZ1!D)blwG=H98x8)j#@xx~-@izB#w_~& zb0Ekkw_=pI$pW}dl3_{M3ZnHrmpptQgr({= zH1sq@@dc~F&R7Fwa~0syk4gB&O9=n`h=rH^Y%lxS5B6z4=$NA)2d>dhROQ50a(rbs z1T?gx{ggq{)c)p$e(s}IAq zpF80?Ng*eaUCH}7Y2YZ$SVCQ)_^4Zlm}M{I?*2WAhceD}K5|LNSPf&$=8E`oCX?XD zrzm22Yb$y9Y6oyBN65hd#s*G{hB>tW;ieH>L`4eBe3y@Z{j6~Nlapl5NICGV#9$MD zI*vOM#aVukMc1vnQS9t7di*H6vo1aeOEYU|{=L`q$qNTumT;UOy6-=}NXQY)5)H*( zD=YLCutpO$yZV)O9Qgb^+Aw)CtUDJ+^pB-NcXSCHw)>AP+}erH#uDLSb`p^a2*w!_ zo~T_hg+A3i&X_l*D70k}JY86at8Y&wb>ZUp+#myE7EzdzG(-#@F2);TpQ+O-L&%6J zK(Dc_yl}~l5I-S-&fn~hEhjIKdfi*}%?c-!PHKZEV=;`^8igkm!m#kA5!sT|OGdlW z>0t{)+M@fv~0(c!dNVH-G-lL+JjzRF!n61pzrGi!D^(PGyKv{_o%vH z=($Iv4>-vDww8D^Z-aBuBnWAi1r#g?l@np8=`zapy3c8lLOk7=AOcH|ug4|ZJ@C4M z9UNf$dM6WM=D{r^){)8Rc!k|-zcau1jw}>r_mJ)=QK4bb{7f?Xf;=vaI!d6^c(og1^qPPOs0StK4_G>3zP;f+qUq8w21IfM53 z4Wvn9Avzx5=$Tw&yxRSQ67dAA*0O=B4`X!Ty)4XI>V+o;!eOX#JA`BnQ~j%E?Ea*T zGXewQ`13h%ZQ4rg+FyuoU&LXhm>m*J2b8d=rIIe^@y$yqGADvh(#L0D^sBY-xpV=% zOC2ML>RQA+b|YLmDFu&Z`$@vibx^dVl($i?2yf-iLbv~(lh8AUu%2;YBZPDKi-dLX zeO5M9Y}-f+^QCB%-C_Lorv&`#a>%3{W%eGa!UOWUEQ{cTpBtjEBV7b{hI}HH8#ZBd zRXus<9)SwItFimGE6rnf1tq0CI4|Bra{e5GdFtz6bDtVI_~#JgOcgk=I1r;|od%s< zhtNDW37>t=q4WGca59m}WI%QTD6H|OPP%2_u=o?1F#3wPj%Lu)tD5O4<9-Z#6oTVq zH}L#wBEfyH9kRGRByO|?qDV)S!i;-9Mtv}lGy%5xYA4y&*#*^ zvacB(C*FMHuT^Tq-I9zgD$P6ue>m2yjOG!m7-Zu_=9YR%Pi)x>>I)5tdzKYAb!gBC zqD;53JjC#W7Et<-&1F=Vvi_?Wta}s8@2C#K0(*q=@h9M-?h-Py*aQBH{y{B^Er>(H zVYq4*g3WbCT%8wEn3x9efyu4%QrA`CCZiV+`Q_p9`ol zKNwc7wSlROPj!1z9DX~gfW^@h$=!lVZl%96E?dg(j@B(W@I(kIA7(S&yFBzLmeS4T z2KavRAzT$&0D2qm60yu^-o=hEm@s1{tu~9L1DATB{nR;r>*kYiM|}|)=n%&rf&Mu0 zRRMhI2|!zxD_`|}4ViPz5s!Fw;>G6%_*Cf&Z=Kjh*zMm!s_Pa(ntV4k$hM)yL!R`M zl9n>46Tabh>zMUE_$je zN{y9L+0iewWN3g6>^;CFuV(mp;2Tx<3x>b(hq$6><`=YBjz@R=CKs>EVu3INdb@PwSS$Dt;IatV+cjx7%Rb_whMU997^PxL?*=Es$eHY%(qdTe|#xk zOAsd-+V!w)H4nDWlEIxG0ysau3BE_E;`gjzI9qZCACAhQhWs<4WKso9|H|;J5f9Td zSXZcc0?w@rfu_M6w3&IIUo@ZypT_lIz*Kl>8h?xPm3D z4%1Y^@OkoXNDotk`4^1vkYYTn$ht(VUo8Zck#HLD!3`%p+DJ`~vOY&|8njN0gO46E z82BrcB<1}&JwnDS;49L+v_6ja~hAcsG%Vw0Vc(D zPJ!d`4G>;@oT}|<2AR2AQOQUVyJshW#@e|!?;Xp2zc|3DB>19R!5l2AP=PBS8S5%s z3A#&|4^PaQ#=5o9I~&#Mg)Bo93}>_2rJKl~GbK1fY&OnYTtFVQ7;y8c6i)LyOcupR zfR5Y^@@Zo**--6+I^TkDhj&DZo#cN*QB6;D*!Z}I=^P^RHM+p+f$ z!q3kIkS1P*a&x*-Dn%YuOVse_@BlfMFA1;2XK?Y3N71B-Ipk-EkrY@4qo$Y1MD;dk ze^7)wyscnQvn4oxo=eBAeofl8?7(f_JK@7X8~UipB6lkh<1WhM@@RQTy7z~2qdAy7 zcM2R^r3}wDyHYRpLR>CYOKWRtsOiIKs`^Zy9?4Fo{IDocc-#YqOY_LL*dQXvvm-lA z<=~U{1k%4h9PG8K;CM_tnq}<3Eq z4Vu8ZSwRQ7al_+mH0~dw8&$F}G;0s9%Vu$1LQO5%l3_uz6kB-#K{N)7m6bR#K9S&fR*l3X;HlJvV33 zFO};-yON?!Kr&B$wheg2Z3d-9r@*?gnpk{H1mB`pr1!=L<{Z<&)0!L}%k2dlrzgC1 zPmW+odKhDUYe7urY>56dmBf7L1RJA4ZtLfbsQ0QBURX(jg^C3TS5wpo3Il0pafr;# z#vgAQF?Ui5uFpRT)m=F>D7gx9io`MGrY@1$DUXhhyRo#xgL=-JLfq!$bS|8hh|kT( z<3asJXzN~vmwgYwfz;i&<54+GxhD#TWzTYJ?$yKR&LMJ5M2{H1nag(DZQQZzjdWe# zdYBVk0FhxwFk2xGHm8@OAnYejKlXB-hbTZsD4JDRLEzhbl(-rJDQenaC~*@zzpun| ziO1=QOC1otzZe}qzaXdXZK2ctn$UNDwct(_J9}<93Z|h=khyt3G>Ht*tEDrbVn;J5 zugQYC99g6#?ez3+B^>TmBy)5og5tp(x=3IJO#ZR~nOL3Z$LvJk1RKWcEP>k)w~f4-m+*S14nupDGAioxPELu~(1i|vobgY!QLs`X zRGljD9nl2?%|qCItA+lqPJ{m4dtj3PD7n`pk9*~6*;yk2f~}MI2WOqb^**a$C{d2y z3lKy>$3${u$|~6Hy%`F6+2-x(nVO^#pFP7QBpw za9%_=W@>bTOGF8t5v{;r>4nw*uG6lo8S&gnxGnfXXXP=0M*7eSUsWweu-G>ahT? z-8iSC_&S~BJh@GGET03iIV1FY_de>dtO!dbCg3^~#^WoC$L5A4oK&ce&+hU;_ zx84pWw64HsL!CJLu_o-kafR+bDg=5etXsYHe~yL>61T%2*0t=$#^p&EA8!iVXYWFt z)>7Ja{}j2*c;-`QJ)otvajbW83j<6iKvaA*x7q(7NDi$7-WE4Z-k=1kRvENgw37Sw z#12OIHb}G?+MvJ)-?!#N!%ZI9@=KQH8yrLXanr!p{D17PrL_E)4%s*RB)vQ*4?H)= zVa4Yj`sH#W?!KG}9`Y@y<~0vcy@%iHIY?9#>cI1;0~X)wf$e>LI3qU`gFF85s%}5z z?FtJ;k?Km2e9pL?U$=sioiRR0oPz`BqA(#w9Ahuoa$cUUSh(~vxf@2%7N+32)DBvp zyC0wU9!Br=yQs403as93PN&5u!%UtioPDf;5%bz%-DN)i&c7=}Il~rY+KRw<={Ecs z$#Muut*Aazf&?4ZL-uPoIQ;V~4gB|*H)x^`iX;Uye}wA1|91+O#Eydv#_h~s98IRG zxPe8#Gi-mKjkQ8o`I?W4!Qp`wx*bVH9gBTXu%(x%o^V9r{c+^!j}|-_F~YyryY~M* z2@yN8A+K2npBgR#IzEq-Jhp=w!^Y@&ET2lOWbcSOG0;819G<__z`^`%$dA5)_cW^D zNRkFfy0&4}xG!|yylPC}nGEF~XXxUK+M&Qu1Tzvx0~-z-$D%!54}Lf}VQ8~%GzfOUH!_+EAaB)}*Xe>r4< zY2P{Sq}WILymK#>c@^-Kcx-m_V~{RRFUFoJw@FL74_x#*3ss5X^sSd6|KadevYGwO zQRgK1i<0A^{Xib~dgLMzm8^ipFVZ{5zOKWU4qGTc`Y?`lCQz@Mc8sYz1~u!i;J%sH zLA0 z2R>)g-;cVsEAh}p2RgI(3Q8Hhq3s7Q@~^*hfuu$OICfhG$)X7Kx)M$bjeAo%&W^mv42ZJzVZ;}vfo*ec7p~k=0iohB~&$DCkJ{iLiy7| zzQm9)Zpl7J^ZuIQegPAD{9YUPpIr_75pIWBR*G2gJp_cGG44=64QPBfhED0rG__pp$MJzolg%o?FUGg{r_`EI zI(Httm3vO^rk&^1m$hQDaV;@SyMqb;7_T_O2o0~!CYnv-QG%WSkB>|wPgmGOe9;I! zaV45Qy_$elwhbs;-Akr5+e7fQ^|0?<8u@lO4^`Zl1BzNvmq{I{-4h4BPZq<1y?i2~ z9Rq3yV=-~pAffMP(H-8=;AByPk|}jyX`qN=i?3txuLhjU{(pP6FT=a0=V0K(FyDIr zVeknlVcv)`uF}F8oi@DTCN#UkIL- zb!`ubNM&J6{xdQ<+64aOEf-tO_}$HpsI4GCubxi;)dfBL+Ofr4?uWfZMIf7AIW7ZA z?1vr!ncN+LiqiWt|SfQJZN75R(1Gbx)WEjENKq<%uC1Tnw@w>G9AhiU1-3BP?)E60pEsJg3{$B z=qertuYP5LOSL68x+4|0xjLe6(;w2U!l%k$K~Id!Cz}}y(0A@iJbUsgDk(Ac`6+)e zE;tW6ltLl7JQ)NFn_=?49!xzTg~nf$ac{{aD2}biDcj75a7`Nu>wn^B2nIoZc^Wk` z{X+v*1mbO*U_y+7;7W`;tQa>P-tJ{{HD7snP*Q`M*_~9@A`=zFI-%xL0=Xi>heGc( z9OM_nx05Tt`>z<3T?`@{`o^O(he&le}aiR1I(aELy%G*-|dpDG<+^k~`>+XNKR? zw@ZVl-To>3;&YC0f>aa3&U9jP-GbDfzXeh+XCnWG5w_JTGY5nVIQI8}D*Rzvf6kJel?CKpKF=JS*rvmzJ5dG zx6VW#=Aw(d(@1Xf!^yB>2E1?+fv~5{-}$wltXnCJT|d>)|6eQpHU0d8f6)@?lHx7?mf|E`#zm!50DqKr~?!9{8tC>V64|~Ipx*cSjZwIJs zQKI*z7=g&_3Rv^ti6?sF0Iwj{pL9dI9ZQs-Fq;@BM5gl?Bb4{j{;HsW^l7Nz)??Ca0zDL zt4#(doty|I_7%{TSwy#nCDCgeN^x9<3=9S6&}kh~u;Pw4`EK-t8(RC1I$n_>?vZ-% zA)4jY)f!;2VjJ0lioHw zy)2Pj*ij7%*GlkD&J42pAj^-|K5Twje6j%Be=9SAC_I7g6_YkV3k!PR43Tsoo8zyRJIR0|E|9?%H{+i)CN3O%aQ~j{*dq2H$ zKof7Dn+5Z&1xfow1<>B|i+pxq0kO@X9;N(n|=Gd{%GQtpgt zH=eg#)45Q}3siR;#XaXw;3bxQpMPo&H4BPFj^&ABCU3^Y7IUz0pA!Ztvd-+8QuO1r z;PpMm%PpA*DnFNictQxsmcJv_i}ScwFAkx*eF3ENroi~nbXd>sRD!k5ovvlEC}OY{ z-hDLTlQ$-Gc}xP%SWpLYw&tMi)5QP%*M{0nPo@`~7=LVYAZ^TELdV>r@V^BkRDPTq zWH-%%u>3<9%g(^_e6wKkxY;-sa|X8rohBNYWy~2Fj7KkP(G2TSm@<1e3`ZMaT`}{L z3Ev>9Um4%EY%>1G*hbkICOBDgJ{~N|V*3qIOdadx+t)Oq#O7%Hk@%WkTwPA?|I&uF zt4&bdr4!y>S=srY>~Fg4#w6IP{DF6|Dw>?t7R0$Ci-^X{bXaM^!@||obmd|W`!02n z`$Yk;{@Qmk&!G-7ii=?39#Kwj_Gys6Ac`UT(qV(d8hBdi0efy$Vcw=(&>oQErzO_H zx{5HmYil+}&Wnb1KUPEZ$25@mXU;$O{RJ_&kwk8vNZ@vDmqae+7`(j{O@lVZgy|@PrcjRJPV?C*=I)KqGN&MmHSPTw&NWaHrke|wXFvX7JvS;(4 z^c>6L_SC_ev@FKbT@He;1JOk0EtfN12|NsiNZGPPc*eSit1E+0%VaTm_G$p8p1DdE zpU8qAy7@#_b|!e#Gr!P~Rkq{pqCUo1{6S(^e{$E& zX3lttcBgIOFdf?FjxSJZGOg?ay zAQkzZ$e)P7b?Noc6z9bsFEqitBT>c&h!*~Q7OUuZ7yWZxBDcod^s-<^5Csk z9S%PXqvvZ2=p-)zlvtjM!|p+3w+ds`3N`VYf5&iJg{RTUjoEl=X#y@x491S37WB}! z2K$ZKaO~nFo_5I^PTOWR6h&r0g#I!3?WcqD(sH3K<|@_w(2DmvgYf*V9B}WOhtJG= zNcO+8AmEyex2)KmQnMVKizM+~T`sB|%fMrn0^FCWXRvKz4UWkcV{vZ?>Sjj6i2GL> zrpzLT=?k&!@;0z8yhZvS5S+B23eVg>N?h#I@$}tntlOIi>kGC(ePJNy=Dh|jrJ0wO z=YswnzeuHvIcg2>qt_jE@RE2Q;agUtnOiKmu~QQ)JnPW?U`XfNrF$W*;xsutpoj6J zCt-Az9DeUV4-c)oLEno{#CJ^so&CGuRr3ORaf>8Ncv->6y#n}oWHFvqDx(o>yG>;0xPKfG%*P-Qq`Mxe!&_xN3}Q2@UL`*aOgT$dZLjU5 zWu0)hCI{o}H)8EJ4bWuI^GO|s#9pNhB!<^RnE6TgzI!=skrSY^C6!^~%wa0Ak-21M zbEIkFZPfJ-gXmY@kj&}$zQzqwc#GseyHCQ=A z3cvdb)3+lHFfH^tKDRhWFWND$d1pC1NL)j1WxBxN>s~7Hxe^78DJ%;qg5DuQ(o_|o zKHeOs4{6YCVikPe^oZ=dzOj zM8lCzt8MH&6W@%&f7R%y7{!8Xf_TKHlw|3+u)ZeSftk01sjDWq#j#G>wit{aFodNB zT_l~`2tOXUfP1w&W*+%Vd~_zF=h9sM-@*oPjXc1iOd5L+)T6;Iqsc7nd7@ z!qy;SM}ukRAloS)1~e+Fgpq#<=%)CW|I~x=z;}sb+^jq>x>5~ZOM0Q|(M0r4PQ{e? zw>*ZifTArV>5;xjm8x#cjArZld!eh z0u?h-NqX@le7&+7iKrdSA5BdFh5Ak-^!yPe#C~(II zzaEc7r<6J(U=)RAqtTF%)e9@@irB1h9epXUkIDabgY6ShxO(|FH9E19m}{+re!m&8 zq%snM!fH{hvj9{@tXYpQ74tF{p!xcbR6KJnW0abZ$?iKzQEfkT8u`(onZnf8E{Uc@ z@5QiAJrvig!cW=F^uD46h#hL7?%zXc*^D#r>O(L_l_tX4dzECvDFf1Sr4&8N66hIN zk53+EV8wZ7Bv(Svx>OSL{xiYd?s{0JiC8mSN|No%Ajpi%J& zJg+GNS>es-bu$lSd(22#kseByU*=!F{eV0?p9wA@X`poQHUC<|4EU6r2Zqvl#GjJ zhdXpx=puCV(!tHE98iGu)h^#_#`!kU*nHm~E6cXx!g70D!#a1$`Cj;Edm%*J&Fwhy z$ew+MexUMR1I4%m0&ZY!cW=w?JzpHSwc>)>U zRRYh{ii!5?Zrr}JgRkabi=XQbU`5m^vZ>V!53g*7?T$;pp*f8hBuCPk&qu-Oun*jN zGzonzGw6#OwNPxknERM^nwrHN$H9;P_+InIfsdyeovQktZ1Mg>XglGbm8<7WqIB`m zbXU;o--$o;C}r@pNAxJ4&maStC%UPf@$FhnGd%0YFyC0GkK@NMiiz}4%+ zR4rc}4ChpWS#=QX-mn%bRNm<9(3=eITo>CZyrX+%+o0Db10G#3BXe#9;MBJZS-x%~ z%hH!oC$+7_g5m8fzZ*>HYUd<=mGvk&G_aXY{+ocna8ziBOdb|M&zpf{#mF=ATX81Z1@5CwnrhHATMMs! zv%t+iw&J$GNe~~|fS=bM27^XxRLm&=^x6mSW@*8D1B!z_UZBm~<}JOA*tfKqyQ6mj z1yyE)?CT?-e>fPXuMozt4-U9v=0qs{5<%MMI*@S+?H%cM?)>rNi%_t_0C(h;qv>vE z=#gNYG}#o?jM<2jwlm+jQxuABiiXGMrlFWj91+~cyw|5yvG}V9ly5o=%N=`3ndc?i zEImMSRZCGd>M#9rM+Ku)^UzHx8SRa2FsaoX4VzoAVNoivWO)V!iFE{CmO|2^(|q;b z5L%;9hofpqIK5{beE(I&?|}2zY8B5iSzn0N#U8$H`Y74$oQ8%|6rt-`CC=jM@Td9* z(TkQ8jz-tv=QGu0-P7N&??)zp=$s-r6iT7%=@T+gW%e5t0t|*#^XDx9l?ho8JAF5Aq)`sGM?EG>CNzN6*I00st%WO*x^Tw- zBe`@g7J43^B)&V-Vfk_mlB?@Uvcva~JIkElLP9X;_bcJYu?N)ndNK8zkU`X^SK=CG zZapj24h3b*<2fAM@340ssX?o@ZGU2%bO!%%r*QcBWm%12Y+s*oqs)A%umkn%Kp9n8g=A*$o zLAD1gz{w}-_;U|0VmyWr(h^@xDl*(UNA_hwYiuU${izSz%BtvW4PWScRE<~vEr&?K zIq*)>30Cd!277)f`j(mSx7e3qdxl1i`-VodcSYj}OX4z4hNaCuKX2HWl@6AU^r z>S z`&~2OnPmm~-0KA0wpa8E+X=K2Z--TUz6(|puU|3f* zDCeBS+wby0_?;uXWYWKD)dz@JjV@HJ2*H;txPy9Z@orN6t_9R1dXvC`Hkx0_E4n-;;_xWj1W{DD5qe#@(#l7tHCm+^9}9o{~@ z0?TeppvvhjAmd($X8t?)8EpQ*o92Y$%$@my`}`C?)p-wzE5iAC(&1GJK*CC9_%);f^B}! zcu^Xu*mynSAK1)Z40`QV+}V&v z)ICd`8!R}APqf#}S5}X7(NvT@Fh7`vCA9T^YR|ZY~qWI^0D2<7LoiLLzx0=^?<0B1G_v9qZ(s9pdB&v>^4>v%RZ=2`~<9kxL z4|9BBPpc>qW;0N$wq4Y^Nejk~#6wXjU##$Ea804shR#KJHuQslA^GY(R^ZYUZ0J}2X5;Yb|+%7td+ zu`{jbV)p!t!vXo5EZ1`l)kXKBr4FCIbIL>F`Hx&XlaBS3v1F!HHYL$-h_ACbIU2c# zE_FzNoqZ;#?NmjBDRkgqzimy7*Ek0M)rK;c8}R$M#u!dYRUuZ zBsM^|?Vkf_lWWP^{8-|0{yH_7pMnMn(e+9qIM&JDZSOay3=K_r>d7+ zzkioXsdl0B%XS=GSitVom+0%x8N^?#nq^O-wuKe}N;3x2pe z1L{(Wu+wP|3{6lYTkj>Hnr;&vx|xGbUWwpTm`hT0+aO!B6?=+mKyac5Rrg7PS2=Mg zaj%#@KW9h>9&W-nXYY|?;vuk1`zYDAa0WRhv=Cp~_ww9KAJFIhkLlorV6;fNNYgf# z@jLzWapezVa^IsK-5(l}!>Wlu)T3~QIP;3FD1vyUt*HKO0t999kz;+`TfBvM`G+Gp z=4TAMcW%O$DHilti!Ke;ZosiN9rXX}2wDSXB&R3>KhEsN%jfGDhbIF~wLHlddJ|^d zI|5k;+M#N`IIa$jLd}U=AxGs0?Y}%7pN%TPo!9Tk({)bxUHB?Inx)Yx)a;Jp*L5NP z-41^1)4!yns}kq_4Mut5On*IoK;l&^;C33Dn~YBdrEM&mreOlF-yFuD#$hBVs*Rqj zjG-n`JHatvBRrZgr@eQ#};Y+9oPz3kbu&1IO*v2aAucPBZ!hGbkXqW}w1 zE|QtqI@p@)0Jqi`F)rQ_2)z84al7~9WkuHOoGT9X?0!-yjySeQ5Td54li}x^@Vwq0 zP*%~zkZ;{MO;ZNk6q4vC8H$sLIF-B9f?HUB;!}P%b;vEo2_Nma2aeScoAr!NIeQW< zuEde!GVl4LVtufCygk0S7e{ZD=Rv!|KH7Qu|2R6&xE$a2kEdmnN|~XAq|y*++~<)7 zl@?kEk%o-QDrL2|_TGDFXs`P^k4i;^NZIpikC46jpTGYDPdrFo-B;In9>?eNe#=7o zkKb%I%e+?0;&DrU8OUC+AiVQi@OP~d9DfxBQW;$RXR8H}>8 zT4?49=4d*80_6T1qH>D!aeYNA9e7CKC!1IJloZm|Uz?yJggKH$R_gBmu!@|Ms|2~@ zo$Txpf|CN~qWQ2J%aLX>?uG;A)G2^(U=U6}UI$4w64b~mgHHWsO5{tXgOYU$4)W$h zs?aG~$QV!s_otE@AvGkkMFgUlSFT=w&8kFgQQ+=TJg9sg>Ly2m_M=p!a|EDS=@t1M zo`BDzYvERRKeukUgg0%wJiJ#rgVAxpU|t@8+S{*UrcFNQq^gF^o=xc1-c9bGZG?~d zaac4tg>=u%0i&GhFfz@QioZ<73vTAH0OshA{#XoKp1z{zJZ=!x{5&*K^1*{&?crBk z4c=mzvJmY+)b5{zH*yYO=-&0LJ9~@z4|`*&_!n}d=QDTlQzOV_7UOKs9DJ3^e8@Y3 z@PPk9Y@53o*1y{Z8LW>p_2gtcSU;EXDo%sh`U-HLR*T^z9(EmI{+IdQP|t5eYv#d~ zKYED<8@wjl-8S)_sT9J1Qx;|m%p#Kq#i-c_M<{$Dp*Ke+j@G>F)Ybhp!u{Qlg#(^V zTuGo8WGASs33y@srAS=#M+s}2cjMUnYW!4hj~hrmMhvGwvlrmp*P(EQ zotH}%?*h+JSF&kn5!4u_!=G?D=<^?fkcM(xceIU5J*0u1)4TCwbQk&7Hbfr&caNIc zmE$OzxfU!-Bwh7FDE7=8*0$_KQEf?FY59XpFzA9)mdVf^v6x%Y;ei7G@j-1%E;?_E z0An>l7+Ty$l|&?H|B6buW*~xt(icE)c@@t6mVsNOx^Ure91*A?dY!-Auy%xbeja9{ z{BS;VP|t$HJ7VFv!#H}&KZY7*X0hk%EB(P{+D)NbU=nku|IQKM3(VaK>vyb!qM&>@ z!S<3~j1R?0JYRoK>lMGnW-2;z73i~pms7@5wMG8>oq`2Q=YjI zdqH$y7VIc*r1J##&_ySWaEV$yv3<83cy4nbB5^HdKo{P(KSkcoXV(S2QdsaioC>u+ zAhEko!3u5`+L={Aap4qfl@sGcRFzOnzzmkn5`)yAvj`~|N2@mqlYq^OV8L|{{Pwqu zpDva}*2<{hn`6sy(i%a0XT1(5xzB<9I@Q315^yknNd6SRAlCVVP^+4YZ4($DB{PcW z?I4NY3$Jth!4q&+;ScRFjfPgk%aGq0j=?)8VX>M4x&~B28=K9AnlQe{z+UPzy%53- z!!hH{L|ox6!#J^P>G5@CP@|zkM;f(IZJ#b4%pT^AJK6>fthZzsR}2<^*qu~%Cy7`s z3`ZhWVXliGWLL60;|LGU|2u&9eg(mhAp5zRC*TiF=4PH(LsG^~g~V;FYjD(!9-Lc& zH;a<+&1eea5`7^8i>vjYZH%Xx4|bsUi7kZO%%b*^j?^z>Iv8#mA!_!0yi+@pvCtz# zuW)q_O6;D&I3vCo^(X-*Uuqx%nx3dFSpmoD{}BWEZs_wnNB%a{;OwYP;2GV5ccfx* z>4o_?;mJId_@#`eN1bt`uN-HNE2VpzI`xD9RgsOC48Uv>AEtOy$ej3sP87(-%OO#4 zA+3|Kq)lL!X%_e%X51*_$sqjW6YuInVa!=yL$pTCK;`!~;wY(2kM8lpMHbbtT`Cd> zVopJmL_LI-+$VnS!Vvti3mc|&k%9&toE%P%Uh>1*m8B4!U5lbU7LerV z!yLioRN-40T$-0nA6#2TMSE7mw@xjP%%4Tgq)x&b!Sndu%MN*a^TB`G34GyN2~SVk z<5jgA^v2C5aJG_z8>`lktsYUhRZaqTyT;>*?%Q-}%42e7TL8Ro5(4=g3#6;Jp!h*e zTvV3Fvr8$(kN+as=cksG*s!ek%|m20V{HBRfX%$dPVgo?`b0+KkyPA24eLa*;oy_W z)Y9L9w|janPW}CoTdyDr{4X^q&>q=wsrflwu!PMewz`wFRg+OE=^Pnrb%5TN2l%g4 z`ep40Y7Wl8X z3`|y@f`*=S)KR;`dt1PE2iq=_8ESR#)I^J(9zPjp?9qXw02i9v;Er7RFM6i23>Cgu z5QBFK_&vQH8*aJL!Pqjgd1W$|-mNAInuV}jGag0y%)!Mm4`o{ZlBwy-sOj}XD8Y}T zmqU+{y&j1$;qi1DF4+w$C(Z^{|C8YT&X4S7b4^pJEV^JyBI%V6#k*IJ(ySjfCKz@xZ^) zLnBvhgB33~pn_;3!ST1qGnX@1Q1p?uShxXsXAU>KK9cFoX}+_UF~;tkh6A@4KS})t zwr*+xGx2d~uA+)dx^zKSH69P#WBi%yF0|H61Lck0U=X1QJGXk^b>%#`E^dXpncqe% za+D|(r{Oc7VBR@DahTs|MV?v);LoZ!XsJ(xz{5T$GeL^?S!6$Qk5jSOz85ECvYv0W z9d26tg{xf?0ec6{Fnllw;y24dfmSy@IvY=3`sc&rxDFT?AAucyX=op-2Kb%t7mFJq;r_ zY1+q?kP}c0TH~V0jGiDcV_og#&$f^ zUPAq@CxFG4+vJx+0&1Blpr{d>!yo=g{2t7qtAi%tk`{lSx|AuZLkT*zo}$Amn&6}4 zdE9(66%rY*Xr)O7erh+QET+@LPwCt;! zSpZXGjnV$_I&3+Z2S0y?<4;{R5*S#^?+|d~8p$WGV|YO8D9&5+ znP&qLucHhWv(MS5vvDvo&W^6WS&5!8Q`q@}BjuZrZr_@Y z_d+9a&+$ljePbPdR;?1(3XLW1DD}_^&V0$>##_i^fyQ*ms7=EVF#`Laa_AJNVt z2jTia4EL#l*_w9fm0FFf?px6|&o$V+eg-PksNvSQ%S6-SFK1nH5aO5Yp!=d(*4w0= z3T*kN`=%la9%lx@cD@b-x3CV*-5a!q<=3~@A0>}|MZv-ejbudZ4UL*|7H>W1ftP*L zX$Q*y%pEGlH$SGqsB|<{}gO5DVa9l7}3-?l|<2Yw0_$M$9`kzGLT(3*;UtSm%>eldVpUUDG z7H~JpgKqlhR{BX`Cz{&0ZsPfo(21}hYH4224rPJG; zfwRZ~^2&G~Pq5U5y!Q%+uZOCj-+LQqC>f%UnGx72wSury7ug+Ago&3D*t<*_&+|9J zNu?&JD))k^!%7%990mN`X~fBDklaa8q0<9rqL57$$+hf6>%(zaetQmguQUy}SZ9EY z2y+S?yGahTw36oo3t+5M5uUxu1&a7q4Xg)mdoiNh5rfRTkljT+b@k%L$;9mhG5*hG7fFLb+9+9 z6t+&4#;f;&&`EU{U0K+}|9GYmasz(Sq-lH5^#+@BOp?R}IT<*AX&URW9%28MIm8SO zVuKWO44lY=^!MUedZ`B_E+;V#9sz&0PcI5TPr^UUfKR1?pycs~w|rADxygxs%UE*m zaU3s)*9FonpDbxwijBh(WQ9#Th`nPS2a!eyPO751+q3vPf5l^Qs1~R>DdLH>^)R6+ z1*)biz}n6YI5C*@XJ1-j^KEac``i=smwDk&TOm*~KL=LIQSeag5Mnh4^HS&01$nKg zw67IhFSldRtN`$ej3I_EMrh5(5C~o#gpU4?c~3V!C-t6XR3Y{P{EMze>wA;&v*t;N zQ(TRwH-yq{mz$x2eI0?r$q=vhkSmvePAkwE+rD~2Ew2^STDl3jR!bM3$;ESfC-Qd~ zoMoJ5YaC8~!CQCp5m$Lb3nJI5f`j7~&?rvC3Ac)&|Jh#L>DmS*VeH*`R2L;2*-S|y zfSe2~M&lnXz*EYnKGu%leX9WOj4vRq2`$8bUkbMSn`2k~Msi@85lmm&N3EKV(#4*q zarfzbdVYp9?!DJWA4`6rz1@$A$%#@b!7_AC;S1oE{tdF!*9Z#JqtWcu9a^%_4|Bgw z1l^KXbo2H<+~tN0jJpyBuT#x&&xzk;bV>-SWy#>DZRenQAd>U7`b|z>AEh2XfI5Ev z=$Uz~AU{qE2Rm!9CL@p=xzL1vbux*ezAFwZGFP};B2Lrx#pRu@_)fY6BGfSwXJ3D8Lm1_TE{z z10)6NX}fj>eCkPJGk(@DS9gXxF@m@tl7}VbK9KjJg}!R~L}k4j$ll3sNVJdx{d+!& zDD7fd{DBRKv4=r1z5+y_#Pe=%Mo9IPz*VnvQF@aqoNpK4CHf`6w<;?eEDqfb55iYD8{U(ts-Te5j2mX3!Fo+)1m7a8O#DoC_VQ`ML3z&O zB6IuD@px_y2XkyM5uN%@NY&{_wX_i2kYb8w-ae#@y!dc{lfzFMX*6(07lyEXWx z;5~eoT-a@b7LA9ncp)>L&8or37aUH}`$&u}im@xW8yh>XU`0$RGT{>zPEv%sRWCR} zgR4;UT>&18u-Q~XK3L3J0~0$O(3A^9x~Pj6;vEhCsN;?~KGVqkGBzfD-86 zYD>?Z$idY4QOsj8$g}TC1-EiJPE-a!zJoc)&gIfiKho%i?_MaZ5<+{oY@}N|gCR;L zfcVTPhYxW*JfW?^xMj;S{tr2SENGEu`I=#Br}&)w37m|-7bcOY(0)4SX*7B9hJB{{ zo{<#;-k>Y8pB!7PgdZj~5P6nAl`p%YFZG7anj=D~$?^=whyBaBu5HC}E5hOVpbmPv z#nSdXZyeM}!SMW2GUJvlMCe6BctIR(sr4b=8d>;c;}{uZxlAp8b&TCtLT?70gdOco zr0}L2zMm2X^OEc7#N}IXuKGH39ajUIV~6nZhz{(?f5XY`ng9k_J;Z#jFqzya3`QSg zXt7BOUsr7+i57L_y?&IBmQq=a1CWjOgQC2h@#{O%at`yZJ-hHNgnD+w2U z3qi@No@k#FhT1<*aEqnb{@=qJZwc)KqfTLn%B#Ulp(4osJ`J3#48XQ>7idO@!8Dum zqxEK~2whBtpjuVvAz2$eHc`WDD?r z`}O%+IdoS=I*KH1f}SF(H1XC=#^X=R{QUjy{cDTY4f7j)Ye zAN1K73X_Z1f^66rjWxBwScNrUYAg$#`jOxllf?&9JhjTxZ13JeOurVx z-dk;SYjrsodIx}!bT-ZL#}V|f($>f+#&+cYiaB;ipjc6!dK% z8v4iKm*j0?xMn4N?R*A1cBBJd42C7Qib-c-1{J=20eye6jM1WUy0vzMsBmt?S8jl3 zld&Fy7WVK@-Q=U2Rt4x}U4~M-R`Pk54krG0fYVkuPpIHk=+Ljiv12Qt(ls3B$*#jF z&qO?JmkuJA#=)`_jO^?+AJSqnKRIh-96awd6{28*pB% zx1+chcJO?uxy3lTigD!fXVqZ>I^vt^Mxxt(i?&A2#49WZ;Hy2Iw`FcR1WpRY#XE+n zTw^YNdS8RQ@LSwv*9Q7-ayL4J7GqgtIJk83p-pra+)7|9`K0f}>PQC0uVHM|4G5C2 zCt_lNIlL|A@LyyOMC-6wvga?d@b(CK{bC2sQ{nglU;NKQMCJQN2MxMyY|2`M)`m?_z(;}N(FHC~n@$<>3 zxdzN_uLDW)i3n-+fLl^-hIH zz6TE<#Js?<%+b+s32Ikcm!$RNE}(SYT@X42RtYkB;T0luB~EIQ!a zMpdFIgvjT?Z3|!wEEzgf6ph?fQRue22@&u1!)?|bleCe7!S0RtGPE2wIx6Dppi{it z(c%!!i-)MC*Qis3D>^(L)~*=7`)NxfWyO$dku()#nz>PrU$64~+??%cHel z3GA4^0_IhjVDBFp93Qlbu2`pxZ;GA3@5xjW!0(0Or2;r};vIeIrH077ba>kI0#^YIVK5>*k(h$tqH_V5mmQwP}+Y>7VPVkq`j3VaG;=nRc3jZDy z#vhGN(D@{mlbKqFdbxGb-75nIuWqwU70Zv2(_E*_a)=MAC(6v7_;#i@Juu`8b=8I> z>huw`* z6{L}cS!tCdvMdpw9A%16-!6wh@=qtp>$s8djfwK*;@X&ZB*x|+bm3z7Wr@&B7Q z1;EG1^F;M`7|qX{Lk%aE@h=$7gNM7*P$)AE&XwxX|M(@0_wR;HVy3u7MhSO_r&2@x zW!U$6Chl9(0T2J4gDVof7?pp5RvNFw6#okRZ1RW}B`c%AS2bvhyT&CYszRRkVlt>) zjRzm7Vxf})s?8gsS}V3e)lC;pbLmJ&63be=|K3Ypk6tAUpPF$lzLLD+2n(D#J%e7I zvIaj~d`8{}#^93d75XW?v%w%g3SULA4h%Pey~ijCkiSOWKd8iGuJLeanK5HClwiUp zYoash0NC!ggVBPmU^r5VE%q|pQ5V*cEl-3=o#VkK*?8m6{Pga&cacP6>x7tuhsO0w>2B*-NA!i#qZGn!NKKCu(VDasZG75km!Z!*$!(J5NBimv{K92uyj90gI;Z;u20S1;3+BwBNK9{{~glXElZN_%0{t zRgXmXnnE03s!go36JTu@qUFzCOxw@rSCdwn>X1s#VgQ)^6~?|@7Vyw`3(Q);SMp7umF^NtE7Liv**I^%mB zuDlUR(?gnRmS`9r{*#7BOeM)a&6|ADgBS48ggV}G+g)HSse*0ZTF6PV@pkFUl za&6UVINCT&9<6L9A6Bz&&&LFs8=g$1-x^V|?gn^lb_Or7zRw49V|uK31t?zEqm_p{ z=*~-aXx?6_e>b=owVgK;bDb&p($Ezj%UIGnz2m%w=V9=+A&4}6zDE3{j>B^U8~DuT z7O5#6@ad~DxIr+qT~UWy0<8a@&`4zpE}{6z?dWi256#KBr~42y5{qDKsTl2Qa$ z1xJY8z<9^X`KWi(7|u;}2KA%9xNs9onIV|W}eC#%`>Jva3-?wIU{)6}cz zy_D6s>arh9_1+K8()OH~aVA8WZ-9;N@gQwfi5+`QLHrrJFNxgYPFiZI6>NI0LUNb>rBImgen`!=ABj*l%=`$UiN{SoH`p>u3Tjz2;8CkE_#9bANH0)eqC) zt8uu3&9}C@F2-y19$?TPj<+7}CAV}+iS?;v5VBbh#n?0N*?p2;em_L&`kd&oK1uyc zf$GdNxDtDmRZ;x%Ag8}d5XJMm$@|4k5V8I&q_gjt+v|khL-SF6#1;<}NI_ejCMuwdTO5P; z!%D$$=`h;%HKOUpI4EVg@dcTK#B&<1N=b!Gzb1KrX&5U=pIR$;ktYDJITCh41 zkGsw~LEyE|bbFB*{&O%4Ie(~U1Q7C#%i?T6cd!!ITM1#_&>1QuWd@bGH|YEAF2oz; zU|N?8h?!^OH06hM?mZ106cWQPdFN@^n%d}h*h%$ zWg*708PLM(2{|~LU5&N@;h^}i4!HxFV4&BDjx3L`xnv0ruvv+}3LgXuc7gs+*8TY$ zfwLVB<76U?*FIg+uUAsXd4JVWsO~KL{zLJoeFozTPa-2%gVC$s8P3*MVx)o{UcXU; zZ__yJ`_0E&vD+C3`~&Zk4f8;)%Ll`fIdE}KAZDLdg>Kxc0ZULD))X*l0?R**=^@U@4c{fTXpGZ2F3P6h0&I0c4gjgh8nj&P=+fW*pKlg9&@)Q8Q1 zt=G+leXD#Sv^)wYMVr7;=C6EoaX+?oY~rqecc)*XLgY}%Y1`IK z(6%@VCh{zBd+8i9Q7DEEPg+Y=FY|#;*$2P=Qy~inTF{}Ulzhq z47n^id)hfXnR5g+f?Ckdk@a!ch2h_~qWHM;9~bZ|8@Y47^di3qj_j$&?kSUS|ITc% z*9d|)bTuAMY(F*2S&AD+lF?lK zDXp?Wl6fNx?gzdi_bjGB(5onNBi)v+%ZrA_i;RCa#R%ml#e$P7SZYq{;jeQ zymsU>fj!Hhu&)q=nRm;tHU;)fSxY6|mg9fFQrORU3%>f1Os>a{co$;ewZ?`SA5gFTT>gKqMj>SQg?bSr<3T>#>!Eak(b2S0n^d zeI_Gsz!`KTi(!-21pN0p5;9-pq2b6Ha*6SxX1Sz5H_O+3{JIum?~GBY`G@e!DlhmJ zpNui8kLlaVdAR$;Zun*|PO~Q*1goe-&}zPjhdvmgE^@a8LA;AlW)*VCG^^G%lc^d}*>7mW(IWX&8 zJWd^GgTEH_U^pieR5#?}mbwyf|6a#EItQR~HyckX+TirJra0?p9eCLr*NdW)!>qIJPkf>`j#@xZFa9tq;=kSwot^7r}Utfn^?-7xRinI>ygiYq5(333&Q7sekM)rJ~>!E|*stz=0=K+w+{9J0EO_1v0@f=ZZ6`$f`kD ztSCwg+o4}~HFzfukc|qqWY1wejFnRaL;VfBFZw3*p~G5KI99-V;0HlWr3^jnE6}Cb z8naABIJJ%;{>ztq;$ocwduQ0;4130eoLGad!&S=KP?5N*NG^lpow z->g9Jd>8>wGUpLb^@U(_H5+ZWU!Y3oE1~(-FODA=3saBhg8b?@%uBYHR^P&vc zttQ2|iKaNPJrj?1uZLq+vN+Mhnm6zFLY_ofCaz8{fPVJ@@`=qypM=&y%UB&49!W)> z|6~+=It908w}YOJBG|;6 za}~|7L@iZ52t=54eEpt`TlAgjo33MQ$B@R;{#V4C@lcWHcTEH$CsxDY<$t^lrT(x{ zv>Qh=CxW{NbAz@uaSI-OB{xb`aQEjbToRZL2j1r3P?I&(NyLNf<%`gqpM;{3et0b7 zEZuLaNdsSBfVw+|uvyjVua2COT2AoSN zr|%-3Q-`Do%pVEILn^6wapxOdjqa1MM4!U1lXAF4X)7dL^nkvM7SJB*M(^CfNa|r!!&bbtYVVQVD@O8DsmiB?^j|fq5R|I z3~pD4_<-J~+}O1wp5Sl->{jW;C4NWY%TwfaRwaU|yemdI zhY^*?b!g{Bu>XkI9Ue~%{1bM41589#Ij5QfunwxFWhhq?WeNd8C-NgI(zbHmfL zVBs;WOT9{O|I9~MAvObDCq=T>m|&bkImvl-mR@`Ko7e5V55I2zK}1&;k)kI)Ad;;J zf3vJ$=ekwsryZA}^n)rtSDoC7mA)uDsAG0v^@pqF}= z<9^2dRBDX}UBy%QEo=e`zA+-*eJs~3oC7)c`|13rJuL6UvXZl0&|gCZ_4CU0A|+$6 zl0?Ar8-f^T5f8t8)}fwHEM0Ur1dcL3UBDpoGh6m?**S^OA-We2{LX>fL$PQh-2z4x z0hoKq8m0}MWZv)yR3Cl9yZa{`&dd&hJ!&(su4*YPJrfVx-mq*rcM_CcBe*Ye$MCqo zO_D#`3jWP($88n!QLp1{S& z|G8=%ghlV5FV@At_jo?-XRKPK?74X3MFga~mE%%FUx+;#h9iP=VZcfSU;Y;X&i5CR ztjC*Sx7Y%RH}iro!b))JhY5Z?FM>OY=E5w4EIiX8Me7^$!M%7rZM_glH$^W7i=b0D zmRJEIA<^V`(;u30FAKCMvsvJoT+q4GPgH~6lfdL|SX0XGh-x_)8odI}Z{XloWjnrA z+QTj7>r#1L8}!z<0>P?ES|4{37qAXra)=x5*u4Q-3`U8KBa81|4(6_X&W2Yje91zR z2O*|MxF+2elIF1=RD7mFd+$NGCXj=B`Udo?XSLy1mbVigT?*N|TAMM{(MH z#zg!YNsX52qQdli*fK*77Ve3|h-P)X@xdNb&#!=g=NoY_?m1mI_XF>cQvhz&&W6_- z!Qj2g6b4u<=Z{7a?3{N_|HcR*ckD|zGA$eQL((zgwk5s0UKTj>Fkm)U8Y~+EnL?%T zGp&oOj#eh$4i52RPI55t;0OsCY{Fd;#Y7)Uai&EE_AflbGLpIEs*Vuvc}NqsUM56* zBm)&5CBcebNica3N`r07P;F5ZSS6MbN0~;PC?W{fZ;U{oyn@aN*-B2aY}4M?+qkuR zozZTJ1rC+Tfz|s`=B|&xmcXyHy~Gn1ZFGW5Pj{1Gt0^e^T@g%kHo@;&Nxts24J0GE znYO1MCL25c&?&z0w5Ti&G=n_grCB#oF;RfR>|Wkrb{?oFO9AaPBO9$QL9N6~I#EfL zWyl%#XG$R%*}<`Qxh(!QPDB5HOHk|fZ1C2PAQ#SN(|r*dP+S&7j#tk>@#{kT1GDUK z)eC@OLE)8BSj zG22U3t3{=-0!c_k={68AXAnyH(W{Rg%3CT39icG~P zF^mP_Fb(S1`(xsUMAA9q5j8Iw!5(Q*Jp1AzwkCw4-K-w8i#+n)CI~xuWIH6{){ZJP`Em*!+alm|VGeOu z;qd+CI&NcBJQ_47L2*?UzI^KnyHhOi&#nrn&@)7-|H4Ve{na=#y8@H+I;cl+HcHDS zLnL$SeNi{#bb=OR#D6VhAKSS~^{gRw+WjQw(JmZhIr+w6F^n3A@Ve9(M;ueIKiUB& zR-D95A~)&p{t$Tlk!7kJ8;L~pRd8(#rZeU-QI0fL10M#%W>M(y?_;7eZvm~Wekm6G8wvLKh<+VqW_FV?s)8ra(!<*BXaIAvrROAu41?Oqc=K?GdHX|YP zqOde?m^?4_!#5twp|wn%_#fUws?h+~1sXwZWGuXGwxbijjnKBaEKh$V89mtf{LD`a za-n|_`Kv4q&c_pI#H@7ezNCf4PTL{b(ilaoa?tv$H7{4xfP3_6KV;qW$DhK4I9|%- z*@$^z-Ks|9tqy`=9`o9L@ZfIhgrSf18PuQXgWIny#Ixc0xLUgc4=GLH1YXT;ztO1& zhb#)Hw00#n)l7p5UmmXAHwpjlQ^(H&J9wAoq@zqVhpuI{81)B#OD3U-&|e`ae2+Wg70a&gwYqkqukR z|B)fvCh#5`;TA+^!ZGDWwns@|&$}LUel{R}NrKobb{ZDGK92$+hWMqV5f7~Q0+n7B zo<{r(>KtEIu_HcOmh+kt{C`=@?%A&z#afyp2ruX#-))`yE>zeN-c zv|9vD6Wd|1Je!KDiNm*L6CrVaA`RHtNv_Dnf#=vGy3dk%*^)+3Fy)^dsRvxH+~6jDr1b_h<2>kVEpe;ZE~#aGqLZfLSg1TDjPQkr7amZ zY@IgbylJFgw-)36;4Jue<{3R!_>pvdtEBd&dOW}NtI@fSz=xSvz)33;r5hjf()PAP ztUKdW2|J-%;s3t2AnWQ}p&j1p>6vN-x34c+*j=A7Mt<{LZcqkU8G$v`s-xm!U3%RRhw z$_7gZZ=&tl3lA(7z*-M0+@S-!eU=V1Zi6z|b$+DNyJGkrGH+-?^eW~aya=;1l%elI z8Y=hZk(s4JXzrB3d+ZTGpM7scmlp+a&p;2}i1m=lvl~F?JBRz7B0?oJ#;!VynA}YZ1^&>q>CL!hQYCunT;vIj--&fS zGr`F(2t3N>!1LR2m=G=u!^3LmqborIC-s2+hzN%4$fxsNztfmkEg&)evVOR+Jk+cf z1P7-JCvy8^uQy7S&&g03?(g$#l9mQQ-1y?suFLx5Z4MIb1U%U$X#A!IqS9? zO$2hS6HjRH;pppiC^P94>6Y;1KK>Zbe4u8~S&)bw?2p@!I^GNo0|7PJ_Dzp8=&P|U zI52XNUY^Qa7$u1qAI|vXLJ6R}F9TYRXy8Td`M5XXGIaYso=v^@ZmVMNK ztK!K-P^}uJjjoVtiBh6!TnzWPY4rD_`PZw;GiGZ#7j5gt1c~J;UET!4w zGm)pGO742G4D!=Ve44s}o;$yk9+3;9W2-vpGhK69F2Lr9%{)lyM>OtS4A(M5K;@zU zygHN&S54*<4CsJgFK(051|Ny{ zWbjZ*G!i}LX;qEEU^OcRcOuK`Fw}u68JUl2)YL(;PRCT z7+*CWL#DRU?#hMu{ca6e>8%XsFKxwzJbzqfoee2VSAga+T`F^T8QpNg4#GY4(V;U2 zAHC4!W^7r>(=$P!;=?4uC50NZTuIYC#_!#ljPL#e-rV+vz8^Xb6{DL#PCAGAxVSKS{efx#A&?xH&Jjboze5naFZ?4CV#q)^5r81JRcpN;} z(nhTgIWToNg2zO&aJz{Pe%~^I6OL*iPpg$M@mUVMq?ur75d;rcl;M@l%#myy!Rztw z2MLg*XCrg*&Mg&sHfs|cTHZ*UZdF2B077=wXWqu0;UN7Y9sXW(rHYK7!FwDAUqxJL zdrUg~A4BIIj&&Etab#taBt?{rqC{EGxg%04Bbh~tmQrYF*?T2>gzT9uBc5|pG7{3# z-f0g_ZSQ;j>bm^Z#q<1r=iK-A`}v$NjWxbx#m?`x!!+W2G<4qT$3>I*j02GZyWF%O zdn|xfRuq%b?^~g?aSFHw1{2Y|EWEnDgX6rv6L?#l@q!7Zz9y9O?Y|YA>Id;~Mk*hF zXiU=mm*v5yF#~;79?|4|i*RGNIz1ffg74pm;)=y>AQT#dO)oOY^8NOs%qT=Q~yzvn4Ayq?#g3if%Nn^nk0DkI|x>)`r-&lxLM4Q*EY(*J%Q z!*Mu(?Z#XfGE~Fh`Vj7d14VFXhYdb|^stf$E z=VJ=>T$YB`J4?V|i5Mqvg(1Y`B9*~xD|eR_}D!h^&dAv1*enL{HQ>m?-9u7R}2cl)yO+PhTL7+j%PNwbLTXd z;Ba9f@wsxEnmv)gdCp2?WcwW=$*G0^UPi$Rl_o^m1nTMmY;T@~DqFr237ZbkSho{n z+7gjheGo;apMU%u_+-^rfn5HB==PQ6fr@4@Iycmuub)(51 zeh^ZN#m91IA<9-2(zm6Nylgob6O4e`2XeSOuATFc^-VMWFdxj;97w+Lh`T?gmyV=I zgYBcGcwzc(+Nlr^elJ|$yX+Zm_W7OA*I^4aRbtTfHwJG%)F6@*H^>_Wdtw_C0iWX8 zdHDDUKKizo@f6cLmR^g3%#YhJ;9D}}ebmER*-$9F%Eia;GuiGzl9t?G1asZ`F}1Rh zT4hw@`Nx$c_kk`MZd!xQXS=vY?BAv^2iWLM;i$L?PPu4^9}O+BK|3FU+COuXigQ3A zPY|TvpW+7WaUm|R7tnVzBJt^b6PSItl^$|C0pdGuHY|=NjWZg-mjtZ>LLO2?}MiIFhN}|8bKp+0y4fDPxKporD2RgQ4PyBwoy7B=xshZLv$sDlci9`pXa+p0WA5yryD7&`^ zxVu_Vs{0-%y81K~W!Z|hc}*zEz2W;LLSR3z^4Jjr&_Vzkep4yv>2d*R8sA1e1KP2fIlP~HFX)Zp@8nx^!bO91Xt6QC9j*OGW)q;7cdwB=Um3Nhh9Vtg@9;_Mooq zHO{7g#_&;ZHdoYC4L192g9q!kV})=V7>jpv=7$QP%%zzSb8SA`Vdx=|ybY~kJ8@Xj z2KZ9h8D77dh~KEjOWC1lydx3&-c~~W-2yrP-unJ7lHdC$etwa_0I1@xmck#AanO{!gZ{r&`}VEYE_y|#k< zouWgx9Gpe&F!$&hmMNS#s1FTnHfxqGi_4xTlNYlH`*}NAtGpjtW{Gm%-f-buwT(8k znU#)rD=p!++Cr%QmcagIW}Gdvm|w5{HT|UUl#D6)LfUu|H2a_8h$tQ6{+#`RgrWr| zvh4CEwJunA@i>fGNy1c%a4cD7M54dN(0N~D;4<6Q`iEz6mkC{j;WIKA@;VQOJ@&!N zsRj`BZUDPPhrmfTjFyMlz>s+)@x5;b|CVY&)vZQ&opuTqU>Sj%Vt{6wDQ==l0e3###k= zg!IX7^Bmw4XO6@9H|U1dQsl?tR!HiMgn$g@>l~-3P&-DQ6%Nx5)*;n{O$cAZaZsh4 zj*Cj6m547Pj3Bl|-V6IjlF6M#am=-o0c*EECaTUmskc`RJ?3jmoZpu8ZLLPDdnX{a z#|y0<#N(fzGhtQnENnFtBSV$U6WN-fwv~`aIuT^a{33jvj1TQ`{cHr8+p2cQA`A|@;3{nY| zutGKl+XJS8Q}8I`o~eP@sbA!H$W%CUTp#>pq+vmfJ+*TvgfyB1x1UwO!cWaGQI-Vu zVWFrqd=Tx~bL~X#R$LjtJRiOHK;eQ25Vv|1yU2^y?rx+^+XZU6cR*dy6rz5z98=GR zf&3S1XlU0*@4-USug&tE0k1kPK1$)N-0KW`3R~&#qzl-wrxj>&2yzc6L&3|f_&3=X zPF-fcq@4Mr{DtB($lBLGaHq(EGKEdFBJ?zSa%+ST77NCv8WorNi{b4o!MJ z%NjhZ0x+0&16VZG(!Yu#G>Lwp>*THQ+v;?3-)k*A3a%#Zn#P#)(*c~WFCyg}N8B&p z1t%O1VPE(^TH(HhWp&pPnfX4H$7)fB+lLD%Vl9M`vC%;0=);zs2@v~P5UvdJ;U=Y0 zaEjZ>&Hiu}W^~Sm>#5}^ys{bhKREzp!lBrHnYqGUig37S081Dj?rqRklxnS{2JG{Z zt5}SKxda5uE5OQ&-EBUsg&oTY{t5~wd|$1xKgN}=%^u)(8#|NNx?5@Esv54!jH&3k z^c}sIGfu=pnagFw7ld!6!ct*2534sM%jY>_&PGA{MfojJ{I-u?+gpWQEH4(a-UF6P zNP}Ma9FVo^<#v2X!Yf#V_7Xg3s}}*^UQ>GOd&tYrWVp_5#3$E-g0fC8ph+y37TLLp#_A3i_&Q3++rB`8TWdJ91M;-=V z4&_W*Rl~r=1UNn;lzT(Z2gO>H$%i&`Y?VEavrjFeN!Bem$#==vaWozuoza7%H9PUa zS{qDiD8VO9{pT*->!7_Z7Z{&cjo$iHMV^^7;M4B)IP5V5y%jm6US$*LS_;B}o^ANw zDK?W@VgpBBi=)-S-8lA5nHna!Fkb31?%$SddUHWGS1eo+N)41a!wPlKbzuNC*m+M# zO&Pn^9>%w*014N7>7e&&tlnjZeV3)-&7O8V7F`T=uXEVW?*|3xOT^^vFY?wn9~&Nq z61Q^Zhq7$L7sh!oH+d#8j&g=?*{R@D5JO$BO$CA6Ng{nYf=X_vgyVhv*exwgd*qDa zZ9Q{wN^8OQj~|I#wGllNZL&#c2#=i@%urf~tJ`nJ&NOV5zw%N=QD*&wle_m9pT zxQMkq%Q!wCrW5zGHJo>EXG7$rE6jsa%c|~SaCd7yoT&=ON!u(4s4vF!^Q>E>fKVE( zNR?SWkM-Gb?0YGsyr>4(4<7KUHv-*O%EMCymg!?%D#^_S_|`ERelP3d7G}-`{Y4Q} zhjDCvh4FEFDuPh)c@KB&rFt@Ybse-Jq7HFE<$~}2|7rLVS92p{K(aYH3f6vdfx%et_i>b zyK|VSDgw46HDIi6fj8xq!02H({Vk;rIZqN`R?$gz=c|Y3K8<*_N)f%+w!tBRM3TQhgf~e!m=>J{`mjZCx-}s0T|n{^az2&4NR>3Ol^7uye4KDK;4> z0l#1^WHbK9f?NCO65RzTrJw_THm9K3?*$3D*ho`eR$-mpX_B-?2*&xlIbLTN14nTl zy-o69iOwo+mWMSSmQ{mYv(AzOx?Zqi#$GVtq{6Bm8F+ku33+g>0Yc-I@T^}C-kEa- zcGb4Rr^_Pb#m22Dd8Z9-=d*sGiWa_JvKgOjScoF#HaI?IE)}^M#Eow&A}Kd&P}waK z-yK#&L(L5Eayrh%ePW=uOazp+ogvAhDX2XX4xRHC!)G&7*pO0;GNuz$x|((KrW=4% zPZ0Mm-(5;r2g~hAU`NcGB6RuH4D^j41P8t&njhLB^jtc+`h~+wvV5A~~9PA7+P zP)aU9K|?8Z95ci9->1XXhdc4Tj|k^%Kq1~so&i~(#1TSg!xKwnzL!jr(^$i`WI15r zZ#ppL%?bQ5{((F=x)lpqwkS91zOh!!6u3VchMnReD8E%6G897SaZNk;v1o)Qj#Xgr z9Z~otQHLkb#vAum=0KeHc`~l)4PjSfz^S&S!=h;i91z|_CFbr1zvRu>VW2}b;^MJ> zlQ_Dp=7$SC_Nd*y4Rh?u=uML!l$>aw=DtZV`D{LRNFRnXsXCAp@|B!h?#lK6*?4yb z=kt7GQXhFxg|f8#gUV#yxW*z+mB7 zR93I$UQIJVcXwfYsAxn!e{zQ;i(#1OJriz=ZA01L>##z42bPSyq-IxVfs@u*dh6#h zaQ>c3cxoGQh;a>%nzz7u<2-71U!90fSBGO|6J*c5etOb3hjH6%p}N@+-YRZEt4%Aw z$^I3+I{g<}F06%0#j5bGH<~QI#a=ki9%6SJtD!}l z_0?tc??5NfFj&iW4zoe3J_e^ay{2=jr9tvQ6I`+yCDlcl5c6n~?3X-4elI-B9kZK? zdJQw-=qnA_vSBBL%KWBv7Y{+%f81Yx7&)?(W1{W_qO5mkAbf%Ru9Kpgt2yZ5d<;V9 zF!ZiE3FaH^$Rgud_;#xhL>6b#-N7edQSd0?trEf7CnsQJycO=P-GH%SMd2ODJQi zD9;9=i`lU9Ss3Se0`t7NvJUN{6F6g40NJag2YzxV=w|-`)Dg5M{SU*z`28J{)A5a_ zw>u$EZ>@nyND0DSZ}17Y3mzZRAU`b%jRU8m#HUTrFRzBO89O-PBK0&-<_`Df-46OG zQ-V&jU~?h%>|MGr6w1%5;qXWpxEpZcqlFmkl`2C2z9hKO<`458C&J>T8MrF#2vmJq z40@|v;kVX)5_4xQ6m@t&_v9UtF{cL3_Bvq3GfkY6^NUUs(7^ix5pe&i1f(x9h6Q5G z;aFD;Bfdpw7b6C;ld-VOV+KfAh~cP#CREF9#ux2zFk$P4sTQjs{QgXcclyE2vd_Sc zb~(^9cL26H^RxY47jDy-%DCED*zE2MH6876{Q6@~jV|leDougAR-q(pdK)gE)rTXJ z(KzsE3-EtFK^8qvhlvX{=o1%?E8e$&@p691^UjBo*+00E{^A%Arb6exV_EW#g>a>h zb!g>5mKgpZAEeiE!Q^Wq z8nfPu)LbvzJ$4YP?L%Sdl5m)2qX%yXTu6v(A(&QMAy57#4AYXM>z;L?(&8#;$e#+A zU(F@IOV8qwRYCB2oN?D@eBd@3HL*Qx1)Xx1v0z_b<@n3VK!a~K*Jn>3+WBbX{K=c} zuRj~ia+B~bR}I(hdqX|s8;MoZIh3(TK{L-FqCaLs*-#5_K23v{f0{8*@)?&uAPgw) zagcoKgR6dz*n&khv_nuz2S_JY2(yl=5ug(faoz&563os>2NrmipN-{L4T1m%@JoaohKpK z=Me#f%OR_ce5lTOce3G!2byW0KvR~5)0a995}Z8n{58T!YZr%_-&V%EgcV4va~diu zN5J~xQ;0A@Z$`0PNr65QJunr1No!y}-)XpIlL6bmg}_I#codtF4Iea%K#=*;cdS!} z`u=zrc#uGc*SDj!!(5!aG9UPRDb?c-gHLN16Lv)y+?jUy6J1sYn|>ylac|n+kBx zIX6suyBx9QXj*GUy$Wb17UjYHIm_6#JbJ`kmQgAih~#7 z-0A`H&fpl{&xvC1;ZPW@`a%Y(Ul?t{_z zdDI%aSBFu#L3tcgOT*Y}`tb8-48D)$ReWnznAQT}U83O;e!%i2ulc|&#smaE6?O>icZEZp z#n`WI2KTt4P_pX;vZ*CJTiZoGt6ig)3cER9%>jpB1>n*fnT+k+Poq9?VJw4nI#nXD zXvQfLP7b5XIX&1hEf*ROmP6e_5N)A(t76eXtZbJ*}`~&Q9PNE~8VArlHJ^J<#PQ0F76VfmUD> z#*f!S=tC>RZT4$md2%!Q)Xzfba)))>fO|i=?&w8$7o4T4iOWg# zpB6fED=klU~TL>V(;8Wt~4!&pLe1lPoW(Pj)}tb zT?zQvburaVO+@KHG2H&2D@yFlLR0yJoSr*&G(cmBtPJ;sHq9NVRW=*xlGC7bLms)W z*Fm^UByJp>i&NBmX=%?1G+=wE2PRX=iu38*vXbrSSZ)fJR3CF^&Y6pEl_l^3uNm-^ zdBN4|xp>2_2P9AwxWanyisk$+xjmpg;f>%?WeI+k68P;3y{oJ4Gy6 zSA7pGDK7vMt3sF&dK!{PpOIYiqnP}mjX7NE&_qlecSizTt^UA`<%x&G*K**AvjS%4 zr65mUA;in^Bi?XFG7$k^X2s*_hXWW|H_2&RSb*0@e95NKV65ohNwc~dKxbV63}$D+ zlIaP!T{Ri~jwjRbrc9DRMbTu|6VfoN9(g`6#(7K!ya;$l?e2s@qRlGkuGomhDoLF3 zS^7}8y^$XDJ&#Gw>+riP7k0*40M26^!mcCjN6pt^>83jT)p(N}-DN{#BAvn8J{x>x z7^6%ri+jia0%!2=aq?iK5aw}INu>0Zj?3o3cxxYrh=_Q>lpYb-^`?dlrhTQU4GG}7 ziSZ2gH^I!q@o+w$7Z)5#Ae{MSC_C0dp10J~o=P5&-u#(}MJMBq{feln?ZEnQ+sLS5 z0a<3Pi^k?FVA->I>`W>N(i5jZ`S3?7W_=i5O!+{)W+srW+x+46=N z=#%@~cyQv3F+OdmgFl(!9NlNdjC0>fPD*+V&>2+Je%oqc{6n2nf#&hK*VeNQ*)^M|QIm%EdDm%<$~PbBsC499Zew;lEiSjH7>s z@E&W$1{NO7vU10jdRp8o+6!>`yD7MAFJ*nmZenha@L9nMj=Csf)7?m7IU|hR>E2^p zw|AJ^(P@TRD~dsIb`8krIKiNOGA0h0z zV+EXG(IIY5wxlGCU(j@Z0 zs1DlI#NpF{waA-m0Y=X!sM&%(_}8leMUStL#W!83#E>1fUQ>kYHZhR?R|9wF8FAWX z0*W&3=T?7j=;=tJ?nmyCcmqScsKY!?tWU39aGZN!xEIVS^UzXV6&8q=8O90*L+*qO z2AEP1p4SFDK1bsBw|%(d{wQ}#X(RAfUVyc)EnwY``}E4|EpTteIh;Evhs_*K@=1Iz zMvdu^CE|>+eRdA~F|&qO-Mhdc=?uy`#lfb9TUhR;0*5x1gBIU>T>pBI=x(URM;A)L zP$rhHdb|;iT1@9Un2ghX>V>%aJ%KXYLFj2u;DqgM#BttWEIHT&ikt=r)Q`u8>8<2R zcP2+JJRZa%de}KU6-OSf!Z6Klsy=pxeEb@L*W@!G+(s2s-IP%BhYe$3-lDR17L(qT zT&x(VYtKsuEO`7>f6uTzssJ)~){yeS%_&p1V z^*4^}Nf+?ocG9IABuQcbHAicX4Q-XfbJ>5S!_jYf@o@cR8dAb&5mgSQEs;~5F3n(p(5DE>`C+Z`;U?2<-8>$xyo zMB!^tHAZJ?`ZD4?VQp>60AYsmGF2*kA5MPOnI4Ycl?zRj!AKe0!1flTYB#G6H z#jLD&NDQ}R{y=Z2ZfoQYK`P!`et@3oSb-~oQZZ+L8i*FjqHwu2QP7IQNs+g7m-7pb zi-9~U_vUj>U2KP+Bl{V1auD8~&**5K+DirJ8?a*40q#AGED*a=g;zooLCbGhM@Y#k z+`t$Lfs>4L=J1t#`If(a?|VXOOm^604w##lCxf!$d|BCs5E z7tMji@hzYsk_?wlh;ZLzXL2%@BDlX@2zt(081#~L2Xr$*;{6n82oeTGyBe4lZ_CxH zv!|WOJ@o5HD5_{?uwGXL$~0?$o^1l?JTHgc?~igmbqYh={q3Nt6N+lT8Jo3^`Jso; zfvjvPzQ_r~+}0TCqs|W{4f=5O+GvNtG+U11_F^>e2_^%r$7$LLCwQ?k8j3F1a?3r$ zskPV|SY%p?FMVo^7p_%?Sie`Kbx#>OEzf`&7iRtTu_RvG>T#6MoUH!04Ta~irsQi~ z`tp!0_wOc4HUkZZ9-{$#)szVTeQH6w8Q-ZRbKjP{s{`{X?l75f2vwT0IIS}R8OJCP z;9C(sYWYMjSt#O}nOBHYALF%0>tKFg2%QDAY#$d)6g>5&k|NgF?nQoIi2 zz10W}J88~+c61YC!LYryMM4z_sDWI|H*pGEEmyO+YFgG!Dv1+hu+#I zN#iaSk>3dt(6vMpO!w4dt#6&(p}o zrJ&=>I`WFMP;!F#zdKXGs-p;1Gm7!{-5jGEc>%cWjuakpJc;iI&vU+RT7=aPg~^>) z4fyO#653>52a}WW;PC7q3fx!%(GHn7+qaBse>D|#%KWM5zhsWjqO+KyT#8wXm%*=f zE1+;elF<*%B_OLDO~RVaQpNH>+QYXV7V8|M!@hYa_1Y9PgsSmn&sAdh&=JDDH=!3d z0cOM=wa*&)MjwpJe>x5R#+m->7!;OM0Q@ zCtZBJ0ZY^iKw{b$+4M6L{?^5D6sF~ptHM3BVg?0%M)$g>5=1i8c7UFa1botC=eeR> zh~4alRe#&zP8}Ea_dcVcw`ZczFdsy;-84>938C#qg20vEhr1_t!R5kZ_(2)rPw74w znXiK%%$2wtwgcfwl7OI9mM6Cv$ETpwEv?x=f8Zu{Bz-Ct8pUWc%RV zq!#=tTuf`no#5fCddyZjf*Y&@$+OdnV5FP`BC0`{%03%g$N9*a1NtB!_m;R3b|<-7 zj-%`L(v3>|#M*cxXqz!Ux^ygLDvohX3=^U1MI6efhOrqc>pa_RqEBXcGG3M-SnrYp z#rQkiUGCLb?A^qbn%sw7jP=KVp_~Y>Itziq{ak_j9kiZta09I-$gdCK5PY};n_Cva z;arvh@OMIKIY+q3d_ZlS6Y$k901Ofr!s$~Kzh2u0&qepcV*V)jlfMin13hVF zStC#~zJeTqIWV1X4N45>!p`L>P`P<0ZJ)XkuFtFBc%NSlx6IXOU&|TdZmkJ1l42-4 zb`Z5Qg;7bb8Q*_d&3w>ds1vpXCvS&>)cy-p z7^qf7E-`Lj^v-bXz9I{y;Z1PZVUP+ek;d<)#rRsNh(>%5X-+WZi8cxx zJPEE@wYdKzAM)S5PR?y#3s+pPfobJ9)w%W`*WR^()2|p0;k1a&1O>_4=sse>Vcg4l zEwV1U6tjJ&;qDU`Y0Brtc>a0>o1KUOZ$vy9uu8^fQx+0RdL=DSLv+CyQu{mvb8S8*V7Sv@&BGzI&PhjIQrF{Xo+)8J%K z0G_HA2AM~-kiW8wBVnvduQRWlldK8d=Hmk^YgTh(gWa%q@CXE-SWkAl`LWq}ZO3e{ zPsB+@rn(W$u3U@u4GmS2a(YytX~ z1`(?z=Inh?OIA!a;`>9r#5t3_OXg{UU5q2zzZD`s(?&@eXd(X(dk_}W<8m#M$n$0K zShyN6#VQGOj8EXjy@xSqqZFyPO@hrc&%-=Jf;Y8i!&$9C-0`gh#T1WV{$u6=j6w4rucXDQOMJohs&;>rkjHRJ$Dz=NSy{!GwP0ytGdu3O9jrK_2Vx4G)NLg zS3upzPxRR#Be;>I4bfqeV9$7>TB_OfP{jvoHZ=^xO+&#GnAe4U4{K7M(gySSIAUW1 zBDYv?x}z1xwg%8Yf7=-2rktqh&jqQ~ZM3~LmnQZKaE?!JrW4<)(Xst3dR0lI)>IAP z5ov4N6tDyu1{dJpl~+*fvo_wSyoLYr7}MohBq|G-!5txfGJ~fMt@`iMlZgpXnQn-S zPkTYDy)!YIC9;S!wWuCL?s6Sx{RjU`GlIC{U#b%eUba_bdvy-fIwuifE z`DN^;4gj+jpve3IZadWAH1+3HC$St1?_@)$)oSq0AED#yo_1!&6JncJg~lyo93u~3 zMAvHExnVUN-w*+nBR%xoOlLZ0aR}^ba6~(;_muAK1fi~J9WesPGONju(>FqHcn(8x zZvtJW;R*Nt`#|00%HXYq5^6|?LaS3eN@!W*o+&9H@XHcr+P$QaZ_eOx1#w6pGyq$r zBAA6kI5_c#uJAE|{JMA|tq_k#9y}w-eM5BCn^X97mldXu)k9$NJ^DC!CH!`cLHp4> ztoMxqSrzs>T0Rf%bxVS5xe(r7$-1`8&#?aMHtwOC+f*ZV6Wa5$Y!rJIJn87h1Kxh{ z`o%D4WLLwy1`1JuDd-e2mpWJ)QcKkzo7iPhJo&xAAe#!azlx5E~wcz7O zKAJ3v#>mv=WTt!z=5$7L7j$2wQ?6VlR~&DG*!x4UejIVw(-ri~g<BQQ!Du}%s(4-+({GrA@PX4{7QX;n$A^j7H^ngVH8f*Qdc6T3AucvG2oq8@hDkh<TOpw^N za@5f_2Awzau;|rk5HKu)y2Hbi=RXxJU%7|`&tMt7!|8Z2qaKA;9)n-MwP9Bd>nyBq z!%sZQSo_on1PynC=ZGSixlMw8KJdQOoOT~7jV`+Ge~S;3~Z^B#3ZE} zyd8HkPn9|d=y-GT-!ZPjRDwKT&g1d^ome+)2u}}(!I*CyX*d!~R1eJn9dl8f`auH2 zP94L5cNO^WLLU6^zRx+>Dh+ja!$4Ml7WDG@psLJHyeT3Da_nAo?i~+$*KdVZUII7W zSA)|{8_2%10DG@nty@}BZnfQCnBo$Qs zK@*!&@!U;*tmt!qV$J`^x_jrK>1YZ4wMH11$ehFWs7TZ~8^bsinH@5!@px~|W~dje zB2t$7aNE^|+-$3zMhA_zpy}N>=F6VV{d6~+%D-r$Vbiwbrn-|jE6W3BSf}I459=Y{ zfU!Hw_K}*2gTz@+9>Uq@Uc0P=#?HtA?}qc38S;Wy_Jx8kXCp2ZZbCjiZPuUM0%`7^ zSSNc4vceNd&pP&f?7T{4P8M|}JM@vGtyNq-r%jNZP{0+eTnb-a9%6h|C75}(626L6 zfS>w49Ff@rmUhCZwKbfvl0xY?7xB&;S+vglZ7g8c%QCkAaUE7H2GKQ)eO6mY`3}D# z7u%a5=xGDGe&3EhQ+LrDiPz}%k1sev(~n|##6IABkb--!PLY4BE>iyKEKBdYmG*qo z2IYHGp*s06jAdECtn{h4AvTFQBT8{{TMEpLOGci%k2)fcwv)MH-S|YxfV8omfmBs4 zCx2})Ub&eDo05)$yR0<^8XZIK=M2)?*2jqxok2D~G5{AoF6WW@7ShxxjaFMeb8n@F zp=sPd&Mxm!(pIH_&!4(-faJx&*FId>~XkNavWxz55YUv zw205ezK&^w=G0|jC-`gUg2Chhn5u9Jmr?0?Yq$jg zbMf51Ga#~bD_NrcpRt8SAf&JyCx2u;N$7L|>1%sY{8lhNu!tc&`oZ|M zgm8{iJb2chgx~gi&}HvmjkF>PNDOggjLV5s4i+;Ee8uxS7M;oK&oTB zK{fv;**a{B9^>=KHRgR?85#})QXSYAxgDk!pN9i>srW_CmN~+f(hKZ&{l|8QmM_ht zmyC@7Z&;C&vZ@_C$&qBk7j+n1#ay@d%Lw;QDc%|_fxAO%a8;WW?wKPD^EnA9g@!2P za1L))34qS#3mw~1Brvjt`EP5wLBpmB)6Fw*?^_#C_br22Wv@6&1Ii$uD9lw12uIoV z(a77?hNZKQ(&m=|us~-B=q_>enmj;tZB#(_T{@nI;UE;E%a`NvV)Gs(Y1U z@2X8`sk;VbJhxD@fos$_pdEsKMC0N50UGs13FL!WPS?s9hM0rIw%8D#2qkl_?y|9dSR!mq~ zgUgC^Ige)V$CTXv$n_%%Wa5ed=zW&QgDhK8KY12-RPrFn?*z6S%Ve&YVlqFs1h4;; z=jz`mN9TqhFy&1)cJ-G9o3Sj;#f(0>iLV5=#52Fg@={tZqlY2dAL*AhtMNd%TqCp^$({xY=x{50jSZNB#jsR@aU#y)a(_& zx(-e9h0UAiUuwkUWDC0RTmWWT$>Bko35rWQXquZZ)D8Y7nVH(KM_n2C-)tf;85{0T zte27bGD7nu_ka>(U<;m3LV<)fXxWs+?iG!=?H+UD_7%Ll|ZSO|vY62bV0G#MJ{ zC-Mt2a7I!VKKHf-0gpnQJS+#L!2uk8>pYskdMCS{F~*B<6KBray|}fKLaIbCzM9U3 z?coE|Ofi`rT40AyrCmVm=q=8u9}mZ>y&M3$Fl=Wz{kfBm`dC&$rA#8czH|aruT-N` zdIH)_NW7l{UPa_3d@*z7n=bqdGzE-tuf$7ZxKZ^iBx z-|4*RE5ZFz5eX=F!HDyxQ6W_hLo(_{p!LmK6uVT0x#makbcjAi z31ySerR?MQuAfLvktZRH3H04#h=))2(a> z-`)yULfshu#uBdFFamj!$XvA{xNR2?9Nv}&np{sX+7*P~?-YZ^w*Va9ERF5|4$+70 zVra~`n0~oAm~2yaZsY3$4$n@YN#D!CS+yT_*=WJ=;wA{a^pj-2mM3c-Thc;Y)r*p!C0~g$UBzv2h(Pzv;l}%4DRayH(&6(;ajf<@ z1%I!x&+QjYn0rT?@|n9bm)TdcAS4veUkk=(zyEOemR=yjLzl?hUL~3(B~1KI+0hUy z4jRfvVlHF*)VlNF>8MQbNlHhr)67$#cn&6(txi#oMy%~BQvhFeK#%0g_-d=Z7i8{LG5Sh~e)i0v(_UtuyRyzl> zH#p&zPprFnK^^U3AzriM1<9(55O97fN-=jrqu>DedwIYLgIM^YZw^jd8^|NKY}Akm zgLelnL+eiu@c&&7D(6;JDe$Z;piiRD zqq)=)d=s7p@89VWJE8fY={5@`E(^ilS(}+tprk`~nFw8HISqQ=Zh)fFLA;-C!rkH@ zi;sTrU<;=Wmn=9%n$6tsW@!T1CpZl~cvE2Q&SrSXGLlXk{BX0_MG$z$k3%8T@Sos5 zj?#=;sQwuPhk|0jz~=(Eh$rBcO#*1fawEd;oY6h2mbqM9>H21VBgc=ybh%7Esh7M$ z{vO>=xL#sd-V}r~I|+??%%0(SZQPrJjKBN3m3Gr-RN&tOx}32Xs(3%pi;mA}qGmCX z(QAVflDVkqcAjn>az3|GMFB-ut-vdL>)@V8I&QvnmGm=bSM0I|;^EDhiaZ6xK;{Y> zbw-1)k1~7-$waNS%fY}w4J0Pcg2R7BC_S6yi;hH~NYGdENv9H$2M6&;+zrYTwhOiT zBH?#-GS1@0!Xm>4JdtJ&SF0AV`EV}!Hgf3-yCUu}6CJF6GZzJ$H!`-}5^6A%j^-9g zFi+cqw)Jg5ZI1-Vtx3Rxo)r-17J+h}i*dSYB00IY7RT2-qWk>M`TLssytCnAfZVCm2WJgQA8vd?CiU#_ zNoh2h^{kI38q~o4$t%R?z*X)@ANrP(63;HyNB44R8)L5F6@3YR(=^DpTB|O1+ zte}Hs;zaNqb1?21oezgkxai6H*ihVHIVK+gwv=xIb!pg4!t(P2=^8eT3LY(N)f2Zyl+y)w>TZr zFS$($VRRt(5-4vIAjiDcFz5qg9tFmNDDMMqP|P&OB#lP#@nb0O*-xkR#=%IECkR>! zkRNKv=&*P;_9-bsK$gRYAi{RVM`fwmh1Z?z*;CEsi=U9XwDt$N&_sj?Jks}d0K+A1}g#0O{&a#Y6zVa>{Sr-FWl|r$hJC7(&95;$%@7aBl z8(?3kEfMhvq}Mkd!BfIK=;;tgwBz;h-&`Bq%4^VG{80|G9?b#uSi~1bsd&A64kW0x z8lU*R6*vBO3VkoAlL?ny*f%r{Of_zHbg^euLhNl4KAH!Ge@Y}tHw`9lR#Bn z7>k~-gJV5|;O!kve5?oQMWr4H+1pK$JXpU>ax?DxGmO2{hhR~s0v&dHM4u|hQQmC< zAZ;g2=Exkt{_rmx-_`#3xgrNQ<)q?j&0##J{jz;;WD%-~Er5A?^YJ8q4gRVPCQfg{ z@YFqX_-#ZkMb*2Br*dgRypMK4&*NB7SyY<3-kQcoUG zUmFqpDq)Osd%0we?Fp92%lV(8^YE+r`{Q^>DKjNe8bp~5N_Ed$17$Td6hgj~kyQw3 zZ*ty#o{EhbD zuHfBpSYUwjy>B1<&VES8uj=618ZS(g6GHEG>>Wo4Zh5AK>jOLBsySnq916wWm&SDU zqeA2e??wqDPq^azhkP~N4{K)1z}Ih4FdV@Hv%d#%G$)c@&Z|3a-+U0%wXCvUzLE?gQ=|R{H7f5?|979&58swgB{>u@R>~h6-z#i%2CD8 zNVxB5iT@s50SBrAF5*&jw>aCH{kn-<6*)<5RMPN8{9>{_gE4Z3F5|ux4RFfK4u8(v zPo}dyM9Z%;VG%a~UVopD14-d9YO#^sr>bzn&Z|)8UW-dl9w5oLis=naL3sW2Cyi{o z0mMBJey7Gz?TU*qZ=e;%uGrF@X-`Q06?YhXD+0GJ5~g{pqU5YxaL=xQ6Whb-guw%z zuF7RNF{=ePc!$9E*4gCG@mX;9yc;-9+78LPAOU4n~Ib$AF@cK*b`PtO;S3jQ(hWw&I-Y}89%7*_ZCvxrq2kQcoje(JX3Q>Re8BQ+22BY6V)3N%+%oDT-7dgx1)2P(QjC zw@$4`6Hf#&wH#C>{?M=Sicd6GP`o&w$@%5;)h1wOY5L5tn4 zRDO*u^HmRlc#jhMAMr@ht_ZXdQl?9pPSzNifWDXaBG%cGhu;EGCW>wKwbp=+Lo{T1 zdO}iq9ZceD0|^a%-1;OK25-(L`=7-U^O=*V>EJ$2!jW9gwao^k`u|Oo- z?|bSuuN;QXI^lax$_@)$={(2-uUGKJbl zY}aa}05#VI7eml&~J&L!ronibxbNC@} z77o8&!+j_i4mZkmuyjKaT3DE)u~#D9=3Tc43Zhjo`OAegsSaVp*IAgOF zD1D$g7i0_;VTfogB(-kCG3m9a@ssJ*EPM?93 zlniOxk~HX97=^F=aW%qm-wVnt31HQcQmoczxA_DH`EXKh9G{_w1 zMo35!hhNfXQGW~T{g~{99N`$8x2Tz%xnF>1-nGH(m?TKw;!O;@bMSG%Ke95e5fvR> zN#dL+{4pX4-glC*r6rA{v0Qy0 zdHW3&;Ml?;I+nSX&eu!C?(kMzXE|HTqr4H{GcRX$X(;ct{vv$!P7pOiOL4NU45ZDX zI8)Szv{h%}hMqJ;HzS~c5PB#Hoxe6?f^H!=s}^%~QiWk#X*3=e_s2I=cSFa$Z7{>j z8n=rM61!=^kls)Pk58=PRf+?rH8mDLrUc^KW8=IPpG?qYag~_;FNJ*a^OjnzDr7#=p*7SmgNdKlA{haSR{ zHH?MgFx&PQxy8Emb*@$9f$&v2x~u|@O%I2mo?uY(GQ<-0JFK(To7x-?;lMK!T&BqQ zGs^PF`Q;7)VJF~r`gTxtH$$Zd>mf#y$N5mZnm9&oMW<40QW@gw#bw0M44pJ6^vQzy6s81;ra+hj0r1JHfbO)yq-pU?5Lr&MF90 z_(t^(J>snb54L6MOE!*jVAb8Lm^#SgP11^mF{=m^GYlkVqg&wTk5zEe<|Vy(aVnfp zilTC1<)pvZl-#ZEBC01RQ%EkvS41C{o6562y9eZK^g*I_?HSFRV#v7JEFV$XUq_%ugODB>_S*Q^AHxyGbfLc(#o@y@a(@@{3~<o9X?-dy3&Zp={?QJ?^5^_Sau~r9ey#NFYe?+D#&B|XrEmmDklWY z&8=|Ub|IWlWFEDcCKeck^1`>R1?XOhZlkw3*YXk|;UME1Gu%Brb%o-RL?hJ*0t8jr@UIw*x=)I)JfK8pdp+ z@MgIY>}G7Aj4!67YsxC-0p{V-NE5U*eny@D)=|Ff2(aIg4@ZNqlbQKT(7rMsMLq2C zMVBcQw_L()KQ3Z_^eL_F73y$vwFo`_E*;gq#wlO1tQLpqx11(#vVQn74lfmj)TtDT z=2mgM8u#FZi-FjBrjOWE^`V(z2WDKl3Mtw{q`p0m8hWOo=&x$JD!Cps=lW||e`9+A z2eZ-m_Ews;F#^j(uAyDrNl?_!gr6Heac=Hoe#Gx@G}B}ix%pC#zEHmk+0Xg$abz2v zYmf!~t<5OZ_lTB8|K)^1Je>YpN#}`Hfb1tzj}T7}^~(8J_o#|VVtqa)kyN;vw;WdODy4yTb7-SlHe;r_AhA-W0xI>y#7C3*Jz_au$z0<5 zr3Rf=FzrrBiN2Evz}KPLsGZe@OLC)OWA-5^uATvAF13)+_XM2(Q*G zMz?O}p=$*|Yn>~YtWM=pd-1#dTFRibJ>-H_svc45Y-cY>gL@;YegB+f|3}-B4+Xr@2;fI4Qbp8~i zmi)uC`X51YvjWI*C}kiWMGY)i1=x!76Oe87G0<9eCx%6ne4ZEIeQ0i#0|*_?;_{!DTH_ zCCIjYG-P-(QDwYqSqE@G|7pyLFCi;g-*>J?D=8JNqz=M|u-tkL>z#_?x}4cK+bb6y z`bwfu=RurN+DC$QZor&kKM3ipMB(!5RI+Ot4wh7q?NVpy{2RgWRXPmY<2$f?SuX9! z55Qv!7*E4b1P{!cij&rxVX9mcSj)NK!$BU-S=URBH&ueDoEsWRJ>{sy9mTKCk)XP* z6Qj<^(+__ilArmN^##W!!~OQ3GRo$tqDU#)ojzD8V1M5 zsqaQ@&YqChq-)%WH1>$&n2G@U$TR-61Q%Sqe-h)Fzle>`d@MT?gfhu%@sD;9aZ=k2 zo40Pj9rj`Pv@Qnjd5EDwk1y^rSwn2(^6?U%uisXm}-m5f7Z1e~U9dhOH>8Z)UFzdJUOrZt6JAER-y(pCzdOlqe`SYPGu z<5cX^s|A}s&opu!Z;`)6+U$le4FSClY-@Hq{wQ5WKCY-j=}$Ld!sR3hpA`igO`FhV zS32e2n}@ltmqXnNKI)YAfV1z;3WWPJ**4Wy`qR=HV=c1rE;5gP+!^@Kb&@25XmWE! z4$6uYW3;2E)^W#pu)8M!L9C?_Dt5qM6C3;?xEr_X@}a6wFsGjF|4lmuD7&}_HaAGJKf@SOijIR6v80#y z5!%9ZFnJ^pavTgf%S!!tXZjfac|QYiUL4+Yw5V8;^$ZkHVwom>mx?TipuKiyZW?q32GarB03 zu7&XaKR=SSppdMyvV+SlZb16kc|36roDsUKwL&5Y-=3|9?Z2jB=ST(2n6ZOXw`P## z9sdKL6$fxS-#*B)&F4A%S4&UDokWg3;`R7OkVtXn#c%JSiXxGaVH$!L7f13Wh76fj zyal>uGyg=8Y5Nsw^y#-SD!NhzR@*4x#LR{G_5cv2?IL*p<~4dsaVLoFF5#GsvUg3> zGPryB7ghXHMTQJa;OikzRC}IBhDQk&47h@)Yc$Lr^MaGV)L`^NBTDQy1EakNoE~5J zHEAimxZ*l~V4SU@+t_B0=K z`+=l*4Dh!oLx_7KtqZO~vCq@7=DYBcSVBiQAKu)cL4!1!!JqNJ zgeLN#&L)%A3CDu3VlsxA&%%^l_RM=J2CGbC{Jho!lR8adQE327a8+oniyPXHCxP@bLq=l%Ihu{g> zhh#z8dkT$$@bqI5E>?=D{}Z?jtc{F`?W$gy_5B&$Hb0v;SY(N>SQdltfj_vvZK65p zQlRI>2PbrdU_nzBnby9M6MOgw9?F%cu?HT|;#Uvpho($au$SlN8hMdhAH(3?e@aCE za5B<2@2KC+PR=8_KKf8 z%N?O_&k}UIaf@zQnE~1FA9MP&S@Lg+IHofGyo-o7yIXYg!i7v>gP$4sbm}=ZNj%Qg zTarPS3@#zu$`rK2{qWj{M^pGRV6l55@-H|C1BdgeX66_jRP@5bGG16Lyn?EnbccW5 zXYiw~KRkVILDp)@!r3=wDB2oH&#k)*!d?r&xn%+L%YEaN&A-6u7vm$QwGr@jpCr#x zQ<>L1=>+V0XGVYMur0mjd(^2#0Ru+IS$CxcxGBAKfruhqP%VKs*!lbCixy7V=A zp~6wga>d62p^zl*giaz=u)3fO-hYtCM#W1Q)!|9oMY$;MvJE~vNTQURKV0*gjC0wp zUGR_yWE5ADokE$|x+4THO(emLWi!$4bTSkzNW;mOtD$Y#Cr)1BKWf%86P>6(Y|<*n zjVTUL#?7QtAN#;ptEY5sxjpA$N*K6ZEx;Sjp`^@QoQUi>hGpJ5y!|y|WOJP`NZ3fi zR|g54oD@nb23^pkrW$`pmcSAzPj1RAN?hEB$$$NkXrB@R&Gqp-rvsZwZ4TRjNL>Ve zZLzq7&x@pfJOML0AJF6eu@E+4p}97p8P!wbVeOgycvH9%KmBrpN6p(%HungQ6cemq zUQE7Z9@&u+hJ!m-<0q96+#$ARu05p~NCE}VKO_4s%aL1APuv)fWN#!FE*4u91E^ln3(L<y(E= zt85|>qyoH;pNZxAQaCE#ExWRrm&W383o(eZXnHC>A8H$T&-nE&E z=;?_u5{}^F&T^u^+h~Kuc^Fxy2&O~TI@&_fwT~E5(h931)(UrY^oW zJBTK$>S=lVTOu(z553PCpijJfLvsDQk)fwfL*EmCX{b?L|;f;b* zve0_lLXs}I3qz{8SYTLz?(_bTOKc0M@JbTsr?(+}^^fk}b&z8d{iCiy)*H7-^^jlh zT=Cdj7vP_k0(p?J zSpf85I1QV!pXwjJPF8E}WP1L4A{==IdZSxtQe8Tp3oSr>%K}dFK`X53jRkMLIQXHn z1I0W(@z#w7^K>Qzw;m)(5&f}tFs0dEznA2Cs4XL9-G|sMS#ZA7p zM5TU+=i&93eAXYNH~Y15*12Tdw5$U{KJWB{KHyO=VvVD$o zp0IdMF7;5^jcr}s81SqQm#Y8byc?c`j-w{Hdv-BOACg3c;cTc`JB>JOvBThpd8jV! z4f>4D5vS3~`?yq-M1%z5?5W#f_P{I7@!e0znHV2Z`lA76iN7TEx1W&Tle9t0(->@z zuYs#t(U5Y_3=&qAg4*^*bd}Wx$c&?pml#0N(mqWvlfw?<8hoH}5^QCw&}~^XsUJ6m zj@qB(o6Z*WxSJ0b%4_jZR}H>NX`#ysuWFs_-%8WR0-<)_Ir>GXkn|U&;8&jj66WcH z3jGq$d-MX4c4)`F~V6r6aCQywCG;a@veJV|un#6KIrxu{{ zR1LH=6lIxm32d5ch;I*X0J{1bUGVQ9s0K=d!M9Lo5TMYj$VEMcbndw|6J)ArG%9Fh z;kzg=^4F;X?B~rT+=g%*N^8Q?JCa$>d;QOARj9Zw7;VLC`x8rZ>dhIgaNOZ%BWK*<>(gfKT^Xc(1bIySh zH85gKJ1;lHw6QvDsmo_tw;;sTyrS++I*6rm_{TdFhfiDLWv&_qc3RC8Ht%=T9e;%GnBvF2&gCN%;MCY6B#Qer)(v$g#Q~Wj`vjhvVEGh#Egf`Oe z9~CLzw`ejeSpm~}W?=CzZFKgK2J1lq*p|8-pLg>B?}x$cn^}&);Vjy_ zU4_NodC;M5fpb-5@TPPnOm}L8$#&a;ev)9C|0}xrO(b4Vw?kWQF@4WF2VH#?V91lf zd;BW+$)ye|4cC&3QhAtIU;=YxyHJ+#`L#y#v6b;V1Q(dY&W^jZ_xyD#FuIEjSh&Mp zwNlintE!bM{XvZn`s0~5nJ{3M4YS^tLDkf7;P*3xXT@bGDpk((fif(Vh$IKu)?zr{ zG&tHWga?I^D0liiqMqlAx9s!iC({yW&=KOi$!K6xx$k&UHW^ho^^Jv@Cd5r+j# zIo2zxXvD-;xPQS1O7yIWTu2)+zc)&?OITjdFrHSOGza0VDOAkoE6MdUft$Odss6z~ zwESR(M87(3pibu-iP z-JWpTP!Iy2v!&^pY!Ef}-g#nIY#%jE*+o!=c%z`CbvG zEn5hutK(rq?g-}se=&Z}a z-#ZLJxWxvi>uta_Pt%~Y!U3}H`9f~lQMm1U5$B}sLKjz4oG~v8G9U}PZpzSGX*O`n zV+)K;H1OV9q|rlfPQe&xK%CGiG9p)lc|Ph?Z<-~H=sUo_=sqHG=>=IXXNT%N+kihK z9y%(L;hae}S@|#kzPn~YRZ>2Th{upeZ7sN&PYyn+v25EZ89e(z5L~9%!IiC%An-y9 z0@xY&UYICYPRqtJ)d}((Bcb3X^HQEXrGsGxP|I%#AKq`l?e+=8_*Epya1Y1uiV*C( zJwS@oVm0}CMtNeX0cg6(7az5m!{l3fa9u(LJIE%u2A>f%9p#iA#?4^Yh;4Y@{I+*vlWa|cBI7^RYm2=QxbasOQox|J^{n?6pa0rQ0E zCo9IaeItcByRP8!BlkE@Qqvig#R4~8F9OXlNu1Ew#5NCszPZeNytV}NJGmHF*jQoo z3IUFdZ845zDgju%B1KBG>4OFyBhHxn{f%7W4n+PFkl8X?}co0+V5; z?|xK$up0{B7vr9185l3N9D`<_h2Dez;RD^-Wb0gicoGqY7kz{$ zVF;7AhfvjH8{zNi(>&X(3_9zSAh{YYPh3??u=n;L_05n3XU*dfaXAIWzc1weZkXmTo!o4smG98p!6)?GC4)XWu0Ef{_5&Xi>EV3RAFKiLZOZT?BAu#@ zrNfy;V(3-b$@VD2X+^IJ{=Uq1pY|;#d(uuqt3Uz{FWgCu_&$>$#us?g=S2*!?k1@% z-bB~?4}CI=^*v|s(L#%PxU(jJs(L%aW*K>!urvZ=V5m@1HNVuws^~H`W6H$jxat&Q3(h=_rj71d$e81<4iTt zh05l5d^=y9YEMLf@hN`Jp`K}wKEIb<*?EI((JCOlANG;yeSx& z9_lBI(?&ZT`lKojE)xF*E`59`?!JLbsoHc(0$Vh7>-= zzW&bo1g2L>g2zW%AnQq&k3`S`ojLe&W(%xc5=W$*gJFZq0k#j?3fA1OJh2US5c%N} zEZPwcsbgl4KK6mP-#`Krq>b^WM-(d8T0ld31g>Aw0hM9Rm^kJSVKSBAZ0U@$J6NBK zZ!X*Gn*#b%&eEa~Em+LWK${@;Tk)&{ifdIsx+Mbl2iCw$$^B3x*N7sw0*IKwJP`3> z9{u!2wvT)T1Qs%8sGuVTe%C~+{eG}Db{kFe1F(*EL8(-8npWlsUD8dM#_vwz*Pn)8 ze`b);+HjPbXN_?dr{K1?CArd)gR6c&Ce3V5F2n9L&}Xe$jcK#+#@>h2GW-lZtZm6N z`(BMoYd!Jvl?jfj*+vlhq5$QC88Emq0VXm6;N2oyuw^=U`#D|InHE$eDMYWAkARY|e7z26c z*iJ*Rs;Y`UQ*OZd5gp7U3?8XewWgmYF4;J+V2n7PvhcP?f3j-4g&>WM!r zI2i#pz6ZcyN;Umyya!tNy?Fi(N|>qiMC)VxNh)3)Oj>$MaQj>%8vNlTon}2w9p1{q zo!2!O^Q#3HY)(d_^YY}W`FSEfSjKrWss*DlTXE>#HT2G78xt!mNVoDQdjH;hkh(`$UTj+u5tMec{B^mQ# zo{^cHe68k~K<0@7J2RakZ5#{2H&Yc~`{(fj?Ze0^lK{9c7e}qFG}tp_gkhpi)Hqua zmuzP~VpbAnojioc_IAVRIX0+uG!ZgRUBf0_bB!s{*{n}rj!Lluq_3z7b$?02C)r`r zr&tSF|0ZGMJ#7dM5Qe1F`PkRHgmZUoDjv)$;OHo_9Z<`|z*qQ?tN(Qa-PbOQ5;qW2 z1pKMo+Zsy7Y+=wcpG)FW!LW}XU}+5sxi?||xCFdP7^+A6sVFy|gElKdIjQA-aNXAn zzQ3x#u+4sWOUVx=PHG~#{FEe5|3WA4cfs<5`?RLnmf_LryLf(uCzg+0hpq9cXkV5= zi)`!QMQ;L~YsrIJ)>ZeYi>K>qcd<_wPu{4;dr{naw(Y<8H4@@VxUfiZR9mDj$Xk+ z_&qlnH?E#Z>!S|9pR-!%ppr`a`a{wC+f6JH*n^KAPer2^cM?2J0%~L{@W#L^az4LR zt8D%jEqQHK{O|dG`u5Z^maS038QmWE*fAI6mKMR;*%2_jp&U*gSdT;U{+y~vAM{zn zN8NmVA#}V9Wm#rf>*#9iKY0f0JO7c?-X*BZH9#w-%S*b7GJRw}^fHfe{PYjf`%W4B zeSBc0PXid)%F^MYdh7~V3l?E3@uhk_6~`Er2AxHeI^Jx2ZA~nebtE?nO4!uE8@fcjZ~giChU!%SVaP zllkQBf#Y<>;m35(zFd0u>?(+=u*aqC2jQC9L3)gF6Bh)Rz>%ObbR9nr`bUC5QKy&Q zDPp?`mp^kh_(Y;>Xc=zfG~>K5NANjQiW_Rb(hT!BGN5M;%RD1sq{SVb6URyQlL}b( zyPJ-FP=T>KYV<^ZCC{wj7)VTd#{08C7bPU_5gQ$TqMU5c^R3gtosH*EuO%J&&l{k3 zbsc0|m&5Qx8J^p?0Y}R`crs_Bq1-S4mMbK|7HP&byl@fs+Of{3Xcz?Sh^ha@a@d>W zc^Jdz1u8PlRL(^VzD_;|6N{i8r!6_Iu=*)Ol*Wl=Te~>G?jAHM0Li33tf^7R>_0I^_r*os>2Kn&a zDFDKC6wuyQ8Nc6n$q~9218=@Y;fI~^c%m!{x9_N?A=B-sV0szEA6^0HE;fPE>SC(k zoP-lb?!-b&lI6R-z(p?<=lDLNBCGEcjrd_A5}6Ex#%6e<|EE^c_UF95^)94qi!gp} zsD%6x8Q9;Kf%C1X)drs;5boC7(isWU{bHV2@BbUm3Ro&%RFS?=ui5mH+C zAKpCD1L@0*;diE-*5dFOGI#ws=o#Njr*`bXOarC|ow^B+dBwob7lb#zWB|#Z3j@}B zpn7%$W=cInjjM|A(b^yTQs0x$>%ExInu<+B1<)0g0v^4a@cX`TdfBQRjyk16>t-RX zfZC-T{V}GS^=M(NqAhG%L*jZIs$I9)IZJ)uybbz4`XI(sn6l zVp|1PP|$`8W(B#puO*BViY3*LZqw~IRXY^ozn zx!#ItUOCv(`<(3mmIBY@Q$cNM2vxF_=fKzt>J%!4`bWE|;>aeHKeC2QN!f(|83~|) z@D)&8<3n5jB(MzDN#-B6^A>NaKnu?-`f~Lebi2iYB{@d$+9U=#<3xz?MoIWlt_UaW zzR+{Anmoer`C^8tAL@1TJke_J=z0+;?;0!wKSX;^mYe$G&>=8ZW+C19L11;#mu+W zfG0dIefcaL=C);_aPM5sg&!wLTEg=>AN4+}a%efk zwqjCplI8p2WQb*g8p=$&jAcR_*sf(Ma%Nw_xtG`A!b`r`>|V<>nb{EcBMbDMia?)l zDe!vg;CFR1yiZ(9N1a(O-P50p<*mW<%wJHGGQrA;n-)*K}dD@(!ALId_bYQ!r` z+X)>}Al-cRM4p>PatdbSqg%>^&oK(*nJ$(usl|(&G)}y^!$j1G>Au4TkS>;wXI_@^ zW--=nF;S%|Wk6P5jl}P}8^Osq7{)Hy!?VBa9CBD3-E}Tv?Z7Npv1k>pJfjDJK^MT? z^Z~WhpA2mit?>4HE-w5ULDzPsZtH1!rio@r)JX7(WzS3Qd!kcR`HvB5wzEzF+Nro7o zQjhbUYH=4|J%=>5@TQ4$(M+NYyZmy|dVv`folhlOER1=gyK`X5zbl~i>nPx8H4M4_ z;qfh%LlH4+Q2%c}YELagzk+CRR`dr|*0FogG)Ny5N;lT2+~M z(Eqs-s0uld1538Sa`7&Bp;iGFGp?Y4j2Jo}c16plJn-1dhwP071NE|2e=v<^ZmhTMsWj zts~7NH|a!F7D>F32)Z)fIOwz=AMR>80*^jKV4@GO2 za6IGGN}JYMlN(uA@Rf@vZm!vmlfGxe+*{K*?xW|SbL|S4b-No}bF@L_**z_1!$h|4 zv5c`cqM#>37t(h&nfuS8)ki9c`0&^W@)=)j@yBmD)pCIOYkuHR;$SB?+I``qD+u z6Jh-C1+d@xmZq-JrJpS(V|QQ>+&pQ4A^lOD%W^A{Nyy z6r%3Bt9Wg+o^62!laHgjQDbirZn?J%AB}aA^pYO3*R~cveky~JkCnWl-=|=5Pc=gF2RKyO=`<}r5jwQafT&Nunj?3`gQJZwvG0izUmi+oHgl`dn_LxYWlPMsUTV% ztH9m-8sNM@2OQuL(J?5*27zC+YH}NS8Qaa9=UIp09kH}_T?~A+8zFy=7T~v<9Id;{ zrD;=WCYoJgo^k16T%{6?eyqD8ni|5i(sKCiSBV|lrm*iQJ9Ft}L(5`qJU-_Vd3Giq zA5CuLS_fVso7w3)X7vDZv+;t;xjAsVoH3R>&yx%DLomegFR=<8;cRq-T$1YPyt~6h!Z8L!C$}KyiyZcjQwY*jAPS`sF!hcHPx@v_GlSw}=8k0G*y0_mpI(ShY*NXkWJ@$r@WEpz8OM@) zo42aH5>@7Oz(Ub`T1y71$l8M^sPqjdl$kXJuSzwLii#j?k&nfiU(a~CS6ElbIuMNo zxp3X*6V14r0I)RKHiHtKdH{eNi-^9 z64XCyBof=qV592`u41;qREDx^F;xqiB7dOz=`v<#@5R>1Y&Z>hUM z0}=nmyp$E!!0@afo)9_&(=(^zSHEzquude{*-n004O1tpso<-AlZxqSuwrt}oc-r=XU%8ZJAQg|@7Raav9dPwNlza=I!wk#!mH z%^fh{r6CEk2ql}}Z^HPzMUa+Uj@nDTa8+YC9QN(TP$f_3KV63D_UTkPFN0~16%h5T z4c}bxN3|W|pk{iMXpNr(am(X0Iw_0_f7%Wn17FBUmk38~9WZ7`CJ6oIVobIsDjA#d z4#fz8u%d}4phGhks9?QSUo2Iwr)R$yZrLNaZ@xo zKS=~9u{~sQy8z;Ut`wxiiZIK$RrAB&>l`6$;(Tmhj$cQ-V9co!)Z!)4szpKThXV!9 z)A=Cnm_~l*)smf~)9I$1Q>d8T1QvzKc-2G@NzN9=P#x3Ryuq~(tJbO)ZxPo(R&Whn4CkS&~(OlaNwO@ z?~bESl;C2mI`#P!hcdhcSfRTN_TM-Hmzf7HdTkEg3NOUBp|+en$K3i^3#w2&{46>j zOU0|Y%gC(A4HzKA@^{S#V9v@W{A=fk8?9S$;SF`*?|(^VK4E*>Yx8l--Y2BQIEn`6 zmBOwM1!O^V9uEFfz-ca4)bF_$RlSDj{^KYFU;*>Iep324j0C(&fZX-R@ySM69BM7$ zJg+{)SkVC>mGFnGJ=RH%t^G;nkOB6G_9RLeQp!1(an4$%13dAKSzmgPT#F(6G0 zWGf6o>m?5p^BSP;_6e;2*2{hL_W(YO)W_wcGO#{=HwrqcL)c<5@@1I`wm*uajYFn% z(w`hWRH=(+%CCc<-geS;yPC?lMdL}em8ceJ52c+x5HQ;XOIMq~N^Qo(ZOx~dy}K~| zTm;*nj-l-<199@p4_pDWJfywO7*L{!Wgn(vi>?&B^fW||%%@zPhf~2it`W?=>S@^7 zQVc17%3D=mfoUc(5ICHM=Q~->b#EPNTYsY~lGt}LqYZL;P6DYk=V(l1!-mrb>Aki) zRHf1%HFFnIyZu&RetR$MejA2WgR3$1ZYCs~q~qQ3D!jYF3eLLjBfdNJId@vmpvuLW zY)>Ls>)$ah_`aWwLOp{Zu_Tm!kDCi=Vh(UFtBstyXA9grr--_X8TxE}#Hm}kkzC1b zN9hgz7%C6c(Vg{`*an&)+d3~um_qLQnZq0PSjG~H!b@RMDh-S~knZtZ0J~pS@h-m9gQj6m zy!x;a^M>-VCulAEKAc2Ne^2sBRu%S?d4qpo9^}0?qP?lc_+nZ(yfCyN{U@2W%(QyN z(qlya`WQ#vdL!>0nyFN_st>pHqm!ks9RKPH*HA>= z3U`8`jE<0+Rg=-|eJV&*#pCO!bUfU?6}D-OMjl&mSl&|O!-ZRUD3 z#V$C*G%oMo86;py5h>q1N_qq`V5>z3JRH0V8+hMH1ltdK0mpFKp$qumnjCQ1cL_67 z)#1g{4D2mEK>CU=kP7)OD*OI3U3P)--P%84?Lddocq46*XuiRf2|Gy#uKsOL>>k?RYC3P80?%SK$}uC ziR>u~T@&xqn2jbN{GT8Od)cF(*boun9&z<|D6uJ?1-9EQm>+95JYRVM)ZREl9UrnW z)e*>kWDTZs^q@LMnm6}^7|(qs^R~2&Q=*wjObbLnf8Y!r>U%>3G)v%(s44Jl^D&5D z3*MaHL^|1wxub6)4t%<;x$b!y+#fZhMcyem@17IBQ(1@?dn`cRY5}YX42DJ5rHHZcooeKPMD-R5cuaeuFZ}Qg4`C?W=5XtNGBPBW4Fu7SB z69uYF5FIAW|UHWT`%tY%`h-v9JXf`ekc*k_V4Q! zGnbJ%N(8*7&y3VSvfPX3EXPOG3Lo=624~}?7fq-krGtV7`qX8PGRfLi3tdL*fhlXz z>UKRZdjDixV<`>+DGjK9Ap%8Xf@q&%JPzvJWF-MPmM<;A!$HBg!Zwgx-m(nWJx6?e z?HvhQrwnq{CNO1-BN{ZM(panYI2hiE=?(|6n||TGbf-XY#AVitGp2jDh7!`mW+@AF z;KyVw7;fmohf%9BI!cs=-D4TK$3?iDE5`%cTR@i0CH_+=$A#=3r}#w_CZEgWMITB* zS;w8=c0C9EhmwfttZex4;U(#d_k{ZntzcoR#+=lyoKWZ*6tStq=+JsR!I%JZwlI%5 ze-;EbSE9(n6PPcs9{*&ULmbN_*;>A#8gF}O?=DGjzAXxa>mBiJ%Mp}p7$I)U10Z;) z9LKUY;AnY0WAk4Cm&@wll$U_VU3_ps@>EDnVJwO_hl!?K8p?0`#eMyH4TnZ9;C#Pu zD$DNH;afa$_Vi+!sG5fA2iKv1Why@TYYO^n0&yhO4`z%1N4hi_1EVdDMk>mKe?DXV z*<^6)TMl6StYB2!zz?gZSCW4_cK|g@!+RIckz)%ObFsgkjN8fLzyg098NYzVdj;@i zI3NCrI|E5?B1qWBW(uE|5cfN4$u;dzZXXSYc*i1m^>rB-jSzU;a{&I<=-~>F6>vW= z9K>whx!<0dAWI$+;ffxr96kYhcVy6`ldr-WTMJT?Dh-BooHV(g!WHi-P|PS6!*>M1 zx4w(qqq+XL?1?_a7L}82smpM1YY?;uq`;wWc{0mC4Ef%+;dQg0^vAgk*mTm7lluOU zwr$=D$5nkHecKdmCRquzH`*rbE$zixL9EPu!Y{vJyC(+m8#i(|)5*;i# zGI0JpX}OmSe6#}3#0BF^)%D!E_`7tfMGeGm&m>mD=6HTI2liUtgFb^?&dDJR{|jkE z=fYxIA#B3FDPeH3QVy(#kyd^P#9c}rkQDBO{Ua6_WhhJkE?WozkWrSAKjpxr)N|BZX?(@^pf6Qq0DtDOz+lU8E>(Sr!#q11bW5QIKG0rQ@e;LNwVV9j>=eaay?GnbFN zRhbWy9~8kP$&aLREr&_9Io!}i8%*xF%SDyNfrdgME?C?`LYIVsl5h$BcQFpEPpo8n zKp)gq$-s#t`8Xvk0*%QZNj)p{ObVw;UO~{z1p-ar!JgD0Tz}jQ zGY#@UzyB0&$uh#H2BGvooIDPmPRE<#%b=~9&F1^Q5aAOkI8FKh?VNbB-s%iTQqDH> z98F}=%^(Yps;q>N8cQN?=mrtN&2;V7&e`ZnWd&CPH zI~L)eL0=f3Rsbtk3Pa{b8G1eL5*}W*94#ltU`=iZYPXo6;{9|k6;gp;SPV`(`+%Az z%h1Of!;udza3SgrT#<^ys7I4PU|=hBefYo_ktb0|J{3w9-6rO2?(}X0Kl)s8;QjNF zgI~cB@XXZ@mWKsHhxQTNnH3FXoFd$E--G`~;VN^;)nV-)9jF!v z#(0r6xN7_(xoNlo0!D|)rBl&#zuXocI5^X9fmyh3`3Evhzy&XD`$r`vWkL7TWngG# z#*wYTFz3htSP|R^k>8@o%`c1b{T~n5{|fNNJ0bif5(rl8IWt+ji>#AtqE%Z`h(y9> zI5;&0`xY2LYgz?a&0mNKMnQPYe*^YP@h~q6VAF>>9DP(kh3dTOl}_=2bQincgfE6;ndhE1zgNRHA8zJ(S0r9#Ny2{GS4fsp!1_OX^P9h5a7X$n3TJhB_bLt%;36WS$In_~GF+G6y zwIG$t+3!W&Z|>p-J^OjJ0gSJ5%$w9sy8>Eb1$g84EfSQ?PyUp|!utV5nz2<0+b5kv z>F_4h$qR>;eMiXM2T$q4jT1p#!4q{(1@n9*IHL138rQ7w#pCZvpkK)ke-6eG>FE`4 zPUSLQ@wtR{a;cCpb`(0UY@;HLb>LZgmSx8-5tVxux~s--JOKb0M!+Bx-T**+0=-;so;R!dQIZ9Z(0 z)qyY9*xu_&6Z#79gJ*0yiB#!=(3V+HXmgckHZO_yAX*cT8W@93!7cps=^XhG>JPm+ zb1_&d0gmks#-Of0oKN5!T;~}JX7im;#AE_pcXcVG?rwlpxBcOTMKd0~$#RgMD?#yk zION@Dtju9?n&^E45^hJs*Q1-!V%!}*ifzDuhCOhVKN$7fZE&JQ9S%ub!csd5?GIa;kFs4c$y;NSZkYufd?KC1L1U7{mlr+j!(q8 zopZ2RI}V*QMabDtPk1{<4$;0}rbx8Sv1R&XJmZ@H8@Em5nzl9a!ct@D>*eRrepLqJ zeMezzbO<@{WFF%_Ix?=e1J0dViw9ei(9cYbc8q)DLn9texEFxNGTG4o-WcQ;RZ{EN z4PfvGc&XQ!Bj!a4WSVF5hI|q!_p23$wx?ssCM#I-dxY>;mBFTgNW9SC2@%hHx#SPV zz?sjZccf3_&V@>3tz;kUxZXq0u+E2C?miHX4Mbh93|Q=;h6@YlF!p99J`5GaTtlqi zGB1YLC6xl5P7RRE-%Bt4jscCIg>da?4!W22QPGS3FlWC8O*yEF_sb4LfuRWmOgYPZ zHn9vtl!pIVorDuv**LA=2(3!rbAvW+0Nv5dd3%>xDLRPEdQaw1QUJ-lX~g=016ibU z8t>%4q>JWV;S}Q+VwiXqb2#_#E_@1v2X-Q~>)%bfWT`OC=v@I?o6f`fcZCp>-bG&< z7Jz=IH2uQspwHJW!@zy^yz)Ou7&Gx08s4ZT;?2|H)4y*#-7RS}*XAHU;SnOaSp`j(@Z*!+4{4N08@RK*S}<7ym!Dq3w){xk zzBdC!hW$|I{94$zBNBli)Yo0cvr^b@qVZ~SeK>IX|)$gq5DSg`x8gb%glrF6*<7Io2bAzwiA)l>NSwcg)Fab2kq>7R=-MeJ@7ywv}X}(puc0#Oj)w{y66&>v8inVcVCj zD8Q{o>%K}l*pmwtPvm*+TnOWH_i#;4-LOe#4vEg6iUR>NsKHBF_&r_^Q@{rW=U8AT z|0Ou|`Zceme>I9bM8O_v1rFaAU~ljrQkXM=+C6N+kiIPHAt~ez}&u9?8KSy0t`lG!n05uSd1aL|oO? zh-deFCY9@T>4#~hWV4JQIL5a^wX@5*2_{V1;RpAO27Ddf<(Xfnt4E?kL8 zM82~-I6=81s9v@PiTwjAX&}O~RQKt*5arDNmY}8mM4ozE1z@s&T z#LZtyzp`20epPu`Vtk4AIR@a=?afe`%i(ZzHz_Nc0uoD;;MdP^tiRJnRUCHEvTyRR z^fDhDPwb?}dnpvnsDa9YB;xXY5~@uYrz>u2qUPCLl=9Am%J&kGHPXcGZhS;OKVVG$ z0>*O=PD9IwPRJb`C%3f^!n*%5(W6clGybTc^x#r7Iva>TE-KJe%O&Kli5+C#>!+_R z_TbM?tsonhUvDiS0^SbQApXe?OMiW#e}kCY@lr4-#@gczbse;i^(T#f^QmLoKTf8l zxqkC)ek}Pr1-2F!f%!JZw%O_fF60v>*;8@ugEUm@6NhW&xthw8T`-Q%pWLnp#c9)o zu}G+h%*u-T%%9=mi|>}CL#s>><=+`cQhZ!dKzkOs8MzGtPDI06 z!yV9DUW?x5=jeuK6F}g|C0bl&1I4R)Vc7*$@?>um@7v-vpm8@Ao)7WEz|%}Bx-kKqFS(H}Rt<*IZ$a?z9CHHx^oOFs6i94f%nIWY6gfDFe3mGNdyH#x&o7;;hx=I(WJ`SumMrn3Ggj%Ld&N{RlK4j&tr|egq=3#ED8|{*C-IfA9%KIm zLh|}RWtW8R52wMVRm-5VU65r9Poid1HK}_1geP%c41Vk?gA;pM9`Lp?YHBEA$@N&0 zDOBRs~0odf=+ZI}rIJ=^Z^oBAr$a`-Pgws+-SA z!jv7%wZYDiQ-wiXoOKI({`8cQuPP zB(v^?jQ|c_I)v?O64}f<2n6{`@fhRWuMrP~d9ADPZMz+MoHoVQMV<8Ax-8AK(pjW> zPBR9m^pTbw8sy+5CDw?Nmlf-G?!L(Dni~#xx>=^f>kDnp z3CGRmmvHuIJDtC@n{KSUTkm^O1Pr$O^7c1bgO*JX9J1L6ZzL4q@VW-<+ddgqk$E_f zwvTu^#p2SsRWwt$0Q;LZ5yfCts5erh2bbr7&NaQYIs7fz$aco2(*;>Y4GD2lHK{EKE5rVu!QNGb1|87ag@tOU^ zNqaKcF*TQYhJ9dKaxoUF>%s6j7aX`)Puvw3LvoJ2hWU0;_AKAPnWpVjSZxDJjn6;~ zamPZ%cKZ2qC7rk`05aZ2!Modx8Iu+a;-`JE@AYBgD4UO~ET_Z8xM`&7r8Q2BGou|M zcZiR}6dYrHmKzVW!B6uPk&>~(SMuS!ewGInD+!~ebJnB#JV}(!Zi9fC+u@1zJ}}=~ z4taU8I9FL2ODBlZ`kHm%tYE^}eo5G=dl*+V&4O?Dq?iLp3~-usr~H`5!4+3D_`!cg zOJUBVhxDCIIQ)vF@Y<%5+!>L9nMHPZEW-k>+c?nn${jd~7=YW@Fj?vxh4+u7;r89i zyuSCW%Of$Flz*B@Yu25lYv+Z7%=CDg(RmPlaL2Lv?rQAqx(Sz!*MWG7H{-d-;Q#07 zy_Uw{wTaSK8YSre6|vKfpzhUXv^>m#`sxrO8^@#FSBL9geA|q_$NBJqk_znd(S$hW z%Yc)r=;Nw}VmoVa!0scF*l`9nl!@Sjllu5{t`#ikDdy(CngE;Du-vXx0d-6CLKAhC z-FH!^TlY5Nb$2%+HKPo^UaG~gpOw&3Ux96gPH>_`1Hv2fsh84y(#Y;$D;%m>hmK?3 zbwf~|m58E&{dB!r3-x|{kXJDFoLX&Qehi&hn0?*_#zjkDh|Q)?pAIC}F|6mZBa^o1 z%*S6n1|U_P1jZwZs5Q%;wjGn9i`QPjy@Dw)gK=xL20n26D?^BU3Cl=*lA`_#0_gqn ze3bdRmM2#p4t%;{c-O)gUal9RE3=ue%{~rPCwO2_3u8=G#?aIoUU)z;1Tep7iAq+_j#LtD|nhwza=VsC5cX zt*wLkF&4~c7K9yLN73l2AiO`XLGVs9Jgsb}k6V^N?TPhxyNTt89U>rip*}b5&P}@I zK@VNjx(Ig5AHp+tbFgwe2OQ4F^3r!dBbyxW(_4D2xSZ|mV^z1|6}$+1Cd_4U@gZG* zekzZ?tmhRStbpAvlovF$02}VO!^Syl;L)#Qj2k})2hR-A-Gygy;%w$r?(>1V6PK~A zX)k`Y&&DPPLsF}pkGC)wv(C9mk5D=P$$Zs{zo5PVvK+ON^ZPM4Lw@CST{QfB^;SMa8os=RZoI*PJY1k zWaIatcf?gn6^utSf$!sAI>>mJii{(3=sj~Ns;0rmSD8>1dkrQlFt1AZa&T-A1&b?q`v(M zTB`b?+9WehcjPKspO=F=wN7-}YD#qq8gR;bmQ86rP8uBTa7*T4oF1o*d_Coybof4$ zO!oy>k706gelp}IZlv8$+%V+BA@C1X!l5@Yu%GSWenv!KhIuUf8>r&hE{_6p6G5oE zvlS;@+6X7(O7MY@4)V=Osk|K)6AzLFnA`J=$0 zqlL^5XL~^BI`A7{+_7$dB3Qc_`cmWIU`Y*jn_NI4zYsh*=Q-7~bH)o@`WP5A!n>ds z0OxE{P*Hk293P9PlXi&1AE5vo@yM*teKVjgO>PXPAVK4RIYF&EVMR3r0CD zkZ;ls8&svCeDil6wU~>Cx0}G-qFx$svkZQiW+OVpgNpK3dhB~6+QZ+|3WgKW!mhJ{=#Hi<6$n3dROnK($OI>9wkTfUnf?MekfvCpkbDH~0cF?$ILw zUHBmPon&4(1tmi13`-*n+tX_xYexfTIKCgt8m5!i?0+uo7Mm?>3Wg!AEx6*_Tym}= z6rzucAk4mu&HP*OAjHGno(6bu)PgtS7Dg2~N$C3;OjmbVvO8o0n%(xsEvY?Vue+c= zs<;jtZcBoodK%mjMw%4ym)Cw-0yF$y@QS8fhD*+VsG%K%(%w~=nUhTG+%<{(4Nc-d zdnQlyxhq*a^)wtCUynUMwV?cw5|(r?raESfYrDXO#xz!d*t#S<+_fApn;$?&*+{4r zYe&K0C_H|LF-7LCg?aVO*ltz@`;H0ozO35^I}SYK_ASxHq0=mL_wyP3U1UWPFSyZP z-%M~rFY8!M$U>Ek{@9)s425f-P?4FJS@(7ZbZ?cTe2Xkmc$YE`iTOg7`XWr)8jf4X z{E!X>gZV0TR7?26xzt7gztuJjJ~Icizo%i&rfvue?EsqjlXZqoQDt<1_l*AsPpMTJ zHQdiarQI2LcvcKrgC~)Yb60TV;2se6D8~9GcbJ{E3BprG$%XMG_BLNb9ey;O1CD?9foRJzbf{LNpV=HjWw`*R zGrmmqh(8F^5)6H!#k%yzFiY?bJM)R*1|MBo=xc`?O6=j?8F6TH6GgLMiCC^90Kr5b zZyr`dz2@IUeq#`dZewTZP&U_m-$sXQlCwz+rdj1)p(Uku^r6% zU$Jnu*905=(%Nx4rY+ANum70*;5;ifn0R43w;@_EVR6(E zeAd|re4e|}{!|p&yX{2vXB|`#3ot#apX?U81L}9>@k&z`h?+Z)sCWym~6bO@d=$^aT;E2#roZWNi;}R5tmtgqn>)M z=*+T_I-e~_^0EDNuTd41F3ZPGH9!2Wnh9FB=3}1LS*+YWg|t^#L0;w^nnt4V!0s%( zc_#~vJ5SLrmr{(0RLA2}li_S+F>jQe#q@jk!@<&M;FPP#gA)f)dxT(^bPDconZ$X$ zt|3jAZlke5A#q>cfu82KX}Sty(9iQl6^%30-_RDXbn?OIdKVlNH-L3ls(4`<4^evO zY3T8AuOC=aj!mCNdC>_oP*q|fq!zTmVE$)vfo01xCT+xv7I7f+IS~#-DZ&^i(H-g4 zAhMZx;MXZL=xdJs58z}!=EBsfAR71Cq?hUw0ZPZq?%>Nba?rXBmZQ2gw$M;|v+k31ze230sSw-t^=1aJI07Xm}frXX_nhnP(|{f3pUGOvU51jcA=aKtBfWBCDsXz#_K%29;f8G8(N zF_vyDq#dUyY19LHf8?O`as@Vrw2}j{k+|!X1w5;~4kx#*K$BfUa4Iby_D+g}s>UEl zmj6K{)K7DRt*?1M)fBO6;x^zHI)mM2`Xp7jj?MMV=)spM>^xKpKYDBM!PsAN&ejfh zB-gVZnFQ7^mcba`Oqerz5w5z%P5)Q%E`0KbYumS^3#Z=W z{7YFr|pMIw|En~suTreJP*2Jq7(Rmag!8$ zQSC@CyokciXTq5OPy~*<*rCvu+azd{KI%=@C#Ju0VP>osbjvLU4^h^8V%)nseLuq95IZAc?B|PFh2*i&nsZP#00z+-H0khdCXIH5H*zKXH;r2vmz@@C6D)*tc#&=JT%dr4txS?q|z`2$4ZR3kVi z)M5UaYaHFS8eZ*Q2rquA*`a;l0HWN!Zgnd)C z(vfA+WO;!Z$hGXm@t_!(>wO8DFDv7#8_9S@Ljp3BLa0~>^9M=E(XtP6*dKNT_r0pc zA$vcna4(wBjg4qNp@b?}v)sv*N#xNEUtFj?&I^C3hUq&)Kq5;T^(XJfgJDO>!sl|t z+vxpOr^-(BY+%fvhjq{+VT!9nM9GVQC^XKO#we}jxNLF}^gQMV$*xoAX0A==Jl4Z& zF76;BS4-lq*Fr_w9>yyENA4*dq)VbZiIRIzeMr6t%vqbke5j^qanl0Y7p|b*=T)!1 z5oIi(E_ZzX#14N*?LzhQSKxh_3~Bqgj)dPICD(2(1XkRkvwnRb@1>ZR?a)Q?Qp1dX zGhunge;heGZ86^2^q0JLWVvRu{QC7$7r-#RnJ(5YM~}_NiR-#K5E!NmKWDAO&wtfW zQ)ZZV`e`d!I;)XPT310_%ZloSq8ll&!TrJIa(FvWA2;g-V$rd`B-T|<65WnWQuni zmB8tk-F%q-4i>_fe^TquFP#X*JDq7s-w9e}FA9tQT*c&AM`F16B~dU)r4K(l!C0UX zeTQz?sKK)7X}`$liRPe30=bzhThLT698W%VMf)`7M^2jo3r@B{dT$)v(02iRe4=rg z@j_fEHv^0hl{0?j z9Okfz1G}mS*!Rcp$fr|g#g z|Kv}eLPQcI*r?<7*isa%+)9d@+=#5-0uYoa0++US>^rv`%TFvJ=Zj7wZ=M5~PrZW6 z4YI-cYXBMCzXuEt?1F*rLiRo}zG* zqg+Jj3cNng4M=-{W>nT5+&vseAI%QH=fUT3B;zk9d{7Cy_-cr`_Xg^xF9;n`%@|}^ z%2nP<1)KjUujWKE&+f=it}40!n^}f->b#2(KlG@6mie3J5&cGO*EJTJPSk19&*a;XL$a)NBRV7 z>NTB{X#0Lt&CrpcV!-wfHdCDz%k`3YaU+^{t zF^+>yBG<9;O?~VmFZ|@R6yk&=p|R2xLMvVp)1*j}KRXqRS#Bbv$__$a=E6ni%P3`1 zLKhu~0=}*=(&`*T7Rl+;eCfk@rEekIXM2I%3JPB*XruYf0b-}TpYtm##NMu%I%k&KC)jf6Bbp74RK6JzSTAG7}}{z}?9bps?O2*4`a2x`S8 z;9qwsxWjG2w_=@iZ2oO3x_2g<>o7N0b2v)ZcTi`+2r|w25}W(a!Hn+}aO-3SNKKeX zq{gdhwZ1UCdPOj#_bL4_LlcZA->28?16l4h5cX7sW563Pr%R0H>Y%OL54H7;1Q4aZg%k`rRXbl0(d&6I}%kaPfPwyYnSsS}K*x@R!)mIBU? zm%&rRIrx*gz^y)cbHVTC(A&3O(d#YDGqS#t&AKjN?1IVg`4`(g6ql0}_In>)#-m5( zuEa2>09@~yj&>hpz|$m{_v;p8dJVVJ{7B}wQ3=9;nk+~^ILw8(<cZw9y4W{wGRkYL1MVO5sOBj^=YIC?{6saQd^V7> z<1?t@j4GJgQBV6^7&m6F6#V<|DLv;=gzKK>v3%w&D z0Ikc5U?kNAKZO1xqUjvObd~}yy@%$9RpK5AF|Z5S!*gtnW?mXkoOZneZ!Igu)Vw2j z?{5RDKVqz?k@s|WHXrhJtm4)hT!AD1q{(u7K3wuln7kgELo4GFur?+Mr9VyszA6En zHsdYtz0xA$cuW+dnFIMlXds$?JHYEUiJ_g1{^0SEpO$a*L6=ucvA8P~i^Tfr(Q09k z@Qj3$qNOxunDtX0NTa0EE}UgihMS!a@LWfe=rl)H%6qVq7Jcl8^C44t$8X1h(w)wi#NA}Yf~04UZ#~Qq&}t+ zYtQ3vwN~u+n*tucL!s`*Ryg7$Ot!vEhLzv1k+B{T)cP+G^Q%^Y@a$7m#$_fdAD|>p zV=-71ccZuIRT}dNQ7K9d2a=ytU87=LA9$TKC8UrwRrATuKl;?j{UjdTs||0z4D#Ai z{i(>qC2*%n9-mFqBlo*9u*si7lGj(BnD{ah``i@couaUO&tjg1jwgD=r!!Byetk`% zGW>fPfb4ApZv}3`EjF8&AU%P1_FOtiu3w6rh(9+d>WO2U8#o=7=Xa>|gz0h*sqEBI zV$E0;GRA)3rW{ANjx49=ruLF23-!^y}i=NewAHtcw;C8FVdk6rL4C;`zqs$)`0Q78eD8{NAd)1=CRRacj|3j1kL*uinhD;A@Fq z-L?2!oprb%1g?LShqViOiQc)tWM6nBee`LByYTq`-GglWHcbaBrrg(jWg39p<}CZE!P48Q3 z7F=7I28t%lAm@||Ds$t=pZN*k(2|M4Dl#y`u%7HG&BlALJ@Cze1m+hP<>~)80>6`# zP@ymyu5MXM+j6Vuv#ToLnka!|5y?dHFLPCtZ3Dh5rsUUhJ~C-69uJMLq~OSdH*W=0 zMa`qNA=$J*T^15EQ|sq0Wv=L>PstRr6#053iQD}gVtT!UC@nE#9FreJsL74jeW-)D zok^n?#1qg`MFDyqM8M;N`yoZDh`F9~@Jpx_H(_EYU3lRFEFvZJlqSo&1vh~B&P3S7 z=Aafn3Lvm2hvjl?(ff=%mj)a0_0vjlKRXvp-guLJoICw;YzF)p=7;k_%+IjRj)ebI z;CUQggr(2VlP^y<UFm+-e zj=dGaWW6Zv!s^Y;_cEPcU)=_lMGh!+Y9}drzl{BTTdDqnSUg;pqj`926TRTR1G2Mw zp?kt0S&b>AD<>31Hmo2og{;Z%XiCJEzT{|aDsE&m*S=MeJdtPJ^>CJTa@T(279Sp` z)njpRzmwgy91r2ti4pL_e+8MNxC48p^T8zc?RyfQiwZKwVBlRfR<^X_}Rrm-2EGfG=$f%YFGRIhb~ zn3Jk>(r&g3-p4l6K5;bq#&xU;3@5uBn{d_$KiS8aaJkuP#Ao0-&75fmWd|nHNja?; z(K-by%ECzC;C_^T6#`ZgyEwZA8*n^15RQG6f%4yz7&9vYs%#Kalf!ZL`x*>a?x!<5 z9Kj~M3wz%wVa?w|xcp}k4F5}q^5m;1HP*)KX{m;i;ut*fl4WyO7sJ`*?&P^!0Gc@? zHA>fo`;&FBFy$ZdK3PDA4zD6r+atllWG9dN)CanEl(#y7oy_ZVC4r|&=F zGDDX)R?^DletF3|zf71L-<$^nCs>y*?lw{XQ9v~A3IPUX!?9aOVR=&pepcz_A)714 zHy43B?*MAKT|vjAy;RfF1gEqn0U49S2-m$Jw(lbDHmd~3{aV;AAPy5GT6v?k4?x;Y zo;=$6lx0a;F;&nHCkF-LQ`vspK|1lImLERM9Vbh7&&ILGpX+<18C$&UHt&er228(@ zjAb8eQPoC~xQ~hu{&+V$?p6xpGklp3b_T57?hT?e3SO(k<3pPba68)`tsrTUlva9DPHnP3cpYJ}5MH_(PMolDg zW<1n0wppFx5u^kD^(dBwBCb71B>y_IReq^Ba;Z}C%|C2on7YeIFBg@gfP7Xx*x9ym}-Iw<1 zr9ew+3?33%gc07Xf;@8#T4yDK>-Yn*z&VyN9-}b#Q3uUu-=qUV3G~&LaMblK2Wk5@ zS|TO|Rpm>`?AjpMA(KmvTeA1b3LetuX|RA}9j=7Anm1q0r?QiCu`Vi~Jh_*M%@+uG zMP7xinJY=JnF_pdyGlRBoy9+{v1H@n~ z%=|(vFFB#Y1jaxyo?i2QWbXbqh;IKX2ML33(zX9gNmMtK*i;I$f&g}zW(eF15@+anT`*JV!jc}48Zx>MsT2a8-451g3BcY zQM|DP41N4y<=!U9{BgQ&(&E2#tyLEe-`$L>4dWqEAqOqD1>m8F#ZY{3HTpkUilqyD zpuSNMOjavE!RuA%d*W-|;fMQhXtoS*(dsDNaL|j_#m<-Uy3+MVbAeb5C$LP5G3o^Q zz~1HWxr{d@n54OzIi*q{?OG`wczghoL&RWmygO=+xbQ4oP4UvZW90Ig9NH;ZMI5!2#Z8elv;v|cCFx5HjCg{ z({L8Z&ck;5LgG5G3BLL*1S#)ZT%cJVe6Xz}k5yej?28ep=vKgc8;!7Ia2HM=I1ibJ zjOY~p>*(zDkF4;yLfSsCd(MBZpnXydJnhc$#CzgkgTXa8$4#ckCOxAAr>r1DJ%xOf zwV}KA@u8C45V3E&M7LMe;vOD{+H*?5bl4OtCN@KqQWSobkRm3ZIoKXxisu|NaLG|K zoKf|fG{&~$p;htVL(AciR2h`%rveebNo@r<+-Dn)|7Ay!h5tEl>q1K)Y2{TQ-Ts(v zqK92S1n`}QBNoNfK%7@P7My)Z{wwvuiN|hnD4~sIBVF~{UZHrtPd}7tK znzx{48i-pLVqr%}eFWoAQ>Aa@UF~J?F>^%klNG!w=7*O0uoD{Ql;b1*9LC+6N)j|r zaXHz_jbwVZ6BbOGp;IFt9U3ts zQGIubL;GC#!;?rJPrbbZy1@UsfO-bB<-PGl8#aDoUPVyyaDfIOB&9KInbHUHYvA#`jRX{Ur>aq{VQg zINQ1XyD1#5SHJ`JtKge`BNTpJiy!aXLGs5idULXo>-cmby_0l_@U+a~3~#QdReGJ! zT37>V2?4OPjj<+llHvI`rqPBiAcxp@$_Jj`7T_3usbQcM7;nAeCS&of~2cMB9)bP2aV?t+iWp>XU~2#&fe z#_QMXK=D8~TrL-*0xg-y6FNdJcE?lge{mR4%_UsTU^sHh6!X5Vf{D58862I;=EGCq z)q)`SBs)O&KLa{Tf0C}Qtwi6c!VrJBmMn?6$%&GC%5w0>(cPs2(uS^(297k#f6l>1 zz0))`b34v7Z^hg(KH_ z@kt0DoP!c*TUmi=C#&H2=_2f|5<}k`8RYa9Gno1{9gmOI8y*znTAzj z!H=1yT;e@D0|Lj^WA;N;sCEdzVvS~ueRq}lXdQ@u0^p~#sYnVv(csu=8Yn6T)s-o5 zf6g*|7bl3<_FI7)%kZ@(+d$BhRvPgl4EC4rh6N@cINA%O$j#SMsJ%uXz8nsMk?=~$ z3co{dh-$$RsY|R2EeUyau5xC4SxR3_or{|XpK|ALiovrj2m5|blG5`zP!pJgx~(n1 zb#G!Bz-oNM*efoBIiTWl5Y+55VejKu@+6z}juz{5cupRqVT`wOO-BV&M}leZnL4!Z zumJPu3c5O}0j5Sf6DyW=_o~nV^Py(2(%cET;i9nj@@m#4@|mn;`?&F1S5Vj*jmH5+er zS#D_uo58G4=y1PjM}CL4kq$Z) z5xIyKy6=Q7wPAFm7U~NEcN$UQjRlDRo(>NutFdZG7Q^;t&@}J=XrI#Kj!)|YslQPz zw$5G$P2G%b799hzC+guj$>$7iOvLrem=`jN<(4-L;G-xTye@+JH-uJ}(RC_X_GrMC%?)&MBNrrA?}dgeO(+}? zhyU&sp`e}>ygcIvM)S5{(LD+UB8$16ep!$fpiFy4>%jX%Ki>a25B8p^0rST!*XeSO zd@=|j6H~p(*sDKe|DQ6Pe)J^dn9n1h#8jc@Nh4?qwNZn{U7U*dVf4=K0je$BK^w}e za6@?j{?bswfbeyk;pH3PyJ`le(q&-#qaLK}FL2L!2V$9YJW&fXr}gF42o};(t?8y(se4PdEymwcZ;g=wd`v}EQVs=qIbG2j+(_~wp)v*T3~{JWo=kcxz>A)RnJ@0Ol>raJ2N^Basg_z@&_xixcW_ii3_o;?^FYtXaLe23{bbWOb#L9Jm z-})l_;CToO9&QKIDM>`*S2!*&8-d2IDOge_fKn#xS05h39=@@hh9Xm|uELCgYr_q)P;@c-2QlayYQxs)dLeexfffY(<0F zVUYee9}xKgOL$;*f~gXp`{swo>>gP9&|$@mf>Pz zh_{a|U_ z&g|)j)dOZ=S8|4YZHvY>lSr)cmH_qpaah^Wf*YJ$;k#=xUOsFKXXB=jC;k=GFXag# zzwZ&=Q1^ID$D z*;v6?+j{)0P=|VHY1lAlE5={{%N1U6naWHq=RCQVg=2=Fm0upZG51?_^%;oB+)Ilntgk zvbmb0tcRrrIcE1B5?_rB@cZR~QF~Jvr%aVAm8^$ej;fedlS!1XiNk`mzo@0XFun5I zjrPo{hicq_LWZVz=j2VAbD#s>PUYfM_v2($svpeT9*=wS%2DkGFWQ(#VF7P6xz@nA zQmdlqoxQQ}GMvo~o?63$qYI(m;|(=XYQr_$7I@?9%xz6+K^>kXh~yN&ZKi|F@{tAm zcth6h)P?)r93iJtQ|Vx8FeDtE$7y8W$T@bsq$i4tmI?delE6yro1=w6BXFeDjOTfDkJ6K>94p)Ur@XEyqm|q+Tb*}`ud)vFAbW#}; ze~#&|>%WL%l1I@)rV{_$=|T06htb8L4Bx#g!C#|oP*A*p`_?=TPrqvgm!&cw`{6&r zJGFk9{2>+W zA_qIp^Ms=I4z?fdut&}>X{sC}N$HZAZD$ok+Civ-q{&iaBR;!=!MTeMd{>{la zH61c$sKI`oM_&agGgZI=*MlHACxB&*g3-QeKRz&+4n{n6 z+`Nxz5L?s$#=dt+>uKg&TWzQR`*9Ke9!;l?-BDzGPZlm)H$vw2eka{-Js4}y2W6HG z&^)RE7Gv^swwx4+kQK*YLhI?z@%7L%C4xlw?1o3r`smgn4dN+#k(=u3g?$^;a8;l* z_SuKyxja+Yacu$mDO;iR;UtcKrarcu$i<@556RP~QK(a83o2)W>AHigE6kz{E0}KS z=2C=9f=*%$|8F|YTY$n9D9>Uk6< zrFc>3-Ub)XwUhn-l<{z!7|yCs8U##VY=#Q1Bd(cgT;Ew@;E&AU6g3oxgB4{>eqNyc!%he-hpb34t8z^K3Uu z#1n!MbjJEOboisM-m=5{FjK7%`?lnx^~ri%WZnwSe~>&d7l-@1OkikdFpLOS!k*k| z+%5c3bhm9eCeCf9mwumw*w4FRcBvOkR#t=Nn;6{sFNpO(mEp~oOL1m>0VrLS!-dM( z7?(&nX>bW`(tt$FWFCOpO5kp-1{Zk;yyjg6doD%7uiNGL*g1jpXKbe4Elgx%`+gC$?`8M*2ZzHrX zKg4?U_TpISPx@rTeG;xX0;6g=xL-(`bYE4Xj+?rmhK@>I& z6ycMCVu;(Lg$w4$quAkTxI6~w42cNP5^MyqNo^SK52sI>|4j8|tnPceQPkzx5XjhHJ%cEb&4$*cD zeo=`#g%ZKzdJ(+4GMi;Gudv}tH;uPr#8J7s#D@l=l0Yb3B_2VVa#(hYafaiCjj5c8 zJ+4iUhs=e=^p3m>#;xCi`&bUEZ+1CUe=CBZU3=hl#|_9dmoBVll9xWR8LGYLwNJ`JZ=})Rj z`QmhZkkJM~Dv7lC$N@B)QiWSX2T?S5Klkf8CnyaGW?A1#a9EW`q^>=sVwG&dK^)1R zlYS7eY5^uV{ikm+Fqi9jA^{_g=iqg-M)>U(qd))uXSx%jkaO4{Ipd*N*PRXN*C=O> z*+smvxdZ&eK5~Edd?SN@C+T^W9q3!cX0{)r$cGn^oVg}BWCy=3gh<37-}-H&nfc<9 zbehn0cNunT$kLX9BY4y99DMq99(XGj;ZoOL;_MrMyU&bZ1jh?Mt-i-qV7>4G1xGtl z*<9r6k{PHq!3(1P*|?>Yb&Ky`4X!(%(1<34>+TY5>r>v~LAiURxP)u6F$AGo~;f*D_{ z>9ciTrOzSbg8oyn1ZT50JCX@F6u4J61VhK0*8G!au65hx0rF}O33=e|S=!4v=!Nm4e z6pGV!w85{MZQZV%`wl${Gx`Dqwqq6Kr^R z5gip}Xlk<~ip+YzUBS`9cfQsrY%0fn9VA0{RlOw@XA-fqU_Ey7I5FmCB_!6GgU{_B z5qwVZ2s*mX17$z)-`m7Gd@(mU^ducHo zAFG6|`dP&6vLj>phSO9fTU0w#2p2cDFztUg%B18%-11UvUD!$AjHE;3pS?JR&y1u_ z`aX!BzY}i?0qKQ;+Er%MsYA2*a9nCT{g{qjQR2mR}~0j30*-1=jNxdYGKPR7vhiRN$84EIMSilx~&?200lSuI#UP#))X) zLf3Wr{(du?d7Q;O@dR2YkPNMXBlH!^b*o2M!IMSy zluaH_kHrsz5iEan9#;(+BbgZvpXTbb{7V{KKh;c!A6`I@zDl?^W{vz^2SMCmF$j3D z&Le9z+CNg>zs#ww=4$jX`}k-WA!NbfDeZvvbg=RBH%Y847ZyYL(H7T zV7)RBH+<6|(q&80-aQQRw!GFqbone@uX3FT-r?Z+?UktQXbCG@FOp)pYH+$U2>(qM zLfq&}YIMU9Yjv_|pvwTKKIIS^>K?*V!x~trPz$^N3&Bsv%UC}T>*t#Bj@(n+jd#8{ z(U>`YXdlRy$daM{RPt3w3TDr_LT~%&(vB&?sQ=>-=5$-aG3Hd5 zTd#FES`y(xc+iFtdQ7@al=J;ew_)l zNh-rzr=28j-yHmpvW~ZSYkE3w32HrhOVncr;nX}qaP^6T+NfQaUula?AH%71w>`u) z50LndA^IV3JziO2f^#-VpkbLmj9rq%HZ>pQy?=^%YxTK-UW}=HyMbD5&!9TO+u@YD zH2v~36Yd>#K*KYi>FS1)oPs5FbpBIKrWci-!oYMl@;<=DcQ%B5h6z4$Ta~UA{G_d?5lnN1V7zruo8GqlK9NY(I*| zvu9ySBUYC!q~{Lap|7U*kxg?QVawqb7*1V-jl>kcUd{&>@3UxJ!Ddy8%V6AU54pj$ z#oaZ*toK_4o3>3*)%wFYuIh=~DD_KK&a~?G+y`yDV|YCOdM69 zYFiIA^=J7{6%W|Jcr%GVr;$G846GX}MCk{5cvO5DUs_1u4)p)Lg+HuS^a(*vQBF(|~wk= z3h;HXrgGWk)XIjU&(6h=`zoHJUMo$Pec%OFi^&N&l*ARXH~@R6`EWTOs_5HA3fP?= z1ALohXuw+wjF!rT{gbmH#-tNh&kjXNO99~JZ^Y^ILoi6b8_uaL1TjrH_^XkCzI@$y z-B^oS+?j@o4%6WF@(QACb)O3Ut0LRArLg+xDUQ8%5@%5t(;i+JqY>Xh3h%tYm@zP0 zr1=>0mH9ifcGK(SfpltF6TQCLkFJq&gL|rp;81Y{_V(vsK*M7)<5~o&KMC)!d0>f# zHwm_ER{+K5$2m=mX(_0+hPWj;Kq=Fusq=G_V=GwyTV$lRd`mNSS^@)@Whjnk1hNN9}o2 zv4>@t_K5pq>Bki8IPU;D-FhIU%D(Jo7eGQ}5bn$UPQ5Pq;pcvNEN@VUqzz>dX-ClS zAmewvuZMlviEzq156tg0L(lvRG+>=1-S)$ky0|rsBC3h({IUX_K=wWUM+4vr4oe*-i}e z90;tsUXJg!oaDUQcbl$Edq~HwD3Z;un`q4PeomXBJfwBMrw(7!iDu+ey1?6nzI_%2 z-KzdnqhcN|3LPRn_BJp%x*e4Dnn=hied=JIkId{10)r2U?Xm(i={<+9re~tv>;O!2 z+{MIc~7I%f3sQ3KYe=e;70`_x1g?rBHh`S&Z>JV6Q9*L9M2Nx8&8CK4^> zEoohD1O{clr)LIMqTcLGbYOn}eT~YvVd-oXiLS@C#%myO!w=7{NG9WsS@75>9*1y( znnkP9AAz7LQpyv_G}SZ?Zd{cQ-NSv@q-qDH z@mKJ|()l<$!WNWg57WADjbQwXvEQ9aIf`Fg;nI5!w%)qYagu*IH7qj1I!iOWZMTzY z)@-(#%7vKxjTmN>j=fHIh{sq09BA7F5&qfmR5Jtkch=#ASuEIE&jFqRH4a`W#NQIk zkGhfz;j4O)S7m^cTg?yeiuThGmnsnC`$y*NP9Qc8M#z_Z0A(UhlHn-=BzI~M8H_xS zxo;8HIkNl0=PK8rWn>cZRdRQO8Z7YZ*%RvbDgM z*1*xb#TY%K45H_^GW$v;y?2{=edp@n#$jvx`c8*#45`LocII{H?;rtBUvX01#L!4Z z2u~YiqVWNOTKYN|R~gE!{p<{{BCcYz0n6$cO5o8stYfHiGwJ_hs-Kl=p&uJiOU+kD zQp0(VINQE9W5u*}KgdU=>d?_npFVjsvcKRZ9#j zuX2(-+Ofs^6o=2w2(+F>!#n3fl-Fy6%ufwqA}@lQC)uI&Xfo*T?}q2wV`1v$INYPd z1OL7laQBinn05Rx3=b}3z2M#CYn3Bp8@s|@@|q}~P(X3@1hU}_;9lnKOHDF>`=cft zF}9{@Jl4fijF0eQq6?y8r11OV3tV$OSK2O}4T6=LrE_6cC4QbTezJ?gVQgk|3j~}(gsQ6sgF_@SO0uwVp_KXM- zJ>iL464D`{xDj$aZ&NQ6gxg8W(Ea-kROn*siPdLr@4pzvP))~|zrA5&NnVGMT@pqQ z?1q`zQRqMC2A!pPiPjZK;buH#H0;qE6zXGy)%^x~b)nLh3bLf_{EJN^>8| z;Jh#AQT$#Pm3@7W)`?$g->kV8)*RYQr)^iqCG2d{;W`zhRvX}^SH0xO?meJF)G&H$ z2D*y*K+Wkk?C3l}26}n{?{%UWn~xi;Fo#J;9&+V_Cr$KCO4JTUM2NneuLEnGD@Uu)DE-dWES8@(; zec4?6G|-7zC$d5NMl%ghyg{D_oxtZ~Irz%CfUF!=fGIUO*pn-d;-gJu+$fk_%JE|z zFac=R4PZX~Gqw4&0%ATkV>BOIFAAeEX>B-a32K0$l?r`+6i}%mpW4m5&Xu1~!O@Gk zcy+Agm@N|IkjKAE5_z^hB*0@cvCmB<5n0uz+4Si(M zM1!;%usC}*EO7Tlzx4=L471SFEeJmT+JJeIUv&GmPr{tl5rAiw;u(t_EZ-GDPkzlJ zAL5j8uZ||XJSj}Gs%Lq4Mfb$#0Z{gXl~sH`nHAeiYCH+@j`C> z#f_k-8BOk|WT8)A3(o(c1iF_aP*jESwT2>5xikj1l!U{@BhGkZs0(Y8Zg2+loX|2j zQE&R+CKQ;Ag1uGtu+8lyC-J}2xbmAB1h0`I?|)T6;4e*3eRctE^j{=B$^ci$GL$NE zf!`03kP3gJXK5Q;`Q8HkDS)NTE6^k^9V!n^fouAgxo0;s{)yH$e6oBBILtN0i|ReN z0}tc8d|%AeA3(9Omb-vr9(?7;oM zt4KwCBC(9>#WQse=*{aPTt2O2@}BWeR|khcff8fO(P(5RzTFV>)Z{T$e9UI7~{2hrs8CQ>ZytRA9W*_rJ? z1a@;nII)VyU|mcVPXB9+f%3P>cFjTZ!M}m?@=+=3Z957D;(4IE?J~JkzXC0r9??>UJVFy)37 ztvhc^y%d|#a7Gd1b@0Mjc{6Nv%E0^e2;7W|czc}Xpblo>-uvw+v8@VJ^{0@%c^1?{ ze>U)~J^?z)7l_mWZ~QKDi(~kAl927a$j3UiIYg63emkZr<2MCW|I8OJ-!f@db z^5;P=ykng!%y@&XT}L2o$v0{kr%Qj!4RF6)de)J37|C;m8c@hv1>cJpWIDMLCX%aB zykI_wt{o?@esIa^xtpm_dmeVC|KRc$? z2-6l&w32Oyv}Mtp#aq`Qeu!Y_nN)IiGh+^PWn;*aYWQwff$=s%#3WK17WSRNPK#jb zr5S{f8Uri1s5 zgFt4+W)zh(fE?e`n4dWf*YG97T&ET^JM)}!LfLou=Jlvu(hApNrl7Es8$37=!2P*r zEAaU8F)&s3InA2aMXnbmQ&Y(Z^uHBF+k5+|bLl=b zW^>Z9*A{d)^DQ^7_Ju0OP4mwO60Zk0pIj&__dp8xA7sT4*9?=^Cw=1kH!4KcibLyWBp zrC{RL3fD`r(NTR6yGKG`SLIoVHc4T&hT_~m59mlz5QwT-b}apN1Z89Hb54fugCBa$ zD97HH^?t^5zF`iQX#C~)@(bdw9#-KrPl(fBUyoUmi$Pj%Da2>q#R~_TK(MJDEu*)< z^$H8lyTU^DoqUSqp0%fc)he*0y$)3kMaU#?8`ymK#)*o`z%r*()GAAe6j52+{mPzu z>0T)m`3JMkMo;+qlzCkez0horDIT&m!rcGjSPxwk7W3Jl@cy6F;h+RsoY+gn*=*lJ zfd@iNrRl<^ZTNSmF&?|+21l2~(+ydoc<8G%$~iGU-TNzKcytRc;;f;|4MX6ArYsD3 zH^bbBG*Ak@Mm~(h;XJ*?DBw~Jmz1v%3DyP0dnKLAotX-uV`nfqrx~0qM3FDl23xlm zpjn{^R?sA9QR9bkr9b4(;uL83?-)o`Hp0NaGf*1LI7gqNQTVS3NJ}$qv$cq>9V$ji zJ89N&B8OvRABo`MB+Ph`Np>m8p+%D?{IcFg0$U>V%2)00i=x2wt`NEOV?VTU8>piC7FfD83vb?O zfzFSP!1=lne+B)e>-JEqDKj& z!CPDwPC3_rhI<)WuJ`7M7lmS3e+3*Abb(K)jdZ}Jg|6XR;KbaWFwa2<9=mZ-oVyKo zYkR=S_zrCFGK6IT$61DQ5gm1Rpn96YbjY#;6#ht{Mu`e4Hk<*IQ@io*1!Zm;yPxOS zx4`e!kwkH98oXFz05(0m#Q#Y;iDTUhYi+r{xIKA?>E}Lum#^& z-6Q+2T7zv$I-Xw;hJJt6flc@lZmM?#41e7Rk7ZRjdpj0Glk;-s`P@K?yIgVg6*1&4 zZy-FAIyi-hL!^%@WHo0%h)M(;@$`V|e;KT+vJ6P<4k+nL$LOjU&|Vlz|E#b>vA`e@ zD)4{_9XHr(*M+~-omfX@5>Af^#Vs3O(AYUfu>DdrKHJ9Tk?yrvmX`~kHpSt;XC~Yf zHowaE?t%U(sYK^sI^6%fnz%ejM1{E>5H#PDBq@i%mPkUS+G}v(>%$xa)A=2}v;ydEd@H-FM2u5n{G%5RIuapho|aH$5}qeO7{btsBxm7@G2ZMJ@>qup(Fcq7lc71_KoP>9V} zj*Ef(>T*yC-Gc(M+2jXvIMfyakEd9|3&a5Q)PL zo-n3%iij{iviaU7?44K&mY1KC^T`2VW0c9V2(kF5q>JO??~aSqRdBy`CVns9jZ+;9 z@WUz{#^=q%qgfBBXvQ&UXe)#pHeU#j?mW6wXBZb$SCMH!iOBgDkB#Eikk0;ZKjTZ$ zO;jB}zf^#@Hy-+5zDJ_i#w2``83*X>4Tsx(@V4q4kSRUPX3z5IvFIE9ZOr`JYYSmq zZ3TUCN)v9cT?t1Q^>WL6wi4mh*XVejB%T$EfUQ+$;1h2RElrGqC+lv)m1_XQi$bY( zygh8KZ-E0X@s!s*l?aF^KDW(p~RtD4Kr_-R-X%@ulBCHH6gS`gx zfa{}zEi{{Daa^HL$rvks$I_jZ9{Aj8Gp4*vLg9baP%s+Ix?&fjB70x$I;PV9<{V(` zAMds;tHPm|9;Y+nJ80E(0_P>7AxO3t%iNi^@4>p@E5DJSf1@CJhzmX1n~^LEqN4Fn zsnXZO=%aiF9`qMed;2mxJ(7tAp#h9bT7suk73h?c>EOB75!4z|Sk^p__?`{GRXc&I z)AQ(IuLJ>0PwFW|ieP8hGHMaCk#67DM)hbG#$S2f;ftbhzdeL*n;fC16wN{62+Ij4 zCxHqhm<~TXgMy4>vt;=+c;FmP1P$8t#rW;P`j8m5t!Y8|1F`r~!4_J_mOw<&Nl2EQ z19xA3<2pRLMZP~cPJNH$k{?bH+!t+2NZqpiV5;_ztkBj5(w~W!?4lshLJG=Wi*mKByCnhVX4Yb@PZD*7CQ!Mqf=11J@Sjx^ zCS~L^#!4~KYg>!sY}S6;^cnM|#ewshT$m$B!PEI5_&*fD(svuMM2(k5b+tjMbs@>E z8Ka_p%OQiU<)2yS)Glv|OJ^Z8ga^Q?`F0R+;T^~7eI%yr&(z;)m5XnaN4S!8cCd<; zVo_=u-cpLj?fwPmT7R0jtA^v4MIszD&ga}-H=kawH^47Wwiuvm3?t?_$n)G9{a@D5 zohs%uW~mc!IzE&7`Y$A~u9lisMu1mi8lI?J05*C`m@$w7m&VtDMM5)f&=%&}-RY#W z_cwy#{4QM7dY1YWdXWux1Bl?Oo1D*nwYcYXH6}(h!*GT+5zdr_@LzSfK)wjq5ChOV zVg^l?RWSCq7cY3HK!s{EUOARcEZ*_q#-nVnGJio|E3+;h&R)p;S_tt)dr^LIHLjmu z4l{cTsI9><^gZnaMMFXGqp1hC_+^5H_%;mSOC#5ORN=&uW}LM5q*GS6gX_^IELs(a z{ayRv#F~@^8mf*V90}fgC(X}&+!6mp5GY`#$4RNmtzm`09E0|(& zl?5Jtt%yP9W;FaaVhI9C=DpCF7gSHkfz!jN_Wr?l$wtz!*?WT~aYVwfh=|UDq%Yf4N zHKf6nLP|yk)D5iROw~@JNtf{U^I-duWiyFMnr*@Q*L6i@IH=swws zRRdkrT2zUx+dEM3mTD8tX+E9$A71V++Ve zeFYF^b1R3Lz1&mZj)6u}F4T*hCK-|2i9cI^EX{jhqt_uY=@`K2pYmww?L0huyAy3Y z1<-__4-*Vmg8OJPxO5v)Tq9FZp(N>w7UuHTV) zBX;7xyi7tIRWLe1lgK*k^mr)`ee_5TXUgT!xyP1Mn}l3c6RyCxg-A68H?fYq z)x>RV9po!YLh!2qPF!VX`<_*$T#~zs993O__N9RsyPpTn#csg2ZSRQi>~M6uijcJ; z0Ck%4Vdat(P;n@Mp5^Q449{2+D)gDgWfZ^@xm6s~MLBr-TNPSn=wkG(I{oOKiPYop z6Z(5$GELO&z)WpJ6j4h<-aZw80E(%-JYXj#MW<^S;KiS2_)`7|H-Bv~ooAFvRuwO% z&)K;)eLgSK|HI){Pdqf6b~83{0M@pF-@HHDiG64<(P6vk#PLK}TM_-}p{ot)YP8r(8Ckb4Yd-+m`Qzvdv;^N?>(+M!xu z9t_ECf%QMRAh@;%w3SUzS|gc0^BN%`SC7J#IdABjX=|{+A|0~+#IS3qhliIlK=wol z6f*D9)u*FW>9i?slu)3-54})IVLQCHWjw0d#W-}+7z?BgAcL%c-TOq)&Qe`}rok+* zJfMl?d}biFD+Sa%Mz~6PYw*=r7?$00L;n<4_}*MgrIX9a*I()=H7fzv+UU{k?_VcD=ZHXe}gyZ}wf_aQU3T=v)LE73Wg< z_xniDtsLw>d=8IqYoyLSZqV_frsM5AW5`uwn*TGz@r%afXXSo+D^G`Xi29=R=oDz| zw?ZhO6}fwG4y};rf_*|4@$;T= zXq$c#X8qFvj&C?-FAN8Pg&yGUy@YnJI7~#$nlWm<9a@Oxqe5RA+@xq#=-q=9h2Hr9h)2w&^6FpqaLtW#Nr2llLlvPIsI%=|aT;d!h(BboMJ zO+@zx%#q7q483P#agnSw%Z^rKbWbH-KcA1zBKK+9lKJ!>`+1vz9-jEqgs;nM@NWE7 z>g~N0G|os-YF3OfA8z0o_Yl0cvId=|usIa-kJ;t@M_eY_=|tEj?g?EbxM^+&wbgCt zcaQa4v)M;Nw-E*|aimKsM)lU`Gyso5DjdI%h_Z51G2q|=U6n*x&di`#+*`%ihW<&I z!`N*x<+a$@B8xrWc+lI)7Z1*UO>9=ZC-*g#xpu+%xK?{DteSMdmN#h_%o9f1Kdi;u zjjVrtFa`=tK2pwdUFd!o3C9hpXvG~i3*PmJ&F~Mfvr`i#eonY;;2hqF?SWvGH~IK4{})HWlU-v<64@9R4aa+~p`1Vwd{{*B@u@84r(ZTLQvpt~JrvcxSDKN6i1!wqq!V6v-@>c#V z2JcA)>s?Rj^-H~IsFgq;GDh!7)}ayf?F6_9t)ZJ%-Q!AjnZVs+KDhe82%41?a<}wd zpdL0~$?(aU^yNH2N$(-uKOULDE3uL+`&16*t*NXJ@DL|*Ipbr><-yKt$>3TR03$iU z5Pq;5mUBnByT`J*qoGE$ZNvoSb{nF3I`d)}J|_WI3iwg7i2(yC=hx1KxLdfCD>uS; z984cv^(P;dZna_Ft$dQga|$MT+;G}@3%s+>jIkw^@o!!`$lQp9l{4!=y0H-YcE;25 z=a&&9@kjL8JLF6x-{e%XZ#1>@NjT3chQ$2yWV3NwSZ7cV`4e%ZrbLXb2ZmU!*n&GE zc=2GwI?S-m;oe(y2t}5h1HqDfn2-;~zw3iAHEkd0_*|w+GJVi^as&R}zYdIw`%rFW z2X`^c9(_OS4JStXaq5pxT&<3`lm^bg_!CWVWw?U|vwLje?ukjN6nuLlXxwT8DBqk# zW49f~#%KPp%}0~FDTz&>Wf6s>A=^>n{i$@rrSsRPZE#T4zE&Mxn0sgNUhV&8qPrZw12e3K! zL8i&sE1=i6eiTbpWUSJ)pmsYQgr_>8v(jd;kL;#PLhn(-uS}Z{HnRe(VlLqfIP0`Un86y~5X~?<)%&#p% z>4F5Rt7uCPcD|)b!r7i!l&2upxetjLzss7QFs^nEMp$> z;rE=!>-ga-cL#=O&cL&}H#r8o8Drda3v4ak21;*2;ThApHY*o^Hp|YCdGUD9FadHT z*CG2W@!;xClzN?u{^z9V1u|~RVL1$fXnfQ7f~ID*!{fqoay_{gmdEb@;Nu@ZeeB7TqF zJDQ4DSI5GE!D2A1X$2j>(|GOGMu@j(>z~~;D4th}59>l8VNM)A7+;P#MzqMCDvThsqBI~{2@Wx_SWiw+Y=s5BWVU4O4e;@n)bpmftl+ z_MV{M{8q}p*%Z%nBcM{+4`;0oz!|5lP%w8t$$9Kf%m#GG#g-L#UFQHC`}>M~N_8ja z2ITPZkOg`Em34ad_@gW16iWDC1_%x$Hpa>LXnhduh?|La?iF-A_$1l?x*MMDn?u4b z-XnL`#)9{gNDQdt=pGigHDH2U7X*~CpQbq|85=9ZELMbbwy^~6N@4a_D_tg@jVTTkU`)4IPy!ZPbe8=yf^UUH<;Ccd-Ik3XYJ@+tP#|T8Um4 zqwwYD?I8IihF3RbzF&Po+_g9nzN$shsM2^Yi;IQXkCU;avxLqJ)(7WDbznCkkTa^* zp_7mJz?>3qriqMj$_a~cf1Na+qN4TPY$~4;4CbnqPfetKgHi!zM7-A2U6jiSOG}O?u6!gQK&PX ziUZ8UwB^4DF6zA%g?sL4Yi9{njMdS_2qHw&|xrQ-s!^0Pw0T3Bx9q*p!SN} z^nHRAge}>{S>#Oz-!H(m-u^)wdJ~~3oB47TEV<+M736TWIcS+%Q~QTmL?XHcd&Y^g zST7G>2e=Y6`t$4Ex>}~YXL!h77eafLL zW)^~-Oe9F8x8V;>caS|k2V$N2=%D*P;xOn1ZMiu()k&J0*WyEbt@L=Sfk@nvUX79K zuAF|U@*4_4o_LdO=D|U>LTX9coPGDMk;VsY$6^RjAlOIP>^J6LqpLv z?##(`_@}xE(yOmPd1E{N?zm5d4`f4?e+|xAWP$Y)B5~@O0Qj+D8LShoMad{%vfzZ)tv7r_l z%Xh&l;~p+*eh}2modK4IcfxExH)1hd54U2pX;XMO^|lN|$D0#o-FOexZ zjV3P4r!4QyX07MR{6Bj^z@eT$n_mXEH_Q zlIVN^Ok|qKcjL8C%=EQ8k*q)S+a@eqyBW4WjKNpOs`2fs^^84q8lGphL7e3)dZr`| z<+Uv!-`WUo{#$`B7X*-+s>yg|atIhk%!l!pEO4CGbgcbw4u4clV486@!Lu@Aq9i`gJo za5(|~yR-{CUC$6z8-!{FF9?l_#!xpG=u%4J9v_M1NNyd*Zz_lW=C5>f-Wo`K)rc=H zoPdKS8u-9C0{WiX6PJ_rMAqvw71?+Xb5#@gh>RM>Rk=cCqMFFNkOAhZt#7ly)}_)*fJ$~YiP?J+jc2@Kcrkk?`g(~oHq?@%@L z6Bok1I(A1B^2Ob*=7hL)(Y^>tTxOO5Hj6Gn$ATO@{xF7bSs&40wnmeTt`f(nL+rV2 zmm>vtn3g4xOj0|g!C36 zsLYy;!W$B}Z$%f$3E|W5;`%D483<4>;aYIZRe}}2m=Ef>8Oqvkf!ZAb@c1`kjq6&v zIl&jl+{}l%LouvhZZD>(^5hCT>uS#}#$4w;5Tqyt&vI2jMP>n*RLz6RMGb6y^B|vI zZ6dgOCaz2kggZ*fY({?&4JW2jHL*x8OTLo2p2{X3^EZRQ`~&1^kP`}S@IaZfBK(N8 zIecJu{s%88UU#>l#9#w-&QwL$?gq4VEg~%smEgwN#c(Jh7&Ff<#NkzEV9e_0R3Psf znJ5xV55MZ7Gw-opChJC0(mxHeWSeQ`0#|(hD*(pN^u-kBvvan&!uxDg#sRe$$O@Q% zcMd4QfLR%?(i6h&emD48r~q_TiOx}$jdXgNN&O!Q;GIQzWMSe2j2D-JxAWKId{bBU zoK?~i&skV_uN>^>=A#Ov5C^+$IJ>)*tbKn7cjn51{rhr!bG#nMu2_lc9==$=fyXfQ zJl-;LFQnGju$+uL+`aRg7P&0MwST=pMm_}ZtiOQ$Qa#*JhY;*vUjUiu@=!l5pAOj# z)4l6*F`{`R-88DfxQ4OR>)#bv_bmhL*ype~dIS`w1=AP5jWOx=8EmTDO}}&nkQW>F z;Fk^A+~z%jK#i*C$7QzAklKd5Jz*#@V2cJC@nG!f3{kQ?74TZFWfPanEB{JknF(KV z{<#n=+t1GNH~Oj1N9IxgAqVpwo50PYi!e|649l_}rXh2}_?FOeviVpgTt94sXSar< z?B;HAUSTYrz#7QFA{EvGl345) z2cj6{-XpLll4@c)^Td^bn@|Xh zy4ld6$g`-l{5PFH>nY7I<6w&7b-wYzKiYTVBzHlq5SH&ffyYv+NMTPEKR0U*w02iF z-rU?oD{g2)#!sF)wwR;fYgc@=mw8AED!_E}R6PD|JGut>(~KGIIQpL!emG%?$FjcD zo}ncqamEz<-DeNDJ_;8&xj?|}wb1i*A97P7p|MVdR7z&z-;g4BQpvor?xJA%Dgq5? zD0cnIg@*(6uy!OC+#jT(|C)ACwx}be%65=kv3Af`0skac!rS9o@SWu+ z#?Fm~Q%CFQvrna1H93Q@gc)%iE+D#-zL2YObwDec@ECh8db(9`O$*_SqC3&(VLQH+ zuE6hMjo6~+$)%MW!QApPnEa^=L?oL)fN@?@y{CX@Ul|;4_(Np&UnPIWEP>prI&zwE zgA#%$c>Ri}XSZ=MgL$&^R)v9-UmKL&cBVhJ?t`QCLJ)46j9pi~$eBESl=p9iHWx?u zlvWSp`%|%tol&e+d_jD06|t%kYwUZMOTXM-iFpnHr^T$`;e1Q{6?GourDDmFB#UQvChTA8$F%g=cxyG-~1nw0^V+11vM>jQ`Hz$(wn&?TR@KN=(4< zw_S)|oj;D|yyG@|l%xMC8Ay7Ug3eEWl3jm}fcv~~;$YUHW2upZJ|Ri?$*uw)`b{M& zTVsj)mKC_pQ=16asiU*WL9jJuOw(Jtpt8#fCA+Wj3okCi_~sN4+qDHklo|6<;BTXE zWDQ>LxWbJ#-=n>s)8I5?h2%Z|O_r=GqZbOdLShc6F@rTp1AInY90=`xML!-=#f!^r(ZfImL|yKZ*V(CbzndeT z%UJ@EI~}Nkoha_?Z6J}QbD{KBJbH+$W501B7|#+!&$$ga@F)@eN{>Oyc}cp|Rtx2B zx!|&mM^~|8`C%nevy_V`IzT@0(v(t1uKtA_^>IH9;;!Tw$loDw5|sC-J3%%DC{8N z;}4MHk7=wYCLjLKW*dHHLr*VC#96Dw;oH?p5_hVQ$Qth_W#hfc6Pqs5rn?O4$N5t$ zv_KP+KyF(4MBF>o0hPU;5|tS%VAY#k6usd`zF&;Pzx@hy|K~26e09lhjHDq9Psap#W&Lf z=>bXB6PV$Odv9jL(d0<#;ZOmVhk{5E^YnaP9{^p0;V|kR3*NO>5E~tfGlDjf$Fsi@ zR-gmj{txh3-8X)RXFi0x&c=*AK16;?Fs_#|LKUrNmQTi&egGh!=rxCV$9|b0rXbApvLJ z5e40Gm2~gtP1xW1mpEr2QM_^pCpY8}mp4J^G?Tgbnci=@-OU&f??V0se%%6LT`SI#GToksZ1bT%|DXY;^I8Ql8Sh1{CUC3x%Q zemE&H3ns)ck4Foeod%r8?G1wPUC{;apRJ@FYuAIZ*%8Rt8G*EU1(ooTfCs|!$@pk< z@Mc-dy+ellQ14<`6c&Z&*QCLufm-ZYu7}c{qI`X|AbiRx#opKrIQF6n8O!dgGP!+x z>{3Zkx$%I&k;Opv*1(h%2=d>m;N66BnA(+(lY9=q%tOt(2SXGgUh@o2wu~SnpBIox zT|&6YrGlJVvIu_lPQZ6lr!#G98`vaRf_|SZ=-RJDYHYig-Pe$2+1Ckj)*! zzvpt%ke$6ZhW&pJ6N4>zx46z<1;CqJ!sY)8z{J`MmfkqP1v*^A6S;E;y2-tmVlkrS6c4UfKrQc6(4?7%pDx9qNAnb%Tis4f!r5QUhEkvTtgV^xiO`9GaZOY-8F9TS}NyS#B{~}lUV1=d;r^{;b@*P z{`E@5d!q-z5`Pd)(=P5`OElc>O{Z(eA3>X)Vvyu>8sDh&(T^76_=%147`HTt@c^4J zSYHV&q`SCn3l?LME@Q8@q(krP?cna>4#AE{FWeR;TQAjf&n* zV4S)fE5=;MM#hW0mzxKL;xl22%mrE`F&9FvsDQqA1WtwbPMq1vKVR>90o(p5XhFC>9VEly+RxBes?Y*hXf!);L?L=sr zqED9(X_14I_M^R(7o1un1I{V&*fv9uZ@n7`KYrD~y2HBAe76Qf_7zftSs}Q=$qQx$ zkB572weY5dEbg>onJDJjQWZ{ZloacsU~GZESzoNj6khj>*cf6b5Q9&1rlV-O83a63 z$4CBi(DX$XZkd;d#m?{f+;<+-^R^V+i>IiYWC!v$c;d6j9CGLU;_82D(45geDz`Ef zvUlx;K+8h>9GHyGLLua(rwD|di9@-i*^u$hfUa9Ik*FVI{F|JWEK}0}7FkTUQ{D@~ zFK+ApOS=H7uYd4OrYa~N96((T-l84W0XS;*m?|ZBql=FLj6A6$_eFegXgHND{5Tdu z)O-ZabV|hGi#4~&h__VGfa+Z_9?e75)*<6X< z6RrdK;e(Izw}J4qZ`4{mjXN&sh}BkoT)rFgyS(rRI4liUAswbavPJ!SKE%!HA%UJ{ z5HXTWw_kF@XPSECb6XY^9p|x9qK$TZHwF#d3)N*4a7RoLp2rrtM=uJ$8_s|STeiS% z^rb^jpOc>+3+PRkgSe{65EQfgiPaVlvTT++&ae-sLF=kW$GB+l%J#;YYMPMVCWu8! zO>lDb7|e~g1Ez4*i8NjyXVHK8o`}!I+*p}BGS~% z_%9D)x!M4PRsBZzVV(-aM5Ll{PdOfW)q>L{w!!CL)#%bD0|PS$>1I9+PV98S@W>(E z+6`;4-un!y2eBSC!(sB&`V78hYgD709=?89g)pNBwUWF+t$zyS(P9*QQ`)$`^APS; z7)QFDeBrT*E|*z+0tReCVT*+b%-*MjaV@ycF|88%c%}(_FQ)_y;0! zXcl=CEGHOJkAqrRA~6RvZO5Y5*s~-kH5~VSUII&J24aDe5_j855oa|n$KK=qsHAzH zL}LiqcYG^G9_S>C3nK8H7Go>*KH+wju{9>G3?8+W;;!f{9MSh6J^fbjc>XdNXBdSW z*A>IU^f2@(48kanYPkO(1+#?<@Y{|J7?*dSTC={Brnd?tNbLypI#lA<5IG!7siIw3 z0*qZQij^saOp{e510$(0I{qMCwf#Af^j}MF*m_`fm7%WtH*Gj~p^d8529YaceblX?Mk_rX%!)UM9imN3w7_H1tA6c1kiH1qw5tHL$K zM3h&zCGRgg&;gmlXt`?|^C<77b7Mbq0+*8UZ1f^f8mj<$sTyE&c1pu1u7SilE5VVw zvT$atKDjh|GCadH@OsmuZFj1l+cmZsOQ$fe!-XSsB|f0J@m8=wgUufo1@ilKk2I!- zW$-?aZh&b{1{M8#tC8RSj-;*|k9RLWB_EbQIx5AWRw9gRqE@4DoE`7> zCl1ncYP55%_=3biZy5g18xQ}f!Rk6WxP3UV%CWp9x*C5=?i*;7+GhGIXl~bh67q zLDP?PDAw~M$z_n}SVSKE*6X zYMdCZEgmA0gXP>wnu@7E7ofuMFzHyh4C~mLWo3j53Ndd@;FV-FdbyOmQmMkZk*biB zWlFx^xQqeEN@(7^N;pxp6uQ%5A%0~Et(~ER8 z{n&fs#mBCWLGi>SII`THIv1q!Z>L^BzmQV+ad3ooNNs}K5=r#O-6Yh$<4O2EdEndA zP5r1OXfI|uX241OV>SUUSyy1*o^-HvUX2c(&!|e$WvqH8A2nS(@K_B;EQak_j z=zSe2)RMYF7Q8%_B-Z zpD7&jYyI$HU=(I&RAI9xAFqHh8S$@Vgx5Pq4;}u^*^2o7J9KY7ehc z-s=hkpXL@$D#OnfS4nIy%fMX9g$dCv*ic>pY5kO>n>xXGcBflq;)lcLD@eiPRcQB5 z2^;q_-_J}R>TCaiE>&8{O}pWYGZgCJjz>03{Cl73{#i#?p4b51?95QHFdE{{S5V!* zuArEFmgpCx;I@-YcXuoYsYRwJJvN0md6>dEFafQOM!|#|m3Zf< zGVScvrW4+{!MM@q^i!N3`SSTc(iG@UmABV{Oi3%QvubG!-cdp>PqJa$wtg;cQY8wT zO=isFZ1fN*p}O7LjDsDC8hu&3q2dH^-o2A>i?_i@V#1CDkHxNJfJTzVK9_FH&xCNx$EcLNWnM zKR-Z5n#796Kq4oTg=4Od!>vot!;?-c6l`MLfUinetjdAgMSb)dWZ7|5V|e$wjefK| z1>=emp`cg^5?4-v(%KyO@9a+Syk(^;f5Qw{YMo>r=ukW-l*IUzXJFjNLeeVniC6Z> zC%2t=@{RTK+AdlPSJykkpWja4l@&}f#{49mwh?fhdZVs0fTVXawK*5YW~%F{^`30@ zz86xv;}N)Kbw2(*;)~D5){yBvu25Lo3f+NKaK7>sdOj{h?ch_8&3wNn7bVd0qB@p& zrPyCQNmt-|FRff2$>x{V&|RH_K?;^IsYwJrzB+}S_v3lhAR+i*JS3F2>5M37uGK3Q1n$I{(XO# zJiKC#%Ydp`}C>sB7KnRT${joEj0q8Z58;k(hV)&er1_0W#nR8=})^)X-6PF&;!;}{nG21JL%pbnZ z{T!0Uwo556_S8PyGO-H$twU#F!L4Xq#CmOxMI_R% zwQSC1QV(&R0jP4_4vS0&h%%Rf`CAs#J%N^J6P(J&)kol_xDxnwq6NzsQ%z`v3k==X z#2G!I@ZCNP=T(Fe-BQ+G&;Lith9Jf&q4yQZvqtUa#;foK})JJ2mlrqdTSWS<+vhR|g z1|h=#kvVfD;OLrqh@ImH4vquC5I~x zu#UAW{ORFLXzXQLdQ%v=;$Vv#yAIHG1I+8O{@4vayjc|Q&$ zb3XEyK4g<6-|ATYmvu}{9iazSGcMna0Gf5Y7K?W`pr|VkpKqnoQ(fK|WV;=?`wKv| zK7)_)V7;g@Z|QHQx&GOa1x7BKD0xH_r7h;tiJfNnayYKBH@5?7luq$m{smyv$5PZR z5Qix*55SEX8njOA7QFG7!w!YrbY0Vk&KHelI^SH99-4k0hF$04#P0!Q+^&4+7}H8J zgOg$9-09fvOzCWGC31U>JW22mgJCB*xYBM$ye_LS)MagDelA{>HNy{Fw($+)4i z6n;s>!wnH*%-<`4yC!Ahku!1h^)+!CI)(L5<;{Yz<@I>zQ9bn$Z$#@O^QpnO418l= zim&7aVTn&Y_!t{Aufa3o{5=PDzrKoFwagnk$0&nI;c>`ex!Ga99UHQXp;*|3ME91! z@lQ^iW5g{wI4ldfYm~5ZRUa8xF^#(4%?1a*eejrZ+lQZq!#`(H7+!CHQ~$1pK;|fsn_7?!s)Cd#T`TL)WPY6*HHZukVf?iu(3pt3@Jp3{1y_ir;Tp;(n>u3 zQ-H=568NZ`vH$+XU`MDC@YCxtr6dy#^@8#0sUjqtKYp3!O6I@bidL$%x=qW{iIJKd zHyXki=c+ki{=JK8vG1Av=Qe4YQ~=h;yg;})lGeQK=ZqOQ`uCZ0D0^1`7yM^N&06Bf zLMsa+G&mHugB~aG-D|u!RgahAvsm8lLelP?`_r1wjB72Wmm8V12CIRrF zEv%a+AGdW0k@h9a!KE8{S za(MeClUx2>7+XxWaf*H1(o z3`Xs$go>s-%+e9U{Y|Z4{^c-!9j##ANkL4kc~9Lhyd-lM4wFT9lORK34=x)>!S<}T zWZd{NGWNC~^$_TkMNJa(-pMtPf`G(J9p_VwMTFaEir z73)%r&3HsRd>24!xC30>b%}}{%OEG+NPC)>duuq1TzT z{Yk{7u1|Gy+vT8N^br)CE>v zjoYhE!x+ODDwc1;W-3j*!nO+#a(IAfMR?Xd2G=|9N&@0v5*1hmcD?*njmkd7PjQ zwU@TxYyLM`HD8*O3-3U!IeuuRW~_Veh%tmQ-_MWB59q;J<&5PjM4k&YqGOyp?-ef# zUvuN(;z2hW$oPquo1c<34(eF@G#0lU6s0}U3D_*AMxLWUm$7 zlIz3ITR5Fqnjw5{55q9_0~E~jL+4Y?Ai;{2_7jCwgHQ%cB03 z#mgnWARS%~8EZ~K&Vf)|U}F!nFRmw3Dx=`RrzT8uVOq@ON+_7rL|;E>#@aq_5br&L zd%oIG?R(O6?zsD;cFcdoMq(F4Cf1U_m+SCQay54-B8ASO5%5~>0!|cAuTLmn2a!dK^-) zMy<`~uzUVxGUwO`ed z1&jfI`q4CKwh|-yzeQ=6#V$N-+e4)%jDc2*YPcj8N%G2-(DzIlObM){ALYtGm96^IeOgATC1)wr?oG8c9=pci<*Us|Tah#v*!ifuipE!v$FQw453jdV^C-G_GOK zLvt9rk3ZVWG|XxkJ=lPsjXO!s5*d7dECniTmf`h7ESD>k3;P14P~NYP)6TvK`xklP zW0qI_qgakLF@^YbMmgqoN)dx=v#`|XKG*eUB0myqrQ3To5I;>>4quMXM4@N4sJ4YM zQTJ8DqvYk_+dPRFPcws-Z*BNGLY9`-uf?T|85XixhupCh0f~>^=oacs=a@Fb31JO1 z*}(d+75wqj#WJ*uVF(z1T`u3kkGRA(b3d<}p&dar3xa?Fp#W*lqAg>vs-CxE9<9Y58$ z2&Z+6lI!`=TvTit^o!W?Y7872IYp7`H$3G(n#P?0q8Lm$3@> zKd6(vztWM|_+trPhweCbK217@pq&7Q9|~yOipBW#XaIHWRU(|lZak2FkojoEAimI; ze(Z0BoM!t#s4}mwLqA$BITRK;GcI5<}tQt(oiX=?qoh~=Rx99 zZA+dVXv5h)Avl$BzDR^L23DnZ`@nv|xuMS&fdC+k_2kPZ-Sw1s~UVFTl8{X%O z5lh6;aMBf;G}jF7^vl5ExCyYSMgk|dSHi*%Uuh`&pA;P0(D}JJy?l#h%MIeuQOzE| zvl*DwJ=RagJd=KTQkZkZ3?^K=MGwfa_h|GH=jylta_r;jyBG3sHX{=U{Spa&_{u-& zEXU28LSUM6C@5`s$;&yG(1we%c&V5=xPJRQx9DRE4E<_`p4DP7nqkc}>Jr%hw~3}z z6oUAR#msv_cRfm>lh?QFKKic)=eDVn4eWhtE}IH1rS>%Ist+!oc7@ZW zhk1vZ3T)^~!E>i;v3;ltmUIjeWwm7(aorho))nHBgWJ*S*F_psmyVu8Wi-@sEe@k9 zngted*O<3xkY&ni2Sn+W;(GKnNF)kx*!rt(g<7?;xZa2D#SWUB+H(U4nvh1OJM`&z zY6laQEd(ywgpt07Q;3t99-f`KmYTghOgH>xEVii|N#sZ^D37)^zBr-4dh+(s_pH-C z!801n6=LAYlan|oq(;KeTVt-$RtWI{co2OMMO73qDS9_v{LBN0&!_d;X<&0i12!w@ z;0cJr`TxA(x=g-~rN|7cuKGtKI z>RJ#NF~Pxa)99p?7WmCq5zXUGA<#Mo@;8TK%kc+|vtPcV{|2YgsMH|VOZt<1Fd`_) zaz-;>>?W=^y|CZhk9FCxXD{;rJRKK`7hVdY0u>IPn2D>X>cgK;|4rQ0&!hPGcZ?Ps=1ms7Fq?+CXA+6^ac>wY=p;%@!>R9~LRfldJgt~N8_e$g<91z~17E)GVfUCo z=nOpy_Nm3NeBplhR3uCHY8*o&fl747d$h;k3>=;Hi1w_h!Quybm}%At_aBPGPOm|- zvTq?CO}>cUBO$nW)e~|+Ar1Dr8j_WpmtwhwH~fG=s@Ax`?QFpgrr2Ax0cGffW- z#UZ_Na9GFoEUBGTah4C>(h7!?{uXpeViZmu-OlaU8G<|Zr^ACCW4OXBW7ezilzwYE z4UR4W*xLM_TF(%~h#5-crmHH93)1G+9d?8KA!&H^iSguKc9OBmWAP{RBAX-~rB^=; za&L#tF}_EbsMk-1+Pk5Un;b+YzsN<0tHQ9aF#%@3VcsFvTKuJd95x%CCF4%Gp^{=V zUhzJTYpQocdD~q+(JK%AdJ7&yYglj$t z*Ll50B#vDbBAMs1H=iy*rFlP`%dF8En_+a^dKB*%B z?#ybUu_pO=Y_bXCKiSgK-}fo^stFZwHw=WlBevIh)Msax^7-YM^87m7U%du8?mA(= zRuw7=#=-8Dp`fE21(7=i ze9Rh_Wl^HVKjYBYZ#+p3EyJbPir_({4!o9VrkXFcVgJ@&#BS0~us@mw@vFV)x}j|B z15c84ISG}2v0m>xRW!+6h?u!0@txs|Ve_)JxTAo5mKx@jxLH8=EYXDuyAJ9V46MT@ z1g)onZX!nSzrCOrYY_Ej+^X)Zjy@G)`w1$W$K0 z-zscQ$o#-lA`U>h$6nnAwN%=9c?le~+kxi#0YtfZ8Qz_Pz7kfwNZyblVQ#RA4qi1mr(~X95zY<5!%esYAO7V!15PX!k#2a&mxwG$WK*2Mg zR%Zm_tU2YxOUo4_FBcMl+jjK1qaQVxcnuvsvN`w;L)bMq7Jp4M=D%+0<(z_b;JE)S z`Yhg0_gMP{Fgu$-JIqAzMMo(3I4{7R$H!oP0P77FysWEpw}SNk;+r##%bT*HE7=l-vJ<(z57`*y33vYXlrODCtSZm!3lTKH`_-l$p z#3==vmsa6GY694+7ecUuEN+$wLxBku%%5ZmDS_1}3gh|AG6z%>dPCumE8`$uh0J4S zApX#eNY|d@qxuGbe^7(I)d6@*BoFROr(x)9A6QeAkLgnfIB!p7C@MQorx)=c{ZR=M zCT#$xTfxwfuzj;KWnV*4}&-TVP7s(aQ0#XQ}pmGf+T)jkGi$xMU& z$1W0e>ktyVY9olvb*6J&8gQ#oDha>X1KDGW`4Pu^4dOr`^RFde@O@5##V~fg9>p=W%E|kcW!rTBw+!zuM=YROa#$rR* zuPw@doLR!9zc=O8+q}tm88!4WvOtMdzp0WJ~8$s8xDSpuaG;-&ZGO@EAW?fz*IAqSmbVDs$E`%0#oJ4 zfpTBG{%A4ywz-litFDo?pBKZI9U(*{qKW^s|2b#BLjz>U?Z&L#*`%>A1ikZO$+Q)1 zc&4@l#df_XmV!QzEM1K&9pj;FM+f;+6$d{I{9)=(UE*fk4E;0v_&+xP(Px^>J2boo z?VMr>@$_b$OukrpNfN#0{iu(yx<_qZNYHP^cd6klDHsvS!=GB#u%01MM-+;1;m17O z{nwiG`xN3C+4CsWXNtAiYf)7y7uIiThpkhB$cbDx5PK&_H};)^Jr1MflA07MP2R$t zo*Do;`vb|3S*!=~Mijao5&%0bZLpx3D7xZ4cm3f$?47NNLw7RC(<_TGN}&`@x3Vs{ z;gH5u>x+29`3-3^u7c18YmAh8p&JpR4WC2GL8JdX<}CJvAzRihnk+(3=pkx0rjo^H z0?FiLWz@a(omzBnh4M*TIRBI)w|^Ps0P43lzu=<{zAz|T@1B>q-`nd2(fIjhhp&>@WfHl|=; z>LrXmIvd6g29UKPXEEn1k2>b*C|LZHmMjb@M%K23IJvI=ZUH?j=YfbT!wiT%4 zS%J7hCf}P{h!@tj;>KOKsN7vIY*e~PXUqRbvQtyBx0-SB<8@Ga&jmES7>Jyl z-q|ZSTW=f$>zjer?pQi)Tt0S6cwzR}Xlxe=gNne<{Iz%)7->EQqAC~g+c;x>M#DUO z`jz=xetE(_`*1wPdr&J(a{FO?tY<=VAK&KhM^1@k|wH(ve_fdy>u-;B<1bn_9kd_6*X6+Ec@p5^q=&jk=|6-fLv_K@gv`nYLn zJiXvn01@tcKz_z-P|>M_`l2p6d@dbror7>mqydqMuP3FK+sQg{b0VVWkK)t28z1~P zhVPCj9kOfw4z3&{(Sl zhdz8HR~MzAu0aBy9uop9Ukjp>u?}OyUxE+s{?HSN*|6=2FPPo&=Zr%@s)0b~NoQOzTXkIJl~JEeN?S=<`f)=#O%=x*9v1X^^OixP?R$YcOmiSP)0YwzIh{7AQKhZAfOVBel6+aHwLv5nlbM|EokPuK&yr`j4g_09Is$f z#yV}*^)H55cNB2Utwi`SN0#}NgW>v1HJsTWhn?Yh_)32c>>qA~-kGtuq{0-BYW<@I zvGJrsEFL$7+<{Gk59v^V8R|^>L{+syV8(CceyQz6{rA?W9CaR>e}uzUreXD-V|^8+ z%Q@jMRqPI*1JQSkF|xK10+?UJ?89n|czFgqOiM|LtUpxTI0zO3_HaIG3PANv(0!&u zmTPL@(6VB_Q`U|37Ri!*Oq0n`Z9~0h*|?)T0gfGs1{?p0uy}p}@ya-ZB0~QWHJL{Z zA5Nv?VJeFL-nG#3)*n9)HBraK@mNvZPIXmR;@&w*{GB|;xvhwYMU0Phgv~@loPEKa zc^rH6OQ@Zl9bA9A4rGpAAm~v5Q#Ueyn!Yp+Kjv}c-P73J;s+RT7(NsyQ_ojk7}q*u9%*@6x1;#B5;jrU-v~)-pQ6@<{HU+Z*j% zgmgQ;ms2D2G*COd24-%~!A)-UxWK;{gJ1iBKn?PfUMEACY7$o2U&o%iJuvlX9V7=| zC6Vjm(KJjKTEf25R~_&9i7l_m3j2p-leImrdgV=&x0aFcC>#28ejy&0VCU;i-^t>` zdGyjEGg$Pkot$1si2h>(uPfBSnCC&3ZU;8{NBxIg5hs+`F%+q(?H=gx=|L1wW?_KLz>wUlVe$Uma-5##J z&wZ|a?(-Oa$M1(f3U849rdH5mc%EGUn2B=rz2s0}3WUw8qPcdt)a%J8%#1!vmW44* z`X?*ExVr{JCtRYJeTr%NhiRD6)Pk~e!f<=KF8bI;(Thq2bh~gQ_KgU}pi9~wU1h)XjfU~24KqS#=8#TrZ_Lt+?2J+6T+ zmEjm_dmdbLHj|F(*JR?&X0B3x3VBqt5Z{b2fgiubu=or(=FOF?(EIf@MoM5V=di49beuSZA0 z<_UG^s1r*1zjwsK zE;khO_@CsXc{ACnkO?OTjAk0rK{$wUvI10cL|W&P&pnHv$3Bkl zf4LYY)N2rZS%S0oMZ;XbdGzW0-O#4p23au&;nv?&pKyeTl_rkxqK)z z3@Zeo^H8k5=!b>FS3sqgxyw9`5d3zEmNTChP>+`*8Z?c^b;CKPrCUV`<{1EEhn3@et2!?{Hg zutcPfo;_Pc%vss}UGYIMAfbkQykdaH<-yo1X3TixztXC=$xxQpM)9OS?sAofCu$Yw z5I2W@nlKT*^m&3wv^&F;wu9r=Ef|^8fK%Rvpp>GO{tEjcSk`nLV)r-jW=7grxaTCO zotjEy3WIR2{sd4pKY%6*jGKBC!;gh*1ih8T1f4jj8N@j5Q^nMnC2z62);%C^=vP z(`s%bRa+NBh}|BP5X9gXk8(jbFNupSh7pNN({N6!Hzp`&Ky?h$vF&${2x9ip!*Un# zXZ#+xsgj6`cj%L^lPBVd(RH94ISRi8@Zj^&3S%^X5W$WD+VI04+ht5JL$a3XFDmh~ zo33)Ja@u(?*k~R|ez1e%LtMZ^MFWEu7C`yfBs8t~ zNWQ;wgiZZ2aaKkJIEd{72ULLOjxY##Jr65wP7pG%1LtxJL8p_66OIUm=8!np8GVaR zHlKuF8Ba*`Iay+yGXb|2s^EpR3{aOlPY*A(fCFDH(EB%SaoqeUs8OAON~1)`*a2QJ zV&OFMy5tZ{zqJN8{hS90ax*bvi!>HQXF-yT%2ryytV9+Uo7;pEUEg@CEF4cX8Ec8i7N2mGNwLp`sN@B5q z`W@)d%`|yfJ}LX@0pQLQP_YD8GW}>cuKp|s{{2#zPVp=fcPj$xmp8+p-i_Gtn8h=C z>p8a*MOd&h3*zQa#q9wrG5t~msi{kaBW=%#b#Vo)mzWLCr4sPuhAm9pv;jvS6DP&K zcj&2NIr_9S5RKXVn{dUI*S0uDI?~Ib|D+|bdX5qHg(RTO*cOnVdy458%9Cr!OBv_V z4m#Ci7}~v;h3MSnD7oJflxa zV=W$0gO2{ZP+kq2vYGD6@D;Gs*cD21s>#VI?$CZt2U^3Ag8b*x_<4OH#Q3rNmeF}K z=uSJ@nUBO!(|YGHPb|?_f1D9pHU|!mLLcGdx;8SBd;OaW2l{pA2-}VXg z+Tw%~yTW+65hBzqQ3Vbh>IeNFpTbu{7N?(9F8FJE8q=KKfZsh-VEva;+?<*O(o8eX zUi&qDR;x{nole1^HOnzEm@?c|0-1CBB-wkq0Ud*iF*UCgPDFiT+Q4QI_`#Oe$FIX@ z^+EX8?kwE2A{!2gnGk-+J{)N|4dVw%QontssIzk%>@nI&^nc{Q(0eOkZ_fZczr2Mk z-pX{%nV-fBDnP$86i-XWmDr_R)rIN zdHU=^1S+qY2p78^z{(n;l`!V>T6Egx0a9{ciVB&>mK5rcAefcT?L$96>7+z$MNk$QLi;KCy+c z!TsUJ@=zMJ=O>Ny_{cp|@JE-xc_hGD2ftXa#EBVo@Mg{geBU&jx}}=I68Q!g=k5u+ zMtR~ILkrZ|&;kWhoFOyL6pQa4L9gNdaL!nPte+bV+qUW9gH6*x`AjzP$Q*SF1T)TEsmNy ziC=Hi0w=9r$NPuIjO zgq21k!SCxx^mh$I_tr|>3nt`5oB^DC;R6--nn=I<3=1Bp$TT<`FyZ`Nfn54)Vfi^V z2z8KypXLOQ4gE$RJh)1Qv>2Yw*P*jb{UJ@>0>+Jq1kGkSI-wa@`fi&8xY<73uS4b5O2@^U=xiAyAHJ*KGQQG${0TJe))KHTYv zC6SGXQFhrZ7LQ>$$qrjsJvW1n_uUOQjiX`ccNHkANI}WQTsZY!p_QFsH@| zCN7zb+vjTFxsV(fz3jDM#6hM(_+v0$99u%IO&3G=kwVazVuJhEyyB0&-v%QO*Fjot zBeBh^WjtqA*wL>Edpa2JjY~L;AN!P8>XczlU^Z=ts0LM5BduVch$%~T=$?j|sOujL zE(10rzyBoWxSK%8t5C35>_?Ml`Otp4qIgZ$2#y)m;PXup&~UkpMs=|mlz$&N`Sv|s zzp)j>nTCMe4lmkzND|t#wxDV?h4%}>P$#q=o(#&vPk$eppD(P;Vm4uEBllebCS@og{xd1Sd99^loe;eI?UK zspw}iL!pec)LkRhm%XvzXEDvb@QfR9*99}y)bmmU2Eq)EV$G2nEDRn8IW>B4xjBs1 z*JR@vLmfz)bQlwRDlo3*CiS~eFTAk%2qxrQrDpy5X#Dz_c+Fi7;-now{`d)D+pRgm ziH_#9xw;ZWDw61w@DfPRP2*499|v~k5k#}d4+JYCsKfOta&%2Dj#tbA#o!85+3tug zuNVjImvQhTFBu-cT8@FqdhpYBGtzmb%tpLIMGW={XN|f>&W*0d20do4eXHk-?A0)N zDZ(Dt|xOBIj6p+RwQ`RX2GGNT+i8r(5qi#mN@wHuXUmk4J5 zm4Gw1OhmFgit8zyE11-`oE+RGJb%9^AP@7Z)z4$8GYVSbZ|*>&f`$lA1BQ#Fttb zGY-`a^YQVBQ+RN!kY@Mw5|gKq82BX$YfU;B7v4;8klfC+qfUbJ6B%q1cf>lmgA=UC%o&%-8f4oi{(t+ zaFNsz$ez_j8|J6OJ#HjCQG8EtR5rjIQGeK-*N;xO9*CojYT!oF9kMG#03~r=IDSJN zs6Ft;i9=_ADzh_8E-?-^D;ruCSV=+(l(AYv4ljL@LiO40*tu-9;6vLglol%ii>Zsi zvpoR(o103!1>`yB+k# z7161|^TA#BAh`9PjN>dlh`ziVEMfE9JO50U)BQw?Rs7*@a|)er+e&@jp5okVRbiLE zG~QS^1rq&zz;r<@70xgQjnW=L{C>t;`FabsOs&Sf@ndmhv<}!;m!rGi33P2$ru%3S z4R&Mk^PD5Nr%@Ez4h7*8^#y3GnFu}WZ9v)VDcOFh1~cAf!5wuyc(gSiBcCjQ-kupS zcxWgc{Wb`9;wIRIT^(W*0eC$Nt zKFfw@qKhz8Hk4aGI+Dc=CUUBy27zU-6mH}d@sQtP2sL53Dv`TnrL;FFM^)nftJ%al zj&T*g=#Mk@7l50QJX)#x5vd7T(MZxz!AC!ro+O3 zHVOv8_+WAjy0oj&;=iO(QnM7-4i~{Ao17u*!9&JZQ!0E>q{KyMN8|VfA*joOtPLyG zVEXc4SW?RB4trW~V96X*evt>7uNepX9j19ai*dUw^2JVxCj24kOi$;PLA2!=QuwkwE^AB)ka zA5vqQL7%yNr-jnxM5@Dp;gX|aX81PTvt1gFehXpvxL0((q&E4Q9Rmf?OJLF7Qu=*K z20F3Y9^Xx7P+?sFpzDOO_ZbeT{yX0@ejA!h907hF{Xl2B56roygBGiO;lkToSan?r zu6-Ge6_&?fM6NjKx$CoMkBvPMN}m5%jqCP#!G^=mc)(eYp82Llwruw%3M;M?j`8s| zeVPnqI}c(hw+1r??dR8xbB19DtMR&N0CX2$CB8q-(uI@TFk`17x)#}Bu)REqIVO)Q z+AQIEQ5_k0Uzu3w^4LT}>GhGTAY!N`exBeBjUN`W3kvui$q0ThD|1Ho^84Y9@%ox6}6eXF*1dfgDc74g^SSl#1fLy|1O5*D4Ftaa;p4erHO4^HXPvoPJ7!APP)Ali}vlJ{Dc!8`^u|{Pj5ir(@LJ1qj zcK!S;jeb2AHO}edtBFM*%ww^|)KqvPR3|axYoYm~8GPlFpf$dm=L&{nzl0y0Tjg27 z>F7$(i}J$iyHg=gWCLCzpUIcKzSuKW2?pkL5Z5J};A3$B8fd+sp8^drPN5A4Tnxn2 zgR>x+Y2TELV^|jHo!kajX?VXxpXJQQ;|1xppm3xWxKwGB|K0&hC5qq>pGrqr-w>>` zF+=Hb=CEnxA`tm*10z|@>T`1m{OBA-gHpAjH)JF+W%)u!X;vuTKLVP+d&15!H)&O# z3*%wYrsD+6rdO*b)@60r6Txcn+7@!AO=(!y-;fwS%0Tskm*ipD4m#?Z77UKQ#ZR8J z9qEgkM9KLm?)Ez@tOiNehEGDTPt1l*)5C>x49UcPOTeMzGqp^~z@-PhL2Z6MRLjnR z(Z@B>U%CM;=0`$3Q|YSM)E}1xE(FCSN(M;XqXrv32t3}MMdL@YsI-aU02dF(MUuln z^iUSq7v8dzYUYbgJRfRCEkgCNM{@_YcjQTH z>?gjWALEgI{#I}4onRWU%N(}q=R&NN148aPSb6g&Y0HyGzir`k&3PN#W2=ED-)8eW zmv?a^<2XE=Th86y62aw|2jYC?YT{!w8j2*YLxbNTm{L0f?$^mv!|obBEWjFjgbced zUmg~>M8ksn9Z2Rh(^@q-vJo^^7^{=8=gXa@PNf($ldp@_vpdDok>hR&&6n<+` zC4PrYIB?4uc4qCTv@?a8hg9JHi)ApdTmauBO0cpb2IUuy2i=76_*z4SACzqcJ-c_{ z)jVf%FR%$3hZz9>xDt*`917Pn%Rw>9pS0{d2CnWgxZ~SY@+4#jc0YVX#mbFPmEo<` zCtsv~6_%i&6aisp#z6WiZPfgkk3ov@xPMbPG<8lzamDjYZ`K(UY75CYwNiebgFU!s zt28C>C+PG*O_0C9f$jwb642I$+josaamPSdoE{8!SFNIJ`o)3F7Eh{dwuGo$TZ}oY z@<_kTv-DF=Fvcm$gI9D_%1 zE|A#8g|PVIM)D&z2Vj2&ALp=xJP2%u=H07FUy>?ST&F;sXV($SgLz;o@sN66UC7Jp zY2l!{dSI;F#As+5uKV_gI*l}fFG|Y9V_O57&zQo!*KmVN$`*`|dMi9I%>j$!V#LDl z3P&z8dEg)!@`yy?lIx|IZn#3=5d4zw+_M2bY+(M=>XYQ#`H95XNE$j*bjj-eMS`-} z7&Kb+oj3fr8Z6DG;EcCrP$R8{&Ub65@Xioo{#+Kj6bIm3-&%}lE62eLD#$w3;dt@U zHm*xI3Xc0zGHuIPn6Nq+_+}m_+ZUbl<(}=HS7C|`U+Zp`G4t1>JvBytB(C>T}w9QUM*SJ_}vt=*w$ZE%pJ6qwH z*%dvZ@9EXKrqm2vI+Ib1+j1rnONRxlurAb~C zlt7cY05!vXaq@jukM(f^Y_SLzx-4iw4~1N6_+lkKVY&C4Yfi&1*>u!UFM!9F)KFGa zkrqjY!>KrN@Xt2|#|cO1?#9z7^)&~Ax(}0ebL-$QS_^VNQ^<+ZX;`WGnE&w94&JjG z@gtRHw9hyU?hUHMHj82qjoAd%?^WT`Wp#S>bsWiB(FnH~zHqC)D;zvlkMl-Xkl{Nt zAZhty!8?b`Nu7c4pt-=vXTX)mlV*QvF!&?&bd@|p<+lA0I4lv?+7}fJmgsCU* zQMWF6ZokK73>%XO-OQGkDiwp-<5a3ior+aW1wyXxs_N^t`TDz&(^G)Qy z7ZY$hX2>P?sel?o)}1nlAYL0K!E;P3<8&X#*SXicbvM%8fu>9ueqWfUFVwG2nk zV^oSd_Auad7=@hy5T~C6(=4PRq3<)@X{bpn^#)Np(L9n^QViPj!!fbU7Cu<3p@U&H zedH~Q*Oh0Jbx~4K`~5RqN?_%VJo1s;=cfeCW4gbCxChUh z@x{q>5*CpKW&_8ucIa`t2Mvbw9r6&ny#<$5XdtJb2y;W0g29F9Xk^Ni6AEX-or?w_ zejtnn1>}++f%RajxDOYb6+_UCLwI-dF)FaXOirwH!}Fp~NanW#oJ^+^Y~S#ROaujZ zdhIM#HmZP>`v;-ufC8p&JBkHwTVc#!V?m*E5Of5{(N&j<(eTYkyxC)c>g{J>=9npD z{^ejuJDEZ+>{G_G+lKQ~J$CSW{V&irS;6q&k{4>8Z-bbt!9>I540X>4BW_KFWHe^s z67Cj><&UFMRyd@c4nzA9{pn#{69SL|ZoDI^h*`oGB5 zv>@1YEg!m8`eU{FVJ`OUZiwy5;4gQKfV|*zvLS3QTr_65>+?x4hw*f*v?9=ukOOWN zRd~1IGcmF~3mVb7$iF%PCP7woz1v1Q)W`;^o=4&NplDb;z!ar&Gok2lF_wJWigvTE zaN)6r81+UL!sRP5obd~^H4cZSts0=cY%{2rRZ`XCQt){DHh$Ngv!J7X8cOcAfJ#Ih zereW#yHp$RDn)_!?tHv|GXodwsiKY_#zNQ$E9gp*r&l$YCP&yJcvBz^T)73_F<~`$ z8Z)pgy$(NX4x~vep5c|~1$URoph)ZihWoU_rjRiFB0hl@C)S|<;N`g4Wg(vIXu<(Y zf}rg?A-$)E;M%x)WbD1=oECT2Q(b)Ajsn%=}UG9Bg1nU>D09^Rx z+|wOZuq#&{`d;1UnzP%9rM?xma#46YCmfG4o5;W53m34!4u;?KL8Vp$XkAzgkFQpu zjzT`ED~y5+pAcSgKpNcEdBxp&vW>UDxE7y1Y{5s>63}Wh3Dxrtuz0d2n#7Dn)q#s} z?SWeOA!-X(%L_5$t}~Q{i4)XpN2A^B9Q|`};FlR-aC|Qz8=_(7yi6FYSb&BtSph>5GpN8Y5wGt|<%+Lv zW&FO{U>h=+Zn4f{@^Dp9-oG4rj@H4{Gja^~IS`W@GC(-@Fzu{w#1+~K=Pq?IYN|mV&Qk$mUykt#%x?1$(zyCDAa}x_7R4CAVTWoo8n^(Hoo8@2UDIjp(UmB7 zvzF68VvIoS6L(Y%v2LbSXlrVgu}@dmAGhs6tgX2 zIPHhb-d0J2TjSht_LDd)=(m_`xRrt@FS+7y5vKS1<`6zrCOE{-5}q(l?cljW+!k93 zBB2bkAUlBnFhrYADT>0KW?$%MT_rSeos15*83$c}94P+GhFfZyV5OZ%2j88J-Qp{u zK6oEjzbyi5BDGNIj5pJ2e?#&&IzWnIBeYHk!pQu;$h#x^P_VuY#j9UdzR@@ z4orh?R{PL99PweGC}#P`(|7ZP`0?!?R+G}fSFn7^s+FGDbE}qaIGe*T!dLm?J7t)V z97#tFtU>n$&2Z4B4l<5~L%@_WJk-MG$bD|0lKqkBD9@rgGjj3j!(uu&YXa!@OQzkK zbHI!yF&vf-WWVz!UR_bZO;N_E`p@KLW+9p#4dOaek5Q{xhrws6EvK_z5!=6K!N;Fc zP+e6)ENn(#(xwmOp+*BXZIA^&_b5zKt|e-#%5c%qsU+-37;JY51J_ky7&p5CJfd9i z*|!~7UQ-R_)d%3JTPEz8Jd^lc%>?_|EvP#q32qIKB5FBu^p;vO%<3NlVg7d-JwA=W zZ}UT;oqI~}%{+!W$Kn_lUKw1Ou^nAo(y>o83SgxJJ}Q_6Bler|AUp(v-qu5Rb0)-z zZX&I-%Hi~z+2rxfKy3OJh70v%@aXCjpfX4qR8r5;XToIIEpq@*E;OX0O@mP*wTuq& zT})n^HNi`34Tv|GhM`Laf=jmvE?lXFgC(1=FH}fR`8(nEEL+sxBE&^XvRKS;FoQc9 zQ6s(*jf3-0YB9q>wy5JX`*?iqcb?mpmIHGtTrnzaA(lvM;w_!SIQU#8Bx+@&-pgk! zp02>H49y{Z{(7+eRXdz{XhpeChIk`$6^&c1k3NsfVUX(r6uV^uJ;Msn_3Q^S#dwuJe&@Ug>tb~F1+iUjhli>0M%X-{S3x|^4^7h?pOux-&UZoJ&Av2J&Kynu7WjM zfe`n_5VH4KfVts9jJu}-C-0i0dx;NhF|7xiRkpy@NU?f{BiI`UAiq2Ss|#1b1q+1T zL+A5*7#1jLQx>aHUrE}6zY6ya7Kh$7Jyhb$XF55^5m_fu&qWeAz8C+FTnhX7uT+ z_w=fN685>QK(|?HIL|nRLVOBLXSljmp8}!0+X|ZU=iI}?K~ozZH=BWmUr03JGqFy(PFbWhrei_fpe z9d{hSMPeivb+`+%9iGx%EMFDj^@+IEjDry=IWTGP5MrxaN-OT4r9%Hgev_U*1gBjl z(N?cXs&*GHt+=D-gr2LI3B~ zTx;t!>VI=fqx|{t5ZK+04=-g4Pj327GH#}$vd$WOw+=DYDv!;n74XFG3cr(Sn|)*pPO zvO0DQiqo)!&a4r`bnQiWf-jB)JndqOX9e?W&U za6KDNZdldA%2;DCUl)gdJImk`?jko_f|!1eCv2Ho0q*fNbZn2UVDjjvocw?SEMs`M z^qHj?9$ExfHM4QWFmX!4jPSzgm$dn{HRaw~<652RFkp2j&Azn`EL6>D*#LRGUXX#G zzwsD8Q~+W#^9i@L1{w5)q`P&{T_F?US_{SQ)fVU@^vB@7GNLu79%D!5Vxd(t9n0!k z_kOLzi=*^#ws|H#%J+p&m2v1&oX$9Jmb2+zksI|_EWW#30dH75>y}O<`N8--J2JKT z(RWj+YSldwF+T`IM2+}C11y*@wk@7e4TEq~q?bQR;m=Q6_*^*&9=;2K*xFL!wjc!_ zpRIz88?!)8BoS*1VqjRB3%;>3gl9#pPT^}ISgZI@v8IP)@+}ugu#X@*0uk7m>;Z5n ziD@c*qdV@h{FVAR+|GEfe=LrHPv39Q*H%j~w=N7-t|pM64;OH0P6B`Wa1A*W#eAHv z;n?-k7D@OciqjYu%hXzUrahKeFP@5fG`!&=5wvIktH<7pe0hzU%$aimreT#F7v^J<{EV?$}4q%ElEZp0rga-@3c58gw3 z9}>_0C=;?4N`D9i8$^#$t@9UoHgSU>l<`?~X2PcBlfn0p3SBpNBW~HU0?!_5pz}+{ zB7Zg&uIS}L>80hk-A@LstSiZC^<*?K@yCQ^Ib8a!ff&1fGd@vXN489i#E93HVD~T; zW12={#J6zJE!~HO`fA*_RTNjf7zP_0dT83~Sui{25FQHJhvSY~fYKYDaWA|jH*^_4 zWUvk{{c8%Q4?c_HVw>=BWD$gmCqi^Y3XZn-86klG2J^UA8svCfN70Pcj+9{=qdN zNA7DW;HSk4$dvH0XcxDa`}o=oX06dB-^5!u6K*yqG*rdt<<<11*lcb&w;xLaPScdm zO}JxFG-~N*lf4su&>k6CyfM=Z{)z~KGS8D3JTVUTzp2Nmk~esrN6Yc~q&fKIog=n@ z9eDOX2%(i@$=21XxJ538=G)cMExNlgQEEC&FepSZ4{NNp`>V0_SwFn~(4G3Ucyhff z3$gWME>#s3!b`b>bhhXvsI{Dm*UP?>z#ET9664{L4yOty_NJMVHBl=ciI98o5Kzy4=p1g>|#HQD@DJYOiu873v zddakU%rZLvLLzqD49Ce8T2!$n0J9>x$k~Ea)by5tZzs0ktIyF?>!Kx9a!5ws!#U&t zt3z6)AK_@Q=vxtM|&prs-U-t)RrAV@{D*<}(Wo3ftcAF~P zU{VZKKPQmUUv@BV^1rz&C8^iqov5ZT76Mvz&|RjH8xm22ccw9pr_aq8e$$-s?fIiq z+Zs~zDI2wY+wl99N_wt`)%-RzVxyiE*?XDs83~`#OU_|9*XbZm9xaAxU2E}mpfi1Z zssco*3pQP1b%^SdF~wy(CMj|FZuW6nT-k~b`pTg^D4%rrb&v}$j)3dvO<>EV!qoTs z!0X^(-0Y))Z8M(Hfo>wGVmu#bp7I0D=4{-xZ9L3~vx8HonSbvyl+5(;hMV*2;K4pe zJP`eY-U1=ZTX&P?UAIYYa4nu0=*)dQ5==z~RW_X*t^*0e3!Lc61JHZz235Ci;pL|1 z;*>EAJ0r$$Y=e`jl*f9Ut7id&Grw<>WdTYeDL8brZHljiJRrK@L^;&I!~*m>Qm~e?DH`&LDdg0>Q&&?uqfIs zQ3xSV%fMgLm^&;Uhc9Y}!F_`oSTW2W)gwmIAA%81$##06cz(|HK_*0HI%`B!VbZy)<}lqa^tnsj*-N{N3d>AJz2W<1bmZ` zhS?VtA>r^4#%C!?>YIj8|D_$o=36Hbzm|&J`p+b!I}|f>Ct!a%k#8H?N3@2Y=hPLS zklhZoXr(?21{J>~KZb{6`HFD*Gx!w57^{%Kq)Tydb}XDa5l@{nHlni3BpiEf0xTcc z3}PM%P+c|+y%$Ab@M#x_{p?8VAJt-zLp(%FoFMuy1h}E`HeGaNKg_7CrfsPgA6#QX_&x=3FuX6MK9e$7z1eA$`S_I^nM=v- z5fLyeDHtMl&BO~;A&_$D5=|Sn1&8ce1wD7gQCv?5Qguc&IlL0?*?9vQUQ4EBAQ(Cn zVOMT{PNg^r#>U2Diwx6jIYiOpk~nORt$?@#)mSMPk4p0%5&O(!wEQNAsu_y(^n)}w za$J-?q(*2o_XF>)bDemtWtx^dl4$4kv-G^=STvMmu>nml3~y*A&(y3))kXm}E?7!y zC%mFFx?{;>vj}v&oFd;CSMg{D^A!Vv4xpy6G9(xp0 zv`&%O)=b*<<1apZV>21nvyDorPonRLJL(nKQmfQdeve)Nc|9f(Z+*?f0bO>8am|q3 zxdLE%3gf(2$Ayy2*N>4Q9?7DtZ$`uXw|O8Xyh|+1>(Tp_JIHUS!&7E8^wWhH%x*4a zyynB{vEBka&gubA#}*^sI2;R88G-+sROno>j~+P}gHPib7FsD8KTS0!*COn3?aER( zyYMgKr^hrwFPCG<1z!x?6$4vjW-~mxH3Y5=$MCD$=nDfsIJSK}?g(N2vG`?DJwO@~ zmzZLg?gh?YV>;j0+d-$NR)T%d1c-f;&%ZJ(fQF_rylC>7clY~F?XSgQ#)>BRw4bNz zrlz1>&|x5kDHs)x_|BZwMfX2Jm4?5hXRn2#h)T3jsbVV9!Sz@PaopOs1+YWzE|GlX z1FDPiY0Qi=Fnv)0H!jwIf1N!Ynzt4+3FGyUEvAhT_o(Xl5K>T5j?F(7;SJLW&@6I- zYWcnJrYjf9yp!R@Pc?|W9!mzdsi1#lG`c0a;)uJ4nVn0q|NA`fIWB@qq=qlCD20>v z4uMj@BmUVZFEVcK6ui%B$4%6|AnvU*to7N0!S&J@n|F&EdtRYM6Y^kJ_Fn9Kra;{L z?W8J-dKkyF-bIwJ3Ci!u!ND=x(E7duOs0zPN!p&a!C@k{#}fkml_6hT0<>1MV;`K= zSN~Z+-Bnx2*){DnO?D`3Y4V1qb)IYvEFky1%%J11T5Mmu6u#WC2IT@JoU~>kUX~VP zIm(?VRyP-=$Cbg3-ZJv6=sxjZG>li%3xeuvJ3&e0K5x|Ukq>H3fKXqi-J5=mA!LkJ&TYCvg45Ru9(!5ueRX!?+L+B)wit&DJ@baOW1m1+?A z)}<#ZA}Jy&!ao1}`Fk8rOfZ=Rn_U&^Sbc&^#+S9{Aaw1ib#u$U{CkXjhi<) z?^x^Ruyv#7-!m zqW|gmN%8sB{y+Wpuh;qS_5ZVb;9tkjpQo+R<@YS|`}Q3-x_NF~tMku0`|nK)|BK!7 zXZ$#C{&k)3-`5+=M)Kbi*Wcsk?>X&X$Ioy!kpFJupYbC0yB&X)zuP(8Wuu4NMpwa% zKkMr^J9r9a{C)7BJN*5{-wRQ8#s6_W`qMrU?_cdx`aMqmvvD_U->(rA`+q;}zpZtb zj^ornj28q?>f?km`}xd0v#93+j>xHW@`s(Tzf;bKuAvWGMhuG-XjBU@U3NhrKmAiJL#@aIMj=@ZFdxmcim1VRlD-S zq&mKRUmag|RFuA(u1V$RS@Sd1M5&JOs*n|!&>vaP_=b&#_=3zB&O|+kf8eY~PRTM^ zhvSAc?VJSFcD1L&1_A%4@kXY%^q%zQ@t60`CspF#xe=GGd5NR<1tF19bd;_P^%wVS zlJ}0Fk2DmyL(83L($N4qq|%mNy*ym-b-E`B**}ijD_io(ap(Eg_d9rZBPU_pvMW5f z<;x8l8cf#@aO5gxS@I*iBl&AOH+lckn}P{18~EP%3}Iy5W}0#|PUzQUPpvaTc~c?J zi#$Kc@6?LmR`*@{r;TgkE%+b}13te!lHW1mE4O}zC10O@kc?K{EtH&piWhu%#HINx zp%r3nyw)wID^WL6V0B8K`t(fXQy(>Odm7yYhPuPZjPCAnee;#2@+*3;V!l$>Ix{mlYspend zv}Pppskn^4sp&*g3Pgkk&%bf^{M6{9j3AD@`XtbJWx*G04<R3WK{$`QxuA$IdUQrO!0M2|uQQ+fXf~dYHWj6c zsgC^ADPmmg&m}^Wrn$U{5^~GuxX?$eo#Kr;^z7oWriKTpyn$0NFFT}Fxcq&(aOK!G zUcZCY3hukaORd{LRIZ=mXH<;fdwgQJv(LuRiOGp{&f)2N@ALhVLI2V_)(ZJb0n92MnL7S-QzcO zuO%`GhV-gzAZPnVht66*nNB`^fDT&~&xgL7%6E^MOcTBQshQsv>aTjLNhC3?@w?n7 zfttJwf5z5=*Bx?A__I8g@ND0RcRo0`Q#(Zd;?yE;j%RK}~ zqKove&TZxf&&%X~j2l3|d~6qJXKm!RR({}}vnupN%vH#dIV1VL0$Hx@_yl?>Xb`P^ zwUxL3G>iK559f|I$Z&6RmB_`(hnw`e_6g6;Eaa0v+fw7`2Yk3wwSN54quk}@g>*wj zDle%%g#0v_OT8z>a{kBWa@ofZ^C3WaF@+lb$EZ(S=f{JB56>L=4TY98)=#zR5-&pn z|Ju%XEjZg`WO<8M{&<`FIq4-Ic+Z8;%?=f8F$(2ZZx^8h!@l#!mvi*A!b(bC&EkhW z4sWs@lpsj2kP!5rGDOgmzMa2&UC1kZ&*6V04C4G;oB901_w)@%LBTQrd?K*z)a7G;)Nw0=8>sTgHr{jRAo@YklbcaEQUCI|2tGzkiBnuLjNZ{) z!zKSEOI%Z`xa+gRc+>TF1j6MHdGFJ2`G;S}($daeVZMnJm5!LlH|DqSo0h*9Oq3Wd zcWS&Zusr6{8|4m!~^#HvE=^PNPl1A-^T--|6KWh$@2frFX`I#tJS}( zs{bWT`tOVUf2ark)h|){-8Q4&cKDyB{;~7_tpBm||M>fQe|G#&E^RC!93yfzqPaf^}X=Nn_vEKv)r%d{qp-~{o~XBy=CEl zvDN=se4x_**OPlO@Xr(cA7AM0el7Yg?=!}-+LIH{n?P>&2YeBnO0Iv2#2Z!5_}Kb` zO%E$fd3~otuq^8+E}{d;nrRu3QE;2iT|J1_IeF0AYD4j_<(F}%NF~=Db%}J`u?6XE zXF>VN6|SmN7yY%T(ab$eH)*^nek$xjX&4RLT7sdh>pYo7>aerr29%QhbhJn=sOfj% zkdhpjd2%NTCXM1Y*abplo&t#1M3F~%^PzFv>;H?Q^Ny$bZR5DIqCrJN5q=Hrk`(8@ zG?b{6qJf5Xsk9SCNRec3vXi~{xvyh}>@8c0$|jWke4l@Nc@;Nk-8@+MsICKuGF6G6!PjN(E4E9|FB`cY|7A?@~3 zruO~S;Jot~tnS`JPqVw(QO*9iVlod!eAA#}RGTjAKM!JUXTYexkLVJ4>a%JeJ{Z$P zqkX!dr>ubwcO+ARR(G-|58y36M=OI#9M z%(#ijfg~J!$c=fsD3R_{#zW(g@XrF_G}EVV$eYCx(r<;j2_B`|-|;vW%Yg`Y12mic zg6fZ^W24z8cwc`Bod0`-+hQFc#^o`NKWe7!^Ud(X=wp&+){c^@^Wd~}3)lo8lzy%u zvki){umIuw{z8~uZv$JOZ=VD*_Hh~=` z{4`9Chm)<@4F|Om|IS5pn+b)flw63*_zGW#=L7faI&=#v!4R=FtlG-3l=Clx@$M1` zcfP}{w9m)IHhwgE<9%2pmIrOE8Stj4n^qh4;}Z51_R1y@Ng1Z=bhDaVG`7K^d~bZ5 zI!W9u48f3^U^XOyh@3TA{wxEr3ti}RI2z1NI`Ck^F`5taV130brSJ#TFhJV&2M7B9R-6eS*I!yjxk6X;U%>SRJrRyVxuzHZI3tOfU+QakH9d@6`e!s+Z<3k zK@8b94Zu0x5$~VA4LS;ML0r!d(=FdamLGflahF+b`d77Vs7ZOh4 z_j6pFdFu*bpd|*CT=pdiR9dVKd3*P>6)t}zT+3OPi(32 z_4x2cBNRTrjw_dh!Lgph&>~TcN}|!w{HGmjEsvnPZw5FzJYdfTTbL2!R+?1Lz^s{B zoV|JniGk5lY8m1|S0%KdfL#+tjPYXktpjX_!$Ihp>40%5LrgEZ5~HCM*De}@Y2`7L z4riEh#e6i&?=#b5cEfKPXYu-21k9b*#e)QKUa16#-(mQu>*dh&i3Rja@PWyhdOT$4 zfqN!6_}TUcRjU^xxI#DmPw zQIScy+LKs$M{AMC1W@)w7vxvJ!H4|=U@jMmC&v@u#g$?9u?PG_&n*>KJs5zttK#IC z+8_vqpCp05`e2VKkJ9qWP9}$r!`MAcANl<$`adw+I5;H#uOqX6m$HYp};LsQsN=z;-t_@yAm*9el3q0CW0X}a+ z;Jr>f`X5e!5>6u4t*{{`J08=vyfMgq6$&v9jd-u#6*D^QL4B4OWJ@LD<3G-r@Z=zJ z!F&+?8Vd^lEO9zKmg-!1!LWo}@Mw|(gq`9BlDZu4dj-;y?K;r7nDK7wYGYW?b{y{g zgj+h6kqV6lx??L7EZg;=Itb!PjxW|M_=J~LT%jt1=}Rq`3-=x5fnP2RmfDKL<30bS zKQAD-@rFC3ZgxTG^*-47oI^%E0?|M|4W&0&SS<8;asijMuV$F^ z3Ghm{1YFIN=n~c4z#k({E=;V(<>MTDsn-k#_C8@58k|9iKu3^y{gCNz&tu$p+hI?Z z76vMrvEN5+fPc~ZK!B?a+x%T{X+RwoFCQW?2N;%XcMnuKbilCu2pnABMoz6eiuR`J z$dL_!wJFIM(#$xJG=CDmum2Ivi!G?Pubpy->A=BwFUWH{1X>HeV|%zQni}kby<=~v z;aoFZrYecoP8YM>lUKmw$4qByG#`$gcfmlN47~F1AyTC&C|1h?iNiHu?vf07oNN#{ zO@ZI;9aya!B{ky*;nf^hYRo)Kj<0z|k}}o7)NnuitC}Hlqh@eXAq(&5M8V02sl>7H zCu(j#fpym&f$gPDuLmf3_{A9q9gVQ=i@Dum(KpXf2tkE4atc=|LeLFJo z?8VufIa!fV8*&+HVud+peR7%nIussyb5kDMG;(LlHLTT|#9-cc*m7kLR@UlaOWFoB zGx~{N<@yoru~x5p%5|bZ~UX(mf@_;ki62ERKO(c!PH< zt?Aqpqw_k@sje@Iawx zl`G1ub%Q?BCJ?{(368Y~k-(px@U1Qpy1&HGE$+qOq|D8EO84VSS`F(SC((?Dt1;;5 zdHU{U3a&R*g6wbgG{WjO`M~;yf@XKv8l4)1-#fa%p6++5*F}4TCLH#y6XdbF(<<3UxzI7fv3i%F;e+Gl( zUFNgCW|9`%QN=Naf0wsEh<=Fs4Qm8HBDHu5o}`x*CaQ_)v9pxq`fgFzLuXL6>Kt{= zMoev3f>P^Ku>Qzb%y&q}4oNc-TRMS-Dz54Gm7O5fwS%e)Nq~=bD*DYl2K`5`V68wS zp3iEc=?{isQGXad$_Sxzl&J5(hn|Wz_a#4*RT@9tc#bqDNj6>E4hFRWjP}Htr|cyYv-`yQnd{)_G_r z=ZRW9!ys73ct{EwVSh&xZ0>!F#`?SsRKCoh) z0@yrONAJvo=oVc^AB$__VpWDADbmeamUs)dN_0c%Jr<4X`$f4G=8_)fd=WdvI7&n! zP&URNQG)|BncST6iTf;nUU76bmxs>E9*|K9pgCT@8He07;Sn=t`P?<4`$A?zy0JS* zvQ}YbK_mI*Zw}XL7h+KYFhVC2~(jeIK#}&1E zM97|UW*6O}7H|4Wlk`=>Xe?_(Un_0Hr95#cb6}DTJ^O)crEfsDXgm7SpV(*M3eQ$d zzy&uc;$dS|(4aM<{`gud3ol&y2uGQ|yWp-& z#C;CHZTy~Cv>YJu;a}j9=@;mIV2Xd&d_?KDrF8d@0nIxgOPtedG5nA?TFlx2p?!5w zChdm7N8Qo3>>qUqeutX=Zd5Y)FUv^(GG%-3!>K!dc)F{XoXkx??{HeiW3*avV>=-D;MZO!*AUA+245y>|k$k+*3V%iv5Z`A;LGL?a$_F{ z!o4d{?tu2`?y00x-m!Q{?=2o>HzCY<084fu#?`fgfLH`vTQLZWF1CUA z?nE?ZGyV76X)N}NxRSwH9oCAgF zUI>kKBTx4`q2cP!c;G-JxIK;|8*DRhquXqyD((beR`znm&J&n%-+JK!< zfhX>dqoz|72FeEECvAO{=3Y%M^I5Ws1iCR-AP8ks){y3ab1+oYfYMr4um5B0(i*(|clqlskF z8i*|Nfist$;`{tce9w6EGHN+gSe;2uE`7#ZF{hwcsRmr#TD3`}3E0VN+Jc=t4s zh!r2h1?*bZv|k&Ja>}qU>>DoPWaH-#hoPc1h2h|?gE8SO*n0jTYxQ|~OfRm+?@XV` z@@xfM)I`ve?gehgpZKiXlSXRF5W7XLa4lUB!af|Kv1Vl`vUe@X*%1x0VHdGiU=+`x z6FAoG7<*lorK(7^aNuS~Kwjkx0>;~9wLXtL+lIpFhEEpU)s1g@2P zFsRHI0}GadL~RcFFX$kK22|ssK}&|q-j8WKli1uAi2J^avxkF`j{6LtT$c;Z())ui znl}*JkHbvAtOTQ!UBPgi@uuH5gFm-kgJuo$e(_VsubN+R?z|FE8~KVhdG2`IHy5jY zrAYl5HZG2Jh9>bl>H1Epz)lQgEBl^A$8N;M(Q&BRxfmi{T3HjbqVdok9csPQh4vhd z2bO$3ZZEqBas%Z+mTZOv(tdQ=NF>hs#Lclc9b*yQ0g&To<1)}T1tQ)lks zUEV9yLFg2`;CF}X=i~6#5r)mPb1zOY?v5T^d023eA0|{M{#76;U$b?Gx$VOwXNDCT)jPZ_~+6 zuJ4dPY6VGe_%NmQ0vz4pfIADD$>pX^p#J3^$(wXVsXN)^n@16z`+NWzudgCwUw_h| z*XKcxHw4wEKH|tFz?Yb<29(I5JaBLxe3MFUg6<`xo|h32kHZQ zNMXbRY-cT_tMDgmL?2o{(uTJu_7c}K*Wh{BG>kB;+f*kb%2g4Xv7Bci^Xb4%<;DCPU~77zTUKNEE%Ah}`-L(7w+DR2i26cbpTh zXv_y*dvPc+pF{zMo2GH24e0_NYW&BG-qQIEd!znfmTM4^A|96|cAr}UsQLID+1tM3&vop+j z;yly;S#SXVGK?4-o>s7#UjiR?9D(xbANZc(4tl>{!L~2s;Vhax3d7gUST@OL(9$d% zvu}psH9P?=Q{Lzi;)XvyGy~_IC)jK)z>u&2>gAPcpG= zZ=t%qoUEAaA+cAc$t_7UsNG4 zGD|)F2h7%OCmP>Nh}^ah*g2iYl-{RVG4l1$#&F9f_HrQGEEHx|zGY=kw1UcNM7LFoSn_fO-ju#g{_e|wz5!1(s9MLqU64rk4tnCsrxmQt@0d(_uPfnJ$^{1% z4`lJ$qUyGzsJBZG`%<2xaX}wg)($dvqjl_EH}r73|3|7)^O!obl5fHFn*yWu&fQ6+lNU-WITisE3!Z znaL^@v+FVFY!>+P6`{T0c4GC*43CKN;N}0m!*te5Z1)&}N%P-ODk=r_p-#9IEAf~m zHz${&HeWj8g6m__N$2vPG|OlsDz49=A0EUb@4_%}Z99tZib7f2U4Fs&vMJb6x{{QB z5{3;|L+H2Q44j$8!$}o<24csL(SH~DpMstXrJgf3y<=Dl38$?;Hw`|+?q}*yzB`s= zKG@H&?0>+W^nbW1a}YP?GC7Ju19_^N3BSKF-D&MvU}d$D%xPEQV!=_2Kr)6x_ky!1U(B&|0ty{EbG5&7=ovwauV$jR4hL%Q!kWzsBozc~Ci{ z27C6Fg5)_ZdVt|4>@_w6(Y!76>+*L{?z9uF)wh7#XCx69HqbJ$xhNEChARdBVCZQ} zNII|zy}VjzV?ZNhM&^)B=3X$F><4)gDdcOhBy1C~Bg4Cx-^pTgu(r;DT$ge1W4MgG zLm%nnp?>sIVbc*AUVJoAk3Tscu$SMMj#NB`@{lSj9A=67Q9UT*`xF0d+K6pi?WttH zCw=B%iUZfG!Jp5T&UKlCW}$jCk$J9N*K$JpMgB}?FoQgc7&l_l30PKW41X~g;`#Cb z8{0sW<%DVDzBr@#9lCDwlJ&3OW4p=`BATWTL45M4R=f73*hjBzE&y;o~9m40( zPF5@wg*6WH^n+m+swmjt2Ic^@vh4(WSMY2IcrcsexXlAX1Ke=3q61a##iFppEG5hP z3t)Fp5KR6G#{74lo_gpyiav?TlG@z`?H+(CfiGuB$ zQ2xqlv@f&6-G5#|<=S@ECRKl&m={3qEQ*8KL)OT5=`8kf>w?w|A!2FTN*+Z|6GKxD zB*>}IqAmL=4Lgi?vf{DR%@+3kolTd#DuKA~?b!9g3cj!kF{V}pau1cl-^Ll#YK($I z9>;OS`3cS&Zo`sSZ=w57F?L^L^vxF-mfo!b>c1vgA+PW*^qW(XG-L*=8WEpp+rk?X zgP}ZZH14=Zx5QP$674kBntg?I%diz1T^PY-49~n;`#p;<&=$l`$-^%hBP_N41mmL1 zY5Dvia`ST!t$W$Wt{vQlbK@M4b1(omZYf9k&GJ}tgO?-p?%o$+ov(weLSh-81p8|&P`i}Ma6cNc@U z{349Lmq;r&^KvZqctLwRTd}BZg1(OLfyGjpATj-c{x}#5Nsi5Aa%2TI?Q~)9Kemv$ z%e$k={6u^`_=DmvWwJuQ4ss5!z(F}63h)>oF*7Co$IPsva3@@nPQ~;EqU?d-I=Z2u z2doUr>F$~@Ab-gl1`fS|Sv!A0b*>Xhxx4~+SNr0hG(L{v+CUIcIgg&!AJMk)v|`G# zchIL)3gYRqFl(tRk_K_S*IJ4t!Cm<0r9PaTy^N*vy%5>YBXLfuH@&InOXsMWKzvyw zXvRs?SDO>j?$r_OF;hqFF?ph8cmiMEv%r4$fB06n4F;~3;iDJo;2(Ahmn+Uvsu=l$ z_9F_g!+9~Ny}N+xU3^h++cd)<=74o`0X$BLL;IIKsC8W`UE1v`S<<1#I#DOU%u_kw zz&LEO6?Zet9p=t`S`H@P?#J{2KP>3Z2Ql7nEZw?PxapFNej7?*b50EKU44#6wg2L| z?ZS#)HF=OaU_$Rr45QK!0lYM~8b1hr2Q!mGI?=cv{#)z~n$f}J6O$KuUbTeD=s@Bz z!K)<7_*}MDcf!h(!RW0QfH{je=#{{W(al#GXRZ=X2R?^WTX}J<@hisfQwE3q=D;^= zC0NK&!<{YT$hYt>oRBZV&^wP{?K^4gsjLP2b#+xlmj-j2Gq}z|%9G z5IyF~(mH64y5e_XQ6e8RpEJZ!p@qy{<~Q3ZBNpmzTBB3OIS4dnetsKK;&gE{IG%Zr zCHGzFi)%7OTT_Wd7#&CTeXUS^BLS8i`hqfBbjd&YLhQ->z&_v2_zI?s>2O#wg#Wbx zG1*h7^RtQRub08pRvFAy8)w|*pK(Q70jOz~;mFdrcs!+t{EYH}!|s_ROZ5lDOwXed z4^#1L(Hq=)DTZci>>_WR1u#e01?>)hg8MfgqHmxznO<)Of)1Y`UgRonk_`h{fnU%Y z>4*ECxWP`F59DhK0ox1Lp6o2CBRbqhu_Bgh|1(ja%G+`d`c?74&_nI`|y#;=_S!t?gJ!m>w^a8Y+6^)K%L#i zVZ7S~C+brn|EMB74Rpb@w9}|+(ul&$O#iduPTJg_z_8bgA=T;|o>-WP?8kbr>E9c& zDR(Z49e0FJvp14`M}qM{=qPH1i(&Z5xxiyNh^Z#642MjfY|k-g&KyB7s3DC4E#08P zJw`Xu?L=bM44sy!f!i&OsH2fh)9Xt>#ij*R#AfK_AU}|Bt0ej|#_Ir=8*O9!E@gI7XdMI}^^dGsDTU!a|oK6f8|cgI|nC%M(B)$PwZL z9}rNR#hJJeLEE2X!v)EojHCGv!%phM;*kp|dx#HBBUMq%^$t1xB@LS%z9&0`A~7Md z3eH9{o}Ba#aNT4dtP|_O`i;FrUq6VpuUSX6w!g-HD}u)@*1$gd0Jx{nkJmEe@sfuk zjfp72pXM9jlh}Gtku9Q)TUX%OWv?Oc-U+BxT1uh^GuYbh#-KN!xqp|m+} zOW^`|wA~A>t~12hwjnau z=70UQPRrF0qb`HIkB8 z6Y9OPn{_n25EfQ3T+dIg&@pERIkleytRP94zuXN6Pu>LqrvO^b%oMHNQc&@h3|toL zfSi6Iyzev*pYCr$hu9}%H*XsKJ0%UeOFz>>>x+13odeSUf>8dT7u={-ARgDsF)H!{ z?tIBGS$q@V$L(&q>c~lu5f6drs3}N}Ux+)|PoYdW0cXsmX!JQJ2u?o?y(6X~?iQ8nP=|xrMLWpJ1^pnYC!=VX z<_9fOe`ws;1is`tpI&|H3Qf*n_G0+TAu^C*hbn!9vSd{Njao9tF&Hm@orjv&xH!E1 zduUijBx-TW(_G#MF|6BrU{(AAJp}w<<4!qjG&TinL1?G2(PBtnlv z-pmO_)6H3MdHx`gib}={?ZKeDpo}%Wy$&?bGP6_ucGCa#DZZ^L!JIAEam`K*mZ3y5 z2pUAdZ@n+X()l@BeDTAWjTSItz8$z`^Kg!7O5zKlG;p72g6rpoaHnb`D4K7CTLy11 zWqA}TEBu5NTJ}&O$;Ihg#PDyn`GMrIN<7&sON%R)D^_WQ(>-sQIa9(rY)bx)61)Cj zjdcKNZ}>&+BHp0q+7$9aDjOueH4x7&R`5J2L$RQ1A(++YVwKrd#*tKqvtqX3v$7iI z8Fm6<>jzk)MQJc=c`V)cWh)$^-{G-g6wdUS!u+j+kYl8Z9kq2R8Ga|dHt{FgH)Y_c zzypMJ$~bZEEgaeI1|dvF$C?wwe74NPfunChWJMYj3M_zCo}Kvq&ux$^Jx>N zHyF5~0Hu_&!9YX{#GcB*Wuqs^Yh#C5J+1I*`aX2+_(*NLeBkA7i81=g_+{)a`}$iZyD+n2kJf*{2j5)4MqwMAq`J6hqy}$q>w;X-9MIR%V)g)w zFe$tai|QG+tadTnSUXJD{Tie`8X2Tg+#8pRq|kAEgC)7;SQP0B!P`V2C8Q62*#+TV zi4EW*#0%>ey}{EmK5Sl{Z4jzl!us7+3MGEuAV)kMKd10>j4m)cL^9*lHzpr5_a_nu z;dXF75Qw7f)zG3{$ZmQ$3DVO+pt^-k?EiK{zIq~dHl@PUc2&ZC;2-`{O~or73!s@v z@9f4tvqe=+85RY@;D6q)_}ohvl|DzLjdym@6OVu3x1N7EBxQ-+S`3SgTp$M>b}~LA zcTg$g0nY|S%$>1>E7s*Lw9JAl@u&*>Jd9hbsd+bEWm29uoym4L}oRmi6??1UT*d~nnl z4k(pF0)Ic;F7^foJwA@R3p00{n~%=7FQD9CYg{79!Dn6ypkt+pM`Gg`N1h?*Z_Z** zZF)@=Wqok{LPCrdkBzZvMT?dY$I1LPB)W>l$sxbZrjc9_wf-d_KO2cWp1{I zY8DiXR^!aiizpJtWCbyiSS*-@_fIkIqu~8ux+VkW4+MeMoy{1bUypn#*KpU$1JEbN zkB0mWaO7wyKHb>_H~JXA&^sY~I`<*SESXI|cGRK4hEEtH^btxHEB zDLHKqK;I!_)&i3hjb_&IF8n54&&+#vvHgGPt^N!mwXXO#;+2^>D2|2 z#OV@`QpkZUSpT*X&lrb;R~B<$s&GVwWdcfJxnI#z-~)0_{>2p@S|Im#Bb;+Q2nJ>= z(PPIhxF4*B^1jdE=6qW!`0_ITtCnOPJ~Tw@_xiwlI~RH<+!9OVEig&ekEq?qVt9Rz z$z}J$>`t}i_|BKf*{`>u;F2cX{nAh|-&Y*$A8iHAz+B+DGeh)lmq5<*D4@)I@8BJ>5GY|e!r%aHM}U%}WvJDIa~1-u9d1go8H_|M-Hqr zsv9t8brOU%mq7Lx5BTG{nPhF(1a)02=x6)k1@on(X+sAJ$Xk=cQGOV5xD#ED*TWT! z1-RynAgy7zSE`A%aNm43^s8wq{--Pqfp1h$q=8H63A4xd(MS_BEMJh?sR&%OpbA!+ z+2dJ>1#o(+El6H@0F9k-Xz4tS)tvz#p2W+!)0Ym07f%vv9p>H<{eY#xny099K#JZ9 zxrhD?PqcvP>-Mf2#@D6Hygnx!^fQLopK?~Ak9j^7y&DPs2ja=5c@6M|L@9)7R77>1Uzjh_=T~p20Ty_jI;_soumk$`@&j;U_eWUk==@2_~4u3Bj zXJ4!gjEZ{o)O0jQz zDJec*PM)nwW$sjo=%l#|ilXu{N$n+^nefxN^`9(3L)jFci#!%+|`x>)dvT#Ewb5CLi5uLf+td$}Ka6Y3KZiF?U z+Uu)iRudOz0*~W?o8RHwm?_Th_r^LwJw+@0LmRzz(&{fI5Ow)Ekd!LC6M9E6)9fMj z8u`thy3~MTn(3eryA94t3$ZLOCt-lD4JejMQ^WTWFtjKbgx(Eei2Nb=wuJ?_v=`Kj zxs*H}@M4!*G7g0R^q#WC+cDk1tD=e@)8FCN4LK~e-5NOd(uQTaC;~OsD&v~ASQMSq z17Bcv1uAv%h;9Ko9gjk;?tE%W?6)<#;t*AQrFa5sLD5UQlh7B^InENab$K#KqVhH0@>f+*P zdpKcv(L9ove-iI1`IFXKNx~W7(DutRsK)BUP3B3+4jBi&j{&%L`+V9u=N3ut+yTC7 zaoFX$5l{6Np-IAPHiXJE?xDG&KYpD% zi=!wN1WN}Hf}WHBZ$vs|u8f0sGx6ZHGaedB*HF3T{kW~K2mRfg8LreTyutp9^zbT} ztnmbkTNSAG)gRi=T7aJBBj`H15LnAq@sQvI6_(Y+n5XJ&(!tEJ^Ll7yM?TTBpAj@&TAv187JKAj*dT!0or&5+QU1M~9ou#8U_O)4TV zw00K;6wcy29Z09IO6KCPU)jKax|G@7kp^3RUku8P$MX||;I(~*9oVl(6Y`_Mt>p`Z z9d@If{Zp(eAz`Ice3@wfq@7Z`EF4lrkc>KkIVZnh>?$EDBRc^{c|FLp?IGa5^%wqk zH5JTCYvAo0dHg1q0VmwTV8`Wlc;r+BK2_YDX4OkXqgxrD<|k76!w#C}MNunj=CdM? zL+*tZ;rtyGTGj-@fdntQ`a~0)ld6M3ep&eWK#(Kq76F}K!oYSSlm4|xfk$Ph@r``~ z)fu(}k9+@Nh1VTT~#a3QtJmaWG9!2nxl@&wCiTnZf$$UyH z=9mJ1I^%jWU>IcMme|Gr1MX#w&~=BoINx#|v1fH2mBUj8HVZ zks8eXLL9x`fd0QeYWqybpd;2GReV9vB37( z3;muyQ2TocrUt&oE4Ieye{l_UPPzom`N!bX%{DqH&%?}wi$VIc7hDQ#WLN1ko~@{L z5IoU^i?_DpxsqOJyCqDFSlpcDLJNu9P6x1%0Ltye%w&J(;rFzM$Zl@Ilx>3atm~CD z5uF06*AWH<%7S2Fl8ME}Bj}-*%5E<&MhD##95(ohzZ6p8ei`Fylm18MS1}&w;kC@( zmkE{y=1}Ve=TJp59ULs}k#)r###W_4*{tp8DaP#d)Lemr3`_hM%*?E4BmS~wv>Nm( z8ul7u``v1M{on&=xz5GXVhf^H_X<<2*|5!qo5n2*CMh9|$4j>eoh?&<9$JFW7Rs=> z)=(T_<`<8oeTX;1$WyFW!IpD_Q0SmS2e$b@?Byol=dQ%UIb-zs`T=wmtALFBDbW0| z4%TieOP`5Ip|eNpaJ7~gE@^f_$&VB^txtx+g6F7G9|zU|`83=jB_kc(21NK*$|mrZ5m?!?%Dv9@A88L*EV217KgVxZE@Hn3XxX_k7X9a^nn@n zt@#VU+U72?tk(boW*!vEr3Z2+(m){M0X-V+#_SWv09#@ntF7u3j4sb2JF2ySRW{E0 z^|PK`$!`S@#foWiwHS3QO#s7aZK}Sl9Mf{05I)(Xl&>{xI@JRQCKznuvqIt@^An?z zm`v@-cMR`%00EEo;6c+mb_#O_wmmS4F{T?J$9#&4+6Usv->abDkrLSbjm33E+38h_ zJ4g>aLDOwZDSwVW3Klou!kf|)=(U2 z3or8?UIe+w zOX1P$6yRF<8IG*|1i9PfaUZuMob(#O59SN$)(9u$B#y#?3%#HKc}&yfDOApCg?7gO zB51UQwsvj7V}`GA|D3Pz-_j^@b88{t`)CWB4YEKxDjT%QOJSwhZw!dC!KqW_aCzNV z#se9OD<9-TRlEzHx3NU`*A;k$$&pRIhO-|x_>rev8u%DqLiQOY+TS2ggV$0paQ=a^ zH>1&s$(+gV7i5aR9QB#q^uk&e*3VPG=8y;|wzdK9u4kZ_pM>i+H3O;PfSH0BcuJZd)}QB6GKu#m zADtzzt|bWVAI!kXl`;76&s^-Q{Q*6B|f)!4=zO>H0bGVc)N)?YhF}D!IF0N6FcT?YHAPZBMtPc zOemD)UBcTTj8oDr8s!tugW~fNTs3nMWVZYP_qJ{L@SQ)%#Fv7>**XX)Q2@V*IQ(a! z4ieYiBY)&t(z2kGu6QKNJQuh)@`ug9$@w_#x3C4BCdT>8Cj|!A%HW~o)G-NPUP>S<_Ilx_^_KYCJ_uOFdDH?;QQPA!sH%s-Wqsx|*rEzvFY8A0 zrArt`04H6HGY;GJl=0n+5OC?sW91;PqF-+k?u&R0(fcltD5C^yt`ftOizadLrt{>? zB0Kzg?;P%mv!QQ=Qej!ID{MRBP21ml;n-R~@|O;vXWTa`cx?tpd-s9&)3vnH!4daf zx(spdwQzYw2{rQ!hj891+>k)gtKSSCCNSqnOLMT=5d+pQS)j7RlXQQV1IY{3jw->{R;70*=*hMI*gY73*#c4u;;&vC^7m1On4(O?^PpV zhS$XJS_uliXh)h8N&?9OI@{<2b*mGCP4kB_OeTY>IXdFby?Rje^cPb5Z)jo7p`|=_ zX(_L5Fs;N3vhBa1i{~G76i+9Wd=*slbS>j%=s|_|Ux~iLT-f!ijvB9C4B{_`$ltAN zP{JaT?zzxM3VdU*-zW#z8{VTt@f6goeF}vS+HuTeFMRWwr6eWy52N|)==E=nq~Nd; zsARr{iMgp*=Ie@c?p~u-0}8k_^BXv5H?T{X-HgxM1W{#g9!762#k(d7)aqC@d9yke zFF*HyA=MPtia0y)b9xENXZ&E*Lp+YY522hrt`FhaqIo2m*0isN|Q}ce>58->UdFj>3gQ@a~?$3Sy9E=9^kj( z9V}Vm2?@`ag2n8&nBMpS+C*02`MJ8N`HUZ}uGK;Os#IVd62+v72S8>AQx*Ra&SL@%W^{{9NIrfWSP#2UUxL6FSMu8$4XF#dA&DoW_BR_^`SL+ zwo=J&DTrUg?D`+@qVq&Y$odVgNI6z$VEH-yNYVrRwu8X6qFDC1kHVn);XV6&+CFyQ zu~^hz^^gwTeGe0(I&eNH0aq$k(Zgrwuyk&OD%M&FB^WYqxG@L1nh0Y)? z$Zr4?XGk+Ox z#E(GoOQnU`5e)@-n-lD<%5B&^R1DD$vy=k36VUY5LD-{r2mdSjg{PhO60;uhw0fOs zG*~G_FYCQW^`I!+Fc=5NtBRrgSp!)u9tagnW1(Dbn)ogb!aLyyFn)U#`SUXZ_(xjc z;w=t6tt^bfVj9fSjXFJMNMQ2TG%8;7g$rrvVEgn3gyjvvseFEF zC2(KN2jw0`KvVv0^e#FCw-tUs*ITCFn7IXHxC*hj^fLs0bVG|(&mkiA9XyuzgrW+j zW0+D!m;4C_!DVikITi(d?K?4g<}1iWZbAp=N1(b?4Cg;i#FU`l@HF@nhVt3M_&!7I zywnT-xmUm}nTzP}+(ib4s-WOw zv4cnsmZSFZLFV-t2QOpBzdR!hM)g-9=ioXx`KF3QIQoG9k<}o_vkQkW*0Lo}eW2xq zdoj7*2DT{VqZw}+xq15mp5WUD`_^9vivz7h{>TUHeY}#UjEBI0y*Jj6*`fdHPk3=d zEcskk2K&Va=*+58_%md$c-XKTPU#%S8wCz@$&Xcdy+#kW^q<3$^$RgnG6@zG<)GHA zevCbvg<-vZ5Hs%xS@!b{CeG5O!ChHU77>dE?+92vnNRP}xrp;Fb>Z0oM_8Z#65W0* z!KbZVxMrRiPVei4R1tAJI>PiZHGH8wd;yNB6o6S|6KXcAU|sHOlsqwlhB|SuwA2~6 z8bxuA3X@6xUX1=#Z-HfelgfSQfmyZbC_AtpVs?(w6T->VOe&Y*&VNU-9m1d;<3h~h zrbx`oa?ohbB)6)aLGX(^*bJY=MTx&)|Y>{$`e)y`rgT5ZZ%EOG{-mp3hY&?IEPSl|m|n zQ2CwTAJFUd^qljYbAPV;y55)3N7ze$=FuCawfDM@LD{%03QRJgn>W8Ql^;e_HBtg| z)phxBjXhN7`xgdNOwl%|n%smPdY>f$G|R^x9kPRvmvM>LB(|f)zJtZ>>JetUHCQw% znTo2s+3{z8Fj}`CqSP<5+RxANYTXOI{#?DtakC5#=iR18TO~{tvbWN%4$z-%L-O&v zY0L4~BCCBF(CKp=5In#pFQ>AOtHY3`RLoM?Ey`_t%C1_fQrLYFx`za@n}X-iX>g=? ziq{9$@9Z{Q$^T47D>F#GMDUWP^+TUQS4h(3EuDB4%;l4gP|3i%G&s};;@Eq%HDLw0 z3wtN6jvq)H#AwC42lQaB4My*~MpXf=ROZmdt_Rmph4mq^l2s0!{2WDhBY%;tvY3^- zL<`+cK~Q}7N6;tUP=e!lerx3!^!)ijzWX0hmsKTP#(PuqzJsjw?>AAk=|#vc_J!2Y zax#rP#%vp%Fl_E2>=TXW(U)!bCL^wD8yv{_qUjbFkYNON*11Ktg87_>I zPS)O(#5#8b(xxd_=uiJa^v+!9X&n;6HZ>e!QFTv|mflX$kxe8q9i%z8w-z8RSO$+#pk^Y_-(So5xe_RO**DeX6iomxTfGHwV}$)$AO>NN{Vj^|TTB`|D( z(2>0{06XQ>FlfbID3<3_>6j48a+Y8|z|&;A@5 z2Ig!GF3q;xfSE3zg?;mOvR&xL&Llm>(eYM1<=9DB zx1Yc^av;h(%zr1BVfdT9C@b(v4Daqh!@U4V2E>r;whyR@sHEZklG@`{PorbI3oVE+ z=I8Hp@B!89Fz7@Hn=x=0CB!7t5sNCwDaPW}&umCK{}M9wLzrT^0?F8F(8Ux>s=Qx8 zA)%2pU{V@tONP?J(hQPn-%Y*QU07nUm-J7XLuFPSe>pChwcU3_VZEg!=)10hKA*mUi-}_LG7ZDAh0RFFIf~o?WvqC?DHv~lNKdA+}1C8*qB=J<2o7fL!MZ7Q0(Y`}8P3lxNMOs^R|- zXORZ=2YQH^GmRwv?SbJ!4V;(xg^N#n=s}eS-j5rKO@B*i>Xji#JaUI8{#wj~H{4>D z-fmD6o51^pHJuJuKy&CYy5)IYJYV)GrrwxC<%SP&cyF=rH}5H6#yNTxnMr#`tY+D= zX=Igk00oIx;cQTobg%*sLW{+F2IHwtvDSqKh z1y<}GN%I1Ig&e_Bx~Hp)x88?non#nkh*sdkClQ6*`HgR0Dir4#OH}ol-?=QC{8-sR z$R^g&@Qt%+Vt5V=Mm(lJeblIQ+j`pe;w@JbuJ_!$COTX8lLsIEhWL&KQZ^v`JzRmB zr?uqW6AYPaM}&MxKTI9`5b5kZx7^}O65BlKaN0A{ni5MdwS=>Q^J(nznt&bi`XqNt z{RhWg56QtUj*hii5sNYs5BexcAEKS$@w^9jW(qp@$Y8Q~P)dgBpLySwHx%{a4WGMx zKZ>VrAwSDoG~=rS&;GZI5~u6J{FvZV+K@oM|NWzh!ravN%n(HCyrF+NRpOI}t+D;I z6J`y4hC{dVp|il1_6YfCJ15~iXRAP#ehsAAt-->sr%_pZ9hIE0!u+&vNZ3_GV*|&r z(swcReL^sI5ctQh$~`D_QxpCTIz}VU*7KCx!I(S29>WGzvETEGSU=rLBufV(^Lr#b zO~3NNnt$lvgj`{clcnzUuj#sHFTL3=iH4XVTz!@e&m5Dil~?eSM&J8{kA@nwbgMmu zXYA&k-^@^QS-1}_H1g^(f`8e*faIk@5PNbH4lcQlq3=$kTj@5!Hm%2X|Hq^lv5Iw{ z8ja8XkAyC#wWR1*LzN?HX~pgra1Q9NZP8dP{#^0Cs1dKwj%Q zTtZ%u{ty$^5&oAPHdx`ughzBx@gm!O{R@4tuV+9&_^$*OZU< zSxX-krl5OkE^c{Tp>}&O#M%oQq?xcQU383mKA)reCndB;F1bz$Z~xL4X-BSD_!`bm z&3IO30Sn6|cv7RsZtIW6X0wb|d<5Ejnx@@Mge%vVUm^*Vr-4QbmoFqSx>j!nh=8`2-yg~P(GacOoTo}QG{c0A<` zAL|)RH%Nxs%$M+G@&$PHU7L*OP2hD2S1@+5BmG`0lUzQhj3(+AQlR`DZt^Ua9pA0Q zN-v~}pyZBC%718kVlwX&BFtZBf6$l$85Z`}2eE1i)a3IDzS9e+QM`esZWMM3cm1iy ztR23Zfudt;=3}+}cAWkYM3b+~(lSbI$LE|Om zFC(EfUNVHnEc#17ujet#k-pqmnEP69og}Zu!!XI)Lim_Zaf^=f`PcT~Mw!6!aqdSh zD#~3%w~CtZt|n5 zrJYn+bCo8hNTbGd&Zov!2U>qZjegC$iH@q5+^{Q}tvvV) zI=WvWSKWk=)Vpj`(=`@a9Ya?AY-rWfKgjzYB>Zo6%uC-GKYLt>KP#h^uQyThy$+E~ zqz+{sa)Qj(3OpF*h9NfVarb1BXy()!-qk*V+|>VLYt52qmt-MilN7{jZSp9=?>|zT z{7vk8)?K{3@fD8i92S^d3&4DCBvlQm7nL2>;4RI`v{Q8vpXud8i>F^@RjdE<{v|rt z*5ZS|j<@;CHJ7=jqZev}f3W%6-_g*Ainx0J9WG?v#-wL+G0eFyZLhpS0~*|DFqJ@~ z*qw5xis`H76miVB2^jF>AlJJtMWY@}C#(J%G&J@H3S)1<$e|Cd9jgxCj5?Cvo~YZyDx`CBym(t4cJ zSWjCtBWcLoPI|faD8Djr1f5ID!kN9+yg+66%6yBErcPYKoNC(( zP=4&j#OEClVTawb;jd}8YZ*7FmOKBMb=AdW9O3*8ytMcXd) z(f;>(5N3_ILxaBYfoq$z zsWvAI;&_1;W z4EB9yDtq3N+bDnbsx4St5&ngh@)5YTQG>dN2+zI!U+CI;F_n5BrN`Ii^LfJ-idq7l z=($WVmajS{u*j6DbkTb3I&mHGP8DL;+;9rnp2Xy&PE*J9zwF(`$K0R4p(kIy&>`nS z%Htj=9^b>&q-&__QZ_wFHRI21ZY|2Gx{Si19Rdf|2V27m@qH*zVP8Q5M>*5GQMv4L z(*%ewSyTA^t6GaRawx|$kk4q^$_hXHCMd1rwJ`?dsliF-^<%PKc1XPDf{fZGtgRmGnFYE`cx7uRxp08-ASt(pcSJIhpMS**TXYJ5nB&=+v`=U5fE)M6v za0RRd>Ydoa%XKCRqCR4jPx-{^Y^o-%)0CFC~`{(J}b-(LL2=5Jj3 zs};#VKF^1)ypI49(FXf+c+LGpG3QtD%CIdMyl*Ts=zIsS9hP)-VKVM~`N2cpPr;#7 zA>!fViMi#DG!&d92dluuPnA;K9}BscBUpcO30=!k;aNc+@GbifG|mOn-WMWXdr=DU z+V{wGa4~r&2GT)U;hfyRKvZVp3$N07{KM{EzUpKRooy&&r8E4=+wT{7p1gsH2`!># zK^x7PP>o&F-}4U^)%d5CN4@thv$`W*m^VR_O8z#97u|8;x7XB={FT*wcv}g|H9R0O zx|MR2k1#{uYLZHN%~Dd6gs$QUzSnjw&D#5nyf2wiU6M1&AcoF*+`-w8BGU5PMsi1m zuHs33wB6=^q|))hw7#POp&5cMBKX|?h2DhYoAY9A;a#rs-$NRw&_ml#9fZad2R=F0 zlBXTk74oomxN(Ul6smrZUFsA3xcH31)dz{TKFFYpUH&4UR~<=ZHQDTYZJ+KA(u zX5g^-Qj`z7N{NA;^(I3$VHlA(SRGnkSYH)k)$1xkj-Wix2>ecHQ(X?w1Sm&mV(y@Qj5DT{Of|4%LH3C zIk6iGlak4wRkKtyiMI6$d6;{8s8dj;geJjzqG?4zgKQ{Fy^!ig4(C$GUnAewq{G&;95L1J?cGh5dOIv%Oqpv8sEs~uq5_YHNm z=b=ndi~L_qLiQ|Y(pV)+b>b%O`QDq1FI;1jMZsij*hWQ zXzoIcM=Op=Hls>-&Ti{t1KUf^sNnoX{c;$fh?6K0!A$@HZ(EZ^>=j$PTzY?+V=s&nT4^IxH5m?tg{ zK1-har;zd4E!hnW*`lv?uzcXoUM>}b{{UFQlvLb_1 z(Y(u&qwFO^nf-6F^#~xdh(PXYQb#dc+c9+UDUu%53JKHMNxO~)kZ*D-8O(pc!)|RP zKC=}!EEmG8HjNeKy<&#T8%RUJofPIY!O%H}EKPsVn&=BSu)vu-z0;AO4BQA(L*4b! z%*Di*8jm%h?Bfs|V?AW~wnn6rdkVJ24>7h)@R;v-hl3YTG{ zjB4T8vz&_3+hE>(0~$BQq$$2la;sjFM6x;Lj7^D8^e5v_t=Od%PR5Va$avaelG|?y z9#uef0gL$!!w?wE7WO_x?c{%bBd?1PJpUa+&P65wi`4F6(YF<_{Pl!|U0o)y{;c4- z+KF6!ok$|-AkQ9e26NX;7|-9$W6A?yIj4mU^@yQSNBv;j{|>rVKc>#xNoY;MhsyDeRtI!k ze#s=Rj^QrZMWkae72QMA5teBJ<7YpptiLH$RllZ-!{jL@bOZdCjD}nyBTMg0uCcHP zdaM88*v~3b2~{NtUJn1UYfw~okGbSLpgOC8I6L|koI-z4cEAo|lOK_Bv^q1scb^vd zPNcdKfBCVRD1po4iVyY8k`HSSPjKd!H z0GOS1;Ei{G)1S;m5A3 zKf$#tjfTE#pwksZijTb6li?fKmW}_xcIQT@d(NOw;XROjn@wh$`=eEqhpF{3q;mNc z8>sw+Vk*)wMd~~M^eYzW0aDnL{2c7DFCVIzfE}}=xb1@=Gz$IZtv=o4wBfqo)l=Y` z{AX}!t&?PtXaE;eVV>KT4D&Ph;XmmHsr=QTkzaCg(N7)y_ZRZ6<0pk{b&BRym~gWb z8SKkHMU4HEfS^9pFlqiJTBLRZ$D?#<#;QY*9+QIGPA{OgwVdmW{3~*~wt&W5dya&3 zXP64_V3}3-p;1~vs#4$h@V&w_q}GGtnJsx&3*P42Hp1ukqPnc5%pkdm7lkB}<);hO zawMLV-w8I$K45B%S%^A&faa_n&X&xJg3;PsuF;dsid!wPTFBXd?apO&&-!q0O5ERJpDV|{~Xwj zGlOZ*$H_DyU zoX2e^9Mlr(7!0-9!Xg9zuD+2c)K4!@Q}p#j%G4{itaH*4xV?mxLYKW`As$ zmk9ZFg7#)KoraGPSbB5au*&l(C7rPRf2J9S<~WeN{A;nr)N!ylUPD6~uhD)VGn~8s zi2Eu^CchHPAk<_ZiOwY9@5m6EUfDqgzP@n0vXrdMxR%}BFBlQm$`;u4ijOVw!x|qA zI9J;9RdGGYb_JW3=Y;)t?P!F>Zz?j*XYoq6lXi(O(4VF{dSP5nj$QIt?tg^;`!bRB z=Bc8n?`NKL+nW+6Mq)*;9i5%|T2whI6`hZ+;LqsWB%2uu^*nb`j_}UQn_y4FB1aN? zc$^k@WDA}2r8s8)3?c77(@DEe_;m3JZxpoVo#{8IudNULr)C4C!d&bDVR&VKHe5?!DE|L>?wI{~V;-_oj zTb%^0%ib{1`$K1MC($eo1#DS88NU{_ko(*IH2%OXnjRu>pY}e)hVr*KF(3%{lx^7Y zANkn!)Ptp*X%^KhXbRt3n!t=qr&<4^1=jRB@)pg9RP-JAB{h?DdIJUMW@74fZ`QD} zlb8K7r?{n8VIn?AatBw^4W$?goSci&6=EizTEJ!M*F!S#B;I^aB}2&`NR`R32Sux? zTX82g1d3@~XfU1qu1AY&-cxsv8}h1d(7=Yb_^tW@kLSF_ZovnTyx{7T%h3nzy&t-_3Ti{@^zhSFCH zI#l@y#vWB@F?xsPI;W`K%Lccy@1j)D-@+G`Lu%(2uD9+hi9pLP_yp z^77iu>qk7r86Q=0+WeV)QtK3#J9Uc3B_=>YrdWLXstcKSjMR)_?T(4D8e;LvuO8gzqp6*SR1*WV~x|3>_zrySDDmT}|L!hPfL z7xjX#>O#&GJUg-*o-T<3<8V7Rt68G(rZ?nLexOdsRm@AWp?)FW__Xja}oS!HtXTQJ#7Jj#P9T8oYL%M(E@!GM6_4-^PyURb3ub&IGoBObK zSTh~lSIfN@UxJ*E3wKp9p;N;9`Q^40x@quN92NRo>sMr#R{rn@lqlIj);tW#hd@oX zJ6L({159*Orm4TAk@IvCofy+6*}$O%r5-`ZPDw@4M070zV#hx9kE%z}d^;V&6iOzp4J!J zLes&Ymz~h3%NJ|$JUfD{oof*5`WGrnA91DDovy1z@-x33F~Ige81UYvTf!;cB?4c+nbgPUc8xC{a{w{4dS*)G~^mVE#4k_(`T`z3oWsIevmk-?k4H~ zx1ax%9gby5kE!db4=*Zg5P9tLhQFf~mLDm_#^sXQnL3WtEIo`QYTpSOzAui{MU#D! z1j1(CC1YXco-s0teBQ^>%s+y!xGY!{le7}U&M%>|5p`IK2-bWr4yw8`$(x0{>&8nQ^8-7?!wXYC@;Pp_0cds9OT z21FrAYAc)hY9Q361z}}g0FK?rr>r9-!YQ<#)t?DU{kHvD|enNA|bIN%)o&VlZOEW z>#la@&0J{#v!bF;NtoQ3MEfWdpR1N(!YC7rKV(mCekL^J_a2tGOVG>uHDS`eIBK1? zo!spHl8jP6sGF=N-OQP!vg$e=E!c#P$wA03m*=S_$H{Dt7bW(*pp++e^!u&@8BVmP z-;aLKkM>+D`*2BYG`5*$&00yzqui;g;XGx_MUhrU2YnCB#B-ROx-1 zquNLtLpf%>-Gb?KO+{dtkh8wriM0X;|3CFHP&M%8Lk5f{&*y*1;BGY9eY=qFbqc0}4|9{8unWH) zNYkJBAy}s$R&~{p*6K;98N5=I9Qhxdq9fq7+Ktv(6o5P4g#0^i7==5FI%K^eMZU~o z)i{{F89=scO3CZ;LpYn?$K$`F;I}zk;GztJ*`*qM+q;zzoUx{YpK8jSYL zDbzFW6DeG<#eHF3JFQYnThtq<<3mN#kYTm-%+j00Ee~+=_HVfL)bek|Rutg*35Of! z(B!ZZfuks;t+ZD-l+DSb%eq8+%i~DpUkF-n{p7{&VjRpJPHGpMd1Yf4TxV;bF?_T>9xp`hKy(MGRms@b;; zrNgpW+SGVvVLAw}_KRRt{)9X$Yl2_0gNmpEZA0l45G7s5B;bi)2Ho6);_$b>eGLrHo<2UfVPkk#|Xiw8OEW{DT`Zp*~Tlox_V-+&{rg?J+G zF8GTiw6>o9O#|{i3Y>`VxH+%`AxDmLYgu7dzLQR0+}=Qb_;xz~z*%54g!0inne_A6 zE4r8Mi31i7$VA4MbjN*Uy>gGV%FJGhx)f!!Db%pFg(*=htl~AI~PLeffurCA!JbrBt7T-57)h3h^M4QTbn%9RoL??oWI zOQeM}%@}%QGC%;zQM47%F;}@{&6elE8U~^vkjth&z*d2lRqU_45l|1){xtZ z323+No2)42Lnf`g+9e*Mg+jKuu0Mr1tmV2@uH>O> z4AU$T_Rl>;DQzF==$Z?-v?>Dg3%|geJ0jNEkmgyK)67%-vDE4$Wu6iEpF^*(x|_F? z4hr6^w)_-kDYcCP+GUf+*6gC;=BZ+-lW{mm^+FEt1@waI*{(U0sPxcbDwuGI!u?h= z%|W%)CHs0!{7aGof71@yI zQVY`03g=%>hEu&v9Bzh)NWI!eH0!Q4)%+B=|NU=aVQ)Ff!Wc4B=3}3x4tH5A%#Nma znP!U;E~(FFrz3)C;CD^3rC*rcVNLhyp5bUlw`h!UGxzQ7qVsPBf6hLETX5tXHTRX` z`2(c2Z5PyH!_Qhw9`}$ALXT!H>E*A_9VAo5D)d_w$_MXyF76KSByoB)sa~sqYHt(y zYJO!Wa{jX5>d~b5JQRA#c{ut|S>PhBLYd=X9=J{w;VB`sQg<7QR%?^m(<$uQ{jEse zt|_pvyF>~VBXED?K1^R8gOks`l7U(*%YM5HM`kuq`_5bF@_h?`m&x?sD_zo3??6mK zFZa`W#~&=vMBgGceC*Sg<{o-Vl|FrvZ%mBSI&icV_g#%BVE8Y7@eG3zSEXHdE!j`A z20R+HMf5s7o-~h6rrQD=#o?)Bvi_t3@s?fDBAJtSXx~qDR(wnoy`%dJxl2Ww_gmm* zD0z@<#%G#VTaEZMO`H?X>Sg6EShOmca)Op)^s|qsiujMp|Eq_lZZ^w|e@jQk*+J>? za{6%kmFTRHo8M|)hN|F=NL<&(VoRH8&u~*dqU$@!3(pY!@21xaRx_IoKgg&_ z@GRwbiT%7h=u$v7EiYS)@CldDFvVJ6&yHf9l3bW|t>CEd2DAJqzHG~Ms+LeA)5^T0 ze#=Uz5%TDRb)A(ns%*TP4UX} zgju$L=XP%vxUhH8r%Z$@pPh;6*Q!bS^8r@%Elkw%EFF$hg}uNwHFib6lB}oNakW1w zWO~#M8G5Rs`+hz2Z^#k)YknA-!z{>9xix8g&^BiH<`|a`{?6_ub>leZg3V@ho_hwPGj??5#|A2I+d|{t_F|iQwCMGgb<|MQAH|9Du+>Ys!pGUF12N+Qm|&%Me?c+#LpSGX_8Jm?7DB$gjhHJx2J=R{PBQY znA$ANNo!$!)`s6K4uih@7m|y5ih~)0G5J$0&087Aw*G#Bnj<&FO+DVwH)_F@_EaX2 z&QLTbmyBc$Xcp;~ewu>(In}^KD`84L!B_z~l z!8GA5j4U-!bhi^aI~RfJ^&>}pOL9F_DAK!lBT2zPo)6Shz~M_#RQ9ro-s>+CuCp3; zmPm_7J#uDCq-v2f<`KLj=ZShoB=H-Q_hbKmzsY0V3+mkd7kB%W(X#r-Z2a#hB=_+- zotWtbu}uPtbv#U=(e*-CoCjI1Ca6d6#kz>U7&rJJy%lnFF$u{OC$gl4wuQ7_ub!qI@q0bNFnBFjQ9>x(f+^%j#7a$Lsy7Sod&BiuB+ zPcw^O@(#3maIO?q-?0DBYVO)4u7^3h}LDBMs96Sf?t zj6R_l8t+1}(=|njzv9`Rm%r&uy)8_}sNlgPY3&Bb8*Ity$9($pPE_Ch!RnU`Vf!N8 z5$8XVI(HN!*QXlOI